{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" }, "execute": { "enabled": false } }, "cells": [ { "cell_type": "markdown", "source": [ "## Notebook: Financial Analytics\n", "*PADS - Programa Avançado em Data Science*\n", "\n", "Insper\n", "\n", "**Paloma Vaissman Uribe**\n", "\n", "\n", "\n" ], "metadata": { "id": "gxaVlI0HCzHd" } }, { "cell_type": "markdown", "source": [ "## 1. Exploring VAR - Vector Autoregression Models\n", "Based on https://www.statsmodels.org/dev/vector_ar.html" ], "metadata": { "id": "Otdf_jzXGXv-" } }, { "cell_type": "code", "source": [ "\n", "import numpy as np\n", "import pandas\n", "import statsmodels.api as sm\n", "from statsmodels.tsa.api import VAR\n", "from statsmodels.tsa.base.datetools import dates_from_str\n", "\n", "mdata = sm.datasets.macrodata.load_pandas().data\n", "\n", "# prepare the dates index\n", "dates = mdata[['year', 'quarter']].astype(int).astype(str)\n", "quarterly = dates[\"year\"] + \"Q\" + dates[\"quarter\"]\n", "quarterly = dates_from_str(quarterly)\n", "mdata = mdata[['realgdp','realcons','realinv']]\n", "mdata.index = pandas.DatetimeIndex(quarterly)\n", "data = np.log(mdata).diff().dropna()\n", "\n", "# make a VAR model\n", "model = VAR(data)\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ESY8ZR_OGdeH", "outputId": "abc41b4f-f87b-4e61-ecc1-04b1e0f04050" }, "execution_count": 1, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.12/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: No frequency information was provided, so inferred frequency QE-DEC will be used.\n", " self._init_dates(dates, freq)\n" ] } ] }, { "cell_type": "code", "source": [ "data" ], "metadata": { "id": "fAUlbdQjp2uZ", "outputId": "3331bbc0-98ef-424e-ee3c-c312caafd517", "colab": { "base_uri": "https://localhost:8080/", "height": 424 } }, "execution_count": 2, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " realgdp realcons realinv\n", "1959-06-30 0.024942 0.015286 0.080213\n", "1959-09-30 -0.001193 0.010386 -0.072131\n", "1959-12-31 0.003495 0.001084 0.034425\n", "1960-03-31 0.022190 0.009534 0.102664\n", "1960-06-30 -0.004685 0.012572 -0.106694\n", "... ... ... ...\n", "2008-09-30 -0.006781 -0.008948 -0.017836\n", "2008-12-31 -0.013805 -0.007843 -0.069165\n", "2009-03-31 -0.016612 0.001511 -0.175598\n", "2009-06-30 -0.001851 -0.002196 -0.067561\n", "2009-09-30 0.006862 0.007265 0.020197\n", "\n", "[202 rows x 3 columns]" ], "text/html": [ "\n", "
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0.04684788530748939,\n \"min\": -0.19316322686510023,\n \"max\": 0.12209449744029222,\n \"num_unique_values\": 202,\n \"samples\": [\n 0.034986691966604866,\n 0.05400709679319515,\n 0.004789900368053601\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 2 } ] }, { "cell_type": "code", "source": [ "results = model.fit(1)\n", "results.summary()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "V7Xh12ZMHbkh", "outputId": "80ed132b-9a07-4da7-cdaa-ab3492368579" }, "execution_count": 3, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " Summary of Regression Results \n", "==================================\n", "Model: VAR\n", "Method: OLS\n", "Date: Fri, 28, Nov, 2025\n", "Time: 22:40:39\n", "--------------------------------------------------------------------\n", "No. of Equations: 3.00000 BIC: -27.7388\n", "Nobs: 201.000 HQIC: -27.8562\n", "Log likelihood: 1963.94 FPE: 7.37174e-13\n", "AIC: -27.9360 Det(Omega_mle): 6.94859e-13\n", "--------------------------------------------------------------------\n", "Results for equation realgdp\n", "==============================================================================\n", " coefficient std. error t-stat prob\n", "------------------------------------------------------------------------------\n", "const 0.003580 0.000911 3.928 0.000\n", "L1.realgdp -0.338056 0.172084 -1.964 0.049\n", "L1.realcons 0.746283 0.130411 5.723 0.000\n", "L1.realinv 0.057939 0.025349 2.286 0.022\n", "==============================================================================\n", "\n", "Results for equation realcons\n", "==============================================================================\n", " coefficient std. error t-stat prob\n", "------------------------------------------------------------------------------\n", "const 0.006286 0.000775 8.114 0.000\n", "L1.realgdp -0.134053 0.146285 -0.916 0.359\n", "L1.realcons 0.327751 0.110859 2.956 0.003\n", "L1.realinv 0.042521 0.021549 1.973 0.048\n", "==============================================================================\n", "\n", "Results for equation realinv\n", "==============================================================================\n", " coefficient std. error t-stat prob\n", "------------------------------------------------------------------------------\n", "const -0.015808 0.004756 -3.324 0.001\n", "L1.realgdp -2.220857 0.898064 -2.473 0.013\n", "L1.realcons 4.585966 0.680582 6.738 0.000\n", "L1.realinv 0.300989 0.132290 2.275 0.023\n", "==============================================================================\n", "\n", "Correlation matrix of residuals\n", " realgdp realcons realinv\n", "realgdp 1.000000 0.607456 0.759286\n", "realcons 0.607456 1.000000 0.142791\n", "realinv 0.759286 0.142791 1.000000\n", "\n" ] }, "metadata": {}, "execution_count": 3 } ] }, { "cell_type": "code", "source": [ "# selection of orders of VAR: optimizing using information criteria\n", "model.select_order(15)\n", "results = model.fit(maxlags=15, ic='aic')\n", "lag_order = results.k_ar\n", "print(\"chosen VAR order is = \" + str(lag_order))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "VNGhs-dbH-Dj", "outputId": "0cc263ea-053f-41c1-87de-9d7019c9fece" }, "execution_count": 4, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "chosen VAR order is = 3\n" ] } ] }, { "cell_type": "code", "source": [ "# forecasting: have to pass initial values\n", "results.forecast(data.values[-lag_order:], 10)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "kSpLs8drnNQ3", "outputId": "8dfd9d9f-4de5-437f-fead-5caab0ed88a4" }, "execution_count": 5, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "array([[ 0.00616044, 0.00500006, 0.00916198],\n", " [ 0.00427559, 0.00344836, -0.00238478],\n", " [ 0.00416634, 0.0070728 , -0.01193629],\n", " [ 0.00557873, 0.00642784, 0.00147152],\n", " [ 0.00626431, 0.00666715, 0.00379567],\n", " [ 0.00651738, 0.00764936, 0.00198474],\n", " [ 0.00690284, 0.00760909, 0.00548495],\n", " [ 0.00714517, 0.00775843, 0.00620737],\n", " [ 0.007258 , 0.0079993 , 0.00602391],\n", " [ 0.00738975, 0.00804623, 0.00690895]])" ] }, "metadata": {}, "execution_count": 5 } ] }, { "cell_type": "code", "source": [ "results.plot_forecast(10)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "pvw7aBkDncO6", "outputId": "f711651f-9ea8-4171-937a-ed78b24b8399" }, "execution_count": 6, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "
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\n" }, "metadata": {}, "execution_count": 6 }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Impulse response function: how a system responds to a sudden change or impulse in its input in the time domain. In economics, and especially in contemporary macroeconomic modeling, impulse response functions are used to describe how the economy reacts over time to exogenous impulses, which economists usually call shocks, and are often modeled in the context of a vector autoregression." ], "metadata": { "id": "B-lXmUiOptbG" } }, { "cell_type": "code", "source": [ "# impulse response function\n", "irf = results.irf(10)\n", "irf.plot(orth=False)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "JjcvK-hmneUm", "outputId": "243e37c9-3b5d-41d2-d7ce-fa020ce26819" }, "execution_count": 7, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "
" ], "image/png": 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JMiGEEEIIIYQQkgcly0Tpdu3aBYFAgMjISKXtc8GCBRAIBErbX1lC3ych2kcV/y9JwagPJET75f1/Sn3k51HfVjZQskwIIYQQQgghhORByTIhhBBCCCFEaQYNGoT09HTY29trOhRCSoWS5QosNTVV0yGUG/RdEqKd6P+metD3TEjZoK7/q0KhEPr6+uViSDD1bxUbJcsVhGwOQ1hYGPr3748qVaqgRYsWAICoqCh8++23sLS0hFgsRv369bFjx458+3j58iXGjh0LJycnGBgYoFq1aujVq5dCcy2Cg4PRtGlT6Ovro3bt2ti8eXOh8youX74MDw8PubaFfZ5Hjx6hd+/eMDY2RrVq1TBx4kRkZGQU/wsqhqK+S4C+T0I0RdP9XFRUFIYPHw4bGxuIxWLUqlULY8aMQVZWlly7u3fvolOnTjA2NkblypXRrl07XLt2rcDP8uzZMwwdOhSmpqYwMTHBsGHDkJaWxrdLTk7GpEmTULNmTYjFYlhYWKB9+/a4c+dOCb5BxSijDyzN9wxQH0iIIjTZJxY0H1fRfi0wMBACgQAXL17Mt9/NmzdDIBDgwYMHJftSPqMs9W+K9G25PxP1byWjq+kAiHr16tULderUwZIlS8AYQ2xsLJo1awaBQAB/f3+Ym5vj77//xvDhw5GUlIRJkybx77158yauXLmCvn37wtbWFpGRkdi4cSPatGmDsLAwVKpUqcBj3r17Fx07doS1tTUWLlwIiUSCRYsWwdzcPF/b+/fvo0OHDjA3N8eCBQuQk5OD+fPnw9LSssB99+7dGzVr1sTSpUtx7do1/Prrr4iPj8eePXtK9P3MnTsXNWrUwMiRIz/bNu93CYC+T0K0gCb6ubdv38LT0xMJCQkYNWoUnJ2dERUVhcDAQKSlpUEkEgEAHj58iJYtW8LY2Bjff/899PT0sHnzZrRp0wYXL16El5eX3H579+6NWrVqYenSpbhz5w62bdsGCwsLLF++HAAwevRoBAYGwt/fHy4uLvjw4QMuX76M8PBwNG7cuNjfnbr6wJJ+zwD1gYQUlyb6xKJ8rl/r3LkzKleujIMHD6J169Zy7w0ICED9+vXh6upa7OOWp/6tuH0bQP1biTFSIcyfP58BYP369ZPbPnz4cGZtbc3ev38vt71v377MxMSEpaWl8dtyP5e5evUqA8D27NnDb9u5cycDwCIiIhhjjHXp0oVVqlSJRUVF8W2ePn3KdHV1Wd5/gn5+fkxfX5+9fPmS3xYWFsaEQqFcW9nn6dq1q9z7x44dywCwe/fufe4rKdD48eOZQCBgO3fuLLRNYd8lY/R9EqJJmuznBg8ezHR0dNjNmzfzvV8qlfLP/fz8mEgkYs+fP+e3vX37lhkZGbFWrVrl+yzffvut3L66d+/OqlWrxv9sYmLCxo0bV+D3URLq6gMV/Z4Zoz6QkJLSZJ+Y9+fc8XyuX2OMsX79+jELCwuWk5PDb4uOjmY6Ojps0aJFin0BeWhb/1bQd6Ro/6Zo35b7M1H/VjI0DLuCGT16NP+cMYbDhw+jS5cuYIzh/fv3/MPX1xeJiYlyQ/kMDAz459nZ2fjw4QMcHR1hampa6JA/iUSCc+fOwc/PDzY2Nvx2R0dHdOrUKV/b06dPw8/PDzVq1OC316tXD76+vgXuf9y4cXI/jx8/HgBw8uTJAttnZGQU+VixYgWGDBmC4cOHY9++fQXuQyb3dwlUzO+TEG2k7n5OKpXi2LFj6NKlC5o2bZrvddnQOYlEgjNnzsDPzw8ODg7869bW1ujfvz8uX76MpKSkQj8LALRs2RIfPnzg25mamuL69et4+/atQt+NtvSBJfmeAeoDCSkJdfeJxYkHyN+vAUCfPn3w7t07BAcH89sCAwMhlUrRp0+fAvdbUfq3kvRtAPVvJUXDsCuYWrVq8c/j4uKQkJCALVu2YMuWLQW2f/fuHf88PT0dS5cuxc6dOxEVFcUPSwGAxMTEQt+fnp4OR0fHfK/l3RYXF4f09HTUqVMnX1snJ6cC/zPnbVu7dm3o6OgUOC8kJSUFRkZGBcZZkMGDB+PLL7+ElZVVga/n/i5l8Vek75MQbaXufi4uLg5JSUmfHRYYFxeHtLQ0ODk55XutXr16kEqleP36NerXr89vz30iBABVqlQBAMTHx8PY2Jg/+bOzs0OTJk3w1VdfYfDgwXLJuIw29YEl+Z5l76c+kJDiUXef+Dmf69cAoGPHjjAxMUFAQADatWsHgBuC3bBhQ9StWzffPitS/1aSvg2g/q2kKFmuYHJf7ZJKpQCAgQMHYsiQIQW2b9CgAf98/Pjx2LlzJyZNmgRvb2+YmJhAIBCgb9++/L40rahVF/X19bFz587P7uP06dM4cOAAevToUeAcOJnc3yVQ8b5PQrRVeernhEJhgdtlJ1+9e/dGy5YtcfToUZw5cwY///wzli9fjiNHjuS706pNfaC2fc+FoT6QlAfa1id+rl8DALFYDD8/Pxw9ehS//fYbYmNj8e+//2LJkiUFvpf6t+Kj/k0xlCxXYObm5jAyMoJEIoGPj89n2wcGBmLIkCFYtWoVvy0jIwMJCQmFvsfCwgL6+vp49uxZvtfybjM3N4eBgQGePn2ar+3jx48L3P/Tp0/lrv49e/YMUqkUNWvWzNdWV1cXQ4cOLTRWADh79iyOHj0KPz8/7Nu3r9AOvSAV7fskpCxQx/9Lc3NzGBsbf3Z1VnNzc1SqVKnA/3+PHj2Cjo4O7OzsPhtjXtbW1hg7dizGjh2Ld+/eoXHjxvjpp5/yJcva1AeW5HsGqA8kpLTU0ScqS58+fbB7926cP38e4eHhYIwVOgS7IvVvJenbAOrfSormLFdgQqEQ33zzDQ4fPlzgSV5cXFy+9rmv+gHAunXrIJFIijyGj48Pjh07Jjen7tmzZ/j777/ztfX19cWxY8fw6tUrfnt4eDhOnz5d4P43bNiQLx4A+U4SFbV48WL4+PggICAAurrFu5ZE3ych2kcd/y91dHTg5+eHP//8E7du3cr3umx/QqEQHTp0wPHjx+WGvcXGxmLfvn1o0aIFPwRRERKJJN+QPgsLC9jY2CAzM1Ph/eSmrj6wJN+z7H3UBxJScuroE5XFx8cHVatWRUBAAAICAuDp6ZlveHRxlJf+rSR9G0D9W0nRneUKbtmyZbhw4QK8vLwwcuRIuLi44OPHj7hz5w7OnTuHjx8/8m2//vpr/P777zAxMYGLiwuuXr2Kc+fOoVq1akUeY8GCBThz5gyaN2+OMWPGQCKRYP369XB1dUVISIhc24ULF+LUqVNo2bIlxo4di5ycHKxbtw7169dHaGhovn1HRESga9eu6NixI65evYq9e/eif//+cHd3L9H3cfz4cRgYGPBlXoqLvk9CtI86/l8uWbIEZ86cQevWrTFq1CjUq1cP0dHROHToEC5fvgxTU1MA3Mna2bNn0aJFC4wdOxa6urrYvHkzMjMzsWLFimJ9ruTkZNja2qJnz55wd3dH5cqVce7cOdy8eVPujkZxqKsPLOn3DFAfSEhpqaNPVAY9PT306NEDBw4cQGpqKlauXFmq/ZWn/q24fRtA/VuJqWfRbaJpsmXj4+Li8r0WGxvLxo0bx+zs7Jienh6zsrJi7dq1Y1u2bJFrFx8fz4YNG8bMzMxY5cqVma+vL3v06BGzt7dnQ4YM4dsVtBT++fPnWaNGjZhIJGK1a9dm27ZtY1OnTmX6+vr54rl48SJr0qQJE4lEzMHBgW3atImPP+/nCQsLYz179mRGRkasSpUqzN/fn6Wnp5f+CytCUd8lY/R9EqIpmu7nXr58yQYPHszMzc2ZWCxmDg4ObNy4cSwzM1PuGHfu3GG+vr6scuXKrFKlSqxt27bsypUrCn2W3MfNzMxk06dPZ+7u7szIyIgZGhoyd3d39ttvv5XwG1SMMvpARb9nxqgPJKSkNNknFlU6qqh+La+zZ88yAEwgELDXr1+X+LtQlDr7t8I+t6L9myJ9W+7PRP1byQgYyzNOgBA18fPzw8OHDwucc/E5CxYswMKFCxEXFwczMzMVRFf20PdJCKnIqA8khJRX1L9pDs1ZJmqRnp4u9/PTp09x8uRJtGnTRjMBlXH0fRJCKjLqAwkh5RX1b9qF5iwTtXBwcMDQoUPh4OCAly9fYuPGjRCJRPj+++81HVqZRN8nIaQioz6QEFJeUf+mXShZJmrRsWNH7N+/HzExMRCLxfD29saSJUsKLKhOPo++T0JIRUZ9ICGkvKL+TbvQnGVCCCGEEEIIISQPmrNMCCGEEEIIIYTkUSGHYUulUrx9+xZGRkYQCASaDocQomUYY0hOToaNjQ10dMrHNUXq9wghhaE+jxBS0Sja71XIZPnt27ews7PTdBiEEC33+vVr2NraajoMpaB+jxDyOdTnEUIqms/1exUyWTYyMgLAfTnGxsYajoYQom2SkpJgZ2fH9xXlAfV7hJDCUJ9HCKloFO33KmSyLBuOY2xsTB0oIaRQ5WnoHvV7hJDPoT6PEFLRfK7fKx8TUwghhBBCCCGEECWiZJkQQgghhBBCCMmDkmVCCCGEEEIIISQPSpYJIYQQQgghhJA8KFkmhBBCCCGEEELyUGmy/M8//6BLly6wsbGBQCDAsWPHPvue4OBgNG7cGGKxGI6Ojti1a1e+Nhs2bEDNmjWhr68PLy8v3LhxQ/nBE0IIIYQQQgipsFSaLKempsLd3R0bNmxQqH1ERAQ6d+6Mtm3bIiQkBJMmTcKIESNw+vRpvk1AQACmTJmC+fPn486dO3B3d4evry/evXunqo9BCCGEEEIIIaSCUWmd5U6dOqFTp04Kt9+0aRNq1aqFVatWAQDq1auHy5cvY82aNfD19QUArF69GiNHjsSwYcP49wQFBWHHjh2YOXOm8j8EgKwsICoKqFVLJbsnhJAKhzEGoHzVdSWEkPJMIpFAKBRqOgxC1Eqr5ixfvXoVPj4+ctt8fX1x9epVAEBWVhZu374t10ZHRwc+Pj58m4JkZmYiKSlJ7qGo6GhALJbC0fEeMjKyi/mJCCGE5BUREYGqVati1qxZmg6FEEKIAnbu3Ilq1arh5cuXmg6FELXSqmQ5JiYGlpaWctssLS2RlJSE9PR0vH//HhKJpMA2MTExhe536dKlMDEx4R92dnYKx2RmJgGgC6m0IY4fv1Ksz0MIISS/gIAAJCQkYPny5ZoOhRBC1CYnJ0fTIZRIYmIiJk+ejC5dupTZz0BISWlVsqwqs2bNQmJiIv94/fq1wu/V0xMC0AMAnDnzr4oiJISQiiMzMxMAMHLkSA1HQggh6rF8+XIYGxvj7Nmzmg6l2FauXInExETcvHkT9vb2AACpVKrhqAhRD61Klq2srBAbGyu3LTY2FsbGxjAwMICZmRmEQmGBbaysrArdr1gshrGxsdyjOPT0TAAA9+7dLdb7CCGE5PfmzRsAQPXq1TUcCSFEWYpbqeTQoUNwdnaGvr4+3NzccPLkSbnXU1JS4O/vD1tbWxgYGMDFxQWbNm1S5UdQqZkzZyI9PR1///23pkMplpiYGKxevRoAsGTJEujq6uLmzZtwc3PD06dPNRwdIaqnVcmyt7c3zp8/L7ft7Nmz8Pb2BgCIRCI0adJEro1UKsX58+f5NqpgbGwDAHj16pHKjkEIIRVFVFQUAG4KTWBgIK5coSkuhJRlxa1UcuXKFfTr1w/Dhw/H3bt34efnBz8/Pzx48IBvM2XKFJw6dQp79+5FeHg4Jk2aBH9/f5w4cUJdH0tpJBIJ/3zMmDEajKT4fvzxR6SlpcHLywvdu3cHYwzff/89wsLC8NVXX+H9+/eaDpEQ1WIqlJyczO7evcvu3r3LALDVq1ezu3fvspcvXzLGGJs5cyYbNGgQ3/7FixesUqVKbPr06Sw8PJxt2LCBCYVCdurUKb7NgQMHmFgsZrt27WJhYWFs1KhRzNTUlMXExCgcV2JiIgPAEhMTFWrv5taDAWB6esYKH4MQUnYVt48oC7TpMzVo0IABYB4eHgwA++qrrzQdEiEVWmn7B09PTzZu3Dj+Z4lEwmxsbNjSpUsLbN+7d2/WuXNnuW1eXl7su+++43+uX78+W7RokVybxo0bs9mzZysUkzb1eU+ePGEAmIGBAcvJydF0OAp7+vQp09XVZQBYcHAwvz0mJobVrFmTAWDe3t4sLS1Ng1ESUjKK9hEqvbN869YtNGrUCI0aNQLAXSVs1KgR5s2bBwCIjo7Gq1ev+Pa1atVCUFAQzp49C3d3d6xatQrbtm3jy0YBQJ8+fbBy5UrMmzcPDRs2REhICE6dOpVv0S9lqlfPFQCQnZ2ExMRElR2HEEIqAtmdZdlq2H///TdevHihyZAIISVUkkoln6t+AgBffPEFTpw4gaioKDDGcOHCBTx58gQdOnQocJ+lqXyiavfv3wcAuLi4AAC2b9+OpUuXajIkhcyZMwc5OTno1KkTWrduzW+3tLTEyZMnYWpqiqtXr2Lw4ME0h5mUWypNltu0aQPGWL7Hrl27AAC7du1CcHBwvvfcvXsXmZmZeP78OYYOHZpvv/7+/nj58iUyMzNx/fp1eHl5qfJjoEEDR/65rMMjhBBSfDk5ObC2toapqSlat26NDh06gDGGzZs3azo0QkgJlKRSSWHVT3K3X7duHVxcXGBrawuRSISOHTtiw4YNaNWqVYH7LE3lE1WTnTu6ubnh0qVLGDFiBObPn4/nz59rOLKitWrVClZWVgUm9vXq1cOxY8cgEokQGBiIGTNmaCBCQlRPq+Ysa6uWLV0A1APQEgYG5poOhxBCyixdXV3cv38f8fHxqFq1KsaOHQsA2LFjBzIyMjQcHSFEW6xbtw7Xrl3DiRMncPv2baxatQrjxo3DuXPnCmxfmsonqpY7WW7Tpg18fX2RnZ2NmTNnajiyoo0dOxYvX76Eu7t7ga+3bt0aO3fuBMCtmH3gwAF1hkeIWuhqOoCyoFWrJjA3D0NcHKBL3xghhChN586dYWdnh9evXyMwMBADBw7UdEiEkGIoSaWSwqqfyNqnp6fjhx9+wNGjR9G5c2cAQIMGDRASEoKVK1fmG8INcJVPxGKxMj6S0rVs2RKZmZnw9PQEwCWWZ8+eRWBgIC5fvowWLVpoOMLCiUSiIl/v378/IiIicP36dXTp0kVNURGiPnRnWUEODtyfNK2OEEKUR1dXF6NGjQIA/PbbbxqOhhBSXCWpVPK56ifZ2dnIzs6Gjo78aapQKCyTc2MnTpyIP//8k0+KXV1dMWLECADA1KlTteozSaVS9O3bFwEBAQrHJbuwYWhoqOLoCFE/SpYVVKsWA/AIJ0+e1qpOjRBCypKNGzfCzc0NK1as4LeNGDECuv8N20lOTtZUaISQEpoyZQq2bt2K3bt3Izw8HGPGjEFqaiqGDRsGABg8eDC/oB/AJY+nTp3CqlWr8OjRIyxYsAC3bt2Cv78/AMDY2BitW7fG9OnTERwcjIiICOzatQt79uxB9+7dNfIZlW3RokWoXLkybty4oVXDlwMDAxEQEIARI0bg48ePCr1HIBBAKBQCABhjWLlyJSIjI1UYJSHqQ8mygs6fbwigHrZt60gdACGElNCTJ0/w4MEDfPjwgd9mZWWFZ8+e4cqVKzAyMtJgdISQkvhcpZJXr14hOjqab//FF19g37592LJlC9zd3REYGIhjx47B1dWVb3PgwAF4eHhgwIABcHFxwbJly/DTTz9h9OjRav98pREdHY3o6GgwxuS2W1pa8hcQfvjhB2RnZ2siPDnZ2dmYPXs2AGDatGkwMzMr9j4WL16M6dOno3PnzkhISFByhISoH83AVZC5uSXi4rjnoaGhcJCNyyaEEKKwN2/eAACqV68ut93e3l4T4RBClMTf35+/M5xX3sonANCrVy/06tWr0P1ZWVnxi0eVZStXrsTq1avx/fffY/ny5XKvTZ48GSEhIZg6dSr09PQ0FOEn27dvx7Nnz2BhYYEpU6aUaB/Dhg3D5s2bERYWhh49euDUqVOfnfdMiDajO8sKsrOz4Z+HhoZqMBJCCCm7ZDWW8ybLMh8/fsTdu3fVGRIhhKiMbCXsOnXq5HvNwMAABw8eVHkJVEWkpqZi4cKFAIC5c+eWeJSPra0tgoKCYGRkhAsXLmDEiBH57qoTUpZQsqwgR8dPJ3b37lGyTAghJVFUsnz+/HlUr14dAwYMoJMrQki5IEuWcw8xL4wmhy2vXbsWMTExcHBw4BddLCl3d3ccOnQIQqEQv//+OxYsWKCcIAnRAEqWFeTs/OnE7u5dSpYJIaS4pFIp3r59C6DgZNnDwwNCoRDh4eG4ePGiusMjhBClev/+PWJiYgAA9evXL7SdVCrFzJkzUb16dTx8+FBd4fESExP5RRd//PFHpQyb9vX1xaZNmwBwi5mVhyH1pGKiZFlBdnafTuwiI58hNTVVg9EQQkjZExcXh5ycHAgEggLrrxobG2PQoEEAqIwUIaTse/DgAQCgVq1aRQ5r1tHRwdOnT5GWloZp06apKzyeiYkJAgMDMXjwYPTt21dp+x0xYgR++OEHvtoBIWURJcsK+nQXRAeMMY1c+SOEkLIsOTkZrq6ucHZ2LnQxmzFjxgAAjh49Krd6LiGElDWyIdhubm6fbbt8+XLo6enh1KlTOH36tKpDy6d9+/bYvXt3vtrWpbV48WLcunWLLyNGSFlDybKC7O3t4eDwDYDW+OqrzahRo4amQyKEkDLF0dER9+/fR1hYWKFtGjRogObNmyMnJwfbtm1TY3SEEKJcxZmv7OjoyK8mPm3aNEgkEpXGJpOWlqbS/QsEAri7u/M/v3v3ji6EkjKFkmUFmZubY/ToQAD/g6npqAKHEBJCCCm9sWPHAgA2b96MnJwcDUdDCCEl061bN0yaNAnt27dXqP2cOXNQpUoVPHjwADt27FBxdNww8erVq2Px4sVqWVTxyZMn8Pb2RufOnZGSkqLy4xGiDJQsF4OstPKLF5qNgxBCyrNvvvkG5ubmiI2NxZ07dzQdDiGElEjnzp2xZs0atGnTRqH2VatWxfz58wFwiXNycrIKowN++OEHJCQkICQkBAKBQKXHAgA9PT2kpKTg7t276NOnD10MJWUCJcvFULOmFMBbhIefw/bt26m0CSGEFMOECRPg5uaGAwcOFNlOLBYjICAAr1+/hqenp5qiI4QQzRszZgwcHR2RnJyMGzduqOw4ly9fxp9//gmhUIiffvpJZcfJrVatWvjzzz9hYGCAkydPYvz48XQuTbQeJcvFsHhxXwDVkZjoixEjRvD1QgkhhHxeeHg4Hjx4gMzMzM+2bdu2LU13IYSUWREREbh06VKxayeLRCLs27cPT548Qbt27VQSG2MMM2bMAAAMHz4cTk5OKjlOQTw9PbF//34IBAJs2rQJP//8s9qOTUhJULJcDHZ2shO3qgCA0FCqt0wIIYqSXWC0tbUt1vs+fvyoinAIIURl9u/fj1atWvGLdhWHh4dHsfvJ4vjzzz9x5coVGBgY8MO+1albt25Yu3YtAGDGjBkICAhQewyEKIqS5WL4VD6qMgBKlgkhpDhkyfKnvrRosbGx+PLLL1GnTh2kp6erMjRCCFGq4pSNKsqlS5dw7949ZYQEAJBIJPjhhx8AABMnToSNjY3S9l0cEyZMwMSJEwEAP/30E81fJlqLkuViyF1rGaBkmRBCFJWSkoKkpCQAiifLZmZmiIiIwMePH+nOAyGkTFFGsrxu3Tr+7rSy5vbevHkTjx8/RpUqVfih2JqyatUqzJs3DxcuXICurq5GYyGkMJQsF8OnE7wsAJQsE0KIomR3lY2MjGBkZKTQe4RCIUaPHg0A+O2331QWGyGEKFNWVhYeP34MoHTJsp+fHwwMDHD58mUcOXJEKbE1a9YMjx49wu+//w5TU1Ol7LOkhEIhFi5ciGrVqvHb1FVfmhBFUbJcDJ+S5XgAwKNHjxRaqIYQQiq6N2/eACj+fOVvv/0WIpEIN2/exK1bt1QRGiGEKNWjR4+Qk5MDExOTUs09trOzw9SpUwFwc3uVdc5Zu3ZtdO7cWSn7UqbNmzejUaNGeP36taZDIYRHyXIxfJrXkQodHVNIJBKEh4drNCZCSNm0YcMG1KxZE/r6+vDy8vpsiZC1a9fCyckJBgYGsLOzw+TJk5GRkaGmaEuPMQZXV1e4uLgU633m5ubo1asXAGDjxo2qCI0QQpQq9xDs0tYvnjFjBqysrPD8+XNs2LChxPtJTExESEhIqWJRpQ8fPmDx4sW4f/8+vL298fDhQ02HRAgASpaLpXLlyvDzGwhgInR0VuPcuf+hTp06mg6LEFLGBAQEYMqUKZg/fz7u3LkDd3d3+Pr64t27dwW237dvH2bOnIn58+cjPDwc27dvR0BAAL9IS1ng4+OD+/fvIzAwsNjvHTt2LADue4iPj1d2aIQQolTKWtwL4M49f/zxRwDAjz/+iA8fPpRoPytWrECjRo0wd+7cUsekCtWqVcOVK1dQr149REVFoUWLFvj33381HRYhlCwX16FDv0MoXIucnGFwdm4LQ0NDTYdECCljVq9ejZEjR2LYsGFwcXHBpk2bUKlSJezYsaPA9leuXEHz5s3Rv39/1KxZEx06dEC/fv0+eze6vPD29oa7uzsyMjLw+++/azocQggp0oABA7B+/Xr06dNHKfsbNmwY3NzckJCQgEWLFhX7/dHR0VizZg0AoEmTJkqJSRXs7Oxw+fJleHt7IyEhAT4+Pjhx4oSmwyIVnMqT5eIMNWzTpg0EAkG+R+55FUOHDs33eseOHVX9MXi6uoC9Pff8xQu1HZYQUk5kZWXh9u3b8PHx4bfp6OjAx8cHV69eLfA9X3zxBW7fvs33ny9evMDJkyfx1VdfFXqczMxMJCUlyT3KKoFAgEWLFmHPnj0YNWqUpsMhhJAiubm5Ydy4cWjdurVS9icUCrFq1SrY2trCy8ur2O9fuHAh0tPT4e3tjW7duiklJlWpWrUqzp07h6+//hoZGRno3r07tm3bpumwSAWm0mS5uEMNjxw5gujoaP7x4MEDCIVCfr6aTMeOHeXa7d+/X5UfQ45UKkX16rEAIrB3716NFHMnhJRd79+/h0QigaWlpdx2S0tLxMTEFPie/v37Y9GiRWjRogX09PRQu3ZttGnTpshh2EuXLoWJiQn/sLOzU+rnKK727dvD1dW10AsCn9O1a1cMGjQI+vr6So6MEEK0X/v27fHs2TP079+/WO978uQJn2wuX7681HOo1aFSpUo4evQovv32W0il0hIPPSdEGVSaLBd3qGHVqlVhZWXFP86ePYtKlSrlS5bFYrFcuypVqqjyY8iZN28eLl2yArAUW7YMxqJFixAbG6u24xNCKp7g4GAsWbIEv/32G+7cuYMjR44gKCiIn8dWkFmzZiExMZF/aHp10YcPH+Lhw4cQiUSl3pey6o0SQoiyvXjxAjt37lRJeVGxWFzs98yZMwcSiQSdO3dGy5YtlR6Tqujq6mLbtm0ICgrC999/r+lwSAWmsmS5JEMN89q+fTv69u2bb15wcHAwLCws4OTkhDFjxnz2ipMyhyN+WhE7DkZGjgA+LeRACCGfY2ZmBqFQmO8iW2xsLKysrAp8z9y5czFo0CCMGDECbm5u6N69O5YsWYKlS5dCKpUW+B6xWAxjY2O5h6bk5OTwn/dTCb7iY4xh9erVcHFx4UtREUKINjlz5gy+/fZbzJw5UyX7l0gk2LFjB7p06VJo/y9z69YtHDp0CAKBAEuXLlVJPKokEAjw1Vdf8XfDk5OT8cMPP5SpShCk7FNZslySoYa53bhxAw8ePMCIESPktnfs2BF79uzB+fPnsXz5cly8eBGdOnUqsoi5MocjfjrRi4KeXgMAUMnVQ0JI+SQSidCkSROcP3+e3yaVSnH+/Hl4e3sX+J60tDTo6Mh310KhEEDZuMsaExMDqVQKXV1dWFhYlHg/AoEAJ06cwKNHj7BlyxYlRkgIKa3ilsM7dOgQnJ2doa+vDzc3N5w8eTJfm/DwcHTt2hUmJiYwNDSEh4cHXr16paqPoBTKXAm7IPHx8Zg8eTL++usv7N27t8i2b9++hbm5OQYOHKiyeNSpX79+WLp0KTp27IiEhARNh0MqCK1dDXv79u1wc3ODp6en3Pa+ffuia9eucHNzg5+fH/766y/cvHkTwcHBhe5LmcMRcyfLWVmULBNCim/KlCnYunUrdu/ejfDwcIwZMwapqakYNmwYAGDw4MGYNWsW375Lly7YuHEjDhw4gIiICJw9exZz585Fly5d+KRZm0VFRQEArK2t8yX9xSUrI7V161ZkZ2eXOjZCSOkVd42aK1euoF+/fhg+fDju3r0LPz8/+Pn54cGDB3yb58+fo0WLFnB2dkZwcDBCQ0Mxd+5crV+3QNXJspmZGWbPng0A+OGHH5CWllZo265du+L58+dYtWqVSmJRt6lTp8LIyAgXL15E69at8fbtW02HRCoCpiKZmZlMKBSyo0ePym0fPHgw69q1a5HvTUlJYcbGxmzt2rUKHcvMzIxt2rRJ4dgSExMZAJaYmKjwe2Tevn3LADBAhwGBDABr1KhRsfdDCNFepekjFLVu3TpWo0YNJhKJmKenJ7t27Rr/WuvWrdmQIUP4n7Ozs9mCBQtY7dq1mb6+PrOzs2Njx45l8fHxCh9PHZ+pMIGBXF/ZrFmzUu8rMzOTWVlZMQDs4MGDSoiOEFLa/sHT05ONGzeO/1kikTAbGxu2dOnSAtv37t2bde7cWW6bl5cX++677/if+/TpwwYOHFiieBjTTJ8nlUqZqakpA8BCQkJUdpz09HRmb2/PALBFixap7Dja6O7du/zvAHt7e/b48WNNh0TKKEX7CJXdWS7JUEOZQ4cOITMzEwMHDvzscd68eYMPHz7A2tq61DErwsLC4r87OVIA3DEfPnyInJwctRyfEFI++Pv74+XLl8jMzMT169flyoEEBwdj165d/M+6urqYP38+nj17hvT0dLx69QobNmyAqamp+gMvAdmd5dLMV5YRiUT89Jzffvut1PsjhJROSdaouXr1qlx7APD19eXbS6VSBAUFoW7duvD19YWFhQW8vLxw7NixQuPQhnJ5UVFRSEhIgFAohLOzs8qOo6+vj+XLlwPgVriOjo6We/3kyZM4dOhQmZimU1wNGzbElStX4OjoiJcvX6J58+afHfJPSGmodBh2cYcaymzfvh1+fn6oVq2a3PaUlBRMnz4d165dQ2RkJM6fP49u3brB0dERvr6+qvwoPKFQmCsx14GBQWVkZWXh8ePHajk+IYSUNZUrV4abm5vSTh5HjRoFHR0dBAcHIzw8XCn7JISUTEnWqImJiSmy/bt375CSkoJly5ahY8eOOHPmDLp3744ePXrg4sWLBe5TG8rlyYZgOzk5lWjl6uLo3bs3mjVrhtTUVMydO5ffnpWVhfHjx6N3797ldm2HWrVq4d9//0XTpk3x/v17DBgwgG5aEZVRabLcp08frFy5EvPmzUPDhg0REhKCU6dO8R3kq1ev8l0Ne/z4MS5fvozhw4fn259QKERoaCi6du2KunXrYvjw4WjSpAkuXbqk8k4pt0GDBsHRcSKAahg58hRevXoFFxcXtR2fEELKkm+//RahoaFYvHixUvZnZ2eHrl27AgA2btyolH0SQrSHbJXnbt26YfLkyWjYsCFmzpyJr7/+Gps2bSrwPdpQLk8259rV1VXlxxIIBFi9ejUAYOfOnXj58iUAbj2HFy9ewNLSUqERmmWVhYUFLly4gF69eiEwMBC6urqaDomUUyr/l+Xv7w9/f/8CXytoUS4nJ6dCh40YGBjg9OnTygyvRJYsWQKJBFixAgDqQAMXLwkhpELz9/eHWCxGnz59NB0KIRVaScrhWVlZFdnezMwMurq6+W5E1KtXD5cvXy5wn2KxWK03TgoybNgwuLu7q61Un7e3NxYuXIj27dvD3t4eKSkpWLRoEQBg/vz5+UqvljeVK1fGwYMH5bY9e/YMjo6OGoqIlEdauxq2tnNw4P588UKzcRBCSEXUrl07HDhwAM2bN9d0KIRUaCVZo8bb21uuPQCcPXuWby8SieDh4ZFvituTJ09gb2+v5E+gPGZmZujQoQOaNWumtmPOmzeP/95Wr16Nd+/ewdHRMV/p1Yrg8uXLcHNzw9SpUz9bg5oQRdGYhRKQSqUwNX0HIBNPnxphwYJf8ebNG2zbtk3ToRFCiFZhjMHW1hampqY4e/YsbGxsNB0SIUTJpkyZgiFDhqBp06bw9PTE2rVr861RU716dSxduhQAMHHiRLRu3RqrVq1C586dceDAAdy6dUtuju306dPRp08ftGrVCm3btsWpU6fw559/FlkqtCKLi4vD/PnzAQCLFy+Gnp6ehiNSv5CQEGRkZGD16tWIjY3Fjh07IBKJNB0WKevUsTS3tiltOYE9e/b8Vz7qSyYWJ/z3HOzjx49KjpQQogmaLLOkKpr6TB8/fuT7yLS0NKXvPzw8nE2YMIFdv35d6fsmpKJQRv9QnHJ4jDF28OBBVrduXSYSiVj9+vVZUFBQvn1u376dOTo6Mn19febu7s6OHTum1s9UHJGRkWz27NnsyJEjajleXsOHD2cAmJ2dHZNIJBqJQRvs2bOH6erqMgCsQ4cOLCkpSdMhES2laB8hYKwcriv/GUlJSTAxMUFiYmKJ5pX873//Q7t27QA4AXgEO7taeP06EhcvXkSrVq2UHi8hRL1K20doI019pgcPHsDNzQ1Vq1bFhw8flL7/oUOHYvfu3Rg0aBD27Nmj9P0TUhFQn1d6AQEB6Nu3Lzw9PXH9+nWVHy+vI0eOYP78+di+fTs8PT3VfnxtcurUKXzzzTdIS0tD06ZNERQUBAsLC02HRbSMon0EzVkuAVmtUIGAqx1qb98AABAaGqqxmAghRBsps8ZyQcaOHQuAO1F9//69So5BCCGfI1sJ283NTSPH79GjB+7fv1/hE2UA6NixIy5cuAAzMzPcunULzZs3z7egHCGKomS5BGQnfYylAEhC1aqULBNCSEFUnSx7eHigSZMmyMrKws6dO1VyDEII+RxZjWVNJctEnqenJ/7991/Y29ujYcOGMDMz03RIpIyiZLkEKleunOt2/VuIxZQsE0JIQd68eQNAdcmyQCDAmDFjAHA1l2kFVEKIJlCyrH3q1q2La9eu4ffff4dQKNR0OKSMomS5hD6d+EUhO5tLlu/fvw+JRKK5oAghRMvI7izb2tqq7Bj9+vWDiYkJIiIicPr0aZUdhxBCCpKSkoIX/9USpWRZu1hZWUFfXx8AV81m5MiRCAwM1HBUpCyhZLmEcifL7987Ql9fH1KplD8xJIQQAlhbW6NBgwZwdHRU2TEqVarEl6jZuHGjyo5DCCEFefjwIQDA0tIS5ubmGo6GFGbv3r3Ytm0bevfujU2bNmk6HFJGULJcQt27d0ffvpMAOCEiQojw8HCkpKSgRo0amg6NEEK0xoIFC3Dv3j0MHDhQpccZPXo0zMzMUL9+fVTAIg+EEA3S9OJeRDEDBgzAd999B8YYxowZgwULFtDvC/JZVDqqFOUEPnwAZOsFpKcD/43yIISUcVRGpWzKzs6Gnp6epsMgpMwpj/2DOj+TVCpFZGQk0tPTUb9+fZUei5QOYwwLFy7EwoULAXAXWtevX09zmisgKh2lBlWrArLvNjJSo6EQQkiFR4kyIUQTdHR04ODgQIlyGSAQCLBgwQL89ttvEAgE2LRpE3r37o2MjAxNh0a0FCXLJSSVShEbGwMbm0cAgOvXX2PgwIHo3LmzhiMjhBDtEBkZCRMTEzRp0kRtx5RKpTh79iz++ecftR2TEEJI2TJmzBgcPHgQIpEIf/31F+7du6fpkIiW0tV0AGXVnTt34OHhAX19GwBRiI42wB9//AEASE5OhpGRkWYDJIQQDXvz5g2SkpKQkJCgtmP+8ssvmDJlClq0aIFLly6p7biEkIopLi4O/v7+aNiwIWbOnAmBQKDpkIiCevbsiWrVquHDhw/w8vLSdDhES9Gd5RKSrYadmRkDIAfv3pnBxsYGwKeFHgghpCKTVQdQVY3lgvTp0wdCoRCXL1/m654SQoiq3Lt3DwcPHsTOnTspUS6D2rZti549e/I/P3r0CM+ePdNgRETbULJcQhYWFhAKhWBMCiAWL14ADRpw9ZZDQ0M1GxwhhGgBddRYzsvGxgbdu3cHAMyfPx+pqalqOzYhpOKRXZSjlbDLvjdv3qBDhw5o3rw57ty5o+lwiJagZLmEhEIhrK2t//spipJlQgjJQxN3lgFgwoQJAICjR4/C2dkZAQEBVB6EEKISlCyXH3p6ejAzM8O7d+/QunVrnD9/XtMhES1AyXIpfDoB5JJlNzdKlgkhRObNmzcA1J8st2zZEseOHYO9vT3evHmDvn37YunSpWqNgRBSMVCyXH5YWloiODgYX375JVJSUvDVV1/h4MGDmg6LaBgly6WQO1lOTQVsbT8ly3QXgxBS0WnqzjIAdOvWDeHh4Vi4cCEsLCwwdOhQtcdACCnfJBIJHj58CICS5fLC2NgYJ0+eRM+ePZGVlYW+fftiw4YNmg6LaBAly6UgOwE0NuZOCIVCJxgYGMDW1hYfP37UZGiEEKJxzs7OcHd3R61atfK9lp4OSCSqPb6BgQHmzZuHyMhIfgFGABg9ejS2bdsGqVSq2gAIIeXaixcvkJ6eDgMDA9SuXVvT4RAlEYvFOHDgAMaMGQPGGPz9/bFjxw5Nh0U0hEpHlYKPjw90dXVx7lwr3L8PvH4tQkJCAkQikaZDI4QQjdu2bVuB28PCgIYNgeHDgY0bVR+HgYEB//zixYvYvHkz/1i3bh2aNWum+iAIIeVOZGQk9PT04OLiAqFQqOlwiBIJhUJs2LABVlZWCAwMRI8ePTQdEtEQurNcCl27dsXq1avh4dEJAPDiBShRJoSQzzh3DsjOBrZtA+Li1HvsL774AqtXr4axsTFu3boFb29vDB06FDExMeoNhBBS5rVv3x6pqan4888/NR0KUQGBQIB58+bh+vXrMDU15bfn5ORoLiiidpQsK4GDA/fnixefttGcZUJIRVZUH/jkCfdnTg6wf7+aAvqPnp4eJk+ejMePH/PzmHfv3g0nJyesXr0a2dnZ6g2IEFKm6enp5aqOQsqj3KOTfvnlF7Rr1w4JCQmaC4ioFSXLpcAYQ0xMDAQCrhbbixdAWFgYmjVrBg8PDw1HRwghmhMUFAQTExP06tUr32uyZBkAdu1SX0y5WVlZYefOnbh27Ro8PDyQlJSEtWvXUrJMCCGkQB8+fMCCBQvwzz//oHXr1oiOjtZ0SEQNKFkuhdTUVFhbW2P27CYAkvHiBVClShVcv34dd+/eRXp6uqZDJIQQjYiKikJSUhIyMzPzvfb06afnd+8C9+6pMbA8vLy8cO3aNWzfvh0bNmxApUqVAHCr3L5+/VpzgRFCtFp6ejo8PDwwdOhQZGRkaDocogbVqlXDhQsXYGlpidDQUHzxxRd4mvsXGimXVJ4sb9iwATVr1oS+vj68vLxw48aNQtvu2rULAoFA7qGvry/XhjGGefPmwdraGgYGBvDx8dHYP9TKlSvD2Nj4v5+i8OYNUKWKFczMzCCVShEWFqaRuAghRNMKKxuVkQG8fMk9b9GC+1NTd5dldHR08O2336JLly78th07dqBu3bpYsGABXfgkhOQTHh6OW7du4a+//oJYLNZ0OERNGjZsiCtXrqB27dqIjIxE8+bNcfv2bU2HRVRIpclyQEAApkyZgvnz5+POnTtwd3eHr68v3r17V+h7jI2NER0dzT9eys6q/rNixQr8+uuv2LRpE65fvw5DQ0P4+vpq7Kqe7ERQXz8KjAGvXgnQoMGnesuEEFIRvXnzBgBga2srt/3FC4AxwMgImDGD27Z3L5CVpe4Ii3bu3DlkZGRg4cKFqFevHg4fPkxrURBCePfv3wfA1VcWCAQajoaok4ODA/799180btwYcXFxaNOmDc6dO6fpsIiKqDRZXr16NUaOHIlhw4bBxcUFmzZtQqVKlYqsVSYQCGBlZcU/LC0t+dcYY1i7di3mzJmDbt26oUGDBtizZw/evn2LY8eOFbrPzMxMJCUlyT2URZYsm5lxd1FevAAly4SQCq+wO8uy+cp16wIdOwKWlsD798Dff6s7wqIdOHAABw8ehJ2dHV6+fImePXuiffv2NGKIkEIUZyQhABw6dAjOzs7Q19eHm5sbTp48WWjb0aNHQyAQYO3atUqOuuRkybKrq6uGIyGaYGlpiQsXLqBdu3ZISUnBgwcPNB0SURGVJctZWVm4ffs2fHx8Ph1MRwc+Pj64evVqoe9LSUmBvb097Ozs0K1bNzx8+JB/LSIiAjExMXL7NDExgZeXV5H7XLp0KUxMTPiHnZ1dKT/dJ7ITQSMjSpYJIURGkWRZVxcYNIj7WdNDsfMSCATo1asXHj16hLlz50IsFuP8+fNo0KABNmzYoOnwCNEqxR1JeOXKFfTr1w/Dhw/H3bt34efnBz8/vwITjqNHj+LatWuwsbFR9ccoFlmsbm5uGo6EaIqxsTGCgoKwb98+TJo0id/+4cMHzQVFlE5lyfL79+8hkUjk7gwD3JWYwupZOjk5YceOHTh+/Dj27t0LqVSKL774gh/OJ3tfcfYJALNmzUJiYiL/UOaiLbITQZEof7J87949GrZHCKmQZP123mRZtsREnTrcn/9Vb8JffwFFzNDRmEqVKmHRokUICwtDt27dIJVK4enpqemwCNEqxR1J+Msvv6Bjx46YPn066tWrhx9//BGNGzfG+vXr5dpFRUVh/Pjx+OOPP6Cnp6eOj6Kw3MOwScUlFovRr18//ue3b9+ievXq6NatG86fP095QDmgVathe3t7Y/DgwWjYsCFat26NI0eOwNzcHJs3by7VfsViMYyNjeUeyiI7EWTsU7Ls4uICBwcHNG/enBaGIYRUODk5OWjevDnc3d2LvLMMAPXrAx4eXM3lffvUHGgxODg44NixY7h//75caUCpVKrBqAjRvJKMJLx69apcewDw9fWVay+VSjFo0CBMnz4d9evX/2wcqpxyl9fHjx/x9u1bADQMm8g7c+YMMjMzceLECfj4+MDV1RUbN25ESkqKpkMjJaSyZNnMzAxCoRCxsbFy22NjY2FlZaXQPvT09NCoUSM8e/YMAPj3lWafyubh4YHJkyfD15erJfriBVe8/Pnz5zh+/DhfhoQQQioKXV1dBAUFISQkBCYmJnKv5U2WgU93l7VtKHZBcp+0nz9/Ho0bNy5yZBMh5V1JRhLGxMR8tv3y5cuhq6uLCRMmKBSHKqfc5RUTEwNHR0c4ODjAyMhIZcchZc/QoUMRHh6OcePGwdDQEGFhYRg7dixsbW0xefJkxMXFaTpEUkwqS5ZFIhGaNGmC8+fP89ukUinOnz8Pb29vhfYhkUhw//59WFtbAwBq1aoFKysruX0mJSXh+vXrCu9T2Tw8PLB69Wp8+21/AJ9WeiWEECIvORmQnQvLhmEDQN++gEjE1VsOCdFIaMUmkUgwZcoU3Lt3D3369EF2dramQyKk3Lh9+zZ++eUXvqSoIlQ55S4vFxcXPH36FI8ePVLZMUjZ5ezsjPXr1yMqKgpr166Fo6MjEhMTsWXLFujq6mo6PFJMKh2GPWXKFGzduhW7d+9GeHg4xowZg9TUVAwbNgwAMHjwYMyaNYtvv2jRIpw5cwYvXrzAnTt3MHDgQLx8+RIjRowAwC24MmnSJCxevBgnTpzA/fv3MXjwYNjY2MDPz0+VH+Wzatbk/kxOBmTz+hljKh0GRAgh2qiwocmy+crm5oCp6aftVasC3bpxz8vC3WUAEAqFOHjwIIyMjPDPP/9g5syZmg6JEI0oyUhCKyurIttfunQJ7969Q40aNaCrqwtdXV28fPkSU6dORU3ZCVceqpxyVxhtm0dNtIuJiQkmTpyIx48f4+TJk1ixYgWqVKnCvz5w4ECsX78eycnJGoySfI5Kk+U+ffpg5cqVmDdvHho2bIiQkBCcOnWKH3rz6tUrREdH8+3j4+MxcuRI1KtXD1999RWSkpJw5coVuLi48G2+//57jB8/HqNGjYKHhwdSUlJw6tQp6Ovrq/KjFCkmJgYPHtyCtXUaAO7u8pUrV2Bubo6WLVtqLC5CCNGEn3/+GSYmJpghK6T8n4KGYMvIhmL/8Yf21VwujJOTE3bv3g2AW+AoICBAwxERon4lGUno7e0t1x4Azp49y7cfNGgQQkNDERISwj9sbGwwffp0nD59WnUfhhAV0NHRQadOnTBu3Dh+282bN/HHH39g/PjxqF69OiZMmIAnsl+SRLuwCigxMZEBYImJiUrZn62tLQPAGja8zgDG9u9nLDIykgFgenp6LDMzUynHIYSoh7L7iIKsX7+e2dvbM7FYzDw9Pdn169eLbB8fH8/Gjh3LrKysmEgkYnXq1GFBQUEKH08dn0nG39+fAWAzZ86U275oEWMAY0OH5n9PdjZj1tbc60eOqDxEpZoxYwYDwAwNDdmDBw80HQ4hxVba/uHAgQNMLBazXbt2sbCwMDZq1ChmamrKYmJiGGOMDRo0SK4/+Pfff5muri5buXIlCw8PZ/Pnz2d6enrs/v37hR7D3t6erVmzRm2fqTBSqZTZ2dmx5s2bs+joaKXum1QcSUlJbP369czZ2ZkB4B++vr7sr7/+YhKJRNMhlnuK9hFatRp2WSVb7dXU9NOK2DVq1ICxsTGys7Px+PFjTYZHCNEyxa1JmpWVhfbt2yMyMhKBgYF4/Pgxtm7dmm+laW2hSI3lvLS55vLnLF68GF9++SVSU1PRo0cPmn5DKpzijiT84osvsG/fPmzZsgXu7u4IDAzEsWPHysTK0i9fvsTr169x48YNVKtWTdPhkDLKyMgI48aNQ1hYGM6cOYOvv/4aAoEAp0+fxtdff42goCBNh0j+Q7PMlUB2Qlip0qdkWSAQoEGDBrh8+TJCQ0OpDh8hhJe7JikAbNq0CUFBQdixY0eBc1937NiBjx8/4sqVK/wcucLm7WkDWbJsa2srt72oZBkAhgwBVqwAgoKA2Fggz2K5WktXVxcHDhxA48aN4eXlRQu4kArJ398f/v7+Bb4WHBycb1uvXr3Qq1cvhfcfGRlZwsiUS1Zf2dnZmeYsk1ITCARo37492rdvj+fPn+O3337DuXPn0KlTJ77NqVOnUKNGDblpqUR96M6yEtjY2AAAdHQ+JcsA0KBBAwBAaGioRuIihGifktQkPXHiBLy9vTFu3DhYWlrC1dUVS5YsgUQiKfQ46qw5mldBd5YZ+5Qs514JOzcXF8DTE5BItLvmckHMzc1x69Yt7N69m0oGElKOyZJluglClK127dpYtWoVQkJC+Iuu2dnZGD58OOrXrw8fHx+cOXMGjMruqBUly0ogOyHMyaFkmRBStJLUJH3x4gUCAwMhkUhw8uRJzJ07F6tWrcLixYsLPY46a47mJpFI+M+RO1n+8AFISOCeOzoW/n7ZQl87d5a9MnyWlpZ8mRupVIrnz59rOCJCiLJRskxULXe5tPj4eHh6ekJHRwfnz5+Hr68v2rVrh+vXr2swwoqFkmUlkJ0QpqRwyfLr19xqrpQsE0KUQSqVwsLCAlu2bEGTJk3Qp08fzJ49G5s2bSr0PeqsOZpbbGwsJBIJhEKh3AUB2V1lOzugqBuvffsCYjFw/37ZqbmcV1JSEvz8/NCsWTO1fe+EEPWgZFk1GOMuqhYxYKpCsrCwwNGjR/H8+XNMnDgRIpEIFy5cQLNmzdC9e3c8ldVkJCpDybISyJLluLgoGBgAUinw6hXg6uqKdu3aoW/fvsjJydFwlIQQbVCSmqTW1taoW7cuhEIhv61evXqIiYlBViF1ljRRcxTghox17twZ7dq1k4tX9vu8sCHYMlWqAH5+3POdO1UTo6rp6enhzZs3eP/+PXr27InMzExNh0QIUYKsrCx+0VZKlpXn1i2gbVvAzAxwcgLWrQNSUjQdlXapWbMm1q5diydPnmDYsGHQ0dHBsWPHkCAbskVUhpJlJXBycsKUKVMwYcIEODhw21684Fa6O3fuHFatWkULvhBCAJSsJmnz5s3x7NkzSKVSftuTJ09gbW0NkUik8piLw97eHn/99Ve+WqifW9wrt9w1l8tinmlgYIDDhw+jSpUquHHjBiZOnKjpkAghShAfHw8fHx/Uq1dPbVNbyrNXr7gqCB4ewMWL3Lbnz4EJEwBbW2D6dK4N+cTe3h47duzA/fv3sXLlSnh4ePCvHT9+HHFxcRqMrnyiZFkJqlevjlWrVmHs2LFyyTIhhBRkypQp2Lp1K3bv3o3w8HCMGTMGqamp/OrYgwcPxqxZs/j2Y8aMwcePHzFx4kQ8efIEQUFBWLJkCcaNG6epj1BsxUmW27cHbGyAjx+5lbHLolq1amHfvn0QCATYvHkzdpbV2+SEEJ6lpSX+/vtvhIWFyc0rJcWTlAT88AN3F3nvXm7bwIFAWBiwfj03AikxEVi5EnBwAPr0Aa5d02zM2sbFxQVTp07lf3716hX69OkDBwcHLFy4EMnJyRqMrnyhZFnJCkqW4+Pj8UR2pkgIqfCKW5PUzs4Op0+fxs2bN9GgQQNMmDABEydOLLDMlKZlZ2cXuF3RYdgAIBSW3ZrLuXXs2BELFy4EwF3wuHPnjoYjIoQQzcnJATZu5BZ5XLoUyMgAWrUCbt4Efv8dqFcPGDcOePQIOHEC+PJLbg7zwYOAtzf3OHiQ2w+Rl5CQAFdXV6SkpGDBggVwcHDA2rVrkZGRoenQyj5WASUmJjIALDExUWn7jI2NZTdu3GA//fSOAYx98w23/cSJEwwAa9q0qdKORQhRLVX0EZqmrs80aNAgZmRkxLZs2cJvk0gYq1SJMYCxx48V2094ONdeKGQsJkZFwaqBRCJhX3/9NQPAnJycWE5OjqZDIiQf6vMUk5ycXOL3njjBmK8vYxERSgunzJBKGfvzT8acnbl+HWCsbl3Gjh3jXitKSAhjQ4cyJhJ9em+NGoz9/DNj8fFqCb/MkEql7NChQ6xu3boMAAPAatSowXbu3Em/ewqgaB9Bd5aVZMCAAfD09MT7938D+HRn2dnZGQDw4MGDImuiEkJIeRAVFYXk5GQYGBjw296+BdLSuDvGtWopth9nZ6BZM+6ugmyYXlmko6OD33//HV9++SV+//13uUXPCCFlS/369WFlZcWviK2ozExg9Gjg9Glg9mwVBael7t4F2rUDunTh7hhXq8Yt4PXgAdCtG/C50ezu7txijy9fAvPmAebm3Dzm6dO5ec0TJgDPnqnns2g7gUCAnj174uHDh9i6dSuqV6+OV69eYdy4cTSXuRQoWVYS2YrYjHHlo54/565/OTg4oFKlSsjIyMAz+t9MCCnn3rx5A0C+xrJsCHatWoCenuL7ki30tWtX2au5nJupqSnOnz8vtxALIaRsSUxMxKtXrxAbGwtbW9tivXfPHu6iIQAcOFAx1rV5/RoYMgRo0gS4cIErCfj999z5sb9/8X4XAICVFbBwIZcob9sG1K8PpKZyiXfdulziHRxctn9XKIuuri5GjBiBp0+f4ueff8a8efPkqm2ElNW6jBpCybKSyE4M09O5ZDkpCYiPB4RCIVxdXQFQvWVCSPnGGENUFNcH5j6ZLM7iXrn16cOdYD14AJSn6b537tzB2bNnNR0GIaQYHjx4AIDr26pUqaLw+yQSYMUK7nnlylx50VWrVBGhdkhOBubM4fr7PXu45LV/f+6u8vLlgIlJ6favrw8MHw7cvw+cOQN89RV3jBMnuPJTTZpwxy2kqmKFYmBggGnTpmHGjBn8tkuXLqFRo0bw9fXF7du3NRhd2UHJspLIkuXY2ChYW3PbZFcOGzRoAICSZUJI+ZaUlITU1FQA8neWS5osm5oC3btzz8vyQl+5XblyBV988QV69+6N58+fazocQoiCZEOvi1tfOTCQGyZcrRp3VxkAduwAYmOVHaFm5eQAmzdzi3f99BO3eFfLlsCNG1wZwJo1lXs8gYCrnBAUBISHc8PcDQy4Yd9DhgD29sDixcD798o9blkXEhICPT09nDlzBk2bNkWfPn1oEeLPoGRZSWQnhlFRUflWxKZkmRBSEcjuKpuamqJSpUr89uKshJ2XbCj2vn1ls+ZyXk2bNkWjRo2QkJCAb775BmlpaZoOiRCigJIky4xxqz4D3Nzar74CvLy4RPKXX1QRpfoxBpw8yc0tHj0aePeO6+uPHuVqJ6tj9omzM7fK9uvXwJIlXOnBmBhg7lzAzg4YNYorS0WA8ePH49GjRxg4cCAEAgEOHjwIFxcXfPfdd/zvcCKPkmUl0eZkefr06ejUqRPi4+M1cnxCSMVQ0HxloOR3lgHAxweoXp2rufzXX6WNUPNEIhEOHToECwsL3Lt3D6NHjwajSXaEaL2SJMunTgH37nHDr/39ubuhs2Zxr23YwNUSLstCQri7u507c8lotWrAr79yU2f8/D6/eJeyVavGfb8REdzCkE2acBcmtm7l5jh37AhcvqzemLSRg4MDfv/9d4SEhODrr7+GRCLBli1b4OPjQ7+PCkDJspLITg5jYmJQsyZXAC53sjx69GjMmDFD7f8IT548iZUrV+LUqVMYNmwY/ScghKhM5cqV0blzZ7Ru3ZrflpPDLegClCxZFgqBwYO55zt3KiFILWBra4uAgAAIhUL8/vvv2Lhxo6ZDIoQUgTHGz1mWrUOjCNld5e++A6pW5Z536cLVE05KAjZtUnak6hEVBQwbBjRuDJw/D4hE3OrUz54B48dzP2uSSAQMGMDVb/7nH246j0DArUbesiW3GFh4uGZj1AYNGjTAn3/+icuXL6NFixaYNWsWBP9d4cjIyOD/zVd4Ki9ipYVUUXsvJyeHTZ06la1evZpt3ZrOAMbatVPa7kskLS2NOTg48LXW/P39WVZWlmaDIqQMoJqjyvPsGVcXU1+fq7dcEo8efaq5/PatcuPTpJ9//pkBYHp6euzKlSuaDodUYNTnFS0jI4P5+/uztm3bsoyMDIXec/ky12+JRIxFRcm/tmsX95qlJWPp6aUOT22SkxmbO5cxA4NPNY/79mXsxQtNR/Z5z58zNmoU93sEYExHh7GRI/P/3VRUUqmUSXL9kt68eTMDwL766isWHBzMpJ8riF0GUZ1lNRMKhVi5ciUmT54MZ2d9AJovDbBs2TK8ePEC1atXR2hoKNatWwe94q7VTwghpSAbgu3oCOiU8DeOkxPg7c2tKvvHH8qLTdOmTp2Knj17Ijs7G9u2bdN0OISQQojFYqxbtw7/+9//IBaLFXqP7K7ykCHcHNrc+vfn5tLGxpadxQuvXeP68R9/BNLTgebNuW3793NlAbWdgwO3AJlsiLhUyg3PdnTkVu9OStJ0hJolEAigk+uX9JMnTyAQCHDy5Em0adMG3t7eOHLkCCQSiQaj1AxKllVANmf51SsgO5t7np6ejlu3buHKlStqieHZs2dYvnw5AGDNmjVyc2wkEgmSk5PVEgchpOLIyMjIt02WLJdkca/cykvN5dwEAgF27NiBX375BVu3btV0OIQQJQkN5VZp1tHhagvnpacHTJvGPf/5Z266ijbLzga+/ZZL7h0dgcOHgUuXuMXKyhpnZ27xscuXgS++4BL/n34Catfm5ltTySnOypUr8eTJE4wePRpisRjXr1/HN998AxcXF2zbtq1CTeukZFmJ3r9/jxs3biAt7QX09bm7IK9fc68dO3YMHh4emD59ulpi2b9/PzIzM9G+fXv07NmT3x4dHQ0fHx8MGDCgQv1DJ4So3hdffAEjIyNcuHCB3yZbCbsk85Vz69OHq6/58CFQnkpDGhkZYcKECXJX9Akh2uX58+fFusmwbBn3Z69eXHJZkBEjADMzbhRiYKASglShTZu4Ob5mZtw84B491L94l7I1b84lzEePcqOX3r8HJk7k5pMHBHB3nis6R0dHbNy4ES9fvsTs2bNhamqKJ0+e4OjRo/zc5oqAfjsr0cKFC+Hl5YXt27fyQ1Lyroh9//59SNXwP3Du3Lk4fvw41q9fL/cPOiYmBlevXsWff/6JVatWqTwOQkjFERUVhZSUFFSpUoXfVpqVsHMzMeFO0ICyM2yxuNLT0/Htt98iUNvPnAmpYHr27AljY2OcOnXqs22fP+eSLQCYObPwdpUqceWkAC651tb7Fx8/AvPnc88XLwZMTTUajlIJBNyQ7AcPuAsCVlbceXvfvtxd81zXfSs0S0tLLF68GK9evcKaNWswZ84c/rU3b95g2rRpfDWM8oiSZSWSrYj99u3bfOWj6tatC5FIhOTkZLx8+VIt8XTt2hV185yhNmrUCGvXrgUAzJw5U23Dwgkh5VtWVhbevXsHQL50lLKGYQPyNZcLGPFd5m3evBk7d+7EsGHDEE5LtRKiFXJycvj/j3UU6Mh+/pm7K9mpE9CwYdFtx43jykrdu8eVmdJGCxcC8fGAmxswfLimo1ENXV1uxfJnz4BFi7i/k1u3gC+/5Gpj/1c1rMIzMjLCpEmT4O3tzW9bu3YtVq1aBQcHBwwbNgxh5bCgNSXLSlRUrWU9PT24uLgAUG295cOHDyMuLq7INt999x369u0LiUSCPn364P379yqLhxBSMURHRwPg6gibmZkB4BLaV6+410t7ZxngTlxsbbkTtz//LP3+tI2/vz/atGmDlJQUdO/eHUkVfcUZQrTAs2fPkJmZCUNDQ9T6zEpW0dGfStzJ6ikXpWpVLkkDPg3d1ibh4Vw9aABYs4ZLKsszQ0Ng7lxudIC/P/d5//4bcHfnLtbKplaST3x9fdG6dWtkZ2dj165dqF+/Prp06YLLly+Xm+meKk+WN2zYgJo1a0JfXx9eXl64ceNGoW23bt2Kli1bokqVKqhSpQp8fHzytR86dCgEAoHco2PHjqr+GAopKlkGPg3FVlWyHBYWhr59+8LJyanI4RACgQBbtmxB3bp18ebNGwwePFgtQ8MJIeVXVFQUAMDGxoaf+vH8OTe00NgYsLAo/TFy11wuj0OxdXV1ceDAAVSvXh2PHz/G0KFDqW8mZUZxzvcA4NChQ3B2doa+vj7c3Nxw8uRJ/rXs7GzMmDEDbm5uMDQ0hI2NDQYPHoy3b9+q+mPkc/+/24r169f/7NoCa9ZwC0R98QXQooVi+588mVvw659/AG0b7DdtGrf+TteuQLt2mo5GfSwsgHXruIsFvXpxv8d27+ZGSM2YwV2wJZz27dsjODgY165dQ48ePSAQCPDXX3+hZcuW8PX1LRcJs0qT5YCAAEyZMgXz58/HnTt34O7uDl9fX36oXl7BwcHo168fLly4gKtXr8LOzg4dOnTgT8JkOnbsiOjoaP6xf/9+VX4MhX0uWXZ3dwegmmSZMYaxY8ciJycHLVu2hK2tbZHtjYyMcOjQIejr6+Pvv//GypUrlR4TIaTikPXThQ3BVtZaIEOGcH+eOsXdxSlvLC0tERgYCD09PRw9ehSTJk0qFycbpHwr7vnelStX0K9fPwwfPhx3796Fn58f/Pz88ODBAwBAWloa7ty5g7lz5+LOnTs4cuQIHj9+jK5du6rzYwH4lCznripSkPh4YONG7vmsWYr3edWrf7oIqE13l0+dAk6e5BL5inqK6OgIHDwIXL8OtG4NZGYCK1ZwK2evWlU+pwOVlJeXFw4fPoxHjx5h5MiREIlEqF+/vty6SVlldalxVRZ79vT0ZOPGjeN/lkgkzMbGhi1dulSh9+fk5DAjIyO2e/duftuQIUNYt27dShWXMgvV55acnMwAMADs2rUkBjBWpcqn18+ePcsAsLp16yr1uIwxtnfvXgaAGRgYsIiICIXft3XrVubs7Mzu37+v9JgIKatU1Udokqo/05o1axgA1qdPH37b8uWMAYz166fcYzVvzu13xQrl7leb7N+/n/99smzZMk2HQ8q50vYPxT3f6927N+vcubPcNi8vL/bdd98VeowbN24wAOzly5cKxaSsPs/Pz48BYGvXri2y3Y8/cv2SmxtjUmnxjvH4MWMCAfd+bTgdy8pirF49Lp4pUzQdjXaQShn76y/G6tfnvheAsRo1GNuzhzGJRNPRaZ/o6GgWGxvL/3z58mVmbW3N5syZwy5fvsyys7M1GB1H0T5CZXeWs7KycPv2bfj4+PDbdHR04OPjg6tXryq0j7S0NGRnZ6Nq1apy24ODg2FhYQEnJyeMGTMGHz58KHI/mZmZSEpKknuoQuXKlWFsbAwA0NPj7rLEx38artG4cWOsXLkSv/32m1KPm5iYiKlTpwIAZs+ejZo1ayr8XtlVXVdXV6XGRAipWOzs7PD111/DK1fhTWWthJ2XbKGvnTu1dwXZ0urbty/Wrl0LU1NTNG/eXNPhEFKokpzvXb16Va49wM19LOr8MDExEQKBAKaFLMesqnM9Re4sp6UBv/zCPZ85s/gjaerWBb75hnu+fHlJolSuzZs/lYqaO1fT0WgHgQDo3JlbjG37dm5EwKtX3KiAxo2BM2c0HaF2sbKygkWu+Vfbtm1DdHQ0Fi9ejBYtWsDMzAw9e/bE1q1b8Uq2uIm2UlW2HhUVxQCwK1euyG2fPn068/T0VGgfY8aMYQ4ODiw9PZ3ftn//fnb8+HEWGhrKjh49yurVq8c8PDxYTk5OofuZP38+f4U+90MVd1iWL1/OVq9ezWJjY5mlJXfl6fZtpR9GzoQJE/g71hkZGaXaV2hoKJPQJTJSwdGdZeVo2ZLrA/fuVe5+ExIYMzDg9n39unL3rW1iYmI0HQKpAErTP5TkfE9PT4/t27dPbtuGDRuYhYVFge3T09NZ48aNWf/+/QuNQxXnelKplP36669sxIgRLC4urtB2v/zC9UcODoyV9IbZrVvcPoRCxooxQFDpPnxgrGpVLpaNGzUXh7ZLTWVs6VLGjI0/3Wn28WFs/37Gnj4t/uiC8i4zM5Pt3buX9e3bl1WtWjXf/9PIyEi+rVRNX57G7yyX1rJly3DgwAEcPXoU+vr6/Pa+ffuia9eucHNzg5+fH/766y/cvHkTwcHBhe5r1qxZSExM5B+vVbic3ffff4/JkyfDwsKiwHnLyhYSEoL169cD4BbXEIvFJd7XunXr0LhxYyxdulRZ4RFCKrCnT7k/lX1nuSLUXJaxtLTkn9+7dw/Xrl3TYDSEqF92djZ69+4Nxhg2yiYFF0AV53oCgQDjx4/H1q1b+VX+88rK+jSnd/r0kq8Y3aQJ0L49t6CWJucIL1rE1VZ2dQVGjNBcHNquUiVuFMGLF9wibSIRcO4c0K8ft05H1aqAjw/XJjAQiIgovyOhFCESiTBgwADs378f7969w7Vr17Bw4UJ4e3vDyckJ9vb2fNsBAwbA19cXa9asQVhYmMbX7VDZIvBmZmYQCoWIjY2V2x4bGwsrK6si37ty5UosW7YM586d41eQLoyDgwPMzMzw7NkztCtkqT6xWFyqJLKkHByAq1flk+W3b9/in3/+gaGhIbp06VLqY9jb22P06NGIj4/PN6SpuIyMjJCTk4N58+ahefPmaNOmTanjI4RUDCkpKTA0NOQX80hKAmJiuNeUUWM5r6FDgT/+APbvB1avBnJdUy2X7ty5g7Zt20JXVxeXL19GvXr1NB0SIQBKdr5nZWWlUHtZovzy5Uv873//46e6FURT53r79nElhaysPk0RKamZM4GzZ7lhvvPmKaeKQHE8evSpVNTq1eW/VJQyVKvGfVfjx3ND8a9e5YZqJyQA589zD5mqVYGmTeUftrbKWwCzrBAKhfDy8oKXlxfmzZsnt/BXdnY2/vrrLyQnJ+PMf2Pb7ezs4OvrC19fX/j4+BQ6FUNVVHZnWSQSoUmTJjif61+JVCrF+fPn5YpZ57VixQr8+OOPOHXqFJo2bfrZ47x58wYfPnyAtbW1UuIurYSEBNy4cQP37t0r8M7yuXPn0K9fP6xevVopx6tSpQo2bNiAvXv3lnpfQ4cO5UuV9OvXL98vMkIIKQhjDGZmZjAyMuLL1j17xr1mbg6o4vda27aAnR13QnLihPL3r22cnJxQr149fPz4Eb6+vkWWByREnUpyvuft7S3XHgDOnj0r116WKD99+hTnzp1DtWrVVPMBinD79m3cu3cPmZmZBb4ulX6aYzx5cukv2rVtC3h6cqss//pr6fZVEtOmATk5QJcu3F1uorhatYC1a7mVs5OTgbt3ga1buTraTZpwq4p//MjNbV6yhBsdVaMGd5Hlq6+4iyMnTgAaqI6mcSKRiH+uq6uLa9euYdWqVejQoQPEYjFev36Nbdu2oVevXvlWxFfLXWdVjgU/cOAAE4vFbNeuXSwsLIyNGjWKmZqa8nOwBg0axGbOnMm3X7ZsGROJRCwwMJBFR0fzj+TkZMYYt9r0tGnT2NWrV1lERAQ7d+4ca9y4MatTp06x5uqqcu7e+vXrGQDm5+fHdu7k5jC0b//p9bt37zIArGrVqqUak5+RkaGSMf0pKSnMxcWFAWA+Pj5FzgUnpLyiOcvFExcXx887kvXF+/dz/V/z5ko/HG/OHO4YnTqp7hjaJC4ujjk5OTEArH79+uzjx4+aDomUE6XtH4p7vvfvv/8yXV1dtnLlShYeHs7mz5/P9PT0+MocWVlZrGvXrszW1paFhITInRNmZmaq5TMxxtiXX37JALDt27cX+Prhw1wfZGrKmLK61iNHuH2amChvn4o4dYo7rq4utzo3Ua6MDG5e+qZNjI0YwVjDhtx3LZvvnPthbc1Yly6MLVjArcBdkZeuSE1NZX///TebNGkSc3Z2ZosWLeJf+/DhA7O0tGR9+/Zlu3btYm/fvi3WvhXtI1SaLDPG2Lp161iNGjWYSCRinp6e7Nq1a/xrrVu3ZkOGDOF/tre3L3Bxhvnz5zPGGEtLS2MdOnRg5ubmTE9Pj9nb27ORI0cWewEUVZ40Hj16lAFgHh4e7OJF7h997dqfXs/IyGBCoZABYK9fvy7xcUaOHMnatWvHHqugR3v48CGrVKkSA8AWLlyo9P0Tou0oWS6ekJAQBoCZm5vz2xYu5Pq/YcOUfjje06fcMXR0GHvzRnXH0SaRkZHMxsaGAWAtWrRgaWlpmg6JlAPK6B+Kc77HGGMHDx5kdevWZSKRiNWvX58FBQXxr0VERBR4PgiAXbhwQW2fydzcnAFgN27cyPeaVMpY06ZcHzR7dokPkY9Ewpizs3rL42VnM+biwh1z8mT1HJMwlpbG2LVrjG3YwP2udHPjfp8VlEDb2jLm58fYmjUV+2JG7pt4Bw8ezNc/REdHK7wvrUmWtZEqTxpldQBtbGzY69efrtLlXh2xfv36DIDcL4biuHbtGhMIBAwAu3TpkpIil7d7924GgAkEAnb37l2VHIMQbUXJcvH89ddfDABr2LAhv23gQK7/W7JE6YeT06IFd5yKVIo4NDSUmZiYMACsa9euWlGvkpRt1OflFxMTw58Hpaam5nv97Fmu7zEwYOzdu9JGK082MtHKirFcBWFUZv167njVqjEWH6/645HCpaYy9u+/3ArrgwdzFzFkNbhzPxwdGZswgbHTp9Xzb0QbZWVlsUuXLrE5c+awpk2bMldX12K9v8yvhl1WVa9eHQAQExMDC4sciETc/I/c08tki5aFhoYWe/8SiQRjx44FYwxDhgxBixYtlBJ3XoMHD8bo0aOxevVquLu7q+QYhJDyISqKqysv6/8A1dVYzku2oM6uXRVnpVE3NzecOHECYrEYaWlphc6nJISUnKy+cu3atVGpUqV8r8sKh4wYwa3NoEz9+3MLP8XEAHv2KHffecXHc/NlAeDHH1WzxgRRXKVKwBdfABMmALt3Aw8fcgtm/vMP8PPP3ArbenrcuiC//gr4+nKLjHXrxtXHVmHBH62jp6eHFi1a4Mcff8TNmzdx69YtlRyHkmUls7S0hFAohFQqRVxcLGrV4rbnXuSrNMnypk2bcOfOHZiammLFihXKCLlQGzduxKRJk/jVbQkhpCCyZNnW1hYAl7SqK1nu1QswMOBWcb1xQ7XH0iatWrVCcHAwgoKCYGhoqOlwCCl3ZMmym5tbvtdu3AD+9z9utehp05R/bJHo035XrODKSamKrFRU/frAyJGqOw4pucqVgZYtuX8TZ88CHz4AR49yF2psbIC0NG5xsNGjuUXDGjTgVla/dIm7YVdRqGo1fEqWlUwoFPKlD96+fVvgitglTZZjY2Mxe/ZsAMBPP/0ECzXWFEhKSkJgYKDajkcIKTvy3ln+8IFbpRoAatdW7bGNjYGePbnn5b3mcl7NmjXjVxFljOHOnTsajoiQ8qOoZFl2V3nAAC45UYURI7hSQ8+fA4cPq+YYjx8D69dzz9esoVJRZYWREeDnx622/eYNt/L2Tz8BzZsDOjrA/fvcKu2tWnGjHvr25UYoxMVpOvKyiZJlFZCdMEZFRRWYLHt7e+PYsWP4888/i7Xf6dOnIzExEU2aNMF3332nrHA/KzExEU2bNkXv3r35mmeEECLTqFEjdOnShZ+yIburbGfHDSlTNdlQ7P37uZIrFY1UKsWkSZPQtGlTuqhJiJIUliyHhQHHjnG1cWfMUN3xDQ25obgAl5yrYpqJrFTU119TqaiySiAAGjYEfvgBuHwZePeOq/09YAA3PDshAQgIAIYMASwtAS8vYOFC4NYtrvQZ+TxKllVg7NixWLNmDVxdXQtMlqtUqYJu3bqhlmyMtgJSUlJw+/ZtCAQC/PbbbxAKhUqOunAmJib48ssvwRjDwIED8bYiFoEjhBRq3LhxOHHiBF//UF1DsGXatOHu7iQmciexFY1AIEBmZiYYYxgwYACCg4M1HRIhZd6SJUuwbNkyNGvWTG67rK6ynx9Qr55qY/D355LmkBCuPq8ynTkD/PUXdzd55Url7ptoTrVqQL9+wN69QGwscOUKMGcO0KgRd8Hlxg1gwQLAw4Mbwj1sGHDoEPf7kxSMkmUVGDJkCCZNmgRHR8cCk+WSqFy5Mu7evYuTJ0/C09Oz9EEW05o1a+Du7o64uDj07dsXORVpEgQhpFiePuX+rFNHPcfT0eGumgMVbyg2wCXLGzZsQPfu3ZGVlYVu3brh3r17mg6LkDKtffv2mDFjBr8WAwC8fMndtQOAWbNUH0O1asCoUdxz2dBvZcjJASZP5p77+wNOTsrbN9EeQiHg7c0t3HbnDhAVBWzfDvTowQ3ljo3lfmf27g2YmXEXnpcsAf79F8jK0nT02oOSZRUrLFkODQ3F4sWL8fvvvyu8L5FIhI4dOyoxOsUZGBjg0KFDMDIywqVLlzBPtnQiIaRCk0gkSExMBMs1RlDdd5aBT8ny2bPcCUFFIxQKsW/fPrRq1QpJSUno2LEjIiMjNR0WIeXKypVcotmuHXdnTh2mTOFWP754Ebh6VTn73LKFG05erdqnlbBJ+WdjA3z7LTcH/v174Px5YOpUwNmZ+3d98SIwezbQogW3Knq7dlyi/c8/FXOKkwwlyyqQkpKC69ev49KlS/xq2B8+yA9xuHHjBubOnfvZZPnNmzdYuXIlsrTgEk+dOnWwbds2AMDSpUvx999/azgiQoimRUREwNTUlF/YENBMsly7NreYiVQKFOMaZLmir6+P48ePw83NDTExMfD19UUcrehCSLFdvHgRgYGB/OKFADcX9L9TIMycqb5YbG2BQYO457Ih4KWRu1TUokVAlSql3ycpe0Qi4MsvuQtA4eHcQnLr13MLZpqbA+np3Irv8+YBrVtzyXObNtwQ7gsXuNcrCkqWVeDGjRto1qwZRo0aBSOjT/X3IiI+tVF0RewpU6Zg+vTpGKkl6/n37t0bY8eOBQDMmDEDUlodgJAKTXYyaWJiAoBLVp89415T1zBsmYpYczkvU1NTnDp1CjVq1MDTp09x8eJFTYdESJmzfv169OrVCwcOHOC3/fILd3etaVPujps6ff89t5DT8eNc3d3S+PFH7gaOi8unId6EODgA48Zx85djY7l/Z7/9xg3RtrQEMjO5O88LF3JJtqkpV85q7lzg3DkgNVXTn0B1KFlWgdyrYQMFD8WuX78+BAIBYmNjERsbW+B+zpw5g0OHDkFHRwdTpkxRaczFsWrVKkyYMAHnzp2Djg79EyKkIstbNurtW67mo1AIFGMNQ6Xo2ZNbffvxY+DaNfUeW5vY2Njg9OnTOHz4MHrK6moRQhSWdyXspCRgwwbutVmzuMRVnZycuHmmAFd3uaSePAHWreOeU6koUhiBgLuYMmYMt5J2dDTw6BGweTO3eJiNDTen+fJlYPFibiV1U1Pgiy+4/x+nTwMpKZr+FMpDmY4KyE4ak5OTkZycXGCybGhoCEdHRwCfOuXcMjMz4e/vDwAYP348X5JFG+jr6+OXX35Ra51nQoh2evPmDYBP/Z5sCLaDAzfPTp2MjCpuzeW8nJ2d0b17d/7nxMREGglEiALS09Px9L9VCl1dXQEAmzZxU+mcnblVsDVBVqZq3z5uobGSkJWK6twZ6NBBebGR8k0g4C7YjBrF/ft784ZbyHPrVmDgQK5MZE4ON6d+2TKgY0cuefby4kZFnDzJXXAqqyhZVoHKlSvD2NgYAHfXRXZ3Je8iX0UNxf7555/x9OlTWFlZYeHChSqNt7T279+PkydPajoMQogG5L2zrOhK2FFRUcjMzFR6PLKh2AcOVKw5VUV59eoVmjVrhhmqLApLSDkRHh4OqVSKqlWrwtraGhkZ3F1YgEtYNTWgzsODG/6dkwOsWlX89589C/z5J5WKIqUnEACOjsCIEdwaIS9fcjnOjh3cYps1awISCVem6uefuYszVapwUxi++46be3/oELdCd0KCpj/N59EADBWpXr06kpKSEBUVBQcHZwAFJ8uHDx/OlyxHRETgp59+AgCsXr2anwuojQ4ePIj+/fujSpUqOH36NDzUtTwkIUQr5E2WFVnc6+bNm2jWrBn69euHvXv3KjWe1q25X9SRkVzN5X79lLr7MunKlSt49OgRHj16BGtra62a1kOItnnw4AEAbgi2QCDArl1ATAx396x/f83GNmsWt4Lxtm3cXFHZmjifk7tU1Lhx3B1yQpRFIOCmXdWqxdVtBrgE+uJF7hEczOVAt29zj7yqVOFGozk4cIt1yp47OHD/7zQ9XYDuLKtI7nnLsmHYuRf4Aj7dWQ4LC5PbPnXqVGRkZKBt27bo27evymMtjW7dusHLywvx8fFo1aoV9skKEBJCirRhwwbUrFkT+vr68PLywo0bNxR634EDByAQCOCnqbGAeciSZVktUkWS5XXr1kEqleKPP/7Ahw8flBpP7prL8+cX/Iu5ounbty+W/7eM7tSpU/HHH39oOCJCtFfu+co5OZ/mCE+bxq0grElffsndnUtP/zT3WBFbt3ILNlWtyvWLhKiavT0weDBX1/n5c+D1a+CPP7iLPAMGcPWfLS25tvHx3O/qQ4e4YdyjRgE+PlyybGDA3cXu0AEYPZr7/xgYCNy9K19lSJXozrKK5E6WW7fmtkVGcsMShELu5y+//BIPHjxA3TxnlUuWLEFaWhrWrFkDgbpXkSgmsViMM2fOoH///ggKCsKAAQPw4MEDLF68mBb/IqQQAQEBmDJlCjZt2gQvLy+sXbsWvr6+ePz4cZFrAURGRmLatGlo2bKlGqMtmo+PD8zNzVHnv3HXigzDjsh15fDIkSNKX+1/5EhujuHTp9ycqWnTuBNEAwOlHqZMmT59OqKjo7F27VoMHToUZmZm8PX11XRYhGid3MnywYPcjQ4zM27IqaYJBFzZqp49uWR5+nRurYaiJCRwCQpApaKI5tjaFjwyIyWF+z/24oX84/lzbntWFvf8+fOC91u1qvyd6Nq1uXnU+vrKi13AWMUrsJGUlAQTExMkJibyc4uV7dSpU3j06BFatWoFd/fG0NfnhsG8esUNKShvJBIJZs+ezd+96NKlC/bu3auy75cQVVJ1H+Hl5QUPDw+sX78eACCVSmFnZ4fx48djZiEFPCUSCVq1aoVvv/0Wly5dQkJCAo4dO1boMTIzM+XmBCclJcHOzk6l/V5ODpeQ5uRwQ7Bq1MjfJiMjAyYmJnzt+E6dOqlkzYN374CJE7m5ywB3p3vbNq7URUUllUoxcOBA7N+/H4aGhrhw4QJNnSEA1HNepG4l/UzPnz9HSEgImjb1QJcuNXD/Plduac4cFQZbDFIpt1Lx48fc3OOpU4tuP3UqsHo195579zQ/pJUQRUmlXIWNvEm07Pm7d/nfIxRyIy8UWWBU0T6Cbv2pSMeOHTFp0iQ0btwYQiE3hw7IP285t3cF/a2XEUKhEMuWLcPevXshFovx559/Ijg4WNNhEaJ1srKycPv2bfj4+PDbdHR04OPjg6tXrxb6vkWLFsHCwgLDhw9X6DhLly6FiYkJ/7BTw1W6yEguUdbX564iFyQ2Nhaenp7Q1dVFQEAAAgMDVRKLhQWwfz9Xl9Tamhse3qoV4O8PJCer5JBaT0dHB7t27YKPjw9SU1MxdepUVMDr5YQUqXbt2vjmm29w/z6XKFeuzM3z1RY6OtwKwwCXBBe1TuKTJ8Cvv35qS4kyKUt0dLhziVatuMU7Fy3ihnJfvcrVgk5OBkJDgaNHuUXvxo3j7ioruxIHJctqUlD5KAA4d+4chg4dikmTJqFmzZoYN24cf8elLBowYAD++ecf/Pzzz+jataumwyFE67x//x4SiQSWssk6/7G0tERMTEyB77l8+TK2b9+OrVu3KnycWbNmITExkX+8fv26VHEXJCMjAwkJCXzCJRuC7ehY+Iqx9vb2uHTpEjIyMtC7d29UqlRJ6XHl1rUrEBb2aQjlhg2AqytXB7IiEolEOHLkCPr164eAgACtn+pDiCYwBixdyj0fM0b7hi4PHAhUr87ddfv998LbTZ/OXcD86iuAZl2Q8qZyZcDNjSvnNmUKsH69aspGUrKsIpmZmbh+/TqCgoIAFJ4sP3nyBLt378Yvv/yC9PR0REREQE/dxUmVzNPTE9OmTeN/fvv2LXbs2KHBiAgpu5KTkzFo0CBs3boVZmZmCr9PLBbD2NhY7qFsp0+fRpUqVdD6v4UZFFncS0YoW7xBDUxNuQVuzp3jVut89YqrAzl0KPDxo9rC0BpGRkbYt28frK2t+W3v37/XYESEaIezZ89i2bJl2LLlJq5cAcTiT6tIaxOR6NPw6xUruPVw8jp3DjhxghuWWpJSU4QQDiXLKvLhwwc0a9YM3bp1g0QiKTRZlq2IDXAnt+vWrStXV/ozMzPRvXt3DB8+HGPGjEF2dramQyJEo8zMzCAUChEbGyu3PTY2FlZWVvnaP3/+HJGRkejSpQt0dXWhq6uLPXv24MSJE9DV1cXzwla9UAPZStiyJP5zybJEIkFCrqKKjDEsWbIErq6ucot+qUq7dsD9+8CkSdxCObt3c/P4jhxR+aG12t69e+Hg4ID//e9/mg6FEI06fPgwZs2ahRUrjgLgLqjluqakVUaO5BY3evo0fx9GpaIIUR5KllXE0tISQqEQEokEsbGxhSbLbm5u/POZM2eidu3aaoxS9UQiEXr06AGBQIBNmzahffv2dAeDVGgikQhNmjTB+fPn+W1SqRTnz5+Ht7d3vvbOzs64f/8+QkJC+EfXrl3Rtm1bhISEqGUucmHy1lj+3ErY9+7dQ9WqVdGmTRsAgEAgwLlz5/Dw4UMEBASoOlwAgKEhsGYN8O+/QL163Lynb77hVpctZBR8ucYYQ0BAAJKTk9G5c2ecOnVK0yERojGylbBfvHCDjg43jFlbVa4MjB/PPV+2jBs6LrNtG/DgAZWKIkQZKFlWEaFQyN8lyl1rOW+ybGJigsmTJ6N79+6YMWOGmqNUPYFAgBkzZuD48eOoXLkyLl68CE9PTzx48EDToRGiMVOmTMHWrVuxe/duhIeHY8yYMUhNTcWwYcMAAIMHD8asWbMAAPr6+nB1dZV7mJqawsjICK6urhBpsPDnmzdvAHxKlj93Z/nSpUtgjMnNU+7Xrx8Arn60Onl7c3Ua58zhFr05fJi7y7xnj/xJZ3knEAgQGBiIrl27IiMjA127dsXx48c1HRYhascYy3Vu4oY+fbgyNNrM3x+oVAm4c4cbdg3Il4pauJBLmAkhJUfJsgrlrrUsS5bfveNqiuW2evVqHDlyBAbluAholy5dcO3aNTg4OCAiIgLe3t50QkYqrD59+mDlypWYN28eGjZsiJCQEJw6dYpf9OvVq1eIjo7WcJSfl/vOckYGNxcYKDxZ/ueffwBArk50jx49oKuri3v37iE8PFyl8eYlFnMlYW7eBBo3BuLjgSFDuMVwZJ+lIhCLxQgMDESvXr2QnZ2Nnj174uDBg5oOi5QxGzZsQM2aNaGvrw8vLy/cuHGjyPaHDh2Cs7Mz9PX14ebmlq+EHGMM8+bNg7W1NQwMDODj44OnsuErKvDq1SskJSUB0APghEKq+GkVMzNuODbwaUGyxYuB9++5kTPffae52AgpL2gReRXKnSybmHBX9z5+5Ips5xp9XWHUr18fN27cQK9evXDhwgXMnTsXnTt3hi7VMijXpFIpX/M3IyND7nn9+vX5hZ7Cw8P5O5UFadmyJfT/qzL/6NEjvHz5stC2LVq0gKGhIQDg6dOnSEtLg7u7uxI/Ven5+/vD39+/wNc+V3ZtlyqWeyyB3Mny8+fcHVljY8DcPH9bxhguXboEAGjVqhW/vVq1avD19UVQUBACAgKwYMECdYQup2FD4Pp1rmbpggXAqVNA/frA8uXA6NGFr+xdnujp6WHfvn3Q19fH77//jn79+iEjIwODBw/WdGikDAgICMCUKVOwadMmeHl5Ye3atfD19cXjx49hYWGRr/2VK1fQr18/LF26FF9//TX27dsHPz8/3LlzB66urgCAFStW4Ndff8Xu3btRq1YtzJ07F76+vggLC+N/FyiTbAg24IzOnfWQa0kZrTZ1KrfK/4ULXFmd3KWiyvh6sYRoBZVnKRs2bMDPP/+MmJgYuLu7Y926dfD09Cy0/aFDhzB37lxERkaiTp06WL58Ob766iv+dcYY5s+fj61btyIhIQHNmzfHxo0bUaewSXIalDtZBrgVsT9+5IZiV8RkGeBOjE+fPo3Zs2dj9OjR5T5RTk1Nxe3bt/HkyROIxWIYGhrC1NQUX375Jd/m/fv3EAqFMDQ01NiQ2ufPnyM2NhbJyclISUlBcnIy/zwzM1MugVm+fDmuXLlSYPKbmZmJJ0+e8AnwwIED8ccffxR63ISEBJiYmAAA1q5diy1bthTa9vXr17D9r3jv5s2bsXbt2kLbPnr0CE5OTgCA3bt3IyIiosg4SMnkTpbDwrhtdetyi2fl9eTJE8TFxUEsFqNp06Zyr/Xt2xdBQUHYv38/5s+fr5FFDnV1gZkzge7dgeHDuTnN48YBBw5w8/8UWeG7rNPV1cWuXbsgFouxbds2mi5DFLZ69WqMHDmSn0qyadMmBAUFYceOHZhZwC3aX375BR07dsT0/yYF//jjjzh79izWr1+PTZs2gTGGtWvXYs6cOejWrRsAYM+ePbC0tMSxY8fQt29fhWNLTU1VaPX9Cxdu//esHiZOTEVqqsKH0KiqVYE+fbhEeeBAblv79kDLligzn4EQTUhV8D+ISjOV8nClsTQKSpZv3co/b7mi0dPTw4oVK+S2/fHHH2jTpg3/nZV1U6dOxblz5/DgwQNIpVK516pXry53B/Xrr7/G9evXAXAnq4aGhvzDysqKH7oKcInqixcv+NcrV64MQ0NDiMViCAQCjJAVkwWwaNEi3L17Vy4Blv0pFAoRFxfHtx07dizOnDlT4GcRCARyCcyNGzdw4sSJQj97ZmYmPyc178UQgUAAsVgMsVgMfX19udXRbW1ti7z7m7ukWvXq1dGwYcN8+5YRi8X8c2tr63x/B6T0cnJyMHDgQERFRaF69eo4dozbXtR8ZQDw8vKS+/sBgG7dukFfXx9PnjxBSEgIGjVqpMLIi+bkBPzzD/Dbb1zyfOkS4O7Ozf2bMoVLqsszHR0dbN68Gb6+vvjmm280HQ4pA7KysnD79m1+nQWA+3fk4+ODq1evFvieq1evYsqUKXLbfH19cey/jiQiIgIxMTHw8fHhXzcxMYGXlxeuXr1aYLIsu3Arww2pBmxsbIr5iQ6iQ4eyPQ3h7FluATBCSOmp9Ne+Nl9pBBS/2lhSLVq0wPLly+Hu7o7U1FT8d1MMjx/T1b7czpw5g4EDB8LS0hIHDhyAh4eHpkP6LMYY3r59i5s3b+LmzZuIiYnB9u3b+ddv3bqF0NBQANwv6vr160MikSAtLQ3VqlWTu5qVlpbGP8/JyUFiYiISExMBcL/sc7c9evQon1jnZWJiwi+WBHBDeS9cuFBgW4FAgJSUFD7BtLKyQq1atWBoaAgjIyNUrlxZ7pGYmMgnq4MHD0abNm0gFoshEomgr6/PJ8BisRjZ2dl8zIsXL8aCBQv4Nnp6evnuGsraTpkyJd/JU16ytmPGjMGYMWMUajt06FC5nxVRnLYVla6uLn777Tf+58+thF3QfGUZIyMj9O/fH9nZ2fkSaU3Q0eEWzunSBRg1CjhzBpgxAzh4ENixA2VmeGZJ6ejooGfPnvzPGRkZOH78OPr06aPBqIi2ev/+PSQSCb/mgoylpSUePXpU4HtiYmIKbB/z35L0sj+LapPX0qVLsXDhwhJ9BkIIKYzKkmVtudIIKPNqo3Js3sw9iLzY2Fi0bdtW02GUWGGlb96+fYu3b9/Kbaus4CXf2NhYhdsmJiYq3JYxBiMjI4XaAsDGjRsVbksqps+thP3111+DMQZfX98CX899sUlb2Ntz85d37+Zqlt6+DTRpAsyaBcyezS0QVt5JJBL07NkTQUFBePz4MebOnauRYfKEfM6sWbPkziGTkpJgZ2eHt2/fwtjY+LPvf/48Cs2aeSA9PQkLFizAtGnTVBmu0iUkcP1Vjx6ABosklNiXX35Z4KJw8+fP52+i3b9/H506dYKenh7/EIlE/POhQ4di5H8rnr19+xYTJ06Uawtw65iEhYVh0aJF/EX3e/fuoXnz5gAACwuLfBUonJyctOJCLlGupKQkhXJBlSXL2nKlEaCrjYQQomyJiYmQSqUwNTWFQCD4bLLcu3dv9O7dW30BKolAAAwdCnTsyM1hPnKEW0H78GFg1SrAx6d8D80WCoX44osvEBQUhPnz5yM9PR1LliyhhJnwzMzMIBQKERsbK7c9NjaWL6GZl5WVVZHtZX/GxsbC2tpark3eKTgystFNecmmLX1OgwZ1sXnzegwePBg//fQT/Pz8tG5hyKIYGnLrLZRF165dw40bNyASiXD37l1YWFjwibBIJOJHgTZr1gzx8fEK7bNOnTr5VliXkUqlciOZMjMz4ejoiOfPn+Pdu3f43//+h//97398+6VLl/IjYuPi4nDjxg00aNAAtra21BeWYRKJRKF25fhX/CelvdpYUowx3Lx5E2/fvkXHjh0RE6MPV1fuit/79xVjhdXikEql+PHHH/Hzzz8D4EYV7Ny5U6V/R/Hx8Xj+/DkiIyNx+/Zt3Lx5EyEhIcjIyADADR1t3LgxAODIkSM4duwYmjRpAg8PDzRs2FCuXiwpPxS92liRrV+/HnPmzMGIESOwatVWyM57S7PWImMM9+7dw6tXr9C1a1flBKokVlZcghwYyCXNYWFAp07cyt/ffMMtsNOyJaDCmT0a88MPP8DAwABTpkzBsmXLkJ6ejjVr1tBJIgEAiEQiNGnSBOfPn4efnx8A7vf5+fPnC13x39vbG+fPn8ekSZP4bWfPnoW3tzcAoFatWrCyssL58+f55DgpKQnXr1//7BSc0hg4cCD/u37w4MG4efOmRmvZVxTGxsbo1asXjI2N4eLiovLj6ejoyF1Yadu2LZ4+fYqUlBQ8fPgQoaGhuH//PkJDQxEaGip30eTixYvo1asXAG50a4MGDdCgQQO4ubnB1dUVDRs25C/OvHr1CuHh4cjKykJ2dna+Pzt37gw7OzsAwO3bt3H06NF87WTPJ02axE9TDA0N5c+PjYyM8j1cXFz4taGkUikEAgH116XBVCQzM5MJhUJ29OhRue2DBw9mXbt2LfA9dnZ2bM2aNXLb5s2bxxo0aMAYY+z58+cMALt7965cm1atWrEJEyYoHFtiYiIDwBITExV+T0kZGxszACw8PJxlZzMmFDIGMPbmjcoPXWbt37+f6evrMwBsz549xX7/+/fv2eXLl9mRI0fYxo0b2YIFC9iYMWNYjx49WIsWLdj169f5ths3bmQA8j1MTExY+/bt2bVr15T50UgZoc4+Ql2U/ZnGjBnDALDZs2ezW7e4fs3CouC2wcHBLDQ0lEkkkiL3ee7cOQaAWVpaspycHKXEqQrv3zM2fjxjZmbc55Y9rKy47ZcuMfaZj1om/fbbb3wf+d13333275OUHaXtHw4cOMDEYjHbtWsXCwsLY6NGjWKmpqYsJiaGMcbYoEGD2MyZM/n2//77L9PV1WUrV65k4eHhbP78+UxPT4/dv3+fb7Ns2TJmamrKjh8/zkJDQ1m3bt1YrVq1WHp6uko/U2xsLDMzM+P7N6I+2tinSKVSubgOHjzIXF1dma6uboHnj//88w/f9tdffy2wjexx8uRJvu327duLbHvo0CG+7b59+4psu2vXLr7tX3/9xQQCATMyMmI2NjbMycmJeXh4sC+//JJ169aNnT59mm/78uVLtmrVKrZhwwa2fft2tm/fPnbkyBF28uRJ9r///Y9FRUXxbTMyMlh0dDSLj49nGRkZTCqVKv27VzVF+wiV3VkuT1caS6N69epISkpCVFQUnJ2dYW/PrYb94gWgroWf09KA9HSgWjX1HK+0+vbtC0dHRxw/fhwD/6uD8O7dO4SFhSE2NhaxsbF49+6d3PM1a9bw/04OHz6M7777rtD9R0RE8OXLqlevDltbW1SvXh1NmjSBl5cXvLy8UKdOHejQrX9CCiVb5d/W1vazQ7D9/f3x4MEDHD16lP99UJCWLVuiatWqiI2NxcWLF+VKrGmTatW4WqarVnG1TQMCgKNHgZgYYN067mFrC/Tqxd1x9vQsuJxWWTNmzBiIxWKMGDECmzdvhkgkwq+yoq6kQuvTpw/i4uIwb948xMTEoGHDhjh16hQ/be7Vq1dyv1O/+OIL7Nu3D3PmzMEPP/yAOnXq4NixY3zlEwD4/vvvkZqailGjRiEhIQEtWrTAqVOnVF75xMLCAps3b8Y333yDpUuXomvXrkWWPCXKo43nXXnvyvbq1Qu9evVCZmYmHj9+zN99Dg0NRZishuJ/LC0t0bBhQ35etWxYuex57spA9evXx/jx4+Vez/2eBrlWlnR2dsb333/Pl/nM+8g9XTU5ORmMMf61vHL/Tn7w4AGmTp1a6Hfx66+/Yvz48QCA69evo3Xr1nKv6+vr84+5c+di7NixAIDHjx9jzJgx0NfXh0AggEQikXsMHz4cgwcPBsCVmezdu3e+NrLH2LFj+SHxz58/R+PGjfnXjIyM8O7du0LjLzFVZuzaeKWRMfXeNfLx8WEA2O7du//7mbsDkeuij0qlpjLm6sqYoSFjISHqOaYqbN68uciraPv37+fbBgUFMQcHB9asWTPWrVs3NmrUKDZ37ly2fv16dvDgQfb69WsNfhJSFtCd5c9r0qQJA8BOnDjBFi7k+rVhw/K3+/DhA///9N27d5/d78iRIxkANnLkSKXEqS6ZmYwFBTE2eDBjxsbyd5zt7RmbPp2xW7cYK4MX3/P5448/mKmpKbt69aqmQyFKQn1efgMGDGDDhg1jCQkJSo6MyCQnJ7PJkyezJ0+eaDqUciszM5NFR0ezJ0+esNu3b7Pg4GD2f/buOi6K/I0D+GdZWloJKTEQTGzEOAv77FOMs8+zC09/6tnniV1nn312txhYp2JhK6DYqKC0Ir3P7485VlcBid2dBZ736zUv2dnvzDyzsl/mmfnG4cOHadu2bbR69WoKDg6Wl71+/Tr16NGDOnXqRK1bt6bGjRtTnTp1qFq1alS+fHnasWOHvOypU6dIIpFkel3+ZUvhS5cuZXkNP336dHnZu3fvZll23Lhx8rIhISEK7xkbG+fosxH9yTJQsO405lZ6v8cv51oG1DfX8oQJwP37ws89egDXrwMGBuo5tjI5OjrCxcUFVlZWsLa2VlisrKwU7vq2atUKrVq1EjFapi5EwMePwhgA798LS/rPX6+rXx+YM0fsiAuO9DrNzs4O6QPBZ/Rk+eLFiwCEO+GWlpbf3W/Xrl3x999/Y8+ePVi2bFm+6S+oqwu0aiUsiYnAiRPCVFOHDgEvXgDz5glLmTJAly7CUrly/nzi3L17d7Rq1QpmZmZih8KYymzcuBHaBXn0Pg2wYcMGLFq0CMePH8fDhw+5X60K6OrqwsbGJtPB9r5Uo0YNbNmyJVv79fT0RFpaGlJSUpCYmIiEhAQkJibKly+P5+zsjO3btyMhIQFEBKlUqrB8meeVLFkSJ06c+KZM+vLlgH+Ojo549OiR/D1VfV9VXgsMGzYs02bX586d+2ZdevOGzEgkEsyYMQMzZsxQVogqZfdfW2sxkuWzZ4WmggBgago8eCAkz4sXq/7YytaiRYtMR1FnBUdaGhAV9f3E98ufv5gVLkt8Xa88KSkp8pFs7ezsspxj+d9//wWQ8fzKGWnQoAFsbGwQFhaGU6dOoXXr1kqJWZ309YF27YQlIQE4dkxInA8fBkJCgFmzhMXFRWim7eUFqGFMG6X6MlG+efMm5s+fj/Xr12vsjWvGcurLC28iwtu3b3ngRyVKS0vDkiVLAADDhw/nRDkfkkgk8mbiWQ3Ga2lpmen0vl8zMjJCs2bNslVWR0cHznkZVTSb+JaZiomVLMfFAX37Cj8PHChctLVqBSxZIvybzd9DxpRKJgNevxbm5H38WFgePQKePAHevRMSZaKc71dfXxiV2NISKFZM8d/0n0uWVP75FFZv374FEUFHRwfFillm2Wc5p8myVCpFly5dsHTpUuzYsSNfJstfMjAQRsvu1AmIjweOHBH6OB87BgQHAzNmCEvFisLTZi+vzPt+a6KkpCS0a9cOoaGhePfuHQ4ePJitaXoYyy/evXuH3r17IzAwEPfu3YOxsbHYIRUIR44cwZMnT2Bubo7evXuLHQ5jmeJkWcXESpbHjBGa/pUsKTT9MzYWpjtZvlyYM/TuXSGBYEzZiIDw8M+J8JdJcUiI0ET1e8zNv5/8fvmvoWH+bM6aX2lra2PIkCFISkpCVJQWYmKE9WXKKJaLj49HQEAAgOwny4DQFHvp0qW4dOkSZDKZRg76khtFinx+khwXJzxp3rkT8PUVusvcvw9MmQJUqSKU6dlTfQNB5paenh62bNmC1q1bw8/PDy1btsSRI0dUOuUfY+pkYGCA4OBgvHjxAt7e3vj777/FDqlAWLhwIQBg4MCBfIONaTQJUW6e4+RvcXFxMDU1RWxsrMr/oL98+RIHDhyAs7MzWrZsiehowMJCeC8+XrjIV7Zjx4DWrYXk4exZIH2wuk+fgOrVgaAgoGNHYb5QTjBYbkVFfU6Gv0yKHz8GMhhwUU5bW7hpVLas0GzX2VlIsmxtheS3aFGhjJjUWUeoi6rO6fJloG5dwMEBePlS8b0zZ86gSZMmsLe3x8uXL7PdzI6IcPr0aTRs2BA6OjpKi1VTxcQABw4IifPp00BqqrDexATYtk2ozzWdv78/WrRogbi4OLi7u8PX15f7NOcjXOdl7fz582jUqBGICEePHuVxUfLo5s2bqF69OrS1tfH8+XP5gyXG1Cm7dQQnyyL8UTA3Fy6O7t8HKlRQ7r6jooTmfG/fAqNHA//duJO7eROoXRtISQHWr//cVJuxjKSlCYnw3bvfJsZRUZlvJ5EATk6fk+H0xLhsWaBECfGT4e8Ru45QBVWd08aNQj3SpImQ6H0pPj4ely5dQkxMDLp06aK0YxZkkZHCNFSrVgEBAcJ3aeZMYbwJTb+5GRAQgGbNmiEqKgrVqlXDyZMnUTS/zFlYyHGd933e3t5YtGgRihcvjvv378Mi/ckHy7GePXtiy5Yt6N69O7Zu3Sp2OKyQym4doeGXrAVTqVJC0vr0qfKT5WHDhETZxQX4889v369WDfjjD2D8eGDECOCHH4DSpZUbA8ufPn0C7t0Dbt8Wllu3hCQ5ISHzbezsFJ8Qp/9cqhSgp6euyJm6hYeHQ1dXF2ZmZnj0SMjgMupnW6RIkWwP1JEZmUwGmUxWaEalLVoU+OUXoFcvYNQoYOVK4Pffhe/jhg2AkZHYEWauevXqOHv2LDw9PXHz5k3s3r0bgwYNEjssxpTizz//xLFjxxAcHIzhw4dzkpcHJUuWhLm5OUaPHi12KIx9V8HoCKbhbt68iT179iAsLAyA6vot794NbN8OaGkBmzdnPkXUb78JSfLHj8DPP39u8scKj4gI4SngvHnClGLlywv92mvXBgYNEp5qXb0qJMqGhsL6Pn2EEXx37wbu3BF+f0JDgTNngNWrhd+rtm2BcuU4US7ovL29YWFhgUWLFmU5EnZeLV68GE5OTti+fbvyd67hdHWBFSuANWsAHR2h20ydOsCzZ2JHlrXKlSvjwoULcHNzQ8+ePeXr79+/j7i4OBEjYyxvDAwMsHnzZmhpaWHbtm3Ys2eP2CHlWzNmzMDr169Ro0YNsUNh7LsKx616kQ0ePBjXrl3D/v370b59e5Uky+HhwODBws8TJgBfTDv8DakU+OcfYY7PK1eEBGjKFOXFwjQHEfD8ufBUKv1p8e3bQpKbESsroGpVYYCh9H/LlBF+ZxhLF/rfL5CtrW2mI2Hfv38fmzdvRrNmzeDp6Zmr48TExODVq1fYsWOHQuJVmAwYINzM6tRJaPlRo4YwDVWTJmJHljlXV1cEBARA+l/FQUTo2rUrXr16hUGDBmHkyJE8BQ/Ll2rVqoUJEyZg9+7dcHBwEDucfM0gsyc6jGkYfrKsBqoeEZsI+PVXoa+bm1v2El9HR+GpBSBMW3LlinJiYeJJThae+G7cKDTfbNBA6B9fqpRwof3HH8K0NemJcpkyQOfOQnP9o0eBN2+AsDBhZN7Zs4XReF1c8neiTER49eoVXn498hTLk/S6rHjxz3Msf50s+/r6Yt68eVi2bFmuj5M+L+PJkycRGRmZ6/3kd3XrCv2Xa9YUxgpo3hxYvDh306ypi/SLiuPt27dIS0tDXFwc5s6dCycnJ/Tv3x+BgYEiRshY7kyZMgW3bt2Cu7u72KHkO8ePH8epU6dQCIdLYvkYP1lWA1Uny//8Axw6JDTV27xZaL6XHd27C8nT9u1Cc+zbtzW7P1xhRSRMMxMWJrQgSF++fP3qFfDwoZAwf01XVxj07cunxW5uQrPrgubcuXPw9/dHYGAgAgMDERQUhI8fP2LAgAFYs2aN2OEVCEQkr8u0te2QkCDcUHFyUiyX0/mVM+Lq6ooqVarg9u3b2Lt3L3799ddc7yu/s7MDLlwQukls2iQM4HjrltBlQtMf0Nja2uLBgwc4evQo5s6di4sXL2L9+vVYv3492rRpgxkzZqBKlSpih8lYtujq6kL3iwutT58+wVAVU5sUMDKZDKNHj0ZwcDDWr1+PvjzCLMsnOFlWg6ySZaK8jXD66pUwUBcATJ8uNK3OiRUrgIsXgSdPhIsvnj5QPYiA2NiME9+MXiclZW+/pqafE+L05NjVNfs3UDTdp0+f8OjRI3ky/PjxY2zdulU+D+/KlSuxa9cuhW2kUik+fvwoRrgFUnR0NBL/myz7wwehKW2pUsLNunQymUwpyTIgPF2+ffs2duzYUaiTZQDQ1xcG+apaFRgzRrg5+vChMHq2vb3Y0WVNS0sLbdq0QZs2beDv74958+bhwIEDOHz4MIYNGyZ2eIzlmEwmw+LFizF37lxcu3YNjo6OYoek0Xx9fREcHAwTExP89NNPYofDWLZxsqwGXyfLjo7CIFyJiUJSVLx47vZLBPTvLyRd7u7A2LE534eZmXDB1bgxsHatMJ9n+/a5i4d9KyUFOHxYaNr89m3uEuB0xsaAjQ1gbf15SX9dvDhQqZIwLZOmTy+TU5s2bcLOnTsRGBiIFy9efNN8y8fHB07/Pdb09PSEtrY2ypUrJ1/KlCmj8BSA5U16f+WiRYvi+XN9AN82wX748CGio6NhaGiIqlWr5ul4Xl5eGD9+PM6dO4e3b9+ieG4rzAJCIgFGjhS+7126ADduCP2Y9+4VmmvnBx4eHti3bx+Cg4Oxfft2NG3aVP7e8uXLoa2tjV69enGfRqbRZDIZdu/ejfDwcPTv3x8nTpyQ37hl31q0aBEA4JdffoFxQWzaxgosTpbV4OtkWUdHSJifPxeeLuf22m/1auDUKeFpw6ZNuZ+7tmFDIdGeO1eYssTdPfcxMcHjx8LNh40bgXfvMi9nYpJx8pvR64J43UhEuH//Pi5cuIAHDx7InxgHBATIvzfBwcE4fvy4fBsLCwuFZLhIkSLy9wYMGIABAwao/TwKk/R6zM7OLtORsNOfKtepUwc6Xz5yzgUnJyfUrl0bV65cwa5duzBy5Mg87a+gaNwYuH5duLl59y7QqBHw11/AwIFiR5Z9Li4umDZtmvz1x48fMXnyZERHR2PKlCkYMWIEBg8ezPPZMo2kra2NTZs2oUqVKjh9+jRWrVqFIUOGiB2WRrp37x5Onz4NLS0tDB8+XOxwGMsRTpbV4OtkGRCaLaYny7l5GvDkiTBVDyAMxuTikrcYZ8wATp4U+i337QscP17wnlCqWkICsG+f0JT9/PnP662themZXFy+TYYLYgKcHefPn8fq1avh5+eHdxncTQgMDJR/bzp06ABHR0d5cmxpaQkJ/3KKpnjx4hgyZAhsbGxw7Zqw7usny8pqgp1u4MCBqFatGn744Qel7K+gKFkSuHwZ6NdPGCF70CChH/PSpfmz64VUKsWUKVOwaNEivHz5EpMmTYKPjw9++eUXjB49GiVKlBA7RMYUlC1bFrNnz8bIkSMxduxYNGvWDGXKlBE7LI2zePFiAEDHjh3lLcEYyzeoEIqNjSUAFBsbq5bjxcfH09KlS2nv3r0kk8mIiOiXX4gAomnTcr6/1FSi+vWF7Rs0IEpLU06cDx4Q6esL+/3rL+XsszC4c4do+HAic3PhswOItLSIWrUi2r+fKDlZ7AjF9f79e9q5cyc9f/5cvm7dunUEgACQoaEhNWvWjMaPH0+bNm2ia9eu0adPn0SMWP11hDqo4pzKlhV+30+fVlxfrVo1AkBnzpxR2rFY5mQyIh8fIolE+P+oV48oLEzsqHIvOTmZtmzZQpUrV5bXE1KplNavXy92aAUW13m5l5aWRo0aNSIAVLduXUpNTVXp8fKb8PBw0tPTIwB0+fJlscNhTC67dQQnyyKZNUu4qOnVK+fbLlggbGtkRPT0qXLj+usvYd/6+kLyzDIWF0f0999EtWp9TpABIkdHounTiV6+FDtC8Xz8+JGOHz9OY8aMoSpVqsgvdhctWiQv8+rVK5oyZQqdP3+ekpKSxAs2E5pQRyibss8pJYVIW1v4vX/xQvE9mUxGwcHBlJCQoJRjsew5epTI1FT4P7GzI7p+XeyI8kYmk9GJEyeoSZMmpKWlRY8fP5a/FxcXJ7/5zPKO67y8efbsGRkbGxMAmjdvnsqPl58EBARQ+fLlyd3dXexQGFOQ3TqCRyIQSW6njwoMBCZOFH5euFBohqdMQ4cCLVoIg4/16JHzQagKMiLg6lVgwAChT/eAAcC1a0Jf8Z9+EgbxevpUmOfawUHsaNXv2bNnaNCgAczNzdGyZUssWLAAt2/fBgBUqlRJYUAPe3t7TJ8+HT/88AMPvpXPvHjxAlFRUXj2jJCaKoyZ8PVIzBKJBGXLloW+vr7Sjps+wvbMmTOVts+CplUroU4qVw54/RqoV0+YWjC/kkgkaNasGU6fPo2QkBCF5q39+/dHzZo14efnJ2KEjAmcnJywaNEi6Ojo8BzCX6lWrRru37+PQ4cOiR0KY7kioUL4rY6Li4OpqSliY2NhYmKilmM+fPgQDx8+RIUKFVCuXDlcvw7UqgXY2goXNdmRmgp4eAijn7ZoARw7ppp+xWFhwkirERHAuHHAnDnKP0Z+EhUFbNkiDNh1797n9WXLCglzr16AlZV48ambTCbD/fv34efnBzMzM/lciZ8+fYK5uTmSk5NRokQJeHp6wtPTE40aNYK1tbXIUeeMGHWEqinrnNzc3HD37l1Mn34MU6e2RKVKwgBTqhYZGQkbGxukpqYiMDAQrq6uqj9oPhUXB/TsCaRfm44eLQzgmNtBIDVNTEwMHB0d8eHDBwBAq1atMHfuXFSoUEHkyPIvrvPyjojw5MkT7rPMWD6R3TqCnyyryZw5c9C5c2ccOHAAwOcny2/eCANDZYePj5Aom5kJiZuqxjiysfk83/K8ecC5c6o5jiYjEs67Rw/hhsbIkUKirK8vXISePw8EBQmDrBWGRPn58+dYu3YtunXrhuLFi8PNzQ3e3t5YunSpvIyhoSF2796NkJAQPHv2DGvXrkXXrl3zXaLMspY+UGF8vDAA29cjYTds2BBdunTB8+fPlXrcokWLolmzZgCAHTt2KHXfBY2JiTD38pQpwutFi4QbrJGR4salLGZmZnjy5AlGjBgBbW1tHDt2DJUrV8aAAQPw9u1bscNjhZREIlFIlAvhsygFRIStW7ciPj5e7FAYyxNOltUkfWTfN2/eAAAsLIQLGkAYFft7bt0SRqwGgGXLgP92pzLt2wvTSBEJyWF0tGqPpynCwoQn6WXLClOxbNsmNEV3cxM+9zdvhHmpf/ih8IwW3qhRI5QsWRIDBgzAjh078O7dOxgaGqJFixbo2bOnwgVB27ZtUbp0aR6tuoBKTExE5H8ZV0SE0Pb6y5Gww8PDcf78eezZswempqZKP37Xrl0BCMlyYb8Q/R4tLWD6dGH+5SJFAD8/YT5mdbQCUAdLS0ssWbIEDx8+RKdOnSCTybB27VqUKVMGZ86cETs8VsjdunUL1apVQ0BAgNihiMbPzw8///wzypcvj9TUVLHDYSzXOFlWk6+nj5JIst9vOSlJaOqbmgp07Ah0767KSD9btAgoUwYIDRX6MhdUaWlCk/aOHYW+xuPHAyEhgJER8Ouvwlymt24Jn4G5udjRqg4R4cGDB5g/f75CIlKiRAlIpVLUrVsXU6ZMwYULFxAdHY3jx4/D29ubE+NCJP1mn76+Pl68EL4MXybLFy9eBABUrFgR5ir4srRr1w76+voIDg6W94dnWevYEbhy5fN0hR4ewO7dYkelPM7OztizZw8uXryI2rVrw8jICDVr1hQ7LFbIzZ8/H7dv30avXr2QmJgodjiiWLRoEQDhJrp2QekDwgolTpbVJLO5loHvJ8vTpgH37wOWlsCqVep7omlkJPTVlUqB7duBrVvVc1x1SEoSEuRffhGanbduLTRbTO8Xvm4d8PYtsHq18DSmoOaDRIS7d+9i8uTJKF++PCpWrIixY8fi1q1b8jJ//PEH3r17h4sXL2L69OmoX78+D8pVSKXXX3Z2dggJEb4UXzbDvnDhAgDlza/8NRMTE7Ru3RoAN8XOiYoVhZt+zZoBnz4BXboAv/8u3CgsKOrWrYvLly/j6tWr8sEEZTIZevbsiaNHj3JLBKZWS5YsgbW1NR4+fIgp6f0hCpGgoCAcO3YMEokEI0eOFDscxvKEk2U1yW2y7O8vDMwCAGvWCAmzOrm7f+73NmQI8OKFeo+vTB8/Anv2CE/mLS2FBHndOmEgMwuLz/2SL18G+vUTbhYUVE+fPsXEiRPh4uICNzc3zJw5E0FBQdDV1UXbtm0Vyjo4OMDCwkKkSJkmCQ0NBQAUL26Hly+FdV8+Wf73338BqC5ZBrgpdm5ZWABHjwrjLADArFlA27ZATIyoYSmVRCKBk5OT/PXu3buxZcsW/Pjjj2jSpAlu3rwpXnAFWFRUFHr06AETExOYmZmhf//++PjxY5bbJCYmYujQoShatCiMjIzQqVMnhIeHy9+/c+cOunXrBgcHBxgYGKBcuXJYsmSJqk9FaYoVK4a//xv8Zf78+fJWN4VF+v9VmzZteMAzlv+pbvYqzSXGfIKvX78mACSVSuUT1q9YIcyH2bZtxtvExxM5OwtlevZUW6jfSEkh8vAQ4vjhB6L/ws8XoqKINm0iatdOmDv6yzmRixcnGjKE6PRpouRksSNVLZlMRvHx8fLXp0+fls9/rK+vTx06dKCtW7cWqDk284LnHM3YvHnzCAC1atWdAGFO3/SpbmNjY0lLS4sAUGhoqHKCzsCnT5/IyMiIHB0d6WVhntA8D7Zs+VwfOjsTPXggdkSqER0dTePGjSM9PT15fffzzz/Ti68nBmd5qh9atGhBbm5udOXKFfr333+pTJky1K1btyy3GTRoEDk4OJCfnx/duHGDateuTXXq1JG/v27dOhoxYgSdO3eOnjx5Qv/88w8ZGBjQX3/9pZZzUpa+ffsSACpVqhR9+PBBtDjUKSIiggwMDAgAnT17VuxwGMtUdusITpbVJDU1laRSKQGg169fExGRr69wsVKxYsbbjBghvG9nJyR9YgoJITIyEuLx8RE3lu95+5Zo5Uqipk2JtLUVE+RSpYh++43o8mWitDSxI1WttLQ08vf3pzFjxlCJEiVo5MiR8vdSUlKod+/etGPHDoqLixMvSA2lCRdZyqaMczp16hQNHTqUhg/fRABRjRqf3zt+/Lj8olDVHj9+TGkF/QusYgEBRI6OQr1oZES0d6/YEanO8+fPqUePHvKEWU9Pj8aNG0cJCQlih6Yxcls/PHz4kADQ9evX5euOHz9OEolEfq3ztZiYGNLR0aHdu3fL1wUGBhIA8vf3z/RYQ4YMoUaNGmX6fmJiIsXGxsqXV69eiV6Px8TEkIODAwGgIUOGiBaHOv35558EgKpWrUqy9LupjGmg7NZ7KmuGndNmOVFRURg+fDhcXFxgYGAAR0dHjBgxArGxsQrlJBLJN0t+6LsmlUqxevVq7N27Vz5K7JfNsL9uTXj2LJA+K8+6deIPLFW69Od4Jk8GNK0127NnwMKFQL16wlRPgwcDp04JfZArVRKakt++LQzcNW+e0C9ZqwB2QpDJZLh06RJGjx6NEiVKwMPDAwsWLMCLFy/g6+srL6etrY2NGzfCy8tL3r+Pse/x9PTEsmXLYGfXC4BiE2wiQq1atdC4cWOVx1GmTBloFcQvsBpVqyZMRdi4sdBFpVOngtePOV2JEiWwZcsW3LhxA40aNUJSUhJOnz7NYy8ogb+/P8zMzFCjRg35Ok9PT2hpaeHq1asZbhMQEICUlBR4enrK17m6usLR0RH+/v6ZHis2NjbLLkE+Pj4wNTWVLw4ODrk4I+UyNTXF+vXrAQCBgYFITk4WOSLVe/HiBSQSCUaPHs0DgLKCQVXZek6b5dy7d486duxIhw4dopCQEPLz8yNnZ2fq1KmTQjkAtGHDBnr79q18yendYU15apSURCSRCHf2w8I+r4+NJSpRQlg/cKBo4X1DJiPq2FGIy9VVaCYuZiwPHhD98QdR1aqKT48BInd3ojlziB49Ei9GMdSsWVP+9AQAGRsbU/fu3Wnfvn0KzbBZ1jSljlAmZZ5Tv37C92zatG/fU+eThOTkZIqMjFTb8QqilBQib+/PdWfLluK3ZFIlmUxGR44coUuXLsnXffz4kfbt21eon4Lltn74888/qWzZst+st7S0pBUrVmS4zdatW0lXV/eb9TVr1qRx48ZluM2lS5dIW1ubTpw4kWksmvhkOd2ZM2cKVWuYR48eUVJSkthhMJYlUZth56ZZTkZ27dpFurq6lJKSIl8HgPbv35+n+DTpQji9Gdzly5/X/fKLsK5kSSJNayEbESH09QWE/r7qJJMRXb9ONGECkYuLYnKspUXUqBHRX38RvXql3rjULSwsjPbv30/jxo2jhg0bKtwsGj58OJmYmFDPnj3p4MGD3Mwwl9RRRyxbtoxKlChBenp6VKtWLbp69WqmZdesWUP16tUjMzMzMjMzoyZNmmRZPiPKOKeHDx9SZGQk1asnI4Bo69Zc7yrPtmzZQkWLFqUBAwaIF0QBsnUrkYGBUJ+WLk10757YEanPjBkzCAB5eHgoJNGFydf1w//+9z+FG68ZLYGBgWpJlu/du0fFihWjP/74I0/nxBhjXxI1WV63bh2ZmZkprEtJSSGpVEr79u3L9n7+/vtvKlasmMI6AGRra0tFixalmjVr0rp16757N1hT7jY+efKEdu3aRRcvXpSva9hQuDjZskV4ffSo8FoiITp3Tq3hZduJE5+T1KNHVXec2FihX92OHUQjRxI5OCgmyLq6RK1bE61bR/TuneriEFtISAgtX76cfv75ZypVqtQ3FyxfXtxFRkZSYmKiiNEWDKq+yNqxYwfp6urS+vXr6cGDBzRgwAAyMzOj8PDwDMt3796dli9fTrdu3aLAwEDq06cPmZqa5mggrbyeU1paGuno6BAAKlbsBQHCzSsiYSAldQ9e4+fnRwDIwsKCn2Aoya1bn1s1FSlCtGuX2BGpx5w5c8jQ0FBep3bq1IkeP34sdlhq9XX98O7dOwoMDMxySUpKytX1Xvp3Nzo6WmG9o6MjLVy4UGHdgwcPyMrKiiZOnJjnc9IEERERtGzZMvlArwVJcHAwPX/+XOwwGMs2UZPl3Nxp/Nr79+/J0dHxmwpyxowZdPHiRbp58ybNnj2b9PT0aMmSJVnua+rUqRneFVV3BTpr1iwCQL169ZKvS2/OOGMGUWTk56e2o0erNbQcGzlSiNPKiiiT6/tsiY4WLri3bRM+g169iOrUIbK0/LZpdfoFXOfORNu3C8l0QRMREUGHDx9WSJrSRyBOXyQSCVWsWJEGDBhAGzZsoHcF+U6BSFR9kVWrVi0aOnSo/HVaWhrZ2tqSTzZHz0tNTSVjY2PatGlTto+Z13MKCwuT//4ByQQQxcQI7/35558klUozbUKpCqmpqWRjY0MA6Kgq79oVMu/fEzVp8rnOHT8+f82AkFuvX7+mX375RT6iu7a2Ng0bNoxeFfSmSv/J6wBfN27ckK87ceJEtgb42rNnj3xdUFDQNwN83b9/n6ysrGjs2LE5PBuBpiXLqampZGdnRwDo8OHDYoejdO3btyepVEqrV68WOxTGskUlybIqm+V8HXytWrWoRYsWlPydOX0mT55M9vb2WZbRlCfLmzZtIgDUpEkT+bqZM4ULkj59iLp3F352cSH69EmtoeVYQgJRhQqfp77K6uF+ZCTR1avC0/Np04h+/lnoU1y0aMYJ8ZeLlRVR3bpC0/SDBzX/c8mJtLQ0unfvHq1Zs4b69OlDLi4u8u/RP//8Iy939epVatasGU2bNo1OnDhBMekZClMZVV5kJSUlkVQq/aY7Sa9evahtZvPIfSUuLo709fWzvOBSdr0XEBBAAKhoURv5dzNdixYtCMB3b1wq24gRIwgQpgNiypOSQjR27Od6uHlzoR4vDO7du0etWrWS18X9+vUTOyS1yOvUUVWrVqWrV6/SxYsXydnZWWGMmtDQUHJxcVHoOjJo0CBydHSkM2fO0I0bN8jDw4M8PDzk79+7d48sLS3p559/VhijJic3hzUtWSYiGjNmDAGgH3/8UexQlOrx48f/3UgFPXz4UOxwGMsWlSTLqmyWky4uLo48PDyoSZMm2epveeTIEQKQo6anYlWg6XPburq6ytdt2yZcjJiafu57m8OuiKK5fVtoCg0QLVpE5O9PtHkz0ZQpQuJfsyaRufn3E2IbG6L69Yn69iX680+inTuJbt4seE+Ov+wucOHCBTI1Nc3whpOLiwtt3rxZxEiZKuuI9DnXL385UAERjR07lmrVqpWtfQwePJhKlSqVZR2p7BY1hw4dIgBUsmR1Aojq1RPWpz/lBkA3b97M1b5z6/LlywSAjIyM6FNBupOmIbZv/9yPuVQpojt3xI5Iffz8/KhRo0YUFBQkX/f48WO6deuWeEGpUF7qvMjISOrWrRsZGRmRiYkJ9e3bV6FbxrNnzwhQnHM3ISGBhgwZQubm5mRoaEgdOnSgt2/fyt/PrP4qUaKEWs5JVYKDg+UtdApSk+Xhw4cTAGrZsqXYoTCWbRoxwFdOmuUQCUHXrl2bGjRokO2Re2fOnEnm5uY5ik+sCjR9HkFjY2P5uitXFBPH339Xa0h5Nn/+95NhgMjWlqhBA6L+/YV5mnfvFpJtNXdzVLvk5GT666+/qGLFigqDk6QnTEWKFKFGjRrR77//TkeOHKGIiAgRo2XpNDlZ9vHxIXNzc7rzncxF2U+WV6xY8d/NnHYECF1IiD4/cTYxMVF7PzyZTEYlSpQgAApNOpny3L4tDDYJEBkaCmNIFFbdu3eXJwT//vuv2OEolSYmlnmlqefUpEkTAkCTJk0SOxSliI6OpiJFihAAOnnypNjhMJZt2a0jtKEC5cqVQ4sWLTBgwACsWrUKKSkpGDZsGLp27QpbW1sAwOvXr9GkSRNs3rwZtWrVQlxcHJo1a4ZPnz5hy5YtiIuLQ1xcHADA0tISUqkUhw8fRnh4OGrXrg19fX2cOnUKs2bNwm+//aaK01A6Ozs7AMCHDx/w4cMHGBsbo2TJz++7uQnzAecno0cD588Dhw8D9vaAszNQpsznxdlZmE+6SBGxI1U/X19feHt7IzAwEABgb28vf8/W1hZ37txB+fLloa2tkq8h01DFihWDVCpFeHi4wvrw8HDY2Nhkue38+fMxe/ZsnD59GpUrV86yrJ6eHvT09PIcb7rXr18DAGQyoR5zdhbW//vvvwCAOnXqQCqVKu142SGRSODl5YW5c+dix44d6NSpk1qPXxi4uQHXrwPduglz13ftCgQEAD4+gJr/u0Ulk8kglUqhpaWF48eP4/jx46hfvz4mTJiAFi1a8HyyLNsGDhwIPz8/rF27FlOmTIGOjo7YIeXJ2rVrER8fj4oVKyrMnc1YgaGqbD2nzXLOnj2baT/oZ8+eEZEw/VSVKlXIyMiIihQpQm5ubrRq1aocz10n5t3G9OaK6U27ZDKheZu+fv5t4iaTEX2na3mhEhgYqNDnrVixYrRs2TIK+3IybabR1DHA17Bhw+Sv09LSyM7OLssBvubMmUMmJiYKA+DkRF7PqU+fPgSA7Oz+JIBo715hfadOnQgAzZo1K1f7zat79+7RhAkTvvukneVNairRuHGfWws1bSpMJVjYPH78mH799VfS1dWV1/FVqlTJ9wM2aepT2LzQ1HNKSkoia2trAkB70yvSfColJYUcHBwIAK1du1bscBjLEVGbYWs6MStQV1dXAkB+fn7ydeHhRAWo60qh9tdff5G2tjYBwmiq3t7e30yPwTSfOqaO0tPTo40bN9LDhw/p119/JTMzM/kNlZ49e9L48ePl5WfPnk26urq0Z88ehcFucjJdU17PaceOHTR06DAqUuQMAcI8vDKZjKysrAhAgWuWyjK2c6fQHBsQmmffvi12ROJ4/fo1jRkzRt78NLsj2WsqTU0s80KTz2nixImko6OT739vbt26RcbGxmRpaZmtcYYY0yTZrSMkRESqf36tWeLi4mBqaorY2FiYmJio9dgHDhwAEaFevXqwtLRU67GZ6l25cgUeHh5o06YN5s+fj7Jly4odEssFddQRy5Ytw7x58xAWFoYqVapg6dKlcHd3BwA0bNgQTk5O2LhxIwDAyckJL168+GYfU6dOxbRp07J1PGWc0/v3gJWV8POnT4C2dgrWrFmDS5cuYcOGDUpt9s001717QPv2wNOngIEBsG6d0Ey7MIqMjMSKFSswYsQImJqaAgBOnDiBoKAg/PLLLyiST/ogiXldpCqafE4RERGQyWSwSq9Q87G4uDg8fPgQtWvXFjsUxnIku3UEJ8saVoGy/OXkyZMICQnBkCFD5Ovu3buHSpUqiRgVy6uCWEco45wuXQLq1QMcHYEMcnfREBGOHj2KnTt3YvHixShatKjYIRV4UVFA9+7AiRPC6zFjgNmzgcI+BAMRoVatWrhx4waKFi2KUaNGYejQoTA3Nxc7tCxxnccYK2yyW0doqTEmxgqM4OBgtGnTBs2bN4e3tzeeP38uf48TZVbQJCcn486dO7h1KxIAoGkNJiQSCSZNmoQtW7Zg3759YodTKFhYAEePAhMmCK8XLABatAAiIsSNS2wymQwDBgxAqVKlEBkZicmTJ6NEiRL43//+h7CwMLHDYxooKCgISUlJYoeRY4GBgSiEz9tYIcTJspq9efMGu3btwuHDh8UOheVCdHQ0Ro8ejYoVK+LIkSPQ1tbG4MGDYWZmJnZojKnMs2fPUKVKFYwZIwzfnz4S9tatWxEUFKQRF0zd/msHvGPHDpEjKTykUmDWLGD3bmHGAz8/oEYN4NYtsSMTj1Qqxa+//org4GBs27YNlSpVwocPHzB37lw4OTlh4cKFYofINEiPHj1Qrlw57N+/X+xQcuTFixeoWLEiatasifj4eLHDYUylOFlWs2vXrsHLywszZ84UOxSWA6mpqVixYgWcnZ2xePFipKamonXr1rh//z4WLVrEyTIr0NKnjdLTE6aNKltWWPfzzz+jQoUK+PDhg5jhAQC8vLwAAGfPnsXbt29FjqZw+ekn4MoVoHRpoXl+nTrA1q1iRyUubW1tdOvWDXfu3MHhw4fh4eGBpKQklPxivsiUlBQRI2SaIH1ck1WrVokcSc789ddfkMlkMDMzyzf98hnLLU6W1Sx9ruX0i0+WP4SFheG3335DZGQkypcvD19fXxw5cgQuLi5ih8aYyoWGhgIAiD4ny+nzK1epUkUj+gM6OTmhdu3aICLs3r1b7HAKnYoVhfmYW7YEEhOBn38G+vYFjh8HPn4UOzrxSCQS/Pjjj7h06RIuXbqEdu3ayd/7/fffUa5cOYwfPx6XL19GWlqaiJEyMfTv3x9aWlo4f/48AgMDxQ4nWz58+IC///4bADB69GiRo2FM9ThZVrP0ZDksLIz/MGq4L/uX2dvbY+bMmVi2bBnu3LmD5s2bixgZY+qVfnMvIcEegNAMOz1Zrl+/vmhxfa1r164AuCm2WMzNgcOHgd9/F15v3Ai0aiX0b/7hB2DGDODyZaAwPlCVSCSoU6cOtLQ+X3YdO3YMQUFBmDNnDurWrQtbW1v0798fhw4dwqdPn0SMlqmLvb092rRpAwBYvXq1yNFkz4YNGxAXFwcXFxe0bNlS7HAYUzlOltXM2toaUqkUaWlpCA8PFzscloGYmBiMGTMGjo6O8oQAALy9vTF06FBoF/bhXlmhk54sp6XZQVsbcHICLly4AECzkuUuXbpAIpHA399fYdA9pj5SKTBzptB/uX9/YeT0lBTg33+BqVOBunWF5LlNG2DJEuDBA0ADuryL4tKlS9i+fTu6desGU1NTvHv3DuvXr0e7du1QsWJFjRgLgKnewIEDAQCbNm1CQkKCyNFkLS0tDYsXLwYAjBo1SuHmD2MFFf+Wq5lUKoWNjQ0AboqtaVJTU7Fq1So4Oztj4cKFSElJwaFDh8QOizHRfa6r7FCqFPDhQxTu378PAKhXr554gX2lePHiaNiwISpUqIA3b96IHU6h1rgxsHYt8Pw58PgxsGqV0LfZwkJoln3kCDBqlNB829ZWaLa9YQPw6pXYkauPqakpunbtim3btuHdu3c4ffo0RowYgRIlSqBJkyaQSCQAhBG2f/zxR8yePZtHIC6AmjVrBicnJ8TExGDXrl1ih5OlQ4cO4dmzZ7CwsECvXr3EDocxteBkWQTcb1nz+Pn5oVq1ahg8eDAiIiJQrlw5+Pr6Yt68eWKHxpjo0vssA3ZwdhaeiAGAi4sLrK2txQssAwcPHsT9+/dRp04dsUNhACQSoEwZYOBAYdTs9++BgABgzhygWTNAXx8ICxMGBOvXT3gS7eICDBkC7NsHREeLfQbqoauriyZNmmDJkiV49uyZ/OkdAFy/fh1Hjx7FhAkTUL58eZQtWxa//fYbLly4gNTUVPGCZkohlUoxYMAAAJrfhWTv3r0AhKfhhoaGIkfDmHpwsiwCTpY1y+DBg+Hp6Yl79+7BwsICf/31F/dLZuwL/fr1Q5UqwwCUVxjcS5OaYKczNjYWOwSWBS0toFo1YNw44MQJIRk+c0bo5+zuLrz/6BGwciXQqRNQrBhQq5Ywn7OfnzB4WEEnkUgURhguXbo0Vq5ciRYtWkBXVxchISFYsGABGjRoABsbG41PsNj39e/fH1u3btX4KaQ2b96MQ4cOYdiwYWKHwpjaSKgQtueJi4uDqakpYmNjRRnF9cKFC4iMjET16tXh6Oio9uMzRf/88w/69u2LoUOHYurUqbCwsBA7JCYysesIVcjrObVpIzSdXbkS6No1BpcuXYKNjQ2qV6+ugmjzLj4+HiEhIXBzcxM7FJYDMTHA+fPA6dNCcvz1AMH6+kK/Z09PoHlzoEoV4el1YfHhwwecOHEChw4dwtGjRxEVFYV///1X3h3ixo0bCAgIQNu2bVG8ePFs75frPMZYYZPdOoKTZa5AC5X4+HgsWLAApUuXRo8ePQAI/cGePn2KMmXKiBwd0xQFsY7I6zm5uAhP/E6fBpo0UUGASnTx4kW0aNECCQkJmD9/PkaOHMkD0eRTr18LSbOfn/C793VXdBcXoEcPoHt3YZ7nwiQ1NRWXLl1CvXr1IJVKAQgtpdLn7F22bBmGDh2arX1xnac5ZDIZ0tLSoKOjI3YocgEBAShdujTMzMzEDoUxpcluHcFXD4WAv78/du3aVagHBUlLS8PatWvh7OyMqVOnYty4cfKpObS0tDhRZiwTMTExCAi4gydPogAIcyxrOnd3dzRr1gwymQze3t5o2bIl3r59K3ZYLBfs7IBevYBNm4DQUODhQ+Cvv4C2bYWnzMHBwJQpQr9oDw9g2TLg3Tuxo1YPbW1tNGjQQJ4oA4Cbmxtq164NAKhZs6ZYobFc2rRpE8qWLYuNGzeKHYrchw8f0K5dO7i6uuLOnTtih8OY2nGyLIKYmBjs3LkTGzZsUPmxbt++jcaNG8PLy6tQ9msiIhw7dgxubm4YMGAA3r59i5IlS2LhwoUwMDAQOzzGNN6ZM2dQo0YVpKW1hr4+4Oe3GRMnTsTt27fFDi1TOjo62Lt3L1atWgUDAwOcPHkSlSpVyjej27958wZDhw7FxIkT8f79e7HD0RgSCVCuHDBsGHDwIBAeLszl3LSp0Nf5yhVg+HBhdO2WLYEtW4SRtwuTQYMGwd/fH2/fvkWNGjXEDoflUEREBJ48eSJvHaAJpk2bhtevX8PIyAhl88PdUsaUjQqh2NhYAkCxsbGiHD8wMJAAkImJiUqPEx0dTaVKlSIABIAsLCwoLCxMpcfUJPfv36cmTZrIz9/c3JwWLlxIiYmJYofGNJzYdYQq5PaclixZ8t93qBNVqkTy79SKFStUFKlyPXz4kKpUqSKvBwYNGkTJyclih5Wh5ORkWrBgARkZGcnjLVKkCI0fP54iIiLEDk+jvXlDtGgRUY0aRMLMzcJiaEjUrRvRkSNEGvrfrhG4ztMM79+/Jz09PQJA169fFzscunPnDkmlUgJAx44dEzscxpQqu3UEP1kWQfpo2HFxcfiootveMpkMvXr1wtOnT+Hk5ITKlSsjKioKo0aNUsnxNNGHDx/g5+cHXV1d/Pbbb3jy5AlGjx4NPT09sUNjLN/4co7lMmVS4O/vD0AzR8LOSLly5XDlyhX89ttvAIDIyEhoa2uLHFXGPn78CB8fH3z8+BHu7u6oUaMG4uPjMXv2bDg5OeHMmTNih6ixihcX5m2+fl1omj11qtA0+9MnYPt24McfhTJDhgCXLgmpNGOaplixYvjpp58AQPSnyzKZDIMHD0ZaWho6deqEli1bihoPY2LhZFkExsbG8ulNVDV9VEREBB4/fgw9PT3s2bMHmzZtQr169TBlyhSVHE8TxMbGwtfXV/66du3aWLJkCYKCgjBv3jyYm5uLGB1j+dPnOsoexsa38OnTJ5ibm6N8+fKixpUTenp6mDdvHvz8/LB69WpI/hs+OT4+HjKZTNTY3r9/Lx9PwtzcHH/99RfWrVuHy5cv49q1azh06BCqVKkCbW1tjR15XNOULQtMmyYMSHf1KjBiBGBlBURGCqO516sHlColTFf18KHY0TKmaNCgQQCA7du3IzY2VrQ4Nm7ciMuXL6NIkSJYtGiRaHEwJjZOlkWi6rmWrayscO3aNRw9ehTVq1dHlSpVcOHCBZQrV04lxxNTcnIyli5ditKlS6N9+/Z4+fKl/L0RI0agZMmSIkbHWP725ZPlxMQLAISnyvlxdOnGjRvLb5oREXr37o3mzZvjzddDLKtBSkoKFi5ciFKlSmHv3r3y9V27dkW/fv2gpaUFiUSCNm3aICAgAFevXoWpqak89latWuHPP//Ehw8f1B57fiGRCHM0L1kijKrt6wv07AkYGQHPnwOzZgEVKgBVqwLz5wsDiDEmtrp166JChQr49OkTtmzZIkoMkZGRGDduHABg+vTpcHBwECUOxjRB/rvaKSBUlSynpaXJfzY2NkaTL+Z4kXwxGeXjx4+VelwxEBH27NmDChUqYOTIkYiMjETJkiXxrrAMhcqYGnyZLL958y+A/NMEOyuPHz/GsWPHcPr0aVSuXBkHDhxQ27HPnz+PqlWrYsyYMfj48eN3B1/U0tJSGFjHz88Px48fx6RJk1CyZEnMmTNHZV16CgptbWFe5s2bhYHBduwQ5g7X1gZu3wbGjgUcHYFGjYC1a4X5nln2REVFoUePHjAxMYGZmRn69+//3d/HxMREDB06FEWLFoWRkRE6deqE8PDwDMtGRkbC3t4eEokEMYXgP0YikWDgwIEAgNWrV4s2k8mPP/6ISpUqYcSIEaIcnzFNwcmySFSRLCcnJ6NRo0ZYsGBBlpXrxIkT4erqin379int2Op2+fJl1K1bF507d0ZISAisra2xatUq3Lt3j0cAZUxJiOiLOqo4Hjy4CKBgJMtly5bFzZs3Ua1aNURGRqJDhw4YOHAg4uPjVXbMt2/fokePHmjYsCEePHiAokWLYu3atdi1a1eO9tOoUSNs3boVZcuWRWRkJMaPH49SpUphwYIF8inxWOYMDQEvL+DQISAs7HPTbCLg3DlgwADA2hpo315InEVoeJCv9OjRAw8ePMCpU6dw5MgRXLhwAb/++muW24wePRqHDx/G7t27cf78ebx58wYdO3bMsGz//v1RuXJlVYSusXr27IlevXph+fLlohy/aNGi2LhxI/z9/TVqvmfGRKHqkcY0kSaMkDhhwgQCQMOGDVPaPkeMGEEAyNTUlF6/fv3dY1tZWeXLEVYjIyPJwMCAAJChoSFNnjyZ4uLixA6LFSCaUEcoW27OKSUlhUaNmk3AcDIyekQWFhZkaGiosaNJ50ZSUhKNGzeOJBIJASAXFxcKCAhQ+nG2bNlCxsbGBIAkEgkNHjyYIiMj87TPlJQU2rRpk8KsB9bW1vTo0SMlRV24PH9O5ONDVLGi4ojaAFHVqkS//050+TJRaqrYkSpfbuu8hw8ffjNy8/Hjx0kikWR6HRITE0M6Ojq0e/du+br0WUL8/f0Vyq5YsYIaNGhAfn5+BICio6NVfk6FmUwmEzsExtQmu3UEJ8siuXv3Lu3fv19pFzXbt2+XXywdOnQoy7KJiYlUvnx5AkA9evRQyvFV7etkeMqUKdS/f/8sbwowlluaUEcoW27Pae9eIVmoWZMoLS2Nnj17ppoARebn50e2trYEgEqXLk0pKSlK3f/p06cJANWqVUvpU8IkJyfTunXrqESJElShQgVKS0tT6v4Lozt3iKZPJ6pVi0giUUycixYl6tGDaNs2ojze79AYua0f1q1bR2ZmZgrrUlJSSCqV0r59+zLcJrPE19HRkRYuXCh//eDBA7KxsaEXL17Q2bNnv5ssJyYmUmxsrHx59epVgavHVW3x4sXUtm1bev78udihMKZyPHWUhqtUqRLat28PZ2fnPO/r4cOH+OWXXwAITazbtGmTZXk9PT1s2LABWlpa2Lp1Kw4dOpTnGFRp8+bNcHBwwMWLF+Xrpk2bhrVr18LW1lbEyBgr+NKHN3B2FvrOOjk5iRqPqjRu3Bh3797FTz/9hHXr1uV5eqm3b9/i2LFj8tdNmjTByZMn4e/vr/SuIjo6OujXrx8ePXqEQ4cOyQdfS0hIQO3atbFmzRokJycr9ZgFXeXKwJQpwmjaYWHApk1Aly6AqakwqvbWrUD37oClpdCE28cHuHu38E1JFRYWBisrK4V12trasLCwQFhYWKbb6OrqwszMTGG9tbW1fJukpCR069YN8+bNg6OjY7Zi8fHxgampqXwpCINSBQcHY8SIEVizZo3Kj/XmzRtMnjwZhw4dwokTJ1R+PMbyC06W87kPHz6gY8eOiI+PR5MmTTBjxoxsbVerVi2MGTMGgDBNQXR0tCrDzLXdu3ejT58+iI2Nxfr16+XrvxysjDGmGqGhofD3vw0gGl+ML1VgFS1aFLt370aDBg3k67Zu3Yr9+/dnex+pqalYvHgxXFxc0KVLF4R+McRy06ZNVTqKuK6uLkqVKiV/vX79ely9ehUDBw6Ei4sL1q9fj9TUVJUdv6CysgJ69QJ27gQiIoDz54Fx44CKFQGZTJi3eeJEwM1NGCRs4EChP7QKu7+r3Pjx4yGRSLJcgoKCVHb8CRMmoFy5cvj5559ztE1sbKx8efXqlcriU5dz587hr7/++u5YNMrg7e2NDx8+wN3dXf4AhjEG1fVZjoyMpO7du5OxsTGZmppSv3796MOHD1lu06BBA3lT4vRl4MCBCmVevHhBrVq1IgMDA7K0tKTffvstx83lNKGJZXJyMu3YsYMWLFhAqbnsACWTyahz584EgOzs7Cg8PDxH23/69InKli1LAKh37965ikGVzpw5Q7q6uvLfA25ayNRFE+oIZcvNOc2YMeO/urgLFS3qQL179y5UfdpCQkLI0NCQANCAAQPo48ePWZY/f/48VapUSf73q2bNmhQYGKimaL+VkJBAS5YsIWtra3lMpUuXps2bNyu9mXlh9fw50YoVRD/+SGRgoNhcW0+PqHlzoiVLiEJCxI40a1/XD+/evaPAwMAsl6SkJJU1w3ZzcyMtLS2SSqUklUpJS0uLAJBUKqUpU6bk6pzyo7i4ODIyMiIAdObMGZUd5+TJkwSAtLS06ObNmyo7DmOaRPQ+yy1atCA3Nze6cuUK/fvvv1SmTBnq1q1blts0aNCABgwYQG/fvpUvX55AamoqVaxYkTw9PenWrVt07NgxKlasGE2YMCFHsWlCBZqamkpSqZQA5LrfrUwmoyVLlpChoSFdvnw5V/u4dOkSmZqa0urVq3O1varcvn2bTExMCAB17Ngx1zcUGMsNTagjlC035zRw4MD/kqx2BIDc3d1VGKHm+Xrwr7Jly9KNGze+Kff27Vv6+eef5Qlp0aJFac2aNRpzgy8+Pp4WLFhAlpaW8hhdXV2/ewOb5cynT0THjhENG0ZUsuS3g4S5uBCNHk10+jRRUpLY0SrK6wBfX34vTpw4ka0Bvvbs2SNfFxQUpDDAV0hICN27d0++rF+/ngDQ5cuXs/1goKDU44MGDSIA5OXlpZL9JyQkkLOzMwGgESNGqOQYjGkiUZPl3IyOSCQkyyNHjsz0/WPHjpGWlhaFhYXJ161cuZJMTEwoKYu/PJo66IOdnR0BoGvXruVpP+/evcvT9mJ/Dl97+vQp2djYEABq0KABJSQkiB0SK2QKykXWl3JzTs2bt/4vuapHAGjs2LEqjFBz+fn5yetrHR0dmjNnjjwRjouLo6JFi8pHuR44cKDGzjLw8eNHmj17NllYWFCHDh3EDqdAk8mIHj4kmj+fqFEjIm1txcTZyEh4Gj1+PNHGjURXrhDlYKBnpctLndeiRQuqWrUqXb16lS5evEjOzs4KD0dCQ0PJxcWFrl69Kl83aNAgcnR0pDNnztCNGzfIw8ODPDw8Mj1Gdgb4UuY5aZJbt27J654vr3+VJb0FkY2NDcXExCh9/4xpKlGT5dw0yyESkuVixYpR0aJFqUKFCjR+/HiKj4+Xvz958mRyc3NT2Obp06cEIMtmI1OnTv2mebcmVKC1atUiALR///4cbffu3TuVVWiJiYkq2W9ODBkyhABQ5cqVueJmoigoF1lfys05lS1b5b+meXbZGmm/IIuIiKCOHTvK/354enrKW7yMHTuWatasmecbn+oSGxtLoaGh8tdhYWG0YMGCAjUlmKaJiSHas4eob18ia+tvnzqnLzY2RA0bEg0aRLR4MZGvr9DUW9WNFPJS50VGRlK3bt3IyMiITExMqG/fvgqtFp49e0YA6OzZs/J1CQkJNGTIEDI3NydDQ0Pq0KEDvX37NtNjFOZkmYjI3d2dAJCPj49S95uSkiKfHWXbtm1K3Tdjmk7UZPnPP/+ksmXLfrPe0tKSVqxYkel2q1evJl9fX7p79y5t2bKF7OzsFO5+DxgwgJo1a6awTXx8PAGgY8eOZbpfTX2y3KFDBwJAy5Yty/Y2KSkp1LBhQ3J2dqb79+8rNZ4TJ06Qo6MjnThxQqn7zank5GQaN24cTwvFRFOQLrLS5eacTEwsFW4w5nVe4PxOJpPR2rVrydDQkCZOnChfn5iYqDFNrnOja9euBIDc3NzyTcKfn6WlEV2/LvRlHjKEqHFjIlvbzBNoQOgPXaUKUdeuRNOmEe3YQXT7NtEXzxPyhOs8zbZhwwYCQCVLllR6XfPp0ydau3ZtoRqPgjGi7NcROZobY/z48ZgzZ06WZQIDA3OySwW//vqr/OdKlSqhePHiaNKkCZ48eYLSpUvner96enrQ09PL9faqkj7t0evXr7O9zaRJk3Du3DkYGRlBKpUqNZ6jR4/i5cuXGDBgAO7duwcTExOl7j8rqampkEqlkEgk0NHR+e7vGWNMtZKSkhAX917+umLFirCwsBAxIvFJJBL0798fDRs2VJjORhP/vmQXEaF58+Y4efIk7ty5A3d3dwwfPhwzZ86EsbGx2OEVSFpaQI0awvKluDggOBgIClJcHj8GEhKA27eF5WslSgCurt8u1tYATxxRMHTp0gU+Pj7o0KEDEhMTYWhoqLR9GxgYoH///krbH2MFTY6S5TFjxqBPnz5ZlilVqhRsbGzw7t07hfWpqamIioqCjY1Nto/n7u4OAAgJCUHp0qVhY2ODa9euKZQJDw8HgBztV1PY2dkByH6yfODAAXkSuX79eri6uio1nlmzZuHIkSN4+vQpxo0bh1WrVil1/5mRyWTo3bs3TExMsGzZMqXfBGCM5dybN2/++0kKIA3169cXMxyNkpebt5pGIpGgT58+aN26Nby9vbFlyxYsXboU+/btw7Jly9CuXTuxQyw0TEyAmjWF5UupqcCzZ0Li/GUyHRgIREUBL14Iy9dT45qaAitWCPNBs/zN0NAQQUFBSps28+PHj9i+fTv69evH11yMfUeOJny0tLSEq6trlouuri48PDwQExODgIAA+bZnzpyBTCaTJ8DZcfu/W6jFixcHAHh4eODevXsKifipU6dgYmKC8uXL5+RUNEJOkuXHjx+jd+/eAIDRo0ejc+fOSo+nSJEiWLduHQBg9erVOHPmjNKPkZGxY8di27ZtWLt2LW7duqWWYzLGsmZkZAR7+zkAmqBkyapo2LCh2CExFbK0tMQ///yDkydPolSpUggNDUX79u2xdu1asUMr9LS1AWdnoE0b4LffgLVrgYsXgchI4P174N9/gb//BsaMAVq3BkqXFp5ex8YChbwxSIGirEQZAGbMmIFff/0VXl5eStsnYwWWqtqB53R0xJCQEJoxYwbduHGDnj17RgcPHqRSpUrRDz/8IN8mfeqoZs2a0e3bt8nX15csLS3z5dRRREQvX76kAwcO0L1797IsFx8fL5+7s27duiofhCV9gC0nJyeVTy0yb948eX/If/75R6XHYiy7NKWOUKacnpNMRmRqKvSX/E4VxQqY+Ph4Gj9+PDk5ORWo70BhkpAgfG/j4rJXnuu8/CEtLY2OHz9Ou3btyvU+7t27R9ra2gSAjhw5osToGMtfRJ9nOaejI758+ZJ++OEHsrCwID09PSpTpgyNHTv2mxN4/vw5tWzZkgwMDKhYsWI0ZswYSklJyVFs+a0CHTVqFAEgKysrtQx69eHDBypRogQBoGHDhqnsOJs3b5YnyvPmzVPZcRjLqfxWR2RHTs8pPFxIlCUSYf5YVvh8+uI/XiaT0ciRI+nu3bsiRsRUheu8/GH37t0EgOzt7XN87UskfI/r1ROmAuTp41hhl906QkJEpL7n2JohLi4OpqamiI2NVesgVrn17t079OzZExMmTFBbU8jTp0+jadOm6NKlC7Zt26b0Pi2+vr5o06YNUlNTMWbMGMyfP1+p+2csL/JbHZEdOT2nrVsD8fPPz2BrWx2vX1urIUKmyTZs2IB+/fpBW1sbv/32G6ZMmQIDAwOxw2JKwnVe/pCUlAR7e3tERETg0KFDaNOmTY6237hxI/r27QtDQ0MEBgYqDFTIWGGT3ToiR32WmfIdOHAACxculA9UlhErKyv4+vqqtc+gp6cnbty4gZ07dyo9UY6OjoaXlxdSU1PRo0cPzJ07V6n7Z4zl3ZIl0wC0xps3tjh48KDY4TCRNWvWDB07dkRqaipmz56NihUr4tSpU2KHxVihoqenJx9oN6eDsEZFRWHs2LEAgGnTpnGizFg2cbIssgkTJmDMmDF48OCBwvrIyEjs2rVL/lqZAztkV/Xq1VWyX3Nzc2zduhUdOnTA+vXroaXFv4aMaZo3b17995NM6SPvs/zHzs4Oe/fuxYEDB2BnZ4enT5+iWbNm6NmzJ96/f//9HTDGlCJ9mtXjx4/jxYsX2d5u4sSJiIiIQIUKFTBq1CgVRcdYwcNZisgyGhE7LS0NPXr0gJeXF2bOnClWaHLv379H165dcenSJaXt88cff8S+ffugq6urtH0yxpQnMvI5AMDAwBxly5YVNximMdq1a4fAwECMGDECEokEW7ZsQZcuXcQOi7FCw9nZGZ6eniAi/P3339nebtCgQfDw8MDKlSuho6OjwggZK1g4WRZZRsnyzJkzceLECRgYGKBt27ZihSb3xx9/YOfOnejXrx8SEhJytY+YmBh06tQJT58+VXJ0jDFlIyIkJgpT9JUv7y5KyxamuYyNjbFkyRJcuXIFVatWhY+Pj9ghMVaoDBw4EACwbt06pKSkZGubKlWq4NKlS6hfv74qQ2OswOFkWWRfJ8u+vr6YPn06AKE/SuXKlUWLLd2MGTNga2uLR48eYcqUKTnePjExEe3atcO+ffvQqVMnFMIx5Rj7xvLly+Hk5AR9fX24u7vj2rVrWZbfvXs3XF1doa+vj0qVKuHYsWMqi+3duwgAaQCApk09VXYclr/VqlULAQEBqF27tnzdvHnzMHPmTCQnJ4sYGWMFW7t27WBjY4NixYrh1atXWZb9+PGj/Ge+8clYzmmLHUBh92Wy/Pz5c/To0QNEhEGDBqFXr14iRycwMzPDmjVr8OOPP2LhwoXo1KmTwsVRVtKblF+4cAEmJibYsGEDV9as0Nu5cye8vb2xatUquLu7Y/HixWjevDmCg4NhZWX1TfnLly+jW7du8PHxwY8//oht27ahffv2uHnzJipWrJijY8fHx3930L5Ll4LlP7doURvx8fE5OgYrnF69eoVJkyYhOTkZW7duxYQJE2Brawtzc3OYm5vDwsKCm39qKP6O5y86Ojq4ceMGbG1ts7ymevv2LSpVqoRffvkF06dPh56enhqjZKxg4KmjRJ5O4MCBA+jQoQPc3Nygra2NgIAA1KhRAxcvXtS4Sq1Xr174559/4Orqilu3bkFfXz/L8kSEIUOGYNWqVdDV1cWJEyfUOqI3Y7ml6jrC3d0dNWvWxLJlywAAMpkMDg4OGD58OMaPH/9NeS8vL8THx+PIkSPydbVr10aVKlUyHRE1KSkJSUlJ8tdxcXFwcHBQ8pkwxgoSTbguUhZNutYTS/fu3bF9+3bUrFkT/v7+Sp/dhLH8jKeOyifSnyzfuXMHAQEBsLCwwJ49ezQuUQaAxYsXw8bGBkFBQfKm4ln5448/sGrVKkgkEmzdupUTZcYAJCcnIyAgAJ6en5s3a2lpwdPTE/7+/hlu4+/vr1AeAJo3b55peQDw8fGBqampfOFEmTHGCp6PHz9m2I3Hz88P27dvh5aWFlauXMmJMmO5xM2wRebq6oqDBw/C3t4er1+/hp6eHkqUKCF2WBmysLDAqlWr0L59e+zYsQOTJ0+GoaFhhmW3bt2KqVOnAgCWLVuGn376SZ2hMqaxIiIikJaWBmtra4X11tbWCAoKynCbsLCwDMuHhYVlepwJEybA29tb/jr9yfKbN2+++5Tl5k3g6FGgTBmgW7fvnRFj3yeTyZCWliZvhh0eHo4LFy4gOjoa0dHRiImJQVRUlPznoUOHol27dgCEi/70nzMyffp0jBkzBgDw7NkzTJ48GS4uLihbtixcXV1RpkwZFClSRPUnmY/FxcXB1tZW7DBYDt2/fx9169aFrq4uQkND5Q9akpKSMHToUADAkCFDVDYVKGOFASfLIjM2NpaPeF2tWjWRo/m+du3aYe3atejcuXOmiTIANG3aFDVq1ECLFi0wZMgQNUbIGAMAPT29DFuoFClS5LuJQ/36wsKYqpQqVQqlSpXKVtmWLVsiNDRUnkxHRUUhMjISoaGhCAwMRP369eW/048fP8aBAwe+2YejoyPKlSuH0aNHo3nz5gCEBF4ikfA4GhDGF2H5j6urK0xMTBAaGop9+/ah2393N+fPn4/g4GBYW1vjjz/+EDlKxvI3TpZZjvXv3/+7ZaysrHDhwoXv9mtmrLApVqwYpFIpwsPDFdaHh4fDxsYmw21sbGxyVJ6xgkRHRwd2dnbybktZqVSpEhYsWICgoCAEBgYiKCgIERERePnyJV6+fKnw9+v48ePo2bMnXF1dUa5cObi6usp/dnJygrY2XyIxzaatrY0BAwZg6tSpWLVqFbp164Znz55h5syZAICFCxfCzMxM3CAZy+f4LwHLNSLCunXrUK1aNVSrVg337t1DQEAA+vTpAwAwMDAQN0DGNJCuri6qV68OPz8/tG/fHoDwhMvPzw/Dhg3LcBsPDw/4+flh1KhR8nWnTp2Ch4eHGiJmLP8oU6aMQvcDQOj6EBQUhKCgINSpU0e+PjAwENHR0fD39/+m/7+uri4OHTokfwr94MEDXLx4Efb29vLFwsKCn0oz0fXv3x8zZszAhQsX8PDhQzx+/BhSqRSNGjWSP2lmjOUeJ8ss12bPno2JEyeicuXK2Lt3L1q0aIE3b95AKpWiZ8+eYofHmMby9vZG7969UaNGDdSqVQuLFy9GfHw8+vbtC0AYed7Ozg4+Pj4AgJEjR6JBgwZYsGABWrdujR07duDGjRtYs2aNmKfBWL5QrFgx1KtXD/Xq1VNYP3ToUDRr1kz+BDr9aXRwcDASExNhbm4uL3vq1CmMHj1aYXt9fX3Y2dnB3t4e8+fPR40aNQAIU0G+ffsW9vb2sLKygpYWj6XKVMfOzg5t2rTBgQMHsGbNGixevBhBQUFITk7mmzmMKQEnyyzX+vfvj4ULF+Lu3btwc3PDp0+fUKFCBfz4449ih8aYRvPy8sL79+8xZcoUhIWFoUqVKvD19ZUP4vXy5UuFC+w6depg27ZtmDRpEiZOnAhnZ2ccOHAgx3MsM8Y+MzAwQOXKlVG5cmWF9TKZDC9fvlTo5uDo6Ig2bdogNDQUoaGheP/+PRITE/HkyRM8efIEX87CuWvXLvnTbW1tbXkT8vQn0oMHD0aZMmUACHNTv3jxQt53WktLS+FfV1dXGBkZARCekIeFhWVa1tbWVj6WyMePHyGVSrmFVyExcOBAHDhwAJs2bYKPjw/s7e3FDomxAoPnWS6kc+8py86dO9G1a1cAgIODAy5fvsyVNMv3CmIdURDPiTGxJCYm4s2bN/Lk+ccff5R/r5YsWYJ58+bh7du3kMlk32x77do11KxZEwDw559/YtKkSZke5+LFi6hbty4AYfrGr59uf+nEiRNo1qwZAGDNmjWwtbXN9s3rglg/FMRzyoxMJkPx4sXh5uaGZcuWoWzZsmKHxJjGy24dwU+WWZ506dIF/v7+OHv2LLZv386JMmOMsQJPX18/0xG9R44ciZEjRyI1NRVhYWHyhDo0NBSvX79W2MbCwgJly5aFTCYDESn8K5PJFEa0NzQ0hJWVVaZlvxyQTEtLi+fVLUS0tLSwaNEijB8/PsMbNIyx3OMnywX8biNjLOcKYh1REM+JMaYceakfoqKiMHz4cBw+fBhaWlro1KkTlixZIm8+npHExESMGTMGO3bsQFJSEpo3b44VK1Z8M5/8xo0bsXDhQjx69AgmJibo3Lkzli9frvJzYowVfNmtI3jUCcYYY4wxlis9evTAgwcPcOrUKRw5cgQXLlzAr7/+muU2o0ePxuHDh7F7926cP38eb968QceOHRXKLFy4EL///jvGjx+PBw8e4PTp0/LRyRljTF34yTLfbWSMfaUg1hEF8ZwYY8qR2/ohMDAQ5cuXx/Xr1+Wjgfv6+qJVq1YIDQ2Fra3tN9vExsbC0tIS27Ztw08//QQACAoKQrly5eDv74/atWsjOjoadnZ2OHz4MJo0aaLWc2KMFQ78ZJkxxhhjjKmMv78/zMzM5IkyAHh6ekJLSwtXr17NcJuAgACkpKTA09NTvs7V1RWOjo7y+a5PnToFmUyG169fo1y5crC3t0eXLl3w6tWrTGNJSkpCXFycwsIYY3nFyTJjjDHGGMuxsLAwWFlZKazT1taGhYUFwsLCMt1GV1cXZmZmCuutra3l2zx9+hQymQyzZs3C4sWLsWfPHkRFRaFp06ZITk7OcL8+Pj4wNTWVLw4ODnk/QcZYocfJMmOMMcYYkxs/frx8PufMlqCgIJUdXyaTISUlBUuXLkXz5s1Ru3ZtbN++HY8fP8bZs2cz3GbChAmIjY2VL1k9hWaMseziqaMYY4wxxpjcmDFj0KdPnyzLlCpVCjY2Nnj37p3C+tTUVERFRcHGxibD7WxsbJCcnIyYmBiFp8vh4eHybYoXLw4AKF++vPx9S0tLFCtWDC9fvsxwv3p6egpTbTHGmDJwsswYY4wxxuQsLS1haWn53XIeHh6IiYlBQEAAqlevDgA4c+YMZDIZ3N3dM9ymevXq0NHRgZ+fHzp16gQACA4OxsuXL+Hh4QEAqFu3rny9vb09AGGKqoiICJQoUSLP58cYY9nFzbAZY4wxxliOlStXDi1atMCAAQNw7do1XLp0CcOGDUPXrl3lI2G/fv0arq6uuHbtGgDA1NQU/fv3h7e3N86ePYuAgAD07dsXHh4eqF27NgCgbNmyaNeuHUaOHInLly/j/v376N27N1xdXdGoUSPRzpcxVvhwsswYY4wxxnJl69atcHV1RZMmTdCqVSvUq1cPa9askb+fkpKC4OBgfPr0Sb5u0aJF+PHHH9GpUyf88MMPsLGxwb59+xT2u3nzZri7u6N169Zo0KABdHR04OvrCx0dHbWdG2OMFcp5lmNjY2FmZoZXr17x3HuMsW/ExcXBwcEBMTExMDU1FTscpeB6jzGWGa7zGGOFTXbrvULZZ/nDhw8AwNMKMMay9OHDhwJz4cj1HmPse7jOY4wVNt+r9wrlk2WZTIY3b97A2NgYEonku+XT7zzk17uTHL+48nv8QP4/h5zGT0T48OEDbG1toaVVMHqrcL2Xv3D84ips8XOdV/j+zzVRfj8Hjl9cqqr3CuWTZS0tLfnoijlhYmKSL3950nH84srv8QP5/xxyEn9BebqSjuu9/InjF1dhip/rPEFh+j/XVPn9HDh+cSm73isYtw8ZY4wxxhhjjDEl4mSZMcYYY4wxxhj7CifL2aCnp4epU6dCT09P7FByheMXV36PH8j/55Df4xdDfv/MOH5xcfziyu/xiyG/f2b5PX4g/58Dxy8uVcVfKAf4YowxxhhjjDHGssJPlhljjDHGGGOMsa9wsswYY4wxxhhjjH2Fk2XGGGOMMcYYY+wrnCwzxhhjjDHGGGNf4WSZMcYYY4wxxhj7CifLjDHGGGOMMcbYVzhZZowxxhhjjDHGvsLJMmOMMcYYY4wx9hVOlhljjDHGGGOMsa9wsswYY4wxxhhjjH2Fk2XGGGOMMcYYY+wrnCwzxhhjjDHGGGNf4WSZMcYYY4wxxhj7CifLjDHGGGOMMcbYVzhZZowxxhhjjDHGvsLJMmOMMcYYY4wx9hVOlhljjDHGGGOMsa9wsswYY4wxxhhjjH2Fk2XGGGOMMcYYY+wrnCwzxhhjjDHGGGNf4WSZMcYYY4wxxhj7CifLjDHGGGOMMcbYVzhZZkqxceNGSCQSPH/+XGn7nDZtGiQSidL2l5+o4vNkjOUNfy/Vhz9rxjTb199R/s5+H39G+RMny4wxxhhjjDHG2Fc4WWaMMcYYY4zlWs+ePZGQkIASJUqIHQpjSsXJciETHx8vdggFBn+WjGkm/m6qB3/OjGk+dX1PpVIp9PX1C0T3Oa7b2Jc4WS7A0vv8Pnz4EN27d4e5uTnq1asHAHj9+jX69esHa2tr6OnpoUKFCli/fv03+3jx4gWGDBkCFxcXGBgYoGjRoujcuXO2+lucO3cONWrUgL6+PkqXLo3Vq1dn2g/54sWLqFmzpkLZzM4nKCgIXbp0gYmJCYoWLYqRI0ciMTEx5x9QDmT1WQLq+Txfv36N/v37w9bWFnp6eihZsiQGDx6M5ORkeZlbt26hZcuWMDExgZGREZo0aYIrV65kej4hISHo06cPzMzMYGpqir59++LTp0/ych8+fMCoUaPg5OQEPT09WFlZoWnTprh582YOP0HGVEPsei4730sge99NTf5eKqMOzMvnnH4MZdSB2f2cAa4DWf4iZn2YUX/c7H7X9uzZA4lEgvPnz3+z39WrV0MikeD+/fu5+1C+ozDWbVyv5Yy22AEw1evcuTOcnZ0xa9YsEBHCw8NRu3ZtSCQSDBs2DJaWljh+/Dj69++PuLg4jBo1Sr7t9evXcfnyZXTt2hX29vZ4/vw5Vq5ciYYNG+Lhw4cwNDTM8Ji3bt1CixYtULx4cUyfPh1paWmYMWMGLC0tvyl77949NGvWDJaWlpg2bRpSU1MxdepUWFtbZ7jvLl26wMnJCT4+Prhy5QqWLl2K6OhobN68OVefz+TJk+Ho6IgBAwZ8t+zXnyUAtXyeb968Qa1atRATE4Nff/0Vrq6ueP36Nfbs2YNPnz5BV1cXDx48QP369WFiYoJx48ZBR0cHq1evRsOGDXH+/Hm4u7tn+FmWLFkSPj4+uHnzJtauXQsrKyvMmTMHADBo0CDs2bMHw4YNQ/ny5REZGYmLFy8iMDAQ1apVy8WnzZhqiFHPZed7CSDH3011fy/VVQfm9nPO7met7M9ZFZ81Y+ogRn2Yle9911q3bg0jIyPs2rULDRo0UNh2586dqFChAipWrJjj43Ldxtd2SkGswJo6dSoBoG7duims79+/PxUvXpwiIiIU1nft2pVMTU3p06dP8nVf/pzO39+fANDmzZvl6zZs2EAA6NmzZ0RE1KZNGzI0NKTXr1/Lyzx+/Ji0tbXp61+79u3bk76+Pr148UK+7uHDhySVShXKpp9P27ZtFbYfMmQIAaA7d+587yPJ0PDhw0kikdCGDRsyLZPZZ0mkns+zV69epKWlRdevX/9me5lMRkTC56irq0tPnjyRv/fmzRsyNjamH374IcPz6devn8L6Dh06UNGiReWvTU1NaejQod8ckzFNIWY9l53vJVH2v5tifS/VVQdm93MmUm0dmN3PmYjrQJa/iFkffv36y3iy813r1q0bWVlZUWpqqnzd27dvSUtLi2bMmJG9D+Armla3ZfQZiVG3cb2WM9wMuxAYNGiQ/Gciwt69e9GmTRsQESIiIuRL8+bNERsbq9AMw8DAQP5zSkoKIiMjUaZMGZiZmWXaXCMtLQ2nT59G+/btYWtrK19fpkwZtGzZ8puyJ06cQPv27eHo6ChfX65cOTRv3jzD/Q8dOlTh9fDhwwEAx44dy7B8YmJilsvcuXPRu3dv9O/fH9u2bctwH+m+/CwB9XyeMpkMBw4cQJs2bVCjRo1v3pdIJEhLS8PJkyfRvn17lCpVSv5e8eLF0b17d1y8eBFxcXHfPZ/69esjMjJSXtbMzAxXr17FmzdvsvxcGBObuuu57HwvAeTqu6ns76Wm1IG5+ZwB1dWB3/ucAa4DWf6k7vowJ/EAGX/XvLy88O7dO5w7d06+bs+ePZDJZPDy8spwv1y3qedvSGHHyXIhULJkSfnP79+/R0xMDNasWQNLS0uFpW/fvgCAd+/eycsnJCRgypQpcHBwgJ6eHooVKwZLS0vExMQgNjY2w+O9e/cOCQkJKFOmzDfvfb3u/fv3SEhIgLOz8zdlXVxcMtz/12VLly4NLS2tDPuGfPz4EQYGBt9dNm7cCJlMhl69eiEsLCzD4wKKn2V6/Kr+PN+/f4+4uLgsmyC9f/8enz59yvAzK1euHGQyGV69evXNe1/eoAAAc3NzAEB0dDQAYO7cubh//z4cHBxQq1YtTJs2DU+fPs00DsbEou56Ljvfy/RyOf1uKvN7qUl1YG4+5/RjqKIO/N7nDHAdyPInddeH35Od71qLFi1gamqKnTt3ytft3LkTVapUQdmyZb/ZJ9dt6vkbwrjPcqHw5R0vmUwGAPj555/Ru3fvDMtXrlxZ/vPw4cOxYcMGjBo1Ch4eHjA1NYVEIkHXrl3l+xJbViMv6uvrY8OGDd/dx4kTJ7Bjxw507Ngxw37V6b78LIH8/3lKpdIM19N//XW6dOmC+vXrY//+/Th58iTmzZuHOXPmYN++fd+0EmBMTAWpnlPm91KT6sD89jkDXAey/EnT6sPsfNf09PTQvn177N+/HytWrEB4eDguXbqEWbNmZbgt122Z42s75eJkuZCxtLSEsbEx0tLS4Onp+d3ye/bsQe/evbFgwQL5usTERMTExGS6jZWVFfT19RESEvLNe1+vs7S0hIGBAR4/fvxN2eDg4Az3//jxY4U7gCEhIZDJZHBycvqmrLa2Nvr06ZNprABw6tQp7N+/H+3bt8e2bdsyrWQyoo7P09LSEiYmJlmOBGlpaQlDQ8MMP7OgoCBoaWnBwcHhu/FlpHjx4hgyZAiGDBmCd+/eoVq1avjzzz+5QmUaS1O+l+nlVPHdzO73UpPqwNx8zunH4DqQsdxRR32oLF5eXti0aRP8/PwQGBgIIsq0CTbXber5G8K4GXahI5VK0alTJ+zduzfDL+f79++/Kf/lnT8A+Ouvv5CWlpblMTw9PXHgwAGF/hAhISE4fvz4N2WbN2+OAwcO4OXLl/L1gYGBOHHiRIb7X758+TfxAMj1F3zmzJnw9PTEzp07oa2ds/tH6vg8tbS00L59exw+fBg3btz45n0iglQqRbNmzXDw4EGF5ujh4eHYtm0b6tWrBxMTkxydW1pa2jfNh6ysrGBra4ukpKQc7YsxddKU72X6vpX53VTF91JddWBuPmeA60DG8kId9aGyeHp6wsLCAjt37sTOnTtRq1atb5pH5wTXbd/iei3n+MlyITR79mycPXsW7u7uGDBgAMqXL4+oqCjcvHkTp0+fRlRUlLzsjz/+iH/++QempqYoX748/P39cfr0aRQtWjTLY0ybNg0nT55E3bp1MXjwYKSlpWHZsmWoWLEibt++rVB2+vTp8PX1Rf369TFkyBCkpqbir7/+QoUKFXD37t1v9v3s2TO0bdsWLVq0gL+/P7Zs2YLu3bvDzc0tV5/HwYMHYWBgIJ/mJafU8XnOmjULJ0+eRIMGDfDrr7+iXLlyePv2LXbv3o2LFy/CzMwMM2fOxKlTp1CvXj0MGTIE2traWL16NZKSkjB37twcn9eHDx9gb2+Pn376CW5ubjAyMsLp06dx/fp1hbunjGkiTfleAlDqd1MV30t11YG5/ZwBrgMZywt11IfKoKOjg44dO2LHjh2Ij4/H/Pnz87Q/rtu+xfVaLqhn0G0mhvQh5N+/f//Ne+Hh4TR06FBycHAgHR0dsrGxoSZNmtCaNWsUykVHR1Pfvn2pWLFiZGRkRM2bN6egoCAqUaIE9e7dW14uo+Hw/fz8qGrVqqSrq0ulS5emtWvX0pgxY0hfX/+beM6fP0/Vq1cnXV1dKlWqFK1atUoe/9fn8/DhQ/rpp5/I2NiYzM3NadiwYZSQkJD3DywLWX2WROr5PF+8eEG9evUiS0tL0tPTo1KlStHQoUMpKSlJXubmzZvUvHlzMjIyIkNDQ2rUqBFdvnw52+fz5XGTkpJo7Nix5ObmRsbGxlSkSBFyc3OjFStW5OITZEw1xK7nsvO9JMred1OTv5fKqAOz+zkTqbYOzM7nTERcB7J8R8z6MKupo773XfvSqVOnCABJJBJ69epVrj+L7FJn3ZbZeauzbuN6LeckRF+1G2BMhdq3b48HDx5k2Ef5e6ZNm4bp06fj/fv3KFasmAqiY4wxxhhjjDEB91lmKpOQkKDw+vHjxzh27BgaNmwoTkCMMcYYY4wxlk3cZ5mpTKlSpdCnTx+UKlUKL168wMqVK6Grq4tx48aJHRpjjDHGGGOMZYmTZaYyLVq0wPbt2xEWFgY9PT14eHhg1qxZcHZ2Fjs0xhhjjDHGGMsS91lmjDHGGGOMMca+wn2WGWOMMcYYY4yxr2hEsrx8+XI4OTlBX18f7u7uuHbtWqZl//77b9SvXx/m5uYwNzeHp6dnluUZY4wxxhhjjLGcEr3P8s6dO+Ht7Y1Vq1bB3d0dixcvRvPmzREcHAwrK6tvyp87dw7dunVDnTp1oK+vjzlz5qBZs2Z48OAB7OzssnVMmUyGN2/ewNjYGBKJRNmnxBjL54gIHz58gK2tLbS0NOKeYp5xvccYywzXeYyxwia79Z7ofZbd3d1Rs2ZNLFu2DIBQuTk4OGD48OEYP378d7dPS0uDubk5li1bhl69emVYJikpCUlJSfLXr1+/Rvny5ZVzAoyxAuvVq1ewt7cXOwylCA0NhYODg9hhMMY0GNd5jLHC5nv1nqhPlpOTkxEQEIAJEybI12lpacHT0xP+/v7Z2senT5+QkpICCwuLTMv4+Phg+vTp36x/9eoVTExMch44Y6xAi4uLg4ODA4yNjcUORWnSz4XrPcbY17jOY4wVNtmt90RNliMiIpCWlgZra2uF9dbW1ggKCsrWPv73v//B1tYWnp6emZaZMGECvL295a/TPxwTExOuQBljmSpITffSz4XrPcZYZrjOY4wVNt+r90Tvs5wXs2fPxo4dO3Du3Dno6+tnWk5PTw96enpqjIwxxhhjjDHGWH4marJcrFgxSKVShIeHK6wPDw+HjY1NltvOnz8fs2fPxunTp1G5cmVVhskYY4wxxhhjrJARdchDXV1dVK9eHX5+fvJ1MpkMfn5+8PDwyHS7uXPn4o8//oCvry9q1KihjlAZY4wxxhhjjBUiojfD9vb2Ru/evVGjRg3UqlULixcvRnx8PPr27QsA6NWrF+zs7ODj4wMAmDNnDqZMmYJt27bByckJYWFhAAAjIyMYGRmJdh6MMcYYY4wxxgoO0ZNlLy8vvH//HlOmTEFYWBiqVKkCX19f+aBfL1++VJj7auXKlUhOTsZPP/2ksJ+pU6di2rRp6gydMcYYY4wxxlgBpREzzw8bNgwvXrxAUlISrl69Cnd3d/l7586dw8aNG+Wvnz9/DiL6ZuFEmTGWH1y4cAFt2rSBra0tJBIJDhw48N1tzp07h2rVqkFPTw9lypRRqBMZY4wxxphqaESyzBhjhUV8fDzc3NywfPnybJV/9uwZWrdujUaNGuH27dsYNWoUfvnlF5w4cULFkTLGGGOMFW6iN8NmykdEiI+PR1xcnHyxtrZGiRIlxA6NsUKvZcuWaNmyZbbLr1q1CiVLlsSCBQsAAOXKlcPFixexaNEiNG/eXCUxRkcDDx4AhoZAtWoqOQRjjLF8hIjw+PFjODs7F6j5uBn7Hk6WNUhaWhoSExNRpEgR+brTp08jKipKIfFNX2xtbTFjxgx52erVq+PJkyeIi4sDESnsW19fH0FBQZwwM5bP+Pv7w9PTU2Fd8+bNMWrUqCy3S0pKQlJSkvx1XFxcto+5fHksJk8+ierVo3Hjxq85ipcxxljBc+LECXTo0AELFizAkCFDxA6HMbXhZFlkRISuXbvi6NGjiI+PR/369XHhwgX5+z///PM381Cnc3NzU0iWP3z4gNjYWPlrqVQKExMTREdHY86cOTAxMVHdiTDGVCIsLEw+4GE6a2trxMXFISEhAQYGBhlu5+Pjg+nTp+fqmPfvLwDwB27e1AfAyTJjjBV20dHR0NXVxYoVKzhZZoUKJ8si27lzJ3bt2iV//eHDB4X3a9eujZiYGJiYmHyzODg4KJQ9cOAAtLW15e8bGBhwUxnGCqkJEybA29tb/jouLu6bOiMznp71sXMnQJSI6OgYmJubqShKxhhj+UG9evUQFxeHwMBAREVFwcLCQuyQGFMLTpZFlJiYiPHjxwMAfv/9d4waNQrGxsYKZbIzUm668uXLKzM8xpgGsLGx+aZ1SXh4uPyGWGb09PSgp6eXq2M2blxB/vOpU9fRpUvTXO2HMcZY/hcZGQkHBwdUqFABDx48wKlTp+Dl5SV2WIypBY+GLaIlS5bgxYsXsLe3x8SJE1GsWLFcX9x+z/v377Fq1Srs3LlTJftnjKmGh4cH/Pz8FNadOnUKHh4eKjtmiRLWAIRWKUePnlPZcRhjjGm21NRUlC9fHtWqVUO5cuUAAL6+viJHxZj6cLIskvfv3+PPP/8EAMyaNQuGhoYqPd7+/fsxePBgzJ07V6XHYYxl7ePHj7h9+zZu374NQJga6vbt23j58iUAofl0r1695OUHDRqEp0+fYty4cQgKCsKKFSuwa9cujB49WmUxSqVSaGubAgCuX7+qsuMwxhjTbH5+fnj37h1evXqF/v37AxCSZZlMJnJkjKkHJ8siMTc3x4IFC9C6dWv06NFD5cfr0KEDpFIpbt68iSdPnqj8eIyxjN24cQNVq1ZF1apVAQDe3t6oWrUqpkyZAgB4+/atPHEGgJIlS+Lo0aM4deoU3NzcsGDBAqxdu1Zl00alMzKyBQC8fHlfpcdhjDGmubZt2wYA6NKlCxo1aoQiRYogLCwMd+7cETkyxtSDk2WRaGtrY8CAAThy5Ai0tFT/32BpaYlGjRoBAHbv3q3y4zHGMtawYUMQ0TfLxo0bAQAbN27EuXPnvtnm1q1bSEpKwpMnT9CnTx+Vx2lnVxYAEB8fjqioKJUfjzHGmGZJSEjAvn37AADdu3eHnp4emjRpAm1tbdy7d0/k6BhTD06WRZCcnCzKcTt37gyAk2XG2Pe1bdsbQBvY2y9ReTcRxhhjmufw4cP4+PEjnJycUKdOHQDCeDuRkZEK3YUYK8g4WVazEydOoGzZsqIkrNwUmzGWXT//3B7AIcTGjoCenr7Y4TDGGFOz9CbY3bp1k09F6uTkBBMTEzHDYkytOFlWo9TUVIwZMwYvXryAv7+/2o/PTbEZY9lVqhQgkQAfPgDv34sdDWOMMXWKiorCsWPHACDTsXV4kC9WGHCyrEbr16/HgwcPYGFhgcmTJ4sSQ+fOnSGVSvH27VtRjs8Yyx+0tJJhZXUFwDRMnTpH7HAYY4ypkZGREXbt2gVvb29UqFBB4T1fX1/UqlULgwYNEik6xtRHQkQkdhDqFhcXB1NTU8TGxqqtKcmHDx9QpkwZvHv3DosXL8bIkSPVctyvffz4EYmJiShWrJgox2csPxCjjlC1nJ5TaGgoHBwc5K/fvXsHS0tLVYbIGBMJ13ksJ06ePInmzZvDzs4Or169kjfRZiw/yW4dwU+W1WT27Nl49+4dnJ2dMXjwYNHiMDIy4kSZMfZdNjY2kEg+/4kICAgQMRrGGGOa4ocffoCBgQFev37No2KzAo+TZTV4+fIlFi5cCACYN28edHV1RY5IEB4eLnYIjDENpa2tDROT4vLXnCwzxljhsGnTJkyZMiXTwWD19fXlY+D4+vqqMzTG1I6TZTXYu3cvEhMT0aBBA7Rt21bscJCWloYGDRqgePHiCAkJETscxpiGsra2l/9848YNESNhjDGmLkuWLMEff/yBU6dOZVqmRYsWAIDjx4+rKyzGRMHJshqMHj0aZ86cwdKlSzWiX4dUKoWenh6IiEfFZoxlqkQJTpYZY6wwCQwMxK1bt6CtrY3OnTtnWq5ly5YAgIsXLyIuLk5d4TGmdpwsq0mjRo1QuXJlscOQS68AOVlmjGXGxeXzAF+hoaHcdYMxxgq47du3AxCeHBctWjTTcmXKlEGZMmWQmpqKM2fOqCs8xtSOk2UVunbtmsZO0dShQwdIpVLcunWLm2IzxjLk5JT+ZFkYJZL7LTPGWMFFRNi6dSsAoHv37t8t7+XlhS5dusDKykrVoTEmGk6WVSQpKQldu3aFs7Mzzp8/L3Y43yhWrBgaN24MgJ8uM8Yy1qhRI5QuPRfAH5g9O1jeR40xxljBc+3aNTx9+hRFihTJ1hg7M2fOxM6dO1GnTh01RMeYODhZVpFly5bh2bNnMDExQY0aNcQOJ0NdunQBAOzatUvkSBhjmqhatWrw9BwLYAQ+fiwLLS3+k8EYYwXVtm3bAADt27dHkSJFRI6GMc3AVz4qEBERgT/++AMA8Oeff2pshdO+fXtIpVLcvn2bm2IzxnvbTmgAAQAASURBVDLk7Cz8+/ixuHEwxjTb8uXL4eTkBH19fbi7u+PatWtZlt+9ezdcXV2hr6+PSpUq4dixYwrvf/z4EcOGDYO9vT0MDAxQvnx5rFq1SpWnUOgZGBjA1NQ0W02w0xERHj58yN10WIHFybIKTJ8+HbGxsahSpQp69eoldjiZKlasGCZNmoR//vkHNjY2YofDGNNAWlq3ARzGv//OQbdu3TR2HAbGmHh27twJb29vTJ06FTdv3oSbmxuaN2+Od+/eZVj+8uXL6NatG/r3749bt26hffv2aN++Pe7fvy8v4+3tDV9fX2zZsgWBgYEYNWoUhg0bhkOHDqnrtAqd2bNnIzw8HM2aNcv2NmvWrEGFChUwfvx4FUbGmHgkRERiB6FucXFxMDU1RWxsLExMTJS676CgIFSsWBFpaWnw8/OT9wtmjOUfqqwjxJLbc7KyssX7928hkZQG0RMcPHhQI+aLZ4wpT17rPHd3d9SsWRPLli0DAMhkMjg4OGD48OEZJlFeXl6Ij4/HkSNH5Otq166NKlWqyJ8eV6xYEV5eXpg8ebK8TPXq1dGyZUvMnDlT5efEsic4OBiurq7Q1dVFVFSUxramZOxr2a0j+Mmyko0bNw5paWlo06YNJ8qMsXyvRAlh+iiiEgB4vmXGmKLk5GQEBATA09NTvk5LSwuenp7w9/fPcBt/f3+F8gDQvHlzhfJ16tTBoUOH8Pr1axARzp49i0ePHmX61DMpKQlxcXEKC8uehIQEXLt2Dbl5fla2bFk4OTkhOTkZZ8+eVUF0jImLk2UlSktLg4uLCwwNDTFv3jyxw8m2ly9fYs6cOdi8ebPYoTDGNIyjY/r0UcJ8m9wvjTH2pYiICKSlpcHa2lphvbW1NcLCwjLcJiws7Lvl//rrL5QvXx729vbQ1dVFixYtsHz5cvzwww8Z7tPHxwempqbyxcHBIcNy7FtHjhyBu7s7mjZtmuNtJRIJWrZsCQA4fvy4skNjTHScLCuRVCrFvHnzEBoaChcXF7HDybaTJ09i/PjxWLRokdihMMY0jL19erKsD0B4slwIe+8wxtTsr7/+wpUrV3Do0CEEBARgwYIFGDp0KE6fPp1h+QkTJiA2Nla+vHr1Ss0R51/pcyvXrFkzV9unTyt4/Phx/vvAChxOllXA3Nxc7BBypEOHDvJRsR/zkLeMsS98TpaTIZFI8e7dO4SGhooaE2NMcxQrVgxSqRTh4eEK68PDwzMdPNTGxibL8gkJCZg4cSIWLlyINm3aoHLlyhg2bBi8vLwwf/78DPepp6cHExMThYV9X3R0tHwk8h49euRqH40bN4auri6ePXvG15GswOFkWQk+fvyIzp0759vmiUWLFkWTJk0ACFM5MMZYus/JchhMTSsC4H7LjLHPdHV1Ub16dfj5+cnXyWQy+Pn5wcPDI8NtPDw8FMoDwKlTp+TlU1JSkJKS8s3c7lKpFDKZTMlnULjt3bsXKSkpqFSpEipWrJirfRgZGaF+/foAuCk2K3g4WVaCefPmYc+ePejatSvS0tLEDidXunTpAgDYtWuXyJEwxjTJ52Q5FFJpDWhra3PzRsaYAm9vb/z999/YtGkTAgMDMXjwYMTHx6Nv374AgF69emHChAny8iNHjoSvry8WLFiAoKAgTJs2DTdu3MCwYcMAACYmJmjQoAHGjh2Lc+fO4dmzZ9i4cSM2b96MDh06iHKOBVV6E+yczK2ckYkTJ+LYsWP49ddflREWYxpDW+wA8rvQ0FD5YF6zZ8+GVCoVOaLcad++PQYOHIg7d+7g0aNHKFu2rNghMcY0gKurK7y952LhwpJITm6IuLhlMDDQFzssxpgG8fLywvv37zFlyhSEhYWhSpUq8PX1lQ/i9fLlS4WnxHXq1MG2bdswadIkTJw4Ec7Ozjhw4IDCk80dO3ZgwoQJ6NGjB6KiolCiRAn8+eefGDRokNrPr6AKDQ3F+fPnAQDdunXL0754BhhWUPE8y3ns09KnTx9s2rQJ9erVw4ULFyCRSJQUpfq1aNECJ06cwMyZM/H777+LHQ5joimI83Pm5ZwSEwFDQ4AIePcOsLRUUZCMMVFwnVc4LV26FCNHjkS9evXw77//ih0OY2qV3TqCnyznQUBAADZt2gQAWLhwYb5OlAGgc+fOuHDhAj5+/Ch2KIwxDaKvD9jbA69eASEhnCwzxlhBMHToUFSoUOGbvuG5FRgYiI0bN8LS0hK//fabUvbJmNi4z3IuERHGjBkDQBg9MLfD7WuSbt264f379/Dx8RE7FMaYBgkODoa5+WEAz7B48RzUrFkTBw8eFDssxhhjeSCVStGkSRM0atRIKfsLCgrC3LlzsWbNGqXsjzFNwMlyLp04cQLnz5+Hvr4+Zs2aJXY4SmFoaIgiRYqIHQZjTMOMHz8ed++2BXAcISFPcePGDVy5ckXssBhjjGmQJk2aQFtbG48fP8aTJ0/EDocxpeBkOZc8PT2xevVq/PHHH3B0dBQ7HKV7+vSp2CEwxjTElyNia2lVB8DTRzHGWH5FRKhfvz5Gjx6NiIgIpe3XxMQE9erVA8BTSLGCg5PlXNLW1savv/5a4PpkpKamonr16ihdujQePXokdjiMMQ3wZbIcH18DgDBmQyEcH5IxxvK9a9eu4eLFi/j7779hYGCg1H23aNECAODr66vU/TImFk6Wc+jjx49ITEwUOwyV0dbWhuV/o/fs3r1b5GgYyzkiQlJSEqKiohAaGorg4GCeFziPHBwc/vspFK9fV4Suri6io6Px7NkzUeNijDGWc9u2bQMgTBuq7O53LVu2BACcOXOmQF8vs8KDR8POoSlTpmDfvn1YtWqV/O5ZQdOlSxecOHECu3fv1ogppFJTUxEeHg5LS0vo6uqKHY7GCgkJQUREBNLS0jJcmjdvLp8H/MqVK3j69GmmZX/55Rfo6wtz6R4/fhw3b96ElpYWpFIptLW1IZVK5UuPHj3kQ+7funULgYGB35RJf12nTh0YGRkBEOZ3fPPmDaRSKbS0tJCQkIBPnz4hPj4e8fHxaNWqFczMzAAAp0+fxpEjR+Tvfbl8+vQJW7ZsQaVKlQAA8+bNw//+9z+Fz6Znz57YvHmzOv4bCqQvnyzHxemialU33Lp1HTdu3ECpUqVEjY0xxlj2paamYufOnQCA7t27K33/lSpVgq2tLd68eYMLFy6gWbNmSj8GY+rEyXIOhISEYNmyZUhJSVHaMPuaqH379hg4cCDu3LmDR48eoWzZsqLFIpPJ0KZNG/j6+kIikcDa2hp2dnawt7dHu3bt0LdvX3m5p0+fws7OTulNijRRQkICrl27hgYNGsjXjR8/Hnv37s10m/j4eBgaGgIAVqxYgX/++SfTsl5eXvJk+dChQ1i1alWmZVu2bClPlrdt24b58+dnWvb+/fuoUKECAGDt2rWYPn16pmUDAgJQrVo1AMD169exZMmSTMtGRUXJf04/RwDQ0dFBkSJFoKenl+m27PvSk2WJ5BWICE5O1eXJcpcuXUSOjjHGWHadOXMG4eHhKFasGJo2bar0/UskErRo0QJHjhxRan9oxsTCyXIO/O9//0NKSgpatmxZoO+UWVhYwNPTE76+vqI/XZ47d6683wsRISwsDGFhYQgICICzs7O83Nu3b+WvixYtCnt7e4Wlfv36CollfhQTE4OjR49i//79OH78OBISEvDmzRvY2NgAAGxsbFCyZEmFJ7pfLl+qUKECmjRpkmlZHR0dedl69eohNTUVMplM/uQ5NTVV/vOXTbjKlCmDxo0bZ1guLS1NIZE1MTFBiRIl5O8ZGBigSJEi8lHZ05N1AKhTpw7Gjx+PIkWKZLhUrlxZXrZ///7o2bMnDA0NFc6D5Z6trS0AgCgRQBTMzWvAycmJR89njLF8Jr0JdpcuXVT2N3LRokX4+++/C/SDJVaIkAZYtmwZlShRgvT09KhWrVp09erVLMvv2rWLXFxcSE9PjypWrEhHjx7N0fFiY2MJAMXGxmZ7m/PnzxMA0tLSovv37+foePnRunXrCABVrlxZ1DhGjx5NAGjt2rX07t07unnzJh06dIhWrFhBFy9elJe7desWGRoaEoAMl7Fjx8rLhoaGkqmpKVWoUIGaN29O/fv3pxkzZtCRI0coLCxMjNPMVHh4OK1cuZKaNWtG2traCufk6OhIly5dEjvEAik3dYSmy+s5LV26lBo33k7AR5o0Sabk6BhjYuI6r3D49OkTGRsbEwCFayjGCqPs1hGiJ8s7duwgXV1dWr9+PT148IAGDBhAZmZmFB4enmH5S5cukVQqpblz59LDhw9p0qRJpKOjQ/fu3cv2MXNagaalpVH16tUJAA0aNCjbx8nPIiMj5clZUFCQqLFcvXqVZLLvX5zLZDKKioqiu3fv0rFjx2jNmjU0ZcoU6tevH+3fv19e7sqVK5km1QBo3Lhx8rLJyckUFRWlitPKVFpamvznjRs3KsRWvnx5mjRpEgUEBGTrM2G5o46LrJzeJFy0aBGVLVuW9PX1yd7enkaNGkUJCQnZPp4yzmnuXCKAqGvXXO+CMaaBCmJiWRDPKa8iIiJo1KhR5OHhoZZriLS0NLVfQzGWXdmtIyRE4s794e7ujpo1a2LZsmUAhL6nDg4OGD58OMaPH/9NeS8vL8THx+PIkSPydbVr10aVKlWy7Ff5pbi4OJiamuLNmzfyvpZZWbduO0aOHAAjIyPcvXsXVlZW2Ty7/G3x4sVwdnZGkyZNFJrEqhoJN3FU1nwnKSkJz58/x+vXr/HmzRu8fv0aISEhuHnzJoKDg7F8+XL07t0bgNBXtlGjRihVqhSqV6+OqlWronr16nBzc5MPVJVXRIR79+7h4MGDOHz4MLp3745Ro0YBEPridu7cGa1bt0abNm0Ump4z1YmLi4OtrS1iY2OzVUfk1M6dO9GrVy+sWrUK7u7uWLx4MXbv3o3g4OAM65dt27ahX79+WL9+PerUqYNHjx6hT58+6Nq1KxYuXJitY6bXe3k5pwMHgA4dgBo1gOvXhd/dxMTEQjFOAGMFmTLqB01TEM8pPzl8+DAGDBgAd3d3HDx4UOxwGPtGtusIlaftWUhKSiKpVKrw1I+IqFevXtS2bdsMt3FwcKBFixYprJsyZUqWzYUTExMpNjZWvrx69SrLJ4u88MILL4DqnkjUqlWLhg4dKn+dlpZGtra25OPjk2H5oUOHUuPGjRXWeXt7U926dbN9zLw+ZXn+/DktXXqQgCtkakq0ZMlSMjc3J29v71ztjzGmOQriU9iCeE75yc2bNwkAFSlShJKSksQOh7FvZLeOELXnffo0N9bW1grrra2tERYWluE2YWFhOSoPAD4+PjA1NZUvn+cMZYwx9UpOTkZAQAA8PT3l67S0tODp6Ql/f/8Mt6lTpw4CAgJw7do1AMDTp09x7NgxtGrVKtPjJCUlIS4uTmHJi23btmHEiHYAViE2FpBIjBEdHY2AgIA87ZcxxpjqXbhwAadPn0ZaWppajufm5gZra2vEx8fj4sWLajkmY6pQKEbDnjBhAry9veWv4+Li4ODgkO1m2PXqtcbt2+cB/IUtW/qifXvVxappQkJCsHXrVjg4OKBfv34qPVZiYiIaNmyI+/fvo1GjRjh48KDGjqQYFhaGmzdvokGDBvIRgf/3v/9h+fLlCuX09fVRuXJlVKxYEUuXLpWv79q1K/7991+0bNkSbdu2haenp8JI0Uxc6c2wVSGrm4RBQUEZbtO9e3dERESgXr16ICKkpqZi0KBBmDhxYqbH8fHxyXJqrpxKnz5KT+8VkpIAc/PqAIQpvmQymcZ+VxljTBMkJiYiODgYlStXhkQiUfvxp02bhrNnz2LBggUK18SqoqWlhRYtWmDTpk3w9fVF48aNVX5MxlRB1GS5WLFikEqlCA8PV1gfHh4unw7nazY2NjkqDwB6enoZzrOaPu3M97RsWee/ZPk2Ro4sgsaNgeLFv7tZgXDz5k3MmzcPlSpVwvDhw1V6rPHjx+P+/fuwtLTE1q1bYWxsrNLj5UXp0qVRunRphXXjx49HgwYNcOPGDVy/LsxB++HDB1y7dg3Xrl3DhAkTUKZMGQDCHMMWFhY8tZGGUted9+w6d+4cZs2ahRUrVsDd3R0hISEYOXIk/vjjD0yePDnDbTK7SZhb6cmyVBoKAEhNLQcDAwN8/PgRjx49gqura673zRhjBZ23tzdWrlyJ3r174++//1br3//Xr1/j3LlzAIBOnTqp7bjpyfLx48cxd+5ctR2XMWUS9VGArq4uqlevDj8/P/k6mUwGPz8/eHh4ZLiNh4eHQnkAOHXqVKbllcHd3R0AoK9/FZGRwC+/AOIOi6Y+7dq1g7a2Nu7du5fpUy9lOHTokHyQt02bNqF4PrwbYW9vj86dO2POnDk4c+YMYmJiEBQUhH/++Qc+Pj4Kg6RZW1tzolxI5eYm4eTJk9GzZ0/88ssvqFSpEjp06IBZs2bBx8cHMpksw2309PRgYmKisORFerKcnBwKgPD0qTaqVq0KALhx40ae9s0YYwXd3r17AQgDPKr7yfKOHTtARKhXrx5KlCihtuM2bdoUWlpauH//Pl69eqW24zKmTKK3m/P29sbff/+NTZs2ITAwEIMHD0Z8fDz69u0LAOjVqxcmTJggLz9y5Ej4+vpiwYIFCAoKwrRp03Djxg0MGzZMZTHWqlULAJCU9AC6uh9w7BiwZo3KDqdRLCws0LRpUwDA7t27VXKM0NBQ+f+3t7c3WrZsqZLjqJuWlhZcXFzw888/Y/z48fJkgxVuublJ+OnTp2+aOUulUgAAqenOXfrvb2pqPIBYhIQANWrUAADut8wYY1n4+PEj3r9/DwB4+PAhtLXV27Bz27ZtAIQuPepUtGhR+TX0iRMn1HpsxpRF9GTZy8sL8+fPx5QpU1ClShXcvn0bvr6+8v58L1++xNu3b+Xl69Spg23btmHNmjVwc3PDnj17cODAAVSsWFFlMRYvXhwODg4gIvzyi3BR6O0NhISo7JAapXPnzgBUlyzHx8fDxsYG1atXh4+Pj0qOwZgmyelNwjZt2mDlypXYsWMHnj17hlOnTmHy5Mlo06aNPGlWNQMDAxQtWvS/V6F4/BioXl3ot8xPlhljLHN3794FEaF48eIoWbIkAOFG58SJE/Hw4UOVHjsoKAg3b96Etra2/HpOnfr3749x48bJk2bG8huNGOBr2LBhmT4ZTu9j8aXOnTur/Qvv7u6OV69ewcHhKho1aoizZ4GePYF//wXUfINQ7dq3b4+BAwfKm2Iru2+ii4sLrl+/jujoaOjq6ip134xpIi8vL7x//x5TpkxBWFgYqlSp8s1Nwi+fJE+aNAkSiQSTJk3C69evYWlpiTZt2uDPP/9Ua9z29vaIjIwE8AqPH1dErVru8PT0RP369dUaB2OM5Sc3b94EAHnXFQBYtmwZfHx8sHLlShw8eBA//PCDSo6d/lS5efPmKFasmEqOkZVffvlF7cdkTJlEf7KcX3Tu3Bm//fYbfvihPjZuBExMgCtXgDlzxI5M9czNzeXT3Cjz6XJiYqL8Z0NDQ9jZ2Slt34xpumHDhuHFixdISkrC1atX5WMjAMJNwo0bN8pfa2trY+rUqQgJCUFCQgJevnyJ5cuXw8zMTK0xT5kyBZs37wBQBbGxQLFiLjh16hSmTJmi1jgYYyw/uXXrFgDFZLl79+6oU6cOYmJi0LRpU+zatUslx7569ar8eIyxnONkOZu6dOmCefPmoU6dOnB0BNJnCJo2DfjvhmGB1rlzZ5ibmyttf1FRUahQoQJmz56d6QBFjOUFEXD/PrBsGdCpE7BwodgR5X8dO3ZEz55esLcXBuArLF1RGGMsL9K7sVSrVk2+rmjRojh9+jQ6duyI5ORkeHl5YcGCBUofh8LX1xfXrl1Du3btlLrfnEhISMDx48dx+PBh0WJgLLckpK7RYTRIXFwcTE1NERsbm+sRYomALl2APXuAcuWAgADAwEDJgWqQpKQkaGlpKWUEZyJCp06dsH//fpQpUwa3bt2CkZGREqJkhRkREBgInD0LnDsHnD8P/DeeCgDghx+EddmhjDpC0yjznBo3Fj7nzZuF7iiRkZGIiIiAi4uLkqJljKkT13mqR0SQyWTfjDORlpYGb29vLF26FAAwYsQILFy4UG3jUajD1q1b8fPPP6NKlSryp+yMiS27dQQ/Wc6BmJgYnD59GoGBgZBIgFWrABsb4QJ94kSxo1MtPT09pU11tGrVKuzfvx86OjrYsWMHJ8osV4iAoCBg5UrAy0v4LlaoAAwbJtzEev8eMDQEmjYF/vwT4Cke8y4iIgKHDh2Cjs4hAMKT5b1796JYsWLywckYY4x9SyKRZJgAS6VSLF68GAsWLAAArFixArdv387z8dLS0hS6u4mpWbNmkEgkuH37tsKgvYzlB5ws58D48ePRtGlTbNiwAQBQtCiwfr3w3uLFwFfTPxdIRJSnSvzevXsYPXo0AGD27Nny0XQZ+x4iIDgYWL0a6NoVKF5caNUxZAiwaxfw7h2grw80aQLMnAlcvAhERwMnTwo3s77oEsxy6c6dO2jXrh1u3x4PAHj8GPKZCG7fvo3U1FQxw2OMMY2Tlpb23TISiQTe3t7YsWMH1q1bp5RrIz8/P9jY2GDs2LF53ldeWVpayqca9PX1FTkaxnKGk+UcSB+A59q1a/J1LVsCgwYJP/fpA8TEqD8udUlJSYGLiwuqVq2KwMDAHG//6dMndO3aFUlJSWjZsiVGjRql/CBZgUEkJGN//w107w7Y2QGursL3bedOIDwc0NMDGjUCZswALlwQvn+nTwO//w7UrQvw4OrK5eDgAAD48CEUgPBk2dnZGcbGxkhISMhVvcAYYwXZqFGjUKJECaxPf7qSBS8vL/Tq1Uv++vHjx3j69Gmujrtt2zbExsYiPj4+V9srW4sWLQBwsszyH06WcyB9jrgbN24o3CmcPx8oUwYIDRWagBZUOjo6cHZ2BpC7UbFHjx6Nhw8fwsbGBhs3blSYGocxIuDJE2DtWuDnnwEHB6BsWeDXX4Ht24G3b4XkuGFDYWC98+eF5PjMGWDyZKB+feF9pjrpI9YnJHwAEIfHjwGJREs+aA3Pt8xY4bV8+XI4OTlBX18f7u7uCg8WMrJ79264urpCX18flSpVwrFjx74pExgYiLZt28LU1BRFihRBzZo18fLlS1WdgkrcunULL1++zHFXtvDwcDRv3hweHh45rlsTEhKwb98+AECPHj1ytK2qtGzZEgBw8uRJboXE8hXOVnLA1dUVxsbGiI+Px4MHD+TrixQB/vkH0NICtm4FlDi7ksZJn986p8kyEaFChQrQ19fHli1bYGVlpYrwmIaTyYQnwjdvAocPC/3+J00CevQAHB2Fm04D/s/eeUZFkXRh+B2GnEVyMmNAMYOIWVQMK+a45rTmNYtiXJU1u+ZvjbtrzgnFhBEBBRURBLMCCghIzkx9P8oZGAUcYGZ6gHrO6UNPd3XV2yg1ffveuncC/TuKiqKe4XbtgKVLaUKpxET6c9kyelxdnes7qlxoaWkVyIofgcREICEBovA6ZiwzGJWT48ePY/bs2Vi2bBkeP36Mxo0bo1u3boiNjS20/YMHDzB06FCMGzcOT548QZ8+fdCnTx88f/5c1ObNmzdo06YN6tWrh9u3b+PZs2dYsmQJ1MvRxC8QCBAUFAQAYpmwJb1WV1cXsbGxaN++faEvE4ri0qVLSElJQbVq1eDo6FiicWWFvb09qlSpgsTERFE5KwajXEAqIUlJSQQASUpKKvG1nTp1IgDI33///cM5d3dCAEIMDAiJipKGUsUjISGBqKioEAAkNDS0xNdHR0fLQBVDEcjIIOT1a0Lu3CHkyBFC1q8n5PffCRk4kBBHR0KsrQlRUaF/I0VtKiqEtGlDyJIlhNy8SUh6Ojf3UpY5QlGR1j01atSIACCGhl4EIMTXl5CjR48SAMTBwUFKahkMhjwp6/xgb29Ppk6dKvqcl5dHzM3NiYeHR6HtBw0aRHr27Cl2zMHBgUyaNEn0efDgweTXX38tlR5CFGMeDw8PJwCIuro6ycnJKfH1SUlJpEuXLgQA4fP5hT57FkafPn0IALJw4cISjylLBg8eTACQNWvWcC2FwZB4jlDmwkAvzzg4OMDb2xv+/v6YMGGC2LmlS4ErV2gZqbFj6T6Px5FQGVGlShV06dIFly9fxsmTJ7F06dJi2+fm5iIjIwM6OjoAABMTE3nIZEiZhAS6zCAyknp8C9vi4yXri8cDTEwAS0u6DtnCgu63bAm0bk0zWDMUF0tLSwQHB6Nq1UjExdF15Y6O1LP89OlT5OTkSC1zPoPBUHyys7MRGBgINzc30TElJSU4OzvD19e30Gt8fX0xe/ZssWPdunXDuXPnAFCvqqenJ+bPn49u3brhyZMnqFGjBtzc3NCnT59C+8zKykJWVpboc3JyctluTAoIyyTZ2dlBWbnkj9y6urrw9PTExIkTcfDgQUycOBEfP37EypUrwSviAfPr168iL7SihGALWbJkCZYuXYr69etzLYXBkBhmLJeQwpJ8CVFRoeHYzZoBV6/SENPJk+WtUPYMGjRIYmN5+fLlOH78OI4ePSoK1WQoLrGxQGgoEBKS/zMkBIiLk+x6DQ1xA1i4X3AzNaV/K4zyiTDJl5ZWfpKvX3+thenTp8POzg65ubnMWGYwKhFxcXHIy8v74WW4iYkJwsLCCr0mOjq60PbR0dEAgNjYWKSmpuLPP//EqlWrsHbtWnh5eaFfv364desW2rdv/0OfHh4eWLFihZTuSjoIjeWmTZuWug8VFRXs378f1tbWWLlyJVatWgUtLS0sXLiw0PanT59GdnY2GjVqJKpWoCjY2tpyLYHBKDHMWC4hTk5O2LVrF1q1alXo+fr1gbVrgZkzgTlzaBkbGxs5i5Qxrq6uUFFRwfPnzxEWFoZ69eoV2s7b2xtr1qwBIQRv375lxrKCQEjhRnFoaPFGsZHRj4bv9waxvn7Fi6ZgiDN69Gh06tQJgYHN8PgxviX54mHr1q1cS2MwGBUEgUAAgD5vCMtNNmnSBA8ePMDu3bsLNZbd3NzEvNXJycmil3tcIQ1jGaBz7IoVK2BlZYUtW7b8ENlYkE6dOmHp0qWoVq1amcZkMBgUZiyXEENDQ/wmrBVVBNOmARcu0LrLI0YAPj5AKaJvFBZ9fX1s2bIFDRo0EGXH/p64uDj8+uuvIIRg/PjxGDRokJxVMoRG8fcGcUhI0SHTPB5QsybQoAFga5v/s149Fh7NoDg6OsLR0VFUluv1a271cEF2djacnJxQr149/Pfff1zLYTA4xdDQEHw+HzExMWLHY2JiYGpqWug1pqamxbY3NDSEsrIyGjRoINamfv36uH//fqF9qqmpQU3BSiI0b94cSUlJUnMWjB8/HiNHjoRqgbqIqamp0NbWFn2uWbOmwnnYC/L48WOsW7cOVatWxY4dO7iWw2D8lApkwikOSkrAgQNAo0bAw4fAmjV0PXNFYsqUKUWeI4RgzJgx+Pz5M+rVq4ctW7bIT1glJSYGeP78R6M4IaHw9kKjuKBBbGsL1K3LjGKGZNSuTX++ekVfzOTkZOPp06d49+4dBg8ezK04GZOdnQ1jY2McOXIEmzZtgpGREdeSGAzOUFVVRfPmzXHz5k3RemKBQICbN29iWhH1NB0dHXHz5k38/vvvomPXr18XZW5WVVVFy5YtER4eLnbdy5cvy5XHdM2aNVLvs6Ch/L///Q9r1qzBlStXfnixoKikp6fj+PHjMDAwwNatW8Hn87mWxGAUCzOWS0F0dDTOnz+P3NxcTJ06tdA2VlbAzp20JM7KlUCPHkBliULeunUrLl26BDU1NRw7dgxaWlpcS6qw5OYCv/8OFPVylscDatUSN4gbNKCeYg0NuUplVBAyMzNx9epVfPjwGcBvovJRyclRcHBwgIqKCvr06aNwHh5poq2tjcjISAgEAly/fh3Dhg3jWhKDwSmzZ8/GqFGj0KJFC9jb22PLli1IS0vDmDFjAAAjR46EhYUFPDw8AAAzZ85E+/btsXHjRvTs2RPHjh1DQEAA/v77b1Gf8+bNw+DBg9GuXTt07NgRXl5euHjxIm7fvs3FLSoc2dnZ2Lp1Kz5+/AgnJyecP38enp6ecHR0RI8ePcSMakWiVatW0NPTQ0JCAh49elTkskYGQ2GQR2puRaOs5QTu3r1LABBzc/Ni2wkEhAwaREvi1KtHSFpaqYZTWIKCgsi0adPI1q1bRcceP35MVFVVCQCybds2DtVVfJKSCHFxyS+7VLs2Ia6uhLi5EXLoECFPnnBXeqm8owglR6SNtO4pOTmZACAAiJlZkqh8lEAgIAYGBgQACQgIkJJqxePRo0dEIBCQ+fPnEwBkxIgRXEtiMMqMNOaHbdu2EWtra6Kqqkrs7e2Jn5+f6Fz79u3JqFGjxNqfOHGC2NjYEFVVVWJra0s8PT1/6HPfvn2kdu3aRF1dnTRu3JicO3dOrvdUFj59+kTSZfwlHBcXR1q3bk0AiMp6Kisrky9fvsh03LIyYMAAAoAsW7aMaymMSoykcwQzlktBWloa4fP5BACJiIgotm18PCFmZtSYmT69VMMpLAcPHiQAiK2trehYTEwMcXFxIb179yYCgYBDdRWbDx8IadSI/r/S0CDk7FmuFSk2eXl5JWrP9UOWLJDmPenq6hIApGXLUAIQ8t9/9HjXrl0JAPK///2vzGMoIk+fPiUASKtWrciVK1cIAGJkZFTi/18MhqLB5jzp07dvX8Ln88mBAwdkOk56ejrp16+f6CXm9/WrFZF9+/YRAMTe3p5rKYxKjKRzhJI8vNcVDU1NTTRq1AgA4O/vX2xbAwO6fhkAtm0Drl+XtTr5IcyKHRISgtDQUACAsbExPD09ceTIkSJrADLKRmAg4OAABAfTMkx37wJFlJ2s1BBCcO3aNTg7O2P9+vVcy6lQCDPMVq1Ky0e9ekWPC5PYBAQEcKJL1ixZsgQAUK1aNXTq1Ana2tr48uWLKOMtg8FgCHny5Any8vJQvXp1mY6joaGBEydOYPbs2dDW1hZbB66ouLi4AAAePXqEL1++cKyGwSgeZiyXEnt7ewA/N5YBoFs3QJgPa8wY4OtXWSqTH/r6+ujatSsAYPPmzaLjSkpKbJ2yjDh/HmjXDoiOBho2BPz9K89aeEnJzc3FkSNH0LRpU3Tr1g03b97Ejh07kJeXx7W0CoOlpSUAQFs7v9YyQDO/AhXTWPb19cXFixfB5/OxcuVKqKqqwtnZGQDg5eXFsToGg6FIJCQk4P379wBoyStZw+fzsXHjRiQnJ4vmJUXG3NwcdnZ2IITgekXyIjEqJMxYLiUODg4AJDOWAWDdOlpvOSoKKCInWLlk4MCBAIC9e/di7NixyMjI4FhRxYQQYPNmoG9fID0d6NqVliSztuZameKQlpaGrVu3onbt2hg+fDiCgoKgpaWF33//Hffu3WMZN6WI0Fjm8yMA/OhZDg4ORmZmJifaZAEhBIsWLQJA60zb2NgAyPeOXLlyhTNtDAZD8Xj69CkAoEaNGtDX15fbuOUpoq9nz55o2bIl1NXVuZbCYBQLy4ZdSoTGckBAAHJzc6H8k0LKWlrAf/8BrVsDR48CvXsDQ4bIQ6lscXV1Fe0/efIEKioqHKqpmOTmAjNn0uzqADBpEg3pZ79qcc6ePYuZM2cCAIyMjDBz5kxMnjwZBgYGHCureAjDsHNzxT3LVlZWMDIywpcvXxAcHIyWLVtyJVGq3LhxA7dv34aqqiqWLVsmOv7LL7+Az+ejW7duHKpjMBiKhnBpRrNmzThWorisXr1aJqW1GAxpwzzLpaRevXrQ0dFBeno6XgndKj/B3h5YvJjuT55MvczlHX19fSxatAgtW7bE+fPnf/rSgFEyUlLoi5WdO2kZqA0bgF27mKEMAG/evBErITJ48GB06NABu3btwocPH7B48WJmKMsIoWc5JYUay1+/AvHx1Kuxc+dO3Lp1C7a2tlxKlBoFvcpTpkwRvSgAaCjh+PHjxY4xGAyG0Fhu2rQpx0oUl/LkBWdUbniEEMK1CHmTnJwMPT09JCUlQVdXt9T9BAQEoHbt2iUKscnJod7lgACgSxfAywtQYq8sGIUQGQn07Ak8e0ZrIh8+TMOwKzsBAQFYv349Tp06BSsrK7x69UrqEQ3SmiMUCWne07t37/Dw4UPY2Njgl1+aIioK8POjiecqGjExMejatSvevHmDt2/fwtjYmGtJDIbUYXOedLG1tUVoaCg8PT3Ro0cPuY5d3khOTkZ0dLRoeQuDIS8knSOYmVYGWrRoUeK1KCoqNBxbXZ1mxhaG1jIYBXn8mEYiPHsGmJgAd+5UbkOZEIKrV6+ic+fOaNmyJU6cOAGBQIAGDRogISGBa3mVjho1amDw4MFo2rQp6tShxyQMsCl3mJiY4MmTJ/D19S3UUBaulR8+fDgq4btnBoNRCBMnTsTw4cNZGPZPuHDhAqpWrYrRo0dzLYXBKBJmLHNAvXqAsJLN/PlAWBi3ehiKxcWLQNu2wOfPgK0tzXhdQZZ+loo7d+6gSZMmcHFxgbe3N5SVlTFixAgEBQXh8uXLMDEx4VpipaZ2bfpTuG5ZIBDg6NGjmDNnToVJ+KekpCQqF/g9fD4fbm5uOHLkCIKDg+WsjMFgKCIzZ87EoUOHYGpqyrUUhaZp06bIzc2Fv78/e/HNUFiYsVwGcnNzMX/+fHTo0AGpqaklunbKFBqGnZEBjBhBw7MZjK1bAVdXmvG6Sxea8bpaNa5VcYu6ujqePXsGLS0tzJo1C2/evMG///4LOzs7rqVVaq5cuYIdO3bAzCwWQL5nmcfjYdasWdi0aROCgoI4VFg2srKysHXrVqSnpxfbTl1dHR07dgTASkgxGAxGSbCysoKtrS0EAgErIcVQWFg2pjKgrKyMY8eOISIiAgEBAejQoYPE1yopAQcO0Fq5AQHAjBlAp070OI9HN+F+YceK2i/qvLU1YGYmu98Fo2zk5gKzZgHbt9PPEyfS/cqWyCs2Nhbbtm0DAPzxxx8AaOb5AwcOwNXVFVWqVOFSHqMAc+bMwYsXL7B8eX0AnUSeZR6PhxYtWsDT0xMBAQFo1aoVpzpLy549ezBz5kz8+++/ePToUbHJaFxcXODp6YkrV65g/vz5clTJYDAUjYcPH0JHRwc2NjasZKEEuLi4ICQkBF5eXhg8eDDXchiMH2DGchlxcHBAREQE/P39S2QsA4CFBc1sPHQosHs33WSFhgYQHg6wpK2KR0oKLSN2+TL9vH49MGcOfclRWXj9+jU2btyIgwcPIjMzExoaGpg5cyYMDQ0BgK1nUkAsLS3x4sWLH2otAxAzlssjaWlpWLVqFQBg/PjxP83a2r17dwDA/fv3kZKSAh0dHZlrZDAYisnUqVMREBCAEydOYODAgVzLUXi6d++OjRs3wsvLCwKBAEos6y1DwWDGchlxcHDAqVOn4O/vX6rrhwyha/1u3AAIoZtAUPz+z85/3/bLFyA1FTh5Epg9W8q/AEaZiIwEevUCgoJo0rdDh4D+/blWJR9u3bqFf//9F76+vggPDxcdb9myJRYsWMC8yAqOsHyUsNby169AQgJgYECNZQDl1ljetm0bYmJiULNmTYwdO/an7WvVqoXatWvj9evXuHnzJvr06SN7kQwGQ+HIyckR5S5gZaMko02bNtDS0kJ0dDSePXuGJk2acC2JwRCDGctlxOFbrZTSGssA4O5ON1mxbRsN8z59mhnLisSTJ9RQ/vQJMDYGLlyomKV3kpKS4O/vD19fX4wcORI1atQAAISEhODgwYOidt27d8eCBQvQrl07Vn+xHCA0lmNiImFhQevGv3pF/w83b94cAPDixQukpqZCW1ubS6kl4uvXr1i7di0AYMWKFVBVVZXouu7du2Pbtm3w8vJixjKDUUkJCwtDVlYWdHR0ULNmTa7llAvU1NTQqVMnXLx4EVeuXGHGMkPhYLEOZaRZs2bg8/n49OkTIiMjuZZTKP360Z8PHtAHWgb3XLpEM15/+gQ0aEAzXlcEQ5kQgvDwcBw8eBATJ05Eo0aNUKVKFXTr1g3Lly+Ht7e3qG2XLl2waNEiXLp0CXFxcbh8+TLat2/PDOVygtW3NR2RkZE/ZMQ2MzODubk5BAIBnj59yo3AUrJhwwYkJibC1tYWQ4cOlfg6FxcXqKioVJgM4AwGo+Q8efIEANCkSRMWTlwCJk+ejB07dmD48OFcS2EwfoB5lsuIlpYWGjZsiKCgIPj7+4u8LYqEhQXg6Aj4+gJnzwLTpnGtqGScPQvs2QOoqQHa2oCWlvhPSY5padGEZ4rAtm3A77/TEHlnZxoeX8Jy3QpDamoqsrOzYWBgAAC4evWqaP1mQWrUqIHWrVuLvMoAULduXaxevVpuWhnSRTjXRUZGokULWgv8+3XLFy5cwLNnz9CmTRuOVJaMmJgYbNmyBQCwatWqEiXncXZ2RkJCQrnyojMYDOkiNJYrYgj2o0fAwoXA2rXAt5U2UqOw5wYGQ1FgxrIUcHBwQFRUFJKSkriWUiT9+1Nj+fTp8mUs5+XRMlvR0WXvS0OjaONaV5eGQpua5m8mJvRn1arSMbTz8mgY/Nat9PP48cDOneUn4zUhBO/fv8eDBw/g6+uLBw8e4NmzZ1iwYIHI6LW3t4eGhgaaNWuG1q1bw9HREY6OjqzWZAVEaCxHRERgyBB6TOhZBoB169Zhx44dsLCw4EBd6cjOzkb37t0REREBV1fXEl2rqqoqccg2g8GomDx+/BhAxTSW3d0Bb2/gt9+o4SyLIDBCCCIiImBtbS39zhmMUsKMZSmwefNm7N69W6HDR/v3B+bOBe7eBWJjqWFYHrhzhxrKVaoAHh5AWhpNVpaaWvh+YccIoX1lZNDty5eSaeDzxQ1poRFd2L6+fuFfIKmpNOv5pUv089q1wLx55SPjdUxMDKZMmYIHDx4gupC3Fi9fvhTtGxgYICkpCSrl5Q0Ao9TUqlULx48fh6WlpehlVkHPct26dbkRVgasrKxw6tQpZGRklGk+T0pKgp6enhSVMRgMRafgspNmzZpxK0bKREfTRLQAEBgIXLwI9O4t3TFiY2Nx5swZbN26FVWqVMHYsWMxaNAgVl2AwTnMWJYCmpqaXEv4KdWrA82b00nu3Dlax7c8cOwY/TlgADBpUsmvJ4QayD8zspOSgJgY+oUQHZ2/Hx9PPcKfP9PtZ6iqFm5Ee3rShF7q6sB//9H7UVQiIyPx9u1btGvXDgBQtWpV3LlzB/Hx8VBRUUGzZs1EHmNHR0fR2lUhzFCuHGhqamLQoEEAgGfP6LGCnuXyjIaGRqmu+/r1K5ydnREaGoq4uDhoaWlJWRmDwVBUCCH477//8PjxY9SvX59rOVLl+HG6dIzHo89Vy5cDv/wi3Rf+KioquHr1Kl6+fIm8vDw8ePAAM2fOxKBBgzB27Fg4OTkptFOKUXHhESL0u1UekpOToaenh6SkJOjq6kq1b0WuEefhASxaBHTtCly9yrWan5OdTY3Nr1+BmzeBTp3kryEnh3rivzeiC9v/WRS+Ime8fvXqFc6ePYszZ86I1t5/+PBB9H/5woULqFq1Kpo1a1ZqQ6I8Ics5gitkeU9paXQ5A0BfMH1bwo4dO3bg2rVrWLRokahygCISFhaGdevWYdmyZahWrVqp+yGEoEaNGvjw4QMuXbqEnj17SlElgyE72JzHKA57exp6vXQpsGkTdTKcPQvIIvH/58+f8e+//2L//v1ikWsNGzbE48eP2Qt5htSQdI5QTKuuHLJixQpYWlpi3759XEspEmH9Xm9vaoAqOteuUZ2mpkD79txoUFGhCdKaNwd69gTGjqUvHLZupW9a79wBwsOBxEQgPR149w7w86Pe+927gRUrgMmTgalT6XFFshdCQ0OxfPly2NnZwcbGBgsWLIC/vz94PB6qVauG+Ph4UdvevXvDycmpUhjK8mLHjh2oXr061NXV4eDggIcPHxbbPjExEVOnToWZmRnU1NRgY2ODy5cvy0lt4Tx48AA7duxAePhjmJvTYwVDsW/evIkLFy7Ax8eHG4ESsmTJEhw4cABz5swpUz88Hk+UqMbLy0sa0hgMBoNTXr2ihjKfT3PIzJhBjy9fTr3N0sbMzAwLFixAWFgY7t27hzFjxkBLSwt16tQRM5Tv3LmDnJwc6QtgML6DGctSIjMzE1FRUWWqtyxrbGyARo2A3Fzq4VR0hCHYgwbRSVrR0dCg4e4ODoCrKw0bX7qUJvHavh0okAiaEwQCAQQFvtn+97//YcWKFQgODoaysjK6du2KXbt2ISoqCvfv34eRkRGHais2x48fx+zZs7Fs2TI8fvwYjRs3Rrdu3RAbG1to++zsbHTp0gXv37/HqVOnEB4ejj179nCePGvPnj2YNm0arl69ijp16LGCodjCessBAQEcqJOMwMBAnDp1CjweD8uXLy9zfy4uLgCAK1eulLkvBoNRfjh8+DAuXryo0MleS8Phw/SnszNdVjZ7NqCjAwQFUceArODxeGjTpg3279+Pz58/iyoVADQarkOHDrC0tMS8efPw4sUL2QlhVHqYsSwlhCGGimwsA/ne5VOnuNXxM9LT8yfhEpQ6ZXxHTk4Obt68ialTp8LS0hJ37twRnRs4cCBcXV3x77//IjY2FlevXsVvv/0GMzMzDhVXDjZt2oQJEyZgzJgxaNCgAXbv3g1NTU3s37+/0Pb79+9HQkICzp07BycnJ1SvXh3t27dH48aN5axcnILlo4S1lr8vHwUotrHs7u4OABg+fDgaNmxY5v46deoEFRUVvHnzBq8ryiJuBoPxU+bMmYPevXsjNDSUaylSg5B8Y1lYArlqVdl7l79HR0dHLEP227dvYWpqitjYWGzYsAENGjSAo6Mj9u7di+TkZNkLKoJKuLK1UsCMZSkhNJZDQkKQkpLCsZqiERrL164BHM4nP+XSJboOUuipZUhOZmYmLl68iDFjxsDU1BTOzs7YuXMnPn/+jPPnz4vatWnTBufOncOIESNQpUoVDhVXLrKzsxEYGAhnZ2fRMSUlJTg7O8PX17fQay5cuABHR0dMnToVJiYmaNiwIdasWYO8vLwix8nKykJycrLYJm0Klo8qzrP86tUrhfS23L17F15eXlBWVpaKVxmgD3XCutIsFJvBqBx8/vwZMTEx4PF4sLOz41qO1Hj0iM7pmppA3775x2fPpiU3g4Pp2mV5061bN3z8+BEXLlyAq6sr+Hw+/Pz8MGHCBJiZmRX5XSotvnz5gp07d2LhwoUYNmwY2rRpA2tra6irq2PevHkyHZshf5ixLCXMzMxgZWUFQggCAwO5llMktrY0HDs7m2ZoVlSEIdhDhpSP8kqKwvv372FkZITevXvj4MGDSEhIgKGhIcaPH4/Lly9j7dq1XEus9MTFxSEvLw8mJiZix01MTAotzQXQt+inTp1CXl4eLl++jCVLlmDjxo1YtWpVkeN4eHhAT09PtH2ftVwa/MyzbGhoiOrVqwPIrz+qKBBCsGjRIgDA+PHjUatWLan1zUKxGYzKxZMnTwAA9erVq1BZ8IVeZVfX/CSOAE3iOHMm3ZeXd/l7VFRU8Msvv+DcuXOIjIzEunXrUK9ePaioqKBJkyaidn5+foiKivppf7m5uXj37h3u3LmD//77D6tXr8akSZPQvXt32NraYuPGjaK2cXFxmDp1KtauXYujR4/Cx8cHERERyM7OxoYNG3Dy5ElZ3DKDI1jpKCni4OCAiIgI+Pv7o0OHDlzLKRQej5YtWrMGOH1aMUOck5IAYd4iRdSnaBBCROUUqlWrBgMDA+jr66Nfv37o168fnJycoKzM/tTLMwKBAMbGxvj777/B5/PRvHlzREVFYf369Vi2bFmh17i5uWH27Nmiz8nJyVI3mAsay4V5lgHqXX7//j0CAgLQsWNHqY5fFq5cuQIfHx+oq6tjyZIlUu27V69eCAoKgqurq1T7ZTAYionQWG7atCnHSqRHbm6+40IYgl2QWbNostPnz+nz5MCB8tVXEFNTU8ybNw9z587Fhw8fRMlICSEYPXo0Xr16BRcXF4wcORJqamr4+PEjPn78iNatW6Nfv34AaARUgwYNihwjPDxctG9tbY0+ffrA2tpabDtz5gyePHmisDYAo3SwJ2gp4uDggFOnTpWLdctr1lCDNC0NULSXoOfOAVlZQP36NCEZo2hCQ0Mxfvx47N27Fw0aNACPx4OPjw8sLCxYPUIFxdDQEHw+HzExMWLHY2JiYGpqWug1ZmZmUFFRAb9Aprv69esjOjoa2dnZUFVV/eEaNTU1qKmpSVf8dwiN5S9fvsDCIhOAOhISgISE/PJRLVq0wOXLlxUuDLt169ZYvHgxlJWVYS5M5S0lGjRogMNClwyDwajwVERj+eZNWjrT0JCWHP2eKlWA33+nVT9WrKDPllxXTuXxeKJoJgBISEiAsbExwsPDcfny5R8qSCQnJ4uMZSsrK6ipqf1gAFtZWcHa2hp169YVXaelpYWzhcSfC/N08MtDVlqGxLAwbCnSunVr2Nvbi4V/KCJNm9K1wBkZgCIuqTt6lP4cOpSFYBdHVlYWhg0bBl9fX1E4KUANGGYoKy6qqqpo3rw5bt68KTomEAhw8+ZNODo6FnqNk5MTXr9+LZbN/OXLlzAzMyvUUJYXBgYGojf4SUmfROWjCnqXZ8yYgeTk5GJDxrlAX18fq1atktpaZQajslPScngnT55EvXr1oK6ujkaNGhVbCu+3334Dj8cTy4isSFREY1n4vm/QIFpGszB+/x3Q0wNCQgBFjDyuWrUq7t69i/DwcLi5uaFBgwawt7fHgAEDMGvWLFGpPwDQ1tZGRkYGXr58iRs3bmD//v1Yvnw5xo0bhy5duoglGCsKPp8vZijfv3+fJf2qCBAOiY+PJ8OGDSM6OjpET0+PjB07lqSkpBTbftq0acTGxoaoq6sTKysrMn36dJKYmFiicZOSkggAkpSUVNZbKLfMmUMIQMjQoVwrESc2lhA+n2p7+ZJrNYrNrFmzCABiaGhIPn36xLWcCoWs54hjx44RNTU1cvDgQRIaGkomTpxI9PX1SXR0NCGEkBEjRpCFCxeK2n/8+JHo6OiQadOmkfDwcHLp0iVibGxMVq1aJfGYsrqnixcvEh8fH5Kenk7ataN/u4cOSXUIqZKXl0cEAoHMxxEIBOTZs2dk9+7dMh+LwSgrZZ0fjh07RlRVVcn+/ftJSEgImTBhAtHX1ycxMTGFtvfx8SF8Pp+sW7eOhIaGEnd3d6KiokKCg4N/aHvmzBnSuHFjYm5uTjZv3iy3e5KUr1+/EgAEAImPj5fpWPIiLY0QbW06n/v4FN92xQrarn59QnJz5aNP0REIBGTy5MkEANmzZw/XchhFIOkcwamx7OLiQho3bkz8/PzIvXv3SO3atcnQYqy34OBg0q9fP3LhwgXy+vVrcvPmTVKnTh3Sv3//Eo3LjGVCfH3p5KajQ0hGBtdq8tm5k+pq3pxrJYrN1atXRV/OFy9e5FpOhUMec8S2bduItbU1UVVVJfb29sTPz090rn379mTUqFFi7R88eEAcHByImpoaqVmzJlm9ejXJLcGTiTzuadw4+ve7fHnh5+VhpP6MPXv2EEdHR3Lv3j2ZjpOYmEj4fD4BQN69eyfTsRiMslLW+cHe3p5MnTpV9DkvL4+Ym5sTDw+PQtsPGjSI9OzZU+yYg4MDmTRpktixyMhIYmFhQZ4/f06qVaumkMZybm4uCQkJISdPnpTpOPLk6FE6l9eoQcjPpu3EREL09Wn7I0fko6884OHhQQAQNTU18uTJE67lMApB4Y3l0NBQAoA8evRIdOzKlSuEx+ORqKgoifs5ceIEUVVVJTk5ORJfI+sJNDU1VeEfjvLyCLGwoJPbhQtcq8mnbVuqacMGrpUoLrGxscTU1JQAIFOmTOFaToWkIr5Qk8c9eXjQv9/hw8WP79ixgzRo0ICsW7dOZmNLQkZGBrG0tCQAyKZNm2Q+Xps2bQgAsmvXLpmPxWCUhbLMD1lZWYTP55OzZ8+KHR85ciTp3bt3oddYWVn9YPguXbqU2NnZiT7n5eWRjh07ki1bthBCyE+N5czMTJKUlCTaIiIiKtw8Li969aJz+eLFkrX/4w/avl495l0WkpeXR3r06EEAkFq1apU4CpYheySd9zhbs+zr6wt9fX3RYngAcHZ2hpKSUokSZCUlJUFXV7fYbL/yqDcq5MyZM9DT08Po0aNlNoY0UFICvuU0wOnT3GoREhEB3LtH9wcP5laLokIIwbhx4xAdHY0GDRpgw4YNXEtiVHJCQkKwfft2nD9/vsiM2GlpaQgNDf3pGkZZs2vXLkRGRsLS0hKTJ0+W+XjC9XCs3jKjIlOacnjR0dE/bb927VooKytjxowZEumQR7m8ykBcXH4+m8KyYBfGjBk0qWNYWH4G7cqOkpIS/v33X1hbW+PNmzcYN24cW79cTuHMWI6OjoaxsbHYMWVlZRgYGBQ5uX5PXFwc/vjjD0ycOLHYdvKcQOvWrYu8vDwEBAQgLy9PZuNIg/796c8LF4CcHG61AMCJE/Rn27bAtyS7jO9ISUlBQkICVFVVceTIEVFyJQaDK+7cuYPp06fj4MGDhdZaBvIzhAYEBMhZXT4pKSlYs2YNAGDZsmVQV1eX+ZjCess3b95Edna2zMdjMCoKgYGB+Ouvv3Dw4EGJE1a6ubkhKSlJtEVERMhYZf64mzdvRlxcnFzGkzUnT9KyUU2b0qokkqCrC8yZQ/dXrqTXM2iCsRMnTkBFRQWnT5/G1q1buZbEKAVSN5YXLlwIHo9X7BYWFlbmcZKTk9GzZ080aNDgp9lM5TmB1qtXD9ra2khLS0NISIjMxpEGbdoAxsbA16/ArVtcqxHPgs0oHF1dXdy+fRt37txB48aNuZbDYIjVWhYay8LyUUKaNWsGAHj//j1nD5RbtmxBXFwc6tSpg1GjRsllzCZNmsDExASpqanw8fGRy5gMhrwpTTk8U1PTYtvfu3cPsbGxsLa2hrKyMpSVlfHhwwfMmTNHrDRQQdTU1KCrqyu2yZqMjAysX78es2fPRmZmpszHkwfCLNiSepWFTJ9OvcsvX+Y/zzFoWVlhFOD8+fMRGRnJsSJGSZG6sTxnzhy8ePGi2K1mzZowNTVFbGys2LW5ublISEgocnIVkpKSAhcXF+jo6ODs2bNQKSqn/TfkOYHy+Xy0bNkSABS+3jKfD/TtS/dPneJWy6tXQGAg1TRgALdaFJGCoTvKyspo1aoVh2oYjHyEkToRERHQ0kKh5aP09PRQ51uMdmBgoLwlIj4+XvSwsnLlyp9+Z0gLJSUldOvWDQBw5coVuYzJYMib0pTDc3R0FGsPANevXxe1HzFiBJ49e4anT5+KNnNzc8ybNw9Xr16V3c2UkOfPnyMvLw+GhoawsLDgWk6Zef8e8PGhZTuHDCnZtTo6wNy5dP+PP5h3uSDTp0/HxIkTcebMGdELZkb5QerGspGREerVq1fspqqqCkdHRyQmJoo9OHl7e0MgEMDBwaHI/pOTk9G1a1eoqqriwoULcgmlKylC/YpuLAP5odjnzgFcRo0L17g4OwNGRtzpUFTmzp2LWbNmVZg314yKg/CLPyYmBtnZ2SLv8vfrloWh2FwYy3v37kVycjIaN26MQYMGyXVsYSj27du35TougyFPZs+ejT179uCff/7BixcvMHnyZKSlpWHMmDEAgJEjR8LNzU3UfubMmfDy8sLGjRsRFhaG5cuXIyAgANOmTQNAw1cbNmwotqmoqMDU1BR169bl5B4L4/HjxwBofWVJw8UVmSNH6M+OHYHS2P7TpgFVq1IHiLAvBsDj8fC///0PPXv25FoKoxRwtma5fv36cHFxwYQJE/Dw4UP4+Phg2rRpGDJkCMy/uSaioqJQr149UVIYoaGclpaGffv2ITk5GdHR0YiOjlao9cFCY5nrZDaS0KEDUKUK8OVLfnIteUMIC8EujmvXrmHTpk3YsmUL7t+/z7UcBkMMQ0NDqKqqAgA+ffokSvKlSOuW586di//++w+bNm2CkpJ8v/a6d++Oq1ev4u7du3Idl8GQJ4MHD8aGDRuwdOlSNGnSBE+fPoWXl5coidfHjx/x+fNnUfvWrVvjyJEj+Pvvv9G4cWOcOnUK586dQ8OGDbm6hVLx5MkTANRYLu8QUvoQbCE6OsC8eXSfeZeL5sOHD/j333+5lsGQFHmk5i6K+Ph4MnToUKKtrU10dXXJmDFjSEpKiuj8u3fvCABy69YtQgght27dEtWW/X4rSakmWZdQ+fTpEwFAlJSUxO5HURkzhqb8nzaNm/GDguj4amq0Xh8jH1YmihtY6aiSUbNmTQKA3L17V1Q+6tdfxdvcvXuXNGjQgMydO1fq4zMYjLLB5rzSYW9vTwCQY8eOyWwMefHkiXSexVJSCDE0pH0dOCAtdRWHiIgIUqVKFaKkpES8vb25llOpUfjSUQBgYGCAI0eOICUlBUlJSdi/fz+0tbVF56tXrw5CCDp06AAA6NChAwitDf3DVlTCBy4wMzPDlClTsGnTJggEAq7l/BRhKPbp0wAXcoVe5R49AD09+Y+vqBBCMHbsWFYmiqHwFEzyVZRnuW3btggJCcH69evlpisuLg4ZGRlyG4/BYFQecnNz8ezZMwAVw7Ms9Cr36lW2ZzFtbWD+fLr/xx+KUW1FkbC0tISrqysEAgGGDh0qcQUgBndwaixXZHbs2IGZM2fKJRtjWXF2pmn/P38G/PzkOzYh+euVWQi2OLt27cKlS5egqqqKo0ePsjJRDIVl3bp1ePDgAbp3717kmmUumDVrFmrXrs15cq2UlBTMnTsXjo6OyGVxiQxGheDdu3fIzs6GtrY2agsnvnJKXl6+46K0IdgFmTKFVlt5+xb477+y91fR2LFjBxo2bIiYmBgMHTqUfS8oOMxYZkBNjb5JBKh3WZ74+9Psi9raAMt7kE9ISAjmfCtauHbtWtjZ2XGsiMEoGgcHBzg6OkJfX19kLMfH07J035Obm4v4+HiZawoODsbhw4fx6dMnGBsby3y84tDU1MTBgwfh5+cHP3m/kWQwGDKhTp06SElJga+vr9xzIUibO3eAqChAX59G+ZUVLa187/KqVcy7/D2ampo4deoUtLW1cfv2bSxbtoxrSYxiKN9/3QqMQCBAaGgoDgvjWhQcYbmm06ept1deCN9kuroCmpryG1fR+fDhA1RVVdGtWzfMmDGDazkMhsRoaQFmZnT/e+/ysWPHoKuri7Fjx8pcx5IlS0AIwYABA9C8eXOZj1ccfD4fXbt2BcBKSDEYFQlNTc1yl5SsMISPqgMGUAeKNJg8GTAxAd69A/75Rzp9ViTq1q2LvXv3AgDWrFmDy5cvc6yIURTMWJYRGRkZsLOzw6+//louCpB360aN1Q8faL1jeZCXB5w4QfdLWs+votOjRw8EBQXh4MGD5f6NNaPi8/nzZ2zbtg3btm0DgCLXLVtaWiIjI0NmGbG/fv2K3bt3o1WrVjh//jyUlJSwcuVKmYxVUoQlpLy8vDhWwmAwGPlkZgKnTtF9aYRgC9HUBBYsoPurVgHZ2dLru6IwePBgTJkyBQCwZcsWEHl6qxgSw57CZYSWlpbobWN5KCGlqZkfeiOvUOw7d4DoaFq66pvTpdJTcKKsXr06TE1NOVTDYEjGp0+fMGPGDHh4eABAkeuWmzRpAiUlJXz69EmsjIy0cHV1xeTJk+Hv7w8+n4/ly5ejfv36Uh+nNHTr1g0ArcvKErowGOUbQgi6dOmCqVOn4mth603KEZ6eQHIyYGkJtGsn3b5/+w0wNaWOmIMHpdt3RWHTpk1Ys2YNLly4UCFqdVdEmLEsQ4T1lv39/TlWIhnyDsUWhmAPGAB8K9NaqYmNjUWzZs1w9epVrqUwGCVCmA07OjoaOTk5RXqWtbW1Ua9ePQBAYBlDWIKDgzFv3jwkJCSIjg0dOhR2dnbYuHEjIiMjsWTJkjKNIU1MTEzQrFkzALR2OoPBKL+8f/8eN27cwJ49e6ClpcW1nDIhDMEeOhSQdiCbhgawcCHdX72aeZcLQ01NDW5ublBXV+daCqMImLEsQ8qbsdyjB12r8uoV8Py5bMfKzs73YLMQbPqWety4cXj69Cnmzp3LMiMyyhVGRkZQUVEBIQSfP38uNiN2ixYtAKBUodhfvnzB1q1b0axZM9jZ2WHDhg04fvy46PzEiRMRFBSE2bNnK2RURvfu3QGwdcsMRnnnyZMnAICGDRtCtRy/7f/6lXqWAeDXX2UzxsSJNI/Fx4/AgQOyGaOikJeXh+XLl+OUMC6eoRAwY1mG2NvbA6APhXl5eRyr+Tk6OnTtMpC/fkVWXLtGJ2lTU6B9e9mOVR7YuXMnLl26BDU1NRw+fBjKyspcS2IwJEZJSUmiWstAyY3l7OxsnDt3Dn369IG5uTlmzpyJJ0+eQEVFBX379oWtra2oLZ/PL9uNlICzZ4GgoJJd4+LiAjMzM5ibm8tGFIPBkAtCY7m811c+fZo6Lxo2BGRVdON773JWlmzGqQjs27cPK1aswNixY/FaEeovMgAwY1mm1K9fH9ra2khLS0NoaCjXciSif3/6U9brloUh2IMGAXJ8vlVIQkJCMHfuXACsTBSj/FLQWK5Vix4rrHyU0FgODAyUKJlJQkICBgwYgPPnzyM3NxfNmzfHtm3b8OnTJ5w5cwbtpL3ITgIuXAD69QO6dwdKEgTSunVrREVFYePGjbITx2AwZE5FMZaFIdjSTOxVGBMnAubmQEQEsH+/bMcqz4wZMwZt2rRBSkoKBgwYgIyMDK4lMcCMZZnC5/PRsmVLAOUnFPuXXwAVFSAkBAgPl80Y6enA+fN0f+hQ2YxRXsjMzMTQoUORmZkJFxcXViaKUW4RGssRERHQ1i66fFTjxo3Ru3dvTJ48+YflBp8/f8aGDRswadIk0TFTU1OMGjUK8+bNw/PnzxEQEIBp06bB0NBQpvdTFAIBsHixUC9w+7bk1yopKbEELgxGBeDx48cAyrexHBlJE60Csn8WU1cH3Nzo/po1zLtcFCoqKjh27BiMjIwQFBTEngkVBGYsyxg3NzdcvHgR/fr141qKRFSpAnTuTPdl5V2+dAlISwOqVwe+LeuutLi5uSE4OBhGRkY4cOAAe5BmlFsKepaB/IzY34dia2pq4vz581i6dClUVFSQmZmJEydOoEePHrC0tMS8efPw999/4/3796Jr9u3bh3Xr1omFXHPFsWPiOR0KLJmWGIFAgJCQEOmJYjAYciMmJgafP38Gj8dD48aNuZZTao4epclc27YFqlWT/XjjxwMWFtRI/1ZemFEIFhYWOHLkCHg8Hvbu3Yt///2Xa0mVHmYsy5guXbqgV69eMDAw4FqKxAhDsWW1bvnYMfpzyBCgMtuGAoEAiYmJAID9+/crZEIiBkNSJkyYgAcPHmDRokUA8mstF7Xs6vnz55g8eTLMzMwwePBgXLlyBQKBAI6Ojti9ezeqVq0qJ+WSk5MDLF1K94X5Hc6cKVmG1+TkZJiamqJRo0aIi4uTvkgGgyFToqKiYGVlBRsbG2hra3Mtp9TIKwRbiLo68O3rAWvW0PrOjMJxdnbG8uXLAQCTJ09mL1c5hhnLjB9wdaXlA548Ad6+lW7fSUnA5ct0v7KHYCspKeHAgQMICAhAr169uJbDYJSJOnXqwNHREUZGRgCK9iwLCQwMxO7du5GYmAgrKyssXrwY4eHhePDgASZNmgQdHR05KZec/fuBN28AY2PgxAnAxARISABu3JC8D11dXZiamoIQguvXr8tOLIPBkAnNmjXDx48fy1z+jktCQmiCQhUVYOBA+Y07bhxgZQV8+gTs2SO/ccsjixcvRpcuXSAQCBAWFsa1nEoNM5blgLe3N9zd3fH06VOupUiEkRHQoQPdP3NGun2fPUvXqjRoADRqJN2+ywuEELHERs2bN+dQDYMhG37mWe7fvz9Gjx6NGzdu4P3791i1ahVsbGzkJ7CEZGQAK1fSfXd3QFc3/yGzpKHYwhJSXl5eUlTIYDDkSXmuryz0KnfvDsgz8FFNLd+77OFB51VG4fD5fBw+fBj+/v7oLwz5ZHACM5blwK5du7B69WpcvXqVaykSI6us2CwEm5aJ+uWXXxAbG8u1FAZDamRnZ2Pbtm1YsGABcnNzf+pZ1tbWxoEDB9C5c2coKSn+V9HOndQbYm1NM7sCwODB9Oe5cyULKXRxcQFAjWWBQCBdoQwGg1EMAgFw5Ajdl1cIdkHGjqXz6OfPwN9/y3/88oSRkZFYhZTvk2Iy5IPiP6FUABy+ZbEqLxmxAaBvX2rM+vnRZAzS4MuX/HDFIUOk02d5Q1gmytPTkxWdZ1QolJWVMXv2bKxbtw7R0dEiY7mw8lHljeRk6gUBgOXLqXcEAFq3Biwt6fmSOImdnJygra2N2NjYchNxxGAwaM4BExMTdOvWDVnlNKXzgwfAhw+Ajg6tgCJvVFXzKwr8+SfzLkuKn58fGjRogHv37nEtpdLBjGU5YG9vD6B8GctmZvRBEJBeKPbJk0BeHtC8eX6IZmUiMzMTw4YNE5WJmjx5MteSGAypoaSkBAsLCwA0I7a2NiDMWVdUKHZ5YfNmavTXrQuMGJF/XEmJ1ooHShaKraqqis7fyg5cuXJFikoZDIYsCQoKQmxsLEJDQ6EmfGtWzhCGYPfrB2hocKNh9GiagTs6Gti9mxsN5Y2NGzfi1atXaNeuHVq3bo39+/cjNTWVa1mVAmYsy4HmzZuDz+fj06dPorIq5YEBA+hPaYViC0OwK2tiLzc3Nzx79gxGRkY4ePAgKxPFqHAUrLUM/HzdcnkgLg7YuJHu//EHoKwsfl4Yin3hAi2JJyls3TKDUf548uQJAJrkqzySnU2TEwLchGALUVWluR8AYO1aID2dOy3lhT179mDgwIHg8/nw9fXFuHHjYGZmhgkTJpQrZ1x5hBnLckBLSwsNGzYEUL68y8LS0PfuATExZesrIoL2A+Q/XFYmvLy8sGXLFgDAgQMHYGJiwq0gBkMGSFpruTyxdi2QkgI0bZqfy6EgLVsCNWrQhz1PT8n77dGjB9zc3OAhjO9mMBgKj9BYbtq0KcdKSsfVqzSDv6kp0KkTt1pGjaJzZ0wM8y5Lgr6+Pk6cOIHIyEj8+eefqFOnDlJTU7F3717MnTuXa3kVGmYsywnhuuWHDx9yrERyrK3pgyAhNIt1WRC+yWzblq7xqwikpaUhPj4enz9/xsePH/HmzRu8ePECz549w+PHj0Xt4uLiMH36dADAtGnT0LNnT64kMxgy5Xtjubx7lqOigO3b6f7q1TTs+nt4vPwXgCUJxbayssKaNWvQpk2bsgtlMBhyobwby8IQ7CFDAD6fWy0qKuLe5ZJE5lRmTE1NsWDBAoSHh+POnTsYMWIEpkyZIjofFxeHIUOG4Nq1ayyBpJRQ/nkThjRwcHDA33//jWfPnnEtpUT07w88ekRDsX/7rfT9HD1Kf5YmBDs+Ph6PHz9Gly5dRMeOHDmCL1++ICcnB7m5ucjJyRHt6+rqYuHChaK2K1aswOvXr0VtCl6jo6ODMwUWZY8aNQp+fn7Izs4Wa5+TkwM1NTXExcWJ2vbv37/YDOcCgQA8Hg/6+vqws7ODuro61q1bV/JfAINRTrCysgJQcTzLq1bRLNdt2gDfElgXyuDBNFHN5cs02Zeurvw0MhgM+ZCVlYWQkBAApTOWMzOBgADA0ZEbQzUlhS4XAbgNwS7IiBH0ReTbt8CuXQBzkEoOj8dDu3bt0K5dO7Hj//33H44fP47jx4+jWrVqGDNmDMaMGQNra2uOlFYASCUkKSmJACBJSUlyGzMuLo6EhoaSvLw8uY0pDV69IgQghM8nJC6udH28fJnfR2xsya/v1q0bqVevHhEIBKJjDRo0IAAK3aysrMSub9myZZFtDQwMxNp27NixyLaqqqpibXv16kUAEB6PR9TU1Ii2tjYxMDAgJiYmxNLSkuTk5Ijabt68mYSFhZX85hmcwMUcIWvkcU+nTp0iAEjr1q0JIYQ8eUL/9g0NZTakzHj9mhBlZar/7t3i2woEhNStS9v+95/kY2RnZ5OLFy+S+fPni81vDIa8YXPezwkMDBQ9N5Tm79XFhc4RgwYRkp0tFUkl4p9/6Pg2NnTOUhT276e6jIwISU3lWk355/nz52TatGlEX19f9PzK4/FIt27dyIkTJ0hWVhbXEhUGSecI5lmWE1WrVkXVqlW5llFiatcGGjcGgoLoG8kxY0rehzCxl7MzYGRUsmuzs7Nx+/ZtZGVl4d27d6hZsyYAut7Pzs4OKioqUFFRgbKysmjfwMBArI8ZM2YgJiZGdL5ge01NTbG2mzZtQkpKiqidqqqq2H5Bzpw5AyUlJfAleEX8+++/l+zGGYxySIcOHeDr6yt6gy30LMfFAYmJgL4+Z9JKzLJlQG4u9Si3bVt8W2Eo9sqVNBT7118lGyMvLw+DBw9Geno6hg8fLlZPk8FgKBa5ubno2LEjDAwMSpyg8/r1/PJyJ04AWVl0rpBnQm1hCPbw4XTOUhSE3uU3b4AdO4D587lWVL6xtbXFtm3bsG7dOpw9exZ79+7FrVu3cPXqVXh7e+PTp08wNDTkWma5gkcIIVyLkDfJycnQ09NDUlISdFm83E/54w9g6VKgR4+SJbAB6HpnW1vgxQvg4EGa0KEk+Pv7o1WrVqhatSq+fPnCMkgz5EJFnCO4uiczM1oe5NEjoEULuQ1bJoKD6UtCQmjYZPPmP78mNJTOdSoqNGFNlSqSjdWrVy94enpi7dq1mM+eEhkcweY82SEQ0LnvyROgc2fg/n1qLHfrRktzfvfOXiZERwMWFlTLq1f5LzIVhX/+oeWkDA2Bd+8AbW2uFVUs3rx5g/379yM5ORnbtm0THZ8+fTqaNm2KQYMGQbsS/tIlnSNYgi854uPjg2HDhmHp0qVcSykRwgyw168DSUkluzY4mBrKampAnz4lH/vBgwcAgNatWzNDmcEohwiTfJWndctLllBDecAAyQxlAGjQAGjUCMjJKVlCRJdvi6FZvWUGo2Jy7Bg1lHV16b6nJzWQr14FevYE5FEq9/hxaig7OCieoQxQb3edOjQKqWlTYPJk6oEvayUWeUIIzVmhiNSqVQurV68WM5TDw8Oxfft2sRJUfn5+qIQ+1J/CjGU58uXLFxw9ehTnzp3jWkqJaNAAqF+fPgReulSya4WJvXr0APT0Sj620Fh2cnIq+cUMBkPu/PPPP5g/fz5ef0uBLXwwKy8Zsf39gfPnaebrP/4o2bWlyYotrLd8//59pKSklGxABkOB2LFjB6pXrw51dXU4ODj8tPrHyZMnUa9ePairq6NRo0a4fPmy6FxOTg4WLFiARo0aQUtLC+bm5hg5ciQ+ffok69soFIFAgMTExBJfl5UFLF5M9xcsoJ7Tzp1pSLaODnD7NtC1a8kdESWlYAi2IqKsDGzZQh0rr1/TUlKDB9MSVw0aAFOmUOM5NpZrpfkkJlIn0urVQO/eNIpKTw/o0AHg6L9piTA0NMSff/6J2rVri0pQOTo6wtzcHL169cKtW7e4lqg4yGMBtaLBVSKLT58+EQBESUmJpKSkyHXssuLuThMw9O0r+TUCASHVq9PrTpwo+ZgCgYCYmZkRAOTuzzLsMBhSRB5zxPbt20m1atWImpoasbe3J/7+/hJdd/ToUQKAuLq6lmg8ec17rVq1IgDI6dOnCSGErFlD54ARI2Q6rNTo3JnqHTOm5NcWTIhYkmSGtWvXJgDIuXPnSj4ogyEFyjo/HDt2jKiqqpL9+/eTkJAQMmHCBKKvr09iYmIKbe/j40P4fD5Zt24dCQ0NJe7u7kRFRYUEBwcTQghJTEwkzs7O5Pjx4yQsLIz4+voSe3t70rx5c7ndU0FevHhBAJCGDRuWKLnXli10TjAz+zF5lb8/Ifr69Hzz5qVPovozwsPz56Ui/jkUhoQEQs6dI+T33wlp0oQQHo9qL7g1aEDIlCn0uVJe95OVRcijR4Rs307IyJH5CR2L2oyNCfH2lo+2siIQCMidO3fIiBEjiLq6uigp2IULF0Rtbty4QXr37k1WrlxJPD09i/y7Lm9IOkcwY1nOWFlZEQDk1q1bch+7LAiz2qqrEyKpne/rS6/R1iYkLa3kY757944AIMrKyiQ9Pb3kHTAYpUTWc0RJHyyFvHv3jlhYWJC2bdsqrLE8YMAAAoD89ddfhBD6QAMQ4ugo02Glwo0bVKuKCiHv35euj+bNaR+7dkl+zbRp0wgAMmnSpNINymCUkbLOD/b29mTq1Kmiz3l5ecTc3Jx4eHgU2n7QoEGkZ8+eYsccHByK/Rt4+PAhAUA+fPggkSZpznlHjhwhAEirVq0kviYxkZCqVel88Pffhbd58oRWCwAIadRINsbf0qW0fxcX6fcta+LjCTl7lpCZMwlp3Lhww9TWlpCpUwk5ebJ0FVe+RyCg1RAOHyZkxgxCWrUiRE2t8LFr1iRk6FBCNm8m5MEDQoKDCbGzo+eUlAjx8CCkPBXBSUtLIw8ePCBbt24lsQV+mcuWLfuhQoylpSXp06cPWbVqFYmMjORQdelh2bAVFHt7e0RERMDf3x8dOnTgWo7ENG4M1KxJa+FduQIMHPjza4Qh2K6upUtgkZeXh7FjxyI9PR0aGhol74DBUFA2bdqECRMmYMy39PK7d++Gp6cn9u/fL1YjvCB5eXkYPnw4VqxYgXv37pUqJFAeCGstR0REACg/a5YJyQ+X/O03oFq10vUzeDAQGEhDsSWtTd+9e3ds374dYWFhpRuUweCQ7OxsBAYGws3NTXRMSUkJzs7O8PX1LfQaX19fzJ49W+xYt27dil2mlpSUBB6PB/0i0upnZWUhKytL9DlZigtInzx5AqBk9ZXXrwfi44F69YquJNKkCQ3FdnamOV7atwdu3gTMzcuuGaDzmjAEW9Is/YqEgQHNdyPMeRMfD9y7B9y6RX9vz54BISF027GDtrG1BTp2pOHQ7dr9vApLXBzw8KH4Fh9fuBZ7e7ru296eboUllfb1BaZOpUlt3dyABw9oAjNJkz5yiaamJhwdHeHo6Ch2fMCAAdDX10dgYCACAgIQHh6OyMhIREZG4ty5c+jXrx8sLCwAAJ6ennj27BlatGiB5s2b/1ChpjzCjGU54+DggNOnT8Pf359rKSWCx6PJbtatA06f/rmxnJdH15cAwJAhpRuzVq1a2LdvX+kuZjAUlNI8WALAypUrYWxsjHHjxuHevXs/HUeWD47FYWlpCQCIjIwEANSqRY8revmoixfpemVNTWDRotL3M2gQLX1y5w7w+TNdx/YzOnbsiPDwcNQRvllgMMoRcXFxyMvLg4mJidhxExOTIl8ARUdHF9o+Ojq60PaZmZlYsGABhg4dWmTWWg8PD6xYsaIUd/BzHj9+DEByY/nTJ2DTJqEuuia3KGxtgbt3gU6dgLAwauDdvFn6F3YFefiQlmTS1KSOi/JO1ao/Gs9371LD+Xvjeft22qZhQ2o4d+wItGoFfPhAfy/+/nR7+/bHcdTUaKKxgsZxrVqSldzS1AT27wecnIBp0+h3S/PmwKlTQLNmUvk1yJ2GDRuiYcOGos8pKSl48uQJAgICEBQUBBsbG9G5o0eP4rDwDQ2AGjVqoEWLFiLj2dHR8YeyrYoOM5bljIODAwCUO2MZoFmx162jmRwzMoDinL137tBSBVWq0OQVDAaDUpoHy/v372Pfvn14+vSpxOPI8sGxOL43lnV0aJKW6GiauEURy0cJBPle5Zkzqd7SUq0a4OhIvQsnTwIzZvz8Gg0NDbGHDQaDkU9OTg4GDRoEQgh27dpVZDs3Nzcxb3VycrIo0qUsEEJK7Flevpw+J7VuLZmRWqcONfo6d6bGrdBgLmvmaqHN0qdPxSzHVLUq0Lcv3QD6Urag8RwcDDx/Tjeh8VwYdevmG8UODoCdHaCqWnpdPB4wfjw1jgcMoOWwWrcGtm2jx8t7cRcdHR20a9cO7dq1++Fcly5dkJubi8DAQLx+/Rrv3r3Du3fvcPLkSSgpKeH169eoUaMGB6pLD8uGLWeaN28ONTU1GBsbl7vMpy1bAlZWtMzBtWvFtxWGYA8YULoJJyMjA0+ePEFubm7JL2YwKhApKSkYMWIE9uzZA8PCYr6KwM3NDUlJSaJNGBYta4TGcsHxFD0j9rFj9GFKTw+YN6/s/ZUmK7YQgUBQdgEMhhwxNDQEn89HzHd1fmJiYmBaxJsnU1NTidoLDeUPHz7g+vXrxdZCVVNTg66urtgmDSIiIpCQkABlZWUx71pRhIUBwqC4tWslN4xq1KCGno0N8PEjNZhfvCi97tzc/DlIUbNgSxtDQ6BfP2DrVupl/vKFenSnTaMeZgAwNgZ++YVWO7h2Dfj6lf6b/fMPDZ9u0aJshnJBmjWjy3J++YVmRp84kYbkp6dLp39FZNSoUTh27BhevXqFhIQE3LhxA2vXrsXAgQMxceJEMUN506ZNxUbUKQxyWUGtYHCZ4IsQQjIzMzkZVxr8/vvPM9tmZRFSpQptd/Nm6ca5efMmAUDq169fug4YjDIgyzkiKyuL8Pl8cvbsWbHjI0eOJL179/6h/ZMnTwgAwufzRRuPxyM8Ho/w+Xzy+vVricaV17z34cMHUWK+vG+ZTcaMofPBypUyHbpUZGcTUqsW1bd6tXT6jIrKz+IqYS4ikpKSQvr3709MTExIWmkyIjIYZUAaCb6mTZsm+pyXl0csLCyKTfDVq1cvsWOOjo5iCb6ys7NJnz59iK2trViyIUmR1px37tw5AoDY2dlJ1L5PH/q3X8h0LhGfP9OkVQAhRkaEBAWVrp8rV2gfhoZ0nmMQkpFBE3jJm7w8muxLSYn+m9jZEfLypfx1KBJv3rwhPB6PACAODg7k2LFjJCcnR64aJJ0jmGeZA9TU1LiWUGr696c/L1wAsrMLbyN8U2dmRpNVlAZhfeXGjRuXrgMGQ0FRVVVF8+bNcfPmTdExgUCAmzdv/pBUAwDq1auH4OBgPH36VLT17t0bHTt2xNOnT6USZihNzM3N4evri3fv3oH3zaWiyJ7l/ftp2KOxsWQh05Jgbk69QkB+7oafoaWlhYCAAMTExOD27dvSEcJgyInZs2djz549+Oeff/DixQtMnjwZaWlpoiSGI0eOFMvTMHPmTHh5eWHjxo0ICwvD8uXLERAQgGnTpgGgHuUBAwYgICAAhw8fRl5eHqKjoxEdHY3soh4+ZIS5uTkmTJiA/sIHoGJ48AA4d47WaffwKN14pqY0hLhpU+oZ7dgRCAgoeT/CEOzBgwEVldJpqWioq3MTAq2kBCxcCNy4Qb9rnj2j65jPnJG/FkWBz+dj9OjRUFVVhb+/P4YMGYKaNWti/fr1ipfAVE7Gu0LBtWdZiLzfoEiDvDxCTE3pm7ErVwpvM2wYPT9zZunH6d69OwFAtm7dWvpOGIxSIo/SUWpqauTgwYMkNDSUTJw4kejr65Po6GhCCCEjRowgCxcuLPL6UaNGKWzpqMJQ1PJR6emEmJtTbd8qXUmNnTtpvy1aSH7NpEmTCAAxDx2DIQ+kMT9s27aNWFtbE1VVVWJvb0/8/PxE59q3b09GjRol1v7EiRPExsaGqKqqEltbW+Lp6Sk6JywdWdgmaelNec95AgEhTk707378+LL39/UrIQ4OtD9dXUJ8fCS/NjWVEC0teu2DB2XXwpAeUVGEtG2bX35qzpzK7fmPjo4my5YtI0ZGRqK/cS0tLXLnzh2Zj83qLBcD18ZyTEwMsbe3JwYGBiQ3N5cTDWVh8mT6Bz5u3I/n0tLyJ2hf39L1n5eXR/T19QkAEhAQUDaxDEYpkMccUdIHy4KUN2P58eP8cEBFYsMGqsvKihBpr46JiSGEz6f9SxgpLwr3rF27tnTFMBg/gevnIlkg73s6f57+vWtoECKtsrPJyYS0a0f71dIiRML3BOTIkfw6wFyEHTOKJzubkLlz8w3mNm2oEV2ZycjIIPv27SONGjUi+vr6JCUlRXQuNjaWCGTwH5kZy8XA9ZdCbm4u0dbWJgBIUGkXo3DIzZv0j7tqVUK+d44fP07PVa9e+gk6JCSEACCampokuzK/bmNwBtdzhCyQ5z15enqSefPmES8vL0IIfeATPhR8/Srz4SUiKYnOYQAh+/bJZowuXUq2Fjo5OZmoqKgQAOTVq1eyEcVgFAKb8wonNTWVBAQE/DTXTE4OIfXr0793N7dSD1coaWn5c4m6OiHfptVi6dmTtnd3l64WhnQ5c4ZGDQCEGBsT4u3NtSLuEQgEYrlYBAIBadSoEWnSpAk5ePCgVPM+sTXLCgyfz0fLli0BlM8SUu3a0XT9wvp2BRFmwR4ypPTrQoTrle3t7aHCFtowGOWOa9euYf369fD29gZAy0cJK2UpyrrlzZvpHFa3LjBypGzGKGlWbB0dHbRp0wYA4OXlJRtRDAZDYh48eIAWLVqgSZMmxbb75x+audrAgNZZlyaamjRPTK9eQGYm0Ls3cP580e3j4oCrV+l+ZcmCXV7p25euR7ezA2JjAWdnuta9MhdF4PF4qFWrlujzq1ev8ObNGzx9+hSjR49G9erV8ccff+DLly9y08SMZY4Q1lt++PAhx0pKjrJyfkH406fzjyclAZcv0/2hQ0vfv9BYbt26dek7YTAYnPF9rWWA1hEFFMNYjosDNm6k+3/8Qec0WdC3L02s8+yZ5CVgXFxcAABXrlyRjSgGgyExwvrKjRo1KrJNejqwdCndd3cH9PWlr0NdnT5v9e9Pk6sOGFB08sATJ2jZqGbNgHr1pK+FIV3q1AF8fYHRo6mRvGgRrc399SvXyhQDGxsbREREwMPDAxYWFoiOjsbSpUthbW2NCRMm4NWrVzLXwIxljhAay+XRswzkZ8U+cyb/DdjZs3QSb9AAKOZ75adMmjQJf/zxB1xdXcsulMFgyJ3CjGVhRmw5fK/9lLVrgZQUmm1WggS3pcbAAOjale5L6l3u0aMHWrVqhfalLSXAYDCkhtBYbtq0aZFttm4FPn0CqlUDpkyRnRZVVVoTfvhwagwPHQr8+++P7YRZsJlXufygqUkrM+zZA6ipAZcu0WzZjx9zrUwxMDAwwMKFC/Hu3TscPnwYLVq0QGZmJvbu3cuM5YqMvb09ACAkJASpqakcqyk5nTsDenpAdDQtlQDQSRwoWwg2QF8kuLu7i35HDAajfCEsZ6WInuWoKGD7drq/ejUt6SFLCoZiE/Lz9g0bNoSvry/mSzuWk8FglJifGcvx8cCff9L9VauooSNLlJVpyPe4cdRRMWoU8Pff+effvaPPZDwefRZjlB94PGD8ePrvV6MG/bds3Zr++0ry3VEZUFFRwbBhw/Dw4UPcv38f06dPF0VjAcCuXbvw8uVLqY/LjGWOMDc3h6WlJQQCAQJKU0CPY1RV6boZgIYGfflC68cBZQvBZjAY5Z+CnmXy7VteUTzLq1bRdX9t2gAFvmNlhqsrfYAOCwOCg2U/HoPBkA6pqamiB++ijOU1a+gStMaNgWHD5KOLz6cG1LeS1Jg0CfjrL7p/5Aj92akTrffOKH80awYEBgK//AJkZdF/3zFjaLg/g8Lj8eDk5IStW7dC6dsb74yMDOzYsQPW1tZSH48Zyxzi6uqK/v37Q0NDg2sppUIYvnj6NF0jk5cHtGiR/1BcGjw9PXHq1Cm5LtxnMBjSxczMDDweD9nZ2aK/ZUXwLL95A+zdS/fXrClbBIyk6OoCPXrQfWH0jSQkJiZi+vTp6Nu3L9auXYs7d+4gLS1NNiIZDMYPBAUFgRACMzMzmAgzFBbg/fv8KJW1a2UfpVIQJSUa/j1vHv38++/Uw81CsCsGVaoA587RZF9KSjSawNGR+5fNis7evXuhrq4u/Y6lln+7FMTHx5Nhw4YRHR0doqenR8aOHStWV6s4BAIBcXFxIQDI2bNnSzRuRSyRwAXp6fk1lU1N6c8NG8rWZ7t27QgAsk9WtVwYDAmoiHOEvO/J1NSUACCBgYGEEPHyUYmJcpHwA8OH0/FdXOQ77rFjJat5mp6eTqpXr04AiG18Pp80adKE/Pbbb+Tx48eyF86oNLA570e2bdtGAJAePXoUev7XX+nfdadO3NUyFggIWbo0f24FCFFT426OZUgfb29aVgogREeH/nt7ehISG8u1svKPpHOEjHKASsbw4cPx+fNnXL9+HTk5ORgzZgwmTpyII8I4kmLYsmULePJwCzCKREODljI4fpyuXQby1+eVhpycHFF2cJYJm8Eo31y7dg0GBgYwNTUFkF8+KiaGepebN5evnuDg/BDFVavkO3avXjSBy9u3NLyuRYvi22toaODFixcIDAyEn5+faIuMjMTTp0/x9OlT9BaugwHg5+cHLy8vtGrVCg4ODqhSpYqM74jBqPh06NABa9euRfXq1X849/Rpvhd33Tr5RKkUBo8HrFhBn8fc3OixX36hOWUYFYOOHYEnT+ga9Hv3gJUr889ZWwMtW9KtRQu6sX976cOZsfzixQt4eXnh0aNHaPHtyWHbtm3o0aMHNmzYAPNiFls8ffoUGzduREBAAMzMzOQlWSYQQvD27VsYGxtDR0eHazklpn///CyvbdsC35YqloqnT58iMzMTBgYGsLGxkY5ABoPBCYWVWqldmxrLr17J31hesoT6XQYMkP/YWlr0Afb4cRqK/TNjGQDU1dXh5OQEJycn0bHIyEj4+/vDz89PVFEBAC5evIg1a9aIPterVw+tWrUSbba2tlCWVX0sBqOC0rBhQzRs2LDQcwsX0vlkyBD5zydF6dHTo2HhLDdgxcPcHLh5Ezh4ELh7F3j0CAgPBz5+pFvBMq42NvQ7RmhAN21Kv4MYpYezNcu+vr7Q19cXGcoA4OzsDCUlpWLLKaWnp2PYsGHYsWOHyGPxM7KyspCcnCy2KQodO3ZE7dq1cf36da6llIru3Wn9P6Dsib2E9ZUdHR1FC/YZDEbFgat1y/7+wPnzdO1Xwbfy8kQYdXPiRH65vZJiaWmJ/v37Y/369TAwMBAdd3BwwIgRI1Dn2y84LCwMBw8exG+//YYmTZrgzZs3orZv375FtDAUiMFglJibN4GrV2kNdXlHqRTH5MlASAg1khgVDxUVYMIE4L//aMLIxETA25uulx84EBAGQLx8SaOoZs2iTixdXcDODhg7Fti1CwgIoInDGJLD2avm6OhoGBsbix1TVlaGgYFBsV/ks2bNQuvWrUtUg9fDwwMrVqwotVZZYmNjgzt37sDf3x/9+vXjWk6J0dam5Vdu3Sp7QgmhscxCsBmM8k9gYCCOHz+O6tWrY8q34qNcZcRevJj+HDkSqF9fvmML6d6dhqJHRAB+frQkiLTo3bu3KCw7Li4ODx8+hJ+fH3x9ffH69WuREQ0AixYtwvHjx1GtWjXY2NhAS0tLtOnp6WHdunWitrdu3UJcXBy0tLSgra0t1lZLSwtVqlRhy6EYFZLIyEj4+PigRYsWqFWrlui4QAAsWED3f/sNKHCKwZAreno0RLtjx/xjcXHUGH70KP/n5890GVJwMHDgAG2nqkoNaKEHumVL+t3IApAKR+q/loULF2Lt2rXFtnnx4kWp+r5w4QK8vb1Fde8kxc3NDbNnzxZ9Tk5OFtUB5RoHBwfs2bOnWG+6ojN7Nt3KitBYLhh2yGAwyifh4eFYv349OnToIDKWufAs37xJNxUVYPly+Y37PerqQJ8+1Ctw7Jh0jeWCGBoaokePHujxLQU3IUTMoE1OTgaPx8OHDx/w4cMHsWt1dXXFjGUPD48io554PB7y8vJEn3/77TfcunVLZEhra2vDyckJbm5u4PP50rxFBkPmXLt2DePGjUOHDh1w69Yt0fGTJ2neAW1twN2dQ4EMRiEYGtKSiAXLIn76JG48P3oEJCTQzwEBwO7dtJ2mJg3Zrl0bMDamm5FR/r7wsyySTSs6UjeW58yZg9GjRxfbpmbNmjA1NUVsbKzY8dzcXCQkJBQZXu3t7Y03b95AX19f7Hj//v3Rtm1b3L59u9Dr1NTUoCbrSvGlRLjuzM/PD0OGDIG+vj7GjRuHlt/iaKKjo/H8+XNUqVJFtOnq6la4h4+IiAhERkaCz+eL7p3BYJRfhLWWIyIiRMeExrK8PMuE5HuVf/sNqFZNPuMWxeDB1Fg+eRLYvJnWS5U133t+L1++jOTkZAQEBODTp09ITU1FWloa0tLSflj+Ymdnh8zMTNH5gm3V1NTE+v7w4YOoJq0QLy8vvH//Hnv27GEeaEa5QuiUKVhfOTsbWLSI7s+fT40HBkPRMTcHXF3pBtDvxffvxQ3owEAgJQXw8aFbcejoFG9MF/xsaFgxvNU8QgjhYuAXL16gQYMGCAgIQPNv2RGuXbsGFxcXREZGFprgKzo6GnFxcWLHGjVqhL/++gu//PILatSoIdHYycnJ0NPTQ1JSEnR1dct+M2UgLy8PlpaWYqHnp06dQv9vRYyPHTuGod8tBubxeNDV1UWVKlWwefNm9OnTBwAQEhKCAwcOiBnW+vr6qFKlCurUqYOqVavK7b5KCiEEHz58QEhICHr27Mm1HEYlR5HmCGkh73t6+/YtatWqBTU1NWRkZIDH4yElha6fAuh6K1ln7bxwgT4gaGrSGssSprmQGdnZVMPXr3TpSocO3OopCzk5OVBRURF9Dg8PR0xMjMiYfvPmDRYtWgSBQIDFixdjlSIt7mT8AJvzxGnTpg18fHzw33//4ddffwVAk2dNn06z+r9+Tb3LDEZFQCCga50DA+lSoS9fgNjY/E34OSen5H0bGIgb03XrAm3a0LrR3/k+5Y6kcwRn9n79+vXh4uKCCRMmYPfu3cjJycG0adMwZMgQkaEcFRWFzp07499//4W9vT1MTU0L9TpbW1tLbCgrGnw+Hz4+Prh//z6+fv2KxMREsSyy6urqaNiwIb5+/YqvX78iPT0dhBAkJSUhKSkJggKZYp4/f46NGzcWOo62tjbCw8OLzTLOJTweD9WrVy+0RAODwSh/WFhYAKAJFuPj42FoaCjX8lECQb5XeeZM7g1lgK4T69cP2LePhmKXZ2O5oKEMAHXr1kXdunXFjpmammLhwoUYNGiQPKUxGGVCIBAgKCgIQL5nOTk5Pzng8uXMUGZULJSUgHr16FYUhABJSeLG8/fGdMHPcXH0ezghgW5hYeL98XhAw4aAkxM1np2caPSXIgYhceocP3z4MKZNm4bOnTtDSUkJ/fv3x9atW0Xnc3JyEB4ejvT0dA5Vyp6aNWuiZs2ahZ7r06ePyHMMANnZ2UhMTBQZzwUTt9SpUwdz5swRGd3CNsKSTP7+/ujbt6+sb4fBYDCgpqYGY2NjxMbGIjIyEoaGhgDyy0fJ2lg+ehR4/px6r+fNk904JWXwYGosnz4NbNtG11JXVEaNGoW+fftWGE8lo3Lw+vVrpKamQl1dXfQCaONGagDY2ADjxnEskMHgAB6PeoL19enfwc/Iy6NGckFjOjqa1oy+f58+AwgTjwnXTVtYiBvPdnaKEcbNqQQDAwMcOXKkyPPVq1fHz6LEOYoi5wxVVVUYGxv/kEkcAJo1a4ZmzZr9cDwsLAwmJiaoUqWKPCSWmLS0NIwYMQKOjo6YNWsWqwfKYFQQLC0tRcZykyZNANB1yz4+slu3TAj98l26lH6ePx9QpKmvY0caivblCy370a0b14pkS0FD+d69ewgPD8f48eM5VMRgFI9wvbKdnR2UlZURHU2NZQBYs6Ziv+BiMKQFn0+/64yMCj8fE5O/Rvr+feDxYyAqipZXPHGCttHWBlq1yjegHRzomml5w6ySSkC94uIqFIBHjx7h7NmzePToEeYpkguIwWCUCSsrKzx+/FgsyZewfJQ0M2ITAjx7RhNnnTxJ114BdI3UjBnSG0caKCsDAwbQepfHj1d8Y1nIy5cv0a1bN2RmZkJdXV20DpTBUDS+T+61YgWQlkYf1MthhU8GQyExMaF/T8K/qfR04OHDfOP5wQO6/OHGDboBNFy8SRNx7/O3FV8yhRnLlYzvk7IoAqy+MoNRMfnrr7+wY8cOmJiYiI5JKyM2IUBQUL6BXLA/NTVaOmPpUsVcWzh4MDWWz56lPxW0WINUqVOnDsaNG4ft27dj9OjR0NLSYsuCGArJ9OnTYW9vD0tLS7x8CezZQ4+vW6eY6ykZjIqApibN4yHM5ZGXB4SE5BvPPj7Ahw/UA/34MV3GBNB1zkLDuU0bwNaWGtXShBnLlQQfHx/MmTMHpqamOHfuHNdyxGDGMoNRMalWSK2msniWCQGePs03kAv2oaYGdO8ODBwI9OqVn3VbEWnThpbz+PQJuHYN+OUXrhXJHh6Ph7/++gupqak4ePAghgwZgosXL6Jr165cS2MwxLCwsEC/b+6uAQPoQ3uvXkC7dhwLYzAqEXw+XbNsZwdMnkyPRUaKG89BQdSA/vABOHyYttHTo9Fl0iztxozlSoKOjg78/f2hpqaG1NRUaCuIu0UgEMDX1xcAM5YZjMqA0FiOjaUhVj8zagmhCUFOngROnRI3kNXVxQ1kLtYylQY+n2r+6y8ail0ZjGUAUFJSwp49e5CamopTp06hT58+uHbtGtq0acO1NAbjB/z8aCI+JSXAw4NrNQwGw9KSRmYNHkw/p6TQv1OhAe3nR6PJilonXVqYsVxJaNSoEWrWrIm3b9/Cy8sLAwYM4FoSALqOLSEhARoaGqIEQAwGo2IQFRWFLVu2IDc3F5s3bwZAjWNjY2osv34NFJKTUGQgnzhBDeQ3b/LPqasDPXrkG8gK8t6vxAweTI3l8+eBjAxAQ4NrRfJBWVkZhw8fRlpaGq5cuYKePXvCz88P9evX51oag4GAgABcvXoV7dq1h7s7fYkzahQtccNgMBQLHR2gSxe6AUBuLq0TLe3lElKO6mYoKjweTxRWdPbsWY7V5CMMwW7ZsqXCraVmMBhlIyMjAxs2bMDff/8tVrmgsHXLhACBgcDChdT73Lw5sHYtNZQ1NID+/Wlt4i9fqLdnyJDyaygDNMNntWpAaipw+TLXauSLqqoqTp8+jfbt26NLly5Flk5kMOTN5cuX4e7ujmXL/sbdu/Tl3IoVXKtSDDIzM3HmzBlER0dzLYXBKBRlZaBGDen3y4zlSoQwmcqlS5eQnZ3NsRpKTEwM1NTUWAg2g1EBsbS0BACkp6cjMTFRdFwYiv3qFRAQACxYANSqBbRoQQ3kt2+pgTxgAA1Tjo2lHubBg7k3kD99+oSNGzciKCgI48aNK3UGfx4PGDSI7h8/LkWB5QQNDQ1cunQJx44dg1plyHDGKBcIM2G/eEEzYc+YAVhZcalIcVi8eDH69++PmjVrIj4+nms5DIbc4JHKVqgYQHJyMvT09JCUlCRWA7KiIxAIYGFhgejoaFy5cgUuLi5cSwIAZGVlISMjA/r6+lxLYTAAVMw5gqt7MjIyQlxcHJ49e4ZGjRoBAFavBtzd6drdvLz8tpqaQM+eNMS6Rw9AS0tuMiVm6tSp2LlzJ3R1dZGcnAxtbW1ERUWV6ncaGEhfEGho0BcCXL8I4BKBQIDVq1djzJgxopcsDPnB5jxK9erV8eHDBwC3UKVKB7x5o1h12rkiJycHFhYW+PLlC6pUqYKEhATRuadPn6Jx48bgsVThjHKGpHME8yxXIpSUlODq6gpAsUKx1dTUmKHMYFRQhIZPwVrL32xm5OVRA3nQIJrAKzaWrlMeOFAxDeW3b9/i77//BgCcP38e9evXF2V3Lg3NmlEve0YGcPGiFIWWQ5YvX46lS5fC2dkZsbGxXMthlIIdO3agevXqUFdXh4ODAx4+fFhs+5MnT6JevXpQV1dHo0aNcPm79QiEECxduhRmZmbQ0NCAs7MzXpW15lwxJCQkfDOUAaAJFi1ihrKQ69ev48uXLzAyMsK7d+9Ex9+9e4fmzZvDzs4OBw4cQFZWFocqGQzZwIzlSsagQYPQr18/dO/enWspqIRBDQxGpUNoLEdGRoqO9eoF/P03Da3+8oWGIQ8YoJgGckFWrFiB3NxcdO3aFR06dMCMGTMAANu2bYNAIChxfzxeflbPyhiKXZDx48fD2toa4eHh6Nq1K75+/cq1JEYJOH78OGbPno1ly5bh8ePHaNy4Mbp161bki48HDx5g6NChGDduHJ48eYI+ffqgT58+eP78uajNunXrsHXrVuzevRv+/v7Q0tJCt27dkJmZKZN7ePr06be9mrCy0se0aTIZplxy6NAhAMCQIUOgp6cnOv706VNoaGjg+fPnGDt2LKpVq4ZVq1axMG1GhYKFYVeQcKPyyJIlS3DhwgXMnTsXI0aM4FoOgyGiIs4RXN3T5MmTsXv3bixZsgQrV66U27jSJiQkBI0aNQIhBI8ePUKLFi2QlpYGCwsLJCUlwdPTEz169Chxv8HBtI6kqir1rBd4Dq10vHr1Cm3btkVMTAwcHBxw/fp16JSXemDlnLLODw4ODmjZsiW2b98OgIbVW1lZYfr06Vi4cOEP7QcPHoy0tDRcunRJdKxVq1Zo0qQJdu/eDUIIzM3NMWfOHMydOxcAkJSUBBMTE1Gdbknv6dOnTxLd059//oVVqxYDcMX//ncYw4dLePMVnJSUFNSoUQOZmZm4ffs2WrRoIXY+MTERBw8exI4dO/D582cAgLq6OoYPHw53d3cYSbuOD4MhJZKTk2Fubv7TeY+VjmJwxv379/Hs2TMWtsNgVGCsvmXHKehZLo8sXboUhBD069dP9LCopaWF8ePHY+PGjdi6dWupjOWGDYEGDYDQUODcOVqmprJSp04dXL9+HR06dIC/vz9cXV3h6ekJjcpSV6uckp2djcDAQLi5uYmOKSkpwdnZGb6+voVe4+vri9mzZ4sd69atG86dOweAhvdGR0fD2dlZdF5PTw8ODg7w9fUt1FjOysoSe55ITk4GAJibm5fwjs5j0iRtTJpUwssqAR06dJCoXWZmJvbt24d9+/bJVhCDIQdYGHYl5eXLl9i+fTtnodA5OTmi9UwsEzaDUXGZNGkSoqKisGfPHq6llJqAgACcOXMGPB4Pf/zxh9i5qVOngsfj4erVqwgLCytx3ywUW5xGjRrBy8sL2trauHXrFoYMGcKW7Cg4cXFxyMvLg4mJidhxExOTIssMRUdHF9te+LMkfXp4eEBPT0+0WbE01gwGQwowz3IlJD09HY0bN0ZmZibatm2Lxo0by13Ds2fPkJ6eDn19fdSrV0/u4zMYDPlQtWpVriWUGV1dXfTp0we6urpo0KCB2LkaNWpg4sSJsLS0LHW44eDBwLJlwPXrQHw8UAF+ZWWiZcuWuHTpEnr37o1ff/2VZdllSISbm5uYtzo5ORlWVlYSh2G/eRMJB4cWyMxMxZo1a0Q5CRhl5/bt2+jVqxcAwMLCAlOmTMHo0aPF1j+XN1JSUlCzZk1kZGSIjmlrayMtLQ2EEEyfPh0eHh4AgNTUVAwYMAAtWrRAq1atYG9vD2NjY66kM74hDMP+GcxYroRoamqia9euuHDhAs6ePcuJsfzgwQMAgKOjI5SUWIADg8FQXGxsbHD27Fnk5uYWen737t1l6r9uXaBJE+DpU+DMGWDChDJ1VyFo37493r9/jyosHbHCY2hoCD6fj5iYGLHjMTExMDU1LfQaU1PTYtsLf8bExMDMzEysTZMmTQrtU01NrdCa3VpaWtCSIHugnV1dbN26CRMnTsTKlSsxYMAA1KlT56fXMX6Og4MDVq5cie3btyMqKgqLFy+Gh4cHxo8fj5kzZ6J69epcSywSQgjCwsJw/vx5REVFYdu2bQDo/6tmzZrh8+fPcHV1haurK5ycnJCRkYGHDx/CzMxM9P/O398f9+/fx/3790X91qxZE61bt4ajoyNcXFxQs2ZNTu6vMpNXsHZlMTArpZLSt29fANyVkBIayywEm8Go2AgEAsybNw9Dhw5FUlIS13LKhLKy7N4vs1DsHyloKEdERODPP/9kIdkKiKqqKpo3b46bN2+KjgkEAty8eROOjo6FXuPo6CjWHqDliYTta9SoAVNTU7E2ycnJ8Pf3L7JPaTB+/Hg4OzsjMzMT48aNK1WW+4rEypUrcfv27TL/HgwNDbFkyRJ8+PAB+/btg62tLVJTU7FlyxbUqlULgYGBUlIsHfLy8uDj44N58+ahbt26aNCgAdzc3LBz506xTN+XLl3C69evsWnTJrRv3x7KysrQ0dFB586dxaKQbG1tsW/fPowfPx62trYAaCnCQ4cOYerUqWJl0z5//oxLly4hLi5OfjfMKB5SCUlKSiIASFJSEtdSOCMuLo7w+XwCgLx580bu41tbWxMAxNvbW+5jMxg/oyLOEVzek4GBAQFAgoOD5T52Wbh8+TKZMGEC+fjx40/b5ubmkjNnzpDhw4eT3NzcEo/15g0hACFKSoRER5dGbcUlLS2NVK9enQAg7u7uXMupkJR1fjh27BhRU1MjBw8eJKGhoWTixIlEX1+fRH/7zzxixAiycOFCUXsfHx+irKxMNmzYQF68eEGWLVtGVFRUxOaIP//8k+jr65Pz58+TZ8+eEVdXV1KjRg2SkZEh03t69+4d0dLSIgDI1q1bS3RtRSI0NJQAIMrKyiQ2NlaqfQsEAnL16lXStWtXUq9ePZKXlyc69+eff5K//vqLnDt3jjx+/JjExcURgUAg1fGLY+vWrcTIyIgAEG2qqqrExcWF7Nq1SyrfoV+/fiVeXl5k2bJlpEuXLuTp06eic3v27BGNa2NjQ0aNGkV2795NgoKCSvXdokikpKSQz58/k/j4eJKSkkKysrLk+m/7PZLOESwMu5JStWpVtG/fHt7e3jh79izmzJkjt7GzsrLQrl07+Pv7o2XLlnIbl8FgcIOlpSUSEhIQGRmJhg0bci1HIgQCARYtWoSnT5+iSpUqWLt2bbHthZ6or1+/YsiQIaL1eZJSsyZgbw88fEjrT0+dWhb1FQtNTU3MnTsX06ZNw6pVq6Cjo4P58+dzLYtRgMGDB+PLly9YunQpoqOj0aRJE3h5eYkSdH38+FFsyVXr1q1x5MgRuLu7Y9GiRahTpw7OnTsnNj/Mnz8faWlpmDhxIhITE9GmTRt4eXlBXV1dpvdSvXp1rFu3DlOnTsXChQvRs2fPShkie/jwYQCAi4uL1Ms/8Xg8dO3aFV27dkVKSoro/wYhBCtXrkR6erpYe01NTVhbW6Nz586i8mQADW82MjKCpaUlVFVVS6zjy5cv8PT0RJcuXWBhYQGAlr368uUL9PX10aNHD7i6usLFxUWqJRf19fXRrVs3dOvW7YdzfD4fdevWRXh4OF6+fImXL1/in3/+AQDo6Ojg2bNnorD1nTt34siRI1BVVYWKisoPP1evXg1ra2sAwM2bN3Hz5s0f2gn3XV1dReuoAwMD4ePjg8zMzEK3RYsWoXbt2gCAEydOYPPmzYW2y8jIgKenJzp37gyA1uuePHnyD/cs1HL48GG4uroCAC5fvox58+aJNH6//f777+jYsSMAIDg4GH///Te0tbVF68Slinxsd8WiInqNSsO2bdsIAOLk5MS1FAZDoZDHHLF9+3ZSrVo1oqamRuzt7Ym/v3+Rbf/++2/Spk0boq+vT/T19Unnzp2LbV8YXM57PXv2JADInj175D52aTl+/DgBQHR0dEhcXJxE18ybN48AIF26dCnVmBs3Uu9y27alurzC4+HhIfK47Ny5k2s5FYqK+FxUlnvKy8sj7du3JxMmTCCJiYkyUKfYCAQCUTTH0aNH5TZuVlYWmTVrFunfvz9p2bIlMTExEfPwurq6imnU1NQkAAiPxyNmZmbEwcGBDBw4kMyZM4ccO3bsh3sihJBXr16RDRs2kLZt2xIlJSUCgPz111+idnFxceTGjRskOztbLvdcFPHx8cTT05O4u7uTzp07E21tbQKAvH//XtRmzpw5Yr+f77eQkBBR26VLlxbbtuAzRcG5trDt9u3borbbt28vtu2lS5dEbf/5559i254/f17U9r///iu27eHDh0Vtz5w5QwAQPT29Ev2OmWeZ8VP69OmD6dOn49mzZ0hJSYGOjg7XkhiMSsHx48cxe/Zs7N69Gw4ODtiyZQu6deuG8PDwQjNk3r59G0OHDkXr1q2hrq6OtWvXomvXrggJCRG9DVdkLC0tAZSfWsu5ublYsmQJAGDOnDkSZ/SeMmUKNm7ciOvXryM0NPSHzNk/Y+BAYM4c4P59IDIS+PZrY3xj4cKFSElJwZo1azBlyhSoqqpizJgxLEkkQ+ooKSnh6tWrhSYMqww8ePAA79+/h7a2Nnr37i23cVVVVbFp0yaxY5mZmYiMjMTHjx/FErWlpqbC0tISHz9+RGZmJj5//ozPnz/D398fAODq6orB35JBEEJgYmICVVVVREVFifXftGlTGBgYiD5XrVpV5AnlEgMDA/To0QM9evQAQNdRh4WFiSXNGz16NFq3bo2cnBxkZ2eLfgr3C7Z1dHTE77//Ljr/ffuC33MNGjTAoEGDoK6uDnV1dWhoaIj21dXVUa1aNVHb7t2749y5c2LnC15T8Jlm5MiRGDFiBPLy8sR0CLeCbbt06QJvb+9C22VnZ8Pe3l7U1sbGBu7u7rLLK1IiE7yCUBHfoJYWb29vkp6eLtcxX716JbY+hcFQNGQ9R9jb25OpU6eKPufl5RFzc3Pi4eEh0fW5ublER0eH/PPPP0W2yczMJElJSaItIiKCs3nvjz/+IADI2LFj5T52adi3bx8BQKpWrVri31efPn0IADJ58uRSjd2mDfUub9pUqssrPAKBgMyYMUPkXThx4gTXkioEFfG5SJr3JBAISHJyshRUlQ9+++03AoCMGjWKayk/RSAQkNjYWBIQEEDOnDlDtmzZQmbPnk327dsnahMXFyeaM5SVlYmzszPZtm0b+fDhA4fKGVzDPMsMiRDG+8uL9PR01K9fH5qamnj9+rXU18EwGIpOdnY2AgMD4ebmJjqmpKQEZ2dn+Pr6StRHeno6cnJyxN6Gf4+HhwdWrFhRZr3SoDx5lrOyskS/Nzc3txKvU5sxYwbOnTuHf/75B2vWrIG+vn6Jrh88mHqWjx8HZs0q0aWVAh6Ph82bN0NDQwP79++Hi4uL6Nzu3bvx/PlzDBgwAG3btgWfz+dQKaOiEBERgfHjxwMAvLy8Knzd7+zsbJw4cQIA8Ouvv3Ks5ufweDwYGRnByMgIzZs3L7SNvr4+Xr16hejoaDRs2LDE8zKjcsNilxgiiBxKcgQEBCA3Nxfa2towNDSU+XgMhqIRFxeHvLw8UeIbISYmJoiOjpaojwULFsDc3BzOzs5FtnFzc0NSUpJoi4iIKJPusiA0lj99+sSZBknZs2cPPn78CHNzc0yZMqXE13fo0AENGzZEeno69u/fX+LrBwwAlJQAf3/g3bsSX14pUFJSwp9//onPnz+LLR/as2cPduzYgY4dO8Lc3ByTJ0/GzZs3i6yPzWBIQnp6Ou7evYtr167hwIEDXMuROe/fv4eenh7MzMzk7lCRFXw+H7Vr10abNm2YocwoMcxYZmDnzp1o0KABjh49KvOxCtZXruhvZxkMWfDnn3/i2LFjOHv2bLFZYdXU1KCrqyu2cYWTkxOioqLw9OlTzjRIyrBhw7Bw4UKsWrUKGhoaJb6ex+NhxowZaNmyJerUqVPi601NgQ4d6P435w6jCAp6jgkh+OOPPzBmzBhUqVIFsbGx2L17N5ydnWFmZobZs2dzqJRRnqlbty5WrlwJAJg9e/YPa14rGjY2Nnjz5g38/PxYdAaDAWYsM0C9PS9evMDZs2dlPpaPjw8AaiwzGJURQ0ND8Pl8xMTEiB2PiYkRS8ZRGBs2bMCff/6Ja9euwc7OTpYypYqGhgbMzc3LxYOXgYEBPDw8MGbMmFL3MW7cODx8+BC//PJLqa7/lpMGq1YBjo7AoEE08deWLcDp07S81KdPgEBQaokVDh6Phx49emD//v2Ijo6Gl5cXxo0bBwMDA8TFxf0Q1XDr1i1kZ2dzpJZR3pg9ezbs7e2RlJSESZMmySUSj0t4PJ6o5BCDUdnhkYr+F18IycnJ0NPTQ1JSEqfeFkUhMDAQLVq0gKamJuLi4krlTZEEQggMDQ2RkJAAPz8/ODg4yGQcBqOsyHqOcHBwgL29PbZt2waA1vS1trbGtGnTsHDhwkKvWbduHVavXo2rV6+iVatWJR6TzXvFk5OTA2VlZYWIeElIAOrWBeLiim+nrAxYWABWVkVvhoaAAtwSZ+Tk5ODOnTvQ19dHixYtAAChoaGwtbWFvr4+XF1dMWDAAHTp0qXSZj4GKub8IO17Cg0NRdOmTZGdnY1///0XI0aMkIJKxSIiIgLGxsaV+m+BUXmQdI5gxnIF+VIoC4QQVK9eHR8/fsT58+dlViYgPDwc9erVg5qaGpKTk0tVQJ7BkAeyniOOHz+OUaNG4X//+x/s7e2xZcsWnDhxAmFhYTAxMcHIkSNhYWEBDw8PAMDatWuxdOlSHDlyBE5OTqJ+tLW1oa2trRD39DM2bdqEhw8fYs6cOWjZsqXcx/8Z7u7uuHv3LjZu3Cg1fV+/fsX+/fvRo0cP1K9fv0TXpqQAL14AERF0i4zM34+IkNyzrK5OS1AVZkjr6wN8vvimpPTzY8W1KQ9VnC5fvoyxY8eKRXfo6uqid+/eGDBgALp161bsEoeKCNfzgyyQxT2tWbMGixcvRpUqVRASEgIzMzOp9KsodO7cGU+ePMHhw4fRvXt3ruUwGDJF0jmCZcNmgMfjoU+fPti6dSvOnj0rM2NZuF65ZcuWzFBmVGoGDx6ML1++YOnSpYiOjkaTJk3g5eUlSvr18eNHsdqxu3btQnZ2NgYMGCDWz7Jly7B8+XJ5Si81169fh5eXF7p27apwxnJMTAy2bNmCtLQ0qSYhmzx5Mo4fP47Xr19j165dJbpWRwewt6dbYeTmAp8/ixvQ328xMUBmJvD6Nd3khdCAbtwYOHAAsLWV39iS0KNHD0RFRcHHxwenTp3C6dOn8enTJxw6dAiHDh3CxYsX0atXLwC05rbMancyyh3z5s3D6dOnkZ6ejvj4+AplLEdGRuLWrVsghJS4RjyDUZFhnuUK8ga1rNy+fRsdO3ZE1apVER0dLZOHg+fPn+PUqVOwsrLCuHHjpN4/gyEtKuIcwfU9TZgwAXv37sWKFSuwdOlSuY9fHL///jv++usv2Nvbw8/PT2qh2MJ5VVNTE5GRkahSpYpU+pWUrCwgKqpoYzolBcjLy98EgqI/C/dL+sSgqQns2gWMHCmbe5QGAoEAvr6+OHXqFG7cuIGAgABRGOr06dNx6dIlODk5oXXr1nByckLDhg3Lxfr7ksD1/CALZHVPERERMDIyqnDRB+vXr8f8+fPRtm1b3L17l2s5DIbMYZ5lRolo06YNqlativj4eNy7d08m5QIaNmyIhg0bSr1fBoOh+FhZWQFQvFrLHz9+FHl9V69eLdU1y+3bt0ejRo0QHByM/fv3Y86cOVLrWxLU1ICaNekmLQj5uWGdlwekpgLTpwPXrgGjRgF37wLbtgEySolRJpSUlODk5CS2xEGIr68v3r9/j/fv3+Pw4cMA6PKHVq1awcnJCe7u7szzXMkQzmUVjUOHDgEoH7WVGQx5Ug5WFzHkgbKyMkaPHo3Ro0ejatWqXMthMBgVDGGtZS7rPRfGypUrkZ2djY4dO6Jz585S7VtYRgoAtm/fjry8PKn2zwU8Hk0spqpKDV9tbUBPD6hShSYTMzEBzM0BGxvg8mVg5Uq6jnnfPqBVK+DlS67voGTcunUL169fx/Lly9G1a1fo6OggNTUVN27cwMGDB8UM5R07duDQoUN4+/Zthc+WzADy8vKwfv16jB49mmspZSY4OBjPnj2DqqoqBg4cyLUcBkOhYK9DGSI2bNggs77DwsLw8uVLODo6wsjISGbjMBgMxURoLCuSZzk8PBwHDx4EIH2vspBhw4ZhwYIFeP/+PS5dugRXV1epj6Go8PnAkiWAkxMwbBjw7BnQvDmwd29+eSxFR0dHB87OznB2dgZADaSQkBD4+PiIGcQCgQDu7u5ITEwEAJiamorCtlu3bo2mTZuyDMMVjBcvXsDNzQ15eXno3bs3+vXrx7WkUiOMmujRo4fcl4swGIoO8ywz5MLhw4fh6uqKefPmcS2FwWBwgCKGYe/evRt5eXn45Zdf4OjoKJMxNDU1MWHCBADA1q1bZTKGotOpE/DkCdChAw3PHjIEmDKFJh8rb/D5fNjZ2WHy5MmYMmWK6HhGRgbGjh0LBwcHqKioIDo6GmfOnMGcOXPg6Oj4Q83tr1+/yls6Q8o0bNhQVOpv8uTJiI+P51hR6RAIBDhy5AgAFoLNYBQGM5YZYhBCEBAQgOvXr0u1X2Em7NatW0u1XwaDUT4QepZTU1ORnp7OsRrK+vXrceDAAaxevVqm40yZMgXq6uowNjZGdna2TMdSVMzMgOvXAXd3+nnXLupxfvuWW13SQktLCxs3boSfnx+SkpJw7949/Pnnn+jduzcMDQ1hXyCteUJCAqpWrQpbW1usXr0aHz9+5FA5oywsWbIEtra2iI2NxcyZM7mWUyqUlJTg5eWFJUuWoGfPnlzLYTAUDpYNu4JkfZQWp06dwsCBA1GvXj28ePFCKn3m5uZCX18faWlpCA4OZkm+GApPRZwjFOGePn/+DGNj4wqXSVgSEhMToa+vz7UMhcDLC/j1VyA+nq53PnAA6NuXa1WygxCCrKwsUfZkb29vsfXxPB4PHTt2xMiRI9G/f3+Ja6dLE0WYH6SNvO7p0aNHaNWqFQQCAS5cuPBDFAGDwVBMJJ0jmGeZIUaXLl2goqKCsLAwhIWFSaXP4OBgpKWlQVdXl9XuYzAqMWZmZgphKEdGRiJTzjHAzFDOx8WFhmW3bg0kJQH9+gGzZgEV1enO4/HEygx16tQJ8fHxOHjwIDp27AhCCLy9vTF69GiYmpri8uXLHKpllJSWLVti7ty5AIBJkyaxEHsGo4LBjGWGGHp6eqI33mfPnpVKn8IQbEdHRygpsf9yDAaDOwgh+PXXX2FjY4N79+7JffywsDDcuHFD7uMqGlZWwO3bgDCNxZYtQLt2QGWJSDYwMMCoUaPg7e2N9+/f448//kDt2rWRkZGBpk2bito9efIEL8tbCvFKyIoVK1C3bl3ExcXh/v37XMuRmAsXLmDIkCHw9vbmWgqDobAwy4XxA32/xcNJ21hm65UZjMrNiRMnMGTIEPzzzz+cabhx4wbu3LmDmJgYVK9eXa5jX7lyBfXr18f48eMrRBmpsqKiAqxbB5w/D+jrA/7+QNOmgKcn18rkS7Vq1eDu7o6XL18iODgYZmZmonNz585F3bp14ejoiN27dzOvpYKirq6OI0eO4MmTJ+UqDPvAgQM4fvw4rl27xrUUBkNhYcYy4wdcXV3B4/Hw6NEjqdREFRrLTk5OZe6LwWCUX0JCQnD8+HH4+vpyMj4hBIsXLwZAk24JM3TLiw4dOqBq1ar48OEDLl68KNexFZnevWlYdsuWQEIC0KsXsHAhkJvLtTL5wuPxxJYq5ebmQlNTE3w+H35+fpg8eTLMzMwwaNAgeHp6Irey/YIUnGbNmsHW1pZrGRKTkJAAz29vplgWbAajaJixzPgBExMTkRf43LlzZe7v6tWrOHjwIBwcHMrcF4PBKL9wXT7q/PnzePToEbS0tODm5ib38TU0NDBx4kQAlbeMVFFUrw7cvw/MmEE/r10LdOwIREVxKotTlJWVcfHiRURGRmLDhg1o1KgRsrKycPLkSfTq1QuDBg3iWiKjCAICAuDh4cG1jGI5deoUcnJy0LhxY5Z4lcEoBmYsMwpFGIotjbV1NjY2GDVqFCcZPhkMhuIgLB8ljYiVkpKXlwf3b3WLfv/9dxgbG8tdA0DrsfL5fNy6dQvBwcGcaFBUVFWBv/4CTp4EdHSo8dykCVDZI0RNTU0xZ84cBAUF4fHjx5g5cyaMjIzQu3dvUZuYmBhs2bIFsbGxHCplAMDHjx/h6OiIRYsWKXR+gkOHDgEAhg8fzrESBkOxYcYyo1CGDRsGb29vnD59mmspDAajgiA0lrnwLB89ehQhISHQ19cXZa7lAisrK/Tr1w8AsG3bNs50KDIDBgCPH1NDOS6OZs9etgyo7Mu8eTwemjZtii1btiAqKgrDhg0TnTt8+DBmzZoFCwsL9O7dG6dOnUJWVhaHaisv1tbWmDRpEgBg/PjxSElJ4VjRj7x//x737t0Dj8fD0KFDuZbDYCg0zFhmFIqZmRk6duwIZWXlMvWzaNEibNmyBV++fJGSMgaDUV4RGssJCQlIT0+X69h+fn4AgAULFnBexmnGt1jjQ4cOIT4+nlMtikrt2oCvLzBpEkAIsHIl0LUrEB3NtTLFQEVFBaqqqqLP1tbWsLe3R25uLi5evIiBAwdi7dq1HCqs3Pz555+oXr06Pnz4gIULF3It5weOHDkCAOjYsaNoXmYwGIXDjGWGzMjIyMCGDRswa9YspKamci2HwWBwjJ6eHrS0tAAAUXJejLp9+3Y8ePAA06dPl+u4heHk5IQmTZpAU1MTISEhXMtRWNTVgd27gUOHAC0twNubZsu+fZtrZYrHgAED4O/vj9DQUCxcuBCWlpZinmeGfNHW1sbevXsBADt37sRtBftPa2lpCTs7O5bYi8GQAE6N5YSEBAwfPhy6urrQ19fHuHHjJDKqfH190alTJ2hpaUFXVxft2rVDRkaGHBRXLjIzMzFjxgzY2NiUytgNDAxETk4OTE1N5V6ihcFgKB48Hg9WVlZQVlbmZG2lo6OjyFjnEh6PhxMnTiAiIgLt2rXjWo7CM3w4EBAA2NpSz3LnzsDq1YBAwLUyxaN+/frw8PDAhw8fULt2ba7lVGo6d+4sSug3btw4pKWlcawon5EjRyIoKAijRo3iWgqDofBwaiwPHz4cISEhuH79Oi5duoS7d++KJpai8PX1hYuLC7p27YqHDx/i0aNHmDZtGpSUmJNc2qipqeHy5ct49eoVvLy8Snx9wfrKPB5P2vIYDEY5xMfHB5mZmXIrJXfjxg25e7EloU6dOtDQ0OBaRrmhXj3g4UNg9GhqJLu7A61bA25uwLFjQGho5Ss1VRzyfCYqjeMjMzMTU6dORdWqVaGtrY3+/fsjJiZGdD4oKAhDhw6FlZUVNDQ0UL9+ffz111+yvhWps379elhZWeHt27fYt28f13J+gD07Mxg/h7O/khcvXsDLywt79+6Fg4MD2rRpg23btuHYsWP49OlTkdfNmjULM2bMwMKFC2Fra4u6deti0KBBUFNTk6P6ygGPxxNlxT579myJr/fx8QEAURkqBoPBMDAwAJ/Pl8tYycnJGDx4MGrXro1Hjx7JZcySIhAIOKs7Xd7Q1AQOHAD27wc0NAB/f+DPP4GhQ6nXWVsbaN4cGDsW2LIFuHULYEvCZU9pHB+zZs3CxYsXcfLkSdy5cwefPn0SJb4DaGSasbExDh06hJCQECxevBhubm7Yvn27rG9Hqujq6mLv3r3YsWMHpk2bxrUc5OXl4ejRo2xpHINREghH7Nu3j+jr64sdy8nJIXw+n5w5c6bQa2JiYggAsnXrVuLo6EiMjY1Ju3btyL1794odKzMzkyQlJYm2iIgIAoAkJSVJ7X4qKj4+PgQA0dXVJVlZWRJfJxAIiKGhIQFAHjx4IEOFDIb0SUpKqnBzREW8p5+xfPlyAoDUrVuX5OTkcC3nB7KysoitrS0BQJ4+fcq1nHLF27eE7NxJyKRJhDg6EqKlRQhNBfbjZmFBSPfuhCxcSMiRI4SEhBCigP8dOKW080NoaCgBQB49eiQ6duXKFcLj8UhUVFSh1yQmJhIVFRVy8uRJ0bEXL14QAMTX17fIsaZMmUI6duwosbbKOOf9jGvXrhEAxNramuTl5XEth8HgFEnnCM48y9HR0T/UuVRWVoaBgQGii0h3+fbtWwDA8uXLMWHCBHh5eaFZs2bo3LkzXr16VeRYHh4e0NPTE21WVlbSu5EKTqtWrWBqaork5GR4e3tLfN3r168RFxcHVVVVNGvWTIYKGQxGecLPzw+DBw/GggULZDpOXFwcNm7cCAD4448/ypzZXxaoqqrC1tYWACsjVVJq1AAmT6YJwB48AJKTgdevgdOnaZmpPn2AmjVp26go4MoV6oUeNkzcCz1mDPVCe3szL3Rp8PX1hb6+Plq0aCE65uzsDCUlJfj7+xd6jTCfibOzs+hYvXr1YG1tXWyURVJSEgwMDIo8n5WVheTkZLFN0UhMTMTixYuRk5PDyfjC2so9e/ZkIdgMhoRI/S9l4cKF4PF4xW5hYWGl6lvwLZvHpEmTMGbMGDRt2hSbN29G3bp1sX///iKvc3NzQ1JSkmiLiIgo1fiVESUlJfTp0wdAyUKxX7x4AWVlZbRo0YKFyDMYDBEJCQk4ceIErl27JtNx1q5di5SUFDRt2hT9+/eX6VhlQVhG6vDhw4iLi+NYTflFSQmoVQvo1w9Yvhw4exZ48wZISgJ8fICdO4HffgMcHamhnJVFazkfPAjMmkWThhkaAhYWQI8ewMKFwH//AXfuAG/fAtnZXN+hYlIax0d0dDRUVVV/KOFmYmJS5DUPHjzA8ePHiw3vVnTHCCEEPXr0wJo1azBixAjkyblweHp6Os6cOQMALAs2g1ECpP6qfc6cORg9enSxbWrWrAlTU9MfsqHm5uYiISEBpqamhV5nZmYGAGjQoIHY8fr16+Pjx49FjqempsYMtjLQt29f7N69G+fPn8fOnTslWm/Yu3dvJCUliSXsYDAYDGFNz8jISJn0Hx0djVWrVonKtqxevVqhPSitW7dGs2bN8PjxY+zdu1cha7KWZ3R1aSKwgqkzBALg3Tvg2TMgKIhuz55Ro/jTJ7pdufJjX6amgJVV/mZtLf7Z1BSQ03J8mbNw4cKf1ml+8eKFXLQ8f/4crq6uWLZsGbp27VpkOzc3N8yePVv0OTk5WaEMZh6PB3d3d/Tp0wfHjx+HpqYm9u7dK7f56cKFC0hNTUWNGjXg6OgolzEZjIqA1I1lIyMjGBkZ/bSdo6MjEhMTERgYiObNmwMAvL29IRAI4ODgUOg11atXh7m5OcLDw8WOv3z5Et27dy+7eEahdOjQAXZ2dujQoQPS09Oho6Mj0XWampqoUaOGjNUxGIzyhPDhNS4uDpmZmVBXVy9Tfx8+fMCXL19EYaAaGhr43//+h9zcXLi4uMDFxaXMmmUJj8fDjBkzMHr0aOzYsQNz585VyJDxioTQC12rFvAthyUAGsr9/Hm+Ef3yJRARAXz8SD3R0dF0KypXnLIy9UwXZUxbWwMGBkB5KA4hS8eHqakpsrOzkZiYKOZdjomJ+eGa0NBQUQkmd3f3YvWUB8dIjx49cPToUQwaNAgHDhyApqYmtm3bJpeKIcIQ7OHDh7MKJQxGSZDPEurCcXFxIU2bNiX+/v7k/v37pE6dOmTo0KGi85GRkaRu3brE399fdGzz5s1EV1eXnDx5krx69Yq4u7sTdXV18vr1a4nHZUkfGAxGcVTEOUJR7kkgEBBNTU0CoETztpDs7Gxy+/ZtMn/+fFFyrJYtW4q12bBhAzl//nyJkhJySUZGBjEyMiIAxJIeMRQDgYCQ2FhCAgMJOXeOkK1bCZk3j5AhQwhxciLEyooQPr/oBGMFNw0NQmxsCOncmZAJEwj53/8IefyYkOxsbu+xrAm+AgICRMeuXr0qUYKvU6dOiY6FhYX9kODr+fPnxNjYmMybN6+Ed0NRlDmvMP777z/C4/EIADJ//nwiEAhkOl5sbCzh8/kEAHnx4oVMx2IwyguSzhGcGsvx8fFk6NChRFtbm+jq6pIxY8aQlJQU0fl3794RAOTWrVti13l4eBBLS0uiqalJHB0df5oN+3sUeQKtCNy4cYM0b96crF69mmspDEapqIhzhCLdk42NTaFze3GcPHmSDBo0iOjp6REAok1JSYm0a9eu3BjGReHu7k4AkDFjxnAthVEKcnMJiYgg5MEDQo4fJ2T9ekJmzCCkb19CWrQgxNi4eCNaXZ1m9Z4xg5BDhwgJDydEnsmKyzI/lMbx8dtvvxFra2vi7e1NAgICiKOjI3F0dBSdDw4OJkZGRuTXX38lnz9/Fm2xsbFyuSd5sHv3btE8tmHDBpmOdfLkSQKAtGjRQqbjMBjlCUnnCE5jvQwMDHDkyJEiz1evXh2EkB+OL1y4kK3r4oDc3Fzcu3cPNWvWRLVq1Ypsd/fuXQQGBv6wtpzBYDAAum755cuXRa5bFggECA4Ohp2dnShc8OTJkzhx4gQAoGrVqujevTt69uyJrl27Fpsht7wwdepUdOrUCR06dOBaCqMU8PmApSXdiloOmplJM3NHRNDtxQsa0h0QACQmAr6+dBOipwe0bEk3e3v608JCLrdTIg4fPoxp06ahc+fOUFJSQv/+/bF161bR+ZycHISHhyM9PV10bPPmzaK2WVlZ6NatG3bu3Ck6f+rUKXz58gWHDh0ShQ8DQLVq1fD+/Xu53JesmTRpEtLT07Fp0yb06tVLpmMNGDAA79+//yFknsFg/BweKcwareAkJydDT08PSUlJ0NXV5VpOuWH48OE4cuQIli1bhuXLlxfZrkuXLrhx4wZ27dqF3377TX4CGQwpURHnCEW6p1GjRuHIkSPYvHkzpk2bJtJ348YNeHp64vLly4iOjkZoaCjq168PALh8+TIePHiAnj17wt7eXqJEgwxGeUAgoGWvHj2i28OHwJMn1Lj+HjOzfMNZuFWpUnYNijQ/SIvyck9JSUnQ09PjWgaDUemQdI5gxrICT6CKxj///IPRo0fDzs4OQUFBhbbJy8uDvr4+UlNTERQUBDs7OzmrZDDKTkWcIxTpntLS0qCuro7o6GgcP34cnp6euHfvnljtUS0tLfz333/oWzADUyUhNTUVhBCJkykyKh45OUBICDWchQZ0SAhQWLWh2rXFvc9NmwKamiUbT5HmB2lRHu/p+vXriI6OxogRI6TWZ05ODlRUVKTWH4NRUZB0jmApNxkS88svv4DP5+PZs2d48+YNatWq9UOb58+fIzU1FTo6OrC1teVAJYPBUHS0tLQAAEFBQZgzZ47oeJ06ddCzZ0/06NED7dq1U/jMtrJg+/btcHd3x4IFC+Dm5sa1HAZHqKgATZrQTVhaOD2depwLGtBv3lCv9OvXwNGjtB2fDzRsSA3nceOAVq24ugtGSXj27Bl69eqF3NxcqKmpYdCgQWXukxCCxo0bo0aNGvg/e/cd1tT5xQH8G1bYyAYFxIEDEffCXfdG696j1j1Kne1Prdq6t7itq9VqHeBEBRQnVhT3xAU4QARlz+T9/XFNJMwASW4C5/M8eQg3d5xE85KTd5xNmzbB2dm55IESUsaob/FJonYsLCzQunVrAICPj0+e+1y/fh0A0LRpUxomSQgpUNu2bdG1a1esXbsWz58/x/Pnz7F27Vp06NChTCbKAGBqaor4+Hhs3rxZpqedEENDoHlz4KefgAMHuAQ5NhY4dw5YvBjo2ZOr9SwScaWvdu4EwsP5jprIy83NDcOGDYNYLMaQIUNw6tSpEp8zJCQET548QVBQEKysrBQQJSFlD/UskyLp3bs3Lly4AB8fH8yYMSPX45Jk2cPDQ9WhEUI0jIGBAU6fPs13GGplwIABmDlzJt6+fQtfX1/069eP75DylJmZifj4eGRkZCAjIwOZmZky952cnPKts0sUx8IC6NiRuwHc2trv3n3reW7enN/4iPy0tLSwbds2pKSk4J9//kHfvn1x6tQptG/fvtjnlCyO5unpCWNjY0WFSkiZQj3LpEg8PT0BAMHBwYiKisr1uLW1NRwdHdGc/kITQkiRCYVCjBs3DgAwatQoODk5wdnZGVeuXJHuc/jwYbi6usLNzQ3u7u6oW7cu6tevj4YNG6Jx48YICgqS7hsQEIA2bdrgu+++Q/v27dGxY0d07twZ3bp1Q+fOnXHp0iXpvufPn4ebmxuqVasGZ2dnlC9fHlZWVjA1NYW+vj727t0r3dff3x/W1taoUKECKlWqhGrVqsHNzQ3169dHkyZNcOTIEem+ZXBpFN4IBNyK3L17A0uXcveJ5tDW1sbevXvRq1cvpKeno1evXrh69WqxzpWZmYmDBw8CAIYOHarIMAkpU6hnmRSJg4MDGjVqhJCQEPj5+WHUqFEyj69ZswZr1qyhD0eEEFJMEyZMwPr165GQkIDk5GQAQHp6uvTxuLg4PHnyJN/j4+PjpfejoqJkEuKcsi8klJKSgkePHuW7b/YYJAsGaWtrQ09PD3p6etDV1ZXeN8y2wpSfnx+WLFmCmTNnokePHtDSou/pCcmPrq4uDh06hF69euHcuXPo2rUrbt68iRo1ahTpPP7+/oiJiYG1tTU6dOigpGgJKf0oWSZFtnLlShgbG6N+/fr57iOpjUoIIaRo7O3t8eLFC0RGRoIxBrFYjGrVqkkf79GjB2rUqAGxWAyRSASxWCxza9iwoXTfli1b4t9//821j0gkgpaWFpplKwrcvHlzXLhwQZrw5kyALS0tpfu2a9dOeo7CrF27FteuXcO1a9dQvXp1zJgxA0OHDoW+vr6CXjFCShehUIhjx46hS5cucHJyQtWqVYt8DskQ7EGDBkFHhz7uE1JcVDpKQ8oJaILY2FhYWFhQokw0niraiE2bNmHlypWIiopCnTp1sHHjRjRu3Djf/Q8fPox58+bhzZs3cHFxwfLly9G1a1e5r0ftHuHLhw8fsGHDBmzZskXa621ra4tp06Zh/PjxMFdEoWBSIqWxfSgNzyk5ORkGBgZFHo2RmJgIW1tbpKam4ubNm2jUqJGSIiREc8nbRtBYKKIwPXr0gJWVFQIDA/kOhRC1dujQIXh5eWHBggUIDQ1FnTp10KlTJ3z8+DHP/a9fv45BgwZhzJgxuHPnDjw9PeHp6YmHDx+qOHJCis7e3h5Lly5FZGQkVq9eDQcHB0RHR+OXX35B9+7d+Q6PELVlZGQkTZRFIhHmzJmD169fF3qclpYW1qxZg0GDBsmMNCGEFB31LGvot418e/z4MVauXAldXV1s374daWlpMDMzQ0ZGBl68eJFnDWZCNIWy24gmTZqgUaNG8Pb2BgCIxWI4OjpiypQpmDNnTq79BwwYgOTkZJlSIk2bNkXdunWxdetWua4peU7v37+ndo/wKjMzE0eOHMG6deswffp0DBo0CACQlJSEV69ewd3dnecIy56EhASUL1++VH0uKm2f9X755RcsXboUlSpVwpUrV1ChQgW+QyJEo8nbRtAkBlIsKSkp2LNnDwwNDbF+/XrcuXMHGRkZsLGxQeXKlfkOjxC1lZGRgdu3b2Pu3LnSbVpaWmjfvj2Cg4PzPCY4OBheXl4y2zp16gRfX998r5Oeni6zIFNCQgIAoHz58iWInhDFGjt2LMaOHct3GISovcmTJ+Pff//Fy5cv0b59e1y6dAk2NjZ8h0VIqUfDsEmxNGjQAI6OjkhJSYG/v79MfWWas0xI/j59+gSRSARbW1uZ7ba2tnmWYwO4FY2Lsj8ALF26FGZmZtKbo6NjyYMnhBDCi/LlyyMwMBCOjo54+vQpOnTogLi4uFz7HTlyBFu2bEFsbCwPURJS+lDPMikWgUCA3r17Y8OGDfDx8cGXL18AcMkyIYR/c+fOlemNTkhIgKOjIw3DJmotPDwc3t7e2LNnD1JTUwFwJQunTp2KiRMn8hxd6SUZhk3UW8WKFREYGIhWrVrh/v376Ny5MwICAmTa9GXLluH27dtgjNF7hhAFoGSZFJskWT5+/Li0N5mSZUIKZmVlBW1tbURHR8tsj46Ohp2dXZ7H2NnZFWl/gCs9IhQKc203MjKCkZFRMSInRPlcXV2xefNm/P7779iyZQs2bNiAt2/f4r///sPMmTP5Dq/UEolEfIdA5OTi4oKAgAC0bt0aISEh6N27NwICAiAQCPDkyRPcvn0bOjo66N+/P9+hElIq0DBsUmwtWrSApaUlPn/+jLi4OOjq6qJBgwZ8h0WIWtPT00ODBg1kVo0Xi8UIDAyUqXmbXbNmzXKtMu/v75/v/oRoOgsLC/z6668IDw/H9u3b8euvv0ofe/nyJcaOHYvLly/j3r17eP78OSIjIxETE4OkpCSIxWIeIydE+WrVqoXz58/D1tYWP/30k7TDYv/+/QCAzp07w8rKis8QCSk1qGeZFJuOjg569eqFXbt2AQB++OEH6Ovr8xwVIerPy8sLI0aMQMOGDdG4cWOsW7cOycnJGDVqFABg+PDhqFChApYuXQoAmDZtGlq3bo3Vq1ejW7duOHjwIG7duoXt27fz+TQIUTp9ff1cC4CtWbMGO3fuxM6dO/M85tGjR3B1dQUArFq1Ct7e3tDX14eBgYH0Jvl9+fLl0uoNly9fRmBgoHQfPT09mTU4evfuLV074P79+/kuyAcA3bt3l65W/PjxY1y5ciXXPtra2jAyMkLLli3h4OAAgFsR/PPnzzA2NoaxsTF0dXXlfalIGVO/fn28evUKhoaGAADGmDRZHjp0KJ+hEVKqULJMSqR37964ceMGxo4di+nTp/MdDiEaYcCAAYiJicH8+fMRFRWFunXr4uzZs9IP4hEREdLamgA3veHAgQP43//+h19++QUuLi7w9fWFm5sbX0+BEN4MHToUUVFRCA0NRVpaGlJTU5GamoqMjAwAkPnSNiYmBuHh4fmea/78+dL7ly5dwqJFi/Ldt27dutL3aEBAAH7++ed89w0ICJAmy5cvX8aECRPy3dfHx0eaLJ84cQJDhgyRPqanpwcjIyNp8rxq1Sp07doVABAaGoqtW7fC2NhYZh/J7x4eHjQPuZSTJMoA8Ndff+HNmzcwNDREjx49eIyKkNKFkmVSIt26dUP37t35DoMQjTN58mRMnjw5z8eCgoJybevXrx/69eun5KgIUX/NmjXD0aNHc20XiURIS0uDgYGBdNu0adPw/fffIzU1VSaxlvwuSVIBrsrDhAkTpPtJkm8JCwsL6f2qVauid+/e+cZobW0tve/s7AxPT89c+2RlZSE5OVkmoc3IyICenp702hkZGcjIyMDnz58BAGlpadJ9nz9/jh07duQbw/Hjx9GzZ898HyelR3p6OkaMGAEA+P7772WSaEJIyQgYY4zvIFSttBWqJ4QoVmlsI0rjcyKktMrIyEBycjKSkpKkt+TkZNSqVUuaiD98+BC+vr4yj2fff/Xq1WjcuLFc1yuN7UNpfE4FOX36NLy9vbF+/XpUq1aN73AIUXvythHUs0wIIYQQokb09PSgp6cHc3PzfPdxc3OjqRhEqlu3bujWrRvfYRBS6tBq2IQQQgghhBBCSA6ULBNCCCGEEEIIITlQskwIIYQQQgghhORAyTIhhBBCCCGEEJIDJcuEEEIIIYQQQkgOlCwTQgghhBBCCCE5ULJMCCGEEEIIIYTkQMkyIYQQQgghhBCSgw7fAfCBMQYASEhI4DkSQog6krQNkraiNKB2jxCSH2rzCCFljbztXplMlhMTEwEAjo6OPEdCCFFniYmJMDMz4zsMhaB2jxBSGGrzCCFlTWHtnoCVpq8R5SQWi/H+/XuYmJhAIBAUun9CQgIcHR0RGRkJU1NTFUSoWBQ/vzQ9fkDzn0NR42eMITExEeXLl4eWVumYrULtnmah+PlV1uKnNq/s/ZurI01/DhQ/v5TV7pXJnmUtLS04ODgU+ThTU1ON/M8jQfHzS9PjBzT/ORQl/tLSuyJB7Z5movj5VZbipzaPU5b+zdWVpj8Hip9fim73SsfXh4QQQgghhBBCiAJRskwIIYQQQgghhORAybIchEIhFixYAKFQyHcoxULx80vT4wc0/zloevx80PTXjOLnF8XPL02Pnw+a/pppevyA5j8Hip9fyoq/TC7wRQghhBBCCCGEFIR6lgkhhBBCCCGEkBwoWSaEEEIIIYQQQnKgZJkQQgghhBBCCMmBkmVCCCGEEEIIISQHSpYJIYQQQgghhJAcKFkmhBBCCCGEEEJyoGSZEEIIIYQQQgjJgZJlQgghhBBCCCEkB0qWCSGEEEIIIYSQHChZJoQQQgghhBBCcqBkmRBCCCGEEEIIyYGSZUIIIYQQQgghJAdKlgkhhBBCCCGEkBwoWSaEEEIIIYQQQnKgZJkQQgghhBBCCMmBkmVCCCGEEEIIISQHSpYJIYQQQgghhJAcKFkmhBBCCCGEEEJyoGSZEEIIIYQQQgjJgZJlQgghhBBCCCEkB0qWCSGEEEIIIYSQHChZJoQQQgghhBBCcqBkmRBCCCGEEEIIyYGSZaJUe/bsgUAgwJs3bxR2zt9++w0CgUBh59MkOV9PZby+hJCiofeh6lAbSIj6o/dp0eX1GtHrph4oWSaEEEIIIYQQQnKgZJkQDTZs2DCkpqaiYsWKfIdCCCEqR20gIeqP3qfFQ6+beqBkmQAAkpOT+Q6h1FDla6mtrQ19ff0yOyydkKKgdk41qA0kRDOo6r1amt6n1L6VPZQsl0GSOb+PHz/G4MGDYW5ujhYtWgAA3r17h9GjR8PW1hZCoRC1atXCrl27cp0jPDwcEydORPXq1WFgYABLS0v069dPrnkVQUFBaNiwIfT19VGlShVs27Yt33nIV69eRaNGjWT2ze/5PH36FP3794epqSksLS0xbdo0pKWlFf0FKoKCXktA+a9nXvNZJDG9ePECI0eORLly5WBmZoZRo0YhJSUFAHDkyBEIBAJcunQp1zm3bdsGgUCAhw8fFu9FIUQN8N3OvXv3DmPGjEH58uUhFApRqVIlTJgwARkZGTL73blzB126dIGpqSmMjY3Rrl073LhxI8/nUtB7GgASExMxffp0ODs7QygUwsbGBh06dEBoaGgxXkH5KKINLMnrTG0gIfLhs00s7vsU4Pe9qm7tmya8ZqWRDt8BEP7069cPLi4uWLJkCRhjiI6ORtOmTSEQCDB58mRYW1vDz88PY8aMQUJCAqZPny49NiQkBNevX8fAgQPh4OCAN2/eYMuWLWjTpg0eP34MQ0PDPK95584ddO7cGfb29li4cCFEIhEWLVoEa2vrXPs+ePAAHTt2hLW1NX777TdkZWVhwYIFsLW1zfPc/fv3h7OzM5YuXYobN25gw4YN+Pz5M/bt21es12fevHlwcnLC2LFjC90352sJQCWvZ0H69++PSpUqYenSpQgNDcXOnTthY2OD5cuXo1u3bjA2Nsa///6L1q1byxx36NAh1KpVC25ubkW+JiHqho927v3792jcuDG+fPmCH3/8ETVq1MC7d+9w5MgRpKSkQE9PDwDw6NEjtGzZEqamppg1axZ0dXWxbds2tGnTBpcuXUKTJk1kzlvQexoAxo8fjyNHjmDy5MlwdXVFbGwsrl69iidPnqB+/fpFfu1U1QYqo/0DqA0kJC98tIkFKaxdU9Z7VZPbN75eszKLkTJnwYIFDAAbNGiQzPYxY8Ywe3t79unTJ5ntAwcOZGZmZiwlJUW6Lft9ieDgYAaA7du3T7pt9+7dDAB7/fo1Y4yxHj16MENDQ/bu3TvpPmFhYUxHR4fl/O/o6enJ9PX1WXh4uHTb48ePmba2tsy+kufTs2dPmeMnTpzIALB79+4V9pLkacqUKUwgELDdu3fnu09+ryVjqnk9c/6ePabRo0fLnK93797M0tJS+vugQYOYjY0Ny8rKkm778OED09LSYosWLcr3OROiCfhs54YPH860tLRYSEhIruPFYrH0vqenJ9PT02MvX76Ubnv//j0zMTFhrVq1yvVcCntPm5mZsUmTJuX5ehSHqtpAeV9nxqgNJKS4+GwTS/I+ZUw571V1a9/yeo1ybuP7NSuraBh2GTZ+/HjpfcYYjh49ih49eoAxhk+fPklvnTp1Qnx8vMxQPgMDA+n9zMxMxMbGomrVqihXrly+Q/5EIhECAgLg6emJ8uXLS7dXrVoVXbp0ybXvuXPn4OnpCScnJ+n2mjVrolOnTnmef9KkSTK/T5kyBQBw5syZPPdPS0sr8LZixQqMGDECY8aMwYEDB/I8h0T21xJQzetZmJwxtWzZErGxsUhISAAADBgwAB8/fkRQUJB0nyNHjkAsFmPAgAHFuiYh6kbV7ZxYLIavry969OiBhg0b5npcMt1EJBLh/Pnz8PT0ROXKlaWP29vbY/Dgwbh69ar0vZrXcwFyv6fLlSuH//77D+/fv5frtVGXNlAZ7V9eMVEbSIjq28SixAPkfp8CxXuvlub2TVmvGckbDcMuwypVqiS9HxMTgy9fvmD79u3Yvn17nvt//PhRej81NRVLly7F7t278e7dO+mwFACIj4/P9/jU1FRUrVo112M5t8XExCA1NRUuLi659q1evXqeCXDOfatUqQItLa0854UkJSXBxMQkzzjzMnz4cHz33Xews7PL8/Hsr6UkfmW/noXJ/iUDAJibmwMAPn/+DFNTU3Tu3BlmZmY4dOgQ2rVrB4AbnlO3bl1Uq1atWNckRN2oup2LiYlBQkJCoUPcYmJikJKSgurVq+d6rGbNmhCLxYiMjEStWrWk2wt7T0s+/Dk6OqJBgwbo2rUrhg8fLpOMS6hTG6iM9g+gNpCQvKi6TSxMYe9TAEV+r5b29k0ZrxnJHyXLZVj2b7vEYjEAYOjQoRgxYkSe+7u7u0vvT5kyBbt378b06dPRrFkzmJmZQSAQYODAgdJz8a2g1QP19fWxe/fuQs9x7tw5HDx4EH369MlzXrVE9tcSUI/XU1tbO8/tkoZaKBTC09MTPj4+2Lx5M6Kjo3Ht2jUsWbKkWNcjRB2VpnausPd0//790bJlS/j4+OD8+fNYuXIlli9fjmPHjuUavaNObaCyXmdqAwnJTd3axMLep0DR36ulvX1TxmtG8kfJMgEAWFtbw8TEBCKRCO3bty90/yNHjmDEiBFYvXq1dFtaWhq+fPmS7zE2NjbQ19fHixcvcj2Wc5u1tTUMDAwQFhaWa99nz57lef6wsDCZb/9evHgBsVgMZ2fnXPvq6Ohg5MiR+cYKAP7+/vDx8YGnpycOHDiQb+OUF1W8noowYMAA7N27F4GBgXjy5AkYYzQ8h5RaqnhfWltbw9TUtNCVRq2trWFoaJhne/b06VNoaWnB0dGx0Bhzsre3x8SJEzFx4kR8/PgR9evXxx9//JErWVanNpCv9g+gNpCUbZryWQUo2nuV2jcOtW+KQXOWCQDuW6rvv/8eR48ezfNDXkxMTK79s3+DBQAbN26ESCQq8Brt27eHr6+vzJy6Fy9ewM/PL9e+nTp1gq+vLyIiIqTbnzx5gnPnzuV5/k2bNuWKB0CuD4ny+v3339G+fXscOnQIOjpF+15JFa+nIrRv3x4WFhY4dOgQDh06hMaNG+cabkRIaaGK96WWlhY8PT1x8uRJ3Lp1K9fjkvNpa2ujY8eOOH78uMxUkejoaBw4cAAtWrSQDqeTh0gkyjWkz8bGBuXLl0d6errc58lOVW0gX+0fQG0gKds05bMKoPj3KrVvRF7Us0ykli1bhosXL6JJkyYYO3YsXF1dERcXh9DQUAQEBCAuLk66b/fu3fHXX3/BzMwMrq6uCA4ORkBAACwtLQu8xm+//Ybz58+jefPmmDBhAkQiEby9veHm5oa7d+/K7Ltw4UKcPXsWLVu2xMSJE5GVlYWNGzeiVq1auH//fq5zv379Gj179kTnzp0RHByMv//+G4MHD0adOnWK9XocP34cBgYG0jIvRaWK17OkdHV10adPHxw8eBDJyclYtWqVUq9HCN9U8b5csmQJzp8/j9atW+PHH39EzZo18eHDBxw+fBhXr15FuXLlAHAf1vz9/dGiRQtMnDgROjo62LZtG9LT07FixYoiPa/ExEQ4ODigb9++qFOnDoyNjREQEICQkBCZHo2iUFUbyFf7B1AbSIgmfFYBFP9epfaNyIuSZSJla2uLmzdvYtGiRTh27Bg2b94MS0tL1KpVS1q7TWL9+vXQ1tbG/v37kZaWhubNmyMgICDflaolGjRoAD8/P8yYMQPz5s2Do6MjFi1ahCdPnuDp06cy+7q7u+PcuXPw8vLC/Pnz4eDggIULF+LDhw95JsuHDh3C/PnzMWfOHOjo6GDy5MlYuXJlsV8PyQfa4lLF66kIAwYMwM6dOyEQCNC/f3+lX48QPqnifVmhQgX8999/mDdvHvbv34+EhARUqFABXbp0kampWatWLVy5cgVz587F0qVLIRaL0aRJE/z999+5aiwXxtDQEBMnTsT58+dx7NgxiMViVK1aFZs3b8aECROKdC4JVbWBfLZ/ALWBpGzTlM8qgGLfq9S+EXkJWM6xAYTwwNPTE48ePcpzjnJhfvvtNyxcuBAxMTGwsrJSQnSEEEIIIYSQsobmLBOVS01Nlfk9LCwMZ86cQZs2bfgJiBBCCCGEEEJyoGHYROUqV66MkSNHonLlyggPD8eWLVugp6eHWbNm8R0aIYQQQgghhACgZJnwoHPnzvjnn38QFRUFoVCIZs2aYcmSJXBxceE7NEIIIYQQQggBQHOWCSGEEEIIIYSQXGjOMiGEEEIIIYQQkgMly4QQQgghhBBCSA5lcs6yWCzG+/fvYWJiAoFAwHc4hBA1wxhDYmIiypcvDy0t9fhO8d27d5g9ezb8/PyQkpKCqlWrYvfu3WjYsKFcx1O7RwjJjzq2eSVFbR4hpCDytntlMll+//49HB0d+Q6DEKLmIiMj4eDgwHcY+Pz5M5o3b462bdvCz88P1tbWCAsLg7m5udznoHaPEFIYdWnzFIHaPEKIPApr98pksmxiYgKAe3FMTU15joYQom4SEhLg6OgobSv4tnz5cjg6OmL37t3SbZUqVSrSOajdI4TkR93aPEWgNo8QUhB5270ymSxLhuOYmppSA0oIyZe6DN07ceIEOnXqhH79+uHSpUuoUKECJk6ciLFjx+Z7THp6OtLT06W/JyYmAqB2jxCSP3Vp8xSBPusRQuRRWLtXOiamEEJIKfbq1Sts2bIFLi4uOHfuHCZMmICpU6di7969+R6zdOlSmJmZSW80HJEQQgghpGg0LlleunQpGjVqBBMTE9jY2MDT0xPPnj3jOyxCCFEasViM+vXrY8mSJahXrx5+/PFHjB07Flu3bs33mLlz5yI+Pl56i4yMVGHEhBBCCCGaT+OS5UuXLmHSpEm4ceMG/P39kZmZiY4dOyI5OZnv0AghRCns7e3h6uoqs61mzZqIiIjI9xihUCgdfkjDEAkhhBBCik7j5iyfPXtW5vc9e/bAxsYGt2/fRqtWrXiKihBClKd58+a5RtA8f/4cFStW5CkiQgghhJDST+OS5Zzi4+MBABYWFvnuk3Ohm4SEBKXHRQghivLTTz/Bw8MDS5YsQf/+/XHz5k1s374d27dv5zs0QgghhJBSS+OGYWcnFosxffp0NG/eHG5ubvnuRwvdEEI0WaNGjeDj44N//vkHbm5uWLx4MdatW4chQ4bwHRohhBTq8uXL6NGjB8qXLw+BQABfX99CjwkKCkL9+vUhFApRtWpV7NmzR+lxEkJIThqdLE+aNAkPHz7EwYMHC9yPFrohhGi67t2748GDB0hLS8OTJ08KLBtFCCHqJDk5GXXq1MGmTZvk2v/169fo1q0b2rZti7t372L69On44YcfcO7cOSVHSgghsjR2GPbkyZNx6tQpXL58GQ4ODgXuKxQKIRQKVRSZ+nn27BmioqLQunVrvkMhhBBCSBnTpUsXdOnSRe79t27dikqVKmH16tUAuAUNr169irVr16JTp05KifHcOSA0FBg6FKABiIQQCY3rWWaMYfLkyfDx8cGFCxdQqVIlvkNSa2KxGO3bt0ebNm1w4sQJvsMhhBBCCClQcHAw2rdvL7OtU6dOCA4OzveY9PR0JCQkyNyKYvLkw/jll35YsmR3sWImhJROGpcsT5o0CX///TcOHDgAExMTREVFISoqCqmpqXyHppZu376Nt2/fAgDGjh0rXRCNEEIIIUQdRUVFwdbWVmabra0tEhIS8v28V9L1aWJiFgA4ghMnthQ3bEJIKaRxyfKWLVsQHx+PNm3awN7eXno7dOgQ36GpJVdXVxw4cAAA8PHjR8yaNYvniAghZd3s2bMhEAggEAhylQMkhJDiKOn6NJUr1wEAREc/AWNMGSESQjSQxiXLjLE8byNHjuQ7NLVkZGSEQYMGISgoCACwfft2XLx4kd+gCCFl2suXL6X3T58+zWMkhBB1ZGdnh+joaJlt0dHRMDU1hYGBQZ7HCIVCmJqaytyKomXLlgAAkSgJL168KF7ghJBSR+OSZVI8rVu3xvjx4wFww7FTUlJ4jogQUlZFRERI758/f57HSAgh6qhZs2YIDAyU2ebv749mzZop7ZqtWtWQ3j992l9p1yGEaBZKlkuxgIAAzJs3D3fu3AEALF++HFWrVsWoUaOgq6vLc3SEkLIq+/DI58+fIzw8nMdoCCHKlpSUhLt37+Lu3bsAuNJQd+/elX5xNnfuXAwfPly6//jx4/Hq1SvMmjULT58+xebNm/Hvv//ip59+UlqM9et/WzD2+HFKlgkhHI0tHUUK99dff2Hfvn1IS0tDvXr1YGpqikePHkFPT4/v0AghZVR6ejqioqIAANWqVcPz58/h7++PH374gefICCHKcuvWLbRt21b6u5eXFwBgxIgR2LNnDz58+CAz4qRSpUo4ffo0fvrpJ6xfvx4ODg7YuXOn0spGAfi6IJgWADFu3LiArKws6OjQx2RCyjpqBUopsVgsXTgne23D7IlyRkZGrm2EEKJMktX5DQwMMGjQICxcuBDnz5+nZJmQUqxNmzYFLpq1Z8+ePI+RjIxTBR0dHRgbOyApKQIZGSl4/vw5XF1dVXZ9Qoh6omHYpdSdO3fw8eNHGBsbo0WLFrkev3XrFho0aIA//viDh+gIIWWVpPfIyckJHTt2BAAEBgZCJBLxGRYhhGD06G0AdqBly0hKlAkhAChZLrX8/PwAAO3atcuz5/j169d4+PAhlixZgvv376s6PEJIGaWtrQ0PDw80bNgQjRs3ho2NDerVq4fY2Fi+QyOElHEDB3YG8APCwuz4DoUQoiZoGHYpJUmWsw/Bzq5v377w9PSEr68vxowZg+DgYJqbQwhRulatWuHatWvS39+9e0dtDyFELdSqxf18/x6IiwMsLPiNhxDCP+pZLoXi4uJw48YNAPknywKBAJs3b0a5cuVw69YtrF27VpUhEkIIAFCiTAhRG0lJ72FhsQ1AXzRpUg/nzp3jOyRCCM8oWS6Fnj17BjMzM7i6usLJySnf/ezt7bFmzRoAwPz58xEWFqaqEAkhZVR+i/xER0cjLS1NxdEQQsg3r1+/RlzceADn8OLFXaoDTwihZLk0atasGWJiYqSrYRdk5MiR6NChA9LS0vDDDz9ALBarIEJCSFlVp04dODs749atW9JtvXr1gp2dHS5cuMBjZISQsq5SJUmt5WQAQEBAAH/BEELUAiXLpZS2tvbXmoEFEwgE2L59O4yMjCAQCBAfH6+C6AghZRFjDK9evUJ4eDjMzMyk2+3suMV0qBeHEMInOzs76OoKAXAjYO7fv4/o6Gh+gyKE8IqS5VImIyOjwFqGeXF2dsaNGzdw4cIFmJubKykyQkhZ9/nzZyQncz02Dg4O0u2SElKULBNC+KSlpYUKFZy/3q8KgCttRwgpuyhZLmVWrVqFihUrYsuWLUU6zs3NDVpa9N+BEKI8khrL1tbWMDAwkG7/7rvvoKWlhSdPnuDt27d8hUcIIXBxcQYAiMVVANBQbELKOsqOShk/Pz9ERkZCIBAU6/jExERMmTIFf//9t4IjI4SUdZGRkQCQa+FBc3NzNGrUCADg7++v8rgIIUSiShXJvGWublRAQECRR+wRQkoPSpZLkS9fviA4OBhA/iWjCrNr1y54e3tj2rRpNE+HEKJQkp7lvFbp79ChAwAaik0I4de3Rb5EMDd3RuvWrZGSksJrTIQQ/lCyXIr4+/tDJBKhZs2aqFixYrHOMXHiRNStWxdxcXGYMmWKgiMkhJRlkmQ5r8UHJfOWAwICaFV+Qghv+vfvj9GjLwFYj27dXuGvv/6CkZER32ERQnhCyXIp4ufnB6D4vcoAoKuri127dkFbWxuHDx+Gj4+PosIjhJRxDg4OaN68OWrXrp3rsaZNm2L06NFYu3YtRCIRD9ERQgi36GmPHq0A2OHRo+JNaSOElB4CVgYnYiQkJMDMzAzx8fEwNTXlOxyFYIyhQoUK+PDhA/z9/dG+ffsSne+XX37B0qVLYWdnh8ePH9Mq2aRMKY1tRGl8ToQQxSiN7UNJntOLF4CLCyAUAklJDI8fP4Crqyt0dHSUFC0hRNXkbSOoZ7mUuHfvHj58+AAjIyO0bNmyxOebP38+qlevjqioKPz8888KiJAQQgghRP1du/YXdHTmIj09EjVruqFOnToICQnhOyxCCA8oWS4ljI2NMXXqVIwcORJCobDE59PX18eff/4JgUAAX19ffPz4UQFREkLKKsZYocOrGWO4e/cuVq5cSQvqEEJ4s2bNKmRlLQPwEFZWrgBopX5CyipKlkuJqlWrYv369fD29lbYOZs3b45du3bh8ePHsLGxUdh5CSFF89tvv0EgEMjcatSowXdYRRIZGQmhUIhq1aoVWIalV69emDVrFq5cuaLC6Agh5BtnZ+ev917DyopbqZ/qLRNSNlGyTAo0cuRI2NnZ8R0GIWVerVq18OHDB+nt6tWrfIdUJBERERCJRMjKysq3DrxAIKASUoQQ3n0rH/UamZncGjDBwcFISkriLyhCCC8oWS4F7t+/jwsXLiAjI0Op1zlx4oS0jjMhRLV0dHRgZ2cnvVlZWfEdUpEUVGM5O0kJKUqWCSF8yZ4sv3lTGZUqVUJWVhYuX77Ma1yEENWjZLkU2LBhA9q1a4dffvlFadfYvn07evXqhVGjRiEtLU1p1yGE5C0sLAzly5dH5cqVMWTIEGnymZ/09HQkJCTI3PgUGRkJoPBkuV27dhAIBHj48CE+fPigitAIIURG9mQ5LAxo25Yb8ULzlgkpeyhZ1nCMMZw9exbAtx4ZZejXrx/s7Ozw7NkzLFq0SGnXIYTk1qRJE+zZswdnz57Fli1b8Pr1a7Rs2RKJiYn5HrN06VKYmZlJb46OjiqMODd5e5YtLS3RoEEDAPTBlBDCD0myLBC8gVgMVK/ODcWmecuElD2ULGu4Bw8e4N27dzA0NESrVq2Udh1zc3Ns3rwZALBixQrcuXNHadcihMjq0qUL+vXrB3d3d3Tq1AlnzpzBly9f8O+//+Z7zNy5cxEfHy+9SXp2+SJvsgyA5i0TQnglWeCLsTgACTA2/g6zZ8/G2rVreY2LEKJ6lCxrOD8/PwBA27Ztoa+vr9Rr9e7dG/369YNIJMLo0aORmZmp1OsRQvJWrlw5VKtWDS9evMh3H6FQCFNTU5kbnyTJsjw93JJRMtevXy9w5WxCCFEGExMTXL58GcOGvQFgjDdvLLFs2TK0b9+e79AIISpGybKGkyTLXbp0Ucn1Nm7cCAsLC9y9exerVq1SyTUJIbKSkpLw8uVL2Nvb8x2K3Jo0aQIPDw9Urly50H09PDwQEBCAx48f57tyNiGEKFPLli3h4VERgBYePuQ7GkIIXyhZ1mAJCQm4du0aANUly7a2tli3bh0AYOHChXj//r1KrktIWTZjxgxcunQJb968wfXr19G7d29oa2tj0KBBfIcmt+3bt+PatWuoXr16ofvq6emhXbt2Sh8tQwghBaldm/v54AGQmZkJPz8/zJs3j0a8EFKGULKswS5evIisrCxUq1ZNrt4aRRk6dCh++OEHHD16FOXLl1fZdQkpq96+fYtBgwahevXq6N+/PywtLXHjxg1YW1vzHRohhMhl06ZNcHZ2hr6+Ppo0aYKbN28WuP+6detQvXp1GBgYwNHRET/99JNKq3HcvHkTR4/+AmAv3r4FYmNF6NOnD37//Xc8efJEZXEQQvilw3cApPh69uyJO3fuICYmRqXXFQgE2LFjh0qvSUhZdvDgQb5DKJGMjAxoa2tDW1tb7mNSU1Pxyy+/4NKlS7h27RoMDAyUGCEhRJkOHToELy8vbN26FU2aNMG6devQqVMnPHv2DDY2Nrn2P3DgAObMmYNdu3bBw8MDz58/x8iRIyEQCLBmzRqVxBwaGoq1a5dCX7870tJG4MULfbRo0QIBAQEICAiAq6urSuIghPBLI3uWL1++jB49eqB8+fIQCATw9fXlOyReCAQC1K1bV7pyLF/ev3/P+0q7hBD1tWfPHgiFQowaNUruY/T19XH48GHcuXMHV69eVWJ0hBBlW7NmDcaOHYtRo0bB1dUVW7duhaGhIXbt2pXn/tevX0fz5s0xePBgODs7o2PHjhg0aFCBvdGKri0vKR+lo/MaAPDw4beV+qmsHSFlh0Ymy8nJyahTpw42bdrEdyhl3pkzZ+Dq6orRo0fTHB5CSJ4iIiIgEolgaGgo9zECgYBKSBFSCmRkZOD27dsyK0lraWmhffv2CA4OzvMYDw8P3L59W5ocv3r1CmfOnEHXrl3zvY6ia8tLkuX09DcAGB48gPQ5BAUFUUUQQsoIjUyWu3Tpgt9//x29e/fmOxTebN++HcOHD8elS5d4jcPFxQXp6ekICAiQrsxNCCHZFaVsVHaSElLUi0OI5vr06RNEIhFsbW1lttva2iIqKirPYwYPHoxFixahRYsW0NXVRZUqVdCmTRv88ssv+V5H0bXlK1asCIFAgMzMZACf8PAhULduXVhaWiIpKanQOdeEkNJBI5PlolL00Bx18M8//+Cvv/7C/fv3eY3DxcUFEydOBADq6SeE5EnyodXJyalIx7Vr1w4AcO/ePURHRys8LkKIegoKCsKSJUuwefNmhIaG4tixYzh9+jQWL16c7zGKri0vFAqzLWL6Gg8fAgKBlrRdoi/xCCkbykSyrOihOXxLSEiQzuFTVcmogkyYMAECgQB+fn548eIF3+EQQtSMpGe5qMmyjY0N6tWrBwAICAhQeFyEEOWzsrKCtrZ2ri+8oqOjYWdnl+cx8+bNw7Bhw/DDDz+gdu3a6N27N5YsWYKlS5dCLBarImwAgLOzMwBAIHiNuDjgw4dv85bv3r2rsjgIIfwpE8myoofm8C0wMBBZWVmoWrUqqlatync4qFq1Kjp37gzGGLZs2cJ3OIQQNSIWi4vdswyA5i0TouH09PTQoEEDBAYGSreJxWIEBgaiWbNmeR6TkpICLS3Zj6iS1fRVuT6KZN6ypeW3Rb769OmDx48fw8fHR2VxEEL4UyaSZUUPzeGbZG6wOvQqS0yePBkAsGvXLqSkpPAcDSFEXURHRyMzMxNaWlrFqsvesWNHODg45NsDRQhRf15eXtixYwf27t2LJ0+eYMKECUhOTpaukD98+HDMnTtXun+PHj2wZcsWHDx4EK9fv4a/vz/mzZuHHj16FKkEXUktXrwYr1+/RsuWMwAADx4AFhYWqFmzJgQCgcriIITwh+osaxjGmFomy507d0blypURHh6Oq1evShfmIYSUbVlZWRg4cCDS0tKgo1P0Pzlt27ZFREQEfTAlRIMNGDAAMTExmD9/PqKiolC3bl2cPXtWuuhXRESETE/y//73PwgEAvzvf//Du3fvYG1tjR49euCPP/5QadySYdh16gA+PlzPMiGkbBEwDaz3k5SUJJ0bW69ePaxZswZt27aFhYWFXMP8EhISYGZmhvj4eI3rZX748CFq164NfX19xMXFwcDAgO+QpK5evYqKFStq/JxwQjS5jchPaXxOhBDFKI3tgyKf09GjQN++QMOGQEgI8ObNG8yZMwcfPnzgvSoJIaR45G0jNLJn+datW2jbtq30dy8vLwDAiBEjsGfPHp6iUo24uDi4u7ujQoUKapUoA0CLFi34DoEQUkqJRCK8fPkS1apV4zsUQkgZkZKSgj/++AMPHoQD2ItHj7QhEgFmZmb4999/wRjD27dv4eDgwHeohBAl0chkuU2bNipd4EGdtGrVCvfu3UN6ejrfoRTo48ePsLGx4TsMQgjPEhISYGRkVKJ5hm/fvkWdOnWQmpqKuLg46OvrKzBCQgjJm1AoxIoVK5CVlQWhcClSUx3x+jVQtao5GjZsiJCQEAQGBmLEiBF8h0oIUZIyscBXaSQUCvkOIU+pqano2rUrHB0d8eHDB77DIYTwbOTIkRAKhSUa9VOhQgXo6ekhNTUV169fV1xwhBBSAG1tben0PicnbkXsBw+4xyQr9VNZO0JKN0qWNcjHjx/VfqVpAwMDJCYmIiMjA9u3b+c7HEIIzyIiIiASiWBhYVHscwgEAiohRQjhhaR8lI3Nt/JRANC+fXsAXLJcVkc7ElIWULKsQebPnw9LS0ts2rSJ71AKJCkjtXXrVmRkZPAcDSGETxEREQBkayyLRMDatUVbWVaywr6/v79C4yOEkIJIkmUDA9lk2cPDAwYGBoiKisKjR4/4Co8QomSULGsIScmotLQ0acOtrnr37g07OztERUXBx8eH73AIITxJTU1FTEwMANlk2dcX8PICvpZYlYukFyc0NFR6TkIIUTbJZy7GZIdhC4VCtGrVCgANxSakNKNkWUM8efIEEREREAqFaNOmDd/hFEhPTw/jxo0DAHh7e/McDSGEL2/fvgUAGBkZwdzcXLpd8mHz9m3g82f5zmVnZwd3d3cAQGBgoELjJISQ/EiS5aSkNwCA588ByRqrnTp1QqNGjWBpaclTdIQQZaNkWUP4+fkB4FYCNzQ05Dmawv3444/Q0dHB1atXce/ePb7DIYTwIPsQbIFAIN3+7Bn3kzHgyhX5z0fzlgkhqiZJlqOjI1CuHDeN5OlT7rHp06fj5s2bGDZsGH8BEkKUipJlDSFJlrt06cJzJPIpX748+vTpAwDYsWMHz9EQQvggSZYdHR1ltkuSZQC4eFH+8/Xr1w//+9//MH78eEWERwghhapbty5ev36NsLAwuLlx2yTzlrN/CUgIKZ00ss5yWZOUlIQrX7tfNCVZBoCZM2eiQ4cOGDx4MN+hEEJ44OjoiEGDBqFOnTrSbYxxwxglgoLkP1+TJk3QpEkTxQVICCGF0NfXh7OzMwDAzQ24evXbVBKJxMREREVFwcXFRfUBEkKUipJlDXDhwgVkZGSgUqVKGtUQN2zYEA0bNuQ7DEIIT9q3by9dmEvi3TsgORnQ0gLEYuDePSAuDihBZSlCCFGJ2rW5n9lX8j958iT69OmDRo0aUR14QkohGoatAerXr481a9ZgxowZGjvkhzFGdQgJIdIh2C4uQI0aXE/z5cvyH5+cnIwTJ05gy5YtygmQEEJy+PvvvzFkyBDEx58EIJss16lTB1lZWbh58ybi4+N5ipAQoiyULGsABwcH/PTTT5g4cSLfoRTL3r17UatWLem8a0JI2RAVFQWRSCSzTZIsV68OSBb2L8q85bCwMPTq1QszZ86kOu6EEJUIDg7GgQMH8PFjMAAgPBxISOAec3JyQrVq1SASiRBUlHklhBCNQMkyUbr79+/jyZMn2LRpE9+hEEJUhDGGypUrQygU4s2bN9Lt2ZPltm25+0X5fOnu7g4bGxskJycjODhYYfESQkh+JCtiR0W9Rvny3LZHj749Lplu4u/vr+rQCCFKRsmymjt9+jR2796N6OhovkMptgkTJkAgEMDPzw8vXrzgOxxCiArExsYiNTUVIpEI9vb20u3Zk+XWrbn79+8Dnz7Jd14tLS3pB1MqIUUIUQVJsvz69WvpvOXsi3xJytoFBASoOjRCiJJRsqzm1q1bh9GjR+PAgQN8h1JsVatWRefOncEYo3mGhJQRkrJRdnZ2EAqF0u3Zk2VbW8DVlfu9KPOWO3bsCIB6cQghqpE9Wc5ZPgoA2rRpAy0tLTx79gyRkZE8REgIURZKltVYUlISLn/9BKlJJaPyMnnyZADArl27kJyczHM0hGi2ZcuWQSAQYPr06XyHki/JB8bsNZZTU7m5fgCXLAPFm7cs6Vm+desWYmNjSxoqIYQUSJIsf/z4ES4u3GeY7MlyuXLl0LhxYwDUu0xIaUPJshq7ePEiMjIy4OzsjOqST5YaqnPnzqhcuTK+fPmi0b3khPAtJCQE27Ztg7u7O9+hFEjSs+zk5CTdFhbGrX5tbg5YWXHbijNvuUKFCqhVqxYYY7hw4YKCIiaEkLyZm5vDzMzs6/03ALhh2NmLfEydOhXe3t65yuURQjQbJctqTLJ6dJcuXTS2ZJSElpaWdDXvTZs2URkpQoohKSkJQ4YMwY4dO2Bubs53OAXKK1nOPgRb0qRJ5i0/fAjExMh/fskcwZCQkBLHSgghhalUqRK0tLRgYPAeAgG3zsLHj98eHzRoECZNmiQzmoYQovkoWVZTjDGZZLk0GDVqFPr27YtVq1bxHQohGmnSpEno1q2bXD0X6enpSEhIkLmpUmHJsoS1NaRzAC9dkv/806dPR1hYGJYvX17SUAkhpFDnzp1DWloaevTogKpVuW3ZF/kihJROOnwHQPL2/PlzvHnzBnp6evjuu+/4DkchLCwscPjwYb7DIEQjHTx4EKGhoXL3pC5duhQLFy5UclT5kyx4U69ePem2vJJlbl+uZ/niRaBvX/nOX7FiRcUESgghcrCxsZHed3PjppU8fAhk/+4yMjISZ86cQfny5dGjRw8eoiSEKBr1LKupW7duQSAQoFWrVjAyMuI7HEIIjyIjIzFt2jTs378f+vr6ch0zd+5cxMfHS2+qXqF1woQJ+Oeff9BaMs4a+SfLxZm3TAghfMlrRWwAOHLkCMaPH4/NmzerPihCiFJQz7KaGjJkCDp27FgqV3oNDw+Ht7c37O3t4eXlxXc4hKi927dv4+PHj6hfv750m0gkwuXLl+Ht7Y309HRoa2vLHCMUCmVKNvGNsfyT5VatuJ+PHwPR0VxJKXncuXMHv//+O4yMjLBv3z7FBUsIITk8f/4cixYtgq6uLrp23Q0g9zBsyRSZS5cuIT09Xa3aYEJI8VDPshqztrZGjRo1+A5D4YKDg7Fq1SqsXLkSGRkZfIdDiNpr164dHjx4gLt370pvDRs2xJAhQ3D37t1ciTLf0tLS8PbtW4hEIum26GggIQHQ0oJ0vp+ElRUgWdy7KPOWxWIxjh07Bl9fX2RmZiogckIIyVtmZib2798PHx8fac/yo0eAWPxtHzc3N9ja2iI1NRXBwcH8BEoIUShKltVQaV8puk+fPrCzs0NUVBR8fHz4DkepGGMIDAykLwVIiZiYmMDNzU3mZmRkBEtLS7hJPrWpkZs3b8LR0RG1atWSbpP0Kjs7A3l1thSn3nK9evVgaWmJxMRE/Pfff8WOlxCifJs2bYKzszP09fXRpEkT3Lx5s8D9v3z5gkmTJsHe3h5CoRDVqlXDmTNnVBRtbs7OzgCA+Ph4WFl9hp4ekJwMvHnzbR+BQCDtXaZ6y4SUDpQsqyEvLy+0bt0a58+f5zsUpdDT08O4ceMAAN7e3jxHozxXr15FmzZt0L59e+zcuVO6PSUlBampqTxGRohySVbCrlChgnRbfkOwJYozb1lLS0v6wbS0tpeElAaHDh2Cl5cXFixYgNDQUNSpUwedOnXCx+y1l7LJyMhAhw4d8ObNGxw5cgTPnj3Djh07ZNoUVTMyMpIu8hUZ+Ro1a3Lbc85blpS18/f3V2V4hBAloWRZzTDGcOLECVy+fBlpaWl8h6M0P/74I3R0dHD16lXcvXuX73AUKjQ0FF27dkXLli1x+fJlCIVCfP78Wfr41q1b4ejoiDlz5iA8PJzHSIkmCwoKwrp16/gOI0/ylo3KrlUrrvby06fAhw/yX6tjx44A6IMpIepszZo1GDt2LEaNGgVXV1ds3boVhoaG2LVrV57779q1C3FxcfD19UXz5s3h7OyM1q1bo06dOiqOXFalSpUAAK9fv853kS/JF3i3bt2S+dtPCNFMlCyrmbCwMLx69Qq6urqlpmRUXsqXL48+ffoA4IZmlQZPnjxBv3790KBBA/j5+UFbWxs//vgjwsLC8Ouvv0r3O3XqFGJjY7F8+XJUrlwZnp6eCAgIKPXD70nZIVl5uyjJsoUFIPkcXJR5y5JenJs3b9IHU0LUUEZGBm7fvi1TH14yKiS/eb0nTpxAs2bNMGnSJNja2sLNzQ1LliyRWQchJ1XUls+eLNeuzW3LuchXhQoVUPNrt/OdO3cUHgMhRLUoWVYzfn5+AICWLVvC2NiY52iUa/LkyQCA/fv3l4oPuTNmzMCRI0cgEAgwZMgQPH36FNu2bYOjo6PMfv7+/vD19UW7du0gFotx/PhxdOjQAa6urti2bRtP0ROiOJKe5ez/9yXJckFrFhZn3rKjoyNq1KgBsViMi0U5kBCiEp8+fYJIJIJtjmXubW1tERUVlecxr169wpEjRyASiXDmzBnMmzcPq1evxu+//57vdZYuXQozMzPpLeffXkWQp2cZ4Iadx8bGlupOD0LKCkqW1YwkWe7SpQvPkShfixYt0KpVK/z4448auZLt+/fv8enTJ+nvixYtgqenJ+7fv4+///4bVXMu+fuVtrY2evXqhYCAADx+/BiTJk2CsbExnj59Sh/2SamQcxh2Rgbw+jX3WH49y0Dx6y136dIFzZs3pzIthJQSYrEYNjY22L59Oxo0aIABAwbg119/xdatW/M9RhW15StVqgQtLS0kJSVJe5afPuXauOxq166NcuXKKfz6hBDVozrLaiQlJQVBXz8lloVkWSAQICgoCAKBgO9QiuTTp09Yvnw5vL29MXbsWGzYsAEA0KBBgyKv7l2zZk14e3tjyZIl2LdvH5o0aSJ97OnTp5g6dSomT56Mbt26qV15oPxkZWUhISFB5kNLjRo1pL0KDx48wF9//SXzeFJSEoyNjWFubo7Ro0dLh+vFxMTg6tWrMDc3l7kZGxtr3P+bsiRnsvzyJSASASYmgJ1d/se1bMnNW37+HHj/HihfXr7rrV69mv4/EKKmrKysoK2tjejoaJnt0dHRsMunQbC3t4eurq7M372aNWsiKioKGRkZ0NPTy3WMKmrLDxs2DCNHjoSuri4YA0xNuZJ4z58DaliYgBCiAJQsqxFJEXtHR0e4urryHY5KaNIH3ISEBKxZswZr1qxBYmIiAODRo0cQi8XQ0irZIA1TU1PpsHSJzZs3w9/fH/7+/nB2dsbEiRMxevRoWFpaluha8srMzMTbt28RHh6Ot2/f4vPnzzIJ7rhx49CgQQMAgK+vLyZNmoT4+HgkJyfnOtfff/+NIUOGAOCG161cuTLf62Yftnbnzh3p3PbsdHR0UK5cOSxZsgRjx44FALx8+RKrV6/OlVibm5vD0dEx355+olgikQjjx49HRESEdBhk9vnKBb3lzc2BevWA0FCud3nwYPmuqUntCCFljZ6eHho0aIDAwEB4enoC4HqOAwMDc/3dk2jevDkOHDgg8/f1+fPnsLe3zzNRVhV9fX3pfYGAS5CvX+fmLedMlnft2oUdO3Zg3LhxGDlypGoDJYQoDCXLasTExAQ9evRA1apVy9SHP8YYrly5guvXr2POnDl8h5NLSkoKNm3ahGXLliEuLg4AV9/1999/R5cuXZT2b+Xl5QUDAwPs3LkTb968waxZszB//nwMHjwYkydPRr169Up0/tTUVERERODNmzcIDw9HeHg4hg4dKl2YZPfu3dISX3lp3bq1NFkWCAR4//69zOP6+vrSuWPZP9xUr14dP/30k8zcMmNjYyQnJ+Pz589o1qyZzDmaNWuGuLg4fP78GZ8/f0ZmZiaysrLw6dMnmS8pXr58iS1btuQZ6/fff48jR44U/UUiRaatrY3ly5fLbCtsca/s2rThkuWLF+VPliU+f/6ML1++SOcVEkLUg5eXF0aMGIGGDRuicePGWLduHZKTkzFq1CgAwPDhw1GhQgUsXboUADBhwgR4e3tj2rRpmDJlCsLCwrBkyRJMnTqVz6eRiyRZzmvecnh4OG7cuIGKFStSskyIJmMaytvbm1WsWJEJhULWuHFj9t9//8l9bHx8PAPA4uPjlRghkderV68YACYQCFhYWBjf4eTyyy+/MAAMAKtRowY7fPgwE4lEKrt+SkoK27VrF6tXr540DktLS5aWllbgcV++fGH37t1jnz59km7z9/dnjRo1YjY2NtJzZb/t3btXuu+5c+eYUChkLi4urF27dqxfv37shx9+YD///DNbtGgRu3fvnnTfuLg4duvWLRYWFsY+fvzI0tPTFf9CMMbEYjFLSkpikZGR7P79+ywmJkb62LNnz9j8+fPZlClT2NChQ1m3bt2Yh4cHq1GjBpsxY0aRrlMa2wg+n9OoUYwBjC1aVPi+J09y+1atWrRr7Ny5k2lpabHevXsXL0hCyjBVtA8bN25kTk5OTE9PjzVu3JjduHFD+ljr1q3ZiBEjZPa/fv06a9KkCRMKhaxy5crsjz/+YFlZWXJfT1nPycvLizVv3pzdvn2bbdjAtVc9e+be78qVKwwAs7KyUulnBkKIfORtIwSMaV69mkOHDmH48OHYunUrmjRpgnXr1uHw4cN49uyZtGB8QRISEmBmZob4+HiYmpqqIGJSmK5du8LPzw9eXl5YvXo1r7FkZWUhLi5O+n8pOjoa7dq1w8yZMzFkyBDo6PAzIIMxhhs3bsDb2xuVK1fG4sWLAXDD2X777Td8+fIF4eHh0p7i+Ph4AMDevXsxfPhwAMC5c+fQuXNn6TlNTExQsWJF6W3IkCHw8PAAwA2nFQgEJR5irolKYxuhqucUHR2NzMxM2NvbS+cbNm/O9b4cOgT071/w8fHxXBkpsRiIjAQcHOS77s2bN9GkSROYmZnh06dPvL1PCdFE1ObJr3Xr1rh8+TIOHDgAe/tBaNsWqFQJePVKdr/MzExYWFggKSkJoaGhJR4NRghRLHnbCI38NJG9uD0AbN26FadPn8auXbuKNIw3OTlZ7kWTPn/m5tMpy8OHD6WJS1n0ww8/wM/PD3/++Sdmz54NIyMjlccgFovh6+uLxYsXw9HRESdOnAAAGBsb48aNGxAIBEhPT0d6errKY5Nwd3fH9u3bAUA6NzgwMFCaOOdkYWEhM4+4Zs2a+Oeff+Dk5ARHR0eYm5vnGkae15zjsoZeg+Jbv349li5dismTJ2Pjxo0AuNViAfmGYZuZAfXrA7ducfOWhw6V77oNGjSAubk5Pn/+jJCQEJnh/IQQoiiVKlXC5cuX8fr1a3wt847Xr4GkJCB7xU9dXV20adMGp06dQkBAACXLhGgojUuWJcXt586dK91WWHH7nAmOpFB9eXmXWiUqEx8fn6sWIx/CwsJKRZ3ruLg4TJ06Ve3meZHSK+dK2J8+AV+n+sPFRb5ztGnDJcsXL8qfLGtra6Ndu3Y4cuQI/P39KVkmhChF9lrLVlbcCv9RUcCjR0C2ghYAgPbt2+PUqVPw9/fHzJkzeYiWEFJSGje+sjjF7VVRqJ4QQkjuZFmyuJeTE2BoKN85iltvuWPHjgCA8+fPF+1AQgiRU/ZkGfi2CnZei3x1+Nr1fOXKFaSlpakkPkKIYmlcz3JxzJ07F15eXtLfExIS4OjoiPfv38s1j8XOrj6Skp6jbt0f0bgx8OTJEzx9+hQxMTEAgDFjxmD9+vUAuOGbtra2qFChAmrUqAFXV1fUqFFDejMzM8t1fn9/f/Tu3Rvly5fHs2fPytRK2NnFxcWhWrVqSEtLw7lz59C8eXOlXu/06dMYMGAAAK4+4/jx4/HTTz/ByspKqdcl6i8hIYFGnhRTZGQkAORZNkpeLVoA2trcHMCICC7Rlofkg+mNGzcQHx+fZ3tLCCElkVeyHBCQd7Jcs2ZNuLm5oXr16oiLi6O/K4RoII1LlotT3D6/QvVGRkZyzY2tUcMNt249R3S0K7Ztmybd/unTJzx+/Bjm5ubS8zx//hwA8O7dO7x79w6BgYEy55o+fTrWrl0LgBtSHhISgtOnTwMAunXrViqG/haXkZERhg4diqCgIGRlZSll3nJGRoa0jJGnpyeqVauGtm3bYt68eahQoYLCr0c0k0gk4jsEjSQSifD27VsAuXuWi5Ism5oCDRoAN29yvctf16crlLOzM1xcXBAWFoagoCD06tWrCNETQkjhJMlyREQERCIRatfm1r558CD3vgKBAPfv3y+znSCElAYalywXp7h9SbVsWQO3bgEfPjzF69fcqocAl7i3atVKZt969eohNjYWT548waNHj/D48WPp7d27d3DItrTrs2fP0KJFC+nv2VcpVqTUVO5mYaGU0yvUmjVrYGRkpPAVmD98+IDff/8dFy5cwP3796Grqws9PT3cv38/zy9SCCFFFxUVhaysLGhra8Pe3h5A8ZJlgJu3fPMmN29Z3mQZAObMmQORSIQmOScPEkKIAtjb20NfXx/W1tb49OkT3Ny4aYF59SwDoESZEA2ncckyUHhxe0WrV6/G13tPceIEMG1agbvDwsICzZs3zzWMOD4+HtkrdcXFxcHR0RGRkZGoUKGCdAihIjEGfPcdt/DEf/8BNWsq/BIKZWJiotDzffnyBStWrMD69euRkpICADhz5oy0x4kSZUIURzJf2cHBQVppoLjJctu2wIoVRZ+3PHr06KIdQAghRaCtrY3ExERpeTrJgMDoaCAmBrC2zn0MYwxhYWEoX758mR5BSIgm0rgFvgBgwIABWLVqFebPn4+6devi7t27OHv2rNJWUa5RQzZZLi4zMzOUK1dO+nvr1q0RERGBhIQEvHr1SuGJIsB903njBpCYCEyYwCXPmiAtLQ379+9HRkZGsY5PSUnBihUrULlyZSxduhQpKSlo2rQpLl68SEMzCVESa2trzJ49W/rFZVYW8PIl91hRk+Xmzbl5y2/ecDdCCFEX2eu4GxkBlStz9/PrXe7cuTOqV6+Os2fPqiA6QogiaWSyDACTJ09GeHg40tPT8d9//yl1yF116ae8KAQFfcHnz4o9v4mJiXQeraIdPfrt/qVLwF9/KeUyCsUYQ5MmTTB06FD4+PgU+fjo6Gi4uLhg9uzZ+Pz5M1xdXeHr64vr16+jTZs2ig+YEAIAqFq1KpYtW4YFCxYA4GqPZmYCBgZAthkocjExARo14u4XtXf51atX2LhxI86dO1e0AwkhpBgKWhEb4Bb6AoCAgAAVRUQIURSNTZZVydTUFK1bt4aJSW+IxUnQpC8GjxzhfjZuzP38+edvNU/VlUAgQO/evQEA3t7eRT7e1tYWrq6uqFixIvbu3Yv79++jV69eNG9IjaSnA8HBwJo1QN++QNWqgKMjl1BVqMDdypcH7O25m50dYGvL3WxsuJu1NWBlxd0sLbk5+RYWgLk5UK4cdzMz426mpsDgwXw/67JHMgS7WjWgOMsQSL7bunixaMf9/fffmDp1KrZs2VL0ixJCSCFOnTqFVq1a4eeffwYA1K7Nbc9rkS+Aq7cMcNVPCCGahZJlOQUFBWHy5GMAHHD8ON/RyOfZM26uso4OcPIk4OoKfPoEzJ3Ld2SF+/HHH6Gjo4OrV6/i3r17+e7HGMO5c+fQunVraSkvANi7dy+ePXuG4cOHS+dOEv58+MCNcpgxA/Dw4JJXDw/uy5ujR7mhum/fAu/eAe/fc7cPH4CoKO4WHQ18/MjdYmK426dPQGwsd4uLAz5/5m5fvgDx8dwtIYG7JSYCX6esEyV6+vQp3r59K11NvLjzlSWy11suyhSSHj16AACOHz+OkydPFu/ihBCSj6SkJFy5cgU3b94EUHjPcuvWraGjo4NXr17h1atXKoqSEKIIGrnAF1969gSWLgX8/ICMDEBJI6cVRjIEu317riduyxagdWtg+3ZgxAguWVFX5cuXR58+ffDvv/9i06ZN2L59e659bty4gblz5yLo6xjNFStWYOXKldLjCT8yM4H794Hr17ne4+vXgfDw3PtZWXH/B5s1A5o04XqAAUAg4G553S/s8YL2VUIlMpLD4MGDcefOHZw6dQrdunUrcbLs4cF92RcRwQ3plswLLEy9evUwbdo0rF+/HiNHjsS9e/dkKhEQQkhJ5Ky1LOlZfviQ+2Iv50A2ExMTNG3aFFevXsWmTZuwevVqVYZLCCkBSpaLoFEjBmvrL4iJMcfly1wSqs4kQ7C//5772aoVMGoUsHs3t9jX7dvcB1F1NXnyZPz777/4+++/sXz5cpibmwMAHj16hF9//RXHv3bxC4VCTJo0CbNnz+Yz3DLr06dvSXFwMFfuJzVVdh8tLe6bd0ly7OEBVKmS+wMF0WyS1bBLUmM5O2NjbgrJ9etc77K8yTIALF++HFeuXEFoaCgGDx6MCxcuyCzKQwghxSVJlt+/f4/09HRUqyaEri43iikiAqhYMfcxM2fOxNWrV7FmzRq0a9cOXbt2VXHUhJDioGHYcvrvv/9gbm6GjAyuO7Ykq2KrwqtXwJ07XJKSffHnFSu4eZ337wMbNvAXnzxatGgBd3d3pKamYvfu3WCM4ccff0Tt2rVx/PhxaGlpYfTo0Xj+/DlWr14NKysrvkMu9UQibk7Wtm3c6IRq1bi5wz17AsuWcYvIpaZy84W7dAEWLQL8/bnh0ffucaMbhg/n5ihToly6pKSkIDY2FgDg6OgI4FuyLC0oUAzFnbcsFApx8OBBGBsb48qVK/j999+LHwQhhGRjbW0NQ0NDMMYQHh4OXd1v7Vx+85Z79uyJyZMnAwAuXLigokgJISVFybKcKlSogMTERCQlvQCQiePH1bsM07Fj3M/WrWVr/llZcQkzAMyfD0RGqj42eQkEAukflsePH0MgEEBPTw+MMXz//fd4+PAh/vzzT2kvFlGO58+BhQuBjh25xbPc3YHx44F9+4CwMG6fmjWBMWOAnTuBx4+5ecRnzgDz5nEjMExN+X0ORPkivzYmJiYmMDMzQ3w8N9cc4L5UKa7izlsGABcXF2zbtg0AsGPHDiQmJhY/EEII+UogEOQail3YvGUAWLlyJXx9fbFq1Splh0gIURAakyanChUqwMjICMnJyRAKXyIiogbu3wfq1OE7srxJ5iv37Zv7sVGjgF27uKGN06Z9S6zV0ZAhQ9CiRQtp2YV58+Zh+PDhaCxZ3psoRVYWN3piyxYgZ6ULY2NujrFkSHXTplwSTcq27EOwBQKBtFe5fHmuDFRxeXgAurrcAnAvX3KjEopi8ODBiImJwcCBA5VSy54QUjZVqlQJjx49KlKyrK+vj17Zh/sRQtQe9SzLSSAQoMbXMTbu7k8BqO9Q7LdvgRs3uGGuXyswydDSArZuBbS1AR8f4NQp1ccoL0NDQ2miDHBloShRVp4PH7ih087O3Fz3gADu/0v37lzifPcut9p0QAC3X5culCgTjqLnK0sYGnJfzgBFr7csMW3aNNja2pYsEEIIyaZKlSpwcHAA+zrkpbDyUTl9/PgR3bt3pyHZhKg5SpaLQJIsOzmpd7Is6Sn28OBq1Oaldm3Ay4u7P3kyldVRFpGIG8Ls4sL16Pv6AsnJfEclizFuPmj//oCTE7BgAVfCydoa+OUXbv77yZPc0Os6dbgvWYhqbdmyBe7u7jA1NYWpqSmaNWsGPz8/vsOSoaxkGfg2FLuo85bzcujQIaq/TAgpsbVr1yIyMhITJkwA8K00AmezAACSbElEQVRn+elTripEYVasWIHTp09jyJAh+PjxoxIjJYSUBCXLRSBJlrW1n0IgAG7d4pIKdVPQEOzs5s8HHB25sj6LFys/rrImKgro0AH47TfgxQtgzx6up9/KCujRA9ixg9uHL/HxwMaNQK1awHffAYcPc8OvW7QADhzg5rP/8Ufeq3oS1XJwcMCyZctw+/Zt3Lp1C9999x169eqFR48e8R2aVOvWrTFr1ix07twZAPeBEcg7WU5OTsaYMWNw9uxZuc4tWeSrOPOWswsKCsLAgQMxbdo0hISEFP9EhJAyT5BjlcqKFblpShkZ39bzKMiiRYvg6uqKqKgoDBs2DGKxWEmREkJKhJVB8fHxDACLj48v0nFHjhxhAFiTJk1Ys2aMAYxt2aKkIIvpwwfGBAIutvDwwvf39eX21dFh7OFD5cdXVgQGMmZry722RkaMrV7N2LRpjDk7c9uy35o0YWzJEu71F4uVH9udO4yNHcuYoeG3GIyNGZswgbH795V/fU1Q3DZClczNzdnOnTvl3l/Vz8nNjfu/deZM7sd+/fVXBoDJ+ycoJYUxPT3ufM+eFT8msVjMvv/+ewaAVa5cmX358qX4JyOkFNGENq+o+HhOTZpw7dShQ/Lt//DhQ2ZgYMAAsGXLlik3OEKIDHnbCOpZLoLatWuje/fu6NKli7Qck7oNxfb15dKfRo24IbWF6dWLK/uTlcXVXlbnFb41gUjE9dJ36MCtBOzmxo1A8PIC1q3jhjTfvw/8/jv3bwQA//3HDXd2c+OGa3t5cSWYsrIUF1daGvD339zQ/Hr1uF7tlBSuV3nTJm6ExObN3+ZcEfUlEolw8OBBJCcno1mzZvnul56ejoSEBJmb6mL81rOSV8/y95Li7wA+ffpU6PkMDLiF5IDiz1sGuJ6gnTt3omLFinj16hXGjRsnnW9ICCFFkZ6ejlatWsHR0RFJSUkA5FvkK7tatWph48aNAIBff/0V169fV0aohJCSUE3url4U8W3j48fct4d6eowlJCgwuBJq356LqyhfUL55862XcfdupYVW6kVHM9ahw7fe2lGjGEtOLviYd+8Y27qVsa5dGRMKZXuczc0ZGzqUscOHi/9/7NUrxmbNYszS8tt5dXUZGziQscuXVdOTrUwikYjFxsaysLAwme0nT55kv/32G5syZQobMmQI8/b2LtJ51bGX5f79+8zIyIhpa2szMzMzdvr06QL3X7BggbT3NvtNGc9JLBaza9eusYiICCYWi9mrV9z/NaGQsaysvI+pWbMmA8COHz8u1zUWLODOOXBgyeMNDg5mOjo6DADbsWNHyU9IiIZTxzavpFTxnMzNzRkAdv/rsKx167h2ytNT/nOIxWI2aNAgBoA5OTmx2NhYJUVLCMlO3jaCkuViEosZq1qVaxSPHFFgcCXw6RNj2tpcTDlyh0ItX84dZ2XFnYcUzaVLjNnbc6+hgQFje/YU/RyJiYwdPcrYiBGyya3kS5nOnRnbvJmxt28LPk9WFmOnTnEJuGRIPsCYoyNjv//ODdVXN9mT3v/++4+dOXOG7d+/X2af1atXsy5durAmTZqwqlWrMgsLCyYQCKRJYGpqqnTf4cOHyySIAwYMKFI86vjBMT09nYWFhbFbt26xOXPmMCsrK/bo0aN8909LS2Px8fHSW2RkpNKeU3R0NAPABAIBS09PZ35+3P+5WrXyP2bs2LEMAJs5c6Zc17h4kTunnZ1ivuRZvnw5A8AMDAzYQ5qDQso4dWzzSkoVz6l+/foyX/oFBHDtVNWqRTtPfHw8q1q1KqtSpQp7/PixEiIlhOQkbxtBdZaLiDGGmJgYiMVi9OxphzVruKHY2UYV8ub4cW74Y506Ra9F+tNPwL59wKNHwJw53DBdUjixGFi+HPjf/7j7NWtyC2XVqlX0cxkbA336cLesLCA4mPs3PX6cWyDs7FnuNnEi0KDBtyH07u5cmbCYGODPP7myYOHh387bqRN3TNeugI6aveODgoKwbds2+Pj4ID09PdfjvXv3hoGBAQDg3r17+a4AbWxsjPj4eOjr6wMAvvvuOxgYGMDS0hIWFhZwk4yN02B6enqo+vWN3aBBA4SEhGD9+vXYtm1bnvsLhUIIhUKVxCZZCdve3h56enoFroR99+5dXLt2DeZfa45dvXpVrms0bQoIhdyieM+eAV/XWyy2GTNm4MKFCzh37hzOnz+PWsV50xJCyrRKlSohNDRUWmtZMpXp5Uuu8oWRkXznMTU1xenTp2FnZwdTU1MlRUsIKQ41++is/v73v/9hyZIlmDp1Kr7/fj3WrAFOn+aSG74TEckq2MVJ3HV1uSSrZUtg505g5EigeXOFhlfqfPoEDB8OSPK3YcO4eb/GxiU/t44O92/RsiWwciW3svCJE1zifOMGcPs2d5s/n1uBs3Zt4Px5bhVOALCw4EpVjR9f9C9OVGnnzp04ePCg9HdjY2NYWFhIk9y0tDRpsjxy5Ei0adMGFhYWMvuYm5vnSgpHjBiBESNGqPS5qJpYLM7zCwY+FKVs1LFjx7B48WK0aNECAHDr1i2kpqZK/53zo68PNGvGzVkOCip5sqylpYV9+/bh1q1b6Nq1a8lORggpkypVqgQA0mTZxoYruxgTAzx5AjRsKP+5qlWrJvN7VlYWdPj+YEkIodJRRVW5cmUAwNOnT+HhwSUlsbEA32syxMcD/v7c/eL2crdoAYwezd2fMEG+OoFl1bVr3EJZfn7ch/idO4G9exWTKOckEHA91rNnc//PPnzgrtezJ7fwUXg4cOoUlyg3bsyVqHr7Fli1Sn0S5czMTBw/fhw9evTAgwcPpNvHjx+PiRMn4tatW0hPT0diYiLCw8MRGhqKgIAAae8jALRt2xajRo1Cr1690LJlS7i6usLOzk5lvad8mjt3Li5fvow3b97gwYMHmDt3LoKCgjBkyBC+QwPwLVl2dHQEUHCyHBwcDAAYPHgwPDw8MGjQILkXH1NkvWUAsLGxoUSZEBXatGkTnJ2doa+vjyZNmuDmzZtyHXfw4EEIBAJ4enoqN8AikiTLb968kW4r6iJfOTHGsHHjRtStW1elCzMSQvJGyXIRSWotP336FDo6QLdu3Ha+V8U+dYpLbmvWBFxdi3+e5csBS0vgwQNg/XrFxVdaiMVcT2/r1lxCWq0at5r1mDFcUqsKtrbc9Y4f53q3jx/nVtcOCeFiGTGCS6LVwYsXLzB37lw4OTnB09MTp06dws6dO6WPt2jRAps2bUKDBg2gp6fHY6Tq7ePHjxg+fDiqV6+Odu3aISQkBOfOnUOHDh34Dg2A/D3LIpEI//33HwCgWbNmuHbtGvbu3QtbW1u5rqOoest5iYiIQNeuXfHq1SvFnpgQAgA4dOgQvLy8sGDBAoSGhqJOnTro1KkTPn78WOBxb968wYwZM9CyZUsVRSq/nD3LwLeh2Nm+Fy6SxMRErFq1Co8ePcL48ePVYsX+zMxMxMXFyWxLTU3lKRpCVIuS5SKSJMsRERFISkpCz57c9uPH+S27dOQI97Okc6etrIAVK7j7v/0GfP0MTADExXHzhGfN4uaGDxrElYVyd+cvJkNDrof511+LNtxLmTIzM7F//360bdsWLi4uWLZsGaKiomBjY4NZs2Zh0qRJfIeocf7880+8efMG6enp+PjxIwICAtQmUQaAyMhIAFyynJTElSIDcifLT58+RWJiIoyMjIo1j7xJE24kx8eP3BBHRZo8eTL8/PwwcOBAZEjmMxBCFGbNmjUYO3YsRo0aBVdXV2zduhWGhobYtWtXvseIRCIMGTIECxculI7sUyeVK1eGg4MDKlSoIN1W0p5lU1NT/PPPP9DW1sY///xT4OujCmFhYfDw8ED//v0hFosBcCX/rKys0LNnT/z999/UA05KNUqWi8jS0hLW1tYAgOfPn6NTJ0BPj1uASdKbompJSdzCT4BiFhobOZIbkp2cDEybVvLzlQb//ccNuz51iltkaOtWYP9+wMSE78jUD2MMXl5eCAoKgkAgQJcuXXD06FFERkZi+fLlueZlEc2XvWf5+XNum7U1kG0UPYBvQ7AbNWoknYsnEolw9+5diESiQq8jFHK1woGS1VvOi7e3N8zNzRESEoJff/1VsScvopCQEPTq1QuzZ89Wi14lQkoqIyMDt2/fRvv27aXbtLS00L59e2m7kJdFixbBxsYGY8aMKfQafNSWr169OiIjI3HmzBnptpL2LAOAh4cH/vjjDwDAlClT8OjRo5KEWSyMMfz555+oW7cubt26hdDQUISFhQEA/P39kZKSgpMnT2LYsGGwsbGBp6cnDhw4gMTERJXHSogyUbJcDNmHYpuYAN99x20/fpyfePz8gLQ0oEoVbiXsktLSArZs4RaZ8vUFTp4s+Tk1FWPAunXcQlsREdwc4OBgYNw41Q27VmcJCQnYvn07PD09pcmOnp4eZs6ciYULFyI8PBxnzpxBnz59aJh1KTZx4kTMmjUL7u7uBc5XvnHjBgCgadOmALgPY87OzqhXrx4eytkNo+h5yxJOTk7SHpxVq1blu/K6Mr19+xbDhw9H48aNceLECaxYsQLHjh1TeRyEKNqnT58gEolyTbmwtbVFVFRUnsdcvXoVf/75J3bIWZ5j6dKlMDMzk94kayiommRh/Q8fuDVtimvmzJno1KkTUlNT0b9/f6SkpCgmQDnExsbi+++/xw8//ICUlBS0bdsW9+/fR/WvDfugQYPw8OFDLFiwADVq1EB6ejqOHz+OIUOGwNraGufOnVNZrIQoGyXLxZA9WQYgHYrN17zl7EOwFZXAubkBXl7c/SlTuF7msubLF+41/eknbj54v37cCtT16vEdGb8YY7h+/TpGjx4Ne3t7jBs3DsePH0dgYKB0nxkzZmD+/Pm8fVghqjVixAgsX74clStXLjBZzj5fGQAEAgFcvy6yIG8JKWXOW/b09MSUKVMAAMOHD8f79+8Ve4FCrF69Gn/99RcAoPbX7qmpU6fSEEdS5iQmJmLYsGHYsWMHrKys5Dpm7ty5iI+Pl94k00NUzcQEcHbm7hd3KDbwbcV+Ozs7PH78GFOnTlVIfIUJCAiAu7s7fHx8oKurixUrViAgIAAODg4y+9WqVQu//fYbHj9+jAcPHmDevHmoXr06srKyUL9+fel+fn5+OHToEJKSklQSPyEKp+R6z2qppIXqjx49yqZNm8bOnz/PGGMsMpIrQi8QMBYdrchIC5eSwpiREXf9//5T7LmTkhhzcuLOPXu2Ys+t7kJCGKtUiXvuenqMeXszJhbzHRW/Pn36xFavXs1q1qzJAEhvNWvWZKtXr2YxMTF8h6gwJW0j1JGqntPAgdz7ZsWK3I8lJCSwCxcusC9fvki3LVq0iAFgAwcOlOv86emMGRhw13jwQFFRf5Oamsrq1q3LALC2bduyrKwsxV/kK5FIxOLi4qS/f/r0iXXr1o3dvHmTpaSksKpVqzIAbOrUqUqLgRDGlN8+pKenM21tbebj4yOzffjw4axnz5659r9z5w4DwLS1taU3gUDABAIB09bWZi9evCj0mqpq8xYvXsycnJzYqlWrpNu6d+faKG/vkp8/MDCQ6enpsaVLlzKxkj+IZGZmSv/GV69end2+fbtIx4vFYvby5UuZbS1btmQAmIGBAevbty/7999/WVJSkiLDJqRY5G0jqGe5GPr06YN169ZJF9hxcAAaNOB6OU6fVm0s589zvb6OjkCjRoo9t5ERsHEjd3/16pJ9Q6opGAO8vbka069fA5UqceWaJk2iYdfPnz/Hzz//jCdPnsDQ0BCjRo3CtWvX8OjRI3h5ecn97T8pXaKjo3H9+nV8+PABQMFlo0xMTNC2bVuYmZlJt0nqLV+5ckWu+bl6et9qwCt63jIA6Ovr49ChQzAyMkJsbCw+ffqk+IuAm7/t4eGBfv36SZ+3paUlTp06hUaNGsHAwABbtmyBra2ttCeeEE2lp6eHBg0ayIxAEovFCAwMzPP/d40aNfDgwQPcvXtXeuvZsyfatm2Lu3fvqtWopbS0NERERODFixfSbSVd5Cu77777Dq9evcKcOXMgUPIHER0dHezfvx8TJ05EaGioTA+xPAQCgcxCbIwxtGrVClWqVEFqaiqOHDmC/v37w8bGBv3794evr6+CnwEhSqCKzF3dKOPbxoULuW8Re/VS2CnlMmwYd93p05V3jV69uGu0aMGYSKS86/DtyxfG+vXjnivAWO/ejH3+zHdU/BGLxTLf3ovFYjZw4EC2devWUtXjmhfqWZbf3r17GQDWvn17JhZ/G+ny7Jl8xyclJTEdHR0GgL1580auY/74g7tGnz4lCLwQwcHBLCUlReHnDQ8PZ4MGDZKOzDA2Ni6wlyw5OVnhMRCSkyravIMHDzKhUMj27NnDHj9+zH788UdWrlw5FhUVxRhjbNiwYWzOnDn5Hj9ixAjWqwgfslTVju/cuZMBYJ06dZJu27+fa6OaN1f89ZKTk1laWppCziUWi9nmzZvZunXrFHK+gq5z+/ZtNnv2bFapUiVp+9etWzeZ/dLT05UaByHZUc+ykn3+/BnBwcH48uULgG/zls+fB1RVei4j49s8aUWsgp2fDRu4EkVXrwJ79yrvOny6c4cbHXD4MKCryy3qdfQoUK4c35HxIzo6Gj169ECjRo3w9u1bANw3xv/88w/GjRsHU1NTniMk6iL7Stjv3nEjXXR0uFEZ2c2cORM///yzTO8LABgZGUl7L4o6b/nSJa72uTI0bdoUBtkKlotLeKGkpCTpnL5//vkHAoEAY8aMQVhYGKpUqZLvcYaGhtL78qwYToi6GjBgAFatWoX58+ejbt26uHv3Ls6ePStd9CsiIkI6QkWT5FVrOXvPsiLXVnj06BEaNWqEWbNmlfhcHz9+RM+ePTFx4kTMnDlTug6PMggEAtSvXx/Lli3Dy5cvERISglmzZmHs2LHSfd68eQMrKyts27ZNaXEQUiwqSt7ViiK+bXR3d2cA2KlTpxhj3HxWyfzekycVFWnBzpzhrmdnp/we3xUruGtZWjL26ZNyr6Vq//zDmFDIPb+KFRU/91vTnDx5kllbWzMATCgUsqNHj/IdkspRz7L8xo4dywCw3377jQUEcO+j6tVl9xGJRMzc3JwBYLdu3cp1jp9//pkBYOPHj5frmhkZjBkacte6d08RzyJ/WVlZbNGiRczT07PY8wUfPXrE7O3tpb0prVu3ZqGhoXIfLxaL2f79+1mVKlVYREREsWIgpCDU5hXfq1evpH8vRV8/jKWnM6ajw7VRinzLnj59WtqO5Jz/XRRnzpxhNjY20rjXr18vjZ0vGzdulD63xYsXK31+NiHUs6xkOVfEFghUvyr20aPcz969uXJPyjR9OvdNaWwsMHu2cq+lSpcvA8OHA+npQI8eQGgo0Lgx31HxIzk5GRMmTECPHj0QExOD2rVrIyQkBH369OE7NKLGsvcsSzomcs5Xfv78OT5//gwDAwO4u7vnOkfv3r3x22+/YcSIEXJdU1eXqwUPKGfecnZhYWH4448/4Ovriw0bNhTrHC4uLjA1NUWVKlVw7NgxXLx4EfWKsKw+YwybN2/Gy5cvVbYiLiFEPo6OjtDW1kZ6erq0DJaeHlCtGve4Itd76dq1K2bMmAEAGDVqFMLDw4t0fGpqKqZOnYquXbvi48ePcHNzQ0hICKZOnQotZX+QLMTEiROlNe7nzZuHn3/+ucQjeghRBEqWiylnsgx8S5ZPnlTe0ECJrCyuBjIA9O2r3GsB3IfTrVu5+3/+yQ3J1nSvXgF9+nBlofr3515PCwu+o+LHrVu3UL9+fWz9+o/s5eWFmzdvSsvXEJKf7Mlyfot7BQcHAwAaNmwIXV3dXOdo3rw5FixYIK2/LA9l1VvOqUaNGli9ejUAbij57du3Cz3m9evXmDp1KjIyMgAAurq6OHXqFB49eoTevXsXeZEeLS0tbN26FTo6OvD19cXx48eL/kQIIUqho6MjXXAsv6HYivTHH3+gcePG+PLlCwYNGoTMzEy5jsvKykKLFi2w8evKrVOnTlWrv/NaWlr4/fffsXbtWgDA2rVrMWbMGGRlZfEcGSnrKFkupryS5datAVNTICoKCAlR7vUvXeJ6eS0tgVatlHstiebNgTFjuPsTJnBJpqaKj+d6kmNjuVXE9+xRfu+8Otu3bx+eP3+OChUqICAgAKtXr4a+vj7fYRE1xxiTJsuOjo75Jss3btwAAIWu6qyKecsSEydORO/evZGZmYkBAwbkW/c4ISEBc+bMQY0aNbBx40Z4e3tLH6tatSqEQmGxY3Bzc5P2KE2ZMoVqlhKiRpo0aYLmkmX6v5LkoA8eKPZaenp6OHjwIMzMzBAcHIx58+bJdZyOjg4GDx4MW1tbnDlzBuvXr5dZl0FdTJ8+HXv37oW2tjb27NmDfv36IS0tje+wSFmmkkHhakYR81hCQ0MZAGZlZSWzfcAAbo7KL7+UNMqCTZjAXWfMGOVeJ6dPn7h5y/nVUdUEmZmMde7MPYcKFRh7947viPiXkpLCvLy8WGxsLN+hqAWavyefuLg46RyzlJQUVrEi9766ckV2v9q1azMA7NixY/meKzY2lvn4+EjXgShMRgZjxsbc9e7cKf5zkFdcXBxzcnJiANjgwYNl5tNlZWWx7du3S+cA4uvq4Pfv31doDMnJydKVZL28vBR6blK2UZuneD4+XPtUr55yzn/kyBFpe3P27Nk893n//j17+PCh9HeRSMQ+acjCM76+vkwoFDJ3d3f2uSyXJiFKI28bQclyMSUlJUkbqZiYGOl2SbkANzdFRJq3rCxuUS+AMT8/5V0nP7t3c9c2NGRMzkovamX6dC5+AwPGbt/mOxrVE4vFbN++faxHjx4sKyuL73DUEt8fspRBGc8pISGBbdq0iS1YsIClpDAmEHDvrY8fZa8rEAgYAPb+/ft8z7V7924GgHl4eMh9fcmXXmvXluBJFMG1a9eYtrY2A8B27drFGGMsMDBQuuAjAFatWjV28uRJpS1O4+fnxwAwLS2tIi0SRkhBqM1TvBcvuPZJKOS+pFeGiRMnslatWrHIyMhcj/n6+jJLS0tWrVo1lpSUpJwAlOzy5cvsw4cPfIdBSqlSu8DXH3/8AQ8PDxgaGqIcj3V9jIyMULFiRQCyQ7G7dAG0tbk5Kq9eKefa169zQ73NzIDvvlPONQoyYgTQsiWQkgJo2loz27dzZaEA4K+/gK8Va8qMz58/Y+DAgRg+fDhOnjyJv/76i++QiAYzMTHBxIkT8dtvvyEsjCuRYm4OWFl92+fNmzewtbVFxYoVYW9vn++5WnxdsSskJASpctbfU9W8ZQkPDw8sXrwY+vr60oVnVqxYgfv376NcuXJYt24dHjx4gO7duxd5XrK8OnfujAEDBkAsFuPcuXNKuQYhpHiyL0hVqRJXdjM9HXj5UjnXW7NmDQIDA+Hg4CDdlpycjPHjx8PT0xOxsbEwNDREbGyscgJQspYtW8LOzk76+19//SUtZ0mIqmhcspyRkYF+/fphwoQJfIeCn3/+GRs2bICzs7N0m7n5tznEyloVW7IKds+e3IqLqiYQAFu2cLVUT5wANGWtmYsXgUmTuPuLFyu3NrU6unDhAtzd3fHvv/9CW1sbixcvxtChQ/kOi5QS2ecrZ88T3d3d8f79e4SGhhZ4fJUqVWBra4vMzEzcunVLrmtK5i1fvgyoqgTx7Nmzcf/+fYz5uoDD6tWrMXnyZLx48QLTpk2Dngoa5bVr1+LixYuYM2eO0q9FCCncw4cPUbFiRVSTLIENbh2UWrUkjyvnukKhEDo6OtLfDx06hAYNGkhrFc+YMQM3btyAk5OTcgJQoUOHDmH48OFo0aIFwsLC+A6HlCEalywvXLgQP/30U5FW70tPT0dCQoLMTRGmTJmCKVOmyHyjBwC9enE/lZEsMwYcO8bd5zPZq1UL+Pln7v6UKYC6rzXz4gW3anhWFjBoEPC1OkGZkJ6ejhkzZqBdu3Z4+/YtXFxccP36dfzvf/+T+SNLSFHdu3cP169fR1xcXL6LewGAQCCARSFLzQsEArRs2RIAcFXO5fbr1wdMTIAvX4B794oSefFpaWnBxcVF+nutWrWwceNGWFpaqiYAAPb29mgj+aaAEMI7CwsLRERE4PXr1zKrU0tWxFb0Il85icViTJw4EQMHDsSzZ89Qvnx5+Pv7Y+XKlSVaWFCdNG3aFC4uLggPD0eLFi1w9+5dvkMiZYTGJcvFsXTpUpiZmUlvkiX+laVHD+7n5cvA58+KPXdICBAZCRgbAx07KvbcRTVvHlCxIhfPokX8xlKQL1+4f5O4OKBJE670lZJGSOYrPT0dKSkpqr3oV6NGjZKWvvnxxx9x584dNC6rxaSJQi1fvhzNmzfH7t2780yWGbcuhtznkwzFljdZ1tHhpoQAyq+3rK7Cw8OxcuVKvsMgpEyzs7ODUCiEWCyWGSasrPJROWlpaUH0dXhN7969cf/+fbRv3165F1WxihUr4sqVK6hbty4+fvyINm3ayP23gpCSKBPJ8ty5cxEfHy+9RUZGKuS8mZmZuH37Nnx8fGS2V67MNZAiEXDmjEIuJXXkCPezWzeA7xX/jYwASWWUNWu4OcDqJisLGDAAePoUcHTkainz8bqdO3cOJiYmcHV1xZAhQ7By5UoEBASoZB7RnDlz4ODggOPHj2Pbtm0wMjJS+jVJ2VBYjeUXL17A3t4egwYNkitpliTL165dk5n7VxBVz1tWJ1++fIG7uztmzZqF06dP8x0OIWWWlpaWdEpe9lrLyioflZetW7ciMjISR48eVelIF1WytbVFUFAQWrRogfj4eHTs2BFnFP1Bm5Ac1CJZnjNnDgQCQYG37ItoFZVQKISpqanMTRFiY2PRsGFD9O3bN1cNuJ49uZ+KHIrN2Lf5yuoy37Z7d2DYMO6LgeHDgWnT1Kv+spcXcP48t8jGiRNAtnUiVOrJkycQi8V48uQJDhw4gFmzZqFDhw6wsrKCk5MTgrJ1i2VkZBSpNy6n9+/f49ChQ9Lf3d3d8fLlS/SU/KckREG+1VjOO1kODg5GdHQ0IiIi5Frwqk6dOjA2NkZ8fDwePXokVwx8zFtWF+XKlcO4ceMAAJMmTUJycjLPERFSduWVLEt6ll+8AORct7DYBAIBHBwclLa4oLowMzPDuXPn0LVrV6SmpqJXr14lyhEIKYxaJMs///wznjx5UuCtcuXKfIeZi62tLczMzCAWi3MtNiCZt+znB2RkKOZ69+5xK2zr63OrbquLPXuA+fO5+xs2AO3bA9HRvIYEgFuEbONG7v7+/UDduqq7dlJSEhYuXCiduzR79my8f/8ep0+fxh9//IG+ffuiSpUqAIDIyEjY2NhIj/X29oaFhQXatm0LLy8v/PXXX3j48CGysrIKva6Pjw/c3d0xdOhQhISESLerYtEhUrZkZWXh3bt3AAADAyckJHAL2lSt+m2fGzduAODmmslDR0cHR44cwYsXL+Am+ZRZiHr1AFNTICEBuHOnaM+hNFiwYAEqVqyI8PBwLFy4kO9wCCmzKlWqBEA2WbazAywtAbGYG+FGFMPQ0BC+vr4YPHgwZs2ahRo1avAdEinF1GJ1H2tra1hbW/MdRpEJBALUqFED//33H54+fSqz6FjDhlwjGRUFXLoEdOhQ8utJhmB36cLNWVYXWlrAwoXcYjvDhnE9PA0acAuR8TU1NiCAW3gMAJYuBTw9VXftxMREdO3aFVevXsWbN2+we/duANyiPPb29ujatat034SEBNy7d09mBc179+7hy5cvCAoKkulxFgqFqF27Ng4fPiz9BpsxBoFAgMTEREyfPh27du0CANSvXx8mJibKf7KkzHr//j3EYjF0dXURF2cLAHB2BrKvJRMcHAwAaNasmdzn7dSpU5Hi0NbmKhCcOsXNW27YsEiHazwjIyN4e3ujR48eWLNmDYYOHQp3d3e+wyKkzMkrWRYIuN7lS5e4odj16vEVXemjq6uLv/76S6YnPS0tDUKhsNT3rhPVUoue5aKIiIjA3bt3ERERAZFIhLt37+Lu3btI4mk55po1awJAriEgWlrfFvpSVGkldRuCnVOvXsDNm0CNGsC7d9zCO3/+qfo4nj8H+vXjhmQOGwbMnq26ayckJKBz5864evUqzMzMMH78+AL3NzU1RcuWLWVWpd6xYwfu3LmDXbt2YcqUKWjZsiVMTEyQnp6O0NBQmV7oqVOnokaNGnBzc8OuXbsgEAgwZ84cBAcH0zetRKkkaz84ODggLIz7U5J9CHZSUhLu378PoGjJcnGU5XnLANC9e3d8//33EIlEGDdunNzzvQkhiuPm5gYPDw9Uz1ESQFWLfJVFWlpa0sQ4NTUVHTt2xMyZM0s0lY2QXJiGGTFiBAOQ63bx4kW5zxEfH88AsPj4+BLHs2zZMgaADR48ONdjp04xBjDm6MiYWFyy6zx6xJ1LV5exL19Kdi5li49nzNOTixdgbPx4xtLTVXPtuDjGXFy463p4MJaWpprrMsbYly9fWNOmTRkAVq5cORYSEqKwc4tEIhYWFsZOnz4ts11yPQDMycmJBQUFKeyaZZki2wh1oejndODAAQaAtW7dmnl5ce+56dO/PX7x4kUGgDk4OBT53Bs3bmR9+vRhERERcu1/+zZ3fRMTxjIzi3y5UuHt27fMxMSEAWC7d+/mOxyiYajNU56tW7n2qXNnXsMo9Xx8fKSfh0aPHs0yy+ofAyI3edsIjetZ3rNnj7QcSfYbXzUnJb13eS0u8N133MJSkZElrwEq6VXu2BEwMyvZuZTN1JSLd/FibgjS1q1cz8+HD8q9bmYm16McFgY4OQE+PrJDQpXpy5cv6NixI27cuAFzc3MEBgaioQLHg2ppaaFq1aoyQ7gBwNfXF35+fti3bx/u3buH1q1bK+yahBSkYcOG8Pb2xvjx4/Nd3AsoXq/yvn37cOzYMVy5ckWu/evUAcqVAxITgdDQIl+uVKhQoQJWrFiB//3vfxgwYADf4RBCvqKeZdXw9PTE7t27oaWlhV27dqF///65Ft8lpDg0LllWN9mT5ZxD3wwMvtVCLumq2JL5yuo6BDsnLS3gf//j5hGamQHXr3PzmK9fV941p08HAgO5klYnTwLZRisrFWMMvXv3xs2bN2FpaYkLFy6gfv36Krm2ra0tOnfujGHDhqFcuXIquSYhAODi4oJJkyZh4MCBeSbLdnZ28PDwKNYXOEWttyyZtwyU3XrLADB+/HgsXrwYBnzXFSSkDMvMzJQu7gl8S5bfvgU+f+YpqDJi5MiROHr0KPT09ODj44Pu3bsjMTGR77CIhqNkuYQqV66MVatW4fDhw3nOkZBU6ynJvOUXL4D797kPhJpW/adrVyAkBKhVi+tZbtMG2LaNG6CtSJs2AZs3cz3ZBw4AqlzfRiAQYMGCBXBycsKFCxdQV5XLbpMyYenSpWjUqBFMTExgY2MDT09PPJNkqDzLyAAk69lknyY/atQoXLt2DZMmTSryOYuaLAM0bzknkUiEN2/e8B0GIWVK165dYWBggICAAOk2MzPA0ZG7L2dFPFICnp6eOHPmDIyNjREYGIj27dsjNjaW77CIBqNkuYR0dXXx888/o2vXrtDW1s71ePfuXAIXGsp9q1gckiHYbdtyJQg0jYsLcOMG0LcvN1R6/Hhg7FhAUaNjzp/n6jsDwPLl/Hyh0KZNG4SFhdEqtEQpLl26hEmTJuHGjRvw9/dHZmYmOnbsyGtdXT8/P1y7dg0PH6ZAJAJMTBRXx7x58+YAgIcPH+KznF0xkpk4V6+qV613Prx+/RpNmzbFd999h5SUFL7DIaTM0NPTg0gkklkRG6Ch2KrWrl07XLhwAZaWlnjx4gU+fvzId0hEg1GyrGTW1oCHB3f/5MninUMyBLtvX8XExAdjY+Dff7lkVkuLWyW7devif4Eg8fQp0L8/t/L1yJHAjBkKCbdQMTExaN++PR5m+8tHtYyJspw9exYjR45ErVq1UKdOHezZswcRERG4ffs2bzENGTIELVq0wJUr3IfC6tW5LwYB4OPHjyUa+mZrawsXFxcwxqRznwvj7g6YmwNJSQCPL4tasLa2RlRUFF6/fo3ff/+d73AIKTMkZR1zJsuSyqIPHqg4oDKsUaNGuHz5Ms6ePSutXENIcVCyrADv3r3DoUOHcPr06Twfl/R0Fmfecng4cOsW9yFUlbWClUEgAGbNAvz8uA+1N29y85gvXy7e+WJjuZ77+HigRQtuITFVlNb7+PEjvvvuOwQGBmLYsGFUooCoXHx8PADAwsIi333S09ORkJAgc1OUxMREaY/v58/c+MLs85UXLVoEMzMzLFu2rNjXKOpQbC0t7gs4oGzPWwYAY2NjeHt7AwBWrlwp86UeIUR58qq1DFDPMl9cXV3RqFEj6e9BQUG4efMmjxERTUTJsgIEBgZi4MCBWL16dZ6PS5LlCxe41VqL4tgx7mfLloCtbQmCVCMdO3JfANSpA3z8CLRrB2zcWLR5zBkZXE/7y5eAszP3Oqli5euoqCi0bdsWDx8+hL29PQ4ePCit8UeIKojFYkyfPh3NmzeHm+QTWB6WLl0KMzMz6c1RMmlOASQ1lsuVK4fwcFMAssnyjRs3wBiTfnAsjpYtW0JXVxdfvnyR+xiat/xNr1690KtXL2RlZWH8+PFUe5kQFcgvWc7es0zfr/Pj7t276NGjBzw8PPDLL7/QStlEbpQsK0BB5aO4x4Fq1bgE79y5op1bMl9ZU1bBllflytzK2IMGAVlZwNSp3DDq1NTCj2UMmDyZ6z0yMeGGt1tbKzti4MOHD2jbti0eP36MChUq4NKlS6iePUMgRAUmTZqEhw8f4uDBgwXuN3fuXMTHx0tvkgRXESIiIgAATk5OuVbCTklJwb2vtfKKUzZKYsCAAYiPj8fmzZvlPobmLcvauHEjjIyMcO3aNfz55598h0NIqSdJlnMurlejBrdI6+fPyi+jSfLm7OyMrl27QiQSYenSpahXr57c03xI2UbJsgJIEqYPHz5Ih0fmVJyh2O/fA9eucff79ClJhOrJ0BDYvx9Ys4b7I7JvHzecOjy84OM2bAB27OCGXR48+G14kzK9e/cObdq0wdOnT+Ho6IhLly7BxcVF+RcmJJvJkyfj1KlTuHjxIhwcHArcVygUwtTUVOamKJLEO69k+fbt28jKyoK9vX2JerMNDQ2LXALJzY1bBDElhRu9UtY5Ojpi8eLFAIDZs2fTIjeEKJkkWY6Li5OZ+qKvzy12CtC8Zb6UK1cOhw4dwrFjx2Bra4unT5+iefPm8PLyooUQSYEoWVYAMzMz2NvbA8i/d1mSLJ8+zfWkysPHh/vZtClQyOdijSUQAD/9BPj7A1ZW3KrhDRvmP4zSzw/w8uLur1rFlaZShblz5+L58+dwcnJCUFAQqlSpopoLEwKulvfkyZPh4+ODCxculGh4syJIepatrR0RF8dtk3wQlHxT36xZM4VNUZB3CHH2ecs0FJszZcoU1K1bF9WqVVPovHVCSG7Gxsbo3LkzBg8ejNQcQ+UaNOB+bt3KQ2BEqnfv3nj8+DFGjBgBxhjWrl2LevXq5fr3IkSCkmUFkay0l1+y3KwZ1+MRF/ett7gwpXUIdl7atuVWsK1fH/j0CejQgetxzj635/FjYOBAQCwGxowBpk9XXXze3t4YMGAALl26hMqVK6vuwoSAG3r9999/48CBAzAxMUFUVBSioqJ4++MuSZb19JwAAE5O3EgRQDZZLqmgoCA0aNAAfYowtEYyb7msL/IloaOjAz8/P1y/fh1Vq1blOxxSxm3atAnOzs7Q19dHkyZNClxsaceOHWjZsiXMzc1hbm6O9u3ba8TiTH5+fti/fz9scyw0M3cuoKMD+PoCp07xExvhWFhYYM+ePThz5gwcHBzQs2fPIo9kImUHJcsKUti8ZR0dbuVmQL6h2DExwKVL3P2ykCwD3Afuq1eB4cO5UlA//wwMGcINqfz0CejRA0hIAFq1AjZvVv7K19l7YUxNTXHw4EFpWQhCVGnLli2Ij49HmzZtYG9vL70dOnSIl3jGjRsHb29v2Np2AvBtCDZjDDdu3AAANG3atMTXMTIyQmhoKC5fvix377Jk3vK1a9w6EQSws7ODlhb9uSf8OnToELy8vLBgwQKEhoaiTp066NSpU77TA4KCgjBo0CBcvHgRwcHBcHR0RMeOHfHu3TsVR64YtWpxI+kAYMoU7rMN4VeXLl3w6NEjLFq0SLrt6dOnOH/+PI9REXVDfz0VpLBkGfg2FPv48cJXQ/T15XpQ69cHeB5xqVIGBsCePdzq2Do6wD//cL3ynp7Aq1fcwmBHjwLKLmn8+vVruLu7Y/ny5cq9ECFyYIzleRs5ciQv8Xh4eGDSpElIS6sH4FuyLBKJMG/ePAwbNgwNJGMOS6Bu3bowNDTE58+f8eTJE7mOqVWLm9KRkgKEhJQ4hFIlOTkZs2fPls5jJkSV1qxZg7Fjx2LUqFFwdXXF1q1bYWhoiF27duW5//79+zFx4kTUrVsXNWrUwM6dOyEWixEYGKjiyIsuKysrz5X858/nptW9eQMsXarysEgeTE1Npb3KIpEIo0aNQqdOnTBmzJgiVWMgpRclywrSrVs3+Pr65ls+CuBKJgmFXLmjAnJqAGVrCHZOAgG32vWFC4CNDXD/PtdLZGrKrXxtZaXc6798+RKtW7dGeHg4/vzzTyQnJyv3goRoqJyLe+no6GDixInYt2+fQoa06erqSnuor1y5ItcxAsG33mWatywrMDAQK1aswOLFiwv8YpcQRcvIyMDt27fRvn176TYtLS20b99e7hWJU1JSkJmZmW99eWXWli+Kv//+G/r6+hg2bFiux4yNgfXrufsrVgDPn6s4OFKgzMxMaV3mXbt2oVatWjhFY+bLPEqWFaRy5cro1atXgfNZjY25msIA17ucn8+fAckXp2UxWZZo2ZKbx9ysGTcf8tAhwNVVudd88eIF2rRpg8jISFSvXh1BQUEwMjJS7kUJ0SAJCQk4ePAgbty4kStZVoYWLVoAAK5evSr3MZJ5yydOcCN0NA1jwPbtip/X2KNHD3Tv3h2ZmZkYN24cGBV8JSry6dMniESiXPN4bW1tERUVJdc5Zs+ejfLly8sk3Nkps7Z8UVhbW0MkEuWqtSzRuzfQpQs3TWTSJKq7rE709fWxYcMGXL58GS4uLnj//j169OiBoUOHIjY2lu/wCE8oWVYxeUpInTjBrZjt5qbcD6GawMGB61WOiQE6d1butZ4/f47WrVvj7du3qFmzJoKCglC+fHnlXpQQDfP06VMMGjQI/fr1w8uX3DZJO3Xs2DE8ePAAIpFIYdcrTrLcowc3pSMkBFi7VmGhqMyGDcC4cdzzkFRFUASBQABvb28YGhri8uXL2LNnj+JOTogSLVu2DAcPHoSPjw/09fXz3EeZteWLInut5by+kBIIuKlmQiEQEAAcPqzqCNUPY8Du3UC9etxCaJ8+8RtPy5Ytce/ePcyYMQNaWlrYv38/XF1d5Z4OREoXSpYVKCgoCEuWLMHt27fz3UeyyNeNG0B0dN77lOUh2HkRCL6ttKssT58+RevWrfH+/XvUqlULFy9ehJ2dnXIvSogGkqyEbWPjhMxMLil1cADS0tIwcOBAuLu7S/dRhKZNm0JbWxvh4eFyf/h1dATWrePuz53LjVDRFLdvAzNnfvt92DDF1mWtWLEiFi5cCACYNm2aRsz/JJrPysoK2traiM7xwSc6OrrQv7WrVq3CsmXLcP78ebi7u+e7nzJryxdFxYoVIRAIkJycjE/5ZH1VqnBtE8BV9ijLVd3ev+e+GBw9Grh7F1i2jFur55dfAD47cw0MDLBy5Upcv34drq6ucHR0hIukRiIpUyhZVqAdO3bg119/hb+/f777VKjA1RFmjKu5nFNiIiBZhI+SZdW5dOkSoqKiULt2bVy8eDHXUDFCCEeSCBsbc2WjqlXj6hvfvn0bmZmZsLW1Veiq8SYmJujWrRsGDRqE9PR0uY8bOxbo0wfIzAQGDQKSkhQWktIkJnLl8TIzgV69gO++A5KTufuK7GmZNm0a2rRpg8TERHTu3BmHqWuLKJmenh4aNGgg8+WMZLGugsrMSebYnz17Fg0bNlRFqCUmFAqlo9LyG4oNALNnc0nzhw/Ab7+pKDg1whiwfz83ivL0aW7h1hkzuN7lpCRuATRnZ+DXX7myq3xp0qQJQkND4evrCx0dHQDc/HgfHx+aylJGULKsQIXVWpbo1Yv7mde85dOngfR0wMWFa0CIaowbNw579uzBhQsXYG1tzXc4hKgtSbKspcUly5Ih2NlLRgkUXNft+PHjOHDgQJHqBAsEwI4dXK93WBhXqkXdTZwIvHjB9Yzv2gX8+y9XAeD1a6BfPy6JVgRdXV34+flh4MCBMDIyQq1atRRzYkIK4OXlhR07dmDv3r148uQJJkyYgOTkZIwaNQoAMHz4cMyVdLcCWL58OebNm4ddu3bB2dlZWl8+SQO++ZJ8YVhQsqyvD3h7c/c3bOAWMy0roqO5DqGhQ7l1eho2BO7cAVau5EbX+PoCdetySfOSJVzS/L//8Zc0C4VCODg4SH9fvHgx+vTpg169emlsKTMiP0qWFUie8lHAt3nL/v656+wdOcL97NtX+XWEiawRI0bAStlLbROi4STJckaGbLIsWdG2oF4iVbOw4HoutLS4knQHD/IdUf727QP+/puL9cABLnZLS24NC2NjICiIG66pKPr6+ti/fz9CQkLgmm3lROopIcoyYMAArFq1CvPnz0fdunVx9+5dnD17VjqSKyIiAh8+fJDuv2XLFmRkZKBv374y9eVXrVrF11OQm2TeckHJMsCtxdK3LyASARMmaOaChEV1+DBX4s/HB9DVBRYvBq5f/7aAq0DAdSqFhnL71KnDjbr54w9uePb8+VyCzScTExPo6uri5MmTqFWrFnbv3q2wtlMsFiMuLg5hYWG4ceMGTp8+jX379iE1NVUh5yfFwMqg+Ph4BoDFx8cr9LwPHjxgAJiZmRkTi8X57icWM1axImMAYydOfNuenMyYoSG3/dYthYZG8pCens7Gjx/Pnjx5wncoRM0oq43gk6KeU8OGDRkAVqvWcQYw9vff3PYKFSowACwoKEgB0eYmEonYw4cPWVJSUpGPnT+fa1dNTRl79UoJwZXQ06eMGRlxMS5enPvx48cZEwi4x7duVV4cFy5cYF26dGGfP39W3kWIWqI2T7F27NjBBg0axHx8fArdNzLy2/t/1y7lx8aXmBjGBgzgnifAWJ06jN29W/hxIhFjR48y5u7+7VhTU65dj4tTetj5evjwIWvUqBEDwACwjh07sjdv3sjsk5aWxt6+fcvu3bvHLly4wA4fPsy2bt3K/vjjD+bl5cUSEhKk+86bN49ZWloyLS0t6Tmz3168eCHdd//+/WzKlCns9u3bBeYbpGDythGULCtQamqq9D/5hw8fCtx3yhTuDf/DD9+2HT3KbXN25hJqolwbNmxgAJiDgwPLzMzkOxyiRuiDY/5sbGwYAGZhcYcBjIWEMBYREcEAMG1t7WIls/KQJOlnzpwp8rGZmYw1b861r02bMpaRoYQAiyk1lbG6dbnY2rZlLCsr7/3++IPbR0eHsUuXFB9Heno6c3R0/PpFSK1cH/pI6UZtHr9WruTe35aWjH36xHc0iufry5itLfcctbUZmzePsfT0op1DJGLsyBHGatf+ljSbmTG2YAFjfH2/l5mZyVauXMn09fUZAKarq8tiY2Olj48bNy7PxFdyCwsLk+77yy+/yDxmbGzMKlasyOrXr886dOggs2+zZs2k+9WuXZutXr2aRUVFqfS5lwaULBdAmQ1olSpVGAB24cKFAvcLCODe6La2XAPAGGODB3Pbfv5Z4WGRHBISEpi1tTUDwLYqs6uGaCRN+pAlL0U9p5MnT7KVKzcxIIEBjCUkMHbo0CEGgNWvX19B0eY2YsQIBoD98ssvxTr+zRvugxXA2K+/Kja2kpB8cWplxdi7d/nvJxZ/65WxsuKej6LduXOHlS9fngFgdnZ27BYNcSozqM3jV0YGY7Vqce/vH3/kOxrFiYtjbNiwb8mtqyv3BWtJiESMHT7MmJubbNL822+MffmikLCL7NmzZ6xFixZ5JsDa2trM2tqa1ahRgzVv3pz17NmTjRo1is2YMYO9f/9eum9kZCR78OABe//+PUtLSyvwen5+fmzAgAFMKBRKk2ZtbW3WvXt3uUYzEA4lywVQZgPavXt3BoBt3ry5wP0yMr59cAsOZiwtjTETE+7369cVHhbJYcGCBQwAc3FxYRnq1M1E1IImfciSlyKf040bXFtVvvy3c/v5+bFTp06V+Nz52blzJwPAWrVqVexzHDrExS0QMHbxouJiKy5f328f9k6fLnz/5GTG6tfn9nd3ZywxUfExRUZGMnd3dwaAGRoaspMnTyr+IkTtUJuneJmZmez169dMJOkRKcTly9/apxs3lBycCpw5w/2NABjT0mJs9mxuJI2iiESM/fvvty8ZAMbKlWNs4UJ+kmaRSMQCAgJkprGkp6crdZh0XFwc27JlC2vatKk0ae7atavSrlfaULJcAGU2oPfu3WMPHjxgqXK0CAMHcm/uuXMZO3ny24dPOdtVUkxRUVHMyMiIAWCHDx/mOxyihvj+kKUMinxOe/d+GzasKk+fPmUAmL6+fqHfuhdk9Ggu9goV+B3uGBHBmIUFF4uXV9GOs7Hhjvv+e+X8vYiPj2cdOnRgAJiW1v/bu/O4mPM/DuCvqVRyFEqJUiGVHAkR1r1ucl+LtSw/x66bnK2b2NyLtetY930srWXd9xkihRXdKpXu1Mz798d3G6KYama+M/V+Ph7fx07Tdz7f99fWu/nM53jr0Pr165V/EaZROOcpl1QqpZIlSxIACg0NVfh1Q4cKv9suLnkvydB0b98SDR/+vgNrb6/aQSCpVPgg1Mnp/TXLlRP2fyhCP85f9OTJE/L09KSTH3zy+vLlS3J2diZvb+8co9hMoGiO4N2wlaxOnTpwdnaGoaHhF8/N3hX7+HHg0CHhcc+ewm6oTHUWLlyIlJQUNGzYEL24mDVjCvP398fevXtx5cpjAO93wlYHe3t7mJqaIj09Hffu3StwO2vWCLWhw8OBESOEt1bqlpUFDBoklEFxdRXqiSrKyur9LrKHDgELFyo/vrJly+LkyZMYPnw4ZDIZrl27xrtkM5YPOjo6qFSpEoAv74j9IW9vwMREKKO0YYOKglOhs2eB2rWB338XdrWeOFG4F1UWSdDRAfr2FUpv7dkDODoKu2XPmSOUnFq0CEhMVN31NYWDgwOWLFmCTp06yZ/bsWMHHj16hGnTpqFKlSro3LkzDhw4gPT0dBEj1T7cLRNRx46Anh7w+DGwb5/wXO/e4sZU1P3777/YuHEjAKGGo7LrwTJWlB0+fBgDBgzAmTOrAAid5cePH8PT0xOnT59W6bUlEgmaNWsGALhy5UqB2ylVSighpa8v1PL8Lx2o1YIFwOXLQJky72PJD3f393F7eQGHDys/xhIlSshr4v7++++cKxnLJ0XLR32oYkWhrjAAzJoFREWpIjLlS04W6sS3bQuEhAj14S9cAHx8ACMj9cSgqwv07w/4+wvl9xwchE7z7NlCyanFi4USVMXJDz/8gF9//RXu7u6QyWTw9fVF3759YWlpiTFjxiA6OlrsELUCd5aVTCqVYvny5RgxYgRSUlI+e66JCdCihfA4LU1Ikv+9F2QqUqlSJSxcuBD9+/dHq1atxA6HMa2SXWM5NfV9jeUzZ85g2bJlWLt2rcqv37x5cwDA5cuXC9WOiwuwdKnweNIk4NGjwkamuPPnhc4yAGzaBFSvXrB2vvsOGD9eeDxkiDCqomwSiQRDhgyBgYEBAKH+p5eXF2JiYpR/McaKGBsbGwD56ywDwMiRQIMGwmjolCkqCEzJLl0SaiFnj4SPGQM8eAB89ZU48ejqAgMGCHl91y7h71RcnPDhg40NMG8eUFxSmLGxMb7//ntcvXoVQUFBmDVrFqpUqYL4+Hj88ccfMPrgk4x3796JGKlm486ykunq6sLb2xu///47nj59+sXzs6diA4CHh/BLzlTHyMgI06dPx549e8QOhTGtExoaCgCIi3vfWb5+/ToAoIkq59n9p0OHDpg1axYmTpxY6LbGjwc6dADS04U3VmlpSgjwC2JigG++EaZ+f/edcN3CWLFCGMlJSQG6dwdiY5UTZ168vLwwf/58NGnSRKG/b4wVZwUZWQaE94EbNgjTmHftEkZoNVFqKjBhAtCyJfDiBWBtDfzzD7B+PVC6tNjRCf+OAwcKszd37hSW38TFAT/9JCxnGTkSePJE7CjVx97eHgsXLsTLly9x5swZ+Pj4oPR//6OICI0bN0bHjh2xZcsW+d96JuDOsgo4ODgAAAIDA7947oedZV4+q1oymUzsEBjTatkjy1lZ1jAwAKpWBW7cuAFAPZ1lJycnLFy4UCmzQnR0gG3bAHNzYQRi6tTCx/c5RMCwYUBEhDA9cM2awreppycs4alWDXj5UljGk5lZ+HbzMnDgQNjY2ODff/9FkyZNCjUdnrGirqCdZUAYWf7f/4THY8YAmjbod/06UK8esHq1kNtGjBCmP7dpI3Zkn9LVFfaIePxYWNPcsCGQkQFs3gw4OQGdOwPnzomzf4UYdHV10bZtW4wcOVL+3NOnT+Hn54dTp05h+PDhsLa2hoODA3744QccP34cicVh0fdncGdZBRwdHQEo1lm2sQEmTxZ+kVu3VnFgxdi5c+dQr149/PXXX2KHwphWIiJ5ZxmwQvXqwOvXEQgJCYGOjg4aNmwoanwFYW4ObN8uPF6/XthsUVVWrwZOngQMDIQObqlSymm3fHkh7jJlgIsX30/NVgVHR0fcuHEDDRs2RFxcHNq2bYt92RtuMMZyyO4sv3z5skCvX7QIMDMTRj9XrlRiYIWQng5Mny4sGXz2DLC0BHx9hY5n2bJiR/d5enrCmuabN4Wp4x4ewui9r6/Qya9fH9ixQ/M+mFCHmjVr4tmzZ/Dy8oKbmxt0dHQQFBSEdevWoXv37vD09JSfK5VKkanKT2U1EHeWVSA/I8uAMJVu507hF5kpHxHB09MT/v7+8PX1FTscxrTSmzdvkCafq1wFNWu+H1WuXbu2fDqXqiUmJuLkyZPYv3+/Utpr315YtwwII7/h4UppNoe7d4Fp04THPj5AnTrKbd/JSdjQRiIRpm+qctMyc3NzXLhwAd27d0dGRgb69++PZcuW8W7ZjH2kevXq6N+/PwYPHlyg349y5YT3hwAwfz7w6pWSA8ynu3eF3fu9vQGZTNgr4dEjYbNabSKRAM2bC1UFgoKAsWOFTcju3xfuydZW2NMiLk7sSNWrevXq+Omnn3Djxg3Exsbi8OHDGD16NKpXr4527drJz7t27RoqVKiA7t27Y926dQgKCir6+V/VNayUKTg4mL777juysbEhQ0NDsrOzo7lz51JGRka+2lF17b2TJ08SAKpTp45K2mf5c+DAAQJApUqVoqioKLHDYVqAa45+6t69ewSASpY0l9eHnzp1KgGgUaNGKTnavP39998EgGxtbZXWZno6Uf3672tHK7O+6du3RNWqCW336EEkkymv7Y8tWSJcR0+P6MIF1V2HiCgrK4vGjx9PAMjAwICePXum2gsyleKcp5lkMqLmzYXfaw8PcWJ4947Iy4tIV1eIw9yc6OhRcWJRlTdviBYvJqpU6X2tZiMjorFjiTi1Eck++MO1YMECApDjsLKyomHDhtHu3bspISFBxEjzp0jWWQ4MDIRMJsOmTZvw+PFjrFy5Ehs3bsTMmTPFDi2H7JHlp0+fQiqVihxN8ZaZmSn/+ZgyZQrMzc1Fjogx7WRra4vjx4/Dzk5YbJtdNgpQz3rlbI0bN4aOjg6Cg4MRrqRhYAMDYS1bqVLCbtXe3kppFkTA6NHAv/8Km99k1x5VlenThU3DsrKE9csFnP2pEF1dXaxatQqrVq3Cjh07UL2g23oXUFJSEtcKZUWeRAL88osw8/DoUWEphzoFBAg1kufNA6RSoZ7xo0fChoJFSfnywIwZQs7cvl2Y/ZOaKizPsbcHevYErlwpPuuaP/Zh6cCZM2fizp07WLJkCVq3bg19fX2EhoZi69atGDhwIIKCguTnRkdHfzAjTYupqfOuMt7e3vkeYVD1p41ZWVlkYGBAAOjly5cquQZTzMaNGwkAmZmZUWJiotjhMC1RFEYkPqase6pcWfjU/fp14dPmp0+fUlxcnJKiVIyLiwsBoH379im13S1bhHvT1SW6caPw7W3d+r69K1cK354iUlOJXF2F69apQ5SUpJ7rZvP396fw8PBCtSGVSnN8/csvv9Do0aOpc+fOVLt2bTIxMZHPFpozZw6lpaUV6nqMc56qZGVl0atXrygyMrJQ7UyZIvxO29oKv+OqlpVFtGIFkYGBcN1y5Yj27FH9dTWFTEb0zz9EHTu+H2kGiBo1Itq7lygzU5yY4uKUO/NJGVJSUujUqVM0ZcoUat68OWV9EODw4cPJwMCA2rRpQ0uXLqW7d+9Senp6jpFqMSmaIyRE2v05yezZs3Hq1CncuXMnz3MyMjKQkZEh/zoxMRFWVlZ4+/YtyqpoR4KAgABUrVoVpZS1iwvLt5SUFNSoUQORkZFYs2YNfvjhB7FDYloiMTERxsbGKs0R6qaMe0pOFjaSAoT1XOXKKTHAfBg/frz8d3qNMraV/g+RMDK7b5+wbs3PDzA2LlhbQUHChjGpqcJGPeqcABUWJuym+/o10KMHcPCgsPu36q8bJt8cxtfXF7Vr187z3MePH+P58+cICQlBaGgoQkJC5IeBgQH+/fdf+bnu7u7yEmUfc3R0xMOHD6HHm34UCuc81Rg3bhzWr1+PGTNmYPHixQVuJzlZ2EU/PByYM0dYw6wqwcHAt98Km2ABwprk334TNvMqjgIChA3WduwQdtEGhJlC48cLu4Ar80fr7Vvh3z84WBjlzn6c/XVKirC+un59YVfv7KNaNdXOWiqovHK3np4eatSogYCAAPlz48aNw8uXL1G6dOkcR6lSpVC+fHmMGjVKfq6/vz8yMzM/OU83n/V3Fc4Raum6q8izZ8+obNmy9Ouvv372PC8vr0/m16OIfYLKPvXbb7/J1zbmd107K940YURC2Qp7T8eOHaNFi3YTEEZmZkoOLp/2799PAMjFxUXpbcfHE1WtKowiDBxYsDXGaWlEdesKbbRuLc5IwLVrRPr6QgxeXuq55osXL6hmzZoEgMqUKUM///wzzZs3j4YPH07ffPNNjnObNGmS699lAKSnp5djdGL9+vU0e/Zs+vXXX+mvv/6ix48f09u3b+ngwYN05swZ+XlpaWm0e/fuHK9liuGcpxrLly8nANS/f/9Ct3XwoPD7rK9PFBSkhOA+IpMR/forUenSwnVKlxa+1pBBQNG9fi3kUlPT9yPNZcoQTZpE9OqVYm2kpBA9fkx04gTR2rVEkycT9exJ5OJCZGKScxQ7P0e5ckTt2hHNnEl05AhRWJgq/yUUJ5PJKCAggFavXk1dunSh0qVLy/O8vb19jnPr1KmT598ECwuLHOc2bdo01/PKlSuXr/i0amTZ09MTy5Yt++w5T548ka8FBoDw8HC0aNECLVu2xG+//fbZ14oxsszER0Q4duwYSpQogc6dO4sdDtMimjAioWyFvacmTZr8t/v1QTRr1gsNG05CWFgYJk+eDDc3N+UH/BkRERGoXLkydHR0EB8fr/T/R9euAV99JazR275d2CE1P374AVi3Tij7cv++eCMy27YJO3wDwuhyr16qv2ZcXBx69uyJixcv5nheT08P6enp8k/+R48ejTt37sDa2lp+WFlZyR+bm5vnWCenCB8fH0yePBnOzs5YsmQJOnfunO82iivOeapx6NAh9O7dG25ubvLqAQVFBHTqBJw6BbRrB/z9t/JGEyMjhVHS7IIhzZsL+cPOTjntFyVpaUIFGx8fILvoja6usE/ExIlAhQqfjghnP46O/nL7pqbCzCZbW6G8bPZjW1ugShVhV/Tbt98f9++/H/H+UKVKwgyjD0egK1RQ4j9EAUilUiQlJSElJQWZmZmwsbGRf8/X1xdRUVFITk6WHykpKUhOTkapUqVyzCLz8PDAnTt35Odl7w9lamqKmJgYheNRNEdoRGc5JiYGb968+ew5dnZ20NfXByC8UWrZsiUaN26Mbdu2QSef88vUkUCDgoKwcuVK6OvrK3WaIGNM9TThTdbHLl26hOXLl+Pu3buIjIzEkSNH4OHhofDrC3tPVapU+W9DrVsYPrwhzp2zQ3BwMM6cOYO2bdvmu73CqlatGl68eIG///4bX3/9tdLbX7hQmO5YurQwHVvR/auOHhWmPgPCG0+xy6pMmiRMITQyEj4EqFtX9dfMyMjATz/9hHv37uXoAA8cOFD+d1wVNmzYgJkzZyIhIQEA0KxZMyxbtgzu7u4qu2ZRoYk5r7A04Z7u3bsHV1dXVKxYEa9fvy50e8+fA87OQudo/36gT5/Cx7hvHzBmjLC0xsBAWDYyYYLQAWR5k8mEDy58fICzZxV/XdmyOTvAH3aIbWyEvzn58e6dsOnahx3ox4+FD3s/Zmubs/Ncv/77pVXaioiQkZGBlJQUpKWloUqVKgq/Vqs6y/kRHh6OVq1awdXVFTt37sz3/HRAPQnUz88P9evXz/enHKzwYmJioK+vD+OCLjZkxZ4mvMn62F9//YWrV6/C1dUVPXv2VGtnOTMzEwYGBv/VUozCnDnAggUWkEgkSEhIEOXf6MKFC7CwsEDNmjVVMnoolQJt2gAXLwqfzl+9CnypnxcSAtSrB8THA1OmAMuXKz2sfMvKAjp3Bk6fBqpWFd5ImZmJHZXqxMfHY+nSpVizZo18t+xu3bph8eLFqFWrlsjRaS5NzHmFpQn3FB8fj/LlywMQ9lExMjIqdJs//STsTm1pKYxsFrSz8+aNUGN43z7h6/r1gT/+APjXJP/u3xc+lNyzR9i5/OMR4Q+/NjFR/fri1FThQ94PO9DPnn16nkQCODrm7EA7OwsfrhYHRXLNclhYGFWvXp3atGlDYWFhFBkZKT/yQx3rWJKTk+Vz6GNiYlR2HUWMHj2aGjduTG/evBE1DnUZOnQoVahQgQ4dOiR2KExLacJat88BQEeOHPnsOenp6fT27Vv5ERoaWuB7Cg4OJgAkkRgQIKWZM48SAHJ2di7gHWiHkBBhLRhANG3a58/NzCRq1kw4t2FDIk3aJiEujqhGDSG2r77SrNhUJTQ0lEaMGEE6OjoEgLp16yZ2SBpN03NeQWjKPRkbGxMAevz4sVLaS019X7t90qSCtXHyJJGFxfvd+ufOFeops8J5905z13jHxxOdOSPUk+7Zk8jKKu810FZWRG3aEI0ZQ7RqFZGvL9Hz55q3E3dhKZojtKqzvHXr1jwXf+eHuhKotbU1AaAr6qoZkounT5/K/41GjRolWhzq8vDhQ5JIJASAbt68KXY4TEtpypusvCjSWVbmxoYXL178r7NcjQCi77/3JAA0YsSIAt6B9jh8+P0biNOn8z5vzhzhnLJlif79V33xKSogQIgNICoGfwrknjx5Qr169SJ/f3/5czExMaJ/iK1pND3nFYSm3FPdunUJAJ04cUJpbfr6vu/oPnig+OsSE4lGjHif0xwciG7dUlpYTMtERhL9+afwYUnHjkRmZp/fSExfn8jRkah7d6KpU4l++43o0iWiqCjN/ZDgcxTNEWooJqE83377LUjo4H9yaKLsDckCs3cAEMG2bdvkjzdv3oyHDx+KFos6zJw5E0SEXr16oVGjRmKHw5hoZsyYgbdv38qP0NDQArcVEhICACCyhp4eEBQklIJo3LixUmItqO3bt6N///7w8/NT2TV69ACyK1YMGQLktqrm/HlhjTMAbNqkmZviODoKUwQlEiHGDRvEjkg9HBwccPDgQTg7O8ufmzVrFqpVq4aFCxciJSVFxOhYcTB48GB4enrm2MyosDp2FDbsk0qF9cYy2Zdfc/EiUKeOUAZKIhE2o7p3T5h6y4onCwugSxdhWr+vr7ABWWyssL/F1q3AjBnCz1nt2oChobA++skT4NgxYZnRiBHCZpgWFkIpyUaNgG++EUqb7dsnTAVPThb7LguPCxOqkIODA06fPi1qZ3nSpEmoVKkS5s6di/j4eIwfPx7nzp0rkjuEXrlyBSdOnICuri4WLVokdjiMicrAwAAGBgZKaet9R9sadnZZuHPnNgBhh2wxHT58GMePH0fDhg3h4uKisuv4+ACXLwv1NocNA/788/2as5gYYNAg4XP34cOB/v1VFkahdeoELF0KTJ8O/Pij0IFu2VLsqNQrMzMTfn5+SExMxJw5c7B+/XrMnTsXI0aMQIkSJcQOjxVBkydPVkm7K1cKG0xdvSqsNf7229zPS08HZs0SzicS1s9u3Vr8fveZYipUAJo0EY4PyWRAaCjw9KlwBAW9f/zypVAjOnt99McsLYGaNQF7e6B8eeHvp6oOXV1g3Dgl/6OoeohbE6lras4vv/xCAKhLly4qvY4iXr58SYaGhgSA9u/fL3Y4SieTycjd3Z0A0MiRI8UOh2k5TZm+lxcoMA37Y4W5p1evXtGoUccJuEFffx1ODRo0IFNTU5JKpfluS5m8vb0JAHl4eKj8Wg8fEhkYCFPRVq8WnpNKiTp1Ep5zdCRKTlZ5GIUmkxENGvS+RujOnWJHpH5SqZR2795NdnZ28uUJ1atXp71794r+My0WTc95BVEU7+lj3t7C77KpKVFu29Lcvi3kpuxptCNGCFOxGVOmtDSiR4+EZUtLlxING0bUtOmXp3Wr4tDTUzxuRXMEjyyrUPY07Li4OJEjAapWrYrp06fj4MGDMDc3FzscpTt+/DiuXbuGkiVLwsvLS+xwGCtSrK2toa9vDUAoPeTtfRuZmZn5LtunbM2aNQMgzCohIpXOmKldG1ixQqihPHUq0KIFcO6cMHXNwECYclaqlMourzQSCbB5MxARIUwf/+YboV7runVCSZPiQEdHBwMGDECvXr2wefNmzJ8/H8+fP0f//v3ltcMZUxaZTIbw8HBER0fD1dVVqW1PmCDUQw4IAGbOBDZuFJ7PzBRKQC1cKEzVtrAQpl937qzUyzMGQJiiXatW7jupx8e/H4F++hRISlJtd1klJc8K91mCdlLXp43p6emUkJCg0mvkJS4ujlq0aEGbNm2irP+2r0tPT6fMzExR4lG1n376iSQSCc2YMUPsUFgRoIkjEklJSeTn50d+fn4EgHx8fMjPz49evXql0OsLe09ffy38KfrttwK9XCUyMjLkM2aePHmi8uvJZERduwr/Dra2RCVKCI83bFD5pZUuM5No3jwiHR3hHuzsiIrrnohJSUk0f/58srKyylE1IiUlhWTauGtNAagr561bt46qVq1KBgYG1KhRoy9uxLl//36qWbMmGRgYkLOzM508eVLha2lKHn/06BEBIGNjY5W0f/Gi8DsskRDduEH0+DGRq+v77kPfvkSxsSq5NGNaTdEcoXV1lpVBE2rvqdovv/yCsWPHok6dOrh//36RXKP8MX9/f1hZWcHExETsUJiW08QcceHCBbRq1eqT54cOHZpjI7+8FOaefHx8sGSJJWJju+OffyRo08YwX69XpZYtW+LixYvYvHkzRowYofLrxcYKm+RERgpf9+oFHDig+rqZqnL1qrDm+tUroT7o/PnAtGkq+nRew2VmZsrXLRMRWrVqhdevX6N///4YMGAA7O3tRY5QddSR8/bt24chQ4Zg48aNcHNzw6pVq3DgwAEEBQWhYsWKn5x/7do1fPXVV1iyZAm6dOmC3bt3Y9myZbh3716ODdvykn1PERERoubxlJQU+Yy+sLAwlbxH+f57YQO/KlWETZrevRPq+a5cCfTpo/TLqYWvry8uX76M8uXLo0KFCp/818zMDLrFMVExpUlMTISlpWXRqrOsLJryaaMqNWjQgADQypUrP/leeno6LV26lIYNG6b+wBjTAkUxRxT0nhISEuTrOoFg0tPTowYNGlCGhhTrnTVrFgGgoUOHqu2a//wjlGyxsRFqGGu7+Hiifv3ej0S1akUUFiZ2VOLy9/cnAwODD372QS4uLuTt7a3wbA5too6c16hRIxo7dqz8a6lUSpaWlrRkyZJcz+/bty917tw5x3Nubm55lsHMq7Y8H3zwwcfnjiJVOkob7dq1C+3atcP69evVds1Hjx7hzp070NPTw6BBgz75/rNnzzBz5kxs3boV58+fV1tcqvDnn38iKChI7DAYK7Le74RdHqVKPUJWVhaSk5Ohr68valzZmjVrBl1dXSQlJantmm3aCOUz7twRymVoOxMTYVRq61Zh3fX588Lo+bFjYkcmHmdnZ0RHR2P79u3o2LEjdHV14efnh2nTpqFq1aqYM2eO2CFqlXfv3uHu3bto27at/DkdHR20bdsW169fz/U1169fz3E+ALRv3z7P85csWQJjY2P5YWVlpbwbYIwVW7zBl4qFhYXhn3/+gbm5OcaOHauWa27duhUA0LVrV5iZmX3yfWdnZ4wePRrr16/Hjz/+CD8/P+jpad+PQkJCAoYOHYrExERcunQJ7u7uYofEWJGTXWMZsIax8XWkpIhfMupDrVu3RkJCAkqXLq3W69aoodbLqZxEIpSecXcHBg4E7t4FPDyA0aOBn38GSpYUO0L1K1u2LIYMGYIhQ4YgNjYWhw4dwp49e3Dp0qUcpcpevHiBixcvokePHrwMKA+xsbGQSqWfbDBqbm6eZ3nNqKioXM+PiorK9fwZM2Zg0qRJ8q8TExNhZWUl+jRsQFguc+jQISxatAjjx48XNRZN8/r1a9SrVw9JSUlYs2YNvvvuuy++RiaTQSKRyJcYPnjwAI8ePUJsbCzi4uLw5s0bxMXFyR+fOHFC/rM0atQo7Nq1S96WhYUFmjZtiiZNmqBp06aoVauW6JtXZiMiREZGwt/fH48ePcKTJ08glUpRsmRJGBkZYdiwYaj1365az58/x82bN1GyZEmUKlVKfk721xUrVoSRkZHId6RZsqdhf4n29ZC0TPaO2OqqtZyZmYkdO3YAAIYNG5bnefPnz8eePXvw6NEjbNq0SW0deWVatmwZ4uPjUatWLbi5uYkdDmNF0oedZZnsBgCgcePG4gX0EX19fY0Z5VamR48eoXTp0rCxsVHrde3tgWvXgNmzgeXLgQ0bgIsXgb17hR3BiytTU1OMGjUKo0aNQnh4OExNTeXf++OPPzBv3jz873//Q6dOndC/f3907dqV35iqWV615UuVKoVSIm9VX+O/T9ciIiJEj0XTLFy4EElJSXB1dcWYMWMKtA7Z3d1d4QGT4cOHw9LSEleuXMGdO3cQFRWFQ4cO4dChQwCED3YqVKgAQBjwMjMzy/XnStnS0tIQEBCAatWqyT90+/nnnzFlypQ8X9O9e3f5z9OdO3cwatSoPM/dv38/+vy3gP3w4cMYMWIEjIyM5EepUqXknetJkyah5X+FuB89eoStW7fC0NAQhoaGMDAwyPHY3d1d/vOdkJCAwMDAXM/Lfpz9QURaWhoiIiKQmpqa69GgQQP5BwEvXrzA2rVrc3w/LS1N/nj06NGf7fPkRSqVKnQed5ZV7MPOMqm4tAkAnDx5EjExMTA3N0fHjh3zPK98+fJYuHAhxowZgzlz5qBfv345/vhruoiICKxevRoAsHjxYt7kgTEVed9ZroK4uD8AaNbI8odkMpnGjAgURkBAAOrXrw+JRIIjR46gU6dOar2+vj7g7Q20awcMGSKUpWnYUCidNXas9m5mpiyVK1fO8XWVKlXg5OSEgIAAHD16FEePHkWpUqXQvXt39O/fHx07dtTK2VvKZGpqCl1dXbx+/TrH869fv4aFhUWur7GwsMjX+ZrM1tYWABAcHCxyJJrlxo0b8tmQ69atU8t7uVatWsk3y0xNTcWtW7dw+fJlXL58GUlJSfKOMgAMHjwY169fR6NGjdC8eXM0a9YM7u7uMDY2LvD1iQjh4eF48OABHj58KP9vUFAQZDIZDh48iF69egEAHB0doauri5o1a6Ju3bqoXbs2SpYsKe8k1vhgilOlSpXQoUMHpKamIiUlJUfHMiUlJceHNElJSYiPj0d8fHyuMQ4cOFD+OCgoCD4+Pnnez+bNm+Vx3Lx5Ex06dMjz3JUrV2LChAkAgKtXr6Jdu3Z5nrtixQp5Zzk6OhqrVq3K89zOKq6JVryztxrY2dlBT08PKSkpCA8PR5UqVVR6vQoVKqB9+/aoV6/eF/84jxw5Ehs3bsTDhw8xZ84cbNiwQaWxKdO8efOQlpaGpk2bomvXrmKHw1iR9b6zrI9375JRpkwZODk5iRrTxx48eCD/RP3GjRsiR1N43t7eyMzMBADUr19ftDjatQMePAC++w44eVKoMf3338CWLUAuK3yKrREjRmD48OF49OgR9uzZg7179yI4OBi7d+/GiRMn8Pr162LfWdbX14erqyvOnj0LDw8PAMKHW2fPnsW4ceNyfU2TJk1w9uxZ+ZtrADhz5ozGflj3OY0bN8b06dOVXmdZm0mlUvn/+2HDhokyY8nIyAgtW7aUj6LSBwWCZDIZXr58iYyMDHlnGhDW2tepUwddunTBggULPtt+WloaHj9+DHNzc/ka+iNHjsg7wx+rUKEC3r59K/+6bdu2SE5OhqHhlytQdOrUSeEPVnv27Ak3N7dPOtQpKSnIyMhAo0aN5OfWqFEDU6dORXp6OtLT05GRkZHjv9bW1vJz9fT0YGtrm+P76enpkMlkAJDjPkqVKoXSpUvnGN3+8PiwXSsrK3h6en5yTvZU8+yBSZXJx0aGRYa6d7p1cHAgAHTmzBm1XI+IFK4NeeHCBQJAhoaGFBUVpeKolCMwMJB0dXUJAF2+fFnscFgRxLthv/fVV1/9t2PkcAJAbdq0UVGEBZe9662Ojg4lJiaKHU6hhISEkJ6eHgGgw4cP5/heZmamKDHJZERr1hAZGAi7ZVeqRKTGP2daRyaT0Y0bN2j8+PE0bdq0HM83b96cfvjhB7p27ZpG1XBWR87bu3cvGRgY0LZt2yggIIBGjhxJJiYm8vcegwcPJk9PT/n5V69eJT09PVqxYgU9efKEvLy8qESJEuTv76/Q9YpiHi9KTp8+TYBQf1pT33/KZDIKCgqi3377jYYOHUp2dnbyHZQ/3ql94sSJtGnTJlq0aBH169ePHBwcSEdHhwDk2PE9KCiIdHV1qVatWjRgwABaunQp+fr6Unh4uEblBGXKzMykpKQkSk9PFzuUHBTNEdxZVgMPDw8CQGvWrFHL9fLL29ubAgMDxQ5DYb169SIA1LVrV7FDYUVUUXyTVdB7unDhMQHHCdhDffr0y7UcnSawsbEhAHT69GmxQymUiRMnEgBq1apVjud37txJrq6uFCZiTacHD4gcHd+XmJo6lUjdFcTi44lOnCCaPp1oyhSia9eEzrw2uHPnTo5yJRUrVqQGDRpQ165daeTIkeTr6ys/NyMjg0JCQujdu3dqiU1dOW/t2rVkbW1N+vr61KhRI7px44b8ey1atPikBNz+/fvJ3t6e9PX1qVatWnTy5EmFr1UU83hRc/bsWdq9e7fYYeRLeHg47du3L8cAWEhISJ5liUxNTWnhwoXyc6VSKaWlpYkROvuIojmieM8LUhMHBweYmpri3bt3KrsGEWHDhg3o2rVrvsslTJ06VUVRKR8RoUGDBjh//jwWL14sdjiMFQNOAJxgZwfs399f7GDy1KxZM7x8+RJXrlz57DooTRYXF4dff/0VADBt2jT58+np6fD09ERYWBgaNmyI48ePo0GDBmqPr04doVzW5MnAxo3CBmDnzgllp1S1O3hUFHD5MnDpkvDfhw+Frnq2FSsAW1tgwABhF+//lrhppNq1a+PEiRPYs2cPjh49iujoaERHR8u/b2NjI99rJDAwEHXr1gUgrPetVKlSjqNDhw5o0aIFACArKwsZGRlasXHUuHHj8px2feHChU+e69Onj3xTIm0XERGB58+fw8HBARUrVhQ7HI3QunVrsUPIN0tLS/Tt2zfHc7q6upgxYwbu3LkDMzMz1K1bF3Xq1EHdunVhYWGRY78iHR0dhaZVMw2ilq67hlH3p43qmDp369YtAkBGRkaUkpJS4Hb8/PwoOTlZiZGpRmpqqtghsCKsKI5IFPSeNm0SRhE7dlRRYEqyadMmAkCtW7cWO5QCW7hwIQGgunXrfjId78WLF1SrVi35spn9+/eLFKXg8GGi8uWFn41SpYi2bi38CK9MRvTiBdG2bUTDhxPVqPF+FPvDw96eaMQIom++ISpdOuf36tQhWrqU6OVLpdymyqSkpNCtW7fo2LFjtHHjRvrpp5/o6tWr8u+fP39ePh0/t2Px4sXyc+/fv08AqHTp0lSjRg366quvqF+/fjlGbb+Ec57qZS9p2b59u9ihiCooKIhCQ0PFDoMxHlnWJOrY2CN7N8Hu3bsXuFzFvHnzMG/ePMyePRvz589XZnhKV7I4Fv1kTM1evHiBHTsOAqgIM7MmkMlqaOxu082aNQMgbPCVmZmJEiVKiBxR/g0ePBixsbFo2rTpJ5UTbG1tce3aNQwYMAC+vr7o27cv5s+fj9mzZ6u8ykJuevQQdsgePBi4cAEYNkzY/GvDBkDRUsMyGfDkyfuR40uXgPDwnOdIJEDdukDz5sBXXwHNmgEfboacmgqcOAHs3g34+gojzw8fAp6eQNOmwmhznz6atyGZkZERGjZsmOf3W7ZsiYyMDLx58waRkZGfHB9ucpW9Y3RycjKePXuGZ8+eAQCGDBmi2ptg+eLu7o5Lly5h7dq1GDx4sCi/t2KTyWT49ttv8fDhQ+zZs4c3aGXaQU2dd42iaZ82FlZaWhqZmJgUer3eoUOHCAAZGBjQixcvlBhh4UmlUho0aBD5+voW2Q0QmOYoajmCqGD3tHfv3v9GsqwIAI0cOVKFERaOVCql8uXLEwC6efOm2OGoTFZWlnxdMwAaMGAASaVSEeMhWrSISFdXGNmtWpXogwHSHDIziW7dIvr5Z6Lu3YkqVPh01LhECaImTYQ1ySdOCGuUFRUXR7R5M1GrVkQSyfs2dXWFmRE7dhBp+f5veUpMTKSgoCC6cOEC7dmzh3x8fPI1esc5T/Vev35NpUqVIgB09OhRscMRxfbt2wkAlSpVikeXmeh4g6/PECOBDhkyhGxtben27dtKbzv7Da2VlRVlZWUVuB2ZTEatW7cmANSzZ08lRlh4O3fuJABUtmxZis/PuyfGCkDT3mQpQ0Huafny5f91yiwIAP3yyy8qjLDwhg8fTr1796a7d++KHYrK/frrr6Snp0ezZs0SOxQiIrpxg8jW9n3ndN48ouRkoosXiRYsIPr660+nTANERkZEbdoQ/fQT0blzRIVYRZRDWBiRjw9RgwY5r1eyJFG/fkRHjxJp2MasouKcpx4zZ84kAFS7dm1RP+QSQ0JCApmbmxMAWrp0qdjhMMad5c8RI4G2bNmSANAff/yh9Lbbt29PAGj27NmFbsvf319elkmdpa4+Jz09Xb7T7YfrtBhTFU18k1VYBbmnMWN++K+zrE8AyM/PT3UBFmP79++nrl275muNKZGwVvXDN9xiz7p5+5Zo0KD3HdMPR3ezDxMToq5diby9hQ62OjZ7DgoSOuP29p/GMmKE0EkvxOfMRQLnPPWIi4sjY2NjAkB79uwROxy1mjRpEgEge3t7jSshxIonRXOEZi4+K4KyC2Y/efJEqe2GhYXh9OnTAIBvv/220O05OztjzJgxAIDx48cjMzOz0G0W1tq1a/Hy5UtUqlQJ48ePFzscxoqNwMCQ/x69Q6lSpeDs7CxqPEUREWHp0qX4888/8ddff+XrtXXr1pWvIU9LS0O7du1w7NgxVYSpkLJlgZ07gR07gNKlhS6phQXQty+wbh3w4AHw5g1w/DgwdSrg5gaoY2m5vT3g5QUEBgJ37wq7eVtaAgkJwG+/Aa1bA9bWwvN37+bcbZsxZSpXrhwmT54MAPDy8kJWVpbIEanH48ePsXr1agDAmjVrYGBgIHJEjCmOO8tq4ujoCEAoB6FMfn5+KFmyJFq0aIFq1aoppc158+ahQoUKCAgIwIYNG5TSZkFIpVLMmDFDXtrKy8urwJuXMcbyLzg4RP64YcOGatmssLCICM+ePUN8fLzYoSjk7NmzuHfvHkqWLJlnSR1FrFmzBmfPnkWPHj3g7e0NErHH9803QEQEEBws/HffPmDsWKH0lJj7w0kkQP36QrmpkBDg/Hng+++BcuWEOH18gAYNgJo1gZ9+Ah4/FjYhY0yZJkyYAFNTU9SsWRMJCQlih6NyRIQff/wRUqkUHh4eaN++vdghMZYv3FlWk+yRZWV3lrt27YrIyEhs3rxZaW2WK1cOixYtQvny5VG2bFmltZsfRIRu3bph6dKlAICJEyfi+++/FyUWxoqr16/fd5Y/3H1Xk3l4eMDe3h5HjhwROxSFeHt7AwCGDx8OU1PTArczadIkjBkzBkSE6dOn47vvvkNGRoaywsy3MmUAGxuhg6qJdHWBli2BX38FIiOBY8eA/v2BkiWBZ8+AefMAZ2egfHng66+BOXOEXbdjYsSOnGm7MmXKICAgAMePHy/U77y2yMrKQsOGDVG2bFn4+PiIHQ5j+cadZTXJ7iw/f/5c6VOby5Ytixo1aii1zREjRuDZs2dKmdpdEBKJBJ06dYKRkRH27NkDHx8fjS1Zw1hRlJqaitTUN/KvGzduLGI0isueKn7lyhWRI/mye/fu4cyZM9DV1ZVPzSyoEiVKYP369Vi3bh10dXWxbds2tG3bFjHcu/siAwOgWzdgzx4gOlqYSt6pk9BxfvsWOHMGWLgQ6NoVqFgRsLMDBgwAVq4Erl0D0tPFvgOmbcw0rZaZCpUoUQJLly5FSEgIbG1txQ6HsXzj3oeaVKlSBUZGRsjMzERwcLBS2gz/uCClEunq6qJ8+fIqaz8vH06dHDNmDAIDA9G/f3+1x8FYcaevr486de4DmIPu3T3h7u4udkgKya63rA2d5exR5X79+sHGxkYpbY4dOxa+vr4wNjbGlStX4ObmpvS9Moqy0qWBQYOAkyeFjvK9e0Lt6GHDACcnYaQ8OBjYuxeYNEmo5VymjDB9e+xY4I8/gKAgnr7NFBMWFoapU6ciLS1N7FBUztjYWOwQGCsQ7iyriY6ODtzc3ODm5oaUlJRCt5ecnIyaNWvCxcUFr1+/VkKEuSMiHDlyBIMGDVLpGrj09HSMGDECDRs2lK/hkUgksLKyUtk1GWN509PTQ1hYXQDzMW/eEq2ZLtikSRNIJBI8e/ZMpbmxsF68eIEDBw4AAKZNm6bUtr/++mtcv34d1apVQ2JiIvT19ZXafnFRogTg4gL873/Ali3CGub4eOCff4BFi4TRaHNzICtL2Bjsl1+AoUMBBwegQgWgfXtg7lyh480D/OxjRIQ2bdpgxYoV2Lhxo9jhKN3z58/RqlUr3L17V+xQGCsUCYm5C4hIEhMTYWxsjLdv34q2Jrewtm3bhmHDhqF69ep4+vQpJCpaGBYdHQ07OzukpKRg165dGDhwoNKv8erVK/Tq1Qt3796Fjo4O9u3bh969eyv9OowpqijkiI/l955iY4HsmYIpKYA27a1Xt25dPHz4EAcPHkSvXr3EDidXqamp2LZtGx48eIBNmzap5Bpv3rxBcHAwGjRooJL2mbBzdkgIcPPm++Pu3dynZtvZCTuAu7kBjRoBtWsD+vqAnp64G58BnPPE8ttvv+H777+HmZkZXrx4gdKlS4sdktJ06dIFJ0+eRKdOnXDy5Emxw2HsE4rmCM3f2pTlauvWrQCEclGq6igDQMWKFTFz5kzMmjULU6dORbdu3ZSazM+cOYMBAwbgzZs3qFChAvbs2YN27doprX3GWMFs3XoSwB8wMWkCmWwEAO15E9esWTM8fPgQV65c0djOspGRkbxMn6pUqFABFSpUkH/9119/4c8//8Tq1atRQh01m4oBiQSoWlU4+vYVnsvMBPz9c3agAwOBFy+EY8+e3NvR1RU6ztn//fBxQZ+bNg1o3ly9/yZMcUOHDsWyZcvw/PlzrFmzBjNnzhQ7JKU4ceIETp48iRIlSmDlypVih8NY4aiy2LOmErtQfVZWVqFe//z5cwJAEomEQkJClBRV3tLS0sjOzo4A0IwZM5TSplQqpcWLF5OOjg4BIFdXV3r58qVS2massMTOEaqQ33tydx9KAAgA3blzR8XRKdfu3bsJADk6OpJMJhM7HI0QHx9PJiYmBIBat25Nb968ETukYiU+nuj0aaIFC4i6dCEyMyMSxqVVe+zfr1h8nPPEs3PnTgJAJiYmFB8fL3Y4hfbhe0ZPT0+xw2EsT4rmCB5ZVqOQkBC0a9cOcXFxiI6OLvCI8LZt2wAA7dq1U8uaXkNDQ/j4+MDDwwM///wzhg8fXuiazosXL8acOXMACCVT1q1bB0NDQ2WEyxhTgpcvgwAAOjolUKdOHZGjyZ/OnTujW7du8Pb2VunMm4JITk5Ghw4dMHz4cAwePFhttatNTEywY8cODBgwAOfOnYObmxtOnDiBmjVrquX6xZ2JCdCunXAAQlc2ORmQSoU1z1lZ7x/n9lxBv88z8DVf//79sXjxYgQEBMDHxwfz588XO6RCWbFiBV68eIHKlStj1qxZYofDWKHxmmU1rmNJT0+HkZERiAhRUVEwNzfPdxtSqRS2trYIDQ3Fnj171LZTNBGhffv2OHPmDLp164Zjx44Vqr3Y2Fi4u7tj2rRpGDFihJKiZEw5tGGtW37l954MDS2QkfEalpa1ER7+UA0RFg+rVq3CxIkTUaNGDTx58gS6urpqvb6/vz+6du2KV69ewcjICNOnT8eUKVNgpE2L0pnScc4T1+HDh9GrVy+ULl0aL1680NrSUq9evYKjoyPS0tLU+h6VsYJQNEfwbthqZGhoKK8xFxgYWKA2zp8/j9DQUJiYmMDDw0OJ0X2eRCLB6tWroaenh+PHjxdod8Pbt2/LH5uamuLRo0fcUWYsH9avXw8bGxsYGhrCzc0Nt27dUsl1iAgZGbEAgHr1mqjkGup06dIlREREiB0GMjMz4ePjAwCYMmWK2jvKAFC7dm3cunULLVu2RGpqKry8vFC7dm2kc7FgxkTTo0cPNGvWDGPGjNHq/QTWr1+PtLQ0tGjRAv369RM7HMaUQus6y926dYO1tTUMDQ1RqVIlDB48WCPeBCnKwcEBQME7yy1atMDx48exfPlytU9bdnR0xLJly3Dq1Cm4uroq/LrMzExMnDgRjRo1km9MBoDLmTCWD/v27cOkSZPg5eWFe/fuoW7dumjfvj2io6OVfq3IyBgAUgBAly5tld6+Om3atAktW7bE0KFDIRO5+O3evXsRGhoKc3NzDBkyRLQ4KlasiHPnzmHfvn2wtrZG586deRkMYyKSSCS4ePEili1bBhMTE7HDKbAlS5Zg48aNWLt2rcYtgWGsoLRuzXKrVq0wc+ZMVKpUCeHh4ZgyZQp69+6Na9euiR2aQhwdHeHr64snT54U6PUlSpRA165dlRyV4iZNmpSv86OiotC3b19cvnwZgLBumzGWfz4+Pvj+++8xbNgwAMDGjRtx8uRJbNmyBZ6engq3k5KS8sURzb/+uid/3K6dq1Jqw4ulYcOGMDAwwD///INly5bhxx9/FCUOIsLSpUsBAKNHj4ZUKhX937Vz585o3bo1srKy5LH4+/tj7dq1mDdvHipVqiRqfEx9xP5ZZICO2PXDlEBXVxejRo0SOwzGlErr1ywfP34cHh4eyMjIUHjqipjrWLJr6rVv3x6nTp1S67WV7fXr19DV1YWpqWmu37969Sr69OmDyMhIlClTBtu3b0ePHj3UHCVj+adpa93evXsHIyMjHDx4MMfyi6FDhyIhISHXPQQyMjKQkZEh/zoxMVEtGwIyxrSXpuQ8ZdC0PK6oq1evYv78+fj1119RtWpVscNRyLVr1+Di4oKSJUuKHQpjCisWa5bj4uKwa9cuuLu7f7ajnJGRgcTExByHWAozDbtXr16YNWsWYmJilB1Wvu3duxf29va5jmgREdauXYuWLVsiMjISTk5OuHPnDneUGSug2NhYSKXSTzYFNDc3R1RUVK6vWbJkCYyNjeUHd5QZY0zzeXl54fTp01iwYIHYoSgkIiIC7du3h5OTE88eZEWS1k3DBoDp06dj3bp1SE1NRePGjXHixInPnr9kyRLMmzdPTdF9noODA+rXrw8nJyfIZDKFp90EBATg8OHD0NPTw/jx41Uc5ZdVrVoViYmJ2LJlC/73v/+hwQf1Ke7fvy+f6ti3b1/8/vvvKF26tFihMlYszZgxI8eyieyR5YiIiC+OsiQkAAEBgJERUK+eauNUl5iYGLi5uSE6OhojR46Ub7SlLufOncOaNWvwyy+/wNLSUq3Xzi8iwr59+zBnzhxERkYCAJo2bQpvb2/UrVtX7bEAkK9/HDVqFHbt2gVAmPIplUrl5+rp6SEmJkb+4fnixYvx4sULODk5wdHREQ4ODqhatWqRmO6qbImJiRr/c1lcLFiwAGfPnsW2bdswffp01KhRQ+yQPmvatGlITk5GrVq1UKVKFbHDYUz5VFnsWVHTp08nAJ89njx5Ij8/JiaGgoKC6PTp09S0aVPq1KkTyWSyPNtPT0+nt2/fyo/Q0FCtKFT/oSlTphAA6t69u9ihyA0ePJgAUJMmTUgqleb43oIFC8jHx+ez/18Y01SKFqpXl4yMDNLV1aUjR47keH7IkCHUrVs3hdrQtHsSw6lTp+R/U27evCl2OBovOTmZvLy8qGTJkgSAVq9erbZrBwcH04IFC8je3p7u3r0rf/7KlSs0adIkun//PmVmZlJQUBAdPnyYFixYQFOmTMnRhqur6yfvJYyMjMjV1ZWGDRvGf58+UBTzgzbfU+fOnQkADRo0SOxQPuvixYsEgCQSCd2+fVvscBjLF0VzhEasWY6JicGbN28+e46dnV2uuyeHhYXBysoK165dQ5MmipU40bZ1LJmZmbCyssLr169x9OhRdO/eXeyQAAhTb+zt7ZGSkoIxY8ZgypQp8tJYjGkzTcwRbm5uaNSoEdauXQsAkMlksLa2xrhx4xTa4EsT70kMs2bNgp2dHb777jverVVBoaGhWL16NZYsWSIftX327Bmsra1hYGCgtOu8ffsWBw4cwI4dO3Dp0iX58xMnTizQTICTJ0/Cz88PAQEBePz4MQIDA/Hu3TsAQI0aNfD06VP5ue3bt0dcXBxq1aoFJycn1KpVC/b29qhYsSLKli1b5H9WimJ+0OZ7unfvHlxdXSGRSODv749atWqJHdInsrKy4OrqiocPH2LkyJHYtGmT2CExli+K5giN6CwXRkhICKpWrYrz58+jZcuWCr1GExJoVlYWkpOTFSoR8Oeff6Jbt26oWLEiwsLCNKoG37Jly+Rv1F1cXHD16lXe4IFpPU3IER/bt28fhg4dik2bNqFRo0ZYtWoV9u/fj8DAwE/WMudGE++pOJg8eTL09fUxceJEVKxYUexwlCIjIwPOzs4gIqxYsQLdu3cvVGcyNjYWY8eOxfHjx+X1niUSCVq1aoUhQ4agZ8+eKFOmTKHjzsrKwr///ouAgABkZmaib9++AISp3uXKlcPbt29zfZ2Liwvu3Xu/Q/y0adPw7t07VKxYEWZmZjAzM5M/rlixIoyNjQsd65fcunULsbGxiIuLQ1xcHOLj4+WPLS0tsWzZsny1p+r8EBcXhx9++AF//vkndHR00KtXL6xevTrPJVpxcXHytbshISEwMzODh4cHFixYoPC/r7bnvN69e+PQoUPo1asXDh48KHY4n1i3bh1++OEHlCtXDk+fPs1zs1fGNJWiOUKr1izfvHkTt2/fRrNmzVCuXDn8+++/mDNnDqpVq6bwqLIm2LJlC0aPHg0PDw/s27fvi+dn1yb+5ptvNKqjDAATJkzAtm3bEBgYCHd39y+WpGGMFUy/fv0QExODuXPnIioqCvXq1cOpU6cU6iiz3MXHx+PWrVto3769StqPiIjAunXr8O7dO3Tt2rXIdJafP3+OlJQUREZGokePHmjVqhVWrVqFOnXqKPR6IsLr169hYWEBADAxMcHFixeRnp4OJycnDBkyBAMHDlT6pnR6enqoWbMmatas+cn3bty4IR+Bzj6Cg4ORkpKCcuXK5Th369atiI2NzfUatWvXxsOHD+VfjxgxAqmpqTk61NmPK1WqBDs7O/m5K1euxOvXrz/pAMfHx8PJyQm+vr7yc7t3757n5n7Ozs757iyr2qBBgxAZGYkzZ84gMzMTw4YNw8iRI7F79+5cz4+IiEBERARWrFgBJycnvHr1Cv/73/8QERGhkR1HVZg/fz4OHz6MQ4cO4f79+6inQRtIxMTEYM6cOQCARYsWcUeZFWlaNbLs7++P8ePH48GDB0hJSUGlSpXQoUMHzJ49G5UrV1a4HbE/bTx58iS6dOmCOnXq4MGDB589NyYmBpaWlsjKyoK/vz+cnZ3VFKXi4uPjERYWhtq1a4sdCmNKIXaOUIWieE+FERYWhiZNmiAmJgZ3795VyTTH6dOnw9vbG82aNZPXmi8qkpOTsWzZMqxYsQLp6enQ0dHB999/jwULFsDMzCzX14SGhmLXrl3YsWMHEhISEBISIv+A9dixY7CysoKLi4tGTXlOS0tDamoqKlSoIH8uu1MbHR2NmJgY+REdHQ03Nzf8888/8nPNzMzy7Fg3b948x3TzSpUq5dkBrlWrFh49eiT/un379oiNjUX58uVRvnx5lCtXTv7YysoK/fr1y9d9qjI/PHnyBE5OTrh9+7Z8M9BTp06hU6dOCAsLU3hjsQMHDuCbb75BSkoK9PS+PNZTFHLe9OnTYW9vj6FDhyp0z+oSERGBsWPH4tWrV7h9+zYPlDCtVGymYReE2An033//RfXq1WFoaIjk5OTPJpnw8HAsXLgQz58/x5kzZ9QYJWPFl9g5QhWK4j0VBhGhU6dOOHXqFOrUqYObN2/C0NBQae2/ffsW1tbWSExMxPHjx9G1a1elta1JXr16hWnTpmH//v0AAGNjYzx48EBeHzYpKQmHDh3Cjh07cP78efnu1gYGBrh165bCo9HaIisrK0enZteuXZ90rLMfW1tb4/z58/JzZ86cibS0tE86wOXKlYOZmVmOUWhlU2V+2LJlCyZPnoz4+Hj5c1lZWTA0NMSBAwcULiv522+/YcaMGXmWz8yrtjznPNVJTEzkf1umtYrkNOyiwsbGBvr6+khPT0dISMhnN8WqXLkyNmzYgGL4mQZjjKmMRCLB1q1bUadOHTx8+BAzZ85UajmpjRs3IjExEU5OTujcubPS2tU0VatWxb59+zBu3DhMmDABZmZmsLa2BgBs374do0ePRlpamvz8Fi1aYPDgwejdu7da1vaq28ejf4MGDVL4tYsXL1Z2OBohKirqkyUIenp6KF++fJ4j6R+LjY3FggULMHLkyDzP0aQyoaqQmZmpcUvxuKPMigMuNigCXV1d2NvbAwACAwMVeo0mTUtjjLGiwMLCAlu2bAEgTK09ffq0UtrNyMjAqlWrAAibQRWHur7NmzfHrVu3sHv3bvnfK0dHR6SlpaFmzZpYuHAhgoODceHCBQwfPrxIdpSLG09PT0gkks8eir7H+ZzExER07twZTk5O+Omnn/I8b8aMGXj79q38CA0NLfS1NcXOnTtRo0YNnDt3TtQ4tm7diqFDhyr8IQdjRQGPLIvEwcEBjx49QmBgIDp27JjrOXv37oW1tTWaNGnCnWXGGFOBLl26YMyYMfjll18wdOhQ+Pv7F3qzmh07diAqKgpVqlTBgAEDlBSp5tPV1UX58uXlXzds2BB3797VuHXITDkmT56Mb7/99rPn2NnZwcLCAtHR0Tmez8rKQlxcnHyTt7wkJSWhQ4cOKFOmDI4cOfLZkVUDAwOlljLTJDdv3sSrV68we/ZsXL16VZTfp/j4eEyfPh0xMTGoV68eJk6cqPYYGBND0f+4W0M5OjoCEDa+yE1GRgbGjh2Lpk2b4sKFC2qMjDHGipfly5fD0dERUVFRmDFjRqHba926NcaMGQNPT0/o6+srIULtJJFIUL9+fe4oF1FmZmZwcHD47KGvr48mTZogISEBd+/elb/23LlzkMlkcHNzy7P9xMREfP3119DX18fx48eVuqeAtpk5cyZKliyJ69ev46+//lL79e/cuYMWLVogJiYGjo6OGDdunNpjYEws3FkWSZMmTdCnTx80btw41+8fP34ccXFxqFKlCr766is1R8cYY8WHkZERdu/ejQEDBiil5I6dnR3Wr1+PsWPHKiE6xrSbo6MjOnTogO+//x63bt3C1atXMW7cOPTv31++E3Z4eDgcHBxw69YtAO87yikpKfj999+RmJiIqKgoREVFQSqVink7oqhUqZK8gzp79mzIZDK1XDc9PR2enp5wc3OTz7rZunWrxq2dZkyVeBq2SDp27Jjn9GvgfW3lIUOG8Jb8jDGmYvXq1cuz5itjrHB27dqFcePGoU2bNtDR0UGvXr2wZs0a+fczMzMRFBSE1NRUAMC9e/dw8+ZNAED16tVztBUcHAwbGxu1xa4ppk2bhg0bNsDPzw9HjhxBr169VHq9Fy9eoFOnTggKCgIADBgwAKtXr86zNBxjRRWPLGug8PBw/P333wDwxfVAjDHGlIuIcPjwYbx79y5fr7t8+TJ69+6N27dvqygyxrRT+fLlsXv3biQlJeHt27fYsmULSpcuLf++jY0NiAgtW7YEALRs2RJElOtRHDvKAGBqaipfJzx37lyVj7BbWlpCIpHAwsICR48exe7du7mjzIol7iyLSCaT4dWrVzlqDwLAH3/8AZlMhmbNmqFGjRoiRccYY8XT6NGj0atXL8ydOzdfr1u6dCkOHTok32GbMcaUadKkSShXrhwCAgJUsjP2zZs3kZWVBQAwNDTE4cOHERAQgO7duyv9WoxpC+4si6hbt26wsbHBkSNH5M8RkXwK9rBhw8QKjTHGiq327dsDALy9vXH+/HmFXuPv7w9fX1/o6Ohg8uTJqgyPMVZMmZiY4JdffsHly5fRrl07pbWblJSEMWPGoHHjxjnqzTs6OqJcuXJKuw5j2og7yyKys7MDkLPWckREBDIyMmBkZIQ+ffqIFRpjjBVbPXr0wIgRI0BEGDx4MOLi4r74muXLlwMAevXq9ckaS8YYU5b+/fujWbNmSmvv9OnTcHZ2xoYNGwAISwEZY+9xZ1lEuZWPqly5MoKDg3Hnzh2UKVNGrNAYY6xYW7lyJWrUqIHw8HCMGjUKRJTnuSEhIdizZw8AYPr06eoKkTFWzEVGRiIjI6NAr01ISMDw4cPRvn17hISEwMbGBv/88w9Wr16t5CgZ027cWRaRg4MDgJwjywCgo6Mj70gzxhhTv9KlS2PXrl3Q09PDwYMHsX379jzPXblyJbKystCmTRu4urqqMUrGWHG1fPlyVKtWDZs3b873ay9duoRatWrJ91f44Ycf4O/vjzZt2ig7TMa0HneWRZTdWX7x4gUyMjIQFhaGzMxMkaNijDEGAA0bNsT8+fMBAOPHj0dCQsIn58TFxcnfrPKoMmNMXcqUKYO0tDQsWrRIXnJLUaampoiNjUWNGjVw6dIlrFmzJsfu5Iyx97izLCILCwuULVsWMpkMz58/x+DBg1G5cmWcOXNG7NAYY4xBqG06aNAgHDt2DCYmJp9839DQEIsWLUK3bt3Qtm1b9QfIGCuWvvvuO9ja2iIqKgrr16//4vmPHz+WP3ZycoKvry/u37+P5s2bqzJMxrQed5ZFJJFI5KPLvr6+uHDhAmJjY+XPMcYYE5euri527twpr//6MSMjI4wfPx7Hjh2DRCJRb3CMsWJLX18fXl5eAIBly5YhMTEx1/Oio6PRt29f1KlTJ0cN+DZt2sDIyEgtsTKmzbizLLJBgwbB09MT165dAwC0bdsWVlZWIkfFGGMsN8+ePcOdO3fEDoMxxjBo0CDUrFkTb968+WRjLiLC7t274eTkhAMHDkAikXDuYqwAuLMssh9//BGLFi2Cn58fAK6tzBhjmurixYtwcXFB79698ebNG3Tr1g07d+5EVlaW2KExxoohPT09zJs3DwCwYsUKeZm7iIgIeHh4YNCgQXjz5g3q1q2L27dvY/To0WKGy5hW4s6yBjh//jxevXoFY2NjeHh4iB0OY4yxXLi4uMDc3ByvXr2Cu7s7/vzzT0ycOBHv3r0TOzTGWDHVp08f1K5dGxkZGbh+/Tp2796NWrVq4fjx4yhRogTmz5+PW7duwcXFRexQGdNK3FkWGRFh0aJFAIRC8yVLlhQ5IsYYY7kpW7Ysdu7cCV1dXTx9+hSAUHKF1/0xxsSio6OD7du34/nz5+jcuTMSExORkJCABg0a4N69e5gzZw709fXFDpMxrcWdZZFlZWXh/PnzAICBAweKHA1jjLHPadKkCebOnQtA2Nxr7NixIkfEGCvuXFxcUKVKFQDAyJEjsWPHDly/fh3Ozs4iR8aY9tMTO4DirkSJEjh69ChiY2Px1VdfiR0OY4yxL5g5cyYMDAzg7OyMChUqiB0OY4zJ6ejo4JtvvhE7DMaKDO4sa4Du3buLHQJjjDEF6enpYfr06WKHwRhjjDEV42nYjDHGGGOMMcbYR7izzBhjjDHGGGOMfYQ7y4wxpuEWLVoEd3d3GBkZwcTEROxwGGOMMcaKBe4sM8aYhnv37h369OmD0aNHix0KY4wxxlixwRt8McaYhps3bx4AYNu2beIGwhhjjDFWjHBnmTHGiqCMjAxkZGTIv05MTBQxGsYYY4wx7cPTsBljrAhasmQJjI2N5YeVlZXYITHGGGOMaRXuLDPGmAg8PT0hkUg+ewQGBha4/RkzZuDt27fyIzQ0VInRM8YYY4wVfcVyGjYRAeBpiYyx3GXnhuxcoQqTJ0/Gt99++9lz7OzsCty+gYEBDAwM5F9z3mOM5UUdOU/dOOcxxj5H0bxXLDvLSUlJAMDTEhljn5WUlARjY2OVtG1mZgYzMzOVtJ0bznuMsS9RZc5TN855jDFFfCnvFcvOsqWlJUJDQ1GmTBlIJJIvnp+YmAgrKyuEhoaibNmyaohQuTh+cWl7/ID230N+4yciJCUlwdLSUg3RfVlISAji4uIQEhICqVSK+/fvAwCqV6+O0qVLK9QG5z3twvGLq7jFr2k5Txk452kfbb8Hjl9cqsp7xbKzrKOjgypVquT7dWXLltXKH55sHL+4tD1+QPvvIT/xa9Loyty5c7F9+3b51y4uLgCA8+fPo2XLlgq1wXlPO3H84ipO8WtSzlMGznnaS9vvgeMXl7LzHm/wxRhjGm7btm0gok8ORTvKjDHGGGMs/7izzBhjjDHGGGOMfYQ7ywowMDCAl5dXjp1ltQnHLy5tjx/Q/nvQ9vjFoO3/Zhy/uDh+cWl7/GLQ9n8zbY8f0P574PjFpar4JVSU6gQwxhhjjDHGGGNKwCPLjDHGGGOMMcbYR7izzBhjjDHGGGOMfYQ7y4wxxhhjjDHG2Ee4s8wYY4wxxhhjjH2EO8uMMcYYY4wxxthHuLOsgPXr18PGxgaGhoZwc3PDrVu3xA5JIUuWLEHDhg1RpkwZVKxYER4eHggKChI7rAJbunQpJBIJJkyYIHYoCgsPD8c333yDChUqoGTJkqhduzbu3LkjdlgKkUqlmDNnDmxtbVGyZElUq1YNCxYsgKZuoH/p0iV07doVlpaWkEgkOHr0aI7vExHmzp2LSpUqoWTJkmjbti2ePXsmTrAajnOeZtDGnAdw3lMnznvKw3lPM2hj3uOcp17qznvcWf6Cffv2YdKkSfDy8sK9e/dQt25dtG/fHtHR0WKH9kUXL17E2LFjcePGDZw5cwaZmZn4+uuvkZKSInZo+Xb79m1s2rQJderUETsUhcXHx6Np06YoUaIE/vrrLwQEBODnn39GuXLlxA5NIcuWLcOGDRuwbt06PHnyBMuWLYO3tzfWrl0rdmi5SklJQd26dbF+/fpcv+/t7Y01a9Zg48aNuHnzJkqVKoX27dsjPT1dzZFqNs55mkEbcx7AeU/dOO8pB+c9zaCNeY9znvqpPe8R+6xGjRrR2LFj5V9LpVKytLSkJUuWiBhVwURHRxMAunjxotih5EtSUhLVqFGDzpw5Qy1atKDx48eLHZJCpk+fTs2aNRM7jALr3Lkzfffddzme69mzJw0aNEikiBQHgI4cOSL/WiaTkYWFBS1fvlz+XEJCAhkYGNCePXtEiFBzcc4Tn7bmPCLOe2LivFdwnPfEp615j3OeuNSR93hk+TPevXuHu3fvom3btvLndHR00LZtW1y/fl3EyArm7du3AIDy5cuLHEn+jB07Fp07d87x/0EbHD9+HA0aNECfPn1QsWJFuLi4YPPmzWKHpTB3d3ecPXsWT58+BQA8ePAAV65cQceOHUWOLP+Cg4MRFRWV42fI2NgYbm5uWvm7rCqc8zSDtuY8gPOeJuG8pxjOe5pBW/Me5zzNooq8p6es4Iqi2NhYSKVSmJub53je3NwcgYGBIkVVMDKZDBMmTEDTpk3h7OwsdjgK27t3L+7du4fbt2+LHUq+vXjxAhs2bMCkSZMwc+ZM3L59Gz/++CP09fUxdOhQscP7Ik9PTyQmJsLBwQG6urqQSqVYtGgRBg0aJHZo+RYVFQUAuf4uZ3+Pcc7TBNqc8wDOe5qE855iOO+JT5vzHuc8zaKKvMed5WJi7NixePToEa5cuSJ2KAoLDQ3F+PHjcebMGRgaGoodTr7JZDI0aNAAixcvBgC4uLjg0aNH2Lhxo1Yk0P3792PXrl3YvXs3atWqhfv372PChAmwtLTUivhZ8cY5Txyc9xgTD+c99eOcV/TxNOzPMDU1ha6uLl6/fp3j+devX8PCwkKkqPJv3LhxOHHiBM6fP48qVaqIHY7C7t69i+joaNSvXx96enrQ09PDxYsXsWbNGujp6UEqlYod4mdVqlQJTk5OOZ5zdHRESEiISBHlz9SpU+Hp6Yn+/fujdu3aGDx4MCZOnIglS5aIHVq+Zf++avvvsqpxzhOXtuc8gPOeJuG8pxjOe+LS9rzHOU+zqCLvcWf5M/T19eHq6oqzZ8/Kn5PJZDh79iyaNGkiYmSKISKMGzcOR44cwblz52Brayt2SPnSpk0b+Pv74/79+/KjQYMGGDRoEO7fvw9dXV2xQ/yspk2bflK+4enTp6hatapIEeVPamoqdHRypghdXV3IZDKRIio4W1tbWFhY5PhdTkxMxM2bN7Xid1ldOOeJS9tzHsB5T5Nw3lMM5z1xaXve45ynWVSS9wq1BVkxsHfvXjIwMKBt27ZRQEAAjRw5kkxMTCgqKkrs0L5o9OjRZGxsTBcuXKDIyEj5kZqaKnZoBaZNOyTeunWL9PT0aNGiRfTs2TPatWsXGRkZ0c6dO8UOTSFDhw6lypUr04kTJyg4OJgOHz5MpqamNG3aNLFDy1VSUhL5+fmRn58fASAfHx/y8/OjV69eERHR0qVLycTEhI4dO0YPHz6k7t27k62tLaWlpYkcuWbhnKdZtCnnEXHeUzfOe8rBeU+zaFPe45ynfurOe9xZVsDatWvJ2tqa9PX1qVGjRnTjxg2xQ1IIgFyPrVu3ih1agWlTAiUi+vPPP8nZ2ZkMDAzIwcGBfv31V7FDUlhiYiKNHz+erK2tydDQkOzs7GjWrFmUkZEhdmi5On/+fK4/70OHDiUioZzAnDlzyNzcnAwMDKhNmzYUFBQkbtAainOe5tC2nEfEeU+dOO8pD+c9zaFteY9znnqpO+9JiIgKNibNGGOMMcYYY4wVTbxmmTHGGGOMMcYY+wh3lhljjDHGGGOMsY9wZ5kxxhhjjDHGGPsId5YZY4wxxhhjjLGPcGeZMcYYY4wxxhj7CHeWGWOMMcYYY4yxj3BnmTHGGGOMMcYY+wh3lhljjDHGGGOMsY9wZ5kxxhhjjDHGGPsId5YZY4wxxhhjjLGPcGeZMcYYY4wxxhj7yP8BgJ4l0gX0+XYAAAAASUVORK5CYII=\n" }, "metadata": {}, "execution_count": 7 }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "## 2. Exploring cointegration\n", "Based on:\n", "- https://github.com/KidQuant/Pairs-Trading-With-Python/blob/master/PairsTrading.ipynb\n", "- https://www.programcreek.com/python/example/122726/statsmodels.tsa.stattools.coint\n", "- https://www.statsmodels.org/dev/generated/statsmodels.tsa.stattools.coint.html#\n", "- https://quantopian-archive.netlify.app/notebooks/notebooks/quantopian_notebook_145.html" ], "metadata": { "id": "QXc77l8Vq8xJ" } }, { "cell_type": "code", "source": [ "import pandas as pd\n", "import numpy as np\n", "from statsmodels.tsa.stattools import coint\n", "from pandas_datareader import data as pdr\n", "import datetime\n", "import yfinance as yf\n", "import matplotlib.pyplot as plt" ], "metadata": { "id": "1d7u8uSWtJfB" }, "execution_count": 35, "outputs": [] }, { "cell_type": "markdown", "source": [ "## A note on how to detect cointegration\n", "\n", "Steps:\n", "\n", "1. Test for a unit root in each component series individually, using the univariate unit root tests, say ADF, KPSS, PP test.\n", "\n", "2. In the case we don't reject the null hypothesis of unit root, we can apply **Engle-Granger test**:\n", "\n", "It works in two steps: first, a regression is estimated between the variables and the residuals are extracted. Second, a unit root test, such as the Augmented Dickey-Fuller (ADF) test, is applied to the residuals to check if they are stationary. If the residuals are stationary, the original variables are considered cointegrated.\"\n", "\n", "The `coint` function from statsmodels.tsa.stattools performs the Engle-Granger two-step cointegration test." ], "metadata": { "id": "Q8JFdszgqEbb" } }, { "cell_type": "markdown", "source": [ "### Simulating some example data\n", "- Simulating prices using cumulative returns;\n", "- Now we generate Y. Remember that Y is supposed to have a deep economic link to X, so the price of Y should vary pretty similarly. We model this by taking X, shifting it up and adding some random noise drawn from a normal distribution." ], "metadata": { "id": "vembPrPJsbwI" } }, { "cell_type": "code", "source": [ "X_returns = np.random.normal(0, 1, 100) # generating random normal var\n", "X = pd.Series(np.cumsum(X_returns), name='X') + 50\n", "X.plot()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 448 }, "id": "nJgufyABq9fy", "outputId": "b4c95a7f-af85-49ed-d67c-9839082e947c" }, "execution_count": 30, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 30 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "some_noise = np.random.normal(0, 1, 100)\n", "Y = X + 5 + some_noise\n", "Y.name = 'Y'\n", "pd.concat([X, Y], axis=1).plot()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 448 }, "id": "457aqiZAvGtN", "outputId": "85681d62-c3f9-40b0-8400-ea00f17e3bcf" }, "execution_count": 31, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 31 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Testing for cointegration. But first, we can compare cointegration vs correlation." ], "metadata": { "id": "bkm4kyH7vSEQ" } }, { "cell_type": "code", "source": [ "X.corr(Y)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "s6x1nmtKvYaO", "outputId": "9446988d-df0a-4187-d1d0-92cddb029efb" }, "execution_count": 32, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "np.float64(0.9273678099454663)" ] }, "metadata": {}, "execution_count": 32 } ] }, { "cell_type": "code", "source": [ "# compute the p-value of the cointegration test\n", "# Test for no-cointegration of a univariate equation as H0\n", "# will inform us as to whether the spread btwn the 2 timeseries is stationary\n", "# around its mean\n", "score, pvalue, _ = coint(X,Y)\n", "print(pvalue)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "HrEuOE1Fvh2b", "outputId": "e502bffd-f643-4903-849e-ee2c12b62bac" }, "execution_count": 33, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "1.5239505499170159e-09\n" ] } ] }, { "cell_type": "markdown", "source": [ "With a low value for test p-value, we cannot reject the cointegration the hypothesis of residuals being I(0) - stationarity." ], "metadata": { "id": "cdPx_JVWtRMO" } }, { "cell_type": "code", "source": [ "plt.figure(figsize=(12,6))\n", "(Y - X).plot() # Plot the spread\n", "plt.axhline((Y - X).mean(), color='red', linestyle='--') # Add the mean\n", "plt.xlabel('Time')\n", "plt.xlim(0,99)\n", "plt.legend(['Price Spread', 'Mean']);" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 542 }, "id": "duShhiYxqMIt", "outputId": "679505a8-9e96-4cee-e59c-1ccb8f566104" }, "execution_count": 34, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "### Correlation is not cointegration:\n", "\n", "Another simulates example is the following:" ], "metadata": { "id": "rFTKp82pv4ne" } }, { "cell_type": "code", "source": [ "X_returns = np.random.normal(1, 1, 100)\n", "Y_returns = np.random.normal(2, 1, 100)\n", "\n", "X_diverging = pd.Series(np.cumsum(X_returns), name='X')\n", "Y_diverging = pd.Series(np.cumsum(Y_returns), name='Y')\n", "\n", "\n", "pd.concat([X_diverging, Y_diverging], axis=1).plot(figsize=(12,6));\n", "plt.xlim(0, 99)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 540 }, "id": "db0iruVuv18a", "outputId": "d26ccb0b-3031-4057-990a-834055d5a71c" }, "execution_count": 43, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(0.0, 99.0)" ] }, "metadata": {}, "execution_count": 43 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {} } ] }, { "cell_type": "code", "source": [ "print('Correlation: ' + str(X_diverging.corr(Y_diverging)))\n", "score, pvalue, _ = coint(X_diverging,Y_diverging)\n", "print('Cointegration test p-value: ' + str(pvalue))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "LGqK-GjZv6SQ", "outputId": "45d51d58-9b26-4d94-e33f-667415b4ae65" }, "execution_count": 44, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Correlation: 0.9936099205123949\n", "Cointegration test p-value: 0.7523500720747303\n" ] } ] }, { "cell_type": "markdown", "source": [ "### Real example:\n", "Now a real example of detecting pair trading strategies." ], "metadata": { "id": "ODlXemwGwqqE" } }, { "cell_type": "code", "source": [ "start = datetime.datetime(2013, 1, 1)\n", "end = datetime.datetime(2018, 1, 1)\n", "\n", "ticker_list = ['AAPL', 'ADBE', 'ORCL', 'EBAY', 'MSFT', 'QCOM', 'HPQ', 'AMD', 'IBM', 'SPY']\n", "\n", "df = yf.download(ticker_list, start=start, end=end)['Close']" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "247G5yftwzFX", "outputId": "a78db594-50df-422b-bb69-f4403b3ddd25" }, "execution_count": 36, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/tmp/ipython-input-3585329895.py:6: FutureWarning: YF.download() has changed argument auto_adjust default to True\n", " df = yf.download(ticker_list, start=start, end=end)['Close']\n", "[*********************100%***********************] 10 of 10 completed\n" ] } ] }, { "cell_type": "code", "source": [ "df" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 455 }, "id": "3taOUMSpRcj7", "outputId": "9bb46ff3-baf1-4df9-ee36-f9b9cd90fe92" }, "execution_count": 37, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Ticker AAPL ADBE AMD EBAY HPQ IBM \\\n", "Date \n", "2013-01-02 16.612209 38.340000 2.53 20.143671 4.630522 113.857239 \n", "2013-01-03 16.402523 37.750000 2.49 19.715164 4.667517 113.231010 \n", "2013-01-04 15.945637 38.130001 2.59 19.839211 4.667517 112.488739 \n", "2013-01-07 15.851841 37.939999 2.67 20.113605 4.676767 111.995857 \n", "2013-01-08 15.894504 38.139999 2.67 19.801622 4.744590 111.839302 \n", "... ... ... ... ... ... ... \n", "2017-12-22 40.985916 175.000000 10.54 33.723557 16.513344 102.822487 \n", "2017-12-26 39.946098 174.440002 10.46 33.884304 16.490046 103.045013 \n", "2017-12-27 39.953129 175.360001 10.53 33.589596 16.521111 103.247269 \n", "2017-12-28 40.065544 175.550003 10.55 33.866447 16.427904 103.860840 \n", "2017-12-29 39.632286 175.240005 10.28 33.705700 16.319162 103.442802 \n", "\n", "Ticker MSFT ORCL QCOM SPY \n", "Date \n", "2013-01-02 22.242884 28.839972 45.717426 116.953865 \n", "2013-01-03 21.944916 28.524071 45.505615 116.689621 \n", "2013-01-04 21.534203 28.773472 44.834850 117.202103 \n", "2013-01-07 21.493935 28.623833 45.194942 116.881821 \n", "2013-01-08 21.381193 28.632137 45.124340 116.545525 \n", "... ... ... ... ... \n", "2017-12-22 78.645721 42.007748 52.838741 236.793823 \n", "2017-12-26 78.544533 42.069832 52.487728 236.510590 \n", "2017-12-27 78.829651 42.025471 52.683643 236.625656 \n", "2017-12-28 78.838844 42.149654 52.553032 237.112488 \n", "2017-12-29 78.673302 41.936779 52.259182 236.218445 \n", "\n", "[1259 rows x 10 columns]" ], "text/html": [ "\n", "
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TickerAAPLADBEAMDEBAYHPQIBMMSFTORCLQCOMSPY
Date
2013-01-0216.61220938.3400002.5320.1436714.630522113.85723922.24288428.83997245.717426116.953865
2013-01-0316.40252337.7500002.4919.7151644.667517113.23101021.94491628.52407145.505615116.689621
2013-01-0415.94563738.1300012.5919.8392114.667517112.48873921.53420328.77347244.834850117.202103
2013-01-0715.85184137.9399992.6720.1136054.676767111.99585721.49393528.62383345.194942116.881821
2013-01-0815.89450438.1399992.6719.8016224.744590111.83930221.38119328.63213745.124340116.545525
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2017-12-2240.985916175.00000010.5433.72355716.513344102.82248778.64572142.00774852.838741236.793823
2017-12-2639.946098174.44000210.4633.88430416.490046103.04501378.54453342.06983252.487728236.510590
2017-12-2739.953129175.36000110.5333.58959616.521111103.24726978.82965142.02547152.683643236.625656
2017-12-2840.065544175.55000310.5533.86644716.427904103.86084078.83884442.14965452.553032237.112488
2017-12-2939.632286175.24000510.2833.70570016.319162103.44280278.67330241.93677952.259182236.218445
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"cell_type": "code", "source": [ "# function to build log returns from a dataframe\n", "def log_returns(df):\n", " import numpy as np\n", " df_ = df.copy()\n", " for stock in df.columns:\n", " df_[stock] = np.log(df_[stock]).diff()\n", " return df_.dropna()" ], "metadata": { "id": "_zmMcn67wRuz" }, "execution_count": 46, "outputs": [] }, { "cell_type": "code", "source": [ "# applying the function\n", "daily_returns = log_returns(df)\n", "daily_returns" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 455 }, "id": "ADfoBlzYwXRe", "outputId": "fd54e660-e41d-4553-9066-271d48d26067" }, "execution_count": 47, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Ticker AAPL ADBE AMD EBAY HPQ IBM \\\n", "Date \n", "2013-01-03 -0.012703 -0.015508 -0.015937 -0.021502 0.007958 -0.005515 \n", "2013-01-04 -0.028250 0.010016 0.039375 0.006272 0.000000 -0.006577 \n", "2013-01-07 -0.005900 -0.004995 0.030421 0.013736 0.001980 -0.004391 \n", 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TickerAAPLADBEAMDEBAYHPQIBMMSFTORCLQCOMSPY
Date
2013-01-03-0.012703-0.015508-0.015937-0.0215020.007958-0.005515-0.013487-0.011014-0.004644-0.002262
2013-01-04-0.0282500.0100160.0393750.0062720.000000-0.006577-0.0188930.008706-0.0148500.004382
2013-01-07-0.005900-0.0049950.0304210.0137360.001980-0.004391-0.001872-0.0052140.007999-0.002736
2013-01-080.0026880.0052580.000000-0.0156330.014398-0.001399-0.0052590.000290-0.001563-0.002881
2013-01-09-0.0157520.013542-0.0150950.0015170.029452-0.0028560.0056340.0005810.0150630.002539
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2017-12-220.0000000.002517-0.032667-0.0013230.0004700.0065790.0001170.0016910.005267-0.000262
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2017-12-270.0001760.0052600.006670-0.0087360.0018820.0019610.003623-0.0010550.0037260.000486
2017-12-280.0028100.0010830.0018980.008208-0.0056580.0059250.0001170.002951-0.0024820.002055
2017-12-29-0.010873-0.001767-0.025926-0.004758-0.006641-0.004033-0.002102-0.005063-0.005607-0.003778
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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Function to detect cointegrated pairs:" ], "metadata": { "id": "jZhrZ9ujwiog" } }, { "cell_type": "code", "source": [ "def find_cointegrated_pairs(data):\n", " n = data.shape[1]\n", " score_matrix = np.zeros((n, n))\n", " pvalue_matrix = np.ones((n, n))\n", " keys = data.keys()\n", " pairs = []\n", " for i in range(n):\n", " for j in range(i+1, n):\n", " S1 = data[keys[i]]\n", " S2 = data[keys[j]]\n", " result = coint(S1, S2)\n", " score = result[0]\n", " pvalue = result[1]\n", " score_matrix[i, j] = score\n", " pvalue_matrix[i, j] = pvalue\n", " if pvalue < 0.05:\n", " pairs.append((keys[i], keys[j]))\n", " return score_matrix, pvalue_matrix, pairs" ], "metadata": { "id": "hrg2831dstXy" }, "execution_count": 38, "outputs": [] }, { "cell_type": "code", "source": [ "scores, pvalues, pairs = find_cointegrated_pairs(df)\n", "pairs" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "DRAgKHhKSPlU", "outputId": "fb00b20a-2265-4201-cd11-6b5953ed885b" }, "execution_count": 39, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[('AAPL', 'ORCL'),\n", " ('AAPL', 'SPY'),\n", " ('ADBE', 'EBAY'),\n", " ('ADBE', 'MSFT'),\n", " ('EBAY', 'MSFT'),\n", " ('HPQ', 'ORCL')]" ] }, "metadata": {}, "execution_count": 39 } ] }, { "cell_type": "code", "source": [ "# picking one example\n", "S1 = df['ADBE']\n", "S2 = df['MSFT']\n", "\n", "score, pvalue, _ = coint(S1, S2)\n", "pvalue" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "GOh4J3HE2Oj_", "outputId": "bb89e140-2f2d-4cec-8b5a-d8588aa9f1d0" }, "execution_count": 40, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "np.float64(0.003089062812445259)" ] }, "metadata": {}, "execution_count": 40 } ] }, { "cell_type": "code", "source": [ "S1 = sm.add_constant(S1)\n", "results = sm.OLS(S2, S1).fit()\n", "S1 = S1['ADBE']\n", "b = results.params['ADBE']\n", "\n", "spread = S2 - b * S1\n", "spread.plot(figsize=(12,6))\n", "plt.axhline(spread.mean(), color='black')\n", "plt.xlim('2013-01-01', '2018-01-01')\n", "plt.legend(['Spread']);" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 504 }, "id": "kq2H3zUT4WxG", "outputId": "b97e2911-7a6a-4d87-b23d-1c6d5589ac2b" }, "execution_count": 41, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "### Explanation of the meaning of \"trading the spread\":\n", "\n", "In a cointegrated pair trading strategy, 'trading the spread' refers to exploiting the long-term, statistically stable relationship between the prices of two cointegrated assets. Here's a breakdown:\n", "\n", "**Cointegrated Pair**: When two (or more) non-stationary time series are cointegrated, it means they move together in the long run, and a linear combination of them is stationary. This stationary linear combination is often referred to as the 'spread' or 'error correction term'. Even though individual asset prices might wander, their relationship tends to revert to a mean.\n", "\n", "**The Spread**: The 'spread' is typically defined as the difference between the price of one asset and a scaled price of the other asset (e.g., Spread = Price_Y - beta * Price_X, where beta is the hedge ratio obtained from a regression, as we saw with b for ADBE and MSFT). Because the assets are cointegrated, this spread is expected to be stationary, meaning it will fluctuate around a constant mean.\n", "\n", "**Trading the Spread Strategy (Mean Reversion):**\n", "\n", "Execution:\n", "\n", "When the spread deviates significantly above its historical mean (meaning one asset is relatively overvalued compared to the other), you would sell the overvalued asset and buy the undervalued asset. For example, if Price_Y - beta * Price_X is high, you'd sell Y and buy X.\n", "\n", "**Closing Position**: The goal is to profit when the spread reverts to its mean. Once the spread returns to its average, you would close both positions, realizing a profit.\n" ], "metadata": { "id": "p9fQGIesup_i" } }, { "cell_type": "code", "source": [], "metadata": { "id": "yKPwmr22uEef" }, "execution_count": null, "outputs": [] } ] }