{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compare Eq, PCC, WGS\n",
    "Compare composition and temperature for:\n",
    "* Equilibrium products (Eq)\n",
    "    * Full adiabatic equilibrium\n",
    "* Products of complete combustion (PCC)\n",
    "    * $CO_2$, $H_2O$, $N_2$, $O_2$, Fuel.\n",
    "* Water gas shift reaction (WGS)\n",
    "    * For $\\xi<\\xi_{st}$, use PCC\n",
    "    * For $\\xi_{st}<\\xi<\\xi_{st,CO}$ use WGS\n",
    "        * $CO_2$, $H_2O$, $CO$, $CO_2$, $N_2$.\n",
    "    * For $\\xi>\\xi_{st,CO}$ use linear distribution of products between their states at $\\xi_{st,CO}$ and $\\xi=1$.\n",
    "    * WGS reaction is $CO + H_2O = CO_2 + H_2$.\n",
    "    \n",
    "Using external class streams.py\n",
    "* Call with a dictionary of $\\xi=0$ composition (mass fractions), $\\xi=1$ composition (these don't have to be normalized), Temperatures for $\\xi=0$ and $\\xi=1$, system pressure, and a Cantera chemical mechanism (like gri30.xml)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy             as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from streams import streams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8+HEWLFjwwmNkBg8eTNOmTfH396dz584UKVKEvHnzUqJEiWeu25MYe3t73n77bd5++21CQ0NZtmwZCxYs4MMPP6Rp06bPbA167bXX6Ny5M0OGDMHa2prKlSuzYcMGpk2bxvDhw826wIYNG8awYcPYvHkzAQEBpvS1a9cSHh5OaGgoACdPnmTJkiUAvPnmmzg5OXH58mXatm3Le++9R9GiRTEYDGzdupWffvqJ1157jS5duqTonkUWZsEB2EJkaMuXL1elS5dWdnZ2ytvbW40ePVp9+umnyt3d3SxfZGSkGjRokPLx8VG2trYqT5486pNPPlEPHjwwyxcXF6fGjBmjihcvrmxtbZWnp6f64IMPEkypNhqNatSoUapAgQLKzs5OlSlTRq1atUoFBAQkaxbYqlWrVNmyZZWDg4PKly+f+vzzz9XatWsVoLZs2WJ2neHDh6v8+fObrvP333+rsmXLms1Ci5+ZtXjx4kSvt3XrVtWkSRPl4eGhbG1tVb58+VSTJk0S5L948aL66KOPVL58+ZStra3KmTOnqlGjhho+fPhzrxU/M2r//v1m6fFLBjy5jIBSSv3++++qatWqytnZWTk6OqoiRYqoDh06qAMHDpjyBAQEqNdeey3B/XTs2FH5+PiYpS1YsED5+voqW1vbZ85Oir9PEpkFppRS27dvV3Xr1jXVq1q1amrVqlXJutdnOXjwoPrggw9U4cKFlb29vQJUoUKF1KVLl5JdxrPcunVLxcTEPDdfdHS0GjJkiPL29lZ2dnaqePHi6pdffkmQL/7v7cnfR6WU8vHxMZvJ9uTr4sWLSik9g7Fly5aqYMGCytHRUdnZ2alixYqpgQMHqocPH6bF7YoswqCUUi8/7BIi84mJiaFcuXLky5ePDRs2WLo66eLixYv4+voyZMiQ525dIDKuO3fuUK5cOdq2bcsPP/xg6eoIkSFJF5gQSejcuTMNGjQgT548BAUFMXXqVE6dOsXPP/9s6aqliSNHjrBgwQJq1KiBq6srp0+fZuzYsbi6utK5c2dLV0+kwpUrV4iLi8Pd3d3SVREiw5IASIgkhIaG8tlnn3Hnzh1sbW2pUKECa9asoX79+pauWppwdnbmwIEDzJgxg4cPH+Lm5kbt2rUZMWJEktPIRebQpk0b6tWrR58+fSxdFSEyLOkCE0IIIUSWI9PghRBCCJHlSAAkhBBCiCxHAiAhhBBCZDkyCDoRRqORGzdukC1btjTdwE8IIYQQ6UcpRWhoKHnz5n3ugq4SACXixo0bFChQwNLVEEIIIcQLuHr1aoJ9F58mAVAismXLBugP0NXV1cK1EUIIIURyhISEUKBAAdNz/FkkAEpEfLeXq6urBEBCCCFEJpOc4SsyCFoIIYQQWY4EQEIIIYTIciQAEkIIIUSWIwGQEEIIIbIcCYCEEEIIkeVIACSEEEKILEcCICGEEEJkORIACSGEECLLkQBICCGEEFmOBEBCCCGEyHIkABJCCCFEliMBkEiW6dOnU7NmTdzd3XF3d6d+/frs27fP0tUSQgghXogEQCJZAgMDef/999myZQu7d+/G29ubhg0bcv36dUtXTQghhEgxCYCyEKPRyJgxYyhatCj29vZ4e3szYsQIAI4dO0bdunVxdHQkR44cdOvWjbCwMNN758+fT48ePShXrhy+vr5Mnz4do9HI5s2bk3VtpRRjx46lcOHCODo6UrZsWZYsWWKWZ82aNRQvXhxHR0fq1KnDrFmzMBgMPHz4MM0+AyGEEALAxtIVeCUoBRERlrm2kxMYDMnKOnjwYKZPn86ECRN4/fXXuXnzJv/99x8RERE0btyYatWqsX//fm7fvk2XLl3o1asXs2bNSrSsiIgIYmJi8PDwSNa1v/76a5YtW8aUKVMoVqwY27Zt44MPPiBnzpwEBARw9epV3n77bbp3784nn3zCgQMHGDBgQHI/BSGEECJllEggODhYASo4ODh5bwgLU0qHQS//FRaWrCqGhIQoe3t7NX369ATnpk2bptzd3VXYE2WtXr1aWVlZqaCgoETL69GjhypSpIiKjIxMxscTphwcHNSuXbvM0jt37qzef/99pZRSgwcPViVLllRGo9F0ftCgQQpQDx48SM4tCiGEyOJS8vyWFqAs4tSpU0RFRVGvXr1Ez5UtWxZnZ2dTmr+/P0ajkdOnT+Pl5WWWf+zYsSxYsIDAwEAcHByee+2TJ0/y6NEjGjRoYJYeHR1N+fLlTXWoVq0ahidas6pXr56iexRCCCGSSwKgtODkBE+Ml3np104GR0fHJM8ppcwCjyc9nT5u3DhGjhzJpk2bKFOmTLKubTQaAVi9ejX58uUzO2dvb2+qgxBCCPGySACUFgwGeKL1JCMqVqwYjo6ObN68mS5dupid8/PzY/bs2YSHh5tagXbu3ImVlRXFixc35fvhhx8YPnw469evp1KlSsm+tp+fH/b29ly5coWAgIAk86xYscIsbc+ePcm+hhBCCJESEgBlEQ4ODgwaNIiBAwdiZ2eHv78/d+7c4cSJE7Rr144hQ4bQsWNHhg4dyp07d+jduzft27c3dX+NHTuWb775hj/++IOCBQsSFBQEgIuLCy4uLs+8drZs2fjss8/o168fRqOR119/nZCQEHbt2oWLiwsdO3ake/fujB8/nv79+/Pxxx9z8ODBJAdgCyGEEKmW7iOSMqEUD4LOJOLi4tTw4cOVj4+PsrW1Vd7e3mrkyJFKKaWOHj2q6tSpoxwcHJSHh4fq2rWrCg0NNb3Xx8dHAQleQ4YMSda1jUaj+vnnn1WJEiWUra2typkzp2rUqJHaunWrKc+qVatU0aJFlb29vapZs6b6/fffZRC0EEKIZEvJ89uglAy+eFpISAhubm4EBwfj6upq6epkWYGBgdSpU4cHDx6QPXt2S1dHCCFEBpeS57cshCiEEEKILEcCIJFqV65cMY0FSux15coVS1dRCCGEMCODoEWq5c2bl8OHDz/z/IuoXbu2TI8XQgiRLiQAEqlmY2ND0aJFLV0NIYQQItmkC0wIIYQQWY4EQEIIIYTIciQAEkIIIUSWIwGQEEIIIbIcCYCEEEIIkeVIACSEEEKILEcCIJEs06dPp2bNmri7u+Pu7k79+vXZt2+fpaslhBBCvBAJgESyBAYG8v7777NlyxZ2796Nt7c3DRs25Pr165aumhBCCJFiEgBlIUajkTFjxlC0aFHs7e3x9vZmxIgRABw7doy6devi6OhIjhw56NatG2FhYab3zp8/nx49elCuXDl8fX2ZPn06RqORzZs3P/e6q1atInv27BiNRgAOHz6MwWDg888/N+X5+OOPef/9903H06dPp0CBAjg5OdGyZUt+/PFHsw1Rjxw5Qp06dciWLRuurq5UrFiRAwcOpPYjEkIIkUVIAJSWwsOTfj16lPy8kZHJy5tCgwcPZsyYMXzzzTecPHmSP/74Ay8vLyIiImjcuDHu7u7s37+fxYsXs2nTJnr16pVkWREREcTExODh4fHc69aqVYvQ0FAOHToEwNatW/H09GTr1q2mPIGBgQQEBACwc+dOunfvTp8+fTh8+DANGjQwBWrx2rVrR/78+dm/fz8HDx7kiy++wNbWNsWfiRBCiCxKiQSCg4MVoIKDg1P2Rkj69eab5nmdnJLOGxBgntfTM/F8KRASEqLs7e3V9OnTE5ybNm2acnd3V2FhYaa01atXKysrKxUUFJRoeT169FBFihRRkZGRybp+hQoV1Lhx45RSSrVo0UKNGDFC2dnZqZCQEHXz5k0FqFOnTimllGrTpo1q0qSJ2fvbtWun3NzcTMfZsmVTs2bNSta1hRBCZA0peX5LC1AWcerUKaKioqhXr16i58qWLYuzs7Mpzd/fH6PRyOnTpxPkHzt2LAsWLGDZsmU4ODgk6/q1a9cmMDAQpRTbt2+nefPmlCpVih07drBlyxa8vLzw9fUF4PTp01SpUsXs/U8f9+/fny5dulC/fn1Gjx7N+fPnk1UPIYQQAmQz1LT1xJiZBKytzY9v3046r9VTcemlSy9cpXiOjo5JnlNKYTAYEj33dPq4ceMYOXIkmzZtokyZMsm+fu3atZkxYwZHjhzBysoKPz8/AgIC2Lp1Kw8ePDB1fyVVH/XUrvBDhw6lbdu2rF69mrVr1zJkyBAWLlxIy5Ytk10nIYQQWZe0AKUlZ+ekX0+3lDwr79PBSlL5UqBYsWI4OjomOmjZz8+Pw4cPE/7EuKKdO3diZWVF8eLFTWk//PAD33//PevWraNSpUopun78OKCffvqJgIAADAYDAQEBBAYGmo3/AfD19U0wxT6xAc7FixenX79+bNiwgbfffpuZM2emqE5CCCGyLosHQJMnT6ZQoUI4ODhQsWJFtm/fnmTeHTt24O/vT44cOXB0dMTX15cJEyYkyLd06VL8/Pywt7fHz8+P5cuXp+ctZAoODg4MGjSIgQMHMmfOHM6fP8+ePXuYMWMG7dq1w8HBgY4dO3L8+HG2bNlC7969ad++PV5eXoDu9vr666/5/fffKViwIEFBQQQFBZnNFHsWNzc3ypUrx7x586hduzagg6J///2XM2fOmNIAevfuzZo1a/jxxx85e/Ysv/32G2vXrjW1CkVGRtKrVy8CAwO5fPkyO3fuZP/+/ZQsWTJNPzMhhBCvsHQej/RMCxcuVLa2tmr69Onq5MmTqk+fPsrZ2Vldvnw50fz//vuv+uOPP9Tx48fVxYsX1dy5c5WTk5P67bffTHl27dqlrK2t1ciRI9WpU6fUyJEjlY2NjdqzZ0+y6/XCg6AzuLi4ODV8+HDl4+OjbG1tlbe3txo5cqRSSqmjR4+qOnXqKAcHB+Xh4aG6du2qQkNDTe/18fFRQILXkCFDkn39AQMGKEAdP37clFa2bFmVM2dOZTQazfJOmzZN5cuXTzk6OqoWLVqo4cOHq9y5cyullIqKilLvvfeeKlCggLKzs1N58+ZVvXr1SvaAbCGEEK+mlDy/DUo9NbjiJapatSoVKlRgypQpprSSJUvSokULRo0alawy3n77bZydnZk7dy4Abdq0ISQkhLVr15ryxE/xXrBgQbLKDAkJwc3NjeDgYFxdXVNwRyK9dO3alf/++++ZLYRCCCGytpQ8vy3WBRYdHc3Bgwdp2LChWXrDhg3ZtWtXsso4dOgQu3btMhs/snv37gRlNmrUKNllioxh3LhxHDlyhHPnzjFx4kRmz55Nx44dLV0tIYQQrwiLzQK7e/cucXFxpjEm8by8vAgKCnrme/Pnz8+dO3eIjY1l6NChdOnSxXQuKCgoxWVGRUURFRVlOg4JCUnJrWR5V65cwc/PL8nzJ0+exNvbO0Vl7tu3j7FjxxIaGkrhwoX55ZdfzP6ehRBCiNSw+DT4xKY7JzUlO9727dsJCwtjz549fPHFFxQtWtRsG4WUljlq1Ci+++67F6i9AMibNy+HDx9+5vmU+vPPP1NRIyGEEOLZLBYAeXp6Ym1tnaBl5vbt2wlacJ5WqFAhAEqXLs2tW7cYOnSoKQDKnTt3isscPHgw/fv3Nx2HhIRQoECBFN1PVmZjY0PRokUtXQ0hhBAi2Sw2BsjOzo6KFSuyceNGs/SNGzdSo0aNZJejlDLrvqpevXqCMjds2PDMMu3t7XF1dTV7CSGEEOLVZdEusP79+9O+fXsqVapE9erVmTZtGleuXKF79+6Abpm5fv06c+bMAWDSpEl4e3ubtkzYsWMH48aNo3fv3qYy+/TpQ61atRgzZgzNmzfnr7/+YtOmTezYsePl36AQQgghMiSLBkBt2rTh3r17DBs2jJs3b1KqVCnWrFmDj48PADdv3uTKlSum/EajkcGDB3Px4kVsbGwoUqQIo0eP5uOPPzblqVGjBgsXLuTrr7/mm2++oUiRIixatIiqVau+9PsTQgghRMZk0XWAMipZB0gIIYTIfDLFOkBCCCGEEJYiAVAWUrt2bfr27WvpagghhBAWJwGQAOD+/fv07t2bEiVK4OTkhLe3N59++inBwcGWrpoQQgiR5iy+EKLIGG7cuMGNGzcYN24cfn5+XL58me7du3Pjxg2WLFli6eoJIYQQaUpagLIYo9HIwIED8fDwIHfu3AwdOhSAUqVKsXTpUpo1a0aRIkWoW7cuI0aMYNWqVcTGxpref+zYMerWrYujoyM5cuSgW7duhIWFJfv6M2fOpGTJkjg4OODr68vkyZPNzu/bt4/y5cvj4OBApUqVWL58OQaD4ZkrTQshhBApJS1AaUApRURMhEWu7WTr9NytQ540e/Zs+vfvz969e9m9ezedOnXC39+fBg0aJMgbP4rexkb/mkRERNC4cWOqVavG/v37uX37Nl26dKFXr17MmjXrudeePn06Q4YM4ddff6V8+fIcOnSIrl274uzsTMeOHQkPD6dp06bUrVuXefPmcfHiRfr06ZPsexNCCCGSSwKgNBARE4HLKBeLXDtscBjOds7Jzl+mTBmGDBkCQLFixfj111/ZvHlzggDo3r17fP/992ZrLM2fP5/IyEjmzJmDs7O+5q+//kqzZs0YM2bMc7cw+f777xk/fjxvv/02oLc0OXnyJL/99hsdO3Zk/vz5xMXF8fvvv+Pk5MRrr73GtWvX+OSTT5J9f0IIIURySACUxZQpU8bsOE+ePNy+fdssLSQkhCZNmuDn52cKlgBOnTpF2bJlTcEPgL+/P0ajkdOnTz8zALpz5w5Xr16lc+fOdO3a1ZQeGxuLm5ubWflOTk6m89WrV3+xGxVCCCGeQQKgNOBk60TY4OSPg0nra6eEra2t2bHBYMBoNJqOQ0NDady4MS4uLixfvtwsv1Iqye6253XDxV9j+vTpCVbltra2NpUvhBBCvAwSAKUBg8GQom6ojCokJIRGjRphb2/PypUrcXBwMDvv5+fH7NmzCQ8PN7UC7dy5EysrK4oXL/7Msr28vMiXLx8XLlygXbt2iebx8/Nj7ty5REZG4ujoCMCePXvS4M6EEEIIczILTAC65adhw4aEh4czY8YMQkJCCAoKIigoiLi4OADatWuHg4MDHTt25Pjx42zZsoXevXvTvn37547/ARg6dCijRo3i559/5syZMxw7doyZM2fy448/AtC2bVusrKzo3LkzJ0+eZM2aNYwbNy5d71sIIUTWJAGQAODgwYPs3buXY8eOUbRoUfLkyWN6Xb16FQAnJyfWr1/P/fv3qVy5Mq1bt6ZevXr8+uuvybpGly5d+L//+z9mzZpF6dKlCQgIYNasWRQqVAgAFxcXVq1axcmTJylfvjxfffUVY8aMSbd7FkIIkXXJZqiJkM1QM45Lly5RqFAhDh06RLly5SxdHSGEEBmYbIYqhBBCCPEMEgCJNOPi4pLka/v27ZaunhBCCGEis8BEmnnWdhX58uV7oTILFiwo0+OFEEKkOQmARJopWrSopasghBBCJIt0gQkhhBAiy5EASAghhBBZjgRAQgghhMhyJAASQgghRJYjAZAQQgghshwJgLKQ2rVr07dvX0tXQwghhLA4CYAEAPfv36d3796UKFECJycnvL29+fTTTwkODrZ01YQQQog0J+sACQBu3LjBjRs3GDduHH5+fly+fJnu3btz48YNlixZYunqCSGEEGlKWoCyGKPRyMCBA/Hw8CB37twMHToUgFKlSrF06VKaNWtGkSJFqFu3LiNGjGDVqlXExsaa3n/s2DHq1q2Lo6MjOXLkoFu3boSFhT33useOHcPKyoq7d+8C8ODBA6ysrHjnnXdMeUaNGkX16tVNxytXrqRYsWI4OjpSp04dZs+ejcFg4OHDhwBcvnyZZs2a4e7ujrOzM6+99hpr1qxJg09JCCHEq04CoDQUHh2e5OtR7KNk542MiUxW3hcxe/ZsnJ2d2bt3L2PHjmXYsGFs3Lgx0bzxu+na2OiGwoiICBo3boy7uzv79+9n8eLFbNq0iV69ej33uqVKlSJHjhxs3boVgG3btpEjRw62bdtmyhMYGEhAQACgd4Fv3bo1LVq04PDhw3z88cd89dVXZmX27NmTqKgotm3bxrFjxxgzZgwuLi4v9LkIIYTIWqQLLA25jEr64ftmsTdZ3Xa16TjXuFxExEQkmjfAJ4DAToGm44I/F+RuxN0E+dSQlO+RVaZMGYYMGQJAsWLF+PXXX9m8eTMNGjQwy3fv3j2+//57Pv74Y1Pa/PnziYyMZM6cOTg7OwPw66+/0qxZM8aMGYOXl1eS1zUYDNSqVYvAwEBatWpFYGAgHTt2ZPbs2Zw8eZLixYuza9cu+vXrB8DUqVMpUaIEP/zwAwAlSpTg+PHjjBgxwlTmlStXaNWqFaVLlwagcOHCKf48hBBCZE3SApTFlClTxuw4T5483L592ywtJCSEJk2a4OfnZwqWAE6dOkXZsmVNwQ+Av78/RqOR06dPP/fatWvXJjAwEICtW7dSp04datWqxdatW9m/fz+RkZH4+/sDcPr0aSpXrmz2/ipVqpgdf/rppwwfPhx/f3+GDBnC0aNHn/8BCCGEEEgLUJoKG5z0WBhrK2uz49uf3U4iJ1gZzOPSS30upapeT7K1tTU7NhgMGI1G03FoaCiNGzfGxcWF5cuXm+VXSmEwGBItN6n0J9WuXZs+ffpw7tw5jh8/Ts2aNTl//jxbt27l4cOHVKxYkWzZsiV5rad3he/SpQuNGjVi9erVbNiwgVGjRjF+/Hh69+793LoIIYTI2qQFKA052zkn+XKwcUh2Xkdbx2TlTWshISE0bNgQOzs7Vq5ciYODeZ39/Pw4fPgw4eGPxx/t3LkTKysrihcv/tzy48cBDR8+nLJly+Lq6kpAQABbt241G/8D4Ovry/79+83ef+DAgQRlFihQgO7du7Ns2TIGDBjA9OnTU3rbQgghsiAJgASgW34aNmxIeHg4M2bMICQkhKCgIIKCgoiLiwOgXbt2ODg40LFjR44fP86WLVvo3bs37du3f+b4n3jx44DmzZtH7dq1Ad0lFx0dzebNm01pAB9//DH//fcfgwYN4syZM/z555/MmjXLVA5A3759Wb9+PRcvXuTff//ln3/+oWTJkmn6uQghhHg1SQAkADh48CB79+7l2LFjFC1alDx58pheV69eBcDJyYn169dz//59KleuTOvWralXrx6//vprsq9Tp04d4uLiTMGOwWCgZs2aALz++uumfIUKFWLJkiUsW7aMMmXKMGXKFNMsMHt7ewDi4uLo2bMnJUuWpHHjxpQoUYLJkyenxcchhBDiFWdQTw+sEISEhODm5maaBi4yhhEjRjB16lRTQCaEEEI8KSXPbxkELTKsyZMnU7lyZXLkyMHOnTv54YcfkrXmkBBCCPE8EgCJNPOsRQjXrl1r6upKrrNnzzJ8+HDu37+Pt7c3AwYMYPDgwamtphBCCCFdYImRLrAXc+7cuSTP5cuXD0dHxyTPCyGEEKklXWDCIooWLWrpKgghhBDJIrPAhBBCCJHlSAAkhBBCiCzH4gHQ5MmTKVSoEA4ODlSsWJHt27cnmXfZsmU0aNCAnDlz4urqSvXq1Vm/fr1ZnlmzZmEwGBK8Hj16lESpQgghhMhqLBoALVq0iL59+/LVV19x6NAhatasyRtvvMGVK1cSzb9t2zYaNGjAmjVrOHjwIHXq1KFZs2YcOnTILJ+rqys3b940ez29rYMQQgghsi6LzgKrWrUqFSpUYMqUKaa0kiVL0qJFC0aNGpWsMl577TXatGnDt99+C+gWoL59+/Lw4cMXrpfMAhNCCCEyn5Q8vy3WAhQdHc3Bgwdp2LChWXrDhg3ZtWtXssowGo2Ehobi4eFhlh4WFoaPjw/58+enadOmCVqIhBBCCJG1WSwAunv3LnFxcQk20fTy8iIoKChZZYwfP57w8HDeffddU5qvry+zZs1i5cqVLFiwAAcHB/z9/Tl79myS5URFRRESEmL2EkIIIcSry+LrAMXv7B1PKZUgLTELFixg6NCh/PXXX+TKlcuUXq1aNapVq2Y69vf3p0KFCkycOJFffvkl0bJGjRrFd99994J3IIQQQojMxmItQJ6enlhbWydo7bl9+3aCVqGnLVq0iM6dO/Pnn39Sv379Z+a1srKicuXKz2wBGjx4MMHBwabXq7rZptFoZMyYMRQtWhR7e3u8vb0ZMWIEAMeOHaNu3bo4OjqSI0cOunXrRlhYWLLLnjlzJiVLlsTBwQFfX98Eu7Lv27eP8uXL4+DgQKVKlVi+fDkGg4HDhw+n5S0KIYQQyWKxFiA7OzsqVqzIxo0badmypSl948aNNG/ePMn3LViwgI8++ogFCxbQpEmT515HKcXhw4cpXbp0knns7e2xt7dP2Q2YXQMiIl747ani5ATJaDADdKA3ffp0JkyYwOuvv87Nmzf577//iIiIoHHjxlSrVo39+/dz+/ZtunTpQq9evZg1a9Zzy50+fTpDhgzh119/pXz58hw6dIiuXbvi7OxMx44dCQ8Pp2nTptStW5d58+Zx8eJF+vTpk7obF0IIIVJDWdDChQuVra2tmjFjhjp58qTq27evcnZ2VpcuXVJKKfXFF1+o9u3bm/L/8ccfysbGRk2aNEndvHnT9Hr48KEpz9ChQ9W6devU+fPn1aFDh9SHH36obGxs1N69e5Ndr+DgYAWo4ODgZOUPC1NKh0Ev/xUWlrx7CgkJUfb29mr69OkJzk2bNk25u7ursCcKW716tbKyslJBQUHPLbtAgQLqjz/+MEv7/vvvVfXq1ZVSSv3222/Kw8NDhYeHm85PmTJFAerQoUPJuwEhhBDiOVLy/LboGKA2bdpw7949hg0bxs2bNylVqhRr1qzBx8cHgJs3b5qtCfTbb78RGxtLz5496dmzpym9Y8eOppaKhw8f0q1bN4KCgnBzc6N8+fJs27aNKlWqvNR7y2hOnTpFVFQU9erVS/Rc2bJlcXZ2NqX5+/tjNBo5ffr0M7sk79y5w9WrV+ncuTNdu3Y1pcfGxuLm5mZWvpOTk+l89erV0+K2hBBCiBdi8UHQPXr0oEePHomee7r7JTAw8LnlTZgwgQkTJqRBzZLPyQlSMFwmza+dHM/aiV09Y+D58wakG41GQHeDVa1a1eyctbW1qXwhhBAiI7F4APQqMBjgicaTDKlYsWI4OjqyefNmunTpYnbOz8+P2bNnEx4ebmoF2rlzJ1ZWVhQvXvyZ5Xp5eZEvXz4uXLhAu3btEs3j5+fH3LlziYyMNAVie/bsSYO7EkIIIV6MxfcCEy+Hg4MDgwYNYuDAgcyZM4fz58+zZ88eZsyYQbt27XBwcKBjx44cP36cLVu20Lt3b9q3b//cGXkAQ4cOZdSoUfz888+cOXOGY8eOMXPmTH788UcA2rZti5WVFZ07d+bkyZOsWbOGcePGpfctCyGEEEmSFqAs5JtvvsHGxoZvv/2WGzdukCdPHrp3746TkxPr16+nT58+VK5cGScnJ1q1amUKYJ6nS5cuODk58cMPPzBw4ECcnZ0pXbo0ffv2BcDFxYVVq1bRvXt3ypcvj5+fH2PGjKFVq1bpeLdCCCFE0iy6F1hGJXuBpb9Lly5RqFAhDh06RLly5SxdHSGEEK+ATLEXmBBCCCGEpUgAJJ7LxcUlydf27dstXT0hhBAixWQMkHiuZ21XkS9fvhcqs2DBgjI9XgghhMVIACSeq2jRopaughBCCJGmpAtMCCGEEFmOBEBCCCGEyHIkABJCCCFEliMBkBBCCCGyHAmAhBBCCJHlSAAkhBBCiCxHAiAhhBBCZDkSAAkhhBAi04uKgkmTkp9fAqAsxGg0MmbMGIoWLYq9vT3e3t6MGDECgGPHjlG3bl0cHR3JkSMH3bp1Iyws7LllHjt2DCsrK+7evQvAgwcPsLKy4p133jHlGTVqFNWrVzcdr1y5kmLFiuHo6EidOnWYPXs2BoOBhw8fAnD58mWaNWuGu7s7zs7OvPbaa6xZsyYNPwkhhBCvCqMR5s2DEiXgyy+T/z5ZCToNhYcnfc7aGhwckpfXygocHZ+f19k5ZfUbPHgw06dPZ8KECbz++uvcvHmT//77j4iICBo3bky1atXYv38/t2/fpkuXLvTq1YtZs2Y9s8xSpUqRI0cOtm7dSqtWrdi2bRs5cuRg27ZtpjyBgYEEBAQAehf41q1b06dPH7p06cKhQ4f47LPPzMrs2bMn0dHRbNu2DWdnZ06ePImLi0vKblYIIUSWcPgwtG+vf86dG4KCkvlGJRIIDg5WgAoODk7R+yDp15tvmud1cko6b0CAeV5Pz8TzpURISIiyt7dX06dPT3Bu2rRpyt3dXYWFhZnSVq9eraysrFRQUNBzy3777bdVr169lFJK9e3bVw0YMEB5enqqEydOqJiYGOXi4qLWrl2rlFJq0KBBqlSpUmbv/+qrrxSgHjx4oJRSqnTp0mro0KEpu0EhhBBZQnS0Urt2mad99JFSo0crdfNm8p/f0gWWRZw6dYqoqCjq1auX6LmyZcvi/ESTkr+/P0ajkdOnTz+37Nq1axMYGAjA1q1bqVOnDrVq1WLr1q3s37+fyMhI/P39ATh9+jSVK1c2e3+VKlXMjj/99FOGDx+Ov78/Q4YM4ejRoym9XSGEEK8QpWD5cnj/fciZE2rUgGvXHp+fMQO6doXNm5NfpnSBpaFnDZmxtjY/vn076bxWT4Wlly69cJVMHJ/sU3uKUgqDwZDouaTSn1S7dm369OnDuXPnOH78ODVr1uT8+fNs3bqVhw8fUrFiRbJly5bktdRTu8J36dKFRo0asXr1ajZs2MCoUaMYP348vXv3fm5dhBBCvFqOHYMePWDHjsdpOXPCqVM6CPr7b1i7Fg4d0oFSckkLUBpydk769eT4n+flfTpWSSpfSsQPOt6cSHjs5+fH4cOHCX9isNHOnTuxsrKiePHizy07fhzQ8OHDKVu2LK6urgQEBLB161az8T8Avr6+7N+/3+z9Bw4cSFBmgQIF6N69O8uWLWPAgAFMnz49JbcrhBAikwsNhf79oXx5Hfw4OUG/fjBhAjRrBu3aQfXqMGIE/PuvDn6S8cgykRagLMLBwYFBgwYxcOBA7Ozs8Pf3586dO5w4cYJ27doxZMgQOnbsyNChQ7lz5w69e/emffv2eHl5Pbdsg8FArVq1mDdvHv369QOgTJkyREdHs3nzZvr06WPK+/HHH/Pjjz8yaNAgOnfuzOHDh00DreNbhvr27csbb7xB8eLFefDgAf/88w8lS5ZM+w9FCCFEhhUXB3Pm6D/r1oU8eWDuXPjfpGMA3NygcWNo0gTq19eNA25uybxAegxQyuxedBB0RhcXF6eGDx+ufHx8lK2trfL29lYjR45USil19OhRVadOHeXg4KA8PDxU165dVWhoaLLLnjhxogLU33//bUpr3ry5sra2TvA5/vXXX6po0aLK3t5e1a5dW02ZMkUBKjIyUimlVK9evVSRIkWUvb29ypkzp2rfvr26e/duGnwCQgghMiqjUamNG/WfSil1755SHTooVaiQ+QQgT0+lundXatMmPSD6SSl5fhuUSkmPWdYQEhKCm5sbwcHBuLq6Wro6r7wRI0YwdepUrl69aumqCCGEsIBdu+Dzz/Wfw4bBf//B0qV6cUMAe3to3Ro6doQ6dcAmif6rlDy/pQtMvHSTJ0+mcuXK5MiRg507d/LDDz/Qq1cvS1dLCCHES3b2LAwerIMdAIMBvv328fmyZaFLFz3ex909ba8tAZB4rmctQrh27Vpq1qyZovLOnj3L8OHDuX//Pt7e3gwYMIDBgwentppCCCEyibt3dUvPlCkQG/s4XSnIlk0HPF26QIUKOihKD9IFlgjpAjN37ty5JM/ly5fvmVPshRBCiKdVqKCnrT+pUCHo2xc+/FAHQS9CusBEmipatKilqyCEECITi4rSe3bt2wcjR5oHP6+/rqe7v/VWwjXz0pMEQEIIIYRIF7Gxeur6F1/oNe4uX9bpVlbwzjswYAA8tTnASyMBkBBCCCHSlFKwZInu0rpx43G6rS107gwDB+ouL0uSAEgIIYQQaUIpWLcOevaEixcfp9vZwSefwKBBekHDjEACICGEEEKkWlwcvPsuLFv2OM3BQbcCff45eHhYrGqJkgBICCGEEC8sOhr+/BO+/x7OnNFp9vZ6fM8XX7z4jK70JgFQFlK7dm3KlSvHTz/9ZOmqCCGEyOROn9ZT1k+cgJAQnebhobu/Pv884wY+8WQ3eAHA/fv36d27NyVKlMDJyQlvb28+/fRTgoODLV01IYQQGciVK1CvHvj6wu7dOvjJnl1Pb790SS9wmNGDH5AWIPE/N27c4MaNG4wbNw4/Pz8uX75M9+7duXHjBkuWLLF09YQQQljYnTt6Btfff+vBzqBndXXrBqNGZY6g50nSApTFGI1GBg4ciIeHB7lz52bo0KEAlCpViqVLl9KsWTOKFClC3bp1GTFiBKtWrSL2yXXKn+H69eu0adMGd3d3cuTIQfPmzbl06ZLpfFxcHP379yd79uzkyJGDgQMH0rFjR1q0aJH2NyqEECJNKAXDh0Pu3LBqlT62sYGuXeHePfj118wX/IAEQGlCKUV4eLhFXindyWT27Nk4Ozuzd+9exo4dy7Bhw9i4cWOieeOXErdJatvdJ0RERFCnTh1cXFzYtm0bO3bswMXFhcaNGxMdHQ3A+PHj+f3335kxYwY7duzg/v37LF++PEX1F0II8XLET2mvUgW++Uav5GxlpffpunsXpk3LnIGPiRIJBAcHK0AFBwcnK39YWJgCLPIKCwtL9n0FBASo119/3SytcuXKatCgQQny3r17V3l7e6uvvvoqWWXPmDFDlShRQhmNRlNaVFSUcnR0VOvXr1dKKZUnTx41evRo0/mYmBiVP39+1bx582TfgxBCiPQVE6PUwIFK5cihlA6DlHJ2VqpbN6Xu3LF07Z4tJc9vi7cATZ48mUKFCuHg4EDFihXZvn17knmXLVtGgwYNyJkzJ66urlSvXp3169cnyLd06VL8/Pywt7fHz89PWhmeUKZMGbPjPHnycPv2bbO0kJAQmjRpgp+fH0OGDElWuQcPHuTcuXNky5YNFxcXXFxc8PDw4NGjR5w/f57g4GBu3rxJ9erVTe+xsbGhUqVKqb8pIYQQqWY06oHMbm4wdqzu3rK11ft0XbgAv/0Gnp6WrmXasegg6EWLFtG3b18mT56Mv78/v/32G2+88QYnT57E29s7Qf5t27bRoEEDRo4cSfbs2Zk5cybNmjVj7969lC9fHoDdu3fTpk0bvv/+e1q2bMny5ct599132bFjB1WrVk2X+3ByciIsLCxdyk7OtVPC1tbW7NhgMGA0Gk3HoaGhNG7cGBcXF5YvX54gf1KMRiMVK1Zk/vz5Cc7lzJkzRXUUQgjx8igFkyfDl18+ns4OUKMGzJ4Nr+x+2C+hRSpJVapUUd27dzdL8/X1VV988UWyy/Dz81Pfffed6fjdd99VjRs3NsvTqFEj9d577yW7zJR2gWUWAQEBqk+fPmZpzZs3Vx07dlRK6fuuVq2aCggIUOHh4Skqe9q0acrd3f2Zn1mePHnUmDFjTMcxMTGqQIEC0gUmhBAWsnWrUp6ej7u6QKly5ZQ6etTSNXsxmaILLDo6moMHD9KwYUOz9IYNG7Jr165klWE0GgkNDcXjifW1d+/enaDMRo0aPbPMqKgoQkJCzF5ZTWhoKA0bNiQ8PJwZM2YQEhJCUFAQQUFBxMXFPff97dq1w9PTk+bNm7N9+3YuXrzI1q1b6dOnD9euXQOgT58+jB49muXLl/Pff//Ro0cPHj58mM53JoQQ4mnnzsEHH0BAgB7QDHpdnz174NAhKF3asvV7GSzWBXb37l3i4uLw8vIyS/fy8iIoKChZZYwfP57w8HDeffddU1pQUFCKyxw1ahTfffddCmr/6jl48CB79+4FoOhT7Z0XL16kYMGCz3y/k5MT27ZtY9CgQbz99tuEhoaSL18+6tWrh6urKwADBgzg5s2bdOrUCSsrKz766CNatmwpiy0KIcRLsmMHfPwx/PefHvMDULcuDB4M9etbtm4vm8UXQjQYDGbHSqkEaYlZsGABQ4cO5a+//iJXrlypKnPw4MH079/fdBwSEkKBAgWSU/1MJTAwMEHaihUrTD+rFE6pf1ru3LmZPXt2kudtbGz46aefzLbi6NSpU6quKYQQ4vmOHdMtPkePPk5r0kSv2lyhguXqZUkWC4A8PT2xtrZO0DJz+/btBC04T1u0aBGdO3dm8eLF1H8qZM2dO3eKy7S3t8fe3j6FdyCEEEJkbJcvQ9u28OQoEHd3+PFHyOrfPy02BsjOzo6KFSsmWIRv48aN1KhRI8n3LViwgE6dOvHHH3/QpEmTBOerV6+eoMwNGzY8s0zxfCNHjjRNb3/69cYbb1i6ekIIIZ4QEQFvvgmFCj0OfpydYdw4Pb09qwc/YOEusP79+9O+fXsqVapE9erVmTZtGleuXKF79+6A7pq6fv06c+bMAXTw06FDB37++WeqVatmaulxdHTEzc0N0ANta9WqxZgxY2jevDl//fUXmzZtYseOHZa5yVdE9+7dzcZaPcnR0fGFy501a9YLv1cIIYS5mBiYOVN3bV2/rtPs7aFfPxgxQq/kLP4nvaekPc+kSZOUj4+PsrOzUxUqVFBbt241nevYsaMKCAgwHQcEBCS6GnL8NO54ixcvViVKlFC2trbK19dXLV26NEV1elWnwQshhHg1RUcr1aOHUj4+j6ez58mjV29+9MjStXt5UvL8NiiVypGvr6CQkBDc3NxMe2EJIYQQGZHRCEOG6K6tR490Ws6c8PXXerZXVhvempLnt8VngQkhhBAi5X75RQc6oaGP0xo1giVLwMXFcvXKLCQAEkIIITKR+fOhb9/HCxgCVK2q04sUsVi1Mh0ZDiWEEEJkAmfOwHvv6fV84oMfPz84eFCv4CzBT8pIC5AQQgiRge3dCz/8ACtWQPzOREWKwLRpehVn8WIkABJCCCEyoHPn4P334cCBx2lNm+rp7GXKWK5erwrpAstCateuTd++fS1dDSGEEM9w7x40bgzFij0OftzcYO1aWLVKgp+0IgGQAOD+/fv07t2bEiVK4OTkhLe3N59++qlsVCqEEC/Jo0fQsSPkygXr1+s0Bwe9qOH9+zooEmlHusAEADdu3ODGjRuMGzcOPz8/Ll++TPfu3blx4wZLliyxdPWEEOKVpRSsXAk9esCNGzrN2hq6dIGJE8HW1rL1e1VJC1AaCg8PT/L1KH6FqmTkjYyMTFbeF2E0Ghk4cCAeHh7kzp2boUOHAlCqVCmWLl1Ks2bNKFKkCHXr1mXEiBGsWrWK2NjY55bbqlUrevfubTru27cvBoOBEydOABAbG0u2bNlY/7+vNaGhobRr1w5nZ2fy5MnDhAkTEnTRTZ48mWLFiuHg4ICXlxetW7d+oXsWQoiMavVqeP11aNFCBz82NtC8ue4GmzpVgp/0JAFQGkpqs1AXFxdatWplljdXrlzJ3ly0YMGCieZ7EbNnz8bZ2Zm9e/cyduxYhg0blmDz2HjxK2na2Dy/obB27doEBgaajrdu3Yqnpydbt24FYP/+/Tx69Ah/f39A7wO3c+dOVq5cycaNG9m+fTv//vuv6f0HDhzg008/ZdiwYZw+fZp169ZRq1atF7pnIYTIaFasgNy59aDmXbvA0RG+/BLu3NHn/re9pUhHEgBlMWXKlGHIkCEUK1aMDh06UKlSJTZv3pwg37179/j+++/5+OOPk1Vu7dq1OXHiBHfv3uXBgwecOHGCvn37moKiwMBAKlasiIuLC6GhocyePZtx48ZRr149SpUqxcyZM4mLn98JXLlyBWdnZ5o2bYqPjw/ly5fn008/TZPPQAghLGXPHj24uWVLuHVLp735pp7xNWIEZM9u0eplKTIGKA2FhYUlec7a2trs+Pbt20nmtXpqu95Lly6lql5PKvPU9IE8efIkqEtISAhNmjTBz8+PIUOGJKvcUqVKkSNHDrZu3YqtrS1ly5blrbfe4pdffgF0ABQQEADAhQsXiImJoUqVKqb3u7m5UaJECdNxgwYN8PHxoXDhwjRu3JjGjRvTsmVLnJycXui+hRDCks6f11Pa9+9/nJYvH0yfDk81+ouXRAKgNOTs7GzxvM9j+1SHssFgwGg0mo5DQ0Np3LgxLi4uLF++PEH+pBgMBmrVqkVgYCB2dnbUrl2bUqVKERcXx7Fjx9i1a5dpfE/8/rsGg8GsjCf35c2WLRv//vsvgYGBbNiwgW+//ZahQ4eyf/9+sstXJCFEJhEZqVt2Ro7Ug51Bd2+NHw+dO1u2blmddIEJk5CQEBo2bIidnR0rV67EwcEhRe+PHwcUGBhI7dq1MRgM1KxZk3HjxhEZGWka/1OkSBFsbW3Zt2+f2bXPnj1rVp6NjQ3169dn7NixHD16lEuXLvHPP/+k/kaFECKdxcTAjBm6u2vECB38ODjAd9/pKe0S/FietAAJQLf8NGzYkIiICObNm0dISAghISEA5MyZM0EXXmJq165Nnz59sLGxoWbNmqa0AQMGUKFCBVxdXQHdutOxY0c+//xzPDw8yJUrF0OGDMHKysrUKvT3339z4cIFatWqhbu7O2vWrMFoNJp1kwkhREZjNOod2idM0Ov6AHh7wxdf6GntMqsr45AASABw8OBB9u7dC0DRokXNzl28eJGCBQs+t4xSpUrh6emJj4+PKdgJCAggLi7ONP4n3o8//kj37t1p2rQprq6uDBw4kKtXr5panbJnz86yZcsYOnQojx49olixYixYsIDXXnstDe5WCCHS3owZ0L8//O+7I/b2uuurRw/d+iMyFoN6cuCFAHR3jJubm2kauEh/4eHh5MuXj/Hjx9NZ2oaFEJlIYCB06ABXrz5Oq14dFiwAHx+LVStLSsnzW1qAhEUcOnSI//77jypVqhAcHMywYcMAaN68uYVrJoQQyRO/Z9eTm5UWKQJ//AFPTHIVGZQMghbJMnLkyGQv3Jhc48aNo2zZstSvX5/w8HC2b9+Op6dnGtdcCCHS1qNHMG4cFC36OPjJkQMWLdLr+UjwkzlIF1gipAssofv373P//v1Ezzk6OpIvX76XXCMhhHi5YmOhTx9YtgyCgnSanx+0a6dXcRaWJ11gIs15eHjg4eFh6WoIIYRF/PQTfPUVRETo4zx59PT2Dh30xqUi85EASAghhEjC33/r6evx21YA1K8PS5eCdBBkbhIACSGEEE85ehTeew9OnXqc9tprsHAhlCpluXqJtCODoIUQQoj/CQ+H77+HypUfBz+5c8OaNXD8uAQ/rxJpARJCCJHlxcbqcT4TJsCNGzotRw4YMgR697Zo1UQ6kQBICCFEljZxot6qIn6Ac8GCMGoUvPsuWEk/ySsrxX+1nTp1Ytu2belRFyGEEOKl2bIF8uWDTz99HPx88onu+nrvPQl+XnUp/uuN3zSzWLFijBw5kuvXr6dHvYQQQoh0ceWKHuNTt+7j7q6SJfUYn8mTZd+urCLFAdDSpUu5fv06vXr1YvHixRQsWJA33niDJUuWEBMTkx51FEIIIVItNhbGjtVdXPErOHt4wJIlcPKknuUlso4XauDLkSMHffr04dChQ+zbt4+iRYvSvn178ubNS79+/Th79mxa11MIIYR4YevWQdmyMGgQKAV2djB0KNy5A61aWbp2whJS1cN58+ZNNmzYwIYNG7C2tubNN9/kxIkT+Pn5MWHChLSqoxBCCPFCVq4ELy944w3dyuPhAaNHw4MHeoaXjPPJulI8CywmJoaVK1cyc+ZMNmzYQJkyZejXrx/t2rUjW7ZsACxcuJBPPvmEfv36pXmFhRBCiOc5dQreeQdOnNDHBgP06wdffw3u7patm8gYUhwA5cmTB6PRyPvvv8++ffsoV65cgjyNGjUie/bsaVA9IYQQIvlCQqBtW1i9+nFanjwwZ47ewkKIeCkOgCZMmMA777yDwzOGybu7u3Px4sVUVUwIIYRILqV0687YsXqwM4CjI4wcCX37WrRqIoNKcQDUvn379KiHEEII8UJOntRBzsaN+tjKCjp1gqlTwdbWkjUTGZmsBC2EECJTungRvvsO5s2DuDgd7FSrBn/+qffvEuJZJAASQgiRqURHw4cfwoIFuusLoEULGD8eChe2aNVEJiIBkBBCiExj4kS9lk9kpD62t4e5c/WMLyFSQgIgIYQQGd6ePXpz0qtX9bHBAC1b6uDHycmydROZkywBJYQQIsOKjISPP4bq1R8HP35+en2fpUsl+BEvzuIB0OTJkylUqBAODg5UrFiR7du3J5n35s2btG3blhIlSmBlZUXfROY2zpo1C4PBkOD16NGjdLwLIYQQaUkpvUdXyZIwbZpOc3WFhQt18FOypGXrJzI/iwZAixYtom/fvnz11VccOnSImjVr8sYbb3DlypVE80dFRZEzZ06++uorypYtm2S5rq6u3Lx50+z1rHWLhBBCZBxLlujFC995By5fhgIFdBD04AG0aWPp2olXhUUDoB9//JHOnTvTpUsXSpYsyU8//USBAgWYMmVKovkLFizIzz//TIcOHXBzc0uyXIPBQO7cuc1eQmR5S5ZAly4QFGTpmgiRqLNnoXRpHfjcugU2NvDtt/Dff9C1q+zbJdKWxX6doqOjOXjwIA0bNjRLb9iwIbt27UpV2WFhYfj4+JA/f36aNm3KoUOHnpk/KiqKkJAQs5cQrwyjUS+R+847MGMGdO5s6RoJYSY6Gj74AEqUgOPHdVr+/BAYqNf5kXE+Ij1YLAC6e/cucXFxeHl5maV7eXkRlIpvqL6+vsyaNYuVK1eyYMECHBwc8Pf35+zZs0m+Z9SoUbi5uZleBQoUeOHrC5GhREToPoMRIx6nff+95eojxFNmzdKbk86fr8f9ODjAhAl6wLO/v6VrJ15lFm9QNBgMZsdKqQRpKVGtWjU++OADypYtS82aNfnzzz8pXrw4EydOTPI9gwcPJjg42PS6Gj/VQIjM7OZNCAjQXV+2tjB7tm4NqlDB0jUTgrt3oVs3vaBhRIROe/ttPc5H9u4SL4PF1gHy9PTE2to6QWvP7du3E7QKpYaVlRWVK1d+ZguQvb099vb2aXZNISwuMhJq1IBLlyBHDli+HGrWNM9z7BgUK6a/cgvxkkRH6z26vvsO7t/XaUWKwLJlUKaMZesmshaLtQDZ2dlRsWJFNsbvXvc/GzdupEaNGml2HaUUhw8fJk+ePGlWphAZnqMjfP45+PrC3r0Jg5+pU6FiRRg61CLVE1nT77/r7q4+fXTwU7o0bNsG585J8CNePouuBN2/f3/at29PpUqVqF69OtOmTePKlSt0794d0F1T169fZ86cOab3HD58GNADne/cucPhw4exs7PDz88PgO+++45q1apRrFgxQkJC+OWXXzh8+DCTJk166fcnxEullO4/8PDQxz166P4FR8eEefPmhZgYvXlSp046UBIinZw+Dc2b6z/jjRypY3Qb2Y9AWIhFf/XatGnDvXv3GDZsGDdv3qRUqVKsWbMGHx8fQC98+PSaQOXLlzf9fPDgQf744w98fHy4dOkSAA8fPqRbt24EBQXh5uZG+fLl2bZtG1WqVHlp9yXESxcdDZ98Ajt2wO7dj4OgxIIfgLfegmbNYNUq+PRTWL9e7y0gRBpKbNPSIkV0j2zp0patmxAGpeJ/LUW8kJAQ3NzcCA4OxtXV1dLVEeLZ7t+HVq30nGErK1i8WI8mfZ7z5+G11yAqSg/AaNky3asqso4lS6Bjx8cDnB0cdINjjx6WrZd4taXk+W3xWWBCiFQ4cwaqVdPBT7ZsukUnOcEP6K/in3+uf+7X7/H22kKkwsOHOsh5553HwU+rVrp3VoIfkZFIACREZvXPP1C1ql4+18cHdu6EN99MWRmDB+t9Bi5fhjFj0qeeIkswGvWvU/HiEL+Yf8OGcPSobg2SyYYio5EASIjM6K+/oFEj/XW7WjU90+tFBlU4Oel+CUdHyJ49rWspsoj168HTE0aPhjt39IrOW7bodBnrIzIqGX8vRGZUvbreK6B6dT23ODVfr1u31msG5cuXdvUTWcLDh9CiBWzd+jitWTM9DE2WVhMZnQRAQmQW0dFgZ6d/zpVLz/by8kr97C2DQYIfkWJjxsA33+jVFECvt7l4MdSpY9l6CZFcEgAJkRlcuaKnrvfpo+cVA+TObZ4nKEj3O+zYoTdSunVLvwwGPc6nQAE98LllSyhXLvHAads2vTjismXSJSYSFRQE9erByZP62MpK/1qOGye7tYvMRabBJ0KmwYsMZd8+HfzcuqWDmNOnH6/vc/Gi3k1y8WI4dSr5ZZYsCe3aQdeuujUJIC5OD9g4dQq6d388klUI9CDn337TA52Dg3VamTLw99/611KIjCAlz28JgBIhAZDIMP78Uy+m8uiRDk5WrdJjf5Yt09tZ/PPP47wGg27ZqVNHj0L18tKvuDjdInT1qh4s/fffeu0f0K08o0frQMjKSk+nr1NHl7VtG7z+ugVuWmQ0ixbB11/rLStA76f77bd6dWchMhIJgFJJAiBhcUrB8OH6KQPQpAnMnasDoJEjH+8pYDBA/fp6O4vGjR+vAP0swcE6gPrlF/jf1jJUqaK/3pcrBx99BDNn6u6yI0fA2TkdblBkBnfv6pUV9u/Xx87OMGqUXs/H2tqydRMiMRIApZIEQMKilIIOHWDePH3ct6+e6v7ll3Dhgk5zd4devaBzZ70G0IuIjYXJk/VX+9BQPW1n1ix44w3d2nT1qn7SyT56WdIPP+hfudhYfZw/v46/y5WzaLWEeCZZCVqIzMxggKJF9VfsQYP01+/33tPBj6en/gp+6RIMG/biwQ/oXSg//RT++0+3MEVFwfvv65ahGTN0nsmTYePGNLktkTmcPw/FisHAgTr4sbbWs72uXpXgR7xapAUoEdICJCxCqcczs+7dgy5dYMUKfezoqJ9In3+ePl1ScXG6/B9/1Mft2+vrTJ0K3brp7jHxSlNKNzp26qQHPINuCFy7VlZJEJmHtAAJkdmsW6fH8oSHw/z5epZWfPDToYPe7mLo0PQbj2NtrVeEnjpV/zx3Lty8CXPm6DTxSrt2TQ9o7tBBBz92dnoS4NGjEvyIV5esAySEpU2cqMf5GI26jyF+qo2fn255eZkzsT7+WM9pbtlSb7fh5ARt277wiNf4BmbD/1q2QqJCCI0KRaEwKiNGZcTe2h5nO2ecbZ2xtpKRtS9TbKxeDeHvv/XGpba2uiFw4ECQxm/xqpMASAhLiY3VgU/8IGM7Ox382NvrQReff/545eeX6c039e6Vb78NCxbo+owfD0OG6Jenp1n21WdWs+XSFq6GXOV+5H3uhN/hXuQ9QqJCCI8O5/Man2NURh7FPiLwUiBHbx9N8tJNizclj0se7K3tOf/gPKfvnsbDyYNcTrnImy0v+d3yUyh7IXw9fSmdqzSOto7p/Wm8slat0sFPaKg+rlpVD/167TXL1kuIl0XGACVCxgCJdBccDO++Cxs2mKdXqKC7n/z8LFOvJ6glSwjq0oZjnkaOlcjOMbuHHC/hznl3xdHuR7kacpUjQUeYemDqM4Oa9JLbJTclcpTA282bmLgY7kbcpViOYlTPX52AggEUcC1gankSj4WG6nU1AwMfp73zju55tbW1WLWESBMyDT6VJAAS6eriRWjaVO8lYDDo0adWVnqJ3W+/tUyrz1N+2PkDY3aO4V7kvUTPGzCgSPy/DiuDFTmdcuLl4kUup1zkc82Hh6MHjjaOONg4mL3sbeyJjYslPCacsOgwrAxWxBhjiI6L5srDK1wMvsjdiLsEPwomNDqUyJhIYowxyboHK4MV7g7ueLt506VCF2r51MLX0xcbq6zb8D1jBvTs+XgdzFy5dE9ntWqWrZcQaSUlz++s+z+BEJYSHa2DINDBT+HCutWnRo2XWo3QqFB2XNlB4KVAAi8HMq/lPIrlKAaArbUt9yLvYcCALVZEE2f2XoUit0tuKuSpgJ+nH76evvh6+lIwe0Fyu+RO17E8scZYgsKCuPzwMleCr3A5+DLbL2/n1N1T3I24S2i07tMxKiP3Iu9xL/IePdf0BMDe2p6czjkxYKBUrlLU8q5Fc9/m+Hr6vtKtRY8e6S3kFi7UxwYD9O4NEybI/l0i65IWoERIC5BINxcv6v6Ggwf1cZcu+ink4vJSLh8WHcZf//3FguMLWH9+PbHGWNO535r+RqW8lZh1eBYLji3gbuRd0zmDggo3oc4leP0yVM5Xmbzrd+m1hDKYWGMsp++eZsulLey5todTd09ha2XLiTsnCIsOS/Q91gZr8rnmo1KeSgzyH0TFvBVfmQHZe/bo4Oe///RxwYK657VYMYtWS4h0IV1gqSQBkEhTRqPu2lJKD3gODtZbVsycqQdjvCSLji/iw78+JDI20pRW2L0wNQrUAAUHbx7k1N3HG6q62rvSpFgTWvi2oIF3HdzbfqSnC8V32w0ZoqfmZxJGZeTCgwssPbWUfy78w8m7JwkKCzILAuO52LlQJV8VnG2cKZWrFJ0rdKaIRxEL1PrF3b8PLVrAjh36ryt3br3G5TvvWLpmQqQfCYBSSQIgkWYiIvSigsuWPU6rXl3vLvmSt9C+H3mfUpNL4WLnwvul3qdGgRqsPbeW3w/9buo2sre2p4VvCzqU7UD9wvWxs35iPFJ4OAQEPG69yp9fNytk8r3CLj28xOITi9lwfgPnH5znTsSdRFuKHGwc8M3hS6OijehcvrOpuzAjmjpVL/Id87/hUh066IbG5GwVJ0RmJgFQKkkAJNLEzZt6g9KjT8yQGjBAb2XxEqbbxBnjWPHfCt4u+bZpfMvdiLsEhQYxcsdIFp1YhFHpJX9LepakZ+WetC3dFndH96QLvXlTj5i9ckXPmw4MBAeHdL+XlynOGMfJOyfZdXUXP+/9mfMPzhMdF50gn5u9G90qdiPAJ4DXvV/HzcHNArU1d/cuNGoE//6rj62s9FZv331n2XoJ8bJIAJRKEgCJVDt8GBo00E8k0K0k8+bpPomX4Pz983Rc0ZGdV3cyu8VsOpTtwPHbx/lu63csObnElK9RkUb0q9aPhkUaJn8Q8IkT4O+vu/LatIE//njlR9IeCTrC74d+Z9OFTZx7cC5BQGTAgIudC2W9yvJ+6ff5sNyHL32NosmT9bJS8a0+RYvqbdwKFnyp1RDCoiQASiUJgESqrFihA4Po/z0kS5XSc40LF073SyulmP7vdPqv7094TDjZ7LIxrM4w/r35L/OOzjNNXW9VshVf1/qacrnLvdiF/vlHt27FxOiFE2vX1gs3ZhFHg44SeDmQo7eOsvXyVs7dP5cgT95sealTsA49KvWghnf6zfB79EgPJYvfs9bKSg/P+vbbdLukEBmWBECpJAGQeGHBwVC+/ONp7h99pL+a29un+6WDwoLosrILq8+uBsC/gD/FPIox/9h809o5rf1aMyRgCKVylUr9BefMgY4d9c8GA2zaBHXrpr7cTOjYrWP8vOdnNl7YyNWQqwnWSMrtnJu2pdvSuGhjavnUwt4mbX4fDh3SQ8xOnNDHxYrpQMjHJ02KFyLTkQAolSQAEi/k1CndxXXmjJ4ePmWKnub+Eqw5u4YOyztwL/Ie9tb2vFH0DQIvBfIw6iEADQo3YGS9kVTKWyltLzx06OMBJtmz6ydx3rxpe41MJjoumvlH5zPv6Dz239hvGmAez9HGkewO2Xmj6Bv0r96f13KlfO+JyEi9bduCBXpHFS8vGDtWD3YWIiuTACiVJAASKXL/vg50NmzQM6UKFNCzviqlcbDxDIGXAqk7uy6F3QtjVEYuPtQtUKVylWJCownUL1w/fS6slN5QasECfVymDOzd+8oNjE6NSw8usfvabjZe2Mjac2sJCgsyO5/NLhv+Bfz5pPInNC3WFKvnjKdatw5at9a/agCtWulZX09t0SZEliQBUCpJACSS7dQpvVv7/fv6uHZtPcU9V650v/Tt8NvkctbXOX33NB8s/4ADNw4AkMMxB8PrDqdLhS7pv/VDdLSeHr9njz5+91295PArvLLyizIqI38e/5OpB6ey7/o+szWZAGysbOhWoRvvvvYu/t7+Zn93cXHw3nt6n9p4n34KP/0kH7UQ8SQASiUJgESyrFqlv37HT7tp3x5+/z3dV0eOjInky81f8n+H/o+dH+1k7pG5/LT3J2KNsdhY2dC7Sm++DfiW7A7Z07UeZh48gLJl4epVfTx6NAwa9PKun0ntv76fH3f/yOaLm7kTccfsnKeTJ8U9itOgSAMCrD+ndQtnU5zt4QFr10KVKhaotBAZmARAqSQBkHiuESP0Aiugv35PmgSffJLulz144yDtl7c3rdic3T67aZxPk2JNGN9wPCU8S6R7PRJ18aLuAgsL06NxT57MkFtlZFRBoUEsOrGIf4P+5e8zf3M/8j4oYO1PsK83YAUomrWIYtliB/lohUiEBECpJAGQSFJcnJ7ivnSpPnZ0hM2b9erO6SjWGMuo7aMYtm0YscZY7K3tiYrTW3oXzF6QiW9MpGnxpulah2TZu1d3h0VFQdeu8Ntv0j/zAmLiYlh4YC29e9kQfOBNnWgbBu+2hmLryeuSl/Zl2/NlzS9xtZf/o4SIJwFQKkkAJBKllG71GTlSHxcoAPv26U2W0tGZe2fosLwDe6/vBfTGnXEqDlsrWz6r8Rlf1/oaJ1undK1DiqxYAW+/rT+vAQPgiy9khG4Kbdyo48fLl8HaWlG+7jmMb3Xi6IN9ZnuX2Vnb8UbRN3i75Ns0KtIILxcvC9ZaCMuTACiVJAASCURFQffuMGuWPg4IgPXrX8r6PkO2DGHYtmFYGaxMW1cE+AQwpckUSuYsme7XfyG//aY/LwBvb71nmOPLXRk5M4qM1OtLbtumjwsV0gttV6umj41GI4tOLGLS/kncCL1hmu0XL79rft577T0Gvz4YDyfZ+EtkPRIApZIEQMLM2rV6leMTJ/Qyuz/+qKffpGPXjlIKg8HA7fDb9F/fn/nH5gOQ0ykn4xuO54MyHyR/6wpLGTBAf1YAFSvq1rJXfMuM1Ni2DZo2hdD/LRtUqZLuXU3qvyClFMdvH2fRiUVM3DuRkOgQs/MFsxekfZn2fF7jc7LZZ0vn2guRMUgAlEoSAAmT0aNh8GD9c7Zseg5yw4bpesmFxxcy498ZtPZrzeDNg3nw6AEGDHSr2I1R9UY9e7PSjOb99/WUeIA33oDVq2VMUCJ69dLj6OP17Am//pr89xuNRhYcX8DPe3/m35v/EqfiTOcMGGhXuh0dynagTqE66b8sghAWJAFQKkkAJFBKD3ZevFgfOzvD9u16m4t0cj/yPj3X9GTh8YVm6eVyl2Nqk6lUzV813a6dbpSCevVgyxZ93KEDzJ5t2TplINevQ61acOGCPs6WTceINWu+eJlxxjhmHJrBlP1TOHr7qKnbFHQLYokcJXiv1Ht0r9QdayvrVN6BEBmLBECpJAFQFhcZqRdYOX5cHxcsCAcP6sVX0smG8xv48K8PuRF6w5TmYO3A8LrD6VOtT+b+1h4XB5Ur642rQHcnjh1r2TplAPv2QaNG8PChPg4I0Ks8p+Ui2tGx0aw6s4qNFzay5OQS7kXeM52zsbKhar6qfFnzS94s9mbaXVQIC5IAKJUkAMrCLl3Sgy/u/e9B0aCBHgNknT7flMOjwxm0aRCT9k8yS69fuD6/Nf2Nwu7pv4P8SxEVBX5+uqnDygp2786yq/gZjTB+PHz5pd7Hy8FBH/fokb7XjYmLYdGJRQwNHMr5B+fNzjnZOtGwcEO+r/M9pbzSYKNcISxEAqBUkgAoi7p5E8qVg9u39fFLaKl4b8l7LDqxyHSc3T47PzX+iQ5lO2T8Qc4pFRYGJUvCtWt6WvzmzXrhxCzkzBl46y04fVofv/uunjCXPfvLrce9iHsM2zqMhScWcjv8tindgIFGRRvxQekPaOHbAmc755dbMSFSSQKgVJIAKAs6dEg/ma5dAzs7mDEDPvggXS+5+cJmPvzrQ66G6O0j3iv1Hj81+unVXsvl4UPdqnbggA6Cli7Vg2CygN9+04Ob4+J0g+LkyXqtH0vHuSfvnGRo4FDWnltLWHSYKd3O2o682fLSpXwXBtQYgIONbHArMr6UPL8tPid18uTJFCpUCAcHBypWrMj27duTzHvz5k3atm1LiRIlsLKyom/fvonmW7p0KX5+ftjb2+Pn58fy5cvTqfbilfDNN+Dvr4MfX1+9hUM6BT+n7pxi3K5xfPTXR9SfW5+rIVfJly0fq95fxYJWC17t4Ad0U8fGjbqb8e5dPfBl8mRL1ypdxcXp6e3du+ufbW1hwQLo1s3ywQ+AX04//nznT0IHh3Km1xmGBAyhiHsRouOiufTwEl9v+RrnEc5U/K0iS08utXR1hUgzFg2AFi1aRN++ffnqq684dOgQNWvW5I033uDKlSuJ5o+KiiJnzpx89dVXlC1bNtE8u3fvpk2bNrRv354jR47Qvn173n33Xfbu3ZuetyIyo5gYqFEDhg/XA58bNNBjU4oUSfNLGZWRn/f8TLnfyvH5xs+ZeXgmBgz0qtyLkz1PZoxtLF6W+CAoflB5z57www8WrVJ6OXcO8uXTM7tArwl58SK8845l65WUYjmKMbT2UM72Psv/vfV/lMlVBgMGjBj5N+hfWi9ujdMIJ95d/C53I+5aurpCpIpFu8CqVq1KhQoVmDJliimtZMmStGjRglGjRj3zvbVr16ZcuXL89NNPZult2rQhJCSEtWvXmtIaN26Mu7s7CxYsSFa9pAssC7hzR09pv35dH1evrleiS4cdJq8EX+GDZR+w/crj1s0i7kWY3WI2/t7+aX69TOPOHd3iFr/F+dChMGSIRauUlmbMgI8/1q0+AG3bwty5mW8tyIjoCEbvGM2MwzPMZinaWtnyVom36FSuEw0KN8DeJv1XRRfieTJFF1h0dDQHDx6k4VOLyjVs2JBdu3a9cLm7d+9OUGajRo2eWWZUVBQhISFmL/EKO3hQT22PD366dIFdu9I8+FFKMffIXEr+WtIU/BgwMLDGQI73OJ61gx+AnDnh/Hnw+l+339Ch8NlnFq1SWlAKfvrpcfBja6vXgpw/P/MFPwBOdk4MqzuM6/2vc7rXaVqXbE1Rj6LEGGNYemopzRY0w2mkE5WmVZIuMpGpWOyf4927d4mLi8PLy3zMg5eXF0FBQS9cblBQUIrLHDVqFG5ubqZXgQIFXvj6IoObP19Pv46I0AMwJk6E6dPT5VJtl7Wlw4oORMRGALrVZ0+XPYxpMEYGlMbLnl0HQfH/5saPT/fB5+np/n1o1Qr69dPBj7+/nvnfpo2la5Y2iucozuJ3F3O291mOdD9C/2r9cbFzwaiMHLx5kNaLW+M8wpl3/nyHM3fPWLq6QjyTxb+PPD3VN34PpJdZ5uDBgwkODja9rl69mqrriwxq+XL9cDUa9UyvjRv1HgRpTCnFouOL+PvM34Bu9Rn8+mBO9DhBlXxZc+2bZ3J2hrNnoXhxfTx/vt6CJJNNUF26FPLk0b9mdnY6tt6+HfLnt3TN0kcZrzKMbzSeWwNu8VXNr8jrkheAiNgIlpxaQolJJcj3Yz5+P/S72Q72QmQUFguAPD09sba2TtAyc/v27QQtOCmRO3fuFJdpb2+Pq6ur2Uu8Yn777fHIUw8PvTt5vXppeomw6DACLwbSenFr3lv6HmHRYRT3KM7+rvsZWW+kjJF4Fnt7PfuuWTN9PHiw3nA2Lu7Z78sgevWC1q0hOlovbLhzp07LCLO80puTnRPD6w7n+oDrnOpxilYlW+Fo4wjAjdAbdF7Zmfw/5uezDZ9x4MYBC9dWiMcsFgDZ2dlRsWJFNm7caJa+ceNGatSo8cLlVq9ePUGZGzZsSFWZIhMLDYUPP3w8B/mDD/R090KF0vQyO6/spMgvRag7py7LTi3DxsqGIQFDONbjGBXzVkzTa72yrK1h5crHO8j/+qteODF+rFYGFB6ux9LHb2SaIwccPapn+WdFvjl9WfLuEiK+imBR60U0LtIYTydPboXfYvzu8VSeXhnXUa589NdH3Aq7ZenqiqxOWdDChQuVra2tmjFjhjp58qTq27evcnZ2VpcuXVJKKfXFF1+o9u3bm73n0KFD6tChQ6pixYqqbdu26tChQ+rEiROm8zt37lTW1tZq9OjR6tSpU2r06NHKxsZG7dmzJ9n1Cg4OVoAKDg5OmxsVlnH6tFJubkrpzhSlhg9XymhM00tExUapXqt7KYZiepWYWEIdunkoTa+T5SxapJSVlf57s7dXaudOS9cogSNHlHJ1ffzr5e+vVFSUpWuV8UTFRqnlp5arerPrmf07YSjKd6KvmvnvTBUXF2fpaopXREqe3xYNgJRSatKkScrHx0fZ2dmpChUqqK1bt5rOdezYUQUEBJjlBxK8fHx8zPIsXrxYlShRQtna2ipfX1+1dOnSFNVJAqBXwOrVStnYPH46jRyZ5pc4GnRUFfixgOk/c8NQg/pq81cqOjY6za+VJc2a9TgIsrJSavp0S9fIZMmSx1UDpQYPtnSNMod/b/yrGs1ppGyG2ZgFQg7DHVS3ld3UvYh7lq6iyORS8vyWrTASIesAZXJjx8IXX+hnk7U1LF4MLVumWfFKKb7Z8g2jdozCqIyAnuG1vM1ySnuVTrPrCGDvXqhdGx490sft28OcORat0qxZehXnmBg9dGnFCmjc2KJVynTijHH8svcXftn3C5ceXjKl21vb83bJt2lfpj0NijTAxirt1+USrzbZCyyVJADKpJTSY3z++EMfZ8um1/cplXa7WyulmHl4Jh///TGxxljTDK/v6nwn/1mnl5s39aCaG/9bhK9kSdizB17yv83ISB1X//KLPm7SBP7v/yB37pdajVfOxQcXGbx5MKfunOLo7aOmdBsrG2oXrM3oeqNlHJ1INgmAUkkCoExIKXjjDVi/Xh/7+OgNTt3d06h4xYUHF+i9tjdrz+lVxgtnL8yq91fhl8svTa4hniEuTv/9xk9wKFMG/vpLL2j5Epw7p5ePevBAHw8dqreQy4wLG2ZUSin+vfkv0w9OZ/qh6abWVQAvZy8+LPch3wZ8i6OtowVrKTI6CYBSSQKgTCYyUs/0WrRIH9etqwOhNFrZ+VbYLZr80YSjt44SY4zB3tqe7+t8T//q/bG2sk6Ta4hkGjZMd3GGh+tFFGfOhBYt0vWSf/2lp7jH/m8pmylT9KRCkX7uhN/hq81fsejkIkKiHq/Mb2WwIsAngFktZuHt5m3BGoqMSgKgVJIAKBM5dkxvZbFvnw54Jk3SAzTSyOwjs+m2qhvRcdEAvJbzNf5850/8ckqrj8VcuqSXVt63Tx9XrAhbtuguzzT29dcwYoT+2cZGb2nRqlWaX0Y8w9qzaxkSOIQDNw6g0I8rAwbeLPYm3Sp0o1HRRrLGljCRACiVJADKJP7v//SGS0ajXtxw6VI9YDYNhESF0GJhC7Zc2mJK61G5Bz81+glba9s0uYZIhehoGDBArxUE4Oioo5O33kqT4o1GaNoU4vdUzp5dDzsqUSJNihcvICw6jG+2fMPuq7vZe32vKd3aYM3r3q/zQ4MfqJyvsgVrKDICCYBSSQKgTKB378cPPwcHPd7H1zdNil51ehXvL32f8JhwAHI65eTvtn/LNhYZ0VdfwahRj7fNaNVKd4Vav3jXZEyMXtzwxAl9/NprejKas3Ma1FekibP3zjLt4DR+3f8rj2IfmdJzu+Sme8XuDH59MHY2dhasobAUCYBSSQKgDCw2FurXh61b9bGXlw5+8uRJk+L/+u8vWv3Zijilt2D4oPQH/N9b/ydN7BnZ4cPQoAHcvauP3d1h2bIXag0MDtY7psSPtW7dGv78M2tsaZEZhTwK4at/vmLu0bkERwWb0q0N1tQuWJtpTadR2KOwBWsoXraUPL9lDoPIPB48gKJFHwc/FSvClStpEvyERIXQ+a/OtFjUgjgVh5u9G/90+Ie5b8+V4CejK1cOgoIe7/X24AHUqaPnrMfEJLuYCxegRg0d/Dg56R7WxYsl+MnIXB1cmfjmRB5+8ZDVbVdTIXcFDBiIU3FsvriZYhOL8fait1l/br3ZrDIhQFqAEiUtQBnQrVtQrJje2wv0gnizZ6f66RRnjKPbqm6sOL2C+5H3MWCgX7V+DK87XKbbZkabN+tmm4cP9XHp0jqSqfLs7svffoOePfVs+7x5YdUqqFAh/asr0t79iPt8+c+X/HPxH87eP2tKt7e2J8AngPENx1PKK+3WBhMZi3SBpZIEQBnMmTN6ROrZszrgGTsWPvss1cUeDTpKo/mNCAoLAsDbzZt5LedR06dmqssWFhQbq1eLHjgQ7t3TvzMVK+qoJpFVC/v0eby4YfbsemJh/vwvt8oifRy/fZxpB6cx498ZRMRGmNLzu+bn0yqf0q96P1nA9BUjAVAqSQCUgaxfD++/r7s1ChSAefOgVq1UFamUYuDGgYzfPd40rbZuwbqseG8F2ezTfiq1sJA7d6B/f/07A3pg9KefwrhxYGWFUtCsGaxerU97ecGRI/pP8Wq5G3GXLzZ9waITiwiLDjOl21rZ0qRYEyY0mkBB94KWq6BIMxIApZIEQBmAUvD223qjJYCqVfWKdKl8Ol14cIH6c+pz8eFFQDeLz3hrBu3KtEtlhUWG9d13MHz445UMs2cnZvI0qv7wDocO6aSyZWH/frCVFQ5eeX+e+JNhW4dx4s4JU5q9tT0flPmAHpV7UCGP9H1mZhIApZIEQBYWEaH3fjp1Sh9XrqwHPjumbkzOlotbaDC3gWmGV5W8VVj3wTrcHdNmuwyRgd29q8cGbd1KCC6U5jhX8AH0nl6rVslg56wmKCyIAesHsPbcWh48emBKL+BagMZFGzO2wViyO2S3XAXFC5FZYCLzunhRD8CID36aNNGLsKQi+ImOi+brf742BT82Vjb8+uav7O26V4KfrMLTEwIDCV2/i+Z2a/8X/Cg+MUzh7wrfYggPe24R4tWS2yU381vN597Ae+z4cAdtS7fFxmDD1ZCrTP93Oh5jPKgyvQqBlwItXVWRTqQFKBHSAmQhmzbpgCdabzvBl18+3ofgBU0/OJ3xu8dz+t5pANq81oYJjSaQJ1varBskMo9bt+DNN+Hff8HJNpohNiMYGDlMn8yZEzp3hs8/16uKiyzp7L2z9FrTi80XN5taikEvhvpJpU/4quZXssBiBiddYKkkAZAFTJumd5hUSg9WnTcP3nvvhYsLiwqj8fzG7Ly6E4AcjjmY2nQqrf1ap1WNRSayfj20a6cnheXMqQc+V66kYPlyPVvs/Hmd0cpKd5X99pueEiaypOjYaL7f9j1TD07lbsRdU7q7gzsD/QfSuXxncjrntGANRVIkAEolCYBesj//hA4dICpKr0C3Y4fei+AF/fXfX7y/9H0iYyMB8HHzIbBjoMzyyKIWLoS2bXVsnSsX7Nyp19M0iYmBCRN0i2Pc/771W1npfcWmTdMRk8iyNl/YzBebvuDgzYOmWaN21nbUKViHlr4t6VqhK1ZWMpoko5AAKJUkAHpJjEbdxfXtt/q4Th0dDHl6vlBxMXExvLP4Hf46/Regd4zuU60PPzb8EYOMcM2Spk6FTz7RPzs6woED4OeXROaQEOjaVW+qGx8IGQz693LqVL0Qp8iyQqNCWXpqKZP3T2b/jf2mdAcbB1qXbM24huPwcpE1FCxNAqBUkgDoJbh1S7fy3Lypj/v31wscvuAmlsdvH6fmzJo8fPQQAE8nT9a3W0+FvDKlNasaM0bvhgHg6qoXOPT2TsYbQ0KgVy9YsODx1HlbW+jUCfr2fUYEJbKK3Vd303FFR7OVpgHK5S7H2PpjaVCkgYVqJiQASiUJgNLZ/v0QEACRuouKn37Sy/G+oGWnltFtVTfuRd4DoG2ptsxuMRsba1nhNasaPBhGj9Y/58ihJxWmuCcrMlKvOL5wIdy//zi9VCn44AM9YFq6PrK08/fP0399f9aeW0uM8fG+cwWzF2TSm5NoXLQxVgb5HXmZJABKJQmA0tHcufqbtNGouxcmTXrcR5FCp+6cYsT2Ecw/Nh+Akp4l+bnxz/LtK4v78UcYMED/nDcv/PcfZEvNAt9K6YFDEyboQdPx/2Xa2elpZePHQ2HZcTwrizXGMmbHGH7e+zN3Iu6Y0ou4F6FL+S68X/p9fLL7WLCGWYcEQKkkAVA6+ewz/bAAsLeHDRteeFuLr//5mpHbR6JQWBmsGOQ/iCEBQ2Tn9ixu+nT4+GMdoxQpAidO6F+1NHPggJ4uf/SoeXrhwrp7rEePF+7GFa+GzRc2s/L0SuYcnWPqkgfw8/RjeN3htCzZ0nKVywIkAEolCYDSmNEIb7yhAx7Qg5wPHkzmgAxz10OuU3d2Xc7cPwPoJezXtVtH7UK1066+IlOaMEEPJQO9osKvv6ZjLHLtmu4CW7ECHj16nO7hoSvRoYPeu05kWeHR4cw/Np/PNnxGaHSoKT27Q3a6VujKsDrDcLBxsGANX00SAKWSBEBpKCZGb0A5dao+LlNGr+zskPJ/+L/u/ZV+G/oRa9QDUyvmqcjG9htlNWdBixZ6qzjQy/qMHv2StrZQCmbM0AP4z5oPiKVsWf0aOhQKFXoJlREZkdFo5Jd9v/DDrh+4EXrDlG5tsKZhkYbMaTkHT6cXm/kqEpIAKJUkAEojDx/CO+/oFZ4BunXTgVAKn0zBj4JpOLch+27sA/R/HOMajqNvtb5pW1+RKT0Z/Lz5Jvz9t4X29bp7F9asgd9/h23bHo8VAr2Jb8uW8NVXeqsXkSXtubqHARsGsPvabtOaQvbW9rxX6j16V+lNxbwVLVzDzE8CoFSSACgNrFqll94NDQVnZ/jjD72wXAqduXeGdxe/y5FbRwAo6lGUzR024+2W8u4z8epp3hxWrtQ/16yp98zNEEs+Xbum++E2bdILfD4pVy4dqY0cCXlkS5as6OGjhwzcOJAdV3Zw6u4pU3o2u2x0KNuB0fVH42LnYsEaZl4SAKWSBECpNGqUXlUXwMUFtm+HcuVSVEScMY6pB6by+cbPiYyNxMnWiT5V+zCi7ghZ1FAAGTj4eZJS+svA+PGwZ8/jfe5AV7ZqVX0jVatC7doZ8AZEelJKse/6Pibum8iCYwswYgTAymDF6wVe56fGP1E+z4uvip8VSQCUShIAvSCl9P5df/6pj11d9XgfX98UFbPl4haaL2xuGjhYv3B9ZjafSX5X6ToQWqYIfp5mNOpg6Jdf4OJF/XqSjQ2ULAlvvw09e8oWHFnMsVvH6LOuD1svb8WojKZ0bzdvBvsPplvFbrLlRjJIAJRKEgC9gEeP9LfY+OnBhQvrbbfd3JJdRJwxjk4rOjHv2DxAb2Xxc+Of6VmlpywmJkyGD4dvvtE/16oFgYGZIPhJzPXrOiCaORP27Ut4Pnt2qFxZz+tv0UKm12cR4dHhfPXPV8w8PJOQqBBTelmvsvSt1pf3Sr0ns8eeQQKgVJIAKIWuXoUKFfQgUICGDfVg0BT8h30k6AgN5zXkdvhtANzs3Vj5/kpq+bzYOkHi1fTk3l716sHGjZk0+HnazZt63v6KFXD69OO9yOK5ucHrr+t/Z8WK6ckFLzCTUmQuC48vZMiWIVx4eME0+zWHYw7K5y7PmAZjqJBHtvp5mgRAqSQBUApcv64DnpMn9fGAATBuXLLfrpTisw2fMWHPBNOsiKbFm7Ls3WXYWtumR41FJvXbbzr4UUpvdTFixCsS/DxNKb1m1u+/6/FzoaEQFpYwn4eHHlvXqJGecJAv30uvqng57kXcY8ahGUzaP4krwVdM6d5u3nxT6xs6l+8sYyP/RwKgVJIAKJkOHNAzu27e1M31P/+sF4BLprDoMD5Y+gF/ndFzmB1tHJn/9nxZKVUk8OTeXr1761+1LPP/fVwcHD6sp9ZPm6b39kiMgwM0awYNGkC1anrTVuk2e6XEGmMZvWM0P+z6wax7zNnWmfZl2jO2wViy2adm35fMTwKgVJIAKBk++UR/Q42Ohtde04uvFCyY7Lfvvrqb9svbc/7BeQCq56/O+g/WZ/l/vCKhJ3d1L15cb2yapceCxsToPckWL9Zjh65fT9hlBnpQtYOD/ndZqZLuM2zSBNxl4dBXwYJjC/g28FvO3T9nSrMyWPFJpU8Y5D+IAm5ZcyVyCYBSSQKgZ4iNhbp1ddM86F3dV67UM76S4V7EPd6c/yb7b+xHocjvmp+Zb82kfpH66VhpkVn99pteTgd0D8+5czL0JVGHDunxQzExerr9vn0QHp54Xjs7yJ1bf7AVK+ovMHnzZqEmtVfLyTsn6bO2D/9c+sc0e8zaYE3Lki3pUKYDTYs3zVLdYxIApZIEQEm4d0+PObh2TR9XraoDIdvkjdWZc2QOXVd1JTpOr4XSvkx7fnnjF7I7ZE+f+opMbeFCeP99/XOOHHrWeKp2dc9K4uL0CPG//9YB0YULemX2pP67j28typNHD7IuV04Pug4IACenl1lz8YIioiOYdWQWS04uYculLaZ0F1sXOpXrxKh6o3Cxf/UXV5QAKJUkAErE4cP6P8T4b5Uffqi7wJIhIjqCpguamv5RWhms+LbWtwypPSSdKisyu7VrdW+NUrpx8dw5WRYn1ZTSS1OsXq37EY1G/e/63Dn9c1IcHfVA66JF9fIWcXG61ahKFb3Ku8hwjt06xqBNg1h7bq0pzcpgRW2f2vz8xs+UylXKgrVLXxIApZIEQE9ZtEjPMomL083kEyZAnz7Jeuu6c+to/WdrwmN04JQ/W37+6fgPxXIUS88ai0zs2jW9dmZ4uG58+O8/2Vg9XT16pCPOrVvhyBHdWnTnDkRGPv+91tZ6tXdPT/2XVLo0tGql9zvLl0/6Ky3s6K2j9F3XN8HiioXdCzOm/hhalWz1ynWPSQCUShIAPWH9ej2zJCZGd3WtWQP1nz9eJ356+497fjSlfVLxEyY1mfTK/YMTaefhQ72y8/Hjuttrx44ULyQu0orRCAcPwrFjOhq9cEG3Fm3cmHB/s6RYW+sxR66uetp+njzg7Q1FikCpUlC9ug6eZLZaugqNCuWLTV8w+8hs05dRgDJeZfi0yqe0Ld0WR1tHC9Yw7UgAlEoSAP3PpEm6pScuTn+727oVChV67ttuh9+m26pu/HVaT293d3Bn3QfrqJKvSnrXWGRiERF6j9CtW/Vzcvdu8PGxdK1EouLidJS6d69e/f30ab0gamysnqJ37VryWpBAtyp7eupfgPhgyd1dp+XJo19Fiugxhx4e+pyzswzafgFKKWYcmsG0g9M4cecEETERADjYOFDTuyY/N/6ZkjlLWriWqWA0EnL3Lm5eXhIAvagsHwCFh+s+/5079XHHjno6jr39M9+mlOLbLd8y9cBU7kbexc7ajoE1BjIkYAg21jYvoeIis4qL02NvL1584f1zRUailJ40sXmzHm907pwOkIKC4P79xws7RkUlPTD7eays9OBtOzvd1ebsrEfJ58+vp/y7uOjXhQv6nLu7blbMkUMHV7ly6fXLsuiaCg8iH/D7od/5ac9PXAu9Zkov5lGMYbWH0aZUm8Rb65XSPQJRUfoVHa3/fPRIB73h4frPiAj9cnR8nP/OHd3MGxur3xcT8/jn2FjdyxATo48fPdJ/xpf/5HXCw3U94tNCQ/X7gRDADTJHADR58mR++OEHbt68yWuvvcZPP/1EzZo1k8y/detW+vfvz4kTJ8ibNy8DBw6ke/w8WWDWrFl8+OGHCd4XGRmJQzL7o7N0AHT+vF4z5OFDfTx6NAwc+NxvW2fvnaXenHpcDbkK6KbVuS3nUsarTDpXWLwKatTQLT6g9wrt3duy9REvSWysDpRu3IB16+DKFf3z7ds6PSREP+xsbXWgc/++fkCmJTc3HSg5OupFXZXSgZWNje6as7XVP2fPrrvs7O11wPXvvzpyt7V9/Ip/T7ZsepB4/PHRo/phbW2t0+KDLisrfV+lS+tjpXTLWmio/jl+cHr8nzY2en84o1F/docOPf5M4oOJ+J+V0gtixsbq17//6u2KYmN1vf+XP9gqms+rBjOvRDSR1o/HCblGQbd/rRi6FZxjDPqamaC9JNMEQIsWLaJ9+/ZMnjwZf39/fvvtN/7v//6PkydP4u3tnSD/xYsXKVWqFF27duXjjz9m586d9OjRgwULFtCqVStAB0B9+vTh9OnTZu/NnTt3suuVZQOgDRugadPH/8F8+y18991z3zZ823CGBA4xDbKrV6geq9uuxt7m2S1GQgC8954eZw8pmlwosiKldEB07JhuUbpxA27dehww3b+vg4T8+XUrU1iYjqzjg4NM8hC3BKMBplaEUTXh2hN7WDtHQc/90GM/+AQn8kaD4dmfaYUKOiC0t3/cEpjYe41G6NtXT/e0t4e//tI7HSfGxUWviv7aazqAPH5c/11bWxMSHY1bly4ZPwCqWrUqFSpUYMqUKaa0kiVL0qJFC0aNGpUg/6BBg1i5ciWnTp0ypXXv3p0jR46w+39fH2fNmkXfvn15GN+C8QKyZAA0fjx8/rn+ZbS21k+k/wWVSbkdfps6s+tw8o7eB8zO2o7fmv5Gp3KdXkKFxavgyS0u6tSBf/6xbH1EFhEdrbtjQkL0/3ehobprZc8enRYWprtxIiN1+qNH+qHs5/e4G2bbNh2MxcU9bmVRSh87OOhB3vGtLceO6e4gpR4/8ON/trPTD/L4VvazZ3XeePHpBoMO7sqUedySdOaM6cGf4GVrq/9RxbdmnToFwcH65/gWtfiXg4Oe3OLoCPb27P5vEwPClrKPa8T9b49GKwzUcn6NHvma07pBXwzOzvq9Dx7oz+PJlrAnW8NedKxWaKj+u4iI0C1z167pVc+LFtWDBZMYkpGS57fFBmZER0dz8OBBvohf4/5/GjZsyK5duxJ9z+7du2nYsKFZWqNGjZgxYwYxMTHY/m9BvrCwMHx8fIiLi6NcuXJ8//33lC9fPsm6REVFEfXErIaQkJAk876SOnaEOXP0zy4usGvX4ybZJMw8NJOP//6YGKNuLSrrVZZN7Tfh6eyZ3rUVr4jff38c/JQoAZs2WbY+Iguxs9PT9J/eQNbf3zL1yWCqN2nCLiYQGRPJpgub+GXfL2y6sInA8OMEnjmO2+Vf+bjix3wb8C3Onun0f362bI9XPi2WPsumWGz01927d4mLi8PLy8ss3cvLi6CgoETfExQUlGj+2NhY7t69C4Cvry+zZs1i5cqVLFiwAAcHB/z9/Tl79mySdRk1ahRubm6mV4GssuiI0Qiffvo4+PH2hsuXnxn8xBpjGb5tOF1XdSXGGIO1wZox9cdwuPthCX5Esp08CV276p9z5tRDGbLoWFQhMixHW0ealWjGxvYb2d15N3mz5QUgOCqYsbvG4jbajTfnv8npu6efU1LGZPH/cp4eZa6UeuY6MYnlfzK9WrVqfPDBB5QtW5aaNWvy559/Urx4cSZOnJhkmYMHDyY4ONj0uvpkH+WrKiIC2rSB+M+ldm09W8LDI8m3HLh+gJoza/LNlm+IU3FUz1+dc5+eY6D/wJdTZ/FKePhQ964ajXqhw0OHdMu7ECLjqpa/Gtf7X2fbh9uomq8qBgzEqTjWnluL7yRfKk2rxJaLW8hME8stFgB5enpibW2doLXn9u3bCVp54uXOnTvR/DY2NuTIkSPR91hZWVG5cuVntgDZ29vj6upq9nql7dmjZ3otWaL7amfNgi1bklyMLCYuhrcWvEXl/6vMnmt7cLN3Y27Luez8aCcFsxd8qVUXmVtsrI67//tPj1M9cyZhL4QQIuOq6V2TPV32cHPATTqU6YC9tR6Lc/DmQerOqUuZqWWYsn8K4dFJbMabgVgsALKzs6NixYps3LjRLH3jxo3UqFEj0fdUr149Qf4NGzZQqVIl0/ifpymlOHz4MHny5Embimd2M2fqfu5Tp/S0zs2b9RigJOy4soNcP+Ri1ZlVAPi4+XDsk2N8UOYDWdFZpNibb+rJhk5OsHKlBD9CZFZeLl7Mbjmb0MGh/NL4Fz6p+AnOts4cv32cHmt64Dbajabzm3Lm3hlLVzVpyoIWLlyobG1t1YwZM9TJkydV3759lbOzs7p06ZJSSqkvvvhCtW/f3pT/woULysnJSfXr10+dPHlSzZgxQ9na2qolS5aY8gwdOlStW7dOnT9/Xh06dEh9+OGHysbGRu3duzfZ9QoODlaACg4OTrubzQj69Imfd6CUg4NSO3YkmdVoNKqP/vpIMRTT64OlH6jYuNiXV1/xSunR4/Gv3//9n6VrI4RIaw8jH6rxu8Yrm+9szJ4dvhN91ZITS5TRaEz3OqTk+W3RAEgppSZNmqR8fHyUnZ2dqlChgtq6davpXMeOHVVAQIBZ/sDAQFW+fHllZ2enChYsqKZMmWJ2vm/fvsrb21vZ2dmpnDlzqoYNG6pdu3alqE6vXAAUG6tU3bqPnz65cil17VqS2U/cPqHyjMtj+uXNNjKb2nR+00ussHjVTJ/++NevUiWlXsL/g0IIC7kRckO1W9pO2X1vZxYIZR+VXX256UsVFhWWbtdOyfPb4itBZ0Sv1DpAwcF6T4FLl/Rx+fJ6DJCdXaLZ159bz7tL3iUkSi8F0KhII/567y9Z1FC8sN274fXX9aDnXLn0REPZJFyIV190XDS/7P2FcbvGcSv8lik9u0N2OpfvzMcVP6ZYjrSd4i6boabSKxMA3bunA574WW3t2sG8eYlmDY8OZ+DGgUw+MBkAN3s3pjadynul3ntZtRWvoDt39IamkZGPF4LNn9/StRJCvGybL2xm0KZB3A6/bdoyCaBQ9kJ8Vv0zOpXvhJOtU6qvIwFQKr0SAdB//+ltLc6f17O7Ro3SKz0n4pe9vzB482DTzsCfVvmUUfVHpckvo8i64uKgeHG9uoLBoMfb16lj6VoJISzJqIysO7eOSfsnsebsGlO6rZUtb5V4i8GvD6ZCngovPMlGAqBUyvQB0KRJ8OWXehnxggVh1Sq9LPtTHj56SIO5DThw4wAArvauLH13KfUL13/JFRavos8/h3Hj9M8jRuhfSSGEiDdx30RGbx/NjbAbZukFXAvQvWJ32pdtTwG3lC1MLAFQKmXaAEgpeOcdWLpUH9eoAcuX64EXT1l4fCGdVnQiKk5vAVI8R3H+6fAP+VxlXrJIvcWL4d139c+9ej1eb1MIIZ6klGL7le18F/gdgZcDTZtqAxgwUMunFm1Lt6W1X2s8HJNeqDeeBECplCkDoEePoHJlvSsu6L1TjhxJsMRuVGwUby18iw3nNwD6F+zLml8yvO7wl11j8Yo6ehSqV9eLjX/+OYwda+kaCSEyg1tht5i4byKT90/GzcGNSw8vmc5ZG6xpVKQR75d+nzeLvZlkMCQBUCplugDo0iW9svO9e/r4zTd1t9dTmytdfngZ/9/9uR56HYA8LnnY1H4Tfrn8XnKFxavq/n0oVEj3vtarB+vW6U2hhRAiuWKNscTExXA34i4Ljy9k0v5JXA6+bDpvhRW1CtbireJv8VaJtyjiUcR0TgKgVMpUAdCWLdC4MURH6+MvvtADnp+glGL2kdl8uvZTQqNDMWDgo/IfMb3ZdFnNWaSZuDi94kJ8I+T69dCwoUWrJIR4Bcw/Op/PNn5GUFjiG6X75fTjreJvUb9wfUq5lSK3Z24JgF5UpgmA/vkHGjTQC6xYWcHcudC2rVmWw0GH6bSiE0duHQGgRoEazGg2A9+cvpaosXiFde4Mv/+uf/74Y5g61bL1EUK8OuKMcfx95m8Gbhpo2l7Dxc6F8OhwFI/DGNsYW2JGxCTr+W3x3eDFC/rjD93VFb+l9v79ZsGPUooB6wdQ4bcKHLl1BGuDNaPqjWJbp20S/Ig0N3v24+CnTBk9EVEIIdKKtZU1zX2bc+yTY/zY8Efc7N0IiwijqmtV/nj7D9qVbkfebHmJWROT7DKldz6ziY2FgQNhwgR9/NZb+umTPbspy6WHl6g7uy4XH14EwNHGkT9a/UEL3xYvv77ilXf8uG79AciWTa/3Y21t2ToJIV4dW7du5cSJE5w8eZJz585x9epVuAE8hJPuJ9l6eiuP7j7C55YPN4/dNGsRehbpAktEhu0Cu3NHr+x8XQ9i5vPP9XifJ542P+z8gcGbBxOn4gDwL+DP+g/W42znbIkai1dccDD4+kJQkF7scNs2ve2FEEI8T1RUFJcuXeLff//l6NGjnD17lsuXLxMZGUmVKlW4ceMGN27c4OTJk8TFxaWo7OQ8v6UFKLP491+oWVPPLQbo29dsfvGj2EcEzApg3/V9gF5Vc9Kbk+hasasFKiuyAqMROnV6HPwMHizBjxDisaioKC5evMiBAwc4d+4chQsX5tKlS1y+fJnly5fz4MGDJN974sSJBGlWVlZky5YNd3d3cuXKRb58+cibNy85c+bE09OTR3aP2HB5AxtGbEhW/SQAygz++APat9dPHINBryrXs6fp9KGbh2i/vD0n7uhfmNdyvsY/Hf4hl0vCBRCFSCtjxsCKFXpf3T/+gBYtLF0jIcTLFBsbi9Fo5Nq1a1y6dInff/+do0ePEhQURHBwMNHxs5OTwcHBAVdXV3LmzEn+/Pl5/fXXyZ8/P3nz5iVPnjzkzZsXDw+P585c7hrSFbcRbsm6pgRAGd0XX+gnDegnzbp1pg2VImIiGLxpMFMOTCHGGEMu51x8U/MbelXtZcEKi6xg40b46iv986+/QqtWlq2PECJ9nDlzht27d3PkyBHOnDnD/7d353FV1vkCxz8s57CD7LsHQWURQgF1SEtLc8kpa5rUW3mbmWpqshmXZkrvZOtoNXVnml6jVuZtedWYN9uLSq3RUvGWBomCoiKgLLIoOxw4nN/945GTKCgohwOe7/v14pXn4cfz+j7fDr/z5Xl+S1FRESdOnKC2tpa2tjZ6OorG3d2dcePGERMTg8FgwMvLi+joaJKTkwkPD8fZBguGSQE0UCml3fV5+23ttb8/7Nmjba0NfH74c27931tpbGsE4Oa4m3n55y8T6BFoq4iFnSgqgl/+UnuL/vzncI88ZRViUGprayM/P5/vvvuOvXv3cvDgQY4fP058fDzFxcUUFhZSXt712jtncnV1xWAw4OLigqurK9HR0SQkJJCSkkJycjJhYWE4Og68SedSAA1Era3aI66O4icxUZvm7upKu7mdeRvnsTFvI6BtZbFs4jL+cu1fZFFDYXXNzdrEw7o67XVwsG3jEUJ0r62tjQMHDvDdd98RFBREUVERRUVFfPLJJxw9erTbR1Q5OTmdXjs4OODu7o6/vz9hYWFER0czatQoxowZw5gxYwgODh6Unz9SAA00xcXayNJ//1sb77NihfYYzMGB70q+Y+bbMznZfBIAPzc/vrjjC8aGjbVtzMIuKAX336/t9QUQHQ3/+IdtYxLCnimlqKmpoaioiI8//pidO3dSXFxMRUUFdXV1tLX1bE0cR0fHTgXOzJkzSUhIICoqCoPBgL+//6AscC5ECqCBJCMDZs/W1vrx9IT167VnDMCCzxawZvcay/oGtybcyvpb1uPkKAuuiP7xyivw+uvav52dYeNG8JDVFYSwmra2NnJycvj+++/JyckhPz+fY8eOUVlZSV1dHa6urtTX11/wPI6OjsTGxhIXF4fBYMDNzQ0fHx9SU1NJSUnBz+/Cu6xfjqQAGij++ld4+GHt387O2h2gtDRONZ9iQcYC1u9bD4CHzoONczYyY/gMGwYr7M3//R88cMbY+mef1ZakEkJcvLa2NrKzs9m9ezc5OTkcOnSIoUOHUl5eTmFhIfn5+ZhMpvP+PEBgYCDe3t6YzWYiIiKIjo4mMTGR1NRUxowZw5AzFsoVP5ECaCC4/XZtHjFoS+nu2gUJCWTkZ/DbT39LSX0JjjhyXcx1fDj3Q1x1rraNV9iVigr4xS+0G5OgbT+3aJFNQxJiUGhrayMrK4vm5mZKSkooLCxky5YtZGdn09DQ0ONHVE5OTnh6euLv709ERATDhw9n1KhRTJ48mdjYWDzkVuxFkQLIloxGSE+HrCztdVQUZGVxwtnINasSyKvKA2Ck/0jevOlNxkeMt12swi6ZTDB3LpSWao+7nJ21Pb8G4IQOIfqdyWSipKSE7du3s23bNg4fPszx48eprKykoaHhvHdvzuTs7IynpycBAQFMmTKF1NRUoqKiCA0NJTo6Gnd3dytfiX2SAshW6upgxAjtz2uAKVNg0yZe/mEtv//897SZtb8Mbom7hTd/8SbuOvkFEP3vj3+ErVu1IWm7doGrK0RE2DoqIfpHQ0MDu3fv5ocffmDfvn0UFBRw/PhxqqqqcHd3p6KiokdbNAQFBREfH4/BYMDDwwOTyURiYiJpaWmkpKTg6ip39W1BCiBbKC7W5hJ3FD+LF9Pw9JNMe20imcczAXBycOKZqc/wxyv/aMNAhT17+eWfZnm9/jqMGmXTcIToc6dOnWLXrl1kZWWRl5fHkCFDqK6upqioiP3791NbW9vtz3Z8T6fTERAQgNFoJCAggMjISIYPH05SUhJpaWmMGTMGvV7fX5ckekEKoP62a5e2Z8CJExAUBGvW8EG8A7c/H0SzqRmAaN9ovv7PrzEMMdg2VmG3vvrqp91WkpO1G5RCDDYdm2mWl5dTVFTEt99+y44dOzh16hTNzc2YzeYenUen03XapmHkyJFcd911jBs3jpCQkAG5yJ+4MCmA+tPvfw+rVmkLqiQlYf74I/5R9iEP/u+DKBQOOPBg+oM8N+05W0cq7NjBg9pKz+3t2lJUP/6oTUq8+WZbRybETzrWwPn+++/56quvOHjwoGWbhpqaGlpaWnq8TYOLiws+Pj6kp6czceJEDAYDQUFB+Pn5kZCQgJOTLDdyOZICqD+0t2t/Qm/bpr2Oi6P483f41Za7+HfhvwEI9ghm0/xNXBF8hQ0DFfaurAyuvx5qasDNTVv5+T/+Q4of0f/a29vJzc3ttAZOxyJ/Hh4eVFVV9WgNHHd3d2JjYzEYDPj6+nLy5EliY2NJTk5m/PjxDBs2TO7g2CkpgKzt1CkYPVob9wOYx6Zy97JRrH89lRZTC+46d/572n9zb+q9l+VKm2LwOHkSpk2DggLw8YHaWggJ0TY7FaKvGY1GsrOz2bNnDzk5Obi7u9PY2EhRURH79u3j+PHjPTqPr68vra2t+Pr6EhoaSlRUFPHx8YwePZrx48cTFhZm5SsRg5UUQNa0dy9MmAANDQDsu+sGrov7nvK9ewBIDk7m3VvfZYT/CFtGKQSNjdqi4/v2gZ+fVrcDrF2rvRait06ePElhYSGVlZUUFxdbHlVVV1fT0NDQo9lToK2Bc+Y2DcOGDWPy5MlMnDiRoUOHyhRxcdGkALKWDz/sNJBi2YpreLb1U1Sj9kx65vCZfDD3A1ycXWwbp7B7zc3aQoeZmTBkiDbl/eRJ+M1vLDuxCNGJ2WymoqKCnJwcNm3axKFDhyguLraMv2lubu7x+JuONXCSkpKYPHmyZf0bd3d30tLSZJE/YTVSAFlDRgbccQe0t3Pc14lrHg7mcMvXALg6ufLmzW9y66hbbRykENpjrhtvhG++0RY6fPFF+NOfICwM/vY3W0cnbKVjcHF2djZ5eXkUFBRQWlpKVVUVer2empoajEbjBc+j1+uJjY1l6NChBAcHU1paapkinpKSQnJyMjqdrh+uSIhzSQHUl5TSPkGWLAGzma+nxzL9yiOYWkoBGB8+ni/v+BIfVx8bByqEtgzVjBnaQuQ+PvDppzBxonbXp2MckLj8mM1mDhw4YBl7c+jQIfR6Pe3t7RQXF3PkyBFOnjx5wfM4OjoSHBxMfX09vr6+hISEYDAYiIuLIykpibFjxxIVFSVjG8WAJQVQX2lqgrQ0yMvD6ATLlyTxvPc+lFI4Ozrz9+l/54FxD1z4PEL0g8OHYdYsyM/XlqP68kttrD6Ary+kpto0PHEJampq2LNnD9XV1bS0tFBcXMy+ffvYvHkz9fX1Pd5/CrQ7OF5eXgQGBhIeHk5MTAzp6elMnjyZ8PBwuXsjBjUpgPpCYSGkpMCpU7wzCh75pS9HHHIA+FXyr1gxZQVhXjITQQwM770Hv/411NeDwQCbN2vrc+bmalPe5Q/2gctkMlFaWsqxY8fIy8vjo48+4tixY1RUVFBbW9ursTeOjo64ubnh6+tLUlISM2bMwGAwEBERgY+PD9HR0TI9XFzWpAC6VFu2wKxZGE2t3DAfNkcDDqcIcAvg1RtfZXbcbFtHKAQAra3w8MPwwgva64kTYcMG7d8PPKBtT+fqqg2IFv2v4xHU119/TW5uLkeOHLEUNx0Di3s6cwpgyJAhpKamWoqa0tJSEhISGD16NGlpaXh5eVnxaoQY+KQAuhT/+AcsXsxXUYqb5kHD6QldYV5hbL1zq0xvFwPGzp3wu99pKzOANtB5xQrQ6eDWW7XiZ9w4mC31ulWYTCb2799PVlYWubm5HD58mGPHjnHixAl0Oh3t7e2UlJT0aPdwnU5HeHg4ERERHDt2jJCQEIYOHcrIkSNJTEwkNTWVmJgYuXsjxAVIAXSxfvMbzK+9xvxfwL+SgNOPDe5JuYeXZr0knY8YEKqqtLs+//M/2ms/P3jtNW3mF8Ann8DGjeDkBK+8ov1X9E5TUxN79+5l7969HDhwgIKCAsvjpZKSEgoLCykqKurRuRwcHHB0dMTd3Z0hQ4YQFBRk2VwzISGBsWPHkpCQIP2LEH1ACqDeMpvhv/6L/I9eY+KfoPL0EhVDXIeQcVsG6ZHpto1PCLQZXn//u7b1XMduAXfdBc88AwEB2uuGhp82PH3wQW3TU/ETs9nMkSNH2Lt3L3l5eTQ1NXUqar755huMRmOPN9QEbVE/Nze3TsVNcnIyM2bMIDIykpCQEJydpVsWoj/Ib1pvNDbCHXfwbv6H3Hs3nDq9AOns2NlsnLMRZ0dJp7Ctffvg5Zfh1VehpUU7Nnq0VghdeWXntsuXw7FjMGwYPPZYv4dqU6WlpeTk5FBdXY1Op7MUNe+//z61tbU0NTX16HHUmTpWLB4yZAgxMTHMmjXL8qjK1dWVxMRE3NzcrHRFQojekk/snvr+e47OuY5lqbVsmKMdGhU4ipVTVnJj7I22jU3YtbIybWbX66/Dnj0/HR87Fv78Z7jhBjj7iUlJyU97fK1ZA5fDbgJGo5EDBw5QXl6OUoqysjKOHz/O+++/T3V1NXV1dTQ1NfVqGjhoj6VcXFwICQlhypQphIeHEx4eTkVFBTExMSQlJREbGytTwoUYZKQA6ok33+TZtXfyX/8JZkdwxJFlVy3j0UmPonfS2zo6YWeam2H3bm36+mefwQ8//PQ9Z2dtIcP774epU7uf0h4erk1g/OwzmD69f+K+GM3NzeTn51NRUYGDgwOVlZWUlZWxYcMGqqurqampobGxEaPR2OPp32fy9PQkOTmZsLAwwsPDKSkpITw83DKg+IorrsBHVoQU4rJk8wJo9erVPPfcc5SVlTFq1CheeOEFrrrqqm7bb9u2jSVLlrB//37CwsJ46KGHuO+++zq1ee+991i+fDlHjhwhJiaGFStWcPPNN19UfFV/vJ8pjWvYO1V7rXNw5vM7vmBK9JSLOp8QvdHUpK3Pk5MDP/6ordfzww9w9k2McePg9tu1dXwCA3t27kmTtK/+opSisrKSI0eOUFBQQGNjIx4eHlRWVlJeXs5HH31EXV0dDQ0NtLS00NbWdlFFjV6vJz4+npCQEEJDQykoKMDPz88ymDg+Pp7ExERCQ0OtcJVCiMHCpgXQhg0bWLRoEatXr2bChAm8/PLLzJw5k9zcXIYOHXpO+6NHj3L99ddzzz338NZbb7Fjxw7uv/9+AgMDueWWWwDIzMxk7ty5PPXUU9x888188MEHzJkzh+3btzN+/Phexfevu8fxh9iDtJ1eLiPRN5avfvMNQZ5Bl3ztQhiNUF2tfZWUaOtpFhX99FVYqD3e6qoGCA6Gq6+G66+HmTO11z2RmakVSMOHX1zM7e3tVFZWUlpaSllZGeXl5ZSWllJRUUFlZSXOzs4EBgZy8uRJqqur2b59u6WY6c1g4bPp9XpGjBhBYGAggYGBFBcX4+vrS0REBFFRUZZZUiNHjsTFRTYYFkJcmIO6mD+x+sj48eNJSUlhzZo1lmPx8fHcdNNNPP300+e0f/jhh/n444/Jy8uzHLvvvvv48ccfyczMBGDu3LnU1dXx+eefW9rMmDEDX19f1q9f36O46urqtNveU+NAp80LvmH4DcyImwVoH0hJSeGW9gUFVTQ0dGwMeG464+PDcHTUnkUUF1dTW9tsOU9nipEjQ9DrnVAKjh8/RW1t0+m26pyfGTEiGL1eq2FLSk5x8mRjl9ejlCI6Ogg3N22MwokTdVRVaVODzOZz4x02LBA3N+3RXkVFHVVVdd2cFyIj/fH01D5wKisbqKys6xTvmW0jIvzw8nIFoLq6gYqK2i4/3JVShIX54u2tDRitqWmirKzGkqOzBQcPYcgQd5SC2tomyspOdRkvKAICfPDz06bu1de3UFp6sst4Afz9vfH29sRkgvp6I8eOVdPerk0ENJk4498Kd3dPPD29MJmgrq6NsrIqjEZt8UGjUWE0aoOSGxuhudmDhgZvtL0k24DKbuMFd3x8fBgxAgwGEz4+lQwfDv7+oJQZpcyYTCbMZjPe3nqCg91pb2/HaGzj4METtLe3097ejtlsxmhsZ80aI83NDcydC/HxHrS0tNDU1ERWVhZNTU00NzdjNBppbm6mubmZlpYWdDodOp2O+vp6mpqauom1dxwdHfH29iYlJcVS1OTn5+Pr60tYWBiRkZEMGzaMkSNHMmLECBlfI4TokY7P79raWry9vc/b1mZ3gFpbW9mzZw9Lly7tdHzatGns3Lmzy5/JzMxk2rRpnY5Nnz6ddevW0dbWhk6nIzMzk8WLF5/T5oWO5W+7YDQaO+1sXFd3+gN/ywHLsU/Yzyc805NLE6JP1dZqY3527+67c7799qWfw8HBAScnJ3Q6HS4uLri7uxMeHs61116Ln58fvr6+5OfnExgYSEREBAaDgZiYGIKDg2WDTCGEzdmsAKqqqqK9vZ3gs+7dBwcHU15e3uXPlJeXd9neZDJRVVVFaGhot226OyfA008/zRNPPNHLKzhz2owRON8S9e5YVkrECJxveq3nGW1b0O4QnK+t4+n2zUDredp64eCg3c1Sqvl0HOdrqzujbfN52nqf0bYF6PoulMYHBwf9GW3rz9vW0VG7s2Q2G4HaC7R1O922Bai5QFvt/4dSRpSqPm9bJydPHBzAbG7FbO7uTg04Onrj4uKDgwO0t7diNFZ021an8yIwcAiOjtDa2kZFRffvTb3ek7AwfwBaW02UlpZ029bFxZdRo6JwcnKivV3xw5mjoy0c0OmciYoayqRJk3B1dcXFxYXPPvsMFxcX3Nzc8PDwwMPDAz8/P/z9/YmOjmbChAl4e3vj5eWFUgp/f39ZjE8IMajZfBD02X8JKqXO+9dhV+3PPt7bcy5btowlS5ZYXtfV1REZGdmjW2hCXA6ef/55W4cghBD9ymYFUEBAAE5OTufcmamoqDjnDk6HkJCQLts7Ozvj7+9/3jbdnRPAxcVFBk4KIYQQdsRm97D1ej2pqals3ry50/HNmzdz5dlL1p6Wnp5+TvtNmzaRlpZmGSTZXZvuzimEEEII+2PTR2BLlixh/vz5pKWlkZ6eziuvvEJxcbFlXZ9ly5ZRUlLCm2++CWgzvv75z3+yZMkS7rnnHjIzM1m3bl2n2V0LFy7k6quv5tlnn2X27Nl89NFHbNmyhe3bt9vkGoUQQggx8Ni0AJo7dy7V1dU8+eSTlJWVkZiYSEZGBgaDAYCysjKKi4st7YcNG0ZGRgaLFy9m1apVhIWF8eKLL1rWAAK48soreeedd3jkkUdYvnw5MTExbNiwoddrAAkhhBDi8mXTdYAGqt6sIyCEEEKIgaE3n98yj1UIIYQQdkcKICGEEELYHSmAhBBCCGF3pAASQgghhN2RAkgIIYQQdkcKICGEEELYHSmAhBBCCGF3pAASQgghhN2RAkgIIYQQdsemW2EMVB2LY9fV1dk4EiGEEEL0VMfndk82uZACqAvV1dUAREZG2jgSIYQQQvRWfX09Pj4+520jBVAX/Pz8ACguLr5gAi9ndXV1REZGcuzYMbvfE01yoZE8aCQPGsmDRvKgGQh5UEpRX19PWFjYBdtKAdQFR0dtaJSPj49dv5k7eHt7Sx5Ok1xoJA8ayYNG8qCRPGhsnYee3riQQdBCCCGEsDtSAAkhhBDC7kgB1AUXFxcee+wxXFxcbB2KTUkefiK50EgeNJIHjeRBI3nQDLY8OKiezBUTQgghhLiMyB0gIYQQQtgdKYCEEEIIYXekABJCCCGE3ZECSAghhBB2x24KoNWrVzNs2DBcXV1JTU3l22+/PW/7bdu2kZqaiqurK9HR0bz00kvntHnvvfdISEjAxcWFhIQEPvjgA2uF32f6Og9r167lqquuwtfXF19fX6ZOncp3331nzUvoE9Z4P3R45513cHBw4KabburjqPueNfJQU1PDggULCA0NxdXVlfj4eDIyMqx1CX3CGnl44YUXiI2Nxc3NjcjISBYvXkxLS4u1LqFP9CYPZWVl3HbbbcTGxuLo6MiiRYu6bHe595M9ycNg7SfBOu+JDjbvK5UdeOedd5ROp1Nr165Vubm5auHChcrDw0MVFRV12b6goEC5u7urhQsXqtzcXLV27Vql0+nUxo0bLW127typnJyc1MqVK1VeXp5auXKlcnZ2Vrt27eqvy+o1a+ThtttuU6tWrVJZWVkqLy9P/frXv1Y+Pj7q+PHj/XVZvWaNPHQoLCxU4eHh6qqrrlKzZ8+28pVcGmvkwWg0qrS0NHX99der7du3q8LCQvXtt9+q7Ozs/rqsXrNGHt566y3l4uKi3n77bXX06FH15ZdfqtDQULVo0aL+uqxe620ejh49qv7whz+oN954Q40ePVotXLjwnDb20E/2JA+DsZ9Uyjq56DAQ+kq7KIDGjRun7rvvvk7H4uLi1NKlS7ts/9BDD6m4uLhOx+699171s5/9zPJ6zpw5asaMGZ3aTJ8+Xc2bN6+Pou571sjD2Uwmk/Ly8lJvvPHGpQdsJdbKg8lkUhMmTFCvvvqquvPOOwd8AWSNPKxZs0ZFR0er1tbWvg/YSqyRhwULFqhrr722U5slS5aoiRMn9lHUfa+3eTjTpEmTuvyws4d+8kzd5eFsg6GfVMp6uRgofeVl/wistbWVPXv2MG3atE7Hp02bxs6dO7v8mczMzHPaT58+nd27d9PW1nbeNt2d09aslYezNTU10dbWZtlQdqCxZh6efPJJAgMDueuuu/o+8D5mrTx8/PHHpKens2DBAoKDg0lMTGTlypW0t7db50IukbXyMHHiRPbs2WN5zFFQUEBGRgazZs2ywlVcuovJQ0/YQz95MQZ6PwnWzcVA6Ssv+81Qq6qqaG9vJzg4uNPx4OBgysvLu/yZ8vLyLtubTCaqqqoIDQ3ttk1357Q1a+XhbEuXLiU8PJypU6f2XfB9yFp52LFjB+vWrSM7O9taofcpa+WhoKCAr7/+mttvv52MjAwOHTrEggULMJlMPProo1a7notlrTzMmzePyspKJk6ciFIKk8nE7373O5YuXWq1a7kUF5OHnrCHfvJiDPR+EqyXi4HUV172BVAHBweHTq+VUuccu1D7s4/39pwDgTXy0OGvf/0r69evZ+vWrbi6uvZBtNbTl3mor6/njjvuYO3atQQEBPR9sFbU1+8Hs9lMUFAQr7zyCk5OTqSmplJaWspzzz03IAugDn2dh61bt7JixQpWr17N+PHjOXz4MAsXLiQ0NJTly5f3cfR9xxp9mj30k70xmPpJ6NtcDLS+8rIvgAICAnBycjqnYq2oqDinsu0QEhLSZXtnZ2f8/f3P26a7c9qatfLQ4fnnn2flypVs2bKFK664om+D70PWyMP+/fspLCzkhhtusHzfbDYD4OzszMGDB4mJienjK7k01no/hIaGotPpcHJysrSJj4+nvLyc1tZW9Hp9H1/JpbFWHpYvX878+fO5++67AUhKSqKxsZHf/va3/PnPf8bRcWCNPriYPPSEPfSTvTFY+kmwTi6OHDkyoPrKgfVbaAV6vZ7U1FQ2b97c6fjmzZu58soru/yZ9PT0c9pv2rSJtLQ0dDrdedt0d05bs1YeAJ577jmeeuopvvjiC9LS0vo++D5kjTzExcWRk5NDdna25evGG2/kmmuuITs7m8jISKtdz8Wy1vthwoQJHD582NKpAeTn5xMaGjrgih+wXh6amprOKXKcnJxQ2sSTPryCvnExeegJe+gne2ow9ZNgnVwMuL6yv0dd20LHVL5169ap3NxctWjRIuXh4aEKCwuVUkotXbpUzZ8/39K+Y5rr4sWLVW5urlq3bt0501x37NihnJyc1DPPPKPy8vLUM888M2imd/ZlHp599lml1+vVxo0bVVlZmeWrvr6+36+vp6yRh7MNhllg1shDcXGx8vT0VA888IA6ePCg+vTTT1VQUJD6y1/+0u/X11PWyMNjjz2mvLy81Pr161VBQYHatGmTiomJUXPmzOn36+up3uZBKaWysrJUVlaWSk1NVbfddpvKyspS+/fvt3zfHvpJpS6ch8HYTyplnVyczZZ9pV0UQEoptWrVKmUwGJRer1cpKSlq27Ztlu/deeedatKkSZ3ab926VY0ZM0bp9XoVFRWl1qxZc8453333XRUbG6t0Op2Ki4tT7733nrUv45L1dR4MBoMCzvl67LHH+uFqLp413g9nGgwFkFLWycPOnTvV+PHjlYuLi4qOjlYrVqxQJpPJ2pdySfo6D21tberxxx9XMTExytXVVUVGRqr7779fnTp1qh+u5uL1Ng9d/e4bDIZObeyhn7xQHgZrP6mUdd4TZ7JlX+mg1AC8HyuEEEIIYUWX/RggIYQQQoizSQEkhBBCCLsjBZAQQggh7I4UQEIIIYSwO1IACSGEEMLuSAEkhBBCCLsjBZAQQggh7I4UQEIIuxEVFYWDg0Onr8cff9zWYQkhbEAWQhRC2I3t27czb948pk6dypw5cxgxYgQhISF4eXnZOjQhRD+TAkgIYTdmzJjBmDFjePrpp20dihDCxuQRmBDCbhQVFZGenm7rMIQQA4AUQEIIuzFhwgSeeOIJtm7dSlNTk63DEULYkBRAQgi78eKLLzJ8+HCuueYaPDw8GDt2rK1DEkLYiLOtAxBCiP7yyCOPsGnTJp588kmuvvpqwsPDbR2SEMJGZBC0EMIuFBQUEBMTwxdffMH06dNtHY4QwsbkEZgQwi5UVVUBMGzYMBtHIoQYCOQOkBDCLrS2thIbG0tISAiPPvoosbGxREREoNfrbR2aEMIG5A6QEMIu6PV6tm3bRlxcHPfeey+xsbF4eXmxdu1aW4cmhLABuQMkhLBbf/vb31i5cqXl8ZgQwn7IHSAhhF0yGo1UV1fj7u5u61CEEDYgBZAQwi7t27ePf/3rX7z00ku2DkUIYQPyCEwIIYQQdkfuAAkhhBDC7kgBJIQQQgi7IwWQEEIIIeyOFEBCCCGEsDtSAAkhhBDC7kgBJIQQQgi7IwWQEEIIIeyOFEBCCCGEsDtSAAkhhBDC7vw/D8v169u2Z1AAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "strm = streams({\"O2\":1, \"N2\":3.76}, {\"CH4\":1}, 300, 300, 101325, \"gri30.yaml\")\n",
    "#strm = streams({\"O2\":1}, {\"CH4\":1}, 300, 300, 101325, \"gri30.yaml\")\n",
    "\n",
    "sp = [\"C2H4\", \"O2\", \"N2\", \"CO2\", \"H2O\", \"CO\", \"H2\"]\n",
    "isp = [strm.gas.species_index(k) for k in sp]\n",
    "nsp = len(sp)\n",
    "nξ = 1000\n",
    "ξ = np.linspace(0,1,nξ)\n",
    "Tpcc = np.zeros(nξ)\n",
    "Teq  = np.zeros(nξ)\n",
    "Twgs = np.zeros(nξ)\n",
    "ypcc = np.zeros((nξ,nsp))\n",
    "yeq  = np.zeros((nξ,nsp))\n",
    "ywgs = np.zeros((nξ,nsp))\n",
    "\n",
    "for i in range(nξ):\n",
    "    Tpcc[i]   = strm.get_Tad_for_pCC(ξ[i])\n",
    "    Teq[i]    = strm.get_Tad_for_EQ(ξ[i])\n",
    "    Twgs[i]   = strm.get_Tad_for_pWGS(ξ[i])\n",
    "    yeq[i,:]  = strm.get_pEQ(ξ[i])[isp]\n",
    "    ypcc[i,:] = strm.get_pCC(ξ[i])[isp]\n",
    "    ywgs[i,:] = strm.get_pWGS(ξ[i])[isp]\n",
    "    \n",
    "plt.plot(ξ, yeq[:, 3], 'r-',  label='co2_eq')\n",
    "plt.plot(ξ, ywgs[:,3], 'r--', label='co2_wgs')\n",
    "plt.plot(ξ, yeq[:, 4], 'g-',  label='h2o_eq')\n",
    "plt.plot(ξ, ywgs[:,4], 'g--', label='h2o_wgs')\n",
    "plt.plot(ξ, yeq[:, 5], 'b-',  label='co_eq')\n",
    "plt.plot(ξ, ywgs[:,5], 'b--', label='co_wgs')\n",
    "plt.plot(ξ, yeq[:, 6], 'k-',  label='h2_eq')\n",
    "plt.plot(ξ, ywgs[:,6], 'k--', label='h2_wgs')\n",
    "plt.xlim([0,0.15])\n",
    "plt.xlabel('ξ')\n",
    "plt.ylabel('y')\n",
    "plt.legend(frameon=False);\n",
    "plt.title('good agreement for ξ < 0.15');\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(ξ, yeq[:, 3], 'r-',  label='co2_eq')\n",
    "plt.plot(ξ, ywgs[:,3], 'r--', label='co2_wgs')\n",
    "plt.plot(ξ, yeq[:, 4], 'g-',  label='h2o_eq')\n",
    "plt.plot(ξ, ywgs[:,4], 'g--', label='h2o_wgs')\n",
    "plt.plot(ξ, yeq[:, 5], 'b-',  label='co_eq')\n",
    "plt.plot(ξ, ywgs[:,5], 'b--', label='co_wgs')\n",
    "plt.plot(ξ, yeq[:, 6], 'k-',  label='h2_eq')\n",
    "plt.plot(ξ, ywgs[:,6], 'k--', label='h2_wgs')\n",
    "plt.xlim([0,1])\n",
    "plt.xlabel('ξ')\n",
    "plt.ylabel('y');\n",
    "plt.title('poor agreement for ξ > 0.15');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(ξ,Tpcc)\n",
    "plt.plot(ξ,Teq)\n",
    "plt.plot(ξ,Twgs)\n",
    "plt.xlabel('ξ')\n",
    "plt.ylabel('T (K)')\n",
    "plt.legend(['PCC', 'EQ', 'WGS'], frameon=False)\n",
    "plt.xlim([0,1])\n",
    "plt.ylim([298.15,2500]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.13.1"
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
