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@matejker
Created September 16, 2020 08:05
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# When will be Slovakia removed from the UK's exempt list?\n",
"\n",
"UK has a list of countries from which traveling is not required to self-isolate for 14 days. This list is reviewed on weekly basis [_?_]. In this notebook I tried to predict when Slovakia will be removed from the exempt list.\n",
"\n",
"The prediction is based on 2 factors: number of cases per million and number of tests per case (_if a country does 1000 tests and 10 tests are positive then we have 100 tests per case_). Then I take a list of [european] coutries which are on the exempt list and those which were removed from it. Counting the average value at the day when the country was removed, we can get a rough estimate of the threshold for removing countries from the list.\n",
"\n",
"Finaly, using some basic [and very naive] exponential extrapolation of $f(x) = ax^b + c$, we can make some prediction when Slovakia will reach the threshold for number of cases and, therefore, be removed from the list."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from scipy.optimize import curve_fit\n",
"from statistics import variance\n",
"import math"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As a data source was used COVID dataset from ourworldindata.org [1]."
]
},
{
"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>iso_code</th>\n",
" <th>continent</th>\n",
" <th>location</th>\n",
" <th>date</th>\n",
" <th>total_cases</th>\n",
" <th>new_cases</th>\n",
" <th>new_cases_smoothed</th>\n",
" <th>total_deaths</th>\n",
" <th>new_deaths</th>\n",
" <th>new_deaths_smoothed</th>\n",
" <th>...</th>\n",
" <th>gdp_per_capita</th>\n",
" <th>extreme_poverty</th>\n",
" <th>cardiovasc_death_rate</th>\n",
" <th>diabetes_prevalence</th>\n",
" <th>female_smokers</th>\n",
" <th>male_smokers</th>\n",
" <th>handwashing_facilities</th>\n",
" <th>hospital_beds_per_thousand</th>\n",
" <th>life_expectancy</th>\n",
" <th>human_development_index</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>374</th>\n",
" <td>ALB</td>\n",
" <td>Europe</td>\n",
" <td>Albania</td>\n",
" <td>2020-07-01</td>\n",
" <td>2535.0</td>\n",
" <td>69.0</td>\n",
" <td>69.714</td>\n",
" <td>62.0</td>\n",
" <td>4.0</td>\n",
" <td>2.429</td>\n",
" <td>...</td>\n",
" <td>11803.431</td>\n",
" <td>1.1</td>\n",
" <td>304.195</td>\n",
" <td>10.08</td>\n",
" <td>7.1</td>\n",
" <td>51.2</td>\n",
" <td>NaN</td>\n",
" <td>2.89</td>\n",
" <td>78.57</td>\n",
" <td>0.785</td>\n",
" </tr>\n",
" <tr>\n",
" <th>375</th>\n",
" <td>ALB</td>\n",
" <td>Europe</td>\n",
" <td>Albania</td>\n",
" <td>2020-07-02</td>\n",
" <td>2580.0</td>\n",
" <td>45.0</td>\n",
" <td>66.571</td>\n",
" <td>65.0</td>\n",
" <td>3.0</td>\n",
" <td>2.571</td>\n",
" <td>...</td>\n",
" <td>11803.431</td>\n",
" <td>1.1</td>\n",
" <td>304.195</td>\n",
" <td>10.08</td>\n",
" <td>7.1</td>\n",
" <td>51.2</td>\n",
" <td>NaN</td>\n",
" <td>2.89</td>\n",
" <td>78.57</td>\n",
" <td>0.785</td>\n",
" </tr>\n",
" <tr>\n",
" <th>376</th>\n",
" <td>ALB</td>\n",
" <td>Europe</td>\n",
" <td>Albania</td>\n",
" <td>2020-07-03</td>\n",
" <td>2662.0</td>\n",
" <td>82.0</td>\n",
" <td>67.143</td>\n",
" <td>69.0</td>\n",
" <td>4.0</td>\n",
" <td>2.857</td>\n",
" <td>...</td>\n",
" <td>11803.431</td>\n",
" <td>1.1</td>\n",
" <td>304.195</td>\n",
" <td>10.08</td>\n",
" <td>7.1</td>\n",
" <td>51.2</td>\n",
" <td>NaN</td>\n",
" <td>2.89</td>\n",
" <td>78.57</td>\n",
" <td>0.785</td>\n",
" </tr>\n",
" <tr>\n",
" <th>377</th>\n",
" <td>ALB</td>\n",
" <td>Europe</td>\n",
" <td>Albania</td>\n",
" <td>2020-07-04</td>\n",
" <td>2752.0</td>\n",
" <td>90.0</td>\n",
" <td>69.000</td>\n",
" <td>72.0</td>\n",
" <td>3.0</td>\n",
" <td>3.000</td>\n",
" <td>...</td>\n",
" <td>11803.431</td>\n",
" <td>1.1</td>\n",
" <td>304.195</td>\n",
" <td>10.08</td>\n",
" <td>7.1</td>\n",
" <td>51.2</td>\n",
" <td>NaN</td>\n",
" <td>2.89</td>\n",
" <td>78.57</td>\n",
" <td>0.785</td>\n",
" </tr>\n",
" <tr>\n",
" <th>378</th>\n",
" <td>ALB</td>\n",
" <td>Europe</td>\n",
" <td>Albania</td>\n",
" <td>2020-07-05</td>\n",
" <td>2819.0</td>\n",
" <td>67.0</td>\n",
" <td>69.857</td>\n",
" <td>74.0</td>\n",
" <td>2.0</td>\n",
" <td>3.000</td>\n",
" <td>...</td>\n",
" <td>11803.431</td>\n",
" <td>1.1</td>\n",
" <td>304.195</td>\n",
" <td>10.08</td>\n",
" <td>7.1</td>\n",
" <td>51.2</td>\n",
" <td>NaN</td>\n",
" <td>2.89</td>\n",
" <td>78.57</td>\n",
" <td>0.785</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 41 columns</p>\n",
"</div>"
],
"text/plain": [
" iso_code continent location date total_cases new_cases \\\n",
"374 ALB Europe Albania 2020-07-01 2535.0 69.0 \n",
"375 ALB Europe Albania 2020-07-02 2580.0 45.0 \n",
"376 ALB Europe Albania 2020-07-03 2662.0 82.0 \n",
"377 ALB Europe Albania 2020-07-04 2752.0 90.0 \n",
"378 ALB Europe Albania 2020-07-05 2819.0 67.0 \n",
"\n",
" new_cases_smoothed total_deaths new_deaths new_deaths_smoothed ... \\\n",
"374 69.714 62.0 4.0 2.429 ... \n",
"375 66.571 65.0 3.0 2.571 ... \n",
"376 67.143 69.0 4.0 2.857 ... \n",
"377 69.000 72.0 3.0 3.000 ... \n",
"378 69.857 74.0 2.0 3.000 ... \n",
"\n",
" gdp_per_capita extreme_poverty cardiovasc_death_rate \\\n",
"374 11803.431 1.1 304.195 \n",
"375 11803.431 1.1 304.195 \n",
"376 11803.431 1.1 304.195 \n",
"377 11803.431 1.1 304.195 \n",
"378 11803.431 1.1 304.195 \n",
"\n",
" diabetes_prevalence female_smokers male_smokers \\\n",
"374 10.08 7.1 51.2 \n",
"375 10.08 7.1 51.2 \n",
"376 10.08 7.1 51.2 \n",
"377 10.08 7.1 51.2 \n",
"378 10.08 7.1 51.2 \n",
"\n",
" handwashing_facilities hospital_beds_per_thousand life_expectancy \\\n",
"374 NaN 2.89 78.57 \n",
"375 NaN 2.89 78.57 \n",
"376 NaN 2.89 78.57 \n",
"377 NaN 2.89 78.57 \n",
"378 NaN 2.89 78.57 \n",
"\n",
" human_development_index \n",
"374 0.785 \n",
"375 0.785 \n",
"376 0.785 \n",
"377 0.785 \n",
"378 0.785 \n",
"\n",
"[5 rows x 41 columns]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = pd.read_csv(\"owid-covid-data16.csv\")\n",
"eu_data = data[(data['continent'] == 'Europe') & (data['date'] > '2020-07-00')]\n",
"sk = eu_data[eu_data['location'] == 'Slovakia']\n",
"eu_data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Department for [UK] Transport [2] is updating the exempt list on daily basis, to backtrack when the [european] coutries were removed, we can use FCDO Travel Advice Twitter account [3]. \n",
"\n",
"It is known[_?_] that UK is using _tit for tat_ strategy, UK will add only country to the exempt list if UK is on country's exempt list regardless of the country's epidemic situation. Therefore, we removed Hungary which _self-isolated_ whole country in the beginning of September, and people coming from UK have to go to the quarantine. And couple of coutries with broken dataset :( "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"allowed_countries = [\n",
" ('Cyprus', 'black'),\n",
" ('Denmark', 'brown'),\n",
" ('Estonia', 'orangered'),\n",
" ('Finland', 'saddlebrown'), \n",
" # ('Gibraltar', 'gold'),\n",
" ('Germany', 'yellow'),\n",
" ('Greece', 'olive'),\n",
" # ('Greenland', 'green'),\n",
" ('Iceland', 'teal'),\n",
" ('Ireland', 'aqua'),\n",
" ('Italy', 'deepskyblue'),\n",
" ('Latvia', 'slategray'), \n",
" ('Liechtenstein', 'royalblue'),\n",
" ('Lithuania', 'indigo'),\n",
" # ('Norway', 'violet'),\n",
" ('Poland', 'deeppink'),\n",
" ('Slovakia', 'crimson'),\n",
" ('Slovenia', 'peru'),\n",
" ('Sweden', 'darkkhaki')\n",
"]\n",
"\n",
"recently_removed_countries = [\n",
" # ('Hungary', '2020-09-10', 'black'),\n",
" ('Portugal', '2020-09-10', 'brown'),\n",
" ('Czech Republic', '2020-08-26', 'orangered'),\n",
" ('Switzerland', '2020-08-26', 'olive'),\n",
" ('Austria', '2020-08-20', 'teal'),\n",
" ('Croatia', '2020-08-20', 'deepskyblue'),\n",
" # ('Luxembourg', '2020-07-30'),\n",
" ('Spain', '2020-07-25', 'slategray'),\n",
" ('Serbia', '2020-07-10', 'indigo'),\n",
" ('France', '2020-07-25', 'crimson'),\n",
" ('Spain', '2020-07-25', 'peru'),\n",
" ('Belgium', '2020-07-25', 'darkkhaki')\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15, 10))\n",
"\n",
"avgs = {}\n",
"for country, color in allowed_countries:\n",
" c_data = eu_data[eu_data['location'] == country]\n",
" plt.plot(c_data['date'], c_data['new_cases_smoothed_per_million'], c=color, label=country, alpha=0.5)\n",
" avgs[country] = c_data['new_cases_smoothed_per_million'].fillna(0).mean()\n",
" \n",
"avg = sum(v for k, v in avgs.items()) / len(avgs)\n",
"plt.plot(c_data['date'], [sum(v for k, v in avgs.items()) / len(avgs)] * len(c_data['date']), '--', color=\"red\", linewidth=2)\n",
"ax = plt.gca()\n",
"temp = ax.xaxis.get_ticklabels()\n",
"temp = list(set(temp) - set(temp[::7]))\n",
"for label in temp:\n",
" label.set_visible(False)\n",
"ax.text(list(c_data['date'])[-2], avg + 5, round(avg, 2), fontsize=14)\n",
"plt.title(f'New cases per million, allowed EU countries')\n",
"plt.legend()\n",
"plt.xlabel('Date')\n",
"plt.ylabel('New cases per million')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15, 10))\n",
"\n",
"avgs = {}\n",
"for country, color in allowed_countries:\n",
" c_data = eu_data[eu_data['location'] == country]\n",
" plt.plot(c_data['date'], c_data['tests_per_case'], c=color, label=country, alpha=0.5)\n",
" avgs[country] = c_data['tests_per_case'].fillna(0).mean()\n",
" \n",
"avg = sum(v for k, v in avgs.items()) / len(avgs) \n",
"plt.plot(c_data['date'], [sum(v for k, v in avgs.items()) / len(avgs)] * len(c_data['date']), '--', color=\"red\", linewidth=2)\n",
"ax = plt.gca()\n",
"temp = ax.xaxis.get_ticklabels()\n",
"temp = list(set(temp) - set(temp[::7]))\n",
"for label in temp:\n",
" label.set_visible(False)\n",
"ax.text(list(c_data['date'])[-2], avg + 5, round(avg, 2), fontsize=14)\n",
"plt.title(f'Tests per case, allowed EU countries')\n",
"plt.legend()\n",
"plt.xlabel('Date')\n",
"plt.ylabel('Tests per case')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15, 10))\n",
"\n",
"avgs = {}\n",
"for country, date, color in recently_removed_countries:\n",
" c_data = eu_data[eu_data['location'] == country]\n",
" plt.plot(c_data['date'], c_data['new_cases_smoothed_per_million'], c=color, label=country)\n",
" plt.plot([date, date], [0, 200], c=color, alpha=0.1)\n",
" avgs[country] = c_data[c_data['date'] == date]['new_cases_smoothed_per_million'].fillna(0).mean()\n",
" \n",
"avg_cases = sum(v for k, v in avgs.items()) / len(avgs)\n",
"var_cases = math.sqrt(variance(avgs.values())) / len(avgs)\n",
"plt.plot(c_data['date'], [avg_cases] * len(c_data['date']), '--', color=\"red\", linewidth=2)\n",
"ax = plt.gca()\n",
"ax.text(list(c_data['date'])[-2], avg_cases + 5, round(avg, 2), fontsize=14)\n",
"temp = ax.xaxis.get_ticklabels()\n",
"temp = list(set(temp) - set(temp[::7]))\n",
"for label in temp:\n",
" label.set_visible(False)\n",
"plt.title(f'New cases per million, not-allowed EU countries, vertical line says when restriction were raised')\n",
"plt.legend()\n",
"plt.xlabel('Date')\n",
"plt.ylabel('New cases per million')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15, 10))\n",
"\n",
"avgs = {}\n",
"for country, date, color in recently_removed_countries:\n",
" c_data = eu_data[eu_data['location'] == country]\n",
" plt.plot(c_data['date'], c_data['tests_per_case'], c=color, label=country)\n",
" plt.plot([date, date], [0, 200], c=color)\n",
" avgs[country] = c_data[c_data['date'] == date]['tests_per_case'].fillna(0).mean()\n",
" \n",
"avg_tests = sum(avgs.values()) / len(avgs)\n",
"var_tests = math.sqrt(variance(avgs.values())) / len(avgs)\n",
"\n",
"plt.plot(c_data['date'], [avg_tests] * len(c_data['date']), '--', color=\"red\", linewidth=2)\n",
"ax = plt.gca()\n",
"ax.text(list(c_data['date'])[-2], avg + 5, round(avg, 2), fontsize=14)\n",
"\n",
"temp = ax.xaxis.get_ticklabels()\n",
"temp = list(set(temp) - set(temp[::7]))\n",
"for label in temp:\n",
" label.set_visible(False)\n",
"plt.title(f'Tests per case, not-allowed EU countries, vertical line says when restriction were raised')\n",
"plt.legend()\n",
"plt.xlabel('Date')\n",
"plt.ylabel('Tests per case')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dates = [\n",
" '2020-09-17', '2020-09-18', '2020-09-19',\n",
" '2020-09-20', '2020-09-21', '2020-09-22',\n",
" '2020-09-23', '2020-09-24', '2020-09-25',\n",
" '2020-09-26', '2020-09-27', '2020-09-28',\n",
"]\n",
"def func(x, a, b, c):\n",
" return a * x ** b + c\n",
"\n",
"y = np.array(sk['new_cases_smoothed_per_million'])\n",
"x = np.arange(len(y))\n",
"x2 = np.arange(len(y) + 12)\n",
"popt, pcov = curve_fit(func, x, y)\n",
"\n",
"plt.figure(figsize=(15, 10))\n",
"plt.plot(list(sk['date']) + dates, func(x2, *popt), ':', label=\"Fitted Curve\")\n",
"plt.plot(\n",
" list(sk['date']), \n",
" list(sk['new_cases_smoothed_per_million']), \n",
" c='deepskyblue', \n",
" label=\"smoothed\"\n",
")\n",
"plt.plot(\n",
" list(sk['date']), \n",
" list(sk['new_cases_per_million']), \n",
" c='deepskyblue', \n",
" label=\"real data\",\n",
" alpha=0.3\n",
")\n",
"plt.plot(\n",
" list(sk['date']) + dates, \n",
" [32.4] * (len(sk['date']) + 12), \n",
" '--', color=\"red\", linewidth=2,\n",
" label=f\"UK threshold ~{round(avg_cases, 2)}\"\n",
")\n",
"\n",
"ax = plt.gca()\n",
"temp = ax.xaxis.get_ticklabels()\n",
"temp = list(set(temp) - set(temp[::7]))\n",
"ax.fill_between(x2, [avg_cases - var_cases] * len(x2), [32.4 + var_cases] * len(x2), color='red', alpha=0.1, label=f\"var=±{round(var_cases, 2)}\")\n",
"for label in temp:\n",
" label.set_visible(False)\n",
"plt.title(f'New cases per million Slovakia')\n",
"plt.legend()\n",
"plt.xlabel('Date')\n",
"plt.ylabel('New cases per million')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"y = np.array(sk['tests_per_case'].fillna(0))\n",
"x = np.arange(len(y))\n",
"x2 = np.arange(len(y) + 12)\n",
"popt, pcov = curve_fit(func, x, y)\n",
"\n",
"plt.figure(figsize=(15, 10))\n",
"plt.plot(list(sk['date']) + dates, func(x2, *popt), ':', label=\"Fitted Curve\")\n",
"plt.plot(\n",
" list(sk['date']), \n",
" list(sk['tests_per_case']), \n",
" c='deepskyblue', \n",
" label=\"Slovakia\"\n",
")\n",
"plt.plot(\n",
" list(sk['date']) + dates, \n",
" [avg_tests] * (len(sk['date']) + 12), \n",
" '--', color=\"red\", linewidth=2,\n",
" label=f\"UK threshold ~{round(avg_tests, 2)}\"\n",
")\n",
"\n",
"ax = plt.gca()\n",
"temp = ax.xaxis.get_ticklabels()\n",
"temp = list(set(temp) - set(temp[::7]))\n",
"ax.fill_between(x2, [avg_tests - var_tests] * len(x2), [30.62 + var_tests] * len(x2), color='red', alpha=0.1, label=f\"var=±{round(var_tests, 2)}\")\n",
"for label in temp:\n",
" label.set_visible(False)\n",
"plt.title(f'Tests per case Slovakia')\n",
"plt.legend()\n",
"plt.xlabel('Date')\n",
"plt.ylabel('Tests per case')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## References\n",
"[1] H. Ritchie & M.Roser _et. al._ (2020), _Statistics and Research Coronavirus (COVID-19) Testing_, \n",
"\n",
"https://ourworldindata.org/coronavirus-testing\n",
"\n",
"[2] Department for [UK] Transport (2020), _Guidance: Coronavirus (COVID-19): travel corridors_,\n",
"\n",
"https://www.gov.uk/guidance/coronavirus-covid-19-travel-corridors#countries-and-territories-with-no-self-isolation-requirement-on-arrival-in-england\n",
"\n",
"[3] FCDO Travel Advice Twitter account (2020), _Travel advice for British nationals living and travelling abroad_, \n",
"\n",
"https://twitter.com/FCDOtravelGovUK"
]
}
],
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