{ "cells": [ { "cell_type": "markdown", "id": "powered-newport", "metadata": {}, "source": [ "# Testing Seasonality with Randomeness\n", "\n", "We investigate the seasonality of the EWS ETF, following on from the work of [Mitchell Rosenthal](https://twitter.com/M1tchRosenthal/status/1375149026220371970). \n" ] }, { "cell_type": "code", "execution_count": 1, "id": "educated-weapon", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "import yfinance as yf" ] }, { "cell_type": "code", "execution_count": 2, "id": "alpine-judge", "metadata": {}, "outputs": [], "source": [ "plt.style.use(\"seaborn-deep\")\n", "plt.rcParams['figure.figsize'] = (10,6)\n", "plt.rcParams['font.size'] = 14" ] }, { "cell_type": "markdown", "id": "naughty-index", "metadata": {}, "source": [ "## Reproducing original results\n", "\n", "Mitch observed that 89% of the time, April had a positive return. We first attempt to replicate this." ] }, { "cell_type": "code", "execution_count": 3, "id": "dental-wrapping", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[*********************100%***********************] 1 of 1 completed\n" ] }, { "data": { "text/plain": [ "Date\n", "1996-03-18 11.169745\n", "1996-03-19 11.281445\n", "1996-03-20 11.169745\n", "1996-03-21 11.169745\n", "1996-03-22 11.393141\n", "Name: Adj Close, dtype: float64" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = yf.download(\"EWS\")[\"Adj Close\"]\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 4, "id": "certified-coalition", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.plot();" ] }, { "cell_type": "code", "execution_count": 5, "id": "developed-horizontal", "metadata": {}, "outputs": [], "source": [ "# Reproduce original results\n", "def compute_pct_up_months(df):\n", " # df is a dataframe of daily close prices\n", " df_mth = df.resample(\"M\").last()\n", " month_up = df_mth.pct_change().dropna() > 0\n", " pct_up = month_up.groupby(month_up.index.month).mean()\n", " return pct_up" ] }, { "cell_type": "code", "execution_count": 6, "id": "automated-broadway", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Date\n", "1 0.520000\n", "2 0.440000\n", "3 0.640000\n", "4 0.807692\n", "5 0.384615\n", "6 0.538462\n", "7 0.560000\n", "8 0.320000\n", "9 0.560000\n", "10 0.560000\n", "11 0.560000\n", "12 0.680000\n", "Name: Adj Close, dtype: float64" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pct_up = compute_pct_up_months(df)\n", "pct_up" ] }, { "cell_type": "code", "execution_count": 7, "id": "trained-pontiac", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots()\n", "ax.axhline(pct_up.mean(), color=\"r\", linestyle=\"--\", label=\"mean\")\n", "ax.legend()\n", "pct_up.plot.bar(ax=ax);\n", "ax.set_xlabel(\"month\")\n", "ax.set_ylabel(\"pct_up\")\n", "plt.tight_layout()\n", "# plt.savefig(\"replicate.png\", dpi=400)" ] }, { "cell_type": "markdown", "id": "institutional-advocacy", "metadata": {}, "source": [ "Although our numbers are slightly different (expected given a slightly different methodology and more data), the anomaly is replicated." ] }, { "cell_type": "markdown", "id": "covered-magnet", "metadata": {}, "source": [ "## Random data\n", "\n", "In this section we will compute different paths of history by reshuffling the dataframe. This is a simple way of generating random data with the same mean/volatility over the entire sample period (though obviously different for rolling windows).\n", "\n", "This helps us understand if the anomaly is \"statistically significant\". " ] }, { "cell_type": "code", "execution_count": 8, "id": "surprising-organization", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Date\n", "1996-03-19 0.010000\n", "1996-03-20 -0.009901\n", "1996-03-21 0.000000\n", "1996-03-22 0.020000\n", "1996-03-25 0.009804\n", " ... \n", "2021-06-15 0.002954\n", "2021-06-16 -0.015987\n", "2021-06-17 -0.005130\n", "2021-06-18 -0.014611\n", "2021-06-21 0.014392\n", "Name: Adj Close, Length: 6358, dtype: float64" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rets = df.pct_change().dropna()\n", "rets" ] }, { "cell_type": "code", "execution_count": 9, "id": "amino-kruger", "metadata": {}, "outputs": [], "source": [ "def generate_path(rets):\n", " # rets is the daily EWS returns\n", " ret_shuffled = rets.sample(frac=1)\n", " ret_shuffled.index = rets.index\n", " px_new = (1 + ret_shuffled).cumprod()\n", " return px_new" ] }, { "cell_type": "code", "execution_count": 10, "id": "aquatic-measure", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "px_new = generate_path(rets)\n", "px_new.plot();" ] }, { "cell_type": "code", "execution_count": 11, "id": "recent-harrison", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Date\n", "1 0.600000\n", "2 0.680000\n", "3 0.640000\n", "4 0.461538\n", "5 0.423077\n", "6 0.500000\n", "7 0.400000\n", "8 0.400000\n", "9 0.440000\n", "10 0.440000\n", "11 0.600000\n", "12 0.400000\n", "Name: Adj Close, dtype: float64" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "px_new = generate_path(rets)\n", "pct_up = compute_pct_up_months(px_new)\n", "pct_up" ] }, { "cell_type": "code", "execution_count": 12, "id": "minute-ground", "metadata": {}, "outputs": [], "source": [ "NUM_PATHS = 10000\n", "paths = []\n", "\n", "for i in range(NUM_PATHS):\n", " px = generate_path(rets).rename(i)\n", " paths.append(px)\n", "paths_df = pd.concat(paths, axis=1)\n", "\n", "max_up = compute_pct_up_months(paths_df).max()" ] }, { "cell_type": "code", "execution_count": 13, "id": "hawaiian-masters", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsAAAAGgCAYAAACkM9EoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9WYws2Znf9z8RkXvWvlfd/fa9t8kmp7vJbrKHGg5nRkNJQ84AlgHbgB5kAwbmQfJIAxuQLBsGZMkC5AUeS4DmQX6QDANeAAuG1cNFXJs7u9kb2c2+fZe6ta9ZVblWbpERxw8nz8mIyMi1cqvK70cQXTeXiJORkRH/853v+3+Mcw6CIAiCIAiCGBe0YQ+AIAiCIAiCIAYJCWCCIAiCIAhirCABTBAEQRAEQYwVJIAJgiAIgiCIsYIEMEEQBEEQBDFWkAAmCIIgCIIgxgpj2AOYn5/nt27dGvYwCIIgCIIgiCvEO++8c8I5X/B7bugC+NatW3j77beHPQyCIAiCIAjiCsEY22r0HKVAEARBEARBEGMFCWCCIAiCIAhirCABTBAEQRAEQYwVJIAJgiAIgiCIsYIEMEEQBEEQBDFWkAAmCIIgCIIgxgoSwARBEARBEMRYQQKYIAiCIAiCGCtIABMEQRAEQRBjBQlggiAIgiAIYqwgAUwQBEEQBEGMFSSACYIgCIIgiLGCBDBBEARBEAQxVpAAJgiCIAjiymJbNvbf3h/2MIgRgwQwQRAEQRBXFjNvInuQHfYwiBGDBDBBEARBXDJKmRIevf5o2MO4HPBhD4AYRUgAEwRBEMQlw7ZsAADnpO5aQceI8IMEMEEQBEFcMhhjAABukbhrCR0iwgcSwARBEARxyZBRTYputoaOEeEHCWCCIAiCuGxwz3+JhnCbDhJRDwlggiAIgiCuLJViBQBFggk3JIAJgiAI4pJiV+xhD2Hksc3qMSL9SzggAUwQBEEQlwwZzXz23WdDHsnlIbWZGvYQiBGCBDBBEARBXDYomtk2crJw/OvjIY+EGCVIABMEQRAEMRZQHjAhIQFMEARBEJcMEnId4DhU5AhBSEgAEwRBEMQlppwrI/EwMexhXApIABMSEsAEQRAEcdlw6LjkRhJnT8+GN5YRxxktJwFMSEgAEwRBEMQlRtl8ES0hAUxIjGEPgCAIgiCIzuCcQzM0aLoGsGGPZsShHGDCh7YiwIyx32aM/VvG2B5jjDPG/hPP84wx9g8ZY/uMsQJj7A3G2At9GTFBEARBjDscCE2GwG0OxkgBN8OVAmGRACYE7aZAxAF8CODvAij4PP/3APwXAP4EwKsAjgF8mzE20YtBEgRBEARR4+zpGcy8SRHNDqHjRUjaEsCc869zzv8rzvn/A8CVbMTE1PNPAfxTzvm/4Zx/COA/BjAB4G/0esAEQRAEMe4UkgVUihUh6CgA3DYkgAlJL4rgbgNYBvAt+QDnvADghwC+0IPtEwRBEARBdAflABM+9EIAL1f/e+R5/MjxnAvG2B8zxt5mjL2dSJB3IUEQBEF0A9MYiboWeG3Qcoe5IY6GGBWGYoPGOf+XnPNXOOevLCwsDGMIBEEQBHH5ofSHjuA2x94v9lA+Lw97KMSQ6YUAPqz+d8nz+JLjOYIgCIIgiIFj5k31t21Vy5goaD729EIAb0AI3S/LBxhjYQBfBPDTHmyfIAiCIMYey7Tw6PVHrsfsij10MVdMF1E48zOIGg0yuxn1t0wXobQRol0f4Dhj7CXG2EvV99yo/vsGF8k1/wuAv88Y+/cZY58C8K8B5AD8H/0aOEEQBEGME9LDtpB0i83sfnYYw1Hs/nwX2z/Z7vl27YotBH4PkcI3uZHs6XaJy0e7EeBXALxX/X8EwH9b/fsfVZ//HwD8GYB/AeBtACsA/grnfLi/SoIgCIK4BBTTRVhlq/mLqvm+3mYOssirlCn1Y2it6VMwdednO9h8Y7On25QCOL2d7ul2ictHW62QOedvoEmqfTUK/A+r/ycIgiAIogO2friFyWuTWHl5pett9DpaOmwqxQoqxUrX7y/nygjGgwCAyWuTKKVLOP7wuFfDIy45Q3GBIAiCIAjCQ6tIavV5p62X6+kGj/ebfu33oi2eN76/gdxRDoFoAPMP5lHKDilCTowkJIAJgiAI4ipwxeq6LiKszxPnAACrZPl2y4vMRi4yNOIKQAKYIAiCIC4ZmqFh8YVF12OHvxyS8+gICm/pSpF4KJpteaPJ5Rz5AI87JIAJgiAIYsCcrZ81teJ6+s2ndRHQ1GZK/MGBQDSA6HzU9bzT73aQDCv1ohkyH9qu2CoCHJmpRX2tsgXL9C86rBQrZJM2BpAAJgiCIIgBk/gogeSzpK94tC1biDPPU6mtVO0f46DPLvAZpQDmNge4iADHl+Mtt885x/q317H31l73OycuBSSACYIgCGKAyOhi4mEC5WxtKV6K4Xwi3/z9UjQz4W4wdEZQjOtBHQAQX4qL48WA2FJMPW+EDHCbu5pkALXvZmiWcsTAIAFMEARBEAPEaVfmsi6rCknVrteDzGO1yhY452CMKaE3TPqVAnGR7XKLQw/o0AwNdsUG0xhCEyEEIgEAANMYzIKJg/cOXO87eLf674sZUBCXABLABEEQBDFAnKLXmYeaPRC9o7yNLiSVkvDEPXz/sC7qOvvcLEIToR6PtH2YNlqK0TItGGFDRXLl5EGO0yyYSPw64XpPKVtC7jDnej1xdSEBTBAEQRADxBnhtc36aK9chm8ZAXVotNhCbKjR4FErGuM2hx7UaxMMeawcx6x8LtJP8qd5lM/LPe86R4w2JIAJgiAIYoA0igBL2ln6l+Lt/Fj43V7JJfsLaGopgOUEwxsBnr07i/iSKIrb/fkuTh6euDdwFY8n4YIEMEEQBEEMEGe01HepvU3hxxiDVbLU38OyIwvGgn3ZbiObsnbgNocW0GBbNiZWJ9Tj8njrQb0Wabe5Sj+RROfcFnPE1YMEMEEQBEEMkhY6VQqzYqrY/IXMk3owpCyEUcv/BUQetWYIieOcZMixMo2pVBTv+APRAJg+ep+J6C0kgAmCIAhigDgjtUcfHClHB+/zOz/dqXtvMO6OtkqRR0v2brjNoeni2GT2HFZnjlxg2Thkcs1tJcctPnI5zUTvIQFMEARBEIPEo62Sz5Lu4qxs4za9a6+uqb8ZYwjEAurvoXVkG0HxzW3uG8VVEWDGlEOE13ZOD+kkgMcAY9gDIAiCIIhxwitUvU4QroilA6YxGBH3bXvt1TXROa5U3zlunJEd4ABg7t6cetxbDKcHhNiNzERQSBYAAOGpcEMvZuLqQBFggiAIghgkHqEanAh25zvLRDFXIBIYySjsMLEtW0Vx55+frz3hsUOTUWLZJS4YDyK+HKcI8BhAApggCIIgBog3AuwUv67OcD44X6vyfzHkFIgqw96/E2775/E6i+CA6jHkwMnHwgYtGAuCaaxhMxLi6kACmCAIgiAGiUdb5U/zasm93aX3idUJVeTVaLvjDLc59FB9YxA5gQhNiq55mqG5hDvnXAhgigBfeSgHmCAIgiAGiDdS6rQ7KyabWJ9V33bvK/fqrcdGIQWCYzTGASGAp25MYer6lOvxyWuT4LxmkaYHdNfE4fz4HHP35pA/zeP0yakrf5i4WlAEmCAIgiAGiSe4qAdqkcrD9w9bNpbQdK0uZ3ioKRB92m1kNtL1e7klbNC87aHjy3Gsvbqmouczd2bqU1KqecGF00LX+ydGHxLABEEQBDFAnBFIwB0BtkxLtTn2pVmEdcir9r0W4F0VBlbHIVMZGqEHddz84k3xGs+w1ftGJJpN9AcSwARBEAQxSDhc7XnbbfnbVGCOgljrsQDvVlBzu7n4lYSnw3XHbeb2TF2hHHE1IQFMEARBEAOkX6kKw0qBkPsdFRcIZxe4VnhTRyKzESXkc4c5PHr9UT+GSIwAJIAJgiAIYoAc/eoI+UTe9Vh0Pqr+duatmgXRrleKtEZpAYzVL+WPLZ0W43mOmxYgaTQO0LdMEARBEANGCluJU9hOrk2qv1UhFm+xJD/M1Xru+W8PePT6I5TSpe6G00kkmkF1gANEIwwjZJD7wxhAApggCIIgRoj0Tlr9ffDeAYCqP22TorCr2Aij23bExx8cwyq3l1ftPKYP/uiB8gd2RuSJqwkJYIIgCIIYAlJsSSavicivXxMGbvPRKHS7BGQPsm2/1oj4t0NwRtu90XriakACmCAIgiAGzNSNKYSnw0ponSfOsfLyCgD4F3DxFrZgDMPPAR72/iHyqzvBCBkuH2aF41A/+86zC46KGEVIABMEQRBEn3FGdcPTYUzdmMLSbyzh7l+5W/daI1yLSkpx1srXVr5mGPR6v5Vipev35o5yHb/Hb/zdehATlwcSwARBEATRZx5/7bErp5Uxpv7vRTbKmLoxBT1UFcAtUiBGwQWicNabzmnd5v52jc9xG/gYiIFDApggCIIgBoCKArchVO/9wT3MPjfres/IukBU2X9nvzcbavVZm9BN5NYvAmybbgF8kag0MZqQACYIgiCIYeGn16p6TNM1cKvWZKKVuBuaC0QfOsC128iijm50cxvjb9dVgrg8kAAmCIIgiEHgFFreFrx3ZupeznSmluLbSoG4KnBAMwYnT/wE97At5Yj+QwKYIAiCGEu4zXH6+BR2pb/5nt5WwX7iav75+brXa7rWWQrEiGi2J994Asu8WMR0kAIYqO/+FpmJuP69/ePtQQ6HGAAkgAmCIIixJLObwcmjExy+f9jX/bST++u35M80Bm5zcM5HOgXCu1+7Yl8oZ5ZzEe2+/9X7TT8z5xylbMm1Lz8P5XZwtp8G3E4cABXFXUVIABMEQRBjiczrjMxFWrzyYjz9xlMAbnEmhZ2ma7j1pVvuNzg0nMwDbicFgtscj15/dOHoay+4aEoGY6xlPm9mJ4PNNzax87Od2oNdzgF8vYCJK41/CxSCIAiCuOLI1Id+i5+61AePSPN2hHMio8CduEDYpn25BR2H+jyNotq2ZaOULQEAyrmyerxS6jzyPP/8PCKzzSdBUzemOt4uMdpQBJggCIIYKyrFCgrJApIbSQCDSx1od3neOR7LtJDaSoHbrVMgJImPEl2Nr2uq4jw0EerJsayUKsr9ohG7P9tF8lnywvsCgLl7c4jORZu+5koVGRIAKAJMEARBjBGWaWHzB5tuW6sBpc5aZQuVYkVELhvoqbXPrdVFbwunBVfbZD+cAi17kO3JeFthFkzV/GL27izsiq1Efre5uACw99YegOai01u0BtQmDtG5KPKn+a7372VybZJcIa4gFAEmCIIgxoan33xa5+nab3ETngoDAPbf3kcxVQTgX/QGAPGleN1yfGgq5EoLGAXOE+dIridx8O6BSDtgQvRK4dtNKkIn+Dp3VL/G6VvTPdnHtc9f68l2iNGEBDBBEAQx3vQ5uKcZGhhjiC/HVRTXiLS3ADu5NonQZKijFIh+Y1ds7P581/WYpmuwrVoE+Pz4vGf785ugeG3KACHANV1DMB7syX6VM8RoHHaix5AAJgiCIMaWqetTfY8Ac5tjYnUCTGPQQzqMsNG+mJWRVc67bg/ca6TIdVqDaQFNRGWrh1JGvfsF0+uPhTxGockQ7v/h/d7ta0QmHkRvIQFMEARBjC1aQOtZBPjR64+Q3knXPc5tjtBkCKnNFMy82ZFHbu4wh9PHp9h/ex+lTKk3A70gUvimt2uf1QgbsE1bTSb63VzEF0eaSE9Ea3UTTmFPXB1IABMEQRBjicy17WUEuJgs1j+WLqqIZe4w19H25h/MI7YQAwCUz8stXj0YTh+d1j2mB3UhjKuH8iICODIbUYWAnQjZfqWJeHPGiasBCWCCIAhiLAlNhGo+uz2iUcewYEzkpWZ2M5i7N9f29pjOuhLo/UzrKCQLdY8xjQG8JhYvIoCD8SAWPrlQe4AD+ROPq4PPx5Md5HqFKlSkDIgrCQlggiAIYjxh6LkA9tuWZmiIzEYwuTYp/u1j4dUI89x0pRq0i232MQXB53AxJoT61o+2xP57lALBuXCW2PnZTmtR36pZSIfIYjqZg01cLUgAEwRBEGOFdBBgGuuZAJaRT78leG6J4izpKlA4rY+gNkI26wA6E3e9FPV1eIZx+3dvi8ccu2wUCe8GmTOdT/h7+8pjznl/UiAaWdYRlxv6VgmCIIixITwdVsvrTGPQdK0nYvHpv3sq/vDoryffeFJzcJBFVR2Iw/hSXP3dji9tIBoQ++hjEdrE6gRiizH172A8qCLAih7pbyNsqFbHu2+6rdfmH8zjub/2XK3VtN3bFAgAuP17tzGxNtHbjRIjAQlggiAIYnzwOAUwjam2u1s/3Oq504JTiMropPKXbYOZOzOIzEZghI2O/G172QnNj/C0sDkzwlU/Y08EuFcwjSHxsL61s8z3lcVynHNwi/c8WhuMBckG7YrSkzOFMaYzxv4xY2yDMVas/ve/Y4xRq2WCIAhiZHD66TKdiSKzagS4mC523cDBCInbXeG00DCiLCOVHYm0qg9wJ53gJq9N1qVL2JYNy7yYm0EpU1JOFF4x740AXyhn1vFWxhisUvNxqwI80+poctHtmIirQa+mSn8fwN8G8HcAPA/g71b//Q96tH2CIIix4uhXRzj+8HjYw7iSSPGmIsAOwdptOoQUl2bBxOnjepsw17Y7CCgyjaGYKnbUWtgIGcgduO3Wtn6whafffNr+jn3Y/MEmNr634Uo1UNFR1qe8YwZEF6LQDE05aainHN8jtzmsstVRgSEx3vQqQvsFAK9zzl+v/nuTMfZvAXy+R9snCIIYK1JbKQDAwgsLtATbS5zRxWoOsDMnt9virUA0oHJVG+66C4HofE+750ExVaxLgeilh7Bt2tAMITRVNJ0xd5S0R1q4nCsDHIgtxlBKO9JTPN9jv1IgxA56v0li+PTqTPkxgN9ljD0PAIyxTwL4PQBf79H2CYIgxpKhdNS6olhlC6VsqSZoqjZolUItutrtZCMYD2Lp00sAoMShF5lr3Mk+XFHPdt7G4Zvq0Et7MOm2EIgEEJmLqLF1EqVuiWO45fNy62PGMVLtoonRp1cR4P8ewASAjxhjVnW7/4Rz/ud+L2aM/TGAPwaAGzdu9GgIBEEQVw9ucSAw7FFcDfZ+sQegXogW00XkjqopA93qJy4KwmILMdX1zUv2INvxZp05rW0LZ0d0tJAsoJgsijSBHoVlZQrEnd+/03BsPW/b3OyjM2GVVs6W+xKtrXO4IK4EvYoA/0cA/iaAvwHgM9W//xZj7D/1ezHn/F9yzl/hnL+ysLDg9xKCIAgCQpwRvUF1KaumORhhQ6UGSK/ZbiPA0pUgGA+6BGhoMoS5+6Lz27XXqjZm3Yq0Nt/njIKePT3D8a+P1Xt7kafLLR+/Xc8/S9neCmBfEerY5+YPNpHcSHbVNKT1zkFFcFeQXgng/xHA/8Q5/7845x9wzv93AP8zqAiOIAiiK6S91MnHJ0MeydXBPDdd/9aDOqZvTgNwiMYLRIAZE16/TqFmhAxEZkWaQHQu2uXGq0NrQ5ybBROzz80CADJ7GVehGFCbBFwEPxHdrzx1mU6S3nELW+cxdu67H4V4FAG+mvRKAEcBeH9VVg+3TxAEMVao7lb97Og1ZigRIw9pNQc4OhdVNmYX2jbzKQbrJW1qzIlV0bjh4N2D+vOnBzr1/Pi8Pje9ul0jbODa569dSBA7xebt37vd8HV+++iLEO+XwwUxVHolUF8H8F8yxr7KGLvFGPvrAP5zAP9vj7ZPEAQxNpQyJZgFE4wxzNyeGfZwrgyT1yYBAIGYJ6maOdwfLqBz/CLAfpHDTkXa/PPzuPeVe12JO5nbrArjeqDjOOdIPku6HpNjM0IGYosx4crQRdTULJgqHUVuD4CKakvsSs2JwinqpfjvJX2d1BBDo1dFcH8C4B8D+HMAiwAOAPyvAP5Rj7ZPEAQxNsi83/hyvGFBFdEFHFj5zAoCESGAXU0cqhG+rpe6q40qiqkiiqki5u7Nqae8wrVTpwLntkYF5f4gYe7/dhuJlT7DcrICAA/+6AHMvInsXq2I0GnF5hTMK59Z6Wq/TWEXOC+IkaUnAphzngXwp9X/EwRBED1AMzSKPPUQbtdssu595Z7LM1Y6Q3R7vKU1WP7E7b/r3CcArL26pnKCh8FFhJwzF3b1ldW65wDHcQQ66l6n3mK3ZxXnigD3GdlpjrhaUI4uQRDEqOHIUSUf4N7B7Zp7gbdhgmwccaEIsN/DllsAx5fj/WvXCzRNmfF2veuUQDSgxHsjgarcH/q8cDFQAUxFcFcSEsAEQRAjhsxHTW+nhYUV0RO80VgFAzK7meqLutw2576ij9t8YGksockQpm5ONXy+kfDefGMTh788bLl95wRi4Hh2a1fsgbU9ti0bhbPCQPZFDA4SwARBEKMGBZv6QkMB7HzNBSLAjDFc/8J1hKfC6mHbsgfWnezWl24hNBECAGXvJjFCRsOUmlK2hMJpa4HXSOQ7mX8w7359D3Fuz67Y/Wl77IMzx5i4OpAAJgiCGDHC02HXv8282eCVRCc0apXrimpeMAKsGRo45yjnytj8wSa4zQcm1JzMPjfr+lyLn1p0FftJDt8Xkd/yebmt86xlBNhTBNcv+7BBtj2W3x9ZoV0tSAATBEGMIJGZCGbuiHzOZ999NuTRXF7KuTIevf4IQOMIsGqDjIsXiWm6Bm5znCfOUcqU6nKAB4bHuUAztLrH7IrtajAhW0U3pMOiNrti4/HXHrf/hiZ4hbdsxwyIyHc/kd8fCeCrBQlggiCIUYRBtdAluscZ1WwnBaLTCHAhWRDd1aQ4rLbNtU2Rx22Z1lCs7PwEox7Q1biAWuGfJLYQ891WpVjB8YfHyumiKY4Czr6m8vCaMA1Nhvq4I8cuqRDuSkECmCAIYkTRA/1zCxgXnK1/+5EDvP3jbZc4lI4BqvEEOvf97QmeXZayJXDOUUwV1WN7b7kjvqEpfyGZP8kjuZHsLALMa8eyqxzaJvupFCtiYuEQ4960oV5S53lMXAlIABMEQYwYFGnqDZxzHLx3UPu37V/E5Yogtnnoy7myaz9Occgtd6e0YTgn+DXfKJwVkHiYaPymRp9dfq4OzkvbsvHsOyJ1Z/sn222/rxlS+EpHBufEQjY36QdyIpreSrd4JXGZIAFMEAQxgkgBM3VjCtH56JBHMzxKmVLNW7bT96Zr77Mtu2EEOLZYW/pvR+TZlo2N72+glKltX72PwRX9HRqej6kHdMzdm1N55X40+uyyCMyutHa0MML1/bXaLeJsJ8e2UqzUvLEHPK84fXI62B0SfYUEMEEQxKjh0AHR+WhfGyeMOps/2MTWD7e6eq+zicjpo1NX3qiT2edma/9oI8h58vDE/QCHskFzOi1UCpWhF07NPz+P2797G5PXJ8F05vr83ObqGMlJQOGsgI3vb7i2wTSG5EayZQrJc3/1OUxeFy2MjVDnjWZdx4r7P+fcv8vl4tOLuPnFmx3vsxOG5oFM9AUSwARBEKOIx05qnOlWRDojmmfrZw0FnFzijs5F24oAy4imjPTalu2yQZMcfXCE7H62q7FfFHnehCZCCMaDSpxLEg8TOPrlEU4+FmJetvvNn+Rd6R2SfCIPu2I3zUvXg7raR6XUed4v57yh5ZiaBFZzi+NLcdfzRsjoax4wgKEUMxL9gwQwQRDEiFEnwigluCc0i2A++KMHmL493daxluJu701RRHZ+fA6gaoPmbc87rE7WcgLl/bzVz3f29AyWaamug8rqy2cCoMRshzZo3dDIckwe1/PEObjNYUQ6jzBfhPhyHBOrEwPdJ9FfSAATBEGMICpaN+ZBpwtFwLknv7fFEr5fowg/ZBTULDhyWwcgDjtBHjfX563+mdpM+b7OLJi+EwBuiQc7ScW5++W7AER6SXw53uLVcke1P6Uw93L84TGOPzweeGviyEwEyWdJZA+GE9Eneg8JYIIgiBGHXCG6w3vcWvnYMo21daz9ihKd73MKvuzhcAWTNyLNOcfRB0d1ryulSzh9fOr7+fMnwi+4k46EshjOryiuEc5Wy2dPz5q+1ioNttBQTiROH1Mh3FWBBDBBEMSo4dAglAMs4Jy7I65t4jx+Lf14WS3a2QwZnbTLjvQB7oimjsJ3Vh2CUwA3G5f8TH4R8MxeRj3XaT627IzXFo5j6PRv9mKEDax9fq2jcVwUmf9bl+JCXFromyQIghhFRkBDjQTV45DeTitf2XbJn+RdVmWthCnTGPKn+ZaNG6Sg49WZiqZrruilEp+B4d1ifVMgUF+cNnVjCoCjsM8vsip9gG2OidUJzN6drX+ND5qhQQ/pnYnmNs57TdcGLkSlq8VQmpoQfYEEMEEQxIhBRXD15A5zHb8n+SwJs2Bi+aVlAI3zSiVS3DSLPgKOKLGn7a8UnVKchSYG06K3EYyxurzd/bf2Xf+OL8cRnqq5J8hor3c7gHC9iM5FsfDJhbb2f+8P7kEPtC+AG6WRSKZvTmPq+lR7La17jDyO+ZN8y/ODuByQACYIghghdt/cxd5be1QE50E6LXRDu41E2k1dkEI68TCBwmmh1va3+vb55+ex9OISJq9PYvbe7NByuO//4X1XpLSUKSGzl3FFeTVDw83fbu6fK+3FuhF+TGuvsBCAmkTc+4N7WH1lte7p0FRIbW/QaSZ6qDaR8LaQJi4nJIAJgiBGiMJpfXU7FcHV8ItQNiI8Hcbaqx3kirapqZx5wmfrZ+r7kaLMCBnq/5GZyNCbYUhyhzlouoajD0UR3Opn60WmH4FIAHpAx/wn5jveZycC2Oml3Ejgcs5FMeOAI8DOiUT5vN4nmbh8kAAmCIIYIdSNfYQbYZwnzrtuT9wp3s9/8O5BW+8rn5dRTBWhh/T2j2FVp23+YLPpy2zLRmiylt5gV+w6hwQZJWSMtVVYNwg459CCGrjFkT/Ng+kM5VzZ1THPD9u2EZoOITYfa/o6P5jW2edvWqhn2khvp4eSAuEc18QK+QFfBUgAEwRBjDqjoZ8Uuz/fxf7b+61f2Au61DnJ9aR4eydCqYMIsCwek/9NbaZ836+H9Ja5x4Ni9rlZ1Zgju1ezZ2uVX82t7lMOOk2BaMZ5QqTBcJsPPDXIee6+H84AACAASURBVB4F48HB7pzoCySACYIgRgjZXlcxegFgAPBtl9tL8id5pHfSvgJ29+e7Ld+f3kkDEMKlXQHqLAZrhm3ZABNRQZnjG5mN+IrEjgTgBbAtG0++8aTpayavTaqxLL+4rB4vJJs3lZAR125ScbpJgWj5umFEgB37G5WUFuJikAAmCIIYQUYx9QEYXD7y7pu7OHz/0FfoyEhgM6RIYYwhEA101JDB+X4vZsFE4awAM2vi+heui2jw9amG35f0CO43hdMC7IrdNJ3B2enO+T2mNlOulA4vFxGcnU4Amp33zsjroH8fTGO4/oXrACgn/6pAApggCGLEGaUbbjlbi/zmjnJ9KwhSArZL4aVstKqR2rXPrSG+1GZLXjQ+5jJd4PjhMcyCWcv9dQzTKUIHFQHef0ekpHh9fiXcFsVjjcZy84s3MfvcLHKHubpVCG7xroV8xykQTb7uxRcWOx9AD4nORTH/YJ4iwFcEEsAEQRAjhB5w+7aOWiTYWSC299YeEh8l+rIfmVvbrdhQwrn69vBUGGufa98RQorY8nnZNQbl9atpKqpsl22XYHYJYDagFAi5zwa72v7xNg7ePcDcg7m654KxIJjGUEwVkd5OI7vrbt9sW/bgUiBabGvoMEqBuCqQACYIghghpAhw3WRH+H5bSvfHDUI2kbBN/yX9RpFORfWYddsx7OAd4Tax8b0NnHx8IjbJuWqJG1+NY/nFZQQiAdjcBoN/jmgxXeyqhXO3NBKRxXQRZt6EETIweW3S9ZwUz94Od2qbFyg6k6K1LfHMR2/C56UXKS2cc+RP8r0ZENE1JIAJYoxIPEyomzkxosgmYyOU9uCHzBk1C2ZfI2KNCtjOjxrnAZcyJZTPy1h7da3j3F9J/rQmUGTB3/aPt3H4/qF4kFf9avV6m6/svoigrry8AgCDc8xA8+hkpVgBNCAyFwFQK7islCoukesVoTICnNpMdTUmpjGY52Z753QL/RueDg81EtyLlJb8SR47P9tBMVXs0aiIbiABTBBjxNnTM5w9PRv2MIgmSJFgntdyS0dRDDsLkvoxvlbbrHPLcLD5g02UMt1Fpu9++a4S916hIwVLeCoMxhiYzqDpGioFdzQ68VCkhcgOagBcPsHNxn5hWnwVmq6pNJvD9w5x63duAQC2frhVa+QRNtzH375Y+oFt2dj4/gaSz5JNX3f0q6OWovDaa9dw98t3ux7LRelFSoumC+k1KvZ44woJYIIYM0ZRTBEOql/PqHebGnaKRjterN2kPxhhA3pQCMRGQofprOaMwIDkRlKlZKQ2UyoCHIwHldiUzxfOCnj6zacdj6sZ8jfdqOucM11ED+pYfmlZtROWqSalbEmldxRTRdd3ats2IjMR1766odXku5huHRHVA7r6foYCE90IWzUPaQTnXOXNd5ueQ/QGOvoEQRAjhFdgjGxOpFP/DnhSFYgE2orCaYHubnEqb7W6j/Njd7pF4cztm6sHdZFeAODk0QnyibxoOgFg6cUlAEDuIAczb7bOXe4ClQ7SYLXAKtUiznbFRng6DD2oq1QISSEhPlcpU3Jth1c4QhOhCy//R+eiTZ+fvjmNYGy0m0ykt9KwKzZOH5929X6rbCnf5dPHpxSQGCIkgAlizIjMRlq/iGjJ/tv7PRczz77zzP+JEbxH9j0C3GSbZsFEZifTchOBSKDhc6ePT5F4mEByo35ZXk465BK1n0jhnKvlcFe7Xy4EsYyYSjFdzpXx7LvP+pKCJMfXSKCaBVNFegGR7pA7zKljLMdo2/5RTfkZNV27kABulUahGRqmbk51vf1BIKO2Vrm7NBbn8csd5rreDnFxSAATxJgxElZCV4DsQbanRSyVUkW5BXiF2yjmCjo7wXW7HNwJ3mK23FHz9r0AGi6Vc5vj5NEJzp6e4fjD47rnvRHgZlglyxV55ZwLwelpLCGfl+dMLydPUrAz5u9QsPfWHkpZkRNdTFbPWcdlIDoXhZl3i2RXhN8W7heWaalIdyO4zetEXWgyhPhyXKVYNEIW240ya58XVnrd/ia951QjlxOi/5AAJogxg+x3RpOjXx6pv10igFWXpEfMe9QsmCoPN7XVnTtAu6x8ZkUVay19eunC22sVhVUC2PI/5tH5qGraYJmWO02Fi/9rAQ0nj05UMZ5Mo5DNOHo5aZBCv5VX78InFxBdFGkIDLXXcnAcf3gMq2whPB1WQji1mUKlVEGlVFETEG/6h5fTx6d4+u/cOc63vnSrrSYkqc3UyDsjaLrwf+6kqYqTUfsdjzMkgAliDGl1EyPao5f5uYFYLeo7dWOqzqt1mLmCZt7Eo9cf1d+8q//sx/nEOUdsIQZAuCnoAR2zd2cxsTZx4W17I5ReVwZvBNiu2K7I59y9uTq/ZmeLYZkecfr4tE7oSkHcSyHENCYcJ1o0aZi9O4vwZNWZggGxRXF8pSuBSueofoajD47w7DvPkNpIQQ/pMMIGwlPhRpsH4Ha7cA8SLVNlApFA3Xk/ikTnm+cyN0N2EpRQDvDwIAFMEGPI9k+2hz0EwoPT1WD2uVnlIatEwxDvk3K518yb0AM65u7NgTGmhGOvBXD2IIuTj0/UpEBONBY+uVDXKc9LO+4ZXpFYzpXBOVefU34Xj7/2GABw9vgM699er73B4Ze79uoaYvMx9VRmL1NziIAQ287iL5nm0qkA/uD//AAnj/w9vKWI0gN6wyV1+Rrpb8wYUzZtRshQY/WmIMgWyrZp19uj+e2nyedqKfYYEIg2ztseFS5SDOi1gssdtE7lIfoDCWCCuMLs/GzHZV5PtjujiW3ZOPrVke9zzsjiIDuKuQch/lNMFaEFNMw/Pw/O63M9e4Ft2bXGEVJjeALtN37rBoLxIA7fP3QLU9TSFq69dq3hPry5wds/3sbZ0zM8+foTAFBRyFJKRGutivtzOn1/48txLL28hPkH8wCAzE4GelBvmcvaSVOJUqaEk4cnePqNxvZp0pfYLze1Uqpg/xf7rvPnzpfvILYQg12xkdxMIhANIHecExZvnu+W2xyarrXVBa2RyG2Un+zch5k3h2tx1iYXEcBT191Ffo0mNUT/obshQVxR7IqN/Eke2YOseuwy3FzGEWeu6cydGfdzUlBw4RLRTvFXr5FjSG4kfZe4ZQSxF6S30z4DcP8zGAvCKllI76Tri7IadDNzvURndUKknK1FjmW+a/YwCz8mVidcYzJChstdxXk8NEPz7W7WyW+xfC4i1HqowXscbg5+wuzk4QmWX1x2ta3WdA2cc5ytn4ExhmAsiPRWWoncvbf2AAjxbVdsNXnuOgLcoqGLFO6tIvyjwEUEsB4SqTwy7YQYHvQNEMQVxa/96sh6yo458mYamghh8YVFz5PV/8gOcY1yLPtJdQyR2UidcARQ53hwEZyetXLyVueN3IYAabbawS1eJ0Aze41t1byRbhXdZbUxt9PEQb2fMWWT1nCfpoVHrz8CUCuY80aVi+liLeLL0NimrFqw5ypWrObkSsEp93Hrt2+Bc65s5mTrdKYzGGGj1qGwAV7PZLW7qmVcoy54lykV4CICmFvCUaOdVI9+eEYTNUgAE1eCYqqI9HZa3TAIR16mz3WaIsGdc/DugSuaDqBnKQnyZnrtN+uX7dWNdoi5wK5Cr6oGm70rGj0sv7TcU+sqp0BSBWSez+x1O9j+yXYtcszFRMLZhtiLXbHVb2DhEwtdjVMWugFQkVlfZwfu473dRntr57bk314hvvXDLZejhcuP2AcpTmWEm/NarnI5LyLggVgAsOsjuZquoZQp4fCXh03H3RAmCsAadcHrertDgDHWtYuHbdnQdE2l6JgF0zeVyDItrH9rve5xoneQACYGTilT6rlQTXyUuFQX0IFQ1SR+N9qJlYtX0o8TZsFEZi+jomKH74tzzZm3e5Gqfm5zBGNB31QCp7+s87+DxOl44BV958fnPU3LcObGBiIBrL6y6nLIAOojcIWzgjuntoUety1bdYlr5E0bXxY2V7KjmxfnZCA8FUYwHlT5nM7vyK7YmLs/h3tfuae6nHGbt57IyHmPzZWo9Yuu2qaNvbf2YJs2LNPCecLnNVXRFV+KY+b2DG7+9k2Vk2tXbEzdmMLSC0sIRAPQDJEaUdcUg7mj851QypZaThanrk9h+uZ0V9sfNOntNE6fdNcJTkaA5STk7PEZ9t+pX60ju7T+QwKYGDgX9aG1LVuZuiucNpxkKwOglu5glaw68dRv39arwtEHR3j0+iPVoU0ev/SOO0+1mC4qx4BukI0G/J+svcb530Ei0y7S22n1+5WirJ9pNdO3pjGxMuG7D+9jxXQR+2/vuyKzktxRzuVUUSlWoBkalj69pKzWvMzcmYEWEFFPP7HqdHoAxKrK2RMRjXVeg6yyBdsUArSYLOI8cd6yJTDg6ELXJG1Avs4yLZSyJSSfJet8dKXYZjpDMVVEIBoQE61qFNq2hLuDFhTpE3pAx8ztGeX+YIQNBONBMMYwdcOd/nJ+fN5WMGPzjU3s/my36Wss01K2bKPORVITnIV+S59eQmgq5D8Zqj5mWzY45/X3POLCkAAmBs7xr+s7L3VCZieDzTc2G7+A9K+gem8un5ddhUWXwWdzVGjUbnfm9ozrv91GxiRmwVT+sF5kJFKK0GZL3P1CRryBms2YFGiLn1r0fU8ziqkiztZbtwT2FgS68NHd2YOsynd1svfWnisn/vz4HIXTAqZvTdciwRpzCdpgLAjYUBFR+bkXPilSJrwCmDFWE0aOryh3lFONIcyiiXK23JGd2JNvPHF951ZZ5AY7iyMlKy+vuHKf7YqN7H5WPVYpVVBIFtR4ZQRYM8SSvEyJCE2FhNMFF593YmUCYCIa7ixSc0akU5uppvnp8jMcf3hc51Rh5k3kDnNj4VJjV2y10lPOlXF+fO6bQqQmvBZHMVnE5hubw3OBuaJc/bONGDn6McsfRCvWy4bzouo8PqPeanSUqLOUqooNI2LUdWu7CLLi3g+5n/Ojc/8xDRhp9yVv0HpQFwVOHay8pLZSSHyUUMJSFpDJbU6uTeLmb99sug0Z5fWKpkbj8EbtlHduNRo3fcu9/G6EDREZNTQEogEl9uQyvV2x3Y4FrJa/zC1e9z09/tpjhCZDmLkz0zSiq8bnEL3OqL98r/xNy88RX44jEAu4/KQTDxPY/fluwzt9IVkAt7j6jKuvrCI6HwW3uIj0c3F8g5MiAuw9z6UDh2yakdqorSzVfQ/VjoZm3qy7Xh+8e+D/nhGlVapGpVhpeE/ivJY6k9wQnsB+qz/yWNiWXft9DGHye5UhAUwMnIva3Bx9UO+X6vKsvCQX0X7jXAaW+WZAfyYgVxGvYT3gLh7kNlfpAINw15A3y2FP9qZvi5t/bCGmuoJ1WhUvj9fJwxNsfG8DWz/cAgAVnVx+abllx7GG7Yp54+9DLtkzxlR0Wb7Wd/ys6hgR0gFptqAxlM/LwnfXEwGWkb2Vz674pyJUKaX90yqc7P2iNimybRtMZ4jORbHxvQ3xWLXhhRz/6iurIs0iVVTL5eVcGfmTvHuFwjGJA0REX3r8ys+0/84+StkS4qti9UEP6AhPh5WTw/q31pHZy6hJRXorLVI9HHnDdSsaTLRJBqpRbed1unoY20kNGQUm1iZUYWNqK1XnILL+7XUcvHfg+ozFVBGccxTOCuo7kznhvhHg6nm98b0N9TflBfcWEsBEX8keZAdi2ySFCXkr1nBefJ2CIBgLjsVS40XxtiwFoJbLJSovr3p4uxWn0zensfQbS229dtgCWN6sY4sxFaXtWABXtyEFLyBSBVRecRurFE2L2Bq8XRaIGRGj/lrBocRhIVlA+bwM81wUP+qGriK6TGOwSpbI3fTsMzwVxszdmZYuK5VSpU4g1X0+x/jOnp6BW6IRSqVYgVkwlUexzEdnjKnCRCl4ucXrvhc5tkAkgGAsqPKhvU0urJLIXWYaw72v3BOCr5o3XClVYOZNZeV19MERsvtZ1/ulfZqCA/ElIai57RmXw8f4MuC8nh796khFsJ3kDnN4/Be1uoCtH23VJgXVty+9KH7zxWTRFcQpZUoo50TKDbe5OteH/du/atBdkOgr+2/vq1m/pB8R2mKqKLoaWXbDVqDjhrw5hSZDrnzBi3hYjhN+hS6pzVTT7mdPvvGkq321+k04l1wHfX5LhwfphuA3yez4nKoKAGdh2t5be3VR02bIlSTvipJfEZyM1klhePb0DDs/36l7n2T7x9siZ7j6UZnuFod+++CWSOfQNA3c4k3zwmVQoJmgiS3F1L7yiTxCkyFYZQuJjxI4/uAYT79WbydmhAwRRZUOMDaHETFckdXgRC1FgulMCS3vd2iemzCLwqJLCjnnZ/aeBzJXWuLMDw5Ph11L+XJsfn9fBjRDg5k3fX+3zQI+8pjIyczOT3dghA0cf3iMxMOEet3mDzZdzhCySYv8rojeQAKY6DveqJmkk8gwtzmeffdZ09fIHvdyqXjcCUQDWHl5RQhgxw2GBHB7NFpNWP/2ujtS5pPPaVt2x8e4WRpFZC6iJjSDjgKpSFST/MNKqeIbMW9Eo0if09O2FWoVw7spP8cGS7gbyGN3fnSOYrJebJeyJeW9mj/NIzQhorxrn1tzR3V99pE/zSP5NAktoMG27LoIqBEysPLyCoywgYnVCZQyJTz5xhNs/WjLd1Ilz5/0lojwGhHDld6RO841PsccDgLgcN3pZeEm4E5TYIwpxwFAnNeFs4L7e2fwjdwCUCkUfjAm/InNvAk9oNdFgDtpIjIKhCZDsE3b/zfhOARmwXTZc8pzgnOunGX0gA6w5r//UUl/umqQACb6jrzQVYoVPHr9kRK+zSJpXqyyBTNvNi0WmlwT7gbprbSq2B5rqtXw3qVNebElEdycRrZk8rhJIeHn6frsO898vT0b4uNc4BoLY6gUKqIFcBsFVL1E3eRbrE53Er1tdLO3LRvR+fbyQOXE2juRzh3l1GRYwm3R+c1ZOFY3Bi4ibTLyz22uRH10Llp/Pvh8BA4uop0Vu24FoVKqYPLaJALRABY+uYCTj0+w/4t9FE4LvtcreZ4FogFXwwrn5EGK47XPrdWN6+TRCcq5ssgfZgwrL69g5TMr9YOGiNDK7arl/Krvr/wclmk1/N5UJNSRCmTmzdoxcApnTTxfKVRQKVYub82GdzIAcRy8ke30dlo8zjniy3EEY0F3gbJl167TLaBrdm/pmQBmjK0wxv43xliCMVZkjH3EGPtSr7ZPXF7kDXTrR6LQRQpfuyL8K9u5AMrXNDLcD8aCmL0n+qtbpoX9X3QgPq4o8pj5Veh7O2mNE5VipaWnJre5a3keQF0LYGVmz1FX7GKVrY4ioi2/i2rupR7SXVGg3Td3+35TbOhP7GD65rSKlraDq2mFB5kn2opGxbS2abvGUjgroJQtQQtooijsNO874SgkC2B67XfBba5cDgLRgGuSc/zhsW/0z66InFlN12rtiz2iUdqPqffYtq/4cRa5cZtj6voUOLhLWJ8nzpE7zLkKW+XvXbUstgFN0xBbiqkggUQeQ2dNQHY/i7l7c2BgyOxkVNRSLsM7ryeqPXfOBLe5KO4DcPbkDMcfHmP9W+vIHeZE6+e5CKZuToExhtRGCuvfWsf6t9cbWg2OOowxV9ORSqmC08enqkjRyd6bezh5eCKuCZ5or5zAtSOAc0dNov5Ex/READPGpgH8BOKS8lUAnwDwJwAuZvhKXAlk8Yi8mcgffDlXxtNvPnUVCjSi2fJrMVWEbYmbyNrnRSSETMMFjAmRVjgVYk6J4jFOg9h9c7e5jzT8o5mBWMC1fAw4IumOQykneoB/ekQjmi2Bqu5rQV0Jo8RHCZwfn/fdFk0u2TdzLfDmf7ZCHhe/JhTtFmh6m5FI9KAuxlsl8ZHIrdQDOjI7GSTXk+DgLiFnlSykt9NIb9UafTgnNnpIB7i4hp0+OUUpW1LpA5xzlHNlxJfiMPMmsvtZNWkIRAJYeMHTatnbBtn2/+5L2RLWPrcGzjmiM1EsfHIBobh7khFbjAmPb79D7+wEqflPGGQRljzmskOkHhLL8ueJc0RmRP709k+2a9uV++O1sVqmhcTHCfVviVkwASb2P3VtCrHFmEgfkNcfWRDWZhHoyODpjLf+rfXapENS/WnmT/K1/F1e7zCTT+RbCmDN0ETHQ2pi1DN6FQH+ewAOOOd/k3P+Fud8g3P+Xc75wx5tn7jE+IlXzdCUIG4Hv5s856KQYOtHW6KSWddaVl+PFdUoV+4wh8xeBqVMqXbMfZbvxgV5Psq2tb6vcRwbmXsLXmtK4ZpIVJc3/XA2X/AiTe3NvClEbbP7X/U5zdBU/qQaY5+/RukTO3NnpqFI6XpC5Wfg0EbEGYBv22gAajLs3QfTWS2qLy8n1SHrIR1mzkQxXVTirJQpqSiuFPjpnbSKiMprUmYng43vbyhXBm5zlT8enAhi5vaMy4bQK3Yzuxnf9sVWyUJ0Liq2pYmcdO74so2Qgelb01j73JqvX7Wzc2AjceW9NsuJiRE2RBpDzqx7r+wQ5xTymq6piWBkJoKVz66oY2BX7FpXStPC1I0pV468ERJey85Jy2WAMQbLtOqi6oA4X67/5nXVgEgep8xeBsmNpGjY4sHvHLjzl+9g/nnhuy278FEecO/olQD+9wC8yRj7vxljx4yx9xlj/xkbhDkmMfLImW94uubrGZmJdBS58o0Ac/eyEdMY2Xs5kHmO8uK7+YNN9VxdXvAY4nUnceK8ycgKem7zmhiWOKJh8aU4mMZc53UjJ4DcYU4VwTz77rOGqT1qN6yW/6kZmivHtN8TGcu0oOmiUULDBgBdTqgYY7j22jX3Y21aYc09mFN/T9+cxsInRKS1Uqy4BKdsDGGEDRQzjsg+c+cPSw/bo18dYf/tfVf3xGA8CKYzHH9Yv6gp83fl5EgP6Gpy4+tlXD1nYksx6EEdmd0MTh7WT8a4zWEWTaS2U+CWaJUtj83ip93d91wFfUx4CKtrpg0sv7xcPw7Uiynlay1TpDRg6qY79ccb/QVEWpuzpkPTRSGgXRH/d050ArEAAtGAy1aumUgfWVi1GUqoPuhiV2zoQd2VKsIYQ3Yvq1bjJDIyn9nNqNdKAtHaqpO8t5Gs6h29Ugt3APwtAM8A/FUA/wzAPwXwt/1ezBj7Y8bY24yxtxOJhN9LiCuEvDAWU0V1Y5IRBkmr5dNGEWBXFbLOEIgE6l43rtgVYZ6/+MJiXQRqnFMg2omgON0IuM0xuTYp8iylfVf1JqaOYzXaLivcne9tdwxNb2zVp0oZkcsqW9wC/bEVdJL4KNHSWaXbCZUe0l2dy4CaZVkr4ktxtWQPCJs2zdBgnpvu811jmH9+HmauJnY55y57QD2oq2IzJzKKyRhTTga5g5xrQi4nOedH55hYm1B2cQAwd39OvV+Npzop1XQNM3dnXM4Lj7/2uNZNjnOVHmHmTdGsArXUCudx231z1zVubnMlmK594Rpi8/7Nb+IrcTVx8BKeFOLdaaFWTBVdkz45iUz8OoHkehLgnrQfWffmCEwUzgoIxoPqmi5/I5dOAAOoFCqulQizYCoh6zxO5Wy5li9dFOfhysuiIFGeL7LTo/eaoRka4svxus5/xMXplQDWALzLOf8HnPP3OOf/CsA/RwMBzDn/l5zzVzjnryws+P/4iKsHY0wtwWsBzXUTaebuADSOAHu3D6A+SjemWGULelCHZmguQQCMdw6w8wbtdww4564GDbZlY+UzK4jMRlxdwxhjKGfLKOVKtaVgw31eN1zl8LvXt3H/L6aK0Ayt5WfoJUxjvrm6rtdUl4M72eat37mFxU8t1k1a2xVCRtjA6iurrse4xVHKllxRudRmCudH59h4QxQnTV6bxMILC2LZvvpdBSIBEa213cczOh9VEerQRAiMMaR30q7IsVPcTa5N4voXrjf/LI5ouR7QYYQMlLIl5SBglWuFwTIymtnPqNQQmeblXFFzIr1mA7EAZu7MiPE1OKRGyHAJdicy79nVZbM62bMrNlJbKZx8fAKrZNWCER4BLB+X1/3IbARnj89wfnKO1GZKpLFVG2oMK7J5+MvDrpo1McZEKoNj2IWTgmtiKr9HpyWezKlW26l+r/nTvHDF8Pk9r726VpsoUAS4Z/RKAB8A+Mjz2EMAN3q0feISY5kWTp+cwggb6kbKbe5qH+k0TffDKSTufeWeiLQ1yL2cvFafkzWO2BVbeUzWTRbGWAC7IrQ+5483OtvsOB19eITD9w8h/VmZxtwrGw2KN+VNzCWQm3wdztz2UqbkziGsvm/zB5u+eYQXZWJ1AhNrzfMzuc2R2ky1ZT8onRJCEyEVYb3xWzdw5/fvAOium6Psyia/T+8k2CyYSqgWU0XEF+MilcQRhWQGQyAWUIJm4RNCJEvxtvTSEpY+LXKgXalXbeQsh6fDSujnDnM4+tURwtNhcQ1DVVRWixtt01bpXVIAR6YjKCaLIk1D1o41mShwm2Prh1uoFCp1qWLNcDpw6MF6ASyPTeJhAolfi9Xb5EYSzGDg1f89/fpTd0CDiajv7N1ZrLy8Asu0UMlXwC2OYqqI7R9vD7XBQ3o73TIFyZfqsXAes8iCQ9w2mvtWf/vp7TQWX1h0/bbWv72O7F59fjAAzN6dFefMmF63+0GvBPBPADzwPHYfwJbPa4kx5OTjE3DOVSSy0wueU1SoG2Q14uAlthirm2WPI9zmynLHazRfypTqW5USAOpFa7MbDre5KJqqFgWpYqAqlmn5v9/RqUvSzEfXmyZw+vGpelyKvlKmVHMw6CVtCChZUNhOlzqrbNU5EkRmIghEAnjwRw86Xgq//9X7dbnJXhG9+tlV9djMnRnxu9CZa1lZWZfJZfuABmYwnDw8QeGsgNNHp7U7JgNufekWACjrL6AmvNdeXVNL3ACw8tkV3P692+rf5fMygnFRIMcgUiJk5NQZAa6UKojOzcJALQAAIABJREFURjFzdwaT1yehB3UwnTWN6gLiHE5vp/Hx//exv+dxA9Y+t6ZSIoLxIEJTIXdEt/rbcH7P07emEV+Mg3GRBiOv7QsvLLiuz3MP5lTEVzp4OI/dILAt27f4upuoqnoPq6UzaJo4QZwTm9x+TVxP35xWueKxpRhm7syoe5X8TeSOcwhEArj/h/dd+wtEA4gvx0kA95BeCeA/A/AaY+y/Zow9xxj7DwD8HQD/okfbJ64A3OKYuTOD5ZeWO77g1EXSvFZC3tdTnhSA6kXa699fjVh1FfW4Yvh5kEp7q/tfFTcgp1hTlfVSoBQqOHt6huSzpPA71Vld2oOfJZ9KpXCc183OWa+gyx1XvzvPJLATL952aadASTavaCe/2jKtnrq1tGMfFZwIIrooxmiEDZRzZVcKhBL51U2FJ8NgTOQOV0oV/OzPfgYwR7EZF93ASpmSK+o+/0BU7MeX466VKLk6AADLLy2r3OVANCAaevDauWCVLbWiUEwWVXQ7GAti+tY0ll9cxsydGVTy/i46Uzem1OeYuTuj8tPbRaVfgItiy2JFjd0pHuXrCmcFdT3O7GWUYE78OiEK6OSEQtdq+bHV06SZvWUntEq/4baYYDz5+hPRybEXSP3LGCbWJsBYrUgyFA+JvxmQORCfefa5WVH4WE3Pkb7ik9cmVfdAlfet+3fVk8WFRG/oiQDmnP8CwgniPwTwIYB/AuC/AfDnvdg+cTXgtig8mbo+1XGUx/ujl0U38iI8c6fmz0o5UlV8lkpXXl7x9QPlnGPj+xuDGllH7P58t/WLuuTog6P6/VULipgmiionr/uk1Dju23bFRjFVFDfZklXnBcptjkevP8KTbzxBpVgRUdrqV9JuCoREdvyS/sO7b+66iqj6ER1qRwDL319bArhsNWyP3g+4JaK7zjx4I2y4Jivc5sif5FEpVDB1Ywqz92dx/w/vu34rroYy1f94JzftiBOmiWK6YCxYawvMuVoBUBFgBpytn7kmRjLCOHNnBs//9eddDTAkyy8uq/GFp8NI76S7Epp2uXZs5ASsfF5W+bJKACcLOE+c13WDM0KGKHa2a8dEOa9UX+Pt2NctT7/51NVy2MvZ+hmefvNp4w1c8JbBGFMrCvHlOG781g2cH4pjIic7RqR2/l3/zeu1XO6pMFZeXoEW0GDmTeGp3MA9ZpxT1/pBz65CnPOvcc5f5JyHOef3Oef/nFMYjmhEhxccvwu4PL2CsSAWX1j0PNntwK4YjoKbuftzKiolq94l3BJm/qP2k+Wci5vrAC/6TtFz5/fvuHL8AtFAnVuA8/X503xdPrvM6bMrNta/vY6dn+2o55yfa/pWA4sxB6FJEQ00IgYCsQCYxuqLjnpMOwLYN6e5AbI4sx84HQsAYXMm2wgbIQOv/elrWH5pGcsvLSs7ucxeRojO6jVG0zVhN+dotSxTTVR74rj47XhTPtr5XIwJ4c10BvPchF2xcfbkDIe/PETuICfsCh2R/bqcdC4cHmKLMVz7/DWsfGalzkNX+gVL4eq0dGsHu2Jj8ZOL9Sk9jvQMOb7CaQGLn1pEOVdG+byM0GQIc/fmUClVREEYrw9KBCeCwjqteu56ixlbUSlV8Oj1R66x1TWhcL6+ICLX8vfTiyiqMwUCgCunfO8X1Rxouyp8GVzFnn7WaVbJQuLXCeRP8g3FPNOYOyebuBBkmkoMBb+l2mYFNN62tJViBZvf3/Rf3qMAMICaGJLH2mkvtfzisroZALUbQq+WJHuGvNf2SNi1s53J65ON/W4hjqeygwLADIbYYgwrn1kRYtFRFGWVLd+bmTMFIhAJYPWV1bo8Xy+3f+927SZqA0ZQRJR4hXc94dv7xV7TZh1AZykQ7UxUvD69vWT5pWXc+Eu12mtvTnRkNoKp61OILcSg6aI18sG7By4nB/lZnY4f5VxZpbrMPz+vGoLI300wHsSd37/jsmVrhjxORx+6VyAKyQKSz5I4/nXNb9jPLtJlq+ZnQecRnX6CqxmprRRC0yFEZiOuPHZZoAcIf2AjZGD69jSCsSAisxGUkiVMrk2qiGhmN1N3TZl9ThTDabqm8mPbPW4AkD3Iqu/14N0DdUyaRZPlb1KmN3ldH9pdNZQ5zM6cbfleOaGS7jCASM2IzERc+eBAg4mSw0ax0Xhkp0GiN5AAJoaCNLGXld9A88K4/GkeRthwmeY7l369jFokc1jIC+nqK6vu6JjDGSJ/khcenmg+CRkGvV7a97YgBerzB2WqTiPkUvX5oYj0aroGqySaRYQma84GN794Uwgrv6FX72/FdBFGxGhLAARjNYEso5F6QO/KwkmSO8whe5Bt2JUxf5pH/rR1m1amMZF72sbXZJWshl3cLkogGnBN9JzOM4BHOOqO5WQG1bJYTWCk53N18l3KltS5Ib8LbovC3rVX1xp6kNuW7TrHipkiDt87BGNMudkA4rjIa2DyWVLtPxgP+qYtOT+T93pnm7br7t7phEP5XOsMmZ2MiobbFdsVAb722jXc/OJN6CEdekhHpVwR0VatOplmcKVAALWVjuBEUPxWOvhp25aN/bf3RUEihBh+/BePxfZijSeQft3snP9tlj7hJLWRwrPvPsPjv3hcZ92pGRoyexmVvuI8/oufcq9Qer/PW79zC5omrh9NO/dR+kNPIQFMDAznRZoxhntfuee6aXBL5Ep6kVGWuXtzdX6k3KqfLY97DrCZN8VN2xEdn1iZcFs3OW6aJ49OcLYuGj900p56IMh7bY8u/H65dd4lxVYRTxmRK+fLqoK7mC6CaQyTNyZVNDQ4EYQeqgkcpzCT52juMNeV7RfnHNzi0MM6yvly3bJ0p5x8fILUVqq2/erx3vmpSNdo5DnrxNsFrxH9TIHwosSID94uktH5qKtYTX5HMnfTCBuYvTdb2y7E9Wf65nTT6P3BOweu/FOrbKkUhfBM7biePak1X3GmQCx+ahG3/3LNQcL383m+99xhDrBrTRY66ZAZW4ip3GIjYiAQCeDW79xSLZfltqyypVKs9ICOuefmVBqAs/h27809l2VlfCWOQDSgzoFOWvvKNAe/iXq7Ij8YC9bcLDpMhZDdFwHUalCqn7OULSGzI1rOM8agaRqmbwux71zxnLpRXwMTmgipCZnswOcHdTrtLXQ0iYFR1+HGc+Pff0csxXqjGVKU+eVI7r+973+DG+OJ8v7b+9j+yXbrFzqqsyWuHL8BInN9vagbVI+G5Pxs3qiMpFW+pLOFq6sohdVE072v3AO3OI4/OFYC23mc5U3fKllddcDiNldCvdu0Fefvce8Xezj6VW05/vHXHtcq9tHepLLdbnDpnfTgbuRVdwc/KzCnC4SmayryyzSm2s8Cjs/OoSbgMvc3+SzZ0tJRtkVW26tesIpp0dRETepZLUf18JeHqmMY05hvBDh/ksfjv3gMbtXEZTFVRHIjKTxjZ8Iqz3/++fmmY3QSng5j9bMiJ3f1s6uYvTcLPaBD0zU8+foTLH9GtFWW54f8vdz5/TtiFQDA9b90HcFYUDQ/KlVgWzY2vrchjjNjWH1lFbd+5xZs267rYteMZtempr7Ijt+Isw1zpxNr5zlUKQmPZfndVIoV9Xx0IYrQZEilUjnTohqtfkzdmEJkNiKKDjX/30cgFqjtm7gwJICJvqIZWl1hipd7f3DP3f7UG804qLfruveVewDqby4AAFZbrhw3LNNSnr9NrYEc9wpnNO7w/UPs/GTH5w39JfFRwtftQUVbe2CUXz4vu1Ig/G5Esqq/WST87OkZTj8+ReJhwhXZMkIG9t/eF93aqmK3lCkhtSkiq07RJy3o9t7e68qOjtu8Fmmz0dUE4fHXHqu/vaI/d5TDe//qPQBQoqYV7UaAO4n4XRQlfH2OT93kBbW8bOfkSBXbTgSV28XBuwcAxGTI2dCnHWyrlkcLW6TS2BUbkzcmMX17WnQc1JmyCmsk7OS1b/0762p7Wz/awvGHx1h+eRm3vnRL/bY7XWVgGsO1166pgkBAFNZZZdHEIjwdRngmrNJvrr12zRUF14O66PbJOQqnBZgFE2bedE0es/si9cbZdbEVTT25m4hjZytv56Sx48kj86QiOVaL5OdjTBSqTaxO4OZv3wTg/u03apwyd38ORthw1RE8ev2R6/owuSaKmGUuM3ExSAATfUXTNax8ZgVG2KirVFav8bTq9V7IEg8TvtuVNIpOjWOjBym2JI2OjYzMcM7rlqM7uSH1ikaFHfIG5XRO6JbURu3YrL6yivhyHKGJkOumKnMf5VK3HxNrEyhmiuAVIX7ziTzKOVH93qwA02n9JfdTTBY7zs+MLcQAXs2t9ORYOq2pLiI001vpjpeHuc2b5iNbZQtHvzrC4XuHg1tlcBbJev2wfQS7VbZcgmPhkyIvODoXxcydGcQWYyilSzh470CtWDRaSWg4JMf5lk/mYXMbgVgA0zenYYQMEcV9mlTn6+xd/3NR/raPfnlU5zwinS96lQ7GOceTrz1BajMFu2Jj6TeWRCGhoSE0EYIRMqAFa+d3dC6K2edmVdMHWRSmttdtcKLZ26rP+QZFHDhzv2XBmbdzYLN9uGwRHeORDUSYxtT30Sx328vKyyuu7n8Sea2QyN8/cXFIABMD4e6X76plNV8u8IP2zoblxWwcGz143TWaLQuWMiUc/erIt0Lcr3lDP5G5il63j1YG953gjMLInGjOOTbf2FTnUKVYwfyD+YbCwbZsBCIBTKxOILoQxfR1scQphZ8z2ugVefK7iC3GEJlrvOLRDtzmYGDKD9i7r+0fb+PJN560tS2vUJbV9M70gPYGVbOb8qOUKdXyjPt0A68UKy4/3fxJXuW716VABDTYpu3qBldMF13XE/Uerea9HJoKIboQVSsWrVa4vHBbuHYEJ4LQNA16UEdoMqQKzKRAK2aKIo3A8xtW6QyOh+tyYqXw70L/Olc1nOeVzL9985+9qVwYYgsxnD09g1WpdfebfW5W2CyGA9ANvTaeKicfn6iVmLn7c5i7P9fR2CQLn1gQnscQk4T8aR7ZgyyefedZ3fuYxlRes6ZrOH18ivypmLgyvb3UHScLn1hAZCbi9mjWNQRiAdf5BIhj1KxATyK7/AHuwEXdCgOjIu9eQQKYGAmcdkXOaIaczS99eqnuPdKf1Xsx0HQN8w/mO7LWucxYZUt5+NbZ+zQSwLLC/bSghKEzDWXzjc1+DBWPXn+k2qA6kSLLO36nOLuod6c8FjIqBdRSHWRDjEqp0tQySubzTl6bFPl61TunM/LuFLfRBSGOzJyp9i+tjuTf4Vn/ArPMXgbr316vuwHKKJGKonVxL3QeS290zpn7C7SfPxqcCLrM/r3IlQbVJrYPJD5KYOtHWwAchX3Mv7DRCBkoJAs4ePcAhbMC8ok84itxV/qLn3uAETZcx1z6QmcP/Fcxdn66g7239tRkTrojzN2bgxEysPLyCq7/5nVwm6OUKoncZGl35tm/MxVIPceAfCLveix/Kpp6dJpffvTBETa+tyG2xZi6Lqe30q7mLekt8RvWAhqyB1kUz4pKvMnOdWC130KjiO/c/TkEooG2i2+dvstMY7VmEtUiTVm0CYh0ro/+zUdihYTXrjFMYyhlS9j56Q7K52UEogGYBRO7P99tmY8sv5fZ52YxdXPKnddvi/QHuSIjP/O116615w8tOxF6DpX32DRK6SE6hwQw0X/auAavfKbmk1g4K6iLx8E7ItfOFTGrsvjpxkuPWkDrafRwlNl/Zx8b39/A8QfHOP71cVsFRvKiKgVdfCmOtc+tNY/S+5A7yuHR6486ytGVlmtO5Pft7RDmzNHzNh3ohGK6qFYE/CKa8jGr3Nyi6+zpmevfzmNdKVYA5nZMmFydFBE9xx3L24GsUfvig3cPUClWcH7kKQ5konhO3oxTm6makwVvr0DGObFYenEJwXhQPeaNaLZbsNaqCM45US2l+7PCIIuEnPuTkVvvdcjp0HH8wTFyRznoQV1F62zLxvp31mHmzVp+cNXxwCnomM5QSpda+ilLB5Kzp2eITEfEeaJVm6tEAqJgT2dqZYJz7lqJscoWEh8l1G+EMaZWTJKbSVSKFXUeZ3YzIkWjQ6GU2kyJSWg1gizzeo8+OML50blIq9CZKtbTDNEoI3uQVcdNCU3GYEQMROej6nz3/rb0kA7bstu28lMNJgDX9xlfqU5qHZ83vZPG4fuHSG2kVEqIXbFVulVkRhSchafE7/U8cV6XSuKHjM46I7YARAtjxmq/rUbHvsl3ohvi3PJax7ly9CkC3DNIABM9p5sc0thiDPe/eh+AqGSWBTpyW365VM2Eih7QLySYLgN2RSzfyiiN/O/UjSksv7jcNAKuXAhMSzQmiBjiGHe4ZJrZEdHCdlIm5ITEL8IqL+h1Xa8cQkO1Ue2C5HpSLY27bh7yz+rntkrNLbq8lmnBWFAJ3vVvr4MxpmzQ5DL36mdXMXt3Vp2Pmq4BtjhHg/GgEpi2VfsunWP06/yUP83j4N0DdQ7IqB3QXoGMPM5z9+eE9RdjOHxPeKFym8OIGGCM4bm/9lzLbUmU0GwDPz/mR68/uvCk1RnxLCaL1Qeh3CCcuCK5Wu39wYkgbMtGOVsGt7i7EYXNoQU05A5zakLltPzyrTtw7FZOTpSNXfW3kNnLqNUuKchU+kCV3GEOa59bw+TqpBrr2dMzFRHMn+Trzt3ofFS1z+4EFems5h9ndjNirFw0YJETDW5zdQ3SdA1LLy6p80/mIDPGEJ2LgtsckdmIy2PbCBngFkcp1/mEaPLaJMLTYZHOVLWv08P1v91KoaKely4Z6nPavDNHkiant20J72Xp4NDoXG62ksV0Mfnx3u+cPsUUAe4dJICJnlIpVrD945oFVyd2LUxjmLw26Vu843eRara8d5UjwMkNIea2f7yNrR9tqdQFedz0gI6pG1NN24u68iF57d+dFs1IwdPO+2QEzOX44RgDACR+7S545DZXLgQXKc5zLiM6J05eOyTZotaP9Ha6LtLNOcfEygRWPitWMORNf+N7GyrqFJ2PIhAL1PI0q4VryWdJ6GFdHbvUZqpW7Oe4wXnt4eTrY4sx2BUbJ49qoqtSqmD357uIzESa5u7apo1gPIi5+3NC8EYNFaXmNkcgHADT/e23GtIqMsUbL4XnjnLI7ecu7tzieLv8PUhh7r1eaLqGqevi3JK2Zw/+6AFWX13F0288FV3G5PukE5pjO5ltR6pIdb+nT9yTNOfn2XxjE7s/21UuNY+/9lidi6VsqdZljVWbq5St2mQKcNnUebFNG6VsqW4FhWnM1cq7HaSIZoyp3152Pwszb0IzNHFtLVvI7efUuSd/Mze+cKMmcFn1cU1E5k8+PsHqK6uuZkbzz88jEAmIboZtMnVjChOrE9ADOoywgdVXVsE5R6VY8V2JSu+kVT60LCxUPsAVu3NLvgaXOukAsfaamHA0OpebOU/oQR2aprn8of32TxHg3kACmOgpKpJn2SqvshM0Q1MRL+eNv9FFqpEBvR7QR6+pQ484/vAYWz/aQilbQjlXrutA5b0J+jF5bRJrr/pcqDuMAMtJRjv7dLZ3bYR3wmRbthJynd7InchzaurGlKrsd+LMQW8k5g9/eVgfXa1OHuQYNUPkb5bPy0qAxZfiAK9FZjVdRBD/f/berDmS69wWWznWPKAwj40ewUEkRVISJepoCunoXPmKHh787vC/8E/wmx8cfrQjHOGHe6/jXvtQM30kUUc6okhxbnY3uoEG0JgKNaDmqpzTDzu/nTuzqjA1STVFfAoFu9GorMydO3Ov/X3rW8v3/Ajfk8qcru2enCWSJe54Rt/BzQmCTcZJLokAU9WwulbYICaAQ9/zoaU13mAEMKBw0gbEMZwzUSDGgYLD9w/R2ms9tkQaATLRoKBX7aF6p8rL7OI5KLqC4wfH8FwP3aMu2xhkdH4P4TPAkppIQVZlDrCyc9nIRmrcdYl8antgh5US4iVLEmafn4UkSdxFzLVcqCl1SM0g3izG76/E3OXu/Kc7n4r0o2u5kfsoAm89p3PlmNZei2fZRz0zkiQhXWLmImbb5HNMTah87KbWptAtdyObuJNCz+go3SgNUbW6h102l+3h629uN/mc1jIarK4F12aVnsbDBo43j9Gr9saO3fbvt/l9s/v2+DH2wGXSll5Zwsyzoyl6Jz3bWkpDbolltMe5clIG2Gx/OaU+P824BMCX8akGPZCu5Q5Jcp0lrI7FgWv9fh1aWsO1H1475VPDIWsyzLbJHc7+nkMEb8DZpHckWUJ2LssXe/7zc2aA6V6dRU+TKzyM+FXf80c2NVLGrbBSQP1B/cL3kzJUHKgFce2H1zhVhHMfTwkRGPqeH3mLEiUBCBsJra6F9X9ex93/fJdx2iW2YCu6wnU9fc/n4GrjVxunchGJ05qdyzIeZazzfBRtQoyhsr5gSUs6pCIP8XjjOFLZicfmG5twDOdE0O17/tBcpSBw+mlVbQ7+esDnMs1N4jbf//l9Di5dm3GpnYGD1k6LlceFS8jMZjD91DRmX5gNbdt9phlcuhXKk427bpEzLgJmNRHqvaZKKSRyCa5O4LkekoUko+wIhxWbCIFYc5TPrkV8Ph5nw+i5Hn9OxO8hXWDaaMXlC+nc+rU+HMuBa7tY+YcVNB42IpvH2RdmsfKdFQCM8nb4/uGZzmvcOFduVwCJuTPG52G/3ofv+yjdKGHxlUX0qj24lgtJkWD3bWgpxsEeVa10TAdmx+RSZJ3DDu9hmLwZ3ZC4jhupzoyTNzzxXSk0wdEzPLXGmlDLH5Sx84cdngHefnN7ZEPxZZw9LgHwZXyqUbvLdvIX5d9G9A+DZriLOGVxI4LPqNnmSQzKLJzHZpabAQRDLHJ5z9KYQlbA+2/vn/Kb4Yt81CLm+z70nB41J0AIgOl+XmRTBQji9bGv1tIa52E+/JeH7PpHTLd40xM1bTqmE900SNFx23trDwd/PYA9sOEMHA4syI1K1mRU71SHMp9m24SaVHHlu1eGMvyQ2PMlqzL0rB5RtaDzdAxnLJi3ehba+22eoRqVAZYkiTd+0e+cFpThPd44HgITxxvH2HlzZ6zLnqjL+jhBlIFuucszaHpWh5bWkJnNhOMziDaBUmgpDVY/zLwpuoLUZIrNwSDLLqkSb14TqyiSLA3Re5ITyYiUGkVuMQen7/BMsNk14douUyTo2cjOZrHwtQVMXJ/AuGjuNMPjB8PmDBxOQTiJ+2t1rQhvPB5m24SiK8PvAAnwLI9zUsV/F+fI7p930dnvYOPXG6jdqQ2tB/tv76PyUYUfs1/tn+kdAozepLu2C7tvw2gZOProiD1v1OhruqjdrbGmweoA8Nh9sToWKrcrKN0sQU2qI9csur6jj4+GwH7xajFaBQjUPU5NIpy2nMUeAcr8t3ZbzHL9HFz7yzg5LgHwZXyqQVJA4sJynoc1bkBwGgCmTASF2TZhD2ye8Xtc6awvQhDYiJfDzxRS9P6Ii8Bpyg6O4XCJrrMAJLon47Kb1KgSAcBu4IokcDAvEnqOAeBRZiwEzMXziAdp4wJsc0XjJEkxhQfhszybGfwov5zHzFdmYLQMJpkkS3yB3fj1RvT7qn14DuMUxu8nuUUpGuMPiyoSRstA+YOgmW3MPTEaBuyOzceE1AfoM2SHLanSubiGBMSqd6vo7EfBQvVudYg+wmXBArcwAOfigsajX+8PZZgLKwXMvzTPM//0rJBVeHYui1QpBXtgIzPN9Jl3/7QbAcGkIUz31uk7SE2moCbUcPPhs3kR17GOSMoF02Hi6gQkSUJrr4VuuYuHbzyEM3DQ3mtDTapwLZfJbK0UIooi/F7Qf5xhbWPXdDH3whyu//j6iWNltk1YPStCs4jfa0VXOAc/N59jZheazN6vwfeK59ev9SPPp5pUmdW3KiEzmxlyFFRT7Fr1tA74Z9RtDzjS8UgWk6jdq3GQ6tke52PX79fD65TZhii/mI803kqKFGmyjWekfddH/7jPr4v/PF6tkqSxtLxbP72Fqz+4eqJxCuernwSipTArf2YDj8sYGZcA+DI+k3Atl3Mjz9NII2ZQRrniDP1+TB5t+81tVD+pctDQLf99mWGcBki0lBYCmzOE2TYji7R4/NM2D/HF/rSg7O2olztloSVZigAluv/jModniX69D7NlYvLm5Ehb36GM+YjpFtfK5ecY0+0Ur81zPP4cAKwRqHK7gvp6HXt/2gPkYVk1CqNlsIVZHgahE9cmsPhKmN0j0FG6XoLRNOBaJytZAOze0nPJM8DBqdt9G1paOzcdhvjE4yK+eancZhnAzn6HS709DgdY1IClyM3noOhKuFETzqFz2MHBOwdIT6Xhmi70vM7MHiRg5/c7yC/lkZ3NRj6jpTXIqoz5F+cj1ADfCx0VRe4mNZIpCQW2YSNVSvF3nJJQWBZeZtdNz4CiKdxtbPM3m2OvN1FMQJIkzDw3w7V37b4NJaHg4J2DsYDSMZ1QeUTY8JKiC4WsyvAcjzsmzr4wyyoXjseBZHxTM6pqlMglmERY7D3eLXdRu1eDYzvolrtn6tkYtQG2B3aonkLNrLbHGwkBwGpbOHj3gMu4eY6HTrkDSZJw/OAYvssqF1bPYvbWe4yP3a/1YTQNHLx7gDv/8U5Uhzn2fNCGdZzGNYHjk9bD1l6Lj4OiKyPXPkmSws3jZSb4seISAF/GY4fI20sWk0jkE+zFIwHX/+n6uTKS4kslWUhyEDAuFr++iLXX1iI/k1X5QrSJL0Sc8r5b+tbS+Tr3YzFxLSy5nnac844xLZajshb1+3U4hgPP8bD7b7vR7Iwscb7duTu2wYDROJOCUTEK+MmqzMGz53jc8EFWZaQn0yheKaK120L7gIEIRVM414/GiRZjx2C8Qtd0kV/Kx78qdjIYvue+0KkfiPqLC38il8Dyt5bZr44ApJ7rwepZEZ1cOsf7P7uP483j0EaX+qwBBlDsAAAgAElEQVROAMOi/fLBXw94M5cYrslK1IqmoHiVuefRxosyjQCw9bst1B/Uz725GhtSKJ8Xn6+RjZ8IJHz2//kX54coLWpS5Xq7vu9Hstg88yccSs/qSE+moShMQmzpm0vIzDJHMkVTGO2HuMpBpnni2sRoBQ+fNfTxsfWY0crCSwvc5YzA7aAxwP7b+5HKBV3n5m82Od1AvG6RtkJ8ac9hzoe0OSKJL0mWMP3MdOR5jDdB0nWlJlORpkQxmjtNZkfu+0PVvHiYbROO6QzJXx59eITmTpNJiAXPnGu7kFWZb7rVlIrOQYepbTgeDt49gGd4/LpJUtA1XA5ySTOY5o/v+0N6vOL1lt8vM0T1GJi0tdNC+aPAKtwf/a6s3q3y87gEwI8XlwD4Mh4rukddbPwqLN+SvBIt9hfxoicdTN51ft5DnIWH9QWN01545+H/ikG0BFpcSM1gXBy+f8hF6fOL+XOV4sYdt1/th1zGIAvS3GlGeK6PA+7POo9GcpSDTHQil0CikEDpRgk3f3IT1354DVe+ewWzz8+ie9hF76gHu28jWUwOScSRdbE4N08bN+oGX399nZ+X0TTguz4S+QSKq0XAZ4Yxg8aAcd4FmaRuuYvGViOSHSXuZ2ePbQp818fqd1c5QKyv189sTEBjAwD3/p976FV66FeioKv1qIXyh2V4jsdoIM+EJWBSqyBQbPdt1O7VPtXmVapk6Bk9Ak5ci4Hy9GSaUW3AsuBm2+TvHkmSsPPmDm9olCQJ9sDmAEQEkkQjiVdUOPgLaBIiaHQNl5e9zSbbICYKiZFSfO39NppbzYjShwQJxatFbqMMhLQwx3SGsuJxi+Pq3ajsYPz3PMdDIp/getBKQkGykIQkSzj6MKryE7fkpvlEOsHj+kK4/e8Y+UGK7Te3I8elIGUGMpGgn8majMJqAfnlPP8MVRU9x8PRJ0eRd0JuMQejbfD7t/277UjPAVGNuNMdou8KTpV5jOSLJElcTUI8tkir6FV7nGJ0mvnKZZwclwD4Mh4rxLKV1bNg9SzoGZ11V49wXzpLLL6yyHlSsipfqBT79xrjwCM1NJ0XIJLNbTz7QgL140Jc5PWsfqoKRERCa8yviguoeD6u5YY2whcE+MDJ84KamYDRBisEgFe/v4pELsG5uWpSjZyTJEno7HeGqAtaWgvdDqXwdxdfWcTSK0sYFTPPzgASUL1dhTNw+CZl/x1mq7v6vVVMXJ/g4Mf3fK5FSrH/zj5aj1pDmUAgdOHqVXuMNkPd547LOLBn3TAE997uhTJjrUct3lAZufdS1IqatG+pcav1qAXP9i5MhUhNpLD22ho31aFSOMAa5MTMsqzKaO22IGtymP2U2AaDaAp7f95jkmjdUMMZCJ8barIVqVqjsslTT0/h2j8xFQme3fUC2TaZATPXcvnxZFXG6vdXI8CHN/QG51D5pIJercebJEn60WgzabJUcYTedixEMJ6aSPH3BzW3em6gkxt8p5pUeVOqmDFOlVJwBk7EWELWw2NP3ZqCoivMEjrWeJgqpk7dcJ8UVs/iBiW02amv1yGrMhK5BLSUFnVnXMqjs9+Ba7uRZ4XWLTJpccxoI6nv+5h7YQ5zX2UqMEP8a8d9/OSLFFAfggGnY61+f5X/iud43NQHOFuz8mWMjksAfBmPFSJQIQ6ZmlR5huQiLwM1ofIs8IUWwuArl15Z4qXBv5cYlwG+aDMEX6xiOr6Krpy5gXDi+sSp8lV03qlSaihTRJxJcTGON9PQ+XWPuhdubDxJq1gEZaNoFqc1pvB5KoFzmXkGWJUw/ew0ILNFVARN6cn02DlKdBSrb8HsmCPBPzXS5eZzKKwUQrDih/9O1JO4oYbneuFzKpSvXdNF82EzzF7SdY0JAodUNidJN1KE4QoPvo+FlxeQX8pzigYH7zHZqn6tfyZ3QTGShSS3R+easynmWkbAjjLLqVKKjacv8GAF8MIz6BXGo6V7xLP5Cmuo81wPRovJlUmyhKm1qaEMIGnQclATZDq7R11UPq5AkiQsf2sZvhdmwmVVZjSLYHPhmM6Qg2JuPhexrU5NptB61MLhX1kD18h3Quz1QUCXrpmym+npkAIhKWHVIjubHdnkpeiBFJ/PmkpJKtDqWrC7NhKFBLJzWXSPukNyel/9H7/K5u3jVPMDjrHZMiFJEnb/vMukBjUFq99fhd23ebae7uWgOhia105/PA/Z6lrcIRHAEAUimUuidKP0eLQEMfM7prcg3icRV6e4jLPHJQC+jMcKUcCcum7Jc/3zDv7iIYqc46FX6f1dGWJQ9388UpOpUKf0HEHNXSLn8MY/3ThTVhdgUkv02ROBaXAoWZHRq/Yi4vokpr/87WX+M8oSKZqCRD7BuKNXGDi46Nw6S3ZcBBSR0z+lGZPmGPFmJTkoZYJlyJ/6r5/iixiBMB8+zzZTeTWuLSqC8VG8UEmWMHF9AvNfm0fxShFaSmMUCT+alQXYAu57Ph9v14xmwHz4nHtIGqlnCbrvnufBcz3+9+5RF/bA5mX4ua/OITOdYbzpqTRSEymYHZNZ1ULigJ+u+bxAQtSuBZirGwE82uDQMQfHA1Q+rkSyhpIkYfa5WSx/axm5OaYWQkCwsBo0TwaHr9+vcwrAzh92eAPUkIoJ8ayFn9N9tLoWb5iSZAmlmyWs/mA1HIMADBFvlxq9yLSjudOMNLzm5nNIFpIof1SOnKsY8Syr+Mz6Lsverr22hsx0Bt2jLo4+OopkgCeuTyC3mItsxha/scj0xD0/6pzns2x67UENru3yTXLc4CFVYq6FFwGOdP4i5Yh+VrxahCRJERtyIJxfyWKSyyPSPSFLanII9MHsm6kiGbenjlR5MhpSxRSaO+eXaqTNqATGY3Zdd8iVkuZ2ejIdsZM+0TXuMk6MSwB8GY8Vmelo9mrpm0ufSgMavWDHuemMiriWKL08Nt8Y30n9RQsq9U3emsTVH1zlmTRJkob1Ys8QVMoVeW2KrrBO6TNkWimbImarRgWBVlLtiDc55ZfyEeoB8YvFBYbAyHkyReLnT3OrW351GUvfGk1HOA0Ai1w812Yi+0uvLvFyafxYQLQDn85t6qmpiH5rXH0iHrIiY2ptCv1KH82dJhtn4TRFHWw9o2PnjzsYNAYoLBcwOB7g6OMjZlpgMBBqtkwGzEkX9QxNcACr2ug5nZ3HVggABscDfp16Ro+cm6zKOPjrASqfVOD7PtJTaXaPBYrIWYOyzuOax7iMXjBHC8sFmB3mTlZcLSKRZ7SWzGyGGVxIDJTQhkjV1cg5NbebzI5XUH4g4BeXxnItl5fXgfC95FpuKKklM31d2qRx6pcfSvDRubf32th/ex+d/Q4zVgF7fopXiph9fhau6aJz0AkpGSLojT07Iujs1/qRDRdt6kQamt2zUbpRwvTTUTdFAvikKCLJEpe2y8xkINqtA1HdcFkJwP4JAHiUJOPRR0d48IsHABjFZPnVZeZUFxxH0RXMvzQPNali/uV5LHx9IQJgffgRYE+x+etN7P9lPyJjOGosh1QgXG+sAsRp0a/2Uf6wDNdm9KPy++Uhm2bRgAd+KMf2d9vw/TnEJQC+jE8lqEScnkqPzDycN/SsjrXX1iKqBKcFATZ6AXLzgy9YNLYa2Htrb/Q/CqVWPauHGaALjrmiK7j1728NAbWTAK0IXnlJWD5ZnH3/nX0ouhLJXFCcRi+gf8vN5/hL3zGcU93OgGi2+LQMcHoyPfY8TgPAVK4nvqjneFATatioBqB0o4TMdIaXpkWwRo5wAAMcdtdGr9rDvX++F6EQrL++PpSZTU2wLvujj47YvQl4p+xg0canh288BMBACWXiGg8b6B6yUn/9fh1Gw4hILZ0aQbe6oirILeYiGydxPLtH3UhGetSGxHd9pEtpfr5nDSoDj7pHEWm/YD6kp9MsW+140NKBC5jMqhH9Wp8ZKnx8BDWhYua5mfBcg8O399rMRjeQsWtuN0fyPx3DgazJ0NIap4vxZ0bQWe5VejjeOg7VFgLHtcrtCpdyJNcv2tQouoL0TBpmx0R6Oo3sfEhPaO+1w3kSG0Yxe0vPuNWz0NhqRJ4XOk9RVUeSJVz5zhUkCokoIJPYtVLfh92zo5nQ2G2JlPSDxtBR7waKrd9tDf1MPP7geIDClQKu//B6pPnUczzOW5YkCVpG4+cjJkySxSRmvjIDCRK3Su5XQ948rxwIfHbSzOZ/d33U7tbOnckWqT6e6/HNQhwAc8UYiVVbkoUkq3BcCkFcOC4B8GVcOPq1PucVkuyZ2AU7SnP1s4yhDPAXdGfc2e8M8TUpPMeLACf68+M0XnDJKyG6R92xHeKjuJmO6Yz9fQrKhAEYai4Ze6+E7J34+5tvbPIs8UkhdnGflgEeFb1qj8mMnXSOsXMDGCDzPR+5+Rxmn5sFAEw/PY3i1SJWvrOCq9+/isVXFuF7Ppo7TRRXi1zOjwDt3lt7aGw2kCqloGd0Dk7UpMoz9/T38CLZc+f7PoqrRbR2WvxzIhVo/uX5kefvmA6sroXFbyyisdkIy9UnXDqNTa/aw6A+wNTa1Nhn0GiFzTvihsT3fcw8O4PiapHr154HSHCXtjH3iOZ3YaUAPcukx3wnzFYSHeTg3QNUPq5AS2uoflyFkhitxUqNmeKYiqV/Cs/xoOgK09QVNgau6bKscvCj3lEPnb0Op6d4Lsvk9yo97P5plxn8BICWsqF6RkdxtYjt329jUB3AGTiROb7zhx0+tjt/2GHueF1rpEkRV46IaRsDUeWKZDHJG8qUhIK5F+cw+9ws6vfrDJD6IS2HPtM/Gm7ApEoQ/U7xanHsvRs3Dwjsk7mNmlCRW8rx359/aZ4D4HhIkgSjYeB445hv6LW0FsnSEy85kUtE+Nf0njv66AiH74WGGb7L6GnntfPe/v02B9aFpZBqQ26Po4L0qj+NZNOXOS4B8GVcOHb/HErsiLtVepGNct36LIOyGXEKxBct6PxFoGk0Day/vo76g3qEriCrMpZfXf7UwT41IY6KcZzquPvXqNCzOpLFJLLzjJN5+P4havdq/PwzMxnOg3Utd4iGIQL1syhC1O6FHPWLSKjtvbWH7d9vM5msE8Y4kU8gWUwOWwqP+EzxShFXf3QVekZHe6+No4+OuFEDwJ4fGh86tqzLvKQMPyqLJC6Speslxnf1Qx41AeDmdpOPQZy6xA7EwJWoTbz31h62/7B9YpbJbJuQFKZ+wc1MOibTG+5acEyHZ+vEzVuEyx1sdK585wrUhArP8VC5XTlTll+Mkc+8sImSFIldX0BxkJRww86d3iyHKTTcD+dOnJfMDU5ijUqdgw4aWw3+jHgOozXEKyTlD8sR5QNSDWnvtxk4TqgwWybqD+pMXzpQXZGU6HGI9mS0DVTvVrnuMMAMInzPR329js03NtEtdzkfW02qyMxk+PNF4yy6IorvUdK9nn2ebeau/uAqAPZMUYWDPkMGSBFwRo3J31yKOKFd/8fr4b/HGFfrr6/zaxCDZM+IWjP9zDQff3GjkZqKWliLUbrOHEdlReb22UC4uVB0hdNZ5l+cx9pra/xcieJDdtoUru2ieLU4FrBX71bHzmdO2wiAtu/6TMotdu6pUpjxpc3SZVw8LgHwZVw4xJ310UdH/OGmRe7zfkBJlmdU9knMPD3pMYojSlae3XJ3iNoxrnHrcSI7l0VuPof119eHXNg8x8PEtYmRBiTx8H2fZ7MJsIqKC+29dmRRWHpliQMwsvSNZ6dpozMqs3NSPM6G6LQMcCKXwK3XbuHWT28hO5vFxLWJsaBZz+jQMzocwwkb4mKLZuRzQWWFGk7jTYAjaSW+j5mvzHA3r5lnZxgY0Jg01KjMkZ7VMagPeGlbS2t49MdHOHj7gM8/3/O5TBRF7V4tQm1wTRfbb26je9jF9pvbOH5wzDOMpRuC1XlwDv1aH51Dxlkl1YbD99jG6LSqgni92bnsSA4w6bPS+YtNm7LM3MKmnprCwjcWAACqpkbGZ+bZmdA1zxUa2SQwR7TgeaTu/P2397H3NqMweY4HWWMUgjv/6Q7++D//EQBrHFMSCp+TjhlysLNzWWRmM3AdF71KD52DDqyuhUQuAVVTOT0qVUrxSkB6Mo30VBqZ6Qx/flzTRWunhXv/5R4ARqFoPGxAS2u4/o/XUVguwPd8OIbDqymjbH6JA7z22hp/xvWsHrHgjow1zV3ek+xzBQxFU3jD3M2f3OTHcwYOGtuNoeO5phuRW7v2o2t4+C8PUf6wPPS+lzWWqV78+iK++j98FYqqDDWSUVAGOq6UQVxg2tw0t5po77chKzKXxitciVY2Rc1kyhqvv74Oo2mgc9jhzYHHG8fDxiR+NGlDG41ELhFK0AmRnctGNL7FY1zG+eMSAF/GhYNeHoquRB5seohPdbn6lIOyG1S2FUEE2a5+EYJKaBEahPCO4zy2E2L99fVzl+IiIawZ5Q/LkX/yPX8IhKcmUnBtd6i5zWgafMHm7mWSBLtnR85PdGqj6xObUCjsgc1BY3O7eWZJtJs/uflYJhqtR60T1Sd8n43J0jeWULhSQHoyPXLxXfom+3dZlXnjFjtA9HgE2Hj20A2Bm9EyhjYF8c0I8QjzS3nMPT8HckSz+zaufOcKX1gVjTUK+Z6PXpnNN+oqp+fHaBmofMKeH7tvo/JJBQfvRgX4xUW4udvEoD6A0TTQr/f5+wCIZu3p+GY7UIIIqDhUYrd61pmqCuL1jvs3Csqk+q7PNiiKhNx8Dol8ItyYnbBPIt6wpDBbW0mW+OeMlsGrXr7LbHStjsUBcHu/zb+fl9ohhXx7CWhsNtA/7qO918bxAzbP+3Vmx6skFGaR7THbZD2v8zkhqzL6tT5832f/7vsYHA/gGA5sI8q7zi/m0TnowDEd+K4faTATS/3ECx/ZWIjRwEvUfqexIP1qgDUkN7YaMBrsOsQQtW3p2IfvHaK+Xuc/p4y3qENOQDA1kYKaVKFndWSmM1xujebF3AtzkflXulnC3Mshj/nWv7+FlW+vsAZQ18Pk2iTmXgz/ffJW1I0yLldG84nmda/Sw8FfD1iTqSmoxEQGjP0nYhMfVFHiHGAAEblCUZ7uMi4WlwD4Mi4c3Oo19hBSN//fioJAXDkRAGdns+N+/YkLKp+SBSeACOAYWb4WgrJ15y0fx2OcfTAt1mJQGbH+oB4BzGJmkGTMJFlC57DDF3gAkbIozafB8QDTT08PzS8xI33Wjc1FLJTjcSIn1Q/nW2G5gP139nG8cTx07pnpDAPisa53Wkzb+208+tMjtgAKJXrHdJCeSsMZONj7817UXCIIKgVraQ2+52Pj1xtsQyIFgM/zkZnJYOqZKQ5qtLTGxyZeJRGfHwIxBFLi2qP9Wp93wBN30epYOHz3EK7tcvAgHpM20JLCGo+4igJRgNomjj4+OtM8Hme1G14M+49ruejX+khNpljTo1Dep5D1sHxvD6JlaN/1MWgM4FrMxlp0gOvX+nwe92t97P55F5VPKryhzWga6FV6MLsmqp9UWbnc95FbzPH7XPmkgkF9gPr9eqiE4vicFz1osCbHvb/sobnZ5GOTncsyS+GAGpCeSkcy3xS9ox5aj1o4ePcAnf0Od0UDGLgUlVi4G96Y97jYjEmqECLtJzuXZefh+WgftPlY0SZZpBA4poP6/Tq/91T9sXoWb/QdV4Gp3gmrBASQyTVODEmWIoYYkiRFNsWSLOHmT25i/kXGHaZnNTOdgWu72Pj1BmRNRmsnWhGj5j/P8/hzCyBil06yj47pnJiYyM0HtEEJIwGwoimcArX8aiAbeZkAvnBcAuDLuHDEM5EkWXZaQ8rnFZIkcQvPs5ZSn9QQaQOnbSwe/n+s0/9xBNlFBQhRocD3fNTu1fDoj48i4JPOqVdhCyxllcRO7ZMUPcYB1FGi+2J8HhrPBNRyi+M57SLYiPCAx5Qnh3Rhg19r7bQ4aLU6Fis/B9qgvufDGThwTCcihE9BY5UqpYaMaGrrNQ5OREknWow7h53IMUXZLoBJdAGMsw1E9YpH0SIkKdQRtrs23yCJY8MzvR2LN89KErvW3FwOnu1x7eKzxFgFjzgQpAzlYo5l4l2fvyd834fv+JwGQg1gvMztenANl2cJnb4T3UxQlj7YKPiuH2Ydg+99+JuHPIvfr/Z59o/LcgXSZ8SpJhMUSWaNe86AZW5dJ6QHSLKE3bd2eRayX+lzS93IGCkSzwgrCQVm2+Q8efEdI475uAzwyrdXsPq9VQBAZjbDALhQqQDCzXrxShELLy+EFY0RqE0E46OUKvSsHtkMeY6H6z++Hr2+E9YcSYkC3qmnpvjfCUxKsoSVf1iBoio4+vAInutBz+rY+NUGAGD/L/uciiQrzAmSHBiBkDoR/17ScD766Ajbv9/mz1p8bisJBXNfnWPUpRFNcFpaY3rDpRR73i8TwI8VlwD4Mi4celbH1NoUfwnnl0OgdO1H1x6r5Pw4IS52n0bm728R009PDy1I1Gxy1rLX45iRiJ8VQWhrt8WzWmLGUMysAKFsUZwSAYSLlPjyH7dwxe/f3AtzTHIrmFun6eQCMd7pBYIyeCc13UVsv4VL6R2NVvOQZJYJkxUZ2fmQ10fP0uB4wNQDZAa+Dt87hGM56Nf7cC2XaeeO647P6DxjSPzh2edneQaO5k9mOsNLyY7pYOFrC3yTsvC1BUzdmuLgP041qT+owzEcbL6xiV65BzWpwupakbHuHnWZLFzPGslTzkxncO2H11izjxZuml3bjTQBnknH+ySMHFMSIdMFRVOgqAq6R8wxbOu3W4DHKlhP/bdPITmRZE5mPZtRBgzWzOf77LOyKiNRSPC5K9pp07z0PUa1MJoGB4aO6cDu2dxlrr5e5zrSisbOp3vQRb/ahyyH8792rwYlqaC920ZzpwlJlUJ6QZA5JyvsyVuT3ESDjkvnQ9bbVFngzbbBGO39ZS8CNMdtuJPFJL+vVLIfNAY8Yzv73CzmvzbPqXAEHKmML77HuPVy4AzINYSnM/AcD5M3J7H86jI2fr3BP3P43uFQdSDulieGrMiRd+qo98KgMUBmNsMk6jzWiCYec2ptCq7lwu7b/J4evHvAaBixeUZZ7EF9EPkux3Cw/eY2etUe7v/8fuQatJSGtZ+uMUpStTdMgVDYe6h0vRRSLzz/8ehuX+L4YqKDy3giIrLoI9plfxFThseNRD6BK9+9cqJY+ZMevs8yKFpaQ7fc5SDTs71IefIs8WkBYBFoUdZXTaqRsR3VEANg9DkHH2tshVnDsRJIsQyqoiu82xuICtiPCj2rn5uLXn9Qh9k2o4uKf3J2Sfz3iLvaGJDqe4yj2Sl30N5r83EV+ZiV2xWoaaYG4Hke5zpCYk1P8ebEkeonUvB3n82hlW+vQEtr3G5YVmQ4poNepYd+rY/MbIYfQ0kovBHT9/wh6k31TpVl/PdaSOQTKKwU4FgO9KzOgIbHyvd0jMP3DkNgjkDlRGK9Ao4Zasj6rn+iJuzI8RxBgRD1kyVJ4iX9qaen4Ls+1BRTmxCpRgCYdrLnQ5ZlpCfT6Bx24Fou9t/ZR3OrCVllDVGKpiBVSvEqhJpU4fs+CssFfh89j5kjzDw3w+cuwLSXe0c9BqRaBgdBqVIK/WofjYcNyLoc3ksfSJfSGBwPGL+6ZUCCxEvrnu2hdrfG3hcSoOeZkyM3j5EYZcExHP5sx/Wk6dx6lR6MlsEb4s7SbCrJEqde0TpQXC0iO5vlXGARzMWfpelnp6HoClzHRXOryd97vs+ywqKddeTcY49XXL1m6ZsM7C9+fRHpqTRyCzmsvbaGtdfWsPj1RVz74TV+7UbL4LzhXqXHLKxT2sjGzcrtCp+zxxvHXPaQ1DzE6Bx0hucY2IbG9/yh6iT1B8THDAjHVsto/Htq6zWeob6M88UlAL6MC8dp5gCfe4xphBlXwnsS4/7P7rPu3yAjRo5Jo/hg40JLadDSWkRF4rwhAmBRjo2XshUpAjjGLZLUbS3GqDkTv0diNi3+WcdwuJ3uSfxQz/FOB64jonavhtZuizffUFZq1Nyisq347/FO71GRKqXQ3G6iudWM8FzjXen5pTwm1ya5igJxQCVZwtHHRxEQI0nMOEHkVruGi90/7WLvL3voVXt8Y0UNo/CB1nYLqq7yzFJxtcg3sKKGMAG9xkYDrd0WPM8LAbvEFudBfYDcQg6dww5auy24jgs1rSJVSmHuxTkO4h3Dwfbvt+E5HtflVRNqxABA5IWfGiOe/fs/v4/WoxZ/T9FYqUmV62kTiOA2vR2L0QgC04TsXBbzLzHNZKNpYOqpKUyuTUJLa8gt5ODaLnKLOaRKKU5r0TIa1JQKx3JgdSx0D7uQJImpLvg+7K4Nz/HQ2WebH3p2Fr62wBu4Bo0By1LrCrS0huK1ImZfmA3HWlG4bTUQcEstF06fNRPKigzIwPH9Yz43jKaB5k4zdC2M782kcBzae204hoO119bOVMk7yzuW5rDRNBidR1B3mFqbYllk24sCc5+dU/zdRxQTMiKh0LN6ZPNEm7bsXBabb2xGbJg3f7MZoXHx92XwndW7VVhdC/d/dj/8goCiAjD3x+ONY7QetSCrbCM5ahwogxzXxSc+r+/EFGACG/JRMmhaWsOtn94KLdeD+3oZF4svDjK4jCcvgoX41k9v4eZ/dfNvfTahDacU3YWLpgFflODyQIKe6FkBsO+z0l28U/88kZnNcNkfnnkEu99kfxwHHBFnqCBEHVSKUYtEvMyancti9XurEY1O+n7P9ZhTU60/MrMCsIXxwS8fMIvaC1QBFF3hmxDP8caC6KOPj7Dxq41INUTk0o7lAAecV9dykVsIHe7inGdJZg5ZNA8o00mAOWIRG2T5xAY5x3QYYEooHGSKQXNFPM/Z52YhyczVkcAfEHK4M7MZ7jinJtWIGxVJ8kmSBMgMgEytTfENAmWtidbQ3Gmidq+G+Zfm0a/3OQUCMtOcFRtYfKAAACAASURBVOXL4uGYTkQNYBQfknOIBeAiSdEGQ9dycf9n95mT1/0a09r1fSx+fRGZmQzSk2kOAnPzOQ5M1YQKz2KUg5Vvr/DzlCQGhM2WCd/1UX6vjAe/fMC/2zaYiQFlTJ2Bg3QpDTXBNiFqJrhHPttwahkNM8/MQEkoyM2zhrnMbIZr1QKh8k1zu8mkwwYOFFWJKKkoCSXSuByn9BD/GmBc9PNsoMeZzGhpxlctXikOKSHEKxiSLGHvz3u8gW3qKTZvuuXukDMhnTtVkUTN+eVXlzH11FRkrpMlNZmDABhLG5BVmYP19l47UqkCALNr4uFvgz4L32c62LKEzl4notJA33HwDnsPi3rJALtntGbd+KcbfAzoPd/ebY9855NSBIChBs7LOF9cAuDLuHDwphoSPn8CzocvgsJLqLBS+MJxgUXAZQ9snvU8S/iuH5ahLxipiRRWvr2Cha8tRM7Fc9iCb3WsiLwSEOUBUxbGczzMvzTPX/DA6Ma2UfMnkU8MgVdudy006Y0CR2JZ8aJVCkmWkJ3NwrXdscdwTZdn4uLnWrpROpF/TM9OnDJBGwxZkfmfAQAek26SIPGmNBHsJgtJTN6cxOIrLHsuqzJ3oZMkCQtfXxjK3Md1SEXAu/ytZSx/e5n/nUun6QqSxSQD4STKH2ShqFEwv5Jn2rTT6aH7I3LHu4ddKImAT5tPwLVdNHeaMJtmxJRhlNzdwTsHvClvXIaero04qvxnQrNWfb2O8gdlrgfMQYxY4QiAhtWz0NppQVJZhti13aiaB1XFvHDe9WohTxdSKC9GGe70TBqO6cCzPXZvTY9XFoyGAbtrc8CnpliW3DEYwM3N5zBxdSJsFMvpqN2rMZ6+KsPsmuy59AXt3uB0e9Ue3+QC7HxJwaX8QZnLDZ4lxo29oilY+fZK9P4FYFzM1JaulyApDOT6LssOR5wChQY5ALj2w2tITaT4nFx4eSHynZM3JyMNcqJWrxi9ag+1ezUGhoNLEKtWjc0G+tU+FF1hGzIE2dmejdQEo784psPHF4hWw4wmo7fsv70/tMkXM92KrmDlH1ZQXC1CVmTGry4kTnzn+75/blrcZUTji4UKLuOJiieNAkEOSkOZoCD747nekHzTkxiZmQxfnBVdwd6f9+D7PhKFxKncauLM5eZzkcztRUPP6lzz13M8tHdZxq16t4ryezF9YDHbGfzRbJsc4FAk8glc+9G1yGfPK5knLqinaQFfZI72jtjCSOXLcXxqDiAFAwDq2J9+ejqioDHqvHyfNS5xQO+Hm4HCSoGDMUVX0D/uQ8/ojN4SaKiK59U96iI5kYSqq6wq85ObLDMn3BbHcGC2WIa6e9DF0UdH0FIaX0wjgBvgIFbWmDTY2mtrUBIK1KQK13KRKjHbZqNpYPb5WaQmUtDTOla/uwo1qUJRlUhWTE2q6FdDigjRa3zPR+egg361D7tnh5JoQSPXKLUParaicRvXEd942IDdsyObIsoAJ/NJ/v1HHx8hv5TnLmFiJUksMx++dwijYSBZTEJNqEMAGDJgGzYHuIrOFAXIPtnu2/Bsjz/LlD3NLmQBCZi4OQHf82E0DCTyCfhg5wYAEiRoKQ1W14Ksy8gt5DC5Ngk1oXItYApSuNCzOpa+tYTlby1zJzmrb6Ff7fPMdXBw3lTn+/5jUajiEQfIrulG5q6syqzhzw+qEj2bnz/A3hn059KNEnzfZ5vBsz7bwS0qLDMaAqe8dC2kp9ORjYAIKnlm2Q83gDR/HdNBciLJ5uzAHpmVdS03lHsLzmHhawvhe0GYt6mJ0LmOQPg4gMvVJp6c5fcLGZcA+DIuHE8SAKaGmiGRcoQLmdEwHosW8HmEltKY3WgwrLIi8/KmntGHgGM8iCpB1rqP64BHlAOjaeDBLx/A7JoctFDGhkLM4ooZl1HZIfoZLTxnqSA4hsMXkwjoELLB9J1inMUyOR50Xadl3fl5CIvRle9e4VaxJ31u5iszmLw1ifr9OlyHfZ/vh7qylNX0fR/Fq0WW8VKCrG7wtaL8GG+ICsbcczwM6oNICbd+v87Lt2bX5E5l3cMuqnequP+6wHdEcP8tj5V36Z5NpCDLMueU0lipSRX55TzPQDsDhysdiNcd2bwEWU+zY3LZKSCqEVxfr+PwvcOhMYyUuE/IANN1R34/yABzXm3wnWbb5Nxgz/HQq/RgD+wI1cb3Gb2B9JzF6/E9H1bHwvHmMZdPkzWZl//VlAo9pyM1mWImHIs52F0b+UUGvJdfXUZ6itEhfN9nvydLcA02xoWVAko3S5AVGZWPKvydJ8kS14GmWHyFNX4Rr5aMMuoP6qjdraG1xygIJAE3pFk9e7LeeDxOGv/IsaQo3YKPHXwcvHfA53aqlOJZUj3L3OMS+QTTHD6HwuP66+uclqRlGAeemsYUVQkpLvQoB+NOf6b/kuyY3Wccbrtvc4WY4wfH/HrmXpjDtR9dw9pra5h9dhZm18Tk2mSY0RbeFUpi2CYbAJa+sYSVb6+MX1+DH8f/fRyto73f5smf5k4zSp36EsclAL6MC4XvMd/6J4GAb3ZM3lADjHgRBxJBu39mjT9PsnVkfCH3fR/JQnKsykI8XMuFrMk8uxTv9D5vkGQUlZqBsPFEkqRIxknP6rj2w2uY+coMrK7FX7Kj+IH04iaZtLNspJrbrGGMOr1JuzOeARazhee1S6bg534KAKbrJ+4nEDYhnhQEXJvbTTQ2Gii/X+bH4QDM9gCJ8RDJilXRFUBmZg3U4CMaGQDhIvjglw+GGvJc2+UlePhBFlUKgenh+4dDn+Gd7cKiDYldu9EwoCXZ92Zns2huNTl4MDsmz47NvTTHgQbnocoSP+d0iRk3WF2LlezlgLbx8gKsvjWy8hEBDSc80mS926+HRhWUATaaBvR8qJ/Mx89noKFb7mLj1xvhmAXf5Xls4zCoD7jTIYBQ99dn9JSJ6xOh7NxMBoqqIJFLIDOTgSRJWP3eKi/7A+BGEZLCKBa5xRzSk2n48Jnd83yWgeg8c6Fr7bb4JsnsMPBO46ylmMkJScrtv7PP6EtdC7mFHKMaiJn14P6SaclpGtxDccIjTHSs/GIeEiTkl/NDoE+WZBgNA72jHiauTUBNqYx+JPDA4xKK6al0NIs9JkRevtEy+KaQ3k0RXW2fUTKufPdK5GdqUuUJCGfgYOIq48T7Pns/Ur+DrITvX19iYDpZSEZUSQgM55fyfLMjxvHmMY43j7lyRzzifS503I1fbUSc9ygO3zvE4fuHGDQGXIt463dbn4uO+pMclwD4Mi4UtPAbjb89AI5nEmRVjupYxnmkjyEP9plHkB1QEyrPSqgpFZNrk6d+FGD3xe7bmH95nnHsHhPrk+rCzr+y5hHfZc0kze0m6g/qI7uUqXGtsdVAZjozmrYhhb9/1qCGk/JHZXg2kwWr3K4MZ5IoW4PTAez66+uRbvT4onwSMBcXILNjnrka4jke6g9YRpEWYGrOIa1ez/Fgts2QsuOz/08/PQ1JkbD63VUsfXOJAcrgnFOlFNSEGlkAxYV9+dVlHH1wFDmX1ESKc1MBBm7j2spm24xwnIm77DkeoLBxmHluhhvjpKfSuPKdK1j4xgIS+QTqd+vY+pctzL04xxsYSzdKyC3k4HkeJq5NMFknMtSQokYbhaXCSFk0cfxPcoLjwEmgl/iuD1mV0dprRdwKAcYh9X2fG/uQMUWv0kPxCnNvk3xmqhDP/vZrjC/qez5qd2u8mYq+c+a5GeSX83wsD/56wErfarAhrA9gdtk9k2Umg1ZcLcLqWTh454DzcrPTWUZnIAUBP2zu42MVjEd+KQ9FZ/eVnjerZ0HRFKz/bD2SOJBkKbLBPU/MvTDHqlcjQpIkrH5/FTPPsTFNTiSHExEKIhtqDnwFExLRxAVgDZsifSEeVAEjCkntXg2V2xVOY6Dnb/vN7cj5XP/H65h/cR7xUHQF6ak00rOMGkQ0DLKoVhIKPMdjRiYHHdTu1NB82IxUPkT3QC2tQdbksZbfD//lYaRxLxLBOwEAt0s/Lehe02ZTVPj5MsYlAL6MCwU9zI9rMvBpBIEJ6kDXc/qJJZ7HtQj+LIMywLIq4+oPr/IGi7MuRiTdpSZUVjZ8zGw3vai5HmzwknUtd6Q6gmM6nHLQ3G6OBaBitvSs4Xus2Yx0YwksxUGr2TLh2R7mX5wfuYhRbP12i12LCFJix+rX+pENk+d6WH99nTULxYb2rNnmB798wI85/fQ0150l2TYCaTT2UoBk2vttvP2/vc1k10jzV9AdJdeq+EKYnkzjyveu4K3/5S0O9rW0hsm1Sd7IyB24NCXCx/ZcJvEm3ldJkmD1LHQOOjAbJs/kVj6uoL5e5+ev6iozTGkbGDQGrOvdZQsvcY2NpsH5zHRNelpnmsEBhz1eIqZ7IN63cc+I7/uMnymzPw+arOJQvVvl84lXV4RNgGd7XPXC9xgPufJJBbPPz6J0vQQ9p8MxnCHd5sonFdYYSRUB4VbImgxFU4ZoWIlcgnNT+7U+qrerGDSZoQRJg/UrDLCRru/kU5NI5BKcb0rOclbXwuB4ADWlcp4pAeLjjeOwOdX24JgOHv3xEQfVSkKBa7kXNlXIL+W53fmoSOQSnDYiSdIQx3jhpQXoOR2e5418R0dc5ny29pyWpSbaB4XZNiPWyRTl98u8GuX7PtSkGqlc0XtZkiTIsoxkjlWhOgcdds8+qaJb7sLu2XAtF7v/tsvl03qVHm+WvPXTWyh/UMaH/+eHGNQHfA6WPyxj/fV1/n1zXw0VdcQNOo9grvLNS6BmclKIVSqKJ6F5/W8ZX+6rv4yLR/BOiTfN/C2CFkoqiYvNE6OCtHWfyBD4YQQuu0fdMzU7EFChGGXLedZwDAfrr68PAVxSPMgt5BinUpT8sVxs/mYTsiqHHM4THN6Wv7V8LsMDo2FwOgDP8MryEAXi8P1DOKaD/FJ+yKFODOJWDzUxCZFfzMOzPc6vJNDVetRCrxotNV5EaUQ0hjjePGZqAMGipibUkEvsM7tiu2dzlQAAkQ2A53jQczoHRb7LHLX0vA49HQUKssJ0lAfVQagdq7Fxpe9vPGzgwS8eYOqZKSSLSW4ScPTREcoflqEkFKRn01CTKhZfWWTmCSkV2bksHNNBIpfg89G1XHi2B8/x4NkeFF1Be6/NDEdMl0uHAeFGgrLfnutF7nFzi1kHkwIGBzjCVCMw4NkeDv56AFmWMTge4OiDI/45Z+Awnd+X2UaJ7p+W1iIgkI7V3m2jud1k5yexrD23Mfb80PY7mAbHD47hw8fEtQnMvzyPtdfW0Cl3GO9ZlrD4jUXkFnLIzGYw/zLbqBEXnCyYl76xxDcINCcA9t5d/cEqMjMZ7L21h+JqEanJFHrVHrrlLiZvTSK3kENuIQezbeLRHx/xRs3i1SLjEt8owWpbPAOenEhGNrXnpkCcMzqH0aynpLCNlNEw+FzoHfX4vBEzp6dxvim239yOZFcP34tSfAiEu7aL2t3a0OcTuQQ3kqHwJZ8/Y3pGx6A+4GNYW6/h/f/jfdTu1fiz7XmsydV3fbT32qynomWg8kkF1TvVkbrhtCEaF0SBoHeYJEl4+C+M239SUzDRALnO+pPRwvM3i0sAfBkXCs/1kJ3NPhFNcLn5XETya1RTgRhPcgOAuEvnzmKydKaXfWOT8dp4JlK6ON+ZQIL4vYP6gGUEwRZSs21GxplAg+/5oSbwCaednkqfCwAPGgO4drR7PF76izdRnSXE+RCfN7tv7UJNqVwZQMyyPO5GSktrPHNJmUHXYjbA009PRzJcruPCNV10j7rwfC+S+bF7NgbHA85B5OYIlgMtq0GSJTS2GhEeudkx0a0wq2LXdlG8UsSVf7iCzHSGUyAqnzCTACrFk9rD8eYxUhOsQUmWZRy+e4jt321z/jKNo57Vw5J1cI8c08GgySygOcUADCTABwfIFKUbJWSmM2huN/lcJjUH+i7XdOGYzkgHPqNlsDFW2BhLksTBSqqU4oYYsibj5k9u4sa/u8Ebx/i52ezcnIGDg/cOuNsaNaCRSkVmOsPAjB/waGWwP9+cZBuOaXbc3lEPSkLBtR9eQ34pj5mvzCA7m8Xaa2s8oaBoCleNiGeir3yPcVMzMxn0Kj30qj1mYHK1GJkXxE0mSsygPuD6zlpag2M5MNsmtyje+OUG7K4NSWLg/DR1lYuGrMpDDXsU1TtVlimnKtJOE4fvH7KqiUiBiLmQnhT2wGbvqgCAitWC9n6bX6eaZu9Nog0NGgOUbpUY7SuQSSN1EmfgYOmbSzwRoCSZJB29e822CddyuboK9VE8+MUDtHfbSJVSMDvm41XofLZBL64WIxu2ePInntFPT6X5+I6zav+yxCUAvoxzhed62PnXHZQ/KEeyV3/rEOWmRjUIfBGCJJ946Vtii9VZ5G72/rLHgQFlwuOi7GeJxlYDg8Ygoi4AsGwQqUGoCVbaFrOPcVUGyryOa+KgKKwUzmSiIlqfiguzpEqRvxNAFTVkTz32IOSADhqDiLuZqgfZ1GA+3f4Pt0c2fl5Ec3nuhTkk8gkoOiu5t3fbOPrwCEbLYHqglFGWwlKnrLJxpzGVJAm7f97Foz894rzW7lEX66+vo/JxhZk1OB7ae21+DbTpqN6uon6/zsv9k2uTyM5nI9rCfIy6zCzj4W8f4njjGI2tBm+CHKWE4bsMoCTyrOyt6AzQGS2DWTBrYRYfEgCPyYAdvneI2kaNHzM5kYSsMU5/fONKY3C8eQyrayFRCAE+XeugMeDj6LkeIIMDPi2twXfY87b22hpy8zl2rlpoICHJrCktPZNG8VoRD994iIO3DzgQmrg2gWQhyV27GpsNrq7gWi5raJMlZsyQVEN1h4nUSBOD2a8wDq3dt9n9lGU+t3yPmZZkpjJY+fZKZENDmxX4zOoZCJsVgXB+Gi2DyxfaHRtG2wgNKWR8bjKRxSvFofL7oBa6HJptE61HrchcjFMgzpp8MRoGavdqmLjBNhJG04isD3T9vsMaDR/98RG65S7e/9/f5/9GPFw1qULyJeg5nW0kUhrXZs4uZIcUZyihkS6l0dptoV/to/WoxekUiqJwKb54iPd3KKETXHpuIce1viniPS6+60foWfTuBkL64Jc1LgHwZZwrHMN5IpQfxCApJx4STgRdxBV+0sJ32WIsZrLOCubFxifS7QXOnwGu3K6gdrfG+XAU1TtVVO9UYTZN7kIlazLMjonB8QD3f36fZ05E69L6gzo239g8UY3iNB6aYzq8vKemQt1VRWM2saPoLue5blFwf+fNHRxvHHMnOs6HDQ7X3muPdJ87a7mYxnXl2ytITzGTiOwMa2gaNAZwTAe9o95QhossdiVJQu+wx5t7RBDgWu7IZ1NNqkwxIlgXyZJ1UGdc0elnpyOcYsdwIuNHFITyB2Vs/nqTL+qF5QIr6TqM0uD7DIAbLSOSrZNkZpzSeNhA7V4NtTs1DooprL4FWZZRullCIpfg9IhH//oIZtvEwV8P0N5rc9pJt9zljUz9ap+fQ/y6XdOF2WZqFL2jHmRNht23kSwmkZ3LwnXdIatfAtwAcPMnN5GZzaB0jRmQVD+pwuxGGx4b240oQKGEW5AllmQJkzcnIUkSb3DTM3rY5DWiguE5TAEkM5/h59c56DCahcSy15wO4EY3oWJVhf8bWT4bLld5yC2ErnZzX52DBIkrYnzWQfKKojZzYbWApW8u8cas8odl+K7P3yu0AVh/fX0knzUeolU0wBo+EwW24eSUGz/k2Nfu17iN+P47+zAaBvrVPhzTYRsD4etyCznsvLkDSZU4D19LaVE9cwnIzmQhazLqm3U2pyTwzO/E1QkkCgnc+m9ujTx/0d0u/v6MrwupCdYImJvPRRUtMEwXkWTpM6e3fFHiEgBfxrmCXrJaWgt5RH+j6Bx00DnoDNkEt/faIxsdgNDm9UmMk+yOT3vZ0wuNFjfgYhlgACM5aZRxmVybRGe/A9d2oagKNn69gUd/YtxQ2nQcfRgqDZhN9jJ+HOWNzd9s8j+nJlN8Di6/uoxeucc7vAGBD3sGEf94RzkArmu7+PVFeI6HZDEZMayIB2XbIw1ZGM/Do7EixQTf8yHrjMdMmxhS8qB7vvqDVQCA1WG2zpM3J0eCfqNlREAgLcZ2z8bRx0ecS0r0EMdwkCqloKU11B/UcfTREZfwijeYOSbb+NL81HM6HNuB1bcgqaxps3SdGRTs/GEHza0mpOB/ssooFIlcgpnVBNmoZDHJM57dgy5auy2kJlLITGdgNAwm66UxndXOfgf7b+9zlYB+rQ/P85BfyofSYeIz4oeNQb1KD42tBlzb5Rl92ij4zrCWuaIpfP4QWEgUEiwDLYFzliUwJYx+tc+bBemeikE8TQCYf3EepRslJEss61dYLjCgR591fcw9P8c1nxNZAcwGDzPZP9PGkTfVeex46ek0rv3oGtSkGqkUUGhpjWfD9TRr5iOJLPG+n4eedO4gnvRG6DYnqzLUlIpkIcnPQ6RJea4XNm0GMnYnBYHG9HQa8y/Pw2gabEZKEnzJR2OzAcd0OE/dGTiRapCsyJi4OoHWDssCy7KMzkEHWkZDdi6LwfEAssy42mTVLL7nmjtNpGZS8F0maUiKHU6ffZ/ZMWH1LGRnwuqRuLku3Sxx2bWRDW7CNKNnKjOTGc4WB5UZaqyTZEYHOk1B48sQlwD4Ms4V9EK1+3ak5Pi3iPIHZRy8e3AicBSDyy2J2a1Asua0sHrW0M760w7iI0ZCiv13TBCoIY1cgC3En0a2Xmy4MpoGHMNhWWYpurBWbrMy7FAjnnCMQWMw1Dw2KsRyt9kOuXISJBx9cMRKzoEOq7hoUFaQspwnhSRJ7PeE9cLqWsjOZrkRAi1uAFPYIOCaX8xj7bU1Xk1o7bJF0mgZcG0XD37xYOj7xHlHzUySInHZOHEs997a48BJS2lIlVJwBkFmVg55faKTmmM6Q3J5xatF9Ko9zh+lcSHZsEQ+Addi2sCu5fIqBJ1reirNjTesjsVMVnbbaG230NphEmKKrjB72IHNDRvMjolutcv54p7FeMuu7fJGL4BlMq985woggfOscws5ntGSFRmV2xVoWQ39ah+1ezWeXfZ9H8UrxYg5Cr2fPDfkFIvPDt94+IwParSMISAlazJcm9EXqDM/NcEc7yiLnp3NYvpZxmOlcxKNFKaemoKe0fnY0AaKTCviHHna0HiuByXJnBPVhMqBjZ4NGhn9EAzFgfvSN5dw5XtXoKf1cJMxkUSv0uMgUtbYZuT6j68zMChLPIlA40FBSi+fRcjy8Pvac5n6g6RIOHz/cFje0PP5587yzq/eqbLsJyTeVCipEtSUCrtjo3PQgdEyOCfc7tsROoKiMwpJcoL9zHVcdA46/PcP3z9Er9rDwksLUFQFmakMll5Z4ueqKAoO32UNuSSDRjbPolOmrMmYeorRVsjACGDvAy2lhVKFYsT6O3jPw4i+D8qW55eirpSf6QbnCxKXAPgyzhViZu2iJgOPEwSk+KKDaMkdCBdSz/HgGA6qd6vIzGYw/cz0UFa0e9TF7r/tjpaaEWLrt1vYfnP7072YURF70fGGuFMywCQnJvIKW49aaO22Tr02MQiMUXiOx4CtzM6teqeKzFQGSkKBntFH2i2Lx1CSgZVwcK8e/fFRxDhgVLT329j63RbP4NTu1WC1LUw/M43GVgONrQa65S5raBrYYfc9gK3fbXEDgDOFP5ydTk+mcf9n97H31h7n3MIPNn9Cg5kYNP47f9hB7R7jmIqapvRdYtgDG61HLRSWC9CzOpLF5NjzTuQT8HyWkYbEsvRipqd6pwqra/FsFX3f8qvLSGQSzEo7n0B2Lsv0gpMq+jVmrUy8z+xcloPIwfEAalLF/IvzKKwW2PcFboqJQoLzW7W0xgE0pBCYJ3IJlh33A/6pwGN2Bg4HqqJyiWhtTGYa4rUYLQPNrSYqH1UgyzLsrs3E/IPPW30Lm2+wasHOmzuwBzayc1lM3pzEzFdmUFguYP4lprYw/+I8A1kBbUMMygAf/PWAnyPJaaWm2Hn1qj3G09aC7F8ASnOLTHmBMtf5pTwmrk2gdq/GNkXBYxy3yOYasa6P6aen4cNHYbXAf3/1e6uY/eos6vfrHIARcKdMLzVlivQARVNgNAxeqSDQI0kSHMuBa7uwezbK75eHqiaO4WDzjc1IBvvTiKs/uBoZcxo7yvqqSRXtvfYQR9p3fT6/Xcs9lTpFz9/MczOQFZlt3LM6ZIXJ0XXLXWbJLPYUKBKys0FGVmYb4tJVtp60H7X5hoo2Cp2DDrLzWcw8PwM1pWL2+VkuQakkFJ6QsHrWkFETbYIVTYnYb8cj0pdA5xn7vclbk7j+4+uAH1YIPJcpZ7iWyxznJOYWWLwaSNVJjJIVV+P4MsUlAL6Mc0XcYvjzjvs/v4/uUZdn3PSMPpQNoN30g18+wOYbmzjeOEbvqMcbD3jJy3RCXVtzRInpc46R0j5nHGLXdjH/0nwkA0xd9nGh/5NCVtiCrmdYaXTj1xtwDIdJNwXanXKCdWkXrhSQmkgNldGoAW75W8vIzGYYWKoPYLQMvkivv76O/XeGVRQc08HBXw9gtkw0HjZ4Vtn3fZQ/LKN4tQg9q2PxG4uQZAmJYgK9ox5v2ms8bEQyjCeF7/to7bZQW69h/fV1Xl4VKRU0Z+yBHVnEDt895OXSwkoBxdVQ/5TAHQEH0gAlwEqcVaNhIDOTwcSNCZRusC5+0UiAuJ+SIiE9nUZhucAUQcD4i9wFzGMgrvJxBdW7VSRyCUzenMT8i/NwDbbA1+6xxrLS9RIKVwo4+vCI/w5RL/IroTvXoM5UJdoHbQzqA1Ye7tusWiIBtmEzPvgM4xZTNpLGwfd9pCfTyC/noaZUJHIJeI7HxPfbJgeqQMDBDDYZ4c0J3zXZuWykqS07l4WSUFC6UeIZVvoMgAgdQZIkB9hktwAAIABJREFUpCZT3HBAz+hY+fYKyh+UI58RgzLAuUXGweyWu6it1yCrMu81oOdh7oU5aGkNu3/ahed6SBaS3Bq3udWEntEx/cw0BvWAU+8FzXfBOPMGLMoAB1zm7GwWi99chJbSMLU2xYC6zErytFHgADBoRo27pAHsWVz5zgq6h13oaT3U9XaZYoiiKrzCYjSNIa6p53jY/bfd4UF6jIjzT3nlKMjkE3Xl6OMjZOeyyExn4NksO5woMgDvWu6pm1zS1U6VUhwIDuoDxuu1HRSvFtlc0kKgSkor08+ye3b00RHUjMru6eYxB8uV2xVYPQulGyX0qj2WJQ7UJZIl5vqWKqXQ2mlBTTJTI88K16nJm5OsSdEH3ywB4xWKyh+Uw0ZHINKADIBXDMR3zoNfPMDOH3YilcXS9VKkugIw3fQva1wC4Mu4UOTmc6f/0mOE53iRDFrlkwoHFq7lcpAlKRLvfqc4ieMrazJck3Wjb/5mMyLdNS7Ok0F9rDhB7eE0vptrujyjQFG4wsrd5yljep6H/nEfK/+wgsrHFRy+yyw+9bzOeGMvzEKWZSTyCagJlXPhhq4DYSa4/EEZzUdNTsegTFO33I1QNHzfh92zUb1TRW29hnv/fA+VTyq8mUVRFa5qkMglwvK642HjVxuo3K4wc4bm2V/oolpE76jHy8IUxKnde2uPdY+7PqafnUZ+Kc8zLXMvzEUMYSgr3tppob3fxp3/+w7u//w+kxwzXTS2GrC6Fvbe3kNnvwMJEuZfmsfcC3N4+r97mh/nxr+7AYAtqlbHivCRSdaJNgKVTyro1/pobjWx+v1VDBrMTje/lGdZ1oED13Ix9dQUz5AXVgoc0Fk9C/d/dp8v8PbAhmu72P3TLg7fO4SW0eD0GQUjmUsiPZVmDZuyhNxijpWYFTnSmOXZHm8203M6M1mIbzT9cL6IerdaVoPZMrH4jUVk57NMRzUAtUqCmXXQ+4CrGARBcoAAyworCXYPV/5hBWpSjWzYfN+PSOaZbROKrqBf66PxsIHilSKsrsV0kmUZ+aV8pHS8/OoyfPjQMzov3x9vHOPoI7aJGtQZN5nUDLSshuv/dD3CZQdCvmprtwV7wBQlistFrtt7vHGM1qNWBCyJ77z8Up67ydE4Td6aZM2qqoxBY4Dpr0zzDcon//ETdgxNZo2X5R56lR6sngU1oUaMGD7rRAdVEn0/bAIeHA+w/5d9KLqC4lUm82W2TSgqu5dG0zjxnS0GWYubHRN6VodjOXwM01NpaFkNz/z3z6CwXOAAslfpce3e3EIOC19fYDbNlR7svo3D9w7R2e9AVlkyIDefg92zsfmbTZbNDehhyYlkKKEY0Gp6tR6XLYwbuPi+P7QJIUoWGZYArOI0srE4GBJa16yehb2/7I2knT2pvTCfZ1wC4Ms4XwQPWLzj+tOO8gdl7P55F0bLgNW1sP/OPu79v/cAsNKRltJQWC5wrcz4S3qckLiWYtkXyjYQGBvV2U/BszfAp14OPC3OSoGgMpcYsiIzu9lzAGBn4HAdZVp4pp+ZRm6WbXhkjXHprv3jNS4FZbQNtHfbMBoGildCLVIqHetp5sxHRgqH7x3CaDB3sI/+r4/4i71yu4L1f17nwMYZOKjcrjBDAc+HDyZAn8gnYBt2RBapdq+G2//hNqyuFeExnhh+yAkFALNron8cpS2QqsGd/3wHVs+CltGgpTXu0HVSGC0Dh+8d8hKv77IsW3oyDdd2cfjuIQCWEUtOJMcez+yYqN2rob3bhgQJ/Wof1TtVSIqEvb/swWybIQ8WPlPraJnYf3sfqckUksUkN0GgRa92rwbP80KdYdNl5dNdBup7lR7K75VRv1/nHNJBY8Ak7kpJXj5Vkyqu//g6Fr6xAIBRC8giWNZkwGfPKwF+IOxu9xwP7f02Bo0BMzkJvvvmT5gsXrKYZBxjTeEgODuXRbKYRHOrifZ+G71KD6UbJUw/M80BYfkjlt1d+NoCzKbJ31WkpwswDWeitIil9O03tyPAQs/pMBrsHZSdy0LPMPkrz/NQ/rCM8odlpCfT7Fz7zAVMBBtxPqZne5h7fg4bv9pA7V4Nq99fBRByP7WUhuxMllFPVgqsCvOrjShfMzgkl3ezPWRmM0N8+6m1Kcw8O8MpLtd/fJ1n/5pbzJ43WUxClmXOJU9PpZGeSkcSHJ+lpCS5rgGsekAbUtdilQt6jzc2mTyjmCA4LQOcnc1GKirl98rhuynIuC99c4lpKAcW12RsUr9XB/xAItEH4LH5evjeIXz4jDNvu7yykiwm0a/3Od+XfQmQyCagJBn9IDObgT2w4Ts+1LTKGuOCXgMRzJPiDUVmNoP6vTqO149DBZyEEnlf+J6P+z+7j9LNEhzD4b0QBL5HrYccAH+JcfBnAoAlSfqfJEnyJUn6Xz+L41/G3y5E29XPMoiXtPOHHdz9L3fR2IyWw7vlLpITSRy8czC0k+3X+1zMPx6yyrIBxOGkxW6cpnHlk0rEunTrt1uRTuFPM06iQJyWARatasWQVflcAJga/TzXYza9EvsZ3W9JkrDwtQUkC0mWgZUkOH0HncMOukddlD8sY+t3W/Bc1h3fftRGfiXPNh4BD9UxHNQfMP1Zq2ehcrsC13HR3G7CsRzIijxkZOG5HjeMSGQT2P23XVRuVyDJDBB2D8P7J2YATwoChRTbv90eylCqSZVb+Nbv1zG5NsnvURxojwUKQlZGS2tIFBPYe2sPalJl5e2As0lzXpSxo3MAAmpFwLPVszrP+Nfu1Xi2Xc/oePCLB5H5rGd11pRDcl8+y6CZLZOZMMxkYTSZgoS4wdOy7B54Liuhei4zcUgWktB0jdFhggwYAav0ZJo7MU4/PY2lV5dCfVmflf/pd+m7Wv8/e28WJNl1nol9d8t7c1+qsvalVzQaCwmAAEiIIimJ1MiShyF7FLbDfnJYYTnCMREOv/vJEfaDXxwOv808eBwjhzUeaiSKoERSJECQBLED3Q30UtW1L7nvmXff/PDn+TOzurBQAikJ7D+Cwe5GVS7n3nvOv3zLUR/5tfxktD+V2Ig/FzYLBAMZO5gZRQP19+s4/vkxZJWgAeIaRH6EYWWI1r0WfMvHwmMLZGE7TnRHNYIDxBF1bs/uH+xAF0S4++d3UbpagiRJ0HM6wW5yOmRJxqg2gjciWEzjdgPe0EN7u41kIcmfRVwXocMbuiFj1r2Rx1qv/aM+2zarSRUXv35xxuY6XU4jVU5h/to8P4sCqiGIXqUrJWx+dXMG1jH93fIb+RmXN1kjm+rAC2asftWkOvN7HyUp+feJ9RfWEXkR9n+8D4AS4KWnlsjieewyGYMIhWLPnT53Po7ExaP/8VfxLI/vgfJ1kv6rvFXBo3/4KP88ExkRw3fIYMZqWlj43ALCgDq43ftdDCoDcqkLIwRWgPJjZX6+2PTFC2D3bSgaSQRqaY0IqWMJNGH7fP9v7vPE4Lzwhh4rRgiIxLRzoliXOKZnvHfQQ+UtOrPEtTuPFPwPweH5xxafegIsSdKXAPwJgFuf9ms/jH/4EInlJx0/fRohtBlFnL55Cm/kcVJ1Nhk//vkxKu/RBnAeUUJJKBhVRgjcAIPTATJLmQdIKSLOGkIAE6WBTz3OWVJR5Z+FN8z8miA6aOcnwGedgD4qBFY6jmLGqE0T3WRFxuLnF9lVS02q3HkWeq+j+giDkwE7IcnqWFd1jBV1eg6SRcJlBnaAznYHh68cMjs6u5KdIUQBlCxEISkJyLqM/mEfvaMeyw+ZLeq6SZLE0I9PEtMHfRzFvCPGcYyLv3MRhYsFTh6NgjErJ5XUZoqL7Re3+c/TxQgXjT4x/IVyROAEnOSItQIoETh7YEmyNMMGnyZexVHMCYJZN7mIyK5kgXg8zhXXE3TQ220bg9MBZE1GbjPHh6FZN7H63OoDyij5jTzmrs4hDMh1bfEZklBq3WvB7blQDYLDSDLhpUUHWFEVJAtJTgqu/eE1rH1pbWZqI8kSOdadM+UQiXwiQ51Yd+Ai9EOk5lPwRz6TD0UhG5hEsBucDDCqjhCFEVLlFC5+/SJO3jjB0atHlCC8R657q19cpeLrsMekNwGp8IYeAidA41YDvutT4qvIeOK/fILXUlZkuAMXvu1zkq/oCiXKGR35jTzcgcuY6mFlyBKNYg8VpCtRxGlJjTGp4meSc0kULxYhJ2T+rrIiw+250NNEShQJ7PTePF04G3kDudUc9LwOd+CyPXZmOUNksDEERUkov5LxeGo+NZN0CjjAl/7HLyG3Qfux1bSQX59AdaYNZ9o77Q9VlHF6JKM3/f37R30mFyq6QtfibhP19+to3mmisFHgn0/NpWA1iWjavk/d4FGV9jXIIDyvQsYn+Qt5lK+XsfwsESwFZEt01YVD4Okbp3R+SqBCWpZYVcS3fWx8eePc73L400MAlOQK2NV0cTQdURghdCd7ieDKzOjkj0OSJaTmUueeG78u8akmwJIk5QH8PwD+GwCfrA3zMP5JhRhXT2MefxkhDjbgHEY4JrqkwPnJuDfwuDsiQiQMdpuMG4RerVEwfiG5sI/qxu79cI/HaNMxrAw/NhEV0lTTITb4jxr3bX+XEq/zDq2P6wDXbtT4PRhjdoZUA0yE1vlwlIikxVbEEiVJTt8hnOted6aj7XQdJtq4Q5c1M+2uDXfkonfQQ/1mnXCiQTgzgk1kE+jud1G/WUfxUhGKpmBwQuSsOI4x98gcipeLvAafRAFC3BfJUhK5tRx31oQofnY5i/2X9jmpODsqB8jk4/7fzMqd1d6r8Sj87HsdvXrE68H49vFaJ9IJtLcIhlO8VJzIZI1j5dkVKIbCzHi7Y2P3h7v8Z7tjw7eIqGc2TMLMj2XT3IELs26iebtJn21MyhscDXDw0gHjcCWZsKqKrsx00Z2uw2oYbt+FYigwsgYUXYHbd2G2TCbiTd+/nfsd1D+oI1VOQZIltO612Hb4bHyYHqme03Htm9egpTQoGiUtg+MBEaX8EEbRQO1GDd7Ig2/6kNRJAigpEnKrOciqjL0f7mH7xW3sfG+H7p2mTfd7DCY7iQ68rJItcvt+e0I2jCU8/l88juUvLEMztJnrK/aPQWXAibEwmJBVGfsv7+Po1SMMq8OZe0jcFwtPEFlVTKUkWYLZIH3rs3tbupye2dNS5RRc04XTdxAjxrA2nNhA9xzsv0zdVZFcLT21hNLlEjo7HRy/fkwTlIYFu2NzAn4WW5oup8+9Nn+fiCOCRym6wnbcYs9RNIVG9jElwO2dNpaeWsLaF9dmiqTubvfcvRagpFEoRUiSxNrSo+oI/YM+Ai9gAnXvoIfObgeJTAKZpQxbvIvJzOBkgP5hH5W3K7DaFk2JIgASqX6oujqz76y9sIYrv3cFgR2gf9BHeiGN+WvzlBCLjx/RHpMqUzEsKzKSpSRWnl1hO2xeq6nrLVwMz5LguHM93ovPJsfTrnLTIezAf13j0+4A/ysA34rj+OVP+XUfxj+S4BFk/nz7xl9GSLKEzHKG9RiFg49v+x+u3iBRN4glbQDsfH8HwIPwjWQx+bHjoPx6ng/pj+p++7Y/oyIgovJOBa27rY98jziKP1ba5xeNj0qABycD9I/7LEvWvEMJkqIpiKN4RveY2e9RxElhqpyCrFBHyh+RHqzQRh1WhjBrJmPcoihigocwFegf9dlqNo4JV9fb7/Fr83vLZJsbBYQJnHbQyq3msPm1TeRWcpQExBNi3IcFu6iNIRXLTy/T2H7cARZWrCIuff0S6cCOr3t6IY3cWm5mOiCKGyErNa0KMdPZP4twGcvy+Y5/bidmxs0qAh77o8eQmk/B6Tkw6ybcASU/C08sILeeg9NzEPkRApdUGxBP7HoVXUF3rzvBNUpA76DHsm3JAmndMkt//L7z1+cROAG8AU1/AivgDrWsyDOWtdMJSmurBatBCcOoNmLJOe5UxjHsto1ENsGKJSLEZxAdL7G24rpIkjQpRCVy7jr86SGNzcfXSTzTsioT1nX8bPWP+5TM91xU36s+QKILvRBbL5L+r8CIBy4lTHEUQ9bkGcIeQEXCdCFBbzzu1I/3qGQxiZXnV3iCNG0qpOd0eAOPIROd3Q5qN2oP3MdaUpvoQY9j9dlV+t5hjMb7DR6TOz2Hf18UTo3bDVTfrZL02Y0askuTaUtuLUeE1ymVBgF9qd+qfyK99E8ao9oIx68dUyIZY/KdhC5yFPPfu7tddLY6SGQTDyR258kwTpOWRUGiJlWYTZMdDKvvVun1xoVbFBD51ygYUJMqAiuApEpI5BNIZBLQMmO5v8oIckLmAkxMeoQ6CwBohgY9r2PUoM82rA8n2s2ShOt/dB1xHGPhiQVWLBKTDt6HxtE77PFzqKU1NN5v8PtN7ytsADTWyHZ77rkd4rMhqxP8t4jpwumzHp/aaStJ0n8L4AqA/+kT/OyfSJL0tiRJbzeb5zt2PYx/nNE/6j+Az/xlRxyNiRLiLBgf3oIZPjgewOk5M92AzHIGVsfC4ucXH3i9s1hZSZE+FtNculrCxpc3HjBO+LA4r9v7ce8hMJUz7/sJOu0flbwrmvLhyeBUMhYFJNJutS2ohsomGsm5JFJzKU44pi16QzfE8WvHOPzJIeyOze5wAIAYLNuj53R0d8kudvOrm1yUOAMH/sjn8bBRMhCFESfHwIS5DxA0IAojxv7FUcw6tHEcI5FKkO6whA/t6McROZUFdjDz/UcNSr4FmWq6C2Y2TURRRASWOMbaF9dYdmjGuhYkmi8nZjHMcRRzd1ckkSJ5Vg0VufUcSZudObACN5iBVfBote+SJXLTJIJmRON60f2x26QbKiYgWkpDdiXLqg/+yAcksDGAN/KQXkxj5fkVxOEEKyySVbtlIzWfQuAF0NIaC/eny2lAAmOkQz98IMGPMSH5KAllUrBKlGgKHPDZrrCA/oiktXipiGQpOfk5aaJEE3kR3AFNEaIomjGKSC+lqQsoS6yS0D/u88lXfbeK9lYbzQ+aM+99VklE3PeSRJ2+ZDHJ+0ginUAim5hxXhOvM6qN2O5XUiRoKQ2+TUonM+opMXD739/mf3N6Dtrb7QccwNSUSp3+cZIr7MA7ux24Axr5T+O4xbXUkhqG1SG6e12cvHECq2ORycJckuFVgiQoIETrL6wjkU3A7tjoHfZw/PNjliP8+yrjnJ2Q2F0b3tCbGMSMpy6SRMRNLauRkoro7n8EKTgOYwwrQ9Rv1ScYYAmIg5glNPPree6iyqoMq2WRyoYiUzIOIrapukowlj51hdWUCoR0v3oDD3bbxtyjBGcQRadQR1l4bAGJXAJud2wfryrIrmWhKAq2X9wmHsSZvXlYGfK9v/WdrVlscDw5VyRJgjt0YTZMDCtDbu7Ub9HUoHar9olgLE7PwbAynNl7ztMd/qzGp5IAS5J0DcD/CuC/iuP4YxlCcRz/qziOn43j+NlyufxpfISH8SuMc+VXfkmRLCVhtSwWLBdJrxibAYS1OvzpIY0Mxw/y4hOLPC6fjpPXT7D8hWVkljJIzaWw+dVN6mKOtXI/bGMXB7FQSPi4mE7AprGaHxVRED2QCEiK9ECFPh31W3UEToCVZ1fO/9wf0QGeXhun78wc3uIa5zfyKF4uYu7aHJ79755F6XKJJejEWmdXsyTaHwN6QUduLYfWVov0eKf3YKEgok+SZOGOJYhWZoM0fd2BC1mVafSfUNgVSYxJZU1Gcp7uDYEv1fM6ytfK5G42lhw6GwIre7abZTUtJEtJhE44gz8OnAD94z76R310d7uc2IZuCFmTYTUtmC2TD63MYgabX9kkkksmwWssDpSzRdDqc6s0TRnr4E4nBtNqGuL/0wtpKAmFioCYiotEhrpU5SfKkBUZw+oQelaHntXRO+jx+p68foLDnxzCGTjsSOYNPSQyCQxOBmSM4IWs+9o77GHluRX0j/usWyzLMnW6ZIKmRD7JFR6/doyT104mRKAohtkwYbdsLH5+EfnNPHVTJXAnzjcnds9aUsPq86u4/LuXaX29ybMdxzEWHl/A8jPLE+Z7PNHujqKI793B0QCj2oifB+FsJ9zOxLWLoxhO30H/qI/sWhaeRddHkKM6ux24w4m6RuAE2PqrLca0l6+XcenrZFMbuAEQUbc6t07YVT2nw7dJN1m8r6zIfP+eTTCY5CU6tuNE0B0Svlo4jNltG5Ef8X4VBRE6ux20t9vY+9s9yIoMb+RhWKWkZno/YWOPKOYEX0tryCxmkJpPcfFnNejZSM2nHij2AydA/6g/Y3f+i4Zv+bzPRlFEKjFDD57p8ZRNS2kMawLGeu/+pLgRGs3nhcDKBs6kU67q6gy0yqzRPShrMl8Lu2PDKBho3Wsxt8Du2FQwRTSlCZ0QgRNAy2o8vUqkE7yneabHsoXpxTRyqzm4Q5eJcNmlLBq3Gxic0n16lmDYvNPEyRsn51ofT6v8SDLJAJ68QY6R4rkwGyarQHS2O+Ti+BEhirjpM0Lscb9Kns8/VHxaHeAXAMwDuC1JUiBJUgDgawD++/HfH3rufYZiGp/7q3gvI29wB7jyTgXVd6sIrODczyFIeqUrJd5MpyVgzKZJEmob5G6VyCSgpTV0D7oI/RC7P9idGX+L7qPYKNyBO6PHOB3TyU3z9qSjJNQrpg+T49eOH7BWrr5X5QN3+vt8FHRC4BY/rNqfToDjKGazBwA4eWPiyGa3ZyWGajdq6O52UXuPJKWWnlqiLq8XQktqM130RDpB2rJj2Sshc+WPfOraKTJ3kaMg4i6xqqvcnVE0wkuKgy+7nMXyM8uw2hbMOmGUAzeAbxKGVYKEUWUEu2vzIT93bQ6FzQIUjcT9j149emA9RCfnXMUNUEIgTS1E804TdtPmpP/0dTLviKKIZYxe/99fx9HPjqAlNU5M4zjG6nOr2PzqJskklQyCCkxJ6hUuFnitJImmENPKEuKa9o/60HM6Vp5dgZbW8MX/4YvwRh5a91rYenELiTwpGThdhzpUACSVYBynb57OjEd900f9Zh1ygtZMuL4FboDAoq54/6iPzFKGtJanbLBF9I/7SJaSWP3iKtKLaVL2mEoU7bYNz/TQO+ghWUqydJyALonwLXJqm782TzCnxcxkmiFNnj2R6CoJBXFAL9C828SgMoCe1dE/6ENSqDMbxdHM2gmpvOadJuIwhqqrRBBcysIbEclNTJbmr82jdKU0KTjCGL3DHidr1XdJtq6728Xdv7jLEAyjaJB+r+VDlmWUHy/j6T9+mo1LgDGkQ6L1ecDhLI75ORPYcLHHVN6uYFQd4eSNE8QR4d3lBJFKGWc/fg/REOgd9kjnN6bn6to3r03ugXE3PrWQInMQRYbVsTB/fZ6hMIwzBWkJT4d4Fkf10SeyND8v9n60x7KTVsuCklDQ3e8SKXS8poFLxZjVtuAOXOy/tE/cATeEntNnJO3OTk7OJo+SJOHwJ4fwR/7EPS+lYvX5VbgDF43bDURBhOxqFsm5JLkuhhHJlekqAjfAqDlC5EVU1MtAdimL7Bo9u6qhInRDNlyJ4xgnb5ygt99D6IU8zUqX0yheKsLu2gjdEIEd4OgnE16A03OgJlUMK0N09jqQVdKdFvArLi7PcEWq71ZZws0bedwQ8C0f+c08KYN8SAjI2sGPDybrNb6ffh0c4j6tBPgvATwJ4Kmp/70N4M/Gf/716Kd/xmO6K/grizFj9vofXZ/tnkmYiMtPabkKxiwAPmyXnlpC4AR8QFTerkBWZKw+v4rjV4+pa3Y65APgbMf00jcu8aaQW8t9aAEgNHQBzHRtxaY7XcFbLYsduKZDJFoiUvMprHzh/O7u9Gf9MOywrFKX8s5/uIPv/svv4sU/eZFHpNPEiNZWa0JoE59x3CXNLmdx8voJj+2nxfh7+z0aA16dg6zK3NEwigZ6Bz0sPrmI1S+uoni5iFSZsKvCHlnRaCQuKzInIbIiI7eaIyJQk8ToRVIHiWAVAhcqOhUCN+l0HUqGx7jCs+GNPOy/vI9RbcSJ1HQkUgmkSik+FICxXfFJH0bRIHOHMfZzWBly57Gz02F4BEBOcvf/+j7ZMqc0LD+zDD1DuGff8onok1Bw9T+6yu+z+TU6pESXTkTgBEzmEaRDLanhkX/+CMEcvJCLvsiPULxQJDWGMaSi8X4DZtMkmEgY486f30H9Zh2qoaJ0pQQ1qbKRjNkwEbmTBNK3/Qm0I28gs5xhaTRFUyArMtLlNCXf48RdEIpExIhp1F5KsmpG6NFkIHADhgWc1de++NsXsfyFZfiWz4XiqDoiGENM6yLLMtJLaeQv5LH89DIS6QTS82lkl8YFmOnjgz/7AJCp+Ju/Po/MMsFvknNJJna2dygZE/Aj0X31Rh6sloXADLDw+AKTwarvVRE4Aat4JEtJXpfS1RLmH6FEehr/O399HqpO9tP59Tzya7SHVt+tYnAy4A5w83YTvYMeJ6xm3eS1vfoHV5GaSxEO2A3g9B0kMgl+j4UnFuB0HZpUpGf3KFEM+rbPMJelp5b4O59NPEVMqy4Asy6JH2dpfl70T/ro7U8R1yTMwIjE50kvppHfzCO7nOUO7f2/vo+DHx+gfL08I3t49lnv7nXJNvuwB6froHm3iZPXT6AYEziYJElEqpPpGoU+qejMXZujRDOmtdBzOr1XRIWYZlAhd+G3LiC3lkNqPoX6+3VsfWcL1XeqOH3zlM8RVVcR2AHv6aXLJUiyhOHpEKMaFe9hEOL0rVNU361i53s7BN+oDnH6xilGtRE6ux0msrI8nx/x/iuga3FME5fmnSafPaLI/yi+jjg3Aifg6zA8/ewnviI+lQQ4juNeHMcfTP8PgAmgM/77Z7+X/msQnulRJ+9XIJEjbhlxuCuagtAjt7PsShbuwIU7cJHfzM8k5NMdq+nbrvF+A52tycE87QAnkg7hjtTZ7aCz0yHM2RmXOWGCELjBA9CE0A9h5I0H9ClFgsb6kAJmMY3BHZOI4P30AAAgAElEQVQX5q/Pz/xuHMXnqk7EEeHZPm5MJXSPq29VMaqM2OELoCRdCKUDIHyarvDYLL+RR2o+9YB1qdg0VUNFboNklUTiKQT9ZUVmwpye0yfJhaFi7fk1Orj9EN6IHM4SuQR/Ly1Fo/Lefg/NO03GcbsDF3bHhtt3KZFyQ+4sA5R8BS6NPePxqdg/6nNytffSHoanQ8RBzJq6/J00Gdn1LCkHjMfYsiJj53s7gEQj7TiKYeQM/m+dnQ6TUmo3ajBrVNCc1YlWE+MEPgbCcEyciTGz+yaLSSQyCYzqI074Ku9UUL9Vp3H3GWWOhScXkCqlYOSNGdkjvubj7z+sDtHeaqO738WoPiKDgTHRSUsSdtR3SIKp9l4N3QNKnuyODbc7kZESnfzceg759Tzfd6tfXJ2B0oh/72x3+DsLnKpneWhttVC7UZsk7hKt11l9bWEv3LrX4kmF6FoPTgdw+y70nA5FV6AZGg5eOZjAOiwaQyfnk3AGDhDRXpBIJ3DpG5cwrA5hNS0m1Yo9Rs/rfB+J8C0fiVyCnmmZkvD0IiXCdsfG5X92ma6ngDbLEqy2BUVTsPLcCicV6TIZVcQhwVgEHtlqWYwPD30y9RnVJs91HMUMyYlDuv5aSiMZu5PBjI2tltKIz+BHjLkXIZJIYRwk1krIHorCJwqiB3Soy499OjBF3/Zx/OrxTOdYYHxFCNc2gf9NlpKMex9Whhg1RnCHLkmTnRNb39lC/7gPb+iht99D5d0Kr6fQZwaITyD4AwAVGnEcM85ZGHSIpoBv+XAGpLThWz5bSUdhhOHpkM1S4jDmBF9OyDCKBp9P7Z02QYfGU8eLv32RtKQHpCVtNsZQqniscHFIyjii0BX7VWenw3uecKybLgLYJfVjyMBnQzQWxHPw66AT/NAJ7mF84ojD+FwJo0/9fcbKAcBknCUwVGpSpYpc5LlnXOAUjWwpBYli+jXDcNLZEAeCO3QfGPUI4kocxYxNFSEgBbs/2MXBjw9myVaCnBdNkg9hCCE+AzDppE/rCUd+xNq6s4sx/u9nsKNW28Lt/+82SYv1HSZBnA2B//Rtn572KZY8gBnN3FFlBCVBUlveyENgByheKp67EQoZI1mR2R1rVBuhc79DzGYJQASsPr8KgOAWdtuGltKQWcpg7uocrJZFVrFj0kh+I8/J1LRG7HS3trPToVF4HMNsmpPusFjHIJqBN7zzr9/B1reJ0e8N6aCx2hZO3iScnShiBCbw8j+7jLkrc/ze4hoIDdHptRBEFBH128SUv/vnd3H6JkElQi9kBYzOXgfdve6EOQ5phiwpazJ6Bz3c/tZt3P7Wbb4/nIHDn0M8D07fgZ7X4XRJ9SE1l2Jda1mTUbpY4t+xuzZkVSbISMeG2TR5VG/VLagJla12Y8So3yRceeAH3GkT1+fK716BnteJDJvUsP4b6/z5rZbF3d/ptRNJ2wz8wfTR3e+if9Dnztb0fSmSpGQxOaM4AYDNOABg8zepc241LbTutRB4AVpbLbTutiiBkSTYPZoUla+XMaqNkFvLwXd8pObJWGNUG2HhyQUuCFILKYILWT6SxSQXAZIkwXd8pMtpGHmDu/LlR8ucUFpNi4xexiN+AXewWhabFZhNE1aLCLrJuSRklbS1e/s9KIYC3yJNYUmizvq0w5uYHtRv1dHb76F/1EeqnMLCEwvo7nXhDQn/295pnwsBWn9hnaUMk3NJfn2R5KbmUlwY8H1+puEhCvpfNI5+dsSEQIA6ou7AxeB0MOnMyoQN15Ia1r60hqt/cJXWKCFz51rAkABK+s82IgThUtEUmPWxJKATcNGh53RYLYtxtO3tNjo7HdJSVxRSpRmvdSKTQBRG6B52EXkRUvMpyJIMu2OjdLkELUXmFtPayXEUEzegabIW9dzVOW4kKLqC4ckQRtFA8x5BeaZ11wEq8oQU24wCUhzj4KcHOHjlAJ3dDqtRnO2CZ5YzGJwOUP/g47HaQomC3VFF0vxr0Lb8pWUzcRz/VhzH//KX9foP41cfZ5PBTztOXj9B804TgR0wEz+wAySLdEgIiRijZPB4vvxoGcvPLOPaN68Ry12VGW/n9J2J3iow80AnsglyOjsT57G/z3Yopoly0zje3mEPdsfG6nOU9FXermD7xW0WI/ctH77l82ea7oQIMtjZEEnz/b++P5MgCAygN/BIs/WczSqOqXvcP+qj8UGDMKuI0bnf4YRZS2msysCFgETY1zgiDNx51sKii2gUDbY8FtfEyBt0UOsKu5AhHhNExiNvSDRS1AuUxPUP+6i/X4de0HHhaxcAACtfWEFuLYflLyyjdLnEkA29oGPuKiWpogMmxtaqrpJr4PsNXrvm3SYrFTgDB6EfkrTSTgcHP6aDRIwaBZZ04YkFHP6U1CLyG3kULxQReRFDEuyO/aCD2MlwBvs9fc0b7zdgNSx4A3Kj8h0fO9/foQ7zONSEisHhYIb0CQB2y4aSUNiZrH2/jcatBrSURrrLAeEJM+UM0gtpaCmNYRxRFEHP6mS+IdP1ttoWPMuj7mI+gcHpgBMuCRKcoYPW3RZZ7I7H/tnVLPS8jtRCCrImo3WvhUvfuITUfOp8LP64615+rEwTgvEkAqAi1TM9HPz4AKPaiH9/ulslxuvpRYJYDKtDdPe7/J3MlonyY2W6P8cFQv+4j/a9NsyqCatjkQxbx8LBywcACOYzOCbrZX/kw+4SoSxwAkRBhP5xH+/863fQ3mrzyDk5l4QkScisZJBeTOPCVy9QESRP4ALuyIWiK1j6/BIyKxksfX6J94XFJxex+vwq36/eiHSavZEHq24h8iNWYsgsZ1jdQ5Ik5DZy1HSQxxKE4ymRJEno7HaoAEyqbEIikqVEOgGzZqKzQ9a5nklTluVnllmLeenzS1h/YZ3ltARkIg7jBzC0Z/f8v2tnMHCCGYhV+bEyPNND6IZQDRWXvkGkQqtlsZLL/b++z8VFHJCF/aA6YNURSZIeTPRjml6lF9M0zo/pLCheKuKRbz5CcnYhFSKFzYlcoazISOQS7MrojTy4PRdGwUDkRlDTpAiRKpP1tV7QGQoTI4ZZN2G1LVRvVNHZ7SAwx7CCiM6bwAm4eSPJEgaVAdweaaJraQ1Oz2EyppbUYDUtvt6iMWDWTQyOyAJ8eDqcuAFioo6RyND1H1aG6B/OSvyJqH9Q5+ss8NQCviYIdb8Og/uHHeCH8YlDMKp/WWE2TXR2O6i8XYFqqGh80ED3oMvvKQ5RWZVZNzSzPHFxE45jAicJENls8gUmfyxsFmbwbZJEsIZhbbYbfHbzZ4msM3tDFExceqYhA6P6iIlIdsfG/kv7hNFLajMC85Efnb+2U+/j9BweE9ttG8PKEI3bDcQhjUm3vrM186sHLx+g8UEDvT2CBgitzdv/7jZ3KCVJYg1KPUtWr3s/JKiAntMRuMGMTuqF37rA3xegLo7AEorDTdEVyJo8q9sMGoGqGh3Wl75xCVpGQ7KQRHo5jdqNGuwOyW2JDml+M4/V51ax+vwqnvqvn6KOniIR1nMpPfPa849RFyO9lIbdtXH739+eMXNo3Wuh+l4Vdou6gWLK4A5cJjd5Iw9xHGPrO1vILGUQBaSnm1vPcSLmDKjbbjUslC6XkF3KwigY/HpnNWWPXzsmNQoZZAmdIvxm6D7o3LfwxAKT66bVRrr7XWKxe2QXfetPb6H6HmFHtSSNw2s3awRxcInpnlvPQc/q8Ec+zIYJd+hClmWWhcouZ7Hy7ApbCNPNQOvZ/KDJZMlYoq7b4HgASZIoARwTgwDq0C48OdHwtTs2cmuUuAm8rSRJCOwAiqbgsT96DMVLRdJLtnyyRh6TVc8b14p1uPWnt7gbLdbN6Tuo36ozrCO9mKbPLRMOdPdvdhFYAUb1ETo71Jk2myZ8kwxDQi9EZoXw0t7Iw9FPjlB9t4owoM+WWcygcKGA9GIaWlIjhQhQdzGRSiD0QlTfraLyZgXFi0XMX5/n51h0SUWyKMwNmnea5KA4JoA27zXZ6XLpc0uT7ydNzGfYnXAsxcY46qnXXX5mGeXHyuwKyMlMEGH/pX1YLQveyMPgdMC219mVLGRNZpnJzFIGZtNE616LoUziGkzH37UJMj3tYPLneEwfBRHv2fX369z1btxuoLPbgZE3kMiT2oIkSajdrKH2Xo2aHA0yyxD3ZByRBXXk07RHuFAWLxaRLqeRnEvCKBio3axBS2mYe2QOS08vsZNhHMfMDcmuZBF6IcymSfvOQhobX9lA8WIRWlLD03/8NJ0jY/hX/7CP+g2aoIjpWhRG2P8R6eoKZZo4irmTbTUtdHeJBNi622K4jeC4iOaImErUb9YZp+ybRDQWsJXy9TIiP0JuLYfADs41wAjcALf/3W0+G6fhFDPX6bOf/z5MgB/GJ49RffSpd4Arb1ceSNycvsMdPVEFA+AO1eVvXOaOxXT3iSELqvyA1m/pSgm5jRzcHjHjlz6/NLOxJ3IJnLx28oAKw9murHhdu0ddOZG0ntclnQ6xQQn5tkQ2wa/tmR4Of3r4gCoEMBZCH8fRq0fY++EeADo4gQk05OwhdfrWKTzTg9W2MGqMqBM7hRUT5DiASIJxHKP+PuHNJJm0RM/K7hgFgzdUcWhBoq5i6UoJ+Y08JT9iVDtWexAwkMo7FQzrVGDs/2if1lIiKEAcxVATKtyeOyMuDwB3/8Nd7HxvB4quIF1Ok7FB3sDS00ucJCqagqu/fxXZ5SwXItV3qgyraG+1YTZMkr8rp9A/7GNUH6F1r4WDVw4A0OHB1ykkzGBhs4DIj9C400BmOcMQixgxvJEHp+sgDKmDNaxS0SBJEtrbbWhpjVn3mYUMf8/+UZ+LFk5yQNMESSa95VGVrLoFPrV/3Ifv+CxHZjZMSJrExgwAFRjiHrI7NopXiiTIX6fXUpMqfJukxyIvYoiACGGWIasyQ3IiL6IO/NUSQo8siD9KClCohERBhMAm4umwOsSj/8mj2PzNTcJxd23u3AduwGNxhj1NJUqSLGH3B7vc9SxeLFJHfty1Ovr5ESRI6O51KZkLYuTX88iuZrmz1vygCc2gfaJ30INv+kjPp0mVo2nDGTiwmhb2f7zPFtOJbAKyTjbHRt7Axpc3IEkSEdTGvAB36PI0xygaSM1R0hUFEXfRAifA4ufINvr0zVMEXsBYfyHBFSNG8VIReoGerdM3TiErMnXPp/gEVosk1do7bQwrQ8aoApSUyqrMHT8hkzZ9nQQBMwqp6xyHpJ1dukpwmfwGSdXFMd3bhz85xO7f7j5AUFSTKo/8P6nNehREXMAYBQOLnyNcf2GjQITGM/vsjKHK3RZCLyTr6zFuV9wrikZuhNV3qtj9wS5/Z7ttE0cijln6TE2qWHpqiQol14fdITvwzFIG5cfK2PhNcstzujQlCr2Qr5GkSpBlKvIF+Ta3mqN1jul5kzWZDDcaJoYnQwwqtA85PQej2ghGju6RwoUCknNJWE0LikoJvZEzuIGgJUmJRkvSd80uZeENPe7udve6aG23MPfI3Mz+l1vLQVIlqCmVzFXyOk9NACJvOn2Hi0E2lZGJEMj8iXCiGPJZj4cJ8MP4RBFH8Qw549OK/nH/3FGLb/vILmVRvFScSAllSXBekFAu/s7FmS6uSJrFfy9enOgAJ0tk6KAkFaw8u8KEE0F4iPwIalJ9QDv2bFdWJI6BHcwQHkRiKTo+a19aI2Z6ihKquWuzckKSNEki9l/a538Xwua8Dh+iuSwwhlEczbjdidcUDkl2y2b5J71IEl1iZC7INb7lo/ZeDYEdYFgZwht6mL82TwnauDu3+dVNbH5lIqcTBRGq71bRud/hg9UoGsiuZPl6iXEeIsAduYg8SqqE3NH8tXmkF9Lo7HZIc7NvwygZ/H4Cl+gOXPSP+2SRupFnveRkIYnSlRIWn1zE5d+9DKNg0LhwnEBraQ29gx4kRULzbpOMERYJvxl6IRO1xOctXSnx+u18fwdWh5Ibb0Rj2uad2UStd9jDqDGC3bDRP+izlFths4Di5SLmr1FX2unSASg67bWbNX7f6SIDEskzWS0Lg5MB9n+4T8lKKYnufped6qyWhVFtBFVTkVpIoXS5RInpOGnY/cEumrebvM6BFcDpOpPrMvRgtswZF0WjaGD1S6ukYWqSWoWsyfBtwmNuf2ebyXzZ5ewD3aGFJxdYMuvi1y9CS2ucvFXertDzt5BC+34bzTtNqIYKWZU5wZ9e16OfHs3o4roDl5QcwhjZlSyRgMZkL5Fsi/WMoxipcgqJNI2y82t59E/6SC1McKuKrkDWZSTnkshdIMWR3n6PlQAGRwMomjIhL4Jwo5BoBO2ZHmRNRnurjda9FnELJHr/0Atx9LOjGUJf614Ld//iLgoXCpi/No/eQQ+9PUrEnQ45yDldB7JCCVT3oEvY4utlPP6fPc573I1/cwM739tB+x5ZNE+75AlscBzFM/tBbo2mY07PYZlCRGBN7SgiB7Q4irH45CJkWUZ3r4v2dhtO38HhTw75vmdcviThyu9doWT0w5w4z0QUTCZc0+QsRadEWnyXKCR7dDkxcUTLLBE0RJDAZE1mp8iTN07Q2evMnCFmwySlH5W+bxAE0As6Hv1PH0VmMYPL37gMq2Wht9/DqDpCIptgsm6ylGQSY3ohjUQ2Qa6OEQCFirOlp6hT39nr4OhnZHFtdSxkV2jyIjgXwvQGoOZR6VoJc4+QVKORJxifmlIx/+g8cxmyq1k2qXEHLtrbbVgdet69kcfFbvOD5kRnPKZ1vP4vrkPRFVz5vStkWhTMkuMGJwPGDgOYwXqLff7m/32ToVeVd2YVaT6L8TABfhgfGTvf26GR+DgpE8nlpxWd+52ZhI/lXcIIuY0cdyoAwtPl1nKQJAlX/+DqA2zl0pUS5h+d53+fe2SOO3Yi1MSE2SvJEpq3m+hsd6Dndai6it5Rb6b7cF4CKmsy2aGON2vxeUM/nCThZbLLjaIIRtF44HUUXXmgmFh+Zhknb5x85MYT+RHa221OvEMnRHJ+0kU8q0AgyRKKl4ooXiySw9XQhdW0EMfj0fbpAO3tNuvQZpYzkBQJ+c08rn3zGja+vIHFzy3OrPXxa8fY+9EevJHHBcN0B7p1r0UHxriBEHpkYRs4ARG9xl3tdJlMHVRdhd22SUZOonG0kTdmdC+nsYOiO2l3bRh5SrpFQiXskgXBJvLH2p3jNRcQGWA8aTBUdkwzCpMuTBzHzLxu3qExtd2zYbVIl1Qw01NzKbbGFddTL+pQVAWnb9GIM5FNwGya0LM6jCJ10UtXS3yvbH93e0KmjIDeXg+t7RZ804esyDh5/YQwvGPsoNN3GNuZW85h/TfWKbkY7+bJUpIS9nESbBQN7qwLJQJ3SDbAAOkRJzJkRmA1LMbByzJ1gp2+A6tt8Yg5t5HD4HiSfMmqTBrIWUoSZYWc4qbtrAEwljH0Cb+uGiphI8+Qb0b1EWG4wxh2jxwGe3s9SLLEePrsUhZRGJEubUzPqVk3EYXU2R5VR0gtpNiuVqyJuH/iKIbTcbgz7PQcDI4GtOaajPoHdS6mzKZJ13LqcVU0BaPaiAxkzIlmrXDgsrs2k4uEA1sik+CxujNwUHuvRt/PC6EmaV8SSgWCsFW4UGDDDRGxFHPXcenzS+PFpeI7s5yhDu14na0WaZ23t9uQFRnV96owW0Taqr9fB2JK6kfVEVLlFNSUykon7Do2Tlwf+eeP0N/Hz4+iKZ/IHnnrO1swGyTFl10lpRVxrcUET3SAa+/V0N3rorBZYBhHHMfIbZL8pJbSkMgkMH9tngsDWZFn5APtLnX1E+kE4ZsTRJQ7fW3yPGIqbxcdXafnYOULK5i7OofsKu0p84/Ok+rD2BUx8iM+r3zT5793djrUdc3oBNNT5EnneQx3kSQJsiKTgsv42cgsErY8jmKUnyijeIlkDLMrWQxPh7BaFk5eO8GoPoKaVEmDXVMm+4UEdltUEgpG1RG2X9ymhD6vz5x9gRMwJhoARqcTKTkBL+zsdtDb7/Gk97OOA36YAD+MDw1hp+rbE+vN6e7CpxFxGHPioBoqb/aKojDTW1S9gu0rydK5UAxJlphsAoDVAnzL55/vHnThjTz85H/5CQKHrCtTCykkUtQFcHsuPNN7QAD+vM8898gcjT2DiPQf77QYTyoiCkhQfZr9DFDyx3734xBY5mm4hAhxUDRuN7D/0v6MTNK0m5DTdXgDFj8vqzJ3WkI3hNN12N9efF49p9PYbWxYIKsyJUtxjOp7Vdz+1m1O9u//9X20t2gMO6qOKPmcuh6KpsC3fb5ugRPA6TlwBy7UhDqxMx13gYXxhFEgRzRxqG59Z4sJdIFLybNn0j0piDGHPz3Ezvd3MDgdEIPc8VG4VGBliRgxQifE8JQ628c/P8bpW6fMfvctH8MjkjESI26ACHqik8w2uCBCijCzkBQJURTx6D29mCbVAGkylq7drHF3Ti/qE5thL5pR5ejsUVfG7tgYVUewmtQFLl4pkvmBKqN4kaYhYnSZLCXhWdQVkhWZ1zG7nMWwMkT7PhVKwtZ15dkVzF2bg57T4Q097P3tHnLrOZQfK+Px//xxIgeBVEVS8ylk10hNRZLoPcV9aTUttsoGyK568yubLB1VebuCxScXUb5ennmOJFmCltbgDlyM6iNOpHzbh2qoGBwPCP85/h6Vdyo4ff0UVpMwnkbeQBzFWHl2BcvPLtO9pivQ8+S6FrohChcKyG/k4QwcOF0H6YU0FTleyImOMPlQEnSfQgI826OCKaDiyut7vLbe0GMnOfFM2j0btVvUybf7Nst2CfiPBIm7avOPzMPpOQTTUGXGv7Z326i+W8X+S/t8v4ln7Kyl9MqzK6R4MHDJGCEmLHJ+I4+VZ1coyYqJIJheTMOYN3g/ufC1C1h9fhWZpQxhxNeyTFwV97HTpw602ydVnOadJhewRt7A1d+faFaLhNju2rNWvR8Rx68ewzfHBOB4QrRKL6WhJlXCNY/hMkJzWsgRhh5NrFLlFGSdrIo900N+I4/ufpeKy4yOS1+/hIXHF5BbzSF0Qk4O9aIOu2UjCiPaU8aauXEUI7eWgyzLyK/nYXdt5hkIuMWoRs+ieMaTxSS6e11sfHmDSYviu0iQkFvJwbd8KIaC1FwKS08vYe7ROSw9tYQojBCFEdZfmCinpMopaIbGxNrIpwLeKBoz94DZMBlnHIUR780SaOogcN2+7WNwMoBZN/meAIB7f3kP9Vt1sj0WnAz3THNn/LO9wx6Wn6Hna7rx8FmMhwnww/jQ2H95H8PKEKdvnhI54m4LcUz6s2c7jX+XCLwAvuuzVMzpG4RbvfSNSyhcKnDHZNrJDcADh8NHRSKdgN22eRyr6RqP28RIOo5iGtePx5iKpvD4WpBMpsMzxwz6TIK7isBY3/fME+V0HXT3u+hsd5jp7XTJ8SeOYu4sTFsZi27INAZreiTsDCnxyK3loBoqVF3F5lc3CZNm+6i8XWHXLxFxSJ9XkiS4pjvj3iWrMsy6iUQmQUnS1TlOTpp3mjj5+Qn2/nYPt/7tLQDU0fBtH3qebI8FzhWgJMAoGMit5biDFLgBd+mc3gSDJg7vGDHjt9OLaerudiaddUg09u/uddkVT5Klmfug+m4Vxz8/xtHPjqBndWSWMqyHaTUtNlCIAuoQzl+bRxRFaN5tIrOcYSxt4AbcSZZVmRN3QQBNl0llIbuShZIgMwihpWwUDFK5SGrMyu7t98hK2I84oTAbJqo3qqi8QSohAJjpLykSlBRBKYRpQWCTvJnTJ6xqIpNAfiMPvaBj46sbhOdNqogRY+HJBciGjOqNKl3rvovQISm2hScWkN/M02RlPOo1a9QNzC5l2ao4kUkgs5SBltY4UZAVmTq/pwPW2G7cJg1kPavDKBi49LuXKEkdEwL1nE4FzlRiCFBxIYh+qXIK3tDjjn7voIf0UhqlqyUULhSoSLF9GHkDdpeIn2bDRPWdKuPfFz63gIXHFxjXnywlaax+PCBYU8tG7UYNG1/ZILw7Yug5HYULBZ5+CGKlpFBRFEcxnK5D3+H6PD+rItEN3ICKGACxT9e6cLFApLyArJbtno3TN0+ZbCTuf2/kofxYGYqqQDVIZaV30EPzbhOFCwUk0okZpzNgTIC1fGy/uE2wD590sO0uvYdnEoFTMzQk0gksPLbAryGaF6KTuf7COu+Bq8+vYu2FNaz/xjrsro3+YR/Hrx7DG3koXSlRV7E2moGCndUFB+h+4OR9HL2DHk3G3BCNOw10d7vspCmKJwkS1ISK/lEfO9/bIWOdjs2OggtPLBABdKwU4bQcmuKMi0zf9NHZ7iDwAuz+cBdGwYA38qCmCIsbBzFzFERBO6qMkN/MQ9GpydLd7xKUYkxGlBQJ/ZM+lr+wjMXPLdI+EtM6Bl7A+4+iKeQcOYZPSLIEqESwjqMY/eM+JbdjwqsoOEQhJoqwUYvgUadvnaJ2s4beUQ8HPz5AFEQwCgTXiqOY9201Rc96aj4FSMDBSweo36pD1VUYWQN6XkdmJUO48vG5Ny3XadZNpOZSMyRsYCJvJ2zolYTygPzmZy0eJsAP4yNjcEK6ors/2IU7dNE/7OP0zVPeLP4+EXpkaSspEqrvVhGFEQ5fOSRh/7EBxNU/uPpAEnqehe2HhaxRF07WZKw8uwJJmXTQvJGH9EKaLVG1tAa9oPN4qrPTmZEqE+LrQjpIz+pkrTvVqU3PTz6rkBGzO6R1mywlkVvNwSiShqhnemy0kF3OMtlEHDZsoQxwRy2OYjTfn2gUi6TCyBtIziXhWz6NZrvORD8WhPtd//I6Vp5fQXqelBLMuonTN09JhL1pIjmXRCJFuLI4INUKYT0cxzHCIERnr8MJrdDFHJ4OCbsGTETk9bEG69hmV0vRwSxUEpKlJBafXETohzAbJoyCwZ3kKCBpKnfgonajxtd7cELamEJbmMd0Y3x64EfEBJQAACAASURBVAaE5dZVShC8EIqqIJFLYPmZZfRP6L1VXUVulVQSkqUkjDkDT//x03SgJTUULxYJbzfu1iUyCZgNk/DfHYtx63pGn2DC3QBKQqFkQwKtTxhh/pF5eq0EkWl6Bz04PYeIUmN94O5+F4OTAZSEQljmrEFQiZyO7h4ZWCQLSdRv1BkGEQURrIaF1FwKybkkk5Ja91rw+t6MxrSe05Fdou+RyCRQ2CywPF3voIe1L62xhGDgBAhDIrtZLQv9oz5GtREnf9V3q0iVxs/H9uweMI2Z7R/1J3j6ccIs3OUa7zdIIzuIoBkaRvURRo3JONZsmGSIMO68T0MPJEWamNzItIfIqswY3dAlAlscxpBU0pSNI4LQOF2HcY+CRCvLMo38I4JMKQZhKmVNhqSQWoOW1Ji8Kr5P936XMeIAdTTtLnWC7ZYNq2Nh74d7iPyIMbTAJMnQUhq/XuFiAYksFeqIqdg9S2oVcJnUPEFulAQlVDf+rxuovF1hiFUUkOZs6FNyLCsyO5OJZ/2sJfWoOkL9Zh2nb53OWDU37xHO1Ld9LpavffMawXEArD63itRcik157n37Hr/m4U8P8cGffYD7f3OfoTO+7WPhsQUiqo5VJuIonrGGdnpEgD55/QR6Tmf3NC2tcVHdud/hPVIv6ITx/6CJ6rvVieYvCOqTLCUpyZ6SbhOTqdKVEkKfusuDkwE6Ox3s/3if3dWGp0OWbAycAFFETQWzaeL1/+N1ei1Fhmd70HQN7siFFE84CMlSEtnVLJFexzAuMaEsXy/zNMbIGxid0p4NUNPBbBGcZ+mpJaTLaXIRbFDxK56zOKTnY9pYKTlPE6jmnSYOf3o4o2okzqPVL64ikUs8kNyKoiiOYuIIeCETCz+r8TABfhjnxrQMTuRH0FIaChcKbIUpupP94/4nZgKfjcin7l4cxhMtW4k2z9bd1ocSwH4RXBLrJzZMZJezMyOd9nYbm1/dRGgTLvT6v7gOSZaYLWt3bO5aHLxygNa9FpNyBicDGpHVR0zkya/nkcgmULtZo47G93eQXkyjdKkEp+dgWB1yMhe4AR9MDGcYfzaRHE+TXLSUNtFrHFvIKiqJvYtKXktqfFAFXsCwidxKjqWBMssZ6i4OfXT2OvBGHvqHfaSXqbMZRaSHGsURjl49Qmevg+adJkKHcLy192p8DXzbZ1WDafvMaWyz0Ep1eg609OTQV3UV3f0u7nzrDjILGRonjlu6Yo3NOpFZ2LTkjEZz6XKJxO4bJvpHffSP+qjdqMEdkoNZ6IbIbVCHurPdYUIiQMlA+XoZelYn2aCVHH8vkUgDxBzXUhq0JHVDG7caaN1pYecHO4AMxm4C1ElffW6ViwG378KzPQxPh5OOtdCYn9J3HZwMcO/b91C/WYfVtAjD2HOo+zsuHiAB/dM+fJsMHDa/SoTE0AnZDlfPUsdVPDeSRB1WgRGWZAnd3S7ym3moiQlTXEgsqYZKpialFFRDRWqOMKE3//QmyaCNv+faC2soP15+gCA647x4p4HajQnZTySzlbcqbGqgZ3Wenoj1rrxVIUysoZLblq5wJz+znKGk/LBPBbJERJ/Yp4PdG3mo3ajByBtYeGKB9FxPhzzhOXnjhIqmmPaF5FwSYRAiDEPYvQmRUUA99KyOzEKGOugeFVTeyKNuK+j9xdTFbJpo3m7CapPhReRHcHsuuvtd7hACmCGCAWNYDQh/LzgLtJiEwQ1cgmlBonF56UoJ2dUsErkE5IQ8o98bR2SZa3UspEopdHY6+OD//YAnXdV3yQ2yfrM+k3Qm0uRAGPoh1JTKSbqSoElEIpWYgVmJEAXT9ne30dvrobvbxdZ3tmC1LOz/aB/3/uoeXvmfX4Hdtgm+oFChImsy6rfqiCMqKi594xIXtUKLGwCrMMiaDFVXsfS5JdLI9kPeY9JlIqo5fQeN9xs4fOWQoCcS8VVKV0oYng5ZcUa8rrjf85t5ngR197uwOzZ6ewSDShaTTGxVEsqkY991GA4jNMXr79e52BFQnIvfuIjyY2XG70+7eiayCcw/Oo/5R+eRLqeRXk6z5rSiKawCARDUJLeRo39XJKx+cRWBG1DX11C5U2y3bfQOSfJymohXebuCKIpYF3pwPCBFizN28OIcCd2Q8dKf9XiYAD+M8yOmzUgwXn3Ln9EtHZwO0LhNh9wnxYGdDbtjT7p7pwMeGwO0+U/jeadDjJA+SYgqVygKzF2n1xT6pwevHJAl8KUS8ut5krDaak8ExMe6m2aD9DF/9r/9DO2tNstXte62sP8ysfWFjFH/qI/azRqP26f1cMUGePL6Cdrb7QdkigDSKt1/aZ/JECLEoekOXEp2XVJyEGM5LaWxli1COsAKFwoof64Mu2Pj6u9fRWiHsFs2ugddssE1ffQOe5BiSpBq79bIOnacjDdvN8mQxA1w/LNj1tY16yYdHuODoP5+HfOPzCO/nuefSS+mUXm7gtAJISkSJ7Ke6WH/5X2cvEbGJ4PqAMlCEoEX4Ma/uYE737qD9v02tIxGMj7jg0t8T04mZCJ6CEzu4HiA/gEZamRWCKve3m4DIdDabiFwAyIDBhHckQurbWHt+TWSIBLJW0zfvXCpwIoWYRBCMQjqMjgdwBt5GJ6MSaHlNJa/sEyybM8sIZFNILeaQ+AEqLxVQXe3SxqsQ49MIzJ07woykBj1Bk6A+vt19E+ocxraZIQh4Ai192roH1ICLDRclYTC2OfcSo4VNgT5JjmXxKN/+CjmH5lnx8AoJFJg/kKeCFO6itp7NcLh6kQk1AwNtZtkV5zIJBizKQoyQeaRFInWQ8hkxZiBOYgOfeAGDIGo36ozQUtSJX5m1r60ho0vb0BLahhVR9DzOgYnY1KaLJOxwXwawg1PwHtkTYackJmE6nQdjBqkVqNoCpafWaaixg5gNayZMb0kkwVwIpUgLGUQIr+RpzXWFWQWM2T1bFB3vXmnidqNGo5fPcbKF1aQKqU4MRQd+MAOEFgB9l/aJ/kunwhuel4nh0pZQm4tx6SwKKRiL7+eJxJmRFbJl75+iaW99n60h8ExKVOEbggjZyBZSMI3fQwqA7bQHhwP0D/uw2pSkmh3bDI8iSfEzhgxTz5Esi2c9gI7YDm19RfWOfmzOtbMNGo6xLVv3Cbjme5eF2/8n2/A7ttwhy68gYfeYQ9W00J+M0/mEkMip/YOe3AHLuvvtu61gJgKQm/kwek7yG+Q7fbS00uATEWJcD6L43hSbPRdetbaFg5/cghv5LGlt9kyEfohFh5bQHohjaNXj+D0CPOv6WQ4IQxrau/WWCUhNZ9C8x6px2SWM1h6Zgl6XkcYhOgf9VF5q4LazRq8EZkRiX3Ft30+y5yew5CRDzOSkkDQKqFlnVvPsXV35EcoXCxQsqoQpGpUG0EzNJgtgjKohori5SKGlSGOXz1G6ISIA+Jx1G7WKLFv2XSd5Ykix9nGlWqoWH5mGYquQDEUrL2wNvPfQz9E4AQzjZl/6vEwAX4YHxqpOTIlKF8vEzYtO4v96u6NnZn+jnqBcUTknEQmAafnILOUYeY08KDj0Opzq1ASygNEs48K0VkSOM30fBr5tTySc0k0PmgQwUElc4DADpi4wvq7ETmJ1W/VYXdsTiJKV0uMF3V6Dtp321yxT0M29JyO0pUS/Vs8cS6jBRgzlsejL6EaML0+4tAUSb+QvhGJfeRHaH5AI1Y1qeL458fMhi9dKSF/IY9b//YWmzTYHZtk0NwAsR8jtZCCZ3qcaMqaTJa/ydm1F7hId+iidLXEyZPTd/j6C8tOsbGm5lNob7XRPeiyDnEim0DzdhP59TwGp+R65nZdaFnCyg1PhoyZDJ0QZtWE23P5gJrufooCTRQRuc0cZF1GZ7tDslIJGcNT0uN0+4TjjfwIEiYduewaqQmwHe+4AyVJEja+sgFFV9DZ7kACJX1CFN9qkYSRgBEYRQOdrQ5O3zwlUk9IB3zkUxK78MQCE0iTc0lmwveP+jAbJpyeg8AO0LzdZHJTbp10Pb2Rh9K1sbVxSPeyWEun55BIf44KIUmSmHhmFAxyLPOoo127SXCS7v0uqVcoMo+Dd763g+qNKrJrWfiWj/xaHoFLLoyIATkhzySPQl5LYK8BkncT8nvARHWj8UGDdJerIyKkqjL80VSS+fwqmneaNK5WJFTeqaD2Xg35jTwChySsVENl0qjTcxhKI4E6/SyzJVEhFHohknNJ5NfzWHpqCan5FO59+x4lBrLMCaszcpBdJVKYLMukUfv0Ita+tIbN39pk453AIU3m7HIWWlJD/WYdURQxb8Bu2+gf9Uln/K1TDCtDJnMKdROjSJ3p5aeXWU8YIPiTKPbF2FzRlRmehdN3sPjUIsyWifZOm0whEgqshgVJknD65ilJ/Uk07h+cDlC/QROFRDpBxbg+MeVIzafQukecDiHFZ7dthteIadPGb2xgVBmdr3M+hqKI6xLYAbr7XVTfq5KxwyjgdRFch/b9NhRVgTtyqcjyQyY3ugMXURhh82ubjLk2CgZWn1tF+dEy7zFCZ1moMLgDF3aPEu6t72yR1bcms+WxIJR6tkf38thIKY5ibL24hfZOG3EYs0tfIk1FZ/+0j2F1yBh4sX5OmwiNhQsF2s8jknxsbbegpTSCE8l0j5+8fgLfIgx7bjk3o3csKzLmHpmD2TIhJ2T0dnsYnA6QXcpCz+gwSgY80yPVkpgkAEOHutepBeoqp8pk523WTTTuNijZHrsUGjkDZtNE/VYdzsCh+9gO4Ds+JEXCyRsnswTqgYON39zA6vOrZAM9noREQQTP9LD94ja2X9xG9b3qA4Y//1TjYQL8MM6NKIxYjiuRJQccwbwXh58I4SDzi0btRg3uwOXOoJE3iNlueqi/X0fvqMd43TiOicXshTOH7MdF6WoJpSsl/k5seTuFsVv/8piVe64RG2FhoyCCWTNJPmeM//Utn0dgwpgCmJUES5fTLE/E+NlxTFvQnhdWy4KiK3jkP36EuwiioxTYAfSMjsLFAspPlDGsDMmSM4450VUNFc33SQorDmJUb1R5dKtnicBmNk12cUsWk5AVmTfNaec/d+AivZjG3CNzSBaTrGtcvFTkgyEKIu4mAQRZcPoOOfuNTRjS82msPr/KJhRCt/XktRPCrcp0rYfVIUaNEVzThTsiOMTS55dQvFRk9raW0lB/vz4Rg1cVhjlU3qowNCWOiPSkpTUULxchqZTgSoqE1edWqRgaE7oQT7DFp2+cwqpbtLZuAEVVECOGO3IJU/7MCuYfnUfxYhHrL6yj9EgJURgRfGfkz5gKLD21hMxyhrRGi0nk1nNo3W/xGF64/AmLacWg7zI8Joml3e/vwuk5TGILferyDE4HqLxJCaPdsaloWskiWUwyW7z+fh2yIkNRKNHpHfZYlaR4uchrpCU1KhSVcWITEBYw8iedq/2X99E76EHW5AkPYNw87x/2MTgd8LRFjOVDN8Tdv7iLe9++R1J4igwto81obgsil4BESJCQLCaJRDdWd1ESCuOtAYITyAkZnuWhdLmE9lYbTtfB1l9tob3dxvIXljF3bY7VT9yRi72X91C8UkTpSgkSCCNstS12Dov8CEufW+JnRHS1+0d9OH2HrkuWkgxv6KF/1Keu3dgAJo5JXg0gtQlhpOCOyKxBTJ4KmwVSlhhLskVBRAoiikQKBjFmTFIAoH6jjsHRgOA86QQl7mGMWIrZICOOqHNYuFCA1SK5w/0f7mNYG3IhLRoZC08soPJWhUffo9oIhQsF5FZymLs2h6u/fxXFy0XEcYzmnSar8ExHZ6uD+s06fWYQnthqWLDqFuyezdCX0pXSRGowjuENPVTfqaK7MzFqyK/lUbpC8oBGwUAilcDu3+7i5PUTFC8Vsf4b6/we975zD/6ISKJ6jshkcUiKOKE/ZZrh0yQi8iMEZgB36LKrYvXdKsEbVFISsVvU4HBHLoySAatuoX/Qp0Q7IIz3yrMrKD5C5DLPpIRaYMXdngvVUJFdyyKRTZAFdd5A404D7e028puEs+8fEY8mVU4RGTeIMKqMOCG2OhYWPr+A8vUy2vfbpPwQRGSaIRMB02pQV/7et+8hjmK07rVw8vMTuH0XS59bQnYtC7Np8j3qDciGvvJ2Bfe/ex/Z5SzMusmygr7t4/SNUxy+csgTIdFkufuXd9E76MFsmFwECy3zf+rxMAF+GOeG0MkFgPlr80jNpXDxty/iwtcuYOGJhZmf/UVIaSKikPBSQu9SkiTajDQFw8oQsiyjs9Nh4tnhK4czjnFn/eo/LHKrOZSvl2d+Z/3L67j4Oxf5Z0RyWX6cfk5gDouXi7j0/7P3Zk+Sped533P2PLlnVtZe1V3VO2YfDkBsEkCQQZGiKJqyw7IV4ZClv8EOX/nKvvQSDkdYoQg7ZClCIVmWRZkESAIEgcGAM4PZu9Hd093VXd21ZmVW7svJc/LsvnjO91XVzHCTI2TAnHMDoNFdlcs53/d+7/s8v+eXr0iOp1E0ZNfH7bsXY5Zxpn09/3n4ji/NagJBJt9DGKNzr3MB+v7Jn/dJ1vF53VbjhQZu/tZNcjA/PMHeD/ckHqfzcQezzgw7v7sDr09Tjj8m5qm4WpSYm97DHiZHE5hlBowEswCRG+HyX7+MyclEdqkEtaL14Rk2TTCZq9tV+X7Ov/fOxx30HvXQfLdJLJquonq1ijRNcfjmoTzIGAUDds3G7HSGyIvQudvBwY8P2G3tzDA5niC/lJdSkid/8ASqTh2hojCe2Gk7UisLldMLKT3JNklVV2GWTfkd5Rfy5DFH1KA3328iSRLsv7FPTFTXlQWAoinQbZr0BOYq9ELZcbr127dg12x4PZIK8ot5OcEQpiHd0nHzt27ia//l19hhdSM4LUd24qGdi4jNuMxiw3NaDuIgRuVyhaa80xmRVw0GiWgWx+PitRaWC1h6fkkaNsuXytAsjd2caYDCcgEv//2X8eo/ePXCvbb2C2soLBQQhzFNr3tj5BZycqdwTh3c+Wd3EEwDdB92EbiB3Cj3/2QfkxMe6oZ7Q0xaE0xOJrBKFgInkIa0wlIBhaUC/JF/oQN18OMDDJ8Nsfj8ojRTQiWp4NrfvIbrv3kda19co3GxksPi84s8tKkc9SJhMeKPfbgdpmyt/sIqVl5doRnTjWBXWGTqOR1JwqJm+eVl6Dkd9oKNy7/E6cLyS8vS/BY4gSSUnL+/VU2FWTKxeGsRTtvB8U+OGZ28WmAhPJyfpXvlDWx8dQO7391FHMTI1XKIAsbldh92KTHINOJLLyxdkEs5p5R0BE5Ao+U0wODxAHbNxqQ5gdN0OJaOz9ZtPafDLJvwhh4mJxMWWIYq+bbnL0VRUL9eZ3x22ULgBnI9NosmSis8UH0yJTMJE8wnTE0TiWMiwCHwmCiZJAmO3z5m9/v5JSmpEc/++e+/uFaU+t35cI7eo96FOPPqZa4z+Uaez07HIdINfH5EOIo/8mEv2BInqJka1r+0Lnm7acqifP1L67JjaxUtmtg0RcqgoLArHkwDOG1HPpvrX1xHeaNMDvqY+lxV53TIH/morFew+uoqqpermDSpt4VCHrSiKZieTLHy6opM4Lv1H9xiOE/EYt1pOYjnlFmIyVW+QbmNZvEQWFqjkTCNUynNCmeMARddZrNEb4A38JjyOQkkPWTx+UUEswDv/+P3AQAf/W8fUb4TkjjT/bgrjbSiOz5tTWVTQdxD4vn4eb0+L4A/vz7zEhtVeb2MhRsL2PzapnSRn9cCA2fGob/Qz01TPP3+Uxmlu3BjAS/+vRex+MIi9JwOzdLIZNXI5BUbyCe7DyIS+C9zyQf6XGGpKGe8Ts3QJBgfAF79B69i+aVl9B+xCLfKFsw8C8X2R9QCAmcSkFmbXcokORs3xn4sC/vACeS42CyaQEJpwendU7z7P7/7ma/5QlIYIM0waZJKiYoYkQEsQoWBbLA3QBxRZxj5EcaHY3YCcxpyNeKCkFKnpkCBc+JIYyJAN3uulkO+npdM5nAe4tqvX0N5rYztb22jsFRgMbxeviCFiX3qR8eHYxqHJgHSOEX7dhvN95rwBp408Hh9T2oSRRynUTAwbU6l9EHVVUkqAKiFE+9ZGCgVTbkAiK9t17Dx5Q0UVgrILxL7E7lkEqcpO97jw7E8+AyeDtC512GoQmcGp+Ng9492ETohzDxd01bJgqqqmLanePhvH6J+tQ5vyDCD7oMuJkcTvr+hJ7XJoit+9Vev4tqvX2PRJlB3QYI4jhFMA6y+uoqtb22htl1jXGtmfop8bkyN5xoY7g/x5DtP2GUqmBgfjVHaoB64vFnG+ldoJnrpP3sJ+YU8ypc4rdFtwvjjkGSM5ZeW5di9uFKkFnXqY9KcwK7zMKKbOryhR+pDTL2n1+NIW2jkO3c77K7OeM8FkwBe34M/9OGeuji9c0qDYxbxrGhnB6ZPHvpmpzN2nkLyUoNpgMt//TJu/u2bKCySsazbOqbNKaU3QYLeI2q7J80JVJPShjigsa2wws6mpjN0RjVVxkK75MhGHmkBQnOs6mfhBbEf4/CtQ8kFBs7kS4ETwCyasKoW0YI60YLhPCRKTVEQTAMaFpfySNMUm1/elHSA+XguU+yEme/+v7qP5ntNQIXsHgqT2PhgLJ+LxRcWods67LpN7bgfYdaf4en3nsLpOCyizmH8RGJc5Edo32ljvDeWsjDBCY58SjRGByP4Ux/+2P8U0kwkSJ6/xLO2+NwizKKJwe4A/tSXplFh/IoCJhE6pyzCc7XcWeGbrTViDQayZoihQtEVOV08T7wRum5h8iouFxmjnnGcw1l4tv6GDN8QaXLCyCjeo6IoqF2tYe2Lawgm/HO7brMgHvuY9ShP8qe+fE+jvRGiIEL7I+rkkzCRBJjIj7BwcwHBJEDrTgutD1sknoRn5kYjzzCLyIswH88ZmaywEdB8r8nPNTOH6xYxl3bVRv9Jn7i5kYdpe4okSOCcOjKpzht5khFdWs0OLX5Ew1tmBBWyGt3SkQQJkiBB4NIIPdwbonO3w9TJNJXens79Dh5/5zF6D3s4fvcYmqXJ6fDkeIK91/fw83p9XgB/fn3mlcQs4oQj+LOu0lpJpvGIk2ESJ5/ZzRRX5EWI5pEMNtAMDYvPLeLWb90ifitJaaa6XIGiKzLx6pPjwH8XPqEY24iOcGGpAKtiSc6wcM1/MuY1iRP5OZTWS0yMmocwctkGZmRdbJ36uaM3jxDOudB4fQ+5ag7Xfu0a9a5ZIS9kFYpG841z6khjz82/fVP+bhFNK16HkEyYBRPOiSM7NWmcSkZprpZD7XoNs9YMek5H5FICMdobId/I48ovX4GZNyUWTIxhxUYfOAHaP22f8SBtDdu/si3xUtOTKZxThxq7gYvWRy1qUbPNKnRCJl+VTLkZ52ocfbZvt2lMS7KUums1msNsQ7q7FU3ByXsnaN1pSbi/YIMev3sMr08Af38nw9Jlha9u6UwqTMkg9Sc+5QLzTDaj4EKoS+VyBad3T+V3FTgBeo966D3uYXQ4wmh/hOO3jxG4gSQkWGWLhjg/hmEbcjz+3v/yHg5+fADf8VmQHdHIk6vnsHBjAeV1MpuFflsU77PeDArIrA2dEAvXFtjNUhRs/dIWiktF+EMfoRNKPGAwYzdV0c9MdACRXrPWOTmSAhz++BAAsPT8EjFJVRuqyeCMnW/vYOfbO1j/0jppCkkm90l4MM3VczKuubxZlkafwAkw6844Fh558AYeWh+0mLSWAM0PmjCKBoIZx6+6rSPyIynNWHl1hQbDbPojvo8kOXumRbGy+urqxWdRFBIK/12KFIdvHcJpsaMoaAL17bpcm0I3lOxYRWHs7smHJzh6+4hGKj/B9i9ts9PedhA6oTR9TY4nckIUzSOsvrYqpSVf+A+/wLG7GyGchpKUEjgB7HomJzqZIZyFF1LxQjcEUk7WqltVGUohNMOxH/OAF/OQa+RZeCHNQnIyY644LHg9jySK05mcdISzUK6nccifF3lcc8VzD3ANDyaBnHrpJr+rvdf3sPPtHdJwRh78iY+9P75Y6IjvS3Sq0ySVkx7VUCVSDgkLUbtmw7ANlFZL8kAtOuqbX9vkc5LJ6wpLBTS+kLHYFwsX6D25Wo7yhyTFyYcnDMIoW9KQqxgKddSmJvm8iqogcHnfCrSfOFiETojll5fhOz5GeyMeWJVsjQ4SqQ9XVAVuz0XkUVM/bZ/pg6OAaEjn1MHBmweYdVk4t3/apn48i4UvLBfk5/X4O4/x8b/+mN6EJJGplUnEwnQ+mcPIG+jv9jE+Hss1oLhcBGIeXAZPBtj/8b40x5pFE8XVIkOePB7cofEzE1prgK8zV2N0vNs5kxXNR0xHNIsmi9sf8DsXJtPACXgwPCfd+Xm+Pi+AP78+8+o/7nPT+ATqSFxXf/Uq1l5bk8WkHIP+aB+Pf/8xdr6985lF6nB/iOZ7Tdz75/eAhD8H4Ejl2q9fw6wzg1W1JKaldZtJSaquXjAQ/Ltclc0Kll9alp2Y6lYVi19YlEYgAHL8KkxzAE1Hdt1G5VKFbvgmOyqhT15nMAmg2zqCWQC3l2GsMh1gOKNxSzO1C+a48eFYAvPH+2NEHjs8InFp/RfXsfGVDYRuiL0f7mFyPGFnIGXn5uqvXUWunpMLn2D5aibh7pqusds1j1DeLHPEDh5UvL6HWXeG2KOb3htxA4VKrqZVshD7Mc1jEx+rr6zi2q9dQ2mVWfcf/58fS9SOSDU6eOsAnfsdJFGCxnMNFFeL3KQyp/Z8wPje8cEYSLh5Bk6ANEhx7TeuYT5hLHGukoORM/h5jgNULleQxikmhxM0320i9mOZ3jU7nSGOYpnGNNwbwipbmI/nDFHIIq9z1RzKa2UZDwqwayVMQL0HPZp3Pmyh+7ALt+Ni+JRIpOnJFPE8RnGtCD2vS0aoZp3pjdMkxehwJCOm05jvOb+YR+1KDcsvL0vJh7QWYQAAIABJREFUSRInePydxxIRJkbluqVD0RWsvLLCUXHJpFt/gR0d8f4QQ2oox3vjC0YpwWNVNRWjvRGO3j6S3WezYCLxE4lHEvxTYf7LN/Jw+y5y1RwWrrEzPOvOJLu3eqVKzrRHIojb5d8d75N4sv/6PryBR71iePbcN99vwmk5DLIYeAhm7J7Wr9aRRkxpDGehDBypbFZQWivhxm/ekMW3uESRA1B+0LnPbr1uU2MfTKm1VlSFZsjMze/PfGiGBt3WiYnyaGgTeLaFWwsyeGT/R/s4/MmhDAAJnACl9RJe+HsvsPN4zhBVXqfut3W7JbuOcRDD7bhY++Ia9dwlU8qfxCUKtU8FSmQfm+iWJjFNYIZtyPAYgPpo59SB03LIdd6unrGWoWD55WXUr9e5riWAkSPpQLd1VLerF8y65Y2yPIhouibT1+ajObuC2UF2dDi68FJ3vr2DgzcOAJzJGPScjsRPUN4sI5gEcvKlmkwxzNVoeM5VcpQjZBIXgMXmwo0FSR1SVAWjpyNqoxs2dr+3C3/qM8zlUgVWhfjCyItQXi1LbbWmE2NnFk05YQTIeO496sEqWiguFzE5mSB0Q8kiVw2VptvTGQvotZLs6OYX86hdq8n7rrhSRDDhVEvKjjJJlNf3cPzWMebTOVoftei/iFMUGpyUiXCa5ntNOUlJk1SmvIkpZRzGMunROXEktUEzNNSv12nCFUbljPiTX8ijdrWGwmLhbO1QU2kYFN9RcbWIvR/unXlGjmjEXbi5IA/w/pgIv9O7p/DHPjr3OtAMDf7E52Q2SmXgDfDpCe3Py/V5Afz59adeosP1WZfQAJlFk3xdEa94jt37Sc0YADz93lOO9bIwgU/q0cT/1m0d09b0LHfdC/9S+LPPuuLwLN4WAFZeWcHKKysXAhX8sY/hs6HsWAqgfHGlCMM25AKShAxryC/kpebO7bqSuRmHMa79+jVUt6uyu1JaI3EgjVNUt6scUc0j5Oo5eboWpr/ichGFxYJkBbdu022fJinWv7qOW799i/D6d5uyyyq0vEbeYPRmlMCqWShtlmBXM7rF4QidBx3sfncX4TyUm5fYQAZPBtIYpSgKJocTCZTPL+al61osxkaexaqSKhjtjYhDiunojmNipXRLR3mzLPPqSxslHiaiBIHH7v7KSytQNBaoiqYwQSkkcWFyOJHFuDf0ZEfXdzhmB4CFmwvcHK7w4DJtTbH04hKMvIFcLYeFmwu48Zs3YBUtlNZK7IgCaH3ATUpsRPPhHIEbIPZiJhRm7vXq5SqKy3Sgi6Js1plxJNn3aEZKMzZtnEI3dWz/8jbMvIk7//SOvIcf/s5Dxi+fTLFwgyB8q2LBrJiYHjN18fm/+zxqV2qoXqle2FjSgKlnxaUiTu+fIg5juF2Xxq1XV6TGsXW7JVFF+QaNNmlCrWD9Wh1Lzy+he78r3fHiwGfkDFQ2+X25PRedux3kqjlUNnkIMfKG1BCL4liMq6fNKQ80GRUDgLwvQ4eFgT9lIbpwY0EmaEXzCPMJE+7crovCCouy8fFYBp+IZ7P/uC/pBOLP7YoNq2BJyZYYuwdOgKM3M5pIVnzGATvU3Z0u8Vhdas6hZMxbVZVUgsgn0UBIPZaeW4Kqq3BOHExOJhgdjOREIIkSKIaC/Eoe/tjH5V++zACJTEqjmqo0WRaXi3KSI2gp4p61GzYlTA6/8/Ma4mgewSyacqqAlGPsWXsmJUxC0qMaKp77j57D9re2WShmaYqzzgyKpsjXpmhnTv/tb21Dz+nY/tY2VEPFrD2Dc+rA63uMNndDWRCKz/6TDQl7wUb1ShW6qcMskVKRW2ABf76Rsv0r26hfqV84BB29fYTjd44vTN+MAvW54qDw/j96H/2dPva+vwd/Qv24OPTJz0rlBMrpOFh6kZrjhesLqF2pwet50G1dTpGgQB6IzaLJ16jygCGkUUbBwOJziyguUcYjMGXCsCoOHEbeQDznGq6oCvqP+ohmEXK1HDRbw+SEB/hJcwLf8Wnai1LMujMZTCLW28JyAUnA4t7tuYgCTvCSKEGKFEmQwChSRpFfyFMuNAuQX8wjnseIwxj1q3Xem0FCzNuMjZI4jOH2XRy/fYbhPHr7SJJo3K5L1vbRGP1HfRlPjQRSMhX5WUc7PTv8NN/7+eQGf14Af3596gq9kCD8xfyfWgCfv0SnDbhoABNj3siP0H3Y5SjuYCR5kZ9lZEvChHiZbJQoitPAOZNBbH1z69/NeJfp4sRVXi9LDVphqUAz1gJ/R/9JH/f/5X3sfneXHMpXVhB6IaUZioLBM8Z5Jgl/plkw5chOjF4VVYHbd6W0QDXoRrYqFtI4xfLLy+xQxPzM4yCWo7KTD04wfDa8EEhi5A2YZRML1xbk+3cHLpnM9zuyM9e514E39OhKNhmPGXrsxqqGyvF85rhPkULTNIyPxrj8jcsw8gbad9oyKnPh5gKiIIJZMKW7H+AmcfzusWSyip+/8+0dHL51SANMmHCDyxzFRoFpSYKeUdmooLhcRJqyuLFrNla/uApF4+cm3NFJRAqBUTBw8t4Jug/JJrarNtZ/cR2rX1zlOE8l8cAqWnLcKr/rjTKsqoVozs9IfO+1KzVKXxp5fn4ZNmnWo5RA1VRABUorPLwUlgpQVRX1K3WMjxi+Efsxeg96FzZve9HGtDmVspCdb+9g74d7Z8zslNrgxo0GNr6yAU3VpCTGsA0Ul4vY+8EeYv9sCrP51zYpv3FDBNMAVo3jbsHvLSwW5O+bNCckLugq6jfqxFhpHLsXV4tkuz5gURZMyYrVbA2VyxU4XYeFoUqzp2pQGzsfzlFYLJDvOgtkN8ztudzIz8Vt16/XGdNt6oBKKYHX9TimLZjY+uYWCssFtD5oXTCGKoqC9u023A4PNuJAOB/NJY3DLJo8KCkK9IKO0A0lzrDzcYdGrLF/FrIRsQDUDE3qUb2eB+fEgT+lz6B+rX6BApNECeZDjrBFF10EDSig7EjRMoPiqYN8PQ8zz+j22OfBz5+QNX3eVwAQ7xe6ocSirX91HUvPE5M3PZnKg75IDDwvjZi2ptR5Jky6i4KIXdrM3DltTSXCqrJRwdKLS7AXeHgtrZRQv8JkNefUgaIqWHqBRaJRMORBvn61LvnMoRfKznT/cR+hG6K3w0O5XbdRXC3K/+6PfRgFA/WbdU7sNJWdU4Va987HHd5PmorCSkFSGkTxpFv6pwg9N3/rplzrnLaDKIig5TUUlxgpL6Zfo8MRkXRZdHYapdj6xhYuf+Oy9A6kKSkRTtuhKdMNYTds4hyHc6nNd3uuDDpCyrUOKrD04hKefv8pug+6uPSNSzLwZrQ3gmZpUHMqNEuTEiXf8aEoCgp1YucmzQnu/LM78Mc+ZQo+70WxDus5HXqOEc6KzgONohDtF0dMZxQSL6NgwMiTBS/Qf/3HfTz7wTMcv3uM03un0E1dGn8FPSmchXBaDkZ7I8qMIhbMInZ9fDg+2xuyg04SsuCubFXoFwgTBsxk0y4An/IF/bxcnxfAn1+fumanZCGKcd+fdymaIuUOaZri0tcvQTM1DJ8xRe3xdx7j3r+4xxNt10Xk8tQoxl3dB12pA4wDdhZr2zUJYj/7RfwPsUH8ZRLhAHanz3ec93+0j5MPTpCmKTa+vAHNYAFQWi8h9mM8+8Ez2WVofKEhY0HzjTyNP0Of0ZidGUMQsm5KHFDTKzjJgjmLlDKMpReWJAJJdJsmhxPoOR3Nd5s4fvcY09aUzEyTOr7+kz4O3zxE5EXyPQhm5+x0Ruf9syENF3ECr+9JeUDnfgfTkymKK0XYFRuVjQrH4Vk3t/F8A2tfWkPoMh2u/7jP9KW8jtZHLd4HuirT0sR3DkCO4YbPyBH2Jz4O3zzEtD2F1/PgOz7ydbIqVY2by2hvhNqVmhwrNn/ShO8QiL/8wrLUGgszlKqrEuAezSPMOjNuYB67WJqmSUNRaaOEwjINU4qqwBt6NImAhsLR/ki+1satBoyCgbUvrbG7nXXno3nEn5k3aKjyY5zcPkHkRbj1d27h0tcvyYNSHMaYnnBSMR/PkV/I0zBjGhLZBlBzNz4a8/vO5C6T4wnq1+vkbhocccoUN5EUloVOGLaBpReXWHR5RD2ZNgtBe8GWQROT4wmQ8gDXf9zH4nOLKCwV0H3QRTSLJOPY7bnQLV2msaUpo1/bt9sob5RlAphmaIjnMQ7fPoRmaCiuFiXyqvuQyWdIaexSDRWrr67i1t+5JdGDkR+h9VGLB7ns+RVkivlojnHzLHCmvFGWIRliZzrfAQbYdVy4ucCiZTqHZmhwB658FvScLs27Rp4Uh+79LrvMfVcG7giqR3G5KHFhhaWCLPaAMz+D+C7GR2N4fQ+qQVxVHHJK4LQ4jRjsDmDXbT7bmalQVVUZyrL1S1vUlg75M+pX63jhP3mBhXye+nCB5wP4+YjwFy4fHLWbRROT5kTKOhCzuxv5EabNKVoftORnYdiGRDiKFDvx+WvWWcqZwP+laQp7wb6w7qfgMyGQbmIqN+vMqEdNIDFw06Mpeo970G0dl3/pMr7+X30dSIBRc4QkSKTJUFEUDJ8NZdEm1pi9H+whTbKJUyMvi1/BGe497MGwDHapu5RAuQMXin5GrTDyhlw3tr+1jflojo//1cdcHzMPhVEwZJqmUTBw+OahPNQoiiILdKvMQ3PjRgObX9nEfDDHYHeA0A1R266hfr2OYBrwns2kCIpGvXFpvYTiWhGKQU60UTAwH89xepepceIZad9pU8KwmMfCrQV29DV2lnPVHLv1GQ2m/7jP9NVsqqFqKpIg4UEzQ/YJb8TJ+yfy79Su1eTPEYQXERUeztigaN1usbtsGyiuFOW95/ZdpEmKykaFh6eOgxQpmu82Mesyxt4qW3+m9+dn9fq8AP78+tQ1686YRhOnf6EOsKqpOHjjgBnsGVUhDohx2X9jX3ZiTj44kalq9et1JCGRU4OnA7mo9nZ65CfWc9AMutUB4NLXL10cvSm4oDX8865ozkhRq2TJPxPmsvOyjdJKCbWtGl2uKWTohl21YZUt5Gt5KWlwug68IcffwydD7L++j+7HXXI0ry9wAS3RhDHaH8lxnTfwMHgyIObtcR/+yEdhqSCLO7fHjk/3QRf9x30032+i97Anx6YC8K6oNH+J/65bOqwix15W2WKwx6KN0f4I3sBD70GPwQv9GTSLC66ZN2FYBmanM7z9P7xNyUOGCRKLpdiEBLXBrtkkA4Cs3Jf/85cBQGJ5ACByI2imRgOeQmlA6IQyQSyNKTdwey6dxRr5qkmSkG6R07hBa6ocEfYf9ZEildIYUXyvf3kdbp9pTs6JA7tmo7RRwvR4isGTAYrLRZlw5k+ocUOSFSTZvaFq3Dx9x0fssxMvvmeAh0IRd1tcLqJ6uSrNKsKoJ9KpimtFRiiLmNokxbPvP5Pc3DSl5m8+pu41dKkfFXKa7sOuNKXkF/M0ry3Y7PqWLSZSFXkfN241ZLyvaqgXQz3iFI1bDeimjsnhhJseFPgTnzGvOQ1xFGP/R/vsuIcJxsdj2FWyuJM4weLzi9JIFHpMZQu8AJqhyfH/pDnBfDhHaa2E/CJNWyLmWXwG1S1qiMV7lPdV9ggLCYdVsbD22ppcdwRpQBx2j39yTKzaLGDYgBciV+b3JMgjusURfJqkePTtRzwwTQMkAYuiJKSMJd/II41YWHkDj5G0ywVJJCivlS/IuFZfXUXjCw24XRfT5hS5co4Hdl2jBGQWoLhWlFpngNOgWZsoP+E1ePbHz9B/3JdyrFwlJ01aG1/dgFk0cfzOsUyfvPlbN/Hy338ZK6+soH6jjtrVmoxDTsIE7tAlkitLFDx6+4jItBzXT4FGFOliABnjbofdfX/sIwqoB/eGJAmIQxHAzqyqqYj8CM9+8Az9R334Yx/Tk6lkw3YeMAlOz+uYHkyhWzouf/0y1l9bh6IrMjlRaEYVlfehkDe4fVfG+AJc7wWf+NqvXUPnXodxzUGM9k/bmBxPMOvMEDohv6M401Zna4U/9XH8zjH2Xt/D4NkAB28eYLA7kPQgVVORX8xjfDjG5GiCp99/ijiKYeaZ5KjpGuy6jfHRmJjFjgOoPARFc64fmqVh7RfXZKy5bus0/M1jFBokzwyeDNB7SN55MA5IB5mF6D7swp/4lGO9tIRwFkouu6Yx6dEsnbGekfKQ4Q99SR4BSH5wTh0ZbqEaKu+/aYDADWAUDclBd9oOu+wZn1vVVUQu9b6JT6mXN6Q0qPNxh0XvZgX5BqU93YddBndnMq+9H+3JmOnx0fhTWNCfh+vzAvjzS15i9JFECVof0RAUzsM/92Qn8CrRPLowRhQPmtgMpk0ugrqtQ1EUrH5xVY44oUCmDZ0f8aVIceVXrsCu21h+cVma5tIkxe73dv/c9yR0dn8Wq3D4dIg0SXH8zjFy1RwKiwUMHjO0QiCP5HsCx6XCnW3YBoyigWevP0P3URejgxE2vroBI2/Q3GTrjGgdzZFGKfo7fTz6vUfwJz6ql6tY/8o6UhDRpFlkIDtt54xXmWka/QkdynpOx+53d3H0kyNqEjO6ARRqCM2SSXNCwu7u4MkAqqHCyBssoDOUkeDJVq9UMToaoXOvg96DHhfBnsfOgMuxmOg4D58NsfjcIurX6xcODbM2x+6aRpNEOAsxPhxjeDCk9MEyeDjKKBlxEMsNQFE5PQi8gIXaMYvo4nIRtWs1JoBlB7HJyUTqO0Uynbj/ACaeVberlC8k5IqufXENAGR3RzjX05Sbgp7TJUVDz+kke6Sp7JYomgI1p0rOaZqkWHp5ieNnj+PvOIqR+AlUU0V+KY/SaolhGaqKtdfWpC5c3EeaqWHh1gLyjTw6H3fgDTwsPrcoY18HuwO6+TUV1UtVxqQKE5xytnmLqOtZdyalD06L5qnSWgnLLy/L9MJpmxOCB7/zgOPdwhmKqf3TNubDOYZ7QwROgP7TvjTyaYYmQzEql2hQ0y2dmsq+h+HekKaZqY/qdlWaba79zWto3GqgtFpC7WoN67+4jut/6zqq21V5CK5crsBucIyeb+SxcHOBlILDsZzyCD2xuAdUncau6cmUhykoMEsmGjcbKG+WUbtSw9W/eRVOiwfNd/7Hd/hdZlplzWD6nKLR6DSfzjHrzXDvX9xjuqGts4OZ06Ga3B7FAdCu27BKFnRbh2bygJbGPPDYDRbNiqpAVVlYCPRc/0kf9//FfUyOJnL8DoXxzwBw+RuX+fk/HRKzlx36nFMHTttBYamA4jI9CMWlImKPWmaRjhf7sSRG6LYOxVDwxn/7BvqP+8g38lj8AhGTaZqicrmCwnKBUxGFgT7jozF+8t//ROITnRaZxrlKDmuvrcEqW6hsVeT7cjoOTu+dyuc/iRIWuAnNlqrFRD2rasGwDVS3qnBajpymAZwMzE5ncr8QKYniWRXPKBQ2RZ5+9yn8qY/5aI75gJ9VGqeyey0S23RbJ8ptwFS4aB5JOY2gOUhGd8Yj7u30WIyXSdiYNDmNG+wOJDkkmAY4eONAJl86LX43btdFHMcy5EZODTIedeSSGOE7DPRxu6R9VDYqmLamMIsmTt49wWh/hCRNkIaMLBd0EUGfEfceFCa2hbNQ4vTiOGb0dMY/9voeypfL8Hoeo6j3R0zjCxOUL5VRu1qTUdOjwxF2fn8HURDBG3o0yTqUWIkUS6SQDSe7YUtqUn+HRnlBoREkqJ+n6/MC+K/gNT4ayy7R+Wvvh3vY/d4ujSuZgePwzUOK4D/jSpMU3tCjrMEj2ux8x7j1UQsnH5xI6Hnos9N16a9dIlM4f1ZY9h71cPBjuorLm2UMngzQuNVgfObjDHeVadTOX2KD/NOu3e/uSoSWNLt9Qjph5A3s/2hfop0AHgacFk/MAuAPkAXq9lwUV4rQdJId3K6LcJphzwbMXDfyBvypL8Mg4iBGYbmAKIzw7HvPMG1NYVUtLFxbYADFJJCfnei+zYckJ5TXylh6YQm1qzW5UUQei4791/flKKu4QqPGxlc3MD4YQ7c4AkVy1okLpoFEz218dQOFBrssk5OJXATzS3lc+41rcFoOatdqmLb5/TunjqRRiHsiTVNMT6coLDIpcNaZwXd8bjaaCqtqYdqaYrw/Rn6JGjazaGI+nGO0P5ISj8GTAaDy89VtHbVrNdz8zZtYfH4RqqnSYR5nEagOux2Nmw0sv7iM0d6IRV2Oxird0qUkR3QbvYGH47eP0fqwBc3SUL1cpat57KP1UQtmhdgfs8QOomZqWH5lGblaTnZb0ziF03YweDKQHZhpcyqTpAQjWGgKW7db1Almt5tZMtF8vymRXClSeF0P5c0yNJOHB+FaX3ttjaNoS5XJcOODMUorJeqks6KsvF5m5zUL29BMDbPTGS597RIqlypovte88PyW1kocV2fhH7WrNUL4wxi5ck52iCI/kkQSfpCQHSZN07D59U2oJrvq8Zw65cJSAY2bDWx9cwvAWQy4SLjyujQedT/uysQ7M89o7O6DLnb/YJeIu3unWHlpBbXtmuzAJnHCacnEl6Y5ccAWGl+zyJ/VudtBFEQorhRhFWkytCpMCxNrQK6UQxqnWLjOpLg0ZZhCaa2EyI34GasKRkcjPPjXD/jMZfpjI2dANTmur1+rY/W1VZh5U7r8kzjB8OkQqkocmKIqKKxShtJ8rym7nAIFJtYjzdKgWxnneDSHN+BBdHI0wf4b+xjtUecazrNRdhDzuVaJCitvlKW5yu27GB+zK1e/VkfjZgNWycLp3VOU18ooLBVkB1pwgoXetH27jVlnRobuWgm6raNxs0Ft9ZRSj/OmqsqlCgtfk2EQVtmi3CrT1CpQcPjmodQyT5oM5rCqFra/tY3SSkkeVIGLUfJIgdP7p7CqFoNflgvQbA2hH0okn1kyEXkRzLxJuoemUJKTHWBmvRn8ic9AEaQSSTgfzRHNI+gFHbpB6Yzv+Og+6CIOYgyfDZFv5KGaKty+i/loLnm/7sDF5JCTDyTsksdhjFwjJ7/fydGE0q0w4XeX8LXolg5FI3cZIJ5zPpojmdPk5vZdnH58KqOgxSEhSShrUcDJX+hkcqlEQRqy0RT7NOI9+c4TAEB+mQEh3sCD3bBhFAzqk8e+DO0JnRBux0V5s8y1M6HUrH69juEemxjRnOzsYBbIJEGkgNNxpJRR/nl2Nd9vShLLz+r1eQH8V/Bq32mjdbt14c/OJ/L4E186tFVVReujlkxkO3+NDkYskI+Ze998t3mhABYLu0gvO3jjgHG5mxVpgBC/W7d40tVM7VOCehHXeP4SbvDznYhPXuLnt3/aRuiG7A52Znj8nccAuNDmqjmZdS5esz/zJQFi2pnKJDiAcgnhGA/cANu/ss0UrqyzKtLHojk7HKKb4Q08LqRdF/PJnFpeQ0flUkV2QY/ePMKsywACgdqyqhbimB0eb+BBy3EBPr13itM7p4z0/KBFvWym31J1FcOnQ1IKInZ9GjcbUA0apTa/zlCTykYFuYUcHcZhwu8kIinj6M0jqQH3ejxAmAUTjVsN6fbf+uYWRnsjPPy/HqKyze6lZrHDFgexxCLpOY6kjRwd1ULjpqgKDx0xu9VOm3rK5ReXsXiLhjurRGrD4nOLLGbKFketlo7R/ogd0NMZmu825T0qkrQAHhRaH7Uw3Bti/4196YJfuJmhr7JOdjANMD2ekvRhUb4w2Bmwq1ViaIlIqkuiBLqhS6NPrp5jZ+RyBZtf24TdsGU0qzDYAcDuH+4icAIMng5g5A2SJ1LylwuLBaiGKtFSe6/v8ZCV6eAVhcZAq0z807Q1ReiFLCwHnrzXCyvcxHuPevyeUsakSo5s0YSe0zFpTqAYCgaPuUEdv30Mq2JJKQ7A9DihUyxvlskknpLuMT4cS6lKEtMNX7tag57XMR/TLLf5tU2aqTL+cjg/68Q6HQend095uFK4Rhy9dcRDcApApRTr9N4pD1knU+qxgxi5eg5G3kBxrYjAJW5Lz+tw2o5MxCtfKktnvzdgmIdg6EbzSL4u3SbOLAkS5Mo5+f0On7AbOx/M5bMfeRFGhyNE80iizJKEyWOhS3mPZlI7Ph/PUVon7UQ1ScMQiKvJ0eQCX13ojK0y49XHx2NYFQtOy8H4cCyLiNEBC+DO/Q7ad9ukrYypsbcXbBJnFqgZjbwI894czXebsBdsLL2whMJSAfUbNCdWt6qf4p1Xr/JQKAJp2nfaDMfIike7bmN0yEhcqEQJ1rZr3EsUdm7NCo2Al/7aJSlfMQo8hItD6dHbR2jdaUmKRvlSGTu/uyNj6gUyECmlESfvn5BPaxkwC6ZshPgzRpLnG3kWyFngj1kyeY9kvgCvxw5lMqcp99LXL2HxuUWMD8foP+6j+zETDeMghllgMT0fzZGr5qgPD1NouobJ8QT+iObK9p02kjRhGmLWsLDrNuwK5SNGhSxdVVHhDlxMj6d8vQqNmkdvHck1NXACGmB1ygfnwzkj0J8MEIf0IPQe9hD7XFPdvsvDisYpgEBYQgVOf3rK/VbhAVQw1hVVwex0Bq/vofNxB6Ef0qzn0cAcRzGGT4fUiCtcmw2bWurhsyH0nI7uw640/CUxi3VhTgb4/e98e0cSaJy2IydTP6vX5wXwX9Hrk7KGyI/QfK8pRziTk4w+kN0hQlh//pLSgOzvNN9vyrSk8yYK0ekY7Y+QX8pj/UvrWHllRWKKgmkA59Shhu7cKExgVz7LYbr0/JIct/5pl2Ctik1NM7QL3FRhFBGaW8EFnRyesUzDaYjADWShLdzv4uEXHFdVU2FXaNxIU8opeo96GD4b4ujtI4Y8ZFoxEQZSXOcotvGFBla/uIpgynHV2hepK9M0Dd7AQ/O9psShOU0H3QddAEBxtSgd9PmlPOMuZwFO7xKRZVZMOvs3KkT62AagkQs6OWZ3wh/61IJmiCik1JWJrnthieD28wcg0TGLw1iOqsVILlfOYfl+WyUmAAAgAElEQVSlZYYkDDx22DR2lq79xjWSLiYBpSMFg+aNBNLBLbq8g90BBk8H2PrmFja/sikTvqwKC2Ajb2DwZCAXc7NkyntPHB4E4ieNqfMUBzukwM7v7uD9f/w+Bk8HCCaBTN8KZ+EFvahqqOyQ9GmUcgeu1Fzbdcbq5qo52FUbdpUdlukRD4RJSne6iB8VhX/vYY9j+VRhWABYuKqaeoH6IUyFmqVJY5TAwem2jurlKmOeSxbcvovL37iMNEyljq99u439H+7j7j+/C6/vyUCR6fFUwvLTlCNXRVdg5A0ZGlBYLtDVbxvSkDptT2meMjU03+OznkYpn28FcqIjnrsH//oBJocTrL22JkM8hCE0Cagdnhzy/YpuHQBZ8IqUwfHhGA//7UPKTbLnqLhSRHm9jMYtmlPXX1uXUozeTg+dux107ncw2h8xEKBkIr+Uh123Ec5CBppkGD/N0KjlT1Np/DFLPOwlUYLQD886YNmYN01oDBs+HeLkwxP551u/vEXzXUL+tJFn8ZfGKU7vn8qAhPloLlFaaUJ5iWZoOPiTA7JohfvfjzHYHci1SnR3jZwhdd/iHtTzOhrXG5gcc4Sv53XZkFh6cQlGzsDgMYMTFEWRIRn9x31KFS5V0bnboRY/Ztfyj/6LP4LTcmDYNIS5HRfRPEL/UR9O25GvU7eIh/SH/gUZXOieoRb9EZ/P07unUu7WuU9izfhojJP3Sb45b3zr7/QxeMIDY4pUFsCxH8PIUX5m1ZjIB4XEBlVVaYKFgr0fkKE+684QhRHmzhzrX15H/Xqdz0JrKnm+iCjhSJFK0oWIc562ptTKZt1QYdKN/RiapsnDRDBhaM5gZ8D1qs77fdabYbQ3YkJklrI3H2XIxezZEIlzoRtiPpljuD/EyQcnknssm0YJoOd1lFfLMq5ZVRihnCYpwnm2hsUJ3FNXdsDTNJXPgwj2OB8sE3qh1PcGswDj/TGSKKG8o2JJyVp/p88JTt4kKUawizOvj0zjBC7IB38Wr88L4L+i1yfNbd4gOyVnD4Rds7HxlQ0sPUde6mcRFyQmJUqkuUxosRZuZqPcL62hfqOOpReI47HrNjskI+qPnLbD0Xl3huHeUHayAJ5gL3390mc+RHEYk4/4Z5AgzhtokijB5HhyhqHCWdRk6IXEoOUNJu2sFlFaLcEoGOSf5gw5ig3dULJVq1tVPP3+U1hlC+tfWkdlqyILrPxinhqrfSaK2Qs2GrcayNU5etXtbEz+UYtUgJiIsvxCHv3dPpZeXEJlq4LaVg1O02EnIotzBTLjjKbIjqtA/MzHc5nIpZsMkxDRyXpelxsfkG0WGruYiqrIuM9Ze4b5mFig2nYNcRDLgjj7h8jXafAQkaMioz4OY0ybNNMETgDVVFG/xiCRfDXPv6/yZ8RezAJbVVBcLHKkHXKRdtoOpic0WCgq42plB7CSkyanj/7XjzDeH0tqSXG1KMf5i88vskjNEgVFGpc/9vHs9Wd4/HuPoers5CupwjjVmX/2WRQNmbyk59kVFnruJEqw/MqyDB7JVXMsOiydxpM4xcJVsokXbi5IXFPohNJJ7898RF6Exs2GNPycf9Zu/K0b7DSFCawiTY2d+x08+r9p7BIuei3HiQQUFshJkEC3dXZauw47hTMfVtFC4NIco+kaFChMgUvOOtVplBKNVWD39PTeKY7fPYY/8TE5PDNyCQySKIpVQ8Wsf7HbM2lOOPZWIHXQK6+swK7b6D3sQdVU+BMfuUoOo/0R5uM55pM54jDGcHeInd/dwfRkysjxlMVFEhKNFwcx5uO5xNUd/MkB3I4ro2LzC3l4Aw/+mMzVm799UyLAyhsMRVl5bYUsWqS4/I3LqF+rY3I8QXmzTAd+mclZ1ctVHL9zjJMPTniwShno0rrNZze/kEf9ah25ag75Gu8xt+tK7X2KVB7WNU1jIV6z4U99PPnDJ+SJZ2E57TttVLYq8rkWUcr9x33edyHX2tAjSzp0mQ4WhzGi2RkhRoz4ATY3dFuXxb3Qtws9fRITtdb5uIPOgw4TADOcmHPq4Pi9Y06wNBXz8RyalWnHP2qj9VELXt8jt/lwwgnfRkViEZ/94Jk01Da+0IDTdriWZN6G6cmUCEFkyZznTMpIqf+dNqec0k0yTno2yYjmEQzbwOjpCE7TkfHJScJpVvkSA4CCWcDDHXho7dzvYPtb26T6zEJZsAtJBJClgtbz1EV3Zug/6ePpHz+Vh2kZwpERUzRLg6qocoKZBOxG66YuD+OxT/qCWTDhdIihG++NZUCJ16GOVzM1uB0XvSd8RoTcR6wxYmIiOM0iWdLrebKiEwbbaYsSB0GpEQFIqqHK70A0PuJ5zLpABWI3lul2btc984a4IRTQ/6AXdIRTkoMWri/IiPnzB6C/CEXq/8vrZ/vVfX595hXNo//X+dufhJgLIfusM5OAfEVVZCELfLoIThN2Yq7+jasyHMAf+9j93q7sUjZuNjAfzFHZqkjjQRIn2PrmFkdEGse7qsIHPd/Iy5NkcZXu/c9KlNv97i6dyfNIjno/eQmWrWaywzPcH174/wW6KZqzI6uoCo7fOUZ5o4z1L6/DtE3phO/t9GTEqFWxJOTfbbuyuH/hP31B/ozxAROyZp0Znv7RU/Qe8d/Hc46xrLLFTo2lI1fNYfB0IPWi3Y+7smDtP+mTK6wAXs+7sKAkcYLa1RqcloPyRhluz0X7dhtxGNMkZWgMMRBj9kZBFr/TE+KKnI4D3aZBRmhRoYCbTJk4ssJiQXZXAWD0dISjnxxhcjI508IeT5FvsMD1HaYFRXOmKOUX89LME80jRutm3QsoQGmjhDiJoRd0LL24xLCMVZqtoEFGFWuGJh3SG1/ewHwyp3zi3GsrLhcl5uvt/+5tjpNLFmpXawhnIfWyS3n0H/URuJRyCAOmamQRsrmzoAtFV7ip+glWXlrhuLlus6jVNaiGKs1vglgiNvHIjzDaH0lZim6xI2eVqBUd7Y8QhzFqV2rY/Oomu5l5E5quYemFJRi2wcI4JelCmMX8KYt0UeyrKk1TD3/nIboPMn1tVsCO9+lyFxt77MeoXK5g2p4iSZlWJ9IRrZKFja9tYPRsRFmDetYlLC4X+XdfXEZ+IU8dZM+FpmvkAk8D7PzuDh7/wWM8/v3HfN6eDWEUDDgtB0dvHcEqkfAgJBvCBDcfzamXTBliMD4YY7g/ZIDEPYa2REGEwgp5qv7ER+9hD/0nfUz2J1K3r1ka0XtjH97IkyxjI0/z2Mv/8GVpTFNUBcXlIoZPiWq0KhaLz82KNEZ2HnRgVdn52vvRHkI3pEwr6xgjoS7arttYuLUAu2ojjoiye/7vPo+l58j2TfwExeUilp5fovl1s4rNr25KHOTw2ZBGzEzPPHhCjS00rvVJmKB9tw1/6qO7QzKMnuNzZpZMrPzCCsJZiL3X92jQs0hf0XLscO+9ztcuON7jgzH2f7yPwzcP8cZ/8wb5zSUTg70BO6LTAKuvrrIb6VEv2r7dxu73d6FpnEbkl/IMZUgSScLwJz5K6yUWjDt91LZraN9u4+qvXoVVsZgumuG78o08CSaGimBG+ZHTdqQuVlyTE+Lz4iBGab2EwOPhMQwyNJgbwRt5nC4ULVJt8gb0PL/D7sddJAkPnoJp3HyvidaHLdnRRcImjj+hpCJXYqE5n7HYj4OY31XKzmuSUHMuKUI+f3ZuMcfu6yyAVbSgpIrsgMce7wt/7MMbeFAUBZqpwek5qF5hOl8cx6hsV0hzydB1gk8PBSgtlxB5ETXA4zmCWSDDP0RSnNNypFwuSXhoEP4cf+TLABFhdk/DVNYCovOu6irX3IyBPD2ZklS0WICiKLJ7nwQJhvtDPPn9JxIhiZSacrln/+Vx/f9er88L4J/Dy5/6fybV4PwVuuFnBk58sgAWTnq7TpJAHMRo3GxcCJx4/J3HF7K/hXatfrWO9S+to7RSgmpy0QEgSQnzyRzNd5rsNhqqTJUSncD1r65LDW3nfkd2aQUTUxrTnLPxIwC5AO69vkfUV+Zile9pFqC6XUUcxHT5njPdCbyZKFZEUpb495tf20QcxzIFDIDkwqZxCm/swWk5aH5AeYKRpwGr+7CL5gdNifmaHE5k504wevONPMI5QfhG3sDi84uYHk9l0eFPiZzpPexh5/d2KDXIGbAXaSpZfmlZpq+pGjt/3ftd6ldtdiE1g4EDxdUiKpcqmHVmWPviGhRFwZM/fILeTg/d+126rB/05AYg0FSqoeLS1y6hdbvFCNxMK7v0/BLiOJZmGbdLXarooM96M+kgjjyi0Hof9+CcEBmXq+ZgV2zMJzwUCU1mEibwhz4Zk9n3W1guYD5kJ6O/05cj+4UbC2jcakAzNLqxTx3kqjnUtmoc/d9r48kfPMHoYISTD09IQTjhxo6URaDbdzEfzNF72MPgyQDDvSGcjiPfZ5qmGO+NmT6Xaa+XX1nG6mvUJ2qGBqiQ/E0hhwE4PREbbu9RD833mQAFFajfrGM+maN2pYZ5n1rwzscdxmLHKQbPBiQqZOxiUbhe/1vXUbtSY3e8RaD9tDk9I2Q0J2jdbiGYBjDzJmH+hyweAoeboKIqcLsuaQeWznH4j/Z5wMk2fxFn7I99bHyZSC5xgEwiot50k13GfD0vNfRJTI3r8VvHGOwOsPN7OzJhTfzunW/vSENlcaWIjS9voLhSRP9xXxJk9DxNp/3Hfbrv3QBO28HRm0d49DuPMD4aI3ADmrwOxnD7Ltp32mS/huy6icS2wnKBXOEgRhzFsIqWTMWqXa2h/6QPvaDDrtnIVXI0YqacDB2/e4zR4Qh2xaacJaDz3yyYqF+vy3REEaChKAoWX1rktKduY9qa4vTuKXJVTiKWXl5C5EUY7lObP2lOWPQDUg+qWZqkr4z2RjKyPPRCBJOAGs1Mf29VeYiS4RsZrzpXy0E3WaQlPotTpNmE73xnTlfx5A+f4PidY6lXHz0bYfRsJO9ls2BKNNr0ZIrRsxEmJxNMm1OopkqKQ0IZVeiH8vkqb5bPIqlNlTrfDSZBjvZHMnXsPHd5dMSIaqto4e6/vIvTu6cyaMEqWrDrNnRTRzznGm3mTOTKOZQ2SvD6jHLf+NqGDDwxcyaT8Y7GiNwIRpGSq0lzgtAL8fQHT2VnWM8zhjxwA1Q2KrjxWzcoIcubUpIlOpvxPJbpcVDYabdKFicN2SGgcasBb+zBKBqU1iQptBwPDuKgAwC5cg5Ok40BKJTqeR2PUhdQd5yEnObEQYzqdpXre06XvHw9ryMN+fPiMJZUCM3SpIEuVciP1nM6NF2jfC9rLEljXcZGLi4XpRTKLLNTDdDsVr1ShZYndzuaM9wqdEL4Ux+LX1iUMos4iM+kFT/jaODPC+Cfw0toVv8i17MfPMPJByef+nORjBO6IXa+vYPRsxE0Q0NpvSTjV0XSjehsARf1PQK8DYAn1M2SHFkDQO1qDeWNsvz/yxtlbHx5g4WeRueqaqiwqzQQiSQ1QY0AssIiZhdq73VC0kV3WWzOAAvnwzcPsftdotEEMqe/c8bbFIlOAMez5Y2yfI+qrl4wAup5HaXlEqpXqhewPIEbSP6ryE0XHcTd7+7KUArFYGdILHat91t45396Ry6G5fWyTLY7/skxyptlVDYq3NBvtxE4AfZf34dds5FECYySgaXnl1DbrslRvDf25AI565LHKSI1C8sFKIYC3/Fx/O4x8o28HAcqqoJgEmDammKwM6B5ppSDAi6C4nsVusjqVhXT9hSltRI6H3foFM4WuDiIsfwiaQkCmZOE1JqmKcfHcURncut2i6O5rMBXFHZDQzfE4hcWkYJhBPYCtdSBE2DanJJwoBJBt/raKiqXKxgfjVFaKyFwGc9av1ZHca2IyRGd2d7Qk2EP/tBnx3cWEBWXN5FGvKfCWYhpa0pt9ozFU5IkiIIIisHDgJGn+UbPM9mscbOBYBpg+cVlVLYqkmhQv16HkTdQuVxBcZMdU7NkShRe5EUoLZfIbh247EaqjLnef30f+UV+P/f+j3u480/vYLBLE8z4mAEads1GPI+lBhEgW7v/pI+jt47kvZCCh6/I4+jbyBsykc0smBjuDtnFSYDx4RjH7x6j+7CLwZMB9t7YQ76RR3WrivxCXqLiBLoLKXD9N6+TUrFon413s/GpVbFoaBPaazdCdasKTWdC1p3//Q4O/oRGvxu/eQOapsHtMR1MdLeiIMLoGTuBds2WyKZoHiGYBvBHPKi5XReFpQJCN0RpoyT9C0aBIH+zaDI5LCvCK5sVSS/QDE0iDtd/cV1qbNt32nwGYur/5+M5hrtDDJ4O4Jw62PrWFukU8whJmuD0p6dASgRhYbGAeB5LU2yaMgURKaDoCg7fOgQAVLerGB+OcXr/lFriIJL0EtGJn7YZlGPYBnoPe7KQmo/mcmwdzqhtXri5gPJGmRQIjXzmWZdje1Gwtj5qYXY6k4alJErgdBw5pRFrtKpTNjM9mSLxeYiddWaYnEzOMFmzUPoq0jSF03OgKuTg1q/VUd2iNv3kwxMZiKTqKsYHY4yPqCv1+kwFnPVmmLamcE8Z+Xvw1gE++Ecf4OTDE9z+J7f5Ha8V8Mo/fAVm2YRZMeH1uLaoFoM50piFslkwUd4oI1fJtNcK46RVg+l8haUCps0pnnznCZxjHnaFzEkcEkM3RGGlgK1vbmGwO4BZNLHyygp/R8T9yipYKDQKbBqMfUa4lyx5H2sG7y+356JxvSHJHEjpvyitl6QmXQSjiI6s23MBFSguFtnJn5NmsvTSEp7+8VNopoZJeyKLzcDl9DNJz/COXs9D7LEIVU0VqpLJHZBKr4eQvYmAjdjnAcp3fLnfJVEiD7123WbDImSY0+RkQg50l4xrp+Ng8GyAozePcPLBiSR+/GXDqv59X58XwD+H12D3L4cWOd8tFpn0/sTH+//ofWq0QOPT6murSIIM2YIz85lMMgNkMQmcpbYBZ5Gy1a0qx/cZK1RA2BVFkak23Qdd2VkWJgrDNs66seceGnFSlQEL80gyWYEsAelc4So6uUJXNx/PL6RJVTYr0mUcTOl4FVD/89feD/ZgNxh+oefZ8WrfYURrmhAhJQoSgCzc0SE/t+HTIbr3u/BGnpSGuAN2HP0xo1dVXUVtuwa7xihOVVExOZlg7Ytr0AwNnXsdaVASyT/z4RxX/8ZVtD5syXFsrpaTukzx+YiNTFFobNJzOv88hSQXCKOEUeRGoRjUfuk5HXFEPeHtf3KboPssuEMYQ9a/vC67sapO3Z0oHK7/xnX+fkNFZbOCzn3ebyI5LfIiuH2Xn1141rHKVRgqIHTF44MxRvsjhoA87kFVVdSu1EjGKFtofdCig3kWkh3bZLe2+W4Tnbsd9J/0ZUqZYiiYtqccY6pA4AWAxkPSpDW5wNjVLRa5AmunaArmwzk2vrKB2uWa5Am7PRfewKMRJ9tsGzca2PqlLUZYH9LgpRlEW62+uora1RriKBtTRuQ850o5JH4iNdxez8OsPcNgd4Dm+03ZnXQ6DoorpB4oioIo5Pcs/l0cxzh66wixz4102p5SBuBGkkxSXCmisFRAHMbspkUxOvc6ePBvHjAWeOKTMZtd4Sxk/OycQRFIAWg0XAotupZjgIndYGyrppNcIrizcRizy5Rn6prTdmCVLdSu1BjWEkUsqAI+r8WVopxqiIjncM6kKj1PmsjocIT5hAepwlIWM3s0gaqyK1lc4eFDbPaRl/0On51AzdLQfdjF5HACBaRE9B72aFZLU2LATmcwyybsBRtJQiSh3bDRuNnAtDVFNI9w8u6JNN4F04BotSxRThi+Bo8HCGYBOnc6TCszSB5xey7239hH+3ZbGts0k6lkbs+V91kKmhqDWcCxvqbK0bdZNuV0zCwxznjaosHRH1G7Gnsx/JGP0zunOHn/BKNnIyzcWMDBjw4QTAPKfFSF98qM78U5cVi4a7z/BQ888iJYZSYPik7mwVsHmLW49gkMpgiYSEIaSUVITxInsnkTRzFO751KWk6unoPXp0FTURWc/vRUTi/NHLvcxeWi5CubJROIOc3RTA1mlSZYp+Xwfivo8CeUOAiOrqrTvBx6IQa7A0RehNpWjXHjGfO7sFJAGqYIfXo9rDypK3peh1nk/aDbOqwqec3Tk6lsnggzm1gXAa4xSZQAGniA1AC7YmPjyxuIfUrV+g/7UEAudRKRqJJr8Jm1KpZck5w2dcNKyj0zdEL4Q5+68ALDaowCyQ1xTLOxblJ2lSJF6IQXkjWFJEs1VehFHpyFPh0pZByyqquwShaa7zb5LAxI5AgdRtqP98f44X/9Q4lPPfrJEY5/cpxtyPiZvj4vgP9/fM26ZDmeJz4IDRYACWVPE3aCC0sFOC0HuXIOtas12ck9z949X5yGXijTuAS9obRWwnw8h3PqYOl5GuhmpzMGCGR59yJpKY4J0RbF8Pa3tmUhKnioIjVMcIvPm+QAjvZO757Koh1gwX/8zrFMoxLO+iRhQEB5nbxD8b62f2Ubyy8uS0MXAMkc1U2GIxSWCuwSiNNyGMuTvjA4CL6rN/AQ+REiL5KyD1F8iQVIVVXEYYzF5xfh9lyYZRO6wd8f+RHGR2MUl4vIlXNc6DJH/skHJ9zYY57ic5Wc7IzpFhmRsR/DXmB3rnKpwrFYRlAInRCz3owu5uSMlWvkKZ8oLBWQpilmA5qLRMLXws0FLoLvNTF8OoRmaVh6cQm5Wg7Dp0MMd4eYHE0wPhzT3TxjWMWsO5Omlf7jvpTaBE6A8jp1wPnFPEffDje8wd4A48PM2JaxXgsrBYwOGATSf9xH52EHpz89pWEHCqJZhMHTAaIwQm4hR721lwHqS1lcsEIKx+RoAsQAYsio0/loLkfwds1GcY2Z90KrV97kCFcchpZfXpamGbvGlLbWRy2omoru/S5CN8Tw6UXNeb6Rl52RwdMBi+As2W7n93Zw8uGJfF5HByMcv8PObOiGePhvHsJpO+Qk5/QL41TRbfIGntwAIy+CUWAASe1qDbWrNSzeWoRVsVC/UpefpYjNTpOUm2420DHyhjy0rL22BlVngICqqWh92GLUsM245+f+4+dQu1JD/VqdtIqUz6koYJ2Wg8UvLMpiTbd08lUz/T/AA7Dv+NJkJfjQw2dDxnr71DobNlMLZSxva4qlF5ao489MXuW1Mqzi/8Pem8Xaet7nfc83f2se9lprz8PZZyAPB5EUNVgSNdiyZMuGDARxrwK36U0RIGiB3hUo2oveF0GvctEBaeOmdeLUaWTZjizJlmxRJkWRh4dnnva89xr2mtc3T714vvfd55CykyBASgN8AUHk4dl7Td/63v/7/z/P7yECqtAsSGnE3X95F/WtOuqX6ji/e05j1vMt6YwPHLJR/REJDfMTEgJih1pup+fgwXcfoHuTExp/4iMOYjkNWX19Fch4LxTysNpWjQbCU7JvgwknU+EipJmzzIJ+0Vtg84ubqG5UZSfZHbiIphHDRHYayOIM06MpJyYvtlFqs/gPZyxkpwfERU4Pp7JjnsScIMx77NYteiQ6TI+nTBBzIvTe76H7XhfehIQCf+qzyxpnNHbpmvQGJEGCQqNAw2uY4PzOOSUaC3bmRw9HGN4fwhk4Mv1SMzTUd+uM/FYZQY2M0g9F4/ercblBxu6cmMC9P9uDP/URuRGiKJJkk9jndS2i0BdnC05ZTB2ZekHx0DRKX8J5iFKnRFzYPKIEIOfXR36E3q0eC8aYxtnF2YLfufzA5M98qBb1+0vPLaFxqSH3Mii8V4vpmj/2odv0dBhlygjGe2MeBFQa5ZAC3syjfGzkSqpGoVHg/Tk3NWoau8bBLED3RpcSlP2JxGgqiiK5y4quSPO1Zmg0uCoKZYUKmw9Wjdg/UaBHbiQDXQSvWjM0TsdyicT8bC6RhCJ0I41TTE+m9HMEMRZnNGiLICxv6kGBQgLS3lg23D6u65MC+G/hkugp72/GgGUpuxnuuYsH330gQf9LV5ckvHpwZ4Dx4zFiL2YxFcZQLRWXf/XyxeMVDOx8jaa1p4vp8ZPxR+KIZwcsNudnc4kDM0s8ndt1uuUFxN0beuzM5TctRSN7ELjQ5ioKuxNCFyzCMrbe2EJltSKLdGeQp5GZ2kWHPN/MzYJJfV9yIdnY/dVdCV/XDMo2Ln/zMq795jVEDnEwQuvljTyUV8uInAjrn1unMz9OUVot0YjkJzAqxCkpxoV0wO271PzmI/w0TiX/VjVUFJoFPPxjAsurm1WUVkpoXqGbXGB+/KkPo2yw45F/WyM3wuSQmmezatL9nHfaRecACuNnlUyRXRi370KzNfhj/4JbmXdzdr62g+oqJSGqqrITk99UYy+GWbjQTxfbRdQ2a1LnK3Rg7tDF0V8e0TWskls7P2Z8sz/1JQ4PIBLp0fcf4f6/uo/xY6KPBOM3SzJJbnDPXQzvDmnKzBQ4XQehE8Lt05k8PZgiciLoJR1O16GMQSMGSeDJ1j67xs+oYGB6OOUBTGVynKIq0Is6pSxZHiiwWYVVInbIrDNZb+uNLSiqgvXPrEsqiSjoYj/G8MEQ+z/eJyc1T6ITOl5xjamqStpEkei9NKU5yhk40owlYo3dgYvBHW7EQl/u9B2oporScglbX9xCsVnE/HSO6mZVurc1UyP/NGOyXaFZgGZoUlbSeq6FYBHI7o8/9hHOQ3Ya+x5KrZLkxopxuzf00NjltEKYZQWfubJSwZVvXoFh8xo1y6Y0gsU+C8f56Rztl9oXB98w4bWpKvK9VFRFxpXbVVtyUWOPTv9wHiIOCecXAS9GgTSZ2IulydCu2wwH2aigvs34ZbNsYvxkjL0f7rEwAb8Tl3/tMoYPhhg9HqG2U0Ps5eag/GAYzAI+h5C/v7zCwhYJJInhaed7dbNKVFeZoSrBlCY1EVgQB5yalFfK0GxNShgGdwZ48v0nMiK5sEQznT/xmVI2pw49mAVw+4XsZRIAACAASURBVC6MItPV2i+1YZb4nhtFA6XlEiIvgtNlV1d03yI3wvjRGE6PzO3u+12y13Vdmrwih928xOf/vLHHwrKky6mfVbNQXCnKg9X5vXOEM6ID3ZGLOIhxfv8cZ+/SYFbbrOHKN69g5bUV3ssmPkrLJax/bl1Gj2dpxgJyiaSa0A0pzzqdSxlVqckQEc0kacYsmnC7rvQOCPnI5PFEspHTLEV1oyoP9kbRwLw3f4Z+ZBb52VhVmuc0S4NRNtC72ZMhOWbZpIzO0iTtpLJWgWaT3V1oFZAENLIWmgVOM0sGKisVGuYSPj+zSnxb6IRwzhyMHo8oO8w52le/fZUGzCLpLRlYzItU1K03thBMGKwkpCeRFyF2Y6iKKs2qQiONjBMcRaWJ1ypbLJbzTrdm5FHzJj8H3aB3JPZiGurCRBIqsjSTmD9v7PE+piuSBxz7MdyBi9N3TjlV0SircAfus/Sgj+H6pAD+W7aSMJFGndHDv1kKkYQ8rQ8fDXH23pkcCUNhp1YQBSIvgm7rqG5U6eCM02fG6gBv+JqhfWSkITW+4jFjJgGd/fwMt//FbTgDRwYZQIE0y4jReuzGOPmrE5lEJEZHIlXGG3MkLDYlscyyiWKriOrWxeMvv8zc++kxOyHCrVpaKUn+orgBCv2TWGnC062iKtj55R1KCzQaOMQITzM0+FOfmecKsPzSMpauLeHS1y9JvVR1lSlLsctORWWtgtIynbze2EP7+TYqaxU0dhsSZRUuQnRe7GD9s+vkqeZpZPPuXCJ9Yj/mproIqLk6WxBCXjCQBql0Jjs9B4vuAmfvnGFwZ4DlV5cRuiGcgQO7YUscV3m1jNpmDa1rLRaM9QLaL7VRapWgWRr8iS/HfaPHI7gjSj/aL7Rh1/jenL1zxhtySoySO3RRaBfQuNyAVbGkBs0s05BSWCowrrNRQIYMi2N2NJM4QW2jxteg0vw2O54xuAA5xi5il2ZxvkDjUgOqQc2hwA1N9iYIvZC6zpzlKTYXgIcYb+TB6TloXmnCKBjQTE2O+xQo7Hhm7HqbFerLS50SjALTk+yaTZ21kL3n108SJ5ifzjG4PcBb/9NbTKYKY0yPp1A1lSPK2kXwQmO7IXX2An+Wxim1uXNfvp7ZCVP3RFfIn/qkF3TKNBQdTDjuzQ2RiqKgtFSSEd21rRqNlmUDa6+twR1yQxo9JHEkjZg0pZkayitlHn7yTpBVteRkQytoiAOatFRDRbFRxHhvjI3Pb/D7r0B2+jWbBAJ34MrNs7JWeYblncYpX3duHissFbD66VVq4AcuQo+hBO7AlZ4CUeBW1irseEFBocXuruCHF1ocLTd2yS0utApSTqGZ1CArmoLtr2wz8MCNZaE4P51jejiVJtfKOgsY79yTpBBVV3HyVycIF5y2mBUT5XZZYsbE4UXQKlovtHgQHLuyI19oFqgBLZnkruYpjgLHFy5ClFfLcAeu7PYvegu4Qxfe2ONkx9BQbFP2MT2eMplyuSxNoXHEKZXUVauKDOkIpgGmx1PKv3QWQqJDniUZ9LIuEXpZQta5avKwbpZM+Oc+pgdTFp8pwxCggLpSXcX8hLzc7s2ulLWI+zhAydrwwRBJnMDpO0jD3FiZ7z9IcDGFsAzqecsGVl9dhVE24I6I1dNspi8aJQNWmSl//oQIyCxjFPGjP2YKaBqn/GwjJudV16tkayvk4Co62cGdFzsoLhUZ5X40RfNKk2blqo3aJoklK6+uSGJQZa1CrW2cyuAoZDzoBNNAHlhUg+99GlKjHswZFy/2DEVTMN4fcypj8VAi4uWDOX+PP/F5wLU0ToBUyo2SOKHO11Dl71ZA47iqqwinIaeqCiTxQdCVlEzhYTMPEBFpqUr+AaQpk/YUsHAXzHSouRco95ukaYr+nb5MLwwXIYYPhxI3+HFenxTAf8vW0waxDyNjxEpCjujP3qNOMku4ke3/2b5kfrrnrjSdxX6Mz/+Xn4dRNGBXmaDztK5WLuWpdLdc1ytMFWIZRQPOgCB3QRcYPhxi44sb/PsFavDCRUitXodRjcGEwP/2i23sfn1XdoAP//KQxqlJ8OxTUak3fvE/eVFqHHsf9JjalBfpokMnbiYApCb3w+vJ959g/8/3AUBuZLvf3MXyKxcGQJH21LreQqFegKoy4lXoasNFyKjfkimZsJd/7TJfZ6tIkkOrgFf/81elOz32YxRaBRkfPHo4glXhjd0duuwqK9zAgmmAk7dPOJ5PUtS2awgXodyQRcds3p1TzxkkGD4ckus79uVpPPIi2THSbR21zRom+xN5M9NtbuZ6kQ5nRaUOcH46l5/v4N4A87M5mpebssDwxh6h831HIoLMkolLv3yJ3capD82gATD24gtdZ9mEapFAoKqqLGo1+wLJptsXnYi9P9+jrCSMpdElnIdAAumYNks0uqkatcjzU3aixeYhQgoKLWpsNUNDoVlgCAkolciQodikEWx+xp9XNaLShIZwfjqXLOXpwRRHbx5heH+IxE8wfjhmJ2Schwc8JO0gSSmXqawSySaitp1zR25eYtzsDvmzJ2+f0NRnkjMcuexcIQUnK00b5ZUyjDINYLWtGmqbNZSWSlBVlUbHhi1jZpMwwQu//QIPZ2WDDNyTGab7U1z5tSvY+eqOZCenQYqtN7ZQ3aiisduQh+PKaoVYuVZRHoQrqxWYZVPGIlc3qlh0GaHdvNJEqcPAj9v/4jaTrfJAD7tmM50tAyorFQnrt6oWNFuDXtCx+aVNXPnWFY5sdRXhPCSr+nJDSjmWX1mWpkirZGHnazsoLhWRBLwmPvcPPofW8y1Apcxp+GAId8AUS3FvFfHd1bUqats1mWq4/vl1zE5m7NKZNEMZFYOSmQ4lYJETwe250igq5FahG6J5pYlX//6r0lAYOqE8kAazADf/95uYn84xO+JBN01SmSxnFAwpdbAbJKkoioJgGmByMJFs39AJkcWZ1A+L6RAAeagZ3hvKYKA0pS43dFjoiG61YRk0nZVN6b/wR76MzhXFmFk2ZTGm6iyWxaHi9O1TaXjMQMTb0nNLKC4VScR4MkbkRHCGDlGNdp6omZM4Fv2F5PBCobfCrjJ1UeAXIzeSqDtkFyi82eGMKW2LENOjqdw/xMGl0OTh3q7bqKxU+Jl3WbwXmpQ0+WMfuqWTXtO0sfWlLYSLUB7KNj6/QUzeNOA0Z40TAqfrYOn6kqTpLD23BKtmSexiEjI6PIv5mr2hh3v/8h7Mksmud262Q8aDgz/xWXwuSNcRXg7p6dBVBiJlLFpTpLIgTuJE6sk1WyMBxuS9NE1ThhHZTB71p5R7lFolyVkvNMjuF4g1gNOsjV/agFWzpNnTG3kXE+nccFdsFT8Sj/xxW58UwH8L1pMfPMH979yXhqin14c1sQDw+HuPcfbzMxpA/FjqakWX7skPn+Dk7RMYRQOv/mevYvMLm/LvbL6xyVz3DwGs/akveYz3v3Mfp28ztad3syf5ldPDKaobOd1AgRxjAwTnB7NAsoD7d/pQdRWv/qevAmDXT4yyhMRDrMpKBUmUsNjKl7ipi4LKqlhIAua3ZxnB9uI1iRQt4YIXK0sJmBfoFvEFFjfw/s2+jFzOUurvhONYNVVJiNAsDZd+5RKWri6xIFZVCWK3aza23thiyECacXRrEw139u6ZxEqJbg1A+oZZNmWkJZ8U04RmxzNU16tYfX0Vz337OfQ/6HMjNTTU1mvSkZ/GKZy+g8EtbgJG0YBVszi6XqmQD5xkuPIbV1DZqEgaQBZTHya0ztOjKUaPRig0C9L4Fs5CKVPwJz5Hq2EqOxyRE0k8mKIp2Pv+HoJZwC7B1Ic3oVZVdKlkKpWfYH42x8lbJzAsQ0owzCo/M93UMdmb0GA48OCcUuMuNn6zZEI1icDSbV0isQZ3BtR3Z5B6QL2go7RcwvaXt1FeK1MDWLcliaK8VgZSoHm1ieIS9ardG12svLbC32frUiKz88s7iIOYm9XYl9gk1VBlATTZnzAEY07t88qrK1j77Bpq2zV5SAUIuBed1zRmApU38uiWP55LVJHY/LIkk103w6b+d3FKs8zsdIYM/Jye+63nsHR1Caqpys8wdEL4M1/GK4sobKGNz5IMjd2GnML4Ex/Hbx0jiRNSIHKN8KM/eSQjkze/tEne7TTggUFXmUQ1Jbu481IH4/2LWOqla0s8RKscsdtLNhSd3TXFoFSotlWj3r1q451//A5UTcXya8vQbdJPwnmIYBqgfomSh+nRFEbRwJXfuMKACVuj2UtTUNmo4MkPnyCNUjlJKy2XkEYsNuMwRqF5IfWo7dR4b9IoQaluVlFeZiR05EcSGynul6qpYvRoBKNM30DjcgPIQBqKT9+A03Nk59AscjqSJby/hA6nNUKLGYcxtaBTMnndsSs/W3E/dXoMEYq8CO6Asqv6Th3l1TLsGq/pQrOAOGLROTuaSQ6yWaRkxbAMpFkK3aQ+u/k8r3txP4y8CEmSIJgGCD0SExI/gVWysPypZb4HOj0JaZwiiRKGsiScbNhVWxZtkUN5TOzyOyMCJwZ3BkjCBKqlylh14U84evMIg9sDRqeHKYoNRvzGQQyrZqGySZqPbuucKuappKIxEQU8ZKqGCrthy0O93bARBfwck4DPGRn3ytGjEWInphRr4GLvh3tkQE88PPzDhyw8pz78qY/Tt0/Z0U7IcRYTEWEaaz/f5l6Y6+NFCtziZMGQlwU9E5qpobxWvjCbZ5Bs+GAasIGlKUACGmHzPVDcj82iSQaxmJCkKaYHU8xPiUwMJ8QKSsOvQd+IiD+e7k1hlAx+9ingz6iHT/xEFs1iSmLXbR58VOrE58dzauPnxH9OjiafBGF8sv7Dl7hRh/OQXMkX2gxHACT2C2BX9uRnJ5gcTpBl7N60r7fRvNrE0rUlWFUL7//T92XyDgA0rzTp3Be/I81w6VcvfUTacPDjAzqLc2Pd3X91F/7Ex/Rwiu6NLp784AlqW8RTiS9/5JBnWduu4ebv3qSDPY/RLS+XsXSN+J6tN7YAXGTFi9cSB/yCZ6C+qfV8S/53MX5WdRabL/+9l9F9v4skTGiOqtky3U6zNay+vio7bWKdvnNKjd0seOZxFZVdOKHTE6MqEZQQzBkB23mxQ7NVmMi0qyzNUN2qSpSSMFG5AxdpnKJ1vYU4JAlhdjST2K3+TSZ8nd+jOWd2PAN06q9VQ6Vk5JxhHqUOdXSzI3ZbI4fw9WCeazs1dubF6Vt084U2t7rFCNnhwyFu/V+3sPmFTWkmyzIyI8UNeHo8lYW5wMqFDrtZiZ+g+16XzvONsmSOBosAVtOCUTYw2Z9wQwwThNMQjcsNGauq6rmMIWWxnsYpFr0FpoccsSZRgtb11oXWLkzoZM4LTKNkyGhU0ZUyiyYqWxUgyRFIOukaaZqivl3H/GyO/R/tM5ksA87vnbM4U/iZGyV220TH+fzOuRzzDu4OZMxvMA0k8P32792GO2TXL/Zz5mi+OfszH/6YnTNFobZO8LGbu3wPi+0ilq4tsSuecpyqGqos7NIopUlrwSKod6uHcMFu4Ox4JgtNRSPrM4kSFnUh+bx21ZaHyuJSEWbR5NhXUxnjml5Mdpyeg/0f71OCMKIOeXo4xZMfPMHsmOza0aMRJvsTDO4OkGWZ5NkKfb9ZMeHPfMpSFgw5iHxSS6wqtbNpmGJwZ4DBrQHTABUWZCsvr2D90+sotopw+g5K7RILtYqJYBEwKlfn322/1EZ1vUoiSh6q448oGenf6hOXmE8QhMwjnIeSOjE/ncuQmfp2XR7mxNh/cGdAdFWJ3dfGTkNSDqyKRS36ucvn9JS0qn+3D03X0LjSIL1gpcxQnhzxF7kRjJKBYBbgzf/xTRnJLJIo5ydzGLYB3dBlgpw4nAfjQOLEglkgkwVF9K2iKnAGDpyBQ/OaRVOUmNhJuUOWodApyOtAURUpU/FnPrIog92wMT+ewyybSMNUJjGGi1AmkuklHgRFnPr0cEod/JkDd+ji0Z88QqbwwCXCeqYHUxo686lXllHrHzmRpDaYFVMmp9V36pgcTFgARsQyCpmDqqg8bCeQ+tk0SyU2TjV4f86iDGbRROu5Fjovdshc9iLeozMFg9sDeYA1SgaCSSCxgrqlM8RinqfC3RvSgHe+kJQRkQ7pj31JzYkjYv3m3TlN2Xm0uuDvljs8ZAtpURzFMmSktFyivyMvIJ2BI68bo8g9wSxw0mI3eWg0C6bUwQt5TrlD70oaEe0YBREfo1WEXbWhFbQLbbsK+VlolkZ5jh+Ruz12JWc4ciOc3z2n6TIPM8riTOqBw1kI79zD/g/3P8GgfbL+w9bTMgdZmBka9aL5EuPm/T/fx/FPj7E4W6D7fhfzk7nUf6m6KgkQaZLC6Tlov9j+6ANmeEavB1wYzM7vndMxnncJoeIZeD/AuFJkwNpn1ujgHntS7G9VqEVKwxw7lde7whz1tGt+ejDF4+89BgCsfnoV9e06Hn/vMWkGTyHLVF3Fc99+7gJ1lgcliEPD6mur1KLmpguhCwYu4lnFONnpO9wcUmahF5oFTPZ54+3e6KK8XJYb0Vf++6+gslZh5yvlODVL6NqtX6qj1C5Rm6mxuynGyUdvHuH+v76PxckCi/6Cuk6FN5rpITtAJz87wbxLB7qQdwheYzgN8cE/+wDdG10aEvKRoz/xZcKc2IyzNCM3OC/oxAaVBAnxVh61mrOTmezcTA4nLFaKJtovtIlnO55BszUedm7yujJLptROKqqC5ReWaQgM2EEsVBl5XWwXkSR5VKsfS6mBeJ7FBnFVIndeOI2tBk1o137zGna+ssNRvklyRqZmMiTBOXdkZ1p0qcNpSP1vygStR//mEdIwhVbgyDbxE6RBCn/i48EfPsBkj1papED7ehuRH8lRqFEysPb6mjTXiOtn9HhEcspyCd7II3M2iGWgS7HDaNve+z2Ebkg9ta0jmAfY+eoOKssVNK82iUkr6Ghfb6N9/cIoBhXy7mxW+ZxDhxuLeO+NosHN9sEIta0alq4voXGZEgVVp/a1uFRE41JDXvNW1cLV37gqU+WgAClSKYPx5z4e/+lj3P2Du/jgn32ARW9xgTf6yRHSOEWhXoA34eEy8dnNErIIb+jBHdKg2LzclOYnb+Thhd9+gZrdGWU7P/1HP0Xvg57U8aYxNcmLwQLNK03Ebiy/H1mcoX+zj/HjMbmoL3Ww8qkVmDVqtYcPGRV8+OYhFCXXZ4YJx/s5LWLzjU05DQpn1Bmvvr4Kq2LJQsmu2xjvj2GVSAc5+asT6DqRbr1bPSlRKK+WUV2rYnowRaFeoOzHDaVpdPhoiIM/O8C7//O7sOr55GWV2n+zTFOwO2AxGIcxmdY5ZUYUFUbZkAcaVVflPU23dXTf6/LPcqmI3SBicn42p4wmYPEmwhI0mxpZ1VTJti4YMjXMKLADr6oszsI5C/vTt08BFVi6viQPV2maSlOieJ8F8SLyuScE4wD+zIc39DC8N2TymU6Tq1WzEMwpd1M1Fe7IpUGv63BSVaCEx64zjrm2WWO3dMbrI0MGvURzWbAIkKRk14qfzSJOT6IFo5iR4ZniuLhUvAiISDPAgDxsp3GKwlIB1e0qNENjimTdQrHDDrXdsHF+71zSNR7/8WN5D7bqFokyQS7tMnVEswj+3IfTd+D0HTk1UjJez2pBRRJTDhEuQoweMIjFOWNTo7nbhF4kg9sb0b+SJqkkTKimSolWzUKxUUR1swqjYkC3SPNZeoH7oECZiT0h8iLiN0s8YHkTRhynwYUWPHRyuYabIJpHyCLuYWnCjvZiQIJUOAvpD7LpDwrnIYOSwH/uvtf9aI3xMVqfFMAf45VlmaQfACyCZkezi5F+vp52aIpiNQkSjB6NpOmj1KFD2B9z5Dk5mFyw+p5+zFwj/PQSHcBgFuDkr06w+plVdijBAIrujS6yJJNO4tZzLcxOZ6ht1i4oDaeMddQtHY++9wj9D/oSoaaoCiHuT+lzex9cvG4RxJFEZD6KjvHTS2iGN7+4CbtuSz1vebUsi3OAmmLxuwDIJKtwHmKyP5EdjOJSkUk8CW+Kq6+vsluZ0F0sxnarr61yrFa1UWwXGRZxs49gFmDl0yv5mwqsf3YdpU6JB4g82AMZdXVaIY/ePeeNLwk5akxD6vNe+Z1XUN2qQtEVJH6C2eEM06MpvJEnOxRZlvF5dYqIFsxrL3XYRVA0BaVWCef3z6UpRnwuaZLiwXce0Cn+ZAyjSJqFZtMIlSbsyu7/cB/n987h9Bz0b/fhDMhbFag41VRR264x8Qj8/YqiIJoTmi9wd3bdRmW9QrZrnMI5d+ANPAnGD2chCziNY9AH332Aa791jSPyskUJiWWwm7GIYJXIySy2i2jsNqTswW7ayGJqqs9vnbNDEzHNS7ihzSoJD0Iak6YpJxhdjjINmwVm7MeyML33B/dklKhu63AHrnwfY5eykdVPr9I4kvO3nR412M3nm1AMBY//9DFCNySFRKU8qNDiKF3oQs2yKXFh3pBJdHbNxtrrazDLJirrFXReIoYuSRIYRQMrL68g8ehIL3fKyJJMmmaccweXv3EZO1+jwdMZODh++1imnGmmJp//4IMB7v/r+5I3rSg8YHlDT3ayBS7PHboSfVdsFTF+Mobbd9F5sYP6bh0ZKKMQI22oLD7FISP2SQ4QRkyBcMuS3MSYT2IUjRryyInk/2ZHM7gDlxG6+xP4U19yZq0aI4ydniOLKafrSNShmCIsXVmSY94syVBaLvG7PQ/I6x240Ms6QifEwY8OcPzTY06MMgZaVNYqgMIwkwffeYDxkzF/R6vI8f8hEYHe2ANUSPlMHMSymWGUDR4e82sqmASAwtdQaBSkJj7LzQ3llbKkfMikzIx8+DRikahZeZx4iSNuTdOkzMOsmKT+NEj9ScKE/OfczAYFcCdEW6maCreXm+x0avLTjAei0A2x+uoqOcyHM/gjH2mYygmIWOPHY6YMjj0Z1S4wXtGMGmB/6svpVfNyE7qtw6yZWH5lGbu/ugurYSENaVgLZzR2RXPeQ9y+i9HjEeyajdJqSbKnkfIQoZlkUwOUJEwOGfWdBAlmBzO4Y5cdUp+86OHdocTw6RY9EvUdovOcniN1yk7X4dQmouwoXISwq7bE98UJO8BC65slJKqIe45zyq6uqlDDGy0imVoZTJjMmPiJRAqKw0o4DWWYS5wyaKZ5jfQg3aQXZHYyw9nbZ/LxhK9FxMk3dhrwhvRszE/m/OxFBzg3GgoEqUAz6rbO2OgshXfuyfueVbekdCsDO8hQ8JGG08dxfVIAf4zX07HDAHDysxNGVObooI3PbwBg0Tp6PHoGSSbYfME8gF2zsfv1XWQJgyCEpvLDpIfDnxxyQ0yefVxRqKZJitANJUMznIccg+YC+rt/cBfTwym8CeMcReGcJIlE2ojRergInylMjaIh//7TMgWAxUllrSL/XcTcPr00U0Ntu0ZHsKVJ17E38mTiGsCC1xt5+NH/8CO6ZmcBnnz/iWRoHv/0GLf/xW35Hkg9ZH4wKDQL8Cfskv30H/0Uj//0MTWl+aY2fjKGM6TmsfVcC0bBYPekoMOwDGRKJpOQqhtVRF6Eox8fSa1vMAuoO4vZVbEqFkaPRzBsQ2rExHh8djKDN/BQWitJrZxVsVC/TP2fuE40k12gYEI8kGB6Cjj8/GyO6TFHqr132ZErr5QxO57R4W7pcEcugkWA6eGUXXCFqDsowPRkKpFqwAWUP/IimTYlRryKSi2lcBZ7Yw+qoeL0ximCGVnHkceDlNPlGPf83jmJBU1bav4SP5HSEzFCDBchlq4uobBUwOYXNpHEiYThZ1kmU/XiIGbhbumwqzZNhzbB7vf/4L7coOMohqazYDh79wzz0zkW3cVFytbRjMEATRYpxXbxwmFtKPwsfaa/Na4wRMM5c9B9r8tCXaO7vrJWQe9mj5MaVUXrhRYqK5WL6w4c9SpQMHw4xPm9c2RphvpWnaN/VYVVo443XNAYVt+tY/hoiMHtAd79X9/FH/3DP8LRTxm5e/iXh5ifzCnLiVJkMYNdNFOTMetCQznZn0jjnNBkijGpN/Tkd3bj8xuI3Ij6x3MHg7sDTPb5HRX668ijUcufE10mDu6RE2HllRUYZQOV1Qrsuo3V11fZvd5toLpelal6orM/OZhg88ub0G0dJ2+dwB8x2S5LOAESSW+zY+pda5s1HP3kCGc3ztC63uLmnmVoXGmg3Oa1LpK5nIFDeYEXUVN+smC8cJLKMW+apqhfqksJlNA1Tw4m1GFWLCzOFvAGHlRdJe97wJTH4cMhokUk8YTN3Saufvsqpwx5cEKapLxe83uuwOipGvWWSZDArtlYurqE0kpJUmGExrW8XibDVlGh2pTHpAl1+lbDksmEdsVGYakAe8mWY/dwEcIs0ASlmirGT8Z8XmlK5FbILqtVpmbbH/uyYCq2ipLCIpoL/sRn1HucSmSdP7kgrUjkWMVEqV3C+b1z2A0bq6+u4uBHB+h90IN3zhQ6BQqlNU4Is2rCsA1otobKSgWXv3mZ+leNiC7VUvmYPh8zXIQ8cN09p5m0QJ9BGrJYVlQFTs/B8NGQMqIl3lfnZwy7SOOUWuLcBwIl95So4KGhT5lbHJFJnQTs7opCUvyz4FwHHnXk7siVkj9/yu/GvDdnjHPOPY4WEakbacbY75gFfDSPEC0ijB6PMDucwZt4mOxNEIcxhk+GstEiUH1pxsmAO6GkIUk4Wcoi3mciJ8L0YCqLbIGKFKE2ScRwmXARIokZMZ7GqdzX04hTvDhigqCqqb/Qp/RxWZ8UwB+zNT2cygLww4xdsUS3s9QpobJGA5PTc2Tq1tNLjlTBAtYoGfjsP/gsXv57Lz9zSvfGntTMPh18AXATLnVK0mF98OMDpFEqtX9WxZLdrjROMXpA05TdvOC+hm7IzqTGQq1xqfEMUk23dPRv9+GNb8UJ1QAAIABJREFUPNz5f+7IPxepbWKEI9bTnXHxHHWLI7qzd88AAJ2XOjj40QELtXypmiqlD2nCbPr+rT7m3TmKrSJinwib8RPKMYR+No1SWYQ/nawXBxzrC3Of03dInchI7FA06u5WX1/lJhcRsRQFDKQoNApQDRWrr61yI1Ehnd5pmkp81/DhkKYyXZFxpLNjTgOKS0WOIJ0I7RfaWHllBaquYuXVFSKHIt6IdUtHqV3iTdUyYNdpTJkdklkKsJitbZMgoBmaRDWFk5D4up4Db+Lh4McH8CYeFr2F5CinPlMEI5+FTuNyQ5pLkjBB51MdGbxS2ahwI8+T9GI3ZsGepwI6Zw6mh1MomoL+rb7UzxpFQ9IeoF8c4pRMgTf12B30qAEVurbIi7jJOoGMLW5cbsggDs0kUklEmioK5SZpmMJu2Dh+6xiHf3EoNYqLUwYIVDeqWLrOgrvQKMCsmaiuV2lomXP0OHo4glbUUF2twht4Ml0p9mOohsrCzyYuTy/oaFxuoPNSB63rLRhFdgahQrJX/bHP4syJoFq5PrDnIAkS1LZr5M56JHZE8+gZasyjf/MIRz85wmSPxI9wRplPdauK4nIR3siTUovYpaxEL+jyei92iixkAx6sF90FCksFNK80sfLqClm9AVPjnL6Dgx8dkHAw5/cpmAVwz134Q18Gd9h1G0bJQPdmF9MDSmysClO21j67BrNqYnY6Y6qVrWP106tYfnlZ8oFV/YIG0rjc4CGlv+BBqUzZgcBDjffG6N/qY/hgSCpLwcDt//u2LHAqyxWUWiX5vQinocRSycaDAqmpvPqtq6jt1DA/nsPpOjh+65gYwt4C/Zt9yfAttorY/vI2AMgCIlgEaF9v8/t3MkM4odyp2MixYflERCQ6ivAc3dYRBURzVTer0phcaBWgQKHxrWqj1CrJFMv6dl0muQmzqWZr6N/sU9+bMmmz2CrKgJLx3lhq9+OA150w/yYRwxcaVxqob9VpykzYxJh358jUTB560oT6/tHjEZyeA72QJ5opF/g3oUFOsxRmxURtpwa3T231/GyOO79/B8P7Q2IfSwaKnSLSiKP4YMY0QL1IRJ5msdOaBpzgpDFRjOE0ZBx3Lt2I3RjltbJMS8yUTEZcR4tIJu8pKlnjTu/C1yIex6pZjE13iRDzFz41tgolKKKoNkoG/JEvk/msKjumwmCnqIo0kotCO/ESOD3SdHRbl40LEUsuagPRWY+9GHEcyzS/xE/ktCOLM8mJT9wEcRTLKUwWs5hPMx66VEWVaLYsyjdo5QIbKp5nGqfUT2sK/BHpEYrOQh8xJ5vToynG++NnfEoft/VJAfwxW933uzL6Umi+AGDnazvyn5/m14o87g93bQHg2repnxTr0tcv0WBQMlFdo8lN6IcHdwYAGGn8dGABAPklVXWiqgRr0T13YZZNRpyeLljshIncLNrX20iTFJ0XOlCg4OzdMzz6k0c8waapdI4D1OMe/uQQP/hvf4Dx4zFxMn06zwE8I8tIk1QWEWLt/dmeLKi9oQdVU2Vqjxh3Ln9qWXZwAEiN6ux4htnx7JnI4A+/B4qqSIzQM5/Xe4wAvvKtK9j80qaUI8Qhu8HuwEX3ZldGeaqmKg0fVpFFVzBlF7qyVpEJRGnG1+gMHDg9B8GEcavBLJCaP5FeVmgSVRM6oURJCX1vHMYoLZeADLjy7SuwKhZ2fnkHqqny88k1t8IIZVXp6u683MHo0Qjl5TLHnwWNjmFVQTgNJV+zulYFMuDO79/B0V8d8YZ87rFjPKVpRC/qssM/2Z9g/JjpXmbJlOO1wlJBYtnEaNafEW8WuZGMkE2iBM7QkYEG4ZzaQN3WMbo/QhxQrhAuaLhMAhYcVt2CP/LpqF8EKC2XiIESWfcdmpOSOEEa0nRmlAwZKyuitZMwYahJxA3DLJpoP9+GZmmSF2pVLYZpVCwJrXf6DtwRpyulTonoNVODXbfRuNSQB4NSp8SY7Zz3Krpm9Z06i59cv2eWTVIhyobs9AOA3bQZkZ3/fm/oye7cdH8qX6OYJOgFHbWtGsYPxzIEwigSVVjdqMIsMtRB0zVYZQuNKw24Axfjh2PMTxkJvPraKkMjNEolVJV+AyGrEevgRwc4e+cMta0aD8gNhlaEbojpASU9aZTi/ME5wkWIxqUGnC5Z2UaFBrEkoBGnfqnOA7gCpiKaKtY/t47SSgmjhyOEc+p+Bb1BTKkmjyeYHc5kASFSIu2ajfJaWQZ4tK63YDVyz0Kcs5ZzaU9llQz1/q0+siiDN/HIbB758Cc+eh/0GIaS36sauw0p88rSDPXLdV4rOzXG7ZYtjB6MsHR1SaImiy0amMurZWSgJjOOOf0IpgHK62UWQ7MQnZc7TA7LMpQ7ZcR+jEWPRaZds5GG7CKLSZU/9RFOQ1mctl9oy9dX3azSPJn7JsR9P4nzWFxNlca1aB7h/N45uje7NGbpKrI4kwcycQCFAolITJNUsndljLRLzX40i+D0HEz3qIuen83hnXtYnCyk5yT28mI8yxA41BILWVcSJpidzNihzTIexHPCjD/1oeiKDANJkxSGZSDxWOCrBg8iAiEqZHH9D/oXe03OrW5casjgFqEHTqOUpISICMU0431F0zQYtsHf4TENVJpWlTzWOKP+Wnx/RGR3MA1YRCuKRP+pmioxiarB93t2wkldEiYyojzxcx10ws9AaL/F5zY/4wFZUJFUJf+5NEEW8/1K4kQWvUghC3Shn06iBKmXyqlRlmQyZ0BwhUcPRnj8vcfPNI0+TuuTAvhjuIJZgL0f7jFwIV9WxZLxwL9oDe4MUNusYeW1Fbzx37yBV37nFWx8buOZDrAYcT6dwCRO+ZqpQbd0GV8sgNbi72RJhrOfn6GySuOXSGpKoxTj/THK62Wa7vJOXXWtyg145OH83jmgXXRTRaFpVkyMHo1w/zv38fC7DzE/mUue4Ok7p9TQPbWBZhk1UOMnY5y+c4pH3+PJUhSldoP6q0V3gdnpDGfvniFLM8xOZzi/e440TLHoLtC/1YddtXH0kyOOujolOosTOtqzLEN5vfzM+ysMZs/91nPsogaxDFKI3AhGwcDVX7/KkWqHBpniUhGz0xnq20wEM8q84Q7uDNjJVKnbG9wZYHo0laldqqkCEQ1L4gYvCqlipyi7b2mYMpEq70hpOtOJFFVBY7fBGxZU1LfqCOaMKbXrNsJ5iPb1Nra+vMX3LMtQ363DKJOl2XquRQi8E2HjixsottlhFhxLgB17wzKk/ECkwiEFOyWLCNE8olnLMuT7HDqhxJspusLRcm6yUhRel2LTF6PSLM3ktRR7MeyqDbtiyxjqOIgpBxmx2JvsTRizChpAoUK+bq2okd9qU0ec+AmMMoH7kccNuPlck0Vxk2ly/oQaUTGFWH11FY3LDdS369Q3T/i4te0anCFpFrUtSo30AsMURCiDNIwAsgs2OaJUIA4YdlLdqKJQz00qi4iFmMrQGatmyWTAYqeINEzReaWD2laNm9sigmIo2PvhnpRQldolWGUL3sTDrd+7hXAWQrM0lFZKuPrrV9F5sUN9rUcjjFWzYFdtiXhSDVVec/OzOYvEkGaf1vMtaJYmu3qtF/jv4kDz/N95HsGMbv/Hf/oYvQ96aH+KB2N36KLYKaK6VsXStSUipB6NcH7vHO/9b++hd4MxtZM9Jny1rrew+toqrJqFs3fOMDuZwSyb7LqpCs7e4/2pul5F/1afBI6Jj8u/fhm17Rp0S8fgPqOl0zhFpmQ4evNIdvzP3j2T0q7VT6+i3Cmzw32tKfFV1Y0qDxB2Hqk74WheHNL0Qq6TjC6QgKXlEh784QOmb2ZA+wUisWI3xupnV1FoF/Dguw+gGpSy2E0bte0ayT0166Lblilov9xGEjJ4JcsukIPFdlEe0EXwgm7p7HiCnN7KegVGmTIpIfNJkgSjByMyp0cuvw8lfq+LK+xGJz6lRKETPhP4EQcxo24zyp6K7aIszJCHHmmGxkO7rrJZ03Noyi3oFweakJIwkQQYh7FM+Evj9IIpXjFhFk34Qx/RnPfcUruEy9+4DLtuS+mEZmoy3EbVVBiWgWKzSP790JUx9O7QlbICEWShF3XpZ0mTVEr3kojPM00Z5KRbusTnCUqEkK2ZVROlVgmqofK7WjXZtEmI20zcRPKfxYFHNDxEwSqkW9AgTd9GyZAHE0GxCINQkooSlwdYgaNMEwYLZcgQ+qHs4gpZShImNEjm2nxxmAR4rX8YzSg4y0BObBI9twQXhkPw/i+oE8EswPHbxx+Rc35c1icF8MdgCf3Pyc9OAOAjUobV1ygDWLq2JHW/Yl391lWUOiWZrPT8bz0Ps2T+wmJZFBkijrfQpCby9J1TnN87f0ZXe/iTQ5zfO8f8bI6Hf/QQT37wBI3LDZRXywjdPPChbErMyfRgCnfoovdBj0VK04Zmaaht1qDqKsySSdPK0MWVX7+CygqTqIROUHSkABbczatNVFYpOfDG7DbOT+YY3qerOEsznLx1guO3jp/REl/91lVuZj8/w/DRkCir2+cY3h+if7ePwe0Bn2NulsriDNtf3aaZYsic9coKx/O/aC1dXUJlvYL2820W+fnmn0SJBKv7Ux+ZmmHRW6DULlGX2ijALHDcWF2rcvQYc3NPgkR2bUUHt3aJncTKcoUsUCUjRqrMDTGYBny8po3RoxGymF1Uu2azE7bMwIFiq4jyShlO38HibIHRwxE7BbqK+nadY9S8411okFQwfDhE7wa7WHbVRjgLJYNSbHBpwsOEqqpSn5whk/zbNEkResT2FToF6KYuU9oiL8JiQMi9anGEl/gJqptVrH9+HeE8lHrYNGGYwNnPz2jWyCCjpM2KKcduQm/rDelojtwImq1JVm4aE40UTAKJGatt1pjWt1xBoVZAqV1C+8U2als1Fv05mqu6xcPM7jd2Ud/he1ZdpylRdJoBGkzcvgt34GLp+SVsfXELnZc75BMbKiorFR42thkDfPTmEd7/p+8T3eWwsyt08k9H2SoZC+XNNzbReaGDUofj7bN3GXQTe3SxFxosOoUxT0xnVl9blQcaEXssulWf+68+x+CWvHDTLA2bX9xEcbl4MQpNMkkZ0DRNBpMYtnHR6QPQ+VQHpVYJu9/YRfvFNlRNxeD2gB3K3OAopEqVlQqKzSLMsiknQeGchfnibIGzG2fY/4t9+BOf5qqAhtDY50RjdjJD90aXxq8wRbSI0LvRw8lbJ+i930P33S76H5A1bhQM1LZrDOLJg1yCBcfEpeWS9AWIUA9BTNFMDdtf2pZYKbPIrrs/ZZdbGAORQU6aJnsTWSyI69Dt8/M4efuEkp73+0xbnPmo79Rx8KMDTI4mKDQL2PnqDosHN0Zlo0IDlapxRJ0njoULmsDCeSjvszu/soNSp4TOSx3Gqdco46hsVFgUpSnsms2Esnkgu/1C+lBeLcOwqdM3SyZlGhNKbaCyeSGCjFRdJXklzTiZWlAuIDqihs2pRORGkvix6C5k5LJIRbSb9jP6cEEpEqzbyIkk+qvQLjBAyQ0xOZogDmLUt+rovNihAXi1irP3zhC7bEwYJYN4NADQSTrRbOrCvbEnp1SKqgBpHrQTs9OZpRmMMl+nXtRl4enP8gnSPJAkHdHtVHX1mXjiNMo9AStldF7osFubJ1pCzVFz+WEFoAQsciIgzZsHTiTJGZpFE6go0jWTRuPYjxGOWQBHPqkXqZ9KlKdIu1QyBambykOZ2D/SOEU4DeWUDCou7jli4qo+m3iJjBQnfEjWmwQXBbMwUyYO//7o4UhOcj9u65MC+GOwJnsTPP7e42f0emLtfHVHMnmF+/rpJeHjSSrHUH/dalxq4NW//6q8uFUtLw7yKMQ0TiXdQayTn53An/h0uc5DeRNtv0gWsfhyeENPpmz5Ux+993uYHk6pD8vX9HiKyd5Esk0n+xOcvnPKL6yuoLrOEeH5vXOm/+Qr9mIcvnkoTVnLLy1LFubo0YjaNF3Ftd+8hjTla5geTrlxpillBH0HzpnDDvHpgtpWYQyJ+DORR2d6/3YfWcyNeuerO9j91V35XETxqOoqo3+bBZy+c4qDHx/g5u/exNk7ZzSmLNHMIbRv9Ut1aJZGAH7KU/zseCZHYoqqoHmtSQ1WHg8qxk/z4zlih2M61aSUInRCGCUDu7+yS5xYpyhNRorGUR8/ZMjPNXZjLD3Pg1HkRXAGDryhR12iwushDmIUl4pEQVWph61fqaO+U4dRoqFPFLxpwlO+oEaoiiqB7llEJ/rseIb58Rzz7lx25GM/psHN0FDfqXMMCGqrhT7TqrDrOT2c4vCnhxxVZ5BdtmDB8WDiJfIQpih0P6s6tZKVlQrRSPlUQGCEBOInS3moGD26iHouNAvSiKLbOhq7DVz++mUsv7IMu2mj9VxLsqDdc/7M6muraF5uYv3z6/DGRKIhpX69slqh2W/koX65jrXX1+COaIa69//eI76pZKD9UhvFFovuwAkkiaK0XKJhbBHyukSGyiqDYQRTVgRsPP7Tx7JDrts6Nr+8ic/8w8/gU7/zKbReaEkt+PxkTolHmUWCVbWg2yRO1HfrTM/bqsnPvHGZ6C7RVVqcLRjVfTaHM3Rwfu8c7ettXP3WVXzlv/sKLn/jMr7wX3+BtA1FQXmF0yF/5iNNmAbWfrGNNE5xfu+ciXLrFSLBclOdqqgIZsFFElrJgDugcccduDIGXLC9FU2hOTJKSMLRWMjUtmqw6zZWPrWC5deWJfN0cbaQMa9REKG+XZehKWbRxPkDGn2dsYPZwQzhPETo0kQ1O5rRGJoTKMSELEszWfSWVkswayYiP0Ic8WfiMMbo4QiTwwmmx1MGO5w5mJ3MEIzJlRYM9SzLiP+as9jNEh6M5qdztJ5vwSpb0rjYfqGNOIhRWuHeUGwVYdds6AV+tu7AhVE0ZPKnTBJLIaUqq6+vsqPohBLp5499iSbUTHYJs5T8bVVnMuX0ZCqLTgWK7HSaZTKf05jGzNhlwSz49KuvrrJoUi7esyRMZOKlbutyXxDjdW9IaSAyTtO8MTXkAA9uk70JnHNHHp5Vi2FFVsXidV5ih3yyN5FFvODdCsxcHJKO0dxt0lOSf7aL3gJOz4FzTr6xCIwREgvN1Bg6I/j0Jpnx3tBD4ATyfc+yDFbtolMvMKVCZysQeEJCETkRyTWiwNQAb+JBtVQZsy6IOnEQAxokCcIoG1K/LugeSCE7tzI5MOXvzeILeV8apFLSIAvbKPe//AK0r4hPzv/lmb8jDjIfx/VJAfwxWNPD6S/88+e+/dwzzNu/bimqIk1Mf9MSTlSxRFrY6NEIiZ+gsv4UixKUVZzfPZfotfJKGZW1CgrNixjO6mYV4TzkCK5mIUMmubqL7gLjvTFWP72KrTe2aJLxYwzuDiQk/fAnhzh564QdqSyTsb5Pv57Tn5+iusFErUVvgcGdAa7+5lVqFU12YOMgRrBg8QpAsnXnJ3MEc/Jbx/tj9G71AIUmFG9E05Q/JTw/mAUSWN9+qY3tr2zD6Tu48/t3YBQNrH9une74WUAKwPEMi/6C7NLuAnvf38P+j/Y58k1pINJMTTr+RdQwMo617DrHdYUl8mZnRzOOPJMUi/6CN9qIuq40TVFsFfH6f/E6im0i2tY+vYbACajhs3SkIWOnOy91ZNSqXWfnzhvSsLb+uXWYZVOm+Km6ilKbeDanz1St47ePMbgzgDfy0L3RxenPTqHZGvnGLUosEj+RN/84oPQh8umaTwIaLayKhSRkpyTyIkkpACAL0+pmFUbZQGGpgPnJXKLFKhvs/idRQixUfgNXtDyVKuSoNokT6IYu3zcRrapqZHMuPbckHfxIeZMXHdb6bp2Fv85O+TNx0qdzhovMAlg1C2bFxPD+EHbVRjCnY711rcXDl6Fi+VPLmOxNUGwWMTmYwJt4sGoW5qdzcrVTTnLMionBB4yRFmljxSWmBLaebzEZzTYwejyCkio0eKnsEIno2NnxDO3rbUz3yaBVTSLjRAy13aSzv/NiBy/+9ouo79TRfa8r47dLyyUUGgVZbIZOiMXZAlbNQutaC3pBx/ZXtrF0bQmtay0sugtM96fUQEcJMrAQTsJEbuKDuwPs/XAPuqlj4/MbaOw2sP3lbWiWhtO3T+GPfRlRffVbVyU7d3ZMpF/3RhehG0qPgaLlnbm8QA9mnHhkaYbTn58i8iPUNmvy0B0uSAWwKpY063Ve7MjO+5MfPEFluYL6Zl1KZ9KQSCx/6GPRW8AbeaSu7PHQGswCaCoPcRkyVFYqEoUoNK2RQyJKmnKcbVXJg9UNUnASj3IFwefVLE12zoNZgPt/eJ/mV41mRhH7m0Ypejd6LFBUavOhECEnmgyFpQLKy2Wc3zuHYZGgsfzyMhq7DRSWeJBLAzZG1j+7TsPjNo1zChTA5PepsFRA4icor5URTKmrTdNUei2yNKO2VeO0prhE3TIyhuOkKUOCYo/dX/HzyOjtEPrWLM2g6ZR0je6PZPpgmqRSUpFEDL8wbEM2fGKfNJZCsyD/PPHZNFBMBf3bfdS2eC0U6gV5nzAKBg/TdQv17TqMiiFxfHHCglzEWqdhiiRNYJhEuJXXy7KInexN+F3JIAkIuqVLbrRVtqRBzSjwsGbVLMkO773f4/PWFYkzS0MGfuiWLg/mAAt5QVtJwgTjvTEPjnHKDmzeeTWKhjyQioNzlmWUI+Bi73mGwPC0CkFMLXL/h3htH64XPiJdyKVrAJ6pHkXT5iOPk/+3xz94/JF65OOwPimAPwbr6RG+iN79d11ZmmHvz/YwOZjQoPM3LJEUJFa4CDHeG2Pvh3uMRR35uPXPb8mN2Zsw9CKYUTesmZocUwruZu9GD9XNKhPPjJwBqynyuQgebKlTQrFThD/2Mbg9QKZk0tU+2SfWprJSoVvZjyXpQqC63AHlCZP9CfyJj/6tPt3NcYZb//wWTt46wXv/y3s4/skxzBI7GN0bXZy8fSJHvKNHI7g9F4seO1ijRyPs/XBPjmeyJMP0kIEMtW3eUEePRkiiBFbNkt1skapllNmBmuxPcPKzEwwfUp5hVS0U20WpDTv8y0MomsKwjNxQGAd8jbWtGna+ukOX8MCRBZVhEequ6eTx2jWbejNTR+t6iwinyw0aevLP1R25uPFPbqC8UqaGe06UzeDOAME8wMprK9AtHRu/tIHB7QEmBxOs/9I6qpsE+pdXyvL1zE+o9RSBHLqpQzd1ySBN4nyjKrMrnMQcb6oaN7skoFNcxMQKY5kISjEr1MWNH45RWa+gvFxG/VKdG1bNYmGXaw2dvgPVVKUERDOJhBJjWLtuy5CVLMugGzp2fmUHjZ0GLn39EqBB3rhFsp5qqIgWHLtGXoTxozGKrSLcgUstaL5h9z/oQ7d1LF1dwsbnNiQzFgoNVNf/7nXsfGUHsRfLDnx9q47GTgPzszmSKJEyicnBBKMHI8lwnR5MoVkaKSX55iFoDyISVlFYoIRzMkYFnu7m794kHi9PHCzUC5ge0nXtDly0nmtJXnbkRjIKWMQK64WcDpCP68VGmiYpBrcH7CCaukwbhMb7lGZqaF9vS/PjdH/Kw1J+zzj9+Slf8zxE82qTWs+QByKzwuSq7ntddD7VYSF5zm6WPyZHWOCaRDKfP/F54KiaMmVLURTYDRuL3oKsW0uHWTZR36wzZc8yUNuqIXIjbH1xC63rLTmC12xNcoVFSMbshPHisRdjfjJHFmcY3h3CLJsYPR6xAIlSWZg6XQe9D3oY748Z8zwPkHgJ/LEvpSGFdkEaYo2CAffcxePvPcbpz09x+u6pNAu7fZea4TCV/OuVV1ZQ32VqodN3JB8XGt+XS9+4BEUlU7t1vYWVV1fQ+6BHQ9r7XWi6hsiNUFwqYtFboHmtSW6uEyHxOMFKogT1jTrlHUUTgzsDLE4WkihRaBSo/cxYAMch2cxC+gENUAuqRNmJ/zcq7A4LMk6apHJyBZDeEocxFv0Fu7B58BBSHiJE8yUJEmrJ63wuUFkcFloFWHVLSjiENKp3h3pxYSYF2Amf7k+hGzqKHbKKrbolJ1RQSCtII2p9lVSBolMa2Ni+YIprpsbrMdfkIgNqGzWJohPhHaqqEv9Ws6Foimw+pCFNuqXlEotbI2c3q5T+GWVD0hgEsUFgD0W6pJBaVDerUDRSLBSdHeM04L6AlIU/MkAF77mqov7iKk+52JtlLfELUts+MlF+uiP877Fu/JMb/94/8x9jfVIAf8yWiDj+t63Z8QzBPMCD7z7A09OHv25lKburT2dzV9YqdNSmGfyxL1nC4YIdof7NPro3u9JdevrOKd3IOZtQVVXZWdQsjRgxj1qmp78kAn0mmIqjJyOc36XTW7M0OAOH3bNWEWufWZNOY/F+xH6MJ99/QoxPxiI1iRn0cev3b+H4p8ccNc0Dye8MpgGG94Zwhy40nZxJKCwwkihBqVWCUWDQgaZr2P2VXZhlBhEsegt5ii00CxjcGmB4fygNeYL5q5majCId3BpIM9Sit0D7hbZMEDq/f47erR4O3zzE5hc2ce03r0HTOdotNApwRy4JDrlRqbRc4gFCI5Be0xmMoOoqhveH3IwzsGuWc18rqxVM9id0vOc608blBo7ePOKGlYPbdYvmk/qlOga3B+jf7GPpuSV234YeKhsVds8Dmmvk+zoPsPmlTWx/eRt20+Z4M9de1rZqJAaUTBQaBRRbRWx+cROFWgF21Uaa5SiiRQhv4sGfM4xFNVWJidMLJBxYFQuaQYh/5PJzTJNUpupVNipQVRbDYuqw+voqNr+wKZOvgik7SJEXofd+D2bZhKZzQy50Cuw2uTE3+dxsFzoM4CivlqUWzzl3JNv50i9fgqIpaD3fgtN3MH44lnKLLMtw/uAcmsH4W83mOPbgRwdMnmrYmB5OyWrVVQaUlE3qWH/elVzP2maNh7CDKWkMJQNrn12DUSA1Rbe+Yg83AAAgAElEQVR1dF7qQLc5CRHf1cinXlAzNWnEsWssbIALbe3Wl7ZQ6tC4Y1XY1U6iBIO7A8oeNmvI4gzNK01sfGEDwTyQ9yPN1GRMrzt0ZeLh8MFQdqyDWYB3/vE7uP17t3H05hGCSYD+B312oRIAKVBaLuHm/3kTkwNqXmtbNez/YB/+zCe6ydZlrHOapBg9GTGh0Y9hVS1c/7vXUVmpoHmpiXAWYrI3gVZgR3d6zGjW+qU6iu2i/Gy673clok3oUJGx4LKqFuKQJsrACVDZrMCsmpgeT+GNPYwejUgZyA/2ccCDjjf0MLpP7b0IrsgSEkaShIap4lJRYuSyLIN3zu9S7FPSUuqU6KaP2Un3ZzyIX/m1K5Ta5PKWOIh5YC5xwjZ6MAJUNksqaxV0b3QZK5wwOClwmGJo1awLbSvo0xDhFiIZVFEVTA+nPMznExwhfRLNB2HWEuQTf+pfBL/4CfXKaxWi2DJFmgqDWcCJgZJBN3kY0CyN8e0ei3HEedGm5sVWdiGzgMIOc+wTkVjfpowsizMpwXAGDob3hxjeG1LHrlB+IORcRonNCqfH77J/7svpReyzqH/aF9N+oY0kSXDw4wP4I18W1JpNc7Kq5lreNJVGzzRlgqGILhYHQCHViLxIGqVVXaWhMdfoGlUe1oQWWuzlwkgYzsOL/T1/b4TxNvGp3RVUCymhABCFF/fOLM6eSZZ8uiYQ+2waPWVqUy6eRxr8AvNa/t+ebqb929bg9uDf+e/+x1yfFMD/Py9xWhXdRUVVsPO1HWx+cfOv/Zk0SXH23pnU64pT2oeL59iPcf879wEAp++cwp/4UFQFhz85xPxsDrNiYtFdSBfs0rUlWFUL/ozdyGBOXJTdsDle7fHGNX48ZicvHzXZdRudFzsymciu2zh8k4lrgjYhzEhQ+GUYPhiSipCnEImTvWqq0pHduNSAVbFkoeGeu/AnPtPDhh5xcTPqRs/eO8PZO2fY//E+zDKDGNKYsauNyw00rzQRTAIUl4tobDcYELJEasTwwRC739zlab5oSKnFwV8cYNFbYHbCUWf/dp9aVAXovd9D72aPBVTOYgwmAeyqjdiP0b/Xx+yAaCRFVTA7nOHoL48QzAMeKiJyHsdPxtyY8hSgUqcEpKRwJCE3UihE2JU6JanVRsb45TiMsehSLlFeZoTo+//H+5idzpBmKYaPhpjsTchevtygwejdMww+GNCwpqpYe41FlkBvhYtQEh7CeQjDNlDqlDA/JlZq+eVlVDYr0q08P54jjcjwLK2UUN2oonmliUKrQKd1lELTNPnc/bEvDUdQaXIc3BtIaD0UyBQ01eBGJ7inds3G7q/vonGFY15VU2FWTXbc7P+PvfeKtSy9rzvXzuHkc26OlbqqOje7STGIlCiJtCxZIwkaeQAZMxqMYfthXgzMPPllwoOBwTxoYM84wBIm2DJgybJhURIpUaKYm51D5bpVdXM8Oe4c5mHt77tdVIsyNU275dEHFLq7+t5zz91nh//3/6/1W7rktvYe9RjzfDCmAbFi0pCpUBcomL+6rcvEou69Lp3aITXR4pp0Gg6697rsThdxp17Pw/R4SrZnmMKdd1mQly2aGWsWtfNnU9Qv1mUnzV0gEzaaRdQ4HzH++qW//ZKUIDlzZCcbloHyYhm6pVMm4xrURWoM2RB66+nZFNPTKfwuk9qq61UYJY5i8zzHwy8/hN/15b0mGLGTOjmZ4PCVQxiugY1Pb+DyT1/G6bunDB2p2/JhX1qkOTDPqYWcHE0o8wEDNERBND4cY7A7wDv//B14fY9UgTDF+HhMY2iaY/UTq5idUVbkNCnfSPxEnueGbUhjmm6xeNNNfq6zzgwH3zpAdaNKycLwXLaTJ7lMRRMO+9YTLVJECmyXqqvo3O2w2A5TlOZpFA2HIbw2CQiKpkiofzAKSD6wdMQBkW4iZcwf+pQJJJnEfWUZ7zeqpaK/TbOpoiny+kwTFl1xGEuqi6rz/DVcA/WNujyWva2e3PioqipNdYI6MzthQdd70AMAqY+urFYwO5khyzIZaa/onMiImN40PpeuiO5/FmcozZeg6YVkZcygClVVoVu6lNkoqgK36SL1UtmtT+IEukPGuEgdHO4MMTub8VimkMZTAFLvm8Yp0iwl+Ubodgu0l+4yplfcP9I0lSziOKDxs36pLicnp+/yntq41EAWksrh930EowCV5Qo1yGkOxVDkzxebIFVn0b/w7ALNkrnCNLZJKAN2BFUjT3O5udZ0Dc//8vPSrD33xBxUk0E2pbkSWk+2eC4WG/zyYhmV1QonWCZ9CqW5ElpXW1KaKEybaZhCpMjlMac0iqJI3nyeFJSHggMtJhS6e550KIzJUHkOSOkCIGUPUhIpCmTlPf/8U5YofL8bCfq91vsW0h+Cpf/ZX/KX6we5svQcawJAopK+14pnFJSLLmtpvoTJ8YQcyfcsgY8BIMMfhCFnejKVoQqlpRKq61XuqschTt4+wfSEX29VmTOeZikOv32IB7/3ALXNGvpbfdQv1eH3fcxdZ7cCObD5o5uMvtRUGK6B+afmAUCm4CDneKu6UZWRvZpDXmk0imjssDQYjoH+dh+Tkwn2vrYn42p793vIQSSb4D8mYSJh9klAZmo0I+TfcPhAnZ5OYZQNTPYnaFymzMRv07i39qk11C/UcfFzFzHYGaB5pYmTt07Y0Ww58gYZjALsfnUXmz9CakQ8jXH61qnUN4qOZv1CnRHHlobSYgm9rR5O3zllYXyrLROP0jglKWKxhMAMMPfkHLWZRYFluqa8GZolkyivIhdeszQkQYLDbx5i7qk5SgpiusQ7dzrwOh7Zzjm13o0nGqhfqEOzNZzdPEOaptBznTG6ZQNrn1rD9Jiu5sH2gI7mAi8Fjeec32WMs+7qJDQU+jBhnslSAtyNkiENOIpK1JnonmVKhjzOEU3IJRXmiWgSSXORVbHQ3epSN1wYNNMoxcXPX0Se5ujd6yHxEk4CIj4YB9sDRvqWGek7OZywCB2xAEq8RAZLlBZKiL0Yp7dOScsQ8HeVrNwsy1BZrcDv+ait1TA6HMk0RHEu53mOyItw6zdvYXI2weRwguZFjpo7dzvY/AzPkXAcou21MTmc4NKPX8LSC0tM4QrYVRRBJEmYSNOj36ExMUvZRbRqFiqrFTQuFtrOQgoQezFNQConFUbJQD6jefPqX7sqkUen75wy6rfA3Q13hwinIYY7Q3zj738DV3/6KmqbHOnGsxiHrx3iG3//G+je78IoGTBdE41LDZy+dcr7TqEdPHnzRJq/Bo8GMkQmHIe482/vYP4a+cgC1weFZtnx/pipfmqC2QHNflbI3xHgqLv5ySYefvEh7DrT/7KY+u7jN49Rmi8hGATy5xklQ3bHhMwIKrD+yXV0bndQu1iTGDxx71x+aVmmEmYppRb+yMfKR1cYiqKSfmGVLdldEzIP3SyKs67H4s1QZRNBszTkcY4wYFyyCBVRQFlYGrDwKq+Uqec1FGgpk8GiWYTKckXGuM86MxlUoWqknkQedf1pTA3xe8k54vdZfG4RB98+QHWtivHRGJrB0IZwEkLTNbgXXBanxQZXJPhlMbXNopttN22MD8aU5USJvAbExEEclzzPcfb2GdY+tSYLWKHjFul14SSUmERRjCZh8th9y3ANBOOC13s6g1W2MO0Qr5d6KQIlQHWTnhNkQDJL0LzShN/26UGYsevpztMQHM9iGf0sWL1i9J+nOQyL+mPd5Wa7ulaV7GOAkz67btP06ejyGKsmn5PzT86jc6cDp8mNvmZqqK5UMT1iQIzAmukOpWOD/QE0TYNdsRGVOblTFG5mRXEq7q+CqPHeojUJEpy9e0YEWnEeCz6volIuIYyI4rXSiF1iwRTP1fy80/teOUMOaI6GZJo8dm9/3yXqXg1/Qu/7F239ZQH8H3ENd4c4u3lGU0bh+n2vSe39VuzF2P36LgBqgspLZUxPp2hebmK4N0RtsyaTV1Z/aBUAZFdEpFCJ70VUJJwtcYxm1S1ouobD7xzS5FBo8ZrXmjj8ziFTx+Zd+D1fcifLy2Vc/txl3PiXN6BZ3CUvvbAEv++T6pDnuP6z1wFwZL//7X3ZZVz/5DoiLyJaaBhgsDNgKMCMEabDvSF6d3uUFDw9j4ufvcgOcIej/NJSCf37fSZ8xRkmxxNqlQtGZ2mOCUGLzy0COTDYGVCj1bDx0t95CV/6u19CGqfy4W2VLTz9i0/j4NUDdF/rQjM1XPr8JTkCDCchmleamJ5O2Y2NGPcYjSOZ2lRZrWB6OoU758oOZRZl6NztECtWs9G718Nz//Vz2P7ytmQpG66ByeEElaUK5q/Ns4BrUGaQRqlMMJscT6QzftaeySjKcBTK3/volSOUFkoy2U+ENDQuNXD02pEsWmbtGcrLZSiKgoWnFlBZrkhahj/m9+YJ47P9IaUiaZwin9JsoVns3CQRZS9G2UDkRaheqEqtq6IzBtppMrzB63rIwAdtZbUicVMCHi+KFGEGMismygtlGgcrFguWOMPocARVVRHFEZPCJkzSSiNqeqfHUxoQ/eT8gVDo88RnHvTZ5TKbJqob1EGLYATd1qWDfXI84ebB0Jh6OIpocEpSDHeGMpHKKFHSEk5C9B9xdD49m8Ku2Rz7BjEalxrY+uIWDJckDWTAxo9uYLQ/kpsi3dYx3BnCaVDXW12rYvG5RUzPpkg8RlObJZOdrmlMWUPBEbVrNuy6LR/iw92hfMiFoxCnnVNuBgsdO3Kg+6CLwd6AXaX4fGMX+zHmnpzDi3/rRdgNG7tf3YWruIhmEbWvo1CaDytrFex9bY/M5FmM0e6IARW6Ko9zNI6w/Yfb0EtkyVZWK0ylM1gcJj43KcGI9IPF5xbR2+ohHpKVnIUZBjtMlLOqFoLdALnCzm/rSgvjgzHCaYjJ8QRm2cTDLz5EMA6w87UdGI6ByjqvTUWn/rd1rYWTN0/kfTFPc+x+fZdFXKHFb15tSjf87uEux9oNQ7radUeHWTOhmzpH/kVQRzzj5iQbMrK2slJBMOSm2KpT5iOY2LmaSzkaAEk2cFoORocjmC4RbLqjIw2YJCYSIDt3O7CrNg1SGZF57ZttWDVLRumqKqdn4ShEMAxglAzYFRuJXxSghcEq8iJZ+Gg6i/Is43+XV8tQFermFZ2sZNUoCqWAWK9kxsJWPM9EIZXGqYyVTsNUzp0Fl1YYtlRNheqpMp49zxnPC5UbiSzJYI9sdlk356S23qyY0lzrdT2EE04nsoifQ+9BD/7IlwbtHHxvRsmg0VFnelzskdkceREMx2Czodj0V1eqGB+OpfdA1VWMDkaSkhFNIxpzHUMSLGqbNbRvtWVkO1IgTdkocVqOpDIMHrJhpOj8XdMglfd4wUFHzu+PZzH0kn4eOgG+BrSCM18kayLHOdas+P+apiGbZY9TGsTXqeca4MeYvu+zZNGc/Olf835LBml8iNYHUgArivL3APwCgGsAQgCvAPh7eZ7f+iBe/z/Fdf937mN6MsX4cIylF5aw8xWasf6sE0R0BwBg9+u7WH5xGZs/skln9Cx+LHZQGNH8IVmVyy8uE3K+o6F7r0s80clEjqsTj5qp4e4QG5/aQHmpDM3WpFYsGLBA1zQNRsWA1/ZQmivB63moLFekSUZRFZguea+9Bz1c/WtXZYrZ4rOL8FdpZFEUBQtPLyCLWLymcYryYhkLiwu49Ru3sPWFLbJdBz41xyZvEmaJI2s3c2E3bbr1RzRkJTNGsZqlQjPm0ES28ekNyWJ051yU5kuobdSw8PQCNEOTBXjzchP3fueeTITb/so2DWrdmbzwhWMcKeOoRXBFMKPcwet4SPwE5fnyOYbsaEygvMZEtzRIsfSRJQx3hph7cg5enxGxaZIygKFmw++wGyN0oLX1miz+Z2czqS3M85w/00ukbizP2KHUTA2lVUZmi/Qrq2qhtFTCwbcPpK5aNfhwqm/WWUwV2jjdPtfVWhULaZLCXXDRfdiVPxsZkEQJTIWoLL/rQzOo9Uu8BHEQo7LG4lozC5dzEZiSeIk87xMv4UM4Pg9wEI51t+WiebmJxsUGbv3GLenmTsMUo/0R7BolEtOTqSx6hczAdE35eygqOy7jgzG7O8dkNTsNB6O9EYJhgPrFuiRYRF4kE6vcpovmtSbSmO7vyckEmka0nVGhnEcYXB586QEUUGYx2h/J8719u43uXaK/VEVFabGE4fYQ2+k21j+9Dq/DiOAk4OYqHIXQXR2TwwmO3zjGsXYMs8KktyyhhjX2Yox3x+ycXiIDdv/lfTK2c8pUzLIJp+6QejAMoJs6u4cqsPe1PcpjjqZQLRVplEpNqWZoKC+WiS97okVz1YKLzq0OkiDB/FPzUFUVkwOaJhuXGjh58wT97T5Hx4ZGVq2hUa5T6KDtpk1WrVloKtNzw1sS8poPx6HE8zUvNhmok1PHPz3lxiJUQk6RTA1qqEpNrd9n+IhIRXPqDnoPetShZrzeR3sjGTiQ+JwypJVUcnLDcQirbBGvFqUMBxkH7DjmkBtTBQriKeOJZ+0ZglGA8gJjdgHIVDJRkKReinjM7qTYwCqqwmj0ORa9bpMGrmgYobHZoP5UoTxs7RNrKK+U4TZcbP3eFqyaBVVVMf/CPE7ePoGiKKisVGDYBjeoHmVSWZzBaVDmVH+ijtJSCZOjCQaPBrK4A9hkqW3WEE9Z5CdBgupmlfKGk5k068bxeSfY63o4u33GaVXNlOlqWZwhDhkSoVqqRD4KBruq8b6j6iqceQezzkwGsogiTHWp0c9iFtNuy5WTo9E2JUTRNGLzqJDlleZKmAUzlOb5fBKbO6F1VQxF8nUNx0B5pQyjbKD/sM/NoQ1J4DBcA/VLdXgdD86cw+nLNMYkYBJi/SIna+KeE/l8HtU36lBVFU6T34OM7GOhQ194eoGyuGko0ZpCR66oCjSQ/ywZvSLJrSCPiOOTZRkqrQrvudMZ9JKO1EuRpqksUiUB6v0K26JIzsIimOPfV9rwfXrhTu+eYuXZle/vm37A64Mqxz8L4B8D+BSAHwcP+x8pitL8Xt/0/9f14EsPAIAXZp5jcjLBaI8oNAEDB3iD9bqe/O88yxkGUKxgQBC7XbPfN7jh9B2OLLe/vA2zbKK6WuUY8Y1j2A0+wHWHCCnhDB88HEi39Pwz8+x4TSIMdwkfnx5NkaYpGhcbcOdcGGUDZ++e4fjNY9nBTsNiDG7rWHx+EcPdIYb7QynTuPhjF3Hpc5dIVyhbaF5pStmDKBB693rnXOSMRVv/QR9Kzh1/43JDsnJLCyVqP3VNZppbNQuRF2HzM5u4/nPX8cRPP4EX/uYLCAYB5p+Zx6M/fASrSgpDEiayW6oaKpY/soz1H15nF2V/BH/oY/vL29j7+h6yjBrW8eEYisECp7pShVW30LjQkA/ocMoHuW4XiUeF69uwSE2499v3cPzaMbnH97uorlQRTsLzMaujo7ZZQ/NyE+Ulxp42n2iidbWFOIwRjAPoTkFmWCzLUblRJhps1uX4VDM1jv0XS+je7aK6VoXdtFHfrGP9U+uSQHL6zim6d7vSXOY2XSi6wtS7KJEmsVl7RvPSeo0BD7qK6kZVkhgURYHT4A1fdC8UFCNH14DdtKlLAykks84Mqq6icakhz8EszuSD6en/4mnMXZ/D1Z+9yghnTYXXJge2tlmTzmlRUIqUwzROkczYLXWaDsrzZcxdnyPtZMTzdLg7RPdBF3bLRhqmklpg1S0ZtuIP+Hl0bnWQRine/GdvwqnTYJT6KfQyQflW1SKv1jQQDkMMd4dQdAV+3yeuz9Bw/OaxDHIRwRa1CzWkUYrD1w/xxj99A6fvnGJ0OKJh1VQxOZ1QbhOQUao5GlY/vor5Z+alqSYYBBjsDTjGH/o4+M4BxgdMPzy7cYY0SrnRTDMMHpHvrBoqzVx9xoabZW5YBarP63jI0xzl5TI6dzvY/douJieUlQg9KhRKL7y+B39EzfrSC0v8zPNzp7tVZfqdZmrEw1WZxNd70INu6dKYKbrfSZhgvDeWOuUkSGSkdxIkCPqB1NfaNVtKxiYnE3Y5ewFGByMcvXqEwc6AZq2QxqTyAq+lxGdktmDbiojrxE/kSF7TiSi0Gzbad9pM8NMhtbPCkDTrzBCHMTXrReiPKNhUk0ExuqlLnXKe5jBrpqQgCNqFkDCkAa9fIeOSr1sxKR/Ic6R+Sk/C/lhq8CvLFRnuobuMuHYXXGiOBu/MA1TeV3JQwrL2sTVukEah1AhDg9Tgi8jeLMngn/mSzBF7seTSig1wHucY74+ZSJhyczr/9DyT1QomuJBr2A1bkiGEtAAAVEuViLD3FldKxmdKmqYyDXJyNqHuOWFHXDM1+b5EvLBZNSmR8xPJlBbyDqhsXrgtVz57ho+G6D8iV762WYNZNuE2XVQvVBl/XMjbROc7S/ksiL0YYS9EFvB9R2NOo4T3QNU5BYxm9M3MupwGic1XntP0ZziG1PemSSrNlxJTVpAwFEWR0jSh1xWdZ4DSEME25gE85z3zQL+nSMjP/7xXDvGDWL/63K/+YF74/8P6QArgPM9/Ms/z/yvP81t5nt8E8F8BmAfwwx/E6/+nsqJZhPu/c19e8GLUlSUZGpcbqG3U8Po/eR3tO2TZtm+1H4tDHu2PsP3H28izHJc+fwlW1cLyi0yJi/1z0LThGI/93DzL5escvX4k04TqF4idyuIMrastRNOIXbB+QBh6wMJw64tbEsqvqAqsMvVkAl81OeXIcemFJcYxFgaPLGVMZOdOB2/96ltASmOR6AAALBbLy2UsPbeE8nJZjoasCnma/tDHrDPD4auHOHn7BEBhFLBJoRBMTHEjLc2VkCfsQva3+nKkrZkaend7yJIMu1/d5XGPs3Md3Iw3z/bNtiQE2HV2YUsLJTqOT2l4ylKm0jWfaDIq9TIL09JiCZqpob5Rp5Sg6NbGYSwNKcJUkwR08tY2iaXyuh7KS2X0tnrEnGUsGFvXW9RvpTQm1S/UMT2dypGbVbew+vFVFowlA6VWiQgxRYXf4fiuvFiGO+ciDmKcvHNCMPl7/hy9diR5yfd++x7fq8ZEIs3R6FZPchlUcPDtA5glE2bZxOKzi1JrlyOXm6LSPJE/msmHSzylC7q6WuUNPk+ZDNjxoEDB/JPzsBoWpidTlBfL/Ixd4oXWPrGGNEgxeDjAwSs8j52mI3PsAaC8XMZTf/0pptlZOpRcQf1yXeoWZ70ZkDF0JppG0GyNqLdZjAe/+4BdrYQAf9MxiTraqGHu2hzfx0qZet5bbfgDnx2rOQe1tRonHwanKp17lLrkWU49cZIhBwsAs2wiDRnUEIwClJfKGO2xOzw7m9F8NAwwPZnKbpdds/k1hdYyj3N4Zx7cOReNyw25sZgcTBAMAvQe9DDYGeDgZR6nk7dO4DQdXPyJizR/RSkalxukcYwChKMQccDPT+Cl8oSd39pmDaPdEQ5fOSTpxaDu3G0yIjeexuhtsYhN/ERi68TUI/ETlOZKWHp+CfNPzcuuv2DHmlXqW82yKSOIhbQjCen8z5NcYhcVRUGOnIayYkOZ57ns1opAkDynBnV2xg66MGvFfozyKlnmeZ7DGxQGq8L0qDvczMSTmAVIkshuXOKd/36mYwI6pOY/9RngkGUZkVYZ5Wx5SiRfZaOCHLnEVuUqNwgi/VI0IJwGp3Be15PaULNion6xDgUKEVi6wpjomzThCg1rFmcYHgwRjkMMdgYwHRPV9SqscoH9KgJo8jRH62oLT/3iU5icTDA5ntAkVWDWUj+VExO3xTTALMsQTAOZDCeCawTrVxRMkRfB63tMKqxYmL8+D13XJUJTM8lAzhMG0Gi2dt5F1xSUF8rnHU8FssB7b+c2GPEcjkZFMIlPOUIcxPJ503yiieo67zOxH5+nkGmQLObKcgXV9SrcBRfllTKmZ1OZDmg3bay8tIKlF5agairK82Ws/8g6JQmDAK3LLWrjKybsBmPZ3UUXaZLKTcP0hOxzu26zKPZJTxruDiU5I5pRA67kDKQIJ5TyZVmGPMjPm2EFek12xN/jGRJ/P2vP4PWZlAh8F8NXfK8CqLYqwz8eW+rjXwet+AP8e1Gm/qKuH5Qgo1K89uAH9PofyvXejtH7rXB8zvt9L7Gh+URT4r06dzo4fIXFXhycF7XBKMDDLz+UNzIx5haxyXlK/d/8U/NY/+FzgsTSC0vUXRYXw+x0huHuENOTqQyg8LoeDTQZXcmarbH7csjOdBIUmexFjOq1n78Gw+EY8uQt0iiyJENjs4HWdZIkxM1WLNmxaTChSKTbLb+4TJNZzZJRvuEkJJw8zlBeKMNu2JgdMyGptsnOY2WVaVij/RGqq1WZahX7DApQLRXewMP+N/eltimNUlTXqnyQF4xHp+FAsxlLOtgZ0B2tK9QgF11vEaqRRAmCEeNLVZNJSrOzGVrXW3TeW9x4lJf5kHVbLna+toP6Rh2aqaH5RJPyi8WS1PY6TQfzT8/DabHTU1ooya5d7UINqx+jjluQBIT+TJi6RKEYT4lmypIMk9MJYzQbFvI8R+9BT/IeBToqjVIZexpNI8zOZvA6Hry2B6vMkA5xfNIolR2iaEKU2dz1OZQWSvIBZjdsml3GoXxt0VnTbR3OnIM44MPILJlQcxYTSUjZxqwzgwrq62a9GZyGgyzN8O7/8y7jSMsGDl45QPd2lxMKS+PkwGRAx+rHV1FaKOHKX73CGONiEqFbHPXnyDE+4nmqqgV5oNA3Crd6ltA5r+o07dQvkCvbuNSA3/Wx9409zM5YvM7OZtKYqGoq/+50JrXOecqCR9G4YXQaDo9zewa/47Mz3XAwd32OD/BZDG/AaY8oOrKI2n0Raz5/nYlfw4MhhntDlBfKqF2sobZRkxg0t+Ui9VOJ2lJUBV6PDNqDbx6wi3WxLjcPfo/d6NEetaaKTpNPGhPCP9wf4uSNE9QSuk4AACAASURBVHnvqqxUcPXnrkpOslWxJBs5TVJ5vYgN3+SE5JBwEvLBXgTERNMIo90R0jhlRzeh/EmzqDNPoxSzk5nscusWr+2gH0h9ruma8PoeU6yKoldcD+K9ZCnxcbP2DKqq4uT1E/h9ml8nBxOpkbUqDK9QdZIIVF1liMXRBInHiHLN1KSkQ1AynKYju4qi02xWTOmRKC2WsPTcEhFvuo7KaoXnv6lKVJlI9xSbA7EhMmxOi576had4L82AyTHfj9f3zgu7jMW91/UQhzSrnt08w6w9Q+9BD06N6L/SQgmqVRTaETeyjcsN3hOFDr9Aank9D/1HfTh1B6ZrMglvFkkGuChURWIjH0LA9GTKP2dTHL95TKOcosjPNJrxdaCBGv4gkti+0nyJxIPitURIhAirScMUXs/DYGeAyKeMLI1TxCG19CJRrf+wT82xpcpEwMRPkMc5o+ZBLW3/YZ8dYJ28YfF5hcMQwSTghLLOqdbeV/fkuTk+HjPprmxRFjMMSIYI2FDwh7ymxDPQrJjnMc9xLlnHo4MRj3eeIZkWWoVCKyyOQZ7l5+jSQnYjEuxUU5XFaZrQDCwDgwTfV1AdigJXSLFU67w7zBfA+SomBXJ9QB3hX/76L38wL/QBrh9UAfwPALwD4Dvv9z8VRfk7iqK8oSjKG53Oh5MP9/0sr+shSzOMDkbY/9b+n/p1ogh1mg5qmzUii9Yorh9uDwFQb9W918X4cIyzt88wOZ5IU4gQ+k/bjEZceGZBJsWJJCmn4chRyNy1OThNh13VYuV5zs7TwUhqHK2KhdWPrbKIGnAkatgGGlca8Ae+zCFPwxQbn96AXbUlX1HEWPa2erj9b29LXuRge4D2zfa5+zlJobuMFjZdE4vPLWLlpRUYroGVl1bQutpCnnKUffLGCXpbxFiFo5DBFhFHf3bDxvKLy9AtHcsfZffbqlhIA/4u5SWautyWC6tEg869f3eP9IWyCcM2zpPaLAYceB0Pr/3D1zA7nUn8WO1CDf0HNHJZVT6k0jDF8WvHOH37FIlPPmwwDuBUOfJvPtHkSLpgV7bvtBGOQng9duwWnl3gzj0nHq40V8LKiyuoLFVQWanw86xYMvmosljB2sfX8Nn/8bPQDA2lefJjqytVZGkmgfcnb5/IB1I4CeVD3HANFij9AINHg3NSRRGa4XUpwUl8xhkHA24CwkkITeMIU9VV2SVqXm6itMRu8Om7p+g/6GPwaACnwYQmq2whmnGKMDmeULt5pYkcOY1iw5CRuKMAOVgwIOP1YFUZY6sZGl3uCY0zwSCAXbXh9zj6FF03q0IdcxaTR3rw7QOcvnUKf0S9uCgyhEQiT7jBDAYBgw0idp1Ug8Xn7GwmQyuiWYTB9gAn75xQc142ZWhMGqbwe75Mkpt/cp4PohyS0JCl1OZG4wh5nMN02e0KRzTHxT4lLG//32/DKBuAxtG7oih0fhfIKFVjkdR/2AdQbJSLYJosyrD68VW0rrRw5aevMLiikBJ4fe9cPlV0dba/QsNlEtCwWN9kEWw3qSXuP+rzXlC2+JD2E3bpTA2D3QEefukhYi/G9pe3MdobyYCAg1cO0Lvfg+kyha13rwh70XnPmB5Pcfs3b1O7OI2RR7k8zkJnDxXQDR1208bkYMKRualJpq5ZMsmGXqnAqlPmI0xleZIzBGRnxE10o0hAizIpvRFkCsHw9Xoe6RJ+QkNUoUMW+lSokBuh6ckUdsuGAgWV9XMGtVkmoaW2UZPGKHHuIS10qIslifEDgDiMUV2usmjMSILQdBqCo2mEcBhKjbrX8yTju3e/B3fBRWmpxGjc0ykmexNMjiYwS6b8zGenMyy/UNwTq5ZkMxtVAxc/d5HnKlRMjibob/WlRleM3nWrYDCDI3arYqGyXpGpjEJuZ9ZMmcAnZA18wAHhkB6HLM24ufJjMryLtD4xBUgDyuSQENFVWalg2p7KlxLXneEYMt49Ry4T/AQL3SgZ7EgrRaR88fqjvRE/9xE14qrGLrGms3DUbCaIdu52sPzSMhoXGzBLJs+T4v67+OwiTNdEf7uP/oO+ZBiL+5Qz58jiftqZAglkWpuIlxdIUVGEZik3t2nMLrbAEyrGe9qs7zGoabomN6VSvpHzXBI8YVFbvDeSWxrZxGsVHG6BThPJdI99fuLYF8fwsaL4vevPWTWuvPTh0v8CP4ACWFGUXwHwaQD/eZ7n73sI8zz/Z3mefzTP84/Oz89/0G/hP/g6+M4Bdr+6i+EOi9gsYepV9173sa8bPGJDvPVEC/0HfKjZDRu9rR7ceVcWuOJBmCYpxodj7H19D+NDavryLEfnTgfHbx1LVibAE/vw1UPsf3sf40MmGzWvNDE7m0mcEl8c3AXnYETtNEbnbgf739xH+3ZbonygAL37Pbq1lyu49PlLeOaXnqEhahxSr2nrTBwbR1j/1Dp0U0f3bhd2w2a3QVdx8i47Ll6bY73RwUhq/dY+uQazRG2yZmnY/eou2bZFOpDoBOsWU268tocsol4umkU4feuU+Jyygeo6O7uxF8Ou2agsV+DOM5jj6LUj3P6t2zh64wiqwde7+NmLWPnoCswKx6+zzgydex307vWIZCuSjYRD2qyYktQh3r/X9WBXbUCDDKMwq7yJtm+0JbtUBBGcvHECTddYuGXk5s49NYeTd07g93ysfGwFVsPCYGcAu2Xj5K0TvPmrb+Ls5hmWXlhCbaPG7v3ZVG4Gaps19O73MNofIZyQDWs4jOKsrlYZqRmniPwIZzfO0N/qM0TkQR/VjSoL0mEgWZ6KxmNRWizBrtrsUCoqPyNTo4QhI4ZOdCYmpxPE05jHUqFZ0m7aqF+sUx9b8HY1S5NTAaExrm3UoKgKNxVF2EGe58iRY3o8RZZkuPUbt6RerrRQwtO/9DTWP7mOd/7Pd5ArObKciWK9Rz1KBDreuQSnpEtsUJ7wdZHzQaUoCpFuBpMGpydTpEGK8dFYJsy1b7Zx+MohdFeH12YaYeyx01NeLOPs3TNYVUvq/fyBj9kxU9fMsgm9RE2xCBVIIpoC8zSH3/dx+Mohzt494wi3ONeymJsbo2RgcjzBwjMLuP7z1zH/1DwaTzTIxO55GO6R8FBbrcmY5SRMyHRuUKctNqPDnSH8LvFqw50h/QdpjoWnyO8WtBKjZHBcGyXIkxyzsxn8AeOJoxk127tf3ZVM6tHuiKbQAbFsnXsdmQQZTKgBj2YRTt8hXziNUnhnZO6mUUqpVZjIiY/Voj45GDGhK094zZllE+ufXpfvUUwfdJsab9G1zfOcG7tCdiIK3iyj0SyecZPvD3zydy1DphwqqsINf0EnUBRKteJpjMiLMDudyc8u8RNiFQsqi0DY1dbZjRejb6fOLr+Ij1c0RTYt3KYL0zX5/lVVcoLTJD03JBXn8exsxqhwV2eM9pjHO4k4CXLqjqRjGGUDdsvG5GhCuVuRvqjbuvzZQvudxqmUidhNmz6GwjiqGgxtaF5uQjNoXo3DGKU58pMFWUiY54CiQxkmNOwF55gAQWKBRiOYoE+IojsYBDh+9Rh2kylqqqZCMRT5uQotsqqqtO7nwPzz89TIKvzd8ixHMKKhtn6BUzfklKpkKaUuRtmAaVPeJ3TMfs9H/1Efo90Rw0pGIeKIjYXe/R5/R50Tv6Af0PBYp8Y3GAdyM5cpxNXlWQ6jbODw1UPq0schP8+sKOxdBmYkcfKYBvexbm3xrK5uVhkmlGVSnw0AeZjLzaPQpIsltdnF8X4vqkx02DVLOzcxf9eS7OH3W+8Jyfh+lwjm+TCtD7QAVhTlfwPwSwB+PM/z7Q/ytT/MSxS8wlB0duMMO3+8I13HIlNdUBKERqq6XoXX8TA5nLCj+eIyystlCZkX6/C1Qxy9foTRwYi71lsd7H9rX1IBwkkoO1iT4wmiSYTlF5eRRkx58roeRgcjPPqjR9j+w23yYYuxs2ZRX3rj128QO1Pkkh+8fMDxX3GDVRQF1TXGMB6/cYz27Tamp1Msf2QZV3/mqhzTisz01tUWNEfD2Y0z3PyXNxGOQ8zaM7z+j17n2FFTZdAAAIz3x1B0QuOh4FxHHDFxR3f5gDp+6xiDbeLShO5X1VXoro7KWoWFyWqZBpAlV47hRcDBtZ+7ho3PbMikHYHxCkcholkEr+th4dkFVNeqsGqWjOy99BOXpGwlCRO0rreIH5uEePilh1h4eoEdujSXqVNigwEAk0PeCINxANVQUduoyYjlcMRjc/TqEZIZ05XyjGlD4sFRXWNU6/Ebxxjtj9C80sTSR5Zg2ETlWGWLI7okhe7omJ5OMeuy8+A0HBI7FkvSDKTqKq785BX4A5/MY9dEaZHpeOODMd9bw0LiMfHOnWeMtcC2Cc2dZpPh7I8YwpCEiTR46I6OxqWG1OXqjo7ScklG7rotl5rhkiElCYvPLSKLMoSDEJWlikxiCqchb9pKjqs/dVW6oTVNQxqkCEYBJscTnL7N5MI0ShlKoKgcJ5cNpBk7T9GUDOLqehXVZXbTwxmZqnbLZmda42Sn/6DPbmdBnEg8jtXtJlFjWc7wDhFT6vcZ7RtNI9mViibUaw92iBpTFZWbwq6H6dFUbriyMINTd1C/UJcPWCkXOCShYu3ja+xWBtwcL7+0TAzZaoUGxzoNffd/9z72v7UviQaxFyPLM8w9NSc7y41LjIrOMyKg3HkXaZTCnXNJf1gpI/ZimGUT/siXOtedr+1Ina/AM2UxmcdQwZF7Vhh6C+739HTKEbrC++H4aAy7wSLRsAxSTIIEhmnAalqSc2o47FSJjYFVtThJOJ6gvFRG41KD+mJDgVk15XFHTqe/oiqcQvlFNHuxwRdTstJiCSufWJGSJvGehRu+e6+Lh7//EOO9MUf3GaC5lEKIYsAoG+cSoFEIp+UgCzO5IWrfbiPLMlTXqlKGdfU/u4rSQgnLLy5L3bxu8j3lSY4kTuC0WDz3H/UxPZtisMNpSxqm8Ds+sjjDxqc2UF2rwht48tmy/sl1TPY5gSnNl1BeLsMoGbwnF5uC4fZQ6sr9kS/lSSIko7xcpqQjTrH52U3ZVcziTP67VbPYLTaUc71oMbaHysLTrJg0Tor0M4sINrFZEdKdyfGE8jNNkWSJPMpRWipRI22ocqwvYoyF0dLrezArppQ76Y4upSKzU5oKRZEeDAq/SMTi23AMnN44pQa3uMfEsxhbv72F4c5QprilaUptfppJA5yQAYXjkHhCTSfZpCiW/a4vC1+ByTQdUybJiTCOPM9loIpMc1MAGGQmB+PgHDkmFCIZN/4ifvmxVSDNFF051/6aqjTMiQhnca79ifU9JA+CtPH9Lq2kPRa7/GFZH1gBrCjKP8B58Xvvg3rdD/sa7Y9w8tbJY38nOkgAu6gPvvhAaoM3Pr0BgEWUgNWLjolmaqitEz8zOZ6gfrGOhWcXEA5D7H9rX3ZL85wXnTvHru72V7bR3epicjTBcHeIrd/dwu1/cxuv/u+v4uj1I1mYv/y/vozJ0YQA8ITaLKFXTCMWTvWLddl16dztcGf++jEeffkR5QFhisH2AN27XY7ri8KlvETSQHWjKjuaeZbj9O1TDHYHMixhsDPAcG/4J46jaqhyPG6WGBThzjFGVtXpUnfnXSby2ASL19ZrqG2yy9W60oJhG1h+aRmf/R8+i6UXluDUHUyOJpidzciPTTIsPLMAd86F3/dx6zdvYeerO+wMuAZKcyQeeF0PVoldy9p6DZPDCba+uMUCIKbWGSgKgEJ2YJQ4lm090aIrvu8Tju4w6jkcMlWvslxhut3hGOEoxN63yE7Vbd60K6sVslWjDNOTKTq3O3j1/3gVt/7VLbz2j19D524H48MxXb9iZKkqmHtyDtd//jrclgun4aC6UkUSJCgvlhFOQ/Qe9OC2XORKLgkdj778CNE4ol7OIJtSjM6Gu0OixdaqWHphSTrvkdFd/V7HsMBlRV4ksUaDRwPG/BbR01mewW26WP3YKoyKgd5WD+WVMq789BWZvCUiVMtLTEwqLZHuEY5D7H5lF927XfTv93F26wx739iD32cal1kyEU5CTI+nCMfFcV6pMKFtwZXdozSkdlhQQ9w5V469TdeUEcGxT9NiGjD1KxgF2PrtLRIMahaWnl/CS3/7JTz3y88x/vhyA9WVKhafWcTC05QlCX2sZmrwuh7MElMX/b5POH+VKVvD/SFy5OQOZ+xwLzy7gI3PbFCbPgpo4LzXw8lbJ9T/7gzl9GV0OMLhq4d48heexMf/7seJNjzjRiSchvAHfM9uy+X5G2YYH4/R2+rBrJqorFRQXeHGdtaeSSRcGlMGNP/MvAx5GDwaIByGGDwcoH2nzRF6Mc7VLE1G6AoklNDmijhWs1QUQyo1q/GUiVziHJm1Z+je62J6OpXklMo6cV5ZwglX4ieyKHdbZG2nUSqxWUnI8bWqqaguMZ5bjHrNsokkTuSUIA1JTBDIvyzLZFes+USTaZI5NfWiyZBF1GtWN6pQFVW+hih8/D47yHbDlpu00e4I9Qt1npM+pWCf+18+h+WPLrNjKUxNKjuZIsrXcNh46N7rkjYw4ybFcBngUF4qw+t56G51EQ5JkAlGZFJHXkRSScbIeM3S0N/uSwlcmqZSqqNqqpRSVNYqlOw4GianE6RpitHOiLIQXZN0i9JiScrISgslHmeDxatu65SaDVlQ+j1fmsaWf2gZ1Q02fpBDotqylBvJ1ZdWJa4wjVI0LzTls/S9430hOYyDWMZ/Ow16SOIZu/Sqza66YpK1rBmaTFgT133sU/402BlAAcMk0izFeH8sUwShAKdvnmLWI4NcL7HQHu2OaMqLOR0RkcgCqymaEWlKdFsOFr6KokBVVCkxEKxjBZR5IOPzUEmpBZfdYUGDKApkWVBm3xVlnPGPmGQIU5tu67I4fu9G8X3Xd/29YiiADr6/75P/CwCLTy9+/9/0H2B9IAWwoij/CMB/A+BvABgoirJU/Cn/Gd/6F36Fk1COEWrrtcd0LnbNRu9Bj9q5P9qWpqM8yzHYZuKZMBMtPLuAKz91BWufWEMSJTh8+VCaSdp32ry5DQKOv/p8qAmY/dnNM/Qf9GWHOJyEePSlRwiGAbp3eXNUFAXDfY7PB9sDWBULV/7KFdQ2ahgfjKGaKp7+xadRWa5I3VU4ZuHkdagpPHnrBMEwkJByZ85hkWKw47jy0RX+bg8GmByzGE9DGqiQAtXV6nl0aLGCUYDOnY7UFAMEgTtzDhafW0TragubP7IJd97l7zamOWn9k+twmg5aV1pADunqra2TqnD9564zVa9m4cpfvYJgGODotSMcvX6Ed//Fu/jC3/oCTt86lV1X1SQYPZpFpE1ovOGGE+ryonFBXahaUC3q5KobVZSWmSoWDANs/e4Wevd7KC+WZTxl0OPIXLWLqM8CfVRZqWDtE2vIYxp6JscTDLYJ+XdaDhafX0RpoSQDMvZf3sfeN/YweDSg879kYOHpBax+YhX1jTrqG3U8/8vPw6pZWHhmAU6TjvLBo4GkRsReLDnJQb+QchRQ9cH2AIqqoLZZg9202QneH6N2sQazYrKY6vkYH40ZcgBIvbKiKVLDHAexdOUnQYKt39mSkpnySpnM4EkiO3xiI6BZGhqXGqgsV9C80kR9oy4jfQfbAxmPHQ5DvPlP38RgZ0CUUYsphsL8IdIPzYrJ/y5+b/HPcEI9qNR3Vm05vjZc/iy36UpG93h3jO7tLuURRYLb+ifX8e6vv4s7v3UHC88sYO2Ta3AWHSiagtH+iPrziiV5ypqpkQMdpRKvJuQA0TRCf6tPvZ+l0Xwi/CsqE7F2vrKDR3/0CL2tHh789gPoto4rP3WFMcP7Y/Qf9DE5mmD1Y6uSIZynNLTmWY6NT2+gul6FWWHgh7juevd7OHj5gEVpxmOn6io1zjklAJs/som5a3NyqhEH7IiN98bw2ixisiTD+GAscVKCiqEoTHlUNZ7zSZhIsoDQMTotB84cA2P8vi9d/9AY6zo5nkgTURqcSyasMkf5/Yd9dG4z1luQcEoLjFL2+h67ekXUrsDmeT12m9OYHX1N5yhfd3UoigKrZmHjkxuUjWWMGc4SEmOgFYSaikVqhGOgulLFtZ+7Bs2gbEWM24NhgDRNJe6xulZF83oTi88t4v4X7jO0YUx+ORRSgcQoPwdRXNOTKfoP+8izHOODMfoP+4zvrpkYHYzQf9DnREflFMyu25zUFNrQZMYNg9DlW1ULrSdaGDxiI0JsCueu0YzZvd1Fmqbo3elBMzS4TRfdewwFiv2Y0gafUyoFCuKIBJHySpk0D40bIAASAalbDLpoXm3CcLj5TWNOJXRXl8Wd03LQutZCaYm0Ic3SYDUo5UIGKYUQWlixKRASlMpqBXFQyFUKqgvygm+bgjH3jg7N0WRUuOmavC96yWPXXhqnsokTz2KeA8V56TZdTrhcIvyylOezaFi5i2w0pAmPraqoSFNKrpBBdm1F6lyucCMBFVBBaaFmk1Gc5dl5l1bQMQBKOyxVGtu+u2AVDQq7TuRcaa6ElY+voLxQhumaCEehNA3K9b2qwQxSR/x9Lx1Yen7pz/GNP/j1QSXB/bfFP7/yXX//PwP4nz6gn/GhW1mW4c5v3kH/QR/NS00aYy7UAfAmnATUn472R6isVrD+KdIZommE/sM+Nn90E4ZjoHGxgf6jPuy6jdUfopvd63lY/fgqdFvHl/+7L7OLM0fN2Gh3hPbNNv7gv/8DWGWLujWFu1fdJr9xdDDC5GwCBQoG2wNEXiQZs7PODPNz8wjGASbfmUAxWPj0H/UxPZ2eG3laBKynUYrJ6QTT0ynWf3gdOWg86dztwKk7OHztEACT54TDeOfrOwgGTD7SXeoge1s9mfQ2OhgBGXDzX92kbtU1UFurYXzC0aiiK7Ib6fd95BEZmnNX584NGDo7aNE0wsaPbMCqWVj9IRYB0YwdEMGHXPnoCm78+g28/Wtvo3OnQ3OGrWO4P4Tu6phfmodVs6h5LAxXZtWEHulwmy47FsXuebg9xMYPb8iY0zxhkdN/1Gf2/GqFozQvpsQkpqO/t9VDmjBsYvMzm4y1tMnojMYRb8hlkwaqaYTLP3kZb//a29AsjggHj1ikpiHHcYevHmLpI0t49m88i86dDsqLZVz6sUuPIZKssgXFII92fMzI3Rw53JaLYBigulbF6dun7DTaGvIkl1zNycmEjGlLQ32zDq/roXevJx3NdsOWmtP6xTrCKQ2LkxG5pFHOosmZozGzvFgmvi1lITk7ncnid+76HDWFMZ331fUqGpcbOHr1iNQER5e0jmDM4r20UJKjWN2miSrxuLmYnkyhmyQtmGUTmAJwAL2iy+CD2ItlB0nIXeyqTX5oYd7M0gzxOCbTtegkd+51MD2a4jA8hDPnIByGqF+so32rjfHRGCsvreDwO+xWLr+4jNHeCJ27HRnFKrSJaZKSeaoA4YxShenZFIsvLKK2yo1pnlOj6KqujIE1ypSMQIXECR69cYSrP3sVXoej8NpGDYpCRnbzchPRJML0jBpn0aXXbR3RLMLkZCIDLkb7I+TIEUd0yXfudHD61ild/GEKTWOnP57EcoQLcJTq93xOlAquqZayCE6QyGMHsOuXBikLgyA9p7QklK2kYcopQ0IJVDQu8FrzHId7XQ+V1Yok4ehOwRFO2I1VNEWSa3SDaLM0Kjr9jok45Hv3u7zO3TlSQ+BTupVnOc5unEkCADRAVYqI+pxRwMtXluF1Pcw6M3S3usiRo7pKQ7N35iFXiASMpzFlG5OQGuyCblFZqTACfVgwxVWFgSMRZVVuw5UISUH0yPIMuq4zLCbl5CMJyYbOUqZB7v7xLtI0xfJzy5ieTTHcGaJ+oU5D2CTE2ifXKDEo0iNL87yGyotljA/HiKYR3Korjc/jg7E0nFWWK4wqLv5flEUSmVdeKkOBgsnJhF3ykAxuoZ81SmRkT04mZNbnHKf7XV+O53VLh9/1pfbarJoY7Y1g1YnETCMm6k2OJ5LsoGoqf//i2rJqFjcVtsGfUzCNFY2Jc8IYKUybdsNGeIebpNJiCZEfQQ91xNP4nFGsQmrIVZ2NjGDGzn2e8/fXXB6D6fFUmjjjcYxUI1866HMzpBgsaoWURGzodEuXuDrNZnyzHzBsKddy2a3VdE12kRVVQaZmj0sgCn20iEh2Wg6ceWrMn/nrz+DVf/jqeWJhkvE5WxTLuq1T/vU+671Ep+93OTUH13/x+p/7+3+Q6wMpgPM8//CJOz7AJVyfSUg9pBg9vP1rb6NzrwPd0TE6GMGdd+V4IRgHaN9o82GX0QBnV21c+5lr6G+z0Hzwew84PqvbcFo0MRy/cYxLn7+E9o02bvzzGzh+4xi6w7FY84kmO4RzpDocvXaE2gWaoMQYuflEE/vf3OdNIuXIxXANOZ50F9iB6W51H9MlOXWHmq0yR4bCbRv06LSOxkzaSSLu/ksXSxjtjmA/Zz92rGYdaq7CIWUXtY0aJkcTjA5GaF1pIUsz9O/3cfT6EfmwRScw9mK4i64E0w93huyMnk0w3BvK7rfAi6Uxmb2aSRzW2Y0z2RkKp6Q8VFepyQwnITp3O+yYHY/lKF/VVZpWNAVOi25rQVG4/4X7dKQXN5doGqG2WYPhGAxMEGO+cQhFU9C+02ZiXHuG9q22jDdOwxSqpZ4bToYhwjojZP2BD6tuobRckqbCNGQS1eXPXybiTuNYd3o2ZefXYYfJH/iyg1ia50j/5V95GeODMU7ePpHMUkVn99ptukhmxOcIUsjSC0vQLR3dO11qUKMMTpNRvoZjYOGZBdz9rbuIZhHMskmMWJbJBDEoxPm1rrUQDAIkfgK7YWN6Rke0oDCEwxDz1+fRut7C7JRsZChkY3p9YtdE0Efndge1jRpNXttD2A1b6u4Qg5KLontiljjCLy+UoX9Uh1kx0bnTgaYzdUxVVZSWSujc7sjPtTRXYsEBiPFH0AAAIABJREFUFgHJjBsCr+PJiYHhGvJ6rG5USQcZ+HBrHGOKcAthJp2cTuC0HJy8eQLDNdC83MTxm8csgD+yDK9HvJmicEQsNLkifAEZC6xc4cPU7/poXGywMxUmEhvVf9DH6HCEiz9+EcO9IcNo5l1073aRxRlu/eYt+H0fS88vYXo8RTAlFmmwM4DX9TA5nsDvEcHmzrvUSp7QMyCkHmlAw2fiJzh58wTxhNphEVWsOeQ9p0lRuBabwixn13MWztid1QElVWTEraIpvI/MIkY3xxm7owm5yFlCXXUWZRL5FQcx9eEhKSW1izVsfmYT3/mV76D3sAe7RgSVa7hIItIzFFeRch3d4eZVM1m0z85mxAOalvQYpEmK4cGQvFw1xuW/chlQgLv/5i6yjAi12I+R6yxqqmvspHfvdhltrGuSsqLqxchdUxAOQpQXy4jDGN4jD7P2DO4CdfRCCjJ8cyiNz+6ci+WPLmPrd7Yk27f/iN3dcBbKoBLV4XkiIoZF51t4GUYHIzQuNWSRH/kMsGnfbqN1rYX5J5kWp5oqjLKB/Zf3UWqVJAoQOWieUxU5YQxGjE9WdVVep9MTNkrSkPitxWcXsfj8Ih79/iMZuCAigA3XQOIlGB+OMTmewJ13pd46T3KYignDNVBZreDotSOEI/JwvbbHY9kPya81NTjzDvyeL30dWZYh9xlt3HtA07YgMwhZgFE2aLAtJHuVlQo/1yDG3LU5MqY1BYbN39eLPclez5JM3kvzjPr98RE9EsgpWwiGAay6hcGDAcJZyCCKorWapew+q4YKp87ntijWBVlJUHsASFxZPI7PI5BBapBIthTFaBae0zB4gylkFIVsQ9G4qRK1y+hgJKd24trVLOIfszB7zLT4vuvPUeUpmgJ30cX6x9f/7C/+j7A+XMHMH8KVZzke/v5DHL1+hHv/7p5MDMvSDNtfoc9v89Ob0ggXDAMcv3GMg28dEJlTNrH80jLyPMfxW8dkcv7BIyR+gvbNNh5+6SGsOhPJALKCFUXB3FM0P4yPxrDqTEsTo/HqZlWO2E7fPiWL9loLeZ7j6LUj4oKK2FrN0lBfrxP5U0DzE588V6fJqFCjTD1pHhMVtfbxNeQRb6wLTy9g6YUlaCZ1Te1329R7jtm1He4MUV4qS42l03TkQyBPmXGv6ioqKxUsv7RMPmLIjkb7Js0hc9fnMPfkHAzbkF/vzrtoXmmieakpR7OVZcb5Vjer2P3aLoJxgMVnFlFbryEY0Z3rj3zJAhYGPqFnTePCCFOMlqyahblrc1j6yBLZlQV1QLM0dO934Q2JS7rwYxdQXi5TG1yx4Pd89B70EPohj1ue486/voP2rTa697qYnDCtT2jZVINRngpIHQhHIfV7XQ9ZmGHtE2scQxfmv2gSye5fFtLoMDuZAQAqaxUsPbcEq2oRZ7c7gjPv4PTGKdP4RgF0S4fVoO5TGENiP0bsx/IBEE6oK4+mERaeXUD9cp2663nGRI/2R2jfamN6NkXnTkeyosWGpTRfkv++8uIKpqdTtG+1ef6qxPZYVYtEA1PDcIfEgmjGca2iKFISEk4Yu7v7x7tSUz/aYwJfMGRnWrM1mYKlQEHrWotFWZSgfbeNyloFi88twp1z4S4yKtWqWgyXGAUyicsqM8EtDtjVVVTqjoMRUxX7D/vob/Vl9HbiJ6hdqMGdc1FZr0gWa+RF6G310L3fhaLy/QDkoLbvtYn2u9ZCFmdYeXEFmsZUMeTsUgmtqNiIhROa8Myqiekxz0WzYpIFrlAW1LndQTimhMNu2IimEU5eP8H0bIq9b+7h1q/fAtQCy5hljKeum+g/7KN7r0t6QcjkMqtuQdWpY9RsFj7CBCXkE7NTJpwZtiHRZnnC7pl4CAsWtW7q8nxNwgSJl8iiorpeRXmxDLNmctTdcJiOp2mYnk2RhAnsOlFjQhMbT2N2fwt0lqIqGDwYoHuvi8RPcHbjDOOjMSIvYuiAx/M7T3OUV8ooL/DBb9UsOe72+z6RWAb5sOL89Du+NOhZFV5X4TCE1/FgVSl1EMlltQ1ugiVmqjA6jvZGvL483lvDCaklwnzl9334PR/l5TKiSYTO3Q46NzvsjBdRwo0LDVz+ycsozZdg2IaUfQnTlSBEGJYhdcfRLOIUowhJScNz/N3oYATd0jE9m8LrehjuDrH9lW0cv3FM+cIsRudmB527RJFmyGSwiNjoJmHCDXSLiXJCiuF3fYkR1Es6RocjmCUTF370AmOYywY/04KFrWiKfF/ims5CXn+6w5jy0cGIwSPg1ydhgsHDAYJRgKDPIjwPc1m15OCG0XTI4xYJarqjS/OzUTYQTSM0LjWw9qk1lJfLxKnlOewq5QFLLy7xd424gS8vlUluaRRmzojPDd0mx9mu25S3FcmLikpj8PiUwT5xGEtZlfj986wI/7DY3dVMyp2MMptT5cWylOCIQA3NZgdbMHutmiWL4jzL/6QcIcf5PcXgxMKu25wU+AkOvnOAyI/OQy8AmXr4fktzvytd9ntUi4r1J81xisp7cGWpIjdTH7b1lwXwn7EEg/PGr9/AYHsgL6zDVw7pGq/ZuPgTFwEA7Ztt3P/CfWQxU47CKbE0ZtWUrNXJyYTjrGIHn0RkU+58ZQdez8PhK4eoX6jz4upzHLTxmQ3MXZvD4rOLcBoOFCgY7g0ZStDziXHqehyX+Qk6dzqY9WZIAkbxLn9smaD/LJOAbigkNsw/NQ/VUOEuuug/6kNRFeKzDDp2xUUoMD7BMCDyKKQuStEVFgTF73TjX9yQWtLn/svnsPGZDVz4sQu49PlLsJs2XfK6yiLnYASzamKwQ51qZbUiI5LNkomP/M2PsCOtMNRBM2m02frCFu781h2MD8doXGqgvFzG3JU5VFYqUFSO7e5/gS543dYx3GVCkjA5qBofZLqt4+zmGY5fOWZ3SHAtC+2oovD3WP3YKiorJExc+IkLHO/PIoy2GRIy687gdT2mzmXnDEjNJrUAOfnOqsmRb+xzvDw5niDLWHALbdusO8O0PcX+y/vY/8Y+R6TFg96qWdj80U0svcjObTgJMTmZ4M1/8ib6D/uYHk7R3+rDaTkoLZTONzgOsUhCe2xW2PEfH44lLkrXirAAnR0ms2pSDtL3EU0jmHWTHNeUcgEha8izHF7f4/svDHFKrsBtFID5eQcZ2F2cnk1h1wrZRMmQjGXN0iTUX4zJvZ6H2I8Z/Z2dHz/d1vHEzzyBxecX+fOKMXn7ZhuxF6O2XkPzUpNyoJKO8fGYnd+lEuymjVl3hiRKqF1WqVfUHcoixPuYnk05MjX4wNNNFkBmhRpHcQ3nSQ6nRQTX+GDMAq/AB/o9dnEVXcHpjVNojoYrP3kFzStNamNNTW6IFI3npdhYxrNYdhhTL0VpicY0VWNBHvsxOrc68t/TkN3ZyQmPldfzeI1OY0RjPvwF4SQYUpM+PZpivD+WxZHu6lKbGE0p7UmTgp6SpNI0K1BtwphquiZ9DXnOKNuiCE7jFPEshlkz4c65qG0ysEPVVOoacyKrUp9TDLtO6YnorAs+b5azCM6iDOE0ROdmh4zgYYj2zTavu4MxJQw5GxPRJJLadWG+EgbeLKOBS3JQCxNp7JEoMtwb4uTtEyQxr5s0TGFXbegaJz4CXxfOOOEyS6bsnPk9TpuEUcxr87qwypwUhOMQo70R8pyIP0VRYFQMKcEJRgE6tzsS2zU7m8mJYjji1EhVic8KxjxPkxlxXnKTWCAkz26cUfs+4fcqqgKnSV651+H5EY0j+b6Hu0N+/mLUrXCjEk9jaabSTA3VlaqMra6sVFBdpRnQaTg4fvOY8plZjKUXlmBUSbYQuDR57mgqddkWjX61izU2KIJUfoZGyXgMEZYljB32+p58Nuu2DrtlQ3O0805mnEnJg2ZqsMoW6pt1ThSmsQz3GTwakGvcsHH9Z6/j4mcvQlEVdO50oFs6KisVHp+C3Zvj/2XvvWItS/PrvrVzOjncXDl1qA4zPT30BIbRUCRFgYZkQKDtBwF+cIAAPVrws18MGTAgC4IN+IUGIdukDIkmGIYczgzJ4fSEnk7V3VVduermc+7J5+x9dt7bD2t/3+0GZL2IhIbmHKCBCV117z337O/7h7V+q4SmMy2xe6vLxMKCE2bd0pGvc9IpVEg8nzD3iXRAqJSRoIQcnAAsZlenK06O1WowUCEmVYOfnxKllDspWhWPLBBnovCs5A+KqsDZoDn04C8OSKqJM8wezaQMUtFJRxESRX6x6u/ReHcZrnGOZqu+l89ojT9VPZqeKRnaQprVuEgZ26cJHj9pr78sDfD/b1/HPz6W0OwsysgrjTOu1JMc1/7+NbkWiqYRJvcnGD8cE2D/hEXOG//1G+jd4kT3rX/6lkQNuT0XH/7LDxHPYlgtC72bPVnkrUdrrEdr2R0XWYHbv34bgw8HuPObd8ittHmAC6yYP/DlYReOQ7Qvt6GbOupbZOKKfHfFUNC90YVuMZjiyt+6gmffeQbd1rFxewPtq3S1iwmbu+uysDw+RwHF8xhmw4Smazj7+Ax5lktZg1Fn5O3ma5tYHi4xujuCZmkYvDfAesqiefxoDKtmYXm4xMYrG3xAKnNDfauOs7tnkoyRrlOUKLH9xjb8Yx+KobDgG/p4+u2n2PnCDoJJAKtu4d7/fY/847MA/rEP3dYZ1+roeOUfvoLV0QrPvvVM0jRGH4+w9caWdNaaLh/k+nYd06dT2G0bV79+FQDQutzCF/6bL+B33v4dXuKVmS+aRtROqYDqqVBKrg9VQ4WqqIgDpmCl6xRpzISiox8ewW7bmD2eYXmwxGq4QvtaW37f/qkvDYRlwdAIs2+i/0IfZp1yhN03d3HwvQNG7uZ0q4ugiv4rfZRZifW8khhYOrQutaHRlFG0qqYyxKBmUnNZlrjy9StYj7kCND0Tx28fw2k78pLUbALgTdekbEBXMf5kjHDGokBM/mrbNZI/BglXlUaB4QdDtK62aPhpkhWtmRriGfWvgv8qwkJEKInVsNC62EI0i9B7qYc8zbH35T3KijqMq54/m2N1ukLrcovP3WAFf8RnVilZaIoCHhpgGAZQUPM5/oRTxXAWwnAMZEnGKGdVkwEn/tDH8IMhuje75MqmBZIsgTpW5feaBZRI1TZq1KxueZg/m1MXWJQMV3kypQ46ZiiJCPaIZ1zz5nGOxWRBPWOHK1vN1KDpGsI5DW7jT8akxUSppKuomkrpSQmpK1yP1rDbZBnHM8qCxGo0XnGtLniu4hUvYyimIi+zxsUGgtNAcmqBKiWqMuEYdYP6ahBZliwTcrNFYVhyyuTsOlInv3i+YOMfpBI3BgWUWyQsYIusgGVZZMraXBHH8xh5nxKNaB7JlKxsTbKDkNwAjIZN1yn8U06YBanE8Pg9CqJLnjLyWNVVtK61cPreKdfK4HQ79mOYuomkqBjtGvX0Vt2SKElFV6QcQdEUqXcWK+c8ptSlzKrnuEkeap7nWO4vAYWyg+MfHctYZb3BhrREKbmuje0G1tM1kgnfnzTm5FfTNMlnF42FmJqLNLVPeweSdeVdEKv0ypgczxmLrSgKlILxvHmSI5yRUW7WGBGuuzrWI0a3B8NAFp3RkgSK2laNGu+yKuKqTWiRFNL4BVACUBYsLHM9lxg9lJAytyzI4Gw4iMaRNFNqugbFoZwvD3NkBTeKqs4Grkgp5TIc0kPEhqG2XYPhGFgcL2QUdjSLsP25bbz9L97GakC0Xqnwc5UXudwSWV7VqI8jBKdsolHw87D52iZO3z3lxF9TzwMmFEAtVaSrVN7hWZyhtluTxtd0lQIWoGvERBYpG/Gy4CBBdVQ51XU7Lu8DlEhX9C5AZ4hMFmfQVA16jX9HY7eBs/GZ9Dvoti49DW6PGzIxYDMsA7HGbWZWZjLtMF7Enyl4i+ic5SzCeoSnoLZRwzyay0LXrJtoXmji8//V53knqD+ZBfBPJ8D/jpdYHT779jOuSqMMgzsDnPz4BKfvnCI4DSSc//qvXIdZN4kAmxNSnkd0kh796AhPv/OUhcKUvFTVVHH8zjHcngt/6GN5SKlDmZe485t38PAPH2K+P5dmFhER/L3/4XvSZQtQO+b2XSwOF8gCTiLSNUHddteGu+Fi+nyKyYMJWbnbdXSudegWnkfykDRrJq790jVc/OpFfPI7n0gdmm6xgG5eajKJzOWUJk+5avOHPoqiIMcz5PTBbtjweh6cloOHf/gQyTrB6O6I67ogldqvLMzkZROMArQutZCsE6555zH8ASdxomAIBgGmj6bEX1WHdrrmRHu+P8fBWweYP59jeGfI1dkyoma5WukVKWUPnZsdriTHIRPRJkycW484dUx8GoPiRYz25baM9RX6ss3XNsmzbNnovtBFlmSwmlyd6gZh8yKtTEwYhXa1SAsUUYHTD04RL2KGSIQpUV7TWMLyw1mIeBlDc6lFExgnu23j8K1DXqoKsXpm25TEEMMyUNuqYXxvjOXxEhe/fJFrzApR1n+5L4tzd8NFsuT7nawSjO6NqCe3NNz+9duYH87lajmexZL9GwwCnN1j0+Of+aRMVLD9EpTZiMsuS/ne5EmOs3tnOP7BMcIxZSqzJzMsD5fI0gzxMqZ2sGAR5nQcRgHrGg0tloYv/bdfQm27hsWzBQ7fOoTbdRGOQ+z+zC6KjNi49WRN0sM8xuLZAkrJRK4yK1mgV5xqq27B7trYfXOXk0mDGm3d4jNS267B7lDfniwTagqzgql4qJKXErJvi7KgAe5kCafjcAJY/X9lQWQTCkj3u+5wwuRuujAsA82dJuyGDbtmo/9yH2bDxHp2noIYzQjbX485/QrHJMI095rQHR1W00KyThAtmEAozEK6Q4Tc9MlUYp8Mk/G6uq3L9woKcO1vX8Pn/8vPM8rZM5m4Vk08BXZK1VS5WoXCC7m+RTNXnuZIE2pRBdZJt3U0rzbRf6UvpReCx226NHtC4cQqnlMyoDu6/LMC8p+nTHmECtQ2a2hdaUmJlUiLE0WobpObLNIM8yhH6qdwuy76r/ZJAKieZ/lMqwolPatU+hV0W4e36QEZtzKawSmmt+lRfhIlqG3XOLCo3g+RVCaNgdW2UHy2oEGmGwryQBbxDBQkgaIosDxaUtYRpdANnsGmRw2o03Fgt5jEaViGlHmYLtPyoEJiuVSNz7jg3o7vjxGMAqYOGjSyFSXP37IskawTSaAQxa5maTDqBsMh1jSG1ffq2P3iLmVdFfpMFEyr4xWSMJET4zIrWagXjAQ2HAO6q6Ox20DrcgtFxqAWEV5S5txI2W1bbl4ufvkiQ2Vsvg/epof+7T7cDhnihmsw/KVqzMuiRGOngfaVNhoXGujd7GHnCzvkjxc0BuuOjo2XNuBtelhPaRwt0kJ6AcqCDZMgQ1gtygmCSSAbDM3WKLEIK/JMg9IGq2XJyHpxVysq5UPLA1JvxIRaszWUMeWGRVZIrXyRsfA2PJ59qsGgGrNmSgyZZmnQDV1OXEulRB7Sr1TGFQe44Peum7qcZgt8oPAfACyiAUA3ddR2ahKxCVQT509ViqJxkVs/peTWTOdZ27vVg9Ny6DW6P2aOwE9oAfzTCfC/43X0wyMUWYHWxRYmyQTJKsHxj45RglpZ/8THx7/1MYYfDqEoCqZPCM0vfDps3R5NcY+/8Rj+iQ+owOT+BN62h86VDp595xlURZXGgCfffALVVLEerPnva8DJj0+w8foGrKmFt//F2zRX2Qa23tiiM3/EFeDk8UQae3RXlylPww+HmD2ZEd9lqpLduDxaIl2nOPrREW7/p7cZu9nlWjuLMnRuMkVucbDA1/77r+Hpnzxlga0Bp+8x0UyzGOMZnPFQ1R26yuNHMW7/+m0WC5WGKl2nqO/VJWs2D5kYJBqL1ckKb/2Pb6H/ch/P/vwZFCg4+N4BnnzzCay6BafLi9nb8jB9wCJYmEmKrMDs8QzehkcDRV5pByu3MgCM7xMHV98hLi1esegTF1G6TnmJT1Lmuy/I5l0cLCRGK49zvP8b7+P47WOuksOUK3aV5ip/xKmt7uhwuy6CcYDaZg2z9YxYG1Tu6TCBmqpMA1QBq2ahKArKWpYJzDqjVkU4gnALaxaDRaJ5hCymhlwUsMFZwIhSR8f06RT9lzgBLktO1GOf3fy9f3WP6zldRTgjXSEPaQoMxgGefOsJ0lUKVeWaUhiixM/ptB2upCuTn+mZWJ2uoDs6HN0BJjQ+1vfqmD2eye2EZnG9rxmUhegmpxYCJ9S+3MbyZAmzYUpdZZ5z+tt7sQcASAMWzeE8hD2i/tHb9CQ6bnmwRDgLMfpoRHh8SbSS3bSJ7qsuY81kIp3bd1GkBbbf2Mbk/gRFUqD7ArF6g/cGCGcsNINRwHjgKEM8j8/1sJ/ik6YRV8XLgyXsDqOcnaVDLXOF9xKrUXG5rI5XNGW1LOCIF5Xbc2USpGFyBen1PVgtC9PHUxgOi5754Rz4PiTjO424wi/Syt1fGc1EQSxg+O3rbUp2RpzyK1CQBTTI1HfrqG/VaUpLWIwK7V5ZlpQNGJymNy80sRrQlNoyOZ13ug7SFd+HIqEnYv54Dvt1m7+3yj8BjcViFp+bbrKIBk1VY1KjbtH4m43ODTtpwAJs+mTK4quiOogiWTjyi4RnpNN1MHs846TdqCKMHVOaf8Uqv32ljb0v7mH/u/v8niqDUvd6F7PHMxhmRZGoznhN14iFCzK4fReN3QaOfnzESZeiyIZHILSspsWpZWV6ErISq86o9izN4LgsSJyug9nzmYzr1kyi5QT/3HRNgHJzrKeUtNQ2anxvbFILhMRNc7jxMesmDr9/iDI9D+kp8xJGw0CpsviKFzE3JRbNpK2rLfgnPqy6BUWnRETVVcTLGOE0hNNxEM0jSosaNtwuyRF21wYKYP50TgkNSoQjap+h8zO484Ud1DZrCCchhsYQ8SzGek7Dm+EZyAI2Bo29BlGFbRudmx05ja3v1XH9l67jyZ+QTa+bvHdqF2qYfsJnpLHbkAVcMAqQxRlDdir6ws4bO4ACHHz3AIP3BzzngxSao+HyL1zGw99/KCfbwnCbhXyWDJvx5XbNxvYb21hP1+fvqUs/jeB9C72xZmh8VguaCtMgpcRknUq+sWpWE3NLRRmSbVzbqiH1U2RWBmfTQXrEe0rVVEnASAIyfUVwkOGxwTMsA2meYvjBkHK4OJONuTCJqmU1qTaq6XlJ6opIO1QtNoh5dB7qK4zhRV5IU55MBCxJudl4dQNpkEqs4E/q66cT4E+9onmEB7/3AAAfmv3v7SPPcsQ+Hb2NvQbW4zVO3j0hF7BK6SozHnT+qU+heskPT+NiQ7JBszjjB6qKdjRr1Fgm6wS6xZjVp3/8FNEswvzZnBGLC04i9/90HyfvneDhHzyUaXK6pWPr1S1c+PIF7H15D1e+fgWqrqJzq4PaVg2d6x2kUYpgHODguwecsAUpC646V+KCV5qnOfa/u4/F8wWWRwSAq6qK4QdDqc1M1ynmh3MEw4AmgKKAbupcyVX639iPmZaTFpg+mmL0yUji2QAAOXVlAjlT5pzgnr57ygN1ETGB7miFxcECgzsDiX0KJyHcnstgkGXMIs6gJvTknRNqcUcBYj/GfH+O9WiNaEKdXPtKm/KUhxMM7wxRJAVz3msMFjHsamJpqDLtKppFKPMS3ZtdfPR/fYT7v3sfJ++d4IPf+ADz53PJrxXMz2DEVaCif+oQDxhGkEe51HwJYxxK8P9L2QhMHk4Ijjc1qc+rbdZ4MBoq7I4Nr+/h8HuHTJPabcCqW/DPmCSGklo+q0nahz/wMfhgwGl1zZDAfhEaUd+po8hIk1BtFWmUyjAIxVBw9KMjpH4KTSf/U1EUqJaK/gt9FmjJp9Zq1Wpv981d9F/q44v/+ItSt2e3bZkyVqTUNaY+J8llzgmcaDgUENul6Zya1Lfq2H5zG7Udhqy8/xvvY3Gw4OpeV9G90YXh0OSYpzn8ERnXq8GKf38VqZxFVZqhpkApFRrSeg6d+M/msnlQNRWro5UkJsQ+0VGqch77KhzWZVZKVm44oTQhnBDplMc54hkDI5JVtfUIaVoNzui2t9ucLquqip03d3Dlb9FHIIqMLM4QLkM5KfKHTEjMC66K8yjH/Pkc4TTE/GAuzxZF57QmXHBLkgapxBp6PY+s7uqiTqOUiC9Txfz5HIuDBZaDJYvpSlO5OFgwPEBRsP35bUacqyqWJ0uZ3nZ29wypn2L2mI2eSIlTdAXhgu+NCCFQNVUC/QWX1agZKMHGXDR3AtUnKBMiWvfxNx/DP/XPtapV0Wg1LBiWgWgR8c+glFMnwzaw96U9aqojbp+EJtlpOyiLEifvnsgmpbnXRPtKGxsvb6B5sSmT1NIwpa63igh2Wg4n+T0XbosSM1Ho6rYu46ytloXN1zfl1LsoaI6LFhFpOTk/T2cfnmH44ZCFRKXtVBTlPErbZLLb9V+9jq3PbaFIOc3ztjzono4rX7+C2lZNrtDdjgu7adOYXIW6QOf7oagKGpcacNsuzXPVetxpO/LndnoOajs1IgBtVeIYUVJnbjiMFRamYAWcpLevUveZrsl5FiEf9e06tj+/jfoWdbA3f+0mde9hIguozCd+sn2VjZrVsqQkBgWDp9Zna6zHlGAUOZPg8iQnKlNX0HuhR5Z5jc3b4nCB9WSNw+8fYnm4xPJoycCnokSe5jj58QnDiEwduqHL7ZJq0IxteAY2X93kZ7ugdEUzNfRv98lpvj/l8KkspH5ZNarpbw65BVQUphUWMeuG2laNg5HqmVUURXKwdYsR3yKSur5VRx7kSFcprLaF+oU62jfaaF9hNLqgLYjJrD/kAA0qf1eTxxPKLTR8ZrJbFIUcaOiWDk2rCDomNz1OixsH4QWSr0quCIWTaPEsogTa19q49Wu3pOfh0s9e+kus0v5yXz8tgD/1Cs7otM/ijOLxhBzJcBLi4Pthyng0AAAgAElEQVQHUhaQR/m5aWYR4fSDU0yfTFFkNFg0LzZlNOb4Ac0swnSTpRk61zt48q0nAFh0JwG5jlmSYbG/QLQk0SBeEQeTRznG98Y83AFsvLqBeBHjyZ88wekHp4imkVzZ2G0eeLWtGhb7C+nKFyDvbJ3JA93dcBFOQnzjH38D8SrG4MMBPvyXH2J5tKThr2QX+cN/9kNMn0xZKOaFnE6uTlew6zbjV9Nc6hWdnoOn33lKA2FFNlA1FckqweVfuAzdIbBdrCD9gS9JEgLpVpYlTt45oS6zZiAYBnj2p88QzSO0r7bhbXq49LOXMHs2w/J4CUWhy1jTaXxQNE6FvL4Hq1OB/lecGEYLTk123tjB5mub1HPplZxkg5duEjAuN1pGePrtp1B1FYMPBlgeLuWEMp7HSOYs0A2P07oiLeA0HX7fnnEeCGBXsH2PF6Mo/tN1KhFiopAUl73QNOqmjpt/9yaCESfy8ZLEAME3zQKu2xqXGmyqggSzxzMefPfJXu6/2MfWG1tyete81JS4IlFMJOuEk9yqKLCaFjZe3ZDJVEVSYP5sDrfHtWoWUo8Xz1jIH//omMa+rMDum7vQLE1qxaSBKs1lgdC+3obTc6Tez+k48Pp8foqUUbJFxnS24YdDGciy/fltFl73zrDYX2Dw/kBKKATJAOCFEs5CGRdueiY0m8ltbteF6ZiYPJ5g+N5QThlVQ5UXn+VZMlxD0SlDMuskGcQ+gz6iZUT4/jKRmkOB9QpnLGAVQ0EcUGJjN2zUd+vo3eqRZJHmiCYR+rf7DJt591Syly///GUZlGC6piwk3S2+X7Efy7OrzEoZ71tmTIoscL7eVnUV/Zf6uPr1q2hfaqN5mSZQt+PCsKtJ/vEKps1G4NMSiKLk5fjSP3gJXs9jvGyFRRt8OMD06RRpnEpdJAqabFRFRTyNsf/dfSRhgrIsZfx180KTMpesoEmzkngJlJPUATcsrvY1ACXNqSLsRCRWxn5MsoRnIPW5wVGgSFyVu+Hi6AdHTAgrSpkwmaf0YgRnAc2Ppz5pN9WKe/psiv7tPmVoGnGCVp2mZkH9uf3rt6mpFmzVkgWQCPiob9VRxAVqmzVOZnUWHkbNkMgqoXNOw1RG2OY5C8Leiz1c/NmLsNsMuDDbJno3e4j9GIZrSAyhAmqPb/9nt2G4jGa++HMX0b7aZgz6Bo1/0Yw0Bbtl08BYY4SwQIaZTVMGMyVLyjxQAplPKZPTdSS6y+ky/CVaRAiGAfSajrOPzijxiLjSdzsuNj+3SY79povVMdPlNl/fRDirkhzrJvIkR+RHKBXKIGaPZzTgKQpO3zlFGqQwGiSzFGmBj3/rY0YY+wmlNABmT2cw6yY61zvI1hkM25DhTJP79DoUeQF/SNmWMAMGZ5TmtK+3aXI9WfH8VVXJ300Dfr4FRlIpFekNyJIMdseGpnNK7w986eUpUcLyKvRYNTkV8dzL46Wcnnt9D07PgaZSzy0i1ufP5xJnp7malE+ZNRO1jZqcOGsaJ8xWkw1DEiSwPEs+E2JzVaSUisXLGGqhSn+J7rLgVjROe0VIkryrQX27SJQTGnOxTUNJ6pGQBGmGhuu/ch0v/4OXYbc+i0r9SXr9VALxb3k9+eYTJkdFKayWBf/Uh6qodMlXTmzbYfSl23bhn/FhUg0V4/tjdm2mytVIZTaQca9QMP5kLMHyZVkiSXnBCqNZkRRcFRcl0TMZO61oRiPA/Nn8PNP9OQuSLKTOMwv54Na2ajj76IzTm4rp2L3ehdkwCXmv4nbnT+cI5yHcrivXUrqrY3J/gizO0LvZw/J4idURo5lH90YyGazMSiie8pmCw6zR9R0MArg3XLSvtTF7QpSNIF6IlXNZljDqBoIBoyjLnNM6AcJHyYJE17kuj+YRHv3+IzQucPo5ujtidPGI+rEiKVC7UrE3J2todkXdeJjIuNN4HsNu2Rh+PJRpdyIZLQ24CgxnIc0kywif/OtPeOFn1DyXWUmAfrW+FT+TWHdpJg+iJEwkacNqWkjXqQSp6xZRaEVWQCkUmTanGfyMZCmnq1bNgq/4KPUS8YySmjzOJSJN0RQsDhdQdLp5bc/G5PFEXmiKpqB9tQ1/4KN1tYVgEKD/Up8ymcqlHE0jon82a0i8BP0X+7j//9znRbmkUUxMJgzHQDAmz1TTNMmVVk0V0TyShdKjP3zElDAQNWU3bdS36owIr/RtmlWZdvISy+Ml8WzbdV4UxfkqUTOJD/NPfMQ+Y46hAOGc9JP54ZwT2CSTUyLN0IjlqhjEpVfKC1tVWQievn8q41+NugHHZNMSzkMysTWVxhpDlVpzRVcknSCPc+Qlk8nKokSpVnHGKZ3uQn4SzkPJ/YyXMS586QLGD8dYj9a48JULmD2dcVLespGF55KQMi/lOeGf+JwcG1zdK1DgtBhXbNQMiciCAl5461SGBIiC0qqzSDj7+AzRKpKTzN6LPSwOF/LrFDmZv3rGaGYhYSmyAh/9Hx+RK+ppUqu+PF7SrGOyyTFsaiLVUoXiKVKCkQapTLsyHAP+Kc2sTodouNXJiqtdXZWa+TTgM2PWWPyXJi9a3a6Qa9m5qaq2RdOlZmvwtj0sni4Y31oQC5csExn13r3VhX/iE7cWUh/8acOeZmtoXWthfG+M+k5dcpbznPKFxf4CRVGgeYWNmmCkC5ShaqhwOg7qm3XkWY7xJ2OcfXiGcEYpjG7o8usIXm1wGsDucJgQzrjWF5uOyf0JlseczD//1nM4LQdux5Wbtc2XNjG6O8LZR2fYfGUTboe86sH7A1z8ykXMn5OjHvsxz9Iwg9W2oCoqw4oErlFXeZdE5Nh6mx6SRSJlZskqYfgISux8bgeXvnYJj7/xWFJMdEfH6nDFwq5ps+DMCmgFpTbibD378Az9m30MPhxQsjOPJSc9CzO4HVdyzlWTLHjdoonVchmlnfgJUp+R2M29JhaHNLYVaQHN1WTynAxZSXNJTspTRrX7Q19y652eg63Pb2H1h9T4C02rMIId/eCIvPgeKUxhEOLOb9yBUTegqmwYhWY4GAaMeFZIuRBmwTypuMdVwS+GMpe/dlkOlCarCRRFQftKW2IL84SEiWjGwZhuUiKUhRm6N7qkixwuaO7UVUk3EfdyWZZyoyBSGJ0uCR/Cg1NknKQbNeqpk6Ay6laTf6VQ5JYGVYiJ6ZqABkkoaV5son2tjZ03d3Dr1279FVdpfzmvn06AP/USwHqAk9lLP3uJzuSiwMbtDRYM84iX2Yod1fJ4KeUQraut8wzxvMT04ZTGAUunYcLQkPopJo8mBLhvuExJq1vQNV12X0J0XpYMoLBbtky9yiJKKaaPp0wdGq9huGRt6raOrde28MJ/8gKcloNoGcHreWjfaDNJJ8vlhSQux+0vbCP1OYkM56EU1Itc8/WIeLXVCdfK3qYHt+uid7OH2lYNqqUSuh7x8irSApd//jIMl25rAd4X9IHaVg123UaW8ucwHIr8x3fHMJsmnI6D9o02ei/0aFi70oHT4URSmN8UVUG0jFh4VdxbRVGgmAqCs0DC5YUxrMgLqBYP93gdM+L2aIn9P9vH9NEUs6czhDMmpYliTKQSje6OsJ6vpcRB4OSK/Pwf1VBlklgRFwjOAoLWA8LoRfKSWCF1b3a5/q/QWvEi5qq0YpY6XQd2lwEQUIB0nuL5d58jWSVMO4sznH14hru/fRfz53Osx+fmPU1jIa471AsKNrDdtLE4WMjpmDBoqYaK1eGKZpDJGk+/85QJYlseJyePaYoTpjvN0JAsGMyQ+NQfr45XXJspnFiLwIEiLZiKZ2rSaCJMVUIylKwTGhLnISYPJ9B0EldiP5bR1sMPhjzULcYX7393n03T4xkJC3mlbaxSjOq7dRmtrVu6jL2N5qRfBAMi7+JVjNalFhvGnRqNow1OBoNxgDTgBZGGVajAMkHmk3ErJBZFUUWVFpRNicshS/k1RVqaUvIyPXjrgN9rwi0TACyOFnjyR0+Y8JUVMG02f1mc8dkMUmmeEzziOIhh1k24HRpanLYDu8HtT5mSCatpmsSKWS0LzQtNBMMATsuRDeP6bM042FXK6OAlp8oimlizKh0jSkwfTzF7NoNufIqoUWldNZXRraVKaUiWVyYggz4BseFQVJqmknWC5m6T/46lnVNYPBOGbaB9o03jVZBKHBlAyYju6Py6oC5ZnF0br25IvWbjYkMi+6wGn83aVo1bAFODf+ZT+zpn6Ivh8hyyWzb6L/Wh6ZRpdW91JTFCcIrjBZtowzHQvNyU5rfrv3od3RtdqAqZ5Re+ckE2y5pJqoqY0isaC4pS4TOYZzmSBVfRdsOWMiChX1V1FemSnPO7v3WX7F4FmDya4N7v3KOeXFPw4HcfUAJTyaj6L/epYa+0qFmSwd1yiSdzNbmu77/cR//lPrwetePhlP4AMWyo71YkIVfH5qubaF5hAFNZlOcDiMrMF4wC5GmOzo0ONxVLJq2h4OeqBLX4wSigbr0omHZWpZcJX0lZsoEtkgKpT2KISF4EwAmlpTO5scLgJasE0wdTjB+OMbo3oobbM1AUBbXja272VicrLPeXlI9pDJAa3hlK38P257fR2G1QatawJGO6sduQDHGR7qe52jk+VCPNqCgK+WeyJEOW0niYRjSB17dpHrXabJpe+PsvyM9g7yXefa3LLZreKrlBOKauOAsz+CMfq+MVTj44gdN1ZJqhMF+rmiojxkUTAADIz41wZVFCMZRzekbEz3jrSovnZ8UoN2w+H2bdRGOvQT9O3UT7WhtO04HTcdDYa+DSz11C93oXrYutv4Lq7K/m9dMJcPXK0xwHbx0ABbD7M7tYniypd9QVtK+1MXnIonV1suLUB4z+LDN+wPsv8tCsbdSoIV1ypSbE7Ru3NzB4b4B4RQH68qRKo6q0p1AgC0hFZcFU5qWkOaAgaikuYpy8ewLd1jF7MoNmaRjdHcHbYkzo/OkcaZBidbKC1/fg9T3EQYywDCXf1tvwoOoqbv3Ht5CuU3z82x9jsb+A4Rgs8EvA22TSWxLQuOSf+Zg8mBDRNlyjvlfH2cdnLBZdOoMVjSlXQouaZRn8fR+br26ivltHNI1wdvcMSqkA2XlQhOmaUAy6umtbtXOeLBS0r7exOFhANxkVWRSExhcZQeRCXqCZGjI/QzyNGY1ZMCpUrGrNmgndI75n8XyB+f4cdt2WGKN4yYlsmZbyMM+ijEa9irtYFiV0T0eySuTBUuYlnE0He1/aw+H3DnmxlSwCdJtEgeAsgO7SnV5oBZOHDHJmi4KFlKqp2HxtE4dvHVJ3qqnQdJpYFgcLzJ7OqEfcqsGqWzKiVFy+btelUaWC1yulAsMxaMpq21gdU9v66TjeNEglWmj2aMZJ3NEKuq2jd7mHs+kZFEVB6qfSvV2WJRO9ZgkatxqY7885dVV5mRqOgeaFJqflVVwpAPm/Lw4Wn+Hgpn4qv5d4GWM9Wcsp5/zZHNMHU4nDM3ID8SpGtGQ6oaJXDY5WyCm1oiowPRNu20XkRlB0hbzjvORqL86hOjRr7P5Hu1ifsXkd3R1RA3y6Qp7lsOtc2xVJwWK/oOkqnIXS/CaK1FJlIQPwv2uKhgKcwMdzFqo5GL4h0rSKmJ+D5k6Tk7FpCLthI0YMvabDbnOClmXnrN/6DqUTkwcTNHYaqG3V4PZcnLx7QjNduzKbVHpCq2Ghvsc/UxQFmlebePT7j4CCRsXx/TGTBsMMrastnH5wCkXhVDb2WbSIf8R0W7fZqKuaSgJAwqJXNVWoUMkALmgUKjLKusSEWlF43kUzBhsI7rhoyM0aAw2SIEHrYguL/QWUoto+uAZDDCqpSjTl5FI1VYkOG98doyxKKQnrXOvQDGsolCHs1NDYbqB7s4uT906oEVZAxnjIRrl7o4uLP3cRmZ/h4Tcesjl1DCgKzVfCG2B1udY++IsDLA+WaOw1sPOFHTZwpz7CaYizj8+gmmTF51m11dKB9SmfQ1VjgIjTciQecj1aw2yalNqAfo0syWTMtOmZSNYJBu8NYNZpel0eLJFHOaxtS2rkDcvA4miBH/7zHyLxE7r8q0hnse1SDZXFcVZSt6upiBdMGg2GAayGheXx8txY6DLyPF/nCM4CNPYaiFYRirTA5NEE9e06WhdbLG4HAaIJf8+qrsK+ZGP6bAoUgN2wcfj9Q+x9aQ8fPf1InqNCLpUEnKgbDrXKZU7GtFk3sTpZsZEbB5TOtEmfyKNcmrwnD7hdDKch4kXMhFOXg4Y8zlG43HKIc95wuYVUDW7n2lfalFulOYk2BX0RsU+PRrKsNq06ZWHJPEHvzR5qGzWsBitGYRfUoNsdW2q8E58yKbfn4tLPX8Jif4HT909h1S1svbaFaBLBbtk0VW966FzvoPdSD8dvH0uUZxqk5GdX0d5plKJzo4PJg4mM014cLNC81JQeJVGUC82uIKxA4YCg0Pl+aJYmueyKqsDb8eSWxek4cDdcuJ3zcBarbsGsUTLjbXj46j/5Kub785/Y0It/2+unBXD1ihcxJg8n8Hoexg/GSJYJFkfELRke09PW0zXlDI4Gy7UwW8yYPFOl7UABajvMVF8eLmWqkqIoaF0mumf4/pAfoLiQK34R3aq5LASEdiqchYyhHBrovdRjmMCpz4LJoE40jVg4aI802D0b7cttnL5/Cn/gY++LeywakwJ200YacFIiWIBiEmd4BhYHC4wfjkkpWCeSQZzFlFQomoLJowlMz0Rtp4bRxyOaOSoUyrVfvIbl8RLRMsKz7zyT2K0syiTD1WpZTDYz2XEaHk0ric+Y0lVjBcNiMk6WZOi92MPycElN3qemqNE8kpNdwyEwPVkk0kwgYjKhADtv7uDo+0ewuzaCE66hirTgZKZKx+ve6iKanGtHAUjGJnIQcA7QoBATzZUVmVzH2i1bHrROlxgsRVHwyn/+Ckb3Rpg+mUpHLTKuZFEAekOX5oM8zmUWvHByL4+WqG3U4LQcuR4PzgK0r7elBENc4rWdGrY/v41oEuHo7SNOqdo2wkVIw0plhBt+OIThGXIrIeQUeZ7LKalu6DA8ru7CKVFxpcpUv8u/cBmPvvGIIRyDFbJ1hvY1bhignhuDWldbjHAe+Lj6S1cx+ngEb8PDeryG3WRqU9kteWAfLgBwMhGMA6lnFFo2MbWDRjOmaBJtz4biVOEmlopwFOLyz1+G03MwezrDrb93C0mQ4O6/uiubm8RPML0/hdkwZYCAajCpMPET+cymYSrjTouigKEaMhBCvIq8oBREpbkOKiS6ymk7WM/WMvmpzGi4KQuGf9R36wjnjMIu0oLykJJFm9UiO3b+bC6LdhTUqLevtjF4f0Ak14YHf8AJuOmYUFUGvMyezqBbXPcHowDDj4fY/tw2Bu9Vmsmahe3PbXPaVTPRf7FPxNM4wOpohTggQky3aHJ0Oo50lq8na8lc1W0daU6jZFmU6NzsYHmw5MS1ZrIJqoyOKCELlPWETYfwXBgeTXDNi02oKs1Tqsri0N6ySSlRge6NLhSDZ6i34UF3qbdUdAWLowWsmkXO69EC3oaHLGOKXxqk6L/YR32nLtmnwTCQk8lkwebG7bq4+ktX0brQwvgR7wAR3lDbqaF5oYl4RYmK0O4/+eMn8DY9XPn6FcwezySLV3wdRaU8KZyHMCxDpoopJSeWTpvxuKZDoo2gRGiWJqd08ZDSn9aFFtIoxeTBhKbVpgml5DYsj3I0LjQwezJDEpAEEM5DnH10hjIroTZVFCE9LCg58BHNZp7l2H5jG1bdwjv/yztoak0Sf6qhjGbRmHv6zikaFxo0ddlE7Kka9fJlzmIyjRniouoqJk8m/Lvf3EZwGmB5uIS36SGNUjaaMTeSgp6h13U5/FFVFd6GJ5s5geq0WhbSJJVMZ7FtTXxux/KcUgeny6bCcDjhjlf0KZRBKZ9zOY03GPCkmXxWg7MA4/tjGWKR+ql85o/fPiZGDsp5vP0qRjgPUd9hg1TbrmF+wEFU52aHTXbGQVeZl9h4dQO//D/9Mp7/6XN88598E5OHE9z53+/wPGhaki504SsX4PU9nL57Kr+m4RlS6uXtePBPfOz/2T7iZQx306UHxE8QWbzP4kUsPR5i0FYklNxApalWoOOgAp1rHdR2a6jv1JEnRI8WWSE51rPnM1z5+hV0rndw8BcHaF+hH2fvZ/ZktsFfp9dPC2BQFyeKzsRPcPe37xLR9F0aDdYTYk7ixflDlPkMPnB7Lo0pmy4WzxdS46loivzQq4aKw+8f4s1/9CZZgJUWUghQBOtVoHzsps241BlXHqrFtZ7X96RmKxyHXCejlJnlxRk78XBK53Xsx9h8dRPBn9HkUWSFFOovj5d49397F4qiMG0r57rNcLhSNOsmHIOayaIsOKUYr2WEa/NyE9GKhWljr4GtN7bYMTcMjO+OMX/CKafbdTF7Rjf8V/67r+BH//OPmGtfpVQlfkLSQMSQCKvGDrR9tU0JxYLxtLXNGnnHzxfUdgbxeepapW9yWg6COJA84tXRCgNrANVRsXjGqFJRtAomsaoyrSeNzg85qOA0Syk+sz4S0hRRBGk6i4R4GXNSVPEOVZXUgOd//lxqqTRTYzrg/HxagSp4IwkSpjtNI8kaVlBpq1UwWlpXpPM6mnFKL9BqqsLY4d6NHqb6lGtdj/9esiYTVdVVEhl8MqLNuonWlRacnoOj7x8hGARch6o81FenK37vOYvAPMrRvNDE+N5YTnDFJXTpZy/BbJg4fOuQ5sX3T2A1GMUcTkKsjmiME5e01/XQe7GH8QMGxgjiQBby0nW6DtIgxXq8lkQAE+ZneKiSYlKtuOs7dQTDAJ0bHai6ClVV0b7GJLaze2fwT30EgwBlUiJchAw4qJuYPJhg9niG+k5dEhHyiGExRVhITm2e5gxRKBkEo6gKDTsFp1cwAeQAUjDQopqCKrpCk4lDRJXTc/iMVolMRVbh7wKaeQzXkMVZHucSNSg2II9+7xF5rZUmME9zWE0L7SttDO4M5PpeFA1O08F6siaqziIPVrM1RDNuT/a+tMeCvU8ZRTAI5PNk1Az0LveY3hcSS3X41iFNck0L2lqDqlJapNs04ug20Wn1nTolDCBRQrd0eFvcPC2Pl9zyVESNxl6DK+9KkrPx8gZd86qC3q0eVscrqJaKxRGRcumK3gxxphkWi/P6Tl2i9dZna7ili1APkac5WldauPa3r+HZnz7D0dtHNCaHGWrXajQhFwVu/dotGuQ6NJzZHRvxnGzu5m5TGinTIJUejdiPUSol9r+7D3/gUw/atGThaDUtLE+WSBYJtA2NjXaRQ4GCztUOOjc6OPvwjBKoBnnZ8SI+TyU89WlgfLmPa79yDZ/860+ocU1o9jVqnF5meYajHx7JUBGx0UJ+fqbpFiU0ZVbKDYygTDz/9nPJqC/ygsz3Js3O6SrF/OmcTW2YSQTg/nf3EY4o8VAN/l6F9rRICnm+zZ/M4Y98KbuZ78+hWzre/433sR6uZRyv5rEZjdNYsqWLjFsuwcFd7i/h9T2Ec2qE976yh+ffeY4sYtiFf+rLuGWU1L8jrIYiVSqnkHMVeYGiIBZM0zTopQ6zaXIqXhI9KQpywcvP4kwaHQ3PQLKgJjpZJDj8wSEpIyXjwtOQMo9kQaO0nunQHA3RNMLzP3uOeEXjruEaePKtJ1JiIZrEh3/wkJvexzP+/hwdW69vsSDOMyyeLMhZb5D8o5SKHCBEi0hK7LI8A3IaUzVTk4MAQTMRnhERrx5NIzQvNtG71cOTbz6RCNM8pqSrfYlUpatfu4rNz23i7MMz7P3M3l91mfZX8vobXwCXRYnZsxmO3z7G8KMhDWI1i4ldnxLmBxMa4MQEsbZTQ5EUCCchnJ4D/5hrAYHGElxQRaV7eHm4xFv/9C20rraku1SgsUyX2tE0os4pXadoXGigvsdLRFAO3J6L2nZNPmQiFSdexXJVuDhacJXlUyohpwrVRS0iPMNZSO1opa0Sq448yyW/UhgjsoQPmTojDaB9jfq8IqVOuEgKfPJvPsHFL1/E8MMhlodLpEkKJavy3J9ShyUS4SYPJyjVUmqShSNbREeqGnE/w4+HvAwMmlLSgAdxnvN3YDiGnERolsaoz1Eo8UcCPO5teoABZLNMrtaACtVkKjw0q8GeYvKQyKP8HLVUvXRPlzpecQGqJidWnSsdBjrMY9Qv1GFYBoKzQGpFjYZBU8nyU5D4tEQGMi+zhGEeaZhKx7f42QQEPlkSFxT7FQXCMTglUqnPfP7nzzG8M+TvecF/R3M0qAHTshI1kZgtwzFw9tGZdM8XaYH+S33UtmrnrOHKCa2oJCAsj5YwXG5DhKO8tlWD3aVW3KyZ8Ac+Fs850W3sNvh3VyvwNGLQRWqnTFZcZ/BueYTYdx1M7k3oKB8EqO3WON2rpmhmjRNbp+egdbVFqYaro3WphXAWYuu1LYzvj7H9xjaLdJ1TviIpYHkWlukSrastjO+OkS5TbH5uE0+/9RTJKqFWzlRRq9fgH/uIC77notARUyBJvnA0WQQuj8hH1l0dKlQkEfW9uqZDsyppTsSkMhG1KrTKaZgiHLNA00xqaOf7RJvpNg2AZVFK8w0U0HQy4zP86Qbi8PuHQAnsf2+f06i9OqJ5hMXBQsqpxLZgcn+C0b0R6tt1uG0Xj77xCHmSY3W8kpHM/Zf68DY9qBYT2PQ26SGH2iGKvEBti1Oi0b0REV2qivVkDbdPjnFZltKXsB6tZaiL1/UAAN4GaSwogfaVNlaDFcNWzBR2z8b4ASdw0TxCtIhISokyuR1JkxSGxYatVErZwIutgaZpWI8ZctN/oY+Td06wPFqi/1IfaUj2t9W2YDUtjO+N+RzYBk7ePsFRfoSHv/cQaZRSLqapsLs2lDklO17Pkxi5YMACZxqQTd7YbeDyL1zG4z96jPnzObdZAZ/vYMA7RFVZzLldF7tv7iTmxdMAACAASURBVOLCly5wwzhbY3WwwuDOAIZtSNqLINO0L7XJA9eomQ6nDJQBON0T8qbaRg2xxSZ4/mwOq27B63gIsgDNC5RRHf/omBrVooRasHgNRgH52UqlP3+YonWlBX/gI12nXK3vNREtIzz43QeUE1TbRLNuYvpoyqawJLmmudOkxtnkllMpFVl4hpMQWcbCDCWk50WYEfMkRx7l1GDrnOD6Y58GtGqaDgU4fZuyHWFsq+/WP7N91QxNEnUUXUG+ymVQSRFT86oavNcVQ0EwoH/DaTvYfG0TB28d8B6vwh+E/EnygRsmokWE2bOZxHI6bYeekbyAkTDyPZpH6L3YQxGz4P7BP/sBiUVV0xNOKa1aHCxkXbAeriVVp8gL1K/V8fo/fB1XfvEKfvy//piNdUpJnqIQOSi2Y4Zp8PzSmSIJBbA80pEUh/gzgIxx3aaEsXeTW2ZFI/fZ6Tk0Np6usHl5E9k6w+QRPSHFrCCT//GU54T+19NO9je+ABYoqKMfHmGxz4jObJxRm5mXMllIOIRFYo9hG7AuWUiCBMujJZ3cTZIhBPdTUYkNKUt2dGmUYjWgWUGzaIooSha+hmdIva2YBsyezKgpTTk19oc+H5o2P8i6U03EVok0GEVTTmV1kwXT6TunEpavW/wwJ34i9UMCyaVZdM6bdUbcZgU1Ts1LXKmK2Fu34zLVzU8kAFvgfQbvDzB6MCL+CQqQk5KglKwazz4+w+juCKvhimk2CmSBVd9lsV/fraN+oY7ZwYys0bM1rJaFeB5j+nDKyTl44CsaDTWiM50/m7Pgr4p4sb6MFpE0LBmGIfmaQhcaDGleUh1VyioUKLxczlURXMWaLH7dPvFJ8TxmaljXhtWwML4/RnOXmLEnf/xETty2Xt3C5MEERU60k+Fxs4CITZhhG4iWEQ2Rjo7eVg+rk5XUG/du9nCyOuHlFGRS65tnnEwu95c4WB7w86KUUhvntB1Ek0hOlFWD02l/wGCWdJWifbON1fEKaZRi63NbsHs2ls9osBQXRH2vjs6NDh5/4zEMl6lLRVng+t+5jmSVIFpGkomraCxY63t1yZcVLnKrYfHnWidwey4aFxoY3hnCbtjUN7csTJ9MEY6pWRfMWFXnJWXVLXh9D0XMrYTZMHH9V69jcn+C6aOpLHqcjoMyL/kzaNQF17frWB2tZAEkTK9ul6vDImNhZzZNsptNTjOtOokpZVrC2/BkY7v52ib18UMftc2aPCuCEVf7bt+VVBPN0yRvU0bKVjSQJEigpRqKU2LwnIYjww+ULi/eYEi3OirkZp7RLJvHuQxpMesm1sM1zYgp1/ACTZgECakCBokORcr17sM/eIjp0ymNjxseTUKGjsalBq7/8nW4PReP/uARJo8mmD+f0wS0Yvxy6qdoXW5xG6VzqlTbrMFsmKjv1vk9zENKsk59ZH6GIGOBkWc5DIfSh8X+Am7LRVGy+R3eGXLSqCqIZhHcnsvzM+A0uXGhgWSVQHeZ1rY8WQJ55ZGoGOFJlECJFJpvF9QEDz8aYvjREMkyYQpi9fuo79aleVNootdTNnThOCRWrGV/xjGfxfR9bNzewPiTsdRFLo4WcniQ+BXfVldlIFBpliiTEu1rbWy9voU3/9GbePqtpzA9EwdvHaDxpQYbq+Ml5SwVrSCPc9z5zTtyA6cqlV/EO488zlNOlmfPZ3A7LnXznoHW5ZaUf0TzSLLfdZtbBbfnYnmwRLLmvZCFxH2lq5QynMrMmUVs3BaHC4nUtNoWm5yztSyqVJ2IxvaNNsb3x+i92MP82RwAA0/KskSWZjLRTDUYCV4UlIMJUoHdsREMAph1soaLpJLPBTwv3T6fWygggcbRZRqemIRrTsUxB+/RoijO5TiVPFFR+YwVcQGjTpnK5uub1AGHuRwOuV0Xy9MlBzQ9D62rLQzvDOXfh4L3XZbwBysL4ghRxZMLqU00jzB9PEUe0ygoeOmaqfE88CsE5zySUeVKQZ/K6P4Iz7/zHEquwG7Y0vdRJoxFXq/X54xxnfeZbuiAAdgtIhhVnbQqQbkybAP9l/oMOVon2PuZPUweTLA4WMDwDFz4ygVs3N7A6O6IxkWDQ6zGXkNuFf66vv7GF8CzZzMsni8YPeszKlVoQ4WMQUQMKzp1WygBf+Cje6MrYy3LrETu5ZzEVi5QANC0Cl1UIbhUs9K2tWyuWxc5V+1KKcHwmqEhi6upazWxQwGUUYlCL2DmJgvMkuYizaaWL12nnOhGQK6y2Bl9MoKqE6QdTon3SqPzwi7Xc3bnJlFGZXmeSBMtIqgnqnSGI4b8OmItVRYl1lNqWuN5zMStnHpHzSDCTTX498335wjGwXnXr1VxjroO/8znxMzSEJwFCGehRDChBPnABov/9YhEAbfnyildgUKmFQmE1npCOkIe5ZLnmMWZBLMDkGYAiHADsLGIZ/F58VsVHZqhMXLU4s8lv27AiWYe52hdpqzAH/jUUlbGSIFIElGjiqZIdnORFZKNW5YkGmi2Rr1rzss2OAvIn1QUrE5XDMdo2J/RO6cBTYKGZUi28OThRDqtkdI5n/jEGWmWJhugnTd3iKc685HME8YGr8+DWxRFkeaSaBGh90IPuqVj/myOImVggu6wgVJUclzFmjALM6IBFRWtay2GTKxi9F/sYz05nxz3X+1jeGdIDFedzV1ZlHC3XV6ITUYXCxpCcEZd4fhj4sLSMCUz1yM+aj1eS4JF83KTjUtV7NZ2aqjtUsueRRnNRlHGz9QhPzO6rWP789uwm1wNnrxzgvpOHVd+8QraV2iMzcIM8YpJdM0LTZy8ewJV4SSozEoJpjddE1lMvJ3u6IgWEb+3SndepAXipFrFeowjrW3SVFM8JzZOsytGaJOMYZSE8pdlKfXJMuFJVSXuzuk4DAOxDGy8voGjt46wnqyx2F/Iyfbma5s0cI3YZOdRtfkaBcjzHP7AJyauMmOtjhiI0H+xLzFjisLmS9XoHI9TOvi9rifDNMRWIV5xRe92XazHa0QrBhGUCqUdhm3IwkqzNGk66tzoSDlWGqXnU+FKE2/WTK7os1JOot0NV0ovwmkohwxul+dH50YHi/0Fpk+nsJtEJGbrDG7blemWta2a1LhmSQanS2xekVJ+Fk0jGSZx+INDvt+2IY3BZVZCsTiYyFI2Jf1X+vjRP/8REj9B40KDmsuzAL0XelB0yscaew2ZeHby7gkLNl1BbbsmC1JhWi4yBs1AhXx/FYXnuu4xMjuex5jGU8SrmFNUVIZjnebHT289szhDASanGZ4BVVMlDSeaRmhdaaGx10D3VheP/+gxN3DVHVMkZLoL1KJu6ei+2EU4CSUiUZy9nzZblXnJtNBqmKMaqnxOVI1a/eUBTa2iwUvCBMiBxsUG6rt1iTaDyqKvzElTSiNK4MQWT/xc4rMjjM2axTMxmAT8z4Kj/XIf6+ka7att5EmOwZ2BNKpncSb9M9GEOuBkRbOc2HRmViaHYmJyH85DbN7exPTplJrzklIwMWAy2obkLhuugcEHA6QRZWzTp1OkQQrTM2F3K7mOzgJb6PCjRSR9Jt6mh5u/dhO6pePJt55IKZvY/EWLCJbH+9XpOFiP1mhdaNGEWmUAtK60YNQMOG0H8+dzbL22BdMz/71qsP+Qr7/xBXCRFbj3b+5hfG+MPDt3kqJkQZRl53GdYvoogPlFxsJVUzUkaYI8yqX2SGjADI8HucA15VEu02GKnB2tqquIgxgq+LXjVUxUk0jccjhZUqAAMSRmCkUVXmDq0rQgVvklzrvdUuMkJguzz1zKYr1aZAXsGgvyZEHXtDDf+Gc+i1hVlRGwmqlBRaWVVKlxDIoA+lqXumejbpDBmpbIchYY4vBEAensLpIC8TqW7M/5kzl0j25XlERa2U0bs2czava2yVSsbdU43VPJovUHvuTwiqQ5wUUuNRbhlkcer5hCVG8U37cqxUag56TTv3ppFlfURV7g4pcuYv/P9/n7L0uYDROJn8A/9dG53iGf9tkcq5MVNJXfy+jjEaJ5RDJFlCN3KlasziI4T+lKFvKYaBJBd3SJUwuGJEmIFWKZl4hBx3ae5vC2PGnucFrnl3MJom4UVZEJhcKIo1mMWc0iIsziRYzR3RExW4tYRsaadZPkiaOlbADFZTL6ZERIfBX0YrdsyYp0Og5O3zslCtDW0brYglW3sMIKhm1g8OEAJ++cSMzQlrvFjUnOz67VsjiJX1bJZHEhnc0br2wgnhErduf/vIP6Vh2mZzIQpYqIre/UcfGrF3H24Rl0Vyd9Q1XQuNyQaD0AqG3X4LQdLA+XWJ2uJFNYFKGGa6B9pY3Z0xku/fwl9G70sHF7A6Zr8jOcF7j41YsyiGOuzSUrWYQqGJ6B5qUmyoKkk2fffoZgEchJcH37PK4aJbA8WWJxsECZlei90MNynwEsRp2T4SLlKtXyLOgeI7tFvLC34XHy4+gsGNsOhh8P4W15shnwNj1MHk8Yb93hxNnb9CjBaTDER9Upeeq/2MfxD+lEL4sSW69uUbtfpbsJOoH7kouTt0+ggIVucBbws2WouPDVCzh955TnlUsXehrSwGt3bBSzAllefYaqxk6zWIgLAoCmsWHL41xuftazNbKApIlcp05d/F41g+//wXcP4HQdYraqFK7GhQa8Hn/ejZc2EI5DLI4WWBwu6LOwNOpBT9gAzJ/OMfpkBHfTxfzhHCjp/3j6zafw+h6Lgr6D6aMppSS2Tk9D00K6SM9DbSyd245NNl+ayWlaskpw7ZevYfZ4BqtpYTUgmlDIjzRDw/zZHCVKWHUL7attKKqC/ot9LI8YIT57PEOecp0uPACKSiyWf8rEyBIlMOM2y3RN6CZlVoqioHmpKbXpKAHd1ZkUqapM01xGMjJYhvDEGU7fOZV0FBHyILTMTs+BojMh7tqvXsPjP37MAriotKc5B0xGzZBBCusRzZMi/a7MmdznD3wgBy589QKbdD/GYraQaMU8zjF4Z0B6SpW8ujpasehUqQcWgxvd1pFr1Ualeq7qO3XeI+sSww+GsLs29r60xzCrSYTxwzHcLj0/IoxFNVXYdRuL44VseoV51qyZrAcKMAa6Ctjxh76UDOimjsnjyblpEorcYCoK0+XaN/i7FtHyuq1L6o/hGbIArW3VUBwUksmdxilMx6Rhss6UT3/oy9Q9gVeNZhE2bm/AbpA2lfg0HrcutbDzxR0c/fCIqa5QcOVrVyQbu3ury+CkrvPvWYX9h3v9jS6AF4cL7P/FPtcRKQuSPDvXCP1/vgpKJxaHC+n8Rkk0DwAZAwuAhoR5LCfCAKc2wsxm1qsuLSmg1lXJGC6SQh52eZKfY0w0UD8b5nKqrNu6DHUQ00qgmmga1C/Fi5gPv8ZCVqR0QeG0WHe4DotDHoaKojCEIy2lkU9RFeKHLA39FxgmIJztIoCjLKrsc4Wdc6EUyNdEQPmn/jkofsOBpmvkXCYZat0aomWEeBkjWkVSV7k6XVHrFqTYeGWDmkudqJx0ncppRwmaBzdubyCLMmqnqvdcAPqFprJUS2iFhrxgMyKmw4qiADqnxIquyN81QMObqvM9eP7t50xNqtPUFo459TC96neZF3JNKHi+wuzhbfHAEck8okBQVVWGF4hcdtMxEa5ClArh6c0LTYSzUBIMFEORuDEh0RFkA6/vnQcklDQ0JauEnzNVRWnQta13aIAY3BkQ8zUOedFUBhaB41oeLbnGrqaYs0czqVcWzZRmUodt1S0k6wSL/YUkGjgtB1uf28LiYCFlD+ISMGtEFJ28c0I0lKMjDzmFctrO+YVSJ9e490IPqq4S3fQ21/2rkxXsjo0X/t4LOP2Asp/X/4vX0bvVg+EamD6eQtVUbLy2gdXhCqZnYvxgLDcaYtK4Hq3RudGBcZNua3/kw2k7CBch2tfauPClCzj8/iEe/dEjNC824fZcbL2+BbtlY/Z0hsZeg278hzPUtmrI8xyr/RXslo0bf+cGipIObIESK/MSbt9FfacOZajIyXY8iWG2Tdn8qBZDG+JJLOO2k6DSG3tkPosiRHd1+Mc+1C4npuvxGnnEJsl0TAw/GHKSGWUwTBYeo3sj6LaO2mYNzStNKKqCwx8eIlkmuPJLjFnP1hmaF5u4+HMX4Z/xEk/WCebP53z2XmFq4Op0Rf22Si5pfbsOwzQkwxyATGtM/RTrAb0Iopm1Gzbj5zdqWE/XsFtVnG+SYz3lVsewDGL98nOjqkjm8/oeokkE5wK1mGmYItknu1pMqJf/L3tvFiNZel/5nbtvsUdkRO5ZWZmVXVXdXb2STbK5iRyJolZT9mgsSJBhS6MXWzDmwYCBeRjqyX414CcZhmF7ZjwQZmQtHkHUSJBkUuLaC7uru2tfcs+Mfbs37u6Hc78vq8WmKM3YY3HICxBdrIrMiLgR97v/7/8/53f2J7BLNurbdZhVE+6Si7O3zmRXUjNo3HOajtwwG66Bwd2B1En23utRLtH30X62LQ2wghudLlKkNicJ4vyV18qorhNBV92sYunpJUTzCOXVMtdxQ8Gt37uFk2+dELkW5RJJWd2iEa+6UUVltYJoHmH5+WVsfXILj/78EdnrjyK4S0wWGz8eczM9XSA4D+RUMZxQH6zZDJkRCXRJkCANOEkRzF4F3PQbLj+/xZgGqaAfyEISLlDdqmJyOOE0pUKDYjgNsf2ZbRx98wiqqeL0W6eS6xzN6Udwlhx2Z6cxUp2oOEnK0BSsvrSK0zdPUbtUIzUiSdB/t0/U2vlcElIUXcHw/pDIriWHuu/XjqVmP0tILNIcTfLrg7MATsdBHuWYnEyQzBOuuUMG6yiagvO3zlFaIT969Hj0vhj7eBbDWXJg1S3Yc5tSvCLMpXOjA8MzcPcP7gIpmz1JyI216dLQC4WeHd2iCVUgKJHR8KZqDIFq7DSw/3+TGR7PYrSutcj4dgxU1ioorZcwuj+CUTJQWith5YUVHHz1AIujBayOhdJaCXbdRjKnHDGe0mP01E89BcM1MDmccFLtssPeu91jsMWlKsqrZZlql0Ypdj63g/tfuo9Lnybr3+/5qG5U/7al19+Z4we2AM6zHH/2T/4M7/zLd1hIiXH39yp+iyNLMmqmoFx0hp/82QKflPu51CNB4YWax4wXFYVyurgYgwazgAX2PJa4sDzKL5znSY50zg6IotDQ1Xmhg/69PlNrMnaX05DdbNFBzFNSJzSN4/8szbDywgqG94dIBgk7SEXnRNGZWR6HZLRe+swlnLx2wjGnxeccPhxKYkSus3MpRoB2jR0LMcZMF+xKCP207upY/8g6zt5k7n0ec0w5PWcKj4pCTxUm0A0d/oSpbqPHI24yFG5eBEZOUQotpB5hejRFc6+Jwd0BkWUGQf5pnMpuSrJIkCIlzmgWS6yMYj3x2ai8CYrOsWZp0ByNKVARGa/2EtFy8YJpUlc+fwVH3zgiuq3Y+UezSMbhei1ymedn1IjK0Z7K8VY6oMZVNVVU1isyzW8x4iiwcqmCOIgvEHqaClWhucOqFGzgJMP44ZiBJUsu/HNfdtcTn9p2FdRPq6qK+ckc6poqQxxEV1u3dORZjtqlGgb3BoS0m4WZomKxINBotFj90ComBxNolobOcx3Mz+ewahbm53P4Z0UiXNW6GCeqqmT96o4udXNZWiDhFik0V4Nbc2GVLDrtU24Gg0GAx3/2GMvPL5M3XbPgdTzMzmbI4xw3f+smpSKqglv/5y0ZnhL73ECpmopoEuHwa4fEcBUbH6EbNj1C9QWqbXI0kXG9iqrgrf/tLczOZ6SsTGgEzbMcg/sDVNeraF1rYXBvgNk5wzzshs3Cs2IyIdCPMLg/wPbf28bJt06QhEUCXpigtFqCVbKQpRkjYxcpnCVHmjoVKKRFuNaFhjVlsIcIHdAsDZEfEeM3yLkR2R8jnIZ4+G8ekkpRcLFNlySQaB7BaXKkufT0Eqob5AWHU5pLb/6zmzh78wxZlqG8XsbwHlMbDZdRyeWVMvy+j8OvHcKqWIgmDEgxyybcdpEwOQzkhMBwSW1wGg4SnyNizSROLpkl0NoatIWG0f4IpeUS1l9Zx/iQSVfBMEDQDZDV6eBXFRVG08Ciz+ZDHtEAmuc0FEVzrtHCM5GECeymjTiIcf7eOaanU+x/eR+tZyg7SBYF9zsFxo/GsGs2apdr0oiY3cqgORqnO7aGXKFhePyY1xxUYhOFplUEaDT3mvL7thiTw5v4CdM9dRX3/vAejr95jHAcMhUvSjF+OIbTcKS0QEzwrIqFylYFiZ9g5eUVHHzlAHmWI81SlNfKSPwE3Xe7kubRe68Hp+ZI1Fsap7AqlpQaeG2Pkgc/kRMYwRiOF5T3TU+mkj7i99nBTRYJuje7COchrBITHxuXG6hsVXD3d+9CgYLzd87RvNKE1bCw6C8QT2OU1kqYHnHDWl4uI2vz+76YsHkgCk5RrK+8uIJwSqJR770epudTST4SkztVVzmxjRNkIbXY8v46S6UUz1ly0LzaRPe9LupX6rjyk1fw5v/ypgxkEmtbPI/lhiGLMzSvMT0wz3PZcMkSmvk0rZAMxckFBUpRpFb48mcuw6pZki5leAZmx+zEpiHX/9SnFNH0TPLwV0psbpV4/166sYTp4VTGk3fvdKG7RMMZJlGg81OG99g1Wxr/jJKBjY9tYPPVTdz6nVsYPR6hulGlzG8aIg7IFR7vj7H2yhqiWYRnf+FZSae5/0f3ic50qRM2XROaoWHjYxvwuz6Rnt/Hxw9sATx8NMS9P76HeBr/9Q9UIbuAAGS3ECkkhuwDjxwyPAGADHqQvzOlcB+A1ClK8oCop7NcjqSEUF/RuSNHCqRgIXz+9jmiRSRNGorCXWoe50iURGpEhZvZ7/sE8T8cIfZjueNGBqnLdZoOkhN2D09eP5GLUTyPEU85khadR4D0hNRnJzmLCofpsidF/9GMOi3d40V7+tqp3C3HPtmWeZxLWQgS8gqTPJH8xMWQZhbRERQbAtGtVVQF/Tt9dN/rMqYRxKSZFWbAh0NqvJ2mQ3g/VCRawpjHPH/fBkBVmGJlN3nD1nSNZseIxaema1LbJnTaw/s07qWLlA5jnW7boEe+4+pLq3j0Z4/kTVZQAnSPmnAUUbZZRIlDPL2QFgSDALd/+zYqWxWJZ1I1dtJFMeIuuYgmzIw3yyRHLPp00esmNWDBIKB0RbmI9ZU6MZs3POGqVjUVUXARAKEaKnV/GxUcf+sYyYTdvLNvn9E8VjZJoUj4OYqbtlWz0NhrMMq0ZGF2NoNbdxHOwgs8V5wBLqcpte0arKqFUqck9at+30c4o67RaTiYncyk7njzE5tQVF4Ho4ekKHgt3tRlN7tqYvJ4QrLKJJRyhfJyWUZf2zUaGYcPhtTgFRrteB7DsA3SDOYhdEtnl7ZgvlbWWYzMu3OouoqjbxxJDWMapryxx/zeJAvqoZ26g8Yui9b5KbFL4r3GPje/V3/2Kgb3BpieTlHukBs8fWMqzTWmx8j1eB6TZtF0SJOZc01LggSnr50iiRIWaoKva+uyGzt+TKOLfcmmhrQ7x+yUCX2iuOod96CXdOhGwd0tisG1V9bQu92TaL7YJzmnvFlG/jhnpPBWDV7Hw2LKyZHhGsRYDQN28jUVk4OJxPohB0YPRpwkVC3YZRvhNEQ4IgNbdCSDbiBlHpbFTRBQBA4UHO5wXEirTGpBReS0VbKQutyUe20SHRKf0hG/61OCUBR80AB7bpPv/o0J0ihFZbOC3qRHCkKcwWvzurKqlvSO5DmT+IREJIuJFlM1RnFHswj9e30sJpQ6jR6MLjCTugKrRK720rNL0ExiIcNJCLNq4vRbp9AsDVd/9ioe/+ljDB8NcfbmGdMWDU1SGFKHEdSapsm1NvIjuebaVZqoEp9x7eE0RH27jvHhGGnEKWVts4bJAdnOSZggTfk70zDlpjUu8IUZ5QCqomLyYCK9JMMHQ2imhtrlGvq3+sgymlfduotgEKCx06BJWwGS+wkDT5ZK3KgUhVyapBg9oolOsIcV7UJPDhUyvCHxec3rji4lBJquIVN4/bl1F9PDKawy5VWzYxKAKhsVhnBMislisdHX7EJuNCaabfhgyE59oZ9NwkTGNkODJClNj6aw6zYqGxVK8EwVRpUbtXBEdJ6QE4Zj3pfMCovLykYFy88tU+M7i8nlP2NiY57z2q+sVwBQvjU9nkp0mlVlk8CqWNj+zDYDKyqU/i09vYSDvzhAEiZ48R++KDvcw4fsnB99/QjLLyxD1VQM7g5w/Nox0ohhIKquYudzO6xXis1qZYNNmu/nQ/viF7/4/+sL+M3f/M0v/tqv/dq/9+f95z/7z9F7u/e9H6jj/QXw3+YQxbL4s0bqgZAKoIj+lEk4qnIhU1BpyBKOcygAkguhvtAVGTbHEOn8AlcgtL8AZLGNnLpgBdT8ZglvlAI7liOXxjSR1iT0sbpRXPC6RtNNIXMwSybRZREjglWzGOWHCYyygdbVFpIg4YLpF1GmFheveM74ZdVSkS04qs/TCz4lwJuZZmlwG658zSIS9Um9M3JelInPEVOe5JKWIM6HgsKcGDNWM57G3LFrqhxHSQavokgns2EZ0DQudImfyChXMdK06paM4Z3350hmiWQKaya74EnMtLzzt8+R+Dw3opA3bI4iRSx0EiYsYk2Go0Rz0hKyOLvQ2oIpckJ6koEFgW7raOw2OGKzKR8JJ6EcRV/6kUuYPJ7we1C8B2/JI9Iuz2Q3QtVVKeGZn8wv8D8Z0LjcYCKSRjxY0C+40JtVBD2apLKUJi3N0GSn2Wk4mJ3ROKooCl3zRZBElrKTY1dtJH6C9jNtXP+562g91YKI4Q36gdTlGx7HsVmawak4sGoWSu0Sats17P/5PjdHpoLB3QEAIPRDJDPqx8ePx3BaDk7fOOXNoWrBrlFzGk54I8rSDFlEvbG75Mo40qDPZCm35RJ16NMsZzgGhveH8OMJLAAAIABJREFUsFs2BndopGpdbRFO36KBL0/ZVYoDFrenr59SxjBlFHQScnwvDC5IKe1ZDBcc7RoqZscz+AOO/UXUc+0S8YB2lRHXuUK9v5IrknSSLBIpj1FUFq9eg0VolrEwaz/bxtN//2k8+NIDan8VagRHj0aYHc9gN2xc/sxljB6PEE5DPp+i4Pzb56heKlLlct6QBQO61CnJpMHZISURWZwx7MOzsP7KOuZnjPrNM27i4hld7XbNlsbRwb0Bw1hibjbCSSi5rqqmUqftGTBsmjilfrighghdvdCSOk0Hk0MmcRquQf3+8QxWhcVDMAhYuHqmxMJN9icYPRzxWoky+f3TNBorw0lI81GNo2IhpdNNXRYhqq7KKNtwzPAEUbCJTf3smBxbu27T+3B3yBChQsc7OZjQrHpKrvXJmyfwuz5mxzNudIpOp8B15hm1sU6FUiKnRb1m0AvkfSWLmBK49PQSlq6x0xiOQ8b1tj0ZfGHXbZpgi3Q3IQXUDHZO58dzmDUTft+XtAHRIQwnIaYHU2nctms2nvrpp7Dy4grWX1nn97koIIXBzaxS03/+1jm9AFERTV5s0lWN/PPmlSZj6h2mtCGnfCLLimTPrIjErlooL5e5LmQ0Doq0Pr9Lykg4CqU8Q1EK/fTZjEzrAhtX2aig1GGRnkVFCiXISjdLpM2IIJ/EJwVmdjKD3/WlTEZQhgTGEjllQVmSYenaEuOeiymff85UuizNsPbKGsYHY2lC1SxNSuqgAp1nOlh/ZR2zsxk++o8+itpWTYZiWRUmReo2vSXdd7vy+4Ec6N0iVjGLMxy/dozKRgWnb5xCMzWsfWgNy88tQ1EUDO4NUN+uS4/A3/XjN37jN06++MUv/uYH/dsPZAd4MVng8MuHf7MHP4HB+o5u8Pc6nmwOp/zZTM3kwiM6tbVNskxzJcf8ZM6CTVOkYU2zyFBM1VSagKDy4lhMFu9/jYC8ESLjSBAAtcFpgeIRJr/sooOtGSxuBXYqzykFEN3RxWjBtDqDpIY0SyVv2Gk4XAzCDHpJl6M9v+tL7JQ4d6rKBS5NOPJRcXFzAvj6dFtnglQBVRcmM3GTgAIJ9hb55xJtVmwsRKgCcp6DVE1lx1gA0fOYeuDaFXY50jBFBnbXkySBbjLhT1H4HG7bhX9WuM/9ROKphOs5HITv+xyE5EBRFCz6C6l/XH5+Gd33utQIJimyaXZhNEyZyjY9ZZdCGE7ctot5d04Yv2vC7bjyRiw6rkKOkSxYREOBlG5kYYbB7QGDNeIUdsVGeb2MySHxR8gL3ZmhIg0vOvlpwvNmVS2UlkvkmZ7MUd2swmqwQwJwUQ0GAVE6c0Z+JkGCtY+ssZNiaDj+xjHNLCczFq1OCVmaMSGq7WF6PEVptYTtz25jcjiB23SRBAm8JQ+rH1pFskiw/so6bv3uLVn0DO4N4I08xPUY1a0q6lfqmJ3MEM9iOrFnkZR8zE5nmB5P0X2nKw1JuqVjdsICxHDo2o8DFqHxPGasqZJj49UNZAljuINhgdsqaA6jR4z/FMac+uU6fuJ//An88T/+Y9z/g/swK9QVGhUDdtlmsbJI0L/Vh9N04C3RsBn0AswXc8xOZnCqjmSKC5qGoiuScJAGKZZfWoZhM+mqslZB/04f6SCFbuhI85SR7OOLyGCAMe9GyUD/3T6MEpGAcRDj4Z88xNnbZ+jd7iGchnCXXGRKYbSrcoORgwSQLMxglSwZOtF9t8sbcB2UP4xDuA2X4TC2gd57PUSzCOWNsgwJajzVwId//cO4+S9ucpOmEbdn1xnSUt4sY/RwRCNbwcRWNEVuGNU5ZUMi4tau2YyaNrkhr23WYHhk9Y4fjGF5lkwVTPwEy88s4+ztM246io6muIayLJNBNaqhkmZgcEMspkmGx2ADo2xg/aPreO+33yMGcEAEpKqpMJumjLefn/Oa0UwN87O5XBOtCuPrNUeT8bvKggg1wzWYMIqCoHM+J7rKs6CoCh5/+bEkGSgg6g/5RdBDntIXYVZMDO8PZUEuEINJmMCreBjvj3H+7XO0rrSg5AoqmxWpf65uV3H65ilGD0ayCQGwkaGp3LyW18sIetxMBYNAJtg5dfLxk4AM5GAUSON19XIVD/7NA9Qu17D7+V1sfWILj//0MX/mdIZcydF/r0+ZWhAjyy9IG3nONFaokB34eY9ISkFRkrz1YlLptlxsvrqJ/S/vUy6nRAj6AUOpis29otP8rTs63LorjepZTB61oivwVjw0rzThLRVkE42NoSzP4J8TFRrPyPfO0mLtnyyY+JcWseObNUQBgyhEfLmgwhgWJ4DRPEJ1oyoDeJJFgjRO0bvVYyOmCGUSPHq7TqlOaaWEo28dARkDhQ6/dgjVUNG61oLTcNC+3sab/+ubOPrGEQBIGZPb4ka/1Cnh+FvHWHlxBdOjKSrrFRlyIQp9eQ/+D+D4gSyAf+e/+J2/+YOz7/Lnv8nxQeqIDLKDmyNHFESIHkSw6pbsgApNXKZlyMLsQhahAYjB4ldXpaP5yUNzNWkM4F+wUJamPJU7fvHvYjyXxik0h7zBLM+km1cxuBgrOrs3mqth7eU1HH6NaUpWnSlUw8dDQvqLZCRkwPD+kClkBes3zxgxaxvUV2YaO7PSrFbc3BM/kZIRVVcxOZxc6LTVi/OqqIpExsmiPy/kJiJpL7t4fK7mF/izQqKSZTSFlVaYoS5g7aqiQrWKDUZG3fL8lHDzJy9+obX+wEOhVEKkxykau66qoaJ6qcoY4iyHbuiYj/m7TZfaTNkt1C+mBZpNU6JiKHRSKwyb8Ls+R6YKMH44ptxEYRdEcGzDJMTgwYDPZ+mSHCC6HSIdyrANhEko9YMAx/ZQgPrlOirrFUz2J0jCBBWvgvJyGdOTKfyuj86NDmUicYbVD62+jzU92ed7HT8aQ3d1VDuMW117ZQ1BP8DRN4/gNBxsvrqJ/u0+8UgdD/PuHMvPL8NpkNIAAFd/5ir2/3IfVtlC59mO/I48+vNHiOckTojABLtqS41rbaeG3u0etbUth50tR78w2IScVjR2G0AGtD7eQtALMHo8AjKaXMNZyMcFMdQpNyxZmhGLVXQPR49G+Mp//xV4dU8SXCI/Is7udC7Pq27oEjdVXa/CW/Jw+uaplE0Eo0BOJcb7Y04PLEMSZhSFk5TmXpNynbqNLGMR5zQcTI4mNDwVCYVwecMc3B7ILqng32qmJruIIu7YP6cbX3Ry7/zeHf4MWMSEE2qzw1HImO8cjKG+y+THLKEGP4kSGb89Oh1JVvqdP7gDzdBQ36kTnwV+z+s7deiWjsVgIbuYwuUf+0yQFLHbYpzvtlxMT6ay+xcvYpRXypifzuE0SCLQXR3VzarEuEXzCEmPJimkwPR4Cm/ZQzgPkfpk6gZ9ducNnYV3NI2kXCOPc+Rxju57XdQu1xh8Myt4tLaG9tNtIAcGDwZSUuAte5jfJh3DLJnysblCgofQSQuOsKIqCCYBKpcq0Ce6NFTNz8mtFkjD2uUacVs+CyXx3a6skyssrrsszmSzIUs4qUlDJreNDkcIxqQRrL7MDef8bE5efYFjFONvJaMeXTEYmrD0zBIG9weM2X5+hdSDYt2fncywmHAjprs6NcczRsMHgwD9W300rzbR2Gug+16XEqWQcp2oG5HjO1OkkVJITUqdEsJxiLO3zqRkQkSPD+4MoBoqvKZHs6djkN27XaNUoGFJMkKOXBIoNF1DZbMiyRJ+14eik0Rjlk3U1+vY/dwuzt46IybxuRViNXPg4GsH1JGHibxPpVEKx+Ha07/Vh123ZaNByXmPdZuuNLKnGaU54tqHxilv+5k2rJKFW79zi5SINKd3ojAmem0P7WttDB8O4bU9lFfKePufv43xozFq2zV8/X/4Oj79G5/m2gYSI6yKhTwrNOCLBEE/QPedLtY+vEZazFYVN37pBrrvdaFbusRyPpmO+v1+/EBKIP7VP/hX/16fT3QooeGisBAFbU5DWhzEiCexNOVIjmiSQzFpytAdLmACgYYCmcQnAbQSEWBQ2N0EIMev4nFCnwtAXlzi95XaJWpSLV3GvBqmweCAogjKI5IoZLxtmF4sonEmH5eFGdKgSHfLsvd1qZOI2C1RdAggupAfQAUXh6ILnoUX6LQnz51m0jRgWMZFd0IYItJcappF0atb+kVi0hOfjVkizSGZs5uq6ZqUSkApuuFxdsHzLLBWmsluuGqo0siolqgdFhq05ReWadDJim6sxt/ttl0JEo/nZIsKvWCOXPJcNZOmJtMxJeRdtwm9F/pjEZxS32FE5WK6kMafPOVrF5G6gqeaJzRzKOCYr7HTQPvpNpI4gd/l2LK0zPjpNGQoRBrzv5rN8y4kE+XVsoyiVY1i9Lfg88yOZyivlDE5oTbaaThADjz995/GyesnqGxUiC1aJPL9iGjy/q0+yqtltK60MHo8wukbp+zWJin6d/pyNGzXbMzPqV11my6gEFFVWaNGTdUY+Tk9miIYBrDKdEYjA1p7LWx8dINdlKoNu2Hj+n9yHbs/vksSQhH9u/LyCo6+fsSubMFXVcBixWt4cJqOdN07dQfDh0MEo4A86mJ8H/vc1Bi2AbtCuobX9jiKLxmorLJYSRcp/J4Ps2zKOGQlJ1oq9lncpmEqNfHi+zQ54Dn22h6sGnme3pKHNEpRXi/LYIb5+VyOyIXuO17EsmOVLBK5AUvDFLWdGga3B0jCwjznmNj8+CYGdwcSt1ddq0I1VJSWS+jf7nODtFq5uGaMIiQlV6QB587v3eF3yuFaZ9dsONWCIjInVlBVLzaXwgyYpRm8lofyepmff4lJkt4Sb/yLAeVb/rmPyiapHKZnEr9WjODnvblkd2dpdtEFLBjWQLG51VTJslYUcnytuiWNxU6DQTO6pWPr1S2m+BVhDkaJo/5SpyRJQ4L/7a14TAFMUgTnASc3QQK36coiVUxflJwmuvFjRt/G85jTsKQIlshoEBXvQzEUROOIBaFOrnqeslM8O+P0xa7acOoOWfbTBQyHvFm7YqO2VUP76TY6NzoY3B3ICYfQp4vpyZN6Y01nERjNIyxdW0LvvZ5cV+Z9ylzaT9OEargGggG70PEsxuRkgnv/+h56dziC93sMoEhTkmCyOEN5tYz1j6xDs8hVz5IMlU1q75OQr2v15VWJHg3HpOxUNisXkxyNGxarasnv2GKwQG2rhpWXVvidWi6j+VQT/rnP62RBPKWmayR4XKqif7tPedOSi+d++TmEoxCnb53CchlJLMJukiBBEiewPRuGY+DGL96AVSmCfgqtdzyj0by2VUOWZVh/ZR2dGx3G2M8iTnUinoeNVzdw8tqJNDQbjiGTaMNhCKNsoLnXhJLTs2F6JlpXW3yvM2JayytltJ9pY+PVDSxdW8LsdCZDXiprFQSDAJ1nO5Ix3dhpSLzd8WvHUovdeqp10RH+O378UALx/9XxpMb3ux160ZX1uZhlava+Mb6gQcguZc4uSDSO5ONEJyXLMtnVVAwSC0RhKRPRFunfqlMdzZlTrmgK2s+1cfCVA+qnYo5+wjSUmlAhJejf7POHVeqeRO67KDQtz0IQ0rwni80nWLuiKM/zi9cPjR1xVWeqTY4n/k2c4ye62qZLt75Z5kIjus7A+4t8VSMEPvXT9yX5CSqHbhad3cJRnIc54oxdxMRnESdiOkWXWcDtnZoDaIDf82GUeIPQdZ2GlXGI2RlDJfKcaCq7avPchhypeUseWtdaMp1pMVrIm5huUpcs4mJFkp3bcnnukpyBG2c0eTV3m5gcTNjpsvSLc56TRIEp/yzG/llC3bZdtVFZr8Bdchk3esSiw6rwJrHz+R2OKrdrmB5M2XnW2OmzyhY2P7GJ1/+n12HXbZx+m3oxp+nAbTGJKn4Q4/TbpwgnIVrXW9zUqTnO3z5H/XId4/0xPvqPPorx/hgrL6zg/B0ye0U6oWEbCGchgn4gE7FUndGqi8kCg7sDjPfHKC2XoFvs8C2GC8zOZ5gcM/o2mkcYPhjCKlObeu0/vobT10+hNTXZKS6vlTE7mckQlfWPrGN6PIXTcuCf+3jwpQckmxRR0CKCePtT2+w+1W0sBgsYrgGjZGB+xgIrCS90mVbNgq1SWqHqKjY+sYH9L+/LwmrzE5uIZhGOvnmEw68eIpwWqWZ+hNpmDWaZSW6VjQpGD0cc6VdYRO/91B5Tu6JU6jbzmMVxnuQIukQJilAagB26xGdgQ7ooAnEKSoTuEcMkjHJi46XqKqyShaOvHyGaRaR0FG7yLGXan6LSZ9C/15cGmsnBhEWowyCQ3ns9RNMI1S2mJqY+N8NCnwsF2P3xXZkAF05Dan9jSjuclgOn7kAzNTR2GwyuaLvo3+kzQbMo5HVLx+qHV/H4Tx9j9GCEsTaGe8TkKt3UEWkRN/UqJC1G1WgUzKIMSZzA1Ol1SBbU8oejUKIhxfoDAKffPkVtuwa7ZuP85rmMl85zhjv45z5Gj0fQVE1GYIuNRp5xfUnjlBuBOicKrRstHH71ECevnzApsmRJNq9e1qGH7BzOe9Tqt6+3MTuZobJO1vW8S1SYXbNRWith+GCI0lIJdoMGs+3PbMvJhaEb2PrUFvyuj+O3jpF9PeOkpWKhtEoknVW2ECQBNEtDfbsupQdijYr9GLd+9xbKy2Wcv3NOT0CcIZ4Q52eWTcxOaKRMExbcZ98+4+TGZfiN7pFNnKXF1MzmeuQsOUw50yjfWHl+BYZt4OBrB2S/r3mYfH0CzaSRTEzJ3LaLcE4Ncm2rBq/t4eibRzTFtV1sfWqLhfVyCWmUYnY8Q/1KnbKkmDpt3dZhlS0YjoHRoxFM18Tmq5vI0xxnN89gWAYu/b1LuPev75EQM6cczqk6iBZMh+zdIkd46doS9r+yz7UlpPFR1VXUd+oYPRpRRjQKpTxnFvN83f2Du/QAJBnsCvXYhmOgul7FKB4h6AWIOpEMq3nul5/D9HiKjY9t4Cv/3VcwOZrg4Z8+JMLMMXD29hkAYLw/hlkysfLSCu9bp5TdlJZLUA2mxonDLJlYfWn1+6b4/V7HDwvgf9tDwYVZ6K8rgguaQZ7lF7i0Jw8VsgMKgB1Mq+hSipF/ypheqe1K8guihPgx0fH8oKJcdJ8T/tcsM0kunHCXnEUcawzuDFiAFTIE+bt1mqbyPKcEQxwidEMUssU1sZgsPvA1aLbG5yrkDwKRJtBY4v1L6YLomIu/E+dHU6HYCizHQtAPZBQyAEmEEIY/ANB1HWqZY1fEkJ+dgPHLYtfk3+km07Pm8VyygzWT3Q5F4a4dKhCFEbIFGZki/cr0THhND9U1FmKjxyPoro7W1RbieUzDgs+b+fx0jmVzmV2sqs1CPuNIPY0LbXBhjhzvj2HYBpyGA7fpYpwTW2c6ZA+PD8YwKyZNDAm1m6ZrQi/xhp3FfJ1P/exTGD4awj/1YZRpABJd22AYENdW86CbOrY/u41P/uNPMuFoRlZnlmUE1ccMAOm918Py88s4eeNE0i46NzrQHZISdIcJVMvPLePyj17G2//H28h8cod3fmyHHWENUmdseAYTl7o+/HMfx986xvhgzBv3ckkiiFrXWqhfruP+H96nTU6h5tBpOLAqFnSXHXj/nHHOSLmRrG/WUV2rIl2k6L7bhdN0cPDVAybEdecwHAOv/eZrCCch7v3hPQQ9jsAjP0I0ilBdZ7RuZb1CR/YsxMZHNjA9mWL91XXq6eouTt86RTSPkCfsQlkV6jZjP8bk8QSllRLKK2W09piol2Xs0k9uT7DxsQ2MHpA5KjB5i/ECds3GC7/yAmZnMxnXK/7t9f/5dZy8doLmXpOd45iEmGAYwCoxFSpexOx+L5VQWikhy4hQEzr6PMkZSKBr8Nqe9AuMDkZIZgla11toXW3JTYdVtdB+ri35q9GUGELN1FDqlDA7m0l83mK8YOqfZ8p4Zs2kSXLyeMKu12SB6ekUk8MJyqtlFm3LjBm/+c9uIseFUS4NU5x/+xz1nTp1wRY3c9OjKY22mQKrzcjfm//7TZS3ypygJRn6d/uMYRYd3MECiqFAU6mVzsyMsqFZiGxOPaaIbxakG8MxoCiKNDkmi4QGvmUVtUs1nN88RzyLsZgsiNTLcnirHqb7U3hblPbots7pSjH+Fj4GYSztPNfB7KSIWH48ZhMkzJDlBSWmy+6h1/EoiUgzjPZHyOMctW3SN8orZRx87QBpksp0sMZTDTR2GtBMDY/+7BHaz7TRv9vH/HSOxWjBgqeIE06jlDKnwymQAUvXl0ga6AdSGqEoCjenQoIRprCbNrRMoya47UL1SRawKsQ8miUT85M5dc1zBobolo7hwyHsCpm1fo8IR8M1MHo4wuRggtJyCYpOesP5O+fUWnsmP9d3+5idzSRf36yY1DSvVGjsHi0wPZliejLF5HgC3eDatJgspGb90Z8/QnOvCWTA9o9s4/iNYwzvMVra8AyMHoxgVSzJmx8+HNI4bDOZ06qRgQ4VpNrMYjhlB+kixf6X97H64VXMu3O4LZfr2ThEMOXnffCVA0qIHgyZHBkk1OLHNDmLDWupXYLdImo0jVJurno+dFvntdDRcPXnrsIqWxj4A6JSn+tgcjTB7HSGt/7pW6isE6k5ejiSE7zSSoks4U4Jax9ee9+1Ut+p897W9r6zhvk+Pn4gJRDdO110b3b/nX/PX00L+66PS/LvXiR/kKBc/Su0B+B92q0PLHA/gDjxZNGoaIpMvZHJYwVfOM9ZnIuRZxqkF89T/M+wWeRJ1JqhyJCN73hNQq7wxN+plgrDMiQQHHoRLVw1JbNQkBqEFlX+XhWyayk6L4ZlMCCiCJ9QQOmEYRlo7DU4hiqbUqMpcDl5epEEJM5vlmRSjmKU+D5FxrpusGNaWi5Rd1WwOFVTlWl5Isbzyk9dIZf1bI7BgwELOpcSkuYOY0CjWYHZwQW5wqrR/RvOwgsyh6LK1Dwx+jVcRlAajkH81loFjZ0GhveHSBcpHcxT6n/FQnXtZ64xifBkBrtC8L/TcPDzv/XzuP37t6mvnsXwuz4Mz8DKCyuobdVQ267BbbpQNRWHf3lI1/kZb9pmyYThGTh/61zq1bI4w2SfHdetT28hHPG9BH2aYryOh/O3z1nIrpSoy2046L7XxdHXyU42XGrdDv/yEIP7A5lpr+kXMcCrL65yNG6qsMq8odcu1Wi4cg3YDY4btz+7LVPXBvcGyJUcjd0GVj+0inAa4uzbZwgGgTTMlTfLmJ/MGbxyHmBwb4CzN88QzkMpf9EsDdWdKpyqI0eriwGB/8EowPUvXMfkYII4iFFeZbKb4Rpo7Dbgn/ky/jkYBbDrNvwzH81rTWz/6DY71J6Fwb0Bomkkud3hOER9rw7DMYAUaF1tYfSQxfFiuMDsaIbB/QF67/ZIKin4xMP7QxllnYYpqptVNK80UeqU8PQvPI3WUy3KUzbKkqEriAp2xWYYQBHz7A98Ou6LQnp6RPmTWaYsR1VV1C7XqPfXVRmjHE2pT80T6nc1owiT0Yj5MstMm0pCklOWX1hGHucYPR5Jac/g7gD3v3Qf4ThkKFAx4RIRtq2rLbSutzA9muLoG0eMcy0X2KfrS4iDGMMHQ8xPubmZHE6Qhez6q7bKwJ4sR2OvgfazbaRxiuZOkxHtJgvUXMlRv1yXxJLKRgXV9SqDcCaUxETzCE6VGzD/3GeSosHHO3WHGuGzObIow6XPXJLaZbPEIlI8n0hNs8s2dn58B/t/sS/XGVXnFEFRFNS2atyQqwrWP7KO2fGMiY1Ft3YxXCBPcwwfDulrAMiKH4Q024UpBvcGOH3jFIsRTVpREDGxcrrA7JjkA+RAabXEAn7Jw8u/9jKlXIZGhKFdhNZEJFsoqkLvxIAJiIvxAv65LyU2WURpSOInkn4jNjZui+lmImwnXsRw6g68FlMuk5ARwVmS0cw3CLAYETVoOib8YRGoUtxHdEvH9HCK+l4d8TyGYpBhPzuZSWKQAoYJxX6MYBigd6uH7jtdqIaKoB+gsduAVbbgtTyYZROT4wm2P7MNq8RucDjmmmt6Jgb3B9BMjbSYGb0v1Q2G5Wg2TY6TgwmcugN3ycXk4YQbOIebxDiIJVNbeAVWXljhZsnjGq5ZjC7eenULVsVibLaqYOn6Ep75hWdQ267hpV99CdWNKgb3B8jTHPXtOrw2z6FmaRjcHcD0TBx/8xh5TuKGuP4vffoSKmtErInmQ3Ovicblxvdt5PFfJ4H4gSyANz62gZv/4qbUev2/evzbTgae+DnVUC90vKKwFcXkBxXSOt4nJYDKToJdtZFECWBAhi2oOseasnOtsiOcBpQyGLZBfVlREIoiOk/z90sLTFXqYYXp6H1HDsAoXouQa+SA3WA3JI/ZoU0C4s90kyNX1WQwhuDK6g4LLrtuI4sy2A0bpZWSjD9VNZUcyRwy717gqfI8l2PcNEqRxzkMm456YZbTTY7bBelBvKckTCR3ESDuR7JhTQ1L15bYXSx4kCJUIFnQICVg9qIwT6MUs1Omis3P5zBLRZpbYYLwe778/0InqFmadKKbLjsaIra3udukJKLpkk3pUKObRETzqJpKjNLjodSCmiWT7uQ4IyJtGmJyMJEIJ1Ujpqm6VcULv/oCxo/GePTnj3juioIsntOFHgcxhveHmJ3NOKYryA6aqaH/oI+zN85k/Ghls4L56ZzoL4dAdd3WMbw3RP9uH2dvndGosz/G6euncvxplkzoho5rP38NpXYJbttFdatKhm2hU+0815Goo1KHMog8zxFNI/Rv9xEHMZyWg+Uby6isV+Cf+eje6tJ1f+7DaTmYnk6xGDKNUQRnzM4IvRejzyRI5Ga182wHlbWK7BincSrZzZqlYXo4xd7P7HFUWjLR2m2RiXpvCE0n93P8eEz02YCd3epmFd13uqis01holNmJnZ3PoOT8juRpzs5iQO5vDoY+iCRKKNwsLaYLTI+nMEvwu0oyAAAgAElEQVQmlq4vQdM1qSkd748ppcqA6qUq/BOfEePtEnRbh98n5SKeM3BFMzV5PQuMWTSN4C67UFQFk5OJJKikC3ajBHlCoMIEo7i6VYXpERNluAa2f2QbsR9TDjFhERFOQgSDQBrAFsMFdd9pCtNmF7txtcEpyxZ1x/GMSWajRyOsfniV+taaw1StnBKlLKbPQrj8FU2BXbap5Tc0ODWHBWqYoXapxuSrMIXXIU+6c6ODvZ/ck1rW4YMhwmHIzUgha9I8DeGQ050nj8ZOgxOqDEy1XJC9XuqU+DlmOewyXfxZnGHl+RWMD8aMvy70nqJI1EymPAp+u6IUkhVHR+MyWdvRPIJq8fsmWLrT46nkQ2cxaSbxgufDqllIIgayDB4MGII0jWUMeh7nqG5QqlJaLnH60GMIgpAcDR8MuUk0yc3O4kyaiRO/MNEWccqJn6C0XEJ1vcpI4RxSeiR8FY3dBpADS9e4VrSutshdd3TUL9WRZRlNpGGCzrMd5HlOCZNnwG24UHUVKy+sUC5l8Jqcnc4o1UkyeS4bVxr0TYwWmB3OEM1ZYE8OuS7qri6xkuc3z5GGKSobFTR2G1j/6Dr6d0mqGD4Yyu+wZnLS2bzaxO7ndpGm/B513+lSnzwJZWx159kO8pSBNV7To5yqatOQriqorDOyW9yfTNdEZa0Cs2Lixi/egLvk4oX//AVc/uxl1C/VUd+uy6bU6NEI5bUyzJKJ0cMRZW7jkNSZwg/iNl1UN6rw2h7pLy2XZIg8R+9WD1mSoX29fSGr+z48flgA/5VDaAG7t7vUWP51mtm/0sn8jkNwgguDlsgd/3c5RIEIQBrgvutrewKnBoX8SK/t0VVcGCS8JY+js4RJW8kieV8EsEhCA4hpM2yDWllxXoqFTNAIFF1h91g0f0VnWkgWitemGdQUKuDry5GzOxRdhE8AkC5c3dUl+3cxXHAxaNmIJpHsIJVWSlBVlfHCPZ9xxqBswbAKHFDZlGzi6qUqR/YFUu7KT18hJmwakdm4XIZZJXVBsI5FZ8VpOLBK1J4J3a3X9vj8CSUcAsouEFF+z2esZxERnaU8n4vRAlbVkl06s8TX6C158Hs+tZOKgtbVFjFPuormlSZq2zWoisrn1VUYjoHScgl+z8fg7gDRPML0YEqyxFaVuDqfI+Y8zaVZwm27MqVPd3ScvnFKxmOhLRcLYjgKJX7JcAyc3Tyjie1wgnDMQALVVBGOi25fyM5zlhJHNDuZcWNQFPGiQzM5mshuZJ7lmOxPJF8zmkaorFcwPZhKfWx5pQwoZOEmfoKDr9GMthguKNcpTFml5RKae02eQ9FVfreLwYMBpkccp3ee7UA3dYwejjA9mTI173CCeBrjuV96DtOTKZI5u5Bpkkpqgm7qKK+Uobu6vHkoioLGTgP1y3Wer1mI8aMx/HMf48djBEPC/R/88QNSPgqSSee5jkzqM10TwShAMAykOWX/K/sycrp1tYVbv3MLrest2DUbboOpb/E8xvhwLDWj7ett6hSLcbRVsqQ5ThQTySKRdJXFkJ09VVex82M7UBSFoTFlE6sfWkXv3Z78HihQUFpmEIlVs4j4UyA3CPOzOXnaQSzZq2maYnB7AN3i2PrJwJqVF1ZgVSx4Kx52P7eLOIjx4q++iHd+6x00LjfgrXoyCU1sJPw+jUhQuf6I4ubFX3kRdsNG/3af5yWIMdmfwOt4aF9vy+TFwe0B/J5PXWufRXD72Ta8ZY9BCBrXpub1ppwmLD29BKfhoHaphmgawa5yPd18dRPN3SacpoPZ8UzGB4fTUJ5r4ZvQbR1bn9piE6Jmw65zXL320TWcv33OcxWklPMUMoz6Th2ldgnJImFgTS/A/HyOrU9tSTOsbusXfOjBxX2rtFKSptYs5boXDkMsxrz2RPdTGA2tiiUnY2KTkEY0XiKlzMEscTNSWi6hvkPm6/jxGGdvnuHw64fovteFqqoY3R+hd7vH59W5WcqTnKbNBacmABnfeV5M30wd3pLHzeSNDppXmxIBpxoq1l5ew2if8dqjxyPZNTVLJpq7TYSzEC/8ygvcUJVNuE2GW4jgmvVX1mFVKUUQkczBIJDhL3bNxtIzS2jsNmBXbUnTkGSUmJt9y6N5bPRoRONmgdvzz3wcv3aM+390H92bJCQshgssP7+MUoc64qVrS9j9sV3YNRuTfa5940djSugCxkFv/cgWVl7gZseqWjArprxOnvkHzxAtGmdoP9NGukjhNl3UL9VlMJPgZ48PxrJwffI4e+sMS9eWMLg3wOjxCNE0wt5P7sHv+Th5/QQA8OKvvIjVF1dplo1pwrbKFo6/dYzFaMHP/3L9b13D/F06flgAf8DRfqaN7U9vw6py7JhG6QfrZ/+64leETIij+HnVUL+73veDft9f/fsn/qwoCjupT3Z4xXNp4o+KBGwnCS8aVSFmRSYSxRzVC3C3YikXmuEnilYkuKAuPCGByDUWhe6Se9ERzJ/4+fwixQygYUZ2sYtEPFEIIy1kF4XpTdWpn7WrxP+E81AW7MmMHdUkoKElCRMpO4gmkdTIVjYqRMgVukUByxchAML0NTmYIOgF3OUWqVEAiAsqM1HKa3pwWy4WwwWaTzWRhXyu2qUanKYDKDT/bby6Aa/DIAlBwQiGASNDC6yYUyeCye9Rr+ktczMiEFTxIpYpYVbFgtf24NQcbHx8A26dC57bIg83mkR07ZZtaQpLgkQmWi3GCySLhGYmTYHu6TTNoSA0qCrpBMMAw3tDyZc0HEYaC6lMOAvRe6+H/q0+gkGA6dGUxsxZ4Y5PUsxP5rJjJ36H4Dd7HY/65IJoYVdt1C/XEc0iJhcdTSWBZOtTW+g818Hys8tYjBeo79ax9cktnLx2wpQyx8Dp66eMhn00xvDhEGsvrckNy/RwSgnENET/Th/nN8/RfavLbnvDoeN8yBANp8mbqGZrOH39FHmW4/Brh9AcDaZjIpxxzL72yhrRYIaG1tUWO54NV3bMxGgzGAdYfm4ZZzfPkGc5z48GnH+b8dWCs627Ovq3+pifz6E5GsqrZYwPx5yCqPxupBHRZ/E0xv5X9hEMA9hVmyzqkxkmhxOZSqcZGs0v21V+douY5jJPl51GsQGK/ZgOcZePi31eS/65j6NvHJFLul1DEiQY3KM7PU/42a19aI2BJfGF9AgokqCE9CmFnDqIjfTGxzZw6VOXJD1j82ObWH5xGcP7nEZopobhgyFGD0doPtXE8gvLmJ3OJKtWGEqFu183aY4qr5bRudHB+PEYvVs96psrFuZnc6lTnB5OpeTBdCnVmZ/NYVdsbHxsA5d/9DJWnl+RG4o0TPH8Lz9P+ZRr4PJnL+PhHz/E4O4AW5/ewt5P71EffjaHXbex+fFNDB8MMbw/xPpH1nHjF2/glV9/BaPHjG0WCWtiulheLaPUKQEqMHo4wrw3h6qR25xElKhUVivU18cZZuczxBNOLeIFNb55nMNreSitlhAHMeYnc9mZL6+UsfLSClpPMXhl8HAgUW1JwBQ10Tk0qgZaey1SRxySY2qXapTrTEL4Z77sNDZ3m+QF54Df9akhn8cY7xcpcQWibt6bS8meiGjO4oz+mIxTnDzj5C1ZUCah6RqqG1XYDRuHXz9ENKG2XtVUjB6PMD2aYn42Jxe6YsP0TEyPiVrMMtJ5Jo8ncGoOpkdTPPyThwgnIeo7dSw9vUR5Ud+HXbapWS5bKK2UEHQDqZt1my7CEQNdVJPNHdUk0UZ0SaUGv9jwi0mNZmqYncxkipwCBZ/8J5+EW3c5iXg4wrWfu4a1D60hmvJ71nm2A82+SJX8wj/9ApABs1MGZIQj/v7Osx1kcYbOsx00dhrY++k9XP7MZdh1G829JtrPtLH2oTW4Sy5mxzO0n23TV3AwQWO3IeVyt3//NpAzKOf026csK7Ic/Tt93nOSDJ2nO1h5kV1y0zNx8sYJpsdTjB4x8KW2VcPyC8vf94a3HxbAH3AoqoJSp4TLn72M/S/vSx6n0IkqepHAJmQAf6VwVXTlO4tS4H3UgL9RMf3dSBLiORVAzVVJEtDd4iaXQ0bp5ilNQJqlScOdZjKpS3QcBcpFszUpE4AC1C/VsZguLorhJ7u42hOvL7t4PekivXjNhYEJSkF8UPG+m6WkQBQ/L5LtFF2RCUJKxtFq7HPBj8bUsYoOqkjOEd3kYMwRbZ4XiWYGE+iiWXRhUivGapqucQwYsUhLF9TS6TajgeM5jUGNvQa2P7WNxm4Dr/zXr5BoYDHuGGBEr27oXGSvLbGLeTxB/w6LRKiQpieRwIUcsOoW09TyHEbZwObHNyUbOZpG8v0ZroHyalmOEUVi0fR0ikufugTN4Dhc1VU6svs+gm4gyRFWyZKYMneJ2l0oQDzlgivc5uP9sXTT50kudWy6zSJDmAlF9HW2yJiolLP7XVnnDa6x2+ANKc3QeaYDt+kSdJ/msrMlQgFmZzM095qorlXx0j98CSdvnMCpO/DPfOz91B5T8DyiqRq77K6evnGKPM3RfrYtqSTNK03qnZMUtUs1DB8MATCq++ArB8jTHOPHY3anizSsq//RVUa5li3sfG4HaZKi916PN6KSgdjn5x8MAqlLDMehxNwthgs0dhvIsgytqzSsKaaC6cEUw3tDOEsOI14LUouiKXLk660w3COexSivlWUXVgEfkwSkTwizUZ7kLCgySk1mZxzJ+j1qSq06jUJOgzIaAFLeEo5Dfv9zBeXVMp7+T5+WBiGhsdd0TYatCLZxEnGcPTuZQdN4g7Zq7Ib6fZ8FWREXn4YpOd95LtmnhmPIoI48zbHy4gqL6CzHyksrMBwaLbOIoRx+10c0iTDeHyNPctR36nS9T0JkWYbmXhNplFI/PImgqhzDx/NYIuaOXjtCOAlR3azC7/morFdw+Ucv49X/5lXMTmdYDDiJWfvIGpp7TUTTCFuf2EJ5tYzyKmkfVslCZaOC2I/RutqC23BpAhsuyCzPc+KgggQnb5xIU+LqS6u483/dgV218Yn/9hPY+uQWSh12YJNFgr2f2kN1q4ryWpl0GJu+h8n+BPPzOcorZThNB3bF5qRjuUxnf5zBbtoIhyEUk6EWTt2BXbVRu1SThaSqqvAH1OtvvrqJNErZKX0wwvm758gWNNDmKaddw/tDWCVi/9y6C7dFeYAI8BExzsmc16Cmkwc978256Z5HiGYMaQlnnNYsRjxHScTveW2rhrWX17D+yjqiaQR/wEJaNVS54RJRxWIyp2jEzYUTdtCb15vY+bEdjB6OKIvLc9gVG+E4RPVSlaSRaYzqpSqMsoHhg6GU60SzCHbdxurLq2hfb6N3uwdVV7H80rKUlG19fAt7P7N3sT5YKurbdYTTENE4kpIrq2JB0zRsvroJ1VBRXiujsd1AOA7R2GugtlGT2EVFV7D3hT1UVkmcsMoW7n3pHsorRKk1LjfgtlypDe7f6ZMc8yPbuPaFawy6CFO0n25j9/O7XGeiDIvJgs+9UsbsdCZDgXZ/fBfN3SYqGxUMHwxR3+YUymk5OH/rHGdvnyGNUpy+yYLX9Ez075LY9NRPP4X+Hf65/XQbV378Chp7jfcVt2aJhA4x0e3c6NB78H1+/LAA/h5H63pL6mJNz0Ttco0dy4L1aVUtGGWDRiodUveZKywghM5TVVW5M1cU5SLaMctlQSsiaAG8v9gsDkVjoaebOjWUwh0sUs+UQjpgkJWr2xw3IofUZ6lWEWcbkRmcRAlM20RtpwD+CwNApiAKI8oRREf3yWJc+c7XJ5Bnis73p+gK9LIuDXWazShjzdSkFEGGUmiQYRCGR8NTEjItLc84rk/zlMxjS5exvOX1Mn/OVGXSjpApaLp2kYhWdIN1T0d5uSzTm1Sdkgm35aJxpSE7w43dBhq7DTSvkPvotdi53PrkFo6/dUwUzXiBNE7RfraN9jNtKJnChbcXIBzR9JGnOWqXGUmrakz3qW5WmZRV5LyL1woA4SiE3/flZklV2Hmob9fhtMiTnZ0wKliMyOMghrfkIRgFqKxVEM0iFlc+gfG6S8NOOGaqlmZq7E4oBe2j6ExkCbWqOXLyV1MWX27DlZuGPMllDKyqFwSCis0seAUYPRhJ/V1rr4XO83QYJ/NEajeRFxulYmM0uDcgQzTPKacpEvlO3zhFHMQ4/OqhLPyOvn4Ev+9LKcyN/+wGsizDjV+6gYO/OMDkYIIrP3EF9750j53wkxlxTynRdEaZGx27yu6R22Rn5v4f3cfo0YiyFVXBlc9fkZ9N4icorZaYZtdwUN2sQoGCxWiB9Y+tY+mpJXlD9899qbmeHExkfLIo5MJZKIsGMQnJogxBP5Df29pWDYquYHo0lagzv0diRZaz44qU+lUhbRBRxtE0glNzqB8tyCSCY5wlLNSF5jmchlj/6DrCEbvb7pIrE9zSOJUbZUEdWHl5Ba2rLeRpLnXpACT3OY1SeE3qyU3PZDjAdh2dGx3UtmqorPPm7HepEdUtHZWNCjo3OkDGKUJzr8kpzSzkTfpOH713e/DaHtZeXkP9ch1Bn2iozjN8TZPDCYJ+QLmKz1jrylpFFpj1rTre++33cPLaCZJFArflYrI/wfDukGugn8hRv1235fU03h+jul6V+lGrbNGk1HLhLXs4e/MM0+MpKhsVdG928fBPHsKu2Xjl119Bc6/JqHc/xuRoAqvCWPQ05jlKokTyllvXW1h9cVVytZtXmujf6ePSpy9hdjKTNJYszlDbqmF4b4hZl2QF3Sw0pvMIhmXAaZIqYNfopzh54wR+z+dULaWbv9wp4/JnLuP8nXN4bQ/VTQatdG5QDhTPY1glSiGmx1OUVkrY+YkdWDULk8cT+H1fStyE5l7cv5IZZQSGx6ndzo/uMJkyyWTEvWZzqiL5yRanUU7Lkaxu3dRlITw9mqJ7swu7ZrPrqCpoPdUCFEjixsrLK2jttRB0A07/Mk446tt1PPPzz2B+NpdpfK2rLerVZ5GUfq08v4LJ0YRcaMdEZYP6WsEm3/7UNuq7daRRivpOHfWdOjXXbQ923Sb7trgHt59to3W1hfJqmWl+D0c4ffMU1fUqPvRffgjBIJDUBd3R0b/d53Tpw2v48H/1YSgq+fPNvSbKa6TBTPYnpEqYqpSiiQLVbbgor5Y56dVUFtOFcS6exwgnIRMkG468l4pj7yf3oCgK6tt1tK5xsydrlCcOEWGeJRk2PrbBCPj/AI4fFsDf4yh1Stj53A6B22tlmJ7JTp6uoLJWQX2njis/doXmDl2TRANVVaVJBuAY3SyZMGwDpXbpAqJeJPxAKSgDRZKToEjotg7VVGGULropVs0id7JIjRFBCgKyreSKRJbpLguVZFEsuAtG2CZRsWjlTARbjBY0+yRF+o1NrI6IRgbwPp7vdxTDKAreoluYJzQJZQGjQfM8h2lz7BjNIhrrnuDuig4ZQN5uMGZ0buzzIs5yJt9pBsMlBH0iDVMJGE9j3pDtik1hfgroJR26oaO2VWMwhaKitkNDWhYxkMNturBqFnY/v4vRPrsMZsnE5ic35SKSximcJQe3fvsWgh67WJWtCqqbVcR+jOkJ06OyMINm0+1rlBlgMD2a0uizWYXX8rD60ir6t/rSSHL5s5dpmnkwgmaxCy8SeEQRlqUZ5idzTI6ZplbeKGP8aIzBwwGCfkDjVJCg+05XdiA0W+MmKyWKTjVUacIIJyHqV+rwOh4W/QWCMUMgntzs2CVqFK2KBbdNHdn0ZMo40VlEWYVPfezZm2fQVA1+z8f0bAqv48Ftuhg9InpJswpOrp/INKXEZ3y2ANrPz+eo7zL5y67bmJ/MiZcq0g/tSqH5TlK0nmph9GiE6TGLHr/no7HbwPFrx+je7DLGeRZJTTnAkV/nmQ5UU6Wx5WyG8f6YzOQT8i0VhTefaMYUvOnRFNXtKpafX0b/dl9OUdY+tIb29Tbm53OMH49RXi3DcAyZIia6q4rGqYbYRAupjlN3eJNXeVP2Wp6kAuRZDrNsMm0tyyVhJEszGe4RL2h2E8SSPMklc9asmJSaFEWPQBnpti4T0o6+dYRSp4TGTgNL15cw780l39mqWNBtHbpJ/eK8S26xVbXgLXkywCaaRtRfVkzYNVt2ydKAWunKRgVXf+YqVl9eRe1Sja+txEmCU3dQXi2j/TTJHnnOyNXFaIFrX7gGv+ejf6e4RiomvJYHv+vj/OY5+b0vruK5X36O60yhgzXLNCR5LY+j4hsdjPfHuPdH9zDZnyCaRmg81UCWZFj0aW6an8+lUXa8P4ZRMtB5poN4HqP9bBu9Wz1UN6p47pefw8bHN5DFGYYPh/B7PjX4mor1D6/j9C0SE8qrZSyGC3Tf6+LO79/B9GSK4f0hmk81cfjVQ4z2RzR/rlfQfaeL0mqJhWvLwfx0Tv3+/QGQAo0rDaLCGi6T6NoerCplHdE0QjhkYZOECayyhfn5HIZnIOgFHJ1PQ6mjr12uwV2iqUkg0Zp7lJiUV8uYHc+wGC8uouvzDPGUenLDKdjVRzPqvKMMKy+tyO9jFmX/D3tvHiTJfd13fn95VFZlZd13VXdXn9NzH5gZ3AcvCKBEURZXFkUdDsmWZEuOjdCu7d2wY0O7Ebv2hr3htbXhVdjUKrxaybJoSaGDEgESJC0CxA0MgDkw09P3Wfd9ZmVl5v7xKn+YAQmSIAcYApPfCAbR08B0dVZW5sv3vu/zhRyQ+bUjeTIJX8gHb9jLWfVaWkNjtYH0qTQ8KnlJkyeSmP/4PMILYVq2ivuRPEGBGPOPzdMEqk0WMkEWkDyexLA+RPauLGY/MsupPbZpY/Zjs6hcrhDndyrILRJT904hdSrFcY6jzgipY4SQEySBe5kb6w1YpoXs2SwFRkzuKYkjCUQPUTMkPBNGY4sW2oJTQSz/+DKWPrkEURKx++wuemVCmMUOEVGludHkRX9wKojp+6eRfzBP16KZMLpFwrJJioQTnzuB/EP5mwpPJjBe4Dv3NjWmQk2oFNBxOgN/0o/wLJ2Hjpw9hHA+TCz36SCfXBQuFCD7ZYSmQ5j/2Dy3RTipkt9JsiojmAu+1aT7EMgtgL8HMcY48kQJ0wXIF/MRGuThWY4rUeMqPKqHxhdjSrbiF+SxheBUEMf+9jFoWVogcfxSsirTAlOStvhFiXy5okxdQV/URz7Ejk455pO0MaNvEEbIMHlHWAkq8EaIGwuBIlWdRSUbNr9ZOh1ASaFuldE1OFbLSXtjjLzAgiSASVQoC7LAPwBMfgtN5g15eQiBbdncVywwKtBvpCk4y07O4oOoiAhMBXhX2hm1j9ojfuO/sQi3bCokJJ+E0WDECwZ7THB/yU8RtqH5EOJLcagJFelTaYp/bVLX1Rf2wRcnLq4v4oPepq3tUZsW4MZ9gvy3dlroFuliefDiAcpXyvDFfXThmQtDCSjYf3mfJ4lN3TMFNaYiMB2A2aclEwcZJGu0qNPcaiKUD1G3UKFwDCVI/Ewtqb01OrVoMcXj93BbhS9ONxZmMVo2msS/CopAI+TJ4o+kSDzu2ImeTZ1JQVIlKmYCVGRrSY1HHns0D/xpP3nEBQZfzIfksSQSRxMoXyxDlEW6IfXp/XG6984W/bBJS2hKkNBtgiBQN3RgQk2oPMpVEAQs/egSX7QJTgfJ0mJZqF6tol/tU2E1CUewDZtzQCWfhKM/fRSDGmGJugXyh446FGgxqA5gDCj+VvJKCEwFeEEfnA7SxT8fQmu7RVYZi2JmJY9E8bd9YtrWrtVo2aelwx/38wdZxhiSx5PIns3ixM+d4AVHcCqIpceX0Kv2iFWbCyB1KkUxyJUBbeWL9PubuslZug631rYpsWus07Jht9Slm5pAnVGH/ODgohyahyAJ1EFLEjs0kAtg2KSkKC1BSypGn35PNaZi1BmhdKmEXrlHxcuE3DBsDdHabiGYDXIyxKA54B5wY2igX+zzDnHyaBLZ81kqoI8lYOmEPvMGvbBhI3U6hfjhOHxRH+Y+MYdesQd/wo/z//A8Tv3CKRz/7HEYfQO7z+7Soo+m8ITF8rUyn5Z1Djrwx/wczeUsV+buzhHlZLOBmQdnkDiWwJlfPANv2IuD1w7oGjYmO4dlWOhViGM7rFFgRPZ8FoGpAMLTYYRnw9RRAz3Ai5KI1m4Lw+aQd+ZLr5cwHoxRvVrl1ouZ+2aQOpmiMXvQi7mPz1FoTZ2sLM5nYtQb0SIWbPijfphjmqrYto1gNojQbAiZUxlUV6oovF5A96ALJjA+om5sNgjr1R7C0i2E8lQsahmNHr4mQS3BaWJKK5pC06UhbfKPeiMwMISmQpi6ewq+qI8mZSZZOQqvF8iz39W5ZYazXydoyuIrRQxbQwQyASSOJ3D8Z4+jtd5CcCqIzPkMT/FL35XGqDXiaMpRd8Q756Me+eUP/63DkBQJD/zjBzDz0AxaOy0Ma0Pk7s1h3Cd+buVSBb1ijyMdU6dTECURRp/sScMG2btaOy0EMgEUXytya0swF4RlkmUmezaLYC6I7Lks1KiKI585Qvc4r0RIM0lAa6dF1rJsANP3TWPuo3MYdUecGy4wahzMf3weeltHdClKx6mt05TrRArV61UIooDwTBizH5tFcDqIbqGLQDaA2FIM+YfyiC3GqJkQV/mybeZ0BvmH8rR4+R0KUCchb+FHFhBfjvNwH4/muan4BSZWQkbTVCVImDaHx+0NeTH/sXmaWH7A/bu3Qm4B/D1K9skI58kmoAQVRBejOPZTx1DfqENv6gjlQ8iezUIJKJh/dJ46mgLFVMpeGTP3zwAA2nttSF5KpZK8EmzLxuGfOAxf1IfFTy4SEcCvYNgY0pjBJs8wkxlfGBuPxoBFvjsbE0+vny7gvjgV3aIi0khtaGLQIg8jzIk32CvyUbSaUHkhIKvUYXawJrJC4Q2yJiO6EAUD4/ngTucn/1Aeklci3u6k28VAH0AmMw7SNw2Tj2i8US/dLCNUyEGgCJI1GZsAACAASURBVFMlqECSJYiqCFungohJ9HfJPkrRcoI+ZB8tTsACj9s0xyZn9cpeGXqdOiCiR0R4Pkwbua0h1LjKo4GduGFrbHF6AdgETVbq0rE2qXjtFrqc09sr9VC/Xueb23pPpxvPZMS9/9I++qU+1LiK8BwtyMUPx9Gv9aHGqNMla9ThgA1OjHDeu6l7pnDqF09h4dEF1NZrGNaH5AGWRSQOJ6B3dDo/GHXCnSLbNEz+gGSbVPQ4XNVBbcCjWeOH4zC6BjF8K8QgtQyLlnIAfuE/9jPHkDuXw+qXViGIAof7R+YjCOVDSBxNoLnTfCuKebL1bvQM9Ko9PjZzEtUkhXimvriPUpjqOo79zDH0Sj00N5vcngMGNNebqK/XCac2oBufAAH7L+2j9EaJFr78NKKXvTIEj0AdaklEdIG6Z5JEwQTWmLr9zc0mmttN7nMGQB2zWh/BbJDbF0btEURZxPT90xj1RlQQ1YdIHE1whqw5onO6sdHA7nO7qF6tUgxqRMXBSwcUUrLVgmmYkL0yRj3aJg/lQxBlWvYZdclHqXeo6DW6RLowOvT3B7NBPkkIZAM05fHRZzJ1OsUnBFpK45veepvODSWkwOPzwBfzIXY4BlmV0doln6MSVGDbNOJu7bTQ3GgSUsumh9fochSiICJ5KglRICSU0ScbT69MDYDk0SSFfpg2wrNhLD66CNu2EZoJQRCoY1e9WsXe83vwaB6ULpZg9A0kjyUBkHWieKkISZYw/eA0KtcqGA/G5DmehMxoKQ2BqQAG1QH8CT8ypzPU0Z68doA6+7nzOTQ3mxg2hsRbHhIzNrYc42l23rCX7xmIsojH/83jSBxNUNTrFFkxnLF256ADLalh+dPLaG41eQqcaZg4+lNH+YKngwmc/8Q8Zh6YQfZcFoMGpact/8Qy9l/cp8mWTY2C1JkUCq8U0Cl2+IhcEAWsPbmG8pUyn0RAoEU1Bysm+2l6IgfogWT24VlaACsSucQpZmSFrpPGkCxFsl+Gor01vvaFfVAj9HCod3XAAr0/QQ+6B120d2k0b3QNKrD3WsTVbQ2gJlQc/+njiB2KYfsb24geiiJ+KA4tpcGjeXDXr9wF27CROEakiJM/f5KaIl6RaAeSgLmPz2Hxk4v0fl+poLpSRXunjfzDeXhDXrT329zHLvsppGE8HCN1ihYcj3/uOJ8YOHzy7NkslKDCcWlKUEHmTAbZs1kkTyQRW4zRsu2Ecx5diCJ9hhoi5shE6mQKM/fP8F2I6BJZ3yLzEc5knn90HpIiIX0qzWOb+9U+hs0hjws++bMn6bwYjNHeayO2FMOhHz3ELWxKULmppojMR75nK4EoUyTy9ysmUGNp6p4poui4AuAWwO9aWkpD/HAcU/dMQUtrfHt9+r5p9Kt9TN07hfxDeXr67ZDXT0tp0FIa5146iysAsPDYAj7ymx+BrFJsYXAqyDf484/kwSQCwysBBVpSQ3AmyLdsvREvt1M4nVjJJ6FzQEXAqD0iHFHPgOCZpNEEFcx9ZI53n2RVhjk2EZ2PIrIYgTfkpW7u5O9MHKF0H9jk4dXSGmQfhSIkjyUhSoQo86f8yJ7LYvqBaRh9A/mP5CHJEvqVPgB6gtVSGnwxHyydgOcen4cvFDJrUhyHadnDNm1KvRtaPCkrNBPizFXbtuEL+cBESlyybUKZBTIBhGZCBOTXqZDqVXqoXa3BF/UhcyYDLaWRfWCtTiB/WeCj58y5DCSZrCVKREF4JoxhizpB0w9OI3k8ieYG3Wgtizyzgoe6cL6Ij7zgNvjDgi/sQ/7hPMoXy6iv1cEEhnP/4BwaWw10DjrUmd5pQ+/q6Ox30Dkg7my32EUgE8D2N7bR2mphUB0gNBfCuPuWZUZLaxwR5yx7SF6JuvaiQLGtPnpvZJ/MA1MkH73W1lYLNrP5uF8JKogsRJA+k0ZsKQYIhLba+q9bvPvjTxCPkoFh6p4pJE8k0a/RkocoUwTqWB/T0tTQwLg/5uEG7X1K8fKn/Khdq9F4vdzDxlc2oHfo95f8EvQGBSyIMp3DspfiuEftEVp7LZ7o5UwdFL8Cm9l88U0JKhi2huS794qcH9otdjk6jXuRDYrZFUSBo30GtQEkRcLi44vI3UPLUvWrdWLqAth/cR+lixSW0d5to7ndJOzWZNHR8X52izQydqLIbdAURG9R0p/gISsBAE4jGffH/D3yRmjz25/0QxTJPz/z4AwkvwRfiDB8/iR97rS0BtErki3CQx75yAJB/v0pPwLpAIK5INo7bUzdP4Xjnz2OYWeIxip5cgWBghRG3RFnBDuILscD36v0yFcboIdth/Gsd3REF6JY/vQypu+bRvZ8lq4XMk2G+pU+X17U2zr0jo5euYfSxRLMoUmF1m4LBy8cILYUQ2iaHqyGzSFiSzHEj1DC3LlfO4dANoDwbBiZsxkYPQOnf+k0Mmcy8Ia9qK5UIftlTN9D1yBJoUAEJjCc+JkTOP7zx3liYv16HaWLJXSLXRz5zBGMOiNM3zeN6fum+e+/8NgCQlMhJI4kYI5M1FYo+Sr/UJ57UZ2ULaNvIDJPnFWPnywhow6RWWABakrF3gt76Ff6aO20UL9eh9EzUFupobZao4enFhXTyWNJhOdob8DBZh3+ycOcJtHZ6VAscsTLwzX8ST/MoUl4r8YQalKlh6wZOpbZs1l60GrqSB5PQvSIqF6tonylTBMgUeDTQC2pQVRF9A566OzTzwqkKS0PNjBs0sLiff/oPuQfykNv6yi/WUa/3Ic34kX6VBqBNO1maBkN+y/sI5gL0oN/fYjd53Y5N726UoVlWDj7y2dRX6/TMmIugOhCFKd+4RTmPzaPzn4H3qAXoakQTIO85rJKyMfMqQx8MR8OfeoQApkAmptNLH1qCTP3zyCQDbxjQIPzOTz9S6fRr/a5pdCjeYirrnnARIbSGyUIokAJcDfIF6W498ZGgyYnuSAicxHUrtf4BHP63mlOZbndUmMqLUx+QAMr3it9pwKYOSzW26Vz587Zr7zyym19Dd9NtkWFl2PY92ge7qupXa/hjd9/g4+gjKEBf9zPu1bjwRixw+QXyp7L4vqXrqO50UR7rw0tq0GSJRr/CyDO4sUSJK9EcZgi41v3sibTBbVvYNSn8ZMTQtHabQEAfGHqArX32jj7q2ehxlS8/Nsvw4aN7gEtecw8MoPWRguzH5nFzrM7NEqOquiVaXzoJFzZpo3E0QSiy1G+OTtsDnHoU4dg9AzsPrfLOYW1lRq8URp7+yI+1DZr5IlKT0ZEUwFaPpJoM99B5AwbBMx3vHzm2OSjxrExRmOjgdTxFE+qkXwS74bJPpn+2cN4R4kJZAc4+YsnUXy1yJdxJJW68WpERb/eRyBNXbbZj84idjiGQWWA1l4LpUslLHxiAXMfn8NX/tFX0K9TQpDTje1X6SY/Ho5Ru16jRKb5MDoHHYRmQihdLFFxokjk9yv1iIk6WcoaNoZgEuOsXojEx1SCROVQNAWJY3QjrlypQIkoGFTp5h5djKK+Xuc3XsukYsocmTD6BnL35GAMDQgQoIQUVK9VedefTmIgez6Lfp2Wqh7/rcfh8Xvw/L95HrvP7pInN+RFZCkCQRaILSzRch4YUF+r83Gx6BVpW7zQxahPdh1PwIP4EUrkEiWRUHYjC5KPll8KrxZoshJWqCvLgEFjQFi4kUU+5QZ51EWvyAsKS7d4R348osLRWSa0TAuRuQgV0h6RQ+jbB22oUZWPhsd9YuH2qj3AJJvEoE6xzTMPzWDq/ilIMj1U1NfrnJvZKXRoetA1eMSqP+WHKNOEZfGTi9h4cgO9ao/A/B4J6TO0fFa6XII3SNvi8eU4Km9WYNs2aqs1jNojDthnAiPfsI887LZlI7IYIXtK2IfIXASeoAehqRDa+23UV+sovF4gb59IvnE1pqK104KW0lC6XKLJDGOwLLL+bH1jC+bQxOm/exrFC0V0S+T11dvEdfan/FT0TOKWu6UueuUe/HE/8Y/btFg5dfcUJSAOTPSqPZr2SALyj+R58lu32MXal9cQWYigdLGEYX2IQC5AS4G1AWS/jJM/dxKx5RhMw8TcR+ew+qVV6G0d7f02cudzYALD4uOLPEyjvlYnq4BN7/l4MMbSjy7BHJnY/Nom9l7YQ3Q5irmPzeHKF64AoJCP7b/Zhm3biM6ThcPoGTjx8yew/uV1fm1f+uQSmEge7cZmA3vP7aG53aTY8E8vI3eeImHXvrzGP0vxw3HsvbCHvRf2UL5cxpH/5gh2niF0nYNo9EXJh92v9BE/RgtOsaUY9l7eg+ylBeDZj86i8GqB/KYzQdTX6tzmUHyjCC2jwRvyorXdogU4nwxvhOw1gakAjJ6BYDbIk0Djh+NY+csV1NfqgE0BR06X3eP3QJAFZM5m0Nxokq2nNqDrsiwgMh9B8niSiu1KH4PaAI2tBkSPiEf+50fw8v/9MhrrFOQSmgkh/0gescMxsgTMhvH0P3+aUHMPTKO930b5UhmhfAjeoBeiR0T+kTx8Ed9b99TJ8qaj+nodr//e69wa6DDWRY+Ie3/jXiJgSAKfNH23rqpDYVp9YhWLjy1irI9pSW5yzhZeKyBzVwbdQhedQgfZs1m61r1NpmFi7ck1AMDMgzPURLGJNhOaCfE6wNUPrxhjr9q2fe7bfs8tgG+NVv5yBfsv7wOgD1/6VBqiLGLQHKBX6iF+JM63tY0ecTsTxxPY/NomDv/kYWx+dZOPgd78L2/CBo2ZjvzEEVz6w0tY+/IaJK8ELaOhcqVC2esjk+Jdz2VRu15DIBfAxpMbkPwSYkvkjeqWurj4ny5CCSkI5oJIHEmg8ibB751loGGbus3j4ZgWswbjm6wI0cUo7vmNe/Dcv3qOx946YyNTJ29y7nwOjY0GOvsdjA3a0h53xxh2aHGwtlJD6mSKFmjGJmeC6m0dofkQ8g/l0VhvoFfuIXEsAdkvY/2JdUg+ifvghq0hdb4m7GBJpXFV8fUiD0WoX68jNBNCa7dFDMmwB/kH8ji4cMBTszx+ikiWFAnBqSAWH1ukZLKtBlb+YgWiJCJ9Ns1TiJZ/YhlP/Q9PwegYCM4E0Sl0UHy9SASJQzE01iZJbCOTb0K399uYuX8GnqAHu8/v0vJPawh/3I9he4jOXgftfVracTqz3rCXMGI9nXs0nd8TIDtMIBdA7lwOxz57DC//u5fhjVGHqLZC3W81psKyLGx8dQOwgdO/dBp7L+7BH/dj9pFZyKqM609chyiRBcN5P6funUJ7r43d53fR3GzCF6P0tJ3nd8hW0RwiNB1C9VoV/RotBzn8YqfQNA2TOrQ2eGiK5JX4OeLxe3Du187h4OUDAMDmVzdh6BR3OqgN6EY8G0H23iyGdRpzW4ZF3tRJWIiW0cjfp0rka61R5KuW1aAmVPjjfhhDA8njSX5MxvqYCAIHHQomUWW+8DqoDvhI//hnj2P+0XnUVmoovVnC5f90GaWLJVi2Bdsgu44oU3GevTuLQC6Azn4HWlpD7WoND/yzBxDMBHH5jy6jU+zg7K+excZTG1CCCvZe2EP6dBr19Triy9TtLLxWoICGkUUperJI0xPDQv7hPPnGAwoy5zJY//I6esUexsMxBs0B5h+d57YPp5ioXquiudXEmb93hkcIj3ojLD62iBM/e4ImBwBWv7SK2noN/XKfP8hFFiPInCFsmazK2PjaBkqXSogt07JQIBuAN+TF2hNrHDE3/cA0InMRaGkNq09QERueDWPlz1fQK9Nr9UV8aB/QVEDySTwFMHksCb2jIzRN4S3NrSYSRxL0IHU4jthSDLZtY+WLKyhfKhObtK3zMBwtrSF5PElc3FIPiaMJKvR1Kqr1lo69l/boYe6gg+q1KvdMOp5m54GsU+hQmMcE+WgahGFzFgY7hQ5ih2NIHE7QddgjoXChADWpor5a5976YXOI7Lkshu0h1KiKxJEENv9mkzrSMR8nY5z7tXPoVrro7neRPp3G7nO76FV6SB1PoXChAE+IOpTVq1Xa6RjbnJzji/gQmg1h6fElNLYa2H5mG4MqPbz64j5ud+kcdDDqjpA6keI0Ab2jc0yZN+xF9nwW5tBE9FAU3UIXufM5LH1yCetPrcO2bey/sI/qSpU+/+0hwvkwpu6b4n52xhhiS+R5NQYGwnNh9Ct9TN0zRf7bq7SsG8wFkbkr813vod1SF7ZlY/f5Xcx/Yp5TVRJHE+/qXly6VEJzqwmAJkWzj8ze9H3btrHx1AZfTp95cAbekPdd/QxXHxy5BfD7IGtsYfWJVcSX49j42ga8YS/qq3Xu14wskDcp/1CeNmcnWvniCgDqBKZOpSB5Jax/ZZ1vqYdmQmhuNrH5N5tQAlTEtnZbqK3UICgC59oGshR5OOqN0N5pY9iii3Fjo0GZ37ARmArAF/bxtC1zaGL6oWmOEBsNRtCSGjyqB63dFpjEULlcIUN/iDbHK1cqUEIKDv3YIXgCHlz/6+swegaiC+QftEwLJz53AtWrVXSKFAfsbCs3N5qYeWAGlasVnmJjmzZ8SR+6+11+g/OGvQjNhpA4nEBzu4n9l/bRKXRgm7RENGgMCGWj0Ua4L0KjqvZem9L9JkuHalxF9mwWpm6isdWgZTxZxKAxQGQhgsZaA2B0kRwPx7DHNtp7bTCRIX4kDlmVkTiSwLBNcawePy2Q7b+4j+SxJB7/t4+jfKmMN37/DQxbQ4KlR72I5CMQvSKOfOYIiq8VsfLnK0gcTyAyG0FzhzqLJz53Atf/6jp2nttBa6fFl6EclJk/6UckHyH2syKher2KYWOI6funwQTiWkqqxP2IlTcrqK/WOSkkthzDoE7ItEF1AE/QgyOfOYLaSg37L+/jyheuILwQRnw5jtB0iJNGLvzOBXRLXUzdOwVjYKB2vcaXyuyxjUGD6BjNzSay57L8+F39s6s0qZhwX0WFfJZaSqMllylCVgkKTQl2nyec2bBBvmd/nMJHRI+IfqPPE988Gi2c1tfqiCxEKIhgnUaSg+YAvriPOKOySCPAuTDSp9PY/sY24kfiOPbTx7D25Bqu/9V12KaN0GyIloPGNiACw8aQJ9mFZkOYeWAGm/91E529Dvo1wp0JooD0mTRs28bl/3yZB7cEcoTa05IaRB+NQRNHyFZw/YvXechK/HCcQgfyYfTKPfQqPRQuEAvZ4UR3ihRdHM6HiW7RJvpDr9yDN+qFoimcL9vapW5v9mwWgiygX+ujvdtG7VqNiui4j08nGGM49Qun4A176RxZrwMA72aOOkTRmPvoHJ0Hk+XXXrWHF3/rRdTXiGHKBIbAVACtzRYCUwGe1MdAf375jy6DMaLmDNoD1N6k80ZQBGgJjRBcp4krevDKAeprdUQXozR6XiK2qZpU4U/40d5rQ1ZlHLx6gPZOG/16H+HZMKyRhX6NUgY3v7ZJ59SEn+2k09m2jflPzGPYonje9m4btjVBuhkm5xxbBj2oOiE6oWmyVImKiPxDebT32mgftFG5VCHGsyJCCSucljA2xgikAvCEPRAFSuWSNRlT904hfiSOS39wie8m9Co9bj9gItnA1ISK8uUylDAV2e39NmKLxEBubbfgi/rgjXrRWG1AiShIHUtBiSpo77aRfzAPWZVx8Q8vYjwcI3suC0EQ0KtQQEbmrgzG+hjX/uwadS0nk8FL//kSDl4+gD/pR+JYgvNenZ2P6GKUOvX1AU587gR6lR6e/9fPo7ZWQ/J4kjdbnAhzUaZjord02oOZ+NOXf3yZ398crOC7kcNCf7eyLRudQgeFCwWa0igiZh6c4YvmN8oyLax+aZX7kl19eOUWwO+THG9dt9jF/sv7nJTgLG2c+NkTxBa84QM51sdYe3INy59eRr/ax/UvXqet27MZ7D63SxaIMcUhWmMLlTcnT9VTQYRnw7j6Z1f5yNMX82Hpx5Zw4Xcv4PpfXufjbifBzBmvZc9mUb5cxu5zuwhNh6BlNc5MVGMqbdMmVKx/ZZ0CEVo6ypfL/KIcmgnhrr97FypvVnD5C5fp75h0ZWSVIOXjIbEiB3XanvcEPbjw+QuUKhSkZB9nPJ4+meZBBMPWENGlKLEhDzpgjKFf78Pj9yByKIJAJoDdZ3ZhM+LJFi8Waakl4ScoenvEl/W8YS/FXYa9SN+Vhi/oQ+pUCl//za9j1BrBEyRGrNEzUHi9QIEUmgx/kjZqRYXwXaZOXMjgVJDfSGcfmUV0MQpJlfD8v34ekXwE3piXvxf3/4/3c4bowasHyJ3LQZCICZ08kSQO6GoN3pAXO9/cwWv/8TUAFHNqGTROz5zL4MzfO4NBdYB2oY1X/8OrRCHx0+hcjato77aROpNC/FAcAN08UidS8Ea8WP3rVerU3T+NytUKxXZ6JTS2GxQt7RGpa1PtE6Eko2H3uV00Nho8blrLaDB1kxM1nMXHyuUK/XmcOpbD5pAWo2RCA9bX6pA8RH+IzBNBJTAVwOoTqxj3xvSAxYipPOqMEF2KEk2hMQAsskdIPgnmkBbKWjstqDGVolwnBUN9vU7IwaxG/Nn1BsX6nsuic9DB9H3TGOtjrH95Hd6oF9GFKHrlHsfumSMTsx+dxaBOiLnWbgt6U+fkEmfbX02okAO0fFO5UiFP8WCMfo32AQa1AS1P6Saih6PQ0hrWnqBOIZMY+uU+RJ+I5JEkUSsmSXB6S0dkPkJFeE9He5cKX4cC4Ql40Kv3gDEI3J+PIH44jkGTPiv9Wp/wRyL9DGNg8PS36GIUolfE7COz8EV82PnmDi3oMEIoqXGVX4Nsy6bO9KE4j5Xu1/roV/rcy2mOieoy+8gs/2yVLpZoIUgfo7He4FxUZynYtm3sv7SP7NksBfVMuufNLVp8dGK4w3miNIgekTqY2y0KnlFov2D6wWnEl2knQ+/ouPyFy9h9ll5XdImmME5S3qhHDw5Od3LlL1cwHo2RPpWG7Jepm7zTJKSlLBJO0rag+BWE58LcO2uZ5NvefX4XsYUYBs0BhWw0yaKjJTXyvB+0KRJ4u0nJg35KWGusNZA4nkBsOYbdZ3dRX69TIEVaQ+G1Aqe+ONG8ABDKh3gyFxMYZE3G5lc3aTl5go8cNimYZ+/FPSh+BTOPzEBLaShfLlN4QjqAxDHqmM5+ZJasMKYFb8hLEzuD+Ni9cg8bX92ggnunhVA+xKkFvXIPkbkIGpvkt8+dzyF7npa/nZhwo29gPBxj59kdAOBd1PfSEmDbNppbTWJof5ufs/vcLvGLcXMR7urOllsA32aVLpWw8dUNDuhe/vFlGn2OLZQvl3mngIkM5ctl5B/OY+HRBfQqBPa+8WYFTGKFb7gA9CqUYNQtd2lJSxTwzL94Bs0dulikT6XhjXpRuVwBGKVHJY4n0K8SrUBv6whkA+SX9UqIH6FiyolD9WgelC+XUXyjSAVxR+fIqECO0Gaj7giJowloGQ2liyW0dsiXnDyWRCAbwCuffwUezYPia0WEZ8O8yzp9z/RNHXHbtlG+VEZtrYb6ah2j3giiRNxHNaHy37e5SVQCvatzzuyoO0L+kTySJ5LQ2zoOXj7gS2nzH59HeI48lmtfWePZ75JHQu6eHHaf3YU1tgi380YR7YM20idpi7hfok3kYWuI5IkkQjMh6G0dvpgPepMWHR/5zUcoqnZg4Jl/8QwASq2KLFJ2e+58Dp39t9i5jizTQnWlitW/XsWwOSR+c3/MvXmBNKVXNTYaSJ5MYv+FfZiGSTzKmErYvpCCYz9zDJZhofhGEZIiwZ/wY9QbUaZ7gyKSTcNE4lgCWlJDKB/CG7/3BsYjwih5Q/SwYvQM+GI+tPZaYGDwZ/0YVofcJmCZRNKILkXR2e/AGBiU8jYVQqfQoThckF977ck1WGPy6TohM5JPQuVNAt7HD8ehd3UM60O0dloUrKB5qBOY9POUNocSUr1aRXu3jdBsCFqKYmc3ntqArBFesFOkuFRBFPgDS6/Sg6mbCM2EkDyZJMKC34PGTgO7z+xSRKxGxb/RNTBoDBCYCqBX7PFRrxMBLavU4Rt16bg215sU9+r3QE2pYKBzurXdQq/Ygy/h4+EVw+aQc5+1jEYF38T/nj6dRulSibByooDqShVgNBXK3ZfDsDnE2hfX+IKeqVOQi3PtllUZolekpK+kikF9wENWJJnCTjhfOOKFGlMROxyjNKn5CIK5INaeXMOoN0JsKQZv0AtZkxGeDWPtyTU6HuUe6qt17juNHoqifKkMJpD1QvSISBxLkPXq7iya202UXi9Bjas49KlD9PCWUNGv0ANkKB/C+pfXYZkW+pU+smdpWuXxe2Ca9Blw0hvv/yf3U4qlR0T5ShnDxhDnfv0crv35Nbz5p29SrPDE5527J4f6ap3TN/pVCpxxHnwGdUoO88V85Ktfq9NEADaUMC3ENjeb8Cf8kFQJy59ahqiIqK/WuRfaMi1c/eOrEFXywvtTfpQvl+nBq9Ch/Y6EBiWkoHPQgTk04QnSue/g6GyT+O2iLCI0FUJkMYK5j86hudWkZsDEjgYAi48tYufZHRRfK2JQH6C2Rj7y2Y/O0r7EiKZpzjU8ukSWhtSpFLS0hsSRBI8yd67bADjLGgCKrxfR2m3RIul+F7W1GmzLxvGfOY70qfQ73ts6Bx2OMXuvpHd0WjS0QZ+NiQSRiBPVa1X+vk7fN/0t90tXd7bcAviHQLZlY+fZHax/hRYwogtReIJUEDrM0uhCFNFDUQxqg2/57z2aBzMPzqD4WpEwL4tRAIAxMMjv+fafZ9uIHYqhtkIbq05haY1piSR3dw6iIqJX7EHySxBFgswbAwOMMWhpDalTKRy8coDIXATRxSjnXV7906sY62MYPQOZs+TtUgJUGL99uaG10wITGMcZOYofikMJE9ondZJYqjdur9q2Db2tY+eZHYTnwkgcTXBYeHO7iV6xh1GfNpvD+TDMEW2a6y2dY6AKFwrQezrROUYW1AR1T50xNEDFg9Gnl1jqSAAAIABJREFUwic0FYLsl/lSoW3avHPSqxLjdNgixJg37EXnoIPU8RT8KT/qm3XqVk7Qd+aIUHqCJFASz7fpWIz1MWorNTS3m4jMU+pQc6sJX8SHq396FXqXOu+R+Qgs00L6VBqSR0JkkRaMFE2BmlKx9sQa5wA7mDuP38OTvmx7MgIeUid77iNzGDQHKF8qo71P42ZvxIvqVSpkjv7UUSq6nlyDJ+DBXb98F+cRB7LE4zz1d06hud3E6pdWMR6OEZ4Jw9ANLD62iO2nt1G9WkVjs0G8YpkivGXfBGO210HiWAKBbAC9Ug/+tB/lS2W6yU3wdJ6AB4EMWQz0hs7tBHqLktZkn8wJLYP6gBakLIuPnFMnCIRvj23Ej8URyoXQLRPNgIFhrI8Rmglh2BjyWNXoUhSpkylc/sPLGA/HCOVDPGFRTZI9Q/bJPGq8vlpH56CDbrGL0HwIqeMpHLx8AHNkIjxP9hJzYCKyFOFkEwi0XS77CDtYW60hPEuLlLMfmSWqQWOA7ae3sfDoAg5eOeBLiIZuoPRaiQJQPCJ8YXpQsXSLzpuYD9FDUfSKPYRmiDZTvlJGe7eNhccX0C10KbhGtzA2KKHLF/UhOBXki53BqSCUgEJYOOch9mgS4fkwCq8W0C1RQmEwF0S/Rguljc0GDn36EESJCtReqUfoPwCZuzIYdUY4ePUAHs1DWLAQWQnMESUsXvnCFehtHa2tFvSeTniqxQjH9gWyAciqTJg+mexe8cO0cDloDiDK1DnWUhqfFvSrfXhUDwUkeARUr1ZhjS1M3TeF8XCM/IN57Dy/w8kMjc0G2jttYrR7RZ4EZ45MbuuRfTIkn4Tq1SoGzQH8MT91+CvUiRdEgXYzJvG2289sU1BSUEHscAyxpRhaWy0ULxb5w110KYpgNoheuccfaJjIeLdVbxPRwTIsVK5VYFs2euUe7vrluzDqjNCr9KAlNWTvzmLYIPqC0yCRfcT3DWQC/NrtSPbJMAb0QJU7n4OW1vjkEiAf9KA2gJbWbolNoLXbQq/U477tGxfiHDlBEA6LfNAYoHq1yv8cAKbvJ/qHE/frKDIXQWgm9C0YMleu3AL4h0h7L+yhcrUC2OBpTAuPLfDoZafL4eCeZh+ZxcErBzddvAAgvkzjyq1vbIEx6jw5T769co9HldbX69ySEFuKQQkRpHvjKRp/NXeaxFpUaTN52CK7BgAkjiV4lO6N5Isbi1wtTXQLxhgamw1sfHUDo+4IgVwAtmmjeq0KWZUx/4l5pM+kaUFsr02bym9T+nQaoenQOx67UW+Eza9vfs/Hulem5CtTN1FdqRLbeSlKyxamjch8BJXLFQiygMKFAqUtaQrSp9JQkypMg/iRzY0mMmczCE2HUFutYffZXfhTflz+o8uUWw/7pkUULa0heSxJcc/HktDSGsyxicIrBZQulxBbikFLa2jv0XHOnssikAnwG5cxIG/iM//7M6i8WcHsw7MYj8bYf3Ef8aNxzH98ntBzDKheraJX6aH0BhEogtNBQuV5JSx/ehnLn14mv/Ukwal0sUSJc+UewrNhbD+9jU6hw8MlQvkQYksx+GJ0g6pcrkDyEWoqNBuCIApobVNhdOQzRyBIAuqrdXSLXV74DRtDtHZbHAcYyoc4yUEJKNAyGtS4CsYY0qfS8MV82PjaBgWrjCxUrxFwvnylDKNnQE2qiMxHsPDYAtSIijf/5E16sBIZwnNhTN1DRU1zq0nYwJSG8pUyMVBBOKTOfgdKgDzs/pQfoekQIvMRoj3sd2CaJroHxIBu77Vx16/chfLFMiILEZz+xdNEWLhYgmmQpz17Lgs1rqJ6rYraWg3li4Sa6ha7hC07n0X+4TzUmMppBQ64P74cf8dz1rZtlN4oYeebO7BtKnYAIJANYDygBbj0yTQRKnwSxsMxqitV/lDTWG3AGNJyaq/ag6zIyD+ch+ARUL5IDzySlzqPuXtz1CFlAkZ9epBw4nWNgYHMXRmkT6fR3KSFoql7p6AEFWx8dQOFCwWKFQ57IfsoEQ6gEb1H86Bb6CJ7LovS5RItbk2HYAwMSg00be7VNvrUfb3+xeuUWrcURXQ+iuY2vZeFVwuE5Kr2MagPMH3vNPSujuLrlMomKiIiCxH0y330qj1E52jBrbHZQOHVArxhL7SMhvSpNPIP52EZFk1FWkOMR2PsPbdHyWYnknQNGI6ROJpAY6OB6koV9pgmAEqYWL7tPfIU5+7OkXc2QaEXh//WYcSWYhC9Ii58/gKMvkEM9AmTuHNA6YrhuTBgExqzvdfmCEm9TRYYCMCZXzoDQRTgi/rQ3Gri+l9d54V/4kgCWlp7RwpC56CD0qUSZh+ZpYjtG66Z6VNpoqTst3mXWUtp6Ja6CE3T4rCWps+mGqfpUnOrieZWk3Cd7yJUwRyZPMSidr32Ld8XJIEv5QK0Q7P+1DqsscWbKQDdX6KLUZ4ueGOTxCnSfVHf9+UZdnVnyC2AfwjlXNSdTu53k+Ml9ka8HMvCGEUfHvrUoe96cVr54go8fg9SJ1NgAkPhtQJfWkscTqB6vcrTZwRRwMbXiSKQuyeHN//4TQ7G11IaFn5kAc2tJh9nBjIBvsELgEfBAkDmTAamQalYb794CZLAf4ftp7eht3UsPLpABXfAQ0sjk6K7sdFA+UqZLogLUfJJTrpDzpi69EYJ/pQfsaUYhs0h76Q4HdDd53ZhGRbF0ib93FfnyLkJ7L+0f5MHzp/0UyrU/TNo77dRuEA3ZdskT1owT8lao+4IY50A6d6QF1N3T3GCQ32tjlF3xAsapxu2/BPLUKMqtIyGlS+uYFAZQMtqECQBwakgams1Kq4jXsAGKm9WuNXCCWxY+/IaArkA1KiKbqGL+NE4RFnkPwt4a3wvekRsfm0Tjc0GR/r1G30kjiSI4/p6kScWDdv0O9au1zCoE8LK1E2c/PmT2HlmB9WVKpZ+bIkSoUwLyWNJvPH7b/DYVkkh/NyoPyIyxJhQgrJXBkSgdq3GvZ+iQnglb8SL1SdW0S/3iQ0NhvGI7BuiRIt1siZj/uPz8Ia8nGxw7S+ukZ3gTBprT6yhtduCJ+DhdJNhY0jv4UMzEEQBxsDgSXOxZSpc7JENc0w32ZM/dxKdAi2m3WhZeSfZlo3ixSKPCW9uNblfEwCPSq1dr6H4epEwZxEfDw7waB5YY4t3XZ3jPv3gNEH399u0qNodIZClzjhjhADUUhpsZqO926YHge0mWtstnj4ZWYzQ+Tq2oeU0lC+VqZs/6bDLKgXOODamzJkMIe8mVorksST5ipeiaO+2UbpUQmOzgWF9CNuykTqVgg0bhZcKCEwHEJoOUerf2EJ4NgzbtnHw8gHRN0xalBw2hxxnxQR68O8Wusiez0KUROw8t4NANkCJZgMq6PMPE3vd6BtobDVQvlgGYwyFCwXYoGOTPJ4EA0PscAyhfAibX9+EZVjo7NEDQ+7uHPHY8yHib+9Q0aclNcSPxlG5UkFrt0X4tdU6tIxGy36TkAGP3wN/wo/oUpSHk+QfyfNgodpqDbWVGpInk+iX++gUKN7YidC1DGKep0/fbCvQ2zq2vrF105/dWAhO3zcNJaR824Wu76b2fhv+hP8di0RjYGD76W0EMgGkTqZuPq9tG9f/6joAYO6jxJbX2zqCU0GMeiNuM1HjKoI5SnusXa/xhDuAOrrxw3EEp4MoXy5DVilwyPFhKyEF/SpxjoNTQRQuFCh++r6pb9spduXq3cgtgD+E0js6FcRh7/c09hnUB3xhAaAxrJNSc6MvzNF4OMbeC3t0AZ6EZbR32/yCrAQUBKeCEBUq/GDjJn/r97PJ6xAxbpSTjNPcbhKXeOF7e2D4dhp1RyhdLCF9Os07D2+XbdvY+eYORh0qNESPiMq1Cu+EOmNsj99DDwuTrXnbssmbvN5EdbUKa2RB7+hInUmhtdUC7Lf80vGjceL0dg0K+YipfCyoJqn7oqU0zD4yy+OyHYbyzjd3ULpEXTUwQpCJCnV8nShVURZh6iba+22EZ8I0lq7QVCCQDsAX88GfIo9t5UoFokf8lhvy2xWZi8AcE6FCb+sw+gZKF0vwhrxIHk+isdGgTmuRFhczd2Vocz5IIHklQJi3UW+E4mtF/oCkBBW+ja+EaOFS8kk48pkjPMq5W+ryLnPxjbdGn04cqDfsRb/WR+auDHxRWqRTNAXdcpemI8txhOfC2PnmDo+PdRK+wnNh1Nfq3H8bWYhg7mNzFDIiC+iVerwj9k4yBgb6lf5Nr822aemrvdsm5vGkmBw0aIFt0BhQWuFsBFtPb1FHXCDcmMOabqw3wERa5lITKlb+YgV6R4c34oU/QdHNgizANm1KF7shLTW2HEPmdAbh2TA2v76JxkaDUvomDwxKUEH1ahWGbmBQHVCUbYyibDOnM4gtx+AJeHDpDy+htd0in70xhjkwIXgEROYifAQ/6o5QuUL7BYIkQEtrRDGZj0Dv6Kiv16GlNNSu1xCaCcHj9+Dg1QNIPgmyIiO6HEX3oEu2i60WbNNG5nwGkiIheSJJ58AkobFbpP93MFexpRi8US9mH5kl8kafyDnOsqjRpyAK0Stya5mzqBmcCsIb8pJVbLXGk78aG7TQF5mPIDwbhpog3BljlPr5TotexTeK2HhqA/OPzsM26aF75sGZd7zWfDuNeiNiRk+sDsGpINKn0reVN6t3dFSuVLht7O1Sggq3vAD0cB+ZJ0vCd2rMNLeadF2aeP8D2QAEiWwk/oTfZey6uiVyC2BXAOim7IQnOGzI7/bv25bNc8idro6zpfxevL7OQQdqXIWkSNh7cY93McOz4duabT4ejrH34h5Ej8hpF91iF8FcEEpIwaBOntrE0QRaey3sv7CPTrGD8XAMo2vAn6Gxu9GfcIhBEcaiR4TRN1C+WEZsOYbc3TmULpbQK1HB2iuT91jv6hAVEVpKgxpV0SkSFi6yEEHnoENc5Rolq/WrfQwaxPdlIhVV/oQfBxcOIMkSAlMBaBkN8UNxeMNeBKeD2H9xH4IsYP4T8xA9Ilo7LcKUtYbw+D00Rp8U+0afIlj7tT6u/vFV6kZKDLHFGKKLUYTnwje9T04aVHu3DV+MWKWWYeHQpw5B9Ig4ePUAnQOyKPiixDn1Bt/Zc1i5VkHh5QIWHl/ApT+4RDHUE1+8IFPS4LfrlBl9isO2xhb3ZwPgS53j4Rj19Tq3AN3oPdTSGpSAgkAuAL1FUdhOVPKN52jqBHXQ9DZ50Y2egWFziPZem7NSFz5Blqf1p2gfwPHTd4sUB+1EvXpDXliWhfoq2YXC+TDih+MY62OUr5Th8XuoOPWICE4HceQzRzhCTG/pKLxWgC/qo25z1Id+tY/c3bRU19pp8aLF6NPv0dxqErZwYjdwzs9ha0gLuWCASA9DsUMxeFQPRv0RL/KNvgHLoOvLoDagSPKECsVP9AnLtOANe9Er9WgZMeihaUbfgBpXKTzCM+Hdhnyor9VRuVpBv9qnAIY8+ZrBqPDN3ZOD6KEkuuZ2kxMeHNtWdCmKQDaA6funsf2Nbd51ji5F0S3Sw9H0fdMIzYTo9RkWuuUuais16lh+h8Uuy7SIeT4cU3DNtQpKb5QQmYvAn/RDCSnInc/xB44PiyyTHhTNEaUrOrHopmHeZG9xOuKuXN1uuQWwqw+s3r5U90HSeDjG9tPb8Gf8CE+H4Q17MR6O0Sv36KZ5tQKAFiKDM0Fs/c0Wais1aEkNek+HrMqwTRu2bUONUqdXEAWeAtctdaEEFVhjC2pUpfGlQNaY9l4biSPkhXSKEdu0MdbHMMfEQ5V9Mo+gBii0YjykzqzH7+GM385Bh4IQwl74IoR6khSJpy0xgX0LmeTDIIdosf/SPpjAeAfMGU2rMZWnnMUPx/mD4vcq27Z52Ilznht9g/uznX/HwY3lH8q/4+tce3KNus4eOkeYyMjrWRvQMmfYCzVOiY+dYgexxRjC82GEZkKor9YxqA8Qzoex/8o+ChcKxNn2e1B5s0I+98lrFRUR4/6YqBJhBVpK4wzmxAliXVfeJF99v0qJYv6kH91iF/1qH0s/ukThIVkNqRPEPW/tUNKZqVMCWOliCdWrVfji5O0M5mh0Hl2MwuP3oL3fRvZ8Fh7VA71NhADnoTx3dw6lyyUUXyveZAESZRFqQuX+f+Ct89353tS9U0gcSYCJVEDrbZ0eyGMq4ofj3NPar/TR2m1REAyAQXMAySvBG/Ri4bEFN4rWlasfIrkFsCtXP4SyTAv9ah+FCwWKw51sjDtdXI9G6KTMGSJtOEB/J2Z12KTOnGXQcpXT0XwnmYYJ2NSpk3wS9JZOvkSTfJXjwRiCTKlWN3ZwxsMxDl494JHUTGAIZAJo77dv+vslRUJkPkKx4AJDa7uF1MkUddgAnlpmjuh13LjIM+pR6pMTZywq4g/dg0+/1ueLUs7m/HshZxJi9A34okRHcQo9a2zBsojCULlS4Zv8lmnRA4hFi1DZ81keTmCOTOw9v8etSr4YnT/7L+3TguxoDNlL0eLmmLz5skopc8HpIBRNgQ2bUGMiWVWGLUp4BAM8qod3ige1Afd0ejRKNEscS/CpAQBuT3AKUL2j83MLAAKZADwBD4K5IA8icWSOTAzqAxReK3BLgj/p/7ZLYaZB7GKjfzN1wNk/cIITOnsdNHeaZJXwEG5NkAWe0qilNFq0Usha5E/5Ub1Ky73RxSgCuQB53j9k3V5Xrj4McgtgV65+yOVYSxwZfQONjQYamw34k35K+8uQJ/n7WYZ5eyfdtmwMW0N0DjoQJErjYgKjjtgk+csyLdgW4eiMnkFkD8vmVA1RFpE8nsSoP8J4QBQGJjAoQQWD2gCyT0Zzh7ya4dkwGusN8oZPPMvmyHynlwuAfOq+CI3wHVTbjX7197LrPGwS+9gyLNTX6+hX+/w1OcWarMqQvBTvaxmEoGMig21SsITzQOEk8ylBBaMuBTWMB+RBHnVHkP20rCZIAvfpdw468EV8fKnSsQyYI4rp9UV9EGURh378ENp7ZFWxDerwt/ZaMEcmzCFhxgCgV+qhW+zyItQJodDSGnqlHn8vA9kAJaz5ZRQuFDCoD7jvVQkqfGnVF/VhPByjs9+BN+yFIAvoFroIzYTgi/rQ3m8Tlm+CEFMTKgRJ4OeA8zAkSJQM6A1TpPe7mfjc6umQaVAKW7/W59HBTuE+qFGXVwkokHyEQcyezd6yn+3Klav3Rm4B7MrVB1TmyERjswHbnMQQmzb0DrGNBVnAsDHkNAstrUFLafAEPGCMoVvsona9xm/ikleCN0Q2jEFjQOQBw4IxMGhRx6aFLietzEHxATdvpAMEoRck+t94OObJWU5X70ZbhN4ipqeoiEQmUGXIXhmegIcwdZOCyPFTCqIAY0h+UiYw2GMboneSErbbghpVIcgCjJ4Bf5IidgVRAGxw3rQgkZeUCYx7oUedESCA+LITZrLe1WGNLUq6i/lgjS1ObxA9IobNIYWNBBWKx/bRQpPe1bH7zV0M6nQczTF1tTmLWZV5N7+xSUWfR/NgPBxD8kqQvBJkVUa/2ocSUjBqjdDcafJYc2fBzRv20tJi3H+TB7ux2SAPqk7HOpgL0qKkYUKNqbDGNF0YdUcYtodQ4yoyd2UAmxiw4+GYR4O7+u4aNAb8Qay924aW0fi54MqVqx9evW8FMGPs1wH8EwAZAFcA/IZt2898p//GLYBduXp3cnBqtkWc5dSpFHVbtwm95Sw56m2dL+XIfpnHl4qySF2sCdzetmzOmRY9Igb1AXrlHscXWabFKRSCJNACWM/AWB/DGyJurDfs5R1TMPAOb7fQheyXuXdZjamor9f5ON6JFdYyGnwR6gA6BTRj1JHuFrsYNKijLGs00nfCGvqVPlo7Lfp5QxNKSIE5pi6p6BE5P9S2bE5MECSBBwFYhsUXQ53Fs+B0kHcsncVPc2SCMYZRj3i5lmFxmgBjDMPWkHixQYX7ogFwX67eJrqFU9Q743JTNzk9QVaJG32jL9uVK1euXH3/el8KYMbYZwH8AYBfB/DNyf//EoCjtm3vvNN/5xbArlzdWpkjk3y+k06jq3eWs+jmeEUH9QHvRjsb7wCoSBUFbkHxhrzviPm7kXF9o0Zd8pSKHhGj3gi2ZXNbgStXrly5uvX6TgXwrbw7/vcA/l/btn9n8vV/yxh7HMCvAfint/DnuHLl6jvIWeRx9d11o+9a9Ijwhn+wyFcA72gruHFR69uxt125cuXK1fund8fteQcxxjwAzgL4ytu+9RUA99+Kn+HKlStXrly5cuXK1a3QLSmAAcQBiABKb/vzEoBviZhijP0qY+wVxtgrlUrlFr0EV65cuXLlypUrV66+u25VAfyuZNv2523bPmfb9rlEInE7XoIrV65cuXLlypWrO1S3qgCuAjABpN725ykAxVv0M1y5cuXKlStXrly5+oF1Swpg27ZHAF4F8OjbvvUogOduxc9w5cqVK1euXLly5epW6FZSIP5PAL/PGHsJwLMA/gGALIB/fwt/hitXrly5cuXKlStXP5BuWQFs2/YXGGMxAP8TKAjjMoAftW17+1b9DFeuXLly5cqVK1euflDdUkq+bdu/DeC3b+Xf6cqVK1euXLly5crVrdRtoUC4cuXKlStXrly5cnW75BbArly5cuXKlStXru4ouQWwK1euXLly5cqVqztKbgHsypUrV65cuXLl6o6SWwC7cuXKlStXrly5uqPkFsCuXLly5cqVK1eu7igx27Zv7wtgrALgvWYFx0Fxza5uj9zjf/vkHvvbK/f43165x//2yj3+t1fu8Qfytm0nvt03bnsB/H6IMfaKbdvnbvfruFPlHv/bJ/fY3165x//2yj3+t1fu8b+9co//d5ZrgXDlypUrV65cuXJ1R8ktgF25cuXKlStXrlzdUbpTCuDP3+4XcIfLPf63T+6xv71yj//tlXv8b6/c43975R7/76A7wgPsypUrV65cuXLlypWjO6UD7MqVK1euXLly5coVALcAduXKlStXrly5cnWHyS2AXf1AYoyx2/0aXLlydefJvfa4upPlnv8/uD7QBTBjbIYxNjX5Z/dkeJ/FGAsCYDd87b4H75MYYwuMsYXJP0u3+/XcaWKMZSbXH23y9Qf6WvpBE2Ms8Lav3WvP+yjG2CHG2L9ljN17u1/LnSjGWBSA54av3fP/+9AH8qLNGJMZY/8BwAUAvwoAtrvN975pcvw/D+CrAP6aMfYrgPsevF9ijH0MwCqAPwcA27bHt/cV3Tm64drzAoC/APA0Yyxi27Z1m1/aHSHGmIcx9u9Ax/6vGGP/kDEmuNee90eMMYEx9n8BuAggASBym1/SHaXJ9ef/AfAsgKcYY/+cMeZxz//vTx+4ApgxlgPwDIATAH4cwO+6Tz/vnxhjIVDhewzAvwLQB/DPGGP//ra+sDtLRwB8A0CcMfb3AbcL/H5ocu35BoAlAJ8F8C8A+AD8H5Pvu9eh91CMsR8DcA3AcQC/A8AA8OsA/vHk++7xf+/1cwDOAPiEbds/Z9v2E8433OP/3oox5gPwZwCOAvjvALwG4GcBfGFyX3b1LvVBvGk+CqAL4Eds27YYY9MAvIyxofsU9L7oFIBpAJ+xbft1xtifAfhJ0Ifwb2zb/qPb+/I+vGKMsck5ngdwFcA3AfwvjLH/aNv26Ibvu3pv9BAADcDftm17H8ALjLGPAjABdwLyXooxlgbwOQB/AuCf2rZtMsb+EsC/BHCGMabYtq3f1hf5IRdjTATwdwB8zbbtbzLGHgJ9JlYBPG3bdum2vsAPvxZBjae/b9v2VwA8yRj7/wA8D+DXGGO/Zdv24La+wg+YPhAdYDbR5MvzoPFLiDH2XwA8BeBFAL/neCJdvaeKAcjZtv365GvLtu0/AfC7AP5Xxljq9r20D6/eVtxmAHwJwB8B0AH8b5M////bO/dou6rqjP++vBtAoCZICkIIYCFJeQTboklRC0aGSBQFipiAAlooj7SIYCnKQyyFAsqzhaIEqEkpaC3WEuRVpVEejaUGk6GFACERDI8GEMIzs3/MdZLtHYm5N7nn7HPu+X5jrHHu2Wvvfdf69j57z7X2nHOPrKNtXcTmwM7F+G0YZe8CfiHpPbW2bIBSue4PAf4LuLYYv4Mi4iXSD3LLiHjVM5D9Tw9NRwHbkq4n5wA3kQbwpcB/FIPYNI8tge2AH0K6Q0TEfOBvyBnhiTW2rSNpawO4BPooCmXxRGAVcBIZgHUccDEwBThX0g5lW18MNxJJJ0v6izLL1eAFYKmkQxurlc8vAm8DPlq2betzq93pqX1EROWc3gwYATxMPob/M0nfAP5W0qh6WjywWMe5fy+wQtIDkr4FLAGeB/YlfeHPljS8jvYONCS9v/w5GCAilkbEVyNiUWOV8rkZsKCs4xn4fqKi/+rreJnhDeBzwFhgf/Lp3zjSFe54Sdu1tqUDE0mflHS4pEmVxcuBpcCnqutGxBdJm+igsq1tn94SEW1XgKOAx8kR/72k39GwUvdZ4A3gZ8A7K9v8CfA/wPS629/phRzV/wKYDzwAPAtcXuq2Ae4CrgE2LcsGl88rgPl1t7+Tyzq0vxQYWeo3BR4jZ70gBx4ryZngSXW3v9PLOvS/DBhe6scCU0mja0Zlu8OBl4Dt6+5DJxfgQ0X/VcCEsmxwpV491v8JcPDa6lz6V39gKHA28Ar52H0TYFCp+wCworGNywbr/wnS0P1RsXGWADNL3RjgBjIGp3H9b1yXTgeeqLv9nVbabpZO0kzgL4FTgZnAXOB64Jjig3Qr8BD56GtZY7uIuJE0DrZqdZsHIEeSPl17kTf76cCxks6IfPz7XWAv4GCAiHizbPcMsLKkaDEbxtq0Pw74c0lbkoE/84FDJD0InADcCLxGich2QNxGsS79T5G0eUQ8Rka/ExE3VJ50zCOvSbu1vskDgxLkdgqZ3WQe8Pfwa9cXotzty/q7kQPy+xsaETWJAAALIUlEQVR1ksaVura7t7U769M/Il4ng0AfBt6IdEFpHI/7yfN/+xY3e0BQsmscA3we+Cvg3cAB5ETTaZI2i4gngTuBLYDjy6avlc+ngJclWf8+0FYXCUkjyYM+pxi0P4yIs8hgn88D+0fEQmA2GYg1pbLtFuTj+Rda3e6BRPHhfR85AgVYERnpez4wQ9K+wFXkLORnJO1a2fztwJKIeK6FTR4w/AbtLyANsT8ksw4cBFxOZkMZT9605pI+wYTTom0Q6zn3P1HqIG/6gyRtHWvSnx1ARmXf18ImDwgqj2yfIJ8uXUD6te8t6ZCyztoGddOAhyJiiaQ9Jd1HBiYOCael6zW91L+Rc3YeaZRNlnQUOQsMeSx+XOpN3xkCvIWM7bgukofJa8r/kb6/AN8kr/vHSJpSGRBOAH4eEY+3uN0dTVsZwKRrwzvJqX+Ahj/dctIX7LBi6F4B3AJcVPzuJgEXkf35Xmub3NlImlRNoRJr/Lwas7iNY3AO+ehrekT8ijQKXgDuk3RJ8UE9CPjnsl/7Ia2HPmr/OnBYRKwgdf6jiDgxIp6JiGeAq4HLegSMmt/ABuh/oKSh5CPiZ4E7JP2ppK+TBsOciFjesg50OA39GzfxiPgJ8Ndllv1H5JO/r5a6N9ZyXu8M/FTSxaS73ALg7R4A9o4+6v+apMGRmTb+ATiPjL2ZW4LRLwO+HRHP+/rTO4r+W0DqC3wLOL1o3dBwBWkYP1bWe5G0f+4h8wDfKGkO+T4E33v7Sl2+F8Ah5A9pJvB7leWzSQN4u1jjE3NXWffnwB5l+VDgEvLCtwi4G9ixbp+STinAx8gR/8Okv/U5wNal7gLyB9fwL2r4X3+G/EFuVb6PKNvNItMT/W7d/eqEshHaPw+8rce+VP10aar+K4DR5ftkchA+l3xk7HN/w/U/u3Fek8FtjXN6L+Bp4KzyveoLvFn5PawCfgCMr7tfnVI2Qv8hPfYzjXwye6nP/43S/0uNe2qpH1T5+1zg9vL38B77OZ60gW4Adqm7X51Y6jj4byXTpzwJ/B05klkKHFHqdy4nxqPkTMtLZM5ZyFmYD/bY30hgXN1CdlIhZ9kXkYOP3Uk/0meBK0k/6ilkwvlzyvoNI2BkuelM67G/Qa1sfyeXftD+wLr70MmlH/T/cGVfAjavu0+dVNajfyOwZ0j5HAGcQfFvL8uGF93HkLOT76+7T51U+kn/YXX3o1NLL/UfxJrAwzuBs3vsw5Md/XU8ajgBDiajq7epLLsZWAx8pHzflgxAOQIYWpaNBh6hRPy6bJD2jZH9seSg4y2VupPI2fRTyvfzSNeTCZV19iZHrlPq7kunFWtv/bu59EL/+4Ez1rLdODLTw2zyDYi3+hjUqv+/W//m608O8jYhn0ZNLsveAcwh3Xxq79NAKHX4AB8OLIuIZZI2LctuIdMLnShpq4hYCtwREddHRp5CBqC8RgbEmQ0gyq8I2IGcZY9K9ddII+CQkkv5EjKo4V8lHSXpHcDRpBGwsHWtHhhY+3qx/vXSC/1/DBwgaQKsfusYEbEYuBY4jPTxDfJYmT7Qj/qD9e8zfdW/rD8ZeA5YJOkSciDyVnJwbvqBphrAkt4j6eAeyeH/lxxJEhlMBbAL6ec7AvhwqVslabSkXSWdCHyFdBJ/xk7evUPSVElXSDpV0j6VqnnkjNaYsl7jrUr/UuoPjIingEPJlHOfI3MP7gV8OpzlYb1Y+3qx/vWyEfpPhUy9Jem3JJ1E+mV/H9g9Ij4YEa+0riedifWvl43VvzAN2IN88r0fORM8NfzK7/6jGdPK5CjlWjJAYSH5w2nUjSNHMPcAp5Gv9VsM/DHwIMX3rqw7iTwxFuMXXPRF/zHkrPovgevI0eWvyB+XSD+uRcA1Zf2q0/084MrK92HleO7eyj50arH21r+bSz/rP5Z0j5vRyj50crH+A0r/K8k4KLt9Nut4NeEEGEL6udxGPjZZDnyZX/d5mUxmdZhPpk8ZVZZfD9zcY3971i1SJxUyWGcWmRN2XGX594Gbyt+DgBnAm8A+PbafDdxV+W6He2vfEcX6Dyz9Xax/J5UmXH92qrtPA730uwtEZA7GB4ErIuKfgAvJVxtPqqwzLyI+DbwrSi5TSVsBe5KJn1cnPo+I/+7vNg5kIuJl0lf6uohYXElg/m/ALuWRyyoyZ+C3gasl7VvSx24N7AR8o7K/wPQKa18v1r9e+lt/0zesf7004frzcIu70HWoGdd4SarePCT9jIxy/GxELK/WSxpBjoaOJnNtHhkRC9a2X9M7JA2NEjzY0FrS18iMGkdUlo0go6onkgOPCeS7xw+NiCdq60AHY+3rxfrXi/WvF+tfL9a/s1jb6yU3mopxOyzyDSenAf8I3CLp5kr9NmTQ26dI3+ATbPxuPLEmc0Z1FmsHyptiIKN8I+IVSYcBuwG/D8yKiNktbewAw9rXi/WvF+tfL9a/Xqx/Z9GUGeC1/iPpdvLtbUdHxCOSRkfE05I+DvxORFzUkoZ0IZLGAveRSfzvLctGhKN5m461rxfrXy/Wv16sf71Y//am6XmAVfIJAieSPr4fl3QZcKukiRExx8Zvc5BWp4ubDLxc+QF+AZgjaafaGjfAsfb1Yv3rxfrXi/WvF+vfGbRsBhhA0n8C7ybff31sRNzWsn/exUi6lHTO/x5wFZlv+ZPWv/lY+3qx/vVi/evF+teL9W9vWmIAS9qRjHocB8yMiGua/k8NsDrIcAGwI/lDPDMizq+3Vd2Bta8X618v1r9erH+9WP/2pylBcGvhTeCbwPkRsbJF/9MAxdn+MXIEenL4LTItw9rXi/WvF+tfL9a/Xqx/+9NSFwhTDyXq9M2629GNWPt6sf71Yv3rxfrXi/Vvb2wAG2OMMcaYrqLpWSCMMcYYY4xpJ2wAG2OMMcaYrsIGsDHGGGOM6SpsABtjjDHGmK7CBrAxxhhjjOkqbAAbY4wxxpiuwgawMca0EEmzJEUpr0taLuluScdLGtqH/by37GNUM9trjDEDERvAxhjTeu4AxgBjganAd4CzgXskbVJju4wxpiuwAWyMMa3n1Yh4KiKWRcSDEXEx8F5gEnAqgKTpkh6Q9GKZJb5J0jalbixwd9nX02UmeFapk6RTJT0iaaWkBZKmt7h/xhjT1tgANsaYNiAiHgLmAh8ri4YBZwK7Ax8CRgFzSt0TlfUmkLPJM8v3c4GjgeOB8cB5wFWSDmhyF4wxpmMYUncDjDHGrGYhsB9ARHy9snyxpOOARZK2jYilkp4rdcsj4hmA4j5xMjA1Iu4p9Y9K+gPSIP5uS3phjDFtjg1gY4xpHwQEgKRJ5AzwHsBvlzqA7YCl69h+PDACmCspKsuHAo81ob3GGNOR2AA2xpj2YTw527sJcBsZLDcDWE66QNxDukasi4Zb24HAkh51r/dvU40xpnOxAWyMMW2ApInA/qQP7y6kwXt6RDxa6j/aY5PXyufgyrKFwKvA9hFxV3NbbIwxnYsNYGOMaT3DJW1NztiOBvYFTgfmAxcCI0lD9gRJVwC7Al/qsY/HSXeJAyR9B1gZES9KuhC4UJKAHwCbAnsDqyLi6uZ3zRhj2h9ngTDGmNazH/Ak6aZwJzANOAvYJyJeioingSOBj5CzumeSwW2riYhlZfmXgV8Cl5eqL5R9nQL8FLidzBjxaDM7ZIwxnYQiYv1rGWOMMcYYM0DwDLAxxhhjjOkqbAAbY4wxxpiuwgawMcYYY4zpKmwAG2OMMcaYrsIGsDHGGGOM6SpsABtjjDHGmK7CBrAxxhhjjOkqbAAbY4wxxpiuwgawMcYYY4zpKv4fzoVddL1MQE0AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots()\n", "paths_df.iloc[:, :100].plot(ax=ax, legend=None, alpha=0.3, color=\"purple\", linewidth=1)\n", "plt.tight_layout()\n", "# plt.savefig(\"mc.png\", dpi=400)" ] }, { "cell_type": "code", "execution_count": 14, "id": "following-documentary", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# The value whose significance we are trying to evaluate\n", "threshold_pct = 0.8\n", "\n", "fig, ax = plt.subplots()\n", "max_up.hist(ax=ax, grid=False, bins=10);\n", "ax.axvline(threshold_pct, color=\"r\", linestyle=\"--\");\n", "ax.set_xlabel(\"Highest return seasonality\")\n", "ax.set_ylabel(\"Number of paths\");\n", "\n", "plt.tight_layout()\n", "# plt.savefig(\"seasonality_hist.png\", dpi=400)" ] }, { "cell_type": "code", "execution_count": 15, "id": "harmful-poetry", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.0076" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p_val = (max_up > threshold_pct).sum() / NUM_PATHS\n", "p_val" ] }, { "cell_type": "code", "execution_count": null, "id": "seventh-indiana", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.6" } }, "nbformat": 4, "nbformat_minor": 5 }