diff --git a/02_activities/assignments/assignment_2.ipynb b/02_activities/assignments/assignment_2.ipynb
index 5d9968e84..38b6ef9d9 100644
--- a/02_activities/assignments/assignment_2.ipynb
+++ b/02_activities/assignments/assignment_2.ipynb
@@ -34,7 +34,7 @@
},
{
"cell_type": "code",
- "execution_count": 63,
+ "execution_count": 1,
"id": "4a3485d6-ba58-4660-a983-5680821c5719",
"metadata": {},
"outputs": [],
@@ -50,10 +50,128 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 2,
"id": "a431d282-f9ca-4d5d-8912-71ffc9d8ea19",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " mpg \n",
+ " cylinders \n",
+ " displacement \n",
+ " horsepower \n",
+ " weight \n",
+ " acceleration \n",
+ " model_year \n",
+ " origin \n",
+ " name \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 18.0 \n",
+ " 8 \n",
+ " 307.0 \n",
+ " 130.0 \n",
+ " 3504 \n",
+ " 12.0 \n",
+ " 70 \n",
+ " usa \n",
+ " chevrolet chevelle malibu \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 15.0 \n",
+ " 8 \n",
+ " 350.0 \n",
+ " 165.0 \n",
+ " 3693 \n",
+ " 11.5 \n",
+ " 70 \n",
+ " usa \n",
+ " buick skylark 320 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 18.0 \n",
+ " 8 \n",
+ " 318.0 \n",
+ " 150.0 \n",
+ " 3436 \n",
+ " 11.0 \n",
+ " 70 \n",
+ " usa \n",
+ " plymouth satellite \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 16.0 \n",
+ " 8 \n",
+ " 304.0 \n",
+ " 150.0 \n",
+ " 3433 \n",
+ " 12.0 \n",
+ " 70 \n",
+ " usa \n",
+ " amc rebel sst \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 17.0 \n",
+ " 8 \n",
+ " 302.0 \n",
+ " 140.0 \n",
+ " 3449 \n",
+ " 10.5 \n",
+ " 70 \n",
+ " usa \n",
+ " ford torino \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " mpg cylinders displacement horsepower weight acceleration \\\n",
+ "0 18.0 8 307.0 130.0 3504 12.0 \n",
+ "1 15.0 8 350.0 165.0 3693 11.5 \n",
+ "2 18.0 8 318.0 150.0 3436 11.0 \n",
+ "3 16.0 8 304.0 150.0 3433 12.0 \n",
+ "4 17.0 8 302.0 140.0 3449 10.5 \n",
+ "\n",
+ " model_year origin name \n",
+ "0 70 usa chevrolet chevelle malibu \n",
+ "1 70 usa buick skylark 320 \n",
+ "2 70 usa plymouth satellite \n",
+ "3 70 usa amc rebel sst \n",
+ "4 70 usa ford torino "
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"import seaborn as sns\n",
"\n",
@@ -82,12 +200,50 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 3,
"id": "5d79f1cf",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your answer here..."
+ "# Your answer here...\n",
+ "mpg_data.info"
]
},
{
@@ -100,12 +256,24 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 5,
"id": "ac306190",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "dtype('float64')"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your answer here..."
+ "# Your answer here...\n",
+ "mpg_data['mpg'].dtype"
]
},
{
@@ -113,7 +281,8 @@
"id": "6d759089",
"metadata": {},
"source": [
- "Your explanation... \n"
+ "Your explanation...\n",
+ "Float datatype represents real numbers with decimal points or fractions.\n"
]
},
{
@@ -126,12 +295,34 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 6,
"id": "9f034a5d",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " mpg cylinders displacement horsepower weight acceleration \\\n",
+ "116 16.0 8 400.0 230.0 4278 9.5 \n",
+ "95 12.0 8 455.0 225.0 4951 11.0 \n",
+ "13 14.0 8 455.0 225.0 3086 10.0 \n",
+ "8 14.0 8 455.0 225.0 4425 10.0 \n",
+ "6 14.0 8 454.0 220.0 4354 9.0 \n",
+ "\n",
+ " model_year origin name \n",
+ "116 73 usa pontiac grand prix \n",
+ "95 73 usa buick electra 225 custom \n",
+ "13 70 usa buick estate wagon (sw) \n",
+ "8 70 usa pontiac catalina \n",
+ "6 70 usa chevrolet impala \n"
+ ]
+ }
+ ],
"source": [
- "# Your answer here... "
+ "# Your answer here... \n",
+ "sorted_mpg = mpg_data.sort_values(by=\"horsepower\", ascending=False).head(5)\n",
+ "print(sorted_mpg)"
]
},
{
@@ -144,12 +335,47 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 7,
"id": "1b91233e",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " cylinders displacement horsepower weight acceleration model_year \\\n",
+ "0 8 307.0 130.0 3504 12.0 70 \n",
+ "1 8 350.0 165.0 3693 11.5 70 \n",
+ "2 8 318.0 150.0 3436 11.0 70 \n",
+ "3 8 304.0 150.0 3433 12.0 70 \n",
+ "4 8 302.0 140.0 3449 10.5 70 \n",
+ ".. ... ... ... ... ... ... \n",
+ "393 4 140.0 86.0 2790 15.6 82 \n",
+ "394 4 97.0 52.0 2130 24.6 82 \n",
+ "395 4 135.0 84.0 2295 11.6 82 \n",
+ "396 4 120.0 79.0 2625 18.6 82 \n",
+ "397 4 119.0 82.0 2720 19.4 82 \n",
+ "\n",
+ " origin name \n",
+ "0 usa chevrolet chevelle malibu \n",
+ "1 usa buick skylark 320 \n",
+ "2 usa plymouth satellite \n",
+ "3 usa amc rebel sst \n",
+ "4 usa ford torino \n",
+ ".. ... ... \n",
+ "393 usa ford mustang gl \n",
+ "394 europe vw pickup \n",
+ "395 usa dodge rampage \n",
+ "396 usa ford ranger \n",
+ "397 usa chevy s-10 \n",
+ "\n",
+ "[392 rows x 8 columns]\n"
+ ]
+ }
+ ],
"source": [
- "# Your answer here..."
+ "# Your answer here...\n",
+ "print(mpg_data.drop(columns=['mpg']))"
]
},
{
@@ -173,10 +399,71 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 8,
"id": "732784d8",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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QrwiyoxrKlmEYhmEYkhFVjx8/HjJfUkIIFBAm9Al6GIZhGIaxBhIZBkYyTjiBQovRj85QydzHMAzDMIyPY8eOyZdyo3w3CSdQaNMcECZYoGAYhmEY66iYDLBRJsMwDMMwjmGBgmEYhmEYx7BAwTAMwzCMY+LehkLVLeb8+fN04cKFaFeFSQCyZctG2bNnZzdmhmHiioQXKM6ePUt79+6lU6dORbsqTAKRJ08eKlmyJOXMmTPaVWEYhnGFhBYoEPRq+/bt8o0RQTvwcOe3Ribc2jAIsf/++6+89ypVqhQyWAzDMEwskNACBR7sECrgY4s3RoaJBLlz56YcOXLQzp075T2YK1euaFeJ0YGZzx9/JNq7l6hkSaJbbsE0VbRrxTDeJ6EFCg1+Q2QiDd9z3mTGDKK+fYn++uvSOgQHfOstonvuiWbNGMb78FONYRjmojBx773+wgT4+2/femxnGMYcFigYhkl4MM0BzYQQWbdp6x5/3LcfwzDGsEDBMEzCA5uJQM1EoFCxe7dvP4ZhjGGBIkbp2rWr9EjBAgO/4sWLU5MmTWjcuHHS0FSVCRMmUMGCBcNaV4bxOjDAdHM/hklEWKBwAahBFy0imjLF9xkptWizZs1kDI0dO3bQ119/TQ0aNKC+fftS8+bNZaAuhmHUgDeHm/sxTCLCAoVDYKhVvjxRgwZEHTr4PvE9EgZcKSkpVKJECSpdujRdf/319Oyzz9Ls2bOlcAHNAxg1ahRVq1aN8ubNK91je/XqRSdOnJDbFi1aRN26daOjR49majsGDx4st02cOJFq1qwpU9aijA4dOtD+/fvD3yiGiQJwDYU3h1kYGqwvU8a3H8MwxrBAEWdW4Q0bNqRrr72WZlwsHO6Jo0ePpnXr1tFHH31E33//PT311FNyW7169ejNN9+Uad2h6cDy5JNPym2Ij/DSSy/R77//TrNmzZJBmDDNwjDxCOJMwDUUBAoV2vc33+R4FAwTDI5DESarcDyEYBXesmXkH0JXXXUVrVmzRv7/OCpxkQoVKkghoWfPnvTuu+/KyKAFChSQmgloIfQ88MADmf9fccUVUii58cYbpXYjNTU1gq1hmMiAOBOff24chwLCBMehYJjgsEARAavw+vUjH95ZCyG+cOFCevXVV2nDhg107NgxaVtx5swZOnnypJwGMWPVqlVy+mP16tV06NChTEPPXbt20dVXXx2xtjBMJIHQgJcAjpTJMNbhKY84tAr/448/pDYCoZ3vuOMOqlq1Kk2fPp1WrFhB77zzjtzn3LlzpsdD2GjatKnURMCWYvny5TRz5szMqRCGiWcgPOAloH173ycLEwyjBmso4swqHDYSa9eupSeeeIJ+++03qZEYOXJkZqjnqVOn+u2PaY/AtO0bN26kAwcO0LBhw6QhJ8C5GIZhGMbzGoqhQ4dKNb1+zl8fa0Fb6tSpQ17AC1bh6enptG/fPvr7779p5cqVcmqjZcuW0m20c+fOdOWVV0qB4r///S9t27aNPvnkE3rvvff8zlG+fHlpF/Hdd99JIQJp3MuWLSsFDe24OXPmSNsLhmEYhvG0QAGV+tixY6l69eqmsRa05auvviIv4AWr8G+++YZKliwphQL0E+wlYDwJ11GkZL/uuuuk2+hrr70mpz0mTZokBTc98PR45JFHqF27dlS0aFEaPny4/ITb6bRp06S9BDQVr7/+evgawjAMw8Q8SQIWfFEEb8eIoQCvg5dfflkOgnBl1DQUR44ckW6LdoEhIjwZEGsB7pF6YJwId0jYG9hNIW2UnRCaCbYKZ4Jx+vQZ2rhxO23dWoGKFMnFhn8Mw3iSYGOo5zQUvXv3pjvvvJMaN25suB3Bl4oVK0aVK1emBx98MGRwJUwDoAP0SziB0LBjB7wpiCZP9n1u387CBGPO4cNEmzcT/fMPEcJ+RDIYGsMwTFwaZX766ady7h9THkbcfvvt1KZNGypXrpzUJLzwwgsycBO8FRAl0gio9IcMGULRsApnGBVhYuvWrOu1YGiIg8DCKJPIwEac3XZjk6hpKHbv3i3zTsAt0Wy6AfP60F5g/v+uu+6SIaU3b95Mc+fONT3vwIEDpWpGW1AOw3gBLTaJ2TbAKbKZRCaaqQyYGNZQQMuA6Ysbbrghcx3cF3/44Qd6++235dQFDAv1wAAR2oo///zT9LzQXJhpLxgmmiCFSrAwHtEMhsYwXkllEGjVx9q72NHiRE2gaNSokYyXoAeJqhA2+umnn84iTICDBw9KjQMEC4aJNVRjgnGKbCbR8HIqA68xw8ARACEM4HUYbYEragIFslhiKkMPQkEXLlxYrof3B0I/t27dWgoQSNGNbJpFihShu+++O1rVZhjb5Mypth/Ly0yi4eVUBl5ihse1OFH38jADGgpoMBCoCR4eXbp0kZ8///yzFEYYJtZATrVgQgWnyGYSFS+nMogVLY4XbLA8FXobLqIauXPnpnnz5kW1PgzjJprAYOTlwSmymUTGq6kMvMSPMaDF8ayGgmHikcsuI7rySqIcOfzXYw402upKhknkVAZuc+ECXpKJpkzxfTrVHMSCFocFCsZTIF+Lk8ioblC/fn2/nDLhECoqVyYqXpwIEc05GBqT6HghlYHX3V9LxoAWhwWKGESfNC179uwymVfPnj3pMKImxTjI14KAZuEEeUoKFixoun3GjBlhT4aGhyTCrzRvzimymcRF/xZfqBCyIROVLh3b2rsZFw0nA6cnNMNJu0JFLGhxPGVDwaiDZGDjx4+X2UQ3bNhADzzwgMx7MgW/zDCBtC+IFQIhJlyUKFGCok0hPNkYhomK++OoUURFi3ovxkK03V+zXdTiQCjBefRleEWLwxqKQHCVTp6M/GIxRxuCd2Hwvfzyy6lp06Yyquj8+fP99oHA8Z///EdGIkV8DyRg07N06VKZjA3ba9asKacaoPVYvXp1ppEsvsM4FttR5o8//igFC2QlveKKK6Tx7LXXXkuf4xXiItCUdOzYUWYtxfZKlSrJuoCzZ89Snz59pCswykWmVH0G1MApD3j6INw6zgOX4oceeki6FOu1Na1atZLZUHFO7IP8MOfOnSO3pjxQR6SGh9AGDyNohJAdVw9SyOMaXHbZZbIO8E6CqzPDMNbe4tu1Izp0iKh9+9jT3v1owXDSDtDS4FHrVS0OaygCOXXK598XaTBI5s1r69Bt27bJVOY5dJZ+H3zwAQ0aNEhGHa1RowatWrVKJldDrA+44B4/flyGM7/jjjto8uTJtHPnTlO7gaeeekoO2BAgMFXw/PPPy2mBMWPGSGEB0U07deokBYi0tDSZcwVaE4RKR9yQLVu20OnTp+W5kF59zpw5NHXqVDkwI1CZWXj0U6dOSU1MnTp1ZL4XRFbt0aOHFEgwbaGBtO0QJvCJsjCwQ1BCe91i5MiRchoEsVAgPGGK6dZbb5WCGurZoEEDuuWWW2RfQIODzLmo+5o1ayinagAKhkkA4jmI1d4IGE5CaEDfeDFSJt4245qjR4/itpWfgZw+fVps2LBBfmZy4gTu6cgvKFeRLl26iGzZsom8efOKXLlyyfZhGTVqVOY+ZcqUEZMnT/Y77qWXXhJ169aV/48ZM0YULlzYr+0ffPCBPM+qVavk94ULF8rvs2bN0nXPCVnm0qVL/c7dvXt30b59e/n/XXfdJbp162ZY90cffVQ0bNhQZGRkGG5HeTNnzpT/jx07Vlx22WWyTI25c+eK5ORksW/fvsy+KFeunDh//nzmPm3atBHt2rUz7b/x48eLAgUKmG5PS0sTffv2zfyO83fq1CnzO+perFgx2Yfgf//7n6hSpYpfm9LT00Xu3LnFvHnzDMswvPcYJgFYuFDtkYj9Yo2Fcdi2YGNoIKyhCCRPHp+2IBrlWgBvxNAQ4O34ww8/lEnTHn30Ubnt33//lW/93bt393tLh70F8tqDTZs2UfXq1f0Ss914442GZWG6QwOahzNnzlCTJk389sFUBjQhAG/viHCKTLKYjsGURL169TKnKHBslSpV5Bt88+bN5T5G/PHHH3I6BVoVjZtuuokyMjJk/YvDTYKIrrnmGr9Q7dBWBIZ1dwr6Sj8tg+kmaEy0vDTQjAQGXEM/bTUKOsEwCUwsuD/a5ZaLhpOYujHSwED7gu2x5P5qBRYojK64zamHSIJBtmLFipnTCBAwkLYdankMuNq0R+3atf2O0wZeKAMwMOrxKQiMy9LQzo2Mr6UDJvK0pGzw0sAUCvZZsGCBzNsCuwZMm1x//fUyFT2mQ7Ctbdu21LhxYz8bDH19AuuooV+vn+rRtmn1dItgZeATSe4mTZqU5ThMAzEME1vuj3bJFgOGk+GEjTLjBNhLYMDes2ePfHPHYA/bCggd+qVChQpyf8z9Y34fWV01fvvtt5DlXH311VJw2LVrV5Zzl4HPkm4ghTYC6enffPNNPyPG/PnzSzsHCDyfffYZTZ8+nQ7BCsugLBiInoTR6kWWLFlCycnJMgy7V4CQhAy4xYoVy9InmkaIYZjYcX90wj0eN5wMJyxQxAnwTIDqH94IAInV4D3x1ltvyekQTAHA02IUfLIIwVY6yDdreE1gagGeHBBIgJlWAECt/+STT9ITTzxBH330kVTpw+DznXfekd/Biy++SLNnz5bTAOvXr6cvv/xSepuAN954gz799FPauHGjrNe0adPk9IFRXAh4imBKBkak69atk0aXmNa5//77M6c77AL3Vwgr+gXTOXZAPWF8Cs8OeMFAA7N48WLq27cv/RXM5JthEpB4C2JlxD33EMHJC0HrJk9OnOB1POURR/Tr10+mgEf6d3hD5MmTh0aMGCG9NDBtUa1atUxPDmgJvvjiC2nvAI8IbIMgAEFDb1dhBKZV8DYOgQVaEAgDeEuHBwSAV8PAgQOl2yTcPeH9ACECpKam0muvvSbf6DH9UqtWLfrqq6+k1iEQ1B+CDgZm7IfvsM3QhCInwPVUs/nQKFeunC1XT9QL3h3o93vuuUd60EBDhKke9DPDMMZv8UZxKCBMxMPAmy1b4mVGTYJlJsUxx44dk2rno0ePZnm4w2gOb5OYBgg1iCYCsAGAQIK+giDAhA++9xjG50LqSfdHRmkMDYQ1FAnMxx9/LGNL4G36999/l2/YMJJkYYJhmEiQiG/x8QwLFAnMvn375DQHPuFq2aZNG3rllVeiXS3GIfzWxzBMNGCBIoGBbQUWJv7zI8AILh7mpRmG8S7s5cEwcUK4shwyDMOowAJFkIBODBMr91yo/AgADj7Yj2EYJhwktEChRT9E+GqGiSTaPRcYgdOrWQ4ZhmFCkdA2FIiDgBgKWk4GxBMIFtSJYdzQTECYwD2He0+fg8QJ8ZwfIRFhw1omFklogQIgSiPQhAqGiQQQJrR7zw3iOT9CosGGtUysktCBrQJDMZ87dy6idWMSE0xzuKWZ0L/Rli8fOsshwv/ym673DWsDr6GmOI33XBCM9+DAVjbAA97thzzDRIpEz3IYD4QyrMV1hGFty5Z8HRlvktBGmQwTTyRylsN4gA1rmViHNRQME0dAaMAbLBv0xR5sWMvEOixQMEycwfkRYhM2rGViHc9MeSAVNlw2tfTaAPaigwcPplKlSsmEVfXr16f169dHtZ4MwzDhAJokTE+Zea5jfZkyvv0Yxot4QqBYvnw5jR07lqpXr+63fvjw4TRq1Ch6++235T5ws2vSpAkdP348anVlGIYJp2EtCBQq2LCWiQWiLlCcOHGCOnbsSB988AFddtllftqJN998k5577jm65557qGrVqvTRRx/JoECTJ0+Oap0ZhmHCARvWMrFM1AWK3r1705133kmNGzf2W799+3aZVrtp06aZ61JSUigtLY2WLl1qer709HTpN6tfGIZhouEGumgR0ZQpvk/VPCoQGnbsIFq4kAjvTvhE/BAWJhivE1WjzE8//ZRWrlwppzMCgTABihcv7rce33fu3BnUFmPIkCFhqC3DMExkol2yYS0Ti0RNQ7F7927q27cvTZw4kXLlymW6X2BuDUyFBMu3MXDgQBnRS1tQDsMwTKTgNPJMohI1DcWKFStk/owbbrjBL/z1Dz/8II0wN23alKmpKKnzk8IxgVoLPZgWwcIwTPwlwfJ60iyOdskkMlHTUDRq1IjWrl1Lq1evzlxq1qwpDTTx/xVXXCG9Or799tvMY86ePUuLFy+mevXqRavaDMO4BN7UkX+kQQOiDh18n/hu9gZvdf9owNEumUQmahqKfPnySc8NPXnz5qXChQtnrkdMildffZUqVaokF/yPFOMd8DRhGCbukmBp0wKBHg1W948WHO2SSWQ8HSnzqaeeotOnT1OvXr3o8OHDVLt2bZo/f74URhiGiU2sTgvE0jQCR7tkEhlOX84wTESBCyWmK0IBd0l4OljdP5pwGnkmkcfQqMehYBgmsbA6LRBL0wgc7ZJJZFigYBjG09MCsTaNwNEumUSFpzwYhvH0tECsTiMYubgCL7u9MoyTMdTTRpkMw1gnWKyGaMVxCCx31Ciidu18woBeSDCaFtCmEeDNEbg/wPcePchzBEa7dBo9k2E8j4hzjh49iseP/GSYeGf6dCEuvxxD7KUF37E+2LZo1GnAgKzry5Qxr4/ReSLdFrugXklJWeuMdVi8Wm+GOWphDOUpD4aJE8xiNRi91eu3gXDN7QerE5g6lahIEWuRMl95hWjQoOBtgQupV6YWtCkbs4BXXp2yYRirYygLFAwTB4QatIIRrgEtHAOpyjkLFSJCeiDYXHhhaiGW3F4ZJhB2G2WYBCNUyOdghCscdDjCUKuc8+BBf2Ei2om5YsntlWGcwAIFw8QBbgxGbg9o4RhI7dZR08Mioia0HJEk1txeGcYuLFAwTBzgxmDk9oCmer5//iGaMsU3NRBqsHdSx2gl5oL9BqZcAgNdaWB9mTKX3EoZJlZhgYJh4gAMRoUL2zs2XANaqIEUwHbiiSfUs4eqnDPcmhgIPRB+VIUgt6JnWi2XYSINCxQMk+DgzT0c4aCDDaQagYNiKFsHlXOGwomWw24KdafRM2MhdTvDsEDBMHEA1PgwRvQaZgOpmfCiYusQbHCGliZcUwuaC2ygUaiqwSfqvWOHz5tj8mTfJzxcVIQJJ+UyTKRgt1GGiQOgBsebqx0iEQdBHykTNhOY5nDqRmkU9XP2bN8gC4wicNqNtxGtWBIcw4KJNuw2yjAJhteNFbUw1O3bExUv7o6tg/6c+MT3cCXmCocLrJfLZRg7cC4PhokDNGNFswRaXoqDEG43SggNbkfKjFYsCaflRit3C5OYsEDBMHFAqARaXoqDEEr40dT4TrxOAhNzxWosCSflcjIyJtLwlAfDxBhm7oPRMla0iltulIkQS8JuuWzIyUQDFigYRgGvxAAwch9E7orbb/cNws2bZ/UkwPexY9UG8Ei1E8LPk08SJQc8gfAd652+QbvdDjtCkBt1sFsuNBNG2p9oRgxlEgAR53D6csYp0Ur7rZoCW79ky+ZLC67aDn268Ei2M1hbnKbzDmc7QvVhuOqgWi5YuDD4PaIt2I9h3BxDWaBgGBsDH9Y5HfiscP581gEl2GImVOA8GEgmT/Z94nuk2xmqLSgPg6VWNytEoh1mfRjuOoQqVwPbVe4R7Mcwbo6hHIeCYWIgBoBqCmwN1OfUKaKcOb3XznCl8/bC9fJCHThdOuMmHIeCYeIsBoBVd0QMbO++6812hssF0wvXywt14GRkTLRggYJhPBZ7wIhixawfs3WrN9sZLhdML1wvL9QhFr1omPiABQqG8VjsAbe48srot9PI0yFcb9BeuF5eqAMIV8RQhgkG21AwTIj58FABmCJhQ2E1V4eKDYUWRRHtQ26NAwfcbWewwErA7Zwb4bheViNNeume0erDkTKZhLChGDNmDFWvXl1WEkvdunXp66+/ztzetWtXSkpK8lvq1KkTzSozCYSXVMdW32j79QsuTOjjWXTqRPTvv+YDoJ12hgqsBNx+g3b7etlJGe6le8Ys3wnDhA0RRebMmSPmzp0rNm3aJJdnn31W5MiRQ6xbt05u79Kli2jWrJnYu3dv5nLw4EFLZbDbKOMUKzEAwoXmamk3DoXe5XDIEHX3UzvttOIWquoKGenr5dT10wv3DMOIRHcbLVSoEI0YMYK6d+8uNRRHjhyhWbNm2T4fT3kw8aI61t76gdGvtmtXovffz6qZMJp6CEbRokRvvOHTHthppxfcFp1cL7dcP71wzzCMU6yMoZ5JDnbhwgWaNm0anTx5Uk59aCxatIiKFStGBQsWpLS0NHrllVfkdzPS09Plou8MhnGK28mmnBjaBQoHMGCEGt1omkATQqy8NmD6A8KE3fZ6xdPBbv2tuH4GK8ML9wzDRJKoCxRr166VAsSZM2coNTWVZs6cSVdffbXcdvvtt1ObNm2oXLlytH37dnrhhReoYcOGtGLFCkpJSTE839ChQ2nIkCERbgXDRAYrqbmD5XRwa7A3egv3iqeDXbwgEDFMwggU3333nVz2799PGRkZftvGjRtn6VxVqlSh1atXy6mN6dOnU5cuXWjx4sVSqGjXrl3mflWrVqWaNWtK4WLu3Ll0j4nV1sCBA6kfLNJ0GooyeIVjGJeJlkpb9c031Ju208HezItj1Kjg6cm1NsCrxIvEukDEMNHCspcH3v6bNm0qBYoDBw7Q4cOH/Rar5MyZkypWrCiFBWgXrr32WnpLM5MOoGTJklKg+PPPP03PB82F5jWiLQzjNnY8ACINBnQ7QBgIFQMimBdH27ZEN90UXDMCYQz7eam/NDjSJBOTbN3qc+9atSp2NBTvvfceTZgwge6///6wVAg2onobCD0HDx6k3bt3S8GCYaKFmV2C5hLplcBBsIWww+nTRLNnm7dBJT32Z5+plYU02pjCCVdcCDtorp+aAawRHGmS8QSHDhE9/LDvoaOB0At//BEbGoqzZ89SvXr1XCn82WefpR9//JF27NghbSmee+45aYTZsWNHOnHiBD355JP0888/y+1Yf9ddd1GRIkXo7rvvdqV8hrGKymCKQRL7RRt4a9h9RmEwNdMeOJlKcZLXIpJaIQhTTz5JlBzwhIQQgfVeEBiZBCU9nWjAAJ+qrHBhf2FCewBFCcsCRY8ePWjy5MmuFP7PP/9ITQfsKBo1akS//PILffPNN9SkSRPKli2bFDJatmxJlStXlrYV+ISAkS9fPlfKZ5hYTP5kFM7aiMCgUaqEEozcNkZUOV+oQFluCxU434gRRAEmYrI/sN6LUzVMHCME0Tvv+ISIXLmIXn896z6ffurbDxqLWJnygDfG2LFjacGCBTLKZY4cOfy2j4JFliL/+9//TLflzp2b5s2bZ7V6DBPXHgDBwlkHvjVrtgB2tAnBXCPdnnEMdb5QWiE8Y61OnYQq76GHgu+D7W6VxzCmfPUV0Z13mm8fNsynMvPIjWhZQ7FmzRq67rrrKDk5mdatW0erVq3KXOCtwTDxTDQ9AKy+pWu2AGbGhXYFo1BGi6qoGje+8kpktULQ+hw8GHwfbMd+DOM6q1cTVajg+4EYCROPPEJ04oTvxn/6ac8IE7Y0FAsR3o5hEhQMfpi2DDbgYLvbHgB239LNgmHBvkLFaNNIMNIbLaJcO3EuVPNaQEgaNCiyWiFVQQH7NWrkTplMgvPXX0RwdDC7+Zo1Ixo/nqhECfIyjpKD/fXXX/S3Xd80hmEiYrsBoWLHDl+oa5g/4RPncuIaaZYeWxWVJGCaEKUKO38xMcXx40QPPHDpxxYoTFSpgsiPvh83PDc8LkzY0lAgkNXLL79MI0eOlJ4YAEaS/fv3l14amAphmHgFA7aKOjxUWGZVNDfJ6dOdvaUbBcMy0zKoag8gDBQoQNS4sVrdEMC2UiV1d08r3iTBhB99mnZoZaCdCZanBP308suhy+Sw2oxlzp8nevVVc7UbIkDPmUPUtCnFIpYFCggNMKYcNmwY3XTTTTJuxJIlS2jw4MHSYBO5NhgmXomkUabVpF6Bb+mhYjaYTYdAe2CWGySQ/fvV6oXpmBdfJEtY6UMz4SdYH5oZs0JQUJnWirRAwcnGYhQhiCZOJOrc2XyfDz+8pK2IZaymMi1ZsqSYPXt2lvWzZs0SpUqVEl6D05fHBuFIYx0OUDeVtN/Yzwlm6bNVUoKbpc/Gd6P02U76Ppz9oXpupGO324dmqcixLthxkU5DbuV6Mh5h0SIh8uUzv4mef16Is2eF17EyhloWKFJSUsSmTZuyrN+4caPIlSuX8BosUHifWHpYYrBF3cwGqsCB3UkZVoQJ/cBoNpAG7uf1/gh1bu0+MTq3lT40qx/6qXTp6N+XkbyejEP++EOIatXMb7YOHYQ4fFjEEmEVKG688Ubx6KOPZlnfp08fUbt2beE1WKDwNrH4sNTqHFhvt+qs+mauHxC1MkMNpG4IPJHsj1BaBmgnjDQrVvvQTIMSbc1ZNK4nY5H9+4Vo0cL8ItWrJ8T27SJWCatAsWjRIpE3b17xn//8RzzwwAOie/fu8v/U1FTxww8/CK/BAoV3ieWHpZFWRT+wOwGDl8og2KeP/YHU6ZRMJPtjwAAhsmXzP3dyshCpqebaA9U+1BbsH23hwYhoXU8mBKdPC/HYY+YXpFQpIX79VcQDVsZQy0aZaWlptHnzZnrnnXdo48aN0igTqcR79epFpUqVCo+hB0OJ7grpNYt6GPIh5kM4jORU3R9bt87aL3aMRt0w9gtXf8CoElGGcS/oQUjsi05mhsnZrLqQIoEx8oKoRCBNpMisTMBNhxsCGT2D3bB3J26uKcsCBYDgwN4cjFNUH4Kay6TXrNqNXDHtEDigI/ceBjMMkIEDKYAhuFmKcauRPFVCeRsJHMBIeHBT8AsWzMsIfYCvLVuC92Ggx8bgwdHLHhtMoItmZFarxK0XysyZwW8ApJvAjZrMIROUpjx+//135cVr8JSHd7E6z+1VQ023pwoKFRKiXTt7dglWjCRV7FeM6le4sG8J97Wxen8ETgGoesoEtiWS026hDJIjYQQciXbEHJiuwLSF2Y2B6Y5Tp0QicNRtG4qkpCSRnJwsP4Mt2MdrsEDhXVSs+K0MprFGqAEPNgKBg52KXYKKkaSK/UqwgTYS18aqHYR+wbFaX5i1E30Jo05VAcVtggl0eoNTrY7hMgIOZzu8UD9lduzwGVCa3QQwvIQBZoJx1MIYmoQ/obQYO3fuVNZ4lCtXjrzEsWPHqECBAnT06FHKnz9/tKvDmCS8AqHvxEvq/u3bY1udCvVw4Jy9WxEmzaYyEE1SC1iFKL8NGpCruH1tnNRxwYJLeTaCRcqcOpWoQ4fQ50PI8vbt3VPxW7n+2rQM0Afb0l/PaBGqHZ7/vR49StSrl+8CG1G9uu8mQRjsBOWYhTE0eywKCUz8YBat0QwvG2pawUpYaQTRs/pADjSSLFbsUmRLDNThSMHj9rXRspqq2EEEI5hth10bBTPbkzfeICpSJLSQYeX6g0OH7AuX4SQmDavPnfN1pJkdYGoq0RdfeKjCsYOSQDEHscUVadGihZP6MAmIfvCDAebbb8e/VbuV+tt9IGsDKQa/rl39H/wY9MKFW9fGSVZT1ZDgoYQWIwNYTasWuD/6t00b/3VmniJW+whloS52hMtwEjNeKOjAceOIevQw3+fjj4k6dYr98NdeFyhatWqldLKkpCS6AB0Ywzh4i1QRKLxg1e4Eq/W3+0A2G/wOHKCw4ea1sarBClYHsykKK0nSrHqemHmK2OkjL77te94L5dtviZo3Jzp71nj7//0f0cCBRNltOTwygYg4h40yY4tYsWp3itXw2naMAlXLMDP2g1Gmk3wibvcX+mDiRCGKFLFeh1BeCKqBuex4nhjVyapBspHBqRfw5O917VohKlc278Bu3YQ4diyCFYptwhopM9ZggSL2CHdoa6+gmrzK7gNZdfArWtR4IDW7Dmb11HuQBEacDBWF0kqUSqv3h0r4bpU6OvU8CRQKrfRvYE4pr0Ty9Mzvde9eIW67zbzT6tcXYvfuCFQk/gi7QHHixAkxd+5cMWbMGPHWW2/5LV6DBYrYJJyhnL0E2mPmnqnyQA42CKoOfnjrNzuHahwKvRBiNW6FnRgGqveHqpZGNWaCk9gYRpqFli3tn89LcR6i8ns9eVKIRx4x76Dy5YVYuTKMFUgMjoZToFi5cqUoUaKEyJ8/v8iWLZsoWrSojEGB/B4VKlQQXoMFitjFi7kVwgHahbdkBLSy8kAONRC7lQdCVeNgJeW6JiwhT4fdGAYq94cVAUDlbdrJVEVgP6PtdoUJfR+ZJUiLy98rTjpsWPCO+fLLMBScuBwNp0CRlpYmHnzwQXH+/HmZEGzr1q1i165d4tZbbxXTvSIu62CBgokV7Kj9gw3EkZzftmoTopUfmPTL7fpZmaJQLc/qVIXRedPTg7c9HrQWrvLpp8Eb/s47QmRkRLuWcUlYBYoCBQqIjRs3Zv6/YcMG+f+yZctElSpVhNdggYKJN+HCSpbWSM1vO5kKsPpmr9JHTuqlYgAbLAKnSj+/8YZaXZo0sS6kxY2d0ZIlwS1wn3xSiDNnol3LuOeohTHUcjaTHDlySPdQULx4cdq1a5f8H5G0tP8ZhrEPXD0RfRBRIhHFEZ/4jvVWgwlpbpeIDBkYH8HNpFfhjDNgdO5QfRQYZ8JKaAGVtqDfduwgWrjQF2QRnwioiLJU+nnrVrW6WA2JgGsPkCAtJj340TG1avkaftNNWf2b4YOLcKFo6IgRRCkp0aopY4Bl59saNWrQb7/9RpUrV6YGDRrQiy++SAcOHKBPPvmEqlWrZvV0DMMoxI3QxzNIT7c2MIYz1Xok4gwYRakM1UfaAK6PM2G3PCsROFGuSj9feaVaGYiKOX8+WcKL8SpChgF9+GHfhTOiZk2iTz9V7zQmaijl8tADYeL48eNSmPj333+pS5cu9NNPP1HFihVp/PjxdO2115KX4FweTKykY1bNizB+PFHjxmr5LFDfSNRfq7uVMNloDzI+m71JG+WBsJs7AkLIY48FDzkeybwTiLOUJ09wLQLqcPw4UeXK9sKPG+Uf8QyQip9/nuj11423Fy5MF2bMph8zboq/dOgxhqUxVESRd999V1SrVk3ky5dPLnXq1BFfffVV5vaMjAwxaNAgUbJkSZErVy5pELpu3TpLZbANBRMr6ZhV5/sXLAg9fw83zdKlI1t/q3ErtIyqwfazG1jKyA5C86bxiu1BKC8PbHcSryIcGVIdeXLAaBLGk8EqPWVKfKZDj2FiJrDVnDlzZDyLTZs2yeXZZ58VOXLkyBQahg0bJgUNeI+sXbtWtGvXTgoXxyxEOWOBgomVdMyqHgnYz47LoV1XTKveJypxKFRTowfW1UofxUKME1zHQG8PfNeEiWB1DnadwxGd0vYgP3du8ArDDVRX2bhJhx4nhEWg2LJli+iGkKUXKVOmjLjssssylyJFimR6fzgB5/rwww+ldgLxLiBUaJw5c0Z6lrz33nvK52OBgrGCFQ8KL2so7NTfTlAqO0IJ6h+oPVGtazhja0QLuJDC66NPH98nvpvtF8zpQd9vbg+6lgf5Vat8gaXMKomAVCdOeOr3x0RQoOjbt68YOHBg5nfEoBg+fLiYMGGCXG6//Xbx8MMPC7sgrsWUKVNEzpw5xfr162V8CzQCgbT0tGjRQnTu3Nn0PBA60HBt2b17NwsUCYjdAcOtActunVXiRmBAtiNMBKu/naBUdgctq66caK/VPorHAUe13zCt4ybKg/yO3b4Q12Y7IjT2nj2e/f0xEXQbXbBgATVp0sRvXevWraVRJpann36avvvuO8sGH2vXrqXU1FRKSUmhRx55hGbOnElXX3017du3L9M1VQ++a9uMGDp0qDQg0ZYyZcpYrhMT26i6FHotHbPmkWDkLqjPfKmamlu1/lYzaDp1TbTad23bXrp2qn0Uj8Z7qv0GzxA3CeamnJdO0AeiO+3anUTZypchWrTIfwdYlK5d67tpvvkmpAtNzKRDZwxRFih27txJFSpUyPzeo0cPOWBrlC9fnv6ykl/4IlWqVKHVq1fTsmXLqGfPnlI42bBhQ+Z2LeaFBrQqgev0DBw4UFqjastu+E8xCYPmUhh4K2ouhaGEiminY1aJG+FG2fpzhIprYYTeNdFJ2apehfprF6nYGl4jWvdm4OCdjc7T8/QSCUqiE5SPutM4/x1y5iSaN893k2zaRFS1qnJZ0f79MQ4RiiB3xy+//GK6HdtgQOmURo0aiYceesj2lEcgbEOROLgx/+oVlbpKpEw7+SSM6u8kg6adVNp2w3QbpQD3ih1EJIjWvembhsgQnejjoBfpjyc/dBz+2iu/PybMUx7XXHONnPYwY968eVTVgiQaRMCh9PR0qQ0pUaIEffvtt5nbzp49S4sXL6Z69eo5LoeJP6xEkDQjmip1TB9AYzxliq+O8LuHuh8gCiO2YR99HYOhWn8nb3tGxyLGAsp49FHfJ77r0epvJQqk0bXTAksh1gI+43GaQ4/KdXf93ly8mNJa5CdByfQJdc6y+RV6lnLSWSpbRlClYd2th/Z04fen/91ovxEmSghFxo4dK/LkySO+NMjkBvdPbMM+VoCR5w8//CC2b98u1qxZI91Gk5OTxfz58+V2eHjAq2PGjBnSbbR9+/bsNhpHuP2G6YZLYbRcC+14WARzObRSfzsaD7M3RVU3SLM2h0MjEm9Y6WNbwFuvenXTizCROogCdDjzPgiXV4nK/cvxKmI4DsV9990nU5X/5z//Ea1atRJ33323/B9CQJs2bSxX9IEHHhDlypWTnh1Ig47pDk2Y0Ae2gvtoSkqKzGgKwcIKLFB4k3A8CNy2EI+USj1cab/tZC9VDUplNIioBmrSM3WqNYEi0a37wxajYf9+zCebd3y9euLrMdsjKmSHun85XkUcBLaCa2fLli2lIIEFNg1Y51VYoPAe4XoQxOL8qx17Au2N1Kr2wC0tidEgopKOG9v1MRastN2L1y7SuB6j4fRpIR57zPyEpUrBOC5LHbxgt8LxKiJHzETKjAQsUHiLcD8IIpWu2y2ikfY7GHYjZaqm48Z+dtruxWsXaVzRwF24IMSoUcFPEAMdzfEqvDmGWs42yjCRMpy0kylRcylEXAV9OXAphDGX11wKI532204GTRDqWqim49bvp1q/woWJxo713rWLNI5iNMyaRXT33eYHjRrl+9EgW1sMwPEqvAkLFEzcPQgika47FtN+hxPVzNL6/VTr99lnRI0a2atXPGE5RsPy5UStWhHt2WO8I9KvDhtGlDt31DLs2oXjVcRJ+vJYg9OXewu4dSFyZSgWLrSnoYg17KT9BnjIZ2QYHxMsDbedAQNun+++69MuQCDo1csXu0jP6dO+dNyhOHXq0viFupQrZ55SPFQ6ca8Pfm7XT+VeqV1iJ/1coQMl/bzUeIcWLYg+/JCoaNEsmxA4zEizBzdOr2mHQvVFJFPRxzvHYiV9eSRgGwpvEYuGk+EGU9ZWbAnw2a6d9WlwO541qi6Kdua0UW6orKNmdfO6u2C46mdkI5SfjohPqKN5J1atKsQffyid1+h+86r9SqzZS8UqYTPKPHfunMiWLZtl181owgKF9+AHgX2BwsjrQmUgtjNgWHEDtRoDRNVV1kww8vLgF+764fjihc6Kl+g50447mytV2SIxlj0mvJSKPl4Jq5fHFVdcIVavXi1iBRYovAk/CNRdJ4sWFWLiRF8WSdU4EfoBwM6AYdUN1IqGQtVd1CzctpcHv7DWD2GtP/wwaKchPHYSZVgqI9Y9JrziyhqvhFWgGDdunExVfvDgQRELsEDhXfhBoP4wf/ZZn2Chsm/gAGBnwLDqBmplKsuqq6y+Xl4f/MJSvy1bhHjpJdOTvUBDRDY6Z7sMNyPMMvFHWN1GR48eTVu2bKFSpUpRuXLlKG/evH7bV65cadnog0lMzFwUEwlVb5ZXX7V/bjueNVbdQLUcDMgKCoM4DEFmORisevDo9/e6u6Br9UOOeiRwmTSJaNmyLJvHU1d6jEbLbJ9O68IeE4xbWBYoWsENiWEYVwjnQ3rDBp9XTbFi1uui6gZ69KivDHgwqMYAsdpm/f5eH/wc1e/ECV+8CAgRSIqoZblCbAj4zXboIN1AF60uSA80cK8uuHa4RqE8JrAf410ueMHrScQ5POXBeBknqchVF5w/NTX4PjD0tGpDEViGZv8SairLDRsKr3oJWa7f2bNCfPGFEO3bC5Enj//ONWv65pT27HFWhgJsKB3bTA+j11PYQ28fPnxYfPDBB+KZZ57JtKVYsWKF+Ouvv4TXYIGC8TpWEnOFa9EECr0wEMo11cnAo+LlYXY+lcHPLfscO+cJWb9pF4T48UchevbM4rJzsnRFceGFQUJs2uSsDBsDCRtKxybTw+xVFFaB4vfff5eZQStWrCiyZ88utm7dKtc///zz4v777xdegwUKJhaMRu2k8nZ7gRdJYB2g2UhOVhcqrLwZB2tzqHTcwQY/t97WnJzHKH5HteR14rvaA4UoV85vwz/JxcUb1FfUpF8FUYZyGeEQANhQOrY4HwGvp7AKFEgxPuDiLz01NTVToFiyZIlMRe41WKBg7BCNwEnaw/z556MrWAQ+kKweY8WDIVj68lBvV0aDn1tva07Ooz/2ctolBtBrYjVVzyKp7ajfWTSleVk8NKzUlQWAxGZhBLyewipQ5M+fX2yBG1OAQLFjxw6RkpIivAYLFEy0VYhWH/qRsKsI56LqXoh2li7t3tuVW29rTs6DdVVLHRQP0vtiIaWJC8hucPHAdMohZlEL0bPwZyL9yClPx9NgYoPJEXD5tTKGWk4tlytXLhnbO5BNmzZRUYP48AwTa5bS8FLAzzAQbd3jj18ywA8F8iMg5wDyl8BIH5/4jvVmaC6YepdLjcDvXkTVu+CVV8zzeARmnnU7k63r50Eyk2nT6HBaK1qxpwSNpYepPi2mZBK0mG6lh+h9KkH7qBXNpjEH29K743O7UlcmsSnpMa8nywJFy5Yt6f/+7//o3Llz8ntSUhLt2rWLnnnmGWrdunU46sgwEcOtQQlAaEBchsDzYRDF+mBCheaCWbq0/3q4791+O9kmnAIKzlWmjJp7Ido+aJDaed2OPRFqP9XzfDHzvM+9s2tXouLFidq2pSJLZlNOOke/U3V6il6jsrRTChYf0EN0mApZjvPB6bcZFZdfs9+xld9kVASK119/nf79918qVqwYnT59mtLS0qhixYqUL18+egWvHAwTw7g1KLmh6YBQsWOHL/Pq5Mm+T2RPbNqULIGHCpYBA4wFlCFDyDW04FUqfROtt7BQ+wXfLqgmLac36HEaMPpy38X46COi48eJypalnR2eoaq0lq6j32kEPUW7qazhWaClUkE1hgiTmGRT0Gaq/Cajnr584cKFtGLFCsrIyKDrr7+eGjduTF6E05czVgLAuJVe3c55VAPTIJ04UoWrTrvgDUULLGVUBrCTQl2PlTTXqn2j1V01BbWdlNaq/VGR/qQONJk60iSqTH9mnvNQUiEq0KMtZevckahePbogkpXqgAzit90Wuk0LFvhiWkUDlbT1nguslKDMMEg9r//dezJ9+dSpU0WHDh1EmzZtxPvvvy9iATbKZKx4b7gVNMhO9k0rXiWhMoEihoQbsRNU3U2tGA+q9g0WO66eqvEZgvW5zOhJe8Vj9Kb4hWr57XSScovJdJ+4k74QOShdFCmS9byh6uD1/BmqaetjJZ18InA+TB4/YfHygACRlJQkKleuLKpXry6Sk5NlYCuvwwIFY9V7w42gQVbcuax6leBBESroVLAYDm7Fwsid296AYSU5WLgCNJn1eX46KrrQBLGpXBNxni4F4DhH2cRX1Ex0pE9EKh0zvFahhBV9Hbyc5MxK2vpYSCfPeFCgqFq1qgxepTF+/HjpNup1WKBg7LgCOg0apKrpQIhrq/UK5mpplFrcaj9hEJswQW3AO3XKXhmqbrF2XSeDva0F3gvQMrSgWeIzaiNOUS6/CvxMtUUfGi2K0T5bYcJD1cFrIcStpq33ejp5xqMCRZ48eTJjToDz58+LHDlyiL179wovwwIFY/eN0KkKUUXT4YYmI1RqcTv07q1WBqJH2+kjtEW1HW6/peN8SXRB3EqLxHv0kDhIl/kV+AdVEc/T/4kraItyHe3U1Yv5M6ymrfeypoXxcPpyeHSkpqZmfs+WLRulpKTQqVOnHBl8MIyXvDf0cRGcpldXyb45ZYp6vZ55xvd4VkXVNdGIPy/ZHQZl3DiiMWOsG2diO7xc0A8Rc51E561ZQ8VGTaYdNIXK0u7MTXuoJE2h9jSJOtIqqgHzSVtFWKmranZWtwlmPGk1bb3X08kzHk5f/uGHH/oJFefPn6cJEyZQkSJFMtc99thj7taQYVxA1aXwiSeIcud272GO87Rsaf4AV63Xv/8Gj49hhGoKciMqVSKaPz/0funpxjE2MFCG6kP0i4pA4Tgoz86dPr9bpAVfv56uvrj6KOWnz+lemkwdaBHVpwxy7pJgta6h7o9IeAPohUDVe0bbz2uBlZjoouw2Wr58eRnEKujJkpJo27Zt5CXYbZRRcSnU0G5xlQExEvXS3AyHDiXq1En9vBiQoDwM5uYXjKNHiQoWtHeskXumW26eyhw4ICNXSiFiyZJL63PmJHHHnfTwDx3pk0N30hnKZVhucrK6W67jukYILdBaYF/r7/nmzUO7JOvvrbBeQ8YThM1tNBZhGwpGQ9UGwS1DMlUbDDdtLcws8a3Yg6C8okWtlWd33txqcjB9O+bPF2LkSCH69PHN6acfOuHb0Ly5ENmz+5+oQQNx7r0PxbuvHpb7d+sWvM/Rf6putLHgzWDFeNKul4eXbEEY9whrcjA3efXVV0XNmjWltwhSords2VJs3LjRb58uXbrIxuiX2rVrK5fBAgWjBw83xA0ItyGZnbgSwfz+VT0jjGIFWKmLVcNPJzEUrKYvN9ofmTqb0VfiY+okjlNe/401agjx+utC7N5t2L9Iyw5HNTNPHqPyChf2LWbHeBWrxpNuxKGIhX5h4kiguO2226T76bp168Tq1avFnXfeKcqWLStOnDjhJ1A0a9ZMepNoy8GDB5XLYIGCCWTiRHcGRDOs+uUHG8RV4mNoS9euWV1FrdQl1Fus1SWYQKYiuBi13bctQ9Smn8Vo6iP+IX9VylaqIL6t+7wQGza4EgTMSLMTiynD7QTSwr0EzU+mBiiEG3Is9gsTRwJFIPv375cVX7x4sZ9AAc2FXVigYAIJp6ubVb/8cMbHsHpuq9Mqwc6LKRMIbmaDtKrgoo/VUYX+EP9Hz4stdIXfTvupiPgv9RZ1aKkUNvRxEqzGVYhX4tG9kwWYyBCzAsWff/4pK7527Vo/gaJAgQJySqRSpUqiR48e4p9//jE9x5kzZ2TDtWX37t0sUDB+hDOokNUHdzjjY1g9t5WQ2Pq+CrVP4PSKFcGlFP0lFrUcKX6j6/02YHrjE+oopzuy01nTOAlW4yrEK14NpGUXDvXtTYHCcrbRcAHhpl+/fnTzzTdT1apVM9fffvvtNGnSJPr+++9p5MiRtHz5cmrYsCGlB/qrXWTo0KHSIlVbyiBDCsNEKEOfVb98O378WnyM9u19n2b1tHpuVde+okWJpk/3LYHZS40ITNceql4F6Ah1o3G0gBrRbipDabP70w20ks5RdvqS7qT2NJmK0z90P02kb+h2Ok85TOMkWI2rkAj3vBmRzErphrdKoBt14H3GRAGr0sqKFSvEmjVrMr/PmjVLTkkMHDhQpDvQG/bq1UuUK1dOahSCsWfPHhmhc7qJKMoaCkaVcBiSqb59L1jg2xfR7MOliraqoVAx/MRUhv5nrmlLML0RzNhV/wZsVK8UOi3upunic7pHnKYUv41/VbhJ9KR3RGH6V1mzwRoKY6waW3oNDvUdZ1Me8Mr4/PPP5f8IxZ0rVy7Rvn17UbFiRdG3b19bFe7Tp4+4/PLLxbZt25T2R1nDhg1T2pdtKJhIzsOqqJbhJaBqQxDqAekkX4SmJtYfE8rws1kz4/wdVoQXrV7Z6LxoQN+JD+kBcZgK+O24jq4WA+kVUa/ktkwbClXvE6s2FPD2sJOTJNaIhyRe8WgLktACRf78+cWWLVvk/xjUmzZtKv//6aefpFBghYyMDNG7d29RqlQpsXnzZqVjDhw4IFJSUsRHH32ktD8LFEyksZKnQmUxe9CrzCOH8qbAYKrinhm4BNpJK3sRTMqAmlNsatFf/EWl/DbuosvFazRAVKfV0rjSioeLfglsTygvD6N+izfi5c3e62nf45GwChT58uXLHPwbN24s3nzzTfn/zp07pbbCCj179pQGl4sWLfJzCz118XXh+PHjon///mLp0qVi+/btYuHChaJu3bqidOnS4tixY0plsEDBRNo6PBIChZW3TS1Ik5VBGH1y003qQkWoN8cKtFU8Ry+JE2Wv8ttwiAqK9+lBmagLCbu0TdDiGLnXqmh2jPrLSNVv1HfxKlTEy5u9ajuGDIl2TeOHsAoUDRo0EJ07dxYff/yxtGWAZwaAUAAbCCsEBqzSFsSmABAsoAGBhwfKQowKeH3s2rVLuQwWKJhIWoe7HcvBLC226tumaqCqQNdJyPQq9dOmCoymV4rSP6I3/VcspTp+B2XkyiXm5G4jWtJMkZPOKE3FaKCOqrYagaCuBfxnVrIssfCWnshv9qoB3uJZOIwrgeL3338XVatWlVMfgwcP9rODgC2F12CBgtEINbjircbpYOJWLIdgb45WDD+tCDd6w0TV9OXYT9+/qXRcdKJPxFy6XZyjSyqB85Qs9lVvLMT48eKHL49abrPVtrt9bKwTT21X0QDGyhROwqYv16hevTqtXbs2y/oRI0bIlOYM40WQxAhZFvG4MWPQIKIPPlBLvx3pNM3686qWsWiRtQyletdJ1fTlcr9z54jmzaN7Pp9MLVJmU/b0U5nbl1NN+qpgR6r1eju6o7vPL/UvxZTtRu10ki5bn5o+GKr7xRLIYIokXaGSeGE/r4Pf5pAhvt+rGWjj7t2+LK5wrWYig2WBAhw5coQ+//xz2rp1Kw0YMIAKFSpEGzZsoOLFi1NpFcd0hokweLCoDK7YRzX9diTTNOvPG64y9KmrQ6UvT6IMqks/03N7JhGVnEp08GDmA0VUrEg7b+pI66p3oNTrK9PzAem4VetfrJhPKNKn9XaSLhsp4FVQ3S8W41Dg3obwoBcqnMZeiQa4P6Mp4DMm2JnyKFKkiHTdzJ49u3QdBc8//7y4//77hdfgKQ/GahRIJ+pSK3O8duuiGvUQUx6qbVa1obia1olXaKDYTuX8NxQrJsRjjwnxyy/i/LmMoEavqq61pUv7r8cx06ZZj/ioGeH26qXWF4ipEa/hoOMliZfXpnC8ft09a0PRqFEjMeCiSTiyhGoCxZIlSywbZUYCFigYu7YNdh9GodI54+djxbbBzMsj1DGqwg0Wo8BG8OKQAzntEgPoNbGKrvU76FS2VCE6dxZi3jwhzp2zZPQarI+CCVda/6n2l6pniFvXPRbCQcfD4OelUOKxct09H4dCL1Ds2LFDxofwGixQMMDK4OqGxXuoN0H9Qx3GoOEQKLT9VNqcpQxk9B07VqwtnCYu0KUTpFMOMYtaiOE1PxPi5EnHWVaNHsSB6cEDz5Uvn5pwZCcVu91BKB6CRsUaoQT3SPR5Ilz3o+EUKIoVKyZWrlyZRaCYN2+e5cBWkYAFCkbD6gDjVF2q8iZoJ+CQ1WMwTRAsBkPm/sdPCTF1qk81kSOH306bS90q3rj6fTGg+0HDqJJ2AycF9pGVaRqzBW1FHa1oJpwMAPESNCoWieYUTqJc96PhFCgefPBB0apVK3H27FkpUCBcNoJa1ahRw3bo7XDCAgWjBw+awLn5aD4I7MwFu5nRNJnOi8Y0X4ynLuJcnoBX/+rVEQ4XUevC0g4j7GQ8NVpU3V7dUFF7bT4/0YjWFE6iXPej4XQbff311+mOO+6gYsWK0enTpyktLY327dtHdevWpVdeecXq6RgmosBzo2VLItyqRm5nkbZ4t+MG6TyjqaCa9Bt1pEnUjj6jkrTPtxrenmXLEnXoQNSxI5Eu628wd1x40CDzqNV2GOGWB4uq26sGHv12ceLKyjhHy74bafi6Z8WyQJE/f3766aefZDrxlStXUkZGBl1//fXUuHFjq6dimKg9gF580TdeIjaF3p0UvvgQJuzGobCKHTdIq8donxXpT+pAk6UgUZkujbgHqRBNpbZUZ3RHqtG7HlFystL5kSY6sP+stMNOvAQ7LrAq7Nlj313YiSsrE7vwdc9KEtQUFMccO3aMChQoQEePHpXCEMMYvWHrYx1E0hcf5ZcvHzrg0Pbtl+pl6Zh/91HGlM9ozdOT6LpzyzP3OUW5aTa1pEnUkb6lplS8TE6/MlSECQzAqk8Po3aEOjfQn1/THuEzI8P8eMhDJUr4hAQrWKmj02vIxD6Jct2PWRhDlTQUo0ePVi78scceU96XYRJVXeok4JD+GCNSxTEaXXMm7a8xiUqs/46SMzLoOiI6T9loATWWQsQsakUnKJ9pGXpBCwGmwP79PqGrXr3QUUetTiMFCnZTpxI98YSx9mjZMkTmNS8PwoZVYQIYRVdUETidBo2KtlDL2CPegoW5gopRRvny5ZWWChUqCK/BRplMvFqr16p1ad8clC5a0CzxKbUVpyiX34lW5KwtVnUfLb783z6lMkLFbgiWnMvM68IozkWw8vAdDidmxnZG2UORij011blBp+YubDW+gJ1rGO8xDBKBeAkW5sYYylMeDOMRrLyptmpFNGd2Bt1CP0q7iDY0jQrR4cztG6mK1ERMofa0LamiXAf7ABikBivD6lSGKnhjM7JPMCtPe8MLZtNw9izRu+/6cpDAZuKaa4iaNnVe14ULiQ4dslcvK9fQSdsZbxHPWqZjFsZQFigYJsY48+saeqv2JGpPU6gs7c5cv4dKSgFiMnWglXS9zLhhZT5XmxO2YmSpSjBbELPyrM5BT5nic1BxWsctW3wCilv1MsLttjNMzNhQ9OvXj1566SXKmzev/D8Yo0aNslZbhonTtw1X31p27iSaPFkuudato6cvrj5K+Wk6tZbaiEVUnzIom7J9gN0EanYwKj9UeSp1tmtNH2zOe+lSd+tlhNttZxgvoCRQrFq1is4hRfHF/81I0n6VDBOjGLlC4k3RakpzV85z4ADRtGk+QeKnnzJXn03KSV+KO6UQMZfupHTKpVyvYD7xkfCXdxJPw60U3SNH4iXJ3F0Ymg436+Xk2ESKYcAkiECxEJOKBv8zTDxhNqeNAcpKjAJH5zl1imjOHKJJk4i++Ybo/PlLoyFeVTt2pOeWtabXPyxoq43B3uIj4S/vJJ6GW1b36HssZtqjSMQX4BgGTDzCNhQM4+Kctq3zQGhYsIAyJk4iMX0mZTtz8tIBNWr4ola2a+c7kIhOnybKk8d6G3H45s1E779/yZCxVy+inDkvGTnivGiD2ziOp5HNmXaoTBn1gGWRiC/gtIxAg1T9dWQYzxtlPvDAA0qFjxs3jrwECxSMCosWETVoEHo/KOiCzWkrn+d7QfVz/+LTRHz2GdG//2Zu20YVpGHld8U70qPv/sdwEISXx+zZZIlcuXwDkT4oFAYrqP+HD1evu10QntvIy6N1a2vHRMJ+JVRwLTc8MOyW8dRTsFXzF/z015FhPG2UCSZMmEDlypWjGjVqIHaFG/VkGM/g1px2qO1VaKN087yh/WSif7Zmrv+XitBn1E7aRSyjOtJDI2k/0WKTKZJZs8yFihw5iC6aPPlx5kzWdRiUtCBRUIZ4jXXriNLTrQsFTgOWob/R7+EMzW6nDAgTRkG99NeRhQomWihrKHr16kWffvoplS1bVmorOnXqRIUKFSKvwxoKJtoaipK0h+6jT2UOjRto5aUNefNSRstW1GVeR/r0YGM6Tzksq74x/TFggC8ZVqVKRMOGEV11lU+VbgWc++uv3Ynj4JbbaCB2jGNjIb6AahkqU1I4DmY4PP3BRGUMFRY4c+aMmDx5smjcuLHIkyePaNOmjfjmm29ERkaG8CocKZNRAVEYEe0OqcudpDTXzlOAjohu9D+xgBqKC5DbL57oLGUXC3LdKS58MkmIEydcT4Gsej6jZeTI0H1QuPCl/+2UYScNu758LEOGmKeqjkQq62ily37jDbV+wn4ME40xVC2t4EVSUlKoffv29O2339KGDRvommuukZoLTIWcOHHCoRzEMNFD8xAAgd7PynH5z5yhbLNn0LLL76V9VJzGUXdqRN9TMglaQvWoN71DpWkPHZ30JSV36iA1FG67DzpxM4T2IFQfjB3rs2uwq5y04zaqoQ2ZSDuPAFbQBEHDAVsEgE98x3qj7W4QiTLMgAGmm/sxjNtYEigCY05gwYwJUpgzTKyjzWmXKuW/vnTpIEZ40D9//z1Rjx6+FJetW1PpZdMpF6XTpuxX07P0ClWgbXQzLaEvyvSi96YX9TuP2+6DTtwM4S2g9QHaHDjdoPUBwnfDwDNSbqPBwNQOjDrvu8/3GTh9ornqujHga0aUgWXgu1tluJGS3WrqdoaJittoeno6zZgxQ3py/PTTT9S8eXPq1q0bNWvWjJKRM9iDsA0FYwWlgFT4yaxe7fPQQBQkfWpL7Ny+vXT1vHBNdfrxp6Sgc+NuuyiGOp/q3HuweX073iB23EbdIhKhsjXX1HCGymYbCiZuvDz0RpkQIvB/4cKF3agvw3iCUAGpvnp7GzU7NNknSGzceGmHggWJ2rTx6cBvvZXoonB94axP7tBiBSDtd7DU12ZYSYEcLLhTMOByqB+EgnlJ2J1WsZqG3S2ChbFWNYhUCUtuN1S2ah1wfXCdgqVuD7yODBNRVA0zkpKSRLly5USrVq3E3XffbbpY4dVXXxU1a9YUqampomjRoqJly5Zi48aNfvvA4HPQoEGiZMmSIleuXCItLU2sW7dOuQw2ymRU0IwpAw3citI/ojf9Vyyhuv4bUlKEuPdeIWbOhLVylvMZpdcOlsbb6v52Uirny+dL8W21jEAjxBdesG6M2b+/+flRfmC9wrFoacntpA6fOFGtDOzn9DqFSl/esqVx2VjPMG5jZQxV1lB07tzZ9Vwdixcvpt69e1OtWrXo/Pnz9Nxzz1HTpk2lwScSkYHhw4fLhGOIg1G5cmV6+eWXqUmTJrRp0ybKly+fq/VhEhf9G2heOkGtaJaMF9GU5lN28umYL1AyHb2hIRXq05Ho7ruJChQwPJfVWAHQjLz+elZtAkyTsL5OHeuukpqtQ+CbL+pgJcKi0RSQHZA/Axoao8BWRm0PB3qbDavh0XVxx4Kiup+dOmjHIDK7EViP7ZzynIkawkPs379fSkKLFy/O1E6UKFFCDBs2zM91tUCBAuK9995TOidrKBgVpnx8VtxBX4pJ1F6coDx+r36/Uk3Rl94QJWhPlrfcQNLTs2oaAhdsx37BNCNW3VXDAd6S7bqHGi2B7QjVdreWwD600+duayjs1MHL9woTv4TNbTTcwOgDaAGztm/fTvv27ZNaC73ralpaGi1FjmETw1EYkegXhjEEz+ElS+Rreus+JWkuNacONIXy0inaQlfSEHpRRra8kZbTW/Q47aOSfm+5eNuHgSLsMvGpvf2HyoWh7Wc1jXUkQR2hmXBTcxDYDtV06bADQyoTYFdJqrffsNPncOBRQXU/O3Xw6r3CMBrKUx7hBs4m/fr1o5tvvpmqVq0q10GYAMWLF/fbF9937txpeJ6hQ4fSkCFDIlBjJmZZv/6Sh8aOHXIVYlT+m1yMpmTcRxOpIy2nWjL8daCnAKYNgnmDVKtmLVaAV9NYqw72kYhDAeEL+dHatrU+/QL72P79/acBvNDndurghXozTEwIFH369KE1a9ZId9RAAm03IHyY2XMMHDhQCiYa0FCUgT8Xk9jg1Q0CxOTJRL//fml9aqpvtOnYkX462pAeb3fxJ2GS+hpvuWZz3xjoVAc7LVZApNNYq3oUhGtQshOHQouJEWgXgnDjgwf7tplpUrA+0A7FTp/v3692jOp+qnXYsMGn/cJ14pTnjOcRHqBPnz7i8ssvF9u2bfNbv3XrVjl3s3LlSr/1LVq0EJ07d1Y6N9tQJDCHDgkxdqwQaWn+xgA5cuAmEuKzz4Q4eTKk1T3mpadN83k4YI68aFFnc/pGNhROQ3677VHgJIS3VZsAu23HeoThLlTIng2FlXJV+2PBgqxhuY1CdYeqQ+CCfXEPRupe8RrRCnfOCEtjaFQFChhd9u7dW5QqVUps3rzZcDuMMl977bXMdenp6WyUyZhz6pQQU6f6fOggOOifuLfeKgTumwMHLD28cDo3jQcD3TQ148fAgUJbF8yFUBWcI1idAssIh8GkUTvstt1IOLKSR8Ruf4TKc1K6tP96rNPyn+iFA5zfrO1m58eCeyfc94rXsONayySgQNGzZ08pHCxatEjs3bs3czmFQeEi8PDAPjNmzBBr164V7du3lzEpjh07plQGCxQJAF73n3rK9+RGsAX9k6daNdxEQuzc6QlPh2ADq5FmxI2HJgbDwEEtcMH2wLe+WrXU24S6msVHMBOk7Lbd7jXRe+hYFSj05RoN5lbqoR/8rQhGmgbCSMB1617xGmbXOp4FKK8RMwLFxZnqLMv48eOzBLaCpiIlJUXceuutUrBQhQWKOAUZbt991/jJW7asEM88I8SaNY6KCMdbejC1dLjUulDDq9QN+2lAplc5ZsIEX12xvxV3Wbttd3JNNA2FE/dLs7flUAJbsDK0tj//vHo7EmEKgN1kvUHMCBSRgAWKOOOrr4KHVZw/X4gLF1wpym07AqPBLRKoDlTYT6N3b7VjsJ+V1Nr33+9sALRzTQIHHqcp4wMHc1WBLZRw0KeP2jGhYqHEC06vE5PgcSgYxhB4ZcAtAu4Wd9zhCyGp56GHiE6c8D1fmjTJzKXhFC+4DUYLeFBY2U81ZfYnnzhL+W2134xSzzt1v9TynCAHHD5VPTuMmD37Ujr0t99WOyZRvDjYTTb2YIGC8SaIP9yokW9EuO46om3b/Lcj2BmyfEKIeP99oouh2t0knA/uSA4KqsmqIKdpAboqVVI7RtvPaspsu2nFrfabPu261XNEwk0Tgo6qqzF+CvCA12KhxDvsJhvn6ctjEU5f7j1MYyFAy4DIRePGGR9YubJvdFCNHhWBdNFGb8MI9HrokE/WCUcqbaug/ogNd/Cg2v6oH3KNIHlqKJAqO3du631lty9UUp4XLUr0xhu++BVeThlvBe3eMsrvEa+4fZ2YCIyhIs5hG4roEjjfrPnSa/OfyXRevJb/ZfMJUrh+fvONpTLcMtKyOl+vWdoH80Jw2zIdxpCwY2ja1Pepc5DyI5RXQ2AdsYTy8gjMbgkvDrt2BKrt0Nri1HXSbVddKy6gdpZY8OIIx+8wEi7VTHDYKFMHCxTRI5hLXAcKkW0JAangyRFFH3U8GFUe9jCmC3yARiLFtNUyrKQJ1wwZr7jCePuVVxqXYcXVVFtuuMF6X7nhZuu2q66d2Bh27i0vEs7fYThdqpnQsEChgwWK6GD0ln4LLRZHKL/p03N0vmfF+VPpjspw8+3FjpU5Hvzt2tmLx2CFUDEfAgfjcMTTCGyHXQ2FlXa4/Ubs9lu1dj4toqrTPo8FD4ZIxIpIBDfZeBhD2YaCCdvcJ4zNKtFmmkpt6TrS5c/QMYk6UG96h45SQfl94UI1I0J9GUYEm19VzWdhdQ4XBoaPPuqzFQ0GnFAmTLhkYGd1/vf0aZ+9gqp9Q6i+sgvqjTJy5rRvQ6Hy9Dl+3JdyJdyo3heqaDlfgL6dmj0EPgMdlsz616s4+R0ysQHbUOhgDUXk+WnWv2IGtTJ97VpKdUR52ubIx96uj7pV1axqREUrNgqqZZthNUZEOONpIP6ElTgU+rdX1X3z5g2/ejtcKnszdT1ykMSDhoJjRcQ/RzkOBRNxzpwheuIJ+UpyU6uidDfN8tu8l0pQbVpGSSSoHv1MO6iCIxcwOz7q2htj4NuUXRdG/VsaQmHYwU7ZVmNEhNNPX4s/oRqHQgOeMKqcPOns+oQiXPcFgEfGjh0+zRsS3eITb+uqbrlej7HAsSIYPSxQMPaBvvatt3x6TejW4VQfQGv6XAoRpWgv/Uq1XfOxt+qjjkEfHqlGKnZt3eOP+6vstWOC1RnHfPedukumatnBsBojIpx++lr8CdU4FPffT7Rgge92sYqVPlLFzn1hlcBAWPgeLzEW4qUdjEuIOIenPNxDM4xa3G9WUP3mhREjRZnSF5TV2nrjLas5HVRTOdtRzaoe06mTO9MHqmph1Twbmuul1VTZyEuB/g/lEaLPzYFP1VweTqZg3FadR0tlH8m09eEkXtrBmMNTHozrfD9iBf2TUobqN0iiW0e1yrpDnz4+CzIhKPnJfvTm6GQ/AzSVaIZAC0OMoErBQjTjLQ/KEaMy3Aq3rHoM4nG5gWp5eLtv2TL4PtiuaQHQB6NGGb+FB05DDBlCNGYM0VNPBTcYBP36XTIYxCe+q+zvRP3ttuo8Wip77f41uyZYr79/vUq8tINxBxYoGHN27fLNQSQlUcOnalKpC/6TzF9QcypO/9CM6YLov//102Nj7hhCAqIV6sG0xtSpWeeUgdV5bLMy3Aq3rHrMzTer7Wel7FDMmmUuVGA9tmug78wGe0SVhEof1wE5KapWJWrXTs0jpE4d/++IrjlgQNbBA9+xHtudqr/dVp2zyp5h3IPdRhl/jh71aRsmTjTcvJaqUluaShvpP0puYSqueE5dz6yUYSWMr+oxW7YQlSpl347CiWsdXEgxWMMAEzYTI0b42ydoBodmv/Jp0y65NlpxLw1WZ7iQvvuuz1ATthW9evm7PtoJVR0u98NohXeOF3fLeGkHYw67jepgGwoFzp4V4oUXTCeQj1GqqE/fh22O2a157FD2F3bC+AY7Bp9w/0N5qm6AZvPM4XCL1Oa3g5Vrx87EjetuJ1Q1wraHg2iEd44Xd8t4aQdjDttQMKHB7xxJuPAKgdfHl17Kus+ECTRlUgblp+O0iBoEPV0k5sWD7Yc38VD2F1amSEIdA3uDwoWJBg3ylYdPfMdiBZwnXAmfoLUJpm3ALbB7t28/u9fQ7nU369dgfQiv5HC4jtq5L5wSL+6W8dIOxh2yu3QeJlaAj2Pz5r64EUYMHkz03HNE2X23RslFaqeNxLy42X5man3N/kI/KOATNgZWIiIGHoPpBXRTYHnIMApg2HjuHNHLL4duE+xJkKXdCw97O9ewWDFfynM70SXNrgWuZ9u2Wfc3up5uYee+cEK82G7ESzsYlxBxDk95CCHWrxfiqqvM9ZFduqCjouYW5qQMq2p9p6iWB/fIaLvTWVVHW3EvxT5wL3U7umSkr2e0iBd3y3hpB2MOT3kkIDCOwpvilCm+zwt7/iG64w7flMY11xBt3Oh/QFqaz4sDv3skljAxtrHqnqlcvwvGZZhhVoZVtb5dtPpDM6FS3tKl1vstWB+ZAQNInAc5RPCJ7xp4w4ba3sx1NzCYWLBrHXgc2gkjVLejS1q5nnb6yyrB+tcI1Tq59buKNvHSDsYlRJyTCBoKLV9Abjop3qGe5q93ZcsKsWKFozLspBBWzZOAbJWBwZHwPVh2zscfV3sLV80Rolp/1fJU+81OLgmV/rJriBqsvQh4lZoaHi2Casp4XPdwpcu2ez/auYbxkpo7XtrBZIXTlyeQQDF92gUxgIYHf/rOmeNKWXZSCKumNraTAtlKQi6n3ghWhInA8lS9T6y0PVSq8EChwurDHnV04rlit8+dRNF00yvDSv86TeEdL6m546UdjD+cvjwR4lAggICR5dpFetPbNIZ60eVlkqLmA67qo444Dldc4VOXB9vPKEaESswEBG/CflbTQNtJ+201Zka9euptBzgWKv+uXa2lvraamtuNlOcIXIb8FW7HhUD6d7OpBDfiHqikYtf3L8diYOKZYxyHIk41FD//LESxYqavTSOov8hJZ1x7O3eK6ttmt27W33itvsnaUYdbLSPU26iRpiB/frVzQ1tgddpFSy0ezmvntoZCJfZHOMu2kopd61+OxcDEM0fZKDOO2LaNqHZt32tO3bq++Mg6ptM9VJgOyIyeA+h1OkspnvEBVy13/Hjr57PaJjvGglbLCBa3wCxF9rFjaudGnAur2gKrKcXdumesZo61EhcCYcLDXX/VftP241gMDOODBQovcviwL6ECnsyIXfzrr/7br7+eaPNmWrRQ0L00nQ5RYU/6gIcz74LVc9tJRa1axvPPX8pJYiRMBEuRHU5UU4q7ee3csuxHP+7YkTXnS6ikaG7ce6r9pu3HsRgYxgfbUEQApflrTNy+8MKlDEpGIRVnz/bLROUkD0GofAtu4MY8vAbeeK3k2QjG/PlE69eHbrvTPA/adUcsMZUgV27ilg1FsLbjlkTeEP31xXWCMBGO6JKq9YqWDYXT+8RKQC07x4QbL9aJSSAbisWLF4vmzZuLkiVLyjmamTNn+m3v0qWLXK9fateuHVM2FEFdyTIyhBgzJvjE66RJIc8f7HAzDwGr7pl2247gR2b2Blbm463k2VCxdVBtu53+1Y6zavPg5hLKy0PFpkTF5TQalv12r0kkvDys5gNxy9XUbZdZq3ixTkyCuY1+9dVX4rnnnhPTp083FSiaNWsm9u7dm7kcPHgwZgQKM1eyZvS1OE/J5k+rV19VfjJbfbhafVC63XZtgaBhxS0xEgO3UdvtDF52XU3dWMziUNh1sfRifIFICBRuxaEI1ld2XaWdXM9w4MU6MQkoUOgxEyhatmzp6LzREigCQwhXp9ViC11h/hR86CEhTpxwVEaoAEMIBx34gDQakLCfm203WrA9VHjqwAezmYylvSVPnChE0aL2B/PAttsJA63Sdjv1ChbauGBBIXr18nkdOK2/1+MLRDo0N/oT/dqnT9b+ddJX4bi3ohHm2ot1YtwlrgSKAgUKiKJFi4pKlSqJHj16iH/++Sfoec6cOSMbri27d++OikCBh0kp+kt8S41Mf23fUFOx5PM9jsqw4q5m1R0uEvVyOziV3WkQfdu1QeH5563Xyw13y2APZytvgPHozhgvbbLTDi+23Yt1YtwlbtxGb7/9dpo0aRJ9//33NHLkSFq+fDk1bNiQ0tPTTY8ZOnSoNCDRljKwEoskJ04QPfgg1W+QRH/T5dSYvvPbvJkqUXX6Xbp5NqN5tPOsfdNvq+5qVt3hIlEvGO+56Qpo5nKYmqpusKmlQVc1pHTizqpaL/SR1fTa8ejOGC9tstMOL7bdi3Viooen05e3g+vkRapWrUo1a9akcuXK0dy5c+kek6fowIEDqV+/fn4WqmEXKmDePGyYz3/QgHOUnZrTlzSfbotq2m+r7nCRqhdcAeEZ4NZ5jVJRr1xJ1L9/6GO//lqtDLN6WXE1Rdpy3DqNG4feH+15/XVrVvTx6M4YL22y0w4vtt2LdWKiiPDwlIcRFStWFMOGDYuaDYV+jnT9sxOD6vmeKvi+SKIMWym5rczDqqYOjrQNhWq9nKZAVpnnVmm7nSkIs3luL7TdrdTSVm0owmlzES/psu20w4tt92KdGHeJGxuKQA4cOCBSUlLERx99FBWBQrPibk+TzEeZZ5/NfKrb9RCw4n5l1V0t0l4eqvWya7lvxRI/VNvtLHaSlkWy7XbdGZ3cj+F2H3TaJq9gNxOs19ruxToxCShQHD9+XKxatUouqPCoUaPk/zt37pTb+vfvL5YuXSq2b98uFi5cKOrWrStKly4tjh07FnGBQu8atZTq+P1yJtN9Ys5Hh1wZWOy4X1lxV4uUQBGJetk9xmgQbt7cnkBhVAYck4IdE+i4ZDeWiGq97Lp+Wr0fI+k+6EV31ki1w4tt92KdmATLNrpo0SJqAOu3ALp06UJjxoyhVq1a0apVq+jIkSNUsmRJue9LL71kySbCjUiZgREfq9BG6kiTaBw9QDuogq1smIHHOM1YqBKlzmoEQDcIV72ctMUoSujSpT5DTKsElnH6tK9eocAxiDJp57rbabvb2Ubdvn8TOTIjR8pkvEzMRMqMBG5oKCLh4hUJ96tIuY1Gol5utyXUXLBqGb17qx2D/exe90hcRy/evwzDRJ64cRtNJBevSLhfRcptNBL1crsteJN66y3/BFeq6Mv480+1Y7T97Fz3SFxHL96/DMN4GxYoPOLiFQn3q0i5jUaiXuFoi1kMCytlVKqkdoy2n53rHonr6MX7l2EYb8PZRhWwk03Q6jFezKIYKSJtQ6E6F7x7N1HXrkQZGeG3obBy3SNxHb14/zIM4+0xlDUUDtXh2ncEZtI/KK0eY6cMq2Bw0cX8MgTb3RQmMPih3o8+6vvEdzfq5aQtGPwWLSKaMsX3GTgwo4/r1ye6//7QwbDuvZdo+vRL54GQgCBUwcB27Bd43c0IvO7hbLuX71+GYTyOiHPCEYcinC5ekXC/ilT6cqvl2KlXnjzGxn9Y71achOLFjctITjY/T61axsdgvRFmrqbBcuNZPcatVNnB7sdI3VsMw0SGmIlDEQnCGSlTNQqglyIN2s2iaBW78S6s1MtsoNcWbHcaJ8FMMDBatPOgbcEiB7oRbCySMSJU78dgads5wBHDxCYxE4ciVmwoGGtEYo7/0CGiwoVD73fwIFGhQvbiJCDPW7581uqF8yQnm7c9sBy7MSW8FiMiGnEoGIYJP2xDwUQVBI0KNkACbMd+dklLs7YfjCzNBjsAsRpGmNhPAzYUVsF5grU9sBw7fWW1LXbabpVIlMEwjLdhgYJxnUjESdizx9p+4Yz3YAcnKeW9GCOC41AwDMMCBeM6kYiTUKqUtf3CGe/BDk5SynsxRgTHoWAYhm0oGNdxO8+GkZ2FXRsKK3ESvG5D4aUYERyHgmHiE7ahYKKK3TgJTz3lG1yfeILo7bd9n/iO9YFASChePHgZ2I799HESzMRnrA+Mk5CaSlSrFimjxVsI1vbAcuz0lRdjRHAcCoZhWKBgwkKdOta2Q2gYMSLrmzq+Y72RULFvn7lQgfXYrmfZsuB1Mtr+66/mQkWOHP7f8QaO0N2h2h7I8OFEAwZkHWzxHeuxXTVMuFYHbHeyvx0iUQbDMN6FpzwY17HqQujUzRTTH/DmgAEmbCYWL76kmdBwWgamP+D1oU3FfPKJL9plYLpmYNd9UnW6R4+dtOThTjHNaawZJjHHUBYoGNdBSOcGDULvt3ChL8Q1VOGY3gjFG28QPf64vTpFogw7bWcYhvEybEPBRBWrLoSRcDONVOp2dp9kGCZRYYGCcR2rLoSRcDONVOp2dp9kGCZR4SkPxnWsuhBGIlR3pFK3s/skwzDxBE95MFHFakruSKRVj1Tqdifuk6qpxRmGYbwICxRMWICLYIsWxtuwPtCF0I7rpFUiUQZA25580hfgSg++Y72R++SMGT7NBgw6O3TwfeI71jMMw8QCPOXBhAUtroQZZgO4HddJq4S7DAgB995rPuURGJPBbH9No8ExHBiGiRbsNqqDBYrIEyl7BS/ixdTiDMMwdmEbCibu05d7FS+mFmcYhokELFAwrhOpmA9exIupxRmGYSIBCxSM60Qq5oMX8WJqcYZhmEjANhSM67ANhbdSiwfWj/NsMAwTdzYUP/zwA911111UqlQpSkpKolmzZvlth6wzePBguT137txUv359Wr9+fdTqy3gr5oMXsZta3EpadbuwayrDMOEkqgLFyZMn6dprr6W3337bcPvw4cNp1KhRcvvy5cupRIkS1KRJEzp+/HjE68p4M+aDF/FiGm/NNTXQABSaEaxnoYJhmLiZ8oCGYubMmdSqVSv5HdWCZuLxxx+np59+Wq5LT0+n4sWL02uvvUYPP/yw0nl5yiO6RCKuhFdRmV6IhNsou6YyDGMXK2NodvIo27dvp3379lHTpk0z16WkpFBaWhotXbrUVKCA0IFF3xlM9IDw4CQdeCyDwTlUinIrbqN2051HogyGYRjPenlAmADQSOjBd22bEUOHDpXSlLaUKVMm7HVlGLtEwm2UXVMZhklogUI/FaIHUyGB6/QMHDhQqma0ZTdevRjGo0TCbZRdUxmGSWiBAgaYIFAbsX///ixaCz2YFsE8j35hGK8CuwrYL5jJyFgPJRv283IZDMMwnhUoKlSoIIWKb7/9NnPd2bNnafHixVSvXr2o1o1h3MJJunMvlcH44BT0TCITVYHixIkTtHr1arlohpj4f9euXXJaAx4er776qvT+WLduHXXt2pXy5MlDHeBEzzBxQiTcTL3oyhpvcJwPJtGJqtvookWLqAF+dQF06dKFJkyYIO0lhgwZQu+//z4dPnyYateuTe+88w5VrVpVuQx2G2VihUhEseRImeGBU9Az8QqnL9fBAgXDMOGE43ww8cyxWAm9zTAME+twCnqG8cECBcMwjAM4zgfD+GCBgmEYxgEc54NhfLBAwTAM4wCO88EwPligYBiGcQDH+WAYHyxQMAzDOITjfDCMh7ONMgzDxBIQGlq25DgfTOLCAgXDMEwEU9YzTLzCUx4MwzAMwziGBQqGYRiGYRzDAgXDMAzDMI5hgYJhGIZhGMewQMEwDMMwjGNYoGAYhmEYxjFx7zaqZWdHClaGYRiGYdTRxk5tLE1ogeL48ePyswyC6TMMwzAMY2ssLVCgQNB9koSK2BHDZGRk0J49eyhfvnyUZJK9BxIYBI7du3dT/vz5KVFI1HYDbju3ndueOHDby9huO0QECBOlSpWi5OTkxNZQoAMuR0B9BdDZiXazJXK7Abed255ocNu57VYJpZnQYKNMhmEYhmEcwwIFwzAMwzCOYYGCiFJSUmjQoEHyM5FI1HYDbju3PdHgtnPbw03cG2UyDMMwDBN+WEPBMAzDMIxjWKBgGIZhGMYxLFAwDMMwDOMYFigYhmEYhnFM3AsU5cuXlxEyA5fevXsb7r9o0SLD/Tdu3Ehe54cffqC77rpLRjRDnWfNmuW3Hfa3gwcPlttz585N9evXp/Xr14c87/Tp0+nqq6+WVsL4nDlzJsVKu8+dO0dPP/00VatWjfLmzSv36dy5s4yeGowJEyYY3gdnzpyhWLrmXbt2zdKGOnXqxPw1V2m70fXDMmLEiJi/7kOHDqVatWrJCMDFihWjVq1a0aZNmxLi9x6q7fH6mx+qcM2j/XuPe4Fi+fLltHfv3szl22+/levbtGkT9DhcKP1xlSpVIq9z8uRJuvbaa+ntt9823D58+HAaNWqU3I5+KVGiBDVp0iQz34kRP//8M7Vr147uv/9++v333+Vn27Zt6ZdffqFYaPepU6do5cqV9MILL8jPGTNm0ObNm6lFixYhz4uocvp7AEuuXLkolq45aNasmV8bvvrqq6DnjIVrrtL2wGs3btw4+YBt3bp1zF/3xYsXy5eiZcuWyWfa+fPnqWnTprJP4v33Hqrt8fqbX6xwzaP+excJRt++fcWVV14pMjIyDLcvXLgQbrTi8OHDIpZBG2bOnJn5He0tUaKEGDZsWOa6M2fOiAIFCoj33nvP9Dxt27YVzZo181t32223ifvuu0/EQruN+PXXX+V+O3fuNN1n/Pjxsm9iCaO2d+nSRbRs2dLSeWLtmqted/RDw4YNg+4Ti9cd7N+/X/bB4sWLE+r3btT2RPnN7zdod7R/73GvodBz9uxZmjhxIj3wwAOmicI0atSoQSVLlqRGjRrRwoULKdbZvn077du3T0q0GlBvpaWl0dKlS4NKr/pjwG233Rb0GK9z9OhRef0LFiwYdL8TJ05QuXLlZC6Y5s2b06pVqygWwTQeVKSVK1emBx98kPbv3x90/3i85v/88w/NnTuXunfvHnLfWLzuuKdBoUKFEu73Htj2RPnNHzVpdzR/7wklUGCO9ciRI3KeyQwIEWPHjpVzSlCVValSRQoVmK+NZfBwAcWLF/dbj+/aNrPjrB7jZTAf+swzz1CHDh2CJsq56qqr5JzqnDlzaMqUKVLtedNNN9Gff/5JscTtt99OkyZNou+//55GjhwpVd8NGzak9PT0hLnm4KOPPpJzz/fcc0/Q/WLxukNB069fP7r55pupatWqCfV7N2p7Ivzmzdod7d973Gcb1fO///1PdjiMdMyAAIFFo27dujLt6+uvv0633norxTqBmhncmKG0NXaO8SIw1rrvvvtkSvt333036L4wZNIbM+HBcv3119N///tfGj16NMUKmBvVwIOnZs2a8g0Mb+vBBtd4ueYasJ/o2LFjyPnwWLzuffr0oTVr1tBPP/2UcL/3YG2P5998H5N2R/v3njAaip07d9KCBQuoR48elo/FTeZFKdUKMMgCgVIn1GGB0mngcVaP8SJ4sMDQCKpgGDRZTeObnJwsLaxj/T6ABg4PmGDtiJdrrvHjjz9KI2s7v32vX/dHH31UvlFjWhZq+kT6vZu1Pd5/84+GaHc0f+8JI1CMHz9ezivdeeedlo/FPBouTCxToUIFeeNoXi6aTQksh+vVq2d6HDQ0+mPA/Pnzgx7jNbQHC35UECoLFy5s+RyQ2FevXh3z98HBgwelxi1YO+LhmgdqJm+44QbpERIv1x31wlsqpmWh3sbvO1F+76HaHq+/eaHQ7qj/3kUCcOHCBVG2bFnx9NNPZ9n2zDPPiPvvvz/z+xtvvCGtxTdv3izWrVsnt6Obpk+fLrzO8ePHxapVq+SCOo8aNUr+r1k2w+IbVswzZswQa9euFe3btxclS5YUx44dyzwH+gJt1liyZInIli2bPPaPP/6Qn9mzZxfLli0TsdDuc+fOiRYtWojLL79crF69WuzduzdzSU9PN2334MGDxTfffCO2bt0qz9WtWzfZ7l9++UV4iWBtx7b+/fuLpUuXiu3bt0sPprp164rSpUvH/DVXud/B0aNHRZ48ecSYMWMMzxGr171nz57yt7xo0SK/e/rUqVOZ+8Tr7z1U2+P1N98zRLu98HtPCIFi3rx58oGzadOmLNvgZpOWlpb5/bXXXpNupbly5RKXXXaZuPnmm8XcuXNFLKC5vAYuaKPmSjZo0CDpTpaSkiJuvfVW+aDRg77Q9teYNm2aqFKlisiRI4e46qqrPCdcBWs3flhG27DgOLN2P/7441IIzZkzpyhatKho2rSp/KF6jWBtx4MG9Ub9ce3QHqzftWtXzF9zlfsdvP/++yJ37tziyJEjhueI1etudk/D9VEjXn/vodoer795CtFuL/zeOX05wzAMwzCOSRgbCoZhGIZhwgcLFAzDMAzDOIYFCoZhGIZhHMMCBcMwDMMwjmGBgmEYhmEYx7BAwTAMwzCMY1igYBiGYRjGMSxQMAzDMAzjGBYoGIYJG0gHXbBgwaiVv2PHDpk1ETkZGIYJLwmVvpxhmPila9eudOTIEZo1a1bmujJlytDevXupSJEiUa0bwyQCrKFgGMbTIHOkXbJlyyazbmbPzu9ODBNuWKBgmDjnm2++oZtvvllOPSCNc/PmzWnr1q2Z2//66y+67777qFChQpQ3b16qWbMm/fLLL5nb58yZI9flypVLvunfc889fimxn3rqKSpdurQ8tnbt2rRo0aKg9fniiy9kOnGc74orrqAhQ4bQ+fPnM7djiuK9996jli1bynO+/PLLdOHCBerevbtM2Zw7d26qUqUKvfXWW5nHDB48mD766COaPXu2PB4L6mE05YEU3jfeeCOlpKTItM7PPPOMX/n169enxx57TLYLfQKBBOdnGCY4LLYzTJxz8uRJ6tevH1WrVk3+/+KLL9Ldd98tB9lTp05RWlqaFAggOGDwXLlyJWVkZMhj586dKwWI5557jj755BMpQGCdRrdu3eSg/emnn1KpUqVo5syZ1KxZM1q7di1VqlQpS13mzZtHnTp1otGjR9Mtt9wiBZuHHnpIbhs0aFDmfvh/6NCh9MYbb0gtA+pz+eWX09SpU6VQs3TpUnkcBIK2bdvSk08+SX/88QcdO3aMxo8fL88BYWDPnj1+5f/99990xx13yOmRjz/+mDZu3EgPPvigFG70QgOEE/QZBKuff/5Z7n/TTTdRkyZNwnCFGCZOsJ1LlWGYmGT//v0y7TFSWSO9d758+cTBgwcN961bt67o2LGj4bYtW7aIpKQk8ffff/utb9SokRg4cKD8H6mVCxQokLntlltuEa+++qrf/p988okoWbJk5nfUDamkQ9GrVy/RunXrzO9IydyyZUu/fbRU1qtWrZLfn332WZmmGam9Nd555x2RmpoqLly4kJne+eabb/Y7T61atcTTTz8dsk4Mk8iwhoJh4hxoAV544QVatmwZHThwIFP7sGvXLqmlqFGjhnybNwLb8QZvBDQZGP8rV67stz49PV1OrRixYsUKWr58Ob3yyiuZ6zCdcebMGaktyZMnj1yHKZZAMA3y4Ycf0s6dO+n06dNSW3LddddZ6AmSWoy6devKaRANaB5OnDghp37Kli0r11WvXt3vOGhC9u/fb6kshkk0WKBgmDjnrrvukt4OH3zwgZyWgEBRtWpVOSDDHiEYwbbjPJiOgJCATz2pqammx8BmQm+HoYFpBw3YTujBVMcTTzxBI0eOlAJBvnz5aMSIEX62HipAANILE9o6oF+fI0cOv32wTRPEGIYxhgUKholjDh48KN/K33//fWmzAH766afM7XgTx1v/oUOHDLUU2P7dd99JW4lAoNmAdgFv7tq5Q3H99dfTpk2bqGLFipba8eOPP1K9evWoV69emev0hqUgZ86csj7BuPrqq2n69Ol+ggXsMSCgwI6EYRj7sJcHw8Qxl112mZx+GDt2LG3ZsoW+//57aWyo0b59e2mI2apVK1qyZAlt27ZNDrgwRNSMI6dMmSI/IZjA2HL48OFyG6Y6OnbsSJ07d6YZM2bQ9u3b5XTGa6+9Rl999ZVhfWAQCmNIGECuX79envOzzz6j559/Pmg7IID89ttv0qhz8+bNcgoHZekpX748rVmzRgosmNoxcjeFQLJ792569NFHpUEmvELQNvRJcjI/DhnGCfwLYpg4BoMkPDAwLYFpDkwbYKpA/1Y/f/58KlasmPR+gCfIsGHDMqcw4EI5bdo06QECe4WGDRv6TTPAowICRf/+/aUrZ4sWLeR2TLEYcdttt9GXX35J3377LdWqVYvq1KlDo0aNonLlygVtxyOPPCKnSdq1ayddU6F50WsrAGw9UAfYXxQtWlQKSIFACwFh59dff6Vrr71WnhfuqKEEGoZhQpMEy0yF/RiGYRiGYUxhDQXDMAzDMI5hgYJhGIZhGMewQMEwDMMwjGNYoGAYhmEYxjEsUDAMwzAM4xgWKBiGYRiGcQwLFAzDMAzDOIYFCoZhGIZhHMMCBcMwDMMwjmGBgmEYhmEYx7BAwTAMwzAMOeX/AelnxZq5OZRqAAAAAElFTkSuQmCC",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"# Exclude the 'mpg' (target variable) and non-numeric columns from the feature names\n",
"feature_names = mpg_data.select_dtypes(include=[float, int]).columns.difference(['mpg'])\n",
@@ -225,7 +512,10 @@
"id": "f67e57ab",
"metadata": {},
"source": [
- "> Your answer here..."
+ "> Your answer here...\n",
+ "association is based on the slope of the line that fits best the association between two variables being plotted.\n",
+ "positive association with miles per gallon-displacement, acceleration and model year\n",
+ "negative_association with miles per gallon-cylinder, horsepower ,weight"
]
},
{
@@ -241,7 +531,8 @@
"id": "843f9eef",
"metadata": {},
"source": [
- "> Your answer here..."
+ "> Your answer here...\n",
+ "The linear regression method helps to find line that best fits the relationship or \"linear\" refers to straight line relationship between the associated variables defined by the equation y=mx +b where m is the slope and b is the intercept. "
]
},
{
@@ -257,7 +548,8 @@
"id": "2ea782fc",
"metadata": {},
"source": [
- "> Your answer here..."
+ "> Your answer here...\n",
+ "The plotted line is best fit for the association between the variables .However, not all observations may conform to this association.The deviations indicate the distance of the observed value from the plotted line. The line that best fits is found by minimising the average squared vertical distance between the line and observed data points.These deviations can disproportinately affect the line of best fit."
]
},
{
@@ -274,12 +566,219 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 14,
"id": "399225f4",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " mpg \n",
+ " cylinders \n",
+ " displacement \n",
+ " horsepower \n",
+ " weight \n",
+ " acceleration \n",
+ " model_year \n",
+ " origin \n",
+ " name \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 79 \n",
+ " 26.0 \n",
+ " 4 \n",
+ " 96.0 \n",
+ " 69.0 \n",
+ " 2189 \n",
+ " 18.0 \n",
+ " 72 \n",
+ " europe \n",
+ " renault 12 (sw) \n",
+ " \n",
+ " \n",
+ " 276 \n",
+ " 21.6 \n",
+ " 4 \n",
+ " 121.0 \n",
+ " 115.0 \n",
+ " 2795 \n",
+ " 15.7 \n",
+ " 78 \n",
+ " europe \n",
+ " saab 99gle \n",
+ " \n",
+ " \n",
+ " 248 \n",
+ " 36.1 \n",
+ " 4 \n",
+ " 91.0 \n",
+ " 60.0 \n",
+ " 1800 \n",
+ " 16.4 \n",
+ " 78 \n",
+ " japan \n",
+ " honda civic cvcc \n",
+ " \n",
+ " \n",
+ " 56 \n",
+ " 26.0 \n",
+ " 4 \n",
+ " 91.0 \n",
+ " 70.0 \n",
+ " 1955 \n",
+ " 20.5 \n",
+ " 71 \n",
+ " usa \n",
+ " plymouth cricket \n",
+ " \n",
+ " \n",
+ " 393 \n",
+ " 27.0 \n",
+ " 4 \n",
+ " 140.0 \n",
+ " 86.0 \n",
+ " 2790 \n",
+ " 15.6 \n",
+ " 82 \n",
+ " usa \n",
+ " ford mustang gl \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 370 \n",
+ " 31.0 \n",
+ " 4 \n",
+ " 112.0 \n",
+ " 85.0 \n",
+ " 2575 \n",
+ " 16.2 \n",
+ " 82 \n",
+ " usa \n",
+ " pontiac j2000 se hatchback \n",
+ " \n",
+ " \n",
+ " 252 \n",
+ " 19.2 \n",
+ " 6 \n",
+ " 231.0 \n",
+ " 105.0 \n",
+ " 3535 \n",
+ " 19.2 \n",
+ " 78 \n",
+ " usa \n",
+ " pontiac phoenix lj \n",
+ " \n",
+ " \n",
+ " 211 \n",
+ " 16.5 \n",
+ " 6 \n",
+ " 168.0 \n",
+ " 120.0 \n",
+ " 3820 \n",
+ " 16.7 \n",
+ " 76 \n",
+ " europe \n",
+ " mercedes-benz 280s \n",
+ " \n",
+ " \n",
+ " 76 \n",
+ " 18.0 \n",
+ " 4 \n",
+ " 121.0 \n",
+ " 112.0 \n",
+ " 2933 \n",
+ " 14.5 \n",
+ " 72 \n",
+ " europe \n",
+ " volvo 145e (sw) \n",
+ " \n",
+ " \n",
+ " 105 \n",
+ " 13.0 \n",
+ " 8 \n",
+ " 360.0 \n",
+ " 170.0 \n",
+ " 4654 \n",
+ " 13.0 \n",
+ " 73 \n",
+ " usa \n",
+ " plymouth custom suburb \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
98 rows × 9 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " mpg cylinders displacement horsepower weight acceleration \\\n",
+ "79 26.0 4 96.0 69.0 2189 18.0 \n",
+ "276 21.6 4 121.0 115.0 2795 15.7 \n",
+ "248 36.1 4 91.0 60.0 1800 16.4 \n",
+ "56 26.0 4 91.0 70.0 1955 20.5 \n",
+ "393 27.0 4 140.0 86.0 2790 15.6 \n",
+ ".. ... ... ... ... ... ... \n",
+ "370 31.0 4 112.0 85.0 2575 16.2 \n",
+ "252 19.2 6 231.0 105.0 3535 19.2 \n",
+ "211 16.5 6 168.0 120.0 3820 16.7 \n",
+ "76 18.0 4 121.0 112.0 2933 14.5 \n",
+ "105 13.0 8 360.0 170.0 4654 13.0 \n",
+ "\n",
+ " model_year origin name \n",
+ "79 72 europe renault 12 (sw) \n",
+ "276 78 europe saab 99gle \n",
+ "248 78 japan honda civic cvcc \n",
+ "56 71 usa plymouth cricket \n",
+ "393 82 usa ford mustang gl \n",
+ ".. ... ... ... \n",
+ "370 82 usa pontiac j2000 se hatchback \n",
+ "252 78 usa pontiac phoenix lj \n",
+ "211 76 europe mercedes-benz 280s \n",
+ "76 72 europe volvo 145e (sw) \n",
+ "105 73 usa plymouth custom suburb \n",
+ "\n",
+ "[98 rows x 9 columns]"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your answer here..."
+ "# Your answer here...\n",
+ "mpg_train , mpg_test = train_test_split (mpg_data , train_size = 0.75 ,random_state=42)\n",
+ "mpg_test"
]
},
{
@@ -292,15 +791,32 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 15,
"id": "ac1e1117",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " predictor slope intercept\n",
+ "0 cylinders -0.160143 -15.047371\n",
+ "1 displacement 0.000373 -15.047371\n",
+ "2 horsepower -0.001899 -15.047371\n",
+ "3 weight -0.006457 -15.047371\n",
+ "4 acceleration 0.057588 -15.047371\n",
+ "5 model_year 0.762270 -15.047371\n"
+ ]
+ }
+ ],
"source": [
"# Your code here ...\n",
"\n",
- "numeric_predictors = 🤷♂️\n",
+ "numeric_predictors = mpg_train.drop(columns=['mpg','origin','name'])\n",
+ "lm= LinearRegression()\n",
+ "y= mpg_train['mpg']\n",
"\n",
+ "lm.fit(numeric_predictors, y)\n",
"\n",
"# Create a DataFrame containing the slope (coefficients) and intercept\n",
"coefficients_df = pd.DataFrame({\n",
@@ -330,12 +846,33 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 16,
"id": "ffefa9f2",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "3.1854749513391627"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here ..."
+ "# Your code here ...\n",
+ "numeric_predictors = mpg_test.drop(columns=['mpg','origin','name'])\n",
+ "mpg_test[\"predicted\"] = lm.predict(numeric_predictors)\n",
+ "\n",
+ "# Calculate RMSPE for the multivariable model.\n",
+ "lm_mult_test_RMSPE = mean_squared_error(\n",
+ " y_true=mpg_test[\"mpg\"],\n",
+ " y_pred=mpg_test[\"predicted\"]\n",
+ ")**(1/2)\n",
+ "\n",
+ "lm_mult_test_RMSPE\n"
]
},
{
@@ -386,7 +923,7 @@
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3 (ipykernel)",
+ "display_name": "dsi_participant",
"language": "python",
"name": "python3"
},
@@ -400,12 +937,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.12.3"
- },
- "vscode": {
- "interpreter": {
- "hash": "497a84dc8fec8cf8d24e7e87b6d954c9a18a327edc66feb9b9ea7e9e72cc5c7e"
- }
+ "version": "3.9.21"
}
},
"nbformat": 4,