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{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Create plots for panels used in figure 2"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
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   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy.optimize import curve_fit\n",
    "import matplotlib.gridspec as gridspec\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "Examples how to plot the control probability cure in figure 2A can be found in `plots_fig1`"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
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  {
   "cell_type": "markdown",
   "source": [
    "## Panel A"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [],
   "source": [
    "def logistic_growth(x, A, x_0, k):\n",
    "    '''The logistic growth fct'''\n",
    "    return A/(1+np.exp(-k*(x-x_0)))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 360x252 with 1 Axes>",
      "image/png": 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tXFEUtBqVpVyn0xbaXqtV/1PurClU7nRLuXMR5c7OmhKXO2nVhcp1t5RrtWo0eaaC5TotanV+G7RaNQVL89t8c/siv1vl5LuXqC/6u1HUd6+o8vLy3VNuex8sn62TGiFM5OUZMRrzyM7O4crfFzi6bBV16tShxoCnuKqqfGMrBUWBbLXghx/OoigqLl1z53quxlIGYM6CX365gqIoxMZqSctWbilXiMpI5M+fd6NSKfhU64JPg5YFJga423evtKw+FkRMTAzTpk2zzDF2q2eeeYann37aMtbrhAkTmDt3Lq1bt75jnWazIDk5847r2ANHuODcEdoA5a8dy5YtBWDevJdLvE1p27Bw4XzS09N46aVXqFWr9t03KAN6vR4h9Fy5EkdKSgqpqfl/KSkpZGQUPHqNiYlm796fcHbW4enpRZs2bald27oDN926j4ce6sjkyVPp0qVkYznfy40YZXoE7OvrW2Dql4SEBDnliSTdJyEEubm5ZGdnk5OTXegxKyubuLgYduzYhhCCyMhIhg8fSY0aNXF2dsLZWYeTkzM6nTNOTs44O9/80+Hs7ISTkzNarbZEUynd/h+JEIKcnBzS0lItCfbWx+zsLHQ6Lbm5eYXqUqlUeHl54e1diUqVKtG6dRt+//0EKpVCs2YtmDz5GapXr47ZbLbMWXfrcyFuPhdFriOEudDypKQkjh37DQB3dzf8/ArPmWdNZZqA+/Xrx8aNGwkMDOTPP//Ew8Oj1POJSfblXo7srMJgQMnKRMnMRMnKQsnJRsnORsnJhpxcFJUZXUo66HNR9AYUfW7+Nnl5Nx4NkGcEY17+MpMRjCYUoxHMJjAa85+bzPmvTSYUsxlMJhDmG8vNIET+cpH/HPM/yzGbUYQAIXjpejLCZMZr4+eo1WqE2Zz/J8wIs7jxXMDN10KQh8DlxnJXAZXJ/zFbVJo0m8w8l2dAURSUpEQ0fxxHpSri53OxP4j/+Rmv8M+8dgrKjR3ml7+mNyAQaD74P0BBCDMegOVf+W3VK8rNupT82Ar8FW7NEzeSpio2BmXPj3f6BtyzR3NzEQickxJRfth29w0AnLRwyzRWJWXVBDx79myOHTtGSkoKvXr1YsaMGRiNRgAee+wxevfuzf79+wkICMDFxYWlS5dac/eSo9LrUSXEo0pKRJWUlP+YfA1V8jWU68moUlNR0lJRUlNRpaejZKSj6PV3rbb0PxgfHMscyNlZD3ZHNxOs6faeb+vQ3nxy49/9g1D6IW9Kx+Xmk7zCR+XFEfc40apVE/DKlSvvWK4oCq+++qo1dyk5AiFQkpLQXPwL9cULqK9Eor4SiSr6CuqYGFTXCl+lcdcq1WqEuwfCzS3/z9UN4eoKOh3CxRWthxt6lSb/tZMzODsjnJwQzs6g0YKTFqHRglZLyE8/YlapGDpiFEKtAY0G1CqERgMqNajz/4RKDSoVZgUys7NIz8oiMyuLjKwsMrMySc/MJD0zA73BgFAUxI2jx7iEBA4fOYjWyRk3dw+aNW9O3XoNcHF1RefigouLC846V1xcXdDpdLi4uqFzcaFatcoYTQo6nQtqtebm4WT+G1BEQlj61mIyMjKYOXN2/tT1xSWNIpabTGb0+lwMBgN6gz7/UW/AYNCj1+e/Pn06jI0bP8Pd3YOaNWsxalQwPXv2wdXVtWD3xW31e3m5kpZWfvrj74VQa/C5h+3sYjQ0yYEYjajPRaA99QeaM2Fozp5BHRGOKj2t2E2EWo3ZtzpmX9/8R59qmKtURVSpgrlyFUSlSpi9vBHelRCenpg9PMHFpfgEQ/4JrMwSnsD65VwE6elptOjYmVq1aiOEIDs7m7S0VFJTU297TCEjI4Miz20rCnh44uTkhJeXN5W8vfHy8qZWnoEfL5xHURT82voz6aVXStT3eOtJuJKcSV+wfJXleWnPvKvIPzJ0ucM6tVq24suQH8gwm3GtWZNWPXrjWrPW3ffn5YoQ2jut4bBkApYeqOzr16l++RKmV16i8tnTaE/9gZJdOPGZvbwxNW6CqWEjTPUbYKpbD1Oduphr1cbsWz3/KNOKTCYTubm55OUZbkzvbrzl+c0/A3FxsezZ8yMmk4np05+hV68+KIpimYW4KIqi4OXlhZeXN97elfC+kWhvPrq4uBQ6oXXgQGi5u0KhtGrVqk23bj1IT09j7tz5dtuOsiQTsGR1qtgYnHbvJP2rjSwPO5V/1PTLXkv59UqVia9dm8RatUmqWZvkWrXRe3mh1mhQqVSoVPk3e6hjY1AnxKMoKtRqNWp1/uM/r9WsX/8xWVnZjB37OJ6eXhiNeRgMeTceDRiNRksyvTXJarWqIs+83y4mJprMzAycnXWkpKRw+fLf1K7th06nK5BUb3309PRCXcr/MDw9PfH09LT7pPXmm2/bOgS7IhOwZBVKUhK6bd/h/N0mtH/8DvxzkuusVssJD0+utmxFZuu2ZLm6Ftw4Jzv/r5TS09M5evQIQgiSkhLp1q0Hnp6eJdrW2VmDs7MzGo0WJyftjUcnNBrNjUctWq2WevXq39gH1K/fgMmTp9KkSTNcXO70Y7z0yvwqEalckAlYundmM9pf9+Hy2Tqc9uxGuXFm3aDVcr5efcLq1uc/ly6Q4eJCmzb+zJo1m+rVa2A2mzCZTJhM5hvXX958bcJsNhfzeGt5/janT/+Ji4srbm5u+Pj40KBBI/z9/dFqndBqtbf9OaHVaixlVap4kJaWc5cG5gsL+9Puuwek8kkmYKn0cnLQfbUB14/+izryMgBCoyGyTVsO1qlHeMNG1G3egoEDBxP69ps3ktfLVk9efn51CA8/i9GYh0ajZdCgh0u8j5LcVHCTo3QPSOWPTMBSyWVmovp0NVVWrEB1NQkAU20/ooYMZZO7B9dUKpydnQnoP5CWLVuhKMoDTV61atVm7tz5REdH4edX54ElSNk9ID0oMgFLd2cyofvmK1yXLkadlD+6VV6bdqQ8N4MQtZrw8+cAqFevPg8/PARPT68yC61WrdryyFSyWzIBS3ek+e0I7i+/iPZMGADmDh3ImDOfiLr1+HH3j2RlZaLVaunTpx/t2rUv1U97SaroZAKWiqRkZuD25mu4fPoxAKZatcla+Bqqxx9l2/c7OL1lMwC1a/sxeHAglSpVLrIe+fNdkoonE7BUiPbAfjxmPYc6Jhqh0ZA9czbZs+YQmZjA/rUfkZh4DY1GQ48evenQoWPRg7pIknRXMgFL/zCZcF25DNflb6MIQV6bdmT834fkNGlKaOgv/PHH7+h0WqpXr8GQIUFUrVr17nVKklQsmYAlAJSrV/F8dgpOob8gFIWsOS+RPeclYhMT2Pn5J6SkpKBSqejTpw8tW7Yv9Z1ekiQVJhOwhPr8ObweH406Ogpz1aqk/3cdOT16cfBgKMePH0UIQdWqPgQGBtG0aYNyNZOEJNkzmYArOO3BUDwnPoEqPY28hzqQ/ulG4lUqQjas59q1qyiKQufOXenevScajfy6SJI1yX9RFZjzlm/xmDENJS8P/ZAgUv6zht/CTnHkyCHMZjOVK1dm8OCh8jpbSXpAZAKuoJw3fY379GdQgOxnniPy+X+xa+tmEhLypxl/6KEO9OrVF622Yo7TKkllQSbgCsj5m6/wmPksCrCre0/MQSM5+NUGjEYjXl5ePPxwIHXr1rN1mJLk8GQCrmCcv/1ffvIVgs3t2vNunoF2P2zF09OTNm3a0bdvf5ydnW0dpiRVCDIBVyDafT/jMes5FCEIf+JJpv+8G7PZTF6eiVdffZ1u3XraOkRJqlDkLUwVhOb0n3hOfhLFaOTvMWN505w/Fq+3d2UaNGiASiWv65WksiaPgCsAVXQUno+NRpWVSWS3HqypUxePjAzc3T3QarXodLoSTQIpSZJ1yQTs6LKz8Rr3KOqkRGKbNGVNpy6oNBoee2wcgJxAUZJsSCZgRyYEHnNnoYk4y/WqPqwZOBgnD09GjBiFn18dOYGiJNmYTMAOTPfpx+g2f4NBq+XTocNwrVmT4OBHih06UpKksiUTsIPSHD+K28KXANg0aDDO7TvwyPBRVp/NV5KkeycTsCNKS0U38XFUJhMH2nfANHosYwYNliOYSVI5Y/XL0EJDQxk0aBABAQGsXbu2UHlcXBzjx49nxIgRBAUFsX//fmuHUKGZTCYyJo3D5epVon2rk7bwNQYPDpTJV5LKIasmYJPJxOLFi1m3bh0hISHs2LGDixcvFlhn9erVDB48mO+//5733nuP119/3ZohVGi5ubmcWvgSDQ6GYtBoSFi+is49esl52iSpnLJqAg4LC6Nu3br4+fnh5OREYGAge/fuLbCOoihkZmYCkJGRQbVq1awZQoWVlpbK96s/oOeXGwBImjufeoMG2zgqSZLuxKp9wImJiVSvXt3y2tfXl7CwsALrTJ8+ncmTJ7Nx40ZycnJYv379XetVFPD2drVmqDahVqseSDtiYmLY/O3XjNj8NW65uej79sX39Vfz3zgre1BtKGuO0A5HaAM4TjvuRZmfhAsJCWHkyJE89dRTnDx5knnz5rFjx447TuwoBA4xC4O3t6vV23HuXAQ7d26n+dkzNLtwAbOnJ5n/txpzWo5V93PTg2iDLThCOxyhDeA47fDx8Sj1NlbtgvD19SUhIcHyOjExEV9f3wLrbN68mcGD838a+/v7o9frSUlJsWYYFYIQgt9+O8wPP2xFk5XJ6AP5JzOzFr6OuUZNG0cnSVJJWDUBt27dmsjISKKjozEYDISEhNCvX78C69SoUYMjR44AcOnSJfR6PZUryxsDSsNkMvHjjzsJDf0VRVGY/PffuKamkPdQR3KfnGTr8CRJKiGrdkFoNBoWLVrElClTMJlMBAcH07hxY1atWkWrVq3o378/8+fPZ+HChXz22WcoisLbb78tz9IXYdmypQDMm/dygeU5OTls27aFqKgraLVaHq3fkLrL30ZoNGSseB/u0JUjSVL5YvU+4N69e9O7d+8Cy2bNmmV53qhRI/73v/9Ze7cVQkrKdbZs+Zbk5GTc3NwZNWIUzSc8jiIE2c/OwNSipa1DlCSpFOSdcHYiJiaarVu/IycnGx+fagQHj8EnZDvasFOYatYia/Y8W4coSVIpyQRsB8LDz7Jr1w5MJhP16zdg2LCROOfl4bYk/yaWrFdeBTc3G0cpSVJpyQRcjgkhOHz4IAcPhgLg79+e/v0HolKpcH1vGeqkRPLaP4Q++BEbRypJ0r2QCbicSktLJTz8LBkZGXh5edG3b38eeqgjiqKgionG9b//ASBz8dvyxJsk2SmZgMuh2NgYfvxxJ7m5OWRmZvDaa0vo0KGTpdxtyesoubnkjhiFsVNnG0YqSdL9kIdO5dDZs6fJzc1Bp3Ohbt36BUYyU4efxXnLtwgnJ7IWyoGMJMmeyQRcDuXk5Fiujfbw8CgwYabb22+iCEHOk5Mw16lrqxAlSbIC2QVRzgghuHo1idq161CzZs0CE2ZqTv6O848hCBcXsmfNtXGkkiTdL3kEXM4kJSVy/fp13N09aNq0eYHZit3eegOAnCnTELeNsSFJkv2RCbicCQ8/C0DVqlUL3KKtPXIIp1/3YfbwJHv6rOI2lyTJjsgEXI4IITh3LgKAqlV9CpS5vv0mADnTnkfIWY0lySHIPuByJCYmmoyMdLy8vBBCWJZrjxzC6cghzF7e5Ex73oYRSpJkTTIBlyMREfndD82ataB3776W5a7vvQtAztPTEB6eNolNkiTrk10Q5YTJZOLcuXMANG/+z6hmmpO/5/f9urmT8/Q0W4UnSdIDIBNwOREZ+Te5uTlUrepTYKJS1/9bAUDuxMmy71eSHIxMwOVERET+ybfmzVtYlqnDz+K8awdCpyN72nRbhSZJ0gMiE3A5kJeXx8WLfwEFE7Dr+zeOfp94Ul73K0kOSCbgcuDixQsYDAZq1qyFt3clAFRRV3DethWh0ZD9vLzuV5IckUzA5cC5c+FAwaNfl49Xo5hM6IePwlzbz1ahSZL0ABWbgPft24fZbC7LWCqknJwc/v77Eoqi0LRpcwCUtFR0Gzfklz83w5bhSZL0ABWbgHfu3MnAgQNZtmwZly5dKsuYKpQLF85jMpmoU6cu7u7uAOg2fIYqKxNDzz4YW7e1cYSSJD0oxd6IsXz5cjIzM9mxYwcLFixAURRGjRpFYGCgJVFI9+/m2A8tbs5obDDg8vFqALKfl0e/kuTI7tgH7O7uzqBBgxgyZAhXr15lz549jBo1ii+++KKs4nNomZkZREdHoVarady4KQDOWzejTojH2Kw5eX0H2DhCSZIepGKPgH/++We2bt1KVFQUw4cP59tvv6VKlSrk5OQQGBjI+PHjyzJOh3TuXARCCBo0aIhOpwMhcF39AQDZz86AW0ZDkyTJ8RSbgPfs2cPEiRPp2LFjgeUuLi4sWbLkgQdWEURE3Lz6Ib/7QXvkEJrwM5ir+qAfNcaWoUmSVAaK7YKoWrVqoeT77rv5g8J07dr1wUZVAaSkXCc+Pg4nJycaNmwEgMvHawDImfAUODvbMjxJkspAsQn48OHDhZaFhoY+0GAqkpvj/jZq1AStVosqOgqnXTsQGg25EyfbODpJkspCoS6Ir776iq+//pqoqCiCgoIsy7Oysmjfvv1dKwwNDWXJkiWYzWbGjBnD1KlTC62zc+dOPvjgAxRFoVmzZqxYseI+m2FfhBC3XP2Qf/OFy/p1KGYzuSOCMftWt2V4kiSVkUIJOCgoiF69erFy5UrmzJljWe7m5oa3t/cdKzOZTCxevJj169fj6+vL6NGj6devH40aNbKsExkZydq1a/n666/x8vIiOTnZeq2xE0lJSSQnX8PFxZW6detDdja6jZ8ByCEnJakCKdQFoSgKtWvXZtGiRbi5uVn+AFJTU+9YWVhYGHXr1sXPzw8nJycCAwPZu3dvgXU2bdrEE088gZeXFwBVqlSxUlPsx81bj5s2bYparUb33SZUqanktX8I40Md77K1JEmOotAR8Jw5c/joo48YNWoUiqIUmBpHUZRCCfVWiYmJVK/+z89nX19fwsLCCqwTGRkJwNixYzGbzUyfPp1evXrdMUhFAW9v1xI1qDxTq1V4eblw5cpFdDotnTt3wNvLBc36jwFQZs4q9+1Uq1XlPsaScIR2OEIbwHHacS8KJeCPPvoIyB8L4kEwmUxcuXKFL774goSEBMaNG8f27dvx9Cx+qh0hIDU1+4HEU5a8vV05e/YvEhKu4uHhiadnVTJ376PSmdOYq/qQ0n8wlPN2enu7OsxnYe/tcIQ2gOO0w8fHo9TbFErAZ8+eveMGLVu2LLbM19eXhIQEy+vExER8bxvH1tfXl7Zt26LVavHz86NevXpERkbSpk2b0sZul252PzRr1hxFUXD5LP/oN2f8BHnpmSRVMIUS8Ntvv13syoqisGHDhmLLW7duTWRkJNHR0fj6+hISElLoCocBAwYQEhJCcHAw169fJzIyEj+/ijHcotlstsz71qJFS5SkJJy3b0OoVOSOn2Tj6CRJKmuFEvD9jPOg0WhYtGgRU6ZMwWQyERwcTOPGjVm1ahWtWrWif//+9OzZk0OHDjFkyBDUajXz5s2jUqVK99UIe/H333+TnZ1FlSpVqFbNF5dVK1Dy8tA/HCjH/JWkCkgRt55lA44cOULXrl356aefitxg4MCBZRLYrcxmQXJyZpnv19r279/D0aPH6dGjF906daFyxzaoY2NI3fQ9eX362Tq8EnGU/jpHaIcjtAEcpx1W6QM+fvw4Xbt25ZdffilyA1skYEeQl5dnufutWbPmOO3ZjTo2BmODhuT16mPb4CRJsolCCXjmzJkAvPXWW2UejCP7++9L6PV6qlevQeXKVXC5celZ7sTJoJIzQ0lSRVTsaGgpKSl8+OGH/P777yiKQvv27Xn++ecrTH+ttUVE5F9d0rx5C1SX/8bp130InY7cRx+3cWSSJNlKsYdes2fPplKlSrz//vusWrWKypUr88ILL5RlbA4jNzfXMu9bs2bNcdn4OQD6EcGISpVtHJ0kSbZSbAK+evUqzz//PH5+fvj5+fHcc89VyHEbrOHChb8wGo3UrVsXDydndF/nX2mS86S89EySKrJiE3D37t0JCQnBbDZjNpvZuXMnPXr0KMvYHMbN7odWrVrhvHM7qmvXMLZsLcd9kKQKrlAfsL+/v2UMiM8//5wXX3wRyL+JwNXVlZdeeqnMg7RnmZmZREVdQaVS0axZc3Sz80eYy5nwlJxySJIquEIJ+OTJk7aIw2H99dc5zGYzDRs2wjUqCu3hg5jd3NGPfsTWoUmSZGPFXgUBkJaWxpUrV9Dr9ZZlt09TJN3ZrfO+qdatBUAf/AjCvfQXbUuS5FiKTcDffvstGzZsICEhgWbNmvHnn3/Srl27O44FIRWUlpZKbGwMWq2WRrVqo7rx3uVOkCffJEm6w0m4DRs2sHnzZmrWrMkXX3zB1q1b7zhkpFRYRMTNed8a4/FjCEpqKnn+7TG2bmvjyCRJKg+KTcBOTk443xge0WAw0LBhQy5fvlxmgTmCf26+aInLhvUA5D75lC1DkiSpHCm2C6J69eqkp6czYMAAJk2ahKenJzVr1izL2Oza1atXuXo1CZ3Ohcb6XLTHjyJc1eSOCLZ1aJIklRPFJuAPP/wQgBkzZtC5c2cyMjLo2bNnmQVm724OvN6kSVPcbtz5Rv9qcGN+PUmSpDteBXH27NkCY0E4OTmVVVx2TQhh6X5oWb8+ztO/yV8+pIYtw5IkqZwptg/4gw8+YP78+aSmppKSksKCBQv473//W5ax2a34+DhSU1Nxd/eg4YnjqNLTMLWsieg6zNahSZJUjhR7BLx9+3Z++OEHy4m4qVOnMnz4cJ577rkyC85e3Tz6bdasOa7vLgUga+pCXFpMLfeTbkqSVHaKPQKuVq1agRswDAZDoQk2pcJunffNX1HQ/n4Cs6cX+uGjbByZJEnlTaEj4DfeeANFUfDw8CAwMJDu3bujKAqHDh2qMDMX34+oqCtkZWVSqVIlau/cDkDuI2PxOjcO9SU1tP7WxhFKklReFErArVq1AvKnnw8ICLAs79SpU9lFZcdu3nrcul59dEvfAPKv/XXPnAMmOfOFJEn/KJSAR44caXluMBiIjIwEoH79+mi12jILrDxbtiy/X3fevJcLLDcajVy4cB6ADhcuoMrKJK9zV0zNmsOJMg9TkqRyrtiTcEePHmX+/PnUqlULIQTx8fG88847cjCeO7h8+W9yc3Op5lONqjeu/c2ZIO98kySpaMUm4HfeeYdPPvmEBg0aAHD58mXmzJnDli1byiw4e3Pz6oeuGg3a039irlwZ/dDhNo5KkqTyqtgEnJeXZ0m+kN8FkZeXVyZB2SO9Xs/FixcAaHPkEAC5jz4BOh0AhqoPo3aRXTiSJP2j2ATcqlUrXnnlFYYNy795YPv27ZYTdFJhFy9ewGg00rByFTw+XAVA7pMTLeU59Wbi7O0qrwOWJMmi2AT8+uuv8+WXX/LFF/kTSHbo0IHHH5dTqBfnZvdDnyuRKDk5GHr3xdSwsY2jkiSpPCsyAZtMJoYNG8aPP/7IpEmlGzw8NDSUJUuWYDabGTNmDFOnTi1yvd27dzNz5kw2b95M69atSx95OZKdnU1k5GVUikLDn34EIGfS0wXW8ToxBLVGBe122CJESZLKoSIvTFWr1dSvX5+4uLhSVWYymVi8eDHr1q0jJCSEHTt2cPHixULrZWZmsmHDBtq2dYyByW/O+9YtNxft5UuYatbCMPBhW4clSVI5V2wXRHp6OoGBgbRp0wYXFxfL8jVr1hRbWVhYGHXr1sXPzw+AwMBA9u7dS6NGjQqst2rVKp5++mk++eST+42/XLh580XXU38AkPvkJNDccaA5SZKk4hPwrFmzSl1ZYmIi1atXt7z29fUlLCyswDpnz54lISGBPn36lDgBKwp4e7uWOp4HRafLv5rB29uVtLQ0rl6Np4bJgM/hgwiNBqfnpuF0W7xqjQoFpVy1416o1Sq7bwM4RjscoQ3gOO24F4USsF6v5+uvvyYqKoomTZowevRoNFY6mjObzbz99tu89dZbpdpOCEgtR1cP5ObmX46XmprNsWN/kJubR58Ll1BMJnKHjyJD51noagcvoxmNRlWu2nEvvL1d7b4N4BjtcIQ2gOO0w8en9DOdF8qsL730EhqNhg4dOhAaGsrFixdZuHBhiSrz9fUlISHB8joxMbHACGpZWVn89ddfPPnkk0D+tD3PPvssq1evttsTcRERZ1GbTLQ6chCA3ElTilxP7zsStYsc0F6SpH8USsCXLl1i+/b8UbxGjx7NmDFjSlxZ69atiYyMJDo6Gl9fX0JCQlixYoWl3MPDg6NHj1pejx8/nnnz5tlt8k1OTiYxMYGOf1/CKTkZY/MW5HXtXuS6uX5Po5PXAUuSdItCCfjW7obSdj1oNBoWLVrElClTMJlMBAcH07hxY1atWkWrVq3o37///Udcjty89rfvmdMA5EyZlt9hXRRTNhjLKjJJkuyBIoQQty5o3ry55aoHIQR6vR6dTocQAkVR+OOPP8o8SLNZkJycWeb7Lc6yZUsRQlClShXczp5h5pcbMHt7k3zqHLgWfTLB68QQNBoVyXZ+HbCj9Nc5QjscoQ3gOO2wSh9wRESEVYJxdFlZmSiKwpCwPwHIfWJCsclXkiSpKPJi1Xt09epVaigKrcLPIlQqcoo5+SZJklQcmYDvgRCCa9eu0jk+DrXJiH5IEOY6dW0dliRJdkYm4HsQFxdLWlIiXaOuAJAz5RkbRyRJkj2SCbiUYmNjOHToAMNTruOZlUVOk6bkde951+1yaz6Bq6u8DliSpH/IBFxK589HkJOdzfM5OQCcCwyidnGXnt1CX/MJXOR1wJIk3UJO01tKSUmJ9Msz0NRo5LqLC6rHxpVoO8WQDPprDzg6SZLsiTwCLoX09DRiY2N5wZx/6XTu089Ss16Du2yVzzNsvBwPWJKkAuQRcCn89tthqsXH0TkjHb1Wi9P00o8YJ0mSdJNMwCWUlpbK6dNh9D5xHIBjrdsgvCvZOCpJkuyZTMAldOTIYTyuX8f/fARmReFg+462DkmSJDsnE3AJpKamcOZMGH1OHEVlMnGqWQuue3vbOixJkuycPAlXAkeOHMYtI50up/NHPdvXqUup68itPRlXN2drhyZJkh2TCfguUlKuc/bsaQb/fgK1MQ/94KEk+viUuh599WB5HbAkSQXILoi7OHLkMM5ZWXQPOwVA9r/m3FM9qtwYyI62YmSSJNk7mYDv4Pr1ZM6ePU2PU3+gzc3F0LsvRv+H7qkujzNTUR+bYOUIJUmyZzIB38GRI4dxzsmh943p5rNfeNHGEUmS5EhkAi5GcnIy4eFn6P3HCZyzsjB071nsfG+SJEn3QibgYhw+fBCXrCx6/fE7AFkvLSx+vjdJkqR7IBNwEa5du8a5c+H0/f04Trk5GPoNwNilq63DkiTJwcjL0Ipw5MhB3DMz6HHyxtHv/IX3XWdO3Rm4ucnxgCVJ+odMwLe5evUq585FMPzYUTQGA/rBQzG2a3/f9Rp8BuMqrwOWJOkWMgHf5siRg1S+fp0up/5AKApZ8162Sr3qrAug1gF+VqlPkiT7JxPwLZKSkjh3LoIJB35FbTKR89g4TC1bWaVu94hZcjxgSZIKkCfhbnHkyEHqR0fR6q/zCFdXshf829YhSZLkwOQR8A2JiYn8dS6Cmft/ASB7+r8wV69R5LrzrNQtIUlSxSaPgG84fPgA/uFnqZ0Qj6lGTbKfnWHrkCRJcnBWT8ChoaEMGjSIgIAA1q5dW6h8/fr1DBkyhKCgICZMmEBsbKy1Qyi1xMQEos6cZsiB/QBkvbwI3NxsHJUkSY7OqgnYZDKxePFi1q1bR0hICDt27ODixYsF1mnevDnfffcd27dvZ9CgQbz77rvWDOGeHDp0gEGHDuCVmUFe+4fQjxlr9X1k138Rc3PZdSFJ0j+smoDDwsKoW7cufn5+ODk5ERgYyN69ewus06VLF1xcXABo164dCQkJ1gyh1BIS4sk5dIDuJ39HqFRkvLsKVNbvmcmr0hfhO8Dq9UqSZL+sehIuMTGR6tWrW177+voSFhZW7PqbN2+mV69ed61XUcDb29UqMd7ux5DfGP3zblRCYJo5E4+epZ/tokRST6FOV+Ht3ebB1F9G1GrVA/ssypIjtMMR2gCO0457YbOrILZt28aZM2fYuHHjXdcVAlIfwB1k8fFxuG/cSO34eIw1apI6ax7iAd2p5nXiX6BRkWrn1wF7e7s+kM+irDlCOxyhDeA47fDx8Sj1NlZNwL6+vgW6FBITE/H19S203uHDh1mzZg0bN27Eycl24yOEbdvC6NAbJ96WvotwL/0bKEmSdK+s2tnZunVrIiMjiY6OxmAwEBISQr9+/QqsEx4ezqJFi1i9ejVVqlSx5u5LJS46iq5rV6PLM5A1OBDDkKE2i0WSpIrJqkfAGo2GRYsWMWXKFEwmE8HBwTRu3JhVq1bRqlUr+vfvz7Jly8jOzmbWrFkA1KhRgzVr1lgzjBLJfPM12sZEk+vtTc7KD+RYv5IklTlFCCFsHcTdmM2C5ORMq9WXvP8XGo0dhcZkIumTDShBI6xWd3G8TgxBo1GRLPuAywVHaIcjtAEcpx027wO2Czk5VPnX82hMJi4PGIh7GSRfgKxGr+Lh7lwm+5IkyT5UuASsmvksVWJjSK5UCc2q1WW2X6N3Z4QcD1iSpFtUqLEgdF9uoMq2LeRpNJxa+Do6H58y27cm9SjKtcNltj9Jksq/CnMErDn9J24vzQbgh8FD6fQAbje+E7eLr6OS4wFLknSLCnEErCQm4jnxCVQGA7+1aYf6qafR6XS2DkuSpArO8RNwVhZe4x5BHR1FVPUa7B4SyEMPdbR1VJIkSQ6egE0mPKc9hfbPk6RVqcqnI0fj37WHPPqVJKlccNw+YCFwXzAX5927MHp68dHwkZiqVKV9+w62jkySHIbJZCQl5SpGo+Ge60hMVLCD2xEsNBonKlXyQa2+//TpmAlYCNz+PR+Xzz5BODmx5clJXNXp6NWpM87OtrkWN7Pp23h4yCNvybGkpFxFp3PFza06yj3eTapWqzCZzFaO7MEQQpCVlU5KylWqVi16yrLScLwuCCFwe/UVXNeuRmi1/PXWco7rdLi4uOLv/5DNwjJ5tAHvdjbbvyQ9CEajATc3z3tOvvZGURTc3Dzv64j/Vo6VgM3m/OS75gOEVkvaJ1+w88YXo2NH2x39AmiTf0FJ/Nlm+5ekB6W0yXfZsqUsW7b0AUXz4FnzPxvH6YLQ6/GY9Ry6Ld8itFrSP/mC802aEBd2ChcXV9q3t93RL4Dr5XfldcCSJBXgEAlYSUvFc9I4nA6GYnZzJ/3TLzD06cehjZ8D0KlTF5uOOyxJ0oOVnHyN999fQUREOO7uHri5uREefgY/v7okJibg7u6Om5s7Xl7ezJ+/kCeeGEOdOnUxGvNo2rQ5CxYsQqPR8McfJ/jf/zaybNn/lUncdp+A1efP4Tl5PJq/zmPyrc77gwYTd/wowXXqEB8fh6urG/7+7W0dpiRJN6Snp5OenkZsbAy1atW+7/qEELz88osMHhzI66+/BcCFC3+RnZ1F27b+LFnyGt269aBv3/w5GePj46hVqxafffYVJpOJF154nn379jBw4OD7jqW07DoBO3+3CY85M1GyszE2a07al98S9/VGhBAcOnQQgM6d5dGvJJWFzZu/4e+/L91xnfT0dL7/fjNCCM6cOU23bj3w9vbCbC76MrQGDRoyevSjd6zzjz9OoNFoGDFitGVZ48ZNShSzWq2mefOWXL2aVKL1rc0+T8JlZuI+9194PjsFJTub3OBHSNm1D7NfHQBSUq6TkBCPm5s77drJo19JKi/S09MQQuDsrMNsNpOennbfdf799yWaNm12T9vq9XrCw8/QuXO3+47jXtjdEbA29Fc8Zs9AHXUF4eRE5pvvkDvhKcuMFmlpaYSF/Un79h3o128AWq3WxhHny2y+Cg9PHZhsHYkkPRh3O1IFiI2N4cyZ05jNZvz92zN37nzq1KlT5tcBx8bGMnHi48THx9K1aw8aNWpcpvu/yW6OgJWrV3GfPQPv0cNQR10hr3VbUn78hdyJky3JNzY2hl9/3ceVK5c5fvwYVatWs3HU/zC5NQaPprYOQ5Jsqlat2nTr1oM2bdoyd+58q/QB16/fgPPnz5Uyjvw+4G++2cb58xEcPLj/vuO4F/aRgFcsp3IXf1w2fo7Qasmav5DUH/dhatW6wGrR0VGYTCacnXX4+FQlISHORgEX5nR1F0rcdluHIUk25+npSe3aflZJvgAPPdQRg8HAtm1bLMsuXrzAn3+evOu23t7eTJs2gy+++MwqsZSWXSRg1bx5qDLS0Q8YSMqvR8iePQ+K6Frw86uDq6srHh4e+PhUw+9Gn3B54HLlP6j+es/WYUiSw1EUhbfeWs6JE8d45JHhjBv3CB999AGVK5ds1vVevfqQm5trSdgnThxn5Mghlr8zZ8IeXOz2MCmn6NKFtBfmkdcv4K7rLlw4n/T0NF566RWr/Q9rDXJSzvLFEdpRHtqQkHCF6tXr3lcd9jQWxE1FtdthJ+UUh4+QV8JZkT09PfH09CxXyVeSJKkodtEFIUmS5Ijs4gi4NObNe9nWIUhShSKEqDCjoQFWHbvY4RJweZXRai2eni5gnVHsJKlc0GicyMpKrzBDUt4cD1ijsc7dtTIBlxGzrja4uoLBvk/8SNKtKlXyISXlKpmZqfdch6LY54wYVqnLKrVId+Wc8B1KhjN4DLV1KJJkNWq15r5nhigPV3PYitVPwoWGhjJo0CACAgJYu3ZtoXKDwcC//vUvAgICGDNmDDExMdYOoVzSxXyC6tIaW4chSVI5YtUEbDKZWLx4MevWrSMkJIQdO3Zw8eLFAut8++23eHp6smfPHiZOnMjy5cutGYIkSZLdsGoCDgsLo27duvj5+eHk5ERgYCB79+4tsM6+ffsYOXIkAIMGDeLIkSN21f8jSZJkLVbtA05MTKR69eqW176+voSFhRVap0aN/D4jjUaDh4cHKSkpVK5cudh6VSrlnu4yKVcGHwDAOl33tmX3n8UNjtAOR2gDOE47SkveiCFJkmQjVk3Avr6+JCQkWF4nJibi6+tbaJ34+HgAjEYjGRkZVKpUyZphSJIk2QWrJuDWrVsTGRlJdHQ0BoOBkJAQ+vXrV2Cdfv36sXXrVgB2795Nly5dKsQF3JIkSbez+mho+/fvZ+nSpZhMJoKDg3n22WdZtWoVrVq1on///uj1el588UUiIiLw8vLivffew8/Pz5ohSJIk2QW7GI5SkiTJEcmTcJIkSTYiE7AkSZKNlKsE7Ai3Md+tDVu2bKFLly4MHz6c4cOH8+2339ogyjtbsGABXbt2ZejQosetEELw5ptvEhAQQFBQEGfPni3jCEvmbu04evQoDz30kOWz+OCDD8o4wruLj49n/PjxDBkyhMDAQD7//PNC69jD51GSdtjD56HX6xk9ejTDhg0jMDCQ999/v9A6pcpTopwwGo2if//+IioqSuj1ehEUFCQuXLhQYJ2NGzeKf//730IIIXbs2CFmzZplg0iLV5I2fPfdd+L111+3UYQlc+zYMXHmzBkRGBhYZPmvv/4qJk+eLMxmszh58qQYPXp0GUdYMndrx2+//SamTp1axlGVTmJiojhz5owQQoiMjAwxcODAQt8pe/g8StIOe/g8zGazyMzMFEIIYTAYxOjRo8XJkycLrFOaPFVujoAd4TbmkrTBHnTs2BEvL69iy/fu3cuIESNQFIV27dqRnp5OUlJSGUZYMndrhz2oVq0aLVu2BMDd3Z0GDRqQmJhYYB17+DxK0g57oCgKbm5uQP59DEajsdBltKXJU+UmARd1G/PtH1BxtzGXFyVpA8BPP/1EUFAQM2fOtNyUYk9ub2f16tXt8h8TwKlTpxg2bBhTpkzhwoULtg7njmJiYoiIiKBt27YFltvb51FcO8A+Pg+TycTw4cPp1q0b3bp1K/LzKGmeKjcJuKLo27cv+/btY/v27XTr1o2XXnrJ1iFVWC1btmTfvn388MMPjB8/nueff97WIRUrKyuLmTNn8vLLL+Pu7m7rcO7ZndphL5+HWq1m27Zt7N+/n7CwMP766697rqvcJGBHuI25JG2oVKkSTk7505mMGTOmXJ4wuZvb25mQkFConfbA3d3d8nOyd+/eGI1Grl+/buOoCsvLy2PmzJkEBQUxcODAQuX28nncrR328nnc5OnpSefOnTlw4ECB5aXJU+UmATvCbcwlacOtfXP79u2jYcOGZR3mfevXrx/ff/89QghOnTqFh4cH1apVs3VYpXb16lVL31xYWBhms7lc/YcO+Vc4vPLKKzRo0IBJkyYVuY49fB4laYc9fB7Xr18nPT0dgNzcXA4fPkyDBg0KrFOaPFVupiTSaDQsWrSIKVOmWG5jbty4cYHbmEePHs2LL75IQECA5Tbm8qQkbfjiiy/Yt28farUaLy8v3nrrLVuHXcjs2bM5duwYKSkp9OrVixkzZmA0GgF47LHH6N27N/v37ycgIAAXFxeWLl1q44iLdrd27N69m6+//hq1Wo1Op2PlypXl6j90gN9//51t27bRpEkThg8fDuS3Ky4uDrCfz6Mk7bCHzyMpKYn58+djMpkQQvDwww/Tt2/fe85T8lZkSZIkGyk3XRCSJEkVjUzAkiRJNiITsCRJko3IBCxJkmQjMgFLkiTZiEzAUqldvXqVF154gQEDBjBq1CiefvppLl++fMdt/P39gfzbUIsbnaw07qeeV155hYsXLwKwZs2aUu+3TZs2lkupHoSQkBBWr15dZFlUVBTDhw+3vJ+SfZMJWCoVIQTTp0+nU6dO/Pzzz2zZsoU5c+aQnJxs69BKbMmSJTRq1AiAjz76qNTb16lTh23btlk7LIvQ0FB69uxpk31LZavc3Igh2YfffvsNjUbDY489ZlnWrFkzy/N169axa9cuDAYDAQEBzJw5s0T1vvDCCwwfPpw+ffoAMH/+fPr06UNAQADLly/n2LFjGAwGnnjiCcaOHVtgW71ez2uvvcaZM2dQq9XMnz+fLl26YDKZWL58OQcOHEBRFB555BHGjx/P+PHjmTdvHrt37yY3N5fhw4fTqFEj6tSpg5eXFxMnTgTgvffeo3LlykyYMKHYuGNiYpgyZQrt2rXj5MmTtGrViuDgYN5//32uX7/O8uXLadOmDf/5z3+IiYkhOjqa+Ph4FixYwKlTpzhw4ADVqlVjzZo1aLVahBBERETQsmVLjh07xpIlS4D8Ubg2btxo1+NASIXJI2CpVC5cuGAZVvB2Bw8e5MqVK2zevJlt27Zx9uxZjh8/XqJ6hwwZwq5du4D8Aa2PHDlCnz592Lx5Mx4eHnz33Xd89913bNq0iejo6ALbfvnllwBs376dFStWMH/+fPR6Pd988w2xsbF8//33bN++naCgoALbzZ07F51Ox7Zt21ixYgXBwcGWo0uz2UxISAjDhg27a+xRUVFMmjSJXbt2cfnyZbZv387XX3/NvHnzCnRxREVF8fnnn7N69WpefPFFOnfuzPbt29HpdOzfvx+A8PBwmjVrhqIofPrppyxatIht27bx5ZdfotPpSvReSvZDHgFLVnPo0CEOHTrEiBEjAMjOziYyMpKOHTveddtevXqxZMkSDAYDoaGhdOjQAZ1Ox6FDhzh//jy7d+8GICMjgytXrlCvXj3Ltr///jvjxo0DoGHDhtSsWZPLly9z5MgRxo4di0aT/zX39va+Ywy1a9fG29ub8PBwrl27RosWLUo0FkHt2rVp2rQpAI0aNaJr164oikLTpk2JjY0t0EatVkuTJk0wmUz06tULgCZNmlhmTThw4IBlefv27Xn77bctg9fcHKhGchwyAUul0rhxY0syvJ0QgqlTpxbqIigJZ2dnOnXqxIEDB9i1axdDhgyx1Llw4cJCfaIPajqqMWPGsGXLFq5du0ZwcHCJtrk5uh2ASqWyvFYUBZPJVGg9lUqFVqu1jHOgUqks6x06dMgyzc3UqVMt4zw89thjrFu3zi4Hb5KKJ7sgpFLp0qULBoOBb775xrLs3LlznDhxgh49evDdd9+RlZUF5A/HWZqTc0OGDGHLli2cOHHCknB79OjB119/TV5eHgCXL18mOzu7wHYdOnRg+/btlvL4+HgaNGhAt27d+OabbywD8KSmphbap0ajsdQNMGDAAA4cOMDp06fp0aNHiWO3hoyMDIxGo+WoOyoqiqZNmzJ16lRat2591ytNJPsjj4ClUlEUhQ8++IClS5fy8ccf4+zsTK1atXj55ZepV68ely5dshwBu7q68u6771KlSpUS1d29e3fmzZtH//79C4yZHBsby6hRoxBCUKlSJf773/8W2O7xxx/ntddeIygoCLVazVtvvYWTkxNjxowhMjKSYcOGodFoeOSRRyxdFTc98sgjDBs2jBYtWrBixQqcnJzo3Lkznp6eqNVqK7xjJXfo0CG6detmef35559z9OhRFEWhcePGlq4JyXHI0dAk6RZms5mRI0eyatWqAv3MN8XExDBt2jR27Nhh9X2/8sorjBkzhnbt2t11XX9/f06ePGn1GKSyJbsgJOmGixcvEhAQQNeuXYtMvpA/HU1GRsYDuRFjyZIld02+N2/EKOmvCql8k0fAkiRJNiKPgCVJkmxEJmBJkiQbkQlYkiTJRv4fWaeYt4odrNIAAAAASUVORK5CYII=\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results_ctrl = np.loadtxt(\"histograms_HealthyControl_deformed_undeformed.txt\")\n",
    "savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\MCFM\"\n",
    "\n",
    "v_min = 0.\n",
    "v_max = 3.\n",
    "\n",
    "v_ctrl = results_ctrl[:,0]\n",
    "probs_ctrl = results_ctrl[:,3]\n",
    "probs_ctrl_err = results_ctrl[:,4]\n",
    "\n",
    "fit_bounds=(0, [1, np.inf, np.inf])\n",
    "\n",
    "ind_vmax = v_ctrl <= v_max\n",
    "v_ctrl = v_ctrl[ind_vmax]\n",
    "probs_ctrl = probs_ctrl[ind_vmax]\n",
    "probs_ctrl_err = probs_ctrl_err[ind_vmax]\n",
    "\n",
    "popt_ctrl, pcov_ctrl = curve_fit(logistic_growth, v_ctrl, probs_ctrl,\n",
    "                                 sigma = probs_ctrl_err, absolute_sigma=False,\n",
    "                                 bounds = fit_bounds)\n",
    "\n",
    "v_plot = np.linspace(v_min, v_max, 100)\n",
    "\n",
    "with sns.axes_style(\"darkgrid\"):\n",
    "    plt.figure(0,(5,3.5))\n",
    "    plt.errorbar(v_ctrl, probs_ctrl, probs_ctrl_err, color='k', marker='.', alpha=.5, label='CTRL', lw=2, zorder=1)\n",
    "    plt.plot(v_plot, logistic_growth(v_plot, *popt_ctrl), 'r-', alpha=1, lw=2, zorder=100)\n",
    "    plt.axhline(1, c='C0', ls='--', lw=1.5)\n",
    "    plt.vlines(0.5, -0.1, 0.5, ls='--', color='orange', lw=1.5)\n",
    "    plt.xlim(0,3)\n",
    "    plt.ylim(0,1.05)\n",
    "    plt.xlabel(\"Cell velocity [mm/s]\")\n",
    "    plt.ylabel(\"Probability\")\n",
    "    plt.title(\"Probability for deformed cell\", fontsize=12)\n",
    "    plt.legend(loc='lower right')\n",
    "    plt.tight_layout()\n",
    "    savename = \"MCFM_explain_fitvalues_fig2\"\n",
    "    savepath = os.path.join(savefolder,savename)\n",
    "    plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Panels B-D"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "#define a color seed for each patient\n",
    "color_dict = {'VS': 'C0', 'VL': 'C1', 'RS': 'C2',\n",
    "              'KM': 'C3', 'LM': 'C4'}"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "def deformed_probability_curve(df, v_min=0, v_max=3, binsize=.25):\n",
    "    \"\"\"Compute the values for the shape probability diagram to find a cell\n",
    "    in a deformed state for velocities between v_min and v_max in the DataFrame df\n",
    "\n",
    "    returns: *tuple* (deformed_bins, deformed_hist_normal)\n",
    "        - deformed_bins: *array* limits for the bin ranges of the histogram\n",
    "        - normalized counts for each velocity range\n",
    "    \"\"\"\n",
    "\n",
    "    bins = int(v_max/binsize)   #number of Bins in histogram\n",
    "    #find index of cells in a deformed state. Class definitions are:\n",
    "    #1-parachute, 2-slipper, 3-asym. parachute, 5-multilobe, 7-undefined deformed\n",
    "    #4-discocyte/undeformed, 6-tumbler\n",
    "    deformed_index = ((df['shape'] == 1)\n",
    "                      | (df['shape'] == 2)\n",
    "                      | (df['shape'] == 3)\n",
    "                      | (df['shape'] == 5)\n",
    "                      | (df['shape'] == 7))\n",
    "\n",
    "    #create new column in df that is True for deformed state\n",
    "    df['deformed'] = False\n",
    "    df['deformed'][deformed_index] = True\n",
    "\n",
    "    df_deformed = df[deformed_index]\n",
    "\n",
    "    deformed_hist, deformed_bins = np.histogram(np.array(df_deformed['velocity']),\n",
    "                                                range = (v_min,v_max),\n",
    "                                                bins = bins)\n",
    "    #get the counts for all events to use for normalization\n",
    "    all_hist, all_bins = np.histogram(np.array(df['velocity']),\n",
    "                                      range = (v_min,v_max),\n",
    "                                      bins = bins)\n",
    "\n",
    "    #normalize the deformed histogram\n",
    "    deformed_hist_normal = deformed_hist/all_hist\n",
    "\n",
    "    return deformed_bins, deformed_hist_normal"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "#define dict to store fit values\n",
    "dict_fitvalues = {}\n",
    "\n",
    "def dict_fit_values_patient(patient, dict_fitvalues):\n",
    "    result_summary_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\Analysis\\Jupyter\\MCFM\\result_summaries\"\n",
    "\n",
    "    v_min = 0.\n",
    "    v_max = 3.\n",
    "    binsize = 0.25\n",
    "\n",
    "    #bounds of the parameters in the logistic growth function for our example\n",
    "    #f(x, A, x_0, k) = A/(1+np.exp(-k*(x-x_0)))\n",
    "    # 0<A<1, 0<x_0<inf, 0<x_k<inf\n",
    "    fit_bounds=(0, [1, np.inf, np.inf])\n",
    "\n",
    "    result_file = os.path.join(result_summary_folder, patient + \"_results_MCFM.tsv\")\n",
    "    df_results = pd.read_csv(result_file, sep='\\t')\n",
    "\n",
    "    dates = np.unique(df_results['date'])\n",
    "    dates = np.sort(dates)\n",
    "    day0 = pd.to_datetime(dates[0])\n",
    "\n",
    "    #create dataframes to save fit parameters\n",
    "    df_fit_all = pd.DataFrame()\n",
    "    df_fit_healthy = pd.DataFrame()\n",
    "    df_fit_unhealthy = pd.DataFrame()\n",
    "\n",
    "    for num, date in enumerate(dates):\n",
    "        df_date = df_results[df_results['date']==date]\n",
    "        #create new Dataframe to work with, leave out skipped cells\n",
    "        df = df_date[df_date['shape'] != 0]\n",
    "\n",
    "        healthy_index = df['health'] == 0\n",
    "        df_healthy = df[healthy_index]\n",
    "        unhealthy_index = df['health'] == 1\n",
    "        df_unhealthy = df[unhealthy_index]\n",
    "\n",
    "        #calculate percentage of healthy cells in sample\n",
    "        percentage_healthy = len(df_healthy)/len(df)\n",
    "\n",
    "        bins, deformed_curve = deformed_probability_curve(df, v_min=v_min, v_max=v_max, binsize=binsize)\n",
    "        bins_healthy, deformed_curve_healthy =  deformed_probability_curve(df_healthy,\n",
    "                                                                           v_min=v_min, v_max=v_max, binsize=binsize)\n",
    "        bins_unhealthy, deformed_curve_unhealthy =  deformed_probability_curve(df_unhealthy,\n",
    "                                                                           v_min=v_min, v_max=v_max, binsize=binsize)\n",
    "\n",
    "        bins_plot = bins[:-1]+binsize/2\n",
    "\n",
    "        #exclude nan values before fitting\n",
    "        ind_nonnan_all = ~np.isnan(deformed_curve)\n",
    "        ind_nonnan_healthy = ~np.isnan(deformed_curve_healthy)\n",
    "        ind_nonnan_unhealthy = ~np.isnan(deformed_curve_unhealthy)\n",
    "\n",
    "        popt_all, pcov_all = curve_fit(logistic_growth,\n",
    "                                       bins_plot[ind_nonnan_all], deformed_curve[ind_nonnan_all],\n",
    "                                       bounds = fit_bounds)\n",
    "        popt_healthy, pcov_healthy = curve_fit(logistic_growth, bins_plot[ind_nonnan_healthy],\n",
    "                                               deformed_curve_healthy[ind_nonnan_healthy],\n",
    "                                               bounds = fit_bounds)\n",
    "        popt_unhealthy, pcov_unhealthy = curve_fit(logistic_growth, bins_plot[ind_nonnan_unhealthy],\n",
    "                                                   deformed_curve_unhealthy[ind_nonnan_unhealthy],\n",
    "                                                   bounds = fit_bounds)\n",
    "\n",
    "        #days since treatment start\n",
    "        treatment_days = (pd.to_datetime(date) - day0).days\n",
    "\n",
    "        df_fit_all = df_fit_all.append({'A': popt_all[0], 'x0': popt_all[1],\n",
    "                                        'k': popt_all[2], 'days': treatment_days,\n",
    "                                        'percent healthy': percentage_healthy},\n",
    "                                       ignore_index=True)\n",
    "        df_fit_healthy = df_fit_healthy.append({'A': popt_healthy[0],\n",
    "                                           'x0': popt_healthy[1],\n",
    "                                           'k': popt_healthy[2],\n",
    "                                            'days': treatment_days}, ignore_index=True)\n",
    "        df_fit_unhealthy = df_fit_unhealthy.append({'A': popt_unhealthy[0],\n",
    "                                             'x0': popt_unhealthy[1],\n",
    "                                             'k': popt_unhealthy[2],\n",
    "                                              'days': treatment_days}, ignore_index=True)\n",
    "\n",
    "    dict_fitvalues[patient] = {'all': df_fit_all, 'healthy': df_fit_healthy, 'unhealthy': df_fit_unhealthy}\n",
    "\n",
    "    return dict_fitvalues"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Fill dictionary with patient data"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "patients = ['VS', 'VL', 'RS', 'LM', 'KM']\n",
    "labels = [\"P1\", \"P2\", \"P3\", \"P4\", \"P5\"]\n",
    "\n",
    "for patient in patients:\n",
    "    dict_fitvalues = dict_fit_values_patient(patient, dict_fitvalues)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Plot data for P1-P3"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 720x432 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 720x432 with 4 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 720x432 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patients = ['VS', 'VL', 'RS']\n",
    "labels = [\"P1\", \"P2\", \"P3\"]\n",
    "savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\MCFM\"\n",
    "\n",
    "# plot variables\n",
    "fontsize = 18\n",
    "linewidth = 5\n",
    "markersize = 12\n",
    "xlabel = 'Days since treatment start'\n",
    "\n",
    "# compute control fit values\n",
    "results_ctrl = np.loadtxt(\"histograms_HealthyControl_deformed_undeformed.txt\")\n",
    "\n",
    "v_ctrl = results_ctrl[:,0]\n",
    "probs_ctrl = results_ctrl[:,3]\n",
    "probs_ctrl_err = results_ctrl[:,4]\n",
    "\n",
    "fit_bounds=(0, [1, np.inf, np.inf])\n",
    "\n",
    "v_min = 0.\n",
    "v_max = 3.\n",
    "binsize = 0.25\n",
    "bins = int(v_max / binsize)\n",
    "\n",
    "ind_vmax = v_ctrl <= v_max\n",
    "v_ctrl = v_ctrl[ind_vmax]\n",
    "probs_ctrl = probs_ctrl[ind_vmax]\n",
    "probs_ctrl_err = probs_ctrl_err[ind_vmax]\n",
    "\n",
    "popt_ctrl, pcov_ctrl = curve_fit(logistic_growth, v_ctrl, probs_ctrl,\n",
    "                                 sigma = probs_ctrl_err, absolute_sigma=False,\n",
    "                                 bounds = fit_bounds)\n",
    "\n",
    "with sns.axes_style('darkgrid'):\n",
    "\n",
    "    # plot control values in every plot\n",
    "    for ii in range(3):\n",
    "        if ii==1:\n",
    "            plt.figure(ii,(10,6))\n",
    "        else:\n",
    "            plt.figure(ii,(10,6))\n",
    "\n",
    "    fig = plt.figure(1,(11,6))\n",
    "    height_ratio = 4\n",
    "    spec = gridspec.GridSpec(ncols=2, nrows=2, figure=fig, height_ratios=[1,height_ratio])\n",
    "\n",
    "    params = ['A', 'x0', 'k']\n",
    "    plot_titles = ['Normocytes', 'Acanthocytes']\n",
    "    ylims = [(.5,1), (.3,.85),(0,22.5)]\n",
    "\n",
    "    for jj, patient in enumerate(patients):\n",
    "        data = dict_fitvalues[patient]\n",
    "        color = color_dict[patient]\n",
    "\n",
    "        for ii in range(len(params)):\n",
    "            para = params[ii]\n",
    "            fig = plt.figure(ii)\n",
    "\n",
    "            for n, health in enumerate(['healthy', 'unhealthy']):\n",
    "                df_plot = data[health]\n",
    "                if para=='x0':\n",
    "                    ax1=plt.subplot(spec[0, n])\n",
    "                    ax2=plt.subplot(spec[1, n])\n",
    "\n",
    "                    if jj==0:\n",
    "                        ax1.set_title(r'${}$ - {}'.format(\"v_0\", plot_titles[n]), fontsize=fontsize+2)\n",
    "                        # hide the spines between ax1 and ax2\n",
    "                        ax1.spines['bottom'].set_visible(False)\n",
    "                        ax2.spines['top'].set_visible(False)\n",
    "                        ax1.tick_params(labeltop=False, labelbottom=False)  # don't put tick labels at the top\n",
    "\n",
    "                        d = .015  # how big to make the diagonal lines in axes coordinates\n",
    "                        # arguments to pass to plot, just so we don't keep repeating them\n",
    "                        kwargs = dict(transform=ax1.transAxes, color='k', clip_on=False)\n",
    "                        ax1.plot((-d, +d), (-height_ratio*d, +height_ratio*d), **kwargs)        # top-left diagonal\n",
    "                        ax1.plot((1 - d, 1 + d), (-height_ratio*d, +height_ratio*d), **kwargs)  # top-right diagonal\n",
    "\n",
    "                        kwargs.update(transform=ax2.transAxes)  # switch to the bottom axes\n",
    "                        ax2.plot((-d, +d), (1 - d, 1 + d), **kwargs)  # bottom-left diagonal\n",
    "                        ax2.plot((1 - d, 1 + d), (1 - d, 1 + d), **kwargs)  # bottom-right diagonal\n",
    "\n",
    "                        ax1.set_ylim(1.1,1.25)\n",
    "                        ax2.set_ylim(.3,.8)\n",
    "                        ax2.set_xlabel(xlabel, fontsize=fontsize)\n",
    "\n",
    "                        ax1.tick_params(axis='both', which='both', labelsize=fontsize-2)\n",
    "                        ax1.set_xticks([0,100,200,300])\n",
    "                        ax2.tick_params(axis='both', which='both', labelsize=fontsize-2)\n",
    "                        ax2.set_xticks([0,100,200,300])\n",
    "\n",
    "                        if health=='unhealthy':\n",
    "                            ax2.axhline(popt_ctrl[ii], color='darkgray', ls='--',\n",
    "                                        lw=1.5*linewidth, alpha=.75, label='CTRL')\n",
    "                            ax1.axhline(popt_ctrl[ii], color='darkgray', ls='--',\n",
    "                                        lw=1.5*linewidth, alpha=.75, label='CTRL')\n",
    "                        else:\n",
    "                            ax2.axhline(popt_ctrl[ii], color='darkgray', ls='--',\n",
    "                                        lw=1.5*linewidth, alpha=.75, label='CTRL')\n",
    "\n",
    "                    ax1.plot(df_plot['days'][:-1], df_plot[para][:-1], c=color, label=labels[jj],\n",
    "                             marker='X', lw=linewidth, markersize=markersize)\n",
    "                    ax1.plot(df_plot['days'][-2:], df_plot[para][-2:], '--', c=color,\n",
    "                             marker='X', lw=linewidth, markersize=markersize)\n",
    "                    ax2.plot(df_plot['days'][:-1], df_plot[para][:-1], c=color, label=labels[jj],\n",
    "                             marker='X', lw=linewidth)\n",
    "                    ax2.plot(df_plot['days'][-2:], df_plot[para][-2:], '--', c=color,\n",
    "                             marker='X', lw=linewidth, markersize=markersize)\n",
    "\n",
    "                    if patient == 'RS' and health=='unhealthy':\n",
    "                        ax1.legend(ncol=2, fontsize=fontsize-4)\n",
    "\n",
    "                    if health=='unhealthy':\n",
    "                        ax1.get_yaxis().set_ticklabels([])\n",
    "                        ax2.get_yaxis().set_ticklabels([])\n",
    "\n",
    "                else:\n",
    "                    ax=plt.subplot(1,2,n+1)\n",
    "\n",
    "                    if jj==0:\n",
    "                        if health=='unhealthy':\n",
    "                            plt.axhline(popt_ctrl[ii], color='darkgray', ls='--',\n",
    "                                        lw=1.5*linewidth, alpha=.75, label='CTRL')\n",
    "                        else:\n",
    "                            plt.axhline(popt_ctrl[ii], color='darkgray', ls='--',\n",
    "                                        lw=1.5*linewidth, alpha=.75)\n",
    "\n",
    "                    plt.plot(df_plot['days'][:-1], df_plot[para][:-1], c=color, label=labels[jj],\n",
    "                             marker='X', lw=linewidth, markersize=markersize)\n",
    "                    plt.plot(df_plot['days'][-2:], df_plot[para][-2:], '--', c=color,\n",
    "                             marker='X', lw=linewidth, markersize=markersize)\n",
    "\n",
    "                    plt.ylim(ylims[ii])\n",
    "                    plt.xlabel(xlabel, fontsize=fontsize)\n",
    "                    plt.tick_params(axis='both', which='both', labelsize=fontsize-2)\n",
    "                    plt.xticks([0,100,200,300])\n",
    "                    plt.title(r'${}$ - {}'.format(para, plot_titles[n]), fontsize=fontsize+2)\n",
    "\n",
    "                    if health=='unhealthy':\n",
    "                        ax.get_yaxis().set_ticklabels([])\n",
    "\n",
    "    fig = plt.figure(0)\n",
    "    fig.supylabel(\"Plateau probability\", fontsize=fontsize)\n",
    "    plt.legend(ncol=2, fontsize=fontsize-4, title_fontsize=fontsize)\n",
    "    plt.tight_layout()\n",
    "    savename = \"MCFM_treatment_fitvalues_A_fig2\"\n",
    "    savepath = os.path.join(savefolder,savename)\n",
    "    plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')\n",
    "\n",
    "    fig=plt.figure(1)\n",
    "    fig.supylabel(\"Transition velocity [mm/s]\", fontsize=fontsize)\n",
    "    plt.tight_layout()\n",
    "    savename = \"MCFM_treatment_fitvalues_v0_fig2\"\n",
    "    savepath = os.path.join(savefolder,savename)\n",
    "    plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')\n",
    "\n",
    "    fig = plt.figure(2)\n",
    "    fig.supylabel(r\"Growth rate [(mm/s)$^{-1}$]\", fontsize=fontsize)\n",
    "    plt.legend(ncol=2, fontsize=fontsize-4, title_fontsize=fontsize)\n",
    "    plt.tight_layout()\n",
    "    savename = \"MCFM_treatment_fitvalues_k_fig2\"\n",
    "    savepath = os.path.join(savefolder,savename)\n",
    "    plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Panel E"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patients = ['VS', 'VL', 'RS', 'LM', 'KM']\n",
    "labels = [\"P1\", \"P2\", \"P3\", \"P4\", \"P5\"]\n",
    "savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\MCFM\"\n",
    "\n",
    "fontsize = 24\n",
    "lw = 5\n",
    "xlabel = 'Days since treatment start'\n",
    "\n",
    "with sns.axes_style('darkgrid'):\n",
    "    plt.figure(0,(8,6))\n",
    "\n",
    "    for jj, patient in enumerate(patients):\n",
    "        data = dict_fitvalues[patient]\n",
    "        color = color_dict[patient]\n",
    "\n",
    "        # plot percentage of acanthocytes\n",
    "        df_all = data['all']\n",
    "\n",
    "        if patient=='LM':\n",
    "            plt.plot(df_all['days'][:-2], (1-df_all['percent healthy'][:-2])*100, c=color, lw=lw, label=labels[jj])\n",
    "            plt.plot(df_all['days'][-3:], (1-df_all['percent healthy'][-3:])*100, '--', lw=lw, c=color)\n",
    "        else:\n",
    "            plt.plot(df_all['days'][:-1], (1-df_all['percent healthy'][:-1])*100, c=color, lw=lw, label=labels[jj])\n",
    "            plt.plot(df_all['days'][-2:], (1-df_all['percent healthy'][-2:])*100, '--', lw=lw, c=color)\n",
    "\n",
    "    plt.ylim(0,100)\n",
    "    plt.xlabel(xlabel, fontsize=fontsize+2)\n",
    "    plt.ylabel(\"Acanthocytes %\", fontsize=fontsize+2)\n",
    "    plt.tick_params(axis='both', which='both', labelsize=fontsize)\n",
    "\n",
    "    plt.figure(0)\n",
    "    plt.autoscale()\n",
    "    plt.legend(fontsize=fontsize-2, ncol=1)\n",
    "    savename = \"MCFM_treatment_acantho_count\"\n",
    "    savepath = os.path.join(savefolder,savename)\n",
    "    plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Panel F"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
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   "execution_count": 58,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 648x432 with 1 Axes>",
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Felix Reichel committed
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
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    "savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\"\n",
    "\n",
    "# read in vitro study data\n",
    "path_in_vitro = \"data_in_vitro_dasa_treatment.xlsx\"\n",
    "df_in_vitro = pd.read_excel(path_in_vitro)\n",
    "\n",
    "# plot parameters\n",
    "linewidth = 4\n",
    "markersize = 15\n",
    "markerwidth = 1.5\n",
    "fontsize = 20\n",
    "\n",
    "markers = 'treatment'\n",
    "with sns.axes_style('darkgrid'):\n",
    "    fig = plt.figure(0,(9,6))\n",
    "    ax = plt.subplot(111)\n",
    "\n",
    "    sns.lineplot(x='mean velocity [mm/s]', y='fraction', data=df_in_vitro,\n",
    "                 hue='treatment', style='shape', markers=True,\n",
    "                 ax=ax, palette='viridis',\n",
    "                 linewidth=linewidth, markersize=markersize, markeredgewidth=markerwidth,\n",
    "                 alpha=.85\n",
    "                 )\n",
    "\n",
    "    ax.xaxis.label.set_size(fontsize+2)\n",
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    "    ax.set_xlabel(r\"Mean velocity [mm/s]\", fontsize=fontsize+2)\n",
    "    ax.set_ylabel(r\"Fraction $\\phi$\", fontsize=fontsize+2)\n",
    "    ax.tick_params(axis='both', labelsize=fontsize)\n",
    "\n",
    "    handles, labels = ax.get_legend_handles_labels()\n",
    "    label = r\"$\\bf{Treatment}$\"\n",
    "    labels[0] = label\n",
    "    labels[3] = r\"$\\bf{Shape}$\"\n",
    "\n",
    "    handles_new = []\n",
    "    for handle in handles:\n",
    "        if handle.get_color() == 'w':\n",
    "            handle.set_linewidth(0)\n",
    "        else:\n",
    "            handle.set_linewidth(linewidth)\n",
    "        handle.set(markersize=markersize,\n",
    "                   markeredgewidth=markerwidth,\n",
    "                   markeredgecolor='w')\n",
    "        handles_new.append(handle)\n",
    "\n",
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    "    leg = plt.legend(handles_new, labels, ncol=1, fontsize=fontsize-3)\n",
    "\n",
    "    plt.tight_layout()\n",
    "    savename = \"in_vitro_dasa_treatment\"\n",
    "    savepath = os.path.join(savefolder,savename)\n",
    "    plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}