{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 269,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig_width_pt = 3*246.0  # Get this from LaTeX using \\showthe\\columnwidth\n",
    "inches_per_pt = 1.0/72.27               # Convert pt to inch\n",
    "golden_mean = (np.sqrt(5)-1.0)/2.0         # Aesthetic ratio\n",
    "fig_width = fig_width_pt*inches_per_pt  # width in inches\n",
    "fig_height = fig_width*golden_mean      # height in inches\n",
    "fig_size =  [fig_width,fig_height]\n",
    "\n",
    "params = { 'axes.labelsize': 24,\n",
    "          'font.family': 'serif',\n",
    "          'font.serif': 'Computer Modern Raman',\n",
    "          'font.size': 24,\n",
    "          'legend.fontsize': 20,\n",
    "          'xtick.labelsize': 24,\n",
    "          'ytick.labelsize': 24,\n",
    "          'axes.grid' : True,\n",
    "          'text.usetex': True,\n",
    "          'savefig.dpi' : 100,\n",
    "          'lines.markersize' : 14,\n",
    "          'figure.figsize': fig_size}\n",
    "\n",
    "mpl.rcParams.update(params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "metadata": {},
   "outputs": [],
   "source": [
    "import lal\n",
    "import lalsimulation as lalsim\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "metadata": {},
   "outputs": [],
   "source": [
    "#approx=lalsim.SEOBNRv4\n",
    "m1 = 30\n",
    "m2 = 30\n",
    "s1 = [0,0,0]#[0.4,-0.2,0.43]\n",
    "s2 = [0,0,0]#[-0.1,0.8,0]\n",
    "dist = 400.\n",
    "iota = 0\n",
    "phi_c = 0.\n",
    "\n",
    "deltaT = 1./4096\n",
    "f_ref = 20.\n",
    "f_low = 20\n",
    "\n",
    "longAscNodes = 0\n",
    "eccentricity = 0 \n",
    "meanPerAno = 0\n",
    "nonGRdict = lal.CreateDict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Strain')"
      ]
     },
     "execution_count": 296,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 735.243x454.405 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = np.loadtxt(\"./h22.txt\")\n",
    "nqc = lal.CreateREAL8Vector(10)\n",
    "\n",
    "for version in [1]:\n",
    "    nqc = lal.CreateREAL8Vector(10)\n",
    "    hlm,dylow,dyhigh = lalsim.SimIMRSpinAlignedEOBModes(deltaT,\\\n",
    "                                m1 * lal.MSUN_SI, m2 * lal.MSUN_SI,\\\n",
    "                                f_low, dist * 1e6 * lal.PC_SI,\\\n",
    "                                s1[2],s2[2],\\\n",
    "                                int(version),\\\n",
    "                                0,0,0,0,0,0,0,0,\\\n",
    "                                0,0,\\\n",
    "                                nqc,0)\n",
    "    t1 = np.arange(hlm.mode.data.length, dtype=float) * hlm.mode.deltaT\n",
    "    t1 = t1 + hlm.mode.epoch\n",
    "    plt.plot(t1, np.real(hlm.mode.data.data), label='SEOBNRv'+str(version)+':Re(h22)')\n",
    "plt.plot(data[:,0],data[:,1],label='SEOBNRE:Re(h22)')\n",
    "plt.legend()\n",
    "plt.xlim(-0.1,0.03)\n",
    "plt.xlabel('Time [s]')\n",
    "plt.ylabel('Strain')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Strain')"
      ]
     },
     "execution_count": 286,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 735.243x454.405 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(t1, np.imag(hlm.mode.data.data), label='SEOBNRv'+str(version)+':Im(h22)')\n",
    "plt.plot(data[:,0],data[:,2],label='SEOBNRE:Im(h22)')\n",
    "plt.legend()\n",
    "plt.xlim(-0.1,0.03)\n",
    "plt.xlabel('Time [s]')\n",
    "plt.ylabel('Strain')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Time [s]')"
      ]
     },
     "execution_count": 287,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 735.243x454.405 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(t1, np.abs(hlm.mode.data.data), label='SEOBNRv'+str(version)+' $|h_{22}|$')\n",
    "plt.plot(data[:,0],np.sqrt(data[:,1]**2+data[:,2]**2),ls='-.',label='SEOBNRE $|h_{22}|$')\n",
    "plt.legend()\n",
    "plt.xlabel('Time [s]')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 735.243x454.405 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(t1, np.angle(hlm.mode.data.data), label='SEOBNRv'+str(version)+' arg$(h_{22})$')\n",
    "plt.plot(data[:,0],np.angle(np.vectorize(complex)(data[:,1],data[:,2])),ls='-.',label='SEOBNRE arg$(h_{22})$')\n",
    "plt.legend(loc='best')\n",
    "plt.xlim(-0,0.05)\n",
    "plt.ylim(-5,5)\n",
    "plt.xlabel('Time [s]')\n",
    "plt.ylabel('Phase')\n",
    "plt.savefig('phase+version'+str(version)+'.png',bbox='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 735.243x454.405 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(t1, np.unwrap(np.angle(hlm.mode.data.data)), label='SEOBNRv'+str(version)+' arg$(h_{22})$')\n",
    "plt.plot(data[:,0],np.unwrap(np.angle(np.vectorize(complex)(data[:,1],data[:,2]))),ls='-.',label='SEOBNRE arg$(h_{22})$')\n",
    "plt.legend(loc='best')\n",
    "#plt.xlim(-0.15,0.05)\n",
    "plt.xlabel('Time [s]')\n",
    "plt.ylabel('Phase')\n",
    "plt.savefig('phase-unwrap+version'+str(version)+'.png',bbox='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy import interpolate\n",
    "lalwf = interpolate.interp1d(t1, np.unwrap(np.angle(hlm.mode.data.data)))\n",
    "eccwf = interpolate.interp1d(data[:,0], np.unwrap(np.angle(np.vectorize(complex)(data[:,1],data[:,2]))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.850559233"
      ]
     },
     "execution_count": 291,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max(float(t1[0]),data[0,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 735.243x454.405 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "t = np.linspace(max(float(t1[0]),data[0,0]),min(float(t1[-1]),data[-1,0]),10000)\n",
    "\n",
    "plt.plot(t, lalwf(t) - eccwf(t), label='SEOBNRv'+str(version)+' arg$(h_{22})$'+'-SEOBNRE arg$(h_{22})$')\n",
    "plt.legend(loc='best')\n",
    "#plt.xlim(-0.15,0.05)\n",
    "plt.xlabel('Time [s]')\n",
    "plt.ylabel('Difference')\n",
    "plt.savefig('phase-difference+version'+str(version)+'.png',bbox='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 735.243x454.405 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for version in [1,4]:\n",
    "    nqc = lal.CreateREAL8Vector(10)\n",
    "    hlm,dylow,dyhigh = lalsim.SimIMRSpinAlignedEOBModes(deltaT,\\\n",
    "                                m1 * lal.MSUN_SI, m2 * lal.MSUN_SI,\\\n",
    "                                f_low, dist * 1e6 * lal.PC_SI,\\\n",
    "                                s1[2],s2[2],\\\n",
    "                                int(version),\\\n",
    "                                0,0,0,0,0,0,0,0,\\\n",
    "                                0,0,\\\n",
    "                                nqc,0)\n",
    "    t = np.arange(hlm.mode.data.length, dtype=float) * hlm.mode.deltaT\n",
    "    t = t + hlm.mode.epoch\n",
    "    if version == 1:\n",
    "        h1 = hlm\n",
    "        t1 = t\n",
    "    if version == 4:\n",
    "        h4 = hlm\n",
    "        t4 = t\n",
    "    plt.plot(t, np.unwrap(np.angle(hlm.mode.data.data)), label='SEOBNRv'+str(version)+' arg$(h_{22})$')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy import interpolate\n",
    "v1wf = interpolate.interp1d(t1, np.unwrap(np.angle(h1.mode.data.data)))\n",
    "v4wf = interpolate.interp1d(t4, np.unwrap(np.angle(h4.mode.data.data)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 307,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x134d66dd0>]"
      ]
     },
     "execution_count": 307,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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a6j2sBcPG58XDfRoOnyd9z/H9qG44/dG7T/Sf/+i+Sj98rDMjh/Wb/+wX9IujI4nWg07YZgQ/AADakM/Znoeoawth5pbXNbe0FRLnw6A4t1zW3NJWaJx5sqj5pXU9XatElnmoL7/Zgzg8tBUKaz2KtefFcGudY+FjJ/dmrFQ3dO/xkv7qw09168Gs3vrrT/T46ZpGhvp15e9+Ub/2tbOpCKw+IPgBANAh9QthPrOHjYrLlQ3NrwRBcXYpCIqzS1uhcXZpq3fxw/kVzS2XdxyKlqSBQm4zBB4bDB5rtxXsL+SUz5n68sFjIWd1jzkV8sHzyobTSrm6ORT+k6WyPppf0ftzK5s9m0cHCvr6F07qmz/7vL7xpWcIfD2G4AcAQI/pL+T0zNFBPXO0/S136oei55bKYTiraGF1fXNPxoXV9c0V1UtrFX2ysKbFtYrWqxuqbjhVNlz4GLxerzYnyZxpM0CODA3o888c1YUvndaXnjumFz9zTGdPHumZLXVY49GM4AcAQAZsG4o+FV+5tSBYqTrlc8Y9oVOO4AcAACLlc6Z8Lq8BEkMmZH8dOQAA8BIdk80IfgAAAJ4g+AEAAHiC4AcAAOAJgh8AAMgUtnGJlvgaHTObkHRO0r3w8ZZz7s09lnFF0rykN5xz82Y2Kum8pJedc5fjrjMAAEAWJBr8wsA24pybrDt2zcyGnXPX91DUywqC3rW6vYTuSvpGbJUFAADImMSCn5kVJb3qnDvRcGpS0n0ze8M5N99mcdOSXpM0Gr6+65ybjqmqAAAgxdjGJVqSPX4Tkm43HgyHamckfUtS271+ex0eBgAA8F2SizsuSpqJODcTngcAAECHJBn8xhQs6GhlVsGcPQAAgANhVW+0JId6izucm5c0vJfCzOy8gjC5WbZz7uoO108oGG7W6dOnVSqV9vLtet7i4mLmfqaso83ShzZLH9osfeJos/sPypKk9x6+p1Lp4xhqlR29dMvlnYJho1FJo/Urgc1sysyuOedeafUF4bXXJWlsbMyNj48fpK49p1QqKWs/U9bRZulDm6UPbZY+cbTZX1Z/JP3oHb3wwgsaH/9iPBXLiESCX7iiN07fbrEC+DVJc2H4uxvz9wMAACnjxJhvo0Tm+O1hm5Z9lxcem5H0apzfCwAApAvbuUTbtccvvCvGnnvsutTrNiMWiQAA4DUWd0RrZ6h3SlsbJbdr1symGjZVnpc0EnF9UdFbvWxjZjcU3Oat1UKOPS8SAQAA8MWuwS/Ge99OKzpAjobn23FJwfYvUdoKkAAAINtMjPk2SnIfv1vaOfjdabOcq1ErdyVdUIu7gwAAACDZ4Hdd0vnGFb7hHMJhSW80HC+a2YUW5dwLv0YN159XMGQ8GV+VAQAAsiOx4Beuup1UMGew3pSkyRYrdd+SdLMx/IX78U3Wh78wTN6Q9ErcK4gBAACyItENnJ1zV81swsymFNy+7Zyk151zb7a4fFoRiz6cc6+EGzYrvGZY0mX27wMAADXs49cs8Tt31N9tY5frJrXDsG14HgAAAG1Kco4fAABAYljV24zgBwAA4AmCHwAAgCcIfgAAAJ4g+AEAgExhLW80gh8AAIAnCH4AAACeIPgBAIBMYROXaAQ/AAAATxD8AABAprC4IxrBDwAAwBMEPwAAkEnGZL8mBD8AAABPEPwAAEAmOSb7NSH4AQAAeILgBwAA4AmCHwAAgCcIfgAAIJNY1duM4AcAAOAJgh8AAIAnCH4AAACeIPgBAAB4guAHAADgCYIfAACAJwh+AAAAniD4AQAAeILgBwAA4AmCHwAAyBTnul2D3kXwAwAAmcQd25oR/AAAQCbR8deM4AcAADLF6OqLRPADAADwBMEPAABkCos7ohH8AAAAPEHwAwAAmcRUv2YEPwAAAE8Q/AAAQCYx1a8ZwQ8AAMATBD8AAABPEPwAAAA8QfADAACZxKreZgQ/AAAATxD8AAAAPEHwAwAA8ATBDwAAwBMEPwAAAE8Q/AAAADxB8AMAAPAEwQ8AAMATBD8AAABPEPwAAECmOLluV6FnEfwAAEA2GTdta1To1jc2swlJs865Nw/w9eck3Qsfb+23LAAAkEGOnr9GXQl+ZnZF0pSkywf4+hHn3GTdsWtmNuycux5TNQEAQAqZ6OmLkmjwM7NrkoYlXTtAGUVJrzrnTjScmpR038zecM7NH6CaAAAAmZRo8HPOvVJ7bvsfd5+QdLtF2fNmNiPpW5Lo9QMAwFMs7oiWxsUdFyXNRJybCc8DAACgQRqD35iCBR2tzEo6n2BdAABAr2JVb5Oureo9gOIO5+YVzCFsEq4CnpCk06dPq1QqxV+zLlpcXMzcz5R1tFn60GbpQ5ulTxxt9uBBWZL08MEDlUofxVCr7Ehj8NtNy2AYrva9LkljY2NufHw8yTp1XKlUUtZ+pqyjzdKHNksf2ix94mizP6+8I737I71w5ozGx78QT8UyIlVDveGKXgAAgN2xj1+TVAU/tmkBAADYv12Hes1sVDvPq2vJOXd3XzUCAACIA4s7mrQzx29K0ugey501synn3PQ+6rSbeUkjEeeKit7qBQAAwGu7Bj/n3L5uq9ZB04oOoqPheQAAADRI1Ry/0C3tHPzuJFgXAACA1OjZ4GdmRTO70OLUdUnnG1f4hnMRhyW9kUT9AAAA0qbbwa/lZsuhtyTdbAx/4creSQVzD+tNSZpk5S8AAH5jF5doiW7gbGZXFNxLtzZUe83MLitYsPHthtA2rYjFGs65q2Y2YWZTCm7fdk7S6865Nzv6AwAAAKRYosHPOXdV0tU2r51U0LMXdf56XPUCAADZwS4u0bo91AsAAICEEPwAAAA8QfADAACZwuKOaAQ/AAAATxD8AABAJrHGoxnBDwAAZBIjvs0IfgAAIFPYziUawQ8AAMATBD8AAJAprOqNRvADAADwBMEPAABkElP9mhH8AAAAPEHwAwAA8ATBDwAAZBJrPJoR/AAAADxB8AMAAJnE4o5mBD8AAABPEPwAAAA8QfADAADwBMEPAADAEwQ/AACQKWzjEo3gBwAA4AmCHwAAyBS2cYlG8AMAAPAEwQ8AAMATBD8AAJApLO6IRvADAADwBMEPAABkkrHKownBDwAAZJJjzLcJwQ8AAMATBD8AAJApjPBGI/gBAIBMYYQ3GsEPAABkEos7mhH8AAAAPEHwAwAA8ATBDwAAwBMEPwAAkEns49eM4AcAAOAJgh8AAMgkVvU2I/gBAAB4guAHAADgCYIfAACAJwh+AAAAniD4AQCAbGEfl0gEPwAAAE8Q/AAAQLawj0skgh8AAIAnCH4AAACeIPgBAIBsYXFHJIIfAACAJwh+AAAgk0ws8mhE8AMAAPBE14KfmU2Y2aV9fu2V8OuL4etRM7tkZjfirSUAAEgrJ+b6NSp045ua2RVJU5Iu77OIlyWdl3TNtvbquSvpGwevHQAASDX28YuUaPAzs2uShiVdO2BR05JekzQavr7rnJs+YJkAACALWNUbKdHg55x7pfbcDpjGnXNvHrhCAAAgs1jc0YzFHQAAAJ4g+AEAAHiiK4s74mBm5yWNhS+LkuScu7rD9ROSJiTp9OnTKpVKna5iohYXFzP3M2UdbZY+tFn60GbpE0ebPXhYDh4f3Fep9GEMtcqOtAa/UUmjzrnrtQNmNmVm1+rnEdYLr70uSWNjY258fDyRiialVCopaz9T1tFm6UObpQ9tlj5xtNnd8g+le+/qhTNnND7+hXgqlhFpDX7fds7NNxx7TdJcGP7udqNSAAAAvSyVc/xahL7asRlJryZfIwAA0GtY1dts1x4/MxtVOIduL7rU6zajYGNnAAAANGhnqHdKWxslt2vWzKY6salyeFu2WxELOeYVbBANAACABrsGP+fcfm+r1imXJM3ucH4mqYoAAACkSRrn+F2NWrkr6YKk20lWBgAA9BZu2BatZ4OfmRXN7EKLU/fCeYeN159XMBdxsuOVAwAASKFuB7+d5uO9JelmY/gL9+ObrA9/ZlaUdEPSK61W/AIAACDhffzM7Iqki9paLHLNzC4rWJTRuDfftIIevKY5e865V8INmxVeMyzpMvv3AQAANnGJlmjwC1fiRt5WreHaSe0wbBueBwAAQJu6PdQLAACAhBD8AABAprCqNxrBDwAAZJIx2a8JwQ8AAMATBD8AAABPEPwAAEAmOSb7NSH4AQCATGFqXzSCHwAAyBQ6+qIR/AAAQCaxqrcZwQ8AAMATBD8AAABPEPwAAAA8QfADAADwBMEPAADAEwQ/AAAATxD8AAAAPEHwAwAA8ATBDwAAwBMEPwAAkCmOe7ZFIvgBAAB4guAHAADgCYIfAACAJwh+AAAgU8y6XYPeRfADAADwBMEPAABkCqt6oxH8AABAJjHi24zgBwAA4AmCHwAAgCcIfgAAIJOY6teM4AcAADKF7VyiEfwAAECmsKo3GsEPAABkEh1/zQh+AAAAniD4AQAAeILgBwAA4AmCHwAAgCcIfgAAAJ4g+AEAAHiC4AcAAOAJgh8AAIAnCH4AAACeIPgBAIBMceKebVEIfgAAIJOMe7Y1IfgBAAB4guAHAAAyyTHi24TgBwAAMsXEGG8Ugh8AAIAnCH4AACBTWNUbjeAHAAAyiVW9zQh+AAAAniD4AQAAeKKQ9Dc0syuSzkkaDQ9dc869uY9yJsJy7oWPt/ZTDgAAyCa2c2mWaPAzs2uSppxzM+Hr85LeMrOXnXOX91DOFUkjzrnJ+rLNbNg5dz32igMAgNRgO5doiQW/sIduM/RJknPurpldlnTTzC6102NnZkVJrzrnTjScmpR038zecM7Nx1p5AACQGqzqjZbkHL9z9aGvxjk3LWle0ittljMh6XaLcuYlzUj61kEqCQAAsoFVvc2SDH5XzOxGxLnbksbaLOeigoDXykx4HgAAAA2SDH53JRUjzg1Lmm2znDEFCzpamZV0fo/1AgAA8EJic/yccy/tcPq8pHZX5EaFRykYMh5udSKcYzghSadPn1apVGrz26XD4uJi5n6mrKPN0oc2Sx/aLH3iaLOHD8uSpJn791UqfRhDrbIj8e1cGpnZpfDpazEV2TIYhqt9r0vS2NiYGx8fj+nb9YZSqaSs/UxZR5ulD22WPrRZ+sTRZt9f/Wtp5p5Gz57V+Pjn46lYRvTCBs5Tkq475+7udmG4ohcAAAD70NXgZ2ZTkmacc22t6GWbFgAAsBtW80bbdajXzEa187y6lnbrwQs3b74kaae5fwAAAIhJO3P8prR1e7V2zZrZVLhHX5NwyPa7kl7aRy/evKSRiHNFRW/1AgAA4LVdg99ebqW2BzckXd7n0O20ooPoaHgeAAAADRKf4xfO65tsvItHuN1KO25p5+B35wDVAwAAKee4Y1ukRINfGO5uRsz/KzZcWzSzCy2uuy7pfOMK33Au4rCkN+KqLwAASC9jlUeTxPbxC0PcZUk3w4Ud9UbUvIDkLQUB72L9XEHn3LyZTSqYe1i/GrjWk8jKXwAAgBaS3MD5hoJw16oXT5ImG15PK2KxhnPuqplNhMPG9ySdk/S6c67du38AAICMc4z5Nknylm0n9nj9pJrDYP356weuFAAAyBxGeKP1wp07AAAAkACCHwAAyBRGeKMR/AAAQCaxqrcZwQ8AAMATBD8AAABPEPwAAAA8QfADAACZxD5+zQh+AAAAniD4AQCATGJVbzOCHwAAgCcIfgAAAJ4g+AEAAHiC4AcAADKFtbzRCH4AACBTaru4DPblu1uRHlTodgUAAADi9J2/fU4r5Yr+4S98rttV6TkEPwAAkCnHBvv063/vxW5Xoycx1AsAAOAJgh8AAIAnCH4AAACeIPgBAAB4guAHAADgCYIfAACAJwh+AAAAniD4AQAAeILgBwAA4AmCHwAAgCcIfgAAAJ4g+AEAAHiC4AcAAOAJgh8AAIAnzDnX7TokzsweS3rY7XrE7KSkJ92uBPaENksf2ix9aLP0oc0O7gXn3KlWJ7wMfllkZredc2PdrgfaR5ulD22WPrRZ+tBmncVQLwAAgCcIfgAAAJ4g+GXH9W5XAHtGm6UPbZY+tFn60GYdxBw/AAAAT9DjBwAA4IlCtysAAACyzcwmJJ2TdC98vOWce7Nb5fiM4AcAADrGzK5IGiWVvnMAAAXCSURBVHHOTdYdu2Zmw865tufzxVWO75jjl2Id+ARVDA/dc85dja2i2BTnp1UzuyTpZUmz4aE7vPnFr1M9DGZ20zl38aDloFmM741Xwq8fDQ9do3dpb8ysKOm+c+5Eq+OSzjrn5pMqB/T4pVaMn6CmJL1e/zVmdsnMbjjnLsdba7/F+Wk1bLfR+jYyswkzu+Ccm46v1n7rVA+DmV2QdCGOOmK7GN8br0macs7NhK/PS3rLzF7mvXFPJiTdbjzonJs3sxlJ31J7q3jjKsd79PilUIyfoC4oCA9Nvyzhm94NQkQ84vy0GvZmXG7sLTKzOUnX6//gYf862cNgZjclXXDO2cFripoY3xsnJE3XQl/d8QuSbir4/aPnrw3h/+szzrlXWpy7IUntBOm4ygGretMq8pOPpNonn3ZcDK9v5aak8/uqHVqJq80kaSr812ha0uv7qh1aibPNNoWh4trBqoYIcbXZucbQF5YzLWleUlP4QKQxBUPurcyq/b8zcZXjPYJfOu0U2GbC8+2KegP7uR2+B/YuljYLQ4Na9cQ65y475+7uu4ZoFOfvmaTNnqdZBeEB8Yurza7UepFauK0ghKA9xR3OzUsaTrgc7xH80imuTz6vS7oUDutuCv84XWAoI1ZxtdlltejRQEd0oodhgt+rjoqrze4qOmgMa2tBFQ5up0DXjXIyj8Ud6RTLJx/n3F0zu6rg0+0FBaFiRtJ3w+eIT1yfVsckvRGG8wnV9Ryxojd2sfYwhIsD6JHtrLjeG1/a4fR5SYT3NoTvUz1TDgIEv2xq+5fEOTdpZvcUzDm6I+nuLm966Ix226x23UT9ljtmdoWV2Inb6x+jC2yT1HUHChDhFkqS9FoMdcm8cMVtz5SDAEO9KdOhTz6zkq4q6O07v8PcFuxDBz71XlDDtgVhoLgQ9tzigOL+PQsDA71EHZRQr9CUgpXz9NwitQh+KRP3BpXh/L5559ykc+6cgkBxyczu0L0ej7jarK6cmYgyb0tiK5cYdGAj2OFWq0QRn05v3hvundlyOxHsaF7SSMS5otpfRBhXOd5jqDdBZjaqfQw1dOrTZbjR6Z36FaLOuVfC/ZJuiLl+Pddmoag3uHmxKXDPtZmZTTD/cme91maNwvmZlyQxDWbvprV155NGo+H5JMvxHsEvWVOK/h83yqyZTTVs3xHXJ59Xwl6+bZxzb5rZRQV7+fmu19psp16NWbGyTeqhNgsDDStAd9czbdYoHPn4rqSXuCXYvtxScGvJVkYVdDIkWY73CH4JinHi/YE/+YR/kCLfBJ1z02Y2Y2ZFn9/seqnNQrd3KGdYDHf0WptdkHTRzBr/YBWlrTsOKLgHrLc9Fj3WZo1uKLhTh7fvgwd0XdJU49+S8G/QsKQ36i8Og/ZYi9+HPZWDaMzxS6db2vnN7U4bZczuUEbNPG92sYmjzaTgj1BUOUWxXUicDtxmzrnr4cba2/4pvHNH3TFvQ1/M4vo9k7Q5r2+yxa3bJvZXPf+Ef0Mm1Xy3odp/28a/MW9Jutm4UG0f5SAC9+pNofAT0ZykEy0++dxRw/0ooz5BmdkdSd9uNU8mLGuSiczxiLHNauW81NhuZuZaHcf+xNVmEWVfUnAvbPaoiFGcbRaGu5mIc1fYmmdvwv+e5xRssH1O0q1Wm5mHYfuSpIutFkS1Ww6iEfxSKlyYca4+mIXDRjcbJ5KHAe+8gl+k6brjtXkR28JfeHyKPeHiFUebhecmFMzPfKmhnBnnHKt6YxRXm0WUO6WGgIKDi+m98YKC3qVW85xHJBX5UIy0IvilWByfoMJPvK8qGAapTUK/x6fZzojxU+8lBROdZxXMb3mdT72dEVebhddcUnB/7DFtLTa4qxbDidi/g7aZmc1p54VSk7xHIq0IfgAAAJ5gcQcAAIAnCH4AAACeIPgBAAB4guAHAADgCYIfAACAJwh+AAAAniD4AQAAeILgBwAA4In/D2nJr/uu2BK8AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 735.243x454.405 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "t = np.linspace(max(float(t1[0]),float(t4[0])),min(float(t1[-1]),float(t4[-1])),10000)\n",
    "plt.plot(t, v1wf(t)-v4wf(t))"
   ]
  },
  {
   "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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}