{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Parametric Mode"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Estimate the intrinsic distribution of planets by fitting a double broken power-law in period and radius to the Kepler data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import EPOS\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "initialize the EPOS class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      " |~| epos 3.0.0.dev2 |~|\n",
      "\n",
      "\n",
      "Using random seed 1099836816\n"
     ]
    }
   ],
   "source": [
    "epos= EPOS.epos(name='example_1')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Read in the kepler dr25 exoplanets and survey efficiency packaged with EPOS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Loading planets from temp/q1_q17_dr25_koi.npz\n",
      "  6853/7995 dwarfs\n",
      "  3525 candidates, 3328 false positives\n",
      "  3040+1 with score > 0.90\n"
     ]
    }
   ],
   "source": [
    "obs, survey= EPOS.kepler.dr25(Huber=True, Vetting=True, score=0.9)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load and display the observed planet candidates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Observations:\n",
      "  159238 stars\n",
      "  3041 planets\n",
      "\n",
      "  1840 singles, 487 multis\n",
      "  - single: 1840\n",
      "  - double: 324\n",
      "  - triple: 113\n",
      "  - quad: 38\n",
      "  - quint: 10\n",
      "  - sext: 2\n"
     ]
    },
    {
     "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": [
    "epos.set_observation(**obs)\n",
    "EPOS.plot.survey.observed(epos, NB=True, PlotBox=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load and display the survey detection efficiency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "epos.set_survey(**survey)\n",
    "EPOS.plot.survey.completeness(epos, NB=True, PlotBox=False)\n",
    "EPOS.plot.survey.vetting(epos, PlotBox=False, NB=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define the function that describes the intrinsic planet population. Here we use a double broken power-law from EPOS.fitfunctions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "epos.set_parametric(EPOS.fitfunctions.brokenpowerlaw2D)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "brokenpowerlaw2D takes 8 parameters. \n",
    "The two dependent parameters are the period and radius. \n",
    "There are 6 free parameters (xp, p1, p2, yp, p3, p4) and a normalization parameter. \n",
    "Let's define them:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The normalization parameter, labeled pps, defines the integrated planet occurrence rate over the radius and period range (defined later on).\n",
    "Let's use two planets per star as a starting guess, and exclude negative numbers with the min keyword."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "epos.fitpars.add('pps',\t\t2.0, \tmin=0, \t\t\tisnorm=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize the 6 free parameters that define the shape of the 2D period-radius distribution, and their allowed ranges (min,max)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "epos.fitpars.add('P break',\t10.,\tmin=2,\tmax=50,\tis2D=True)\n",
    "epos.fitpars.add('a_P',\t\t1.5, \tmin=0,\t\t\tis2D=True)\n",
    "epos.fitpars.add('b_P',\t\t0.0,\tdx=0.1,\t\t\tis2D=True)\n",
    "epos.fitpars.add('R break',\t3.0,\tmin=1.0,max=5, \tis2D=True) \n",
    "epos.fitpars.add('a_R',\t\t0.0,\tdx=0.1, \t\tis2D=True)\n",
    "epos.fitpars.add('b_R',\t\t-4.,\tfixed=True, \tis2D=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "define the simulated range (trim) and the range compared to observations (zoom)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "epos.set_ranges(xtrim=[0,730],ytrim=[0.3,20.],xzoom=[2,400],yzoom=[1,6], Occ=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Show the intial distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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pNyF7FwQ/mTUk9Qc+NrM3Jf0JOFHSi8DLhFHeL4hrkJrZC5JuBS6WdBBh+PRiYHTO41XSqoQFp08ws/+YmVVqtxwulE6XovbzjyXmGhslkGmEsaKrguMEGiQIX6XtAt0nx+0KQvq+swiafQFhwYNHgF2s7Yo4PwD+wgIv1puBIwv2L0LIVVu4sEKadhPp8nGU7szTNehUAllJHF0YnaycG34vrs9wSG7R0zo587QU3qN0OjUd1oM1q0CmEcf2LLLldClaYI6yJXGhdDol6Z10WkwgIZ1Ipu01ujg6GWgBr9eWxIXS6VTUPsQDWqoHWUkgKwmjC6dTBu9RJuNC6XR4Wi7EAxYWyGoddJIEMo3ouTA6GfAeZTIulE6HpTG9xxJlzeo9eo/RqSMulMm4UDodjpbKoJMkjtA4gfRepVNDXBCS8fvidBhaXiCrcc6B9ALpvUqnTniPMhkXSqelaYz3aomyRiUIqFYgvVfp1Ah35knGhTIydepUll122Wab4UQ6vUCW8l5NK5Aujk4d8B5lMi6UkREjRnD11Vc324wuT3UerC3moAO170GWE780wuhZe5wyLJJFEebWzYyWw1PYFSzefOONN/Kd73ynmebUjI6Wwq5LCmSWodRqhl1dHJ1K9A2/F9OXSH/I4tPCY1dIYVdRKCV9qx3tjjOzGe0zqf4UXdO/ck+WX355nn32WVZeuZQrY8ehowhlh1jFAxYWpGb2IF0cnVoThXL20hXqFdDz0/DoQglImp+xTQPWNbPX221VnSm6JgEMGTKECRMmMGzYMG655Za80HRUWl0oqxPItOJYorxROVjT9CBr0atMIYo9V/isciWnyzJ7+aCQVuormIDeD48ulORFpY+ZvZ+qQelzYNMOIJR9zOz93NDrW2+9xcYbb8wnn3zCpZdeyk9+8pMmW1kdrSqULR/iAekEMq04lmqvmjIXRqfG5IVylfTH6J3w2BWEMs3U7RVAlmHUq4FW/5YudE2rrbYaF1xwAT/4wQ/4xS9+wY477sjaa6/dJPM6F41ZwaNEWTPzrzZQICsJ4zLLfVJ2v9O1yfeCFmumFa2LO/MUrEdpZnzve9/jH//4BwMHDuSuu+6ie/fuzTaxXbRCj7JpvUdorRRz1Q65JpwnTY/RxdFJy/v6MgC2bvpj9Ep47Ao9yqqEUtJmwJbAMsCHwP1m9lJNDJMGAUcDA4BVgAPMbFTBfgEnAQezYLXqI8zsuYznabNw84cffsjGG2/MlClTOPvsszn66KNrcDWNp1lC2SESlENrCWSGucdyAllJGJfBhdNJ5mVtCoBtnP4YPRseXShLHRQE8hKCiL1MEMlVgC8DtwGHmNmbVRkmDQW2A/4LXAkcXiSUxwG/BvYHXgJ+G+v3NbPPM5ynjVACjBkzhuHDh9OzZ0+eeOIJ+vXrV82lNIVmCGWHnH9sNe/VEsOrSQKZpsfo4uikIS+U/dMfo6fCowtl0gHSEOAm4EaCOPUEJpjZ2pI2As4BNgN2MLPna2Kk9AVwZE4oY2/yHeB8MzstlvUiDLUfbWYXZ2h7IaEEOPjgg7n00kvp378/jzzyCD179qzFpTSMRgrlwgLZAcI7oLV6kCkF0nuNTj3IC+VW6Y/Rw+HRhbK4srQG8DRwmpn9IZb1BZ43s+4F9S4BdgL61SKeMkEo1wZeA7Y0s8cK6o0BPjSz/TK0nSiUn3/+OZtuuimTJk3ixBNP5NRTT632MhpKI4Sy0whkC3qwZulBphHH5fmoYh2n6/KQdgTAtk9/jO4Jj11BKLOmsDsJeDAnkmU4DHgGOAKoVLc95H5e3isqfw9YtbiypJEE21Oz5JJLcsUVV7D99ttzxhlnMHz4cLbaKsPfrU5MSznptNoqHmmddKoQyLS9RhdHJzOe1DSR1LdFUjfgm0DFHG9mNk/S+YT5w3oIZf5URa+VUIaZjQRGFpfHa5pXqvGBAwdy9NFHc/bZZ7Pvvvvy5JNPssQSGXI8dTLSCWQdQjzABTJXVkYkKwnjMkwtu99xWLTZBrQmWf4/rETwbl1J0lEF5SsCFJUBdAPWr868kkyJj32At4psKe5llqNUOpc8v/vd7xg3bhwTJ07kuOOO4/zzz8/QfMen9r1HWPi2t1iIR6k2i8vqEOKRVhzT9BZdGJ3MNKBHWa+IBkl7Ab8DvkKYmjvRzP5TC5uz3JZu8fErwCYF5UvGx62L6v+v4JhaM4kglkOAxwAkLQYMBI7J0E5F+xZddFGuuuoqttxySy644AL22GMPdtlll/bY3GHoECEerdZ7TBniUSq8oxYCmUYYl3VnH6ccjelR9gYmEqIZrkzYfyzwS9pGNEyQVDKiQdLWwA0Egf038C3gH5K2NbNHqjU4tTOPpO7AVGBXM3uooHx94LlCZ55Yvh9wlJlt2i7DpN7AOvHlg8CZwM3Ax2b2ZgwPOZFwM18mhIoMIkN4SLymuVDZ6eX000/nxBNPZNVVV+XZZ59t+bUr2+PM0yESlLfaCh417j1CeoF0YXRqxbX6MQD2/fTH6LrwWI0zT60iGiTdACxnZkMKym4HPjDLclXJpO5RxnnHm4FDgYcKd5U45BDg/6qw7avAXQWvT47bFQRxPIuwzugFLOie75JGJNvj3HPsscdyyy238PDDD3e6tSsb45xToryVMuiUKm+AQNZKHF0Ynapo/hzlWoRv0m25AjObIeleYBugVOjf1sB5RWXjgSNrYVTWEenfAU9JGm1m/yhVSdJvgHWBYe01zMzuJq7sUWK/ERx0Rraj7fxxhetRlqNHjx5ceeWV9O/fn2uuuYY999yzw69d2fLeq9Ba8Y9J5XVwzskikGmE0WMrndS0Y46ywm/oyfH3Ni2ZIhqKjks6piYLzmW6LWb2kqSDgatj/GTOo1UAkpYFTgd+BAw1s07lTbDuuuty9tlnc8QRR3DYYYex3Xbbdci1K1sqgw60foq5pPImCqSLo1M32pEUvU5xlKkiGmpwTCoy/38ws6skTQX+SvBcehS4U9IdhO7vJEJWnsfKNNNhOeyww7jpppuYMGECBx10UIdau7LlBbLVHHRKlTfAQSerQHrSAacmNH8NiPZGNExh4V+ArFEQJWmXM7CZjY4TpcOBLQhhIx8AZxPS2ZWMTWwF2jNHWXAsl19+Of369WPMmDFcdtllLb12ZYfwYIXW6kE20YM1rUB60gGnLjR/ma32RjQ8FI85u6BsCMERtGraHTVjZjOBf8YNSaub2Vvlj2oN2jNHWciqq67KhRdeyD777NMB166sdQxkQlmrCWRSeR1W8WjEHGQlgXRhdKqiAT3KooiGbsAakvqzIKLhT8CJkl5kQUTDF8C1BW3cATxqZifEoj8D90o6AfgPITnODoSFMqqm6vBSSX0IF/Jjghdql2Dvvffmpptu4sYbb2T//ffvAGtXtngPstVW8ShxnrRJyhvVg0yXeMDnK52UNKZHWYuIhq9QMDRrZg9K2hs4Nbb1GvC9WsRQQso4SknLRKN3AeYQYhrPIwSCHgc8B/zRzK6rhVGNoOCa9oH2JQ//6KOP6NevX0uuXblg3vTyhL3FAtkBQjyg5WMg04pZFg/W9mTlcWF0svJLXQiAnZ7+GP0qPHaFpOhphfJC4OuEzAe7ARsAY4ElCO6/99TTyHpQcE2rQftX2Rg7dizDhg1rubUrFxbKFl/BA1p+iSto3vxj+Yw8vvSWUx0/VhjVtHPSH6NfhseuIJRph16HEfLx3R4F5lXgNTP7ef1MqzvDgAOACdU0MnToUA4++GAuueQSfvjDH/Loo4+22NqVLZ5Bp8WWuErroJNlKLTWAplG+FwcnXbhq4ckkva2rAI8D2Bmr0uaCVxaN6vqTPR6XYMqRTLHOeecw+23387TTz/NySefzGmnnVaLZutAiwtkNQnKs5Q1KEF5IwWycq+yU4U0O/Wi+Zl5WpK0Q6/zgD5m9kF8/TmwiZlNqrN9dSN3TYQcglUvcHz//fczaNAgJHH//fez9dbFOeIby4Kh16dL1GhxgewA84/18F5NK5DpepUujk469tI4ACzJpaEEOiA8+tDrAkTIxjMrvl4MuFTS9MJKZrZHLY2rMwJqlrB1u+2245hjjuGss85i33335amnnmrBtStTOui0WnhHNSEfJc7TzBRz1fQgy/cqPUm6UyU+9JpI2ttyJW1TAXWGjODF11Q1p5xyCmPHjmXixIkce+yxXHDBBbVsvgpazIPVBbJke6XOXUogXRydmtL8hAMtSepltjoruYQDtboPTz/9NFtssQVz5szh1ltvZdddd61Ju1lZMPQ6JWFvCoGshwcrpAvxqHbYtUkhHqUEqdY9SF9BxKk1OyosCGX/Tn+MvhUeu8LQa0WhlLQl8ETatHSSBgDPmNmcGthXFwqvqdZCCXDmmWdywgknsMoqqzBx4sSmrF2ZLJQt7sVajUDWIcQD0vUiW0Eg04ijZ+1xSrGpXgbAxqY/RkPDowslCzvyVGxQ+gzob2av18C+uiBpPkVLeNVSKOfNm8egQYN48MEH2Weffbjmmmtq1nZaFghlietK04PsCEnKO0AMZFKbpYdSKwtk2h6jC6OTlrxQjk9/jOJgmQsleVH5OzC9bMUFHAxs2AGEMndNI6C2Qgnw6quvsummmzJ9+nRuuOEGvvvd79a0/UokCqWHeISyFgvxSNt7LCeQnsrOqYYv630AsqSO0fbh0YUSkHQ32Z1e9jGzd9trVL0puqbBUHuhBLjooos47LDDWG655Zg4cWJD167MC2WPEtfVSg46VSxxBa3feyxVtxqBdGF0akleKO9Pf4xiunEXyi5APeYoc5gZu+++O+PHj2fo0KGMHj26YWtXJgplNeIILZViLq04QvNSzFXrvZpVIFPFVs5z8XQWZukeswGwx9Mfo6+GRxfKLkA9hRLg7bffZuONN2bq1KlccsklHHTQQXU5TzFthLKTp5irtXMONG94tdS5253KzoXRSUFeKJ9Kf4z6h0cXyi5AvYUS4Prrr+f73/8+SyyxBM8880xD1q7MC+XqRdfViPnHDhDeEeq2jkCWmn9M6wSU3+/C6LSDvFC+kP4YbRAeXSi7AI0QSgjrV95www1st9123H333XVfu3IhoeyCApnWQaeZ4R1pBbJUm5BOHJf6eHbFOk7XRTENtL2S4Zh14zEulJ2TmBT9pMKyet+Hjz76iI033ph3332Xs846i2OOOaau58sL5WYJ1+UerHlaqQeZNlOPC6NTa/JC+WaGY9aIx7hQdn4a1aMEGDduHEOHDqVnz548/vjjbLzxxnU7V6JQpnXSqUYg6+DBCulEstUEMunc1QgklBfJiuL4XvndTtdF8afI3slwzCrxGBfKosrShsA8M3spvh4C7Ac8B5yVNntPK9FIoQQ49NBDufjii9l0003runZlG6FshEBmKauxF2s1AlmvVTzSnLtagUzVa3RxdFKQE8r5GXJUdIu/Ky6UxZWlh4A/m9n1klYDXgbuBjYBrjKzE+piZR1ptFB+8cUXbLrpprz++uv86le/qtvalXmh3LnoupoV4lHiPK0UA5l66LMOIR41E8dKwvhxhf1OlySXPGDOp+mPWWTp8OhCWVxZ+gTY0sxelvQLYA8z20HSDsDlZrZmneysG40WSoAHHniAgQMH1nXtyjZCWU2C8lLlLRQD2cwlrqoJ8cjinFNSIF0YnRqQE8ovZnZLfUzvxeYDXUMos64+1h3IfWN3AnIpdF+j9FpODUHSr4DTgAvM7Mhm2lKJbbfdlmOPPZbf//739V+7Ms3wagdYwaOa3mO2NuvvoFOVQKYZSnVxdNrJ7EUXzVB7Rt3saDWyCuVE4DBJowlCmRtqXRX4sJaGZUHSVsBBwDPNsiErJ598MmPHjuXZZ59tzNqVTUoQAK0/vFpNgvJS56758Go5gawkjJ4b3UnJPOobttZRyTr0Ogi4CVgauMLMDozlZwDrmdledbGyvE1LA/8lCOVvgYlZepTNGHrNUc+1K/NDr79IuK4mOedA6wtky80/Jglkmh6ji6OTgdzakv+zUp5/C7OawoesKwy9Zg4PkdQdWMrMphaUrQlMN7P3a2pdOntuACab2XEx2XmHEUqo39qViULZib1Xk9or1WYzU8zVTSDTCKMPyTrqPZYtAAAgAElEQVQl0E/C4xu2Yupj8onUMwpl7HAdDQwAVgEOMLNRFY7ZGDgf2JLwSb4Y+J016Ic769ArMQRkalHZ5FoZlAVJBwHrAD+qUG8kRQkGWoVjjjmGW265hQcffJAjjzyy9mtXdlAHnVCvtQWyLuEdaQXShdGpA7OpT7haEb0J03hXxq0skpYCJgD3AlsAfYFRwDTgnLpZWWhDxqHXm8vtN7M9qrYovS19gfuBgWb2Yiy7mw7Wo4T6rF2Z71GeliLXawsJZEf1YC3ZZrVzkMViV0kgfb7SaQc6Ljy+YF9OfcwGegOobuhV0hfAkeV6lJIOA34PrGRmM2LZr4HDgNUa0avM2qMs/potAmwKrA78uyYWpWdrws/5xIKlq7oDgyQdCixhZrMabFO7WGeddTjnnHM47LDDOOywwxg4cGDt165sgJNOq/UgS9VdOC6yiSEeaQUSSouci6NTI2aTxeu1YWwN3JcTych44HfAmsCkehuQSSjN7ICkcknnAJ/XxKL03AQUr552OfAKcDoLwlg6BIcccgg33XQT48eP59hjj+Wqq66qTcNdUCDTerF2iB4kLCx07szj1In2eL3mRuVKcLKZjWy3QYE+wP+Kyt4r2NdaQlmGiwnDoCNr1F5FzOwTaPtLJWka8LGZTWyUHbVCEn/9619Zf/31ufrqqxkxYgRbbrllbU/SgDCPVlvmKqm8Hqt41MVJJ6tAVhLHhrvaOR2NWe3oUTbI67VYjFWivC7USij71qidLs1aa63FUUcdxZlnnsnPf/5zHnjgAQqGldtPA8I8OoJAJp27Qwhkqbppeo0ujk4GWjSOcgoL/zrl3HMbks04k1BK+ktxEbAysDvw91oZ1V7MbHCzbaiWE044gcsvv5yHHnqIG264gb333ru6BtOs7uFxkNnP08oC6eLotJMGeb1m5SHg95IWM7OZsWwI8A4wuREGZO1RFq8LNR/4APgFLSCUnYGlllqKU089lYMOOojjjjuOPffck169elXfcMpE5R1BIJPqtpxAQnWhHlkEMo0w+pylk4K5DehRSupNCOsD6AasIak/YdrszZjAZksz2ynWuZYQ3jdK0qnAesDxhPnPhgy9+nqULRAeUsy8efMYMGAATz/9NKeeeionnnhi5jbyQ7b3lLiuJuVihcYsddWIXKxNFUgXR6eGaFR4HJ3XpsoM1x1AuxIODAbuSth1hZntL2kUMLhwkY2YcOACQsKBqcBFwCkulA2iFYUS4K677mLHHXdkiSWW4OWXX2aVVVbJdHxJoayxQELniYWsS6hHNQKZVLeSQLo4Ou0gJ5T/Z7ukPmZP3QZ0jRR2FYdeY5KBH5rZZ62UcKAaCq+p2baUYocdduAb3/gGN910E7/+9a/5+9+rHNn2UI/M52lqqEeWXqRn6XFqRHu8XrsCaeYoP2KBC25n+b+6OvBpTTxK68jZZ5/NmDFjGDVqFEcccQQDBgzI3kiLreiRrc3WGWaFDEteNWKYNe030QXSyUCLOvM0HR96bdGh1xxHH30055xzDjvttBO333576uPyfwJeWvi6PB6y9HmaGg9ZK5F0cXQykhsrHGXp02furxuBrjH0mn45a6cp/PKXvwTgscceq0l7WXKztpdSYuXUgM4ypuO0JLNZNPXWlUgzR5l6ciy3PmWrk+Wams3iiy/ebBMcx+kitGjCgaaTZo7yS0WvBxHiJ5+Nr/sReqb31tCuelN8TY7jOF2eWT5HmUhFoTSzr+eeSzoBmEFYaHNaLFsCuIwFwtnyFF1Ta05OOo7jNJh5Nctq2rnIeld+CuyUE0kAM5sm6XfAHcBptTTOcRzHaRzu9ZpMVqHsDawCPF9UvjLgk2mO4zgdmEaksOuIZBXKfwGXSzoGeDiWbUVYfbrRCzc7juM4NaSrebOmJatQHgacA4wCFiGsHjKHMEd5dE0tcxzHcRqKe70mk0kozWwGcHjsUX6FIJSvFs5ZOo7jOB0T93pNJrOLk6QewKbAGkBPYNNcFhgzu7Km1jmO4zgNw71ek8m6cPP6wC3AWoTe5LzYxhxgFtAwoYyhKt8C+sZzPwycYGYTG2WD4zhOZ8K9XpPJmsLuT8ATwNLAdGAD4KvAU8BetTWtIoOBC4FtgB2BucDtkpZrsB2O4zidgrl0T711JbL2s7cAto+xk/OBHmb2X0nHAucBm9TcwhKY2a6FryX9CPgU2JbQ63Ucx3Ey4F6vyWQVShF6kgAfAKsCLwH/A9apoV3tYUlCDzl5YULHcRynLO71mkxWoZxIcOR5HXgUOE7SPOAg4NUa25aVPxOGgB9qsh2O4zgdEvd6TSarUJ4GLBGf/xoYDdwFfAikX8isxkj6I7AdsJ2ZzUvYPxI4qdF2OY7jdCR86DWZrHGU4wuevw5sGJ1nplqTVj6WdC6wN7BDtGkhzGwkMLLE8Z4U3XEcBx96LUXVQTNm9jGApNXN7K3qTUqPpD8TRHKwmb3YyHM7juN0NmZ5jzKRqoVSUh/gN8CBQK+qLUp/3guAHwHfAKZGOwC+MLMvGmWH4zhOZ8F7lMmkiqOUtIykayR9IOkdST9V4CSCY8+WBKFsJIcTPF3vAN4t2FLlnM1dU/3McxzH6VjMomfqrVokHS5pkqSZkp6QNLBM3ZUlXSvpRUnzJI2q2oAMpO1Rng4MAq4AdgPOBYYQHHt2N7N76mNeacxMVTaRuybHcRyHxqWwk/Q9QqTC4cD98XGcpA3N7M2EQxYlOI2eCRzcECMLSJuZZxhwgJkdDexBiKd8zcx2bIZI1ohhwAHNNsJxHKdVmE3P1FuVHAWMMrNLzewFMxtBGBE8LKmymU02s5+a2Sjg42pPnpW0fx/yizWb2euSZgKX1s2qxpC0ALXjOE6XpRFzlJJ6AgOAPxTtuo2QkrTlSNuj7EZIfJ5jHgsy9HRUiq/JcRynSzOLRVNvOSRZmW1kwmlWALoD7xWVvwf0Wbh680nboxRwtaRZ8fViwKWS2oilme1RS+PqjICrm22E4zhOq9CeHmUV/iLFMexKKGsJ0grlFUWvO4PAFF+T4zhOl6ZBKew+JIxKFvceV2ThXmZLkEoozazTOb3krknS/k02xXEcpyVohNermc2W9AQhcuIfBbuGAP+quwHtwJezdhzHcYCGLtz8R+AqSY8CDwCHEhwsLwKQdCWAme2bO0BS//h0KWB+fD3bzOrulOlC6TiO4wAwb35jMvOY2Q2SlicsrrEyYWWqoWb2RqyyRsJhTxa9/jrwBrBmvezM4ULpOI7jADBrZuNyvZrZhcCFJfYNTiirNslMu3GhdBzHcQCYN9dzvSaRSSglrQG8VbykliQBq5dIPeQ4juN0AGbN8IWbk8jao5xEGE9+v6h8ubjP/444juN0UObP8mW2ksgqlKUCQnsDM6s3x3Ecx2kaPvSaSCqhlPSX+NSAM4oy8nQnLLP1VI1tqysF1+Q4juMAzGyav0xLk7ZHuXF8FLABMLtg32zgvyyc4LbV2bhyFcdxnC7E3GYb0JqkzcyzA4Cky4GfmdlndbWqARRcU0vmFnQcx2k4M5ptQGuSaY6yM6aycxzHcSLzmm1Aa5J2ma08knaXNEbSC5JWj2U/kbRT7c2raMsgSTdLejsu6bJ/o21wHMfpNMzMsHUhMgmlpB8ANwIvE9IGLRJ3dQeOrall6ehNSH30M3zQwHEcpzrmZti6EFl7lMcCB5nZL2h7qx4G+icfUj/MbKyZ/crM/gnMb/T5HcdxOhXeo0wkaxzlusBDCeVfEDK6O47jOB2VLtZTTEvWHuU7wHoJ5YOA16o3pz5IGhnnMBfamm2b4zhOy+A9ykSyCuUlwF8kbRtfry5pP+As4K81tayGmNlIM1PS1mzbHMdxWgafo0wka3jIWZKWBiYAiwF3AbOAP5jZBXWwz3Ecx2kUXaynmJbMy2yZ2YmSTgM2JPRInzezL2pumeM4jtNYulhPMS3tWo/SzKYDj9fYlsxI6g2sE192A9aQ1B/4uNySX5JGAifV30LHcZwOhPcoE8kslJK+B+wErEjRHKeZ7VEju9LyVcLwb46T43YFsH+pg8xsJDASPIWd4zhOHhfKRLIu3Hw28HOCOL1D8pJbDcPM7iYkanccx3GqxYdeE8nao9wX+H4M8Hccx3E6E96jTCSrUHajg6076TiO46RkTrMNaE3aE0f5w3oY0kgKExA02xbHcZyWYVaGrQuRtUe5DLCPpCHAMxT9/zCzn9bKsHrizjyO4zgJ+BxlIll7lBsShl5nA+sDGxdtjuM4TkelgSnsJB0uaZKkmZKekDSwQv3tY72Zkl6XdGjR/rotu5g1M88OtTqx4ziO02I0qEcZwwz/DBwO3B8fx0naMCkGXtJawFjg74Tpv+2ACyV9YGb/itVyyy5eGbea0Z44yh7AlsAaQM+CXWZmV9XKMMdxHKfBNG5V36OAUWZ2aXw9QtJuwGHACQn1DwXeMbMR8fULkr4GHA38C8KyiwQxRdKoWhqbNY5yfeAWYC1C/OK82MYcwvRuhxBKz8zjOI6TwLz6n0JST2AA8IeiXbcB25Q4bOu4v5DxwH6SFjGzuvrrZp2j/BPwBLA0MB3YgJAd5ylgr9qaVj8KVxNpti2O4zgtQzvmKEstYRi3kQlnWQHoDrxXVP4e0KeEZX1K1O8R26srWYdetwC2N7NpkuYDPczsv5KOBc4DNqm5hY7jOE5jaEe/rIoOR3HEgRLKKtVPKq85WYVShJ4kwAfAqsBLwP9YkJzccRzH6Yg0Jj7yQ8Igb3HvcUUW7jXmmFKi/lzgo5pal0DWodeJwKbx+aPAcZK2JyQif7WWhjmO4zgNpgELN5vZbMIU3pCiXUOAB0sc9hCwc0L9x+s9PwnZe5SnAUvE578GRhMSpH8IfLeGdjmO4ziNpnG5Xv8IXCXpUeABglfrKsBFAJKuBDCzfWP9i4AjJf0JuBjYlrBC1PdzDbZ32cU0ZI2jHF/w/HVgQ0nLAVPNzDPcOI7jdGQaFEdpZjdIWp7Q4VqZMFo51MzeiFXWKKo/SdJQ4FxCCMk7wE8LYiihncsupqFdCzcXYmYfV9tGo/HwEMdxnAQaF0eJmV0IXFhi3+CEsnuAzcu0dzd1WnaxolBKujltY01YuLm9bE6IBwX4ejMNcRzHaRm6WLLztKTpUdbdo6gJdMZrchzHqQ5Pip5IRaE0swMaYQiEJLnAMYQx6+eAn5vZfSXqDqbteHSODczsxXLnKbymWibOdRzH6dD4ws2JpAoPkdRL0gUxK/v7kq6VVNNsCAVJck8HNiO4CY+TtEbZA2EjgrDmtldSnq+XpAvab7HjOE4nowHhIR2RtHGUpxC8hsYA1xPiV/5aY1vySXLN7IWY/PZdgodTOd43sykFW9pshblrchzHcSA486TduhBphfJbwI/N7OC4OPMw4BuSutfCiIIkucVJb8slyc3xuKR3Jd0hKcsyYN8CfpyhvuM4TudmXoatC5FWKFcH8nOFZvYoofO9So3saE+S3Fxvcy+C6L0E3CFpUHFFSSOLk/UCawPX1ch+x3Gcjo9l2LoQaeMouwOzi8rmZjg+LamT5JrZSwRxzPGQpDUJ65PdW1R3JDCyTcNSLtfg+1XY6ziO43Ry0gqdgKslFUbZLAZcKimXJL2aOMr2JMlN4hFg75R1BVydoW3HcZxOTt3TpnZI0grlFQllNRMZM5stKZck9x8Fu4YQV69OSX/CkGwakq7JcRynC9PF3FlTkkooGxRLmSlJrqSfA5MJ8ZY9gR8C3yDlAtK5a/I4SsdxnBxdzJ01JbWeY2w3WZPkEsTxD4Q1MWcQBHOYmY1tkMmO4zidDB96TaJlhBKyJck1s7OAsxpgluM4ThfBe5RJtJRQOo7jOM3Ee5RJuFA6juM4Ee9RJpE24UCnojABQbNtcRzHaR082WsSXVIozWykmcnM6rLIp+M4TsfEk70m4UOvjuM4TqRrCWBaXCgdx3GciDvzJOFC6TiO40S8R5mEC6XjOI4T8R5lEi6UjuM4TsR7lEl0Sa9Xx3EcJ4nGhYdIOlzSJEkzJT0haWCF+tvHejMlvS7p0KxtSjpY0l2SPokhgmumsdWF0nEcx4k0JjxE0veAPwOnA5sBDwLjJBXn9M7VXwsYG+ttBpwBnCdpr4I6adpcHLiNovWJK+FC6TiO40TmZNiq4ihglJldamYvmNkIwhKJh5WofyjwjpmNiPUvJSyVeHSWNs3sT2Z2BnB/FmN9jjIitXbugc8++6x9NvZte8zshCrvpyxzHKez88u6n0FST2AAYfWnQm4Dtilx2NZxfyHjgf0kLQKoHW2mpkv2KD2FneM4Tm3I/ZaW2EYmHLIC0B14r6j8PaBPidP0KVG/R2yvPW2mpkv2KM1sJBnHqHNIsmpS3zXq+NyfADP/L+A4Tnlyo1UNTutZ/OOkhLJK9XPlKlOn6h/BLimUjuM4TtP4EJjHwj29FVm4R5hjSon6c4GPCIKYtc3UdMmhV8dxHKc5mNls4AlgSNGuIQRP1SQeAnZOqP+4mc1pZ5up8R6l4ziO02j+CFwl6VHgAYJX6yrARQCSrgQws31j/YuAIyX9CbgY2BbYH/h+2jZju30Ivc71YtGGkpYB3jSzj0sZ60LpOI7jNBQzu0HS8sCvgZWBicBQM3sjVlmjqP4kSUOBcwnhHu8APzWzf2VoE4J4nlTwekx8PAAYVcpeubNHNtyZx3GczkZ7nXkkDSLEMg4g9N4OMLNRBftFEKaDgWWBR4AjzOy5gjrLAn8B9ohFNwMjzOyTuH9N4Mp4jieAfc1scsHx/wZuNbNLstieBZ+jdBzHcdpLb0LP7Wckp+s5lhCcOQLYghCiPUHSkgV1rgU2B3YHdovPryrYfw7wNtCfkEAgHysp6RuE0JBLa3M5ybhQZufkDn684zhOTTCzsWb2KzP7JzC/cF/sTf4cONPM/mVmE4H9gCWBfWKdDQjieLCZPWhmDwGHAMMl9Y1NbQBcYWavEIZHN4jHLkUQ0YOtzkNnLpQZiTGYHfZ4x3GcBrEWwXEmn1HHzGYA97IgW87WwBe09Ux9AJhWUOdpYGdJ3YBdgGdi+ZmElHUv1usCcrhQOo7jOEC7suyUIxfTWC5bTh/gg8IeYXz+fkGdo4H1gcnAusDRkrYBBgJ/lXRNXE3k2tjLrDnu9eo4juMAdcvMUylbTtKwab6Omb0NDM/vCLlibyUM0R5PSDqwHmFY9jfAMTWyO4/3KB3HcZx6MCU+lsuWMwVYUQUrPsTnX6J0Rp3jgXvN7EFgR+BGM5sLXBdf1xwXSsdxHKceTCIIYT5bjqTFCEOmuTnJhwies1sXHLc1sAQJGXUkrU9wCDohFnUDFonPexISo9ccH3p1HMdx2oWk3sA68WU3YA1J/YGPzezNmEnnREkvAi8TkgF8QQgJwcxekHQrcLGkgwhDrhcDo83spaJzCbgE+KWZfRaL7wcOlfQCIRFBpnUmU1+nB6R3TjzhgAMwdepUJk6cmN+ee+45Pv3002ab5bQYTz31FNCuhAODgbsSdl1hZvsXJBw4hLYJByYWtLEcCyccODKXcKCg3iHALma2V0HZCoSYy+0I3rI/NLMPs1xDGlwoU6KYEqdSWXvbhry3V9XE9ubHNmvRpNPiTJs2jRdeeKGNKE6cOJG333672aY5HYgGL7PVYXChrBJJvWJsUKV6vc3sC0k94sQzkhYFVjKzNzOcb02C6/QMM7MYW7Q8YR5gcpzg9h5lJ2bSpEk88sgjbQTx9ddfT3yve/XqxUYbbUS/fv3y24orrtgEq51WZvPNNwdcKEvhc5QpkPQb4Hbg4ShO6xCS6O5GSMd0p5ndVraRME4/1szui23uThhq2Ct2KC8FTjOz6RXaGUFYWua6+PpIYBgwB+gj6SPCPIDTSZgzZw4PPPAAY8aMYfTo0bz44sLx1T169GD99ddvI4j9+vVjrbXWols399lznGpwoUzHdOCbwMPx9d+ACcBlwFeBGySdY2anlmnjNeAcSfuY2avAacD5wInAIOD3hPfjuAq2PAYcLOkOM3ufkGx4v9j+l4DT42unA/PBBx8wbtw4xowZw/jx49vMKy699NIMGjSITTbZJC+I6623Hj179myixY7TefGh1xTECeMbgQlmdoak8cCPolAh6ZuEnIbfM7MpZdr5bXx6DnAD8GczmxD3DSL0Kncws3cq2PNbwiKmBxNiip4ALjOz6dHjbBwxdsnf346BmfH000/ne42PPPJIm/dugw02YNiwYQwfPpxtttmGRRZZpExrjpON9q4e0lXwHmUKzOxDST8i9BzfIfQsn4wpnW4nxO4MKCeSkWsI7s1vEnqTJ0nahOAuvQrQs5xI5pyHzOyUmH1/z9jmycCakqYSFjSdxMJBvk6LMW3aNO644w7GjBnDmDFj2jje9OzZk8GDBzN8+HCGDRvG2muv3URLHSeZapfZin4afyP8lk0BDjez2wuO/ymwlZnt05ALKoELZUrM7G1Jv2JBL+5/hOHYPwLPEZaTSUTSEmY2zcxek3QgMJYwRHoxwQlnJcISNYdXMGNlSRsBdxOWmrmKkCD4cOAXwNqEIeHxhKVvnBZj8uTJ+V7jXXfdxaxZs/L7Vl555XyvcaeddqJ3795NtNRxUpFbZuvKuBWTW2Zrf+Al4LcEv46+ZvY54fd0ACHJwO7AtZJWir4gqwNHAVvW/Soq4EOvZZC0IcFpZ3ngLjO7StIZwIbA92K5CIG2byWFd0SnnQMJH4Jx8fk2wLcJH6AewBJm9lYFW44HdgWWAeYBRxAyUlwK7GNmT0paxMzmxPru9doCzJ07lwcffDAvjs8//3x+nyS23HJLhg0bxrBhw9hss83yQ2CO00hqMfQq6QtC/OOo+FrAO8D5ZnZaLOtF8No/2swulnQh8JmZHR/3TQdWNLMPJN0M/Luwh9osXCjLIOkJgpPMTEIOwQviHOVVwMfAUWY2r0Ib7xGGW+8nJOt9muDA83tgSTM7MKUtnxI8XB8DfgAsY2YjJO0FfB/4hZm9lQs/caFsHh9++CG33norY8aM4dZbb+WTTxbETS+11FLssssuDB8+nN12242VVlqpiZY6TqBOQrk24fdzSzN7rKDeGOBDM9svJhH4EWFkbVfgQmBV4DvAIWa2U3vtqSU+9FoCSWsAqwGDzexzSV8GLpd0HnAocBHwdeAmSd3MbH5CGxsRRPYyM5ss6TFCFotjCM4/t0dv2V9WsGUTwr+w18zsRUkXA3dI6g6MAbYnDGH8Jhej6TQOM+PZZ59l9OjRjBkzhocffpj58xd8HPr27ZsfUt12223dO9VpWXJ/sEtwcsb1cMsts7VqfP53YBPgeeBD4LvA0oS1JneRdBKhYzCFsEBz3deeTMKFsjRzgNeBC+Jwa1/CkMAXAJL+A5wg6Vkze61EG28SeoDnxHyGawNv50RV0neAP0saZmZjShliZs/Ef2EnSbqdMJ5/X+zNzosfpnGS5prZybW4eKc806dP584778w74rz11oKR80UWWYSddtopP6S6zjrrlGnJcVqHRi+zFaeKjmizU/obYRRufcIU1wDCqNlVwBZ1sK8iLpQlMLN3JR0H/JTg2foEwbsr533675h44HdAokdW7In+gTCRvTtBOI+PbSxqZh9LeoCQuKCkUEbOIyT93RL4B8GhhzgvOVXSz1iQnNipA2+88UZeGO+8805mzpyZ39enTx+GDh3K8OHD2XnnnVlyySWbaKnjtASFy2wV+mAULrPVBknbE4TxUOAsYEz8Hb2GkDh9yegE1FBcKMtgZvdKepMwwTy7OEmvmZ0Vh2TLtfGwpMeBHmY2UxEzmxX3XxRdpCvZ8hpRqIvK50jqbmaPSHoyy/U55Zk7dy4PP/xw3hFn4sS2jsRbbLFFfkh1s8028ww4jtOWwmW2HoM2y2wttLhy/B38K7Bf9LPoxoKlIHPzFXVZRqsSLpQJSFoK+DzGLE4uKM/FMeaHEszsjRJtdCOEj3yJcJ/fkfRgUqxlTjRLtLM6wVN2K8JQ8HOE8fynY0+yMAH67MwX67Th448/zjvijBs3jqlTp+b39e7dm1133ZVhw4ax++6706ePh6o6XRtVucxWEb8Bxhc4/twPnCtpFGHu8rnizkqjcK/XBKKzzKOEf0FvmNlC6xJJWsFKLOcSkwFcBuxAELG3CWPy04F7gKujU06iE1BBO2sB/wJ6RXs2JgxbfAzcB/yx1Pyoe72mw8x47rnn8o44Dz74YBtHnHXXXTffaxw4cKA74jidkvZ6vaoGy2zFdvoB/wH6m9m0WNYNOBfYl/Abup+ZPZHFvlrhQlmEpO8Tst18RhCkCcCthMD+d8xsRoz3uY7gZfpsQhsnEv4B/cTMHlNYlfurhDXTBgDvAj82sw8q2HIRwTvsoFxPNHrj7kOYr1w8nuP/Eo51oSzBjBkzuOuuu/JDqm++uWDxlh49erD99tvnHXHWW2+9JlrqOI2hFuEhnRkXyiIkXUoI6D8L+BYhwfhXCFklxgJ3EDxg/2xmid0LSfcB/zGzPxaVdyekmLuMEOqxWwVb7gNuNrOzJS1CWLJybsH+6wgJCIbFfVawz4WygLfeeivviHPHHXcwY8aCldFWXHHFvCPOkCFDWGqppZpoqeM0HhfK8rhQFiCpByHl0lJmdnxB+UbAQYRsOosRxOkKM/txiTbOI8QGfSNmmOgOkEtOIGkn4M/AD8zs6TL2jAS+AQzMeXpFwewRe7bbAVfEdh4uOrZLC+W8efN45JFH8r3GZ555ps3+AQMG5IdUBwwY4I44TpfGhbI8LpRFSFqWsJjyi5J6AnOKemrfIwy7bm5mT5VoYyvC8O0/CfOI7xXtXx14AehrZiWXoJc0ALiF4Dk20sxuLtrfl5DpZzkrWseyKwrlJ598wvjx4xk9ejTjxo3jo48+yu9bYoklGDJkCMOHD2fo0KGsvPLKTbTUcVoLF8ryuFCmIE4qy+e4SskAAA/fSURBVMzmSTqIMOy6eJm63Qg5Yk8neLz+k7Cs1luEnubXgQ3MrGTwbM7DNsZqnkXwev2Q4Ak2jpBvdi9gspl9N+H4Ti+UZsaLL76Yd8S5//77mTdvQUbBtddeO7/6xvbbb8+ii1aMwnGcLokLZXlcKDMi6Sigu5mdnaLuMoRkA/sA/YHPgVkED9YzzOyRlOdcjLD+5M7A14CNgI8Ic51XJYWodFahnDlzJvfcc09eHCdNmpTf1717dwYOHJgfUu3bt68nGXecFFTh9Vppma2jCTGTAn5vZucU7NsMuJ7g6TqDFsaFMiNxjnBeUlhHYfxlQVk3wrxmb6AfMK2SQMZj9iTEYPYiJBa+18w+i6JphITqieEpsY1OI5Rvv/02Y8eOZcyYMUyYMIHp0xeMMq+wwgrsvvvuDBs2jF133ZVlllmmiZY6TsekCqEcSvDm/y9hma3DbUFS9E0Ia/cOJwjlaEKC9Gej38YjwPFWsP5kq+IJBzIScxOW4mzgUUmPEuIvP4uCOj1ud8Y50PzQanEDJWIwBUyLeV6vMbNXgFmV4jA7KvPnz+exxx7L9xqffLJtwqH+/fvne41bbLEF3bs3JVmH43R5zGwsIRqAmBigkPWBZ8zszrj/mVj2LGFRiIkdQSTBhbJmxPjLgwhJfD8mLE46nhB/+Xb0Uu1NWIEkMf4y8lNC+MnQhBjMrwMDJB1oZh90JpH89NNPue222xgzZgxjx47lgw8WhJguvvji7LzzzgwbNoyhQ4ey2mqrNdFSx3FS8iywXoz9FrAeMFHSmoQlA7/aPNOy4UOvNaIW8ZexnVrFYLb00KuZ8dJLL+VjG++77z7mzl2wQtiaa66Zd8QZPHgwiy22WBOtdZzOTcq5/LLLbKloPcpYdijwi/jyXAu5rW8lDNNOB04hOD/+2sxuap/19cd7lDUgxk5OIsRfvg78AfhDQfzlfoQUTssQ4h7LtTMR2EvSVQkxmPfGD96fJW1aLgazFZk1axb33ntvfkj1tdcWZN/r3r07gwYNyg+pbrDBBu6I4zgNptZer2Z2EWHtXgAk/TA+vZ2Q+3VrglA+IGk9M3u/luevFd6jrBG1iL+M9WoVg9kSPcp3332XsWPHMnr0aCZMmMC0adPy+5Zffvk2jjjLLrtsEy11nK5LLcJDknqURfuXBx4n+F9sQkgBukXc9xhwipnd0t7z1xPvUdYIM5sKTI3PZ0Pb+EtgKWBmBZHsRvggnUmIwTxYUlIM5gvlRLKZzJ8/n8cffzw/pPrEE21zGG+yySb5IdWvfe1r7ojjOF2HPwLnmdnkuMLIIgX7etKkJbTS4EJZR4qcbZYkZNGvVH8+cKmkf7AgBnM/2sZgHlkPe9vLZ599lnfEGTduHO+9t6AT3KtXL3baaad8RpzVV1+9iZY6jlNLVGGZrYJ6OxOSpBwYix4D+kr6ejyuL+G3rSXxodcGUS7+Mu6vSQxmwbF1HXp9+eWX83lU77vvPubMWRA1s8Yaa+R7jTvssAO9evWqiw2O49SGei2zFev0Ap4C9jazJwuO3Y8wcibgBDMr6b/RbFwoWwQtWAMzH4OZUGdZi4s1J8VgFtWtqVDOnj2be++9Nz+k+sorr+T3devWjW222SbviLPRRhu5I47jdCA8hV15XChbACWvgZkUg3k1JdbATGizaqGcMmUK48aNyzvifP755/l9yy67bN4RZ7fddmO55ZZr93kcx2kuLpTlcaFsAWoVg1nUZmahnD9/Pk8++WQ+fOOxxx5rs79fv375XuNWW21Fjx4+xe04nQEXyvK4UDaZWqyBWaJdf2Mdx8mEC2UyLpQtQK1iMIva9DfWcZxMuFAm42NnLUAtYjAT2swvaZnFlrTHlKtXal9SeXFZ1te1wu9Vetrbbprj6nWvissada/a23aaa63nvXLa4kLZomSNwXQcx3Hqgwtlx+A8grOP4ziO02BcKDsAVn4NzHKcXMdjytUrtS+pvLis0ut64fcqPe09T5rj6nWvissada/ae65m3yunAHfmcToUPp+SHr9X6eko96qj2NnZ6NZsAxzHcRynlXGhdBzHcZwyuFA6HQ2fT0mP36v0dJR71VHs7FT4HKXjOI7jlMF7lI7jOI5TBhdKx3EcxymDC6XjOI7jlMGF0ml5JA2SdLOktyWZpP2bbVMrUOm+KDBS0juSZki6O65K0+mpxb2RtKykqyR9GrerJC3TDHud5uJC6XQEegMTgZ8BM5psSytR6b4cC/wSGAFsAbwPTJC0ZMMsbB61uDfXApsDuwO7xedXNcneTMRViJxaYWa++dZhNuALYP9m29FqW/F9AQS8C5xYUNYL+Bw4pNn2tvq9ATYADNi2oM52saxvg+39LTAxod4DwF/i81HAaOA44H/A+82+751p8x6l43RO1gL6ALflCsxsBnAvsE2zjGoR0tybrQmC9WDBcQ8A02j8/fs7sL6kLXMFkvpGOy4rqLc9sAmh97tTQy3s5HhSdMfpnPSJj+8Vlb8HrNpgW1qNNPemD/CBxe4agJmZpPcLjm8IZvY/SbcCBwKPxuIDgSfM7OmCqjOBA81sViPt6wp4j9JxOjfFGUWUUNZVqXRvku5Ts+7fpcDeknpJ6g78iLa9SQjDsy6SdcCF0nE6J1PiY3HvZ0UW7kl1NdLcmynAipLyK3XE51+iOfdvDDAd2AsYCiwDXFdUZ1qjjeoquFA6TudkEuHHfkiuQNJiwEDazrt1RdLcm4cInqhbFxy3NbAETbh/ZjaX4LBzYNz+bWafNNqOrorPUTotj6TewDrxZTdgDUn9gY/N7M3mWdZcKt0XSX8CTpT0IvAy8GuCg8q1TTG4gVR7b8zshTgveLGkgwhDrhcDo83spUbbG8v/RvBqnQ/sUmsbnDI02+3WN98qbcBgwrxQ8Taq2ba18n0h/LiPJIRCzATuAfo12+6Ocm+A5YCrgc/idjWwTDPsLah3J/AacUGLgvJRBBFv+r3vjJuvHuI4jtNBkPQ8cI2ZndZsW7oSPvTqOI7z/+2df4xcVRXHP98SVH5J1ArUohSl6raSqHQLGjBNhWAJqFSCwWygrQoqKJhUghq0JZIYLQlRagMNNFhCCCYKNbVRFlgJakwBS21pKLAt1op0C9GyLrRgj3+cM+7jZebt7HS6LbPnk7zM3HfvPffet5s575z74xzkSDoGuAiYgruAkzEkFWWSJMnBz/PATvzkoJ0HujPjjXS9JkmSJEkFuT0kSZIkSSpIRZkkSZIkFaSiTJIkSZIKUlEmSR0ieO4F+1qmyba2Slq4r3JabHuRpA37KGNiPItZFWX6ooxJOm1fZLWbeP61vk0cq3aTNw6pKJOORNJkSbdI+rukPRE5frmk49vYzCTg19HelPihndFG+YTseYUfcpP0nKS7JZ3YBvFL8PBMY8EK/Jk9OkbtNUs3foZqktQlFWXScYQCeQT4EHAJfjRYDzAdWCtpSkXdpiPDm9k/beyiNQzhSuZdwBeADwOrIpLEqJE0QdIhZjZoZi+0sZ9VDMUze3WM2msKMxsAXjzQ/UgOXlJRJp3IUvw8zDPN7H4z+5uZPQicGfeX1gqGS3CZpCWSBvDgvDWOk7Ra0pCkZyX1FBspuV63xOfauN8XZbol/U7STkm7JD0sqXjQdrNYKJnnYiyL8ReBk6Kdo8OC3iHpJUm/L1q3YZUOSjonXK17gK6y6zUU6LWStknaLemvkj5TGne3pEclvSLpL8CpLYynKVmSDpF0q6Qtkl6W9JSkqyVNiPxPSHpV0nGletdLWl94Nivj2bwiqV/SVa32ORl/pKJMOgpJb8cjvC81s6FiXqR/BsyR9LZCVg9+9ucZwMWF+4uBVbj1dgvw8wrXai36/Kdwy29upI8CVobsmcA64DdtmAt7OT4PlSQ8DNNk4FzgI8BDwAOSJhXqvAU//PsyYBrwbB25VwLfwg/fPhn4FfDLOKAbSUdEW/3ADOAa3H07apqUNQHYDlwIdAHfBb4DzAcws4fws0///3cLJXoxw/EafxBjORf4IB59Y3srfU7GKQf6sNm88mrnhVskBpzfIP/8yJ8Z6T5gfZ1yBiwv3esF7iiVuSC+T4n0jBH6J/wg7p7Cva3Awoo684DBQvp4PAzUNuBNwGw88sVhpXrrgKsLMgw4pVRmER7wt5beDnyvVKavNm7gUuBfwJGF/J6QPatiDH3ATaV7rcr6IdBbSC8ENhXSc4DdwDsivQpYMcLfZVa0O/FA/w/ndfBdaVEmnUqjI6dUJ7/R4pI/1UlPG00nJB0j6WZJmyX9G3gJDxD8ntHIAY4I1+l/GFaQc81sD3AKcDgwEGUGJQ3irtn3FWS8hivPRn19Kz4H+odS1sMMj7sLf7EYLOSXn1OzNCVL0lckPSJpIMb1TV7//G4H3ivp45FeANxjw3Ovy4ALJT0eLvaxWryUdAh51mvSaTyFK8HpwD118rsi/5nCvf0ZGf524Fj8x30rbuncjyu60TCEu4D3As+bWbHPE/CzQM+oU29X4ftuM/tvE23Ve8mo3VOdvFYZUZakzwM34lbjH/HxXI57BrxjZgOSVgELJD0JfBo4r5C/RtIJuKX5SWC1pF+Y2fw2jiXpYNKiTDoKM3sR+C3wNUmHF/MifTmwJsqNRHm/32nApgZl98RneRXq6cBPzWy1mW3ELcpJjB4zs6fNrL+kJAEew5Xx3ihTvHaMooFdwD+iz+UxPBHfnwBOjvnFGg33RY5AM7JOB/5sZjeZ2WNm9jSvt5JrLMfnMS/DXxp6i5lmttPMVprZPOCLwCWS3txiv5NxRirKpBO5AveW9EqaLend8g3s9+FWzBVNypkr6cuSpkr6Nm6N3Nig7A58gc3Zko6VdHTc3wz0SJomqRu4i2Gl2i56cXfpvZLmSDpR0sckLZZUz8qs4sfAQkkXSXq/pOtwS/WGyL8Td+HeJmm6pLPwBTat0IyszcBHY1xTJV1L/X2f9wEvAN/H5yP31jIkXSfps1G/C19o1W9jt7UneYOTijLpOMzsGXwV5UZ8xWk//qO8Ceg2sy0V1Ysswjeirwe+Csw3s7UN2nwN+AbwJdwquzeyFgBH4vOgdwG34S7YtmFmBpwDPIBbVk8CdwMfiL6Mhp/gyvJHwAbcxfk5M1sXbQ3iq0en4pbsEnyFbCv9bkbWzTGWO4G1+KKpG0plas9gBXBofBbZDVwPPI6/UBxFwTWbJCORYbaSJNnvxL7SDWbWrDXfShvLgJPM7KwW6s4CHgTeaRnvMSmRFmWSJGPFpbEit7udQuNAgdn43slGrvGq+huBNe3sU9JZpEWZJMl+R9Jk4LBIbmvn/GBYqzOBW83s6y3UPwF32YLPXe6tKp+MP1JRJkmSJEkF6XpNkiRJkgpSUSZJkiRJBakokyRJkqSCVJRJkiRJUkEqyiRJkiSpIBVlkiRJklTwPxhezSjkgA/sAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "EPOS.plot.parametric.panels(epos, NB=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generate an observable planet population with the inital guess and compare it to Kepler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Preparing EPOS run...\n",
      "  6 fit parameters\n",
      "\n",
      "Starting the first MC run\n",
      "\n",
      "Goodness-of-fit\n",
      "  logp= -54.1\n",
      "  - p(n=2398)=0.44\n",
      "  - p(x)=3.1e-23\n",
      "  - p(y)=0.24\n",
      "  observation comparison in 0.003 sec\n",
      "Finished one MC in 0.063 sec\n"
     ]
    }
   ],
   "source": [
    "EPOS.run.once(epos)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Show the simulated detections"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "EPOS.plot.periodradius.panels(epos, NB=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Show the cumlative distributions used for the summary statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "EPOS.plot.periodradius.cdf(epos, NB=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looks like the simulated period distribution is a bit different from what is observed. Let's minimize the distance between the distributions using emcee. (Note the counter doesn't work yet)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Loading saved status from chain/example_1/100x1000x6.npz\n",
      "\n",
      "NOTE: Random seed changed: 2553310461 to 1099836816\n",
      "\n",
      "MC-ing the 30 samples to plot\n",
      "\n",
      "Best-fit values\n",
      "  pps= 3.92 +1.18 -0.959\n",
      "  P break= 13 +4.11 -3.24\n",
      "  a_P= 1.57 +0.444 -0.213\n",
      "  b_P= 0.184 +0.129 -0.144\n",
      "  R break= 2.93 +0.159 -0.184\n",
      "  a_R= -0.29 +0.312 -0.194\n",
      "\n",
      "Starting the best-fit MC run\n",
      "\n",
      "Goodness-of-fit\n",
      "  logp= -6.0\n",
      "  - p(n=2361)=0.87\n",
      "  - p(x)=0.47\n",
      "  - p(y)=0.0057\n",
      "\n",
      "  Akaike/Bayesian Information Criterion\n",
      "  - k=6, n=2336\n",
      "  - BIC= 58.6\n",
      "  - AIC= 24.1, AICc= 0.9\n",
      "  observation comparison in 0.004 sec\n"
     ]
    }
   ],
   "source": [
    "EPOS.run.mcmc(epos, nMC=1000, nwalkers=100, nburn=200, threads=8, Saved=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "EPOS.plot.periodradius.cdf(epos, NB=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That looks better! "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "#EPOS.plot.mcmc.corners(epos, NB=True)\n",
    "#EPOS.plot.mcmc.chain(epos, NB=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at the posterior distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "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": [
    "EPOS.plot.parametric.oneD_x(epos, MCMC=True, NB=True)\n",
    "EPOS.plot.parametric.oneD_y(epos, MCMC=True, NB=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And compare them to the planet occurrence rates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Interpolating planet occurrence\n",
      "\n",
      "  x zoom bins\n",
      "  x: [2,400], y: [0.25,0.32], n=0, comp=nan, occ=0\n",
      "  x: [2,400], y: [0.32,0.41], n=1, comp=0.0011, occ=0.0055\n",
      "  x: [2,400], y: [0.41,0.53], n=8, comp=0.002, occ=0.82\n",
      "  x: [2,400], y: [0.53,0.67], n=42, comp=0.0067, occ=0.11\n",
      "  x: [2,400], y: [0.67,0.86], n=106, comp=0.016, occ=0.11\n",
      "  x: [2,400], y: [0.86,1.1], n=184, comp=0.029, occ=0.12\n",
      "  x: [2,400], y: [1.1,1.4], n=346, comp=0.039, occ=0.18\n",
      "  x: [2,400], y: [1.4,1.8], n=475, comp=0.042, occ=0.22\n",
      "  x: [2,400], y: [1.8,2.3], n=466, comp=0.035, occ=0.19\n",
      "  x: [2,400], y: [2.3,2.9], n=520, comp=0.035, occ=0.21\n",
      "  x: [2,400], y: [2.9,3.7], n=290, comp=0.031, occ=0.15\n",
      "  x: [2,400], y: [3.7,4.7], n=104, comp=0.037, occ=0.051\n",
      "  x: [2,400], y: [4.7,6], n=54, comp=0.038, occ=0.025\n",
      "  x: [2,400], y: [6,7.6], n=46, comp=0.041, occ=0.026\n",
      "  x: [2,400], y: [7.6,9.7], n=48, comp=0.034, occ=0.034\n",
      "  x: [2,400], y: [9.7,12], n=51, comp=0.054, occ=0.027\n",
      "  x: [2,400], y: [12,16], n=25, comp=0.061, occ=0.009\n",
      "  x: [2,400], y: [16,20], n=8, comp=0.091, occ=0.00062\n",
      "\n",
      "  y zoom bins\n",
      "  x: [0.2,0.315], y: [1,6], n=1, comp=0.52, occ=1.2e-05\n",
      "  x: [0.315,0.498], y: [1,6], n=4, comp=0.41, occ=6.2e-05\n",
      "  x: [0.498,0.785], y: [1,6], n=32, comp=0.27, occ=0.00075\n",
      "  x: [0.785,1.24], y: [1,6], n=43, comp=0.2, occ=0.0014\n",
      "  x: [1.24,1.95], y: [1,6], n=58, comp=0.14, occ=0.0026\n",
      "  x: [1.95,3.08], y: [1,6], n=135, comp=0.099, occ=0.0088\n",
      "  x: [3.08,4.86], y: [1,6], n=259, comp=0.072, occ=0.024\n",
      "  x: [4.86,7.66], y: [1,6], n=381, comp=0.05, occ=0.051\n",
      "  x: [7.66,12.1], y: [1,6], n=390, comp=0.037, occ=0.072\n",
      "  x: [12.1,19.1], y: [1,6], n=389, comp=0.027, occ=0.1\n",
      "  x: [19.1,30.1], y: [1,6], n=267, comp=0.019, occ=0.098\n",
      "  x: [30.1,47.4], y: [1,6], n=217, comp=0.014, occ=0.12\n",
      "  x: [47.4,74.8], y: [1,6], n=120, comp=0.0093, occ=0.097\n",
      "  x: [74.8,118], y: [1,6], n=85, comp=0.0057, occ=0.11\n",
      "  x: [118,186], y: [1,6], n=58, comp=0.0033, occ=0.12\n",
      "  x: [186,293], y: [1,6], n=32, comp=0.0021, occ=0.12\n",
      "  x: [293,463], y: [1,6], n=11, comp=0.0008, occ=0.14\n",
      "  x: [463,730], y: [1,6], n=2, comp=0.00053, occ=0.024\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/mulders/anaconda3/lib/python3.7/site-packages/numpy/core/fromnumeric.py:2920: RuntimeWarning: Mean of empty slice.\n",
      "  out=out, **kwargs)\n",
      "/Users/mulders/anaconda3/lib/python3.7/site-packages/numpy/core/_methods.py:85: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "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": [
    "EPOS.occurrence.all(epos)\n",
    "EPOS.plot.parametric.oneD_x(epos, MCMC=True, NB=True, Occ=True)\n",
    "EPOS.plot.parametric.oneD_y(epos, MCMC=True, NB=True, Occ=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's extrapolate into the Habitable Zone"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Interpolating planet occurrence\n",
      "\n",
      "  Observed Planets\n",
      "  x: [328,803], y: [0.7,1.5], n=0, comp=nan, occ=0\n",
      "\n",
      "  x zoom bins\n",
      "  x: [2,400], y: [0.25,0.32], n=0, comp=nan, occ=0\n",
      "  x: [2,400], y: [0.32,0.41], n=1, comp=0.0011, occ=0.0055\n",
      "  x: [2,400], y: [0.41,0.53], n=8, comp=0.002, occ=0.82\n",
      "  x: [2,400], y: [0.53,0.67], n=42, comp=0.0067, occ=0.11\n",
      "  x: [2,400], y: [0.67,0.86], n=106, comp=0.016, occ=0.11\n",
      "  x: [2,400], y: [0.86,1.1], n=184, comp=0.029, occ=0.12\n",
      "  x: [2,400], y: [1.1,1.4], n=346, comp=0.039, occ=0.18\n",
      "  x: [2,400], y: [1.4,1.8], n=475, comp=0.042, occ=0.22\n",
      "  x: [2,400], y: [1.8,2.3], n=466, comp=0.035, occ=0.19\n",
      "  x: [2,400], y: [2.3,2.9], n=520, comp=0.035, occ=0.21\n",
      "  x: [2,400], y: [2.9,3.7], n=290, comp=0.031, occ=0.15\n",
      "  x: [2,400], y: [3.7,4.7], n=104, comp=0.037, occ=0.051\n",
      "  x: [2,400], y: [4.7,6], n=54, comp=0.038, occ=0.025\n",
      "  x: [2,400], y: [6,7.6], n=46, comp=0.041, occ=0.026\n",
      "  x: [2,400], y: [7.6,9.7], n=48, comp=0.034, occ=0.034\n",
      "  x: [2,400], y: [9.7,12], n=51, comp=0.054, occ=0.027\n",
      "  x: [2,400], y: [12,16], n=25, comp=0.061, occ=0.009\n",
      "  x: [2,400], y: [16,20], n=8, comp=0.091, occ=0.00062\n",
      "\n",
      "  y zoom bins\n",
      "  x: [0.2,0.315], y: [1,6], n=1, comp=0.52, occ=1.2e-05\n",
      "  x: [0.315,0.498], y: [1,6], n=4, comp=0.41, occ=6.2e-05\n",
      "  x: [0.498,0.785], y: [1,6], n=32, comp=0.27, occ=0.00075\n",
      "  x: [0.785,1.24], y: [1,6], n=43, comp=0.2, occ=0.0014\n",
      "  x: [1.24,1.95], y: [1,6], n=58, comp=0.14, occ=0.0026\n",
      "  x: [1.95,3.08], y: [1,6], n=135, comp=0.099, occ=0.0088\n",
      "  x: [3.08,4.86], y: [1,6], n=259, comp=0.072, occ=0.024\n",
      "  x: [4.86,7.66], y: [1,6], n=381, comp=0.05, occ=0.051\n",
      "  x: [7.66,12.1], y: [1,6], n=390, comp=0.037, occ=0.072\n",
      "  x: [12.1,19.1], y: [1,6], n=389, comp=0.027, occ=0.1\n",
      "  x: [19.1,30.1], y: [1,6], n=267, comp=0.019, occ=0.098\n",
      "  x: [30.1,47.4], y: [1,6], n=217, comp=0.014, occ=0.12\n",
      "  x: [47.4,74.8], y: [1,6], n=120, comp=0.0093, occ=0.097\n",
      "  x: [74.8,118], y: [1,6], n=85, comp=0.0057, occ=0.11\n",
      "  x: [118,186], y: [1,6], n=58, comp=0.0033, occ=0.12\n",
      "  x: [186,293], y: [1,6], n=32, comp=0.0021, occ=0.12\n",
      "  x: [293,463], y: [1,6], n=11, comp=0.0008, occ=0.14\n",
      "  x: [463,730], y: [1,6], n=2, comp=0.00053, occ=0.024\n",
      "\n",
      "  posterior per bin\n",
      "  x: [328,803], y: [0.7,1.5], area=0.68, eta_0=0.1\n",
      "  gamma= 40.2% +17.4% -13.4%\n",
      "  eta= 27.4% +11.8% -9.1%\n",
      "\n",
      "  Binned occurrence rate metrics\n",
      "  x: (n=12, k=6)\n",
      "    chi^2= 147.3, reduced= 24.6\n",
      "    bic= 45.0\n",
      "    aic= 71.9, AICc= 1208.1\n",
      "  y: (n=7, k=6)\n",
      "    chi^2= 79.3, reduced= 79.3\n",
      "    bic= 28.7\n",
      "    aic= 42.6, AICc= inf\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/mulders/EPOS/EPOS/analytics.py:67: RuntimeWarning: divide by zero encountered in double_scalars\n",
      "  cfactor= (2.* k_free**2. + 2.*k_free) / (n_data- k_free - 1.)\n"
     ]
    }
   ],
   "source": [
    "epos.set_bins(xbins=[[0.9*365,2.2*365]], ybins=[[0.7,1.5]])\n",
    "EPOS.occurrence.all(epos)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And visualize the distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "epos.plotpars['textsize']= 8 # Shrink text to fit in the box\n",
    "epos.xtrim[1]= 1000 # Adjust plot axes\n",
    "EPOS.plot.occurrence.integrated(epos, MCMC=True,Planets=True, NB=True)"
   ]
  },
  {
   "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": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
