{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import corner\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import MaxNLocator\n",
    "import emcee\n",
    "import math\n",
    "import h5py\n",
    "import inspect\n",
    "import pandas as pd\n",
    "import json\n",
    "import qnm\n",
    "import random\n",
    "import ptemcee\n",
    "from scipy.optimize import minimize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "rootpath=\"/Users/xisco\"\n",
    "npoints=20000\n",
    "nmax=0\n",
    "tshift=10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "def FindTmaximum(y):\n",
    "    absval = y[:,1]*y[:,1]+y[:,2]*y[:,2]\n",
    "    vmax=np.max(absval)\n",
    "    index = np.argmax(absval == vmax)\n",
    "    timemax=gw_sxs_bbh_0305[index,0]\n",
    "    return timemax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "gw = {}\n",
    "gw[\"SXS:BBH:0305\"] = h5py.File(rootpath+\"/SXS/BBH_SKS_d14.3_q1.22_sA_0_0_0.330_sB_0_0_-0.440/Lev6/rhOverM_Asymptotic_GeometricUnits_CoM.h5\", 'r')\n",
    "gw_sxs_bbh_0305 = gw[\"SXS:BBH:0305\"][\"Extrapolated_N2.dir\"][\"Y_l2_m2.dat\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "metadata = {}\n",
    "with open(rootpath+\"/SXS/BBH_SKS_d14.3_q1.22_sA_0_0_0.330_sB_0_0_-0.440/Lev6/metadata.json\") as file:\n",
    "    metadata[\"SXS:BBH:0305\"] = json.load(file)\n",
    "\n",
    "af = metadata[\"SXS:BBH:0305\"]['remnant_dimensionless_spin'][-1]\n",
    "mf = metadata[\"SXS:BBH:0305\"]['remnant_mass']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "times = gw_sxs_bbh_0305[:,0]\n",
    "tmax=FindTmaximum(gw_sxs_bbh_0305)\n",
    "t0=tmax +tshift"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "position = np.argmax(times >= (t0))\n",
    "gw_sxs_bbh_0305rd=gw_sxs_bbh_0305[position:-1]\n",
    "timesrd=gw_sxs_bbh_0305[position:-1][:,0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "def EradUIB2017(eta,chi1,chi2):\n",
    "    \n",
    "    m1=0.5*(1+(1-4*eta)**0.5)\n",
    "    m2=0.5*(1-(1-4*eta)**0.5)\n",
    "    S= (m1**2*chi1 + m2**2*chi2)/(m1*m1 + m2*m2)\n",
    "    \n",
    "    erad=(((1-(2*(2)**0.5)/3)*eta+0.5609904135313374*eta**2-0.84667563764404*eta**3+3.145145224278187*eta**4)*(1+S**3 *(-0.6320191645391563+ 4.952698546796005*eta-10.023747993978121*eta**2)+S**2*(-0.17762802148331427+ 2.176667900182948*eta**2)+S*(-0.13084389181783257- 1.1387311580238488*eta+5.49074464410971*eta**2)))/(1+S*(-0.9919475346968611+ 0.367620218664352*eta+4.274567337924067*eta**2))-0.01978238971523653*S*(1-4.91667749015812*eta)*(1-4*eta)**0.5 *eta *(chi1-chi2)-0.09803730445895877*(1-4*eta)**0.5*(1-3.2283713377939134*eta)*eta**2 *(chi1-chi2)+0.01118530335431078*eta**3 *(chi1-chi2)**2\n",
    "    return  erad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "omegas = []\n",
    "for i in range (0,nmax+1):\n",
    "    grav_220 = qnm.modes_cache(s=-2,l=2,m=2,n=i)\n",
    "    omega = grav_220(a=af)[0]\n",
    "    omegas.append(omega)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "#deprecated\n",
    "def model(theta):\n",
    "    x0, y0, a0, b0 = theta\n",
    "    #x0, y0= theta\n",
    "    w = (np.real(omegas))[0]/mf\n",
    "    tau=-1/(np.imag(omegas))[0]*mf\n",
    "    \n",
    "\n",
    "    # -1j to agree with SXS convention\n",
    "    #return (x0+y0*1j)*(np.exp(-(timesrd-timesrd[0])/(tau*(1+b0))))*(np.cos((1+a0)*w*timesrd)-1j*np.sin((1+a0)*w*timesrd))\n",
    "\n",
    "    return (x0+1j*y0)*np.exp(-(timesrd-timesrd[0])/tau)*(np.cos(w*timesrd)-1j*np.sin(w*timesrd))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "def model_dv(theta):\n",
    "    #x0, y0= theta\n",
    "    w = (np.real(omegas))/mf\n",
    "    tau=-1/(np.imag(omegas))*mf\n",
    "    dim =int(len(theta)/4)\n",
    "    \n",
    "    xvars = []\n",
    "    yvars = []\n",
    "    avars = []\n",
    "    bvars = []\n",
    "    for i in range (0,dim):\n",
    "        xvar = theta[4*i]\n",
    "        xvars.append(xvar)\n",
    "        yvar = theta[4*i+1]\n",
    "        yvars.append(yvar)\n",
    "        avar = theta[4*i+2]\n",
    "        avars.append(avar)\n",
    "        bvar = theta[4*i+3]  \n",
    "        bvars.append(bvar)\n",
    "        \n",
    "    \n",
    "    ansatz = 0\n",
    "    for i in range (0,dim):\n",
    "        bvars[0]=0\n",
    "        avars[0]=0\n",
    "        ansatz = ansatz + (xvars[i]+1j*yvars[i])*np.exp(-(timesrd-timesrd[0])/(tau[i]*(1+bvars[i])))\\\n",
    "        *(np.cos((1+avars[i])*w[i]*timesrd)-1j*np.sin((1+avars[i])*w[i]*timesrd))\n",
    "    # -1j to agree with SXS convention\n",
    "    return ansatz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "def model_dv_af(theta):\n",
    "    #x0, y0= theta\n",
    "    w = (np.real(omegas))/mf\n",
    "    tau=-1/(np.imag(omegas))*mf\n",
    "    dim =int(len(theta)/4)        \n",
    "    tau=[1/0.0851903]\n",
    "    w=[0.555733]\n",
    "    \n",
    "    xvars = []\n",
    "    yvars = []\n",
    "    avars = []\n",
    "    bvars = []\n",
    "    for i in range (0,dim):\n",
    "        xvar = theta[4*i]\n",
    "        xvars.append(xvar)\n",
    "        yvar = theta[4*i+1]\n",
    "        yvars.append(yvar)\n",
    "        avar = theta[4*i+2]\n",
    "        avars.append(avar)\n",
    "        bvar = theta[4*i+3]  \n",
    "        bvars.append(bvar)\n",
    "        \n",
    "    \n",
    "    ansatz = 0\n",
    "    for i in range (0,dim):\n",
    "        bvars[0]=0\n",
    "        avars[0]=0\n",
    "        ansatz = ansatz + (xvars[i]*np.exp(1j*yvars[i]))*np.exp(-(timesrd-timesrd[0])/(tau[i]*(1+bvars[i])))\\\n",
    "        *(np.cos((1+avars[i])*w[i]*timesrd)-1j*np.sin((1+avars[i])*w[i]*timesrd))\n",
    "    # -1j to agree with SXS convention\n",
    "    return ansatz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "def log_likelihood(theta):\n",
    "    #modelev = model_dv(theta)\n",
    "    #modelev = model(theta)\n",
    "    modelev = model_dv_af(theta)\n",
    "    \n",
    "    return  -np.sum((gw_sxs_bbh_0305rd[:,1] - (modelev.real))**2+(gw_sxs_bbh_0305rd[:,2] - (modelev.imag))**2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "def log_likelihood_match(theta):\n",
    "    \n",
    "    #model and data\n",
    "    modelev = model_dv(theta)\n",
    "    data = gw_sxs_bbh_0305rd[:,1] - 1j*gw_sxs_bbh_0305rd[:,2]\n",
    "    \n",
    "    #norms\n",
    "    norm1=np.sum(modelev*np.conj(modelev))\n",
    "    norm2=np.sum(data*np.conj(data))\n",
    "\n",
    "    #mismatch\n",
    "    myTable = data*np.conj(modelev);    \n",
    "    return -(1-(np.sum(myTable)).real/np.sqrt(norm1*norm2)).real"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "def log_prior(theta):\n",
    "    x_s = theta[0::4]\n",
    "    y_s = theta[1::4]\n",
    "    a_s = theta[2::4]\n",
    "    b_s = theta[3::4]\n",
    "    if all(-10 <= t <= 10 for t in x_s) and all(-10 <= t <= 10 for t in y_s) and all(-0.4 <= t <= 0.4 for t in a_s) and all(-0.4 <= t <= 0.4 for t in b_s):\n",
    "        return 0.0\n",
    "    return -np.inf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "def log_probability(theta):\n",
    "    lp = log_prior(theta)\n",
    "    if not np.isfinite(lp):\n",
    "        return -np.inf\n",
    "    return lp + log_likelihood(theta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "def log_probability_match(theta):\n",
    "    lp = log_prior(theta)\n",
    "    if not np.isfinite(lp):\n",
    "        return -np.inf\n",
    "    return lp + log_likelihood_match(theta)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Maximum estimator Fitting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum likelihood estimates:\n",
      "x0 = 0.357\n",
      "y0 = -1.245\n",
      "a0 = 0.000\n",
      "b0 = 0.000\n"
     ]
    }
   ],
   "source": [
    "np.random.seed(42)\n",
    "nll = lambda *args: -log_likelihood(*args)\n",
    "initial = np.array([4,1,0,0])\n",
    "soln = minimize(nll, initial)\n",
    "x0_ml, y0_ml, a0_ml, b0_ml = soln.x\n",
    "print(\"Maximum likelihood estimates:\")\n",
    "print(\"x0 = {0:.3f}\".format(x0_ml))\n",
    "print(\"y0 = {0:.3f}\".format(y0_ml))\n",
    "print(\"a0 = {0:.3f}\".format(a0_ml))\n",
    "print(\"b0 = {0:.3f}\".format(b0_ml))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "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"
    }
   ],
   "source": [
    "plt.plot(timesrd, gw_sxs_bbh_0305rd[:,1], \"r\", alpha=0.3, lw=3, label=\"NR_re\")\n",
    "modelfit = model_dv_af([x0_ml,y0_ml,a0_ml,b0_ml])\n",
    "plt.plot(timesrd, modelfit.real,\"b\", alpha=0.3, lw=3, label=\"Fit_re\")\n",
    "#plt.plot(x0, np.dot(np.vander(x0, 2), w), \"--k\", label=\"LS\")\n",
    "plt.legend(fontsize=14)\n",
    "plt.xlim(timesrd[0], timesrd[0]+80)\n",
    "plt.xlabel(\"t\")\n",
    "plt.ylabel(\"h\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "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"
    }
   ],
   "source": [
    "plt.plot(timesrd, gw_sxs_bbh_0305rd[:,2], \"r\", alpha=0.3, lw=3, label=\"NR_im\")\n",
    "modelfit = model_dv_af([x0_ml,y0_ml,a0_ml,b0_ml])\n",
    "plt.plot(timesrd, modelfit.imag,\"b\", alpha=0.3, lw=3, label=\"Fit_im\")\n",
    "#plt.plot(x0, np.dot(np.vander(x0, 2), w), \"--k\", label=\"LS\")\n",
    "plt.legend(fontsize=14)\n",
    "plt.xlim(timesrd[0], timesrd[0]+80)\n",
    "plt.xlabel(\"t\")\n",
    "plt.ylabel(\"h\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "mcmc Fitting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [],
   "source": [
    "def log_prior(theta):\n",
    "    x_s = theta[0::4]\n",
    "    y_s = theta[1::4]\n",
    "    a_s = theta[2::4]\n",
    "    b_s = theta[3::4]\n",
    "    if all(0 <= t <= 10 for t in x_s) and all(0 <= t <= 2*np.pi for t in y_s) and all(-0.4 <= t <= 0.4 for t in a_s) and all(-0.4 <= t <= 0.4 for t in b_s):\n",
    "        return 0.0\n",
    "    return -np.inf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "nwalkers = 32\n",
    "ndim = int(4*(nmax+1))\n",
    "\n",
    "pos = [random.uniform(0.01,10) ,random.uniform(0,2*np.pi) ,random.uniform(-0.1,0.1) ,random.uniform(-0.1,0.1)]\n",
    "for i in range (1,nmax+1):\n",
    "       pos_aux = [random.uniform(0.01,10) ,random.uniform(0,2*np.pi) ,random.uniform(-0.1,0.1) ,random.uniform(-0.1,0.1)]\n",
    "       pos = pos + pos_aux\n",
    "\n",
    "pos = pos + 1e-3 * np.random.randn(nwalkers, ndim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 20000/20000 [01:06<00:00, 298.64it/s]\n"
     ]
    }
   ],
   "source": [
    "sampler = emcee.EnsembleSampler(nwalkers, ndim, log_probability)\n",
    "sampler.run_mcmc(pos,npoints,progress=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x648 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.clf()\n",
    "fig, axes = plt.subplots(4, 1, sharex=True, figsize=(8, 9))\n",
    "axes[0].plot(sampler.chain[:, :, 0].T, color=\"k\", alpha=0.4)\n",
    "axes[0].yaxis.set_major_locator(MaxNLocator(5))\n",
    "axes[0].set_ylabel(\"$x0$\")\n",
    "axes[1].plot(sampler.chain[:, :, 1].T, color=\"k\", alpha=0.4)\n",
    "axes[1].yaxis.set_major_locator(MaxNLocator(5))\n",
    "axes[1].set_ylabel(\"$y0$\")\n",
    "axes[2].plot(sampler.chain[:, :, 2].T, color=\"k\", alpha=0.4)\n",
    "axes[2].yaxis.set_major_locator(MaxNLocator(5))\n",
    "axes[2].set_ylabel(\"$a0$\")\n",
    "axes[3].plot(sampler.chain[:, :, 3].T, color=\"k\", alpha=0.4)\n",
    "axes[3].yaxis.set_major_locator(MaxNLocator(5))\n",
    "axes[3].set_ylabel(\"$b0$\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [],
   "source": [
    "label = ['x0','y0','a0','b0']\n",
    "for i in range (1,nmax+1):\n",
    "    label2 = ['x' + str(i),'y' + str(i),'a' + str(i),'b' + str(i)]\n",
    "    label = label + label2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.33810786  5.02060618 -0.00915384 -0.01628947]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 698.4x698.4 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "burnin = 500\n",
    "flat_samples = sampler.get_chain(discard=burnin, thin=15, flat=True)\n",
    "median=np.median(sampler.flatchain, axis=0)\n",
    "print(median)\n",
    "\n",
    "fig = corner.corner(\n",
    "    flat_samples, labels=label, truths=median,quantiles=(0.1, 0.9)\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.469  , 0.47145, 0.45355, 0.4765 , 0.46735, 0.46935, 0.4647 ,\n",
       "       0.4694 , 0.48365, 0.47425, 0.4823 , 0.48   , 0.472  , 0.4814 ,\n",
       "       0.47185, 0.47435, 0.45325, 0.4705 , 0.0864 , 0.47365, 0.48135,\n",
       "       0.45385, 0.47545, 0.2995 , 0.476  , 0.473  , 0.47965, 0.47605,\n",
       "       0.46365, 0.47625, 0.4936 , 0.478  ])"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sampler."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x648 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.clf()\n",
    "fig, axes = plt.subplots(4, 1, sharex=True, figsize=(8, 9))\n",
    "axes[0].plot(sampler.chain[:, :, 0].T, color=\"k\", alpha=0.4)\n",
    "axes[0].yaxis.set_major_locator(MaxNLocator(5))\n",
    "axes[0].set_ylabel(\"$x0$\")\n",
    "axes[1].plot(sampler.chain[:, :, 1].T, color=\"k\", alpha=0.4)\n",
    "axes[1].yaxis.set_major_locator(MaxNLocator(5))\n",
    "axes[1].set_ylabel(\"$y0$\")\n",
    "axes[2].plot(sampler.chain[:, :, 2].T, color=\"k\", alpha=0.4)\n",
    "axes[2].yaxis.set_major_locator(MaxNLocator(5))\n",
    "axes[2].set_ylabel(\"$a0$\")\n",
    "axes[3].plot(sampler.chain[:, :, 3].T, color=\"k\", alpha=0.4)\n",
    "axes[3].yaxis.set_major_locator(MaxNLocator(5))\n",
    "axes[3].set_ylabel(\"$b0$\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig.savefig(rootpath+'/git/rdstackingproject/plots/fit_chi2_'+str(nmax)+'.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "ename": "IndexError",
     "evalue": "too many indices for array",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-138-0f683973fc4f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mburnin\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m500\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0msamples\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msampler\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mchain\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mburnin\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mndim\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m \u001b[0msampler\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mchain\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mIndexError\u001b[0m: too many indices for array"
     ]
    }
   ],
   "source": [
    "burnin = 500\n",
    "samples = sampler.chain[0,:, burnin:, :].reshape((-1, ndim))\n",
    "sampler.chain.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "sampler.flatchain?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig = corner.corner(samples, labels=[\"$x0$\", \"$y0$\",  \"$a0$\", \"$b0$\"],truths=median,quantiles=(0.1, 0.9))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 716,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100000/100000 [14:00<00:00, 118.99it/s]\n"
     ]
    }
   ],
   "source": [
    "#sampler = emcee.EnsembleSampler(nwalkers, ndim, log_probability_match, args=(timesrd, gw_sxs_bbh_0305rd))\n",
    "#sampler.run_mcmc(pos,npoints, progress=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x648 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.clf()\n",
    "fig, axes = plt.subplots(4, 1, sharex=True, figsize=(8, 9))\n",
    "axes[0].plot(sampler.chain[0,:, :, 0].T, color=\"k\", alpha=0.4)\n",
    "axes[0].yaxis.set_major_locator(MaxNLocator(5))\n",
    "axes[0].set_ylabel(\"$x0$\")\n",
    "axes[1].plot(sampler.chain[0,:, :, 1].T, color=\"k\", alpha=0.4)\n",
    "axes[1].yaxis.set_major_locator(MaxNLocator(5))\n",
    "axes[1].set_ylabel(\"$y0$\")\n",
    "axes[2].plot(sampler.chain[0,:, :, 2].T, color=\"k\", alpha=0.4)\n",
    "axes[2].yaxis.set_major_locator(MaxNLocator(5))\n",
    "axes[2].set_ylabel(\"$a0$\")\n",
    "axes[3].plot(sampler.chain[0,:, :, 3].T, color=\"k\", alpha=0.4)\n",
    "axes[3].yaxis.set_major_locator(MaxNLocator(5))\n",
    "axes[3].set_ylabel(\"$b0$\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [],
   "source": [
    "nwalkers = 32\n",
    "ntemps=10\n",
    "ndim = int(4*(nmax+1))\n",
    "\n",
    "pos = [random.uniform(-10,10) ,random.uniform(-10,10) ,random.uniform(-1,1) ,random.uniform(-1,1)]\n",
    "for i in range (1,nmax+1):\n",
    "       pos_aux = [random.uniform(-4,4) ,random.uniform(-4,4) ,random.uniform(-.1,.1) ,random.uniform(-.1,.1)]\n",
    "       pos = pos + pos_aux\n",
    "\n",
    "pos = pos + 1e-5 * np.random.randn(ntemps,nwalkers,ndim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "Attempting to start with samples outside posterior support.",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-171-e3f877d33c5c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0msampler\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mptemcee\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSampler\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnwalkers\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m4\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mlog_likelihood\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mlog_prior\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mntemps\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0msampler\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_mcmc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpos\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m10000\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/Library/Python/3.7/lib/python/site-packages/ptemcee/sampler.py\u001b[0m in \u001b[0;36mrun_mcmc\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m    275\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    276\u001b[0m         \"\"\"\n\u001b[0;32m--> 277\u001b[0;31m         \u001b[0;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msample\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    278\u001b[0m             \u001b[0;32mpass\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    279\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/Library/Python/3.7/lib/python/site-packages/ptemcee/sampler.py\u001b[0m in \u001b[0;36msample\u001b[0;34m(self, p0, iterations, thin, storechain, adapt, swap_ratios)\u001b[0m\n\u001b[1;32m    353\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    354\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mlogpost\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0many\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 355\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Attempting to start with samples outside posterior support.'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    356\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    357\u001b[0m         \u001b[0;31m# Expand the chain in advance of the iterations\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: Attempting to start with samples outside posterior support."
     ]
    }
   ],
   "source": [
    "sampler = ptemcee.Sampler(nwalkers, 4,log_likelihood,log_prior, ntemps=10)\n",
    "sampler.run_mcmc(pos,10000);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10, 32, 10000, 4)"
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sampler.chain.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 698.4x698.4 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "burnin = 1000\n",
    "samples = sampler.chain[0,:, burnin:, :].reshape((-1, ndim))\n",
    "fig = corner.corner(samples, labels=[\"$x0$\", \"$y0$\",  \"$a0$\", \"$b0$\"],truths=median,quantiles=(0.1, 0.9))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x648 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.clf()\n",
    "fig, axes = plt.subplots(4, 1, sharex=True, figsize=(8, 9))\n",
    "axes[0].plot(sampler.chain[0,:, :, 0].T, color=\"k\", alpha=0.4)\n",
    "axes[0].yaxis.set_major_locator(MaxNLocator(5))\n",
    "axes[0].set_ylabel(\"$x0$\")\n",
    "axes[1].plot(sampler.chain[0,:, :, 1].T, color=\"k\", alpha=0.4)\n",
    "axes[1].yaxis.set_major_locator(MaxNLocator(5))\n",
    "axes[1].set_ylabel(\"$y0$\")\n",
    "axes[2].plot(sampler.chain[0,:, :, 2].T, color=\"k\", alpha=0.4)\n",
    "axes[2].yaxis.set_major_locator(MaxNLocator(5))\n",
    "axes[2].set_ylabel(\"$a0$\")\n",
    "axes[3].plot(sampler.chain[0,:, :, 3].T, color=\"k\", alpha=0.4)\n",
    "axes[3].yaxis.set_major_locator(MaxNLocator(5))\n",
    "axes[3].set_ylabel(\"$b0$\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [],
   "source": [
    "def log_prior(theta):\n",
    "    x_s = theta[0::4]\n",
    "    y_s = theta[1::4]\n",
    "    a_s = theta[2::4]\n",
    "    b_s = theta[3::4]\n",
    "    if all(0.1 <= t <= 10 for t in x_s) and all(0 <= t <= 2*np.pi for t in y_s) and all(-1 <= t <= 1 for t in a_s) and all(-1 <= t <= 1 for t in b_s):\n",
    "        return 0.0\n",
    "    return -np.inf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [],
   "source": [
    "def log_likelihood(theta):\n",
    "    #modelev = model_dv(theta)\n",
    "    #modelev = model(theta)\n",
    "    modelev = model_dv_af(theta)\n",
    "    \n",
    "    return  -np.sum((gw_sxs_bbh_0305rd[:,1] - (modelev.real))**2+(gw_sxs_bbh_0305rd[:,2] - (modelev.imag))**2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [],
   "source": [
    "def model_dv_af(theta):\n",
    "    #x0, y0= theta\n",
    "    w = (np.real(omegas))/mf\n",
    "    tau=-1/(np.imag(omegas))*mf\n",
    "    dim =int(len(theta)/4)\n",
    "    \n",
    "    xvars = []\n",
    "    yvars = []\n",
    "    avars = []\n",
    "    bvars = []\n",
    "    for i in range (0,dim):\n",
    "        xvar = theta[4*i]\n",
    "        xvars.append(xvar)\n",
    "        yvar = theta[4*i+1]\n",
    "        yvars.append(yvar)\n",
    "        avar = theta[4*i+2]\n",
    "        avars.append(avar)\n",
    "        bvar = theta[4*i+3]  \n",
    "        bvars.append(bvar)\n",
    "        \n",
    "    \n",
    "    ansatz = 0\n",
    "    for i in range (0,dim):\n",
    "        ansatz = ansatz + xvars[i]*np.exp(1j*yvars[i])*np.exp(-(timesrd-timesrd[0])/(tau[i]*(1+bvars[i])))\\\n",
    "        *(np.cos((1+avars[i])*w[i]*timesrd)-1j*np.sin((1+avars[i])*w[i]*timesrd))\n",
    "    # -1j to agree with SXS convention\n",
    "    return ansatz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum likelihood estimates:\n",
      "x0 = 0.342\n",
      "y0 = -374.430\n",
      "a0 = -0.044\n",
      "b0 = 0.113\n"
     ]
    }
   ],
   "source": [
    "np.random.seed(42)\n",
    "nll = lambda *args: -log_likelihood(*args)\n",
    "initial = np.array([0.4,-0.1,0.0,0.0])\n",
    "soln = minimize(nll, initial)\n",
    "x0_ml, y0_ml, a0_ml, b0_ml = soln.x\n",
    "print(\"Maximum likelihood estimates:\")\n",
    "print(\"x0 = {0:.3f}\".format(x0_ml))\n",
    "print(\"y0 = {0:.3f}\".format(y0_ml))\n",
    "print(\"a0 = {0:.3f}\".format(a0_ml))\n",
    "print(\"b0 = {0:.3f}\".format(b0_ml))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "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"
    }
   ],
   "source": [
    "modelfit = model_dv_af([x0_ml,y0_ml,a0_ml,b0_ml])\n",
    "plt.plot(timesrd, gw_sxs_bbh_0305rd[:,1], \"r\", alpha=0.3, lw=3, label=\"NR_re\")\n",
    "plt.plot(timesrd, modelfit.real,\"b\", alpha=0.3, lw=3, label=\"Fit_re\")\n",
    "plt.plot(timesrd, gw_sxs_bbh_0305rd[:,2], \"o\", alpha=0.3, lw=3, label=\"NR_im\")\n",
    "plt.plot(timesrd, modelfit.imag,\"g\", alpha=0.3, lw=3, label=\"Fit_im\")\n",
    "#plt.plot(x0, np.dot(np.vander(x0, 2), w), \"--k\", label=\"LS\")\n",
    "plt.legend(fontsize=14)\n",
    "plt.xlim(timesrd[0], timesrd[0]+80)\n",
    "plt.xlabel(\"t\")\n",
    "plt.ylabel(\"h\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [],
   "source": [
    "nwalkers = 32\n",
    "ntemps=10\n",
    "ndim = int(4*(nmax+1))\n",
    "npoints=5000\n",
    "\n",
    "pos = [random.uniform(0.1,4) ,random.uniform(0.01,2*np.pi) ,random.uniform(-1,1) ,random.uniform(-1,1)]\n",
    "for i in range (1,nmax+1):\n",
    "       pos_aux = [random.uniform(0.1,3) ,random.uniform(0.01,0.02) ,random.uniform(-.1,.1) ,random.uniform(-.1,.1)]\n",
    "       pos = pos + pos_aux\n",
    "\n",
    "pos = pos + 1e-5 * np.random.randn(ntemps,nwalkers,ndim)\n",
    "sampler = ptemcee.Sampler(nwalkers, ndim,log_likelihood,log_prior, ntemps=10)\n",
    "sampler.run_mcmc(pos,npoints);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x648 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.clf()\n",
    "fig, axes = plt.subplots(4, 1, sharex=True, figsize=(8, 9))\n",
    "axes[0].plot(sampler.chain[0,:, :, 0].T, color=\"k\", alpha=0.4)\n",
    "axes[0].yaxis.set_major_locator(MaxNLocator(5))\n",
    "axes[0].set_ylabel(\"$x0$\")\n",
    "axes[1].plot(sampler.chain[0,:, :, 1].T, color=\"k\", alpha=0.4)\n",
    "axes[1].yaxis.set_major_locator(MaxNLocator(5))\n",
    "axes[1].set_ylabel(\"$y0$\")\n",
    "axes[2].plot(sampler.chain[0,:, :, 2].T, color=\"k\", alpha=0.4)\n",
    "axes[2].yaxis.set_major_locator(MaxNLocator(5))\n",
    "axes[2].set_ylabel(\"$a0$\")\n",
    "axes[3].plot(sampler.chain[0,:, :, 3].T, color=\"k\", alpha=0.4)\n",
    "axes[3].yaxis.set_major_locator(MaxNLocator(5))\n",
    "axes[3].set_ylabel(\"$b0$\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 698.4x698.4 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "burnin = 2000\n",
    "samples = sampler.chain[1,:, burnin:, :].reshape((-1, ndim))\n",
    "fig = corner.corner(samples, labels=[\"$x0$\", \"$y0$\",  \"$a0$\", \"$b0$\"],truths=median,quantiles=(0.1, 0.9))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.0085003 , -0.01569561, -0.05168496, -0.06578066])"
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "median"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 284,
   "metadata": {},
   "outputs": [],
   "source": [
    "def log_prior(theta):\n",
    "    x_s = theta[0::4]\n",
    "    y_s = theta[1::4]\n",
    "    a_s = theta[2::4]\n",
    "    b_s = theta[3::4]\n",
    "    if all(0.1 <= t <= 2 for t in x_s) and all(0 <= t <= 2*np.pi for t in y_s) and all(-0.4 <= t <= 0.4 for t in a_s) and all(-0.4 <= t <= 0.4 for t in b_s):\n",
    "        return 0.0\n",
    "    return -np.inf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "metadata": {},
   "outputs": [],
   "source": [
    "nwalkers = 32\n",
    "ntemps=10\n",
    "ndim = int(4*(nmax+1))\n",
    "\n",
    "pos = [random.uniform(0,10) ,random.uniform(0,2*np.pi) ,random.uniform(-0.1,0.1) ,random.uniform(-0.1,0.1)]\n",
    "for i in range (1,nmax+1):\n",
    "       pos_aux = [random.uniform(0,4) ,random.uniform(0,4) ,random.uniform(-.05,.05) ,random.uniform(-.05,.05)]\n",
    "       pos = pos + pos_aux\n",
    "\n",
    "pos = pos + 1e-5 * np.random.randn(ntemps,nwalkers,ndim)\n",
    "\n",
    "sampler = ptemcee.Sampler(nwalkers, ndim,log_likelihood,log_prior, ntemps=10)\n",
    "sampler.run_mcmc(pos,10000);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x648 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.clf()\n",
    "fig, axes = plt.subplots(4, 1, sharex=True, figsize=(8, 9))\n",
    "axes[0].plot(sampler.chain[0,:, :, 0].T, color=\"k\", alpha=0.4)\n",
    "axes[0].yaxis.set_major_locator(MaxNLocator(5))\n",
    "axes[0].set_ylabel(\"$x0$\")\n",
    "axes[1].plot(sampler.chain[0,:, :, 1].T, color=\"k\", alpha=0.4)\n",
    "axes[1].yaxis.set_major_locator(MaxNLocator(5))\n",
    "axes[1].set_ylabel(\"$y0$\")\n",
    "axes[2].plot(sampler.chain[0,:, :, 2].T, color=\"k\", alpha=0.4)\n",
    "axes[2].yaxis.set_major_locator(MaxNLocator(5))\n",
    "axes[2].set_ylabel(\"$a0$\")\n",
    "axes[3].plot(sampler.chain[0,:, :, 3].T, color=\"k\", alpha=0.4)\n",
    "axes[3].yaxis.set_major_locator(MaxNLocator(5))\n",
    "axes[3].set_ylabel(\"$b0$\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 312,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.3364835   3.08117345 -0.05128693 -0.03812301]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 698.4x698.4 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "burnin = 200\n",
    "samples = sampler.chain[0,:, burnin:, :].reshape((-1, ndim))\n",
    "median=np.median(samples, axis=0)\n",
    "print(median)\n",
    "fig = corner.corner(samples, labels=[\"$x0$\", \"$y0$\",  \"$a0$\", \"$b0$\"],truths=median,quantiles=(0.1, 0.9))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 314,
   "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"
    }
   ],
   "source": [
    "modelfit = model_dv_af(median)\n",
    "plt.plot(timesrd, gw_sxs_bbh_0305rd[:,1], \"r\", alpha=0.3, lw=3, label=\"NR_re\")\n",
    "plt.plot(timesrd, modelfit.real,\"b\", alpha=0.3, lw=3, label=\"Fit_re\")\n",
    "#plt.plot(x0, np.dot(np.vander(x0, 2), w), \"--k\", label=\"LS\")\n",
    "plt.legend(fontsize=14)\n",
    "plt.xlim(timesrd[0], timesrd[0]+80)\n",
    "plt.xlabel(\"t\")\n",
    "plt.ylabel(\"h\");"
   ]
  }
 ],
 "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}