diff --git a/code/RDGW150914.ipynb b/code/RDGW150914.ipynb
index 3472e9f36cdaa6620e26762c2b0c0a26c1f0af3d..60640be461405af53ba6ed7291306c37c81edf51 100644
--- a/code/RDGW150914.ipynb
+++ b/code/RDGW150914.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 667,
+   "execution_count": 379,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -13,26 +13,51 @@
     "import math\n",
     "import h5py\n",
     "import pandas as pd\n",
-    "from scipy.optimize import minimize\n",
+    "import json\n",
     "import qnm\n",
-    "from pycbc.inference import sampler\n",
-    "import ptemcee"
+    "import random\n",
+    "from scipy.optimize import minimize"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 542,
+   "execution_count": 410,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "rootpath=\"/work/francisco.jimenez/sio/git/rdstackingproject\"\n",
+    "npoints=200\n",
+    "nmax=1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 411,
    "metadata": {},
    "outputs": [],
    "source": [
     "gw = {}\n",
-    "gw[\"SXS:BBH:0305\"] = h5py.File(\"/Users/xisco/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\"] = 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": 543,
+   "execution_count": 412,
+   "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": 413,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -41,7 +66,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 544,
+   "execution_count": 414,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -52,60 +77,106 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 621,
+   "execution_count": 415,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "(0.523975104290084-0.08151262363119886j)\n"
-     ]
-    }
-   ],
+   "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": 416,
+   "metadata": {},
+   "outputs": [],
    "source": [
-    "# Do not use it at the moment.\n",
-    "grav_220 = qnm.modes_cache(s=-2,l=2,m=2,n=0)\n",
-    "omega, A, C = grav_220(a=0.68)\n",
-    "print(omega)"
+    "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": 622,
+   "execution_count": 417,
    "metadata": {},
    "outputs": [],
    "source": [
+    "#deprecated\n",
     "def model(theta, t, y):\n",
     "    x0, y0, a0, b0 = theta\n",
     "    #x0, y0= theta\n",
-    "    w = 0.5557334030122436\n",
-    "    tau=11.7384\n",
+    "    w = (np.real(omegas))[0]/mf\n",
+    "    tau=-(np.imag(omegas))[0]*mf\n",
+    "\n",
     "    # -1j to agree with SXS convention\n",
     "    return (x0+y0*1j)*(np.exp(-(t-timesrd[0])/(tau*(1+b0))))*(np.cos((1+a0)*w*t)-1j*np.sin((1+a0)*w*t))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 623,
+   "execution_count": 418,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def model_dv(theta, t, y):\n",
+    "    #x0, y0= theta\n",
+    "    w = (np.real(omegas))/mf\n",
+    "    tau=-(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]+1j*yvars[i])*np.exp(-(t-timesrd[0])/(tau[i]*(1+bvars[i])))\\\n",
+    "        *(np.cos((1+avars[i])*w[i]*t)-1j*np.sin((1+avars[i])*w[i]*t))\n",
+    "    # -1j to agree with SXS convention\n",
+    "    return ansatz"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 419,
    "metadata": {},
    "outputs": [],
    "source": [
     "def log_likelihood(theta, t, y):\n",
-    "    modelev = model(theta,t,y)\n",
+    "    modelev = model_dv(theta,t,y)\n",
     "    return  -np.sum((y[:,1] - (modelev.real))**2+(y[:,2] - (modelev.imag))**2)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 710,
+   "execution_count": 420,
    "metadata": {},
    "outputs": [],
    "source": [
     "def log_likelihood_match(theta, t, y):\n",
     "    \n",
     "    #model and data\n",
-    "    modelev = model(theta,t,y)\n",
+    "    modelev = model_dv(theta,t,y)\n",
     "    data = y[:,1] + 1j*y[:,2]\n",
     "    \n",
     "    #norms\n",
@@ -119,40 +190,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 711,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "-0.9252766640092994"
-      ]
-     },
-     "execution_count": 711,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "log_likelihood_match([2,3,0.2,-0.1],timesrd,gw_sxs_bbh_0305rd)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 624,
+   "execution_count": 421,
    "metadata": {},
    "outputs": [],
    "source": [
     "def log_prior(theta):\n",
-    "    x0, y0, a0, b0 = theta\n",
-    "    if -10 < x0 < 10 and -10 < y0 < 10 and -0.1<= a0<=0.1  and -0.1<= b0<=0.1 :\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(-0.1 <= t <= 0.1 for t in a_s) and all(-0.1 <= t <= 0.1 for t in b_s):\n",
     "        return 0.0\n",
     "    return -np.inf"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 625,
+   "execution_count": 422,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -165,7 +219,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 712,
+   "execution_count": 423,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -185,7 +239,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 631,
+   "execution_count": 424,
    "metadata": {},
    "outputs": [
     {
@@ -193,26 +247,10 @@
      "output_type": "stream",
      "text": [
       "Maximum likelihood estimates:\n",
-      "x0 = -2.888\n",
-      "y0 = 3.851\n",
-      "a0 = -0.980\n",
-      "b0 = -0.604\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/xisco/Library/Python/3.7/lib/python/site-packages/ipykernel_launcher.py:7: RuntimeWarning: overflow encountered in exp\n",
-      "  import sys\n",
-      "/Users/xisco/Library/Python/3.7/lib/python/site-packages/ipykernel_launcher.py:7: RuntimeWarning: overflow encountered in multiply\n",
-      "  import sys\n",
-      "/Users/xisco/Library/Python/3.7/lib/python/site-packages/ipykernel_launcher.py:7: RuntimeWarning: invalid value encountered in multiply\n",
-      "  import sys\n",
-      "/Users/xisco/Library/Python/3.7/lib/python/site-packages/ipykernel_launcher.py:3: RuntimeWarning: overflow encountered in square\n",
-      "  This is separate from the ipykernel package so we can avoid doing imports until\n",
-      "/Users/xisco/Library/Python/3.7/lib/python/site-packages/numpy/core/fromnumeric.py:90: RuntimeWarning: overflow encountered in reduce\n",
-      "  return ufunc.reduce(obj, axis, dtype, out, **passkwargs)\n"
+      "x0 = -0.169\n",
+      "y0 = -0.341\n",
+      "a0 = -0.235\n",
+      "b0 = 104.244\n"
      ]
     }
    ],
@@ -231,28 +269,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 656,
+   "execution_count": 359,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/xisco/Library/Python/3.7/lib/python/site-packages/scipy/optimize/optimize.py:705: ComplexWarning: Casting complex values to real discards the imaginary part\n",
-      "  grad[k] = df\n",
-      "/Users/xisco/Library/Python/3.7/lib/python/site-packages/scipy/optimize/linesearch.py:172: ComplexWarning: Casting complex values to real discards the imaginary part\n",
-      "  amin, amax, isave, dsave)\n"
-     ]
-    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "Maximum likelihood estimates:\n",
-      "x0 = 1349.344\n",
-      "y0 = -1780.388\n",
-      "a0 = -0.979\n",
-      "b0 = -0.822\n"
+      "x0 = -243.899\n",
+      "y0 = -207.099\n",
+      "a0 = -0.254\n",
+      "b0 = 98.363\n"
      ]
     }
    ],
@@ -272,41 +300,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 657,
-   "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",
-    "modelfitre = model([x0_ml,y0_ml,a0_ml,b0_ml],timesrd,gw_sxs_bbh_0305rd)\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": 633,
+   "execution_count": 425,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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5h9FeulTb8iilVAFrJiyiUWcSdDRKJitkswRfszDGNi25SgmL4eHGmkyolFoT1kxYgNMU5Yw0msuEg69ZjI97w2FbW6G9vfB5nZ1e1SiVgomJ+pRPKaUcgYaFiNwuIq+KyCkReaDA87eKyHMikhGR9630/eaX/BCx/RbZrL0FZWzMO96wYenzRPJrHf7aiFJK1UFgYSEiYeBh4DeA/cCHRGT/gtPeBO4FvlGN9yw41yLIpih3eQ/wOrGX4g8TDQulVJ0FWbO4EThljDltjEkBjwJ3+E8wxpwxxrwI5KrxhgXnWgTZFLWSsNB+C6VUHQUZFgPAWd/9c85jZROR+0TksIgcHh4eXvK8gmGRSlXyliuXTsPMjD0Wga6u5c9vb/eqRpmMtzyIUkrVQVN0cBtjHjHGHDLGHOrr61vyvLy5FumAh8/6axWdnaXtV6FNUUqpgAQZFoOAby0LtjqP1UxD9VmU0wTlclehXfj1SilVY0GGxbPAXhHZKSIx4IPAY7V8Q69m0QB7cfubkYo1Qbn8YeEfSaWUUjUWWFgYYzLA/cD3gOPA/zTGHBORz4rIewFE5K0icg54P/DfROTYSt7TW6a8AZb8mJryjjs7S/saf3NVIhH8pEKl1JoR6B7cxpjHgccXPPag7/hZbPNUVfgXE0xlQhgDEsQFN5ez+2273GXIiwmFbC3ErVWMj+fP7lZKqRppig7uUoXDzgTuaJScEdIZCebT+fS0N/S1rW1+b/CSaFOUUioAayosYMGSH+lQMGHhb4IqtVbh0k5upVQA1mZYhMN2yY902C73Ue/tSv2d2yX2VyQSdsHZ4fR6WyMCW7PQyXlKqToItM8iCEvumFdOU9BKlVGzmJqCl1/2r2Tehry0hS2d0+zfNkXLzAx0dNSsqEopBWswLObnWizcMW+pFV9rocSwuHQJDh+2/eF+pq2dwcsZhidi3LB3ir6DGhZKqdoqKSxEJA7cBezwf40x5rO1KVbtBD7XIpeD2Vnv/hK1gtHR/KAQsRO402mYaG+HiQlSmRA//2mat2yETZvqUHal1JpVas3iW8AEcARY1YP78+ZauEt+1DMsZmbyR0IVWOZjbg6OHPGCor0d3vpWrxIy0hPh+f+dJZkOk5tOcOQIvP3t0NNTp+9BKbXmlBoWW40xt9e0JHWSt+THdAA1C3fxQFiy6evYMW/JqlgM3vY2myuu3l2d3HJglKeOdzMzM0MuB88+C7feavdQUkqpait1NNRTIvJLNS1JnQS+TLl/Ml6BJqjLl2HQt0LW9dfnBwUAbW20tId5+9VjxCQNc3OkUvD88wEPjspm4cwZm1zPPAMnTuQ3uSmlVq1laxYi8hJgnPM+KiKnsc1QAhhjzMHaF7G68laeTQWwTHmRsDh+3DvesgU2blzidbq6aE2PcGjPOD9LzGDicS5fhtOnYffu6ha5JBMTtpMlkfAeGxqC11+H/fth584ACqWUqpZizVDvqUsp6igWs53FJholnQ2Ry0GonjWLZZqhhoe9SdmhkL3GLqmrC0ZG2NCZZk94nJNZ22Fx4oRdAaSuo2knJuCppwrPV8nl7NjfVAquuqqOhVJKVdOyYWGMeaNeBakXEVu7SPpmcbfWs89imZrFyZPe8bZtRfoffCvVXtk9zHBmF+Pj9tr80ku2w7su0mnb7OQGRTQKV15pf8inTnkTEF97zT62Y0edCqaUqqY1N4MbAlzyI5XymrzCYV9vu5164e5nJAJ79hR5LV9YhKYmuPZa+3VgJ/AN1nRnEJ9XXvH6JSIReMc7YNcuGBiAW27Jb0c7dszWQpRSq87aDYtwGEIhGxa5nP2EXGsLm6Dcqzvwhq8Ot2lTgU7thdrbvVnnc3N0xpJ53QLHjtXhWxodhTff9O5fd13+8iWhEBw65AVbLgfPPbd4lqFSquGt3bCA/O1V61G7WKIJKpuFc+e8p0pqqRHJvzBPTHDVVV5lZW4uv1mrJvy98Zs2webNi88Jh+Etb/GCbXra9sIrpVaVNRkWgW2vukTn9qVLXi2gvT1/q+1l+XfYm5ggEsnvFP/FL/IHJ1XV5cu2ZgE2uA4cWPrc9vb8zu3XXqthwZRStbAmwyKwJT/8F0hfO5O/f2Hr1rzWqeUtCAuwXQXuKua5nO1SqImFvfHF2s127vRqQtmsHballFo11nZYRKIkAw6LdNpOR3ANDJTxegXCAvI/5F+44HWcV830tB3nCzbZ9u4t/jUi8Eu+eZ2Dg/lLtSulGtqaDIv8lWfr2GdRICwuXvT6e7u6ylz8tqPDW1tqdnZ+pFV3d37oHDtW5Znd/t74/v4SeuMdPT35Kx5q7UKpVWNNhsWSe1rUUjbrvYfI/CSK8+e9U8qqVYANigWd3K59+7wcmZjI70BfkWwWzp717pc7b+Lqq73jS5e8fg+lVENbc/tZQEBh4V8jqbUVRMhk/Jsa2eU9ytbV5W2vOjEBfX3zb7F7t9e1cOKEff1wuLLiz7twweuNb2uD3t7yvn7dOtsx46bXiRN2bkaQUilbnqEh2zSWTtsfVEeH/f4GBsrf/lapJrMmwyISsdeCbDRKNiekM0K01mFRoAlqeNhrgursrHDF2PXrvWahBRPe9uyx0yDm5uxaiSdP5n+wr4i/inLFFWX0xvtcdZXtszDGdqiMjJQfOtWQzdofyunT9tgvl7Nrr4yN2XP6+my5/XugK7WGrMlmKAhgFneBsLh0yXuov7/C112ikxtsKO7b591//fUVjlidm8uvCm3dWtnrtLXZEVSuV19dQaEqNDkJP/mJDYKFQVHI8DD8wz/A0aP1mcCpVINZkzULsJ3cCWei2Fw6REedw8KY/FFQFYfFunW2cyKXs/M40un5EAR7PT9zhvl1o44dsxspVeT8ea+nfMOGvOVKynbllbaWksvZfovhYejrI5GwZZ2ctC136bS9lot4K6S0ttoWoq6uCmtjw8N2PSt/SHR22v6X3l77Jum0rVUMDtpRCO73ffasDczrry9jQoxSq9+aDYv5JT/CYWfJj/SiC21VLQiLiQmvMhOL2dakioRCNjDcWsXERF6Tjghcc439UAz2uudcl8vnnxBSdm/8Aq2tsH07nDnDZCLC2SfOcmmgL2/eYiliMTvIqrfX3op2LVy4YLchdC/+4bAda7x9e36TWjhsZ6Rv3mxD+JVX7A8PbIo99ZQdMnzVVZU1xVVLOm1/57Oztq3RDcBIxP6Rt7fbH0qt/q7VmrG2wwIgEslf8qMeYdHauqgJakXXm66uJcMCbDP7tm3eIKaXX4Z3vrPgjq5LSyS89dNFCi/tUaaL6/Zy6vgUY1MRIAOMl52aqZS9hrvX8XjcBqF7m/89gy3/c895QdHaCr/8y8UTxt3X9sIFeOEFrxnq5Enb53LDDfXdonB83NbyhobsCpSlaGuzNSE3VVdSK1RrUqBhISK3A18CwsCXjTGfX/B8HPgr4C3AZeADxpgz1XjvJZf8qNVGEAtqFv6m/yU3OCrVMv0Wrquvtte6TMbOqXv99dLm0s1zr8Zgr8KxWGVlxdZsjh+HiYkWaBuAKSc5z50jvGE9PT22Vaijw75NJGJbqzIZ++E5kbDNVBMTi7fQmJuzrVtuP3xnpxMcHbP0HHuWsDuioKPDruNezkVz82abvEePepMSR0fhxz+2zVIltiUaY/Mmk7H/usfZrH1u4S0UAslmCF0YJHTuTULJBKEQhMQQDkUIhSAcMoRDxnnM2K/xfwBJJOzN/cSwbp39w+vrsyFS1ieHChljf4HT0zbkpqftLyyb9X4AIswXPhKxfwCxmP0QF4/bWyxmf2/xeBWG962A+0eZyXgjVUQW35wWjEBroFUQWFiISBh4GPh14BzwrIg8ZozxL1Dx28CYMWaPiHwQ+ALwgWq8f123V3WvCAChEJlIy/yHdKjCQKASwqKlxbaYHDtm77/2mr32lZyN/rCosFaRydj39y9Uy+bNhEaG2NQ1y7beMXqv6yW0ZdOSr+FnjG0hGhnxbgv7nicnYXIsy+vHXyc020XPujR9vYb1B2+gK9xC2fXIlhZbG3n9dTvs173y//znsGsX6T37mJ0LkUyy6Oa2FJW1MWM6bUdCXLrkNDHFnZtDgNY2W7OJxbyLfjZDKJMmNDdLeC5BWHLzQeKGSTh0mZCMEI6GCHV3Ed6wnnBfz/zMULcCVuhf97bwvjFgMllMYtZ3S8BMAjObxGRz9hzEOx/BmJBzc14TwZgckHRuS1xrQyEvTJxwkVg0/7FIZPEX53K+WxbJ5ezP1w2uXNa7n/Wek2zGe3yZma4Fy+oGobPi9fzNuS/h0OKgcYPTfT0Dgv8XYOxepsaAyc0fC8YLsFzOK+uCY/taztcVEWTN4kbglDHmNICIPArcAfjD4g7gM87x3wB/KiJizMrnI+etPJus8VwL/xyLtjZGR73fV2fnij6key8iYl90etr+sUcW/2p37rTdDm5n99GjcNNNJXzgSaXyJ89V0Bs/MmLfz/+jCIVgx9Ux9uxqJ37OCaOTr8Lm0trlRGzYdXTYvmljbFYOD3u7DuayZn4YWA5hZCrOyMDV8GI7vGhbZzo67L9tbfbvwn+NAe935dUEhLTsYa6nl+QLr5KcSpNMhZh9dppc23E7Zjmv/asCs7M2oEdGFl+UwmFbw+npsTWEJT5d55xbJpfLr45NTy9+zaFZYBa4YH8AHe35IRSNklddcWsC6bQ3NjuZtMdL/j+q0eVmNg3Ue4TaSmo07m9mdQkyLAYA31RgzgG/vNQ5xpiMiEwAG4AR/0kich9wH8D27dtLevP5JuZolNnJGi/5saAJym3BgCpNLwiH7UXDXWtpctJeSBYQgWuvtSNG3WkEp06V0Bw1NORdXLq7y7oQZrO2b/jMmfzHt2yx/cotLcDcbrhwxp48OWkvkhXUXkRsl8f69fZ7ymTg8lOvMdJynqGWONPJiE0VXx+F2zpTmfXQfwMkfgFzzsTImRnbKbR1APo2Ltm84wZSNOodh8MgE+PI+UFCoyP2U1+v/ZSdy0GupY3c5gHMxn5yEp7/gOt+KPZ/OM7bMiQU8lJ1yxZ7wtSUDY7x8cV/9+k0jI3bW7VFIt6QttZW+827zTShUP4n4FwW0hnv075bQ/ffqrqOTZkECBUoO+RXtdwazCrXFB3cxphHgEcADh06VNJfT15YpOobFv7+iopGJRXS1eWFxfh4wbAAWwnZu9eb2vDqq7bJeonTrQsXvONNpTURga2MHD2avzJ7NAoHDy6Yre5ut/r6616hNm1acRtv5Pyb9E+8Rv92OLB9muS2vQz19DE2Zq+TU1NV+D/sbiN78SKcPUsklKMlOkfL2Clacmdp3TNAyxX9tLSHaWnxmtrzvrVUyv6Mz5yBmUnowt5c69fb2kqZPxN/eOSHSphsdj3Z7HpyuSvITs+SG75MdniU7MiYbW5x2iXct5v/1/f4/A0zfzz/XFsr0tGOtLfZf91bPJZ/3jK3UphU2qvNpFKFjzOZRW1pJhzxQsq9udVJ59iEI4sem7+5NS3KyCvfL8NksoUT3m0mco6NwXts4Q/Hd2xEQEILmq58x86/hqWauQT+0/LFDzIsBgHfzCy2Oo8VOueciESw/4Wqsoaq+4GmLrO4fWGRirTNX9NFilyky9HV5XVeFtm6dO9e20zjNocdOQK33rpEhSGbJa8qVEJY5HK2Od+99vu/9ODBJd5nzx47Ez2TsVfxwcHKJ/2BHaX04ot5b95y7VVsFztK1i3n9LRXu0gk7DXG7XDOZPIvWv6aQNRpFm9txQmBTbQkW4i8+Fx+Os5chNci9lPB+vW2rSsUsm80M2N/CWNjha84/f12zZYK53O4TeLFB/i1wpVbga3eD2Vy0t5mZrxmJvdiJpL/Q3Db8NrbvVs9OswB2qJAFKjRwJSqCrOy5qtgBRkWzwJ7RWQnNhQ+CPzTBec8BtwD/Ax4H/D31eivcLW2wrTzP2k2Fa5LWIwkvT/q7u6CXQuVKaGT2yViN6/78Y/tNSuZtP2zb397gfKMjHhj992mjGWMj8Pzz+dvChiJ2Lke/knbi8RitlPFXczqlVfsxbKSocwzM3bSnb9j6PrrF31cdddh9K/FuCId6+FXfsXuOvXaa95QrUzG1hz8NbSlhE99B+IAABQcSURBVMM2JHftqt3IvOVU/YeimkVgYeH0QdwPfA8bt18xxhwTkc8Ch40xjwF/AXxdRE4Bo9hAqRp/WCRTITrrERYJbznvqi6HVGInt6ulxV4/f/5z+yXj43D4sJ1OkNdf6h8FtUytIpez18dTp/I/JPf12X6SkqYh7Nlja0duR+mJE/l7YJTCHZnkDouKx+3opaqlchGhkK0NbN9uh3298QYlzTTs6bFtc1u36gQ61ZAC7bMwxjwOPL7gsQd9x0ng/bV6/5YW5v9jzqbCMJf02garyRcWo7PeVbOqq0VEIl4nt3v1L5JGGzfaT/wvvWTvDw/D00/DjTc6PxZjSgqL0VE7V81fm3AnRl9xRZnfw4EDtl0MbBv+5s2lp2o2a4PCLUgoZL+ZICagRaM2NHbvtuUZGbH/Jp2/sUjEJmhXlw2KlY6eUqrGmqKDu1KtrcyPc55Nhb0x8ysey+rjTjoCUsSYmrU/cpEaLGDa3e11co+NlXSR3bHDFvG11+x9/xyzDTLmTQqIxxfNrp6eth/+F7aubNgA111X+p5IebZssbULd+Gs556z082LXUyNsef6h/hef/0K1lGpohKa75RqdBoWAJEIs3O+uRbVDAtfrWIss27+J75+fQ0mn3Z3e8uVj5c+7PGqq+wHXXe/bnfpo02Jca5IxdiwLkXYWZPEXXjW3f7BLxKB/fsXL7NUtuuus4nljmY5fBje9ralf2C5nK2N+GtBBw5UuEGIUqqQNR0W/u1V89aHquZGN/4mqLQXFlUbBeXnr6qUuQPd7t22JuBf+ujiySkuznUjYogmt5MdXHo177x5EysVj9tawdNP2/ujo/DMM3Do0OIgn51dXKPYvdt2ECulqmZNh0XeXIuZGs3i9ofFXDs471mTsGhvt23l6bRtPkokymoLcpc+OnYMzr+emP9ZGAmTau2CAkHR329rJv7BWFXR12fTx12f5PJlW9vYu9c+l83a9q/Tp/MXiNq921ZvlFJVtabDwr+YYM0m5jlhkc3CeMq7cNckLNwpzO68iLGxsjsOWlrssNq9oQucG57h0nic6da++XHz4bANho0b7SrlFfVLlGrXLtvEdPy4vZ9Mer3xC4nYnZ52765hgZRau9Z0WLjLLGSiUXJGSKWFWLXDwlkMaSIRJReznbTuaqo10d2dvyJqhftOdE6fZ//2afZvnyZ33RWkN5Y6wavK9uyxzYIvvLB0kHd02PG5NUlgpRSs8bAA+0l6fq5FOlz9sHBqFpenYtBtw6Km1zT/i1+ucLL77KzXQS5CaNNG4kEO/e/vh3e9y3beDw3ZYVju5LHNm22HySpf/lmpRrfmw8JOzLM/htm5EJ3VXKbcmPmaxehUFPrrFBbuNqtTU/bTeLlj+P07M/X2NsYksXDYNktpx7VSgajTAi6Nq7UViNiLYWIuXN0+C2c9HWNgbK5tfuhnTcMiHM6fW1BJ7aLChQOVUs1rzYdFWxvzn5wTqSqHhdMENTUbIR2xw6DcbZFryj8Zb2Rk6fMKSafzA0bDQimFhkV+WMyF7ZDTaq1V6ITF6FR0vimoLn2w/nVEyq1ZXLqUv3eF7tWslELDwoaFs+RHYi5iL5Rl7Xu5DDcspmP1DQu33wK89YhKNehbJV5rFUoph4aFO08gGs1f8qMagqpZhEL5s7n9+1EsJ5XKP1eXy1BKOdZ8WMTjTr9zNEo6GyKdkaqGRTIVshP+YjHC4TpuE7Bxo3fsXzNpOefPe01QPT01nnGnlFpN1nxYgDMiKm+p8uqFxeiUM+w0Hqe7u34biOU1IQ0PL72ok9+5c95xhZP5lFLNScMC5wN0rMrDZ3M5SCZtf4UAsVj1lyRfjn9Z7Gy2+KiomRm7PAjYCW7aBKWU8tGwwAmLas+1cCbjjU1HIRqDUKj+q1H4axfnzy9/7pkz3nF/fw3XI1FKrUYaFhQYPluNsEgkyGZhIhGZ79yua80C8msHFy54a48vlM3aDYdcZW1vp5RaCzQsqF1YjM9EMUYgHmfdugBWzejq8nrUs9mlaxdnz3pB0t5ulwBXSikfDQtqFxaj005TjtO5HYjt273jM2cWTzjM5eDkSe/+jh26KJ9SahENCwqERTUWE0wkbH8FQDwe3OrZW7d625FOTuYvEgg2QNzvNx7XJiilVEEaFticiLZFQSCbE5LTmdKGmi7DzOQPmw0sLKJRW1twHTvmfW+JBJw44T23Z08NNgZXSjUDDQtHe4fYUUvATHLltYuZ0TnSWfvjja2L137xwOXs3u11mCQScOSInXvxzDNecHR05IeKUkr5aFg4OjqYHy46nYysLCwyGUZHnWMRevoD3g8iHrf7WbsuXYKnn7brRoGdKXj99XWcMaiUWm306uDID4sV1iwWztzuaYAO423bCu9P7QaFfw8MpZRaIJCwEJEeEfm+iJx0/i04VkhEnhCRcRH5Tq3L1N7O/CzumWRkflJdRRqlc3uh/fvhLW+x6z61ttotSW++WWdrK6WKCmpb1QeAHxpjPi8iDzj3P1XgvC8CbcC/qHWBOjqY77OYnl1ZzSI1nrBNWUCoNd5YH9q3bNFwUEqVLahmqDuArznHXwPuLHSSMeaHwFQ9CmRrFjYsEqkwuUTlYTF20Zun0dUX1a4ApdSqF9RlrN8Y4270fBHoX8mLich9InJYRA4Pl7p3wwLhMLR22qYjY4TEWOUT80YvepsndffHK34dpZRqFDVrhhKRHwCFtlr7tP+OMcaIyIr2MTXGPAI8AnDo0KGKX6ujJ4bbUzE9nqGjwtcZHfbmaPRs1rBQSq1+NQsLY8xtSz0nIpdEZLMx5oKIbAaGalWOcrR3x3DrJdMTWbs0RplLX2QzhvHLvrAYaK1iCZVSKhhBNUM9BtzjHN8DfCugcuTp6AzNT16bSVa2RtTYxTlyWVu5WbcO4u1BjSFQSqnqCSosPg/8uoicBG5z7iMih0Tky+5JIvIT4JvAu0TknIi8u5aFsiOibFhMzVY2fPbyOe9rNvRrUCilmkMgVzNjzGXgXQUePwx8zHf/lnqWq7MTOyIqkWAyEcHMJik8A2Rply94ndsbNgU8c1sppapEB3X6xOMQ77AX+GxOSIyWN3w2m4WxIW+DoQ2bdbc5pVRz0LBYoLPHq2xNDKeWOXOxsTHIzdp+jo6WDPH12rmtlGoOGhYLdPZ6tYHJy0tsQ7qEy5eZ7xTfsC5FsEvNKqVU9WhYLNDVV6Ww6Ew7uyoppdTqp2GxwLqNXtPR5Gim5K/LZJzJeM5e1r3rM9DSUvXyKaVUEDQsFujYEJ/fLG42YZibKS0wRkbAzNoO8c62DPGuFt3LWinVNDQsFgiFha4eb2vRsQuljYgaGmJ+pdr+9XPOpA2llGoOGhYF9Gz0wmL0fPlh0dc5p53bSqmmomFRQHefN5nOP29iKVNTzmTvZJJI2NDdkdaahVKqqWhYFNC9yVspdnw4TS63/PlD7jKIs7P0dc7Z/Ss0LJRSTUTDooB4VwttcbtybC6ZYnx8+fMvuDtzzM2xcb0zkU+boZRSTUTDopC2Nno7nYt+MunVHAqYnbUzt0mlkFyGTeuTdjHCuO5joZRqHhoWhbS32xFNAHNzy4bF+fPOQTJJX2eKWNRorUIp1XQ0LAqJx+ntyRESA9ksEyNpd6DTIufOOQfJJFt6nJO0v0Ip1WQ0LJYQ6WyjZ50zEiqZ5NKlxeeMjcHkpD0Op5Ns6nZqI1qzUEo1GQ2LpXR0eE1RyaRXg/A5c8Y73tI+QTRi5r9WKaWaiYbFUtrbGdiQRMRAMsnoKExPe0/Pzvr6K4Ad6y57d9atq185lVKqDjQsltLRQTyas7WLpN0q9eRJ7+lXX2V+/kX3ugzrw1P2TiikzVBKqaajYbEU54K/Z3MCkrY56tw5GB6Gixfh7Fnv1KsHprw7HR02MJRSqokEsgf3quCERXdHmv6WCS4ZAyI8/XT+aZs3Q290wnugs7OOhVRKqfrQj8BL8U2sO3jFBHGzeOxsWxscPIg3JAq0v0Ip1ZQ0LJbT1QVASyzHO/aPu3cB6O2Fm26CWAy7kqBLaxZKqSakzVDL6eycXyWwIzvBLbdsZmYGwmFodTfUMya/ZqFhoZRqQhoWy/Ff+CcmECkwhWJ62u6pCrbZSrdSVUo1IW2GWo6/3clfe/AbG/OOu7trWx6llApIIGEhIj0i8n0ROen8u+gqKyLXicjPROSYiLwoIh+oe0Hb271hsMkkpFKLz9GwUEqtAUHVLB4AfmiM2Qv80Lm/UAL4iDHmAHA78F9EZH0dywgii5qiFvFvdqFhoZRqUkGFxR3A15zjrwF3LjzBGPOaMeakc3weGAL66lZC13pfPo2O5j+XyXjNUyL5zVZKKdVEggqLfmOMu7/cRaB/uZNF5EYgBry+xPP3ichhETk8PDxc3ZL29HjHC8PCf3/dOojoeAGlVHOq2dVNRH4AbCrw1Kf9d4wxRkTMMq+zGfg6cI8xpuBu2MaYR4BHAA4dOrTka1VkwwbveGzMLgjl9mP4d0Xq7a3q2yqlVCOpWVgYY25b6jkRuSQim40xF5wwKLgXnYh0An8LfNoY83Shc2qupcVO1U4kIJu1tQk3GPy1mI0bAymeUkrVQ1DNUI8B9zjH9wDfWniCiMSA/wP8lTHmb+pYtsX6fa1kFy/afycnvTXLQ6H85iqllGoyQYXF54FfF5GTwG3OfUTkkIh82TnnbuBW4F4ROercrguktJt8rWkXLtimKP9uSJs22WndSinVpALpkTXGXAbeVeDxw8DHnOP/Dvz3OhetsJ4eOzt7bs7Ot3jjDXjzTe/5rVuDK5tSStWBzuAuRSgEO3Z4919+GdLO/txtbdBX/xG9SilVTxoWpdq50y5bvtC+fbrZkVKq6elVrlTRKNxwQ34wXHEFbNkSXJmUUqpOdBZZOTZuhF/7NRgZsetG6QgopdQaoWFRrtZW2LYt6FIopVRdaTOUUkqpojQslFJKFaVhoZRSqigNC6WUUkVpWCillCpKw0IppVRRGhZKKaWKEmOqu1dQ0ERkGHgjgLfuBUYCeN9yaTmrS8tZXauhnKuhjFB+Oa8wxiy50F3ThUVQROSwMeZQ0OUoRstZXVrO6loN5VwNZYTql1OboZRSShWlYaGUUqooDYvqeSToApRIy1ldWs7qWg3lXA1lhCqXU/sslFJKFaU1C6WUUkVpWCillCpKw2IJItIiIj8XkRdE5JiI/Efn8Z+IyFHndl5E/q/z+NUi8jMRmRORf7vgtW4XkVdF5JSIPBBwOf+ZiLwoIi+JyFMicm2DlvMOp5xHReSwiNzse617ROSkc7snyHL6vu6tIpIRkfc1YjlF5FdEZML33IO+12qY37uvrEed83/ciOUUkX/ne/xlEcmKSE8DlrNLRL7tO/+jvtcq7+/TGKO3AjdAgA7nOAo8A7xtwTn/C/iIc7wReCvwEPBvfeeEgdeBXUAMeAHYH2A53wF0O8e/ATzToOXswOtTOwiccI57gNPOv93OcXdQ5fT97P4eeBx4XyOWE/gV4DsFXqfRfu/rgVeA7e7/q0Ys54LHfwv4+0YsJ/DvgS84x33AqFOusv8+tWaxBGNNO3ejzm1+NICIdAK/Bvxf5/whY8yzQHrBS90InDLGnDbGpIBHgTsCLOdTxpgx5+mnga0NWs5p4/yFA+2+c98NfN8YM+p8H98Hbg+qnI5/g/0POuR7rBHLWUhD/d6Bfwr8b2PMm87Xuz/TRiun34eA/9Gg5TTAOhER7AewUSBDBX+fGhbLEJGwiBzFXgS+b4x5xvf0ncAPjTGTRV5mADjru3/OeawRyvnbwHcbtZwi8k9E5ATwt8A/b8RyisgA8E+A/7rgZRqqnI63O80R3xWRAw1aziuBbhH5kYgcEZGPNGg53a9pw15k/1eDlvNPgX3AeeAl4OPGmFwl5dSwWIYxJmuMuQ776ftGEbnG97T/00SgKimniPwqNiw+VZ9Sll9OY8z/McZcjf0P8LkGLed/AT7l/AesqzLL+Rx27Z9rgT+heI0jqHJGgLcA/xj76ff3ReTKBiyn67eAnxpjRutRRii7nO8GjgJbgOuAP3VqH2XTsCiBMWYceBKnmiYivdjq5t+W8OWDwDbf/a3OY1VXajlF5CDwZeAOY8zlRi2n7/z/B+xyzmu0ch4CHhWRM8D7gD8TkTsbrZzGmEm3+cIY8zgQbdCf5znge8aYGWPMCPD/gGsbsJyuD5J/cW60cn4U26xnjDGngF8AV1dUzoWdGHqb7yTqA9Y7x63AT4D3OPf/JfC1Jb7uM+R3cEewnUc78Tq8DgRVTmA7cAp4x4LHG62ce/A6uG9w/pAF2yH3C2ynXLdz3BP07915/qvkd3A3TDmBTb6f543Am87Ps9F+7/uAHzrlagNeBq5ptHI6j3dh+wDaG/j/0X8FPuMc9zv/j3or+fusyjfQjDfsCJzngRedP9gHfc/9CLh9wfmbsJ+KJoFx57jTee43gdewoyQ+HXA5vwyMYaumR4HDvucaqZyfAo45ZfwZcLPvuX+ODbxTwEeDLOeCr/0qTlg0WjmB+52f5wvYgQ3v8D3XML935/F/hx0R9TLwOw1cznuBRws83jDlxDY//R22v+Jl4MOV/n3qch9KKaWK0j4LpZRSRWlYKKWUKkrDQimlVFEaFkoppYrSsFBKKVWUhoVSdSAi60XkXwVdDqUqpWGhVH2sBzQs1KqlYaFUfXwe2O3sN/DFoAujVLl0Up5SdSAiO7D7SVxT5FSlGpLWLJRSShWlYaGUUqooDQul6mMKWBd0IZSqlIaFUnVg7L4hPxWRl7WDW61G2sGtlFKqKK1ZKKWUKkrDQimlVFEaFkoppYrSsFBKKVWUhoVSSqmiNCyUUkoVpWGhlFKqqP8P4QxouyAHI40AAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -319,7 +318,7 @@
    ],
    "source": [
     "plt.plot(timesrd, gw_sxs_bbh_0305rd[:,2], \"r\", alpha=0.3, lw=3, label=\"NR_im\")\n",
-    "modelfitre = model([x0_ml,y0_ml,a0_ml,b0_ml],timesrd,gw_sxs_bbh_0305rd)\n",
+    "modelfit = model([x0_ml,y0_ml,a0_ml,b0_ml],timesrd,gw_sxs_bbh_0305rd)\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",
@@ -337,44 +336,75 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 650,
+   "execution_count": 430,
    "metadata": {},
    "outputs": [],
    "source": [
-    "nwalkers = 100\n",
-    "ndim = 4\n",
-    "pos = np.random.rand(nwalkers, ndim)\n",
-    "pos = [8,3,-0.05,0.05] + 1e-4 * np.random.randn(nwalkers, ndim)"
+    "nwalkers = 32\n",
+    "ndim = int(4*(nmax+1))\n",
+    "\n",
+    "pos = [random.uniform(-10,10) ,random.uniform(-10,10) ,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(-10,10) ,random.uniform(-10,10) ,random.uniform(-0.1,0.1) ,random.uniform(-0.1,0.1)]\n",
+    "       pos = pos + pos_aux\n",
+    "\n",
+    "pos = pos + 1e-1 * np.random.randn(nwalkers, ndim)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 651,
+   "execution_count": 431,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 100000/100000 [14:57<00:00, 111.40it/s]\n"
+      "  0%|          | 0/200 [00:00<?, ?it/s]/work/francisco.jimenez/sio/pyenv/versions/3.6.6/lib/python3.6/site-packages/emcee/moves/red_blue.py:99: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  lnpdiff = f + nlp - state.log_prob[j]\n",
+      "100%|██████████| 200/200 [00:02<00:00, 99.98it/s] \n"
      ]
     }
    ],
    "source": [
     "sampler = emcee.EnsembleSampler(nwalkers, ndim, log_probability, args=(timesrd, gw_sxs_bbh_0305rd))\n",
-    "sampler.run_mcmc(pos,100000, progress=True);"
+    "sampler.run_mcmc(pos,npoints, progress=True);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 432,
+   "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": 663,
+   "execution_count": 433,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:root:Too few points to create valid contours\n",
+      "WARNING:root:Too few points to create valid contours\n",
+      "WARNING:root:Too few points to create valid contours\n",
+      "WARNING:root:Too few points to create valid contours\n",
+      "WARNING:root:Too few points to create valid contours\n",
+      "WARNING:root:Too few points to create valid contours\n"
+     ]
+    },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 698.4x698.4 with 16 Axes>"
+       "<Figure size 1303.2x1303.2 with 64 Axes>"
       ]
      },
      "metadata": {
@@ -384,13 +414,23 @@
     }
    ],
    "source": [
-    "labels = [\"x0\", \"y0\",\"a0\",\"b0\"]\n",
     "flat_samples = sampler.get_chain(discard=100, thin=15, flat=True)\n",
+    "median=np.median(sampler.flatchain, axis=0)\n",
+    "\n",
     "fig = corner.corner(\n",
-    "    flat_samples, labels=labels, truths=[x0_ml, y0_ml,a0_ml,b0_ml]\n",
+    "    flat_samples, labels=label, truths=median,quantiles=(0.1, 0.9)\n",
     ");"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 436,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fig.savefig(rootpath+'/plots/fit_chi2_'+str(nmax)+'.pdf')"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 716,
@@ -405,8 +445,8 @@
     }
    ],
    "source": [
-    "sampler = emcee.EnsembleSampler(nwalkers, ndim, log_probability_match, args=(timesrd, gw_sxs_bbh_0305rd))\n",
-    "sampler.run_mcmc(pos,100000, progress=True);"
+    "#sampler = emcee.EnsembleSampler(nwalkers, ndim, log_probability_match, args=(timesrd, gw_sxs_bbh_0305rd))\n",
+    "#sampler.run_mcmc(pos,npoints, progress=True);"
    ]
   },
   {
@@ -415,11 +455,11 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "labels = [\"x0\", \"y0\",\"a0\",\"b0\"]\n",
-    "flat_samples = sampler.get_chain(discard=100, thin=15, flat=True)\n",
-    "fig = corner.corner(\n",
-    "    flat_samples, labels=labels, truths=[x0_ml, y0_ml,a0_ml,b0_ml]\n",
-    ");"
+    "#labels = [\"x0\", \"y0\",\"a0\",\"b0\"]\n",
+    "#flat_samples = sampler.get_chain(discard=100, thin=15, flat=True)\n",
+    "#fig = corner.corner(\n",
+    "#    flat_samples, labels=labels, truths=[x0_ml, y0_ml,a0_ml,b0_ml]\n",
+    "#);"
    ]
   },
   {
@@ -427,7 +467,9 @@
    "execution_count": null,
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "#fig.savefig(rootpath+'/plots/fit_match.pdf')"
+   ]
   }
  ],
  "metadata": {
@@ -446,7 +488,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.3"
+   "version": "3.6.6"
   }
  },
  "nbformat": 4,
diff --git a/code/RDGW150914.py b/code/RDGW150914.py
new file mode 100755
index 0000000000000000000000000000000000000000..24f171d358ea76f0c65823395e4111cd104a4de6
--- /dev/null
+++ b/code/RDGW150914.py
@@ -0,0 +1,304 @@
+#!/usr/bin/env python
+# coding: utf-8
+
+# In[379]:
+
+
+import numpy as np
+import corner
+import matplotlib.pyplot as plt
+import emcee
+import math
+import h5py
+import pandas as pd
+import json
+import qnm
+import random
+from scipy.optimize import minimize
+
+
+# In[410]:
+
+
+rootpath="/work/francisco.jimenez/sio/git/rdstackingproject"
+npoints=1000000
+nmax=1
+
+
+# In[411]:
+
+
+gw = {}
+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')
+gw_sxs_bbh_0305 = gw["SXS:BBH:0305"]["Extrapolated_N2.dir"]["Y_l2_m2.dat"]
+
+
+# In[412]:
+
+
+metadata = {}
+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:
+    metadata["SXS:BBH:0305"] = json.load(file)
+
+af = metadata["SXS:BBH:0305"]['remnant_dimensionless_spin'][-1]
+mf = metadata["SXS:BBH:0305"]['remnant_mass']
+
+
+# In[413]:
+
+
+times = gw_sxs_bbh_0305[:,0]
+
+
+# In[414]:
+
+
+position = np.argmax(times >= (3702.75))
+gw_sxs_bbh_0305rd=gw_sxs_bbh_0305[position:-1]
+timesrd=gw_sxs_bbh_0305[position:-1][:,0]
+
+
+# In[415]:
+
+
+def EradUIB2017(eta,chi1,chi2):
+    
+    m1=0.5*(1+(1-4*eta)**0.5)
+    m2=0.5*(1-(1-4*eta)**0.5)
+    S= (m1**2*chi1 + m2**2*chi2)/(m1*m1 + m2*m2)
+    
+    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
+    return  erad
+
+
+# In[416]:
+
+
+omegas = []
+for i in range (0,nmax+1):
+    grav_220 = qnm.modes_cache(s=-2,l=2,m=2,n=i)
+    omega = grav_220(a=af)[0]
+    omegas.append(omega)
+
+
+# In[417]:
+
+
+#deprecated
+def model(theta, t, y):
+    x0, y0, a0, b0 = theta
+    #x0, y0= theta
+    w = (np.real(omegas))[0]/mf
+    tau=-(np.imag(omegas))[0]*mf
+
+    # -1j to agree with SXS convention
+    return (x0+y0*1j)*(np.exp(-(t-timesrd[0])/(tau*(1+b0))))*(np.cos((1+a0)*w*t)-1j*np.sin((1+a0)*w*t))
+
+
+# In[418]:
+
+
+def model_dv(theta, t, y):
+    #x0, y0= theta
+    w = (np.real(omegas))/mf
+    tau=-(np.imag(omegas))*mf
+    dim =int(len(theta)/4)
+    
+    xvars = []
+    yvars = []
+    avars = []
+    bvars = []
+    for i in range (0,dim):
+        xvar = theta[4*i]
+        xvars.append(xvar)
+        yvar = theta[4*i+1]
+        yvars.append(yvar)
+        avar = theta[4*i+2]
+        avars.append(avar)
+        bvar = theta[4*i+3]  
+        bvars.append(bvar)
+        
+    
+    ansatz = 0
+    for i in range (0,dim):
+        ansatz = ansatz + (xvars[i]+1j*yvars[i])*np.exp(-(t-timesrd[0])/(tau[i]*(1+bvars[i])))        *(np.cos((1+avars[i])*w[i]*t)-1j*np.sin((1+avars[i])*w[i]*t))
+    # -1j to agree with SXS convention
+    return ansatz
+
+
+# In[419]:
+
+
+def log_likelihood(theta, t, y):
+    modelev = model_dv(theta,t,y)
+    return  -np.sum((y[:,1] - (modelev.real))**2+(y[:,2] - (modelev.imag))**2)
+
+
+# In[420]:
+
+
+def log_likelihood_match(theta, t, y):
+    
+    #model and data
+    modelev = model_dv(theta,t,y)
+    data = y[:,1] + 1j*y[:,2]
+    
+    #norms
+    norm1=np.sum(modelev*np.conj(modelev))
+    norm2=np.sum(data*np.conj(data))
+
+    #mismatch
+    myTable = data*np.conj(modelev);    
+    return -(1-(np.sum(myTable)).real/np.sqrt(norm1*norm2)).real
+
+
+# In[421]:
+
+
+def log_prior(theta):
+    x_s = theta[0::4]
+    y_s = theta[1::4]
+    a_s = theta[2::4]
+    b_s = theta[3::4]
+    if all(-10 <= t <= 10 for t in x_s) and all(-10 <= t <= 10 for t in y_s) and all(-0.1 <= t <= 0.1 for t in a_s) and all(-0.1 <= t <= 0.1 for t in b_s):
+        return 0.0
+    return -np.inf
+
+
+# In[422]:
+
+
+def log_probability(theta, t, y):
+    lp = log_prior(theta)
+    if not np.isfinite(lp):
+        return -np.inf
+    return lp + log_likelihood(theta, t, y)
+
+
+# In[423]:
+
+
+def log_probability_match(theta, t, y):
+    lp = log_prior(theta)
+    if not np.isfinite(lp):
+        return -np.inf
+    return lp + log_likelihood_match(theta, t, y)
+
+
+# Maximum estimator Fitting
+
+# In[424]:
+
+
+np.random.seed(42)
+nll = lambda *args: -log_likelihood(*args)
+initial = np.array([-3,4,0.03,-0.1])
+soln = minimize(nll, initial, args=(timesrd, gw_sxs_bbh_0305rd))
+x0_ml, y0_ml, a0_ml, b0_ml = soln.x
+print("Maximum likelihood estimates:")
+print("x0 = {0:.3f}".format(x0_ml))
+print("y0 = {0:.3f}".format(y0_ml))
+print("a0 = {0:.3f}".format(a0_ml))
+print("b0 = {0:.3f}".format(b0_ml))
+
+
+# In[359]:
+
+
+# with mismatch function
+np.random.seed(42)
+nll = lambda *args: -log_likelihood_match(*args)
+initial = np.array([-3,4,0.03,-0.1])
+soln = minimize(nll, initial, args=(timesrd, gw_sxs_bbh_0305rd))
+x0_ml, y0_ml, a0_ml, b0_ml = soln.x
+print("Maximum likelihood estimates:")
+print("x0 = {0:.3f}".format(x0_ml))
+print("y0 = {0:.3f}".format(y0_ml))
+print("a0 = {0:.3f}".format(a0_ml))
+print("b0 = {0:.3f}".format(b0_ml))
+
+
+# In[425]:
+
+
+plt.plot(timesrd, gw_sxs_bbh_0305rd[:,2], "r", alpha=0.3, lw=3, label="NR_im")
+modelfit = model([x0_ml,y0_ml,a0_ml,b0_ml],timesrd,gw_sxs_bbh_0305rd)
+plt.plot(timesrd, modelfit.imag,"b", alpha=0.3, lw=3, label="Fit_im")
+#plt.plot(x0, np.dot(np.vander(x0, 2), w), "--k", label="LS")
+plt.legend(fontsize=14)
+plt.xlim(timesrd[0], timesrd[0]+80)
+plt.xlabel("t")
+plt.ylabel("h");
+
+
+# mcmc Fitting
+
+# In[430]:
+
+
+nwalkers = 32
+ndim = int(4*(nmax+1))
+
+pos = [random.uniform(-10,10) ,random.uniform(-10,10) ,random.uniform(-0.1,0.1) ,random.uniform(-0.1,0.1)]
+for i in range (1,nmax+1):
+       pos_aux = [random.uniform(-10,10) ,random.uniform(-10,10) ,random.uniform(-0.1,0.1) ,random.uniform(-0.1,0.1)]
+       pos = pos + pos_aux
+
+pos = pos + 1e-1 * np.random.randn(nwalkers, ndim)
+
+
+# In[431]:
+
+
+sampler = emcee.EnsembleSampler(nwalkers, ndim, log_probability, args=(timesrd, gw_sxs_bbh_0305rd))
+sampler.run_mcmc(pos,npoints, progress=True);
+
+
+# In[432]:
+
+
+label = ['x0','y0','a0','b0']
+for i in range (1,nmax+1):
+    label2 = ['x' + str(i),'y' + str(i),'a' + str(i),'b' + str(i)]
+    label = label + label2
+
+
+# In[433]:
+
+
+flat_samples = sampler.get_chain(discard=100, thin=15, flat=True)
+median=np.median(sampler.flatchain, axis=0)
+
+fig = corner.corner(
+    flat_samples, labels=label, truths=median,quantiles=(0.1, 0.9)
+);
+
+
+# In[436]:
+
+
+fig.savefig(rootpath+'/plots/fit_chi2_'+str(nmax)+'.pdf')
+
+
+# In[716]:
+
+
+#sampler = emcee.EnsembleSampler(nwalkers, ndim, log_probability_match, args=(timesrd, gw_sxs_bbh_0305rd))
+#sampler.run_mcmc(pos,npoints, progress=True);
+
+
+# In[ ]:
+
+
+#labels = ["x0", "y0","a0","b0"]
+#flat_samples = sampler.get_chain(discard=100, thin=15, flat=True)
+#fig = corner.corner(
+#    flat_samples, labels=labels, truths=[x0_ml, y0_ml,a0_ml,b0_ml]
+#);
+
+
+# In[ ]:
+
+
+#fig.savefig(rootpath+'/plots/fit_match.pdf')
+
diff --git a/code/condor_submit_RdownPy.sub b/code/condor_submit_RdownPy.sub
new file mode 100755
index 0000000000000000000000000000000000000000..5cfef1a14058852930a4b3a84acd84f5fb74379f
--- /dev/null
+++ b/code/condor_submit_RdownPy.sub
@@ -0,0 +1,20 @@
+universe   = vanilla
+getenv     = true
+# run script -- make sure that condor has execute permission for this file (chmod a+x script.py)
+executable = RDGW150914.py
+# file to dump stdout (this directory should exist)
+output     = RDGW150914.out
+# file to dump stderr
+error     = RDGW150914.err
+# condor logs
+log     = RDGW150914.log
+initialdir = .
+notify_user = frjifo@aei.mpg.de
+notification = Complete
+arguments  = "-processid $(Process)" 
+request_memory = 16GB
+request_cpus = 1
+on_exit_remove = (ExitBySignal == False) || ((ExitBySignal == True) && (ExitSignal != 11))
+accounting_group = aei.dev.test_dynesty
+queue 1
+