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Complex Reparameterization of quasi-DEER.ipynb
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "view-in-github", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "<a href=\"https://colab.research.google.com/gist/ekellbuch/083202addad8ffc79bf86f81890ef3f4/complex-reparameterization-of-quasi-deer.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "OQrbMi03jwUY" | |
| }, | |
| "source": [ | |
| "# Complex Reparameterization of DEER\n", | |
| "\n", | |
| "This notebook explores the potential benefits of performing quasi-DEER in a reparameterized space." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "## Setup" | |
| ], | |
| "metadata": { | |
| "id": "1m43ncu_0_2A" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "! pip install -qqq equinox" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "JIfPHvlV__aO", | |
| "outputId": "8df6fac8-a15f-4a9f-b92a-425bc2ab05a8" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/179.2 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m179.2/179.2 kB\u001b[0m \u001b[31m7.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", | |
| "\u001b[?25h\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/2.3 MB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━\u001b[0m \u001b[32m1.7/2.3 MB\u001b[0m \u001b[31m49.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.3/2.3 MB\u001b[0m \u001b[31m35.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", | |
| "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m55.8/55.8 kB\u001b[0m \u001b[31m3.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", | |
| "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m102.0/102.0 MB\u001b[0m \u001b[31m4.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", | |
| "\u001b[?25h" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "import equinox as eqx\n", | |
| "import jax\n", | |
| "import jax.random as jr\n", | |
| "import jax.numpy as jnp\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import numpy as np\n", | |
| "\n", | |
| "from jax import lax\n", | |
| "from jaxtyping import Float, Array, Complex\n", | |
| "from functools import partial" | |
| ], | |
| "metadata": { | |
| "id": "GSP7Fkil3zQD" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "## Case Study: Vanilla RNN\n", | |
| "\n", | |
| "As a case study to showcase the DEER algorithm, let's start simple. A very simple RNN example to consideris the *vanilla RNN*, with hidden states $s_t \\in \\mathbb{R}^D$, inputs $x_t \\in \\mathbb{R}^M$, and outputs $y_t \\in \\mathbb{R}$. The dynamics of the vanilla RNN are given by,\n", | |
| "\\begin{align*}\n", | |
| "s_t &= f(s_{t-1}, u_t) \\\\\n", | |
| " &= \\tanh(W s_{t-1} + B u_t) \\\\\n", | |
| "y_t &= c^\\top s_t\n", | |
| "\\end{align*}\n", | |
| "\n", | |
| "Assume $W$ is a 2D rotation matrix,\n", | |
| "\\begin{align*}\n", | |
| "W &=\n", | |
| "\\begin{bmatrix}\n", | |
| "\\cos \\theta & -\\sin \\theta \\\\\n", | |
| "\\sin \\theta & \\cos \\theta\n", | |
| "\\end{bmatrix}\n", | |
| "\\end{align*}\n", | |
| "The linear mapping $W s_{t-1}$ rotates the vector $s_{t-1}$ by $\\theta$ radians around the origin. The hyperbolic tangent warps the dynamics away from the origin. Let's visualize the linear dynamics in red and the nonlinear dynamics in black. " | |
| ], | |
| "metadata": { | |
| "id": "sw57FTmUNhrh" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "theta = 2 * jnp.pi / 50\n", | |
| "W = jnp.array([[jnp.cos(theta), -jnp.sin(theta)],\n", | |
| " [jnp.sin(theta), jnp.cos(theta)]])\n", | |
| "\n", | |
| "lim = 1.\n", | |
| "n = 20\n", | |
| "S1, S2 = jnp.meshgrid(jnp.linspace(-lim, lim, n), jnp.linspace(-lim, lim, n))\n", | |
| "Ss = jnp.column_stack([S1.ravel(), S2.ravel()])\n", | |
| "dSs = (jnp.tanh(Ss @ W.T) - Ss).reshape(n, n, 2)\n", | |
| "dSs_lin = ((Ss @ W.T) - Ss).reshape(n, n, 2)\n", | |
| "plt.quiver(S1, S2, dSs[:, :, 0], dSs[:, :, 1], label=r'$f$')\n", | |
| "plt.quiver(S1, S2, dSs_lin[:, :, 0], dSs_lin[:, :, 1], label=r'$J_f(0)$', color='r')\n", | |
| "plt.xlim(-lim, lim)\n", | |
| "plt.ylim(-lim, lim)\n", | |
| "plt.gca().set_aspect(1)\n", | |
| "plt.xlabel(r'$s_{t,1}$')\n", | |
| "plt.ylabel(r'$s_{t,2}$')\n", | |
| "plt.legend()\n", | |
| "plt.tight_layout()" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 487 | |
| }, | |
| "id": "2t9KCsUlbkCl", | |
| "outputId": "d7be8946-652c-4147-ddf9-c96cc04e2117" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ], | |
| "image/png": 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TCZ0cz7lOnWfr7nlw8uRJ2tnZ5f8HdTqRid60KfnNNyJfoQAvacmSJWzWrFmB52AMS5YsYf369RXTO3v2LK2srJiQkKCIniRJrF69ulFJooVx9uxZWlhYMDyfjHhTmD9/vuLe/ejRo9m8eXNFPfF+/frx7bffVkxPkiS2aNGC77//vmKacXFxLFasGFesWKGY5rp16+jk5MTIyEhF9IKDg+nk5MTly5eTJB8+fMiAgADGxMQwLS3NaI83Pj6e165dY1hYmGxPPC0tjffv3+fVq1f55MkTRTz7q1ev8t69e0xNTTVZJzk5mfeCgujj7c3Q0FCmpqYyLS2NMTExDAgIeGntPgc1pP+akdcFO3z4MC0sLHjj+dB1RIRILCtZkuzT56X16/yIjY2lnZ0dDx48+PKT7777zDh37Uoa8KHp3bv3S9sV9SxdKrLcu3cn9+8vdEKSk0CZ7xat+HgxKTGQ6dOns2fPngYfXxj9+/eXv23wOSZMmKDoWvvp06dpaWnJR48eKabZtWtXfV6LEiQlJdHV1TXP/BdTCQ4OpoWFhfxtp89x+fJlmpmZKbY2TIolNXt7e8WSy0ix5FCnTh1mGzDZL4yMjAxGRkbSyclJkaS6Bw8eMCMjgw0aNGCvXr0oSRK1Wq3e2BtLamoqs7KyeOPGDYaEhMia3KWmplKr1TI8PJzXrl2Tld2flJREnU7H0NBQXrt2zeSlr5wxxMXF0dfXl/63blHr7y92DD23TJtj9PNKznxVBl8tvPM30qFDB7z77rsYMWIELl68CAsLC2DuXCAtTTyMKADj6uqKIUOGYMmSJejcufOzJ06cALZtE+H2SZOAUaMAA0JCrVq1wpYtW15+IiEBkCQgIiLfEP6LFClSBIAIr+UZmswn1J4f0dHR8PDwMOo1BXHx4kV8++23imhJkoTdu3dj3rx5iugBwKpVq9C3b9/8l1eM5NatWy/1j5DL8uXL4erqqtgSBgDMnj0bbdu2RatWrWRrZWRkwNraGp9++imGDBmCWrVqydYMDg5GsWLF8Omnn2LatGnw9PSUrfnbb7/B1dUVq1evxunTp8U9QQYkMWzYMKSmpqJRo0b44IMPZI9x/Pjx0Ol0iImJwdGjR6HRaJCdnQ0ARofNdTodgoODYWFhAWtra5QpU8bkpQaSCA8PB0lkZGSgSpUqJi/RpaWlITg4GHbW1nDNzIRHuXKweXofM4bU1FQEBQXByckJiYmJ8PT0hLu7O8xSUoC7d4HHj0XhqmLF9O9ddna2Yst2RvO3Tif+Q+Q3Q4uJiWHx4sX5ww8/iAQ9c3NRvGXYsHwLkORHQEAANRoN/XP2gmdmCo9+7VqRmW8E165do5mZmSIzyoSEBALgnaf78uXSpUsXzp49WxGtyMhIAmBISIgieufPn6elpaVixUyio6NpaWnJM3kkGxpLjucwePBgxRIK79+/z4SEBBYpUoSbN29WRPPAgQM8deoUzczMeDWPXSSmsHr1an788ce0sbFRbBljwYIFrFy5Mr28vJj6Qr0EU+nbty8tLCz45ptvKhIxCHhaUAoAZ82aJftzGRsbS0tLSwJgt27d9Ftj09PTGRAQwHQj7zOPHj2it7c3vb29GRERISsxMy4mhrefaoWGhpocHdHpdLx16xa9vb157do1Zjx4IBJ1794lk5IKXG58nszMTPr6+tLb25s+Pj4vF4y6c0foenuT9+8zPTU13/fwVXn4r1173NeNokWLYtmyZZg5cyZSPvkEaNdOJK5t3AiUKmWUVrVq1dC+fXssW7ZM/EKrFeVQR44E8ksMzIc6derA3t4eFy5cMOp1eeHo6AiNRiMrmed5lPTwL168CHd3d5QtW1a2VmxsLH777Te0a9dOH9WQw8GDB7F+/XpUrlwZLVu2lK135coVfPnll/j1118xbdo02XoAsHHjRrz11lsoVqwYBg0apIjm/v370b59e9SvXz//hFYjuXLlCpYuXQoPDw+cPHlSEc2LFy/i7t27iI2NxerVq2XrkcSpU6eg1Wrh5+eHiIgI2Zp//vknANE51N7eHi5GRtNeZOfOnXoPtGXLlqhQoYJpQmK5GI8ePQIA2NrawsXFxeTGMJIkIeLBAzgDqKXRoLhOB3NJMkkrMjIS6enp0Gg0cHZ2RqaDA+DoCCQmitLZQUHi3loAOp0OQUFByM7OhkajgYODA7KysnIflFMT/2npaPwbmqr9rdOJ/xAFzdAkSeKATp04tX592clJBw8epK2tLWNjY2XpkGSnTp0Kr+pmIEWKFOHhFwr8GEtmZiajo6Pp6enJvXv3yt6mtXz5cr733nvs1auXIh5a8+bNWaJECc6fPz/f5BtjaNSoEW1sbDhw4EBev35dtt7mzZsJgHZ2dvziiy8UKeTSu3dvvaZSBU0aNWpEAHRwcOD58+cV0axVqxYBsF69eopsQ5QkiR4eHgTAqVOnKpJUeOvWLQJgyZIlGRAQIFuPJFu3bk07O7tCK44aSosWLViqVKmXrovRHr5Ox4zAQEZ7ezMmNJQ6mZ/Fhw8f0s/PjzGPH1Py93/mOd+9a1R0MyEhgTdv3mRUVFTu5NO0NFGz5Kk3XpCXL0kSw8LCGBYWxoSEhILvUw8eiCTqa9eYHhLyj3v4qsFXiMIuWEREBB0dHblhwwZZf0en07Fy5cr87rvvZBvEb775hi1atODFF6rSGTue1atXs0SJEnz//fdl1ZqWJIkVK1akmZkZ69evLzvMPXbsWAKgvb09v/vuO1laJOnm5kYAdHFxYUQBuxYMpWTJkgTAsmXL8kkeJWyN5fPPP9cb0mvXrsnWI8lKlSoRAMeOHauI0cvKyqK1tTXt7OwUWcYgxY6YnM+MEhNhUlToBMDZs2crtoNg+fLlrFq1qmJLDnFxcSxTpoz8a52ZSa5ezQc//8z+XbrkOWEyJaT/MDycuhs3hBH18RE7k0yowa/T6RgbG/vsfpeeTl67JnQDA/MsVpYfP/zwA0uXLk1zc/OXi5lFRpLR0eT166K0dj66kiQZ/pnIOS45menXrjHg3Dmm59ErQjX4rxmGXLBVq1bRxcWFUVFRjDIia/1FVqxYwVKlSnHMmDHGNy95ypUrV9itWzdaWFiwZMmSJo+FJAcNGqRfR5TrqXbo0IEAWKlSJdk32pkzZxIAy5QpY/TaY144OTkRAH/No2a9seh0OlpYWNDOzi73Lg4Z9O/fnxYWFrIjLTmkpqZSo9Fw8ODBihXF8fPzo62tLU+ePKmIHkmeOXNGUWNPktu2bVN0myQpcgJkT+yys4XXqNPR399fsS149PGhztmZkpmZ2IY7ejR56JD+6YIMfs53/1U9SJKPH4s1cj8/sc03I6PQU/T19aWFhQUPHDjAhw8fvhz10+nEIyND9DW5fdugLdOGkh4by4DDh5n++ecvRRBUg/+aYcgF0+l0bNWqFdu2bcsOHTqY9HeePHnC/v376z/8piaj5VT5AsCKFSuapJHD4cOHCYCOjo6yw8gzZswgAC5cuFCWDim6rylloEnS2tqagwYNUkTr8ePHBCCvI+AL1K9fn1u2bFFMz9vbm7169VJk61gOO3bs4NGjRxXTI0VlRiU7wpFUzpA+h2KVBFeuFGWfq1UTSbsTJpA//2xwslm+XLokemUAorz0c2H9f53BlyTh6Wdni7D+9etkIXUxvv76azZv3tyw9yI7Wxj8mzcNmkwYQnp6OgN8fZleuzY5ZkyuCIJq8F8zDLlgd+7cYbt27QiA5ubmBZZaLIhNmzbpP/xyPKVLly4RABs0aGCyBimyw728vEyexDzPnj17aGVlpUiIe/PmzWzSpIkiIVlJklimTBmTr9mL3LhxI++iTCYiSZK+QIpS3L17lxkK3exyUCLS8tqg1Yp2w716iQZKI0aIhlYLFxoVhs6TP/4Q9Txy6m+sXCnf4JOifLadHdmggSjkNXEiGRv77zP4zyNJ5MOHYg3+wYM834cKFSrk0ni+wVq+6HQitH/9OqlA8yn9e+jjI5pzjRyp/xyoBv81w9ALtnbtWpqbmxOArMYe06dPJwDZW6WGDh3KNm3ayNIgyWnTpnHu3LmydcLDwxXzov/880/FksKys7N54sQJRbRIsV1TydrxRq0rqryMTieM6OrVohrk1KnCQE+ZIs8463TCwFtaPjPOI0cavSU3T65eFT0uKlcmbW3JmjVFG2a5k7Tjx8nQUPLYMRHeL1KE6atXM8Df/99p8HNITBTG+e7dl0Lxjx49Yvny5fn9998zKiqq4L4kzyNJZFiYyBmQWVkz16Tpxg3R4fNpd1TV4L9mGHPBjh49SicnJw4bNszkv6fT6dinTx/ZRvbhw4em97J/Dn9/fx4/fly2jiRJvHnzpmwdki/vi1X59yA3UqLTiSSwvXvJOXPI3r2FgZYz6QkPz121EiDffJNcs0a0YJZj+H18RMOoYsWEYQbI5s1FVUs5Oz7u3xcdHp88EZ0n3dzEJGDePNEMSi5aLblhA9MbNWLA0aNMj45+6T3+1xh8UiQgBgQIg/qcV56amkozMzPTEpQlSVQKvXpV5A6YyEtRkps3RUfToUOZGBenGvzXCWNnaP7+/mzatKksLy81NZVr1qwx+fU53Lt3T7YGScX6eav8DUiSacYwJ4FJrqYkiQSrr78mGzcWoeLsbFFaOjNT/J30dLE9qrDPkU5HbtokPNvnjXPZsuTbb4uEs3nzyC1byBMnRFjWGK/38mVhjAHRxbJ6dfFvZ2eyUydhWI8dMz7jPDVVjIsUiWazZpFVqohCXK1bkz/+SMotr5yeTq5bJyYXdnZiCSGfrplGycbEMODCBaZfvSrWtp8zpv8qg0+Kz8f9+7kM9MWLF2lmZiavr31srNCMjDTpu5TnskhAAOnhwcSneVmqwX9NMCUkEx0dnX8DltBQ3uvRg/vza3DzFKPCuCEhvN+5M4/nVY/fVO7eZfibb/KCguFu3rjBiKZNec2Q9sKGcuoUH9aqxesKbQVjdjb58898XKECryt17sHB5Jw5TPDwoI8pbXJv3xYPUtz0bt0SRmTgQKa6uPCaMf3mo6OF51y8OPnZZ+Svv5LffiuSjTp3JqtXZ5a1Na8sW1awjiSR27aR5cvnNs4FPK4YWmVRpxOZ5F26iNeOGkXOnCmqWLZt+yzUDfDS2LGGn3vOuHfsEOFhkoyLIw8eFPpt2lBrY8NLAwcap5nf3/H1JadPZ5qnJy937Chfk9QvUSTWq8erCuSx6I1VYiKz7t5l6q1bes1/ncF/SkpYGNN8fSnpdFy1ahUrV64s6z3Q6XSMCw9n6vXrlExwbvIy+NHR0VwxfjxPOzu/EoOvVtpTGD8/P4OPdXd3h7Oz88tPxMUBnTpBFxyM8R9/jIyMjHw1DK5LHRoKvPkmEoOCsCSnUp9czp8HmjVDeEgI9u3bJ1+PBNasAZo0gW9ICM6fPy9f8/FjYOhQoG1bHAoLg39AgDy97GxgwwagWjVwwgSsf/gQIeHhxmmQwKZN4md8vDjnFi2AihWh/eMPfJWQgLCYGMP1EhOByZOBWrWA9euBXr1Ea+SaNYEff0S6rS0+yshASHp64Vo3bgDDhwOlSwNz5oj3b+FCYPp04K+/RA+IRo2Q9OGH6GNhgTuF1QTXaIBBg8RnZcMGoE8fwMFB/I3r1wFfX/E3/fwQf+YMWjg7w8fQtqlmZkCnTqIVdFCQ+DtffSWqWB47Bty5g/jISFQrXhzn3d0N03x+3P37A5Uqif8XKQJ07gx89RUS9uxBhaJFcbhMGeM08/s7deogdvJkVDEzw55q1eRrAoCZGSLq1EGVqCj82qSJIq1yASBNq8WtlBTE/Z0tXGWi1WoREhKCwCdPkOjuDmg08PX1RZ06dUzSI4n4+HgEBAQgLDYWKZ6e4rMng+vXr2PYsGEoXbo01p4+jZsK9uYokL91OvEfIsfDL1OmjLz9wOnpZIsWZLNmTI+LY6lSpbhgwQJ5gwsJIUuXJnv14rmTJ2llZSV/JrlzJ2ltTX72GadMmsT+/fvL00tIEC10HRzIbdtYtWpVeVvMdDqRgOXiQjZtykdPtw4GGxveTEsTnl5GBrlqFVmmjFiHnT+ff/7yC52dnY3LFUhKIt95R5xn795i+1OZMuTnn5OBgfz2229ZqVIlw5ZHdDpy/Xrhhed4yBUrkpMmiRbMTwuofPLJJ6xfv37hy0eSJEKMO3eKcHPv3sJL7t79pRDmyJEj2bhxY9OWpDIzRWj0BYYPH86GDRsqujT0/vvvs379+opuLRwyZAjr1atncg2MF5Ekid26dWOTJk0U00xJSWG9evXYpUsXRd7P9PR0+vr66tvbPh8xwL/Iw09ISBAd6/z9c30vmzRpwnk5yylGkJSUxICAAF67do2RkZGy3su0tDRevXqVffv2pZmZGXv27MmTJ09SkiQ1ae91I+eCNWjQgJ07dzbtRqjTkX37kpUqiSQcii14Li4upk8injP2zMqiVqtl8eLFTd+bLknkggUi6/hp/sDixYsN39+aF1euiJBvvXr6EGqxYsV4wNiwdnCwCI/6+Ih14iJFxBh1Ou7cuZMlSpQwLrSZkEC+8YZYD/XyEslQP/ygX7/s06cPP/jgA8P1fHyEQc4xzu3akadP65PB0tPT6eHhYVheRk7IedQocuBAEdZu2VJ8fp4LGYaGhtLKykre3vf09Fzr6t7e3jQ3N+fly5dN13yB06dP09zcXLEKgaRIjrWwsFCkbHEOe/fupZWVlWKJpaT4/jg7OzM0NFQRPZ1Ox969e7N69eqKGZAbN27w8OHDDA4Ofuk79G8w+Fqtlvfv3+fVq1f54MGDXPdfnU5HOzs7/vnnnwafb1paGoOCgujt7c379+/LmohlZ2czKiqKvr6+/Ouvvzh79uyX8qZUg/+akXPB/P396ebmxlmzZhkv8sknIsv2OS9Uq9Wydu3anDJlivF6Lxj7HEaNGmWaR56dLRKiHBzEeuZTdu3axdKlSxundf68MFqLFonJw/jx+sQqnU5HMzMzXrp0yXC9R4/IChVEspW5OTl0aK6M2gkTJrBfv36G60VHiy1JOcb5o49yGdK4uDhaWVkZXh72l1/ERK5mTRHB6dxZaD7nhaxdu5bu7u6K7lUfPHgw27Vrp5ieTqdjs2bNOHz4cMU0MzMzWa1aNU6cOFExzZSUFJYtW5YzZsxQTPPRo0d0c3OTH3F7Dm9vb1pZWXF3Ibk6xvD555+zaNGiiiXj+vv7s169ejx79qwiO18yMzN569Yt3rp1S5E6D0lJSfTz8+PNmzflJeU9Hdv9+/fp7e3NoKAgWeebnp7O+/fv89q1a/Tz82NERARv3bql1tL/f+D5C3b8+HFaWFgYV1d+8WKRVXvlyktPHTp0iFZWVrx//77heqGhIlTcq5cIob6g5+DgYLhhCQ0VGcldupCenmKv63NcvHiR5ubmhoe77t0TofbOncXPPXtyPR33dItKUFCQYXrJyWTDhs+M8/r1Lx1Sv359w5u/hIYKT9zMTBjpHj3Ir77K9T6uXr2aZcuWVWwvvVarZaVKlRQt5+rr66toC1pSFDNycnJidHS0Yprz5s1jyZIlmZSUpJjmxIkTWaVKFcUmT5IksVevXmzZsqViSw4JCQksX748P/roI9laOR7otm3baGVlxdOnT8vSkySJjx49YmBgIN3d3Tlx4kT657MP3xC0Wi2zsrKYkpJCX19f3r171+T3UZIkpqenU6fTMTw8nN7e3gwPDzfpu5iRkUGdTketVsvIyEheu3aNAQEBhu/Tf0FHkiQmJCTw7t279Pb25p07dxgfH68fs9o85/+EFy/YggUL6OzsbJjR2rVLeLn5TBAkSWLbtm0Lrw4lScJjLMDYk+Lm4OTkZNiE5PJl4ZHWqye80zwKhuT0nDeov3dGxjPjbG2d5wTn7t27BGBYVbusLLFVChBlQbt104fxc0hKSqKZmZnh4eIzZ8Q+3gJubs2bN+fMmTMN0zOAXbt20dHRUbFKfiTZuXNnDlQik/wpiYmJ9PDw4KJFixTTDA4Opo2NDfe8MOkzlezsbP0E9Ny5c4po3rlzh1u2bKG9vb3xOSB5kJqayl9++YX9+/dn3bp1FZmULFy4kKtXr6a1tTXX5zHhNZZDhw5x4MCB9PT05KBBg5iSkmJ085znuX//PkNCQnj16tWXcgCM5eHDh7x79y5v3rxJPz8/kyeKmZmZ9PPz44MHD3j9+nXevHmTcXFxRo8tKSmJ169f56NHj3jz5k1evXqVoaGhL0UHVIP/f8SLF0ySJPbt25e1atXKO8yU86E6e1YYvtWrC9S/evUqzczMCl6P3LlT7BEuwNjnMGjQoMLDsllZz8LaJUvmW3RCq9UavqY7YYLQMzMj27cnf/vtpUNybtgGffE2bRLe94UL+Ta6OHLkCB0cHBRL3AoKCiIA3rlzRxE9SZLYsGFDfvrpp4rokeTJkydpYWGhiIHKzMxkWloap0yZwmrVquVuK2oiiYmJvHz5Mjt27MiuXbsqUiUwPj6eEyZMYPXq1Tlu3DjZeiQZFhbGKlWq0NnZmatWrVJE85dffqGtrS3t7e0V+QxptVqWK1eOANi7d2/Zn3OdTsd69eoRAKtWrcr4+HiTuuXlkJiYSG9vb3p7ezMsLEzW2OLj4/VaQUFBJkcJcoy9t7c3fXx8+OjRI5MiBDExMbx69Sq9vb3p6+vLhw8f5vv9+DcYfHVb3t+ERqPBhg0boNVqMWrUKJDMfcCaNcC1a0D37mJL1YcfFqjXoEEDDBgwANOmTcv7gOxsYMYMYNYsoHx5YPt2wMoqX71evXph//790Gq1+f/RxYvFlikAKFHi2b9fwNzcHCVKlEBkZGSB54C9e4EzZ8Q2r4gI4MgRsU3rBWJjY+Hq6mrYVqKhQ4GZM4FmzQALizwPOXfuHJo1awaLfJ43BpLYunUrmjRpgsqVK8vWCw0NxcmTJ+Hn54eJEyfK1svMzMSmTZswbdo0fPjhh6hQoYJsTW9vb7z//vtYunQpli5dCktLS9maJ0+eRNeuXXH27FmsWLFCkW1jR44cwbJly3Dnzh00a9as4M+2gezbtw937txBcnIyAgMDkZWVJVvz559/Rnp6OlJTU7Fx48aX7w1GcuDAAYSGhgIQn6c7d+7I0tu9ezeuX78OAHB0dMTt27dN1tLpdAgLCwMg7omSJJl8XTIyMvTnmfN5kSTJaJ2srCzcuXMHmZmZAMT9y9raGmZGbLUjiQcPHiA0NFR//SwsLODq6vrs+/FU/1/F3zqd+A+R3wzt9u3bdHR0zL1+nJFBlighPPvBgw2u2hQSEkJLS0seOXLk5SdXrXq2hl2pkshWL4Dk5GTa2NjkXx8+OFh05OrRQ4S4Cxlj06ZNC18jN7CH/KZNm1itWjWDji0Mb29vtmnThl9++aUiemPGjGH58uW5YsUKRfTefvttVq1a1bhs/wK4fPmyvlfD9u3bFUmy+uabbwiIbojfffedIt74Rx99pM+6Hjt2rCK5EEOGDCEAWllZcevWrbL1SPLNN98kANavX1+RPvbR0dE0Nzenra0tN27cKH+AJNu1a0dLS0t+9dVXsqMv2dnZrFKlCsuWLctff/1Vf11M9fDDw8ML9XwNHVdAQACDg4MZGxtrsmefk80fGRnJ+Pj4Z9n3Rn6mU1NT+eTJEyYmJurzCV7i0SOROP30vP8NHr5q8BWioAu2e/duWlpa8mxO5bj1658Z53r1RIcnA5k4cSLr1auX+wOWnEy6u4vHqlW5MvILonv37hw/fnzeN/DffiMDAw3S0Wq17Nu3L6dMmUJ/f3+DXpMfGzZsYJ8+fVizZk3+9NNPsrRIsnz58rS0tGTXrl154cIFWVqZmZl6I9W0aVNFsqDLly9PALS1tc17ImckK1eu1I9x2rRpihjnTp06EQArVKig2NaxypUrEwCnTp2qiLHX6XR0c3NjsWLFnn3PZPL48WOamZnx3XffVawvw9KlS1m9enXZ35Mc/P392ahRI8W2Ce7du5cLFy58KXveFIOfnZ3N2NhYRa5vVlaWos2mXuLxY9HfQckGVFqtSHD28SEfPWJ6Wppq8P9fKOyCTZs2jR4eHnwYGSn2dQPkhx+Kkp1GEBMTQ2dnZ27duvVZC9mlS8U6tpGZpZs2baKXlxfHjBlj1OteZMaMGSxZsiTt7e05fvx4WVp//PGH3mBNnz5dlhZJ1qxZkwBYp04d2dnVT5480Y9t4cKFsseWmZlJMzMzAvK7HuYwbNgwRY19dnY2HRwcWLt2bUZFRSkwQpHApdFouKywsrxGcPnyZVatWlWxrWgkuXHjRv7www+KdiH88ccfZW8de56goCBFiwrl9x2Rs4avOMnJhfdbMJasLNER7/Zt43skFMSDB6S3N+ntzfRbtxhw86Zq8P8fKOyCZWdns23btvy0alXqatZkhIzWuPPnz2eZMmXYpEkT8QU1wfsICgpi1apVCYAajcbksZBkQECA3hDK9cofP36s17qbU8dcBi1atCAAnjx5UrZWcHAwASiWZHb79m0C4DfffCNbK4eaNWsqZuxJsSTSvHlzRXcPbN26VdF95yR56tQpRcdIUl7FzP8zTDb4f0fL5tRUsWQZGWlwNNMgnjPODAoqcJeOwWRni4mEtzfTQ0L+cQ9fTdp7RVhYWODXX39FSGwsOhYtiok7dpikExMTg3PnziEsLAyXL18WCTW2tkbrVKxYEe+//z4AkYCi0+lMGg8AVKtWDe3atQMAk+tV5+Dm5oaKFSuiVatWqJRTx1wGLi4u6N27N958803ZWomJiShVqhQ2bdqkSJJZUFAQxo4di88++0y2FgCkpqaie/fumD9/vmK1083NzXHkyBG4uLgoogcAvXv3Ru/evRXTA4DWrVsrOkYAcHV1VVTvP0liIhASAiQliUVMJbCzA4oWBaKiAD8/ICwMKKDfiMG4uz9L/NVqAQWSU2FhIXTLlxc9UpKT5WvKQDX4r5C4uDgk16+PY6dP4/fff8ejR4+M1ihWrBg+/fRT2NvbAwCuXLli8ngmTZqEli1bAoDsjOZx48bBzMwMNWrUkKUDAE2bNtVPRuTi7u6O77//XhGttLQ0bN++HUWLFlVEr0KFCli2bJlixtnKygpff/21YnoAUK9ePf1nTSlsTZigqrwCzpwBfv8dSElRTtPFRTQIunsXuHkTePBAGeNcooTYhZTTgEqGw6LH3Bzw9ARcXUWTqKgoZSYpJUoITS8vYfRPnJCvaSKqwX+FVK5cGd27d4eNjQ20Wi22bNlikk6rVq3w119/wcHBQZbBNzc3x6ZNm2Bvby/b4Hft2hWdOnVS5GbeoUMH9O3bV7YOAEyfPh3ly5dXRKtZs2Zo3ry5IloAUL16dZgX1m3OCCwtLRU19ir/Yh49EltxlaRpU2DJEmGc2rYFfvgBCAiQb/RKlwasrYGsLGFEk5Pla5qbC92crcfR0YAJW/ReolgxoFQpoHJl0SnywQP5Y83Z7ufiIrouTpoEXLwoe6gmDeUf+av/UTQaDcaOHQsfHx/Uq1cPP/30k8l7cFu2bIm//voLgYGBssZUoUIFLFy4ENkybx7m5uZYunSpLI0cBg0apJhXWbFiRUV0AChqnFVUZJGaCtSuDTRsCHzwAbBiBXDunPi9qVhZAbt3i/DziRPAlCnAypXy95ObmwtNjUaEyZ88UWaPuosLUK4cULWq8Mjv3hWheDmYmSE2KQnFy5fHfWtrg43+wIED8cMPPxSu7+QEvPce0LUrIPPebQoammpxVHKRlJQEZ2dnJCYmwsmAXtFZWVmYPXs23n77bX1Y3RSuXr2KevXqyTJGJCFJkmrQVFT+Dm7cAL7/Xtzs3dyePZo3F96kqYSHC088OFj8v317UdxK7mT53j3h7WdkCM988WJk9O2L0Pv3Ua5cOdjY2OQ+/lVHlfIyWdnZ4n3Q6YBKlcS486FJkyaoX78+Vq1alefzkyZNQnJyMtatWyeWN+7excqDB/H9Tz8hOjoaderUwfLly9G4cWP9a27duoVWrVohNDQUzs7OeermFA4qV6YMbEaPBk6fFp6+p6fR9sNk/taUwP8QpmZZpqam/k0jUlFRMZo7d8iffybXrSOXLye//16Uq/bzk6d76ZJosZxTf6N8eaO35ObJgwdim6+1tShX3a8fGRAgX/f8eXLbNnLFCtLBgenvvssAP7+8s/RzzulVPfJDpxPZ9b6++hbWL6LVamlra8u1a9fm+XxqaiqdnJx48eJF/e+2b9pEK0tLbli4kP63bnHkyJF0cXHho0ePcr22YcOGBRbkyrXTISuL7NCBrFWLjI9Xs/T/K9jZ2f3TQ1BR+WfQ6eSFoAGR/X3lCrBlCzB9OtCrV74loA2iQgWhOWUKMH48MHUqsGjRs0xzU2nSBPDxAXJ2i8TFiXD0Rx8BT8vYmoSnp/AUhw8XOpmZQM2aouR0SIjpus2bA++8I8YXECCyzR8+BGJilMu2VxozM3H9ihQB7twROwReIDAwEOnp6ahXr16eEgcPHoS1tTWaNm2q/92iH3/EyOHDMbxNG1R3dsbqVatgZ2eHDRs25Hptt27dsH37dsPGamkJ/PabWEbp1euVleFVDb6KikrBkCKDW4Ha9IiPF30e3ntP3JzT003XCgkBRo4UfRSGDgW+/RY4fFiEz2fPFpOA8+eNy7Y2NwfGjhXrq+++K35XvLjQd3UFWrQQ2mfOiCQ0YyheHDh6VEwmzpwBNm4EQkOBBg3EWvzq1aZNKooXF2v4tWuLLPuLF0USW5UqwOjRQGE9LvIjJ1RfqhSwapXYCvfkiXhv0tJM0/y70WjEeD09RYj/yZNcT1+/fh0WFhaoVatWni8/e/YsGjRooP9/VlYWrl27hnadO+sT+cyiotCuXTtcfCHxrnHjxrhy5Yq+Rn+hODoCBw6IviKjRhl3niaiGvx/K7GxuD9qFPbv2aOcZlwcIoYNw8kjR5TTjIlBxIABuHLunHKaUVGI6NYNN729ldO8dw8Rb72F29euKad58SIeNmqEu1evKqOXlgZs2oTH1arhjqnv56NHwNat4t8pKcChQ8CkSYgvXRqBBw8ap5WdDWzbJozR++8Dv/4KfPklMGwY0Lo1UosVQ8DmzYZp3b8P9O0r1q7feUfohoUJY2VuLjxICwtIFhbwN3QbZfnywI4dQFCQ8Mbt7ICSJYWH5+0NzJsHtGkDeHri1tSpxp27h4d4H48dE1nVsbHCkHbtCpw7B6ltW9wcOdI4TUCc5/ffAzVqCM/u4EHxPnTvjvTZs3Fr0CDjNQHxHubQuLGY+Bw/jrhz5xDQv79pms+j0YjcgEqVkGlmhgw50YO/G40GWa6uiHNxQcaDB7my969fv47q1avD+rk1/lGjRqFevXqYN28ewsLC4OnpqX8uJiYGOp0Obm5uSJIkRDs5IePJE7i7uSE6OjrXn/X09ERWVtZLv88LSZLg5+eHlb/9hglVqiDw2DEFTrxwVIOvMPv27ZMvotMB770Hm2PH8MH77+PBgwfyNTMygB49gGPHMHPaNNkdugCI2fNbbyHj1ClsXrtWvh4gwpKNG+PJ+fM4+uef8vVI0ZmwTh3cvnIF186fN10nh7t3gT59wDfewFE/P9z28zNNc88e4NQp4PZtYOJEwMsLuk8/xabgYATfu2eclk4nvLCqVcXWqtathUc6YABS/fzwVXQ07hpa9yEhAViwQISc33tPhKJDQoCvvxZGz9YWjxs3xsjkZAQYuqe6bFlhnE+dEmHyKlWEh3PmDHDhAnDuHEI2b0Y7Cwv4FNDlMU/KlweWLROe0scfi38fPAjcuYNb3t6oamuLc8WKGaeZQ9u2opOluTnQqBEwfTp8vv8exa2scELODpDnO7OVKoUTLVuiWGIiDj+XCCaXNbdvwz0wEIfeflsRPUmSEBkdjVspKUg09f38GyGJ5ORk3Lt3Dzdv3kR0ZiZSSpbM9V5fv349Vzjfz88P4eHhuH79Oj7//HOkp6frkxJ1Oh0SEhIAiCJZwcHBSNVokFq6dO7r95ScLclpeUQ/JElCamoqEhMTMWbMGBQtWhR169bF2rVrwfLlcXv5ciXfivz5WzME/kPkJF1YWFjwzz//lCc2ezbp5kZdWBjbtWvHjh07yiuVqtORffuSlSrxoZ8fzc3NcyWlmER0NFmjBtmqFZfPn8/GjRvL0yPJ3btJOztyzBg2b9TI9FrrOe/Vw4dk586kkxPjlywhAAYFBRmvl51NfvyxOOexY0kLC7JbN+775hsWL178WcctQ9HpyJkzn3U21GjItm3JXbs4YcwYNm7c2Ljr7eNDNm78LKnJyor88kvywgVKWVls3749u3XrZrhmYiJ58aJo8jR5sngPy5cXiWcUPQDq16/Pd955x7jzfpE7d8R7StG9sVq1ahwyZIhiZYFjY2NZvnx5Dh8+XDHN0NBQenh48KOPPpKtmdOg5uTJk7S1teVXX30le3wPHjygTqfjlClTaGNjw50ySniTojmPJEk8e/Ysjx49Sj8/v5cbCf1DSXs5PQm0Wi0fP37MW7du8erVq7x37x6Tk5PzvD5FihThkiVL9Ofm6elJLy8vNmnShCQ5cOBA9u7dm0FBQbx27Zq+++TWrVtz9RkYMmQIu3fvrv+/JEk8evQoAfDJkyfUarVMTEzkgwcPGBgYyGvXrvHq1as8ceIEv/rqK/7xxx+Mey5pU62l/5qRc8G++eYb2tjY8Pjx46YJHTwoDMrT14eFhdHJyYmrV682fXCffEK6uYmWtyT79u3L9957z3S9hw9FZvBbb5EpKTx69Cjt7e1N72YlSeTXX4vzfprlWqNGDW7YsMF4rYgI0TFw507S1ZVs04a8f587duygh4eH8Tfp7GxywAAxNgcHYVhPnyZJNm/enJ999plxevHx5NtvP7t5OTuTN26QJO/du0dLS8v8WxbnRXi4mDx88gk5Zgw5fDj5zjvkU42tW7fS3t6eYWFhxo0zL55e3xkzZrBUqVK5blimIkkSJUni4MGDWb16dUUay0RGRjI7O5vt2rVj06ZNX+r8Zgp//vkn79+/z2rVqrFHjx6yGzGR5NSpU/nLL7/Qzs6Os2fPlq334MEDNmrUiH369KGbm5vs7pCxsbEsV64cR48ezQoVKvD8+fN57yp6xQZfkiQ+fPiQN27cYFhYGH18fHjjxo1CW/CGhoYSAE8//f5KksSxY8dywYIFDA8P5507d/jxxx+zcuXKvH//PhMTE6nT6di4cWOOGzdOr6PT6ejl5cX58+eTJNPS0njnzh1+8cUXLFGiBAMCAnj16lVeu3aNgYGBfPDgARMTE5mSkvKP19J/LQ3+ihUrWKZMGVpbW7Nx48a8fPlyvse2bt2aeNqM5flHly5d9McMHTr0pec7duxo1Jiev2Bz586lvb298V+40FCySBHy6Qcph40bN9Le3t60TmCLF5O2tuRz79GpU6doZWX10rYSg4iMJCtXJtu3F00sKHp8A2Dw0wmFwezbR4aFke++Kwzfc+1hy5QpY7x3kp5ONmoktKytxbk/NVLjxo1jv379jNPLzhbGM+dmU7myaKNJ8ubNm9RoNMZdk/Bwsnt3snVrMYn4+GNxra9dI0m+++677NChg3FjzAetVsuYmBi6ublx8eLFimgGBgbyzJkztLCwMG5SUgDffPMN165dSzs7OwYosZ2MZLdu3di3b1+WKFGCD4xoPZ0fkiSxQYMGdHV1ZZMmTRTZShseHk5ra2sC4JQpUxSJQPTu3ZsA6OjoKPu91Gq17Nixoz5qeeTIkfyb57xig3/v3j16e3vT29ubAQEBjIuLM+j927NnDzUaDRMTE5mVlcXg4GA2bdqUu3btoq+vLyMiInjp0iVaWFjkmsxu376d1tbW3LRpEwMCAjhq1Ci6uLgwMjKSYWFh+rG8/fbb7NOnD6OiopicnPySA1RQAyLV4OfD9u3baWVlxQ0bNtDf3z/fPZE5xMbGMioqSv+4desWzc3NuXHjRv0xQ4cOZadOnXIdZ6z38vwFkySJ06ZNo7OzM689vZkXSno62aCBMAgvfFAkSWL37t35xhtvGOdF79olPNP9+1/Sq1GjBufNm2e41unTwmBVqEB26vRShz43Nzfu3bvXcL3YWNLDQzwqVhRtKZ+jWLFiPHjwoOF6kkQOHfrsxtChgz5cTJK1a9fm8uXLDdfTasVExM6ObNWKnDpVvJ9RUUxPT+e4ceMUM84XLlzg9evXaWZmZvjnpRAmTJjAYcOGsWHDhop4o2lpaSxfvjzLli3LKVOmKDBC8tGjR7SwsKC5uTnXrFmjiGZoaCg1Gg0BcPDgwYyMjJSteeLECb0jUKdOHeMntnnwwQcf6DVbt27NmJgYWXp79uzR65UqVYo///yzLL3PP/9cr1epUiW9sfs3GPwcA+vr68vg4GCDP9+ff/45K1WqxOTkZPr7+/PGjRv08vKir68vb9++rV+aa9y48UsR1eXLl7N06dK0srJi48aNeeHCBUZHRzMsLIwhISG8desWHR0duf+Fe+3zqAbfBBo3bsyPPvpI/3+dTkdPT099eKUwFi9eTEdHx1yhw6FDh7JHjx6yxvXiBZMkiR999BGLFi3KW7duFS7wwQfCmObT4jMqKopFixblDz/8ULCOJImw9tmzwstdtSrPw1atWsWSJUsa1ks7KEiEx8uVE+HoPD6wb731FufOnVu4Vg5Dhjz7Eo8dq48W5GBjY6MPvRnEsmVCq0wZEd4+d47U6fTegEajoa+vr+F6kZGi2MoL709KSgp79OhBJycnxVq89u3bl+7u7uzVq5civc2joqL0N+s5c+bINiYkuXv3br3m0KFDmZSUJFtz8eLFes033nhDkXa006dPJwBaWVnx22+/VWSy07lzZwJgy5Yt6e/vL1vv9u3bNDMzY/ny5bljxw7Z3n18fDxLlCjBRo0acfv27bI/Q3v37mW1atX4xRdf8MaNG5QkyeT2uKmpqbx//z4fP37MtLQ0WeeanJzM5ORkZmRkmLR82KBBA44ZM0b//ydPnrBevXovHffnn3+yWrVqRv2NH3/8ke3bty/wGNXgG0lmZibNzc1f8iRfTKAoiJo1a3LkyJG5fjd06FA6OzvTzc2NlStX5ujRo42+SeZ1wXQ6HYcNG8YSJUrknSyWs960fr0Iuz9dy82PnTt30trauuBw3bFjwgN3dSWnT8/3sOTkZDo5OXHPnj0F/k2SonoXIKIFa9e+FIEgyY8//pj9+vVjYGBg4Xp//in0bG3JUaPImzf1T8XHx/OTTz4hAE6bNo1+hlQ4CwsjZ80ir159qf/2jRs3aGFhoff45Bqqe/fu6Y1UixYt+PhpiF8OZcuW1RupQ4cOydbbvHmzfowfffSRIkZvwIABBMCKFSsadk0MoG7dutRoNPziiy8UmehkZmayePHirFu3rmJj9PPzo6urK3/66SfTc1ReYPTo0Vy2bJnxyZ75cODAAZ47d06xxMSwsLCXtEw1+P80kiQxNDSUc+fOfeneeeLECQ4ePDjP1y1evJjh4eEG/51169YVeu9TDb6RPHjwgABeWhufOnWqQVnily9fJoCX1vx//fVX/v777/Tz89PPbhs1alTgjTIjI4OJiYn6R0RERJ4XTKvVsn///ixduvTLiVOrVgkDam1NbtlS6PhJkUXasGFDZmdn5/0F79BBGFMvL/LKlQK1JkyYwLZt2xYcTr148Zkn3q8fmceHeteuXWzRogUdHBzYunXrgk8gIYFs2VKULM3Ho6tevToB0NnZWXbC1f379/XGz6gljHy4cOECAdDMzIxHnss5MJWYmBi9sT9w4IBsPZIcNGgQAXDhwoWKGIG0tDTa29uza9eujM8nAmUsvr6+9PT0VCwXgBSfwy+++EIxQ0qSBw8eNC3XJR90Ot3fflP/O3hdDb6fnx/t7OzYtGlTnjp16tUPIDNT7yCpBt9I5Br8UaNGsVatWoUel+PFHTt2LN9jZs+enWcyYF4XLDMzk127dmWlSpUYFRVFUsw82bChMKTt2pHJyYWOixQ5CR4eHpw7d+7LBszX95lxfuONAmtq379/n6NHjyYAajSavG+SkkS2aEF27Ci853xITEykq6srAXDQoEEFn0BcnFgfL4CxY8cSAEeMGFGwlgHExcURAMuXL6/IzSpnrXTBggWytUjyyJEjtLS05B9//KGInk6nY6lSpbhr1y5F9EgR4v3yyy8V83BJcd5PnjxRTI/ka2lIXxdeV4NvFApFSHKRnS3uw2lpqsE3Fjkh/ZSUFDo5Oen3YBZGsWLFCtwKZ6iHn0N6ejrbtm3LGjVq8MyZMzy2aNEz41y1Knn9ukHjyszM5NKlS6nRaGhubp576eHdd0Uof/36PMPuzyNJEocNG6afqISGhr58UEgIaeCseN68eQRg/Da1PNi5cycBmL618Tmys7MJwLiEwgJYtWoVBwwYoFj49Icffigw0cdYQkJCeO7cOcX0SCrm1au8vvwnDH5GhthyrODEliR57x559SrTIyL+cYP/WlXas7KyQoMGDXD8+HH97yRJwvHjx9GsWbMCX7tr1y5kZmbivffeK/TvREZGIjY2FiVKlMj3GGtrazg5OeV6FISNjQ1+//13uLi4oF27doiaN088MWYMcO0aULduoeMCRBWnv/76CySh0+nwZ041uvBwwNZW1Ll+//08K0E9j0ajwerVq9G8eXMAyLuaX7lyomKbAYwfPx6urq4oXbq0QccXROvWreHp6YnWBv7tgrCwsECPHj3Qo0cP2VoA4O7ujvXr10OjUEvQwYMHo1u3bopoAUC5cuXQokULxfQAwMXFRVE9FRXZZGeL6qFKYm0tylEHBIifSlGsmHDtoqNF6evHj5XTNpLXyuADolfxunXrsHnzZty+fRtjxoxBamoqhg8fDgAYMmQIpk+f/tLr1q9fj549e6Jo0aK5fp+SkoKpU6fi0qVLuH//Po4fP44ePXqgYsWK6Nixo6Jjj4qKQkxMDJCVhQaxsTj36afAjz+KGuAG4uLigj/++APTpk0DAOzdu1c84eEBrFsnapUbiLW1Nfbs2YOSJUvKLt/r6OiIKVOmKGLwixcvji+//BLmz9cHl8HKlSsVM9C9evWCvdx+48/hZsT1UlF5LXmulr1iWFiI/gzh4cL4K4WHh5hIBAaKHgdKNIxydBSTiRyUHK+RvHYGf8CAAVi4cCFmzZqFunXrwtfXF3/99Rfc3d0BAOHh4YiKisr1mjt37uDcuXMYMWLES3rm5ubw8/ND9+7dUblyZYwYMQINGjTA2bNnczVYUIKKFSvi5MmTmNCvH9oC+PDPP6HT6YzWMTc3x7fffotffvkF586dQ2pqqmizaALu7u7Yv38/4uPjTXr984wbNw41a9aUrQMA77//viI6AODl5aWYloqKipGQwL17okcDqYymRiM64j1+DNy6JToimnAvfQkHh2cOWEKCMp6+RiO8/GLFxGQiIkK+pqlDIZW6Av9tkpKS4OzsjMTExELD+wDg4+ODTz75BKNHj8Y777xj8t+9fv06dDodGjZsaLIGIJYK7IyINKioqPwfkpwM7N4tGm0VKaL/dUZGBkJDQ1GmTBnT7hPx8cLo29gIL9rVtdBlx0IhRSOr5GTx/xIlxCRAbjQvNlaE3tPTRdOnF6LCJqHTIS0jA2E3bqDcmDGwOXBAdHZ8irH2w1Qs/jZllQKpX78+Tp06hZs3b8rSeb7zkxxUY6+i8pqRng5kZQHOzsppOjoCiYnCKHftCgweDHTpAisrK5iZmeHhw4dwc3ODlZWVcctkNjbCe05JEaH4mBjRt17usl2xYs+8cJ0OMLQXfUHY2orJQ0aGGCsgWgObCElkZWXhyZMnMHN1hVWpUqJV9OnTuUP9rwDVw1eIVzVDU1FRUQEgPNwPPwR8fYG33hKPFi1kGSe9bu/eQE6r74oVgYMHkVWmDKKiovJs/2oQWi3w8KHQt7MTxlqJ3JrkZMDSUoT3nZ2VnQAlJAh9Dw/xN2RgZ2eHEiVKwColBWjQAOjSBVi5EoDq4auoqKj8/5CZCXz9tfDKK1Z89pDj5Wo0Ium3Vy/gu+/Ew8FBhOQ7dDB9rBoNsGEDcP26SFyztgays2FlZYXSpUtDq9WalHsEADhzBqhSBZg1S4T1V67MtXQgi8REYOhQ4KOPgFGjlNEkgc8+A65eBXbsEJMUEzA3N4eFhYWIiri6imvUvDnQtKmIorwiVA9fIVQPX0Xl/4TsbODAAREiNjcXGeHm5sIrbdXKdK80IUF4zidPPvvdjz+KrblySEsD2rcHLlwQ3v3s2cDEibI9Uly6JAx/ejqwZ48wzsOGydPUasV7GRsLdOsm1vYPHRJbgJXgyBGge3dg3jxg8mRlNLOygE6dhKd/6pT8CEoOGzeKycnFi0gqV+7V2I+/dZf/f4hXVThBReX/DrntZrVa0cnx9Gly0yZyzhxywQJ5ldN8fcnatXN3avv6a/nV2DIyRIGsHM169chff32pSZPRxMaK8W7bRpYoQVavTp48KU+TJBMTxTlv2CB6XwwZYnBV0EJJTSV79iTd3Qus5Gk0Bw+SVlakgUXWDCI+Xryn3bsXWinUKEaOJMuXZ+LTEuBqpb3XBNXgq/zfExSkzI1ZpxN9Hr78kmzaVPw0lexscWMvXjy3ce7alVy3jjx/Pt8OlIWSmUnOnEmam5OWlkK3QgVyyhR9N0aT0OnIzz4TDZ9mzCBdXMiyZcnly8nnungaTU4jp8RE0THSwoIcNEhUj1OCW7eE0atSpdBGXwaj1ZLjxpH29sJQK8Uffwijv2KFcpr374t23uPH5zvxS0hIMK4KZ3o62bAhEzt2VA3+64TiBj8tjREzZ3KPgjXRmZ7Oh599xpNHjyqq+WDiRF69eFE5zdRURowcyQBj2tkWRkICwwYOZOjt28ppRkTwfqdODJermVNqU5LIs2cZ0awZw+V0e0tKEjel9HRhpBctYnSNGgw/f940vUuXyD59SI2GnDqVnDaN7NOHcWXKMNSQbos5aLXkjz8Kj+5542xlRTo4kC4uzHBwYPCPPxo/xtRUcvFi4d0+NfhSjRp6Q333iy+M18zh8mWyVy/y4UMmL1xIduxIrbk5A+X2enjaPOr6mTOUFi1isqsrA7t2ladJ0ezo+PHjzPD2ZkT58rzbtKksvczMTH0r6KAbN+hduzbvVa5sst6ZM2f0LcOjo6O5betWbm/YkPdLlDBqEpWamsqFCxcyOjpaP04/Pz9u27aNn332Gb9q0IDhRYrk2c77eQIDAzlu3DieOXOGpCjHHRERwYsXL3LXrl1cvHgxJ0+ezAEDBnB47dq87+hIPlfSPDs7mwcOHOCAAQPYoUMHJiQkMDQ0lNevX+fJkye5Z88ebtiwgYsWLeKsWbM4fvx4Dh48mN26dWPLli3ZvnJl+tjaqgb/dSLH4E+fPl2ZOuuTJzPRzY1FrKx4USlj+uGHjHN1ZY2SJZWpia3Tkf368bGzMwd36SJfjxTGqnVrhjs48JuJE5XRvHWLrFSJt2xsuPm770zXSU8XIdnsbHLxYkoODjxpYcF9phioHP76i/z0U3L3brJpU0oWFvzZzIwHf/rJNL0jR8gyZYQRrVKFBJhSsSK/MTPjwfXrDdfR6UQb41atchlnqVw5smdPhvTpwzFmZty/dq3xY3zwQHSK7NCBtLBg1scf88HWrTz1+ed829ycu1etMl4zh/R0csUKpp89y4ULF3LNihWsYW7OX5cvN12TJDMzmZCQwDfeeIPTpk1jUQsLbl22TJ4myYsXL9LLy4tdu3als50dt65cKUsvJSWFb731Fps2bcqSJUvSy9OT2039LJGMiIhgs2bNWLNmTb7xxhsEwJYtW/K3rVuN1nr8+LG+f8eQIUNYq1YtAqCnpyeHDh3KfTt3GqSTmprKH374gcWLF6eVlRXfeecd1qxZk5aWlgTAMmXKsGvXrpw+fTr/yKeHhlar5f79+9m+fXt9P5EGDRrQy8uLZmZmBEBzc3OWLl2azZs3Z//+/Tlp0iQuXryYB542uvL39+fkyZPp4eGRZyM1ALS3t6eXlxdr1KjBli1bsmvXrnzvvfc4btw4fvHFF/zhhx+4fv167ty+XTX4rxM5Bt/JyYnDhg1jVk6ve1M4d06EEc+c4eTJk1m8eHHev39f3gC3biWtrZl+4QJLlSqlTLe3SZNINzceX7uWzs7O8vuux8eLEG+dOhzcqRNnzJhhulbOOuPOnaS9PTPeeYc2gN6zMJqnkxtu2ybWXYsX59Fhw1jSy8v0a71+vbjOZmaUHB0pTZ7MwW3a8O233zZ+0hgfT44Ykcs4P+7UiXG+vixTpgw//vhj4/QkSayLHz0qwqLjx5Pt29OveXPu2rmTjo6O/Pbbb43TzGfcP0+YwDfffJOWlpb8SYZxep6vvvqKtra2tLKy0nunchk6dKj+Jn727FnZehEREXR3dycAlihRgsHBwbL0kpKS2KpVK72xmTRpkqyJ/bFjx+jm5qbX+/DDD3nnzh2jdXQ6HdetW6fvqAmAderU4bJly3j79m2DP+tpaWlctGiR/j3LebzzzjtcvXo1z58/b5DBTE9P59dff80GDRrQ2to61/nt3r2bly9f5oMHDwq9n6WmpvLkyZP86quv2KlTJzo5ObFcuXIMDAzk48ePjWrTrHbLe83IuWCXLl1i6dKl2a5dOyYkJBgvlJpKVqpEPvVutVotu3Xrxpo1a5r+YfD3J+3syKd97zdv3kxnZ+fcnfaMZckSkcRz+TKTkpJobm7Oy5cvG68jScJjfvJEGNLGjcm4OPbo0cN0g//gATlggAg/W1oye9ky/rF/P4sUKWJ6i9dJk/SGNGPoUJ7Zt4+VK1c2zehJEjl7di7jfL5DB06eNIk2NjYMCQkxTk+nExO6+fOfPb75hsurVGHlChXYqFEjRXrEZ2dns2zZsvqbrBKRrMTERBYtWpQA2LBhQwYGBsrWDAsLo+3TEKmLiwt37NghW3Pv3r16w+Do6MgNGzbI0ktNTWX9+vX1nuRbb73FkzKS7BISEti8eXP9hKRFixacNWsWs01IBtTpdJw3bx6dnZ1ZpkwZ1q9fnx06dOD8+fNNuuZ79uzhRx99xBEjRvDdd99lnz59OHToUKYYma+g0+kYFRXFy5cvc9euXVy4cCEnTJjAtaZEmZ6SnZ1Nf39//vLLL9xpYIQhP7RaLW/cuGHSfV81+K8Zz1+whw8fsn79+qxVqxYjIiKME5o4URj85zKXk5OTWadOHb799tvGe9HJyWS1auTgwfpEE61Wyzp16vCTTz4xTiuH334TCUG//67/VYsWLThv3jzjtXbtEpnV1auTb7xBJiYyJiaGPXv25PTp043vma7Tke3bC0Pq4UGeP89Zs2axTZs2bN26Na9cuWL8GJcseWaczcwYPm2a3jP46aefjLtxSRL5ww8i23fSJLGmffgwh7VqRc1Tz+fw4cPGj/EFIiMjqdFoCIC1a9fmzZs3ZWvmtC0GwEqVKjEgIEC25ty5cwmAFhYWnDBhgrxJ6FP69eunDz0fOXJE9sTk0aNHdHNzY926dblmzRomy8xSlySJH3zwAfv168etW7cyLi5Olh5J/vbbb/zll18YGBgoO9Km1WqZkZEhe0wqhqMa/NeMFy9YcnIyu3TpQk9PT143sNc9z5wRId48+pmHh4fTw8PDOCMtSWILUI0aL2X/HjlyhJaWlgwJCTHc6125kjx7lrS2FmuwzzF79my2atWKixcvNnx86elkuXLCkLZtqx/jsGHDWKRIEbq5ufGrr74yXI8kly59Zpydncljx/jll1/qDdUqY9eHf/uNLFpUhPPXriVDQ3N5e1OmTDFOLw8yMzNpZ2enN1JKGIDvvvuOAOju7s4jR47I1iPJpk2b0sLCgjNmzGBaWppsvdjYWDo7O7NHjx4mhYrz4sSJE2zTpg1PnjypTC4NhXd/6dIlxfQyMzNVg6qSC9Xgv2bkdcGys7P54Ycf0sHBgX/99VfBAikpZMWKwuvLh8uXL9PGxoarV68myfxvQJIkMotXrxbbXfLxxDp06MCBAwfy008/LXhsJBkdLQy9nR05fXqup44fP86KFSsSAKtVq1a4Vg7ffffMOFeuTD5dw9yxY4feoPr4+Biu5+9P2tiQdesKz/lpaG3p0qUEwFq1ahkX4pQk0s/vpX23S5YsIQD27NlTft4CRdYyAPbq1UsRQypJEqtXr8727dszKipKth5Jnj9/no0bN+YNpbZjUXilcsLYeaHU+aqovEpUg/+akd8FkySJ3333Xf4JSUlJwqBMmCCMXiE3/B07dtDS0pKHDx/OP/Hu0iWxr9famvzllzwPiYiI4Pjx4wmAZmZmhYcpP//8mXHu1k2M+zm6detGAKxXr17BOjk8ekQ6OpKursLwPxeBSEhIoKWlJT09PQ33qiRJRB28vV/aI7t582YC4PHjxw3TKoSJEyeyfv36Rq9B5sfs2bM5ZswYRSYPJHnjxg3Onz/f9HyFPPD391dsfCoqKrl5VQZfraX/N6PRaPDpp5+idOnSGDZsGEJDQ9G9e3c4OjqiWrVqwN69omvS5s3A2bOiU1MB9O/fH4GBgejatSssLCwwYsQIuLq65j5o0ybR5cnaGrhzB5Ckl1pRenp6QqvVAgAkScK1a9fQunXrvP9oSoooq2luLkp2zpkjanY/x7Jly3Ds2DHY2NgY9sYsXgxMnQp8/DHwQilJZ2dnvPnmmyhXrpzhHbk0GmD06DyfcnFxQY8ePfDWW28ZplUIOp0Of/zxB+wVKrHZsmVLtG3b1rjuYwVQvXp11K5dWxGt5zVVVFRMJDRUufLBcvhbpxP/IQyZoZ05c4ZFihShl5cX33jjDeGB9e79rILX0/2dBREbG8sWLVroQ94vZYmnp4u1a4AcOFAf1s4LSZL0Xn6B2/QWLyabNBHlRgtg/vz5bNOmTaHnQEl6KULwIsuWLeP+/fsL1zKAixcvMigoSBEtkoqssauoqPxLUShXIxfDh5P51AQg1ZD+a4chFywyMpKdO3fWG+sNP/4o1tgBsmVLEeY2gPT0dM6YMYPm5uYsVapU7nXpX38V6+wbNxr0wZUkiRMnTmSfPn3yP+jAAYPqR2dmZiqSxEaKJEWlQuZKJVupqKj8B5g3j1Q6F+Tnn8V9ft68PO/Lr8rgm+Xr+qsojqenJyZPnoxOnToBAA5NnQqkpgIjRgDHjwPFixukY2Njg3nz5sHb2xuurq7Yu3fvsyf9/AAfH9HVyoAQsUajwaJFi9CqVav8D+rSxaAWnlZWVpg9e7YBZ1A4pUqVUixkrlSoXEVF5V/G5csis0hJPDyAunWBEyeU08y5h37+OfDuu6ID4T+A2h5XIYxtj3vr1i086tcP0Y6OePfyZZNbbmZnZ+PMmTNo27at+IVWK9p5GglJ1TCqqKj8fWRny2/Z+yKLFgFnzgCrVgElSiijmZgIuLuLtrizZgFffGGQw1MobdqI9roVKwLffw/07Kl/6lW1V1c9/H+ImjVrou2OHXjr99+RmZVlso6lpeUzYw+YZOwB1QtWUVH5m1m6FPjpJ0CnU07z/feBo0eB6tWBLVuU8fadnYHu3YXWN98Io6+EbvfuQNeuwMOHQK1a8vVMQDX4/yS1a6NEiRKwtrb+p0eioqKi8owDB4DwcGU1hwwRu3waNFAuXO7iInQTEoChQ4FevcQyqVwGDwbc3MS/e/QwOQKbi3ffFbuyOnQQExVJkq9pJKrBV1FRUXmdefJEec0qVYAaNYTh8/NTRrN4cWD8eODGDaBtW2FIQ0Pl644f/+zf/foBSuT+dOwIbN0KjBkDDBwoJhRyKV5cRGBXrQJu3RJbnV8xqsFXUVFReZ3x8xNe87ffKmNAAbHO/OmnwujVqQN06gScOydfd8oUwNFR/NvODihdWr5m9erApEnAsmXAqFHA9evyNa2shCe+YAFQpAgwcqRyyYEeHsDy5cBnnwH37imjaSBq0p5CvKqkCxUVldeYo0fFo0kT8ShZUhndefOAmTPFv5s2Fbt0Ro2SF4rOzBTZ6oGBgJcX4O2tTGLcnDki7L58uUhee95DNxWdThQXGzsW+PNPMVYPD/m6ABAUBNSvL8aaT3EvoyHF8kN8PHDyJJJSUtSkPRUVFZV/DD8/4PBh4OpVICREZG/L9Y/atRNh3b59gVKlhCEdPlxUs5TD9OnA22+Lf1+6JIyd3HVna2tg9WqgXj3hjffvD8TFydMEhDf+zTfArl3A5MkikU8u5ubifJctAypXFhnwGRnydQGgUiVg7VqRf3DjRoGHZmZmIiwsrHBNjUa8t684tK8afBUVlX8eUmwplUNGBhAWJry7P/8E1q8XhtpUKlYEtm8HGjUCKlQQCWKVKwORkaZrajTCG58yRfz/4UMgOVn+vmwzM5GlXrasyAbv1094pHITw1q3BrZtA86fF9enRQtRtlsOTk6ApSXYteuzdfJt20ySIomgoCAk5KyxW1qKiURsrKhvUsgELef1W7Zswfjx4/Ekv3yId94B3nsPGDBAPznLysqCj48P1q5diw8//BANGjSAo6MjTp48CcmQ9/350L6cz6kRqCF9hVBD+ir/SjIzhaemFLGxwO+/g8OHy9/KGRMjCk4dPQpcu4aYnTtRrFIl07Ru3ADGjcu9zuzmhpQNG3CvSBHUadHCNF1STBzGjRPvpb09snv1wokyZdDxq69M96JJ4JNPgCtXAK0W0u3buNS6NZrv3Cm8aVO5dg2oUQPagwehHTIE2TVrwnHPHsDT03RNAHfv3sWW1avx2a1bcPDzE1n8DRoYrfPkyRMcOHAA+/fvR9++fTFo0CAxUfngA+DXX4E+fQp8PUncu3cPp06dwsmTJ3Hq1CloNBqcOHECzs7OcHBwgJ2dHTR374olk6lTRbGbF7h+/TrmzJmDc+fOIe5p1MLDwwODBg1C0aJFUaxYMRQtWjT3v21tYdWiBdCwIbB5M7KysrB3716sWbMGJ0+ezKVvYWGB4sWLw93dHR4eHvDw8ND/O9dPd3e4vP8+kp88gfOFC3+//fhb6/j9h1C8NKJWy4fLl3Pv7t3K6JGkTscnK1bwxNGjymouWsRrV64oqvnwyy95N5+2viaRnc3wSZP4IDRUOc3UVIYMG8aYyEj5WnfvMiMjg1J4OEO6dWOM3HFmZJCffML0DRv4YOVKhjVvzic3b5qu9+ABOXkyaW9PXe3avN6sGR9Wr84oUz5LAQFkhw6kRqPvwChZWvKRpSUTihZl+KZNpo1Rksj9+8nq1YWmuzszzcyoAxj85Zemaebg40OWL8+klSt5zNWVmQDvvP++PE1JIi9e5K4dOzjC3p7hFha806mTLEmtVsutW7eyQoUKLAHQt1gx3q1f3ySt1NRUbtmyha1atSIAWlpasm+vXtxdogRDy5QxuOZ8WloaFy1axBYtWlCj0ehLi1eqVInVqlVj1apVOcvdnZFFi5KFtK++ceMGhw4dSkdHR73Oiw+NRkMHBwf2c3HhQwcHMp9OoFFRUVywYAGrVKlCAKxQoQIHDBjAdu3asW7duixVqhTt7OxyaTeys+MDW1vRLvw57ty5w8mTJ7No0aI8ceIEL168yL1793L16tWcM2cOR48ezV69erFZs2YsX758Lt1Slpa8aW2t1tJ/ncgx+IMGDVKmBvxPPzHDwYFFzc25bds2+XokuWoV0+3sWNHZmZFKGCmSXLCAqTY27N6woTJ6JDl5MhOtrTlr2DBF5HSpqZR69mS0pSXXf/GFPLGYGDIkhCG//8608uUZZGbGPT/8IE/z8GGyRg0Gdu/OLAsLntNoeGTNGtP1/P3JOnVIgFozMyaZm3OjRsPj69cbr3XvHvnhh6SVld44Z1hZcau5OWeam/PYxo2mjTErizxyhBw5kixWjHFOTuwOcIBGw782bDBNMwetltL69dxVuzYtANYFuParr+Rpkgz382OjSpUIgK4Af5g+XZZeQkIChwwZor/xWwHcuXatSVqSJHHPnj2sUaNGLgPVpVMnnty3z2i9mJgYTpw4kdWqVculN2HCBC78/nueOXjQKL2EhATu3LmTQ4YMYbFixQiAM2bM4KZNm7h582Zu2bKFpw8fNlgvLS2Nu3btYq9evdiwYUPGxsYyPDycAQEBvHLlCk+ePMk//viDpw2YkEqSxPPnz/Pzzz/Ps+9GWloaIyIi6Ovry+PHj/NkAZrp6el8ZGBPlOTkZAYFBfHs2bPct3u3avBfJ3IMfuXKlVm1alX6+fmZLpaURHp4kMuWcePGjbSwsOAmU72eHCIjSUdH6tavZ7t27diuXTv5/dIvXCAtLPhg9WoC4O3bt+XpkeSSJaStLRcPHMiBAwfK+wLcukUmJVHbqhWjHBxYydKSGzduNH2yo9ORXbqQ3bsz29KSW8zN6W5vz8OHD5v+Xh46RFpbkwAjnZzYGWCVypV5+fJl47UkifzxR9LGRm+cH5uZ0QNgtWrVeO7cOeM1MzLIwEDRQGnpUiYMG8YDZmasBrBIkSL87bffjNd8gaOHDvEtgPYAra2tOX/+fNkNj6ZPn643UnXq1OGsWbOYmZlpst6tW7fo5eVFR0dHNmzYkO+99x6///57ZmVlmaSXlJTETz/9lIMHD+aIESM4duxYfvLJJ9y+fbtJejqdjuHh4bx06RJ3797N5cuX87PPPuNXX30l+71MSEjgsWPHOG/ePB5VIDqo1Wp54cIFnj17VrYWScbHx5t8Hf4tqN3yXjNyLtjDhw85fPhw2tjYcO3ataZ92WbOJCtXFl4Qya1bt9LCwoLr1q0zbXCSRHbvTrZtS0oSIyMjWaRIES5ZssQ0PZKMjSVLlyY/+YQk2bp1a3766ae8ePGi8Vrp6WR8PPnbb6SFBQ98+CEbNmxIDw8PDhgwwLTx3b9PlitHNmpE1qnDCg4OBEA3NzcmFdKaN1/mz9cb0jNt2ugNytKlS03TO3Agl+fsbWbGkk8njQGmLGfcvk2uW0du20bu2cPDkyaxJcDS5uacOnUqk/MJbRpD9+7dCYCtWrXi4cOHZRuTR48e0cPDg02aNOGqVasUaT28f/9+Dh06lFu3bmX0C6FXU/Hx8eGDBw/UzosqfwuqwX/NePGCbdmyhfb29sZ7qeHhwkP7/fdcv96xYwctLS35448/Gj+4nTtJW1syODiXnrW1NW/dusWbxqztZmWJCUSPHsKYZmby9u3bHDt2LB0dHVmtWjXjx7duHTl4sDjvH3/k3bt39cZ0zpw5xuuRZN++wpBaW5Nnz7LS01DssmXLTNM7dYo0MxOapUrxj9q1aQtw8uTJpundvEkOGUJ+/z154gQP/forAbBr165MSEgwTfM5dDodq1atypYtWxp3fQvgwIED7Ny5s2KeGUkeP37ctMmNisr/EarBf83I64Ldvn2btWvXZoUKFXjt2jXDhAYPJtu0yTMhZvfu3bS0tNR7lDExMYXrxcaSxYsLw/IC7733HqtVq8ZKlSoZ7rmMH09+8w3p7EyGhJAk4+LiWK5cOQJg0aJFDdPJQacT0QyAbNiQfJqs9uabbxIADx06ZJweSR47pvea2awZeegQ32jZkmXLljUtrBsdTdasSY4eTZ45Q+p0fOONN9i/f3/5yyJPef/99zlr1izF9M6ePctNmzYp6pE+fvxYMS0VFZVnqAb/NSO/C5aWlsbRo0fTysqKy5YtoyRJ+a83eXsLL9LHJ9+/s3//flpZWfHzzz9nhw4d8r+hSxK5fTv5/vtk/fovZb9GRUWxQ4cOek/6iiFZ9vHx+vVmfvppruxXHx8fWltbU6PRUKvVFq6Vw969z4xzly76ScTWrVsJwLBJzfNkZZE1apBvvCEM/9P3p1+/fvz555+N08rhwQPyhYnCwIEDmZ6ebpreC0iSxDNnziii9bymiorK64Fq8F8zCrtgO3bsoJOTE3v16sXNmzdzx44dz5589IhMSRFGyoDM9DVr1ugN9YEDB/I+yMdHhPE1GvLSpTwPuXTpEr28vAiAU6dOLfTv8qefnhnnXr3IF9Zb169fb7yRbt6cLFGC3LUrV1QjLS2NjRs3NlwnB29vEX5/gXXr1inmPUuSpMhas4qKigqpGvzXDkMuWHBwMBs0aEAzMzM6OjoyKChIPLFtG9m4MWlnJ7LpCyA1NZXjx4+npaUlAbB69erMzmvv6rx5z4xzz54iMS4PoqOj2apVK5YrV65wr7B1a5FktmxZvntwR4wYwTt37hSsk8OFC+S4cWQ+a9YXLlwwTMcAlDL2KioqKiYRGprvffNVGXy1tO4rxN3dHV5eXpAkCcnJyRgwYAAyMzOBixdFxS2NRtRsLqD4oZ2dHZYtW4a7d+9i6NChCAwMxMaNG18+8NAh8XPSJOC33wAbm3zHdOzYMfTo0QM+Pj75Dz4sDHjwALhwQTS7yKfC2PLly+Hs7Jy/zvPUrStKS+ZzfLNmzQzTMQAzM/WjrqKiYiB/R6/6W7dE74B/sLitWlpXIQwtrZuSkoJ9+/bh559/xrFjxzB27Fgsv3AB8PERNbB37jSqFGpAQAB+/PFHfPfdd7DP6QMdHy/qNC9eLLpHGUhycjIcc1pXvsiNG6JOt6HGXEVFReV15fBh4SS1bq2c5pMnQPHiokzzsmW5nKZXVZpdNfgKYcoFi4qKwq5NmzD+iy+g6d1bNJCwtDTp75N8Vtv80CExi+zSxSQtFRUVldeGO3dEr4D8nBVTePIEKF1a1Pnv10853QoVRKOcDz8EfvxRND3CqzP4r2Wcc+XKlShbtixsbGzQpEkTXLlyJd9jN23aBI1Gk+th80J4myRmzZqFEiVKwNbWFu3atUNQUNDffRooUaIEJjRvDs2gQcAvv5hs7AHkbmTSoYNq7FVUVP59ZGUpr+ngADRvDgQHK6fp5gZUrSq64y1frpxukybi588/AwsXKqdrIK+dwd+xYwcmTZqE2bNnw8fHB3Xq1EHHjh3x+PHjfF/j5OSEqKgo/ePFfsULFizAsmXLsHr1aly+fBn29vbo2LEjMpTqp1wQJUsCmzaJHtlKYW6unJaKioqKUty7J1oDZ2Yqp+nlJYx+o0bAX38pp9u2rYiUTpggWtgqEQxv2hSoWVOMd8wY+XpG8toZ/EWLFmHkyJEYPnw4qlevjtWrV8POzg4bNmzI9zUajUbfojCnLWEOJLFkyRLMnDkTPXr0QO3atbFlyxY8fPgQ+/bt+/tPqEIFfVhHRUVF5V/D/fsioVhJqlUTmo0bAzdvKqfbuzeQkCAim99+q4xxbtdOOGIWFkCPHsok8vXoIc7fxQVYsEC+npG8VpYmKysL165dQ7t27fS/MzMzQ7t27XCxgA9mSkoKypQpg1KlSqFHjx7w9/fXPxcaGoro6Ohcms7OzmjSpEmBmioqKir/GpKSAK1WWc0yZYR3O3QoEBWlnO7IkYCfn/DIFy9WxpD27i1+kmL9PSZGvuYbbwDr14vJyYoVykROy5QR3v2CBcAPP4idT6+Q18rgx8TEQKfT5fLQAbG1LDo6Os/XVKlSBRs2bMDvv/+OrVu3QpIkNG/eHJGRkQCgf50xmgCQmZmJpKSkXA8VFRWVfwRLS6BjR5H9nZqqjKZGA8ycKRLXqlQRa85KrMH36wc4OYmw/rZtwNWr8jUrVAB69gT69gXOnBEetFzs7YEhQ4BVq8TuqePH5Wvm0L070LAh8MUXymkawGtl8E2hWbNmGDJkCOrWrYvWrVtjz549cHNzw5o1a2Tpzp8/H87OzvpHqVKlFBqxiorK/zUJCcKQHj8OZGcro2lrC3z6KfDxxyK7/IsvgALymgyme3egTh0gORn48kvh8crF3h54912RwBYWJrYQK8HWrcCaNcDDh8A33xj98uzsbMTFxb38RO3a4n396KOXcg+OHTuGuXPn4uOPP8bgwYPx9ttvo1u3bkhMTCz4j2k0YgK1ZYuIdrwiXiuDX6xYMZibm+PRo0e5fv/o0SN4GPihsbS0RL169RD8NKMz53XGak6fPh2JiYn6R0REhDGnoqKi8jqQmgocOwZERChXjMXFBWjRAmjfXhi7YcOA338H0tPl6XbsCAwcCMTFAV9/LYpuyfX2c7z8okWFsVNq69snnwAnT4oktj59AAMTpHU6HR4/foygoCBcu3YNJ0+exO+//47du3eDdnaAqyuwYYM4f2/vfHUyMzMxa9YsVK9eHV5eXrC3t4eVlRVWrVqV9wvmzBHv5QuZ9a1bt4arqyu2bduGrVu34uDBg/Dz88OsWbOwY8cOhIeHI9+d740bA/37A1OnGnTuivC31vH7G2jcuDHHjRun/79Op6OXlxfnz59v0Ou1Wi2rVKnCT572cZckiR4eHly4cKH+mMTERFpbW/PXX381eFyvqjSiisr/NUo0/dHpyNRU0SkyMpK8f1+e3ubNpLm5KH1dty45cKBo+iSX7757Vv66Th3y3j35mlFRopOlgwPZsqV4D+Si01HauZMpP/5IydKS8Vu2GC0RGBjIxYsXc/bs2fz44485dOhQ9ujRg35nzpAVKogmXwZce0mS+PPPP9PT01PfTwQAx4wZk7u/xZgxZJUqZFpagVr79u1jhQoV9Dq2trZ88803OXPmTP7111+57+e7d4sW3nlcp/j4eE6ZMoWWlpYcOnQo+/btqx+jp6cn+/btyx9++IEXLlxgRkbGsxeGhpJWVkzcvVutpZ8X27dvp7W1NTdt2sSAgACOGjWKLi4ujI6OJkkOHjyYn332mf74L7/8kocPH+a9e/d47do1Dhw4kDY2NvT399cf8+2339LFxYW///47/fz82KNHD5YrV86obmiqwVdRgjz7IshEe+sWU1NTlRNMSyOXLmXsuXPytXQ68vp1cskSsmdPJsyebbpWejo5fbowzjmGFODjzz+XP84DB4TBB0hLS977/nvGyTWmkkS+8w7p5ETJwoK3Wrem7/nzMuQkRkRE0P/jj7lpxgzeK16c921tuW3ePJP0bty4wQ4dOrB06dK0srIiAM6wt6dkY5Nng6rCxrZ79259G20AdHR05NSpU3li6VJKdnbk6tUG6yUnJ3P69Om0srKiRqOhi4sLNRoNa9euzY8++oi/bd7M7HLlyAkTCtXKyMjgggUL6OXlxePHj3Pu3Lns0KEDHRwcaGZmxrp163LcuHHc/uuvTG/TRnT1zGdyEhwcrO8BIkkSw8LCuH37dn788cds3LgxLSwsaGVlxWbNmnHSpEnctWsXkz78kInVq6sGPz+WL1+u/xA2btyYl57rBte6dWsOHTpU//+JEyfqj3V3d2eXLl3o80L7WUmS+MUXX9Dd3Z3W1tZs27at4Q1gnpJj8BPyaQRjNJLER7t28fd9+5TRe0r83r08ceyYoppJe/bQ5+pVRTXjtm3jvbt3FdMLDw/nwxUr+PjhQ2UEJYk7d+xgyBdfMEWpznk//cQl333HqwMHMvnRI/l6mZnk2LG8X7MmT9arx4SnrYdNJj1dNE4qUYIEeM7dnY/PnjVNKyODnD+fLFIkl3G+b23NiG3b5I3T15ds1kyvmQUw9Jtv5GmSlC5eZKaTE68XKcI0gPdGjJCl9+jRI37+ySf8vnhxNgIYAPBumzYm6yUnJ3Px4sUsU7q08FYB7gV4p3JlkzVjY2M5depU2tjY6A31lxoNw4oXNykak56ezm+//ZYODg5s0aIFu3XrRldXVw4AGOXoKD4XRhAcHMyePXsyOjqaN27c4PLly9m/f396eHiwCcAnNjairbcBREdHM+25iEB2djZ9fHy4bNky9u/fnyVKlGA5gI+trMiwMKPGmUNaWhrPnj3LBQsWsFevXnR3d6cLwNsWFqrBf53IMfidO3fmgwcP5AuePEmtuTm9zM05b948ZfqbnzxJnbk5q9jY0NvbW74eSR45Qq2ZGduUKsWsrCxFJKXffmOWmRknde7MQ4cOKaK5sX59pgLsU6UKV65cKU/s6lXy8GEeL1WKcQDHtmrFGzduyNPctYuSRsN7VlYMBTinf3/j2gy/SHS0COk+NXrHAS4ZM8a0a5SZKQy9p2cu47wb4Npp00wfI0kGBZFz5zLe3Z0E+A3AjV9+KU+TZPDdu5xfoQKvAmwM8JfnluxMQZIkbtu2jSNbtWLPkiXpYWbGP9avlz3OR48ecd3atezSpQudLC15es8e2ZrZ2dncvn07GzVqRCtzc3ofOSJbMyIigh988AHHjx/PK5cv08dID/9FoqKi9C3CdTodAwICePX0aZP1tFptrv9LksSgoCBePHlSzjBf0gwJCeHZ48cV1/xj717V4L9O5Bj8N954g87Ozvzpp5/kGemuXcnhw3n48GE6Ozvz3XffNWqJ4SUkiWzRghw9mhMmTKCHhwfvy13bzMggK1dm5sSJdHNz45o1a/jnn3/K04yIYIa9PecVK0YzMzN27NhRnt7GjeTu3dSambE7QDMzM4aGhpqup9WSDRqQjo58aGnJ6gA7duwoLxR/6ZJYGwQYD7CqRsOvvvrqpZuYwVy+THp56Q1zOsAVRYty29atpmsmJZH+/kzauZMzihblEnt7/taiBU+ePCl7Mrpnzx5279aNK95/n8fmzmVgYKAsPZK8c+cOb968yaCLF3kvOJiPlIiYPEdmZiZjlVgff47ExERGRUUppidJEs+cOcPIQlpuG0OcUtEslVy8qiVh1eArxPMh/TVr1tDR0ZHt2rVjiClh1IAAUqMhb94kSd6+fZsVK1Zk06ZN9bkKRnPoEGltTUZGUqvVslu3bqxZsyYTEhIYFBRkmuY335AlSzLm/n1OmjSJDg4OrGxq+DAoSCQcvfkmte3bs5SXFwHw/fffN02PJH18SCsr0saGV4cPJwD279/fdD2SXLpUb0gvmZuzXeXK8r6kISFk8eIkwPDixbnE0ZHX1q0zXS8ri9y3jzx1isEHDrBZtWryDP0LHDhwgGfOnFFMT0VFRTX4rx0vXrCIiAi+/fbbtLe357Jly6jT6QwX++ADslOnXL+KjY1lmzZtWKpUKfr6+pKk4R6/JAmv9OnOBFKs99WrV49vvvkmq1WrZtwNPCZGZD7b2pK7djE8PFyfjKPRaJiUlGS4Vg5z5ohsXTc3MiqKa9asIQDOnDnTeK0c3nlHGGeNhk8GDqQ5wMuXL5uuFxlJOjqSlpbMGDSIrYoVY5iJa3kkhXH+8kty0yZmR0RwxIgRfPLkiel6L3Dv3j3VMKuovAaoBv81I68LJkkSt27dSldXV7Zo0cKwUGV0tPDEjx596amsrCyOGjWK9vb23L17N/v27Vt4OFWSyD17SHt78rmwZk6Wa04izm+//WbwubJzZ7JtW7JDB33iTmhoKEuVKkUAPGtsIpckkVWrCuNcvDi5YwezsrJYoUIFrlq1yjitHEJDRba2lRU5Zw7TExLYunVr07RyeP99cupUMjKSgYGByuVBUFxbRfI0VFRUXjtUg/+aUdAFi46OZr9+/Whtbc358+fT19eXe/Pbx/vFF2JPbj43f0mSuHTpUpqZmREA1xUU/k1PJ7/+mqxRg5wx46Wn9+7dq98r2rx5cwPOkmIt18JCGOe33iKfm8QEBwfT09OTy5YtM0wrB19foWdhIZLDnp771q1b+fvvvxunlcOECWJ8z+22kJVYl5VFKrUDQ0VFReU5VIP/mmHIBduzZw89PDxYvHhx2tnZ5d4eGBxMPnhAFi1K/vxzvhqSJHH27Nl6z9zJyYkRERF5H3z16rOs6m+/JZOTXzokISGBo0ePJgBevHix8BM9eFAfJuePP770dGBgIKdPn164zvN89hlZsiT5dP9qDlqt1rSchawsEdVQPWYVFZXXgFdl8F+r0rqvOz179sTcuXPx+PFjpKWloVu3bnj48KF48vx5oEEDYZ5zfuaBRqPBnDlz4OvrixEjRiArKwujRo3Ku3yjr++zf1tbiy5NL+Ds7IxVq1bhzJkzOHToUOEncfIkYGUlmknk0c+5SpUqmD59euE6OZBAbCzg4wM0a5brKXNz85eaGhmEpSXQq5coC6qioqLybyE7G3jauO2fQDX4r5iGDRti7ty5aNKkCR4+fIgePXogLS0NCAkBoqNFHewdOwo1VnXq1MFPP/2EyMhItG7dGqdOnXr5oByD/+23wMSJBeq98cYb+MKQzk3XrgGHD4uuVPngaEy9bZ1OdKNyczP8NSoqKip/NznxUSWxtAQGDwZSUpTVNRAN83QNVYwlKSkJzs7OSExMhJOTk0GvefToEQ4dOgRbW1sMOHAA+Pln0Y5x0yZlvNOWLUWDjtmz5WsBot/27dtArVrK6KmoqKj8WyFF173PP1dWt25d0dFw717A3ByAafbDFFQP/x/E3d0dw4YNw4ABA4SH/9ZbwLp1yhh7SQK6dAFmzZKvlYOFhWrsVVRU/n2QuZcwlUCjAf74A1iwQFndsmWF7uTJyuoagGrw/y3Y2QG7d4v1caWYPl1dx1ZRUfn3kZWlrJ5GA0ybJnKhlKR6daG7fr1ymmXLip9LlwIrVyqnawCqwf83IEnATz+JPtlKYWamGnsVFZV/J9OmiXwlJalWDejUCTh3TllNABg1SoTglaBsWcDDAyhTRiy5vkJUg/9vwMxMrOmoqKio/Ns4cED55DVbW6B5cyA0VDnNJk1EMlynTsCZM8poVq8ufpqZAffuKROZ6NgRuHJFJGmHhcnXMwLV4KuoqKj8v5CQoLzmhQvAgAFAUpJymu3bA3fuiK24164po9m4sfiZmgp88QWQs+VZDtWrA4sXA05OgLv7S0uucXFxuH37NkJCQvDgwQPExMQgOTkZ2dnZ+WtWqwaUKiWy9Rcvlj9GI1Cz9BXiVWVZqqioqOTLrFlA0aLARx+JJFsl8PcHatYEKlUCdu0C6tSRr5mZCbi6AmlpgL29iCK0bi1PM6eGSWIiMHRooQnLV69ehb+/P5ydnXM9SpQoATs7u2eaADBvHrB1q3gvnmbWA0BWVhZmz56N7777Tl8LxdLSEn/88Qc6duxY8Hj9/UUStL8/kry8Xon9UA2+QqgGX0VFxSg2bxZGtHlz5TTDw4Hy5YVRXrMGaNhQGd06dQA/P8DGBlixAnj/ffk5Ql26iOhBu3bAb78Z/LKgoCAsW7YMrq6ucHd3h4eHB9zd3VGpUiUUlyTg7FkxvuBg4ZXng1arxaxZszB//nz976pXr46zZ8/C1dU198EJCWLNfe1aEe14gbNnz2Lw4MEIexqir169Ovr164e+ffuiRo0a0OT3XnXsCJQrh6QFC16N/fhb6/j9h3hVpRFVVFT+AXx8yPh4ZTUjIkgHB7JFC/L330ljOmoWxHvvPSt/PW4caeI9SZIkRkVFiaZO334rNF1cRP8MI8tWS5LENWvWsFWrVhw8eDBnzpzJQxMn8uKaNZQsLUX7biM4e/Ys3d3d9SXGPTw8GBkZmfPHyMaNybFjDdL666+/WKxYMb1Wo0aNuGzZMj5+/Dj3gTNnkjVr5nudEhMTOXToUI4ePZpLlixhixYtCIBVq1blzJkzeePGjZcbZB06RNraMjE0VK2l/zqhGnwVlf9jAgNFJ8emTclZs8hz50TPBrksWfKs30XVqnl2yTSGkJAQXlyz5pnm11+T2dkm6+3Zs4dFixZlhypV+HP16owqWpR3WrRgtomaGzdupKWlpd64Tp06VRjScuXI1FSjtCIjI9mkSRMCoLm5OcuWLct58+YxKiqKPHVKNON6rnlWYVqtWrXi0aNH+eWXX7JixYq0sLBgt27duGvXLtGKPCZGTND27ClQ6/neJpGRkVy2bBlbtWpFjUbDSpUqccaMGfTx8RHGX5LIatWY+MUXqsF/nVANvooi/B0d+TIzKd28qaxmdjal/fuV00tJIU+fpu677yjduydP6+RJ4YlVrEjWq0epVStqV6yQP8Zz50Tr6qfGNGX4cFnGlCT9/fwYXrw4CTC+aFEe2rpVlp5Wq+XkyZO5G+B3AJM0Gs7s2pUZGRkma164cIFFixalGcCaALMsLCjJGOfJkydZpEgR2tvbU6PR8O233mJKiRKUPvvMaK2MjAyOGDGCR48e5YoVK1irVi1aWFiwb9++fNy0KaXevQ3Wys7OZvLTBmOSJPHChQscM2YMixQpQmdnZ44cOZIRgwZRqlfPpMZcDx8+5MqVK/nmm2/SzMyMFSpU4LRp03h/xgwmPI1WqAb/NSHH4CcoeMN+fOYMDx08qJgeSSZdusQzp08rqpl2+TJ9r19XVDP9wgWGhoQwKChIEb3s7GwmHT3KxPh46pQIncbGMiIsjBFbtjDTSM8kX7KymN2yJU999BEzkpKU0UxLY3aHDrxdoQJToqLk60kSuXs3tRUr8pGjI2PlXvcrV8iWLUlzcxJglkbDqD/+kD/OyEgm1a+vN84BM2fKltRqtfxz+HDqnmpe79ZN/jhJXlyxgkesrHgBoF+dOopo/vTDDzQ3M+OPAO96esruHHnnzh2WL1+enp6enGBpyUgnJ1KrlaU3adIk3r59m2PGjGFXa2vGWFuLiZ+RSJIkPPCn/z5//jyHDBnCulZWTLCwIE3puPkcGRkZ3LNnD3v27EkvCwvGWVhQCgiQpRkdHc1Vq1axbdu2tNNoeNfcXDX4rxM5Br9du3a8e/eufMF790iAlczNOWXKFGYpET4MC6Ok0bCepSUPHDggX48k79+nzsyM7V1dGRMTw7i4ONmSfnv2MNvMjN2KFWP37t3ljzEjg0fmz2cWwH6enjx8+LB8zenTeb9nT2YBnNiokTJf1LlzhdED+H3fvvInJklJZOvWeqO3bcwYeXre3iKk/VQvC+D+b7+Vp0mSycn0GTeONxwcGGduztO//CJfk2RkWBh9evbknaJF6WvkGnFBxM+Zw19atGDQuXOKaT7y82PPDh0YpWAk5tChQ2xQpw6Dr1xRRO/Ro0dcsmQJY548of8LraxNQfvchCE2Npa+Cr6fJBkXF8crp04pqhkTE8MzR44oqvn48WPu27VLNfivEzkGv0uXLrSysuKMGTOYYsJsVc/8+WT9+jx37hxLlizJJk2aMDQ0VN4gZ88mGzbkokWLaGVlxf1PQ7IvJZIYw8SJlFq0YOPGjdmtWzd26dJF3hhJJnTowINmZgTA9u3byxOLjyfff5/ZVatyDUAHBwe9N2AySUmkszMJcBfA1fPny9MjRVKYhYXekMZMmSLPK4uNJRs3ps7KirdsbBjYvDkzlDCkKSk8tm4dz/3wA+O2bCEVisDo8fcn5V6fF5H7vckLpaI6z6HVauV9F/NAn8im8q/mVS0JqwZfIZ6/YAcPHmTFihVZqlQp7tq1y7Qvcd265HffkRSzym7dutHZ2Zm7d+82bYBaLVmqFLlmDUlyyZIltLKy4r59+zh//nzTxhgbS9rb8/FPP3HQoEEEQI1GI5JmTGHHDvLAAdLcnFumTSMAtmrVyjStHLZuFR6phQVnli/PgX37ytMjyUWL9F7uaS8vSg8fytPLyCBr1qS2RAn+0bgx00NC5I/x1i0yMJAhQUGKGxEVFRVlUQ3+a8aLFywjI4Pz5s2jra0t27VrxwBj1nzu3BEG5TnPRJIkLl68mJaWlhw3bhzT09N5wZiw2sGDpJ1dri06y5cvp6WlJc3NzXnI2JBnYKDIAK5alZJWy8WLF9PsqVe+du1a47Ry6N9frOW2akWdvz/btm3Lpk2bmqaVQ58+4r20teXOPn3466+/ytPLyiJLliTLlePZmTMZGxsrT48kDx8m9+xhhpyIkIqKymuLavBfM/K7YGFhYezbty8tLCw4ZcoUJj1NxoouKJFk7lyySZM8n/L29mb58uVZt25dlipViseOHSt4YFqtCA337k0OH67/tSRJnDVrFs2fJovUqlUr15paoZQvTxYrRq5cKTxUiv2szs7OfPvttw3XeZ4yZYRxLlaMvHGDERERbNu2rWlaJJmWJiY5ZcqQ16/Tx8dH/hfq11/J6dPJ1FTVc1ZRUVEE1eC/ZhR2wY4ePcqqVauyRIkS3Lx5M2vWrJm/d1ijhggb58PDhw9ZokQJAqC7u3vBIfTbt8kJE8T68AsRAa1Wy82bN7NMmTIEwI0bNxZ2moK4uGf7fD09yfBw/VN37txhnTp19NtbDCYqSui5u4tw9FN8fHyM03me338XSWsvFtCQg7HnpaKiolIIqsF/zTDkgmVmZvL777+nvb09AbB58+ZMfT7558oVsdcXEFW48uHcuXPs27cvra2tCYBt27bN3zs/c+ZZ1a0+ffJMNsrIyODSpUtZv359pqWlFX6y3t5C09GR9PV96en4+Hjjk4X27SNLlBATFKU4e1aZ4igqKioqfyOvyuCr3fJeIVZWVrnqKl+4cAH9+vV71lnp2jVRV9rDo8CWlC1atMCuXbsQHR2Nn376CTqdLlc96Fw8eSJ+WlgAkyYBOU0hnsPa2hoTJkzAqVOnkGBIt63gYKG3e3eejTRcXFzg5eVVuM7zPHwInD4NVK1q3OsKomVLwNJSOT0VFRUVJbh//x/5s6rBf8V07twZjx8/xsmTJzFr1iykpKRgzJgxkCQJSE8HMjJEn2Qvr0KbU7i4uGDEiBE4efIkhg8fLjReJMfgL15caJMOR0dHlChRovCTuHcPWL9etLhUipEjRSMRFRUVlX8TOp3ymosXAzduKK9bCAr1T1QxBltbW7z55pt48803AQDp6enIysqCTVqaOGDsWKBrV6M08/WonzwRfZfHjpUx4hfo2xeoUkU5PUC5Vp4qKioqSrJuHfDuu4Cjo3KaGo3QvHpVdCB8Rage/r8AW1tb2NjYCA+/WjVg4ULlxL28gNWr5beyfB6ljb2KioqKEvj5Ka8ZHQ2MGZPvEqtJWFsD/v7A9OnKaRqAavD/TUgS8MsvgK2tcprDhuW5bq+ioqLyj5KZqbzm4cPAmjXKajo5Adu2ARs2KKdpbS1+LlkCHDumnG4hqAb/38S4cUDduspqKunZq6ioqCjFL78ov47t4QGMHw+cP6+cprOz+Dl+PHDrljKaNjZiiaBy5Wd5Vq8A1eD/m/D0/KdHoKKiovIyly4BqanKarq5AV26ABERyml6eADZ2SLP6MEDZTRzDD4JfP89oNXqnyKJP//8E0eOHMGtW7cQGxsLGhL679gR2LcPCA0FOndWZpwGoBp8FRUVlf8nkpKU10xPB7p1A3ISi5WgQgWxHbdzZ8CQ7cCG4OEhfkZHA336FLhskJaWhsWLF+Pnn3/GpUuXEBsbm/eBRYoAM2cKrXnzciUYazQaVKtWDZMnT0atWrVQrFgx2NjYYOTIkdAVlN3foAHw5pti0rN/vwknahqqwVdRUVH5f8LXF5g9W9kks/r1gZMnlTX65cqJJUd/f6B3b4PX9ElixYoV+PLLL/Hnn38iKirq2ZMeHs90P/9cePv5YGdnhw4dOmDGjBlo1qwZihUrBldXV2zcuDH3gW3aAF99BdSqJdbyX6BChQq4ePEievfuDQDIysrCjRs3sHXrVqSnp+d/ImZmYlKya5dB560EqsFXUVFR+ae4eRM4flxZzWbNRDLYe++Juh4yyMzMFPU9nJ1FnYwTJ4AePYTHbySxsbEYOnQo5s6di/PnzyPb3BwoVUo86eEB3L1rkI5Go8GIESNw8eJFdOvWDZ6envDy8sKcOXNAV1eRBNe5M3DwIODgUKBWjRo1cPHiRdSqVQsAkJiYCG9vb4SEhDw7yOypmRw8GNiyJc+JlIODA3bt2oW5c+eiWbNmaN++PT799FOULFkSkydPRlBQUN4D6NcPOHIESEw06Nxl87fW8fsP8apKI6qoqPxDREeLltBKotWS5cqR48aRCnVLDA8Pp5TTJbJlS/LJE5O10tPT2adPH44fP57Rb70lNEuWJH/6ySS927dv09XVlQDo4ODAVdWr8/E775BvvGHS2Dp37kwABMBJkyYxPj5ePLl/P+ngQD5tVlYYCQkJbNOmDceOHcs333yTZmZmHDhwIK9fv/7soAcPSDMz8tq1ArVyOqNmZmZy+/btbN26NTUaDdu3b889e/YwOzv72cE6HVmiBBPXrFFr6b9OqAZfReX/nKwssmlT8uOPyfv3FZON+OgjYUgrViTPn5etd+bMGX7h6fmswVXfvnn20DCUyMhIuru7czLA36ytmWJlxcCLF03Wu3DhAm1tbQmAFStWZPjZs6IttgmaGRkZfPvttzlw4EDWqFGDRYoU4Xfffce05GSyVCly9WqjtIKDg0mSly9fZu/evanRaNihQweeOHFCdMfs0IGcONHocfr7+3P8+PF0cnKil5cX58yZ86zfyLhxTOzUSTX4+bFixQqWKVOG1tbWbNy4MS9fvpzvsWvXrmXLli3p4uJCFxcXtm3b9qXjhw4dqp8l5jw6duxo1JhUg6+iCH9Xy12dTnlNY9opG0pmpjIdCePiyEGDxOP770UjJQVIO3aMBCiZm1M3cKDw+mUSdP48M54a5/QiRZh9/LhszaWffsoHAFMBzqlRgyEhIbL0zp49yyLm5jQDGGxjw8wpU2Tp7d+/n56enuzcuTNtbW15s04danv2NEkrIyOD/v7+ubp/enp60rt7d0p168r6TgUGBvKDDz6glZUVGzVqxMsTJlBydyef99KNICUlhevWrWO9evVobm7O3r170/uHH5hgaaka/LzYvn07raysuGHDBvr7+3PkyJF0cXHho0eP8jx+0KBBXLlyJa9fv87bt29z2LBhdHZ2ztXNbejQoezUqROjoqL0j7i4OKPG9XcY/JjAQJ46dUoxPZJMDQ3lpUuXFNXMCg/nrZs3FdXUhoUxNCSE+/btU04zOJipKSm5OxTK0TtwgAlXrlCrZEe+3bsZtngxtZmZymnev8/IPn2YkZCgnOapU3xUsyaTQ0PlayUnk9OmMbNcOerMzBi+fbt8TZJSTAwfly1LArw5cqQimiQZ0aULCfB87dqKaYY2b844gNdLlBCepEy0Wi3HNGrESQDvOzkpMpH88ccfWbFiRY5yd2eMtTWZkSFL7/z585Qkibt372aH4sWZYm6uyJJJRkYGlyxZwhpFijDNzIzSU69dDg8ePODUqVPp7uDARHNz6gpwMg1BkiReunSJQ4cOpZ21NYPMzVWDnxeNGzfmRx99pP+/Tqejp6cn58+fb9DrtVotHR0duXnzZv3vhg4dyh49esgaV47B79ixI28r0eI1JYU6MzM2NDfnxIkTDWtbWxjp6cy2smIbCwv++uuv8vVIMjOTmba27O3gwODgYH1ITA4Bvr5MsrZmbwsLtmvXTv4YIyMZ4ufHOAsLDnNyKjAiZDCZmZScnZkIcG6dOrnX5UxFkig1bkwCPNyhgzKtfVNTmV69Ognw6oQJ8vVSUih98gmzrKyoA3h7zRr5miQlrZZBixbxfqVKDFHIGydJJiQw4u23GX3rlnKacXG8M2AAk2R6zbm4cIFbpk9nzJ07iklGRUXxvYEDed/HRxE9SZJ44sQJJiclMUCBpYfnSU5O5vXTpxXVTEpK4sWjRxXVjI+P54k//1RUMzY2lr/9/LNq8F8kMzOT5ubm3Lt3b67fDxkyhN27dzdIIykpiTY2Nvzjjz/0vxs6dCidnZ3p5ubGypUrc/To0YyJiTFqbDkGv2vXrrSwsOC4/7F31uFRHe8XP5tslBAhBAIEC+7ulOBQXEpxL64FinvxUiiU4i7Ftbi7OySQ4BBC3D3Ze35/DNkkENvdG37w5X6eZ5+Qe++end0b9sy8M/O+Q4fSz4DFMjx3jrSw4NULF1ioUCEWL16cN2/e1F+PJM+eJc3NuWHFCpqYmHD+/PmUJMkwszpxglKWLOzUujVLly7NokWLMsyQkKxGQ98VKxikUtEMoJOTk/5aCfz5J1m5Mj+YmVEN6By9SZHz57VzpAG5cpEfPhiuefEiCTDS2JjRc+fqHTbUIklk9+70LVaM3uPGkXKMxj/Vz4ypArmnNTJjmiQz3ncmIMtAQSHT+VJTwt+U4b9//54AePXq1WTHf/vtN1atWjVDGoMGDaKzszOjoqK0x7Zv386DBw/y4cOH3L9/P0uUKMEqVaowPo05yujoaIaEhGgf7969096wCxcusFKlSrSxseEff/zBaH1CX7Nnky4uJMW8z+DBg6lWqzllyhTG6jvymziRbNSIJHns2DFaWVlx8ODBnDJlCt++fauf5sCBjG/ThtOmTdOuf1hlyKhv5EiyYUP6d+5MW1tbAjCsA0GS/fuTADVqNedbWhqmlcDEiSTAZ/b2jEkyPWQQLVowpH59Rnt4yKMXGkp6ecmjpaCgkGkohp8Chhr+3LlzaWdnxwcPHqR53YsXLwiAp0+fTvWapAaX9JFwwzQaDTdv3sw8efKwYMGC3L17t25zc82akRMmJDt08uRJ5smThxUrVuTjx4959OhRhmZw2wlJslo1cv587a93796lo6MjVSoV2+i6YCYggHR1JXPlIrds4ZUrV1i4cGECYIUKFfSfh8yXT4ycy5fn/ZUraW5uzjvpbINJFxcXsdCqY0cOGTTIMK0EKlcmW7emlwxTGCTF53nwoDxaCgoK3xSK4aeAISH9P/74gzY2Nrx161aGXit79uxcmcaWjrRG+EmJiIjgzJkzaWlpyVq1amnnjxP2aqaIRkPa2ZFJph0SCAoKYvfu3WlmZsYSJUqwbdu21KQXXoyJIYOCPttDeuHCBdrb22s7KzotkHv5UuxzBcgpU0h/f4aHh3PIkCEEoP/CwCxZhGb//iTFat6dO3fqp5VAzpxkgwZkdHTiPl1D8PMjhw3LnFXqCgoK3x2K4adC1apVOXToUO3vGo2GefLkSXPR3vz582ltbc1rGdzn+e7dO6pUKh7UYcSV3g17//49+/TpQyMjI3bt2pUVKlTgjtRWI7u5CdNLZQ1AfHw8f/75Z61Rz5w5M+3G7dhBtm0rOhFPniQzqjdv3vDXX3+llZUVnZycMh4xePYscZ/vR3NO4OTJk5w8eXLGdJISHS30KlYkk0y5GBTSDw4WenL+R4qKyrztcwoKCt8diuGnwo4dO2hmZsaNGzfSzc2N/fv3p62tLb0/7oft3r07x48fr71+3rx5NDU15Z49e5Jtu0swkbCwMI4ZM4bXrl3jq1evePr0aVasWJFFihTRae49ozfs3r17rFKlCgGkGK3gyZPkX3+RxYqlquHv78+//vqLLi4uNDIyIoC0Oyf79iWac9euKV4SGBjIOXPmcMGCBWm2X8vTp0KvQIEUs1klXSORYby8SFtbET2Qi/fvZdkrraCgoJBZKIafBn///Tfz5ctHU1NTVq1aNVn42MXFhT179tT+nj9//hTn2qdNm0ZSrGJt3LgxHRwcaGJiwvz587Nfv37aDkRGyegN8/LyYr169ahWqwmAJiYmPHr0aOIFs2aRKpWYGx87Nt3X9fHx4Zo1a9ixY0e+ePEi5YuOHRPmbGOTrvlleMW+q6vQPHcuY9dnVDOFaQwFBQWF/zm8vMiPuyi+lOGrSDlLKn2/hIaGwsbGBiEhIbC2tk73+sjISNy+fRvXrl3DvXv3MGnSJFHAYflyYMgQUYLx8WOgWLEMt4EkVCrV5yfOnxcVn5YvBwYN0uFdpcGjR8DatcCSJfLoAYBGAxgby6enoKCgIAeZ8d107hxw4wYwfrzO/qEv6vQvUcgMLC0tUadOHdSpUyf5iWzZxM/Bg3UyewApmz0AmJsDVaoA/fvr0dJUyJEDmDtXPj1AMXsFBYWvE1dXwN8fqF9fPs3AQGDOHKBPH/Ed/QVQyuN+bdjZicfUqfJpWlkBK1fKa6g5cwKWlvLpKSgoKMiBry/g7S2vZmgoMHw4EB8vn2ZAABAWBkybJp9mOiiG/7WRLZswe3t7+TRLlQIqVpRPT0FBQUEOYmMBSZJXMzAQGDNGXs3QUDHKX7FCPs2AAPFz9Wrg6VP5dNNAMfyvjcKFRThfTlIL9SsoKCj8fxIYKNYWyUl0NLBtG3DmjHyaoaHi59SpgJ9fslMBAQGIiYnRXTMwUITyCxcGTp2SoZHpoxj+14adHWBq+v/dCgUFBYXkREYCd+7Iq0kC48cDr17JpxkdLX4OHgykY8QeHh4ICQlJXzPB8ENCgClTPnm5aFSvXh3Ozs5o0qQJhg0bhqVLl+Lt27dpa/70E7BggTD9YcPSb4MMKIavoKCg8L+GJAHh4fJqmpoCXboAERHy6kZEAP36CfPPIO/evcPDhw+R4iazBMP38BCGmgZqtRrlypVDsWLF0LVrVyxevBiXL19GdIJGAsbGQO/eQJEiYs49yevmyZMH58+fR4ECBXDy5EksW7YMa9euhZ2dXdpvolo1oFYtsRsrLCwjb9tgFMNXUFBQ+F/DyEiMGuXcda1Wi5H4r7/qLXH16lW8fv068UBC+86cEdt8M0ju3Lkxffp05MmTB71798aOHTsQkDAnHh0tdhGZmwPW1mKdQCo4Ozvj7NmziI6Oxr///otRo0ZhzZo1MP50gXOfPsCECaIToVJ9Nk1qY2ODY8eOoVOnTjAyMkJwcDCcnZ0xc+bMxHalRNmyop1yR05SI1N3+X9HfKnECQoKCv9jSBJpaL2IlHB2JufMMVjmxo0bvH//vvjFxkYk3Nq3Ty8tHx8f5s6dmy4uLly3bh1DEzJ2AmTNmqSPT4a1IiIiWK1aNW0ytTJlyvDNmzfk69fiAYhkXhngxYsXzJcvH62srGhsbMx+/frR89MqmJJEOjqSu3alqqPRaDh+/HjGxsZy06ZNLFWqFLNkycKRI0emXpHUxYUhkyYpmfa+JRTDV1D4TpCrHHJS6tYlt2yRRUqSJK5du5bx1auLrJ1JM3nqQUREBAsWLMhmzZox2t5eGGm2bHp/DqdPn6ZKpSIAFjAz4/GGDSlZWJBpVCdNDR8fHzo7OxMA7e3tuXHjxsRKneXKkUuWZFjrxYsXnD59Oq9cucLatWvTwsKC48ePT15w6+efySS1XNJDo9Hw0KFDrFmzJtVqNXv27EnXTzsh48czpFEjxfC/JRTDV1D4CsmEIkdSnz7koUPy6UkS79WuTcnYWO+R86esWLGCRywsRFloGxvSw8Mgvf/++48AeA2gn4kJ3Tt3ppTaiDUDTPo4ogXAtWvXki1bkiNH6qX19OlT/vLLL1y2bBmzZs3K+vXr08PDgxw9mmzRQiethMqjkiTx0KFDLFWqFO3s7Lhw4UJRH2TZMrJsWb3aeenSJTZv3pwqlYqtWrXilStXxImDBxliZ6cY/reEYvgKCl8f8QsWULNpExkbK5vmh8WLSYBxU6eKUtYycLFbNxJgvFpNnjhhsF50dDQ3WlkxHqCHpSVfLFxosGbr1q3pCPAPY2MGVapkkFZcXBxr167NOXPm0MLCghtq1KDG2VnvDlrkx5z0np6ebNu2Lc3MzPhvz56UrKwMuvfx8fHcsGEDnZycmDdvXu6fOZOSSkUGBOit+fDhQ3br1o3Gxsb84YcfeHLrVoZ87Pwohv+NkBmGHxwQwFu3bsmmR5LRYWGJ83EyER8ZSXd3d1k1pchIvn//nvtkGvGQJMPDGRERQX9/f3n0nj4lP1ZdlOQaSYaFMfrRI0oyGYlW9vJlxsfEyKoZ/N9/jAoMlE1Pc/Qo3zVowA+HD8umKfn4MMzMjC9atpRNkyEhjDYy4rPs2SnJFN6POn+eUQDfm5oy5NgxWTSPDRjArgAD1GpGZbTsdRq8fv2aefPmZY/SpRmtUlFKGurWAy8vL0qSxEePHrFOoUKMByi9emVwO0ly//79LJwrF6NVKmpu3jRYLzIykn/88Qez2doyyNiY8QZOk5Di8xw+fDgtLCzoamKiGP63RILht27dWjbzi7G0ZD0jI44ZM4YRERGyaEZky8bWajU3bdokix5JBufOzd6Wlnzw4AHfvXsni6Zf3rwcZG5OZ2dnWfRCL1ygh709fzU35/Hjx2XR5KBBDDE15f7s2Sk9fCiP5uXLjDMy4p1KlUh9SgynhJ8fY9RqegwZIo8eSc1//9GzRAl6ylzd0H/DBvo9fiyrZuB//zFEpr/LBN5t3cpwOefyw8J4Z/FiBjx7JptkdHQ0J48fzzf37smm+eDBA4aHhdH10iXZNElRpvzWyZOyaoaEhPCCjFMvJBkUFMTjaSza0wc/Pz9uW7VKMfxviQTDb9KkCdVqNQcNGqRzid1PBEmANzZvZuHChVmoUCGePXvWsEZGRpIAD86cSTMzM44cOZJxcXHUaDT6j1CjoykZG3N2mzbMmTMnGzVqxAsXLujfRo2GT+/dYyzAah/DXM+fP9dfLwEHB2pUKq4DeO6ffwzXI8mPYVhvKysyOFgezWXLqAEY8vff8uiRlObPp++vv5Iyj/AVvn40MkeKFDKHLzUlrOzDl5ldu3bh9OnTuHPnDgoVKoTp06cjTJ+kCu/eAQCqtmuHhw8fon379mjcuDEGDBiQscxQKfExm1WrkSNx8eJF7Nq1C02bNsXJkyexdetW/TQ9PKDSaNBm/HgYGxvj1KlT+P333/XTAoALF1Bs8WKojY1R2NkZFgBOyZF2Mj4eRiTKm5sjKGdOw/UAICwMVKtx97ffABsbeTQfPEDUokWwHjpUHj0Aqv794bBokZLB8TvEyEj5ildIRPlryARcXFxw/fp1bNy4Ef/++y8KFy6Mf/75B3FxcRkXefdOpNnNkgUWFhaYP38+rl27huvXr6NkyZL477//4O3tjWvXrmVc88ULwMEByJoVVatWxe3btxEREYFWrVph2LBh8PT01O2N3rwJ3LoF5MuHGBMTFCxQAABw+vRp3dqVlOzZgc2bodJosDFvXlSvW1cewzc3B4yNYbJ2LWQr1REWBsydizqjR8ulCHTvjiwGJDZJEVtbefUUFBS+TTI1fvAdkVpIJjY2lv/88w9z5MjBwoULc9euXZQkiR4eHoyLi0tdcPXqFLd/xMbGctasWTQ1NWWNGjXo4ODAly9fpt/AuDhy8WKyenXtodDQULZp00a7PaZx48a6hfZXryaNjUk7O7JbN0qSxK1btzJXrlz88ccfM66TFG/vxEQct28zJiaGQ4YMSfuzyggFC4ptOqTYXiMH06bJtkpbQUHh++VLhfQVw5eJ9G5YaGgop0+fzixZsrBq1ars0aMHO3funLqRTZ1KNm+e6usdPnxYm7yiZMmSDE5vDnniRLJqVZHNKkmCj+DgYP79998sWbIkAXDFihXpvlctp04lmnOSpBmhoaEcO3YsHzx4kHGtBOLjRbKQTp20hzQajeGG36SJdkW9bMi41UtBQeH7RZnD/x8ja9asmDZtGl68eIHy5ctj8+bN2L59O3r16gWNRpP84sOHgZcvAScnwMfnMy2SCA8Px08//QRra2u4ubnh559/Rnx8fOoNyJFDhOCvXhU5sT9iY2ODoUOH4vHjx7hw4QJu376Ndx/XD6RLwYLiZ40aQP36yd7r/PnzUapUqYzpJMXYGMidG5g1S3vIyMgI6iRt1oslSwArK8M0PsXERF49BQUFhUxEMfwvjIODA7Jly4asWbMCALZt2/a56R8+DGzdCmzZIuo6f4JKpULHjh2xa9cu+Pv74/z58yhXrhxWr16d+guXKCF+5ssnyjKmoFmnTh2sXbsWTk5OGXszefOKIh1Tp35WTALA5wUoMsrUqUChQvo9NzWKFZNXT0FBQUEOXrz4Yi+lIuUsp/T9EhoaChsbG4SEhMDa2jrd6yVJgru7O27duoWbN2+iRIkSGDx4MFQqFbBihajlbGkJvH8vz6Krt2+B/PmBxYuBkSMN10vgp5+A3btTNHy9kSTRkVBQUFD4moiPTxYhNRgSaN4coTt26OQf+qIYvkzoavhpcuUKULs2MHCgMH85IMXo3s0N+BhdkAVPTzH1oKCgoPC/zpIlwIgR8um9fw84OSH0zBnYNGiQ6YavDKO+RsqUESNmGfdiQ6USo3s5zR5QzF5BQeHr5OFDefXi4oApU1JcV6U3CW1cuVI+zTRQDP9rxNoa+OUXQJ9Fb2nRvr28egoKCgpyEB0tv+awYcKk5eL5c5F7Q05zfvRI/Ny3Tz7NNFAM/2tl7lz5NeWcZ1dQUFCQi/nz5dWLiAAuXgT27JFP09VV/Fy+HIiJ0R6OiorChg0bcOHCBQQGBuqm+fAhYGEB5MkjXzvTQDH8rxV7+//vFigoKCh8zpUr8msuWwbcvSuf3tOn4ueiRWL9UiqEhIRg2bJluHXrVtrbmgHg8WPx09cX2LFDe9jCwgJFixZFq1atYG9vjzx58qBp06bYuXNn+u0cNw7o0iXZtubMRDF8BQUFhf9VQkPl15wwAfDzk08vMBDw9wf++EOnp23ZsgVnzpxJ2ajd3MTP27eBS5dS1bCxsUHevHlRo0YN2NnZoWnTppg7dy5cE0bzScmSBWjcGGjbViyATkKtWrVw7tw52Nvbw8vLC2fOnAFJSFI6ibzLlBHbm3VNa64niuErKCgo/K8yY4bYSiYXJPDgAbB0qV5Pj4uLw6JFi/D27dvEg+7u4ueuXdoCXxmhQYMG6NatG3LlyoUBAwbg9OnTiebv5ibqcjg7AydPpqnTunVrrFu3DuHh4Thx4gSWLl0K25S2Qv/2G1CnjpjHr1fvs9MVK1bExYsXkTt3bjRp0gT9+vVDpUqVcODAAaS5GS5fPm2xtMxGMXwFBQWFr4GjR2WT0hrMmTMpJu/SleXLl4sMnAEBImrw9996RQ9MTEyQP39+ODs7o0uXLrh9+3ai4UuS2EmUQXLnzo3du3cjODgYq1evRvPmzbFx40ZxcuBAYOxYsYsoSdbO1OjZsyf++usvqFQqWFpaombNmti7d+/nRp0/P/D6dao6JUuWxKVLlzB//ny8evUKTZo0Qbdu3VCpUiUcOnQoZePPl++LjfCVXPoy8aVyISsoKHwF+PjIKqfRaMg2bchLl2TRe/v2LdetWycKWxUqJIpnGcDJkydpaWnJzYMHJ9bPmDdPLy1Jkti6dWtt0a4ZJUowpGtXsnJl8v59nfWWLl1KAFSr1ezWrVtiXZHdu0knJ520Fi9ezKioKM6aNYsWFhZs0KABHz9+nHjBpUukqalORbN8fX05duxYWlpasmLFijx06FDyImXu7gz5+FkoxXO+ERTDV1D4StGlAmQG0YwdS2akSmUG8fHx4QdnZ7JGDdnaW71UqURz3rDBIC1JklilShV2AfjaxIQxNjaiIJee1SI9PT2ZNWtWAmDLli0Zd/AgmS2b3m3r06cPHzx4wPLlyzNfvny8cOECeeeOKMQVHa2X7tu3b9mxY0eq1WqOGDGCQUFB5Nu34vP08tJZz8fHh2PGjKGFhQUrV67Mw4cPC+OPjFQM/1tDMXwFha+TmO3bSX9/WTXdXFwYWa+erJ2JV2q1MJP9+2XRWzF0qNbwY0qWNHiUf+DAAdoD/AFgjJER/by9DdL7559/OHDgQDo5ObFP7dqirQEBemklVNOMjo7muHHjqFarOX3ECKHp4WFQO8+fP88yZcrQwcGB61avpqRWk1ev6q3n7e3N0aNH08LCglWqVOGRI0cYnC2bUi3veyc8PBxuCatNZSIuLg4eHh6yapLEmzdvZNUEAF9fX9yVc6sOxGf6Oo05OJ34OB8XFxeX9qIcPXXlhJ9WZJQBPzc33Jo+XVbNkDdvcH3cOFk1/d68wfMWLWTVVAOIvnIF0oMHsmlamJoiBkDI9euy6DWpXx99P/7bY+lSwMC/gZYtWyJX6dIwLlUKppIE+7Awg/QGDhyImTNn4vr163gYGgoNAEnP76aEappmZmaYN28eTp8+jfX79yPM2Bia588NaqeLiwvu3r2LadOmYcy4cfAyNobm5Uu99XLmzImFCxfi5cuXqF27Ntq3b49nmZF4KCX06SVERkbS09Pzs+PJ5jq+MxJG+B07duRLmUJ9AfnysbWxMSdMmMCIiAhZNH2LF2dPExNu3LhRFj2S9KpYkSMtLHj9+nVqNBqGh4cbrPm2Zk3OzJqVuXPnpr8Mo7Pw+/d5t1IlzjU15ar58w3WI0nu2sU3+fLxhKkppePH5dEk6Ve4MB/nzUvK8Dkm4Dl6NB937CibHkm+PnuW52XW9L53j+datJBVM9bPj2EGjkY/Jej5c4a9eyefoCTR48IF+j99Kp8myTUrV/LV9euy6V27do3hYWG8f/y4rNGN0NBQXt23T1bN4OBgnt62Te9ph5Tw8/PjwTVrDI6WJMXLy4tr58//OkP6u3fvZp48eViuXDmWKVOG15P8MVWoUEHWxn1LJBh+3bp1aWJiwiFDhtBLj3meZOTNy3uTJ9PZ2ZkFCxbksWPHDG9oqVK82KcPLSws2KdPH21HQjLgP5pUvTr31avHrFmzct68eZwyZYpBTYyKiuKTPHk4/uO81rJlywzSI0mpVy/GqNX0BbivShWD9UiSjx6RAGMB8sMHeTRJRlWrRtfKlWXTI8nIRYsY8+yZrJoKCgry8KWmhHU2/HLlytH7Y2/59u3bLFWqFLdt20aSLF++vLyt+4ZIesPOnDnDatWq0cLCguPHj2dgYKB+ovnykbt3MzIykpMnT6aJiQl//vlnwzoSJUuSGzfy4cOHLFasGMuUKcOnT59yzpw5+pt+5cqUPs7HAaCFhQXfvn2rfxvHjmVMwYI8my0bOwCsLIf5bdignc9sK9ffaXw8mTUrHxYqJI9eAgMGMMyAOcIUiYqSV09BQUE2vpTh6zyHHxcXh5w5cwIAKlWqhIsXL2LVqlWYOXOmqOWugPr16+PatWvYsWMHDh8+jIIFC2LOnDkIDw/XTUilAkhYWFjg999/x4MHD+Dt7Y3ixYvjn3/+gUajwdmzZ3XTJAGVCmXKlMGtW7dQunRpVK5cGVOnTsW6det013rwANBoEBocjPD79wGI3NKTJk3STSspsbEwffUK9QIDUbdXL9y5cwePE9Ja6ouLi2hyjRpwrFEj/QxYGcHYGKhSBUXkzgM+ZAisatSQV9PcXF49BQWFbw9dewh169blgwcPkh2LiYlhp06daGxsLFtP5FsjtR5afHw8t27dSmdnZ+bIkYNLly5ldHQ0o6Ki+P79+7RFCxQgd+5MdkiSJG7YsIH29vasUqUK8+TJo9t8fPHi5ObN2l//++8/Wltba0fmrq6uGdciyUaNSGNj0tSU0v79PH36NKtVq0YAvHXrlm5aCRw5Ikbj+fOTksTTp09z0aJF+mklIEkiYvL334yLi9Ou6jWYf/6RdT5PQUHh++OrDem/e/eOH1KZr7x8+bLBDfpWSe+GxcTEcMWKFcyVKxfz58/PRYsWsUiRInyX1sKfggXJHTtSPOXn58eSJUtqE06cPHky7QZKEtmrF5kjB9m0KblrF0mxWGbDhg10cXEhAJYpU4aRkZEZes8kyT//FOZsaUl+fJ4kSTx8+DBHjBih3zRBeDhpYkKOHq09FBMTo7vOp/TpI3vCFMXsFRQUDOWrNfyvgWXLljF//vw0MzNj1apVeePGjTSv37VrF4sVK0YzMzOWLl2aR44cSXZekiROmTKFjo6ONDc3Z4MGDeih497NjN6wiIgILliwQDuqdnZ25uvXr5NfpNGQFy6Qzs7ksmXkJxEVUuyI6NatG3PmzEkAzJo1K+/du5d2I/v3T0zEkcIc+8uXLzl9+nQuXLgwvbebiJub0GvX7rNTGo1GZBDTBxcX8to1/Z6bGi9eyKunoKCgIAOK4afCjh07aGpqyvXr19PV1ZX9+vWjra0tfVIZuV25coXGxsZcsGAB3dzctIvfHj16pL1m3rx5tLGx4YEDB/jgwQO2atWKBQsWZJQOC520NywDC/TOnz9PBwcHbWrJ/Pnzf76Vr27dRHNOI3IiSRIfPHjAhQsXsnfv3vT19U39hQ8dEnrp7KbQaVQuSSL0nmSaQBa2bMmUDGkKCgoKXxshd+9+W4bv5eXFaD1TGOpC1apVOWTIEO3vGo2GuXPn5ty5c1O8/ueff2bz5s2THatWrRoHDBhAUpibo6Mj//jjD+354OBgmpmZcfv27Rlul9bwMzifLkkSX758yT179nDixIns378/A5JmmVq0SJhztmxiNbgcRESQ5ubk1Kny6CUwbBip706E1FDMXkFB4WskNlZ2yZDu3b/OVfqp0b17dxQvXhxjxoyRS/IzYmNjcefOHTRs2FB7zMjICA0bNsS1a9dSfM61a9eSXQ8ATZo00V7/6tUreHt7J7vGxsYG1apVS1UzTerUydBlKpUKBQsWRPv27TF79mysWrUK2bJlS7ygVSvx88cfxWpwObC0BOrXT9SWiwkTADs7eTWVHR8KCgpfI2vWAHJmxiOBEyfk00sDtb5PjIqKgoWFhfb306dPAwCePn1qeKtSwd/fHxqNRrstMIGcOXOm+rre3t4pXu/t7a09n3AstWtSIiYmBjExMdrfQxNKRdrbZ+zNpEehQkDJkoDMKUExYABQsaK8mrlyyaunoKCgIAf37wPlysk7gNi5EyhQAGjWTB69+/cBX195tNJB7xF+7dq1Pzv29OlTFC9e3KAGfSvMnTsXNjY22kfevHnlf5F27YAmTeTVbNlSGT0rKCh8fURFya/5zz+AnPVIAgOBK1eAQ4fk0zx6VD6tdNDZ8P/77z/Mnz8f4eHhePfuXbJzHTt2lK1hKZE9e3YYGxvDx8cn2XEfHx84Ojqm+BxHR8c0r0/4qYsmAEyYMAEhISHax6efhSyMGqWEyhUUFL4PVq4EgoLk05Mk4L//gMOH5dM8cUIUIfrvP6H/kSNHjmDVqlW4desWonUN9589CySJlmcmOht+6dKlkTVrVvj7+6NHjx4oVKgQ6tSpg44dO8LExCQz2qjF1NQUlSpVwpkzZ7THJEnCmTNnUCOVzGQ1atRIdj0AnDp1Snt9wYIF4ejomOya0NBQ3LhxI1VNQFRlsra2TvaQHbnNXkFBQUEOrl41uPreZ+zZA5w6JZ/erVuAj0+6hr93715s2rQJXl5e6WseOSJ+enkBSSp5NmrUCCdPnkTVqlVhZWWFcuXKYcSIEembPwls2wYULpz+a8uBvqv9Lly4oP23p6cnr1y58kVqwe/YsYNmZmbcuHEj3dzc2L9/f9ra2mrz+3fv3p3jx4/XXn/lyhWq1WouXLiQT5484bRp01Lclmdra8uDBw/y4cOHbN26tf7b8r7AZ6CgoKCQYYKD5dfs1YuUsQofP3wgVSqhm0E8PT05f/781JOXTZwodjoZGZFJd0B9QmRkJGvUqEEALFmyJEeMGMEjR44w/tPdUZJELl5MFipEDhlCfpLsLDY2lh06dNBut+7RoweDgoIy9F5Cypf/urbl9e7dmxs2bND+/vr1ax49epTBmfHHlA5///038+XLR1NTU1atWjVZxT4XFxf27Nkz2fW7du1i0aJFaWpqylKlSqWaeCdnzpw0MzNjgwYN6O7urlObFMNXUFD4Kpk3j0wvjbcuxMSQtrbk77/r9fSbN29y27ZtyZNyrVolzNnRUadytjNmzKBKpWKjRo24devW5GXEGzUis2YVBv3vv2nq+Pv7s2jRolqzTrNCZ9my5Nq1KZ6Ki4tjly5dWLlyZZYsWZJ2dnacN29euuXNQypW/LoMP2fOnLz2MfNZUFAQ7e3taWpqyty5c/OpzDWcv0UUw1dQUDCYU6dImfKZaBNolS2bruGlh5+fH1euXCk0jx0T5lynjl5aGo2GVapUYenSpblv3z6h2bRpYqKxu3czrBUfH69NCw6AP/zwA/38/MRoPDIysXZIeHi6Wi9fvmSOHDlYoEABmpubc9asWSmn9C5XjlyzJs02nTlzhvHx8dy0aRMLFChAR0dH/vPPP6mmCA+pXPnr2ocfEhKCPHnyABBzHo6OjggNDUXHjh0xYcIEOWcZFBQUFL5+fHyERcmEJEliVfnHqpOGsmfPHvidOwc8fAhcuGCQVvbs2bFnzx60a9cO0du2iYPXrgG6VgCFyJ2yaNEiPH78GO3atUPVypVxv3x5wMkJmD5dp9X6xsbG2LZtG+w/boeOjIwUW6RVKrEQ7mN1UGTJkq5WwYIFcfToUWzevBnbt2/HypUrUb58eVz49LP7WMU0rTbVr18fxsbG6NGjB54+fYpJkyZh5syZKF68OLZs2QLNp+sf5Mq1kg4ZNvy8efPi1atXAIDdu3ejV69eMDMzw8CBA3HlypVMa6CCgoKCwchozAlI8+cDfn6y6R1etw48fBi4cUMWPUtLS+zv0EH8cv68wXq9e/fG4QMHcGnPHmjMzIAyZYBLl/TSql27Ntq3bw8AeOLuDs1PP4kTZcsCNWvqpJUnTx5s2LABf/31F/Lly4eKFSti//794mSC4WeQSpUq4YcffkCbNm3g5uaGpk2bokGDBujduzf8/f3FRekY/qeYmZlh6NChePHiBfr164fhw4ejXLlyOHDgAJigYyRbDry0yWgoYPbs2SxXrhwnT55MtVrNZ8+ekSSfPHlCS0vLzIpAfDMoIX0Fha+XuDRCsHoRHMwYc3NR5EomLrZoIULaXbrIovf2zRu+SAiTA6SXl0F6ERERtM6alQAYDPDGnDliPl9Pnj9/ztKlS7N8+fKsWrUqNY6O5MGDeutFR0dTkiQuXryYJiYm/PXXXykVLkxu26a3JknevXuXVapUob29PdevX0+pYkVy5Uq99QIDAzlhwgRaWlqyWrVqPHPmDENq1/66QvoTJkxAhw4dcPHiRcybNw+FP24juHXrFvLly5cpnZHvnaioKG1URS40Gg3evHkjqybJjG1p0ZHAwEC8f/8+sRcsA6GhobibZDuNHISFhUEjZ6pNiPsk97YnyqwX9PIl7i9ZIqtmpL8/7sybJ6smAwIQPXKkrKP8gHXrEB8TA0mupC4ksr19CwCIfPJEFkknGxv0zJoVAHBv9GggIRuonlhaWqJjp06wtraGuUqFSjVrAqameusVKlQI+/fvx9mzZwEAwf7+0BiQJ8TMzAwqlQojR47ExYsXsWfPHnh6en4ePteRChUq4Nq1a5gxYwZGjhwJDw8PaOLj9dazs7PDnDlz8OLFC1SpUgVNmzbFfVdXg9qYYQztMSxYsIAzZ840vOvxjZMwwu/ZsydfvXoli+a7cuXYVa3mlClT0l3lmVFe//ADh5mZcd26dfrVqk+Bl82acZq5Oc+fP09Sntr1zzt25FJLSzZt2pTnzp0zWE+j0dC1d2+uU6s5u2VLg/VIkk+f0rV5c940NuaHMWPk0ST5ZsQIvjI3J588kU0z2tWVb/LmlU2PJF8eP85zTZvKqul59SrP6rkYLDUkSWLA3bs6rf5Oj+joaAY+fMj4NLZ76YQk8YOXF70vXSJDQ2UrHnX08GE+P35ctoWA169f56NHj3h7506xKE4mQkJCeGHDhgwtrsso/v7+PLJ8ufg8ZeL9+/fcuXChrFsdX758yb8nTPi6VukrpE2C4f/www80MTFh//79+ebNG4M0pUaN+LRrVxYqVIh58+blrl27DDZpqXNnPm7YkFZWVmzbtq1Y0Wog0pAhvF+mDE1NTbllyxZ279798z2sOuI9ZAjPm5nRCGDDhg0NbmPs6tX0tLNjNMBTJiaMlaPiVVQUY3LlIgFe1WH/cHpo9uwhAWpevJBNkyTDBwxQqhAqKHyFfKkp4S+0UuD74fDhwzh58iTc3d1RuHBhDBo0SO+0u6oCBVDM3ByPHz/GoEGD0KtXL9SvXx+PHj3Su32qggVRytIS9+/fh7e3N8qUKYPjx49jz549aRYLSlOzaFGUs7TE6tWr0adPH2zZsgXLli3Tu424exeqsDCUkSTsgijMdPPmTf31AJh07ow8xsYwA/Bao/l85a0+mJvD9GP42TNJISVDMWrXDvE//oh4td61rVIky9KlmbJ4TUFB4dtAMfxMoG7dujh//jxOnDgBV1dXFC5cGEOGDIGnp6duQvnzA2/ewNzcHBMmTIC7uzty5cqFChUqYNiwYQgMDMTNmzcRrsvWmIIFgVevUKhQIVy8eBGDBw9Gy5YtMXLkSPz888+Ii4vTrY1RUUChQuDz57C8cQMmH58/adIk/dcKODkhx65dyBYXhx8KF0aOHDkwe/Zs/bQSsLICfvsNANCkXz9cv37dML0EunYFypRB89695dEDAJUK6uXLYZq0XLIcmJp+udXACgoKXx+ZGj/4jkgtJCNJEk+fPs1atWrR1NSUQ4cO5fuPWa/Szea3ZQtZuPBnhy9evMhy5crR3t6e9evXZ8OGDRmd0Tm606fJLFnEfGZ0NENCQtiuXTtt4ooRI0ZkTCcBNzcyd26xCjhbNt67e5fdu3enWq1ms2bN9J+CGDZMaHbvzqCgII4YMYKurq76aSUQFkZmz05u2aJT2uR0OXqU9PCQT09BQeG74kuF9BXDl4n0bpgkSTx16hRr1qxJMzMzDh8+nJUrV+bmzZtTF710iTQ1TXGxUVxcHCd8XOgBgO3bt09/3vzlS3L0aGGktWuTPj6MiorigQMH2KVLF2b9uOVmm67bWFq1EprVqmkPeXp6cty4cTx+/LhuWgm8eUOq1eT06dpDcXFx+mklZf58WbdSkRTz4gauWVBQUPh+UQz/G0N7wwID07xOkiSeOHGClSpV0pr18uXLUxIkHz8WRrpzJ/nJAq7Y2FhOnjyZ5cuXp0qlIgD27ds37RG1JIk0mwBpb//ZAq4E8+/fv79uOw0uXxaaPXp8dkpjyMro3r3JrVv1f35KhIeTvr7yaiooKCgYwJcyfBWprOKRg9DQUNjY2CDE1RXWTk5AGuVyg4OD0bFjR5w+fVqk0wQwf/58jB07NvGi6GigSBEgYd4/MDDVcrnBwcG4cuUKLly4gKpVq+KnhKxVKbFpE9CrF/DDD8DFi7q+zdSpWRNo0QKYOFE+TXd3sXe4ShX5NBUUFBS+MrT+ERKSOaXWP6IYvkxob1jRorDetg2oXDnd50RFReHJkyd49OgRHj58iBYtWqBevXqJF0ydCvz+O5AnT6LxG0psLFCgANCyJbBqlTyaAHDgACBJQLt28mkCOqfGVFBQUPgixMYalHgoKYrhf2Nob5hKBevwcMDS0nDRDx/ESv369YHjxw3XS2DOHFFMYsQI+TQlCQgIABwc5NNUUFBQ+Bp5+RK4dQvo2FEWuS9l+MoeHblxdpbH7AEgVy6gUyegdGl59BIYOFD+MLmRkWL2CgoKXx9xcbJVINSyfDlw7558ejKnUE8NxfDlRm5zHjkSKFVKXs1s2XSuSKWgoKDwRYiIkFdv507gY75+WYiIANatE2WH5WLTJvm00kAxfLkpWVJevYoV5Z8XV1BQUPgacXUF9u6VT48EFi4EZCpIBADYtg0IDgYePNAeev/+PRYuXIgzZ84gJCREN73YWOD2bfnalwaK4ctNgwbya9rYyK+poKCgYAiRkcDVq/Jqzp4NvHghn97p08KYnz5N9RJvb2/88ccfePDgQfqVOUlg6VLxby8vwN8fAJAnTx7kzp0bjRs3hq2tLYoXL47u3bvjYUaiAMbGYtHzF0AxfLlRtpApKCh8jQQGyqu3dKm889ju7sCOHTrNZ2/evBkXL15M3agXLhQ/0xjhOzo6wsbGBuXLl0e+fPkwYMAAHDx4MOWU5SEhwF9/iX9PmQIkqZPSpUsXbNq0CUZGRnB3d8fVq1dhZWWV/pswNtZ2HDIbxfAVFBQUvjbk3jx18qS8O30CAoB58wBfX72evmLFis+Ldc2ZI963DobfoEEDtG7dGmXKlMGyZcuSh9Pfvk3Mh2Jhkaap9u/fH6NGjYKnpydWr16NOXPmICws7PMLbW0BJyfx79GjgQoVkp3u1q0bNm3aBAsLCxQuXBjFixfHyJEj4Z+eofv4ZODdGo5i+AoKCgpfE56ewKVLskiRFEm8hgwRPw3g4MGDiZU/58wRo109jSpv3rwoWrQoFi1aJAp2vXgB7N4tTr5+nWGdPHny4J9//oGrqyuGDRuGPHnyYG/CGoB8+YBffwXUasDNLd098wsWLECrVq1gbW2Nu3fvYtq0aQgODv78wnfvgKxZU51q7datG3bs2IETJ07g6NGjuHjxIgoVKoQ5c+YgMjIy5RdXDF9BQUHhKyc+Xr6kWACkuDhRgVGmcssbN24UI/Hnzw02fEdHR9SoUQNPjh8HEspf6znCb968OQoXLozRo0ejbNmyOH/vHrBxI5Azpxg5x8dnWKtz585o3749AMDMzAy5cuVKPPnypUg0ljVrmtlPAcDY2Bjbtm3DxIkTcf36ddy8eROlSpXCoUOHkl/o6QnkzZumVqtWrQAADRs2xO3bt7FixQqsWbMGRYoUwdq1axH/6ftTDF9BQUFBZj6mspYFjQZS9+5AUJBskvfatxcpr7NmlUXvv0WLIM2ZI36JijJIq3LlyoiIiMBv7dvDp2ZNEdrWtZz2R1QqFaZMmQIAePr0KdYeOICI+/fFFuSRI8WoXAetFStWoEWLFujbty/q1auHtWvXipMvXgCFCmVYy8rKCmPHjkWlSpVw69YtDBkyBB06dECnTp3gm9C5efcuXcNPipGREbp06YKnT59i7NixGD9+PMqWLYtDhw4lrj1QDF9BQUFBJsLDETNiRLJFVgYhSXjVsCGwbx9QvLgskmFHjqD8f/+JX2Qy/JZBQfDVaMQvBo7wjY2N0aBBAxyJjMTZCxfgXqwYsHmz3noJc+9ly5bFnTt3YOzhoXfOEQcHB2zduhULFizA+vXrMWzYMAwdOhTS8+c6GT4gOhAAYGJigokTJ+L+/ft49+4dSpQoga1bt4Jv3+pk+AmYmZlhxIgRePHiBdq2bYtOnTqhTp06uHbtmt6REl1RDP8rJjo6Gh8+fJBVU5Ik2TUBpL8oRQ9CQkIQEhKC2NhY2TT9/fxw7Ngx2fQAwOv9e8S4ucmqGRoQILb9yEj0y5fyjnABRD14ILvmy2nTEDBkiGwjZykkBF4FCyLc1VWkqpaBsMOH4XDhAmKKFAFMTAwXJPFm+3bEAaBKJZvhb3R2Rpwk4VqnTkD58gbrNW7cGABQBYBRtWqgra3eWkZGRli5ciWuXbuG7Nmz4+3Ro9AUK6a3ns3HOfWuXbvi8uXLOHjwIFz/+w+aAgX01gSAEiVK4NKlS5gxYwYGDhyIO4cOIT53boPaOXv2bDx//hwlSpTADz/8gOufThtkFplai+87IqG8Ye/evfns2TNZNJ+5uLC/qSknTZrE4OBgWTQ9WrfmeDMz/v3334yXqYa7R8+eXGhmxgMHDpAko6OjDdccNYqbzMw4evRozps3z2A9knzzxx88YmzMjkWKUBMba7hgbCyfrVjBJ8bGfFOunOF6H/H87z96GhnRf9Qo2TTjPnygj5kZ/ebMkU2TJD0qVWLIzz+T6ZSF1gW3UaMY5+oqmx5JPv7nH0q3b8uq+WrPHobv2iWbXnhYGN/u2cOY//4T5bFl4NbNm3TdupUMCpJF7+XLl1y+fDmvrlxJ+vnJokmSQUFBPLF4MenjI5umt7c3986aRXp5yab5+vVrbpw0ifT0lE3Tzc2Nfwwe/EXK4yqGLxMJhl+3bl0aGRnx559/5p07dwzSlAYM4Ns6dViiRAna29tz0aJFBpupNG0avYoXp729PatVq8YHDx6I45Kkv+bKlQy0t6eJWs1ff/2VEyZM4MOHDw1qp+bwYUaq1TQHaGNhwdevXxukF+fry41165IAfQEeXr/eID2SpLc3o/LlIwF+MDEx6DNMiubgQcZYWNDT0VEWPZJkXBzjtm1jZO3asn6pKnx/yPV3rpBIgn8ohv+NkPSG3b59mx06dKCRkREbNWrE06dP6/ef5N9/yTx5GBcby7Vr1zJPnjzMnz8/N2/erP/o/PJl0tSUvq9esXv37lSr1Rw3bhzd3Ny4YsUK/TQ9PUmAd7dvZ968eQmAJUqUYHh4uH56ksR3z58zxMSEWwH2ANimTRv9tBKIjyebNCHFTl/+VLQoNRqNYZok+fYtpfz5SYBXjx41XC+Bp0+pKVaMfPVKPk2SlCQyLExeTQUFBYNQDP8bQ3vDfH21xzw8PNi/f3+ampqycuXK3LNnj25G/e6dMKiXL0mSkZGRnD9/Pm1tbVm2bFkePXqUfn5+3L17d8Y1Y2NJKyvy+HGS5KlTp1ioUCHa2dnRyMiIhw8fzrhWUipUoN+YMRyQJw8BEAD79Omjn5Ykkd27k6amJMDV5cpRpVLxv//+008vgYAA0tmZBHhg8GCeP3/eML0Enj8nc+Vi3Jkz8uglEBJCGhgpUVBQ+PpRDP8bQ3vDTp367JyXlxfHjRtHa2trFilShKtXr2Z0dDTPnj3LgICAtIWdncmNG5MdCgwM5NixY2lmZsaKFSvS2NhYN9Nv0YIcM0Y7T7hr1y4aGxsTALNkycLbus51btxIli1LGhszqlMnLl++nNWrVycAbtu2TTetBAIDSScn0eFZsIBubm6cOXMmYw2de3/4kMyShdy8Wd7Q5OPH5I4d8ukpKCh8NyiG/42hvWGzZ6d6TXBwMOfNm8ecOXMyV65crPNxfj7N+elevcjevVM85ebmRmtrawLIuOm7uZEjR5IFCpA//kiSfPbsGZctW8aWLVsyS5YsdHR01G3O/MMHMls2Yc49e2oPu7u7c8GCBQwNDc24VlLOnydVKnLGDP2enxq7d5MLFsirSYppAwUFBQUdUQz/G0N7w1q3TvfaqKgo/vHHH9rQd65cuXj//v3PL5Qkcv16slAhcvly8XsSLl++zFGjRrFOnTrMkiVLxkz/+XPS3FyYc7Vqn52OiYnh2bNnuWXLFt1GwFu2CM1evTL+nIwwYQI5bpy8mqR2mkRBQUHh/5svZfgqUu4qDd8noaGhsLGxQYijI6w9PACVCkijUtKKFStw6NAheHh44PXr18iSJQsOHDiA+vXrJ1704AHQqZMo7Whrm+a+ZI1GA3d3d9y/fx8tWrSAdVppJGfNEpWeXFyA8+d1f7MpQQItWwIODsCGDfJoAiKT186dQLdu8mkqKCgofEVo/SMkJO3vbgNRDF8mtDcMgHWRIsCVK8L8MkBsbCxevnyJt2/fol69ejBJmsijb19g/XpRCOLNG3kaGxMDlCsnckzLWUHr/XtRjnLxYvk0AdGZ+Jj9SkFBQeGrIToaMDc3WOZLGb6SaS8zePYMsLPL8OWmpqYoXrw4GjdunNzsAVGVytpatsxbAAAzM2D5cln+UJORJw8wYYK8moBi9goKCl8fkiQKE31DKIafGdjY6FT8IU1y5gSmTUu30pPO1K8P/PKLvJoAkCOH/JoKCgoKhnLlirx6O3YAMqfpzmwUw5ebzp2BbNnk1Rw6FKhWTV5NAGjRQn5NBQUFBUMJC5NX78kTYPZs+fQiI4Hx42WtlPglUAxfbqZO1auSUpqYmgIzZsirqaCgoPA1EhkpoppyQQKDBwOhofJpLlokKi8GBgIQRcmWLVuGLVu24Pnz59B5adxHncxGMXy5yZ1b3p5kApm4kENBQUFBbw4elFdvwgRRx14utm4Vu5FSKQ9MEqtXr8bOnTsRlpHIgpcXsGyZ+HdQECBJMDIyQvv27TFz5kwUKVIEOXPmROvWrbFp06aMtVHuqHAqfFOGHxgYiK5du8La2hq2trbo27cvwsPD07x+2LBhKFasGCwsLJAvXz4MHz4cISEhya5TqVSfPXbs2KF/Q2vX1v+5CgoKCpmFj4+8eps3A3v26Py0VEfA584BS5cCxsYZ0nn//j3mzJmDgICAlC8IDARGjxb/jopK8RKVSoV27dph3LhxcHBwQMuWLbF+/frUS37b2ACbNolt1zNmAB89KFeuXDh79iwKFCgAPz8//Pfff7BKY2v2/wfflOF37doVrq6uOHXqFA4fPoyLFy+if//+qV7v5eUFLy8vLFy4EI8fP8bGjRtx/Phx9O3b97NrN2zYgA8fPmgfbdq0ycR3oqCgoJAOcu+Yvn/f4FXlkiQl/vLoETBwoF6j0+fPn2PVqlXJjT8sDOjdW/w7g4afJ08eBAUFIW/evBg2bBhevXqV/IJ374COHUUbs2RJVSd79uw4cOAAjIyMcPjwYQwaNAhnz55N+eIsWYDr18W6qsmTk0Vf8+bNi7NnzyJPnjyoW7cuOnXqhDZt2sDDwyND7yfTydS0PjLi5uZGALx165b22LFjx6hSqfj+/fsM6+zatYumpqaMi4vTHgPA/fv3G9S+L5UpSUFB4TsgMJBctcpgmdjYWJEx8+VL0tGRnDfPIL25c+cKvZAQskgRkV1Tz9TX1apVY9OmTemZUFt+wwayRAmh2alThnXCw8OZL18+AqCRkRH79OnDyMjIxAv69CF79CAz4BM7duwgAFpbW7NWrVp8/vx5yhc2bkxOmZKqjru7O11dXfn06VO2atWKarWaw4cPp7+/f4rXfyn/+GZG+NeuXYOtrS0qV66sPdawYUMYGRnhxo0bGdZJSGyg/mTb3JAhQ5A9e3ZUrVoV69ev133RhYKCwveJJAF378omF/X0qZgW/DQnhx7cv38f1w8dAho3Bry9geLFDdK7dOkSpk6ZAgwZAiSMpu3t9dIaOHAgjh8/jtKlS+Pff/8Fe/YUI/GxY4Eff8ywTpYsWfDPP/8AEBGI0qVLw8LCQpwkgdOngQYNxPqqdOjYsSMmTZqEJ0+eIEeOHChXrhxWrlyZ3A80GjHCr1kzVZ2iRYuiZMmSKFasGA4ePIiTJ0/i4sWLKFy4MBYvXozY2NjkT/j098wiU7sTMjJ79mwWLVr0s+MODg5cvnx5hjT8/PyYL18+Tpw4MdnxmTNn8vLly7x79y7nzZtHMzMzLlmyJE2t6OhohoSEaB/v3r1TRvgKCt8CMTGySfmdP0+pdm1yzx5Z9G6tWcOohEJU794ZrLdj7Vq629gIPYB88sQgvVGjRhEAV/z5J2ljQzZrRv77r15akZGRtLOzIwDmzZuX53fuFMWyUqorkgHat2/PefPm0dTUlFOnThWRiGfPxPtOiCJkgIQaIpIkcdOmTbS2tmaTJk0SIxEPH4p2BgXp1L74+Hhu2LCBuXLlYuHChblv3z7ta4VcuPB9FM8ZN26ctohMao8nT54YbPghISGsWrUqmzZtmm6J1SlTptDJySnNa6ZNm5ZiWxXD/7qRtSSuwreDvz+9Zs9mZMOG5L59hutFRjJg0CDGqVRk4cKyVEqUjh1juJGRMKgSJQxvI8lZv/3G/gA1pqbCoA0sL71q1SoCYBeAUdbWovOkbzVMkr/++ivz5cvHHDlyMGDePLJgwc+KhGWUhHD5+fPnaWtry169ejF+2TKDP8u3b9+yYcOGtLW15datWymtWEGWLq23XlhYGKdNm0YLCwvWqVOHt2/fZsjSpd+H4fv6+vLJkydpPmJiYrhu3Tra2tome25cXByNjY25L53/wKGhoaxRowYbNGjAqKiodNt0+PBhAmB0dHSq13yJEX50dHSqcz76otFo6OfnJ6smSQYGBsquGRIczPDwcPr6+sqm+fDBA27evFk2PZK8f+cOg8+elVXT4/59anbulFXzzd69lJKsgZEDj99/p9+KFbKWBn7csCFf5M7NSBcXUobPNdbPj14fR7nS6NEG65Fk0MmT9DY2Fua8YoUsmuc3bOBTgJJKRY4YIYtmp06deBbgpbJlyUuXDNa78HEkehLgtZo1M/R9mhbu7u58+fIlmzVrxkvW1owfPtzgNpKkq6sr8+XLx4s5cjB+8GCD9TQaDZctW0YLCwuey5+f8X37Gqz57t079uzZk0ZGRjxUqND3YfgZJWHR3u3bt7XHTpw4ke6ivZCQEFavXp0uLi6MiIjI0GvNmjWLdnZ2OrUvYdFFly5deOPGDVlGkq6tWnGYiQlHjBjBN2/eGKxHkm69enGGqSmnT5+uf536T3AfPZrLTU25dOlSxsfH09vbO9miSH14Pm8e95uYcNy4caxXr57BeiT5futWXjEyoo2lJZ/J8OVHkmFXr9LdyIh+5ubU6BA2TIsYX196GRkxzMKCkkydM0mj4TMzM4ar1fwgxwj3Iw/z5ycBxhYpIos5k+QNFxeGli5NPnggix5JXho+nKE1a5Iy/B0l4DZnDgPr1CGTLhAzAI1Gw6dLltBz9WryxAlZND08PHhv8WLGy1QO2sfHh3/88QfPzp7N+GfPZNEkyeDgYP43dSolGTXfv3/Pbb/9Rrq7y6bp4eHBlUOGkK6usmnevn2bM7p0UQz/U5o2bcoKFSrwxo0bvHz5MosUKcLOnTtrz3t6erJYsWK8ceMGSWHC1apVY5kyZfj8+XN++PBB+4j/OCI5dOgQ16xZw0ePHvHZs2dcvnw5LS0tOXXqVJ3almD4LVq0oLGxMStWrMg1a9YwPDxc7/er+f13BhUqxFq1alGtVrN79+589OiR3nokqVm/nlE2NixZuDAdHBy4ZMkSbSRD32iC5vRpxqvVLJUtGytWrMjx48ezb9++BnV6JA8PxhsZsQ5AFcCRI0fqrUWKUP7fs2bxPcBDALdmz27w6ISxsfTq3Zuaj/OjFxs1MkzvI1GrVjFerSYBvm3cWBZNyceH0tChlGrXppQ7N3nhgiy6vHxZfKEaGCpOhq8vqdHIp5eATB3cZGRwEKEzX+nUkyRJyrRYJvClVul/U4YfEBDAzp0708rKitbW1uzduzfDwsK051+9ekUAPHfuHEny3Llzqa4LePXqFUmxta98+fK0srJilixZWK5cOa5cuZIaHb9wtDfs3Tt6enpy2rRpzJ07N21sbDhs2DC66tMjfP1ahAwfP+bly5fZsmVLqlQqNm/enJeSjFCDg4MzrhkZSdraMu7ff7lq1SrmypWL+fPn56ZNm1i9enV6eHjo3k5JIitVYuSIEezXr5/2M9a105RcUuLNypV5w8iIiz/qGRyKP3OG0cWKkQBfqNUcLEOojy9ekHXqkADD7ewY4ONjuCYpFhn99htpbU1evCiPZgIaDenlJa+mgoKC3iiG/42hvWGrV2uPxcbGcu/evWzYsCEB0MXFhTt27GDMx1XCYWFh6XcsXFzIceO0vz5+/Jg9evSgWq1mzZo1efDgQTZs2JD3dVnZOmIE2aABSTIiIoLz5s2jra0tATBXrlx8+vRpxrUS2LmTko0N5/bpw5Iqldb0V+g7v+nvT44erV1d/Fv79syTJw/v3Lmjnx4p5plHjtRq3ty+XZ61BxoNuXgxaW4uz4KwpAQHk4cPy6upoKDwVaEY/jeG9oY1a5bieXd3d/7666+0s7Njzpw5OXHiRB44cICtW7dOey597VrSyemzEOebN284cuRIZsmShQCYNWtWnj59OmONdXMTpufhQYaG8vnz53R2dtaadK5cufhEl+07kkRev05my0ba2DDin3944MABDhs2jGXKlNE/qdGCBYnbiXbtYmxsrG7tSo1ly0gjI/Lvvw3XSsrTp2km41BQUFBICcXwvzG0N8zUVGShSoXIyEhu2LCBVatW1RpsyZIl+Sy1xSrBwWLkeObMZ6cCAwNZp04drY6JiQm3bduWsQa7uIhsUR/nxqOionjjxg0uX76cffv2ZdOmTVNvU0r89VeiOU+e/Fk79WbePKGZJMohC0eOkB07yqtJyrpaXUFB4fvgSxm+ilRSyslBaGgobGxsEOLgAOu//gK6dEnzeg8PD7i4uMDb2xsAYGtrix07dqBJkyafX9yxI2BhAfzwA/BJHYCgoCA8e/YMHh4eePbsGZ4/f44+ffqgQYMGqb/4qlUim1VoKNC2LbBvX4qXkYRKpUrzfSRj1Chg8WKgUydg+/aMPy895swBzp4VGbPk5NkzoHBhQJf3qKCgoCAzWv/4mAk2s1AMXya0N6xvX1gHBADLlwO5cqV6fWRkJN6/f5+sYI+Pjw/69u2LwoULJ1549SowcyZw4oRIi/nkieGNJYHOnYGdO4EaNcRryIEkic7JmzfAzZvyaCawfDkwaJBizgoKCv9zKIb/jaG9YYsWwXrCBCBfPsDd3XCDio8H6tUDLl8WHQgvL3kaHBEhckGHhQEvX8qjCYia0z//DBw6JJ9mAqRi+AoKCl8XGo34njYz01viSxn+N1M855th2TIgJkaEi+PiDNdTq0V43N4eCAkxXC+BLFmA/fvFH6qcfT5zc2DDBqErN4rZKygofG0sWCCmR78BFMOXmzVrEms5x8TIo+nkBGzeDERGymukzs7A+vVCV07s7UVHRUFBQeFr4t49wN9fPr1bt4CpU8Uaq28AxfDlpnJlYNo08e/oaPl0mzUDfvtN/p5kw4ZitK+goKDwNREbK6Ye5SIwEGjfHsiaVR698HCxODs+XjH875oJE4Dq1eUb4Scwe/Y384eloKCgoDfkZzuSDEKSgG7dxOg+hbn2eH0ipyNHAs+fAyYmgLExLly4gE6dOmH58uVwc3PD17g8TjH8zECtBrZuTQzty4WJiWL4CgoKXx8HD4oRtFxMmgScOZOh6GNERqIAM2YAx44BDg4pnn7+/Dnatm2LrVu3Ijw8PH29R4+E2QOApSUAwMXFBXXr1sWQIUNQqlQpODo6om/fvhnT+0Iohp9ZFCqU5rY8BQUFhf8XAgPlnRrcswcYPRrIlk3HZqTSQVixApg7V+TIyADLli3D77//nrqxHj4s9IBUDb948eJo2bIlunfvDkdHR3Tv3h0nTpxIfeRfpgzg4iJ2Ok2apD08cOBAzJw5EwDg6+uL6OhoSJKUoffxJVAMX0FBQeFrRs7Q8OPHQJs2gJWVXk/39vZOHqreuVMk2qpYUWetJUuW4NCn23cPHQKGDhX/zqDhDxw4EEuWLEGhQoXw999/I+bTqdTGjYHu3YFKlYACBVLV6d27N7p164aIiAhs3boVR48eTd3wSfHeO3YUa6uSMHnyZAwbNgz169fHvXv3ULx4cWzbtu3rCPFnah6/74gvlRpRQUHhOyEwkBw7lkxSEVQftCmy9+4ls2QhDagSefTo0cSCWFu2iJoUALlwoc5a58+fp0ql4pw5cxJL7l65QhYqRFpYkLNnZ1hryZIl2hTjhQoV4uPHjxNPhoSQlpbk0aOiKFcahIWFsVixYsyfPz+trKz477//pnzh/fukSkW+f5/iaY1Gwzt37jA2NpYLFy6klZUVf/jhBz548CDF67+UfygjfAUFBQUDICmSrxw/Lsuq8gvnzwPbtonMmiqV3qPxBMaMGgXN5MlihXpEhEinrSdmZmYYPXo0nt2/D7x6JRbDAUC1ajpr1apVC3Z2dpg4cSK6deuGqKgowMgIeP1aJBqrVy/DWgMHDoSzszMAwNnZOXm20h07xFbhxo3FzzSwsrLCrl27sGvXLvzxxx/o3bs3+vXrh8hPty7v3AnUqQPkzp2ijpGRESpWrAgTExOMHj0a7u7uyJcvHypWrIgRI0YgODg4w+9NVjK1O/EdoYzwFRS+fiRJYnR0NBkZSUZHG6zn5+rKa61bk/nzkxMnGqzne+UKr2TJIkbNpqapjiAzrOfry0oqFYPKlhWadnZkbKzeepcuXSIAVqlShfGTJpFFipBDhpAREXrp9ejRgwBobW3NBQsWUGrXjuzSRS+tnTt38s8//2TBggXZvHlzcZ9JskoVcto0vTTv37/PokWLslSpUnR1dRUHJYl0diaXL9dZ78KFCyxTpgwdHBy4fv16bXn0kKAgpVret4Ri+N8G0TJ8yX8xEsKcchEZKb+mgeHmz5Ak8tUrxgcH8/GjR/T29jZcMziYMbt28XabNrzi5ERN0aLkoEGGVTZ884Y+jRoxOqFCZJkyBncg4uPiOL94cUapVEKzb1+D9Ehy3bp1tAIYaG1NtmxJ9uhhkN7NmzdFCW2AMSYm5L59Bn2Oe/fuZbly5ahWq/l43z4xRXDvnl5aCZ25t2/fslChQvzxxx8ZfeOGCL2/fq13G8PCwti9e3daWFhw3bp1lG7eFO308dFLLy4ujkuWLKG1tTWrV6/OO3fuMOTsWcXwvyUyw/Cjo6Nl/wOIj49nUFCQrJqSJBlWAjcVgoOC6OvryytXrsimuW3LFs6YMSNxzlAGdv37L2/fvk3GxMimeXDHDgYOGCCr5olJk/i+Vi2Gvn0ri54kSTzZtCndHR25s1kz+r56ZbBmTEwMzxcsSAKMNjamVKAAOX686KzoSYCPD28ljJoBctQogzs+T9zceMjUlAQoqdV6m1RStm7dyuXGxvRVq8XI+ckTgzXbtWvH1QCfWViIDsmHDwbpPXjwgKamplwD8LWTE0MN/H4KCwvj69ev+csvv3BXtmzUNGhgkF4C7969Y5EiRXggb15qGjWSRXPjxo20tLTk4RIlqKlf32A9b29v9urVi8bGxtxVvrxi+N8SCYbfrFkzbt26lcHBwQZrPujalaPVanbq1IlHjhxhXFycwZquI0ZwvlrNXr168fr167IYn8ecOdxgbMz+/fvT1dWV7u7u3L9/v0Gab9ev51EjI3bu0IHm5ubcu3evwe30P3GCtwHaA+zRtasso/0Yd3e+MDJiK2Nj3qtTR56OREgIvdVqRgK8VqQI33t6Gq4pSfQ0NycB+ltbM+DoUcM1ST7InTvRSK2tyUmT9A7vJnCtcmVhpGXLkseOyRKVuN2hA2PUahHalamzd6dfPz4tUYL8/XdZ9Ejy1qhRPPPHH+TDh7LoeXt78+r48Xx/+LA2fGwInp6evHXrFk+MGcPoq1dlaKEgJCSEe4YNY/z167Jpvn//nhv696cko6abmxv/6tqV0uXLsmlevXqVE1q2VAz/WyLB8Pv98gsdHR1pamrKFi1acNOmTXqPqDWrVzPG1pb9unShlZUVc+bMyZEjR/LOnTvJjEWX/8ia48epUas5sEkTGhsbs1y5cly+fDlDQkI4a9YseuphLppHj6hRqzmxUiWqVCpWqVKFKpWKCxcu1NsAJW9vRtvZcaGVFQFQpVJxyZIlemklcOnkSV41MuIVgKMAdqlcmf7prNpND28vLx4rVYoEqAG4dsAAgztmmufPGZLESKNGjTJIjyTp58eoEiUSzVmtJhcsIA00gYipU8mhQ8WK7WfPZDHTyMuXqdm40eC2fUrchg2y6pGk9Pw5KUNHXOH75ktNCSuGLxPaG3bgAOPj43nx4kUOHz6cuXPnpomJCZs1a8b169czICBA+5y4uDjGpzX/FRND5stHLl7M8PBwbt26lY0bN6aRkRFLlSrFefPm8d27d5wyZQqv69KLbdSI7NKF79+/5++//858+fIxS5YszJkzJx0dHXlZn97rxImkszMf3bzJHDlyaLfI9O/fn7F6LhJ6tnw541Qq9ipQgL1NTAiAo0ePNmikEv7mDWOcnEiAj2vV4urVqw0b+URFkZ06JRpp+fKGG0BICHnwoFgMVaSI0F250jDNBDQaMjRULAZ7+lT+OXgFBQWdUQz/G0N7wz6ZL9JoNLxy5QpHjhxJJycnqtVqNmnShGvXruWHDx9Yr149vnz5MnXhf/4hc+USxvKR9+/f848//mDZsmWpUqloZ2dHtVrNP//8M2Mj6rt3xaKT27dJinn96dOna01arVZz+fLluo3OIyNJZ2d+6NOH83v3ZoeffmKVKlWYI0cONmrUSP91A+PGkVmyUHJ0pOebNzx//jzfvHmjnxZJ7t4t9vgCpJmZwXOaJMWo9uhRsm5dobtokeGaSXn1ily3Lt09xAoKCt8miuF/Y2hvGJDqYhuNRsNr165x9OjRzJ8/P42NjalSqZg1a1Zu2LAhZYONihKG/88/KWpu3rxZa9QA2LJly2RRhFTp3p2sX5+UJEpRUdyyZQtnzpzJwYMHs3379qxVqxbnzZuXdgTiU06cIE1MyOLFyUePtIcjIiL0W9Pw5g1ZrFji6Pn0ad01UuLlS7JZM6Epw1aqZNy8SfbuTcox766goPBd8KUMX0V+Dfn+vn1CQ0NhY2ODkHr1YF28OLB8eZrXk0SXLl2wY8cO7bG2bdti9erVyJ49e/KL//oLWLRIFGswNU126uzZs3j9+jVCQkK0D1tbW/z222+w/FjUIUXevAGKFgVGjBApLPv31/UtJycuDhgyBFi/XiQh+fNPYNQowzQBwM9PpMU8cQLo0wdYt85wTUB0IfbuBaZPB65dk69kZgKSJJKIKCgoKKSD1j9CQmBtbZ1pr6MYvkxob9iePbDu0QN49y7NYhIxMTG4evUqYmJiEBMTg9jYWMTExCBbtmz48ccfoVKpEi+OjAQKFgRmzRKZotq1M7zB27cDkycDL1/KZ6SBgUDr1iJLVtOmojqVHEgSMGcOsHgx8P49YG4ujy4giogEBQH588unqaCgoKADiuF/Y2hvWFAQrGvUAHr2FPWcU6nOpBPPnonyjnv2ABUqiBGpofj5AQ0bAg8fAqVLi3KPchAdLUbkR46IDoCc5nz2rNCrWVM+TQUFBYX/Z76U4SsxR7kxMgJGjgT+/luMcuXAwgK4dAmIiQHc3OSpnuXgIOpNly8PuLoCYWGGawLCkHfuBAYOBK5ckUczgfr1FbNXUFD4OvmK6t6nhmL4cvP6NbBgAeDlBdy9C8hRJMHJCTh1Sph0aKjQloPs2RNN/84deTQB0elZtEhEDhQUFBT+17lxA9i8+f+7FemiGL7cFCgg5sNNTMTvr1/Lo1u0qKjGlTWrGOXLRbZswvQ1Gvk0E8iZU35NBQUFBUOIjAROnpRP7+VLoGVLwNFRPs1MQjH8zKBuXWDNGvFvuQwfACpWBA4dEn9gcmJnBzRoIK+mgoKCghz4+sqnFR0tFhaHhsqjFxgINGsG+PkhJHt2HDp0CBEylEjOLBTDzyx69gQmTZLX8AHRmejSRV5NBQUFha+RJUvk2+0TGwu0bw+cPi2mMZMQHx+PdevWwd/fP+N6MTFAmzaAuzsAwKZ8edy/fx/29vZo2rQpli1bhlevXsnTdplQDD8zmTkTqFxZfl2594wrKCgoGMqTJ8CBAxm+XJKk1E+SwIQJYgF03bpp6ri7u2PHjh1Ic8NZXBzQqRNw9ChgZQU4Oyc7rVarYW1tDScnJ/Tp0wf37t1L/w28eweUKQMYG4v1UNbWmDJlCtq1a4cTJ05g2LBhaNSoEVxdXdPX+kIohp+ZGBkBtWv/f7dCQUFBITnx8cKg9SAqKurzgzt2AFWrCgPMIK9fv8amTZtSblvfvsC8ecKY08mRUbRoUfz5559o0aIF3r59m/JFJ0+KxGUAUK5cikmxOnTogBYtWmDDhg2oWLEifvjhBzxJ6zMqXFiM7vv3FzlCAKhUKqxfvx41atSASqXChw8fcOrUKWgyY42UPmRqHr/viC+VGlFBQeE7xMDKgR+S1oy4eZOsWJG8c0cvrYkTJyamAY+JEdUSAbJKFZ10NBoN7ezsuG3btsSDkkROnZpY7+KXXzKk9e+//xIAs2TJwqVLl36eEjw2lnR2Jnv1In/7LVUdb29v2tvbEwDr1KnDyMjI1F/03j1SpSI9PFLU+eWXX7h9+3Zmz56d1atXp5ubW6pSSi79bwzF8BUUFORCW/3S01MY1IkTemt5eHhw+vTpogrj0KHCpBo21FuvUKFCPHr0qKi6WL9+Yq0LPYpG1alTh8bGxty1a1fiwbdvSUtLUUcjaWcgDWJjY+nk5EQAzJ07N/fv35/8gtWrSQcHUR0yLRMnuW3bNv78888sUqQIq1WrlryzlJRu3cg2bVLViYmJIUn6+vqyc+fONDU15axZs1KsHqoY/jeGYvgKCt8GcXFx2i9jOXB3d+fOnTvJiAjy8GFSl1LVKbBv3z5ObtdOFGEyMSF//FGMfPVk0KBBHNOoEZknT6I569mBkCSJ5ubmrFChgigrvXs3aWpKqtV6FYwaOXKktkKn1qR/+ols0ID09iZ9fDKstWDBAhYoUIDm5ua8du1a4omoKNLJKcMdEkmS6OnpyYCAADZo0IB58+blvXv3kl/09q14zzqUEj948CBz5crF8uXL8+7du8nOKYb/jaEYvoKCvEiSxIcPH9LPz08Wvbi4OG7cuJFdu3alJj5elBv28jJI88Aff/A3U1OG1aolyi03bCjCx3py8+ZN/mpiQkmlEsZsbi6qO+qJv78/LSwsWKZkSbJpU6FZrpzeHYjAwEBtZc7DK1aQdnbk4sWifLMebNq0SRuK//fff6k5dkx0clKpOJoWQUFBvHHjBseMGUMHBwe+ePFCnFiyRHR2kpQYzyixsbEcNGgQLS0tuW/fvsQTY8aQ1avr/DkGBQWxb9++VKvVnDhxIqM+tkkx/G8MxfAzhxRLBhvAs2fPZNeMi4uTVS9T0aXccQaIDAvjoz17uH79ek6ZMiVjpZnTQJIkPj56lLtbtWK3vHk5sk0bSgaOxuPi4rj7zz95IksW3gQYnSOHMJUqVch37/TSDA8P54Du3bkxYcQMkCVLkvqUgf7I69ev6ejoyFYA40xMhOacOXrrkeTvv/9OAPzHyIiSoyO5c2eGw+Qp8ejRIwKgEcBbWbJQatLEoPUFjx494saNG2lra8ut69aRRYqQ48frrUeKtQHt2rVj8eLFGfjuHZkjB7lihUGaf//9N9VqNWfPnk0pOJi0thbRDT05deoUCxQowOLFi/Pq1asMeftWMfxvicww/KioKIaGhsqmR4oeq1616dNAo9Ek+6L39/enRwoLWXRBkiR+8PLihw8f2KFDBz59+tTQZpIkBw0cyAoVKnDr1q0pzqXpQ9dOndipUyfu3LlTlvul0Wj4c+vWbNq0Ked36sRly5bx7du3BmlGRkayafXq7G9lxVlmZuzTpQsDAwMN0vTz86OLkxNvAnxgbMw3Q4fqbaAJPHv2jC2yZ+eHpEaqUpE1apCfhEEzyrVr19jZ1pZPk2r26qXXiC+B3bt385csWegHMNbERJjKq1d660mSxMmTJ3OEiQljAT4bMYLs3l0sitOTqKgoli9fnmMAhgF8tXevGJEa0Om7efMmFy5cyAkA47NnZ9Tr13prkYkd+rlz5/IPOztKefOS4eEGaZJkREQEq1atylXOzpQKFDDoc0zgxIkTtLGx4daKFYWmgZ3nsLAwDh8+nMbGxtxYu7Zi+N8SCYZftmxZDh48mFu3buWLFy8MGk3eGzSIY1QqVqxYkcOHD+fu3bvplUIIMjo6OsOarlOncgHA8uXLazW9vb1JkmvXruWtW7d0bueL5cu5GWCpEiXYv39/rl27lhYWFhw9erTenQvvAwd4AmBhR0caGxvT2NiY/fr1o6ce84QJRNy9y1sAC30MSTo5OXHBggWGdYA+fOBzIyO2B5gDYOucOblr1y7DogiRkfxgYsJVAF9lycKnQ4bIEpV4b2nJwI+hYqlIEfLkSYM1n+XIkWiiCebcoAF5+7bemg9KlqRfQkjbyUmMznT4G/8USZJ4vXZt7rG2pmRsTP79t0Fz4gmal5s351+FCzNk4ULyxg2D9BI0L3bqxM1t2ogOngHvmRSLxmJjY3mub1+6//WXwZ3wBOLi4njkl18YvnevLHqkiJjs6NWL0QcOyKbp7e3N1Z07M+7gQdk0nzx5wgWtWzP+00WBBnD58mX+Vr++YvifEhAQwC5dujBr1qy0sbFhnz59GBYWluZzXFxctHNOCY8BAwYku+bNmzds1qwZLSws6ODgwDFjxugcpk0w/D9nzmSnTp2YP39+AmCOHDnYpk0bzp8/nxcvXvxsm4erq2uqmvG7d1NjZsb1kyfzp59+Ys6cOQmAhQoVYs+ePblmzRo+efKEixcv5m+//ZahP5b4q1cpqdXcP2gQ27dvzxw5chAAixYtynLlylGlUrFv37700WGxjOb5c8bZ2PBG69bs3r078+XLp/2sHRwcuHLlys+3yaSD5O/PmKJF+TR/fpomuXfm5uacMWOGTp2cBOLCwnjc1pb+RkYcUrkyl7VsyeV//83bBpgTNRoerFuXcWo1w8qUoZQrF/n+vf56JClJvDB9OsPKlEk00gkTDDapR0eOMLZAgeQG3amTQfPYvq9fM6ZAAbJqVXLsWPLIEbEa3EC8e/Qgly832PSS8vL2bfL8edn0SDGnbeiWuU+RJEn2aSeFrxtlDj8FmjZtynLlyvH69eu8dOkSCxcuzM6dO6f5HBcXF/br148fPnzQPpJ+qPHx8SxdujQbNmzIe/fu8ejRo8yePTsnTJigU9u0NyzJ/NP79++5Z88ejh49mjVr1qSpqSnVajUrV67M4cOHc/v27SxTpgx79+7N9ymZhCSRzZuTzZqRH78Enj9/zo0bN/KXX35h8eLFCYBmZmbazsWaNWvSN9cpU8jcucnAQEqSRHd3d65Zs4bZsmXTGqu1tTX//PPPjK9mPnGCVKspHTvGgQMHMn/+/CxXrhxdXFzYunVrLlq0SPe5bi8vhuXMyXfVqvHyuXN8fegQQ0ND9f4yjIyMZFBAADl6tNjnW6AA+c8/eml9xu7diSZarZpB4WKSwjRbtyazZk3U7dOHNGS9gJcXuWMHeeCAuF8XLoiRqQGLwhgRIbZnyY3MJqqg8DWjGP4nuLm5EUCykPOxY8eoUqlSNsuPuLi4cMSIEameP3r0KI2MjLRhbZJcsWIFra2tddq6o71hFhapjvCio6N57do1Llq0iB06dGCePHm0Bmtpacnp06cz/NP5q5cvhTmlEj7z8vLSRhMSHhUqVEjcx5sSsbEi8UaXLtpDrq6uHDlyJKdOnco///yTa9as4c6dO+nu7p7hz4Bz5ohVuy9fkgYu3tLy4gWZKxdZqxZZr548mnfviiQcgFh8I8OInP/+S7Ztm5gwpHdvg0fkWm0vL/LsWRHaPnXKcE0FBYWvCsXwP2HdunW0tbVNdiwuLo7GxsbJt0t8gouLC7Nnz057e3uWKlWK48ePZ0REhPb8lClTWK5cuWTPefnyJQF8tlcyLbQ3rGrVDGeH2rFjB83NzZk7d26WKVOGLi4uHDZs2OcrnWfPFnOZKUxffPjwgadOneLNmzfp4eFBHx+fjIW7XV3FNqKdO8XvcplT27Zi20/9+mRQkOGaHz6IBBcJo9yLFw3X9PcnZ84ks2cXmj//bLhmAhER5P79ZI8e5Nat8ukqKCj8z6IY/ifMnj2bRYsW/ey4g4MDly9fnurzVq1axePHj/Phw4fcunUr8+TJw7Zt22rP9+vXj40bN072nIiICAIQ2aRSITo6miEhIdrHu3fvxA07fZo0NiYfPUr3PWU4ghATQxYvLkLRcrJ4MZktm9imc/q04XpxceTmzeL9A+SyZYZrajRC09FRaDZqZLhmApGRYtRcqBCZxr3WGyUsraCgkAG+lOH/vxfPGT9+PFQqVZqPp0+f6q3fv39/NGnSBGXKlEHXrl2xefNm7N+/Hy9evDCo3XPnzoWNjY32kTdvXnGiShWgXTtg7Nh0NUxNTTP2YqamwPLlolTkw4fApUsGtDwJHToA9vZA167A3r2G66nVgK2t0ASANWvEuNwQjIyA7t0BDw/gt9+A8+eBa9cMbanAwgIYOFAUwMiRQx7NpKRQoENBQUHh/4v/92+k0aNH48mTJ2k+nJ2d4ejoCF9f32TPjY+PR2BgIBwdHTP8etWqVQMAPP9YOcnR0RE+Pj7Jrkn4PS3dCRMmICQkRPt49+5d4sm5c0XN5dOngZCQDLctTerVE+UdmzYFpk6VR/PRI8DPT/x7/34grXKVGaVlS6HbsiXw4AFw+7bhmoAoCbxggdCWSzMBY2OgUiV5NRUUFBS+MtT/3w1wcHCAg4NDutfVqFEDwcHBuHPnDip9/HI+e/YsJEnSmnhGuH//PgAgV65cWt3Zs2fD19cXOT6O8k6dOgVra2uULFkyVR0zMzOYmZmlfLJQIWDIEGDMGDHaPX0aUKky3MYUuXULOH4c8PcHAgKAyEjA0tIwzaZNhW6bNoCrqxg516plmCYgRssHDwJr1wL//iuiHnJRrJh4KCgoKHxthIQA1taGf99nFpk6YSAzTZs2ZYUKFXjjxg1evnyZRYoUSbYtz9PTk8WKFeONj0kwnj9/zpkzZ/L27dt89eoVDx48SGdnZ9apU0f7nIRteY0bN+b9+/d5/PhxOjg46L8tLyRErKpu1SpxoZmB2ai0XLtG2tsbVPwiRUJDyXbtyFGj5NNMILVKUwoKCgr/S/j6iuyIevDdzOHrwrZt21C8eHE0aNAAzZo1Q+3atbF69Wrt+bi4OLi7uyMyMhKAmCM/ffo0GjdujOLFi2P06NFo3749/vvvP+1zjI2NcfjwYRgbG6NGjRro1q0bevTogZkzZ+rf0Fy5gB49xJw2AFy/rr9WUqpXB65cAfLnF1EDuciaFdizJ3PC2jpMtygoKCh8EUhg0ybD1xgl8OED6OKCN76+8Pf3l0czE1CRcr3j75vQ0FDY2NggJCQE1tbW4uDBg2Jh3NChwKJF8r3Yhw/A5MnAunXyaSooKCh8rbx/LwZSqSyElSQJRhldJBsXJ76TIyOBLVu0h48ePQoHBwdU0XUK8t07oH594PlzeEyahPKLFqFRo0bo3r07WrRoAXNz83QlUvSPTOCbGuF/c7RuDRw4AHxcNyAbuXKJFftKX01BQeFrJIPfTeHh4elfdOCA2KGThqHPnj0bfgkLkNMiJARo3hxYvRr48cdkp2rUqIGmTZuiXbt2cHV1TV8LAF6/BurUAT4uAi/aowemTp2KQ4cOoUOHDnB0dMT+/fszpvUFUAw/s2nWDJgxQ54V8Emxsvp6F4YoKCj8zxIUFISQ1HYfeXsD06Zl2PDTNOqYGGDkSKBtW2HSaZAtWzZUqlQJt9PawfPmjViUfOqU+O5s3DjZaTs7O0yePBn79+9HmTJl0KNHD7x69SrtN1CgAPDrr2I7cs6cQJEiGDt2LJo2bQoAMDIygo2NTdoaXxDF8L8EP/yg7MlWUFDQifj4eNm07t+///ncMinWBGk0Omldv34dO3bsSH5QkoCVK4HixYE8eTL8fRcZGYmuXbtC82kbXrwQ5rxkCZAli9hJlAbt2rWDp6cnateujfXr16d8kSQJgwaAatWA7Nk/u2Tw4MEoWLAgSOLKlSuIjo5O+w2EhAC//y62Yu/YAahUMDIywubNm1GzZk0MHToUTZo0wbRp0z5/j/8PKC6koKCgYCAkk+fiMBAPDw9s3bo1+UFJ0tmcE5gwYQK8vb3FL6TY4lurllj8a2ysk9bNmzexdu3axAMPHwqtQYMAMzOxYDmD2Nvb49SpU5gxY0byE0+finl7AGjfXph+GuTKlQu1a9dGTEwM+vfvj0UprZmKiABOngQ2bAA6dkxRx8zMDPPmzUPVqlUREBCAlStXIs1lbnPnim3Iv/wC1K2rPezg4IADBw5g5syZOH78OFatWoUGDRrAy8srzfeR6WTqHoDviC+1rUJB4XtE1/LKaREXF8dt27ZRI1Pq47CwMHbo0IHXrl2TRc/Hx4fOzs7cv3+/qE9x7x7522/k8OF61bw4d+4cAfDUyZPkf/+RVaqIrb3584v00jry448/EgDv3bsn0n5Pm5a4BXnWLJ20li1bpi36deTIkcQT69eLQlQ//ZThglFLliyhra0tHRwckhVDI0nGx4sqlt26id/TuPeSJPHhw4e8desW7ezsOGjQoJT/Vl6+JE1NM5SW29vbmw0bNmT27Nl57Nixz84rufS/MRTDV1AgX716xSA5iiZRfPGeP3+evXr1YqhMJXgvX77MsmXLcvbs2bLoPX/+nGXKlGGePHmoiY8X1R137SKXL9erlHF4eDirVKnCggC9hw4lS5QQRursrFcxKkmSWK1aNQLg3qVLRbntBHNOpQJnenr29vYEwKFDhwojbdOGLFZMVLXUsUrm9u3bCYBWVlacN2+e6Ni5ugqzX79e6GWws+fp6clr167xhx9+YPPmzZOX0V66VBTL8vPTqX337t2jvb09+/bt+7npd+xINm6c4U5YfHw8Z82aRbVazXHjxjE2NlZ7TjH8bwzF8BUyE0mSGBUVJYtWVFQUT506xVmzZjE4ONhgvfDwcG7atIn16tVjhw4dkn/R6oEkSTx69Chr1apFANy+fbvBbfTz82OfPn2oApjTyorBz5+Tb96QT5+Kcsl6mPPx48dpZ2fH3gCf5M0rSkMnjJxfvtRZLy4uji1atCAAFgSoyZNH6JmZkXfu6KxHkvv27dOOoLcNGybaWKgQ2aCBXtGC58+f08zMjABYqmRJxg0cSObMKd7v7ds66924cYOHDx+mSqUS1UkjIshSpUQCGz3/jl69esWsWbNy5cqV4sCbN2SWLHpXr3z06BFz5MjBHj16JEaarl4VRcIePtRZ7+LFi8yTJw9r1KjB1x+TsimG/43xv2D4hn5RJxAbG0s3NzdZ9OLj47l9+3Y+efJElhDs06dPuXnzZp45c4ZPnjwxeOQYEBDAPXv2cNu2bVy/fj1XrlzJJUuW8MyZM3prvnr1ijt37uSMGTPYuXNnVqxYkT/++CMDAwP11nz27BkXLlzIxo0b09zcnGq1mqcyGCpNjTdv3rBPnz60srKiI8C8Tk4GtZEkQ0ND2axZMwLgQIBLihShdOQI6eFBJhkR6UJUVBT79u1LAFySMLpNeDg4kIcP66wZFBTE/v37EwB7AJRUKqFXoAD56pVe7bx//z7bt2/PXAAvm5qKEamdHZlgXHrw77//snLlyuyTLx+jTUzIMWPEZ/n4sV567969440bNwiA4dOnU8qSRS+j/5SmTZty2LBhZN++ZNGiKZYC14VNmzbR0tKS7k+fks2akU2bGlQC3M3NjY6OjuzcuTPjYmPJ6tXJfv301vPz82Pz5s1pZ2fHAwcOMCQoSDH8b4kEw9d1xBSXxsgiKiqKvr6+6c5f3rlzhzdu3MiQwUZHR9PT05NBQUGfvfbOnTvZpUsXHj58OFm4KT1iYmLo4eFBDw8Puru78+nTp6xUqRKdnZ05fPhwnjx5ktHR0RnWI0Wn4d69ezx58iTr1q1LALSxsWHDhg05adIknjlzRucORWxsLE+eOEEbGxvtqAcAXVxc+OTJE520EoiJiWGNjyFTADQyMuKkSZMyXvo4BTw9PZnLwUGr+VOLFozUY641KT4+PiyRLx8B0AHgrc6dSR3vyafEx8ezW4MGzA1wgErFqBw5yF9/Ja9c0bs0sCRJnNurF38CuCPBRBMeWbKQf/yhs/FLksR5P/3EFebmfJ9Ur2lTg1I/z27QgI8sLRlhZESpSROyYEGD02hPLF+eoebmfFmokEjRvXWrQUZFkoNy5GC8Ws3IKVMM1iLJwMBAdgQomZjIVlZ6165d7GdpScnMjLx/32A9SZLYoUMHTnJ2Fp0SGdKbu7u7M0+ePFxUvTolKyuD04ZrNBouXLiQJiYm/LtxY8XwvyUSDN/U1JT58uVj1apV2bJlS/br14+TJ0/msmXLuGfPHl66dInPnj1jaGgoJUnigAEDOGbMGHp4eHymeXfsWI4BqFKpaGdnx8KFC7N69eps3rw5e/TowV9//ZWzZ8/mtGnTRIitVCkuWrSIvr6+qbbTbeFCLkxidmZmZrS3t2f+/PlZpEgR7XF7e3sOHDiQFy9eTHdk/XrbNm4FqE6i++mjSpUqvHr1aoY/T/9z53gcoHPWrMyePbtWp2rVqly9erVe/zGi3N15y8iIDT4afvHixbl7926DIgcxPj58ZmLCwQCLFizIq+fOkf7+euuRZFxUFN+ZmnIbwD9//JGaUaPIHTsM04yL49ssWfhGpeKTUqVIExMRet68OcNzpJ8SHx9P9+zZk5tywiNPHnL+fLGoS0fN+/nyMdzeni8SQtpWVmLRmpeXXu3UaDS8Vro0g2vX5o0hQ8iqVcklS/TulCRoXqxRg/5du9L7wQMR2n37Vm+9BM3zTZrQb/RoSjItUpQkiafatmWATGsWEjQPdujAkMWLZdOMjo7mvz/9xIhly2TTDAgI4PKWLRm1fLlsms+fP+echg0Zs2KFbJrXr1/nyI+Dhsw2fCW1rkwkpEY8s2kTAiws4OPjA29v7xR/xsbGAgAsLS1hYmKiTWJRv359DBgwAG3atIGpqSliDx+GSdu28Fi+HK/z5UNAQAACAgLg7++f7KeXlxfc3Ny0bTEzM8OECRMwbty4z9I6xt26BWMXF/iPHo337dohPDwc4eHhiIiIwJUrV/DXX3/B3NwcNWrUQN26dVG3bl1Ur14dpqamqb53zatXUNWpg/gqVRC1di1UajWaNm0KExMTtGrVCi1btkTRokV1+jwZEAC2aQMjb28sbNAA78zM0LdvX5QtW1YnnWRERUEaPRrSqlW4/9NPqLB1K4x9fcW+YX2Jj4f37NmwnDcPVk5OMBo7FlixAjhzBrCz009TkuCzcye858xB2efPoYqNFVuyhg0DFi4E0rgXaeLhgROzZ6NxTAxUO3cmHi9bFpg3T1RP1DWZU3Awnty5g2I3b8Jo9myxNalRI/EoUUK/5FAaDWBsjJgLF2B24YJ43/p+lgmQiW15+xbIl88wPQUFGflSqXUVw5cJ7Q2rVw/WZ86k+kVHEsHBwVrzHz58OB49egR7e3tUrlwZlStXRrNmzVCzZk3xhAkTgM2bRW35FBJFAMCSJUtw+vRpVK9eHdWrV0eVKlXS/qM5cEDk+D9yJFm2qRMnTsDCwgJVq1bNUP7nZLx4IRIMNW6MuFWrEBoeDnt7e900PiU6GujRAzx3DqrDh4GqVUWiC1tbg2SlAwdg9MsvQPnyosRwv35Ay5Z662k0GhhHRgJ//CEMOSpKlAQ+dQrQM8sWSahUKmD7dqBLl8QT1aoBu3YZZlhLlgCvXonMYDlyJP4sV07so9aHZ89EUSd9OyMKCt8xiuF/Y2hvWNassP7zT2Ei6RAREYFjx46hcuXKyJ8/v/iC/5S4ODFqsrMDDh2SL2PfvHnice2aGInJwZMngJebAxgAAGRUSURBVIuLSJSxfLkYqSVUDNQXSRJ5tFesEBmtHj0CNm40vK1eXkC7dsCNG6IDcecO4OxsmObx46IjlZAfvHp14MQJUR9bX9zdAV9fICBAPAIDRWdyyBDAwsKw9iooKHwVKIb/jaG9YcuWwXrCBODxY/nChm/fitHopEnA6NHyaJJAz57A1avC9AwdjSfw4IHooPTuLQx/wQL9R41JmT1bVAgEgLNngXr1DNN78QLo1AlIyL1dsaJIM6prZONTYmJEsaQbN0RZZFNTYNkyUftAQUFBIQUUw//G0N6w4GBYd+okzO7ECfkK3CSU2r18WYS25SA6WpR1NDMTKSKzZgVKlTJc9+ZNYfpRUcDff4tSlIYQEQH07w/8+6/4vWhRkc5Tjo6Emxuwc6cIndetK6poyU3S+WMFBQWFT1DK436rqFTCNG7cAJLmmzaU1q1FruqOHYHgYJFr2lDMzYH9+4GXL8WCrWXLDNckxQg8oejE7Nmi7rQhZMkCbNsmzLlPHzH/PH++4W0FgJIlRTVDd3fx+QYFyaObFMXsFRQUvgIUw88M8uYFFi0S4fe3b0WYVw4WLACyZRPmPGiQPJr374sRdEiIWBwYHGyYnkoFjB8v5sTr1hXlMleskKGhEGsN1q0TNag1GsDHRx5dQLS7QgXDV4MrKCgofKUohp9Z9OkjKkj98ouYz5YkwzXfvROrvm/cAM6fF50JQ2nSBNizRyxYi4wEUistqSsVKoiR/v79wL59iQvZ5CB3bjEqz5lTPk0FBQUFA4mJiRFRzoCA/++mpIhi+JlFeLgY4Z46JeaH7941XLNwYWDw4MRV39u3G64JiHY+fAiMGCFG43LVbVapRB3rc+cSQ/wKCgoKXyH+/v7anCj6cv3iRZwvUgTup07J1Cp5UQw/s7CyEnPkCdvoDh2SR/enn0TnoWJFYMsW0ZuUgyxZgL/+ElvePDzk0UzA1DTVHAIKCgrfL5IckU8At27dQrA+05EXL4qIKQAbGxs0bdoUhw8f1q8Rvr5wmTkTpT98QPHOndGoUSOcOHECX9O6eMXwMwuVSoyYjx4VYfiDB+XTLlRIbKerX19sg5OTWrXk25evoKDwP0lgYKAsOq6urrhw4ULGLo6JAd68SfGUsbExGjZsmPF2xccD06aJAVT58gCQLDNo165d4e/vnzEtQHwPV60KXL4My06dkC1bNpw+fRotW7bE4sWLvxrTVww/s2nSROzHjooSi83kwswMWLpUhPkVFBT+J4mPj5dN69q1a7JpTZo0KX0Ty4DJRUVFYdCgQdp046ly4YLIMpnKVtwyZcrA1dUVDRs2REB68+dv3ohpzJkzxa6nJJr9+/eHubk5/v33X5QsWRJ79uxJ9z0gKEhofeyMWHbqhIULFwLAV2P0CSiG/yUoXlyYvqEr4FNCSeiioPBVEBUVhffv38umd+TIEdxOSAxlID4+Phg7dqwsWhEREdiwYQMePnyY8gXBwcCUKWIHUDpER0fjyZMnWLRoUcoX+PuLRc9164oRtKNjipeZmJigYsWKuHfvHho0aJD66NzdXSTtunJF/N67d7LT9vb26N69u1bzhx9+SPc9wM5ORF0LFhQPFxf06tULv/76Kw4cOICpU6di+PDh0Mi1NsoAFMP/UmTLpg0dKSgo6EZ0dDSioqJk04uMjMTKlStl0wsKCkKTJk2gNjSV9EcePHiATp06wcnJSRa9yZMn421qu3oeP9Ypr8eZM2cQExODQ5+uSwoNFemvCxQQOTMqVEhXK/rjYt6ZM2fi9acR0GPHxGBp40YxRZpOltFq1aoBAD58+IDtqS1oLlpUdBysrIAyZVJs4/DhwzFq1ChkzZoVw4YNS3+dwbVrwOLFwIYNos2mplCpVFi4cCGaN2+OCxcuYM+ePWjXrh0iIiLS1spsMrUW33dEQnnczC5vqKAgN3FxcbJpSZLEI0eOyPr/4Pz582zdurVBZYyT8vjxY5YqVYp//fWXLHpv375lyZIlWbp0aVn0vLy86OTkRBMTE8anVCY3Kkonvbt371KlUtHa2jrxYHg4uX49Wb06WbkyGRubYb3+/fsTACtXriwOSBK5bBmZLZsoZ2xqSj5/niGtgwcPEh9LgLds2ZKSJCWejIggS5USmm3bpqu1Y8cO9urVi2q1mu7u7ilftGyZKLf88GGaJaejoqL47NkzZsuWjVOmTEn9RSMjyaJFyWHD0mzb69evWbJkSVapUoXe3t6fnf9S/qEYvkwohq+Q2dy9e5e+vr6yaEmSxFOnTrFHjx6MjIyURfPevXusX78+u3btKoteUFAQ+/XrRwBcuXKlwXqSJHH16tW0sLCgsbExfXx8DNZ8/Pgx8+TJQwAcOXKkwXrh4eGsVKkSAdDZ2VkcDAkhDx4khwwh69QhX77MsJ4kSXRxcSEAAmB8RAQ5ciRpbS2M1MKCfPpUJz0nJycCoJGRET09PcWJ+/dJc3OhOWZMhvX27t3Lvn370srKit7e3okdnPh4YfLFipELFpBXr6arFRYWRkmS2KJFC7Zv3/7zC27eFJ2RnTsz3L7z58/TxMSEW7duTfmC0aPJQoVEByodgoKCWLduXRYoUIBPnjxJdk4x/G8MxfC/XSIiInjt2jV6eXkZrBUdHc2jR49ywIABPH36tMF6kZGR3LhxI6tVq8b27dsnHwHpgSRJPHr0KKtXr04A3Ldvn8FtfP/+Pfv06UOVSkVjY2N6eHgY3Mbdu3fT0dGRAJg9e3aDOyWSJHHs2LFa42vRooVBeqQwmO7du2s1/ztwgHz9mjxzhly1ihw/nkxtpJkKx48fZ40aNQiA7WrVIps0IdVqYaRZspC3b+uk9+7dO06dOlXbgQgICCAXLhR6ALl8uU56ISEhfPDgAQHw0KFDfPnyJenmRubKRf78M1m3LhkUlGG9+Ph4hoeH09TUlJcvXxYHJUmMmHPmFJ0bHaIPJOnq6kpjY2NeTdpJCAgg8+cnhw7VSYsk169fTzMzs8T2JXDlCmlsTF68mGGt6OhoduvWjXZ2drxw4YL2uGL43xj63rCIiAiDX9vf359XrlxhaGiowTrLly/n4cOH+fDhQwYHB+utdebMGc6dO5eLFy/mihUruGHDBm7fvj3FcFZ6vHz5kvPmzeOYMWPYu3dvtmrVij/++CPv3r2rV9uePn3KhQsXsmvXrixZsiSNjIw4bNgwvc00OjqaW7Zs4U8//UQrKysC4BgdRjkp4e/vz19//ZV2dnYEwBw5chg8ug8JCeGPP/6oNaiGDRsa3IGIi4vjxIkTtZp9+/Y1SI8U5nzp0iVaWFgQAKdOnWqwJimMwMLCgsXMzHhu6lTy7Fny3DnxOH+efPNGZ80lS5YwR44cbFWkCDW5cycaqbk5uX+/znoajYbFixfn+PHjuXLyZLJePaFnbEweOaKzHklu2bKF+fPnZ7CfH2MHDSLNzMhBg8hmzYS56gEA3rx5U4zsHRzInj3FqNzfXy+9unXrcvr06eKXhQtF5+bWLb20SLJfv36sWbOm+PvWaMgWLciqVcnoaL30xo4dSwcHB9HBIcV0Q5EiIlqiI5IkcfLkyTQ1NeW///5LUjH8bw59b9iaNWtYpEgR9u7dm2vXruXTp091+hIODw+nm5sb8+fPTwAsVKgQ27VrxxkzZvC2DqMBb29vnjp1isWKFdN+eQNgqVKlkvVEM4K/vz/XrVtHIyMjrY6TkxP37dunl8G8fv2aRYoU0WqVLFmST3UIQ36Kj48P8+bNq9UbNWqUQcYnSRJnzZql1WvWrFnKc686ag4aNEirefDgQYP0EjTHjBlDAFSr1XRzczNYMz4+nl27dmWuXLlob2HB1wbclwRiY2PZsGFDVqpUiQNr12ZEz57kX3+Rx46Rr16JL3AdCQ8PZ8mSJdmjRw8eWLSIko1NojkbG5OTJ+tsBu/fv2fWrFm556+/GDJgAJk1q9DLnp28dk3nNpLksWPHmMXcnOGzZ1OysiLr1yddXMg1a/TSI8kBAwZwcLt25A8/kE5OIrQdHk5++KC3JgA+Xr+etLUlBw7U654kZdasWaxduza5fbuIaOjZuUng/fv3tLS0FBGsefNIOzsRfdETjUbDNm3asGTJkmIg9OuvwvANGLCtXbuWJiYmnDt3LoODgxXD/5ZIMPyLFy/y7Nmz3Lt3L9etW8c///yTkydP5tChQ9mtWzc2b96ctWrVYqlSpZg7d27tKCbhYWtryylTpjAiIoJRUVF0dXXliRMnuG7dOs6YMYP9+vVj06ZNWbp0adra2mqfl9Rc69Wrx71796a4GCsqKoo3btzg2rVrOWLECNavX58ODg4EwCxZsmjn53Lnzs2///6bURlYIBQVFcWTJ09y7NixrFixIlUqFXPkyEEnJycaGxtzzJgxDAsL0+nzjI6O5vbt29moUSOqVCoWL16cANilSxedtZJqLl26lDlz5mTBggUJgBMmTDDI7GNiYjhl8mSq1WqWKlWKJUqUMCgyQgrDGz5sGM3MzNiqVSv27t3bID1SGPOAvn1pa2vLbdu2cdSoUeTevaSenyUpvgQHd+9O5+zZ+fTOHR7etk18Cf70E7l1q06h3QQkSeKvnTrx5xw5GPTHH4waPlyM9hLMGRBhbh2nDX5r145zc+RgvIuLMJSEMHm5cqSekaIxTZvyaM6clNRqsfht82Yxn/vsmV56JDmkenW+zp5djJo3bxYj8E/me3Wlq7Mzw21sRLRAhnULJFkbYLylpTA+A6NEJHn9+nXWMzamZGpqUOcmKVOmTGFnJydxfw4fNlgvPDycFSpU4OiqVSkZG5Ofhvj14MSJE8yaNSunN2v2RQxfRX5lmQG+URLqGQOAlZUVbG1tYWdnB1tb2zT/7e/vj4EDB+LHH39Ez5490aJFC5ibmwMAbs2Ygd3Tp2ONrS2cnJxSfOTNmxdOTk4YPHgwsmbNiiFDhqB06dKptvPR8uU4M3QoVhcrhjJly6JMmTLaR4ECBfDnn3/C3Nwc/fr107YjPV7s3YubHTtid8OG+KFJEzRs2BClS5fGzJkz0bZtW5QtW1bnz9Pr8mW4NmiAK926oe3w4TA3N8eZM2cwaNAgqPQsN+vr6op3lSvj/cCBaDp/PubPn4/JkyfrrQcAAZ6eCChaFOzSBWGdO8MmXz4UKVJE1CMwNtZLMzgoCMFOTrCuUQOaVq1g2qYNbJ4+FRUNO3TQSzMsLAz+efIgt60tzMqXR3zRolBfvy62Y40aBQwdmlijIYNERkbibd68KJ5adjO1GmjWTFR5LFYsQ5oxMTF4UrAgygYGwqhIEZFY6uFDURK5XTvgt99EAhYdiI+Px51ixVBWrYZFhw5AixZiK1VEBDBuHGBiopMeAGg0GlytUAHl7O1h/fvvIkNlTAwQFgY4OOisB4g0sxdr1UI5JyfYrVoltvIaCEmcatgQVQoWhN3KleKeyMCBH39EvcKFYbN0qSzln+Pj47G9ZUu0LVMGVgsWyNBC8Te/uW1b9K5aFZZz5sii6enpiU2dO2OUiwssZs2SRfPBgwdY16sX/r5/HyEhIbDW8f+hTmRqd+I7ImGEH6DjQi13d/dU57Vjjh2jZGJCbtmSrk54BlaJkmTc7duUsmUTK35T6JnrM9qVXr6kVKyYGOXItIqcvr7UNGkitvocOiSPZmgopVGjxOiuc2fy/Xtx3JBtadHRlFauJAsXFiHdMWNIT0+ye3e9RrgkRXj02DGyf3+xcMnEhCxTRoxIO3XSe56U9++LkfeECWTr1mJ7UsKo2daWnD6dDAzUTdPTU4y23dzESNnBQYxyhw4VYVl9Qp4hIYkhYkkiZ87UeUT/GTExyX/Xcy43GTJtE0yGDKNlhW8PZQ7/G0N7w5ycSD8/+YQ3bhRbSc6elU/zzh3xBT9ihHxfMAEBZO3awvgyuAc3XTQacv58YdCjRiV+aRv6RfvokdjeZGVF/vmnmB8+d84wzfh4ESKvWlUYtFot9hC/fWuYrkYjVgPny5dozo6O5H//Gabr4SHuV8eOYjX5qlXkiRPCwPUlIMBwY1ZQ+A75UoavhPRlIiGkH1KlCqzt7ETRHD1Dup8xY4bI5HT1KlCypDyat24BDRsC/foBf/whS1gO0dFA9+4i7/XhwyKjlRxcvQp07izSam7aBKxfL8LEhkAC27YBY8aI2tWWlqLdhmZDjI0FGjcWWgCQO7fIvqXHtIaWly9FZUSNRjzi48XPLl1E1UQFBYVvGq1/ZHJIXzF8mdDesCdPYO3iAvTvL9JMygEpcj6fPy9y8qeST1pnrl8X5jRkCDBnjjymL0nCRFeuBHbuBHx9gR499JonTUZgoPgMTpwQc6UHDwKtWhmmGR0NDB4sUmICQM6conPh7Ky/ZkgIcPMm8Px54sPXV3Sqatc2rL0KCgr/kyiG/42R7IbdvQs0agTs2we0bCnPC8TGAj/+KAzlwgVRv14Orl4VFf1+/VV0UjQaIH9+w3X/+ksssLKyAsaPF4ujDIEUUY7ffhOdCjs74N49w9v6/j1w7hxw9qx4qNWisEbOnIbpfgopT4dKQUHhfw7F8L8xPrthf/4pRvi3b8tXwjY4WIwSnZ2B/ftFKDpHDsN1L10CmjYVK6nLlUsc8RrCiRNiRP7hA2BhAbi6ikpShhAZCRw6BGzdChw/DlSpAly8aHj0ICmvXoloQqVK8mkqKCh8F4SGhsLS0lLnIkpfyvCVanmZxahRYpTfrp0wqvQqLmUEW1vgyBEx/963r5jXloNcuYAaNcSIefNmUenKUOrXF2HssmWBqCgxbWBo39LSEujUSawP8PIS73//fsPbmpSCBRWzV1D4xqBYgG6wzpWEsrl6olar0bx5c5w+fdrgtmQGiuFnFiqVWFwWFwcMGABMniz+bSjZswMDB4rFa2fPiv3EhlKgAPDTTyJaIEmilrWhmJgAXbuKmtjHj4t59z17DNdNIEcOYPhw4Oef5dNUUFD44vj5+RmsoVKpsHTpUoN19u3bh99++03v2vWWlpZo3rw5GjVqhB6NGsHd3d3gNslKpu4BkJmAgAB26dKFWbNmpY2NDfv06ZNm1rVXr14ly2KX9LFr1y7tdSmd3759u05tS3Vbxa1bInUnQB44oJNmisTGknPmiHzYAJlSVSh9CQ0lp04Vmc1u3pRPN4F37+TXVFBQyDBy1O4gRdbKS5cuyaLVt29fxupYICclSpYsyb179xqkcenSJQJg48aNGahrToqPREVGcqKNDWd/TGE9derUdEs7K/vwU6Bp06YsV64cr1+/zkuXLrFw4cLs3LlzqtfHx8fzw4cPyR4zZsyglZVVso4CAG7YsCHZdRlJKZuUFG9YXJworpCwf7plS53fc6p4eIg82yqVfPveE/DySrNWtIKCQspIkiSLeSVw584dxnyaNEhP3rx5w6VLl8qidfDgQZGeWQYKFSrENTKk023YsCEtLS15//593Z746hW5ZAlJ4Rk5cuTQ1iV5/Pixblo+PqIoEcBSAE1MTHjjxo10n6YY/ie4ubkRAG8lqaB07NgxqlQqvk/ImJYBypcvzz59+iQ7BoD79ahslZQ0b9jRoyJjmpGRYYlNPkWSRGKeadPk01RQ+EqRJMngokSfokuBqfSQJInjx4/Xu9bDp/j6+rJUqVKyaJFkx44dOWHCBNm0KlasaLCORqOhqakpCxQokLGOjSSR9+6leKpnz54EwHz58tEnIzUDYmPJBQtIS0vy1Cnt4X79+ml1zumSkOvoUTJHDhKgpkoVdu7cmYMGDWL27NnTLVT1pQz/m5nDv3btGmxtbVG5cmXtsYYNG8LIyAg3btzIkMadO3dw//599O3b97NzQ4YMQfbs2VG1alWsX79elgUgWn78EXj0CGjeXMy9y4VKBfTsKbaqKSgYgCTHotIkeHh4ICIiQja9iIgIjBkzRjY9kpg8eTIOHjwom96ECRNw4MABWFlZGawXHx+Pjh07Ijo6WobWARcvXsTOnTsRGhpqsFZYWBgOHTqEe/fuITg4OO2L0/m78vX1RWxsLF6/fo1N6X03Xr0K1K2b6rolJycnAKIew/r169PWunZNLM4dO1bsTmrQQHuqbdu2GDt2LPz8/ODt7Z22TgLx8YCnJ+DvDwAw+uUXrFu3DsuWLUOzZs3QoEEDvHjxImNamUmmdidkZPbs2SxatOhnxx0cHLh8+fIMaQwaNIglSpT47PjMmTN5+fJl3r17l/PmzaOZmRmXfAzxpEZ0dDRDQkK0j3fv3qXfQ5OkZD1Jhf990pu705WXL1/qPbeYEiEhIRwzZozOU1hpsWnTJtarV082vWfPnrFMmTIcPHiwLHrR0dHs0qULAfCyDBXPJEnixIkTCYDdunWToYXkyJEjCYA1a9Y0WCs+Pp7lypUjAHbv3t1gvS1btmjXOh1Krc5FcDC5eDE5e3aaWtevXycAGhsbs3bt2imP8h88ENOhAFmsmBiZp8D69es5fvx4WllZpf09HBRE9uiRONX6sSZ9AjExMYyPj+eSJUtoZ2dHLy+vNN8DSfHd/tNPZNmyopxxkoqZcXFx/Omnn5g/f36+TSXV9ncT0h83blyqC+sSHk+ePDHY8CMjI2ljY8OFCxeme+2UKVPo5OSU5jXTpk1Lsa2ZfcMUkiNniPfatWuy3b/IyEjOnTtXt5BgGsTGxnLevHmsU6eOQeV8k3LmzBnmy5dPtrnY0NBQduvWjQD4zz//yKJ5+PBh2tjYEIAsn2VgYCBdXFwIgDY2NimWkNYFSZI4efJk7f//xYsXG9zGpIbatm1bg/XWr1+vLYHdqlWrlC968YLcty9DtTXGjRvHYsWKsVSpUpz26XSimxs5eLBY+JsrV7rFmB48eMB9+/Zpvzs/+//s4UGWL59ozmlMvcbHxzM+Pp758+fnsmXLUn/RyEiyRg2ydGmyQIFUi2dpNBrWq1ePzZo1S///3J9/kjY2ojRyCrVUYmJi/q+98w6L6vj6+IFllyIsRaqIqAgIgohRQCxYEFFi78YWjRoTS9QUNfaSaDSm+DMxKpaYGFtMYlTE2EusiLFjr9jove39vn9MdmGpu3uvSXidz/Pso9x79+zMzt57Zs6cgqioKHh5eZVbLO2VUfjPnz/HtWvXKn3l5+cjOjoaNjY2Wu8tLCyETCbDjh07qvyc77//HnK5HM91qOa2a9cuEBHyKqmoZdAKv5qSnp6OjIwMUTJSU1Oxb98+rFmzRvRD9t69e1i6dCl69Oih2+y7EgoLC7F161aEhIRg+PDhomQB7KGzbt061K5dGyEhIZIo5xMnTsDPzw9EhC1btoiWl52djfHjx2uUyg0JCt6cPXsWHh4eICIoFAokJyeLlvn7779DqVSCiODk5CTJ5O7nn3/WtLNXr16i5eXl5WHHjh0wNjaGTCbD0aNHRctMTU1Fp06dEBAQULFVIy1N58JXRUVFeOutt9CrV69iy6UgAJcvs0qETZowBX3xos5tjIqKwuzZs7UdFA8eBOzti5WzjlUu8/PzYWJigj///LPsyXv3gPr1mTJt1UqnPi9atAg+Pj7l33tFRUDPnsxSkJTEClNVwt27d2FlZYU1a9ZUfNGRI6xY1m+/VSorJycH7du3h5+fH5JKVbx8ZRS+rqid9ko62cTGxurstBcWFobeOoawLViwALa2tnq1z9ABu3v3LqZMmYK5c+fiyy+/xNq1a7F9+3a9vUOjo6MxfPhwDB48GAMGDEDv3r3x4Ycf6lw2V80ff/yBoUOHokOHDvD29oalpSUGDRqEnJwcveQAwPbt2zF06FA0bNgQRAQHBwf9vV7/5tmzZ/jss8/QvHlz0N/hLmIerhkZGVi2bBnc3d1BRHB0dCxzE+rLvn374O/vr1GkYlekgiDgk08+0cirV6+e6MkSAKxatQq2trYgIoSHh4uWBwA3btyAt7c3iAh9+vSRRGZOTg58fX1hb2+PsWPHSiLz8uXLkMvlGD58OFatWiWJzClTpiAgIACbNm2SxGHv3r17MDIyQnx8PB49esRK+Z4+DSxfzsoue3sDenq1e3t7a3vCr1nDqjqqlfO2bXrJCwsLw5IlS7QPxsQASiULQ37jDb3kNWrUCN999532wTt3AHd3Zs4/eZK9dODFixcwNTXFgQMHtE8IAjB+PHOsu3NH57atWbMGlpaWuHv3btmTiYmseqWOzpCZmZlo0aIFmjVrpqUruMIvh8jISAQGBuL06dM4fvw4PD09tcLyHj16BG9v7zJhEDdv3oSRkRFiYmLKyNy5cydWr16NS5cu4ebNm/jmm29gYWGBWbNm6dU2Qwbs/v37+OGHH1C7dm3NQ93MzAyzZs3SK172+vXrmDp1qtbWwsSJE/WOuS0qKsKOHTtgYWEBIoKRkRE+/fRTg1epMTExkMlkICLY29vjoh4riNIUFhaiW7dumv6JDS/Ky8vD22+/rZG3WYIwxIcPH8LFxQVEhE6dOomWBwBXrlyBpaUljIyMsHz5cklk7ty5EyYmJvDy8hIdt6xm+fLlsLKywqxZs/C72NK9fzNx4kR4eHjg3r17OoU2VYVKpUJoaCgGDhwIQRAkebg+ePAApqam2LNnDzMNnzsH7NrFFOqCBcC4ccDKlXqVoZ4xYwaCgoLYH4IAzJxZrJiJgG+/1auNT58+BRHh+vXr7EBuLjBlCosaItJZWZXktddew7fqdggCKzFtYsLKWU+fzlbPejBgwACMGzeu+MCtW6wkdM+exWWx9WDYsGFlt0OWLmWWjBKRXrogCAKioqLQtm1bbZ+cggKgdWsWHq3HRDw1NRVNmzZFq1atNAsyrvDLITk5GQMHDoSlpSWUSiXefPNNrRm1OtFO6ZXVtGnT4ObmVq4DVUxMDJo0aQJLS0vUqFEDAQEBWLlypd7OVlUNmCAIuH79OlatWoUhQ4ZoVpZubm5o2rSpZmVU7iyyHFlxcXH4+OOP4evrCyJCs2bN0KBBA9SpUwcHDx7Uq+1JSUlYvHgx6tatC0tLS4SFhcHS0rJih5wquHPnDgYOHAhjY2OEhITAzs5O/9jYEqSkpKB///4wNzeHj48PhgwZItpUHh0dDblcjrZt2yIqKkq0vNzcXERERMDb2xuRkZGIi4sTJQ8AHj9+jDp16uDNN9/E7Nmz9bbWlMfVq1dhZWWFpUuX4uzZs5JYDM6cOQOFQoFt27ahsLBQkjj02NhYmJiY4KSOqzpdWLlyJWxsbNgeamEh8M03wIoVQHQ08OOPwM8/AwcO6KWcR44cibCwMPb7EQRg8mRt5Txlil7KoKCgAC4uLoiOjmbyYmIAf/9ieZXtTVfA9u3b4ejoyNp4/jzQqBFQrx4zwXftyszcetKwYUNs3LiRKb3Ro5kiVScWM0DewoULERYWxv64cQNwdWVOcAb+ls6cOQNjY2Pcv3+fHdi8mU1Idu82SF5iYiJsbW21nbknT2bt1CUEsBQvXryAr68vOnbsqNke5gq/GlF6wIqKinD+/Hl8+eWX6N27tyaZg7e3N0aNGoXvv/8e9+7dAwD88MMPVSrpoqIiHDlyBBMnToS7uzuMjY3Rtm1bfP311xrPz5UrV+r1gzl79iyGDx8OU1NTNGzYEMuXL0d6ejpOnDiBS5cu6f0dJCcnY/LkyVAoFOjYsSPi4+Nx6dIlnD9/Xm9Zavbv3w9XV1e89tpruH79OmJiYkRlC1OpVJg+fToUCgV+/PFHPHr0qPihYCB5eXmIjIyEp6cnHj9+jCdPnoiSB7AthyZNmiAiIgIFBQWSePunpqbC09MTgwcPlszxLyUlBe7u7hg/fnzxQZH+HklJSXBxcSl2CFMr0nffZQr60CH2kNWjD4mJibC2ti7ei719G+jbV1s5d+rEnK505OrVq5DJZDh57Bjbv+3ShSXCMjEBzMzYJEJPduzYAaVSiZzjx4EOHQCFAnj/fbY6NdCqNWHCBPTt2ZNZHORyYNSo4jEyYKsOAGrXro1dGzYA7dqxlbiICT3ArE52dnYQrl1jzn4DBug1USqP5s2bY/r06WyPXaEARG7h/PTTTzAzM2OWkq1b2XcpYkKamJgIDw8PdOvWDUlJSVzhVyfUCn/27Nno3LkzlEoljIyMEBgYiIkTJ2L79u3lemdWRl5eHnbv3o233noLDg4OUCgUeP3117F27Vq8KMcTVBdyc3Px/fffIygoCMbGxujRowf2798vSgHk5uZiyZIlsLGxQePGjREbG2uwrJIyJ02aBBMTE8yYMUOSVWNubi769+8POzs7SZyrADZGUVFRaNCgAdtvlYCCggJEREQgICBAsgdAUVERIiMj0axZM21/jKtXAR0cWctDEAR0e/11BDVrhrySYX3z5gFBQUzB/PWXXopZEAQM7NYNA/39UbhjB8uANnEi0LSptnKuVYuZzXWcCI3o1g2zfXwgvPUWW90SAV5e7F8XF/YA1/MeeKtzZ2xq2BCoXRuwtATefpslhRk6lK2kDWBo69Y44+nJzO1DhjCnNQAQYd3p7uODRHd3lvxLou2W5lZWyK5Vi3m76/lcK4+7d+/ChwhFDg7A4MGilT3AwkNb2tpCsLFh2yIS0K9fP/Rr3BiCpaVB1pbS3Lt3D25ubhgbEcEVfnVCrfCDg4MxdepU7NmzB2klYjEN4cj8+fjY1BQDBgzAli1bRHvKA8DplSux3Nwc0z/6SPTKVs1f27djc40a+PHbbyULk7t28CD+sLREnARe6WpunjuH01ZWeKTnnmpl3ElIwEUrK6R98AGgR8bHynj08CGuWVkhp2tXtipROxjl5AAbNxrU9mfPnuGaUokCLy/g9deZEv3qK7bnambGlJWe3vqpqam4YmOjrYiNjNir5DF3d+C773Qy9WZlZSHu72xlcHQEgoPZam/gQHasSRP2Heixr5uXl4c/a9dGob09cyZbtw548IC9Jk4EDHjIFhYW4nCDBsjx8WF9K3lvVhLdUxkqlQr7/f2RERpaYTY5fREEATFBQUjv2LHccDFD2dGqFdK7dWP+ABIgCALWt26NzD59DNoSKI/c3Fx83bIlsgYOlOx+f/HiBeY2b47swYMlk3njxg2M9fHhCr86oTHplyjKI5bCmBgIZmZVJq/QB+HcOQhOTkCPHgab88pw8yYEf3/A05Ot6KTgyRMI3boxZbR4sSQzfqSlQXj/fcDcHAgJAfbvFy8zNxfC8uVAQABblXXtysy7hYVsBWqI579KxfaTx44tXoXWr89MsTVqMDPqtWv6yz1xAli7Fvj4Y6ZEg4IAW1ttZd2zZ5WhSlpcv84c1c6eZQWXTp9mSlShACIj2SpIB78ULRITgdLe7vv3sz1nQx+y5YWxiX1g5+RI9tDXIGEefg1FRdK3U+2zIDUvQ2Y1IC0tjSv86oRG4ZuZAadOSSf4jz+Y0pNQ6ePOHRbaExIi3aw/JwcYOZK1de1aaWQKArB9Owt7CQwEJHCEA8AUyrhxbA+uXTum4M6dAw4fFtfWs2eBMWMAKytmJvb0ZKtbsfna799n32lkZLFylsuZ4hY7aRszhjlx9ekDzJjB9p3j4sStss6eLauwORxOhXCnvWqGZsDGjQNq1gQSEqQT/jKUfnIy0LIlU0pSVttbv56toN98E5CoFCdSUoC33mLOUB98wORu3Che7r17bJIikwG+vqzdEvgfIDMTmD+/WDmbmjJPcDEIAlPw3boB/foBw4YxZf311+KsH1JYTjgcDgC2NWGIP9Q/pfCNACmrxLy6ZGRkkLW1NaWnppLy3XdZoYc//yRycZHmA/bvJ+ralWjGDKKPP5ZGZl4e0ZAhREeOEO3aRRQUJI3cS5eI+vQhMjMj2r6d6MULombNiBQKcXIPHSIaPZoV5Hj6lOjrr4nKKYSkN0ePEoWHExUWsjb+/DPR668bLg8gWrOG6Nw51nf1q3dvotmzxX8PHA7npZCYmEi1atUSJWPBggX09ttvk729vc7v0eiP9HRSKpWiPr9SXup04hVCa4aWnw+EhzMHIylnbPv3s5X+ggXSyVSpgEmT2Op25062hyiFt3lGBtC/PzNvv/Ya8NFH4mUCzBzv6spWziYm0hQjio1loU/h4cw6I5ezPXQOh/PSSU9PlyQfxK+//iraaXjbtm1YKNKSumLFCri4uGDv3r06v4eb9KsZZQYsPZ3tO3foYLDXbrmUVvpSOd4tW8YU6KhRzHFLCgoKgI4di03b+/aJl3nxIsvkFRjIZCqVLCe4VAgCm/DExEjmgczh/FfIz8+XJIETwJIjSZHPYd++ffilkqI4ujJt2jQsXrxYlIz79++DiDBv3jyDZaSmpsLc3BxEhAkTJuiUlpwr/GpGuQP25AmL+R0wQOd4YZ1QK/3585mzlVSy583Tu/BFpTx4AEydymKmiZjznQFZqSokMZE5s334oXT+AhyOSHQp0KUPv6oz2EnA559/XpxiVyStWrWqsNyrPixZsgTt27cXLWfmzJlQKBSiUngLggAnJycQEebMmWOwnKFDh2oKSU2fPr3KxFlc4VczKhywhARWQWryZBb/K9HsGnv3Fsc7S+HAlp7OwqksLJjMOnWk87QuKmIr5v79mfVA4hrxnP8uUmX0U/PgwQNJZWZlZWFTqXroYkhPT0ffvn0lkxcbG4uIiAhJZD179gxKpRKnJIgiSkhIABFhqwRhyOqSyleuXBElZ+7cuSAiNGnSBPkG5N9X07VrV02BLq1Uunpw7NgxODo6wtrEBLvXr6/y+n9K4Ru/PO8ADhEReXkR7d5NtHIl0bhxzJlLLCoV0R9/FP89YwZRfr44mUol0ZdfEj18SLRgAXPomzNHnEw1MhlRZCTR5s1E0dFE2dnSyH1FAUBFRUWSyrx58yYVFBRIJg8AffbZZ5K28/LlyzRhwgQyMjKSRF52dja9/vrrlJWVJYm8goIC6t27t2TyEhMTafDgwWRpaSmJvJkzZ1JGRgalpaWJlrV27VoiIjp16pRoWX/99RcREf3vf/8TJUculxMR0YULF2j+/PmGCQEoKCiI6tevT3Xr1qWxY8caJKZly5a0d9w4uubqSsPGjaOEhATD2iMxXOH/E1y4wAzl2dlEn39OJPbBKpMRLV1K9NdfzJv8/n2ib7+VpKlkZ8eiAO7dI/LxIUpJkUauGltbIisraWVKSE5OjqRK6unTp3T58mXJ5OXn59OkSZMkbeOhQ4fonXfeIYVE0QOFhYX05ptv0tGjRzUPYbGcOnWK2rRpQ56enpLIUyv7w4cPU/PmzUXLA0AjR46k/fv3S9JGlUpFb7zxBr148YKsra1Fy/vrr79ozd+LjfT0dFGyioqKaMOGDUQkXuHn5+fTtWvXiIhoy5YtotqmUCioQ4cO5OvrS2PGjNHvzWlpRLNmESUmUt++fenMmTOUmZlJq1at0r8hjx+TUd++FDhrFjmPHk0R3bpRr169JJsIiuKl2g9eISo1yQgC8MsvgJsbM5frYOLRi6NHWYY3kal8K0OlUkliSi0sLBRVOa8kWVlZ+OKLL3RyitGFw4cPY/DgwZLIAoA//vgDderUQUpKiiTyHj9+jJCQEPTr108SeQCr9W1iYoKZEuUaT09PR8eOHUFE+PLLLyWRuW/fPtSoUQNEJEnp3aysLLRt21ZTjlqKOg0ly1NLUcZ49uzZMDExARHhvffeEyVLEASMGDECNjY2IKKydef15PTp0+jTpw9kMhnatGkjynyemJiI3bt3g4hw6tQpJCcn6/bGGzeYD08JMjMzce/ePRARbuiaJjo3F/j8c8DOjqWXLsE333wDBwcH/VKaR0ezyCQiVl8hJQVZWVnw9/dH3759K3yG8j38aoZOA5aVxcLTGjeucB9bpVIhMTERp06d0u9GEgSN41pBQQHOnz+PlStXYteuXfp0Q4uCggLs27cPY8eOxezZs0Up/OTkZE0J3uPHjxssB2CFYNasWQMXFxdRjjVqMjMz8c4774CI8KMBFc5KU1hYiBkzZsDIyAi9evUSLQ8ATp48CRcXFxARfvrpJ9HyVCoVPvjgA42SkqIM7ePHj9GkSRONzKtXr4qWee3aNU0JaCMjI6SmpoqWefToUbRp0wZEhJCQENHyCgoKcOjQISgUCiiVSr3CsSoiPz8fAQEBiIiIwPz580XLEwQB9vb2WL58uSTt+/333+Ho6AiVSqVbSF0V4XI2NjZVt0sQgGPHWFrwtm0rfIY2bdq0am99lQrYsIH5KhEx36VSE4iCggJ4eXlh1qxZlcsqSWIi89kiYn5bf3Pz5k1YW1tj6dKl5b6NK/xqhl4DduVKcRUssLjNdu3awcPDAwqFAmZmZtiiZ9GY3NxcTJs2DaGhoTAzMwMRoWfPngatXvbt24fBgwdrVgShoaHIMzC08MqVKxgzZowmTEWrjKqeCIKAmJgY+Pn5gYhQs2ZN0TfI/v374e7uDiKCs7OzqNUKwJSeWpkQEXbs2CFKHgD8+eefcHBw0Hj9SvFQOHfunKad9vb2khQ9Sk1NxcSJE2FsbAxXV1fJnOtGjBgBHx8fBAUFSSIvOzsbLi4umDp1qiQTRoB5v9etWxeXL1/Gw4cPRcv766+/YGRkhAcPHkhSNOv69esgIjyTKEpm/fr18PHxqfyilBRg5Uqgd+8qK+r5+fkVly4uTWEhq2YYHMwUqULBqjxWwIIFCxAcHFx52wSBOT7LZEzmjBnlXvbzzz/DwsICiaUmA+WSkwOEhrIKghMnsiilEvz+++8wMTHBoUOHyryVK/xqhqEDlpKSgjlz5mgUhJOTk0FetLm5uRgzZoxGTvfu3Q1WXhcvXtSYUF1dXUXVd4+Li4OdnR2ICHXr1kWmCM//3NxcLFy4UNPHimbLuqJSqfDzzz9DoVCIDsNRk5OTg/Hjx4OIYGtra/BEqSSCIKBjx46wt7dHVFSUaHkAM2vXq1cPffr0wfDhwyWRmZiYCKVSidWrV+NrA2u3l+b06dMwNjbGmTNnkCBRuupPPvkE9erVQ15eniQTnfz8fLi6uuJ/EpRLVfP++++jXbt2kslbs2YNvLy8Kr/ozh1W8EmHqo9Lly5F69aty57Iy2NJq3r2ZIrZyEin5FidO3eu+P7LywPmzCkOGa7iPr1y5QqIqPJy1Y8fs7TinToBfn4VJkgTBAEtWrTAmDFjKu9AURHrs5cXq09SwX0/c+ZMODg4lJkUcoVfzdB3wK5evYq3334bFhYW8PLyQps2beDv7497JVb+uqBSqbBx40a4u7vD1dUVTZs2RdeuXQ1W9lu3bkXNmjXRsmVLmJmZ4cyZMwbJAdiKLzw8HK6urnB2dsY+kYl3nj9/Dl9fX4SGhqJOnTqi9+5VKhX69OkDHx8ftG7dWtTERs2FCxdgamqKlStXYvr06aLlAcwCZG1tjTt37mC/FBX+AEyaNAleXl7Izc1FkiEV/cqhf//+aNOmjWQre5VKheDgYIwcOVISeQCQlJQEa2tr/PDDD5LJXLduHezt7ZEtUS6IoqIi1KpVC+vWrav8wqwsnf12hg8fjhEjRmgfTEoCtmxhybbq12fKdMkSneRNmzYNPXr0KHsiNZWt6NXKWUffkFGjRuGtt94q/+SxY2yPPSgIaNiwykRmgiDA29u74glYSWWfm8uKU1XC8ePHIZPJcK2iCpWCAEyYwMo5375dqayioiJERkYiODhYazHAFX41Q5cBU6lU2LNnDzp16gQjIyNERERg9+7drA72/v16m+727duHwMBAKJVKfPrpp8jJyUFsbKxBq8rk5GQMGDAApqamWLZsGVQqlaj9/1u3bqFhw4Zo1qwZHj9+LFpRJSUloXHjxmjTpg2ysrJw/vx5UfIANtu2s7PDrVu38LQKk6MuZGZmwsvLS/PgkmL1ePPmTVhYWGCjFLkW/ubkyZOQyWQ4duyYZDL37t0LuVwuOpa6JOvWrYO1tbVkZmgAmDJlCgICAqpMhKIrKpUKPj4+ojKzlWbfvn0wNzfXfh7cuMEcwqZMATp3ZlUYo6J0TjjVoEEDrC1dxfL5c5b+W62c33tP5/K0o0ePLjsREwTmACeXs73xtm11rro4d+5cREZGlj2xeTMrPjVtGlPOf/6pk7ypU6eiQ4cOZU+UVvY60qNHj/InOADrs4UFqxKpA8nJyahbty7eLuEkyBV+NaOyAcvMzMSKFSvg7e0Nc3NzjBkzRtSDMT4+HhEREVAoFJg0aZLoFdru3bvh4uKCZs2aSeJodeTIEdSsWRN9+vSRZNWTkpKCwMBAhIaGSrKfCQCbNm2CXC7HYTElcUsxdOhQNGrUSNKVXmhoKHr16iXZqjkvLw++vr549913JZEHsG2M+vXrS2bRAFh9cCcnJ8k8/QHg3r17UCgUkjitqfntt99Qo0YNbe/ykyeBxYtZCuhx44AhQ1hVRl32gcES0QwaNEj74MOHbAWpVs6DBrHU1Trw5MmTsp7rd++yyB5TU+ZN3r+/XgmxevXqhY9K1sd48YJNQGxsWETSrl06bQ2oiY6Ohp+fX/EBQQAWLWKTh1WrdJaj5syZM5DJZNrPRgOVPcCcR2UyWVmH4y1bWEpyPRdH58+fh5mZmcaKwxV+NaO8Abt79y6mTJkCa2truLm5YfHixbqHnZTDvXv3MHjwYBgbG2PQoEG4c+eO6Da/9dZbkMvlmDdvniThSevWrYNCocDHH38sySoqLS0NzZs3R3BwsGQ3w6lTp2BmZobVq1dLIg9gTkzm5ua4LGFe/0WLFsHR0VHSVK2zZ8+Gm5ubZBMnAJg+fTrq168vWXgkwFbijRo1kuQ3qWbYsGFo37699uRp/35g/HhWenjRIuCbb4AfftBJWan3dydNmlTyIHDkCCtGpVbObdroXJAqMzMTFhYWiImJUR8APvsMcHICHByYvHHj9FLO27dvh6OjI+t3fj7w6aesfZGRrDT2vHl61/sICwvDZ599xv44epQVtAoJ0XJG1ofY2FhYW1uzPwoLWYicpSVzrDMAQRBQu3ZtrFeHQItQ9mrGjBmDFi1aFP9+jhxhEyYDwxzXr18PMzMzxMXFcYVf3VAPWFpaGo4ePYpevXrB2NgYLVu2xNatW0VVg0pOTsaUKVOgUCjQoUMHnDt3TnR7Dx48CHd3d/j5+UliHlepVJg6dSoUCgW+//570fIAICMjAy1atEDTpk0lCccCWGpWZ2dn7Ye0SK5evQoLCwtEi615X4KLFy9CoVBImkf94sWLkMvl2LNnj2Qyr1y5ArlcXnbVnJ1tcArlq1evwsTEBAcOHNA+cewYe2BPmcLSVJ89q3Oq6osXL2qc/wAwpXLmDFN+JibFytndnTmd6WBROXr0KExMTFg++QcPmCxfX8DYmNXQMDJi3t963Pvff/89nJycUJiUxApk1azJZK1axZTp3Lk6m93VvPfee+jduzdw6BDg48OU87ZtxXIMsB75+flh7erVrJ6HiQkLNxYxObt69SqICBmPH7MtC1dXQGS+jvHjx6Nbt26SKHuAOaVaWFjg559/ZpFWNjYVevfrytixY+Hu7o67d+9yhV+dUCv8xo0bQy6XY/DgwTir455OReTm5uKzzz6DjY0NGjdujL1794o27ebk5GDixImQyWT46KOPJPEiz8rKQs+ePWFvby/ZvnBWVhZatWqFgIAAUVaR0jIDAwPRpUsXSfbXAfZ9+vn54Y033pDM7K6OwZbKex5g2wPNmzfHkCFDyp4sKGB7xHqiUqnQunVr9O/fv+zJx4+ZI9jIkczEq2N0hiAI6NSxI96KimKm8Z9+YivvsWOBLl2Kw6iImLl3+HCdVs89O3fGzLZtmRKNiGCrR5mMOYJ5erIV77x5elWf7BMRgdWhoUC7dky5BwQAS5cy0/2mTQZVh+wZFobY4GDA2pp5fK9fX6xIDfx9dQwIwJVmzVh/J01ipatFEuDoiOeNGzOrg9oaIYKMjAy4ECHXx4flKZEgtPHgwYOoZ2oKlYeHaGWvZtasWWhZvz6EOnWAoUMNHhM1+fn5CAkJQc+WLbnCr06oFf6HH36oW8ymDuxZsABzbGywYf16yRTUwW+/xTe2tjhx5Igk8gDg2KZN2GJri7sSWArUnNq9G7G2tkg5cUIymXHHjuG4rS2yf/hBZ2eiqrgYH4+zNjbImzkTuHlTEpk3btxAnLU18vv1A1asAOLjtdt79Kheq0aAWTbOWVujsHFjoHt3ZhZevBj48Ucmz8uLraz27NF5Zf7s2TOcsbWFqkYN5rRkbs6qOJqaspAstWJWx073718mNrk0aWlpOFWzJnuPiQlQty5z/ho2DJg1i1VetLdn3t863mc5OTk46uQElULBzOszZjBlrJ6ELFtWpad2aQoKCrDfzQ0Fjo7A++8Df/2l1/vLo6ioCDFeXsjx8GATBgl+o4IgYKefH7IaNxa9Yi7J1qZNkRkUpNc+fVWsbdYMWS1bVhgipy+FhYX4omlTZLduLVmp64yMDMz290dOWBjbHikHfZX2o0ePMMbDgyv86oRmD+bbbyWTWbRnD4QaNdgeo0QKCmfOQKhViz34JAhDAwAkJEAIDGQP4927pZH5+DGEnj3ZquTdd5lHsVhSUiBMmsRWdw0asP1asQ52ubkQliwBmjdnSqppU6ZI795l5+Pjdd6/1SAIrALi22+z1Y6REWtzhw5M6XXuzEzH+q6s9u1jfZ42jTmStW0LeHgwBV1SOXt6Al99pduD99w54OBBZi4+fJjtax49yvbGLSyY/EmT2HldTb43b7KJQenffG4uM+Ub8vBOTJTsoa8hJUW6+1JNZqb01STz8qSXWVQkfd8FQe+JbEmys7PL9/nQo+8vXrzQLRS5kpX9//73P70Tp6WlpXGFX53QKHyZjCWvkIpz55jDTs+eepkbK+XZM2aGdHFh+6JSUFDATKJyOfDmmyweVwqOHAFeew1QKpnzkgRbEEhNZbJcXdke6cyZLBOYIACxsYbLvX2b7eOqQ52CgpjZz84OEJNxLz2dKes5c5g5uuTqOTISEOsoeOsW+36bNGHt/fxzlixFzFZKYiLb55S4PC5HPFKWF5YqZFIKv5Lr16/jiy++ECWjqKgIbm5uzC/DQNT+CAsXLtT5u+ZOe9UMzYCtXcuUnsgCFVrcuQN4e7OUjS9eSCOzsJA52sjlzKQp1UPgwgWmOFxdJdnbA8Bm6Bs3ArVrMwemrVtZe0+dEtfu/HwmNyCArXLfeouZpKXw3k9IYBMgdV5tIiZfRyezCjl3jv0WmjUDOnYE+vVj5nkD9uA1pKaKcrjilEVsiubSXL9+XTJZZeLxDSQlJQUTJ04ULUcQBHh6eoqO8jhz5gyUSqXoSUjdunUREBBgcFZQQRBQt25dEBHefPNNnX4LXOFXM7QGbNs2pkhXrJDuA5KSgJYtmbn11i3p5P7yC1vd9esniTMPAKY85sxhe7AjR7JsYI8fizepZmczr+AaNVjO6mbNgNmzxbdXEJgJ2te3WDlPny5+EnT5MtC6NZsAeXuzaoktW7KV7yuElCtKgJldpSQ/Px9HJPRpyc3Nlaz6IMAS8UybNk0SWdeuXYOHh4cksr766is0bdpUtJyEhARJikLt378fRFRxxj4dUdeY6Nq1q8G+U+piXKampvjoo4+qvAe4wq9mlBmwHTuY0pcopzgApjB792aesSJS3pbhxg3A35+lrVQn3pHihxcfz/aga9dmXtYSeLUCYObiqKhi5fzpp+Jl3r/PEpF4erJxUyc3kWIL4SVQUFAgKtSzPC5duiRZBjo1X3/9taQK//Hjxxg6dKhk8gRBwODBgyULJRUEAcOHD5esjcnJyahVqxZmSzGxBdC1a1dYWVmJliMIAnx9fSGXy0VH+qxduxZEVH6mPT3YsWOHpqqimNDlIUOGgIhgbW2NZcuWGSRj165d8PDwgFwu1yk3B1f41YxyB+y339h+q4E/mnJRqVgKTAsLQF0bXIqHdFYWMHgwcw77/nsgPFwap5z8fBY3rVbOOubqrpTUVGDgwOJEJESAyL27kty+cYNNAA4dEr8/DpZVS8qUs3l5eRg5cqSkijQuLq78VKQi+OSTTyQtAPPixQv4+vpqpSQVy0cffaSpxS4FX331FYhIOwudgQiCgH79+oGI8Mknn4iWp14BE5HoLYejR49qZIkNPx45ciSICMbGxngswut/3bp1ICIolUoMGTLE4Ptj5syZ6Ny5Mxo2bGjwBDg7OxtXrlzBG2+8geDg4CotBVzhVzMqHLBdu9j+sBSKriTLljGT+cqVzHO7gv0vQRB0n4ELAvPiVsc6l3jI5OXlVVw8ojLy89nq3syMyTQywo0vv8Tp06f1l1VOe+/u349NXboA77wDlE57aQBbtmzB6NGjxbftbw4fPgxHR0fkSuQhnpOTg8jISMmq5gGsVK6trS1GjRolmcwlS5aAiDBlyhRJ5KWlpeG1114DEWGFRFtlX3/9tUZpSZHr4cCBA5DJZCAiSVICb9y4UdO+zz//XJSsoqIiBAQEaOSJrR0xdOhQTcnrb0VGJvXq1QuOjo7o3LkzS2pjILGxsVi+fDmsra1FhTGnpaUhKSkJ5ubmotMwP3/+HDVr1sRXX31V6XVc4VczKh2wmBim9D/9lCUTqSTETKVS4cyZM5gzZ07ZvM2l2bqVyZXLWWrQEqSkpGD58uXo2rWr7lnqBIEpeSMjTRx04Z9/YtWqVWjQoIF2Lm59yc5Gzk8/4ZSvL+7IZMiTIGb/p59+gpWVVXH6TBEIgoB58+aBiLB582bR8gDgl19+gampKcLCwiSRl5mZiXbt2mk8gKXg7NmzsLGxARFJlmr4iy++0CgWKarSZWdno1WrVhqZR48eFS3zzJkzqF+/PogINWvWFC2vsLAQc+fOhYWFBYgIW7duFSVPEARs3boVbm5uqFmzpujSuykpKdi7dy+ICP379xdtcXr69ClCQ0OxcOHCqp9TVVBYWIiWLVsabD4vSWpqKoyMjHBBgpwDo0ePRufOnUXL+WHjRjQxN6+0EipX+NWMKgds3z62yq1Xj8XVlyA7Oxs//fQThg4dCgcHBxARxo0bV/WHbt/OHO7+zjomXLmCI0eOYPDgwTAzM4ORkREOHTqkf2fu30fRnDnIsLfHXRMT1CDC5MmT9ZdTgt9//x116tQBEWH+nDlVJmCpjJycHIwePRpEVLaqmAHk5uZi0KBBICLIZDJJ0viuWbMGxsbGIKKK63zrQVpaGlr+nY2LiHDw4EHRMp8/f462bdtqZErxkExNTcW0adM0MqUoxpSdnY3NmzdDJpPBysoKKSkpomUC7IEeFBSErl27SiLv9OnTkMlk2LBhgyRbBPfu3QMR4eLFi5JsCW3duhXOzs4QBEES/4/69euLdrRT8/rrr2PWrFmSyAoICMDXYnyn/t4KuHz5MoyMjAyzbKo5dQpC69aY07QpOnXqVOE2A1f41YwqBywujoV/qTOIlcjKJggCJk6cqHlIdunSRfcb8sQJoEcPgAgFLVqgb58+Gjkffvihwf3ZsmUL7O3s0J4Ifa2sRCnBgwcPws3NTaOgxXhZC4KARYsWoUaNGiAiDBw40GBZanbs2IEGDRqAiCRZjefk5GitcqWoyJebm4s1a9ZAoVDAzMzM4JCh0nz55ZdwcXGBn5+fZE6AkydPRmBgICZPnixZhsjw8HCMGDHCsAlsOSQmJkKhUODAgQOS1WkYPnw4evbsKYksAPj888+1K8iJZNKkSZK2r0aNGpJMPAFWIXDChAmSyBo/fjz69u2r/xtzc1k4dYmwxY4dO+Kdd97RX9bNm0Dfvux536IF7t+7B0tLywqdQ7nCr2ZUOWBFRcwZrm5d9iPo0wcAy+8+adIkyGQy1K9fHwEBAYatWK9dw72ICIw0N4ezszOaNGkiynt2zZo1MDExgbW1teg90zt37sDR0RGOjo6G3Tyl2L9/P0xMTODh4SFJwo57f9+MUVFRxRXARDJ+/Hg0btwY77zzjiT794WFhWjUqBE++OAD7BCTxKcEaWlpqFmzJlatWoVH+mYDrIAHDx7A1NQUMTExknn8Hzt2DCYmJrh9+7Yk8gDmrNesWTPJHB+Tk5NhZmaGfQbkz6+IFi1aYO7cuZLJCwkJwRKJfIkyMzMls+AAwLhx48qv81AZSUksMVcptm7dCicnJ93HNj2dJeJydmbFk0pk39y1axcsLCz0syqdPcsik9QOxX9P+JcvXw47O7ty8wRwhV/N0HnA8vKA5csBJyec/uor1KtXD15eXjh69Ch27txpUIanoqIizJgxAyYmJvjyk09w8OBBUSbAL7/8EnK5HJs3b8batWtFV/rz9vZGz549ERcXh5si880/ffoUTk5OmDVrFs6dOyd6VSoIAiIiItC5c2cUFRWJdmYCgAsXLkAmk+Ho0aOSrZpXrlwJe3t7yVajACtr27BhQ0nD+0aNGoXWrVtLGkHQvn17jBw5UjJ5aWlpUCqV2LZtm2Qyly1bhgYNGkg2yXn48CGISLLojtzcXMjlctH77Wpu3rwJItJPEVYSGTBjxgzdtlZUKpYFsn9/wNYWKCch0ZMnT0BEuvkc7drFqt6plfPOnaU+TgVPT0/9Jkrq6nwKBcuE+TdFRUVo0aJFuVZJrvCrGfoMWHJyMkYPGoRwY2NMnz5d1AowOTkZkZGRcHBwkMS8tnDhQpiammJnqR++IeTl5aFNmzYICQlBttic9WA3X3h4OMLCwiQzFa9duxZWVlaiUmmWRBAEtGrVCoMHD5ZEHsB+Ww4ODpJ5pwOsYIe5ubmk5XcTEhIgk8kkq5gIAEeOHIGJiQnuqmsTSMCiRYvg6ekp2W9IEAR4eXlh6dKlksgD2KTb19dXMnknTpyAXC6XLFrk+PHjUCgUVU/sEhOZmTwqihUEqoDPP/8crVu3rlxWdHSxhZSIRShVgKenJ9bokuL81q3i1Xi3buVesnz5cri7u+s2MX7yhCXZ6tiRJWAr5Zx85coVKBQK7Nq1S+s4V/jVDF0GTBAEbNmyBY6OjnjttddEO0mdP38e9erVQ1BQEB6KLCcpCAKmTZsGCwsL/PHHH6JkAUw5DxgwAB4eHnguReEbsMmIvb29ZObnxMRE2NjYiA4rKsnGjRthZWUlWcVEAJg6dSp8fHwkX4m3bNlS0pV4//790aVLF8nkAUC7du0kDRfMzc2Fk5MTVq1aJZnM/fv3w9TUFElJSZLJbNWqlWRObACwdOlSBAUFVX6RSsVWzBs2sAyclbB9+3a4ubmVf1IQWPGloKBi5VyF0290dHTV/gqnT7OKjGrlXMlvd+TIkRg2bFjl8s6dAxwd2fbqkCHFBa9KkZGRAaVSWXXI4LNngI8P0L49C5OuoH1z585F7dq1tXQFV/jVjKoG7NGjR+jWrRvMzc2xdOlS0Q/v9evXw8zMDG+//bboTFeCIGDChAlQKpWSrc6mTp0KOzs7JCQkSCLv6NGjMDExkWTPHmB97tGjB8LCwiQzw6anp8PZ2Vl0zHRJ7t69C1NTU+yWqgohWHEPmUyGExKWHo6Pj4exsTHi4+Mlk3n48GHI5fJKw5n05bvvvoOLi4voe6YkvXv3ljT73+PHj2FkZIRLly5VfXFmJivaVAW9e/fGe++9V/ZEQQELF+7UiZnIiVhhrSoscitWrECzZs0qvuDHH7ULPFVhTfn5559Ru3btii/YsIFFOY0ezSpdVrGIWL9+PerVq1fxBbGxLEX3uHGsbVU4wU6ePLlyC8Tz54CfH6tAWcV3l5+fDz8/Py1/Jq7wqxkVDZhKpcLKlSuhVCrRvn173BKZBz8/Px9jx46FmZkZ1q1bJ0oWwPaVRo4cCTs7O1HpKEvy3XffwdTUVLL9whcvXsDV1VVU1EFptmzZAnNzc9E+BSWZPHkyfH19yy/RaSADBgxAx44dJV2Jd+/eHT169JBMHgB06dIF/fv3l1RmWFgYxowZI5m8oqIiNGjQAIsXL5ZM5uPHjyGTyXDy5EnJZC5fvhze3t5lxzwnh+Xb6N2bVZCsWZM5mlWRZlsQBLi4uJRfslWlYuWS1cq5dWudCjzNnDkTr7/+etkTGRmsrLOJCVuFN2zIamlUwcGDB2FpaVn2RF5eceIutfe8DhOcO3fugIjKt3xu3Mhyl3z6qc6pvu/cuQNjY2OcLy9/yIsXLIW4jt8dAJw6dUpr+4sr/HJYsGABWrRoAXNzc1hbW+v0HkEQMHPmTDg7O8PMzAwdOnQo48yRnJyMQYMGwcrKCtbW1hgxYoTeYU/lDVhCQgLatGkDGxsbREdHi35oP3r0CCEhIXB3d0dcXJwoWQDLxz5w4EA4OTnptprQgd27d0Mul4tOPKJGEARERUUhJCREMkX64sULODg4SLrnevnyZZiYmEgWpgQAf/75J2QyGS5evCiZzOPHj0Mmk4mLLS7FsWPHIJPJJLPmAEwByOVy3L9/XzKZW7duhbW1taQP1blz5yIwMLDsvZ2VxfJtDBwI9OoFdOnC0lXr4CjYpk0bzJgxo+yJpCTmrKZWzv7+LAV0Fajj+cv4qRw4AAQGAtbWQNOmrBqnjhFCo0ePLutIeeAA83L39WWTkCdPdK7ieP78eRCRtuXz4UMgOJjt2+v5vBMEAbVr18amkn4DgsC88eVywIBkXT169Ci7TZCczIpjtWypd/GxiRMnwtvbG7m5uVzhl8esWbOwbNkyTJ48WWeFv2jRIlhbW+PXX3/FX3/9hW7duqFevXpaziuRkZEICAjAqVOncOzYMTRo0EDv+O6SA1ZQUIBPPvkEpqam6N27tyT7ueoUrREREZLsFebl5aF79+5wc3MTl0GvBHFxcahRo4ZkoT8Ac+axsbGR1Kz7xhtvICgoSFKnrXbt2km6whUEASEhIZLuXwuCgNDQUElTBwuCgNatW4uuUFaeTClz5guCgKZNm2Lq1KllT+bksD3cAQOAd98FZs5ktRliYytdARYWFsLV1bWsP0BhIau+2KZNsXKuVYsl36qCJ0+elM0Ud+0aMGYM279u2JDJiozUucDVTz/9BFdX1+IDV64wJzoTE2DCBLZC3btXp5W4mm7duuFjdXbPkqv6adMMKjilXpFrcnQcOMBqZURGMqVqAAMHDsTYsWPZHyoVMHEiq0Fi4Lbg4cOHoVAoiiN5UlKKJ0oGKOrMzEy4u7tjxowZXOFXxrp163RS+IIgwNnZWUsBpaWlwdTUVJMh6urVq2UKQMTExMDIyEivQg7qATt8+DACAgLg4uIiSby0IAj4/PPPYWJigo8//lgSJZWdnY2IiAh4eHhIpkjv378PZ2dnvPvuu5KZn0+fPg25XI5fqnAg0oddu3bpXMFKVzZv3owaNWqIdpwsLdPS0hJPnjyRTOYvv/wCCwsLSR0KY2JiYGpqWnGUgwHRGQcOHIBCoShfZmEhc7Lq2ZPVkNi+HUhIqHKP+I8//oCpqan295mezkK85s0DGjUqVs6mpqw8chUP319++QVKpRJZWVmsXX/8wfaYHRyYCbpnz+KcGzpO0lesWAFPT08IKhWbIHTuzFJdR0SwFN0qFbB6Nfs8HZkwYQJLRPPkCWufTMa2BURM9IOCgrB8+XI2sSm5qjeQ1NRUEBFu3rgBLF7MJg+zZ4sqDPbtt9+iUaNGbALSr5/oKqOCICAgIIBlzkxLA5o3Z46JekyUShMbGwu5XI4TJ05whV8Ruir827dvg4jKOBK1adNGk9UpOjoaNjY2WucLCwshk8n0UthqhS+TyTBq1ChJ4qUzMzPRv39/KJVKycKn0tPT0bp1a/j6+kr24E9NTUWjRo1E1Y8uT2bdunUly74FsMmeq6urpMlMMjMz4erqikWLFkkmMzc3F+7u7pLlywfYb7phw4blm4rVPHyoV/lilUqFwMBATJo0qeKLRo9mXstLl7LSy1XIV4c1Thg9mmUrO3CAmV/nzQNGjWLOZbVqFStnIqBZM+DnnyuV3aF9e8zq3x9Yt461yd+fKVILC+Zo9cYbTNYbb+hkJgeAzuHh+F+3bqxd9vZsBd67N7B5M3MCS0lhzmZ6fKcRbdpge5cuzAHM1BR46y3RFRtbN22KE506MSe1kBCWnVMkvm5uuNWxo6hVfUlUKhWUREhp25bFxUvgpHr58mUoiVDQqhVLaS6BJXPt2rXwcHCAKjiY+VFI8JwfOnQoWv5d2OhlK3wT+n/M06dPiYjIyclJ67iTk5Pm3NOnT8nR0VHrvImJCdnZ2WmuKY/8/HzKz8/X/J2enk5ERJs2baLIyEgiIsrIyBDV/l8WLaIGhw7RoYMHqYGnp2h5RES7vv2WeiYkUPcjR6hGjRqSyDzw0080+cUL6rx1K2VnZ4uWR0R0+Pff6bPMTGrXp48kbSQiOnHwIH2Tk0Mt3d0pIzmZSC4XLfPc2bO0OieHgrOyKOPUKSIfHyIjI1EyL1++TCvT0ijo4kXKWLKEKDCQyM+PyMKi+KKHD4lsbYksLXWSefv2bfr8yRMK2bePMi5fJnJy0n45OhLt20e0bRvRiBFEAwYQ2dhUKjMxMZHm3blDLR8/powffiASBPZSqYr/LSwkKioiOniQ6P33ierVI5o5k6hXr3K/p5SUFPrg8mVqe/w4ZaxaRWRuTlS7NpGbG/u3aVPW723biHr0IHr7baLmzZmszMxy25mVlUXvxsdTh9RUyjhzhl0/bBhRUBBRo0ZEJiZE586xfjdrxt5UxW8uPz+fRly8SOHp6ZQRGUm0ZAlRp05ENWqwCwSBSCZjbaygXaVRqVQ0/M4dapudTRljxxKNHElkb69TeyoCAI1KSyPPJ08o45tviLp3Z9+VyHvqPQsLsrx5kzL27SN67TWi/Hz2EsF8Hx8qePSIMg4fZr8TkW10dXWlD7y9KeX5czKPjWW/c5Eyo6Ki6Nonn1BSWhqZ7d1LZGwsWubcuXNpTps2dILYeL1UXup0QgfU9agre5V2MNJ1ha82k5Reyfbt2xf9+vUDwGK7vby8yrzXwcEB33zzTYWyZ8+eXWW7+Yu/+Iu/+Iu/dH1JmT66PP71Ff6UKVNo+PDhlV5Tv359g2Q7OzsTEdGzZ8/IxcVFc/zZs2fUpEkTzTXPnz/Xel9RURGlpKRo3l8e06ZNo8mTJ2v+TktLI3d3d3rw4AFZW1sb1N7/AhkZGeTm5kYPHz4kpVL5bzfHYHg//lvwfvy34P34b5Genk516tQhOzu7l/o5/7rCd3BwIAcHh5ciu169euTs7EwHDhzQKPiMjAw6ffo0jR07loiIWrRoQWlpaRQXF0evvfYaEREdPHiQBEGg4ODgCmWbmpqSqalpmePW1tbV+oenRqlU8n78h+D9+G/B+/Hf4v9LP4yNjV+u/JcqXWIePHhAFy5coAcPHpBKpaILFy7QhQsXKCsrS3NNw4YN6ZdffiEiIiMjI3rvvfdowYIFtHPnTrp06RINHTqUatWqRT169CAiIh8fH4qMjKRRo0bRmTNn6MSJEzRu3DgaMGAA1apV69/oJofD4XA4kvOvr/D1YdasWbRhwwbN34GBgUREdOjQIWrbti0RESUkJGgc6IiIPvzwQ8rOzqbRo0dTWloatWrVivbu3UtmZmaaa3788UcaN24cdejQgYyNjal379709ddf/zOd4nA4HA7nH6BaKfz169fT+vXrK70GpbwcjYyMaN68eTRv3rwK32NnZ0ebNm0S1TZTU1OaPXt2uWb+6gTvx38L3o//Frwf/y14P/TDCKU1JIfD4XA4nP93VKs9fA6Hw+FwOIbBFT6Hw+FwOK8AXOFzOBwOh/MKwBW+jixcuJBCQ0PJwsKCbKpIOaoGAM2aNYtcXFzI3NycwsPD6ebNm1rXpKSk0BtvvEFKpZJsbGxo5MiRWmGGUqPv5927d4+MjIzKfW3btk1zXXnnN2/e/J/pBxFR27Zty7Tx7bff1rrmwYMHFBUVRRYWFuTo6EgffPABFRUV/Wf6kZKSQuPHjydvb28yNzenOnXq0IQJE7QiU4he/nisWLGC6tatS2ZmZhQcHExnzpyp9Ppt27ZRw4YNyczMjPz9/WnPnj1a53W5V14G+vRj9erV1Lp1a7K1tSVbW1sKDw8vc/3w4cPLfO/qVNsvE336sX79+jJtLBm1RFQ9xqO8+9nIyIiioqI01/wb43H06FHq2rUr1apVi4yMjOjXX3+t8j2HDx+mpk2bkqmpKTVo0KBc53R977lyeal5/P4f8V8uzasP+n5eUVERnjx5ovWaO3cuLC0tkZmZqbmOiLBu3Tqt60r289/uBwCEhYVh1KhRWm0sWayiqKgIfn5+CA8PR3x8PPbs2QN7e3tMmzbtP9OPS5cuoVevXti5cydu3bqFAwcOwNPTE71799a67mWOx+bNm6FQKLB27VpcuXIFo0aNgo2NDZ49e1bu9SdOnIBMJsNnn32Gq1evYsaMGZDL5bh06ZLmGl3uFanRtx+DBg3CihUrEB8fj2vXrmH48OGwtrbGo0ePNNcMGzYMkZGRWt97SkrKS+uDIf1Yt24dlEqlVhs1JV//pjqMR3JyslYfLl++DJlMhnXr1mmu+TfGY8+ePfj444+xY8cOEFGV1T7v3LkDCwsLTJ48GVevXsXy5cshk8mwd+9ezTX6fjcVwRW+nvwXS/PqilSf16RJE4wYMULrmC4/bKkwtB9hYWGYOHFihef37NkDY2NjrYfft99+C6VSifz8fEnaXhKpxmPr1q1QKBQoLFEy9WWOR1BQEN59913N3yqVCrVq1cKnn35a7vX9+vVDVFSU1rHg4GCMGTMGgG73ystA336UpqioCFZWVtiwYYPm2LBhw9C9e3epm1op+vajqmdYdR2PL774AlZWVqxc8d/8G+NREl3uww8//JCV8S1B//790alTJ83fYr8bNdyk/5K4e/cuPX36lMLDwzXHrK2tKTg4mE6ePElERCdPniQbGxtqpq7QRUTh4eFkbGxMp0+flrxNUnxeXFwcXbhwgUaOHFnm3Lvvvkv29vYUFBREa9eufWmVn8T048cffyR7e3vy8/OjadOmUU5OjpZcf39/reqKnTp1ooyMDLpy5cp/qh8lSU9PJ6VSSSYm2mk1XsZ4FBQUUFxcnNbv2tjYmMLDwzW/69KcPHlS63oi9r2qr9flXpEaQ/pRmpycHCosLCyT//zw4cPk6OhI3t7eNHbsWEpOTpa07SUxtB9ZWVnk7u5Obm5u1L17d63fd3Udj+joaBowYADVUFcs/Jt/cjwMoar7Q4rvRk21SrxTnXiZpXnFtEns50VHR5OPjw+FhoZqHZ83bx61b9+eLCwsaN++ffTOO+9QVlYWTZgwQbL2qzG0H4MGDSJ3d3eqVasWXbx4kT766CNKSEigHTt2aOSWN17qc1IjxXgkJSXR/PnzafTo0VrHX9Z4JCUlkUqlKvd7un79ernvqeh7LXkfqI9VdI3UGNKP0nz00UdUq1YtrQdxZGQk9erVi+rVq0e3b9+m6dOnU+fOnenkyZMkk8kk7QORYf3w9vamtWvXUuPGjSk9PZ2WLl1KoaGhdOXKFapdu3a1HI8zZ87Q5cuXKTo6Wuv4Pz0ehlDR/ZGRkUG5ubmUmpoq+req5pVW+FOnTqXFixdXes21a9eoYcOG/1CLDEPXfoglNzeXNm3aRDNnzixzruSxwMBAys7OpiVLluilYF52P0oqRX9/f3JxcaEOHTrQ7du3ycPDw2C5pfmnxiMjI4OioqLI19eX5syZo3VOivHgVMyiRYto8+bNdPjwYS2HtwEDBmj+7+/vT40bNyYPDw86fPgwdejQ4d9oahlatGhBLVq00PwdGhpKPj4+9N1339H8+fP/xZYZTnR0NPn7+1NQUJDW8eowHv8kr7TCr66leUujaz/Eft727dspJyeHhg4dWuW1wcHBNH/+fMrPz9c5XeQ/1Y+SbSQiunXrFnl4eJCzs3MZz9dnz54REf3nxiMzM5MiIyPJysqKfvnlF5LL5ZVeb8h4lIe9vT3JZDLN96Lm2bNnFbbZ2dm50ut1uVekxpB+qFm6dCktWrSI9u/fT40bN6702vr165O9vT3dunXrpSgYMf1QI5fLKTAwkG7dukVE1W88srOzafPmzZWmT1fzssfDECq6P5RKJZmbm5NMJhM9xhr02vHn6O20t3TpUs2x9PT0cp32zp07p7kmNjb2pTvtGfp5YWFhZbzBK2LBggWwtbU1uK2VIdX3dvz4cRAR/vrrLwDFTnslPV+/++47KJVK5OXlSdeBvzG0H+np6QgJCUFYWBiys7N1+iwpxyMoKAjjxo3T/K1SqeDq6lqp097rr7+udaxFixZlnPYqu1deBvr2AwAWL14MpVKJkydP6vQZDx8+hJGREX777TfR7a0IQ/pRkqKiInh7e2PSpEkAqtd4AOyZbGpqiqSkpCo/458Yj5KQjk57fn5+WscGDhxYxmlPzBhr2qPX1a8w9+/fR3x8vCYkLT4+HvHx8Vqhad7e3tixY4fm70WLFsHGxga//fYbLl68iO7du5cblhcYGIjTp0/j+PHj8PT0fOlheZV93qNHj+Dt7Y3Tp09rve/mzZswMjJCTExMGZk7d+7E6tWrcenSJdy8eRPffPMNLCwsMGvWrP9MP27duoV58+bh3LlzuHv3Ln777TfUr18fbdq00bxHHZYXERGBCxcuYO/evXBwcHjpYXn69CM9PR3BwcHw9/fHrVu3tMKNioqKALz88di8eTNMTU2xfv16XL16FaNHj4aNjY0mumHIkCGYOnWq5voTJ07AxMQES5cuxbVr1zB79uxyw/KqulekRt9+LFq0CAqFAtu3b9f63tXPgMzMTLz//vs4efIk7t69i/3796Np06bw9PR8KRNGQ/sxd+5cxMbG4vbt24iLi8OAAQNgZmaGK1euaPX1vz4ealq1aoX+/fuXOf5vjUdmZqZGPxARli1bhvj4eNy/fx8AMHXqVAwZMkRzvTos74MPPsC1a9ewYsWKcsPyKvtudIUrfB0ZNmwYiKjM69ChQ5pr6O/YZzWCIGDmzJlwcnKCqakpOnTogISEBC25ycnJGDhwICwtLaFUKvHmm29qTSKkpqrPu3v3bpl+AcC0adPg5uYGlUpVRmZMTAyaNGkCS0tL1KhRAwEBAVi5cmW51/5b/Xjw4AHatGkDOzs7mJqaokGDBvjggw+04vAB4N69e+jcuTPMzc1hb2+PKVOmaIW7/dv9OHToULm/QyLC3bt3Afwz47F8+XLUqVMHCoUCQUFBOHXqlOZcWFgYhg0bpnX91q1b4eXlBYVCgUaNGmH37t1a53W5V14G+vTD3d293O999uzZAICcnBxERETAwcEBcrkc7u7uGDVqlN4P5Zfdj/fee09zrZOTE7p06YLz589ryasO4wEA169fBxFh3759ZWT9W+NR0T2qbvuwYcMQFhZW5j1NmjSBQqFA/fr1tfSImsq+G13h1fI4HA6Hw3kF4HH4HA6Hw+G8AnCFz+FwOBzOKwBX+BwOh8PhvAJwhc/hcDgczisAV/gcDofD4bwCcIXP4XA4HM4rAFf4HA6Hw+G8AnCFz+FwOBzOKwBX+BwOh8PhvAJwhc/hcEQhCAJ98skn5OnpSWZmZuTk5FRltUAOh/PP80qXx+VwOOL59NNPacuWLbRq1SqqX78+PX78mK5fv/5vN4vD4ZSCr/A5HI4oYmNjqWvXrtSuXTtyd3en0NBQGjFiBBER3blzh3bu3Fnp+3v27Em2trbUp0+ff6K5HM4rC1f4HA5HFN26daNFixZRp06daM2aNZSamqo5FxMTQ1evXq30/RMnTqTvv//+ZTeTw3nl4dXyOByOaG7cuEG//vorbdiwgZ4+fUrnzp2jBw8eUM+ePalmzZpkaWlJx48fpxo1apT7/sOHD9P//vc/2r59+z/ccg7n1YGv8Dkcjmi8vLzoww8/pLi4OMrMzKSrV69SWFgYNW7cmP744w+Kj4+vUNlzOJx/Bu60x+FwDOazzz4jZ2dnat68ORkbG9N3331HNWvWpNDQUCIievDgAdWtW/ffbSSHwyEirvA5HI4I8vLyaOHChfTgwQOytLSkli1b0sGDB8nW1pYePXpEtWrV+rebyOFw/oab9DkcjsHMmjWLEhISKDc3l168eEG//vor+fj4EBHR/fv3ycXFRev6Dh060OPHj/+NpnI4rzxc4XM4nJeCn58f3blzh/z9/enq1asEgG7dukV2dnZa14WHh1Pfvn1pz549VLt2bTp58uS/1GIO5/833Eufw+H8I1y7do1Wr15Ny5Yt+7ebwuG8knCFz+FwOBzOKwA36XM4HA6H8wrAFT6Hw+FwOK8AXOFzOBwOh/MKwBU+h8PhcDivAFzhczgcDofzCsAVPofD4XA4rwBc4XM4HA6H8wrAFT6Hw+FwOK8AXOFzOBwOh/MKwBU+h8PhcDivAFzhczgcDofzCsAVPofD4XA4rwD/BypKVk0oB5w3AAAAAElFTkSuQmCC\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "The linearized dynamics are a simple rotation, whereas the nonlinear dynamics essentially rotate and then shrink the magnitude." | |
| ], | |
| "metadata": { | |
| "id": "YRdMhHnKfoVs" | |
| } | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "## Complex reparameterization\n", | |
| "\n", | |
| "When we evaluate the RNN dynamics using quasi-DEER, we use a diagonal approximation of the Jacobian, $J_f(s_t)$. Intuitively, the rate at which quasi-DEER converges should depend on how close to diagonal the true Jacobian is. Perhaps we can make the diagonal closer to diagonal by reparameterizing the system.\n", | |
| "\n", | |
| "Let $z_t = P^{-1} s_t$ where $P$ is an invertible $D \\times D$ matrix. In general, the matrix could be complex-valued, so that $z_t \\in \\mathbb{C}^D$. The reparameterized dynamics of $z$ are,\n", | |
| "\\begin{align*}\n", | |
| "z_t &= P^{-1} f(P z_{t-1}) \\triangleq g(z_{t-1}).\n", | |
| "\\end{align*}\n", | |
| "\n", | |
| "How should we choose $P$? A natural choice is to use the eigenvectors of the Jacobian of $f$ around a chosen point in state space. For example, for this vanilla RNN, we can use the eigenvectors of the Jacobian,\n", | |
| "\\begin{align*}\n", | |
| "J_f(s) = \\mathrm{diag}(\\tanh'(W s)) W.\n", | |
| "\\end{align*}\n", | |
| "The derivative of $\\tanh$ is 1 at the origin, so we have,\n", | |
| "\\begin{align*}\n", | |
| "J_f(0) &= W.\n", | |
| "\\end{align*}\n", | |
| "Choose $P$ to be the eigenvectors of $W$, and let $V$ denote the diagonal matrix of eigenvalues,\n", | |
| "\\begin{align*}\n", | |
| "W &= P V P^{-1}.\n", | |
| "\\end{align*}\n", | |
| "The Jacobian of the resulting dynamics on $z$ is,\n", | |
| "\\begin{align*}\n", | |
| "J_g(z) &= P^{-1} J_f(P z) P \\\\\n", | |
| "&= P^{-1} \\mathrm{diag}(\\tanh'(W P z)) W P \\\\\n", | |
| "&= P^{-1} \\mathrm{diag}(\\tanh'(W P z)) P V.\n", | |
| "\\end{align*}\n", | |
| "Notably, at the origin — the point where we linearized the dynamics — the Jacobian is,\n", | |
| "\\begin{align*}\n", | |
| "J_g(0) &= P^{-1} \\mathrm{diag}(\\tanh'(0)) P V = P^{-1} I P V = V.\n", | |
| "\\end{align*}\n", | |
| "**At least at the origin, the Jacobian of the reparameterized dynamical system is diagonal!** As we move away from the origin, the Jacobian won't be exactly diagonal, but it might be closer to diagonal than under the standard parameterization. If so, we would hope quasi-DEER would converge faster in the reparameterized system." | |
| ], | |
| "metadata": { | |
| "id": "EKFHIj5F3wUy" | |
| } | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "### Test out the Jacobian calculations" | |
| ], | |
| "metadata": { | |
| "id": "X6LwasgfmifV" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# Compute the eigendecomposition of W. Note that W is also the Jacobian at s=0.\n", | |
| "V, P = np.linalg.eig(W)\n", | |
| "g = lambda z: jnp.linalg.solve(P, jnp.tanh(W @ P @ z))\n", | |
| "\n", | |
| "# g should be holomorphic because it's a composition of linear and trigonometric functions\n", | |
| "Jg = jax.jacrev(g, holomorphic=True)\n", | |
| "\n", | |
| "# Test against our custom (but super inefficient) implementation of Jg\n", | |
| "Jg_custom = lambda z: jnp.linalg.solve(P, jnp.diag(1 - jnp.tanh(W @ P @ z)**2) @ W @ P)" | |
| ], | |
| "metadata": { | |
| "id": "zy54i4bCmmz_" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "z0 = jnp.zeros(2, dtype=jnp.complex64)\n", | |
| "assert jnp.allclose(Jg(z0), Jg_custom(z0), atol=1e-4)\n", | |
| "print(Jg(z0).round(3))" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "7aQxZX_Wndtt", | |
| "outputId": "cac96d46-4d1b-4c90-c36a-6327c98c5f0d" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "[[ 0.99200004+0.125j -0. +0.j ]\n", | |
| " [ 0. +0.j 0.99200004-0.125j]]\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "zt = jnp.linalg.solve(P, jnp.ones(2))\n", | |
| "assert jnp.allclose(Jg(zt), Jg_custom(zt), atol=1e-4)\n", | |
| "print(Jg(zt).round(3))" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "Sm_qWRuYoe1L", | |
| "outputId": "b99ab76c-0d0b-4d7d-db76-9ae5fe911be8" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "[[ 0.42600003+0.054j -0.08000001+0.01j ]\n", | |
| " [-0.08000001-0.01j 0.42600003-0.054j]]\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# Compare to W itself\n", | |
| "W.round(3)" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "IThQCKtQppb5", | |
| "outputId": "f22beaaa-ffa3-4148-d442-86854a6b07b5" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "Array([[ 0.99200004, -0.125 ],\n", | |
| " [ 0.125 , 0.99200004]], dtype=float32)" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 7 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "It looks like the Jacobians do tend to be closer to diagonal in the reparameterized space!" | |
| ], | |
| "metadata": { | |
| "id": "VRU-SluvpiKJ" | |
| } | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "## Self-contained DEER and quasi-DEER Implementations\n", | |
| "We provide a self-contained implementation of DEER and quasi-DEER. These aren't meant to be fast or memory efficient. They're just here for testing. These functions should work for both real and complex-valued stats." | |
| ], | |
| "metadata": { | |
| "id": "_DRlCIQE45Fp" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "@jax.vmap\n", | |
| "def binary_op(qt, qtp):\n", | |
| " At, bt = qt\n", | |
| " Atp, btp = qtp\n", | |
| " return (Atp @ At, Atp @ bt + btp)\n", | |
| "\n", | |
| "@jax.vmap\n", | |
| "def quasi_binary_op(qt, qtp):\n", | |
| " At, bt = qt\n", | |
| " Atp, btp = qtp\n", | |
| " return (Atp * At, Atp * bt + btp)\n", | |
| "\n", | |
| "\n", | |
| "@jax.jit\n", | |
| "def newton_step(rnn, initial_state, inputs, states):\n", | |
| " \"\"\"Evaluate one step of the Newton algorithm above using a parallel scan.\n", | |
| " Returns:\n", | |
| " the new states\n", | |
| " \"\"\"\n", | |
| " # Construct the As and bs\n", | |
| " prev_states = jnp.vstack([initial_state, states[:-1]])\n", | |
| " f = lambda s, u: rnn.step(s, u)[0]\n", | |
| " J = jax.jacrev(f, argnums=0, holomorphic=True) # Note holomorphic\n", | |
| " As = jax.vmap(J)(prev_states, inputs)\n", | |
| " bs = jax.vmap(lambda A, s, u: f(s, u) - A @ s)(As, prev_states, inputs)\n", | |
| "\n", | |
| " # Solve linear recursion to obtain maps A_{0,t} and b_{0,t} for all t\n", | |
| " As, bs = lax.associative_scan(binary_op, (As, bs))\n", | |
| " # NOTE: If initial state is zero the first term drops out!\n", | |
| " return jnp.einsum('tij,j->ti', As, initial_state) + bs\n", | |
| "\n", | |
| "@jax.jit\n", | |
| "def quasi_newton_step(rnn, initial_state, inputs, states):\n", | |
| " \"\"\"Evaluate one step of the Newton algorithm above using a parallel scan.\n", | |
| " Returns:\n", | |
| " the new states\n", | |
| " \"\"\"\n", | |
| " # Construct the As and bs\n", | |
| " prev_states = jnp.vstack([initial_state, states[:-1]])\n", | |
| " f = lambda s, u: rnn.step(s, u)[0]\n", | |
| " J = jax.jacrev(f, argnums=0, holomorphic=True) # Note holomorphic\n", | |
| " As = jax.vmap(J)(prev_states, inputs)\n", | |
| " As = jax.vmap(lambda A: jnp.diag(A))(As) # (T,D)\n", | |
| " bs = jax.vmap(lambda A, s, u: f(s, u) - A * s)(As, prev_states, inputs) # (T,D)\n", | |
| "\n", | |
| " # Solve linear recursion to obtain maps A_{0,t} and b_{0,t} for all t\n", | |
| " As, bs = lax.associative_scan(quasi_binary_op, (As, bs))\n", | |
| " # NOTE: If initial state is zero the first term drops out!\n", | |
| " return As * initial_state[jnp.newaxis, :] + bs\n" | |
| ], | |
| "metadata": { | |
| "id": "rWo9GKa73xmG" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "## Equinox module for a reparameterized RNN" | |
| ], | |
| "metadata": { | |
| "id": "cmYduLH1rLaJ" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "class ReparmeterizedVanillaRNN(eqx.Module):\n", | |
| " \"\"\"\n", | |
| " A reparameterized RNN that projects states into a (complex) basis before applying the update.\n", | |
| "\n", | |
| " When `basis` is the identity matrix, we recover the standard vanilla RNN.\n", | |
| " \"\"\"\n", | |
| " basis: Complex[Array, \"hidden_dim hidden_dim\"]\n", | |
| " recurrent_weights : Float[Array, \"hidden_dim hidden_dim\"]\n", | |
| " input_weights : Float[Array, \"hidden_dim input_dim\"]\n", | |
| " output_weights : Float[Array, \"hidden_dim\"]\n", | |
| "\n", | |
| "\n", | |
| " def __init__(self, basis, recurrent_weights, input_weights, output_weights):\n", | |
| "\n", | |
| " self.basis = basis\n", | |
| " self.recurrent_weights = recurrent_weights\n", | |
| " self.input_weights = input_weights\n", | |
| " self.output_weights = output_weights\n", | |
| "\n", | |
| " def step(self, z_tm1, u_t):\n", | |
| " s_tm1 = (self.basis @ z_tm1) # complex but zero imag\n", | |
| " s_t = jnp.tanh(self.recurrent_weights @ s_tm1 + self.input_weights @ u_t) # complex but zero imag\n", | |
| " z_t = jnp.linalg.solve(self.basis, s_t) # complex\n", | |
| " y_t = self.output_weights @ s_t # complex but zero imag\n", | |
| " return z_t, (z_t, s_t, y_t)\n", | |
| "\n", | |
| " @jax.jit\n", | |
| " def __call__(self, z0, us):\n", | |
| " _, (zs, ss, ys) = lax.scan(lambda s, u: self.step(s, u), z0, us)\n", | |
| " return zs, ss, ys\n", | |
| "\n", | |
| " # @jax.jit\n", | |
| " def deer_call(self, z0, us, zs_guess, num_iters):\n", | |
| "\n", | |
| " def deer_step(zs, args):\n", | |
| " new_zs = newton_step(self, z0, us, zs)\n", | |
| " return new_zs, new_zs\n", | |
| "\n", | |
| " _, zs_path = lax.scan(deer_step, zs_guess, length=num_iters) # (num_iters, T, D)\n", | |
| "\n", | |
| " ss_path = jax.vmap(lambda zs: (zs @ self.basis.T).real)(zs_path)\n", | |
| " ys_path = jax.vmap(lambda xs: xs @ self.output_weights.T)(ss_path)\n", | |
| "\n", | |
| " return zs_path, ss_path, ys_path\n", | |
| "\n", | |
| " # @jax.jit\n", | |
| " def quasi_deer_call(self, z0, us, zs_guess, num_iters):\n", | |
| "\n", | |
| " def quasi_deer_step(zs, args):\n", | |
| " new_zs = quasi_newton_step(self, z0, us, zs)\n", | |
| " return new_zs, new_zs\n", | |
| "\n", | |
| " _, zs_path = lax.scan(quasi_deer_step, zs_guess, length=num_iters) # (num_iters, T, D)\n", | |
| "\n", | |
| " ss_path = jax.vmap(lambda zs: (zs @ self.basis.T).real)(zs_path)\n", | |
| " ys_path = jax.vmap(lambda xs: xs @ self.output_weights.T)(ss_path)\n", | |
| "\n", | |
| " return zs_path, ss_path, ys_path" | |
| ], | |
| "metadata": { | |
| "id": "tbGayZji4_FP" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "## Create an RNN with rotational dynamics in a 2D subspace" | |
| ], | |
| "metadata": { | |
| "id": "bDYV0mz_A9SP" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "from jax.scipy.linalg import block_diag\n", | |
| "\n", | |
| "num_timesteps = 2**10\n", | |
| "hidden_dim = 4\n", | |
| "input_dim = 1\n", | |
| "\n", | |
| "key = jr.PRNGKey(0)\n", | |
| "k1, k2, k3 = jr.split(key, 3)\n", | |
| "\n", | |
| "# Make a dynamics matrix that rotates in a 2 dimensional subspace and decays in the other dims\n", | |
| "theta = 2 * jnp.pi / 50\n", | |
| "Q = jnp.linalg.qr(jr.normal(k1, (hidden_dim, hidden_dim)))[0]\n", | |
| "A = block_diag(\n", | |
| " jnp.array([[jnp.cos(theta), -jnp.sin(theta)],\n", | |
| " [jnp.sin(theta), jnp.cos(theta)]]),\n", | |
| " 0.99 * jnp.eye(hidden_dim - 2)\n", | |
| ")\n", | |
| "W = Q @ A @ Q.T # float32\n", | |
| "\n", | |
| "# Compute the eigendecomposition of W. Note that W is also the Jacobian at x=0.\n", | |
| "V, P = np.linalg.eig(W) # complex64\n", | |
| "\n", | |
| "# Project inputs onto all dimensions. Only read out the first rotational dim.\n", | |
| "input_weights = jr.normal(k2, (hidden_dim, input_dim)) / jnp.sqrt(input_dim) # float32\n", | |
| "output_weights = Q[:, 0] # float32\n", | |
| "\n", | |
| "# Create one RNN with the standard basis\n", | |
| "std_rnn = ReparmeterizedVanillaRNN(basis=jnp.eye(hidden_dim, dtype=jnp.complex64),\n", | |
| " recurrent_weights=W,\n", | |
| " input_weights=input_weights,\n", | |
| " output_weights=output_weights)\n", | |
| "\n", | |
| "rep_rnn = ReparmeterizedVanillaRNN(basis=P,\n", | |
| " recurrent_weights=W,\n", | |
| " input_weights=input_weights,\n", | |
| " output_weights=output_weights)\n", | |
| "\n", | |
| "\n", | |
| "# inputs = jr.normal(k2, (num_timesteps, input_dim))\n", | |
| "inputs = jnp.zeros((num_timesteps, input_dim))\n", | |
| "s0 = jr.normal(k3, (hidden_dim,)).astype(jnp.complex64)\n", | |
| "z0 = jnp.linalg.solve(P, s0)" | |
| ], | |
| "metadata": { | |
| "id": "3XxZGgBZA8ya" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "### Check that sequential evaluation leads to the same states and outputs" | |
| ], | |
| "metadata": { | |
| "id": "yZunetdgPt1l" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "std_zs, std_ss, std_ys = std_rnn(s0, inputs)" | |
| ], | |
| "metadata": { | |
| "id": "uUztHpHn_0__" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "rep_zs, rep_ss, rep_ys = rep_rnn(z0, inputs)" | |
| ], | |
| "metadata": { | |
| "id": "4bQirBvsAhhV" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "plt.plot(std_ys, ls='-', label=\"standard\")\n", | |
| "plt.plot(rep_ys, ls=':', label=\"reparameterized\")\n", | |
| "plt.legend()\n", | |
| "plt.xlabel(r'time $t$')\n", | |
| "plt.ylabel(r'output $y_t$')" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 467 | |
| }, | |
| "id": "NavKNQT4D9AS", | |
| "outputId": "5f7062d1-dfb6-4562-ce6e-e6ce0bbe572f" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "Text(0, 0.5, 'output $y_t$')" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 63 | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "d = 2\n", | |
| "plt.plot(std_ss[:, d], ls='-', label=\"standard\")\n", | |
| "plt.plot(rep_ss[:, d], ls=':', label=\"reparameterized\")\n", | |
| "plt.legend()\n", | |
| "plt.xlabel(r'time $t$')\n", | |
| "plt.ylabel(rf'state $s_{{t,{d}}}$')" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 467 | |
| }, | |
| "id": "CXaWqoFrEc1q", | |
| "outputId": "882d5060-f75a-4be3-c1e2-813c2e9d5ace" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "Text(0, 0.5, 'state $s_{t,2}$')" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 64 | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "### Evaluate both models with DEER and check match with sequential" | |
| ], | |
| "metadata": { | |
| "id": "nYQnfNAoHayy" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "deer_std_zs, deer_std_ss, deer_std_ys = \\\n", | |
| " std_rnn.deer_call(s0, inputs,\n", | |
| " jnp.zeros((num_timesteps, hidden_dim), dtype=jnp.complex64),\n", | |
| " num_iters=10)\n" | |
| ], | |
| "metadata": { | |
| "id": "d3nKV6bJHczY" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "plt.plot(std_ys, ls='-', label=\"standard sequential\")\n", | |
| "plt.plot(deer_std_ys[-1], ls=':', label=\"standard deer\")\n", | |
| "plt.legend()\n", | |
| "plt.xlabel(r'time $t$')\n", | |
| "plt.ylabel(r'output $y_t$')" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 467 | |
| }, | |
| "id": "m-uPTCNWIMS9", | |
| "outputId": "4c986856-6abb-4135-d64e-6751805006e0" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "Text(0, 0.5, 'output $y_t$')" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 66 | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "deer_rep_zs, deer_rep_ss, deer_rep_ys = \\\n", | |
| " rep_rnn.deer_call(z0, inputs,\n", | |
| " jnp.zeros((num_timesteps, hidden_dim), dtype=jnp.complex64),\n", | |
| " num_iters=10)\n" | |
| ], | |
| "metadata": { | |
| "id": "-SpCMfcGIkZd" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "plt.plot(rep_ys, ls='-', label=\"reparameterized sequential\")\n", | |
| "plt.plot(deer_rep_ys[-1], ls=':', label=\"reparameterized deer\")\n", | |
| "plt.legend()\n", | |
| "plt.xlabel(r'time $t$')\n", | |
| "plt.ylabel(r'output $y_t$')" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 467 | |
| }, | |
| "id": "YwAIoQnfInoJ", | |
| "outputId": "07e4484b-c1aa-4bb6-95ac-283a3b55d030" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "Text(0, 0.5, 'output $y_t$')" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 68 | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "### Evaluate both models with quasi-DEER and check match with sequential" | |
| ], | |
| "metadata": { | |
| "id": "uKVX_LEcPeGB" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "quasi_deer_std_zs, quasi_deer_std_ss, quasi_deer_std_ys = \\\n", | |
| " std_rnn.quasi_deer_call(s0, inputs,\n", | |
| " jnp.zeros((num_timesteps, hidden_dim), dtype=jnp.complex64),\n", | |
| " num_iters=10)\n" | |
| ], | |
| "metadata": { | |
| "id": "c6raBKhQQAll" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "plt.plot(std_ys, ls='-', label=\"standard sequential\")\n", | |
| "plt.plot(quasi_deer_std_ys[-1], ls=':', label=\"standard quasi-deer\")\n", | |
| "plt.legend()\n", | |
| "plt.xlabel(r'time $t$')\n", | |
| "plt.ylabel(r'output $y_t$')\n", | |
| "plt.ylim(-1, 1)" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 473 | |
| }, | |
| "id": "mvIVJNApQVdg", | |
| "outputId": "fe3285f3-ddbe-48b0-9e22-b7d39fd9f8cd" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "(-1.0, 1.0)" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 70 | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "Not very good for quasi in standard basis!" | |
| ], | |
| "metadata": { | |
| "id": "xkyW9mdpQa6w" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "quasi_deer_rep_zs, quasi_deer_rep_ss, quasi_deer_rep_ys = \\\n", | |
| " rep_rnn.quasi_deer_call(z0, inputs,\n", | |
| " jnp.zeros((num_timesteps, hidden_dim), dtype=jnp.complex64),\n", | |
| " num_iters=10)\n" | |
| ], | |
| "metadata": { | |
| "id": "V7lSGMRqQdcg" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "plt.plot(rep_ys, ls='-', label=\"reparameterized sequential\")\n", | |
| "plt.plot(quasi_deer_rep_ys[-1], ls=':', label=\"reparameterized quasi-deer\")\n", | |
| "plt.legend()\n", | |
| "plt.xlabel(r'time $t$')\n", | |
| "plt.ylabel(r'output $y_t$')\n", | |
| "plt.ylim(-1, 1)" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 473 | |
| }, | |
| "id": "x1am64FuQhbz", | |
| "outputId": "39350e46-8008-4048-e144-fac4dd5422c3" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "(-1.0, 1.0)" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 72 | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ], | |
| "image/png": 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fcebMGV5++WVOnjxp9hx33XUXa9asYc2aNZw+fZoJEyaYjbmy5N4s4efnx7Fjx4iKiiIlJaXEfeQaN27MwYMHWb9+PWfOnGHmzJkcOHDA4ueoTpI4CSHEf4S3tze7du3CYDBwzz330LJlS6ZMmYKLiwtq9V9vB+Hh4eTk5NChQweefPJJJk+ezLhx44DCVoglS5awbNkyAgMDefPNN5k3b55Fz//ee+9Rq1YtOnXqxIABAwgLC6Nt27ZVvq+goCC2bdvGmTNn6Nq1K23atGHWrFlmA5Znz55NbGwsDRs2xM3NzeLrLLFt2zYSEhIIDAzEy8vL9Ni9ezcAX331FeHh4Tz99NM0bdqUQYMGceDAAVN3YMeOHfnss89YsGABrVq1YsOGDbz00ktlPqejoyNvv/027dq1o3379sTGxvLHH3+gVqtRqVT88ccfdOvWjVGjRtGkSRMeeeQRLly4YBofNmTIEGbOnMmzzz5LcHAwFy5cYMKECWbP8b///Y8RI0YQHh5O9+7dadCggam1qUh592aJsWPH0rRpU9q1a4ebmxu7du0qVubxxx/ngQceYMiQIYSEhJCammrW+vRPkll11Uxm1Qlx5yhrBs6dqqSZVOK/4ZVXXmHlypV/61Yyt5vMqhNCCCGE+AdJ4iSEEEIIYSHpqqtm0lUnxJ3jv9hVJ8SdTLrqhBBCCCH+QZI4CSGEEEJYSBInIYQQQggLSeIkhBBCCGEhSZyEEEIIISwkiZMQQgghhIUkcRJCCCEqIDY2FpVK9beusL1kyRJcXFz+tvjVpUePHkyZMqXC16lUKlauXFnt9fkn1MwtvoUQQogK8PPzY8qUKZV6k7+Vr68vCQkJuLq6Vr1iNdzy5cuxtra+3dX4R0mLkxBC/Afk5eXdtudWFIWCgoLb9vzVKS8vD41Gg6enJ1ZW0vZQu3ZtHB0db3c1SpSfn/+3xJXESQgh7kA9evRg4sSJTJkyBVdXV8LCwgA4ceIEffv2xcHBAQ8PD4YPH05KSkqx6yZOnIizszOurq7MnDmTmzeZ+Pbbb2nXrh2Ojo54enoydOhQkpOTTee3bt2KSqVi7dq1BAcHo9Pp2LlzJ9HR0QwcOBAPDw8cHBxo3749mzZtMqu3n58fr732GuHh4Tg4OFC/fn1WrVrFlStXGDhwIA4ODgQFBXHw4EGz63bu3EnXrl2xtbXF19eXSZMmkZWVZbqnCxcuMHXqVFQqFSqVyqLriuozZ84cwsPDcXJyYty4ccW66kaOHGmKe/Nj69atAOj1eqZPn07dunWxt7cnJCTEdK7IkiVLqFevHnZ2dtx///2kpqaW+xrv37+fNm3aYGNjQ7t27VixYoVZvUrq7lu5cqXZ/Vvymnz88cc0btwYGxsbPDw8GDx4sOmcJV11Z8+epVu3btjY2BAYGMjGjRuLlYmPj+fhhx/GxcWF2rVrM3DgQGJjY83KfP755wQEBGBjY0OzZs34+OOPTeeKXpOlS5fSvXt3bGxs+P7778usV6Upolqlp6crgJKenn67qyKEqKKcnBzl1KlTSk5OTvGT+szCh9H417F8feGx/NySyxoMfx0ryCs8lpdjWdkK6t69u+Lg4KA888wzyunTp5XTp08r165dU9zc3JQZM2YokZGRyuHDh5W7775b6dmzZ7HrJk+erJw+fVr57rvvFDs7O2Xx4sWmMl988YXyxx9/KNHR0cqePXuU0NBQpW/fvqbzW7ZsUQAlKChI2bBhg3Lu3DklNTVVOXr0qLJo0SLl+PHjypkzZ5SXXnpJsbGxUS5cuGC6tn79+krt2rWVRYsWKWfOnFEmTJigODk5KX369FF+/vlnJSoqShk0aJASEBCgGG9878+dO6fY29sr77//vnLmzBll165dSps2bZSRI0cqiqIoqampio+PjzJ79mwlISFBSUhIsOi6ovo4OTkp8+bNU86dO6ecO3dOiYmJUQDlyJEjiqIoSlpamiluQkKCMnnyZMXd3d30PGPGjFE6deqkbN++XTl37pzyzjvvKDqdTjlz5oyiKIqyd+9eRa1WK2+99ZYSFRWlLFiwQHFxcVGcnZ1LfX2vX7+uuLm5KUOHDlVOnDihrF69WmnQoIFZvb766qtiMVasWKHc/NZf3mty4MABRaPRKD/88IMSGxurHD58WFmwYIHZz8vkyZNLrafBYFBatGih9OrVSzl69Kiybds2pU2bNgqgrFixQlEURcnLy1MCAgKU//3vf8qxY8eUU6dOKUOHDlWaNm2q6PV6RVEU5bvvvlO8vLyUX3/9VTl//rzy66+/KrVr11aWLFmiKIpiek38/PxMZS5fvlysPmX9Tlv6/i2JUzWTxEmIO0eZidPLToWPzCt/Hdv2duGx3yaal33Ns/D41di/ju1eWHjsl9HmZd/yLzyedOqvYwe/qnDdu3fvrrRp08bs2Jw5c5R77rnH7Fh8fLwCKFFRUabrbk5KFEVRnnvuOSUgIKDU5zpw4IACKNevX1cU5a/EaeXKleXWs3nz5sqHH35o+rp+/frKY489Zvo6ISFBAZSZM2eaju3Zs0cBTInJ6NGjlXHjxpnF3bFjh6JWq02vXf369ZX333/frIyl1w0aNMiszK2J081+/fVXxcbGRtm5c6eiKIpy4cIFRaPRKJcuXTIr16tXL2XGjBmKoijKo48+qvTr18/s/JAhQ8pMnD799FOlTp06Zj+bn3zySYUTp5Lc/Jr8+uuvipOTk5KRkVFi2fISp/Xr1ytWVlZm97927VqzxOnbb79VmjZtavYzp9frFVtbW2X9+vWKoihKw4YNlR9++MEs9pw5c5TQ0FBFUf56TebPn1/mvVVH4iRddUIIcYcKDg42+zoiIoItW7bg4OBgejRr1gwo7LIp0rFjR7PunNDQUM6ePYvBYADg0KFDDBgwgHr16uHo6Ej37t0BiIuLM3u+du3amX2dmZnJ9OnTCQgIwMXFBQcHByIjI4tdFxQUZPq/h4cHAC1btix2rKh7MCIigiVLlpjdV1hYGEajkZiYmFK/P5Zed+t9lObIkSMMHz6cjz76iM6dOwNw/PhxDAYDTZo0MXuebdu2mb7nkZGRhISEmMUKDQ0t87kiIyMJCgoy26i2vGtKUt5rcvfdd1O/fn0aNGjA8OHD+f7778nOzi4x1htvvGF2j3FxcURGRuLr64u3t3ep9YyIiODcuXM4Ojqarq1duza5ublER0eTlZVFdHQ0o0ePNov/2muvmf3cguWvVVXIyDYhhKiMFy4X/mtt99exTpOh4xOgvuVP6zPnCv+1sv3rWIexEDwCVBrzslOOFy/belilqmhvb2/2dWZmJgMGDOCtt94qVtbLy8uimFlZWYSFhREWFsb333+Pm5sbcXFxhIWFFRuAfuvzT58+nY0bNzJv3jwaNWqEra0tgwcPLnbdzbO0ihK4ko4ZjUbTfT3++ONMmjSpWH3r1atX6r1Yet2t91GSxMRE7rvvPsaMGcPo0aPNnkOj0XDo0CE0GvPX2sHBody4VaFWq83GpkHxAdPlvSaOjo4cPnyYrVu3smHDBmbNmsUrr7zCgQMHio2fGj9+PA8//LDp65uTpbJkZmYSHBxc4pgkNzc3MjMzAfjss8+KJZi3fk8tea2qqkYnTgsXLuSdd94hMTGRVq1a8eGHH9KhQ4cSy/bo0YNt27YVO96vXz/WrFkDFA7w+/rrr83Oh4WFsW7duuqvvBCiZtOW8AfaSgtoLSursS58WFq2GrRt25Zff/0VPz+/MmeE7du3z+zrvXv30rhxYzQaDadPnyY1NZU333wTX19fgGIDtUuza9cuRo4cyf333w8UvmHeOgC4Mtq2bcupU6do1KhRqWW0Wq2pxawi11kiNzeXgQMH0qxZM9577z2zc23atMFgMJCcnEzXrl1LvD4gIKDE73lZAgIC+Pbbb8nNzTW1Ot16jZubG9evXycrK8uUUNy69pQlr4mVlRW9e/emd+/evPzyy7i4uPDnn3/ywAMPmJWrXbs2tWvXLlbP+Ph4EhISTMn5rfVs27YtS5cuxd3dHScnp2L36uzsjLe3N+fPn2fYsMp9iKhONbarbunSpUybNo2XX36Zw4cP06pVK8LCwsxmdtxs+fLlJCQkmB4nTpxAo9Hw0EMPmZXr06ePWbkff/zxn7gdIYT42z355JNcvXqVRx99lAMHDhAdHc369esZNWqUWVIRFxfHtGnTiIqK4scff+TDDz9k8uTJQGFLjFar5cMPP+T8+fOsWrWKOXPmWPT8jRs3Zvny5Rw9epSIiAiGDh1qajWqiueee47du3czceJEjh49ytmzZ/ntt9+YOHGiqYyfnx/bt2/n0qVLplmEllxniccff5z4+Hg++OADrly5QmJiIomJieTl5dGkSROGDRtGeHg4y5cvJyYmhv379zN37lzTh/ZJkyaxbt065s2bx9mzZ/noo4/K/cA+dOhQVCoVY8eO5dSpU/zxxx/MmzfPrExISAh2dna88MILREdH88MPP7BkyRKzMuW9Jr///jsffPABR48e5cKFC3zzzTcYjUaaNm1q0femd+/eNGnShBEjRhAREcGOHTt48cUXzcoMGzYMV1dXBg4cyI4dO4iJiWHr1q1MmjSJixcvAvDqq68yd+5cPvjgA86cOcPx48f56quviiWq/4gyR0D9i3Xo0EF58sknTV8bDAbF29tbmTt3rkXXv//++4qjo6OSmZlpOjZixAhl4MCBVaqXDA4X4s5R5uDwf7nSBu2eOXNGuf/++xUXFxfF1tZWadasmTJlyhTTwNzu3bsrTzzxhDJ+/HjFyclJqVWrlvLCCy+YDdz94YcfFD8/P0Wn0ymhoaHKqlWrzAYlFw0Ov3btmtlzx8TEKD179lRsbW0VX19f5aOPPipWz5IGcXPTQOKiONwyOHv//v3K3XffrTg4OCj29vZKUFCQ8vrrr5vO79mzRwkKClJ0Op3Z4OjyriupPrc+f/369RWg2GPLli2KohTOGps1a5bi5+enWFtbK15eXsr999+vHDt2zBTziy++UHx8fBRbW1tlwIAByrx588ocHF50T61atVK0Wq3SunVr5ddffy32fVmxYoXSqFEjxdbWVrn33nuVxYsXm91/ea/Jjh07lO7duyu1atVSbG1tlaCgIGXp0qWm68sbHK4oihIVFaV06dJF0Wq1SpMmTZR169YVe00TEhKU8PBwxdXVVdHpdEqDBg2UsWPHmr2Xfv/990rr1q0VrVar1KpVS+nWrZuyfPnyEl+T0lTH4HCVotzSAVoD5OXlYWdnxy+//MKgQYNMx0eMGEFaWhq//fZbuTFatmxJaGgoixcvNh0bOXIkK1euRKvVUqtWLe666y5ee+016tSpU2ocvV6PXq83fZ2RkYGvry/p6eklNjkKIWqO3NxcYmJi8Pf3NxuEeyfr0aMHrVu3Zv78+be7KqKCYmNj8ff358iRI7Ru3fp2V+dfqazf6YyMDJydnct9/66RXXUpKSkYDAbTzIoiHh4eJCYmlnv9/v37OXHiBGPGjDE73qdPH7755hs2b97MW2+9xbZt2+jbt2+xfvGbzZ07F2dnZ9OjqM9fCCGEEHeeGj04vLK++OILWrZsWWwg+SOPPGL6f8uWLQkKCqJhw4Zs3bqVXr16lRhrxowZTJs2zfR1UYuTEEIIIe48NTJxcnV1RaPRkJSUZHY8KSkJT0/PMq/Nysrip59+Yvbs2eU+T4MGDXB1deXcuXOlJk46nQ6dTmd55YUQ4l/s1q1ARM3h5+dXbPkBUf1qZFedVqslODiYzZs3m44ZjUY2b95c7gJgy5YtQ6/X89hjj5X7PBcvXiQ1NdXi9U2EEEIIcWerkYkTwLRp0/jss8/4+uuviYyMZMKECWRlZTFq1CgAwsPDmTFjRrHrvvjiCwYNGlRswHdmZibPPPMMe/fuJTY2ls2bNzNw4EAaNWpk2hxTCPHfJJ/ihbgzVMfvco3sqgMYMmQIV65cYdasWSQmJtK6dWvWrVtnGjAeFxeHWm2eF0ZFRbFz5042bNhQLJ5Go+HYsWN8/fXXpKWl4e3tzT333MOcOXOkK06I/6ii1aqzs7OxtbUtp7QQ4t+uaLuYm1eir6gauRzBv5ml0xmFEDVDQkICaWlpuLu7Y2dnZ7aHmxCiZlAUhezsbJKTk3FxcSlxCI6l7981tsVJCCH+CUUTTkrblUAIUXO4uLiUO4msPJI4CSFEGVQqFV5eXri7uxfbIFUIUXNYW1sX2xS4MiRxEkIIC2g0mmr5oyuEqNlq7Kw6IYQQQoh/miROQgghhBAWksRJCCGEEMJCkjgJIYQQQlhIEichhBBCCAtJ4iSEEEIIYSFJnIQQQgghLCSJkxBCCCGEhSRxEkIIIYSwkCROQgghhBAWksRJCCGEEMJCkjgJIYQQQlhIEichhBBCCAtJ4iSEEEIIYSFJnIQQQgghLCSJkxBCCCGEhSRxEkIIIYSwkCROQgghhBAWksRJCCGEEMJCkjgJIYQQQlhIEichhBBCCAtJ4iSEEEIIYSFJnIQQQgghLCSJkxBCCCGEhSRxEkIIIYSwkCROQgghhBAWksRJCCGEEMJCkjgJIYQQQlhIEichhBBCCAtJ4iSEEEIIYSFJnIQQQgghLCSJkxBCCCGEhWp04rRw4UL8/PywsbEhJCSE/fv3l1p2yZIlqFQqs4eNjY1ZGUVRmDVrFl5eXtja2tK7d2/Onj37d9+GEEIIIWqIGps4LV26lGnTpvHyyy9z+PBhWrVqRVhYGMnJyaVe4+TkREJCgulx4cIFs/Nvv/02H3zwAYsWLWLfvn3Y29sTFhZGbm7u3307QgghhKgBamzi9N577zF27FhGjRpFYGAgixYtws7Oji+//LLUa1QqFZ6enqaHh4eH6ZyiKMyfP5+XXnqJgQMHEhQUxDfffMPly5dZuXLlP3BHQgghhPi3q5GJU15eHocOHaJ3796mY2q1mt69e7Nnz55Sr8vMzKR+/fr4+voycOBATp48aToXExNDYmKiWUxnZ2dCQkLKjCmEEEKI/44amTilpKRgMBjMWowAPDw8SExMLPGapk2b8uWXX/Lbb7/x3XffYTQa6dSpExcvXgQwXVeRmAB6vZ6MjAyzhxBCCCHuTDUycaqM0NBQwsPDad26Nd27d2f58uW4ubnx6aefVinu3LlzcXZ2Nj18fX2rqcZCCCGE+LepkYmTq6srGo2GpKQks+NJSUl4enpaFMPa2po2bdpw7tw5ANN1FY05Y8YM0tPTTY/4+PiK3IoQQgghapAamThptVqCg4PZvHmz6ZjRaGTz5s2EhoZaFMNgMHD8+HG8vLwA8Pf3x9PT0yxmRkYG+/btKzOmTqfDycnJ7CGEEEKIO5PV7a5AZU2bNo0RI0bQrl07OnTowPz588nKymLUqFEAhIeHU7duXebOnQvA7Nmz6dixI40aNSItLY133nmHCxcuMGbMGKBwxt2UKVN47bXXaNy4Mf7+/sycORNvb28GDRp0u25TCCGEEP8iNTZxGjJkCFeuXGHWrFkkJibSunVr1q1bZxrcHRcXh1r9V4PatWvXGDt2LImJidSqVYvg4GB2795NYGCgqcyzzz5LVlYW48aNIy0tjS5durBu3bpiC2UKIYQQ4r9JpSiKcrsrcSfJyMjA2dmZ9PR06bYTQgghaghL379r5BgnIYQQQojbQRInIYQQQggLSeIkhBBCCGEhSZyEEEIIISwkiZMQQgghhIUkcRJCCCGEsJAkTkIIIYQQFpLESQghhBDCQpI4CSGEEEJYSBInIYQQQggLSeIkhBBCCGEhSZyEEEIIISwkiZMQQgghhIUkcRJCCCGEsJAkTkIIIYQQFpLESQghhBDCQpI4CSGEEEJYSBInIYQQQggLSeIkhBBCCGEhSZyEEEIIISwkiZMQQgghhIUkcRJCCCGEsJAkTkIIIYQQFpLESQghhBDCQpI4CSGEEEJYSBInIYQQQggLSeIkhBBCCGEhSZyEEEIIISwkiZMQQgghhIUkcRJCCCGEsJAkTkIIIYQQFpLESQghhBDCQpI4CSGEEEJYSBInIYQQQggLSeIkhBBCCGEhSZyEEEIIISxUoxOnhQsX4ufnh42NDSEhIezfv7/Usp999hldu3alVq1a1KpVi969excrP3LkSFQqldmjT58+f/dtCCGEEKKGqLGJ09KlS5k2bRovv/wyhw8fplWrVoSFhZGcnFxi+a1bt/Loo4+yZcsW9uzZg6+vL/fccw+XLl0yK9enTx8SEhJMjx9//PGfuB0hhBBC1AAqRVGU212JyggJCaF9+/Z89NFHABiNRnx9fXnqqad4/vnny73eYDBQq1YtPvroI8LDw4HCFqe0tDRWrlxZ6XplZGTg7OxMeno6Tk5OlY4jhBBCiH+Ope/fNbLFKS8vj0OHDtG7d2/TMbVaTe/evdmzZ49FMbKzs8nPz6d27dpmx7du3Yq7uztNmzZlwoQJpKamlhlHr9eTkZFh9hBCCCHEnalGJk4pKSkYDAY8PDzMjnt4eJCYmGhRjOeeew5vb2+z5KtPnz588803bN68mbfeeott27bRt29fDAZDqXHmzp2Ls7Oz6eHr61u5mxJCCCHEv57V7a7A7fDmm2/y008/sXXrVmxsbEzHH3nkEdP/W7ZsSVBQEA0bNmTr1q306tWrxFgzZsxg2rRppq8zMjIkeRJCCCHuUDWyxcnV1RWNRkNSUpLZ8aSkJDw9Pcu8dt68ebz55pts2LCBoKCgMss2aNAAV1dXzp07V2oZnU6Hk5OT2UMIIYQQd6YamThptVqCg4PZvHmz6ZjRaGTz5s2EhoaWet3bb7/NnDlzWLduHe3atSv3eS5evEhqaipeXl7VUm8hhBBC1Gw1MnECmDZtGp999hlff/01kZGRTJgwgaysLEaNGgVAeHg4M2bMMJV/6623mDlzJl9++SV+fn4kJiaSmJhIZmYmAJmZmTzzzDPs3buX2NhYNm/ezMCBA2nUqBFhYWG35R6FEEII8e9SY8c4DRkyhCtXrjBr1iwSExNp3bo169atMw0Yj4uLQ63+Ky/85JNPyMvLY/DgwWZxXn75ZV555RU0Gg3Hjh3j66+/Ji0tDW9vb+655x7mzJmDTqf7R+9NCCGEEP9ONXYdp38rWcdJCCGEqHnu6HWchBBCCCFuB0mchBBCCCEsJImTEEIIIYSFJHESQgghhLCQJE7/IYrReLurIIQQQtRokjj9R5xNus6m1wcSO7sF8Wcjbnd1hBBCiBpJEqf/iBdXnOC97L74GeNJ+2Xy7a6OEEIIUSNJ4vQfEJOSxf7Yq2Sj44uCvszIeJD4q9m3u1pCCCFEjSOJ03/A5sjCzZDrNWrBBt/JnFAasO3MldtcKyGEEKLmqZbEKScnpzrCiL+J/6HX+cD6Q+5zTSCkQR0ADl24dptrJYQQQtQ81ZI4denSpdix06dPV0doUQ0C0rdzn2YPAbVVtPN1pLXqHF7RP93uagkhhBA1TpU2+V29ejWnTp0iMzOT+Ph4fH19TeeGDBlCRITM3rrdUq7n8ox+NG3U0Twe1JV6isJy7cuo8xRSLk/A1bv+7a6iEEIIUWNUKXFq0aIF8fHxpKSkMGLECC5cuEDdunXx8vLC2tq6uuooquD4pQx2GVuS5BrKdOfaABy0ak1GnoL9pQRJnIQQQogKqFTiVNS65O/vzxNPPEGLFi3o1q0bAJcuXeLChQu0aNGiWisqKudcciYATT0cTce+bPAufxxP5KVcd0Kq4Tk2nUoi/lo2g4N9cLSRhFkIIcSdq1JjnJo1a8asWbPIzi6c0l6UNAHUrVuXTp064eTkVD01FFViuLCbYFUUzWoppmON3AuTqKKkqiq+23uBMd8c5NXVJ3n/08UYDYYqxxRCCCH+rSqVOG3cuJH169fTuHFjlixZUs1VEtWpW/wiftW9SmjBftOxxu4OQOFq4lWRbzDy3sYzgMJn1u8y69oLHN30Q5ViCiGEEP9mlUqcOnXqxL59+5g7dy4zZ84kODiYHTt2VHfdRDWIy3fmouKKk09z07FmdtdZo53Bx8nDqrR/3Ymdq5mh/4Awu3PY+zQnV7EmPnJ/+RcKIYQQNVSVliMIDw8nKiqK/v3707dvXwYPHkxMTEx11U1U0fXcfMbnPEEX/Qd4Boaajvv6+NBMFYcH10hNvlTp+AVHfuQhq+38r3YEdfq8QCv9Zzyf2h99QdW761Iz9Yz4cj+d5m7mp/1xVY4nhBBCVIdqWcfpnnvuYcyYMaxYsYLAwECeffZZMjOrPn5GVE1sSuEYNFcHLU43Ddq2sbVnivYVeurfJS7XtlKxFUXhm+vBfFrQH5sOw2lSzwtHB0dy8g0ciUurct1fXHGCbWeukJSexaVVszl7ZHuVYwohhBBVVanEadGiRYwePZqgoCCcnZ3p1asXO3bsYPz48SxYsICDBw8SGBjIwYMHq7u+ogIuXitMnHxq2RU7l+waQoziRXyavpKxc1idFcg7xsdo2qY7KpWKLo0KVyXfeTal8pUGLsdG4XT6R+zI5RWn1TxttYzMTW9VKWaRvAIj89ZHMeqr/Ww5nVwtMYUQQvx3VCpxev3110lPTyc8PJwtW7aQlpbGoUOHWLhwIePGjePPP/9k/PjxjBw5spqrKyrC4eT3/KZ9ieH8XuxcvdqFyVRlN/s9HFe4ZUvzus7YWGsA6OeayDfWc+l6ZGola1zowqZFvG39Gd+5LKbzoLGcMtZnc4Yv13PzqxQXYO7aSD7aco7dUZe4/P0EzhzeVuWYRXLyDJxLzsRoVMovLIQQokaq9DpO5Rk9ejQzZ86sTHhRTaxTT9NKfZ5sq4xi55rbXUOl2YJTTDTQuMKxk0/toKEqg7a+9UzHGnnWooHmONdzbDEaDKg1mkrV+0gyOBr9MLZ8GP+A9vRy+oDzKVk0ibrCfa28KxUT4EpyEiv3RgK2vOiwmmEFmzixPgXaVj15irycxvAvD5KSqae9Xy2WjOqAva5K68sKIYT4F6qWMU4lcXd3588///y7wgsL/GZzH2PzppHiP7DYuRaG07xt/RnBScsqFbvr+fls1j1DP/U+07F6Tdow0zCGR/Ne5EIlW7IS0nN4O6M39+W/QeO7wlGpVIS18ARg46mkSsUscm712+ywepKX3LZz9/Dn2GdsxveZwVy8mlWluAX5eRi/CCM4eycAB2KvsfCP6ummvpp8ia8WzCRg5jqe++UY+YbKz4IsiaJI65gQQlTE35Y4qVQqunfv/neFFxaIyKzFRmM77Ou1KnbOzqc52wxB7Dc0rXBco1EhNd+aTMUGt4atTcettDqOez7ACaUBxy9Xbo2o3edSAWjp44KzbeGA9u5N3FBh5Er0kSotn+BwaRcOqlxaN22IV/2mzPdZwI+GXvwWkVDpmADH//yR5obTvKn9nI8GN+ZFq++YcHQQ6VevVCmuYjRy8cvhhF/9kEYFZ1l6MP7GullVl3otjaGf7aXRi2sZ/+0hsvQF1RIXIDcni/Mn9qHPrVzyLIQQ/2Z/W+Ikbr+yBoe7Nm7PiPznmZN9P3kFFUtGLqXlMEz/PG0LvqBu4zZm51rWdQbgxKX0StX56NlYQKFTwzqmY63rOnBA9wQ/FUzlcmzlEoeYlCzuy36Rgflv0Kz7EAAGti7s9lt/MrFSMYt8e8mL1/OHcqD+4/Rv24je2lM4qnI4ufm7KsU9EHWBK1lG9Gh5sENDAL7aGU1qWuW+t0UUo5GERQPpeWEBRqOBdScTmfnbiSrFLHI26Toj3/uFesv6cPXNIOLPHK2WuADHT51kz1fPcWrP2mqLKYQQFSWJ0x0qM/M63fO2E6KKxNvZpth5NwcdNtZqjApcTsupUOzTiYWtSQ3cnLC2Mh/H1LKOQm/1IVzOFx+QbokxZ8ZzUDeBuxz/WrvJRqcj1dqbLEVHzJmISsXdcjoZBTUO/sE4OBYmdz2buWODHpfLO0i/llqpuKmZen47V8Bnhntp0H8KKrWaM62f5WH9TN5Kal+pmEW+OXKN0fnP8HaLVYwY1JenXA+zSTOJM7+9XaW4x3f9Tgv9UYZrNvJ27zrUVyXR8tgbXDh9uEpx8w1Gnvj+MHuvu/KbsTNWip4Pf9uJoRoGy/929BIPfxuFf+xSAtc/wp5fP6xyTIDcfAMzlh+n4xubmfDdIa5m5VVLXIDE9Fx+PXSRyITiYwyFEDVXpRKnuLi4EsdGKIpCXJwsVvhvcPVyNB9qP+Jz7TwcSth4V6VS4VvLDlCIT61Yt1pUYuEbQTNPx2LnWlhd5HPtuwxKXVzhOmdmZuBpSMBVlYF/o0Czc+tbvEOQ/nP+yAks5eqy7TpXuERC9yZupmMeTjassXuVb7Rvcn7/mkrF3XE2BYNRIcDLybQHYJseD7JfCeDYpXRSMyu33ENadp6pJWxwpwBUKhVdG7rgo0rBI3ZVlcYmfXDOg5F5z7Kx/lQe6t2J92v9yiir9SRteK/SMQFWR1zmbHImdey1tP7fhzykeo+fU/1Zd6JqLXopmXpeXHGCHEXHMpvBbDK0YcoRdxLSK5bwl2Td4hfYtD+CxIxc1p5IZOJX2zAUVL3b8tjFNHq/t42nl0XwyoeL2ffzvCrHBNAXGHj5txO0f30Tj32+j7jU6usOjTl1kD1LnmfH9s3VOjNUURQS0nPIzZd9LMWdoVKJk7+/P1euFB+/cfXqVfz9/atcKVF1qddz2GsMINKqWallnlO+4LhuDNpjFetSanH8Lb63fp27rI8XO+fVqDUnjfXZW9CEbH3FPr0fT8onSP85o6zfwdXDx+ycv38jDGg4ebnin96NBiOjYp/heasf6FjXPIlMqd2Wi4orFy5drnBcgOsHfqSL+jh3NfprU2t3JxsCvZxQFNh+tnLjnPYePYnaoKephyMtbnR/BvYezsSCqdyb80qlN2hOTM9l85kUthpb03zAZAB03SbzuyGEb1KaVvrNTTEaydnwGo1UF/lfF38a+vszqEvh2LpF26IrFbPIVzujydQX0KKuE088+zaLvd8gqcCBj7dULe6pvesYdGURa3Qv8lpfP0bZbOXDK6M4/PunVYqbmZXF40v2kakvwN9Oz8fW82lzci4xJ/eVf3E5PvtxGV/vieXKdT27zyWz4tOXybqeVuW4h3ZtoO7SewiN/YQ310byzC/HqmXiQEbGNYYt3kPo3D9p99omVkdU7vesJD8fiGfwJ7uZ+MNhLqRWbYLHzS6l5fDZ9vOsOHKxwsMYyqIYjVyIOkLK5QvVFlPcHpVKnBRFQaVSFTuemZmJjU3xbiHxz4vT1OORvJm87/FmqWUcdVY4qnJQrlXsF9nr+jE6a07iY1/8j0otNy/Crd9lWv4TRF+pWIvA8Utp6NGiqxdc7Fxz78LE5HRCBgUVnFkWfy6CLhxhhGYDzXw8zM6ldHmVLvoP+CKrS4ViQuEfwr6XP+Q77Vz6upi3tN7nb+QJzUq0uyrXiuO2ZzZHdeOY5PrX7DwHRxcyG/YjGxs2VHKG4YZTiSgKtK3nQgO3ws2eA0Pu5g275/g9ry3bz1Qu0Tt/Yg/Dcn9ktfYlhrUpHJ82ItQPaw0YLx8lJjqqUnFzszN5aO8DTNSsYFL3+mg0aqbeUzih4eeD8WRUYW2vnw4nccjYmBjX7jzWvTn3NLChjuo6tseWVKl78fjPc/gubzIPO0ey6pl7ibNvyVZjK77cWbXtqE7sXMXE6Mf5yPpDXh8UyEd2nzE5bzHHv3uuSnFTMvU8vllhbsFQ9mg7cVrlz6+HL7Ls4MUqxVWMRuIWDuLBi2+gxkimvoDXft5O5NE9VYoLsPbXJcz49QgHL1zj92MJvPbJV6QkVr23I+rQFj6ZP5vX/4hk6tIIhn+xr1q2kErP1nP8rV7U/7EH8Yse4M0/IqslMTUaFT7cfJaOb2ym17tbWXus+hLT/edT2Pf+EPYvGEZs5KFqi5uWksjen99h09pfq2VtvtuhQonTtGnTmDZtGiqVipkzZ5q+njZtGpMnT2bIkCG0bt36b6qqqIikjFwAPJx0pZY53/h/3KWfx8/2wyoU+1XDKJ7OG49jo04lnm/kXviGfDa5Yl2AkQmF5YuSpJv51bHnae1KPlO9TvzZio1zOphixdN54/nFaThanfn3o1V91xvPnVHh1pYLiSnsMDTnjOJD4+BeZue61ErjWeufCU5ZVaGYAAaDkTrXI7FV5dGwWZDZud4BhYnf1qjKrXpee9ccRmnWcl+Tvz7gqFQq+rb0AmBtJbvVtp9NZY2hAxGO3XFxqQVALXstn9X6gTW6F0ncsqhScU9t/wU/EnjMeiu9m9cFoGOD2vSok84kfuD4hq8rFTcmJYtv4lx5KP8V6j4yH4DWDz7LZJ5lUPZL7I6u3Or3uXn5NLiwlIbqBB5u4YijrZZao37m8YKn+TbGkajEys02BTi6fyv5igY3D2+GdfSnbtfhXFUc2J6gIaWSXcIAn2yNJiW7gD1uD9P22d95+kZi+u76SHJzcysdd+eWNbTQH6Wvej9rw+sxqkkuy61eQLdqPEZD5ZORmFMHufvYVN6z/oT/darPmFqH+Th/Fpe+HlPpmAAZ6VepvXoUs5VPGForCkedFbEx59j01ewqxTUaFR7/7jBfX++AXrHm2fxxLNp+ni+qmEgDLFqzi3c3niExI5erVxKo88v9HN34Q5XjbjiZyCOf7SPtagodrv1OxE8vV3rCz81i4uIo+CiEjqdeY9WOw/RdsKNautz/aRVKnI4cOcKRI0dQFIXjx4+bvj5y5AinT5+mVatWLFmy5G+qqqiI5IzCP6TuTqW3ALp4N+S84k1MuuV/xNKy89idU49fjd2oW69BiWUaexQmTueSKvaL1vn8AiZpltPSufgvklqtorfuBN00x0k9s7dCcQ8mwa/GblwMHFvsXF0XW1wdtBQYlQp3Ax5Nymdq/pM877EYnY35zEX/1t353RDKJ/n9SLhWsW61qKRMeuTOo5+ygMZtepid69LAheGaDYy8PJucrIq9CWdnphN2fQUvW39LLz+t2bl7Aj2oTQbaqN8q9ab2TYwTT+ZP4UrvBWbHHZp2I0fRkpRUuYTsy6RGPJk3iQMNnjAtqKpSqXjc/SRPWq3C5cSSSsVdcbiwNaVrY3d83GoDYGvviHObgRRgxdID5S/yW5KNkVe4O/ct3rB6gjZ9RwPg5+ZIn+aFa5H9WMkNq09cSuel5F7clb+A+g+8CkBQ9wd53PVrPs7rz3d7K9f9cy1Tzw/7Cus0o18AOisNY7o0YLDDCb7Nm0LEbwvKiVAyo1Fh5mEHHtC/wq6AF2ka2IrJ93XGmWy0hky2HjhSqbgAuzYux4CGek5qZt3XguGDBgBwJTOP/Wcr3+KyaGs0vxd04KLam5ee/B8fP9SE33Qz6XNxAReq0OKy7FA8e89fZa1VT2JGHuaR/vcAMG9DVJWShsh9Gxhz8D6mWy3l5XsDeNt3Dx3Up/Hd9TxpGZVP0C+l5TB16VGMCuz3G883jqOZqn+cx789RE5e5RPeLH0Bo5ZG83b+Q8So63HOsT0Xr+XwvyUHq319ur9bhRKnLVu2sGXLFkaMGMHatWtNX2/ZsoX169fz6aef0rhxxVehFtWv27m3+E37Eu1zd5dapmiZgovXLP/ljUkpHEvg4aTDTlvyytg9OcQO7WTuPj7d4riGggLuzV3NNOtfaORS8o/l8bpDeCF/NHvym1gcF+DUjVlNLbydi51TqVRMdd7KWu1z5O36pEJxj8anAdDK16XYOXtHFxa5v8jXhjAOxlUsITsUdw1QUadeABor8+9xfVdHnrJeRX/1HqKPbKlQ3GNxV3mn4GH+UPfAp0Fzs3NtfBzZrpvKW8b3iI2s2OKd8VeziUnJQqNW0aOZu9m5xt2H0SZvMVOuP8alCs7e1BcY2HTuOmuMHWnQe7TZufrdw/ndEMLn2d1Iy674TLi4wxvQkccDbeuaHX8o2BeAzZHJlRrvtezQRTKwx6bDSLPX7uH2vjiRifrIt+TnVbx1aNnBwkSudcsWeHoXrtavUqsZ1iUAgF8PX6zUgO6oVe/wObMZ7nqWbo0LW1+1VmoGNyygifoSLmeWVapLaVd0CrGp2ZzVBtL5gScBcHH15LdWn9BT/x6fHK3c7MXzVzJ5KaEzoXkfUmfIxwDUb9qa+QE/Mib/GT7eWbnuxfScfJYcSuXVghHEPLgOOwcXurbwJ8GhOceVBvy6q/h4TksUFBj4YPM5AKb2bkIz/3r8r7MfHerXItRwiIjvK7e7hqIoxG5dglZlIMQ1n1FdGtBj7Dus1vblEf2LfLi9cok/wDe/rSUrz0C7+rV4fuSDDHryLbxc7LmUllOl8YqLtkUTm5rNToe+OE7dz2cTwqhlZ825hKusWVe5yTm3S6XGOH311Vc4ORXvThH/Hq7Z0bRSn6eWrvRM3sdZy0OarTyW8x25OZYNrkyNPU4v9SHaO5f+icbDtTa+6iu45Zy3uL5xV67xbsFD/GLsgZdfKQPamz/ID4Ze7E61tzhuQX4ePomb8FFdoblX8VmAAA0cCghQx2OdULGE4XRc4cKZrUtInADa1S9syTh04VqF4h6KvQpA23q1ip1TqdXscxvMO/kPs/eqQ4Xi7r6Yx2LDADY0eQWV2vxXX6vVcs4uiEhjPSLPV6z14ujJkziSTSsfZxxvmcHp7ORA83qF3YsVHT91KPYauflG3B11BHqZ/73x9mvKB7VfZEVBZ7ZVMO7FcyeYn/sSB3RP0Kuxi9m5FnWdGOuwhyWql4ncVrFV9a/n5rPnRhffwDbmCVnXhnXYYPMCs5RPiNxVse7b/Pw8/owofMO6NdELa+6Jg84Ku2tRHDtWsVYRRVFwjf6VzpqT3OurNxu3GhA2jjmGEQzJms7xSnTRfLcn1lTfmz9g9e7dF6PamgOx1zibVPFWkW9vtKy1adqIevXqm44/1LtwjOK2M1cqNdPw5wPxZOcZaOrhSLfmvqbjto8uYVDeHBaer9wszogN3/Be9gzutTvJ8NDC+qpUKl4OMfKV9h3uSvqK1KSKJ3uH464x4dpQhhlexn9I4Qbo1lodDg9+wFnFhx/3x1Vq/N+l85HMiBnFZ9bzeOXeplhr1DjZWDOjXzOsKSBx17dkZVTs7xlAWlYui7cXvh/MGhCIq6MtdV1sebVnLdZpn6P7gQkVbkG/nSqVOM2ePbvMh7j93tGMZXTe06jrdy61jIu9jlesvmGy1QqS489aFNf+7Cq+0L5LeEHpbyoezTrxkH4Wg3JfsfhTe1Sqgc8M97LEbXqxVpYigTfGPp1KyLD4U/DFc8dYqHmP9drn8KtTfCFQAOugBxmXN5XXCoZaFBMgT5/LkiuPsFn7NG1dS77Hdn61cCSbrLM7LI4L8MDZ55hl9Q2hniUnvZntn2KhYRAbEmwrFHdvTGFCFtKgTonnD3X8kL55b7Is1a9Ccb0OvMkR3Tgm2G8t8XzREhA7oyrWXXdl7w88pNlKH391iZNRet5o3dpyumLjvU5EniRBqU28rjEO9uZJuEqloletBELUp8k/WbEEJ2r7L7yvXsBQl5M0dDNPaq2sNMS6duWUsT4RFyo2fur07t/ZYBjDm7bf0rWRq9k5W62G993XsF73PPoKtphGJV1nZPZk5hseIqD3KLNzzrXdSA4cRRqOrDpase6vlMR4XoweylOa5QwL8TU75+Fkw103XrfV+09XKG5OdjYbDhVeU5SEFPFztadbEze0Sh6btm+tUFxDQQFsf5u6XGFUZz+zn7VmPm6E+NfGYFT4cX/FW3HsD39KiPo0w+ommzZDBwhs05lD1sF8aejD8sMV714sHLivwrNlL1y9/tovtEcTN5p4OJCdZ+DnSnQLR+xei0FR4WmvooXvX38n+rXwYqn9O7zFBxxfU7GfM4DTv73LT+qXGFEnkrAb3dYA/UPbYKsxoigKW3Zur3Dc26VSu5CuWLHC7Ov8/HxiYmKwsrKiYcOGzJo1q1oqJypvf5YHWUZXXvKsX2oZlVrNVl130rILaJRppF6pJf9ySW/LCaMfeXVKX0/JtU4dTmtbcF1fwIXUbJqWsN7Trc7c+PTZxKP0so09HKirvkoT/QUSk1ri5elVbtzYy0lkGetj1LnQspRNhxsHtGGD8Qpcg2tZedSy15ZY7mYxkYdoqsqnjuo6zt4+JZbp4GYgQjcWJQOyrj+CvaNLuXFTLl+gm2EfnTUqsuuV/Aeq443E52hcGrn5BrM/yKXJzclGe3EXOhrSwb92iWU6N/WCtefYd/4qeQVGtFblf65SFAXN9UtYqYx4NWxZYpm7fNW0tp5L4Lk48vPOYq0tfcLCzZrHLGGgdTQHHRoAdxU736uZBz9uO4Y2aiWGgpalJty3+inFn/H6D3m5a12al3BeF/wYr6y242BGKL8ZFTTq4klbSZRTv3GvZi+uziUvyZLb6w0e+foInpdteKyUmckluXZyM7aqPBrUssJKU/w1cWvSEX3y9ySlXit1xnNJ1p1I5KLixolG43Gq417sfP+WnqyOuMzaE4m82D/A4rjR238kRJXMANtjNPEs3j3+WCM9k8+9QO3DOSj9Txdr/SxN5LalbFGe5nf7u+nWuF+x82P9U1l4YQIZx5xQBvaxOO7pfesZW/Ajg21+xzboXLHzQ0PqcSgmmUsHf0fpNcXiuFGJ1xmT9TgPWu1ieP/JZudUKhWxYV/z5i/HqH8iizF9LH/dsrOzWHPsEgAPtTP/26NSqRjT3o2EdV/RcetJjJ33WrzZeoHByKtxQbyq/5C37/YzO6dWq8hveh/JJ+PZEXOd9hX5vVAUXM8to5E6hrx6BrP71FhZsT/kI57fmonnMTvC7rY87u1UqRanmweFHzlyhBMnTpCQkECvXr2YOnVqddexVAsXLsTPzw8bGxtCQkLYv39/meWXLVtGs2bNsLGxoWXLlvzxxx9m5xVFYdasWXh5eWFra0vv3r05e9aylph/k0x9AVk3BvG5O5b9JrXc+xleLBjNufySWyFu9a0xjHvz3iCz9ehSy6hUKhremFln6XpDafGncCKrzMRJZ6Xhe5u3+Ur7DsmnLPt0sivXn/55c1nWfGGpZZztrKlXu7A16sRly7ol9uXUpU3uIhZ4vlnqH1J3L1+SVXW4qLhx5qxln64PJeYxKe9JvrN9DEfnkhMcvzp2eDmoaWE8TWTkSYvinj+6je80c9hqM50GriV3dTb1cKSOvZac/AKOX7CsFSf6Shb358ykW8FHNAruXWKZwIZ+tNTE4qpKJzrCsta31Ou5rNEHcdTYEL8O/Uss09bXia0203lbmc/Zw5aN98rNN7AnOhVQ0alFoxLLtGjfnV+t7+VElrNpHFt5jEaF+Rk9+KBgEHZtHyqxTMdGHthpNSRm5Fo8EUFRFJ5Lu5/++jcwdnyixDLNut5PZ+NnTMoeXaEJDutPFi5pEdbco8Tz3Zu4E2Z9jOlZ8zgbscviuJ9ea8dTeRM5HzChxPMdWgXRQJWAu/EKZ05ZPkj8WtQOtCoDXu6uqEt4cw1u3wkNRjAWcPKM5X+3t5/PYJshiKhad5W4nM7dzVzZqnuad/WvEmXhzxnAyqOXuKi4E9l4PK6evsXO92nphZ1Ww4XUbA7HWd79Fb16HmuZyHinPYSU8CFoQBtfRlltoIXxDCcr0C287cwVkjL05Nt70rFj8RnTLe99kr6qhSzM6MLOc5a3mh66cI1Hsp9lnvFRAsKKz3y8u+ddaG3siU3NrvRyKP+0attyxcnJiVdffZWZMys32K2ili5dyrRp03j55Zc5fPgwrVq1IiwsjOTkkv/g7969m0cffZTRo0dz5MgRBg0axKBBgzhx4q89ut5++20++OADFi1axL59+7C3tycsLKxKU3Jvh5Tky9yn3k1X3TnsdWV/CvetXbEB4rE3xg/4lfLmW6SLYxKjNX9giFpnUdzhcTM5ZjOWjkrZSw0kOQQQZfThkoWrnRe9kTSvW/yT7816uGcxRLOFtOOW7YN2ND6Nazjh1DCkzHJvN/qG7nnz2Z3uWma5Ivsv57PK2JlzzcaXWkalUvGhzWKW615Bf/hHi+LGxMWTpLiQ4NC81E+2KpWK52pvY4/uKfK2v29R3KIxPT71G2NjW3JXqFqj4UfvF+itf5v1aZa0a8LO6FTeL3iIGXUW4OpZ8jVWVlbEOLQlyujDyVjLujv2nktGX2DEy9mGJh4ljxGz1qjpdqN70dJuwIiLaezK9uUzzVAC2vUssYyNtYYujVxRYWR3xCmL4p68nEFChp7zVg1p3abknzUbG1vaNSlsWd5g4b6Ll86f5uErHxKqiTQtcXErW62Gx513c79mF6n7l1oUNzVTz9bYHFYbO9G85yMlx7V35HOf12mv/5jlcSX/zNwqS1/Ak6kP0Vv/NrV7TCyxjJ2DM+82+IIu+gUsP2vZEIG8AiOLztdhRP7zGPq9W3JcGx2Jzq24ojhz9KRlr5vRqPDbkcJWoftvGe9WxF5nRZ8WnjRSXSRyi+VLCOjOrcVHlUKHek4l/i7b2juy1WcCE/Im82W8t8Vxf9l/Yxxdm7rorIq3UtnZ2TOgbWFr6k8V6Ab8YX8cKTiT1HICTi7FP6Db66wYfGNSxu+7Kj/b8p9UrXvVpaenk55e9bUeLPHee+8xduxYRo0aRWBgIIsWLcLOzo4vv/yyxPILFiygT58+PPPMMwQEBDBnzhzatm3LRx99BBR+sps/fz4vvfQSAwcOJCgoiG+++YbLly+zcuXKf+SeqktW3HE+0H7EG+ry187xqWULKCSllv+J51pWHuk5hQMO69cuO3HqzBFmWn9H3fjV5cbNLyhAbbix7pR/SZ0nfznc5g3C8t5mbUHxRTJvpSh/LTHQvIQZdTfrp97HW9afUfe8ZQOCi1oiShsYXiSwfmF34hELP1EevDGQPLh+8YHhNyuo245UxZFL1ywb1P/j9VaE6BdyOqT0BVEB6rs64KW6ikNi2a23RXZHF+7xd/OmzCVxaXUv5xQfdp23bE/AnWcLE7KujctOOM93fY+wvLf59krJrUe3svlzFmu1z/Gk58kyu0Z6N3Khp/oI7kct2xPvzxsJVrembliX0J1WZIjHJfbqJtLzUMlv/rfaeGOh025NXMvskr3nRqvRlhOWvaHF7/6JUVbrecl+VZld03kth/JZQT+WXGtl0bjCDaeSMCqFm30XfSgrSeOO93INJ34/lmBR3E2RSeTmGymo3YQmTUrfDaFj+w4oqPn92GWLFjHdcfYK6Tn5uDnq6Niw9J+1nN5v0FH/EW/HNbNo6vyp/RuZkPUxoTaxprF4JRnpm8wm3bPcF/sG+tzyB7XHpWYz4PpzTMx/ioDe4aWWa9B3EmuNIayJvGrRrNOUhDjePD+Yt6wWM6StZ6nlHulQmOBcitxLSnJCuXHTs/NZc6yw3NCQ0j80DQt243vr13kr7hGSLlZtR4B/QqXGOH3wwQdmXyuKQkJCAt9++y19+/atloqVJS8vj0OHDjFjxgzTMbVaTe/evdmzp+RVaffs2cO0adPMjoWFhZmSopiYGBITE+nd+6/uBmdnZ0JCQtizZw+PPFLypye9Xo9e/9f04oyM27+h59VcI3uNAeTZe1O8gdhcq7wjHNc9yeWY+kDZW0Iknd7Fdu1kTloFYqstufukiJVvO9ac7UBMQVPKS3FiU3O4W/8+Hlo9e33LXs6i2Y0B4pZsnJoYd4a1xsc5pm1EY/ewMsvaNerMrrObOar3p205cdOvpfBE2rsc1TSklU/J3VNF2t5IgA7HpZU7/iQ3O5MGCX+QqmpMcD2XMuM6dh5HcEQrHNOsGVTOeIN8g/HGzD4VbRuXPB6riHuHwTwaoSbS0IR9BYYSP3kWMRoMPHFuHF2t6hHoU3YLVZcbg5qPxF0jS19QZkuoYjSSFLUfFZ7lJk5dmnkDpzl2Mc2i8WleKbupr75IbjmJdDc/HQOt56HOUbhyeTpu3n5llrc98iUtVD70alryOK8irVq1pfbudOwK9CQlJeHhUXJrT5G2B6bxjFUtfBtMK7Ncr6ZuLNLOp0f6ES6e24pPoxZlll+dWpe4gu54N+9VZrkWPR4ifIcLedeMRCVdp5ln2bOpdTvf4gG1AwEBZU+06NHUHTuthktpORyNT6NNCTNIb/b7ja1a7g3yLvN3qFsTV5xsrEi+rufAuQQ6Nim7xSViz0ZssOPeIL8yf4dCmzfGxT6O1Kw8dp5NKTMZAsje9zXDrTbRrJYOG+snSy3XvP1dXFrvwSlDXdTHztCrQ+sy4/5yKB49WtIbDMDLs/QEp7m3EwFeTkQmZLDyyCVGdi57K7STf35Hd1UWrWyTaexd8hABgGaeTnzmsoS7czewd10iruFzyox7YvV83lBtZYvrg2V+yGzo7UaurQaVXuHwttX0HTalzLi3W6USp/ffN/8jqVarcXNzY8SIEWbJzN8lJSUFg8FQ7I+Oh4cHp0+XPJYkMTGxxPKJiYmm80XHSitTkrlz5/Lqq69W+B7+Tqetm/N63kwGBnrTrZyytVw9cFTlUKeg/Cb+zEuRNFNf4bpV+a0ndVr04qH1Vthe1/CEUSlxTEKRqBsDw708PModeBlw4w/3+SuZ5Q6MTow6QBvVVXI0V9BZl/2jXr91L1qtMkA+DMvOw8Wu9Dfg+OM7GazZTqhVFLUd5pcZt7m3E29Yf0mH/FNcPr+Mug1Lf0M7f3Q771t9RLJVbdxqlf5pEqCZjysOOmuu6ws4nZhRZova8Ytp5OQbcLGzpol72QP1/fwactauDWmZeUTEp5c6kBzg/Ml9tOQc/ppL6PzLfoOqV8eO/s4xtMraTdQBaNul+ODeInFnjvBNwXQSdLWpVa/srVq8nG1p4uHAmaTr7DkdT7/ghqWWvZCaxcCcmfSwOs6cjgPKjFvHvS67dZ04n22D89lEBpSROCVdPMcTOYsYr1WRXu/BMuO6evryfO15LE9w5eXYXIaVkTclxp2le94OumhUpDcuu6XQ2V6Hj20eNvp8Yvf/XmbilHw9lx8SvfleeZw99xQfdH8zB50V3Rq7sikymbXHE8tMnNJSErkv/Qce0BqJ93uszLi2Wg3/87tKk5hvuL5uM4wrfWuijLRUXjz/GB2s2tKtxQelloPCcZBT68cQGvMR6evbQpNvSi2bnZnO+AvTeFwHsf4by4xrpVFzb5AXX++5wOaDJ+jZrPTvW26+gU+utSPekE7TDmX/HmusrPi+/a98vCOO3pEF9OpQelmDUeGXQ4VLFzzUruyPxCqViqFtXIlIXo3XtiXQufSWdEVRePlSR1z1s3gitAGlt+cVcm7cmbxjm4mNjyekjA+DitGId9S3dNZcwMe3a7mD35M7v8rYtfEYL/hwt8FY4kSIf4tK1SwmJsbsER0dzd69e3njjTdwdCx/BtWdZMaMGaYuyvT0dOLjK7/wWHVJvl7Y7VXewHAAV/9W9NK/Q5fc98tdOmCvdUce0s9iu8/j5cb1rW2HtUZFTr6BhIyyx4idSSocQN60jIHhRTycdLxn8zl/Wk/l4qmy97zaaWzJQ/pZbPIpv1vk5gHi5a1bc+S6IwsKHuBgnYHlxtVZaQjWXaSR+jIJJ8seGH0u8RpHjQ244NC63ARSo1aZWrMO3lhmoDT67Qv4QzuDqbX3lpnAQuEf3KLlCvaW0622I9WZ/+VN55c6j2NtXf5MxBH2exlntYa847+VWe5M5DGuK7ak2Phhoys/7uN1jrFLNwnXHS+VWW5r1BXScCTB995SB97fbH+H+bxUMJrf48pOuvdHXWStoT3HdG2o5Vb+mBLfoB7kYc3myLLHT22OzWdS3pMsd3iU2u4lj5O52YXW0+mjf5MF6V3LLLfxVBKKUrhwq5dz+Uta9GnhRSPVRawPf1Fmua1RyXxkGMQO6y74Niq75Q3grroF3KfZQ+PLq1CMpXd/RW39CT9VIvdoj9PEq/xJLO0aetFMHY9/6nbyCwpKLbf30GFSFCeuqWsRGFh+fR9sZsNv2pd44ewjZGeW/jfiz9PJbMltwrt2UwkMKbulG2BQOz+g8Pt3Nav0brXT25bydvZMBtkc5p7AslsqAQYE1uINqy8Iy9vAuYidpZbbF3OV2Ks5nNa2IKRH2R8oAJqH/Y+7lEU8f/0h9p4v/W/P4bhrTMkZzc/Gu0ocFH6rTp27k2vvTWJGrqnr+9+qyimdoijVsllhRbi6uqLRaEhKMt/oNCkpCc9Smi89PT3LLF/0b0ViAuh0OpycnMwet1vSje1WPMrYbqWIs6MDSdr65KIrd2XnM2kqDijNUNUPLTeutUZN/Tr2aMnn/OWyfwman3yXd60/JtS2/IUXVSoVTbWp+KmTuHb+cJllI5LyOaA0w7pJ2d0RRVr6OKPGSFRs2QvSbUtx5v2CwaS0LnmW060O+43lf3nTWZ/Xqsxyv2U0YVDea0R0mGdR3Aecz7BS+xKBe58us5zd5d0Eqi/QtOzeEJOedWGs5nfqHSm7Httjs/jT2Jb81iMsiqs0vZefCnqwOjOgzHI/pDWnjf5Tjraba1HcxvV9qKtKxSvtcJl/i4r29+vRtOxuliJF6w3tPJtCXkHpb+wr4+2ZkD+VXR0XWxS3V0Bh3F3nUsrcwmLd2eusMnbmWohlK/C3Ce3NaaUeh+LSyty7LunACty5ZtoGpjx3++tYq53BxJxFxJ8rfQXtFVG5zC8YTETofIviBnZ9gC+UAYzXP1Xm7MXFV1sxLm8qx5pMtGgpgIDQvrysnkjv3LfYFV36G/v3MQ50y5vPmuAvLIrbsnED6miy0ZLPkT2bSi23/HDhoPCBbeqW+0EFCpdgaVHXCRtjFtt3lz57Mf/Q93TRnGSw2yWLliBxcfVkW+0HeTv/YX49W/rvRdH2QgNaeZU7mQjA3sGJrq0Lf4d/OlD6mLof9l8kQmnEgZav4ORS/uQYnZWGh4ILhxIs21d8WYgi7208w8It50jPvn0bBFc6cfriiy9o0aIFNjY22NjY0KJFCz7//PPqrFuptFotwcHBbN682XTMaDSyefNmQkNLflMPDQ01Kw+wceNGU3l/f388PT3NymRkZLBv375SY/5bPXphJqu0L9JMf6zcsiqV6sYA8cKtM8pyIbVwILJfHctW7n6JL4jUjcT66LdllgvI2MGDmp00dLTsF+GA3zgezXuRPyl7RtupG0sLlLRpcEke0OziuG40bSNKX4dMUZSbBoaXPU6miGNQP/40tmVPQulvkkajcmOrFWjnb9nSEE2869BafR6/64dL/cRuMCpMzh7Dk3mTcGl7v0Vx23uqedH6B/pc/7XUAav5BiP7b7R0dWpkWX0bdb6f5wvG8X1qY65cL/mNXV9gYO/5qxRgRXDz0tcKu1mTDvcwxvA8d+fONXX73io3+zoPxLzCIPVOejQuv7UJCrfocXXQUSs/kYiTJ0osk51XYJqa3cuCVgAobFkd7biXL1VzOL3jlxLLZOTmm1r8Spv1ditvF1ta1nXGqMCfpbRmpV9L4akrs9lv8yT9fS37fXOu7cYJ23b8aWjN7tMlt6inZ+ez68b3oV/L8tdXA7Cxc+Bos6eJUBrxRymbS1/LymPLuQw2GNsTcFfZ3X9FrKy1KK0eJQMHVkeUPID5WlbejRXnVfTqUPYHmiIqtZrtLeYSol/I5xdL7iq7lpKI/9kluJHGA6XMpivJU74xHNRNIGDfc6XW9+m0wbybPxi3bv+zOK6u7+t8bBjE9yeyS+xRuJaSyPhTw5mgWcWQYMteN4BHbwwS33PiLGnXiienqZl6fj9WOC7t0TIGhReL264ur1l9wbsXBnM5tng3fWqmnk+3RfPO+ijTVlq3Q6USp1mzZjF58mQGDBjAsmXLWLZsGQMGDGDq1Kn/2OKX06ZN47PPPuPrr78mMjKSCRMmkJWVxahRhSvghoeHm423mjx5MuvWrePdd9/l9OnTvPLKKxw8eJCJEwu7cVQqFVOmTOG1115j1apVHD9+nPDwcLy9vRk0aNA/ck/VxUcfTZA6htp21uUXBnrbRDLV6hfyz20ttYxiNNIh5Vd6qo/gX8uyBdV0jrXQqBSU1NK3XsnNNzBb/wjv5D+MR5MyOvhvYte4O3uMzYlIKf1TVFrqFe7NXEao+qRpxfHyeHjXw16lxyWr9F3LLycm4JUViY3aUO5MvSJFW6dEJlwnO6/kroPoxGukZedhY60utr1IaRq06srTBU8yMPdV4q+V3B168nI6sXoHtlt3oVGTsmcsFqnXOIh1qq7MK3iYY6Wscn06Yh/3G9bR0jbVNO6sPHUc/to6ZXd0yXH3n08lJ9+Au6OOgFK2yLmVja09+f69yEVX6jowUbt/Z4B6F89rf6aZl2Wvm1qt4i2XFezUTcaw++MSy+w7cgxdwXXq1bazqKsZCv/W3O18ic6ak+SfLHnW6bHd67lX2U5rVyMN3EpeNqEk9zdQeM7qR+psf7HE8weOn+SY0oAYdX3qNSxvNMtfTvVYzP/yn+X72JJf6wO7N9JCOUszD4cK1bd/y8JWrz+OJ5a41976k4kUGBUCvJxo5G553AGtCrtMN5xMLPF3buORKAqMRgK9nGhUzri/m3Xoeg+pOLP9bApJJQxBOLN5CS9afcv39u/T2MKfB4Dgjj2xwoAhL9e0ldPNlh6MJ7rAlc3uI2nSor3FcTs3cqWuiy0ZuQWsL2Gpisg/PqapKo4HbQ7QyteyD0BQOGvydZfV7NBM4PTa4r8bx1e8w+PKL3TxhjblzDy+mZ+7E63sr+KkyuHMn8XHp63duA4KcgnycaZjA8s+AP0dKpU4ffLJJ3z22WfMnTuX++67j/vuu4+5c+eyePFiPv645D8w1W3IkCHMmzePWbNm0bp1a44ePcq6detMg7vj4uJISPjrB7BTp0788MMPLF68mFatWvHLL7+wcuVKWrT4axDls88+y1NPPcW4ceNo3749mZmZrFu3rsRF0f7Nphin8L+86dj5WvZJqqthP5OtluNwsfQxOGmpSbzIl3ylfYd6LpZt9XGtxSja5y5kvnXp/dvnr2SxyRDMt9aDcfOw7BNagNdfM+tK65qJP7mTF6x/5B3dF8X2TyuNb1AP7ta/Te+cuaVO4U04vIbVupdYbveGRc3lUNgS0NHxCo+oNnL2RMn7iV3b9QWHdON53eV3i1bshsJP7LF17+UyruyPLblLomi5gJAGdSwebKlSq1nTZA6fG/qzK77khCzz8M+8Zv0VLzustKg7okiXxq64c434Y1tLPK/Z/Ao/aefwuHe0xSspA6Z1l7afKTkh23jFmQ8LBnHM+2GLV34GcGnYjgJFTVpqUonnHXe9zkHdeJ5z21Oh+mqDhzE7fzivp4dRUML0dpsjX/C+9hOec7RsHbQiPf1tmGC1mq4Za0i/WrzV6acYex7Me5VVHb6rUNywFl5o1CqOXUwvcVFbjwPvsFI3ixdrby7h6tL1aOpOM5urDMv8iogdxRdrrL3lWYZotnB/C5cKxQ2uV4t7XWJ53ziX478tMDunGI203TKCzdrpjGtQse1vGrk70N6vFgajwg+7zpjHVRRWx1pxzOjP1YaDKhTX1dOXt/wW0y/vDRbvNf9ZMxgVvt1TOIxhZCe/Cv2cadQqHmxbl2BVFFl/mg/AzzcYeT4+hGfzx5Lc7ukK/V6oVCoa+TdApyogN2av2d/h3JwsWkYvZpr1L0zxv1ih+gJkhj7HI3kvMf1SD7NWsuzMdPpHPMlO3SSmtVFVOG51qlTilJ+fT7t27YodDw4OpqCMwXjVbeLEiVy4cAG9Xs++ffsICfmr62br1q0sWbLErPxDDz1EVFQUer2eEydO0K+f+cwelUrF7NmzSUxMJDc3l02bNtGkSZN/4laqTZa+gEN6H/40tsXV3bIxDBmeoXxf0ItjqtKXAoi/co0/DB3YrwrC1t6yT34+vn5coRbRKaV3AZ5OLGxubeZV8mJuJWns4UCIOpKB+tWkJJe88GHUNfjdEMJZly4WxYTC5Sf0tZpgRM2JSyU3AycmJpGu2HHdxbJupCLPan/ldesvyT7xe8kF4vdTR3UdbwuT0iLt/G4MEC8lcXI+sogH1NvpUc+y5LFI0ae50gaI70mvzR5DIAUNy16O4Vb9HKPZb/Mkg8/PKrF70efKVjqqI2njZdm2LEW6N3JhlGYt/4t7vtjAXaNR4efzWt4teBhdj7Kn9d+qcdfBtM//lPGZY4hNMV8zKy/fgCYjHq3KQIPA4n8Py9KyQ09W6O4jIqu2KbktkqkvYFN6XaKNXtRpX/Iq5KXxD2zPb9p7mZz/JL+fNv8ZvnJdbxrn1a9N2dPTb+XqoKNnUzfsyWHntvVm5+JTrhOZ5UiWoqNhN8v3e4TCRUFf8djJE1arUO01/9Adc3If9+Ss5XWrL3ggoGJjR9VqFY/Vu0pvzRHcI782+1k7efokngWX8FGl0L1jxwrFBRjXvjbvWn/MY/vuIzf7r67hHWdT+O5aAI8yl8BBlo1Lu1n/3ncDKlZHXCYx/a8PLEc2fMekzAUE2yZwX2vLF7Qs8khTFcu0sxma8TlnDv218vmvhy4Sdx3+tO1D8N0lL7dTloA+YxhsnMvI6xP4/dhfjRTf7bvEK3nD2a5uT6uwkRWO265rGBcc25KSlccXO/9q/f9p8z7SjXbkqW3pGlL2MI2/W6USp+HDh/PJJ8X30Vq8eDHDhg2rcqVE5SXfGDtir9XgYMFAPwBD0/68WDCatfmlr7h0NseJJ/KnMN/7HYvrUrTRaUqmvtSBfOnn9tFSdZ6W7uXPnipiY63hbZuveMX6GxJKmVm3KaMeE/Mnc65NyV0WpWnpU9iNU9rMus9yetBav5grHZ+vUNxsny5sN7TkRGbx5ntFUZiWM5oH9K+gDa7Y709HHxvuU+8iMKr4Qo15+lwGXvua97SL6OxesdXvQxvUQUceuvgd5OaYJwxp2Xl8mNKWR/Nfon7PUaVEKFmTNl3RK9bEG2sXmzRwITWLYTnTeaVgFI3KWS7gVg3dnRlnvY671Ic5vdN8L82Ii2kkX9djr9VUuHnfycGRwAaFYzRWRZgn6dvPpnB/7ss8qFlAk+Cyp/Xfylqj5t6gwjfBFTdWmC6y9ngCi/L6MtbpExq3Lm9BkeKudJ3DWmMIPx4yX1xy6/Y/0Rj1tPZ1qVA3UpH/NczggO4JBp6cTNb1NNPx7/Zf5NmCx5nkswxvf8u7/4p4936SHYYWfJzRyTSOEuCLCD2v5w9lq8sDuHqXvudmaQL7PcHXSj/+lzOJrWf/all6e28OHfUfscTvLWq5WT6up8hdrRoRanUGN67x57rCnzWjUeHt9YVL4Tzcvh5OdhXvpWjt60IHv9oohnx+/6VwBmOuPg+PfW8wxGor030iLW7lvpl3/SYcrNWXXwzdeHNXBnkFRq4mX+bj9UcBGN+9QZnrtZXGybk2XbvdDcBra06RnJHLueRM3v/zPKuNnUjo+6XF+1LezFqj5rk+hT9H328+QOShbeyJTuXN/QbC8t4ipvdnFu9L+Xep9LN/8cUXbNiwgY43MvZ9+/YRFxdHeHi42UKT771X+vocovpdSzjPfepdFNj7WXyNT63yt105n1LYPO9fzlYrN7PXWTHKYS/+uZFcPOOKc+vinxKCzy9klO4Q+w0vQ7lLZd5UH6cQolI9yE5XCCrhfFHiU5QIWapL7QyaW/1EvaOO0MP8E3BuvoGTlzNQUNOqQdkLSd7KJnQsgyNa4HpVx5hb1j65eC2Hi9cNJKqbEhhY0t2ULtjbnp7ahZAHKQkv4er11xvMiQuJ7DGE0cYqjo7NKtYi4u9qz2ab5/AhiYg9frS662HTuW1nrqAohd0Wlkxnv5mdgzNP+PzIH9F5TIu6ziSfv1pF1xxPIF7x4Ez9R0rcmqEsKrWa4/XD+ercZa4leJktYhr153c0V6lp2Cy0Um8QD7TxYde5VNYcPMtTPRuaujR+ujEbqU2bDpX6Q/5gsA/H922m18mPSElYhKtXfRRF4es9sTfO+1ao+8RU37Y+zNsQxYlLGeyJTqVTI1dyc7LocWACO3QKh5uVvaxAaTqEdCVxcy2yDRqO7jzAw33vJiVTzzc3upGGdql40gSFY+pm+r/PtjNXsFp3mo+HBROZkMH3x6+jKPcy4KHOlYrr5FKH+PYzidkZw+zVpwjxr832MylsP3MFK7U9fe4rfS2xsmisrDgf/BJP7Url1BF36ndMJ33D27ROzCJW15eJPS1bxb4kL4T5Y/XVeFrEx7L1h2yWKb2IyZ3IFJs1dH648tuZ+Y78nNHv7+T65QKmfruDqRen8nG+gVfrvEx4qF+l447r1oBVEZdIvnKF+Pm9+JL7ycoLoL1fLR4KLm/55dINbO3N/kMHeCL+JTxWXaNb/gfkGWvRv2V9OndqU+m41aVSLU4nTpygbdu2uLm5ER0dTXR0NK6urrRt25YTJ06YNv89evRoNVdXlMcYt5cPtAt50lD6wm+38q1lByjkZaaSqy95bE/slcIm6YokTgAPaHYQbrWRrJiSVyVP0NuQqjji7Ne6QnEjW7/AuPyn2ZhVfMHDlLQMrqZdQ6WyfEZdkTauBp6wWkWntFUYbxl7cvxSOgVGBTdHnWkmoqVa1HVGq1GTkqkn+op5C86eG91hQT7O2Gor9sbuVMedHdpufFrQ37RNSZH10Tm8U/AIPzadb/EO6UVUKhWXXLuQoNTmRLT5lOPjB7ZhTUGpm8OW5662hVOZV0VcNmsR+e1IYYvOfa0q3h0BUK/vFBYbBrDynME0ay83O5O+sXNZo3uB0fUt28ftVn1bevK67htWZI8kYvNPAMTHX2BvVOH3pWgbiopq7evCmw4/ca96N1GrCvdJO7x7A44Je7C1VvNoB8tnI92str2WR9t68pBmKwU/jyI/T89P2yLIMNqgqDTc1cXy7uubWVlrOdrzW8Ly3uKVPQbOJaWz7/Mp1ClIJMjH2bR8Q2XM6NcMtapwkPiSpUt57ds1KAr0ae5JkI9LpeNO6t0YN0cdMSlZLHrvZdb+/CkAo7v4U9/C2cEl6dw/HK1/J3LyDTz0wSbaxXzCa9Zf8X5oDnUcKt7KUqS1vyfXfXuSpeh4/7iWNccTOKPyx2HYN9g7ulQ6rpeLPQsebY1GreKPqAycClLxUafw7sAGFo+pLImtVsMXI9oz0345wcYTzDB8QpC7FZ8Ob1ehsY+3UqlUvDikJ6l2DbBWGcgyWhPW3IN3H251W8c2FalUi9PXX3+Nj48P6ls+DSmKQnx8PPXqVe4XXlRdSp6WPYZAsu0DsGwOFTjZWrFHNwkvVSoXYptSv2nrYmWmxDzOdG0mKeqPgAYW1+eCe292xvhgle/LrXPmUjL1PJ7zJCqVwokWZS/ad6s2voVje0raA+7SkfWc0I1lr3V7HG3K3hrmVg1admHZqp7sNzRmXFKa2fYD+h0fskz7O8drPYBKVbGxPTbWGkIa1Gbf2QT2Rxyn0d1/LXHhsPstntDocfEte5Xh0kR0fI95G87Q67yRQTd6dhRFYcPJwkGmlU1w6P0KnZbcj9NlHQ/eWKX9evpVnrk4iad01iQ33FqpsPc090C3Qs2l5BSOnjhBm5YtOX1oC6NT32eVVTf6trinUnGbeTrRpp4LR+LS+HzneWb0DWDZnijsDW0IsTpLi5DKxbXTWtGgrgd2l/VcPrCSgJ5DSP55Mputj/Cd+zM0cq/Yz9jN9KGT2bRlEbMudODFoxdou/FJftReYYPPJGrbV377qidDamMd8T3OeVm8+/EHfJzcHJ3xdT66y4q7dJWf7NKvS3u+P72PPedTmTj/B9bpfqCddi1X7t1bpTe0Zp5OPH1PUw5v/IGhp+bTVqnHRKc3ef3+sreOKY+TjTWLhwfzy5dvMy33Y1BDE+8ZjAur2tZgKpWKT8ODGf/tIXZHp7JTCcK2fgfu7jOoSnEBOo5+j5833s/VCAPNbayZHtaUTo0s2yS8LHc18+CX8aEsPRDPjutT6NitD/UalL2mmiX8XO2p/dRHHNi6FJW1NT/f1QUbW8uHXpTG3tGZVs9t5OK5E6x2qU9913/P4tqVSpz8/f1JSEjA3d38E8bVq1fx9/fHYLBsZ2pR/Q7rOrA435UxDf2xbNnHwj8CuRpHMKaSlhhTLHEyGgz4FMRjq87D2qNiYwKyg0bw1tljhKbVYewt56ISC1ux6te2x97CmW9FgnycUasgNT2DxNQ0POu4mM5du3ASjUpBZ1exbjoArU7HCt/n2R2dSlDcdbPEqVb8Jpqrz2CsU7k3iPBaJ1mke57zBwPh7q1A4Tikbqm/0M86hzN1LVun5lZ3B3oyb8MZdpxLMe3Xdi7qOG6pB7lkFWjxgo+3atfEFy/ns1xOz2VVxGUebufLpp17CMGRPI09jRqUva9gaZxsrHmhcRwDzs/m4poAaLmJ3E1v8rDVXvxc7HG2cBmNkkzs2YgPv/mJ4L3z2VvrZd7fncPV/Cd4p29DHqrCuIiAB15g3Ee+bMgIoMH725iTkYybOp1BXcvb2bBsre56hCcTGnP5eCJP/nSCqVZdedB6N50ertgg9lu5etfnSOhconau4MPEAEChT5uG9Lzbspm2pVGrVSx4tDXjvjkEF8+Rrei42OElgv0sm4hSlid7NmJvqhPnTzch39aTH4cEVKn1pkiberXwHDWKvTttsHL24vGwkdWynYeTjTXfjwkhNjUbJ20P6jhVvgXrZiq1miFh3RlS/qLjFdamXq0b+wJWbEhAeZxc6tB+kGULAldUefsu3g6V+ktS2hTwzMzMGjd1/05TtLaIJauG3+zjum+y+mwOL+nacuuf1sQMPYP079NEk8CS+k0rFLd53cKuspOX04ttclu0UW95G4eWxF5nxReOn9JFv5PjB97Ds89I07lFeWE8m9uIl7r5VTguFK59sjs6la2nkxnesXDMUJa+gPFZ4wglgokdHqhU3GYtg7E/pscuN4nU9EzqODuw52wy6wqG0lV7lj6tKteF0sTDgebeThgTjrNn4y/0GzSUq+vf5mfdaja5PISDrpJjOdQqRnTyY+7aSCI2L6VPwBO8FWFDin4+88Pq4FeJ8TdFenXujNP5bHKyr/P4kr2cT3uAiVZq2t77QqVjAtzV1A1Px19pnhfBC6uXc9XQi2aejgwKqdrsWBdXT8KHjeLPr/ZzPjWHJ5jM/KAL9AzqVKW4AG8NboVarWb9yUS2eIxiYL/ncHCycJn3MrQJG4EqcCATTibS0M2B+9vUrZZuDndHG1Y80YmLSU1R7EcQXIUupFt1HDwFmFJt8Yp41W+CV/2Xqz2uSqWq8PAFUfNVKHEqGvStUqmYNWsWdnZ2pnMGg4F9+/bRunXraq2gqJjkG9utuDtV7JOao3t9cs/GFJtyDXA+JZtkauFQ2wcrC/Yku1ljd0d0GgV3fSyXEpPx8fqr26jFgRf4RRtNvO0kKjIwvIidYy2s8wykx0aYjuXmGzgcl0YetWjRsnWFY0LhSs2frT9IneidZGc2wc7BmZ3nUog31Iba/XjLr3ItLb6NWzHd+V1+TfLgxWPJjOnqwHeHk9lo6IWuzWj6VXAcUhGVSsXzfufoenUGiUddOd+hN5GpBQSptNQNrdh09ls90qEenlumMTBnK2+8c4nE3N54OTtwd9eqrabv06gFawNeZ+pRT3JPpwI+RHedz8BGFUvMb6VSq/Eeu5QTnz9Cep49rXxdWDi0DdbV0MLQpbErq5/qwrYzVwjycaZTw6p3n0DhRrofPvr3DHht7etS5q70laVSqfD1rJ77F6KmqVDidOTIEaCwxen48eNotX+9iWq1Wlq1asX06RVfv0JUn+eTpqHWZmEsWAhYvuR/Q/fCT03nrhRf3C7mxoy6Bq6Wr9xbRGulZoXtawQWRHI4QoeP10jTuXrXD+GtTkbnUbn9/fQhE+myogfWmf70vHHsSFwaeQVG3B11lf4k2MTDgdW2r+CrJHBoeyOC+41m+eHC/evCAj2r9Km9Tae7+WXFCb7Zc4FujeuwObJwHNJjHas2LrBdr8EkHn6NrQUteOmDPRQwnC2+o1jS/u4qxXW2taZ+5yHk79xBZoEKrZWadx9uVanZabfqM2QC6Q3i2XEuhc4NXU3bOFRVLTcvas3Yxvv5BrSVmL5dlgAvJ9MCrEKI/6YKJU5bthQunjVq1CgWLFjwr9jQVphrUHAeR3UOcU4VS3KaOeYxSbOcehezgR/NztlGrSRccx4vx3srVafrzk3ITIkhMeGv9WqSr+fyaO7zBKvP8mpQxQaGF2kT1JrElVcoSMkiLjWbenXsyNs0h7etzhPnM7zSCY5KpeKidx/08etZfyaD+m3juffMS+jVXRkcXLnutCKDWtdl/qazpF29gt0nbblH9Ri5TfpXaNuHktjaOxL14ErmLLtIAYWJ46tDQis1nf1Wre8eSqxPUzomZDE2KLjauiZUKhWPdKjHI5WcPVae6k6ahBACKjnG6auvvqrueohqkK3P55G8l3BXpfFh3YqtJeLvakew9S8YC1TkZF3H1v6vN/KAy78y2PoYB9RNgIrPTEoNeZ5WywcTmFmbotE2R+LSuKB4YuPaGEfnyu055GhjTXD9WuyLucrqiEtM6N6AwISVdLe6xtG6FVvB+FYNH3yZru/ejT4R/L94iUc1e2iiu0ZTr4otqHkre50Vbw8OIvG78fioUnhV+w35/Z6qUswirVu2ZItfY05dziC4fi2Lt5qxhF9AMH5Vn4AjhBA1XqUSp9mzZ5d5/p/a6FeYS76ex0nFnxhrDQ4WbotSpJabN0sJI7qgNoOSMwj0L0ycFEVhY15LLhus8Gto2Sa8t2rbtAEGYjh5OZ2M3HycbKxNm7G296/aINhhQY70iX+fLjtOs9XjDz7VT2SA7iAPdbmvSnHda9diZJcGfLrtPHOv98NTG4vXPVVLmor0bOpO/IhXORjVl4Yd7sXDrfrGirg72uDeVCZoCCHE36VSidOKFeZbGuTn5xMTE4OVlRUNGzaUxOk2SazkjDoo7DZZ5jGFgxeuEZCmULQTW2JGLvNz+6NR38vJZhUfwA3g6WyDXx07YlOz2R2VQFhLH1qceIswdUN6N67a9Oh7WvuTs3439sZsxn63jlglgBbt+qGzsSv/4nI8c09TnG2tOX4xHVW7n2nWrJLrIZXAt1FLfBu1rLZ4Qggh/hmVSpyKBonfLCMjg5EjR3L//fdXuVKicrIunWSgeic2tpYufWmuubcTBy9c4/jFDO6/McnndELhWksNXO0rtU9SkZF+Vwm4/jba9XWI5kUeNaxmkLUWlf8zlY4JYGNrz7FWz7H+4GliFS/quthWacuDm1lp1DzRo3piCSGEuDNU2055Tk5OvPrqqwwYMIDhw4dXV1hRAfYXNrNA+zEH9b2Bii+mGOTjgiORZMYcgBttTufPn0VLfpVnEvVoUR+/k6e5muXIK7uu0LKgH4G1VXS2q/hMvVt1uP8pCoJSqJtwnQGtvKllX/VVa4UQQoiSVOsWw+np6aSnl7yrvPj7JRQ4s9sQSI5z5UbxtnO6ynGbMWSn6ijIfxQray0dIl7imO44e23eBCq/1oxfQDuWOgxnXkpHrsRZs4rHWD646osHFunU0LXa1tURQgghSlOpxOmDDz4w+1pRFBISEvj222/p27dqewCJ4oxGhV3RKRy6cI3x3RuW2mW2yboHa/KbMqtpYInny+PboDmZii3XFAeyY6Jp2KAJzrmXsFHlU69x1cfjtB/xJrZfHcAqLYfJvRrTtl7VV0cWQggh/kmVSpzef/99s6/VajVubm6MGDGCGTNmVEvFxF9UKlj4028E5B7lrOtwWrYOKbFc0XYrns6Vm1Wl1miYXu9H1p3N5plL1uTaXmeg/j2CbK6wMqBdpetfpIGbA1un9yC3wICdtlobO4UQQoh/RKXevWJiYqq7HqIMKpWKZ21W0tawgz3HakEpidNfs+oqvzFm95YNWXf2OOtPJpKbbwBUeDZoibqS24HcSq1WSdIkhBCixqr0O1haWhpffPEFkZGRADRv3pz//e9/ODtXfEd6Ub7r9Xqx6UQmcZl2lLRLmGI08nP2GK5qHalttRqo3KKSvQM8eEF1nLiLF1lx6SzgTv8gr6pUXQghhLhjVGo/hoMHD9KwYUPef/99rl69ytWrV3nvvfdo2LAhhw8fru46CkDd9jHG5D/D9zklb66alpqEtyqVFupYXF3dK/08bo46JjVIYq1uBsu0sxnluJ++LSRxEkIIIaCSLU5Tp07lvvvu47PPPsPKqjBEQUEBY8aMYcqUKWzfvr1aKymgoVvhtP0LqdnkG4zFdntP0Gt5TP8G/rbZfKSr2srR4ffdQ9zXy7DPS2Fov15oraq+35kQQghxJ6hU4nTw4EGzpAnAysqKZ599lnbtqj6IWBTn5WyDnVaDPi+PC8npNPIyn5GWlGngpOKH4lz1jZfrePhQ59m1VY4jhBBC3Gkq1ZTg5OREXFxcsePx8fE4OlZtl3dRMpVKxSKbhZzSjeL68TXFzidVw8BwIYQQQpStUonTkCFDGD16NEuXLiU+Pp74+Hh++uknxowZw6OPPlrddRQ32Nlo0akKyE2ILHZOHbebgeqdNLe5chtqJoQQQvw3VKqrbt68eahUKsLDwykoKADA2tqaCRMm8Oabb1ZrBcVfTjaZyJRd9xJi06rYzDr/+OU8rF3PnjwV0P92VE8IIYS441UqcdJqtSxYsIC5c+cSHR0NQMOGDbGzq/qO9KJ07vWbcXFnNnVScoqdO2OsS4EhEJV75VYNF0IIIUT5qrQSoZ2dHS1bVn0rDmGZhu6FM+vOJ2eiKAoqlcp07uP8AVzK782vgdW3/5sQQgghzMkSzjVI/Tp2DNFspZHhIilJzXHz9AEg32AkIb2wFcq3tu1trKEQQghxZ5MFemoQnZWGp7SrGWv1B0nn/lpoNOFaDkYFdFZq3BxkVp0QQgjxd5EWpxrmkPPdrE+5gluOHS1uHMs4vZlDuic4Yd0Slarvba2fEEIIcSeTFqca5lSTJ5hTMJzDOX9tg5KVcJY6quvUssq/jTUTQggh7nzS4lTDFG29En0l03Rso7YnL+vteDDQk6DbVTEhhBDiP0BanGqYhu72qDCSnhRrOnb6Sj6nlXo4+8t2N0IIIcTfSVqcapiGTnBSNxq7PD2Z18NwcHThbPJ1ABp5ONzm2gkhhBB3NmlxqmFcatUmR2VDnqLhcswZ0tNSGZr9Pf3Ve2nsZn+7qyeEEELc0Wpk4nT16lWGDRuGk5MTLi4ujB49mszMzDLLP/XUUzRt2hRbW1vq1avHpEmTSE9PNyunUqmKPX766ae/+3YqbKbHRwTol3Awx5NLkfuZbLWcWdrvcbTV3u6qCSGEEHe0GtlVN2zYMBISEti4cSP5+fmMGjWKcePG8cMPP5RY/vLly1y+fJl58+YRGBjIhQsXGD9+PJcvX+aXX34xK/vVV1/Rp08f09cuLi5/561UStPGAfxx4Qw7z11B7QwRBT1xq1MHj9tdMSGEEOIOp1IURbndlaiIyMhIAgMDOXDgAO3aFQ6GXrduHf369ePixYt4e3tbFGfZsmU89thjZGVlYWVVmD+qVCpWrFjBoEGDKl2/jIwMnJ2dSU9Px8nJqdJxynI47hoPfLwbJxsrmns7s+d8Ki/1D2BM1wZ/y/MJIYQQdzpL379rXFfdnj17cHFxMSVNAL1790atVrNv3z6L4xR9Y4qSpiJPPvkkrq6udOjQgS+//JLy8kq9Xk9GRobZ4+8WVNeZ8TYb+Mr4IrrYzQD0CpD2JiGEEOLvVuO66hITE3F3dzc7ZmVlRe3atUlMTLQoRkpKCnPmzGHcuHFmx2fPns1dd92FnZ0dGzZs4IknniAzM5NJkyaVGmvu3Lm8+uqrFb+RKrDSqOnhkUtw0lmuKM6E+NfG31UGhgshhBB/t39Ni9Pzzz9f4uDsmx+nT5+u8vNkZGTQv39/AgMDeeWVV8zOzZw5k86dO9OmTRuee+45nn32Wd55550y482YMYP09HTTIz4+vsp1tETzoXM5bN+N4a5neHuwLHsphBBC/BP+NS1OTz/9NCNHjiyzTIMGDfD09CQ5OdnseEFBAVevXsXT07PM669fv06fPn1wdHRkxYoVWFtbl1k+JCSEOXPmoNfr0elK3jxXp9OVeu7v5Ohcm7bPrKbtP/7MQgghxH/XvyZxcnNzw83NrdxyoaGhpKWlcejQIYKDgwH4888/MRqNhISElHpdRkYGYWFh6HQ6Vq1ahY2NTbnPdfToUWrVqnVbEiMhhBBC/Pv8axInSwUEBNCnTx/Gjh3LokWLyM/PZ+LEiTzyyCOmGXWXLl2iV69efPPNN3To0IGMjAzuuecesrOz+e6778wGcbu5uaHRaFi9ejVJSUl07NgRGxsbNm7cyBtvvMH06dNv5+0KIYQQ4l+kxiVOAN9//z0TJ06kV69eqNVqHnzwQT744APT+fz8fKKiosjOzgbg8OHDphl3jRo1MosVExODn58f1tbWLFy4kKlTp6IoCo0aNeK9995j7Nix/9yNCSGEEOJfrcat4/Rv90+s4ySEEEKI6nXHruMkhBBCCHG7SOIkhBBCCGEhSZyEEEIIISwkiZMQQgghhIUkcRJCCCGEsJAkTkIIIYQQFpLESQghhBDCQpI4CSGEEEJYSBInIYQQQggLSeIkhBBCCGEhSZyEEEIIISwkiZMQQgghhIUkcRJCCCGEsJAkTkIIIYQQFpLESQghhBDCQpI4CSGEEEJYSBInIYQQQggLSeIkhBBCCGEhSZyEEEIIISwkiZMQQgghhIUkcRJCCCGEsJAkTkIIIYQQFpLESQghhBDCQpI4CSGEEEJYSBInIYQQQggLSeIkhBBCCGEhSZyEEEIIISwkiZMQQgghhIUkcRJCCCGEsJAkTkIIIYQQFpLESQghhBDCQpI4CSGEEEJYSBInIYQQQggLSeIkhBBCCGEhSZyEEEIIISxUIxOnq1evMmzYMJycnHBxcWH06NFkZmaWeU2PHj1QqVRmj/Hjx5uViYuLo3///tjZ2eHu7s4zzzxDQUHB33krQgghhKhBrG53BSpj2LBhJCQksHHjRvLz8xk1ahTjxo3jhx9+KPO6sWPHMnv2bNPXdnZ2pv8bDAb69++Pp6cnu3fvJiEhgfDwcKytrXnjjTf+tnsRQgghRM2hUhRFud2VqIjIyEgCAwM5cOAA7dq1A2DdunX069ePixcv4u3tXeJ1PXr0oHXr1syfP7/E82vXruXee+/l8uXLeHh4ALBo0SKee+45rly5glartah+GRkZODs7k56ejpOTU8VvUAghhBD/OEvfv2tcV92ePXtwcXExJU0AvXv3Rq1Ws2/fvjKv/f7773F1daVFixbMmDGD7Oxss7gtW7Y0JU0AYWFhZGRkcPLkyVJj6vV6MjIyzB5CCCGEuDPVuK66xMRE3N3dzY5ZWVlRu3ZtEhMTS71u6NCh1K9fH29vb44dO8Zzzz1HVFQUy5cvN8W9OWkCTF+XFXfu3Lm8+uqrlb0dIYQQQtQg/5rE6fnnn+ett94qs0xkZGSl448bN870/5YtW+Ll5UWvXr2Ijo6mYcOGlY47Y8YMpk2bZvo6IyMDX1/fSscTQgghxL/XvyZxevrppxk5cmSZZRo0aICnpyfJyclmxwsKCrh69Sqenp4WP19ISAgA586do2HDhnh6erJ//36zMklJSQBlxtXpdOh0OoufVwghhBA1178mcXJzc8PNza3ccqGhoaSlpXHo0CGCg4MB+PPPPzEajaZkyBJHjx4FwMvLyxT39ddfJzk52dQVuHHjRpycnAgMDKzg3QghhBDiTlTjBocHBATQp08fxo4dy/79+9m1axcTJ07kkUceMc2ou3TpEs2aNTO1IEVHRzNnzhwOHTpEbGwsq1atIjw8nG7duhEUFATAPffcQ2BgIMOHDyciIoL169fz0ksv8eSTT0qLkhBCCCGAGpg4QeHsuGbNmtGrVy/69etHly5dWLx4sel8fn4+UVFRpllzWq2WTZs2cc8999CsWTOefvppHnzwQVavXm26RqPR8Pvvv6PRaAgNDeWxxx4jPDzcbN0nIYQQQvy31bh1nP7tZB0nIYQQoua5Y9dxEkIIIYS4XSRxEkIIIYSwkCROQgghhBAWksRJCCGEEMJCkjgJIYQQQlhIEichhBBCCAtJ4iSEEEIIYSFJnIQQQgghLCSJkxBCCCGEhSRxEkIIIYSwkCROQgghhBAWksRJCCGEEMJCkjgJIYQQQlhIEichhBBCCAtJ4iSEEEIIYSFJnIQQQgghLCSJkxBCCCGEhSRxEkIIIYSwkCROQgghhBAWksRJCCGEEMJCkjgJIYQQQlhIEichhBBCCAtJ4iSEEEIIYSFJnIQQQgghLCSJkxBCCCGEhSRxEkIIIYSwkCROQgghhBAWksRJCCGEEMJCkjgJIYQQQlhIEichhBBCCAtJ4iSEEEIIYSFJnIQQQgghLCSJkxBCCCGEhSRxEkIIIYSwkCROQgghhBAWqpGJ09WrVxk2bBhOTk64uLgwevRoMjMzSy0fGxuLSqUq8bFs2TJTuZLO//TTT//ELQkhhBCiBrC63RWojGHDhpGQkMDGjRvJz89n1KhRjBs3jh9++KHE8r6+viQkJJgdW7x4Me+88w59+/Y1O/7VV1/Rp08f09cuLi7VXn8hhBBC1Ew1LnGKjIxk3bp1HDhwgHbt2gHw4Ycf0q9fP+bNm4e3t3exazQaDZ6enmbHVqxYwcMPP4yDw//bu/ugqKo+DuDfhYUFwt3ldRcMEtMJTDOSxEV7YmJTy8leHGdoyLAMJ4MS1HzJ0abUMJtp0qayGl9y0px01MrMIjBNo0WJNTEjnTTKWJiiZTGMt/09fzTepw20+wQLu/r9zDDjnnPu2XN+Drvfubv3Eu7RbjQau4wlIiIiAvzwo7ry8nIYjUYlNAGA1WpFQEAAbDabqjkqKytht9sxY8aMLn35+fmIjo7G6NGjsX79eohIr62diIiI/JvfnXFyOByIjY31aNNqtYiMjITD4VA1x7p165CSkoKMjAyP9meffRa33XYbwsLC8Mknn+Cxxx7DuXPn8MQTT1x0rtbWVrS2tiqPXS7X/7EbIiIi8ic+c8Zp4cKFF/0C94Wfb7/9tsfPc/78eWzZsqXbs01LlizB2LFjkZqaigULFmD+/Pl44YUXLjlfcXExDAaD8pOQkNDjNRIREZFv8pkzTnPnzsX06dMvOWbw4MEwm81oaGjwaO/o6EBjY6Oq7yZt374dLS0tePDBB/9xbHp6OpYtW4bW1lbodLpuxyxatAhz5sxRHrtcLoYnIiKiy5TPBKeYmBjExMT84ziLxQKn04nKykqMGjUKAFBWVga324309PR/PH7dunWYPHmyquey2+2IiIi4aGgCAJ1Od8l+IiIiunz4THBSKyUlBRMnTkReXh7Wrl2L9vZ2FBQUIDs7W7mi7uzZs8jKysKmTZswevRo5dhTp07hwIED2LNnT5d5P/jgA9TX12PMmDEICQlBSUkJnnvuOcybN6/P9kZERES+ze+CEwBs3rwZBQUFyMrKQkBAAKZMmYI1a9Yo/e3t7aipqUFLS4vHcevXr8fVV1+N8ePHd5kzKCgIr7zyCoqKiiAiGDJkCF588UXk5eV5fT9ERETkHzTC6+17lcvlgsFgQFNTE/R6fX8vh4iIiFRQ+/7tM1fVEREREfk6BiciIiIilRiciIiIiFRicCIiIiJSicGJiIiISCUGJyIiIiKVGJyIiIiIVGJwIiIiIlKJwYmIiIhIJQYnIiIiIpUYnIiIiIhUYnAiIiIiUonBiYiIiEglBiciIiIilRiciIiIiFRicCIiIiJSicGJiIiISCUGJyIiIiKVGJyIiIiIVGJwIiIiIlKJwYmIiIhIJQYnIiIiIpUYnIiIiIhUYnAiIiIiUonBiYiIiEglBiciIiIilRiciIiIiFRicCIiIiJSicGJiIiISCUGJyIiIiKVGJyIiIiIVGJwIiIiIlKJwYmIiIhIJQYnIiIiIpUYnIiIiIhUYnAiIiIiUskvg9OKFSuQkZGBsLAwGI1GVceICJYuXYq4uDiEhobCarXi5MmTHmMaGxuRk5MDvV4Po9GIGTNm4Ny5c17YAREREfkjvwxObW1tmDp1KmbNmqX6mFWrVmHNmjVYu3YtbDYbrrrqKkyYMAF//PGHMiYnJwfHjx9HSUkJdu/ejQMHDmDmzJne2AIRERH5IY2ISH8v4t/auHEjCgsL4XQ6LzlORBAfH4+5c+di3rx5AICmpiaYTCZs3LgR2dnZOHHiBIYNG4bDhw8jLS0NALB3717ceeed+OmnnxAfH69qTS6XCwaDAU1NTdDr9T3aHxEREfUNte/f2j5cU785ffo0HA4HrFar0mYwGJCeno7y8nJkZ2ejvLwcRqNRCU0AYLVaERAQAJvNhnvvvbfbuVtbW9Ha2qo8bmpqAvDnfwARERH5hwvv2/90PumKCE4OhwMAYDKZPNpNJpPS53A4EBsb69Gv1WoRGRmpjOlOcXExnnnmmS7tCQkJPV02ERER9bHm5mYYDIaL9vtMcFq4cCGef/75S445ceIEkpOT+2hF6ixatAhz5sxRHrvdbjQ2NiIqKgoajabXnsflciEhIQE//vgjPwL0AtbX+1hj72J9vYv19S5fqK+IoLm5+R+/muMzwWnu3LmYPn36JccMHjz4X81tNpsBAPX19YiLi1Pa6+vrceONNypjGhoaPI7r6OhAY2Ojcnx3dDoddDqdR5vaK/3+Db1ez19aL2J9vY819i7W17tYX+/q7/pe6kzTBT4TnGJiYhATE+OVuZOSkmA2m1FaWqoEJZfLBZvNplyZZ7FY4HQ6UVlZiVGjRgEAysrK4Ha7kZ6e7pV1ERERkX/xy9sR1NbWwm63o7a2Fp2dnbDb7bDb7R73XEpOTsbOnTsBABqNBoWFhVi+fDnef/99HDt2DA8++CDi4+Nxzz33AABSUlIwceJE5OXloaKiAocOHUJBQQGys7NVX1FHRERElzefOeP0/1i6dCneeust5XFqaioAYN++fcjMzAQA1NTUKFe4AcD8+fPx+++/Y+bMmXA6nRg3bhz27t2LkJAQZczmzZtRUFCArKwsBAQEYMqUKVizZk3fbOof6HQ6PP30010+FqTewfp6H2vsXayvd7G+3uVP9fXr+zgRERER9SW//KiOiIiIqD8wOBERERGpxOBEREREpBKDExEREZFKDE5+4pVXXsGgQYMQEhKC9PR0VFRU9PeSfF5xcTFuvvlmDBgwALGxsbjnnntQU1PjMeaPP/5Afn4+oqKiEB4ejilTpqC+vt5jTG1tLSZNmoSwsDDExsbiySefREdHR19uxS+sXLlSufXHBaxvz5w9exYPPPAAoqKiEBoaihEjRuDIkSNKv4hg6dKliIuLQ2hoKKxWK06ePOkxR2NjI3JycqDX62E0GjFjxgyPW7dcyTo7O7FkyRIkJSUhNDQU1157LZYtW+bxt8pYY/UOHDiAu+66C/Hx8dBoNNi1a5dHf2/V8uuvv8Ytt9yCkJAQJCQkYNWqVd7emichn7d161YJDg6W9evXy/HjxyUvL0+MRqPU19f399J82oQJE2TDhg1SXV0tdrtd7rzzTklMTJRz584pYx599FFJSEiQ0tJSOXLkiIwZM0YyMjKU/o6ODhk+fLhYrVapqqqSPXv2SHR0tCxatKg/tuSzKioqZNCgQXLDDTfI7NmzlXbW999rbGyUa665RqZPny42m02+//57+fjjj+XUqVPKmJUrV4rBYJBdu3bJ0aNHZfLkyZKUlCTnz59XxkycOFFGjhwpX375pXz++ecyZMgQuf/++/tjSz5nxYoVEhUVJbt375bTp0/Ltm3bJDw8XFavXq2MYY3V27NnjyxevFh27NghAGTnzp0e/b1Ry6amJjGZTJKTkyPV1dXyzjvvSGhoqLz++ut9tU1hcPIDo0ePlvz8fOVxZ2enxMfHS3FxcT+uyv80NDQIANm/f7+IiDidTgkKCpJt27YpY06cOCEApLy8XET+fCEICAgQh8OhjHnttddEr9dLa2tr327ARzU3N8vQoUOlpKREbr31ViU4sb49s2DBAhk3btxF+91ut5jNZnnhhReUNqfTKTqdTt555x0REfnmm28EgBw+fFgZ89FHH4lGo5GzZ896b/F+YtKkSfLwww97tN13332Sk5MjIqxxT/w9OPVWLV999VWJiIjweH1YsGCBXHfddV7e0f/wozof19bWhsrKSlitVqUtICAAVqsV5eXl/bgy/3PhhqiRkZEAgMrKSrS3t3vUNjk5GYmJiUpty8vLMWLECJhMJmXMhAkT4HK5cPz48T5cve/Kz8/HpEmTPOoIsL499f777yMtLQ1Tp05FbGwsUlNT8eabbyr9p0+fhsPh8KivwWBAenq6R32NRiPS0tKUMVarFQEBAbDZbH23GR+VkZGB0tJSfPfddwCAo0eP4uDBg7jjjjsAsMa9qbdqWV5ejv/85z8IDg5WxkyYMAE1NTX47bff+mQvfnnn8CvJL7/8gs7OTo83FgAwmUz49ttv+2lV/sftdqOwsBBjx47F8OHDAQAOhwPBwcFd/iizyWSCw+FQxnRX+wt9V7qtW7fiq6++wuHDh7v0sb498/333+O1117DnDlz8NRTT+Hw4cN44oknEBwcjNzcXKU+3dXvr/WNjY316NdqtYiMjLzi6wsACxcuhMvlQnJyMgIDA9HZ2YkVK1YgJycHAFjjXtRbtXQ4HEhKSuoyx4W+iIgIr6zfY01efwYiH5Cfn4/q6mocPHiwv5dy2fjxxx8xe/ZslJSUePzpIuodbrcbaWlpeO655wD8+aelqqursXbtWuTm5vbz6i4P7777LjZv3owtW7bg+uuvh91uR2FhIeLj41ljuih+VOfjoqOjERgY2OVKpPr6epjN5n5alX8pKCjA7t27sW/fPlx99dVKu9lsRltbG5xOp8f4v9bWbDZ3W/sLfVeyyspKNDQ04KabboJWq4VWq8X+/fuxZs0aaLVamEwm1rcH4uLiMGzYMI+2lJQU1NbWAvhffS712mA2m9HQ0ODR39HRgcbGxiu+vgDw5JNPYuHChcjOzsaIESMwbdo0FBUVobi4GABr3Jt6q5a+8JrB4OTjgoODMWrUKJSWliptbrcbpaWlsFgs/bgy3yciKCgowM6dO1FWVtbl9O6oUaMQFBTkUduamhrU1tYqtbVYLDh27JjHL3NJSQn0en2XN7UrTVZWFo4dOwa73a78pKWlIScnR/k36/vvjR07tsvtM7777jtcc801AICkpCSYzWaP+rpcLthsNo/6Op1OVFZWKmPKysrgdruRnp7eB7vwbS0tLQgI8HwbDAwMhNvtBsAa96beqqXFYsGBAwfQ3t6ujCkpKcF1113XJx/TAeDtCPzB1q1bRafTycaNG+Wbb76RmTNnitFo9LgSibqaNWuWGAwG+eyzz6Surk75aWlpUcY8+uijkpiYKGVlZXLkyBGxWCxisViU/guXy48fP17sdrvs3btXYmJieLn8Rfz1qjoR1rcnKioqRKvVyooVK+TkyZOyefNmCQsLk7ffflsZs3LlSjEajfLee+/J119/LXfffXe3l3enpqaKzWaTgwcPytChQ6/IS+W7k5ubKwMHDlRuR7Bjxw6Jjo6W+fPnK2NYY/Wam5ulqqpKqqqqBIC8+OKLUlVVJT/88IOI9E4tnU6nmEwmmTZtmlRXV8vWrVslLCyMtyOgrl5++WVJTEyU4OBgGT16tHz55Zf9vSSfB6Dbnw0bNihjzp8/L4899phERERIWFiY3HvvvVJXV+cxz5kzZ+SOO+6Q0NBQiY6Olrlz50p7e3sf78Y//D04sb4988EHH8jw4cNFp9NJcnKyvPHGGx79brdblixZIiaTSXQ6nWRlZUlNTY3HmF9//VXuv/9+CQ8PF71eLw899JA0Nzf35TZ8lsvlktmzZ0tiYqKEhITI4MGDZfHixR6XurPG6u3bt6/b19zc3FwR6b1aHj16VMaNGyc6nU4GDhwoK1eu7KstioiIRuQvt0glIiIioovid5yIiIiIVGJwIiIiIlKJwYmIiIhIJQYnIiIiIpUYnIiIiIhUYnAiIiIiUonBiYiIiEglBiciIiIilRiciOiKk5mZicLCwv5eBhH5Id45nIgua5mZmbjxxhvx0ksvKW2NjY0ICgrCgAED+nw9RUVF+OGHH7Bjx44+f24i6jmecSKiK05kZGS/hCYAqKioQFpaWr88NxH1HIMTEV22pk+fjv3792P16tXQaDTQaDQ4c+ZMl4/qMjMz8fjjj6OwsBAREREwmUx488038fvvv+Ohhx7CgAEDMGTIEHz00UfKMW63G8XFxUhKSkJoaChGjhyJ7du3X3QtbW1tCAoKwhdffIHFixdDo9FgzJgx3tw+EXkBgxMRXbZWr14Ni8WCvLw81NXVoa6uDgkJCd2OfeuttxAdHY2Kigo8/vjjmDVrFqZOnYqMjAx89dVXGD9+PKZNm4aWlhYAQHFxMTZt2oS1a9fi+PHjKCoqwgMPPID9+/d3O79Wq8WhQ4cAAHa7HXV1ddi7d693Nk5EXsPvOBHRZa277zj9vS0zMxOdnZ34/PPPAQCdnZ0wGAy47777sGnTJgCAw+FAXFwcysvLkZqaisjISHz66aewWCzKvI888ghaWlqwZcuWbteya9cuPPLII/jll1+8s1ki8jptfy+AiMgX3HDDDcq/AwMDERUVhREjRihtJpMJANDQ0IBTp06hpaUFt99+u8ccbW1tSE1NvehzVFVVYeTIkb28ciLqSwxOREQAgoKCPB5rNBqPNo1GA+DP7zadO3cOAPDhhx9i4MCBHsfpdLqLPofdbmdwIvJzDE5EdFkLDg5GZ2dnr845bNgw6HQ61NbW4tZbb1V93LFjxzBlypReXQsR9S0GJyK6rA0aNAg2mw1nzpxBeHg4IiMjezzngAEDMG/ePBQVFcHtdmPcuHFoamrCoUOHoNfrkZub2+1xbrcbNTU1+Pnnn3HVVVfBYDD0eC1E1Ld4VR0RXdbmzZuHwMBADBs2DDExMaitre2VeZctW4YlS5aguLgYKSkpmDhxIj788EMkJSVd9Jjly5dj48aNGDhwIJYvX94r6yCivsWr6oiIiIhU4hknIiIiIpUYnIiIiIhUYnAiIiIiUonBiYiIiEglBiciIiIilRiciIiIiFRicCIiIiJSicGJiIiISCUGJyIiIiKVGJyIiIiIVGJwIiIiIlKJwYmIiIhIpf8Ch/g1lE9tv+wAAAAASUVORK5CYII=\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "## Plot error as a function of Newton iterations" | |
| ], | |
| "metadata": { | |
| "id": "Cl5yzlAWqoRq" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# Run all for more iterations\n", | |
| "num_iters = num_timesteps\n", | |
| "\n", | |
| "deer_std_zs, deer_std_ss, deer_std_ys = \\\n", | |
| " std_rnn.deer_call(s0, inputs,\n", | |
| " jnp.zeros((num_timesteps, hidden_dim), dtype=jnp.complex64),\n", | |
| " num_iters=num_iters)\n", | |
| "\n", | |
| "deer_rep_zs, deer_rep_ss, deer_rep_ys = \\\n", | |
| " rep_rnn.deer_call(z0, inputs,\n", | |
| " jnp.zeros((num_timesteps, hidden_dim), dtype=jnp.complex64),\n", | |
| " num_iters=num_iters)\n", | |
| "\n", | |
| "quasi_deer_std_zs, quasi_deer_std_ss, quasi_deer_std_ys = \\\n", | |
| " std_rnn.quasi_deer_call(s0, inputs,\n", | |
| " jnp.zeros((num_timesteps, hidden_dim), dtype=jnp.complex64),\n", | |
| " num_iters=num_iters)\n", | |
| "\n", | |
| "quasi_deer_rep_zs, quasi_deer_rep_ss, quasi_deer_rep_ys = \\\n", | |
| " rep_rnn.quasi_deer_call(z0, inputs,\n", | |
| " jnp.zeros((num_timesteps, hidden_dim), dtype=jnp.complex64),\n", | |
| " num_iters=num_iters)" | |
| ], | |
| "metadata": { | |
| "id": "NeYKpMsArXC4" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "plt.semilogy(jnp.mean((deer_std_ys.real - std_ys)**2, axis=1), ls='-', label=\"standard DEER\")\n", | |
| "plt.semilogy(jnp.mean((deer_rep_ys.real - std_ys)**2, axis=1), ls=':', label=\"reparameterized DEER\")\n", | |
| "plt.semilogy(jnp.mean((quasi_deer_std_ys.real - std_ys)**2, axis=1), ls='-', label=\"standard quasi-DEER\")\n", | |
| "plt.semilogy(jnp.mean((quasi_deer_rep_ys.real - std_ys)**2, axis=1), ls=':', label=\"reparameterized quasi-DEER\")\n", | |
| "plt.xlabel(\"Newton iteration\")\n", | |
| "plt.ylabel(\"output MSE\")\n", | |
| "plt.legend()\n", | |
| "plt.title(f\"RNN with 2D rotation in $D$={hidden_dim} space and $T$={num_timesteps} timesteps.\")\n", | |
| "plt.xlim(0, num_timesteps)\n", | |
| "plt.tight_layout()" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 487 | |
| }, | |
| "id": "sStWCMfxroJ9", | |
| "outputId": "10cd03a0-2ec7-4ee8-f7c3-091515f751cd" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ], | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "## Conclusion\n", | |
| "\n", | |
| "**Reparameterization can really help for this vanilla RNN!**\n", | |
| "\n", | |
| "TODO:\n", | |
| "- [x] ~I can break this by increasing the hidden dimension to 32! Need to figure out why that renders quasi-DEER unstable.~ I take it back, it looks like quasi-DEER performs well on reparameterized systems, even when the 2D rotation is embedded in a 32 dimensional state space.\n", | |
| "- [ ] Big question is if reparameterization helps for other architectures, like a GRU or min-RNN.\n", | |
| "- [ ] We could allow for time-dependent reparameterization, $z_t = P_t^{-1} f(W P_{t-1} z_{t-1})$, and we could even allow the parameterization to change across Newton iterations. For example, $P_t^{(i)}$ to be the eigenbasis of $J_f(s_t^{(i-1)})$ from the previous iteration $i$. Computing these eigendecompositions at each timestep and iteration is probably too expensive, but it's worth keepin in mind.\n", | |
| "\n" | |
| ], | |
| "metadata": { | |
| "id": "m8QJE2litIxZ" | |
| } | |
| } | |
| ], | |
| "metadata": { | |
| "accelerator": "GPU", | |
| "colab": { | |
| "gpuType": "T4", | |
| "provenance": [], | |
| "toc_visible": true, | |
| "include_colab_link": true | |
| }, | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "name": "python" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 0 | |
| } |
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