{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from hestonpy.models.heston import Heston\n", "\n", "import matplotlib.pyplot as plt \n", "import time\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Pricing with Heston " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Initialisation of the model" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "S0 = 100\n", "V0 = 0.06\n", "r = 0.05\n", "\n", "params = {\n", " \"kappa\": 1,\n", " \"theta\": 0.06,\n", " \"sigma\": 0.3,\n", " \"rho\": -0.5,\n", " \"drift_emm\": 0.00,\n", "}\n", "\n", "heston = Heston(spot=S0, vol_initial=V0, r=r, **params)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "heston.price_surface()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are three different ways to price with an `Heston` object: Monte Carlo, Heston original formula and Carr-Madan" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Price via Monte Carlo" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Parameters" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "nbr_points = 100\n", "nbr_simulations = 10**3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Via Euler-Maruyama scheme" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Variance has been null 0 times over the 100000 iterations (0.0%) \n", "Monte Carlo Euler scheme in 0.0445s : price $12.06, std 0.49, and Confidence interval [12.02,12.11]\n", "\n" ] } ], "source": [ "start_time = time.time()\n", "result = heston.monte_carlo_price(nbr_points=nbr_points, nbr_simulations=nbr_simulations, strike=100, time_to_maturity=1, scheme=\"euler\")\n", "time_delta = round(time.time() - start_time,4)\n", "price_euler = round(result.price, 2)\n", "std_euler = round(result.std, 2)\n", "infinum_euler = round(result.infinum, 2)\n", "supremum_euler = round(result.supremum, 2)\n", "print(f\"Monte Carlo Euler scheme in {time_delta}s : price ${price_euler}, std {std_euler}, and Confidence interval [{infinum_euler},{supremum_euler}]\\n\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Via Milstein scheme" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Variance has been null 0 times over the 100000 iterations (0.0%) \n", "Monte Carlo Milstein scheme in 0.0577s : price $12.03, std 0.49, and Confidence interval [11.99,12.08]\n", "\n" ] } ], "source": [ "start_time = time.time()\n", "result = heston.monte_carlo_price(nbr_points=nbr_points, nbr_simulations=nbr_simulations, strike=100, time_to_maturity=1, scheme=\"milstein\")\n", "time_delta = round(time.time() - start_time,4)\n", "price_milstein = round(result.price, 2)\n", "std_milstein = round(result.std, 2)\n", "infinum_milstein = round(result.infinum, 2)\n", "supremum_milstein = round(result.supremum, 2)\n", "print(f\"Monte Carlo Milstein scheme in {time_delta}s : price ${price_milstein}, std {std_milstein}, and Confidence interval [{infinum_milstein},{supremum_milstein}]\\n\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Price via Fourier Transform" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fourier Transform in 0.1561s : price $11.952, error $0.0 , and Confidence interval [11.952,11.952]\n", "\n" ] } ], "source": [ "start_time = time.time()\n", "price_FT, error_FT = heston.fourier_transform_price(strike=100, time_to_maturity=1, error_boolean=True)\n", "time_delta = round(time.time() - start_time,4)\n", "infinum = round(price_FT-error_FT, 3)\n", "supremum = round(price_FT+error_FT, 3)\n", "price_FT = round(price_FT, 3)\n", "error_FT = round(error_FT, 8)\n", "print(f\"Fourier Transform in {time_delta}s : price ${price_FT}, error ${error_FT} , and Confidence interval [{infinum},{supremum}]\\n\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Price via Carr-Madan formula " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Carr-Madan in 0.0896s : price $11.952, error $1.447e-10 , and Confidence interval [11.952,11.952]\n", "\n" ] } ], "source": [ "start_time = time.time()\n", "price_CM, error_CM = heston.carr_madan_price(strike=100, time_to_maturity=1, error_boolean=True)\n", "time_delta = round(time.time() - start_time,4)\n", "infinum = round(price_CM-error_CM, 3)\n", "supremum = round(price_CM+error_CM, 3)\n", "price_CM = round(price_CM, 3)\n", "error_CM = round(error_CM, 14)\n", "print(f\"Carr-Madan in {time_delta}s : price ${price_CM}, error ${error_CM} , and Confidence interval [{infinum},{supremum}]\\n\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Other" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Path simulations" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scheme = 'milstein'\n", "S, V = heston.plot_simulation(time_to_maturity=1, scheme=\"milstein\", nbr_points=252)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Characteristic function" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One can do a sanity check of the characteristic functions used in the derivation of the Heston original formula " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "psi1 = heston.characteristic(j=1)\n", "psi2 = heston.characteristic(j=2)\n", "\n", "u = np.arange(start=-20, stop=20,step=0.01)\n", "\n", "x = np.log(S0)\n", "v = V0\n", "strike = 100\n", "time_to_maturity = 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check the real and imaginary parts" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 2, figsize=(10,5), sharey=True)\n", "\n", "# Plot real part of psi1 and psi2\n", "axs[0].set_title(r'$\\mathfrak{Re}(\\psi_1)$ and $\\mathfrak{Re}(\\psi_2)$')\n", "axs[0].plot(u, np.abs(psi1(x, v, time_to_maturity, u)), label=r'$|\\psi_1|$', color='orange', linestyle='--')\n", "axs[0].plot(u, psi1(x, v, time_to_maturity, u).real, label=r'$\\psi_1$', color='orange')\n", "axs[0].plot(u, psi2(x, v, time_to_maturity, u).real, label=r'$\\psi_2$', color='blue')\n", "axs[0].grid(visible=True)\n", "axs[0].set_xlabel(r'$u$')\n", "axs[0].set_ylabel('Real part')\n", "axs[0].legend()\n", "\n", "# Plot imaginary part of psi1 and psi2\n", "axs[1].set_title(r'$\\mathfrak{Im}(\\psi_1)$ and $\\mathfrak{Im}(\\psi_2)$')\n", "axs[1].plot(u, np.abs(psi1(x, v, time_to_maturity, u)), label=r'$|\\psi_1|$', color='orange', linestyle='--')\n", "axs[1].plot(u, psi1(x, v, time_to_maturity, u).imag, label=r'$\\psi_1$', color='orange')\n", "axs[1].plot(u, psi2(x, v, time_to_maturity, u).imag, label=r'$\\psi_2$', color='blue')\n", "axs[1].grid(visible=True)\n", "axs[1].set_xlabel(r'$u$')\n", "axs[1].set_ylabel('Imaginary part')\n", "axs[1].legend()\n", "\n", "plt.tight_layout()\n", "\n", "plt.show() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "3D plot of the characteristic functions" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(7,7))\n", "ax = fig.add_subplot(111, projection='3d')\n", "ax.plot(u, psi1(x, v, time_to_maturity, u).real, psi1(x, v, time_to_maturity, u).imag, label=r'$\\psi_1$', color='orange')\n", "ax.plot(u, psi2(x, v, time_to_maturity, u).real, psi2(x, v, time_to_maturity, u).imag, label=r'$\\psi_2$', color='blue')\n", "ax.set_xticks([-5*i for i in range(6)] + [5*i for i in range(6)])\n", "ax.set_yticks([-1, 0, 1])\n", "ax.set_zticks([-1, 0, 1])\n", "ax.set_xlabel('u')\n", "ax.set_ylabel('Real part')\n", "ax.set_zlabel('Imaginary part')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check the integrability over $R_+$" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/theo/Documents/packages/hestonpy/src/hestonpy/models/heston.py:258: RuntimeWarning: divide by zero encountered in divide\n", " gj = lambda u: (rho * sigma * u * 1j - bj - dj(u)) / (\n", "/home/theo/Documents/packages/hestonpy/src/hestonpy/models/heston.py:258: RuntimeWarning: invalid value encountered in divide\n", " gj = lambda u: (rho * sigma * u * 1j - bj - dj(u)) / (\n", "/home/theo/Documents/packages/hestonpy/src/hestonpy/models/heston.py:264: RuntimeWarning: invalid value encountered in divide\n", " - 2 * np.log((1 - gj(u) * np.exp(dj(u) * tau)) / (1 - gj(u)))\n", "/home/theo/Documents/packages/hestonpy/src/hestonpy/models/heston.py:267: RuntimeWarning: invalid value encountered in divide\n", " lambda tau, u: (bj - rho * sigma * u * 1j + dj(u))\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkcAAAHJCAYAAACPEZ3CAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAAjmBJREFUeJzs3Xd8VFX6+PHPzGTSGyEdAkkooSZ0BERQSkBlQda+SrErqMiq32XXpagrrl1/i2JD1BXBhu4qIoGl9957DakQSG+Tmfv742aGxPTMTGYyed6v17xm5pZzn5MZyJNzzj1HoyiKghBCCCGEAEDr6ACEEEIIIZyJJEdCCCGEEBVIciSEEEIIUYEkR0IIIYQQFUhyJIQQQghRgSRHQgghhBAVSHIkhBBCCFGBJEdCCCGEEBVIciSEEEIIUYEkR0IIIYQQFUhyJIQQQghRgSRHQrQgixcvRqPRcO7cOUeH0izs3LmTwYMH4+Pjg0ajYd++fY4OqcnMnTsXjUbj6DCEcAhJjoRwYuZkpqbHtm3b7B7Dli1bmDt3LtnZ2Xa/ljMxGAzccccdXLlyhbfffpsvv/yS9u3b13ne8ePHefzxx4mNjcXT05OQkBBuv/129u/f3wRRO1ZLrrtwLW6ODkAIUbcXX3yRmJiYKts7duzYoHLuv/9+7r77bjw8POp9zpYtW5g3bx5TpkwhMDCwQddrzk6fPs358+f5+OOPeeihh+p1zieffMKTTz5JcHAw999/P9HR0Zw+fZqPPvqIX375hV9//ZXhw4fbN3AHacl1F65HkiMhmoGxY8fSr18/q8vR6XTodDobROT6MjMzAeqdEC5ZsoRHHnmEO+64gy+++KJSAvrII4+QkJDAAw88wMmTJ13uM2jJdReuSbrVhGjmioqK6NKlC126dKGoqMiy/cqVK0RERDB48GCMRiNQdcxRXl4eM2bMIDo6Gg8PD0JDQxk1ahR79uwB1HEnzz33HAAxMTGW7ryKY5ZSUlJ44IEHCAsLw8PDg+7du7No0aJKMZrHr5w6dcrSAhUQEMDUqVMpLCysdGxKSgoPPvggkZGReHh4EBMTw+OPP05paWmV4+q6bk327t3L2LFj8ff3x9fXlxEjRlTqopwyZQrDhg0D4I477kCj0dTa6pGamsrjjz9O7969+fe//12lZa5Dhw488MADnD17lu3bt9crxpqcP3+eJ554gri4OLy8vGjdujV33HFHlXFkDfmZb9q0if79++Pp6UmHDh348MMP6x1PU9ZdiKYiLUdCNAM5OTlcvny50jaNRkPr1q3x8vLi888/Z8iQIfztb3/jrbfeAmDatGnk5OSwePHiGv9af+yxx/juu++YPn063bp1Iysri02bNnH06FH69OnDxIkTOXHiBF9//TVvv/02wcHBAISEhACQkZHBddddh0ajYfr06YSEhPDrr7/y4IMPkpuby4wZMypd78477yQmJob58+ezZ88ePvnkE0JDQ/nnP/8JqL9oBwwYQHZ2No888ghdunQhJSWF7777jsLCQtzd3Rt13YoOHz7M0KFD8ff35/nnn0ev1/Phhx8yfPhw1q9fz8CBA3n00Udp06YNr7zyCk899RT9+/cnLCysxjLffPNNcnNzefPNN9Hr9dUe07NnTwBOnDjB4MGDayyrLjt37mTLli3cfffdtG3blnPnzvHBBx8wfPhwjhw5gre3d6Xj6/qZHzx4kNGjRxMSEsLcuXMpKytjzpw5tdbXUXUXoskoQgin9dlnnylAtQ8PD49Kx86aNUvRarXKhg0blG+//VYBlHfeeafa8s6ePasoiqIEBAQo06ZNqzWG119/vdI5FT344INKRESEcvny5Urb7777biUgIEApLCxUFEVR5syZowDKAw88UOm42267TWndurXl/aRJkxStVqvs3LmzyrVMJlODr1udCRMmKO7u7srp06ct21JTUxU/Pz/lhhtusGxbu3atAijffvttjWWZ4woODlbi4uJqPe7LL79UAOWTTz6p9bi6VFe3rVu3KoDyxRdfWLbV92c+YcIExdPTUzl//rxl25EjRxSdTqfU9SuiqesuRFORbjUhmoEFCxaQlJRU6fHrr79WOmbu3Ll0796dyZMn88QTTzBs2DCeeuqpWssNDAxk+/btpKamNjgmRVH4/vvvGTduHIqicPnyZcsjMTGRnJwcS/ec2WOPPVbp/dChQ8nKyiI3NxeTycSPP/7IuHHjqh1fZb6tvDHXNTMajaxatYoJEyYQGxtr2R4REcG9997Lpk2byM3NbdDP4ejRo1y+fJmbb7651uPOnDkDQGRkZIPK/z0vLy/La4PBQFZWFh07diQwMLDaetf2Mzcajfz2229MmDCBdu3aWY7p2rUriYmJdcbS1HUXoqlIciREMzBgwABGjhxZ6XHjjTdWOsbd3Z1FixZx9uxZ8vLy+Oyzz+qcp+a1117j0KFDREVFMWDAAObOnWv5RVaXS5cukZ2dzUcffURISEilx9SpU4Frg5rNKv4CBmjVqhUAV69e5dKlS+Tm5tKjRw+bX7fiuYWFhcTFxVXZ17VrV0wmE8nJyfWqv9nFixcB6rzN/3//+x86nY4BAwYA8MEHH9CnTx/0ej1z586t9/WKioqYPXs2UVFReHh4EBwcTEhICNnZ2eTk5FQ5vq6feVFREZ06dapyXnU/o99rTN1LSkp44IEHaNeuHf7+/lx33XVs3bq1zmsJ0ZRkzJEQLuS3334DoLi4mJMnT1Z7+39Fd955J0OHDmX58uWsWrWK119/nX/+85/88MMPjB07ttZzTSYTAPfddx+TJ0+u9pj4+PhK72sa+6QoSq3Xsva6TeH3g5wrOnr0KBs2bODWW2+ldevWgNpaNXfuXJYsWdKg6zz55JN89tlnzJgxg0GDBhEQEIBGo+Huu++2/GwqssXPvC4NqXtBQQHR0dFs2rSJtm3b8s033zBu3DjOnTuHr6+vzWISwhqSHAnhIg4cOMCLL77I1KlT2bdvHw899BAHDx4kICCg1vMiIiJ44okneOKJJ8jMzKRPnz784x//sCRHNbU+hYSE4Ofnh9FoZOTIkVbHHxISgr+/P4cOHarzuMZeNyQkBG9vb44fP15l37Fjx9BqtURFRTWozM6dOwPqwObqKIrCtGnT0Gq1zJs3z7J9woQJAKxYsaJB1/vuu++YPHkyb775pmVbcXFxoybpDAkJwcvLi5MnT1bZV93P6PcaU3cfHx9mz55tOebuu+9m5syZHD9+nL59+za4DkLYg3SrCeECDAYDU6ZMITIyknfffZfFixeTkZHBM888U+M5RqOxSjdMaGgokZGRlJSUWLb5+PgAVPnlq9Pp+OMf/8j3339fbUJz6dKlBtVBq9UyYcIE/vvf/7Jr164q+80tHdZcV6fTMXr0aH766adKt75nZGSwZMkSrr/+evz9/RsUd3R0NAMGDOC7777jwIEDlfYZjUYee+wx1q5dy0svvUTv3r0bVHZNdfh9q8//+3//zzJdQ0PLSkxM5Mcff+TChQuW7UePHrW0QtbGFnU/efIkV65cafCEpkLYk7QcCdEM/Prrrxw7dqzK9sGDBxMbG8vLL7/Mvn37WLNmDX5+fsTHxzN79mxeeOEFbr/99moHzObl5dG2bVtuv/12EhIS8PX1ZfXq1ezcubNSq4T5r/m//e1v3H333ej1esaNG4ePjw+vvvoqa9euZeDAgTz88MN069aNK1eusGfPHlavXs2VK1caVM9XXnmFVatWMWzYMB555BG6du1KWloa3377LZs2bbJMyGjNdV9++WWSkpK4/vrreeKJJ3Bzc+PDDz+kpKSE1157rUHxmn300UcMGzaMwYMH8+ijjxIXF0dqair//ve/OXv2LC+99BKzZs1qVNm/d+utt/Lll18SEBBAt27d2Lp1K6tXr7Z01zXUvHnzWLlyJUOHDuWJJ56grKyM//f//h/du3evkvBUx5q6FxUVcd999zFr1qw6WziFaFKOuk1OCFG32m7lB5TPPvtM2b17t+Lm5qY8+eSTlc4tKytT+vfvr0RGRipXr16tVN7Zs2eVkpIS5bnnnlMSEhIUPz8/xcfHR0lISFDef//9KnG89NJLSps2bRStVlvltv6MjAxl2rRpSlRUlKLX65Xw8HBlxIgRykcffWQ5xnxb+aVLl6qtX8Xyzp8/r0yaNEkJCQlRPDw8lNjYWGXatGlKSUlJpXPrc92a7NmzR0lMTFR8fX0Vb29v5cYbb1S2bNlS6Zj63spvduLECeX+++9XwsPDLT+nTp06Kbt27ar1vEcffVSZM2dOva6hKIpy9epVZerUqUpwcLDi6+urJCYmKseOHVPat2+vTJ482XJcQ37m69evV/r27au4u7srsbGxysKFCy3n10dj6l5aWqrccsstyr333ltpmgYhnIFGUWw4Kk8IIQQA99xzD99//z3btm2jT58+NR732GOPER4e3qA71pxdXXU3mUzce++9FBQUsHz5ctzcpBNDOBcZcySEEHbw/vvvExoayp/+9KdKy7qYlZWVUVxcjNForPTaFdRV90cffdTSXSqJkXBG0nIkhBAOMHfu3Ep3rwF89tlnTJkyxTEBNZHz588THR2Np6dnpWkGfv31V4YOHerAyIS4RpIjIYQQQogKpFtNCCGEEKICSY6EEEIIISqQ5EgIIYQQogK5TaARTCYTqamp+Pn51bmwpxBCCCGcg6Io5OXlERkZiVZbc/uQJEeNkJqa2uD1l4QQQgjhHJKTk2nbtm2N+yU5agQ/Pz9A/eE2dB2m2hgMBlatWsXo0aPR6/U2K9dZuHr9wPXr6Or1A9evo9Sv+XP1Otqzfrm5uURFRVl+j9dEkqNGMHel+fv72zw58vb2xt/f32W/8K5cP3D9Orp6/cD16yj1a/5cvY5NUb+6hsTIgGwhhBBCiAokORJCCCGEqECSIyGEEEKICmTMkRBCCJei0WgoKSlxmYV8f89gMODm5uZSixVXZE399Hp9pTX7GkuSIyGEEC5BURQyMjKIiIjgwoULLjsPnaIohIeHk5yc7JJ1tLZ+gYGBhIeHW/WzkeRICCGES0hPTyc3N5fw8HCCgoJs0oLgjEwmE/n5+fj6+tY6kWFz1dj6KYpCYWEhmZmZAERERDQ6BkmOhBBCNHtGo5Hs7GxCQkLQ6/V4eXm5ZOIAavJQWlqKp6enS9bRmvp5eXkBkJmZSWhoaKMTZNf7qQohhGhxDAYDAN7e3g6ORDia+Ttg/k40hiRHQgghXIYrjsERDWOL74AkR0IIIYQQFUhyJIQQQgiH0Gg0/Pjjj44OowpJjoQQQggHmTJlChMmTGjQOTqdjl9++cU+ATmZDRs2MG7cOCIjI5s0kZLkSLgsRVHIyi8hp9CAoiiODkcIIZodawY120JBQQEJCQksWLCgSa8ryZFwOWcu5fP8d/tJmLeKvi+vJuHFVVw3fw1z/3OY1OwiR4cnhBA1Gj58OE899RTPP/88QUFBhIeHM3fuXMv+6OhoAO677z50Op3lPcBPP/1Enz598PT0JDY2lnnz5lFWVmbZf+zYMa6//no8PT3p1q0bq1evrtQac+7cOTQaDcuWLWPYsGF4enry1VdfkZWVxT333EObNm3w9vamZ8+efP311w2KG+DkyZPccMMNlusnJSXV+fMYO3YsL7/8MrfddluDfo7WknmOhMtQFIUP1p/m7aQTGIyVW4oycktYvOUcS3de4O+3duPeAe3krhYhXJiiKBSWltV9oB146XVW/f/y+eefM3PmTLZv387WrVuZMmUKQ4YMYdSoUezcuZPQ0FAWLFjAhAkT0Ov1AGzcuJFJkybx3nvvMXToUE6fPs0jjzwCwJw5czAajUyYMIF27dqxfft28vLy+POf/1zt9f/yl7/w5ptv0rt3bzw9PSkuLqZv37783//9H/7+/vzyyy/cf//9dOjQgQEDBtQrbpPJxMSJEwkLC2P79u3k5OQwY8aMRv+M7E2SI+ESjCaF5787wPd7LgJwY1wIjw7rQO92gSgKbD2dxfvrTrHz3FX+tvwQx9PzmDuuO1qtJEhCuKIig5Eec+tumbCHIy8m4u3e+F+v8fHxzJkzB4BOnTrxr3/9izVr1jBq1ChCQkIACAgIIDw83DJJ4rx58/jLX/7C5MmTAYiNjeWll17i+eefZ86cOSQlJXH69GnWrVtHeHg4AP/4xz8YNWpUlevPmDGDiRMnVtr27LPPWl4/+eST/Pbbb3zzzTeVkqPa4l69ejXHjh3jt99+IzIyEoBXXnmFsWPHNvrnZE+SHIlmT1EU5vznEN/vuYibVsO88d3508D2lY65sUsowzqH8PHGM7y68hhfbD2PosCL47tLC5IQwqnEx8dXeh8REWFZEqMm+/fvZ/PmzfzjH/+wbDMajRQXF1NYWMjx48eJioqyJEZApcSmon79+lV6bzQaeeWVV/jmm29ISUmhtLSUkpKSKhNu1hb30aNHiYqKsiRGAIMGDaq1To4kyZFo9v697Tz/3nYBjQbevqsX4xIiqz1Oq9Xw6LAOhPp7MPOb/Xy57TzRwT48eH1ME0cshLA3L72OIy8mOuza1jB3lZlpNBpMJlOt5+Tn5zNv3rwqLT4Anp6eDbq+j49Ppfevv/467777Lu+88w49e/bEx8eHGTNmUFpaanXczsqpB2Q39Ba+KVOmoNFoqjy6d+9uOWbu3LlV9nfp0sXONRH2ciQ1l5d+OQrArLFdakyMKrqtd1v+OrYrAK+sOMru81ftGqMQoulpNBq83d0c8rB3a7Rer8doNFba1qdPH44fP07Hjh2rPLRaLXFxcSQnJ5ORkWE5Z+fOnfW63ubNmxk/fjz33XcfCQkJxMbGcuLEiQbF3LVrV5KTk0lLS7Ns27ZtW4PKaEpOnRw19Ba+d999l7S0NMsjOTmZoKAg7rjjjkrHde/evdJxmzZtskf4ws6MJoXnv99PaZmJEV1CeXhobL3PfWhoDON7RWI0KTyzbB/5JY4ZuCmEEA0VHR3N+vXrSU9P5+pV9Y+72bNn88UXXzBv3jwOHz7M0aNHWbp0KS+88AIAo0aNokOHDkyePJkDBw6wefNmy766krlOnTqRlJTEli1bOHr0KI8++milJKs+Ro4cSefOnZk8eTL79+9n48aN/O1vf6vzvPz8fPbt28e+ffsAOHv2LPv27ePChQsNun5DOXVy1NBb+MwD1MyPXbt2cfXqVaZOnVrpODc3t0rHBQcH2yN8YWdfbj3HoZRc/D3d+Oft8Q36a02j0fDi+B60CfTiwpVC3vjtuB0jFUII23n99ddZt24d7du3p3fv3gAkJiby888/s2rVKvr37891113H22+/Tfv26vhLnU7Hjz/+SH5+Pv379+ehhx6yJCd1dbu98MIL9OnTh8TERIYPH054eHiDJ67UarUsX76coqIiBgwYwEMPPVRpfFRNdu3aRe/evS31nDlzJr1792b27NkNun5DufSYo08//ZSRI0davhxmJ0+eJDIyEk9PTwYNGsT8+fNp166dg6IUjXGloJQ3V6nNus+P6UKwr0eDywjw0vPPP8Zz36fb+WLrOe7sF0W3SH9bhyqEEDVavHhxpffr1q2rcszvh5SMGzeOYcOG4e/vb7lbDdQEKTGx5nFWXbp0qdRTsnnzZgA6duwIqC1S1U2YGxQUVOewlvrE3blzZzZu3FhpW10T9A4fPtwhk/i6bHKUmprKr7/+ypIlSyptHzhwIIsXLyYuLo60tDTmzZvH0KFDOXToEH5+ftWWVVJSQklJieV9bm4uoM4casvZQ81lOXpGUnuxZf0+WHuSvJIyuob7cXvviEaXOTA6gDHdw1h5OIPZPx1kyYP9rRovIJ9h8+fqdXTV+hkM6kz45l+kiqI028HAdWlsHZcvX46vry+dOnXi1KlTPPPMMwwZMoSYmBin+llZ+xmaTCYURcFgMKDTVR4cX9/vvUZpJusqaDQali9fXu+mvPnz5/Pmm2+SmpqKu7t7jcdlZ2fTvn173nrrLR588MFqj5k7dy7z5s2rsn3JkiVVbmUU9pdbCi/u1WEwaXiki5Huraz7Cl8tgVf26Sg1aXg4zkiPoGbxT0IIUYF5uERUVFSt/+e3ZEuXLuWNN97g4sWLtG7dmmHDhvHyyy8TFBTk6NBsqrS0lOTkZNLT0yvNEA5QWFjIvffeS05ODv7+NfcUuGTLkaIoLFq0iPvvv7/OfySBgYF07tyZU6dO1XjMrFmzmDlzpuV9bm4uUVFRjB49utYfbkMZDAaSkpIYNWpUlVsiXYGt6vePFccwmC7QKyqAZ+8dYJM7Q9J8TvLhxrNszA7g2XsHNXpySPkMmz9Xr6Or1q+4uJjk5GR8fHwwGAz4+fm57BxmiqKQl5fX4Do+8sgjllmznVlj62dWXFyMl5eXZamSisw9P3VxyeRo/fr1nDp1qsaWoIry8/M5ffo0999/f43HeHh44OFRdUyLXq+3y38u9irXWVhTv9xiA9/uTgHgmVFxNvsL8fEbO7JkRzLHMvJJOn6ZW+PrnhKgNvIZNn+uXkdXq5/RaLRMzwJqb0PF8TiuxNzV5Kp1tLZ+Wq0WjUZT7Xe8vt95p/6p1nUL36xZs5g0aVKV8z799FMGDhxIjx49qux79tlnWb9+PefOnWPLli3cdttt6HQ67rnnHrvWRdjGsh3JFJQaiQvz44ZOtrvLMNDbnYfKpwJ4b81JhwwAFEII4RycOjmq6xa+tLS0KnMd5OTk8P3339fYanTx4kXuuece4uLiuPPOO2ndujXbtm2zrFcjnFeZ0cTiLecAeOD6aJs3mU8ZEo2vhxsnMvJZf+KSTcsWQgjRfDh1t1pdt/D9/hZIUOc6KiwsrPGcpUuX2iI04QCrj2aQkl1EkI8743u1sXn5AV567u4fxSebzvLxxjMMjwu1+TWEEEI4P6duORKiomU7kwG4q38UnlauXVSTqdfHoNNq2Hwqi0MpOXa5hhBCCOcmyZFoFtJzii1dXXf2i7LbddoEenFrfAQAizaftdt1hBBCOC9JjkSz8P2ei5gUGBAdREywT90nWGHy4GgAfjmQRk6ha02UJ4QQzqQ+i8o7giRHwukpisK3u9QutTv6tbX79XpHBdIl3I+SMhPf77lo9+sJIVquKVOmNHidMp1Oxy+//GKfgJzM/Pnz6d+/P35+foSGhjJhwgSOH7f/WpiSHAmntzc5m3NZhfi467ilvMvLnjQaDX+6Tl2Pb8mOC3JbvxCixXL0MjPr169n2rRpbNu2jaSkJAwGA6NHj6agoMCu15XkSDi9n/enATC6ezje7k1zg+WEXpF4u+s4lZnPjrNXmuSaQggxfPhwnnrqKZ5//nmCgoIIDw9n7ty5lv3R0dEA3Hfffeh0Ost7gJ9++ok+ffrg6elJbGws8+bNq7R8xrFjx7j++uvx9PSkW7durF69ulK31rlz59BoNCxbtoxhw4bh6enJV199RVZWFvfccw9t2rTB29ubnj178vXXXzcoblAXfTfPWt2tWzeSkpLq/HmsXLmSKVOm0L17dxISEli8eDEXLlxg9+7dDfq5NpRT38ovhMmksOKgmhzd0tP+rUZmfp56/pAQydKdySzbmczA2NZNdm0hhA0oCpTat3WhRnpvsGIets8//5yZM2eyfft2tm7dypQpUxgyZAijRo1i586dhIaGsmDBAiZMmGCZ8Xnjxo1MmjSJ9957j6FDh3L69GnLUiFz5szBaDQyYcIE2rVrx/bt28nLy+PPf/5ztdf/y1/+wptvvknv3r3x9PSkuLiYvn378n//93/4+/vzyy+/cP/999OhQwcGDBhQr7hNJhMTJ04kLCyM7du3k5OTw4wZMxr8s8nJUe8itvd6cJIcCae2+8JV0nOL8fNwY2hn282IXR939Iti6c5kVh5O5+XSsiZrtRJC2IChEF61/xjFav01Fdwbf+NIfHw8c+bMAaBTp07861//Ys2aNYwaNcoyYXFAQADh4eGW5TXmzZvHX/7yFyZPngxAbGwsL730Es8//zxz5swhKSmJ06dPs27dOsLDwwH4xz/+wahRo6pcf8aMGUycOLHStmeffdby+sknn+S3337jm2++qZQc1Rb36tWrOXbsGL/99huRkeryTK+88gpjx46t98/FZDIxY8YMhgwZUu0KGLYk/9sLp/bLAbXVaFT3MDzc7DO3UU36tAukfWtvzmcV8tvhdG7r7aD/aIUQLUp8fHyl9xEREWRmZtZ6zv79+9m8eTP/+Mc/LNuMRiPFxcUUFhZy/PhxoqKiLIkRUCmxqahfv36V3huNRl555RW++eYbUlJSKC0tpaSkBG9v73rHffToUaKioiyJEcCgQYNqrdPvTZs2jUOHDrFp06YGndcYkhwJp2Ws0KV2axMMxP49jUbDhF5teHfNSZbvTZXkSIjmRO+ttuA46trWnP67xVE1Go1lMdaa5OfnM2/evCotPkCVlenr4uNTudXr9ddf59133+Wdd96hZ8+e+Pj4MGPGDEpLS62Ou76mT5/Ozz//zIYNG2jb1v7/F0tyJJzWvuRsMvNK8PNw4/qOjln7bkJvNTnadPISmbnFhPo37D8ZIYSDaDRWdW05M71ej9ForLStT58+HD9+nI4dO1Z7TlxcHMnJyWRkZBAWFgbAzp0763W9zZs3M378eO677z5A7d46ceIE3bp1q3fMXbt2JTk5mbS0NCIi1D92t23bVud5iqLw5JNPsnz5ctatW0dMTEy9r2kNuVtNOK3/HcsAYFhcCO5ujvmqxgT70LtdICYF/rPfQX+FCiFEBdHR0axfv5709HSuXr0KwOzZs/niiy+YN28ehw8f5ujRoyxdupQXXngBgFGjRtGhQwcmT57MgQMH2Lx5s2VfXYt4d+rUiaSkJLZs2cLRo0d59NFHycjIaFDMI0eOpHPnzkyePJn9+/ezceNG/va3v9V53rRp0/j3v//NkiVL8PPzIz09nfT0dIqKihp0/YaS5Eg4rTVH1b7qEV0duwDsxN7qIrc/7ZPkSAjheK+//jrr1q2jffv29O7dG4DExER+/vlnVq1aRf/+/bnuuut4++23ad9enbNNp9Px448/kp+fT//+/XnooYcsyUld3W4vvPACffr0ITExkeHDhxMeHt7giSu1Wi3Lly+nqKiIAQMG8NBDD1UaH1WTDz74gJycHIYPH05ERITlsWzZsgZdv6GkW004pYtXCzmWnodWA8M7OzY5GtMjgjn/OczBlBySrxQSFWTdeAIhhDBbvHhxpffr1q2rcszvl9cYN24cw4YNw9/f33K3GqgJUmJiYo3X6tKlS6XBzJs3bwawdMVFR0dXO+ltUFBQnUt81Cfuzp07s3Hjxkrb6ppk11GT8ErLkXBKa4+prUZ927eilY+7Q2MJ8fNgQIw6p8avh9IcGosQQjTW8uXLSUpK4ty5c6xevZpHHnmEIUOG0KFDB0eH5nQkORJOaXV5l9pNXcIcHInKPAHlioPpDo5ECCEaJy8vj2nTptGlSxemTJlC//79+emnnxwdllOS5Eg4nYKSMraezgJgpIPHG5kldg9Ho1HvoEvJtu9AQCGEsIdJkyZx4sQJiouLuXjxIosXL6Z1a5n9vzqSHAmns+1MFqVGE21bedEx1NfR4QAQ6u9J//Zq19rKQ9J6JIQQrkySI+F0Np26DMDQTiF13mLalG7uqc4s++tBGXckhLNy1ABe4Txs8R2Q5Eg4nU0nzclR066lVpcxPdRxR7vOXyUzt9jB0QghKjLPzlxYWOjgSISjmb8Dv5+xuyHkVn7hVDJyizmZmY9GA4NinasvPDzAk15RgexLzmbNsUzuGdDO0SEJIcrpdDoCAwO5dOkSfn5+6PV6dLqmXY+xqZhMJkpLSykuLq50K7+raGz9FEWhsLCQzMxMAgMDrfr8JTkSTmVzeZdazzYBDr+Fvzoju4aqydHRDEmOhHAy4eHhGI1G0tLSyMvLc6pueVtSFIWioiK8vLxcso7W1i8wMLDSAruNIcmRcCrmLrUhHZ2rS81sRNcw3lh1gk2nLlNsMOKpd82/TIVojjQaDWFhYezZs4ebbroJNzfX/BVnMBjYsGEDN9xwg1VdR87KmvrZqsXQNb85ollSFOXaYGwnTY66hPvRJtCLlOwiNp+6zIiuzjEPkxDiGkVR8PDwcMnEAdQuxLKyMjw9PV2yjs5QP9frrBTN1qnMfDLzSvBw09KnfStHh1MtjUZjWevNPFGlEEII1yLJkXAa5lajATFBTt1dZW4t+t+xDEwmuW1YCCFcjSRHwmlsP3MFgOuc7C6137suNggfdx0ZuSUcSs1xdDhCCCFsTJIj4RQURWHnOXNyFOTgaGrn4aZjaKcQQLrWhBDCFUlyJJzC6UsFZBWU4uGmpWebQEeHUyfzuKN1xyU5EkIIVyPJkXAKO86qrUa92wXi7ub8X8thndWWo4MpOWTllzg4GiGEELbk/L+FRItg7lIbEOPc443MQv096Rrhj6JcG0guhBDCNUhyJJyCueVoYIxzjzeq6IbO6lxM609ccnAkQgghbEmSI+FwF68WkpJdhJtWQ+92gY4Op96GlQ/K3njysqwELoQQLkSSI+Fw5i61Hm0C8HZvPpO2941uhZdex6W8Eo6m5Tk6HCGEEDbi1MnRhg0bGDduHJGRkWg0Gn788cdaj1+3bh0ajabKIz09vdJxCxYsIDo6Gk9PTwYOHMiOHTvsWAtRl+bYpQbqLf2DO6hjpKRrTQghXIdTJ0cFBQUkJCSwYMGCBp13/Phx0tLSLI/Q0FDLvmXLljFz5kzmzJnDnj17SEhIIDExkcxMuSXbUbaXJ0f9o5tXcgRwQ/ldaxskORJCCJfh1H0YY8eOZezYsQ0+LzQ0lMDAwGr3vfXWWzz88MNMnToVgIULF/LLL7+waNEi/vKXv1gTrmiEqwWlnLlUAEC/aOdcT6025uRo1/krFJSU4e7Uf24IIYSoD6dOjhqrV69elJSU0KNHD+bOncuQIUMAKC0tZffu3cyaNctyrFarZeTIkWzdurXG8kpKSigpuTaXTW5uLgAGgwGDwWCzuM1l2bJMZ1Jd/XadU2+Djw32xkevaXZ1b+Ovp20rLy5eLWLjiQxu6KAmeM2tHvXl6t9RcP06Sv2aP1evoz3rV98yXSo5ioiIYOHChfTr14+SkhI++eQThg8fzvbt2+nTpw+XL1/GaDQSFhZW6bywsDCOHTtWY7nz589n3rx5VbavWrUKb29vm9cjKSnJ5mU6k4r1W3FBC2gJ1uSzYsUKxwVlhfbuWi6i5avVeyg5YwJa1mfoqly9jlK/5s/V62iP+hUWFtbrOJdKjuLi4oiLi7O8Hzx4MKdPn+btt9/myy+/bHS5s2bNYubMmZb3ubm5REVFMXr0aPz9/a2KuSKDwUBSUhKjRo1Cr9fbrFxnUV39vlm8G8ji1kHdubl/lGMDbCS3Ixls/no/KUY/Ro0a0OI+Q1fj6nWU+jV/rl5He9bP3PNTF5dKjqozYMAANm3aBEBwcDA6nY6MjIxKx2RkZBAeHl5jGR4eHnh4eFTZrtfr7fLFtFe5zsJcP5NJ4cBFdVX7ftHBzbbOQzqFotHAmcsFXCkyAi3nM3Rlrl5HqV/z5+p1tEf96lueyw8f3bdvHxEREQC4u7vTt29f1qxZY9lvMplYs2YNgwYNclSILdapS/nklZTh7a6jc5ivo8NptEBvd3pEBgCw7cwVB0cjhBDCWk7dcpSfn8+pU6cs78+ePcu+ffsICgqiXbt2zJo1i5SUFL744gsA3nnnHWJiYujevTvFxcV88skn/O9//2PVqlWWMmbOnMnkyZPp168fAwYM4J133qGgoMBy95poOnsvXAUgvm0AbrrmnacP7tCagyk5bD17hRuqNjIKIYRoRpw6Odq1axc33nij5b153M/kyZNZvHgxaWlpXLhwwbK/tLSUP//5z6SkpODt7U18fDyrV6+uVMZdd93FpUuXmD17Nunp6fTq1YuVK1dWGaQt7G/vhWwAerdrfrfw/97gjsF8uOEMW09fYWhXR0cjhBDCGk6dHA0fPrzWNasWL15c6f3zzz/P888/X2e506dPZ/r06daGJ6xkTo76uEBy1D+6FXqdhtScYrJK6j5eCCGE82refRmi2corNnAiU12PrFdUoGODsQFvdzd6R6lJ3okcjYOjEUIIYQ1JjoRDHLiYg6JAVJAXIX6uMUhnUPk6a5IcCSFE8ybJkXCIPefVwdjm1hZXMKRjMAAnczSYTDV3BwshhHBukhwJh9h/MRtwjS41s15RgXjpteSXaTiRme/ocIQQQjSSJEfCIcyTPyZEBTg4Ettxd9PSr73aErZV5jsSQohmS5Ij0eQycovJzCtBq4FuEa6THAFcFxsEwNYzWQ6ORAghRGNJciSa3KFUdW2bTqF+eLnrHByNbQ2OVQdl7zh3FaOMOxJCiGZJkiPR5A6lqMlRz7au1WoE0DXCD0+dQkGJkSOp9VvgUAghhHOR5Eg0OXPLUc82rpcc6bQaYv3UFqPtZ6VrTQghmiNJjkSTUpQKyZELthwBdPA3J0cyKFsIIZojSY5Ek8ophcv5pei0GrpF+Ds6HLvoWJ4c7Tx3ReY7EkKIZkiSI9GkkgvU2aM7hfriqXetwdhmUT7g7a4ju/DaEilCCCGaD0mORJO6kK8mR6443shMp4Xe5ZNbbpf5joQQotmR5Eg0qeQC9TneRccbmfWPVieDlEHZQgjR/EhyJJqMoigkl7cc9XDhliOAAeXJ0Y6zV1AUGXckhBDNiSRHosmk5RSTX6bBTauhq4sOxjaLbxuAu5uWy/mlnL5U4OhwhBBCNIAkR6LJmG/h7+jCg7HNPNy018YdSdeaEEI0K5IciSZjmRm7jWu3GpkNNC8lIvMdCSFEsyLJkWgyh9PU5Kh7ZMtIjq6LUReh3X5Gxh0JIURzIsmRaDJH09Q5f7pF+Dk4kqbRu10r9DoN6bnFJF8pcnQ4Qggh6kmSI9EkMvOKuZRfigaFuDBfR4fTJLzcdcS3DQRgm4w7EkKIZkOSI9EkzK1GIZ7g7e7m4GiazsAKXWtCCCGaB0mORJM4Un6nWhufljX2ZkB5crTrvCRHQgjRXEhyJJrEkbSWmRz1ad8KjQbOZxWSmVvs6HCEEELUgyRHokkcNSdH3g4OpIn5e+rpEq7enbfr/FUHRyOEEKI+JDkSdldUauTMpXyg5bUcAfRrry4lsuucJEdCCNEcSHIk7O54Rh4mBVr7uOOvd3Q0Ta9f+TprMu5ICCGaB0mOhN2ZB2N3jfBDo3FwMA7QP1odlH04NZeCkjIHRyOEEKIukhwJuzuSlgNA1/CWMfnj70UGehEZ4InRpLAvOdvR4QghhKiDJEfC7sxzHHVtITNjV6dfeeuRjDsSQgjnJ8mRsCuTSbHcqdalhbYcAfSXcUdCCNFsSHIk7Or8lUIKS414uGmJad3C7uOvoG97teVoz/mrlBlNDo5GCCFEbSQ5EnZlHozdJdwPN13L/brFhfvh5+FGQamRY+l5jg5HCCFELVrubyvRJMyDsbtF+js4EsfSaTX0scx3JF1rQgjhzJw6OdqwYQPjxo0jMjISjUbDjz/+WOvxP/zwA6NGjSIkJAR/f38GDRrEb7/9VumYuXPnotFoKj26dOlix1q0bObB2N0iWnZyBNfGHe2UmbKFEMKpOXVyVFBQQEJCAgsWLKjX8Rs2bGDUqFGsWLGC3bt3c+ONNzJu3Dj27t1b6bju3buTlpZmeWzatMke4Quudau19JYjuDbuaNe5KyhKy5spXAghmgs3RwdQm7FjxzJ27Nh6H//OO+9Uev/KK6/w008/8d///pfevXtbtru5uREeHm6rMEUNrhSUkl6+2GpcuD/QshOCXlGBuGk1ZOSWcPFqEVFBLXeAuhBCODOnTo6sZTKZyMvLIygoqNL2kydPEhkZiaenJ4MGDWL+/Pm0a9euxnJKSkooKSmxvM/NVVtDDAYDBoPBZvGay7JlmY50JEXtPmrbygsPreJy9atObXV000D3SH/2X8xh++lLhPtFNnV4Vmvpn6ErkPo1f65eR3vWr75lapRm0r6v0WhYvnw5EyZMqPc5r732Gq+++irHjh0jNDQUgF9//ZX8/Hzi4uJIS0tj3rx5pKSkcOjQIfz8qp+HZ+7cucybN6/K9iVLluDtLX/912Rjuobvzuro3srEI12c7/Z197I8wnP2EFB4HveyfExaN/I9Isj070mOV3vssdbJ8nNa1qVpGRxm4q5Y5/uZCCGEKyssLOTee+8lJycHf/+ah3u4bHK0ZMkSHn74YX766SdGjhxZ43HZ2dm0b9+et956iwcffLDaY6prOYqKiuLy5cu1/nAbymAwkJSUxKhRo9Drm/8KrXP+e4QlOy7yyNBonhvd2Xnql5uKbv18NIe+RWOqfq0zJbQ7xqHPo8Td3KAkqa46rjqSwbSv99M51Jdfnhzc6Co4itN8hnbk6nWU+jV/rl5He9YvNzeX4ODgOpMjl+xWW7p0KQ899BDffvttrYkRQGBgIJ07d+bUqVM1HuPh4YGHh0eV7Xq93i5fTHuV29ROXSoEoEtEQKX6OLR+B76Fn2dAab76PiIBYoaBfySU5EPaPji1Gk3mYdy+nwxxN8O4d8E3tEGXqamOAzuEAHAiM59CAwR4N8/P2VW+o7Vx9TpK/Zo/V6+jPepX3/JcLjn6+uuveeCBB1i6dCm33HJLncfn5+dz+vRp7r///iaIruVQFIWTGept/J3DnGDZEEWBpNmw5T31fdsBMGY+tO1X9diiq7DlX+qxx1dA6j740zcQ3tPqMIJ9PYgN9uHM5QJ2X7jCTV3CrC5TCCGEbTn1rfz5+fns27ePffv2AXD27Fn27dvHhQsXAJg1axaTJk2yHL9kyRImTZrEm2++ycCBA0lPTyc9PZ2cnBzLMc8++yzr16/n3LlzbNmyhdtuuw2dTsc999zTpHVzdZfzS7laaECjgQ4hvo4NRlFgxbPXEqNh/wcPrKw+MQLwagUj/g6PrIPgzpCXCovGwPktNgmnb/lkkDtlEVohhHBKTp0c7dq1i969e1tuw585cya9e/dm9uzZAKSlpVkSJYCPPvqIsrIypk2bRkREhOXx9NNPW465ePEi99xzD3Fxcdx55520bt2abdu2ERIS0rSVc3HmVqN2Qd54uescG8z612DnJ4AGxr0HN/4VtPWIKaw7PLgKooeq3XBf3Qkpe6wOp3+0evfkbkmOhBDCKTl1t9rw4cNrnSxv8eLFld6vW7euzjKXLl1qZVSiPk6UJ0edQh3cpXboe1j3ivr61reg7+SGne/VCv70LXx1B5zbCP/+Izz8PwiKaXRI5mVE9l/MxmA0oW/Ba84JIYQzkv+VhV2cyFQHPHcOc2CX2pWz8J/yVsNB06HfA40rR+8F93wNkb2h6Aosuw9KCxodVmywD4HeekrKTJYZxIUQQjgPSY6EXTh8MLaxDH54GErzoN1gGPWideV5+MFdX4FPCGQcgv88pY5lagStVkOfdmrr0W5ZZ00IIZyOJEfC5hRF4USG2nLUyVEtR1v/BRd3gkcATPywfmOM6hLQBu78ErRucOg7OPhto4syD8refUGSIyGEcDaSHAmbu5RXQk6RAa2j7lTLTob1/1Rfj5kPgTUvDdNg7Qepd7sB/PIs5FxsVDHmlqM90nIkhBBOR5IjYXPmVqPo1j546h1wp9rKv4ChUO1O63Wv7cu/fia06QclOfCfJxvVvZYQFYBOqyEtp5jU7CLbxyiEEKLRJDkSNme5U80RXWpn1sGxn0Gjg1vetMv6aOjc4LYPQecBp/8Hh39ocBHe7m50i1CnrpdxR0II4VwkORI2dzLTQYOxFQXWlA+87v8ghHWz37WCO8LQP6uvV/4Viht+15ll3JEkR0II4VQkORI2d20wdhMnR8d+gZTdoPeBG56z//WunwFBHSA/Hda+0uDTzfMd7ZFB2UII4VQkORI2pd6pZm45asJuNZMR/vey+vq6xxu8UGyjuHnALW+or3d+DFmnG3S6ueXocGouhaVlto5OCCFEI0lyJGwqI7eEvOIydFoNMcE+TXfhYz/DpaPgGQCDn2y663a4CTolgqkM1sxr0KmRAZ6E+3tiNCkcuJhT9wlCCCGahCRHwqaOl7caRbf2xsOtie5UUxTY9I76esAj4BXYNNc1GzkXNFo48hOalF31Pk2j0ci4IyGEcEKSHAmbcsjM2Oc3Q+oecPOEAY823XXNwrpBgjplgHbN3Abd2m8ZdyTJkRBCOA1JjoRNXbuNvwmTo83vqs+9/gS+IU133Ypu/Cu4eaJN3kZI3uF6n1ZxpuzaFlkWQgjRdCQ5EjZlvlOtyQZjXzoOJ1ep3VqDpjXNNasT0MaysG1c+vJ6tx51i/DHw01LdqGBM5cbv5itEEII25HkSNiMoiicyjQnR03UcrTzU/U57mZo3aFprlmTwU+h6DxoXXASzflN9TrF3U1LfNsAQMYdCSGEs2hwclRUVERKSkqV7YcP178rQbim1Jxi8kvKcNNqiG7dBHeqlRbA/q/V1+WtNg7lH4Gp130AaDe9Ue/TzOOO9sp8R0II4RQalBx99913dOrUiVtuuYX4+Hi2b99u2Xf//ffbPDjRvJjHG8UE++Du1gSNkge/g5JcaBUDsTfa/3r1YBr8FCaNDu35zXBuc73O6dtO7lgTQghn0qDfYC+//DK7d+9m3759fPbZZzz44IMsWbIEQAaTimt3qoU3QZeaosCu8i61flNB6yQ9xP5tOB90g/p609v1OsXccnQiI5+cIoO9IhNCCFFPDfqNYjAYCAsLA6Bv375s2LCBDz/8kBdffBGNPRb4FM2KZTB2aBMkRyl7IG2/uvhreVeWszgddjMKGjiVBJnH6jw+2NeD6NbegHStCSGEM2hQchQaGsqBAwcs74OCgkhKSuLo0aOVtouW6WRTLhuy79/qc7fx4NPa/tdrgAKPMJS4m9U32xbU6xyZ70gIIZxHg5KjL7/8ktDQymtWubu78/XXX7N+/XqbBiaaF5NJ4WRmEy04W1YCh75XX/e6177XaiTTwMfVF/uXQf6lOo+vON+REEIIx2pQctS2bVvCw8Mrbbty5QoAQ4YMsV1UotlJyS6isNSIu05r6SKymxMroTgH/CIh5gb7XquRlLYDoU1fMJbAzk/qPN6cHO27kE2Z0WTv8IQQQtTC6lGswcHBREVFceutt/K3v/2Nb775huPHj8sA7RbmZKbapRYb4oObzs6Do/cvVZ/j7wRtE63f1lAaDQyarr7e+TEYimo9vFOoH34ebhSUGi3r0wkhhHAMq3+LHTx4kFdffZVu3bqxc+dOpk2bRrdu3fD19WXgwIG2iFE0A+bB2HbvUivIUmfEBki4277XslbXP0BAOyjMUqcdqIVOq6FXu0BAxh0JIYSjWZ0cde/enT/96U+89tprrFq1iszMTH7++WciIiIYMWKELWIUzYB5jqPOoXYejH3oezCVQUQChHa177WspXOD/g+qr83TDtTCMu5IkiMhhHAom/d/aDQaxo4dy7///W/S09NtXbxwUiebquXowDL1OeEe+17HVnrfr043kLoXUnbXeqgMyhZCCOdgt8Eh1113HWvXrrVX8cKJqHeqNcFt/NkXIGUXoIHuE+13HVvyaQ3dJ6ivdy6q9dBeUYFoNJB8pYjM3GL7xyaEEKJaVidHvr6+DBo0iMcee4z333+fzZs3k5WVxcqVK8nLk4GlLUHy1UKKDSbc3bS0t+eaakd+Up/bDwa/MPtdx9b6P6Q+H/oOCq/UeJifp5648pa3PdJ6JIQQDmN1cvTdd98xfvx4srOzeffddxk2bBihoaHceuut/PnPf7ZFjMLJmQdjdwjxRae140zp5uSo2wT7XcMe2vaH8J5QVgz7ltR6qIw7EkIIx3OztoAxY8YwZswYy/vCwkLOnj1L69atq8yJJFzTiaaYGTvnIlzcCWig2x/sdx170GjU1qP/Pg27FsF1T9S4Flzf9q34avsFSY6EEMKBbD7myNvbm+7du0ti1IJcWzbEjoOxza1G7QaBXzP8bvW8Azz84cppOLuuxsPMLUeHUnIpNhibKDghhBAVOclS5qI5s8xxZM/b+A//qD6bBzc3N+4+EH+X+nrPlzUe1i7Im9Y+7pQaTRxOzWmi4IQQQlRkVXKUmZnJG2+8Ue2+d999l9TUVGuKF82A0aRw+pKaHMWF26nlKOciXNwBaNSJFZurPverz8d+rnFgtkajqbAIbXYTBSaEEKIiq5KjrKws3nzzTaZNm1Zp+3PPPcfLL7/MpUt1L7gpmrcLVwopKTPhqdcS1cpOa6od+0V9bncd+EfY5xpNISJBHZhtLIWD39Z4mAzKFkIIx7IqOeratSvr1q3jp59+4oEHHsBkMvHUU0/x5ZdfsmbNGhISEqwKbsOGDYwbN47IyEg0Gg0//vhjneesW7eOPn364OHhQceOHVm8eHGVYxYsWEB0dDSenp4MHDiQHTt2WBVnS2YejN0x1Betve5UO75Cfe5yi33Kb0q9J6nPe2vuWqs4GaSsUSiEEE3P6jFHcXFxrF+/nv/973/ExcXx/fffs3btWuLj460OrqCggISEBBYsWFCv48+ePcstt9zCjTfeyL59+5gxYwYPPfQQv/32m+WYZcuWMXPmTObMmcOePXtISEggMTGRzMxMq+NtiSyDsUPt1KVWnAPnNquv4262zzWaUs/b1Rmz0w9C6r7qD2kTgF6n4VJeCRev1r5grRBCCNuzyYDsDh06MGjQIE6fPk3//v2Ji4uzRbGMHTuWl19+mdtuu61exy9cuJCYmBjefPNNunbtyvTp07n99tt5++23Lce89dZbPPzww0ydOpVu3bqxcOFCvL29WbSo9tmLRfXsvuDsqTVgMkDrTtC6g32u0ZS8g6DrrerrGlqPPPU6ukcGANK1JoQQjmD1PEeKonD//fezbds21q9fzyOPPMKdd97J0qVLcXOzuvgG2bp1KyNHjqy0LTExkRkzZgBQWlrK7t27mTVrlmW/Vqtl5MiRbN26tcZyS0pKKCkpsbzPzc0FwGAwYDAYbBa/uSxblmlvJ9LVn0VssFedcTemfrpjv6AFjJ0SMTWDn0t96qjpeQ9uh75HOfgtZTfOAb1XlWN6RwWwLzmbnWezuKVHqN3ibajm+B1tKFevo9Sv+XP1OtqzfvUt06rspaysjHvvvZe9e/eyYcMGoqKiWLduHSNHjmTixIl89913uLu7W3OJBklPTycsrPKyEmFhYeTm5lJUVMTVq1cxGo3VHnPs2LEay50/fz7z5s2rsn3VqlV4e9t+EHJSUpLNy7QHowInM3WAhpTDO1lxun7n1bd+GsXImKO/4g5syQrgyooVjY61qdVaR8XEKH1rvIuz2L/sH6QEDa56TJYG0LHu0AVW6M7aLc7Gai7fUWu4eh2lfs2fq9fRHvUrLCys13FWJUc7duzg5MmTbNy40TLpY1hYGGvXruXmm29m48aNjBgxwppLOIVZs2Yxc+ZMy/vc3FyioqIYPXo0/v7+NruOwWAgKSmJUaNGodfrbVauvZy5VIBx22a89Fr+NGFsnQOyG1o/zfnNuO0rQPEK4rrbnwKtzlah201966j1OwwbX6eP9igJN79cZX/f3GI+e30DaUUabhgxGl+Ppm2FrUlz+442hqvXUerX/Ll6He1ZP3PPT12s+h938ODB7NmzB42m8i/F4OBgtm/fXmW7vYWHh5ORkVFpW0ZGBv7+/nh5eaHT6dDpdNUeU9uM3h4eHnh4eFTZrtfr7fLFtFe5tnb2ijpYuFOYHx4e9W8hrHf9Tqt/NWg6J6L38GxUjI5SZx17/wk2vo727Aa0RZfAP7LS7rat9bQJ9CIlu4gj6QUM6Rhs54gbprl8R63h6nWU+jV/rl5He9SvvuVZPSC7pgSoqRMjgEGDBrFmzZpK25KSkhg0aBAA7u7u9O3bt9IxJpOJNWvWWI4R9XdtZmw7DcY+/qv63HlM7cc1R0ExEHUdoNQ455H5lv5d52RQthBCNCWnXj4kPz+fffv2sW/fPkC9VX/fvn1cuHABULu7Jk2aZDn+scce48yZMzz//PMcO3aM999/n2+++YZnnnnGcszMmTP5+OOP+fzzzzl69CiPP/44BQUFTJ06tUnr5gqO23PB2csn1XXIdO7Qsfl3zVYroXw5kQPfVLu74nxHQgghmo5zDGSowa5du7jxxhst783jfiZPnszixYtJS0uzJEoAMTEx/PLLLzzzzDO8++67tG3blk8++YTExETLMXfddReXLl1i9uzZpKen06tXL1auXFllkLaom10XnD21Wn1uNwg87LigrSN1vw1+/T/IOATphyC8R6Xd5uRo7/mrGE0KOntNsimEEKISp06Ohg8fXusMwdXNfj18+HD27t1ba7nTp09n+vTp1obXohmMJs5eLgCgkz1ajszJUceRtR/XnHm1gk6j1bXWDiyF8MoDs7uE++HjriOvpIwTGXl0jbDd4H8hhBA1c+puNeG8zl0uwGBU8HHX0Saw6jw9VjEUXZsV25WTI4CEu9Xng9+ByVhpl5tOS+925eOOZDJIIYRoMpIciUYxD8buGOZn+8H357dAWRH4RUJoV9uW7Ww6jQbPQMhLg7Mbquy2jDs6d6WJAxNCiJarUd1qFef8qctbb73VmEsIJ2decDbOHl1qp/+nPne8CRxw12OTcvOAHhNh1yI4sAw63Fhpd79oNTnaKXesCSFEk2lUcvT7MT179uyhrKzMsqbaiRMn0Ol09O3b1/oIhVM6mdkEg7E7uOhdar8Xf5eaHB35D9zyJrj7WHb1btcKrQZSsotIzykmPKB5zfckhBDNUaOSo7Vr11pev/XWW/j5+fH555/TqpX6V+7Vq1eZOnUqQ4cOtU2UwunYbcHZnItw6RhotBA73LZlO6uogdAqGq6eg2MrIP4Oyy5fDze6hPtzJC2XXeevcGt8ZI3FCCGEsA2rxxy9+eabzJ8/35IYAbRq1YqXX36ZN99809rihRMqLTNxrvxONZvPcXSqfILONn3VFexbAo1GbT0C9a613+kfLZNBCiFEU7I6OcrNzeXSpUtVtl+6dIm8vDxrixdO6OzlAspMCn4eboT727ib53R5cuTqd6n9Xs871efTa6Egq9KuvtFqkrhb7lgTQogmYXVydNtttzF16lR++OEHLl68yMWLF/n+++958MEHmThxoi1iFE7GPBi7U5ivbe9UM5bB6XXq65Yy3sgsuCNEJIBihCM/VtrVr/yOtSNpuRSUlDkgOCGEaFmsTo4WLlzI2LFjuffee2nfvj3t27fn3nvvZcyYMbz//vu2iFE4GbvNjJ2yG0py1Fvb2/SxbdnNQY8/qs+Hfqi0OTLQi8gAT4wmhf3J2U0flxBCtDBWJ0fe3t68//77ZGVlsXfvXvbu3cuVK1d4//338fHxqbsA0ezYbTC2+Rb+DjeCVmfbspuD7uUtrec3Q25qpV3mrjWZDFIIIezPZpNA+vj4EB8fT3x8vCRFLu5Epp0WnD27Xn1uKXep/V5gFERdByhweHmlXeautZ0yGaQQQtidTdZWW7NmDWvWrCEzMxOTyVRp36JFi2xxCeEkSsqMnM8qBGzcrVaSDxd3qq9jhtmu3Oamxx8heRsc+h4GTbNstixCeyFbFqEVQgg7s7rlaN68eYwePZo1a9Zw+fJlrl69WukhXMuZSwUYTQr+nm6E+nnYruAL28BUBgHt1Dl/WqruE9Q5nlJ2w5Uzls1dwv3w9XAjv6SM4+lyF6gQQtiT1S1HCxcuZPHixdx///22iEc4uRMVBmPb9E61s+vU59gbXH/JkNr4hkLMDXBmnTow+4ZnAfMitIFsPHmZ3eev0C3S37FxCiGEC7O65ai0tJTBgwfbIhbRDFy7jd/Gg7HNi6625C41sx63q8+Hvq+02dy1JoOyhRDCvqxOjh566CGWLFlii1hEM2C+U82mg7ELr0DaAfV1zA22K7e56noraPWQeQQyjlg292tffseazJQthBB2ZXW3WnFxMR999BGrV68mPj4evV5faf9bb71l7SWEE7HLHEfnNgIKhHQBv3DbldtcebVSZwg/8Ssc/gHCugHQq12gLEIrhBBNwOrk6MCBA/Tq1QuAQ4cOVdpn0zEpwuGKDUbOX7HDnWqWLjVpNbLoebuaHB38Dm78G2g0+Hq40TXCn8OpsgitEELYk9XJ0dq1a20Rh2gGTmXmoyjQyltPsK+77Qo+Uz6/kYw3uqbzGHDzgqtnIXWvZcbwfu1bqcnRuauSHAkhhJ3YZJ4jgCNHjnDhwgVKS0st2zQaDePGjbPVJYSDncy8NhjbZq2CuamQdVK9fT16iG3KdAUevhA3Rp0M8tD3luSob3QQn289z67zMhmkEELYi9XJ0ZkzZ7jttts4ePAgGo0GRVGAa11qRqPR2ksIJ2GXwdjmLrWIBHWsjbimx+3lydEPMOol0GrpH63+jI6m5VFQUoaPh83+vhFCCFHO6rvVnn76aWJiYsjMzMTb25vDhw+zYcMG+vXrx7p162wQonAWdhmMbelSk/FGVXQcCR7+kJcKydsBiAjwok2gF0aTwj5ZhFYIIezC6uRo69atvPjiiwQHB6PVatFqtVx//fXMnz+fp556yhYxCidhWXA21EbJkaLI/Ea10XtCl1vU1xXmPLLMdyS39AshhF1YnRwZjUb8/NRflsHBwaSmqquJt2/fnuPHj1tbvHASRaVGkq+a71SzUbfalTOQe1Gd06fddbYp09V0n6g+H/kJTGoXdb9o82SQMu5ICCHsweoBCz169GD//v3ExMQwcOBAXnvtNdzd3fnoo4+IjY21RYzCCZjvVGvt405rXxutqXZuo/rctj+4+9imTFcTO1wdi1WQCec2QewwWYRWCCHszOqWoxdeeAGTyQTAiy++yNmzZxk6dCgrVqzgvffeszpA4RyuLRtiw8HY5zarz9HX265MV+PmDl3L7/gs71rrEu5vWYT2WHquA4MTQgjXZHVylJiYyMSJatN/x44dOXbsGJcvXyYzM5ObbrrJ6gCFcziRaePB2IoC58uTo/ayNl+tevxRfT76HzAa0Gk19G4XCMi4IyGEsAerkiODwcCIESM4efJkpe1BQUEyO7aLOWkejG2r5OjqOchNAa0bRA2wTZmuqv314BMCRVctd/cNjFHXWdtxVsYdCSGErVmVHOn1eg4cOGCrWIQTM3erdQ61Ubfa+S3qc2QfGW9UF50bdBuvvi7vWhsQ0xqA7WevWOYWE0IIYRtWd6vdd999fPrpp7aIRTipgpIyLl4tAmzYrWbuUpNZsevH3LV27BcoKyG+bQDublou55dw9nKBY2MTQggXY/XdamVlZSxatIjVq1fTt29ffHwqtwK89dZb1l5CONjJTLVLLdjXg1Y+NlpT7dwm9bm9JEf1EnUd+EWqE0KeWoNnl5vpFRXIjrNX2HH2CrEhNhwoL4QQLZzVydGhQ4fo00dd9+nEiROV9sm4I9dg7lKLC7fRL+DcFMg+r66nFjXQNmW6Oq0Wuk+Abe+rXWtdbmZgTJAlObp7QDtHRyiEEC7D6uRo7dq1tohDODHzsiG2mhlbc6F8vFFEAnj626TMFqHHH9Xk6PivUFrIgPJB2dtlULYQQtiU1WOOhOu7tuCsbZIjrXkwtnSpNUybvhDYDgwFcPI3+rRrhU6rISW7iJTsIkdHJ4QQLsPqlqOZM2dWu12j0eDp6UnHjh0ZP348QUFBjSp/wYIFvP7666Snp5OQkMD/+3//jwEDqr/1e/jw4axfv77K9ptvvplffvkFgClTpvD5559X2p+YmMjKlSsbFV9LcG3BWdt0q2mSt6ovJDlqGI0Gut8Gm9+FQz/g0/02erQJYH9yNjvPXqFN7zaOjlAIIVyC1cnR3r172bNnD0ajkbi4OEAde6TT6ejSpQvvv/8+f/7zn9m0aRPdunVrUNnLli1j5syZLFy4kIEDB/LOO++QmJjI8ePHCQ0NrXL8Dz/8QGlpqeV9VlYWCQkJ3HHHHZWOGzNmDJ999pnlvYeHjZbDcEF5xQZSc4oB28xx5GHIRpN1CtBA+0FWl9fi9PijmhydXAUleQyMCWJ/cjbbz15hgiRHQghhE1Z3q40fP56RI0eSmprK7t272b17NxcvXmTUqFHcc889pKSkcMMNN/DMM880uOy33nqLhx9+mKlTp9KtWzcWLlyIt7c3ixYtqvb4oKAgwsPDLY+kpCS8vb2rJEceHh6VjmvVqlWj6t4SmO9UC/P3IMBLb3V5rfPLFyMO66GuGSYaJjwegjpAWTEc/5UB0ebJILMcHJgQQrgOq1uOXn/9dZKSkvD3vzawNiAggLlz5zJ69GiefvppZs+ezejRoxtUbmlpKbt372bWrFmWbVqtlpEjR7J169Z6lfHpp59y9913V5leYN26dYSGhtKqVStuuukmXn75ZVq3bl1jOSUlJZSUlFje5+aq61kZDAYMBkNDqlUrc1m2LNNax1KzAegY4mt1XAaDgeD8YwAY2w3C5ET1tJWm+Ay1XSeg2/wmpoPf0WvcrWg0cPpSAelX8223KHANnPE7amuuXkepX/Pn6nW0Z/3qW6bVyVFOTg6ZmZlVuswuXbpkSSICAwMrdXfVx+XLlzEajYSFhVXaHhYWxrFjx+o8f8eOHRw6dKjKBJVjxoxh4sSJxMTEcPr0af76178yduxYtm7dik6nq7as+fPnM2/evCrbV61ahbe3dwNqVT9JSUk2L7OxVp3TAlrcCi+xYsUKq8u7sbzlaPdlD9JsUJ6zsudn6FfUmpsATq1mR9KPhHv5k1ao4cPl/6NX66aZLduZvqP24up1lPo1f65eR3vUr7CwsF7HWZ0cjR8/ngceeIA333yT/v37A7Bz506effZZJkyYAKiJSufOna29VIN8+umn9OzZs8rg7bvvvtvyumfPnsTHx9OhQwfWrVvHiBEjqi1r1qxZlQae5+bmEhUVxejRoyu1mFnLYDCQlJTEqFGj0Out78KyhW8/3w1kMXpAD27u19aqsgw56XjvvQhA7/HT6O0TbIMInUtTfYbKR1+gvXSM0e0NbNG249/bkzEGxXDzzV3sdk1wzu+orbl6HaV+zZ+r19Ge9TM32tTF6uToww8/5JlnnuHuu++mrKxMLdTNjcmTJ1tmx+7SpQuffPJJg8oNDg5Gp9ORkZFRaXtGRgbh4eG1nltQUMDSpUt58cUX67xObGwswcHBnDp1qsbkyMPDo9pB23q93i5fTHuV2xinMtWlKbpEBlodkyZtNwBKcBz6wAirY3Nmdv8Me9wOa1/G7ehPXJcwin9vT2bX+ewm+94403fUXly9jlK/5s/V62iP+tW3PKsHZPv6+vLxxx+TlZXF3r172bt3L1lZWXz00Uf4+qq3fvfq1YtevXo1qFx3d3f69u3LmjVrLNtMJhNr1qxh0KDa73L69ttvKSkp4b777qvzOhcvXiQrK4uICNf+Zd0YOUUG0nPVO9VscRu/Jlmd38jUTu5Ss1qPierzmXUMDFO70o6m55JT5JpjEIQQoinZZBLIjRs38thjj/HYY4/RunVrfH19+fLLL9m0aZNV5c6cOZOPP/6Yzz//nKNHj/L4449TUFDA1KlTAZg0aVKlAdtmn376KRMmTKgyyDo/P5/nnnuObdu2ce7cOdasWcP48ePp2LEjiYmJVsXqiszzG7UJ9MLP0/rs3Tz5o9JusNVltXitO6h3rilGQpJ/IybYB0WB3edltmwhhLCW1cnR999/T2JiIl5eXuzZs8dyV1dOTg6vvPKKVWXfddddvPHGG8yePZtevXqxb98+Vq5caRmkfeHCBdLS0iqdc/z4cTZt2sSDDz5YpTydTseBAwf4wx/+QOfOnXnwwQfp27cvGzdulLmOqnHcvGyILSZ/LMqGjEOAJEc20+OP6vOhHyrc0n/VgQEJIYRrsHrM0csvv8zChQuZNGkSS5cutWwfMmQIL7/8srXFM336dKZPn17tvnXr1lXZFhcXh6JUf8eOl5cXv/32m9UxtRQn0ssXnLXFsiHJ29GgkO8Rhodf7WPGRD11vw1Wz4Fzm7hhlJFlyHxHQghhC1a3HB0/fpwbbrihyvaAgACys7OtLV44kE3XVDundrFm+dr3bqoWpVV7aNMPUBhcqv58D1zMoajU6Ni4hBCimbM6OQoPD+fUqVNVtm/atInY2FhrixcOdMKyppoNkqPzmwG4LMmRbZV3rQWe+ZnIAE/KTAp7LkjXmhBCWMPq5Ojhhx/m6aefZvv27Wg0GlJTU/nqq6949tlnefzxx20Ro3CAy/klZBWUotFAx1ArxxyV5EHqPgCyfOOsD05c030CoEGTvI0xUWqL0dbT0rUmhBDWsHrM0V/+8hdMJhMjRoygsLCQG264AQ8PD5599lmefPJJW8QoHMA83qh9kDde7tXPHF5vyTtAMaIEtKPI3fUmfnQo/0hoNwgubOEP+u0sog9bTl8GJAkVQojGsrrlSKPR8Le//Y0rV65w6NAhtm3bxqVLl3jppZdsEZ9wkBOWO9Vs16WmyPxG9lE+51G3K6sBddxRfkmZIyMSQohmzerk6MKFCyiKgru7O926dWPAgAGWyR8vXLhgdYDCMY6XD8a2yZ1q52XyR7vqNh40Wtwz9jEgMIcyk8LOczLfkRBCNJbVyVFMTAyXLl2qsj0rK4uYmBhrixcOYhmMHW5lcmQogpTyZUNkfiP78A2F6KEATA3YC8A2GXckhBCNZnVypCgKGo2myvb8/Hw8PT2tLV44gKIoFe5Us3IwdspuMJaCbzi0kmTZbsrvWhtUtB6ArWckORJCiMZq9IBs8yr1Go2Gv//973h7e1v2GY1Gtm/f3uD11IRzSM8tJq+4DDeththgK5Oj81vV5/aDoZokWthI13Hwy0wCc4/TQZPCoRR1bbwAL9ddlFIIIeyl0cnR3r1q872iKBw8eBB3d3fLPnd3dxISEnj22Wetj1A0uePld6rFBPvg7mZl42L5YGzaS5eaXXkHQYeb4OQq7vfbw9zcNuw4e4VR3cIcHZkQQjQ7jU6O1q5dC8DUqVN577338POzwcBd4RRO2mpmbKNBvY0foP0QK6MSdeo+EU6u4mbNVuZyK1tPZ0lyJIQQjWD1PEefffYZa9asYc2aNWRmZmIymSrtX7RokbWXEE3suK1mxk47AIYC8GoFIV3AKMta2FWXm0HnTmjJOeI0yWw57e/oiIQQolmyekD2iy++yOjRo1mzZg2XL1/m6tWrlR6i+TEPxo4Lt3a8UXmXWrvBoLX6qybq4hkAnUYDME63lWPpeVwpKHVwUEII0fxY3XL0wQcfsHjxYu6//35bxCMczGRSLN1qVk8AWT6/Ee1lfqMm0/02OPYzt7lv542yO9l2Joube0Y4OiohhGhWrP5zvrS0lMGDZbCtq7h4tYgigxF3Ny3tg7zrPqEmJhNcMCdH8v1oMp3HgJsXbUzp9NCclXXWhBCiEaxOjh566CGWLFlii1iEEzCPN+oY4oubzoqvR+YRKM4BvQ+EJ9goOlEnD1+IGwOoXWsy35EQQjSc1d1qxcXFfPTRR6xevZr4+Hj0+srzqrz11lvWXkI0IZtN/nihfH6jdgNBZ/XXTDRE94lweDm36rYzP/NeMnOLCfWXCVmFEKK+rP6tdeDAActkj4cOHaq0r7qZs4Vzs9myITK/keN0GgXuvrQpvUwfzUm2nunN+F5tHB2VEEI0G1YnR+b5joRrME8AadWCs4pSYTC2zG/U5PRe0OUWOLCMcbqtbDk1QpIjIYRoALm/WliUGU2cuVQAWDnH0ZUzkJ8BOg+I7GOj6ESDdJ8IwM267Ww5mYGiKA4OSAghmo9GtxxNnDixXsf98MMPjb2EaGLnsgopNZrwdtfRJtCr8QWZu9Ta9gO9jHVxiA43oXgGEFacTWTufs5cHkSHECvHkQkhRAvR6OQoICDAlnEIJ2DuUusU5odWa8V4sfNyC7/Dubmj6ToO9v6bcbotbDp5uyRHQghRT41Ojj777DNbxiGcwLH0XAC62mowdjuZ/NGhuk+Evf9mjG4nfz2RweTB0Y6OSAghmgUZcyQsjqapLUddrEmOci5C9gXQ6CBqgI0iE40SM4wyzyCCNbkoZzdgMJrqPkcIIYQkR+Iac8tRlwgrFiw9Xz6/UUQCeFjZAiWso3ND130CACONm9iXnO3QcIQQormQ5EgAkFts4OLVIsDKliOZ38ipaHqoN06M0e1g8/E0B0cjhBDNgyRHAoAT5YOxIwI8CfR2b3xBMr+Rc2k/mCKPEAI0hRQcWeXoaIQQolmQ5EgAcDStfDC2NV1q+Zfg8nH1dbvrbBCVsJpWh7HreAC6XVlNTpHBwQEJIYTzk+RIAHA03QaDsc3rqYV2B+8gG0QlbMG3z50AjNTuZvuJVAdHI4QQzk+SIwHAsTRbDMaW+Y2cUtv+ZOvD8NMUcWnvfx0djRBCOD1JjgQmk2KZANKqOY5kMLZz0mrJjr0VgMjkXxwcjBBCOD9JjgQXrxZRUGrEXaclJtincYUU50D6QfW1JEdOJ2TQPQAMKtvJxbR0B0cjhBDOTZIjwdHy+Y06hfnipmvkV+LCdkCBoFjwC7ddcMImfNr3I9mtHZ4aAxc3L3F0OEII4dScPjlasGAB0dHReHp6MnDgQHbs2FHjsYsXL0aj0VR6eHpWXvhUURRmz55NREQEXl5ejBw5kpMnT9q7Gk7tmGVmbCvGG53boD5HX2+DiITNaTRcaKvetRZ0ShaDFkKI2jh1crRs2TJmzpzJnDlz2LNnDwkJCSQmJpKZmVnjOf7+/qSlpVke58+fr7T/tdde47333mPhwoVs374dHx8fEhMTKS4utnd1nJZlTbUIK8YbndukPkcPtUFEwh5aD74fo6Khc/FBSi+dcXQ4QgjhtJw6OXrrrbd4+OGHmTp1Kt26dWPhwoV4e3uzaNGiGs/RaDSEh4dbHmFhYZZ9iqLwzjvv8MILLzB+/Hji4+P54osvSE1N5ccff2yCGjkn8xxHjW45Ks6BtP3qa2k5clqdO3ZmhzYegPSNix0bjBBCODGnTY5KS0vZvXs3I0eOtGzTarWMHDmSrVu31nhefn4+7du3JyoqivHjx3P48GHLvrNnz5Kenl6pzICAAAYOHFhrma6soKSM81cKAejS2Jaj81tBMUFQB/CPtGF0wpa0Wg1nIscB4Hf8O1AUB0ckhBDOyc3RAdTk8uXLGI3GSi0/AGFhYRw7dqzac+Li4li0aBHx8fHk5OTwxhtvMHjwYA4fPkzbtm1JT0+3lPH7Ms37qlNSUkJJSYnlfW6u2tJiMBgwGGw347C5LFuWWZcjKdkoCgT7uhPgoW3UtbVn1qMDjO2HYKrlfEfUr6k5ex0De/2B/Itv0KokhbKzm1CiGjaTubPXzxZcvY5Sv+bP1etoz/rVt0ynTY4aY9CgQQwaNMjyfvDgwXTt2pUPP/yQl156qdHlzp8/n3nz5lXZvmrVKry9vRtdbk2SkpJsXmZNtmRoAB2tdcWsWLGiUWUMO7aCQGDvFR9S6lFGU9bPUZy1joVl8KtxIHe4ref0f17nWMyDjSrHWetnS65eR6lf8+fqdbRH/QoLC+t1nNMmR8HBweh0OjIyMiptz8jIIDy8freK6/V6evfuzalTpwAs52VkZBAREVGpzF69etVYzqxZs5g5c6blfW5uLlFRUYwePRp/fyvu8Podg8FAUlISo0aNQq/X26zc2uz6+SicSeb6HjHcPCau4QUU5+C2Vx30njB+Ggm13MbviPo1teZQx5cvpnHH1fXE5O0mdtS/Qe9V73ObQ/2s5ep1lPo1f65eR3vWz9zzUxenTY7c3d3p27cva9asYcKECQCYTCbWrFnD9OnT61WG0Wjk4MGD3HzzzQDExMQQHh7OmjVrLMlQbm4u27dv5/HHH6+xHA8PDzw8PKps1+v1dvli2qvc6hzPKACgW2Rg4655egegQOtO6IOi6nVKU9bPUZy5jmHxN3FxXTBtjZfh9CroeXuDy3Dm+tmKq9dR6tf8uXod7VG/+pbntAOyAWbOnMnHH3/M559/ztGjR3n88ccpKChg6tSpAEyaNIlZs2ZZjn/xxRdZtWoVZ86cYc+ePdx3332cP3+ehx56CFDvZJsxYwYvv/wy//nPfzh48CCTJk0iMjLSkoC1JCaTwpHyO9W6RTayBcxyC7/cpdZc3NglnB+M6udl3Pe1g6MRQgjn47QtRwB33XUXly5dYvbs2aSnp9OrVy9WrlxpGVB94cIFtNpr+d3Vq1d5+OGHSU9Pp1WrVvTt25ctW7bQrVs3yzHPP/88BQUFPPLII2RnZ3P99dezcuXKKpNFtgQXrhSSX1KGu5uWjqG+jSvEPPljjMxv1Fx0CfdjttdInjL8iPbM/yAvXWY1F0KICpw6OQKYPn16jd1o69atq/T+7bff5u233661PI1Gw4svvsiLL75oqxCbrcOp5vmN/NA3ZtmQwiuQfkh93V5ajpoLjUZDx64J7N7Xib7ak3DgGxjylKPDEkIIp+HU3WrCvg6n5gDQvbFdaue3AAoEx4FfWJ2HC+cxPC6U74w3qG/2filzHgkhRAWSHLVgh1LN440CGleAjDdqtoZ0DGYlgylUPODyCUiuec1CIYRoaSQ5aqEUReFIectRj0YPxt6oPkty1Oz4erjRIzaKn43lk0Du+cKxAQkhhBOR5KiFyswr4XJ+KVpNI9dUK7wCGeXjjWSx2WZpdLcwlhpvVN8c/gGK6zf/hxBCuDpJjloo83ijDiG+eLnrGl6AuUstpAv4htgwMtFURnYLY4/SiZOmNmAohEPfOzokIYRwCpIctVCHUtRWgh5tGjne6Mw69TlmmG0CEk0uIsCLHm0CWGocrm6QrjUhhAAkOWqxrL5TzZwcxQ63STzCMUZ1DWe5cShluEHqHkg/6OiQhBDC4SQ5aqEOp1oxM3b2BbhyGjQ6GYzdzI3qFsYV/Eky9VM37PnSsQEJIYQTkOSoBcopNHDxahEA3SMa0a1mbjVq2w88bbfwrmh6XSP8aBPoxZKy4eqGA0vBUOTQmIQQwtEkOWqBzF1qUUFeBHg3YlE/6VJzGRqNhlHdwthk6sEVfTgU58DRnx0dlhBCOJQkRy2QuUutUa1GJpMkRy5mdLcwFLR8U1Y+uH73YofGI4QQjibJUQtk1WDsjENQmAXuvtC2v40jE47QPyYIf083Fhddj6LRwflNkHnU0WEJIYTDSHLUApmXDenephHJkbnVqP0Q0DWiS044Hb1Oy01dQkmnNccDyyf03PmpY4MSQggHkuSohckvKeP0pXwA4tsGNryAM2vVZ+lScymJ3cMBeD+/fMbs/UuhJM+BEQkhhONIctTCHLyYg6JAm0Avgn09GnayoRjOb1Vfd7jR9sEJhxkeF4qXXsd/8jpSHNABSvPgwDJHhyWEEA4hyVELc+BiNgDxbRsxGPviDigrAt8wddkQ4TK83HXc1CUU0LAx8A/qxp2fgqI4NC4hhHAESY5amAMX1cHYjepSO12hS02jsVlMwjnc3DMCgLcy+6LovSHzCJzf4uCohBCi6Uly1MLsL285SmhMy9Hp/6nPsdKl5opu7BKCp17L0atarnSYoG7c+YlDYxJCCEeQ5KgFycovscyM3aOhyVF+JqTtU193HGHbwIRT8HZ3K+9ag//ox6obj/4H8tIdGJUQQjQ9SY5akAMpapdabIgP/p4NvA3/1Gr1OSIBfENtHJlwFmN7qF1ri8/4oUQNBFMZ7P7cwVEJIUTTkuSoBdmfnA1AfJtGdKmdTFKfO46yXUDC6dzUJRQPNy3nswq52PE+deOuT6GsxLGBCSFEE5LkqAVp9GBsY9m18UadRts2KOFUfDzcuDFObRlcVtAH/CIhPwMOfe/gyIQQoulIctRCKIpiuY0/IaqBLUcpu6E4GzwDoW0/W4cmnMzYnuqEkP89fAllwCPqxq3vy239QogWQ5KjFiI1p5jL+aXotBq6NXTB2ZOr1OcON4FWZ/vghFMZ2TUML72O81mFHAy/DfTekHEQzm5wdGhCCNEkJDlqIQ6UjzfqHOaHl3sDE5xT5eONOsl4o5bAx8ON0d3DAPjhaAH0+pO6Y+sCB0YlhBBNR5KjFmJfY+c3ysuAtP3q644jbRuUcFoTerUB4OcDqZT1fxTQwMnfIOukYwMTQogmIMlRC7H3fDYAfdq1atiJp9eozxG95Bb+FuT6TsEE+bhzOb+UTVcDIE6d90i740MHRyaEEPYnyVELYDCaLDNj92nfwOToxG/qs3SptSh6nZZx8eqcRz/uTYHrngBAe2AZ+rI8R4YmhBB2J8lRC3AkNZeSMhMBXnpig33qf2JZybXJHzuPtU9wwmmN7612ra06kkFh5HUQHo+mrIjYS6sdHJkQQtiXJEctwO7zVwHo0y4QrbYBC8ae3Qil+eAbDpG97RSdcFa9owJp39qbwlIjSUczYcjTAMReWqV+L4QQwkVJctQC7LmgJkd9G9qldvwX9TluLGjlq9LSaDQaxidEAuVda91vQ2kVg7uxAO3eLxwcnRBC2I/8xmsB9phbjhqSHJlMcPxX9XWXW+0QlWgOzF1rG05eJrPAgHHQUwBoty2QJUWEEC5LkiMXl5ZTRGpOMVoNJDRk2ZDUvZCXBu5+EDPUbvEJ59YhxJfe7QIxmhSW70lB6XknRfpWaPIzYN8SR4cnhBB2IcmRi9tTfgt/1wh/fDzc6n+iuUut4whw87B9YKLZuKtfFADLdiWj6Nw5FVo+OH/zu+q6e0II4WKcPjlasGAB0dHReHp6MnDgQHbs2FHjsR9//DFDhw6lVatWtGrVipEjR1Y5fsqUKWg0mkqPMWPG2LsaDmMejN3g8UbHVqjPXW6xcUSiubklPgIvvY4zlwrYm5zD+dY3ongFwdWzcORHR4cnhBA259TJ0bJly5g5cyZz5sxhz549JCQkkJiYSGZmZrXHr1u3jnvuuYe1a9eydetWoqKiGD16NCkpKZWOGzNmDGlpaZbH119/3RTVcYjdjRmMfeUMXDoKWjeZ30jg56nnlvI5j77bk4JR54FpwKPqzg1vqOPThBDChTh1cvTWW2/x8MMPM3XqVLp168bChQvx9vZm0aJF1R7/1Vdf8cQTT9CrVy+6dOnCJ598gslkYs2aNZWO8/DwIDw83PJo1aqBrSrNRFGpkSOpOUADZ8Y++l/1uf0Q8HLNn41omDvLu9ZWHEynxAimfg+BR4CaRB/+wcHRCSGEbTVgEErTKi0tZffu3cyaNcuyTavVMnLkSLZu3VqvMgoLCzEYDAQFBVXavm7dOkJDQ2nVqhU33XQTL7/8Mq1bt66xnJKSEkpKrt2Zk5ubC4DBYMBgMDSkWrUyl2WrMneezcJgVAjz9yDM163e5eoOfo8WMHYZh8mJ6+eMXLWOvdr4Et3am3NZhezN0nCrzhvtwMfRbXgVZd18yjrforY0ugBX/QzNpH7Nn6vX0Z71q2+ZGkVRFJtf3QZSU1Np06YNW7ZsYdCgQZbtzz//POvXr2f79u11lvHEE0/w22+/cfjwYTw9PQFYunQp3t7exMTEcPr0af7617/i6+vL1q1b0emqX61+7ty5zJs3r8r2JUuW4O3t3cga2t+KC1p+S9HSN9jEpE716/rwLslg1JHnMKHltx7vUar3t3OUorlIStHw8wUdMX4KM3oYcTMWMerwTNyNBexp9wjJra93dIhCCFGrwsJC7r33XnJycvD3r/n3m2v8qVeNV199laVLl7Ju3TpLYgRw9913W1737NmT+Ph4OnTowLp16xgxYkS1Zc2aNYuZM2da3ufm5lrGM9X2w20og8FAUlISo0aNQq/XW13evz/dCVzltiE9uLlf23qdo938DhwBYm5g5Pi76zq8QWxdP2fkynXsl1fCr69v4GweRCcMplubQLStU2Dti/TOXUXPe+eBrvnX2ZU/Q5D6uQJXr6M962fu+amL0yZHwcHB6HQ6MjIyKm3PyMggPDy81nPfeOMNXn31VVavXk18fHytx8bGxhIcHMypU6dqTI48PDzw8Kh6O7ter7fLF9MW5RYbjOy/qI43GtwxpP7lHfsJAG2PiWjt9I/OXj83Z+KKdWwTpGdE1xBWHcnkmz1p/CM6BAY9Bjs+QJN9Dv3hb6DvFEeHaTOu+BlWJPVr/ly9jvaoX33Lc9oB2e7u7vTt27fSYGrz4OqK3Wy/99prr/HSSy+xcuVK+vXrV+d1Ll68SFZWFhERETaJ21nsS86mtMxEiJ8HMfVdbPbyKUg/qI4d6TrOvgGKZum+gerA7B/3pZJXbAB3H7i+vFV1/esya7YQwiU4bXIEMHPmTD7++GM+//xzjh49yuOPP05BQQFTp04FYNKkSZUGbP/zn//k73//O4sWLSI6Opr09HTS09PJz1cXyczPz+e5555j27ZtnDt3jjVr1jB+/Hg6duxIYmKiQ+poL9vPXAFgYEwQGk09F5s9vFx9jh0O3kG1HipaputiggjzUigoNbJ8b/kUGf0eAL8IyL0IOz9xbIBCCGEDTp0c3XXXXbzxxhvMnj2bXr16sW/fPlauXElYWBgAFy5cIC0tzXL8Bx98QGlpKbfffjsRERGWxxtvvAGATqfjwIED/OEPf6Bz5848+OCD9O3bl40bN1bbbdacbT+bBcDA2JrvwqtEUeDQ9+rr7rfZKSrR3Gk0Gq4PUwf3f7H1PIqigN4Thpf/kbL+NSi84sAIhRDCek475shs+vTpTJ8+vdp969atq/T+3LlztZbl5eXFb7/9ZqPInFdJmdEyM/ag2Hq2AKXtV+es0XnIQrOiVv1DFH5N1XEqM5+tZ7IY3CEYet8H2xdC5hHY+CYk/sPRYQohRKM5dcuRaJwDF3MoKTMR7OtOhxDf+p20v3yW8C43g1eg3WITzZ+XG4xPUMfofbn1vLpRq4NRL6mvd3wEV846KDohhLCeJEcuaOPJywBcF9u6fuONykrh4Lfq64R77RiZcBXmgdmrjmSQkl2kbuw4AmJvBGMprHnRgdEJIYR1JDlyQRtPXgLghk4h9TvhVBIUZoFvGHS4yY6RCVfROcyPQbGtMZoUFm8ubyXSaGD0S4BGXVIkeadDYxRCiMaS5MjF5BQa2J+cDcD1nYLrd9K+JepzzztA5/TD0ISTeOSGWAC+3pFMbnH5lPzhPaHXn9TXvz4HJqODohNCiMaT5MjFbDl9GZMCHUN9iQz0qvuEwitwonyQei/pUhP1NzwuhE6hvuSXlPH19gvXdoyYDR7+kLoX9nzhuACFEKKRJDlyMRvKxxsNrXer0VdgMkBEAoR1t2NkwtVoNBoeLm89+mzzOUrLytfv8wuDG/+qvl4zT27tF0I0O5IcuRBFUdhwQh1vVK/kyGSCXZ+pr/tOtWNkwlWN7xVJiJ8H6bnF/Hwg9dqO/g9DaHcouqomSEII0YxIcuRCzmUVkpJdhF6nYWBMPSZ/PLserpwGdz91vJEQDeThpmPK4GgAPtpwRp0UEtSxa7eok6+y+3NI2e2YAIUQohEkOXIh5lajPu1a4eNRj4HVuz5VnxPuBo96zockxO/cN7A9Pu46jqXnsfpo5rUd7QdD/N2AAv99GowGh8UohBANIcmRC1l9NAOAm7qE1n1wbiocW6G+7v+gHaMSri7AW8+k8tajd9ecuNZ6BOqt/V6t1AWNN7/rmACFEKKBJDlyEXnFBradUddTG9ktrO4Tdn0GihHaDYbQrnaOTri6h66PwUuv41BKLmuPV2g98g2FMf9UX6//J2Qec0yAQgjRAJIcuYgNJy5jMCrEBvvUvWRIaSHs/Fh9PfBR+wcnXF5rXw8mDWoPwLurT1ZuPYq/EzqNVmfO/s90mftICOH0JDlyEeYutXq1Gu37Sr2LqFU0dB1n38BEi/HwDbF46XXsv5jDuvLxb4A6c/atb6sD/y/uVBeoFUIIJybJkQsoM5r43zG1K2Nk1zqSI5MRtv5LfT1ourpgqBA2EOzrwX3XtQPgnaTfjT0KaFu+tAiweh5kHnVAhEIIUT+SHLmAXeevklNkINBbT592gbUffPS/cPUceAVdW+ZBCBt55IYOeLurrUe/HkqvvLPvFOg4Cowl8N2DYCh2SIxCCFEXSY5cwC8H0gAY0SUMN10tH6nJBBvK557p/xC4ezdBdKIlCfHz4OGh6qzZr/92HIPRdG2nRgMT3gfvYMg8DKvnOiZIIYSogyRHzVyZ0cSvh9TkaFxCRO0HH/0PZBxUx35c93gTRCdaoodviCXY152zlwtYuuNC5Z2+oWqCBLD9Azi5uukDFEKIOkhy1MxtO3OFy/mltPLWM6RjLUuGmIywbr76etAT4B3UNAGKFsfXw42nR3QC4N01J8kvKat8QOdEGPCI+nr5o5BzsYkjFEKI2kly1MyZ17Ma0yMcfW1daoeXw6Vj4BkA1z3RRNGJluruAe2ICfbhcn4pH60/XfWAUS9CeE8ovAzfTIaykqYPUgghaiDJUTNWWmayDHodFx9Z84GG4muLfw56ErwC7R+caNH0Oi3PJ8YB8OGGMyRfKfzdAV5w55fgGQgpu2DlX5o+SCGEqIEkR83Y/45lkFNkIMTPg4GxtSw0u/VfkH0B/CLVLjUhmsCYHuEM7tCakjITL/58pOoBQTHwx08ADexaBHu/avIYhRCiOpIcNWPLdiYD8Mc+bdFpNdUflJsGG99SX4+aB+4+TRSdaOk0Gg3z/tAdN62GpCMZlZcVMes0CobPUl//PAPOb23SGIUQojqSHDVT6TnFrC+fhfjOfm1rPjDp72AogLb9oecdTRSdEKpOYX5MHRINwLz/HKakrJqlQ254Drrcqi4vsvQeuHyqaYMUQojfkeSomfpudzImBQZEBxFb01pqx1fCwW9Bo4Wxr6nzzAjRxJ4a0YlQPw/OZRWy4H/VJD5aLUz8GNr0VZe1+ep2KLjc9IEKIUQ5SY6aoTKjia93qF1qd/aPqv6g4hz4+Rn19aBp0KZPE0UnRGV+nnrmjOsOwPvrTnM4NafqQe7ecM9SCGwHV8/C13dDSX4TRyqEECpJjpqh3w5nkJJdRJCPO7fG1zDx46//B3mpEBQLw//atAEK8Ts39wxnTPdwykwKz317oPLM2Wa+ofCn79TpJi7uVLvYDEVNH6wQosWT5KgZ+mTTGQDuu649nvpqFo7d+xXs/1rtThv/viwTIhxOo9Hw0oQeBHrrOZKWy8J11cx9BBASB/f9AO6+cHYDfDMJykqbNlghRIsnyVEzs+vcFfZeyMZdp+X+69pXPSDjCPzyZ/X1jX+F9oOaNkAhahDi58Hc8u619/53kkMp1XSvAbTtB/d+A25ecHIVfDdVJokUQjQpSY6amXdWnwTgtt5tCPHzqLwzLwOW3AVlRRB7I1z/ZwdEKETNxveKJLF7GAajwpNf7626tIhZ9BC4Zwno3OHYz+r3urSgaYMVQrRYkhw1I1tPZ7Hp1GX0Og3Tb+pYeWdpAXx9F+RcUMcZ/fFT9S4gIZyIRqPhn3+MJyLAk7OXC5j906GaD+5wk9qCpPeBM2vhy9ugKLvJYhVCtFzy27OZMJkUXvvtGAB3929HVFCFcUQl+fDVnZC6F7yC1EGtPrXMmC2EAwV6u/Pu3b3RauCHPSn8sKeWhWc73AiTflQHaSdvh0Vj4Or5JotVCNEySXLUTHyzK5m9F7LxdtdVbjUqylbnhTm/Cdz91L+0W3dwWJxC1MeAmCCeGtEJgL8uP1jz+COAqAEwZQX4hsGlo/DxTXBhWxNFKoRoiSQ5agYy84p5daXaajRzVGfC/D3VHVmn4ZORcGEreATApJ8gqr8DIxWi/p68qRPDOodQbDDx6Je7uZxfy6Dr8B7w8FoIj4fCy/D5ONjzJShK0wUshGgxJDlyckaTwjPL9pFdaKBbhD9TBkervxAOfAsf3whZJ8G/DUz5L7Tt6+hwhag3nVbDe3f3JibYh5TsIp749x5Ky6qZ/8gsoA08sBK6jlOXGvnPdFj+mEwWKYSwOadPjhYsWEB0dDSenp4MHDiQHTt21Hr8t99+S5cuXfD09KRnz56sWLGi0n5FUZg9ezYRERF4eXkxcuRITp48ac8qNJqiKMxfcZTNp7Lw0ut4755euOWcg2X3wQ8PqbNgtx2g/kUdkeDocIVosABvPR9P6ouvhxs7zl3h+e/2YzLV0hrk7gN3fAE3vaDO43VgKXw0DFL3NVnMQgjX59TJ0bJly5g5cyZz5sxhz549JCQkkJiYSGZmNat7A1u2bOGee+7hwQcfZO/evUyYMIEJEyZw6NC1O2Jee+013nvvPRYuXMj27dvx8fEhMTGR4uLipqpWvZhMCq//dpxPNp0FYMEoTzpu/zv8q796a7PWDW78G0xdAX5hDo5WiMbrGOrHv+7tjZtWw4/7UvnHiqMotXWXabXqYrVTfgG/SMg6pY5DWj0PDM7171gI0Ty5OTqA2rz11ls8/PDDTJ06FYCFCxfyyy+/sGjRIv7yl79UOf7dd99lzJgxPPfccwC89NJLJCUl8a9//YuFCxeiKArvvPMOL7zwAuPHjwfgiy++ICwsjB9//JG777676SpXA0WBw6m5fLBqL1fP7ONJ3VHub32M0P9VuOW540gY9SKEdXdcoELY0PC4UF67PZ6Z3+zn001nae3rzhPDO9Z+UvvB8PhmdQ3BIz/Cprfg6H9h3DsQfX1ThC2aMZNJwagoGE3lD0XBZFIoMymV9plMYKyQrP8+ca/4rmpOr1Tdpyjq9vINGo0CivqsQUGj0aBVFNCABk35euHqs0arRQOUlRnJKS4jPTsfd70ejXowGo1WPQ4NGo35QYX9oEGdUkN9VkO6dh0qnF/1WE0LWrzcaZOj0tJSdu/ezaxZsyzbtFotI0eOZOvWrdWes3XrVmbOnFlpW2JiIj/++CMAZ8+eJT09nZEjR1r2BwQEMHDgQLZu3VpjclRSUkJJybXBorm5uQAYDAYMBkOj6ledE68N57rSFPz2FvKhpgTMczzmgqLRoXQei6n/wyjth1AegM2u3RTMPytb/sycjavX0Z71G9czjEu5nZm/8gSvrTyOyWji0Rtiaj9J7we3fYKm623oVj6HJuskLL4FU9wtGG+ao8751UDyGTpGscFITpGB/BIjhaVlFJYaKSg1UlRUhKEon9KifMqKCygryUcpycdUWojWUIi2rAhMpWiNpWAsRWMsoawon28PLUdnMqA1GdAppbiZDOgpfyhl6ClDpzGhw4QbRrSor689jOqzxoT+d9u0mHArf1bThfJEB0VNJFATHXUbaDW2v3FgEsDRhp1jUipGS3m0VIj22muFmo+tbjt1HG+maGrY/rvjhyiQ0q0DbaLjGlbJOtT3e++0ydHly5cxGo2EhVXuMgoLC+PYsWPVnpOenl7t8enp6Zb95m01HVOd+fPnM2/evCrbV61ahbe37dYt6224TLjmquV9nlsweT7RZPjHkxHQixJ9IBzOgcMrai6kGUhKSnJ0CHbn6nW0V/3CgTFtNay8qOONpJMcOXaMxLb1+cWiQR87j65p3xJ9eS3a47/AiZWca30jJ8Nuodi94fN+yWfYeGUmyDNAQYkBY3E+ZaUFYChEYyjCzViA3liIu7EQD1MRnqYCvJVCfCnEX1OIL0VEaErwoRgvStBrjI0L4ve/A516EEnTqJqkOfHdnhpYs307nkdqWIexkQoLC+t1nNMmR85k1qxZlVqkcnNziYqKYvTo0fj7+9vsOkdDvNh27CijRozAt3Uknh5+eAIhQA+bXcVxDAYDSUlJjBo1Cr1e7+hw7MLV69gU9bsZ+GD9Gd5afYoVyToi2rXn+dGd0Wrr06R/B2WXjqFbPRvtmf8Re3k1MVfWo/S8E+OgJ6F1HV11yGdYK6OB/MvJZGVcJDcrncLsDEpyLqEUXMat5CqepVfxMWYTYMohSJOHr6YeY8DqmbQY0VGq9cKg86Ks/GF088Lk5oWi81CXmtF5oOj0XLqSQ2hEW3TuXmjdPNDq3dHqPdC4eaDRuaPRq8frdHo0Oje0Wp36rNOh1bqh0enUcZ0aHWh1KOXPFbeh1ak3BZj7qyq2oGiosJ2qx5hfV7e/pq6ra/1yGAwG1q1dy/Abh6N3c6u0T1HKH4BiMpm3lvfmqV145vcKJvVZKd+PCSznKlXPtZRv3q6gqAWq55nPVdQzUUyWYym/HubrVbgG5eWYtxvLyjhwYD+Jt96Gj49f/b4g9WTu+amL0yZHwcHB6HQ6MjIyKm3PyMggPDy82nPCw8NrPd78nJGRQURERKVjevXqVWMsHh4eeHh4VNmu1+tt+p9n1/43cvZSEb6RcS75n7KZrX9uzsjV62jv+j01Mg4vdz3/WHGUTzefJyW7hLfv6oWXu67ukyN7wqTlcGY9bHgdzbmNaPZ/hXb/VxA7HPo9AHE3g672+FvcZ1haALlplGVf5Er6OfIyz1Ny5SKa3DQ8i9PxN1ymlSmbVhqFVnUVXiHhKUNHodaPEjdfDHo/jHp/TJ7+aDwD0HoFovdphbtPIJ5+rfDwDULr6Q/u3uDuC3pv9bXeB52bO16AVx2XNhgM7Fmxgp433+y6n5/BgMHNB71fiEvW0WAwcOLiVXx8/Gxev/qW57TJkbu7O3379mXNmjVMmDABAJPJxJo1a5g+fXq15wwaNIg1a9YwY8YMy7akpCQGDVJXpo+JiSE8PJw1a9ZYkqHc3Fy2b9/O448/bs/qCCEa6OEbYgn19+C5bw+w8nA6qR9t5f0/9aFtq3p2ZccOUx8XtquDtU/8BmfWqQ/vYOj2B+h+G7QforYCuCpFgaKrkJsKeWlorl4gLnUDpct/Jf/qRchLw7MoAy9jHqD+Uggtf1ShgVJFR5amFfm6QErcW2H0ao3GJxg3v2Dc/ULxbhWGb1A4vq3C0foG4+YZgH8LGsgrXIPTJkcAM2fOZPLkyfTr148BAwbwzjvvUFBQYLl7bdKkSbRp04b58+cD8PTTTzNs2DDefPNNbrnlFpYuXcquXbv46KOPAHWk/YwZM3j55Zfp1KkTMTEx/P3vfycyMtKSgAkhnMf4Xm2IDPTikS92ceBiDre8t4k370hgZLcGTF/RbiDcu0xdk23P5+rM2gWZsGuR+vAOVtdwix2uPryb0dQYJiPkZ0Jeqpr8VHzkpUFuCkpuKpqya91bbkAXgAzw+V1x+Yon6UoQmZrWFHiEUuYTji6gDZ6to/AJaUdQeDThEW2I8HC91gohKnLq5Oiuu+7i0qVLzJ49m/T0dHr16sXKlSstA6ovXLiAtsLK84MHD2bJkiW88MIL/PWvf6VTp078+OOP9OhxbcTO888/T0FBAY888gjZ2dlcf/31rFy5Ek9PzyavnxCibv2jg/jP9OuZvmQP+y/m8NAXu5g8qD3Pj+mCj0cD/gtr1R5GzIbhs+DsBji8XJ0zrPAyHPxWfQBuAVH004Sj3XIK2vaB4E7qfEraJhzRqyhQnA156eWJTrqa7OSlXXudmwb5GaDUPmDZ3GaTpfiRrgRdexCE0TccfWBbS+LTNiKMmGAfOvh5tKjbtoX4PadOjgCmT59eYzfaunXrqmy74447uOOOO2osT6PR8OKLL/Liiy/aKkQhhJ1FBXnz7WODefXXYyzafJbPt55n9dFMXpnYk2GdQxpWmE4PHUeoj1vfVhexPbseTq+F1D1ocpJpQzKs3XntHDcvCIqBVtHgGwo+oeqzd+vysTFe18bHaHRY5rFRTOprY6k6pqe0EErz1deGQrW7qzCr8qOg/NlYy1pzFZjQcVXbioumVqQYW5UnP61IV1qTrrQijSDcAyOJDmtN53A/OgR7k31iL49OSMTXW/4oFKI6Tp8cCSEEgLubltnjujE8LoS/Lj/IxatFTF60g9Hdwnh+TBc6hvo2vFCdHmKGqo+bXoDiHMqSd3N87VK6BhSjzTwMV89BWRFkHlEfTckzEMUvgkKPUC5pgrhg8Od4oS/7s724YAggQ2nFJQIxlY+Adtdp6RLhR482AVwXGUDXCD86h/lVamEzGAysSNmLh96Fx1kJYSVJjoQQzcoNnUP4bcYNvLnqBIu3nGXVkQzWHMvkzn5tefSGDkQH/34kTQN4BqBED+VUWB6db74ZrV4PxjLIPg9XzqjP+ZfUMUv5mWoLj6EQDEXqo7RA7eay3OKtVW/N1rmr68Lpy+/CcvdRW5k8A9XWp/JHmWcrzhd7cixbz64sd/alF3M0LZdiQ9UFeT31WrpF+JPYJoAekQH0aBNApzBf9DqZ0EcIa0lyJIRodnw83Jg9rhv3DIjinyuPs/poBl/vSGbpzmQSu4UzZUg0A6KD6jk3Uh10btC6g/qwoZIyIyfS8zmYksOh1BwOpeRwLC2P0vK7xirycdfRPTKA7m386REZQM+2AcQG++AmiZAQdiHJkRCi2eoU5scnk/ux4+wVPlh3irXHL7HycDorD6fTtpUXE/u05eae4cSF+Tl0gHFWfgnHM/I4kZ7HsfQ8DqbkcCIjD4Ox6gzFfp5u9IgMoHukPz3bqi1CMa19bJPoCSHqRZIjIUSzNyAmiAExAziRkceiTWf5+UAaF68W8d6ak7y35iQRAZ4Mjwuhf3QQCVGBdkk2yowm0nKKOZ9VyPkrBZzMyOdERh4nMvK4nF9a7TkBXnp6tlFbhHqWd4+1C/KWREgIB5PkSAjhMjqH+fHqH+OZM647q46k89O+VLacvkxaTjFf70jm6x3JgNo60zHUl+jWPrRv7U24vyeB3u608tbjrdeQXghnLhXg6aHHYFQoKlUXQy0qXxz1Ul4Jl/JL1Oe8Ei5cKSTlahFlpqotQaAOO2oX5E3nMD86h/laxgi1beUlt8wL4YQkORJCuBwvdx3je7VhfK82FBuMbDuTxcaTl9mXnM2hlBzyisvYeyGbvReyayjBjfn7Nzf4uu5uWqJaedG+tQ+xwT7EhfsRF+5Hx1BfvN3lv1shmgv51yqEcGmeeh3D40IZHqcuiGEwmjiZkc+5rALOZRVw/nIhl/JLuFpYSnahgdwiA8UlJWjd9JhMClqtBm93Hd7ubnjpdfh5uhHq70mIrwchfuqjbSsv2rf2JszPU7rEhHABkhwJIVoUvU5Lt0h/ukX6V7vfYDCwYsUKbr450SUX9RRC1E3uAxVCCCGEqECSIyGEEEKICiQ5EkIIIYSoQJIjIYQQQogKJDkSQgghhKhAkiMhhBBCiAokORJCCCGEqECSIyGEEEKICiQ5EkIIIYSoQJIjIYQQQogKJDkSQgghhKhAkiMhhBBCiAokORJCCCGEqECSIyGEEEKICtwcHUBzpCgKALm5uTYt12AwUFhYSG5uLnq93qZlOwNXrx+4fh1dvX7g+nWU+jV/rl5He9bP/Hvb/Hu8JpIcNUJeXh4AUVFRDo5ECCGEEA2Vl5dHQEBAjfs1Sl3pk6jCZDKRmpqKn58fGo3GZuXm5uYSFRVFcnIy/v7+NivXWbh6/cD16+jq9QPXr6PUr/lz9Tras36KopCXl0dkZCRabc0ji6TlqBG0Wi1t27a1W/n+/v4u+YU3c/X6gevX0dXrB65fR6lf8+fqdbRX/WprMTKTAdlCCCGEEBVIciSEEEIIUYEkR07Ew8ODOXPm4OHh4ehQ7MLV6weuX0dXrx+4fh2lfs2fq9fRGeonA7KFEEIIISqQliMhhBBCiAokORJCCCGEqECSIyGEEEKICiQ5EkIIIYSoQJIjJ7JgwQKio6Px9PRk4MCB7Nixw9Eh2cTcuXPRaDSVHl26dHF0WFbZsGED48aNIzIyEo1Gw48//lhpv6IozJ49m4iICLy8vBg5ciQnT550TLCNUFf9pkyZUuUzHTNmjGOCbYT58+fTv39//Pz8CA0NZcKECRw/frzSMcXFxUybNo3WrVvj6+vLH//4RzIyMhwUccPUp37Dhw+v8hk+9thjDoq44T744APi4+MtEwUOGjSIX3/91bK/OX9+UHf9mvvn93uvvvoqGo2GGTNmWLY58jOU5MhJLFu2jJkzZzJnzhz27NlDQkICiYmJZGZmOjo0m+jevTtpaWmWx6ZNmxwdklUKCgpISEhgwYIF1e5/7bXXeO+991i4cCHbt2/Hx8eHxMREiouLmzjSxqmrfgBjxoyp9Jl+/fXXTRihddavX8+0adPYtm0bSUlJGAwGRo8eTUFBgeWYZ555hv/+9798++23rF+/ntTUVCZOnOjAqOuvPvUDePjhhyt9hq+99pqDIm64tm3b8uqrr7J792527drFTTfdxPjx4zl8+DDQvD8/qLt+0Lw/v4p27tzJhx9+SHx8fKXtDv0MFeEUBgwYoEybNs3y3mg0KpGRkcr8+fMdGJVtzJkzR0lISHB0GHYDKMuXL7e8N5lMSnh4uPL6669btmVnZyseHh7K119/7YAIrfP7+imKokyePFkZP368Q+Kxh8zMTAVQ1q9fryiK+nnp9Xrl22+/tRxz9OhRBVC2bt3qqDAb7ff1UxRFGTZsmPL00087Lig7aNWqlfLJJ5+43OdnZq6forjO55eXl6d06tRJSUpKqlQnR3+G0nLkBEpLS9m9ezcjR460bNNqtYwcOZKtW7c6MDLbOXnyJJGRkcTGxvKnP/2JCxcuODokuzl79izp6emVPs+AgAAGDhzoMp8nwLp16wgNDSUuLo7HH3+crKwsR4fUaDk5OQAEBQUBsHv3bgwGQ6XPsEuXLrRr165Zfoa/r5/ZV199RXBwMD169GDWrFkUFhY6IjyrGY1Gli5dSkFBAYMGDXK5z+/39TNzhc9v2rRp3HLLLZU+K3D8v0FZeNYJXL58GaPRSFhYWKXtYWFhHDt2zEFR2c7AgQNZvHgxcXFxpKWlMW/ePIYOHcqhQ4fw8/NzdHg2l56eDlDt52ne19yNGTOGiRMnEhMTw+nTp/nrX//K2LFj2bp1KzqdztHhNYjJZGLGjBkMGTKEHj16AOpn6O7uTmBgYKVjm+NnWF39AO69917at29PZGQkBw4c4P/+7/84fvw4P/zwgwOjbZiDBw8yaNAgiouL8fX1Zfny5XTr1o19+/a5xOdXU/3ANT6/pUuXsmfPHnbu3Flln6P/DUpyJOxu7Nixltfx8fEMHDiQ9u3b88033/Dggw86MDLRWHfffbfldc+ePYmPj6dDhw6sW7eOESNGODCyhps2bRqHDh1q9uPgalJT/R555BHL6549exIREcGIESM4ffo0HTp0aOowGyUuLo59+/aRk5PDd999x+TJk1m/fr2jw7KZmurXrVu3Zv/5JScn8/TTT5OUlISnp6ejw6lCutWcQHBwMDqdrsoo/IyMDMLDwx0Ulf0EBgbSuXNnTp065ehQ7ML8mbWUzxMgNjaW4ODgZveZTp8+nZ9//pm1a9fStm1by/bw8HBK/3/79vMS1R6HcfyjjmegjRoNKoE6omvDkcKNi0ZcCeHKRQshKErcmWCLIHKhq6j8AxTcuBO34U8kSjBGFATBOCTChCD4I7Qf4HMXlzt8xzuZ3W58G32/4MDMmbP4fHg2D+ec+frVdnd3s67Ptwy/t18uN27cMDPLqwyDILC6ujpLJBI2ODhoDQ0N9uLFi3OT3/f2yyXf8nv37p1tb29bY2OjRSIRi0QiNj8/by9fvrRIJGLl5eVeM6Qc/QGCILBEImHT09OZc8fHxzY9PZ31fPm8+PTpk71//94qKyt9j/JbxONxq6ioyMpzf3/fFhcXz2WeZmZbW1u2s7OTN5lKsp6eHpuYmLCZmRmLx+NZvycSCSsuLs7KcH193TY3N/Miwx/tl8vy8rKZWd5kmMvx8bF9+fIl7/P7nn/2yyXf8ksmk7a6umrLy8uZo6mpyW7fvp357DXD3/7KN85kfHxc0WhUo6OjWltb071791RaWqqPHz/6Hu2X9fb2am5uTmEY6vXr12ptbdWVK1e0vb3te7T/7ODgQKlUSqlUSmamZ8+eKZVK6cOHD5KkoaEhlZaWanJyUisrK7p165bi8biOjo48T342p+13cHCghw8f6s2bNwrDUFNTU2psbFR9fb0+f/7se/QzefDggUpKSjQ3N6d0Op05Dg8PM9fcv39fVVVVmpmZ0dLSkpqbm9Xc3Oxx6rP70X4bGxt6+vSplpaWFIahJicnVVtbq5aWFs+Tn11/f7/m5+cVhqFWVlbU39+vgoICvXr1SlJ+5yedvt95yC+Xk//A85kh5egPMjw8rKqqKgVBoOvXr+vt27e+R/pfdHZ2qrKyUkEQ6OrVq+rs7NTGxobvsX7J7OyszOxfR1dXl6S//87/+PFjlZeXKxqNKplMan193e/QP+G0/Q4PD9XW1qZYLKbi4mJVV1fr7t27eVXkc+1mZhoZGclcc3R0pO7ubpWVlenSpUvq6OhQOp32N/RP+NF+m5ubamlp0eXLlxWNRlVXV6e+vj7t7e35Hfwn3LlzR9XV1QqCQLFYTMlkMlOMpPzOTzp9v/OQXy4ny5HPDAsk6fffnwIAAMgPvHMEAADgoBwBAAA4KEcAAAAOyhEAAICDcgQAAOCgHAEAADgoRwAAAA7KEQAAgINyBAAA4KAcAQAAOChHAC68mpoae/78eda5a9eu2ZMnT7zMA8AvyhEAAICDcgQAAOCgHAEAADgoRwAuvMLCQpOUde7bt2+epgHgG+UIwIUXi8UsnU5nvu/v71sYhh4nAuAT5QjAhXfz5k0bGxuzhYUFW11dta6uLisqKvI9FgBPIr4HAADfHj16ZGEYWnt7u5WUlNjAwAB3joALrEAnH7QDAABcYDxWAwAAcFCOAAAAHJQjAAAAB+UIAADAQTkCAABwUI4AAAAclCMAAAAH5QgAAMBBOQIAAHBQjgAAAByUIwAAAAflCAAAwPEXXuQm3SYI5sUAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "psi1 = heston.characteristic(j=1)\n", "integrand1 = lambda u : np.real((np.exp(-u * np.log(strike) * 1j) * psi1(x, v, time_to_maturity, u))/(u*1j)) \n", "psi2 = heston.characteristic(j=2)\n", "integrand2 = lambda u : np.real((np.exp(-u * np.log(strike) * 1j) * psi2(x, v, time_to_maturity, u))/(u*1j)) \n", "\n", "u = np.arange(start=0, stop=40,step=0.01)\n", "\n", "plt.figure()\n", "plt.plot(u, integrand1(u) * u**2, label=\"Integrand 1\")\n", "plt.plot(u, integrand2(u) * u**2, label=\"Integrand 2\")\n", "plt.xlabel(r'u')\n", "plt.ylabel(r'Integrand $\\times u^2$')\n", "plt.legend()\n", "plt.grid(visible=True)\n", "plt.title(r'Existence of $Q_1$ and $Q_2$')\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.10.16" } }, "nbformat": 4, "nbformat_minor": 4 }