{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MCMC-posterior visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from EmuPBk import visualize\n",
    "\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This function uses <font color='darkBlue'> chianconsumer</font>, for more details about chainconsume go to :https://samreay.github.io/ChainConsumer/chain_api.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10000, 4)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#making random parameter data for corner plot\n",
    "\n",
    "\n",
    "params = np.random.normal(0,1.0,(10000,4))\n",
    "\n",
    "params.shape # 10000 samples with 4 parameters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Corner-Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "name of param_1: One\n",
      "name of param_2: Two\n",
      "name of param_3: Three\n",
      "name of param_4: Four\n",
      "corner plot successfully saved at your current directory\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# for general use\n",
    "\n",
    "plot = visualize.Get_Posterior(params=params)\n",
    "plot.corner()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "name of param_1: $\\zeta$\n",
      "name of param_2: $R_{mfp}$\n",
      "name of param_3: $Mhalo_{min}\\times  10^8 M_\\odot$\n",
      "corner plot successfully saved at your current directory\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 540x540 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#EoR parameter constrains\n",
    "\n",
    "#params  = np.loadtxt('path/to/file')\n",
    "params = np.loadtxt('/home/ht/Desktop/data/Bk_results/K0.2/11/Bk.out')\n",
    "plot = visualize.Get_Posterior(params=params)\n",
    "plot.corner()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
