{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# PairK examples - interpreting pairk conservation results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To help interpret pairk's results, I will use the `pairk.PairkConservation.plot_conservation_mosaic` method to plot the conservation scores and sequence logos of the \"pseudo-MSAs\" generated by pairk.\n", "\n", "Here is an annotated example of the mosaic plot so that you can interpret each element of the plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![annotated image](../images/mosaic_plot_annotated.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## background scores and z-scores" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When assessing sequence conservation, it is important to ensure that observed conservation is from selection rather than a mere lack of divergence. For genes which evolve slowly, homologous sequences can appear highly similar or identical to each other merely because they haven't had enough time to diverge. In order to identify sequence elements that are conserved because they are important for function, the genes must have diverged enough for those important elements to stand out relative to the background sequence. A simple approach to account for background divergence is to cluster homologous sequences such that there is good background divergence across the homologs. Using a z-score is another option as it scores each position relative to the conservation of all other positions in the alignment.\n", "\n", "Using z-scores is particularly important when interpreting the results from PairK regardless of the background divergence of the homologs. Sequence conservation from PairK is extra susceptible to over-estimation due to the fact that k-mer alignments contain less information than global alignments. For example, using k=2 will likely result in extremely high conservation scores due to the fact that the homologs have a high probability of having matching 2-mers by chance. In this case, the conservation score will be high and the sequence logo will look good, but the z-score will be low. Thus, conservation with pairk should not be interpreted by the sequence logos alone. PairK's plotting functions are included to help with interpretting the results of pairk. \n", "\n", "**TLDR: Use z-scores to interpret PairK results. conservation with pairk should not be interpreted by solely the sequence logos or raw conservation scores**\n", "\n", "The below examples demonstrate these points and walk through the process of interpreting PairK results." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pairk\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 1: PairK with k=2" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "YLIMS = [-2, 2]\n", "K = 2\n", "POSITION = 7" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ex1 = pairk.example1\n", "aln_results = pairk.pairk_alignment(\n", " idr_dict=ex1.idr_dict,\n", " query_id=ex1.query_id,\n", " k=K,\n", ")\n", "conservation_results = pairk.calculate_conservation(\n", " aln_results,\n", ")\n", "fig,axd=conservation_results.plot_conservation_mosaic(POSITION, score_type=\"z_score\")\n", "axd['scores'].set_ylim(YLIMS)\n", "axd['scores'].set_title('Z-scores')\n", "axd['scores'].axhline(0, color='black', linestyle='-')\n", "_=fig.suptitle(f'k = {K} | BG mean = {conservation_results.bg_mean:.2f} | BG std = {conservation_results.bg_std:.2f}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example, you can see that the sequence logo looks as if the sequence 'AA' is highly conserved, however this is likely just because most of the homologs have a matching 'AA' by chance. You can tell this by the z-scores, which indicate that the 'AA' sequence is not much more conserved than all of the other 2-mers in the query sequence and thus, the 'AA' should not be considered significantly conserved.\n", "\n", "From the background score distribution (left) you can see that the conservation of all of the 2-mers is fairly high, which makes sense. Since the conservation scores are bounded between 0 and 1, a z-score above 1 is not even possible in this case since 1 standard deviation above the mean score is greater than 1. Thus the z-scores indirectly correct for when the background conservation is too high to be informative." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Also note that the z-scores are not normally distributed, so the z-score cutoffs are not as intuitive as they are for a normal distribution. However, they can still be interpreted as a measure of how many standard deviations a position is from the mean conservation score." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Without using z-scores, it would be easy to misinterpret the conservation of the 'AA' sequence as being significant, as seen in the plot below." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(6,2))\n", "_=conservation_results.plot_score_barplot(POSITION, score_type=\"score\", ax=ax)\n", "_=ax.set_ylim([0, 1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 2: PairK with k=6" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "YLIMS = [-2, 2]\n", "K = 6\n", "POSITION = 7" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def gen_mosaic(k, position):\n", " aln_results = pairk.pairk_alignment(\n", " idr_dict=ex1.idr_dict,\n", " query_id=ex1.query_id,\n", " k=k,\n", " )\n", " conservation_results = pairk.calculate_conservation(\n", " aln_results,\n", " )\n", " fig,axd=conservation_results.plot_conservation_mosaic(position, score_type=\"z_score\")\n", " axd['scores'].set_ylim(YLIMS)\n", " axd['scores'].set_title('Z-scores')\n", " axd['scores'].axhline(0, color='black', linestyle='-')\n", " _=fig.suptitle(f'k = {k} | BG mean = {conservation_results.bg_mean:.2f} | BG std = {conservation_results.bg_std:.2f}')\n", " return conservation_results\n", "\n", "_=gen_mosaic(K, POSITION)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When k=6, the background conservation is lower, and there is more conservation signal. In this case, the 'AAAPAQ' sequence is not significantly conserved (except the 'P'), as indicated by the z-scores. This time, the sequence logo also reflects the lack of relative conservation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here is a k-mer that is conserved relative to the rest of the idr" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_=gen_mosaic(k=6, position=75)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see how the scores change with different values for k" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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dXXwOjRs3Trh+/bqQnJwshIeHC/PmzRNn0ClXrlyuByAt7KmYHR0dsx0I2tnZWQAgdOzYMVcx58Xz58/FmIwlsOLj4wWVSiV4eHgIO3bsMNiWXXIlIiJCTB7NmTMnS52pqalC3bp1zSq5ok+GA8hxeuyffvpJLJffKZlfl1wRBEF44403BADCG2+8ISQnJ2fZ/uTJE/HxAkA4evRovmIiIippOOYKEdFraLVavPPOO9i5cyecnZ1x4MCBLE3rpebj44NWrVrh7bffxtGjR/HWW2/B0dERjo6OCAoKwvHjx1GtWjUIgoCPPvoIqampRRZbWloaIiMjDZbY2Fikp6eLZUJCQsTBRjPTd3UCMrpVGZOSkgIvL68cl7wYOnQoZDKZwbpatWqJ93v37p1l/Ao3NzdxfJPo6Ghx/datW5GYmAgnJydxQMhXeXl54e233xbL69WtWxeHDh3Cxo0bUb9+faP71qxZU7yfkJBgtMx7772X5XwAiI/lyMhIo/sVNf3jwsbGJsdytra2BuVfR/930Wg0SE1NRWhoKAYNGgRnZ2c4ODigb9++OHjwIJRKJZ4+fYp58+aJ+yYlJaFVq1aoW7cufvnlFyxZsgRVq1aFra0tfH198emnnyIkJAQymQxhYWGYO3duXk49z+Lj4w2eX1FRUQaPg4SEBHz//fc4ffp0ln31z7Hsnl8A8Ntvv+X4/Proo49MilOlUondStatW5fl2jk6OiI2NhaRkZFZBhTOTkhICFJTU6FSqcSuRJlZW1vjiy++MKmuopL5vHN6nOsf46/uU1i++uorAMDFixfRoUMHcfBjQRDw33//oW3btgbdh4iIyBCTK0RErzFy5Ehs2bIFQMagtA0bNpQ4oqwmTJiAQ4cOYevWrbC2ts6y3cHBQfzg/PjxYxw5cqTIYmvZsiWEjJaS4pKamoro6GiEhoaib9++iIqKwieffIKPP/7YYN/M41e8ePHCaP2CIGRJ3ry65IV+BqPM9IOoAkD58uWN7qcfryDzlyH9gKGJiYnw9vbO9kvqxo0bAfz/uCNAxpfeVq1aoV+/fuK6pKQkXLt2Ddu2bcP06dPFmVsAZPvlJ7uxF0qVKgUARZpwy4n+mr8uHv2gt69LwuhlTiy9//77Rv8egYGBGDRoEAAYjJmjUqmwefNmnD17Fu+9957R+tu2bYugoCAAwIYNG0yKqaCsWbMmy3NMrVYjLCwM69atQ8WKFXHixAm0adNGfCzq6f/e2T2/gIzHW07PL/34Ka+jUqnE5OLChQvh6+uLoUOH4vfff8ezZ88AmH499U6dOgUgYxwdYwNiAzB5XKyikvl1LafHuf4xDsDo63pB69q1K7777jvIZDL8999/ePPNN+Hk5AQHBwe0bNkSL168wKpVq8TydnZ2hR4TEVFxwuQKEdFrHD9+XPxgu3PnTmzfvj1P9bz99tuvbWGRecmulUJeZf6CoR9AVirW1tYoXbo0WrZsiU2bNmHw4MEAgO+//x6XL18Wy2Ue2DUiIsJoXXZ2dlm+WAqCgGXLluUrxsyJFGNy8yVQH7tOp8vxS6q+FUFMTEyWOrZv345evXrB19cXDg4OqFGjBnr16oVZs2YZTK8rZDODh6Ojo9H1+pYE2e1nzPHjx3P1WPby8jI6wG9OcWo0mhzLJSUlAXj9dXq1XgBo3bp1tuX0M7SEh4eLUy+bSv8ce/z4sckJh8KiUqng7++PQYMG4ciRI3B3d4darc7SukP/HMvu+QUAH3zwgdHnWF4SzcuXL8eAAQMAAM+ePcOvv/6KwYMHo0yZMnjzzTcxe/ZsxMbGmlyfPimT0+Czrq6ueRpoOLePcVNb8GR+LOb0ONc/xh0dHY22OisMn3zyCY4dO4aePXvC3d0dqamp8Pb2xqeffopr164ZJJVzM+g6EZEl4GxBRESv4eLigv3792PSpEk4evQoRo8ejZYtW+bYjN6YmJiYXLWiKOhfBTN/CdV/aDcXkydPxrp16yAIAnbv3i12v2ncuLFY5tChQ3jzzTeLLKaC/KVYP8Vpo0aNsrQceJ309HT07t0bO3fuBJAxU1ClSpVQtWpV1KxZE40aNUJKSgp69eqVYz0F+eUsNTU11y2CXpcs0dNPBfzkyZMcy+m3+/j4mFRv5i/fOc2GknmmoKSkJJOTN0DW55ips8cUNi8vLwwZMgTz58/H2bNn8fTpU3GWl8aNG+Pq1au4du0aoqKi4OHhUaixODg44I8//sDMmTOxbds27N+/HydOnEBKSgouXryIixcvYvHixTh48KDR1mN5ZW1tbfJjUC+3j3FTE2qZp7t+8uQJypQpY7Rcbh/jBaVx48bYtm2b0W36madsbGw4UxAR0SvYcoWI6DW2bNmCBg0aYMWKFbCxscGzZ88wYcKEXNcTGhpq9Nff7JawsDCT6lWr1Vi2bBm++uornDlzJtty+l94AWT7YV4qFStWFO8/evRIvN+oUSPxi8gff/xR5HEVFP04LJnPzVSLFi0SEytz585FTEwMbt26hR07dmDWrFkICgoqkvEYMmvVqlWuHsuCIGDo0KEm1a3/Qq1Wq8Wpp1+l1Wpx7949AED16tVNqjfzeDnh4eHZltN3j1EoFOIv8xcvXsSiRYvw5Zdf5jjmhP45Zm1tLV5zc5Hdc6xv374AMv6mprYuKgiVKlXC5MmTcejQIcTFxeHff//Fhx9+CLlcjufPn5vcCkT/WpZTMk6j0WQ7FlFOcvsYX7t2rUn1Vq5cWWz5dvPmzWzL3bp1C4Dpj/GCIAhCjq8nhw8fBgDUrl0bVlb8jZaIKDMmV4iIXkP/61zVqlXFgRHXrVuHPXv2SBmWyNraGhMmTMCMGTPwyy+/ZFtu37594v1mzZoVRWgmy/zFKPMv53K5HJ999hkA4Ny5c/jxxx9NrjM33VwKm76L15MnT3LsktWnTx/UqFED48aNE9f9+eefADLG9JgyZYrRlhRXrlwR75vTeedF/fr14eDgAAD4559/jJY5ffq02GUnpy4+mVWqVElsAaBPVhnz33//AQDq1KkDhUIBICO58vHHH2P27NlGB4XV0z/HGjZsWCRjZORGds+xdu3aoV69egCAGTNm5Jh4elVuH2vXrl3DvHnzMGnSJIP1dnZ2aNOmDX766ScxqaIfS+V19K3bLl26lG13ohMnTpjV88LKykp8Dc7uMZ6cnIyjR48CMP0xnl9t27aFra2tOD7Xq5KSksTnTpcuXYokJiKi4oTJFSKiXPj8889RrVo1AMCoUaMkH1cByGie3alTJwAZrTvu37+fpcyLFy/w9ddfAwA6dOhg8Cu2OVi5cqV4v2PHjgbbPvzwQzRt2hRAxngAa9aseW19+/btMxjkVWp9+vQRf6mePHmy2E0os//++w9bt27FtWvXDMaa0f/int2Xw/DwcPz000/i/9PS0gow8qKnVCrRs2dPAMB3332H5ORkg+2CIIiP5ZYtW5r8q75cLhdbz+zZsweHDh3KUub27dviYLT6cYAAoHPnzmKyRH/sV23evFns8jV69GiTYioqGo0Gv//+O4CMVhMBAQEG21esWAGlUonY2Fh06dJFbDGRU32TJ0/OsaWcMbdv38bkyZOxcOHCbJNU+sf5q90u9YmuV1sO9ejRA0qlEikpKZg9e7bR+op69iZTDBw4EACwceNG3LlzJ8v2JUuWID4+Hk5OTuIgy4WtSpUqSEtLw8aNGw0G09X7+uuvERMTAycnJ4wdO7ZIYiIiKlbyN5MzEVHJdOjQIQGAAEC4ceOGwbZjx44JMplMACC89957EkVo6PLly4Ktra0AQKhUqZLwzz//CGlpaYJOpxNCQ0OFqlWrCgAER0dH4datW7mqe8aMGQIAYcaMGbnar2XLlgIAoWXLltmWef78uTBjxgxBLpcLAIT27dtnW65u3briNWnfvr2wYcMGITo6WiwTHR0t/P7770KrVq3EcgCEIUOGmBxzTtddT7992bJlRrf7+/sb/Xvp/44AhK5du4rXITU1Vdi4caPg6uoqABAqVKggxMbGivsNGzZM3O+7774TNBqNIAiCkJiYKPz222+Cl5eXwfleuHAhV+ezbNkysYy5uH//vqBUKgUAQrt27YT79+8LgiAIUVFRwpAhQwQAgkKhEA4fPpxl3x9++EGoUqWKUKVKFeHx48cG2xISEoRy5cqJz4W1a9cKqampgiAIwr///iv4+fkJAITq1asLKSkpBvt+/vnn4t9p4MCBQnh4uFjnwoULBRsbGwGA0LFjx1yfr/4x8+DBA5P3efDggRjPmjVrsi13/vx58bkIQPj999+Nltu9e7egUqkEAIJKpRI++ugj4eTJk+LjTavVCtevXxe+/vproUyZMmJ9rq6uwrZt20yKOTU1Vfz7+/r6Crt27RL//mq1Wli6dKlgbW0tABC+/PJLg3179eolABACAwMFtVptsG3+/PliPJ988okQExMjCIIgPHr0SOjTp4/B8+PQoUMmxVrY0tLShBo1aggAhICAAPGxrNFohIULFwoKhUIAIHz99ddZ9j116pT4GDf1b69/3jRs2DDbMteuXROsrKwEAEKfPn2EiIgIQRAyXlsnTZok/g0XLVqU+xMmIrIA5vNJiojIjLzuS+no0aPF7fv375cgwqx27NghODg4iHHZ2tqKX5YACG5ubsKxY8dyXW9+kyvW1taCp6dnlsXFxUVMUgEQ6tSpI0RFRWVbn1qtFj755BMxiaRfVCqVwXnqlxYtWgihoaG5irkwkytarVYYN26cQYzOzs7ilygAQpkyZYQ7d+4Y7BcWFmaQQJHL5UKpUqUM6hk6dKj4pXT79u25Oh9zTK4IgiBs2bJFPCcAQqlSpcTHi0wmE5YvX250v8xJLGPJijt37ggVKlQQy1hZWRk8bypWrGg0AZmeni4MHTrU4O/u5ORkcP3atWsnJCYm5vpc85tccXJyyvL88vDwMHheyGQyYerUqTnWeeXKFaFFixZZnkulSpUyOE8Agr29vTB69Ogcn7PGnDhxQnB2ds7x8dy5c+csya2FCxeK221sbARXV1chPT1dEISM59b48eMN6sz8+vLhhx+KrxvmklwRBEG4ceOG4O3tLcbt6Oho8JgfOHCgoNPpsuyX+XmdU2ItM1OSK4KQ8XqgT3brX6MyX5vcvg8QEVkSdgsiIsqDuXPnomzZsgCAkSNH5mmwxILWvXt3XLlyBePHj0flypUhk8kgl8tRs2ZNfPHFF7h58yaaNGlS5HGlpaVlmXI4KioKKSkpKFeuHHr06IHffvsNp0+fznFqT5VKhe+++w7h4eFYuHAhOnXqhLJly0Kr1UKn06Fs2bJo3bo1goODcfnyZRw+fBgtW7YswjPNmVwux5IlS3D06FG888478PPzQ3JyMmxsbFCrVi18+eWXuHr1apYuW/7+/jh37hw++OADlCtXDgqFAsnJyQgICED//v1x6NAhrFmzRry2W7ZskeL0ClyvXr1w8eJFDB48GD4+PlCr1XB1dUWXLl1w8OBBjBw5Mk/1VqxYEVeuXMG8efNQv359qFQqCIKAmjVr4uuvv8aZM2dQuXLlLPspFAqsWbMGe/bsQbdu3eDp6QmNRgNXV1d06NABv//+Ow4cOAB7e/v8nnquxcfHZ3mOxcTEwMbGBm+++SZGjx6Ns2fPZtulSa9GjRo4fPgwTpw4gYkTJ6JBgwZwcXFBQkICHBwcUKlSJfTv3x8rVqzA48ePsXTp0lxPx9uoUSNcvXoVkyZNQs2aNaFSqZCYmAgvLy906dIFmzZtwp49e7JMdT527Fh8+umn4hhYSqVSHEdGLpdj8eLF2LdvHzp16gR3d3ckJyejdu3aWL58uUG3OXMSGBiIK1eu4LPPPhO75NjY2KBx48ZYtWoV1q1bV2RTMOt98MEHOHLkCHr06AE3Nzeo1Wp4enqiV69eCA0NRXBwcJHGQ0RUnMgEwYxG+CIiIrMTHByMmTNnYsaMGfxgTVQIypUrh4cPH+LBgwcG4+0QERFR8cGWK0RERERERERE+cDkChERERERERFRPjC5QkRERERERESUD0yuEBERERERERHlAwe0JSIiIiIiIiLKB7ZcISIiIiIiIiLKByZXiIiIiIiIiIjygckVIiIiIiIiIqJ8YHKFiIiIiIiIiCgfmFwhIiIiIiIiIsoHJleIiIiIiIiIiPKByRUiIiIiIiIionxgcoWIiIiIqJCtXbsWMpks10toaKjUoRMRkQmspA6AiIiIiKikUyqV8PT0NKnsixcvkJ6eDgCQyWSFGRYRERUQmSAIgtRBEBEREREREBISgp49e0Kr1aJJkyYIDQ2FtbW11GEREdFrMLlCRERERGQGrly5gsaNG0OtVsPDwwMXLlyAt7e31GEREZEJOOYKEREREZHE4uLi0LNnT6jVaigUCmzcuJGJFSKiYoTJFSIiIiIiiQ0dOhT37t0DAMyePRutW7fOUz179uzB22+/DW9vb1hbW8PV1RWNGjXCrFmzEBMTk+1+jx8/xrRp01CrVi04OTnB3t4etWvXxsyZM5GYmGh0n/j4eMybNw8NGzaEk5MT7OzsEBAQgPfeew+XL1/O9jxlMhk++eQTHD9+HPXq1YOtrS08PT0xYsQIg7KxsbGYMWMG3nzzTTg6OkKlUqFKlSoYO3as+Lcy5sqVKxg5ciQqVqwIW1tbODo6olq1ahg7dixu3bplwl+RiCgPBCIiIiIiksy3334rABAACN27dxd0Ol2e6vn888/FegAIzs7OgpWVlfj/MmXKCDdv3syy365duwRnZ2exnL29vWBrayv+v2LFisLDhw8N9rl06ZLg7+8vlrGxsTGoQy6XC99++22WYw0ZMkQAIHTo0EFQqVQCAMHR0VEAIHz55ZdiuRMnTggeHh5ifdbW1gb129nZCevWrctSf0hIiGBjY2NwLkql0qCeLVu25OnvS0SUE7ZcISIiIiKSyJEjRzB16lQAQMWKFfHrr7/maYagCxcuYO7cuZDJZPj222+RkJCAuLg4JCcnY9euXXBxcUFERAQmTJhgsN+NGzfQp08fvHz5Eo0aNcLp06eRmJiIpKQk7N69G25ubrh79y4GDRok7hMZGYm33noLDx8+RNmyZbFjxw6o1WrExcXhzp076NmzJ3Q6HSZPnozVq1cbjffAgQPw8fHBjRs3EB8fj5s3b2LMmDEAgLCwMHTu3BlRUVFo3749Tp8+DY1Gg7i4ONy/fx/Dhg1DcnIyhg4dioMHD4p1pqam4v3330dqaireeecdPH78WDyXCxcuoE6dOkhLS8OoUaOQlJSU678xEVGOpM7uEBERERFZomfPngllypQRAAhKpVK4dOlSnuv67rvvBABC7dq1jW5fuXKlYG1tLQQGBgqpqani+i5duggAhCpVqghqtTrLfrt37xZbfZw6dUoQBEEYN26c2OLk7t27WfbR6XRC9+7dBQBC6dKlhYSEBHGbvuUKAGH//v1GY33nnXcEAMJbb70laLXaHMu8+eab4rozZ86IdcfGxmbZ586dO4JcLhd8fHyEM2fOGK2XiCiv2HKFiIiIiKiIabVaDBgwABEREQCAn3/+GbVq1cpzfY6OjgCA27dv49ixY1m261t73LhxQ5zaOT4+HgcOHAAATJo0CSqVKst+nTt3xrRp0/Dzzz/Dy8sLgiBg8+bNAIDhw4ejQoUKWfbRt54BgBcvXmDv3r1Zytja2hodVyYpKQl//vknAGDEiBGQy41/XRk9ejSAjBY7Dx48MPgbAMDatWshvDIpasWKFaHRaPD48WPUq1fPaL1ERHnF5AoRERERURGbNm0aDh06BAAYNWoU3n333XzV9/bbb6NUqVLQaDRo1qwZ6tWrhy+++AIHDx5ESkoKFApFlkTF5cuXkZqaCgBo2bKl0XplMhm++uorjBo1Cn5+fggLC0NkZCQAoF27dtnGU6VKFfj6+gIATp8+nWV7uXLlYGNjk2X9uXPnkJaWBiAjueLl5WV06dmzp7jPtWvXxGM2adIEADBx4kSUL18eH374IbZu3YrY2FgAMHpMIqKCwOQKEREREVER2rNnD7755hsAQL169bB48eIcy9evXz/bJMOmTZsAAO7u7ti/fz8qV64MICNJMXfuXLRt2xaurq7o3r07tm7dalCvPkkCAF5eXibF/vz5c/G+j49PjmX12zPvo+fk5GR0H31LHiBjtqDIyEijS+Y6M8+CtHXrVnTo0AFAxtgtP//8M3r37g03Nzc0bdoUixcvhkajMeFMiYhyh8kVIiIiIqIi8vDhQ7z77rsQBAGlS5fGli1bYGtrm+M+z58/zzbJkDlR0LBhQ1y/fh0HDhzAmDFjUKVKFQAZXW127dqF3r17o3v37khPTwcAsYVIbuh0ulyXNTZAb3bdfTLXf/PmTQiC8Nolc6sfLy8v/PXXX7h48SKmT5+ORo0awcrKCjqdDsePH8eECRNQq1YtPH361OTzICIyBZMrRERERERFIDU1FX369EFMTAzkcjnWr18Pf3//1+4XFhaWbWJh6NChBmUVCgXat2+PH3/8ETdv3kRERAR+/fVXNGzYEACwa9cubNiwAQDg5uYm7vfs2bNsj//gwQOxpYiHh4e4/vHjxznG/ejRoyz7vE7mmPT750Xt2rUxc+ZMnDhxArGxsdi9ezf69+8PALh79y6mTZuW57qJiIxhcoWIiIiIqAhMmDABZ86cAQBMnz4db731VoHVvW3bNkydOlUcbFbPy8sL7777Lg4fPowyZcoAAE6dOgUAqFOnjtiq5Pjx49nW3bFjR3h4eGDKlCkICAgQEyD//PNPtvtcv35d7OJTu3Ztk8+jbt26YquW/fv3Z1tuy5YtKFeuHFq1aoXw8HDxvGbPno3Zs2cblHVwcEBQUBA2bNggjtWi/xsQERUUJleIiIiIiArZhg0bsGzZMgBAp06dCrzlxK+//oo5c+Zg9uzZRrv7yOVyaLVaAICrq6t4qx+UdtGiRUb3O3jwIG7fvg0gY+YgmUwmtgBZtWoV7t27l2UfQRDwxRdfAABUKhU6d+5s8nm4uLiI5ZcvX467d+9mKZOUlISvvvoKDx8+xIsXL+Dn5wcgI0H05Zdf4quvvsq21Yt+BiH934CIqKAwuUJEREREVIhu3LiBESNGAMiY0eaPP/7IdsyRvBo7diyAjBmA+vXrh1u3bonb7t+/j/79+yMqKgoKhQKDBg0St82ZMwfW1ta4fPkyOnXqJM68k5aWhu3bt+Odd94BkDEzUIsWLQAAX3zxBTw8PJCQkIBWrVph165d4jgu9+7dQ+/evbFz504AwMKFC+Hi4pKrc/nmm2+gUqmQmJiIVq1aYceOHWL9V69eRZcuXXDlyhXI5XKDViqDBw+Gk5MTUlNTERQUhMOHD4sJpbi4OMycORM7duwAAAwZMiRXMRERvY5MeHUCeCIiIiIiKjDBwcGYOXMmgIwuKvb29ibv269fv9fOJqQ3ZcoUfPvtt+L/7ezsIJfLkZSUBACwsrLCypUrs4zTsmXLFgwePBjJyckAMmbySUpKEhMaderUwV9//WUwHsq5c+fQrVs3cWBYW1tbKJVKxMXFicf66quv8Pnnnxsca+jQoeIYMCdPnsz2XP7++2/07dtXrM/W1hZWVlZQq9UAMgbJXbx4McaNG2ew386dO9G3b19ximmFQgEHBwe8fPlSLDNixAgsX77c6EC7RER5ZSV1AEREREREliIxMRGJiYkml8+cFHidb775Bm3atMHKlStx6tQpREZGQi6Xo1KlSmjXrh3Gjx+PwMDALPv17t0bdevWxYIFC/DXX3/h8ePHsLW1xRtvvIF33nkHY8aMgY2NjcE+devWxbVr1/Djjz9ix44duH37NlJSUlC5cmW0bdsWH374IWrWrGly7K9q3749bt26hSVLlmDv3r24e/cukpOTUbZsWTRv3hwfffSROEhvZt27d8elS5fw/fffIzQ0FOHh4dBoNChbtiwaN26M4cOHi1M1ExEVJLZcISIiIiIiIiLKB465QkREFk2n02HFihVo3LgxnJycYGdnhypVqmDy5Mlic3QiIiIiopyw5QoREVksnU6H3r17Y/v27VAqlWjQoAEcHBxw+vRpPH/+HBUrVsTRo0fh6ekpdahEREREZMbYcoWIiCzW6tWrsX37dlSqVAlXr15FaGgodu/ejXv37qFr1664e/cuxo8fL3WYRERERGTm2HKFiIgsVtOmTXH8+HGEhISgS5cuBtueP38OT09PWFtbIy4uDkqlUqIoiYiIiMjcseUKERFZLFdXVwQGBqJx48ZZtrm7u8PFxQWpqamIjo6WIDoiIiIiKi7YcqWA6XQ68UO4SqWCTCaTOCIiosIlCAKSkpIAAG5ubpDLS0be/sGDByhfvjxsbGzw8uVL2NnZidv0r/VqtTrb13p7e/uiDJeIiIiIClhuPudaFVVQliI6OpoDHxKRxYqMjISHh4fUYRSIqVOnAgCCgoIMEisAX+uJiIiILM3rPueWjJ8XiYiICtAPP/yADRs2QKVSYc6cOVKHQ0RERERmji1XCphKpRLvR0ZGslk45UulSpUQERGBMmXK4M6dO1KHQwWspFxftVottuLI/BpYXC1ZsgQTJkyATCbDqlWrEBgYmKVM5vO8f/++0dd6vv4TERERFW+5+ZzL5EoBy9zv3t7enh+uKV/0ffrkcjkfSyVQSby+xXmcKUEQMGXKFMybNw8KhQKrVq1C//79jZbNfJ4eHh4l5voRERERkXGv+5zL5AoRSS89Hbh1y3BdlSqAFV+iqGhoNBoMGjQI27Ztg1KpxIYNG9C9e3epw6ISJjw8nDNPmSE3Nzf4+flJHQYRlUB83TdPhfW6z28uRCS92FigRg3DdVFRgLu7NPGQRYmPj0fHjh1x4sQJeHh4YNeuXWjYsKHUYVEJEx4ejiqBVZGsSZI6FHqFnVKFWzdvMMFCRAWKr/vmq7Be95lcISIii5WWloagoCCcOHECFStWxF9//YXy5ctLHRaVQNHR0UjWJKFiu4lQuvhKHQ79jyb2Ee7+swjR0dFMrhBRgeLrvnkqzNd9JleIiMhiBQcH4+jRo/Dy8kJoaCh8fHykDolKOKWLLxzcK0gdBhERFRG+7lsOJlckwv53JR/7cBOZt9jYWHz//fcAAE9PT0yePDnbsgsWLBBHiiciIiIiehWTKxIIDw9H1apVkZTE/nclmUqlwo0b7MNtEnd3QBCkjoIszKlTp8TX4UuXLuHSpUvZlg0ODmZyhYiIiIiyxeSKBKKjo5GUlITff/8dVatWlTocKgQ3btzAoEGD2IebyIx17NgRApN6RERERFQAmFyRUNWqVVGnTh2pwyAiIiIiIiKifJBLHQARERERERERUXHG5AoRERERERERUT6wWxARkUSexyWLt03G7DJpn+NLuxVmSERERERElAdMrhCR9LRa4NEjw3W+voBCIU08REREREREucDkChFJLyYGCAgwXBcVlTFFMxEREVExFh4ejujoaKnDoFe4ublxVk8qUEyuUIFr1aoVDh8+jMaNG+P48eNGy/Tv3x+bNm3CkCFDsHbt2qINkIiIiIioCISHh6NKYFUka5KkDoVeYadU4dbNG0ywUIFhcoUKhVwux8mTJ/Ho0SP4+voabEtKSsLu3bslioyIiIiIqGhER0cjWZOEiu0mQuni+/odqEhoYh/h7j+LEB0dzeQKFRgmV8zR8+eG/3dxAayyuVSvli1VCrC2Nl42OhoQhP//v7MzYGOT5zBzUqdOHVy7dg1//vknPv74Y4Ntu3btglKpRKlSpQrl2ERERERE5kTp4gsH9wpSh0FEhYhTMZsjDw/D5dat7MuWK2dY9uLF7MtWrWpYNpsuOwXB3t4eQUFB2Lx5c5ZtmzZtQp8+fWCVKWGk0+nwzTffoGLFirC1tUXlypXxww8/GOyn1Wrx7bffokaNGlAqlbC3t0eTJk1w8OBBsUxwcDAqVqyIPXv2oFatWmJdv/76a6GdKxUANzcgMdFwcXOTOioiIiIiIiKTMLlChaZfv344deoUwsPDxXXx8fHYt28fBgwYYFD2ww8/xPTp0zFo0CCEhISgT58+mDBhAmbNmiWWmTJlCmbOnIlRo0Zh//79WLFiBaKjo9G7d2+o1WqxXEREBMaOHYuPPvoIe/bsQUBAAIYOHYqbN28W/klT3shkgL294SKTSR0VERERERGRSdgtiApNUFAQHBwc8Oeff2LSpEkAgO3bt8Pd3R3NmjUTy92+fRsrV67E3LlzMXnyZABAhw4dIJfLMWfOHIwePRqlS5fG06dPMWfOHIwbN07cV6lUolevXrh8+TIaN24MIGNMl19++QVt27YFAFSuXBn+/v7Ys2cPAgMDi+r0iYiIiIiIyEKw5QoVGqVSia5duxp0Ddq4cSP69+8PWaZWCQcPHoQgCOjatSvS09PFpVu3bkhOTsaRI0cAAOvXr8eECRMQHR2NEydOYO3atfj9998BAKmpqQbH1idaAKBs2bIAYNC6hYiIiIiIiKigsOWKOYqKMvy/i0v2ZcPCDP+f0yCxN25kHdC2kPXr1w89evRAWFgYHB0d8c8//+Drr782KPPixQsAQPXq1Y3W8fTpUwDA2bNnMXr0aJw5cwZKpRLVq1eHv78/AEDIfF4AVCqVeF8uz8gh6nS6gjkpIiIiIiIiokyYXDFH7u6FU1aCAUI7duwIZ2dnbNmyBc7OzggICEDdunUNyuhnDTp48CAcHR2z1OHn54f4+Hh07NgRtWrVwtWrV1G1alXI5XLs3bsXW7duLYpTISIiIiIiIjKKyRUqVLa2tujevTu2bt0KBweHLAPZAkDLli0BANHR0WjdurW4/q+//sKiRYuwaNEiJCQk4MWLF/joo48MWrjs27cPAFulFHs6HfC/Fkyi0qUBOXsuEhERERGR+WNyhQpdv3790KVLF8jlcixZsiTL9ho1amDQoEEYMWIEwsLCUK9ePdy6dQtffPEFAgICULlyZSQmJsLJyQmzZ8+GlZUVrK2tsWXLFqxatQoAx1Mp9l68yJgePLOoqNy1zCIiIiIiIpIIkytU6Nq3b49SpUrBz88PVatWNVpmzZo1mDt3Ln7++Wc8evQInp6e6N+/P77++msoFAo4Oztj586d+PTTT9GnTx84OjrizTffxH///YdOnTrhyJEj6Nq1axGfGRFR7oSHhyM6OlrqMOgVbm5u8PPzkzoMIiIiKsaYXKECFxoaavB/a2trxMTEZCkXlmkwXisrK0ybNg3Tpk3Ltt5WrVrhzJkzWdbHx8eL94ODgxEcHJylzKsD3hIRFbXw8HBUCayKZE2S1KHQK+yUKty6eYMJFiIiIsozJleIiIiKQHR0NJI1SajYbiKULr5Sh0P/o4l9hLv/LEJ0dDSTK0RERJRnTK4QkfRKl846BXnp0tLEQlTIlC6+cHCvIHUYRERERFSAmFwhIunJ5Ry8loiIiIiIii3Oc0pERERERERElA9MrhARERERERER5QOTK0RERERERERE+cDkCtErOG0zERERERER5QaTKySpFy9ewMrKCk+ePMlzHW+//TaGDh2a71ji4uIwZMgQHDlyJMdyoaGhkMlkCA0Nzfcx6X8EAVCrDRcmuYiIiIiIqJhgcoUktX//flSvXh0+Pj653ler1WLcuHHYvn17gcRy8eJF/Pbbb9DpdAVSH+VCdDTg4GC4REdLHRUREREREZFJOBUzFapy5cph6NChCA4ONrp979696NSpU67rvXz5MsaOHYuzZ89CqVTmM0oiIiKiwhMeHo5o/mhgdtzc3ODn5yd1GERUQjC5QpLR6XQ4cOAAtm7dmut93333XTg4OODkyZPo1q2bSftER0djwoQJ+OeffxAXF4fAwEBMmjQJgwcPRmhoKFq3bg0AaN26NVq2bCl2+1m+fDkWLFiAR48eoUGDBnjvvfdyHS8RERFZpvDwcFQJrIpkTZLUodAr7JQq3Lp5gwkWIioQTK6YmXr16uHZs2dShwEA8PLywtmzZ3O9X3p6usH/dTqduE4mk0GhUAAATp8+jdTUVDRp0iTXx/jtt99Qq1atXO0zcOBAREVF4eeff4aTkxPWrVuHd999F76+vqhTpw6WLl2KMWPGYOnSpWjVqhUA4Mcff8S4ceMwbtw4dOnSBf/++y9GjhyZ63iJiIjIMkVHRyNZk4SK7SZC6eIrdTj0P5rYR7j7zyJER0czuUJEBYLJFTPz7NmzfA3uKrWwsDAEBAQYrJs1axZmzZoFAAYtQvbu3Yv27dvDyir3D8PcJlYA4PDhw5g2bRp69OgBAGjVqhVKly4NKysrODk5oVq1agCAatWqoVq1ahAEAbNmzULv3r2xZMkSAECHDh0QHx+Pn3/+OdfHpxy4ugIPHmRdR0REVEIoXXzh4F5B6jCIiKiQlJjkir4Vwt9//4127dpl2R4ZGYlZs2Zh//79ePLkCcqUKYM+ffpg2rRpcHBwyFJep9Nh7dq1+Omnn3D79m3Y2NigWbNmmD59OurUqVNo5+Hl5VVodedWXmLx9vbGmTNnxP9369YNXbp0EVt7ODo6itv27duHDz/8EEDG9MdardagLoVCAZlMlpfQjWrdujVmzJiBS5cuoXPnzujUqRPmz5+fbflbt24hKioK3bt3N1jft29fJlcKmkIBlCsndRRERERERER5UiKSK2fOnMHYsWOz3R4REYEmTZogLCwMNWrUQFBQEM6cOYN58+Zh//79OHr0qMGXfgAYPXo0li9fDhcXF7Rr1w6RkZHYuXMn9u7di7179xpN4BSEvHTDMSc2NjaoV6+ewf+9vb0N1gFAVFQUzp8/j44dOwLIaFWiH/NE79ChQ2L3nIKwceNGzJkzB5s2bcKff/4JuVyO9u3bY9myZVla2wBATEwMAMDd3d1gfZkyZQosJiIiIiIiIir+iv1UzCEhIWJXjeyMGzcOYWFhmDJlCq5cuYItW7bgzp076Nu3Ly5fvpxlJpvdu3dj+fLlqF69Om7fvo1t27bh2LFj2LJlC3Q6HYYOHYrk5ORCPrOSbd++fahZsya8vb0BAHXr1sWZM2cMlrp16xboMZ2dnfHtt98iLCwMN2/exNy5c3H06FGMHj3aaHk3NzcAGa2eMnvx4kWBxkVERERERETFW7FNrjx58gTDhg1D9+7dkZqaCk9PT6Pl7t27h+3bt8PX1xdfffWVuN7GxgYrVqyAo6Mjli9fDo1GI2777rvvAADz588Xv2ADQK9evTBw4EA8efIEmzdvLqQzswz79u1D586dxf87OjqiXr16BsurrYny4+HDh/D19cWWLVsAAFWqVMFnn32G9u3b49GjRwAgDrSrV6lSJfj6+uLPP/80WB8SElJgcREREREREVHxV2yTK1OnTsXatWtRt25dnDx5EoGBgUbL7du3DzqdDkFBQbC2tjbY5uzsjDZt2kCtVouDrMbHx+Po0aNwcHAw2vWnZ8+eAIA9e/YU7AmVUGFhYVlaBmm1Whw4cACdOnUqsjj8/f1RtmxZjB8/HqtXr8bhw4exYMEC7N27F7179wYAlCpVCkDGtb106RJkMhm+/fZb7N69GyNGjMCBAwfw1VdfYdmyZUUWNxEREREREZm/YptcCQwMxK+//opTp06hZs2a2Za7evUqAKBGjRpGt+tniLly5QoA4Pr169DpdAgMDDQ6i82r5XOiVquNLpbu5MmT0Ol0aNy4cZEed/v27Xjrrbcwbdo0dOjQAcuWLcOMGTMwffp0AED16tUxYMAA/Pjjjxg4cCAAYMCAAdi4cSNOnDiBbt26ISQkBMuXLy/SuImIiIiIiMi8FdsBbadMmWJSuYiICADZD0KqX//s2bM8lc9Jdl2Vzp0799p9S7KmTZsiLi6uwOoLCwszqZyXlxfWrFmT7Xa5XI4//vgjy/p+/fqhX79+Buv69++fqxjpNZ4/Bzw8DNdFRQGvDCZMRERERERkjoptyxVTJSYmAgBUKpXR7Uql0qBcbssTERERERERkWUrti1XTKUfpFQmkxndLgiCwe3ryr+6X04iIyNhb2+fZf2tW7deuy8RERERERERFQ8lvuWKg4MDABjMBpSZfkplfRLkdeX1640lTV5lb29vdCEiIvNy+PBhdOjQAR4eHnB0dESTJk2yzBRGRERERJSdEt9yxdvbG0D2Y6S8OsZKbssTUQFwcQH+N/i0wTqiIvDHH39g0KBBsLKyQuvWrWFlZYV///0Xffv2RXBwMGbMmCF1iERERERk5kp8ckU/k9D169eNbr927ZpBuWrVqkEul+PmzZvQ6XSQy+U5lieiAmBlBVSvLnUUZIGioqIwfPhwqFQqhIaGol69egCAmzdvolWrVpg5cyZ69OiB2rVrSxwpEREREZmzEt8tqGPHjgCA3bt3Q6vVGmx7+fIlDh06BAcHBzRv3hxAxkC2LVu2xMuXLxEaGpqlvu3btwMAOnfuXLiBExFRoVu6dCk0Gg3Gjh0rJlYAIDAwEHPnzoUgCFi8eLGEERIRERFRcVDikyv+/v7o0qULHjx4gM8++0wciDY1NRWjRo1CQkICRo0aBUdHR3GfMWPGAADGjh1r0D1o27Zt+OOPP+Dt7Y0BAwYU7YkQEVGB27NnDwCgZ8+eWbZ1794dMplMLENERERElJ0S3y0IAH788UecP38eCxcuxN69e1GjRg2cPn0a4eHhqFu3LoKDgw3K9+rVCwMHDsT69etRpUoVtGnTBtHR0Th27BhsbGywfv162Nra5juuGzdu5LsOMk+8tkTFg76rZ3Uj3dJcXV3h5eWFiIgIREVFwcPDw2gdUVFRRgcrf3WdfkB0XXoKtGnJ+Q2dCoguPQVAxvVRq9WFdhxef/NUFNef19488blv2fjct1y5vfa5eXzIBFPmFC4GWrVqhcOHD+Pvv/9Gu3btsmx/8uQJgoODsWfPHsTExMDf3x+9e/fG5MmT4eTklKW8VqvFTz/9hJUrV+LOnTsoVaoUGjZsiODgYLzxxhvZxqFWq8UZhxITE41+4A4PD0fVqlWRlJSU9xMms6dSqXDjxg34+fnluY6yZcviyZMn8PHxwePHjwswOjIHtg5uSFW/gI19adQdstqkfY4v7VbIUeWeKa975ig2Nhaurq5wdHREfHy80TJ169bF+fPncenSJdSqVUtcn/mciYiIiKjke93n3BLTcsXY+CiZ+fj4YOXKlSbXp1AoMG7cOIwbNy6fkWXl5+eHGzduIDo6usDrJvPh5uaWr8QKERWuxMREABmJ0OwolUqDskRERERExpSY5Epx4+fnxy/eRHrPnwPlyhmuCwsD3N2liIYshEKhAADIZLJsy+gbd+bUyPP+/fsmdQsCgEePHuHFixe5DZUKWenSpeHr61vox+H1N09Fcf157c0Tn/uWjc99y5Wba69Wq+Hp6WlSWSZXiMg8sJscFTF9tx59n2hjkpMz+kjn1ATUw8PD5K5QgYGBuYiQShpef8vFa2/ZeP0tF6+9ZSnxswUREREZ4+joCAcHB7x8+TLbBEtERAQAoEyZMkUZGhEREREVM0yuEBGRRZLJZKhRowYA4zN8xcTE4NmzZ3B3dze5OSgRERERWSZ2CyIi6ZUqBZw+nXUdUSHr1KkTTp48iR07dqBOnToG23bs2AFBENC5c2eJoiMiIiKi4oItV4hIetbWQP36hou1tdRRkQUYNmwYVCoVFi5ciOPHj4vrb926halTp0Imk2HSpEkSRkhERERExQGTK0REZLF8fX3x/fffQ61Wo0WLFmjfvj26dOmCN954A8+ePcOcOXNQs2ZNqcMkIiIiIjPHbkFERGTRRowYAV9fX3z77bc4efIkFAoF6tSpg0mTJuHtt9+WOjwiIiIiKgaYXCEiIovXsWNHdOzYUeowiIiIiKiYYrcgIiIiIiIiIqJ8YHKFiIiIiIiIiCgf2C2IiKQXHQ1UrWq47sYNwM1NmniIiIiIiIhygckVIpKeIGQkWF5dR0REREREVAywWxARERERERERUT4wuUJERERERERElA/sFkRE0nN2Bg4dyrqOiIiIiIioGGByhYikZ2MDtGoldRRERERERER5wuQKUQnVZMyuXO9zfGm3QoiEiIiIiIioZOOYK0RERERERERE+cDkChERERERERFRPjC5QkRERERERESUDxxzhagYeB6XnKcxVIgAjr9DRERERFTYmFwhIum9eAHUrWu47tw5oHRpaeIhIiIiIiLKBSZXiEh6Oh3w8GHWdURERERERMUAx1whIiIiIiIiIsoHJleIiIiIiIiIiPKB3YKISHpOTsDu3VnXERERERERFQNMrhCR9GxtgaAgqaMgIiIiIiLKE3YLIiIiIiIiIiLKByZXiIiIiIiIiIjygckVIiIiIiIiIqJ8YHKFiIiIiIiIiCgfmFwhIiIiIiIiIsoHzhZERNKLiQGaNzdcd+QI4OoqTTxERERERES5wOQKEUlPqwWuX8+6joiIiIiIqBhgtyAiIiIiIiIionxgcoWIiIiIiIiIKB/YLYiIpOfkBGzenHUdERERERFRMcDkChFJz9YW6NNH6iiIiIiIiIjyxCKSKzKZzKRyhw4dQqtWrcT/u7m54cWLF9mW12g0sLOzy294RGSiJmN25Xqf40u7me1xiIiIiIioZLCI5MrAgQOz3Xbv3j2cPHkSTk5OKF++vLj+4cOHePHiBXx8fAwSLpkpFIqCDpWIiIiIiIiIihmLSK78/vvvRter1WrUq1cPALBu3Tr4+fmJ2y5cuAAA6NOnDxYtWlT4QRIRERERERFRsWTRswVNmDABN2/exMiRI9Gtm2GT/vPnzwMA6tatK0VoRERERERERFRMWGxy5fTp01i1ahU8PDwwb968LNv1LVeYXCEiIiIiIiKinFhscmXChAkQBAGzZs2Cs7Nzlu3nz5+HUqnEuXPn0KxZM5QqVQouLi7o0qULTp06ZdIx1Gq10YWIXhEbC9Svb7jExkodFRERERERkUksMrmyb98+nDhxAr6+vhg2bFiW7VFRUXj69Ck0Gg0GDx4MrVaL1q1bo3Tp0tizZw+aNWuGTZs2vfY4np6ecHBwyLIQ0SvS04GzZw2X9HSpoyIiIiIiIjKJRSZXFi5cCACYNGkSrK2ts2zXj7fi5uaG48eP48SJE9i+fTvu3LmDhQsXIj09HcOGDcPjx4+LNG4iIiIiIiIiMj8Wl1y5fv06/vnnH5QqVQrDhw83Wuatt97C06dPcfHiRTRu3FhcL5PJMHHiRPTo0QMajQarVq3K8ViRkZFITEzMshARERERERFRyWERUzFnpu/O07NnT9jb2xstI5PJUKZMmWzr6Nq1K3bs2IGzZ8/meCx7e/tsj0FEmTg6AmvWZF1HRERERERUDFhccmXbtm0AgH79+uW5Di8vLwBAUlJSgcREZPHs7IChQ6WOgoiIiIiIKE8sqlvQo0ePcPXqVTg7O6Nt27bZlluxYgX69euHnTt3Gt1+//59AEDZsmULJU4iIioaOp0OK1asQOPGjeHk5AQ7OztUqVIFkydPRlxcnNThmSW1Wg2ZTAaZTMYZ8CwQr7/l4rW3bLz+lovX3nRFklx5+fJlURzmtfRTKDdo0ABWVtk32nny5Ak2b96MlStXZtkmCALWrVsHIGNsFiIiKp50Oh169+6NUaNG4dKlS6hTpw7atWuH2NhYzJs3D/Xr10dkZKTUYRIRERFRMZDn5Er58uXxySefvLbc4MGDERgYmNfDFCj9GCkNGjTIsdzQoUNha2uLPXv2GCRYdDodZsyYgdOnT6NatWro06dPocZLRESFZ/Xq1di+fTsqVaqEq1evIjQ0FLt378a9e/fQtWtX3L17F+PHj5c6TCIiIiIqBvKcXAkLC0NUVNRry929e9dsmlY/ePAAQEZiKCcBAQFYtmwZ5HI5Ro4cidq1a6NPnz6oUqUKZs2aBU9PT2zbts3oNM5ERFQ8rPnfIMoLFy40eF9wdHTEqlWrIJPJsGPHDmg0GqlCJCIiIqJiwuQBbTt06ICbN28arNu+fTv8/Pyy3ScxMREvX75E1apV8x5hAXr+/DkA08ZKGTZsGKpUqYJvv/0Wx44dw82bN+Ht7Y3x48dj6tSp8PDwKOxwiYioELm6uiIwMBCNGzfOss3d3R0uLi6IiYlBdHQ0fH19JYiQiIiIiIoLk5Mrn3zyCTp27Cj+Xz+gzesGtSlVqhQWLFiQ9wgL0MGDB3NVvkmTJtkOaktEeddkzC6D/zukJOKbfXMN1k3p9DkSbR2KMiyyMCEhIdlue/DgAWJiYmBjYwN3d/cs2wVBEO9HRUXB3t4+Sxlj60qCzO/7HNjO8vD6Wy5ee8vG62+5LP3aZz7nzJ//jMlVy5WHDx9Cp9NBEASUL18ePXv2xMKFC42Wl8lksLOzg7u7O2QymamHISILZKXTos7Tq1nWEUll6tSpAICgoCDY2dll2Z6UlCTef11X05LM09NT6hBIQrz+lovX3rLx+lsuS7/2SUlJcHDI/sdfk5MrAAyaRc+YMQO1atWCv79/3qMjIrPyaosSUxxf2q0QIiHKvXfffRenT59+bbkGDRrgt99+y3b7Dz/8gA0bNkClUmHOnDkFGSIRERERlVC5Sq5kNmPGjIKMg4iIKF/Cw8Nx69at15bz8vLKdtuSJUswYcIEyGQyrFq1KtvZ7tzc3BAZGQm1Wg2VSmW0hWZJ7RZEREREZCkEQRBbLLu5ueVYNs/JFQBISEjAunXrcPXqVSQlJUGn0xktJ5PJ8Ouvv+bnUERUgiVZ22F+85FZ1hHlRmhoaJ73FQQBU6ZMwbx586BQKLBq1Sr0798/2/JyuZwDmxMRERFZgJy6AmWW5+TKo0eP0KxZMzx+/Pi1A7swuUJEOUm1ssW2mkFSh0EWSqPRYNCgQdi2bRuUSiU2bNiA7t27Sx0WERERERUj+eoW9OjRI1SsWBGDBw+Gt7c3rKzy1RCGiIioSMXHx6Njx444ceIEPDw8sGvXLjRs2FDqsIiIiIiomMlzNmTv3r1wc3PD6dOnUapUqQIMiahky82gsc/jkgsxEiLLlpaWhqCgIJw4cQIVK1bEX3/9ZdEz/7zO2rVrMWzYMLRs2TJfXbCoeAkNDUXr1q2NbrO2toajoyOqVq2KPn364IMPPoCtrW0RR0iFhdfesvH6Wy5e+7zLc3Ll5cuXCAoKYmKFiIiKpeDgYBw9ehReXl4IDQ2Fj4+P1CERmS17e3v06NHDYF16ejpiY2Px33//4dixY9i6dSv+/fdfWFtbSxMkFQpee8vG62+5eO1zL8/JlYoVK+Lp06cFGQsREVGRiI2Nxffffw8A8PT0xOTJk7Mtu2DBAnh6ehZRZETmyc3NDb///rvRbWFhYWjWrBmOHDmCn376CR999FERR0eFidfesvH6Wy5e+9yT53XH4cOH49SpUzh8+HBBxkNERFToTp06JU6rd+nSJaxfvz7bJSEhQeJoicxbuXLlxATl1q1bJY6GihKvvWXj9bdcvPbG5bnlypAhQ/Dff/+hS5cuGDVqFBo1agQXFxfIZDKj5du0aZPnIInIfOVmDJns2KeoMfPvBQbrZrSfBLWtfb7rJjKmY8eOr53pjohMV6FCBQBAZGSkxJFQUeO1t2y8/paL1z6rPCdXXF1dIZPJIAgCFi1alGNZmUyG9PT0vB6KiEo4a106moSfy7KOiIiKh6tXrwIA/Pz8JI6EihqvvWXj9bdcvPZZ5Tm50qJFi2xbqRARERGRZbh8+TK++eYbAMA777wjcTRUlHjtLRuvv+XitTcuz8kVTsNIREREZBmio6MxaNAgg3Wpqal48OABzp07B0EQ8Pbbb2PIkCESRUiFhdfesvH6Wy5e+9zLc3KFiKigaKzs8GPjIVnWERGReVCr1Vi/fr3BOhsbG5QuXRpvvfUW+vfvj3fffZetmksgXnvLxutvuXjtcy/PyZXw8PBclWdfLCLKToq1Lf54822pwyAiomz4+/sjLCxM6jBIArz2lo3X33Lx2udenpMr5cqVMzlLxQFtiYiIiIiIiKikynNyxc/Pz2hyRavVIjY2Fmq1GgDQvHlzeHh45D1CIiIiIiIiIiIzlufkyuuaCF26dAljxozBkydPsG3btrwehoiIiIiIiIjIrMkLq+LatWsjJCQE0dHR+PLLLwvrMEREREREREREkiq05AoAuLi4oGXLlti5c2dhHoaIiIiKyPHjx+Hl5ZXtMn36dKlDJCIiIipyhT4Vs1qtRlxcXGEfhoiKMfsUNT4P/dFg3dxWY6G2tZcoIiLKTlpaGiIjI7PdHh8fX4TREBEREZmHQk2u7N69G6GhoahWrVphHoaIijlrXTra3DtusG5+iw8kioaIjBk6dCiGDh0qdRhUxFq1agVBEKQOgyTAa2/ZeP0tF6993uU5udKiRYtst2m1WkRFReH+/fsAgBEjRuT1MEREREREREREZi3PyZWjR4++toytrS3GjBmDcePG5fUwRERERERERERmLc/JlUOHDmW7TS6Xw8HBAVWqVIFKpcrrIYjIQiRb2WJVvf5Z1hERERERERUHeU6utGzZsiDjICILlmxth1UNBkgdBhERERERUZ4UyIC29+/fx+HDhxEREQFbW1t4enqiZcuW8PX1LYjqiYiIiIiIiIjMVr6SK7GxsRg5ciS2bdtmdHu3bt3wyy+/oHTp0vk5DBERERERERGR2cpzckWj0aBt27a4ePEinJ2d0bFjRwQEBEAQBNy/fx9//fUXdu7cifDwcJw4cQI2NjYFGTcRERERERERkVnIc3Jl0aJFuHjxIrp06YLff/8dTk5OBtvj4+MxcOBA7N27Fz/++CM+/vjjfAdLRERERERERGRu5HndcePGjXBzc8OGDRuyJFYAwMnJCRs3bkTp0qWxfv36fAVJRERERERERGSu8txy5e7du+jcuTPs7e2zLWNvb4/mzZvj77//zuthiMgCqFKTMPHISoN1i5qPQJINp3InIiIiIiLzl+fkirW1NdRq9WvLJSUlQSaT5fUwREWmyZhdud7n+NJuhRCJ5bHRpiHo1kGDdUubDEWSRPEQERERERHlRp67BdWqVQuHDx9GWFhYtmXCwsJw+PBh1K5dO6+HISIiIiIiIiIya3luuTJq1Ci8++676NChA3755Re0aNHCYPuRI0cwfPhwpKSkYPjw4fkOlIgoL/LSIomIiIiIiCg38pxcGTRoEPbu3YuNGzeidevWcHNzQ7ly5SCTyfDgwQNER0dDEAT069cP7777bkHGTEQlTIqVDda/0SPLOiIiIiIiouIgz8kVAFi/fj0aNWqE77//HmFhYXj+/Lm4zd/fHxMnTsS4cePyHSQRlWwaayWWNhkmdRhERERERER5kq/kikwmw/jx4zF+/Hg8fvwYT58+RVpaGvz8/ODr61tQMRIRERERERERma1cJ1dSUlLwyy+/AADGjBkjri9btizKli2Lffv2oX79+vjggw/w2WefQaUyn6lUQ0JC0K1b9rO79OvXDxs3bhT/HxkZiVmzZmH//v148uQJypQpgz59+mDatGlwcHAoipDJzHE8D9LjY4GIiIiIyHLlKrkSFRWFtm3b4vr162jevLlBckXv4MGDiIqKwqxZs7B582YcOHAAZcuWLbCA8+P8+fMAgBYtWhhtWdO4cWPxfkREBJo0aYKwsDDUqFEDQUFBOHPmDObNm4f9+/fj6NGjcHR0LLLYiYjIfOh0OkRHRwMAVCoVZDKZxBERERERUUETBAFJSUkAADc3N8jl2U+4bHJyJTU1FW3btsW1a9dQqVIlDBtmfHyEadOmITAwEHPnzsXNmzfRpUsXnD17FlZW+eqBVCAuXLgAAFiyZMlrp4ceN24cwsLCMGXKFMydOxdAxt9g8ODB2Lx5M4KDg7FgwYJCj5mIiMxPdHQ0PD09pQ6DiIiIiIpIZGQkPDw8st2efdrlFStWrMC1a9fQoUMHXLhwAUOGDDFazsnJCe+//z7OnDmDRo0a4cqVK1i9enXuIy8E58+fh52dHapXr55juXv37mH79u3w9fXFV199Ja63sbHBihUr4OjoiOXLl0Oj0RR2yERERERERERk5kxuTrJ582bY2dlh9erVJo2j4uLigvXr16Ny5crYuHEjRo4cma9A8+vFixd49OgRGjRo8NpWNPv27YNOp0NQUBCsra0Ntjk7O6NNmzbYuXMnQkND0alTp8IMm8giqFKT8OHJ3wzWLWv0LpJszGfMJqLMMr8PRkZGwt7eHgDMYjyuxMREqUOwGL1798b+/fulDqNYsbW1hYODA1QqFRwcHGBvby8ujo6O8PHxQUBAAPz9/REQEICyZctm+SxmTszhOV9cKZVKqFQqg1snJyf4+PiIYzmWLVsWPj4+qFChglmN46i3b98+9OnTR+owih1bW1vY29tDpVJluXV3d4e/vz/8/f3h5+cHf39/eHt7m0UvCGPGjRuHNWvWSB1GsWJjY2PwPpD51tHREd7e3ggICEC5cuVQrlw5+Pn5wcbGRrJ41Wq12Fr5da9DJj9Kr169irp168Lb29vkQAICAtCwYUNcvnzZ5H0Ki368FV9fX0yePBk7d+7Ew4cP4eXlhV69emHq1KlwcXEBkHGuAFCjRg2jdVWrVg07d+7ElStXckyuqNVqo+v1H8KJKIONNg29ru4zWLeq/gAkSRQP0etkHmNF/8XQXJhTLCWduX7YN2cpKSlISUnBixcvTCqvUChQvnx5NGrUCI0bN0bTpk1Rs2ZNjnNUAmg0GpNbgcvlcgQGBqJOnTpo0KAB3nrrLVSqVEnyx4GdnZ2kxy+u9K8DMTExJpW3srJCzZo10bBhQzRo0ABt2rSBv79/IUdpGnNO/pqr1NRUxMTEmHz9ZTIZ/P390bBhQzRp0gRNmjRBnTp1chz7pLC87jXH5E8FGo0GZcqUyXUAZcuWxenTp3O9X0HTJ1e2bt0KR0dHtGzZEmXLlsWZM2ewYMEC7Nq1C//99x+8vLwQEREBANmer379s2fPcjxmdv3xBUHI62kQERERWQytVos7d+7gzp07WLduHQDA398fvXv3Rp8+fdCgQQPJv2BT4dPpdLh+/TquX7+O33//HQBQoUIFdOrUCZ07d0arVq2gVColjpIKS3p6Oi5cuIALFy7g559/BgC8+eab6NGjB3r27IkaNWrwdaAEEwQBYWFhCAsLw6ZNmwBkfB9/++230adPHzRr1gwKhULiKDOYnFzx9vbGkydPcn2AZ8+emUWTSf1gtkFBQVi/fj2cnZ0BAM+fP0f//v1x8OBBjBgxAiEhIWKT6uya/ehfvNn0mohKqtxMLa1NSy7ESIiIDD18+BALFizAggUL4Ovri969e6N3795o3Lgxv2BZkHv37uHHH3/Ejz/+CDs7O7Rp0wYjR45Ely5dzOaLFhUefbJlxowZqFChAnr27In+/fujbt26UodGRSAiIgJLly7F0qVL4eHhISZaWrZsKenz3+S2NFWrVsXly5cRGxtrcuUvX77E2bNnUaVKlTwFV5B+++033L59G3/++aeYWAEAd3d3rFu3Dvb29ti9ezfCwsLEC5LdG7S+5cnrWqBERkYiMTExy0JEhlIV1thao5PBkqpgM0siIsrZo0ePsGjRIjRt2hRvvvkmtm3bBp1OJ3VYVMSSk5Oxd+9e9OjRAxUrVsSCBQty9Z2Fird79+5h/vz5qFevHtq2bYt//vmHPQUsSFRUFH7++We0bdsWVatWxa+//or09HRJYjE5uTJ48GCo1WrMmjXL5Mpnz54NjUaDzp075ym4gmRjY4NKlSoZbTLo7e2NOnXqAADOnTsntrTJrh9ocnLGr7Sv69eeeZC2zAsRGUqyUWFBiw8MFg5mS0REuXHp0iX06tULb7zxBv78808mWSxUWFgYPvnkE5QtWxYffvghbt26JXVIVIQOHjyI9u3bo0GDBky2WqA7d+5g6NChqFKlClavXo20tLQiPb7JyZWePXuiWrVqWLx4MaZPn46UlJRsy6ampiI4OBjz58+Hm5sbRo8eXSDBFiYvLy8AQFJSkjhob3ZjqrxuTBYiIiIiksaVK1fQt29f1KxZE5s3b+Yv2BYqKSkJP//8M2rUqIFPPvkECQkJUodERejs2bPo1asXqlevjl27TO/qTCXD/fv38f7776Ny5cr45ZdfoNVqi+S4JidXbGxssHnzZtjb22P27NmoUKECxo4di3Xr1uHAgQPYu3cv1q5diw8//BAVKlTArFmzoFQqERISgtKlSxfmObxWamoqhg8fjh49emQ7g8/9+/cBZAzAW7NmTQDA9evXjZa9du0aAIjliIjIfOh0OqxYsQKNGzeGk5MT7OzsUKVKFUyePBlxcXFZykdGRmLs2LGoWLEilEolypcvj8mTJ7MbJ1Exd/36dfTr1w/du3dHZGSk1OGQRNLT07FgwQIEBgZi06ZNTLZZmJs3b6J79+4YNGiQybPTUMkRFhaGESNGoHXr1ggLCyv04+Vq/qJq1arh/PnzqFu3Lp4+fYply5Zh6NCh6NSpE7p27Yr3338fy5cvx5MnT9CsWTOcOXMGDRo0KKzYTWZjY4O///4bO3fuxL59+7Jsv3z5Mi5evAhnZ2c0atQIHTt2BADs3r07S5br5cuXOHToEBwcHNC8efMiiZ+IiEyj0+nQu3dvjBo1CpcuXUKdOnXQrl07xMbGYt68eahfv77Bl6yIiAg0atQIS5cuhVKpRFBQELRaLebNm4emTZvyl06iEiAkJAQ1a9bkr9cW7unTp+jfvz86dOjArkIWaP369ahWrRp27twpdSgkgSNHjqBWrVpYu3ZtoSZYcz05dMWKFXH69Gn8999/GD16NNq0aYOqVauiZs2a6NChA7744gucOnUKhw8fRrVq1Qoj5jwZNWoUAODjjz/GvXv3xPWRkZEYNmwYtFotPv30UyiVSvj7+6NLly548OABPvvsM/ECpKamYtSoUUhISMCoUaPg6OgoybkQEZFxq1evxvbt21GpUiVcvXoVoaGh2L17N+7du4euXbvi7t27GD9+vFh+3LhxCAsLw5QpU3DlyhVs2bIFd+7cQd++fXH58mUEBwdLdzJEVGCeP3+O7t27Y/jw4UyaWrh//vkHb7zxBlavXi11KFTEIiMj0aNHDwwcOBAvXryQOhwqYgkJCRg2bBh69eqF58+fF8oxZIKFtI1LTU1Ft27d8Ndff8HOzg7NmzeHra0tQkNDkZiYiF69emHTpk3iTEEPHz5EkyZN8PTpUwQGBqJGjRo4ffo0wsPDUbduXYSGhhqdYlqtVovrExMTOYBtMZKbqWeLyrlf30Oq+gVs7Euj7hB+CChp8nJ9jy/tluvjFPZjW5uWjNMr+wGQ/nWvadOmOH78OEJCQtClSxeDbc+fP4enpyesra0RFxeHp0+fonLlyvDx8cG9e/dgbf3/M1S9fPkSvr6+0Ol0eP78eZbB0LN7rTeHaWAt5G3dLHTt2hW7d++WOgzKpfLly2PHjh0F0r3bHJ7zlHdDhw7FsmXLYGdnl6f9d+/eja5duxZwVFQUAgICEBISgurVq+ernlGjRmHFihUFFBUVFU9PT2zZsgXNmjV7bdncfL/PdcuV4srGxgZ79uzB4sWLUbVqVRw9ehShoaGoXr06Vq5ciT///NNgTmx/f3+cPn0aw4cPx8uXLxESEgI7Ozt88cUXOHjwoNHEChHljTJNgzHH1xgsyjTjs3UR5cTV1RWBgYFo3Lhxlm3u7u5wcXFBamoqoqOjsW/fPuh0OgQFBRkkVgDA2dkZbdq0gVqtRmhoaBFFT0RF4f79+2jWrBkOHjwodSgksbVr16JDhw5Gx+Oiku3Bgwdo0qQJ9u/fL3UoJIHIyEi0a9cOf/75Z4HWa1WgtZk5hUKB8ePHGzQJz4mPjw9WrlxZyFERkW16KgZe3GGwbv2bb0NjnXXqdKKchISEZLvtwYMHiImJgY2NDdzd3XH16lUAQI0aNYyW1/fNvnLlCjp16lQo8RKRNOLj49GxY0f8/vvv6Nu3r9ThkISOHDmCFi1a4O+//4anp6fU4VARio+PR5cuXbBp0yb06tVL6nCoiKWkpKBv37744YcfMHbs2AKp02JarhARkWWbOnUqACAoKAh2dnaIiIgAAJQpU8Zoef36Z8+e5VivWq0WFyIqPtLS0vDOO+9gx44dUodCErty5Qp69eqF1NRUqUOhIqbVatGvXz9s2bJF6lBIIuPGjSuwrl1MrhARUYn3ww8/YMOGDVCpVJgzZw4AiFMtq1Qqo/vox1l53ZTMnp6ecHBwYHdRomJI/8Xq77//ljoUktixY8cwYcIEqcMgCWi1WgwYMACnTp2SOhSSyAcffIA//vgj3/UwuUJEkktVWGNPlTYGS6rC+vU7EplgyZIl+OijjyCTybBq1SoEBgYCgDjOVnYDUuoHhuUAsUQlW2pqKt555x2DadrJMi1btgyrVq2SOgySQHp6OgYMGICXL19KHQpJQBAEDB8+HLdv385XPRY15goRmackGxVmt/1I6jCohBEEAVOmTMG8efOgUCiwatUq9O/fX9yub2mi0RgfPDk5ORkAXjv7UWRkpFiGrVeIiqfo6GgMHz4cu3btKlYzAI0fPx7ly5fP8/6CIEAQBOh0uiz3dTod0tLSkJycjJSUlNfeqtVqREdHIzo6GjqdrgDPsmiNHj0aNWrUQMOGDaUOhYrYgwcP8OGHH2L9+vXF6nWACoZGo8GgQYNw7NixLBMdmIrJFSIiKnH0b5Dbtm2DUqnEhg0b0L17d4My3t7eALIfU+V1Y7Lo2dvbSzr9NBEVjN27d+OXX37BiBEjpA7FZH379kXTpk2lDsOATqdDTEwMwsLCcP36dVy/fh1XrlzBoUOHsk1mm5PU1FQMHToU165dg1zORv6WZsOGDXjrrbcwZMgQqUMhCZw5cwZz5szBjBkz8rQ/kytERFSi6GcBOXHiBDw8PLBr1y6jv0DWrFkTAHD9+nWj9Vy7ds2gHJE5ys+vq+zyltXEiRPRunVrVKxYUepQii25XA43Nze4ubmhXr164vrExESEhIRgw4YN2L9/P9LS0iSMMmc3b97Ejh078Pbbb0sdSo6cnJxw7ty5fNXxamulzLdarVZsnaTRaJCcnCwumf+vv//y5UtERkYiMjIST58+xaNHjwroTIvWmDFj0KRJE1SqVEnqUEzC94GCNWvWLHTq1AkNGjTI9b5MrhARUYmRlpaGoKAgnDhxAhUrVsRff/2VbZP5jh07Asj4tXrRokXiGCwA8PLlSxw6dAgODg5o3rx5kcROlFuTJ0/GN998k+96svtype8SotFoxC9Pxu5rNBokJSUhOjoaz549w7Nnz/Dw4UPcuHED6enpBXCmRUetVuPdd9/FsWPH2C2ggDk4OGDAgAEYMGAAYmNjsW3bNmzcuBEHDx40y25Ec+fORc+ePc36caBQKMw6EZiYmIirV6/i0qVLOHXqFLZu3Yr4+Hipw3ottVqNr7/+Gr/++qvUobzW4MGD8dtvv+W7nuzeB9LT03N87X/1/y9evBDfB8LDw3Ht2rViNwuXVqvFoEGDcPnyZdjZ2eVqXyZXiIioxAgODsbRo0fh5eWF0NBQ+Pj4ZFvW398fXbp0we7du/HZZ59h/vz5kMlkSE1NxahRo5CQkIBJkybB0dGxCM+AqOjJZDKD5KKeUqmEk5NTnutNSUnBtWvXcOHCBRw4cAC7du0SxzIyZydOnMDBgwfRtm1bqUMpsVxcXPD+++/j/fffx7Vr1zB27FiEhoZKHZaBs2fP4t9//0W7du2kDqXYcnBwQKNGjdCoUSOMGjUKP/74I7Zt24Y1a9bg4MGDUoeXo40bN2LevHnw9PSUOpQikd37AIB8fQ5KS0vDjRs3cPHiRRw8eBDbtm1DQkJCnusrKnfu3MGff/6JwYMH52o/diQkIqISITY2Ft9//z2AjOmRJ0+ejEGDBhld9LOC/Pjjj/D29sbChQtRrVo19OnTB5UqVcKmTZtQt25dBAcHS3dCRMWcra0t6tSpg/fffx+bNm1CZGQk1qxZg3bt2pl1awAgY9YYKhrVq1fHwYMHsWHDBpQuXVrqcAzMnTtX6hBKFJVKhUGDBuHff//F/fv3MWPGDPj7+0sdllGpqalYsWKF1GEUe9bW1qhVqxbeffddrF27Fs+ePcPGjRvRpUsXWFmZdzuPvLwPMLlCRJKzS0vG+6c3GCx2aeb/6yaZl1OnTiEpKQkAcOnSJaxfvz7bRf+rib+/P06fPo3hw4fj5cuXCAkJgZ2dHb744gscPHiQs/8QFSAnJycMHToUf//9Nx49eoQJEyaY7YfrHTt24MmTJ1KHYTFkMhn69++PCxcumNU4VwcPHkR0dLTUYZRIAQEBCA4Oxv379/HDDz+Y5cDwy5YtM+uxgYojlUqFfv36ISQkBBEREZg+fXquu94UlRMnTuDixYu52ofJFSKSnF16Ct4/u9FgsUtPkTosKmY6duwoTiX6uiVzH3UfHx+sXLkST58+RXJyMm7duoXZs2fnqzsEEeXMx8cHixYtwpUrV8Txj8yJVqvFL7/8InUYFsfX1xd///03KleuLHUoojNnzkgdQokml8sxduxYXL161ey64kVERGDr1q1Sh1Fiubm5YebMmbh16xb69esndThG5bb1CpMrRERERCSJwMBA7N27F6tWrYJSqZQ6HAMrV64sdgPylgSenp74559/4ObmJnUoAIDTp09LHYJFKFeuHP766y9MnDhR6lAMrFu3TuoQSjw/Pz9s3LgR27ZtQ6lSpaQOx8D69etzNQgzkytEREREJBmZTIb33nsPhw8fhru7u9ThiJ48eWL2g26WVL6+vpg1a5bUYQBgcqUoKRQKLFiwAB988IHUoYjyO9U1ma5nz544efIkypUrJ3UoIrVajV27dplcnskVIpJcmtwKBys0MVjS5ObZD5+IiApH/fr1ceDAAahUKqlDEZ0/f17qECzW8OHDUa1aNanDwKlTpyAIgtRhWAyZTIYffvgBnTp1kjoUAEBkZCQiIiKkDsNiVKlSBQcPHjSblmsAcjXuCpMrRCQ5ta09vnxrssGitjW/gc2IiKhwvfHGG/jtt9+kDkOU28EMqeBYWVmhf//+UoeBFy9ecHDjImZlZYV169blawrggsQka9EKCAjA1q1bzWbA8ytXrphclskVIiIiIjIbvXr1wtixY6UOA0DGzGMknTZt2kgdAgAgLi5O6hAsTunSpc1m/JULFy5IHYLFadGiBb766iupwwDA5AoRERERFWNffPEFbG1tpQ4Dt2/fFqd4p6JXv359qUMAACQkJEgdgkWaOHGiWQx0zeSKNMaNG4fSpUtLHQYHtCUiIiKi4qtMmTIYMWKE1GFAp9Ph6tWrUodhsWxsbMziy7VGo5E6BItUqlQpNGzYUOowcOvWLalDsEgODg74+OOPpQ4jV5hcISIiIiKz069fP6lDAJC7JuFUsDQajVkkNuzs7KQOwWI1a9ZM6hCQmJgodQgWy1zeB0zF5AoRERERmZ26deuaxYCGMTExUodgscxlIFl7ew6yL5U333xT6hCYXJFQ+fLl4e7uLnUYJpP+HYuILJ5tWgp6Xd1jsG5rjSCkWEvf356IiKShVCrxxhtv4OzZs5LGoVarJT2+Jdu4caPUIQDImL2EpOHs7Cx1CGbRespSyWQyNGrUCCEhIVKHYhImV4hIcsr0ZIw98avBur2BbZlcISKycD4+PkyuWKikpCQsXrxY6jDg7e0NJycnqcOwWObQasQcBte2ZGXLlpU6BJOxWxARERERmSVra2upQ4BWq5U6BIu0Zs0aREdHSx0GAgMDpQ7BokVEREgdAsfckZg5vA+YiskVIiIiIjJLz58/lzoEs5itxtIkJydj/vz5UocBgMkVqZ0+fVrqEODp6Sl1CBbNHN4HTMVuQUQkuTS5FY771c2yjoiILNuzZ8+kDoHJlSKWnp6OAQMGICwsTOpQAABt27aVOgSL9eLFC2zYsEHqMFCpUiWpQ7Bo5vA+YCp+eyEiyalt7fFJl+lSh0FERGbkzp07uHXrltRhwM/PT+oQLEZqaipGjBiBHTt2SB0KAMDR0RGdOnWSOgyLtWrVKiQnJ0sdBipWrCh1CBbrxYsXOH78uNRhmIzJFSIiIiIyOytWrJA6BABAhQoVpA7BIjx58gS9e/fGyZMnpQ5F1L17d7ZckohWq8VPP/0kdRgA2HJFSr/++itSUlKkDsNkHHOFiIiIiMxKcnIy1qxZI3UYAJhcKWxxcXGYNWsWatasaVaJFQDo37+/1CFYrPXr1+Phw4dShwEAqFy5stQhWCRBEPDzzz9LHUausOUKEREREZmVrVu34sWLF1KHAZVKxcEsC0lMTAy+//57LF68GPHx8VKHk0XdunXZJUgi58+fxwcffCB1GAAAZ2dn1K9fX+owLNKhQ4dw584dqcPIFSZXiIiIiMhsJCcnY968eVKHASDjF2uZTCZ1GCWGTqfD+fPnsXnzZixbtgyJiYlSh5StRYsWQS5nI/+iduvWLXTr1g0ajUbqUAAAnTt3ho2NjdRhWBytVovZs2dLHQYAwN3d3eQZi5hcISIiIiKzIAgCRo8ejcuXL0sdCgCgQ4cOUodQrMXExODKlSu4evUqzp07h3379hWLmT969eqF5s2bSx2GxTly5Ah69OiBmJgYqUMRde/eXeoQLNL06dNx8OBBqcMAkDFj2MaNG00qy+QKEUnOJj0FXW78Y7Bud9V2SLWylSgiIiIqaoIg4JtvvjGbsVYAoEuXLlKHUGQEQYAgCNBqtVmW9PR0JCQkIC4uLsvy8uVLo+sjIyMRGRkp9WnlmpOTE7777jupw7AoMTEx+Oabb7B48WKkpqZKHY7I2tqaXcMksHr1asyZM0fqMESdOnVicoWIig9VWjI+OWI4K8TBis2YXCEishA6nQ6ffvopFi5cKHUoIhcXFzRu3FjqMHLUsmXLfHddEQQBOp0OOp2ugKIq3n799VcEBARIHYZF0Gg0+OGHHzB37lzExcVJHU4W7777LpycnKQOw2IIgoB58+ZhypQpUocisrKyQtu2bU0vX4ixEBERERHl6Nq1a5g4cSL+/vtvqUMx0KlTJ1hZmfdHZX3LEioY8+fPR48ePaQOo8RLSUnBH3/8genTp+Px48dSh2OUtbU1pk2bJnUYFuPBgwf47LPPsGXLFqlDMdC8eXOUKlXK5PLm/Y5BRERERCXS8+fPMX36dKxYscIsW0289957UodARSg4OBiTJk2SOowS6+XLlwgNDcWWLVsQEhKCly9fSh1SjkaMGAF/f3+pwyjx4uPjMWfOHCxatMisuoTp5fZ9gMkVIpJculyB8941sqwjIqKSJyUlBUuWLMHXX39tllPwAkDTpk3Rpk0bqcOgIjJp0iRMnz5d6jCKrbS0NMTFxSEmJgaxsbHi7YMHD3Dx4kVcuHAB9+/flzpMk9nZ2eGLL76QOowSLT09HatWrcK0adNMnomnqFWsWBH9+/dHSkqKyfswuUJEkku0dcDYHuYx3RoRERU8rVaLI0eOYNOmTdi6davZfpjWmz59OqdgtgC2trZYtGgRPvjgg2J5vZOTk7Fs2bJ81/PqQMbp6elZBjVOSUlBbGysQfJEf5uQkFAAZ2M+5s6dCx8fH6nDKHEEQcDp06exadMmbN68GU+ePJE6pBxNnToVVlZWTK4QERERUdHTarWIjY1FdHQ0rly5gnPnzuH8+fM4d+6cWU2vmpOGDRuiffv2UodBhaxq1arYuHEjatWqJXUoeabRaDB69GipwyhR2rVrh/Hjx0sdRrGm1Wrx8uVLREdH4/r16+L7wNmzZxEVFSV1eCYJCAjAwIEDc70fkytERERExVBcXBwePHiQ73p0Ol2WX6tfvZ+YmIiYmBjExMTgxYsXBreZ75vjjB+5IZPJMH/+/GLZioFMN3z4cHz//fewt7eXOhQyI+XKlcOGDRvyPQNXUUpISCjQ94Gc3gvUanW2r/2Z18XGxkIQhAI4O+nMmzcP1tbWud7PopIrOp0Ov/zyC9asWYNr164hNTUV/v7+6NGjBz7//PMsIwG7ubnhxYsX2dan0WhgZ2dXyFETERERZbV8+XIsX75c6jBKlI8++gjNmjWTOgwqJE5OTlixYgX69esndShkZlxdXRESEgI3NzepQ8mVHTt2YMeOHVKHUaL07dsXvXv3ztO+FpNc0el06N27N7Zv3w6lUokGDRrAwcEBp0+fxrx587Bt2zYcPXoUnp6eAICHDx/ixYsX8PHxQatWrYzWqVBwwE0iIiKikqBOnTqYO3eu1GFQIWnYsCE2bNiAgIAAqUMhM1OqVCn8/fffqFGjxusLU4lWvnx5/Pzzz3ne32KSK6tXr8b27dtRqVIl7N+/H+XLlweQ0ZRq4MCBCAkJwfjx47Fp0yYAwIULFwAAffr0waJFiySLm4iIiIgKl6urK7Zs2cIWySVQYGAgZsyYgT59+vCHUcrCyckJBw4cQJ06daQOhSSmVCqxdetWuLi45LkOi0murFmzBgCwcOFCMbECAI6Ojli1ahU8PT2xY8cOaDQaKJVKnD9/HgBQt25dSeIlsiQ26alod/eIwbp/KjZHqpWNRBEREZGlcHBwwL59+9iioYQJDAzE9OnT0bdvXyZVyCh3d3fs2rUL9evXlzoUkpi1tTW2bduGN954I1/1WExyxdXVFYGBgWjcuHGWbe7u7nBxcUFMTAyio6Ph6+srtlxhcoWo8KnSNPjy4BKDdcf96zG5QkREhcrW1ha7du1CgwYNpA6FCoC1tTV69uyJkSNHonXr1sVqYFIqWnXr1sW2bdvg5+cndSgkMblcjvXr16Njx475rstikishISHZbnvw4AFiYmJgY2MDd3d3AMD58+ehVCpx7tw5jBgxAlevXoVMJkPTpk0xbdo0NGzY8LXHVKvVRtdzZHIiIiIiaSkUCmzevBmtW7eWOhTKB5lMhoYNG6Jnz54YOnQoPDw8pA6JzNygQYOwYsUKKJVKqUMhM7B8+XL06dOnQOqymORKTqZOnQoACAoKgp2dHaKiovD06VMAwODBg9GoUSO0bt0aV65cwZ49e/DXX3/h999/f+1I4/rBcV9V3KemIiIiIirOHB0dsXnz5gL5pZKKnru7Ozp27IhOnTqhQ4cOKF26tNQhUTHg6uqK+fPnY+jQoZxunWBra4tVq1Zh4MCBBVanxSdXfvjhB2zYsAEqlQpz5swBAHG8FTc3N+zatUvsSiQIAr7//nt8/PHHGDZsGJo2bYqyZctKFjtRSaGVKXDDvWKWdURERAUtICAAISEhqF69utShkInkcjkaNmyITp06oVOnTqhTpw67/FCuDBo0CAsXLhR7KZBl8/DwwI4dO4wOGZIfFp1cWbJkCSZMmACZTIZVq1YhMDAQAPDWW2/h6dOn0Ol08PHxEcvLZDJMnDgR//33H3bs2IFVq1ZhxowZ2dYfGRnJLkBEJkiwc8D7fRZIHQYREZVwzZo1w7Zt2/gFywzJ5XJ4eXmhTJky8Pb2RtWqVVGjRg3UrFkTgYGBnMmJ8qRmzZpYsGAB2rdvL3UoZCZq1qyJXbt2oVy5cgVet0UmVwRBwJQpUzBv3jwoFAqsWrUK/fv3F7fLZDKUKVMm2/27du2KHTt24OzZszkex97enskVIiIiIonZ2tpi1qxZmDhxIqysLPLjb6FRqVTiZ1794uDgkGWdsW3Ozs4oU6YMypQpA3d3d87qQwWmVq1amDJlCvr168dWTgQgY5ytzz77DNOnTy+0ZK3FvbtoNBoMGjQI27Ztg1KpxIYNG9C9e/dc1eHl5QUASEpKKowQiYiIiKiANG3aFKtWrUKVKlWkDqXAbdq0qVBmtlQoFFAoFJDL5ZDL5UbvKxQK2NnZ8YsrmQ2ZTIYuXbpgwoQJaN26NcdVIVGtWrWwevXqQp8J2KKSK/Hx8ejYsSNOnDgBDw8P7Nq1y+isPytWrMC///6Ld955x2ji5f79+wDA8VaIiIiIzJSnpydmzpyJESNGlNgEgI+PDypUqCB1GESSqlatGrp3745hw4ahUqVKUodDZqRUqVL4/PPPMWHCBNjY2BT68SwmuZKWloagoCCcOHECFStWxF9//YXy5csbLfvkyRNs3rwZarU6S3JFEASsW7cOQMbYLGSemozZJXUIREREJAFPT09MmDABY8eOhYODg9ThEFEhaNy4MXr06IEePXqgcuXKUodDZqZUqVIYPXo0Jk2aBFdX1yI7rsUkV4KDg3H06FF4eXkhNDTUYKDaVw0dOhTffvst9uzZg5UrV2LEiBEAAJ1Oh+DgYJw+fRrVqlUrsPmwiYiIiCh/KleujE8//RSDBg3i4KdEJYy1tTXatm2LHj16oFu3bjmOj0mWy8/PDxMnTsT7778PR0fHIj++RSRXYmNj8f333wPI+DVj8uTJ2ZZdsGABAgICsGzZMgwfPhwjR47Ejz/+iMqVK+PixYu4e/cuPD09sW3bNlhbWxfRGRCVbNbaNDR7cNpg3dGABkhT8DlGRETZc3Z2Rrdu3dCvXz906tSpxHb/IbIUMpkMnp6e8Pf3xxtvvIE333wTb775JmrWrAmlUil1eGSGVCoVgoKC0KdPH/To0UPS7+gWkVw5deqUOPjspUuXcOnSpWzLBgcHw9PTE8OGDUOVKlXw7bff4tixY7h58ya8vb0xfvx4TJ06FR4eHkUVPlGJZ5+ahNkH5hms6zzsN8QpnSWKiIiIzJWrqyu6d++O3r17o23btrC1tZU6JCJ6hVKphIODAxwdHeHg4GCw6NfZ29vDw8MDZcuWFZcyZcoUydgYVLw5ODiga9eu6N27Nzp27AiVSiV1SAAsJLnSsWNHCIKQ6/2aNGmCnTt3FkJERERERGQqNzc3vP322+jduzdatWrF1sNEyEhgLFiwoMDrNTYzlLFba2vrLMkTR0dH2Nvbc1ptKnD6loq9e/dGhw4dzLL7p0UkV4iIiIioeHBxcUHVqlVRt25d1K1bF/Xq1UNgYCC/rBG9ws7ODh9++KHUYRAVOCcnJ1SpUsXgfaB69epmn1hncoWIJKeVyXHfxTfLOiIiKt6USiUcHR3FRf/LtqOjI5ycnODj4wNfX1/4+vrCz88PZcuW5Qw/REQliJ2dndH3AP3i7e1t8D7g6+sLJycnqcPOEyZXiEhyCXaOGDTgR6nDICIqVurXr48WLVoUeL2Zm/4b6w6gv69SqbJ8UM78fwcHB7Y2ISIqRFWrVkXnzp0LvF5j7wHG3g8yJ06MJU/s7e3NvrVJQWJyhYiIiKgYatOmDb755hupwyAiIonUq1cP8+fPlzoM+h+2uyciIiIiIiIiygcmV4iIiIiIiIiI8oHJFSIiIiIiIiKifGByhYiIiIiIiIgoHzigLRFJzlqbhvqPLhmsO+NbG2kKyxldnIiIiIiIii8mV4hIcvapSZi/d5bBus7DfkOc0lmiiIiIiIiIiEzHbkFERERERERERPnA5AoRERERERERUT6wWxARSU4nkyHC0SPLOiIiIiIiouKAyRUikly8nRN6DV4pdRhERERERER5wuQKERFRCSJjq698EQRB6hCIiIioGOKYK0RERERERERE+cDkChERERERERFRPjC5QkRERERERESUD0yuEBERERERERHlAwe0JSLJWWnTUPPZTYN1V7wCka6wligiIiIiIiIi0zG5QkSSc0hNwtKdXxqs6zzsN8QpnSWKiIiIiIiIyHTsFkRERERERERElA9MrhARERERERER5QO7BRGR5ATIEGvnlGUdERERERFRccDkCpm1JmN2SR0CFYGXSicEvbdO6jCIiIiIiIjyhN2CiIiIiIiIiIjygckVIiIiIiIiIqJ8YHKFiIiIiIiIiCgfmFwhIiIiIiIiIsoHJleIiIiIiIiIiPKBswURkeQU2nRUjn5gsO62WwC0Cr5EERERERGR+eM3FyKSnGOqGqu2fmKwrvOw3xCndJYoIiLT1ahRA3J5RkPQ8uXLF+mxFQpFgdYnCIJJZWQymcG6V/+f07q8LFZWVlAoFLCysspy39j/raysYGdnJy62trZG79vZ2cHBwQEODg5wdHSEk5MT0tPTYWXFj0dkmru+vkV/UJksYwHgPWQIIM9jQ3Rjz/fXvQbon9eZn9/G7stkGXHJ5f9/39g6/X0rK8NFoci6LvNiYwPY2QG2thlL5vv6/9vZASoV4OCQsdjb//99W1vDuImICgA/PRAREeVDWFiYJMetVq0arl27JsmxgYwkiz4ZY+y+TqeDVqs1WHQ6HdLT05GWlobU1FSkpKSIt8nJyUhMTERCQgLi4uJw+/ZtbNiwAVFRUUV6XnK5HJ6envDx8UHZsmUxfPhwBAUFFWkMVHxUePSo6A/63XfAJ5+8vlxBEoScF50uY9FqjS/p6UBaGpCaCqSkZNzq76vVhkt8PPDiBRAdDTx/Djx6BNy/n1FPQZHLM5Isrq6AmxtQuvT/37q7A35+QPnyQN26gFJZcMclohKNyRUiIqJi6OnTpxgzZky+68ncWiW7+68rp9PpXnur1WqRlpYmJlf0t8nJyUhOToZGo0FycjISEhIQHx+f5/ORyWSwtraGjY2N2ErF1tbW4L6+xYq9vb3YckW/eHh4wNPTE56enihbtiy8vLzyHAtRiZGptYwk4uKA778HZs4smPp0uowkTnw8kFOC3MYGaNQI2Lo1I/lCRJQDJleIyCxorGylDoGoWHFyckL37t0LvN7cdPExdV1uF7lcDoVCId4au29tbQ1ra2tYWVkZ3Mrz2kWCiKQjCIBGAyQmZiQ8oqOBqKiM5eFD4OxZ4ODBwo3BwSGj5Urp0kDZskC5ckD9+kDz5kysEJFJmFwhIsnFKZ3RduRmqcMgKlYcHBzQoUMHqcMgoqL266/AyZMFX2/m1mr6+8bW6e/rdFm7BulvX+0SpL+v7xqUeUlOzugO9Op4L9bWhmOvODn9/31b24xWJa/e6u/b2WWMsaJf9GOuZP6/o+P/dwVydc3Yj4goH5hcISIiyoeTJ09CpVIV+XFt8/hFwFjrkqJkyqC5RMXG5cuvLaITdEhISUR8ykuo09RISU9BcnoyUtJToElPRoo2WVyXqk1Dui4N6bp0pOvSoRW0SNemI11IR5o2PWObkI50bSJ00EEn/G/RZdwKEKAVtNAJAgRBB61OK64TBCGjjH58JAjI1MHPcL2g32o4gK0g05fOKIf/tTYDZJDL5IBcBtn/9hHkcghymTh4rSBTQJBbQSazhyCXQZDJAIUcgAw6Kzl0cjl0VnJAYQWFlTWsFdawklvBSm4Fa3k29zOVeXWbrZUtlFZKKK2VsLOyE+/bW9vDVemK0qrSsLe2l/w1kYhKDiZXiIiI8qFGjRqwt7eXOgwikkLNmllWRamjsOTUEhwJP4K7MXcRkRBhkMYoDEorJZr7N4efkx9Kq0rDTeUGZ1tnMbFgZ2UHW4WteF+/3kZhIyYjFDIFFHKFeN9KbgWFXAEZZNkmIPRJGGO3OkGXkRz6X6Lo1SVVm4qktCSoU9UZt2lqJKQk4FniMzxNeIqIxAikadOQpk2DBhqDGPQJHGPrsltvbJ2tlS1KK0tnJFuUGX+3+j71Ua5UufxfFCKyOEyuEBEREREVEA97D3zd5mvx/5o0DWI0MeISlxwHTboGmjSNwW1yenJGMkGXlvXW2DptGlK1qf9rqaLDc/VzPEt8Bq1OKyY2TL2vr0N//1UyyKCQKyCXySGXyaGQZdw3tu7V9XndZizhk+W+LCMBpE8GWSusYaOwMVis5YbrbK1sobJWQWWtgr21vXhfZa2Cg40DHGwcivLhQkQlCJMrJjh8+DBmz56NixcvQqPRoGbNmpg4cSL69OmTpaxarTa4z18zc0etVsPBIeNNLTExUeJoihdtWjJOr+wHAGgwYhMU1nYSR1S88O+Xd9q0ZPF+cX3dy83rPJElevX9uTg+zwtDlDoKV6Ou4vaL24hLjoNO0AHI2qLD1HVymRy2ClvYKGwMtgH/311HLpPD08ET3o7e4uJo4wh7G3vYW9tDIVfk+7z0LU8yLwmJCfB09QQAhD8Ph1KlzFJGn6AR72dK2mRep9VpDbs+/e++PmGUqk1FijYFKekpiEuOw92Yuwh9GIr7sffzfW6vY6OwgZvKDW4qN7ir3NG/Rn8MqT0E1grrQj+2uePrAPExkDMmV17jjz/+wKBBg2BlZYXWrVvDysoK//77L/r27Yvg4GDMmDFD6hCJiCgf+DpPRHnlYe+BNgFt0CagDdJ16YhLjkOsJhYxmhjEJsca3k+OzWip8kprFU1axm26Lh1pmcZbSdOm5bguO7YKW9jb/H+LDGt5xvgl+vFI9OOU6NfrW4LIZDKxC1DmW7lMDplMhvTkdPEYn//7OaxsrbLtEmTsVifosu0ilPm8NGkaJKUliUtO5woACplCPD9jt1ZyK9gobKC0UkJlrYLS+n+3Voa3DjYOKK3K6CKkXzztPeHp4FlgjxciKtmYXMlBVFQUhg8fDpVKhdDQUNSrVw8AcPPmTbRq1QozZ85Ejx49ULt2bYkjJSreFDot/OKeGKwLL+UDbQH8+kaUk5L8Oq/VahEVFYUnT56Iy+PHj/Huu+/iyZMniI+Pz3V958+fBwDUqVMHCoVpz0+VSgUfHx94e3vD29sbmzdvhre3N3x8fFCmTBnY2bGVGBVfDRo0KLC6rP73zxRiyxe5AEH2v+V/9yED7JR2CAgIQEBAAMoFlEP58uVR1rcsrK2tjY6NYkpyJEmdhI3YCAAYUWcEVCqVOI5J5nFZMo9x8up4J/pyOp0Okc8iERYWhvCH4Qi7H4YHDx4g4WUC7AV7OMABEADZ/0bQlQmyjP9Dph9NFzJBlrHAtAFp05GO+P/9y60ff/zR6LVWKJqiatVTua6voMhkChTgQ/C1tJl6jLVqlTGZk8xwzGNkHp7H2Lb/jW+cq0WhyJgIyto6+1v9BFEqleHEUPb2QKlSgLt7xn2OX0yFicmVHCxduhQajQaTJ08WP3ADQGBgIObOnYv33nsPixcvxurVqyWMUhpNxuzK9T7Hl3YrhEioJHBMScT6jeMM1nUe9hvilM4SRUSWori+zms0GoOESeYEin5dREQEtNqsYyeYwsrKCj4+PvD19YWvry/8/Pzg5uYmJlfKlCmDiIgIPH78GFFRUfk6l9KlS4vJlsy3me97eHiYnMwhKkpnzpwptLoDAwMxYcIE3Lx5Ezdu3MDNmzfx8OFDk/c/BcMv/XK5HAEBAaj8f+3deVyU1f4H8M8wbDOAwyoICuJCKK7XfWHTElNRQdPrcjXNNtObLZTXyvSat+3Wy9JsTy3ramVaVrhcMkt/oaTliitoKiCCgLJv398f3HlkmBnWARI+79drXgznnOc855zn+Djz5XnOExCAO+64AwEBAcp7Hx+fGp+aU/nW9/7e/Wt1O0B2djbOnDmD06dPK68zZ87g7NmzKCgoqHVfqnJ3d0dgYCACAwPRrVs3HDp0CJ999lm966uJuWB0WZkLEhObLrrxyy/AHXc02e6M5OUBHTpUvP/qq4pgRdWndosYPom78hO5i4uBoqKKV2EhkJsLXL8OnDsHfPwxcOWK6f1aikZTEWTp3BlYtAgYz68mZGEMrlTju+++AwBERUUZ5U2YMAEqlUopQ0REt58/23leRJCZmWkyYFI5kJKVlVXvfahUKnh5ecHX11cJnlR9eXp6GgUz8vLyEBMTAwDYvHmz8sWqsLAQKSkpuHTpEi5fvoxLly4ZvL98+TKuXbtmtj2ZmZnIzMzEsWPHzJZRq9Xw8vKqNgDj4+MDnU7Hx6pSi+Hm5oYHH3zQIC0vLw9nzpxRgi2JiYlITEzE2bNnUVxcXG195eXlOH/+PM6fP4/Y2FiDPK1Wi65duxoFXQICAuDs7FxtvSUlJUhKSjIInujfNyT4qlKp4O/vbxBE0b93d3c3KPvSSy/Vez+3k+XLAZ0F/+4kUrffSyrdobVwYcUVJSJAeXnFz8rv9T/Lyiq2q/wqKLgVZLl5s6KslVVF39TqW1erVH1vawvY2d36aeqlz3NwAJycbr3atgW8vQEfH8DdvaJeIktjcKUaJ06cAAAEBQUZ5bm6usLLywupqalIT09H27ZtAUBZdAyA2Q+TLWHhn8oLWNbWoAc+r1O9oQu2tPpFRZVF7ERqHPPK+fU5Ps2ptKQIeSbSyqybrh/NMX51Ob56lf9yWFuN3Z+ykiLlvVT9JPYnV5/zPGDYz/T0dJPn9appxcXFSE1NRUpKivJKTU3FlStXDH6v6QtSfemvRmnXrh1sbW2Vtqenp+PQoUM1bl/5KpiIiIhaXUni5OSEbt26wd/fX+ljeXl5ndteVlamBJiqY29vD29vb7Rr10756eXlZZDm5eUFjUZT5zaYUlpaWnOhRlRcXFyvc0J9VF2wnxpfWVmZybHWBz8mTJigpJWWluLChQtGV4mcPn26VrcA5ufn48iRIzhy5IhRnru7O7p27Qo/Pz8lLSYmBsnJyTh79iySk5Pr9e9az87ODl27dkVgYKBBYKdLly5m/61WHZfGOm/qFRQUmDwWhU38ceuBB4BOnUznmbqCRP9TH+yoHASpGvQoLb11RUlRUUUAJD+/4mqV3NyKn9nZt8bgwoU85OdXBEdu3qzIr4mVVcXVIxrNrSCIk1PFe/3vGo3xT42m4nYfR8eKoEnVn05OFYEZJyegTZuKQEx1GnDRlJGSkurXBGpsJSUlTXpObo3/F1TuZ02fc1Vyu30SbiJZWVlwdXWFk5OT2f+U+vXrh8OHD+PIkSPo1asXACA5ORmdzJ31iIhauKSkJPj7+zd3M2qlvud5oCIo4enJRQ6JiIiIWourV68a/LGtKl4QZYb+McBardZsGX00vfIjg1vCVSlERPV1O50D63ueJyIiIiKqircFmaG/3Lm6e7crX9Kv5+7ujqtXryIvL89gFfXKbqcvH0RENRER5OfnA4DRffB/ZvU9zwM81xMRERG1BnX5nMvgihmOjo4AUO1K5oX/u9Gy8gdoKyurai8VIiJqifTnzNtJfc/zAM/1RERERK1FbT/n8rYgM5ycnODo6IicnByzH7xTU1MBVDySkoiIbi88zxMRERGRpTC4YoZKpUKPHj0AAImJiUb5169fR1paGjw8PLioIRHRbYjneSIiIiKyFAZXqnH33XcDALZt22aUt23bNogIxowZ08StIiIiS+F5noiIiIgsgcGVKvbu3YtRo0ahbdu2ePnll2FlZYVXXnkF//d//6eUOX36NJ555hmoVCo88cQTRnXcuHEDzz77LAIDA6HRaNChQwc8/PDDSE9PN7vfrVu3Yvjw4XBxcYGzszPuuusuxMXFNUofG1Pl8XNycsLQoUPxxRdf1KmOM2fOYM6cOfD19YWtrS1cXV0RERGBnTt3miy/evVqqFQqs6/FixdbomuNzhJj169fv2rH4tSpU0bbcO4By5Ytq3bc9K+wsDCD7VrK3Kvsk08+gUqlwn//+986bXe7nvfmzJkDrVaL119/vU7n+dZi/fr1Juc+tQ4//vij2fObra0t3NzcMHz4cLzxxhsoKipq7uaShfH4E+cAcQ7UDRe0reSzzz7DzJkzYW1tjfDwcFhbW2PXrl0oKirC8OHDMXLkSNjZ2SEuLg6FhYV48cUX0bNnT4M6cnNzMXLkSPz666/o1KkTxo0bh2PHjuGdd97B9u3bcfDgQXh7exts8+KLL2LJkiXQarUYOXIk8vPzsWfPHsTFxeGjjz7Cvffe24SjUH+mxi8uLg5TpkzBsmXL8Pzzz9dYx759+zB69Gjk5eWhS5cuGDt2LK5cuYJdu3Zh165dePXVV/Hkk08abHP48GEAFX+BdnV1Naqzb9++lulgI7LE2JWUlOD48eNwdnbG2LFjTZbR6XQGv3PuVejVqxdmzJhhNn/r1q3Iz883mkstYe5VlpCQgAULFtR5u9v5vNehQwesWrUKDzzwAEJCQhAeHl7jeZ6otXFwcMDEiRMN0kpLS5GVlYWffvoJ+/fvx5YtWxAXFwcbG5vmaSQ1Gh5/4hwgzoFaEhIRkatXr4pGoxEHBwdJSEhQ0hMTE8XZ2VkAiFarFZ1OJ0OHDpUtW7aYrOeJJ54QADJjxgwpKSkREZGysjJ57LHHBIBER0cblD969KioVCpp166dnD9/Xkn/+eefxcHBQbRaraSmpjZCjy2ruvHz9PQUlUolv//+e7V1lJSUSMeOHQWAvPDCC1JeXq7k7dq1S2xtbcXKykqOHTtmsF3v3r0FgGRlZVm0T03FEmMnIvLbb78JAJk4cWKt9su5VzsffvihAJBBgwZJcXGxQd7tPvcq++abb5RzHQDZvXt3rbdtCee92NhYCQsLE0dHxxrP863JunXrBICEhoY2d1OoGezZs0cAiJ+fn9kyycnJ4uPjIwBk1apVTdc4anQ8/sQ5QJwDdcPgyv8sXbpUAMjTTz9tlPfRRx8JAJkzZ061ddy4cUMcHR1Fq9VKZmamQV5paan4+/sLALlw4YKSPmvWLAEgb7/9ttk2LV++vJ69ajqWGL9du3YJAOnfv7/J/AULFggAee6555S0wsJCsbGxkc6dOzesA83IEmMncisIsGLFilrtl3OvZmfOnBGtVisajUbOnTtnkNcS5p6IyOXLl+Xee+8VlUolWq1WPD096xRcac3nvdaAwZXWrTYfqkVE3nzzTQEgwcHBTdMwahI8/sQ5QJwDdcM1V/7nu+++AwBERUUZ5U2YMAEqlUopY87evXuRm5uLkJAQo1sE1Go1xo8fDwD4/vvvlXT9e1P71afVtN8/A0uMX25uLgYMGGB28ciAgAAAwJUrV5S048ePo6SkBP369atv05udJcYOAH777TcAqPVYcO7VbNGiRcjPz8fSpUvRuXNng7yWMPcA4JlnnsH69evRr18/xMfHIzAwsE7bt+bzHhFV0J8fr1692swtoebA40+cA8Q5UIHBlf85ceIEACAoKMgoz9XVFV5eXkhPT692ccbjx48DgPJoz6q6d+8OADh27BgAIC0tDRkZGXB3dzf5mM9u3bpBpVLh+PHjEJG6daiJWWL8oqKicPDgQSxfvtxkfkJCAgCgffv2Spp+zQs3Nzc8/PDD6Ny5M+zt7XHHHXdgxYoVKCwsrHefmoolxg64NRZpaWm466674O7uDicnJ4wYMcJoMWDOvZrt3LkT33//PTp27IjHHnvMKL8lzD0ACAwMxIYNG3DgwIF6rS3Sms97RFRBfx7w9fVt5pZQc+DxJ84B4hyowOAKgKysLBQWFsLJyQmOjo4my7Rr1w5AxRcDc1JTUw3K1lRHTeXt7Ozg4uKC/Px83Lx5sxY9aR6WGr/qnDx5Ev/5z3+gUqkQHR2tpOu/4L799tvYsmULevbsiYEDB+LSpUtYunQpwsPDkZeXV699NgVLjV15eTmOHDkCAJg7dy6uXbuGkJAQ+Pr6Ys+ePRg9ejRee+01pTznXs30i+AuXrwYdnZ2Rvm3+9zTW7x4MWbNmgUrq/r9d9Baz3tEVOHo0aN46aWXAADTp09v5tZQU+PxJ84B4hy4hU8LQsXtKACg1WrNltFoNAZl61NP1Trqut82bdqYLdecLDV+5ly7dg3R0dEoLS3F3Llz0bt3byVPfyvMfffdh7feekv5EpycnIyoqCjEx8dj8eLFWL16dZ332xQsNXZnzpxBXl4e7O3t8fnnnyMyMlLJ27x5M2bOnImnnnoKISEhGDBgAOdeDfbv348DBw7Ay8vL7FNrbve5Zymt9bxH1JpkZGRg5syZBmnFxcVITk7GoUOHICKIjo7G7Nmzm6mF1Jh4/IlzgDgHaofBFVSsCwAAKpXKbBn95enVXaZeUz1V67DUfptbY/YjNTUVo0aNwunTp9G/f3+jL6p79uzBxYsXERAQYPCXd39/f6xfvx5/+ctf8MEHH+DVV1+Fvb19nfbdFCw1doGBgUhPT0deXh46duxokDd16lTEx8dj1apVWLt2LdatW8e5V4M33ngDALBw4UKTV60At//cs5TWet4jak3y8vLw6aefGqTZ2trCzc0NERER+Otf/4pZs2ZV+++abl88/sQ5QJwDtcPgCqDcTlBQUGC2jH79BAcHh3rXU7UOS+23uTVWP06cOIFx48bhwoULGDBgAHbu3Gn0126NRmN2Ac4+ffqgffv2uHTpEk6cOPGnXHjUkmPn4eEBDw8Pk3mRkZFYtWoVfv31V4vvtzk1Rj/y8/Px7bffAgBmzJhhttztPvcspbWe94haEz8/P1y4cKG5m0HNhMefOAeIc6B2uOYKoKzXkJOTY/YDf03rBACAt7c3APNrO1Stw8fHp9ryRUVFyMrKgr29PZydnWvuSDOx1PhVtnv3bgwdOhQXLlxAREQEfvjhB7i4uNS5bV5eXgAqvjD/GTXG2JlSdRw498yLjY1FQUEBBg8eDD8/v3q37c8+9yyltZ73iIiIiIgqY3AFFZen6590kZiYaJR//fp1pKWlwcPDw+TTLfT0T9o4efKkyXz9U0305dzc3ODl5YWrV68iMzPTqPzJkychIvV6gkdTstT46X322WcYM2YMbty4gXnz5uHbb781uVhpamoq5syZg2nTppmtKykpCYDhE4b+TCw1dl999RWmTZuG9957z2R+1XHg3DNP/5jgygsnV9US5p6ltNbzHhERERFRZQyu/M/dd98NANi2bZtR3rZt2yAiGDNmTLV1BAcHw8HBAT/++CNycnIM8srKyrB9+3ZYWVlh9OjRRvv9+uuvjerbunUrANS43z8DS4wfAGzfvh2zZs1CaWkp/vnPf+L999+HtbXpu9d0Oh02bdqETZs2Kbe7VPbdd98hMzMTAQEB8Pf3r1uHmpAlxi4nJwebNm3CmjVrTK5TsWHDBgBARESE0X459wwdOHAAADBs2DCzZVrK3LOE1nzeIyIiIiJSCImIyB9//CFarVYcHBxk//79SvqpU6fEy8tLVCqVHD16VElPSUmRxMRESUlJMahnwYIFAkCmTp0qRUVFIiJSXl4ujz/+uACQSZMmGZQ/ePCgWFlZiZeXl5w6dUpJ379/vzg4OIhGo5GrV682RpctyhLjl5aWJq6urgJAnnvuuVrt9/777xcA0rdvX0lLS1PSz5w5I35+fgJANm7caIEeNh5LjF12dra4u7sLAHn22WelrKxMyXvvvfcEgLRt21YyMzOVdM69FKO6cnNzRa1Wi7W1tRQUFFS735Yw90wJDQ0VALJ7926jPJ73Wp9169YJAAkNDW3uplAz2LNnjwAQPz+/5m4KNQMef+IcIM6BumFwpRL9l1C1Wi133nmnjB07Vuzt7QWAvPjiiwZlZ8+eLQBk9uzZBunZ2dnSvXt3ZRJOnjxZAgMDBYB07NjR5Be6JUuWCACxt7eXsWPHyp133ilqtVpUKpV8+umnjdlli2ro+D399NMCQKytrWXatGkyY8YMk6+1a9cq22RnZ0vfvn0FgOh0OhkzZoxERESInZ2dAJBHH320iXrfMJaYezt27FC26dq1q0yaNEl69eolAMTR0VH27dtntF/OPUMnT54UANKhQ4ca99lS5l5V1QVXeN5rffTBFRsbG/H09DT7qm1AnG4v/FDduvH4E+cAcQ7UDYMrVcTGxkpYWJg4OjqKTqeToUOHypYtW4zKVfcFLSsrSx5//HHx8/MTOzs76dSpk8yfP19SU1PN7nfjxo0ycOBA0Wq14u7uLnfeeafs2bPHgj1rGg0Zv0GDBgmAGl8zZswwqCsvL0+WL18u3bt3Fzs7O9HpdBIWFmZyv39mlph7x48fl2nTpomnp6fY2NiIt7e3zJkzR5KSkszul3Pvlr179woAGTJkSK322VLmXmX1Ca6ItO7zXkumD67U9Lpdg4lUPX6obt14/IlzgDgH6kYlYmKBBiIiIiIiIiIiqhUuaEtERERERERE1AAMrhARERERERERNQCDK0REREREREREDcDgChERERERERFRAzC4QkRERERERETUAAyuEBERERERERE1AIMrREREREREREQNwOAKEREREREREVEDMLhCRERERERERNQADK4QERERERERETUAgytERERERERERA3A4AoRERERERERUQMwuEJERERERERE1AAMrhARERERERERNQCDK0REREREREREDcDgChERERERERFRAzC4QtRCiUhzN4GIiIiIiKhVYHCFGl1RURE2b96McePGoVOnTrC3t4eLiwuCg4OxevVqFBUVNXcTW5yEhAQMGTIEpaWlBukqlQoqlcoonYiIiIiIiOpPJfzzNjWikydPYsqUKThx4gS0Wi169eoFHx8fpKam4tChQygqKkJQUBDi4uLg6enZ3M1tMaysrCAiKCkpgbW1tZKuUqkAwCidiIiIiIiI6o/frqjRnDt3DoMHD8bNmzfx97//HUuXLoWbm5uSf/nyZcydOxe7d+/GiBEj8Ouvv0Kj0TRji1sOczHTxMREAGBghYiIiIiIyIJ45Qo1ChHBoEGDkJCQgCVLlmDlypUmy+Xl5aFv3744e/Ys3nzzTSxcuLCJW9oy8QoVIiIiIiKipsM1V6hR7Nu3DwkJCWjXrh2effZZs+UcHBywZMkSBAcHm8zfuHEjgoOD0aZNG2g0GvTs2RMrV65Efn6+QbkLFy5ApVJh4sSJSElJwZw5c+Dl5QV7e3sEBQXh9ddfR1lZmcE2IoJVq1Zh8ODBcHNzg1arRVBQEJYsWYKsrCyT7dm8eTPCwsKg0+mg1WrRp08frFq1CiUlJQblfvzxR6hUKixatAirV6+Gp6cntFotwsLCMGDAAKhUKsTFxZncxyOPPAKVSoU1a9YoaSkpKXjyySfRs2dPODk5wc7ODr6+vpg9ezZOnz6tlFu/fr0SWAEAGxsbg9/Nrbly8eJFPPTQQ+jYsSNsbW3h4eGBqKgoxMfHG7Xv3nvvhUqlwu+//45PPvkE/fv3h1arhZubGyZPnowTJ06Y7Jcply9fxv33349u3bpBo9HA1dUVI0eOxH/+8x+T5dPS0hATE4OuXbtCo9GgY8eOmD59Ok6dOmVUNiMjAzExMQgICICdnR1cXV0RERGB2NhYo7LLli2DSqXC559/jgceeACOjo5wcXHB4sWLlTLZ2dlYsmQJAgMDYW9vDzc3N4wbNw779u2rdX+JiIiIiKiFEqJG8MgjjwgAefjhh+u1fVlZmUybNk0AiJ2dnYwaNUqioqLEzc1NAEifPn0kIyNDKZ+cnCwAZODAgeLj4yM6nU7uvvtuCQ8PFysrKwEgCxYsMNjHokWLBIC4ubnJ2LFjZcKECeLp6SkApHv37lJYWGhQft68eQJANBqNhIaGyoQJE8TV1VUAyF133SVFRUVK2T179ggACQgIEAASFhYm4eHhMm/ePFm9erUAkHnz5hn1u6SkRDw8PMTGxkauXbsmIiKnTp0SDw8PASBBQUESHR0to0aNEmdnZwEgOp1O/vjjDxER+emnn2TGjBkCQADI9OnTZcaMGUr9+vSSkhIlLT4+Xtq0aSMApEuXLjJ58mQZPHiwABArKyt59913Ddo4e/ZsASBRUVECQHr16iXR0dHSvn17ASBt2rSRpKSkGo9xRkaGdO3aVQBIjx49ZNKkSRIeHi5qtVoAyIoVKwzKHz16VLy8vASA+Pv7y+TJk6Vfv34CQBwcHOTQoUNK2XPnzom3t7cAEB8fH5k0aZKEhoYqdT/77LMGdT///PPK8bKzs5Px48dLr169ZMOGDSIicvHiRenUqZMAkPbt28v48eMlJCRE1Gq1WFlZyQcffFBjf4mIiIiIqOVicIUaxciRIwWArF+/vl7bv/HGGwJAOnXqJOfOnVPSb9y4IWPHjhUAEh0draTrgysAJDg4WNLT05W8b775RgCItbW1ZGVliUjFl2X9l+kbN24oZfPz85XAwieffKKkf/jhh0oQ4Pz580p6Tk6ORERECAB55plnlHR9cAWAvPzyy0p6WVmZZGRkiI2Njbi6ukpxcbFBv2NjYwWAREZGKmmRkZECQF577TWDstnZ2TJgwAABIC+88IJBnqkgiqn0goIC8fHxEQCyfPlyKS8vV8p+//33Ym9vL9bW1nL48GElXR9csbKyko0bNyrpBQUFMmzYMAEgTzzxhNTkn//8pwCQf/zjHwbpBw4cEBsbG3FwcFACXGVlZdKnTx8BIDExMVJaWqqUX7NmjQCQ3r17i4hIeXm5EnS5//77DYJeBw8eVAJ033zzjZKuD65YWVnJL7/8oqSXlZWJiEhwcLAAkEWLFhkcs/j4eHF2dhZbW1s5ceJEjX0mIiIiIqKWicEVahTdu3cXABIbG1uv7f39/QWA/PDDD0Z52dnZotPpBICcPXtWRAyDK7///rvZ+vRfnA8cOCAAZPDgwcoXaL2EhAR5//335dSpU0paYGCgAJCEhASjuq9cuSK2trai0+mUYIA+uGJtbS35+flG24wfP14AyLfffmuQ/re//U0AyBdffKGkzZ8/XyZOnGgQUNBbtWqVAJD77rvPIL22wZUNGzYIAAkJCTGqW+RW0GHmzJlKmj64MnHiRKPy+voiIiJM1lfZww8/LABk7dq1Rnkff/yxbNq0SfLy8kREZN++fcqVO5UDQHrBwcEyfPhwuXbtmuzdu1cASOfOnY36LyKybt06ASDDhw836uewYcOMysfHxytX6FSdKyIir776qgCQBx98sMY+ExERERFRy8Q1V6hR6BdRrbq2R21cunQJycnJcHd3R3h4uFG+TqfD6NGjAQB79+41yNM/7rkqb29vAFDWaunRowdcXV0RHx+PIUOGYPXq1Th79iwAoH///pg3bx7uuOMOAEBqaipOnToFnU6H/v37m6y7d+/eyMnJwW+//WaQ16VLF5NPQJo1axYAYNOmTUpaYWEhtm3bBmdnZ0RGRirpb731FrZu3Qq1Wq2kZWZmIi4uDvv37wcAFBUVGe2jNvTjN2XKFJP5f/3rXwFUrCFT1ZAhQ4zSqo5zdUJDQwEACxcuxNy5c7F161bcuHEDAPC3v/0NU6dOhVarNdj/uHHjDNaQ0fvpp5/w888/w93dXelTVFSUycV877nnHqjVasTHxxuNW8+ePY3K//DDDwCAsLAwWFkZnzLHjBlj0EYiIiIiImp9GFyhRtGuXTsAQHp6ep23TUlJAQB07NjRbBl/f38AFYGPypydnU1++dZ/yS4vLwdQEYTZsmULvL29cfDgQfz9739HQEAAOnfujCeeeEIJtAAVwR4AyMnJURaErfpKSEgwKKvn4uJisv2RkZFwcXHB119/jcLCQgDA9u3bcfPmTdxzzz2ws7MzKH/s2DHMnz8fAwYMgIuLC9zd3XHnnXfiyy+/BGD+0cs1qWms9eOclpZmlGeqb1XHuTpTp07FU089BQBYt24doqOj4ebmhrCwMKxdu1YZF+DWcfb19a2x3pr65ODgAA8PD5SWluLatWs19kl/TN98802Txz4oKMigHBERERERtT58Ris1in79+mHnzp04cOAA5s6dW23ZnJwcrFixAiNGjMCoUaOUQIGpIImevkzVIER121QVFhaGpKQkxMbGYvv27fjvf/+LpKQkvP7661i9ejW+/PJLjB8/XnnKkJubm3LFjDleXl4Gv5u60gEAbG1tMWXKFLz77rv47rvvMGnSJOUJOfqrWvReffVVJQjRo0cPjBkzBkFBQRgwYADOnTuH+fPn17rPVdU01vp8W1tbo7y6jLU5L7/8MhYuXIgtW7Zgx44d+Pnnn7F3717s3bsXa9aswb59++Dq6lqnK6AaMn9MHS/98R8wYAACAgLM1mmJ8SAiIiIiotsTgyvUKCZMmIB//etf+Pbbb1FYWAh7e3uzZb/88ku89tpr+Pjjj5GamqrcWpKcnGx2m6SkJACAp6dng9ppZ2eHiRMnYuLEiQCAU6dOYeXKldi4cSOeeuopjB8/XrkKx97eHhs3bmzQ/iqbNWsW3n33XXzxxRe466678P3338Pf3x/Dhg1TyiQnJ2Px4sXQ6XSIjY01uhXn+PHjDWpDTWNtqXGuTvv27fHoo4/i0UcfRUlJCeLi4rBgwQIkJibivffew+LFi5VjcPnyZZN1/PDDD0hLS8OIESNq7FNubi6uXbsGtVoNNze3Gtun3/eoUaPwwgsv1KeLRERERETUwvG2IGoUAwcORHBwMFJSUvCvf/3LbLnr168r+Q8++CDUajV8fX3h5+eHjIwMozVVgIorXXbu3Ang1roddbVp0yZ06dIFK1euNEgPDAzEmjVrANy6zaNjx47w9fXFlStXcOTIEaO68vPz0a9fP4SGhuLChQu1bsPQoUPRpUsXxMbGYsuWLSgqKsLMmTMNroA4cOAAysvLER4ebnKNk127dgGo3W04poSEhACAcntRVZs3bwZQcZWPpU2fPh0eHh64ePGikmZjY4PRo0dj4cKFAG4dg+HDhwMAduzYYbKuf/zjH5gxYwYyMjKUPm3bts3kFS9ffPEFysvLERISYvbKosr0c2zHjh0mx/nrr79Gjx498Mgjj9RYFxERERERtUwMrlCjefvtt6HRaLBixQrExMQgOzvbID85ORnjxo1DUlISAgIC8PTTTyt5jz32GABg3rx5Blcg5ObmYubMmbhx4wYiIyPh5+dXr7Z169YN58+fx6pVq3D69GmDPP3VKQMHDjRqz6xZs3D+/Hklvbi4GPPnz8fhw4dx48aNateJMUXfl6VLlwKoWMi1Mg8PDwBAfHy8wfo1JSUleO6555RgQ+X1SQAoVwrl5ORUu/8pU6bA29sbP/74I1auXGmwdsuOHTvwyiuvQK1W46GHHqpTv2rD09MTGRkZiImJMVhYtqCgAF999RWAW8dgxIgRCAoKwm+//WYUrFu7di0OHjyI3r17o0ePHggNDUXfvn1x7tw5LFy4ECUlJUrZQ4cOISYmBgCwYMGCWrUzLCwMffv2VbYtLi5W8vT7OHHiRLW3DBERERERUQvXfA8qotbgl19+EXd3dwEgWq1WQkJCZMqUKTJ06FBRq9UCQHr06CEXL1402K6srEymTJkiAMTe3l4iIiIkKipKqat3796Snp6ulNc/itnHx8dkO0JDQwWA7N69W0l79NFHlcclh4WFyeTJk6V3794CQBwdHeXw4cMG7Zk6darSnuDgYJk4caJ4e3sLAGnbtq3Bo5v1j2I29WjfypKSkkSlUimPha6qtLRU+vbtKwBEp9PJuHHjJDIyUtq2bas8mhiADBkyxGC7nj17KmM7adIkyc3NFRHTj2jev3+/8mjrrl27yj333CNDhgwRAKJWq+Wtt94yqFv/KOb333/fqL217beISGZmpnTu3FkAiJeXl0RGRhr0LSwsTIqLi5XyR48eFQ8PDwEggYGBBserTZs2BuN/+vRp8fHxEQDSvn17mTx5soSHhytzbvHixQZt0T+K+ZlnnjHZ1sr1eXt7y7hx42TkyJFiY2MjACQ6Otrko7KJiIiIiKh1YHCFGl16erosW7ZMBg4cKDqdTtRqtbi4uEhoaKisXbtWioqKTG5XXl4u69atk2HDhomjo6M4ODhInz595JVXXpGCggKDsvUJrpSVlcnbb78tgwYNEkdHR7GxsRFfX1+577775Pz58ybbs2HDBgkODpY2bdqIRqORwMBAeeyxxyQlJcWgbF2CDMOHDxcARkEMvevXr8vjjz8uXbp0EXt7e/Hx8ZHhw4fLO++8I8XFxeLs7CxqtVrS0tKUbQ4ePCj9+vUTOzs7cXV1laNHj4qI6eCKSEWQ5/7775cOHTqIra2teHt7y9SpU+XAgQNG7bFUcEVEJCUlRebPny+dOnUSW1tbcXBwkL/85S/y73//2+S8uHTpkjz00EPi6+srNjY24uHhIdOnT5czZ84Ylb169ao8/vjj0rlzZ7G1tZW2bdvK2LFjZdeuXUZlawquiFTM45iYGAkICBA7Oztxd3eXIUOGyLp164zGk4iIiIiIWheVSD2f4UpERERERERERFxzhYiIiIiIiIioIRhcISIiIiIiIiJqAAZXiIiIiIiIiIgagMEVIiIiIiIiIqIGYHCFiIiIiIiIiKgBGFwhIiIiIiIiImoABleIiIiIiIiIiBqAwRUiIiIiIiIiogZgcIWIiIiIiIiIqAEYXCEiIiIiIiIiagAGV4iIiIiIiIiIGoDBFSIiIiIiIiKiBvh/ghfCfEBdlisAAAAASUVORK5CYII=", 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LlCkj3sSphIWFiYmZjIOaRkZGigMOa7txefPmjThoasZpho8fPy62GRAQoHHfefPmiWWio6M1Hk/Lli01TsPt6ekpABDKlSuX/S9IB1SD2dapUyfLcv379xcACC1atMhRvapEnUKhEEqUKCE4OjoKmzZtEqKjo4XY2Fhhx44dQunSpQUAgouLS65mwblw4YI4fW29evVyPd15YU/FbG1trXUgaFtbWwGA0KlTp1zFnBdhYWFiTJoSWDExMYKFhYXg6Ogo7Nu3T22btuTKmzdvxOTRggULMtWZnJws1KtXT6+SK6rBbAFkOT32H3/8IZbL75TM2SVXBEEQPvroIwGA8NFHHwlJSUmZtr969Up8vQAQzp49m6+YiIiKGo65QkSUjbS0NAwePBj79++Hra0tjh8/nqlrvZRiY2PF79+8eQNfX1/MmjULZcqUgZmZGZo2bYqTJ0+iRo0aSEtLw9SpU3UaX0pKCkJCQtSWqKgopKamimUOHjwoDjaaUVxcnPh9yZIlNdb//v17ODs7Z7nkhZeXF2Qymdq62rVri9/37ds30/gV9vb24vgm4eHh4vrdu3cjLi4ONjY24oCQH3J2dkbv3r3F8ir16tXDyZMnsX37djRo0EDjvrVq1RK/z/h6yOjTTz/NdDwAxNdySEiIxv10TfW6MDU1zbKcmZmZWvnsqH4viYmJSE5Ohr+/P4YOHQpbW1tYWVmhf//+OHHiBBQKBV6/fo1FixblqN6rV6+iS5cuSEpKgo2NDbZu3arx91yYYmJi1K6v0NBQtddBbGwsli1bhoCAgEz7qq4xbdcXAGzcuDHL6+uLL77IUZwWFhbiYyWbNm3KdO6sra0RFRWFkJAQtQGFs3Lw4EEkJyfDwsJCfJQoIxMTE8yYMSNHdelKxuPO6nWueo1/uE9hmTNnDgDgxo0b6Nixozj4sSAIOH36NNq1a6f2+BAREaljcoWIKBtjxozBrl27AKQPStuoUSOJI1KX8Uaudu3aGD58eKYyCoVCvMG4fPkyAgMDdRZfq1atIKT3lBSX5ORkhIeHw9/fH/3790doaCimTZuGr776KlPcKhERERrrFwQhU/LmwyUvVDMYZaQaRBUAKlasqHE/1XgFGW+GVAOGxsXFwcXFRetN6vbt2wH8b9wRIP2mt3Xr1hgwYIC4LiEhAXfv3sWePXvw/fffizO3ANB686Nt7IUSJUoASB8zRB+oznl28agGvc0uCaOS8Tr57LPPNP4+qlatiqFDhwKAxjFzPvTff/+hTZs2iIqKgrm5Ofbs2YMqVarkKJ6CtG7dukzXWHx8PIKCgrBp0ya4u7vjwoULaNu2rfhaVFH9vrVdX0D66y2r6yunA/haWFiIycUlS5bA1dUVXl5e2Lx5M96+fQsg5+dTRTXOzUcffaRxQGwAOR4XS1cyvq9l9TpXvcaB9CRRYevWrRt+/vlnyGQynD59Gh9//DFsbGxgZWWFVq1aISIiAr6+vmJ5c3PzQo+JiMiQMLlCRJSN8+fPi//Y7t+/X5yZJ7d69+6dbQ+LjIu2Xgofsra2Fr/P6iZCNfMEgFwPkFjQTExMUKpUKbRq1Qo7duwQZzBatmwZbt26JZbLOLDrmzdvNNZlbm6e6cZSEASsXLkyXzFmTKRokpubQFXsSqUyy5tUVS8C1bS/Ge3duxd9+vSBq6srrKysULNmTfTp0wdz585Vm15X0DKDR8bXSUaqngTa9tPk/PnzuXotOzs75yhZkTHOxMTELMslJCQAyP48fVgvALRp00ZrOdV1EhwcjJiYGK3l/vrrL3Tu3BmxsbGwsrKCn58f2rVrl6NYdMHCwgLly5fH0KFDcebMGTg4OCA+Pj5T7w7VNabt+gKAzz//XOM1lpdE86pVqzBo0CAAwNu3b7FhwwYMGzYMpUuXxscff4z58+cjKioqx/WpkjJZDT5bsmTJHA+onFFuX+M57cGT8bWY1etc9Rq3trbWWW+oadOm4dy5c+jVqxccHByQnJwMFxcXfP3117h7965aUjmng64TERUXnC2IiCgbdnZ2OHr0KKZOnYqzZ89i/PjxaNWqVZbd6DWJjIzMVS+KnH4qmPGxl6xmecg4A4rqn3Z94e3tjU2bNkEQBPj5+YmP3zRp0kQsc/LkSXz88cc6i6kgPylWTXHauHHjTD0HspOamoq+ffti//79ANJnCqpcuTKqVauGWrVqoXHjxnj//j369OmTZT0FeXOWnJyc6x5B2SVLVFQz7bx69SrLcqrtZcqUyVG9GW++c3OdfJi8EQQB3t7e+PnnnwEAjo6O8PPzy3EyVArOzs4YMWIEFi9ejCtXruD169fiLC9NmjTBnTt3cPfuXYSGhsLR0bFQY7GyssLWrVvxww8/YM+ePTh69CguXLiA9+/f48aNG7hx4wZ+/fVXnDhxQmPvsbwyMTHJ8WtQJbev8Zz24Mk4m9SrV6/EKbw/lNvXeEFp0qQJ9uzZo3GbauYpU1NTzhRERPQB9lwhIsrGrl270LBhQ6xevRqmpqZ4+/YtpkyZkut6/P39NX76q20JCgrKUb329vZigiU4OFhruYzd/rX9My8Vd3d38fsXL16I3zdu3Fi8Edm6davO4yooqnFYMh5bTi1dulRMrPz444+IjIzEw4cPsW/fPsydOxeenp46GY8ho9atW+fqtSwIAry8vHJUt+qGOj4+Xpx6+kNpaWl4+vQpAKBGjRo5qjfjeDk5uU7kcnmmT+ZTU1MxcOBAMbFStWpVXLhwQa8TKyrarrH+/fsDSP+d5rR3UUGoXLkyvL29cfLkSURHR+O///7DuHHjYGRkhLCwsBz3AlG9l2WVjEtMTNQ6FlFWcvsaX79+fY7qrVKlitjz7cGDB1rLPXz4EEDOX+MFQRCELN9PTp06BQCoU6cOjI35GS0RUUZMrhARZUP16Vy1atXEcUs2bdqEQ4cOSRmWGtVjDseOHVN7Tj+j06dPA0j/xDHjjaY+yHhjlPGTcyMjI3zzzTcA0gcO/f3333NcZ24ecylsqpvvV69e4c6dO1rL9evXDzVr1sSkSZPEdX///TcAoF27dpg+fbrGx2AyPualT8edFw0aNICVlRUA4N9//9VYJiAgQHxkJ6tHfDKqXLmy2ANAlazSRHWd1K1bF3K5XFyvGth6586dANITTBcuXNA69o6+0XaNtW/fHvXr1wcAzJ49O8vE04dy+1q7e/cuFi1alGlQbXNzc7Rt2xZ//PGHmFRRjaWSHVXvtps3b2p9nOjChQt6dV0YGxujefPmALS/xpOSknD27FkAOX+N51e7du1gZmYmDmz7oYSEBPHa6dq1q05iIiIyJEyuEBHlwrfffovq1asDAMaOHZvjbuCF7dNPPwWQ/qn7jz/+mGl7UlISfvrpJwDp/xRnfPRBH6xZs0b8vlOnTmrbxo0bh2bNmgFIHw9g3bp12dZ35MgRtUFepdavXz/xk2pvb2/xMaGMTp8+jd27d+Pu3btqY82oPnHXdnMYHByMP/74Q/w5JSWlACPXPYVCgV69egEAfv75ZyQlJaltFwQB8+bNA5A+WHJOP9U3MjISe88cOnQIJ0+ezFTm0aNH2LZtGwCI4wCpzJkzR0x09ejRA8eOHRMHA9Z3iYmJ2Lx5M4D0XhMVKlRQ27569WooFApERUWha9euYo+JrOrz9vbG5cuXcxXHo0eP4O3tjSVLlmicuQj43+v8w8cuVYmuDwds7tmzJxQKBd6/f4/58+drrE/Te6LUhgwZAgDYvn07Hj9+nGn78uXLERMTAxsbG3GQ5cLm4eGBlJQUbN++XWOSft68eYiMjISNjQ0mTpyok5iIiAxK/mZyJiIqmk6ePCkAEAAI9+/fV9t27tw5QSaTCQCETz/9VKIIM+vTp48Y87fffitERkYKgiAIjx49Elq3bi0AEBQKhfDo0aNc1Tt79mwBgDB79uxc7deqVSsBgNCqVSutZcLCwoTZs2cLRkZGAgChQ4cOWsvVq1dPPL4OHToI27ZtE8LDw8Uy4eHhwubNm8VjVS0jRozIccxZnXcV1faVK1dq3F6+fHmNvy/V7xGA0K1bN+Hhw4eCIAhCcnKysH37dqFkyZICAKFSpUpCVFSUuN/IkSPF/X7++WchMTFREARBiIuLEzZu3Cg4OzurHe/169dzdTwrV64Uy+iLZ8+eCQqFQgAgtG/fXnj27JkgCIIQGhoqjBgxQgAgyOVy4dSpU5n2/e233wQPDw/Bw8NDePnypdq22NhYwc3NTQAgWFtbC+vXrxeSk5MFQRCE//77TyhXrpwAQKhRo4bw/v17cb+HDx8KcrlcACDUqlVLiI+PL9DjVb1mAgMDc7xPYGCgeN7WrVuntdy1a9fEaxGAsHnzZo3l/Pz8BAsLCwGAYGFhIXzxxRfCxYsXxddbWlqacO/ePWHevHlC6dKlxfpKliwp7NmzJ0cxJycni79/V1dX4cCBA+LvPz4+XlixYoVgYmIiABC+++47tX1V729Vq1bN9PtfvHixGM+0adPE974XL14I/fr1U7s+Tp48maNYC1tKSopQs2ZNAYBQoUIF8bWcmJgoLFmyRHy9zZs3L9O+ly5dEl/jOf3dq66bRo0aaS1z9+5dwdjYWAAg9OvXT3jz5o0gCOnvrVOnThV/h0uXLs39ARMRFQP6858UEZEeye6mdPz48eL2o0ePShBhZvHx8UKXLl3EuGQymVCiRAnxZ0tLS+HAgQO5rje/yRUTExPByckp02JnZycmqQAIdevWFUJDQ7M8vmnTpglmZmZqN0sWFhbiTWHGpWXLloK/v3+uYi7M5EpaWpowadIktRhtbW3FmygAQunSpYXHjx+r7RcUFKSWQDEyMlI7rwAELy8v8aZ07969uToefUyuCIIg7Nq1SzwmAEKJEiXE14tMJhNWrVqlcb+MSSxNyYrHjx8LlSpVEssYGxsLVlZW4s/u7u5i4ktl7Nix4nZra2uNr+eMS69evXJ1rPlNrtjY2GSKwdHRUe26kMlkwsyZM7Os8/bt20LLli0zXUslSpRQe52q3k/Gjx+f5TWryYULFwRbW9ssX89dunRRS24JgiAsWbJE3G5qaiqULFlSSE1NFQQh/dqaPHmyWp0Z31/GjRsnvm/oS3JFEATh/v37gouLi9prK+NrfsiQIYJSqcy0X8brOqvEWkY5Sa4IQvr7gSrZrXqPynhucvt3gIioOOFjQUREefDjjz+ibNmyAIAxY8bkabDEgmZhYYFDhw5hx44d+OSTT1CqVCkkJiaiUqVKGDduHK5fv45u3brpPK6UlJRMUw6Hhobi/fv3cHNzQ8+ePbFx40YEBARkObWnhYUFfv75ZwQHB2PJkiXo3LkzypYti7S0NCiVSpQtWxZt2rSBj48Pbt26hVOnTqFVq1Y6PNKsGRkZYfny5Th79iwGDx6McuXKISkpSRwD57vvvsOdO3fUBh4FgPLly+Pq1av4/PPP4ebmBrlcjqSkJFSoUAEDBw7EyZMnsW7dOjRt2hRA+gDMRUGfPn1w48YNDBs2DGXKlEF8fDxKliyJrl274sSJExgzZkye6nV3d8ft27exaNEiNGjQABYWFhAEAbVq1cK8efNw+fJlVKlSRW2fc+fOid/HxsZmOZ12SEiIxqm0C1NMTIzGGExNTfHxxx9j/PjxuHLlivg4lTY1a9bEqVOncOHCBXz55Zdo2LAh7OzsxOmmK1eujIEDB2L16tV4+fIlVqxYkevpeBs3bow7d+5g6tSpqFWrFiwsLBAXFwdnZ2d07doVO3bswKFDhzJNdT5x4kR8/fXX4hhYCoVCHEfGyMgIv/76K44cOYLOnTvDwcEBSUlJqFOnDlatWqX22Jw+qVq1Km7fvo1vvvlGfCTH1NQUTZo0ga+vLzZt2qSzKZhVPv/8c5w5cwY9e/aEvb094uPj4eTkhD59+sDf3x8+Pj46jYeIyJDIBEGPRvgiIiK94+Pjgx9++AGzZ8/mP9ZEhcDNzQ3Pnz9HYGCg2ng7REREZDjYc4WIiIiIiIiIKB+YXCEiIiIiIiIiygcmV4iIiIiIiIiI8oHJFSIiIiIiIiKifOCAtkRERERERERE+cCeK0RERERERERE+cDkChERERERERFRPjC5QkRERERERESUD0yuEBERERERERHlA5MrRERERERERET5wOQKEREREREREVE+MLlCRERERERERJQPTK4QERERERWy9evXQyaT5Xrx9/eXOnQiIsoBY6kDICIiIiIq6hQKBZycnHJUNiIiAqmpqQAAmUxWmGEREVEBkQmCIEgdBBERERERAQcPHkSvXr2QlpaGpk2bwt/fHyYmJlKHRURE2WByhYiIiIhID9y+fRtNmjRBfHw8HB0dcf36dbi4uEgdFhER5QDHXCEiIiIiklh0dDR69eqF+Ph4yOVybN++nYkVIiIDwuQKEREREZHEvLy88PTpUwDA/Pnz0aZNmzzVc+jQIfTu3RsuLi4wMTFByZIl0bhxY8ydOxeRkZFa93v58iVmzZqF2rVrw8bGBpaWlqhTpw5++OEHxMXFadwnJiYGixYtQqNGjWBjYwNzc3NUqFABn376KW7duqX1OGUyGaZNm4bz58+jfv36MDMzg5OTE0aPHq1WNioqCrNnz8bHH38Ma2trWFhYwMPDAxMnThR/V5rcvn0bY8aMgbu7O8zMzGBtbY3q1atj4sSJePjwYQ5+i0REeSAQEREREZFkFi5cKAAQAAg9evQQlEplnur59ttvxXoACLa2toKxsbH4c+nSpYUHDx5k2u/AgQOCra2tWM7S0lIwMzMTf3Z3dxeeP3+uts/NmzeF8uXLi2VMTU3V6jAyMhIWLlyYqa0RI0YIAISOHTsKFhYWAgDB2tpaACB89913YrkLFy4Ijo6OYn0mJiZq9ZubmwubNm3KVP/BgwcFU1NTtWNRKBRq9ezatStPv18ioqyw5woRERERkUTOnDmDmTNnAgDc3d2xYcOGPM0QdP36dfz444+QyWRYuHAhYmNjER0djaSkJBw4cAB2dnZ48+YNpkyZorbf/fv30a9fP7x79w6NGzdGQEAA4uLikJCQAD8/P9jb2+PJkycYOnSouE9ISAg++eQTPH/+HGXLlsW+ffsQHx+P6OhoPH78GL169YJSqYS3tzfWrl2rMd7jx4+jTJkyuH//PmJiYvDgwQNMmDABABAUFIQuXbogNDQUHTp0QEBAABITExEdHY1nz55h5MiRSEpKgpeXF06cOCHWmZycjM8++wzJyckYPHgwXr58KR7L9evXUbduXaSkpGDs2LFISEjI9e+YiChLUmd3iIiIiIiKo7dv3wqlS5cWAAgKhUK4efNmnuv6+eefBQBCnTp1NG5fs2aNYGJiIlStWlVITk4W13ft2lUAIHh4eAjx8fGZ9vPz8xN7fVy6dEkQBEGYNGmS2OPkyZMnmfZRKpVCjx49BABCqVKlhNjYWHGbqucKAOHo0aMaYx08eLAAQPjkk0+EtLS0LMt8/PHH4rrLly+LdUdFRWXa5/Hjx4KRkZFQpkwZ4fLlyxrrJSLKK/ZcISIiIiLSsbS0NAwaNAhv3rwBAPz555+oXbt2nuuztrYGADx69Ajnzp3LtF3V2+P+/fvi1M4xMTE4fvw4AGDq1KmwsLDItF+XLl0wa9Ys/Pnnn3B2doYgCNi5cycAYNSoUahUqVKmfVS9ZwAgIiIChw8fzlTGzMxM47gyCQkJ+PvvvwEAo0ePhpGR5tuV8ePHA0jvsRMYGKj2OwCA9evXQ/hgUlR3d3ckJibi5cuXqF+/vsZ6iYjyiskVIiIiIiIdmzVrFk6ePAkAGDt2LIYPH56v+nr37o0SJUogMTERzZs3R/369TFjxgycOHEC79+/h1wuz5SouHXrFpKTkwEArVq10livTCbDnDlzMHbsWJQrVw5BQUEICQkBALRv315rPB4eHnB1dQUABAQEZNru5uYGU1PTTOuvXr2KlJQUAOnJFWdnZ41Lr169xH3u3r0rttm0aVMAwJdffomKFSti3Lhx2L17N6KiogBAY5tERAWByRUiIiIiIh06dOgQfvrpJwBA/fr18euvv2ZZvkGDBlqTDDt27AAAODg44OjRo6hSpQqA9CTFjz/+iHbt2qFkyZLo0aMHdu/erVavKkkCAM7OzjmKPSwsTPy+TJkyWZZVbc+4j4qNjY3GfVQ9eYD02YJCQkI0LhnrzDgL0u7du9GxY0cA6WO3/Pnnn+jbty/s7e3RrFkz/Prrr0hMTMzBkRIR5Q6TK0REREREOvL8+XMMHz4cgiCgVKlS2LVrF8zMzLLcJywsTGuSIWOioFGjRrh37x6OHz+OCRMmwMPDA0D6ozYHDhxA37590aNHD6SmpgKA2EMkN5RKZa7LahqgV9vjPhnrf/DgAQRByHbJ2OvH2dkZx44dw40bN/D999+jcePGMDY2hlKpxPnz5zFlyhTUrl0br1+/zvFxEBHlBJMrREREREQ6kJycjH79+iEyMhJGRkbYsmULypcvn+1+QUFBWhMLXl5eamXlcjk6dOiA33//HQ8ePMCbN2+wYcMGNGrUCABw4MABbNu2DQBgb28v7vf27Vut7QcGBoo9RRwdHcX1L1++zDLuFy9eZNonOxljUu2fF3Xq1MEPP/yACxcuICoqCn5+fhg4cCAA4MmTJ5g1a1ae6yYi0oTJFSIiIiIiHZgyZQouX74MAPj+++/xySefFFjde/bswcyZM8XBZlWcnZ0xfPhwnDp1CqVLlwYAXLp0CQBQt25dsVfJ+fPntdbdqVMnODo6Yvr06ahQoYKYAPn333+17nPv3j3xEZ86derk+Djq1asn9mo5evSo1nK7du2Cm5sbWrdujeDgYPG45s+fj/nz56uVtbKygqenJ7Zt2yaO1aL6HRARFRQmV4iIiIiICtm2bduwcuVKAEDnzp0LvOfEhg0bsGDBAsyfP1/j4z5GRkZIS0sDAJQsWVL8qhqUdunSpRr3O3HiBB49egQgfeYgmUwm9gDx9fXF06dPM+0jCAJmzJgBALCwsECXLl1yfBx2dnZi+VWrVuHJkyeZyiQkJGDOnDl4/vw5IiIiUK5cOQDpCaLvvvsOc+bM0drrRTWDkOp3QERUUJhcISIiIiIqRPfv38fo0aMBpM9os3XrVq1jjuTVxIkTAaTPADRgwAA8fPhQ3Pbs2TMMHDgQoaGhkMvlGDp0qLhtwYIFMDExwa1bt9C5c2dx5p2UlBTs3bsXgwcPBpA+M1DLli0BADNmzICjoyNiY2PRunVrHDhwQBzH5enTp+jbty/2798PAFiyZAns7OxydSw//fQTLCwsEBcXh9atW2Pfvn1i/Xfu3EHXrl1x+/ZtGBkZqfVSGTZsGGxsbJCcnAxPT0+cOnVKTChFR0fjhx9+wL59+wAAI0aMyFVMRETZkQkfTgBPREREREQFxsfHBz/88AOA9EdULC0tc7zvgAEDsp1NSGX69OlYuHCh+LO5uTmMjIyQkJAAADA2NsaaNWsyjdOya9cuDBs2DElJSQDSZ/JJSEgQExp169bFsWPH1MZDuXr1Krp37y4ODGtmZgaFQoHo6GixrTlz5uDbb79Va8vLy0scA+bixYtaj+Wff/5B//79xfrMzMxgbGyM+Ph4AOmD5P7666+YNGmS2n779+9H//79xSmm5XI5rKys8O7dO7HM6NGjsWrVKo0D7RIR5ZWx1AEQERERERUXcXFxiIuLy3H5jEmB7Pz0009o27Yt1qxZg0uXLiEkJARGRkaoXLky2rdvj8mTJ6Nq1aqZ9uvbty/q1auHX375BceOHcPLly9hZmaGjz76CIMHD8aECRNgamqqtk+9evVw9+5d/P7779i3bx8ePXqE9+/fo0qVKmjXrh3GjRuHWrVq5Tj2D3Xo0AEPHz7E8uXLcfjwYTx58gRJSUkoW7YsWrRogS+++EIcpDejHj164ObNm1i2bBn8/f0RHByMxMRElC1bFk2aNMGoUaPEqZqJiAoSe64QEREREREREeUDx1whIqJiTalUYvXq1WjSpAlsbGxgbm4ODw8PeHt7i93RiYiIiIiywp4rRERUbCmVSvTt2xd79+6FQqFAw4YNYWVlhYCAAISFhcHd3R1nz56Fk5OT1KESERERkR5jzxUiIiq21q5di71796Jy5cq4c+cO/P394efnh6dPn6Jbt2548uQJJk+eLHWYRERERKTn2HOFiIiKrWbNmuH8+fM4ePAgunbtqrYtLCwMTk5OMDExQXR0NBQKhURREhEREZG+Y88VIiIqtkqWLImqVauiSZMmmbY5ODjAzs4OycnJCA8PlyA6IiIiIjIU7LlSwJRKpfhPuIWFBWQymcQREREVLkEQkJCQAACwt7eHkVHRyNsHBgaiYsWKMDU1xbt372Bubi5uU73Xx8fHa32vt7S01GW4RERERFTAcvN/rrGugiouwsPDOfAhERVbISEhcHR0lDqMAjFz5kwAgKenp1piBeB7PREREVFxk93/uUXj40UiIqIC9Ntvv2Hbtm2wsLDAggULpA6HiIiIiPQce64UMAsLC/H7kJAQdgsnjSpXrow3b96gdOnSePz4sdThUCEqDuc6Pj5e7MWR8T3QUC1fvhxTpkyBTCaDr68vqlatmqlMxuN89uyZxvd6vv8bnhcvXiAiIkLqMIqUUqVKwdXVVeowiIgMHv9GFbyc/I3Kzf+5TK4UsIzP3VtaWvKfa9JI9ayekZERXyNFXHE714Y8zpQgCJg+fToWLVoEuVwOX19fDBw4UGPZjMfp6OhYLM5tURccHIyP69ZDUmKC1KEUKeYKCzx8cB/lypWTOhQiIoPFv1GFI7d/o7L7P5fJFSIqfKmpwMOH6us8PABjvgWRfkhMTMTQoUOxZ88eKBQKbNu2DT169JA6LNKh8PBwJCUmwL39l1DYsadFQUiMeoEn/y5FeHg4kytERPnAv1EFrzD+RvHOhogKX1QUULOm+rrQUMDBQZp4iDKIiYlBp06dcOHCBTg6OuLAgQNo1KiR1GGRRBR2rrByqCR1GERERJnwb5R+Y3KFiIiKrZSUFHh6euLChQtwd3fHsWPHULFiRanDIiIiIiIDw+QKEREVWz4+Pjh79iycnZ3h7++PMmXKSB0SERERERkgJlckEhwcjPDwcKnDoEJkb2/PZ8yJ9FhUVBSWLVsGAHBycoK3t7fWsr/88os4UjwRERER0YeYXJFAcHAwqlWrhoQEjvZclFlYWOD+fc6QACB9bBVBkDoKIjWXLl0S34dv3ryJmzdvai3r4+PD5AoRERERacXkigTCw8ORkJCAzZs3o1q1alKHQ4Xg/v37GDp0KGdIINJjnTp1gsCkHxEREREVACZXJFStWjXUrVtX6jCIiIiIiIiIKB+MpA6AiIiIiIiIiMiQsecKERFRIeMg5gWPg4YTERGRPmFyhYhIIk0nHMj1PudXdC+ESKgwBQcHw6NqNSQlchDzgmSusMDDBxw0nIiIiPQDkytEVPjS0oAXL9TXuboCcrk08RDpUHh4OJISE+De/kso7FylDqdISIx6gSf/LuWg4URERKQ3mFwhosIXGQlUqKC+LjQ0fYpmomJCYecKK4dKUodBRERERIWAA9pSgWvdujVkMhmaNm2qtczAgQMhk8ng5eWlu8CIiIiIiIiICgGTK1QojIyMcPHiRbz48FEQAAkJCfDz85MgKiIiIiIiIqKCV2SSK5s2bYJMJsO///6rcfuVK1fQv39/lC5dGqampnB0dETv3r0REBCgsfzUqVMhk8m0Ln/++WfhHUxYmPqSmprzsikp2suGh6uXTU4u+Nj/X926dWFubo6///4707YDBw5AoVCgTJkyhdY+ERERERERka4UieTK5cuXMXHiRK3bd+7ciSZNmuDvv/+Gg4MDunbtCmdnZ+zduxfNmjXD9u3bM+1z7do1AEC/fv0wZMiQTEuVKlUK7Xjg6Ki+PHyovaybm3rZGze0l61WTb3s+fMFHbnI0tISnp6e2LlzZ6ZtO3bsQL9+/WBs/L8hf5RKJX766Se4u7vDzMwMVapUwW+//aa2X1paGhYuXIiaNWtCoVDA0tISTZs2xYkTJ8QyPj4+cHd3x6FDh1C7dm2xrg0bNhTasVIO2NsDcXHqi7291FEREREREREVCIMf0PbgwYMYPnw4YmJiNG6PjIzE6NGjkZqaio0bN2LYsGHitg0bNsDLywujR49Gu3bt4JBhcM0bN26gRIkSGpMDlDMDBgxAv379EBwcLM7mEBMTgyNHjuCff/7B4cOHxbLjxo3DunXrMGPGDDRt2hSnTp3ClClTEB0djVmzZgEApk+fjhUrVmDhwoWoXbs2Xr58iR9++AF9+/bFixcvYGlpCQB48+YNJk6ciO+++w7ly5fHzz//DC8vLzRq1AhVq1bV/S+CAJkM+P/zQ0RERET6Izg4GOHh4VKHUaTY29tzNrtiyGCTK69evcJ3332HDRs2QKFQwMnJCSEhIZnK7d69GzExMejTp49aYgUARowYgV27dsHPzw8HDx7Ep59+CgB49uwZoqOj0a5dO50cS1Hl6ekJKysr/P3335g6dSoAYO/evXBwcEDz5s3Fco8ePcKaNWvw448/wtvbGwDQsWNHGBkZYcGCBRg/fjxKlSqF169fY8GCBZg0aZK4r0KhQJ8+fXDr1i00adIEQPqYLn/99Zd4/qpUqYLy5cvj0KFDTK4QEREREf2/4OBgeFSthqTEBKlDKVLMFRZ4+OA+EyzFjMEmV2bOnIkNGzagfv36WLt2LSZNmqQxuZKamoq6deuiY8eOGutRPd7z6tUrcd3169cBAPXq1SuEyIsPhUKBbt26YefOnWJyZfv27eJMQSonTpyAIAjo1q0bUjOML9O9e3fMmzcPZ86cQc+ePbFlyxYAQHh4OB4/foyHDx/iwIEDAIDkD8aPUSVaAKBs2bIAgPj4+MI5UCIiIiIiAxQeHo6kxAS4t/8SCjtXqcMpEhKjXuDJv0sRHh7O5EoxY7DJlapVq2LDhg0YOnQojIy0Dx0zbtw4jBs3Tuv2y5cvA/jfDTjwv/FWTE1NMWTIEJw5cwZhYWGoUqUKRo0ahQkTJmTZpkqeb+ZDQ9V/trPTXjYoSP3nEiW0l71/HxCE//1sa5vbyHJtwIAB6NmzJ4KCgmBtbY1///0X8+bNUysTEREBAKhRo4bGOl6/fg0gfVDi8ePH4/Lly1AoFKhRowbKly8PABAyHhcACwsL8XvVuVIqlQVzUERERERERYjCzhVWDpWkDoPIoBlscmX69On5ruP48eM4c+YMzM3N0aVLF3G9Krkyb948uLq6on79+nj9+jWuXbuGyZMn47///sPu3bshl8uzrN/JyUnj+qtXr2YdWIaxX7KVm7ISDCDaqVMn2NraYteuXbC1tUWFChUy9Qgq8f8JoRMnTsDa2jpTHeXKlUNMTAw6deqE2rVr486dO6hWrRqMjIxw+PBh7N69WxeHQkRERHqCY0QUPI4RQUSUPwabXMmvJ0+eYPjw4QCAGTNmqCVCVI8Fff/99/j+++/FJMqNGzfQo0cP7N+/H8uWLRMfdSHtzMzM0KNHD+zevRtWVlYYNGhQpjKtWrUCkN4tsU2bNuL6Y8eOYenSpVi6dCliY2MRERGBL774Qq2Hy5EjRwCwV4reUyqB/++hJCpVCshBDzAiIqKMOEZE4eAYEURE+VMskyv3799Hx44dERISgq5du2LmzJlq2588eYKXL19mGvz0o48+wvLly9GzZ0/89ttv2SZXQkJCxBlsMnqY1dTKRdCAAQPQtWtXGBkZYfny5Zm216xZE0OHDsXo0aMRFBSE+vXr4+HDh5gxYwYqVKiAKlWqIC4uDjY2Npg/fz6MjY1hYmKCXbt2wdfXFwDHU9F7ERHp039nFBqau55XRERE4BgRhYFjRBAR5V+xS66cPn0avXr1QmRkJDw9PfH3339nGj/FyspK66wyXbp0gVwux/PnzxEREYFSpUppbcvS0lJjcqW46dChA0qUKIFy5cqhWrVqGsusW7cOP/74I/7880+8ePECTk5OGDhwIObNmwe5XA5bW1vs378fX3/9Nfr16wdra2t8/PHHOH36NDp37owzZ86gW7duOj4yIiIikgrHiCAiIn1SrJIrmzZtwqhRo5CcnIwRI0bgr7/+grFx7n4FJiYmKFmyJMLCwpCQkJBlcqW48vf3V/vZxMQEkZGRmcoFZRiM19jYGLNmzcKsWbO01tu6dWtxAOKMYmJixO99fHzg4+OTqcyHA94SERERERERFZRiM+DBokWLMHz4cCQnJ2P27NlYv369xsTK3bt3MWLECEyePFljPXFxcQgLC4OJiQkcP3zMgYiIiIiIiIiKnWLRc2XlypXw9vaGXC7HmjVrMHLkSK1lLSwssHHjRsjlcsyYMQPOzs5q2zds2AAgvReFmZlZocZNVGSUKpV5inH2+iIiIiIioiKiyPdcuXv3LqZMmQIAWLVqVZaJFQCoUKECOnTogLS0NHh5eSE2NlbcFhAQgFmzZkEmk2X5+AoRfcDIKH3w2owLZwoiIiIiIqIiosj3XJk7dy6Sk5NhbW2NkydP4uTJkxrL9ezZE3379gUA/PXXX2jZsiWOHTuGSpUqoUmTJoiJicGZM2eQlpaGpUuXokWLFro8DCIiIiIiIiLSU0U+uaIaXDU2NhZbtmzRWs7NzU1MrpQrVw7Xrl3DggULsG/fPhw5cgTW1tb45JNP8PXXX6N169Y6iJyIiIiIiIiIDEGRSa58OEONytu3b/NUX8mSJbF48WIsXrw4H1ERERERERERUVFXZJIrRAVFEATIZDKpwyAiIiIyaMHBwQgPD5c6jCLF3t4e5cqVkzoMItKAyRWSVEREBJycnPD8+XOUKVMmT3X07t0bNjY2WL9+fb5iiY6OxhdffIHPPvsMLVu21FrO398fbdq0wcmTJ/mIWE4JApCQoL7OwgJgEouIiKhICg4OhkfVakhKTMi+MOWYucICDx/cZ4KFSA8xuUKSOnr0KGrUqJGnxEpaWhqmTJmCvXv3YsSIEfmO5caNG9i4cWO2M0pRHoSHA46O6utCQ9NnDSIiIqIiJzw8HEmJCXBv/yUUdq5Sh1MkJEa9wJN/lyI8PJzJFSI9xOQKFSo3Nzd4eXnBx8dH4/bDhw+jc+fOua731q1bmDhxIq5cuQKFQpHPKImIiIioMCjsXGHlUEnqMIiICp2R1AFQ8aVUKnH8+HF06dIl1/sOHz4cSqUSFy9ehOOHPSK0CA8Px9ChQ+Hs7Axzc3N89NFH2LRpE4D/PeoDAG3atFF73GfVqlWoUqUKFAoFWrVqhefPn+c6XiIiIiIiIiq62HNFz9SvXz/PMxwVNGdnZ1y5ciXX+6Wmpqr9rFQqxXUymQxyuRwAEBAQgOTkZDRt2jTXbWzcuBG1a9fO1T5DhgxBaGgo/vzzT9jY2GDTpk0YPnw4XF1dUbduXaxYsQITJkzAihUrxOTK77//jkmTJmHSpEno2rUr/vvvP4wZMybX8RIREREREVHRxeSKnnn79i1evXoldRh5FhQUhAoVKqitmzt3LubOnQsAaNWqlTht9uHDh9GhQwcYG+f+ZZjbxAoAnDp1CrNmzULPnj0BAK1bt0apUqVgbGwMGxsbVK9eHQBQvXp1VK9eHYIgYO7cuejbty+WL18OAOjYsSNiYmLw559/5rr9Yq1kSSAwMPM6IiIiIiKiIoDJFT3j7OwsdQiivMTi4uKCy5cviz93794dXbt2FXt7WFtbi9uOHDmCcePGAUif/jgtLU2tLrlcXqBTIrdp0wazZ8/GzZs30aVLF3Tu3BmLFy/WWv7hw4cIDQ1Fjx491Nb379+fyZXckssBNzepoyAiIiIiIioUTK7ombw8hqNPTE1NUb9+fbWfXVxc1NYBQGhoKK5du4ZOnToBSO9VohrzRKWgpzrevn07FixYgB07duDvv/+GkZEROnTogJUrV2bqbQMAkZGRAACHD2a0KV26dIHFRERERERERIaPA9qSJI4cOYJatWrBxcUFAFCvXj1cvnxZbalXr16Btmlra4uFCxciKCgIDx48wI8//oizZ89i/PjxGsvb29sDAEJCQtTWR0REFGhcREREREREZNiYXCFJHDlyRG2WIGtra9SvX19tyfgIUX49f/4crq6u2LVrFwDAw8MD33zzDTp06IAXL14AgDjQrkrlypXh6uqKv//+W239wYMHCywuIiIiIiIiMnx8LIgKVVBQUKZ1aWlpOH78OPbv36+zOMqXL4+yZcti8uTJiImJQaVKlXDlyhUcPnwY3377LQCgRIkSAIBDhw7Bzs4OderUwcKFCzF48GCMHj0a/fr1w8WLF7Fy5UqdxU1ERERERET6j8kV0rmLFy9CqVSiSZMmOm137969+PbbbzFr1iyEh4fD1dUVs2fPxvTp0wEANWrUwKBBg/D777/jyJEjuHPnDgYNGgQjIyPMnTsXmzZtQq1atbBq1SoMGjRIp7ETERERERGR/mJyhXSuWbNmiI6OLrD6NPWO0cTZ2Rnr1q3Tut3IyAhbt27NtH7AgAEYMGCA2rqBAwfmKsZiLywMcHRUXxcaCnwwWDAREREREZEh4pgrRERERERERET5wOQKEREREREREVE+MLlCRETF3qlTp9CxY0c4OjrC2toaTZs2zTRTGBERERGRNhxzhYgKn50dcOdO5nVEemDr1q0YOnQojI2N0aZNGxgbG+O///5D//794ePjg9mzZ0sdIhERERHpOSZXiKjwGRsDNWpIHQVRJqGhoRg1ahQsLCzg7++P+vXrAwAePHiA1q1b44cffkDPnj1Rp04diSMlIiIiIn3Gx4KIiKjYWrFiBRITEzFx4kQxsQIAVatWxY8//ghBEPDrr79KGCERERERGQImV4iIqNg6dOgQAKBXr16ZtvXo0QMymUwsQ0RERESkDR8LktD9+/elDoEKCc8tkWG4e/cuAKCGhsfWSpYsCWdnZ7x58wahoaFwdHTUWEdoaCgsLS0zrVetS0xMBAAoU98jLSWpoEIv1pSp7wGk/27j4+MLpE6ep4JXGOdJVZ+qfp6rgsFryjDwPBkGnifDkNPzlJtzKBMEQch3ZCSKj4+HlZUVACAuLk7jP9zBwcGoVq0aEhISdB0e6ZCFhQXu37+PcuXKZdpWtmxZvHr1CmXKlMHLly8liI50Jatz3XTCgVzXd35F94IKrcDk5H1PH0VFRaFkyZKwtrZGTEyMxjL16tXDtWvXcPPmTdSuXVtcn/GYiYiIiKjoy+7/XPZckUC5cuVw//59hIeHSx0KFSJ7e3uNiRUi0g9xcXEA0hOh2igUCrWyRERERESaMLkikXLlyvHGm4qPsDDAzU19XVAQ4OAgRTREAAC5XA4AkMlkWsuoOndm1cnz2bNnWT4WBAAvXrxAREREXkMlDUqVKgVXV9cCrZPnqeAVxnkCeK4KA68pw8DzZBh4ngxDTs5TfHw8nJycclQfkytEpBt8DI70jOqxHtVzzJokJaU/15xVF1BHR8dsH4WqWrVqHiIkXeN5Mhw8V4aB58kw8DwZBp4n/cfkChHRB4rKWCiUNWtra1hZWeHdu3dITEwUHwHK6M2bNwCA0qVL6zo8IiIiIjIgnIqZiIiKJZlMhpo1awLQPMNXZGQk3r59CwcHhxx3ByUiIiKi4ok9V4io8JUoAQQEZF5HJLHOnTvj4sWL2LdvH+rWrau2bd++fRAEAV26dJEoOiIiIiIyFOy5QkSFz8QEaNBAfTExkToqIowcORIWFhZYsmQJzp8/L65/+PAhZs6cCZlMhqlTp0oYIREREREZAiZXiIio2HJ1dcWyZcsQHx+Pli1bokOHDujatSs++ugjvH37FgsWLECtWrWkDpOIiIiI9BwfCyIiomJt9OjRcHV1xcKFC3Hx4kXI5XLUrVsXU6dORe/evaUOj4iIiIgMQJHpubJp0ybIZDL8+++/GreHhIRg4sSJcHd3h0KhQMWKFeHt7Y24uDiN5ZVKJdauXYv69evDxsYG9vb26NmzJ65du1aYh0FERBLo1KkTTp48idjYWERHR+PcuXNMrBARERFRjhWJ5Mrly5cxceJErdvfvHmDxo0bY8WKFVAoFPD09ERaWhoWLVqEZs2aITY2NtM+48ePx2effYZnz56hffv28PDwwP79+9G4cWOtCRwiIiIiIiIiKn4MPrly8OBBdOzYETExMVrLTJo0CUFBQZg+fTpu376NXbt24fHjx+jfvz9u3boFHx8ftfJ+fn5YtWoVatSogUePHmHPnj04d+4cdu3aBaVSCS8vLyQlJRXykRERERERERGRITDY5MqrV68wcuRI9OjRA8nJyXByctJY7unTp9i7dy9cXV0xZ84ccb2pqSlWr14Na2trrFq1ComJieK2n3/+GQCwePFi2Nvbi+v79OmDIUOG4NWrV9i5c2chHRlRERQeDjg4qC/h4VJHRUREREREVCAMdkDbmTNnYsOGDahfvz7Wrl2LSZMmISQkJFO5I0eOQKlUwtPTEyYfTP1qa2uLtm3bYv/+/fD390fnzp0RExODs2fPwsrKCu3bt89UX69evbBx40YcOnQIw4cPL7TjI8qo6YQDud7n/IruhRBJHglC5mSKIEgTSzFk8K8fIiIiIiI9Z7A9V6pWrYoNGzbg0qVLWU6TeefOHQBAzZo1NW6vXr06AOD27dsAgHv37kGpVKJq1aowNs6ce/qwPBEREREREREVbwbbc2X69Ok5KvfmzRsAQOnSpTVuV61/+/ZtnspnJT4+XuN6S0vLbPclIiIiIiIiIsNgsMmVnFJNtWxhYaFxu0KhUCuX2/JZ0TYOjMDHIai4sbUFTp7MvI6IiIiIiKgIKPLJFblcDgCQyWQat6sSHaqv2ZX/cD8iygFTU6B1a6mjICIiIiIiKhRFPrliZWUFAGqzAWWkmlJZ9ahOduVV63PyaE9ISAgfASIiIiIiIiIq4op8csXFxQWA9jFSPhxjJbfls2JpacnkChEREREREVERZ7CzBeWUaiahe/fuadx+9+5dtXLVq1eHkZERHjx4AKVSmW15IiIiIiIiIireinxypVOnTgAAPz8/pKWlqW179+4dTp48CSsrK7Ro0QJA+kC2rVq1wrt37+Dv75+pvr179wIAunTpUriBExEREREREZFBKPLJlfLly6Nr164IDAzEN998Iw5Em5ycjLFjxyI2NhZjx46FtbW1uM+ECRMAABMnTlR7PGjPnj3YunUrXFxcMGjQIN0eCBERERERERHppSI/5goA/P7777h27RqWLFmCw4cPo2bNmggICEBwcDDq1asHHx8ftfJ9+vTBkCFDsGXLFnh4eKBt27YIDw/HuXPnYGpqii1btsDMzEyagyEyRBERQL166uuuXgVKlZImHiIiIiIiogJU5HuuAOm9VwICAjBq1Ci8e/cOBw8ehLm5OWbMmIETJ06IMwRltGHDBixfvhzly5fH0aNH8eTJE3Tv3h0XL15Ea04pS5Q7SiXw/Ln6omFMIyIiIiIiIkNUZHquaBofJaMyZcpgzZo1Oa5PLpdj0qRJmDRpUj4jIyIiIiIiIqKirFj0XCEiIiIiIiIiKixFpucKEalrOuFArvc5v6J7IUQCwMYG8PPLvI6IiIiIiKgIYHKFiAqfmRng6Sl1FERERERERIWCyRUiHVL1JgmLThK/5qWHCREREREREekPjrlCRERERERERJQP7LlCRCK9GqeFiIiIiIjIQLDnChERERERERFRPjC5QkRERERERESUD3wsiIgKX2Qk0KKF+rozZ4CSJaWJh4iIiIiIqAAxuUJEhS8tDbh3L/M6IiIiIiKiIoCPBRERERERERER5QOTK0RERERERERE+cDHgoio8NnYADt3Zl5HRERERERUBDC5QkSFz8wM6NdP6iiIiIiIiIgKBR8LIiIiIiIiIiLKByZXiIiIiIiIiIjygckVIiIiIiIiIqJ8YHKFiIiIiIiIiCgfOKAtERmEphMO5Hqf8yu6F0IkRERERERE6phcIaLCFxUFdOyovu74ccDOTpp4iIiIiIiIChCTK0R5lJeeFMVWaipw5UrmdUREREREREUAx1whIiIiIiIiIsoHJleIiIiIiIiIiPKBjwURUeGztgbWrcu8joiIiIiIqAhgcoWICp+5OeDlJXUUREREREREhYKPBRERUbGlVCqxevVqNGnSBDY2NjA3N4eHhwe8vb0RHR0tdXg6FR8fD5lMBplMhvj4eKnDIS14ngwDz5Nh4HkyDDxPhqO4nyudJFfevXuni2aIiIhyTKlUom/fvhg7dixu3ryJunXron379oiKisKiRYvQoEEDhISESB0mERERERmAPCdXKlasiGnTpmVbbtiwYahatWpemyEiIioUa9euxd69e1G5cmXcuXMH/v7+8PPzw9OnT9GtWzc8efIEkydPljpMIiIiIjIAeU6uBAUFITQ0NNtyT548KXZdq4mISP+t+/9BlpcsWYKKFSuK662treHr6wuZTIZ9+/YhMTFRqhCJiIiIyEDkeEDbjh074sGDB2rr9u7di3LlymndJy4uDu/evUO1atXyHiEREVEhKFmyJKpWrYomTZpk2ubg4AA7OztERkYiPDwcrq6uEkRIRERERIYix8mVadOmoVOnTuLPqkFqshuopkSJEvjll1/yHiERGb7oaKBnT/V1+/YBJUroPhai/3fw4EGt2wIDAxEZGQlTU1M4ODhk2i4Igvh9aGgoLC0tM5XRtE6fZfx7XhwHoTMUPE+GgefJMPA8GQaeJ8NRFM9VxuPI+P+fJrnqufL8+XMolUoIgoCKFSuiV69eWLJkicbyMpkM5ubmcHBwgEwmy2kzRFQUpaQAp05lXkekp2bOnAkA8PT0hLm5eabtCQkJ4vcZHykqKpycnKQOgXKA58kw8DwZBp4nw8DzZDiK4rlKSEiAlZWV1u05Tq4AUOsWPXv2bNSuXRvly5fPe3REREQFZPjw4QgICMi2XMOGDbFx40at23/77Tds27YNFhYWWLBgQUGGSERERERFVK6SKxnNnj27IOMoVDntOXPy5Em0bt1a/Nne3h4RERFayycmJmr8RJOIiHQvODgYDx8+zLacs7Oz1m3Lly/HlClTIJPJ4Ovrq3W2O3t7e4SEhCA+Ph4WFhYa/84Y2mNBRERERKROEASxx7K9vX2WZfOcXAGA2NhYbNq0CXfu3EFCQgKUSqXGcjKZDBs2bMhPU/kyZMgQrduePn2KixcvwsbGRq1r9/PnzxEREYEyZcqoJVwyksvlBR0qUdFkZQX8/nvmdUQFyN/fP8/7CoKA6dOnY9GiRZDL5fD19cXAgQO1ljcyMoKjo2Oe2yMiIiIiw5DVo0AZ5Tm58uLFCzRv3hwvX77MdmAXqZMrmzdv1rg+Pj4e9evXBwBs2rRJbeaj69evAwD69euHpUuXFn6QREWZQgFMmCB1FEQaJSYmYujQodizZw8UCgW2bduGHj16SB0WERERERmQfD0W9OLFC7i7u2PYsGFwcXGBsXG+OsLo3JQpU/DgwQOMGTMG3bt3V9t27do1AEC9evWkCI2IiHQgJiYGnTp1woULF+Do6IgDBw6gUaNGUodFRERERAYmz9mQw4cPw97eHgEBAShhgNOpBgQEwNfXF46Ojli0aFGm7aqeK0yuEBEVTSkpKfD09MSFCxfg7u6OY8eOFcmZf7Kyfv16jBw5Eq1atcrXY1VUePz9/dGmTRuN20xMTGBtbY1q1aqhX79++Pzzz2FmZqbjCAngeTIkPFeGgefJMPA8qctzcuXdu3fw9PQ0yMQKkN5rRRAEzJ07F7a2tpm2X7t2DQqFAlevXsXo0aNx584dyGQyNGvWDLNmzcrRJ5va5vbmIIdERNLz8fHB2bNn4ezsDH9/f5QpU0bqkIi0srS0RM+ePdXWpaamIioqCqdPn8a5c+ewe/du/PfffzAxMZEmSOJ5MiA8V4aB58kw8Dyly3Nyxd3dHa9fvy7IWHTmyJEjuHDhAlxdXTFy5MhM20NDQ8VjGzZsGBo3bow2bdrg9u3bOHToEI4dO4bNmzdjwIABWbajbW7v7MaoISKiwhUVFYVly5YBSH+v9vb21lr2l19+0fp+TqQr9vb2WseQCwoKQvPmzXHmzBn88ccf+OKLL3QcHanwPBkOnivDwPNkGHie0hnldcdRo0bh0qVLOHXqVEHGoxNLliwBAEydOlVj5kw13oq9vT3Onz+PCxcuYO/evXj8+DGWLFmC1NRUjBw5Ei9fvtRp3EREVDAuXbokTqt38+ZNbNmyResSGxsrcbREWXNzcxMThLt375Y4GtKG58lw8FwZBp4nw1CczlOee66MGDECp0+fRteuXTF27Fg0btwYdnZ2kMlkGsu3bds2z0EWpHv37uHff/9FiRIlMGrUKI1lPvnkE7x+/RpKpVKtm7hMJsOXX36J06dPY9++ffD19cXs2bO1thUSEsJHgIgA4N07YPBg9XVbtwIaHskj0oVOnTqxFyEVKZUqVQKQ/r8H6S+eJ8PBc2UYeJ4MQ3E5T3lOrpQsWRIymQyCIGQ7VbFMJkNqampemypQO3bsAAD06tVLa+JDJpOhdOnSWuvo1q0b9u3bhytXrmTZlqWlJZMrRACQnAwcPpx5HRERFYg7d+4AAMqVKydxJJQVnifDwXNlGHieDENxOU95Tq60bNlSay8VfbZnzx4AyHa8lKw4OzsDgNilnIiIiEgqt27dwk8//QQAGPxhL0HSGzxPhoPnyjDwPBmG4nSe8pxcMcQpG1+8eIE7d+7A1tYW7dq101pu9erV+O+//zB48GD06NEj0/Znz54BAMqWLVtosRIZiqYTDmRbpkTiOxzOthQREWkTHh6OoUOHqq1LTk5GYGAgrl69CkEQ0Lt3b4wYMUKiCAngeTIkPFeGgefJMPA8pctzcsUQXbp0CQDQsGFDGBtrP/RXr15h586diI+Pz5RcEQQBmzZtApA+NgsRZS/R2By/N/nfm+nEXjUAPjJHRJRj8fHx2LJli9o6U1NTlCpVCp988gkGDhyI4cOHG2Sv4qKE58lw8FwZBp4nw8DzlC7PyZXg4OBcldeH56tUY6Q0bNgwy3JeXl5YuHAhDh06hDVr1mD06NEAAKVSCR8fHwQEBKB69ero169focdMVBS8NzHD1o97iz9P/Lq7hNEQERme8uXLIygoSOowKBs8T4aD58ow8DwZBp6ndHlOrri5ueU486QvA9oGBgYCACpWrJhluQoVKmDlypUYNWoUxowZg99//x1VqlTBjRs38OTJEzg5OWHPnj0ap3EmIiIiIiIiouIlz8mVcuXKaUyupKWlISoqCvHx8QCAFi1awNHRMe8RFqCwsDAAORsrZeTIkfDw8MDChQtx7tw5PHjwAC4uLpg8eTJmzpypN8dERERERERERNLKc3Ilu24/N2/exIQJE/Dq1Stxhh6pnThxIlflmzZtiv379xdSNERERERERERUFBgVVsV16tTBwYMHER4eju+++66wmiEiIiIiIiIiklShJVcAwM7ODq1atWLvDyIiIj12/vx5ODs7a12+//57qUMkIiIi0muFPhVzfHw8oqOjC7sZItJjlu/j8a3/7/9b0W8T8NdfgK2tdEERkSglJQUhISFat8fExOgwGiIiIiLDU6jJFT8/P/j7+6N69eqF2QwR6TkTZSraPj3/vxVPAfzxh2TxEFE6Ly8veHl5SR0GZaF169YQBEHqMCgbPE+Gg+fKMPA8GQaeJ3V5Tq60bNlS67a0tDSEhobi2bNnAIDRo0fntRkiKqK6eB9FtII9V4iIiIiIyPDlObly9uzZbMuYmZlhwoQJmDRpUl6bISIiIiIiIiLSa3lOrpw8eVLrNiMjI1hZWcHDwwMWFhZ5bYKIiogkYzP41h+YaR0REREREVFRkOfkSqtWrQoyDiIqwpJMzOHbcJDUYRARERERERWKAhnQ9tmzZzh16hTevHkDMzMzODk5oVWrVnB1dS2I6omIiIiIiIiI9Fa+kitRUVEYM2YM9uzZo3F79+7d8ddff6FUqVL5aYaIiIiIiIiISG/lObmSmJiIdu3a4caNG7C1tUWnTp1QoUIFCIKAZ8+e4dixY9i/fz+Cg4Nx4cIFmJqaFmTcRERERERERER6Ic/JlaVLl+LGjRvo2rUrNm/eDBsbG7XtMTExGDJkCA4fPozff/8dX331Vb6DJSIiIiIiIiLSN0Z53XH79u2wt7fHtm3bMiVWAMDGxgbbt29HqVKlsGXLlnwFSURERERERESkr/Lcc+XJkyfo0qULLC0ttZaxtLREixYt8M8//+S1GSIqAiySE/DlmTVq65a2GI0EU07VTkREREREhi/PyRUTExPEx8dnWy4hIQEymSyvzRBREWCalgLPhyfU1q1o6oUEieIhIiIiIiIqSHl+LKh27do4deoUgoKCtJYJCgrCqVOnUKdOnbw2Q0RERERERESk1/KcXBk7diySkpLQsWNHnD59OtP2M2fO4JNPPsH79+8xatSofAVJRERERERERKSv8vxY0NChQ3H48GFs374dbdq0gb29Pdzc3CCTyRAYGIjw8HAIgoABAwZg+PDhBRkzERmY98am2PJRz0zriIiIiIiIioI8J1cAYMuWLWjcuDGWLVuGoKAghIWFidvKly+PL7/8EpMmTcp3kERk2BJNFFjRdKTUYRARERERERWKfCVXZDIZJk+ejMmTJ+Ply5d4/fo1UlJSUK5cObi6uhZUjEREREREREREeivXY668f/8eK1aswIoVK9TWly1bFg0bNkRMTAwaNGgAHx8fJCRwLhAiIiIiIiIiKtpy1XMlNDQU7dq1w71799CiRQtMmDAhU5kTJ04gNDQUc+fOxc6dO3H8+HGULVu2wAImIiKSmlKpRHh4OADAwsICMplM4oiIiIiIqKAJgiB2GrG3t4eRkfb+KTlOriQnJ6Ndu3a4e/cuKleujJEjNY+fMGvWLFStWhU//vgjHjx4gK5du+LKlSswNs7XE0hERER6Izw8HE5OTlKHQUREREQ6EhISAkdHR63bc/xY0OrVq3H37l107NgR169fx4gRIzSWs7GxwWeffYbLly+jcePGuH37NtauXZv7yImIiIiIiIiIDECOu5Ps3LkT5ubmWLt2LSwsLLItb2dnhy1btqBKlSrYvn07xowZk69AichwWSQnYNzFjWrrVjYejgTT7N9LDEXTCQc0rg+LThK/aitDhifj38GQkBBYWlrCyspKZ+3HxcXprK2iYO/evRg2bJjUYUjGyMgINjY2sLa2Fr9aWVnBxsYG5cuXh4eHB6pUqYIqVaqgRIkSksbq7++Prl27ShqDPrCyslJbrK2t4eLigkqVKqFSpUpwd3eHu7s7bG1tJYvx1q1baNq0qWTt6wu5XA4rKyvx74ClpSWcnZ1RsWJFVKhQARUrVkSlSpVQoUKFLB8nKEzBwcGoXr26JG3rEwsLC/F6srS0hLW1NZycnMRrSnV9OTg4SBZjbGwsSpcuLVn7+kB1jjL+3bKysoKzs7P498rDwwOlS5fWyWPZ8fHxYm/l7PIgOU6u3LlzB/Xq1YOLi0uOA6lQoQIaNWqEW7du5XgfIip6TNNS0OfOEbV1vg0GgUNek6HK+Mfc0tISlpaWOm1f1+0ZOnNzc6lDkJRSqUR0dDSio6OzLevi4oLWrVujQ4cO6NSpE5ydnQs/wAwUCoVO29NXcXFxOUqiVq9eHa1atUL79u3RuXNnnf7+eK7SpaWl4d27d3j37l2W5ezs7NCsWTO0atUKffv2hZubm24CRPY3hMVFQkICEhISEBoammW5ChUqoFWrVmjbti26d++u0ySmUqnUWVv6SvX+9+bNmyzLWVtbo2nTpujQoQM++eQT1KxZs9Bjyy6Zk+PkSmJiYp6yaGXLlkVAQECu9yPSJfYoICIiAl6/fo2tW7di69atMDIyQteuXTF69Gh07twZcrlc6vDoA/fu3cO9e/ewcuVK2NjYoF+/fhg6dChatmwpWS8J0iwqKgp+fn7w8/PD119/jcaNG2PgwIHo379/se+poG8CAwMRGBiI9evXw9zcHN27d8fQoUPRqVMnmJiYSB0e/b/Y2FgcO3YMx44dw7Rp01C3bl2MHj0agwcPho2NjSQx5fhd18XFBa9evcp1A2/fvtVpV2kiIiIiyj+lUokDBw6gW7ducHNzw+zZsxEcHCx1WKRFTEwMfH190aZNG7i5ueG7774TZzUj/XPx4kVMmTIFZcqUQbt27fDPP/9AEASpw6IPJCUlYefOnejevTtcXFwwadIkPH/+XOqwSINr165h3LhxKF26ND777DNcunRJ5zHkOLlSrVo13Lp1C1FRUTmu/N27d7hy5Qo8PDzyFBwRFQ3JchPsrtlZbUmWM/NPRGQoXr58iTlz5sDd3R3e3t4c90fPvXjxAvPnz0elSpXw448/itOIkv4RBAEnTpxAx44d0aZNG5w9e1bqkEiL8PBw/P7776hSpQqmTp2KyMhIqUMiDRISErB27Vo0btwY3bp1w9OnT3XWdo6TK8OGDUN8fDzmzp2b48rnz5+PxMREdOnSJU/BEVHRkGBqgV9afq62FKXBbImIiouUlBQsWrQIHh4e2L59Oz9p13MxMTGYMWMGKleuDF9fX6SmpkodEmXh1KlTaNGiBTp37oxr165JHQ5pkZycjCVLlqBSpUpYtGgREhMTpQ6JtPDz80P16tUxa9YsnSSZc5xc6dWrF6pXr45ff/0V33//Pd6/f6+1bHJyMnx8fLB48WLY29tj/PjxBRIsEREREUnv9evXGDRoENq0aYN79+5JHQ5l4/Xr1xg1ahQaNWqk009xKW+OHj2Khg0bYv78+UhLS5M6HNIiOjoa3t7eqFGjBq5cuSJ1OKRFcnIy5s2bh2rVqmHfvn2F2laOkyumpqbYuXMnLC0txW6GEydOxKZNm3D8+HEcPnwY69evx7hx41CpUiXMnTsXCoUCBw8eRKlSpQrzGIiIiERKpRKrV69GkyZNYGNjA3Nzc3h4eMDb21vjbCkhISGYOHEi3N3doVAoULFiRT72QJRDp06dQsOGDXHgAAeGNwTXrl1DvXr1Cv0Gg/IvLS0N3333HTp06JCncS9JdwIDA9GsWTOsXLmSvfn0WHBwMHr16oVvv/220GZlytUw4tWrVxfflF+/fo2VK1fCy8sLnTt3Rrdu3fDZZ59h1apVePXqFZo3b47Lly+jYcOGhRI4ERHRh5RKJfr27YuxY8fi5s2bqFu3Ltq3b4+oqCgsWrQIDRo0QEhIiFj+zZs3aNy4MVasWAGFQgFPT0+kpaVh0aJFaNasGWJjYyU8GiLDEB8fj549e2LRokW8sTAA7969Q69evTBt2jSkpKRIHQ5l4+TJk6hTpw4TmHouOTkZ48ePx5AhQ/jhjJ776aef0KdPn0I5T7meo83d3R0BAQE4ffo0xo8fj7Zt26JatWqoVasWOnbsiBkzZuDSpUs4deoUqlevXuAB58fBgwchk8m0LgMHDlQrz08ziYgMy9q1a7F3715UrlwZd+7cgb+/P/z8/PD06VN069YNT548weTJk8XykyZNQlBQEKZPn47bt29j165dePz4Mfr3749bt27Bx8dHuoMhMiCCIMDb2xuffvpplo+Ok/745Zdf0K5du1xNVkHSiIiIQI8ePfDLL79IHQplY9u2bWjQoAGCgoKkDoWysG/fPjRv3rzAZ8AzzuuOzZs3R/PmzQsylkKnGhiqZcuWcHV1zbS9SZMm4vdv3rxB06ZNERQUhJo1a8LT0xOXL1/GokWLcPToUZw9exbW1tY6i52Icq/pBH7KU9ysW7cOALBkyRJUrFhRXG9tbQ1fX184OTlh3759SExMxOvXr7F37164urpizpw5YllTU1OsXr0aR44cwapVqzBv3jwoFAqdHwuRIVq/fj2ePXuGQ4cOwcrKSupwKBtnzpxB27Ztcfz4cTg4OEgdDmVj2rRpCA8Px4IFCyCTyaQOh7R48OABWrZsif/++w+VK1eWOhzS4ubNm2jYsCH+/fdf1KxZs0DqzHNyxRBdv34dALB8+XLUqVMny7IZP8388ccfAaR39xo2bBh27twJHx8fZo+JckiRkohPL29XW7e2wUAkmvCGlQpWyZIlUbVqVbVkuYqDgwPs7OwQGRmJ8PBwHDlyBEqlEp6enjAxUZ8a3NbWFm3btsX+/fvh7++Pzp076+oQiAze6dOn0bNnT/j5+cHc3FzqcCgbN27cQNu2bXH69GnY2dlJHQ5l46effoK5uTlmz54tdSiUhRcvXqBly5Y4f/48KlSoIHU4pEVISAg6dOiAM2fOwN3dPd/15fqxIEN27do1mJubo0aNGlmWe/r0aZafZlpbW2PVqlWcdosoh8xSkzHkxj61xSw1WeqwqAg6ePAg7t+/r3Eg9cDAQERGRsLU1BQODg64c+cOAGj9tEL1aOvt27cLL2CiIuq///7DoEGDCm3QQCpYd+7cQe/evflIl4Hw8fHBypUrpQ6DsvH27Vt07twZkZGRUodCWXj79i3atWuHt2/f5ruuYpNciYiIwIsXL1C7dm0YG2fdYScnn2bGx8fD39+/ECMmIqKCNHPmTACAp6cnzM3N8ebNGwBA6dKlNZZXrc/uj218fDzi4+MLMFKiomHfvn344YcfpA6Dcsjf3x8TJ06UOgzKoSlTpuDu3btSh0HZePjwIfr168dEs54LDg5Gv379kJycvw9/i81jQarxVlxdXeHt7Y39+/fj+fPncHZ2Rp8+fTBz5kyxK2ROPs3cv38/bt++nWVXcW3/bFtaWubnUCgbHGeDiD7022+/Ydu2bbCwsMCCBQsAQByc3MLCQuM+qnFWshvE3MnJqQAjJSpa5syZg/r166Nbt25Sh0I58Ndff2HQoEFo27at1KFQNpKTkzFy5EicP38+2w+OSVonTpzA2rVrMWrUKKlDoSycPXsWU6dOxW+//ZbnOopNzxVVcmX37t1YuXIlKleujGbNmiEyMhK//PILGjVqJH46WVCfZjo5OcHKyirTQlTcJMtNcMijrdqSLDfJfkeiArB8+XJ88cUXkMlk8PX1RdWqVQEAcrkcALQOCqiaUpZTyxLlz7hx49i7y4CMHTuWj74biMuXL2Px4sVSh0E58PXXXxfIYydUuH7//XdcunQpz/sXmzSnajBbT09PbNmyBba2tgCAsLAwDBw4ECdOnMDo0aNx8ODBAvs0k4jSJZhaYH67L6QOg4oZQRAwffp0LFq0CHK5HL6+vhg4cKC4XZXs1nYTkZSUBCD73oYhISGwtLRk8pxIi1evXmHhwoVq49iR/nry5AnmzZuH+fPnSx2KqEGDBhgyZEiu9xMEAUqlEkqlUvxeEASkpKQgMTEx2yUiIgJv3rxBSkpKIRxVwZg9eza6d+8ujhNG+ik6OhpffPEFduzYIXUolI0vvvgC58+fh5FR7vuhFJvkysaNGzF37lyULVtWbUpNBwcHbNq0CVWqVIGfnx+CgoIK7NNM1T/cRESkW4mJiRg6dCj27NkDhUKBbdu2oUePHmplXFxcAGjvhZhdL0YVS0tLvtcTZePnn3/Gp59+Cjc3N6lDEfXs2RNjxozJ9X4Zb9gz3rgnJyer3ZgnJCRk+pqQkICwsDC8evUKr169yvfz/YVl0aJFGDhwIGrVqiV1KADSH8n/4gtpPqRRKpUIDw/HgwcPcPXqVVy9ehVHjx5FRESEJPF8KDk5GTNnzsTevXulDgUA0LBhQ/j4+OR6vw+vK9XPqampGq+nD9dFRETg1atXePnypd72vNq5cyeGDRuGrl27Sh0KZeHSpUvYsmULhg0blut9i01yxdTUVOs84y4uLqhbty7OnDmDq1evFtinmfyHm4hI92JiYtCpUydcuHABjo6OOHDgABo1apSpnOqm4d69exrrUQ0UqC83F2Q4tH04o01xePQsKSkJ33zzDXbu3Cl1KKIKFSpIOs26UqnE48ePcfnyZQQEBGD37t14/fq1ZPFklJqaip9++glbtmyROhTJGRkZwdHREY6OjmjZsiWA9Nfzzp07sWLFCgQEBEgcYfpMeW/fvoWzs7PUocDJyUnS60oQBAQHByMgIACXL1/G/v378ejRI8ni+dDcuXP1KrmS279XQPH4m+Xt7Y1evXrluldysUmuZEf1ZpSQkFBgn2YSEZFupaSkwNPTExcuXIC7uzuOHTuGihUraizbqVMnAICfnx+WLl0q9loEgHfv3uHkyZOwsrJCixYtdBI7FQ1z587Fd999l6d9NfWISE5OFns8xMfHq31VfR8XF4e3b9/ixYsXCA4OxvXr1xEbG1vAR5Z/f//9N86cOcNr6v8ZGRnBw8MDHh4eGDp0KH755Rfs2rULy5Yt04sb9j179uDdu3fio/T0P+bm5hg+fDiGDx+OK1euYOXKldi6dav4AayupaWlYcOGDfD29pakfX0ik8lQvnx5lC9fHv369cNPP/2EY8eOYdmyZTh+/LjU4SEgIAD37t3Ti8e4mjdvjjNnzuRp34yP2an+XqWmpmr9e5Xxa3h4OF68eIEXL17gzp07ePXqVQEfWf69efMGCxcuxNy5c3O1X7FIriQnJ2P8+PEIDw/Hli1bNPYmefbsGQCgbNmySEhIAMBPM4mIDI2Pjw/Onj0LZ2dn+Pv7o0yZMlrLli9fHl27doWfnx+++eYbLF68GDKZDMnJyRg7dixiY2MxdepUWFtb6/AIqDiTyWSQy+VqiT6FQpHrm9u0tDTcvXsXZ8+exV9//SWOO6cPVq9ezeSKFiYmJhg0aBAGDRqEixcvYtmyZdi1axfS0tIkiUfVO2P06NGStG8o6tevD19fX8ycORNDhw7FhQsXJInjr7/+wjfffJOnnghFmZGRETp37ozOnTvj7t27WL58OTZu3ChZIgwANmzYgIULF0rWfkFQ/b36UF7GnwsODsa5c+ewa9cu7N27V296xqxZsybXj7gVi9mCTE1N8c8//2D//v04cuRIpu23bt3CjRs3YGtri8aNG6t9mvnhHzR+mklEpJ+ioqKwbNkyAOndkr29vTF06FCNS0hICID0UeFdXFywZMkSVK9eHf369UPlypWxY8cO1KtXL0/PjRNJTS6Xo3bt2hg/fjyuXr2KI0eOoHnz5lKHBQDYt2+f3o6HoE8aN26M7du34/Lly3B3d5csjvXr10vWtqGpWLEiTp8+jZkzZ0rS/pMnT+Dv7y9J24aiRo0aWLVqFe7fv4+GDRtKFsemTZuQmpoqWfv6ply5chg0aBB2796Nu3fvYvjw4RoTN7oWEhKCU6dO5WqfYpFcAdKnlQOAr776Ck+fPhXXh4SEYOTIkUhLS8PXX38NhUIhfpoZGBiIb775RsyeZfw0c+zYsfw0kyiHzFOS8FnANrXFPEW6TwyoaLp06ZLY8/DmzZvYsmWL1kX1yET58uUREBCAUaNG4d27dzh48CDMzc0xY8YMnDhxgjMAkcGTyWTo1KkTzpw5g9OnT4sfIEklLi4Ohw8fljQGQ/Lxxx/j6tWr6N27tyTtnz9/Ho8fP5akbUNkbGyMefPm4bfffpOk/WPHjknSrqFxc3PDmTNnMHnyZEnaf/PmDf79919J2tZ31apVw4YNG/DkyROMGzcOZmZmksazffv2XJUvNsmVadOm4ZNPPsGLFy9Qs2ZNdOzYEd26dYO7uzuuXbuGPn36YPr06WJ5fppJVHDMU9/jsyvb1Rbz1PdSh0VFTKdOnSAIQo6WjJ8ElylTBmvWrMHr16+RlJSEhw8fYv78+bCxsZHwaIgKXosWLXDkyBEcOHBA0sQhpyLNHRsbG+zcuRMjRoyQpP1Dhw5J0q4hmzhxIj7//HOdt3vr1i2dt2moTE1N8euvv+KHH36QpH0/Pz9J2jUUbm5u+OOPP3D37l1Jx6fZvXt3rqZiLzbJFVNTUxw6dAi//vorqlWrhrNnz8Lf3x81atTAmjVr8Pfff6t1P+KnmURERFQUdevWDRcvXtQ62HNh8/PzQ1xcnCRtGyq5XI5Vq1ahQYMGOm9bNdYg5c6yZcvw0Ucf6bTN27dv67S9omDWrFno06ePztvldZUzlSpVwoULF9CtWzdJ2o+MjMTJkydzXL7YJFeA9D9MkydPxrVr15CQkIDY2FhcvHgRo0aN0jj4Ez/NJCIioqKoRo0aOHPmjCQJlsTERHaJzwMzMzPs2LFD5/+H8iYwb8zMzPD999/rtM2XL18iKipKp20aOplMBl9fX7i5uem0XV5XOWdjY4M9e/ZI9nhkbnrvFavkChFJI8XIGCcqNVVbUoyKxWRlRER6y8XFBXv37oWJiYnO29Y2IyNlrUKFCpgwYYJO27x7967ezN5haHr06AEPDw+dtnnnzh2dtlcU2NraYtasWTptMywsDGFhYTpt05AZGxtj8+bNqFq1qs7bfvDgQY7LMrlCRIUu3swS333irbbEm2WeEp2IiHSrdu3amDNnjs7bffjwoc7bLComTpyo04RYTEwMXr16pbP2ihIjIyN4enrqtM3c3AjS/wwePBiOjo46bZO9V3JHoVBg48aNOp9J6NGjRzkuy+QKERERUTH29ddfo1q1ajptkzeAeefi4oIOHTrotE3eBOadrqf8jYmJ0Wl7RYW5uTkGDBig0zZ5XeVegwYNdN57Lzc9jJhcISIiIirG5HI5xo8fr9M2Hz58yEdN8qF+/fo6bY+PL+RdzZo1ddpefHy8TtsrSnQ9YDSvq7zR9d+r3GByhYiIiKiYGzZsGCwsLHTW3rt37xAaGqqz9oqaevXq6bS9hIQEnbZXlFhbW+u0vffv3+u0vaKE15Vh8PDwQNu2baUOQyMmV4iIiIiKOVtbWzRp0kSnbebmOXZS5+LiotP22Bsi7969e6fT9szMzHTaXlHC68pwdO7cWeoQNGJyhYiIiIhQp04dnban65vOosTISLf/wstkMp22V5S8fftWp+0pFAqdtleU8LoyHLr+e5VTnAuViAqdWcp79LmjPkf87pqeeG/CT1eIiPSFrv9ZTUxM1Gl7RYmux2pgb4i8O3LkiE7bK1u2rE7bK0p4XRkOJleIqNhSpCZh4oUNausOV23H5AoRkR5xcnLSaXtMruTd8+fPddqerscNKSqSk5OxadMmnbZZsWJFnbZXlPC6MhwODg6QyWR6NzA6HwsiIiIiIpiYmOi0PaVSqdP2ipK///5bp+2VL19ep+0VFQcOHEB4eLhO26xQoYJO2ytKdu7cqdP2eF3lj7Gx/vUTYXKFiIiIiBAZGanT9tglPm9evHiB//77T6dt8iYw9wRBwKpVq3TapoWFBRwcHHTaZlGRlJSEHTt26LRNXld5Fx8fj5SUFKnDyET/0j1EVOSkGBnjfLl6mdYREZH+0PUn7Eyu5M3mzZt12hXe2NhY57OoFAW+vr74999/ddpm48aNOUhqHh04cADR0dE6bdPNzU2n7RUluh4fJ6d4d0NEhS7ezBLTun4vdRhERJSFU6dO6bS90qVL67S9oiAlJQXr1q3TaZuurq562f1en124cAETJ07Uebv6Oj2tvhMEAWvWrNFpm0ZGRhx8OB90/fcqp/hYEBEREVExl5CQgIMHD+q0TVdXV522VxR8//33ePz4sU7bbNKkiU7bM3QnTpxAhw4d8P79e5233alTJ523WRSsXbtW572MGjRoAFNTU522WZToenycnGJyhYiIiKiYO3z4MOLj43XWnlwuZ8+VXDp48CAWLlyo83Y7dOig8zYNUVxcHGbMmIFOnTrp9FpScXV1RY0aNXTerqG7du0aJk+erPN2eV3lXUREBP755x+pw9CIffyIiIiIijldD+To4uICuVyu0zYNmZ+fH/r06SPJtKO8CcyaIAjYsWMHpk2bhlevXkkWx+eff87xVnLp6tWraN++PRISEnTeNq+rvNu7dy9SU1OlDkMj9lwhIiIiKsZevHgBPz8/nbbJgRxzJjExEbNmzUKvXr0kmRmjWrVqKFOmjM7bNQSpqak4evQo2rRpg0GDBkmaWLG2tsb48eMla9/QpKWl4bfffkPr1q11PogtAFhZWaFx48Y6b7coSEtLw+rVq6UOQyv2XCEiIiIqpgRBwOjRo5GUlKTTdps2barT9gzR8ePHMX78eDx9+lSyGEaOHClZ2/pGqVTi8ePHuHz5Ms6fP4/du3cjNDRU6rAAAOPGjUOJEiWkDsMgXL16FWPHjsXVq1cli2HIkCEcbyWPli9fjsuXL+u0zVq1auH27ds5KsvkChEVOtPU9+h6X32gML9q7ZFszGk4iYik9Ntvv+HYsWM6b7dVq1Y6b9NQPH78GN9//z22b98uaRxWVlYYPXq0pDEUJKVSidTUVKSlpYlfU1JSEBUVhYiICHEJDw9X+1m1BAcH4927d1IfRiY2Njb48ssvpQ5D771+/RoLFy7E77//DqVSKWksPF95c+3aNcycOVPn7bZo0YLJFSLSHxYpSZh2Rr0L3wn35kyuEBFJaMeOHZgyZYrO25XL5WjWrJnO29VXSqUSDx8+xKlTp7B582acO3dO6pAAAJ999pne9IbYuHEjtm7dmqd9lUol0tLSCjgi/fHTTz/B2dlZ6jD0jiAICAoKwtmzZ7F161YcP35c8qQKAHTt2hUeHh5Sh2FwHj9+jE6dOiExMVHnbbdo0QJ//PFHjsoyuUJERERUjKSlpWHp0qWYMWOGJAOk1q1bFzY2NjpvVwqJiYkIDw9XW8LCwsTvnz59ikuXLuldjwgTExN88cUXUochEgRBkjFn9F2PHj0wduxYqcPQuffv34u9jDJeT6rl+fPnuHTpkt48tpXRN998I3UIBueff/6Bl5cXwsLCJGk/N4+xMrlCREREVEw8efIEXl5ekvaO6N27t2RtZ7Rv3z48efIkT/uqekNkfMxE9X1ycjIiIyMRHh4uySwkBWHatGmoUKGC1GFQFjw8PLBx40YYGenX/CSXLl1C9+7d87SvIAgarynV91FRUQgPD0dsbGwBR60b/fv3R4sWLaQOw2DExcXhm2++wcqVKyWLoXXr1ihVqlSOyzO5QkSFLtVIjmsuNTOtIyIi3VAqlVi5ciW++eYbSW/4TUxM8Omnn0rWfkaBgYEIDAyUOgy94+HhIcm4BpRzVlZW2Lt3r172AAsNDcXBgwelDkPvlCpVCkuXLpU6DINx5swZeHl54dmzZ5LGMW7cuFyVZ3KFiApdnJkVJvacL3UYRETFTnR0NDZu3Ig///wT9+/flzoc9O3bF46OjlKHQVooFAr8/fffsLS0lDoU0sLe3h5+fn6oVq2a1KFQDslkMmzevBkuLi5Sh6LXUlNT4efnh5UrV+L48eNShwMnJyf07NkzV48kMrlCRESZNJ1wIMdl01J0O4UrEWmWlJSEsLAw3Lt3D2fOnMGZM2dw6dIlvH//XurQRJ9//rnUIVAWVqxYgVq1akkdBmnh7u6OI0eOwN3dXepQKBdmzJiBTp06SR2GXklNTUVERASCgoJw7tw5nD59GmfPnkVERITUoYk+++wzmJqaMrlCREREJIXIyMg8P2qimipW0/L+/XuEh4cjNDQUISEhCA0NzbTExMQU8NEUrCZNmnC8AT02YcIEjBw5UuowSIvGjRvjwIEDcHBwkDoUyoWuXbvCx8dH6jA0SkpKyvPfK9X4OJoW1RTnGf8+ffh3KyIiQpIB1XPKwsICEydOzPV+TK4QERERFZClS5fyuXotFi9eDJlMJnUYpMG3336L+fP5+K6+6tmzJ7Zs2QILCwupQ6FcGDx4MNavXw9jY/285b5y5QoqVqwodRh66euvv0bp0qVzvZ9+DS9NREREREXOmDFjcjWdJenO4sWLsWDBAia+9NSkSZOwa9cuJlYMzMSJE7Fp0yaYmJhIHQrlUtWqVeHt7Z2nffUzjUZERERERULFihXxyy+/SB0GfUAul+Ovv/6Cl5eX1KGQBhUrVsTy5cvh6ekpdSiUSz4+Pvj++++ZsDRAcrkcmzZtgkKhyNP+TK4QUaEzTU1G+ydn1Nb9694CycamEkVERES6YGRkhI0bN8LKykrqUCgDMzMz7NixAz169JA6FPqAubk5pk+fjm+++SbPN3gkneXLl2PSpElSh0F5NGvWLNSvXz/P+zO5QkSFziIlEd+dWK627nz5+kyuEBEVcXPmzEGzZs2kDoMysLe3x99//43WrVtLHQplYGlpiXHjxuGrr77K01gPJC0LCwusWbMGgwcPljoUyqM2bdpgxowZ+aqDyRUiIiIiKnAzZ87M9z+qVLC8vLywePFilCpVSupQ6P9VrFgRw4cPx8SJE3leDFSnTp2wcuVKuLm5SR0K5VGrVq1w8ODBfI+RU6wGtFUqlVi9ejWaNGkCGxsbmJubw8PDA97e3oiOjs5U3t7eHjKZTOuSlJSk+4MgIiIi0nPTp0/H3LlzOeaAnqhSpQr+/fdfrFu3jjfweqBs2bKYOnUqLl++jCdPnmD27Nk8LwaodOnS2Lp1Kw4fPszEigFr0aIF/Pz8YGlpme+6ik3PFaVSib59+2Lv3r1QKBRo2LAhrKysEBAQgEWLFmHPnj04e/YsnJycAADPnz9HREQEypQpo7XbpFwu1+EREBmuNJkc9x3cM60jIqKi5+uvv+bsM3rC3d0ds2bNwuDBg/V2OtjiwtHREf369cPAgQPRtGlTGBkVq8+4ixRnZ2dMnz4dY8aM4bg4Bq5Zs2Y4dOhQgY0LVmzeZdeuXYu9e/eicuXKOHr0qDind2xsLIYMGYKDBw9i8uTJ2LFjBwDg+vXrAIB+/fph6dKlksVNVBTEmlvhs36cKYKIqKibOnUqFi5cyMSKxFq0aIFRo0YxqSIBc3NzlCtXDuXKlUPNmjXRsGFDNGjQAJUqVeJ1YeA++ugjjBw5EqNGjeLU2EVAkyZNcPjwYVhbWxdYncXm3XbdunUAgCVLloiJFQCwtraGr68vnJycsG/fPiQmJkKhUODatWsAgHr16kkSLxEREZEhmTJlCn7++WfeQErEw8MDw4YNw+DBg1GhQgWpwzFo1tbW4mJjY6P2VdM6W1tblC1bFuXKlYODgwOvgSKkbNmyGDJkCIYOHYqaNWtKHQ4VkIYNG+LIkSOwsbEp0HqLTXKlZMmSqFq1Kpo0aZJpm4ODA+zs7BAZGYnw8HC4urqKPVeYXCEiIiLSztzcHAsXLsSkSZN4U6ljjo6OGDRoEIYOHYp69eoV2d9/r1698PPPP+e7HplMBrlcLi5GRkZqP8vlcigUCj6yU8zZ2Nigb9++GDZsGFq2bMnXQxEzYsQILF++vMATK0AxSq4cPHhQ67bAwEBERkbC1NQUDg4OAIBr165BoVDg6tWrGD16NO7cuQOZTIZmzZph1qxZaNSoka5CJyIiItJLdevWxebNm1GtWjWpQynyHB0d4ebmho8++giNGzdG48aN4eHhUSxu/GxsbFCpUiWpw6AiyM7ODuXLl0ft2rXF66pmzZr5njWG9I+9vT1Wr16NXr16FVobxSa5kpWZM2cCADw9PWFubo7Q0FC8fv0aADBs2DA0btwYbdq0we3bt3Ho0CEcO3YMmzdvxoABA7KsNz4+XuP6ghiJuLhoOuGA1CEQERHRB6ysrDB9+nR8/fXXMDU1lTocg6JQKGBjY5PlYmtrC1tbW5QvXx5ubm4oV64c/38kyoKZmVm215Tqe1dXV7i5uaF8+fKwtbWVOnTSgSFDhmDx4sVwdnYu1HaKfXLlt99+w7Zt22BhYYEFCxYAgDjeir29PQ4cOCA+SiQIApYtW4avvvoKI0eORLNmzVC2bFmtdatmHvqQIAgFfBREREREhU8ul2P06NHw8fHR+n+OoejVqxc+//zzfNfz4aMmmpaM43PwE3Eqyho1aoQ5c+bku56srivV41xWVlbidWVmZlYA0VNR07p1ayxevFhnQ30U6+TK8uXLMWXKFMhkMvj6+qJq1aoAgE8++QSvX7+GUqlEmTJlxPIymQxffvklTp8+jX379sHX1xezZ8+WKnwig2GSloLmgQFq685WaIgUOf/BJCIyBLa2thgyZAgmTpxYZB4BcnNzQ8eOHaUOg6hIcXR05HVFkpLL5fD09MT48ePRsWNHnY5FVSyTK4IgYPr06Vi0aBHkcjl8fX0xcOBAcbtMJkPp0qW17t+tWzfs27cPV65cybKdkJAQduEkAmCZnID5xxepresyciOiFeyKSUSkz5o3b47Ro0ejb9++nHqUiIj0VoUKFTBq1Ch4eXnBxcVFkhiKXXIlMTERQ4cOxZ49e6BQKLBt2zb06NEjV3WontVKSEjIspylpSWTK0RERGRQSpUqhREjRmDUqFFFppcKEREVPSYmJujVqxdGjx6Ntm3bSj7Ad7FKrsTExKBTp064cOECHB0dceDAAY2z/qxevRr//fcfBg8erDHx8uzZMwDIcrwVIiIiIkPg4OCARo0aoUWLFmjZsiXq1q3LQWqJiEjvWFpaok6dOmjZsiVatmyJpk2b6tWgxMUmuZKSkgJPT09cuHAB7u7uOHbsGCpWrKix7KtXr7Bz507Ex8dnSq4IgoBNmzYBSB+bhYiylyYzwjM710zriIiocJibm6NEiRLirDOq70uWLImKFSuiUqVKqFSpEipWrAgbGxupwyUiomLK2NhY7e+U6vsSJUqgXLly4t+rSpUqwdHRUadjqORWsUmu+Pj44OzZs3B2doa/v7/aQLUf8vLywsKFC3Ho0CGsWbMGo0ePBgAolUr4+PggICAA1atXR79+/XQVPpFBizW3xtBBv0sdBhFRoWvatKk4y2B+qGbDyLgYGxurfa+aXlRTEoU9T4iIKCsuLi4YNGhQvuv5cGanjH+rVIuVlVWmv1Oq7xUKhV4nTHKjWCRXoqKisGzZMgDp0yN7e3trLfvLL7+gQoUKWLlyJUaNGoUxY8bg999/R5UqVXDjxg08efIETk5O2LNnD6fSIyIiIjWdO3fGd999J3UYREREWapYsSIWL14sdRhFSrFIrly6dEkcfPbmzZu4efOm1rI+Pj5wcnLCyJEj4eHhgYULF+LcuXN48OABXFxcMHnyZMycOROOjo66Cp+IiIiIiIiI9FixSK506tQJgiDker+mTZti//79hRARERERERERERUVHFGSiIiIiIiIiCgfmFwhIiIiIiIiIsqHYvFYEBFJyyQtBQ1eqI91dNm1DlLkHBSaiIiIiIgMH5MrRFToLJMTsPjwXLV1XUZuRLTCVqKIiIiIiIiICg4fCyIiIiIiIiIiygcmV4iIiIiIiIiI8oGPBRFRoVPKZHhj7ZhpHRERERERUVHA5AoRFboYcxv0GbZG6jCIiIiIiIgKBR8LIiIiIiIiIiLKByZXiIiIiIiIiIjygckVIiIiIiIiIqJ8YHKFiIiIiIiIiCgfOKAtERGRgZFxti01giBIHQIREREVc0yuEFGhM05LQa23D9TW3XauilS5iUQRERERERERFRwmV4io0FklJ2DF/u/U1nUZuRHRCluJIiIiIiIiIio4HHOFiIiIiIiIiCgfmFwhIiIiIiIiIsoHPhZERIVOgAxR5jaZ1hERERERERUFTK4QUaF7p7CB56ebpA6DiIiIiIioUPCxICIiIiIiIiKifGByhYiIiIiIiIgoH5hcISIiIiIiIiLKByZXiIiIiIiIiIjygckVIiIiIiIiIqJ84GxBRFTo5GmpqBIeqLbukX0FpMn5FkRERERERIaPdzZEVOisk+Phu3ua2rouIzciWmErUURERESUH9WqVcOTJ0900pa1tbXG9ampqXjx4gUCAwMRFBSEwMBA8fu3b99CEIQCj8XOzg5ubm5wc3ND+fLlxe/d3Ny0xklExQOTK0RERERElCtmZmaoVKlSobahVCrx5s0bPHr0CMeOHVNLoAQGBuLly5dIS0vLVZ2Ojo6oVKmSuFSsWBHv37/Hs2fP8OzZMzx9+hTPnj1DVFSU1jquXr2qcX3JkiUzJVwyJmFsbfmhElFRxuQKERERERHpnCAICAsL09jzJDAwEM+fP0dycnKu6pTL5ShfvnymBIrqa057l0RFRSEwMFAt4aJanj9/rjGpExkZicjISFy/fl1jnSVKlNDY40W1rkSJEpDJZLk6XiLSH0yuUJ40nXBA6hDIwCQam0kdAhEREelYVFSUxsSJ6vuEhIQCa8vCwgLlypWDiYkJ3r59i7dv3+LcuXMFVj8AWFpaonLlynjx4gXi4+NztW90dDRu3LiBGzduaNxuY2OjsceLarGzs2PyhUiPMblCRIUuWmGLdmN2Sh0GERERFbD4+HitPU8CAwPx7t27PNXr7Oys1vskYy8UGxubAj6KgpWcnIzg4GC1R5gyLrGxsRr3i4mJwa1bt3Dr1i2N262trTMlXDL+XKpUKSZfiCTE5AoREVE+NGwIGBkBNWsW/MCJuqL6X1wmU/8+q20yWfpxy+XpXzN+/+FXY2PAzAwwNc381dwcsLICrK3VFzs7wMUFKFXqf+1S0SeTNYS7u+Yby4J2+LA9/vmn8OrP7hrStE51XWm6jj5cJ5drv67MzDRfVyVKAKVLAw4O6fvnh3D/PkJ790ZoaioAoPz/L60zFnJwSF9ywRhAOVNTWBoZAe/eAdeupS8FLeMbS1ZvfKqvqpPw4ZJxm7ExYGICcxMT1DQ2Rk0TE0C1lC4NlCsHoV07RAgC3qamQlCdLNVibp5+Ai0s0k+gpWX6ibOwSK8jC2/evEFsbCzKli0Lkw/Kli5dWmvCpqDl9LGr169f4+TJkzh58iSuXr2K1P9/HRWkcuXKoXXr1mjVqhXq1q0LY2Pe+lLh4iuMiIgoH+7dK/g6Fy4Evvii4OvNimpSjYxfBQFQKoG0NCA19X/L+/dAYmL6kpAAhIWl/x7++gt48aJg4zI1BcqWBby8gBkz8n9DSPpNEKzw5EmtQql77Fjg118LpWqtNF1XQPo1pbquVF+Tk9Wvq8hI4MEDYNMm4O7dgo1LLk+/1+/dG/jpJ0ChyH0dsvfv4fTgAZwKNjR1O3cC3bvnbd8PZwrS9LOmRalUf/PL+AaYlgakpKSfrPfvgaSk/70hxscDMTFAbGx6Uig8HHj7FnjzBnjyJP2EApABsP//JVcUCsDGBnB0BJyc0hdn5/TF3R2oUweoUEHjrqampqhVq3Cuq5wKCwuDv78/Tpw4gZMnT+Lhw4eF3uadO3dw+PBhAOlJn2bNmonJlnr16mVKQhHlF5MrREREembDBuDs2fzVkfE+Iqt7jA+///DeIuP3qhvA1NT0dUlJ6UtCQvrPqhs2Y+P/fbIul6f/bGyc/qGsQpH+VbV8+LONTfqn67a26XW5uaUnV/g/MOXX0aNAv375qyM/15Wma0p1XaWkpC9A+jWlSrBkvK4yXk8Zv9d2LWX8WdVrxdY2/d68QgXA1TV9m14zMUnv0WHoBAG4cAHw9ASio/NWhyrzFhIC3L6tuUy1asBvvwHt2uU51IISFRWFU6dO4eTJkzhx4gTu3LmTr/ocHBzQvn17pKSk4L///styNidNYmNjcfToURw9ehRA+tg5zZs3R6tWrdC6dWvUr1+fyRbKNyZXcuDUqVOYP38+bty4gcTERNSqVQtffvkl+mn4C51xYKv4+HhYWlrqMlSDl5aShIA1AwAADUfvgNxE3//q6w/+7vKHv7+8S0tJEr831Pe93LzP60KfPsCYMZnXa+tdkvFDVtVX1YerKSnqN2txcf/7YDUiIh7Ll1sBANq0iUNsrCWiotL/94+OTq9HGxOT9BszVU921fcKRXpPdgsL9a82NumLra369yVLpj8CVLJkelk+AqRdfHw8rKzSz1dcXJxBXmtSatUKmD8/83ptvUtUyY8POzBouq7i4/93XcXEAOHh8Vi3Lv1c1av3v2srKiq9Dm1UyRJN19WH15SFhfbrSnVN2dmlJ1Z4XWlX4NdVSkr6iyAsDHj9Gnj1Kr0L0oEDeU+saGNnl96Dxc0NqFED+OQToHnz/2vvzsOiuNI1gL/dTdPQII0sguC+ECIqMoorCGgU444aHZfRaMxMYnSyjYkxm45xcpPc5JpozCSZiRqdjFkcTUziFlRUJiCJ+4JGUccFRIyC7Nt3/+jpkqabvQEb3t/z9AOcOnXq1DnVRdfXp07ZdhvVlJWVhf379yvBlCNHjkDKRyBrwNHREWFhYRg+fDiGDx+O4OBg5OXlKX0VFxeH+Ph47Nq1C/Hx8TV+qlROTg527NiBHTt2ADBOhjxo0CAl2BIaGgpHR8da17+5a67/rxhcqcJnn32GGTNmwMHBAVFRUXBwcEBsbCwmT56MJUuW4NVXX23sKhIRUR3ci+d5d3fjaI36lpMDvPee8fetW40XbCYixkCM6YKwuq/09KovICui1ZoHW6y9PD0t09zcjNMdEFXG1bVh3leA8b21Zo3x97i4u+8tEWMwpqbvqytXjD9reP0IwDjCpWywpbL3UtllBsM9cBve//0fsGlT3cupbFhR2ZPVrFnGk0n5IXxl74s0vQoL794WZLo16M4d48/yNBrjCa5FC2MEzTSsqGwUzfS3q6vxpNaixd2fpt8Nhru3BLVq1aijenJzcxEfH6/c5vPTTz9ZfTx1TQQFBSnBlPDw8EovyHv37o3BgwfjhRdeQG5uLvbv348ffvgBu3btwtGjR2u87dzcXOzatQu7/jsRk7OzMwYOHKjcRtS3b1/omsIoKqpXDK5UIj09HXPnzoVer8fevXvRp08fAEBycjIiIyOxdOlSjB8/HsHBwY1cU6J7m6a0BO1uXzVL+4+7P0rUjf2pjZo7W5zn9+6t3XwFlWnbtvbr1vZJEaZvmGqiom8lRYwXl6YLw/x8q9nqpLTUOKVBRsbdi0dPT+P1B7+lt199+gCJiVXnExGUFJSgMKcQhdmFKM4rRklRCUoKilFSVIqSghLj34V3X26O+YhbloOSghIU5xejuKAYxfnFKCkogZSKzV4qlQoFJQVKXdcPWw8nrRNUalWFLye1Cn5qFfzLprupoHJXQdVZBbWDGmqdBiUaR+TDCXnihEJo4eDoAI2jBhpHDdSOamgcNRZpDjoHOLo4QuuqhaPeESp15W8Q0/tWrTYGej08rAdafgGw/P77a97JNXHjhvFlhVqtRtu2bdGlSxd07doVXbp0qf7TcspOVJuXB3z5pfHvp54yDgkqnwe4ey9W2clsNRrk5OXhzC+/4OTp0zh55gxOnDmDnIICFKtUKAZQUnbW4ooUFxuj2dnZwM2bVde/ErNmzcITTzxRpzKsyc/PR0JCgjIyJTExEUWme9lqycvLC8OGDcPw4cMxbNgw+Pv716ocvV6P6OhoREdHAzD+b4+NjVWCJVeuXKlxmXl5eYiNjUVsbCwAwMnJCQMGDFCCLf369YPTPX9fHTU0Blcq8f777yMvLw/PP/+88oEbAAIDA/H6669jzpw5ePfdd/HJJ580Yi2J7n0tCrLxj40LzNJGzv4Ut50NjVQjIiNbnOf79DEf8UHG6whXV+OrLoEian7c3IDQUMGNkzdw85ebyLqchawrWcrP7LRs5N/OR35mPkqLSmtUtlqrxvUuHvC6zwtubd3g7OEMJ3cnOBmcoNVr4eDkAAdnB+NPJwdone+maRw1UDuozQIiao353yqNSrmwz8nJwROuxgvcad9Pg95Zbwy+lJgHYkpLSlFaVIri/GIU5RUZgz55xRZ/F9wpMO737XzI9ZvIPnsTt8/cRP7tGkYuVYCuhQ46gw56Lz3c2rjBra0bDG0NcGvjBkN7A/z6+EHrXPXcEzkA1p0+XbPtVyI6OhpDhgzB4cOHceTIEZw5c6bq20rKzfTr5eWFnj17mr26desG58oi4GVu6UdISIUndBHBxYsXcfToURw7dkz5ef78+Rrf/uLj44OQkBD06tULOp0OS5curdH6lRlqo/lWCgsLkZSUpDzR59///jfybRgp9/DwQPfu3XH9+nWsX78e69evr3KdsiNjRo0aBU01hlZ17doVIoKrV69Wmbcy+fn5SlsAgE6nQ//+/ZVgS//+/Ss/zqhZYHClEt999x0AICYmxmLZuHHjoFKplDxERGR/eJ4nurfkpOdgbcRaZCRn2KxMrYsWM2Nnwq+3H9QODX//mEargYPO9h+5RQTZadnYPGMzLuy+UM2VgIKsAhRkFSDrchbSDqdZZNG6aBGzPgb3x9TzqJRyunTpgueee075OycnB8eOHcORI0dw+PBhHD58GMePH0dBQUGFZWRkZGD37t3YvXu3kqZWqxEQEICePXsiODhYCbq0bdu2wlEu2dnZOHHihEUg5c6dO7XaL1MgJSQkBCEhIfD19VWWJyQk2DS4UlvFxcU4fPiwcpvPgQMHzOaSrK2KAg55eXlIrM4wtTLKBrESExNrNFKzonoUFRXV6jHQBQUFiIuLQ1xcHADjHDH9+/dX5mzp378/9KZRUNRsMLhSiZP/jYYHBQVZLPPw8ICvry9SU1ORnp6OVq1aATB/09+oYBhjU5jQp+wElvVVbn1t415gOk5ExGb7eS+3XXFRAcr/ey4uKkCJw71Tz/pqP1v3dW0+6NT38VBSdPeDbl0mr2sMtTnPA+b7mZ6ebvW83hTO9VWxxQfvhmDLb1urUlhYWG/tUn7S/CbJBZgRPwOX/30Zt87fQtbVLNy5cgdZV7OQdTULOddzUJhds4lHCnMK8UH/D+Dq6wrPAE94dPUwjlxxd4bOXWccueKsNY5Q0Wnujlgp81JrrAdlRAR5v+bhzrU7ZnXNuHw3OPT5zM+hU+sgItBojSNg1Fq18XetGhqdMfhi+mn6vWx6UU6RMmInLyPP2B6Xs3Dj5A0U5dX81gytXgsndye4tHKBi48LXFq5wNDeAM8AT7QPbw8Xb5cqj7E8a3OL1EFRUZHFNk2BkJkzZyp5zp49qwQ8TEGPzMzMCsstLS1FcnIykpOT8cUXXyjpbm5u6N69O+677z4lbcqUKTh9+jRSUlJqXH+tVotu3bqZBXF69OiBFi1aWOQtu5+2bsfqnoNKS0tx4sQJJUAQHx9fq+BRea1atcLQoUMxdOhQREVFwcfHdg/rzsnJUcq7dOmSTf7PFhUV4dChQ0o7/PjjjzWeHBcwtvu+ffuwb98+LFu2DA4ODggNDUVYWBjCw8PRr1+/atW3Ic/tJSUl/H9VDWXrX9XnXJXY2yfhBnLr1i14eHigRYsWyMrKspqnd+/eOHToEI4ePYqePXsCAC5cuIBOnTo1ZFWJiO4ZKSkp6NixY2NXo1pqe54HjAEVW35gJCIiIqJ72/Xr182+bCuPc+tXIDs7GwAqHc5lGl5mygs0j28qiYgqYk/nwNqe54mIiIiIyuNtQRUwTZBU2b18ZYf7m3h5eeH69evIycmBXq+3ur49XXwQEVVFRJCbmwvAeA60F7U9zwM81xMRERE1BzX5nMvgSgVMj6Ss7D5I0z3cZT9Aq9XqSocKERE1RbV5jG9jq+15HuC5noiIiKi5qO7nXN4WVIEWLVrA1dUVmZmZFX7wTk1NBQC0bt26IatGREQ2wPM8EREREdkKgysVUKlU6N69OwDg9OnTFst//fVXpKWlwdvbm5MaEhHZIZ7niYiIiMhWGFypxIMPPggA2LJli8WyLVu2QEQwcuTIBq4VERHZCs/zRERERGQLDK6UExcXh+HDh6NVq1Z44403oFar8eabb+Lf//63kufMmTN48cUXoVKp8Oyzz1qUkZWVhZdeegmBgYFwdnZG27Zt8fjjjyM9Pb3C7W7evBlhYWFo2bIl3N3dMWzYMMTGxtbLPtansu3XokULDBw4EF9++WWNyjh79ixmz56Ndu3awdHRER4eHoiOjsaOHTus5l+5ciVUKlWFr0WLFtli1+qdLdqud+/elbZFcnKyxTo89oAlS5ZU2m6mV2RkpNl6TeXYK2v9+vVQqVT44YcfarSevZ73Zs+eDb1ej3feeadG53l7t3btWqvHNN1b9u7dW+H5xdHREZ6enggLC8O7776LgoKCxq5us8a+sh/sK/vBvrIf7CsjTmhbxmeffYYZM2bAwcEBUVFRcHBwwM6dO1FQUICwsDAMHToUOp0OsbGxyM/Px+uvv44ePXqYlZGdnY2hQ4fip59+QqdOnTB69GgcP34cf/3rX7F161YcPHgQfn5+Zuu8/vrrWLx4MfR6PYYOHYrc3Fzs2bMHsbGx+OSTT/Dwww83YCvUnrX2i42NxeTJk7FkyRK8+uqrVZZx4MABjBgxAjk5OejSpQtGjRqFq1evYufOndi5cyfeeust/OlPfzJb59ChQwCM30B7eHhYlBkSEmKbHaxHtmi7oqIinDhxAu7u7hg1apTVPAaDwexvHntGPXv2xPTp0ytcvnnzZuTm5locS03h2CsrKSkJ8+fPr/F69nzea9u2LVasWIHf//73GDx4MKKioqo8zxM1NBcXF4wfP94srbi4GLdu3cK+ffsQHx+PTZs2ITY2FlqttnEqSQDYV/aEfWU/2Ff2o9n3lZCIiFy/fl2cnZ3FxcVFkpKSlPTTp0+Lu7u7ABC9Xi8Gg0EGDhwomzZtslrOs88+KwBk+vTpUlRUJCIiJSUl8vTTTwsAmTBhgln+Y8eOiUqlktatW8v58+eV9P3794uLi4vo9XpJTU2thz22rcraz8fHR1QqlRw5cqTSMoqKiqRDhw4CQF577TUpLS1Vlu3cuVMcHR1FrVbL8ePHzdYLDg4WAHLr1i2b7lNDsUXbiYgcPnxYAMj48eOrtV0ee9Xz97//XQBIv379pLCw0GyZvR97ZX3zzTfKuQ6A7Nq1q9rrNoXz3rZt2yQyMlJcXV2rPM83BWvWrBEAEhER0dhVoUrs2bNHAEj79u0rzHPhwgXx9/cXALJixYqGqxyZYV/ZD/aV/WBf2Q/2lRGDK//1yiuvCAB5/vnnLZZ98sknAkBmz55daRlZWVni6uoqer1ebt68abasuLhYOnbsKADk4sWLSvrMmTMFgHzwwQcV1mnp0qW13KuGY4v227lzpwCQPn36WF0+f/58ASAvv/yykpafny9arVY6d+5ctx1oRLZoO5G7QYBly5ZVa7s89qp29uxZ0ev14uzsLOfOnTNb1hSOPRGRK1euyMMPPywqlUr0er34+PjUKLjSnM979ozBFftQnQ+rIiLvvfeeAJDw8PCGqRhZYF/ZD/aV/WBf2Q/2lRHnXPmv7777DgAQExNjsWzcuHFQqVRKnorExcUhOzsbgwcPtrhFQKPRYOzYsQCA77//Xkk3/W5tu6a0qrZ7L7BF+2VnZyM0NLTCySMDAgIAAFevXlXSTpw4gaKiIvTu3bu2VW90tmg7ADh8+DAAVLsteOxV7amnnkJubi5eeeUVdO7c2WxZUzj2AODFF1/E2rVr0bt3byQkJCAwMLBG6zfn8x7RvcJ0frp+/Xoj14Sqwr6yH+wr+8G+sh9Nva8YXPmvkydPAgCCgoIslnl4eMDX1xfp6emVTs544sQJAFAe7Vlet27dAADHjx8HAKSlpSEjIwNeXl5WH/N5//33Q6VS4cSJExCRmu1QA7NF+8XExODgwYNYunSp1eVJSUkAgDZt2ihppjkvPD098fjjj6Nz585wcnLCfffdh2XLliE/P7/W+9RQbNF2wN22SEtLw7Bhw+Dl5YUWLVpgyJAhFpMB89ir2o4dO/D999+jQ4cOePrppy2WN4VjDwACAwOxbt06JCYm1mpukeZ83iO6V5jeh+3atWvkmlBV2Ff2g31lP9hX9qOp9xWDKwBu3bqF/Px8tGjRAq6urlbztG7dGoDxwqAiqampZnmrKqOq/DqdDi1btkRubi7u3LlTjT1pHLZqv8qcOnUK//znP6FSqTBhwgQl3XSB+8EHH2DTpk3o0aMH+vbti8uXL+OVV15BVFQUcnJyarXNhmCrtistLcXRo0cBAHPmzMGNGzcwePBgtGvXDnv27MGIESPw9ttvK/l57FXNNAnuokWLoNPpLJbb+7FnsmjRIsycORNqde3+HTTX8x7RveLYsWP4n//5HwDAtGnTGrk2VBn2lf1gX9kP9pX9aA59xacFwXg7CgDo9foK8zg7O5vlrU055cuo6Xbd3NwqzNeYbNV+Fblx4wYmTJiA4uJizJkzB8HBwcoy060wjzzyCN5//33lIvjChQuIiYlBQkICFi1ahJUrV9Z4uw3BVm139uxZ5OTkwMnJCV988QXGjBmjLPv8888xY8YMPPfccxg8eDBCQ0N57FUhPj4eiYmJ8PX1rfCpNfZ+7NlKcz3vETWkjIwMzJgxwyytsLAQFy5cwM8//wwRwYQJEzBr1qxGqiGZsK/sB/vKfrCv7Edz7ysGV2CcFwAAVCpVhXlMw9MrG6ZeVTnly7DVdhtbfe5Hamoqhg8fjjNnzqBPnz4WF6p79uzBpUuXEBAQYPbNe8eOHbF27Vr85je/wd/+9je89dZbcHJyqtG2G4Kt2i4wMBDp6enIyclBhw4dzJZNmTIFCQkJWLFiBVavXo01a9bw2KvCu+++CwBYsGCB1VErgP0fe7bSXM97RA0pJycH//jHP8zSHB0d4enpiejoaPz2t7/FzJkzK31fUcNgX9kP9pX9YF/Zj+beVwyuAMrtBHl5eRXmMc2f4OLiUutyypdhq+02tvraj5MnT2L06NG4ePEiQkNDsWPHDotvu52dnSucgLNXr15o06YNLl++jJMnT96TE4/asu28vb3h7e1tddmYMWOwYsUK/PTTTzbfbmOqj/3Izc3Ft99+CwCYPn16hfns/dizleZ63iNqSO3bt8fFixcbuxpUDewr+8G+sh/sK/vR3PuKc64AynwNmZmZFX7gr2qeAADw8/MDUPHcDuXL8Pf3rzR/QUEBbt26BScnJ7i7u1e9I43EVu1X1q5duzBw4EBcvHgR0dHR2L17N1q2bFnjuvn6+gIwXjDfi+qj7awp3w489iq2bds25OXloX///mjfvn2t63avH3u20lzPe0REREREZTG4AuPwdNOTLk6fPm2x/Ndff0VaWhq8vb2tPt3CxPSkjVOnTlldbnqqiSmfp6cnfH19cf36ddy8edMi/6lTpyAitXqCR0OyVfuZfPbZZxg5ciSysrIwd+5cfPvtt1YnK01NTcXs2bMxderUCstKSUkBYP6EoXuJrdruX//6F6ZOnYqPPvrI6vLy7cBjr2KmxwSXnTi5vKZw7NlKcz3vERERERGVxeDKfz344IMAgC1btlgs27JlC0QEI0eOrLSM8PBwuLi4YO/evcjMzDRbVlJSgq1bt0KtVmPEiBEW2/36668tytu8eTMAVLnde4Et2g8Atm7dipkzZ6K4uBh//vOf8fHHH8PBwfrdawaDARs3bsTGjRuV213K+u6773Dz5k0EBASgY8eONduhBmSLtsvMzMTGjRuxatUqq/NUrFu3DgAQHR1tsV0ee+YSExMBAIMGDaowT1M59myhOZ/3iIiIiIgUQiIi8p///Ef0er24uLhIfHy8kp6cnCy+vr6iUqnk2LFjSvq1a9fk9OnTcu3aNbNy5s+fLwBkypQpUlBQICIipaWl8swzzwgAmThxoln+gwcPilqtFl9fX0lOTlbS4+PjxcXFRZydneX69ev1scs2ZYv2S0tLEw8PDwEgL7/8crW2++ijjwoACQkJkbS0NCX97Nmz0r59ewEgGzZssMEe1h9btN3t27fFy8tLAMhLL70kJSUlyrKPPvpIAEirVq3k5s2bSjqPvWsWZWVnZ4tGoxEHBwfJy8urdLtN4dizJiIiQgDIrl27LJbxvNd0rFmzRgBIREREY1eFKrFnzx4BIO3bt2/sqlAV2Ff2g31lP9hX9oN9ZcTgShmmi1CNRiMPPPCAjBo1SpycnASAvP7662Z5Z82aJQBk1qxZZum3b9+Wbt26KQfXpEmTJDAwUABIhw4drF7QLV68WACIk5OTjBo1Sh544AHRaDSiUqnkH//4R33usk3Vtf2ef/55ASAODg4ydepUmT59utXX6tWrlXVu374tISEhAkAMBoOMHDlSoqOjRafTCQB58sknG2jv68YWx9727duVdbp27SoTJ06Unj17CgBxdXWVAwcOWGyXx565U6dOCQBp27ZtldtsKsdeeZUFV3jeazpMwRWtVis+Pj4Vvqob6Kb6wQ+r9oN9ZT/YV/aDfWU/2FdGDK6Us23bNomMjBRXV1cxGAwycOBA2bRpk0W+yi7Qbt26Jc8884y0b99edDqddOrUSebNmyepqakVbnfDhg3St29f0ev14uXlJQ888IDs2bPHhnvWMOrSfv369RMAVb6mT59uVlZOTo4sXbpUunXrJjqdTgwGg0RGRlrd7r3MFsfeiRMnZOrUqeLj4yNarVb8/Pxk9uzZkpKSUuF2eezdFRcXJwBkwIAB1dpmUzn2yqpNcEWkeZ/37JEpuFLVy16DhE0FP6zaD/aV/WBf2Q/2lf1gXxmpRKxM0EBERERERERERNXCCW2JiIiIiIiIiOqAwRUiIiIiIiIiojpgcIWIiIiIiIiIqA4YXCEiIiIiIiIiqgMGV4iIiIiIiIiI6oDBFSIiIiIiIiKiOmBwhYiIiIiIiIioDhhcISIiIiIiIiKqAwZXiIiIiIiIiIjqgMEVIiIiIiIiIqI6YHCFiIiIiIiIiKgOGFwhIiIiIiIiIqoDBleIiIiIiIiIiOqAwRUiIiIiIiIiojpgcIWIiIiIiIiIqA4YXCEiIiIiIiIiqgMGV4iaKBFp7CoQERERERE1CwyuUL0rKCjA559/jtGjR6NTp05wcnJCy5YtER4ejpUrV6KgoKCxq9jkJCUlYcCAASguLjZLV6lUUKlUFulERERERERUeyrh19tUj06dOoXJkyfj5MmT0Ov16NmzJ/z9/ZGamoqff/4ZBQUFCAoKQmxsLHx8fBq7uk2GWq2GiKCoqAgODg5KukqlAgCLdCIiIiIiIqo9Xl1RvTl37hz69++PO3fu4I9//CNeeeUVeHp6KsuvXLmCOXPmYNeuXRgyZAh++uknODs7N2KNm46KYqanT58GAAZWiIiIiIiIbIgjV6heiAj69euHpKQkLF68GMuXL7eaLycnByEhIfjll1/w3nvvYcGCBQ1c06aJI1SIiIiIiIgaDudcoXpx4MABJCUloXXr1njppZcqzOfi4oLFixcjPDzc6vINGzYgPDwcbm5ucHZ2Ro8ePbB8+XLk5uaa5bt48SJUKhXGjx+Pa9euYfbs2fD19YWTkxOCgoLwzjvvoKSkxGwdEcGKFSvQv39/eHp6Qq/XIygoCIsXL8atW7es1ufzzz9HZGQkDAYD9Ho9evXqhRUrVqCoqMgs3969e6FSqfDUU09h5cqV8PHxgV6vR2RkJEJDQ6FSqRAbG2t1G0888QRUKhVWrVqlpF27dg1/+tOf0KNHD7Ro0QI6nQ7t2rXDrFmzcObMGSXf2rVrlcAKAGi1WrO/K5pz5dKlS3jsscfQoUMHODo6wtvbGzExMUhISLCo38MPPwyVSoUjR45g/fr16NOnD/R6PTw9PTFp0iScPHnS6n5Zc+XKFTz66KO4//774ezsDA8PDwwdOhT//Oc/reZPS0vDwoUL0bVrVzg7O6NDhw6YNm0akpOTLfJmZGRg4cKFCAgIgE6ng4eHB6Kjo7Ft2zaLvEuWLIFKpcIXX3yB3//+93B1dUXLli2xaNEiJc/t27exePFiBAYGwsnJCZ6enhg9ejQOHDhQ7f0lIiIiIqImSojqwRNPPCEA5PHHH6/V+iUlJTJ16lQBIDqdToYPHy4xMTHi6ekpAKRXr16SkZGh5L9w4YIAkL59+4q/v78YDAZ58MEHJSoqStRqtQCQ+fPnm23jqaeeEgDi6ekpo0aNknHjxomPj48AkG7dukl+fr5Z/rlz5woAcXZ2loiICBk3bpx4eHgIABk2bJgUFBQoeffs2SMAJCAgQABIZGSkREVFydy5c2XlypUCQObOnWux30VFReLt7S1arVZu3LghIiLJycni7e0tACQoKEgmTJggw4cPF3d3dwEgBoNB/vOf/4iIyL59+2T69OkCQADItGnTZPr06Ur5pvSioiIlLSEhQdzc3ASAdOnSRSZNmiT9+/cXAKJWq+XDDz80q+OsWbMEgMTExAgA6dmzp0yYMEHatGkjAMTNzU1SUlKq7OOMjAzp2rWrAJDu3bvLxIkTJSoqSjQajQCQZcuWmeU/duyY+Pr6CgDp2LGjTJo0SXr37i0AxMXFRX7++Wcl77lz58TPz08AiL+/v0ycOFEiIiKUsl966SWzsl999VWlv3Q6nYwdO1Z69uwp69atExGRS5cuSadOnQSAtGnTRsaOHSuDBw8WjUYjarVa/va3v1W5v0RERERE1HQxuEL1YujQoQJA1q5dW6v13333XQEgnTp1knPnzinpWVlZMmrUKAEgEyZMUNJNwRUAEh4eLunp6cqyb775RgCIg4OD3Lp1S0SMF8umi+msrCwlb25urhJYWL9+vZL+97//XQkCnD9/XknPzMyU6OhoASAvvviikm4KrgCQN954Q0kvKSmRjIwM0Wq14uHhIYWFhWb7vW3bNgEgY8aMUdLGjBkjAOTtt982y3v79m0JDQ0VAPLaa6+ZLbMWRLGWnpeXJ/7+/gJAli5dKqWlpUre77//XpycnMTBwUEOHTqkpJuCK2q1WjZs2KCk5+XlyaBBgwSAPPvss1KVP//5zwJAXnjhBbP0xMRE0Wq14uLiogS4SkpKpFevXgJAFi5cKMXFxUr+VatWCQAJDg4WEZHS0lIl6PLoo4+aBb0OHjyoBOi++eYbJd0UXFGr1fLjjz8q6SUlJSIiEh4eLgDkqaeeMuuzhIQEcXd3F0dHRzl58mSV+0xERERERE0TgytUL7p16yYAZNu2bbVav2PHjgJAdu/ebbHs9u3bYjAYBID88ssvImIeXDly5EiF5ZkunBMTEwWA9O/fX7mANklKSpKPP/5YkpOTlbTAwEABIElJSRZlX716VRwdHcVgMCjBAFNwxcHBQXJzcy3WGTt2rACQb7/91iz9d7/7nQCQL7/8UkmbN2+ejB8/3iygYLJixQoBII888ohZenWDK+vWrRMAMnjwYIuyRe4GHWbMmKGkmYIr48ePt8hvKi86OtpqeWU9/vjjAkBWr15tsezTTz+VjRs3Sk5OjoiIHDhwQBm5UzYAZBIeHi5hYWFy48YNiYuLEwDSuXNni/0XEVmzZo0AkLCwMIv9HDRokEX+hIQEZYRO+WNFROStt94SAPKHP/yhyn0mIiIiIqKmiXOuUL0wTaJafm6P6rh8+TIuXLgALy8vREVFWSw3GAwYMWIEACAuLs5smelxz+X5+fkBgDJXS/fu3eHh4YGEhAQMGDAAK1euxC+//AIA6NOnD+bOnYv77rsPAJCamork5GQYDAb06dPHatnBwcHIzMzE4cOHzZZ16dLF6hOQZs6cCQDYuHGjkpafn48tW7bA3d0dY8aMUdLff/99bN68GRqNRkm7efMmYmNjER8fDwAoKCiw2EZ1mNpv8uTJVpf/9re/BWCcQ6a8AQMGWKSVb+fKREREAAAWLFiAOXPmYPPmzcjKygIA/O53v8OUKVOg1+vNtj969GizOWRM9u3bh/3798PLy0vZp5iYGKuT+T700EPQaDRISEiwaLcePXpY5N+9ezcAIDIyEmq15Slz5MiRZnUkIiIiIqLmh8EVqhetW7cGAKSnp9d43WvXrgEAOnToUGGejh07AjAGPspyd3e3evFtusguLS0FYAzCbNq0CX5+fjh48CD++Mc/IiAgAJ07d8azzz6rBFoAY7AHADIzM5UJYcu/kpKSzPKatGzZ0mr9x4wZg5YtW+Lrr79Gfn4+AGDr1q24c+cOHnroIeh0OrP8x48fx7x58xAaGoqWLVvCy8sLDzzwAL766isAFT96uSpVtbWpndPS0iyWWdu38u1cmSlTpuC5554DAKxZswYTJkyAp6cnIiMjsXr1aqVdgLv93K5duyrLrWqfXFxc4O3tjeLiYty4caPKfTL16XvvvWe174OCgszyERERERFR88NntFK96N27N3bs2IHExETMmTOn0ryZmZlYtmwZhgwZguHDhyuBAmtBEhNTnvJBiMrWKS8yMhIpKSnYtm0btm7dih9++AEpKSl45513sHLlSnz11VcYO3as8pQhT09PZcRMRXx9fc3+tjbSAQAcHR0xefJkfPjhh/juu+8wceJE5Qk5plEtJm+99ZYShOjevTtGjhyJoKAghIaG4ty5c5g3b16197m8qtratNzR0dFiWU3auiJvvPEGFixYgE2bNmH79u3Yv38/4uLiEBcXh1WrVuHAgQPw8PCo0Qiouhw/1vrL1P+hoaEICAiosExbtAcREREREdknBleoXowbNw5/+ctf8O233yI/Px9OTk4V5v3qq6/w9ttv49NPP0Vqaqpya8mFCxcqXCclJQUA4OPjU6d66nQ6jB8/HuPHjwcAJCcnY/ny5diwYQOee+45jB07VhmF4+TkhA0bNtRpe2XNnDkTH374Ib788ksMGzYM33//PTp27IhBgwYpeS5cuIBFixbBYDBg27ZtFrfinDhxok51qKqtbdXOlWnTpg2efPJJPPnkkygqKkJsbCzmz5+P06dP46OPPsKiRYuUPrhy5YrVMnbv3o20tDQMGTKkyn3Kzs7GjRs3oNFo4OnpWWX9TNsePnw4XnvttdrsIhERERERNXG8LYjqRd++fREeHo5r167hL3/5S4X5fv31V2X5H/7wB2g0GrRr1w7t27dHRkaGxZwqgHGky44dOwDcnbejpjZu3IguXbpg+fLlZumBgYFYtWoVgLu3eXTo0AHt2rXD1atXcfToUYuycnNz0bt3b0RERODixYvVrsPAgQPRpUsXbNu2DZs2bUJBQQFmzJhhNgIiMTERpaWliIqKsjrHyc6dOwFU7zYcawYPHgwAyu1F5X3++ecAjKN8bG3atGnw9vbGpUuXlDStVosRI0ZgwYIFAO72QVhYGABg+/btVst64YUXMH36dGRkZCj7tGXLFqsjXr788kuUlpZi8ODBFY4sKst0jG3fvt1qO3/99dfo3r07nnjiiSrLIiIiIiKiponBFao3H3zwAZydnbFs2TIsXLgQt2/fNlt+4cIFjB49GikpKQgICMDzzz+vLHv66acBAHPnzjUbgZCdnY0ZM2YgKysLY8aMQfv27WtVt/vvvx/nz5/HihUrcObMGbNlptEpffv2tajPzJkzcf78eSW9sLAQ8+bNw6FDh5CVlVXpPDHWmPbllVdeAWCcyLUsb29vAEBCQoLZ/DVFRUV4+eWXlWBD2flJACgjhTIzMyvd/uTJk+Hn54e9e/di+fLlZnO3bN++HW+++SY0Gg0ee+yxGu1Xdfj4+CAjIwMLFy40m1g2Ly8P//rXvwDc7YMhQ4YgKCgIhw8ftgjWrV69GgcPHkRwcDC6d++OiIgIhISE4Ny5c1iwYAGKioqUvD///DMWLlwIAJg/f3616hkZGYmQkBBl3cLCQmWZaRsnT56s9JYhIiIiIiJq4hrvQUXUHPz444/i5eUlAESv18vgwYNl8uTJMnDgQNFoNAJAunfvLpcuXTJbr6SkRCZPniwAxMnJSaKjoyUmJkYpKzg4WNLT05X8pkcx+/v7W61HRESEAJBdu3YpaU8++aTyuOTIyEiZNGmSBAcHCwBxdXWVQ4cOmdVnypQpSn3Cw8Nl/Pjx4ufnJwCkVatWZo9uNj2K2dqjfctKSUkRlUqlPBa6vOLiYgkJCREAYjAYZPTo0TJmzBhp1aqV8mhiADJgwACz9Xr06KG07cSJEyU7O1tErD+iOT4+Xnm0ddeuXeWhhx6SAQMGCADRaDTy/vvvm5VtehTzxx9/bFHf6u63iMjNmzelc+fOAkB8fX1lzJgxZvsWGRkphYWFSv5jx46Jt7e3AJDAwECz/nJzczNr/zNnzoi/v78AkDZt2sikSZMkKipKOeYWLVpkVhfTo5hffPFFq3UtW56fn5+MHj1ahg4dKlqtVgDIhAkTrD4qm4iIiIiImgcGV6jepaeny5IlS6Rv375iMBhEo9FIy5YtJSIiQlavXi0FBQVW1ystLZU1a9bIoEGDxNXVVVxcXKRXr17y5ptvSl5enlne2gRXSkpK5IMPPpB+/fqJq6uraLVaadeunTzyyCNy/vx5q/VZt26dhIeHi5ubmzg7O0tgYKA8/fTTcu3aNbO8NQkyhIWFCQCLIIbJr7/+Ks8884x06dJFnJycxN/fX8LCwuSvf/2rFBYWiru7u2g0GklLS1PWOXjwoPTu3Vt0Op14eHjIsWPHRMR6cEXEGOR59NFHpW3btuLo6Ch+fn4yZcoUSUxMtKiPrYIrIiLXrl2TefPmSadOncTR0VFcXFzkN7/5jfzv//6v1ePi8uXL8thjj0m7du1Eq9WKt7e3TJs2Tc6ePWuR9/r16/LMM89I586dxdHRUVq1aiWjRo2SnTt3WuStKrgiYjyOFy5cKAEBAaLT6cTLy0sGDBgga9assWhPIiIiIiJqXlQitXyGKxERERERERERcc4VIiIiIiIiIqK6YHCFiIiIiIiIiKgOGFwhIiIiIiIiIqoDBleIiIiIiIiIiOqAwRUiIiIiIiIiojpgcIWIiIiIiIiIqA4YXCEiIiIiIiIiqgMGV4iIiIiIiIiI6oDBFSIiIiIiIiKiOmBwhYiIiIiIiIioDhhcISIiIiIiIiKqAwZXiIiIiIiIiIjq4P8B7ft07BA7VGgAAAAASUVORK5CYII=", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in range(2, 10):\n", " _=gen_mosaic(k=i, position=75)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## background score standard deviation\n", "\n", "Z-scores are more difficult to interpret when the background scores are all extremely similar and the score distribution is extremely narrow. The resulting z-scores are more susceptible to outliers. Thus I would recommend using a standard deviation filter to avoid associated artifacts. In the pairk benchmark, I required conservation scores to have a background score standard deviation greater than 0.05. The background standard deviation is stored in the `pairk.PairkConservation.bg_std` attribute and can be used to filter out conservation scores with a low standard deviation.\n", "\n", "Similarly, z-scores are more reliable when the background score distribution is well determined. There should be enough background scores to calculate the standard deviation and mean values well. Thus I would suggest requiring a minimum number of background scores. In the pairk benchmark, I required there to be at least 50 background scores. The number of points in the background distribution is stored in the `pairk.PairkConservation.n_bg_scores` attribute and can be used to filter.\n", "\n", "Similarly, you might not want the background distribution to be composed of scores from only a few k-mer pseudo-MSAs. In the pairk benchmark, I required there to be at least 10 unique k-mers used. The number of unique k-mers used to calculate scores is stored in the `pairk.PairkConservation.n_bg_kmers` attribute and can be used to filter." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 3: PairK with k=1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In special cases, the z-scores can be misleading when they are not well determined. This happens when there are not enough background scores or when the standard deviation of background scores is too small. In unusual cases, like when k=1, the z-scores can appear artificially high because there is a low standard deviation. The z-scores are not reliable in this case and should not be used to interpret the conservation scores." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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rVknSq6++ao2CkKTQ0FB999138vHxUcWKFR3Ov+RIVFSU3nrrLUnSCy+8oKeeesr6/TZo0EBLly5Vq1atSvZAiqk412Jesv/tF6Tf7LEUNqZ/twEAMOcKAOQrIyNDgwcP1qJFixQQEKBVq1blGFqP3KWnpys6OtruFRsbq/Pnz1t1Fi9erA8++CBH24SEBOvfgYGBDvtPTU3Nkbz596sohg8fnmPIe4sWLax/DxgwIMeHkKCgIGt+k+xL1H733XdKSEhQhQoVHE4yKUkhISG69dZbrfpZWrVqpTVr1mjevHm65pprHLZt3ry59e9z5845rHPvvfc6HMKfdS1HR0c7bFdWZL/ePDw8cq3n6emZo03Wf/Nql71t9n1dCvHx8XZ/XydPnrS7Ds6dO6e33npLEREROdpm/Y3l9vclSZ9//nmef1+PPPJIgeL08fGxEoNz5szJcZ78/f0VGxur6OhoaxLe/CxevFhpaWny8fFxuESwu7t7sefrKWnFuRYvVr8XKyYAKE+YcwUA8vHAAw9o/fr1ki5MStumTRsnR3R56dSpU47VU9LT0xUfH68dO3bo3Xff1TfffKMnnnhCx48f1xtvvGHVyz5Px+nTpx0mSowxFyUxkLWCUXbZV4mpX7++w3ZZ3+xm/+CRNWFoQkJCnvOaJCYmSrKf4yMwMDDHvD5JSUk6dOiQ9u7dq7/++ktLly61yrLmcvi33ObhqVixoiQpLS0t17jKguzXUtaHcUdSU1Otf7u7u9u1ze8cZbXNLwlT0j799NMck6kmJSXp1KlT+vXXXzVlyhRt2LBBXbt21Y8//mi3Eoy3t7cSEhJ0+vTpXPtPSkrK82/M0WgpR3x8fHTHHXfoq6++0htvvKGvvvpKPXv2VLdu3dStWzeFhIQU+txt2rRJknTllVfmOuKioPNiXSrFuRYL029usvebdb6L0xYAcAHJFQDIx/r16+Xu7q709HQtWrRICxcuVP/+/Qvdz6233molaQqiVq1a2rx5c6H3czlwd3dX5cqV1alTJ3Xq1Emenp6aM2eO3nrrLQ0fPtwaIZJ9YtfIyEiHyRUvLy8ZY3Jsf//99wu8upAjjpbbza4wHywiIyMlXXg8pyCJoDNnzuTYtnDhQn3xxReKiIjQ8ePH7Y45+0S/js6FdGFUgCNZbXNr58j69eutUTYF9fbbb2vQoEGFalOSsh9/cnKylVT6t6SkJKt+1kifrLbJycl57iOrbX7XzqXg4+OjOnXqqE6dOurWrZtatGihU6dO6eGHH7a7r9StW1c7duywrlFHHnzwQT344IM5trdt29ZKbhTUBx98IGOM5s6dq6ioKH322WfWksBXXnmlBgwYoFGjRqlSpUoF6i8qKkpS3pPPZj2GmN/v798KO+pt0KBBevvtt/OtV5xrsTD95iarX+l/12px2gIALiC5AgD5qFSpklasWKHHH39c69at06hRo9SpU6c8h9E7cubMmUKNsPDy8ipsqJetcePGac6cOTLGaMmSJVZyJfs37GvWrNFVV111yWIqyDfFBZU1X0Lbtm2tUSwFdf78eQ0YMECLFi2SdGGOlgYNGqhx48Zq3ry52rZtq9TUVN1222159lOSq3qkpaUVerRQYT/YlrTsSwwfP35c1apVc1jv+PHjkqQaNWrkaJuWlqaYmBjr0a+CtC0NQkJCNGzYML322mvasmWLtUKMdOFvbMeOHdq5c6dOnjypqlWrXtRY/Pz89NVXX2nKlClasGCBVqxYoQ0bNig1NVV//fWX/vrrL7399ttavXq1w9FjReXu7l7oa7Cw13hBR/AU51rMi6enp6pUqaJTp05ZbfPqN3vfNWvWlM1mkzGmQG29vLwK/f9AACjrmHMFAPIxf/58XXvttZo1a5Y8PDwUFRWlRx99tND9hIeHyxhT4Fdxl569nISGhlr//ueff6x/t23b1vog8tVXX13yuEpK1ofx7MdWUG+++aaVWHnppZd05swZ7d27V99//72mTp2qPn36XPK5Dzp37lyoa9kYk+OxlUutYcOG1mijPXv25Fpv7969kqSmTZta27J/yC9s29Iit7+xgQMHSrrwOJmj5cMvlgYNGmjcuHFas2aNzp49q59//lkPPfSQXFxcdOrUqQLP45KVmMgrIZCcnJzrXER5Kew1Pnv27AL1W5xrMT9Z12pB+q1cubI14sfX19caKXi5XuMA4GwkVwAgH1nf8DZu3NiaGHHOnDl281ygeLJ/MMr+zbmLi4u1Es7vv/+umTNnFrjPwjzmcrFlTUR7/Phxa+UfR26//XY1a9ZMY8eOtbZ9++23kqQbbrhB48ePdzgUf/v27da/S9NxlyZubm66/vrrJUk//fSTwzopKSnWKk9dunSxtteuXVtXXHFFnm1PnDihXbt25WhbWuT2N9atWze1bt1akvTcc8/p6NGjBe6zsNfazp079corr+jxxx+32+7l5aWuXbvq3XfftZIqBX3cKGt029atWxUbG+uwzoYNG0rV30VxrsX8ZNVdvXp1rsectc9/95v1c24xSdLPP/9c6JgAoLwguQIAhfD000+rSZMmkqSRI0cWeBg48vbhhx9a/+7Vq5dd2UMPPaTrrrtOkvTEE0/o008/zbe/5cuXa8qUKSUbZDHcfvvt1jfV48aNc7is6i+//KLvvvtOO3futJtrJusb99w+KB09elTvvvuu9XN6enoJRl62DBkyRNKFJa337duXo3z69OmKj49XhQoVNHToULuywYMHS5Lee+89h5O/vvDCC5IuTHT872vY2ZKTk/XFF19IujBqol69enbls2bNkre3t2JjY9W3b19rdEJe/Y0bN67Qc0L9/fffGjdunN544w2HKxdJ/7vO//3Iiaurq6ScEzbfcsst8vb2VmpqqqZNm+awv5deeqlQcV4KxbkW83LnnXfKxcVFhw4dsn7n2W3atEk//vijJGn06NEOY1q7dq1++eWXHG2/+eYb7d27V66urho5cmSBYwKA8oLkCgAUgoeHhz788EPZbDYdP35c//nPf5wd0mUtJiZGkydP1iuvvCJJ6t69u908K9KFD1Xff/+9WrVqpdTUVN17773q0aOH5s2bZ/ch9/Tp0/ryyy/VpUsX9e7d25ovYdiwYZfugHJRvXp1Pf3005KkZcuW6ZZbbtHff/8t6UIy5Ouvv1b//v1ljNEVV1yh++67z2qbdT5Wr16t1157TSkpKZIurCw0Z84ctWnTxm4C3OwTTpZHM2fOVFhYmMLCwnI8KnL33XerWbNmSk1NVc+ePa0PkCkpKXrzzTetkWlPPfWUAgIC7No+/vjjCg4O1smTJ9W9e3dt27ZN0oVlkJ9++mm99957kqTnn3/eSgSUBn/++aduvPFGHTp0SJL07LPP5qhz1VVX6dtvv5WPj4+2b9+uq6++Wo8++qg2bdpkXW+ZmZnavXu3pk2bpiuuuEKvvPKKjDEKDAws8LLJffv2tRKHAwYM0OLFi61kYFJSkt5991298847knL+3WZNcLtjxw67azwwMFBTp06VJL3++ut68sknrREsx44d06BBg/IcieEsxbkWIyIirGt84cKFdmWhoaG6//77JV34AuCTTz7R+fPnZYzR0qVLdfPNN8sYo27duuVYRalr165WYvC2227TokWLZIxRRkaG5syZo3vvvVeSdM8999g9ZgYA+H8GAJDDmjVrjCQjyezevTtH+ahRo6zyFStWOCHCghk2bJiRZNq0aVPkPp577jkjyTz33HOFatepUycjybi7u5vg4OAcr0qVKhmbzWadx6uvvtqcPHky1/4SExPNE088YTw9Pa02koyPj4/x8fGx2ybJdOzY0YSHhxcq5vx+78YYq/y9995zWF6nTh2H5ysjI8OMHTvWLsaAgADj6upq/VytWjWzb98+u3aHDx82ISEhVh0XFxdTsWJFu36GDx9u3N3djSSzcOHCQh3Pe++9Z9UpzQ4dOmTFuXz58lzrZV2vksyhQ4dylO/evdtUr17dquPv72+dO0lmyJAhJjMz02Hf69atMxUqVMj19zdx4sQiHVvWNeMo3txkPx8VKlTI8fdVtWpVu78Lm82Wb3zbt283HTt2zPG3VLFiRbvjlGR8fX3NqFGj8vybdWTDhg0mICAgz+u5d+/eJjU11a7dG2+8YZV7eHiYwMBAc/78eWPMhb+thx9+2K7P7PeXhx56yLpvrFmzplDxXkxFvRaz/11/+umnOcrPnTtn93v09PS0uxaaNm1qzpw54zCmyMhI06RJE7v7q5eXl/Vzly5dTEpKSkmfCgAoExi5AgBF8NJLL6lmzZqSpAceeKBIkyWWF+np6YqOjrZ7nTx5Uqmpqapbt65uueUWff7554qIiFCVKlVy7cfHx0evvvqqjh49qjfeeEM33nijatasqYyMDGVmZqpmzZrq0qWLJk+erG3btmnt2rXq1KnTJTzSvLm4uGj69Olat26dBg8erNq1ayslJUUeHh5q0aKFnnnmGe3YsSPHN8J16tTR77//rgcffFB169aVq6urUlJSVK9ePd1xxx1as2aNPv30U7Vv317ShQmYkbuwsDBt375dTz31lBo1aqT09HR5eHioXbt2+vjjjzVnzpxcV1a67rrrtGPHDj300EOqW7eukpOT5efnp65du2rBggXWo0GXWnx8fI6/sTNnzsjDw0NXXXWVRo0apS1btuQbX7NmzbR27Vpt2LBBjz32mK699lpVqlRJ586dk5+fnxo0aKA77rhDs2bN0rFjx/TOO+/k+TfrSNu2bbVjxw49/vjjat68uXx8fJSQkKCQkBD17dtXX3/9tZYuXZpjqfMxY8boySeftObA8vb2tkYmubi46O2339by5ct14403qkqVKkpJSVHLli31wQcf2D02V5oU51rMi5+fn37++WfNmDFD1157rdzd3XX+/Hk1btxYkyZN0saNG3Nd6jokJESbN2/WCy+8YK3aJl1YJvu1117TypUr5enpWeRjBoCyzGZMKZrhCwBQ6kyePFlTpkzRc889p8mTJzs7HKDMqVu3ro4cOaJDhw7ZzbcDAAAuH4xcAQAAAAAAKAaSKwAAAAAAAMVAcgUAAAAAAKAYSK4AAAAAAAAUAxPaAgAAAAAAFAMjVwAAAAAAAIqB5AoAAAAAAEAxkFwBAAAAAAAoBpIrAAAAAAAAxUByBQAAAAAAoBhIrgAAAAAAABQDyRUAAAAAAIBiILkCAAAAXGSzZ8+WzWYr9Cs8PNzZoQMACsDN2QEAAAAAZZ23t7eCg4MLVPf06dM6f/68JMlms13MsAAAJcRmjDHODgIAAACAtHjxYvXv318ZGRlq3769wsPD5e7u7uywAAD5ILkCAAAAlALbt29Xu3btlJiYqKpVq+rPP/9U9erVnR0WAKAAmHMFAAAAcLKzZ8+qf//+SkxMlKurq+bNm0diBQAuIyRXAAAAACcbPny4Dhw4IEmaNm2aunTpUqR+li5dqltvvVXVq1eXu7u7AgMD1bZtW02dOlVnzpzJtd2xY8c0adIktWjRQhUqVJCvr69atmypKVOmKCEhwWGb+Ph4vfLKK2rTpo0qVKggLy8v1atXT/fee6+2bduW63HabDY98cQTWr9+vVq3bi1PT08FBwfr/vvvt6sbGxur5557TldddZX8/f3l4+OjRo0aacyYMda5cmT79u164IEHFBoaKk9PT/n7+6tJkyYaM2aM9u7dW4CzCABFYAAAAAA4zcsvv2wkGUmmX79+JjMzs0j9PP3001Y/kkxAQIBxc3Ozfq5WrZrZs2dPjnY//PCDCQgIsOr5+voaT09P6+fQ0FBz5MgRuzZbt241derUsep4eHjY9eHi4mJefvnlHPsaNmyYkWR69OhhfHx8jCTj7+9vJJlnnnnGqrdhwwZTtWpVqz93d3e7/r28vMycOXNy9L948WLj4eFhdyze3t52/cyfP79I5xcA8sLIFQAAAMBJfv31V02cOFGSFBoaqs8++6xIKwT9+eefeumll2Sz2fTyyy/r3LlzOnv2rFJSUvTDDz+oUqVKioyM1KOPPmrXbvfu3br99tsVFxentm3bKiIiQgkJCUpKStKSJUsUFBSk/fv3a+jQoVab6Oho9ezZU0eOHFHNmjX1/fffKzExUWfPntW+ffvUv39/ZWZmaty4cfrkk08cxrtq1SrVqFFDu3fvVnx8vPbs2aPRo0dLkg4fPqzevXvr5MmT6t69uyIiIpScnKyzZ8/q4MGDuueee5SSkqLhw4dr9erVVp9paWm67777lJaWpsGDB+vYsWPWsfz555+6+uqrlZ6erpEjRyopKanQ5xgA8uTs7A4AAABQHkVFRZlq1aoZScbb29ts3bq1yH29+uqrRpJp2bKlw/IPP/zQuLu7m7CwMJOWlmZt79u3r5FkGjVqZBITE3O0W7JkiTXqY9OmTcYYY8aOHWuNONm/f3+ONpmZmaZfv35GkqlcubI5d+6cVZY1ckWSWbFihcNYBw8ebCSZnj17moyMjDzrXHXVVda2zZs3W33HxsbmaLNv3z7j4uJiatSoYTZv3uywXwAoKkauAAAAAJdYRkaG7rzzTkVGRkqS3n//fbVo0aLI/fn7+0uS/v77b/322285yrNGe+zevdta2jk+Pl6rVq2SJD3++OPy8fHJ0a53796aNGmS3n//fYWEhMgYo2+++UaSNGLECF1xxRU52mSNnpGk06dPa9myZTnqeHp6OpxXJikpSd9++60k6f7775eLi+OPK6NGjZJ0YcTOoUOH7M6BJM2ePVvmX4uihoaGKjk5WceOHVPr1q0d9gsARUVyBQAAALjEJk2apDVr1kiSRo4cqbvvvrtY/d16662qWLGikpOTdf3116t169aaMGGCVq9erdTUVLm6uuZIVGzbtk1paWmSpE6dOjns12az6fnnn9fIkSNVu3ZtHT58WNHR0ZKkbt265RpPo0aNVKtWLUlSREREjvK6devKw8Mjx/bff/9d6enpki4kV0JCQhy++vfvb7XZuXOntc/27dtLkh577DHVr19fDz30kL777jvFxsZKksN9AkBJILkCAAAAXEJLly7Vf//7X0lS69at9fbbb+dZ/5prrsk1yfD1119LkqpUqaIVK1aoYcOGki4kKV566SXdcMMNCgwMVL9+/fTdd9/Z9ZuVJJGkkJCQAsV+6tQp6981atTIs25WefY2WSpUqOCwTdZIHunCakHR0dEOX9n7zL4K0nfffacePXpIujB3y/vvv68BAwYoKChI1113nd5++20lJycX4EgBoHBIrgAAAACXyJEjR3T33XfLGKPKlStr/vz58vT0zLPNqVOnck0yZE8UtGnTRrt27dKqVas0evRoNWrUSNKFR21++OEHDRgwQP369dP58+clyRohUhiZmZmFrutogt7cHvfJ3v+ePXtkjMn3lX3UT0hIiFauXKm//vpLzz77rNq2bSs3NzdlZmZq/fr1evTRR9WiRQudOHGiwMcBAAVBcgUAAAC4BNLS0nT77bfrzJkzcnFx0Zdffqk6derk2+7w4cO5JhaGDx9uV9fV1VXdu3fXzJkztWfPHkVGRuqzzz5TmzZtJEk//PCD5s6dK0kKCgqy2kVFReW6/0OHDlkjRapWrWptP3bsWJ5x//PPPzna5Cd7TFnti6Jly5aaMmWKNmzYoNjYWC1ZskR33HGHJGn//v2aNGlSkfsGAEdIrgAAAACXwKOPPqrNmzdLkp599ln17NmzxPpesGCBJk6caE02myUkJER333231q5dq2rVqkmSNm3aJEm6+uqrrVEl69evz7XvXr16qWrVqho/frzq1atnJUB++umnXNvs2rXLesSnZcuWBT6OVq1aWaNaVqxYkWu9+fPnq27duurcubOOHj1qHde0adM0bdo0u7p+fn7q06eP5s6da83VknUOAKCkkFwBAAAALrK5c+fqvffekyTdeOONJT5y4rPPPtOLL76oadOmOXzcx8XFRRkZGZKkwMBA679Zk9K++eabDtutXr1af//9t6QLKwfZbDZrBMjHH3+sAwcO5GhjjNGECRMkST4+Purdu3eBj6NSpUpW/Q8++ED79+/PUScpKUnPP/+8jhw5otOnT6t27dqSLiSInnnmGT3//PO5jnrJWkEo6xwAQEkhuQIAAABcRLt379b9998v6cKKNl999VWuc44U1ZgxYyRdWAFo0KBB2rt3r1V28OBB3XHHHTp58qRcXV01dOhQq+zFF1+Uu7u7tm3bphtvvNFaeSc9PV0LFy7U4MGDJV1YGahjx46SpAkTJqhq1ao6d+6cOnfurB9++MGax+XAgQMaMGCAFi1aJEl64403VKlSpUIdy3//+1/5+PgoISFBnTt31vfff2/1v2PHDvXt21fbt2+Xi4uL3SiVu+66SxUqVFBaWpr69OmjtWvXWgmls2fPasqUKfr+++8lScOGDStUTACQH5v59wLwAAAAAErM5MmTNWXKFEkXHlHx9fUtcNtBgwblu5pQlvHjx+vll1+2fvby8pKLi4uSkpIkSW5ubvrwww9zzNMyf/583XXXXUpJSZF0YSWfpKQkK6Fx9dVXa+XKlXbzofz++++6+eabrYlhPT095e3trbNnz1r7ev755/X000/b7Wv48OHWHDAbN27M9Vh+/PFHDRw40OrP09NTbm5uSkxMlHRhkty3335bY8eOtWu3aNEiDRw40Fpi2tXVVX5+foqLi7Pq3H///frggw8cTrQLAEXl5uwAAAAAgPIiISFBCQkJBa6fPSmQn//+97/q2rWrPvzwQ23atEnR0dFycXFRgwYN1K1bNz388MMKCwvL0W7AgAFq1aqVXn/9da1cuVLHjh2Tp6enrrzySg0ePFijR4+Wh4eHXZtWrVpp586dmjlzpr7//nv9/fffSk1NVcOGDXXDDTfooYceUvPmzQsc+791795de/fu1fTp07Vs2TLt379fKSkpqlmzpjp06KBHHnnEmqQ3u379+mnr1q166623FB4erqNHjyo5OVk1a9ZUu3btNGLECGupZgAoSYxcAQAAAAAAKAbmXAEAlGuZmZmaNWuW2rVrpwoVKsjLy0uNGjXSuHHjrOHoAAAAQF4YuQIAKLcyMzM1YMAALVy4UN7e3rr22mvl5+eniIgInTp1SqGhoVq3bp2Cg4OdHSoAAABKMUauAADKrU8++UQLFy5UgwYNtGPHDoWHh2vJkiU6cOCAbrrpJu3fv18PP/yws8MEAABAKcfIFQBAuXXddddp/fr1Wrx4sfr27WtXdurUKQUHB8vd3V1nz56Vt7e3k6IEAABAacfIFQBAuRUYGKiwsDC1a9cuR1mVKlVUqVIlpaWlKSYmxgnRAQAA4HLByJUSlpmZab0J9/Hxkc1mc3JEAHBxGWOUlJQkSQoKCpKLS9nI2x86dEj169eXh4eH4uLi5OXlZZVl3esTExNzvdf7+vpeynABAABQwgrzPtftUgVVXsTExDDxIYByKzo6WlWrVnV2GCVi4sSJkqQ+ffrYJVYk7vUAAADlTX7vc8vG14sAAJSgGTNmaO7cufLx8dGLL77o7HAAAABQyjFypYT5+PhY/46OjmZYOIAyLzEx0RrFkf0eeLmaPn26Hn30UdlsNn388ccKCwvLUSf7cR48eNDhvb4s3///+usvXX/99arfZYy8K9ZwdjgAAOAiSj57XAfXzNS6det05ZVXOjucS6ow73NJrpSw7M/d+/r6luk31wDwb5fzPFPGGI0fP16vvPKKXF1d9fHHH+uOO+5wWDf7cVatWrXc3euzVk7yDaovvypXODkaAABwMbm4eUq68P//8vaeJ7v83ueSXAEAFN3589KuXc6OotiSk5M1dOhQLViwQN7e3po7d6769evn7LAAAABwmSC5AgAouthY6dprnR1FscTHx6tXr17asGGDqlatqh9++EFt2rRxdlgAAAC4jJBcAQCUW+np6erTp482bNig0NBQrVy5UvXr13d2WAAAALjMkFwBAJRbkydP1rp16xQSEqLw8HDVqMHkrAAAACg8kisASszRo0cVExPj7DBwkQQFBal27drODqPExMbG6q233pIkBQcHa9y4cbnWff31162Z4gEAAIB/I7kCoEQcPXpUjRs3VlJSkrNDwUXi4+Oj3bt32ydYqlSREhIkPz/nBVZEmzZtsq7XrVu3auvWrbnWnTx5MskVAAAA5IrkCoASERMTo6SkJH3xxRdq3Lixs8NBCdu9e7eGDh2qmJiYMjN6pVevXjLGODsMAAAAlAEkVwCUqMaNG+vqq692dhgAAAAAcMm4ODsAAAAAAACAyxnJFQAAAAAAgGIguQIAAAAAAFAMJFcAAEWXkSEdOeLsKAAAAACnIrkCACi6M2ekpk2dHQUAAADgVCRXACAfnTt3ls1mU/v27XOtc8cdd8hms2n48OGXLjAAAAAApQLJFQAoABcXF23cuFH//PNPjrKkpCQtWbLECVEBAAAAKA3KTHJlzpw5stls+umnnxyWR0dHa8yYMQoNDZW3t7fq16+vcePGKSEhwWH9zMxMffLJJ2rdurUqVKigoKAg3XLLLfrjjz8u5mEAZdOpU/av8+cLXjc9Pfe6MTH2ddPScq97+nTR45d09dVXy8vLS99++22Osh9++EHe3t6qUaNGsfYBAAAA4PJUJpIrmzdv1pgxY3Itj4yMVNu2bfXOO+/I29tbffr0UUZGhl555RVdd911OnfuXI42o0aN0n333aeDBw+qW7duatSokRYtWqS2bdvmmsABkIuqVe1fe/fmXrduXfu6f/2Ve93Gje3rrl+fe91WrYoavSTJ19dXffr00TfffJOj7Ouvv9btt98uNzc3a1tmZqb++9//KjQ0VJ6enmrYsKFmzJhh1y4jI0Mvv/yymjVrJm9vb/n6+qp9+/ZavXq1VWfy5MkKDQ3V0qVL1aJFC6uvzz77rFjHU2KCgqToaGdHAQAAADjVZZ9cWbx4sXr06KH4+Phc64wdO1aHDx/W+PHjtX37ds2fP1/79u3TwIEDtW3bNk2ePNmu/pIlS/TBBx+oadOm+vvvv7VgwQL99ttvmj9/vjIzMzV8+HClpKRc5CMDUNoMGjRImzZt0tGjR61t8fHxWr58ue688067ug899JCeffZZDR06VIsXL9btt9+uRx99VFOnTrXqjB8/XlOmTNHIkSO1YsUKzZo1SzExMRowYIASExOtepGRkRozZoweeeQRLV26VPXq1dPw4cO1Z8+ei3/Q+bHZJF9fZ0cBAAAAONVlm1w5fvy47rnnHvXr109paWkKDg52WO/AgQNauHChatWqpeeff97a7uHhoVmzZsnf318ffPCBkpOTrbJXX31VkvTaa68pKCjI2n7bbbdpyJAhOn78uMNvrwGUbX369JGfn5/do0ELFy5UlSpVdP3111vb/v77b3344YeaOnWqJk+erB49emjatGmaMGGCXnzxRZ3+/0eUTpw4oRdffFFjx45Vp06dNGTIEP33v/9VbGystm3bZvWXlJSkjz76SPfdd5+6deumDz/8UJK0dOnSS3TkAAAAAPJy2SZXJk6cqNmzZ6tVq1bauHGjwsLCHNZbvny5MjMz1adPH7m7u9uVBQQEqGvXrkpMTFR4eLikC99Cr1u3Tn5+furWrVuO/vr37y+JDzVAeeTt7a2bbrrJLrk6b948a6WgLKtXr5YxRjfddJPOnz9vvW6++WalpKTo119/lSR9+eWXevTRRxUTE6MNGzZo9uzZ+uKLLyRJaf+aP6Zdu3bWv2vWrClJdqNbAAAAADiPW/5VSqewsDB99tlnGjp0qFxccs8R7dixQ5LUrFkzh+VNmjTRokWLtH37dt14443atWuXMjMzFRYWZjd/Qvb6krR9+/Z8Y8ztg48vQ+hR3pw8af9zpUq51z182P7nihVzr7t7t2TM/34OCMi97u+/515WCIMGDdItt9yiw4cPy9/fXz/99JNeeOEFuzpZI1OaNm3qsI8TJ05IkrZs2aJRo0Zp8+bN8vb2VtOmTVWnTh1Jksl+XJJ8fHysf2fd8zIzM0vkmAAAAAAUz2WbXBk/fnyB6kVGRkqSqlWr5rA8a3tUVFSR6uclt0eV/v2hCSjzqlS5OHWzPbaXr8qVC143D7169VJAQIDmz5+vgIAA1atXT63+NVluxf9PCK1evVr+/v45+qhdu7bi4+PVq1cvtWjRQjt27FDjxo3l4uKiZcuW6bvvviuRWAEAAABcGpdtcqWgspZazv6tb3be3t529QpbH0D54unpqX79+um7776Tn59fjolsJalTp06SpJiYGHXp0sXavnLlSr355pt68803de7cOZ0+fVqPPPKI3QiX5cuXS7qMRqVkZl5YBhsAAAAox8p8csXV1VWS7OZDyC5rFEnWf/Or/+92eYmOjuYRIKAMGjRokPr27SsXFxdNnz49R3mzZs00dOhQ3X///Tp8+LBat26tvXv3asKECapXr54aNmyohIQEVahQQdOmTZObm5vc3d01f/58ffzxx5Iuo/lUTp+W6tVzdhQAAACAU122E9oWlJ+fnyTZrQaUXdaSyllJkPzqZ20vSNLE19fX4QvA5a179+6qWLGimjVrpsaNGzus8+mnn+rxxx/X+++/r549e2ratGm644479OOPP8rV1VUBAQFatGiRjDG6/fbbddddd+no0aP65Zdf5O/vb016CwAAAKD0K/MjV6pXry4p9zlS/j3HSmHrAyj7slYTy+Lu7q4zZ87kqHc422S8bm5umjRpkiZNmpRrv507d9bmzZtzbI+Pj7f+PXnyZE2ePDlHHeZuAgAAAEqPMj9ypXnz5pKkXbt2OSzfuXOnXb0mTZrIxcVFe/bscTjnwb/rAwAAAACA8q3MJ1d69eolSVqyZIkyMjLsyuLi4rRmzRr5+fmpQ4cOki5MZNupUyfFxcXl+LZakhYuXChJ6t2798UNHAAuB5UrS4cOOTsKAAAAwKnKfHKlTp066tu3rw4dOqSnnnrKGkqflpamkSNH6ty5cxo5cqTdcqmjR4+WJI0ZM8bu8aAFCxboq6++UvXq1R2uEAIA5Y6LS+GWzwYAAADKoDI/54okzZw5U3/88YfeeOMNLVu2TM2aNVNERISOHj2qVq1a5ZjP4LbbbtOQIUP05ZdfqlGjRuratatiYmL022+/ycPDQ19++aU8PT2dczAAAAAAAKBUKfMjV6QLo1ciIiI0YsQIxcXFafHixfLy8tKECRO0evVqa4Wg7D777DNNnz5dderU0YoVK7R//37dfPPN2rhxozp37nzpDwIAAAAAAJRKZWbkiqP5UbKrUaOGPvzwwwL35+rqqrFjx2rs2LHFjAwAAAAAAJRl5WLkCgCUZyzbDAAAAFxcJFcAoASdPn1abm5uOn78eJH7uPXWWzV8+PBix3L27FkNGzZMv/76a571wsPDZbPZ8h0B6JAxUmJi0QIEAAAAygiSKwBQglasWKGmTZuqRo0ahW6bkZGhsWPHWku+F9dff/2lzz//XJmZmSXSn0MxMVJw8MXrHwAAALgMkFwBgEKoW7dujhXGslu2bJluvPHGQve7bds2denSRR9//LG8vb2LESEAAACAS43kCgCUkMzMTK1atUq9e/cudNu7775bmZmZ2rhxo6pWrVqgNjExMRo6dKhCQkLk5eWlK6+8UnPmzJF04VGfLl26SJK6dOlit8rZBx98oIYNG8rb21udOnXSkSNHCh0vAAAAgP8pM6sFASidWrduraioKGeHYQkJCdGWLVsK1eb8+fN2P2dmZlrbbDabXF1dJUkRERFKS0tT+/btCx3X559/rhYtWhSqzZAhQ3Ty5Em9//77qlChgubMmaO7775btWrV0tVXX6133nlHo0eP1jvvvGMlV2bOnGmthNa3b1/9/PPPeuCBBwodLwAAAID/IbkC4KKKiooq1uSuznb48GHVq1fPbtvUqVM1depUSVKnTp2siWCXLVum7t27y82t8LfWwiZWJGnt2rWaNGmSbrnlFklS586dVblyZbm5ualChQpq0qSJJKlJkyZq0qSJjDGaOnWqBgwYoOnTp0uSevToofj4eL3//vuF3r8kKTBQ2rlTatq0aO0BAACAMoDkCoCLKiQkxNkh2ClsPNWrV9fmzZutn2+++Wb17dvXGu3h7+9vlS1fvlwPPfSQpAvLH2dkZNj15erqKpvNVtTQc+jSpYuee+45bd26Vb1799aNN96o1157Ldf6e/fu1cmTJ9WvXz+77QMHDix6csXVVapTp2htAQAAgDKC5AqAi6qwj+CUNh4eHmrdurXdz9WrV7fbJkknT57UH3/8oV69ekm6MKoka86TLGvWrLGb+6S45s2bpxdffFFff/21vv32W7m4uKh79+567733coy2kaQzZ85IkqpUqWK3vVq1aiUWEwAAAFAeMaEtAJSA5cuXq3nz5qpevbokqVWrVtq8ebPdq1WrViW6z4CAAL388ss6fPiw9uzZo5deeknr1q3TqFGjHNYPCgqSJEVHR9ttP336dInGBQAAAJQ3JFcAoAQsX77cbpUgf39/tW7d2u6V/RGi4jpy5Ihq1aql+fPnS5IaNWqkp556St27d9c///wjSdZEu1kaNGigWrVq6dtvv7Xbvnjx4hKLCwAAACiPeCwIAArh8OHDObZlZGRo1apVWrRo0SWLo06dOqpZs6YefvhhxcfH64orrtCWLVu0bNkyPf3005KkihUrSpKWLl2qSpUqqWXLlnr55Zc1ePBg3X///br99tu1ceNGvffee5csbgAAAKAsIrkCAMW0ceNGZWZmql27dpd0vwsXLtTTTz+tSZMmKSYmRrVq1dJzzz2n8ePHS5KaNm2qO++8UzNnztTy5cu1Y8cO3XnnnXJxcdHUqVM1Z84cNW/eXB988IHuvPPOSxo7AAAAUJaQXAGAYrruuut09uzZEuvP0egYR0JCQvTpp5/mWu7i4qKvvvoqx/ZBgwZp0KBBdtvuuOOOQsVoOXVKqlq1aG0BAACAMoI5VwAAAAAAAIqB5AoAAAAAAEAxkFwBAJR7a9euVY8ePVS1alX5+/urffv2OVZVAgAAAHJDcgUAUHSVKkkREc6Ooli++uordenSReHh4brqqqvUsWNH/fHHHxo4cKCmTJni7PAAAABwGSC5AgAoOjc3qUkTZ0dRZCdPntSIESPk4+Oj9evXa+XKlVq6dKn++usvBQcHa8qUKdq6dauzwwQAAEApR3IFAFBuvfPOO0pOTtaYMWPUunVra3tYWJheeuklGWP09ttvOzFCAAAAXA5IrgAAyq2lS5dKkvr375+jrF+/frLZbFYdAAAAIDduzg4AQNmye/duZ4eAi6Cs/l537twpSWratGmOssDAQIWEhCgyMlInT55U1apVHfZx8uRJ+fr65tjuaFtZkZycLEnKPJ+qjPQUJ0cDAAAupszzqZIu/P8/MTHRydFcWoU5XpIrAEpEUFCQfHx8NHToUGeHgovEx8dHQUFBzg6jxMTGxiolJUX+/v7y8/NzWKdatWqKjIxUVFRUrsmV+vXrX8wwS7WdC592dggAAOASuf76650dQqlGcgVAiahdu7Z2796tmJgYZ4eCiyQoKEi1a9d2dhglJiEhQdKFpFFuvL297eoCAAAAjpBcAVBiateuXaY+fKMATp2S6tRxdhRF4urqKkmy2Wy51jHG2P3XkYMHD5a7x4Ik6Z9//tHp06edHQYAALgEKleurFq1ajk7jEsuMTFRwcHBBapLcgUAUDz/P//G5SbrUaDkPOJPSbkwn0heiZKqVauW+USKI2FhYc4OAQAAoNRgtSAAQLmUNddKXFxcrgmWyMhISRfmXgEAAAByQ3IFAFAu2Ww2NWvWTJLj1ZDOnDmjqKgoValSpcDDQQEAAFA+kVwBABRdxYrS2rXOjqLIbrzxRknS999/n6Ps+++/lzFGvXv3vsRRAQAA4HJDcgUAUHTu7lKrVs6Oosjuuece+fj46I033tD69eut7Xv37tXEiRNls9n0+OOPOzFCAAAAXA5IrgAAyq1atWrprbfeUmJiojp27Kju3burb9++uvLKKxUVFaUXX3xRzZs3d3aYAAAAKOVYLQgAUK7df//9qlWrll5++WVt3LhRrq6uuvrqq/X444/r1ltvdXZ4AAAAuAyQXAEAlHu9evVSr169nB0GAAAALlPl7rGgr7/+Wtddd538/Pzk5eWlpk2b6oUXXlBqamqOutHR0RozZoxCQ0Pl7e2t+vXra9y4cUpISHBC5AAAAAAAoDQqV8mVp59+WnfccYc2b96stm3bqnv37oqMjNSkSZPUpUsXpaSkWHUjIyPVtm1bvfPOO/L29lafPn2UkZGhV155Rdddd53OnTvnxCMBAAAAAAClRblJruzYsUMvv/yyAgMD9eeff+qnn37S4sWLtX//frVu3VobNmzQjBkzrPpjx47V4cOHNX78eG3fvl3z58/Xvn37NHDgQG3btk2TJ0923sEAQGkREyPVqePsKAAAAACnKjfJlVWrVskYo0GDBqlp06bW9sDAQD311FOSpPDwcEnSgQMHtHDhQtWqVUvPP/+8VdfDw0OzZs2Sv7+/PvjgAyUnJ1/SYwCAUscY6fRpZ0cBAAAAOFW5Sa64uFw41GPHjuUoi46OlnQh0SJJy5cvV2Zmpvr06SN3d3e7ugEBAeratasSExOtZAwAAAAAACi/yk1ypWfPnrLZbFq8eLGee+45RUVFKT4+Xl9//bWeeeYZeXp6asyYMZIuPEIkSc2aNXPYV5MmTSRJ27dvz3OfiYmJDl8AAAAAAKDsKDfJlcaNG+vDDz+Ur6+vnn/+eVWrVk0BAQG64447VLNmTf36669q06aNpAuT2UpStWrVHPaVtT0qKirPfQYHB8vPzy/HCwDKjIAAadkyZ0cBAAAAOFW5Sa5IUocOHdSzZ095e3urU6dO6tmzpypWrKhdu3bpzTfftFYLylpq2cfHx2E/3t7edvUAoNzy8JA6dnR2FAAAAIBTuTk7gEtl8+bN6tatm0JCQrR161Y1aNBAknT69GkNHjxYc+fOlYuLi7744gu5urpKkmw2m8O+jDF2/81NdHS0fH19S/AoAAAAAABAaVNuRq48+uijio+P16xZs6zEiiRVrlxZX375pSpWrKi5c+fq8OHD1qM7ua0GlDXCJb/Eia+vr8MXAAAAAAAoO8pFciUlJUUbNmyQt7e3OnTokKM8KChIbdq0UWZmprZt26bq1atLyn1OlfzmZAEAAAAAAOVHuUiunD17VsYYubq6Wksy/1vWo0Dp6elq3ry5JGnXrl0O6+7cuVOSrHoAAAAAAKD8KhfJlapVqyowMFAJCQn65ZdfcpTHx8crIiJCktSyZUv16tVLkrRkyRJlZGTY1Y2Li9OaNWvk5+fncBQMAAAAAAAoX8pFcsXFxUX333+/JGnkyJE6cuSIVXbu3DkNHz5cMTEx6t27t0JDQ1WnTh317dtXhw4d0lNPPWVNXJuWlqaRI0fq3LlzGjlypPz9/Z1yPABQapw+LTVu7OwoAAAAAKeymfyWvCkjUlNT1adPH/3888/y8PBQp06d5O7uroiICMXExCgsLEzh4eEKDg6WJB05ckTt27fXiRMnFBYWpmbNmikiIkJHjx5Vq1atFB4ebk18m11iYqK1PSEhgQlsAZRtp04psWpVZd0Ny8t9j3s9AABA2VeY93zlYuSKJHl6emrFihWaOXOmWrZsqfXr1+vnn39WlSpVNGnSJG3atMlKrEhSnTp1FBERoREjRiguLk6LFy+Wl5eXJkyYoNWrVztMrAAAAAAAgPKn3IxcuVT4NhNAucLIlXJzzAAAAOUNI1cAAJdGhQrS/PnOjgIAAABwKpIrAICi8/SU/n+FNQAAAKC8IrkCAAAAAABQDCRXAAAAAAAAioHkCgAAAAAAQDGQXAEAAAAAACgGkisAAAAAAADFQHIFAFB0Z85IrVs7OwoAAADAqUiuAACKLiND2rPH2VEAAAAATkVyBQAAAAAAoBhIrgAAAAAAABQDyRUAQNFVqCB9/rmzowAAAACciuQKAKDoPD2lW291dhQAAACAU5FcAQAAAAAAKAaSKwAAAAAAAMVAcgUAAAAAAKAYSK4AAAAAAAAUA8kVAAAAAACAYiC5AgAouthYqUMHZ0cBAAAAOBXJFQBA0Z0/L/35p7OjAAAAAJyK5AoAAAAAAEAxkFwBAAAAAAAoBpIrAICi8/eX3n/f2VEAAAAATkVyBQBQdF5e0tChzo4CAAAAcCqSKwCAciszM1OzZs1Su3btVKFCBXl5ealRo0YaN26czp496+zwAKDUSExMlM1mk81mU2JiorPDAYBS55IkV+Li4i7FbgAAKLDMzEwNGDBAI0eO1NatW3X11VerW7duio2N1SuvvKJrrrlG0dHRzg4TAAAAl4EiJ1fq16+vJ554It96d911l8LCwoq6GwAALopPPvlECxcuVIMGDbRjxw6Fh4dryZIlOnDggG666Sbt379fDz/8sLPDBAAAwGWgyMmVw4cP6+TJk/nW279/P0OrAQClzqeffipJeuONN1S/fn1ru7+/vz7++GPZbDZ9//33Sk5OdlaIAAAAuEy4FbRijx49tGfPHrttCxcuVO3atXNtk5CQoLi4ODVu3LjoEQIAcBEEBgYqLCxM7dq1y1FWpUoVVapUSWfOnFFMTIxq1arlhAgBAABwuShwcuWJJ55Qr169rJ+zJrPKb0KrihUr6vXXXy96hACA0uvsWemmm5wdRZEsXrw417JDhw7pzJkz8vDwUJUqVXKUG2Osf588eVK+vr456jjaBgCXq+zv+ZnQFkB5kf1+l/39nyOFGrly5MgRZWZmyhij+vXrq3///nrjjTcc1rfZbPLy8lKVKlVks9kKuhsAwOUkPV1at87ZUZS4iRMnSpL69OkjLy+vHOVJSUnWv7M/UgQA5UFwcLCzQwCASy4pKUl+fn65lhc4uSLJblj0c889pxYtWqhOnTpFjw4AgBJy9913KyIiIt961157rT7//PNcy2fMmKG5c+fKx8dHL774YkmGCAAAgDKqUMmV7J577rmSjOOSOX78uF544QUtW7ZMUVFRqlSpkrp166YpU6boiiuusKsbHR2tqVOnasWKFTp+/LiqVaum22+/XZMmTcozYwUAuPSOHj2qvXv35lsvJCQk17Lp06fr0Ucflc1m08cff5zrandBQUGKjo5WYmKifHx8HI7Q5LEgAACAy5sxxhqxHBQUlGddm8nvwaE8nDt3TnPmzNGOHTuUlJSkzMxMxzux2fTZZ58VdTclZuvWrbrhhht0+vRpNW7cWGFhYdq2bZsOHDigoKAgbdmyxRqJExkZqfbt2+vw4cNq1qyZGjVqpM2bN+vo0aNq0aKF1q1bJ39//xz7SExMtBIvCQkJvLkGULYlJyvxvffk9/jjki7f+54xRuPHj9crr7wiV1dXffzxxxo2bJizwwIAAMBlosjJlX/++UfXX3+9jh07lu/ELjabTRkZGUUKsKSkpaXpyiuv1O7du/Xf//5X48aNkyRlZGToscce04wZM3TzzTdr0aJFkqQBAwbou+++0/jx4/XSSy9Zfdx111365ptv9J///MfhRL0kVwCUN5f7fS85OVlDhw7VggUL5O3trblz56pfv37ODgsAAACXkSInV+69917Nnj1boaGhuuuuu1S9enW5ueX+lJGzvwH86quvNGTIEPXv318LFiywK0tKSlKTJk0UGBiozZs36/Dhw2rYsKFq1KihAwcOyN3d3aobFxenWrVqKTMzU6dOnZK3t7ddX5f7hwwAKKzL+b4XHx+vXr16acOGDapatap++OEHtWnTxtlhAQAA4DJT5DlXli1bpqCgIEVERKhixYolGNLFMX/+fEnSf/7znxxlPj4+Onz4sPXz8uXLlZmZqT59+tglViQpICBAXbt21aJFixQeHq4bb7zxosYNALg40tPT1adPH23YsEGhoaFauXIlK/8AwL/Mnj1b99xzjzp16qTw8HBnhwMApZZLURvGxcWpY8eOl0ViRZJ+//13ubi46JprrlFkZKRef/11PfDAA3riiSe0du1au7o7duyQJDVr1sxhX02aNJEkbd++/eIGDQC4aCZPnqx169YpJCRE4eHhJFYAAABQZEUeuRIaGqoTJ06UZCwXTWpqqo4ePaqgoCAtXbpUw4cP17lz56zy119/XcOGDdNHH30kNzc3RUZGSpKqVavmsL+s7VFRUXnuNzEx0eH2y2nIPACURbGxsXrrrbckScHBwdY8XI68/vrrCg4OvkSRAQAA4HJU5OTKiBEj9J///Edr165Vp06dSjKmEhcfHy/pwlwAgwcP1k033aQpU6aoZs2a+uWXX/Tggw/qs88+U/Xq1fXiiy8qISFB0oXHhRzJmmclq15ucnszXowFmgAAJWDTpk3Wsnpbt27V1q1bc607efJkkisAAADIU5GTK8OGDdMvv/yivn37auTIkWrbtq0qVaokm83msH7Xrl2LHGRxpaamSpJSUlLUuXNnffvtt1ZZ3759tWjRIl177bV688039dRTT8nV1VWScj2WrOQISRIA5V5cnDRwoLOjKLRevXpxDwcAAECJKXJyJTAwUDabTcYYvfnmm3nWtdlsOn/+fFF3VWzZR6CMHj06R3mrVq3UunVrRUREaP369daqF8nJyQ77S0lJkZT/4z3R0dE8AgSgbEtLk1atcnYUAAAAgFMVObnSsWPHXEd2lDYBAQHy8PBQWlqa6tWr57BO3bp1FRERodOnT6t69eqScp9TJb85WbL4+vqSXAEAAAAAoIwrcnLlclqKzdXVVY0bN9bWrVt1/PhxtWrVKkedrERK1apV1bx5c0nSrl27HPa3c+dOSbLqAQAAAACA8qvISzFfbnr37i1Jmjt3bo6ykydP6o8//pCHh4euvfZa9erVS5K0ZMkSZWRk2NWNi4vTmjVr5Ofnpw4dOlz8wAGgNPP1lV54wdlRAAAAAE5V5OTK0aNHC/VytgcffFB+fn6aN2+ePvroI2t7YmKiRowYoYSEBN11112qVKmS6tSpo759++rQoUN66qmnrEkP09LSNHLkSJ07d04jR46Uv7+/sw4HAEoHHx/p0UedHQUAAADgVDZTxOUSXFxcCjznirMntM2yYMEC3XnnnUpLS1Pz5s1Vr149RUREKCoqSi1btlR4eLgqVqwoSTpy5Ijat2+vEydOKCwsTM2aNVNERISOHj2qVq1aKTw83Jr4NrvExERre0JCAnOuACjzuO8BQNk1e/Zs3XPPPerUqdNlNS0AAFxqRR65Urt2bYevGjVqyMfHR8YYGWN0/fXXq3///iUZc5Hdeuut2rJliwYNGqTo6GitXLlS/v7+evbZZ/Xbb79ZiRVJqlOnjiIiIjRixAjFxcVp8eLF8vLy0oQJE7R69WqHiRUAAAAAAFD+FHlC28OHD+dZvnXrVo0ePVrHjx/XggULirqbEte8eXPNmzevQHVr1KihDz/88CJHBAAAAAAALmcXbULbli1bavHixYqJidEzzzxzsXYDAAAAAADgVBd1taBKlSqpU6dOWrRo0cXcDQAAAICLaP369QoJCcn19eyzzzo7RABwqiI/FlRQiYmJOnv27MXeDQDAGeLipOHDnR0FAOAiS09PV3R0dK7l8fHxlzAaACh9irxaUEEsWbJEt9xyi5o0aaJt27ZdrN2UKqyaAaBcOXVKiVWrKmuKb+57AAAAKI+KPHKlY8eOuZZlZGTo5MmTOnjwoCTp/vvvL+puAAAAAAAASrUiJ1fWrVuXbx1PT0+NHj1aY8eOLepuAAAAAAAASrUiJ1fWrFmTa5mLi4v8/PzUqFEj+fj4FHUXAIDSzsdHevpp6aWXnB0JAAAA4DQXdc6V8og5VwCUN9z3AAAAUN6VyGpBBw8e1Nq1axUZGSlPT08FBwerU6dOqlWrVkl0DwAAAAAAUGoVK7kSGxurBx54QAsWLHBYfvPNN+ujjz5S5cqVi7MbAAAAAACAUqvIyZXk5GTdcMMN+uuvvxQQEKBevXqpXr16Msbo4MGDWrlypRYtWqSjR49qw4YN8vDwKMm4AQAAAAAASoUiJ1fefPNN/fXXX+rbt6+++OILVahQwa48Pj5eQ4YM0bJlyzRz5kz95z//KXawAAAAAAAApU2RJ7Rt0aKFoqKidOjQoVwnL0xMTFS9evVUq1Yt/f7778UK9HLBxI4AyhvuewAAACjvXIracP/+/erYsWOeb6J9fX3VoUMH7du3r6i7AQCUZvHx0gMPODsKAAAAwKmKnFxxd3dXYmJivvWSkpJks9mKuhsAQGmWmip99ZWzowAAAACcqsjJlRYtWmjt2rU6fPhwrnUOHz6stWvXqmXLlkXdDQAAAAAAQKlW5OTKyJEjlZKSoh49euiXX37JUf7rr7+qZ8+eSk1N1YgRI4oVJAAAAAAAQGlV5AltJWnw4MGaN2+ebDabgoKCVLduXdlsNh06dEgxMTEyxmjQoEGaO3duScZcqjGxI4ByJSFBiRMnym/69P//kfseAAAAyp9iJVeMMZoxY4beeuutHI8H1alTR4899pjGjh1bruZcIbkCoLzhvgcAAIDyrljJleyOHTumEydOKD09XbVr11atWrVKotvLDh8yAJQ33PcAAABQ3hV6zpXU1FS98847euedd+y216xZU9dee63i4+N1zTXXaPLkyUpKSiqxQAEAAAAAAEojt8JUPnnypG644Qbt2rVLHTp00OjRo3PUWb16tU6ePKmpU6fqm2++0apVq1SzZs0SCxgAAGfLzMxUTEyMJMnHx6dcPf4KAABQXhhjrEEjQUFBcnHJfXxKgZMraWlpuuGGG7Rz5041aNBA99xzj8N6kyZNUlhYmF566SXt2bNHffv21ZYtW+TmVqg8DgAApVZMTIyCg4OdHQYAAAAukejoaFWtWjXX8gI/FjRr1izt3LlTPXr00J9//qlhw4Y5rFehQgXdd9992rx5s9q2bavt27frk08+KXzkAAAAAAAAl4ECDyf55ptv5OXlpU8++UQ+Pj751q9UqZK+/PJLNWzYUPPmzdMDDzxQrEABAKXQuXPS4487O4pLLvv/B6Ojoy/KJL5ZkwQDpVVCQoKzQwAA4KJKTEy0RivnlwcpcHJlx44datWqlapXr17gQOrVq6c2bdpo27ZtBW4DALiMpKRIH37o7CguuexzrPj6+rJCEsolrnsAQHmS3xx7BX4sKDk5WdWqVSt0ADVr1lR8fHyh2wEAAAAAAFwOCpxcqV69uo4fP17oHURFRTG0GQAAAAAAlFkFTq40btxY27ZtU2xsbIE7j4uL05YtW9SoUaMiBQcAKOW8vKT773d2FAAAAIBTFTi5ctdddykxMVFTp04tcOfTpk1TcnKyevfuXaTgAAClnL+/9Oabzo4CAAAAcKoCJ1f69++vJk2a6O2339azzz6r1NTUXOumpaVp8uTJeu211xQUFKRRo0aVSLAAAAAAAAClTYGTKx4eHvrmm2/k6+uradOm6YorrtCYMWM0Z84crVq1SsuWLdPs2bP10EMP6YorrtDUqVPl7e2txYsXq3LlyhfzGAAAsGRmZmrWrFlq166dKlSoIC8vLzVq1Ejjxo3T2bNnc9SPjo7WmDFjFBoaKm9vb9WvX1/jxo1jmVkAAAAUmM0YYwrTYP/+/Ro8eLC2bNnicCmirO46dOig9957T02aNCmZSC8TiYmJ1gS+CQkJLFMIoMwrTfe9zMxMDRgwQAsXLpS3t7euvfZa+fn5KSIiQqdOnVJoaKjWrVun4OBgSVJkZKTat2+vw4cPq1mzZmrUqJE2b96so0ePqkWLFlq3bp38/f1z7OdSHHN+y/0BzlbIt5AAAFx2CvOer8AjV7KEhoYqIiJCv/zyi0aNGqWuXbuqcePGat68uXr06KEJEyZo06ZNWrt2balPrKSmpqpFixay2Wzav39/jnK+zQSAy8snn3yihQsXqkGDBtqxY4fCw8O1ZMkSHThwQDfddJP279+vhx9+2Ko/duxYHT58WOPHj9f27ds1f/587du3TwMHDtS2bds0efJk5x0MAAAALhuFHrlSljz++ON64403JEn79u1TaGioVVaav80EgNKkNN33rrvuOq1fv16LFy9W37597cpOnTql4OBgubu76+zZszpx4oQaNmyoGjVq6MCBA3J3d7fqxsXFqVatWsrMzNSpU6fk7e1t1xcjVwBGrgAAyr6LOnKlrFizZo3ezGOFC77NBIACSEiQJkxwdhSWwMBAhYWFqV27djnKqlSpokqVKiktLU0xMTFavny5MjMz1adPH7vEiiQFBASoa9euSkxMVHh4+CWKHgAAAJercplcOXv2rIYNG6YGDRooJCQkR/mBAwe0cOFC1apVS88//7y13cPDQ7NmzZK/v78++OADJScnX8qwAaD0SU6Wpk93dhSWxYsXa/fu3Q4nUj906JDOnDkjDw8PValSRTt27JAkNWvWzGFfWY+2bt++/eIFDAAAgDKhXCZXRo0apRMnTujzzz+Xp6dnjnK+zQSAsmfixImSpD59+sjLy0uRkZGSpGrVqjmsn7U9Kioqz34TExMdvgAAAFB+lLvkyty5czV37lw9/fTTatOmjcM6JfVtJm+4AaB0mDFjhubOnSsfHx+9+OKLkmRNTu7j4+OwTdY8K/lNYh4cHCw/P78cLwAAAJQf5Sq58s8//2jUqFG66qqr9Oyzz+Zar6S+zeQNN4Ayz9NTGjzY2VHkafr06XrkkUdks9n08ccfKywsTJLk6uoqKfeJY7Mm62TSTgAAAOSn3CRXjDEaNmyYkpOTNWfOnByP+2RXUt9mAkCZV6GCNGuWs6NwyBijcePG6ZFHHpGLi4s+/fRT3XHHHVZ5VrI7t/mzUlJSJCnflYCio6OVkJCQ4wUAAIDyw83ZAVwqb7zxhtasWaPXXntNTZs2zbNuSX2bGR0dzVLMAOAEycnJGjp0qBYsWCBvb2/NnTtX/fr1s6tTvXp1SbmPQsxvFGMWX19f7vUAAADlXLlIrmzfvl0TJ05Ux44d9dhjj+Vbv6S+zeQNNwBcevHx8erVq5c2bNigqlWr6ocffnA4x1bz5s0lSbt27XLYz86dO+3qAQAAALkpF8mVp59+WqmpqXJxcdHdd99tVxYTEyNJeuKJJ+Tn56eJEyeW2LeZAIBLKz09XX369NGGDRsUGhqqlStXqn79+g7r9urVS5K0ZMkSvfnmm9aoRUmKi4vTmjVr5Ofnpw4dOlyS2AEAAHD5KhfJlaxn3/NaOnnRokWSpBEjRvBtJgBcpiZPnqx169YpJCRE4eHhqlGjRq5169Spo759+2rJkiV66qmn9Nprr8lmsyktLU0jR47UuXPn9Pjjj8vf3/8SHgEAAAAuRzZTzpdBqFu3ro4cOaJ9+/YpNDRUknTkyBHVrVtX9erV0759+3J8m1mrVi0ZY3TixIkcb7oTExOtx4oSEhJ4LAhAmVda7nuxsbGqWbOmkpKS1LJlSzVr1izXuq+//rqCg4N15MgRtW/fXidOnFBYWJiaNWumiIgIHT16VK1atVJ4eLjDVd4uxTHnNu8XUFqU87eQAIByoDDv+crFyJXC4ttMACigxERp2jRnRyFJ2rRpk5KSkiRJW7du1datW3OtO3nyZAUHB6tOnTqKiIjQ5MmTtXTpUi1evFh16tTRhAkTNG7cOIeJFQAAAODfGLniYOSKpFL9bSYAlBqnTimxalVl3Q3Ly32PkSsAI1cAAGVfYd7zuVyqoC43Wd9mjhgxQnFxcVq8eLG8vLw0YcIErV69mm8zAQAAAACAJB4L0uHDh3Mtq1Gjhj788MNLFwwAAAAAALjsMHIFAFB0Hh7SLbc4OwoAAADAqUiuAACKLiBA+uILZ0cBAAAAOBXJFQAAAAAAgGIguQIAAAAAAFAMJFcAAAAAAACKgeQKAAAAAABAMZBcAQAAAAAAKAaSKwCAoktKkt56y9lRAAAAAE5FcgUAUHSJidIzzzg7CgAAAMCpSK4AAAAAAAAUA8kVAAAAAACAYiC5AgAoOg8PqUcPZ0cBAAAAOBXJFQBA0QUESAsWODsKAAAAwKlIrgAAAAAAABQDyRUAAAAAAIBiILkCAAAAAABQDCRXAAAAAAAAioHkCgAAAAAAQDGQXAEAFF1ysvTBB86OAgAAAHAqkisAgKJLSJAef9zZUQAAAABORXIFAAAAAACgGEiuAAAAAAAAFAPJFQBA0bm7S9df7+woAAAAAKciuQIAKLqKFaUVK5wdBQAAAOBUJFcAAAAAAACKgeQKAAAAAABAMZBcAQAAAAAAKAaSKwAAAAAAAMVAcgUAAAAAAKAYSK4AAIouJUX64gtnRwEAAAA4FckVAEDRnTsnPfigs6MAAAAAnIrkCgAAAAAAQDGUq+RKZmamZs2apXbt2qlChQry8vJSo0aNNG7cOJ09ezZH/ejoaI0ZM0ahoaHy9vZW/fr1NW7cOCUkJFz64AEAAAAAQKlUbpIrmZmZGjBggEaOHKmtW7fq6quvVrdu3RQbG6tXXnlF11xzjaKjo636kZGRatu2rd555x15e3urT58+ysjI0CuvvKLrrrtO586dc+LRAEAp4eYmXXWVs6MAAAAAnKrcJFc++eQTLVy4UA0aNNCOHTsUHh6uJUuW6MCBA7rpppu0f/9+Pfzww1b9sWPH6vDhwxo/fry2b9+u+fPna9++fRo4cKC2bdumyZMnO+9gAKC0qFRJ+vVXZ0cBAAAAOJXNGGOcHcSlcN1112n9+vVavHix+vbta1d26tQpBQcHy93dXWfPntWJEyfUsGFD1ahRQwcOHJC7u7tVNy4uTrVq1VJmZqZOnTolb29vu74SExPl5+cnSUpISJCvr+/FPzgAcKLyeN+7FMdss9lKvE+gJJWTt5AAgHKsMO/5ys3IlcDAQIWFhaldu3Y5yqpUqaJKlSopLS1NMTExWr58uTIzM9WnTx+7xIokBQQEqGvXrkpMTFR4ePglih4AAAAAAJRW5Sa5snjxYu3evVuVK1fOUXbo0CGdOXNGHh4eqlKlinbs2CFJatasmcO+mjRpIknavn37xQsYAAAAAABcFtycHUBpMHHiRElSnz595OXlpcjISElStWrVHNbP2h4VFZVnv4mJiQ63l4ch8wAAAAAAlBflPrkyY8YMzZ07Vz4+PnrxxRclyVpq2cfHx2GbrHlW8luSOTg42OF2nlEGAAAAAKDsKDePBTkyffp0PfLII7LZbPr4448VFhYmSXJ1dZWU+2SCWckRkiQAyr3UVGnBAmdHAQAAADhVuRy5YozR+PHj9corr8jV1VUff/yx7rjjDqs8azbg5ORkh+1TUlIk5f94T3R0NI8AASjb4uOlu+92dhQAAACAU5W75EpycrKGDh2qBQsWyNvbW3PnzlW/fv3s6lSvXl1S7nOq5DcnSxZfX1+SKwAAAAAAlHHlKrkSHx+vXr16acOGDapatap++OEHtWnTJke95s2bS5J27drlsJ+dO3fa1QMAAAAAAOVXuZlzJT09XX369NGGDRsUGhqqDRs2OEysSFKvXr0kSUuWLFFGRoZdWVxcnNasWSM/Pz916NDhoscNAKWaq6v0//NVAQAAAOVVuUmuTJ48WevWrVNISIjCw8NVv379XOvWqVNHffv21aFDh/TUU09ZE9empaVp5MiROnfunEaOHCl/f/9LFT4AlE6BgdKWLc6OAgAAAHAqmykHS97ExsaqZs2aSkpKUsuWLdWsWbNc677++usKDg7WkSNH1L59e504cUJhYWFq1qyZIiIidPToUbVq1Urh4eHWxLfZJSYmWtsTEhKYcwVAmVce73uX4phzW7EOKC3KwVtIAEA5V5j3fOUiubJixQrdeOONBaq7b98+hYaGSpKOHz+uyZMna+nSpTpz5ozq1KmjAQMGaNy4capQoYLD9uXxQwaA8q083vdIrgAkVwAAZR/JFScqjx8yAJRv5fG+R3IFILkCACj7CvOer9zMuQIAAAAAAHAxkFwBAAAAAAAoBpIrAICiS02VVqxwdhQAAACAU5FcAQAUXXy8NGCAs6MAAAAAnIrkCgAAAAAAQDGQXAEAAAAAACgGkisAgKJzcZFq1XJ2FAAAAIBTkVwBABRd5crS7t3OjgIAAABwKpIrAAAAAAAAxUByBQAAAAAAoBhIrgAAAAAAABQDyRUAAAAAAIBiILkCAAAAAABQDCRXAABFl5Ym/fKLs6MAAAAAnIrkCgCg6OLipN69nR0FAAAA4FQkVwAAAAAAAIqB5AoAAAAAAEAxkFwBABSdzSZVruzsKAAAAACnIrkCACi6oCDpyBFnRwEAAAA4FckVAAAAAACAYiC5AgAAAAAAUAxuzg4AAAAAlx+bzebsEAAAkCQZY5wdAiNXAAAAAAAAioPkCgAAAAAAQDGQXAEAFF16uvT7786OAgAAAHAqkisAgKI7e1bq1MnZUQAAAABORXIFAAAAAACgGEiuAAAAAAAAFAPJFQBA8Xh7OzsCAAAAwKlIrgAAiq5KFenUKWdHAQAAADgVyRUAAAAAAIBiILkCAAAAAABQDCRXAAAAAAAAioHkSgGsXbtWPXr0UNWqVeXv76/27dvr22+/dVg3MTHR4b9RMImJibLZbLLZbJy/QuLcFQ/nr+jKwn2vMPd5AAAA4N9IruTjq6++UpcuXRQeHq6rrrpKHTt21B9//KGBAwdqypQpzg4PAFBM3OcBAABQXCRX8nDy5EmNGDFCPj4+Wr9+vVauXKmlS5fqr7/+UnBwsKZMmaKtW7c6O0wAcJ7z52Xbs8fZURQZ93kAAACUBJIreXjnnXeUnJysMWPGqHXr1tb2sLAwvfTSSzLG6O2333ZihADgZLGx8unUydlRFBn3eQAAAJQEkit5WLp0qSSpf//+Ocr69esnm81m1QEAXH64zwMAAKAkuDk7gNJs586dkqSmTZvmKAsMDFRISIgiIyN18uRJVa1aVZJkjLHqnDp1ymG/vr6+FyHasqEsTIzpLJy74uH8FVFiorKfrez3wMtBUe7zkv1xnjx50uF9nXs9AADApXGx3r9n7ze/97kkV3IRGxurlJQU+fv7y8/Pz2GdatWqKTIyUlFRUdab7qSkJKu8WbNmlyTWsio4ONjZIVy2OHfFw/kruuz3wNKuqPd5yf4469evf9FjBQAAQO5yey9XkpKSkvLcD48F5SIhIUGS5OPjk2sdb29vu7oS31QCKN8up3tgUe/zAAAAwL8xciUXrq6ukiSbzZZrnaxhQdmHBwUFBSk6OlqJiYny8fFx2P5y+vABAPkxxlgjOYKCgpwcTcEV9T4vca8HAAAoDwrzPpfkSi6yhvskJyfnWiclJUWS/RtoFxcXu6HjAFAeXIqhmCWtqPd5iXs9AABAeVHQ97k8FpSLrGfw4+Licn3jHRkZKenCM/kAgMsL93kAAACUFJIrubDZbNaEtLt3785RfubMGUVFRalKlSpMfgkAlyHu8wAAACgpJFfycOONN0qSvv/++xxl33//vYwx6t279yWOCgBQUrjPAwAAoCSQXPmXtWvXqkePHqpatapefvllubi46JVXXtH69eutOnv37tXEiRNls9n0+OOP5+gjPj5ezzzzjMLCwuTt7a1atWrpoYce0smTJ3Pd78KFC3X99derUqVKqlixorp3766ff/75ohzjxZT9/Pn7+6t9+/b69ttvC9XH33//rXvuuUe1a9eWh4eHAgMD1bNnT61cudJh/RkzZshms+X6Gj9+fEkc2kVXEueuVatWeZ6LPXv25GjDtSdNnjw5z/OW9ercubNdu7Jy7WU3Z84c2Ww2/fTTT4Vqd7ne9+655x75+PjojTfeKNR9HgDKi9mzZzv8fyAAwB4T2mbz1VdfaejQoXJzc1OXLl3k5uamVatWKTU1Vddff71uuOEGeXp66ueff1ZKSopeeuklNW/e3K6PhIQE3XDDDdqyZYvq16+vvn37avv27Xr//fe1ePFiRUREqHr16nZtXnrpJU2YMEE+Pj664YYblJSUpDVr1ujnn3/WJ598ouHDh1/Cs1B0js7fzz//rIEDB2ry5Ml67rnn8u1j3bp16tWrlxITExUaGqo+ffro+PHjWrVqlVatWqVXX31VTzzxhF2bP/74Q9KFb6ADAwNz9HnVVVeVzAFeRCVx7tLT07Vjxw5VrFhRffr0cVgnICDA7meuvQtatGihIUOG5Fq+cOFCJSUl5biWysK1l93mzZs1ZsyYQre7nO97tWrV0ltvvaUHHnhAHTt2VJcuXfK9zwMAAAA5GBhjjImOjjbe3t7G19fXbN682dq+e/duU7FiRSPJ+Pj4mICAANO+fXvz3XffOezn8ccfN5LMkCFDTHp6ujHGmIyMDPPYY48ZSebWW2+1q79t2zZjs9lMtWrVzIEDB6ztv/76q/H19TU+Pj4mMjLyIhxxycrr/AUHBxubzWb++uuvPPtIT083devWNZLMCy+8YDIzM62yVatWGQ8PD+Pi4mK2b99u165ly5ZGkomNjS3RY7pUSuLcGWPMn3/+aSSZW265pUD75dormI8//thIMm3atDFpaWl2ZZf7tZfdDz/8YN3rJJkff/yxwG3Lwn1v+fLlpnPnzsbPzy/f+zwAlCeffvqpkWQ6derk7FAAoFQjufL/nn32WSPJjBs3LkfZJ598YiSZe+65J88+4uPjjZ+fn/Hx8TGnT5+2Kzt//rypV6+ekWQOHz5sbb/77ruNJPPee+/lGtOUKVOKeFSXTkmcv1WrVhlJpnXr1g7Lx4wZYySZSZMmWdtSUlKMu7u7ueKKK4p3AE5UEufOmP8lAaZOnVqg/XLt5e/vv/82Pj4+xtvb2+zfv9+urCxce8YYc+zYMTN8+HBjs9mMj4+PCQ4OLlRypTzf9wCgPCC5AgAFw5wr/2/p0qWSpP79++co69evn2w2m1UnN2vXrlVCQoI6duyY4xEBV1dX3XzzzZKkZcuWWduz/u1ov1nb8ttvaVAS5y8hIUHXXHNNrpNHNmzYUJJ0/Phxa9uOHTuUnp6uVq1aFTV0pyuJcydJf/75pyQV+Fxw7eXv0UcfVVJSkp599lldccUVdmVl4dqTpIkTJ2r27Nlq1aqVNm7cqLCwsEK1L8/3PQAAACALyZX/t3PnTklS06ZNc5QFBgYqJCREJ0+ezHNyxh07dkiStbTnvzVp0kSStH37dklSVFSUYmJiFBQU5HCZz8aNG8tms2nHjh0yxhTugC6xkjh//fv3V0REhKZMmeKwfPPmzZKkmjVrWtuy5ryoXLmyHnroIV1xxRXy8vJSo0aNNHXqVKWkpBT5mC6Vkjh30v/ORVRUlLp3766goCD5+/ura9euOSYD5trL38qVK7Vs2TLVrVtXjz32WI7ysnDtSVJYWJg+++wzbdq0qUhzi5Tn+x4AAACQheSKpNjYWKWkpMjf319+fn4O61SrVk3ShQ8GuYmMjLSrm18f+dX39PRUpUqVlJSUpHPnzhXgSJyjpM5fXnbt2qW5c+fKZrPp1ltvtbZnfcB977339N1336l58+a69tpr9c8//+jZZ59Vly5dlJiYWKR9Xgolde4yMzO1detWSdK9996rU6dOqWPHjqpdu7bWrFmjXr166fXXX7fqc+3lL2sS3PHjx8vT0zNH+eV+7WUZP3687r77brm4FO1/B+X1vgcAAABkR3JFFx5HkSQfH59c63h7e9vVLUo//+6jpPbrbBf7OE6dOqVbb71V58+f1z333KOWLVtaZVmPwtx33336559/9P333+uXX37Rzp071bJlS23cuLFUL4dbUufu77//VmJiory8vPTDDz/or7/+0oIFC7Rz507NmzdPbm5ueuqpp6zRP1x7efvtt9+0adMmhYSE5LpqzeV+7ZWU8nrfAwAAALIjuaIL8wJIks1my7VO1vD0vIap59fPv/soqf0628U8jsjISHXt2lV79+5V69atNWPGDLvyNWvWaPfu3Zo1a5bd6IJ69epp9uzZstls+uijj0rtIxolde7CwsJ08uRJ7d69WzfddJNd2aBBgzRmzBhlZmbq3XffLdH9OtvFOo63335bkjR27FiHo1aky//aKynl9b4HAAAAZEdyRbIeJ0hOTs61TtYHJF9f3yL38+8+Smq/znaxjmPnzp1q3769duzYoWuuuUarVq3K8W23t7e3wsLCHD7ScOWVV6pmzZpKSUmx5uUobUry3FWpUkV169Z1WJaVcNmyZUuJ79eZLsZxJCUlacmSJZKkIUOG5Frvcr/2Skp5ve8BAAAA2ZFckaz5GuLi4nJ9w5/fPAGSVL16dUm5z+3w7z5q1KiRZ/3U1FTFxsbKy8tLFStWzP9AnKSkzl92P/74o9q3b6/Dhw+rZ8+eWr16tSpVqlTo2EJCQiRd+MBcGl2Mc+fIv88D117uli9fruTkZLVt21Z16tQpcmyl/dorKeX1vgcAAABkR3JFF4anZ610sXv37hzlZ86cUVRUlKpUqeJwdYssWStt7Nq1y2F51jfYWfUqV66skJAQRUdH6/Tp0znq79q1S8aYIq3gcSmV1PnL8tVXX6l3796Kj4/XiBEjtGTJEoeTlUZGRuqee+7RnXfemWtfBw8elGS/wlBpUlLnbsGCBbrzzjs1a9Ysh+X/Pg9ce7nLWiY4+8TJ/1YWrr2SUl7vewAAAEB2JFf+34033ihJ+v7773OUff/99zLGqHfv3nn20aFDB/n6+io8PFxxcXF2ZRkZGVq8eLFcXFzUq1evHPtdtGhRjv4WLlwoSfnutzQoifMnSYsXL9bdd9+t8+fP6/nnn9eHH34oNzc3h3UDAgI0b948zZs3z3rcJbulS5fq9OnTatiwoerVq1e4A7qESuLcxcXFad68eZo5c6bDeSo+++wzSVLPnj1z7Jdrz96mTZskSdddd12udcrKtVcSyvN9DwAAALAYGGOMOXr0qPHx8TG+vr7mt99+s7bv2bPHhISEGJvNZrZt22ZtP3HihNm9e7c5ceKEXT9jxowxksygQYNMamqqMcaYzMxM85///MdIMrfddptd/YiICOPi4mJCQkLMnj17rO2//fab8fX1Nd7e3iY6OvpiHHKJKonzFxUVZQIDA40kM2nSpALt9/777zeSzFVXXWWioqKs7X///bepU6eOkWS++OKLEjjCi6ckzt3Zs2dNUFCQkWSeeeYZk5GRYZXNmjXLSDJVq1Y1p0+ftrZz7Z3I0VdCQoJxdXU1bm5uJjk5Oc/9loVrz5FOnToZSebHH3/MUcZ9DwDKn08//dRIMp06dXJ2KABQqpFcySbrQ6irq6vp1q2b6dOnj/Hy8jKSzEsvvWRXd9iwYUaSGTZsmN32s2fPmiZNmhhJpk6dOmbAgAEmLCzMSDJ169Z1+IFuwoQJRpLx8vIyffr0Md26dTOurq7GZrOZL7/88mIecokq7vkbN26ckWTc3NzMnXfeaYYMGeLw9e6771ptzp49a6666iojyQQEBJjevXubnj17Gk9PTyPJPPLII5fo6IunJK69FStWWG0aNGhgbrvtNtOiRQsjyfj5+Zl169bl2C/Xnr1du3YZSaZWrVr57rOsXHv/lldyhfseAJQ/WckVd3d3ExwcnOuroF+MAUBZRXLlX5YvX246d+5s/Pz8TEBAgGnfvr357rvvctTL6wNabGys+c9//mPq1KljPD09Tf369c2oUaNMZGRkrvv94osvzLXXXmt8fHxMUFCQ6datm1mzZk0JHtmlUZzz16ZNGyMp39eQIUPs+kpMTDRTpkwxTZo0MZ6eniYgIMB07tzZ4X5Ls5K49nbs2GHuvPNOExwcbNzd3U316tXNPffcYw4ePJjrfrn2/mft2rVGkmnXrl2B9llWrr3sipJcMaZ83/cAoCzLSq7k97pcv1QAgJJiM8bBBA0AAAAAAAAoECa0BQAAAAAAKAaSKwAAAAAAAMVAcgUAAAAAAKAYSK4AAAAAAAAUA8kVAAAAAACAYiC5AgAAAAAAUAwkVwAAAAAAAIqB5AoAAAAAAEAxkFwBAAAAAAAoBpIrAAAAAAAAxUByBQAAAAAAoBhIrgAAAAAAABQDyRUAAAAAAIBiILkCAAAAAABQDCRXAAAAAAAAioHkCgAAAAAAQDGQXAHKKGOMs0MAAAAAgHKB5AouutTUVH399dfq27ev6tevLy8vL1WqVEkdOnTQjBkzlJqa6uwQy5zNmzerXbt2On/+vN12m80mm82WYzsAAAAAoOhshq+3cRHt2rVLAwcO1M6dO+Xj46MWLVqoRo0aioyM1O+//67U1FQ1bdpUP//8s4KDg50dbpnh4uIiY4zS09Pl5uZmbbfZbJKUYzsAAAAAoOj4dIWLZv/+/Wrbtq3OnTunhx9+WM8++6wqV65slR87dkz33nuvfvzxR3Xt2lVbtmyRt7e3EyMuO3LLme7evVuSSKwAAAAAQAli5AouCmOM2rRpo82bN2vChAmaNm2aw3qJiYm66qqrtG/fPk2fPl1jx469xJGWTYxQAQAAAIBLhzlXcFGsW7dOmzdvVrVq1fTMM8/kWs/X11cTJkxQhw4dHJZ/8cUX6tChgypUqCBvb281b95c06ZNU1JSkl29w4cPy2az6ZZbbtGJEyd0zz33KCQkRF5eXmratKneeOMNZWRk2LUxxuitt95S27ZtVblyZfn4+Khp06aaMGGCYmNjHcbz9ddfq3PnzgoICJCPj4+uvPJKvfXWW0pPT7erFx4eLpvNpkcffVQzZsxQcHCwfHx81LlzZ11zzTWy2Wz6+eefHe5j9OjRstlsmjlzprXtxIkTeuKJJ9S8eXP5+/vL09NTtWvX1rBhw7R3716r3uzZs63EiiS5u7vb/ZzbnCtHjhzRgw8+qLp168rDw0NVqlRR//79tXHjxhzxDR8+XDabTX/99ZfmzJmj1q1by8fHR5UrV9aAAQO0c+dOh8flyLFjx3T//fercePG8vb2VmBgoG644QbNnTvXYf2oqCg9+eSTatCggby9vVW3bl0NHjxYe/bsyVE3JiZGTz75pBo2bChPT08FBgaqZ8+eWr58eY66kydPls1m0zfffKMHHnhAfn5+qlSpksaPH2/VOXv2rCZMmKCwsDB5eXmpcuXK6tu3r9atW1fg4wUAAABQRhngIhg9erSRZB566KEitc/IyDB33nmnkWQ8PT1Njx49TP/+/U3lypWNJHPllVeamJgYq/6hQ4eMJHPttdeaGjVqmICAAHPjjTeaLl26GBcXFyPJjBkzxm4fjz76qJFkKleubPr06WP69etngoODjSTTpEkTk5KSYld/xIgRRpLx9vY2nTp1Mv369TOBgYFGkunevbtJTU216q5Zs8ZIMg0bNjSSTOfOnU2XLl3MiBEjzIwZM4wkM2LEiBzHnZ6ebqpUqWLc3d3NqVOnjDHG7Nmzx1SpUsVIMk2bNjW33nqr6dGjh6lYsaKRZAICAszRo0eNMcb88ssvZsiQIUaSkWQGDx5shgwZYvWftT09Pd3atnHjRlOhQgUjyYSGhpoBAwaYtm3bGknGxcXFfPDBB3YxDhs2zEgy/fv3N5JMixYtzK233mpq1qxpJJkKFSqYgwcP5vs7jomJMQ0aNDCSTLNmzcxtt91munTpYlxdXY0kM3XqVLv627ZtMyEhIUaSqVevnhkwYIBp1aqVkWR8fX3N77//btXdv3+/qV69upFkatSoYW677TbTqVMnq+9nnnnGru/nnnvO+n15enqam2++2bRo0cJ89tlnxhhjjhw5YurXr28kmZo1a5qbb77ZdOzY0bi6uhoXFxfz0Ucf5Xu8AAAAAMoukiu4KG644QYjycyePbtI7d9++20jydSvX9/s37/f2h4fH2/69OljJJlbb73V2p6VXJFkOnToYE6ePGmV/fDDD0aScXNzM7GxscaYCx+Wsz5Mx8fHW3WTkpKsxMKcOXOs7R9//LGVBDhw4IC1PS4uzvTs2dNIMhMnTrS2ZyVXJJmXX37Z2p6RkWFiYmKMu7u7CQwMNGlpaXbHvXz5ciPJ3HTTTda2m266yUgyr7/+ul3ds2fPmmuuucZIMi+88IJdmaMkiqPtycnJpkaNGkaSmTJlisnMzLTqLlu2zHh5eRk3Nzfzxx9/WNuzkisuLi7miy++sLYnJyeb6667zkgyjz/+uMnP888/bySZp59+2m77pk2bjLu7u/H19bUSXBkZGebKK680ksyTTz5pzp8/b9WfOXOmkWRatmxpjDEmMzPTSrrcf//9dkmviIgIK0H3ww8/WNuzkisuLi5mw4YN1vaMjAxjjDEdOnQwksyjjz5q9zvbuHGjqVixovHw8DA7d+7M95gBAAAAlE0kV3BRNGnSxEgyy5cvL1L7evXqGUlm9erVOcrOnj1rAgICjCSzb98+Y4x9cuWvv/7Ktb+sD86bNm0ykkzbtm2tD9BZNm/ebD788EOzZ88ea1tYWJiRZDZv3pyj7+PHjxsPDw8TEBBgJQOykitubm4mKSkpR5ubb77ZSDJLliyx237XXXcZSebbb7+1to0aNcrccsstdgmFLG+99ZaRZO677z677QVNrnz22WdGkunYsWOOvo35X9Jh6NCh1ras5Mott9ySo35Wfz179nTYX3YPPfSQkWTefffdHGWff/65mTdvnklMTDTGGLNu3Tpr5E72BFCWDh06mOuvv96cOnXKrF271kgyV1xxRY7jN8aYTz/91Egy119/fY7jvO6663LU37hxozVC59/XijHGvPrqq0aSGTlyZL7HDAAAAKBsYs4VXBRZk6j+e26Pgvjnn3906NAhBQUFqUuXLjnKAwIC1KtXL0nS2rVr7cqylnv+t+rVq0uSNVdLs2bNFBgYqI0bN6pdu3aaMWOG9u3bJ0lq3bq1RowYoUaNGkmSIiMjtWfPHgUEBKh169YO+27ZsqXi4uL0559/2pWFhoY6XAHp7rvvliTNmzfP2paSkqLvv/9eFStW1E033WRtf+edd7Rw4UK5urpa206fPq2ff/5Zv/32myQpNTU1xz4KIuv8DRw40GH5HXfcIenCHDL/1q5duxzb/n2e89KpUydJ0tixY3Xvvfdq4cKFio+PlyTdddddGjRokHx8fOz237dvX7s5ZLL88ssv+vXXXxUUFGQdU//+/R1O5nv77bfL1dVVGzduzHHemjdvnqP+6tWrJUmdO3eWi0vOW2bv3r3tYgQAAABQ/pBcwUVRrVo1SdLJkycL3fbEiROSpLp16+Zap169epIuJD6yq1ixosMP31kfsjMzMyVdSMJ89913ql69uiIiIvTwww+rYcOGuuKKK/T4449biRbpQrJHkuLi4qwJYf/92rx5s13dLJUqVXIY/0033aRKlSpp0aJFSklJkSQtXrxY586d0+233y5PT0+7+tu3b9eoUaN0zTXXqFKlSgoKClK3bt00f/58SbkvvZyf/M511nmOiorKUebo2P59nvMyaNAgPfXUU5KkTz/9VLfeeqsqV66szp07691337XOi/S/33Pt2rXz7Te/Y/L19VWVKlV0/vx5nTp1Kt9jyvqdTp8+3eHvvmnTpnb1AAAAAJQ/rNGKi6JVq1ZauXKlNm3apHvvvTfPunFxcZo6daq6du2qHj16WIkCR0mSLFl1/p2EyKvNv3Xu3FkHDx7U8uXLtXjxYv300086ePCg3njjDc2YMUPz58/XzTffbK0yVLlyZWvETG5CQkLsfnY00kGSPDw8NHDgQH3wwQdaunSpbrvtNmuFnKxRLVleffVVKwnRrFkz9e7dW02bNtU111yj/fv3a9SoUQU+5n/L71xnlXt4eOQoK8y5zs3LL7+ssWPH6rvvvtOKFSv066+/au3atVq7dq1mzpypdevWKTAwsFAjoIpz/Tj6fWX9/q+55ho1bNgw1z5L4nwAAAAAuDyRXMFF0a9fP7344otasmSJUlJS5OXllWvd+fPn6/XXX9fnn3+uyMhI69GSQ4cO5drm4MGDkqTg4OBixenp6albbrlFt9xyiyRpz549mjZtmr744gs99dRTuvnmm61ROF5eXvriiy+Ktb/s7r77bn3wwQf69ttv1b17dy1btkz16tXTddddZ9U5dOiQxo8fr4CAAC1fvjzHozg7duwoVgz5neuSOs95qVmzph555BE98sgjSk9P188//6wxY8Zo9+7dmjVrlsaPH2/9Do4dO+awj9WrVysqKkpdu3bN95gSEhJ06tQpubq6qnLlyvnGl7XvHj166IUXXijKIQIAAAAo43gsCBfFtddeqw4dOujEiRN68cUXc6135swZq3zkyJFydXVV7dq1VadOHcXExOSYU0W6MNJl5cqVkv43b0dhzZs3T6GhoZo2bZrd9rCwMM2cOVPS/x7zqFu3rmrXrq3jx49r69atOfpKSkpSq1at1KlTJx0+fLjAMbRv316hoaFavny5vvvuO6Wmpmro0KF2IyA2bdqkzMxMdenSxeEcJ6tWrZJUsMdwHOnYsaMkWY8X/dvXX38t6cIon5I2ePBgValSRUeOHLG2ubu7q1evXho7dqyk//0Orr/+eknSihUrHPb19NNPa8iQIYqJibGO6fvvv3c44uXbb79VZmamOnbsmOvIouyyrrEVK1Y4PM+LFi1Ss2bNNHr06Hz7AgAAAFA2kVzBRfPee+/J29tbU6dO1ZNPPqmzZ8/alR86dEh9+/bVwYMH1bBhQ40bN84qe+yxxyRJI0aMsBuBkJCQoKFDhyo+Pl433XST6tSpU6TYGjdurAMHDuitt97S3r177cqyRqdce+21OeK5++67deDAAWt7WlqaRo0apT/++EPx8fF5zhPjSNaxPPvss5IuTOSaXZUqVSRJGzdutJu/Jj09XZMmTbKSDdnnJ5FkjRSKi4vLc/8DBw5U9erVFR4ermnTptnN3bJixQq98sorcnV11YMPPlio4yqI4OBgxcTE6Mknn7SbWDY5OVkLFiyQ9L/fQdeuXdW0aVP9+eefOZJ17777riIiItSyZUs1a9ZMnTp10lVXXaX9+/dr7NixSk9Pt+r+/vvvevLJJyVJY8aMKVCcnTt31lVXXWW1TUtLs8qy9rFz5848HxkCAAAAUMY5b6EilAcbNmwwQUFBRpLx8fExHTt2NAMHDjTt27c3rq6uRpJp1qyZOXLkiF27jIwMM/D/2rt3l8a2OIrjW0IekpComCCJpjAqaYb4ACWYkIiFhQn4iCPYiiA2YkAQbKzF1gdYBP8NrS20sEinoI0QNKCVIAZ1TTF4mNwE7r1z7q3m+ynD3off2WdXq8j6/l3GGHk8Hk1NTWl2dtZ6ViKRULVatdZ/VTFHIpGmc2QyGRljdHZ2Zv22vr5u1SVns1kVCgUlEgkZY+Tz+XR1dVU3z+LiojVPOp3WzMyMwuGwjDEKhUJ11c1fVczNqn1/dXd3p5aWFqsW+q/e3981NDQkY4wCgYByuZzy+bxCoZBVTWyMUTKZrNv37ds362zn5+f18vIiqXlF8/n5uVVt3d/fr4WFBSWTSRlj5HA4tL+/X/fsryrm4+Pjhnn/6XtL0tPTk2KxmIwx6urqUj6fr3u3bDarWq1mrS+XywoGgzLGKB6P130vv99fd/7X19eKRCIyxqi7u1uFQkETExPWndva2qqb5auKeXt7u+msvz4vHA4rl8tpcnJSTqdTxhjNzc01rcoGAAAA8GcgXMH/rlqtamdnR6OjowoEAnI4HGpvb1cmk9HBwYHe3t6a7vv8/FSpVNL4+Lh8Pp+8Xq8GBwe1u7ur19fXurW/E658fHzo8PBQY2Nj8vl8cjqdikajWl5e1u3tbdN5Tk5OlE6n5ff71draqng8ro2NDVUqlbq1/yZkSKVSMsY0hBhfnp+fVSwW1dfXJ4/Ho0gkolQqpaOjI9VqNbW1tcnhcOjh4cHac3l5qZGREbndbnV0dKhcLktqHq5IP0OelZUV9fT0yOVyKRwOa3FxURcXFw3z/FfhiiRVKhWtra2pt7dXLpdLXq9Xw8PD2tvba3ov7u/vtbq6qmg0KqfTqWAwqKWlJd3c3DSsfXx8VLFYVCwWk8vlUigU0vT0tE5PTxvW/l24Iv28x5ubmxoYGJDb7VZnZ6e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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "conservation_results=gen_mosaic(k=1, position=75)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case, the background score standard deviation is 0.0, which means that the z-scores are not reliable" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case, all of the k-mers have a conservation score of almost 1.0, however, there are tiny differences in the values (e.g. 0.9999993 vs 0.99999937), resulting in very high or low z-scores." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of background scores 226\n", "background score standard deviation 3.2741953144864496e-08\n" ] } ], "source": [ "print(f'number of background scores {conservation_results.n_bg_scores}')\n", "print(f'background score standard deviation {conservation_results.bg_std}')" ] } ], "metadata": { "jupytext": { "formats": "ipynb,py:percent" }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 4 }