{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[COVID-surge](https://github.com/dpploy/covid-surge) [https://github.com/dpploy/covid-surge] : V. F. de Almeida **14May20**\n",
"\n",
"## US State Counties COVID-19 Surge Period Analysis\n",
"\n",
"$\n",
" \\newcommand{\\Amtrx}{\\boldsymbol{\\mathsf{A}}}\n",
" \\newcommand{\\Bmtrx}{\\boldsymbol{\\mathsf{B}}}\n",
" \\newcommand{\\Cmtrx}{\\boldsymbol{\\mathsf{C}}}\n",
" \\newcommand{\\Mmtrx}{\\boldsymbol{\\mathsf{M}}}\n",
" \\newcommand{\\Imtrx}{\\boldsymbol{\\mathsf{I}}}\n",
" \\newcommand{\\Pmtrx}{\\boldsymbol{\\mathsf{P}}}\n",
" \\newcommand{\\Qmtrx}{\\boldsymbol{\\mathsf{Q}}}\n",
" \\newcommand{\\Lmtrx}{\\boldsymbol{\\mathsf{L}}}\n",
" \\newcommand{\\Umtrx}{\\boldsymbol{\\mathsf{U}}}\n",
" \\newcommand{\\xvec}{\\boldsymbol{\\mathsf{x}}}\n",
" \\newcommand{\\yvec}{\\boldsymbol{\\mathsf{y}}}\n",
" \\newcommand{\\zvec}{\\boldsymbol{\\mathsf{z}}}\n",
" \\newcommand{\\avec}{\\boldsymbol{\\mathsf{a}}}\n",
" \\newcommand{\\bvec}{\\boldsymbol{\\mathsf{b}}}\n",
" \\newcommand{\\cvec}{\\boldsymbol{\\mathsf{c}}}\n",
" \\newcommand{\\rvec}{\\boldsymbol{\\mathsf{r}}}\n",
" \\newcommand{\\norm}[1]{\\bigl\\lVert{#1}\\bigr\\rVert}\n",
" \\DeclareMathOperator{\\rank}{rank}\n",
" \\DeclareMathOperator{\\abs}{abs}\n",
"$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"### Table of Contents\n",
" - [1) Introduction.](#intro)\n",
" - [2) Import COVID-19 data.](#data)\n",
" - [3) Configure run.](#config)\n",
" - [4) Fit model to data.](#fit)\n",
" - [5) Analysis.](#analysis)\n",
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## [Introduction](#toc)\n",
"\n",
"On-line COVID-19 data is used in this notebook, and a fit to the sigmoid function \n",
" \n",
"\\begin{equation*}\n",
"\\boxed{ f(t) = \\frac{\\alpha_0}{1 + \\alpha_1\\, e^{\\alpha_2\\,t} } }\n",
"\\end{equation*}\n",
" \n",
"is systematically made. The time between points where the function has maximum and minimum curvature is computed and reported as the **surge period**. This period is relevant to public health officials to decide how long measures to control the epidemic should be in place. In addition, the surge period provides insight in comparing how different communities react to the epidemic."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"'''Load the covid-surge package'''\n",
"#!pip install --upgrade --quiet covid-surge\n",
"\n",
"from covid_surge import Surge\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## [Import Data](#toc)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"# of conties/towns: 62\n",
"# of days: 128\n"
]
}
],
"source": [
"'''Import data'''\n",
"\n",
"# Get the US surge data for New York\n",
"us_surge = Surge(locale='US',sub_locale='New York')\n",
"\n",
"print('# of conties/towns: ',len(us_surge.names))\n",
"print('# of days: ',us_surge.dates.shape[0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## [Configure Run](#toc)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"'''Set parameters'''\n",
"\n",
"us_surge.end_date = '4/20/20' # set end date wanted\n",
"us_surge.end_date = None # get all the data available\n",
"us_surge.ignore_last_n_days = 2 # allow for data repo to be corrected/updated\n",
"us_surge.min_n_cases_abs = 200 # min # of absolute cases for analysis\n",
"us_surge.deaths_100k_minimum = 41 # US death per 100,000 for Chronic Lower Respiratory Diseases per year: 41 (2019)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## [Fit Data](#toc)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" Nassau: surge period 18.04 [day]\n",
" Rockland: surge period 18.62 [day]\n",
" New York: surge period 19.02 [day]\n",
" Westchester: surge period 20.12 [day]\n",
" Orange: surge period 23.46 [day]\n",
" Suffolk: surge period 25.34 [day]\n",
" Erie: surge period 26.67 [day]\n"
]
}
],
"source": [
"'''Fit data to model function'''\n",
"\n",
"# Fit data to all states\n",
"fit_data = us_surge.multi_fit_data()\n",
"\n",
"print('')\n",
"for (sort_key,data) in fit_data:\n",
" name = data[0]\n",
" print('%15s: surge period %1.2f [day]'%(name,sort_key))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"