Created
April 4, 2020 02:10
-
-
Save whynotavailable/4a67958f945f234ae68d3c9a7ac5e73b to your computer and use it in GitHub Desktop.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"The data I have here is from the CSSEGISandData/COVID-19 repository on github. It's provided by Johns Hopkins University Center for Systems Science and Engineering. They are really great for putting this data set together." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from matplotlib import pyplot as plt\n", | |
"plt.ion()\n", | |
"import pandas as pd\n", | |
"\n", | |
"pd.set_option('display.max_rows', None)\n", | |
"pd.set_option('display.max_columns', None)\n", | |
"pd.set_option('display.width', None)\n", | |
"pd.set_option('display.max_colwidth', None)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"raw = pd.read_csv('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"From a data cleaning perspective, I filtered down to the country I care about. Removed columns I didn't need and transpose to make it easier. An annoying side effect is that the first column name is the row number of the record I pulled so I renamed it.\n", | |
"\n", | |
"After that I iterated the rows to calculate a new field which was the current value subtracting the previous value. This gave me the new cases each day.\n", | |
"\n", | |
"I then went ahead and plotted the result immediately." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def get_cleaned(country):\n", | |
" df = raw[raw['Country/Region'] == country]\n", | |
" df = df.drop(['Province/State', 'Country/Region', 'Lat', 'Long'], axis=1).T\n", | |
"\n", | |
" mapping = {}\n", | |
" mapping[list(df.columns)[0]] = \"Total Cases\"\n", | |
"\n", | |
" df = df.rename(columns=mapping)\n", | |
" diff = []\n", | |
" acc = 0\n", | |
" for index, row in df.iterrows():\n", | |
" curr = row.iloc[0]\n", | |
" diff.append(curr - acc)\n", | |
" acc = curr\n", | |
" df[\"New Cases\"] = diff\n", | |
" df.plot(figsize=(10,10), title='Cases in ' + country)\n", | |
" return df" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"The two main stats I'm working with are Total Cases on a day to day basis, as well is the New Cases on each day.\n", | |
"I've picked out the three countries with the most covid cases." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 720x720 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAmMAAAJOCAYAAAD7+gCVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOzdeXzVZ533//cnCSQQSCALSwkQ1rKVAg3I3tZq6abt/dA6raNUrcNtbcdaq04dndF7fnLf49ixvbGLd2c6ltaxtaPtWLVUy06BCqEbSyAJEEIgJCchG0v26/dHvsFTCJDlJN+zvJ6PRx455/ou53NOeZi313Wd6zLnnAAAAOCPOL8LAAAAiGWEMQAAAB8RxgAAAHxEGAMAAPARYQwAAMBHhDEAAAAfEcYA4DxmdsrMxvvwul8ws7f6+nUB+IswBsAXZvZZM8v1gk+pma0xs8V+1yVJzrlBzrlDXb3OzLLNzJlZgvf8OTP7YegrBBBNCGMA+pyZfUPS45L+t6ThksZIekrS7X7WBQB+IIwB6FNmlirpnyTd75x7xTl32jnX5Jz7nXPuW94588xsu5lVe71mT5hZf++YmdljZlZuZjVm9oGZzfCOJZrZo2ZWbGZlZvYzMxvgHcsws9979zxpZlvMrMP/DfR6tyZ6j58zsyfN7A9mVmdmfzazCZ14nysk/bWkb3u9f7/z2h8xs4PevfaZ2f+4yPVPmtm/ntf2OzP7euc+aQCRgjAGoK8tkJQk6dVLnNMi6SFJGd75N0j6qnfsRklLJU2WNETSX0mq9I79yGufJWmipFGS/tE79rCkEkmZauuN+3tJnd0P7m5J/0vSUEmFklZe7gLn3DOS/lPSv3jDnp/wDh2UtERSqnfPX5jZyA5usVrS3e2B0cwy1PY5vNjJmgFECMIYgL6WLqnCOdd8sROcc7ucc28755qdc0WS/p+ka73DTZIGS5oiyZxzec65UjMzSX8j6SHn3EnnXJ3ahkHvCrpupKSxXk/cFtf5zXlfcc7t8Gr+T7WFvW5xzv2Xc+64c67VOfcrSQWS5nVw3g5JNWoLYPLex0bnXFl3XxtAeCKMAehrlZIy2ie5d8TMJntDiifMrFZtoSpDkpxz6yU9IelJSWVm9oyZpaitx2ugpF3eUGS1pDe8dkn6sdp6tf5kZofM7JEu1Hwi6PEZSYO6cO357225mb0XVOOM9vfWgdWSPuc9/pykF7r7ugDCF2EMQF/bLqle0h2XOOdpSfslTXLOpahtSNHaDzrnVjnnrpE0XW3Dkt+SVCHprKTpzrkh3k+qc26Qd02dc+5h59x4SZ+Q9A0zu0G960M9b2Y2VtK/SXpAUrpzboikPcHv7Ty/kHS7mV0taaqk/+7FWgH4hDAGoE8552rUNo/rSTO7w8wGmlk/M7vZzP7FO22wpFpJp8xsiqT72q83s7lm9hEz6yfptNqCXYtzrlVtQecxMxvmnTvKzJZ5j28zs4necGat2ualtfTy2y2TFLxeWbLaAlrAq+mLausZ65BzrkTSTrX1iP3GOXe290oF4BfCGIA+55z7iaRvSPqe2oLJUbX1FrX3/HxT0mcl1aktYP0q6PIUr61K0hG1DXs+6h37O7UNRb7tDW+ulXSld2yS9/yU2nrnnnLObQz9u/uQZyVN84Yk/9s5t0/Sv3qvXybpKklbL3OP1d55DFECUco6P38VANDXzGyp2oYrs73ePwBRhp4xAAhT3lDsg5L+nSAGRC/CGACEITObKqlabctxPO5zOQB6EcOUAAAAPqJnDAAAwEcXXXQx3GVkZLjs7Gy/ywAAALisXbt2VTjnMjs6FrFhLDs7W7m5uX6XAQAAcFlmduRixximBAAA8BFhDAAAwEeEMQAAAB9F7JyxjjQ1NamkpET19fV+lxL1kpKSlJWVpX79+vldCgAAES2qwlhJSYkGDx6s7Oxste0FjN7gnFNlZaVKSko0btw4v8sBACCiRdUwZX19vdLT0wlivczMlJ6eTg8kAAAhEFVhTBJBrI/wOQMAEBpRF8YAAAAiCWEshCorKzVr1izNmjVLI0aM0KhRo849b2xs/NC5jz/+uM6cOXPZe1533XUdLm7b1NSkRx55RJMmTdKMGTM0b948rVmzJmTvBQAA9I2omsDvt/T0dL333nuSpB/84AcaNGiQvvnNb3Z47uOPP67Pfe5zGjhwYLde6x/+4R9UWlqqPXv2KDExUWVlZdq0aVO3awcAAP6gZ6yXrVu3TrNnz9ZVV12lL33pS2poaNCqVat0/PhxXX/99br++uslSffdd59ycnI0ffp0ff/737/kPc+cOaN/+7d/009/+lMlJiZKkoYPH67PfOYzl7zXI488omnTpmnmzJnnQmIgENCnPvUpzZ07V3PnztXWrVslSZs2bTrXqzd79mzV1dWF/LMBAABR3DP2v363V/uO14b0ntOuSNH3PzG90+fX19frC1/4gtatW6fJkydr+fLlevrpp/X1r39dP/nJT7RhwwZlZGRIklauXKm0tDS1tLTohhtu0AcffKCZM2d2eN/CwkKNGTNGKSkpHR7v6F5ZWVl69dVXtX//fpmZqqurJUkPPvigHnroIS1evFjFxcVatmyZ8vLy9Oijj+rJJ5/UokWLdOrUKSUlJXXx0wIAAJ1Bz1gvamlp0bhx4zR58mRJ0j333KPNmzd3eO7LL7+sOXPmaPbs2dq7d6/27dvX7dft6F4pKSlKSkrSl7/8Zb3yyivnhkfXrl2rBx54QLNmzdInP/lJ1dbWqq6uTosWLdI3vvENrVq1StXV1UpIiNrcDgCAr6L2L2xXerB6S3JycqfOO3z4sB599FHt3LlTQ4cO1Re+8IVLruE1ceJEFRcXq66uToMHD+7UvRISErRjxw6tW7dOL730kp544gmtX79era2t2r59uwYMGPCh+zzyyCO69dZb9frrr2v+/Plau3atpkyZ0vUPAQAAXBI9Y72ovr5eRUVFKiwslCS98MILuvbaayVJgwcPPjcPq7a2VsnJyUpNTVVZWdllvxU5cOBA3Xvvvfra17527luapaWl+sUvfnHRe506dUo1NTW65ZZb9Pjjj5/7osGNN96oJ5544ty929sPHjyoq666Sn/3d3+nnJwc7d+/P4SfDAAAaBe1PWPhICkpST//+c915513qrm5WXPnztVXvvIVSdKKFSt08803a+TIkdqwYYNmz56t6dOna/z48Vq0aNFl7/3DH/5Q3/ve9zRt2jQlJSUpOTlZ//RP/6Srr766w3vV1dXp9ttvV319vZxzeuyxxyRJq1at0v3336+ZM2equblZS5cu1c9+9jM9/vjj2rBhg+Lj4zVt2jTdfPPNvfdBAQAQw8w553cN3ZKTk+POX38rLy9PU6dO9ami2MPnDQBA55jZLudcTkfHGKYEAADwEWEMAADAR4QxAAAAHxHGAAAAfEQYAwAAMSscvshIGAMAADGpuaVV1z26US/uKPa1DsJYiJmZHn744XPPH330Uf3gBz8I6Wvk5+frlltu0cSJEzV16lR95jOfUVlZWUhfAwCAaPd+SbWOVJ7RkAH9fK2DMBZiiYmJeuWVV1RRUdEr96+vr9ett96q++67T4WFhcrLy9N9992nQCDQK68HAEC02pxfoTiTFk7I8LUOwliIJSQkaMWKFedWuA8WCAT0qU99SnPnztXcuXO1detWSdJVV12l6upqOeeUnp6u559/XpL0+c9/XmvXrv3QPX75y19qwYIF+sQnPnGu7frrr9eMGTNUVFSkJUuWaM6cOZozZ462bdsmqW2rpKVLl2rWrFmaMWOGtmzZIkn605/+pAULFmjOnDm68847derUKUlt+1JOmzZNM2fO1De/+c3Qf0gAAISBLQUBzcwaotSB/vaMRe92SGsekU7sDu09R1wl3fzPlz2tfXuhb3/72x9qf/DBB/XQQw9p8eLFKi4u1rJly5SXl6dFixZp69atGjt2rMaPH68tW7Zo+fLlevvtt/X0009/6B579uzRNddc0+HrDhs2TG+++aaSkpJUUFCgu+++W7m5ufrlL3+pZcuW6bvf/a5aWlp05swZVVRU6Ic//KHWrl2r5ORk/ehHP9JPfvITPfDAA3r11Ve1f/9+mZmqq6u7/3kBABCmas426b2j1Xrg+ol+lxLFYcxHKSkpWr58uVatWqUBAwaca1+7dq327dt37nltba3q6uq0ZMkSbd68WWPHjtV9992nZ555RseOHVNaWpoGDRrU6ddtamrSAw88oPfee0/x8fHKz8+XJM2dO1df+tKX1NTUpDvuuEOzZs3Spk2btG/fvnN7VzY2NmrBggVKSUlRUlKSvvzlL+vWW2/VbbfdFqJPBQCA8LH9YIVanbRkcqbfpURxGOtED1Zv+vrXv645c+boi1/84rm21tZWbd++/UMBTZKWLl2qJ598UsXFxVq5cqVeffVV/frXv9aSJUsuuO/06dO1adOmDl/zscce0/Dhw/X++++rtbVVSUlJ5+6/efNm/eEPf9DnP/95fetb39LQoUP18Y9/XC+++OIF99mxY4fWrVunl156SU888YTWr1/fk48CAICws7mgQoMSEzRr9BC/S2HOWG9JS0vTZz7zGT377LPn2m688UY98cQT556/9957kqTRo0eroqJCBQUFGj9+vBYvXqxHH320wzD22c9+Vtu2bdMf/vCHc21vvPGGdu/erZqaGo0cOVJxcXF64YUX1NLSIkk6cuSIhg0bpr/5m7/Rvffeq3feeUfz58/X1q1bVVhYKEk6c+aM8vPzderUKdXU1OiWW27R448/fq5GAACihXNOm/MDWjAhXf3i/Y9C/lcQxR5++OEPfaty1apVys3N1cyZMzVt2jT97Gc/O3fsIx/5iCZPnixJWrJkiY4dO6bFixdfcM8BAwbo97//vX76059q0qRJmjZtmp577jkNGzZMX/3qV7V69WrNnz9f+fn5Sk5OliRt3LhRs2bN0uzZs/Wb3/xGDz74oDIzM/Xcc8/p7rvv1syZMzV//nzt379fdXV1uu222zRz5kxde+21HX4RAQCASHak8oxKqs5q6SR/v0XZzsJh5dnuyMnJcbm5uR9qy8vL09SpU32qKPbweQMAItEL24v0D7/dq43fvE7ZGcl98ppmtss5l9PRMXrGAABATNlcUKHRaQM0Nn2g36VIIowBAIAY0tTSqu0HK7VkUqbMzO9yJEVhGIvUYddIw+cMAIhE7x2t1qmG5rCZLyZFWRhLSkpSZWUlQaGXOedUWVl5bukMAAAixZb8gOJMWuDzFkjBomqdsaysLJWUlLBPYx9ISkpSVlaW32UAANAlmwsqNGv0EKX6vDl4sKgKY/369dO4ceP8LgMAAISh6jON+qCkWn/70Ul+l/IhUTVMCQAAcDHbDlaq1UlLJ4fPEKVEGAMAADFiS0FAgxMTdHWW/1sgBSOMAQCAqNe2BVKFFk5MV0IYbIEULLyqAQAA6AWHK07rWPVZLZmU6XcpFyCMAQCAqLeloG2v6CVhtL5Yu8uGMTP7DzMrN7M9HRz7ppk5M8sIavuOmRWa2QEzWxbUfo2Z7faOrTJv2VszSzSzX3ntfzaz7NC8NQAAgDZbCgIakzZQY9P7Zi/KruhMz9hzkm46v9HMRkv6uKTioLZpku6SNN275ikzi/cOPy1phaRJ3k/7Pe+VVOWcmyjpMUk/6s4bAQAA6Ehjc/sWSOHXKyZ1Iow55zZLOtnBocckfVtS8HL3t0t6yTnX4Jw7LKlQ0jwzGykpxTm33bUtj/+8pDuCrlntPf61pBssXDaLAgAAEe/d4iqdbmwJy/liUjfnjJnZJyUdc869f96hUZKOBj0v8dpGeY/Pb//QNc65Zkk1ktIv8rorzCzXzHJZZR8AAHTGloIKxceZFkzoMF74rsthzMwGSvqupH/s6HAHbe4S7Ze65sJG555xzuU453IyM8Mz3QIAgPCypSAQdlsgBetOz9gESeMkvW9mRZKyJL1jZiPU1uM1OujcLEnHvfasDtoVfI2ZJUhKVcfDogAAAF1SdbpRHxyr0eKJ4TlfTOpGGHPO7XbODXPOZTvnstUWpuY4505Iek3SXd43JMepbaL+DudcqaQ6M5vvzQdbLum33i1fk3SP9/jTktZ788oAAAB65K3CCjknLZ0cviNqnVna4kVJ2yVdaWYlZnbvxc51zu2V9LKkfZLekHS/c67FO3yfpH9X26T+g5LWeO3PSko3s0JJ35D0SDffCwAAwIdsKQgoJSlBV2el+l3KRSVc7gTn3N2XOZ593vOVklZ2cF6upBkdtNdLuvNydQAAAHSFc05bCiq0aGJG2G2BFCx8KwMAAOiBwvJTKq2pD+shSokwBgAAotTmMN4CKRhhDAAARKXN+QGNz0xW1tCBfpdySYQxAAAQdeqbWvTnw5VaGqar7gcjjAEAgKiTW1Sl+qZWLZ0c3kOUEmEMAABEoS0FAfWLN31kXHhugRSMMAYAAKLOpvyAcsamKTnxsqt4+Y4wBgAAokp5bb32n6jTkggYopQIYwAAIMps8Za0iITJ+xJhDAAARJktBQGlJ/fXtJEpfpfSKYQxAAAQNVpb27ZAWjIpQ3Fx5nc5nUIYAwAAUWNfaa0qTzdqSYQMUUqEMQAAEEU2FwQkhf8WSMEIYwAAIGpsya/QlBGDNSwlye9SOo0wBgAAosLphmblHjmpaydHzhClRBgDAABR4s+HK9XU4iJqvphEGAMAAFFic36FkvrFKSd7qN+ldAlhDAAARIXNBQF9ZFy6kvrF+11KlxDGAABAxCupOqNDgdNaGmHzxSTCGAAAiAJ/2QIpcpa0aEcYAwAAEW9zfkAjU5M0cdggv0vpMsIYAACIaM0trdpa2LYFkllkbIEUjDAGAAAi2vsl1aqtb47I+WISYQwAAES4DfsDio8zLZlIGAMAAOhzG/PLNWfMEKUO7Od3Kd1CGAMAABGrvLZee47V6rorh/ldSrcRxgAAQMTamB+QJF1PGAMAAOh7mw4ENDwlUVNHDva7lG4jjAEAgIjU1NKqzQUBXTd5WEQuadGOMAYAACLSO0eqVFffrOunROa3KNsRxgAAQETacCCghDjToomRtwVSMMIYAACISBsPlCsne6gGJ0XmkhbtCGMAACDilNac1f4TdRH9Lcp2hDEAABBxNh7wlrSYQhgDAADocxsPlOuK1CRNGjbI71J6jDAGAAAiSmNzq94qqNB1UyJ7SYt2hDEAABBRcotO6nRjS1TMF5MIYwAAIMJszA+of3ycFk5I97uUkCCMAQCAiLJhf7nmjUtTcmKC36WEBGEMAABEjJKqMyooP6XrrozsVfeDEcYAAEDEiKYlLdoRxgAAQMTYeKBco9MGaHxGst+lhAxhDAAARIT6phZtLazU9VdGx5IW7QhjAAAgIuw4fFJnm6JnSYt2hDEAABARNh4IqH9CnOaPj44lLdoRxgAAQETYeKBcC8ana0D/eL9LCSnCGAAACHvFlWd0qOJ0VC1p0Y4wBgAAwt72QxWSpCWTMnyuJPQIYwAAIOy9feikMgb114TMQX6XEnKEMQAAENacc3r7UKU+Mj49qpa0aEcYAwAAYa345BmV1tRH3bco2xHGAABAWHv7UKUkacH4NJ8r6R2EMQAAENaieb6YRBgDAABhLNrni0mEMQAAEMaifb6YRBgDAABhLNrni0mEMQAAEMaifb6YRBgDAABhyjmn7Qeje76Y1IkwZmb/YWblZrYnqO3HZrbfzD4ws1fNbEjQse+YWaGZHTCzZUHt15jZbu/YKvM+VTNLNLNfee1/NrPs0L5FAAAQiY5UntGJ2uieLyZ1rmfsOUk3ndf2pqQZzrmZkvIlfUeSzGyapLskTfeuecrM2rdWf1rSCkmTvJ/2e94rqco5N1HSY5J+1N03AwAAokcszBeTOhHGnHObJZ08r+1Pzrlm7+nbkrK8x7dLesk51+CcOyypUNI8MxspKcU5t9055yQ9L+mOoGtWe49/LekGi+a+SAAA0ClvH6qM+vliUmjmjH1J0hrv8ShJR4OOlXhto7zH57d/6Bov4NVI6rA/0sxWmFmumeUGAoEQlA4AAMJR2/piJ6N+vpjUwzBmZt+V1CzpP9ubOjjNXaL9Utdc2OjcM865HOdcTmZmZlfLBQAAEaJ9vtiCKJ8vJvUgjJnZPZJuk/TX3tCj1NbjNTrotCxJx732rA7aP3SNmSVIStV5w6IAACC2tM8Xi/bJ+1I3w5iZ3STp7yR90jl3JujQa5Lu8r4hOU5tE/V3OOdKJdWZ2XxvPthySb8NuuYe7/GnJa0PCncAACAGtc0XS9SEzGS/S+l1CZc7wcxelHSdpAwzK5H0fbV9ezJR0pveOO7bzrmvOOf2mtnLkvapbfjyfudci3er+9T2zcwBaptj1j7P7FlJL5hZodp6xO4KzVsDAACRqH2+2PzxaVE/X0zqRBhzzt3dQfOzlzh/paSVHbTnSprRQXu9pDsvVwcAAIgNsbK+WDtW4AcAAGElluaLSYQxAAAQZmJpvphEGAMAAGEk1uaLSYQxAAAQRmJtvphEGAMAAGEk1uaLSYQxAAAQRmJtvphEGAMAAGEiFueLSYQxAAAQJopicL6YRBgDAABhYvvB2JsvJhHGAABAmNh2sELDU2JrvphEGAMAAGHAOaftByu1cEJGTM0XkwhjAAAgDOSXnVLl6UYtmBBbQ5QSYQwAAISBbQcrJEkLCWMAAAB9b9vBSo1JG6isoQP9LqXPEcYAAICvWlqd3j5UGZO9YhJhDAAA+Gzv8RrV1TfH5HwxiTAGAAB8ts1bX4wwBgAA4INtBys1adggDRuc5HcpviCMAQAA3zQ2t2rn4ZMxO19MIowBAAAfvV9SrbNNLVowIcPvUnxDGAMAAL7ZVlgpM2n++DS/S/ENYQwAAPhm28EKTb8iRUMG9ve7FN8QxgAAgC/ONrbo3eJqLYzhIUqJMAYAAHyy60iVGltaY3ZJi3aEMQAA4IttByuUEGeamx2788UkwhgAAPDJtoOVunr0EA1KTPC7FF8RxgAAQJ+rq2/S7mM1Mb2+WDvCGAAA6HM7i06qpdXF/HwxiTAGAAB8sK2wUv0T4jRnzFC/S/EdYQwAAPS5bQcrlTN2qJL6xftdiu8IYwAAoE9VnW7UvtJa5ot5CGMAAKBPvX2oUpJiej/KYIQxAADQp7YdrFRy/3jNzEr1u5SwQBgDAAB9atvBCs0bl6Z+8cQQiTAGAAD6UFltvQ4GTsf8fpTBCGMAAKDPvFVQIUmsLxaEMAYAAPrM5oKAMgb117SRKX6XEjYIYwAAoE+0tjptKajQ4okZioszv8sJG4QxAADQJ/Yer9XJ041aOjnT71LCCmEMAAD0ic0FAUnSkkmEsWCEMQAA0Cc25wc0bWSKMgcn+l1KWCGMAQCAXneqoVm7jlQxRNkBwhgAAOh12w9WqrnVaelk1hc7H2EMAAD0us35AQ3sH69rxg71u5SwQxgDAAC9bnNBQPPHpysxId7vUsIOYQwAAPSqI5WndaTyjJZOYoiyI4QxAADQqzbnty1pweT9jhHGAABAr9pcUKGsoQM0LiPZ71LCEmEMAAD0mqaWVm0/WKmlkzNlxhZIHSGMAQCAXvPOkSqdamjWUlbdvyjCGAAA6DWbCwKKjzMtnJjudylhizAGAAB6zeb8Cs0ZM0QpSf38LiVsEcYAAECvqDzVoD3Ha9gY/DIIYwAAoFe8VVgh51jS4nIIYwAAoFdsyg9oyMB+umpUqt+lhDXCGAAACDnnnLYUVGjxxAzFx7GkxaUQxgAAQMjtP1GnQF0DQ5SdQBgDAAAhd24LJCbvX9Zlw5iZ/YeZlZvZnqC2NDN708wKvN9Dg459x8wKzeyAmS0Lar/GzHZ7x1aZtwyvmSWa2a+89j+bWXZo3yIAAOhrmwsCunL4YI1ITfK7lLDXmZ6x5yTddF7bI5LWOecmSVrnPZeZTZN0l6Tp3jVPmVm8d83TklZImuT9tN/zXklVzrmJkh6T9KPuvhkAAOC/M43N2nm4SksnZ/hdSkS4bBhzzm2WdPK85tslrfYer5Z0R1D7S865BufcYUmFkuaZ2UhJKc657c45J+n5865pv9evJd1gbF4FAEDE2nH4pBpbWllfrJO6O2dsuHOuVJK838O89lGSjgadV+K1jfIen9/+oWucc82SaiR1uGeCma0ws1wzyw0EAt0sHQAA9KYdh08qIc6Ukz308icj5BP4O+rRcpdov9Q1FzY694xzLsc5l5OZSdoGACAc5RZVafqoVA3sn+B3KRGhu2GszBt6lPe73GsvkTQ66LwsSce99qwO2j90jZklSErVhcOiAAAgAjQ0t+i9kmrNo1es07obxl6TdI/3+B5Jvw1qv8v7huQ4tU3U3+ENZdaZ2XxvPtjy865pv9enJa335pUBAIAIs7ukRo3NrcrJTvO7lIhx2f5DM3tR0nWSMsysRNL3Jf2zpJfN7F5JxZLulCTn3F4ze1nSPknNku53zrV4t7pPbd/MHCBpjfcjSc9KesHMCtXWI3ZXSN4ZAADoczuLqiRJOWPpGeusy4Yx59zdFzl0w0XOXylpZQftuZJmdNBeLy/MAQCAyJZbdFLjM5OVPijR71IiBivwAwCAkGhtdco9UqV5DFF2CWEMAACEREH5KdWcbWK+WBcRxgAAQEjsLGpbDGEu36TsEsIYAAAIidyik8ocnKgxaQP9LiWiEMYAAEBI7Cxqmy/GroZdQxgDAAA9drz6rI5Vn2ULpG4gjAEAgB77y3wxJu93FWEMAAD0WG5RlZL7x2vKiMF+lxJxCGMAAKDHdhad1JyxQ5UQT7ToKj4xAADQIzVnm3SgrI4hym4ijAEAgB5550iVnBOT97uJMAYAAHpkZ9FJJcSZZo8mjHUHYQwAAPRIblGVZoxK1YD+8X6XEpEIYwAAoNsamlv0Xkk1WyD1AGEMAAB02+6SGjU2t7I5eA8QxgAAQLftLKqSJOWMpWesuwhjAACg23KLTmpCZrLSByX6XUrEIowBAIBuaW11yj1SxfpiPUQYAwAA3VJQfko1Z5uYL9ZDhDEAANAtf9kcnPliPUEYAwAA3ZJbdFLDBidqTNpAv0uJaIQxAADQLeCJs4AAACAASURBVDuL2uaLmZnfpUQ0whgAAOiy49Vndaz6LPtRhgBhDAAAdNlf5osxeb+nCGMAAKDL3jlSpYH94zVlxGC/S4l4hDEAANBluUeqNHvMECXEEyV6ik8QAAB0yemGZuWV1uqaMcwXCwXCGAAA6JL3j1ar1Ulz2I8yJAhjAACgS3KPVMlMmk3PWEgQxgAAQJfsOlKlycMGK3VAP79LiQqEMQAA0GmtrU7vFFcxRBlChDEAANBpBeWnVFffrGsIYyFDGAMAAJ2260iVJCmHMBYyhDEAANBpu45UKT25v8amszl4qBDGAABAp7XPF2Nz8NAhjAEAgE6pONWgwxWnGaIMMcIYAADolHe8+WJM3g8twhgAAOiUXcVV6h8fpxmjUv0uJaoQxgAAQKfsKqrSjFEpSuoX73cpUYUwBgAALquhuUUfHKthiLIXEMYAAMBl7T1eq8bmVsJYLyCMAQCAy9pV1DZ5n22QQo8wBgAALmvXkSqNSRuoYYOT/C4l6hDGAADAJTnntKu4iiHKXkIYAwAAl3T05FkF6hoYouwlhDEAAHBJu4pPSmJz8N5CGAMAAJe060iVBiUmaPLwwX6XEpUIYwAA4JJyi6o0e8wQxcexOXhvIIwBAICLqqtv0oGyOibv9yLCGAAAuKj3jlbLOTYH702EMQAAcFG5RVWKM2nW6CF+lxK1CGMAAOCi3imu0pUjUjQ4qZ/fpUQtwhgAAOhQS6vTu8XVumYsvWK9iTAGAAA6dOBEnU41NDNfrJcRxgAAQId2HK6UJOWMTfO5kuhGGAMAAB3acCCg7PSBGp020O9SohphDAAAXOBMY7O2H6rUR6cM97uUqEcYAwAAF9hWWKnG5lZ9dMowv0uJeoQxAABwgfUHypXcP17zxjFfrLf1KIyZ2UNmttfM9pjZi2aWZGZpZvammRV4v4cGnf8dMys0swNmtiyo/Roz2+0dW2VmbH4FAIBPnHPasL9ciydlqH8C/Ta9rdufsJmNkvQ1STnOuRmS4iXdJekRSeucc5MkrfOey8ymecenS7pJ0lNmFu/d7mlJKyRN8n5u6m5dAACgZ/JK61RaU68bmC/WJ3oadxMkDTCzBEkDJR2XdLuk1d7x1ZLu8B7fLukl51yDc+6wpEJJ88xspKQU59x255yT9HzQNQAAoI9tOFAuSbpuSqbPlcSGbocx59wxSY9KKpZUKqnGOfcnScOdc6XeOaWS2mf+jZJ0NOgWJV7bKO/x+e0XMLMVZpZrZrmBQKC7pQMAgEtYl1emq0alatjgJL9LiQk9GaYcqrbernGSrpCUbGafu9QlHbS5S7Rf2OjcM865HOdcTmYmaR0AgFA7ebpR7x6t1vV8i7LP9GSY8mOSDjvnAs65JkmvSFooqcwbepT3u9w7v0TS6KDrs9Q2rFniPT6/HQAA9LFN+eVyTrqBMNZnehLGiiXNN7OB3rcfb5CUJ+k1Sfd459wj6bfe49ck3WVmiWY2Tm0T9Xd4Q5l1Zjbfu8/yoGsAAEAfWr8/oIxBibpqVKrfpcSMhO5e6Jz7s5n9WtI7kpolvSvpGUmDJL1sZveqLbDd6Z2/18xelrTPO/9+51yLd7v7JD0naYCkNd4PAADoQ80trdp0oFw3Th+huDhWmeor3Q5jkuSc+76k75/X3KC2XrKOzl8paWUH7bmSZvSkFgAA0DO7jlSptr6ZIco+xkpuAABAUtuq+/3iTYsnZfhdSkwhjAEAAEnShv3lmpudpsFJ/fwuJaYQxgAAgI6ePKP8slNsDO4DwhgAADi36j5hrO8RxgAAgNbvL1d2+kCNzxzkdykxhzAGAECMO9PYrG0HK1l13yeEMQAAYty2wko1NrfqhinD/S4lJhHGAACIcesPlCu5f7zmjUvzu5SYRBgDACCGOee0YX+5Fk/KUP8EYoEf+NQBAIhheaV1Kq2p51uUPiKMAQAQw9qXtLj+SsKYXwhjAADEsD/tK9PVWakalpLkdykxizAGAECMKq+t1/tHq/XxaXyL0k+EMQAAYtTavLYhyo8RxnxFGAMAIEatzSvT6LQBunL4YL9LiWmEMQAAYtCZxma9VVihj00dLjPzu5yYRhgDACAGbc6vUGNzK/PFwgBhDACAGLQ2r0wpSQmam82q+34jjAEAEGNaWp3W7y/XR6cMU794ooDf+C8AAECMeae4SidPN/ItyjBBGAMAIMas3VemfvGmaydn+l0KRBgDACDmvLmvTPPHp2twUj+/S4EIYwAAxJSDgVM6VHGab1GGEcIYAAAx5M19ZZKkj00ljIULwhgAADFk7b4yTb8iRVcMGeB3KfAQxgAAiBGVpxq0q7iKIcowQxgDACBGrNtfLucYogw3hDEAAGLE2n1luiI1SdOvSPG7FAQhjAEAEAPqm1q0paBCH5vGxuDhhjAGAEAM2FpYobNNLQxRhiHCGAAAMWBtXpkGJSZo/vh0v0vBeQhjAABEudZWp7V55br2ykz1T+BPf7jhvwgAAFHu/ZJqBeoadCNLWoQlwhgAAFFuXV654uNM100e5ncp6ABhDACAKLcxv1zXjBmq1IFsDB6OCGMAAESxQF2D9hyr1bVXZvpdCi6CMAYAQBTbUhCQJF07mTAWrghjAABEsU35AWUM6q9pI1l1P1wRxgAAiFItrU6b8wNaOilTcXGsuh+uCGMAAESpPcdqVHWmifliYY4wBgBAlNqUH5CZtGQSYSycEcYAAIhSm/IDmpk1RGnJ/f0uBZdAGAMAIApVn2nUu8VVfIsyAhDGAACIQm8VVqjVsaRFJCCMAQAQhTYdCCh1QD9dnZXqdym4DMIYAABRxjmnTfkBLZ6UoYR4/tSHO/4LAQAQZfafqFN5XQNDlBGCMAYAQJTZlN+2BdJ1hLGIQBgDACDKbDoQ0NSRKRqWkuR3KegEwhgAAFHkVEOzco+cZIgyghDGAACIItsKK9TU4ghjEYQwBgBAFNmUH1By/3hdM3ao36WgkwhjAABEifYlLRZOzFD/BP7ERwr+SwEAECUOVZxWSdVZhigjDGEMAIAoselA25IWhLHIQhgDACBKbMoPaHxmskanDfS7FHQBYQwAgChQ39Sitw9V6rrJw/wuBV1EGAMAIAq8fahSDc2tuvZKhigjTY/CmJkNMbNfm9l+M8szswVmlmZmb5pZgfd7aND53zGzQjM7YGbLgtqvMbPd3rFVZmY9qQsAgFizfn+5EhPi9JFxaX6Xgi7qac/Y/5X0hnNuiqSrJeVJekTSOufcJEnrvOcys2mS7pI0XdJNkp4ys3jvPk9LWiFpkvdzUw/rAgAgZjS3tOr13aW6YeowJfWLv/wFCCvdDmNmliJpqaRnJck51+icq5Z0u6TV3mmrJd3hPb5d0kvOuQbn3GFJhZLmmdlISSnOue3OOSfp+aBrAADAZWw7WKmKU4365NVX+F0KuqEnPWPjJQUk/dzM3jWzfzezZEnDnXOlkuT9bp9JOErS0aDrS7y2Ud7j89svYGYrzCzXzHIDgUAPSgcAIHq89v5xDU5M0HVXMnk/EvUkjCVImiPpaefcbEmn5Q1JXkRH88DcJdovbHTuGedcjnMuJzOTCYoAANQ3teiPe05o2YwRDFFGqJ6EsRJJJc65P3vPf622cFbmDT3K+10edP7ooOuzJB332rM6aAcAAJex8UBAdQ3NDFFGsG6HMefcCUlHzexKr+kGSfskvSbpHq/tHkm/9R6/JukuM0s0s3Fqm6i/wxvKrDOz+d63KJcHXQMAAC7hd+8fV8ag/lo4Id3vUtBNCT28/m8l/aeZ9Zd0SNIX1RbwXjazeyUVS7pTkpxze83sZbUFtmZJ9zvnWrz73CfpOUkDJK3xfgAAwCXU1TdpbV6Z/mruaCXEs3RopOpRGHPOvScpp4NDN1zk/JWSVnbQnitpRk9qAQAg1ry5r0wNza0MUUY4YjQAABHqtfePa9SQAZozZujlT0bYIowBABCBTp5u1FsFFbrt6pGKi2PjmkhGGAMAIAK9vrtUza2OIcooQBgDACACvfb+cU0cNkjTRqb4XQp6iDAGAECEOV59VjsOn9Qnr75CbatCIZIRxgAAiDC//6BtbXSGKKMDYQwAgAjz2vvHNTMrVdkZyX6XghAgjAEAEEEOBU5pz7FaesWiCGEMAIAI8tr7x2Um3TaTMBYtCGMAAEQI55xee/+45mWnaURqkt/lIEQIYwAARIi9x2t1KHBan5xFr1g0IYwBABAhfvf+cSXEmW6ZMdLvUhBChDEAACKAc05r9pzQwokZGprc3+9yEEKEMQAAIkBeaZ2KT57RzTNG+F0KQowwBgBABHhjT6nMpI9PG+53KQgxwhgAABHgjb0nNDc7TRmDEv0uBSFGGAMAIMwdDJxSftkphiijFGEMAIAw98aeE5KkZdMJY9GIMAYAQJj7494TujorVVcMGeB3KegFhDEAAMLYseqz+qCkRjextljUIowBABDG/jJEybcooxVhDACAMPbHPSd05fDBGp85yO9S0EsIYwAAhKlAXYN2Hjmpm/gWZVQjjAEAEKbe3Fcm50QYi3KEMQAAwtSaPaUamz5QU0YM9rsU9CLCGAAAYajmTJO2H6zUTTNGyMz8Lge9iDAGAEAYWre/TM2tTjex0GvUI4wBABCG1uw5oREpSbo6a4jfpaCXEcYAAAgzpxuatTk/oJtmjFBcHEOU0Y4wBgBAmNmUH1BDcyt7UcYIwhgAAGFmzZ4TSkvur7nZQ/0uBX2AMAYAQBipb2rR+rwy3ThtuBLi+TMdC/ivDABAGNl2sEKnG1u0jIVeYwZhDACAMPLHPWUanJighRPS/S4FfYQwBgBAmHDO6a3CCi2amKHEhHi/y0EfIYwBABAmjlSe0bHqs1o0kV6xWEIYAwAgTLxVWCFJWjQxw+dK0JcIYwAAhIltBys0MjVJ4zKS/S4FfYgwBgBAGGhtddp2sFKLJmawMXiMIYwBABAG9pXWqvpMkxYzRBlzCGMAAISB9vliLGkRewhjAACEga2FFZo8fJCGpST5XQr6GGEMAACf1Te1aGfRSS2cwBBlLCKMAQDgs3eKq1Tf1Mp8sRhFGAMAwGfbCisVH2f6yPg0v0uBDwhjAAD47K3CCl2dlarBSf38LgU+IIwBAOCj2vomfVBSzRBlDCOMAQDgo7cPVqrVSQsJYzGLMAYAgI+2HazUgH7xmj1miN+lwCeEMQAAfPRWYYXmjktTYkK836XAJ4QxAAB8cqKmXoXlp7R4IqvuxzLCGAAAPtl2sG0LpEXMF4tphDEAAHzyVmGF0pL7a+qIFL9LgY8IYwAA+MA5p22FlVowIV1xceZ3OfARYQwAAB8cDJzWidp6LWI/yphHGAMAwAft88VY7BWEMQAAfPBWQYWyhg7QmPSBfpcCnxHGAADoY80trdp+qJJeMUgKQRgzs3gze9fMfu89TzOzN82swPs9NOjc75hZoZkdMLNlQe3XmNlu79gqM2MmIwAgau05Xqu6+maWtICk0PSMPSgpL+j5I5LWOecmSVrnPZeZTZN0l6Tpkm6S9JSZtS83/LSkFZImeT83haAuAADC0tbCtvliCyew2Ct6GMbMLEvSrZL+Paj5dkmrvcerJd0R1P6Sc67BOXdYUqGkeWY2UlKKc267c85Jej7oGgAAos6G/eWaNjJF6YMS/S4FYaCnPWOPS/q2pNagtuHOuVJJ8n4P89pHSToadF6J1zbKe3x++wXMbIWZ5ZpZbiAQ6GHpAAD0vRM19co9UqWbZ4zwuxSEiW6HMTO7TVK5c25XZy/poM1dov3CRueecc7lOOdyMjMzO/myAACEjzV7SiVJt8wc6XMlCBcJPbh2kaRPmtktkpIkpZjZLySVmdlI51ypNwRZ7p1fIml00PVZko577VkdtAMAEHX+8EGppowYrAmZg/wuBWGi2z1jzrnvOOeynHPZapuYv9459zlJr0m6xzvtHkm/9R6/JukuM0s0s3Fqm6i/wxvKrDOz+d63KJcHXQMAQNRoH6K89Sp6xfAXPekZu5h/lvSymd0rqVjSnZLknNtrZi9L2iepWdL9zrkW75r7JD0naYCkNd4PAABR5fXdDFHiQiEJY865jZI2eo8rJd1wkfNWSlrZQXuupBmhqAUAgHD1+m6GKHEhVuAHAKAPMESJiyGMAQDQBxiixMUQxgAA6AMMUeJiCGMAAPSy0pqzDFHioghjAAD0sjW7T0hiiBIdI4wBANDL/sAQJS6BMAYAQC8qrTmrXUeqdBu9YrgIwhgAAL3o3BAl88VwEYQxAAB60R92l2rqyBSNZ4gSF0EYAwCgl7QPUd561Qi/S0EYI4wBANBLXmeIEp1AGAMAoJe8zhAlOoEwBgBALzhezRAlOocwBgBAL1izhyFKdA5hDACAEGttdfqv3KOaxhAlOoEwBgBAiK3NK9P+E3X6m6Xj/C4FEYAwBgBACDnntGp9gcamD9QnZl7hdzmIAIQxAABCaOOBgPYcq9X9101UQjx/ZnF5/CsBACBEnHP6v+sKNGrIAP2POaP8LgcRgjAGAECIvFVYofeOVuur109QP3rF0En8SwEAIAScc1q1rkAjU5P06Wuy/C4HEYQwBgBACLx96KR2FlXpK9dOUGJCvN/lIIIQxgAACIFV6wo0bHCi/mruaL9LQYQhjAEA0EM7i05q+6FKrVg6Xkn96BVD1xDGAADooVXrCpQxqL/++iNj/S4FEYgwBgBAD7xbXKUtBRX68pLxGtCfXjF0HWEMAIAe+On6Qg0d2E+fn0+vGLqHMAYAQDftOVaj9fvLde/icUpOTPC7HEQowhgAAN30xPpCpSQlaPnCbL9LQQQjjAEA0A1HKk/rj/tOaPmCbKUk9fO7HEQwwhgAAN3w861FSogzLV/AXDH0DGEMAIAuqq1v0n/lHtUnZl6hYSlJfpeDCEcYAwCgi36146hON7boS4vH+V0KogBhDACALmhuadVz24o0b1yaZoxK9bscRAHCGAAAXfCnfWU6Vn1W99IrhhAhjAEA0AXPvnVYY9IG6mNTh/tdCqIEYQwAgE5672i1dh2p0hcXZSs+zvwuB1GCMAYAQCc9+9ZhDU5M0J05o/0uBVGEMAYAQCeU1pzV67tL9VdzR2sQWx8hhAhjAAB0wuptR+Sc0z1sfYQQI4wBAHAZZxqb9eKOYt00Y4RGpw30uxxEGcIYAACX8ZtdJao526QvLWI5C4QeYQwAgEtobXX6j61FujorVdeMHep3OYhChDEAAC5hY365Dlec1pcWj5MZy1kg9AhjAABchHNOP9t0SCNTk3TLVSP9LgdRijAGAMBF/O6DUu04fFJfvX6i+sXzJxO9g39ZAAB0oK6+ST/8/T7NzErVZ+eN8bscRDFWrQMAoAOPvVmgwKkG/dvyHLY+Qq+iZwwAgPPkldZq9fYifXbeGF09eojf5SDKEcYAAAjS2ur0vf/eo9QB/fStZVf6XQ5iAGEMAIAgv36nRLuOVOmRm6doyMD+fpeDGEAYAwDAU32mUf+8Zr+uGTtUn56T5Xc5iBGEMQAAPD/+4wHVnG3SD++YoTgm7aOPEMYAAJD0/tFq/XJHse5ZkK2pI1P8LgcxhDAGAIh5Ld6k/cxBiXro45P8LgcxhjAGAIh5v9xRrN3HavS926ZpcFI/v8tBjCGMAQBiWuWpBv34jf1aOCFdn5jJ/pPoe4QxAEBM+9Eb+3WmsUX/dPt0mTFpH32PMAYAiFm7jlTp5dwS3btknCYOG+x3OYhR3Q5jZjbazDaYWZ6Z7TWzB732NDN708wKvN9Dg675jpkVmtkBM1sW1H6Nme32jq0y/q8JAKCXtbQ6/eNv92hESpK+9lEm7cM/PekZa5b0sHNuqqT5ku43s2mSHpG0zjk3SdI677m8Y3dJmi7pJklPmVm8d6+nJa2QNMn7uakHdQEAcFm//PMR7T1eq+/dNlXJiQl+l4MY1u0w5pwrdc694z2uk5QnaZSk2yWt9k5bLekO7/Htkl5yzjU45w5LKpQ0z8xGSkpxzm13zjlJzwddAwBAyFWeatCP/3hACyek69armLQPf4VkzpiZZUuaLenPkoY750qltsAmaZh32ihJR4MuK/HaRnmPz2/v6HVWmFmumeUGAoFQlA4AiEFM2kc46XEYM7NBkn4j6evOudpLndpBm7tE+4WNzj3jnMtxzuVkZmZ2vVgAQMw7N2l/MZP2ER56FMbMrJ/agth/Oude8ZrLvKFHeb/LvfYSSaODLs+SdNxrz+qgHQCAkAqetP+3NzBpH+GhJ9+mNEnPSspzzv0k6NBrku7xHt8j6bdB7XeZWaKZjVPbRP0d3lBmnZnN9+65POgaAABCpn3S/ndvnapBTNpHmOjJv8RFkj4vabeZvee1/b2kf5b0spndK6lY0p2S5Jzba2YvS9qntm9i3u+ca/Guu0/Sc5IGSFrj/QAAEDLBk/ZvY6V9hJFuhzHn3FvqeL6XJN1wkWtWSlrZQXuupBndrQUAgMth0j7CFSvwAwCi3u6SGr2cW6IvLspm0j7CDmEMABDVnHP6/36/T+nJ/Zm0j7BEGAMARLU1e05oR9FJPXzjlUpJ6ud3OcAFCGMAgKhV39Si/7MmT1NGDNZfzR19+QsAHxDGAABR6+dbi3T05Fn9w23TFB/HpH2EJ8IYACAqBeoa9OSGQn1s6nAtmpjhdznARRHGAABR6SdvHlB9U4v+/pYpfpcCXBJhDAAQdfYdr9VLO4/qnoXZGp85yO9ygEsijAEAokr7UhZDBvTT1z7KUhYIf4QxAEBUeXNfmbYfqtRDH5+s1IEsZYHwRxgDAESNxuZW/e/X8zRp2CB9dt4Yv8sBOoUwBgCIGs9vL1JR5Rl999apSojnTxwiA/9SAQBR4Y97T+hf/5Svaydn6rorh/ldDtBpCX4XAABATzjn9PSmg/qXNw5o1ughevTOq/0uCegSwhgAIGLVN7Xo71/ZrVfePaZPXn2F/uXTM5XUL97vsoAuIYwBACJSoK5B//OFXL1TXK2HPz5ZD3x0oszY8giRhzAGAIg4eaW1+vLqXFWebtBTfz1Ht1w10u+SgG4jjAEAIsq6vDJ97cV3NSgpQf/1PxfqqqxUv0sCeoQwBgCIGMerz+orv9ilKSNS9O/35Gh4SpLfJQE9xtIWAICI8czmQ3JOevpzcwhiiBqEMQBARKg41aCXdhbrjtmjlDV0oN/lACFDGAMARISfbz2shuZWfeXaCX6XAoQUYQwAEPZq65v0/LYjunnGCE0cNsjvcoCQIowBAMLeC9uPqK6hWV+9bqLfpQAhRxgDAIS1s40t+o+3Duu6KzM1YxTLWCD6EMYAAGHtVzuLVXm6UfdfT68YohNhDAAQthqbW/XM5kOal52mudlpfpcD9ArCGAAgbP33e8d0vKZeX72eb1AiehHGAABhqaXV6WcbD2r6FSm6dnKm3+UAvYbtkAAAYemNPSd0qOK0nvrrOTIzv8vB+aqKpNyfS8mZUtp4KX2CNDRbSkj0u7KIQxgDAIQd55ye3FCo8ZnJWjZ9hN/l4HyVB6XVn5Bqj0tyQQdMSh0tpY+Xhk2TFv6tlHKFX1VGDMIYACDsbMwPaF9prX786ZmKj6NXLKxU/P/t3Xl8VOW9x/HPb7JBwhrCIsgmsoigohHEFVGrvde6Vq2CdanXqtfeqt1v1dbb5bZ99d6qtbcuddeKtmpdsG7UtSoCKgoqgiwGEUgMBLLP8tw/nhMyiTMkQJIzGb7v1+u85uzznF/OmfnlPM88ZwXcfSLEGuCSV6DPMJ+cVa6Eyo+bxxfcDm/dC8f+BEq/ARG1jEpHyZiIiHS5WDzBnAVlVFQ3pFz+9JL1DOvXk1OmDOviksl2VSyHu06ERAzOfxIG7+vnFxbD8INbrlu5Ep68Ep76Lrz7EJx0Iwzap+33iMdg62dQVQZVa2HzJ/61qgxqP4dJp8PBF0Fez44/vpCYc67ttTJQaWmpW7hwYdjFEBGRHdQQi/PtB97h6aXr065jBr8+bT/OPHh4F5YsQ1SthZpyGDol7JK0VL7MV026BJz3RPsSK+dg8Rx45j+hYSscfiUc8R3I69G8TiIO696BlS/AyhehbD7EG1vup3CAr/6M5MCni6D3UJjxAzhgFuTkdehhdhYzW+ScK025TMmYiIh0ldrGGN+8dxGvLK/gmhMncuFho9Kuu1s22l/+HDz8DaivgqkXw7E/hfyisEsFGz/0iRgEidiEHdu+psInZO8+CAPGwnHX+btfK1+EVS/74wUYMhlGHwUlY6HvntB3BPQd1jIGq16Bef8Fa9+E4jFw9H/CvqelrwatrfRVp41bIdYIsXqf7MUamsdHHALDDtrhsOwIJWMiIhK6qtooF969gLc/2cSvT9+PM0p3w7te6SQS8Mpv4YVfwpBJMHwaLPiT/5XiKTfDiGm7tv8P58KKeTDyUBgz01crtteG930iFsn1idjAcTtfjhXP+6rLzZ/46b7DYa8ZzUNRSfv24xx89DTM+xlsXAqDJ/s7Zbk9oeIjqFjmq1TLl0FtRdv7O+YncMRVO3NE7aZkTEREQlW+tYFzb5/Px+XV/P7sKZwwaY+wi5Q56rfAo5fAsrmw31lw4vWQX+jvAD12GWwu879KPPrHLav32qNuE/z9B/6OVCQPElGwCAwrhbFfgrHHwpD9m+8qJRJQvR4qV/k2X5tWwaK7ICcfznsSSjrgkVSNNT4xHDTRd4exK3dAEwlY8jC88Atf1iY9+0PJeH+HbeB4GLA39OgHufmQ2wNyCpLG8yGv0E93IiVjIiISmrWbajn39jdZX1XPLecexJHqwLVZ+TKYM8snPsf/EqZ9s2Vy0rAVnr0GFt0JAyfAqTe3vy3Z8ufh8ct9+7MjvweHXQHr34MVz/nq0HVv+fWKBsEe+/luKipXQayueR+W4xvpn3GXT5wyVTzqE7wefaBkXPvvsHUhJWMiIhKKFRurOff2+dQ0xLjzgoM5aKSeDHpjXQAAEglJREFUL7nNB0/4O2J5PeGMu2HUYenXXf48PP4tqN7g25KNPdZXZRb0/uK6DVvhmR/DW3fDwH3g1D+mTuCqy+HjeT4xK18G/Yb7atH+o/xr8WhfjdhNGshnOiVjIiLS5d5cVcml9y3CDO65cBoTh/YJu0iZwTl46Tfw4i99deGZ9/hG6m2p2wxP/8hXObq4r24cMhlGHgYjpvuh/AN47N/9LzIP/Q/fuF094mcEJWMiItJlnHPc98YarnvifYYXF3L7eaXsNbBX2MXKDM7Bs1fD6zfB/ufAV67f8WSpoRrWLoBPXoc1r/nxWH3z8o5q9C8danvJmDp9FRGRDtMQi3Pt35by4MIyZk4YxO/OOoC+PVXNBfjG5nOv8u2/pl0Cx//3zvVKX9ALxhztB/DdNXz2jk/MXNzvOxO6w5B2UzImIiIdYn1VPZfct4h3yjbzrZl7c+Wx44joUUZePOarD9+dA4dfBcdcu2u/IkyWmw/Dp/pBuiUlYyIisssWrq7k0vvfoqYhxs2zD1TXFclijb4j1w8eh5lX+182iiRRMiYiIjvNOcf98z/huieWMqxfT+6/aBrjBqf4hV82ijXAm7f5nuSHT4Xhh0DvwS3XidbBQ1+H5c/6asnpl4VTVsloSsZERGSHReMJnli8jlteWsmyDVuZMX4gN5w1hb6FXdA+bNXLvs+tXoM6/73SWf2q70m+4iPfaejrN/n5/Ub6R+sMnwbDDvR9hK1+1XfkWnpBeOWVjKZkTERE2q2mIcacBWXc/spK1lXVM25wL/7njP05ZcowcrqifVjTo3kG7QsXPdf1DdVrPofnroF37od+I2DWX/2zFD9bDGVvwCdvwMf/8N1PgO809dRbYP+zurac0q0oGRMRkTZVVDdw92uruef1NVTVRZk6qpifnzqJo8cP6toHer/6O/8Im/IPfCeop9/e/obwiYR/3ZlfMDrnE7Bnr4GGLXD4lXDk9/1jiwCGH+yHQ7/l1920Csre9N1MqGG9tEHJmIiIpBWNJ7jtlZXcOG85DbEEx+0zmG8eNYaDRvbv+sJUroIlf4VDLoPCATDvOhh6IBx6edvbli+DP5/pn/NYVOIfAdRrIPQaDEUDfZVnfi/f23wkDyI5zeM4eP0PsOafvl3Yib+DwRPTv5dZ0IP9Xh126JLdlIyJiEhKi8s288NH3uODz7Zw/L6D+d7xE9h7UIidt/7zBojkwvTLofcQWPc2PHetf67i6CPTb/fpIrjvq37bw74NtRX+UUDVG6BiOVRvhHjD9t+7Rz846fdwwOydu7Mmsh1KxkREpIWahhi/fXYZd7+2moG9C7jl3IM4ft8h4RZqy2e+mnDKbOgTdJtxyv/BbcfAX86Hi1/yz1ZsbeWL8MA5UDQAzv1b6oddOwf1VRCt9Q+cTsT8EI9CIur7CCvZG3qGcDdQdgtKxkREZJsXPtzI1X9bwrqqOmZPG8n3ThhPnx4Z0IP+6zdBIu6ft9ikoDd87X64bSY8dC5c8DTk9Whe/v5j8PBFMGBvmP1IcxLXmhn07OcHkRAoGRMR2Y01xhKsrKhm2fqtPLt0A3Pf+4yxg3rx10umc9DI4rCL59VWwsI7YPJXoXh0y2UlY/2vFeecDXO/Ayff5JOrRXf5rif2PBjOeVB3tSSjKRkTEdlNbNxSz9tlm1m2fivLNmzlo/VbWVVRQyzhACjIjXDVceO45Kgx5Od2YruoRMJ3lFq9AYZM9g3lt2f+zb4K8fArUy+f8C/+l40v/waGTYH6Lb5x/97HwZl36zmNkvGUjImIZCHnHB+XV7Ng9SYWrt7EwjWVrPm8dtvyEcWFjBvcmy/tO5hxg3szfkhvRpcUUZCb03GFiNb5Dk8rPoJNq/2vITeths1rIN7o19nraDjrPv/w61QatvpkbMKJMGif9O8140f+Ydlzvws4mHwGnPLHthM9kQygZExEJAuUb21gyadVLPm0isVrq1i0ppJNtVEABhTlc9DI/syeNpIDR/ZnwpDeFBXs4Md/TYX/RWFOG9vFGnynp0segWVPQWO1n1/QB/qP8gnV+C/78cZqeP6ncO8pMOsvqasSF97hG9cfftX23zcSgdNug/vP8P16Hfcz/epRug0lYyIi3Uh9NM7aTXWsLK9mybotLP20iiXrqtiwpblrhtElRRyzz2CmjiqmdFR/RpcU7VzHrM7Bx/N8lxKrXoacAhg4DgZN9ElV02uvIbDqJZ+AfTgXGqp8YjXpNJh4Cgyd4qdTlaH/aP8Q7btO9I3sk5/tGK2H126CvWbAnge1Xd6e/Xyv/CLdjJIxEZEM4pyjfGsDZZtqKaus45PK2m1DWWUt67fU43wTLyIGYwb24tAxJUwa1pdJQ/swcWgfeu/qrx/jMVj6qE/CNrwHvfeAo34I0RrY+IGvemx63A+ARcAloKAvTPhXn4TtNaN9VYQTT4KCB2HOLLjzBPj6Y/4xQwDv3Ac1G+GI23fteEQyXMYkY2Z2AnADkAP8yTn3q5CLJCLSoWLxBJW1jXxeHQw1DWzYUk9ZZV2QfNWydlMdDbFEi+0G9ylgZHERh44pYURxISMG9GTkgCImDOlNYX6rj3HnoKHat9eK1kKs3r82TcejvkuIHn191WHTayQCjTXw9n2+G4nNn0DJODj5D779VW5By/ep2wzlH8LG9307sBHTYczML67XHmNm+iTs/q/CHSf4/sCKR/tkcM+pMOqIHd+nSDdirulfrDALYZYDfAQcB6wFFgBnO+feT7dNaWmpW7hwYReVUES6G+ccCQfxhCPhmgZIOEcs7ojGEzTGEkTjCaJN0/EE0ViCWMJPx+KOWMIvjyX8+vXRBHXROHWNceqjceqi/rU+2rSvBI1xRzTWPF3TGOfz6gY21zWS76L0oYY+VktfauhtdRTnRxlW6NijMMHgHnEGFMQpzovRJy9O74Iccs35JAvn70A55/vcaqjy7alaDy7RZnxaMp+QJWL+7tfwaXDYFTDuhK5td7V+Cdx7Krg4HDALXrsRzn4Qxp/QdWUQ6SRmtsg5V5pqWabcGZsKrHDOrQQwsznAyUDaZKyzffTWS2z9x/+G9fYi3Y7RlCwAOD/dlEBsm+81jTb/L+hSzAv26RKYi2MuQcTFibg4hn/FuaZ38okWhnMQx4L5vo1SwkWCUti298m1BDnEySFBDglyiVPo97BtPUfL7QzIJU4eMf9qwUAcAxIW8XuzHJxFSJjfe445iiI19OhRTa6Lpg5gbTA0ySnwD8SORPw7mwWvET8eyW2+s9VrCJSM9+M9+vo7X/lFkNczGAr9vvIKfQP8hurUSVwiCpPPhJHTd+yP31GGTIILn4Z7TvaJ2OBJMO74cMoi0oUyJRkbBpQlTa8FprVeycwuBi4GGDFiRKcWqKF6MyW1Kzr1PUSyT1Oy05QIGYmmJGLbGq1HkiftC/MSFsFZDi7ikxwiBX7acjAzDIiYf7cIDjMwEkS2lcKXKEIiKFGQjuXkgeVgObk+sYnkYpEIZpHm/RlEXMLnPoBFjJzcfCK5eeTk5mM5eX7bnDxfWhf3d6wScX+XyQWvFmlZLbht6BckToU+Ucov8q9NSdPuaMAYuPAZ32Hr9MtSN/oXyTKZcrWnutq+UH/qnLsVuBV8NWVnFmjykSfDkSd35luIiEgqfYfBrIfCLoVIl8mUTljWAslPeN0TWBdSWURERES6TKYkYwuAsWY22szyga8Bj4dcJhEREZFOlxHVlM65mJldDjyD79riDufc0pCLJSIiItLpMiIZA3DOPQU8FXY5RERERLpSplRTioiIiOyWlIyJiIiIhEjJmIiIiEiIlIyJiIiIhEjJmIiIiEiIlIyJiIiIhEjJmIiIiEiIlIyJiIiIhEjJmIiIiEiIlIyJiIiIhEjJmIiIiEiIlIyJiIiIhEjJmIiIiEiIlIyJiIiIhEjJmIiIiEiIlIyJiIiIhEjJmIiIiEiIlIyJiIiIhEjJmIiIiEiIzDkXdhl2ipmVA2s6+W1KgIpOfo/uSrFJTXFJT7FJTXFJT7FJTXFJL5NjM9I5NzDVgm6bjHUFM1vonCsNuxyZSLFJTXFJT7FJTXFJT7FJTXFJr7vGRtWUIiIiIiFSMiYiIiISIiVj23dr2AXIYIpNaopLeopNaopLeopNaopLet0yNmozJiIiIhIi3RkTERERCZGSMREREZEQZWUyZmZ3mNlGM1vSav50M7vNzI4zs0Vm9l7wOjNYXmhmc83sQzNbama/arX9Hmb2rJkdYGavB+u8a2ZnJa0z2szmm9lyM3vQzPK75qh3nJkNN7MXzOyD4Fi+nbSsKVYDgnWqzeymFPv4kZnNMrOrzOz9IB7zzGxk0jrnBfFYbmbnddXx7YhdjYWZ/cLMysysOsW+u+150864pLyegnWyMi6tmVkPM3vTzBYHx3Fd0rI24xSsly3XUntikfJasiz/DN6V8yTbY9OameWY2dtm9mTSvOz9XnLOZd0AHAkcCCxpNf864HRgCjA0mDcJ+DQYLwSODsbzgVeALydtfwHwHWAcMDaYNxT4DOgXTD8EfC0Yvxm4NOx4bCdOewAHBuO9gY+Aia1iVQQcDlwC3JRiHy8AA4GjgcJg3qXAg8F4MbAyeO0fjPcP+9g7OhbAIcE+qlPsu9ueN+2MS8rrKZvjkuJYDOgVjOcB84FD2hunYF62XEvtiUXKa4ks/wzelfMk22OTIlZXAX8Gnkyal7XfS6EHvBP/kKP4YjL2KtC31TwDPgcKUuzjBuDfkqYfJPgiarXeYmBssK8KIDeYPx14JuxY7EDMHgOOSxUr4PzWJz3QB/hniv1MaZoPnA3ckrTsFuDssI+1o2ORtCxV0pE158324hLMS3k9ZXtcWpW/EHgLmNbeOGXrtdRWLLZ3LQXLs/YzeGfOk90oNnsC84CZtEzGsvZ7KSurKVMxsxIg6pyrarXodOBt51xDq/X7AV/BnxCYWQ4w3jn3fqv1puL/S/kYGABsds7FgsVrgWEdfSydwcxG4U/W+duJVWvHEsSnlW8Afw/GhwFlScsyPiY7GYt0+8qa86adcUl5PaXYV9bEpUlQrfIOsBF4zjm3I3HKqmtpB2ORbh9Z+Rm8i+dJ0z6yMjZJrge+DySaZmT791JumG/exb4EPJs8w8z2BX4dLEuenws8ANzonFsZzJ6Gv6WcvN4ewL3Aec65hJlZivd1HVP8zmNmvYCHgSucc1vM7BxaxSqNE4A7W+1rNlAKHNU0K8V2GRuTXYhFOllx3rQnLumupzSyIi7JnHNx4IDgi/JRM5sE7Ef74pRV11J7Y5FONn8G7+J5ktWxATCzE4GNzrlFZjYjadEXvsPT6JbX0m5zZwz4MvB004SZ7Qk8CnzdOfdxq3VvBZY7567fzvZ9gLnA1c65N4LZFUC/4GIBf6t1XYceRQczszz8l+z9zrlHgtktjnU7pgJvJu3rWODHwElJ/8mtBYYnbZOxMdnFWKTT7c+b9sSljesplW4fl3Scc5uBF/FfCu2NU1ZdS022F4s2ZP1n8E6eJ5D9sTkMOMnMVgNzgJlmdh/Z/r0UZh1pZw4ktRnDZ8GLae7ktl8wfXqK7X6O/+KJtJr/GtAnGM/H3wa9IsX2f6FlA8nLwo7FdmJkwD3A9a3mbYtV0vzzadnQdl9gTtL0FPyt8LGttisGVuEbSfYPxovDPvaOjEWrZdWtprv1edOeuGzvesrWuKQo50CaG0n3xDeu/kp74pSF11KbsUha9wvXEln8Gbwr50m2xyZNvGYAT7b+zEl3/nTnayn0YHfSH/AB/C9IovgM+AfAXUnLrwZqgHeShkH47NgBHyTNvyi4gP6RtP3sYN/J2x8QLNsLn5WvCE78LzS8zJQB/2sUB7ybdBzXJscqWG81UAlUB/GcCHwXOD9pneeBDUn7eTxp2YVBPFYAF4R93B0di2D+b4LpRPD602w4b9oTl3TXUzbHJUWc9gPeDuK0JIhRaXvilIXXUpuxSHctkeWfwbt4nmR1bNLEawY+GWvv+dNtr6Xd4nFIZnY1sMI5N2cnt58N7Omc+1WbK3dz7Y2VmT2Hv4X+WdeUrOvpvElNcWkfXUvNdM6kp9i0bXe4lnaLZExEREQkU+1ODfhFREREMo6SMREREZEQKRkTERERCZGSMREREZEQKRkTERERCZGSMREREZEQ/T9Rnz9kSpqVVAAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<Figure size 720x720 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 720x720 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"us = get_cleaned('US')\n", | |
"italy = get_cleaned('Italy')\n", | |
"spain = get_cleaned('Spain')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"us_population = 327.2\n", | |
"italy_population = 60.48\n", | |
"spain_population = 46.66\n", | |
"\n", | |
"italy_scale = italy_population / us_population\n", | |
"spain_scale = spain_population / us_population" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Taking the number of cases, scaling for relative population gives very interesting results. I've scaled up the cases for Italy and Spain as if they had the population of the US. " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x12157430>" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 720x720 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ndf = pd.DataFrame(data={\n", | |
" \"US\": us['New Cases'], \n", | |
" 'Italy': italy['New Cases'] / italy_scale,\n", | |
" 'Spain': spain['New Cases'] / spain_scale\n", | |
"})\n", | |
"ndf.plot(figsize=(10,10), title=\"New cases each day comparing relative populations\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.8.1" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment