├── Bar Chart In Python.ipynb ├── Box Plots In Python.ipynb ├── Dual Axis In Python.ipynb ├── Histograms In Python.ipynb ├── Line Charts In Python.ipynb ├── Pair Plot In Python.ipynb ├── Pie Chart In Python.ipynb ├── Readme.md ├── Scatter Plot In Python.ipynb ├── Stack Plot In Python.ipynb ├── requirements.txt └── time_series_data.csv /Pie Chart In Python.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "code", 5 | "execution_count": 2, 6 | "metadata": {}, 7 | "outputs": [ 8 | { 9 | "name": "stdout", 10 | "output_type": "stream", 11 | "text": [ 12 | " survived pclass sex age sibsp parch fare embarked class \\\n", 13 | "0 0 3 male 22.0 1 0 7.2500 S Third \n", 14 | "1 1 1 female 38.0 1 0 71.2833 C First \n", 15 | "2 1 3 female 26.0 0 0 7.9250 S Third \n", 16 | "3 1 1 female 35.0 1 0 53.1000 S First \n", 17 | "\n", 18 | " who adult_male deck embark_town alive alone \n", 19 | "0 man True NaN Southampton no False \n", 20 | "1 woman False C Cherbourg yes False \n", 21 | "2 woman False NaN Southampton yes True \n", 22 | "3 woman False C Southampton yes False \n" 23 | ] 24 | } 25 | ], 26 | "source": [ 27 | "import seaborn as sns\n", 28 | "import matplotlib.pyplot as plt\n", 29 | "\n", 30 | "df=sns.load_dataset(\"titanic\")\n", 31 | "print(df.head(4))" 32 | ] 33 | }, 34 | { 35 | "cell_type": "code", 36 | "execution_count": 10, 37 | "metadata": {}, 38 | "outputs": [ 39 | { 40 | "data": { 41 | "image/png": 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", 42 | "text/plain": [ 43 | "
" 44 | ] 45 | }, 46 | "metadata": {}, 47 | "output_type": "display_data" 48 | } 49 | ], 50 | "source": [ 51 | "class_counts=df['class'].value_counts()\n", 52 | "plt.figure(figsize=(6,6))\n", 53 | "plt.pie(class_counts,labels=class_counts.index,autopct='%1.1f%%',startangle=90)\n", 54 | "plt.title('Distribution Of Passengers')\n", 55 | "plt.show()" 56 | ] 57 | }, 58 | { 59 | "cell_type": "code", 60 | "execution_count": 15, 61 | "metadata": {}, 62 | "outputs": [ 63 | { 64 | "data": { 65 | "image/png": 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", 66 | "text/plain": [ 67 | "
" 68 | ] 69 | }, 70 | "metadata": {}, 71 | "output_type": "display_data" 72 | } 73 | ], 74 | "source": [ 75 | "custom_colors=['gold','green','orange']\n", 76 | "explode=(0,0,0.1)\n", 77 | "\n", 78 | "class_counts=df['class'].value_counts()\n", 79 | "plt.figure(figsize=(6,6))\n", 80 | "plt.pie(class_counts,labels=class_counts.index,autopct='%1.1f%%',startangle=90,explode=explode,colors=custom_colors)\n", 81 | "plt.title('Distribution Of Passengers')\n", 82 | "plt.show()" 83 | ] 84 | }, 85 | { 86 | "cell_type": "code", 87 | "execution_count": 25, 88 | "metadata": {}, 89 | "outputs": [ 90 | { 91 | "data": { 92 | "image/png": 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i85vtpptu4sorr+Spp55i+/bt1K1blzlz5jBt2jQGDBiQ49iXKiQkhK+++op27dplvc+zK2B+/vnnrFq1ikGDBnHHHXe45HzO1KhRg8qVKzN48GB2795NTEwMX3/9dY75Hhs3bqRdu3bcfvvt1KpVi6CgIL799lv279+flW/ixIm89dZb3HzzzVSuXJkTJ07w/vvvExMTw/XXXw845lX07duXUaNGsWbNGq655hqCg4PZtGkTU6dO5dVXX833qqdDhgzh008/5eqrr6Z///5Zl4aWL1+eI0eOZPVKxcTE8Pbbb9OtWzfq16/PHXfcQYkSJdi5cyczZ86kRYsWOQrI8/3yyy889NBD3HbbbVSrVo2MjAwmTZpEYGAgnTt3zlduEaPMXUgihdXZS0PPPkJCQqz4+Hjr6quvtl599dVsl1+edf6loT///LPVsWNHq3Tp0lZISIhVunRpq2vXrtbGjRuzvW7atGlWrVq1rKCgoGyXYrZp08aqXbu203y5XRr6xRdfWEOHDrVKlixphYeHWzfccEPWpYrnGjNmjFWmTBkrNDTUatGihbVixYocx7xQtvMvDbUsx2WEjz76qFW6dGkrODjYqlq1qvXKK69Ydrs9237kcplmbpesOnPgwAFr4MCBVpUqVazQ0FCrSJEiVvv27bNdDpqXc17qvuvXr7fat29vRUVFWcWLF7fuvfferMtbz36ODh06ZD344INWjRo1rMjISCs2NtZq0qSJNWXKlKzjrFq1yuratatVvnx5KzQ01CpZsqR14403WitWrMhxzvfee89q0KCBFR4ebkVHR1uJiYnWkCFDrD179mTtU6FCBeuGG27I8VpnX9vVq1dbrVq1skJDQ62yZctao0aNsl577TULsPbt25dt33nz5lkdOnSwYmNjrbCwMKty5cpWz549s+Xs0aOHFRkZmePcW7dute655x6rcuXKVlhYmBUXF2ddeeWV1k8//XTBz7GIt9G9OURE8mDAgAG8++67nDx50mOTcUUKC82ZEBE5z/lLfx8+fJhJkybRsmVLFRIiTmjOhIjIeZo1a0bbtm2pWbMm+/fv58MPP+T48eMMGzbMdDQRr6RiQkTkPNdffz1fffUV7733Hjabjfr16/Phhx/SunVr09FEvJLmTIiIiEiBaM6EiIiIFIiKCRERESkQFRMiIiJSIComREREpEBUTIiIiEiBqJgQERGRAlExISIiIgWiYkJExInt27djs9my3Yr8fBMmTKBIkSJZz0eMGJF1m/Tc9OzZk06dOrkko4i3UDEhInKJunTpwsaNG03HEDHOY8tpZ2Zmkp6e7qnTiRPBwcG6SZGIC4WHhxMeHm46hohxbi8mLMti3759HD161N2nkjwoUqQI8fHx2Gw201FEvILdbmf06NG89957/Pvvv5QqVYq+ffty1113AbB161YeffRRli1bRtWqVXnnnXdo1qwZ4BjmGDBgQK4/3zIzM3nsscf46KOPCAwMpHfv3ugOBuKL3F5MnC0kSpYsSUREhH6JGWJZFsnJyRw4cACAhIQEw4lEvMPQoUN5//33GTduHC1btmTv3r38/fffWe1PPfUUo0ePpmrVqjz11FN07dqVzZs3ExR08R+fY8aMYcKECXz00UfUrFmTMWPG8O2333LVVVe58y2JeJxbi4nMzMysQqJYsWLuPJXkwdnu2AMHDlCyZEkNeYjfO3HiBK+++ipvvPEGPXr0AKBy5cq0bNmS7du3AzB48GBuuOEGAJ599llq167N5s2bqVGjxkWPP378eIYOHcott9wCwDvvvMPs2bPd82ZEDHLrBMyzcyQiIiLceRrJh7NfC81fEYENGzaQmppKu3btct2nTp06WR+f7dE728N3IceOHWPv3r00adIka1tQUBANGzYsQGIR7+SRqzk0tOE99LUQ+U9eJk8GBwdnfXz2/4/dbndbJpHCSJeGiojfqlq1KuHh4fz8888uP3ZsbCwJCQksW7Ysa1tGRgYrV650+blETPPYpaEiIt4mLCyMxx9/nCFDhhASEkKLFi04ePAg69atu+DQR1498sgjvPjii1StWpUaNWowduxYXdkmPskreyZ69uyJzWbDZrMREhJClSpVGDlyJBkZGaajiYiPGTZsGIMGDWL48OHUrFmTLl265GlORF4MGjSIbt260aNHD5o1a0Z0dDQ333yzS44t4k1slhsvej59+jTbtm2jUqVKhIWF5fl1PXv2ZP/+/Xz88cekpqbyww8/8OCDD/LCCy8wdOhQd8X1WmlpaYSEhLjkWJf6NREREcmNV/ZMAISGhhIfH0+FChXo168f7du3Z/r06YwdO5bExEQiIyMpV64cDzzwACdPnsx63Y4dO7jpppsoWrQokZGR1K5dmx9++AGApKQk7rrrLkqUKEF4eDhVq1bl448/znrtv//+y+23306RIkWIi4ujY8eOWZeHwX9r6o8ePZqEhASKFSvGgw8+mO3KiL1793LDDTcQHh5OpUqV+Pzzz6lYsSLjx4/P2ufo0aP06dOHEiVKEBMTw1VXXcUff/yR1X52ff8PPvgg2y/9r776isTERMLDwylWrBjt27fn1KlTrv7Ui4iI5EuhmTMRHh7O4cOHCQgI4LXXXqNSpUps3bqVBx54gCFDhvDWW28B8OCDD5KWlsbChQuJjIxk/fr1REVFAY7uzPXr1zNr1iyKFy/O5s2bSUlJARyXSnbo0IFmzZqxaNEigoKCeP7557n22mv5888/s3oG5s2bR0JCAvPmzWPz5s106dKFevXqce+99wLQvXt3Dh06xPz58wkODmbgwIE5ukxvu+02wsPDmTVrFrGxsbz77ru0a9eOjRs3EhcXB8DmzZv5+uuv+eabbwgMDGTv3r107dqVl19+mZtvvpkTJ06waNEiraYnIiLmWW6UkpJirV+/3kpJScnX63r06GF17NjRsizLstvt1ty5c63Q0FBr8ODBOfadOnWqVaxYsazniYmJ1ogRI5we96abbrJ69erltG3SpElW9erVLbvdnrUtNTXVCg8Pt2bPnp2Vq0KFClZGRkbWPrfddpvVpUsXy7Isa8OGDRZg/f7771ntmzZtsgBr3LhxlmVZ1qJFi6yYmBjr9OnT2c5fuXJl691337Usy7KeeeYZKzg42Dpw4EBW+8qVKy3A2r59u9P8eXWpXxMREZHceG3PxIwZM4iKiiI9PR273c6dd97JiBEj+Omnnxg1ahR///03x48fJyMjg9OnT5OcnExERAQPP/ww/fr1Y86cObRv357OnTtnLTrTr18/OnfuzKpVq7jmmmvo1KkTzZs3B+CPP/5g8+bNREdHZ8tx+vRptmzZkvW8du3a2VaOTEhIYO3atQD8888/BAUFUb9+/az2KlWqULRo0aznf/zxBydPnsyxImhKSkq281SoUIESJUpkPa9bty7t2rUjMTGRDh06cM0113DrrbdmO7aIiIgJXjtn4sorr2TNmjVs2rSJlJQUJk6cyMGDB7nxxhupU6cOX3/9NStXruTNN98EHJMUAfr06cPWrVvp1q0ba9eupWHDhrz++usAXHfddezYsYNHH32UPXv20K5dOwYPHgzAyZMnadCgAWvWrMn22LhxI3feeWdWrnMXsAHHIjb5WcDm5MmTJCQk5DjPP//8w2OPPZa1X2RkZLbXBQYGMnfuXGbNmkWtWrV4/fXXqV69Otu2bcvHZ1VERMT1vLZnIjIykipVqmTbtnLlSux2O2PGjCEgwFEHTZkyJcdry5Urx/3338/999+fdROf/v37A1CiRAl69OhBjx49aNWqFY899hijR4+mfv36fPnll5QsWZKYmJhLyly9enUyMjJYvXo1DRo0ABxzH5KSkrL2qV+/Pvv27SMoKIiKFSvm6/g2m40WLVrQokULhg8fToUKFfj2228ZOHDgJeUVP7d3LszrALZACAhy/HvuIzACQotBSJzj39BiEFIMQuPO/Fsse3tIUbB57d8nIuJGXltMOFOlShXS09N5/fXXuemmm1iyZAnvvPNOtn0GDBjAddddR7Vq1UhKSmLevHnUrFkTgOHDh9OgQQNq165NamoqM2bMyGq76667eOWVV+jYsSMjR46kbNmy7Nixg2+++YYhQ4ZQtmzZi+arUaMG7du357777uPtt98mODiYQYMGER4enrUMb/v27WnWrBmdOnXi5Zdfplq1auzZs4eZM2dy880357pu/7Jly/j555+55pprKFmyJMuWLePgwYNZ+UUujQVWBmTmsoZL8s68H8oWAMFFILQ4RFaEmGoQXQ2iqzo+jqyoYkPERxWqYqJu3bqMHTuWl156iaFDh9K6dWtGjRpF9+7ds/bJzMzkwQcfZNeuXcTExHDttdcybtw4AEJCQhg6dCjbt28nPDycVq1aMXnyZMBxA6yFCxfy+OOPc8stt3DixAnKlClDu3bt8tVT8cknn9C7d29at25NfHw8o0aNYt26dVmXd9psNn744QeeeuopevXqxcGDB4mPj6d169aUKlUq1+PGxMSwcOFCxo8fz/Hjx6lQoQJjxozhuuuuu5RPpYjrWXZIO+J4nNgI++Zkbw8IhajL/isuos8pNiJKm8ksIi7hlYtW+ZJdu3ZRrlw5fvrpJ5csz1tQ+ppIlr1zYd41plM4BEU5iooiiVC8KRRvBrGJEBB48deKiHGFqmeiMPjll184efIkiYmJ7N27lyFDhlCxYkVat25tOpqI98o4CUmrHY9tnzi2BUVBsUZQvLmjuCje1DE3Q0S8jooJF0tPT+fJJ59k69atREdH07x5cz777LMcV4GIyEVknIT98xyPs6KrnSkszjyKXK55GCJeQMWEi3Xo0IEOHTqYjiHim05sdDy2TXQ8D4qGYo2hREtI6ADFm6i4EDFAxYSIFF4ZJ2D/z47HX886hkHiO0Dp6yDhWggrbjqhiF9QMSEiviP1MOz43PGwBUBcIyh9PZTtBEXrmE4n4rNUTIiIb7LscHiZ47H2GcdlqWU7OR4lWmg4RMSF9L9JRPzDya3w91j4qTV8mwDL+sCeWWDPNJ1MpNBTMSEi/uf0AdjyIcy/HqaVgzVPwPGNplOJFFoqJkTEv6XshfUvwYzqMLclbPkYMk6ZTiVSqKiYEBE56+ASWHYPfBMPv/V2PBeRizI3AfNvm2fPV8Ntq4aLiK/JOAlbP3I8YqrDZb2gUg8IjzedTMQrqWdCRORCjv/jmFPxXTmYfxP8+y3Y002nEvEqKiZy0bZtW/r378+AAQMoWrQopUqV4v333+fUqVP06tWL6OhoqlSpwqxZswDH3Up79+5NpUqVCA8Pp3r16rz66qvZjtmzZ086derE6NGjSUhIoFixYjz44IOkp+sHk4jXszJgzwxYdAtMvwz+Hqe5FSJnqJi4gIkTJ1K8eHGWL19O//796devH7fddhvNmzdn1apVXHPNNXTr1o3k5GTsdjtly5Zl6tSprF+/nuHDh/Pkk08yZcqUbMecN28eW7ZsYd68eUycOJEJEyYwYcIEM29QRC5N8i5YNRCmVYA/RzgWyxLxY+ZuQe7lcybatm1LZmYmixYtAhw9D7Gxsdxyyy188onjrob79u0jISGBpUuX0rRp0xzHeOihh9i3bx9fffUV4OiZmD9/Plu2bCEw0HFr5dtvv52AgAAmT55ckHeXZ7oFuWTxpluQF3ZBkVC5D9QYBJHlTKcR8TitgHkBder8t/xuYGAgxYoVIzExMWtbqVKlADhw4AAAb775Jh999BE7d+4kJSWFtLQ06tWrl+2YtWvXziokABISEli7dq0b34UUWpYF9qOQeRTsxxyPsx9nnnluP3rOx8fAngzYwcr879+AcKiw2OQ78X0Zp+CfV2HTW1DxLqj5OMTWMJ1KxGNUTFzA+bcNt9ls2bbZbI7eFbvdzuTJkxk8eDBjxoyhWbNmREdH88orr7Bs2bKLHtNut7vpHYhXs9Ig/V9I3wHpOyHjzL9Zz/8F63TBzxMQVfBjSN7Y02HrBNg6Ecp2hFpDoXhj06lE3E7FhIssWbKE5s2b88ADD2Rt27Jli8FE4hUsC9K3QeqfkLoWUtdB+nbI2AkZ+wBdsuybLNj1neNR6kqo9QQkaEhJfJeKCRepWrUqn3zyCbNnz6ZSpUpMmjSJ33//nUqVKpmOJp6SefxM0XDu4y+wnzCdTEzaP8/xiGsE9UdDydamE4m4nLliwscWkerbty+rV6+mS5cu2Gw2unbtygMPPJB16aj4GHsypCyFlMVweiWc/tMxTCGSmyO/w09toOzNcMXLEF3FdCIRlzF3NYcYoa/JJco86igckhdC8iJHAUEhWR8kIAqqOekd0dUc5gSEQNUHIXE4hBQxnUakwDTMIeJMxv4zhcNCSFnoGK5AE2XFRexp8M842P4JXD4cqj4AAfpxLIWXvntFwLG6YfJCODkdTs2CNN2OWjwg9TCsfMRxSWm9l6Hs/0wnErkkKibEf2UecxQOJ6fDyVmONRtETDj+Dyzs6Ljyo/5YKFrPdCKRfFExIf4lbTucnOYoIJIXUWjmPYh/2D8PfmwAlbpDnRcgorTpRCJ5omJCfN/pP+DEVEcBkarVRsXLWXbHwlc7p0Ltp6DmY5pPIV5P36HimzL2w/HP4NhEx3oPIoVNxin440nY8SU0/RDiGphOJJIrFRPiO+ypjt6HYxPh1Gwgw3QikYI7+gfMbgI1HoXEkRAUbjqRSA4qJqTwS1nqKCCOTwF7kuk0Iq5nZcKG0fDvd9DkPcdETREvomJCCqf03XBsAhz/RJdxiv84uRl+bgfX/KYbiIlXUTEhhUvKcjgyDk58hYYxxC+V7ahCQryOsWLC9qzNo+eznvGte4H4FSsTTnwDSeMcQxoi/iokDhq9bTqFSA7qmRDvlXkMjr4PSa87btkt4u8avArh8aZTiOQQYDqAN5oxYwZFihQhMzMTgDVr1mCz2XjiiSey9unTpw933303AF9//TW1a9cmNDSUihUrMmbMmGzHq1ixIs8//zzdu3cnKiqKChUqMH36dA4ePEjHjh2JioqiTp06rFixIus1hw8fpmvXrpQpU4aIiAgSExP54osvsh23bdu2PPzwwwwZMoS4uDji4+MZMWKEmz4rHpS2Gfb1hy1l4eBjKiREAMrcBJXuNp1CxCkVE060atWKEydOsHr1agAWLFhA8eLFmT9/ftY+CxYsoG3btqxcuZLbb7+dO+64g7Vr1zJixAiGDRvGhAkTsh1z3LhxtGjRgtWrV3PDDTfQrVs3unfvzt13382qVauoXLky3bt35+xNXE+fPk2DBg2YOXMmf/31F/fddx/dunVj+fLl2Y47ceJEIiMjWbZsGS+//DIjR45k7ty5bv38uE3yEtj1P9haHY6+AfaTphOJeIeQotD4XdMpRHJl7Bbk3j5nokGDBnTt2pXBgwdz880306hRI5599lkOHz7MsWPHKFu2LBs3bmTEiBEcPHiQOXPmZL12yJAhzJw5k3Xr1gGOnolWrVoxadIkAPbt20dCQgLDhg1j5MiRAPz22280a9aMvXv3Eh/vvBvzxhtvpEaNGowePRpw9ExkZmayaNGirH0aN27MVVddxYsvvuj0GF55C/LkJXDoGUj+2XQS36RbkBd+TSfAZT1MpxDJlXomctGmTRvmz5+PZVksWrSIW265hZo1a7J48WIWLFhA6dKlqVq1Khs2bKBFixbZXtuiRQs2bdqUNUwCUKdOnayPS5UqBUBiYmKObQcOHAAgMzOT5557jsTEROLi4oiKimL27Nns3Jm9y//c4wIkJCRkHcPrJS+Bne1hZ0sVEiK5KX29CgnxepqAmYu2bdvy0Ucf8ccffxAcHEyNGjVo27Yt8+fPJykpiTZt2uTreMHBwVkf22y2XLfZ7XYAXnnlFV599VXGjx9PYmIikZGRDBgwgLS0tFyPe/Y4Z4/htVJ+h4NPQXIhHY4R8ZTgWGj8nukUIhelnolcnJ03MW7cuKzC4WwxMX/+fNq2bQtAzZo1WbJkSbbXLlmyhGrVqhEYGHjJ51+yZAkdO3bk7rvvpm7dulx22WVs3FjIF2dKXQe7boYdjVVIiORF/bEQUcZ0CpGLUjGRi6JFi1KnTh0+++yzrMKhdevWrFq1io0bN2YVGIMGDeLnn3/mueeeY+PGjUycOJE33niDwYMHF+j8VatWZe7cufz6669s2LCBvn37sn///oK+LTPStsGe7rCtDpz8znQakcIhoQNUvsd0CpE8MTbMURgWkWrTpg1r1qzJKibi4uKoVasW+/fvp3r16gDUr1+fKVOmMHz4cJ577jkSEhIYOXIkPXv2LNC5n376abZu3UqHDh2IiIjgvvvuo1OnThw7dqyA78qD7Kfg0POQNBastIvvLyIOwTHQ+H3TKUTyzNjVHGKGx74mx7+AA49Bxm73nUPyRldzFD6N34Mq95pOIZJnmoAprnX6T9jfH1IWmk4iUjjFX61CQgodFRPiGplJcPBpOPoukHnR3UXEiaBoaKLhDSl8VExIwVh2x/0zDj0FmYdNpxEp3K54GSIrmE4hkm8qJuTSJf/qGNJIXWU6iUjhV+oqqNLXdAqRS6JiQvLPfsoxufLoO4D3X5Uj4vWCoqDJh2Dz7G0GRFxFxYTkT/IC2NsL0reZTiLiO+q9CFEVTacQuWRatEryxp4M+x+GnVeqkBBxpZJtoOoDTpv+3P8nKekpHg4kkn8qJuTikpfAtrqQ9Doa1hBxocAIaPqR0+GNpJQkrv30Wuq9W4/fdv1mIJxI3qmYkNzZT8P+gbCzNaRvNp1GxPfUGwVRlzlteuTHR9h7ci8bD2+k5UcteeKnJ0jL1Eqy4p1UTFyC7du3Y7PZWLNmTa77TJgwgSJFimQ9HzFiBPXq1bvgcXv27EmnTp1ckrHAUn6D7fUgaRzg5XchFSmMSrSCav2dNs3cOJNJf07Kep5pZfLSkpdo8F4DVu9d7amEInlmbgLm5x6etXynZ7vnu3TpwvXXX+/Rc7qElQ4Hh8GR0WjxKRE3CQzPdXjj6Omj3DfjPqcv++vAXzT9sCkvt3+ZR5o+4u6UInmmngk3CQ8Pp2TJkqZj5E/6v7CzDRx5CRUSIm5U9wWIruK06dHZj7LnxJ5cX5qWmcaA2QPoPKUzx04Xohv/iU9TMXEBdrudl19+mSpVqhAaGkr58uV54YUXstq3bt3KlVdeSUREBHXr1mXp0qVZbecPc5wvMzOTgQMHUqRIEYoVK8aQIUNw4z3XLu7kj7D9CkhZevF9ReTSFW8O1Z33Kvy4+UcmrJmQp8N8s+Eb6r9Xn5V7VrownMilUTFxAUOHDuXFF19k2LBhrF+/ns8//5xSpUpltT/11FMMHjyYNWvWUK1aNbp27UpGRkaejj1mzBgmTJjARx99xOLFizly5Ajffvutu95K7iy7Y1hj1/VaDlvE3QLDoOnHYMv5o/d46nHu/T5/N/jamrSV5h81543lb7gqocgl0aJVuThx4gSvvvoqb7zxBj169ACgcuXKtGzZku3btwMwePBgbrjhBgCeffZZateuzebNm6lRo8ZFjz9+/HiGDh3KLbfcAsA777zD7Nmz3fNmcpNxAPbcCck/e/a8Iv6qznMQU81p08DZA9l1fFe+D5mWmUb/Wf1ZsGMBH/7vQ2JCYwqaUiTf1DORiw0bNpCamkq7du1y3adOnTpZHyckJABw4MCBix772LFj7N27lyZNmmRtCwoKomHDhgVInE8pKxzDGiokRDyjWFOo/qjTpjlb5vDh6g8LdPiv1n9F/Xfr62oPMULFRC7Cw8Mvuk9wcHDWx7Yzs7Ltdi+/jNKyIPMY7O0JGblP8hIRFzo7vBEQmKPpROqJfA9v5GZL0haafdiMt35/yyXHE8krFRO5qFq1KuHh4fz8s+v/co+NjSUhIYFly5ZlbcvIyGDlSjdPpLIyIH0H2I8CeZvbISIukDgCYp0Pfw6eM5idx3a67FSpmak8+MOD9Piuhxa5Eo/RnIlchIWF8fjjjzNkyBBCQkJo0aIFBw8eZN26dRcc+sirRx55hBdffJGqVatSo0YNxo4dy9GjRwsePDf2VEjf5FjVUkQ8J64R1BjstOnnrT/z3qr33HLaT/74hO1Ht/PN7d9QLKKYW84hcpa5YsLDi0hdimHDhhEUFMTw4cPZs2cPCQkJ3H///S459qBBg9i7dy89evQgICCAe+65h5tvvpljx9xw3bj9JKRtdvRMiIjnBITmOrxxMu0kfb7v49bTL9yxkKYfNmXmnTOpVsz5xE8RV7BZblzc4PTp02zbto1KlSoRFhbmrtPIhWQecdzl88yX+XQqbNt5iEpB9xMWsMNwOPGIgCiodiLn9r1zYd41ns/jT+q+ALWfdNr0wMwHeHvF2x6JUTSsKN90+Ya2Fdt65HzifzRnwpdl7IW0rVmFhIh4UFwDqDnEadO8bfN4Z8U7HouSdDqJayZdk+cFsUTyS8WEL7IsSNsO6btNJxHxTwEhZ4Y3co4kn0o7RZ/v+2Dh2SI/3Z5Or2m9GPrTULOr7YpPUjHha6wMSNsEmYdMJxHxX7WfhiKJTpue+OkJtiZt9XCg/7y45EVu/+p2UtJTjGUQ36NiwpfYUyHtH7AfN51ExH8VvQJqD3XatHDHQt78/U0PB8rpq/Vf0XZiW/af3G86ivgIjxQT6lLzAHsypP0N9gv/teH4UlhnHiLiUgHBuQ5vJKcn03t6b48Pb+Rm+e7ltPy4pUvXuBD/5dZi4uwKkcnJye48jdhPOnokrPSL7pp8GrDSCLZpGETE5Wo9CUXrOm168ucn2Xxks4cDXdjmI5tp9XErthzZYjqKFHJuXWciMDCQIkWKZN2vIiIiImvZaXGRzFOQsf2iV2xYlqOQOHDoKEVs0wm0qcATcakideDyp5w2Ldm5hNeXv+7hQHmz89hOWk9ozU/dfqJmiZqm40gh5fZFq+Lj44G83QBL8sl+GjIPkLchCwusNIrYphMf/LG7k4n4F1sQNJ3gGOY4T0p6CvdMvwe75b337dlzYg9tJrRhbre51I133rMiciFuLyZsNhsJCQmULFmS9PSLd8NLHp1aCAf6gy01jy+wCLYdUo+EiDvUegLirnDa9PQvT7Px8EYPB8q/g8kHuXLilfx49480LtPYdBwpZNy6Aqa4yYlpsOd2sHQTH8kDrYDpXrGXw7UrITAkR9PSf5fS8uOWXt0rcb7okGhm3jmTVhVamY4ihYguDS1sjk+B3beqkBDxBrYgaDbBaSFxOuO01w9vOHMi7QTXfnYtc7fMNR1FChEVE4XJsUmw5050+3ARL1HzMcey2U4Mnzecvw/97eFArpGcnsxNX9zE9/98bzqKFBIqJgqLox/C3p5ApukkIgIQWwsSn3HatHz3csYuHevhQK6VmplK5ymd+WHTD6ajSCGgYqIwOP4l7LsPKFzdpeJfTqTAgElQ4WEI7wnNR8DvF1i+YPE/0GIEFOvr2L/GYBg3K/s+ny2Bcv2h6L0w8NPsbdsPQrVBcNzEnGJbIDT5GAJDczSlZqTSa1ovMq3CX/in29O5dcqtLN652HQU8XJuv5pDCujUXNjbHRUS4u36vA9/7YJJ/aB0Ufh0CbQfBetfhjJxOfePDIWHroE65R0fL/4H+n7k+Pi+q+DQCccxJ/SFy0rCDaPhqlpwY33H6x/4GF68A2IiPPs+AagxCIo7v+JhxPwRrD+43sOB3CclI4UbP7+RBT0X6LJRyZV6JrxZynLYdbMmW4rXS0mDr3+Hl7tC65pQJR5GdIYqpeDtn5y/5oqK0LU51C4LFUvA3S2hQyIsOjPNYOsBiI2ALs2gUWW4siZs2ONo++JXCA6EWxp55O1lF1MD6jzrtGnFnhW88usrHg7kfsdSj9Hh0w5et4KneA8VE94qdQPsuh6sU6aTiFxURiZk2iHsvDWbwkNgcR6XWFi9HX7dBG3OLMJYNR6SUx3bj5yE37c6ejGSTsGwr+CNni58A3llC3DceyMwLEdTWmYaPb/r6RPDG87sP7WfqyddzZ4Te0xHES+kYQ5vlP4v/NsBMg+bTiKSJ9Hh0KwqPPcd1CwDpWIdvQdLNzl6KS6k7ENw8ISjIBnRGfpc6dheNBIm3g/d34aUdOjeCjrUgd7vwUNXw7YD8L8xkJ4JI26BW5u4/W1C9UeheFOnTSMXjGTdwXUeCGHO9qPb6fBpBxb2XEjR8KKm44gX0aJV3ibjEOxs5bgDqIgreGjRqi374Z73YOHfEBgA9StCtQRYuQ02XKDnf9sBOHkaftsMT3wJb/RwDH84s2ADDP4cFjwNVQbCFw9BfCw0Hg6bxkDJWJe9nZyiq8F1ayAoPEfTqr2raPJBEzLs/nHZdtOyTfmp209EhkSajiJeQj0T3sR+0jG0oUJCCqHKpWDBMDh1Go6nQEJR6PKaY/LkhVQ6055YHvYfgxHfOC8mUtMdky4n9YPN+yHD/t+QSLUEWLYFbqrv2veUxRYATT9yWkikZ6bTa1ovvykkAH7b9Ru3TLmF77t+T4iTBbvE/2jOhLew0mBXJzj9u+kkIgUSGeYoJJJOwey10NH5mk5O2S1H0eDM89/BtXWgfiXH/IyMc6YmpGc4trlNtYehRAvnuRY+z5/7/3Tjyb3TnC1zuPubuwvdCp/iHuqZ8AaWBXu6Q/LPppOIXLLZfzq+lasnOHoOHvscaiRAr9aO9qGTYXcSfNLP8fzNOVC+ONQo7Xi+8G8YPRMe7pDz2Ot3wZe/weoXHM9rlIYAG3w43zHM8fdeaHSZm95YVBWo+4LTpjX71jBq8Sg3ndj7TV0/lUo/VeKlq18yHUUMUzHhDQ4/Dye+NJ1CpECOJcPQL2HXEYiLgs6N4IXbIfjMT5m9R2HnOXOK7ZZj/20HISjAMUzyUlfoe1X241oW3PchjL3L0esBjqtEJvSFBydAaoZjnoWztSwKznZmeCPnYhZnhzfS7f59N+SXf32ZxFKJ3F3nbtNRxCBNwDTtxHTY3QnQl0HcRHcNvXTV+kPD15w2jVwwkmfmO19O29+EBYWxoOcC3brcj2nOhEmp62Dv3aiQEPFCUZdBPedDGH/u/5PnFz7v4UDe63TGaW7+8matQeHHVEyYkpkEuzqC3clfjCJimA2afAhBOS99zLBnaHjDiT0n9nDzlzdzOuO06ShigIoJE6xM2N0F0i9wFyQRMadqPyjV1mnTS4tfYtXeVZ7NU0gs372ce7+/13QMMUDFhAkHHoPkuaZTiIgzkRWhnvOrE9YdWMfIhSM9m6eQ+fTPT3l5ycumY4iHqZjwtGMTIWmc6RQi4tSZ4Y3gqBwtmfZMek7rSVqmbrx3MUN/HsoPm34wHUM8SMWEJ6Ush319TacQkdxUuQ/ir3La9Mqvr7BizwoPByqc7Jadrl935e9DWs3XX6iY8JSMfbD7ZrBSTScREWciysMVzm8isuHgBkbMH+HZPIXc8dTjdJrciVNpuvOxP1Ax4QmWHfbcBRm6bErEazX5AIKjc2zOtGfSa1ovUjP1h0B+/XP4Hx6e9bDpGOIBKiY84fD/QfIvplOISG4q94GEq502jV06lmW7l3k4kO/4aM1HTFk3xXQMcTMVE+6WvBgOjTCdQkRyE1EO6o9x2vTPoX8YPn+4hwP5nvu+v4/tR7ebjiFupGLCnTKPwJ47gcyL7ioihjR+D4Jjcmy2W3Z6TeulRZhc4FjqMe78+k6/uk27v1Ex4U57e0PGv6ZTiEhuLusFpa912jT+t/Es3bXUw4F819JdS3l2/rOmY4ibqJhwl6PvwcnvTKcQkdyEl4H6Y502bTq8iad/edrDgXzf/y3+PxZsX2A6hriBigl3SNsE+weaTiEiF9L4XQgpkmOz3bJzz/R7SMlI8XwmH2e37Nz97d0cSTliOoq4mIoJV7MyHJeBWrq2WsRrVeoOZW5w2vT6stdZvHOxhwP5j13Hd9F7em/TMcTFVEy42qFn4fTvplOISG7CE6DBeKdNW45s4clfnvRsHj/03d/f8fbvb5uOIS6kYsKVUpbB4VGmU4jIhTR6F0KK5thsWRa9p/cmOT3ZQCj/89jcx3S5qA9RMeEqVjrsuxddBirixSreBWVvctr05u9vsmCHJgd6yqn0U/Sb2c90DHERFROucvgVSF1rOoWI5CYsHhq85rRpW9I2nvjpCQ8Hkh83/8jnaz83HUNcQMWEK6RthsPPmU4hIhfS6G0Ijcux+ezwxql0TZo2YcCPAzicfNh0DCkgFROusK8vWFolT8RrVbgDynVy2vTOineYt32eZ/NIloPJBxk4R5fSF3YqJgrq6ATdxEvEm4WVhIZvOG3acXQHQ34a4uFAcr5P/viEuVvmmo4hBaBioiAyDsKBQaZTiMiFNHwLQos5berzfR9Opp30cCBx5v6Z9+tKmkJMxURBHBgAdq3kJuK1yt8G5Ts7bXpv5Xv8tPUnDweS3GxN2sqI+SNMx5BLpGLiUp2cDcc1C1nEa4UWh4ZvOm3aeWwng+cM9nAguZixS8eyeu9q0zHkEqiYuBT2ZNiv66NFvFrDNyCshNOme7+/lxNpJzwcSC4m08qkz/d9yLRrvZ7CRsXEpTj0HKRvM51CRHJTrjNU6OK06cNVHzJnyxwPB5K8WrV3Fe+seMd0DMknFRP5lb4DksabTiEiuQktBo3ectq06/guBs3RpGlv98z8Zzh6+qjpGJIPKiby6+BTWlNCxJs1eM1xOagT931/H8dSj3k4kOTX4ZTDPDv/WdMxJB9UTOTH6ZWadCnizcp2gop3Om2asGYCszbP8mweuWRv/v4mGw9vNB1D8kjFRH4cGAxYplOIiDMhcY4ls53Yc2IPj85+1MOBpCDS7ekakipEVEzk1YnvIXm+6RQikpsG4yE83mlT3xl9NQZfCM3YOINftmmF4cJAxUReWBlwUEvuinitMjdBpW5Omyb9MYkZG2d4OJC4ypC5Q7As9Qh7OxUTeXH0A0j723QKEXEmuAg0cn4p4b6T+3jkx0c8m0dcauXelXy57kvTMeQiVExcTOYJODTCdAoRyU2DcRBR2mnT/TPuJ+l0kocDias99ctTpGWmmY4hF6Bi4mKOvASZ+02nEBFnSl8Pl/V02vT52s+Z9s80z+YRt9iatFULWXk5FRMXkr4Hjow1nUJEnAmOhcbvOW3af3I/D8962MOBxJ2eW/gcp9JOmY4huVAxcSFHXgIrxXQKEXGm/hiIKOO06YEfHuBwymEPBxJ3OpR8SL0TXkzFRG4yDjomXoqI90noAJV7O2368q8v+WbDNx4OJJ4wZukYUjNSTccQJ1RM5CZpHFjJplOIyPmCY6Dx+06bDp46yEOzHvJwIPGUvSf38tHqj0zHECdUTDiTeQySnN8oSEQMu+IViCzntOnBHx7kUPIhDwcST3r515fJsGeYjiHnUTHhTNIbYNfNgES8TvzVUOU+p01frf+KqeunejiQeNr2o9v57M/PTMeQ86iYOJ89WbcYF/FGQVHQxPnwxqHkQzz4w4MeDiSmjFo8CrtlNx1DzqFi4nxH34NMdZOKeJ0rXobICk6b+s/qz4FTBzwcSEz55/A/fL3+a9Mx5BwqJs5lpcGR0aZTiMj5Sl0FVe532vTthm+Z/NdkDwcS0/5v8f+ZjiDnUDFxrmMTIWO36RQicq6gSGjyAdhsOZqOpByh38x+BkKJaWv2rWHmxpmmY8gZKibOsjLh8EumU4jI+eq+CFGVnDY9POth9p/Scvf+6oVFL5iOIGeomDjrxNeQvsV0ChE5V8k2UM35xMrp/0zns7Wa1e/Plu5ayuKdi03HEFRM/CfpTdMJRORcgRHQ5EOnwxtJKUncP8P5HArxL2+veNt0BEHFhEPqekhZaDqFiJyr7v9BdGWnTQNmD2Dvyb0eDiTe6Ov1X2uhMi+gYgLgqG4eI+JVSrSC6s7v+jlz40w++eMTDwcSb5Wamaoltr2Aigl7MhzTDyYRrxEYDk0/cjq8cfT0Ue6b4XwFTPFf7658F8uyTMfwayomjn+hpbNFvEmd5yG6itOmgbMHsufEHg8HEm+3NWkrc7bMMR3Dr6mY0BCHiPco3hxqDHDa9OPmH/l4zceezSOFhiZimuXfxUTKCji9wnQKEQEIDDszvJHzx9Lx1OPc+/29BkJJYTFj4wx2Hd9lOobf8u9iQr0SIt4jcSTEVHfaNGj2IP2ikAvKtDJ5f6XzG8GJ+/lvMZF5zDFfQkTMK9YUagx02jR3y1w+WP2BhwNJYfTB6g/IsGeYjuGX/LeYOPYJWMmmU4hIQKhjeCMgMEfTidQT9Pm+j4FQUhjtObGHaX9PMx3DL/lxMaHuMBGvkDgCYms6bXps7mPsPLbTs3mkUFMvlhn+WUykroPUtaZTiEhcI6j5mNOmn7f+zHsr3/NwICnsftr6k1bENMA/i4njX5pOICIBIdD0Y6fDGyfTTtLn+z5YaCEiyZ8MewZfr//adAy/45/FxAkVEyLGXT4citR22vT43MfZfnS7Z/OIz/hynX7Ge5r/FROnV0PaRtMpRPxbXAOo9bjTpvnb52sBIimQBTsWsO/kPtMx/Ir/FRMa4hAxK2t4IyhH06m0U/Se3lvDG1IgdsvOV+u/Mh3Dr/hfMXFiiukEIv6t9lNQJNFp09Cfh7I1aauHA4kv0lCHZ/lXMZGyHNK3mU4h4r+KXgG1n3TatHDHQt5Y/oaHA4mvWrJziVZN9SD/KiaOTzadQMR/BQTnOryRnJ6s4Q1xKQuLKevUE+0p/lNMWBacmGo6hYj/qjUUitZ12vTkz0+y+chmDwcSX6ehDs/xn2IiZQlkqMtLxIgideDyp502Ldm5hNeXv+7hQOIPlu9ezrYkDW17gv8UE5p4KWKGLQiaTnAMc5wnJT2Fe6bfg92yez6X+IWp69Uj7Qn+U0yc/MF0AhH/VOtxiLvCadPTvzzNxsNa90Xc54dN+tnvCf5RTKRthfQtplOI+J/Yyx0rXTqx9N+ljF823rN5xO/8+u+vnEw7aTqGz/OPYuLUbNMJRPyPLdBx9UZgSI6m0xmnNbwhHpFuT2fetnmmY/g8FRMi4h41H4NiDZ02DZ83nL8P/e3hQOKvZm/R7wB38/1iwsqAZFWlIh4VWwsSRzhtWr57OWOXjvVsHvFrc7bMMR3B5/l+MZGyFOzHTacQ8R+2QGjyMQSG5mhKzUil17ReZFqZBoKJv9p0ZJMuEXUz3y8mNMQh4lk1BkLxxk6bRswfwfqD6z0cSES9E+7mB8WEvoFEPCamBtQZ6bRpxZ4VvPLrKx4OJOKgeRPu5dvFROZhOL3SdAoR/2ALgCYfQWBYjqa0zDQNb4hRv2z7hQx7hukYPsu3i4lTcwFdeibiEdUHQIlmTptGLhjJXwf+8mwekXMcSz3Gsl3LTMfwWT5eTGiIQ8QjoqtBneedNq3au4qXlrzk4UAiOWmow318u5hIXmA6gYjvswVA048gKDxHU3pmOr2m9VL3sniF+dvnm47gs3y3mMg4BOlbTacQ8X3V+kOJFk6bnl/4PH/u/9PDgUScW7l3JZl2zdtxB98tJk4vN51AxPdFVYG6/+e06Y99fzBq8SgPBxLJXXJ6subuuInvFhMpmmgj4l42aPohBEXkaMmwZ9BzWk/S7ekGconkbvlu/aHpDr5bTKhnQsS9qj0IJVs7bfq/Rf/Hmn1rPJtHJA+W7dYfmu7gu8VEiooJEbeJugzqvei0ae3+tTy/0PmVHSKmqWfCPXyzmEjbBPYjplOI+CgbNPkQgiJztGTYM+g1rZeGN8RrrT+4nlNpp0zH8Dm+WUyoV0LEfareD6XaOm16afFLrNyrVWfFe2VamazYs8J0DJ/jm8XEaY2JibhFZEWo97LTpnUH1jFyofP7coh4Ew11uJ5vFhPqmRBxjyYfQHBUjs2Z9kx6TetFWmaagVAi+bN8j35HuJrvFRNWGqSuMZ1CxPdUuQ/i2zlteuXXV/h9z+8eDiRyaXSPDtfzvWLi9J9gpZpOIeJbIsrDFaOdNm04uIER80d4No9IAfx7/F/2ndxnOoZP8b1iIlWrm4m4XJMPIDg6x+azwxupmSrgpXDRSpiu5XvFRNp60wlEfEvlPpBwtdOmsUvHahEgKZQ2Ht5oOoJP8b1iInWD6QQiviOiHNQf47Tpn0P/MHz+cA8HEnGNfw79YzqCT/G9YiJNxYSIyzR+D4Jjcmy2W3bumX4PpzNOGwglUnD/HFYx4Uq+VUzYT0P6NtMpRHzDZb2g9LVOm8b/Np5f//3Vw4FEXEfDHK7lW8VE2kbAbjqFSOEXXgbqj3XatOnwJp7+5WkPBxJxrR3HdpCaoYnDruKDxYSIFFjjdyGkSI7NZ4c3UjJSPJ9JxIXslp3NRzabjuEzfKuYSNc3hkiBVeoOZW5w2vT6stdZvHOxhwOJuIfmTbiObxUTaSomRAokPAEajHfatOXIFp785UnP5hFxI13R4To+VkxsMp1ApHBr9C6EFM2x2bIsek/vTXJ6soFQIu6x8YiGxl3Ft4oJDXOIXLqKd0HZm5w2vfn7myzYscDDgUTcSz0TruM7xYQ9FTL2mk4hUjiFlYIGrzlt2pa0jSd+esLDgUTcT5eHuo7vFBOZ+wDLdAqRwqnROxAal2Pz2eGNU+mnDIQSca/DKYd1eaiL+E4xkaE7wIlckgp3QLlOTpveWfEO87bP82weEQ86cOqA6Qg+wYeKif2mE4gUPmElocHrTpt2HN3BkJ+GeDiQiGftP6XfHa7gO8VEpnomRPLFZoOGb0FYcafNfb7vw8m0kx4OJeJZ+0+qmHCFINMBXEY9EyL5U6wJBEc7bXpv5Xv8tPUnDwcS8Tz1TLiG7/RMaM6ESP7kUkj8e+xfHpv7mIfDiJihngnX8J1iIlPfECKucO/393I89bjpGCIeoZ4J1/CdYkI9EyIF9uGqD5m9ZbbpGCIeo2LCNXyomNA3hEhB7D6+m0FzBpmOIeJRGuZwDd8pJnQ1h0iB3DfjPo6lHjMdQ8Sj1DPhGr5RTNiTwa5L2EQu1YQ1E/hh0w+mY4h4nHomXMM3ionMw6YTiBRae07s4dHZj5qOIWLEkZQjZNgzTMco9HyjmLBSTCcQKbT6zujL0dNHTccQMcLC4lSa7j1TUL5RTNhPm04gUihN+mMSMzbOMB1DxKjk9GSXH3PGjBkUKVKEzMxMANasWYPNZuOJJ/67A2+fPn24++67Afj666+pXbs2oaGhVKxYkTFjxmQ7XsWKFXn++efp3r07UVFRVKhQgenTp3Pw4EE6duxIVFQUderUYcWKFVmvOXz4MF27dqVMmTJERESQmJjIF198ke24bdu25eGHH2bIkCHExcURHx/PiBEj8v1+faOYsFRMiOTXvpP7eOTHR0zH8D+/A28B/3fm8QGw6Zz2dGAm8BLwAvAlkJ8pYd8DI4Cl52zLAL45c77XgC3nvWYJ4MdTZtxRTLRq1YoTJ06wevVqABYsWEDx4sWZP39+1j4LFiygbdu2rFy5kttvv5077riDtWvXMmLECIYNG8aECROyHXPcuHG0aNGC1atXc8MNN9CtWze6d+/O3XffzapVq6hcuTLdu3fHshx30D59+jQNGjRg5syZ/PXXX9x3331069aN5cuXZzvuxIkTiYyMZNmyZbz88suMHDmSuXPn5uv92qyzZy3MkhfCzjamU4h4p4AoqHYix+ZOkzsx7Z9pBgL5uX8AG1AMsIA/cPwyvx8oCcwANgKdgDAcv+RtQO88HHsDMB9IBpoDzc5sX4ajiLkdR+GyBHjszHGTgEnAfWfO54f+uP8P6pSq4/LjNmjQgK5duzJ48GBuvvlmGjVqxLPPPsvhw4c5duwYZcuWZePGjYwYMYKDBw8yZ86crNcOGTKEmTNnsm7dOsDRM9GqVSsmTZoEwL59+0hISGDYsGGMHDkSgN9++41mzZqxd+9e4uPjnWa68cYbqVGjBqNHjwYcPROZmZksWrQoa5/GjRtz1VVX8eKLL+b5vfpGz4RdcyZE8uPztZ+rkDClOlANRzFRHGgHhAC7gNPAKqADcBlQGugI/HvmcSHHcRQencn5k/3gmfOWBBrjKDbO/jE+A7gavy0kwD09EwBt2rRh/vz5WJbFokWLuOWWW6hZsyaLFy9mwYIFlC5dmqpVq7JhwwZatGiR7bUtWrRg06ZNWcMkAHXq/FfwlCpVCoDExMQc2w4ccNxWPTMzk+eee47ExETi4uKIiopi9uzZ7Ny5M9u5zj0uQEJCQtYx8so3bvSlYQ6RPNt/cj8Pz3rYdAwBsAPrcAxtlAX2nNl22Tn7lABicRQb5S5wnG+AFjgKhvPF4+gBSQc2A1FABPAnjt8CNQv4Pgo5dxUTbdu25aOPPuKPP/4gODiYGjVq0LZtW+bPn09SUhJt2uSvRz04ODjrY5vNlus2u90OwCuvvMKrr77K+PHjSUxMJDIykgEDBpCWlpbrcc8e5+wx8krFhIifeeCHBzicosupjdqPY65EBo5eiS44ioB9QCAQft7+kVx43sQSHL0RTXJpv+LMOd/EUUTcBqQA84CewM/AX0Acjp6QmHy+n0IuLTPt4jtdgrPzJsaNG5dVOLRt25YXX3yRpKQkBg1yrDhbs2ZNlixZku21S5YsoVq1agQGBl7y+ZcsWULHjh2zJnna7XY2btxIrVq1LvmYufGNYQ4VEyJ58uVfX/LNhm9Mx5BiOOZI3As0Ar4D8ter/J89wG845ljYctknELgBGIBjbkQFYA6O4mMv8DfQD0fvyKxLzFGIpWemu+W4RYsWpU6dOnz22We0bdsWgNatW7Nq1So2btyYVWAMGjSIn3/+meeee46NGzcyceJE3njjDQYPHlyg81etWpW5c+fy66+/smHDBvr27cv+/e5ZpMs3igldGipyUQdPHeShWQ+ZjiHg6BMuhmNORHugFI5JklFAJo5eg3OdOtPmzI4z7eOAZ888juEoFsbl8pptOIqXxsB2oCqOHpLaZ577mXS7e4oJcMybyMzMzCom4uLiqFWrFvHx8VSvXh2A+vXrM2XKFCZPnszll1/O8OHDGTlyJD179izQuZ9++mnq169Phw4daNu2LfHx8XTq1KlgbygXvnE1x5HxcEAr+Ik4deZqjtun3s7U9VNNpxFnJuCYF3Ed8DJwK3C2J/oQ8AaOqzmczZlIBs6/WOdToA6O4Y3i57WlA+/imKiZgKMnwgZci6OXYgIwtADvpRCa3HkyXS7vYjpGoaY5EyJ+4Kv1X6mQ8BY/AVVwFA9pwFocvQHdcFxRUR+YjWPeRCiOKzTKkr2QeB1Hj0ZNHHMgIs47RwCOnozzCwmAhTh6IhLOPC8HzAXqAcuB8pf+1gord/ZM+AvfKCYo/J0rIm5jZTBk7mOmU8hZp4BvcUyoDMUxxNENqHymvQOOnoIvcQx5VMYx3+Fch3FcRppf+3FcPXL/Odtq4ShmPsYx9NL5Eo5byOneHAXnI8McY+HAINMpRLzWJ/ta0GPBkovvKOKHPrvlM+5MvNN0jELNNyZg2kJNJxDxat3jl9CrVkvTMUS8UmigfocUlI8UEyGmE4h4vTdrreDyElVMxxDxOmFBfrz8p4v4SDGhqlLkYsIDTzO1WSZRIbldYyjin1RMFJyKCRE/UiN8G++0cP0NjUQKs9Ag/Q4pKBUTIn7mrpK/0qd2K9MxRLyGeiYKTsWEiB96vdZy6pSoZjqGiFdQMVFwKiZE/FBYQCpTm6dp/oQIuprDFVRMiPipamHbea9FoukYIsapZ6LgfKSY0KWhIpeia8ml9L1c8yfEv6mYKDgfKSbUMyFyqcbXXE69ktVNxxAxRldzFJxvFBOBRUwnECm0wgJSmdL0NNEh0aajiBgRHhRuOkKh5yPFREnTCUQKtarhO/ig5eWmY4h4XGxoLMGBwaZjFHq+UUwEhEGA/qoSKYjbSyylX6LmT4h/KRVVynQEn+AbxQSod0LEBcbVWEb9UjVMxxDxmFKRKiZcwXeKiSAVEyIFFRqQxpSmycSExpiOIuIR6plwDd8pJtQzIeISlcN28lHLWqZjiHiEeiZcQ8WEiOTQufhvPFSntekYIm6nYsI1fKeY0DCHiEuNqb6UhvE1TccQcSsNc7iG7xQT6pkQcamQgHSmND1BkbBY01FE3EY9E67hO8WEeiZEXK5S6C4+aqGrO8R3qWfCNXynmFDPhIhb3Fx8GY/U1fwJ8U3qmXAN3ykmguJNJxDxWa9U+5XGCbVNxxBxOfVMuIbvFBPBFQGb6RQiPik4IIMvmxylaFgR01FEXCYmNIaI4AjTMXyC7xQTAREQVMZ0ChGfVTF0Nx+3rGY6hojLVI2rajqCz/CdYgIgRN8YIu7UsdhyBtZrYzqGiEtUK6bi2FVUTIhIvrxYdQlNS+sOo1L4VS9W3XQEn+FbxUSwqkwRdwsOyODLxkeICy9qOopIgahnwnV8q5hQz4SIR5QP3cPEFlWwadKzFGLVi6tnwlV8rJhQlSniKTcW+51BV7QyHUPkkqlnwnV8rJi4DAg0nULEb4yqsoTmpRNNxxDJt9LRpYkKiTIdw2f4VjFhC4Hg8qZTiPiNoIBMvmxykGLhcaajiOSLeiVcy7eKCfD7oY7d++HuIVCsKYTXg8T/wYq//mu3LBj+GiS0crS37wWbtl/4mG9/AXU6QkxDx6PZHTBrYfZ9Br4IcU2h3JXw2ffZ26b+CDf1c8GbE69UNmQfk1pepvkTUqjoSg7X8r1iIth/J2EmHYMWd0JwEMx6D9bPgDGPQ9GY//Z5+QN47VN4ZwQs+xIiI6DDvXA6Nffjlo2HFwfCyq9gxVS4qil0fAjWbXK0fz8PPp8Jcz6AlwdDn2FwKMnRduwEPDUe3hzmrnct3uC6uBUMqa/7d0jhoZ4J1/K9YiK0pukExrz0AZRLgI//DxrXgUpl4ZoWUPnMyI9lwfhP4On7oWM7qFMdPnkR9hyA737K/bg3XQnXt4GqFaFaJXhhAERFwG9/ONo3bIG2jaDh5dD1BoiJgm27HG1DRkO/O6B8aXe+c/EGz1deTMsydUzHEMkT9Uy4lu8VE2ENTCcwZvo8aFgbbhsAJVvAFbfA+1P+a9+2C/YdgvbN/tsWGw1N6sDSP/J2jsxMmDwTTiVDs3qObXVrwIp1jp6Rlesg5TRUKQ+LV8Kq9fBwN1e9Q/FmQQGZTG58gBIRxU1HEbmoWiVqmY7gU3yvmAitBwSbTmHE1n/h7clQtQLMft/RI/Dw/8HE7xzt+w45/i1VLPvrShWHfQcvfOy1GyGqAYTWhfufhW9fh1pVHG0dWsLdN0Gj26HnUJg4CiLDod+zjuGUtydD9escQzBnh0bEN5UJ2ceklhU0f0K8WvGI4lQqWsl0DJ/ie8VEQCiE+uelanYL6teC/3sUrqgF990O994G70wu+LGrV4Q13zjmWfS7A3oMhfWb/2sf8RBsng1rp8PNV8Oo9x09IMFB8Pw7sPgz6HMrdH+i4FnEu3UoupKhDTR/QrxX4zKNTUfwOb5XTACENzKdwIiE4lCrcvZtNS+DnXsdH8ef6X3efzj7PvsPQXyJCx87JASqVIAGtWHUQKhbHV6d5Hzfv7fCp9PhuYdh/nJo3RBKxMHt1zqGPU6cyv97k8Jl5GWLaFOurukYIk41Lq1iwtV8s5gI889iokV9+Gd79m0bt0OFM5MfK5V1FBQ///Zf+/GTsOxPaJbPn/t2C1LTcm63LOj7DIx9AqIiHXMs0tMdbekZjn8zM/N3Lil8AgPsfNFoLyUjNX9CvI96JlxPxYQPebSH4wqL/3sXNu+Az2fAe1PhwTsd7TYbDOjuGHaY/otjHkT3J6B0SejU/r/jtOsFb3z23/OhY2Hh77B9t+M1Q8c6ehzuujFnhg+mOnohbrrS8bxFffhlGfy2BsZNdPScFInJ+TrxPQnBB/i0RXkCbL75Y0YKLxUTrhdkOoBbhNYGWwRYyaaTeFSjRPj2NRg6Dka+5eiJGP8E3HXTf/sM6QOnUuC+Z+DocWhZH358D8JC/9tny87/1okAOHDYUXTsPei4+qNONccEz6tbZD///kPwwrvw6xf/bWtcBwb1hBvuh5LFHJMzxX9cXXQVTzVow3MrFpiOIgJA5aKVKRZR7OI7Sr7YLMuyTIdwix0tIWWJ6RQifs9u2Wi/tC7z/l1jOooIXS/vyuedPzcdw+f4bv+jnw51iHibAJvF5w13UyryIrN8RTygSZkmpiP4JBUTIuJ28SEH+bxlGc2fEOM0X8I9fPd/tp9eHirira4qsobhDVuZjiF+LDggmCsSrjAdwyf5bjERUhUC402nEJFzDKu0kHbl9cNczEgslUhYUJjpGD7Jd4sJgMj2F99HRDwmwGbxWYN/iY8saTqK+KE2FdqYjuCzfLyYuNp0AhE5T6mQQ3zRKoFAW6DpKOJnrql8jekIPsu3i4kI9UyIeKO2sX/wTKOWpmOIHwkLClPPhBv5djERXBpCaptOISJOPFVxIVdXqG86hviJluVbEh4cbjqGz/LtYgI01CHipRzzJ3ZQOkoTpcX9OlTuYDqCT1MxISLGlAg+zBctS2r+hLid5ku4l+8XExFtwBZiOoWI5KJ17J+MbKz5E+I+8VHx1ClVx3QMn+b7xURAJIQ1M51CRC5gaIUFXFuxoekY4qPUK+F+vl9MgIY6RLyczQaT6m+lTLTmT4jrXXOZigl3UzEhIl6hePARJrcsQVBAkOko4kNs2NQz4QH+UUyENYRA3b9exNu1jFnL841bmI4hPqRefD1K6I61bucfxYQtAKL+ZzqFiOTBkPILuL6S5k+Ia1xX5TrTEfyCfxQTANGdTScQkTyw2eCT+lsoF1PadBTxAbfVvs10BL/gP8VE5NUQEGM6hYjkQbGgJCa3jNP8CSmQasWqUS++nukYfsF/iglbCETdaDqFiORR8+i/GNVE8yfk0nWp3cV0BL/hP8UEaKhDpJAZVG4BN13W2HQMKaTuuPwO0xH8hn8VE5HXQUCU6RQikkc2G0yot5HyMWVMR5FC5vKSl1OrRC3TMfyGfxUTAeEQdZPpFCKSD3HBR5nSsgjBAcGmo0ghoiEOz/KvYgIguqvpBCKST02i1/FiEy2LL3mnYsKz8lVMtG3blv79+zNgwACKFi1KqVKleP/99zl16hS9evUiOjqaKlWqMGvWLAAyMzPp3bs3lSpVIjw8nOrVq/Pqq69mO2bPnj3p1KkTo0ePJiEhgWLFivHggw+Snp7uund5rqgOEFDUPccWEbcZWH4hHStr/oRc3BXxV1C1WFXTMfxKvnsmJk6cSPHixVm+fDn9+/enX79+3HbbbTRv3pxVq1ZxzTXX0K1bN5KTk7Hb7ZQtW5apU6eyfv16hg8fzpNPPsmUKVOyHXPevHls2bKFefPmMXHiRCZMmMCECRNc9R6zs4VA9M3uObaIuNWEen9TMbas6Rji5dQr4Xk2y7KsvO7ctm1bMjMzWbRoEeDoeYiNjeWWW27hk08+AWDfvn0kJCSwdOlSmjZtmuMYDz30EPv27eOrr74CHD0T8+fPZ8uWLQQGBgJw++23ExAQwOTJkwv8Bp069RP8q/t1iBRGy0/UpOWPm0m3u6n3Ugq9bY9so2KRiqZj+JV890zUqfPfPeEDAwMpVqwYiYmJWdtKlSoFwIEDBwB48803adCgASVKlCAqKor33nuPnTt3Zjtm7dq1swoJgISEhKzXu0XEVRBc0X3HFxG3aRy9gVeaav6EONekTBMVEgbku5gIDs4+o9pms2XbZrPZALDb7UyePJnBgwfTu3dv5syZw5o1a+jVqxdpaWkXPabdbs9vtLyzBUDsve47voi41SPlFnJLlSamY4gX6n1Fb9MR/JJb16pdsmQJzZs354EHHsjatmXLFneeMu+K3AOHngEyTCcRkUvwUd0NrD5Ujm1H/zUdRbxETGgMdybeaTqGX3LrpaFVq1ZlxYoVzJ49m40bNzJs2DB+//13d54y74LiIbqj6RQicolig44zpUUUIYEhpqOIl+hWpxuRIZGmY/gltxYTffv25ZZbbqFLly40adKEw4cPZ+ulMK5IX9MJRKQAGkZtYIyTid7in+5veL/pCH4rX1dz+BzLgq1VIH2r6SQiUgC3r2rK1E2/mY4hBrUs35JFvRaZjuG3/G8FzHPZbFBEEzFFCrsP6q6jcpHypmOIQf0a9jMdwa/5dzEBENsL0Jr/IoVZTOAJprYIJzQw1HQUMaBERAlurXWr6Rh+TcVEUCmI7mQ6hYgU0BVR/zCumZbb9ke96vXSRFzDVEyAJmKK+Ih+ZRbRpZoWtPInNmz0baif4aapmIAzK2LqpjAivuD9OmupWrSi6RjiIddUvobLil5mOobfUzEBjomYcQNNpxARF4gOPMnUFiGEBYWZjiIeoImX3kHFxFmxvSAw3nQKEXGBupEbGd+soekY4mZV4qpwU/WbTMcQVEz8JyAU4h41nUJEXKRv6cV0rd7cdAxxo8eaP0aATb/GvIF/L1p1vswTsKU82I+aTiIiLnAyM5KGv5TknyPbTEcRF4uPimf7I9sJDdLlwN5AJd25AqOhqBct9y0iBRIVeIqpLYIIDwo3HUVcbECTASokvIiKifMVHQA2/eAR8RWJEZt4rXkD0zHEhWJDY+nXSBMvvYmKifMFlYDY3qZTiIgL9UlYzN01WpiOIS7yQKMHiAmNMR1DzqE5E86k74AtVYAM00lExEVOZUbQaF48Gw7rxn6FWWRwJNsHbKd4RHHTUeQc6plwJrgCxNxpOoWIuFBkYDJTm9uICI4wHUUK4IFGD6iQ8EIqJnJT7HHAZjqFiLhQ7YgtvNG8vukYcokigiMY3Hyw6RjihIqJ3ITWgqibTacQERfrFb+YHjU1f6Iw6tugLyUjS5qOIU5ozsSFpP4D2y5HcydEfEtyZjiN5pdm/aEtpqNIHoUHhbP1ka3ER2mlYm+knokLCa0ORXRlh4iviQhMYWozx2Q+KRwebfqoCgkvpp6Ji8nYD1urgP2k6SQi4mKf7GtBjwVLTMeQiygZWZLN/TcTHRptOorkQj0TFxNUCooOMp1CRNyge/wSetXS/Alv92zbZ1VIeDn1TOSF/aRj3YnM/aaTiIiLpWSG0XhBWf46uNl0FHGiZvGarO23lsCAQNNR5ALUM5EXAVFQ/BnTKUTEDcIDTzO1WSZRIVGmo4gTr1z9igqJQkDFRF4VuRdCqptOISJuUCN8G++0qGM6hpynXaV23FDtBtMxJA9UTOSVLQhKjDKdQkTc5K6Sv9KndivTMeSMAFsAo68ZbTqG5JGKifyIvhnCNVlLxFe9Xms5dUpUMx1DgG51ulEvvp7pGJJHKibyq+QrphOIiJuEBaQytXma5k8YFh4UzgtXvWA6huSDion8Cm8GMT1MpxARN6kWtp33WiSajuHXBjUbRJmYMqZjSD7o0tBLkXEIttWAzMOmk4iIm9y/rhXv/rXIdAy/Uy6mHOsfXK/eoUJGPROXIqg4lNDEIBFfNr7mcuqV1BVcnvbWDW+pkCiEVExcqiI9IaKt6RQi4iZhAalMbZZCdIhWXvSU22vfzo3VbjQdQy6BiomCiH8XbKGmU4iIm1QJ28kHLS83HcMvFA0rymvXvmY6hlwiFRMFEVINig01nUJE3Oj2Ekt5ILG16Rg+75WrX6FUVCnTMeQSaQJmQVlpsK0OpP1jOomIuEmqPYTmCy9j1f6/TUfxSVdWvJJfevxiOoYUgHomCsoW4hjuEBGfFRqQxpSmycSExpiO4nPCgsJ476b3TMeQAlIx4QoRbSC2l+kUIuJGlcN28lHLWqZj+JzhrYdTJa6K6RhSQBrmcJXMI7C1BmQeNJ1ERNyo/4bWvPHnQtMxfEKdUnVYed9KggKCTEeRAlLPhKsExkG8uupEfN2Y6ktpGF/TdIxCL8AWwPs3va9CwkeomHCl6E4Q28d0ChFxo5CAdKY0PUGRsFjTUQq1gU0H0rhMY9MxxEU0zOFq9lOwvT6kbTSdRETc6NtDTbjl52WmYxRKDRIa8GvvXwkJDDEdRVxEPROuFhAJCZ8BwaaTiIgb3Vx8GY/U1foT+RUVEsUXnb9QIeFjVEy4Q3hDKDHSdAoRcbNXqv1K44TapmMUKm9c9wZVi1U1HUNcTMWEu8QN0b07RHxccEAGUxofpWhYEdNRCoU7E++kR70epmOIG6iYcBdbACRMgoCippOIiBtVCNvNhJbVTMfwepWKVOLtG942HUPcRMWEOwWX1eqYIn7gf8WWM7BeG9MxvFZQQBBfdP5CK4j6MBUT7hZzG8SoW0/E171YdQlNS+sOo86MbDuSJmWbmI4hbqRLQz3BfhK21Yf0TaaTiIgb7UwtzRWzUziSkmQ6ite4qtJVzO02lwCb/nb1ZfrqekJAFJT9DgKiTScRETcqH7qHiS2qYMNmOopXKB5RnEk3T1Ih4Qf0FfaU0FqQ8Anoh4yIT7ux2O8MvkLrTwQFBDG582RKR5c2HUU8QMWEJ0V3gmLDTKcQETf7vyqLaV460XQMo8ZcM4Z2l7UzHUM8RHMmPM2yYHcnODnddBIRcaNdafHU+zGNwylHTEfxuD5X9OH9/71vOoZ4kHomPM1mg4RPIaSG6SQi4kZlQ/YxqeVlfjd/okW5Frx5w5umY4iHqZgwITAayk6DAN11UMSXXRe3giH1/Wf+RLmYcnzT5Rvdd8MPqZgwJaQalP4MfQlEfNvzlRfTskwd0zHcLiI4gml3TKNkZEnTUcQA/SYzKeoGKP6s6RQi4kZBAZlMbnyAEhHFTUdxqwkdJ3BFwhWmY4ghKiZMK/YURHc2nUJE3KhMyD4mtazgs/Mnnm71NLfVvs10DDFIxYRpNpvjhmDhLU0nERE36lB0JUMb+N78iU41OjHyypGmY4hhujTUW2Qmwc7WkPqX6SQi4iaZ9gDa/ZbIgn//MB3FJRqWbsi8HvOICokyHUUMU8+EtwgsCmV/hKDyppOIiJsEBtj5otFeSkYW/vkTNYrXYNZds1RICKBiwrsEl4FysyGwmOkkIuImCcEH+LRF+UJ9v4ryseWZ220uxX18UqnkXeH9bvZVoTWg7EywRZpOIiJucnXRVTzVoJXpGJekREQJ5tw9h7IxZU1HES+iORPe6uSPsOsmIMN0EhFxA7tlo/3Susz7d43pKHkWHRLNvB7zaFC6geko4mXUM+Gtoq6FhI/QXUZFfFOAzeLzhrspFVnCdJQ8CQsKY3rX6SokxCkVE94sthuUeNl0ChFxk/iQg3zesozXz58ItAUyufNk2lZsazqKeCnv/g4WKDYY4oaYTiEibnJVkTUMb+i98yds2Pjgfx/QsUZH01HEi6mYKAxKvgRxg0ynEBE3GVZpIe3Ke+dS1KOvGU3Pej1NxxAvp2KisCg5WgWFiI8KsFl81uBf4r3sJlkvtnuRgc0Gmo4hhYCKicJEBYWIzyoVcogvWiUQaAs0HQUbNl679jUeb/m46ShSSKiYKGxKjoa4waZTiIgbtI39g2camb1PT4AtgPdvep/+TfobzSGFi9aZKKwOPg2HXzCdQkRczG7ZuHbZFczdscrj5w4KCGJip4ncmXinx88thZuKicLs0P/BoadMpxARFzuYXox6c4LZc3Kfx84ZEhjCF52/4Jaat3jsnOI7NMxRmBV/EkqON51CRFysRPBhvmhZ0mPzJ8KCwviuy3cqJOSSqZgo7OIegfh30ZdSxLe0jv2TkY3dP38iMjiSmXfO5Lqq17n9XOK7NMzhK058A3vuBivFdBIRcRHLguuXN+TH7SvccvzY0Fh+uOsHmpdr7pbji/9QMeFLUn6DXf+DzIOmk4iIixxKj+OKuaHsOrHXpcctHV2a77t+T/2E+i49rvgn9Y37kvCmUGEphFQznUREXKR48BEmtyxOUECQy45ZL74ey/osUyEhLqNiwteEVHYUFOFmr1UXEddpEbOW5xu3cMmxbqx2I4t6LaJsTFmXHE8EVEz4psA4KPcTRHcxnUREXGRI+QXccFmjAh3jkSaPMO2OaUSFRLkolYiD5kz4MsuCg0PhyEumk4iICxzOKMoVc8P59/iefL0u0BbIa9e9xgONHnBTMvF3Kib8wdH3YN8DQKbpJCJSQL+euJw2P/5Nhj0jT/vHhMYw5dYpdKjSwc3JxJ9pmMMfFLkPyn4PATGmk4hIATWP/otRTfI2f6JCbAV+vedXFRLiduqZ8Cdpm2B3Z0hdazqJiBSAZUHHFY35fuvyXPdpUqYJ0+6YRqmoUh5MJv5KPRP+JKQqVPgNYrqbTiIiBWCzwYR6GykfU8Zpe+8rejO/53wVEuIxKib8TUAElJ7oWILbFmo6jYhcorjgo0xpWYTggOCsbeFB4Xzc8WM++N8HhAWFGUwn/kbDHP7s9ErYfSukbzedREQu0bidbRi4dAFV4qrw1W1fUTe+rulI4odUTPi7zCTY0w1OzTSdREQu0ej9D3Fvk+eJDYs1HUX8lIoJcczmOjwKDg1Hl4+KFCK2UCg5Goo+ZDqJ+DkVE/KfU7/Anq6QecB0EhG5mJBqUPpLCKtnOomIJmDKOSKvgkprIaqj6SQiciEx3aDiShUS4jXUMyHOHfsE9j8M9mOmk4jIWQFxUOo1iL3LdBKRbFRMSO7Sd8HeeyB5rukkIhLVCeLfhqB400lEclAxIReX9DYceAysU6aTiPifwGJQ6nWI6Wo6iUiuVExI3qRthb09IWWR6SQi/iPqFoh/C4K0kqV4NxUTkneWHY6Mg0NPg3XadBoR3xVYHEq9ATFdTCcRyRMVE5J/qRtgX29IWWo6iYjvib4VSr0FQSVMJxHJMxUTcmksC45NhIOPa10KEVcILHmmN+I200lE8k3FhBRM5lHHyplJb6HVM0UuRTAU7Q/Fh0OglsOWwknFhLjG6T9g/0OQsth0EpHCI/JaKDkOQmuYTiJSIComxLWOTYIDQyBzn+kkIt4ruCqUGgtRN5pOIuISKibE9TKPw6ERkPQ6kGE6jYj3CIiGYsMg7hGwhZhOI+IyKibEfVL/gv0DIPln00lEDLNBbA8oMUorWIpPUjEh7nfqF8faFLqUVPxReDMoOR7CG5tOIuI2KibEc07OgINPQ+ofppOIuF9YIyj+LERdZzqJiNupmBDPsiw4MdVxOWnaP6bTiLheaH0o8awmV4pfUTEhZliZjis/Dj8L6dtNpxEpuNB6jp6I6P+ZTiLicSomxCwrHY5+AIefh4w9ptOI5F9oHSg+wnGLcJvNdBoRI1RMiHewp8CxTyBpnIY/pHAIvRyKjYDoW1REiN9TMSHexbLg1Ew4MgaS55tOI5JTRDso+ohjToSKCBFAxYR4s9Or4chYOP4lkG46jfgzWzjE3A1xDzt6JEQkGxUT4v3SdztW0zz6HtiTTKcRfxJUDoo+CEXuhcA402lEvJaKCSk87Kfg2MdwZDykbzGdRnxZeAvHUEb0zWALMp1GxOupmJDCx7IgeZ6jsDjxDVjJphOJL7CFQfRtjvtmhDUwnUakUFExIYVb5nE4MQWOTYCUJabTSKFjg/DWENsNom+FwFjTgUQKJRUT4jvSNjmKimOfQMYu02nEm4VUh5huEHs3BFcwnUak0FMxIb7HskPyT3D0Yzj5HVinTScSbxBYHKLvcPRC6KZbIi6lYkJ8W+ZRODndMbfi1GwVFv7GFg5RNzh6IaKuA1uw6UQiPknFhPgP+yk4+QOc+BpO/QD2E6YTiTsElXYsKBV5I0S2h4Bw04lEfJ6KCfFPVppjhc0T38PJ7yFjh+lEcslsjqsvom6EqJsgrL7pQCJ+R8WECMDptY6i4tSPcHo5WKmmE8mF2CIcvQ5RNzmGMYISTCcS8WsqJkTOZz8NKb9BygJH70XKb5prYZotHMIaQ0RLCG8FEW0gIMx0KhE5Q8WEyMXYUx29FckLHI+UX7VQlrsFFnOsQhne0lFAhDUAW4jpVCKSCxUTIvllpUPK75CyEE6vhNNrzizvrf9Klyy40n+FQ3hLCKmpO3KKFCIqJkRcwX4SUtc6CovUP878u1Y9GOezhUBILQitC2F1//s3sJjpZCJSAComRNzFskP65v8KjNS/IH0bpO8A+3HT6dzLFupYZTKkFoTWPPNvLQipqrUeRHyQigkREzKTIH17Lo8dYD9mMt1FBDiunggqB8Hlzvu3rOPfoHiwBZgOKiIeomJCxBtlHoWMvY6iw57keG5Pcjw/92P70TPbks5czmrHMXfDcvSMYP23zTqnDctxhURADATGQEC04+OsR/R5bbEQVOZM0VBat+UWkWxUTIiIiEiBqB9SRERECkTFhIiIiBSIigkREREpEBUTIiIiUiAqJkRERKRAVEyIiIhIgaiYEBERkQJRMSEiIiIFomJCRERECkTFhIiIiBSIigkREREpEBUTIiIiUiAqJkRERKRAVEyIiIhIgaiYEBERkQJRMSEiIiIFomJCRERECkTFhIiIiBSIigkREREpEBUTIiIiUiAqJkRERKRAVEyIiIhIgaiYEBERkQJRMSEiIiIFomJCRERECkTFhIiIiBSIigkREREpEBUTIiIiUiAqJkRERKRAVEyIiIhIgfw/Yp0MsZ51Rg4AAAAASUVORK5CYII=", 93 | "text/plain": [ 94 | "
" 95 | ] 96 | }, 97 | "metadata": {}, 98 | "output_type": "display_data" 99 | } 100 | ], 101 | "source": [ 102 | "custom_colors=['gold','green','orange']\n", 103 | "explode=(0,0,0.1)\n", 104 | "\n", 105 | "class_counts=df['who'].value_counts()\n", 106 | "plt.figure(figsize=(6,6))\n", 107 | "plt.pie(class_counts,labels=class_counts.index,autopct='%1.1f%%',startangle=90,explode=explode,colors=custom_colors)\n", 108 | "plt.title('Distribution Of Passengers')\n", 109 | "plt.legend(class_counts.index,title='Passengers',loc='upper left')\n", 110 | "plt.axis('equal')\n", 111 | "plt.show()" 112 | ] 113 | }, 114 | { 115 | "cell_type": "code", 116 | "execution_count": 45, 117 | "metadata": {}, 118 | "outputs": [ 119 | { 120 | "data": { 121 | "image/png": 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122 | "text/plain": [ 123 | "
" 124 | ] 125 | }, 126 | "metadata": {}, 127 | "output_type": "display_data" 128 | } 129 | ], 130 | "source": [ 131 | "fig, ax=plt.subplots(1,2, figsize=(16,8))\n", 132 | "\n", 133 | "ax[0].pie(class_counts,labels=class_counts.index,autopct='%1.1f%%',startangle=90,explode=explode,colors=custom_colors)\n", 134 | "ax[0].set_title(\"Passengers distribution\")\n", 135 | "ax[0].axis('equal')\n", 136 | "\n", 137 | "class_countss=df['survived'].value_counts()\n", 138 | "ax[1].pie(class_countss,labels=['Survived','Not-Survived'],autopct='%1.1f%%',startangle=90,colors=['red','blue'])\n", 139 | "ax[1].set_title(\"Survived/Not Survived\")\n", 140 | "ax[1].axis('equal')\n", 141 | "\n", 142 | "plt.suptitle(\"Titanic Analysis\")\n", 143 | "plt.show()\n", 144 | "\n" 145 | ] 146 | } 147 | ], 148 | "metadata": { 149 | "kernelspec": { 150 | "display_name": "Python 3", 151 | "language": "python", 152 | "name": "python3" 153 | }, 154 | "language_info": { 155 | "codemirror_mode": { 156 | "name": "ipython", 157 | "version": 3 158 | }, 159 | "file_extension": ".py", 160 | "mimetype": "text/x-python", 161 | "name": "python", 162 | "nbconvert_exporter": "python", 163 | "pygments_lexer": "ipython3", 164 | "version": "3.10.13" 165 | } 166 | }, 167 | "nbformat": 4, 168 | "nbformat_minor": 2 169 | } 170 | -------------------------------------------------------------------------------- /Readme.md: -------------------------------------------------------------------------------- 1 | 2 | 3 | # Python Data Visualizations 4 | 5 | ### 🧰 Libraries Used 6 |

7 | 8 | Python 9 | 10 | 11 | Pandas 12 | 13 | 14 | NumPy 15 | 16 | 17 | Matplotlib 18 | 19 | 20 | Seaborn 21 | 22 | 23 | VS Code 24 | 25 | 26 | Plotly 27 | 28 |

29 |
30 |
31 | 32 | 33 | ### ▶️ Youtube Playlist 34 | 35 | [![Setup for Visualization in Python](https://ytcards.demolab.com/?id=6Wl0B_Ib298&title=Setup+for+Visualization+in+Python&lang=en×tamp=1712845830&background_color=%230d1117&title_color=%23ffffff&stats_color=%23dedede&max_title_lines=1&width=250&border_radius=5&duration=363 "Setup for Visualization in Python")](https://www.youtube.com/watch?v=6Wl0B_Ib298) 36 | [![Histogram in Python](https://ytcards.demolab.com/?id=G6Z_I2qensc&title=Histogram+in+Python&lang=en×tamp=1712845830&background_color=%230d1117&title_color=%23ffffff&stats_color=%23dedede&max_title_lines=1&width=250&border_radius=5&duration=301 "Histogram in Python")](https://www.youtube.com/watch?v=G6Z_I2qensc) 37 | [![Pair Plot in Python](https://ytcards.demolab.com/?id=dCwgnw9Tl0I&title=Pair+Plot+in+Python&lang=en×tamp=1712845830&background_color=%230d1117&title_color=%23ffffff&stats_color=%23dedede&max_title_lines=1&width=250&border_radius=5&duration=553 "Pair Plot in Python")](https://www.youtube.com/watch?v=dCwgnw9Tl0I) 38 | 39 | 40 | 41 | 42 | 43 | 44 | ## Steps 45 | **1. Clone the repository:** 46 | 
47 | git clone https://github.com/MuhammadSaad-ml/Python-Data-Visualization
48 |
49 | **2. Create a virtual environment using `venv` or `conda`** 50 | 
51 | Create a virtual environment (example using venv)
52 | python -m venv env
53 | 
54 | Activate the virtual environment
55 | source env/bin/activate   # For Unix or Linux
56 | env\Scripts\activate      # For Windows
57 |
58 | **3. Install the required dependencies** 59 | requirements.txt 60 | 
61 | pip install -r requirements.txt
62 |
63 | 64 | **4. Explore the Jupyter Notebooks:** 65 | Link to Jupyter Notebooks that contain code for different types of plots: 66 | - Dual Axis Chart.ipynb 67 | - Pair Plot.ipynb 68 | - Histogram.ipynb 69 | - More notebooks for specific charts like Bar Chart, Pie Chart, etc. 70 | 71 | 72 | **- Note for Accessing the Files**: 73 | 74 | To access the files of plots, the necessary libraries or frameworks need to be installed in order to run the code. 75 | 76 | **- Project Structure:** 77 | ``` 78 | ipynb files/: Contains the jupyter files of all plots. 79 | 80 | requirements.txt: List of required Python packages. 81 | 82 | Data_File: Contain 1 data file for time series analysis. 83 | ``` 84 | **-Author:** 85 | ``` 86 | [Muhammad Saad] 87 | 88 | Feel free to reach out if you have any questions or issues with the project. 89 | 90 | Happy coding! 91 | ``` -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- 1 | Python 2 | Jupyter 3 | Pandas 4 | Numpy 5 | Matplotlib 6 | Searborn 7 | Plotly 8 | -------------------------------------------------------------------------------- /time_series_data.csv: -------------------------------------------------------------------------------- 1 | Date,Sales,Profit 2 | 2020-01-01,224.83570765056163,147.95944462052728 3 | 2020-01-02,193.08678494144075,145.51356168073463 4 | 2020-01-03,232.38442690503462,121.02265596513189 5 | 2020-01-04,276.15149282040124,158.55834460791942 6 | 2020-01-05,188.2923312638332,187.03360860543845 7 | 2020-01-06,188.29315215254098,185.00919685291768 8 | 2020-01-07,278.9606407753696,140.1693505111253 9 | 2020-01-08,238.37173645764545,232.6283822649174 10 | 2020-01-09,176.52628070325238,144.6738731245583 11 | 2020-01-10,227.12800217929822,212.1282752342473 12 | 2020-01-11,176.82911535937689,128.62018087488147 13 | 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2020-09-02,183.27493820795257,169.6598973636968 248 | 2020-09-03,176.25273444195219,106.50164137866527 249 | 2020-09-04,167.3335383713144,161.52666421454686 250 | 2020-09-05,288.27271201405483,160.90898455990381 251 | 2020-09-06,220.2490855480478,200.1458181623755 252 | 2020-09-07,136.95580228324775,94.54218540451242 253 | 2020-09-08,245.8930973527388,230.8904612015715 254 | 2020-09-09,306.10780985063167,285.9133710428059 255 | 2020-09-10,251.62326302755736,227.20642098097147 256 | 2020-09-11,124.03150170229932,111.01008155399344 257 | 2020-09-12,175.78829635668743,114.6736615770771 258 | 2020-09-13,263.34555745933113,142.32764558183626 259 | 2020-09-14,164.61652671906097,115.47686204200407 260 | 2020-09-15,222.19097140731142,130.37327597757317 261 | 2020-09-16,238.73170267146685,202.31927969927074 262 | 2020-09-17,153.65347642109586,103.41645129600862 263 | 2020-09-18,197.02373219691,194.62104756985374 264 | 2020-09-19,37.936632996546365,31.126477727915077 265 | 2020-09-20,148.7806179332855,135.57489221446133 266 | 2020-09-21,187.371592430342,106.10147569914605 267 | 2020-09-22,137.6108409017575,128.11668933839312 268 | 2020-09-23,281.62056519658177,270.7439833640869 269 | 2020-09-24,128.49293110196837,95.53847233958119 270 | 2020-09-25,177.9977756651508,142.95472503764395 271 | 2020-09-26,206.53702886430457,182.2492863945548 272 | 2020-09-27,272.06366445330576,159.8154510368796 273 | 2020-09-28,128.20689244102803,96.31966367534304 274 | 2020-09-29,258.158187607748,180.53815616183283 275 | 2020-09-30,200.51165305097936,114.93067209155151 276 | 2020-10-01,150.92456744760244,103.19727057702815 277 | 2020-10-02,223.10517371316354,119.1573843205208 278 | 2020-10-03,209.9529847786735,107.68613584277385 279 | 2020-10-04,169.98915614206027,96.48297978717115 280 | 2020-10-05,203.49010424950094,199.73724935552585 281 | 2020-10-06,180.734320156912,140.0265836165206 282 | 2020-10-07,205.6758672625624,202.16108893957662 283 | 2020-10-08,233.10653372605233,166.96230749373063 284 | 2020-10-09,279.3008408072676,183.19567447762572 285 | 2020-10-10,138.10922505865756,104.00604275263451 286 | 2020-10-11,306.65166873281333,220.71433073983596 287 | 2020-10-12,102.39561002387491,56.60760491341816 288 | 2020-10-13,192.41074524822082,157.85630701621713 289 | 2020-10-14,229.41586032422882,139.48922291377568 290 | 2020-10-15,214.04959338675164,173.33607159998053 291 | 2020-10-16,168.8650240089703,139.3306235437216 292 | 2020-10-17,189.59388748213624,109.20843519034872 293 | 2020-10-18,175.34995326705837,93.05380375693274 294 | 2020-10-19,170.5317621527894,151.8382056231236 295 | 2020-10-20,242.48010485105124,176.98627990859688 296 | 2020-10-21,217.85077429825236,115.26090109262272 297 | 2020-10-22,165.3545202369673,164.93008140624633 298 | 2020-10-23,244.97999377166252,129.5675376223378 299 | 2020-10-24,215.36497604383047,182.5256107282855 300 | 2020-10-25,240.64310594194802,238.67932888348662 301 | 2020-10-26,231.48144209618061,143.4235987703989 302 | 2020-10-27,158.55024945389638,90.55196117195531 303 | 2020-10-28,171.9909479901515,96.43402939657109 304 | 2020-10-29,237.3646802561631,154.67574434409306 305 | 2020-10-30,230.51851327167324,126.905721699089 306 | 2020-10-31,198.95492030179258,168.3319124372652 307 | 2020-11-01,205.8663691654391,109.34507773763079 308 | 2020-11-02,263.88324478942127,199.15560446656008 309 | 2020-11-03,170.4214305582085,170.13996711234924 310 | 2020-11-04,227.3548690585019,206.20748654977814 311 | 2020-11-05,189.89036737830529,153.35730626113326 312 | 2020-11-06,189.11593983863898,123.5166905813426 313 | 2020-11-07,254.9388425993595,206.99706250305465 314 | 2020-11-08,241.27081744940148,184.21527113854745 315 | 2020-11-09,240.67548180003192,171.6116527524175 316 | 2020-11-10,265.27394035771647,149.97399852061542 317 | 2020-11-11,201.05019208163796,189.65106992806184 318 | 2020-11-12,234.0976485647482,169.69558860717044 319 | 2020-11-13,184.4866621703272,110.19595987967261 320 | 2020-11-14,216.2083176244221,147.86047408412523 321 | 2020-11-15,193.49284728161578,136.81199612123442 322 | 2020-11-16,204.8497982496359,187.1853846002192 323 | 2020-11-17,229.75785127184568,199.15575750587976 324 | 2020-11-18,159.08896583832637,140.7384428910454 325 | 2020-11-19,304.619363784273,153.9898502681318 326 | 2020-11-20,149.6991309250149,105.99851139174773 327 | 2020-11-21,139.2905693606134,103.16863515014953 328 | 2020-11-22,257.9055436750034,131.42766913170752 329 | 2020-11-23,239.5831346981468,150.91499884263303 330 | 2020-11-24,231.20599085260775,203.49477637135746 331 | 2020-11-25,231.417275463214,131.57341500129098 332 | 2020-11-26,199.38766135765428,153.0609482845225 333 | 2020-11-27,155.1372814257084,94.26155740409294 334 | 2020-11-28,203.7902279096863,103.13016166840364 335 | 2020-11-29,166.14191442439443,103.10779317596834 336 | 2020-11-30,248.75598667088755,245.75521271988094 337 | 2020-12-01,192.64713092489308,173.53047792948803 338 | 2020-12-02,158.72514016037442,155.5170387624261 339 | 2020-12-03,183.93070791735033,136.83102378853417 340 | 2020-12-04,220.6465727137812,122.42974442730548 341 | 2020-12-05,171.81377235980125,132.98037963036018 342 | 2020-12-06,158.88898022167842,115.5422657728775 343 | 2020-12-07,212.18436057459562,195.671864136166 344 | 2020-12-08,212.24832855543613,116.53309619364778 345 | 2020-12-09,174.65284123144352,129.96277150918382 346 | 2020-12-10,176.44808471908385,101.46194210949669 347 | 2020-12-11,211.60249686788183,140.15236683535616 348 | 2020-12-12,127.59578292513379,110.83971825490927 349 | 2020-12-13,129.62681128117225,95.665761751637 350 | 2020-12-14,164.07778893737822,112.8763538257794 351 | 2020-12-15,189.32764241440765,132.00645311224076 352 | 2020-12-16,215.54537827990023,157.28850288772318 353 | 2020-12-17,273.7678108474776,244.3400357664008 354 | 2020-12-18,242.88298116010097,229.7775849285932 355 | 2020-12-19,192.00307350182865,187.71513476674443 356 | 2020-12-20,199.04918960486555,177.84083546815324 357 | 2020-12-21,149.87353176810956,98.57233858894008 358 | 2020-12-22,199.0743432003805,168.03215392397288 359 | 2020-12-23,185.5670680539931,133.38589837811 360 | 2020-12-24,216.13592801690447,135.58969962573502 361 | 2020-12-25,158.63845282238384,146.01650960241324 362 | 2020-12-26,225.96732571205862,117.32521251197679 363 | 2020-12-27,276.6369456501289,263.048814428924 364 | 2020-12-28,194.56199257715713,142.17398381199996 365 | 2020-12-29,220.08558610494708,180.1622232976177 366 | 2020-12-30,234.5071995855556,194.565220708893 367 | 2020-12-31,179.9389764057082,170.50277321551624 368 | 2021-01-01,211.20462409052084,172.83610249123862 369 | 2021-01-02,200.62962003908973,161.9014409393686 370 | 2021-01-03,204.8838049274416,109.26986430184695 371 | 2021-01-04,161.3495108072267,122.4971957733137 372 | 2021-01-05,201.22550871294715,115.72167114763565 373 | 2021-01-06,224.8999145622725,195.3743530715346 374 | 2021-01-07,272.5571803897521,206.08347143013876 375 | 2021-01-08,247.96354130426033,208.31761516514806 376 | 2021-01-09,307.65912287557785,160.24008546129429 377 | 2021-01-10,161.63262185559753,87.6688888607513 378 | 2021-01-11,243.61603183603393,209.06194657360402 379 | 2021-01-12,209.1671002869176,112.12238591193397 380 | 2021-01-13,309.4901466608836,165.7717008937641 381 | 2021-01-14,159.58508573224242,80.75870889534433 382 | 2021-01-15,158.0139078909612,154.57721586971542 383 | 2021-01-16,170.0303677277989,147.71459264446977 384 | 2021-01-17,93.80521378450966,63.47101883936247 385 | 2021-01-18,173.71224891596194,112.61205581252129 386 | 2021-01-19,162.0433669223151,109.35522784697022 387 | 2021-01-20,207.51968932381038,184.13777472406096 388 | 2021-01-21,217.08779878885798,180.3316444648881 389 | 2021-01-22,293.8085419607943,174.1102908667682 390 | 2021-01-23,247.5211919093025,145.30847105686576 391 | 2021-01-24,171.15481721687985,93.99785332925624 392 | 2021-01-25,155.0792664325821,128.73926391365225 393 | 2021-01-26,224.59595857532528,198.1354846778947 394 | 2021-01-27,133.9883396489679,84.75073525506218 395 | 2021-01-28,291.5729382927177,148.8399610614637 396 | 2021-01-29,258.97200603606433,140.12608380088156 397 | 2021-01-30,176.54121739476477,173.70420310702295 398 | 2021-01-31,114.34327354545613,74.0626982770666 399 | 2021-02-01,267.69361870827066,236.80487337361384 400 | 2021-02-02,194.2730077373691,157.81413904132305 401 | 2021-02-03,261.8908155986731,180.95864966841668 402 | 2021-02-04,120.27861706028165,72.50919825203928 403 | 2021-02-05,170.03124885231136,95.33536656283206 404 | 2021-02-06,200.26218498590916,161.71301288002084 405 | 2021-02-07,202.3490296882371,179.5477117820121 406 | 2021-02-08,177.4967264260378,145.893811780695 407 | 2021-02-09,231.14249661737495,176.85892782905262 408 | 2021-02-10,146.61897853087027,76.38491202926855 409 | 2021-02-11,192.88102574893531,189.84206729883627 410 | 2021-02-12,206.01478158559493,185.28085566431355 411 | 2021-02-13,225.72194170293744,145.909150200244 412 | 2021-02-14,235.5807439044445,233.221441549543 413 | 2021-02-15,143.76789540810654,115.1495724175031 414 | 2021-02-16,123.29429146321888,97.55184021950292 415 | 2021-02-17,263.88384109492546,230.64413255144188 416 | 2021-02-18,216.61570059897957,196.22889098560495 417 | 2021-02-19,162.57567317217232,134.65156234111078 418 | 2021-02-20,277.55759877612616,156.55577327548215 419 | 2021-02-21,205.78373171464293,137.69684070799806 420 | 2021-02-22,258.96485920319134,249.65295422450603 421 | 2021-02-23,203.37592407050545,124.52866584495541 422 | 2021-02-24,303.03739624409934,207.90896105786754 423 | 2021-02-25,287.7670421221602,206.05226434818715 424 | 2021-02-26,187.55179257604632,134.98149303005002 425 | 2021-02-27,248.57854754771776,200.4710893493557 426 | 2021-02-28,232.2687974792574,225.65794412198196 427 | 2021-03-01,268.43157787661744,166.52055114860937 428 | 2021-03-02,151.7538269709948,85.09606290345103 429 | 2021-03-03,234.30257299992195,140.28520843283013 430 | 2021-03-04,252.92122434247938,238.62167800161956 431 | 2021-03-05,112.06302567884428,92.21726968054996 432 | 2021-03-06,140.83707436671125,90.55167505236723 433 | 2021-03-07,98.03839111199497,89.01625812061768 434 | 2021-03-08,186.5296582777721,173.60035467508482 435 | 2021-03-09,235.8771127897981,217.77523546761307 436 | 2021-03-10,275.1178526048014,263.9654736206447 437 | 2021-03-11,203.70473902098877,127.54371510289567 438 | 2021-03-12,281.4307772785646,246.9614070817682 439 | 2021-03-13,130.99492708925544,95.66163247820188 440 | 2021-03-14,114.83087803224227,105.75915558124271 441 | 2021-03-15,197.22261505516906,170.44872572414667 442 | 2021-03-16,219.20327244696537,194.70154680139754 443 | 2021-03-17,198.36526259529535,164.26248891595634 444 | 2021-03-18,96.62789499800617,56.88623175197523 445 | 2021-03-19,195.54399802436058,151.0603703881834 446 | 2021-03-20,134.77652497475734,133.74344535783501 447 | 2021-03-21,233.48362744150194,226.17419676381255 448 | 2021-03-22,218.32991230484242,113.8780151276382 449 | 2021-03-23,153.00601068363224,89.11183406997569 450 | 2021-03-24,174.30665413316532,98.63392794354787 451 | 2021-03-25,147.0393239055524,126.89345951940203 452 | 2021-03-26,196.8660451363414,178.9301043978983 453 | 2021-03-27,247.75711602506192,150.3280381903823 454 | 2021-03-28,150.71369768322282,113.47631376050445 455 | 2021-03-29,225.20232577589223,207.26530148542477 456 | 2021-03-30,173.48711908137795,150.30937397062908 457 | 2021-03-31,160.3563583868828,123.65377102071771 458 | 2021-04-01,194.64848200227212,154.77938190180973 459 | 2021-04-02,148.2378838790313,111.79808780074383 460 | 2021-04-03,172.3175347326409,111.79517516370763 461 | 2021-04-04,140.10610537055757,109.63456811937266 462 | 2021-04-05,298.2362566458195,251.8434151937816 463 | 2021-04-06,201.76317759858642,188.98379208616294 464 | 2021-04-07,165.01372460037072,135.00526542574968 465 | 2021-04-08,210.6989955367111,185.53326943653107 466 | 2021-04-09,194.38359751545852,112.74944888905482 467 | 2021-04-10,188.95152002333884,138.08175319654575 468 | 2021-04-11,230.70833500217125,116.43060873767658 469 | 2021-04-12,237.87538550236525,148.277107747866 470 | 2021-04-13,173.47494261947364,149.74892348197326 471 | 2021-04-14,171.209087967766,170.50798258782245 472 | 2021-04-15,186.2474151424178,102.35953991463704 473 | 2021-04-16,84.90394176322076,59.496195887685865 474 | 2021-04-17,124.24044689007239,111.82081079251454 475 | 2021-04-18,268.34371337222626,161.5476966144019 476 | 2021-04-19,282.2483856750642,219.46010826407965 477 | 2021-04-20,187.54819802218108,162.51719930716573 478 | 2021-04-21,228.8278481527883,184.89123661462577 479 | 2021-04-22,215.5625077271768,128.0467955178064 480 | 2021-04-23,353.9440404227619,239.86514528364648 481 | 2021-04-24,255.97874557172884,228.30639167686383 482 | 2021-04-25,193.60412042596167,150.4523286056188 483 | 2021-04-26,152.22297796997873,76.50952265855652 484 | 2021-04-27,119.67768398712137,105.37564784144145 485 | 2021-04-28,210.17318179336115,108.79734080729295 486 | 2021-04-29,162.18246273578484,141.5637020822044 487 | 2021-04-30,128.8873145201163,77.49224508117128 488 | 2021-05-01,167.67135578787367,164.15641757194828 489 | 2021-05-02,145.92259981928026,99.80673541436983 490 | 2021-05-03,284.3570817536282,188.6612010542606 491 | 2021-05-04,244.08198784747253,140.2114395696751 492 | 2021-05-05,199.60136793416913,130.3001936962323 493 | 2021-05-06,273.9972069445013,257.0985335755987 494 | 2021-05-07,203.8684153823809,203.49475899275095 495 | 2021-05-08,156.93578993358682,107.36836852187376 496 | 2021-05-09,276.15620386348286,200.0214063603456 497 | 2021-05-10,226.94550218423294,195.40812693364666 498 | 2021-05-11,148.13769228367718,139.70834505665277 499 | 2021-05-12,190.4830660958196,151.72398460123605 500 | 2021-05-13,156.21908733076214,108.69143728332105 501 | 2021-05-14,130.8600134517832,92.42785654786682 502 | 2021-05-15,246.30887737658207,208.8229010614947 503 | 2021-05-16,295.47083202350655,148.21086752416687 504 | 2021-05-17,130.07162130904294,105.33130548912007 505 | 2021-05-18,228.14846183452855,154.62682267982512 506 | 2021-05-19,167.46787154390864,150.23520409936722 507 | 2021-05-20,175.6437308117652,95.98847686043662 508 | 2021-05-21,170.38030378805655,135.29919235977343 509 | 2021-05-22,156.8004615160092,116.10861631342104 510 | 2021-05-23,202.42608139724135,166.22476029382938 511 | 2021-05-24,158.4524941794481,84.36435399088847 512 | 2021-05-25,213.52284128899194,168.68131374109862 513 | 2021-05-26,197.48809452754315,154.1873079551261 514 | 2021-05-27,188.05259765667952,146.74309240703982 515 | 2021-05-28,154.6218168979201,123.9670881912751 516 | 2021-05-29,171.16143347158336,143.4733276524063 517 | 2021-05-30,237.7695612912878,214.58572129484853 518 | 2021-05-31,225.04585938121903,142.8839476106662 519 | 2021-06-01,151.12223776007244,137.90277544455566 520 | 2021-06-02,204.9666152714613,153.54619800238703 521 | 2021-06-03,237.56935616858945,127.93802096499599 522 | 2021-06-04,116.52973594393141,61.67633013400206 523 | 2021-06-05,227.16800961899676,151.5481316077904 524 | 2021-06-06,166.86881205270765,148.92181910352977 525 | 2021-06-07,228.52993342965797,195.1281051677188 526 | 2021-06-08,161.83704217287416,144.732077734361 527 | 2021-06-09,109.75589496677405,83.26461159757082 528 | 2021-06-10,118.62287810584186,85.42027509131488 529 | 2021-06-11,202.4042473330691,116.12463250920688 530 | 2021-06-12,212.98612508607408,141.44331397932498 531 | 2021-06-13,154.78416874477958,110.98174777856948 532 | 2021-06-14,231.9296229388687,126.23934359334204 533 | 2021-06-15,116.923996886552,71.3594140792469 534 | 2021-06-16,196.69601006763418,157.1822692657544 535 | 2021-06-17,139.44919001187716,121.01840770707362 536 | 2021-06-18,167.40819460989204,167.26987454273217 537 | 2021-06-19,202.3699335658207,195.60200821959904 538 | 2021-06-20,156.9793317358024,128.92439367775964 539 | 2021-06-21,180.77222278850874,128.46108486390517 540 | 2021-06-22,250.31464046072202,204.77957438845647 541 | 2021-06-23,171.15540652384257,152.8119643012397 542 | 2021-06-24,241.7846056032571,135.19823742713 543 | 2021-06-25,143.5146572671191,101.17100851199909 544 | 2021-06-26,226.49020889576414,208.3486020002576 545 | 2021-06-27,272.078431032895,188.2555491867811 546 | 2021-06-28,76.41777499363553,60.059490770686985 547 | 2021-06-29,160.15523722647617,127.14478932490789 548 | 2021-06-30,228.853606359027,135.53583108813058 549 | 2021-07-01,189.84773069785035,129.30865363693545 550 | 2021-07-02,218.55729366856545,145.8335878187931 551 | 2021-07-03,169.80074066420897,87.12448058795898 552 | 2021-07-04,204.329489373645,104.63629006830669 553 | 2021-07-05,192.216138230396,176.0408660716951 554 | 2021-07-06,258.38910308299035,164.47381237500554 555 | 2021-07-07,212.72104216506065,161.46364862148516 556 | 2021-07-08,216.8801331037601,140.83388763259515 557 | 2021-07-09,179.40615169387664,174.0848975191604 558 | 2021-07-10,175.61968879637533,110.57865244714564 559 | 2021-07-11,178.37209060901895,127.50543727083529 560 | 2021-07-12,219.72260711891485,205.74058653346756 561 | 2021-07-13,178.95077595898687,164.80772052114926 562 | 2021-07-14,214.48874284482065,127.20270100015368 563 | 2021-07-15,303.77003993227197,273.7945151001429 564 | 2021-07-16,243.5562351715846,177.5752541552275 565 | 2021-07-17,183.69882339160793,136.20981846422984 566 | 2021-07-18,260.06069610819725,147.38679532559527 567 | 2021-07-19,179.59623134892243,97.03597973036017 568 | 2021-07-20,98.0937732411073,84.7500432763403 569 | 2021-07-21,149.5956844541298,111.93206517280345 570 | 2021-07-22,106.46040394870721,76.4838531071979 571 | 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