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Covid-19 in Scotland
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/daniel/.virtualenvs/IGRlaptop21/sandbox/lib/python3.6/site-packages/pandas/compat/__init__.py:85: UserWarning: Could not import the lzma module. Your installed Python is incomplete. Attempting to use lzma compression will result in a RuntimeError.\n",
" warnings.warn(msg)\n",
"/home/daniel/.virtualenvs/IGRlaptop21/sandbox/lib/python3.6/site-packages/pandas/compat/__init__.py:85: UserWarning: Could not import the lzma module. Your installed Python is incomplete. Attempting to use lzma compression will result in a RuntimeError.\n",
" warnings.warn(msg)\n"
]
}
],
"source": [
"import pandas as pd\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from datetime import date\n",
"\n",
"today = date.today()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"columns = [\"Tested Cumulative negative\", \"Tested Cumulative positive\", \"Total tests\", \"Daily positive\",\n",
" \"Daily NHS Tests\", \"Cumulative NHS Tests\", \"Daily RTC Tests\", \"Culumative RTC Tests\", \"9\", \"10\", \"11\", \"12\"]\n",
"national_data = pd.read_excel(f\"https://www.gov.scot/binaries/content/documents/govscot/publications/statistics/2020/04/coronavirus-covid-19-trends-in-daily-data/documents/trends-in-number-of-people-in-hospital-with-confirmed-or-suspected-covid-19/trends-in-number-of-people-in-hospital-with-confirmed-or-suspected-covid-19/govscot%3Adocument/Trends%2Bin%2Bdaily%2BCOVID-19%2Bdata%2B{today:%d}%2B{today:%B}%2B2020.xlsx?forceDownload=true\",\n",
" sheet_name=\"Table 5 - Testing\", skiprows=2, index_col=\"Date notified\")\n",
"national_data = national_data.rename(columns=dict(zip(national_data.columns, columns)))\n",
"national_data = national_data[columns[:8]]\n",
"national_data = national_data.drop(national_data.index[0])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"columns = [\"ICU Confirmed\", \"ICU Suspected\", \"ICU Total\", \"Hospital Confirmed\", \"Hospital Suspected\", \"Hospital Total\"]\n",
"hospital_data = pd.read_excel(f\"https://www.gov.scot/binaries/content/documents/govscot/publications/statistics/2020/04/coronavirus-covid-19-trends-in-daily-data/documents/trends-in-number-of-people-in-hospital-with-confirmed-or-suspected-covid-19/trends-in-number-of-people-in-hospital-with-confirmed-or-suspected-covid-19/govscot%3Adocument/Trends%2Bin%2Bdaily%2BCOVID-19%2Bdata%2B{today:%d}%2B{today:%B}%2B2020.xlsx?forceDownload=true\",\n",
" sheet_name=\"Table 2 - Hospital Care\", skiprows=2, index_col=\"Date\")\n",
"hospital_data = hospital_data.rename(columns=dict(zip(hospital_data.columns, columns)))\n",
"hospital_data = hospital_data[columns[:6]]\n",
"hospital_data = hospital_data.drop(hospital_data.index[0])\n",
"#hospital_data = hospital_data.fillna(0)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"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>ICU Confirmed</th>\n",
" <th>ICU Suspected</th>\n",
" <th>ICU Total</th>\n",
" <th>Hospital Confirmed</th>\n",
" <th>Hospital Suspected</th>\n",
" <th>Hospital Total</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",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2020-03-18</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>6</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>149</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-19</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>11</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>213</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-20</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>16</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>247</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-21</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>20</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>244</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-22</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>23</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>285</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-06-17</th>\n",
" <td>11</td>\n",
" <td>11</td>\n",
" <td>22</td>\n",
" <td>552</td>\n",
" <td>364</td>\n",
" <td>916</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-06-18</th>\n",
" <td>10</td>\n",
" <td>12</td>\n",
" <td>22</td>\n",
" <td>544</td>\n",
" <td>335</td>\n",
" <td>879</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-06-19</th>\n",
" <td>10</td>\n",
" <td>8</td>\n",
" <td>18</td>\n",
" <td>518</td>\n",
" <td>318</td>\n",
" <td>836</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-06-20</th>\n",
" <td>9</td>\n",
" <td>5</td>\n",
" <td>14</td>\n",
" <td>511</td>\n",
" <td>322</td>\n",
" <td>833</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-06-21</th>\n",
" <td>9</td>\n",
" <td>7</td>\n",
" <td>16</td>\n",
" <td>518</td>\n",
" <td>283</td>\n",
" <td>801</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>96 rows × 6 columns</p>\n",
"</div>"
],
"text/plain": [
" ICU Confirmed ICU Suspected ICU Total Hospital Confirmed \\\n",
"Date \n",
"2020-03-18 NaN NaN 6 NaN \n",
"2020-03-19 NaN NaN 11 NaN \n",
"2020-03-20 NaN NaN 16 NaN \n",
"2020-03-21 NaN NaN 20 NaN \n",
"2020-03-22 NaN NaN 23 NaN \n",
"... ... ... ... ... \n",
"2020-06-17 11 11 22 552 \n",
"2020-06-18 10 12 22 544 \n",
"2020-06-19 10 8 18 518 \n",
"2020-06-20 9 5 14 511 \n",
"2020-06-21 9 7 16 518 \n",
"\n",
" Hospital Suspected Hospital Total \n",
"Date \n",
"2020-03-18 NaN 149 \n",
"2020-03-19 NaN 213 \n",
"2020-03-20 NaN 247 \n",
"2020-03-21 NaN 244 \n",
"2020-03-22 NaN 285 \n",
"... ... ... \n",
"2020-06-17 364 916 \n",
"2020-06-18 335 879 \n",
"2020-06-19 318 836 \n",
"2020-06-20 322 833 \n",
"2020-06-21 283 801 \n",
"\n",
"[96 rows x 6 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hospital_data"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"death_data = pd.read_excel(f\"https://www.gov.scot/binaries/content/documents/govscot/publications/statistics/2020/04/coronavirus-covid-19-trends-in-daily-data/documents/trends-in-number-of-people-in-hospital-with-confirmed-or-suspected-covid-19/trends-in-number-of-people-in-hospital-with-confirmed-or-suspected-covid-19/govscot%3Adocument/Trends%2Bin%2Bdaily%2BCOVID-19%2Bdata%2B{today:%d}%2B{today:%B}%2B2020.xlsx?forceDownload=true\",\n",
" sheet_name=\"Table 8 - Deaths\", skiprows=2, index_col=\"Date\")\n",
"death_data = death_data.rename(columns={\"Number of COVID-19 confirmed deaths registered to date\": \"deaths\"})\n",
"death_data = death_data.drop(columns=[\"Unnamed: 2\", \"Unnamed: 3\", \"Unnamed: 4\"])\n",
"death_data['death daily'] = death_data['deaths'].diff()\n",
"death_data = death_data.fillna(1)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"board_data = pd.read_excel(f\"https://www.gov.scot/binaries/content/documents/govscot/publications/statistics/2020/04/coronavirus-covid-19-trends-in-daily-data/documents/covid-19-data-by-nhs-board/covid-19-data-by-nhs-board/govscot%3Adocument/COVID-19%2Bdata%2Bby%2BNHS%2BBoard%2B{today:%d}%2B{today:%B}%2B2020.xlsx?forceDownload=true\",\n",
" sheet_name=\"Table 1 - Cumulative cases\",\n",
" skiprows=2, \n",
" index_col=\"Date\",\n",
" convert_float=True).replace(\"*\", 0)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"data = board_data.join([national_data, death_data])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import plotting\n",
"plt.style.use(plotting.pastle)\n",
"import matplotlib.ticker as ticker\n",
"\n",
"import matplotlib.dates as mdates"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plot elements"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# Draw the lockdown phases\n",
"def lockdown_plot(ax, y=60):\n",
" for milestone, mdate in milestones.items():\n",
" ax.axvline(mdate, color=\"red\", alpha=0.3)\n",
" ax.text(x=pd.to_datetime(mdate)-pd.to_timedelta(3, unit='d'), y=y, s=f\"↓{milestone}\", rotation=90)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def find_weekend_indices(datetime_array):\n",
" indices=[]\n",
" for i in range(len(datetime_array)):\n",
" if datetime_array[i].weekday()>=5:\n",
" indices.append(i)\n",
" return indices\n",
"\n",
"def weekend_plot(ax):\n",
" weekends = find_weekend_indices(data.index)\n",
"\n",
" for weekend in find_weekend_indices(data.index)[::2]:\n",
" if len(data.index) > weekend+2:\n",
" ax.axvspan(data.index[weekend], data.index[weekend+2], alpha=0.1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Policy changes"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"milestones = {\"Lockdown\": \"2020-03-25\", \"Phase 1\": \"2020-05-29\", \"Phase 2\": \"2020-06-19\"}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Hospital deaths"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/daniel/.virtualenvs/IGRlaptop21/sandbox/lib/python3.6/site-packages/pandas/plotting/_matplotlib/converter.py:103: FutureWarning: Using an implicitly registered datetime converter for a matplotlib plotting method. The converter was registered by pandas on import. Future versions of pandas will require you to explicitly register matplotlib converters.\n",
"\n",
"To register the converters:\n",
"\t>>> from pandas.plotting import register_matplotlib_converters\n",
"\t>>> register_matplotlib_converters()\n",
" warnings.warn(msg, FutureWarning)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1800x1200 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1,1, dpi=300)\n",
"ax.plot(data['death daily'].rolling(window='7D').mean())\n",
"ax.plot(data['death daily'], '+', color='k')\n",
"\n",
"#ax.set_xlabel(\"Date\")\n",
"ax.set_ylabel(\"Daily reported deaths\")\n",
"ax.yaxis.set_major_formatter(ticker.FormatStrFormatter('%d'))\n",
"ax.set_title(\"Scotland Covid-19 hospital deaths\")\n",
"ax.set_xlim([pd.to_datetime(\"2020-03-17\"), data.index[-1]])\n",
"ax.set_ylim([0,100])\n",
"lockdown_plot(ax)\n",
"weekend_plot(ax)\n",
"\n",
"months = mdates.MonthLocator() # every month\n",
"weeks = mdates.WeekdayLocator(mdates.MONDAY)\n",
"ax.xaxis.set_major_locator(months)\n",
"ax.xaxis.set_minor_locator(weeks)\n",
"\n",
"f.savefig(\"hospital-deaths.png\")"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1800x1200 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1,1, dpi=300)\n",
"\n",
"week_deaths = data['death daily'].rolling(window='7D').sum().round()[::-7]\n",
"ax.bar(week_deaths.index, week_deaths.values, width=3)\n",
"\n",
"ax.xaxis.set_major_locator(months)\n",
"ax.xaxis.set_minor_locator(weeks)\n",
"\n",
"#weekend_plot(ax)\n",
"lockdown_plot(ax, y=60)\n",
"ax.set_title(\"Weekly new hospital death totals\")\n",
"ax.set_xlabel(\"Hospital deaths (7 day total)\")\n",
"f.savefig(\"weekly-deaths.png\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Date\n",
"2020-03-08 NaN\n",
"2020-03-15 NaN\n",
"2020-03-22 8.0\n",
"2020-03-29 22.0\n",
"2020-04-05 148.0\n",
"2020-04-12 167.0\n",
"2020-04-19 -9.0\n",
"2020-04-26 9.0\n",
"2020-05-03 -24.0\n",
"2020-05-10 -36.0\n",
"2020-05-17 -40.0\n",
"2020-05-24 -79.0\n",
"2020-05-31 -75.0\n",
"2020-06-07 -39.0\n",
"2020-06-14 -20.0\n",
"2020-06-21 -9.0\n",
"Name: death daily, dtype: float64"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"week_deaths[::-1].diff()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Detected cases"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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