growth_covid19.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# COVID-19: Growth dynamics of SARS-COV2 in Portugal and NY State. \n",
    "\n",
    "This code uses the data repository of the 2019 Novel Coronavirus Visual Dashboard operated by the Johns Hopkins University Center for Systems Science and Engineering (JHU CSSE). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 416,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = 'https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 417,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Province/State</th>\n      <th>Country/Region</th>\n      <th>Lat</th>\n      <th>Long</th>\n      <th>1/22/20</th>\n      <th>1/23/20</th>\n      <th>1/24/20</th>\n      <th>1/25/20</th>\n      <th>1/26/20</th>\n      <th>1/27/20</th>\n      <th>...</th>\n      <th>3/18/20</th>\n      <th>3/19/20</th>\n      <th>3/20/20</th>\n      <th>3/21/20</th>\n      <th>3/22/20</th>\n      <th>3/23/20</th>\n      <th>3/24/20</th>\n      <th>3/25/20</th>\n      <th>3/26/20</th>\n      <th>3/27/20</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>NaN</td>\n      <td>Afghanistan</td>\n      <td>33.0000</td>\n      <td>65.0000</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>22</td>\n      <td>22</td>\n      <td>24</td>\n      <td>24</td>\n      <td>40</td>\n      <td>40</td>\n      <td>74</td>\n      <td>84</td>\n      <td>94</td>\n      <td>110</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>NaN</td>\n      <td>Albania</td>\n      <td>41.1533</td>\n      <td>20.1683</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>59</td>\n      <td>64</td>\n      <td>70</td>\n      <td>76</td>\n      <td>89</td>\n      <td>104</td>\n      <td>123</td>\n      <td>146</td>\n      <td>174</td>\n      <td>186</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>NaN</td>\n      <td>Algeria</td>\n      <td>28.0339</td>\n      <td>1.6596</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>74</td>\n      <td>87</td>\n      <td>90</td>\n      <td>139</td>\n      <td>201</td>\n      <td>230</td>\n      <td>264</td>\n      <td>302</td>\n      <td>367</td>\n      <td>409</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>NaN</td>\n      <td>Andorra</td>\n      <td>42.5063</td>\n      <td>1.5218</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>39</td>\n      <td>53</td>\n      <td>75</td>\n      <td>88</td>\n      <td>113</td>\n      <td>133</td>\n      <td>164</td>\n      <td>188</td>\n      <td>224</td>\n      <td>267</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>NaN</td>\n      <td>Angola</td>\n      <td>-11.2027</td>\n      <td>17.8739</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>2</td>\n      <td>2</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 70 columns</p>\n</div>",
      "text/plain": "  Province/State Country/Region      Lat     Long  1/22/20  1/23/20  1/24/20  \\\n0            NaN    Afghanistan  33.0000  65.0000        0        0        0   \n1            NaN        Albania  41.1533  20.1683        0        0        0   \n2            NaN        Algeria  28.0339   1.6596        0        0        0   \n3            NaN        Andorra  42.5063   1.5218        0        0        0   \n4            NaN         Angola -11.2027  17.8739        0        0        0   \n\n   1/25/20  1/26/20  1/27/20  ...  3/18/20  3/19/20  3/20/20  3/21/20  \\\n0        0        0        0  ...       22       22       24       24   \n1        0        0        0  ...       59       64       70       76   \n2        0        0        0  ...       74       87       90      139   \n3        0        0        0  ...       39       53       75       88   \n4        0        0        0  ...        0        0        1        2   \n\n   3/22/20  3/23/20  3/24/20  3/25/20  3/26/20  3/27/20  \n0       40       40       74       84       94      110  \n1       89      104      123      146      174      186  \n2      201      230      264      302      367      409  \n3      113      133      164      188      224      267  \n4        2        3        3        3        4        4  \n\n[5 rows x 70 columns]"
     },
     "execution_count": 417,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(data)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 419,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Province/State</th>\n      <th>Country/Region</th>\n      <th>Lat</th>\n      <th>Long</th>\n      <th>1/22/20</th>\n      <th>1/23/20</th>\n      <th>1/24/20</th>\n      <th>1/25/20</th>\n      <th>1/26/20</th>\n      <th>1/27/20</th>\n      <th>...</th>\n      <th>3/18/20</th>\n      <th>3/19/20</th>\n      <th>3/20/20</th>\n      <th>3/21/20</th>\n      <th>3/22/20</th>\n      <th>3/23/20</th>\n      <th>3/24/20</th>\n      <th>3/25/20</th>\n      <th>3/26/20</th>\n      <th>3/27/20</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>184</th>\n      <td>NaN</td>\n      <td>Portugal</td>\n      <td>39.3999</td>\n      <td>-8.2245</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>448</td>\n      <td>785</td>\n      <td>1020</td>\n      <td>1280</td>\n      <td>1600</td>\n      <td>2060</td>\n      <td>2362</td>\n      <td>2995</td>\n      <td>3544</td>\n      <td>4268</td>\n    </tr>\n  </tbody>\n</table>\n<p>1 rows × 70 columns</p>\n</div>",
      "text/plain": "    Province/State Country/Region      Lat    Long  1/22/20  1/23/20  1/24/20  \\\n184            NaN       Portugal  39.3999 -8.2245        0        0        0   \n\n     1/25/20  1/26/20  1/27/20  ...  3/18/20  3/19/20  3/20/20  3/21/20  \\\n184        0        0        0  ...      448      785     1020     1280   \n\n     3/22/20  3/23/20  3/24/20  3/25/20  3/26/20  3/27/20  \n184     1600     2060     2362     2995     3544     4268  \n\n[1 rows x 70 columns]"
     },
     "execution_count": 419,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df[(df['Country/Region'] == 'Portugal') | (df['Province/State'] == 'New York')]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 420,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.replace(to_replace = ['US'], value ='New York') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 421,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop(['Province/State', 'Lat', 'Long'], axis=1)\n",
    "df = df.set_index(['Country/Region'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 422,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Country/Region</th>\n      <th>Portugal</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>3/2/20</th>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>3/3/20</th>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>3/4/20</th>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>3/5/20</th>\n      <td>8</td>\n    </tr>\n    <tr>\n      <th>3/6/20</th>\n      <td>13</td>\n    </tr>\n    <tr>\n      <th>3/7/20</th>\n      <td>20</td>\n    </tr>\n    <tr>\n      <th>3/8/20</th>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>3/9/20</th>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>3/10/20</th>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>3/11/20</th>\n      <td>59</td>\n    </tr>\n    <tr>\n      <th>3/12/20</th>\n      <td>59</td>\n    </tr>\n    <tr>\n      <th>3/13/20</th>\n      <td>112</td>\n    </tr>\n    <tr>\n      <th>3/14/20</th>\n      <td>169</td>\n    </tr>\n    <tr>\n      <th>3/15/20</th>\n      <td>245</td>\n    </tr>\n    <tr>\n      <th>3/16/20</th>\n      <td>331</td>\n    </tr>\n    <tr>\n      <th>3/17/20</th>\n      <td>448</td>\n    </tr>\n    <tr>\n      <th>3/18/20</th>\n      <td>448</td>\n    </tr>\n    <tr>\n      <th>3/19/20</th>\n      <td>785</td>\n    </tr>\n    <tr>\n      <th>3/20/20</th>\n      <td>1020</td>\n    </tr>\n    <tr>\n      <th>3/21/20</th>\n      <td>1280</td>\n    </tr>\n    <tr>\n      <th>3/22/20</th>\n      <td>1600</td>\n    </tr>\n    <tr>\n      <th>3/23/20</th>\n      <td>2060</td>\n    </tr>\n    <tr>\n      <th>3/24/20</th>\n      <td>2362</td>\n    </tr>\n    <tr>\n      <th>3/25/20</th>\n      <td>2995</td>\n    </tr>\n    <tr>\n      <th>3/26/20</th>\n      <td>3544</td>\n    </tr>\n    <tr>\n      <th>3/27/20</th>\n      <td>4268</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "Country/Region  Portugal\n3/2/20                 2\n3/3/20                 2\n3/4/20                 5\n3/5/20                 8\n3/6/20                13\n3/7/20                20\n3/8/20                30\n3/9/20                30\n3/10/20               41\n3/11/20               59\n3/12/20               59\n3/13/20              112\n3/14/20              169\n3/15/20              245\n3/16/20              331\n3/17/20              448\n3/18/20              448\n3/19/20              785\n3/20/20             1020\n3/21/20             1280\n3/22/20             1600\n3/23/20             2060\n3/24/20             2362\n3/25/20             2995\n3/26/20             3544\n3/27/20             4268"
     },
     "execution_count": 422,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.transpose()[40:] #data availability for Portugal starts on 3/2/20. New York still empty. \n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Total Number of Cases"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 423,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"268.896458pt\" version=\"1.1\" viewBox=\"0 0 393.471979 268.896458\" width=\"393.471979pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 268.896458 \nL 393.471979 268.896458 \nL 393.471979 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 36.44375 224.64 \nL 371.24375 224.64 \nL 371.24375 7.2 \nL 36.44375 7.2 \nz\n\" style=\"fill:#eaeaf2;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <path clip-path=\"url(#p85b190ea80)\" d=\"M 36.44375 224.64 \nL 36.44375 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_1\">\n      <!-- 3/2/20 -->\n      <defs>\n       <path d=\"M 4.203125 18.890625 \nL 12.984375 20.0625 \nQ 14.5 12.59375 18.140625 9.296875 \nQ 21.78125 6 27 6 \nQ 33.203125 6 37.46875 10.296875 \nQ 41.75 14.59375 41.75 20.953125 \nQ 41.75 27 37.796875 30.921875 \nQ 33.84375 34.859375 27.734375 34.859375 \nQ 25.25 34.859375 21.53125 33.890625 \nL 22.515625 41.609375 \nQ 23.390625 41.5 23.921875 41.5 \nQ 29.546875 41.5 34.03125 44.421875 \nQ 38.53125 47.359375 38.53125 53.46875 \nQ 38.53125 58.296875 35.25 61.46875 \nQ 31.984375 64.65625 26.8125 64.65625 \nQ 21.6875 64.65625 18.265625 61.421875 \nQ 14.84375 58.203125 13.875 51.765625 \nL 5.078125 53.328125 \nQ 6.6875 62.15625 12.390625 67.015625 \nQ 18.109375 71.875 26.609375 71.875 \nQ 32.46875 71.875 37.390625 69.359375 \nQ 42.328125 66.84375 44.9375 62.5 \nQ 47.5625 58.15625 47.5625 53.265625 \nQ 47.5625 48.640625 45.0625 44.828125 \nQ 42.578125 41.015625 37.703125 38.765625 \nQ 44.046875 37.3125 47.5625 32.6875 \nQ 51.078125 28.078125 51.078125 21.140625 \nQ 51.078125 11.765625 44.234375 5.25 \nQ 37.40625 -1.265625 26.953125 -1.265625 \nQ 17.53125 -1.265625 11.296875 4.34375 \nQ 5.078125 9.96875 4.203125 18.890625 \nz\n\" id=\"ArialMT-51\"/>\n       <path d=\"M 0 -1.21875 \nL 20.75 72.796875 \nL 27.78125 72.796875 \nL 7.078125 -1.21875 \nz\n\" id=\"ArialMT-47\"/>\n       <path d=\"M 50.34375 8.453125 \nL 50.34375 0 \nL 3.03125 0 \nQ 2.9375 3.171875 4.046875 6.109375 \nQ 5.859375 10.9375 9.828125 15.625 \nQ 13.8125 20.3125 21.34375 26.46875 \nQ 33.015625 36.03125 37.109375 41.625 \nQ 41.21875 47.21875 41.21875 52.203125 \nQ 41.21875 57.421875 37.46875 61 \nQ 33.734375 64.59375 27.734375 64.59375 \nQ 21.390625 64.59375 17.578125 60.78125 \nQ 13.765625 56.984375 13.71875 50.25 \nL 4.6875 51.171875 \nQ 5.609375 61.28125 11.65625 66.578125 \nQ 17.71875 71.875 27.9375 71.875 \nQ 38.234375 71.875 44.234375 66.15625 \nQ 50.25 60.453125 50.25 52 \nQ 50.25 47.703125 48.484375 43.546875 \nQ 46.734375 39.40625 42.65625 34.8125 \nQ 38.578125 30.21875 29.109375 22.21875 \nQ 21.1875 15.578125 18.9375 13.203125 \nQ 16.703125 10.84375 15.234375 8.453125 \nz\n\" id=\"ArialMT-50\"/>\n       <path d=\"M 4.15625 35.296875 \nQ 4.15625 48 6.765625 55.734375 \nQ 9.375 63.484375 14.515625 67.671875 \nQ 19.671875 71.875 27.484375 71.875 \nQ 33.25 71.875 37.59375 69.546875 \nQ 41.9375 67.234375 44.765625 62.859375 \nQ 47.609375 58.5 49.21875 52.21875 \nQ 50.828125 45.953125 50.828125 35.296875 \nQ 50.828125 22.703125 48.234375 14.96875 \nQ 45.65625 7.234375 40.5 3 \nQ 35.359375 -1.21875 27.484375 -1.21875 \nQ 17.140625 -1.21875 11.234375 6.203125 \nQ 4.15625 15.140625 4.15625 35.296875 \nz\nM 13.1875 35.296875 \nQ 13.1875 17.671875 17.3125 11.828125 \nQ 21.4375 6 27.484375 6 \nQ 33.546875 6 37.671875 11.859375 \nQ 41.796875 17.71875 41.796875 35.296875 \nQ 41.796875 52.984375 37.671875 58.78125 \nQ 33.546875 64.59375 27.390625 64.59375 \nQ 21.34375 64.59375 17.71875 59.46875 \nQ 13.1875 52.9375 13.1875 35.296875 \nz\n\" id=\"ArialMT-48\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(28.442947 256.358906)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"166.796875\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <path clip-path=\"url(#p85b190ea80)\" d=\"M 103.40375 224.64 \nL 103.40375 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_2\">\n      <!-- 3/7/20 -->\n      <defs>\n       <path d=\"M 4.734375 62.203125 \nL 4.734375 70.65625 \nL 51.078125 70.65625 \nL 51.078125 63.8125 \nQ 44.234375 56.546875 37.515625 44.484375 \nQ 30.8125 32.421875 27.15625 19.671875 \nQ 24.515625 10.6875 23.78125 0 \nL 14.75 0 \nQ 14.890625 8.453125 18.0625 20.40625 \nQ 21.234375 32.375 27.171875 43.484375 \nQ 33.109375 54.59375 39.796875 62.203125 \nz\n\" id=\"ArialMT-55\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(95.402947 256.358906)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"166.796875\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <path clip-path=\"url(#p85b190ea80)\" d=\"M 170.36375 224.64 \nL 170.36375 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_3\">\n      <!-- 3/12/20 -->\n      <defs>\n       <path d=\"M 37.25 0 \nL 28.46875 0 \nL 28.46875 56 \nQ 25.296875 52.984375 20.140625 49.953125 \nQ 14.984375 46.921875 10.890625 45.40625 \nL 10.890625 53.90625 \nQ 18.265625 57.375 23.78125 62.296875 \nQ 29.296875 67.234375 31.59375 71.875 \nL 37.25 71.875 \nz\n\" id=\"ArialMT-49\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(160.396859 260.291083)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"278.027344\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <path clip-path=\"url(#p85b190ea80)\" d=\"M 237.32375 224.64 \nL 237.32375 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_4\">\n      <!-- 3/17/20 -->\n      <g style=\"fill:#262626;\" transform=\"translate(227.356859 260.291083)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"278.027344\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <path clip-path=\"url(#p85b190ea80)\" d=\"M 304.28375 224.64 \nL 304.28375 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_5\">\n      <!-- 3/22/20 -->\n      <g style=\"fill:#262626;\" transform=\"translate(294.316859 260.291083)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"278.027344\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <path clip-path=\"url(#p85b190ea80)\" d=\"M 371.24375 224.64 \nL 371.24375 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_6\">\n      <!-- 3/27/20 -->\n      <g style=\"fill:#262626;\" transform=\"translate(361.276859 260.291083)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"278.027344\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_7\">\n      <path clip-path=\"url(#p85b190ea80)\" d=\"M 36.44375 214.849037 \nL 371.24375 214.849037 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_7\">\n      <!-- 0 -->\n      <g style=\"fill:#262626;\" transform=\"translate(23.882813 218.427943)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_8\">\n      <path clip-path=\"url(#p85b190ea80)\" d=\"M 36.44375 168.512252 \nL 371.24375 168.512252 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_8\">\n      <!-- 1000 -->\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 172.091158)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_9\">\n      <path clip-path=\"url(#p85b190ea80)\" d=\"M 36.44375 122.175466 \nL 371.24375 122.175466 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_9\">\n      <!-- 2000 -->\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 125.754372)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_10\">\n      <path clip-path=\"url(#p85b190ea80)\" d=\"M 36.44375 75.83868 \nL 371.24375 75.83868 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_10\">\n      <!-- 3000 -->\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 79.417587)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_11\">\n      <path clip-path=\"url(#p85b190ea80)\" d=\"M 36.44375 29.501895 \nL 371.24375 29.501895 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_11\">\n      <!-- 4000 -->\n      <defs>\n       <path d=\"M 32.328125 0 \nL 32.328125 17.140625 \nL 1.265625 17.140625 \nL 1.265625 25.203125 \nL 33.9375 71.578125 \nL 41.109375 71.578125 \nL 41.109375 25.203125 \nL 50.78125 25.203125 \nL 50.78125 17.140625 \nL 41.109375 17.140625 \nL 41.109375 0 \nz\nM 32.328125 25.203125 \nL 32.328125 57.46875 \nL 9.90625 25.203125 \nz\n\" id=\"ArialMT-52\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 33.080801)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_12\">\n    <path clip-path=\"url(#p85b190ea80)\" d=\"M 36.44375 214.756364 \nL 49.83575 214.756364 \nL 63.22775 214.617353 \nL 76.61975 214.478343 \nL 90.01175 214.246659 \nL 103.40375 213.922301 \nL 116.79575 213.458934 \nL 130.18775 213.458934 \nL 143.57975 212.949229 \nL 156.97175 212.115167 \nL 170.36375 212.115167 \nL 183.75575 209.659317 \nL 197.14775 207.01812 \nL 210.53975 203.496525 \nL 223.93175 199.511561 \nL 237.32375 194.090157 \nL 250.71575 194.090157 \nL 264.10775 178.474661 \nL 277.49975 167.585516 \nL 290.89175 155.537952 \nL 304.28375 140.71018 \nL 317.67575 119.395259 \nL 331.06775 105.40155 \nL 344.45975 76.070364 \nL 357.85175 50.631469 \nL 371.24375 17.083636 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:round;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 36.44375 224.64 \nL 36.44375 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 371.24375 224.64 \nL 371.24375 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 36.44375 224.64 \nL 371.24375 224.64 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 36.44375 7.2 \nL 371.24375 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 43.44375 29.4625 \nL 112.6875 29.4625 \nQ 114.6875 29.4625 114.6875 27.4625 \nL 114.6875 14.2 \nQ 114.6875 12.2 112.6875 12.2 \nL 43.44375 12.2 \nQ 41.44375 12.2 41.44375 14.2 \nL 41.44375 27.4625 \nQ 41.44375 29.4625 43.44375 29.4625 \nz\n\" style=\"fill:#eaeaf2;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_13\">\n     <path d=\"M 45.44375 19.857812 \nL 65.44375 19.857812 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:round;stroke-width:1.5;\"/>\n    </g>\n    <g id=\"line2d_14\"/>\n    <g id=\"text_12\">\n     <!-- Portugal -->\n     <defs>\n      <path d=\"M 7.71875 0 \nL 7.71875 71.578125 \nL 34.71875 71.578125 \nQ 41.84375 71.578125 45.609375 70.90625 \nQ 50.875 70.015625 54.4375 67.546875 \nQ 58.015625 65.09375 60.1875 60.640625 \nQ 62.359375 56.203125 62.359375 50.875 \nQ 62.359375 41.75 56.546875 35.421875 \nQ 50.734375 29.109375 35.546875 29.109375 \nL 17.1875 29.109375 \nL 17.1875 0 \nz\nM 17.1875 37.546875 \nL 35.6875 37.546875 \nQ 44.875 37.546875 48.734375 40.96875 \nQ 52.59375 44.390625 52.59375 50.59375 \nQ 52.59375 55.078125 50.3125 58.265625 \nQ 48.046875 61.46875 44.34375 62.5 \nQ 41.9375 63.140625 35.5 63.140625 \nL 17.1875 63.140625 \nz\n\" id=\"ArialMT-80\"/>\n      <path d=\"M 3.328125 25.921875 \nQ 3.328125 40.328125 11.328125 47.265625 \nQ 18.015625 53.03125 27.640625 53.03125 \nQ 38.328125 53.03125 45.109375 46.015625 \nQ 51.90625 39.015625 51.90625 26.65625 \nQ 51.90625 16.65625 48.90625 10.90625 \nQ 45.90625 5.171875 40.15625 2 \nQ 34.421875 -1.171875 27.640625 -1.171875 \nQ 16.75 -1.171875 10.03125 5.8125 \nQ 3.328125 12.796875 3.328125 25.921875 \nz\nM 12.359375 25.921875 \nQ 12.359375 15.96875 16.703125 11.015625 \nQ 21.046875 6.0625 27.640625 6.0625 \nQ 34.1875 6.0625 38.53125 11.03125 \nQ 42.875 16.015625 42.875 26.21875 \nQ 42.875 35.84375 38.5 40.796875 \nQ 34.125 45.75 27.640625 45.75 \nQ 21.046875 45.75 16.703125 40.8125 \nQ 12.359375 35.890625 12.359375 25.921875 \nz\n\" id=\"ArialMT-111\"/>\n      <path d=\"M 6.5 0 \nL 6.5 51.859375 \nL 14.40625 51.859375 \nL 14.40625 44 \nQ 17.4375 49.515625 20 51.265625 \nQ 22.5625 53.03125 25.640625 53.03125 \nQ 30.078125 53.03125 34.671875 50.203125 \nL 31.640625 42.046875 \nQ 28.421875 43.953125 25.203125 43.953125 \nQ 22.3125 43.953125 20.015625 42.21875 \nQ 17.71875 40.484375 16.75 37.40625 \nQ 15.28125 32.71875 15.28125 27.15625 \nL 15.28125 0 \nz\n\" id=\"ArialMT-114\"/>\n      <path d=\"M 25.78125 7.859375 \nL 27.046875 0.09375 \nQ 23.34375 -0.6875 20.40625 -0.6875 \nQ 15.625 -0.6875 12.984375 0.828125 \nQ 10.359375 2.34375 9.28125 4.8125 \nQ 8.203125 7.28125 8.203125 15.1875 \nL 8.203125 45.015625 \nL 1.765625 45.015625 \nL 1.765625 51.859375 \nL 8.203125 51.859375 \nL 8.203125 64.703125 \nL 16.9375 69.96875 \nL 16.9375 51.859375 \nL 25.78125 51.859375 \nL 25.78125 45.015625 \nL 16.9375 45.015625 \nL 16.9375 14.703125 \nQ 16.9375 10.9375 17.40625 9.859375 \nQ 17.875 8.796875 18.921875 8.15625 \nQ 19.96875 7.515625 21.921875 7.515625 \nQ 23.390625 7.515625 25.78125 7.859375 \nz\n\" id=\"ArialMT-116\"/>\n      <path d=\"M 40.578125 0 \nL 40.578125 7.625 \nQ 34.515625 -1.171875 24.125 -1.171875 \nQ 19.53125 -1.171875 15.546875 0.578125 \nQ 11.578125 2.34375 9.640625 5 \nQ 7.71875 7.671875 6.9375 11.53125 \nQ 6.390625 14.109375 6.390625 19.734375 \nL 6.390625 51.859375 \nL 15.1875 51.859375 \nL 15.1875 23.09375 \nQ 15.1875 16.21875 15.71875 13.8125 \nQ 16.546875 10.359375 19.234375 8.375 \nQ 21.921875 6.390625 25.875 6.390625 \nQ 29.828125 6.390625 33.296875 8.421875 \nQ 36.765625 10.453125 38.203125 13.9375 \nQ 39.65625 17.4375 39.65625 24.078125 \nL 39.65625 51.859375 \nL 48.4375 51.859375 \nL 48.4375 0 \nz\n\" id=\"ArialMT-117\"/>\n      <path d=\"M 4.984375 -4.296875 \nL 13.53125 -5.5625 \nQ 14.0625 -9.515625 16.5 -11.328125 \nQ 19.78125 -13.765625 25.4375 -13.765625 \nQ 31.546875 -13.765625 34.859375 -11.328125 \nQ 38.1875 -8.890625 39.359375 -4.5 \nQ 40.046875 -1.8125 39.984375 6.78125 \nQ 34.234375 0 25.640625 0 \nQ 14.9375 0 9.078125 7.71875 \nQ 3.21875 15.4375 3.21875 26.21875 \nQ 3.21875 33.640625 5.90625 39.90625 \nQ 8.59375 46.1875 13.6875 49.609375 \nQ 18.796875 53.03125 25.6875 53.03125 \nQ 34.859375 53.03125 40.828125 45.609375 \nL 40.828125 51.859375 \nL 48.921875 51.859375 \nL 48.921875 7.03125 \nQ 48.921875 -5.078125 46.453125 -10.125 \nQ 44 -15.1875 38.640625 -18.109375 \nQ 33.296875 -21.046875 25.484375 -21.046875 \nQ 16.21875 -21.046875 10.5 -16.875 \nQ 4.78125 -12.703125 4.984375 -4.296875 \nz\nM 12.25 26.859375 \nQ 12.25 16.65625 16.296875 11.96875 \nQ 20.359375 7.28125 26.46875 7.28125 \nQ 32.515625 7.28125 36.609375 11.9375 \nQ 40.71875 16.609375 40.71875 26.5625 \nQ 40.71875 36.078125 36.5 40.90625 \nQ 32.28125 45.75 26.3125 45.75 \nQ 20.453125 45.75 16.34375 40.984375 \nQ 12.25 36.234375 12.25 26.859375 \nz\n\" id=\"ArialMT-103\"/>\n      <path d=\"M 40.4375 6.390625 \nQ 35.546875 2.25 31.03125 0.53125 \nQ 26.515625 -1.171875 21.34375 -1.171875 \nQ 12.796875 -1.171875 8.203125 3 \nQ 3.609375 7.171875 3.609375 13.671875 \nQ 3.609375 17.484375 5.34375 20.625 \nQ 7.078125 23.78125 9.890625 25.6875 \nQ 12.703125 27.59375 16.21875 28.5625 \nQ 18.796875 29.25 24.03125 29.890625 \nQ 34.671875 31.15625 39.703125 32.90625 \nQ 39.75 34.71875 39.75 35.203125 \nQ 39.75 40.578125 37.25 42.78125 \nQ 33.890625 45.75 27.25 45.75 \nQ 21.046875 45.75 18.09375 43.578125 \nQ 15.140625 41.40625 13.71875 35.890625 \nL 5.125 37.0625 \nQ 6.296875 42.578125 8.984375 45.96875 \nQ 11.671875 49.359375 16.75 51.1875 \nQ 21.828125 53.03125 28.515625 53.03125 \nQ 35.15625 53.03125 39.296875 51.46875 \nQ 43.453125 49.90625 45.40625 47.53125 \nQ 47.359375 45.171875 48.140625 41.546875 \nQ 48.578125 39.3125 48.578125 33.453125 \nL 48.578125 21.734375 \nQ 48.578125 9.46875 49.140625 6.21875 \nQ 49.703125 2.984375 51.375 0 \nL 42.1875 0 \nQ 40.828125 2.734375 40.4375 6.390625 \nz\nM 39.703125 26.03125 \nQ 34.90625 24.078125 25.34375 22.703125 \nQ 19.921875 21.921875 17.671875 20.9375 \nQ 15.4375 19.96875 14.203125 18.09375 \nQ 12.984375 16.21875 12.984375 13.921875 \nQ 12.984375 10.40625 15.640625 8.0625 \nQ 18.3125 5.71875 23.4375 5.71875 \nQ 28.515625 5.71875 32.46875 7.9375 \nQ 36.421875 10.15625 38.28125 14.015625 \nQ 39.703125 17 39.703125 22.796875 \nz\n\" id=\"ArialMT-97\"/>\n      <path d=\"M 6.390625 0 \nL 6.390625 71.578125 \nL 15.1875 71.578125 \nL 15.1875 0 \nz\n\" id=\"ArialMT-108\"/>\n     </defs>\n     <g style=\"fill:#262626;\" transform=\"translate(73.44375 23.357812)scale(0.1 -0.1)\">\n      <use xlink:href=\"#ArialMT-80\"/>\n      <use x=\"66.699219\" xlink:href=\"#ArialMT-111\"/>\n      <use x=\"122.314453\" xlink:href=\"#ArialMT-114\"/>\n      <use x=\"155.615234\" xlink:href=\"#ArialMT-116\"/>\n      <use x=\"183.398438\" xlink:href=\"#ArialMT-117\"/>\n      <use x=\"239.013672\" xlink:href=\"#ArialMT-103\"/>\n      <use x=\"294.628906\" xlink:href=\"#ArialMT-97\"/>\n      <use x=\"350.244141\" xlink:href=\"#ArialMT-108\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p85b190ea80\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"36.44375\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot()\n",
    "plt.grid(True)\n",
    "plt.legend(loc=2)\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Total Number of New Cases"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 424,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"268.896458pt\" version=\"1.1\" viewBox=\"0 0 387.911041 268.896458\" width=\"387.911041pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 268.896458 \nL 387.911041 268.896458 \nL 387.911041 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 30.882813 224.64 \nL 365.682813 224.64 \nL 365.682813 7.2 \nL 30.882813 7.2 \nz\n\" style=\"fill:#eaeaf2;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <path clip-path=\"url(#p567ed2c158)\" d=\"M 30.882813 224.64 \nL 30.882813 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_1\">\n      <!-- 3/2/20 -->\n      <defs>\n       <path d=\"M 4.203125 18.890625 \nL 12.984375 20.0625 \nQ 14.5 12.59375 18.140625 9.296875 \nQ 21.78125 6 27 6 \nQ 33.203125 6 37.46875 10.296875 \nQ 41.75 14.59375 41.75 20.953125 \nQ 41.75 27 37.796875 30.921875 \nQ 33.84375 34.859375 27.734375 34.859375 \nQ 25.25 34.859375 21.53125 33.890625 \nL 22.515625 41.609375 \nQ 23.390625 41.5 23.921875 41.5 \nQ 29.546875 41.5 34.03125 44.421875 \nQ 38.53125 47.359375 38.53125 53.46875 \nQ 38.53125 58.296875 35.25 61.46875 \nQ 31.984375 64.65625 26.8125 64.65625 \nQ 21.6875 64.65625 18.265625 61.421875 \nQ 14.84375 58.203125 13.875 51.765625 \nL 5.078125 53.328125 \nQ 6.6875 62.15625 12.390625 67.015625 \nQ 18.109375 71.875 26.609375 71.875 \nQ 32.46875 71.875 37.390625 69.359375 \nQ 42.328125 66.84375 44.9375 62.5 \nQ 47.5625 58.15625 47.5625 53.265625 \nQ 47.5625 48.640625 45.0625 44.828125 \nQ 42.578125 41.015625 37.703125 38.765625 \nQ 44.046875 37.3125 47.5625 32.6875 \nQ 51.078125 28.078125 51.078125 21.140625 \nQ 51.078125 11.765625 44.234375 5.25 \nQ 37.40625 -1.265625 26.953125 -1.265625 \nQ 17.53125 -1.265625 11.296875 4.34375 \nQ 5.078125 9.96875 4.203125 18.890625 \nz\n\" id=\"ArialMT-51\"/>\n       <path d=\"M 0 -1.21875 \nL 20.75 72.796875 \nL 27.78125 72.796875 \nL 7.078125 -1.21875 \nz\n\" id=\"ArialMT-47\"/>\n       <path d=\"M 50.34375 8.453125 \nL 50.34375 0 \nL 3.03125 0 \nQ 2.9375 3.171875 4.046875 6.109375 \nQ 5.859375 10.9375 9.828125 15.625 \nQ 13.8125 20.3125 21.34375 26.46875 \nQ 33.015625 36.03125 37.109375 41.625 \nQ 41.21875 47.21875 41.21875 52.203125 \nQ 41.21875 57.421875 37.46875 61 \nQ 33.734375 64.59375 27.734375 64.59375 \nQ 21.390625 64.59375 17.578125 60.78125 \nQ 13.765625 56.984375 13.71875 50.25 \nL 4.6875 51.171875 \nQ 5.609375 61.28125 11.65625 66.578125 \nQ 17.71875 71.875 27.9375 71.875 \nQ 38.234375 71.875 44.234375 66.15625 \nQ 50.25 60.453125 50.25 52 \nQ 50.25 47.703125 48.484375 43.546875 \nQ 46.734375 39.40625 42.65625 34.8125 \nQ 38.578125 30.21875 29.109375 22.21875 \nQ 21.1875 15.578125 18.9375 13.203125 \nQ 16.703125 10.84375 15.234375 8.453125 \nz\n\" id=\"ArialMT-50\"/>\n       <path d=\"M 4.15625 35.296875 \nQ 4.15625 48 6.765625 55.734375 \nQ 9.375 63.484375 14.515625 67.671875 \nQ 19.671875 71.875 27.484375 71.875 \nQ 33.25 71.875 37.59375 69.546875 \nQ 41.9375 67.234375 44.765625 62.859375 \nQ 47.609375 58.5 49.21875 52.21875 \nQ 50.828125 45.953125 50.828125 35.296875 \nQ 50.828125 22.703125 48.234375 14.96875 \nQ 45.65625 7.234375 40.5 3 \nQ 35.359375 -1.21875 27.484375 -1.21875 \nQ 17.140625 -1.21875 11.234375 6.203125 \nQ 4.15625 15.140625 4.15625 35.296875 \nz\nM 13.1875 35.296875 \nQ 13.1875 17.671875 17.3125 11.828125 \nQ 21.4375 6 27.484375 6 \nQ 33.546875 6 37.671875 11.859375 \nQ 41.796875 17.71875 41.796875 35.296875 \nQ 41.796875 52.984375 37.671875 58.78125 \nQ 33.546875 64.59375 27.390625 64.59375 \nQ 21.34375 64.59375 17.71875 59.46875 \nQ 13.1875 52.9375 13.1875 35.296875 \nz\n\" id=\"ArialMT-48\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(22.88201 256.358906)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"166.796875\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <path clip-path=\"url(#p567ed2c158)\" d=\"M 97.842813 224.64 \nL 97.842813 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_2\">\n      <!-- 3/7/20 -->\n      <defs>\n       <path d=\"M 4.734375 62.203125 \nL 4.734375 70.65625 \nL 51.078125 70.65625 \nL 51.078125 63.8125 \nQ 44.234375 56.546875 37.515625 44.484375 \nQ 30.8125 32.421875 27.15625 19.671875 \nQ 24.515625 10.6875 23.78125 0 \nL 14.75 0 \nQ 14.890625 8.453125 18.0625 20.40625 \nQ 21.234375 32.375 27.171875 43.484375 \nQ 33.109375 54.59375 39.796875 62.203125 \nz\n\" id=\"ArialMT-55\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(89.84201 256.358906)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"166.796875\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <path clip-path=\"url(#p567ed2c158)\" d=\"M 164.802813 224.64 \nL 164.802813 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_3\">\n      <!-- 3/12/20 -->\n      <defs>\n       <path d=\"M 37.25 0 \nL 28.46875 0 \nL 28.46875 56 \nQ 25.296875 52.984375 20.140625 49.953125 \nQ 14.984375 46.921875 10.890625 45.40625 \nL 10.890625 53.90625 \nQ 18.265625 57.375 23.78125 62.296875 \nQ 29.296875 67.234375 31.59375 71.875 \nL 37.25 71.875 \nz\n\" id=\"ArialMT-49\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(154.835921 260.291083)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"278.027344\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <path clip-path=\"url(#p567ed2c158)\" d=\"M 231.762813 224.64 \nL 231.762813 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_4\">\n      <!-- 3/17/20 -->\n      <g style=\"fill:#262626;\" transform=\"translate(221.795921 260.291083)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"278.027344\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <path clip-path=\"url(#p567ed2c158)\" d=\"M 298.722813 224.64 \nL 298.722813 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_5\">\n      <!-- 3/22/20 -->\n      <g style=\"fill:#262626;\" transform=\"translate(288.755921 260.291083)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"278.027344\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <path clip-path=\"url(#p567ed2c158)\" d=\"M 365.682813 224.64 \nL 365.682813 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_6\">\n      <!-- 3/27/20 -->\n      <g style=\"fill:#262626;\" transform=\"translate(355.715921 260.291083)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"278.027344\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_7\">\n      <path clip-path=\"url(#p567ed2c158)\" d=\"M 30.882813 214.756364 \nL 365.682813 214.756364 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_7\">\n      <!-- 0 -->\n      <g style=\"fill:#262626;\" transform=\"translate(18.321875 218.33527)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_8\">\n      <path clip-path=\"url(#p567ed2c158)\" d=\"M 30.882813 187.453501 \nL 365.682813 187.453501 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_8\">\n      <!-- 100 -->\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 191.032407)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_9\">\n      <path clip-path=\"url(#p567ed2c158)\" d=\"M 30.882813 160.150638 \nL 365.682813 160.150638 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_9\">\n      <!-- 200 -->\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 163.729544)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_10\">\n      <path clip-path=\"url(#p567ed2c158)\" d=\"M 30.882813 132.847775 \nL 365.682813 132.847775 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_10\">\n      <!-- 300 -->\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 136.426681)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_11\">\n      <path clip-path=\"url(#p567ed2c158)\" d=\"M 30.882813 105.544912 \nL 365.682813 105.544912 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_11\">\n      <!-- 400 -->\n      <defs>\n       <path d=\"M 32.328125 0 \nL 32.328125 17.140625 \nL 1.265625 17.140625 \nL 1.265625 25.203125 \nL 33.9375 71.578125 \nL 41.109375 71.578125 \nL 41.109375 25.203125 \nL 50.78125 25.203125 \nL 50.78125 17.140625 \nL 41.109375 17.140625 \nL 41.109375 0 \nz\nM 32.328125 25.203125 \nL 32.328125 57.46875 \nL 9.90625 25.203125 \nz\n\" id=\"ArialMT-52\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 109.123818)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_12\">\n      <path clip-path=\"url(#p567ed2c158)\" d=\"M 30.882813 78.242049 \nL 365.682813 78.242049 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_12\">\n      <!-- 500 -->\n      <defs>\n       <path d=\"M 4.15625 18.75 \nL 13.375 19.53125 \nQ 14.40625 12.796875 18.140625 9.390625 \nQ 21.875 6 27.15625 6 \nQ 33.5 6 37.890625 10.78125 \nQ 42.28125 15.578125 42.28125 23.484375 \nQ 42.28125 31 38.0625 35.34375 \nQ 33.84375 39.703125 27 39.703125 \nQ 22.75 39.703125 19.328125 37.765625 \nQ 15.921875 35.84375 13.96875 32.765625 \nL 5.71875 33.84375 \nL 12.640625 70.609375 \nL 48.25 70.609375 \nL 48.25 62.203125 \nL 19.671875 62.203125 \nL 15.828125 42.96875 \nQ 22.265625 47.46875 29.34375 47.46875 \nQ 38.71875 47.46875 45.15625 40.96875 \nQ 51.609375 34.46875 51.609375 24.265625 \nQ 51.609375 14.546875 45.953125 7.46875 \nQ 39.0625 -1.21875 27.15625 -1.21875 \nQ 17.390625 -1.21875 11.203125 4.25 \nQ 5.03125 9.71875 4.15625 18.75 \nz\n\" id=\"ArialMT-53\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 81.820955)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_13\">\n      <path clip-path=\"url(#p567ed2c158)\" d=\"M 30.882813 50.939186 \nL 365.682813 50.939186 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_13\">\n      <!-- 600 -->\n      <defs>\n       <path d=\"M 49.75 54.046875 \nL 41.015625 53.375 \nQ 39.84375 58.546875 37.703125 60.890625 \nQ 34.125 64.65625 28.90625 64.65625 \nQ 24.703125 64.65625 21.53125 62.3125 \nQ 17.390625 59.28125 14.984375 53.46875 \nQ 12.59375 47.65625 12.5 36.921875 \nQ 15.671875 41.75 20.265625 44.09375 \nQ 24.859375 46.4375 29.890625 46.4375 \nQ 38.671875 46.4375 44.84375 39.96875 \nQ 51.03125 33.5 51.03125 23.25 \nQ 51.03125 16.5 48.125 10.71875 \nQ 45.21875 4.9375 40.140625 1.859375 \nQ 35.0625 -1.21875 28.609375 -1.21875 \nQ 17.625 -1.21875 10.6875 6.859375 \nQ 3.765625 14.9375 3.765625 33.5 \nQ 3.765625 54.25 11.421875 63.671875 \nQ 18.109375 71.875 29.4375 71.875 \nQ 37.890625 71.875 43.28125 67.140625 \nQ 48.6875 62.40625 49.75 54.046875 \nz\nM 13.875 23.1875 \nQ 13.875 18.65625 15.796875 14.5 \nQ 17.71875 10.359375 21.1875 8.171875 \nQ 24.65625 6 28.46875 6 \nQ 34.03125 6 38.03125 10.484375 \nQ 42.046875 14.984375 42.046875 22.703125 \nQ 42.046875 30.125 38.078125 34.390625 \nQ 34.125 38.671875 28.125 38.671875 \nQ 22.171875 38.671875 18.015625 34.390625 \nQ 13.875 30.125 13.875 23.1875 \nz\n\" id=\"ArialMT-54\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 54.518093)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_14\">\n      <path clip-path=\"url(#p567ed2c158)\" d=\"M 30.882813 23.636323 \nL 365.682813 23.636323 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_14\">\n      <!-- 700 -->\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 27.21523)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-55\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_15\">\n    <path clip-path=\"url(#p567ed2c158)\" d=\"M 44.274813 214.756364 \nL 57.666813 213.937278 \nL 71.058813 213.937278 \nL 84.450813 213.39122 \nL 97.842813 212.845163 \nL 111.234813 212.026077 \nL 124.626813 214.756364 \nL 138.018813 211.753049 \nL 151.410813 209.841848 \nL 164.802813 214.756364 \nL 178.194813 200.285846 \nL 191.586813 199.193732 \nL 204.978813 194.006188 \nL 218.370813 191.275902 \nL 231.762813 182.812014 \nL 245.154813 214.756364 \nL 258.546813 122.745716 \nL 271.938813 150.594636 \nL 285.330813 143.76892 \nL 298.722813 127.387202 \nL 312.114813 89.163194 \nL 325.506813 132.301718 \nL 338.898813 41.929242 \nL 352.290813 64.863646 \nL 365.682813 17.083636 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:round;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 30.882813 224.64 \nL 30.882813 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 365.682813 224.64 \nL 365.682813 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 30.882813 224.64 \nL 365.682813 224.64 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 30.882813 7.2 \nL 365.682813 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 37.882812 29.4625 \nL 107.126563 29.4625 \nQ 109.126563 29.4625 109.126563 27.4625 \nL 109.126563 14.2 \nQ 109.126563 12.2 107.126563 12.2 \nL 37.882812 12.2 \nQ 35.882812 12.2 35.882812 14.2 \nL 35.882812 27.4625 \nQ 35.882812 29.4625 37.882812 29.4625 \nz\n\" style=\"fill:#eaeaf2;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_16\">\n     <path d=\"M 39.882812 19.857812 \nL 59.882812 19.857812 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:round;stroke-width:1.5;\"/>\n    </g>\n    <g id=\"line2d_17\"/>\n    <g id=\"text_15\">\n     <!-- Portugal -->\n     <defs>\n      <path d=\"M 7.71875 0 \nL 7.71875 71.578125 \nL 34.71875 71.578125 \nQ 41.84375 71.578125 45.609375 70.90625 \nQ 50.875 70.015625 54.4375 67.546875 \nQ 58.015625 65.09375 60.1875 60.640625 \nQ 62.359375 56.203125 62.359375 50.875 \nQ 62.359375 41.75 56.546875 35.421875 \nQ 50.734375 29.109375 35.546875 29.109375 \nL 17.1875 29.109375 \nL 17.1875 0 \nz\nM 17.1875 37.546875 \nL 35.6875 37.546875 \nQ 44.875 37.546875 48.734375 40.96875 \nQ 52.59375 44.390625 52.59375 50.59375 \nQ 52.59375 55.078125 50.3125 58.265625 \nQ 48.046875 61.46875 44.34375 62.5 \nQ 41.9375 63.140625 35.5 63.140625 \nL 17.1875 63.140625 \nz\n\" id=\"ArialMT-80\"/>\n      <path d=\"M 3.328125 25.921875 \nQ 3.328125 40.328125 11.328125 47.265625 \nQ 18.015625 53.03125 27.640625 53.03125 \nQ 38.328125 53.03125 45.109375 46.015625 \nQ 51.90625 39.015625 51.90625 26.65625 \nQ 51.90625 16.65625 48.90625 10.90625 \nQ 45.90625 5.171875 40.15625 2 \nQ 34.421875 -1.171875 27.640625 -1.171875 \nQ 16.75 -1.171875 10.03125 5.8125 \nQ 3.328125 12.796875 3.328125 25.921875 \nz\nM 12.359375 25.921875 \nQ 12.359375 15.96875 16.703125 11.015625 \nQ 21.046875 6.0625 27.640625 6.0625 \nQ 34.1875 6.0625 38.53125 11.03125 \nQ 42.875 16.015625 42.875 26.21875 \nQ 42.875 35.84375 38.5 40.796875 \nQ 34.125 45.75 27.640625 45.75 \nQ 21.046875 45.75 16.703125 40.8125 \nQ 12.359375 35.890625 12.359375 25.921875 \nz\n\" id=\"ArialMT-111\"/>\n      <path d=\"M 6.5 0 \nL 6.5 51.859375 \nL 14.40625 51.859375 \nL 14.40625 44 \nQ 17.4375 49.515625 20 51.265625 \nQ 22.5625 53.03125 25.640625 53.03125 \nQ 30.078125 53.03125 34.671875 50.203125 \nL 31.640625 42.046875 \nQ 28.421875 43.953125 25.203125 43.953125 \nQ 22.3125 43.953125 20.015625 42.21875 \nQ 17.71875 40.484375 16.75 37.40625 \nQ 15.28125 32.71875 15.28125 27.15625 \nL 15.28125 0 \nz\n\" id=\"ArialMT-114\"/>\n      <path d=\"M 25.78125 7.859375 \nL 27.046875 0.09375 \nQ 23.34375 -0.6875 20.40625 -0.6875 \nQ 15.625 -0.6875 12.984375 0.828125 \nQ 10.359375 2.34375 9.28125 4.8125 \nQ 8.203125 7.28125 8.203125 15.1875 \nL 8.203125 45.015625 \nL 1.765625 45.015625 \nL 1.765625 51.859375 \nL 8.203125 51.859375 \nL 8.203125 64.703125 \nL 16.9375 69.96875 \nL 16.9375 51.859375 \nL 25.78125 51.859375 \nL 25.78125 45.015625 \nL 16.9375 45.015625 \nL 16.9375 14.703125 \nQ 16.9375 10.9375 17.40625 9.859375 \nQ 17.875 8.796875 18.921875 8.15625 \nQ 19.96875 7.515625 21.921875 7.515625 \nQ 23.390625 7.515625 25.78125 7.859375 \nz\n\" id=\"ArialMT-116\"/>\n      <path d=\"M 40.578125 0 \nL 40.578125 7.625 \nQ 34.515625 -1.171875 24.125 -1.171875 \nQ 19.53125 -1.171875 15.546875 0.578125 \nQ 11.578125 2.34375 9.640625 5 \nQ 7.71875 7.671875 6.9375 11.53125 \nQ 6.390625 14.109375 6.390625 19.734375 \nL 6.390625 51.859375 \nL 15.1875 51.859375 \nL 15.1875 23.09375 \nQ 15.1875 16.21875 15.71875 13.8125 \nQ 16.546875 10.359375 19.234375 8.375 \nQ 21.921875 6.390625 25.875 6.390625 \nQ 29.828125 6.390625 33.296875 8.421875 \nQ 36.765625 10.453125 38.203125 13.9375 \nQ 39.65625 17.4375 39.65625 24.078125 \nL 39.65625 51.859375 \nL 48.4375 51.859375 \nL 48.4375 0 \nz\n\" id=\"ArialMT-117\"/>\n      <path d=\"M 4.984375 -4.296875 \nL 13.53125 -5.5625 \nQ 14.0625 -9.515625 16.5 -11.328125 \nQ 19.78125 -13.765625 25.4375 -13.765625 \nQ 31.546875 -13.765625 34.859375 -11.328125 \nQ 38.1875 -8.890625 39.359375 -4.5 \nQ 40.046875 -1.8125 39.984375 6.78125 \nQ 34.234375 0 25.640625 0 \nQ 14.9375 0 9.078125 7.71875 \nQ 3.21875 15.4375 3.21875 26.21875 \nQ 3.21875 33.640625 5.90625 39.90625 \nQ 8.59375 46.1875 13.6875 49.609375 \nQ 18.796875 53.03125 25.6875 53.03125 \nQ 34.859375 53.03125 40.828125 45.609375 \nL 40.828125 51.859375 \nL 48.921875 51.859375 \nL 48.921875 7.03125 \nQ 48.921875 -5.078125 46.453125 -10.125 \nQ 44 -15.1875 38.640625 -18.109375 \nQ 33.296875 -21.046875 25.484375 -21.046875 \nQ 16.21875 -21.046875 10.5 -16.875 \nQ 4.78125 -12.703125 4.984375 -4.296875 \nz\nM 12.25 26.859375 \nQ 12.25 16.65625 16.296875 11.96875 \nQ 20.359375 7.28125 26.46875 7.28125 \nQ 32.515625 7.28125 36.609375 11.9375 \nQ 40.71875 16.609375 40.71875 26.5625 \nQ 40.71875 36.078125 36.5 40.90625 \nQ 32.28125 45.75 26.3125 45.75 \nQ 20.453125 45.75 16.34375 40.984375 \nQ 12.25 36.234375 12.25 26.859375 \nz\n\" id=\"ArialMT-103\"/>\n      <path d=\"M 40.4375 6.390625 \nQ 35.546875 2.25 31.03125 0.53125 \nQ 26.515625 -1.171875 21.34375 -1.171875 \nQ 12.796875 -1.171875 8.203125 3 \nQ 3.609375 7.171875 3.609375 13.671875 \nQ 3.609375 17.484375 5.34375 20.625 \nQ 7.078125 23.78125 9.890625 25.6875 \nQ 12.703125 27.59375 16.21875 28.5625 \nQ 18.796875 29.25 24.03125 29.890625 \nQ 34.671875 31.15625 39.703125 32.90625 \nQ 39.75 34.71875 39.75 35.203125 \nQ 39.75 40.578125 37.25 42.78125 \nQ 33.890625 45.75 27.25 45.75 \nQ 21.046875 45.75 18.09375 43.578125 \nQ 15.140625 41.40625 13.71875 35.890625 \nL 5.125 37.0625 \nQ 6.296875 42.578125 8.984375 45.96875 \nQ 11.671875 49.359375 16.75 51.1875 \nQ 21.828125 53.03125 28.515625 53.03125 \nQ 35.15625 53.03125 39.296875 51.46875 \nQ 43.453125 49.90625 45.40625 47.53125 \nQ 47.359375 45.171875 48.140625 41.546875 \nQ 48.578125 39.3125 48.578125 33.453125 \nL 48.578125 21.734375 \nQ 48.578125 9.46875 49.140625 6.21875 \nQ 49.703125 2.984375 51.375 0 \nL 42.1875 0 \nQ 40.828125 2.734375 40.4375 6.390625 \nz\nM 39.703125 26.03125 \nQ 34.90625 24.078125 25.34375 22.703125 \nQ 19.921875 21.921875 17.671875 20.9375 \nQ 15.4375 19.96875 14.203125 18.09375 \nQ 12.984375 16.21875 12.984375 13.921875 \nQ 12.984375 10.40625 15.640625 8.0625 \nQ 18.3125 5.71875 23.4375 5.71875 \nQ 28.515625 5.71875 32.46875 7.9375 \nQ 36.421875 10.15625 38.28125 14.015625 \nQ 39.703125 17 39.703125 22.796875 \nz\n\" id=\"ArialMT-97\"/>\n      <path d=\"M 6.390625 0 \nL 6.390625 71.578125 \nL 15.1875 71.578125 \nL 15.1875 0 \nz\n\" id=\"ArialMT-108\"/>\n     </defs>\n     <g style=\"fill:#262626;\" transform=\"translate(67.882812 23.357812)scale(0.1 -0.1)\">\n      <use xlink:href=\"#ArialMT-80\"/>\n      <use x=\"66.699219\" xlink:href=\"#ArialMT-111\"/>\n      <use x=\"122.314453\" xlink:href=\"#ArialMT-114\"/>\n      <use x=\"155.615234\" xlink:href=\"#ArialMT-116\"/>\n      <use x=\"183.398438\" xlink:href=\"#ArialMT-117\"/>\n      <use x=\"239.013672\" xlink:href=\"#ArialMT-103\"/>\n      <use x=\"294.628906\" xlink:href=\"#ArialMT-97\"/>\n      <use x=\"350.244141\" xlink:href=\"#ArialMT-108\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p567ed2c158\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"30.882813\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_newcases = df.diff()\n",
    "df_newcases.plot()\n",
    "plt.grid(True)\n",
    "plt.legend(loc=2)\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Daily of Percentage Increase  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3 day moving average"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 425,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"268.896458pt\" version=\"1.1\" viewBox=\"0 0 385.128229 268.896458\" width=\"385.128229pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 268.896458 \nL 385.128229 268.896458 \nL 385.128229 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 28.1 224.64 \nL 362.9 224.64 \nL 362.9 7.2 \nL 28.1 7.2 \nz\n\" style=\"fill:#eaeaf2;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <path clip-path=\"url(#pc7bc3c810b)\" d=\"M 28.1 224.64 \nL 28.1 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_1\">\n      <!-- 3/2/20 -->\n      <defs>\n       <path d=\"M 4.203125 18.890625 \nL 12.984375 20.0625 \nQ 14.5 12.59375 18.140625 9.296875 \nQ 21.78125 6 27 6 \nQ 33.203125 6 37.46875 10.296875 \nQ 41.75 14.59375 41.75 20.953125 \nQ 41.75 27 37.796875 30.921875 \nQ 33.84375 34.859375 27.734375 34.859375 \nQ 25.25 34.859375 21.53125 33.890625 \nL 22.515625 41.609375 \nQ 23.390625 41.5 23.921875 41.5 \nQ 29.546875 41.5 34.03125 44.421875 \nQ 38.53125 47.359375 38.53125 53.46875 \nQ 38.53125 58.296875 35.25 61.46875 \nQ 31.984375 64.65625 26.8125 64.65625 \nQ 21.6875 64.65625 18.265625 61.421875 \nQ 14.84375 58.203125 13.875 51.765625 \nL 5.078125 53.328125 \nQ 6.6875 62.15625 12.390625 67.015625 \nQ 18.109375 71.875 26.609375 71.875 \nQ 32.46875 71.875 37.390625 69.359375 \nQ 42.328125 66.84375 44.9375 62.5 \nQ 47.5625 58.15625 47.5625 53.265625 \nQ 47.5625 48.640625 45.0625 44.828125 \nQ 42.578125 41.015625 37.703125 38.765625 \nQ 44.046875 37.3125 47.5625 32.6875 \nQ 51.078125 28.078125 51.078125 21.140625 \nQ 51.078125 11.765625 44.234375 5.25 \nQ 37.40625 -1.265625 26.953125 -1.265625 \nQ 17.53125 -1.265625 11.296875 4.34375 \nQ 5.078125 9.96875 4.203125 18.890625 \nz\n\" id=\"ArialMT-51\"/>\n       <path d=\"M 0 -1.21875 \nL 20.75 72.796875 \nL 27.78125 72.796875 \nL 7.078125 -1.21875 \nz\n\" id=\"ArialMT-47\"/>\n       <path d=\"M 50.34375 8.453125 \nL 50.34375 0 \nL 3.03125 0 \nQ 2.9375 3.171875 4.046875 6.109375 \nQ 5.859375 10.9375 9.828125 15.625 \nQ 13.8125 20.3125 21.34375 26.46875 \nQ 33.015625 36.03125 37.109375 41.625 \nQ 41.21875 47.21875 41.21875 52.203125 \nQ 41.21875 57.421875 37.46875 61 \nQ 33.734375 64.59375 27.734375 64.59375 \nQ 21.390625 64.59375 17.578125 60.78125 \nQ 13.765625 56.984375 13.71875 50.25 \nL 4.6875 51.171875 \nQ 5.609375 61.28125 11.65625 66.578125 \nQ 17.71875 71.875 27.9375 71.875 \nQ 38.234375 71.875 44.234375 66.15625 \nQ 50.25 60.453125 50.25 52 \nQ 50.25 47.703125 48.484375 43.546875 \nQ 46.734375 39.40625 42.65625 34.8125 \nQ 38.578125 30.21875 29.109375 22.21875 \nQ 21.1875 15.578125 18.9375 13.203125 \nQ 16.703125 10.84375 15.234375 8.453125 \nz\n\" id=\"ArialMT-50\"/>\n       <path d=\"M 4.15625 35.296875 \nQ 4.15625 48 6.765625 55.734375 \nQ 9.375 63.484375 14.515625 67.671875 \nQ 19.671875 71.875 27.484375 71.875 \nQ 33.25 71.875 37.59375 69.546875 \nQ 41.9375 67.234375 44.765625 62.859375 \nQ 47.609375 58.5 49.21875 52.21875 \nQ 50.828125 45.953125 50.828125 35.296875 \nQ 50.828125 22.703125 48.234375 14.96875 \nQ 45.65625 7.234375 40.5 3 \nQ 35.359375 -1.21875 27.484375 -1.21875 \nQ 17.140625 -1.21875 11.234375 6.203125 \nQ 4.15625 15.140625 4.15625 35.296875 \nz\nM 13.1875 35.296875 \nQ 13.1875 17.671875 17.3125 11.828125 \nQ 21.4375 6 27.484375 6 \nQ 33.546875 6 37.671875 11.859375 \nQ 41.796875 17.71875 41.796875 35.296875 \nQ 41.796875 52.984375 37.671875 58.78125 \nQ 33.546875 64.59375 27.390625 64.59375 \nQ 21.34375 64.59375 17.71875 59.46875 \nQ 13.1875 52.9375 13.1875 35.296875 \nz\n\" id=\"ArialMT-48\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(20.099197 256.358906)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"166.796875\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <path clip-path=\"url(#pc7bc3c810b)\" d=\"M 95.06 224.64 \nL 95.06 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_2\">\n      <!-- 3/7/20 -->\n      <defs>\n       <path d=\"M 4.734375 62.203125 \nL 4.734375 70.65625 \nL 51.078125 70.65625 \nL 51.078125 63.8125 \nQ 44.234375 56.546875 37.515625 44.484375 \nQ 30.8125 32.421875 27.15625 19.671875 \nQ 24.515625 10.6875 23.78125 0 \nL 14.75 0 \nQ 14.890625 8.453125 18.0625 20.40625 \nQ 21.234375 32.375 27.171875 43.484375 \nQ 33.109375 54.59375 39.796875 62.203125 \nz\n\" id=\"ArialMT-55\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(87.059197 256.358906)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"166.796875\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <path clip-path=\"url(#pc7bc3c810b)\" d=\"M 162.02 224.64 \nL 162.02 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_3\">\n      <!-- 3/12/20 -->\n      <defs>\n       <path d=\"M 37.25 0 \nL 28.46875 0 \nL 28.46875 56 \nQ 25.296875 52.984375 20.140625 49.953125 \nQ 14.984375 46.921875 10.890625 45.40625 \nL 10.890625 53.90625 \nQ 18.265625 57.375 23.78125 62.296875 \nQ 29.296875 67.234375 31.59375 71.875 \nL 37.25 71.875 \nz\n\" id=\"ArialMT-49\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(152.053109 260.291083)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"278.027344\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <path clip-path=\"url(#pc7bc3c810b)\" d=\"M 228.98 224.64 \nL 228.98 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_4\">\n      <!-- 3/17/20 -->\n      <g style=\"fill:#262626;\" transform=\"translate(219.013109 260.291083)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"278.027344\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <path clip-path=\"url(#pc7bc3c810b)\" d=\"M 295.94 224.64 \nL 295.94 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_5\">\n      <!-- 3/22/20 -->\n      <g style=\"fill:#262626;\" transform=\"translate(285.973109 260.291083)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"278.027344\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <path clip-path=\"url(#pc7bc3c810b)\" d=\"M 362.9 224.64 \nL 362.9 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_6\">\n      <!-- 3/27/20 -->\n      <g style=\"fill:#262626;\" transform=\"translate(352.933109 260.291083)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"278.027344\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_7\">\n      <path clip-path=\"url(#pc7bc3c810b)\" d=\"M 28.1 214.561272 \nL 362.9 214.561272 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_7\">\n      <!-- 0.2 -->\n      <defs>\n       <path d=\"M 9.078125 0 \nL 9.078125 10.015625 \nL 19.09375 10.015625 \nL 19.09375 0 \nz\n\" id=\"ArialMT-46\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 218.140178)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_8\">\n      <path clip-path=\"url(#pc7bc3c810b)\" d=\"M 28.1 186.682077 \nL 362.9 186.682077 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0.3 -->\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 190.260983)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_9\">\n      <path clip-path=\"url(#pc7bc3c810b)\" d=\"M 28.1 158.802881 \nL 362.9 158.802881 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0.4 -->\n      <defs>\n       <path d=\"M 32.328125 0 \nL 32.328125 17.140625 \nL 1.265625 17.140625 \nL 1.265625 25.203125 \nL 33.9375 71.578125 \nL 41.109375 71.578125 \nL 41.109375 25.203125 \nL 50.78125 25.203125 \nL 50.78125 17.140625 \nL 41.109375 17.140625 \nL 41.109375 0 \nz\nM 32.328125 25.203125 \nL 32.328125 57.46875 \nL 9.90625 25.203125 \nz\n\" id=\"ArialMT-52\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 162.381787)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_10\">\n      <path clip-path=\"url(#pc7bc3c810b)\" d=\"M 28.1 130.923685 \nL 362.9 130.923685 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.5 -->\n      <defs>\n       <path d=\"M 4.15625 18.75 \nL 13.375 19.53125 \nQ 14.40625 12.796875 18.140625 9.390625 \nQ 21.875 6 27.15625 6 \nQ 33.5 6 37.890625 10.78125 \nQ 42.28125 15.578125 42.28125 23.484375 \nQ 42.28125 31 38.0625 35.34375 \nQ 33.84375 39.703125 27 39.703125 \nQ 22.75 39.703125 19.328125 37.765625 \nQ 15.921875 35.84375 13.96875 32.765625 \nL 5.71875 33.84375 \nL 12.640625 70.609375 \nL 48.25 70.609375 \nL 48.25 62.203125 \nL 19.671875 62.203125 \nL 15.828125 42.96875 \nQ 22.265625 47.46875 29.34375 47.46875 \nQ 38.71875 47.46875 45.15625 40.96875 \nQ 51.609375 34.46875 51.609375 24.265625 \nQ 51.609375 14.546875 45.953125 7.46875 \nQ 39.0625 -1.21875 27.15625 -1.21875 \nQ 17.390625 -1.21875 11.203125 4.25 \nQ 5.03125 9.71875 4.15625 18.75 \nz\n\" id=\"ArialMT-53\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 134.502591)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_11\">\n      <path clip-path=\"url(#pc7bc3c810b)\" d=\"M 28.1 103.04449 \nL 362.9 103.04449 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0.6 -->\n      <defs>\n       <path d=\"M 49.75 54.046875 \nL 41.015625 53.375 \nQ 39.84375 58.546875 37.703125 60.890625 \nQ 34.125 64.65625 28.90625 64.65625 \nQ 24.703125 64.65625 21.53125 62.3125 \nQ 17.390625 59.28125 14.984375 53.46875 \nQ 12.59375 47.65625 12.5 36.921875 \nQ 15.671875 41.75 20.265625 44.09375 \nQ 24.859375 46.4375 29.890625 46.4375 \nQ 38.671875 46.4375 44.84375 39.96875 \nQ 51.03125 33.5 51.03125 23.25 \nQ 51.03125 16.5 48.125 10.71875 \nQ 45.21875 4.9375 40.140625 1.859375 \nQ 35.0625 -1.21875 28.609375 -1.21875 \nQ 17.625 -1.21875 10.6875 6.859375 \nQ 3.765625 14.9375 3.765625 33.5 \nQ 3.765625 54.25 11.421875 63.671875 \nQ 18.109375 71.875 29.4375 71.875 \nQ 37.890625 71.875 43.28125 67.140625 \nQ 48.6875 62.40625 49.75 54.046875 \nz\nM 13.875 23.1875 \nQ 13.875 18.65625 15.796875 14.5 \nQ 17.71875 10.359375 21.1875 8.171875 \nQ 24.65625 6 28.46875 6 \nQ 34.03125 6 38.03125 10.484375 \nQ 42.046875 14.984375 42.046875 22.703125 \nQ 42.046875 30.125 38.078125 34.390625 \nQ 34.125 38.671875 28.125 38.671875 \nQ 22.171875 38.671875 18.015625 34.390625 \nQ 13.875 30.125 13.875 23.1875 \nz\n\" id=\"ArialMT-54\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 106.623396)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_12\">\n      <path clip-path=\"url(#pc7bc3c810b)\" d=\"M 28.1 75.165294 \nL 362.9 75.165294 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_12\">\n      <!-- 0.7 -->\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 78.7442)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_13\">\n      <path clip-path=\"url(#pc7bc3c810b)\" d=\"M 28.1 47.286098 \nL 362.9 47.286098 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_13\">\n      <!-- 0.8 -->\n      <defs>\n       <path d=\"M 17.671875 38.8125 \nQ 12.203125 40.828125 9.5625 44.53125 \nQ 6.9375 48.25 6.9375 53.421875 \nQ 6.9375 61.234375 12.546875 66.546875 \nQ 18.171875 71.875 27.484375 71.875 \nQ 36.859375 71.875 42.578125 66.421875 \nQ 48.296875 60.984375 48.296875 53.171875 \nQ 48.296875 48.1875 45.671875 44.5 \nQ 43.0625 40.828125 37.75 38.8125 \nQ 44.34375 36.671875 47.78125 31.875 \nQ 51.21875 27.09375 51.21875 20.453125 \nQ 51.21875 11.28125 44.71875 5.03125 \nQ 38.234375 -1.21875 27.640625 -1.21875 \nQ 17.046875 -1.21875 10.546875 5.046875 \nQ 4.046875 11.328125 4.046875 20.703125 \nQ 4.046875 27.6875 7.59375 32.390625 \nQ 11.140625 37.109375 17.671875 38.8125 \nz\nM 15.921875 53.71875 \nQ 15.921875 48.640625 19.1875 45.40625 \nQ 22.46875 42.1875 27.6875 42.1875 \nQ 32.765625 42.1875 36.015625 45.375 \nQ 39.265625 48.578125 39.265625 53.21875 \nQ 39.265625 58.0625 35.90625 61.359375 \nQ 32.5625 64.65625 27.59375 64.65625 \nQ 22.5625 64.65625 19.234375 61.421875 \nQ 15.921875 58.203125 15.921875 53.71875 \nz\nM 13.09375 20.65625 \nQ 13.09375 16.890625 14.875 13.375 \nQ 16.65625 9.859375 20.171875 7.921875 \nQ 23.6875 6 27.734375 6 \nQ 34.03125 6 38.125 10.046875 \nQ 42.234375 14.109375 42.234375 20.359375 \nQ 42.234375 26.703125 38.015625 30.859375 \nQ 33.796875 35.015625 27.4375 35.015625 \nQ 21.234375 35.015625 17.15625 30.90625 \nQ 13.09375 26.8125 13.09375 20.65625 \nz\n\" id=\"ArialMT-56\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 50.865005)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_14\">\n      <path clip-path=\"url(#pc7bc3c810b)\" d=\"M 28.1 19.406903 \nL 362.9 19.406903 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_14\">\n      <!-- 0.9 -->\n      <defs>\n       <path d=\"M 5.46875 16.546875 \nL 13.921875 17.328125 \nQ 14.984375 11.375 18.015625 8.6875 \nQ 21.046875 6 25.78125 6 \nQ 29.828125 6 32.875 7.859375 \nQ 35.9375 9.71875 37.890625 12.8125 \nQ 39.84375 15.921875 41.15625 21.1875 \nQ 42.484375 26.46875 42.484375 31.9375 \nQ 42.484375 32.515625 42.4375 33.6875 \nQ 39.796875 29.5 35.234375 26.875 \nQ 30.671875 24.265625 25.34375 24.265625 \nQ 16.453125 24.265625 10.296875 30.703125 \nQ 4.15625 37.15625 4.15625 47.703125 \nQ 4.15625 58.59375 10.578125 65.234375 \nQ 17 71.875 26.65625 71.875 \nQ 33.640625 71.875 39.421875 68.109375 \nQ 45.21875 64.359375 48.21875 57.390625 \nQ 51.21875 50.4375 51.21875 37.25 \nQ 51.21875 23.53125 48.234375 15.40625 \nQ 45.265625 7.28125 39.375 3.03125 \nQ 33.5 -1.21875 25.59375 -1.21875 \nQ 17.1875 -1.21875 11.859375 3.4375 \nQ 6.546875 8.109375 5.46875 16.546875 \nz\nM 41.453125 48.140625 \nQ 41.453125 55.71875 37.421875 60.15625 \nQ 33.40625 64.59375 27.734375 64.59375 \nQ 21.875 64.59375 17.53125 59.8125 \nQ 13.1875 55.03125 13.1875 47.40625 \nQ 13.1875 40.578125 17.3125 36.296875 \nQ 21.4375 32.03125 27.484375 32.03125 \nQ 33.59375 32.03125 37.515625 36.296875 \nQ 41.453125 40.578125 41.453125 48.140625 \nz\n\" id=\"ArialMT-57\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 22.985809)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_15\">\n    <path clip-path=\"url(#pc7bc3c810b)\" d=\"M 68.276 75.165294 \nL 81.668 17.083636 \nL 95.06 106.440033 \nL 108.452 115.733098 \nL 121.844 173.814755 \nL 135.236 189.779765 \nL 148.628 195.446268 \nL 162.02 195.446268 \nL 175.412 146.040763 \nL 188.804 139.544522 \nL 202.196 97.753223 \nL 215.588 148.612745 \nL 228.98 163.05921 \nL 242.372 204.850509 \nL 255.764 167.565641 \nL 269.156 172.594236 \nL 282.548 148.90603 \nL 295.94 195.578791 \nL 309.332 196.681232 \nL 322.724 206.745624 \nL 336.116 205.073502 \nL 349.508 214.756364 \nL 362.9 209.395473 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:round;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 28.1 224.64 \nL 28.1 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 362.9 224.64 \nL 362.9 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 28.1 224.64 \nL 362.9 224.64 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 28.1 7.2 \nL 362.9 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 35.1 29.4625 \nL 104.34375 29.4625 \nQ 106.34375 29.4625 106.34375 27.4625 \nL 106.34375 14.2 \nQ 106.34375 12.2 104.34375 12.2 \nL 35.1 12.2 \nQ 33.1 12.2 33.1 14.2 \nL 33.1 27.4625 \nQ 33.1 29.4625 35.1 29.4625 \nz\n\" style=\"fill:#eaeaf2;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_16\">\n     <path d=\"M 37.1 19.857812 \nL 57.1 19.857812 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:round;stroke-width:1.5;\"/>\n    </g>\n    <g id=\"line2d_17\"/>\n    <g id=\"text_15\">\n     <!-- Portugal -->\n     <defs>\n      <path d=\"M 7.71875 0 \nL 7.71875 71.578125 \nL 34.71875 71.578125 \nQ 41.84375 71.578125 45.609375 70.90625 \nQ 50.875 70.015625 54.4375 67.546875 \nQ 58.015625 65.09375 60.1875 60.640625 \nQ 62.359375 56.203125 62.359375 50.875 \nQ 62.359375 41.75 56.546875 35.421875 \nQ 50.734375 29.109375 35.546875 29.109375 \nL 17.1875 29.109375 \nL 17.1875 0 \nz\nM 17.1875 37.546875 \nL 35.6875 37.546875 \nQ 44.875 37.546875 48.734375 40.96875 \nQ 52.59375 44.390625 52.59375 50.59375 \nQ 52.59375 55.078125 50.3125 58.265625 \nQ 48.046875 61.46875 44.34375 62.5 \nQ 41.9375 63.140625 35.5 63.140625 \nL 17.1875 63.140625 \nz\n\" id=\"ArialMT-80\"/>\n      <path d=\"M 3.328125 25.921875 \nQ 3.328125 40.328125 11.328125 47.265625 \nQ 18.015625 53.03125 27.640625 53.03125 \nQ 38.328125 53.03125 45.109375 46.015625 \nQ 51.90625 39.015625 51.90625 26.65625 \nQ 51.90625 16.65625 48.90625 10.90625 \nQ 45.90625 5.171875 40.15625 2 \nQ 34.421875 -1.171875 27.640625 -1.171875 \nQ 16.75 -1.171875 10.03125 5.8125 \nQ 3.328125 12.796875 3.328125 25.921875 \nz\nM 12.359375 25.921875 \nQ 12.359375 15.96875 16.703125 11.015625 \nQ 21.046875 6.0625 27.640625 6.0625 \nQ 34.1875 6.0625 38.53125 11.03125 \nQ 42.875 16.015625 42.875 26.21875 \nQ 42.875 35.84375 38.5 40.796875 \nQ 34.125 45.75 27.640625 45.75 \nQ 21.046875 45.75 16.703125 40.8125 \nQ 12.359375 35.890625 12.359375 25.921875 \nz\n\" id=\"ArialMT-111\"/>\n      <path d=\"M 6.5 0 \nL 6.5 51.859375 \nL 14.40625 51.859375 \nL 14.40625 44 \nQ 17.4375 49.515625 20 51.265625 \nQ 22.5625 53.03125 25.640625 53.03125 \nQ 30.078125 53.03125 34.671875 50.203125 \nL 31.640625 42.046875 \nQ 28.421875 43.953125 25.203125 43.953125 \nQ 22.3125 43.953125 20.015625 42.21875 \nQ 17.71875 40.484375 16.75 37.40625 \nQ 15.28125 32.71875 15.28125 27.15625 \nL 15.28125 0 \nz\n\" id=\"ArialMT-114\"/>\n      <path d=\"M 25.78125 7.859375 \nL 27.046875 0.09375 \nQ 23.34375 -0.6875 20.40625 -0.6875 \nQ 15.625 -0.6875 12.984375 0.828125 \nQ 10.359375 2.34375 9.28125 4.8125 \nQ 8.203125 7.28125 8.203125 15.1875 \nL 8.203125 45.015625 \nL 1.765625 45.015625 \nL 1.765625 51.859375 \nL 8.203125 51.859375 \nL 8.203125 64.703125 \nL 16.9375 69.96875 \nL 16.9375 51.859375 \nL 25.78125 51.859375 \nL 25.78125 45.015625 \nL 16.9375 45.015625 \nL 16.9375 14.703125 \nQ 16.9375 10.9375 17.40625 9.859375 \nQ 17.875 8.796875 18.921875 8.15625 \nQ 19.96875 7.515625 21.921875 7.515625 \nQ 23.390625 7.515625 25.78125 7.859375 \nz\n\" id=\"ArialMT-116\"/>\n      <path d=\"M 40.578125 0 \nL 40.578125 7.625 \nQ 34.515625 -1.171875 24.125 -1.171875 \nQ 19.53125 -1.171875 15.546875 0.578125 \nQ 11.578125 2.34375 9.640625 5 \nQ 7.71875 7.671875 6.9375 11.53125 \nQ 6.390625 14.109375 6.390625 19.734375 \nL 6.390625 51.859375 \nL 15.1875 51.859375 \nL 15.1875 23.09375 \nQ 15.1875 16.21875 15.71875 13.8125 \nQ 16.546875 10.359375 19.234375 8.375 \nQ 21.921875 6.390625 25.875 6.390625 \nQ 29.828125 6.390625 33.296875 8.421875 \nQ 36.765625 10.453125 38.203125 13.9375 \nQ 39.65625 17.4375 39.65625 24.078125 \nL 39.65625 51.859375 \nL 48.4375 51.859375 \nL 48.4375 0 \nz\n\" id=\"ArialMT-117\"/>\n      <path d=\"M 4.984375 -4.296875 \nL 13.53125 -5.5625 \nQ 14.0625 -9.515625 16.5 -11.328125 \nQ 19.78125 -13.765625 25.4375 -13.765625 \nQ 31.546875 -13.765625 34.859375 -11.328125 \nQ 38.1875 -8.890625 39.359375 -4.5 \nQ 40.046875 -1.8125 39.984375 6.78125 \nQ 34.234375 0 25.640625 0 \nQ 14.9375 0 9.078125 7.71875 \nQ 3.21875 15.4375 3.21875 26.21875 \nQ 3.21875 33.640625 5.90625 39.90625 \nQ 8.59375 46.1875 13.6875 49.609375 \nQ 18.796875 53.03125 25.6875 53.03125 \nQ 34.859375 53.03125 40.828125 45.609375 \nL 40.828125 51.859375 \nL 48.921875 51.859375 \nL 48.921875 7.03125 \nQ 48.921875 -5.078125 46.453125 -10.125 \nQ 44 -15.1875 38.640625 -18.109375 \nQ 33.296875 -21.046875 25.484375 -21.046875 \nQ 16.21875 -21.046875 10.5 -16.875 \nQ 4.78125 -12.703125 4.984375 -4.296875 \nz\nM 12.25 26.859375 \nQ 12.25 16.65625 16.296875 11.96875 \nQ 20.359375 7.28125 26.46875 7.28125 \nQ 32.515625 7.28125 36.609375 11.9375 \nQ 40.71875 16.609375 40.71875 26.5625 \nQ 40.71875 36.078125 36.5 40.90625 \nQ 32.28125 45.75 26.3125 45.75 \nQ 20.453125 45.75 16.34375 40.984375 \nQ 12.25 36.234375 12.25 26.859375 \nz\n\" id=\"ArialMT-103\"/>\n      <path d=\"M 40.4375 6.390625 \nQ 35.546875 2.25 31.03125 0.53125 \nQ 26.515625 -1.171875 21.34375 -1.171875 \nQ 12.796875 -1.171875 8.203125 3 \nQ 3.609375 7.171875 3.609375 13.671875 \nQ 3.609375 17.484375 5.34375 20.625 \nQ 7.078125 23.78125 9.890625 25.6875 \nQ 12.703125 27.59375 16.21875 28.5625 \nQ 18.796875 29.25 24.03125 29.890625 \nQ 34.671875 31.15625 39.703125 32.90625 \nQ 39.75 34.71875 39.75 35.203125 \nQ 39.75 40.578125 37.25 42.78125 \nQ 33.890625 45.75 27.25 45.75 \nQ 21.046875 45.75 18.09375 43.578125 \nQ 15.140625 41.40625 13.71875 35.890625 \nL 5.125 37.0625 \nQ 6.296875 42.578125 8.984375 45.96875 \nQ 11.671875 49.359375 16.75 51.1875 \nQ 21.828125 53.03125 28.515625 53.03125 \nQ 35.15625 53.03125 39.296875 51.46875 \nQ 43.453125 49.90625 45.40625 47.53125 \nQ 47.359375 45.171875 48.140625 41.546875 \nQ 48.578125 39.3125 48.578125 33.453125 \nL 48.578125 21.734375 \nQ 48.578125 9.46875 49.140625 6.21875 \nQ 49.703125 2.984375 51.375 0 \nL 42.1875 0 \nQ 40.828125 2.734375 40.4375 6.390625 \nz\nM 39.703125 26.03125 \nQ 34.90625 24.078125 25.34375 22.703125 \nQ 19.921875 21.921875 17.671875 20.9375 \nQ 15.4375 19.96875 14.203125 18.09375 \nQ 12.984375 16.21875 12.984375 13.921875 \nQ 12.984375 10.40625 15.640625 8.0625 \nQ 18.3125 5.71875 23.4375 5.71875 \nQ 28.515625 5.71875 32.46875 7.9375 \nQ 36.421875 10.15625 38.28125 14.015625 \nQ 39.703125 17 39.703125 22.796875 \nz\n\" id=\"ArialMT-97\"/>\n      <path d=\"M 6.390625 0 \nL 6.390625 71.578125 \nL 15.1875 71.578125 \nL 15.1875 0 \nz\n\" id=\"ArialMT-108\"/>\n     </defs>\n     <g style=\"fill:#262626;\" transform=\"translate(65.1 23.357812)scale(0.1 -0.1)\">\n      <use xlink:href=\"#ArialMT-80\"/>\n      <use x=\"66.699219\" xlink:href=\"#ArialMT-111\"/>\n      <use x=\"122.314453\" xlink:href=\"#ArialMT-114\"/>\n      <use x=\"155.615234\" xlink:href=\"#ArialMT-116\"/>\n      <use x=\"183.398438\" xlink:href=\"#ArialMT-117\"/>\n      <use x=\"239.013672\" xlink:href=\"#ArialMT-103\"/>\n      <use x=\"294.628906\" xlink:href=\"#ArialMT-97\"/>\n      <use x=\"350.244141\" xlink:href=\"#ArialMT-108\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pc7bc3c810b\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"28.1\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_movingavg = df.pct_change().rolling(window=3).mean()\n",
    "df_movingavg.plot()\n",
    "plt.grid(True)\n",
    "plt.legend(loc=2)\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5 day moving average"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 426,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"268.896458pt\" version=\"1.1\" viewBox=\"0 0 385.128229 268.896458\" width=\"385.128229pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 268.896458 \nL 385.128229 268.896458 \nL 385.128229 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 28.1 224.64 \nL 362.9 224.64 \nL 362.9 7.2 \nL 28.1 7.2 \nz\n\" style=\"fill:#eaeaf2;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <path clip-path=\"url(#pcc395c4e60)\" d=\"M 28.1 224.64 \nL 28.1 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_1\">\n      <!-- 3/2/20 -->\n      <defs>\n       <path d=\"M 4.203125 18.890625 \nL 12.984375 20.0625 \nQ 14.5 12.59375 18.140625 9.296875 \nQ 21.78125 6 27 6 \nQ 33.203125 6 37.46875 10.296875 \nQ 41.75 14.59375 41.75 20.953125 \nQ 41.75 27 37.796875 30.921875 \nQ 33.84375 34.859375 27.734375 34.859375 \nQ 25.25 34.859375 21.53125 33.890625 \nL 22.515625 41.609375 \nQ 23.390625 41.5 23.921875 41.5 \nQ 29.546875 41.5 34.03125 44.421875 \nQ 38.53125 47.359375 38.53125 53.46875 \nQ 38.53125 58.296875 35.25 61.46875 \nQ 31.984375 64.65625 26.8125 64.65625 \nQ 21.6875 64.65625 18.265625 61.421875 \nQ 14.84375 58.203125 13.875 51.765625 \nL 5.078125 53.328125 \nQ 6.6875 62.15625 12.390625 67.015625 \nQ 18.109375 71.875 26.609375 71.875 \nQ 32.46875 71.875 37.390625 69.359375 \nQ 42.328125 66.84375 44.9375 62.5 \nQ 47.5625 58.15625 47.5625 53.265625 \nQ 47.5625 48.640625 45.0625 44.828125 \nQ 42.578125 41.015625 37.703125 38.765625 \nQ 44.046875 37.3125 47.5625 32.6875 \nQ 51.078125 28.078125 51.078125 21.140625 \nQ 51.078125 11.765625 44.234375 5.25 \nQ 37.40625 -1.265625 26.953125 -1.265625 \nQ 17.53125 -1.265625 11.296875 4.34375 \nQ 5.078125 9.96875 4.203125 18.890625 \nz\n\" id=\"ArialMT-51\"/>\n       <path d=\"M 0 -1.21875 \nL 20.75 72.796875 \nL 27.78125 72.796875 \nL 7.078125 -1.21875 \nz\n\" id=\"ArialMT-47\"/>\n       <path d=\"M 50.34375 8.453125 \nL 50.34375 0 \nL 3.03125 0 \nQ 2.9375 3.171875 4.046875 6.109375 \nQ 5.859375 10.9375 9.828125 15.625 \nQ 13.8125 20.3125 21.34375 26.46875 \nQ 33.015625 36.03125 37.109375 41.625 \nQ 41.21875 47.21875 41.21875 52.203125 \nQ 41.21875 57.421875 37.46875 61 \nQ 33.734375 64.59375 27.734375 64.59375 \nQ 21.390625 64.59375 17.578125 60.78125 \nQ 13.765625 56.984375 13.71875 50.25 \nL 4.6875 51.171875 \nQ 5.609375 61.28125 11.65625 66.578125 \nQ 17.71875 71.875 27.9375 71.875 \nQ 38.234375 71.875 44.234375 66.15625 \nQ 50.25 60.453125 50.25 52 \nQ 50.25 47.703125 48.484375 43.546875 \nQ 46.734375 39.40625 42.65625 34.8125 \nQ 38.578125 30.21875 29.109375 22.21875 \nQ 21.1875 15.578125 18.9375 13.203125 \nQ 16.703125 10.84375 15.234375 8.453125 \nz\n\" id=\"ArialMT-50\"/>\n       <path d=\"M 4.15625 35.296875 \nQ 4.15625 48 6.765625 55.734375 \nQ 9.375 63.484375 14.515625 67.671875 \nQ 19.671875 71.875 27.484375 71.875 \nQ 33.25 71.875 37.59375 69.546875 \nQ 41.9375 67.234375 44.765625 62.859375 \nQ 47.609375 58.5 49.21875 52.21875 \nQ 50.828125 45.953125 50.828125 35.296875 \nQ 50.828125 22.703125 48.234375 14.96875 \nQ 45.65625 7.234375 40.5 3 \nQ 35.359375 -1.21875 27.484375 -1.21875 \nQ 17.140625 -1.21875 11.234375 6.203125 \nQ 4.15625 15.140625 4.15625 35.296875 \nz\nM 13.1875 35.296875 \nQ 13.1875 17.671875 17.3125 11.828125 \nQ 21.4375 6 27.484375 6 \nQ 33.546875 6 37.671875 11.859375 \nQ 41.796875 17.71875 41.796875 35.296875 \nQ 41.796875 52.984375 37.671875 58.78125 \nQ 33.546875 64.59375 27.390625 64.59375 \nQ 21.34375 64.59375 17.71875 59.46875 \nQ 13.1875 52.9375 13.1875 35.296875 \nz\n\" id=\"ArialMT-48\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(20.099197 256.358906)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"166.796875\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <path clip-path=\"url(#pcc395c4e60)\" d=\"M 95.06 224.64 \nL 95.06 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_2\">\n      <!-- 3/7/20 -->\n      <defs>\n       <path d=\"M 4.734375 62.203125 \nL 4.734375 70.65625 \nL 51.078125 70.65625 \nL 51.078125 63.8125 \nQ 44.234375 56.546875 37.515625 44.484375 \nQ 30.8125 32.421875 27.15625 19.671875 \nQ 24.515625 10.6875 23.78125 0 \nL 14.75 0 \nQ 14.890625 8.453125 18.0625 20.40625 \nQ 21.234375 32.375 27.171875 43.484375 \nQ 33.109375 54.59375 39.796875 62.203125 \nz\n\" id=\"ArialMT-55\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(87.059197 256.358906)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"166.796875\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <path clip-path=\"url(#pcc395c4e60)\" d=\"M 162.02 224.64 \nL 162.02 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_3\">\n      <!-- 3/12/20 -->\n      <defs>\n       <path d=\"M 37.25 0 \nL 28.46875 0 \nL 28.46875 56 \nQ 25.296875 52.984375 20.140625 49.953125 \nQ 14.984375 46.921875 10.890625 45.40625 \nL 10.890625 53.90625 \nQ 18.265625 57.375 23.78125 62.296875 \nQ 29.296875 67.234375 31.59375 71.875 \nL 37.25 71.875 \nz\n\" id=\"ArialMT-49\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(152.053109 260.291083)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"278.027344\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <path clip-path=\"url(#pcc395c4e60)\" d=\"M 228.98 224.64 \nL 228.98 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_4\">\n      <!-- 3/17/20 -->\n      <g style=\"fill:#262626;\" transform=\"translate(219.013109 260.291083)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"278.027344\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <path clip-path=\"url(#pcc395c4e60)\" d=\"M 295.94 224.64 \nL 295.94 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_5\">\n      <!-- 3/22/20 -->\n      <g style=\"fill:#262626;\" transform=\"translate(285.973109 260.291083)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"278.027344\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <path clip-path=\"url(#pcc395c4e60)\" d=\"M 362.9 224.64 \nL 362.9 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_6\">\n      <!-- 3/27/20 -->\n      <g style=\"fill:#262626;\" transform=\"translate(352.933109 260.291083)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"139.013672\" xlink:href=\"#ArialMT-55\"/>\n       <use x=\"194.628906\" xlink:href=\"#ArialMT-47\"/>\n       <use x=\"222.412109\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"278.027344\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_7\">\n      <path clip-path=\"url(#pcc395c4e60)\" d=\"M 28.1 221.387143 \nL 362.9 221.387143 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_7\">\n      <!-- 0.2 -->\n      <defs>\n       <path d=\"M 9.078125 0 \nL 9.078125 10.015625 \nL 19.09375 10.015625 \nL 19.09375 0 \nz\n\" id=\"ArialMT-46\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 224.966049)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_8\">\n      <path clip-path=\"url(#pcc395c4e60)\" d=\"M 28.1 184.421999 \nL 362.9 184.421999 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0.3 -->\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 188.000905)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_9\">\n      <path clip-path=\"url(#pcc395c4e60)\" d=\"M 28.1 147.456855 \nL 362.9 147.456855 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0.4 -->\n      <defs>\n       <path d=\"M 32.328125 0 \nL 32.328125 17.140625 \nL 1.265625 17.140625 \nL 1.265625 25.203125 \nL 33.9375 71.578125 \nL 41.109375 71.578125 \nL 41.109375 25.203125 \nL 50.78125 25.203125 \nL 50.78125 17.140625 \nL 41.109375 17.140625 \nL 41.109375 0 \nz\nM 32.328125 25.203125 \nL 32.328125 57.46875 \nL 9.90625 25.203125 \nz\n\" id=\"ArialMT-52\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 151.035761)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_10\">\n      <path clip-path=\"url(#pcc395c4e60)\" d=\"M 28.1 110.491711 \nL 362.9 110.491711 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.5 -->\n      <defs>\n       <path d=\"M 4.15625 18.75 \nL 13.375 19.53125 \nQ 14.40625 12.796875 18.140625 9.390625 \nQ 21.875 6 27.15625 6 \nQ 33.5 6 37.890625 10.78125 \nQ 42.28125 15.578125 42.28125 23.484375 \nQ 42.28125 31 38.0625 35.34375 \nQ 33.84375 39.703125 27 39.703125 \nQ 22.75 39.703125 19.328125 37.765625 \nQ 15.921875 35.84375 13.96875 32.765625 \nL 5.71875 33.84375 \nL 12.640625 70.609375 \nL 48.25 70.609375 \nL 48.25 62.203125 \nL 19.671875 62.203125 \nL 15.828125 42.96875 \nQ 22.265625 47.46875 29.34375 47.46875 \nQ 38.71875 47.46875 45.15625 40.96875 \nQ 51.609375 34.46875 51.609375 24.265625 \nQ 51.609375 14.546875 45.953125 7.46875 \nQ 39.0625 -1.21875 27.15625 -1.21875 \nQ 17.390625 -1.21875 11.203125 4.25 \nQ 5.03125 9.71875 4.15625 18.75 \nz\n\" id=\"ArialMT-53\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 114.070618)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_11\">\n      <path clip-path=\"url(#pcc395c4e60)\" d=\"M 28.1 73.526567 \nL 362.9 73.526567 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0.6 -->\n      <defs>\n       <path d=\"M 49.75 54.046875 \nL 41.015625 53.375 \nQ 39.84375 58.546875 37.703125 60.890625 \nQ 34.125 64.65625 28.90625 64.65625 \nQ 24.703125 64.65625 21.53125 62.3125 \nQ 17.390625 59.28125 14.984375 53.46875 \nQ 12.59375 47.65625 12.5 36.921875 \nQ 15.671875 41.75 20.265625 44.09375 \nQ 24.859375 46.4375 29.890625 46.4375 \nQ 38.671875 46.4375 44.84375 39.96875 \nQ 51.03125 33.5 51.03125 23.25 \nQ 51.03125 16.5 48.125 10.71875 \nQ 45.21875 4.9375 40.140625 1.859375 \nQ 35.0625 -1.21875 28.609375 -1.21875 \nQ 17.625 -1.21875 10.6875 6.859375 \nQ 3.765625 14.9375 3.765625 33.5 \nQ 3.765625 54.25 11.421875 63.671875 \nQ 18.109375 71.875 29.4375 71.875 \nQ 37.890625 71.875 43.28125 67.140625 \nQ 48.6875 62.40625 49.75 54.046875 \nz\nM 13.875 23.1875 \nQ 13.875 18.65625 15.796875 14.5 \nQ 17.71875 10.359375 21.1875 8.171875 \nQ 24.65625 6 28.46875 6 \nQ 34.03125 6 38.03125 10.484375 \nQ 42.046875 14.984375 42.046875 22.703125 \nQ 42.046875 30.125 38.078125 34.390625 \nQ 34.125 38.671875 28.125 38.671875 \nQ 22.171875 38.671875 18.015625 34.390625 \nQ 13.875 30.125 13.875 23.1875 \nz\n\" id=\"ArialMT-54\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 77.105474)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_12\">\n      <path clip-path=\"url(#pcc395c4e60)\" d=\"M 28.1 36.561424 \nL 362.9 36.561424 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_12\">\n      <!-- 0.7 -->\n      <g style=\"fill:#262626;\" transform=\"translate(7.2 40.14033)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_13\">\n    <path clip-path=\"url(#pcc395c4e60)\" d=\"M 95.06 54.04878 \nL 108.452 17.083636 \nL 121.844 127.979068 \nL 135.236 145.229468 \nL 148.628 158.978699 \nL 162.02 198.787315 \nL 175.412 169.340506 \nL 188.804 131.71527 \nL 202.196 125.576285 \nL 215.588 132.082445 \nL 228.98 105.949987 \nL 242.372 172.36194 \nL 255.764 154.374437 \nL 269.156 165.489197 \nL 282.548 172.595261 \nL 295.94 180.245148 \nL 309.332 158.99019 \nL 322.724 203.764605 \nL 336.116 206.083785 \nL 349.508 211.376932 \nL 362.9 214.756364 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:round;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 28.1 224.64 \nL 28.1 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 362.9 224.64 \nL 362.9 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 28.1 224.64 \nL 362.9 224.64 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 28.1 7.2 \nL 362.9 7.2 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 35.1 29.4625 \nL 104.34375 29.4625 \nQ 106.34375 29.4625 106.34375 27.4625 \nL 106.34375 14.2 \nQ 106.34375 12.2 104.34375 12.2 \nL 35.1 12.2 \nQ 33.1 12.2 33.1 14.2 \nL 33.1 27.4625 \nQ 33.1 29.4625 35.1 29.4625 \nz\n\" style=\"fill:#eaeaf2;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_14\">\n     <path d=\"M 37.1 19.857812 \nL 57.1 19.857812 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:round;stroke-width:1.5;\"/>\n    </g>\n    <g id=\"line2d_15\"/>\n    <g id=\"text_13\">\n     <!-- Portugal -->\n     <defs>\n      <path d=\"M 7.71875 0 \nL 7.71875 71.578125 \nL 34.71875 71.578125 \nQ 41.84375 71.578125 45.609375 70.90625 \nQ 50.875 70.015625 54.4375 67.546875 \nQ 58.015625 65.09375 60.1875 60.640625 \nQ 62.359375 56.203125 62.359375 50.875 \nQ 62.359375 41.75 56.546875 35.421875 \nQ 50.734375 29.109375 35.546875 29.109375 \nL 17.1875 29.109375 \nL 17.1875 0 \nz\nM 17.1875 37.546875 \nL 35.6875 37.546875 \nQ 44.875 37.546875 48.734375 40.96875 \nQ 52.59375 44.390625 52.59375 50.59375 \nQ 52.59375 55.078125 50.3125 58.265625 \nQ 48.046875 61.46875 44.34375 62.5 \nQ 41.9375 63.140625 35.5 63.140625 \nL 17.1875 63.140625 \nz\n\" id=\"ArialMT-80\"/>\n      <path d=\"M 3.328125 25.921875 \nQ 3.328125 40.328125 11.328125 47.265625 \nQ 18.015625 53.03125 27.640625 53.03125 \nQ 38.328125 53.03125 45.109375 46.015625 \nQ 51.90625 39.015625 51.90625 26.65625 \nQ 51.90625 16.65625 48.90625 10.90625 \nQ 45.90625 5.171875 40.15625 2 \nQ 34.421875 -1.171875 27.640625 -1.171875 \nQ 16.75 -1.171875 10.03125 5.8125 \nQ 3.328125 12.796875 3.328125 25.921875 \nz\nM 12.359375 25.921875 \nQ 12.359375 15.96875 16.703125 11.015625 \nQ 21.046875 6.0625 27.640625 6.0625 \nQ 34.1875 6.0625 38.53125 11.03125 \nQ 42.875 16.015625 42.875 26.21875 \nQ 42.875 35.84375 38.5 40.796875 \nQ 34.125 45.75 27.640625 45.75 \nQ 21.046875 45.75 16.703125 40.8125 \nQ 12.359375 35.890625 12.359375 25.921875 \nz\n\" id=\"ArialMT-111\"/>\n      <path d=\"M 6.5 0 \nL 6.5 51.859375 \nL 14.40625 51.859375 \nL 14.40625 44 \nQ 17.4375 49.515625 20 51.265625 \nQ 22.5625 53.03125 25.640625 53.03125 \nQ 30.078125 53.03125 34.671875 50.203125 \nL 31.640625 42.046875 \nQ 28.421875 43.953125 25.203125 43.953125 \nQ 22.3125 43.953125 20.015625 42.21875 \nQ 17.71875 40.484375 16.75 37.40625 \nQ 15.28125 32.71875 15.28125 27.15625 \nL 15.28125 0 \nz\n\" id=\"ArialMT-114\"/>\n      <path d=\"M 25.78125 7.859375 \nL 27.046875 0.09375 \nQ 23.34375 -0.6875 20.40625 -0.6875 \nQ 15.625 -0.6875 12.984375 0.828125 \nQ 10.359375 2.34375 9.28125 4.8125 \nQ 8.203125 7.28125 8.203125 15.1875 \nL 8.203125 45.015625 \nL 1.765625 45.015625 \nL 1.765625 51.859375 \nL 8.203125 51.859375 \nL 8.203125 64.703125 \nL 16.9375 69.96875 \nL 16.9375 51.859375 \nL 25.78125 51.859375 \nL 25.78125 45.015625 \nL 16.9375 45.015625 \nL 16.9375 14.703125 \nQ 16.9375 10.9375 17.40625 9.859375 \nQ 17.875 8.796875 18.921875 8.15625 \nQ 19.96875 7.515625 21.921875 7.515625 \nQ 23.390625 7.515625 25.78125 7.859375 \nz\n\" id=\"ArialMT-116\"/>\n      <path d=\"M 40.578125 0 \nL 40.578125 7.625 \nQ 34.515625 -1.171875 24.125 -1.171875 \nQ 19.53125 -1.171875 15.546875 0.578125 \nQ 11.578125 2.34375 9.640625 5 \nQ 7.71875 7.671875 6.9375 11.53125 \nQ 6.390625 14.109375 6.390625 19.734375 \nL 6.390625 51.859375 \nL 15.1875 51.859375 \nL 15.1875 23.09375 \nQ 15.1875 16.21875 15.71875 13.8125 \nQ 16.546875 10.359375 19.234375 8.375 \nQ 21.921875 6.390625 25.875 6.390625 \nQ 29.828125 6.390625 33.296875 8.421875 \nQ 36.765625 10.453125 38.203125 13.9375 \nQ 39.65625 17.4375 39.65625 24.078125 \nL 39.65625 51.859375 \nL 48.4375 51.859375 \nL 48.4375 0 \nz\n\" id=\"ArialMT-117\"/>\n      <path d=\"M 4.984375 -4.296875 \nL 13.53125 -5.5625 \nQ 14.0625 -9.515625 16.5 -11.328125 \nQ 19.78125 -13.765625 25.4375 -13.765625 \nQ 31.546875 -13.765625 34.859375 -11.328125 \nQ 38.1875 -8.890625 39.359375 -4.5 \nQ 40.046875 -1.8125 39.984375 6.78125 \nQ 34.234375 0 25.640625 0 \nQ 14.9375 0 9.078125 7.71875 \nQ 3.21875 15.4375 3.21875 26.21875 \nQ 3.21875 33.640625 5.90625 39.90625 \nQ 8.59375 46.1875 13.6875 49.609375 \nQ 18.796875 53.03125 25.6875 53.03125 \nQ 34.859375 53.03125 40.828125 45.609375 \nL 40.828125 51.859375 \nL 48.921875 51.859375 \nL 48.921875 7.03125 \nQ 48.921875 -5.078125 46.453125 -10.125 \nQ 44 -15.1875 38.640625 -18.109375 \nQ 33.296875 -21.046875 25.484375 -21.046875 \nQ 16.21875 -21.046875 10.5 -16.875 \nQ 4.78125 -12.703125 4.984375 -4.296875 \nz\nM 12.25 26.859375 \nQ 12.25 16.65625 16.296875 11.96875 \nQ 20.359375 7.28125 26.46875 7.28125 \nQ 32.515625 7.28125 36.609375 11.9375 \nQ 40.71875 16.609375 40.71875 26.5625 \nQ 40.71875 36.078125 36.5 40.90625 \nQ 32.28125 45.75 26.3125 45.75 \nQ 20.453125 45.75 16.34375 40.984375 \nQ 12.25 36.234375 12.25 26.859375 \nz\n\" id=\"ArialMT-103\"/>\n      <path d=\"M 40.4375 6.390625 \nQ 35.546875 2.25 31.03125 0.53125 \nQ 26.515625 -1.171875 21.34375 -1.171875 \nQ 12.796875 -1.171875 8.203125 3 \nQ 3.609375 7.171875 3.609375 13.671875 \nQ 3.609375 17.484375 5.34375 20.625 \nQ 7.078125 23.78125 9.890625 25.6875 \nQ 12.703125 27.59375 16.21875 28.5625 \nQ 18.796875 29.25 24.03125 29.890625 \nQ 34.671875 31.15625 39.703125 32.90625 \nQ 39.75 34.71875 39.75 35.203125 \nQ 39.75 40.578125 37.25 42.78125 \nQ 33.890625 45.75 27.25 45.75 \nQ 21.046875 45.75 18.09375 43.578125 \nQ 15.140625 41.40625 13.71875 35.890625 \nL 5.125 37.0625 \nQ 6.296875 42.578125 8.984375 45.96875 \nQ 11.671875 49.359375 16.75 51.1875 \nQ 21.828125 53.03125 28.515625 53.03125 \nQ 35.15625 53.03125 39.296875 51.46875 \nQ 43.453125 49.90625 45.40625 47.53125 \nQ 47.359375 45.171875 48.140625 41.546875 \nQ 48.578125 39.3125 48.578125 33.453125 \nL 48.578125 21.734375 \nQ 48.578125 9.46875 49.140625 6.21875 \nQ 49.703125 2.984375 51.375 0 \nL 42.1875 0 \nQ 40.828125 2.734375 40.4375 6.390625 \nz\nM 39.703125 26.03125 \nQ 34.90625 24.078125 25.34375 22.703125 \nQ 19.921875 21.921875 17.671875 20.9375 \nQ 15.4375 19.96875 14.203125 18.09375 \nQ 12.984375 16.21875 12.984375 13.921875 \nQ 12.984375 10.40625 15.640625 8.0625 \nQ 18.3125 5.71875 23.4375 5.71875 \nQ 28.515625 5.71875 32.46875 7.9375 \nQ 36.421875 10.15625 38.28125 14.015625 \nQ 39.703125 17 39.703125 22.796875 \nz\n\" id=\"ArialMT-97\"/>\n      <path d=\"M 6.390625 0 \nL 6.390625 71.578125 \nL 15.1875 71.578125 \nL 15.1875 0 \nz\n\" id=\"ArialMT-108\"/>\n     </defs>\n     <g style=\"fill:#262626;\" transform=\"translate(65.1 23.357812)scale(0.1 -0.1)\">\n      <use xlink:href=\"#ArialMT-80\"/>\n      <use x=\"66.699219\" xlink:href=\"#ArialMT-111\"/>\n      <use x=\"122.314453\" xlink:href=\"#ArialMT-114\"/>\n      <use x=\"155.615234\" xlink:href=\"#ArialMT-116\"/>\n      <use x=\"183.398438\" xlink:href=\"#ArialMT-117\"/>\n      <use x=\"239.013672\" xlink:href=\"#ArialMT-103\"/>\n      <use x=\"294.628906\" xlink:href=\"#ArialMT-97\"/>\n      <use x=\"350.244141\" xlink:href=\"#ArialMT-108\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pcc395c4e60\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"28.1\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_movingavg = df.pct_change().rolling(window=5).mean()\n",
    "df_movingavg.plot()\n",
    "plt.grid(True)\n",
    "plt.legend(loc=2)\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 427,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Manual Analysis (daily data from [this](https://coronavirus.app/map) website.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "dportugal_manual = [2,4,6,9,13,21,30,39,41,59,78,112,169,245,331,448,642,785,1020,1280,1600,2060,2362, 2995, 3544, 4268, 5170, 5962, 6400]\n",
    "dnyc_manual = [0, 0, 0, 0, 0, 0, 0, 0, 173, 220, 328, 421, 525, 732, 967, 1706, 2495, 5365, 8310, 11719, 15793, 20875, 26236, 30811, 37769,44892, 46097, 59746, 59746] \n",
    "dates = np.arange(np.datetime64('today') - len(dportugal_manual) + 1, np.datetime64('today') + 1, dtype='datetime64[D]')\n",
    "\n",
    "dup10days = [(2**(1/10)-1)*100]*len(dportugal_manual)\n",
    "dup5days = [(2**(1/5)-1)*100]*len(dportugal_manual)\n",
    "dup3days = [(2**(1/3)-1)*100]*len(dportugal_manual)\n",
    "dup2days = [(2**(1/2)-1)*100]*len(dportugal_manual)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = np.array(list(zip(dates, dportugal_manual, dnyc_manual)))\n",
    "dataset = pd.DataFrame({'Day': dataset[:, 0], 'Portugal': dataset[:, 1], 'New York': dataset[:, 2]})\n",
    "df = dataset.set_index(['Day'], inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_newcases = dataset.diff()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_movingavg = dataset.pct_change().rolling(window=3).mean()\n",
    ""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"309.47864pt\" version=\"1.1\" viewBox=\"0 0 458.574375 309.47864\" width=\"458.574375pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M -0 309.47864 \nL 458.574375 309.47864 \nL 458.574375 0 \nL -0 0 \nz\n\" style=\"fill:#ffffff;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 61.887187 239.383125 \nL 396.687187 239.383125 \nL 396.687187 21.943125 \nL 61.887187 21.943125 \nz\n\" style=\"fill:#eaeaf2;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <path clip-path=\"url(#pe4a46a179f)\" d=\"M 77.105369 239.383125 \nL 77.105369 21.943125 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_1\">\n      <!-- 2020-03-05 -->\n      <defs>\n       <path d=\"M 50.34375 8.453125 \nL 50.34375 0 \nL 3.03125 0 \nQ 2.9375 3.171875 4.046875 6.109375 \nQ 5.859375 10.9375 9.828125 15.625 \nQ 13.8125 20.3125 21.34375 26.46875 \nQ 33.015625 36.03125 37.109375 41.625 \nQ 41.21875 47.21875 41.21875 52.203125 \nQ 41.21875 57.421875 37.46875 61 \nQ 33.734375 64.59375 27.734375 64.59375 \nQ 21.390625 64.59375 17.578125 60.78125 \nQ 13.765625 56.984375 13.71875 50.25 \nL 4.6875 51.171875 \nQ 5.609375 61.28125 11.65625 66.578125 \nQ 17.71875 71.875 27.9375 71.875 \nQ 38.234375 71.875 44.234375 66.15625 \nQ 50.25 60.453125 50.25 52 \nQ 50.25 47.703125 48.484375 43.546875 \nQ 46.734375 39.40625 42.65625 34.8125 \nQ 38.578125 30.21875 29.109375 22.21875 \nQ 21.1875 15.578125 18.9375 13.203125 \nQ 16.703125 10.84375 15.234375 8.453125 \nz\n\" id=\"ArialMT-50\"/>\n       <path d=\"M 4.15625 35.296875 \nQ 4.15625 48 6.765625 55.734375 \nQ 9.375 63.484375 14.515625 67.671875 \nQ 19.671875 71.875 27.484375 71.875 \nQ 33.25 71.875 37.59375 69.546875 \nQ 41.9375 67.234375 44.765625 62.859375 \nQ 47.609375 58.5 49.21875 52.21875 \nQ 50.828125 45.953125 50.828125 35.296875 \nQ 50.828125 22.703125 48.234375 14.96875 \nQ 45.65625 7.234375 40.5 3 \nQ 35.359375 -1.21875 27.484375 -1.21875 \nQ 17.140625 -1.21875 11.234375 6.203125 \nQ 4.15625 15.140625 4.15625 35.296875 \nz\nM 13.1875 35.296875 \nQ 13.1875 17.671875 17.3125 11.828125 \nQ 21.4375 6 27.484375 6 \nQ 33.546875 6 37.671875 11.859375 \nQ 41.796875 17.71875 41.796875 35.296875 \nQ 41.796875 52.984375 37.671875 58.78125 \nQ 33.546875 64.59375 27.390625 64.59375 \nQ 21.34375 64.59375 17.71875 59.46875 \nQ 13.1875 52.9375 13.1875 35.296875 \nz\n\" id=\"ArialMT-48\"/>\n       <path d=\"M 3.171875 21.484375 \nL 3.171875 30.328125 \nL 30.171875 30.328125 \nL 30.171875 21.484375 \nz\n\" id=\"ArialMT-45\"/>\n       <path d=\"M 4.203125 18.890625 \nL 12.984375 20.0625 \nQ 14.5 12.59375 18.140625 9.296875 \nQ 21.78125 6 27 6 \nQ 33.203125 6 37.46875 10.296875 \nQ 41.75 14.59375 41.75 20.953125 \nQ 41.75 27 37.796875 30.921875 \nQ 33.84375 34.859375 27.734375 34.859375 \nQ 25.25 34.859375 21.53125 33.890625 \nL 22.515625 41.609375 \nQ 23.390625 41.5 23.921875 41.5 \nQ 29.546875 41.5 34.03125 44.421875 \nQ 38.53125 47.359375 38.53125 53.46875 \nQ 38.53125 58.296875 35.25 61.46875 \nQ 31.984375 64.65625 26.8125 64.65625 \nQ 21.6875 64.65625 18.265625 61.421875 \nQ 14.84375 58.203125 13.875 51.765625 \nL 5.078125 53.328125 \nQ 6.6875 62.15625 12.390625 67.015625 \nQ 18.109375 71.875 26.609375 71.875 \nQ 32.46875 71.875 37.390625 69.359375 \nQ 42.328125 66.84375 44.9375 62.5 \nQ 47.5625 58.15625 47.5625 53.265625 \nQ 47.5625 48.640625 45.0625 44.828125 \nQ 42.578125 41.015625 37.703125 38.765625 \nQ 44.046875 37.3125 47.5625 32.6875 \nQ 51.078125 28.078125 51.078125 21.140625 \nQ 51.078125 11.765625 44.234375 5.25 \nQ 37.40625 -1.265625 26.953125 -1.265625 \nQ 17.53125 -1.265625 11.296875 4.34375 \nQ 5.078125 9.96875 4.203125 18.890625 \nz\n\" id=\"ArialMT-51\"/>\n       <path d=\"M 4.15625 18.75 \nL 13.375 19.53125 \nQ 14.40625 12.796875 18.140625 9.390625 \nQ 21.875 6 27.15625 6 \nQ 33.5 6 37.890625 10.78125 \nQ 42.28125 15.578125 42.28125 23.484375 \nQ 42.28125 31 38.0625 35.34375 \nQ 33.84375 39.703125 27 39.703125 \nQ 22.75 39.703125 19.328125 37.765625 \nQ 15.921875 35.84375 13.96875 32.765625 \nL 5.71875 33.84375 \nL 12.640625 70.609375 \nL 48.25 70.609375 \nL 48.25 62.203125 \nL 19.671875 62.203125 \nL 15.828125 42.96875 \nQ 22.265625 47.46875 29.34375 47.46875 \nQ 38.71875 47.46875 45.15625 40.96875 \nQ 51.609375 34.46875 51.609375 24.265625 \nQ 51.609375 14.546875 45.953125 7.46875 \nQ 39.0625 -1.21875 27.15625 -1.21875 \nQ 17.390625 -1.21875 11.203125 4.25 \nQ 5.03125 9.71875 4.15625 18.75 \nz\n\" id=\"ArialMT-53\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(60.8502 287.610765)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"222.460938\" xlink:href=\"#ArialMT-45\"/>\n       <use x=\"255.761719\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"311.376953\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"366.992188\" xlink:href=\"#ArialMT-45\"/>\n       <use x=\"400.292969\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"455.908203\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <path clip-path=\"url(#pe4a46a179f)\" d=\"M 125.803551 239.383125 \nL 125.803551 21.943125 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_2\">\n      <!-- 2020-03-09 -->\n      <defs>\n       <path d=\"M 5.46875 16.546875 \nL 13.921875 17.328125 \nQ 14.984375 11.375 18.015625 8.6875 \nQ 21.046875 6 25.78125 6 \nQ 29.828125 6 32.875 7.859375 \nQ 35.9375 9.71875 37.890625 12.8125 \nQ 39.84375 15.921875 41.15625 21.1875 \nQ 42.484375 26.46875 42.484375 31.9375 \nQ 42.484375 32.515625 42.4375 33.6875 \nQ 39.796875 29.5 35.234375 26.875 \nQ 30.671875 24.265625 25.34375 24.265625 \nQ 16.453125 24.265625 10.296875 30.703125 \nQ 4.15625 37.15625 4.15625 47.703125 \nQ 4.15625 58.59375 10.578125 65.234375 \nQ 17 71.875 26.65625 71.875 \nQ 33.640625 71.875 39.421875 68.109375 \nQ 45.21875 64.359375 48.21875 57.390625 \nQ 51.21875 50.4375 51.21875 37.25 \nQ 51.21875 23.53125 48.234375 15.40625 \nQ 45.265625 7.28125 39.375 3.03125 \nQ 33.5 -1.21875 25.59375 -1.21875 \nQ 17.1875 -1.21875 11.859375 3.4375 \nQ 6.546875 8.109375 5.46875 16.546875 \nz\nM 41.453125 48.140625 \nQ 41.453125 55.71875 37.421875 60.15625 \nQ 33.40625 64.59375 27.734375 64.59375 \nQ 21.875 64.59375 17.53125 59.8125 \nQ 13.1875 55.03125 13.1875 47.40625 \nQ 13.1875 40.578125 17.3125 36.296875 \nQ 21.4375 32.03125 27.484375 32.03125 \nQ 33.59375 32.03125 37.515625 36.296875 \nQ 41.453125 40.578125 41.453125 48.140625 \nz\n\" id=\"ArialMT-57\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(109.548382 287.610765)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"222.460938\" xlink:href=\"#ArialMT-45\"/>\n       <use x=\"255.761719\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"311.376953\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"366.992188\" xlink:href=\"#ArialMT-45\"/>\n       <use x=\"400.292969\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"455.908203\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <path clip-path=\"url(#pe4a46a179f)\" d=\"M 174.501733 239.383125 \nL 174.501733 21.943125 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_3\">\n      <!-- 2020-03-13 -->\n      <defs>\n       <path d=\"M 37.25 0 \nL 28.46875 0 \nL 28.46875 56 \nQ 25.296875 52.984375 20.140625 49.953125 \nQ 14.984375 46.921875 10.890625 45.40625 \nL 10.890625 53.90625 \nQ 18.265625 57.375 23.78125 62.296875 \nQ 29.296875 67.234375 31.59375 71.875 \nL 37.25 71.875 \nz\n\" id=\"ArialMT-49\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(158.246563 287.610765)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"222.460938\" xlink:href=\"#ArialMT-45\"/>\n       <use x=\"255.761719\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"311.376953\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"366.992188\" xlink:href=\"#ArialMT-45\"/>\n       <use x=\"400.292969\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"455.908203\" xlink:href=\"#ArialMT-51\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <path clip-path=\"url(#pe4a46a179f)\" d=\"M 223.199915 239.383125 \nL 223.199915 21.943125 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_4\">\n      <!-- 2020-03-17 -->\n      <defs>\n       <path d=\"M 4.734375 62.203125 \nL 4.734375 70.65625 \nL 51.078125 70.65625 \nL 51.078125 63.8125 \nQ 44.234375 56.546875 37.515625 44.484375 \nQ 30.8125 32.421875 27.15625 19.671875 \nQ 24.515625 10.6875 23.78125 0 \nL 14.75 0 \nQ 14.890625 8.453125 18.0625 20.40625 \nQ 21.234375 32.375 27.171875 43.484375 \nQ 33.109375 54.59375 39.796875 62.203125 \nz\n\" id=\"ArialMT-55\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(206.944745 287.610765)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"222.460938\" xlink:href=\"#ArialMT-45\"/>\n       <use x=\"255.761719\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"311.376953\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"366.992188\" xlink:href=\"#ArialMT-45\"/>\n       <use x=\"400.292969\" xlink:href=\"#ArialMT-49\"/>\n       <use x=\"455.908203\" xlink:href=\"#ArialMT-55\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <path clip-path=\"url(#pe4a46a179f)\" d=\"M 271.898097 239.383125 \nL 271.898097 21.943125 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_5\">\n      <!-- 2020-03-21 -->\n      <g style=\"fill:#262626;\" transform=\"translate(255.642927 287.610765)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"222.460938\" xlink:href=\"#ArialMT-45\"/>\n       <use x=\"255.761719\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"311.376953\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"366.992188\" xlink:href=\"#ArialMT-45\"/>\n       <use x=\"400.292969\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"455.908203\" xlink:href=\"#ArialMT-49\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <path clip-path=\"url(#pe4a46a179f)\" d=\"M 320.596278 239.383125 \nL 320.596278 21.943125 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_6\">\n      <!-- 2020-03-25 -->\n      <g style=\"fill:#262626;\" transform=\"translate(304.341109 287.610765)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"222.460938\" xlink:href=\"#ArialMT-45\"/>\n       <use x=\"255.761719\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"311.376953\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"366.992188\" xlink:href=\"#ArialMT-45\"/>\n       <use x=\"400.292969\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"455.908203\" xlink:href=\"#ArialMT-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <path clip-path=\"url(#pe4a46a179f)\" d=\"M 369.29446 239.383125 \nL 369.29446 21.943125 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_7\">\n      <!-- 2020-03-29 -->\n      <g style=\"fill:#262626;\" transform=\"translate(353.039291 287.610765)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"166.845703\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"222.460938\" xlink:href=\"#ArialMT-45\"/>\n       <use x=\"255.761719\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"311.376953\" xlink:href=\"#ArialMT-51\"/>\n       <use x=\"366.992188\" xlink:href=\"#ArialMT-45\"/>\n       <use x=\"400.292969\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"455.908203\" xlink:href=\"#ArialMT-57\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_8\">\n     <!-- Day -->\n     <defs>\n      <path d=\"M 7.71875 0 \nL 7.71875 71.578125 \nL 32.375 71.578125 \nQ 40.71875 71.578125 45.125 70.5625 \nQ 51.265625 69.140625 55.609375 65.4375 \nQ 61.28125 60.640625 64.078125 53.1875 \nQ 66.890625 45.75 66.890625 36.1875 \nQ 66.890625 28.03125 64.984375 21.734375 \nQ 63.09375 15.4375 60.109375 11.296875 \nQ 57.125 7.171875 53.578125 4.796875 \nQ 50.046875 2.4375 45.046875 1.21875 \nQ 40.046875 0 33.546875 0 \nz\nM 17.1875 8.453125 \nL 32.46875 8.453125 \nQ 39.546875 8.453125 43.578125 9.765625 \nQ 47.609375 11.078125 50 13.484375 \nQ 53.375 16.84375 55.25 22.53125 \nQ 57.125 28.21875 57.125 36.328125 \nQ 57.125 47.5625 53.4375 53.59375 \nQ 49.75 59.625 44.484375 61.671875 \nQ 40.671875 63.140625 32.234375 63.140625 \nL 17.1875 63.140625 \nz\n\" id=\"ArialMT-68\"/>\n      <path d=\"M 40.4375 6.390625 \nQ 35.546875 2.25 31.03125 0.53125 \nQ 26.515625 -1.171875 21.34375 -1.171875 \nQ 12.796875 -1.171875 8.203125 3 \nQ 3.609375 7.171875 3.609375 13.671875 \nQ 3.609375 17.484375 5.34375 20.625 \nQ 7.078125 23.78125 9.890625 25.6875 \nQ 12.703125 27.59375 16.21875 28.5625 \nQ 18.796875 29.25 24.03125 29.890625 \nQ 34.671875 31.15625 39.703125 32.90625 \nQ 39.75 34.71875 39.75 35.203125 \nQ 39.75 40.578125 37.25 42.78125 \nQ 33.890625 45.75 27.25 45.75 \nQ 21.046875 45.75 18.09375 43.578125 \nQ 15.140625 41.40625 13.71875 35.890625 \nL 5.125 37.0625 \nQ 6.296875 42.578125 8.984375 45.96875 \nQ 11.671875 49.359375 16.75 51.1875 \nQ 21.828125 53.03125 28.515625 53.03125 \nQ 35.15625 53.03125 39.296875 51.46875 \nQ 43.453125 49.90625 45.40625 47.53125 \nQ 47.359375 45.171875 48.140625 41.546875 \nQ 48.578125 39.3125 48.578125 33.453125 \nL 48.578125 21.734375 \nQ 48.578125 9.46875 49.140625 6.21875 \nQ 49.703125 2.984375 51.375 0 \nL 42.1875 0 \nQ 40.828125 2.734375 40.4375 6.390625 \nz\nM 39.703125 26.03125 \nQ 34.90625 24.078125 25.34375 22.703125 \nQ 19.921875 21.921875 17.671875 20.9375 \nQ 15.4375 19.96875 14.203125 18.09375 \nQ 12.984375 16.21875 12.984375 13.921875 \nQ 12.984375 10.40625 15.640625 8.0625 \nQ 18.3125 5.71875 23.4375 5.71875 \nQ 28.515625 5.71875 32.46875 7.9375 \nQ 36.421875 10.15625 38.28125 14.015625 \nQ 39.703125 17 39.703125 22.796875 \nz\n\" id=\"ArialMT-97\"/>\n      <path d=\"M 6.203125 -19.96875 \nL 5.21875 -11.71875 \nQ 8.109375 -12.5 10.25 -12.5 \nQ 13.1875 -12.5 14.9375 -11.515625 \nQ 16.703125 -10.546875 17.828125 -8.796875 \nQ 18.65625 -7.46875 20.515625 -2.25 \nQ 20.75 -1.515625 21.296875 -0.09375 \nL 1.609375 51.859375 \nL 11.078125 51.859375 \nL 21.875 21.828125 \nQ 23.96875 16.109375 25.640625 9.8125 \nQ 27.15625 15.875 29.25 21.625 \nL 40.328125 51.859375 \nL 49.125 51.859375 \nL 29.390625 -0.875 \nQ 26.21875 -9.421875 24.46875 -12.640625 \nQ 22.125 -17 19.09375 -19.015625 \nQ 16.0625 -21.046875 11.859375 -21.046875 \nQ 9.328125 -21.046875 6.203125 -19.96875 \nz\n\" id=\"ArialMT-121\"/>\n     </defs>\n     <g style=\"fill:#262626;\" transform=\"translate(220.395781 300.173952)scale(0.1 -0.1)\">\n      <use xlink:href=\"#ArialMT-68\"/>\n      <use x=\"72.216797\" xlink:href=\"#ArialMT-97\"/>\n      <use x=\"127.832031\" xlink:href=\"#ArialMT-121\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_8\">\n      <path clip-path=\"url(#pe4a46a179f)\" d=\"M 61.887187 239.383125 \nL 396.687187 239.383125 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0.0 -->\n      <defs>\n       <path d=\"M 9.078125 0 \nL 9.078125 10.015625 \nL 19.09375 10.015625 \nL 19.09375 0 \nz\n\" id=\"ArialMT-46\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(40.987187 242.962031)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_9\">\n      <path clip-path=\"url(#pe4a46a179f)\" d=\"M 61.887187 195.895125 \nL 396.687187 195.895125 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.2 -->\n      <g style=\"fill:#262626;\" transform=\"translate(40.987187 199.474031)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_10\">\n      <path clip-path=\"url(#pe4a46a179f)\" d=\"M 61.887187 152.407125 \nL 396.687187 152.407125 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0.4 -->\n      <defs>\n       <path d=\"M 32.328125 0 \nL 32.328125 17.140625 \nL 1.265625 17.140625 \nL 1.265625 25.203125 \nL 33.9375 71.578125 \nL 41.109375 71.578125 \nL 41.109375 25.203125 \nL 50.78125 25.203125 \nL 50.78125 17.140625 \nL 41.109375 17.140625 \nL 41.109375 0 \nz\nM 32.328125 25.203125 \nL 32.328125 57.46875 \nL 9.90625 25.203125 \nz\n\" id=\"ArialMT-52\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(40.987187 155.986031)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-52\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_11\">\n      <path clip-path=\"url(#pe4a46a179f)\" d=\"M 61.887187 108.919125 \nL 396.687187 108.919125 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_12\">\n      <!-- 0.6 -->\n      <defs>\n       <path d=\"M 49.75 54.046875 \nL 41.015625 53.375 \nQ 39.84375 58.546875 37.703125 60.890625 \nQ 34.125 64.65625 28.90625 64.65625 \nQ 24.703125 64.65625 21.53125 62.3125 \nQ 17.390625 59.28125 14.984375 53.46875 \nQ 12.59375 47.65625 12.5 36.921875 \nQ 15.671875 41.75 20.265625 44.09375 \nQ 24.859375 46.4375 29.890625 46.4375 \nQ 38.671875 46.4375 44.84375 39.96875 \nQ 51.03125 33.5 51.03125 23.25 \nQ 51.03125 16.5 48.125 10.71875 \nQ 45.21875 4.9375 40.140625 1.859375 \nQ 35.0625 -1.21875 28.609375 -1.21875 \nQ 17.625 -1.21875 10.6875 6.859375 \nQ 3.765625 14.9375 3.765625 33.5 \nQ 3.765625 54.25 11.421875 63.671875 \nQ 18.109375 71.875 29.4375 71.875 \nQ 37.890625 71.875 43.28125 67.140625 \nQ 48.6875 62.40625 49.75 54.046875 \nz\nM 13.875 23.1875 \nQ 13.875 18.65625 15.796875 14.5 \nQ 17.71875 10.359375 21.1875 8.171875 \nQ 24.65625 6 28.46875 6 \nQ 34.03125 6 38.03125 10.484375 \nQ 42.046875 14.984375 42.046875 22.703125 \nQ 42.046875 30.125 38.078125 34.390625 \nQ 34.125 38.671875 28.125 38.671875 \nQ 22.171875 38.671875 18.015625 34.390625 \nQ 13.875 30.125 13.875 23.1875 \nz\n\" id=\"ArialMT-54\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(40.987187 112.498031)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-54\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_12\">\n      <path clip-path=\"url(#pe4a46a179f)\" d=\"M 61.887187 65.431125 \nL 396.687187 65.431125 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_13\">\n      <!-- 0.8 -->\n      <defs>\n       <path d=\"M 17.671875 38.8125 \nQ 12.203125 40.828125 9.5625 44.53125 \nQ 6.9375 48.25 6.9375 53.421875 \nQ 6.9375 61.234375 12.546875 66.546875 \nQ 18.171875 71.875 27.484375 71.875 \nQ 36.859375 71.875 42.578125 66.421875 \nQ 48.296875 60.984375 48.296875 53.171875 \nQ 48.296875 48.1875 45.671875 44.5 \nQ 43.0625 40.828125 37.75 38.8125 \nQ 44.34375 36.671875 47.78125 31.875 \nQ 51.21875 27.09375 51.21875 20.453125 \nQ 51.21875 11.28125 44.71875 5.03125 \nQ 38.234375 -1.21875 27.640625 -1.21875 \nQ 17.046875 -1.21875 10.546875 5.046875 \nQ 4.046875 11.328125 4.046875 20.703125 \nQ 4.046875 27.6875 7.59375 32.390625 \nQ 11.140625 37.109375 17.671875 38.8125 \nz\nM 15.921875 53.71875 \nQ 15.921875 48.640625 19.1875 45.40625 \nQ 22.46875 42.1875 27.6875 42.1875 \nQ 32.765625 42.1875 36.015625 45.375 \nQ 39.265625 48.578125 39.265625 53.21875 \nQ 39.265625 58.0625 35.90625 61.359375 \nQ 32.5625 64.65625 27.59375 64.65625 \nQ 22.5625 64.65625 19.234375 61.421875 \nQ 15.921875 58.203125 15.921875 53.71875 \nz\nM 13.09375 20.65625 \nQ 13.09375 16.890625 14.875 13.375 \nQ 16.65625 9.859375 20.171875 7.921875 \nQ 23.6875 6 27.734375 6 \nQ 34.03125 6 38.125 10.046875 \nQ 42.234375 14.109375 42.234375 20.359375 \nQ 42.234375 26.703125 38.015625 30.859375 \nQ 33.796875 35.015625 27.4375 35.015625 \nQ 21.234375 35.015625 17.15625 30.90625 \nQ 13.09375 26.8125 13.09375 20.65625 \nz\n\" id=\"ArialMT-56\"/>\n      </defs>\n      <g style=\"fill:#262626;\" transform=\"translate(40.987187 69.010031)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-48\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-56\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_13\">\n      <path clip-path=\"url(#pe4a46a179f)\" d=\"M 61.887187 21.943125 \nL 396.687187 21.943125 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:round;stroke-width:0.8;\"/>\n     </g>\n     <g id=\"text_14\">\n      <!-- 1.0 -->\n      <g style=\"fill:#262626;\" transform=\"translate(40.987187 25.522031)scale(0.1 -0.1)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-46\"/>\n       <use x=\"83.398438\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_15\">\n     <!-- Daily % increase -->\n     <defs>\n      <path d=\"M 6.640625 61.46875 \nL 6.640625 71.578125 \nL 15.4375 71.578125 \nL 15.4375 61.46875 \nz\nM 6.640625 0 \nL 6.640625 51.859375 \nL 15.4375 51.859375 \nL 15.4375 0 \nz\n\" id=\"ArialMT-105\"/>\n      <path d=\"M 6.390625 0 \nL 6.390625 71.578125 \nL 15.1875 71.578125 \nL 15.1875 0 \nz\n\" id=\"ArialMT-108\"/>\n      <path id=\"ArialMT-32\"/>\n      <path d=\"M 5.8125 54.390625 \nQ 5.8125 62.0625 9.671875 67.421875 \nQ 13.53125 72.796875 20.84375 72.796875 \nQ 27.59375 72.796875 32 67.984375 \nQ 36.421875 63.1875 36.421875 53.859375 \nQ 36.421875 44.78125 31.953125 39.875 \nQ 27.484375 34.96875 20.953125 34.96875 \nQ 14.453125 34.96875 10.125 39.796875 \nQ 5.8125 44.625 5.8125 54.390625 \nz\nM 21.09375 66.75 \nQ 17.828125 66.75 15.65625 63.90625 \nQ 13.484375 61.078125 13.484375 53.515625 \nQ 13.484375 46.625 15.671875 43.8125 \nQ 17.875 41.015625 21.09375 41.015625 \nQ 24.421875 41.015625 26.59375 43.84375 \nQ 28.765625 46.6875 28.765625 54.203125 \nQ 28.765625 61.140625 26.5625 63.9375 \nQ 24.359375 66.75 21.09375 66.75 \nz\nM 21.140625 -2.640625 \nL 60.296875 72.796875 \nL 67.4375 72.796875 \nL 28.421875 -2.640625 \nz\nM 52.09375 16.796875 \nQ 52.09375 24.515625 55.953125 29.859375 \nQ 59.8125 35.203125 67.1875 35.203125 \nQ 73.921875 35.203125 78.34375 30.390625 \nQ 82.765625 25.59375 82.765625 16.265625 \nQ 82.765625 7.171875 78.296875 2.265625 \nQ 73.828125 -2.640625 67.234375 -2.640625 \nQ 60.75 -2.640625 56.421875 2.21875 \nQ 52.09375 7.078125 52.09375 16.796875 \nz\nM 67.4375 29.15625 \nQ 64.109375 29.15625 61.9375 26.3125 \nQ 59.765625 23.484375 59.765625 15.921875 \nQ 59.765625 9.078125 61.953125 6.25 \nQ 64.15625 3.421875 67.390625 3.421875 \nQ 70.75 3.421875 72.921875 6.25 \nQ 75.09375 9.078125 75.09375 16.609375 \nQ 75.09375 23.53125 72.890625 26.34375 \nQ 70.703125 29.15625 67.4375 29.15625 \nz\n\" id=\"ArialMT-37\"/>\n      <path d=\"M 6.59375 0 \nL 6.59375 51.859375 \nL 14.5 51.859375 \nL 14.5 44.484375 \nQ 20.21875 53.03125 31 53.03125 \nQ 35.6875 53.03125 39.625 51.34375 \nQ 43.5625 49.65625 45.515625 46.921875 \nQ 47.46875 44.1875 48.25 40.4375 \nQ 48.734375 37.984375 48.734375 31.890625 \nL 48.734375 0 \nL 39.9375 0 \nL 39.9375 31.546875 \nQ 39.9375 36.921875 38.90625 39.578125 \nQ 37.890625 42.234375 35.28125 43.8125 \nQ 32.671875 45.40625 29.15625 45.40625 \nQ 23.53125 45.40625 19.453125 41.84375 \nQ 15.375 38.28125 15.375 28.328125 \nL 15.375 0 \nz\n\" id=\"ArialMT-110\"/>\n      <path d=\"M 40.4375 19 \nL 49.078125 17.875 \nQ 47.65625 8.9375 41.8125 3.875 \nQ 35.984375 -1.171875 27.484375 -1.171875 \nQ 16.84375 -1.171875 10.375 5.78125 \nQ 3.90625 12.75 3.90625 25.734375 \nQ 3.90625 34.125 6.6875 40.421875 \nQ 9.46875 46.734375 15.15625 49.875 \nQ 20.84375 53.03125 27.546875 53.03125 \nQ 35.984375 53.03125 41.359375 48.75 \nQ 46.734375 44.484375 48.25 36.625 \nL 39.703125 35.296875 \nQ 38.484375 40.53125 35.375 43.15625 \nQ 32.28125 45.796875 27.875 45.796875 \nQ 21.234375 45.796875 17.078125 41.03125 \nQ 12.9375 36.28125 12.9375 25.984375 \nQ 12.9375 15.53125 16.9375 10.796875 \nQ 20.953125 6.0625 27.390625 6.0625 \nQ 32.5625 6.0625 36.03125 9.234375 \nQ 39.5 12.40625 40.4375 19 \nz\n\" id=\"ArialMT-99\"/>\n      <path d=\"M 6.5 0 \nL 6.5 51.859375 \nL 14.40625 51.859375 \nL 14.40625 44 \nQ 17.4375 49.515625 20 51.265625 \nQ 22.5625 53.03125 25.640625 53.03125 \nQ 30.078125 53.03125 34.671875 50.203125 \nL 31.640625 42.046875 \nQ 28.421875 43.953125 25.203125 43.953125 \nQ 22.3125 43.953125 20.015625 42.21875 \nQ 17.71875 40.484375 16.75 37.40625 \nQ 15.28125 32.71875 15.28125 27.15625 \nL 15.28125 0 \nz\n\" id=\"ArialMT-114\"/>\n      <path d=\"M 42.09375 16.703125 \nL 51.171875 15.578125 \nQ 49.03125 7.625 43.21875 3.21875 \nQ 37.40625 -1.171875 28.375 -1.171875 \nQ 17 -1.171875 10.328125 5.828125 \nQ 3.65625 12.84375 3.65625 25.484375 \nQ 3.65625 38.578125 10.390625 45.796875 \nQ 17.140625 53.03125 27.875 53.03125 \nQ 38.28125 53.03125 44.875 45.953125 \nQ 51.46875 38.875 51.46875 26.03125 \nQ 51.46875 25.25 51.421875 23.6875 \nL 12.75 23.6875 \nQ 13.234375 15.140625 17.578125 10.59375 \nQ 21.921875 6.0625 28.421875 6.0625 \nQ 33.25 6.0625 36.671875 8.59375 \nQ 40.09375 11.140625 42.09375 16.703125 \nz\nM 13.234375 30.90625 \nL 42.1875 30.90625 \nQ 41.609375 37.453125 38.875 40.71875 \nQ 34.671875 45.796875 27.984375 45.796875 \nQ 21.921875 45.796875 17.796875 41.75 \nQ 13.671875 37.703125 13.234375 30.90625 \nz\n\" id=\"ArialMT-101\"/>\n      <path d=\"M 3.078125 15.484375 \nL 11.765625 16.84375 \nQ 12.5 11.625 15.84375 8.84375 \nQ 19.1875 6.0625 25.203125 6.0625 \nQ 31.25 6.0625 34.171875 8.515625 \nQ 37.109375 10.984375 37.109375 14.3125 \nQ 37.109375 17.28125 34.515625 19 \nQ 32.71875 20.171875 25.53125 21.96875 \nQ 15.875 24.421875 12.140625 26.203125 \nQ 8.40625 27.984375 6.46875 31.125 \nQ 4.546875 34.28125 4.546875 38.09375 \nQ 4.546875 41.546875 6.125 44.5 \nQ 7.71875 47.46875 10.453125 49.421875 \nQ 12.5 50.921875 16.03125 51.96875 \nQ 19.578125 53.03125 23.640625 53.03125 \nQ 29.734375 53.03125 34.34375 51.265625 \nQ 38.96875 49.515625 41.15625 46.5 \nQ 43.359375 43.5 44.1875 38.484375 \nL 35.59375 37.3125 \nQ 35.015625 41.3125 32.203125 43.546875 \nQ 29.390625 45.796875 24.265625 45.796875 \nQ 18.21875 45.796875 15.625 43.796875 \nQ 13.03125 41.796875 13.03125 39.109375 \nQ 13.03125 37.40625 14.109375 36.03125 \nQ 15.1875 34.625 17.484375 33.6875 \nQ 18.796875 33.203125 25.25 31.453125 \nQ 34.578125 28.953125 38.25 27.359375 \nQ 41.9375 25.78125 44.03125 22.75 \nQ 46.140625 19.734375 46.140625 15.234375 \nQ 46.140625 10.84375 43.578125 6.953125 \nQ 41.015625 3.078125 36.171875 0.953125 \nQ 31.34375 -1.171875 25.25 -1.171875 \nQ 15.140625 -1.171875 9.84375 3.03125 \nQ 4.546875 7.234375 3.078125 15.484375 \nz\n\" id=\"ArialMT-115\"/>\n     </defs>\n     <g style=\"fill:#262626;\" transform=\"translate(34.8825 167.898281)rotate(-90)scale(0.1 -0.1)\">\n      <use xlink:href=\"#ArialMT-68\"/>\n      <use x=\"72.216797\" xlink:href=\"#ArialMT-97\"/>\n      <use x=\"127.832031\" xlink:href=\"#ArialMT-105\"/>\n      <use x=\"150.048828\" xlink:href=\"#ArialMT-108\"/>\n      <use x=\"172.265625\" xlink:href=\"#ArialMT-121\"/>\n      <use x=\"222.265625\" xlink:href=\"#ArialMT-32\"/>\n      <use x=\"250.048828\" xlink:href=\"#ArialMT-37\"/>\n      <use x=\"338.964844\" xlink:href=\"#ArialMT-32\"/>\n      <use x=\"366.748047\" xlink:href=\"#ArialMT-105\"/>\n      <use x=\"388.964844\" xlink:href=\"#ArialMT-110\"/>\n      <use x=\"444.580078\" xlink:href=\"#ArialMT-99\"/>\n      <use x=\"494.580078\" xlink:href=\"#ArialMT-114\"/>\n      <use x=\"527.880859\" xlink:href=\"#ArialMT-101\"/>\n      <use x=\"583.496094\" xlink:href=\"#ArialMT-97\"/>\n      <use x=\"639.111328\" xlink:href=\"#ArialMT-115\"/>\n      <use x=\"689.111328\" xlink:href=\"#ArialMT-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_14\">\n    <path clip-path=\"url(#pe4a46a179f)\" d=\"M 77.105369 94.423125 \nL 89.279915 134.689792 \nL 101.45446 126.326715 \nL 113.629006 131.503858 \nL 125.803551 141.973191 \nL 137.978097 182.859345 \nL 150.152642 182.101714 \nL 162.327187 180.504697 \nL 174.501733 152.627774 \nL 186.676278 147.561119 \nL 198.850824 138.30758 \nL 211.025369 144.459467 \nL 223.199915 155.726791 \nL 235.37446 156.934919 \nL 247.549006 166.232579 \nL 259.723551 170.154563 \nL 271.898097 183.065697 \nL 284.072642 181.089996 \nL 296.247187 181.949831 \nL 308.421733 189.799416 \nL 320.596278 188.495267 \nL 332.770824 196.047284 \nL 344.945369 191.86613 \nL 357.119915 195.972341 \nL 369.29446 198.155005 \nL 381.469006 207.637104 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:round;stroke-width:1.5;\"/>\n    <defs>\n     <path d=\"M 0 3 \nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \nC 2.683901 1.55874 3 0.795609 3 0 \nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \nC 1.55874 -2.683901 0.795609 -3 0 -3 \nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \nC -2.683901 -1.55874 -3 -0.795609 -3 0 \nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \nC -1.55874 2.683901 -0.795609 3 0 3 \nz\n\" id=\"m470dead08f\" style=\"stroke:#ffffff;stroke-width:0.75;\"/>\n    </defs>\n    <g clip-path=\"url(#pe4a46a179f)\">\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"77.105369\" xlink:href=\"#m470dead08f\" y=\"94.423125\"/>\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"89.279915\" xlink:href=\"#m470dead08f\" y=\"134.689792\"/>\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"101.45446\" xlink:href=\"#m470dead08f\" y=\"126.326715\"/>\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"113.629006\" xlink:href=\"#m470dead08f\" y=\"131.503858\"/>\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"125.803551\" xlink:href=\"#m470dead08f\" y=\"141.973191\"/>\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"137.978097\" xlink:href=\"#m470dead08f\" y=\"182.859345\"/>\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"150.152642\" xlink:href=\"#m470dead08f\" y=\"182.101714\"/>\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"162.327187\" xlink:href=\"#m470dead08f\" y=\"180.504697\"/>\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"174.501733\" xlink:href=\"#m470dead08f\" y=\"152.627774\"/>\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"186.676278\" xlink:href=\"#m470dead08f\" y=\"147.561119\"/>\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"198.850824\" xlink:href=\"#m470dead08f\" y=\"138.30758\"/>\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"211.025369\" xlink:href=\"#m470dead08f\" y=\"144.459467\"/>\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"223.199915\" xlink:href=\"#m470dead08f\" y=\"155.726791\"/>\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"235.37446\" xlink:href=\"#m470dead08f\" y=\"156.934919\"/>\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"247.549006\" xlink:href=\"#m470dead08f\" y=\"166.232579\"/>\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"259.723551\" xlink:href=\"#m470dead08f\" y=\"170.154563\"/>\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"271.898097\" xlink:href=\"#m470dead08f\" y=\"183.065697\"/>\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"284.072642\" xlink:href=\"#m470dead08f\" y=\"181.089996\"/>\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"296.247187\" xlink:href=\"#m470dead08f\" y=\"181.949831\"/>\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"308.421733\" xlink:href=\"#m470dead08f\" y=\"189.799416\"/>\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"320.596278\" xlink:href=\"#m470dead08f\" y=\"188.495267\"/>\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"332.770824\" xlink:href=\"#m470dead08f\" y=\"196.047284\"/>\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"344.945369\" xlink:href=\"#m470dead08f\" y=\"191.86613\"/>\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"357.119915\" xlink:href=\"#m470dead08f\" y=\"195.972341\"/>\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"369.29446\" xlink:href=\"#m470dead08f\" y=\"198.155005\"/>\n     <use style=\"fill:#1f77b4;stroke:#ffffff;stroke-width:0.75;\" x=\"381.469006\" xlink:href=\"#m470dead08f\" y=\"207.637104\"/>\n    </g>\n   </g>\n   <g id=\"line2d_15\">\n    <path clip-path=\"url(#pe4a46a179f)\" d=\"M 174.501733 163.560204 \nL 186.676278 165.346504 \nL 198.850824 172.349767 \nL 211.025369 169.631646 \nL 223.199915 132.145834 \nL 235.37446 127.202725 \nL 247.549006 67.097789 \nL 259.723551 82.702081 \nL 271.898097 86.489647 \nL 284.072642 144.666445 \nL 296.247187 161.12956 \nL 308.421733 172.249026 \nL 320.596278 184.807046 \nL 332.770824 191.762205 \nL 344.945369 196.70683 \nL 357.119915 207.400277 \nL 369.29446 202.3075 \nL 381.469006 215.97678 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:round;stroke-width:1.5;\"/>\n    <defs>\n     <path d=\"M -1.5 3 \nL 0 1.5 \nL 1.5 3 \nL 3 1.5 \nL 1.5 0 \nL 3 -1.5 \nL 1.5 -3 \nL 0 -1.5 \nL -1.5 -3 \nL -3 -1.5 \nL -1.5 0 \nL -3 1.5 \nz\n\" id=\"mf04ad2a452\" style=\"stroke:#ffffff;stroke-linejoin:miter;stroke-width:0.75;\"/>\n    </defs>\n    <g clip-path=\"url(#pe4a46a179f)\">\n     <use style=\"fill:#ff7f0e;stroke:#ffffff;stroke-linejoin:miter;stroke-width:0.75;\" x=\"174.501733\" xlink:href=\"#mf04ad2a452\" y=\"163.560204\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ffffff;stroke-linejoin:miter;stroke-width:0.75;\" x=\"186.676278\" xlink:href=\"#mf04ad2a452\" y=\"165.346504\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ffffff;stroke-linejoin:miter;stroke-width:0.75;\" x=\"198.850824\" xlink:href=\"#mf04ad2a452\" y=\"172.349767\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ffffff;stroke-linejoin:miter;stroke-width:0.75;\" x=\"211.025369\" xlink:href=\"#mf04ad2a452\" y=\"169.631646\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ffffff;stroke-linejoin:miter;stroke-width:0.75;\" x=\"223.199915\" xlink:href=\"#mf04ad2a452\" y=\"132.145834\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ffffff;stroke-linejoin:miter;stroke-width:0.75;\" x=\"235.37446\" xlink:href=\"#mf04ad2a452\" y=\"127.202725\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ffffff;stroke-linejoin:miter;stroke-width:0.75;\" x=\"247.549006\" xlink:href=\"#mf04ad2a452\" y=\"67.097789\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ffffff;stroke-linejoin:miter;stroke-width:0.75;\" x=\"259.723551\" xlink:href=\"#mf04ad2a452\" y=\"82.702081\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ffffff;stroke-linejoin:miter;stroke-width:0.75;\" x=\"271.898097\" xlink:href=\"#mf04ad2a452\" y=\"86.489647\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ffffff;stroke-linejoin:miter;stroke-width:0.75;\" x=\"284.072642\" xlink:href=\"#mf04ad2a452\" y=\"144.666445\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ffffff;stroke-linejoin:miter;stroke-width:0.75;\" x=\"296.247187\" xlink:href=\"#mf04ad2a452\" y=\"161.12956\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ffffff;stroke-linejoin:miter;stroke-width:0.75;\" x=\"308.421733\" xlink:href=\"#mf04ad2a452\" y=\"172.249026\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ffffff;stroke-linejoin:miter;stroke-width:0.75;\" x=\"320.596278\" xlink:href=\"#mf04ad2a452\" y=\"184.807046\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ffffff;stroke-linejoin:miter;stroke-width:0.75;\" x=\"332.770824\" xlink:href=\"#mf04ad2a452\" y=\"191.762205\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ffffff;stroke-linejoin:miter;stroke-width:0.75;\" x=\"344.945369\" xlink:href=\"#mf04ad2a452\" y=\"196.70683\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ffffff;stroke-linejoin:miter;stroke-width:0.75;\" x=\"357.119915\" xlink:href=\"#mf04ad2a452\" y=\"207.400277\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ffffff;stroke-linejoin:miter;stroke-width:0.75;\" x=\"369.29446\" xlink:href=\"#mf04ad2a452\" y=\"202.3075\"/>\n     <use style=\"fill:#ff7f0e;stroke:#ffffff;stroke-linejoin:miter;stroke-width:0.75;\" x=\"381.469006\" xlink:href=\"#mf04ad2a452\" y=\"215.97678\"/>\n    </g>\n   </g>\n   <g id=\"line2d_16\"/>\n   <g id=\"line2d_17\"/>\n   <g id=\"line2d_18\">\n    <path clip-path=\"url(#pe4a46a179f)\" d=\"M 61.887187 223.776703 \nL 396.687187 223.776703 \n\" style=\"fill:none;stroke:#ff0000;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_19\">\n    <path clip-path=\"url(#pe4a46a179f)\" d=\"M 61.887187 207.050155 \nL 396.687187 207.050155 \n\" style=\"fill:none;stroke:#ff0000;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_20\">\n    <path clip-path=\"url(#pe4a46a179f)\" d=\"M 61.887187 182.865892 \nL 396.687187 182.865892 \n\" style=\"fill:none;stroke:#ff0000;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_21\">\n    <path clip-path=\"url(#pe4a46a179f)\" d=\"M 61.887187 149.316528 \nL 396.687187 149.316528 \n\" style=\"fill:none;stroke:#ff0000;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 61.887187 239.383125 \nL 61.887187 21.943125 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 396.687187 239.383125 \nL 396.687187 21.943125 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 61.887187 239.383125 \nL 396.687187 239.383125 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 61.887187 21.943125 \nL 396.687187 21.943125 \n\" style=\"fill:none;stroke:#ffffff;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"text_16\">\n    <!-- doubling every 10 days -->\n    <defs>\n     <path d=\"M 40.234375 0 \nL 40.234375 6.546875 \nQ 35.296875 -1.171875 25.734375 -1.171875 \nQ 19.53125 -1.171875 14.328125 2.25 \nQ 9.125 5.671875 6.265625 11.796875 \nQ 3.421875 17.921875 3.421875 25.875 \nQ 3.421875 33.640625 6 39.96875 \nQ 8.59375 46.296875 13.765625 49.65625 \nQ 18.953125 53.03125 25.34375 53.03125 \nQ 30.03125 53.03125 33.6875 51.046875 \nQ 37.359375 49.078125 39.65625 45.90625 \nL 39.65625 71.578125 \nL 48.390625 71.578125 \nL 48.390625 0 \nz\nM 12.453125 25.875 \nQ 12.453125 15.921875 16.640625 10.984375 \nQ 20.84375 6.0625 26.5625 6.0625 \nQ 32.328125 6.0625 36.34375 10.765625 \nQ 40.375 15.484375 40.375 25.140625 \nQ 40.375 35.796875 36.265625 40.765625 \nQ 32.171875 45.75 26.171875 45.75 \nQ 20.3125 45.75 16.375 40.96875 \nQ 12.453125 36.1875 12.453125 25.875 \nz\n\" id=\"ArialMT-100\"/>\n     <path d=\"M 3.328125 25.921875 \nQ 3.328125 40.328125 11.328125 47.265625 \nQ 18.015625 53.03125 27.640625 53.03125 \nQ 38.328125 53.03125 45.109375 46.015625 \nQ 51.90625 39.015625 51.90625 26.65625 \nQ 51.90625 16.65625 48.90625 10.90625 \nQ 45.90625 5.171875 40.15625 2 \nQ 34.421875 -1.171875 27.640625 -1.171875 \nQ 16.75 -1.171875 10.03125 5.8125 \nQ 3.328125 12.796875 3.328125 25.921875 \nz\nM 12.359375 25.921875 \nQ 12.359375 15.96875 16.703125 11.015625 \nQ 21.046875 6.0625 27.640625 6.0625 \nQ 34.1875 6.0625 38.53125 11.03125 \nQ 42.875 16.015625 42.875 26.21875 \nQ 42.875 35.84375 38.5 40.796875 \nQ 34.125 45.75 27.640625 45.75 \nQ 21.046875 45.75 16.703125 40.8125 \nQ 12.359375 35.890625 12.359375 25.921875 \nz\n\" id=\"ArialMT-111\"/>\n     <path d=\"M 40.578125 0 \nL 40.578125 7.625 \nQ 34.515625 -1.171875 24.125 -1.171875 \nQ 19.53125 -1.171875 15.546875 0.578125 \nQ 11.578125 2.34375 9.640625 5 \nQ 7.71875 7.671875 6.9375 11.53125 \nQ 6.390625 14.109375 6.390625 19.734375 \nL 6.390625 51.859375 \nL 15.1875 51.859375 \nL 15.1875 23.09375 \nQ 15.1875 16.21875 15.71875 13.8125 \nQ 16.546875 10.359375 19.234375 8.375 \nQ 21.921875 6.390625 25.875 6.390625 \nQ 29.828125 6.390625 33.296875 8.421875 \nQ 36.765625 10.453125 38.203125 13.9375 \nQ 39.65625 17.4375 39.65625 24.078125 \nL 39.65625 51.859375 \nL 48.4375 51.859375 \nL 48.4375 0 \nz\n\" id=\"ArialMT-117\"/>\n     <path d=\"M 14.703125 0 \nL 6.546875 0 \nL 6.546875 71.578125 \nL 15.328125 71.578125 \nL 15.328125 46.046875 \nQ 20.90625 53.03125 29.546875 53.03125 \nQ 34.328125 53.03125 38.59375 51.09375 \nQ 42.875 49.171875 45.625 45.671875 \nQ 48.390625 42.1875 49.953125 37.25 \nQ 51.515625 32.328125 51.515625 26.703125 \nQ 51.515625 13.375 44.921875 6.09375 \nQ 38.328125 -1.171875 29.109375 -1.171875 \nQ 19.921875 -1.171875 14.703125 6.5 \nz\nM 14.59375 26.3125 \nQ 14.59375 17 17.140625 12.84375 \nQ 21.296875 6.0625 28.375 6.0625 \nQ 34.125 6.0625 38.328125 11.0625 \nQ 42.53125 16.0625 42.53125 25.984375 \nQ 42.53125 36.140625 38.5 40.96875 \nQ 34.46875 45.796875 28.765625 45.796875 \nQ 23 45.796875 18.796875 40.796875 \nQ 14.59375 35.796875 14.59375 26.3125 \nz\n\" id=\"ArialMT-98\"/>\n     <path d=\"M 4.984375 -4.296875 \nL 13.53125 -5.5625 \nQ 14.0625 -9.515625 16.5 -11.328125 \nQ 19.78125 -13.765625 25.4375 -13.765625 \nQ 31.546875 -13.765625 34.859375 -11.328125 \nQ 38.1875 -8.890625 39.359375 -4.5 \nQ 40.046875 -1.8125 39.984375 6.78125 \nQ 34.234375 0 25.640625 0 \nQ 14.9375 0 9.078125 7.71875 \nQ 3.21875 15.4375 3.21875 26.21875 \nQ 3.21875 33.640625 5.90625 39.90625 \nQ 8.59375 46.1875 13.6875 49.609375 \nQ 18.796875 53.03125 25.6875 53.03125 \nQ 34.859375 53.03125 40.828125 45.609375 \nL 40.828125 51.859375 \nL 48.921875 51.859375 \nL 48.921875 7.03125 \nQ 48.921875 -5.078125 46.453125 -10.125 \nQ 44 -15.1875 38.640625 -18.109375 \nQ 33.296875 -21.046875 25.484375 -21.046875 \nQ 16.21875 -21.046875 10.5 -16.875 \nQ 4.78125 -12.703125 4.984375 -4.296875 \nz\nM 12.25 26.859375 \nQ 12.25 16.65625 16.296875 11.96875 \nQ 20.359375 7.28125 26.46875 7.28125 \nQ 32.515625 7.28125 36.609375 11.9375 \nQ 40.71875 16.609375 40.71875 26.5625 \nQ 40.71875 36.078125 36.5 40.90625 \nQ 32.28125 45.75 26.3125 45.75 \nQ 20.453125 45.75 16.34375 40.984375 \nQ 12.25 36.234375 12.25 26.859375 \nz\n\" id=\"ArialMT-103\"/>\n     <path d=\"M 21 0 \nL 1.265625 51.859375 \nL 10.546875 51.859375 \nL 21.6875 20.796875 \nQ 23.484375 15.765625 25 10.359375 \nQ 26.171875 14.453125 28.265625 20.21875 \nL 39.796875 51.859375 \nL 48.828125 51.859375 \nL 29.203125 0 \nz\n\" id=\"ArialMT-118\"/>\n    </defs>\n    <g transform=\"translate(63.315938 219.918553)scale(0.08 -0.08)\">\n     <use xlink:href=\"#ArialMT-100\"/>\n     <use x=\"55.615234\" xlink:href=\"#ArialMT-111\"/>\n     <use x=\"111.230469\" xlink:href=\"#ArialMT-117\"/>\n     <use x=\"166.845703\" xlink:href=\"#ArialMT-98\"/>\n     <use x=\"222.460938\" xlink:href=\"#ArialMT-108\"/>\n     <use x=\"244.677734\" xlink:href=\"#ArialMT-105\"/>\n     <use x=\"266.894531\" xlink:href=\"#ArialMT-110\"/>\n     <use x=\"322.509766\" xlink:href=\"#ArialMT-103\"/>\n     <use x=\"378.125\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"405.908203\" xlink:href=\"#ArialMT-101\"/>\n     <use x=\"461.523438\" xlink:href=\"#ArialMT-118\"/>\n     <use x=\"511.523438\" xlink:href=\"#ArialMT-101\"/>\n     <use x=\"567.138672\" xlink:href=\"#ArialMT-114\"/>\n     <use x=\"600.439453\" xlink:href=\"#ArialMT-121\"/>\n     <use x=\"650.439453\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"678.222656\" xlink:href=\"#ArialMT-49\"/>\n     <use x=\"733.837891\" xlink:href=\"#ArialMT-48\"/>\n     <use x=\"789.453125\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"817.236328\" xlink:href=\"#ArialMT-100\"/>\n     <use x=\"872.851562\" xlink:href=\"#ArialMT-97\"/>\n     <use x=\"928.466797\" xlink:href=\"#ArialMT-121\"/>\n     <use x=\"978.466797\" xlink:href=\"#ArialMT-115\"/>\n    </g>\n   </g>\n   <g id=\"text_17\">\n    <!-- doubling every 5 days -->\n    <g transform=\"translate(67.764687 203.192005)scale(0.08 -0.08)\">\n     <use xlink:href=\"#ArialMT-100\"/>\n     <use x=\"55.615234\" xlink:href=\"#ArialMT-111\"/>\n     <use x=\"111.230469\" xlink:href=\"#ArialMT-117\"/>\n     <use x=\"166.845703\" xlink:href=\"#ArialMT-98\"/>\n     <use x=\"222.460938\" xlink:href=\"#ArialMT-108\"/>\n     <use x=\"244.677734\" xlink:href=\"#ArialMT-105\"/>\n     <use x=\"266.894531\" xlink:href=\"#ArialMT-110\"/>\n     <use x=\"322.509766\" xlink:href=\"#ArialMT-103\"/>\n     <use x=\"378.125\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"405.908203\" xlink:href=\"#ArialMT-101\"/>\n     <use x=\"461.523438\" xlink:href=\"#ArialMT-118\"/>\n     <use x=\"511.523438\" xlink:href=\"#ArialMT-101\"/>\n     <use x=\"567.138672\" xlink:href=\"#ArialMT-114\"/>\n     <use x=\"600.439453\" xlink:href=\"#ArialMT-121\"/>\n     <use x=\"650.439453\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"678.222656\" xlink:href=\"#ArialMT-53\"/>\n     <use x=\"733.837891\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"761.621094\" xlink:href=\"#ArialMT-100\"/>\n     <use x=\"817.236328\" xlink:href=\"#ArialMT-97\"/>\n     <use x=\"872.851562\" xlink:href=\"#ArialMT-121\"/>\n     <use x=\"922.851562\" xlink:href=\"#ArialMT-115\"/>\n    </g>\n   </g>\n   <g id=\"text_18\">\n    <!-- doubling every 3 days -->\n    <g transform=\"translate(67.764687 179.007742)scale(0.08 -0.08)\">\n     <use xlink:href=\"#ArialMT-100\"/>\n     <use x=\"55.615234\" xlink:href=\"#ArialMT-111\"/>\n     <use x=\"111.230469\" xlink:href=\"#ArialMT-117\"/>\n     <use x=\"166.845703\" xlink:href=\"#ArialMT-98\"/>\n     <use x=\"222.460938\" xlink:href=\"#ArialMT-108\"/>\n     <use x=\"244.677734\" xlink:href=\"#ArialMT-105\"/>\n     <use x=\"266.894531\" xlink:href=\"#ArialMT-110\"/>\n     <use x=\"322.509766\" xlink:href=\"#ArialMT-103\"/>\n     <use x=\"378.125\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"405.908203\" xlink:href=\"#ArialMT-101\"/>\n     <use x=\"461.523438\" xlink:href=\"#ArialMT-118\"/>\n     <use x=\"511.523438\" xlink:href=\"#ArialMT-101\"/>\n     <use x=\"567.138672\" xlink:href=\"#ArialMT-114\"/>\n     <use x=\"600.439453\" xlink:href=\"#ArialMT-121\"/>\n     <use x=\"650.439453\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"678.222656\" xlink:href=\"#ArialMT-51\"/>\n     <use x=\"733.837891\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"761.621094\" xlink:href=\"#ArialMT-100\"/>\n     <use x=\"817.236328\" xlink:href=\"#ArialMT-97\"/>\n     <use x=\"872.851562\" xlink:href=\"#ArialMT-121\"/>\n     <use x=\"922.851562\" xlink:href=\"#ArialMT-115\"/>\n    </g>\n   </g>\n   <g id=\"text_19\">\n    <!-- doubling every 2 days -->\n    <g transform=\"translate(67.764687 145.458378)scale(0.08 -0.08)\">\n     <use xlink:href=\"#ArialMT-100\"/>\n     <use x=\"55.615234\" xlink:href=\"#ArialMT-111\"/>\n     <use x=\"111.230469\" xlink:href=\"#ArialMT-117\"/>\n     <use x=\"166.845703\" xlink:href=\"#ArialMT-98\"/>\n     <use x=\"222.460938\" xlink:href=\"#ArialMT-108\"/>\n     <use x=\"244.677734\" xlink:href=\"#ArialMT-105\"/>\n     <use x=\"266.894531\" xlink:href=\"#ArialMT-110\"/>\n     <use x=\"322.509766\" xlink:href=\"#ArialMT-103\"/>\n     <use x=\"378.125\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"405.908203\" xlink:href=\"#ArialMT-101\"/>\n     <use x=\"461.523438\" xlink:href=\"#ArialMT-118\"/>\n     <use x=\"511.523438\" xlink:href=\"#ArialMT-101\"/>\n     <use x=\"567.138672\" xlink:href=\"#ArialMT-114\"/>\n     <use x=\"600.439453\" xlink:href=\"#ArialMT-121\"/>\n     <use x=\"650.439453\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"678.222656\" xlink:href=\"#ArialMT-50\"/>\n     <use x=\"733.837891\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"761.621094\" xlink:href=\"#ArialMT-100\"/>\n     <use x=\"817.236328\" xlink:href=\"#ArialMT-97\"/>\n     <use x=\"872.851562\" xlink:href=\"#ArialMT-121\"/>\n     <use x=\"922.851562\" xlink:href=\"#ArialMT-115\"/>\n    </g>\n   </g>\n   <g id=\"text_20\">\n    <!-- Growth dynamics of SARS-COV2 in Portugal and NY State (3-day moving average) -->\n    <defs>\n     <path d=\"M 41.21875 28.078125 \nL 41.21875 36.46875 \nL 71.53125 36.53125 \nL 71.53125 9.96875 \nQ 64.546875 4.390625 57.125 1.578125 \nQ 49.703125 -1.21875 41.890625 -1.21875 \nQ 31.34375 -1.21875 22.71875 3.296875 \nQ 14.109375 7.8125 9.71875 16.359375 \nQ 5.328125 24.90625 5.328125 35.453125 \nQ 5.328125 45.90625 9.6875 54.953125 \nQ 14.0625 64.015625 22.265625 68.40625 \nQ 30.46875 72.796875 41.15625 72.796875 \nQ 48.921875 72.796875 55.1875 70.28125 \nQ 61.46875 67.78125 65.03125 63.28125 \nQ 68.609375 58.796875 70.453125 51.5625 \nL 61.921875 49.21875 \nQ 60.296875 54.6875 57.90625 57.8125 \nQ 55.515625 60.9375 51.0625 62.8125 \nQ 46.625 64.703125 41.21875 64.703125 \nQ 34.71875 64.703125 29.984375 62.71875 \nQ 25.25 60.75 22.34375 57.515625 \nQ 19.4375 54.296875 17.828125 50.4375 \nQ 15.09375 43.796875 15.09375 36.03125 \nQ 15.09375 26.46875 18.390625 20.015625 \nQ 21.6875 13.578125 27.984375 10.453125 \nQ 34.28125 7.328125 41.359375 7.328125 \nQ 47.515625 7.328125 53.375 9.6875 \nQ 59.234375 12.0625 62.25 14.75 \nL 62.25 28.078125 \nz\n\" id=\"ArialMT-71\"/>\n     <path d=\"M 16.15625 0 \nL 0.296875 51.859375 \nL 9.375 51.859375 \nL 17.625 21.921875 \nL 20.703125 10.796875 \nQ 20.90625 11.625 23.390625 21.484375 \nL 31.640625 51.859375 \nL 40.671875 51.859375 \nL 48.4375 21.78125 \nL 51.03125 11.859375 \nL 54 21.875 \nL 62.890625 51.859375 \nL 71.4375 51.859375 \nL 55.21875 0 \nL 46.09375 0 \nL 37.84375 31.0625 \nL 35.84375 39.890625 \nL 25.34375 0 \nz\n\" id=\"ArialMT-119\"/>\n     <path d=\"M 25.78125 7.859375 \nL 27.046875 0.09375 \nQ 23.34375 -0.6875 20.40625 -0.6875 \nQ 15.625 -0.6875 12.984375 0.828125 \nQ 10.359375 2.34375 9.28125 4.8125 \nQ 8.203125 7.28125 8.203125 15.1875 \nL 8.203125 45.015625 \nL 1.765625 45.015625 \nL 1.765625 51.859375 \nL 8.203125 51.859375 \nL 8.203125 64.703125 \nL 16.9375 69.96875 \nL 16.9375 51.859375 \nL 25.78125 51.859375 \nL 25.78125 45.015625 \nL 16.9375 45.015625 \nL 16.9375 14.703125 \nQ 16.9375 10.9375 17.40625 9.859375 \nQ 17.875 8.796875 18.921875 8.15625 \nQ 19.96875 7.515625 21.921875 7.515625 \nQ 23.390625 7.515625 25.78125 7.859375 \nz\n\" id=\"ArialMT-116\"/>\n     <path d=\"M 6.59375 0 \nL 6.59375 71.578125 \nL 15.375 71.578125 \nL 15.375 45.90625 \nQ 21.53125 53.03125 30.90625 53.03125 \nQ 36.671875 53.03125 40.921875 50.75 \nQ 45.171875 48.484375 47 44.484375 \nQ 48.828125 40.484375 48.828125 32.859375 \nL 48.828125 0 \nL 40.046875 0 \nL 40.046875 32.859375 \nQ 40.046875 39.453125 37.1875 42.453125 \nQ 34.328125 45.453125 29.109375 45.453125 \nQ 25.203125 45.453125 21.75 43.421875 \nQ 18.3125 41.40625 16.84375 37.9375 \nQ 15.375 34.46875 15.375 28.375 \nL 15.375 0 \nz\n\" id=\"ArialMT-104\"/>\n     <path d=\"M 6.59375 0 \nL 6.59375 51.859375 \nL 14.453125 51.859375 \nL 14.453125 44.578125 \nQ 16.890625 48.390625 20.9375 50.703125 \nQ 25 53.03125 30.171875 53.03125 \nQ 35.9375 53.03125 39.625 50.640625 \nQ 43.3125 48.25 44.828125 43.953125 \nQ 50.984375 53.03125 60.84375 53.03125 \nQ 68.5625 53.03125 72.703125 48.75 \nQ 76.859375 44.484375 76.859375 35.59375 \nL 76.859375 0 \nL 68.109375 0 \nL 68.109375 32.671875 \nQ 68.109375 37.9375 67.25 40.25 \nQ 66.40625 42.578125 64.15625 43.984375 \nQ 61.921875 45.40625 58.890625 45.40625 \nQ 53.421875 45.40625 49.796875 41.765625 \nQ 46.1875 38.140625 46.1875 30.125 \nL 46.1875 0 \nL 37.40625 0 \nL 37.40625 33.6875 \nQ 37.40625 39.546875 35.25 42.46875 \nQ 33.109375 45.40625 28.21875 45.40625 \nQ 24.515625 45.40625 21.359375 43.453125 \nQ 18.21875 41.5 16.796875 37.734375 \nQ 15.375 33.984375 15.375 26.90625 \nL 15.375 0 \nz\n\" id=\"ArialMT-109\"/>\n     <path d=\"M 8.6875 0 \nL 8.6875 45.015625 \nL 0.921875 45.015625 \nL 0.921875 51.859375 \nL 8.6875 51.859375 \nL 8.6875 57.375 \nQ 8.6875 62.59375 9.625 65.140625 \nQ 10.890625 68.5625 14.078125 70.671875 \nQ 17.28125 72.796875 23.046875 72.796875 \nQ 26.765625 72.796875 31.25 71.921875 \nL 29.9375 64.265625 \nQ 27.203125 64.75 24.75 64.75 \nQ 20.75 64.75 19.09375 63.03125 \nQ 17.4375 61.328125 17.4375 56.640625 \nL 17.4375 51.859375 \nL 27.546875 51.859375 \nL 27.546875 45.015625 \nL 17.4375 45.015625 \nL 17.4375 0 \nz\n\" id=\"ArialMT-102\"/>\n     <path d=\"M 4.5 23 \nL 13.421875 23.78125 \nQ 14.0625 18.40625 16.375 14.96875 \nQ 18.703125 11.53125 23.578125 9.40625 \nQ 28.46875 7.28125 34.578125 7.28125 \nQ 39.984375 7.28125 44.140625 8.890625 \nQ 48.296875 10.5 50.3125 13.296875 \nQ 52.34375 16.109375 52.34375 19.4375 \nQ 52.34375 22.796875 50.390625 25.3125 \nQ 48.4375 27.828125 43.953125 29.546875 \nQ 41.0625 30.671875 31.203125 33.03125 \nQ 21.34375 35.40625 17.390625 37.5 \nQ 12.25 40.1875 9.734375 44.15625 \nQ 7.234375 48.140625 7.234375 53.078125 \nQ 7.234375 58.5 10.296875 63.203125 \nQ 13.375 67.921875 19.28125 70.359375 \nQ 25.203125 72.796875 32.421875 72.796875 \nQ 40.375 72.796875 46.453125 70.234375 \nQ 52.546875 67.671875 55.8125 62.6875 \nQ 59.078125 57.71875 59.328125 51.421875 \nL 50.25 50.734375 \nQ 49.515625 57.515625 45.28125 60.984375 \nQ 41.0625 64.453125 32.8125 64.453125 \nQ 24.21875 64.453125 20.28125 61.296875 \nQ 16.359375 58.15625 16.359375 53.71875 \nQ 16.359375 49.859375 19.140625 47.359375 \nQ 21.875 44.875 33.421875 42.265625 \nQ 44.96875 39.65625 49.265625 37.703125 \nQ 55.515625 34.8125 58.484375 30.390625 \nQ 61.46875 25.984375 61.46875 20.21875 \nQ 61.46875 14.5 58.203125 9.4375 \nQ 54.9375 4.390625 48.796875 1.578125 \nQ 42.671875 -1.21875 35.015625 -1.21875 \nQ 25.296875 -1.21875 18.71875 1.609375 \nQ 12.15625 4.4375 8.421875 10.125 \nQ 4.6875 15.828125 4.5 23 \nz\n\" id=\"ArialMT-83\"/>\n     <path d=\"M -0.140625 0 \nL 27.34375 71.578125 \nL 37.546875 71.578125 \nL 66.84375 0 \nL 56.0625 0 \nL 47.703125 21.6875 \nL 17.78125 21.6875 \nL 9.90625 0 \nz\nM 20.515625 29.390625 \nL 44.78125 29.390625 \nL 37.3125 49.21875 \nQ 33.890625 58.25 32.234375 64.0625 \nQ 30.859375 57.171875 28.375 50.390625 \nz\n\" id=\"ArialMT-65\"/>\n     <path d=\"M 7.859375 0 \nL 7.859375 71.578125 \nL 39.59375 71.578125 \nQ 49.171875 71.578125 54.140625 69.640625 \nQ 59.125 67.71875 62.109375 62.828125 \nQ 65.09375 57.953125 65.09375 52.046875 \nQ 65.09375 44.4375 60.15625 39.203125 \nQ 55.21875 33.984375 44.921875 32.5625 \nQ 48.6875 30.765625 50.640625 29 \nQ 54.78125 25.203125 58.5 19.484375 \nL 70.953125 0 \nL 59.03125 0 \nL 49.5625 14.890625 \nQ 45.40625 21.34375 42.71875 24.75 \nQ 40.046875 28.171875 37.921875 29.53125 \nQ 35.796875 30.90625 33.59375 31.453125 \nQ 31.984375 31.78125 28.328125 31.78125 \nL 17.328125 31.78125 \nL 17.328125 0 \nz\nM 17.328125 39.984375 \nL 37.703125 39.984375 \nQ 44.1875 39.984375 47.84375 41.328125 \nQ 51.515625 42.671875 53.421875 45.625 \nQ 55.328125 48.578125 55.328125 52.046875 \nQ 55.328125 57.125 51.640625 60.390625 \nQ 47.953125 63.671875 39.984375 63.671875 \nL 17.328125 63.671875 \nz\n\" id=\"ArialMT-82\"/>\n     <path d=\"M 58.796875 25.09375 \nL 68.265625 22.703125 \nQ 65.28125 11.03125 57.546875 4.90625 \nQ 49.8125 -1.21875 38.625 -1.21875 \nQ 27.046875 -1.21875 19.796875 3.484375 \nQ 12.546875 8.203125 8.765625 17.140625 \nQ 4.984375 26.078125 4.984375 36.328125 \nQ 4.984375 47.515625 9.25 55.828125 \nQ 13.53125 64.15625 21.40625 68.46875 \nQ 29.296875 72.796875 38.765625 72.796875 \nQ 49.515625 72.796875 56.828125 67.328125 \nQ 64.15625 61.859375 67.046875 51.953125 \nL 57.71875 49.75 \nQ 55.21875 57.5625 50.484375 61.125 \nQ 45.75 64.703125 38.578125 64.703125 \nQ 30.328125 64.703125 24.78125 60.734375 \nQ 19.234375 56.78125 16.984375 50.109375 \nQ 14.75 43.453125 14.75 36.375 \nQ 14.75 27.25 17.40625 20.4375 \nQ 20.0625 13.625 25.671875 10.25 \nQ 31.296875 6.890625 37.84375 6.890625 \nQ 45.796875 6.890625 51.3125 11.46875 \nQ 56.84375 16.0625 58.796875 25.09375 \nz\n\" id=\"ArialMT-67\"/>\n     <path d=\"M 4.828125 34.859375 \nQ 4.828125 52.6875 14.390625 62.765625 \nQ 23.96875 72.859375 39.109375 72.859375 \nQ 49.03125 72.859375 56.984375 68.109375 \nQ 64.9375 63.375 69.109375 54.90625 \nQ 73.296875 46.4375 73.296875 35.6875 \nQ 73.296875 24.8125 68.890625 16.21875 \nQ 64.5 7.625 56.4375 3.203125 \nQ 48.390625 -1.21875 39.0625 -1.21875 \nQ 28.953125 -1.21875 20.984375 3.65625 \nQ 13.03125 8.546875 8.921875 16.984375 \nQ 4.828125 25.4375 4.828125 34.859375 \nz\nM 14.59375 34.71875 \nQ 14.59375 21.78125 21.546875 14.328125 \nQ 28.515625 6.890625 39.015625 6.890625 \nQ 49.703125 6.890625 56.609375 14.40625 \nQ 63.53125 21.921875 63.53125 35.75 \nQ 63.53125 44.484375 60.578125 51 \nQ 57.625 57.515625 51.921875 61.109375 \nQ 46.234375 64.703125 39.15625 64.703125 \nQ 29.109375 64.703125 21.84375 57.78125 \nQ 14.59375 50.875 14.59375 34.71875 \nz\n\" id=\"ArialMT-79\"/>\n     <path d=\"M 28.171875 0 \nL 0.4375 71.578125 \nL 10.6875 71.578125 \nL 29.296875 19.578125 \nQ 31.546875 13.328125 33.0625 7.859375 \nQ 34.71875 13.71875 36.921875 19.578125 \nL 56.25 71.578125 \nL 65.921875 71.578125 \nL 37.890625 0 \nz\n\" id=\"ArialMT-86\"/>\n     <path d=\"M 7.71875 0 \nL 7.71875 71.578125 \nL 34.71875 71.578125 \nQ 41.84375 71.578125 45.609375 70.90625 \nQ 50.875 70.015625 54.4375 67.546875 \nQ 58.015625 65.09375 60.1875 60.640625 \nQ 62.359375 56.203125 62.359375 50.875 \nQ 62.359375 41.75 56.546875 35.421875 \nQ 50.734375 29.109375 35.546875 29.109375 \nL 17.1875 29.109375 \nL 17.1875 0 \nz\nM 17.1875 37.546875 \nL 35.6875 37.546875 \nQ 44.875 37.546875 48.734375 40.96875 \nQ 52.59375 44.390625 52.59375 50.59375 \nQ 52.59375 55.078125 50.3125 58.265625 \nQ 48.046875 61.46875 44.34375 62.5 \nQ 41.9375 63.140625 35.5 63.140625 \nL 17.1875 63.140625 \nz\n\" id=\"ArialMT-80\"/>\n     <path d=\"M 7.625 0 \nL 7.625 71.578125 \nL 17.328125 71.578125 \nL 54.9375 15.375 \nL 54.9375 71.578125 \nL 64.015625 71.578125 \nL 64.015625 0 \nL 54.296875 0 \nL 16.703125 56.25 \nL 16.703125 0 \nz\n\" id=\"ArialMT-78\"/>\n     <path d=\"M 27.875 0 \nL 27.875 30.328125 \nL 0.296875 71.578125 \nL 11.8125 71.578125 \nL 25.921875 50 \nQ 29.828125 43.953125 33.203125 37.890625 \nQ 36.421875 43.5 41.015625 50.53125 \nL 54.890625 71.578125 \nL 65.921875 71.578125 \nL 37.359375 30.328125 \nL 37.359375 0 \nz\n\" id=\"ArialMT-89\"/>\n     <path d=\"M 23.390625 -21.046875 \nQ 16.109375 -11.859375 11.078125 0.4375 \nQ 6.0625 12.75 6.0625 25.921875 \nQ 6.0625 37.546875 9.8125 48.1875 \nQ 14.203125 60.546875 23.390625 72.796875 \nL 29.6875 72.796875 \nQ 23.78125 62.640625 21.875 58.296875 \nQ 18.890625 51.5625 17.1875 44.234375 \nQ 15.09375 35.109375 15.09375 25.875 \nQ 15.09375 2.390625 29.6875 -21.046875 \nz\n\" id=\"ArialMT-40\"/>\n     <path d=\"M 12.359375 -21.046875 \nL 6.0625 -21.046875 \nQ 20.65625 2.390625 20.65625 25.875 \nQ 20.65625 35.0625 18.5625 44.09375 \nQ 16.890625 51.421875 13.921875 58.15625 \nQ 12.015625 62.546875 6.0625 72.796875 \nL 12.359375 72.796875 \nQ 21.53125 60.546875 25.921875 48.1875 \nQ 29.6875 37.546875 29.6875 25.921875 \nQ 29.6875 12.75 24.625 0.4375 \nQ 19.578125 -11.859375 12.359375 -21.046875 \nz\n\" id=\"ArialMT-41\"/>\n    </defs>\n    <g style=\"fill:#262626;\" transform=\"translate(7.2 15.943125)scale(0.12 -0.12)\">\n     <use xlink:href=\"#ArialMT-71\"/>\n     <use x=\"77.783203\" xlink:href=\"#ArialMT-114\"/>\n     <use x=\"111.083984\" xlink:href=\"#ArialMT-111\"/>\n     <use x=\"166.699219\" xlink:href=\"#ArialMT-119\"/>\n     <use x=\"238.916016\" xlink:href=\"#ArialMT-116\"/>\n     <use x=\"266.699219\" xlink:href=\"#ArialMT-104\"/>\n     <use x=\"322.314453\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"350.097656\" xlink:href=\"#ArialMT-100\"/>\n     <use x=\"405.712891\" xlink:href=\"#ArialMT-121\"/>\n     <use x=\"455.712891\" xlink:href=\"#ArialMT-110\"/>\n     <use x=\"511.328125\" xlink:href=\"#ArialMT-97\"/>\n     <use x=\"566.943359\" xlink:href=\"#ArialMT-109\"/>\n     <use x=\"650.244141\" xlink:href=\"#ArialMT-105\"/>\n     <use x=\"672.460938\" xlink:href=\"#ArialMT-99\"/>\n     <use x=\"722.460938\" xlink:href=\"#ArialMT-115\"/>\n     <use x=\"772.460938\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"800.244141\" xlink:href=\"#ArialMT-111\"/>\n     <use x=\"855.859375\" xlink:href=\"#ArialMT-102\"/>\n     <use x=\"883.642578\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"911.425781\" xlink:href=\"#ArialMT-83\"/>\n     <use x=\"978.125\" xlink:href=\"#ArialMT-65\"/>\n     <use x=\"1044.824219\" xlink:href=\"#ArialMT-82\"/>\n     <use x=\"1117.041016\" xlink:href=\"#ArialMT-83\"/>\n     <use x=\"1183.740234\" xlink:href=\"#ArialMT-45\"/>\n     <use x=\"1217.041016\" xlink:href=\"#ArialMT-67\"/>\n     <use x=\"1289.257812\" xlink:href=\"#ArialMT-79\"/>\n     <use x=\"1367.041016\" xlink:href=\"#ArialMT-86\"/>\n     <use x=\"1433.740234\" xlink:href=\"#ArialMT-50\"/>\n     <use x=\"1489.355469\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"1517.138672\" xlink:href=\"#ArialMT-105\"/>\n     <use x=\"1539.355469\" xlink:href=\"#ArialMT-110\"/>\n     <use x=\"1594.970703\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"1622.753906\" xlink:href=\"#ArialMT-80\"/>\n     <use x=\"1689.453125\" xlink:href=\"#ArialMT-111\"/>\n     <use x=\"1745.068359\" xlink:href=\"#ArialMT-114\"/>\n     <use x=\"1778.369141\" xlink:href=\"#ArialMT-116\"/>\n     <use x=\"1806.152344\" xlink:href=\"#ArialMT-117\"/>\n     <use x=\"1861.767578\" xlink:href=\"#ArialMT-103\"/>\n     <use x=\"1917.382812\" xlink:href=\"#ArialMT-97\"/>\n     <use x=\"1972.998047\" xlink:href=\"#ArialMT-108\"/>\n     <use x=\"1995.214844\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"2022.998047\" xlink:href=\"#ArialMT-97\"/>\n     <use x=\"2078.613281\" xlink:href=\"#ArialMT-110\"/>\n     <use x=\"2134.228516\" xlink:href=\"#ArialMT-100\"/>\n     <use x=\"2189.84375\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"2217.626953\" xlink:href=\"#ArialMT-78\"/>\n     <use x=\"2289.84375\" xlink:href=\"#ArialMT-89\"/>\n     <use x=\"2356.527344\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"2384.310547\" xlink:href=\"#ArialMT-83\"/>\n     <use x=\"2451.009766\" xlink:href=\"#ArialMT-116\"/>\n     <use x=\"2478.792969\" xlink:href=\"#ArialMT-97\"/>\n     <use x=\"2534.408203\" xlink:href=\"#ArialMT-116\"/>\n     <use x=\"2562.191406\" xlink:href=\"#ArialMT-101\"/>\n     <use x=\"2617.806641\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"2645.589844\" xlink:href=\"#ArialMT-40\"/>\n     <use x=\"2678.890625\" xlink:href=\"#ArialMT-51\"/>\n     <use x=\"2734.505859\" xlink:href=\"#ArialMT-45\"/>\n     <use x=\"2767.806641\" xlink:href=\"#ArialMT-100\"/>\n     <use x=\"2823.421875\" xlink:href=\"#ArialMT-97\"/>\n     <use x=\"2879.037109\" xlink:href=\"#ArialMT-121\"/>\n     <use x=\"2929.037109\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"2956.820312\" xlink:href=\"#ArialMT-109\"/>\n     <use x=\"3040.121094\" xlink:href=\"#ArialMT-111\"/>\n     <use x=\"3095.736328\" xlink:href=\"#ArialMT-118\"/>\n     <use x=\"3145.736328\" xlink:href=\"#ArialMT-105\"/>\n     <use x=\"3167.953125\" xlink:href=\"#ArialMT-110\"/>\n     <use x=\"3223.568359\" xlink:href=\"#ArialMT-103\"/>\n     <use x=\"3279.183594\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"3306.966797\" xlink:href=\"#ArialMT-97\"/>\n     <use x=\"3362.582031\" xlink:href=\"#ArialMT-118\"/>\n     <use x=\"3412.582031\" xlink:href=\"#ArialMT-101\"/>\n     <use x=\"3468.197266\" xlink:href=\"#ArialMT-114\"/>\n     <use x=\"3501.498047\" xlink:href=\"#ArialMT-97\"/>\n     <use x=\"3557.113281\" xlink:href=\"#ArialMT-103\"/>\n     <use x=\"3612.728516\" xlink:href=\"#ArialMT-101\"/>\n     <use x=\"3668.34375\" xlink:href=\"#ArialMT-41\"/>\n    </g>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 68.887187 58.350937 \nL 144.215312 58.350937 \nQ 146.215312 58.350937 146.215312 56.350937 \nL 146.215312 28.943125 \nQ 146.215312 26.943125 144.215312 26.943125 \nL 68.887187 26.943125 \nQ 66.887187 26.943125 66.887187 28.943125 \nL 66.887187 56.350937 \nQ 66.887187 58.350937 68.887187 58.350937 \nz\n\" style=\"fill:#eaeaf2;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_22\">\n     <path d=\"M 70.887187 34.600937 \nL 90.887187 34.600937 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:round;stroke-width:1.5;\"/>\n    </g>\n    <g id=\"line2d_23\">\n     <defs>\n      <path d=\"M 0 3 \nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \nC 2.683901 1.55874 3 0.795609 3 0 \nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \nC 1.55874 -2.683901 0.795609 -3 0 -3 \nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \nC -2.683901 -1.55874 -3 -0.795609 -3 0 \nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \nC -1.55874 2.683901 -0.795609 3 0 3 \nz\n\" id=\"m0ac7240cab\" style=\"stroke:#1f77b4;\"/>\n     </defs>\n     <g>\n      <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"80.887187\" xlink:href=\"#m0ac7240cab\" y=\"34.600937\"/>\n     </g>\n    </g>\n    <g id=\"text_21\">\n     <!-- Portugal -->\n     <g style=\"fill:#262626;\" transform=\"translate(98.887187 38.100937)scale(0.1 -0.1)\">\n      <use xlink:href=\"#ArialMT-80\"/>\n      <use x=\"66.699219\" xlink:href=\"#ArialMT-111\"/>\n      <use x=\"122.314453\" xlink:href=\"#ArialMT-114\"/>\n      <use x=\"155.615234\" xlink:href=\"#ArialMT-116\"/>\n      <use x=\"183.398438\" xlink:href=\"#ArialMT-117\"/>\n      <use x=\"239.013672\" xlink:href=\"#ArialMT-103\"/>\n      <use x=\"294.628906\" xlink:href=\"#ArialMT-97\"/>\n      <use x=\"350.244141\" xlink:href=\"#ArialMT-108\"/>\n     </g>\n    </g>\n    <g id=\"line2d_24\">\n     <path d=\"M 70.887187 48.863437 \nL 90.887187 48.863437 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:round;stroke-width:1.5;\"/>\n    </g>\n    <g id=\"line2d_25\">\n     <defs>\n      <path d=\"M -1.5 3 \nL 0 1.5 \nL 1.5 3 \nL 3 1.5 \nL 1.5 0 \nL 3 -1.5 \nL 1.5 -3 \nL 0 -1.5 \nL -1.5 -3 \nL -3 -1.5 \nL -1.5 0 \nL -3 1.5 \nz\n\" id=\"m876cc34e69\" style=\"stroke:#ff7f0e;stroke-linejoin:miter;\"/>\n     </defs>\n     <g>\n      <use style=\"fill:#ff7f0e;stroke:#ff7f0e;stroke-linejoin:miter;\" x=\"80.887187\" xlink:href=\"#m876cc34e69\" y=\"48.863437\"/>\n     </g>\n    </g>\n    <g id=\"text_22\">\n     <!-- New York -->\n     <defs>\n      <path d=\"M 6.640625 0 \nL 6.640625 71.578125 \nL 15.4375 71.578125 \nL 15.4375 30.765625 \nL 36.234375 51.859375 \nL 47.609375 51.859375 \nL 27.78125 32.625 \nL 49.609375 0 \nL 38.765625 0 \nL 21.625 26.515625 \nL 15.4375 20.5625 \nL 15.4375 0 \nz\n\" id=\"ArialMT-107\"/>\n     </defs>\n     <g style=\"fill:#262626;\" transform=\"translate(98.887187 52.363437)scale(0.1 -0.1)\">\n      <use xlink:href=\"#ArialMT-78\"/>\n      <use x=\"72.216797\" xlink:href=\"#ArialMT-101\"/>\n      <use x=\"127.832031\" xlink:href=\"#ArialMT-119\"/>\n      <use x=\"200.048828\" xlink:href=\"#ArialMT-32\"/>\n      <use x=\"227.816406\" xlink:href=\"#ArialMT-89\"/>\n      <use x=\"294.375\" xlink:href=\"#ArialMT-111\"/>\n      <use x=\"349.990234\" xlink:href=\"#ArialMT-114\"/>\n      <use x=\"383.291016\" xlink:href=\"#ArialMT-107\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pe4a46a179f\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"61.887187\" y=\"21.943125\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "sns.set_style(\"darkgrid\")\n",
    "chart = sns.lineplot(markers=True, dashes=False, data=df_movingavg)\n",
    "plt.grid(True)\n",
    "plt.title('Growth dynamics of SARS-COV2 in Portugal and NY State (3-day moving average)')\n",
    "plt.legend(loc=2)\n",
    "plt.xticks(rotation=45)\n",
    "plt.ylim(0, 1)\n",
    "chart.text(0.25, 2**(1/10)-1 + 0.01, 'doubling every 10 days',\n",
    "        verticalalignment='bottom', horizontalalignment='right',\n",
    "        transform=chart.transAxes,\n",
    "        color='black', fontsize=8)\n",
    "chart.text(0.25, 2**(1/5)-1 + 0.01, 'doubling every 5 days',\n",
    "        verticalalignment='bottom', horizontalalignment='right',\n",
    "        transform=chart.transAxes,\n",
    "        color='black', fontsize=8)       \n",
    "chart.text(0.25, 2**(1/3)-1 + 0.01, 'doubling every 3 days',\n",
    "        verticalalignment='bottom', horizontalalignment='right',\n",
    "        transform=chart.transAxes,\n",
    "        color='black', fontsize=8)        \n",
    "chart.text(0.25, 2**(1/2)-1 + 0.01, 'doubling every 2 days',\n",
    "        verticalalignment='bottom', horizontalalignment='right',\n",
    "        transform=chart.transAxes,\n",
    "        color='black', fontsize=8)             \n",
    "chart.axhline(y=2**(1/10)-1, color='r', linestyle='--')\n",
    "chart.axhline(y=2**(1/5)-1, color='r', linestyle='--')\n",
    "chart.axhline(y=2**(1/3)-1, color='r', linestyle='--')\n",
    "chart.axhline(y=2**(1/2)-1, color='r', linestyle='--')\n",
    "chart.set_ylabel('Daily % increase')\n",
    "plt.savefig('sars-cov2.png')\n",
    "plt.show()\n",
    ""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "            Portugal  New York\nDay                           \n2020-03-02       NaN       NaN\n2020-03-03       NaN       NaN\n2020-03-04       NaN       NaN\n2020-03-05  0.666667       NaN\n2020-03-06  0.481481       NaN\n2020-03-07  0.519943       NaN\n2020-03-08  0.496133       NaN\n2020-03-09  0.447985       NaN\n2020-03-10  0.259951       NaN\n2020-03-11  0.263435       NaN\n2020-03-12  0.270780       NaN\n2020-03-13  0.398985  0.348707\n2020-03-14  0.422287  0.340492\n2020-03-15  0.464843  0.308284\n2020-03-16  0.436551  0.320785\n2020-03-17  0.384733  0.493181\n2020-03-18  0.379177  0.515914\n2020-03-19  0.336417  0.792335\n2020-03-20  0.318380  0.720571\n2020-03-21  0.259002  0.703152\n2020-03-22  0.268088  0.435599\n2020-03-23  0.264134  0.359886\n2020-03-24  0.228034  0.308748\n2020-03-25  0.234032  0.250994\n2020-03-26  0.199300  0.219007\n2020-03-27  0.218529  0.196267\n2020-03-28  0.199645  0.147088\n2020-03-29  0.189607  0.170510\n2020-03-30  0.145999  0.107645",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Portugal</th>\n      <th>New York</th>\n    </tr>\n    <tr>\n      <th>Day</th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2020-03-02</th>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2020-03-03</th>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2020-03-04</th>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2020-03-05</th>\n      <td>0.666667</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2020-03-06</th>\n      <td>0.481481</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2020-03-07</th>\n      <td>0.519943</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2020-03-08</th>\n      <td>0.496133</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2020-03-09</th>\n      <td>0.447985</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2020-03-10</th>\n      <td>0.259951</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2020-03-11</th>\n      <td>0.263435</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2020-03-12</th>\n      <td>0.270780</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2020-03-13</th>\n      <td>0.398985</td>\n      <td>0.348707</td>\n    </tr>\n    <tr>\n      <th>2020-03-14</th>\n      <td>0.422287</td>\n      <td>0.340492</td>\n    </tr>\n    <tr>\n      <th>2020-03-15</th>\n      <td>0.464843</td>\n      <td>0.308284</td>\n    </tr>\n    <tr>\n      <th>2020-03-16</th>\n      <td>0.436551</td>\n      <td>0.320785</td>\n    </tr>\n    <tr>\n      <th>2020-03-17</th>\n      <td>0.384733</td>\n      <td>0.493181</td>\n    </tr>\n    <tr>\n      <th>2020-03-18</th>\n      <td>0.379177</td>\n      <td>0.515914</td>\n    </tr>\n    <tr>\n      <th>2020-03-19</th>\n      <td>0.336417</td>\n      <td>0.792335</td>\n    </tr>\n    <tr>\n      <th>2020-03-20</th>\n      <td>0.318380</td>\n      <td>0.720571</td>\n    </tr>\n    <tr>\n      <th>2020-03-21</th>\n      <td>0.259002</td>\n      <td>0.703152</td>\n    </tr>\n    <tr>\n      <th>2020-03-22</th>\n      <td>0.268088</td>\n      <td>0.435599</td>\n    </tr>\n    <tr>\n      <th>2020-03-23</th>\n      <td>0.264134</td>\n      <td>0.359886</td>\n    </tr>\n    <tr>\n      <th>2020-03-24</th>\n      <td>0.228034</td>\n      <td>0.308748</td>\n    </tr>\n    <tr>\n      <th>2020-03-25</th>\n      <td>0.234032</td>\n      <td>0.250994</td>\n    </tr>\n    <tr>\n      <th>2020-03-26</th>\n      <td>0.199300</td>\n      <td>0.219007</td>\n    </tr>\n    <tr>\n      <th>2020-03-27</th>\n      <td>0.218529</td>\n      <td>0.196267</td>\n    </tr>\n    <tr>\n      <th>2020-03-28</th>\n      <td>0.199645</td>\n      <td>0.147088</td>\n    </tr>\n    <tr>\n      <th>2020-03-29</th>\n      <td>0.189607</td>\n      <td>0.170510</td>\n    </tr>\n    <tr>\n      <th>2020-03-30</th>\n      <td>0.145999</td>\n      <td>0.107645</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 53
    }
   ],
   "source": [
    "\n",
    "df_movingavg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "7295.999999999999"
     },
     "metadata": {},
     "execution_count": 40
    }
   ],
   "source": [
    "1.14*6400"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 473,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "array(['2020-03-01', '2020-03-02', '2020-03-03', '2020-03-04',\n       '2020-03-05', '2020-03-06', '2020-03-07', '2020-03-08',\n       '2020-03-09', '2020-03-10', '2020-03-11', '2020-03-12',\n       '2020-03-13', '2020-03-14', '2020-03-15', '2020-03-16',\n       '2020-03-17', '2020-03-18', '2020-03-19', '2020-03-20',\n       '2020-03-21', '2020-03-22', '2020-03-23', '2020-03-24',\n       '2020-03-25', '2020-03-26', '2020-03-27'], dtype='datetime64[D]')"
     },
     "metadata": {},
     "execution_count": 473
    }
   ],
   "source": [
    "dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": ".venv"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4-final"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}