{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Estimating the Date of COVID-19 Changes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import seaborn as sns; sns.set()\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "from scipy import stats\n",
    "import statsmodels.api as sm\n",
    "import pylab\n",
    "\n",
    "# for fancy python printing\n",
    "from IPython.display import Markdown, display\n",
    "def printmd(string):\n",
    "    display(Markdown(string))\n",
    "    \n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['figure.dpi'] = 250"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>country</th>\n",
       "      <th>date</th>\n",
       "      <th>confirmed</th>\n",
       "      <th>deaths</th>\n",
       "      <th>recovered</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Canada</td>\n",
       "      <td>2020-04-26</td>\n",
       "      <td>48033</td>\n",
       "      <td>2687</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Canada</td>\n",
       "      <td>2020-04-27</td>\n",
       "      <td>49616</td>\n",
       "      <td>2841</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Canada</td>\n",
       "      <td>2020-04-28</td>\n",
       "      <td>51150</td>\n",
       "      <td>2983</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Canada</td>\n",
       "      <td>2020-04-29</td>\n",
       "      <td>52865</td>\n",
       "      <td>3155</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Canada</td>\n",
       "      <td>2020-04-30</td>\n",
       "      <td>54457</td>\n",
       "      <td>3310</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   country       date  confirmed  deaths  recovered\n",
       "95  Canada 2020-04-26      48033    2687          0\n",
       "96  Canada 2020-04-27      49616    2841          0\n",
       "97  Canada 2020-04-28      51150    2983          0\n",
       "98  Canada 2020-04-29      52865    3155          0\n",
       "99  Canada 2020-04-30      54457    3310          0"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv(\"/Users/jonny/Desktop/Dataset/covid_19_counts_may2.csv\")\n",
    "data.Date = pd.to_datetime(data.Date)\n",
    "\n",
    "# use only canada for now\n",
    "cad = data.loc[data[\"Country/Region\"] == \"Canada\", [\"Country/Region\", \"Date\", \"Confirmed\", \"Deaths\", \"Recovered\"]]\n",
    "cad.columns = [\"country\", \"date\", \"confirmed\", \"deaths\", \"recovered\"]\n",
    "\n",
    "# group by country and date, sum(confirmed, deaths, recovered)\n",
    "cad = cad.groupby(['country','date'])['confirmed', 'deaths', 'recovered'].sum().reset_index()\n",
    "\n",
    "# convert date string to datetime\n",
    "cad.date = pd.to_datetime(cad.date)\n",
    "cad = cad.sort_values(by = \"date\")\n",
    "cad.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>Country/Region</th>\n",
       "      <th>Confirmed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>26361</th>\n",
       "      <td>US</td>\n",
       "      <td>1069424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26337</th>\n",
       "      <td>Spain</td>\n",
       "      <td>213435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26273</th>\n",
       "      <td>Italy</td>\n",
       "      <td>205463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26359</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>171253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26252</th>\n",
       "      <td>France</td>\n",
       "      <td>165764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26256</th>\n",
       "      <td>Germany</td>\n",
       "      <td>163009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26349</th>\n",
       "      <td>Turkey</td>\n",
       "      <td>120204</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Country/Region  Confirmed\n",
       "26361              US    1069424\n",
       "26337           Spain     213435\n",
       "26273           Italy     205463\n",
       "26359  United Kingdom     171253\n",
       "26252          France     165764\n",
       "26256         Germany     163009\n",
       "26349          Turkey     120204"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# countries with the most cases:\n",
    "data.loc[data[\"Date\"] == \"2020-04-30\", [\"Country/Region\", \"Confirmed\"]].sort_values(by = \"Confirmed\", \n",
    "                                                                                    ascending = False)[:7]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# function to make the time series of confirmed and daily confirmed cases for a specific country\n",
    "def create_country (country, end_date, state = False) : \n",
    "    if state :\n",
    "        df = data.loc[data[\"Province/State\"] == country, [\"Province/State\", \"Date\", \"Confirmed\", \"Deaths\", \"Recovered\"]]\n",
    "    else : \n",
    "        df = data.loc[data[\"Country/Region\"] == country, [\"Country/Region\", \"Date\", \"Confirmed\", \"Deaths\", \"Recovered\"]]\n",
    "    df.columns = [\"country\", \"date\", \"confirmed\", \"deaths\", \"recovered\"]\n",
    "\n",
    "    # group by country and date, sum(confirmed, deaths, recovered). do this because countries have multiple cities \n",
    "    df = df.groupby(['country','date'])['confirmed', 'deaths', 'recovered'].sum().reset_index()\n",
    "\n",
    "    # convert date string to datetime\n",
    "    df.date = pd.to_datetime(df.date)\n",
    "    df = df.sort_values(by = \"date\")\n",
    "    df = df[df.date <= end_date]\n",
    "\n",
    "    df.tail()\n",
    "\n",
    "    # make new confirmed cases every day:\n",
    "    cases_shifted = np.array([0] + list(df.confirmed[:-1]))\n",
    "    daily_confirmed = np.array(df.confirmed) - cases_shifted\n",
    "    df[\"daily_confirmed\"] = daily_confirmed \n",
    "    \n",
    "    # moving average for daily confirmed cases\n",
    "    df[\"moving_avg\"] = df.daily_confirmed.rolling(window=4).mean()\n",
    "\n",
    "    fig, ax = plt.subplots(1,2, figsize=(15, 6))\n",
    "\n",
    "    # plot daily confirmed cases, along with moving average\n",
    "    #plt.figure(figsize=(11, 5))\n",
    "    sns.lineplot(x = df.date, \n",
    "                 y = df.daily_confirmed, \n",
    "                 #label = \"Raw Data\",\n",
    "                 ax = ax[1])\n",
    "\n",
    "#     sns.lineplot(x = df.date, \n",
    "#                  y = df.moving_avg, \n",
    "#                  label = \"Moving Average\",\n",
    "#                  legend = \"full\",\n",
    "#                  ax = ax[0]).set_title(\"Daily New Confirmed COVID-19 Cases in %s\" % country)\n",
    "    ax[1].set(ylabel='Daily Confirmed Cases', \n",
    "              xlabel='Date',\n",
    "              title = \"Daily New Confirmed COVID-19 Cases in %s\" % country)\n",
    "\n",
    "    sns.lineplot(x=\"date\", \n",
    "                 y=\"confirmed\", \n",
    "                 data= df,\n",
    "                 ax = ax[0]\n",
    "                ).set_title(\"Total Confirmed COVID-19 Cases in %s\" % country)\n",
    "    ax[0].set(ylabel='Daily Confirmed Cases', xlabel='Date');\n",
    "    return df\n",
    "\n",
    "\n",
    "def summary(samples):\n",
    "    site_stats = {}\n",
    "    for k, v in samples.items():\n",
    "        site_stats[k] = {\n",
    "            \"mean\": torch.mean(v, 0),\n",
    "            \"std\": torch.std(v, 0),\n",
    "            \"5%\": v.kthvalue(int(len(v) * 0.05), dim=0)[0],\n",
    "            \"95%\": v.kthvalue(int(len(v) * 0.95), dim=0)[0],\n",
    "        }\n",
    "    return site_stats"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### US"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 3750x1500 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 1353,
       "width": 3240
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "us = create_country(\"US\", end_date = \"2020-04-30\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "us_start = \"2020-02-26\" # 51 confirmed cases\n",
    "us = us[us.date >= us_start].reset_index(drop = True)\n",
    "us[\"days_since_start\"] = np.arange(us.shape[0]) + 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Canada"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3750x1500 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 1353,
       "width": 3197
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cad = create_country(\"Canada\", end_date = \"2020-04-30\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "cad_start = \"2020-02-27\" # 13 confirmed cases\n",
    "cad = cad[cad.date >= cad_start].reset_index(drop = True)\n",
    "cad[\"days_since_start\"] = np.arange(cad.shape[0]) + 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cad.shape\n",
    "cad_tmp = cad[cad.date < \"2020-03-28\"]\n",
    "cad_tmp.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ontario = create_country(\"Ontario\", end_date = \"2020-04-15\", state = True) #data[data[\"Province/State\"] == \"Ontario\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ontario[ontario.date > \"2020-04-01\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Italy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3750x1500 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 1353,
       "width": 3218
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "italy = create_country(\"Italy\", end_date = \"2020-04-30\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "italy_start = \"2020-02-21\"\n",
    "italy = italy[italy.date >= italy_start].reset_index(drop = True)\n",
    "\n",
    "italy[\"days_since_start\"] = np.arange(italy.shape[0]) + 1\n",
    "\n",
    "# no daily confirmed cases on March 12th, probably some sort of admin error because there are 5100 cases \n",
    "# on march 13th.\n",
    "# take 2500 cases from march 13th and put them in march 12th. This will be \"wrong\", however hopefully any error w\n",
    "num_cases = 2500\n",
    "italy.loc[italy.date == \"2020-03-12\", \"daily_confirmed\"] = num_cases # add cases to march12th\n",
    "italy.loc[italy.date == \"2020-03-13\", \"daily_confirmed\"] -= num_cases # subtract the cases from march13th"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Spain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3750x1500 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 1353,
       "width": 3218
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "spain = create_country(\"Spain\", end_date = \"2020-04-30\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'spain2' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-13-36a9eaecb3c1>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      9\u001b[0m \u001b[0mspain\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mspain\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdate\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"2020-03-13\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"daily_confirmed\"\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m-=\u001b[0m \u001b[0mnum_cases\u001b[0m \u001b[0;31m# subtract the cases from march13th\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 11\u001b[0;31m \u001b[0mspain2\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mspain2\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mspain2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdate\u001b[0m \u001b[0;34m>=\u001b[0m \u001b[0mspain_start\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreset_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdrop\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     12\u001b[0m \u001b[0mspain2\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"days_since_start\"\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mspain2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     13\u001b[0m \u001b[0;31m# no cases on march 12th but 2900 cases on march 13th\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'spain2' is not defined"
     ]
    }
   ],
   "source": [
    "spain_start = \"2020-02-25\"\n",
    "spain = spain[spain.date >= spain_start].reset_index(drop = True)\n",
    "\n",
    "spain[\"days_since_start\"] = np.arange(spain.shape[0]) + 1\n",
    "\n",
    "# no cases on march 12th but 2900 cases on march 13th\n",
    "num_cases = 1450\n",
    "spain.loc[spain.date == \"2020-03-12\", \"daily_confirmed\"] = num_cases # add cases to march12th\n",
    "spain.loc[spain.date == \"2020-03-13\", \"daily_confirmed\"] -= num_cases # subtract the cases from march13th\n",
    "\n",
    "# spain2 = spain2[spain2.date >= spain_start].reset_index(drop = True)\n",
    "# spain2[\"days_since_start\"] = np.arange(spain2.shape[0]) + 1\n",
    "# # no cases on march 12th but 2900 cases on march 13th\n",
    "# spain2.loc[spain2.date == \"2020-03-12\", \"daily_confirmed\"] = num_cases # add cases to march12th\n",
    "# spain2.loc[spain2.date == \"2020-03-13\", \"daily_confirmed\"] -= num_cases # subtract the cases from march13th"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Germany"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3750x1500 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 1353,
       "width": 3218
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "germany = create_country(\"Germany\", end_date = \"2020-04-30\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "germany_start = \"2020-02-25\"\n",
    "germany = germany[germany.date >= germany_start].reset_index(drop = True)\n",
    "\n",
    "germany[\"days_since_start\"] = np.arange(germany.shape[0]) + 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### United Kingdom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3750x1500 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 1353,
       "width": 3218
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "uk = create_country(\"United Kingdom\", end_date = \"2020-04-30\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### South Korea"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3750x1500 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 1353,
       "width": 3197
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#\"Country/Region\"\n",
    "sk = create_country(\"South Korea\", end_date = \"2020-04-30\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Data for Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# variable for data to easily swap it out:\n",
    "country_ = \"Canada (Before March 28th)\"\n",
    "reg_data = cad_tmp.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### POC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "### testing out piecewise regression to see if its reasonnable\n",
    "\n",
    "# just choose a random point to split on. difference here is that we have a closed form solution\n",
    "_date = 25\n",
    "\n",
    "# piece 1\n",
    "df = reg_data[reg_data.days_since_start < _date]\n",
    "x = np.array(df[\"days_since_start\"]).reshape(-1, 1) # predictor is the day number, t\n",
    "y = np.log(np.array(df[\"daily_confirmed\"]).reshape(-1, 1)) # response is the number of confirmed cases\n",
    "\n",
    "reg = LinearRegression()\n",
    "_ = reg.fit(x, y)\n",
    "print(\"Regression 1 weight: \", round(reg.coef_[0][0], 2))\n",
    "print(\"Regression 1 bias: \", round(reg.intercept_[0], 2))\n",
    "\n",
    "# piece 2\n",
    "df2 = reg_data[reg_data.days_since_start >= _date]\n",
    "x2 = np.array(df2[\"days_since_start\"]).reshape(-1, 1) # predictor is the day number, t\n",
    "y2 = np.log(np.array(df2[\"daily_confirmed\"]).reshape(-1, 1)) # response is the number of confirmed cases\n",
    "\n",
    "reg2 = LinearRegression()\n",
    "_ = reg2.fit(x2, y2)\n",
    "print(\"Regression 2 weight: \", round(reg2.coef_[0][0], 2))\n",
    "print(\"Regression 2 bias: \", round(reg2.intercept_[0], 2))\n",
    "\n",
    "# plot data:\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(12, 5))\n",
    "\n",
    "# log regression model\n",
    "ax[0].scatter(x, y, s = 15);\n",
    "ax[0].scatter(x2, y2, s = 15, color = \"red\");\n",
    "ax[0].plot(x, x*reg.coef_[0][0] + reg.intercept_) \n",
    "ax[0].plot(x2, x2*reg2.coef_[0][0] + reg2.intercept_, color = \"red\") \n",
    "ax[0].set(title = \"Daily Cases: Piecewise Regression Model - Log Data\")\n",
    "\n",
    "ax[1].scatter(x, np.exp(y), s = 15)\n",
    "ax[1].scatter(x2, np.exp(y2), s = 15, color = \"red\")\n",
    "ax[1].plot(x, np.exp(x*reg.coef_[0][0] + reg.intercept_))\n",
    "ax[1].plot(x2, np.exp(x2*reg2.coef_[0][0] + reg2.intercept_), color = \"red\");\n",
    "ax[1].set(title = \"Daily Cases: Piecewise Regression Model - Original Data\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Change Point Estimation in Pyro"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "\n",
    "import pyro\n",
    "import pyro.distributions as dist\n",
    "from torch import nn\n",
    "from pyro.nn import PyroModule, PyroSample\n",
    "\n",
    "from pyro.infer import MCMC, NUTS, HMC\n",
    "from pyro.infer.autoguide import AutoGuide, AutoDiagonalNormal\n",
    "\n",
    "from pyro.infer import SVI, Trace_ELBO\n",
    "from pyro.infer import Predictive"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# we should be able to have an empirical estimate for the mean of the prior for the 2nd regression bias term\n",
    "# this will be something like b = log(max(daily_confirmed))\n",
    "\n",
    "# might be able to have 1 regression model but change the data so that we have new terms for (tau < t) \n",
    "# like an interaction term\n",
    "\n",
    "class COVID_change(PyroModule):\n",
    "    def __init__(self, in_features, out_features, b1_mu, b2_mu):\n",
    "        super().__init__()\n",
    "        self.linear1 = PyroModule[nn.Linear](in_features, out_features, bias = False)\n",
    "        self.linear1.weight = PyroSample(dist.Normal(0.5, 0.25).expand([1, 1]).to_event(1))\n",
    "        self.linear1.bias = PyroSample(dist.Normal(b1_mu, 1.))\n",
    "        \n",
    "        # could possibly have stronger priors for the 2nd regression line, because we wont have as much data\n",
    "        self.linear2 = PyroModule[nn.Linear](in_features, out_features, bias = False)\n",
    "        self.linear2.weight = PyroSample(dist.Normal(0., 0.25).expand([1, 1])) #.to_event(1))\n",
    "        self.linear2.bias = PyroSample(dist.Normal(b2_mu, b2_mu/4))\n",
    "\n",
    "    def forward(self, x, y=None):\n",
    "        tau = pyro.sample(\"tau\", dist.Beta(4, 3))\n",
    "        sigma = pyro.sample(\"sigma\", dist.Uniform(0., 3.))\n",
    "        # fit lm's to data based on tau\n",
    "        sep = int(np.ceil(tau.detach().numpy() * len(x)))\n",
    "        mean1 = self.linear1(x[:sep]).squeeze(-1)\n",
    "        mean2 = self.linear2(x[sep:]).squeeze(-1)\n",
    "        mean = torch.cat((mean1, mean2))\n",
    "        obs = pyro.sample(\"obs\", dist.Normal(mean, sigma), obs=y)\n",
    "        return mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "tensor_data = torch.tensor(reg_data[[\"daily_confirmed\", \"days_since_start\"]].values, dtype=torch.float)\n",
    "x_data = tensor_data[:, 1].unsqueeze_(1)\n",
    "y_data = np.log(tensor_data[:, 0])\n",
    "\n",
    "# prior hyper params\n",
    "# take log of the average of the 1st quartile to get the prior mean for the bias of the 2nd regression line\n",
    "q1 = np.quantile(y_data, q = 0.25)\n",
    "bias_1_mean = np.mean(y_data.numpy()[y_data <= q1])\n",
    "print(\"Prior mean for Bias 1: \", bias_1_mean)\n",
    "\n",
    "# take log of the average of the 4th quartile to get the prior mean for the bias of the 2nd regression line\n",
    "q4 = np.quantile(y_data, q = 0.75)\n",
    "bias_2_mean = np.mean(y_data.numpy()[y_data >= q4])\n",
    "print(\"Prior mean for Bias 2: \", bias_2_mean)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Approximate Inference with Stochastic Variational Inference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = COVID_change(1, 1, \n",
    "                           b1_mu = bias_1_mean,\n",
    "                           b2_mu = bias_2_mean)\n",
    "auto_guide = AutoDiagonalNormal(model)\n",
    "svi = SVI(model = model, # bayesian regression class\n",
    "          guide = auto_guide, # using auto guide\n",
    "          optim = pyro.optim.Adam({\"lr\": 0.1}), # optimizer\n",
    "          loss=Trace_ELBO()) # loss function\n",
    "\n",
    "num_iterations = 7500\n",
    "# param_store is where pyro stores param estimates\n",
    "pyro.clear_param_store()\n",
    "# inference loop\n",
    "for j in range(num_iterations):\n",
    "    # calculate the loss and take a gradient step\n",
    "    loss = svi.step(x_data, y_data)\n",
    "    if j % 750 == 0:\n",
    "        print(\"[iteration %04d] loss: %.4f\" % (j + 1, loss / len(y_data)))\n",
    "        \n",
    "auto_guide.requires_grad_(False)\n",
    "num_samples = 2000\n",
    "predictive = Predictive(model = model, \n",
    "                        guide = auto_guide, \n",
    "                        num_samples = num_samples,\n",
    "                        return_sites=(\"linear1.weight\", \"linear1.bias\", \n",
    "                                      \"linear2.weight\", \"linear2.bias\", \n",
    "                                      \"tau\", \"sigma\", \"_RETURN\", \"obs\"))\n",
    "samples = predictive(x_data)\n",
    "\n",
    "pred_summary = summary(samples)\n",
    "mu = pred_summary[\"_RETURN\"] # mean\n",
    "y = pred_summary[\"obs\"] # samples from likelihood: mu + sigma\n",
    "\n",
    "predictions = pd.DataFrame({\n",
    "    \"days_since_start\": x_data[:, 0],\n",
    "    \"mu_mean\": mu[\"mean\"],    # mean of likelihood\n",
    "    \"mu_perc_5\": mu[\"5%\"],\n",
    "    \"mu_perc_95\": mu[\"95%\"],\n",
    "    \"y_mean\": y[\"mean\"],      # mean of likelihood + noise\n",
    "    \"y_perc_5\": y[\"5%\"],\n",
    "    \"y_perc_95\": y[\"95%\"],\n",
    "    \"true_daily_confirmed\": y_data,\n",
    "})\n",
    "predictions.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### HMC with NUTS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = COVID_change(1, 1, \n",
    "                     b1_mu = bias_1_mean,\n",
    "                     b2_mu = bias_2_mean)\n",
    "# need more than 400 samples/chain if we want to use a flat prior on b_2 and w_2\n",
    "num_samples =800 \n",
    "# mcmc \n",
    "nuts_kernel = NUTS(model)\n",
    "mcmc = MCMC(nuts_kernel, \n",
    "            num_samples=num_samples,\n",
    "            warmup_steps = 150, \n",
    "            num_chains = 4)\n",
    "mcmc.run(x_data, y_data)\n",
    "samples = mcmc.get_samples()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# extract individual posteriors\n",
    "weight_1_post = samples[\"linear1.weight\"].detach().numpy()\n",
    "weight_2_post = samples[\"linear2.weight\"].detach().numpy()\n",
    "bias_1_post = samples[\"linear1.bias\"].detach().numpy()\n",
    "bias_2_post = samples[\"linear2.bias\"].detach().numpy()\n",
    "tau_post = samples[\"tau\"].detach().numpy()\n",
    "sigma_post = samples[\"sigma\"].detach().numpy()\n",
    "\n",
    "# build likelihood distribution:\n",
    "tau_days = list(map(int, np.ceil(tau_post * len(x_data))))\n",
    "mean_ = torch.zeros(len(tau_days), len(x_data))\n",
    "obs_ = torch.zeros(len(tau_days), len(x_data))\n",
    "for i in range(len(tau_days)) : \n",
    "    mean_[i, :] = torch.cat((x_data[:tau_days[i]] * weight_1_post[i] + bias_1_post[i],\n",
    "                          x_data[tau_days[i]:] * weight_2_post[i] + bias_2_post[i])).reshape(len(x_data))\n",
    "    obs_[i, :] = dist.Normal(mean_[i, :], sigma_post[i]).sample()\n",
    "samples[\"_RETURN\"] = mean_\n",
    "samples[\"obs\"] = obs_\n",
    "\n",
    "pred_summary = summary(samples)\n",
    "mu = pred_summary[\"_RETURN\"] # mean\n",
    "y = pred_summary[\"obs\"] # samples from likelihood: mu + sigma\n",
    "\n",
    "predictions = pd.DataFrame({\n",
    "    \"days_since_start\": x_data[:, 0],\n",
    "    \"mu_mean\": mu[\"mean\"],    # mean of likelihood\n",
    "    \"mu_perc_5\": mu[\"5%\"],\n",
    "    \"mu_perc_95\": mu[\"95%\"],\n",
    "    \"y_mean\": y[\"mean\"],      # mean of likelihood + noise\n",
    "    \"y_perc_5\": y[\"5%\"],\n",
    "    \"y_perc_95\": y[\"95%\"],\n",
    "    \"true_daily_confirmed\": y_data,\n",
    "})\n",
    "predictions.head()\n",
    "\n",
    "w1_ = pred_summary[\"linear1.weight\"]\n",
    "w2_ = pred_summary[\"linear2.weight\"]\n",
    "\n",
    "b1_ = pred_summary[\"linear1.bias\"]\n",
    "b2_ = pred_summary[\"linear2.bias\"]\n",
    "\n",
    "tau_ = pred_summary[\"tau\"]\n",
    "sigma_ = pred_summary[\"sigma\"]\n",
    "\n",
    "ind = int(np.ceil(tau_[\"mean\"] * len(x_data)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Diagnostics\n",
    "\n",
    "- Residual plots: Should these be samples from the likelihood compared with the actual data? Or just the mean of the likelihood?\n",
    "- $\\hat{R}$: The factor that the scale of the current distribution will be reduced by if we were to run the simulations forever. As n tends to $\\inf$, $\\hat{R}$ tends to 1. So we want values close to 1.\n",
    "- Mixing and Stationarity: I sampled 4 chains. Do I then take these chains, split them in half and plot them. If they converge to the same stationary distribution, does that mean the MCMC converged? What do I do with more sampled chains?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "mcmc.summary()\n",
    "diag = mcmc.diagnostics()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_samples = np.arange(len(weight_1_post))\n",
    "_half = int(len(n_samples) / 2)\n",
    "fig, ax = plt.subplots(3,2, figsize=(20, 14))\n",
    "\n",
    "ax[0,0].plot(n_samples[:_half], weight_1_post[:_half, 0])\n",
    "ax[0,0].plot(n_samples[:_half], weight_1_post[_half:, 0]);\n",
    "ax[0,0].set(title=\"Weight 1, R_hat: %f\" % diag[\"linear1.weight\"]['r_hat'].numpy())\n",
    "\n",
    "#ax[0,1].plot(n_samples, weight_2_post[:, 0]);\n",
    "ax[0,1].plot(n_samples[:_half], weight_2_post[:_half, 0])\n",
    "ax[0,1].plot(n_samples[:_half], weight_2_post[_half:, 0]);\n",
    "ax[0,1].set(title=\"Weight 2, R_hat: %f\" % diag[\"linear2.weight\"]['r_hat'].numpy())\n",
    "\n",
    "ax[1,0].plot(n_samples[:_half], bias_1_post[:_half]);\n",
    "ax[1,0].plot(n_samples[:_half], bias_1_post[_half:]);\n",
    "ax[1,0].set(title=\"Bias 1, R_hat: %f\" % diag[\"linear1.bias\"]['r_hat'].numpy())\n",
    "\n",
    "ax[1,1].plot(n_samples[:_half], bias_2_post[:_half]);\n",
    "ax[1,1].plot(n_samples[:_half], bias_2_post[_half:]);\n",
    "ax[1,1].set(title=\"Bias 2, R_hat: %f\" % diag[\"linear2.bias\"]['r_hat'].numpy())\n",
    "\n",
    "ax[2,0].plot(n_samples[:_half], tau_post[:_half]);\n",
    "ax[2,0].plot(n_samples[:_half], tau_post[_half:]);\n",
    "ax[2,0].set(title=\"Tau, R_hat: %f\" % diag[\"tau\"]['r_hat'].numpy())\n",
    "\n",
    "ax[2,1].plot(n_samples[:_half], sigma_post[:_half]);\n",
    "ax[2,1].plot(n_samples[:_half], sigma_post[_half:]);\n",
    "ax[2,1].set(title=\"Sigma, R_hat: %f\" % diag[\"sigma\"]['r_hat'].numpy());"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Posterior Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(ind)\n",
    "print(reg_data.date[ind])\n",
    "\n",
    "fig, ax = plt.subplots(2,2, figsize=(18, 7))\n",
    "plt.suptitle(\"Posterior Distributions for %s\" % country_, fontsize=15)\n",
    "\n",
    "sns.distplot(weight_1_post, \n",
    "             kde_kws = {\"label\": \"Weight 1\"}, \n",
    "             color = \"green\",\n",
    "             norm_hist = True,\n",
    "             kde = True,\n",
    "             ax = ax[0, 0])\n",
    "#ax[0, 0].axvline(x = w1_[\"mean\"], linestyle = '--')\n",
    "\n",
    "sns.distplot(weight_2_post, \n",
    "             kde_kws = {\"label\": \"Weight 2\"}, \n",
    "             color = \"teal\",\n",
    "             norm_hist = True,\n",
    "             kde = True,\n",
    "             ax = ax[0, 0])\n",
    "#ax[0, 0].axvline(x = w2_[\"mean\"], linestyle = '--')\n",
    "\n",
    "sns.distplot(bias_1_post, \n",
    "             kde_kws = {\"label\": \"Bias 1\"}, \n",
    "             color = \"red\",\n",
    "             norm_hist = True,\n",
    "             kde = True,\n",
    "             ax = ax[0, 1]);\n",
    "#ax[0, 1].axvline(x = b1_[\"mean\"], linestyle = '--')\n",
    "\n",
    "sns.distplot(bias_2_post, \n",
    "             kde_kws = {\"label\": \"Bias 2\"}, \n",
    "             color = \"orange\",\n",
    "             norm_hist = True,\n",
    "             kde = True,\n",
    "             ax = ax[0, 1])\n",
    "#ax[0, 1].axvline(x = b2_[\"mean\"], linestyle = '--');\n",
    "\n",
    "sns.distplot(tau_post, \n",
    "             kde_kws = {\"label\": \"Tau\"}, \n",
    "             color = \"blue\",\n",
    "             norm_hist = True,\n",
    "             kde = True,\n",
    "             ax = ax[1, 0])\n",
    "# ax[1, 0].axvline(x = tau_[\"mean\"], linestyle = '--', color = \"red\")\n",
    "# ax[1, 0].axvline(x = np.median(tau_post), linestyle = '--', color = \"blue\")\n",
    "\n",
    "sns.distplot(sigma_post, \n",
    "             kde_kws = {\"label\": \"Sigma\"}, \n",
    "             color = \"orange\",\n",
    "             norm_hist = True,\n",
    "             kde = True,\n",
    "             ax = ax[1,1]);\n",
    "#ax[1, 1].axvline(x = sigma_[\"mean\"], linestyle = '--');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "start_date_ = str(reg_data.date[0]).split(' ')[0]\n",
    "change_date_ = str(reg_data.date[ind]).split(' ')[0]\n",
    "print(\"Date of change for {}: {}\".format(country_, change_date_))\n",
    "\n",
    "# plot data:\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(15, 5))\n",
    "\n",
    "# log regression model\n",
    "ax[0].scatter(y = y_data[:ind], x = x_data[:ind], s = 15);\n",
    "ax[0].scatter(y = y_data[ind:], x = x_data[ind:], s = 15, color = \"red\");\n",
    "\n",
    "ax[0].plot(predictions[\"days_since_start\"],\n",
    "           predictions[\"y_mean\"], \n",
    "           color = \"green\",\n",
    "           label = \"Mean\") \n",
    "ax[0].axvline(ind, \n",
    "              linestyle = '--', linewidth = 1,\n",
    "              label = \"Day of Change\",\n",
    "              color = \"black\")\n",
    "ax[0].fill_between(predictions[\"days_since_start\"], \n",
    "                   predictions[\"y_perc_5\"], \n",
    "                   predictions[\"y_perc_95\"], \n",
    "                   alpha = 0.25,\n",
    "                   label = \"90% Credible Interval\",\n",
    "                   color = \"teal\");\n",
    "ax[0].fill_betweenx([0, 1], \n",
    "                    tau_[\"5%\"] * len(x_data), \n",
    "                    tau_[\"95%\"] * len(x_data), \n",
    "                    alpha = 0.25,\n",
    "                    label = \"90% Credible Interval \\n for tau\",\n",
    "                    color = \"lightcoral\",\n",
    "                    transform=ax[0].get_xaxis_transform());\n",
    "ax[0].set(ylabel = \"log (Daily New Cases)\", \n",
    "          xlabel = \"Days since %s\" % start_date_, \n",
    "          title = \"Log Daily Confirmed Cases: %s\" % country_)\n",
    "ax[0].legend(loc = \"upper left\")\n",
    "\n",
    "\n",
    "# plot daily confirmed cases, along with moving average\n",
    "sns.lineplot(x = \"date\", \n",
    "             y = \"daily_confirmed\", \n",
    "             data = reg_data,\n",
    "             label = \"New Cases\",\n",
    "             ax = ax[1])\n",
    "sns.lineplot(x = \"date\", \n",
    "             y = \"moving_avg\", \n",
    "             data = reg_data,\n",
    "             label = \"Moving Average\",\n",
    "             ax = ax[1]).set_title(\"Daily New Cases in %s\" % country_);\n",
    "ax[1].fill_betweenx([0, 1], \n",
    "                    reg_data.date[int(tau_[\"5%\"] * len(x_data))], \n",
    "                    reg_data.date[int(tau_[\"95%\"] * len(x_data))], \n",
    "                    alpha = 0.25,\n",
    "                    label = \"90% Credible Interval \\n for tau\",\n",
    "                    color = \"lightcoral\",\n",
    "                    transform=ax[1].get_xaxis_transform())\n",
    "ax[1].axvline(reg_data.date[ind], \n",
    "              linestyle = '--', linewidth = 1,\n",
    "              label = \"Day of Change\", \n",
    "              color = \"black\");\n",
    "plt.xticks(reg_data.date)\n",
    "ax[1].xaxis.set_major_locator(plt.MaxNLocator(6)) # reduce number of xticks\n",
    "ax[1].legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# residual and qq plot\n",
    "resid = predictions[\"true_daily_confirmed\"] - predictions[\"y_mean\"]\n",
    "\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(15, 5))\n",
    "\n",
    "ax[0].scatter(predictions[\"days_since_start\"], \n",
    "              resid,\n",
    "              s = 15)\n",
    "ax[0].axvline(ind, linestyle = '--', \n",
    "              linewidth = 1, label = \"Est. Date of Change\");\n",
    "ax[0].axhline(0, linewidth = 1,\n",
    "              color = \"red\");\n",
    "ax[0].legend();\n",
    "ax[0].set(title=\"Residual Plot - %s\" % country_,\n",
    "          xlabel = \"Days since %s\" % start_date_)\n",
    "\n",
    "sm.qqplot(resid, line='45', ax = ax[1]);\n",
    "ax[1].set(title = \"QQ Plot of Residuals - %s\" % country_);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig, ax = plt.subplots(1,2, figsize=(15, 6))\n",
    "\n",
    "#plt.figure(figsize=(11, 5))\n",
    "sns.lineplot(x=\"date\", \n",
    "             y=\"confirmed\", \n",
    "             data= reg_data,\n",
    "             ax = ax[0]\n",
    "            ).set_title(\"Confirmed COVID-19 Cases in %s\" % country_)\n",
    "ax[0].axvline(reg_data.date[ind], color=\"red\", linestyle=\"--\")\n",
    "\n",
    "ax[1].scatter(y = reg_data.daily_confirmed[:ind], x = x_data[:ind], s = 15);\n",
    "ax[1].scatter(y = reg_data.daily_confirmed[ind:], x = x_data[ind:], s = 15, color = \"red\");\n",
    "\n",
    "ax[1].plot(predictions[\"days_since_start\"],\n",
    "           np.exp(predictions[\"y_mean\"]), \n",
    "           color = \"green\",\n",
    "           label = \"Mean\") \n",
    "# ax[1].fill_between(predictions[\"days_since_start\"], \n",
    "#                    np.exp(predictions[\"y_perc_5\"]), \n",
    "#                    np.exp(predictions[\"y_perc_95\"]), \n",
    "#                    alpha = 0.25,\n",
    "#                    label = \"90% Credible Interval\",\n",
    "#                    color = \"teal\");\n",
    "ax[1].axvline(ind, linestyle = '--', \n",
    "              linewidth = 1,\n",
    "              label = \"Day of Change\")\n",
    "ax[1].legend(loc = \"upper left\")\n",
    "ax[1].set(ylabel = \"Daily Confirmed Cases\", \n",
    "          xlabel = \"Days since %s\" % start_date_,\n",
    "          title = \"Daily Confirmed Cases: %s\" % country_);\n",
    "printmd(\"**Date of change for {}: {}**\".format(country_, change_date_));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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