Skip to content

Instantly share code, notes, and snippets.

@bhtucker
Last active May 9, 2020 17:39
Show Gist options
  • Save bhtucker/0266ee8682731a686635d2f1052641f4 to your computer and use it in GitHub Desktop.
Save bhtucker/0266ee8682731a686635d2f1052641f4 to your computer and use it in GitHub Desktop.
EpiDemo
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## overshoot\n",
"\n",
"This simulation explores the approach to herd immunity.\n",
" Epidemiologists talk about \"overshoot\".\n",
"\n",
" How can there be overshoot? There is no \"momentum\" in this system,\n",
"and once the transission ratio (k) [The number of infected per infection] is below one, \"THEN WE ALL KNOW THE INFECTION WILL DIE OUT\". \n",
"\n",
" Plus, it is clear that k drops as the susceptible population increases.\n",
"You can have half the social contacts, or you can have half the people you meet being non-candidates to get infection. Either way, k drops by 50%\n",
"I wondered what happens as k approaches one. Does the rate of increase slow?\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
" ### The answer is that: Yes, once k is below 1, the infection stops.\n",
" \n",
" But each infected person leaves a long tail as the infection dies away.\n",
" If you have 1,000,000 people infected at the moment k drops below 1.0, then you have 1,000,000 tails.\n",
"\n",
" The results of the simulation show that.\n",
"\n",
" In the base case, 1 infected person, we end up with 87% of population infected.\n",
" If we guess the hurd immunity number (50), \n",
" and started there with one infected person, we get 10 extra cases in the tail, for 59%\n",
" If we start with 10 infected people, we end with 88\n",
" If we have .1 infected people, we only lose 1 in the tail\n",
"\n",
"It does indeed show that you want to have the minimum number of people\n",
"infected at the moment your generation to generation transmission rate\n",
"falls below 1.0\n",
"\n",
"The hard thing is lowering the number of infected people. To do that,\n",
"you have to have k < 1.0 for a while!!!, perhaps with draconian social\n",
"distancing imposed just at the moment before you start to rely on herd\n",
"immunity.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Each generation infects\n",
"```\n",
" P(+1) = P * k\n",
" k = C * u *f\n",
" C : number of contacts\n",
" u : transmission per contact\n",
" f : fraction of people succeptible\n",
"```\n",
"\n",
"```\n",
"Reach Herd Immunity with Recovered: 50 and InitialInfection: 1\n",
" 1 1.000 0.500 n: 1.00 51\n",
" 2 0.980 0.490 n: 0.98 52\n",
" 3 0.960 0.480 n: 0.94 52\n",
" 4 0.942 0.471 n: 0.89 53\n",
" 5 0.924 0.462 n: 0.82 54\n",
" 6 0.907 0.454 n: 0.74 55\n",
" 7 0.893 0.446 n: 0.66 56\n",
" 8 0.879 0.440 n: 0.58 57\n",
" 9 0.868 0.434 n: 0.51 57\n",
" 10 0.858 0.429 n: 0.43 58\n",
" 11 0.849 0.424 n: 0.37 58\n",
" 12 0.842 0.421 n: 0.31 58\n",
" 13 0.835 0.418 n: 0.26 59\n",
" 14 0.830 0.415 n: 0.21 59\n",
" 15 0.826 0.413 n: 0.18 59\n",
"> !!\n",
"herd.py\n",
"Reach Herd Immunity with Recovered: 50 and InitialInfection: 10\n",
" 1 1.000 0.500 n: 10.00 60\n",
" 2 0.800 0.400 n: 8.00 70\n",
" 3 0.640 0.320 n: 5.12 78\n",
" 4 0.538 0.269 n: 2.75 83\n",
" 5 0.483 0.241 n: 1.33 85\n",
" 6 0.456 0.228 n: 0.61 87\n",
" 7 0.444 0.222 n: 0.27 87\n",
" 8 0.438 0.219 n: 0.12 88\n",
" 9 0.436 0.218 n: 0.05 88\n",
" 10 0.435 0.218 n: 0.02 88\n",
" 11 0.435 0.217 n: 0.01 88\n",
" 12 0.434 0.217 n: 0.00 88\n",
" 13 0.434 0.217 n: 0.00 88\n",
" 14 0.434 0.217 n: 0.00 88\n",
" 15 0.434 0.217 n: 0.00 88\n",
"> !!\n",
"herd.py\n",
"Reach Herd Immunity with Recovered: 50 and InitialInfection: 0.1\n",
" 1 1.000 0.500 n: 0.10 50\n",
" 2 0.998 0.499 n: 0.10 50\n",
" 3 0.996 0.498 n: 0.10 50\n",
" 4 0.994 0.497 n: 0.10 50\n",
" 5 0.992 0.496 n: 0.10 50\n",
" 6 0.990 0.495 n: 0.10 50\n",
" 7 0.988 0.494 n: 0.10 50\n",
" 8 0.986 0.493 n: 0.09 50\n",
" 9 0.984 0.492 n: 0.09 50\n",
" 10 0.982 0.491 n: 0.09 50\n",
" 11 0.981 0.490 n: 0.09 51\n",
" 12 0.979 0.489 n: 0.09 51\n",
" 13 0.977 0.489 n: 0.09 51\n",
" 14 0.975 0.488 n: 0.08 51\n",
" 15 0.974 0.487 n: 0.08 51\n",
"> \n",
"\n",
"\n",
"\n",
"\n",
" Infected\n",
" Recovered\n",
" Fresh\n",
"```\n"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"import itertools\n",
"panel_data = {} # Settings -> results map"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"\n",
"# Infected == 1 ... Totalsick = 59\n",
"# 10 88\n",
"# .1 51\n",
"\n",
"strict_contact_reduction_factor = .7\n",
"strict_contact_gen_duration = 2\n",
"strict_contact_new_infection_rate_trigger = .1\n",
"\n",
"\n",
"def run_sim(strict_contact_reduction_factor, strict_contact_gen_duration, strict_contact_new_infection_rate_trigger,\n",
" MagicallyStartAtSteadyState=False):\n",
" # Default initial conditions\n",
" TotalPopulation = 100\n",
" Infected = 1\n",
" Recovered = 0\n",
" Contacts = 4\n",
" uTx = .5\n",
" gen = 0\n",
" Fresh = TotalPopulation - Recovered\n",
" label = f\"Start with {Infected} infected person\"\n",
"\n",
" # guess steady state\n",
" if( MagicallyStartAtSteadyState ):\n",
" Recovered = 20\n",
" Infected = 5\n",
" # ... Try these numbers\n",
" #Infected = 10\n",
" #Infected = .1\n",
" Fresh = TotalPopulation - Recovered\n",
" label = f\"Reach Herd Immunity with Recovered: {Recovered} and InitialInfection: {Infected}\"\n",
" \n",
" _strict_contact_start_gen = 1e3 # a 'very large' initial value\n",
" print (label)\n",
" data = []\n",
" while( gen < 15 ) :\n",
" gen = gen + 1\n",
" susPercent = Fresh/(TotalPopulation)\n",
" StrictContactsInEffect = (_strict_contact_start_gen <= gen < _strict_contact_end_gen)\n",
" EffectiveContacts = Contacts * (strict_contact_reduction_factor if StrictContactsInEffect else 1)\n",
" k = EffectiveContacts * uTx * susPercent\n",
" newInfections = Infected * k\n",
"\n",
" if _strict_contact_start_gen > gen: # Check for a strictness trigger\n",
" if (newInfections / TotalPopulation) > strict_contact_new_infection_rate_trigger:\n",
" _strict_contact_start_gen = gen + 1 # Start strict regime next generation if high infection observed \n",
" _strict_contact_end_gen = _strict_contact_start_gen + strict_contact_gen_duration\n",
"\n",
" newlyRecovered = Infected\n",
" # Adjust for next round\n",
" Recovered = Recovered + newlyRecovered\n",
" Fresh = Fresh - newInfections\n",
" Infected = newInfections\n",
" data.append(dict(gen=gen, k=k, susPercent=susPercent, # Rates\n",
" newInfections=newInfections, Recovered=Recovered, Fresh=Fresh, # Ns\n",
" ))\n",
" print( f\"{gen:3} {k:4.3f} {susPercent:0.00%} n: {newInfections:5.2f} {int(Recovered)}\")\n",
" if _strict_contact_start_gen < 1e3:\n",
" print(f'Strict regime started at gen {_strict_contact_start_gen}')\n",
"\n",
" return data\n",
"\n",
"for strictness_settings in itertools.product([.3, .5, .8], [1, 2, 3], [.05, .1, .15]):\n",
" panel_data[strictness_settings] = run_sim(*strictness_settings)\n",
"# Local Variables: \n",
"# buffer-file-coding-system: unix \n",
"# indent-tabs-mode: nil\n",
"# End: \n"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"df = pd.DataFrame(data).set_index('gen')"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x115c4bac8>"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df[df.columns[:2]].plot()"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x115d5b860>"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df[df.columns[2:]].plot()"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [],
"source": [
"def _make_panel_component(settings, data):\n",
" df = pd.DataFrame(data)\n",
" strict_contact_reduction_factor, strict_contact_gen_duration, strict_contact_new_infection_rate_trigger = settings\n",
" df['strict_contact_reduction_factor'] = strict_contact_reduction_factor\n",
" df['strict_contact_gen_duration'] = strict_contact_gen_duration\n",
" df['strict_contact_new_infection_rate_trigger'] = strict_contact_new_infection_rate_trigger\n",
" return df.set_index(['strict_contact_reduction_factor', 'strict_contact_gen_duration', 'strict_contact_new_infection_rate_trigger', 'gen'])"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"panel_components = [_make_panel_component(*pair) for pair in panel_data.items()]\n"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [],
"source": [
"panel_df = pd.concat(panel_components)"
]
},
{
"cell_type": "code",
"execution_count": 63,
"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></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th>k</th>\n",
" <th>susPercent</th>\n",
" <th>newInfections</th>\n",
" <th>Recovered</th>\n",
" <th>Fresh</th>\n",
" </tr>\n",
" <tr>\n",
" <th>strict_contact_reduction_factor</th>\n",
" <th>strict_contact_gen_duration</th>\n",
" <th>strict_contact_new_infection_rate_trigger</th>\n",
" <th>gen</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 rowspan=\"5\" valign=\"top\">0.3</th>\n",
" <th rowspan=\"5\" valign=\"top\">1</th>\n",
" <th rowspan=\"5\" valign=\"top\">0.05</th>\n",
" <th>1</th>\n",
" <td>2.000000</td>\n",
" <td>1.000000</td>\n",
" <td>2.000000</td>\n",
" <td>1.000000</td>\n",
" <td>98.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1.960000</td>\n",
" <td>0.980000</td>\n",
" <td>3.920000</td>\n",
" <td>3.000000</td>\n",
" <td>94.080000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1.881600</td>\n",
" <td>0.940800</td>\n",
" <td>7.375872</td>\n",
" <td>6.920000</td>\n",
" <td>86.704128</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.520225</td>\n",
" <td>0.867041</td>\n",
" <td>3.837111</td>\n",
" <td>14.295872</td>\n",
" <td>82.867017</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>1.657340</td>\n",
" <td>0.828670</td>\n",
" <td>6.359399</td>\n",
" <td>18.132983</td>\n",
" <td>76.507617</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" k \\\n",
"strict_contact_reduction_factor strict_contact_gen_duration strict_contact_new_infection_rate_trigger gen \n",
"0.3 1 0.05 1 2.000000 \n",
" 2 1.960000 \n",
" 3 1.881600 \n",
" 4 0.520225 \n",
" 5 1.657340 \n",
"\n",
" susPercent \\\n",
"strict_contact_reduction_factor strict_contact_gen_duration strict_contact_new_infection_rate_trigger gen \n",
"0.3 1 0.05 1 1.000000 \n",
" 2 0.980000 \n",
" 3 0.940800 \n",
" 4 0.867041 \n",
" 5 0.828670 \n",
"\n",
" newInfections \\\n",
"strict_contact_reduction_factor strict_contact_gen_duration strict_contact_new_infection_rate_trigger gen \n",
"0.3 1 0.05 1 2.000000 \n",
" 2 3.920000 \n",
" 3 7.375872 \n",
" 4 3.837111 \n",
" 5 6.359399 \n",
"\n",
" Recovered \\\n",
"strict_contact_reduction_factor strict_contact_gen_duration strict_contact_new_infection_rate_trigger gen \n",
"0.3 1 0.05 1 1.000000 \n",
" 2 3.000000 \n",
" 3 6.920000 \n",
" 4 14.295872 \n",
" 5 18.132983 \n",
"\n",
" Fresh \n",
"strict_contact_reduction_factor strict_contact_gen_duration strict_contact_new_infection_rate_trigger gen \n",
"0.3 1 0.05 1 98.000000 \n",
" 2 94.080000 \n",
" 3 86.704128 \n",
" 4 82.867017 \n",
" 5 76.507617 "
]
},
"execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"panel_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [],
"source": [
"last_gen_panel_df = panel_df.loc[pd.IndexSlice[:, :, :, 14], :]"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Distribution of final uninfected across settings')"
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(\n",
" last_gen_panel_df.Fresh\n",
").set_title('Distribution of final uninfected across settings')"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x11f4ac588>"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x648 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"g = sns.FacetGrid(last_gen_panel_df.reset_index(), row='strict_contact_gen_duration', aspect=5.)\n",
"\n",
"g.map(sns.distplot, 'Fresh')"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1440x1280 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from mpl_toolkits import mplot3d\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"fig = plt.figure(figsize=(18, 16), dpi= 80, facecolor='w', edgecolor='k')\n",
"ax = plt.axes(projection=\"3d\")\n",
"\n",
"strict_duration_3_last_gen_df = last_gen_panel_df.loc[pd.IndexSlice[:, 3, :, :], :]\n",
"\n",
"ax.plot_trisurf(strict_duration_3_last_gen_df.index.get_level_values(0),\n",
" strict_duration_3_last_gen_df.index.get_level_values(2),\n",
" strict_duration_3_last_gen_df.Fresh);\n",
"\n",
"ax.set_xlabel(strict_duration_3_last_gen_df.index.names[0], size='x-large')\n",
"ax.set_ylabel(strict_duration_3_last_gen_df.index.names[2], size='x-large')\n",
"ax.set_zlabel('N Fresh after gen 14', size='x-large')\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [],
"source": [
"X, Y, Z = mplot3d.axes3d.get_test_data(0.05)"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(120, 120)"
]
},
"execution_count": 77,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X.shape"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment