New gitignore
[covid19.git] / test_and_case_data.ipynb
diff --git a/test_and_case_data.ipynb b/test_and_case_data.ipynb
deleted file mode 100644 (file)
index 1ba0be4..0000000
+++ /dev/null
@@ -1,824 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 91,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The sql extension is already loaded. To reload it, use:\n",
-      "  %reload_ext sql\n"
-     ]
-    }
-   ],
-   "source": [
-    "import itertools\n",
-    "import collections\n",
-    "import json\n",
-    "import pandas as pd\n",
-    "import numpy as np\n",
-    "from scipy.stats import gmean\n",
-    "import datetime\n",
-    "\n",
-    "import matplotlib as mpl\n",
-    "import matplotlib.pyplot as plt\n",
-    "import matplotlib.animation as ani\n",
-    "%matplotlib inline\n",
-    "%load_ext sql"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 92,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "outputs": [],
-   "source": [
-    "chart_start_date = '2020-09-15'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 93,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "outputs": [],
-   "source": [
-    "connection_string = 'postgresql://covid:3NbjJTkT63@localhost/covid'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 94,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'Connected: covid@covid'"
-      ]
-     },
-     "execution_count": 94,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "%sql $connection_string"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 109,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " * postgresql://covid:***@localhost/covid\n",
-      "390 rows affected.\n",
-      "Returning data to local variable res\n"
-     ]
-    }
-   ],
-   "source": [
-    "%%sql res << select uk_data.date, \n",
-    "    uk_data.new_cases, uk_data_7.new_cases as new_cases_7,\n",
-    "    uk_data.new_tests, uk_data_7.new_tests as new_tests_7,\n",
-    "    uk_data.new_pcr_tests, uk_data_7.new_pcr_tests as new_pcr_7,\n",
-    "    uk_data.new_pillar_1_2_tests as new_pillar_12, uk_data_7.new_pillar_1_2_tests as new_pillar_12_7,\n",
-    "     uk_data.new_cases::float / uk_data.new_tests as fraction_positive,\n",
-    "        uk_data_7.new_cases / uk_data_7.new_tests as fraction_positive_7\n",
-    "    from uk_data left outer join uk_data_7 using (date)\n",
-    "    order by uk_data.date"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 110,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "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>new_cases</th>\n",
-       "      <th>new_cases_7</th>\n",
-       "      <th>new_tests</th>\n",
-       "      <th>new_tests_7</th>\n",
-       "      <th>new_pcr_tests</th>\n",
-       "      <th>new_pcr_7</th>\n",
-       "      <th>new_pillar_12</th>\n",
-       "      <th>new_pillar_12_7</th>\n",
-       "      <th>fraction_positive</th>\n",
-       "      <th>fraction_positive_7</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>date</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>2021-01-17</th>\n",
-       "      <td>28875.0</td>\n",
-       "      <td>37337.855</td>\n",
-       "      <td>417965.0</td>\n",
-       "      <td>571242.56</td>\n",
-       "      <td>320122.0</td>\n",
-       "      <td>389469.84</td>\n",
-       "      <td>395737.0</td>\n",
-       "      <td>545088.10</td>\n",
-       "      <td>0.069085</td>\n",
-       "      <td>0.065363</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2021-01-18</th>\n",
-       "      <td>44732.0</td>\n",
-       "      <td>35766.570</td>\n",
-       "      <td>559939.0</td>\n",
-       "      <td>566901.10</td>\n",
-       "      <td>262499.0</td>\n",
-       "      <td>377019.28</td>\n",
-       "      <td>537028.0</td>\n",
-       "      <td>542617.90</td>\n",
-       "      <td>0.079887</td>\n",
-       "      <td>0.063091</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2021-01-19</th>\n",
-       "      <td>39311.0</td>\n",
-       "      <td>34143.285</td>\n",
-       "      <td>582938.0</td>\n",
-       "      <td>571336.56</td>\n",
-       "      <td>357850.0</td>\n",
-       "      <td>374771.16</td>\n",
-       "      <td>559061.0</td>\n",
-       "      <td>547402.44</td>\n",
-       "      <td>0.067436</td>\n",
-       "      <td>0.059760</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2021-01-20</th>\n",
-       "      <td>35015.0</td>\n",
-       "      <td>32707.428</td>\n",
-       "      <td>645050.0</td>\n",
-       "      <td>570458.10</td>\n",
-       "      <td>434099.0</td>\n",
-       "      <td>372037.44</td>\n",
-       "      <td>617221.0</td>\n",
-       "      <td>546806.30</td>\n",
-       "      <td>0.054283</td>\n",
-       "      <td>0.057335</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2021-01-21</th>\n",
-       "      <td>31430.0</td>\n",
-       "      <td>30620.428</td>\n",
-       "      <td>668989.0</td>\n",
-       "      <td>569716.70</td>\n",
-       "      <td>439408.0</td>\n",
-       "      <td>363750.16</td>\n",
-       "      <td>644537.0</td>\n",
-       "      <td>546626.56</td>\n",
-       "      <td>0.046981</td>\n",
-       "      <td>0.053747</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2021-01-22</th>\n",
-       "      <td>29094.0</td>\n",
-       "      <td>24870.428</td>\n",
-       "      <td>631901.0</td>\n",
-       "      <td>567830.30</td>\n",
-       "      <td>401075.0</td>\n",
-       "      <td>354323.16</td>\n",
-       "      <td>608829.0</td>\n",
-       "      <td>545780.30</td>\n",
-       "      <td>0.046042</td>\n",
-       "      <td>0.043799</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2021-01-23</th>\n",
-       "      <td>20495.0</td>\n",
-       "      <td>22463.666</td>\n",
-       "      <td>486425.0</td>\n",
-       "      <td>565312.30</td>\n",
-       "      <td>389209.0</td>\n",
-       "      <td>353735.34</td>\n",
-       "      <td>465231.0</td>\n",
-       "      <td>543566.80</td>\n",
-       "      <td>0.042134</td>\n",
-       "      <td>0.039737</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2021-01-24</th>\n",
-       "      <td>14266.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>412775.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>262111.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>394479.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.034561</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2021-01-25</th>\n",
-       "      <td>4482.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>546734.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>196510.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>531104.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.008198</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2021-01-26</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "            new_cases  new_cases_7  new_tests  new_tests_7  new_pcr_tests  \\\n",
-       "date                                                                        \n",
-       "2021-01-17    28875.0    37337.855   417965.0    571242.56       320122.0   \n",
-       "2021-01-18    44732.0    35766.570   559939.0    566901.10       262499.0   \n",
-       "2021-01-19    39311.0    34143.285   582938.0    571336.56       357850.0   \n",
-       "2021-01-20    35015.0    32707.428   645050.0    570458.10       434099.0   \n",
-       "2021-01-21    31430.0    30620.428   668989.0    569716.70       439408.0   \n",
-       "2021-01-22    29094.0    24870.428   631901.0    567830.30       401075.0   \n",
-       "2021-01-23    20495.0    22463.666   486425.0    565312.30       389209.0   \n",
-       "2021-01-24    14266.0          NaN   412775.0          NaN       262111.0   \n",
-       "2021-01-25     4482.0          NaN   546734.0          NaN       196510.0   \n",
-       "2021-01-26        NaN          NaN        NaN          NaN            NaN   \n",
-       "\n",
-       "            new_pcr_7  new_pillar_12  new_pillar_12_7  fraction_positive  \\\n",
-       "date                                                                       \n",
-       "2021-01-17  389469.84       395737.0        545088.10           0.069085   \n",
-       "2021-01-18  377019.28       537028.0        542617.90           0.079887   \n",
-       "2021-01-19  374771.16       559061.0        547402.44           0.067436   \n",
-       "2021-01-20  372037.44       617221.0        546806.30           0.054283   \n",
-       "2021-01-21  363750.16       644537.0        546626.56           0.046981   \n",
-       "2021-01-22  354323.16       608829.0        545780.30           0.046042   \n",
-       "2021-01-23  353735.34       465231.0        543566.80           0.042134   \n",
-       "2021-01-24        NaN       394479.0              NaN           0.034561   \n",
-       "2021-01-25        NaN       531104.0              NaN           0.008198   \n",
-       "2021-01-26        NaN            NaN              NaN                NaN   \n",
-       "\n",
-       "            fraction_positive_7  \n",
-       "date                             \n",
-       "2021-01-17             0.065363  \n",
-       "2021-01-18             0.063091  \n",
-       "2021-01-19             0.059760  \n",
-       "2021-01-20             0.057335  \n",
-       "2021-01-21             0.053747  \n",
-       "2021-01-22             0.043799  \n",
-       "2021-01-23             0.039737  \n",
-       "2021-01-24                  NaN  \n",
-       "2021-01-25                  NaN  \n",
-       "2021-01-26                  NaN  "
-      ]
-     },
-     "execution_count": 110,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "tests_data = res.DataFrame()\n",
-    "tests_data['date'] = tests_data.date.astype('datetime64[ns]')\n",
-    "tests_data.set_index('date', inplace=True)\n",
-    "tests_data.tail(10)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 111,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<AxesSubplot:xlabel='date'>"
-      ]
-     },
-     "execution_count": 111,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "tests_data[['new_tests', 'new_cases']].plot()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 112,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<AxesSubplot:xlabel='date'>"
-      ]
-     },
-     "execution_count": 112,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "tests_data[['fraction_positive', 'fraction_positive_7']].dropna().plot()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 113,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "outputs": [],
-   "source": [
-    "# ax = data_by_day.dropna().loc['2020-06-15': , ['fraction_positive', 'fraction_positive_m7']].plot(figsize=(10, 8), title='Fraction of tests with positive results')\n",
-    "# ax.legend(['Fraction positive per day', 'Fraction positive, 7 day moving average'])\n",
-    "# ax.set_ylabel('Fraction positive')\n",
-    "# plt.savefig('fraction_positive_tests.png')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 114,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'New cases')"
-      ]
-     },
-     "execution_count": 114,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 720x576 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "pri_y_max = int((tests_data.dropna().loc['2020-06-15': , 'new_tests_7'].max() * 1.1) / 100 ) * 100\n",
-    "ax = tests_data.dropna().loc['2020-06-15': , 'new_tests_7'].plot(figsize=(10, 8), \n",
-    "                                                               style=['k-'], \n",
-    "                                                               legend=False,\n",
-    "                                                               ylim=(0, pri_y_max))\n",
-    "ax.set_title('Tests done and new cases (7 day moving average)')\n",
-    "ax.legend(['Tests, 7 day moving average'], loc='lower left')\n",
-    "ax.set_ylabel('Tests')\n",
-    "sec_y_max = int((tests_data.dropna().loc['2020-06-15':, 'new_cases_7'].max() * 1.1) / 100) * 100\n",
-    "ax = tests_data.dropna().loc['2020-06-15':, 'new_cases_7'].plot(ax=ax, secondary_y=True, style='r--')\n",
-    "ax.set_ylim((0, sec_y_max))\n",
-    "ax.legend(['Cases (7 day moving average)'], loc='lower right')\n",
-    "ax.set_ylabel('New cases')\n",
-    "# plt.savefig('tests_and_cases.png')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 115,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "outputs": [
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 720x576 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "pri_y_max = int((tests_data.dropna().loc[chart_start_date: , 'new_tests_7'].max() * 1.1) / 100 ) * 100\n",
-    "ax = tests_data.dropna().loc[chart_start_date: , 'new_tests_7'].plot(figsize=(10, 8), \n",
-    "                                                               style=['k-'], \n",
-    "                                                               legend=False,\n",
-    "                                                               ylim=(0, pri_y_max))\n",
-    "ax.set_title('Tests done and new cases (7 day moving average)')\n",
-    "ax.legend(['Tests, 7 day moving average'], loc='lower left')\n",
-    "ax.set_ylabel('Tests')\n",
-    "sec_y_max = int((tests_data.dropna().loc[chart_start_date:, 'new_cases_7'].max() * 1.1) / 100) * 100\n",
-    "ax = tests_data.dropna().loc[chart_start_date:, 'new_cases_7'].plot(ax=ax, secondary_y=True, style='r--')\n",
-    "ax.set_ylim((0, sec_y_max))\n",
-    "ax.legend(['Cases (7 day moving average)'], loc='lower right')\n",
-    "ax.set_ylabel('New cases')\n",
-    "plt.savefig('tests_and_cases.png')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 116,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "outputs": [
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 720x576 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "ax = (tests_data.loc[chart_start_date: , ['fraction_positive', 'fraction_positive_7']] * 100).plot(figsize=(10, 8), \n",
-    "                                                                                                  style=['b:', 'k-'], legend=False)\n",
-    "ax.set_title('Fraction of tests with positive results')\n",
-    "ax.legend(['Fraction positive (%)', 'Fraction positive (%), 7 day moving average'], loc='upper left')\n",
-    "ax.set_ylabel('Fraction positive')\n",
-    "cases_axis_max = (1.0 * tests_data.loc[chart_start_date:].new_cases_7.max() \n",
-    "                  * tests_data.loc[chart_start_date:].fraction_positive.max() \n",
-    "                  / tests_data.loc[chart_start_date:].fraction_positive_7.max()\n",
-    "                  )\n",
-    "\n",
-    "ax2 = ax.twinx()\n",
-    "ax2 = tests_data.loc[chart_start_date:, 'new_cases_7'].plot(ax=ax2, secondary_y=True, style='r--')\n",
-    "ax2.set_ylim(-1000, cases_axis_max)\n",
-    "ax2.legend(['Cases (7 day moving average)'], loc='center left')\n",
-    "ax2.set_ylabel('New cases')\n",
-    "plt.savefig('fraction_positive_tests.png')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 117,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "outputs": [
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 576x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "ax = tests_data.dropna().loc[chart_start_date:].plot(x='fraction_positive_7', y='new_tests_7', \n",
-    "                                                  figsize=(8, 8),\n",
-    "                                                  legend=None)\n",
-    "ax.set_xlabel(\"Fraction of tests that are positive\")\n",
-    "ax.set_ylabel(\"Number of tests\")\n",
-    "for d in tests_data.dropna().loc[chart_start_date::15].index:\n",
-    "    ax.plot(tests_data.loc[d, 'fraction_positive_7'], tests_data.loc[d, 'new_tests_7'], 'o', \n",
-    "                        markersize=8)#, markerfacecolor=marker_col, markeredgecolor=marker_col)\n",
-    "    ax.text(tests_data.loc[d, 'fraction_positive_7'] + 0.0002, tests_data.loc[d, 'new_tests_7'], \n",
-    "            s = d.strftime(\"%d %B %Y\"))\n",
-    "plt.savefig('fraction_positive_tests_vs_tests.png')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 118,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "outputs": [
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 576x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig = plt.figure(figsize=(8, 8))\n",
-    "plt.ylabel('Number of tests')\n",
-    "plt.xlabel('Fraction of tests that are positive')\n",
-    "all_data = tests_data.dropna().loc[chart_start_date:]\n",
-    "\n",
-    "\n",
-    "minx = all_data.fraction_positive_7.min() * 0.9\n",
-    "maxx = all_data.fraction_positive_7.max() * 1.1\n",
-    "miny = all_data.new_tests_7.min() * 0.9\n",
-    "maxy = all_data.new_tests_7.max() * 1.1\n",
-    "\n",
-    "plt.xlim(minx, maxx)\n",
-    "plt.ylim(miny, maxy)\n",
-    "# plt.legend(None)\n",
-    "\n",
-    "def build_state_frame(i):\n",
-    "    this_data = all_data[:i]\n",
-    "    plt.clf()\n",
-    "    plt.ylabel('Number of tests')\n",
-    "    plt.xlabel('Fraction of tests that are positive')\n",
-    "    plt.xlim(minx, maxx)\n",
-    "    plt.ylim(miny, maxy)\n",
-    "    p = plt.plot(this_data.fraction_positive_7, this_data.new_tests_7)\n",
-    "    p[0].set_color('r')\n",
-    "    for d in this_data[::15].index:\n",
-    "        plt.plot(this_data.loc[d, 'fraction_positive_7'], \n",
-    "                this_data.loc[d, 'new_tests_7'], 'o', \n",
-    "                markersize=8, markerfacecolor='r', markeredgecolor='r')\n",
-    "        plt.text(this_data.loc[d, 'fraction_positive_7'] + 0.0002, \n",
-    "                this_data.loc[d, 'new_tests_7'], \n",
-    "            s = d.strftime(\"%d %B %Y\"))\n",
-    "\n",
-    "animator = ani.FuncAnimation(fig, build_state_frame, \n",
-    "                             frames=all_data.shape[0]+1,\n",
-    "                             interval=100,\n",
-    "                             repeat_delay=200,\n",
-    "                             repeat=True)\n",
-    "animator.save('tests_vs_fraction_positive.mp4')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 119,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "ffmpeg version 4.2.4-1ubuntu0.1 Copyright (c) 2000-2020 the FFmpeg developers\n",
-      "  built with gcc 9 (Ubuntu 9.3.0-10ubuntu2)\n",
-      "  configuration: --prefix=/usr --extra-version=1ubuntu0.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --arch=amd64 --enable-gpl --disable-stripping --enable-avresample --disable-filter=resample --enable-avisynth --enable-gnutls --enable-ladspa --enable-libaom --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libcodec2 --enable-libflite --enable-libfontconfig --enable-libfreetype --enable-libfribidi --enable-libgme --enable-libgsm --enable-libjack --enable-libmp3lame --enable-libmysofa --enable-libopenjpeg --enable-libopenmpt --enable-libopus --enable-libpulse --enable-librsvg --enable-librubberband --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvidstab --enable-libvorbis --enable-libvpx --enable-libwavpack --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzmq --enable-libzvbi --enable-lv2 --enable-omx --enable-openal --enable-opencl --enable-opengl --enable-sdl2 --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-nvenc --enable-chromaprint --enable-frei0r --enable-libx264 --enable-shared\n",
-      "  WARNING: library configuration mismatch\n",
-      "  avcodec     configuration: --prefix=/usr --extra-version=1ubuntu0.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --arch=amd64 --enable-gpl --disable-stripping --enable-avresample --disable-filter=resample --enable-avisynth --enable-gnutls --enable-ladspa --enable-libaom --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libcodec2 --enable-libflite --enable-libfontconfig --enable-libfreetype --enable-libfribidi --enable-libgme --enable-libgsm --enable-libjack --enable-libmp3lame --enable-libmysofa --enable-libopenjpeg --enable-libopenmpt --enable-libopus --enable-libpulse --enable-librsvg --enable-librubberband --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvidstab --enable-libvorbis --enable-libvpx --enable-libwavpack --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzmq --enable-libzvbi --enable-lv2 --enable-omx --enable-openal --enable-opencl --enable-opengl --enable-sdl2 --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-nvenc --enable-chromaprint --enable-frei0r --enable-libx264 --enable-shared --enable-version3 --disable-doc --disable-programs --enable-libaribb24 --enable-liblensfun --enable-libopencore_amrnb --enable-libopencore_amrwb --enable-libtesseract --enable-libvo_amrwbenc\n",
-      "  libavutil      56. 31.100 / 56. 31.100\n",
-      "  libavcodec     58. 54.100 / 58. 54.100\n",
-      "  libavformat    58. 29.100 / 58. 29.100\n",
-      "  libavdevice    58.  8.100 / 58.  8.100\n",
-      "  libavfilter     7. 57.100 /  7. 57.100\n",
-      "  libavresample   4.  0.  0 /  4.  0.  0\n",
-      "  libswscale      5.  5.100 /  5.  5.100\n",
-      "  libswresample   3.  5.100 /  3.  5.100\n",
-      "  libpostproc    55.  5.100 / 55.  5.100\n",
-      "Input #0, mov,mp4,m4a,3gp,3g2,mj2, from 'tests_vs_fraction_positive.mp4':\n",
-      "  Metadata:\n",
-      "    major_brand     : isom\n",
-      "    minor_version   : 512\n",
-      "    compatible_brands: isomiso2avc1mp41\n",
-      "    encoder         : Lavf58.29.100\n",
-      "  Duration: 00:00:13.20, start: 0.000000, bitrate: 20 kb/s\n",
-      "    Stream #0:0(und): Video: h264 (High) (avc1 / 0x31637661), yuv420p, 576x576, 19 kb/s, 10 fps, 10 tbr, 10240 tbn, 20 tbc (default)\n",
-      "    Metadata:\n",
-      "      handler_name    : VideoHandler\n",
-      "Stream mapping:\n",
-      "  Stream #0:0 -> #0:0 (h264 (native) -> apng (native))\n",
-      "Press [q] to stop, [?] for help\n",
-      "Output #0, apng, to 'tests_vs_fraction_positive_animation.png':\n",
-      "  Metadata:\n",
-      "    major_brand     : isom\n",
-      "    minor_version   : 512\n",
-      "    compatible_brands: isomiso2avc1mp41\n",
-      "    encoder         : Lavf58.29.100\n",
-      "    Stream #0:0(und): Video: apng, rgb24, 576x576, q=2-31, 200 kb/s, 10 fps, 10 tbn, 10 tbc (default)\n",
-      "    Metadata:\n",
-      "      handler_name    : VideoHandler\n",
-      "      encoder         : Lavc58.54.100 apng\n",
-      "frame=  132 fps= 54 q=-0.0 Lsize=    1982kB time=00:00:13.20 bitrate=1230.1kbits/s speed= 5.4x    \n",
-      "video:1982kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.004237%\n"
-     ]
-    }
-   ],
-   "source": [
-    "!rm tests_vs_fraction_positive_animation.png\n",
-    "!ffmpeg -i tests_vs_fraction_positive.mp4 -plays 0 -final_delay 1 -f apng tests_vs_fraction_positive_animation.png"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 120,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "outputs": [],
-   "source": [
-    "# fig = plt.figure(figsize=(8, 8))\n",
-    "# plt.ylabel('Number of tests')\n",
-    "# plt.xlabel('Fraction of tests that are positive')\n",
-    "\n",
-    "# all_data = data_by_day.dropna().loc[chart_start_date:]\n",
-    "\n",
-    "# minx = all_data.fraction_positive_m7.min() * 0.9\n",
-    "# maxx = all_data.fraction_positive_m7.max() * 1.1\n",
-    "# miny = all_data.tests_m7.min() * 0.9\n",
-    "# maxy = all_data.tests_m7.max() * 1.1\n",
-    "\n",
-    "# plt.xlim(minx, maxx)\n",
-    "# plt.ylim(miny, maxy)\n",
-    "# # plt.legend(None)\n",
-    "\n",
-    "# def build_state_frame(i):\n",
-    "#     this_data = all_data[:i]\n",
-    "#     p = plt.plot(this_data.fraction_positive_m7, this_data.tests_m7)\n",
-    "#     p[0].set_color('r')\n",
-    "#     for d in this_data[::15].index:\n",
-    "#         plt.plot(this_data.loc[d, 'fraction_positive_m7'], \n",
-    "#                 this_data.loc[d, 'tests_m7'], 'o', \n",
-    "#                 markersize=8, markerfacecolor='r', markeredgecolor='r')\n",
-    "#         plt.text(this_data.loc[d, 'fraction_positive_m7'] + 0.0002, \n",
-    "#                 this_data.loc[d, 'tests_m7'], \n",
-    "#             s = d.strftime(\"%d %B %Y\"))\n",
-    "\n",
-    "# # animator = ani.FuncAnimation(fig, build_state_frame, interval=200)\n",
-    "# # animator.save('myfirstAnimation.mp4')\n",
-    "# build_state_frame(103)\n",
-    "# plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 121,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "131"
-      ]
-     },
-     "execution_count": 121,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "all_data.shape[0]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 122,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(0.0127848996, 0.15778081000000002)"
-      ]
-     },
-     "execution_count": 122,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "minx, maxx"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "Collapsed": "false"
-   },
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.8.5"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}