{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Example usage of `sgfixedincome_pkg` (Main Analysis Use Case)\n", "\n", "This Jupyter Notebook vignette shows how some functions from the `sgfixedincome_pkg` can be used. This Vignette primarily focuses on functions found in `analysis.py` which most users would find useful. \n", "\n", "We expect functions found in the other scripts to be less commonly used by the average user. If interested in those other functions, please refer to the other vignettes or documentation for guidance.\n", "\n", "## Fetch data\n", "Let's import the package and fetch data on retail fixed income products using `create_combined_df()`:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fetch failures: []\n", "Fetch warnings: []\n", "Dataframe shape: (399, 7)\n" ] }, { "data": { "text/html": [ "
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TenureRateDeposit lower boundDeposit upper boundRequired multiplesProduct providerProduct
01.00.301000.09999.0NoneDBSFixed Deposit
11.00.3010000.019999.0NoneDBSFixed Deposit
21.00.0520000.049999.0NoneDBSFixed Deposit
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" ], "text/plain": [ " Tenure Rate Deposit lower bound Deposit upper bound Required multiples \\\n", "0 1.0 0.30 1000.0 9999.0 None \n", "1 1.0 0.30 10000.0 19999.0 None \n", "2 1.0 0.05 20000.0 49999.0 None \n", "\n", " Product provider Product \n", "0 DBS Fixed Deposit \n", "1 DBS Fixed Deposit \n", "2 DBS Fixed Deposit " ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import sgfixedincome_pkg as sfi\n", "\n", "# Fetch bank, SSB, T-bill data with default inputs\n", "combined_df, fetch_failures, warnings_list = sfi.create_combined_df()\n", "\n", "# Display output\n", "print(f\"Fetch failures: {fetch_failures}\")\n", "print(f\"Fetch warnings: {warnings_list}\")\n", "print(f\"Dataframe shape: {combined_df.shape}\")\n", "combined_df.head(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have empty lists for fetch failures and warnings. This suggests that we were able to successfully fetch data from all the default banks (DBS, OCBC, UOB) as well as SSB and T-bill data. We also do not have any warnings to note.\n", "\n", "To know which products we have successfully fetched into our dataset, we can use `products()`:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['DBS - Fixed Deposit',\n", " 'UOB - Fixed Deposit',\n", " 'OCBC - Fixed Deposit',\n", " 'MAS - SSB GX25010E',\n", " 'MAS - T-bill BS24124Z']" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sfi.products(combined_df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analyze data\n", "\n", "### Find best returns available\n", "\n", "Let's say that you are a retail investor who has \\$9,900 sitting idly and you want to find the best rates you can earn on it. You are open to locking up the money for 5 to 7 months. For convenience, you intend to invest the full amount into a single product.\n", "\n", "You can use `best_returns()` to find the highest total dollar return (excluding fees) achievable for each tenure and the product that enables this return:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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TenureRateDeposit lower boundDeposit upper boundRequired multiplesProduct providerProductInvested amountTotal Dollar Return
05.02.75500.0200000.0500MASSSB GX25010E9500107.99
16.03.001000.099999999.01000MAST-bill BS24124Z9000134.00
27.02.75500.0200000.0500MASSSB GX25010E9500151.53
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" ], "text/plain": [ " Tenure Rate Deposit lower bound Deposit upper bound Required multiples \\\n", "0 5.0 2.75 500.0 200000.0 500 \n", "1 6.0 3.00 1000.0 99999999.0 1000 \n", "2 7.0 2.75 500.0 200000.0 500 \n", "\n", " Product provider Product Invested amount Total Dollar Return \n", "0 MAS SSB GX25010E 9500 107.99 \n", "1 MAS T-bill BS24124Z 9000 134.00 \n", "2 MAS SSB GX25010E 9500 151.53 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Find best returns for S$9,900 locked for 5 to 7 months\n", "sfi.best_returns(combined_df, 9900, 5, 7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the `Invested Amount` may differ from the \\$9,900 investment amount we input into the function, as some products like SSBs and T-bills only accept investment in specific multiples. The function allocates the maximum amount of investment possible, subject to the required multiples.\n", "\n", "This result can be used to inform your investment decisions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Filter data before finding best returns\n", "\n", "Now, say that you are a pre-existing customer of DBS bank, and you do not wish to consider fixed deposit products from other banks. For some reason, you also do not want to consider SSBs. Then, you can filter the initial dataset with `filter_df()` first before passing it into `best_returns()`:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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TenureRateDeposit lower boundDeposit upper boundRequired multiplesProduct providerProductInvested amountTotal Dollar Return
05.01.751000.09999.0NoneDBSFixed Deposit990071.82
16.03.001000.099999999.01000MAST-bill BS24124Z9000134.00
27.02.301000.09999.0NoneDBSFixed Deposit9900132.20
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" ], "text/plain": [ " Tenure Rate Deposit lower bound Deposit upper bound Required multiples \\\n", "0 5.0 1.75 1000.0 9999.0 None \n", "1 6.0 3.00 1000.0 99999999.0 1000 \n", "2 7.0 2.30 1000.0 9999.0 None \n", "\n", " Product provider Product Invested amount Total Dollar Return \n", "0 DBS Fixed Deposit 9900 71.82 \n", "1 MAS T-bill BS24124Z 9000 134.00 \n", "2 DBS Fixed Deposit 9900 132.20 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Ignore SSBs and only consider DBS for banks when finding best returns\n", "filtered_df = sfi.filter_df(\n", " combined_df, consider_ssbs=False, include_providers=[\"DBS\", \"MAS\"]\n", ")\n", "sfi.best_returns(filtered_df, 9900, 5, 7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the result above does not include SSB and banks other than DBS. However, this restriction may lead to the best dollar return for each tenure being lower compared to our initial result with an unfiltered dataset, since we now ignore some possibly better products. \n", "\n", "View the documentation for the full list of arguments the `filter_df()` function takes, which provides great flexibility for which products to include or exclude in analysis." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Find best rates available\n", "\n", "Instead of finding the best returns available for each tenure, you may simply be interested in finding the best rates available. Though this often gives a similar output as `best_returns()`, the output sometimes differ.\n", "\n", "For example, product ‘A’ with a slightly higher rate but which has required multiples of investment may produce lower total dollar return compared to product ‘B’ with a lower rate but no required multiples, as the full amount of cash cannot be invested in product ‘A’ but can be fully invested into product ‘B’.\n", "\n", "You can find the best rates for each tenure with the `best_rates()` function:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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TenureRateDeposit lower boundDeposit upper boundRequired multiplesProduct providerProduct
05.02.75500.0200000.0500MASSSB GX25010E
16.03.001000.099999999.01000MAST-bill BS24124Z
27.02.75500.0200000.0500MASSSB GX25010E
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" ], "text/plain": [ " Tenure Rate Deposit lower bound Deposit upper bound Required multiples \\\n", "0 5.0 2.75 500.0 200000.0 500 \n", "1 6.0 3.00 1000.0 99999999.0 1000 \n", "2 7.0 2.75 500.0 200000.0 500 \n", "\n", " Product provider Product \n", "0 MAS SSB GX25010E \n", "1 MAS T-bill BS24124Z \n", "2 MAS SSB GX25010E " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sfi.best_rates(combined_df, 9900, 5, 7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Find weakly better investment allocations\n", "\n", "Our analysis thus far assumes that you can only invest your full sum to a single product. However, to improve returns, it is sometimes optimal to allocate your investment amount across several products. \n", "\n", "You can use `better_allocation()` to do this for you. Importantly, while this strategy often produces a weakly better return and effective rate than pure single-product investment strategies, it does not necessarily produce the best allocation. In some specific scenarios, it may even be less optimal than pure strategies. Refer to documentation for details.\n", "\n", "Below, consider an investor with a 12-month tenure horizon and \\$250,000:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A better allocation strategy:\n" ] }, { "data": { "text/html": [ "
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Product providerProductAllocated amountRate (% p.a.)Expected return ($)
0MASSSB GX25010E200000.02.735460.00
1DBSFixed Deposit19999.02.45489.98
2UOBFixed Deposit30001.01.50450.01
3TotalAll Products250000.02.566399.99
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" ], "text/plain": [ " Product provider Product Allocated amount Rate (% p.a.) \\\n", "0 MAS SSB GX25010E 200000.0 2.73 \n", "1 DBS Fixed Deposit 19999.0 2.45 \n", "2 UOB Fixed Deposit 30001.0 1.50 \n", "3 Total All Products 250000.0 2.56 \n", "\n", " Expected return ($) \n", "0 5460.00 \n", "1 489.98 \n", "2 450.01 \n", "3 6399.99 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "allocation_df = sfi.better_allocation(combined_df, 250000, 12)\n", "print(\"A better allocation strategy:\")\n", "allocation_df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualize data\n", "\n", "To better understand the data, we provide some functions to visualize it." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot all products offerings given investment amount\n", "\n", "With our investment amount of \\$9,900, let's view the rates offered across all products and tenures in our dataset. We can do this using `plot_rates_vs_tenure()`:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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cfxtneZ89e7YAIOrVqyf27t1rt2/jxo0iJCRE+Pn5icOHD9vts32GYWFhYtu2bXb7bGu0OJrIK+sXTgDi448/LnSeoijqxO/48eOF2WxW9+Xn56uTJ926dXP62o7Y3rdjx44V2vfDDz8IACIgIKDQmlOfffaZACAMBoPYv39/icZSHFcmpQwGg1ixYoXdPts1KDQ01O76dPjwYfWzzM7OLtTm8uXLBQDRunVru+2lyc64ceMEAPHqq68Wep3r16+LjRs3OhxrUWtK2SalbO3euObNhx9+KACIGjVqiPDwcPHFF1/Ynfv4448LAKJHjx5220ubJ9t7DED06tVLZGRkqPvS09PVCcvXXnvN7rzyWlPK9jukf//+6rbffvtNABAhISF2Ex83v7btH01unGi7fPmyOrHStGlT0bZtW/WaJYQQR48eFeHh4QKA2Lx5s127M2bMEABEVFSU2L17t7pdURT1GhEWFiYuXrxod155XCNmzpxpt2/dunXqROnN13FX1pQq7aSULUNPP/20w/3Tp09X273xOjFq1CgBQAwePNjhef/73//U81auXKlut+W9RYsWTvtk+0enG9vet2+f2t6NE6Y3+vbbb9XPk4iopDgpRUTkgKMv6VevXhVr1qwRDRo0EIDz6qKijBgxwuEkUHGTUmlpacJoNIqAgABx+vRph8dMnDhRABD//e9/Xe6PrdLj5kkum2PHjqlVELb/DAaDWL58uRBCiEWLFjn8l97s7Gy7xVdLwvY6jz/+uMP9t9xyiwAgpk2bVqr2bzZr1qxC/zJcEraKC9t74ooXX3xRABAPPPBAoX3vv/9+oS8FFy9eFAAKVa2VF0d5t1qtolq1agKA2Llzp8PzbJOENy+Ma/sMb6z0ssnJyVErKE6ePOnwPGeK+8J52223OTzPNkHUokULkZ+fX2i/1WpVK/GSk5Odvv7NipqU6t69uwAgnnzySYfn9unTRwCFK1SKG0txXJmUctYn27Xt119/tdt+6623CgAOK7X69+8vAIiPPvpI3Vba7Nx5550CgNi1a1eJxurKpFTbtm0LLcKcn58vIiIiBAAxZMiQQudevnxZABB+fn4iLy9P3V7aPNmu80FBQeLs2bOFzvvqq68cfvblMSllsVjUz+TmCUlbJa+jf4S5cVLK0T9evPvuuwIoqOZx9LMzefJkAUBMnTrVbnvdunWdXiMURRHNmjVzeJ0v6zVi4MCBDs/r3bu3AFBoYtKVSant27eLxMREkZiY6PQYR2y/B6pWrSqysrLs9uXl5akTfgDE1q1b1X2ff/65AAr+4cbRPwZ17dpVPe/Gn9lp06YJACIpKclpn2wTl7fffru6bcuWLWp7jvIuhBBr165Vf1aIiEqKa0oRERVh3Lhx6hoSYWFh6NWrF1JTU/Hll1/ilVdecXre2bNn8emnn+Kpp57C/fffj7Fjx2Ls2LE4cOAAAODQoUMl6sf69euRnZ2tronkiG39qa1bt7rUZlZWlrrWh22dqJvFx8dj//79eOONNzBhwgRMmTIF+/btQ9++fXHlyhU8/vjjSEpKwkMPPQQA+Prrr5GYmAij0Qij0Yi77rpLXXenpMaMGeNw+7333gsAJX4E/LVr17BkyRI8//zzeOCBB9TP5JtvvgFQ8s/ExvbeOVpfzBnbOjdff/01srOz7fbZ1s2577771G1VqlRBfHw89u3bh6eeeqpU64eV1O7du3H27FnUrVsXrVu3dnhMcZm7++67C23z9/dHnTp1AKDQ+jllNXjwYIfbV61aBQAYNGiQwzVYtFotOnfuDMD1n5+iWCwWbNmyBQCcrj1je7DA+vXrHe53Npby4OhzAYCGDRsCKPy52Na8u3lNq0uXLmHVqlXw9/e3W2umtNlp27YtAODhhx/GmjVrkJOT4/qginHHHXcUWotIr9er6zXdeeedhc6JjIxEREQE8vLy7NaIKmuebrnlFlStWrXQdmfvf3n44YcfcPbsWVStWhV33HGH3T7btaaoBc/1ej1uv/32Qttt6yvGxcWhSZMmTvefPXtW3Xb69GkcOXIEgOPrvEajUTPn7OejtEqafVe0bdsWBw8exMGDB0t03qRJkxAVFYVz586hV69e2LFjB7KysrB371706dPH7gEaWu0/X9lGjhyJhIQEZGdn4/bbb8eGDRtw7do1HDx4EPfeey82bNig5vLG84iIPFXh36RERKRKSkpCvXr1ABR8Adu0aRMyMzPx8MMPIyEhQf0SdaOpU6di2rRpyM/Pd9qu2WwuUT+OHj0KoGDR4OIWt7106ZJLbd74dJ2QkBCnx0VFReGZZ54ptP3pp5/G1atXMXv2bGg0GixfvhzDhw9Hp06dMH36dJw7dw4vvPACunXrhv379yM4ONilftnYviw623769GmX21qxYgXGjRtX5GLWJf1MbGwLu1+5csXlc+rUqYMuXbpgw4YNWLZsmfqFfvfu3di7dy+qVatW6AvgF198gcGDB+Pdd9/Fu+++i4iICLRr1w49e/bE6NGjERUVVar+O2PL3JEjR0qdubi4OIfbbe9ZeU46ALBb4PpGtrG8+OKLePHFF4tsw9Wfn6KkpaWpY3OW47p16wJw/iXY2VjKQ0k/l6FDh+LRRx/Fzz//jNOnT6NGjRoAgC+//BL5+fkYNmwYwsPD1eNLm51//etf2Lx5M37++Wf07t0bBoMBzZs3R+fOnTF8+HC0adOm5IP9m7Mx265LzvaHhIQgPT3d7j0pa54q++cC+GfC6d5777V7WhsAjB49Gs899xw2b96Mw4cPq09bvVHVqlUdTsC58v4B9mOyZT4yMtLpgzGK+/koLXe8987ExMRg1apVGDhwIDZv3mz39wmj0YgZM2bg/vvvBwC7B44EBARg9erV6NevHw4cOKAu+A8UTB6+8847mD59Oi5fvmx3nu2zKGrhedsDTG78XG78+0FWVhZCQ0NdOo+IyFWclCIiKoKtyskmIyMDAwYMwPr16zF06FCkpKQgMDBQ3f/tt9/i3//+N4KDg/HRRx/htttuQ7Vq1WA0GqHRaPD8889j+vTphZ7yUxxFUQAA9erVQ1JSUpHHNmjQwKU2w8LC1D9nZmaW6C+TGzduxNy5c/Hiiy+iUaNGAIDXX38dQUFB+P7779UvqDqdDg8//DAWLVpk9xjp8uDqe3jmzBkMGzYM2dnZeOaZZzBq1CjEx8cjODgYWq0Wa9euRa9evUr8mdjYJvdu/FLuivvuuw8bNmzAvHnz1EkpW5WUoy+Ot956K44fP45Vq1Zh48aN2Lp1K9asWYMffvgBL7/8MpYtW4bu3buXagyO2DIXGxuLXr16FXmsswmx8v5XelufnDEajUWe16lTJ/XLrjONGzcuXefKmbOxlIeSfi5BQUEYOnQo5syZgy+++ALPP/88gH8qp2xVLTalzU5gYCB++ukn7NixAz/++CO2bt2KrVu3YufOnXj33XcxceJEfPzxxyXqu01xYy7Je1LWPFV29cqFCxewcuVKAAUT9Js3by50jMFgQH5+PubMmePwyaDl+f5VpOKuEZ7ST5u2bdsiNTUVy5Ytw44dO5CdnY26deti+PDhahVtUFCQWl1qU69ePezduxcrVqzA1q1bkZGRgbi4OAwePBi1atVS/yGpadOm6jm2ie5Tp0457Y9t342T4rVq1VL/fPLkSbs2izqPiMhVnJQiIiqB0NBQfP3112jQoAFOnDiBd999F1OmTFH3L168GAAwbdo0h5MwqamppXrdmjVrAgASExPL/Fh4m8DAQAQFBSErKwtpaWkuT0rl5ubiwQcfRGJiovrlFAD27NmDJk2a2E3OdOrUSd1XUseOHUOLFi0Kbbfd0mCr1ijOihUrkJ2djQEDBuCNN94otL+0n4mNrfoqJiamROcNGjQIjzzyCNatW4dTp04hJiYGixYtAlD4S76N0WjE4MGD1Vu7Ll26hClTpmD27Nm47777cOLEiTKMxJ4tc5GRkeWWueLYvhhnZmY6rN4r7fhsY+nXrx+efvrpMvXRFZGRkfD390dubi6OHj2KZs2aFTrGVm3j7HZcTzNu3DjMmTMH8+bNw/PPP49du3Zh3759qFGjBnr27Gl3bFmz06ZNG7UqymKx4LvvvsO9996LTz75BIMHD7arDHGHys5TWX3xxRewWCwAUOytv/Pnz8err77qsCqqvNgyn5aWBrPZ7PB3j7Ofj4q6RriT0WjEyJEj7W6BBf6pbuvWrVuhf6QACqqiBgwYgAEDBthtX7duHaxWK5o0aYLY2Fh1e8uWLQEUvO/Hjh1zWMW5c+dOAECrVq3UbSaTCfXq1cNff/2FnTt3OpyUcnQeEZGrPOufC4iIJFClShV1Iurtt9/G1atX1X3p6ekA7P9l0ebixYv46aefHLbp5+cHAOoXh5t1794dfn5+2LBhAy5evFiW7tux/QWyJGsUTZs2DYcPH8asWbPg7++vbtdoNIVuC7D9f3G38DiyYMGCIrfb1qQpTlGfiRBCnQgqDUVR8OeffwKA07VznAkMDMSwYcOgKAq++OILrFixAmlpaUhKSnJ4+4wjVapUwZtvvgmg4F+wS3ILYXHatGmDqKgopKSkqGuhVTTbF1Dbe3qjffv2Ffkv/EWxraGzZMmSUlfElYRer1cnZJ1NysyZMwcA3D7B4qpOnTqhfv36SE1NxZYtW9SqvjFjxhSqPinP7Oj1egwePFituLpxgru462ZFqew8lXWctsmNGTNmQBQ85KjQfxaLBVWrVsX58+exevXqcuu7IzVq1FArzBz9fAgh1O03/3xU1DXCGXdlzGKx4IMPPgAAPPLIIyU69+233wYATJ482W57jRo11MleR7/3Nm/ejFOnTsHf37/QGmu2iS9H5127dg0rVqwAAAwcOLBEfSUiAjgpRURUKhMnTkRcXBwyMjLwzjvvqNtti6XOnj0beXl56vaMjAyMGTPGbh2nG9mqfpxNDsXExGDy5MnIysrC3XffjeTk5ELH5Obm4vvvvy/RYqu2v/D/9ttvLh2fkpKCN954A/fff7+6kK9Nq1at8Oeff6oLPAMF74NtX0nNmDGj0GLm7733Hn7//XeEhISoC0XbfPTRR2jQoIG6ELqN7TNZunQpzp07p263Wq146aWXilzYunv37mjQoAGWLVvmcP+BAweQkZGB+vXrl6rixbbA8Lx589RJCkdVUidOnMBnn33mcN0r25eB8PDwcl3Pw2Aw4OWXX4YQAgMGDHB4y4/VasUvv/yCbdu2lctr9ujRA0DBumy5ubnq9uPHj2PMmDGlngDo168f2rRpg99//x3jxo1zuM7PlStXMHPmzHL78vnUU08BKMjxunXr7PbNmzcP33//PQwGAx577LFyeb3KYMvmzJkz1S+njhZyL212PvnkE4cPHDh//rxaiXHj5LLtupmamlrkGn7lrbLzVKVKFfj5+eH8+fPqJLurNm/ejEOHDsHf3x/Dhg1zepxOp8OoUaMA/DNhWpFsFWavvPIK9u7dq24XQuDVV1/Fnj17EBYWhgkTJtidV1HXCGdsGStqcvX3339HgwYNXL51/kY7d+4slJH09HSMGDECycnJGDFihMNbYPfu3Vto/avr169j8uTJ+PHHH5GUlKSuR3UjW3Xz66+/jl27dqnb09LSMHHiRAAFk2A3rxv1+OOPIzAwED///DM+/fRTdbvVasXEiRNx9epVtGnTxuFi+ERExarsx/0REcnA9uh0R4/ItpkzZ44AIEJCQkRaWpoQQoijR4+KsLAwAUBUr15dDBo0SPTt21eEhoaKqlWrivvuu8/h46Vzc3PVx3W3bNlS3HvvvWL8+PHizTffVI/Jz88XI0eOFACEVqsVLVu2FIMGDRLDhg0TSUlJIigoSAAQP/zwg8vj3LVrl/q49OIoiiKSkpJEbGysuHLlSqH9P/zwg9BoNMJoNIq+ffuKtm3bCgCiXr16hR53XRT8/ejpxx9/XGg0GtG5c2cxYsQI0bRpUwFA6HQ6sWTJkkLn2R7dffPj4fPz80Xr1q0FABEcHCzuuusuMXToUFGrVi1hMBjEs88+6/Sx8sXlwPY49Geeecbl8d2sYcOG6piDgoJEZmZmoWN2794tAAiDwSDatGkjhg4dKoYOHSpatmypPo79s88+K3Ufihrnv/71L7V/jRs3Fv369RPDhw8XXbt2VbM+Y8YMu3Nsxzvj7LHtN/78xMXFiUGDBonOnTsLo9EoevToITp27Fjk495v3n6jM2fOiBYtWqjvc8eOHcXw4cPFwIEDRYsWLYROpxMARHZ2dnFvl8r2vh07dszh/ilTpqifT6dOncTIkSNFq1at1Bx//vnnLr83rlq/fr3T97+4/o4ZM6bIvJ85c0Z9nwCIzp07F9mXkmanefPmAoCoXbu2uPvuu8WoUaPE7bffLoxGowAgbrvttkKPpL/lllsEAJGYmChGjRolxo8fL5599lmXx1Tc++3sPStNnubOnSsAiDFjxjh8rWPHjgkAolatWoX2DR48WAAQNWvWFCNGjBDjx48X48ePd9jOjcaOHSsAiCFDhhR77L59+wQAodfrxfnz54vtkxD/5M3R9VMI52NWFEWMHj1afb3u3buLESNGiMTERAFAGI1GsXr16kLtVdQ1wvb74+bfzefPn1d/tyYlJYmxY8eK8ePHizlz5hR6D0rztap58+YiKipK3HbbbWLEiBGiZ8+e6uv16dPH6fWoX79+IiQkRHTp0kUMHz5c3HXXXSI8PFz9fW77O4kjjz76qPr7pHfv3mLQoEHqe5qUlCSuX7/u8LzFixeruW7Xrp0YNmyYqFOnjgAgYmJiRGpqaonHT0QkREHJLhER3cSVSSmLxSIaNWokAIj/+7//U7cfO3ZMjBo1SsTFxQl/f39Rq1Yt8dBDD4nz5887/YuvEEIkJyeLvn37iipVqgitVuv0L/qrV68WAwcOFNWrVxcGg0GEhYWJhg0biuHDh4tFixaVaAJICKH+JT4lJaXI42bOnCkAiMWLFzs9ZsWKFaJNmzbCz89PhIWFieHDh4szZ86UqD83/uV+xowZokWLFsJoNAqTySR69+4ttmzZ4vA8Z5NSQgiRmZkpnn/+eZGYmCgCAgJEdHS06N+/v9i5c2eRX6qKy0Hz5s2FVqt1+iXfFW+++aY6ZmdfVs1ms3j//ffFgAEDREJCgggODhZBQUGifv364t577xU7d+4s9esLUfw4t2zZIkaNGiVq1aol/P39RUhIiKhfv77o37+/+Oyzz0R6errd8aWdlBJCiJSUFDFw4EARHh4u/P39RWJionj11VdFXl6e0/NcncjJyckRM2fOFN26dRORkZFCr9eL6Oho0aJFCzFp0iSxZs2aIs+/WXGTPEIUTNbeeeed6uvFxsaKIUOGiO3btzs83pMnpYQQ4s4771TbL+o4m5JkZ+XKleLhhx8WLVu2FFWqVBF+fn6iRo0aomvXrmL+/PkiLy+vUPsnTpwQI0eOFFWrVhV6vb7QBEpFTUoJUfI8lWVSKi0tTTz44IMiLi5OGAwGlyZBzGazOsGxcuXKIo+1sU20vfHGG8X2SYjST0rZLFq0SJ2kNBgMombNmmLs2LHi4MGDTvtYEdeIon43//rrr6JHjx4iPDxc/d1843jKMin13//+V3Tt2lVER0cLg8EgoqKiRK9evcRXX31V5HmLFi0SvXr1EtWqVRN+fn4iPDxcdO7cWcyaNUtYLJZiX/frr78WnTt3FiaTSRiNRtGkSRPx+uuvi9zc3CLP27lzpxg4cKD681mrVi0xadIkdRKTiKg0NEJUws3wRETksZYuXYohQ4bgySeftLsV0V1s6095+q+nP/74A7fccgsGDBiAb7/91t3dISIiIiKSDieliIgInTp1wp49e3DkyJESP0WuvMkyKXXXXXfh559/xv79+5GQkODu7hARERERSYcLnRMREf773/8iOzsbr7zyiru7IoXNmzdj9erVeOyxxzghRURERERUSqyUIiIijyJLpRQREREREZWN3t0dICIiuhEno4iIiIiIfANv3yMiIiIiIiIiokrHSSkiIiIiIiIiIqp0nJQiIiKPFx8fD41GU+R/77//PgCga9eu0Gg02LBhg10b//73v6HRaPDvf/+70vtf2Uoz1nnz5kGj0WDs2LEV1q/iFPcZO/qva9eubuuv7BRFwaxZs9CuXTuEhIQgJCQE7dq1w+zZs6W7jXb79u0YPHgwYmNj4efnh+rVq+Oee+5BSkpKkef9+eefGDt2LGrWrAk/Pz/ExMRg4MCB2Lp1a5HnnTp1Co888gjq1q0Lf39/REVFoVevXli1alV5DsvrjB07FhqNBvPmzXN3V4iIyENwTSkiIpJGUlIS6tWr53Bfo0aNStXmhg0b0K1bN3Tp0qXQRBZVrjFjxhTadv78eaxZs8bp/gYNGlR4v7yR1WrF0KFD8e233yIwMBDdu3cHAPz888948MEH8fPPP+Orr76CVuv6v1+OHTsW8+fPx9y5cyt1cnP27NmYOHEirFYrGjZsiE6dOiE1NRULFy7E0qVL8d1336F3796Fzlu5ciWGDh2K7Oxs1K5dG3fffTdOnz6N7777DsuXL8fs2bMxfvz4Quft2LEDvXv3Rnp6OqpWrYo77rgDaWlpWL9+PdauXYuXXnoJU6dOrYyhexReS4mIqDQ4KUVERNK4//77i/2y+8UXX+D69euIi4urnE5RuXFUPbFhwwZ1UorVFeXnv//9L7799ltUr14dmzZtQu3atQEAx44dQ6dOnbBkyRJ07twZjzzyiJt7WrR9+/apE1LvvvsunnjiCXXf3Llzcd9992H48OH466+/EBUVpe67cOECRo4ciezsbDzxxBN46623oNPpAAA//vgj+vfvj4ceeggdO3ZEw4YN1fNycnIwaNAgpKenY9iwYZg7dy6MRiOAgsmqO+64A//5z3/QqVMn9OzZs5LeBSIiInnx9j0iIvIqcXFxaNCgAQIDA93dFSKPpCgK3njjDQDAG2+8oU5IAUDt2rXVfdOnT4eiKG7po6s+/vhjWK1WdOnSxW5CCgDGjRuHAQMGICMjAx988IHdvjlz5iAzMxP16tXDm2++qU5IAUDv3r0xceJEWCwWvPbaa3bnLVu2DKdOnUJYWBhmzpypTkgBQJs2bfDSSy8BAP7zn/+U91CJiIi8EieliIjIqzhbU8rZsd26dQMAbNy40W6tovj4+ELHr1u3DgMHDkTVqlXh5+eH6OhoDBgwAL/99pvD9m1tAQVVGx06dEBoaCg0Gg2OHz+uHnf27Fk8+eSTaNiwIQIDAxESEoI2bdrgo48+gsVicdh2dnY2/v3vfyMhIQH+/v6oWrUqxowZg5MnTxY77uKkpaVh0qRJiIuLg7+/P2rVqoUnnngCV65csTtu7ty50Gg06NWrl9O2zp49C4PBAKPRiLS0tDL37WbZ2dl455130L59e4SFhSEgIACJiYl45plnHL7ejWtnZWVl4bnnnkO9evXg7++P2NhYjBkzBmfOnCnyPEeOHz/uMDc3brdV87Rs2RLBwcFqNmwOHz6MBx98EHXr1kVAQABCQ0PRuXNnfPnll6V+fxz57bffcP78efj7+2PQoEGF9g8aNAh+fn44e/Ystm/fXmx7tjHOnz8fQMFk0I0/SzevbXb69GlMnjwZCQkJ6jiTkpIwa9YsWK3WEo1lx44dAIAePXo43G/bvnTpUofndenSBXp94RsHbOctX77c7mfQdl7r1q0RFhbm9LwtW7bg/PnzLo/jxuvWtm3bcNdddyEyMhIhISHo0qULNm3apB77448/onv37ggPD0dwcDB69uyJXbt2OW374MGDGDduHGrVqgV/f39ERESge/fuWLx4scPjb1yT7tKlS5g0aZK65lbNmjUxefJkXL16tVD/S3ItBQqq8kaPHo3Y2Fj4+/ujbt26mDJlCnJzcwsdqygKZs+ejaSkJISFhcFgMCA6OhrNmzfH5MmT7a6nREQkF96+R0REPqt3794ICAjAmjVrEBMTY7fuzI23+gDA008/jXfeeQdarRa33HILbr31Vpw8eRLLly/HihUr8Omnn2LcuHEOX2fy5Mn45JNP0LFjR9x11104evSoOiHx66+/on///rhy5Qri4+PRs2dP5Obm4vfff8fkyZOxYsUKrFy5EgaDQW3v+vXr6N69O7Zt24agoCDcfvvtMBqNWLNmDVatWoW77rqr1O/JlStX0K5dO6Slpdl9UX7//ffxww8/YNOmTahSpQoAYOTIkXj22Wfx008/4fDhw6hfv36h9mbNmgWLxYLRo0cjMjKy1P1y5OzZs+jduzeSk5MRERGBNm3aICQkBLt27cJbb72FJUuWYMOGDahVq1ahczMyMtCxY0ecPHkSt956K5o0aYLffvsNX3zxBTZu3Ii9e/ciNDS03PoqhMDAgQPx448/4tZbb0XDhg1x4MABdf+SJUtw7733IicnBw0aNMCdd96JjIwMbN++HaNHj8Yvv/yCOXPm2LV5/Phxu9vunH35v9nu3bsBAI0bN0ZAQECh/UajEY0bN8bu3buxe/dudOjQocj2goODMWbMGGzevBlHjhwptPZbixYt1D/fuB5TXFwc+vfvj4yMDGzYsAFbt27FsmXL8P3338PPz8+lsVy7dg0AnGbL9nN86NAhZGVlISgoqETnZWZm4vDhw+qada6eJ4TArl27cOedd7o0DptVq1bh/fffR9OmTdGzZ08cOnQIv/76K3r27IlffvkFu3fvxqOPPor27dvj9ttvx549e/Dzzz+jS5cu2L17d6E191atWoXBgwcjJycHiYmJGDhwIC5evIiNGzfil19+wZo1a/D555877MupU6fQqlUr5OfnIykpCTk5OdiyZQs++ugjbN++HVu2bFGvSyW5lgLAnj178NhjjyE8PBxdunRBeno6tmzZgmnTpuHAgQNYtmyZ3fH3338/5s6di4CAAHTq1AlVqlRBeno6jh49io8++gjdu3d3Of9ERORhBBERkYerVauWACDmzp1b7LFdunQRAMT69evttr/88ssCgHj55Zfttq9fv14AEF26dHHa5uzZswUAUa9ePbF37167fRs3bhQhISHCz89PHD582G4fAAFAmEwm8dtvvxVq99y5cyIyMlJoNBrxySefCKvVqu67fPmyuO222wQAMXXqVLvznn76aQFANGjQQJw5c0bdnpWVJfr166e+7s1jLcrcuXPV89q3by/S0tLUfVeuXBEdO3YUAMTw4cPtznvhhRcEAPHoo48WajMvL0/ExsYKAOKPP/5wuS83sn0+N/+VRVEUkZSUJACI8ePHC7PZrO7Lz88XTz31lAAgunXr5nScvXr1EhkZGeq+9PR00aJFCwFAvPbaaw7PGzNmjMN+Hjt2TAAQtWrVcrgdgKhRo4Y4dOhQoXP37dsn/P39RUBAgPjmm2/s9h0/flw0bdpUABDz58932vaxY8cc9suRJ598UgAQ/fv3d3pM3759BQDx9NNPu9zumDFjivw5zcnJUX+WH3roIZGXl6fuO3LkiIiPjxcAxPPPP+/ya9oy4Kyf06dPV9+j/fv3q9tHjRolAIjBgwc7PO9///ufet7KlSvV7ba833LLLQ7P++2339TzPvroI5fHYbtuaTQasWDBArt9ts8rMTFRBAcHi59//lndZ7FYxKBBgwQAcf/999udd/78eREaGioAiFdffVUoiqLu27FjhwgPDxcAxOzZs+3Os10rAYixY8eKnJwcdd/JkydF9erVBQCxaNEiu/NcuZbaMgJAvPDCC8Jisaj7kpOTRVBQkAAgtm7dqm4/ceKE+vNz7ty5Qm2mpKSIEydOOH1NIiLybLx9j4iIpHHzbUG2/7p27Vphr6koinr70VdffYVmzZrZ7e/cuTNefPFF5OXlYdasWQ7bePrpp9G+fftC299//331VrmHH37Y7klnkZGR+OKLL2AwGPDRRx9BCAGg4HY12+u89957qFatmnpOYGAgZs6c6bD6pSRmzJiBiIgI9f9t6+doNBosXrwYp0+fVvdNnDgRBoMB8+fPR1ZWll0733zzDc6fP48OHTqgVatWZerTzdasWYMtW7agRYsWmDlzJkJCQtR9er0eb775Jpo0aYL169dj//79hc4PCgrC3LlzYTKZ1G3h4eH4v//7PwAFT6Erb6+99prDarJp06YhNzcXr776KgYOHGi3r1atWmoly4cffmi3z2AwIDExEYmJiXaVdMXJzMwEALVqyJHg4GAAgNlsdrnd4ixZsgQnTpxAtWrV8P7779v1uU6dOnj77bcBFCzCnpOT41Kbt912GwBg4cKFuH79ut2+/Px8u+qyG8diO2/VqlU4e/ZsoXZv/Fl2dN4ff/yhVpzdaObMmQ7Pc9XgwYNxzz332G174YUXABRUez388MPqkxIBQKfT4fnnnwdQcHvxjT799FNkZGSgdevWeOGFF+xuF73lllvUdt966y2HfalRowY+/vhj+Pv7q9tst+8BZfsZad26NV555RW7tbyaNGmC0aNHF2r7woULAIBWrVohNja2UFsNGzbkgy2IiCTGSSkiIpJGUlISxowZU+g/R497Ly+7d+/G2bNnUbduXbRu3drhMbZJsa1btzrcP3jwYIfbV61aBQAYNmyYw/3Vq1dHQkICLl26hNTUVADArl27kJmZiaioKIfjjo2Nxe23317kmIrSvHlzu9utbJo2bYqWLVtCURT8+uuv6vZq1aph8ODByMjIwIIFC+zO+fjjjwGgQp7gZnvvBg0a5HBNIK1Wi86dOwNw/LnccsstqFq1aqHttietOVpXqqwcrd+kKAp++OEHAM5zcMsttyA4OBi7d++2m6ypXr06Dh48iIMHD6J69erl3t/yZlvnbfjw4XYTHTYDBw5EeHg4MjMz8ccff7jU5qRJkxAVFYVz586hV69e2LFjB7KysrB371706dPHbq2hGyd9R44ciYSEBGRnZ+P222/Hhg0bcO3aNRw8eBD33nsvNmzYoObqxvNuu+02dO7cGUII9O3bFytWrEBGRgaOHj2Kp59+Wp1Ivvk8Vzm63S8iIkK9XdDR/oSEBAAoNLlme7/HjBnj8LXGjx8PAEhNTXU4Mde9e3eHD4woj5+RPn36FFpTzVnbDRo0QEhICFavXo1p06bh2LFjpX5dIiLyPJyUIiIiadx///2YN29eof9s1S0V4ejRowCAI0eOOKzS0mg0aNu2LQDg0qVLDttwttaJre1bb73VadspKSl2bduqlIpaP+XGp6mVVFHn2vbdWCkFAI8++iiAfyahAGDfvn3YvHkzYmJinE7KlYXtvXvxxRedvneffPIJAMefi7PKClvllKuVOq6Kjo52+AU/LS1NraipWbOmw3FotVpcu3YNiqKUy2LxtqqymyvbbmRbO+nGSrKysk00OMuYRqNR97k64RETE4NVq1ahevXq2Lx5M9q2bYvg4GC0aNECmzZtwowZM9Rjb6z+CwgIwOrVq9GoUSMcOHAA3bp1Q0hICBo2bIj//e9/eOedd9SFzG88Dyio+EpKSsLp06fRt29fhIWFoW7dunjnnXfw2GOPoXnz5g7Pc4WzXNoq1xztt32eNy8QXtz7HRYWpvbx5p/povpSHj8jJWk7JCQEc+fOhdFoxJQpU1CnTh1Uq1YNAwcOxOzZs9WsEhGRnLjQORERUREURQFQUIFU1FPmAMcL+gKwe2y8o7YHDx5c5K1UgPOFld3BdiuhTfv27dG2bVv8/vvv2LhxI7p06aJOUD3wwAMuL1pdErb3rlOnTqhbt26RxzZu3LjQttJUsbjSH2eKywDgvKLlRo4qjErKNqFZ1JMaT506ZXesJ2vbti1SU1OxbNky7NixA9nZ2ahbty6GDx+O7OxsAAW3KtapU8fuvHr16mHv3r1YsWIFtm7dioyMDMTFxWHw4MGoVasWnnnmGQAFVYI3io6OxqZNm/Dzzz/jl19+QVpaGmJiYtCvXz/ccsst6i21N5/niuJyWd65dddrlbTtQYMGoUePHvj++++xadMmbNmyBcuWLcOyZcvw0ksv4aeffirV+01ERO7HSSkiIqIi1KxZE0DBpNC8efPKve3U1FQ8++yzuOWWW1w6x3abVlGPQC/L49GLujXG1m6NGjUK7Xv00Udxzz334KOPPkLz5s2xcOFC6PV6PPTQQ6XuS1Fsn0u/fv3w9NNPV8hr3Mg2sWZbj+lmJ06cKFW7UVFRMBqNyM7Oxttvv+10YrM82db3OnDgAHJycgqtQZadna0+GbA81wKzZddW5eaILX8lvR3RaDRi5MiRGDlypN1223pc3bp1s1u/yEav12PAgAEYMGCA3fZ169bBarWiSZMmDtcx0mg06NmzJ3r27Gm3/ciRIzh37hwiIyPLfR21krLd3uns/c7IyEB6erp6rKcLDQ3F6NGj1XWnTp06hcmTJ2P58uV45JFHsHHjRjf3kIiISoO37xERkU+zTTZYLBaH+9u0aYOoqCikpKSoX9TLyx133AEAWLx4scvntG7dGsHBwbh8+TLWrl1baP+FCxccbnfVvn37sG/fvkLbDxw4gF27dtmt1XSjoUOHomrVqvjuu+8wbdo0ZGVlYcCAAXYLsZcn23u3ZMmSQpVbFcH2pf3gwYMO99vWuCopnU6nTmyUJAdl0aFDB8TGxiI3NxfffPNNof3ffPMN8vLyUK1aNbRr187ldov7WbKtvfb11187vPVr2bJluHLlCkJCQpyu31YSFosFH3zwAYCSr2tmW3Tdtqh3Sc+rqArBkrC93/Pnz3e437YIfEJCQrlMShX3+Ze3mjVrYurUqQCAPXv2VMprEhFR+eOkFBER+TRb1U9qairy8/ML7TcYDHj55ZchhMCAAQOwefPmQsdYrVb88ssv2LZtW4le+1//+hfCwsLw7rvv4p133kFeXl6hY44dO4Yvv/xS/X+j0YgHHngAAPDEE0/g3Llz6r7s7Gw8/PDD6i1LpSGEwMMPP4wrV66o2zIyMvDwww9DCIFBgwapVUo3MhgMePjhh2GxWNQv5hWxwLlNv3790KZNG/z+++8YN26cw3Wjrly5gpkzZ5bLl+S2bdvCZDIhJSWl0ILuS5YsKfRkvJJ4+eWX4efnh3/961+YP3++w1sB9+/fj2+//dZu25kzZ9CgQQM0aNCgRItOa7VaPPvsswCAZ5991q467tixY+oabc8991yJbrOy/Sw5m7wdMmQI4uLicPbsWTz55JN2n8uxY8fw1FNPASiYCCrJEyR37txZ6DNOT0/HiBEjkJycjBEjRji89Xbv3r2FJseuX7+OyZMn48cff0RSUhLuv//+QuelpKQUerKexWLBa6+9hlmzZqFevXrqk+3cacKECTCZTNi1axdee+01u8nb3bt349VXXwVQcB0qD8VdS0tr9+7d+Prrrx1e11asWAGg4CmVREQkJ96+R0REPi0uLg633HILdu7ciaZNm+KWW25BQEAAoqKi8PrrrwMomFw5efIk3nrrLdx6661o3Lgx6tWrB6PRiPPnz2PPnj24evUqZsyYgfbt27v82jVq1MDy5csxaNAgPP3003jzzTfRpEkTVK1aFRkZGfjzzz9x5MgRtGvXzu4x8f/5z3+wefNm/P7776hfvz66deuGgIAAbNq0Cfn5+bj33nvxxRdflOr96Nu3L/bv3486deqgW7du0Gg02LBhA9LT05GQkICPPvrI6bkPPvggpk2bhtzcXDRr1sxhRVV50Wq1+O6773DXXXdh/vz5WLp0KZo3b464uDjk5eXh6NGjSE5OhtVqxdixYx0+oa8kjEYjpk6diieeeAL33nsvZsyYgerVq+PPP/9ESkoKpkyZgldeeaVUbbdq1Qpffvklxo4di7Fjx2LKlClo1KgRqlSpgvT0dCQnJ+P06dMYNmwYBg4cqJ6Xn5+PQ4cOqX8uicmTJ+PXX3/FsmXL0KRJE/To0QMA8PPPP+P69esYPHgwJk6cWKI2+/fvj6lTp+LDDz/E/v37UbNmTWi1WvTt2xd9+/aFv78/li5dit69e2PGjBlYvXo12rdvj8zMTPzyyy/IyclBr1698PLLL5fode+//36cOXMGzZo1Q0xMDC5fvoytW7ciKysLffr0USuCbvbyyy/jl19+QatWrVC1alVkZmZi69atuHLlCtq2bYvvv//e4aTc7NmzMWvWLLRu3RrVq1dHbm4utm3bhgsXLqBevXr46aefil0jrjLExMRg4cKFGDJkCF544QUsWLAALVu2xMWLF7Fx40ZYLBaMGzcOEyZMKJfXc+VaWhonTpzA8OHDYTQa0apVK9SsWRMWiwXJyck4dOgQ/Pz88Oabb5bLGIiIqPKxUoqIiHzeN998g5EjR8JsNuPrr7/G559/jq+++srumDfffBNbtmzBqFGjcO3aNfz4449YtWoVzp49i65du+Kzzz7DsGHDSvzanTt3xoEDB/Diiy+iRo0a2LFjB5YsWYI9e/YgJiYGL7/8Mj799FO7c4KCgrB+/Xq8+OKLiImJwZo1a/Drr7+ie/fu2LlzZ5mevhceHo5t27Zh2LBh2LFjB1auXImgoCA8+uij2LZtG6Kjo52eGx0djRYtWgAAJk2aVOo+uKpatWrYtm0bZs6cibZt2+LQoUNYunSpWs320EMPYc2aNSWquinK448/jvnz56NVq1bYvXs31q5di5iYGKxduxb33XdfmdoeMmQIDhw4gCeeeAJhYWHYsmULvvnmG6SkpKBevXp4/fXXMW3atHIZB1Bw2+DSpUsxc+ZMNGrUCOvWrcO6devQuHFjzJw5E4sXLy7xYtTNmjXDN998gw4dOmD79u2YN28ePv/8c+zatUs9pk2bNtizZw8mTZoEnU6HZcuWYdOmTWjZsiVmzJiBlStXlvi2t/vvvx9NmjTB/v37sXTpUuzevRudOnXCV199hRUrVjj9/IcNG4aOHTsiNTUV3377LbZu3YqmTZti1qxZ2Lp1q9On5915553o1asXTp48ieXLl2P9+vWIi4vDm2++iX379nnU4vB9+vTBrl27MGbMGFy7dg1Lly7FH3/8gVtvvRVfffWV0wm70nLlWlpS7du3x+uvv45u3brh7Nmz+P7777F27VrodDpMmjQJ+/btQ+/evctpBEREVNk0ojIWYiAiIiKvd/jwYTRo0AChoaE4c+YMAgMD3d0lIiIiIvJgrJQiIiKicvHSSy+pa1JxQoqIiIiIisNKKSIiIiq177//HsuXL8eBAwewfft2xMbG4s8//0RYWJi7u0ZEREREHo6VUkRERFRqu3btwpw5c5CSkoIePXpg7dq1nJAiIiIiIpewUoqIiIiIiIiIiCodK6WIiIiIiIiIiKjScVKKiIiIiIiIiIgqHSeliIiIiIiIiIio0und3QFPoCgKzp49i5CQEGg0Gnd3h4iIiIiIiIhIWkIIZGZmolq1atBqnddDcVIKwNmzZ1GzZk13d4OIiIiIiIiIyGucOnUKNWrUcLqfk1IAQkJCABS8WSaTyc29cc5qteLAgQNo3LgxdDqdu7tD5BSzSjJgTkkGzCnJgDklGTCnJANvyqnZbEbNmjXV+RZnOCkFqLfsmUwmj5+UCg4Ohslkkj6g5N2YVZIBc0oyYE5JBswpyYA5JRl4Y06LWyJJI4QQldQXj2U2mxEaGoqMjAyPnpQSQiAnJwcBAQFc+4o8GrNKMmBOSQbMKcmAOSUZMKckA2/KqavzLHz6nmT8/Pzc3QUilzCrJAPmlGTAnJIMmFOSAXNKMvC1nHJSSiKKoiA5ORmKori7K0RFYlZJBswpyYA5JRkwpyQD5pRk4Is55aQUERERERERERFVOk5KERERERERERFRpeOkFBERERERERERVTo+fQ9yPX1PURRotVrpV+In78askgyYU5IBc0oyYE5JBswpycCbcsqn73mpvLw8d3eByCXMKsmAOSUZMKckA+aUZMCckgx8LaeclJKIoig4dOiQT63ET3JiVkkGzCnJgDklGTCnJAPmlGTgiznlpBQREREREREREVU6TkoREREREREREVGl46SUZHQ6nbu7QOQSZpVkwJySDJhTkgFzSjJgTkkGvpZTPn0P8jx9j4iIiIiIiIjI0/Hpe15ICAGz2QzOI5KnY1ZJBswpyYA5JRkwpyQD5pRk4Is55aSURBRFwdGjR31qJX6SE7NKMmBOSQbMKcmAOSUZMKckA1/MKSeliIiIiIiIiIio0nFSioiIiIiIiIiIKh0npSQTEBDg7i4QuYRZJRkwpyQD5pRkwJySDJhTkoGv5ZRP3wOfvkdEREREREREVF749D0vpCgK0tLSfGrRM5ITs0oyYE5JBswpyYA5JRkwpyQDX8wpJ6UkIoTAqVOnfOrxkCQnZpVkwJySDJhTkgFzSjJgTkkGvphTTkoREREREREREVGl46QUERERERERERFVOo+blJoxYwaaNWsGk8kEk8mEDh064IcffijynCVLlqBBgwYICAhA06ZNsXr16krqbeULCQlxdxfKLD/XCqtFQXZmHqwWBfm5Vnd3iSqAN2SVvB9zWiA7Pxv51nykZ6cj35qP7Pxsd3eJbsCckgyYU5IBc0oy8LWcetzT91asWAGdToeEhAQIITB//ny89dZb2L17Nxo3blzo+K1bt6Jz586YPn06+vTpg0WLFuGNN97Arl270KRJE5dek0/fqzyWfCv++PEEktefRu51C/wD9WjWrQZa9a4FvUHn7u4REfmcXGsuPtv3GRYdXARznhkmPxNGNRiF8c3Gw1/n7+7uEREREZGEXJ1n8bhJKUciIiLw1ltvYfz48YX2DRs2DFlZWVi5cqW6rX379mjRogVmzpzpUvuyTEopioKLFy8iOjoaWq3HFbkVKz/Xil1rT2DnquOF9rW5Kx4tb68Fgz8npryB7Fkl38CcFlRIzdk/BzP3Ff59+XCzhzGuyTgYDUY39IxsmFOSAXNKMmBOSQbelFNX51n0ldinErNarViyZAmysrLQoUMHh8f89ttvePLJJ+229erVC999953TdnNzc5Gbm6v+v9lsVl/Pai24lUyj0UCr1UJRFLuV723bbccVt12r1UKj0TjcDqDQox6dbdfpdFAUBefOnUNERAR0Op3d9pvnFh1td/eYtDoNktefhiP71p9G6zviYbVapRqTo89JCOH08/OVMVmtVrusesOYvPFz8vUxCSEKXVNlH1NJPye9Vo9FBxfBkYUHF2JCswnqebKMyds+JyEEzp8/b5dT2cfkjZ+Tr4/J9ns/KirKYR9lHFNR2zkmOcdky2mVKlW8ZkxF9Z1jknNMtpxGRkZ6xZhc4ZGTUsnJyejQoQNycnIQHByMZcuWoVGjRg6PPX/+PGJiYuy2xcTE4Pz5807bnz59OqZOnVpo+4EDBxAcHAygoDorLi4Op0+fRnp6unpMbGwsYmNjcfz4cWRmZqrba9asicjISKSmpiInJ0fdXqdOHZhMJqSkpNgFITExEX5+fkhOTrbrQ9OmTZGXl4dDhw6p23Q6HZo2bYpr164hPT0dBw4cgEajQUBAABo0aIArV67g1KlT6vEhISGoW7cuLl68aPc+uHNM+fn5sOQCudcthd53oGB7TlYeLqafQ+3ataUYk7PPKTMzE0ePHlW3y/Q5ldeYLl26ZJdVbxiTN35Ovj6mKlWqIDMzU82pN4ypJJ+TNlqL6NBomPPMcMScZ0ZGbgYun7yMnJwcKcbkjZ9TfHw8AODPP/+0+wufzGPyxs/J18dky2Zubi5SU1O9YkyA931Ovj4mIQQyMjIAwGvGBHjf5+TrYxJCID09HWfPnkWtWrWkHtOlS5fgCo+8fS8vLw8nT55ERkYGli5dis8++wwbN250ODHl5+eH+fPnY8SIEeq2Tz75BFOnTsWFCxcctu+oUqpmzZpIT09Xy8o8cbbVYrEgOTkZjRs3lrJSSrEKzH1ms8OJKf9APca92QnQCLnGxJl+h2PKz8/H/v371ax6w5i88XPy9TEJIbBv3z67a6rsYyruc8q2ZOOHYz9gaepSnMs6hx8H/YieS3s6nJgy+ZmwYegGaP9+JoqnjulG3vI53UgIgf3796NRo0aslOKYPHZMVqsVBw4cQNOmTdVJftnHVNR2jknOMdly2qxZM/XvAbKPqai+c0xyjsmW0yZNmsBgMEg9pqtXryI8PFzO2/f8/PxQr149AEDr1q2xY8cOfPDBB5g1a1ahY2NjYwtNPl24cAGxsbFO2/f394e/f+HFW3U6nd1f+IB/PhRHx1b2dq1Wi8jISOj1ert+OetjSbdX9JgUq4Jm3Wpgh4M1pZp1qwHFKtQ1pWQZk6PtGo3G6efniDeOSafTlSirMozJGz8nXx+ToigOc1rSPpZ0uzs+p9QrqVh8aDFWHl2Ja/nXAAAGrQFHrh7ByAYjHa4pNarBKFgUS6E1pTxlTBW93VPGpCgKIiIiHOa0JO0AnjOm8tzOMXnGmDQajXqriaPXlXFMxW3nmOQbky2nti/vjsg2Jlf6yDHJNSZbTm3nesOYiuORk1I3UxTFrrLpRh06dMC6devw+OOPq9t++uknp2tQyUyr1SIuLs7d3Sg1g78OrXrXAlCwhhSfvue9ZM8q+QZvz2muNRc/nfgJiw8txu6Lu9XtcSFxGFJ/CPrV64fwgHDUj6gPDTRYeHAhn77ngbw9p+QdmFOSAXNKMvDFnHrcpNRzzz2HO+64A3FxccjMzMSiRYuwYcMGrFmzBgBw7733onr16pg+fToA4LHHHkOXLl3wzjvv4K677sJXX32FnTt3Yvbs2e4cRoVQFAWnT59GjRo1XJ519DR6gw4tb6+F1nfEIy/bAj+jHopVcELKy3hDVsn7eWtOT5hPYOnhpfjur+9wNfcqAECn0eG2uNswpP4QtKvaDlrNP+P11/ljXJNxmNBsAjLzMxFiCIFFsXBCykN4a07JuzCnJAPmlGTgizn1uEmpixcv4t5778W5c+cQGhqKZs2aYc2aNejZsycA4OTJk3YfTseOHbFo0SJMmTIFzz//PBISEvDdd9+hSZMm7hpChbEtela9enV3d6VMbLfoGUP8AAA6j0shlZW3ZJW8mzflNF/Jx8ZTG/H1oa+x7dw2dXtMYAwG1x+MgQkDER0Y7fR82y16EboIAIBBZ6jYDpPLvCmn5L2YU5IBc0oy8MWcetx0wOeff17k/g0bNhTaNmTIEAwZMqSCekREROSZzmedx9LDS/Ft6re4lF3whBMNNOhUvROGJg5Fp+qdoNd63K96IiIiIiIAHjgpRURERM5ZFSu2nt2KxYcW49czv0IRBU9BiQiIwKCEQRhUfxCqB/vOv64RERERkbw4KSURjUaD2NjYQo/aJfI0zCrJQLacXs6+jO/++g5LDy/FmWtn1O1tY9tiSOIQdK/ZnbfdeSHZckq+iTklGTCnJANfzKlGCCHc3Ql3M5vNCA0NRUZGBkwmk7u7Q0REBKBgXYGdF3bi60NfY93JdbAoFgCAyc+EfvX6YXD9wagTWsfNvSQiIiIisufqPAsrpSRitVpx/PhxxMfHQ6fj0+rIczGrJANPzmlGbga+P/I9Fh9ajOPm4+r2ZlWaYWj9oegV3wsB+gD3dZAqjSfnlMiGOSUZMKckA1/MKSelJJOZmenuLhC5hFklGXhSToUQ2Hd5HxYfWow1x9cg15oLAAjUB6JPnT4YkjgEDSIauLmX5A6elFMiZ5hTkgFzSjLwtZxyUoqIiMiNsvKzsOroKiw5vAQH0w+q2+uH18ewxGG4q85dCDIEubGHREREREQVg5NSREREbnAo/RAWH1qMlUdX4rrlOgDAX+ePXvG9MDRxKJpFNfOpRS6JiIiIyPdwUkoiGo0GNWvW5JcU8njMKsnAHTnNseRg7Ym1WHxoMfZe2qtujzfFY0j9IehXrx9C/UMrrT/k+Xg9JRkwpyQD5pRk4Is55dP3wKfvERFRxTqWcQxLDi/B8r+Ww5xnBgDoNXp0r9UdQ+sPRZvYNj71lw8iIiIi8m58+p4XslqtSE1NRUJCgs+sxE9yYlZJBhWd03xrPn459QuWHFqC7ee3q9urBVXD4PqDMSBhAKKMUeX+uuRdeD0lGTCnJAPmlGTgiznlpJRkcnJy3N0FIpcwqySDisjpmWtn8M3hb/Bt6rdIy0kDAGg1WnSu3hlDEocgqVoSdFrf+EsGlQ9eT0kGzCnJgDklGfhaTjkpRUREVEZWxYrNZzZj8eHF2HR6EwQK7oyPMkZhYMJADE4YjKrBVd3cSyIiIiIiz8JJKSIiolK6dP0Svk39FktTl+J81nl1e/uq7TE0cSi61uwKg9bgxh4SEREREXkuTkpJRKvVok6dOtBqte7uClGRmFWSQWlzqggFv5//HYsPLcb6k+thERYAQKh/KPrX7Y8hiUNQy1SrIrpMPojXU5IBc0oyYE5JBr6YU05KSUSj0fDpgCQFZpVkUNKcXs25iuVHlmPJ4SU4YT6hbm8Z3RJD6g/B7fG3w1/nXxFdJR/G6ynJgDklGTCnJANfzCknpSRitVqRkpKCRo0a+cxK/CQnZpVk4EpOhRDYe2kvvj70NdYeX4s8JQ8AEGQIQp86fTA0cSjqh9evzG6Tj+H1lGTAnJIMmFOSgS/mlJNSkrFare7uApFLmFWSgbOcXsu7hpVHV2Lx4cVIvZKqbm8Y0RBDE4fiztp3ItAQWFndJB/H6ynJgDklGTCnJANfyyknpYiIiP72Z9qf+PrQ11h9bDWyLdkAgABdAHrX7o1hicPQOLIxNBqNm3tJREREROQdOClFREQ+LduSjZ+O/oQlh5cg+XKyur1OaB0MTRyKPnX6INQ/1I09JCIiIiLyThohhHB3J9zNbDYjNDQUGRkZHr2omBACOTk5CAgI4L/Uk0djVkkGR64cwf/+/B9WH1+NzPxMAIBeq0fPWj0xtP5QtI5pzfyS2/F6SjJgTkkGzCnJwJty6uo8CyulJOPn5+fuLhC5hFklT5RnzcO6k+uw+NBi7LywU91ePbg6htQfgv71+iPSGOnGHhIVxuspyYA5JRkwpyQDX8spJ6UkoigKkpOT0bRpU59ZiZ/kxKySpzmVeQpLDy/Fd399h/ScdACAVqNFy5CWGH/LeCTVSIJWo3VzL4kK4/WUZMCckgyYU5KBL+aUk1JEROSVLIoFv57+FYsPL8bWM1shUHC3erQxGoPqD0L/Ov1x8ehFNK3WlBNSRERERERuwEkpIiLyKheyLuDb1G+xNHUpLl6/qG5PqpaEIYlD0KVGF+i1elitVlzExSJaIiIiIiKiisRJKSIikp4iFGw7uw2LDy/GhlMbYBVWAEC4fzj6J/THkIQhqGmq6d5OEhERERGRHT59D3I9fU9RFGi1WulX4ifvxqxSZUnPScd3f32HJYeW4PS10+r21jGtMbT+UPSo1QN+OseLRTKnJAPmlGTAnJIMmFOSgTfllE/f81J5eXkICAhwdzeIisWsUkURQmDXxV1YfGgxfjrxE/KVfABAiCEEd9e9G0PqD0G98HoutcWckgyYU5IBc0oyYE5JBr6WU67sKhFFUXDo0CEoiuLurhAViVmlimDOM2PhnwsxYPkAjP1xLFYfW418JR9NIpvgPx3/g5+H/Izn2j3n8oQUc0oyYE5JBswpyYA5JRn4Yk5ZKUVERB7twOUDWHx4MX449gOyLdkAAKPeiDtr34khiUPQOLKxm3tIRERERESlwUkpIiLyONfzr+OHYz9g8eHFSElLUbfXC6uHoYlD0adOH4T4hbixh0REREREVFaclJKMTqdzdxeIXMKsUmmkXknF4kOLsfLoSlzLvwYAMGgNuD3+dgxLHIYWVVqU66KPzCnJgDklGTCnJAPmlGTgaznl0/cgz9P3iIhkl52fDb1Wj8y8TIT4hcCiWKDT6rD2xFosObQEuy7uUo+tGVITQ+sPRb96/RAeEO7GXhMRERERUUnw6XteSAiBzMxMhISESP94SPJuzCo5kmvNxZz9c7Do4CKY88ww+ZkwosEIjGo4CrP3zcaxjGPQaXToVrMbhiYORbuq7aDVVNzzOJhTkgFzSjJgTkkGzCnJwBdzyqfvSURRFBw9etSnVuInOTGrdLPs/Gx8tu8zzNw3E+Y8M4CCp+nN2jcLC/9ciGdueQaTWkzC2sFr8V6399ChWocKnZACmFOSA3NKMmBOSQbMKcnAF3PKSikiIqpweq0eiw4ucrjvfwf/hwebPYhONTpVcq+IiIiIiMidWClFREQV6nr+daTnpKsVUjcz55mRmZ9Zyb0iIiIiIiJ346SUZAICAtzdBSKXMKskhMDa42txz+p7EOIXApOf4wUOTX4mhBhCKrl3BZhTkgFzSjJgTkkGzCnJwNdyyqfvgU/fIyIqbyfNJ/Ha9tew5ewWAMCsHrOw++JuzNw3s9CxDzd7GOOajIPRYKzsbhIRERERUQXg0/e8kKIouHLlCsLDw6HVssiNPBez6rtyrbmYkzwHnyV/hjwlDwatAfc1uQ+tY1qjdWxraKDBwoML1afvjWowCuObjYe/zr/S+8qckgyYU5IBc0oyYE5JBr6YU05KSUQIgVOnTiEsLMzhfiU7Gxq9HlazGTqTCcJigdZodHm/q8cQFae4rJJ32nJmC6Ztn4ZTmacAAO2rtscL7V5AfGi8esy4JuMwodkEZOZnIsQQAoticcuEFMCckhyYU5IBc0oyYE5JBr6YU05KeQklNxdpn32G9AVfQjGboTWZEDF6NCIfmACtv3+x+11pg4jIkQtZF/DGjjfw04mfAABVjFXwTNtn0KtWL2g0GrtjbbfoRegiAAAGnaFyO0tERERERB6Dk1JeQMnORtpnn+Hyx5/8s81sxuWPPwYARIwbi/S5c53uj7x/PAAU2Ubk/eOhNRrLpdqKFVtE3sGiWLDwz4X4ZM8nuG65Dq1Gi5ENRmJSi0kI9gt2d/eIiIiIiMjD+cZNil4kJKTwE6o0ej3SF3zp8PiMFSug9fNzuj99wQLg77XuizpGo9erlVSHkzohNakTDid1Qtpnn0PJzVWPLe6Y8miD5BAZGenuLlAF2n1xN4atHIa3d76N65braF6lOb7u8zWebfusVBNSjq6pRJ6GOSUZMKckA+aUZOBrOWWllER0Oh3q1q1baLvVbIZiNjs8RxvgX+R+xWyGNTMTwmIp+phr13BlwQJc/mSG3faSVFvJWLFVWSqjuqwy29Dq9agaGAitokDJy5N2LFTYlZwreO+P97Dsr2UAgFD/UDzR6gkMSBgArUauf+dwdk0l8iTMKcmAOSUZMKckA1/MqVzfIHycoig4f/48FEWx264zmaB18ohFJScXutBQp/u1JhN04eHQV6ni9BhDXBx0QUFI/3Khw/3pCxbc8OcyVGwV00ZlV2xVlsqoLmMbnvv5y0IRCr45/A3u/u5udUJqQL0BWNF/BQbVHyTdhBTg/JpK5EmYU5IBc0oyYE5JBr6YU1ZKSUQIgfPnz6NKlSr22y0WRIwerVYT3Sj07ruh5OY63R8xejRgtap/dnjM2LHFV1uZzUVWW7lUsVVMG4rZDGtWFq588UWFV2zZKmYqumKnMtYDYxue+/lXZhtlcSj9EF7Z9gr2XtoLAEgIT8CL7V9Ey+iW5fYa7uDsmkrkSZhTkgFzSjJgTkkGvphT+f5pmwrRGo2IfGACoiZNUqudtCYToiZNQuQDE6ALDi5yv9ZoLLKNsEEDy1xtVW4VW4GBFV6xpdEXzNVWdMWOEALQ6Sq0uoxtlLyNyvr8K7ON0rqWdw1v/P4Ghq4cir2X9iJQH4gp7aZgcZ/F0k9IERERERGR+7FSykto/f0Ref94RD30IKyZmdCFhBRUS/j7u7S/uGOU7OwyVVuVT8XWmEqp2LJcvASLOQPXfvrJaUVWmSt2hIKgjh2hj42t0OoytlHyNiyXLkG5fh3m1T/g8ie+W/V1KfM8ntn+Iv64+AcA4J6G9+DRRg8iwD8I1isZEHyyJhERERERlRErpSSi0WgQEREBjUbjcL/WaITGYIA+IgIag6HQF73i9hd1THHVWMVVW5VPxdagSqrYCoN/fLzTiiyXK3Y0GufHfLkQAY0aQR8ZWaHVZWyjFG2EhcFQvTrSvyxjxVYRn39ltVGWqi/x5TL899Z3kVQtCfN7z8e/mj+Oa3MXeNWTNTUaDWJiYpxeU4k8QXG/+4k8AXNKMmBOSQa+mFNOSklEq9UiLi4OWq17PjZbJVX9LZuRsHUL6m/ZXFCJ4aDaytkxZW3Dtn6WI2q1ldXq9JgbK7actWG9fr3sTzQ0m2FJSyvyGOX6dQhFKVNfy2O8bOPGNu6BNSMD1oyMCv38K6sNy+XLyD12DGmzZuPyx5+ox9qqqdJmfwrrtWtIm114f/onM5A9dyE+SnoHLUwNHR5TXBu2/Up2dsH6acUcAxRUUon8fFjS0iDy89XtdmMr5hhX29BYraji5weN1erwGCJP4O7f/USuYE5JBswpycAXc+o7I/UCiqLg5MmTbl2JvyzVVuXRRmVUbBmioqCPiChztY0+KqroY0JDoQsKqtDqMrZR0jYegKFq1bJXsBXz+VdaG6GhMMTGFlP15e+02urKgi+h1epcqNhy3kb6ggWARlN05WAlP1nT0yq2iIriCb/7iYrDnJIMmFOSgS/mVCOEEO7uhLuZzWaEhoYiIyMDJidf8DyB1WpFcnIymjZtCp1O5+7uuJW6Ls2Na185W7vGyTFF7S94Kt7nDte2ipo06e+1fOY53f/PekDO23C43k8p+loe462INvIzMmAIDXV7Pzz186/4NiYitH9/aPR6/NXttkL7AcC/fgLi5sxBaqdbHe4HgHobN0BYLDjSvUeFtQEACdu34cr8L+zW8fpnLJOcrrF14zGO1tgqaRs3/lwSeQL+7icZMKckA+aUZOBNOXV1noULnZOUbF8a9RERAACNwVDiY4rab6u2AQqqOBSzGVqTCRGjRxdU5Pj7F7sfgEvHlLWvntiG1WrF0cuXkRAeDp2DSjlPH0tlff6V0YbIz4fWZHJ4m5+SkwutyeR0v61iy/ZnZ23YKrZK24YhLg46o9FpRVf6ggWInHD/3392XrEV9eCDRVZjFddG+oIFiHrowYJxlcOi7Vz4nYiIiIioaJyUInKiop9o6O1ycnLc3YUyqYzPvzLasK3D5qiaKqTPXcjMuoKI0fc4rByKGD0a+Lt0uExP1iymjYgxY4pcx0sxm2HNyHDhyYpla0Mxm2HJyIAuKAhpn32G9AVfOp0stN0C6OyY4va70gYRERERkbfjpJRENBoNYmNjfWolfnerjIodb+QtWXV3xVZ5tPFP1Zewm/wIu2cUwieMhz7ACDzwAACN26q+wgYPgkardXvFltZkgjYgAGmzP8XlGTP+afvvBdkhFIT07AloNMhcuxaXP3F8TNjIkbi6aJHT/cW2Aai3EbJii7zlekrejTklGTCnJANfzCnXlII8a0oREZWUIhSsOb4G4SIQraq3QW7GFRhDI2HNz4N/8D/XO3ev9VXcOl6VsU5XlaeeRMSYMUjtdKvTSauEDesBjQapXbo6vRWx7soVOFyGNrQmExI2bwKsVteqrWbPLrpiq4j9rrRBRERERFRSXFPKC1mtVhw/fhzx8fHSL3pG3o1Z9QwpaSl4ddurSL6cDABoG9sWz7R5Bon+1aH3D7A71t1VX66s4wVUbMVWxJgxUDIzi74FMDsbKPY2QnOZ2lDMZihZWbjyxQInFVsCpjvvAACYV692UpElED5qJK4sXOh0f7FtgBVbnoDXU5IBc0oyYE5JBr6YU05KSSYzM9PdXSByCbPqPpl5mfho90f46tBXUISCIEMQJrecjGGJw6DXeu5l3x3rdNk9JdLPD5piFn7X//2vPGW5jbC4NgxxcdAFBSF94UKH71P6l18WVH1pNEj/0vExGStXIuqhB53ud6WN9AULEPngA1BycrjGlpvxekoyYE5JBswpycDXcuq5306IiKhEhBBYfWw13t75Ni5nXwYA3BF/B55u8zSiA6Pd3DvXuPspkUUtDB8xejSExaL+ubQLvxfXRsTYsbAWV7F1/XrZK7aKacOliq2+dwPQwPz997j8yScOjwm/ZxSufLnQ6f5i2wArtoiIiIi8ldbdHSAiorI7mnEUE9ZOwP9t+j9czr6MeFM8ZvecjTe7vCnNhJQ73PyUSNtthFGTJkF7Q0VT1KRJBRU7RmOxx+iCg8vURtiggdD9XbHliNZkgj40FPrISKfH3FixVdo2XKnYMkRHwxATjfQvv3R4TMbKldAFBzvd70ob6QsWADqdWrF1OKkTUpM64XBSJ6R99jmU3Nx/xv13tZWzY4rb7+oxlS0gIKD4g4iIiIgkxEopiWg0GtSsWdOnVuInOTGrlSfbko1P932KuQfmwqJY4K/zx4SmEzCuyTj46fzc3T2P5iyn7riN8OZjlOxsOSq2srIAq7VsFVvFtOFKxVbooIEAgIxvvnVesTX6HlxZ8KXT/cW2AfdUbGn1etSNioJWUaDk5bFiizwSf++TDJhTkoEv5pSTUhLRarWIjIx0dzeIisWsVo6NpzZi+u/TcebaGQDArdVvxXPtnkPNkJpu7pkcisopF34fjbBBA6HRaoteHyssTP1zqdfYKqaNkq2x5bxiq2CNLecVW8W1oa6xVQ7rY3GNLfI2/L1PMmBOSQa+mFNOSknEarUiNTUVCQkJPrMSP8mJWa1YZ6+dxeu/v471p9YDAGKDYvF/bf4Pt8Xd5lP/qlJWnp5TVmz9fYyrFVtlXWOrmDaKrdiCQNjQoYBGg6tffe2k2kog/N57cWX+F073F9+G562xxTW4yNOvp0QAc0py8MWcck0pydy8/gmRp2JWy1++NR+fJ3+O/sv7Y/2p9dBr9BjXZByW91uO7rW6c0KqFDw9p1qjERqDAfqICGgMBodf9Is7pixtSLPGVlgY9FFRZVtjq5g2iq3YWvAldCEh0IWEOK/YWrESOqOxiGqs4ttQ19gqh/WxKqsN8g2efj0lAphTkoOv5ZSVUkREEthxfgde3fYqjmYcBQC0im6FKe2nICE8wc09I2/Hiq2/j3GlYuvaNcBSxjW2imnDlYqt8FGjAMD5Uw8hEDFmDNLnzXde0VXmNv6p6AI8p2KLVV1ERESehZVSREQe7HL2ZTy36Tnct+Y+HM04ioiACEzrNA3zes/jhBRVGlZsuVixFR4OfZUyVmwV04YrFVvagABoi6jIylixEtqAgCIrtsreRkFFl1AUj6nYYlUXERGR52GllES0Wi3q1KkDrZZzieTZmNWysypWLDm8BB/u+hCZ+ZnQQIMh9Yfg0VaPItQ/1N3d8wrMqVxYsfX3Ma5UbGVmQpT1qYjl0Ibl0iXknzmD69u24fInjqu6IsaORfq8ebj8sfNqLGg0RR9T5jY8b50uV4/xFLyekgyYU5KBL+bUd0bqBTQaDUwmE9eNIY/HrJbNgcsHMGr1KEzbPg2Z+ZloGNEQC+9ciBc7vMgJqXLEnMqHFVsuVmxFRMBQpUrZKrbKo43wcBibNkX6l46rujJWrITW3x/pC5xXbGn0emj0eqfHlEcb6QsWQKPXe1TFlmxVXbyekgyYU5KBL+aUlVISsVqtSElJQaNGjXxmJX6SE7NaOuY8Mz7c9SEWH1oMAYFgQzAebfUohtYfCp2W72N5Y06pNNxRsZWfkQFDaKhHVWy51IZGA3HtWtkrtsr6ZMVi2rCt5XVlwQInFV0FlVQAkPbZZ06rrSLGjUX63LlFVmMV14arx3hSVZdtf/7VqzCEhUlf9UXei7/3SQa+mFNWSknGarW6uwtELmFWXSeEwIojK3D3srvx9aGvISBwV527sGLACoxoMIITUhWIOaXSqMyKLUWrxdHLl6FotR5VseVKGzqjEbqwsLJXbEVHV2gb6jpdTiq60hcsAIT4+8/OKrZWQOvnV2Q1VnFtuHqMJ1V13bj/yK2dvaLqi7wbf++TDHwtp6yUIiJyoyNXj+DVba9i54WdAIDaobUxpd0UtK3a1s09IyJP4ejR0J6wxpYr+4XF4v6KLVfW6TK7sE5XZVRsuXJMVhaufPGF26u6yqsyzBOrvrxlrS8iIhmwUoqIyA2u51/H+3+8j8HfD8bOCzsRoAvAY60ewzd3f8MJKSJyibvX2HJlvydUbLm0Tldo0et06cLDoS/jGlvFteHKMYa4OOgCA4uu6lL/XIaqrkpow5OrvrxlrS8iIhmwUkoiWq0WiYmJPrUSP8mJWS3aLyd/weu/v45zWecAAF1rdMX/tfs/VA+u7uae+RbmlGTgDTn1hIqt4o4pbp0u/H0rRVkqtoprw6Vjxo4pviLLbC57VVcltMGqL1Z9VTZvuJ6S9/PFnPrOSL2En5+fu7tA5BJmtbAz185g8rrJeGz9YziXdQ7Vgqrhw24f4r/d/8sJKTdhTkkG3pBTd1dsFXeMp6zTVXxV16AyV2SVR1VXebTBqi9WfbmDN1xPyfv5Wk5ZKSURRVGQnJyMpk2b+sxK/CQnZtVenjUP8w/Mx+x9s5FjzYFeq8fYxmMxoekEBBoC3d09n8WckgyY08rjCRVbrhzjCVVd5VIZ5pVVXwtw+RP3Vmyx6quYNq5ehTYsDIqXV4WRvHzx9z4rpYiIKtD2c9sx6PtB+HD3h8ix5qBNbBt8c/c3eKzVY5yQIiLyMO6u2HLlGE+p6ir7Wl7eWPVVTLWVRlP2iq0KbsMbq75ceUokEbkPK6WIiCrA5ezLeGvHW1h9bDUAIDIgEk+3eRp31b4LGo3Gzb0jIiKZeUpV14378zMyYAgNZdWXA6z68uw2bBO+0lV9cb0w8hKslCIiKkdWxYpFfy7C3cvuxupjq6GBBsMTh+P7Ad+jT50+nJAiIqJy4SlVXVqjEYpWi6OXL0PRaln15eizMpmgCwuDPiqqbBVbldCGS1VfGo0LFVv+RVdseUgbGn1BjYaMVV9cL4y8BSulJKLVatG0aVOfWomf5OSrWU2+lIxXtr2CP9P/BAA0jmyMFzu8iMaRjd3cM3LEV3NKcmFOSQZarRYJCQmlyqknVn1VyFpfiqL+udQVW5XQRsSYMbBmFFNtlZHhQsVWhhRtWNLSIPLykfHdd04rw2Sq+iqujRsrw8gz+eLvfd8ZqZfIy8tzdxeIXOJLWc3IzcB/fvsPRq0ehT/T/0SIXwhebP8iFt65kBNSHs6XckryYk5JBmXJqSdVffn8Wl+DB0EX5v6KrUprw2SCvkqU08owmaq+imvDrjIsOxsiP79gUi4/H0p2dqHjiztGpjZk42u/91kpJRFFUXDo0CGfWomf5OQrWRVC4Psj3+PdP95Fek46AKBv3b54ovUTiDJGubl3VBxfySnJjTklGTCnBTyhYqs82vCWqq/i27gH+RcvQuvn5/aKrcpoQzGbYcnIgC4oCGmffYb0BV9CMZuhNZkQMXp0waTl3xmx3QLo7Jji9ntSG7JRFAUnTpxAQkKCz1xPOSlFRFQKqVdS8eq2V7Hr4i4AQN3Qunih/QtoE9vGzT0jIiIid7FVTukjIgAAGoOhxMe4uw1bJRVQUF3j7Mt+ccfI0obIz4fWZHI4mXNjtZWj/baKLdufPbkNrckEbUAA0mZ/isszZvzTtu32PqEgpOftgAbIXLsWlz9xfEzYyJG4umiR0/0e0QbkXcReq9ejTmQktIoCJS/PJ2631AghhLs74W5msxmhoaHIyMiAyUl5pyewWq1ITk72+X+FIs/nzVm9nn8dM/fOxIKUBbAIC4x6Ix5q/hBGNxwNg67wX/jIc3lzTsl7MKckA+bUO6lfoG+spHL2JdvJMZ7Wht1TIm+YsEj77HOH1VRRkyb9vZbTPKf7/1nLybPbqPLUk4gYMwapnW51OmmVsGE9oNEgtUtXh8cY4uJQd+UKHJahjV83IvvAARgbN0bap58WXW01e3bxFVtFHFNZbcjG1XkWVkpJhr/oSRbellUhBNadXIfXf38dF65fAAB0j+uOZ9s8i6rBVd3cOyotb8speSfmlGTAnHofd1dslXcbVqsVx9PTUTc8HLobJqxcqQyTpeqrqDYixoyBkplZ9C2A2dlAsbcRFrMQvoe0YUlLA/LykDZrtpPKMIHwUSNxZeFCJ9VYAqY77wCggXn1KqfHVHgb8P4F6lkpBXkqpYjIPU5lnsL07dOx6cwmAED14Op4ru1z6FKzi5t7RkRERETlQbaqr9K0IfLzcTipk9PqovpbNgOA02MMcXGou2qlFG0k/LoREML9FVvl0Eb9LZsdTsZ6OlfnWfj0PYkIIWA2m8F5RPJ03pLVPGseZu6diQHLB2DTmU3Qa/V4oNkDWNZvGSekvIC35JS8G3NKMmBOSQbF5dTTn/BYHm0Ii6VgkXgHIkaPhrBYijzmxsXjPb0NAFCuXy9bxdb167BmOF9gvtLayMx0uM9bcFJKIoqi4OjRo1D+ftIEkafyhqxuPbsVA78fiI/3fIxcay7aVW2Hb/t+i8ktJ8Oo997yWV/iDTkl78eckgyYU5IBc/rPrYpRkyZB+3flitZkKliT6oEJ0BqNxR6jCw6Wo42AAOhMJnXfzW5cPN7he2UyQR8aCn1kpNvb0IWEONznLbimFBHRDS5ev4i3dryFH4//CACIMkbhmTbPoHd8b2g0Gjf3joiIiIio9LT+/oi8fzyiHnrQ/va+GxbTLu4YWdqwVVs5Wvj9xmorR/ttFVu2P7u7DRlv33MVJ6WIiABYFAu+OvgVPtrzEbLys6DVaDGiwQhMajEJIX7e/a8TREREROQ7PGkB+opsw9sWsfdWXOgc8ix0brVakZqaioSEBD7hhDyabFndc3EPXt32Kg5dOQQAaBbVDFPaT0HDyIZu7hlVJNlySr6JOSUZMKckA+bUd3n6AvQ378/PyIAhNNRhGzJxdZ6Fk1KQZ1KKiMrX1ZyreH/X+/gm9RsAgMnPhMdbP45BCYOg1XDJPSIiIiIiotLg0/e8kKIoSEtL8+nF+UgOnp5VRShYlroMd393tzoh1b9ef6wYsAJD6g/hhJSP8PScEgHMKcmBOSUZMKckA1/MKdeUkogQAqdOnUJYWJi7u0JUJE/O6qH0Q5i2fRp2X9wNAKgXVg8vtn8RrWJaublnVNk8OadENswpyYA5JRkwpyQDX8ypx5UDTJ8+HW3atEFISAiio6PRv39/HDp0qMhz5s2bB41GY/dfQEBAJfWYiDxRdn428q35SM9OR741H9fyruHz5M8xbOUw7L64G0a9EU/f8jQW372YE1JERERERERu4HGVUhs3bsSkSZPQpk0bWCwWPP/887j99tuRkpKCoKAgp+eZTCa7ySs+up3Id+VaczFn/xwsOrgI5jwzTH4mjGgwAiMbjsTyI8tRL6wenmnzDGKDYt3dVSIiIiIiIp/lcZNSP/74o93/z5s3D9HR0fjjjz/QuXNnp+dpNBrExnr/F8yQED6anuTgrqxm52djzv45mLlvprrNnGfGrH2zAAAze8xEteBqbukbeR5eU0kGzCnJgDklGTCnJANfy6nHTUrdLCMjAwAQERFR5HHXrl1DrVq1oCgKWrVqhddeew2NGzd2eGxubi5yc3PV/zebzQAKHhNqtVoBFExyabVaKIqCGx9QaNtuO6647VqtFhqNxuF2AIUWMHO2XafTQavVIj4+Xu2rbfvNfXS23RPHJIRwuJ1jkntMGo3GLquVOSa9Vo9FBxfBkf8d/B8ebPYgAPBz4pig0+kKXVNlH5M3fk4ckxZ169a1+zuKN4zJGz8nXx9TnTp1AKDQ8TKPyRs/J18fU3x8vNeNyVnfOSZ5xxQfH6/e+SX7mFzh0ZNSiqLg8ccfR1JSEpo0aeL0uMTERMyZMwfNmjVDRkYG3n77bXTs2BEHDhxAjRo1Ch0/ffp0TJ06tdD2AwcOIDg4GEDBJFhcXBxOnz6N9PR09ZjY2FjExsbi+PHjyMzMVLfXrFkTkZGRSE1NRU5Ojrq9Tp06MJlMSElJsQtCYmIi/Pz8kJycbNeHpk2bIi8vz+5WRJ1Oh6ZNm8JsNiMlJQUBAQHqulkNGjTAlStXcOrUKfX4kJAQ1K1bFxcvXsT58+fV7Z44pszMTBw9elTdzjF5x5jOnz+PEydOqFmtrDGlpqYiomYEzHlmOGLOMyMjNwNRgVH8nDgmREdHIzk5GUII9Re/7GPyxs/J18dUu3ZtZGdn4+LFi3Z/uZN5TN74Ofn6mIQQiImJQVhYGA4fPuwVYwK873Py9TEJIWC1WtGqVSuvGRPgfZ+Tr49JCIGcnBxUq1YNtWrVknpMly5dgis04uYpLQ/y8MMP44cffsDmzZsdTi45k5+fj4YNG2LEiBF45ZVXCu13VClVs2ZNpKenw2QyAfDM2VaLxYLk5GQ0btwYOp1O3e6rM8gck+eOKT8/H/v371ezWhljOp91Hh/v+RjPt3sePZf2dDgxZfIzYcPQDTDoDPycOCYIIbBv3z67a6rsY/LGz8nXxySEwP79+9GoUSM1p7KPyRs/J18fk9VqxYEDB9C0aVN1kl/2MRW1nWOSc0y2nDZr1kz9e4DsYyqq7xyTnGOy5bRJkyYwGAxSj+nq1asIDw9HRkaGOs/iiMdWSj3yyCNYuXIlfv311xJNSAGAwWBAy5Yt8ddffznc7+/vD39//0LbdTqd3V/4gH8+FEfHVvZ2jabgyYI399NZH0u63V1jcrSdY5J/TCXJaln6mK/k48uUL/HJnk9w3XId3eO6Y0SDEeoaUjca1WAULIoFBp2Bn1MptnvbmKxWq8OclrSPJd3Oz4ljKklfbH+JdJTTkrQDeM6YynM7x+Q5Y7rx76k3k3VMRW3nmOQck23S1JvGVFwfOSb5xmSbYCrqeNnGVBSPm5QSQmDy5MlYtmwZNmzYgNq1a5e4DavViuTkZNx5550V0EMi8hS7L+7GK9teQeqVVABA8yrNEW+KR8fqHaGFFgsPLlSfvjeqwSiMbzYe/rrCE9JERERERERU+TxuUmrSpElYtGgRli9fjpCQEPVe0dDQUBiNRgDAvffei+rVq2P69OkAgP/85z9o37496tWrh6tXr+Ktt97CiRMncP/997ttHBXBtjbPzWXRRJ6morN6JecK3vvjPSz7axkAINQ/FE+2fhL96/WHVlMwIz+uyThMaDYBmfmZCDGEwKJYOCFFdnhNJRkwpyQD5pRkwJySDHwxpx43KTVjxgwAQNeuXe22z507F2PHjgUAnDx50q4U7MqVK5gwYQLOnz+P8PBwtG7dGlu3bkWjRo0qq9uVQqvVIi4uzt3dICpWRWVVEQq+Tf0W7+96Hxm5BU/mHJQwCI+1egzhAeF2xxoNBZPYEboIAIBBZyj3/pDceE0lGTCnJAPmlGTAnJIMfDGnHr3QeWUxm80IDQ0tdgEud1MUBadPn0aNGjVcvj+TKlZ2ngU6rRaZOfkICTDAoigI9PO4ud5KVxFZPZh+EK9sewX7Lu0DACSGJ2JK+yloEd2iXNon38NrKsmAOSUZMKckA+aUZOBNOXV1noXfniUihEB6ejqqV6/u7q4QgNx8K2ZuPIq5W4/BnG2ByajHuI61MbFrXfgbHC8Y5yvKM6vX8q7h4z0fY9HBRVCEgkB9IB5p+QhGNBgBvZaXMCo9XlNJBswpyYA5JRkwpyQDX8wpv9ERlUJ2ngUzNx7FB+tS1W3mbIv6/w92qcOKqTISQmDN8TV4c8ebuJR9CQDQO743nr7lacQExbi5d0RERERERFRW/NZMVAo6rRZztx5zuG/u1mOY1K1eJffIuxzPOI5p26dh27ltAIC4kDi80O4FdKze0c09IyIiIiIiovLCSSmJaDQaxMbG+tRK/J4qMycf5myLw33mbAsyc/IRGey7T3orbVZzLDn4NPlTzN0/F/lKPvy0fri/2f24r8l9fHIelTteU0kGzCnJgDklGTCnJANfzCknpSSi1WoRGxvr7m4QgJAAA0xGvcOJKZNRj5AA337SW2my+uvpX/Ha9tdw5toZAEBS9SS80PYF1DTVrIguEvGaSlJgTkkGzCnJgDklGfhiTuVezt3HWK1WHDlyBFar1d1d8XlWRcHYjvEO943rWBsWRancDnmYkmT13LVzeHz945i0bhLOXDuDmMAYvNf1PczoPoMTUlSheE0lGTCnJAPmlGTAnJIMfDGnrJSSTGZmpru7QAA2/3UZYzrEQwhg/m/H+fQ9B4rLar6Sjy9TvsSMvTOQbcmGXqPH6Eaj8VDzhxBoCKykXpKv4zWVZMCckgyYU5IBc0oy8LWcclKKqIT2nLqKSYt2o2Z4ID4a2RKTb0tAZk4+QgIMsCgKJ6RcsPP8TkzbPg1/Xf0LANAquhWmtJ+ChPAEN/eMiIiIiIiIKgsnpYhK4II5Bw98sRN5FgW1o4KQGBMCrVajLmruxztii5SWnYZ3/3gX3x/5HgAQ7h+OJ295Ev3q9vOpxfyIiIiIiIiIk1JS0Wg0qFmzJr+8u0lOvhUPfLETFzNzUT8mGO8Naw6tlp+FIxqNBvHx8WpWrYoV36R+g/d3vY/MvExooMHg+oPxWKvHEOof6ubekq/iNZVkwJySDJhTkgFzSjLwxZxqhBDC3Z1wN7PZjNDQUGRkZMBkMrm7O1RJsvMs0Gm1drfeBfrpnR4T5K/Hr4cvYcbGI3h/WAvUigxyU889W3Z+NvRaPTLzMhHiF4KruVfxxo43sOb4GgBAw4iGmNJ+CppVaebmnhIREREREVFFcHWehZVSErFarUhNTUVCQgJ0Oq5bVBa5+VbM3HgUc7cec7pIuaNjxnSIx8Lx7RDozx8dR3KtuZizfw4WHVwEc54ZJj8TRjQYgefbPY/Tmadxd927MSxxGPRavn/kfrymkgyYU5IBc0oyYE5JBr6YU34zlExOTo67uyC97DwLZm48ig/WparbzNkW9f9HtYsDAHy5/QQ+XPeX3TH//eUvaDUaPNilTqGqKl+XnZ+NOfvnYOa+meo2c54Zs/bNAgDM6jmLt+qRx+E1lWTAnJIMmFOSAXNKMvC1nHJVZvI5Oq0Wc7cec7hv7tZjCA7QIzhAj3lbjzs9Rq/lj87N9Fo9Fh1c5HDf/w7+D4H6wEruEREREREREXkyfrMmn5OZkw9ztsXhPnO2BZnZFly5XswxOfkV2UUpZeZlwpxndrjPnGdGZn5mJfeIiIiIiIiIPBknpSSi1WpRp04daFmlUyYhAQaYjI5vvTMZ9QgP8kOVYP8ijwkJMFRkF6UU7BcMk5/jBexMfiaEGEIquUdEReM1lWTAnJIMmFOSAXNKMvDFnPrOSL2ARqOByWTyqcdDVoRruRaM6RDvcN+4jrVhURRYFQXjOtYu8hj6x+Xsy9hxfgdGNBjhcP+oBqNgURxXnhG5C6+pJAPmlGTAnJIMmFOSgS/mlJNSErFarUhOTobVanV3V6R1LdeCfy3di7Ed4zH5tnpqNZTJqMdj3RMwsWtdBPrpYfTTY2LXunise4LTY6hAnjUPT6x/Am/seAP3NLwHDzV7SK2YMvmZ8HCzhzG+2XgYDUY395TIHq+pJAPmlGTAnJIMmFOSgS/mlN+sJeNL4SxviiLwxNd7sO7Pi3j4yz8w+95bMPm2BGTm5CMkwACLosDf8M9jN/0NOjzYpQ4mdavn9BhfJ4TAK9tewZ5LexBiCEFWfhbua3IfHmj2ADJyMxDqHwqLYoG/zt/dXSVyiNdUkgFzSjJgTkkGzCnJwNdyykkp8hnv/XwYP6VcgJ9ei+fubIiwQD8AQGRwwYSJn4PCQVtFVFHH+LKFfy7Ed399B61Gi7e6vIXqIdUBFFxIL5+8jPCEcFZIERERERERkUOclCIpZedZoNNq7SqYbr6l7sZjgv31aFo9FHWrBGNi17poGRfupp57j61nt+KtnW8BAJ5s/SSSqifZ7c/JyXFHt4iIiIiIiEgSGiGEcHcn3M1sNiM0NBQZGRkwmRw/PcwTCCGQk5ODgIAAn1r47Ga5+VZ8suEI5m49BnO2BSajHuM61sbErnXVW+scHTOmQzwm3FoHJiOfnFdWJ8wnMHLVSJjzzOhbty9eTXrVLpPMKsmAOSUZMKckA+aUZMCckgy8KaeuzrOwUkoyfn5+7u6CW2XnWTBz41F8sC5V3WbOtqj//2CXOtAADo/57y9/QavR4MEudbhQeRlcy7uGR395FOY8M5pVaYaXOrzk8ILp61klOTCnJAPmlGTAnJIMmFOSga/llAvkSERRFCQnJ0NRFHd3xW10Wi3mbj3mcN/crceggQaApshj9FrGvrSsihXPbnoWRzOOIjowGu93fd/hIubMKsmAOSUZMKckA+aUZMCckgx8Maf8dk5SyczJhznb4nCfOduCjOw8pGXlFnlMZk5+RXbRq/1393/x6+lf4a/zxwfdPkCVwCru7hIRERERERFJipNSJJWQAANMRse33pmMeoQH+aFKiH+Rx4QEcE2p0lh9dDU+3/85AGBqx6loEtXEzT0iIiIiIiIimXFSiqSSb1UwtkO8w33jOtaGVRFQFIFxHWs7PcbiQ6WQ5eXA5QN4aetLAID7mtyHu+rc5eYeERERERERkez49D3I9fQ9RVGg1WqlX4m/tP67LhUj28Vh3tbjmP/b8RI9fe/mY8g1l65fwvBVw3Hx+kV0rtEZH3b7EDpt0e8hs0oyYE5JBswpyYA5JRkwpyQDb8qpq/MsnJSCXJNS3vJ4yNL43+8n8dy3yahbJRjzxrVBjCkAmTn5CAkwwKIohZ6odz3PAr1WW+QxVLQ8ax7GrRmHfZf2oU5oHSy8cyGC/YKLPc/Xs0pyYE5JBswpyYA5JRkwpyQDb8qpq/MsvH1PIoqi4NChQz61Er/N78fS8dLy/QCA/i2qoWZEIPz0WkQG+8NPr3U42RTopy/2GHJOCIH//PYf7Lu0DyF+Ifjwtg9dmpACfDurJA/mlGTAnJIMmFOSAXNKMvDFnHJSijze2avX8fCXfyDfKnBX06p45LZ67u6ST1h8aDGWH1kOrUaLt7u8jVqmWu7uEhEREREREXkRlo6QR8rOs0Cn1cKck4/wQH9MH9gU3/xxGm8NaSZ9GaMny87Phl6rx9Xcq7i77t2oElgF1/KuoWO1ju7uGhEREREREXkZTkpJRqfz/kW6c/OtmLnxqN0i5WM6xOP9ES1h5CLlFSbXmos5++dg0cFFMOeZYfIzYUSDEZjQbEKp2vOFrJL8mFOSAXNKMmBOSQbMKcnA13LKhc4hz0LnviA7z4KZG4/ig3WphfY91j0BD3apw7WhKkB2fjbm7J+DmftmFtr3cLOHMa7JOBgNRjf0jIiIiIiIiGTDhc69kBACZrMZ3jyPqNNqMXfrMYf75m49Br2Wka0Ieq0eiw4ucrhv4cGF0GtLNhHoC1kl+TGnJAPmlGTAnJIMmFOSgS/mlN/wJaIoCo4ePerVK/Fn5uTDnG1xuM+cbUFmTn4l98g3ZOZlwpxndrjPnGdGZn5midrzhayS/JhTkgFzSjJgTkkGzCnJwBdzykkp8ighAQaYjI6rckxGPUICDJXcI98Q4hcCk5/jkkqTnwkhhpBK7hERERERERF5O05KkUexKgrGdaztcN+4jrVh8aEZ48pkUSwY2WCkw32jGoyCRXFcvUZERERERERUWlwxWjIBAQHu7kKFMvrp8WCXOlCEwPzfjqtP3xvXsTYmdq0Lfz59r0IYDUaMaTwGAgL/O/g/9el7oxqMwvhm4+Gv8y9xm96eVfIOzCnJgDklGTCnJAPmlGTgaznl0/fAp+95mv/9fhKRQX64NaEKrudZEBJggEVR+NS9CjZ9+3S0q9oOSdWSkGXJQoghBBbFwqfuERERERERUYnw6XteSFEUpKWlef2iZyv2nsUDC/7A8j1nEBnsDz+9lhNSFUwIgTXH1+Cx9Y/h8JXDiAiIgEFnKPWElK9kleTGnJIMmFOSAXNKMmBOSQa+mFNOSklECIFTp0559eMhr+dZsPP4FQBA29oRbu6N7ziVeQppOWnw0/ohMSKxzO35QlZJfswpyYA5JRkwpyQD5pRk4Is55aQUeZTtx9KRZ1VQPcyI2lFB7u6Oz9h1cRcAoElUE/jp/NzcGyIiIiIiIvIFnJQij7Lp8GUAQOf6UdBoNG7uje/YfXE3AKBldEs394SIiIiIiIh8BSelJBMSEuLuLlSoTamXAAC3JlRxc098y64LBZVS5Tkp5e1ZJe/AnJIMmFOSAXNKMmBOSQa+llOuHi0RnU6HunXrursbFeZcRjZSL16DRgN0rBvp7u74jPScdBw3HwcAtIhuUS5tentWyTswpyQD5pRkwJySDJhTkoEv5pSVUhJRFAXnz5/32pX4N6UW3LrXrEYYwgK5rlFlsd26Vy+sHkL9Q8ulTW/PKnkH5pRkwJySDJhTkgFzSjLwxZxyUkoiQgicP3/ea1fit01KdU6IcnNPfMvuC+W/npS3Z5W8A3NKMmBOSQbMKcmAOSUZ+GJOOSlFHkFRBLb8VTApxfWkKhcXOSciIiIiIiJ34KQUeYSUc2akZ+UhyE+HlnFh7u6Oz8i2ZCMlLQUA0CqmlZt7Q0RERERERL6Ek1IS0Wg0iIiIgEajcXdXyt2vfz91r0PdKBh0jGVl2X95PyzCgujAaFQLqlZu7XpzVsl7MKckA+aUZMCckgyYU5KBL+aUT9+TiFarRVxcnLu7USE2Hf57Pan6XE+qMtlu3WsV3apcL3zenFXyHswpyYA5JRkwpyQD5pRk4Is5ZUmKRBRFwcmTJ71uJf7reRbsPJEOgOtJVbZdF3cBKP/1pLw1q+RdmFOSAXNKMmBOSQbMKcnAF3PKSSmJCCGQnp7udSvxbz+ajnyrQI1wI+IjA93dHZ9hVazYe3EvgPJfT8pbs0rehTklGTCnJAPmlGTAnJIMfDGnnJQit7OtJ3VrQhWfunfW3f66+heu5V9DkCEICWEJ7u4OERERERER+RhOSpHbbUr9ez2pBK4nVZlst+41r9IcOq3Ozb0hIiIiIiIiX8NJKYloNBrExsZ6VTXRuYxs/HXxGrQaoGNdTkpVpt0XChY5L+/1pADvzCp5H+aUZMCckgyYU5IBc0oy8MWc8ul7EtFqtYiNjXV3N8qVrUqqWY0whAYa3Nwb3yGEwB8X/wBQ8OS98uaNWSXvw5ySDJhTkgFzSjJgTkkGvphTVkpJxGq14siRI7Bare7uSrnhrXvucS7rHC5evwi9Ro8mUU3KvX1vzCp5H+aUZMCckgyYU5IBc0oy8MWcclJKMpmZme7uQrlRFIHNtkXO61dxc298i209qYaRDRFoqJgnHnpTVsl7MackA+aUZMCckgyYU5KBr+WUk1LkNgfOmnHlej6C/fVoUTPM3d3xKRW5nhQRERERERGRK7imFLnN/rMZiAjyQ+ta4TDoOD9amWyVUhWxnhQRERERERGRKzgpJRGNRoOaNWtKvxJ/dp4FOq0WnROqoF+Lajh3NcfdXfIpGbkZOHL1CACgRXSLCnkNb8kqeTfmlGTAnJIMmFOSAXNKMvDFnHJSSiJarRaRkZHu7kaZ5OZbMXPjUczdegzmbAtMRj3GdayNiV3rwt+gc3f3fMLeS3shIBBvikeksWLy5A1ZJe/HnJIMmFOSAXNKMmBOSQa+mFPeMyURq9WKgwcPSrsSf3aeBZ9sOIIP1qXCnG0BAJizLfhgXSo+2XAE1/Msbu6hb9h9seLXk5I9q+QbmFOSAXNKMmBOSQbMKcnAF3PKSSnJ5OTIe6ubTqvF3K3HHO6bu/UY9FrGsTLsulCwnlRFL3Iuc1bJdzCnJAPmlGTAnJIMmFOSga/llLMAVGkyc/LVCqmbmbMtyMzJr+Qe+Z48ax72X94PgE/eIyIiIiIiIvfipBRVmpAAA0xGx8uYmYx6hAQYKrlHviclLQV5Sh4iAiJQy1TL3d0hIiIiIiIiH8ZJKYlotVrUqVMHWklvc7MqCsZ1rO1w37iOtWFRlEruke/ZdfGfW/cq8okOsmeVfANzSjJgTkkGzCnJgDklGfhiTvn0PYloNBqYTCZ3d6PUjH56TOxaFwD49D032X2h4hc5B+TPKvkG5pRkwJySDJhTkgFzSjLwxZz6zvSbF7BarUhOTpZ6JX5/gw73JdXGtue6Y/Oz3bDzhZ54sEsdTkhVAkUo2H2pYFKqVXSrCn0tb8gqeT/mlGTAnJIMmFOSAXNKMvDFnHJSSjLeEM5TV66j0xvr8fSSvfDTaxHox4K9ynAs4xgycjMQoAtAg8gGFf563pBV8n7MKcmAOSUZMKckA+aUZOBrOeWkFFW6C+YcpGflISvXt37Y3M22nlSzKs1g0HJReSIiIiIiInIvTkpRpbtgzgUAxJj83dwT37Ln4h4AFb+eFBEREREREZErOCklEa1Wi8TEROlX4r9gzgEARJsC3NwT37LrQkGlVEWvJwV4T1bJuzGnJAPmlGTAnJIMmFOSgS/m1HdG6iX8/Pzc3YUyu5hZMCkVE8JJqcpy8fpFnL52GlqNFs2qNKuU1/SGrJL3Y05JBswpyYA5JRkwpyQDX8spJ6UkoigKkpOToSiKu7tSJrx9r/Ltvljw1L364fUR7Bdc4a/nLVkl78ackgyYU5IBc0oyYE5JBr6YU05KUaU7n/F3pVQoK6Uqi21SiutJERERERERkafgpBRVOt6+V/kqcz0pIiIiIiIiIldwUooqVb5VweVreQB4+15lycrPwqErhwAALaJbuLczRERERERERH/jpJREtFotmjZtKvVK/JcyC9aTMug0CA/0rQXc3GXvpb1QhILqwdURGxRbKa/pDVkl78eckgyYU5IBc0oyYE5JBr6YU98ZqZfIy8tzdxfK5IK54Na96JAAaLUaN/fGN7hrPSnZs0q+gTklGTCnJAPmlGTAnJIMfC2nnJSSiKIoOHTokNQr8dsmpXjrXuXZfaHyJ6W8Iavk/ZhTkgFzSjJgTkkGzCnJwBdzykkpqlQXzAW378WYuMh5ZchX8rHv8j4AXOSciIiIiIiIPAsnpahS/VMpxUmpynA4/TCyLdkw+ZlQJ6yOu7tDREREREREpOKklGR0Op27u1AmtkqpaN6+Vyl2XdwFoODWPa2mcn/cZc8q+QbmlGTAnJIMmFOSAXNKMvC1nOrd3QFynU6nQ9OmTd3djTJRK6VCWClVGWyLnLeIblGpr+sNWSXvx5ySDJhTkgFzSjJgTkkGvphTVkpJRAgBs9kMIYS7u1Jqtkmp2FBOSlU0IQR2XSiolKrs9aS8Iavk/ZhTkgFzSjJgTkkGzCnJwBdzykkpiSiKgqNHj0q9Ej+fvld5TmWeQlpOGgxaAxpHNa7U1/aGrJL3Y05JBswpyYA5JRkwpyQDX8wpJ6Wo0mTnWWHOsQAAornQeYWzrSfVJKoJ/HWcBCQiIiIiIiLPwkkpqjQXMwuqpIwGHUL8uZxZRbOtJ9UyuqWbe0JERERERERUGCelJBMQIG+F0fmMf9aT0mg0bu6N93PXelI2MmeVfAdzSjJgTkkGzCnJgDklGfhaTj1uUmr69Olo06YNQkJCEB0djf79++PQoUPFnrdkyRI0aNAAAQEBaNq0KVavXl0Jva1cOp0ODRo0kPYRkRcycwEA0SG8layipeek47j5OIDKf/IeIH9WyTcwpyQD5pRkwJySDJhTkoEv5tTjJqU2btyISZMmYdu2bfjpp5+Qn5+P22+/HVlZWU7P2bp1K0aMGIHx48dj9+7d6N+/P/r374/9+/dXYs8rnqIoSEtLk3bRs4vqIue+NfPrDrZb9+qF1UOof2ilv77sWSXfwJySDJhTkgFzSjJgTkkGvphTj5uU+vHHHzF27Fg0btwYzZs3x7x583Dy5En88ccfTs/54IMP0Lt3b/zrX/9Cw4YN8corr6BVq1b46KOPKrHnFU8IgVOnTkn7eEg+ea/y7L7g3vWkZM8q+QbmlGTAnJIMmFOSAXNKMvDFnHrcpNTNMjIyAAARERFOj/ntt9/Qo0cPu229evXCb7/9VqF9o5K5YC64fY+VUhVv9yUuck5ERERERESezaMfgaYoCh5//HEkJSWhSZMmTo87f/48YmJi7LbFxMTg/PnzDo/Pzc1Fbm6u+v9msxkAYLVaYbVaAQAajQZarRaKotjNUtq2244rbrtWq4VGo3G43TZGV7brdDoIISCEsGtLp9MV6qOz7e4e0/mMbABAlWA/WK1WdUyOxirLmJx9Tu4cU7YlGylpKQCAVjGt3DomT/95YvZ8e0wACl1TZR+TN35Ovj4m27neNCZv/Jx8fUxWq9Xh31NlHlNR2zkmOcdky6ntWG8YU1F955jkHJMtp4qiFDlWWcbkCo+elJo0aRL279+PzZs3l2u706dPx9SpUwttP3DgAIKDgwEUVGbFxcXh9OnTSE9PV4+JjY1FbGwsjh8/jszMTHV7zZo1ERkZidTUVOTk5Kjb69SpA5PJhJSUFLsgJCYmws/PD8nJyXZ9aNq0KfLy8uwWd9fpdGjatCmuXbuGzMxMHDhwABqNBgEB/8/efcc3Ve5/AP+cpM1om7QUOgChQNnSggiiIEvxIjhwgF5FGSLiQrkorqsyftcBIoIT1CsoiFfFheM6QBAZeh2MguwNpRQ6kq40Tc75/RESGprurCfn8369eLU9OTl5nuZDpV+f53sM6Ny5MwoKCnD06FHP+SaTCenp6cjNzfUqzIV6TkdPu4p/xaeO46+/CpCRkYGioiIcOHDAc65oc/L1PoV6TjuLd8IhO9DM0AwtYltg+/btQZ/TqVOnvLLK94lzCsc5JSUlwW63e3IaCXOKxPdJ7XNq06YNTCYTdu7c6fUPPpHnFInvk9rnpCgK4uLiUF5ejr1790bEnIDIe5/UPidFUVBW5vqf5JEyJyDy3ie1z0lRFBQVFSE7OxtpaWlCz+nUqVOoC0kJ082K999/P7744gusW7cObdu2rfHc1q1bY+rUqZgyZYrn2PTp0/H5559j69atVc73tVKqVatWyM/Ph9lsBhBZ1dZzxxiKOSmKgvOnf4+yCid+nDoAaU1jhJ+Tr+PhMKe3st7Ca1tfw9C0oZg7aG5EzKnyGCPlfeKcOCfOiXPinDgnzolz4pw4J86Jc4rUORUWFqJJkyawWCyeOosvYVeUUhQFkydPxmeffYa1a9eiQ4cOtT7n5ptvRmlpKb788kvPsb59+yIzMxMLFy6s9flWqxXx8fG1frNCTZZl5ObmIjk52RMWUVhtFcic8T0AYOesK2HUqecWl8F296q7seH4Bjx20WMY3WV0SMYgclZJPZhTEgFzSiJgTkkEzCmJIJJyWtc6S9jN8r777sOyZcuwfPlymEwm5OTkICcnx7PUEgDGjBmDxx9/3PP1gw8+iG+//RYvvvgidu3ahRkzZuD333/H/fffH4opBIyiKJ4lfaLJPXPnPbMhigWpAHLKTmzNda0O7JncM2TjEDmrpB7MKYmAOSURMKckAuaURKDGnIZdUeqNN96AxWLBoEGD0Lx5c8+fDz/80HPOkSNHcOLECc/Xffv2xfLly/Hmm2+ie/fuWLFiBT7//PMam6NTcOVYXNslU+N5571A2le4D8UVxYiNjkWHJrWvMiQiIiIiIiIKlbBrdF6XiuDatWurHBs1ahRGjRoVgBGRP5w8s1IqxcyiVCDtyNuBDgkd0Da+LaI0YffXm4iIiIiIiMiDv7UKxH0XM/ddokRysshVlEo2sSjVEGUVZYjSRKHIXgSTzgSH7IAx2ljlnOFth+Oi1IuQZExCWUVZlXOCReSsknowpyQC5pREwJySCJhTEoEac8qilEA0Gg1at24d6mE0SK7VtX0vxawP8UjEU+4sxzvb38HyXcthtVth1pkxuvNoTMicAL1WX+dzgknkrJJ6MKckAuaURMCckgiYUxKBGnMadj2lqHqyLOPIkSNVbsMoghwLt+81RFlFGd7e9jYWblsIq90KALDarXhj2xv497Z/o6yirE7nBJvIWSX1YE5JBMwpiYA5JREwpyQCNeaURSmBKIqC/Px8ITvxu7fvsShVP1GaKCzftdznY+/veh+SJEGSpBrPCUVvKZGzSurBnJIImFMSAXNKImBOSQRqzCmLUhQU3L7XMEX2Is/qp3NZ7VZY7Bbk2/JrPKeooiiQQyQiIiIiIiJqEBalKOBkWUEuV0o1iElnglln9vmYWWdGgj4BTY1NazzHFG0K5BCJiIiIiIiIGoRFKYFIkoTU1FThOvEXlNpR4XQtP0wycaVUfThkB0Z3Hu3zsdGdR0OWZciyXOM5DtkRyCH6JGpWSV2YUxIBc0oiYE5JBMwpiUCNOeXd9wSi0WiQmpoa6mHUW47VtUqqWZwO0VrWQevDGG3EhMwJUKDUeGe9CZkTALh6SIXL3fdEzCqpC3NKImBOSQTMKYmAOSURqDGnLEoJxOl04tChQ2jTpg20Wm2oh1NnZ/tJceteQ+i1elybfi3GdxsPi92CZoZmcMgOr2KTXqvH+G7jMTFzIooqimCKNlU5J5hEzSqpC3NKImBOSQTMKYmAOSURqDGnXLYimKIi8ZpWn7Syn1Rjrc9ejys/uRJLdyxFtDYaxmhjlXOM0UZEa6ORaEis9pxgEjGrpD7MKYmAOSURMKckAuaURKC2nLIoRQF3knfea7TC8kIUlBeg1FEa6qEQERERERER+QWLUhRwJ8/ceS/ZxJVSDWUptwAAEvQJoR0IERERERERkZ+wKCUQSZLQqlUr4Trxn7S4ilKp8SxKNVRheSEAcYpSomaV1IU5JREwpyQC5pREwJySCNSYUzY6F4hGo0HTpk1DPYx6c6+U4va9hnMXpeL18aEdSB2JmlVSF+aURMCckgiYUxIBc0oiUGNOuVJKIE6nE7t27YLT6Qz1UOrF3VOK2/cazmITa/ueqFkldWFOSQTMKYmAOSURMKckAjXmlEUpwdhstlAPoV4cThmni92NzlmUaijP9j1DQkjHUR+iZZXUiTklETCnJALmlETAnJII1JZTFqUooE4X26EoQJRGQtNYXaiHIyx3o3NRtu8RERERERER1YZFKQqoHKv7znt6aDTqadbmTxVyBYoqigCIs32PiIiIiIiIqDYsSglEo9GgXbt20GjEedtOuotS3LrXYO5VUgBg1plDOJK6EzGrpD7MKYmAOSURMKckAuaURKDGnPLuewKRJAlmsxhFCbdcK++811juopRJZ0KURoy/siJmldSHOSURMKckAuaURMCckgjUmFP1lN8igNPpRFZWllCd+N133mOT84bzNDkXaOueiFkl9WFOSQTMKYmAOSURMKckAjXmlEUpwYgWzpOelVIsSjWUiEUpQLyskjoxpyQC5pREwJySCJhTEoHacsqiFAVUDotSjebevidaUYqIiIiIiIioJixKUUDlerbvsadUQ4m6UoqIiIiIiIioJixKCUSj0aBTp05CdeI/WcSVUo3lLkrF6+NDO5B6EDGrpD7MKYmAOSURMKckAuaURKDGnKpnphFCp9OFegh1ZqtworC0AgCQYmJRqqFE3b4nUlZJvZhTEgFzSiJgTkkEzCmJQG05ZVFKILIsIysrC7Ish3oodeLeuqeP0sBsjArxaMRVaCsEIFZRSrSskjoxpyQC5pREwJySCJhTEoEac8qiFAWMe+tearwBkiSFeDTi8mzfM4izfY+IiIiIiIioNixKUcCcdN95j1v3GkXU7XtERERERERENWFRigLm5Jnte8m8816j8O57REREREREFIlYlBKIRqNBRkaGMJ34c628815jKYoi5Eop0bJK6sSckgiYUxIBc0oiYE5JBGrMaYO6T69ZswarV6/Ghg0bcOzYMZw+fRoxMTFISkpCRkYGBg4ciKuvvhqpqan+Hq/q2e12GAxiFHlyPEUprpRqqJKKEjgUBwAgXi9WTymRskrqxZySCJhTEgFzSiJgTkkEastpnctvJSUleO6559CuXTsMGTIEzz77LH766SccP34csbGxsNls2L59O95//33cddddSEtLw8iRI7Fhw4ZAjl9VZFnG7t27henEf5IrpRrNvXVPr9XDGGUM7WDqQbSskjoxpyQC5pREwJySCJhTEoEac1qnotTChQvRvn17/POf/4TZbMb//d//YfXq1bBYLCgtLcWxY8eQl5eHiooK7Nq1C++++y5uuukmfP/99xgwYABuuOEGHDx4MNBzoTCTe6anFItSDefeuifaKikiIiIiIiKi2tSpKDV58mRcccUV2LZtG7Zs2YInnngCgwcPhslk8jpPkiR07NgRt99+O5YuXYqTJ09i0aJF2Lp1K5YuXRqQCVD44kqpxisoLwAgVj8pIiIiIiIiorqoU0+pHTt2oGPHjvW+uNFoxJ133onx48fjyJEj9X4+VaXVakM9hDopLnegxO4EwJ5SjSHynfdEySqpG3NKImBOSQTMKYmAOSURqC2ndSpKNaQgVZlWq0Xbtm0bdQ1yfR8zMjJCPYw6ybG4VkmZDFGI0TWonz5B3O17ImWV1Is5JREwpyQC5pREwJySCNSYU/XcZzACKIoCq9UKRVFCPZRa5XLrnl+4V0o10TcJ7UDqSaSsknoxpyQC5pREwJySCJhTEoEac8qilEBkWcaBAweE6MR/sshdlOLWvcYotBUCEG+llEhZJfViTkkEzCmJgDklETCnJAI15jQgRakDBw6gXbt2SE9PD8TlSQAn3XfeM3GlVGO4t++J2FOKiIiIiIiIqCYBafZTUVGBQ4cOQZKkQFyeBOC+814yt+81iqfRuSEhpOMgIiIiIiIi8reAFKXS09Nx8ODBQFxa9QwGMYo8JeUOdEoxIS3RGOqhCE3ku++JklVSN+aURMCckgiYUxIBc0oiUFtOJUVNHbSqYbVaER8fD4vFArPZHOrhCK/M7gAg4XRxOZLNejhlhXfga6ChK4YiuyQby4YvQ/ek7qEeDhEREREREVGt6lpnYaNzgciyjLy8vLBuelZe4cTCnw6gz3Or0H/OGvR+ZhUW/XQA5RXOUA9NSKKulBIhq0TMKYmAOSURMKckAuaURKDGnLIoJRBFUXD06NGwvT1kmd2B19fux4LVe2EtcwAArGUOLFi9F6+v3Y9SuyPEIxRLhbMCpY5SAOIVpcI9q0QAc0piYE5JBMwpiYA5JRGoMacNLkodPXoUkyZNQnp6OoxGI7RabZU/UVHcsqUmWo0Gizf67iW2eONBRGlYA60P9yopjaSBSWcK7WCIiIiIiIiI/KxBVaMDBw6gT58+KCgowPnnn4/y8nKkpaXBYDDgwIEDqKioQPfu3ZGQkODn4VI4K7JVeFZIncta5kCRrQJN4/RBHpW43EUps84MjcSCHhEREREREUWWBv2mO3PmTFgsFqxevRpbt24FAIwfPx47d+7EoUOHcO2116KkpAQrVqzw62AJMJnCd8WMyRANs9F3ndNsjILJEB3kEYlN1H5SbuGcVSI35pREwJySCJhTEgFzSiJQW04bVJRatWoVhg8fjoEDB3qOufc8Nm/eHB9++CEA4IknnvDDEMlNq9UiPT0dWq021EPxySnLGN+3rc/HxvdtC4eKmrX5g6XcAgCI18eHeCT1F+5ZJQKYUxIDc0oiYE5JBMwpiUCNOW1QUer06dPo3Lmz5+uoqCiUlpZ6vtbr9bjiiivw1VdfNX6E5CHLMnJycsK2E79RF4V7B6Xjgcvbe1ZMmY1RePDyDrh3UDpidOwxVh8ir5QK96wSAcwpiYE5JREwpyQC5pREoMacNqhK0KxZM5SUlHh9fejQIe8LR0WhsLCwMWOjcyiKgpycHCQlJYV6KNXSR2sxqFMy7h6YjiKbA01idHDIMvTR6qn0+ou7KCXiSikRskrEnJIImFMSAXNKImBOSQRqzGmDVkp16NAB+/fv93x90UUX4bvvvsOBAwcAAKdOncKKFSuQnp7un1GSUP711V+4dPYa7Mkpgi5KwxVSDVRoKwQg5kopIiIiIiIioto0qCg1bNgwrFmzxrMSasqUKSgqKkJmZiZ69+6Njh07IicnB5MnT/bnWEkQ2YU25JfYYTaysXljiLx9j4iIiIiIiKg2DSpK3XPPPVi7dq2n+dagQYPwn//8B2lpadi+fTtSUlLw8ssvY+LEiX4drNpJkoTExERIkhTqoVSrwinjZJENANAiwRji0YjN3eg8wZAQ2oE0gAhZJWJOSQTMKYmAOSURMKckAjXmtEH7qsxmM/r06eN1bNSoURg1apRfBkW+aTQatG7dOtTDqFGOxQZFAXRRGjSN1YV6OEITeaWUCFklYk5JBMwpiYA5JREwpyQCNea0QSulKDRkWcaRI0fCuhN/dmEZAKBFvAEajXqqu4EgclFKhKwSMackAuaURMCckgiYUxKBGnPKopRAFEVBfn4+FEUJ9VCqlW05U5Ti1r1Gc2/fE/Xue+GeVSLmlETAnJIImFMSAXNKIlBjTgNSlDp69Cguu+wyXH755YG4PIWx7EL2k/IHWZFhsZ/pKSXgSikiIiIiIiKi2jSop1RtSktLsXbtWlU15yKX44VcKeUPRfYiyIprySaLUkRERERERBSJAlKUat26NdasWROIS6uaJElITU0N62Kfu6dUywRDiEciNvfWPWOUETqteA3jRcgqEXNKImBOSQTMKYmAOSURqDGnASlKGY1GDBw4MBCXVjWNRoPU1NRQD6NG2Vwp5RciNzkHxMgqEXNKImBOSQTMKYmAOSURqDGnbHQuEKfTif3798PpdIZ6KD4pioLjBSxK+YPoRalwzyoRwJySGJhTEgFzSiJgTkkEasxpo1ZKlZeX45tvvsHmzZthsVgQHx+PCy64AMOHD4der/fXGKmSoqKiUA+hWlabAyV211+eFvEsSjWGyHfecwvnrBK5MackAuaURMCckgiYUxKB2nLa4KLUypUrcdddd+HUqVNetyuUJAnJycl48803cc011/hlkCQG99a9xFgdjDptiEcjNtFXShERERERERHVpkFFqdWrV+PGG2+EVqvFHXfcgf79+yMlJQUnT57EunXrsGzZMtxwww347rvvcNlll/l7zBSmzvaTYpPzxnIXpUReKUVERERERERUkwYVpaZPnw6j0YiNGzeiW7duXo+NGTMGDzzwAPr164fp06ezKOVHkiShVatWYduJ31OU4ta9RnNv3xN1pVS4Z5UIYE5JDMwpiYA5JREwpyQCNea0QY3ON2/ejJtvvrlKQcotMzMTN910E/78889GDY68aTQaNG3aFBpNePanz7bYALDJuT8U2AoAiFuUCvesEgHMKYmBOSURMKckAuaURKDGnDZopjExMUhKSqrxnOTkZMTExDRoUOSb0+nErl27wrYTv3ulVEsWpRpN9Ebn4Z5VIoA5JTEwpyQC5pREwJySCNSY0wYVpYYMGYJVq1bVeM6qVatwxRVXNGhQVD2bzRbqIVTrbE8pFqUaKxIanYdzVoncmFMSAXNKImBOSQTMKYlAbTltUFFq7ty5yM3NxZgxY3D06FGvx44ePYrbb78dp0+fxty5c/0ySBJDdqHrL09zNjpvNHdRqomhSWgHQkRERERERBQgDWp0fvvtt6NJkyZ4//338Z///AetW7f23H3vyJEjcDqdyMzMxG233eb1PEmSsHr1ar8MnMKLwykjx+oqSnH7XuOJvn2PiIiIiIiIqDYNKkqtXbvW87nD4cCBAwdw4MABr3O2bt1a5Xlq6iAfCBqNBu3atQvLpme5ReVwygqitRKS4vShHo7QbA4bbE5XgU/U7XvhnFUiN+aURMCckgiYUxIBc0oiUGNOG1SUkmXZ3+OgOpAkCWazOdTD8MndTyo13gCNhsXHxnBv3YuSohAXHRfawTRQOGeVyI05JREwpyQC5pREwJySCNSYU/WU3yKA0+lEVlZWWHbiP+5uch7PrXuN5d66Z9abhV1dGBZZtZcCTjtQcsr10V4aurHQWWH0voRFTolqwZySCJhTEgFzSiJQY04btFKKQidcw+lucs5+Uo0XCXfeA0KcVYcN2DAf+HURYCsEDAlAn0lA/6lAFBvxh0wYvi/h+jOVqDLmlETAnJIImFMSgdpyyqIU+YV7+14LFqUaLVKKUiFjL3UVPn6affaYrfDs1/2mALqYEAxM5fi+EBERERHROViUIr9gUcp/eOe9BnJWAKf3AE3TXStxfPl1EdDvQWBOO6A0L7jjU7OYpsCUrJrflwEPB3dMREREREQUcixKCUSj0aBTp05h2Ynf01MqgVujGisSVkoFPKuyEzi1G8jefPZPTparIHXLf1wrcHyxFQKlp4G4FBalgikuBSg5XfP7YrMCsc2COaqw/plK5MackgiYUxIBc0oiUGNOWZQSjE6nC/UQfHKvlGJPqcaLhKIU4MesyjKQvx84/melAtQ2oMJHg2x7GRCX5OpV5KsAYkgA4poDY74EoPhnfFQHEmAw1/y+GEJzl5Fw/ZlKVBlzSiJgTkkEzCmJQG05ZVFKILIsIysrCxkZGdBqtaEejkeRrQJWmwMA0JxFqUaLhO17Dc6qogAFByutgNri+mMvqnquLg5o3gNo0QNocYHrT5O2rmbafSZ59y5y6zMJkB1AXHBX5BBcPaVqel+cDkAb3P8Ah+vPVKLKmFMSAXNKImBOSQRqzCmLUtRoJyyuO+/FG6MRp2ekGitSVkrVSlEAyzEg+0/vIpSvlTRRRqB55tniU4sLgKbtAY2PH9S6GNfd3ICwusub6vF9ISIiIiKic/ilgvDbb79h/vz52LVrFyRJQteuXTFlyhT07NnTH5enMHecTc79KmKLUtYT3j2gsje7+judS6sDUjO8C1DNOgHaevy4ijK47uY24GFXryKD2dUInYWP0OL7QkRERERElTS6KPXee+9h3Lhx6NChA3r06IHy8nJ8/fXXWL58OZYtW4a///3v/hgnhbGz/aT4i6U/RML2PZScginnF0gF/wVObHUVoIpzqp6niQKSu3oXoJK7AlF+2Mali3F9dDfPDvLWMKoG3xciIiIiIjpDUhSlUd1+27RpgxtuuAHz5s3zHCsqKkL//v1RXFyMffv2NXqQgWa1WhEfHw+LxQKzOTTNdutCURTIsgyNRgNJkkI9HI8XvtuF19bsx5hL0jBrRLdQD0dM9lLXSiCbBf1WXger3YrPrv0M7Zu0r/I4DPGu/jvuX+4DNI46v05pPnBii/cWPMvRqudJGiCpy5niUw+gRU8g5XwgmsVMCo1w/ZlKVBlzSiJgTkkEzCmJIJJyWtc6S51XSt19992YO3cu4uLivI4fP34cV199tdcxk8mEwYMHY+HChfUcNtXGbrfDYAivX+KzC109pbh9r4EcNmDDfODXRXDaClHUphUgSUhwb2mq9HhA+/DU5XVslrMrn9x/Cg5VuZQCCUpie0jnXQCpRU9XISo1A9DF+m+8RH4Qjj9Tic7FnJIImFMSAXNKIlBbTutclFq1ahU6d+6M1157DSNGjPAc7969O2bPno0uXbqgefPmAIBNmzbhgw8+QI8ePfw+YDWTZRm7d+8Ou0787CnVCPZSVyHozB3JrBoNlDMV8fjflgD9HgQ2vuJ9xzJb4dmv+03xz4qpc8bh/ToK0OFvwGf3AHl7fT8/sZ3XFjw5+Xxk7Tkcdlklqixcf6YSVcackgiYUxIBc0oiUGNO61yU2r59O55++mmMGjUKI0aMwKuvvoqUlBS89tpruPrqq9GqVSs0a9YM5eXlsFqtaNasGV599dVAjp3CBHtKNYI2yrUy6YxCrQYAECfLiM76BBj4iNfjXn5dBFz6D+C/jwH24oaPQRcHDJlew+u86Sp+leW7vo5vfWb73QVnt+IZm3g/x+ls+HiIiIiIiIhIFepclDIYDJgzZw5uueUWTJgwAV26dMGcOXNw55134uDBg1i2bBn27NkDAOjSpQtuvfVWxMZyq06kc8oKTlq5fa/BbBbXiqQzLBpXUSreKbt6LZUVej3u/dxCoCQXOPgTkPtXw8eQ3BUozq35dWxW4Ob3gWYdzjaoJiIiIiIiImqEet9974ILLsDvv/+OuXPn4sEHH8T777+Pt956C3fffXcgxkfnCLclfKeLy1HhVKDVSEg2caVUvRniXb2bzhSECjWu9zdBdgIVNsCY4PW493MTgNgU4ILbgIqyho8h2gjEpdTyOk0Bc/N6XTbcskrkC3NKImBOSQTMKYmAOSURqC2n9S5KAYBGo8EjjzyCG2+8EZMmTUJmZiaeeuopPPLII6r7BgaTVqtFRkZGqIfhxd1PKtVsgFYj9t0BQuLUbuCiicC6FwCc3b6X4JSBzFGAo9zVbLxyrye3PpMARQYuua/x47CX1vw6Tgeg1dX5cuGYVaJzMackAuaURMCckgiYUxKBGnOqacyT09PTsWrVKrz66quYO3cuLrzwQvz+++/+GhudQ1EUWK1WKIoS6qF4ZHuanHOVVL1t+whYcQfQ525g4KOAIeHs9r1mnV13vdObXB/PPA7A9XHgo67j/mhyDriu48fXCcesEp2LOSURMKckAuaURMCckgjUmNM6F6UURcH8+fPRtWtXxMXFoWvXrliwYAEURcEdd9yBv/76Cx07dsQll1yCqVOnorS0NJDjViVZlnHgwAHIshzqoXhk8857DXP8D+CL+4HTe4CtH7oaiU/bi8K+rlVPCeddBESdKfRFGTyPY9p+18d+D5593F/8+DrhmFWiczGnJALmlETAnJIImFMSgRpzWuei1OzZszF16lS0aNEC999/P1q2bImpU6dizpw5AICUlBR89NFH+PTTT7FixQqcf/75+P777wM2cAoP2YVscl5vRTnAf0YDznKg4zDg4ntcK5G0OhQqdgBAgjHJ+zlnHkdsM9dHXYBuIhCs1yEiIiIiIiLVq3NR6u2338awYcOwatUqPP/88/jhhx9w5ZVX4q233vI675prrsGOHTswbNgwDB8+vN4DWrduHa655hq0aNECkiTh888/r/H8tWvXQpKkKn9ycnLq/dpUf8e5Uqp+KmyuglTRCSCpM3DDm4Dm7F9DS7kFABCvjw/VCImIiIiIiIiCos5FqdOnT6NLly5exzp37ozTp09XOddkMuH111/HunXr6j2gkpISdO/eHa+99lq9nrd7926cOHHC8yc5Obnery0CgyG8eje5t++1VGtPKXsp4LQDJadcH+0+tq1WPgcK0P8fQMtewC0fAAaz16mF5YUAgAR9QsCHHmjhllUiX5hTEgFzSiJgTkkEzCmJQG05rfPd93r16oVly5Zh5MiR6NmzJzZv3ozly5ejd+/e1T6nb9++9R7QsGHDMGzYsHo/Lzk5GQkJCfV+nki0Wi06d+4c6mF4UXVPKYcN2DAf+HURYCt0NQbvM8nVGNzdh8nXORdNBMau9Lk1LlKKUuGYVaJzMackAuaURMCckgiYUxKBGnNa55VSr7zyCjQaDfr16wej0Yi+fftCkiQsWLAgkOOrsx49eqB58+a44oorsGHDhlAPJyBkWUZeXl7YND0rtTtQUFoBQIVFKXsp8PM84KfZrmIT4Pr402zXcesJ1xa9n1+ses66F4ANC3yuqrLYzmzfM4i9fS/cskrkC3NKImBOSQTMKYmAOSURqDGndV4p1aVLF+zZswdffvkljh07hlatWuGqq66CyWQK5Phq1bx5cyxcuBC9evVCeXk53n77bQwaNAi//vorevbs6fM55eXlKC8v93xttVoBAE6nE06nEwAgSRI0Gg1kWfa6HaP7uPu82o5rNBpIkuTzOIAqYavuuFarhSzLOHLkCEwmE7Rardfxc28Z6eu4v+d0LL8EABCnj0JstMZzzfrMSVGUaucaijnV+X3SRkH6dRF8+nWR6651kIBf36z2HGXAw5DOXFtRFCiK4rVSKpyyV9/3yel0emU1HP8+CZs9zslvc1IUpcrPVNHnFInvk9rnpCgKjh496pVT0ecUie+T2ufk/u9+fHy8zzGKOKeajnNOYs7JndOEhKr/zhZ1TjWNnXMSc07unJrN5oiYU13UuSgFAHFxcbjlllvq85SA69SpEzp16uT5um/fvti/fz9eeuklLF261OdznnvuOcycObPK8R07diAuLg4AkJiYiNatW+PYsWPIz8/3nJOamorU1FQcOnQIRUVFnuOtWrVC06ZNsXfvXthsNs/xdu3awWw246+//vIKQqdOnaDT6ZCVleU1hoyMDNjtduzevdtzTKvVIiMjA8XFxcjPz8eOHTsgSRIMBgM6d+6MgoICHD161HO+yWRCeno6cnNzvRq++3tOm7a5xphoALKysho0p6KiIhw4cMBzPNRzqsv7ZDAY0KlV07Orn85lK4RiKwLkCkg1nVNWCCku2TMnm9MGu3zm7nv6hLDKXn3fp1OnTnllNRz/PomYPc7Jv3NKSkpCUVGRJ6eRMKdIfJ/UPqc2bdoAAHbu3On1Dz6R5xSJ75Pa5+TOZnl5Ofbu3RsRcwIi731S+5wURYHF4tqVEClzAiLvfVL7nBRFQX5+PrKzs5GWlib0nE6dOoW6kJRzS1phRJIkfPbZZ7juuuvq9bxp06Zh/fr12LRpk8/Hfa2UatWqFfLz82E2mz2vHW6VSYfDgaysLJx//vlhsVJq+S+H8MTnOzCoYxL+PfZCdVXF4YT0QgffhSlDApRprn+Q1XaOpNV5xp5dnI3hnw9HlCYKf972p2f1VNDm5Mf3qaKiAtu3b/dkNRz/PgmbPc7Jryultm3b5vUzVfQ5ReL7pPY5KYqC7du3o2vXrlwpxTmF7ZycTid27NiBjIwMT5Ff9DnVdJxzEnNO7pxmZmZ6/h0g+pxqGjvnJOac3Dnt1q0boqOjhZ5TYWEhmjRpAovF4qmz+FKnlVJ33303nnrqKbRs2bIup1fxn//8B06nE6NHj27Q8+try5YtaN68ebWP6/V66PX6Kse1Wq3XP/iAs2+Kr3ODfVySJJjN5irjrG6M9T1e3zHmWF2FvZZNjF7n1HdOvo6Hak51Pm4vdzU1/2l21ZP7TILkdHg+r/Ecrc4z9iKHq9KdoE+AJElV/lHnt7E34HhD3qf6ZFWUOdXnOOcU/nNyOp0+c1rfMdb3ON8nzqk+Y3E6nZ6te76eI+Kc/HmccwqfOZnN5mrHLuqcajrOOYk5J/cvxpE0p9rGyDmJNyf31r2azhdtTjWp01lffvkl2rdvj/Hjx2PNmjV1unB2djbmzp2Lrl27YvTo0SgrK6vT84qLi7FlyxZs2bIFAHDw4EFs2bIFR44cAQA8/vjjGDNmjOf8+fPn44svvsC+ffuwfft2TJkyBT/++CPuu+++Or2eSLRaLdLT06sNTrAdL3QtC1Rdk3MA0MW47rI38FHXHfUA18eBj7qO62Lqdk4lkXLnPSD8skrkC3NKImBOSQTMKYmAOSURqDGndVoptW/fPsyZMwcvvvgi3nvvPSQmJuKiiy7ChRdeiJSUFCQkJMBmsyE/Px+7d+/Gr7/+ip07d0KWZVx66aVYvHgx+vTpU6cB/f777xg8eLDn66lTpwIAxo4diyVLluDEiROeAhUA2O12PPTQQzh+/DhiYmKQmZmJVatWeV0jUsiyjNzcXCQnJ9e56hhI2YWuQmNLNRalACDKAHS5xtXU3GYBYpsBzgrX8crn9JsCDHgYsFkBg7nqOWdYyl173COhKBVuWSXyhTklETCnJALmlETAnJII1JjTOhWljEYjpk+fjqlTp+K9997D4sWL8d133+G///0vAHi2Gbn3ESYmJmLs2LG4++670bt373oNaNCgQVX2I1a2ZMkSr68feeQRPPLII/V6DVEpioKcnBwkJSWFeigAgGyLqyilypVSbt/9Ezi5HbjqJeD8EYBWV/Uc94qo2Gauj77OQWStlAq3rBL5wpySCJhTEgFzSiJgTkkEasxpve6+ZzKZcN999+G+++5DYWEhNm3ahGPHjiEvLw9GoxFJSUnIyMhARkZGoMZLYUKWFZzwbN+ruupHFWQZyN4ClFuApu0afTl3USpeH9/oaxERERERERGFu3oVpSpLSEjAsGHD/DkWEsjpknLYnTI0EpBiVmlRquCgqyAVZQCSOjf6cpG0fY+IiIiIiIioNurYpBghJElCYmJitXdlC6bsM6ukUswGRGtVGqPjf7o+pmYC2uhGXy6Stu+FU1aJqsOckgiYUxIBc0oiYE5JBGrMaYNXSlHwaTQatG7dOtTDAHC2ybmq+0llb3Z9bHGBXy4XSdv3wimrRNVhTkkEzCmJgDklETCnJAI15lSlS1zEJMsyjhw5AlmWQz0UFqUAvxelLLbI2b4XTlklqg5zSiJgTkkEzCmJgDklEagxpyxKCURRFOTn59d4d8JgyVZ9k3MncGKr6/OWPf1ySc/2PUOCX64XSuGUVaLqMKckAuaURMCckgiYUxKBGnPKohQ1iHulVEu1rpQ6vQeoKAF0cUDT9n65pLvReSRs3yMiIiIiIiKqDYtS1CDZFldRqnm8SotS7ibnzXsAGm2jL+eQHSiqKAIQGdv3iIiIiIiIiGrDopRAJElCampqWHTiP9tTSqXb9zz9pHr45XLuVVIAYNaZ/XLNUAqnrBJVhzklETCnJALmlETAnJII1JjTRt19LycnB59++il27dqF0tJSvP322wCAU6dO4eDBg8jIyIDRqNKVNAGg0WiQmpoa6mHAVuHE6WI7ABVv3/N3k/MzRSmTzoQojfg3xQyXrBLVhDklETCnJALmlETAnJII1JjTBq+Uev3119G2bVvcf//9ePXVV7F48WLPY7m5ubjkkkuwbNkyvwySXJxOJ/bv3w+n0xnScZy02tApxYSWCQbEG6NDOpaQcNiBnCzX535sct5E3wQ9knr45XqhFi5ZJaoJc0oiYE5JBMwpiYA5JRGoMacNKkp9+eWXuP/++5GRkYGVK1finnvu8Xr8/PPPR2ZmJj7//HN/jJEqKSoqCunrl9kdSI034O2xvbBq6iCUVajnL4vHqZ2AsxwwJABN2vrlkikxKfj2xm/x5MVPosJZgbKKMr9cN5RCnVWiumBOSQTMKYmAOSURMKckArXltEH7hF544QW0bt0aa9asQWxsLP74448q52RkZODnn39u9AApfJRXOLHwpwNYvPEgrGUOmI1RGN+3Le4dlA59dOObfQvD3eS8xQWAH/b6ljvL8fm+z7F813JY7VaYdWaM7jwaEzInQK/VN/r6REREREREROGoQUWpLVu24Pbbb0dsbGy157Rs2RInT55s8MAovJTZHVj40wEsWL3Xc8xa5vB8PWlgO8ToxO+FVCd+7CdVVlGGd7a/g4XbFnqOWe1WvLHtDQDA+G7jYYxWad8uIiIiIiIiimgN2r4nyzKio2vuJZSbmwu9nqs8/EmSJLRq1Soknfi1Gg0Wbzzo87HFGw8iSqOiGzlmV1op1UhRmigs37Xc52Pv73pf2KbnocwqUV0xpyQC5pREwJySCJhTEoEac9qgSkKnTp1q3JrncDiwbt06ZGRkNHhgVJVGo0HTpk2hCUEBqMhWAWuZw+dj1jIHimwVQR5RiFSUAbk7XZ/7ocl5kb0IVrvV52NWuxVFFWLuJw5lVonqijklETCnJALmlETAnJII1JjTBs109OjR2Lx5M2bOnFnlMafTiYcffhgHDhzAmDFjGj1AOsvpdGLXrl0h6cRvMkTDbPS9asdsjILJoJK78J3cAcgOIDYJMLds9OVMOhPMOrPPx8w6M0zRpka/RiiEMqtEdcWckgiYUxIBc0oiYE5JBGrMaYOKUpMnT8bAgQMxa9YsdOzYEZ988gkA4KabbkKHDh3w8ssv44orrsCECRP8OlgCbDZbSF7XKcsY39f3nebG920LhywHeUQh4mly3tMvTc4dsgOjO4/2+djozqPhkH2vThNBqLJKVB/MKYmAOSURMKckAuaURKC2nDaoKBUdHY3vvvsOjz32GPLy8rB9+3YoioIVK1YgPz8fjz76KFauXKmqfZCRzqiLwr2D0vHg5R08K6bMxig8eHkH3DsonU3OG8gYbcSEzAmYlDnJs2LKrDPjnsx7MCFzApucExERERERUcRqcCVBp9PhmWeewb/+9S/s3r0b+fn5MJvN6NKlC7RarT/HSGFCH63F2L5tMGlgO+SX2JFsMsAhy9BHq+j99mOTcze9Vo+MZhm4Y+QdKHOUwawzwyE7oNfyRgFEREREREQUuRpUlDpy5AgSEhJgNpshSRI6d+5c5ZyioiIUFBSgdevWjR4kuWg0GrRr1y6kTc8Oni7GxPf+QEZLM969ow90DVtsJ6byYuDUbtfnfixK2Z123P/j/Wiib4Kvb/ga0dpoRGvF7tEVDlklqg1zSiJgTkkEzCmJgDklEagxpw2aadu2bbFgwYIaz3n55ZfRtq3vHkTUMJIkeQqBoZJjKUd+iR0l5eppvOaRsw2A4mpwbkrx22ULbAUAXHfbi42O9dt1QykcskpUG+aURMCckgiYUxIBc0oiUGNOG1SUUhQFiqLUeg75l9PpRFZWVkg78Z+0upqupZgNIRtDyBz3/9Y9ACgodxWlEvQJ0EiRUREPh6wS1YY5JREwpyQC5pREwJySCNSY04D9Bnzs2DGYTGLezj6chTqcJ4tUXJTyc5Nzt3xbPgCgiaGJX68baqHOKlFdMKckAuaURMCckgiYUxKB2nJa555Ss2bN8vp67dq1Ps9zOp04evQo/vOf/+Diiy9u1OAo/ORaywEAKWYVNuF2Nzlv2dOvl3Vv30s0JPr1ukREREREREThrM5FqRkzZng+lyQJa9eurbYwBQAtWrTA7NmzGzM2CkOq3b5XVgDkH3B93ryHXy/tLkpF2kopIiIiIiIioprUuSi1Zs0aAK5eUZdddhnGjRuHsWPHVjlPq9UiMTERnTt3VlXH+GDQaDTo1KlTSL+vOWeKUslqWymVvcX1sUkbIMa/K5o82/f0kVOUCoesEtWGOSURMKckAuaURMCckgjUmNM6F6UGDhzo+Xz69OkYPHgwBgwYEJBBUfV0Ol1IX//s9j2VrZTy9JPy79Y94Gyj80jbvhfqrBLVBXNKImBOSQTMKYmAOSURqC2nDSq/TZ8+nQWpEJBlGVlZWZBlOSSvX1zuQHG5A4Cai1L+bXIOROb2vVBnlagumFMSAXNKImBOSQTMKYlAjTmt80qp6hw9ehTZ2dkoLy/3+TiLV5Ej98zWvTh9FOL0jY6OWNxFKT83OQcisyhFREREREREVJsGVxa+/PJLTJs2DXv37q3xPLXdzjCSnTyzdU91/aSKTwN6ExDTDEjN9Pvl3T2lIm37HhEREREREVFNGrR9b+3atbj++utRXFyM+++/H4qiYMCAAbjrrrvQtWtXKIqCq666Ck8//bS/x0sh5LnznklFW/fspYDBBNzyH2BKFqDx/woxd0+pSGp0TkRERERERFSbBhWlnn/+ecTFxeGPP/7AggULAACDBw/GG2+8gaysLDzzzDNYvXo1RowY4dfBqp1Go0FGRkbIOvG7i1Kp8SopSjlswIb5wNyOwIJMYF4X19cOm/9eQnbAUm4BEFnb90KdVaK6YE5JBMwpiYA5JREwpyQCNea0QTP97bffcN111yElJcVzrHIjrscffxwXXHABV0oFgN1uD9lrq2r7nr0U+Hke8NNswFboOmYrdH398zzX435QWO66tgQJCfoEv1wzXIQyq0R1xZySCJhTEgFzSiJgTkkEastpg4pSpaWlaNmypedrvV4Pq9Xqdc7FF1+MDRs2NG505EWWZezevTtknfhPFqlo+542Cvh1ke/Hfl3ketwP3E3O4/Xx0Gq0frlmOAh1VonqgjklETCnJALmlETAnJII1JjTBhWlUlNTcerUKc/XLVu2xI4dO7zOycvLY5PzCHPScqYoZVZBUcpmObtCqspjhYDN6vuxenIXpSJtlRQRERERERFRbRpUlOrevTu2b9/u+Xrw4MFYs2YNPvjgA5SUlOC7777DRx99hMxM/9+pjELHs1JKDdv3DPGAIaGaxxIAg9kvL5NfzjvvERERERERkTo1qCh17bXXYsuWLTh8+DAA4IknnkBcXBxuu+02mM1mDB8+HA6HA//617/8OlgCtNrQbPFSFMXTU0oVK6WcDqDPJN+P9ZnketwP3CulIqnJuVuoskpUH8wpiYA5JREwpyQC5pREoLacSoqiKP640P79+zFv3jwcOHAAaWlpuPvuu9GjRw9/XDrgrFYr4uPjYbFYYDb7ZwVMpCkstaPHrB8AALv/dSX0USr4i+KwAeteBP73pmvLniHBVZDqPxWI8k9h7vUtr+ONrW9gZMeRmH7JdL9ck4iIiIiIiCiU6lpn8U+3ZgDp6el47bXX/HU58kFRFBQVFcFkMkGSpKC+tnuVVJOYaHUUpABAqwfO6wVcOgWwlwDGBMBZ4beCFADk21zb95roI2ulVCizSlRXzCmJgDklETCnJALmlESgxpw2aPteXRw8eBDjxo0L1OVVSZZlHDhwICSd+HOsKmpy7lZwCFh+E/DKha5VUlodoIv170uc2b4XaT2lQplVorpiTkkEzCmJgDklETCnJAI15tTvRakjR45g4sSJ6Ny5M5YuXervy1OInDxTlEpWU1Eqe7ProykViNIF5CUKyiO3pxQRERERERFRTepVlFq/fj0GDx4Ms9mMxMREjBgxArt37wYAlJaWYurUqejYsSP+/e9/IykpCS+//HJABk3Bl3umKJWqhjvvubmLUi16BuwlIrnROREREREREVFN6txT6o8//sCQIUNgt9s9x7788kv8/vvv+Pnnn3Httdfir7/+QosWLfDoo4/irrvugl6vogJGkBgMoVmppKo777l5ilIXBOwl3D2lIm37HhC6rBLVB3NKImBOSQTMKYmAOSURqC2ndV4pNWfOHNjtdjz33HPIzc1Fbm4unnnmGZw4cQL9+/fHrl278OSTT2Lfvn2YPHkyC1IBoNVq0blz55DcIlJ12/dkGcje4vq8ZWBWSsmKDEu5BUDkNToPZVaJ6oo5JREwpyQC5pREwJySCNSY0zoXpTZs2IDLLrsMjz76KJo1a4ZmzZrh8ccfx+DBg5GTk4M5c+Zg1qxZqqvqBZMsy8jLywtJ0zN3USrFpJJiY94+wF4ERBmBZp0C8hLWciucihNA5G3fC2VWieqKOSURMKckAuaURMCckgjUmNM6F6Vyc3Nx4YUXVjnuPjZ27Fj/jYp8UhQFR48ehaIoQX9t1W3fc2/da94d0NZ5l2u95Je7tu7FRcdBpw1MI/VQCWVWieqKOSURMKckAuaURMCckgjUmNM6F6UcDgdiY2OrHHcfa9q0qf9GRWHFKSs4VewqSqXGq6Uo9afrYwD7SbHJOREREREREalZve6+R+qUV1IOp6xAIwFNYyNrRU+1gtDknEUpIiIiIiIiUrN67UtatmwZfvnlF69j+/btAwAMHz68yvmSJOHrr79uxPDoXCaTKeivmXtm616zOD2itCqoYzodwIltrs8D1OQcqHTnPX3k3XkPCE1WieqLOSURMKckAuaURMCckgjUltN6FaX27dvnKUKd69tvv61yTJKkho2KfNJqtUhPTw/66+ZYzjQ5V0s/qVO7AEcZoDcDiYH7fkfySqlQZZWoPphTEgFzSiJgTkkEzCmJQI05rXNR6uDBg4EcB9WBLMvIzc1FcnIyNJrgrVg6WeQuSqnkznuVm5wH8PtcUB65RalQZZWoPphTEgFzSiJgTkkEzCmJQI05rXNRKi0tLZDjoDpQFAU5OTlISkoK6uuq7857gW9yDpxdKZVoiLzte6HKKlF9MKckAuaURMCckgiYUxKBGnOqjtIbNUquVWXb94LQ5ByI7O17RERERERERLVhUYpqlWNV0fY9RzmQs931eQCbnAOVtu/pWZQiIiIiIiIi9WFRSiCSJCExMTHoDeTd2/eS1bBS6uQOQK4AjIlAQmC3rHruvheB2/dClVWi+mBOSQTMKYmAOSURMKckAjXmtF5336PQ0mg0aN26ddBf17N9z6SColTlflIB/EGgKEpEb98LVVaJ6oM5JREwpyQC5pREwJySCNSYU66UEogsyzhy5AhkWQ7aa9odMvJK7ACA1Hg1FKWC00+qpKIEFXIFgMgsSoUiq0T1xZySCJhTEgFzSiJgTkkEaswpi1ICURQF+fn5UBQlaK95qti1dS9aK6FJTHTQXjdksre4PgapybkxyghjlDGgrxUKocgqUX0xpyQC5pREwJySCJhTEoEac8qiFNUox+LaupdsMkT+vlZ7KZC70/V5gJuc55e7+kmxyTkRERERERGpFYtSVKNcNd15LycLUJxAXApgah7Ql4rkflJEREREREREdcGilEAkSUJqampQVyyd9BSl1NBPyt3kvGdAm5wDkV+UCkVWieqLOSURMKckAuaURMCckgjUmFPefU8gGo0GqampQX3Nk0WunlLqKEoFp8k5AOTbXNv3Eg2JAX+tUAhFVonqizklETCnJALmlETAnJII1JhTrpQSiNPpxP79++F0OoP2mqpaKXX8zEqpAPeTAs6ulErQJwT8tUIhFFklqi/mlETAnJIImFMSAXNKIlBjTlmUEkxRUVFQX++kWnpK2axA3l7X5817BPzlCsoje/seEPysEjUEc0oiYE5JBMwpiYA5JRGoLacsSlGNTlpVsn3vxFbXx/hWQFxSwF8u0rfvEREREREREdWGRSmqkWpWSnmanAe+nxRQqdG5PnJXShERERERERHVhEUpgUiShFatWgWtE3+p3YEimwOAClZKBbHJOaCOu+8FM6tEDcGckgiYUxIBc0oiYE5JBGrMKe++JxCNRoOmTZsG7fXcW/didFrE6SM8KkFscg6c7SkVqdv3gp1VooZgTkkEzCmJgDklETCnJAI15pQrpQTidDqxa9euoHXir3znvYiu1JbmA4WHXZ837x7wlytzlKHMUQYgcldKBTurRA3BnJIImFMSAXNKImBOSQRqzCmLUoKx2WxBey13USrZpJJ+UontAGPgi0TurXtRmijERccF/PVCJZhZJWoo5pREwJySCJhTEgFzSiJQW05ZlKJq5arlznueflJB2rp3piiVqE+M7BVoRERERERERDVgUYqq5V4plRof4UWp4tNATNOgNTnPt+UDiNyte0RERERERER1EeHdqyOLRqNBu3btoNEEp5aYE+nb9+ylgDYK6HsfMORpwGYJysu6m5xHclEq2FklagjmlETAnJIImFMSAXNKIlBjTlmUEogkSTCbzUF7vYjevuewARvmA78uAmyFgCEB6DMJ6D8ViArsfN3b9yK5KBXsrBI1BHNKImBOSQTMKYmAOSURqDGn6im/RQCn04msrKzg3X2v6Ozd9yKKvRT4eR7w02xXQQpwffxptuu4vTSgL+/evpdoSAzo64RSsLNK1BDMKYmAOSURMKckAuaURKDGnLIoJZhghVNRFE9PqRRzhG3f00a5Vkj58usi1+MB5FkppY/clVJA8LJK1BjMKYmAOSURMKckAuaURKC2nLIoRT5ZbQ7YKmQAEbhSymY5u0KqymOFgM0a0JdXw/Y9IiIiIiIiotqwKEU+uVdJxRujYYjWhng0fmaId/WQ8vlYAmAI7B7e/PLI375HREREREREVBsWpQSi0WjQqVOnoHTij9itewDgdLiamvvSZ5Lr8QBSw0qpYGaVqKGYUxIBc0oiYE5JBMwpiUCNOeXd9wSj0+mC8jonI/nOe7oY1132AN59L4CClVWixmBOSQTMKYmAOSURMKckArXlVD3ltwggyzKysrIgy3LAX8u9UirZFIFFKcBVeOpyDTD1L2DqTmDaXqDfgwEvSNmddhRXFAMAEvWRu30vmFklaijmlETAnJIImFMSAXNKIlBjTlmUIp/cRanU+Ajcvuf23T+B+RnA0f8BWh2giw34S7pXSWklLcz6wPauIiIiIiIiIgpn3L5HPp3tKRWhK6UUBcjeApRbgMS2QXvZgnJXUSpeHw+NxJowERERERERqRd/Kyaf3D2lInb7Xv4BV0FKqweSuwbtZd0rpXjnPSIiIiIiIlI7FqUEotFokJGREZRO/LmRfPc9AMje7PqYmgFoo4P2smppch7MrBI1FHNKImBOSQTMKYmAOSURqDGn6plphLDb7QF/DVlWkFsUwXffA84WpVpcENSXdW/fa6KP7KIUEJysEjUWc0oiYE5JBMwpiYA5JRGoLacsSglElmXs3r074J3480rscMgKJAlIMkXoSqnjf7o+tuwZ1JfNt+UDiPyVUsHKKlFjMKckAuaURMCckgiYUxKBGnPKohRV4W5y3jRWj2htBEZEdgIntro+D/ZKKfaUIiIiIiIiIgLAohT5kFsU4f2kTu8BKkqA6FigWcegvrRaekoRERERERER1YZFKcFotdqAv4b7znsR30+qeXdAE/jvZ2We7Xsq6CkVjKwSNRZzSiJgTkkEzCmJgDklEagtp1GhHgDVnVarRUZGRsBf52Sk33nP3U8qyFv3gEqNziN8pVSwskrUGMwpiYA5JREwpyQC5pREoMaccqWUQBRFgdVqhaIoAX2ds0WpCF8pFeQm54B6tu8FK6tEjcGckgiYUxIBc0oiYE5JBGrMadgVpdatW4drrrkGLVq0gCRJ+Pzzz2t9ztq1a9GzZ0/o9Xq0b98eS5YsCfg4Q0GWZRw4cCDgnfhLy53olGJC68SYgL5OSDgrgJws1+dBXinllJ2wlFsARH6j82BllagxmFMSAXNKImBOSQTMKYlAjTkNu6JUSUkJunfvjtdee61O5x88eBBXXXUVBg8ejC1btmDKlCm488478d133wV4pJGpzO7A8zdm4u2xvXBVZnOU2h2hHpJ/5f4FOMsBfTzQpG1QX7qwvBAKXBXveH18UF+biIiIiIiIKNyEXU+pYcOGYdiwYXU+f+HChWjbti1efPFFAECXLl2wfv16vPTSSxg6dGighhmRyiucWPjTASzeeBDWMgfMxiiM79sW9w5Khz46QpqtubfutegBaIJbk3Vv3TPrzIjWRAf1tYmIiIiIiIjCTditlKqvTZs2YciQIV7Hhg4dik2bNoVoRIFlMASmz1OZ3YHX1+7HgtV7YS1zrY6yljmwYPVevL52f+SsmAqDJueRvnXPLVBZJfIn5pREwJySCJhTEgFzSiJQW07DbqVUfeXk5CAlJcXrWEpKCqxWK8rKymA0Gqs8p7y8HOXl5Z6vrVYrAMDpdMLpdAIAJEmCRqOBLMteTcbcx93n1XZco9FAkiSfxwFU2Sta3XGtVguNRoMOHTp4xuo+fu4Yqzte05y0Gg0WbzxY5XsFAIs3HsR9g9t7XtOfc1IUxedxf8zJ5/uRvRkSAGfzHkClx4Ixp7yyPABAgj6hxvcvHLNX3/dJkiSvrEbCnCLxfVL7nLRabZWfqaLPKRLfJ85Jg86dO3v9GyUS5hSJ75Pa59SpUycAqHK+yHOKxPdJ7XPq0KFDxM2purFzTuLOqUOHDpAkyXNtkedUF8IXpRriueeew8yZM6sc37FjB+Li4gAAiYmJaN26NY4dO4b8/HzPOampqUhNTcWhQ4dQVFTkOd6qVSs0bdoUe/fuhc1m8xxv164dzGYz/vrrL68gdOrUCTqdDllZWV5jyMjIgN1ux+7duz3H3LeFtFqt2LVrF3Q6HSRJgsFgQOfOnVFQUICjR496zjeZTEhPT0dubi5ycnI8x6ub03nnnQfJYPKskDqXtcwBS2k58rIPw2az+XVORUVFOHDggOe4v+bk632SnOXIzP0LAHCwPAHFlcYZjDkdzz/uOq9ci6ysLL/MCQhO9ur7PuXk5ODo0aOerEbCnCLxfVL7nJKTk7Fjxw5P4TQS5hSJ75Pa59S2bVs4HA4cP37c6x93Is8pEt8ntc9JURScd955iI2NxZ49eyJiTkDkvU9qn5OiKFAUBT169IiYOQGR9z6pfU6KosButyM1NRVpaWlCz+nUqVOoC0kJ43sNSpKEzz77DNddd1215wwYMAA9e/bE/PnzPccWL16MKVOmwGKx+HyOr5VSrVq1Qn5+Psxms+e1w63a6nA4kJWVhfPPPx9ardZz3B8VZIcM9HrmB5+FKbMxCr//8wpoJcXvcwpqVfz479C+8zcgphmcU3cDZ34JDdacXt/8Ot7Y9gZuaH8Dnr74af/MqYbjoXyfKioqsH37dk9WI2FOkfg+qX1OiqJg27ZtXj9TRZ9TJL5Pap+ToijYvn07unbt6smp6HOKxPdJ7XNyOp3YsWMHMjIyPEV+0edU03HOScw5uXOamZnp+XeA6HOqaeyck5hzcue0W7duiI6OFnpOhYWFaNKkCSwWi6fO4ovwK6UuueQSfPPNN17HfvjhB1xyySXVPkev10Ov11c5rtVqvf7BB5x9U3ydG+zjkiRBkqQq46xujPU57nQ4ML5vWyxYvbfKY+P7toVDlqHTecfFX3Pyddwfc6rymjnbXB9bXABtlO/oB3JO7p5STY1NG/X+hSp79X2f6pNVUeZUn+OcU/jPyb1CytfPflHn5K8x1vc45xS4Obn/Eekrp/W5DhA+c/Lncc4pfOZU+d+p5xJ1TjUd55zEnJO7aBpJc6ptjJyTeHNyF5hqOl+0OdWkbmcFUXFxMbZs2YItW7YAAA4ePIgtW7bgyJEjAIDHH38cY8aM8Zx/991348CBA3jkkUewa9cuvP766/joo4/wj3/8IxTDF5ZRF4V7B6Xjgcvbw2x0FWzMxig8eHkH3DsoHTE64euXIW1yDpwtSjUxNAnJ6xMRERERERGFk7CrNPz+++8YPHiw5+upU6cCAMaOHYslS5bgxIkTngIV4Oq18PXXX+Mf//gHFixYgPPOOw9vv/02hg4dGvSxB4PJZArYtfXRWlx5firuHpgOa5kDibE6OGQZ+mjf1VPhZG92fWzZMyQvX2BTV1EqkFkl8hfmlETAnJIImFMSAXNKIlBbTsO6p1SwWK1WxMfH17rXUQ0e+2Qbvv/rJB66oiNGX5wW6uH4T3kx8HwrQJGBh3YDptSgD+H6L67HvsJ9WDRkEfq27Bv01yciIiIiIiIKhrrWWcJu+x5VT5Zl5OTk1PnWig2RV2JHfokdEVepzNnmKkiZWoSkIAWoa6VUMLJK1FjMKYmAOSURMKckAuaURKDGnLIoJRBFUTy3iQyU/BI7AKBprC5grxES7q17IeonJSsyCssLAaijKBWMrBI1FnNKImBOSQTMKYmAOSURqDGnLEqRF3dRKjHSilIhbnJeZC+CU3HdQSnRkBiSMRARERERERGFExalyEtecTmACCxKeZqch6YolW/LBwDERsdCp42w7y0RERERERFRA7AoJRBJkpCYmAhJkgJy/QqnDKvNASDCilJlhUD+ftfnzUNTlPL0k9JH/tY9IPBZJfIH5pREwJySCJhTEgFzSiJQY06jQj0AqjuNRoPWrVsH7PoFZ7buSRKQEBNBRakTW1wfE9KA2KYhGYK7KKWWrXuBziqRPzCnJALmlETAnJIImFMSgRpzypVSApFlGUeOHAlYJ/68M0WpJjE6aDURVJkNcZNzAMgvd23fU0OTcyDwWSXyB+aURMCckgiYUxIBc0oiUGNOWZQSiKIoyM/PD1gn/ohvct6yZ8iG4Nm+p5KiVKCzSuQPzCmJgDklETCnJALmlESgxpyyKEUeeZFalMre4voYwpVSaitKEREREREREdWGRSnyyD9z572mkVSUKskD9HFATFOgefeQDaPcWY4OCR3QPKZ5yMZAREREREREFE7Y6FwgkiQhNTU1YJ34I277nr3UVZC65T9AbFLIhlFWUYZHej+C02WnkRSThLKKMhijjSEbTzAEOqtE/sCckgiYUxIBc0oiYE5JBGrMKYtSAtFoNEhNTQ3Y9d3b9yJipZTDBmyYD/y6CLAVAoYEoM8koP9UIMoQtGGUO8vxzvZ3sHzXcljtVph1ZozuPBoTMidAr9UHbRzBFuisEvkDc0oiYE5JBMwpiYA5JRGoMafcvicQp9OJ/fv3w+l0BuT6EbNSyl4K/DwP+Gm2qyAFuD7+NNt13F4alGGUVZTh7W1vY+G2hbDarQAAq92KN7a9gX9v+zfKKsqCMo5QCHRWifyBOSURMKckAuaURMCckgjUmFMWpQRTVFQUsGt7Gp3HCb6CRxvlWiHly6+LXI8HQZQmCst3Lff52Pu73keUJrIXKgYyq0T+wpySCJhTEgFzSiJgTkkEasspi1LkkR8p2/dslrMrpKo8VgjYrEEZRpG9yLNC6lxWuxVFFer6YUNERERERERUGYtS5BEx2/cM8a4eUj4fSwAM5qAMw6Qzwazz/VpmnRmmaFNQxkFEREREREQUjliUEogkSWjVqlVAOvE7ZQUFpRGyUsrpcDU196XPJNfjQeCQHRjdebTPx0Z3Hg2HHJxxhEIgs0rkL8wpiYA5JREwpyQC5pREoMacRnZTmwij0WjQtGnTgFy7sNQORXF93kT0opQuxnWXPUUB/vdmyO6+Z4w2YkLmBChQVHn3vUBllchfmFMSAXNKImBOSQTMKYlAjTllUUogTqcTe/fuRYcOHaDVav16bffWPbMhCtHaCFhAp9UD5/UCLp0C2EsAYwLgrAhaQcpNr9VjaJuhGN9tPKx2K5oamsIhOyK6IAUENqtE/sKckgiYUxIBc0oiYE5JBGrMaQRUH9TFZrMF5LruO+81Ff3Oe26Fh4HlNwEv93StktLqAF1sSIayYu8KXPnJlfj+0PeI1kbDGG0MyTiCLVBZJfIn5pREwJySCJhTEgFzSiJQW05ZlCIAEdTk3C17s+ujKRWICu2ccktzUVBeAK1GHZVuIiIiIiIiorpgUYoAnF0pFTFFqeN/uj62uCC04wBwqvQUACDJmBTikRARERERERGFDxalBKLRaNCuXTtoNP5/2/KLI+TOe27ulVIte4Z2HABOlbmKUskxySEeSfAEMqtE/sKckgiYUxIBc0oiYE5JBGrMKRudC0SSJJjN5oBcO7+kHECErJSSZeDEVtfnIV4ppSgKcktzAQBJMepZKRXIrBL5C3NKImBOSQTMKYmAOSURqDGn6im/RQCn04msrCw4nU6/Xzuitu/l7wfKra477SV1CelQCssLUSFXAFDX9r1AZpXIX5hTEgFzSiJgTkkEzCmJQI05ZVFKMIEKZ77n7nsRUJRyb91LzQS0oV0M6F4l1UTfBDptBHxv60FNP0hJXMwpiYA5JREwpyQC5pREoLacsihFACrffU8f4pH4QTg1OT/TT0pNW/eIiIiIiIiI6oJFKQJwdvteRDQ6D6cm56UsShERERERERH5wqKUQDQaDTp16uT3TvyKoqAgUnpKOR1h0+QcAE6WngQAJBvVc+c9IHBZJfIn5pREwJySCJhTEgFzSiJQY07VM9MIodP5v2hkLXPAISsAIqAodXo34CgDdHFA0w6hHo1npVRyjLqKUkBgskrkb8wpiYA5JREwpyQC5pREoLacsiglEFmWkZWVBVmW/Xrd/FLXKqlYnRaGaK1frx107q17zXsAYVBdzi1zNTpXW1EqUFkl8ifmlETAnJIImFMSAXNKIlBjTkP/WzuFXH5JOQAgMRLuvOdpct4jpMNw8/SUMrKnFBEREREREVFlLEoR8ooj6M57YdTkHFD39j0iIiIiIiKimrAoRciPlDvvOezAye2uz8OgyblDduC07TQAFqWIiIiIiIiIzsWilEA0Gg0yMjL83ok/70xRqkmM4EWp3B2A0w4YEoAmbUM9GuTb8iErMjSSBomGxFAPJ6gClVUif2JOSQTMKYmAOSURMKckAjXmVD0zjRB2u93v1/SslBK9p5R7616LCwBJCu1YcHbrXjNDM2g1gjeQb4BAZJXI35hTEgFzSiJgTkkEzCmJQG05ZVFKILIsY/fu3f6/+16Ju6eU4EUpd5PzMOknlVvquvNeUoz6mpwHKqtE/sSckgiYUxIBc0oiYE5JBGrMKYtS5Nm+J3xRKnuL62MY9JMC1F2UIiIiIiIiIqoNi1KE/JJyAII3OreXArl/uT4Pl6JUmasolRKTEuKREBEREREREYUfFqUEo9X6vzdRfnEErJQ6uR1QnEBsMmBuGerRADjbUyrJqM6VUoHIKpG/MackAuaURMCckgiYUxKB2nIaFeoBUN1ptVpkZGT49ZqKoni27zWN1fv12kHl7icVJk3OgbMrpZJjkkM8kuALRFaJ/I05JREwpyQC5pREwJySCNSYU66UEoiiKLBarVAUxW/XLLU7Ue5wNVFLFPnue+4774VJk3Og0kopFfaUCkRWifyNOSURMKckAuaURMCckgjUmFMWpQQiyzIOHDjg10787jvv6aI0iNUJvEzQXZQKk35SQKVG5yrcvheIrBL5G3NKImBOSQTMKYmAOSURqDGnLEqp3NmtezpIYbLtrd7Ki4DTe1yfh0lRyu60o7C8EAAbnRMRERERERH5wqKUyrnvvCd0k/MTWwEogPk8IC48+jedKnNt3YvWRCNeHx/i0RARERERERGFHxalBGMwGPx6vbxIuPOep8l5j5AOozJ3P6nkmGRxV6A1kr+zShQIzCmJgDklETCnJALmlESgtpzy7nsC0Wq16Ny5s1+vmV9p+56wwrDJuZr7SQGBySqRvzGnJALmlETAnJIImFMSgRpzypVSApFlGXl5eQFpdJ4Yq/fbNYMujJucJ8eEx3bCYAtEVon8jTklETCnJALmlETAnJII1JhTrpQSiKIoOHr0KBISEvx2TU+j8zhBV0qV5gMFB12fh1NRqkzdRalAZJXI35hTEgFzSiJgTiOT0+lERUVFqIfhN06nE0eOHIHBYIBWK/BdxymiiZBTrVaL6Ohov12PRSmVO7tSStCi1Iktro9N2gLGJiEdSmXunlJJMercvkdEREREYlIUBTk5ObBYLFAUJdTD8RtFUaDRaHD48GHV9nyl8CdKTvV6PZo1awaz2dzoa7EopXJ5ohelPE3Ow2eVFFCpKKXSnlJEREREJCaLxYLCwkIkJSUhNjY2rH8xrg9FUWCz2WAwGCJmThR5wj2niqKgoqICFosFx48fB4BGF6ZYlBKMyWTy6/XyS8oBCNzovOQ0ENM0rJqcA9y+B/g/q0SBwJySCJhTEgFzGhkURUFubi7MZjOaNWsW6uH4laIokCQJer0+LH/ZJwLEyKnRaITJZMKxY8dw+vRpFqXURKvVIj093a/XzC8WdKWUvRTQRgGX3Atc/hRQVhjqEXlRe6PzQGSVyN+YUxIBc0oiYE4jh9PphNPp9MuWnHAjSRIMBkOoh0FUI1FyKkkS4uPjcfz4cVRUVDSqxxTvvicQWZaRk5Pjt078tgonSuxOAEBTke6+57ABG+YDL3QA5mcA87oCf77rOh4GSipKUFJRAkC9RSl/Z5UoEJhTEgFzSiJgTiOHw+EAAERFRd7aBfe2o0jqk0WRR6ScugtRTqezUddhUUog7qaD/gqou8l5lEaC2SjIf3jspcDP84CfZgO2QtcxW6Hr65/nuR4PMXc/qZioGMRGx4Z4NKHh76wSBQJzSiJgTkkEzGnkCddtQ40VSXcTpMglSk799XOCRSkVcxelmsTqxPkPjzYK+HWR78d+XeR6PMROlbmKUmpdJUVERERERERUFyxKqZj7zntCNTm3Wc6ukKryWCFgswZzND6pvZ8UEREREVGwHTp0CJIkYdy4caEeSsRYsmQJJEnCkiVL6vycNm3aoE2bNgEbk5oMGjRInMUjjcCilEAkSUJiYqLfgum+855QTc4N8YAhoZrHEgBD6JsyuotSSTFJIR5J6Pg7q0SBwJySCJhTEgFzqi7u4k/lPzqdDq1atcKtt96Kbdu2hXqI1dJqtX69XkMLMG3atPH6/mm1WjRr1gx/+9vf8MUXX/h1jFQ7d/HH/Uej0aBJkybo378/lixZEvStyf7OaV3NmDEDkiRh7dq1QX3d0O91ojrTaDRo3bq1366XJ+Kd95wOoM8kVw+pc/WZ5HpcG9r5eFZKGdW7UsrfWSUKBOaURMCckgiYU3VKT0/HbbfdBgAoLi7GL7/8gg8++ACffvopVq9ejX79+oV4hN4kSYJeHz43d9JqtXjyyScBAHa7Hbt27cLKlSvxww8/YO7cuXjooYdCPELg+uuvx8UXX4zmzZuHeihB8dBDDyEuLg5OpxMHDhzAp59+ivXr1+OPP/7AK6+8EpQxhFtOg4FFKYHIsoxjx47hvPPOg0bT+EVu+SJu39PFAP2nuj7/dZFry54hwVWQ6j8ViAr97TPdPaXUvFLK31klCgTmlETAnJIImFN1at++PWbMmOF17Mknn8QzzzyDf/7zn0FfbVEbRVFgt9uh04VHP92oqKgq37/vv/8eV155JZ5++mncc889iImJCc3gzoiPj0d8fHxIxxBMDz/8MFJTUz1fZ2VloU+fPnjttdcwdepUtG3bNuBjqJxTteB/NQSiKAry8/P9fve9xFjBKrFRBqDLNcDUv1x/pu0F+j0YFgUp4Ozd99RclPJ3VokCgTklETCnJALmlNwmT54MAPjtt988xyRJwqBBg3D8+HGMGTMGqamp0Gg0XkWrxYsXo0+fPoiLi0NcXBz69OlTbR8jp9OJ2bNno3379jAYDGjfvj2ee+45yLLs83z367ufW1l12+/sdjteeukl9O7dGyaTCXFxcejatSumTp2KgoICzxbGw4cP4/Dhw15bv84tNNXH3/72N3Tq1AmlpaXYsWMHgLNby2w2G5588kmkp6cjOjra63U2bNiAq666ComJiTAYDOjcuTOmT5+O0tKzdyYvLS2FyWRCenp6ta+fmZkJo9EIq9XVp7emnlJffPEFevfuDaPRiJSUFEycOBEFBQXVXttut2PevHno2bMnYmNjYTKZ0L9/f6xcubLKuePGjYMkSThw4ABefPFFdO3aFXq9Puj9wjIyMjBw4EAoioLff/+9zmPbvn07brrpJiQnJ0Ov16Nt27aYMmUK8vLyfL7O+vXrMXDgQMTGxqJZs2YYPXo0jh496vNc9+sfOnSoymM1bb9bt24drrvuOqSkpECv16NVq1a44YYbsH79egCunM2cORMAMHjwYE+eg9EfjCulVMxTlIoTsAr7/VNAzjbgqheB868P+Za9yk6WngQApMSkhHgkRERERETBd+5KpLy8PFxyySVITEzE3//+d9hsNpjNrl6wDzzwAF555RW0bNkSEyZMAAB88sknGD9+PDZv3owFCxZ4Xeuuu+7CO++8g7Zt2+K+++6DzWbDvHnzsHHjRr+MvaysDFdccQU2bNiADh06YPz48dDr9di7dy8WLVqEMWPGoE2bNpg+fTrmz58PAJgyZYrn+e4CWGOd+z288cYbsXXrVlx55ZVISEjwrNr5+OOPccstt0Cv1+Pmm29GcnIyvv/+e8yaNQvfffcd1q5dC4PBgJiYGNx444149913sXHjRvTt29fr+lu3bkVWVhZuvvlmz3tTnffeew9jx46F2WzG7bffjoSEBHz11VcYMmSIz1U+5eXluPLKK7F27Vr06NEDEyZMQEVFBb7++muMGDECr7zyCu6///4qrzN58mT88ssvuOqqq3DNNdcgOTl07VHOfT+qG9v69esxdOhQ2O12jBw5Em3atMGmTZuwYMECfPXVV/jll1/QrFkzz3VWr16NYcOGQaPR4Oabb0bz5s2xatUqXHrppWjSpIlfxr5gwQL84x//gNFoxPXXX4/WrVvj+PHjWL9+PVasWIFLL73UU1T76aefMHbsWE8xKiEhwS9jqJFCisViUQAoFosl1EOpkcPhUDZv3qw4HA6/XO/G1zcoaY9+pXy9Ldsv1wsaWVaU51orynSzohz/M9Sj8SLLstLzvZ5KtyXdlKPWo6EeTsj4O6tEgcCckgiYUxIBcxo5ysrKlL/++kspKyur9pyDBw8qAJShQ4dWeezpp59WACiDBw/2HAOgAFDGjx9fJSM//fSTAkDp0qWLUlhY6Dmen5+vdOzYUQGgrFu3znN8zZo1CgCle/fuSnFxsef4sWPHlGbNmikAlLFjx3q9BgBl4MCBiizLSklJiSLLsuextLQ0JS0tzev8hx56SAGg3H777VXGW1hYqBQVFdX4/LpIS0tT9Hp9leOrVq1SJElSYmNjldLSUkVRFGXgwIEKAKVHjx5KXl6e1/kWi0WJj49X9Hq9snXrVs9xp9Op3HzzzQoAZdasWV7XB6Dcc889VV7bPe+vvvrKc2zx4sUKAGXx4sVer2k2m5XY2Fhl9+7dnuN2u10ZMGCAAqDK9+SJJ55QAChPPfWU1/ffarUqvXr1UnQ6nXL8+HHP8bFjxyoAlPPOO085fPhwdd9Gv3F/j0+cOOF1fPv27YrRaFQkSVIOHjxY69icTqeSnp6uAFC+/fZbr8emTZumAFDuuOMOr/PbtWunSJKk/Pzzz4qiuH6fLC4uVm699VbP353K3K/vHk9l06dPVwAoa9as8RzbsmWLotFolBYtWlR5jizLXt93X8+vSW0/L+paZ+H2PYFIkoTU1FQ/3n1PwEbnAFBw0NVLSqsDks8P9Wi8WO1W2GXX91XN2/f8nVWiQGBOSQTMKYmAOVWnffv2YcaMGZgxYwamTZuGAQMGYNasWTAYDHjmmWe8ztXpdJgzZ06Vu4q9++67AFzbjir3LmrSpAmmT58OAF5bx9577z0AwNNPP43Y2FjP8ZYtW+LBBx+sdczR0dE1Pu5wOPDmm28iPj4eCxYsqDLe+Ph4xMXF1fo6deFwODzfv3/+858YOXIkrrzySiiKgv/7v/+D0Wj0On/mzJlITEz0OvbFF1/AYrHgjjvuQGZmpue4RqPBnDlzEBUV5fX9Gzx4MFq2bImPPvoIFRUVnuOyLGP58uVISkrC0KFDaxz3559/DqvVijvuuAMdO3b0HI+Ojq7yvruv/cYbbyA9PR0zZ870+jlhMpnw9NNPw26349NPP63y3GnTpgX1Jgpz587FjBkz8NRTT+G2225D7969UVZWhsmTJ1fZxuZrbBs2bMD+/fsxbNiwKt/Hp59+GomJiVi+fDnsdtfvi+vXr8eBAwdw9dVX49JLL/Wcq9Pp8Mwzz/jlLnyLFi2CLMv417/+VWUOkiShRYsWjX6NxuL2PYFoNBqvxmuNlSdio3MAyN7s+pjSDYgKr7G777wXr4+HXitYry4/8ndWiQKBOSURMKckAuZUnfbv3+/pQRMdHY2UlBTceuuteOyxx5CRkeF1btu2bb22LLlt3uz6d72vLW+DBw8GAGzZssVzbOvWrQCA/v37Vznf17HKJEmqtSi1a9cuFBUVYciQIX7bOlUdp9Pp+f5pNBo0adIEl112Ge677z5ce+21Vc6/6KKLqhyr6fvXunVrtGvXDnv27EFRURFMJhM0Gg1Gjx6NOXPm4JtvvsGIESMAuLaQnThxApMnT0ZUVM0lgpreg0suuaTK83fv3o2CggK0aNHCM9/KTp1y9ePdtWtXneZcE1/9vKZMmVLnLWgvvvgiAFdWzGYzevXqhQkTJmDMmDF1GltN70dcXBx69eqF77//Hrt370ZGRobP76U7p23atEGrVq189o6qj//9738AXP3KwhWLUgJxOp04dOgQ2rRp0+iqaYVThqXMVR0XbqXU8T9dH1v2DO04fPA0OTeqd5UU4N+sEgUKc0oiYE5JBMypOg0dOhTffvttnc5NSfHda9VqtUKj0SApqeq/nVNSUiBJkqfpNgBYLBZoNBqfBa7qXsNNURSUl5dDr9dXu6rPYrEAcK28CjS9Xg+bzVbn833Nz/29qW7uzZs3x549e2C1WmEymQAAt99+O+bMmYNly5Z5ilJLly71PFYb9/fIV38nrVaLpk2beh3Lz88HAOzYscPTvN2XkpKSKsdqe0/P5avoNW7cuDoXpU6cOFHnAntD34/K5/n6XlbOaUpKSqOLUhaLBZIkeV47HHH7nmCKior8cp2CUtcqKUkCEmIEK0plb3F9bHFBSIfhC5ucn+WvrBIFEnNKImBOSQTMKdWkuiKQ2WyGLMue1TKV5ebmQlEUr6bb8fHxkGUZp0+frnL+yZMnq31th8MBAFXu0OcuCri5ixfHjx+vfjIh4ut76P7eVDf3nJwcr/MAoFu3bujRowe++uorWCwWlJaW4rPPPkOnTp3Qu3fvWsfh3maZm5tb5TGn01nlDnPu177xxhuhKEq1fxYvXlynOdfE13UDdfc4f7wf1X0v3Tn1dR2NxlXCcWe6snPzDLgyrSgKTpw44XsiYYBFKZVy95NKMEZDqxFo/7/sBE5scX0ehkWpU2VnVkqpuJ8UEREREVFdXHCB69/zvm5h7z7Wo0cPz7Hu3bsDAH7++ecq5/s6Brj6U/kqMh06dAiFhYVexzp16gSz2YzffvsNBQUFtY5fq9XC6XTWel6g1PT9O3r0KPbv34927dp5Vkm53X777bDZbFixYgU+++wzFBcX47bbbqvTa9b0HmzatKlKsaRLly4wm834/fffvfpYRaKa3o+SkhL8/vvvMBqN6NSpE4Cav5eHDx/G0aNHqxx3byv1lWn39sHK3NsMv//++1rH717pGuxMsyilUvnFgjY5z9sH2IuB6BigWadQj6YKd08ptW/fIyIiIiKqzdixYwG4tl2du03PvRXLfQ5wdnvZrFmzvLZ7HT9+HAsWLPD5Gr1798ahQ4fw008/eY7Z7XZMnTq1yrlRUVGYNGkSLBYLHnzwwSq/nFssFhQXF3u+TkxMxOnTp+u1Dc+fRowYgfj4eCxevNhra5yiKHj00UfhcDgwbty4Ks+79dZbodVqsXTpUixduhSSJNW5KDVixAiYzWa888472LNnj+d4RUUFnnzyySrnR0VF4Z577sHhw4fx8MMP+yxMbd++3efKK9H069cP6enp+O9//4tVq1Z5Pfavf/0LeXl5uOWWW6DTuX4Hv/TSS9G2bVt89dVXWL9+vedcRVHwz3/+02dxyL2arXIDewBYsWKFV8bd7r77bmi1Wjz55JM4fPiw12OKoiA7O9vztbuRvq9iWCCxp5RAJElCq1at/HJnk7NNzgVrxu3uJ5WaCWjDL77unlLJMVX3WKuJP7NKFCjMKYmAOSURMKfUUAMGDMDkyZPxyiuvoFu3bp4tXp988gmOHTuGBx54AAMGDPCcP3jwYIwfPx6LFy9GRkYGrr/+epSXl+PDDz/ExRdfjK+++qrKa0ydOhXff/89rrrqKtx8882IjY3FqlWrkJCQ4LPPzqxZs/DLL79g6dKl+OWXXzBs2DDo9XocOHAA3377LdavX+9ZvXXZZZfh999/x7Bhw9C/f3/odDoMGDDAa8yBZDab8dZbb+GWW25Bnz59cPPNNyMpKQmrVq3CH3/8gYsuugjTpk2r8rzU1FQMGTIE33//PTQaDS699NI6b3OLj4/Hyy+/jHHjxqF37974+9//jvj4eHz11VcwGo0+v6czZ87En3/+iZdffhlff/01BgwYgOTkZBw/fhxZWVnYunUrNm3a5LNPlUg0Gg2WLFmCoUOHYvjw4Rg1ahTS0tKwadMmrF27Funp6Xj++ee9zn/zzTcxfPhwDBkyBDfffDOaN2+OH3/8ETk5OcjMzMS2bdu8XmPEiBFIT0/HkiVLcPToUVxwwQXYuXMnfvzxRwwfPhzffPON1/kZGRmYP38+HnjgAZx//vm47rrrkJaWhpycHKxbtw5XXXUV5s+fD8D190uSJDzxxBPYsWMH4uPjkZCQgPvvvz+w3ziFFIvFogBQLBZLqIcSNEs2HFTSHv1KmfTe76EeSv18PU1RppsV5b+PhXokPt3y1S1KtyXdlNWHV4d6KERERERE9VJWVqb89ddfSllZWbXnHDx4UAGgDB06tE7XBKAMHDiwxnPeeecdpXfv3kpMTIwSExOj9O7dW3nnnXd8nutwOJTnnntOadeunaLT6ZR27dopzz77rLJv3z4FgDJ27Ngqz/n444+VjIwMRafTKampqcrkyZOVoqIiJS0tTUlLS6tyvs1mU+bOnav06NFDMRqNSlxcnNK1a1floYceUgoKCjznFRUVKRMnTlSaN2+uaLVaBYAyffr0Wr8naWlpil6vr/U8RVGUgQMHKrX92r5u3Tpl2LBhSkJCgqLT6ZSOHTsqTz31lFJcXFztc5YtW6YAUAAoixYt8nnO4sWLFQDK4sWLqzz22WefKRdeeKGi1+uV5ORk5c4771Ty8/Or/Z46HA5l0aJFSr9+/RSz2azo9XqldevWypVXXqm88cYbXmMdO3asAkA5ePBgjfP2F/f3+MSJE7WeW5exbdu2TRk5cqTSrFkzJTo6WklLS1MefPBB5dSpUz7PX7dunTJgwADFaDQqiYmJyqhRo5TDhw9X+94fPHhQue666xSTyaTExsYql19+ufLbb78p06dPVwAoa9asqfKcNWvWKFdffbWSmJio6HQ65bzzzlNuvPFGZcOGDV7nLVmyRMnIyFD0er0CwOd76Vbbz4u61lkkRVGUwJa9wp/VakV8fDwsFotXE7hw43Q6sXfvXnTo0KHRdzaZ98MevLx6L27t0xrPXp9R+xPCxdtXAMf+B9zwFpB5U6hHU8XlH1+O3NJcfHDVB+jWrFuohxMy/swqUaAwpyQC5pREwJxGDpvNhoMHD6Jt27YwGAyhHo5fKYoCm80Gg8HAVX0UtkTKaW0/L+paZ2FPKcH4a79yfkk5AKCpSD2lnBVAzpnli2HY5NwpO5FX5rrbBHtK+S+rRIHEnJIImFMSAXNKIuB6DBKB2nLKopRKue++J1Sj81O7AIcN0JuBxPRQj6aKgvICOBUnJEhoamwa6uEQERERERERhTUWpVQqT8S777mbnDfvDmjCL7ruO+81NTZFlCb8mrATERERERERhZPw+82eqqXRaNCuXTto/FCQyRfx7nvZm10fW/YM7TiqwTvvneXPrBIFCnNKImBOSQTMKYlCrxfodx9SLbXllMs5BCJJkt8asQu5fc9dlArDflIAcLL0JAAg2ciilD+zShQozCmJgDklETCnJAJJktiIn8KeGnPK/50hEKfTiaysLDidzkZdR5YVFJSeWSkVJ0hRylEOnNzh+rxFmK6UKnOtlEqKYZNzf2WVKJCYUxIBc0oiYE5JBIqioLS0VHVNpEksaswpi1KC8cd/7AvLKiCfyXiTGEGKUie3A3IFYEwEElqHejQ+ubfvsSjlwn+YkgiYUxIBc0oiYE6JiKghWJRSofyScgCAyRAFXZQgEXA3OW9xASBJoR1LNdyNzrl9j4iIiIiIiKh2glQkyJ/cd95rKlQ/qS2uj2Ha5ByoVJRio3MiIiIiIiKiWrEoJRCNRoNOnTo1+s4mYjY5r7RSKky5e0qxKOW/rBIFEnNKImBOSQTMKYnCYDCEeghEtVJbTvlfDsHodI0vJOV5ilKC3GrSXgKc2uX6PEybnFc4K5BvywfAnlJu/sgqUaAxpyQC5pREwJySCKQwbQNCVJnacsqilEBkWUZWVhZkWW7UddwrpYTZvpeTBSgyEJcKmJuHejQ+nS47DQCI0kQhQZ8Q2sGEAX9llSiQmFMSAXNKImBOSRRlZWWhHkLYWrt2LSRJwtq1a4P6uocOHYIkSViyZElQXzccDBo0CIMGDapyXG05ZVFKhTzb9+IEKUq5m5yHcz+psrNNzjUS/1oREREREYluyZIlkCTJ88dgMKBFixYYOnQoXn75ZRQVFVV5zowZM7yeo9Fo0Lx5c1x99dX45ZdfqpyflZWFkSNHIi0tDQaDAS1btsQVV1yBV155xa9zOXdclf8sXLjQr68VCO6imfuPXq9HSkoKBg0ahGeffRanTp0K9RAbLTs7GzNmzMDWrVtDPZSgigr1ACj48kRbKZW92fUxjPtJuZucc+seEREREVFkmTVrFtq2bYuKigrk5ORg7dq1mDJlCubNm4eVK1ciMzOzynPeeOMNxMXFQZZlHD16FG+99RYGDBiA//3vf+jRowcAYOPGjRg8eDBat26NiRMnIjU1FUePHsUvv/yCBQsWYPLkyX6fi3tclfXp0wfp6ekoKysL+624DzzwAHr37g2n04lTp05h48aNmD59OubNm4ePPvoIl112WaiHWGfff/+919fZ2dmYNWsWWrRogYsvvjhEowo+FqVUKL+kHIBAjc4FaHLOO+8REREREUWmYcOGoVevXp6vH3/8cfz444+4+uqrce2112Lnzp0wGo1ezxk5ciSaNWvm+fq6665Dt27d8PHHH3uKUs888wzi4+Px22+/ISEhwev5ubm5AZnLueOqTIQG2/3798fIkSO9jm3duhV/+9vfcOONN+Kvv/5C8+bh2fLlXOFeAAwW7jMSiEajQUZGRqPvbJJXLNDd92wWIG+f6/MwLkqdKnUtF00ycqUU4L+sEgUSc0oiYE5JBMwpieLcwlFjXHbZZXjqqadw+PBhLFu2rNbzU1NTAQBRUWfXhezfvx/nn39+lYIUACQnB/d/dp/bU8pdaBszZozXeevXr4dWq8Wjjz7qOVZYWIgpU6agVatW0Ov1aN++PWbPnl2lz1xhYSHGjRuH+Ph4JCQkYOzYsSgsLGz02Lt374758+ejsLAQr776qtdjx48fxx133IGUlBTo9Xqcf/75eOedd3zO/cMPP8QTTzyB1NRUxMbG4tprr8XRo0ervN7HH3+MCy+8EEajEc2aNcNtt92G48ePe52Tk5OD8ePH47zzzoNer0fz5s0xYsQIHDp0yHNO5Z5Sa9euRe/evQEAd999NzQajWp6bfG/HIKx2+2NvsbZRucC3H0ve4vrY3xrINZ3RT8cnCo7U5Ti9j0Pf2SVKNCYUxIBc0oiYE7J38rsDtgdMvKKy2F3yCi1Oxp9TUVR/DCys26//XYAVbdhAUB+fj5Onz6N3+O4cQAAh/ZJREFU3NxcbN68GRMnToTBYMBNN93kOSctLQ1//PEHtm/f7tdx1cQ9LvefgoICn+d16dIF//d//4elS5di5cqVAICSkhKMGzcOnTt3xqxZswAApaWlGDhwIJYtW4YxY8bg5ZdfRr9+/fD4449j6tSpnuspioIRI0Zg6dKluO222/Cvf/0Lx44dw9ixY/0yr5EjR8JoNHq9FydPnsTFF1+MVatW4f7778eCBQvQvn17TJgwAfPnz69yjWeeeQZff/01Hn30UTzwwAP44YcfMGTIEK/G40uWLMFNN90ErVaL5557DhMnTsSnn36KSy+91KvAduONN+Kzzz7D+PHj8frrr+OBBx5AUVERjhw54nP8Xbp08XxPJ06ciPfeew9Lly7FgAED/PL9CWfcvicQWZaxe/duZGRkQKvVNugaiqKgoFSgRufuflItw3eVFHB2+15KTEqIRxIe/JFVokBjTkkEzCmJgDklfyuvcGLhTweweONBWMscMBujML5vW9w7KB366IZnzGaz+XW11HnnnYf4+Hjs37+/ymOdOnXy+johIQGff/45zj//fM+xhx9+GMOGDUOPHj1w0UUXoX///rj88ssxePBgREdH+22cNY0rLS3Na/VOZVOnTsUXX3yBu+66C/369cP06dNx+PBhbNq0CXq9a4HDvHnzsH//fmzevBkdOnQAAEyaNAktWrTACy+8gIceegitWrXCypUrsW7dOsyZMwfTpk0DANxzzz0YPHiwX+YVHR2Njh07er0X//znP+F0OpGVlYWmTZsCcK1CuuWWWzBjxgxMmjTJKw/5+fnYuXMnTCYTAKBnz5646aab8NZbb+GBBx5ARUUFHn30UXTr1g3r1q3zbHe89NJLcfXVV+Oll17CzJkzUVhYiI0bN+KFF17Aww8/7Ln+448/Xu34U1JSMGzYMDz99NO48MILcdttt0GSJL98b8IdV0qpjNXmQIXT9X8IhGh0LkCTc4CNzomIiIiI3BRFQand0aA/xbYKvL52Pxas3gtrmWt1lLXMgQWr9+L1tftRbKuo9zX9vUKqsri4OJ934fvkk0/www8/4Pvvv8fixYvRsWNH3Hjjjdi4caPnnCuuuAKbNm3Ctddei61bt2LOnDkYOnQoWrZs6Vmd5G/ucbn/vP/++9Weq9FosGTJEhQXF2PYsGF4/fXX8fjjj3v11/r444/Rv39/NGnSxGsF1pAhQ+B0OrFu3ToAwDfffIOoqCjcc889nudqtVq/NnOv/F4oioJPPvkE11xzDRRF8Rrb0KFDYbFY8Oeff3o9f8yYMZ6CFOBafdW8eXN88803AIDff/8dubm5uPfee736b1111VXo3Lkzvv76awCubaI6nQ5r166tdiUancWVUipTcGbrXoxOC0Mj/i9D0AjQ5Bw421Mq2chG50RERESkbmUVTnR9+rt6Py8xVof1jw7G4o0HfT6+eONBTBrYDpfOXuNpSVIXf80aCmOAfvcpLi722f9pwIABXg3FR44ciQ4dOmDy5Mn4448/PMd79+6NTz/9FHa7HVu3bsVnn32Gl156CSNHjsSWLVvQtWvXal+3uLjY87VWq0VSUu3/g/zccdUmPT0dM2bMwLRp09CtWzc89dRTXo/v3bsX27Ztq/a13Q3bDx8+jObNm1e589+5K7cao7i42FNUOnXqFAoLC/Hmm2/izTffrHFsbu6VXm6SJKF9+/aelWSHDx+udsydO3fG+vXrAQB6vR6zZ8/GQw89hJSUFFx88cW4+uqrMWbMGE9vMTqLRSnBNHZJdF6JQE3OS/KAwjN7bpv3COlQalJaUYqiCldFniulzuLyfRIBc0oiYE5JBMwp+UNSnB55xXbPCqlzWcscyC+xIylOX6+iVKAcO3YMFosF7du3r/XcuLg49OnTB1988QVKSkoQGxvr9bhOp0Pv3r3Ru3dvdOzYEePHj8fHH3+M6dOn+7ze3LlzMXPmTM/XNW3Dayx3n6bs7Gzk5eV5FVZkWcYVV1yBRx55xOdzO3bsGJAxnauiogJ79uxBt27dPOMCgNtuu63avlWZmZkBG8+UKVNwzTXX4PPPP8d3332Hp556Cs899xx+/PFHXHBBeC+4CLawLUq99tpreOGFF5CTk4Pu3bvjlVdewUUXXeTz3CVLlmD8+PFex/R6PWw2WzCGGjRarRYZGRmNukaRrQKdUkxINglQlDq5HUjuCkQbAWNCqEdTrXxbPjokdEBxRTHiouNqf4IK+COrRIHGnJIImFMSAXNK5zJGa/HXrKENem6URgOzMcpnYcpsjEKyyYDP7utb7/FIkoSYmJgGjak6S5cuBQAMHVq3uTocrjkVFxdXKUpV5t4ed+LEiWrPGTNmDC699FLP1/7slVXZwoUL8cMPP+CZZ57Bc889h0mTJuGLL77wPJ6eno7i4mIMGTKkxuukpaVh9erVKC4u9lottXv3br+Mc8WKFSgrK/O8F0lJSTCZTHA6nbWOzW3v3r1eXyuKgn379nmKV2lpaZ4xX3bZZV7n7t692/O4W3p6Oh566CE89NBD2Lt3L3r06IEXX3yx2rs1untI6fV61fSTAsK0p9SHH36IqVOnYvr06fjzzz/RvXt3DB06tMryusrMZjNOnDjh+eNeWhdJFEWB1Wpt8J7oMrsDl7RrirfH9sKbY3r75Q4WAWMvBVr1AW75DzDua9fXYaisogzJMcl4+bKX8cV1X8DmiKxCaEM1NqtEwcCckgiYUxIBc0rnkiQJMbqoBv1xyjLG923r87rj+7aFQ5brfU1JkqAoCpxOp99y+uOPP+L//u//0LZtW4wePbrW8/Pz87Fx40akpqZ6tvutWbPG53jcPYxq2trWrl07DBkyxPOnX79+DZxJ9Q4ePIhp06bhxhtvxBNPPIG5c+di5cqVeO+99zzn3HTTTdi0aRO++67qds3CwkJPIW748OFwOBx44403PI87nU688sorjR7n1q1bMWXKFDRp0gT33XcfAFex/MYbb8Qnn3zi8+6Gp06dqnLsvffe8+oPtmLFCpw4cQLDhg0D4CoWJicnY+HChSgvL/ec99///hc7d+7EVVddBcB1R8JzF8ikp6fDZDJ5Pe9c7kJlfn6+qn6ehuVKqXnz5mHixIme1U8LFy7E119/jXfeeQePPfaYz+dIkhTx+zNlWcaBAwcadGeTQN3BIiAcNmDDfODXRYCtEDAkAH0mAf2nAlGGWp4cPOXOcryz/R0s37UcVrsVZp0ZozuPxoTMCdBr9aEeXkg1JqtEwcKckgiYUxIBc0r+ZNRF4d5B6QDg999dysvLG7Si6L///S927doFh8OBkydP4scff8QPP/yAtLQ0rFy50qvptduKFSsQFxcHRVGQnZ2Nf//73ygoKMDChQs9q2AmT56M0tJSXH/99ejcuTPsdjs2btyIDz/8EG3atKmyGyiYFEXBHXfcAaPR6CkkTZo0CZ988gkefPBBDBkyBC1atMC0adOwcuVKXH311Rg3bhwuvPBClJSUICsrCytWrMChQ4fQrFkzXHPNNejXrx8ee+wxHDp0CF27dsWnn34Ki8VSr3H9/PPPsNlscDqdyMvLw4YNG7By5UrEx8fjs88+86oJPP/881izZg369OmDiRMnomvXrsjPz8eff/6JVatWIT8/3+vaiYmJuPTSSzF+/HicPHkS8+fPR/v27TFx4kQArjv8zZ49G+PHj8fAgQNxyy234OTJk1iwYAHatGmDf/zjHwCAPXv24PLLL8dNN92Erl27IioqCp999hlOnjyJv//979XOLT09HQkJCVi0aBHMZrNny2fbtr6LtJEi7IpSdrsdf/zxh9ftEjUaDYYMGYJNmzZV+7zi4mKkpaVBlmX07NkTzz77rNftNtWszO7Awp8OYMHqs8sR3XewAIBJA9shRhcmUbCXugpSP80+e8xWePbrflMAnX+X3TZEWUUZ3tn+DhZuW+g5ZrVb8cY21w/s8d3GwxgdmCW0RERERESRTB+txaSB7XDf4PYoslXAZIiGQ5ZD9j/Tn376aQCuvk+JiYnIyMjA/PnzMX78eK+7tVVW+S5zsbGxyMzMxDPPPINRo0Z5js+dOxcff/wxvvnmG7z55puw2+1o3bo17r33Xjz55JNISEgI6Lxq8sorr2Dt2rX45JNPvJqY//vf/0a3bt0wceJEfP3114iJicFPP/2EZ599Fh9//DHee+89mM1mdOzYETNnzkR8fDwA1+/0K1euxJQpU7Bs2TJIkoRrr70WL774Yr16LL388ssAXAWihIQEdOnSBTNnzsTEiROrNFtPSUnB//73P8yaNQuffvopXn/9dTRt2hTnn38+Zs+eXeXaTzzxBLZt24bnnnsORUVFuPzyy/H66697bfscN24cYmJi8Pzzz+PRRx9FbGwsrr/+esyePdvzfrVq1Qq33HILVq9ejaVLlyIqKgqdO3fGRx99hBtvvLHauUVHR2PJkiV4/PHHcc8998DhcGDx4sURX5SSlDBbF5adnY2WLVti48aNuOSSSzzHH3nkEfz000/49ddfqzxn06ZN2Lt3LzIzM2GxWDB37lysW7cOO3bswHnnnVfl/PLycq9lc1arFa1atUJ+fj7MZjMA18orjUYDWZa9ls65jzudTq9rVndco9FAkiSfx4GzDdhqO67VauFwOJCVlYXzzz/f83+htFptlTGee9ypSOj1zA/V7sv+/Z9XQBcVmjkpiuJ1XAMnpBc6uApR5zIkQJm2FzLO/scoVO+TDBmDPhoEq91aZZhmnRlrb1oLTaXdsXV5n0I9p/q8T7XNqaKiAtu3b/dkNRLmFInvk9rnpCgKtm3b5vUzVfQ5ReL7pPY5KYqC7du3o2vXrl4rUESeUyS+T2qfk9PpxI4dO5CRkVGlD4qoc6rpeCTPqbS0FIcPH0bbtm1hMBg8/708V6iO18e511AUBTabrdqVUiLOKVyP10c4jH3t2rW47LLL8NFHH2HUqFEhnZM7pwaDARqNJqzfJ5vNhkOHDiEtLQ16vfdOIa1Wi8LCQjRp0gQWi8VTZ/ElTJbHNM4ll1ziVcDq27cvunTpgkWLFuH//u//qpz/3HPPed2pwG3Hjh2epmuJiYlo3bo1jh075rWsLzU1FampqTh06JDXftNWrVqhadOm2Lt3r9f+0Xbt2sFsNuOvv/7y+o9Fp06doNPpkJWV5TWGjIwM2O12r4Zv7uaRxcXFsFgs2LFjByRJgsFgQOfOnVFQUICjR496zjeZTEhPT0dubi4KCwvRtEVajXewsJbZ0cxkCMmcioqKcODAAQCAwWBAx5ZNIPkqSAGArRBKmQV7j+V5xhOK98lgMCA5LdlnQQpwrZiylFtw+shpzw+U2t6nnJwcz/FwzF7l98n9PahpTqdOnfLKaiTMKRLfJ7XPKSkpCTabzZPTSJhTJL5Pap9TmzZtYDAYsHPnTq9/DIo8p0h8n9Q+J0VRoNfrUV5e7tUoWOQ5AZH3PtVlTvv374dGo/G8htFohNPphN1+9k53Go0GBoMBDocDFRUVXtfR6/Ww2+1eY4mOjkZ0dDTKy8u9imE6nQ5RUVGw2WxeP9/0ej20Wi3Kysq8xu4ukp173Gg0en6RrywmJgayLHstRnCPK5LmJElSxL1PwZ6T+7Xd8wv1nJxOJyoqKsL+fXLPw2Kx4OTJk57jlX8nrIuwWyllt9sRExODFStW4LrrrvMcHzt2LAoLC706/ddk1KhRiIqKwgcffFDlMVFXSjX0/8hwpZT/58SVUpwT58Q5cU6cE+fEOXFOnFOkzSmSV0qF6/H6CLexR8qcwmmlVDCP14eqVkrpdDpceOGFWL16tacoJcsyVq9ejfvvv79O13A6ncjKysLw4cN9Pq7X66t80wDXN+7c5ozuH9y+zg32cUVRPG9s5XFVN0b3cbvdgfF923r1lHJz38FCB01I5iRJkvdxe7mrqflPVff4os8kSE4HtDpdlYeC/T7ZK+wY3Xm0p4dUZaM7j4ZDdlTpKVXb+1TX42HxPtUyRgD1yqoIc4rE90ntc5Jl2WdO6zvG+h7n+8Q51WcssiwjPz/fZ07rcx0gfObkz+OcU3jMqXJOI2VOtR2P5DlJkuT54z7uS6iO10flayiK6+577jkGcozBmlM4H6+PUI+9uo+N0dCxVM5pY65T1+P1ce413F9rNL5rCTX9rlhZ2BWlAGDq1KkYO3YsevXqhYsuugjz589HSUmJ5+4DY8aMQcuWLfHcc88BAGbNmoWLL74Y7du3R2FhIV544QUcPnwYd955Zyin4XeKouDo0aP1bnjnvoOFAgVLNh4K77vv6WKAS6cCigz8762wvfueMdqIcd3GQYaMD3Z9wLvvnaOhWSUKJuaURMCckgiYUxKF3W5v0N33KLINGjSo0SuJ/EltOQ3LotTNN9+MU6dO4emnn0ZOTg569OiBb7/9FikpKQCAI0eOeFXdCgoKMHHiROTk5KBJkya48MILsXHjRnTt2jVUUwg7+mgtBnVMxt0D01Fkc6BJjC6kd7CoUVk+0KIHMPUvoKIMMJgBZ0XYFKTcXt/yOnqm9MTqUatR6iiFKdoEh+xQfUGKiIiIiIiIqC7CsigFAPfff3+12/XWrl3r9fVLL72El156KQijEtuDH25GSbkT/x7bCylmA3So23K6oDv6P+DjsUCbAcC4L13HtFW37IXS6bLTeH/X+3j3r3ex4poV6JTYCQAQrY0O8ciIiIiIiIiIxBC2RSnyzWQyNeh5+SV2HM13ddZvlxTnzyH5X/Zm18em7UI7jhp8vu9zOGQHMppleApS5K2hWSUKJuaURMCckgiYUxJBXXvcEIWS2nLKopRAtFot0tPTG/TcrOMWAEDbZrGIN4b5ap7sP10fW1wQ2nFUwyk7sWLPCgDAqI6jQjya8NSYrBIFC3NKImBOSQTMKYlAkiQYDOHVDoToXGrMqbpKcIKTZRk5OTlVbuFaF9uOFgIAMs+L9/Oo/EyWgeytrs9b9AztWKqxIXsDjhcfh0lnwpVtrwz1cMJSY7JKFCzMKYmAOSURMKckAkVRUFFREVYNrYnOpcacsiglEEVRkJOT06CAbjuzUiqjZZgXpQoOAuUWV1Pz5C6hHo1PH+3+CAAwIn0EjFHquStCfTQmq0TBwpySCJhTEgFzSqKoqKgI9RCIaqW2nLIopRJZx1xFqczzEkI7kNocP7N1LzUDCMOm4dnF2Vh3bB0A4KZON4V4NERERERERETiYlFKBXKtNuRYbdBIwPktzKEeTs3cTc7DtJ/Uij0roEBBn9Q+aBvfNtTDISIiIiIiIhIWi1ICkSQJiYmJkCSpXs/bdmaVVPvkOMTqw7y3fRg3Oa9wVuDTvZ8C4Cqp2jQ0q0TBxJySCJhTEgFzSqLQarWhHkLYO3ToECRJwpIlS4L+2pIkYcaMGUF/3VAbN24c2rRp4/labTllUUogGo0GrVu3rvctIrcdKwQgwNY92QmcCN8m56uPrkaeLQ/NjM0wuPXgUA8nrDU0q0TBxJySCJhTEgFzSiKQJAl6vb5exdMZM2ZAkiScPn3a5+PdunXDoEGDqhzPy8vDtGnT0KlTJxgMBiQmJmLo0KH46quvqpzrLgJV/mM2m9GjRw+8+uqrcDqddR5vXSxZsqTK67n/PPbYY359rUA49/sVHR2NZs2aoW/fvnjiiSdw5MiRUA+xUSRJgtPpxMyZM7F27dpQDycownzZDFUmyzKOHTuG8847r17/0Xc3OQ/7O++d3gNUlALRsUCzDqEeTRXuBuc3dLgB0Zrw63cVThqaVaJgYk5JBMwpiYA5JREoigK73Q6dThfQVX27d+/G5ZdfjlOnTmH8+PHo1asXCgsL8f777+Oaa67Bww8/jBdeeKHK82655RYMHz4cAGCxWPDNN99g8uTJOHz4sM/zG2vWrFlo29a7HUm3bt2QlpaGsrIyREeH9+877u+XLMsoKCjAb7/9hvnz52PBggX497//jb///e+hHmKdvfXWW567lyqKgoKCAsycORMAfBY9Iw2LUgJRFAX5+flo2bJlvZ7j3r4X9nfeczc5b9ED0ITXksWj1qPYV7APGkmDUR1HhXo4Ya8hWSUKNuaURMCckgiYUxKFv1cdnauiogIjR45EQUEB1q1bhz59+nge+8c//oHRo0dj7ty56NWrF26++Wav5/bs2RO33Xab5+t7770Xffr0wfLlywNSlBo2bBh69erl8zGDweD31/O3c79fAHD48GH87W9/w9ixY9GlSxd07949RKOrn3MLgIHOabjh/8qIcMcLy5BfYkeURkKX5mxyXllZRRkqnBXIL8tHhbMCZRVl1Z4TrY3Gtzd+iyVXLkFqbGpQxkdEREREpFr2UsBpB0pOuT7aS0M9olp98skn2L59Ox577DGvghTg6hO0aNEiJCQk1KlvkiRJSElJQVRUcNeRnNtTKjc3F0lJSRg0aBAURfGct2/fPsTGxnoV18rLyzF9+nS0b98eer0erVq1wiOPPILy8nKv1ygvL8c//vEPJCUlwWQy4dprr8WxY8caPfa0tDQsWbIEdrsdc+bM8XqssLAQU6ZMQatWraDX69G+fXvMnj3bs0Kp8tznzp2Ll156CWlpaTAajRg4cCC2b99e5fV+/PFH9O/fH7GxsUhISMCIESOwc+dOr3OKioowZcoUtGnTBnq9HsnJybjiiivw559/es6p3FPq0KFDSEtLAwDMnDnTs00xknttcaVUhMs6s0qqU6oJhujwWn1URRCbnJc7y/HO9newfNdyWO1WmHVmjO48GhMyJ0Cv1Vd7zq2db0XXpl095xARERERkZ85bMCG+cCviwBbIWBIAPpMAvpPBaLCdxXPl19+CQAYM2aMz8fj4+MxYsQIvPvuu9i3bx/at2/veay0tNTTu8pqteK///0vvv32Wzz++OMBGavFYqnSK6tZs2ZVzktOTsYbb7yBUaNG4ZVXXsEDDzwAWZYxbtw4mEwmvP766wBc23ivvfZarF+/HnfddRe6dOmCrKwsvPTSS9izZw8+//xzzzXvvPNOLFu2DLfeeiv69u2LH3/8EVdddZVf5nXJJZcgPT0dP/zwg+dYaWkpBg4ciOPHj2PSpElo3bo1Nm7ciMcffxwnTpzA/Pnzva7x3nvvoaioCPfddx9sNhsWLFiAyy67DFlZWUhJSQEArFq1CsOGDUO7du0wY8YMlJWV4ZVXXkG/fv3w559/eopMd999N1asWIH7778fXbt2RV5eHtavX4+dO3eiZ8+qfZSTkpKwYMECPPjgg7j++utxww03AAAyMzP98v0JRyxKCUSSJKSmptZrD/TWY+5+UgkBGpWfOOxAzpnqc4CLUmUVZXhn+ztYuG2h55jVbsUb294AAIzvNh4AfJ6zcNtCSJAwvtt4GKONAR2nyBqSVaJgY05JBMwpiYA5pSoUxdUrtkHPlYGNrwA/zT57zFZ49uu+kwGpnht+omNcHwLcJ+mvv/5CfHy8Z6WLL+4tZTt37vQqSk2fPh3Tp0/3Oveee+7x9BbytyFDhlQ5VnklVGUjR47ELbfcgscffxzDhg3DF198gQ0bNuDzzz9H06ZNAQDLly/HqlWr8NNPP+HSSy/1PLdbt264++67sXHjRvTt2xdbt27FsmXLcO+99+K1114DANx3330YPXo0tm3b5pe5devWDV988QWsVivMZjPmzZuH/fv3Y/PmzejQwdW7eNKkSWjRogVeeOEFPPTQQ2jVqpXn+fv27cPevXs9W5KvvPJK9OnTB7Nnz8a8efMAANOmTUNiYiI2bdqExMREAMB1112HCy64ANOnT8e7774LAPj6668xceJEvPjii57rP/LII9WOPTY2FqNGjcKDDz6IzMzMKlsUIxGLUgLRaDRITa3f1rGs44UABGhyfmon4CwHDPFAYruAvlSUJgrLdy33+dj7u97HHRl3AECN50zMnBiw8UWChmSVKNiYUxIBc0oiYE6piopS4NkW9X9eTFNgSpZrhZQvvy4C+j0IzM8ASvPqft0nsiHpYgNelCoqKoLJZKrxHPfjVqvV6/hdd92FUaNGeR778ccf8cYbb0Cv1+Oll17y+1hfe+01dOzYsc7nv/rqq1i7di1GjhyJPXv24Pbbb8eIESM8j3/88cfo0qULOnfu7LUC67LLLgMArFmzBn379sU333wDAHjggQe8rj9lyhQsX+7796/6iouLA+B6P8xmMz7++GP0798fTZo08RrbkCFD8Pzzz2PdunUYPXq05/h1113n1SPvoosuQp8+ffDNN99g3rx5OHHiBLZs2YJHHnnEU5ACXKuZrrjiCs8cASAhIQG//vorsrOz0aJF7X8n3HcUVBMWpQTidDpx6NAhtGnTBlpt7VvxZFnEJucXAAH+v2xF9iJY7Vafj1ntVljsFjhlZ43nFFUUIVGb6PNxqn9WiUKBOSURMKckAuaU/CYuBSg57VoZ5YutECg97TqvPkUpuFYBlZeXQ6/X+3VVX+VrmUymKlvizlVUVOQ5t7IOHTp4rV664YYbIEkS5s+fjzvuuAMZGRk+r1dWVgaLxeJ1rC5F4osuuqjaRue+JCYm4uWXX8aoUaOQkpKCl19+2evxvXv3YufOnUhKSvL5/NzcXACuZuQajQbp6elej3fq1KnOY6lNcXExgLPf471792Lbtm21js3NvZqqso4dO+Kjj1x3Yz98+HC1Y+7SpQu+++47lJSUIDY2FnPmzMHYsWPRqlUrXHjhhRg+fDjGjBmDdu18L8RQFAU2m62OM40MLEoJxv1DrC4O55eiyOaALkqDTqk1V+xDLohNzk06E8w6s8+ik1lnRoI+wfN5deeYosP8+xkG6pNVolBhTkkEzCmJgDklL9ExwBPZDXuuNtrVQ8pXYcqQAJiaA3euqv94AK+m1nXhvgtdWVnVGyIBrl5Fle9U16VLF2zZsgVHjhxB69atfT7HvUWta9eutb7+5ZdfjldffRXr1q2rtij14YcfYvz48V7HqtuG11jfffcdAKCgoADHjh1DQkKC5zFZlpGRkeHZ3nauytvjAm379u1ITk6G2Wz2jO2KK66odttcfVaM1ddNN92E/v3747PPPsP333+PF154AbNnz8ann36KYcOG+XxOfXMqOhalIti2Y4UAgK7NzYjWhvmNFj1Nzqs2e/M3h+zA6M6jPT2kKhvdebTnh0BN5zhkB6K16lpWSURERERUJ5IE6GIb9lx7qaupeeWeUm59JgFOR8Ou3YBCjbs31O7du6sUVUpLS3H06FH87W9/8xy7+uqr8cEHH+C9997Dk08+WeV6VqsVX3zxBTp37uzVT6o6DocDwNmVP74MHTrUq6l3oHz77bd4++238cgjj+D999/H2LFj8euvv3ruDpieno6tW7fi8ssvr3ElWlpaGmRZxv79+71WGu3evdsv49y0aRP279/v1YspPT0dxcXFPvto+bJ3794qx/bs2eNpXl45F+fatWsXmjVrhtjYsxlt3rw57r33Xtx7773Izc1Fz5498cwzz1RblFJbf74wr1RQY7i37nUP935SFWVA7plbZwZhpZQx2ogJGRMwKXMSzDpX9dysM+OezHswIXMCjNFG1zmZE3BP5j3VnkNERERERH6mi3HdZW/go66VUYDr48BHXcd1MUEbyuWXXw6dToc33nijyuqVN998Ew6Hw6uwMHLkSHTt2hXPP/88fv/9d6/zZVnGPffcg4KCgioNzavjvpufuzm6L82bN8eQIUO8/vhbYWEh7rzzTlx00UV49tln8fbbb+PPP//Es88+6znnpptuwvHjx/HWW29VeX5ZWRlKSkoAwPP9Onf737l3wGuIw4cPY9y4cdDpdJg2bZrX2DZt2uRZ6XXu3NzFP7fPP/8cx48f93z9v//9D7/++qtn7M2bN0ePHj3w7rvvorCw0HPe9u3b8f3332P48OEAXFubz91amZycjBYtWqC8vLzaecTExHjGpgZcKSUQSZLQqlWrOldOs9z9pML9znsndwCyA4hpBsSfF5SX/OXEL+jatCtWjVqFMkcZTNEmOGQH9Fq95xy9Vo/x3cZjYuZEFFUU+TyHfKtvVolCgTklETCnJALmlPwuygD0mwIMeBiwWQGDGXBWuI43gk6nq9f5ycnJePrpp/Hkk09iwIABuPbaaxETE4ONGzfigw8+wN/+9jdcc801XtdfsWIFLr/8clx66aUYP348evXqhcLCQixfvhx//vknHnroIfz973+v8lp//vknli1bBsC1HXb16tX45JNP0LdvX6/VWKHw4IMPIi8vD6tWrYJWq8WVV16JO++8E//6178wYsQIdO/eHbfffjs++ugj3H333VizZg369esHp9OJXbt24aOPPsJ3332HXr16oUePHrjlllvw+uuvw2KxoG/fvli9ejX27dtXrzG5v1+yLKOwsBC//fYbPvnkE0iShKVLlyIzM9Nz7rRp07By5UpcffXVGDduHC688EL8f3v3HdfU1cYB/JcACTMgLsTBcFex7j1qHWjd1qq40FpHHXW8pdZai1ar1m2tr7NKq6BW22rde7aOOqq4F7gqLpQwAlnn/YM3qTFhqKwLv+/nk49yzrnnPjd5RHk899zExERERkZi48aNiI6ORpEiRczjy5Urh8aNG+Pjjz9GSkoK5s+fj8KFC1vc/jdr1iy0bdsWDRo0wMCBA6HRaLBw4UK4u7tj0qRJAFI/x1KlSqFbt254++234erqir179+Kvv/6yeBrfy9zd3fHWW29h/fr1qFChAjw9PVG1alVUrVr1ld4jyRAk4uLiBAARFxeX26FkGb3BKCpP3CF8xm0VV2PUuR1O+o4vFSJUJcSabjl2yn7b+4mqYVXFyvMrc+ycRERERER5mUajEZcuXRIajSa3Q8lT1qxZI+rXry9cXFyEUqkUlSpVEpMnTxbJyck2xz969EiMHTtWlCtXTiiVSuHh4SFatmwpfv/9d6uxUVFRAoDFy97eXvj7+4uQkBARHx+fpdeyatUqAUD89ddfNvtN8axatUoIIcTmzZsFADFnzhyLcWq1Wvj4+Ii3335baLVaIYQQWq1WfPvtt6JKlSpCqVSKQoUKiVq1aonJkydb/Kyt0WjEJ598IgoXLixcXFxEhw4dxN27dwUAERoamm78L79f9vb2wtPTU9SrV0+MHz9e3L592+Zx8fHxYvz48aJcuXJCoVCIIkWKiIYNG4rZs2eb4zfNPWvWLDFnzhxRunRpoVQqRZMmTcS5c+es5ty7d69o1KiRcHJyEiqVSnTo0EFcunTJ3J+SkiJCQkLE22+/Ldzc3ISLi4t4++23xX//+1+LeYKDg4WPj49F259//ilq1aolFApFpt6X3JDR94vM1llkQmTTLmgSolar4e7ujri4OPNmaHmRwWDA9evXUb58+QyfbHLtYTxazzsMZ4UdIicFwk6eh//n6rePgXMRqUtym3+R7ae7/uw6uv7eFXYyO+x6fxeKuxTP9nMWNK+Sq0S5hXlKUsA8JSlgnuYfycnJiIqKgp+fn8UG3vmB+P9TzRwdHbmqj2yKjo6Gn58fZs2ahU8//TRXYpBSnmb0/SKzdRbuKSUxmX08pGk/qare7nm7IAXk6CbnAPDz1dRHeTYv3ZwFqWxU0B5lStLEPCUpYJ6SFDBPSQq4HoOkoKDlKYtS+ZTpyXvV8vom5ykJwOP/P7UgBzY5T9IlYcut1A0DP6j4Qbafj4iIiIiIiIhsY1Eqnzpv3uQ8jxelHpwDIABVScAt+1ctbY/ajkRdIsq4lUH9EvWz/XxEREREREREZBufvichcrkc/v7+kMvTryVq9UZceqAGAFTL60/e++ds6q85sEpKCGG+da97xe6Qy1iTzS6ZzVWi3MQ8JSlgnpIUME9JKpRKPkWb0ubr65snbp0raHnKopSEyGSyTG3Efu1hPLR6I9wc7eFb2DkHInsD5qJU9Ww/VeSTSFyOvQyFXIFOZTtl+/kKsszmKlFuYp6SFDBPSQqYpyQFMpmMG/FTnlcQ85T/nSEhBoMBkZGRMBgM6Y6LvJ966161Uu55fsf+nNzkfP3V9QCANn5t4OHoke3nK8gym6tEuYl5SlLAPCUpYJ6SFAghkJSUlCdWwhClpSDmKYtSEpOZv+z/3eTcI3uDeVOaZ0DsrdTfZ/Pte3EpcdgVvQtA6q17lP34D1OSAuYpSQHzlKSAeUpERK+DRal8yLTJebWSeXyT83/+Tv21kC/g7Jmtp9p0YxNSDCmo5FkJ1YpUy9ZzEREREREREVHGWJTKZ5J1BlyNiQcggSfv5dAm50IIbLi2AUDqKqk8f0sjERERERERUQHAjc4lRC6Xo2LFiuk+2eT6w3iULeoKvdGIkh5OORjda0h8DDgXzvb9pM4/OQ91ihouDi5o59cuW89FqTKTq0S5jXlKUsA8JSlgnpJUODo65nYIRBkqaHnKopTEKBSKNPs0Wj0qFHfDiuDaKOKqhEZngLMiD37E2iTAzh6o/zHw7peA5nm2nEaj08Bebo9izsWw8/2diIqLgrNDHn8aYT6SXq4S5RXMU5IC5ilJAfOUpIB3TJAUFLQ85X9nSIjRaERkZCSMRqNVX4rOgCWHbqHOtL1oMvMA6k3fi6WHbiFFl8c2ndQnA3/MB2aVB+YHAHPfAs78mNqehVIMKVh5YSXe+fkdtN7YGq02tsLBuweRYkjJ0vOQbenlKlFewTwlKWCekhQwT0kqNBpNboeQr/Tv3x++vr45ft5Jkybl68JNWnkaHR0NmUyGsLCwnA0om7EolQ9otHr89+BNLNh3HWqNHgCg1uixYN91/PfgTSRp9bkc4f9pk4Ajc4FD3wLJz1Pbkp+nfn1kbmp/FtDoNFhxfgWWnF8CtVYNAFBr1Vhyfgl+OP8DNDr+ZURERERERJlz8eJF9OnTByVLloRSqYS3tzd69+6NixcvpnnMzZs3MWTIEPj7+8PR0REqlQqNGjXCggULLIoOvr6+kMlk5pejoyPKly+PkJAQxMbG2pz7t99+Q9u2bVGkSBEoFAp4e3uje/fu2L9/f5Ze98uxvfhKTs7aRQXZoX///hYxu7q6wt/fH926dcMvv/ySLwrp27dvx6RJk3I7jDeSB+/toldlJ5dj1Z9RNvtW/RmF4c3L5XBEabCzB04std13YinQ9NMsOY293B4RVyJs9oVfCcegaoOy5DxERERERJS//frrrwgKCoKnpycGDhwIPz8/REdH44cffsDGjRuxbt06dOnSxeKYbdu24YMPPoBSqUS/fv1QtWpVaLVaHD16FCEhIbh48SKWLVtmHl+9enX85z//AQAkJyfj9OnTmD9/Pg4dOoSTJ0+axwkh8OGHHyIsLAw1atTA2LFj4eXlhQcPHuC3335DixYt8Mcff6Bhw4ZZdv0vxvYihUKB5cuX5/nCjlKpxIoVKwCkrkC6ffs2tmzZgm7duuGdd97B5s2boVKpcjnKzPHx8YFGo4GDg4O5bfv27Vi0aJGkC1MsSuUD8ck68wqpl6k1esQn61DYVZnDUdmQHPfvCimrvudAshpwKfLGp4nXxptXSL1MrVUjXhcPTzvPNz4PERERERHlXzdv3kTfvn3h7++Pw4cPo2jRoua+UaNGoUmTJujbty/Onz8Pf39/AEBUVBR69uwJHx8f7N+/HyVKlDAfM3z4cNy4cQPbtm2zOE/JkiXRp08f89cfffQRXF1dMXv2bFy/fh3ly5cHAMyZMwdhYWEYPXo05s6da3EL24QJE7B69WrY22ftj/gvx/YiKTzcwN7e3ir+qVOnYsaMGRg/fjwGDRqE9evX51J0r8a0ki6/yftZRGZyuRwBAQFWf/jdHB2gcrL9zUflZA83RwebfTnO0R1w9EijzwNwzJoKtZvCDSqF7blUChXcHNyy5DyUtrRylSgvYZ6SFDBPSQqYp5QdNDoNdAYdYjWx0Bl0WbIFh5PTqz2dfNasWUhKSsKyZcssClIAUKRIESxduhSJiYmYOXOmuX3mzJlISEjADz/8YFGQMilXrhxGjRqV4bm9vLwAwFxk0mg0mD59OipVqoTZs2fb3FOpb9++qFu37itd45t4eU+p0NBQyOVy7Nu3z2Lc4MGDoVAocO7cOXPbiRMn0KZNG7i7u8PZ2RnNmjXDH3/8YXWOo0ePok6dOnB0dETZsmWxdGkad968os8//xytW7fGhg0bcO3aNYu+HTt2oEmTJnBxcYGbmxvatWtndatm//794erqilu3biEwMBAuLi7w9vbG119/DSGExdjExET85z//QenSpaFUKlGxYkXMnj3batyePXvQpEkTeHt7w83NDRUrVsQXX3xh7n95T6n+/ftj0aJFAGBxm6LU8G8OidFqtVZtBqMRAxr62Rw/oKEf9HllSaVBD9QbYruv3pDU/iygN+rRq1Ivm329K/WG3phH9tjK52zlKlFewzwlKWCekhQwTykrvfjQomY/N8M7P7+DVRdWvfFDi14uAmRky5Yt8PX1RZMmTWz2N23aFL6+vhYrn7Zs2QJ/f/9XuoVOp9PhyZMnePLkCe7du4ctW7Zg7ty5aNq0Kfz8Un/OO3r0KGJjY9GrVy/Y2dm90nW8iRdjM72SkmzvBfzll1+ievXqGDhwIOLj4wEAu3btwvLly/HVV1/h7bffBgDs378fTZs2hVqtRmhoKKZNm4bnz5/j3XfftbhdMTIyEq1bt8ajR48wadIkDBgwAKGhofjtt9+y5Nr69u0LIQT27Nljblu9ejXatWsHV1dXfPvtt5g4cSIuXbqExo0bIzo62uJ4g8GANm3aoHjx4pg5cyZq1aqF0NBQhIaGmscIIdCxY0fMmzcPbdq0wdy5c1GxYkWEhIRg7Nix5nEXL15E+/btkZKSgsmTJ2P27Nno2LGjzUKdyZAhQ9CqVStz3KaX5AgScXFxAoCIi4vL7VDSpdfrxdmzZ4Ver7fqS9bqxdzdV0XApJ3CZ9xWETBpp5i7+6pI1lqPzVU6jRD7pwoxvYwQoarUX/d/k9qehdQparHwzELRMKKhqBpWVTSMaCgWnVkkkvXJWXoesi29XCXKK5inJAXMU5IC5mn+odFoxKVLl4RG82b/NjcajSJRm/har/iUePH9me9F1bCqVq/vz3wv4lPiX3lOo9GYGlNi6u8z4/nz5wKA6NSpU7rjOnbsKAAItVpt/rkyo2Ne5OPjIwBYvRo1aiSePHliHrdgwQIBQPz222+ZnvtNpRVbaGioEEKI4OBg4ePjY3FMZGSkUCgU4qOPPhLPnj0TJUuWFLVr1xY6nU4IkZob5cuXF4GBgRafRVJSkvDz8xOtWrUyt3Xu3Fk4OjqK27dvm9suXbok7OzsRGZKGcHBwcLFxSXN/rNnzwoAYsyYMUIIIeLj44WHh4cYNGiQxbiYmBjh7u5u0R4cHCwAiJEjR5rbjEajaNeunVAoFOLx48dCCCE2bdokAIipU6dazNmtWzchk8nEjRs3hBBCzJs3TwAQjx49SjNPo6KiBACxatUqc9vw4cMz9V5kh4y+X2S2zsI9pfIJpYMdhjTzx/Dm5RCfrIObowP0RiOUDjlXRc8Ue0egTEOg0WggJR5w9gQMutT2LJJiSMHHez/Gh1U/xP7u+5GoS4Sbgxv0Rj2Udnlgby0iIiIionxMo9egXkS9Vz6ukLIQdr6/M82HFkVcicCAqgPQ5pc2eJbyLNPznuh1Ak72r3brnmmlj5tb+lt/mPrVarV5JVZGx7ysXr16mDp1KgAgJSUF586dw6xZs9CxY0fs3bsXTk5OUKvVrzX3m3oxNhPT/lm2VK1aFZMnT8b48eNx/vx5PHnyBLt37zbfhvj333/j+vXr+PLLL/H06VOLY1u0aIHVq1fDaDRCCIFdu3ahc+fOKFOmjHlM5cqVERgYiO3bt7/xtbm6ugL497Pes2cPnj9/jqCgIDx58sQ8zs7ODvXq1cOBAwes5hgxYoT59zKZDCNGjMC2bduwd+9e9OzZE9u3b4ednR0++eQTi+P+85//YOPGjdixYwdGjBgBDw8PAMDmzZvRs2fPN742KWFRKh9xVqR+nKZNzRV58e5M9T/A6s6AcxFg5BnATpH6ykJ7bu/BucfnMP3kdOzsuhOejqmbmjvY5ZG9tYiIiIiIyEoRpyKITY5N96FFz1KeoYhTkVcqSr0OU/HHVLBIi63iVUbHvKxIkSJo2bKl+et27dqhYsWK6NatG1asWIGRI0eanxD3qnO/6PHjxzAYDOavXV1dzYWZzMaWGSEhIVi3bh1OnjyJadOm4a233jL3Xb9+HQAQHByc5vFxcXFISUmBRqMxb/L+oooVK2ZJUSohIQHAv5+dKbZ3333X5viXn9Inl8utCnQVKlQAAPOtfrdv3zbvEfWiypUrm/sBoEePHlixYgUGDRqE8ePHo0WLFujatSu6deuW7/frY1FKYnLy/uFscfP/1eVCPoCTe7ac4uerPwMAupXvBju5xN8vCZN8rlKBwDwlKWCekhQwT+lFTvZOONHrxGsd6yB3gEqhslmYUilUKOZUDGveW/PK8bwqd3d3lChRAufPn0933Pnz51GyZElzwcLb2xsXLlx45fO9rEWLFgCAw4cPY+TIkahUqRKA1H2WOnfu/Fpz1qlTx1wEAVI3Jp80adKbhmrl1q1b5gJPZGSkRZ/x//sdz5o1C9WrV7d5vKurK1JS3mz/sMwwfU7lypWziG316tXmjeZflNVPNnyRk5MTDh8+jP3792Pz5s3Yt28f1q9fj3fffRe7d+/O199jWZSSEDs7OwQEBOR2GG/m5v7UX8varj6/qWvPruHso7Owl9mja/mu2XIOyli+yFXK95inJAXMU5IC5im9TCaTwdnB+bWO1eg06F2pNxafX2zVZ3po0evO7ez8ase1b98ey5cvx9GjR9G4cWOr/iNHjiA6OhpDhgyxOGbZsmU4duwYGjRo8FpxAoBen/pwJtNqnsaNG6NQoUJYu3Ytvvjii9cqUoSHh0Oj+fcphundhve6jEYj+vfvD5VKhdGjR2PatGno1q0bunZN/dmsbNmyAFJXHaW3Aqto0aJwcnIyF7dedPXq1SyJdfXq1ZDJZObNwk2xFStWLFOrw4xGI27dumVeHQXA/CQ/01MJfXx8sHfvXsTHx1uslrpy5Yq530Qul6Nly5bmc0+bNg0TJkzAgQMH0oxHik/be1n+XgeWzwghLO5VlhyjEbj1/5VS2VSUMq2Sal6mOYo6F81gNGUXyecqFQjMU5IC5ilJAfOUspKTgxMGVhuIj6t9DJUidfWRSqHCx9U+xsBqA+Hk8OqrnoDUPDUYDK+UpyEhIXBycsKQIUOs9j+KjY3F0KFD4ezsjJCQEHP7Z599BhcXF3z00Ud4+PCh1Zw3b97EggULMjz3li1bAMD8xDpnZ2eMGzcOly9fxrhx42xex5o1ayyeXveyRo0amYseLVu2zJai1Ny5c/Hnn39i2bJlmDJlCho2bIiPP/7YvEdTrVq1ULZsWcyePdtccHvR48ePAaQWuwMDA7Fp0ybcuXPH3H/58mXs2rXrjeOcMWMGdu/ejR49ephvEQwMDIRKpcK0adOg0+nSjO1F33//vfn3Qgh8//33cHBwMK90e++992AwGCzGAcC8efMgk8nQtm1bAKn5ZJrDlKemlWTprRpzcXEBADx//jyTV573cKWUhJgqsQEBAdJcvhdzHkh6CihcgVJ1snz6RF0ittxM/ebdo2KPLJ+fMk/yuUoFAvOUpIB5SlLAPKWsprRTYkDVARhUbRDidfFZ9tCilJQUODllvqhVvnx5/Pjjj+jduzcCAgIwcOBA+Pn5ITo6Gj/88AOePHmCtWvXmlfYAKmrbSIiItCjRw9UrlwZ/fr1Q9WqVaHVavHnn39iw4YN6N+/v8V57t+/jzVrUm9J1Gq1OHfuHJYuXYoiRYpg5MiR5nEhISG4ePEi5syZgwMHDqBbt27w8vJCTEwMNm3ahJMnT+LPP/98o/foTVy+fBkTJ05E//790aFDBwBAWFgYqlevjmHDhuHnn3+GXC7HihUr0LZtW1SpUgUDBgxAyZIlcf/+fRw4cAAqlcpckJs8eTJ27tyJJk2aYNiwYdDr9Vi4cCGqVKmS4W2VJnq93vzeJicn4/bt2/j9999x/vx5NG/eHMuWLTOPValUWLx4Mfr27YuaNWuiZ8+eKFq0KO7cuYNt27ahUaNGFsUlR0dH7Ny5E8HBwahXrx527NiBbdu24YsvvkDRoqkLJDp06IDmzZtjwoQJiI6Oxttvv43du3dj8+bNGD16tDl3vv76axw+fBjvvfcevL298ezZMyxevBilSpWyuUrPpFatWgCATz75BIGBgbCzs5PeRulv/iBA6cvsowpzm+Qft3t4jhChKiEiembL9OuvrBdVw6qK9r+2z/SjXil7SD5XqUBgnpIUME9JCpin+UdGj3iXMqPRKBITE1/r54Tz58+LoKAgUaJECeHg4CC8vLxEUFCQiIyMTPOYa9euiUGDBglfX1+hUCiEm5ubaNSokVi4cKFITk42j/Px8REAzC+5XC6KFSsmgoKCxI0bN2zOvXHjRtG6dWvh6ekp7O3tRYkSJUSPHj3EwYMHX/na0uPj4yPatWuXZn9wcLDw8fERQqR+H6hTp44oVaqUeP78ucW4BQsWCABi/fr15razZ8+Krl27isKFCwulUil8fHxE9+7dxb59+yyOPXTokKhVq5ZQKBTC399fLFmyRISGhorMlDKCg4Mt3ltnZ2fh6+sr3n//fbFx40ZhMBhsHnfgwAERGBgo3N3dhaOjoyhbtqzo37+/OHXqlMXcLi4u4ubNm6J169bC2dlZFC9eXISGhlrNGx8fL8aMGSO8vb2Fg4ODKF++vJg1a5ZFLu7bt0906tRJeHt7C4VCIby9vUVQUJC4du2aeUxUVJQAIFatWmVu0+v1YuTIkaJo0aJCJpNl6n3JKhl9v8hsnUUmBNfZqtVquLu7Iy4uzmpH/bzEYDAgMjJSuv8LFdYeiD4CvDcbqDsoS6cWQuCDLR/g6rOr+KzOZ+j7Vt8snZ9ejeRzlQoE5ilJAfOUpIB5mn8kJycjKioKfn5+cHR0zO1wspQQAhqNBk5OTvliHx7KXf3798fGjRtt3oL4JqSUpxl9v8hsnYV7SkmMZP9y0CYCd46n/j4b9pM69/gcrj67Ckc7R3Qs2zHL56dXJ9lcpQKFeUpSwDwlKWCekhTk9R/yiYCCl6fcU0pC7OzszI8ClZzoPwCjDvAoA3hm/YZ6pg3O2/i1gbvSPcvnp1cj6VylAoN5SlLAPCUpYJ6SFMhkslfaT4ooNxTEPOVKKQkxGo14+vQpjEZjbofy6l586l4WV36fJz/HrujUJzB0r9A9S+em1yPpXKUCg3lKUsA8JSlgnpIUCCGg1+v5lEjK0wpinrIoJSFCCNy9e1eaCXpzf+qv2XDr3qYbm6A1alHZszKqFqma5fPTq5N0rlKBwTwlKWCekhQwT0kqtFptbodA+URYWFiW7ydlUtDylEUpyn5x94HHVwCZHPBrmqVTG4URO6N3AgB6VOxR4O6/JSIiIiIiIpIq7ilF2c906553TcCpEDQ6Dezl9ojXxsNN4Qa9UQ8nB8v7ZjMaY+p/nvIcKwNX4q+Yv1DXq25OXhURERERERERvQEWpSTGzc0tt0N4daZb9wI+QIohBSsvrETElQiotWqoFCr0rtQbA6sNhNJOCQAZjrHVH1QpCPW96+fiRdLLJJmrVOAwT0kKmKckBcxTkgK5nDcKUd5X0PKURSkJsbOzQ9myZXM7jFdjNAI3U1dKaap0xsrzK7Dk/BJzt1qrxuLziyEg0KtyLwBAxOWINMf0fasvVl9abdW/9PxSyCHHgKoDrFZdUc6TZK5SgcM8JSlgnpIUME9JCmQyGRwdHXM7DKJ0FcQ8LVglOIkzGo2IiYmR1pNNYs4BmljAwwf2zoURcSXC5rCIKxFQ2inhaO+Y5pjtUdvhZO+UZn/4lXDYy1lnzQskmatU4DBPSQqYpyQFzFOSAiEEdDodN+SnPK0g5imLUhIihEBMTIy0EtR0616FtojXxkOtVdscptaqkaBLwLPkZ2mOUdopodaq050jXhefJWHTm5FkrlKBwzwlKWCekhQwT0kqdDpdbodAlKGClqcsSlH2+v+te/CqCjeFG1QKlc1hKoUKhZSFUNSpaJpjUgwpUClU6c7h5sD9DIiIiIiIiIikgEUpyj7aRODO8dTf+zSE3qhH70q9bQ7tXak39EZ9umPa+bVDiiElwzmIiIiIiIiIKO9jUUpCZDIZPD09IZPJcjuUzIn+AzDqAA8fwNMfTg5OGBAwAEOqDTGvdlIpVPi42scYWG0gnByc4OTghIHVBuLjah/bHOOqcE23n5uc5w2Sy1UqkJinJAXMU5IC5ilJhZ2d3SuNDwsLg0wmg0wmw9GjR636hRAoXbo0ZDIZ2rdvb3OO58+fw9HRETKZDJcvX07zXFu2bEGzZs1QrFgxODs7w9/fH927d8fOnTtfKeaMGI1G/PTTT6hXrx48PT3h5uaGChUqoF+/fjh+/LjF2OjoaAwYMABly5aFo6MjvLy80LRpU4SGhlqMe+edd8zvk0wmg0KhgJ+fHwYPHoy7d+9mOja1Wo1vvvkGtWvXhru7O5RKJXx8fNCjRw9s27bNYuyXX34JmUyGgwcPWs2zbt06yGQyfP/99wCApKQkLFq0CK1bt0aJEiXg5uaGGjVqYPHixTAYDFbX/OK1vPhat26d1bkuX76MNm3awNXVFZ6enujbty8eP35sNe6bb75Bx44dUbx4cchkMkyaNCnN9yEmJgY9evSAh4cHVCoVOnXqhFu3bmU6TplMhhkzZqQ5f17DXaElRC6Xo0yZMrkdRuaZ9pMq+y7w/3+krLm0Bm8Vfgv7PtiHJH0S3BzcoDfqobRTmg9T2ikxoOoADKo2CPG6eKsxGfVT7pNcrlKBxDwlKWCekhQwT0kKZDIZlMrX+3nB0dERERERaNy4sUX7oUOHcO/evXTn3bBhA2QyGby8vBAeHo6pU6dajZk9ezZCQkLQrFkzjB8/Hs7Ozrhx4wb27t2LdevWoU2bNq8Vty2ffPIJFi1ahE6dOqF3796wt7fH1atXsWPHDvj7+6N+/foAgBs3bqBOnTpwcnLChx9+CF9fXzx48ABnzpzBt99+i8mTJ1vMW6pUKUyfPh0AoNVqcenSJSxZsgS7du3C5cuX4ezsnG5cN27cQGBgIG7fvo0uXbqgX79+cHV1xd27d7F9+3a0b98eP/30E/r27QsgtSi1bt06DB06FOfPn4dCoQCQWgQcM2YM6tSpg2HDhgEAbt26hZEjR6JFixYYO3YsVCoVdu3ahWHDhuH48eP48ccfreIJCgrCe++9Z9HWoEEDi6/v3buHpk2bwt3dHdOmTUNCQgJmz56NyMhInDx50hyTKV4vLy/UqFEDu3btSvN9SExMRJs2bRAXF4cvvvgCDg4OmDdvHpo1a4a///4bhQsXzjBOAKhRo0Z6b3feIkjExcUJACIuLi63Q0mXwWAQt2/fFgaDIbdDyZyInkJ86yfExc1CCCEStYmiQXgDUTWsqjj+z/FcDo6yk+RylQok5ilJAfOUpIB5mn9oNBpx6dIlodFocjuULGc0GkVycrIwGo2ZPmbVqlUCgOjatasoUqSI0Ol0Fv2DBg0StWrVEj4+PqJdu3Y252jatKno2rWrGDNmjPDz87Pq1+l0QqVSiVatWtk8/uHDh5mONyMxMTFCJpOJQYMGWfUZjUaLcw0bNkzY29uL6OjoDGNq1qyZqFKlitW477//XgAQu3fvTjcunU4nqlatKlxcXMTRo0dtjtm1a5fYvn27Rdvu3bsFADFp0iRz25AhQ4SdnZ04e/asue3x48fiwoULVnMOGDBAABDXr183t0VFRQkAYtasWenGLIQQH3/8sXBychK3b982t+3Zs0cAEEuXLrUYGxUVZY4FgAgNDbU554wZMwQAceLECXPb5cuXhZ2dnRg/fvxrxZldMvp+kdk6C2/fkxAhBGJjY/P+k020SYBeC7SZAYyOBPybAQB2Ru9EvC4epVxLoY5XnVwOkrKTZHKVCjTmKUkB85SkgHlKUvHyrVqZFRQUhKdPn2LPnj3mNq1Wi40bN6JXr15pHnfnzh0cOXIEPXv2RM+ePREVFYU///zTYsyTJ0+gVqvRqFEjm3MUK1bstWK2JSoqCkIIm+eSyWQW57p58yZKlSoFHx+f147Jy8sLAGBvn/4NWhs2bMCFCxcwceLENN+H1q1bo23bthZtrVq1Qq9evTB9+nRcu3YNx44dw7JlyzBq1ChUr17dPK5IkSKoUqWK1ZxdunQBgDRvq0xMTIRWq00z7l9++QXt27e3WCnasmVLVKhQAT///LPFWF9f3zTneXnOWrVqoU6df39erlSpElq0aGE1Z37BohRlLX0y8Md8YHZ5YEE1YO5bwLFFgD4ZP19N/UP0QcUPIJcx9YiIiIiIyDajRgOh00H/9CmETgejRpNrsfj6+qJBgwZYu3atuW3Hjh2Ii4tDz5490zxu7dq1cHFxQfv27VG3bl2ULVsW4eHhFmOKFSsGJycnbNmyBbGxsdl2DQDMBaYNGzYgKSkpw7F3797F/v37MzW3wWDAkydP8OTJEzx48AD79+9HaGgoypUrl2ahyWTLli0AgD59+mTqXC+aO3cunJ2dMWTIEAwZMgSlSpWyurUwLTExMQBSi1Yvmzx5MlxdXeHo6Ig6depg9+7dFv3379/Ho0ePULt2batj69ati7Nnz77ytRiNRpw/fx41a9a0OefNmzcRHx9v0Z6UlGR+31986fXSeQAYKwOUdbRJwJG5wKFvgeTnqW3Jz4FD3+Li3gm4+PQiHOQO6Fyucy4GSUREREREeZkxJQVPV6zAtUaNcb1RY1xr1BhPV/wAY0pKrsXUq1cvbNq0CZr/F8fCw8PRrFkzeHt7p3lMeHg4OnXqBCen1Icx9ejRAz///LNFwUAulyMkJASnT59GmTJl8N5772HatGk4c+ZMll9DiRIl0K9fP2zbtg2lSpVC165dMWfOHFy5csVq7CeffAKFQoEWLVqgRo0aGD16NDZv3pxmMevKlSsoWrQoihYtCm9vb7Ro0QJGoxG7d++22FsprWM9PDxQsmRJi/bExESLQotarbY6tnjx4pgxYwYOHjyIyMhILFy4EK6urhm+F1qtFvPnz4efn5/FqiS5XI7WrVtj1qxZ+P333zFv3jw8evQIbdu2tdhs/cGDBwBS39OXlShRArGxsUh5xXw1HWNaYfbynADwzz//WLSHhoaa3/cXX6dOnXqlc+cmFqUkxLRBXp59somdPXBiqc2u9VFbAQCtfVvD09EzJ6OiXJDnc5UIzFOSBuYpSQHzlF4mhIAxKem1XoaEBDxdtgxPFv0Xxv8XIYxqNZ4sWoSny5bBkJDwynOabi11cHB47Wvq3r07NBoNtm7divj4eGzdujXdW/fOnz+PyMhIBAUFmduCgoLw5MkTq42uJ0+ejIiICPMm2BMmTECtWrVQs2bNdJ/Y9zpWrVqF77//Hn5+fvjtt9/w6aefonLlymjRogXu379vHlelShX8/fff6NOnD6Kjo7FgwQJ07twZxYsXx/Lly63m9fX1xZ49e7Bnzx7s2LED8+fPR1xcHNq2bWvzaXQvUqvVNgtJEyZMsCi0pPV+m1Y6OTs7W21Gn5YRI0bg0qVL+P777y1uLyxTpgx27dqFoUOHokOHDhg1ahTOnj2LokWL4j//+Y95nKk4aWuTe0dHR4sxmWUabypiZmbOwYMHm9/3F19vvfXWK507N/HpexIil8ttVk3zjOS4f1dIvSBOLsMOx9RU61GxRw4HRbkhz+cqEZinJA3MU5IC5im9TGg0uFqz1isfZ1eoEMrt24vY1Wts9seuXoPCAwfiRouWMDx7lul5K545Dbmz8xsVpYoWLYqWLVsiIiICSUlJMBgM6NatW5rj16xZAxcXF/j7++PGjRsAUgsLvr6+CA8PR7t27SzGBwUFISgoCGq1GidOnEBYWBgiIiLQoUMHXLhwwVyUeFlsbKzFvkdOTk5wd3dPMy65XI7hw4dj+PDhePr0Kf744w8sWbIEO3bsQM+ePXHkyBHz2AoVKmD16tUwGAy4dOkStm7dipkzZ2Lw4MHw8/NDy5YtzWNdXFwsvm7Tpg0aN26M2rVrY8aMGZgzZ06aMbm5ueHp06dW7cOGDUP79u0BpH1rX3x8PD755BNUrFgRN2/exLhx47BixYo0zwUAs2bNwvLlyzFlyhSbT657maenJwYMGIAZM2bg3r17KFWqlLlwZGs1VHJyMgDbxaX0mMbr9XqrIn9ac5YvX97ifZcirpSSEIPBgJs3b772Bn3ZztEdcPSwat7i6opkuRzlPcqhetHqOR4W5bw8n6tEYJ6SNDBPSQqYp5RV7IsWgT421rxC6mVGtRr6Z89gX9R6D6CMCCGQnJz8Rhvy9+rVCzt27MCSJUvQtm1beHh4pHmutWvXIjExEW+99RbKly9vfkVHR2Pz5s1ISEiweaxKpUKrVq0QHh6O4OBg3Lx5EydOnEgzpq5du6JEiRLm16hRozJ9PYULF0bHjh2xfft2NGvWDEePHsXt27etxtnZ2SEgIADjx4/Hb7/9BgBWe2PZUqtWLbi7u+Pw4cPpjqtUqRKeP39usVILSC2KtWzZEi1btkyzKDdhwgTExMQgIiICY8aMwcqVK/HHH3+kea6wsDCMGzcOQ4cOxZdffpnhNZiULl0aAMz7fplupzPdxveiBw8ewNPT0+YqqvSYjrl3755VnprOk97tolLFlVIS8/LGZnlK4hOg7iDg8CxzkwDws1vqUszu5bpwWXcBkqdzlej/mKckBcxTkgLmKb1I5uSEimdOv96x9vaQq1Q2C1NylQoORYvCd926V44HSN1I+k106dIFQ4YMwfHjx7F+/fo0xx06dAj37t3D119/jcqVK1v0PXv2DIMHD8amTZsy3Ni7du3a+PHHH20WPkzmzJmDZy+sGnvdokXt2rVx6NAhPHjwwOYT914cB9guxthiMBjSLMCZtG/fHuvWrUN4eDg+++yzTMd86tQpLFq0CCNHjkTNmjVRsWJFrF+/HkOHDsXZs2etnvq3efNmfPTRR+jatSsWLVqU6fMAwK1btwCkrpgDgJIlS6a5d9PJkyctnv6XWXK5HAEBATh92vrPzokTJ+Dv7w83N7dXnjevY1GKssbzO8DGgUDQWgAy4OQyIPk5TqkKI0rhACd7J7Qv3zW3oyQiIiIiomwmk8kgc3Z+rWONGg08+/bFExtFA8++fSEMBshfY+43WSFl4urqisWLFyM6OhodOnRIc5zp1r2QkBCbK3xmzZqF8PBw9OnTB0lJSTh37hwaNGhgNW7Hjh0AgIoVK6Z5rlq1Mn+bZExMDGJjY632G9Jqtdi3bx/kcjnKlSsHADhy5Ajq169vdcvj9u3bM4zJ5MCBA0hISMDbb7+d7rju3btj2rRpmDJlCpo2bYr69etbjXn58zMYDBgyZAhKlCiBKVOmAEi9hXDhwoXo1KkT5s2bh5CQEPP4w4cPo2fPnmjatCnCw8Mhl9u+aezx48fmwpPJ/fv3sXLlSlSrVs1iY/P3338fP/74I+7evWteSbVv3z5cu3YNY8aMSfea0/L+++9j/PjxOHXqlHkD9qtXr2L//v349NNPX2vOvI5FKXpz2kRgbS/gYSSwdQzQ+b9AsxAgWY31f00Dbu9Be//2cFVk/BQEIiIiIiIquOROTig8eBAAIHb1ahjVashVKnj27YvCgwdB/oq3RGW14ODgdPtTUlLwyy+/oFWrVmnectaxY0csWLAAjx49glwuR8OGDVG/fn20adMGpUuXxvPnz7Fp0yYcOXIEnTt3Ro0aNbIk9nv37qFu3bp499130aJFC3h5eeHRo0dYu3Ytzp07h9GjR5s3Df/2229x+vRpdO3aFdWqVQMAnDlzBj/99BM8PT0xevRoi7nj4uKwZk3qXmB6vR5Xr17F4sWL4eTkhM8//zzduBwcHPDbb78hMDAQjRs3RteuXdGkSRO4uLjg/v37+P3333Hnzh2Lfbi+++47nDlzBr/88ovF6qGOHTuiY8eOmDx5Mnr06IEyZcrg9u3b6NixI2QyGbp164YNGzZYnL9atWrma/zss89w8+ZNtGjRAt7e3oiOjsbSpUuRmJiIBQsWWBz3xRdfYMOGDWjevDlGjRqFhIQEzJo1CwEBARgwYIDF2NWrV+P27dvmpxcePnwYU6dOBQD07dvXvDpt2LBhWL58Odq3b49PP/0UDg4OmDt3LooXL26x0brJmTNnzO/7i8qWLWuz0JknCRJxcXECgIiLi8vtUNJlMBjEkydPhMFgyO1Q/mUwCLGujxChKiFmlhXi+V1z1+Okx6L6j9VF1bCq4srTK7kYJOW0PJmrRC9hnpIUME9JCpin+YdGoxGXLl0SGo0mt0MRhqQkYdRqhe7pU2HUaoUhKemN5jMajUKn0wmj0ZjpY1atWiUAiL/++ivdcT4+PqJdu3ZCCCF++eUXAUD88MMPaY4/ePCgACAWLFggdDqdWL58uejcubPw8fERSqVSODs7ixo1aohZs2aJlJSUTMebEbVaLRYsWCACAwNFqVKlhIODg3BzcxMNGjQQy5cvt3hv/vjjDzF8+HBRtWpV4e7uLhwcHESZMmVE//79xc2bNy3mbdasmUDqzi0CgJDJZMLT01N07NhRnD59OtPxPX/+XHz99deiRo0awtXVVSgUClG6dGnRrVs3sWXLFvO4u3fvCldXV9G+fXub89y+fVu4uLiIjh07CiGEOHDggEV8L79CQ0PNx0ZERIimTZuKokWLCnt7e1GkSBHRpUuXNK/jwoULonXr1sLZ2Vl4eHiI3r17i5iYGKtxL79HL74OHDhgHmc0GkVUVJTo1q2bUKlU5uu8fv26xXxRUVHpXlNwcHAm3/XXl9H3i8zWWWRCZME6RolTq9Vwd3dHXFwcVCpVbocjLQe/BQ5OA+QOQP9tQJl65q4N1zZg4ZmFKKMqgzXv2X6CBhERERER5Q3JycmIioqCn59fmqt8iIiAjL9fZLbOwqfvSYjBYMCVK1ey9ckmGm0CdAYdYjVPoTPooNEmpN9fIwgo3xpoP89ckNLoNNAZdGjo3RA739+JaY2nZVu8lDflRK4SvSnmKUkB85SkgHlKUiCEgEajyZK9pYiyS0HMU+4pJTHJycnZNneKPgUrL4Yh4spaqLVqqBQq9K4UhIEBg6C0V6bd32M1lPapldEUQwpWXliJiCsR5jG9KvXCR9U+gtIud+//ppyVnblKlFWYpyQFzFOSAuYpSUFB+kGfpKug5SmLUgQgdQXUyothWHJ+qblNrVVj8fmlEAB6VeqFiCsRafZ39O8AyOX4/cbvWHJ+icWYJeeXQAYZBlQdACcHpxy8KiIiIiIiIiLKq3j7HgEA7O2UiLiy1mbf9qgdcFW4pdkfcWUtCjsXRRGnIoi4EmFzTPiVcNjLWQMlIiIiIiIiolQsSkmIXC6Hv78/5PKs/9jitWqotWqbfUo7JdTp9Ku1aiTpEhGXEpfumHhdfJbFS3lbduYqUVZhnpIUME9JCpinJBVKJbcTobyvoOUp/+aQEJlMBpVKBZlMluVzuyrcoFLY3hE/xZAClUKVZr9KoYK70gOFHQunO8bNwS3L4qW8LTtzlSirME9JCpinJAXMU5ICmUwGOzs75inlaQUxT1mUkhCDwYDIyMgsf7KJXpeMC4/+RlClIJv97fzaIsWQjN5p9PeuFAS9IQV6ox69K/VOY0xv6I36LIuZ8rbsylWirMQ8JSlgnpIUME9JCoQQSEpKKnCbSJO0FMQ85SY/EpMdf9nP29QDRxwEfmzzI2RAmk/fGxgwCAAQnkY/AAysNvD/Y8JfGNMbA6sN5NP3Chj+w5SkgHlKUsA8JSlgnhIR0etgUaqA27RvHH5KugUAuHxlMz6s0h+Dqw1BvFYNN4UKekOKueCktFdiQJX+GJRGP5C6/9SAqgMwqNogxOvi4ebgBr1Rz4IUEREREREREVlgUaoA+/tCBL6+uw2QyTBUVRUNq/c393k6FQYAONg5WBzjpHBNtx8AnBycUsfYeaY5hoiIiIiIiIgKNu4pJSFyuRwVK1ZM88kmGm0CdAYdYjVPoTPooNEmpNmvNWgR714SpTz80UKuwscdV+fEJVABkVGuEuUFzFOSAuYpSQHzlKTC0dExt0MgylBBy1OulJIYhUJhsz1Fn4KVF8PS3A/KVn9QpSD81OYnKI1GyO2YCpS10spVoryEeUpSwDwlKWCekhQUpCeakXQVtDzlf2dIiNFoRGRkJIxGo0W7RpuAFZHLseT8Uqi1agCAWqvG4vNL8UPkciRo4232Lz2/FOGX1wD2/EcEZa20cpUoL2GekhQwT0kKmKckFRqNJrdDkKyDBw9CJpNh48aNGY7t378/fH19LdpkMhkmTZpk/josLAwymQzR0dFZG2g+UNDylEWpfMDeTomIK2tt9m2L2gGlnWOa/RFX1sKem5ATERERERFZMBVOZDIZjh49atUvhEDp0qUhk8nQvn17m3M8f/4cjo6OkMlkuHz5cprn2rJlC5o1a4ZixYrB2dkZ/v7+6N69O3bu3Jnl15Le6+ViUm6bNGmSRXxyuRwlSpRA+/btcfz4cavxkZGR6NatG3x8fODo6IiSJUuiVatWWLhwoXlMUlISFi1ahNatW6NEiRJwc3NDjRo1sHjx4gyfJBoeHg6ZTAZXV1ervpMnT2LYsGGoVasWHBwc0lzxdPfuXUyePBl169ZFoUKFUKRIEbzzzjvYu3dvhu/HoEGDbOZb//79JffZmvCerXwgXqs2r4B6mdJOiThtXJr9aq0a8Vq1eeNyIiIiIiIi+pejoyMiIiLQuHFji/ZDhw7h3r17UCrT/k/+DRs2QCaTwcvLC+Hh4Zg6darVmNmzZyMkJATNmjXD+PHj4ezsjBs3bmDv3r1Yt24d2rRp88bX0LRpU6xebbmP8EcffYS6deti8ODB5jZbxZZXtXz58ixfObl48WK4urrCaDTi7t27WL58OZo2bYqTJ0+ievXqAIA///wTzZs3R5kyZTBo0CB4eXnh7t27OH78OBYsWICRI0cCAG7duoWRI0eiRYsWGDt2LFQqFXbt2oVhw4bh+PHj+PHHH23GkJCQgM8++wwuLi42+7dv344VK1agWrVq8Pf3x7Vr12yO27x5M7799lt07twZwcHB0Ov1+Omnn9CqVSv88MMP6Nmzp83jTp06hbCwMJt7Tg0ZMgQtW7a0edy+ffsQFhaG+vXr2+zPbSxK5QNuChVUCpXNwlOKIQXuCvc0+1UKFdwUqpwIk4iIiIiISHLee+89bNiwAd999x3s7f/9EToiIgK1atXCkydP0jx2zZo1eO+99+Dj44OIiAiropRer8eUKVPQqlUr7N692+r4R48eZck1+Pv7w9/f36Jt6NCh8Pf3R58+fbLkHCYODln/9PVu3bqhSJEi5q87d+6MqlWrYsOGDeai1DfffAN3d3f89ddf8PDwsDj+xffRy8sLkZGRqFKlirltyJAh+PDDD7Fq1SpMnDgR5cqVs4ph6tSpcHNzQ/PmzbFp0yar/o8//hjjxo2Dk5MTRowYkWZRqnnz5rhz547F9QwdOhTVq1dHaGiozaKUEAKffPIJ+vXrh3379ln1N2jQAA0aNLBqf/DgAcaOHQsfHx8sXrzYZjy5jbfvSYhcLkdAQIDVk030hhT0rhRk85h2fm2RYkhOs793pSDoDSlZHisVbGnlKlFewjwlKWCekhQwTyk76FIMMOiN0MRrYdAboUtJ/7aqzHBycnqt44KCgvD06VPs2bPH3KbVarFx40b06tUrzePu3LmDI0eOoGfPnujZsyeioqLw559/Wox58uQJ1Go1GjVqZHOOYsWKvVbM2cVgMOCLL76Al5cXXFxc0LFjR9y9e9dijK09pbKal5cXAFgUCW/evIkqVapYFaQAy/exSJEiFgUpky5dugCAzdssr1+/jnnz5mHu3LkW53xR8eLFM5VjVapUsShIAYBSqcR7772He/fuQa/XWx2zevVqXLhwAd98802G85sYjUb07t0bz549Q0REBAoVKpTpY3MS/+aQGK1Wa9XmpHDFwIBB+LjaEKj+v+pJpVDh42pDMDBgEFwVbun2OynefIkm0cts5SpRXsM8JSlgnpIUME8pK+l1BpzZfRurPjuKlSFHseqzozi7+zb0ujcrTAkhXus4X19fNGjQAGvX/rtP744dOxAXF5fmrVYAsHbtWri4uKB9+/aoW7cuypYti/DwcIsxxYoVg5OTE7Zs2YLY2NjXii8nffPNN9i2bRvGjRuHTz75BHv27EHLli2zfXPu2NhYPHnyBI8ePcLZs2cxaNAgODo6onv37uYxPj4+OH36NC5cuPBa54iJiQEAq4IRAIwePRrNmzfHe++993oXkMnzOzs7WxW24uPjMW7cOHMxMLOmTJmCAwcOYPLkyWjYsGFWh5tlePuehBiNRly9ehUBAQGws7Oz6FPaKzGgSn8MqjYE8Vo13BQq6A0pUNorM9VPlJXSy1WivIJ5SlLAPCUpYJ7Sy4QQ0Gtfb08hYRQ4u/cOTm2LNrelJOnx17ZoCAA1WpaBTG57A+m02CtS12IkJye/9mqpXr16Yfz48dBoNHByckJ4eDiaNWsGb2/vNI8JDw9Hp06dzOfs0aMHli1bhgULFphX28jlcoSEhODrr79GmTJl0LRpUzRu3Bht2rRBzZo1XyvW7BQbG4vLly/Dzc0NAFCzZk10794dy5cvxyeffJJt561YsaLF1x4eHti0aZPFiqdPP/0Ubdu2RfXq1VG3bl00adIELVq0QPPmzTO8pVCr1WL+/Pnw8/NDnTp1LPq2bduG3bt349y5c1l3QS+5ceMGfv31V3zwwQfQ6XQWq7G+/vprODk5YcyYMZme79ChQ5gyZQpatGiBzz//PDtCzjIsSuUjphVPpk3LHewcXqmfiIiIiIjoTem1RiwbdeiVj3N0dUC/bxoi8sA9m/2RB+6hZmsf/DThTyQn6DI97+AFzcyFqdfVvXt3jB49Glu3bkWbNm2wdetWfPfdd2mOP3/+PCIjIzF9+nRzW1BQEKZNm4Zdu3ahXbt25vbJkyejUqVK+O9//4tdu3Zhx44dmDBhAmrUqIHw8HBUrlz5jWLPSv369TMXpIDUvZ5KlCiB7du3Z2tR6pdffoFKpYIQAvfv38fixYvx/vvvY/fu3eZVQK1atcKxY8cwffp07Nq1C8eOHcPMmTNRtGhRrFixAh07dkxz/hEjRuDSpUvYtm2bRUFIq9VizJgxGDp0KN56661subakpCR88MEHcHJyssgXALh27RoWLFiAtWvXpruh/ouePHmCXr16oXDhwlizZk2ev7U6z0a3aNEi+Pr6wtHREfXq1cPJkyfTHb9hwwZUqlQJjo6OCAgIwPbt23MoUiIiIiIiInpTzioFNPFapCRZ76kDpK6Y0iRo4axS5HBkQNGiRdGyZUtERETg119/hcFgQLdu3dIcv2bNGri4uMDf3x83btzAjRs34OjoCF9fX6tb+IDUgtWRI0fw7Nkz7N69G7169cLZs2fRoUMHJCcnp3me2NhYxMTEmF9xcXFvdJ2PHz+2mC8hIcGiv3z58hZfy2QylCtXDtHR0W903ow0bdoULVu2RKtWrdC/f3/s27cPbm5u5ifqmdSpUwe//vornj17hpMnT2L8+PGIj49Ht27dcOnSJZtzz5o1C8uXL8eUKVOsbs+bN28enjx5gsmTJ2fLdRkMBvTs2ROXLl3Cxo0brVbejRo1Cg0bNsT777+fqfmEEOjXrx8ePHiAn3766ZVu98steXKl1Pr16zF27FgsWbIE9erVw/z58xEYGIirV6/a3Ojtzz//RFBQEKZPn4727dsjIiICnTt3xpkzZ1C1atVcuILswyXRJBXMVZIC5ilJAfOUpIB5Si+yV8gxeEGz1zpWbieD0tneZmFK6WwPF3cluo2r/crxZIVevXph0KBBiImJQdu2bW1uqA2kFgbWrl2LxMREm6trHj16hISEBLi6Wu/tq1Kp0KpVK7Rq1QoODg748ccfceLECTRrZvv97Nq1Kw4d+ndVWnBwMMLCwl7r+oDUos7t27fNX4eGhmLSpEmvPV92cXV1Rb169bB582YkJibCxcXFol+hUKBOnTqoU6cOKlSogAEDBmDDhg0IDQ21GBcWFoZx48Zh6NCh+PLLLy364uLiMHXqVAwbNgxqtRpqderT7BMSEiCEQHR0NJydnd9oM/pBgwZh69atCA8Px7vvvmux79n+/fuxc+dO/PrrrxZFP71eD41Gg+joaHh6ekKlUpn7Zs+ejR07diAkJASBgYGvHVdOypNFqblz52LQoEEYMGAAAGDJkiXYtm0bVq5cafN+yAULFqBNmzYICQkBkLqh1549e/D9999jyZIlORp7drKzs0NAQEBuh0GUIeYqSQHzlKSAeUpSwDyll8lkMjgoX69QqUsxoFrzUvjrhT2lTKo1LwWjQbz23M7Ozq91nEmXLl0wZMgQHD9+HOvXr09z3KFDh3Dv3j18/fXXVrfePXv2DIMHD8amTZvQp0+fdM9Xu3Zt/Pjjj3jw4EGaY+bMmYNnz56Zv05vj6vMCA8Pt9i03N/f36L/+vXrFl8LIXDjxg1Uq1btjc77OkxPqUtISLAqSr2odu3UIubL7+PmzZvx0UcfoWvXrli0aJHVcc+ePUNCQgJmzpyJmTNnWvX7+fmhU6dO2LRp02vFHxISglWrVmH+/PkICgoCkPpnx5Snd+7cAZBaeHzZ/fv34efnh3nz5mH06NEAgBMnTmDChAmoV6/eKz2lL7fluaKUVqvF6dOnMX78eHObXC5Hy5YtcezYMZvHHDt2DGPHjrVoCwwMTDM5UlJSkJKSYv7aVPE0GAwwGFKf6CCTySCXy2E0Gi2qlaZ207iM2uVyOWQymc12IHVjyMy029nZwWg0Ii4uDm5ubpDJZBbtLz9JwlZ7XrwmIUSa18prku41GQwGqNVqc67mh2vKj59TQb8mmUyGuLg4uLq6mr+nSv2a8uPnVNCvSSaTISEhAc7OzuY8lfo15cfPqaBfkxACiYmJcHNzsxmjFK8pvfb8fE0GgwFCCPNLJpPZfGJddrbbK+So2cYHAHD+wD2kJOmhdLZHtealULOND+zs5Zl6ip6tuQ0GQ5qr+myNN31tej9cXFzw3//+F9HR0ejQoYPN8TKZDKtXr4aLiws+/fRTODo6Ws0/a9YshIeHo3fv3khKSsK5c+fQoEEDq5h27NgBAKhQoUKan0fNmjWt2k2/z+z7/uL4tJ7SZhrz008/4fPPPzf/O3/Dhg148OABPvvsszTfvxe/fvE9TWvcizG+/BmY2mNjY/Hnn3/Cy8sLRYsWBZC6suidd96x+PtSJpNh27ZtAP59HwHgyJEj6NmzJ5o2bYo1a9aY533xvSlatCh+/fVXq9gWLlyIY8eOISIiAiVKlLCK/8U5Xv7z/WIOzJ49G+PHj8eoUaMsxpny9N1337V5/iFDhsDHxwdffPEFAgICIITA8+fP0bNnTzg7OyMiIgL29vYZ5sGrSO/Ph9FotPoeZPq+lxl5rij15MkTGAwGFC9e3KK9ePHiuHLlis1jYmJibI43PdLxZdOnT7d5T+jFixfNSyg9PT1RpkwZ3Lt3z+LRnF5eXvDy8kJ0dDTi4+PN7aVLl0bhwoVx/fp1i3t+/f39oVKpcOnSJYsPqmLFilAoFIiMjLSIISAgAFqtFlevXjW3mf73Sa1W48yZM/D09IRMJoOjoyMqVaqEZ8+e4e7du+bxbm5uKFu2LB49emTxHuTFa4qPj8etW7fM7bym/HFNDx8+xOXLl825mh+uKT9+TgX9mooWLYrz589bFPqlfk358XMq6Nfk6+uL6Ohoq38MSvma8uPnVNCvyZSbFSpUsFhFIeVrAvLf55SZa7p58ybkcrn5HE5OTjAYDNBqtebxcrkcjo6O0Ov10Ol0FvMolUpotVqLWBwcHODg4ICUlBSLH1IVCgXs7e2RnJxs8f1NqVTC3sEO1VqUQq22vkjR6KF0sofBYISdvdxiFY8pRiGE1b5Lzs7OMBqNFosRDAYDXF1dM31NppU4Op3OfN7u3bubryk5OdlcWDQtcDAYDPj111/Nt2JpNBoolUrY2dmZ52jbti3++9//4uHDh7Czs0OjRo1Qt25dtGrVCiVLlkRSUhI2b96MI0eOoEOHDqhUqRI0Go3Na5LJZK/9OZmuUaPRZPg5mcZ7eHigUaNGGDBgAB4/foz58+ejbNmy6NOnDzQajbkIZ7r2l5naXow1vWsyfQZr166Fm5sb7O3tcffuXaxatQrPnj3Dd999B51OB6VSiZEjRyIpKQkdOnRAxYoVYTAYcOLECaxfvx4+Pj7o2bMnNBoNHjx4gI4dO0Imk6Fjx47mPb4cHBwgl8tRvnx5BAQEQCaTITAwEI6OjpDJZObYf/nlF9jZ2aFz584W13nnzh2sXbsWDg4OOHXqFACYb30sU6YMBg4cCIPBgI0bN2LcuHEoV64cypcvjzVr1kCv15v/3DRr1gylS5dGmTJlULx4cas/T87OzihatKj59jyNRoOhQ4ciOjoa3bp1w4EDB3DgwAGLazK9v6YVWS9fk8mr/HkyfYZxcXF4+PChud30fe/x48dWn79NIo+5f/++ACD+/PNPi/aQkBBRt25dm8c4ODiIiIgIi7ZFixaJYsWK2RyfnJws4uLizK+7d+8KACI2Nlbo9Xqh1+uFwWAQQghhMBjMbS+2v9iWXrvRaEyz3Wg0ZrpdCCF0Op04c+aMSElJsWh/Oca02vPiNaXVzmuS9jVptVqLXM0P15QfP6eCfk16vd7qe6rUryk/fk4F/Zp0Op04e/asRZ5K/Zry4+dU0K8pJSVFnDlzRuh0unxzTfnxc8rMNSUkJIiLFy+KpKQk89ymY1585Vb7q7xensNgMIjExMRMjzcajWLlypUCgDh58mS64318fES7du2E0WgUv/zyiwAgVqxYkeb4AwcOCABi/vz5QqvVimXLlonOnTsLHx8foVQqhbOzs6hRo4aYOXOmSE5Ozrb318XFRQQHB2dq/P79+wUAERERIT7//HNRrFgx4eTkJNq1ayeio6MtxgcHBwsfHx+LNgDiq6++snpvo6Ki0o3xq6++EgAsXi4uLqJBgwZi/fr1FuO3b98uBgwYICpVqiRcXV2FQqEQ5cqVEyNGjBAxMTHmsaZrSev1Ypy2XsHBwcLFxcWqPb15mzVrlu41vfjasWOH+c+8rfO/mG8vtqU3p+mVVX+ejEajSEpKEpcuXRKJiYk2v6c8e/ZMABBxcXEiPTIh3nAdVxbTarVwdnbGxo0b0blzZ3N7cHAwnj9/js2bN1sdU6ZMGYwdO9Z8LyWQuiHbpk2bcO7cuQzPqVar4e7ujri4OItNwvIag8GAyMhIBAQEcDNJytOYqyQFzFOSAuYpSQHzNP9ITk5GVFQU/Pz8zCte8gvx/xUtTk5OFrd3EeUlUsrTjL5fZLbOkjWPIchCCoUCtWrVwr59+8xtRqMR+/bts3mfLQA0aNDAYjwA7NmzJ83xUpbf/nKg/Iu5SlLAPCUpYJ6SFDBPSQry+g/5REDBy9M8t6cUAIwdOxbBwcGoXbs26tati/nz5yMxMdH8NL5+/fqhZMmSmD59OgBg1KhRaNasGebMmYN27dph3bp1OHXqFJYtW5abl5Hl7OzsUKlSpdwOgyhDzFWSAuYpSQHzlKSAeUpSYNqniCgvK4h5mieLUj169MDjx4/x1VdfISYmBtWrV8fOnTvNm5nfuXPH/OQIAGjYsCEiIiLw5Zdf4osvvkD58uWxadMmVK1aNbcuIVsYjUY8e/YMhQoVsrh+oryGuUpSwDwlKWCekhQwT0kKxP83I7ezsytwK1FIOgpinubJohQAjBgxAiNGjLDZd/DgQau2Dz74AB988EE2R5W7hBC4e/cuPDw8cjsUonQxV0kKmKckBcxTkgLmKUmFVqstcKtQSHoKWp7yvzKIiIiIiIiIiCjHsShFREREREREREQ5jkUpiXFzc8vtEIgyhblKUsA8JSlgnpIUME/zFyFEboeQLbjnGUmBVPI0q75P5Nk9pcianZ0dypYtm9thEGWIuUpSwDwlKWCekhQwT/MPBwcHAEBSUlK+29NGJpPB0dExt8MgSpeU8jQxMREymcz8feN1sSglIUajEY8ePUKxYsUkUz2lgom5SlLAPCUpYJ6SFDBP8w87Ozt4eHjg0aNHAABnZ+d88wQwIQT0ej3s7e3zzTVR/pPX89QUn1qthlqthoeHB+zs7N5oThalJEQIgZiYGBQtWjS3QyFKF3OVpIB5SlLAPCUpYJ7mL15eXgBgLkzlF0II6HQ6ODg45Mkf9okA6eSpnZ0dSpQoAXd39zeei0UpIiIiIiIiApB6+1CJEiVQrFgx6HS63A4nyxgMBly7dg0+Pj5vvLKDKLtIIU/t7e1hZ2eXZUUzFqWIiIiIiIjIgp2dXZ79ofh1GAwG8349+em6KH8piHnKm74lRCaTwdPTM08v4yMCmKskDcxTkgLmKUkB85SkgHlKUlAQ81Qm8uvzPl+BWq2Gu7s74uLioFKpcjscIiIiIiIiIiLJymydhSulJMRoNOLOnTswGo25HQpRupirJAXMU5IC5ilJAfOUpIB5SlJQEPOURSkJEUIgNjYWXNxGeR1zlaSAeUpSwDwlKWCekhQwT0kKCmKesihFREREREREREQ5jk/fA8xVSLVancuRpM9gMCAhIQFqtbrA7MRP0sRcJSlgnpIUME9JCpinJAXMU5KC/JSnpvpKRqu+WJQCEB8fDwAoXbp0LkdCRERERERERJQ/xMfHw93dPc1+Pn0PqZuJ/fPPP3Bzc8vTj15Uq9UoXbo07t69y6cEUp7GXCUpYJ6SFDBPSQqYpyQFzFOSgvyUp0IIxMfHw9vbG3J52jtHcaUUALlcjlKlSuV2GJmmUqkkn6BUMDBXSQqYpyQFzFOSAuYpSQHzlKQgv+RpeiukTLjRORERERERERER5TgWpYiIiIiIiIiIKMexKCUhSqUSoaGhUCqVuR0KUbqYqyQFzFOSAuYpSQHzlKSAeUpSUBDzlBudExERERERERFRjuNKKSIiIiIiIiIiynEsShERERERERERUY5jUYqIiIiIiIiIiHIci1ISsmjRIvj6+sLR0RH16tXDyZMnczskKsCmT5+OOnXqwM3NDcWKFUPnzp1x9epVizHJyckYPnw4ChcuDFdXV7z//vt4+PBhLkVMBMyYMQMymQyjR482tzFPKS+4f/8++vTpg8KFC8PJyQkBAQE4deqUuV8Iga+++golSpSAk5MTWrZsievXr+dixFTQGAwGTJw4EX5+fnByckLZsmUxZcoUvLg9LfOUcsPhw4fRoUMHeHt7QyaTYdOmTRb9mcnL2NhY9O7dGyqVCh4eHhg4cCASEhJy8Coov0svT3U6HcaNG4eAgAC4uLjA29sb/fr1wz///GMxR37NUxalJGL9+vUYO3YsQkNDcebMGbz99tsIDAzEo0ePcjs0KqAOHTqE4cOH4/jx49izZw90Oh1at26NxMRE85gxY8Zgy5Yt2LBhAw4dOoR//vkHXbt2zcWoqSD766+/sHTpUlSrVs2inXlKue3Zs2do1KgRHBwcsGPHDly6dAlz5sxBoUKFzGNmzpyJ7777DkuWLMGJEyfg4uKCwMBAJCcn52LkVJB8++23WLx4Mb7//ntcvnwZ3377LWbOnImFCxeaxzBPKTckJibi7bffxqJFi2z2ZyYve/fujYsXL2LPnj3YunUrDh8+jMGDB+fUJVABkF6eJiUl4cyZM5g4cSLOnDmDX3/9FVevXkXHjh0txuXbPBUkCXXr1hXDhw83f20wGIS3t7eYPn16LkZF9K9Hjx4JAOLQoUNCCCGeP38uHBwcxIYNG8xjLl++LACIY8eO5VaYVEDFx8eL8uXLiz179ohmzZqJUaNGCSGYp5Q3jBs3TjRu3DjNfqPRKLy8vMSsWbPMbc+fPxdKpVKsXbs2J0IkEu3atRMffvihRVvXrl1F7969hRDMU8obAIjffvvN/HVm8vLSpUsCgPjrr7/MY3bs2CFkMpm4f/9+jsVOBcfLeWrLyZMnBQBx+/ZtIUT+zlOulJIArVaL06dPo2XLluY2uVyOli1b4tixY7kYGdG/4uLiAACenp4AgNOnT0On01nkbaVKlVCmTBnmLeW44cOHo127dhb5CDBPKW/4/fffUbt2bXzwwQcoVqwYatSogeXLl5v7o6KiEBMTY5Gn7u7uqFevHvOUckzDhg2xb98+XLt2DQBw7tw5HD16FG3btgXAPKW8KTN5eezYMXh4eKB27drmMS1btoRcLseJEydyPGYiIPVnK5lMBg8PDwD5O0/tczsAytiTJ09gMBhQvHhxi/bixYvjypUruRQV0b+MRiNGjx6NRo0aoWrVqgCAmJgYKBQK8zdSk+LFiyMmJiYXoqSCat26dThz5gz++usvqz7mKeUFt27dwuLFizF27Fh88cUX+Ouvv/DJJ59AoVAgODjYnIu2/h3APKWc8vnnn0OtVqNSpUqws7ODwWDAN998g969ewMA85TypMzkZUxMDIoVK2bRb29vD09PT+Yu5Yrk5GSMGzcOQUFBUKlUAPJ3nrIoRURvbPjw4bhw4QKOHj2a26EQWbh79y5GjRqFPXv2wNHRMbfDIbLJaDSidu3amDZtGgCgRo0auHDhApYsWYLg4OBcjo4o1c8//4zw8HBERESgSpUq+PvvvzF69Gh4e3szT4mIsohOp0P37t0hhMDixYtzO5wcwdv3JKBIkSKws7OzehrUw4cP4eXllUtREaUaMWIEtm7digMHDqBUqVLmdi8vL2i1Wjx//txiPPOWctLp06fx6NEj1KxZE/b29rC3t8ehQ4fw3Xffwd7eHsWLF2eeUq4rUaIE3nrrLYu2ypUr486dOwBgzkX+O4ByU0hICD7//HP07NkTAQEB6Nu3L8aMGYPp06cDYJ5S3pSZvPTy8rJ6eJRer0dsbCxzl3KUqSB1+/Zt7Nmzx7xKCsjfecqilAQoFArUqlUL+/btM7cZjUbs27cPDRo0yMXIqCATQmDEiBH47bffsH//fvj5+Vn016pVCw4ODhZ5e/XqVdy5c4d5SzmmRYsWiIyMxN9//21+1a5dG7179zb/nnlKua1Ro0a4evWqRdu1a9fg4+MDAPDz84OXl5dFnqrVapw4cYJ5SjkmKSkJcrnljw52dnYwGo0AmKeUN2UmLxs0aIDnz5/j9OnT5jH79++H0WhEvXr1cjxmKphMBanr169j7969KFy4sEV/fs5T3r4nEWPHjkVwcDBq166NunXrYv78+UhMTMSAAQNyOzQqoIYPH46IiAhs3rwZbm5u5nuZ3d3d4eTkBHd3dwwcOBBjx46Fp6cnVCoVRo4ciQYNGqB+/fq5HD0VFG5ubuZ9zkxcXFxQuHBhczvzlHLbmDFj0LBhQ0ybNg3du3fHyZMnsWzZMixbtgwAIJPJMHr0aEydOhXly5eHn58fJk6cCG9vb3Tu3Dl3g6cCo0OHDvjmm29QpkwZVKlSBWfPnsXcuXPx4YcfAmCeUu5JSEjAjRs3zF9HRUXh77//hqenJ8qUKZNhXlauXBlt2rTBoEGDsGTJEuh0OowYMQI9e/aEt7d3Ll0V5Tfp5WmJEiXQrVs3nDlzBlu3boXBYDD/bOXp6QmFQpG/8zS3H/9Hmbdw4UJRpkwZoVAoRN26dcXx48dzOyQqwADYfK1atco8RqPRiGHDholChQoJZ2dn0aVLF/HgwYPcC5pICNGsWTMxatQo89fMU8oLtmzZIqpWrSqUSqWoVKmSWLZsmUW/0WgUEydOFMWLFxdKpVK0aNFCXL16NZeipYJIrVaLUaNGiTJlyghHR0fh7+8vJkyYIFJSUsxjmKeUGw4cOGDz36TBwcFCiMzl5dOnT0VQUJBwdXUVKpVKDBgwQMTHx+fC1VB+lV6eRkVFpfmz1YEDB8xz5Nc8lQkhRE4WwYiIiIiIiIiIiLinFBERERERERER5TgWpYiIiIiIiIiIKMexKEVERERERERERDmORSkiIiIiIiIiIspxLEoREREREREREVGOY1GKiIiIiIiIiIhyHItSRERERERERESU41iUIiIiIiIiIiKiHMeiFBEREVEe17lzZ1SuXBkGgyG3Q8lSMpkM77zzTpbP++WXX8LNzQ0PHz7M8rmJiIgo67AoRURERLlCJpO90qugOnToEDZv3ozQ0FDY2dmZ2ydNmmR+bz799NM0jx83bpx53KRJk3Ig4n/1798fMpkM0dHROXre//znP5DL5QgNDc3R8xIREdGrsc/tAIiIiKhgslUwmD9/PuLi4lhMeMHEiRPh4+OD7t272+y3t7fHmjVrMGPGDNjbW/7TTq/X46effoK9vT30en1OhJsnFCpUCB999BEWLFiA8ePHw8fHJ7dDIiIiIhtYlCIiIqJcYWvVTlhYGOLi4nJ8RU9edfHiRRw5cgQTJkyAXG57gXvbtm2xZcsWbN26FZ07d7bo2759O2JiYtCxY0f8/vvvORBx3tGnTx/MnTsXK1aswJQpU3I7HCIiIrKBt+8RERFRnqfVajF37lzUrFkTLi4ucHNzQ5MmTWwWWky3jEVFReG7775DpUqVoFQq4ePjg8mTJ8NoNFqMN90Gd/DgQau5wsLCIJPJEBYWZm6Ljo6GTCZD//79cfnyZXTp0gWFCxe2uk1t8+bNaNGiBQoVKgRHR0dUrVoVs2fPfqV9oVatWgUA+OCDD9Ic07VrV3h4eGDlypVWfStXrkShQoXQpUuXNI+/cOECunfvjmLFikGpVMLPzw+jR4/G06dPrcb6+vrC19cXCQkJGDVqFLy9vaFUKlGtWjVs3LjRauyPP/4IAPDz8zPfQmhrD6mHDx8iODgYRYoUgZOTE+rXr2/z83jw4AFGjRqF8uXLw8nJCR4eHqhcuTKGDh2KuLg4i7E1atRAuXLlLD47IiIiylu4UoqIiIjytJSUFLRp0wYHDx5E9erVMXDgQOh0Omzbtg2dOnXCwoULMWLECKvjQkJCcOjQIbRv3x6BgYHYtGkTJk2aBK1Wi2+++eaN47px4wbq16+PgIAA9O/fH0+fPoVCoQAAjB8/HjNmzEDJkiXRtWtXuLu748iRIwgJCcGJEyewYcOGTJ1j3759cHFxQdWqVdMc4+joiKCgICxfvhwPHz5E8eLFAaQWerZt24bBgwfD0dHR5rFHjx5FYGAgtFotunXrBl9fXxw7dgwLFizA1q1bcfz4cRQpUsTiGJ1Oh9atW+PZs2d4//33kZSUhHXr1qF79+7YuXMnWrduDQAYPXo0wsLCcO7cOYwaNQoeHh4AUotVL3r+/DkaN24Md3d39O3bF48ePcL69esRGBiI06dPm689KSkJjRo1QnR0NFq3bo0uXbpAq9UiKioKq1evxqeffgp3d3eLuRs0aIDVq1fj2rVrqFChQqbecyIiIspBgoiIiCiP8PHxES//8+SLL74QAMTEiROF0Wg0t6vValG7dm2hUCjE/fv3ze3BwcECgPDz8xP//POPuf3x48fCw8NDuLm5iZSUFHN7aGioACAOHDhgFc+qVasEALFq1SpzW1RUlAAgAIivvvrK6pjdu3cLACIwMFAkJCSY241Goxg6dKgAIDZu3JjhexEfHy/kcrlo1KiRzX5T3GvXrhWnTp0SAMTMmTPN/TNnzhQAxOnTp8XatWsFABEaGmruNxgMomzZsgKA2Llzp8XcISEhAoD48MMPLdpNn0+nTp0s3sO9e/ear/lFps8iKirK5jWY3sdhw4YJg8Fgbl+xYoUAIIYMGWJu+/333wUAMXr0aJvvVXJyslX7ggULBACxcuVKm+cnIiKi3MXb94iIiCjPMhqNWLx4McqWLYvJkydbPIXPzc0NX331FbRaLX799VerYydOnIgSJUqYvy5SpAg6deqE+Ph4XL169Y1j8/LywoQJE6zav//+ewDAsmXL4OLiYm6XyWSYMWMGZDIZ1q5dm+H8//zzD4xGo3nlU3pq1aqFatWqmW/3A1Jv/Xv77bdRs2ZNm8f88ccfuHnzJtq2bYvAwECLvq+++gqenp6IiIiAVqu1OnbevHnmVWEA0KJFC/j4+OCvv/7KMNaXubi44Ntvv7XYMys4OBj29vY253NycrJqc3V1hVKptGo3vXf37t175biIiIgo+/H2PSIiIsqzrl69imfPnsHb2xuTJ0+26n/8+DEA4MqVK1Z9tWrVsmorVaoUgNRbxt7U22+/bVGYMTl+/DhcXFxs7vEEpBZVbMX7MtOeTqbb3jLy4YcfYvTo0Th27BgA4PLly1iwYEGa48+ePQsANvd4cnV1Re3atbF7925cvXoVAQEB5j4PDw/4+flZHVOqVCnzuV9FhQoV4OrqatFmb2+P4sWLW3xOTZs2RYkSJTBjxgycO3cO7du3R7NmzVC5cmWLYuWLPD09AQBPnjx55biIiIgo+7EoRURERHlWbGwsgNSn0F28eDHNcYmJiVZtKpXKqs3ePvWfPq+y2Xha0lrBFBsbC71eb7OIZmIr3peZVgQlJydnKp4+ffrgs88+MxfDFAoFevfuneZ4tVoNIO3rMK0yM40zeXnfJhN7e3urTeQzw9bnZJrvxc/J3d0dx48fx1dffYUtW7Zg+/btAIDSpUvj888/x7Bhw6zm0Gg0AABnZ+dXjouIiIiyH4tSRERElGeZChbvv/++1dPdsorptjG9Xm/V9/IT3V6U1uoclUoFmUz2xqtzihYtCuDfwlxGChcujE6dOmH9+vUAgM6dO6Nw4cJpjje9tw8fPrTZHxMTYzEuLyhTpgzCwsJgNBpx/vx57N69G9999x2GDx+OQoUKISgoyGK86b0zvZdERESUt3BPKSIiIsqzKleuDJVKhVOnTkGn02XLOQoVKgQAuH//vlWf6Ra3V1GvXj08ffoU169ff6O4vL29Ubhw4Vfa/+rDDz9EfHw84uPj8eGHH6Y7tkaNGgCAgwcPWvUlJibi1KlTcHJyQsWKFV8p7hfZ2dkByJqVaS+Sy+WoXr06PvvsM/P+XL///rvVONN79+Lth0RERJR3sChFREREeZa9vT0+/vhj3L59G59++qnNwtSFCxfw6NGj1z5HnTp1AAA//fSTxe1nx44dQ3h4+CvP98knnwBILRCZ9oV6UUxMDC5fvpzhPDKZDE2aNEFUVJR576yMtG7dGps2bcKmTZvQqlWrdMc2atQIZcuWxY4dO7B3716LvqlTp+Lp06cICgqyuW9WZpn2dLp79+5rz2Fy8eJFm6u6TG2Ojo5WfSdOnIC9vT0aNmz4xucnIiKirMfb94iIiChPmzx5Ms6cOYPvvvsO27ZtQ9OmTVGsWDHcv38fkZGROHfuHI4dO4ZixYq91vz169dHo0aNsH//fjRo0ABNmzbF7du3sXnzZnTo0AG//fbbK83Xpk0bTJw4EVOmTEG5cuXQpk0b+Pj44OnTp7hx4waOHDmCqVOnonLlyhnO1aVLF2zatAl79uxBr169Mhwvl8vRqVOnTMUpl8sRFhaGwMBAvPfee/jggw/g4+ODY8eO4eDBgyhbtixmzJiRqbnS8u6772L27NkYPHgw3n//fbi4uMDHxwd9+/Z95bn27NmDkJAQNGrUCBUqVEDhwoVx69Yt/P7773B0dMTw4cMtxickJOD48eNo1aqVxVMQiYiIKO/gSikiIiLK05RKJXbs2IGlS5fCy8sLv/zyC+bPn4/Dhw+jRIkSWLx48RvfnrV582b069cPN27cwKJFi3D37l1s2bIFHTt2fK35vv76a+zZswdNmjTBvn37MHfuXGzduhUpKSmYNGlSuhuQv6h79+7w9PTEmjVrXiuOjDRu3BjHjx9Hp06dsHv3bsyePRtRUVEYNWoUjh8//sZ7MbVt2xYzZ84EAMyZMwcTJ07EDz/88FpzBQYGYvjw4VCr1fj1118xb948nDp1Cj169MDp06dRu3Zti/G//PILNBoNhgwZ8kbXQERERNlHJoQQuR0EEREREdk2ceJEzJgxAzdu3ICPj09uhyMZTZo0wcOHD3H58mXz3lZERESUt3ClFBEREVEe9tlnn8HT0xPffPNNbociGfv27cPRo0fx7bffsiBFRESUh7EoRURERJSHubm5YfXq1fD19c3yp9jlV3FxcZg9eza6dOmS26EQERFROnj7HhERERERERER5TiulCIiIiIiIiIiohzHohQREREREREREeU4FqWIiIiIiIiIiCjHsShFREREREREREQ5jkUpIiIiIiIiIiLKcSxKERERERERERFRjmNRioiIiIiIiIiIchyLUkRERERERERElONYlCIiIiIiIiIiohzHohQREREREREREeW4/wHiL4GQr7tvNQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sfi.plot_rates_vs_tenure(combined_df, 9900)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Optionally, we can control the range of tenures displayed in the plot:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sfi.plot_rates_vs_tenure(combined_df, 9900, min_tenure=0, max_tenure=48)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For bank fixed deposit products, we generally observe that rates offered (% p.a.) rises with longer tenures. For the SSB, the rate decreases gradually with longer tenures. This may initially seem counter-intuitive as the SSBs issued by MAS are structured to have increasing coupon rates over time. However, the pace of the coupon rate increase is often insufficient to reverse the fall in annualized compounded rates (in % p.a.) over time. Intuitively, the compounding effect means a small annualized rate can produce large percentage returns over time, and this effect is stronger with longer tenures." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot best rates\n", "\n", "Next, let's visualize the best rates for each tenure across available products, given that we intend to invest \\$9,900. We can use `plot_best_rates()` to do this:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sfi.plot_best_rates(combined_df, 9900)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We may find such a plot useful as it helps us quickly identify specific tenures where higher rates are available which could be interesting investments.\n", "\n", "Like before, we may wish to plot the best rates but only for a subset of products we are considering to invest in. We can simply do this by passing in the filtered dataframe into the `plot_best_rates()` function:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sfi.plot_best_rates(filtered_df, 9900)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Recall that our filtered dataset does not include SSBs. As are no other products with longer tenures reaching 120 months, the range of tenures plotted here is lower." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot the better allocation strategy\n", "\n", "We can also plot the effective rates from the investment allocation produced in by the `better_allocation()` function for a \\$250,000 investment amount:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sfi.plot_better_allocation_strategy(combined_df, 250000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can overlay this plot with the plot of rates for pure strategies. This overlay enables us to better identify the tenures in which our 'better allocation' strategy produces a better effective rate compared to pure strategies for a given investment amount (in this case, \\$250,000):" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sfi.plot_pure_and_better_allocation_strategy_rates(combined_df, 250000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the `better_allocation()` strategy is generally more useful with large investment amounts where investors would benefit more from splitting investments across products. For moderate and smaller investment amounts, the single-product strategy and best allocation strategy produces similar effective rates for most tenures. \n", "\n", "Consider the case of a \\$25,000 investment sum below:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sfi.plot_pure_and_better_allocation_strategy_rates(combined_df, 25000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot single bank offerings\n", "\n", "Thus far, our plots only displayed rates offered for specific investment amounts which we input. It could also be interesting to visualize how offered rates vary across investment amounts. This is useful primarily for bank fixed deposit products. This can be done with `plot_bank_offerings_with_fuzz()`:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot DBS fixed deposit offerings\n", "sfi.plot_bank_offerings_with_fuzz(combined_df, \"DBS\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We find that DBS bank provides higher rates for deposits up to \\$19,999, and very low rates for higher deposit values. Seeing this, investors may choose to not invest beyond that threshold amount in DBS fixed deposit products and consider other providers or products for additional idle cash.\n", "\n", "Note that some small amount of fuzz is automatically added to the data points so they can be viewed better and to combat the issue of points being directly on top of each other. This is a common occurence as banks often offer the same rate for a given tenure across a couple of deposit ranges." ] } ], "metadata": { "kernelspec": { "display_name": "sgfixedincome_pkg", "language": "python", "name": "sgfixedincome_pkg" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.5" } }, "nbformat": 4, "nbformat_minor": 4 }