{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure S1: Global optimization over parameters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook contains the analysis of a direct global opimization over all four parameters ($p, q, c_{\\rm constitutive}, p_{\\rm uptake}$) of the model as a function of the pathogen statistics. It can be thought of as a supplement to Figure 1, motivating the choice of immune strategies considered for determining the phase boundaries."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Prerequisites:\n",
    "\n",
    "To generate the data type:\n",
    "    \n",
    "    make run\n",
    "    make agg\n",
    "    \n",
    "This notebook also needs the phase data from Figure 2."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import a number of packages that we will need in the following."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "use czrecursion, cztogrowthrate\n",
      "use cstepmarkov\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "sys.path.append('../lib/')\n",
    "import numpy as np\n",
    "import matplotlib.text\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import cm\n",
    "%matplotlib inline\n",
    "import shapely.ops\n",
    "import plotting\n",
    "import evolimmune\n",
    "from plotting import *\n",
    "import analysis\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "plt.style.use(['paper'])\n",
    "eps = 1e-8"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load phase boundary data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = analysis.loadnpz('../fig2/data/phases.npz')\n",
    "polygons = evolimmune.polygons_from_boundaries(df, yconv=evolimmune.to_tau)\n",
    "phases = evolimmune.phases_from_polygons(polygons)\n",
    "qpos = (polygons['complete']-polygons['ac'])-polygons['pm'].intersection(polygons['pi'])-(polygons['complete']-polygons['io'])\n",
    "puppos = polygons['complete']-shapely.ops.cascaded_union((polygons['ac'],\n",
    "                                                          polygons['pm'],\n",
    "                                                          polygons['complete']-polygons['mi']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "boundtol: 0.005\n",
      "cup: 0.1*pup+pup**2\n",
      "deltainit: 0.02\n",
      "deltatol: 0.0005\n",
      "lambda_: 3.0\n",
      "logfeps: -9.0\n",
      "mus: 1.0-2.0*epsilon/(1.0+epsilon), 1.0+0.8*epsilon\n",
      "nburnin: 10000.0\n",
      "niter: 1000000.0\n",
      "qboundtol: 0.0005\n",
      "xtol: 0.025\n",
      "xtolbound: 0.01\n"
     ]
    }
   ],
   "source": [
    "analysis.printunique(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load optimization data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dft = analysis.loadnpz('data/opt.npz')\n",
    "evolimmune.derived_quantities(dft)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alpha: 0.005\n",
      "cup: 0.1*pup+pup**2\n",
      "deltainit: 0.02\n",
      "deltatol: 0.005\n",
      "lambda_: 3.0\n",
      "logfeps: -9.0\n",
      "maxf: 10000.0\n",
      "mus: 1.0-2.0*epsilon/(1.0+epsilon), 1.0+0.8*epsilon\n",
      "nburnin: 10000.0\n",
      "niter: 1000000.0\n"
     ]
    }
   ],
   "source": [
    "analysis.printunique(dft)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Put it all together and produce the final figure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/andreas/miniconda2/envs/evolimmune/lib/python2.7/site-packages/matplotlib/image.py:375: UserWarning: Images are not supported on non-linear axes.\n",
      "  warnings.warn(\"Images are not supported on non-linear axes.\")\n"
     ]
    },
    {
     "data": {
      "image/png": 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HkQxHRERMXTSBDK9duxZDQ0MQQqCnpwd9fX1Vy5VKJfT19WH+/PkN9z1hCIW24nyggBDn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\nN/4SC/+zAIeeRFkniDQJMngux/f7oqIiVFVVYcKECZgwYUJuT05knQ2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iAfSYrwkOJBLm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ouE0j/3TtszzEPGek9PArde+iA2bdzso1WD4fvs7rss4aQglAi0qMTjcaxYsQJVVVWYNGkSFi1a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ikCwPUkZYqSFsU33DOr+wIoRFprZfVq0SBpvo1GwwZxoRG8wOsxBRHDy4apNQs8eqRYJD5zMO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\n+g899FBUVVVh69atuOCCC/pMsIn2NZxwwgl49913sXX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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1ed5d72ad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "variables = ['cconstitutive',  'q', 'p', 'pup']\n",
    "fig, axesgrid = plt.subplots(nrows=2, ncols=2, figsize=(7, 5.0), sharey=True, sharex=True)\n",
    "ymin, ymax = 0.09, 20.0\n",
    "axes = axesgrid.flatten()\n",
    "boundarykwargs = dict(ylimmax=ymax, ylimmin=ymin, lw=7.5, color='w')\n",
    "for counter, var in enumerate(variables):\n",
    "    ax = axes[counter]\n",
    "    cmap = cm.viridis if var != 'cconstitutive' else cm.viridis_r\n",
    "    cmap.set_bad('darkmagenta', 1.)\n",
    "    im, cbar = plotting.heatmap(dft.pivot(index='tauenv', columns='pienv', values=var),\n",
    "                     imshow=True, zlabel=evolimmune.varname_to_tex[var], cmap=cmap, ax=ax,\n",
    "                     interpolation='bilinear')\n",
    "    cbar.outline.set_linewidth(0.0)\n",
    "    if var == 'cconstitutive':\n",
    "        analysis.plot_interior_boundary(ax, phases['p'], **boundarykwargs)\n",
    "        analysis.plot_interior_boundary(ax, phases['a'], **boundarykwargs)\n",
    "    elif var in ['q', 'p']:\n",
    "        analysis.plot_interior_boundary(ax, qpos, **boundarykwargs)\n",
    "        if var == 'p':\n",
    "            analysis.plot_interior_boundary(ax, phases['c'], **boundarykwargs)\n",
    "    elif var == 'pup':\n",
    "        analysis.plot_interior_boundary(ax, puppos, **boundarykwargs)\n",
    "    ax.set_ylabel('')\n",
    "    ax.set_xlabel('')\n",
    "    ax.set_xlim(0.0, 1.0)\n",
    "    ax.set_ylim(ymin, ymax)\n",
    "    ax.set_yscale('log')\n",
    "    plotting.despine(ax, spines='all')\n",
    "for ax in axesgrid[:, 0]:\n",
    "    ax.set_ylabel(r'characteristic time $\\tau_{env}$')\n",
    "for ax in axesgrid[-1, :]:\n",
    "    ax.set_xlabel('frequency $\\pi_{env}$')\n",
    "fig.tight_layout(pad=0.25)\n",
    "fig.savefig('SIopt.pdf')\n",
    "fig.savefig('SIopt.svg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "**Optimal parameters from a global optimization of long-term growth rate.** Regions where a parameter is unconstrained at the optimum are shown in purple. Phase boundaries pertaining to the shown parameter in white. A maximum number of 10000 function evaluations is used for the first phase of the optimization. The same model parameters as in Fig. 2 are used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda env:evolimmune]",
   "language": "python",
   "name": "conda-env-evolimmune-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  },
  "toc": {
   "colors": {
    "hover_highlight": "#DAA520",
    "running_highlight": "#FF0000",
    "selected_highlight": "#FFD700"
   },
   "moveMenuLeft": true,
   "nav_menu": {
    "height": "41px",
    "width": "252px"
   },
   "navigate_menu": true,
   "number_sections": true,
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   "toc_cell": false,
   "toc_section_display": "block",
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 },
 "nbformat": 4,
 "nbformat_minor": 0
}