{ "cells": [ { "cell_type": "markdown", "id": "87f186f21f5de96a", "metadata": {}, "source": [ "# Pairwise Comparison of two Proteins dataset\n", "In this example, you: \n", "\n", "1. Create a proteins datasets from a Pandas data frame.\n", "2. Evaluate quantitative values distribution and number of missing values per experiment.\n", "3. Apply missing value imputation. \n", "4. Perform pairwise comparative analysis using a t-test and fold-change rule.\n", "5. Export results back to a Pandas data frame for further analysis." ] }, { "metadata": {}, "cell_type": "markdown", "source": "First you can install the library if missing, using ``pip``.", "id": "5812d866c8f8d609" }, { "cell_type": "code", "id": "initial_id", "metadata": { "ExecuteTime": { "end_time": "2025-01-06T12:57:01.878837Z", "start_time": "2025-01-06T12:57:01.876679Z" } }, "source": [ "# !pip install omicspylib" ], "outputs": [], "execution_count": 2 }, { "cell_type": "code", "id": "42f6c84d6a2a7ac1", "metadata": { "ExecuteTime": { "end_time": "2025-01-06T12:57:01.895212Z", "start_time": "2025-01-06T12:57:01.890857Z" } }, "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "from omicspylib import ProteinsDataset, PairwiseComparisonTTestFC, __version__\n", "from omicspylib.plots import plot_density, plot_missing_values, plot_volcano\n", "\n", "print(f'omicspylib version: {__version__}')" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "omicspylib version: 0.1.0\n" ] } ], "execution_count": 3 }, { "metadata": {}, "cell_type": "markdown", "source": "Start with a tabular dataset containing only the protein identifier and the quantitative values per experiment. Additional annotation (e.g. protein names, gene names) can be stored elsewhere and merged back to the results in a later step.", "id": "29a0f9927f84d589" }, { "cell_type": "code", "id": "50d555a1486bb806", "metadata": { "ExecuteTime": { "end_time": "2025-01-06T12:57:01.992678Z", "start_time": "2025-01-06T12:57:01.979108Z" } }, "source": [ "data = pd.read_csv('data/protein_dataset.tsv', sep='\\t')\n", "data.head(3)" ], "outputs": [ { "data": { "text/plain": [ " protein_id c1_rep1 c1_rep2 c1_rep3 c1_rep4 c1_rep5 \\\n", "0 p0 1748947.964 2655665.55 1812807.047 3179830.747 3002006.748 \n", "1 p1 1689613.957 0.00 1953790.640 2447525.246 2877005.859 \n", "2 p2 2053224.994 0.00 0.000 1729807.427 1307542.588 \n", "\n", " c2_rep1 c2_rep2 c2_rep3 c2_rep4 c2_rep5 \\\n", "0 0.000 1357720.520 0.000 2087116.684 0.000 \n", "1 1438315.297 1198347.576 1864606.985 0.000 1414141.418 \n", "2 1062917.256 1466408.270 0.000 0.000 1461644.025 \n", "\n", " c3_rep1 c3_rep2 c3_rep3 c3_rep4 c3_rep5 \n", "0 2558776.479 2655657.487 2115434.782 2889376.029 0.000 \n", "1 0.000 3070691.996 3149289.453 0.000 2264704.900 \n", "2 2538368.164 2136675.019 2565203.051 3772302.809 2793083.403 " ], "text/html": [ "
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protein_idc1_rep1c1_rep2c1_rep3c1_rep4c1_rep5c2_rep1c2_rep2c2_rep3c2_rep4c2_rep5c3_rep1c3_rep2c3_rep3c3_rep4c3_rep5
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1p11689613.9570.001953790.6402447525.2462877005.8591438315.2971198347.5761864606.9850.0001414141.4180.0003070691.9963149289.4530.0002264704.900
2p22053224.9940.000.0001729807.4271307542.5881062917.2561466408.2700.0000.0001461644.0252538368.1642136675.0192565203.0513772302.8092793083.403
\n", "
" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 4 }, { "metadata": {}, "cell_type": "markdown", "source": "Create your dataset object by specifying the column name with the protein ids and the experimental condition groups.", "id": "f11b2fe0e3d66075" }, { "cell_type": "code", "id": "138c080ec108c39a", "metadata": { "ExecuteTime": { "end_time": "2025-01-06T12:57:02.013224Z", "start_time": "2025-01-06T12:57:02.006496Z" } }, "source": [ "conditions = {\n", " 'c1': [f'c1_rep{i+1}' for i in range(5)],\n", " 'c2': [f'c2_rep{i+1}' for i in range(5)],\n", " 'c3': [f'c3_rep{i+1}' for i in range(5)],\n", "}\n", "dataset = ProteinsDataset.from_df(data, id_col='protein_id', conditions=conditions)\n", "dataset.describe()" ], "outputs": [ { "data": { "text/plain": [ "{'n_conditions_total': 3,\n", " 'n_records_total': 100,\n", " 'n_experiments_total': 15,\n", " 'statistics_per_condition': [{'name': 'c1',\n", " 'n_experiments': 5,\n", " 'n_records': 100,\n", " 'experiment_names': ['c1_rep1', 'c1_rep2', 'c1_rep3', 'c1_rep4', 'c1_rep5'],\n", " 'n_records_per_experiment': [74, 73, 67, 71, 76]},\n", " {'name': 'c2',\n", " 'n_experiments': 5,\n", " 'n_records': 100,\n", " 'experiment_names': ['c2_rep1', 'c2_rep2', 'c2_rep3', 'c2_rep4', 'c2_rep5'],\n", " 'n_records_per_experiment': [71, 70, 67, 68, 80]},\n", " {'name': 'c3',\n", " 'n_experiments': 5,\n", " 'n_records': 100,\n", " 'experiment_names': ['c3_rep1', 'c3_rep2', 'c3_rep3', 'c3_rep4', 'c3_rep5'],\n", " 'n_records_per_experiment': [80, 73, 78, 74, 80]}]}" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 5 }, { "metadata": {}, "cell_type": "markdown", "source": "Perform basic exploratory analysis by passing the dataset to the relevant plotting functions. For example, you can plot the quantitative value distribution (raw or log transformed), or count the number of missing values per experiment. The output of plotting functions is a matplotlib's ``plt.Axes`` object. So, you can use standard matplotlib syntax to stylize it or combine with other plots.", "id": "e1f761e9fb3e6be2" }, { "cell_type": "code", "id": "e6676ceb8e1436fd", "metadata": { "ExecuteTime": { "end_time": "2025-01-06T12:57:02.339848Z", "start_time": "2025-01-06T12:57:02.061003Z" } }, "source": [ "fig, ax = plt.subplots(1, 2, figsize=(10, 5))\n", "plot_density(dataset=dataset.log2_transform(), ax=ax[0])\n", "plot_missing_values(dataset=dataset, ax=ax[1])\n", "plt.suptitle('Dataset properties evaluation')\n", "plt.tight_layout()\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 6 }, { "metadata": {}, "cell_type": "markdown", "source": "Optionally, you can impute the missing values. Each imputation/transformation step returns a new `ProteinsDataset` object that you can keep modifying.", "id": "45879d018fb60ace" }, { "cell_type": "code", "id": "ce6efe1ceca10d99", "metadata": { "ExecuteTime": { "end_time": "2025-01-06T12:57:03.088933Z", "start_time": "2025-01-06T12:57:02.359495Z" } }, "source": [ "# perform missing value imputation on log2 transformed data\n", "l2_dset = dataset.log2_transform()\n", "\n", "# for each group impute each protein with the with-in group mean value + some random noise\n", "grp_mean_l2_imputed_dset = l2_dset.impute(method='group row mean', random_noise=True)\n", "\n", "# impute the rest missing values by the global min of the dataset shifted by a fixed number\n", "l2_imputed_dset = grp_mean_l2_imputed_dset.impute(method='global min', shift=1.0)\n", "\n", "fig, ax = plt.subplots(1, 3, figsize=(14, 4))\n", "plot_missing_values(dataset=l2_dset, ax=ax[0], title='Original dataset\\n')\n", "plot_missing_values(dataset=grp_mean_l2_imputed_dset, ax=ax[1], title='After imputation with grp mean + noise\\n')\n", "plot_missing_values(dataset=l2_imputed_dset, ax=ax[2], title='After imputation with shifted global min\\n')\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "fig, ax = plt.subplots(1, 3, figsize=(14, 4))\n", "plot_density(dataset=l2_dset, ax=ax[0], title='Original dataset\\n')\n", "plot_density(dataset=grp_mean_l2_imputed_dset, ax=ax[1], title='After imputation with grp mean + noise\\n')\n", "plot_density(dataset=l2_imputed_dset, ax=ax[2], title='After imputation with shifted global min\\n')\n", "plt.tight_layout()\n", "plt.show()\n" ], "outputs": [ { "data": { "text/plain": [ "
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PExMTY/V7dzPExMRw6NAh9Ho90dHRHDp0iIiICMt7czWj0cjFixc5evQoBw8e5Pjx4yQkJJQod21OW5PJRFxcHMeOHePgwYNERERw+vRpsrKyrPbLz8/n7NmzHD58mIMHD3Ly5Ml6Of1Y3FwSMyVm3koxc9GiRbRu3RoHBwfc3d0t6QuulZGRcd334OrP9c0336Rx48YATJ061fKZlPdZgTmf6htvvEFISAg6nY6GDRvyyiuvUFhYaHWswsJCXnrpJby9vS19AZcuXarQawbzd4VnnnmG2NhYTp06xcWLF8nMzKxQztiKxqZiqampHD9+3BJnrq2/sLCQCxcuWMpERERw9uzZEq+5oq6O+efOnePw4cNERERw+fJlFEWxir9HjhwhISGhRHuuvTFbmdhd19S/2x9C3AS///47TZo0oXfv3qU+36dPH5o0acLatWtLPDd8+HBCQ0OZM2dOuSeAsWPH8sMPP/DEE0/QvXt3tm7dyuDBgyvcxujoaB5++GHGjx/PmDFj+PLLLxk7diydOnWidevWAJw7d441a9YwfPhwgoKCSExM5PPPP6dv376cPHmSBg0aVPh4AAkJCfTv3x+DwcBrr72Go6MjS5cuxd7evkTZ5cuX4+TkxOTJk3FycmLz5s3MnDmTrKwsPvjgAwBmzJhBZmYmly5dYv78+QA4OTkBkJWVxRdffMGoUaOYMGEC2dnZ/Pe//2XQoEHs27eP9u3bA7BhwwZGjRrFwIEDee+99wA4deoUO3fuZNKkSYB55FHfvn25fPkyTz/9NI0aNWLXrl1MmzaN+Ph4FixYgLe3N5999hnPPPMMDzzwAA8++CAA7dq1q9R7JIS4+VatWsWDDz6Ira0to0aN4rPPPmP//v106dIFgAULFvD111/z66+/8tlnn+Hk5ETbtm3p3r17mX/zJ06c4I477iAgIMByvvvhhx8YNmwYP//8c4n0OM8++yze3t7MnDmz3FFDZTEajdxzzz306dOH999/n1WrVvH888/j6OjIjBkzeOyxx3jwwQdZsmQJo0ePpkePHgQFBVnV8fzzz+Pm5sabb75JZGQkn332GRcuXCA8PLxSow369OnDCy+8wMcff8z06dNp2bIlgOXfGz2/l2bjxo3cc889BAcH8+abb5Kfn8+iRYu44447OHToUInppiNGjCAoKIi5c+dy6NAhvvjiC3x8fCxxoDS9e/fGZDKxY8cO7rvvPgC2b9+OWq1m+/btlnKHDx8mJyeHPn36lFrPgw8+SFRUFN999x3z58/Hy8sLwOom744dO/jll1949tlncXZ25uOPP+ahhx4iNjYWT0/PMtuYm5vLgAEDiI+PZ9KkSfj5+fHtt9+WesMSzBdS99xzD4888giPP/44vr6+lufOnDnDyJEjmThxImPGjOGrr75i+PDhrF+/nrvuuqvMNhRbtWoVer2e//znP6SlpfH+++8zYsQIBgwYQHh4OK+++irR0dEsWrSIKVOm8OWXX1r2/eabbxgzZgyDBg3ivffeIy8vj88++4xevXpx+PBhy+e5YcMGzp07x7hx42jcuDGOjo5kZGSg1+tp0aJFid/bc+fOYWtrS0BAAHl5eaSkpGBjY1Nup09NUBSFM2fO4OjoSGBgINnZ2SQmJqLT6fDx8bGUiY6OJjs7Gy8vLxwcHCx/E0VFRTRs2LDM+uPj44mPj8fLywtHR0eMRiN5eXnk5ubi4uICmDtsT58+jY2NDf7+/qjVatLS0oiOjqZp06a4u7vflPdC1D8SM80kZtb/mLls2TJeeOEFHn74YSZNmkRBQQFHjx5l7969PProozf0Hjz44IO4ubnx0ksvMWrUKO69916cnJxwdHQs87MymUwMHTqUHTt28NRTT9GyZUuOHTvG/PnziYqKslrE7N///jcrV67k0UcfpWfPnmzevLnCfQHF3xVsbGyYMGEC3t7eZGdnl7ixV5rKxqbs7GzS0tLw8fFBrVaTlJTEmTNnaNmypaUPIDc3l5ycHNzd3bG1tUWv15OUlERkZCStW7eu8ijxc+fOYWdnR0BAAJmZmcTHx6PVaklOTsbZ2ZnAwEDS0tK4dOmS5Qbx9V779WJ3naQIIaxkZGQogHL//feXW27o0KEKoGRlZSmKoihvvPGGAiijRo0qUbb4uWIHDx5UAOXFF1+0Kjd27FgFUN544w3Ltq+++koBlJiYGMu2xo0bK4Cybds2y7akpCRFp9MpL7/8smVbQUGBYjQarY4RExOj6HQ65a233rLaBihfffVVua/5xRdfVABl7969Vsd1dXUt0ca8vLwS+z/99NOKg4ODUlBQYNk2ePBgpXHjxiXKGgwGpbCw0Gpbenq64uvrqzz55JOWbZMmTVJcXFwUg8FQZrtnz56tODo6KlFRUVbbX3vtNUWj0SixsbGKoihKcnJyife/qvLz85WTJ08q+fn5N1xXXfP2228rPXr0UOzt7RVXV9fabo5Ffn6+MmbMGKVNmzaKRqO57t9w8T636ud0uzhw4IACKBs2bFAURVFMJpMSGBioTJo0yapc8Xk4OTnZsq28v/mBAwcqbdu2tTpfmUwmpWfPnkpoaKhlW/E5ulevXuWeh4qVdr4dM2aMAihz5syxbEtPT1fs7e0VlUqlrF692rL99OnTZcaJTp06KXq93rL9/fffVwDlf//7n2VbWa+3cePGypgxYyw///jjjwqgbNmypUTZGz2/l/YetG/fXvHx8VFSU1Mt244cOaKo1Wpl9OjRlm3Fn+PVcUBRFOWBBx5QPD09SxzrakajUXFxcVFeeeUVRVHMn6enp6cyfPhwRaPRKNnZ2YqiKMpHH32kqNVqJT093bLvte/bBx98UCLuXV3W1tZWiY6OtnotgLJo0aJy2/jhhx8qgLJmzRrLtvz8fKVFixYlPo++ffsqgLJkyZIS9RR/T/j5558t2zIzMxV/f3+lQ4cO5bah+PPx9vZWMjIyLNunTZumAEpYWJhSVFRk2T5q1CjF1tbW8tlnZ2crbm5uyoQJE6zqTUhIUFxdXa22X/27VHw+jo+PV/bv32/5fqUoinL58mVl//79Jd7vM2fOKIcPHy739ZRl//79VueDijp37pyyf/9+5fLly1bbT5w4oZw4ccLyc3p6urJ//37l1VdftYqZ0dHRyv79+63izpEjR5Rz585Zfj5+/HiJ7yzXOn36tHL8+HGr73kmk0k5deqUcvTo0eu+DomZtyeJmRIzFeXWiZn333+/0rp163LLVOY9uPZzLX7vP/jgA6tyZX1W33zzjaJWq5Xt27dbbV+yZIkCKDt37lQURVEiIiIUQHn22Wetyj366KMVuhYt/q7wxx9/WM7JRqNROXbsWIn4ee7cOeXIkSOWn4tjU1xcnFWdpcWm/fv3K/v371dycnIs2woKCpQDBw4oZ86csWy7tr9BUczfBfbv36+kpKRYtmVlZZVoX2leeeUVpW3btoqdnZ3lWtNkMilHjhwp0faioiLl4MGDVjG0oKCgRIyvaOwuT23FTUmPIMQ1iof7X+9OTfHz197Rmjhx4nWPUTzd49lnn7Xa/p///KfC7WzVqpXVSGBvb2+aN29ulWdXp9NZcqQZjUZSU1NxcnKiefPmHDp0qMLHKvbnn3/SvXt3unbtanXcxx57rETZq0ffZmdnk5KSQu/evcnLy+P06dPXPZZGo8HW1hYw37VMS0vDYDDQuXNnq7a7ubmRm5vLhg0byqzrxx9/pHfv3ri7u5OSkmJ53HnnnRiNRrZt21ah1y/M9Ho9w4cP55lnnrnhuhRFKTENtqqMRiP29va88MIL3HnnndVSp6j7Vq1aha+vL/379wfMU/JGjhzJ6tWrqzxtOi0tjc2bNzNixAjL+SslJYXU1FQGDRrEmTNnuHz5stU+EyZMuOF8c//+978t/3dzc6N58+Y4OjoyYsQIy/bmzZvj5uZWak71p556yioX2zPPPINWq+XPP/+8oXZd60bP79eKj48nIiKCsWPH4uHhYdnerl077rrrrlLbf22s7d27N6mpqeWOMlGr1fTs2dNyzj916hSpqam89tprKIrC7t27AfNIojZt2txQDrs777yTpk2bWr0WFxeX6+bCX79+PQEBAQwdOtSyzc7OjgkTJpRaXqfTMW7cuFKfa9CggdXotuLpv4cPHy4xlbA0w4cPx9XV1fJz8Srzjz/+uFWuwm7duqHX6y1/Exs2bCAjI4NRo0ZZxVyNRkO3bt2sRg1f/btUWFiI0WjEwcEBKD0/77Upq5ydnTEYDNf9WzcajRQVFVk9wPz94uptlYlH17bFycnJaipoZmYmADY2NlYxs3g0dHm/q1qtlvz8fAoKCqy2F8dMg8FAdnY27u7uVq/NYDDg4uJCYWEher2+3PZLzLw9Scz8h8TM+h8z3dzcuHTpEvv377/uMaryHlTWjz/+SMuWLWnRooVV/BswYACAJf4Vf0YvvPCC1f4VXdis+LtCcb1g/ryKRzGXpzg2XTuytKzY5OjoiKOjo+VnnU6Hm5sbWVlZllnFV+dkN5lMGAwGdDodGo2mSrn2i4qKuPPOO62++6hUKsv3g6tfZ/HaQWWlYrj2WvN6sbs8tRU3pdNWiGsUd8ZeLxdMWZ271069Kc2FCxdQq9Ulyl67cmt5GjVqVGKbu7u7VS4mk8nE/PnzCQ0NRafT4eXlhbe3N0ePHrWcsCvjwoULhIaGltjevHnzEttOnDjBAw88gKurKy4uLnh7e/P4448DVPjYK1asoF27dtjZ2eHp6Ym3tzdr16612v/ZZ5+lWbNm3HPPPQQGBvLkk0+WyIF05swZ1q9fj7e3t9Wj+GRbvNhCTVMUBaVQXzuPSubqMZlMvP/++5Z8TI0aNeKdd94BzLnMXnrpJdq2bVvp96B4ytm6devo1KkTOp2OHTt2YDKZmDt3LkFBQdjb2xMWFsZPP/1UYr+1a9dafie6d+/O8ePHLWUcHR357LPPmDBhAn5+fpVum6h/jEYjq1evpn///sTExBAdHU10dDTdunUjMTGRTZs2Vane6OhoFEXh9ddfL3HeKM7zd+15oyLn/vLY2dmV+CLp6upKYGBgiWmarq6uJfLuASXOz05OTvj7+5fIG3ejquP8frULFy4ApceSli1bkpKSUmL67LUxsHgqeGnvy9V69+7NwYMHyc/PZ/v27fj7+9OxY0fCwsIs0z137NhRZnqkiqpIjC7NhQsXaNq0aYnPvKzvBwEBAZYbnNcKCQkpUU+zZs0AKvQ7ce1rKO7AvXbqZPH24td25swZAAYMGFDi7+fvv/+2+ttJS0tj0qRJ+Pr6EhYWxqVLl4iKigLMf9/FcRO9AZXBiA0qq9imMZpQGYwU5eWXGwMTL17m6MFDVg+VwcjFczFW204dOVqhmKlSqaw6e0wmE0uXLmXo0KGWmLlgwQJsbW2ZPXu2VcwsXpi2vIvEBg0aYDQaWbFiBSqViq+//poOHTpYYmZ+fj5fffUVXbp0wdnZmdatW/PRRx9x5MgR4uLiOHjwIDqdTmKmsCIx05rEzPofM1999VWcnJzo2rUroaGhPPfcc+zcubNCx6joe1AZZ86c4cSJEyX+Dopjb/HfQXFfwNUd1VD6Z1qasr4r2Ol0qAxG0BdZ4p+qyICqyGD5WZ+Ti06lRm0wWsVJnVqDymCkMCf3n30NRuw12hIx1U6jRdEXWWKvMb+Ay5cucfToUUuu2CNHjmA0Gsu8GVTeteaUKVN49NFHCQsLs9pHo9GUiL/F24uPEx4ejp2dHTt37mTgwIFW15rLly+nWbNmVteaWq0Wo9FYp681JaetENdwdXXF39+fo0ePllvu6NGjBAQEWHKLFSstv2tNKOvu9NUXGnPmzOH111/nySefZPbs2Xh4eKBWq3nxxRdLXTysumRkZNC3b19cXFx46623aNq0KXZ2dhw6dIhXX321QsdeuXIlY8eOZdiwYUydOhUfHx80Gg1z587l7NmzlnI+Pj5ERETw119/sW7dOtatW8dXX33F6NGjWbFiBWAOCnfddRevvPJKqccqDqQ1Tl9E4bQFN+dY19DNfRF0pV/Yl2batGksW7aM+fPn06tXL+Lj46s0GqAsr732GvPmzSM4OBh3d3fmzp3LypUrWbJkCaGhoWzbto3HH38cb29v+vbta9lv6tSpLFy4ED8/P6ZPn86QIUOIiooqEbzF7WHz5s3Ex8ezevVqVq9eXeL5VatW8a9//avS9Rafo6ZMmcKgQYNKLXNtJ9qNnvvLOqdX5FxfHSo6wqo6zu/VoarvS69evSgqKmL37t1s377dcqHZu3dvtm/fzunTp0lOTr7hC9Cb9bnV5HeOqv5OFv8OfPPNN6Ve1Fw9SnfEiBHs2rWLqVOn0rlzZ3x8fGjYsKGlU6I4bnoAHoDph61c3dXpBJiz+Ftvv1bx/hVRyMbrxsxrL5SnTZvG0qVLmTRpEk888QTx8fFs3bq1gkcsydnZmbZt2xIbGwvA22+/zaRJk+jSpQshISHMmzePP//8k/fee4+2bduya9cuS8dwr169SExMBCRmCmsSM6uPxMy6ETNbtmxJZGQkf/zxB+vXr+fnn3/m008/ZebMmcyaNatajlEZJpOJtm3b8tFHH5X6fHm5zKtFkYHWP2zl6pjod+VRyEZzG65sL/75aq0tz5X+czHPK4+rY3LCiL74BDTA0dHREufPnTtX5vtb1WvNiuab/uSTT5gzZw4dOnTA3d2dOXPmsHbt2hLXmqtWrbIsOAd1M25Kp60QpbjvvvtYtmwZO3bsoFevXiWe3759O+fPn+fpp5+uUv2NGzfGZDIRExNjdZc3Ojq6ym0uzU8//UT//v3573//a7U9IyOjQtMnrtW4cWPLCJqrRUZGWv0cHh5Oamoqv/zyi1VS+qtXRi5W1on3p59+Ijg4mF9++cWqTPEd+6vZ2toyZMgQhgwZgslk4tlnn+Xzzz/n9ddfJyQkhKZNm5KTk3PdaQyVWXTgVpadnc3ChQtZvHgxY8aMAaBp06al/i1U1VtvvWVZCKewsJA5c+awceNGevToAUBwcDA7duywLJxX7I033rDst2LFCgIDA/n111+tpsKJ28eqVavw8fGxrBh9tV9++YVff/2VJUuWlHlxWNbffHBwMGCe1lyfpg2fOXPGMuUVICcnh/j4eO69917LNnd39xKry+v1euLj4622lfXeVMf5/VrFX5avjSVgXo28eDGm6tC1a1dsbW3Zvn0727dvt6xo3adPH5YtW2YZaVbWgirFaipeNG7cmJMnT6IoitUxqvL9oHj029X1FI9ivXaRmupUPHLIx8en3L+f9PR0Nm3axKxZs5g5cyYFBQXExMSUOXK4riqOmW+//Tb9+vWjadOmNG3alIYNG5KcnIzRaLTqLChOeaDT6cqtV6vVWkYxv/feezRv3pyioiIcHR2ZN28eixYtol+/fgQGBhIWFsbBgwdZuXIl9957r+XvRWKmuJrETGsSM6+vrsdMMI9+HDlyJCNHjkSv1/Pggw/yzjvvMG3aNMvMhupW1utp2rQpR44cYeDAgeW+5uK+gLNnz1qNri3tMy1r/+LvClcrKCigZl7x9Xl5elp1ShenSSjNzbjWfPrpp+nXrx9eXl4UFhby6aef8umnn1puLBVfa65cuZIZM2ZY9quLcVM6bYUoxdSpU1m5ciVPP/0027Zts1q1Mi0tjYkTJ+Lg4GAJXJU1aNAgZsyYwaeffmpZdRJg0aJFN9z2q2k0mhIn8x9//JHLly9XKhVDsXvvvZcFCxawb98+S17b5ORkVq1aVeK4YH3nUq/X8+mnn5aos3gFztLaXlxHcdDbu3cvu3fvtprekpqaavX5qNVqy0q2xVMPR4wYwZtvvslff/1VYgRARkYGTk5OaLVaS56ca7+cVRtbG/PondpgW/G7g6dOnaKwsJCBAwfWWHM6d+5s+X90dDR5eXklVjPX6/V06NDBaltxpy6Ah4cHzZs359SpUzXWTlF35efn88svvzB8+HAefvjhEs83aNCA7777jt9++42RI0eWWkdZf/M+Pj7069ePzz//nP/85z/4+/tbPZ+cnFxiWmZdsHTpUsaNG2cZDfDZZ59hMBi45557LGWaNm1aIo/30qVLS4waKr7gu/a9qY7z+7X8/f1p3749K1asYNq0aZa8eMePH+fvv/+2TCOtDnZ2dnTp0oXvvvuO2NhYq1FD+fn5fPzxxzRt2rTEZ36tst6fGzVo0CA2bNjAb7/9xv333w+YL8KWLVtW6bri4uL49ddfLau8Z2Vl8fXXX9O+ffsandY3aNAgXFxcmDNnDv379y8xOqX476e03yWAlJSUf364Ejfj4xOIT4inbdu22Fw1Ujc1NZULsbG0bt0aXSU7ew8dPkzjRo1KX5m8CjHz2otNV1dXkpOTSUpKsvp9Kh4Fe+1MrasZDAarEcldu3aloKAAvV5viZn/+c9/UBTFkkvw6phZfKEsMVMUk5hZksTM66vrMfPa60BbW1tatWrFunXrKCoqqrFO27I+qxEjRvDnn3+ybNkynnrqKavn8vPzMZlMODo6cs899zB9+nQ+/vhjq5soCxYsqNDxi78rbN682XLTxGQykZKZweURfWkWGoqTkxNgTqWQnZ1NmzZtAHNKjrPnztHA39/qu0BMTAzpGRm0btXKclPx0OHDALRo3tzy968vKuLEiRO4urhYjn306FFcNNaZV8tLPxgZGVnj15otW7a0/D86Opr8/HyeffZZnn/+ect2vV5veV+K1cW4KZ22QpQiNDSUFStW8Nhjj9G2bVvGjx9PUFAQ58+f57///S8pKSl89913JfLQVFSnTp146KGHWLBgAampqXTv3p2tW7daRsBU193I++67j7feeotx48bRs2dPjh07xqpVqywn2Mp65ZVX+Oabb7j77ruZNGkSjo6OLF26lMaNG1ulk+jZsyfu7u6MGTOGF154AZVKxTfffFPq9IhOnTrx/fffM3nyZLp06YKTkxNDhgzhvvvu45dffuGBBx5g8ODBxMTEsGTJElq1akVOTo5l/3//+9+kpaUxYMAAAgMDuXDhAosWLaJ9+/aWk/XUqVP57bffuO+++xg7diydOnUiNzeXY8eO8dNPP3H+/Hm8vLywt7enVatWfP/99zRr1gwPDw/atGlT4mReVSqVqlIpCmrLzUjxcfUIgOLPc+3atQQEBFiVu95IJHH7+u2338jOzrZasOlq3bt3x9vbm1WrVpV5AVre3/wnn3xCr169aNu2LRMmTCA4OJjExER2797NpUuXOHLkSE2+vCrR6/UMHDiQESNGEBkZyaeffkqvXr2s3qN///vfTJw4kYceeoi77rqLI0eO8Ndff5WYfdG+fXs0Gg3vvfcemZmZ6HQ6BgwYUC3n99J88MEH3HPPPfTo0YPx48eTn5/PokWLcHV15c0336zW96l37968++67uLq6WvKM+vj40Lx5cyIjIxk7dux16+jUqRMAM2bM4JFHHsHGxoYhQ4bc8Oimp59+msWLFzNq1CgmTZqEv78/q1atslx4Vub7QbNmzRg/fjz79+/H19eXL7/8ksTERL766qsbauP1uLi48Nlnn/HEE0/QsWNHHnnkEby9vYmNjWXt2rXccccdLF68GBcXF/r06cP7779PUVERTZs2JTg42GphHUvctNWiaDWobG1QXd0JbGvzz/ZKxldFq4Eq7HetsmKmq6srzs7OXL58Gb1eT1ZWFiaTifT0dHx9fcvtTDh+/DjOzs6kpaUB5o4JvV6Pj4+PZYTfr7/+Sn5+PiqVCnd3d2xtbVGr1Zw5c4aLFy/e0GsStx6JmSVJzKyYuhwz//Wvf+Hn58cdd9yBr68vp06dYvHixQwePPi6i4rfiLI+qyeeeIIffviBiRMnsmXLFu644w6MRiOnT5/mhx9+4K+//qJz5860b9+eUaNG8emnn5KZmUnPnj3ZtGlThWfVFH9XePnll/nyyy9xdnYmOzsbtUZTIrYpNloUG63lZ1dvL5zS07icnIQeBXt7e7KyssjIycY3oAF2Lv+8b4pWg729PWcunMfHxwe1Wk1SUhKKVoN/40aWOl28PElNTUWj1WJvb09OTg7Z2dlWNx+vdjOuNa8+RvG15sKFC61G10P15jSuKbIQmRBlGD58OAcPHqRfv37897//ZeLEiSxbtoy+ffty8OBBy8iVqvr666957rnnWLt2La+++ip6vZ7vv/8eoNruCk6fPp2XX36Zv/76i0mTJnHo0CHWrl1b5Xw6/v7+bNmyhXbt2vHuu++yYMECRo8ezaRJk6zKeXp68scff+Dv78///d//MW/ePO666y7ef//9EnU+++yzPProo3z11Vc8+uij/Oc//wFg7NixzJkzhyNHjvDCCy/w119/sXLlSqsRmmBexdrOzo5PP/2UZ599lhUrVjBy5EjWrVtnGX3i4ODA1q1bmTp1KuHh4UyaNIl3332XM2fOMGvWLKvVsb/44gsCAgJ46aWXGDVqlNViWLeL0NBQ7O3tq7wgRWW1unJHNzY2lpCQEKvHtb+re/bssfw/PT2dqKgoqzup4vZR3JF17QjtYmq1msGDB7N+/XpSU1PLrKesv/lWrVpx4MABBg8ezPLly3nuuedYsmQJarWamTNn1shrulGLFy+mZcuWzJw5k+XLlzNq1Cj+97//WXX0TZgwgVdffZVt27bx8ssvExMTw4YNG0pcOPn5+bFkyRKSkpIYP348o0aN4uTJk9Vyfi/NnXfeyfr16/H09GTmzJnMmzeP7t27s3PnzhtesOZaxSOFevbsabXi8dUjiK6nS5cuzJ49myNHjjB27FhGjRpFcnLyDbfNycmJzZs3M2DAAMuU+969e/P6668Dlft+EBoayvfff8+ff/7Ja6+9RlFREd9//32ZOSer06OPPsqmTZsICAjggw8+YNKkSaxevZr27dszbtw4S7lvv/2WQYMG8cknn/DRRx+hUqmscsvVB8Uxc8eOHVbbVSoVISEh+Pr6kpGRYemADQwMJDAwsNw6fX190ev1lnNXTk4OAQEBBAYGWmJmYmIid999N23btsXFxQWtVmtJLVHcoSQxUxSTmFmSxMyKqcsx8+mnnyYnJ4ePPvqI5557jjVr1vDCCy+wcuXKG667PGV9Vmq1mjVr1vDuu+9y7NgxpkyZwqxZs9i/fz+TJk2yWkflyy+/5IUXXmD9+vW88sorFBUVsXbt2godv/i7Qvfu3cnOziY5OdmykB6Uf4P32th08eJF8vPzy4xNzs7ONGzYkNTUVC5fvoxWq6VZs2aWkbdgztXr5eVFWloaFy9epKioiGbNmln9vlytadOmN/1a09bWloSEhBLXmtcOGKqTcVMRQtQZhw8fVgBl5cqVtd0UcYPy8/OVkydPKvn5+bXdlCp58803FXd3d2XFihVKdHS0snv3buWLL75QFEVRLly4oBw+fFiZNWuW4uTkpBw+fFg5fPiwkp2dfd16t2zZogBKenq61fYZM2Yonp6eyvLly5Xo6Gjl4MGDyscff6wsX77car/WrVsrGzduVI4dO6YMHTpUadSokVJYWGip58SJE8rhw4eVIUOGKP369bO0rSz1/XMSQlEU5auvvlIAZf/+/bXdFFFD5s+frwDKpUuXKlS+cePGyuDBg2u4VdWrPp+PJWYKUX9IzBS3imvPyQkJCcr+/futzvN1lcTNipP0CELUkvz8/BJTAxYsWIBarb5uMnchatrrr7+OVqtl5syZxMXF4e/vz8SJEwGYOXMmK1assJQtzqG3ZcsW+vXrV6XjzZ49G29vb+bOncu5c+dwc3OjY8eOTJ8+3arcu+++y6RJkzhz5gzt27fn999/t1q05t577/1n1fGr2qZU86rBQghRU679flBQUMDnn39OaGhoiREhom6QmCmEEOJmKk6PU8xkMpGcnIxOp6sXC3pK3Kw4lSJRWYhaMWvWLA4ePEj//v3RarWsW7eOdevW8dRTT/H555/XdvPEDSpeBTsoKKjGkuDfTsLDw+nfvz/p6emWBReqg3xO4lawfPlyxo0bx/79+0ukkBH1zz333EOjRo1o3749mZmZrFy5khMnTrBq1SoeffTRCtXRpEkT2rRpwx9//FHDra0+cj6uPhIzhSibxExxK7jnnnto27YtDz/8MH5+fmRnZ5Ofn09QUFDpC2yKctXluCkjbYWoJT179mTDhg3Mnj2bnJwcGjVqxJtvvsmMGTNqu2lCCCGEqCWDBg3iiy++YNWqVRiNRlq1asXq1avLXBxICCGEELeXQYMGsXbtWgYOHIhGY14w7NrFPMWtQUbaCiFEDbhdR6NMnDixzOT/jz/+OEuWLKlSvXX57qcQQogbdzuejyVmCiGEqKrb8Zx8O8ZN6bQVQogacDsGUYCkpCSysrJKfc7FxQUfH5+b3KLy3a6fkxBC1DW34/lYYqYQQoiquh3Pybdj3JT0CEIIIaqNj49PnQuWQgghRF0kMVMIIYSouNsxbqpruwFCCCGEEEIIIYQQQggh/iGdtkIIIYQQQgghhBBCCFGHSKetEEIIIYQQQgghhBBC1CHSaSuEEEIIIYQQQgghhBB1iHTaCiGEEEIIIYQQQgghRB0inbZCCCGEEEIIIYQQQghRh0inrRBCiEp555136NmzJw4ODri5udV2cyzCw8O5//778ff3x9HRkfbt27Nq1arabpYQQojbmMRMIYQQouIkblqTTlshhBCVotfrGT58OM8888wN16UoCgaDoRpaBbt27aJdu3b8/PPPHD16lHHjxjF69Gj++OOPaqlfCCGEqCyJmUIIIUTFSdy0Jp22QghxkyiKgqLPr52HolSqrSaTiffff5+QkBB0Oh2NGjXinXfeAWDWrFm89NJLtG3bttLvQXh4OCqVinXr1tGpUyd0Oh07duzAZDIxd+5cgoKCsLe3JywsjJ9++qnEfmvXrqVdu3bY2dnRvXt3jh8/bikzffp0Zs+eTc+ePWnatCmTJk3i7rvv5pdffql0O4UQQtS+WoubEjOFEELUM3KteWvGTW2N1i6EEOIfRQXkzupVK4d2fGMH2NpXuPy0adNYtmwZ8+fPp1evXsTHx3P69Olqa89rr73GvHnzCA4Oxt3dnblz57Jy5UqWLFlCaGgo27Zt4/HHH8fb25u+ffta9ps6dSoLFy7Ez8+P6dOnM2TIEKKiorCxsSn1OJmZmbRs2bLa2i2EEOImqqW4KTFTCCFEvSPXmha3UtyUTlshhBBWsrOzWbhwIYsXL2bMmDEANG3alF69qu9LwFtvvcVdd90FQGFhIXPmzGHjxo306NEDgODgYHbs2MHnn39uFUjfeOMNy34rVqwgMDCQX3/9lREjRpQ4xg8//MD+/fv5/PPPq63dQgghxNUkZgohhBAVJ3GzcqTTVgghbhYbO/NdyFo6dkWdOnWKwsJCBg4cWGPN6dy5s+X/0dHR5OXlWQJkMb1eT4cOHay2FQdaAA8PD5o3b86pU6dK1L9lyxbGjRvHsmXLaN26dTW3XgghxE1RW3FTYqYQQoj6Rq41LW6luCmdtkIIcZOoVKpKTRupLfb2Nd9GR0dHy/9zcnIAWLt2LQEBAVbldDpdpeveunUrQ4YMYf78+YwePfrGGiqEEKLW1Ie4KTFTCCFEXVAfYiZI3KwsWYhMCCGEldDQUOzt7dm0adNNOV6rVq3Q6XTExsYSEhJi9WjYsKFV2T179lj+n56eTlRUlFUeofDwcAYPHsx7773HU089dVPaL4QQ4vYlMVMIIYSoOImblSMjbYUQQlixs7Pj1Vdf5ZVXXsHW1pY77riD5ORkTpw4wfjx44mNjSUtLY3Y2FiMRiMREREAhISE4OTkVOnjOTs7M2XKFF566SVMJhO9evUiMzOTnTt34uLiYsl1BOb8RJ6envj6+jJjxgy8vLwYNmwYYJ6mct999zFp0iQeeughEhISALC1tcXDw+OG3xchhBDiWhIzhRBCiIqTuFlJihBCiGqXn5+vnDx5UsnPz6/tplSJ0WhU3n77baVx48aKjY2N0qhRI2XOnDmKoijKmDFjFKDEY8uWLdetd8uWLQqgpKenW203mUzKggULlObNmys2NjaKt7e3MmjQIGXr1q1W+/3+++9K69atFVtbW6Vr167KkSNHLHWU1a6+ffuW2Z76/jkJIcStoj6fjyVmCiGEuNnq8zlZ4mbFqRRFUWquS1gIIW5PBQUFxMTEEBQUhJ1dxROzi9KFh4fTv39/0tPTcXNzq7Z65XMSQoi6Qc7H1UdiphBC3PrknFx96nLclJy2QgghhBBCCCGEEEIIUYdIp60QQohqM3HiRJycnEp9TJw4sbabJ4QQQtQZEjOFEEKIirsd46akRxBCiBpwu05XSUpKIisrq9TnXFxc8PHxucktKt/t+jkJIURdczuejyVmCiGEqKrb8Zx8O8ZNbTW36ZZgMpmIi4vD2dkZlUpV280RQtRDer0ek8mE0WjEaDTWdnNuGk9PTzw9Pct8vq69F0ajEZPJRE5ODnq93uo5RVHIzs6mQYMGqNUyMaU8EjeFEDfqdoybEjNvTxIzhRDVQeJmSXXtfaiOuCmdtqWIi4ujYcOGtd0MIUQ91rhxY5YsWUJ+fn5tN0VcR0pKCoMHD+bChQulPn/x4kUCAwNvcqvqF4mbQogbJXGzfpCYeeMkZgohqoPEzfrhRuOmdNqWwtnZGTC/eS4uLrXcGiFEfaTX60lMTKRJkya3zXSV+qigoIDz589z4MABbG1trZ7LysqiYcOGlpggyiZxUwhxoyRu1n0SM6uHxEwhRHWQuFn3VUfclE7bUhRPU3FxcZFAKoSokoKCApKTk9FoNGg0mtpujiiDRqNBrVbj5ORU5pcdmbp4fRI3hRA3SuJm3Scxs3pIzBRCVAeJm3VfdcRNSTgkhBBCCCGEEEIIIYQQdYh02gohhBBCCCGEEEIIIUQdIp22QgghhBBCCCGEEEIIUYdIp60QQohKeeedd+jZsycODg64ubnVdnMsIiMj6d+/P76+vtjZ2REcHMz//d//UVRUVNtNq1affPKJZcGBbt26sW/fvnLL//jjj7Ro0QI7Ozvatm3Ln3/+afV8Tk4Ozz//PIGBgdjb29OqVSuWLFlSky9BCCFuGxIzhRBCiIqTuGlNFiITQghRKXq9nuHDh9OjRw/++9//3lBdiqJgNBrRam88HNnY2DB69Gg6duyIm5sbR44cYcKECZhMJubMmXPD9dcF33//PZMnT2bJkiV069aNBQsWMGjQICIjI/Hx8SlRfteuXYwaNYq5c+dy33338e233zJs2DAOHTpEmzZtAJg8eTKbN29m5cqVNGnShL///ptnn32WBg0aMHTo0Jv9EoUQ4pYiMVMIIYSoOImb1mSkrRBC3CSKomAsyq+Vh6IolWqryWTi/fffJyQkBJ1OR6NGjXjnnXcAmDVrFi+99BJt27at9HsQHh6OSqVi3bp1dOrUCZ1Ox44dOzCZTMydO5egoCDs7e0JCwvjp59+KrHf2rVradeuHXZ2dnTv3p3jx49bygQHBzNu3DjCwsJo3LgxQ4cO5bHHHmP79u2Vbmdd9dFHHzFhwgTGjRtnGRHr4ODAl19+WWr5hQsXcvfddzN16lRatmzJ7Nmz6dixI4sXL7aU2bVrF2PGjKFfv340adKEp556irCwsOuO4BVCiJpWW3FTYqYQQoj6Rq41b824KSNthRDiJjEZCji0pFetHLvjxB1obOwrXH7atGksW7aM+fPn06tXL+Lj4zl9+nS1tee1115j3rx5BAcH4+7uzty5c1m5ciVLliwhNDSUbdu28fjjj+Pt7U3fvn0t+02dOpWFCxfi5+fH9OnTGTJkCFFRUdjY2JQ4RnR0NOvXr+fBBx+stnbXJr1ez8GDB5k2bZplm1qt5s4772T37t2l7rN7924mT55stW3QoEGsWbPG8nPPnj357bffePLJJ2nQoAHh4eFERUUxf/78MttSWFhIYWGh5eesrKwqviohhChbbcVNiZlCCCHqG7nW/MetFDel01YIIYSV7OxsFi5cyOLFixkzZgwATZs2pVev6vsS8NZbb3HXXXcB5g7AOXPmsHHjRnr06AGY72Tu2LGDzz//3CqQvvHGG5b9VqxYQWBgIL/++isjRoywlOnZsyeHDh2isLCQp556irfeeqva2l2bUlJSMBqN+Pr6Wm339fUt80tOQkJCqeUTEhIsPy9atIinnnqKwMBAtFotarWaZcuW0adPnzLbMnfuXGbNmnUDr0YIIW4NEjOFEEKIipO4WTnSaSuEEDeJWmtHx4k7au3YFXXq1CkKCwsZOHBgjbWnc+fOlv9HR0eTl5dnCZDF9Ho9HTp0sNpWHGgBPDw8aN68OadOnbIq8/3335Odnc2RI0eYOnUq8+bN45VXXqmBV3FrWLRoEXv27OG3336jcePGbNu2jeeee44GDRpw5513lrrPtGnTrEbwZmVl0bBhw5vVZCHEbaK24qbETImZQghR38i15j9upbgpnbbitqEoCicyLhGVGY+LrQM9vENxtNHVdrPEbUSlUlVq2khtsbev+TY6Ojpa/p+TkwPA2rVrCQgIsCqn01X+b7S487BVq1YYjUaeeuopXn75ZTQazQ20uPZ5eXmh0WhITEy02p6YmIifn1+p+/j5+ZVbPj8/n+nTp/Prr78yePBgANq1a0dERATz5s0rs9NWp9NV6bMRosBYxOHU8yTmZ+Bt50JX76bYqOXrqChdfYibEjOFEKLqCoxFHEm9QLahgM6eQbjpHK+/kyhVfYiZIHGzsuRbsrgtxOel88ahnziUet6yzdnGjmlh9/OvgHa11zAh6qDQ0FDs7e3ZtGkT//73v2v8eK1atUKn0xEbG2s1PaU0e/bsoVGjRgCkp6cTFRVFy5YtyyxvMpkoKirCZDLV+wtQW1tbOnXqxKZNmxg2bBhgfn2bNm3i+eefL3WfHj16sGnTJl588UXLtg0bNljuIhcVFVFUVIRabb0uqUajwWQy1cjrELcnRVH4PfYQi0/9RVphrmW7h86RV9oN5c4GbWqxdUJUncRMIYSomv3JZ5l2YDUZ+jwANCo1E5oPYHyzfqhUqlpunagpEjcrRzptxS3vUm4qE3YsI7kgG53Gho6eTYjNSeVyXhrTD3xPnkHPsMadr1+RELcJOzs7Xn31VV555RVsbW254447SE5O5sSJE4wfP57Y2FjS0tKIjY3FaDQSEREBQEhICE5OTpU+nrOzM1OmTOGll17CZDLRq1cvMjMz2blzJy4uLpZcR2DOT+Tp6Ymvry8zZszAy8vL0oG5atUqbGxsaNu2LTqdjgMHDjBt2jRGjhxZavL4+mjy5MmMGTOGzp0707VrVxYsWEBubi7jxo0DYPTo0QQEBDB37lwAJk2aRN++ffnwww8ZPHgwq1ev5sCBAyxduhQAFxcX+vbty9SpU7G3t6dx48Zs3bqVr7/+mo8++qjWXqe4tZgUEx8c+4MfY/YC4G3nTDNXfyIz4kkpzOa1/d/xn1aDGBNadh5lIeoqiZlCCFF5OxJO8/K+VRgVE952zrjYOHA2O5ElpzeSVJDJ9LBhtd1EUUMkblaSIkrIzMxUACUzM7O2myJuUF5RofLwxvlKpzXTleGbFiiXclIVRVGUIqNB+eDo70qnNdOVLmtmKEdSL9RyS8WtJj8/Xzl58qSSn59f202pEqPRqLz99ttK48aNFRsbG6VRo0bKnDlzFEVRlDFjxihAiceWLVuuW++WLVsUQElPT7fabjKZlAULFijNmzdXbGxsFG9vb2XQoEHK1q1brfb7/fffldatWyu2trZK165dlSNHjljqWL16tdKxY0fFyclJcXR0VFq1aqXMmTOn3M+gvM+prsaCRYsWKY0aNbK8B3v27LE817dvX2XMmDFW5X/44QelWbNmiq2trdK6dWtl7dq1Vs/Hx8crY8eOVRo0aKDY2dkpzZs3Vz788EPFZDJVuE119b0SdcP8Y38qndZMVzqvmaF8cXqzojcWKYpijsULjq9TOq2ZrnRaM11ZG3u4dhsqalV9jpsSMyUOVIa8V+J2l5SXqQz4822l05rpyrT9q5UCg15RFEX5JWaf0mXNDKXTmunK7xcO1nIr6z6JmyXdinFTpSiKUnNdwvVTVlYWrq6uZGZm4uLiUtvNETfgnYg1/HphP952znzT9zm87JwtzymKwoyDP/D35aMEOnrwff8X0GlkZIGoHgUFBcTExBAUFISdXcUTs4vShYeH079/f9LT03Fzc6u2esv7nCQWVJy8V6Isf16MYOahHwGY1fFhBjfsUKLMohN/sSJ6Gw4aW77t/zyBjp43u5miDpC4WX0kZtZt8l6J292UvSsJTzhFc1d/lveZaJXb/ovIzSw5vQl7jS0/D3wRH3vXWmxp3SZxs/rU5bipLvMZIeq5o2mx/HphPwCzO42w6rAFc6LuaWFD8bZz5lJuGqvP7a6NZgohhBC3pMu5abx75H8ATGjev9QOW4BnW91FB88m5Bn1vH/0j5vZRCGEEELcRCfTLxGecAo1Kt7qOLzEYqTjmvWjnXsj8o16lkZurqVWClF3SKetuCUpisKCE+sAGNKoI529gkst52xjz3Mt/wXAl1Hh5BQV3LQ2CnErmjhxIk5OTqU+Jk6cWNvNE0LcJIqi8N7R38gz6mnv0Zh/Nx9QZlmNSs3r7R9Aq9KwKymKnYmRN7GlQtQeiZlCiNvN55GbALinYXuauviWeF6jUjOpzd0A/HbhIOeykm5q+0TddjvGTVmITNySDqbGcDQtFlu1luda3lVu2Xsbtufr6O2cy07ip/P7GCsLoQhRZW+99RZTpkwp9bkbmQLYr18/JJuPEPVHePxJdiWdwUat4f/aP4BGVf44gUZOXjwS3IOVZ3ew5NRGevo0k5WjxS1PYqYQ4nYSk53EzsQo1Kj4d7P+ZZYL82hMX7+WbE04xaqzO3i9w4M3sZWiLrsd46Z02opb0pdR4QAMbdQRL7vy/3jVKjWjQ3rz5uGf+e7sTh5r2rPENA0hRMX4+Pjg4+NT280QQtQig8nIopN/AfB40140cfau0H5jQvvw0/m9nMqMY09yND18QmuymULUOomZQojbyZoLBwDo5dechk7l568fHdqbrQmnWHfpCM+3GoS7zvFmNFHUcbdj3JT0COKWczz9IvuSz6JRqRldwVGzgwLb4alzIrUwh20Jp2u4hUIIIcSt64+Lh4jNTcXd1pExlZi94q5z5IHGXQD4Jnp7TTVPCCGEEDeZ3mjgj4uHASyxvjzt3BvRyi0AvcnAL+f31XTzhKizpNNW3HJWnd0JwD2BYTRwcK/QPjZqLUMbdQLg1/P7a6xtQgghxK3MqJhYccbc4TomtA9ONpVbzXhU056oULEv+Szns5OrrV1n0k8wd99kHv2zN2PWD2TegVe5kBVdbfULIYQQomw7EiPJ1OfhY+dSoZk0KpWKkcE9APgt9mCdnbouRE2TTltxS8nQ5xEefxKAR66c5CtqWOPOAOxNPktKQXa1t00IIYS41W2JO8HF3FRcbOx5sMn1R9Jcq4GDO718mwHwczWNrFl//iem7RjHvoRw8g25ZOnT2Rm3gSnbHmP7pfXVcgwhhBBClG1T3HHAPMNVq9ZUaJ+B/q1x0NhyOS+dI2kXarJ5QtRZ0mkrbinrLx2hyGSkmas/LdwCKrVvgKMHbdwboqCwJf5EDbVQCCGEuDUpisJXZ7YCMDK4Ow5aXZXqeahJVwDWXYrAYDLeUJt2xm3g86NzMCoGevjfybw+K5nb6ys6+tyBwVTER4emsztu0w0dQwghhBBl0xsN7EiMBGCAf+sK72entWVggzYArL2SWkGI24102opbhqIo/HYluXlxqoPKGtjAHEQ2XrkTKIQQQoiK2ZscTWRmPHYaG0YGVW62y9W6+4TioXMkQ5/HrqSoKtcTnxPLx4ffAGBw0CNM7fweTd1a0cIjjBndFjKo8cMAfHx4Jhezz1X5OEKIuu2TTz6hSZMm2NnZ0a1bN/btK38U/48//kiLFi2ws7Ojbdu2/PnnnyXKnDp1iqFDh+Lq6oqjoyNdunQhNja2pl6CEPXa3uRocg2F+Ni50No9sMTz2XoDkek5JOUVlnhucMMOAGy4fJwik6HG2ypEXSOdtuKWEZkZR1RWAjZqDfcEhpVaJt9gZNXpy0zYdJR7/7ePB/44yPRdp9kel4aiKJY7eYdTzpNakHMzmy+EEELUa9+f2w3A/Y0643YDqzxr1RruDmwPwJ8XI6pUh6IoLDk6B72xgLZeXRjX5mVUKpXlebVKzYS2r9DWqwsFxnw+jZiNSTFVuc1CiLrp+++/Z/LkybzxxhscOnSIsLAwBg0aRFJSUqnld+3axahRoxg/fjyHDx9m2LBhDBs2jOPH/xnQcfbsWXr16kWLFi0IDw/n6NGjvP7669jZVS6HtxC3i+L0hf39W6NW/dMFdSmngJe3n+Tu/+1j7Iaj3P/HQZ7ccITtcWmWMh29muCpcyLHUMD+ZLnBKm4/0mkrbhlrr1zY9fNvhautQ4nnj6VkM2r9YRYfvcDx1BzSCw0k5BWy5VIar+w4zcQtx1FM9rRyC8AkKRKEKNM777xDz549cXBwwM3NrbabU6ro6GicnZ3rbPuEuNUk5GewM9E8KnZ4ULcbrq/45uuOxEgKjEWV3n9P/GaOpuzDVmPHM2H/h0ZVMn+eRq3lhQ5vYadx4HT6ETbF/u+G2y3EtSRm1q6PPvqICRMmMG7cOFq1asWSJUtwcHDgyy+/LLX8woULufvuu5k6dSotW7Zk9uzZdOzYkcWLF1vKzJgxg3vvvZf333+fDh060LRpU4YOHYqPj8/NellC1BuKorAnybzwZ2+/5pbth5IyGf13BLviMzAp4K7TolHBqfRcXtlxmvcPnsVgUlCr1PTzbwUg1+e3CYmb1qTTVtwSTIqJzXHmk/jdASVH2e5NyOD5rSdIzNPj76hjasdgvvlXGJ/1b8OjzRvgoFVzNCWb0X9H0NghGJAUCUKURa/XM3z4cJ555pkbrktRFAyG6p3qVFRUxKhRo+jdu3e11iuEKNv/LhzEhEJHzyCaOHvfcH0tXBvga+9KgbGIfcnRldrXpJhYHfk5APc3fRx/x4ZllvWy92VUi4kAfHf6MwqNBVVvtBClkJhZe/R6PQcPHuTOO++0bFOr1dx5553s3r271H12795tVR5g0KBBlvImk4m1a9fSrFkzBg0ahI+PD926dWPNmjVltqOwsJCsrCyrhxC3i5jsZBILMrFVa2nv2QSAqPRcpu44Rb7BRHsvF1bf3YE/7+/K70O6MKpZA1TAr2cTmbU3CoNJof+VPLhbE05hvGZWTGLuZc5mnMJgqvwNXlE3Sdy0Jp224pZwMv0yiQWZOGhs6e4TYvVcdEYu03adRm800dPfnW/+1Z4HQ/wIcXOkvbcL/wlrwspB7Wnv5UKewcSGGPNonMOp58kpkos3UX0URcFQlF8rD0VRKtVWk8nE+++/T0hICDqdjkaNGvHOO+8AMGvWLF566SXatm1b6fcgPDwclUrFunXr6NSpEzqdjh07dmAymZg7dy5BQUHY29sTFhbGTz/9VGK/tWvX0q5dO+zs7OjevbvVdMVi//d//0eLFi0YMWJEpdsnhKg8g8nIbxcOAvBgky7VUqdKpaKfn3lkTXj8qUrtuzd+C7HZ0ThonRga/Ph1y98TNBJvez/SC1P4+/zPVWqvqBm1FTclZt4aUlJSMBqN+Pr6Wm339fUlISGh1H0SEhLKLZ+UlEROTg7vvvsud999N3///TcPPPAADz74IFu3bi21zrlz5+Lq6mp5NGxY9o0kIW41e5LPANDBswl2GhsKjSbe3BtFnsFEJx9XFvRtRWMXewDc7Wx4oX0T5t7RHK1axcaLqSw+cp7OXkG42NiTVpjLsTRz7ugTqQd5YcvDTNw0hCnbHuOJdf349czySp+/byVyrXlrxk3tTTmKEDVsU7z5j6mXXwt0GhvL9nyDkWm7Isk3mOjs48q7PZtjoyl5r8Lf0Y7F/Vrz8ZHz/HAmHhQHjORxMCWGvv4tb9rruFZSXhxHU/aBAu28u+Lj0KDW2iJunNFQwO/f3FErxx7yxE60NvYVLj9t2jSWLVvG/Pnz6dWrF/Hx8Zw+fbra2vPaa68xb948goODcXd3Z+7cuaxcuZIlS5YQGhrKtm3bePzxx/H29qZv376W/aZOncrChQvx8/Nj+vTpDBkyhKioKGxszH/3mzdv5scffyQiIoJffvml2torhCjbrqQoEgsycbV1qNSq0NfTz78l38fsZtuVkTUaVcXGGvx+bhUA9waNxMnW5brlbdQ2PNzs33x25G1+jV7B3UEjsFHbXHc/UfNqK25KzBRlMZnMo/zuv/9+XnrpJQDat2/Prl27WLJkidX7X2zatGlMnjzZ8nNWVpZ03Irbxp4kc6dtD59QAL46eZGYrHw87Gx4p0czdKVcm/cN8GRWt1Bm7I7i+zPxtPBwoqdvM9ZfOsLOxCguZ+7hy+PzMGFCo9Jip7Untyibr099zPmsM0zqONsqd+7tQq41/3ErxU3ptBX1nqIoltQIAxtYXyx+evQCl3IK8LG35e0ezUrtsC2mUat4sX0TXGy1fB7phUkTy+roo7XSaVtk1LP85HzWxfyAwj93re4NGsmYVi9iq9Hd9DaJ20d2djYLFy5k8eLFjBkzBoCmTZvSq1evajvGW2+9xV133QWYpw3OmTOHjRs30qOHecX54OBgduzYweeff24VSN944w3LfitWrCAwMJBff/2VESNGkJqaytixY1m5ciUuLtfvqBFCVI//XRllO6RhR2w11ffVsoNnE1xs7MnQ53Ek9QIdvYKuu09MZiSn0iLQqLTcE1TxERD9Gw7h+8jPSStIZnfcRvoE3nMjTRe3EYmZdZeXlxcajYbExESr7YmJifj5+ZW6j5+fX7nlvby80Gq1tGrVyqpMy5Yt2bFjR6l16nQ6dDr57i5uPwaTkUOp5wHo5h1CSr6e76LiAZjaMRhXXdk3SAc09OLJzDy+PHmJDw6eY3y7Jqy/dIStl9exMd88qr1/wyGMbzMFe60jGy/8yrJj77Ht8jpC3FoxpOljNf76RNVI3KycWu+0/eSTT/jggw9ISEggLCyMRYsW0bVr1zLL//jjj7z++uucP3+e0NBQ3nvvPe69917L8zk5Obz22musWbOG1NRUgoKCeOGFF5g4ceLNeDmiFkRmxnE5Lx2dxoaePs0s289l5vHLWfNUphldQsoNCsVUKhXjWzfkTHYLNibGciD1LNsup9EnwKPG2n8tg6mId/e/zKGknQC0cA8DlYrTaRH8GfM98bkXmdblI2w0tjetTaJ6aLR2DHliZ60du6JOnTpFYWEhAwcOrLH2dO7c2fL/6Oho8vLyLAGymF6vp0OHDlbbigMtgIeHB82bN+fUKfPU6QkTJvDoo4/Sp0+fGmu3EMJapj7PsgDZfY06VmvdWrWG3n4tWHvxMOEJpyrUabvu/A8A9PAfgIddxXPr2qhtGNT4Yb6L/Iy1Md9Jp20dUVtxU2LmrcHW1pZOnTqxadMmhg0bBphHym7atInnn3++1H169OjBpk2bePHFFy3bNmzYYHkvbW1t6dKlC5GRkVb7RUVF0bhx4xp5HULUV6cz4igwFuFiY09TFx8+OnwevdFEW09n+lbg+vrJVg3Zn5jJsdRstsXqsCEbfd5OVCoYEvwo41q/jEqlAuBfTR7CqBhZeuxdvj71Me28u9HYJeQ6R7i1yLXmP26luFmrnbbff/89kydPZsmSJXTr1o0FCxYwaNAgIiMjS119c9euXYwaNYq5c+dy33338e233zJs2DAOHTpEmzZtAJg8eTKbN29m5cqVNGnShL///ptnn32WBg0aMHTo0Jv9EsVNUJzrrqdPM+y1/3RkfnL0PCYF+gV40NXPrVJ1zujYlU3rNqCocpmxJ4LFfTsT5nVz7qZ8efxDDiXtRKexY2rn9+nka77jdDBxJ+8fmMrhpF18deIjnmr32k1pj6g+KpWqUtNGaou9fc230dHR0fL/nJwcANauXUtAQIBVucqMTNm8eTO//fYb8+bNA8yj8E0mE1qtlqVLl/Lkk09WQ8uFEFfbFHccg2IkyMmXPXEGVp6MwsFGQ2cfV/oEeKJVq26o/n5+LVl78TBb40/yUut7LBdnpSk0FrDj8t8ADGrycKWP9a/GD/LjmS+ISj/OuczTBLu2qHK7RfWoD3FTYmbdNnnyZMaMGUPnzp3p2rUrCxYsIDc3l3HjxgEwevRoAgICmDt3LgCTJk2ib9++fPjhhwwePJjVq1dz4MABli5daqlz6tSpjBw5kj59+tC/f3/Wr1/P77//Tnh4eG28RCHqrMNp5wFo79mYzEIjv58zj2J/um2jcuN5MY1axcxuoTz2VwRHUnLxtT+JSlEIdG7L2NaTS9Rxd5PhHErayYHE7Xx3+jNe6/phtb+muqw+xEyQuFlZtZro46OPPmLChAmMGzeOVq1asWTJEhwcHPjyyy9LLb9w4ULuvvtupk6dSsuWLZk9ezYdO3Zk8eLFljK7du1izJgx9OvXjyZNmvDUU08RFhbGvn37btbLEjfZzkTzne6+fv9cXO1LzGBXfAYalYpn21X+rrezrT3tPBoBoFeSmLbzNAm5hdXT4HIcTtplGSX0cqd3LR22AJ1872Bq5/cA80iig4m1cxdN3PpCQ0Oxt7dn06ZNN+V4rVq1QqfTERsbS0hIiNXj2pxve/bssfw/PT2dqKgoWrY0pzDZvXs3ERERlsdbb72Fs7MzERERPPDAAzfltQhxu1l/6QgA8VkefHL0An/FpvDr2URm7I5i9N8RRKbn3FD93X1C0ao0XM5L52Juarll9yVsJd+Qi7e9P608Kz/q183Ok65+/QDYcvH3qjRX3IYkZtZtI0eOZN68ecycOZP27dsTERHB+vXrLYuNxcbGEh8fbynfs2dPvv32W5YuXWpZqGbNmjWWAUIADzzwAEuWLOH999+nbdu2fPHFF/z888/VOrVXiFtBcWqEjp5B/BGTiN6k0NLdkU4+rhWuI9DJjjEtAnDUbESlpGFUbLB36FNqzlqVSsXoVpNQoWJvwhZiMiNLqVHUNomblVNrI231ej0HDx5k2rRplm1qtZo777yT3bt3l7rP7t27rZK4AwwaNIg1a9ZYfu7Zsye//fYbTz75JA0aNCA8PJyoqCjmz59fZlsKCwspLPynQy4rK6uKr0rcbCkF2ZzKjAOgx5XUCIqisPSYeVXJh0L8aOhctTs5PXxCOJJ2AQddGun5jXh152k+H9AGO62mehp/jSJTEcuOmTtlBwc9Qhe/ksPuO/v2Zkjwo/x+7lv+e/x92nn9KGkSRLWzs7Pj1Vdf5ZVXXsHW1pY77riD5ORkTpw4wfjx44mNjSUtLY3Y2FiMRiMREREAhISE4OTkVOnjOTs7M2XKFF566SVMJhO9evUiMzOTnTt34uLiYsl1BOb8RJ6envj6+jJjxgy8vLwsUx6LA2qxAwcOoFarrS60hBDVJyEvw3xBpoChyJ8W7o4MCPQko7CIP88nE5OVz9Obj/N2j2b0alC1NEP2WlvCPBtxMCWGvcnRNHLyKrNs+MU/AOjX8L4qL0AyoOEQdsVtYNuldYxu9aIsSCauS2Jm3ff888+XmQ6htNGxw4cPZ/jw4eXW+eSTT94yo5GFqAkmxcSR1AsAhHk0ZuYu8yjbh0L8K13XvU1s+P2seSZNBi05kp6EoiiljtZt6BzMHQH/Ysflv/gx6r+80uX9G3gVoiZI3KycWuu0TUlJwWg0Wu5yFvP19S1z1biEhIRSyyckJFh+XrRoEU899RSBgYFotVrUajXLli0rN+/E3LlzmTVr1g28GlFbdl9ZjbKVWwCeduY/4KMp2ZxIy8FWrWJMy4Dydi9XV+8QlpzehEqThptOQ1RGLnP2n2VW99AKTeeorL/O/0R87kXcdJ481vK5MsuNavEMOy7/TXzuRdZf+IkhwY9We1uEeP3119FqtcycOZO4uDj8/f0tucFnzpzJihUrLGWLcwFt2bKFfv36Vel4s2fPxtvbm7lz53Lu3Dnc3Nzo2LEj06dPtyr37rvvMmnSJM6cOUP79u35/fffsbWVGxdC1IavIs2zmFSKByNDg3khrAmaK+kQxrQMZNbeM+xOyGDGrkgW9m1Ne++qpRnq5h1i7rRNimZ4UPdSy+TosziSvBeAvjeQj7a9d3fcdV6kF6YQkbSLLn4lV4IX4loSM4UQwtq57GSyivKx19iSU+hIQl4hLrZaBjb0rHRd30d+CujRm4LII5C8whwu5KTQxLn03PUPhYxjx+W/2JcQTmZhOq469xt8NaK6SdysuFpNj1ATFi1axJ49e/jtt984ePAgH374Ic899xwbN24sc59p06aRmZlpeVy8ePEmtljciOLUCFcvQPZtpHnk7T1NfPCwq/ofWEu3Bug0NmQV5fOf9t5oVCo2XEzhm9OXb6zRpSgy6vk1ejkAI5s/jb3Wscyy9lpHHmn+NABrolegN9Z82gZx+1Gr1cyYMYPz58+j1+u5cOGCZWbE8uXLURSlxKMiQbRfv34oioKbm5vVdpVKxaRJkzh9+jR6vZ6kpCTWr19f4oZbr169OH78OIWFhezdu5d27dqVeayxY8eSkZFR2ZcuhKiAAoOR32IjAGjt2pwX2//TYQvgqrPh/V4t6d3AHb1J4ZUdpziXmVelY3XzNi8ksj/lHAaTsdQyBxK3Y1QMNHRuSoBTkyodB0Cj1nJHgHmhil1xZX93FOJqEjOFEMLa8XTzzNfW7oFsumhObzSwoWelZ61ezD7H1ktrAXC2fRSVYp65cyDlXJn7NHFtRlPXlhgVA9sur6tK80UNk7hZcbXWaevl5YVGoyExMdFqe2JiIn5+fqXu4+fnV275/Px8pk+fzkcffcSQIUNo164dzz//vCWXUVl0Oh0uLi5WD1H3GUxG9iRFA3CHr7nTNjY7n+1xaQA80qzyUy+uZqPW0sY9EIACJYWXO5pXrV5yLJbd8ek3VPe1wi+tJa0gGU87HwY2uv+65fs3HIKnnS9pBcmSd08IIcRNt+joSYrIBFTM6da31BkoWrWKt7o3o62nM9lFRqbviiTfUHqna3lauDXA1caeXEMhJzNKv3G6N2ELAN39+1e6/mv19Dd32u5L2EqRUX/D9QkhhBC3m+PplwBo4RpA+GXz9fldjcpOcVSWHyKXoqDQza8/E9v1Q2Uyj9TdlRhd7n4DGpkXod8c+1uljylEXVJrnba2trZ06tTJKvmwyWRi06ZN9OjRo9R9evToUSJZ8YYNGyzli4qKKCoqQq22flkajQaTyVTNr0DUtqNpseQYCnC1daDVlc7V76PiUYA7/N1p4uJww8fo4NEEgMOpF3igqR/Dgn1RgFl7z5CYVz0jXBVF4fdz3wIwpOnjFcqfZ6OxZWjTxwD4M+YHFEWplrYIcaMmTpyIk5NTqY/iKS9CiPotJV/Pr+fNC5CFOjekgaNzmWXttBreu6MFXva2XMjO58NDMZU+nkalpot3UwD2XEmLdLVCYwGHk3YB0M3vxjttm3u0w13nRZ4hhyMpe2+4PiHKIjFTCHGrOp5unr2sxY3cIiM+9raEeVVucNzF7HPsjNsAwCPNn6ZvgAdBjub0h/uSz5V7Ddw74G60ahvOZ0VxIav8Dl5Rf9yOcbNW0yNMnjyZZcuWsWLFCk6dOsUzzzxDbm4u48aNA2D06NFWC5VNmjSJ9evX8+GHH3L69GnefPNNDhw4YEks7+LiQt++fZk6dSrh4eHExMSwfPlyvv7661tqFVRhtjfZfPLt7h2CRqUm32Dkr9hkAEbe4CjbYu09GwMQcWXly5c6BNHC3ZFMvYHXd0dhqIabASfTDnEx+yw6jR13VmCUbbEBDYei09gRmx3NybRDN9wOIarDW2+9ZbWq5rUrbFZVWVNdbkeffPIJTZo0wc7Ojm7durFv375yy//444+0aNECOzs72rZty59//mn1vEqlKvXxwQcf1OTLEPXYytOXKVKZV1t/sEnYdcu729kwq1soahWsPZ/ExosplT5mcYqEvclnSzx3JHkvhcYCvO39CHZtUem6r6VWqenuP8B8vPgtN1yfEGWRmCmEuBXlGQo5l5UEQHy2eVHw/oGeqCu5Lsz/zn5jGWXbxLUZKpWKia3DQFFTYCrgRHp8mfs627oS5t0NgP0JW6v4SkRdczvGzVrttC1OWzBz5kzat29PREQE69evtyw2FhsbS3z8P3+IPXv25Ntvv2Xp0qWEhYXx008/sWbNGqvV2lavXk2XLl147LHHaNWqFe+++y7vvPPOLdvrfjvbfyWPTfHom82XUsktMhLgqKOTj2u1HKOteyPUqIjPzyAhPwNbjZq3ezTHyUbDsdRslhyLveFj/H3+FwD6BN6Do03Zo5Wu5WTrQu8A82IrW66smC1EbfPx8SEkJKTUh4+PT203r977/vvvmTx5Mm+88QaHDh0iLCyMQYMGkZSUVGr5Xbt2MWrUKMaPH8/hw4cZNmwYw4YN4/jx45Yy8fHxVo8vv/wSlUrFQw89dLNelqhHsvQG1sScR1FnoAL6N2hVof06+rgypqV5VsyHh86RXlBUqeN28zF32h5Pv0hukfVMl73xmwHo6te/2hYK7XplAbKDiTtkNouoMRIzhRC3opMZlzGh4GPnwuEkc8zu1cCjUnWkF6Sw9ZJ5oMGwkNGW7X0DvbBXm9MsrDxzrNw6uvqaY/n+xG2VOraou27HuFnrC5E9//zzXLhwwZLot1u3bpbnwsPDWb58uVX54cOHExkZSWFhIcePH+fee++1et7Pz4+vvvqKy5cvk5+fz+nTp5k8eXK1fYkXdUOeoZATV/LkdPEKBuD3c+Z8x/cF+Vb6Ll5ZHG10NHc1j9qNSL0AQICTHTO6mC8eV0XGWXLoVkWBId+Sh29gw4qPsi3WN9D8+787bpPk3RPiNvDRRx8xYcIExo0bR6tWrViyZAkODg58+eWXpZZfuHAhd999N1OnTqVly5bMnj2bjh07snjxYksZPz8/q8f//vc/+vfvT3Bw8M16WaIe+e1cInkm84Kf7Twa4WVX8amO41oGEuLqQEahgY8Ol72ASGkaOLgT4OCBUTFxNP2fG6ZGk4H9iduBG89nW2Aw8MnxE4zfEs7XUUXYqu1IL0zhXObpG6pXCCGEuJ2cTDfnn2/k6E96oQFHGw1hXhUfnASw7vwPGExFNHNvSwuPf2b1qFUqunqbv6PuSozGaCr7xmpnP/MiU2fSj5NRkFrZlyFEnVDrnbZCVEVE6gWMisl8EefowYWsfI6kZKNWweCg6r3D0t6zyZVjnrds6xfoyYhQc2fu7H3RVc5vuz9hK4XGAnwdAmnm3rbS+7fy7ICnnQ95hhwOJe2sUhuEEPWDXq/n4MGD3HnnnZZtarWaO++8k927d5e6z+7du63KAwwaNKjM8omJiaxdu5bx48eX25bCwkKysrKsHuLWpygKf8QkoWgSABjQoM119rBmo1Ezo0sIGhVsvJhK+KXKXUB1vBKPD6X8kxf3dPoRsvUZONu60dKjfaXqu1pOURH/Dt/G15FRHE9LZ2diKlmGRoB5tK0QQgghKiYy03xzV2Uyz37t5uuGjabiXU+FhnzWn/8JgPubPlHi+UdCzN8/8kzJbL1c9ncJDztvQtxaoaBw4MoNXiHqG+m0FfVScWqEzldG2f4RYx5l28PPHW9722o9VnFe26Np1qkQnm/XmJYeTmTrDbyzPxpTFaZPbru8DoDeAYOqNBpcrVLTK2DQlbrWV3p/IUT9kZKSgtFotKQQKubr60tCQkKp+yQkJFSq/IoVK3B2dubBBx8sty1z587F1dXV8mjYsGElXomor46n5nA+OxNFZZ5h0t+/YqkRrtbCw4nHmpsXEfng0DkyCyueJqHDlU7bw1fdRI1I2mN+zrsHGrW20u0Bc2f07AOHOJOZibtOx5T2YfRr4E+BKRSAPfEyrVIIIYSoqKhMc4rLlDw7AHr6u1dq/y0X/yBbn4GvQwDdSplF08GzEVqVFlRFLD99qty6Ovv2BiAiufQBC0LUddJpK+qlg1d12poUhQ1XFjWp7lG2AG3czZ0R0VmJ5Bv+SUFgo1HzZrdQdBo1+xMz+fVs6Z0gZcnSZ3A4yRw8+gTeU+X29Q64G4ADCdvIK8qpcj1CCPHll1/y2GOPYWdnV265adOmkZmZaXlcvHjxJrVQ1KY/YhJR1MmgghAXXxo4VO4irNiTrRvSxMWetIIiFkScr/B+Hb2aAHAi4xIFRnNn75HkvQCEeXevUlsAtsXFEx4Xh41azYc9uzO8aTDvdOtKiHsnAGKyTkl8FUIIISqgwKDnQo752vxytg0AXXwrvt6MSTHx27lVANwX/CgalaZEGa1aQ2s3c578yMzLRGfklllfW68uABxPOSg56kW9JJ22ot7J0udzOsM85aKzVxDHUrNJzNPjoNXQw8+t2o/na++Kt50zJhROX5nqUayRsz3PtjWPxF185AIXs/MrXO+euE0YFQNNXJrR0LnquSODXVsQ4NQEvamQfQnhVa5HCFG3eXl5odFoSExMtNqemJiIn59fqfv4+flVuPz27duJjIzk3//+93XbotPpcHFxsXqIW1u+wcjGiymY1OZF73r7tqhyXboraRLUKlh/IZmdFcwNH+DggbedM0UmIyfSL5Gjz+JsxkkA2nl3rVJbDCYTnxw/AcBjoSG09jAvlKJVq3m1Y38MigdgYv0FWXlaCCGEuJ7o7ERMKDhpHTApOho52+HjoKvw/keT9xKfG4u91pE8U3Ne2fM3j23+mTFbfmXavo38cSGSAoOBjl7ma3CTOp3fY0pfkBcg1K0Ntho7MvVpXMqJKbNcMcWgYDqvx7A3D9OlIpRycuYKcTNIp62odw6lxmBCobGTFz72rmyINd/J6xvggZ225J246lB8J+94esnRZA+H+tHJx4UCo4nZ+8pPhn61XXEbgX9GylaVSqWih/9AQPLuCXErs7W1pVOnTmzatMmyzWQysWnTJnr06FHqPj169LAqD7Bhw4ZSy//3v/+lU6dOhIWFlXhOiO1xaeQaDKg0yQD09qt6py1AG09nRoY2AODdg+fI1huuu49KpaKDZxAAh1NjOJ56ABMmApya4GXve529S7flchwXcnJws7XliebNrJ4LcXXFx8GcN2/9hfAq1S+EEELcTs5kmmefOmvdUaGik0/FR9kClly2GYYQ5h07QHj8ec5kpnIqI5lNl8/x1qGtPPD3d+QbzF1Ziiqd9ReSKTSaSq3PRmNLC/d2ABxL2V/usY1HCyh4NZGCWcnol6RT8HoSBTOSMJ6p2vo1QlQH6bQV9c6BK6kRungFYzApbL5oTj5+VyOvGjtmcYqE4+mXSjynVqmY0SUEB62GY6nZ/O9cYoky18oryuFE6kEAuvn3u+H2dfLtBcDh5N0YTde/8BXiRrzzzjv07NkTBwcH3Nzcars5FufPn0elUpV47Nmzp7abVm0mT57MsmXLWLFiBadOneKZZ54hNzeXcePGATB69GimTZtmKT9p0iTWr1/Phx9+yOnTp3nzzTc5cOAAzz//vFW9WVlZ/PjjjxUaZStuT+GX0lBU6Zgows3WgdbugTdc51NtGtLQyY6UfD0fHzlfoX0si5GlnrekRmh/A6kRvo8+C8DDTYNxsrEp8fxdjfoCEJ9zlCy9vsTzQlyPxEwhxO2kOJ9tYZEjAJ0r0WkblxPH3gTzzJYMY3OaOLnxbKsuzO9xNx92H8S/W3TE38GZ1MJ8vj97xryTOpdMfR7bLpc9a6eNV2cAjqccKLNM0dpsCuenoqQZwUGFOtgGbFUoCQYK56ZQtKXsFAyieknctCadtqLeKe607ezdlENJmaQXFuFqq61UrpzK+qfTtvS8jf6OdjzdxrzK9JLjsaQXlL+wSkTyHgyKAX/HRgQ4Nbnh9oW6t8HJxpXcomwi04/dcH1ClEev1zN8+HCeeeaZG65LURQMhuq90bBx40bi4+Mtj06dOlVr/bVp5MiRzJs3j5kzZ9K+fXsiIiJYv369ZbGx2NhY4uPjLeV79uzJt99+y9KlSwkLC+Onn35izZo1tGnTxqre1atXoygKo0aNuqmvR9QPBQYju+PTUdTmm5J3+DZHo7rxr5B2Wg0zuoSgAv6ISWJ3fPp19ylejOxoWqyl07add7cqHT8yI4NjaWloVSoeDA4qtcy9TfoBoFUl83vMiSodR9zeJGYKIW4nkVnm76GZBQ4AdPCu2DV6vqGIKTvnASaKFH9ebHcf3935MGObd+AOv0b09m/MUy0789NdI/hP627mhcgU8wKkJnUav5UzcKo4r+2J1NLz2hp25FL0UxYA2jsdsf/ID7vXfbCf74emhz0oUPRNBoYDFU+FKKpO4qY16bQV9UpaYQ7RWeYTcmfPIP6+khphQENPtOqa+3Vu6RaAChWJ+ZmkFGSVWubBED9C3RzJ1hv49NiFcuvbn2BeibqLb59qaZ9GpaGjT08ADiVJioS6SlEUigz5tfKobOJ9k8nE+++/T0hICDqdjkaNGvHOO+8AMGvWLF566SXatm1b6fcgPDwclUrFunXr6NSpEzqdjh07dmAymZg7dy5BQUHY29tbOhiv3W/t2rW0a9cOOzs7unfvzvHjx0scw9PTEz8/P8vDppTRc/XZ888/z4ULFygsLGTv3r106/ZPh1V4eDjLly+3Kj98+HAiIyMpLCzk+PHj3HvvvSXqfOqpp8jLy8PVteZufon6a39iJgVGE2rtldQIvs2rre4wbxeGh/oD8O6Bs+QWlf/FOsjZG1dbB4qMWcTnxqJWaWjt2bFKx157IRaAfgEN8Cxj8T0XnTsutuZRxZsv7qrScUTV1VbclJgphBCVZ1JMlvQIKsWFRs52uNtd/5xiMJl4be9fZBeY0xc80uxxRjRtU+oNYhu1hieahfFZryFoVfYAKJoL7E/K4HJOQan1N3VrhY3alix9Bgm51oOwTJeL0C/PAEB7jxO2j7mh0pmPq3JQYzvBHW1fB1BAvzQNU3z5g7Nqk1xr3ppxU1ujtQtRzQ6lngfMq1Y7aO3ZernmUyMAONroCHL25lx2EsfTL9HPv1WJMlq1iqkdg3lq8zH+iEliSJAP7bxKLs5jVIyWjtUuftXTaQvQ0fcOtl1ex8HEnTze8j/VVq+oPgZjAYt/vKNWjv388J3YaO0rXH7atGksW7aM+fPn06tXL+Lj4zl9+nS1tee1115j3rx5BAcH4+7uzty5c1m5ciVLliwhNDSUbdu28fjjj+Pt7U3fvn0t+02dOpWFCxfi5+fH9OnTGTJkCFFRUVbBcujQoRQUFNCsWTNeeeUVhg4dWm3tFuJ2FH45FYU8DOSgUanp7hNarfVPbNuInXFpXM4tZNGRC7zWuWmZZdUqNR08GrM/IRKAULfWONo4V/qYBpOJvy+aUx7d06hRuWXbeXdix+VLXMw5TmZhIa66ii+oIm5MbcVNiZlCCFF5l3LTyDfq0ag0oDjR1rNiC9UuO32Qw0m78NTk4qB1YUSzB6+7T3svPx4P6cLy6M0oqmwUdQJ/nk9iQpuSMd1GbUOwawsi048SmX4MfydzGcWkmDtsjaBup8Pm4ZLtValU2DzhhinZiOlkIfqvMtC95oVKrarQa7uZ5FrzH7dS3JROW1GvHEk1j2Dt4NGEPQkZ5BQZ8ba3JayUztHq1sa9IeeykzhRRqctQFsvZ+4L8uGPmCTmHTrHV3eGobnmhH4m/ThZ+gwcbZxp4VF9C/508O6BChXns6JIzU/C096n2uoWt5fs7GwWLlzI4sWLGTNmDABNmzalV69e1XaMt956i7vuuguAwsJC5syZw8aNGy0LZAUHB7Njxw4+//xzq0D6xhtvWPZbsWIFgYGB/Prrr4wYMQInJyc+/PBD7rjjDtRqNT///DPDhg1jzZo1chEqRBUZTAo74tIxqc2jbMM8GuFkU/qo1Kqy12qY3iWE58JP8L9ziQxo6ElXX7cyy3fwCuJogvmmbVgVUyMcSE4mvbAQd50t3X3Lj5ddfbux4/L/sCGW7fEJ3O3biITwIjKjDBSmKeg8VLi10uLX2waNXd27iBM1S2KmEEKYFeeztVO5oUdFO6/r31Tdl3SZ5ZGH8VCfBOCuxvdjq6nYzdG7G7ZhefRmQI9Jk8Jv56P5d+uGqFQlY3Ez97ZEph8lKv0Y/RoOBiD1pzyS0m3R+9mh02rwOWLAI0xbokNWpVFhO86NgteTMJ3RYwjPxWaAU4XaKEqSuFk50mkr6pUjaeZO2zDPxmy5ZL5gG9jQE3UpJ+bq1to9kN9iD3Iio+RiZFd7tm1jtl5K5UxGHn/HJnNPE+uLwQOJ5tQIHXx6olVX31B6F507oe5tiEo/xuGkXdzZeFi11S2qh1Zjx/PDd9basSvq1KlTFBYWMnDgwBprT+fOnS3/j46OJi8vzxIgi+n1ejp06GC1rTjQAnh4eNC8eXNOnToFgJeXF5MnT7Y836VLF+Li4vjggw/kAlSIKjqemk2W3oDWNhU90M07pEaO09HHlYdC/Pg5OoG5+6NZOag9jjalf01t79GI7zF/B2jj1bVKx9sWZ76w7NugwXXTK7X0NJ+HbFQJbI0+T8NVXhjy/nm+IEkhIamIlP1FNB2lwy69CCXZCBpQN7FBHWxbJ0fk1Ae1FTclZkrMFEJUXmTxImQGR1Rw3U7bAoOBOYe3oSYbO5U5bcG/Gj9U4eMFO3vjqNWRaygEpYhE/XkOJ6fT0cejRNlm7ub1HKLSj6GYFGL/pyflCKAzf9fIS1A4/5OerGgTTR4qGbfVXlpsHnKhaFUmRWuy0fZwQGVft7KNyrXmP26luCmdtqLeyDfoLYGgjVtDPtpvXjGyX4DnTTl+S9cGAERmxKEoSql38ADc7Wx4okUAnx6LZenxiwxs6IWt5p8T+uGk3QB08qm+O0nFwry7E5V+jOOpB6TTtg5SqVSVmjZSW+zta76Njo6Olv/n5OQAsHbtWgICAqzK6W5wGnK3bt3YsGHDDdUhxO1sb0IGCiYUdQoo0M2nZjptwXzTc098OpdzC1kQcZ4ZXUo/lk6Vg0alx6RoUKkrnx5JURR2xJtz7vX2979ueS97X1x1vmQWJnIkPYIReZ1w8FHTYKAt9r5q8uJNxG3UU5iqELWsgEapOTjojZb9VQFabEe6omlbvSOUbwf1IW5KzBRCCLOoK4uQmYzOuNtqaexc/vnxy8hDxOVl428TDSaFdl5daeBUfsqiq6lVatq6N2RPcjS2ahNFJgMfHdvDyoEl129o5m7Oj3o+6wwXtmSTekADioKnQY/XMy5knzcRt7mItAgDai00fqDk+VTbzxHDhhyUJCOGDTnYDK352b6VUR9iJkjcrKy6dWtAiHIcT7+IUTHha+9KXI6a7CIj7job2nhWPpddVYS4+KFRqcksyichP6PcssND/fGytyUhr5A1Z/9ZyTKzMJ1zmeZcLe29u1d7G9tcWYzleErpK2MKURGhoaHY29uzadOmm3K8Vq1aodPpiI2NJSQkxOrRsGFDq7J79uyx/D89PZ2oqChatmxZZt0RERH4V6BTRghRur0J6SiqTAxKES429rR0C7j+TlXkYKPh/7qGogL+iEliR1xaqeVOpBwAoBAPTmTEVfo4ZzIzSczPx06jobOPd4X2ae5oHqFj1F4ko2UuLZ+1x72NFjtvNe7BaoLyc3EoLEJRqbjk6Yipkz2a9nZgp0K5bKDwo1T0P2dKbL4FScwUQgiz4vQIKsWFVh5OZQ5yAojLzWblmaOAESeNOU/9oCYPV/qYbT3MnbyNnB3Mbci6xJnM1BLlvO39cdd5YVQMHN5/AgD/jHwC/mWLU5AW//62BI/UgRpSDhjIOFVyYVSVVoXNg+aO2qL1OSh5pkq3V0jcrCwZaSvqDUtqBI/GhF9ZgKxPgEeJnLE1xVajpamLL1GZ8ZzOiMPfwb3MsnZaDeNbBfLewXMsP3WRwUE+ONpoOJayD4DGziG42VX/COHm7u3QqrSkFiSSmHcZP8fAaj+GuPXZ2dnx6quv8sorr2Bra8sdd9xBcnIyJ06cYPz48cTGxpKWlkZsbCxGo5GIiAgAQkJCcHKqfH4nZ2dnpkyZwksvvYTJZKJXr15kZmayc+dOXFxcLLmOwJyfyNPTE19fX2bMmIGXlxfDhg0DzHmHbG1tLdNcfvnlF7788ku++OKLG35PhLgdZRQWcTo9F0Vjzmfb1btpqSs5V6f23i480qwB30XF8e6Bs6wa5IyrzjqV0JFk8xfqAjyJSLvAyOAepVVVpm1XRtl28/XBTqO5bnmTQcHjbAtw34SN6jLxnTJR2/gCoOQYKXg3BdVlAw3ti7jg5UpBtppLNvY0f9YO8hWKfs3CsCkXwx85UKBg86hruReyon6RmCmEEJChzyO5IBswd9q29Cj//Lb01AEMiom2rjmk5WTgpvOkq1/fcvcpTRt38/VugSkLrRKAQZXJnMM7+aqf9XR1lUpFiFtr9iduJd7xNO0SmuNmY0Db958RmTbN1ER1guOxRWi2FtFB0TGwqQ4X3T/ffTRd7FH9no1y2YBhay4299ycAWS3EomblSOdtqLeOJIWC0A7j0asOm4efdM3oGS+mprUwrWBudM2M47+DVqXW/a+IB++jYzjYk4Bq6PiGN+6IUeS9wLmNAY1Qae1J8S9DafTIjieekA6bUWVvf7662i1WmbOnElcXBz+/v5MnDgRgJkzZ7JixQpL2eLAtWXLFvr161el482ePRtvb2/mzp3LuXPncHNzo2PHjkyfPt2q3LvvvsukSZM4c+YM7du35/fff8fW1taqngsXLqDVamnRogXff/89Dz9c+bv2QgjYn5iJAuhs0shXoHsNpka42tNtG7E7IZ3zWfl8eCiGt3o0szxXZNRzIu0wAIV4EZF6vtyURaXZfiWfbS9/vwqVT9xRhHd8c3AHW1U8R9LMN44Vg0Lh4jSUywZUbmocXvYixEHDycX55MaaSNlvwLubDbaPu6FuZIP+qwwMG3NRuWmwGSwXebcSiZlCiNtdTHYSAFocUKEtt9P2bFYa6y6aUx16254jDejfcEiV1ntp7Wa+3r2Ym0of7z7sSD7EifQEjqUl0tbD16qsb04zYCtJjlH4ZuWjvc8ZlY0Kk6LwS2QBXx7NJ0uvwJUuhs2H8vjsWD5PtLbnsdZ2qFUqVGoVNoOc0H+ZgWFDLtq7nFBp5UZsZUncrDjptBX1glExcfRKp62z2puUgiQcbTR09nG9qe1o6daA32IPcqoC0zG1ajVPt23E/+2O4tvIOB4O8bOMDgrzqdpq1xXRxrMTp9MiOJFyiDsbDaux44hbm1qtZsaMGcyYMaPEc8uXL2f58uVVqrdfv36lTg9WqVRMmjSJSZMmlbt/r169OH78eKnPjRkzxupOqRDixuxNSEehiALFfKO0phYhu5ZOo+b1riE8tekYGy6m0CfQgzsbmnPXRqYfRW8swNXWgzi9C8kF2cTnZ9CgnNkvV0vKz+d0RgYq4A6/63faFqabiA8vws/YHFChUWVxLPU8JqU7hu8zMUXqwU6FbooX6gAbdEDAXbZc/EPP5Q163NposXFUoe3jiKJXzAuY/JyFuqktmhY3lkdN1B0SM4UQt7tzVzptjUZHtEAr97I7bb+OOoIC9PLx4EyaOeXRwEZVW8jJ1dYBT50LqYVZRGafA8UeVPksPr6Pz/sMsZQz6hWcTgZDY0jWRaEGtH0dKDQqzNmVw6YLegACndV01GnJjjRy2tlEPAqfR+QRmWbg9Z5O6LQqNN0d4KcslHQjxv35aHs4VKnttzOJmxUnOW1FvXA2K5FcQyGOWh3RGeZf257+7thobu6vcIsri5Gdzrxcobx0/QM9CXZ1IM9gZPnJgyTnJ6BV29Dao2ONtbG1ZycATqQeqLFjCCGEuLUpisLexEwUdSoKCo2dvMpNC1TdWnk4M7qlefTMvIPnSM03X0z9M2OlGy2vjK6JSL1Q4Xp3JZhTI7Tx8MDT7voLg8Vt0KMUgWdjJxo6BQFQYLjA2cMpGDbmAqB72h11wD+jg7y7arH3V2PMh4RwvWW7dqAjmjscQAH90jTJhSeEEOKWcT7bnEpJpTjh62CLp71tqeUS8nL4+1I0AM2cEzEpRlq4hxHg1KTSxzyVns7YzeGk5ZtTHSUVpAB2oMDh1HgWHj1suWZPO2zAJ808cyfB8QLGDmpM7hpmbM1m0wU9GhW82NmBlUPcmPovJx5RbHnlrC1Pu+vQqiE8Vs/sXTmYFAWVjQqbgea0CoYtuZVutxCVIZ22ol4oviBr4x7I9rgM4OanRgAIdfFDjYq0wlxSruTsKY9apWLslYvOvy9sA6CFRxi6GlzVsYVHGBqVluT8BJLyKr9AixA3YuLEiTg5OZX6KJ7yIoSo+2KzC0jJ16NSpwDQ3Tv0prdhXMtAQt0cydQbeO/gWRRFsUoz1N6jMQARaecrXOfBZPPr6ebrc92y+Ukm0o4aAWh4jy2h7ua0SLaqOA5uvAyAdoAjmvbWMV2lURE4yNyJm7zPQFGWuXNWpVJh+4QrKh8NSrqJop+yKtxucWuSmCmEuFUUj7RVKc60KGeU7eqzxzAqCh09/TmeYl6IamCj+yt1LEVR+Doyiic3h3M6IwMblfl4rT11hLk3MY+2BVZFH+OLU6dRFIWkPUU4671x0rtiUpuI6xrPggO57IkrQqeBDwe48HALe7RqcwoEv742qFHR7qiaD/o6WzpuvzqaD4CmtyOowXRGjymuqLJvl6ii2zFuSnoEUS8UL0LWyKEBhy4VYKtW0cPv5o34KWantSXI2Yez2YmczozD297luvsMCPRkmZMd2YWnAAjzqrnUCOY22hPi1orI9KMcTznAgCpONRGiKt566y2mTJlS6nMuLtf/eylLWVNdhBA143ByJgAabSqGm5jP9mo2GjUzu4YwbuNRtsel8+vZc5zNOAlAO++uqG1SWXl2R4VH2iqKwqErnbadvL2vWz5+ix4UcGupwSFAQ6i+DZsv/o6NKp5TNtnc7+WHzYjSz2vOIRocG6nJjTWRsL2IhoPNqRBUOjW249wpfC8Fw5ZcNHc4oGla+mgkceuTmCmEuFUU57RFcSLUzbHUMvmGIn67EAnAQH8d3546j05jxx0Bd1X4OLlFRcw+eIgtl82Dk+4KDGRAw5a8sv8bkgtTebFFEEf3ZqCoY4AClp06SaNCF7yS3NBoVTTJCOK4TwRr1VGsiWyMCnijlzOd/a3z6Xq003JpfRGGHIWQDDVTuzkyd3cuy4/l062BDW28bdC0s8MYUYBhWx62j9zctI23q9sxbkqnragXIq502uoNboCJLr5uONhcf8XnmtDCrQFnsxM5lXGZ3n4trlteo1bxRAt/vjhmngbS3L1TTTeRlh7tiUw/SmT6Mem0FTeVj48PPj7XH8EmhKjbDidnoZBHoZKDVqWhk1dQrbQjxM2RCa0b8tmxWJYe24i9xkSAUxO87H0JU5tH1pzLTiJTn4erbfk55WJzckgpKMBWraa1R/k3fgvTTaQfM4+y9R9gvpALuWqkbaRbDjZ9XVHpSp+0plKpaDDAhjPLC0k5YMB/gC1ae/NCJZoWOjR3OGDcmUfR6kzU070qtZCauHVIzBRC3ApyigpIKjDPHlEpToS4lR6PN1w6S06RngBHZ5JyzTNneja4C3tt6Z2814rNzuaV3XuJyc5Gq1IxpX0YDwQHkVtUiAoVifmZNHPXosWRIsUOVAWgFDDvbARvqO8gwE5Nk4ymHPeJYMvFk8BdjG9nT5+GJW+eqjQqPDtqSdxWROpBA4NH23E40cD6c4W8tyeXL+91RdvXwdxpuzMPm4dcUNlILK9pt2PclPQIos5LyM8gMT8TjUrNuXTzhVPvBjc/NUKxf/LaVjz1QCuPbNSqXEyKLafSPWuqaRbN3NsCEJV+rMaPJYQQ4tZiHpGahXIlNUJbj4Y4aGtv0axHmwfQxtMJk2IeZRvmbZ6x4q5zpLGTeYGy4sVKy1OcGqGNpwc6Tfk3fpP3FIECziFqHBqYyzZ2CUWjaFGr8rnsHEdRu/JXuXYO0WDnq8Kkh9SDBqvnbB5yAVsVpmg9xgMF1227EEIIUVcV57NF0aHChlDX0jthf44xzzwd0iiYnXF/AzCgYcUGGIVfjmPs5nBisrPxtrNjSd/ePBBsvqHsaKOjyZXvAxdzE+jk44rKaO4v0Gr0ZKoKWed/DtdLeTTOCDY3lbO09tLyeJuy0xZ6dTKPccyMMqLPNPGfTg646VTEZBr5/nQB6rZ2qNzUkGPCeExiuagZ0mkr6rzjaRcBCHLyITK9EIAe/m611p6WbuZO28iM+ArvczrtEABFpmC+i0rEYKrZxUeae7QDIDYrmgJDfo0eSwghxK3lUo45ny2aNAA6edb8KNssfSHrYs+w6Phe5h/dzcozRziTmYqiKGjVKl7vGoqdxjyl0mD6Z5aLJa9tBVIkWFIjeHmVW85YqJBywNzJ6tvzn45ZzWVokm6+2FOr4ziXVX5OWpVKhU8P8/5Je4pQTP9Mu1O7a9DebR4pXLQmy+o5IYQQoj75J5+tE442GvwdS97ojcpI4VRGMjZqNT62l8k35OLnEEhrz/IX6DaYTCw8eoxX9+wl12AgzNOTFQP709bTeiBUS7cA4P/ZO8/wOoqzDd9bTlfv1ZItybLl3gumGAw2NQZCKEnAhJD2kUZL6CEJMRBKSEgChGAgCSWE3gzG4N57k4skq/euo1N3d74fK8kWko1sbGxg7+s6F9I5s7OzB2vfnXeeeV7Y2VrFqWlxSCIaGRlNhAGNT5LKaTV8tEblAKAqZdw+zYMqH1od60yQiciWQUDzVo1oh8z/TTAT0v/e6cerC5QppqpYX2PNuS2OD1bS1uKkZ0dLJQAxtkQEkB/rIcl94hQ/eVGp5vaLQBvNQe+AjtnZtBEARc6n1hfio4qm4zlE4pyJJLhSMDAo6vL/s7CwsLCwGAimNYJA7k7aHkdrhLZQgAe2rOD89//NPRs/4V/7tvJi8Xb+vGMt3/74VX6w7C22NdXhVFpQpHqEkHm7NIa2oFn0Y2x8NnDARulQCCHY1GgqgcZ/hp9t81YNPQCOBImovAOK3PDbHQxpMQuy2aVqdre0fub1xY9RUVwQahG079N7fWabHQFuCVGtoa+3JnsWFhYWFl9O9nvN+CoZkeRGu/u1/Hm3fB8Ap6ZksbZmIQBnDrrosPZAhS0tfH/JUl7YZ9oMXpWXy99Om0G809mnbUGsWfx7V2slM9JikVAQhulxGh0W6JLgtcF1vJyWhRAqkuTDKdV+5rXFjTHVtt2WSedk2xkcreANCV7YFUCdaip19S1+hP/4CrMsvp5YSVuLk54dLabS1h+OBOCU1C++ANnBeGwOBkWYK3u7Wz/bIkEI0ZO0nZk5HYB/7a467kbXlkWChYWFhcXRsLmhHfARFn5USWFUbOZxOc+6+iq+tei/vLp/F0FDJycqlsuGFPDdvDHMSBmEXVbY2lzH9cve5PFtrwCgyINpCdr4+3bTDqFbaburtZKgfujqzeVeL02B4ID8bLtVtomTbEhdChyjQUPf4Ce7zVTa2qR6dre2fuY1ynaJ+HHmhK9xU2+LBMktm4lbzITwyVoAw8LCwsLC4nAcXIQst58iZJph8EGlmXidnhTJjqYNSEjMzLyg3/7q/X4e2LSFaz9eQmFLKxE2Gw9OncLPR49ClftPYY3oUtruaqkixe0gL8aNZMQA4Fc7EQjezG6gGgl0M8Fb9OfXCD27FaO645DXFlOgggS+aoNgs4EiS/xgrKmufaXQT0eKgpSiQhj0jdYCrMWxx0raWpzUaIZOYZd3bFmraRA+4wT62XbTvf2isLXqM9tWdJTQHmrFrji5tmAGblWhpM3HqpqW4zrGz5O0FUKg7woS+ncrgfsbCDzYSPCfLeYKomZNKi0sLCy+ymxpaEfI5o6QkbEZONW+BTo+L/8r2cXPVr5HSyjA4MhY/jrjfF4485vcMmYGPx05hUemzeH1c67gvMw8BLC2diUA09PMxc83S+rY3thBhieOeEcEYUM/bEweqJ+tr9bAV2UgKRA37kC9Xu1DLwjIShgKgCrVD0hpCxA/vssTr1BH6+wdQ9VZEeCUEFUaxs7ggPqzsLA4Mv7617+SnZ2N0+lkypQprFu37rDtX3nlFYYNG4bT6WTUqFG89957vT6fN28ekiT1es2ZM+d4XoKFxUnN/i5PW0lE9Otnu76hiuagnxi7k47AZsD0p09wpfS00QyD9fX13L5mHXPf/4DX9u9HAHMGZfLy2bM4PT3tsGMYGp2KIsm0hDqp9bcyLSUWhAebbiekaMQHBCFFx1DqyO5MBqDSWYO+vobg/FWEX9uN0PoqZW0REpGDzbRZyw5z8XVGho3cWIWADm8VhVCnmWpbzdo1Y3EcsJK2Fic1Re11BPUwLsVBQHMT77SRHzuw6pLHk+5iZHvaPtvXdkfTBgCGx44h1uni4hwzSPxr92cnfD8PQ2NGAmbS9kjUO0ZlmODvGwj+sRFtcSfGnhBGYRB9hY/gY80EflOPvs+aWFpYWFh8FWnwh6j1BRHy8bNGeKFoGw9uXYGB4PxBQ3l+5sVMSkzvs0Uy0eXhNxNncte403BIplVSuT+C87JMT9o/bipGFzBmAL62A/WzbdpgqnWjhyvYPOZ4RKeBttwHwODTRyAhoUid7G+vJqTrh+yrG3eqgjtNRujQtLWv2lY91VTshD8YmOWShYXFwHn55Ze58cYbueeee9i0aRNjxoxh9uzZ1NfX99t+1apVXHnllVx33XVs3ryZuXPnMnfuXHbs2NGr3Zw5c6ipqel5vfjii1/E5VhYnHQEtBDVPlOMJIkIcmPcfdp8UGGqbGelD2ZF1fsAnJF5Ac2BIO+UlnHbmrWc8/a73LB8JYurqtCFYEx8PH87bQb3TppIgquvHcKncSg2cqPMefau1iomp8QgISF3WSQoXdNh1V7P9MkTAaierCOPSQZDoC0uJfTn9YiOvvPc2JFdFgk7zJgvSRKXDzcTtf/b48cYZ47P2BW0LBIsjjlW0tbipKbbGiHaFo+ExPTUWOTD+N58UeRHpwIDS9rubDKLkI1ImADA5UPTsMkSWxs72Np4+CImn4chMcNQJJWWYCMN/v7HKYSgs0KnfnWYyoUhav7VSfN9TeglYbBLKKe7sX8/FvsPYlHP9kCEjKjSCM5vJLzYmlx+HSktLeW6665j8ODBuFwucnJyuOeeewiFQid6aNTU1HDVVVcxdOhQZFnmF7/4xYkekoXFl44dTR2mn61qJm3rOlUe3rKVt/aX0hk+tP3AQHm7bA9/2r4GgHlDx3L3+NNxKOphjxkZK6NIAQyhsrpBQ7LVEWFT2Nfq482SWsbGdyVtD+FrO1A/W6ELmreZSdWE8QepbJd0QlAgZaq4RkaT4jHtIiTqKD5MMbKAJlhTHeL1vQFWDdHZHqFTvrXvd6jOigAJjB1BjKrP/x1bnDxYMfPE88gjj3D99ddz7bXXUlBQwBNPPIHb7eaZZ57pt/1jjz3GnDlzuOWWWxg+fDi/+93vGD9+PI8//nivdg6Hg5SUlJ5XbOyJtW+zsDhRlHobEQgQNmQcDInunbQN6TrLas34XBCtU+urRJWdvF7q4oL33ud3GzfxcVU1nZpGjN3O3MHZ/OusM3nqjNOY8Bke9J/mYGFVgScCuyERlkyLxQZXG0IIQrQT7TDjeLlRhuMH47D/YBw4VYziFoKPrkO09U7cxozoskioMgi1m0nZWVl2ElwSTX7BxyEDKVkBDfTtgSP/Ei16sOJmX6ykrcVJzc6uImS+YJefbdrJ8UA0tCtpW+VrpiN86G0QQgh2NJpK2xHxZtI20WXn3CwzAP37OKptHYqTwdHmNs7+LBI69uvseTLA7icCVLwTom55mOrdUBYXSemgKLQbEnDMi0U9xY06zY39qhhc85NRprlAQPjfbYTfObT/j8VXk927d2MYBk8++SQ7d+7k0Ucf5YknnuD2228/qv50Xccwjs2KdDAYJDExkTvvvJMxY8Yckz4tLL5ubG9sB/xowg9C4r2yJv5bXMJ9mzZz+aKP2NylWD0a1tZX8ofNywD4bt4Yflww6bAFSLrZ1rAWgOzoUYDCW2WFTEkzJTNP7qggJ9K0LNraXIYh+t5Puv1sHZ/hZ9terKN1guqBqFzTQkGEBdpH5iKlbU4kkiSRFZVr/i7VU9iPRUJdp85Da72c90ozN3/cwcPrOlnQFOTpzDA3R/i5bVE7ZW0HFLpykooy3lTphD+0FkS/Slgx88QSCoXYuHEjs2bN6nlPlmVmzZrF6tWr+z1m9erVvdoDzJ49u0/7JUuWkJSURH5+Pj/+8Y9pajp0keFgMEh7e3uvl4XFV4XS7iJkIpLMSCcutbcF0fqGKrzhEAlONxtqPwagXctjdV0ruhDkx8Rw3fBh/HPm6bx3wXncNn4cQ2Oij2osw2K6k7bVdC5tI9cbAcKNXbMjZA2bZNo97eswVbKV3lI0I4wyJhnHLVORYpyIuk78j60j1BLs2a1qi5Bwp5ups/Y9Zvy2KRKX5Jux+62iIMr4roJkm6yk7efBipt9sZK2Fic1O1vNpG1nKBKbLDEpKebEDqiLaLubVFcMcHi1baV3P+2hFuyKk7yYET3vf3tYOhKworqF4rbOox6HEIIVNbXM37SZBzdvYV1d761euV3nLGrddeAYQ1DzSYi9/wzQWWEgqRCVDLHeIBH+EJIkCGgy+14OU7041MtaQYqQsV8fi+1iM4kefrUdbZXvqMf/dUMIQUDzn5DXkRa4MQyDBx98kNzcXBwOB4MGDeK+++5jzpw5LFiwgHPOOYchQ4Zw0UUXcfPNN/Paa68NqN9nn32WmJgY3nrrLQoKCnA4HJSXlxMMBrn55ptJT0/H4/EwZcoUlixZ0ue4N954g7y8PJxOJ7Nnz6aioqKnTXZ2No899hhXX3010dFH97BnYfF1Z3tTB4bSXWTTw+TEFK7KyyXN7abBH+BnK1aysaHhiPut9Xm5c/1idCE4NzOXG0ZMHlDCFmBzg5ksmZV5Jv9XMBmAT2p3kBFh0BHSWFwWxqXY6QgHKOnoO7aB+tk2d1kXxI5UkRRzbPpGP6LVQIqRUSabE7LsqDygqxjZQUlbIQRv7gvw7bdaeWNfkJAOSW6ZUzNtzBxkJ01I6BIsrwtz9TutPLfdh9F1b1a7CpLpq3yI9s+2XPi6cKLiphUzvxo0Njai6zrJycm93k9OTqa2tv+q8bW1tZ/Zfs6cOTz//PMsXryYBx54gKVLl3LuueeiH8IuZf78+URHR/e8MjOPT3FHC4sTQUlXETJJRJDbj5/tx1UlAESrbjbVm0lbVRnHvPyh/PecWTx/1kx+UDCckXFxKJ9zR21+l9J2d2s1rSu95HdEIiFhiBgAkruGt6o2gFNxoRlhajrN+6JI9FB84STeGzyWf0WN4el/aTz5Vx9vvuancFeYyKFm6qxtz4G/8/OGOFEk2N6gUT7cTAjrWwOI8ImpAWPNNb+acfPw+9EsLE4g3nDggKm5EcOElGjctkNPtr5o8qNTqfG3sqethokJQ/pts7Nxo9k2dhQ25UAhl0GRLs7IiOOTymb+s7uau6fkHfH5A7rO7zZs5KPKA2rdV0v2c2F2FrePH4csSeREDwegpG03YN7IK94J0bDWnJjGj1NJGQbGY42ggXqOB+lCN1UfhGnapFHzcRg9IMg4z94zuZYkCdtFUYigQHvPS+iZFuQ0FTn72Beq+aoR1ANc+d4pJ+TcL563EqfqGnD72267jX/84x88+uijzJgxg5qaGnbv3t1v27a2NuLiBl4g0Ofz8cADD/D0008THx9PUlISN9xwA7t27eKll14iLS2N119/nTlz5rB9+3by8vJ6jrvvvvt4/vnnsdvt/OQnP+GKK65g5cqVAz63hYXFoQnqBoUtLQjFTHKOj8/mLzNOQZIkri8Yzt3r1rO8ppZbV6/lX2fNJM0zMI/5kK7z63WLaAsFGRaTwO3jThtwwjag+dnZZMbScUnTSY/IZntLHctqyvBSimAQ7+xvIC85jZ2tpWxpKu3xtOum28/2cNYIRljQusuciMWNPcgaYZm5MKmc7kFSzTEPijSVtir1lHQp5jRD8Me1nbxbbG6pHJWo8oOxbsYmqT3X2rgxzOp3A7yXobHdbvCPrX72NuvcPSMCe64deYgNoySMtqQT20VRA/p+vuqcqLhpxUyLw3HFFVf0/Dxq1ChGjx5NTk4OS5Ys4ayzzurT/rbbbuPGG2/s+b29vd1K3Fp8ZSjtXiwVEeTF9H4u0IXB0hrTGqGyYzcJqg+bHMXz5/yISPtn+9QeKXlRKchINAW9VCoyw7ymVYOBeT8PiFYk3BS3e5kSl0lFx16qvWXYvFl89EGQ9nbAHtnTn2FAVaVBVWWIuBiJNBXkYh1DE8iqRIJbZnqGjeUVYd4L6FwfIyNaDYzCIMroY399n4U11zT5qsVNS2lrcdKyq7UKgcAueZBwcErqyWGN0E1+9/aL1upDtumeaHZbIxzMd4aZ2zk/LG+ktvPICnsZQvQkbBVJ4tIhg7koOwtFkni7tIw/bzPtEIbEDAPMpK0QgupFYTNhK8Ggb9jJOt+GeL4FNJDHOLFdHo0tQib7UgeDvmEmYetXmcnbT2O7NMrczqlD8MkWRNAyXf+q0NHRwWOPPcaDDz7INddcQ05ODjNmzOD73/9+n7ZFRUX85S9/4Yc//OGA+w+Hw/ztb39j+vTp5Ofn09jYyIIFC3jllVc49dRTycnJ4eabb2bGjBksWLCg13GPP/4406ZNY8KECTz33HOsWrXqM6tAW1hYDIzC5g5CtCEk0/rme0Mn9iQc3arKfVMmMzIuFm84zD3rN6APUFXxyPZV7GppIMrmYP7kWZ/pYXswO5s2ohlhEl2ppEdkI0kS94w/gwxPFE1BH/ER9RgImjrNieLWT/naHuxne7giZO37dIwQ2GMkPJnm47FRr2EUBkECdcYBj74DStsGStpbCWkGty/t4N3iILIEPxnn5q/nRDEu2dYrOR1ToJIWlvl+sZ2bRrqxybC0IsRdyzoIG6CeZapttWU+hHFiVDoWR44VM09eEhISUBSFurq6Xu/X1dWRkpLS7zEpKSlH1B5gyJAhJCQkUFRU1O/nDoeDqKioXi8Li68K5Z3mwqgkPH2KkO1srqc9HAQh4ZELATgn6/zjkrAFcKl2stzxAJRGNJGhObDpCuBBRqYx4CMvxoy1ipwEwMaiEt54NUB7u8Dllpg2w87lM4J8p2gVl5RsYFK6H4cDmlsFu+KgBfCWHpj3XpRrXssHpaGegmT6pkPbJ1pYcfNIsZS2Fict3UXINC0KhZPHz7abg43O+0MIcaAIWT9J24K4SCYmRbOhvo0X91bzy3EDr9D9v+ISPqqsQpUk/jRjOpOSzKAzKSmJu9at58WiYk5NS2V0fA6qbKMz3MG+zeV0LDUnrIMuspM42Ubwny2IBh0pXsHxg1gk+cDkMnGyDWFAxdshaj4O48mQic4/cMuQZAn7tbEE9tchajXC/2vH/u2YAV/D1xGH4uTF807MSp1DGfjDUWFhIcFgsF+1yMFUVVUxZ84cLrvsMq6//voB92+32xk9enTP79u3b0fXdYYOHdqrXTAYJD4+vud3VVWZNGlSz+/Dhg0jJiaGwsJCJk+ePODzf9n561//yh//+Edqa2sZM2YMf/nLXw57/a+88gp33XUXpaWl5OXl8cADD3Deeef1alNYWMivfvUrli5diqZpFBQU8OqrrzJo0KDjfTkWJxEvF5WA5AMphCLJjOkq8NWNQ1H43eRJfOejj9nW1Myb+0u5ZMjhY9fHVSW8tr8QCfjtxJmke44sWbG5fhVgqmy7E6CRdgf3Tzmb65a8QUOwGbtqp6EzAuywpal30vZgP9uCw/jZdqtsYwqUnvNoy037InmEAznhQPxL9mTgUJwE9QCBcD13LG9idZWMQ4F7T41kRkb/O09Ul0TkYJmOYoPpXpWsM6O45ZN2VlWFmb/ay12TPPAfCdGkY+wMooz64lU6JxsnKm5aMfOrgd1uZ8KECSxevJi5c+cC5pbcxYsXc8MNN/R7zLRp01i8eHGvAjOLFi1i2rRphzxPZWUlTU1NpKamHsvhW1ic9BjCoMJr+jlLhochUb2Tts/t3WF+BkSqRWgGnJ5x3qe7OabkdUSwX2mk3FPL0OghaLiR6CDRGUdtoJFYpxnjW0Lm9vad5SWMMCAnV2HmWQ7sDgmII9wwBNtb+4hevonhP5vGx1tVKisM9sRAzJYQ43NNVenkVBsJLolGv2Bjjp2Jn4C2OYDtatFrbv1FYM01Tb5qcdNK2lqctHQnbRExDIlykeo5uSYv+V3FyEq9DQT0ME7F1uvzms4KWoKNqLKNobEj++3ju8PS2VDfxlsldVxbkEGMw9Zvu4Op8/n4246dAPxizOiehC3AOZkZbGls5NWS/Ty4eQv/mXUWWZG5FLcVsn75doYxk+TTbCROtqFvD6Cv8IEE9h/EIrn7Cu+TptoI1Bs0rNXY/78gBTfI2KMPtJMiZOzXxRJ8qAltcSfqKW7LJuEwSJJ0RNtGThQu12ePsbq6mpkzZzJ9+nSeeuqpI+7/YPWZ1+tFURQ2btyI8im/yYiIiCPq+6vOyy+/zI033sgTTzzBlClT+NOf/sTs2bPZs2cPSQfdC7pZtWoVV155JfPnz+eCCy7ghRdeYO7cuWzatImRI837UnFxMTNmzOC6667j3nvvJSoqip07d+J0nlz3XIvjiy4Eq+uqelS2I2IycKl97+dpHg8/HFHAI1u38fcdOzk7I51Ie//3/aaAj/lblgNw9dCxTE858kWATV1J2/FJ03u9PzQ6npvHnMJ9m5cRlmqBTECixt9Krb+VlC7f+YH42Qpd0LrbtA2KKVB73tNXmNYI6mm9t3vKksygyFz2te7AJtWzsqYVuxzHH06PZEra4WNgzHCVjuIQrYUa42e4mH96JLd80sGi0hBDYlQun+5G+6gTbWmnlbTlyxE3rZh5cnPjjTdyzTXXMHHiRCZPnsyf/vQnOjs7ufbaawG4+uqrSU9PZ/78+QD8/Oc/5/TTT+fhhx/m/PPP56WXXmLDhg09/9+8Xi/33nsvl156KSkpKRQXF3PrrbeSm5vL7NmzT9h1WlicCOoD7QQNDYSEQ/GQ4nEc+MzvZ2VtOQDj4jqoaw+S6hlEbkzBcRuPaAuSVyLzYR5UuOtYKTQQHqADSUQAjbQEOwCJcq+TaAU6bRWMm2Bj6vTeu2PUs4dg7GvBKGxE/fcWzrtpKu+/qVHRaLC+2iC72SAuTkaRJc7KdvByYYCPdMFElwTtBkZxCCXPcaihHhe+DDETrLh5pFj2CBYnJUIIdraYRcgkI4YpKSeXyhYg0RlFrN2DLgyK2+v6fL6rS2U7NGYkdqX/G/ak5GjyYz0EdIP/7Tt0QbODeXJXIX5dZ3R8HJf2o3D68YgCou12Sju8fFxVzZBo0yKh2r6XiGyZ9Fk2REgQ+ncrAOrZHpShhw4oGefZcafJ6D6oeCfU53NlhBNligsEhP7Vam3p/AqQl5eHy+Vi8eLF/X5eVVXFGWecwYQJE1iwYAGy/PlCybhx49B1nfr6enJzc3u9Dt6OqGkaGzZs6Pl9z549tLa2Mnz48M91/i8TjzzyCNdffz3XXnstBQUFPPHEE7jdbp555pl+2z/22GPMmTOHW265heHDh/O73/2O8ePH8/jjj/e0ueOOOzjvvPN48MEHGTduHDk5OVx00UX9JoEtvrosqarGr4dB8gIwLj77kG0vHTKYIVGRtIfDvFxU3G8bIQTzNy+nLRQkLzqeHwzvu+Pks6jprKCmsxxFUhmVMKnP5xdl5XNuZh4CkNVaMEwfuq1N5T1tuoumHc7PtqPUQPeD6oaILPN+Ftzmo8hoZVNmM63D+9r/ZEWZvrY2qR4h+7hresRnJmwBooeZkwVvmYHWKZicZufnE82k8D+2+tg1xozH+pYAos0qSPZlwIqZJzeXX345Dz30EHfffTdjx45ly5YtLFy4sKfYWHl5OTU1B57Bp0+fzgsvvMBTTz3FmDFj+N///scbb7zRs9CpKArbtm3joosuYujQoVx33XVMmDCB5cuX43B8sQkaC4sTTXmXyhbhJivSg3xQouyBTZswMBdE05xmXJ6Rfs6APe2PBu2TUnLbzGeBck8tS2QdyTBjbEOnGaOL2puItzsIGqZHatBV3idhC127Sq8ZDdEORF0nxuu7Oft8B5Eh0IH33woQ7io4dna2+be/sipEsDuObwoct+v8smPFzSPDStpanJTU+dtoCnoBCUlEMzUl5kQPqQ+SJPWobXe39fW17bZGKIgff9g+vtvlbftKUS1+7fATtNL2Dt4vM4PeL0eP7hUYu4m027k8NweA53bvIbHF9N6ri9xL9jcdSIqE9l4Hol5HipWxzT38VlVZlci+1AGyuX20tVDr08Z+RTQ4JYySMPp6y8Pny47T6eRXv/oVt956K88//zzFxcWsWbOGf/7znz1BdNCgQTz00EM0NDRQW1t7yCrMA2Ho0KF8+9vf5uqrr+a1115j//79rFu3jvnz5/Puu+/2tLPZbPz0pz9l7dq1bNy4kXnz5jF16tRe21W2bNnCli1b8Hq9NDQ0sGXLFnbt2vW5vo+ThVAoxMaNG5k1a1bPe7IsM2vWLFavXt3vMatXr+7VHmD27Nk97Q3D4N1332Xo0KHMnj2bpKQkpkyZwhtvvHHYsQSDQdrb23u9LL7cvLjP9GIUkqkuHRN/aFWsKstcN9xcEHypqBhvuK/v+bvle1lWW4YqyfxmwhnY5CMvJLql3vx3OixuDG5bXyWEJEn8euwMBkfGoBOmewPZspp95rUI0VOE7HB+tq27zLgWPVwlJHQW7NnMJUWvct0Zy7lx3GrOX/QffrHqfRoDvp5jImxmAVJVqiM3LshZ2QNL1jhiZVypMgho3WOe95J8J3OGODAE3LcvgC/XBjpoK3yf0ZvFyYAVM09+brjhBsrKyggGg6xdu5YpU6b0fLZkyRKeffbZXu0vu+wy9uzZQzAYZMeOHb0shVwuFx988AH19fWEQiFKS0t56qmnepLAFhZfJ8q9B/xss6MOqCe3NDayvEtlOzgigp2NawGYljqrbyfHCBHW0VZVkuY359ZNjjZa1QDxQYU0lwMh7CQ4POhC4PSr6Jjb4gOinY5Qa799SpF27NeOAQn01VXYqpoYaQO7Dm3tgjWrTEFTfpxCZqRMUIfVOebOWX2blbQ9FFbcPDKspK3FSUlha5X5gxGBU7ExJvHkNOzP7/G17Zu03dXc7Wd76KQtwBnp8WREOGkPabxV0lexezD/2rsXAzg1NeWw3nyX5QzBpSgUtbfTtNNUy9VF78UeIyFadcLvm0oq2xXRSK7Pvg24UmSSZ5gBqOKdEEa4t5pWilGwnWtOqMOvtSM0S237Zeeuu+7ipptu4u6772b48OFcfvnl1NfXs2jRIoqKili8eDEZGRmkpqb2vD4PCxYs4Oqrr+amm24iPz+fuXPnsn79+l6eqm63m1/96ldcddVVnHLKKURERPDyyy/36mfcuHGMGzeOjRs38sILLzBu3Lg+/q1fVhobG9F1vc/EMDk5+ZAPMrW1tYdtX19fj9fr5f7772fOnDl8+OGHXHzxxVxyySUsXbr0kGOZP38+0dHRPS+rCvaXmwqvl+3NzQihmZ62wOjYw1sZnJmezuDISDr6UdvW+Dp4eJtpa/DDgonkRcf318VncrCf7aFwqTb+MHkWTkVFwkwML6stQghBWYeX5uDh/WyFELQWmgumDYNb+M7Hr/L3XetpVAN4wioZjkgEsKqugms+eY3i9maCmmBhsTkptEkNqGr/yVVh6IS3vIf/+Z/TOf8cOh84F/+zN5AQuxjQaCs8sFD7y4luUiNkajoNnhlhqoG0ZZ3W7pUvCVbMtLCw+DpSdnDSNvJA0vbpXbtBMgttF0S3ETKCpHoyewp5Hg/0zXXQGUZ2pJAQiAHAUBo4u1MwNtnMJcQ7zGcBQ9MQ2JAk8/cqb1m/fQIoeXEop5se/+EXdhKfpTC4S6uwfatGVaWOJEnM6lq8XQoggajWMJr6ip0sTKy4OXCspK3FSUlhVxJUEtGMT4zCoZyc/1TzY8ybx57W3tYGDb4a6n3VyJJCftyYw/ahyBLfzjeTvy/urUYz+m7DBGgKBPigwrSMuCY//7B9RtntnJVhTigLbXZkoeAVrTQF6gi90Q4hgZxjR5k0cM+btJk2bFESoVZBw7q+AUg9JwKiZES9jrasc8D9WpycyLLMHXfcQWlpKaFQiLKyMm677TbmzZuHEKLf10CYN28era2tfd632Wzce++97N+/n1AoRHV1Na+99hqjRo3q1e6SSy6huLiYQCDAokWL+hTK6m9cpaWlR/s1fOUxuu433/jGN/jlL3/J2LFj+fWvf80FF1zAE088ccjjbrvtNtra2npeFRUVX9SQLY4D73bt4OieYA3yJBDj8BzmCJAlie91q233FfWobQ0h+O3GpXRqYUbHJfOdvNGH6+aQhPQg2xvXAzAu6dAFgAByouK4dcwMwAEC/EY7b5VWsKnx0H62wh9G+7iU1j/tJNwmWBtXxC9K3qbM20a84eD2TWN4a/d5vHbelfx31rcYHBlLQ8DHr9cu4okt7VR2mBM4VWphf3sjxqfugUZzFf5//pDgK3eh71mB8DYh2uvR963GveseBvFTfHsrehZBPXaZ26eZi59veXV2Jpnx1Njb15bI4uTDipkWFhZfRyo6u+0RDihttzY2sa6hHjCfC8LhQgCmp806rtYI+grzWdTniSfVbwoWhFzPuck2xiSYSVuf3yyU5lXNrGtA70radpYetm/bRXlI8S5ESwB3fTUxIUjpmrIvXxLEMAQzs8wF1/X1YQK55s/GjuCxu8CvGFbcHDgnZybM4mvP7i6lrWREM+UktEbopltpW9Rei2YcUMx0WyPkRA/Hpbr7PfZgzs1OIt5po84XYmFZQ79tXt9fStgwGBkXy6h404NHFwYfVhbxfyveZebbCzj1zX9y/dI3+bCyiHOiTeXbptgm0pym9+2+0h3oy0xFkO3yqCMKnLJdIu1MU21buySEHviU2tYpY7vQ9BDS3vNaalsLi2NMQkICiqJQV9dbkV9XV9fLj+lgUlJSDts+ISEBVVUpKOhdFGL48OGUl5dzKBwOB1FRUb1eFl9OhBAs6loQFJJpbzMmbmAFw87KSCc7MoL2cLgn8fva/l1sbKzGqajcM+EMFOnoHjW3NqwhoPtJcKUwOOrwC5UAF2QN5dLBIwEzTj22bSXr6uuB3n62Qgi0ZeUE7lxK+NXdNFVJvDhoHc8OWUtYFkxrcPLsoomcU5mBPd1ACEF2ZAxPnnohSS4PZd42Xtq/FiGicSpm5emw3kCt74Da1mgoxf/ktRilm8HuxnbmD3D96DlcP3oW28zrwRmBi50M0r5P+7qdPceNS7ZxXo6p1PnzSDs6oK20LBIsLCwsLE5ODrZHyOpK2r6wrwgIgySItSnsazEXYI+nNYJR68UobkFTbAQ6bWCYO00j9ToGj3QyrmvXbk2nAgLabe2keZyEhbkTqKqj9LD9Sw4V21Wmr7VzWzFIgvRGcDiguVlQuEtjcLRpkRAyYH2+ZZFgceywkrYWJx1CCHa1HlDaTj0Ji5B1k+mJw63YCRpaz/YQOGCNUBA/bkD9OBSZK4eaCeB/7qwgqPdW2xpC8G6puW3j0iGmj165t43rl77Fnes/Zn1DFZ1amKChs7W5jjvXf8y/tm4iPugkpBhEeMwJeMmWnSBAHu3oqWapGYINNWH+srGTn3/UzrffauXyN1r48QdtPLDGy9LyIMGuBGz8eBVHgoTmg7pVfT0M1dM8EC0jmnT01dZE8+vIueeeS0RERL+vP/zhDyd6eF9q7HY7EyZM6GXabxgGixcvZtq0/pWI06ZN62Pyv2jRop72drudSZMmsWfPnl5t9u7dS1ZW1jG+AouTkb1tbVR2dgISSKbyZPQAk7aKJPGtHNND/X/FJVR3dvD4znUA3DBiMpkR0Uc9rjU1HwMwJWXmgBcYbx59CmluM0HbbpSyvMZU3XT72YqQTuipzYRf3gUBjcYMO3eP282ypH1IwPfjhnG/fSKRwRhAoG/YRejJzYj2IDEOJ3ePnwmArpYyNcNHdrS5IKpKjZS0dwBgtNTg/+ePEN4m5JShuH/2Mo6zfoiSORIlcxSOWT/CfcNLaJ4CFLzIH/4Mve6AvcT/jXcTaZfYL8HCNAV9gx8R7H8HjsWXHytmWlhYfFnRDJ1KXzMAChFkRrio9/tZXlMDkrlLZFh0OyEjSLI7o6c49vFAX2/ueg1kZwDQYjefBSS5HjnXTkaEkyhFRUgK0br5bJLqtqF1+dpWdR7aHqEbZVg8yikZKELHhQ9VQEG6uYtn3eoQ4TCcPshU2C53m88t+q6gJWQ6xnwd46Z6ogdgYfFp6gPttIY6QUikOBMZFOk80UM6JLIkMzQ6lS3NZexuqyYnytyKsatpM/DZfrYHc2luCv/dV0OtL8T/9tXw7a4CZWBuM6n2+XCrKjPT01hXX8Wv1y3CGw7hUW18O280M9MGo0oyH1YW8+yezaxTykmUYhCotIRMZW5Z214AbBdG4gsL3tgb4OXdfpr8fYNJlddge4PG20VBouwSVxQ4+Wa+i7Sz7Ox/OUj96jDJM2wo9gOTackuYZsdQfi/7YTf7UA5xY0kH79tMBYnH08//TR+f//F6OLi4o6633nz5jFv3ryjPv6rwo033sg111zDxIkTmTx5Mn/605/o7Ozk2muvBeDqq68mPT2d+fPnA/Dzn/+c008/nYcffpjzzz+fl156iQ0bNvDUU0/19HnLLbdw+eWXc9pppzFz5kwWLlzI22+/zZIlS07EJVp8wXxcae5sEcKGkNqAgSdtAc7NGsRfd+ykzNvB7es+xqeFGROXzDeHjDjqMemGxrraZQBMTT1zwMepsszPR57Br9a/AFKAsNGMInvIiY5EBDVCf9+Isa8FzS7xwWwPfwsV4dVDuDQbv518JqdnZRHu6CBMO1KiAQEdY3s9gfvbcFw/js1tMchaOoZahWEvJMOdze7mLdikJva3t3NKUjyBl29DdDQgJ+Xg+t7fkDx9F57l2FSkb/wF/ws34NIKCfznJtw/+TeSM4Joh8y1o138eYOP53JVzlgZxL4xgDr9s3ftWHz5sGKmhYXFl5UqX4tpDSQU0t3R2BWZN/eXoguBy2bg10EVZpHT6WlnHTdrBCEE+gYzaeuLTqSx3aBBMpO2Lc4W/EoYOWgn3u+h3d5GojuatlAbSGG0LqVt9WE8bQ/GdnE++rZ63P5m/E4PSX6IjpZoaxPs2BbmjMEO/r0zwNo2jVCkjL3DwCgOoeQPrFipxWfzdYybVtLW4qSjpwiZiGBaavxx9b45FuRHp7GluYw9bTWcnzmOlkAjVd5SJCSGxw1MaQvgVBV+MHIQv19fxHO7q7hwSDJRdvNP9J0yM5DMykhnS1MNt6z5kJChMzoumfsmnUWy+0BV7euHTyBlWzzz1Y9ocLaC4aa4w02EBOVRpUgFDpbY4M9vtfQka6MdEqdl2hmRoJIWoaDI0OAz2NWosbQiRF2nwVNb/LxdFOSOKR4ccRLBZkHjBo3k6bZe16HO9BB+pwNRp2NsD6KMOXmT7hbHnvT09M9uZHHUXH755TQ0NHD33XdTW1vL2LFjWbhwYU+xsfLycmT5wCaa6dOn88ILL3DnnXdy++23k5eXxxtvvMHIkSN72lx88cU88cQTzJ8/n5/97Gfk5+fz6quvMmPGjC/8+iy+eJbVmBMdiTBIOhGqk8GRiZ9x1AHcqsr5WVm8XLyTXa0d2GSZO8afjvw5YvfOpk14w21E2WMYHj/2iI6dkpiDjIQhaQhJQ6eTby36L2e0RZAUClNXYLA6S6PWb8bVbG88N4RmcFqW+TekremyELogHjlnOqFntiBqO9n95DZeGFmALBUg1CpW1JVSkGd+T4rUREl7O6HFT2JUbAdnBM6r/4TkiUWENURVPaK5FRx2pOR45IRYIodGs015kCz9+9iaKgi+8Xscl89HkiQuGerk9T0BKjoM3shU+O4qn5W0/YpixUwLC4svKxXdu0yFh8HRbgwheKesDIFBQA8CGlUdWwCYnnb2cRuHKG9HNPrAJtPpdbI5KowkPNg0D2G1k33ttfgKU4kPeNhvb0O1uyEE9f72nqRtbWcFmhFGlW2HPZfksmGbm4/nxQqayKSzWGf8RXY++SjE1s1hvj3aRaJbpsFnsGO0nfErA+jbAlbS9hjydYybVtLW4qRjdy9rhJgTO5gBkB/dVYysq3jarmZTZZsVlUeE/ch8HudkJfLC3mpK2nz8Y0c5N40fgl/T+LjK7HtQpJ2b13xA2DA4PTWb+yadhf1TxVX89QZp2xO5Mm4y/xq8BmQfHVoMETao99Ty2+Eay5d7AUiLkJk3ysU5gx2o/ShiZ2U7+L/xbj4qDfHUVh81XoOfLu7g2pEOxiyTqFsRJmmKiqQcpLZ1yqinetA+8BL+yGslbS0sjjE33HADN9xwQ7+f9aeOveyyy7jssssO2+f3vvc9vve97x2L4Vl8iajp9FHS3oEEGJgFJEfHZSIfoQ/tOZmpvFyyFoDLBo8kOzLmc42r2xphcsoZKJLyGa17E2FzMiwmjV2tVSAAFJpDfl5z+aG7aHUY4hwuzm8fwZTdeWSeY06mjIowokoDFZQJLiSPjOOWaQQXbOUvIh4didMjIhApg/m4ej8lXvN7skmNBKr3EF7/HADOuXciOeMIv70Efe028PX2tJOy01FnTcU9OI3qot8wSLoBbfsilIIzsY0+B1WWuG6Mm9+s8PLaIJW5q4LYm3XkuCP7LiwsLCwsLI4XZV1FyCThITvKzbamJmp9fhyKQVBAhrOVYNhPvDOZnOjhx20c3SpbMSIFf6lg02CzzsygjkSKYzvZVl+Nf2sCyZgFVis6FJCgvLONaFsShrABYep81aRHfLY1mDI5jYgVlUjNBuEOmdwEmagoifZ2QeFOnalpNt4uCrI+SWE8oO8IwuEfwy0sDovlaWtx0rGlyfSgU0Q0E5OO3g/viyI/xkza7m2rMf14u4qQHYk1QjeKLPGLsdkAvFpUS2Gzl0+qqvFpGokulX/sXkfYMJiZls38ybP6JGwB6leGQcC5SXlMTzaLkRkSqFokQhKs7ihCleF7o13868IYzstx9puwPXhMs4c4eP78aM4d4kAAzzQEeTMjTKjNoGWn3ucY9UwPSGbFTKOmr/ethYWFhcWJZ3VXkboI1YWQW4Ejs0bo5r8l20Eyt0iqkudzjckQButqlwBHZo1wMBMTTO93pABRIgdZyyS1M5bZznQuzxnJA1PO5rUzr2DGnnwUZKLzzFjarbJVRjuRPOYjsuRU+eTsArZHReLUdX60dDsXBEyP3PUN5vY8RTTyjcL/gTBQRp6F5BxK8I8L0D9ZZyZsI9xIQzKQ0pNAlhGlVYSffpWUjk8IiqF4Y+cBEHr3IYTf9MadOchOdrRCh03ijQzF8om3sLCwsDipOFCEzE1WpIsPu4qapkeYvq4J9loAJiafenytEbaY5/GnpVFrN6h2ClRDMKnRjNVr9leiaTA03oNHVQhoEmnuqK6xug742npLB3ROSZZwXD4cl27WAehY28H4iaZCd8vmMFNTzZ/XaAIhgSgPI1r7zpctLAaKlbS1OKkQQrC7S7E6JDKFCPvJLwYfEpmEKil0hANU+1p6krYFR5G0BZiUHMPsQQkI4MGNxXxYUYlAp0NrJKBrTE3K4L5Js1Dlvn++Ya+gaYsGQMqpdm4aPR0ZCaQQnbK5jTPBVcrfz4nme6PdOJSBB1CPXeb2aR5+PM7covlxpM7biRr1a0J92spJKvJoU2Grfdx5pF+BhYWFhcUXwKpac6IT1m0IuQWA0XFHVoBuRW05H1QWIQGISBaWV6KLoy+6UdS6k6ZAPS7Vw+iEyUfVxyCPWdgTqZ3fFYNdj6Lenk6DYxDXD5vMzLTBaJUyRghskRKuVLnLE68rCTvZ1dNXR8jgb1vM97+jdJIUDDH2lVoSFSdtmgNZUpjeojOyoxyhOlAz5hJ+8r/Q2oGUEIPtexfj+M1PcNxwFY6b5uG4+0cop08ECeylO8gKvUtd2zeR4rMQ3iZCH/3dHIMscc1IcxyvDVJpW+NDfI7v1cLCwsLC4lhyIGkbQUaEg8VdHvmaCAICf2g3ABNTTj1uYxBVHYjmgGmNoEWwKcpMjk5oMhitpgBQ5DWVuFOn2BmVEAlAgiMGALui91gkDDRpCyBnRhGRZsbkjvUd5A1VcLmg0yuI98uoMlT5DGpyzQSuviNwuO4sLA6LlbS1OKloCLTj1XwgYFrSl6NyuU1Wye0qQLalaS9l7abhesER+Nl+mp+NzSbCplDY0sGaulqQ2vDrYXKj4vjD5P4TtgANa8IIDTyZMp5BMpkR0YzEVNuGMFXLM7MrGZ5wdMlwSZL49ggXt04xlVSLE3Te6gjjq+67emibZbbRVvgQfqvytYWFhcXJhGYYbGwwJ1wBTQPJj4zEiJiMAffRGQ7xwJblAHxryEhi7B4aAgHWdil4j4blVQsBmJA8A5tiP6o+QpoLhIyQwkQ1NfFgcZgIVWFrYwfXfLiV5VXNtO4xd4FE5SlIkoSoCCPqdbDRy9bn6a1+WgKCQVEyV12RhTI9A0VIzClxAAo2KZZLKru+j4xL0d9YAYZAHl+A/aZ5KCPzkA6K2VJUBLZvnInth5eD047HqCLDtwh9/M0AhNf9D6OxHIAzs+xkRcqm2lYVGKXWzhULCwsLi5ODMq9pj4Dw0B720xoKEW1TqfS2odKMN9yIXXYwKn7icRuDvr0eAHlYAu1lOpujzDnnGXU6+amm92mzrYGYRIPMLIWR8WbSVhLmPLUj7EM/wmJk3USdZSp5fWE30uYaRowyE7T7dmiMTTJ/XpfTlbTdHjzqa7SwsJK2FicVu3qKkEUyJTX+xA7mCOj2tV1ftxaBID0imxjn0Y8/zmnnF2MHI6QAhtQGkk6i082j0+cQYet/EmtogoZ15oQu+RQbkiTxQXGAws58AMIiBoDqzqKjHlc3F+U5+cl4U3H7dpLGRyv7rh7KBQ6kFBUCAm2lta3TwsLC4mRiX1sbPk3DqSgI2dySnxudgsc28GIZf9u1jjp/J2nuSH4yYhJzBpmLhG+VHtnEpxvNCLO88gMAzsg4/6j6ANja1ALCLNC5Nr6FibPz+fuZI0n1OKj1Bbl15W5+2raD/2RUsDi+nv/tq+HltVW8MKSNBVM7eK6kmndL61lW0cHre834duOkCOyqjO2KAuTRScysMVWwY+okUgMSPlKI2mOAAOWUcdiuOh/JceikszI0C/sPLsNQ7EQYVeibO1CGngKGTuijv5ltZIl5o81Y++oglfaV1s4VCwsLC4sTT0ALUR9oA0zV6sYGM3k6NNaDgSDZYe7kGZU4CYfqOmQ/nxd9m3lekZ9McatBvUNgNwTTGg2ScuJxGC6EZJBQ0IIkSRTEmc8GjT7TFqmys41wV9K2rH3/EZ07Is8BCMKyE99bZRQMk5FlqKk2GBVt9r/OZe5q1QuDCMPaLWNxdFhJW4uTinX1prpEIZrRXSthXwbyo82tmCWt24Gj87P9NOdmJeCw14MUBiR+O3EWya4IRNhAtAbMl35Awdq6S0frNLd6xhQoLK8Icd/qTiSicIUjevx6ytr3HZMtllcOdzIn2Y6Q4C++ABXNWq/PJVlCPatLbftxp7Wt08LCwuIkYlOXyjbB4QGpFYAxsQP3s93SWMv/SnYBcPu4U3GpNi7MNnfILK+uoSV45KqSLQ1raAs1E22PY2zi1CM+HsAQgo0NjUjC3F2yLrMDZUIKuTEe/nXOWL47LB2nIlOvhlgd38zT9RU8vHk/fxY1/DO/lX9HNPPkjnJ+v66IX63eTlgpZ2KazsQujzpJkbFfO4bc5CRSfRKXVHWAcGEPTkc2BPKYfPTzzqKqymDHtjCrV4ZY+kmQJYuDLF8SZP3aELsLwzTU64jMNEKnnweAq2IrauZckCS07YvQqwoBU22b6ZDosEm8VxpCaFYstbCwsLA4sVR0Nps/CBvZkdEsrzGTtG6bGaM8srkFZWLyacdtDKIlgChvBwn8kXFs7bJGmNxo4DagWLIRF0oCwB9tJne7k7Y1nQKPaido6MQ4TRuFI7FHAFAcEu40M53m63TgWF9BTq6ZrI1qMd/f6tXxOyXoMMxCpxYWR4GVtLU4qdjcVYQs3ZWMU/3yVEnuLkbWFigFjt7P9mCe3L2RgOEFAZKWxpNLymm7fyWBX3xI4I4l5uvnHxKYv5Lw63toWGGqgRImqmys17h7eQcGcHa1zqXyYMLEIoREZ7iDpsDRb13tRpIkbpnpYXBIwq/AvUu8aJ9aQVRPcYNdQtRoGEV9vW8tvnyUlpZy3XXXMXjwYFwuFzk5Odxzzz2EQif+/+9rr73G2WefTWJiIlFRUUybNo0PPvjgRA/LwuKkZHOjmbRVJEePn+3IuMwBHRvSde7bvBQBXJiVz+Qk01IhLzqa4bExaEKwsLziiMe0uPxNAE7NmI0iH52NT1FbOy3BIE7dTNpu9bQQ0M1dKB6bwk9GZ/Fs2li+X5rFhYFkzs5MYGZ8LGfUuJlT5eGb2cmcn51IVkQECED2s7GpmIVlDT3nkOwKjh9N4DsNdaQHgojwZJyGjfIID++oM3nmH37eej3AsiUhNm8Ms3O7xq6dGtu3aaxfG+bjRSFeeSnAM0/5WKkNotw5AQD9ox2ow+aY3/HSBYCptv3WKFOl9HqyTGir/6i+F4sTgxUzLSwsvopUdprWCJJwE+uUqOzsxCbL1PnbkfHjC5UCMDF5xnEbg77LjMtydgydDTI7Ikwx0/QGHTJt7NitERcyLQz3dZhJ5WiHjfQIJxISGZ5YAGKdZt0Xn9aGL+w9ojFEZJv5Cp8ahfZBMcNzzfdbinXSPDJhA7aOsHeN1/K1HQhW3OyLlbS1OKko7zSTieMTBu6pdzKQF5WCjI5kmBPfz6u0faN0Nwv2bAYgQkQREY5mu9D4Q6SGDiBL5kuAqOyg8+NavFUSIKiN8nHb0nbCBpxSr3Pj3jBXnjIahIpGDACl7fs+1/i6cagyN2e4ceiw26fz7x29J5OSS0aZ2FWQbIVlkfBVYPfu3RiGwZNPPsnOnTt59NFHeeKJJ7j99tuPqj9d1zGMY+N5vGzZMs4++2zee+89Nm7cyMyZM7nwwgvZvHnzMenfwuKrgi4EWxrNCVdbQCAkswLyQP1sn9+3hTJvG3EOFz8f2VsRe2GWqbZ9u7TsiHZYNPnrWVe7FICzB10y4OM+zfp6U00zrtlFquYmLHQ2Npb0aqMVw9i2GK4dlMlvpw3lNx3p3LUlkV/LGdw0OYdfjs3B78tADg9hcGQ0mhD8du0+Pqls6ulDcts4TSpE0odi01MIyBr3DcmgtqlLZRMlkT1YYdQYlYmTbUyeamPCJBsFI1TSM2QcDgiHoaxcZ3HyZJpsCRAIQGcBAPqujzEazK2a5+Y6iQRqXTIr1ltJ2y8TVsy0sLD4KlLlM+e8CA8Bw0xGjk2IZW9bIw6pAoEgO2ooCa6U4zYGvdBcfJYLEigt16h2CmRhKm0bhjhobhIk6qbSdm9bbc9xI7rUth7F/K8kKejCtCKq9ZkKYWEYGPUl6FWFGN4Dsf/TRGR1JW2dseDXSNpaSlS0hBaWGOY2P1ufbP5X32X52g4EK272xUraWpw01PvbCBp+EHBW+pATPZwjwq06yHDqSJIg2pH0uQLUsppS7t9sFnZBuDi/3MPvd/ixCViWaON3l2UiPTIL52Pn4LzvDGzXjqa16/vySy3ctTOAX4MJOty2I4x9vIvEVA9R9siDPHs+v69tN8Mm2bms1tw2umC7n5LW3ls/1FNNiwR9nR8RtAqSfVkwDIMHH3yQ3NxcHA4HgwYN4r777mPOnDksWLCAc845hyFDhnDRRRdx880389prrw2o32effZaYmBjeeustCgoKcDgclJeXEwwGufnmm0lPT8fj8TBlyhSWLFnS57g33niDvLw8nE4ns2fPpqLigJrvT3/6E7feeiuTJk0iLy+PP/zhD+Tl5fH2228f66/HwuJLTXFbGx3hMG5VpTXsBcnAozoYFPHZXuwV3jae3bMFgBtHTyPK3tsD95zMDByyTHF7O4UtrQMe00flb2AInYK4cQyKyjmSy+nFuipzYjaxRWVqch4Aq+oPLFQKXdCx39xCGdW1jVHvSoQqk0xF6zPb/TQFBJmRDp45ezhzhyQjgN+v20d5h9m2cdt2PLXlyOFRAPwnZzN7I/ycdpbKvOtcfGeem/MudHLq6Q4mT7UzcbKdKdPsnHGWg29c4uJ7P3DzzSucTJhkw2mTWZFwJgYS7KkkHDcLhCC09FkAnKrERYNMpc7/NAPR0bf4p8WJxYqZFhYWXycOKG1d1PtNX/x0jwNdCGLVasAsKHq8ELqBsbtrDHkJrO80558FfkGUBrtUc7fO+HTTwnBfe03PQnK3RUIwbD6/tIQ60YWpum2sLyT41v103jcT32OX4f/bd/DNPwff368mvO2DPovREVlmOi0onOiSgr68nOE5po9tdJdFglnxBow9lsXRwVhxc+BYSVuLk4ZlNaUASEQyISmuz+flHR3ct3ETl3+4iCs+/IgHNm2hynvyFOWIt5lK0khH1lH3sbWpljvWLcZAYNMdIDzMCLuYPG88980Yhl2WWFbfxs0rC2kPa0gxTuQxqbRqcfhlweN5DtpsNnK9ndy9woddgHq2mTQdH5eOhhmQyjtKDjeMI8IRKzMzQWVkh4wu4I9rOzEOCmjyUDtSogIBgb7x670tRAiBXwudkNeRegrfdttt3H///dx1113s2rWLF154geTk5H7btrW1ERfX92/2UPh8Ph544AGefvppdu7cSVJSEjfccAOrV6/mpZdeYtu2bVx22WXMmTOHffv29Truvvvu4/nnn2flypW0trZyxRVXHPI8hmHQ0dFxRGOzsPg60O1nmxUZBZJZSKQgJh1ZOvxjoRCCP25dScjQmZyYztnpfZOrkXY7M9PNis1vD7AgWUgP8kHp/wCYk33ZgK+jbz86W5rNSdzEqDhOyRkJwMq6vT33QF+1gR4AxQnuNBmjOoyo1kABZayTklaN/+02Y9UvJnlwqjI3jR/CuMQofJrB/euLWb40QNWbLyCHxyGhUhjVxOK0YhS5CZe/Brfnsx+vJUkiKUlhyjQ7F89yEBNIZG+EmQAO1WeBkNC2LuxR+HxzohtFCLbHyOxacfI8+xxvTlTctGKmhYWFxaGp7OxW2rrZ32E+R5h1WASqMGP/hKTjl7Q1ytrAr4FLxadEsN1tCoOmVWn4VYnSLsvdM8ekokoKHeEAtf5WAEZ01c2p8ZrJ1RpfOxqxTG2Cof++n/DaVyDgBZsTKSIeJAmjcifBl28n8MItiEBHzzhskTKOeAmQCKSnQtggt6YCSQJbPdhlqA8KyhNlCAqMkuO7xd+aa5p81eLm0RmGHUP++te/8sc//pHa2lrGjBnDX/7yFyZPnnzI9q+88gp33XUXpaWl5OXl8cADD3Deeef1alNYWMivfvUrli5diqZpFBQU8OqrrzJo0MALbFh88ayoLQUgwZ6AXek94VlYXsHvN24ifJC0fX9HB++WlXHHxPHMzhyYD9/xRNdrAAhLn61U6o/ClgZuXL2QoKEzstXBjqhIIg2Z8TechuK2cyrwyGkF3LqikI317Vz70TbmT88nodRByC94fnCYSkUhwQa/29+KS4sHOYBRW4+Sl8nM9CzW1Jk3lL0te47VZQOQMN7GpW8Y7PME2d6g8W5RkAvzTFsESZZQT3ETfqMDbYUPdbr7mJ77y0RAD3Pqu/eekHMvP/8eXOqhK5kfTEdHB4899hiPP/4411xzDQA5OTnMmNH34auoqIi//OUvPPTQQwMeSzgc5m9/+xtjxowBoLy8nAULFlBeXk5amrkifvPNN7Nw4UIWLFjAH/7wh57jHn/8caZMmQLAc889x/Dhw1m3bl2/ceOhhx7C6/XyrW99a8Bjs7D4OtDtZxtrd2PIrQAUDMAaYXH1ftbUV2KTZW4ZcwqSJPXb7sLsLBZWVPBBRQU/Hz0Sp3r4x80lFe/QEmwkwZXC1LSzjuxiDmJ7bQMBBLFBGHpqLtmJ0dhllSpfM8UddeRGpdBeZKpUI3MUJFlC22QmaOUCB7gkHlvViS7g1AwbU9PMe6YqS9w5KZcrF25mc2M7iY2l3NS5C9k4BUOCJ4eWICRQaaT4/UIGp8Yjpw+8mGpUtkJiGAxtEpq6m+iwl1ZlGhHGKrwrXidqzvdJdCuc4VJYHDB4pTTIiKP+lr5cnKi4acVMCwsLi0NT3q20xU7IMIhzOKjqbMNGI7rw41I9DI0dedzOb3RbIwyLp75Mp8jT7WdrUJLhQAhISpZJSbIzODKRfe217G2rJdUdS16MB1WWaAtBYqSHBr+XK2s7+GalBGjIGSOwn3MDSvZ4JEXF8DYTXvsK4aUL0Hd9gr+xDNf1/0ByxwCmRUKwSSOQlYGnshL7qjIyTsmgohqyHQp7/Tpb8+xkNQQwdgVRhjoOcVWfH2uuafJVi5snVGn78ssvc+ONN3LPPfewadMmxowZw+zZs6nv8iP7NKtWreLKK6/kuuuuY/PmzcydO5e5c+eyY8eOnjbFxcXMmDGDYcOGsWTJErZt28Zdd92F0+n8oi7L4ijZ02ZupRgWk9br/cWVVdyzfgNhw2ByUiKPTJ/GQ9OmMj4xgaBhcPe6DbxXVn4ihtyDL+yl1W+OoTZ45P/WdrU0cMPKd+kIhxjZ5mB0cywSElMyU7G5D9z8JiRF8+SZo0j3OKjpDPKDj3fwxpY6Xk/W2OU0cCrwwKxoElxdq1RKC9pLOwm/W8S4hHg0Yb5f7yvHEMfOqiBmhEqCInFugzkxf3KLD2/oQP/KKWai1igMYjRalTNPdgoLCwkGg5x11uGTJ1VVVcyZM4fLLruM66+/fsD92+12Ro8e3fP79u3b0XWdoUOHEhER0fNaunQpxcXFPe1UVWXSpEk9vw8bNoyYmBgKCwv7nOOFF17g3nvv5b///S9JSUkDHpuFxVcdcZCfrTDsiG6lbWz6YY/zhkM8um0VAFfnjSUrMuaQbccnJpDmdtOpaXxcVX3YfjUjzOtFzwFw0ZBvY5NtA72UPqzdanrATvQ7UEYk4lYdTEk01cCf1OwCoL24yxohp8saYXOXNcI4F5+Uh9hYq2FX4KcTPb36DtSpFHjNe0mi9ha2sOk96508ghK3OWZFaqbSrhF6chOiY+BqGtku4cmUEZITfYQ5KXCGB4OQCKx6leYGs6/LJ5uxdIlHorHY8sY7WbBipoWFxdcJXRg9qlWPaiYgJyUmsrOlHodUBZj1XY62oOhA6LZGUIYnsK4ijCFBugFpfkFRnDl3HjbcPP/QaLNg+N52U2DlUGTyos14muyM4fLarXyz0pzHf5IZj+uHC1BzJiMp5vFyRByOs36I6wf/RIpMxKgvwf/8LxAh8/mh2yKhs9OBlBUNIZ2coDm+2E5zcXtzrNlGL7RiN1hx80g5oUrbRx55hOuvv55rr70WgCeeeIJ3332XZ555hl//+td92j/22GPMmTOHW265BYDf/e53LFq0iMcff5wnnngCgDvuuIPzzjuPBx98sOe4nJyj90az+GIwhKAp2AgSnJoyuOf9kvZ27l2/AYBLhwzm5rFjkLuUPdNTU3h06zZeKS7h9xs3kRkRwaj4E7Ola2fTRgQGYeGm1h/EGw4QYRtY8nZXSz03rHwPbzjEyHYnD25K4MbpAtCZntLXGzc3xsMzZ4/h3rV7WVXTytOeciRnDJKexF2nRJLnEwTKzK2e6uwY9I8b0d4rIs4XJtKZgTBkDEI0+GpJ9qT1HdBRoNglYkeqnLZRsDZFpyYoeH6Hn5+MNye9coKKPNyBURhEX+FDnht1TM77ZcOp2Fh+/j0n7NwDxeVyfWab6upqZs6cyfTp03nqqaeOaCwul6uXQs/r9aIoChs3bkRRlF5tIyIijqhvgJdeeonvf//7vPLKK8yaNeuIj7ew+CpT4/PRGgqhShK1nWGQzG1+n1WE7B+FG2kI+Ej3RHJN/tjDtpUliQuys3hqVyFvl5ZxXtahdzp9VP4mtb5KouwxzMq6+IivpxshBOubG8EFkzJSkGTzHjMzdQTL6/bwSc0urhs8k85yc0ExMkfBaNExSsIAhEY5eHyZ+V18Z4SLtIgD96JtW8KsWBYiX0pkt6uBC+t3I4lhYJOJP38m6icLQYAqNVMRpyDK/YSe3oz9p5OQ1IHpIyKHKHhLDZrso0mL3Iyzo5OgOhy3votV//mIid+dQ8EgB8M1L4WqxDtrfczLOX5qnZOFExU3rZhpYWFh0T/1/jZT/CNk6Lo3ZUe5WVgdJlExF2pHJxx65/TnRQQ0jFJzwVkaGsf67SGIgKmd0ORSaBEyigK5Q81UV16UOZ8+uBjZ8LhICls6mVK3m29XrQXghUGCxRmCC2UF0dqBvrcUUV4DkoQUHYk8MhfX9/6G76nrMCq2E3zjPpzf+j0R2eZ9uLPSQLkkB+2pTWRs3IuaO5WYDhmiYatmoEtAcQgRMJCcx0c7ac01D/T/VYqbJ0xpGwqF2LhxY6+LlGWZWbNmsXr16n6PWb16dZ8vZfbs2T3tDcPg3XffZejQocyePZukpCSmTJnCG2+8cdixBINB2tvbe70svli2NzViSIGuImTZgFnd+vcbNxE0DKYkJXHTQQlbAEWSuHHMaM5MT0MXgrvXraczHD4h49/WuA4AWTVX8va01QzouPUNVfzfinfxhkOM9rv548YEgpmR7LGZqpppKf37ukTZVf44YzizbGYQEkoryTHVTExV0Lq87pSxTuyX5mK7bDgA+pIyRvki0IgBYFPD9qO72EMQP15FQeKiajNAvrI7QLX3QLEUdYa5oqmt8h2x581XBUmScKn2E/I61Dbm/sjLy8PlcrF48eJ+P6+qquKMM85gwoQJLFiwAFn+fKFk3Lhx6LpOfX09ubm5vV4pBy1caJrGhg0ben7fs2cPra2tDB8+vOe9F198kWuvvZYXX3yR888//3ONy8Liq8jOZtOHLi86mvLOepAEMXYPya7oQx6zr62J/5aYu5puHTMDp/LZa/4XZGUhA5saGynv6Oi3jV/r5OU9TwLwraE/wKUevX1O8756djvNnRxTJ+X2vH9ayjBkJPa21bBvXyNCB1u0hCNeQt/SZY0wxMa/KoLU+wxSPTLfLjgwmdi8McSKZWZMnjDKwU/iWknym5ZMylmTUSLcZEVmA6DSTGWWC5wKRlEL4VcKBxzvIoeYk4iOUhnl9IkA2OXRICQGt73OO28G6Ow0uCjLVBC969PRw1/94p4nKm5aMdPCwsKifyo7uwxjhQufZipHFVkDdByYc+BRCZMOcfTnxyhpAUMgxTnxaU52uMxYeEppiKJ4M0YOHqLgdJr38fxupe1B8/MR8RFkBmr55k7TT/+N1FG8nwq2gJfg64sI3vcU2kvvo6/agr5yM9p7ywg9+Aza/9bhPO+3ICtoW98nvO0DHPESqgeEBoGYOKTMKGzBMFl2H7G6hFMCrwZFGSroYOw9fr621lyzf77scfOEJW0bGxvRdb2P2XBycjK1tbX9HlNbW3vY9vX19Xi9Xu6//37mzJnDhx9+yMUXX8wll1zC0qVLDzmW+fPnEx0d3fPKPAn8Ub9ufFJdCoBDiSTaYU6W3i0tY2dzCx5V5Y4J41H6uRHIksTt48eR6nZT7fPxdOHuL3LYPWxrWA9AasQw4IDVw+F4t3wvP1/5Pp1amLFSDA+sicNts7NpjnnjGBYTQ/xhbD06Agbb2mKQw+nIyNT4vNzwyU6a1nkBUE81Va7qGVnYrhkNssSwsjBhYaqR19dvO/oL7oeIQTK2KInhrTJjI1XCBjy33d/zuTLBCQ4J0XBA2WRxcuJ0OvnVr37FrbfeyvPPP09xcTFr1qzhn//8Z08QHTRoEA899BANDQ3U1tYe8r49EIYOHcq3v/1trr76al577TX279/PunXrmD9/Pu+++25PO5vNxk9/+lPWrl3Lxo0bmTdvHlOnTu3xGHrhhRe4+uqrefjhh5kyZUrPuNra2j73d2Jh8VVhV4uZtE3zRKJJ5s8jYzMO+bAd1kM8tOUdJNHEaSlJTEse2DNSstvVs/D45iEKkv1r119oDTaR4s7gnOxLj/RSerFyQxGGBLmGneS4A7s5YhwexiVkA/DRftMiISpHQZKkHmuE0tEOXtxlJnB/NtGDQ5VM5e7aEKtXmvFq4mQbM063M3vfJiThISBrVI4fC8CI+KEAKFILFSEf9mvHgAT6igr0ZQOzb/JkykgqaF6BNnQMeFxIfoFkDCI1tAmldT/vvR3kjEluPJqgximxbrXvc31nFscGK2ZaWFh8najymUlbSTgRQKLTSWVnK3bqEYSJsscyKCr38J18Doy95vnlofFs2BPCr0CEAUMbDEriTLXnsIIDi8t5XUnbKl8z3rAZ64dH2rijbAEOI8SmyHQeT5tCqjeO+zaejVi+GXQdKTMFZeZklLOnIY/IBVnCKCpHe3k96pDvAhB8cz6io5GIrC61bZmB7Vxzl3dWaTkyEsm6mXLbOsQcm77Lskiw4uaRcUI9bY81RleRqm984xv88pe/ZOzYsfz617/mggsu6LFP6I/bbruNtra2nldFRcUXNWSLLrY0mf43qc4EAAK6zlNd3iHfHz6MZPehJfSRdju3jjNNpl8uKmb/F6yUbgk0Ut5RBBxYVTyc0lYIwdO7N3LvxiVowmBW3CAeXBKFW5exXTmC1V3VOKcfQmULpp3EPYu9NKmCxFAkj80oIMahsru1k1tH1BCIA3nkgW2T6uQ07N8fS75XQROJABS37j3sdQlfG1rJBsKb3kLbvgi9qhBhHFrVI8kSsSMVJCS+ETCD0sKSIFUdptpWcsgoY80ktL7Gmmie7Nx1113cdNNN3H333QwfPpzLL7+c+vp6Fi1aRFFREYsXLyYjI4PU1NSe1+dhwYIFXH311dx0003k5+czd+5c1q9f36uApNvt5le/+hVXXXUVp5xyChEREbz88ss9nz/11FNomsb//d//9RrXz3/+8881NguLrxLdSdsIm/OAn21MXz/bsvYiHt54G1e9dxr1bY+RrPyX4obf8qOPLuT5XX+mrL3oM8/1jcHZALxbVtarkCjAtoa1vF/6XwB+POaOz+VlKwIaK9pN/7gZ/dyLZqaY/rMrfeZzRVSugvAbpmUP8BAGuoDTM+2cmmmqdDauD7N+rZmwnTLNxuSpdkQ4iK2r8vOHiVG8X21+l5OTzLJgihSgJdiGPz8W9RtmIjf8v93oe5o+8xpkVerxxeuoVFBnjO96fzwIKAi9QUO9wYa1GmfbzHZvFVkTv5MFK2ZaWFh8XehR2mLONcckxLOjpR6HVAnA6IRJyNLxSzPp+7qStnlxrKkx4/Q4IVMdbSOkyHg8EhmZB7bAx9jdJDvN3URF7XUApG58gZxANS1qJM+NnMuwDsHvN59JciACf5Qd2w+/hf0X38V24RnYzj0V+3WX4Ljjh8j52RDWYLsf2XMqBDoILfprT9LWW2Ygj0pCSvaQ3tqEKgsS/OZ3sTnSXBzXd1uxG6y4eSScsKRtQkICiqJQV1fX6/26urpeEuWDSUlJOWz7hIQEVFWloKCgV5vhw4dTXn5opYPD4SAqKqrXy+KLpdRr/n8tiDU9Vt8uLaPBHyDF7eLSnCGfefz0lBROS01FF+ILV9tubzRVtoOj8hkVlwccWmkbNnR+t2kpTxVuBODq3DHcuT4KRxjkUUmIcUms7SrE15+fbTcLtvnZ0KphM+DGSCcT06L4+8yRxOoKRVFhHpjSjPjUX7cyJpkRc0YQ7ipG1uyvRO+nGJlesQP/C7fSOf9sAv/8IcFX7yXw0q/x/+07+B6YQ/CDPyN8rf2OK3akuaqZsEcwJdWGLnqrbdWpZvJdW+9HGF9Pi4QvC7Isc8cdd1BaWkooFKKsrIzbbruNefPmIYTo9zUQ5s2bR2tra5/3bTYb9957L/v37ycUClFdXc1rr73GqFGjerW75JJLKC4uJhAIsGjRol6BdsmSJf2O69lnn/08X4WFxVcGzTDY3dJq/qwrCMn8uSD2gJ+tEII3ip7npqVXsaLqAzQRwhAqNtn0/KrzVfF60bP8Ysm3+PXyeaytWXLIwpanpKSQ4HTSEgyxrPrAYma9r5qHNt4GwNlZFzM6ccrnuq7A1lrWx5oLhKcOz+7z+Rlp5nPhPnsFLbZ2InMU9B1B0OCtAhu7OwwibBK/nGTuUNldGGbdGnMiOH2GnQmTzESutvBdJMONkII8kTmS98sa0A3BmIRB6MKMbyrNVHo7UWcNRpmcBoYg9M8tGA2fvVgZObjLIqFER5k+FlQFyWcHI57cwAeowk/hTo1x6eYC6EqboKHe2rlyMmDFTAsLi68LB5K2ZmwcHhtDSXtLTxGyUYnH189WlJsCLTkvjq0B0xZp0kEFyPKHq8hy791DedHdvrY16HXFaMvNAqh/Tv8WaXIC9+/sxK2r7I5u4IVz7Cj52X12IEmxUdiuvwzlrKnm+RvTkLQctE1v43GZ+Qdvmfksos7MQhUGmf4WUsLmpHx70CAkgygPI3xffXujz8KKmwPnhCVt7XY7EyZM6OVjYRgGixcvZtq0af0eM23atD6+F4sWLeppb7fbmTRpEnv27OnVZu/evWRlZR3jK7A4VrQGw3g1U60yLXkQmmHwwt59AHxn6FAcnzKLPhQ/GGF6jSyurKLkC1TbdvvZjk6cTH6MuQK0v6OBoN57IuUNh/jlqoW8U74XGYlfj53Bj7zpSPvbwalgv7yAHc0teMNhou12CuJi+z3fqsoQC7oSod+qtTFuornKOShs5971CdgMWEYHC3ZV9jk2bnoWcZI5OZdpZtfSXT2fiZCf4Fv3439yHvrOxWDoSLHpKLlTkLPGgMOD8DYRXvYcnQ9dRHjTW31unp5M0yLBCMK3os3A+cH+IJVdalt5pBM8ErQZGNYqo4WFhcUXSmlHBwFdx62qVHl9IJse6Acrbf9d+DjP7foTutDIiJpAvX4JnfJP+Oc5i3jhvOXcOvGPTEmZiSqp7GnZxv3rb+Rnn3yTj8reIKz39mlTZZkLuoqQvbm/FIC6ziruXvVDOkKt5EQP57qRt3zu69q4vRSfCvGo/cbOFFcMI52DEBJszt6FLUJC3+SnzgkLUs1njB+Nc5Pglqms0Fmy2LyOcRNsjB1vKoCFEBhrzedLMcSJ6nLR6A+xvakDh6JiV+PNa5YaqOz0IkkStqtGmJWkO8OE/r4R0Xl4H7seX9v9OnjcKOPNZLOsjEEKd3J6+ioA9u8WDAsIDEninZWdn/frs7CwsLCwGDBl3m57BFOsE2EDCGOXTOHR8SxCZhR3+dnGu2gwbFTazLno6KowVVHmeIYN7+u7312MbF9bNcE3/wCGzv7UiWz2jOCHq/cTowmKIwPcP2ope0OH3nUtyRLqeaf2JG4VbQLoCcgb/oSkCnQ/BBoFypR08NjIaqojypBwCwgZUJilggBjrzUPthg4J9Qe4cYbb+Qf//gHzz33HIWFhfz4xz+ms7OTa6+9FoCrr76a2267raf9z3/+cxYuXMjDDz/M7t27+c1vfsOGDRu44YYbetrccsstvPzyy/zjH/+gqKiIxx9/nLfffpuf/OQnX/j1WQyMLQ0tIJk+rOMSMlheU0O1z0e03c6Fh6k4/WnyoqOZmZ6GAP75BalthRBsaziQtE12RhNtd6MLo2f7BUCdz8v1y95kXUMVLkXl4WmzuThtKOG3zeS0em4uUqyTVV1eLdOSk/v18K316vx2lfldzWhWmCGrRAwy/4z1lT5GtDi5sdFU0i7YVUFhs7dPH8NThiGEhCyFWbp5DfreJoz2Bvz/uJ7w2ldACNSx5+P66Ut4bn4L17V/w/2DZ/Dcvhjntx9CThkKwU6Cr95L8JW7ENqBSWi3RQJA0n6YlmaqbZ/tSjJLqoQysUttu8bfZ2wWX37OPfdcIiIi+n394Q9/ONHDs7D4WtNtjTAsJoZ97Wa8iXdEEecwVbSLy9/ktaIFAFw17Gfs6zyVMElcXzCRSLsDl+phWtpZ/Hrywzx59rtcknstbjWCKm8pf936W3740QW8tu9Z2kOtPee8KDsbgHX1dbxV/Ca3LP8udb4qUtwZ/HryIziUQ3u3DwThDbGy21YoKalXwdKDmeEfDcDq2B0YYYPwtgCPDrMRAMYkqVyU56C5yWDhuwEMA3LzFKZOP2DZYOzaA34VgYZ9zjnMSDP94T+pNK0P4p3mTiFFaqLSayZSJZuC44fjkGKciLpOQk9uRoR1DoUnQ0a2g+4Df52BctoEAORAIggnme3vk5wsEwpBjmqO7Z1WDf0w1kUWJzdWzLSwsPiyUXWQ0tajqjQFvdipQcIgyZ1GiifjsMd/HowSM97LubGs3G3OQQdpEu0BGSFJJCVIxMT2TXF1FyNz712NUbYFbE6qTv0pPy8rIaEzSI1D4nejOwiqGg3+qsOOQZLMxK08dhgICSU8HaOskLjELQB4S3Uku4I6I5MMbzOqECSFzDFtyTITyvqe41eM7KvO1zFufnb53+PI5ZdfTkNDA3fffTe1tbWMHTuWhQsX9hQbKy8v71Upbvr06bzwwgvceeed3H777eTl5fHGG28wcuTInjYXX3wxTzzxBPPnz+dnP/sZ+fn5vPrqq8yYMeMLvz6LgbG8pgIkgU2yk+yM5g8lOwGYOzgbp3pk/0SvGz6MT6qqWVxZxXXD2xlynK0uan2VNPhrUCWVgrjxSJLE8Og01jQUUdhaxYjYDIramvnFqvepD3SS4HTzyLQ5DItJIPzuPmgLIsW7UE83leCras1Eb39+tpohuGeFF29IMETIXFyvEn+GiiRLCEOgrTC3Xl4wPpWNksZHFU3M31DMglmjUQ7aIjI8LoHt9bHYaGZzfA3BfyxBJDyDaK8FdwzOK+aj5vRdIZVUG2rBTJRhpxFe9hyhxU+gbX0f0dGI8zsPIznMbaWxI1XqV2m0FurM+4GL1dVhPtwf5JqRLjKjFNQpbvSlPvSNfsR3Y5BsA680aXHy8/TTT+P395+Qj4uLO+p+582bx7x58476eAsLC9jVbE52BkdGsbGxFFQY1WWNUNmxn6e23Q/AFfk/ws9YmkPryPBEccng4X36inMm8t2Cn3Jp3rUsKnudt0v+Q1Ognn8V/pkXdv+N/NhRDIkZhkeNJM+zk7ZgIQt2mhO9IdHDuGPKY8Q5Ez/3NWmbalgV32WNkHPoImmj9uejZr9PuVzPnh3lbIlzsilewaHAr6ZEEA7Be+8ECIUgNU3mzLMdvbZGhhd+DICIaEQZMpoznC28X9bA0qomfjE2m6yobOo716FKLVR4DyyYStFO7P83geAjazGKWwg9tw3798YiyX1jn6RIRGQptO/T6SgxcJ+ShJSdjiitQtKyMUrWM/P7LbzybjSedgVXdJg6m8SmbQEmjXV/7u/S4ovHipkWFhZfJtpDfnx6oOs3ByPiYtnZUn/AGqGrvsvxwihpBUAeEsu6anNX6xhkSmPMnFHOsP798fOiU7EZBhfsWQOA/dRrKGgLkdTYgA78dpiHKtlJAuAL1/Xbx6exXT6HUE0D1DUhhyYQ43+WJsbhLTNInAzqaYOwfbSfNG8LyY5oSh0Gm90S1wDGHktpe7R8HePmCU3aAtxwww29lLIHs2TJkj7vXXbZZVx22WWH7fN73/se3/ve947F8Cy+ALY1mzf5dHciNT5fj6fr3K4CJkdCXnQ0Z6SlsaS6mpf2FXH7hPHHcqh92N6lsh0aOwqnaipIR8RmsKahiJ0tlWRHZHLLmg/o1MIMjozlsennkuKOQHhDaItLAbDNzUeyydT5/BS1tyMBU5OT+pzrH1t97GzU8KgS39mjogqJuLHmn7CxO4Ro0MEloUxwcqMYwpraVva1dvL2/jrm5hzwxx0eG4MmErFJzbQ4K9GVlUjtDUixGbiufRw5/vCVwSVZwX7G95AzRhD4z83oJevxP/8LXPP+gmRz9lgkhNsF6S0S09NtrKoK8++dfm6bFoGcb0eKkRGtBvqOAOq4QxeZs/jykZ7et6CRhYXFycGuLj/bSJuzx892ZFwmQgie3D6fkBFkbOJULhhyDZd8aBZe+F7+eGzyoW2K3LYIvpH7Xc4bcgXLKxfyTskL7G/fw67mzexq3tzTTpVA4OSyvKv5Vv51n6vwWK9r2l5ObYrAjsTkpL6xEyDYbKA2Ohgdk8emuN28WLSJlbmnAfCT8W4yo2Q+eC9Ie5sgIlJizvlOVPVAUtWob4YqMxGrTMpHkiQmJ0djV2TqfCH2t/sZHpvH+hpQpdZeSVsAOS0S+w/GEXp8A8bmOsL/K8R22fA+fnkAkUPkrqStTvIpNpSpo9FKq5Dl4ejGbiLKFjJh8ndYtzrM4LBGqexl4bYOJo3NPibfp8UXixUzLSwsvkxU+bpUtsKGhEJBbCyvl5XgkEzf+pHxE47buYVuYJSaBVQZHM22kjDIMDoM+yPMOXFObv/PKxmeOL7ZUEVq0IceEY86/pskPfxvAJ7PGERDsoHm77IbEs20BgPEOA7sBPJ5a6gqXUxtxTK8bWUEfI2oNg8JqdmMrR+BbGRia1qBS9mCt2wcAFKME2V8Ktl7GkmJjgM09oQEnQp4SsMIv4HkOqEb37+UfB3jpvWvxOKEEtYNKnxmknZEbDrvlZseMpOTEknzeI6qzyvzcgBYWFFJW+j4bj3Y0rAWMK0RuhkZayY91zQU87OV79GphRkXn8o/TruIFLe5BVVbXApBHSkzCnmcqapdXWduVR0ZF0e0w9HrPGuqQ/xnp7mq+ZN4J/EhGXeGjDPB/BPWlptBRp3iQnLIxDptfH+EOY5/7qokqB/YOpkfE0NYJCILuLVkJ5LSAEY0ivpjpNiBb2dRc6fguu4JcHgwSjcRePkOhKH3skho2a5x9UgzKfvh/iDNfgNJllAmm+/pay2LBAsLC4svgqCuU9TWNdkRNoRs/jwiJp3VNYvZ0bgBu+zgR6Pv4I3SPbSEAqR7IpmTmTug/m2yjTMHXcgjZ7zI3858g/8bezdzc67mnKxL+EbONWjyldSGf0aM+9xjlrAVLQE+DJvq4dOSknEdYndOe7GpxJ0pmRYJHyqFBBTBRI/MxUOdbNuiUVKsI8sw+1wHLlfvZKq2eAUAhlyF7ZTzAXCqCmMTIgFYV9dKQVchUpV2yjpa+4xBGRqP7btmsQt9aTnaW3v7LarR7WvrLdURhkAZkw8OO1LIDkYiwfWvoQT+SHLEdzhXPo8fh7/FSO0S3v7XGaxZfBNV+z9CGIe2YLCwsLCwsDhaeqwRhDlXTfU4aA15sdEIwPC4ccft3KKqA0I6uFSKVCftMtgNiGkxQJJIdENUVP/pLTkc5MqaEgBKJl6E/tF68AWojIjg3+mZJDqi0IlAICFJOlsb9gPg81azafm9fPjKRexY9wiNNRsI+BoAgRb2UqvtoCS+0DxHaAIx0jOEWgShNnPurZ6ZRaa3mQhdEKFL6AIKB3X52u6zLBIsBoaVtLU4oext7UTHLBo2PiGdxZVm8azZmYdXex6OMfHx5EVHE9R13iktOybj7A/NCLO1wdxiMS7plJ73u5O2Df42wkJjVvoQ/nzKuUTZzeAmvCG0pea4bOfl9ihtDmWN0Ogz+P1KU7Vz8VAH+fvN9nGjzcmp8BnoG83kp3LqgUT3xTkpJLvtNPpDvFl8YJtHlN1OlD2Db1XAyA4/mupEDn4PsQ+0Lo/dgaJkjMD13UdBtaMXLiG06K8IIbDnKLTboKRIJ8orMSxGIWzAa3vNxLMyxdzGqW8OIIKWF5+FhYXF8WZ/ewe6EETZbVR3doJkxo28qBRe2vMkAN/IvZpoRzL/2rcVgGuHjkOVj/xRMTViELMGzeWaEb/gx2PuZN6In/PNvIsQOHhpX/GAKwB/FoEN1SxOMhOU5+ZmH7JdR1fS9pSMoTglN5riwy4Vc9vMKOpqDVavNCdOp5xqJzmlt0pHdPoxNnUVuE3TkeMOLG5OTo4BYH1dK6kRpge/InXSEmrFp2l9xqFOSsN2uVlcTPtwP9rC4j5t3GkyihP0APiqDSSHHWXcMAAkPQeppYaW7a8i0/v5Rgu3U1P2Ces+uZWP37yKhpoNh/w+LCwsLCwsjobKrqSthFlw2iCMnXokySDWkUCSO+24nbvHGmFwDKv3mdYIQ4MyNVqXNcIhVLYA4Q2vExXyU2N3sdeWir7GfM5ZNnkchiThkF2AAkQDsL1xDyW7Xuaj1y6jbN+bCKETnzyO0VNv5fQLn2fO5QuZdenrTDnzIYLTs/HbOpBwER3SCUT+jY4y8xlAHhSNM9NDmq+VpK5xbh/U5WtrFeW2GCBW0tbihLK1oR0hmUnbCDWakvYObLLM6WmpR92nJEl8K2cIAP8rLkE/RpPDT7O7eRs+zUuUPZbcmIKe9xdWlIBQQYKZaWn8ftJZOJQD6h9tSdkBle0o088vpOusr28AYNpBSVvdENy7soPWoCA3VuGHOS46ywyQ6FGzamt8EAYpXUUefEC9ZFdkrh5mTi5f3FuNZhz4HmaF4PwaM/n7zrjLsF91ltnXhyXoWwfm49ONMngC9kt+A0B42XMs+vN7vPphkMI42BMB77wdJKHCvNW8vMNPabmGlK0iJSkQEuibA4fu3MLCwsLimLCvS2U7NDqGPV1FyGLtURQ2raGioxi3GsE3cr7D66WFNAf9pLojOW/Q0GN2/rmDB+NQFPa2tbG5semY9Ll+dzktDoiWFKYm9/WCBxCG6EnalsRLhAMjAEiybSXGJbNoYRDDgJw8hZGj+yp19bXbQBcIqRVlyrRen01OiQFgU307DjkSRTZ3kahSc08xsk+jnjYI26VmElZ7p4jwwt5JbEmWiMg243tHiY4W9lHsNm0mJD0dhI08aRBTZz2KHP0Oi7XFPGZ7m1X64wwdfS02eyTtLftY8f4PKdz8JEJYC6MWFhYWFseGym57BBwkuVxUeNuwS+bccVjcmH5tf44VPUXIhsSyrtZM2o6QZeo8XdYI4/rfxSPCQcLLngfgP6lDGLm6HATIEwrwDDXrygS1riS0FI3NAOfuBWxd8wC65ic+eRynX/Asp53/T3IKriAucSQuTxKR0VmkZZ/J+DN+g/ObF5lj04YSL95k+/a7MAxzjOopGWR1NJEYNr+b7R7zv5avrcVAsZK2FieUDQ11IIWRkdnTYibvpiYnEWm3f65+z8nMIMpmo9rnY3Vt7bEYah821ZvbJccnTUeWzD+l/+zbxqPbV0PX6mN+TGSvStYiqKEtKwfAds6QnsC2takJn6YR53CQHxPT0/65HX4212m4VPjtqZF0FpqTr4gsGXu0eU59uVmATD3N0ydQnpedSKxDpdYXZEmVOUkW/nYu2/kBAB8mC15zRaJOTEWZaQat0PPbMer6n2x+Gk0TbN8a5r+bT2Wn+3IAJjbcT6RejUcFTxgibJAtZDy6hF/AY+938u5bIdrHd6ltLYsECwsLi+PO3lYzaZsbHUVVly1RXlQqb5X8B4DzBl+OQ/Hwn33bALh26NijUtkeimi7nfMHmWrUF/Yd2a6O/hCtARZ1LfrOSk8/5Fj9tQaaD9pcgj/u86GER4OAYkc5ry+pxtshiIqSmHmWo08MFUKgrTITpoa6D9uIs3p9nhPtJs5pI6Ab7Gz2EuswF5xVqYnKzt6+tgejnpmNeqFpp6C9vQ/t9T29ErfdFgkNxfv4+M2rKKx7hXZHKzIqkp5FbGMrKalTmX5qMtlBGzpOVrvy8biv5+xvvknW0LmAYPfmJ9m47G7LLsHCwsLC4phQ2tG16CocjIyLZXdrI3bJnGsPixtzXM/drbQNZsVQGDDjWqYmISSJBGEQHd2/0lbb+CaiowEtMoFGNYuchjAoCrbzTiM/1rQubPCZzxC2sJ1z2yDeV4Gs2Bk99VZOPe8fxCWNPuzYnBMnQmoUEioZzaNo9y9i/Se3YRhhlAmpZIYOKG13hwRBGYzSMCJgLaxafDZW0tbihLKjxSxCluKK45Mq84Z/VsbnN5d2qioXZJtJyDf3Hx+LhI11KwEYnzwDgBeLtvPYDtMuYWqS6au7o7Wy1zH6miroDCMluJDHHlAFdVsjTEtJ7knybqoN8+x2M6F58+QIBkUpNG8zt1p0WyMY5WGM0jAooE7rW9DLqSpc3FWE7K0S8xzB9x7B7W+lxiGzKNHN9H3VdD77OqJiPZKnGPRCQo/+F23JBkR7/5NOIQT79mq88Lyf5UtDtLcLdsb/EG/MaOzCxyXu+cw9U2FkM4xtk/j+9W4uG2aaue9x6pSXa7zRoLA33o62PYDwWgHLwmKg/PWvfyU7Oxun08mUKVNYt27dYdu/8sorDBs2DKfTyahRo3jvvfd6fT5v3jwkSer1mjNnzvG8BIsTQLefbZLLTUiYPw+JkNndvAVFUjl38Lf4pHo/9YFO4hyuY6qy7eby3BwkYHlNLXtbWz9XX97ttSxL/GxrhPZiAw3Bc1lh2kKC/LZIptWZ7d+rN/92zjrHgd3eVx0kiiuguR1BGCkrAjkmpdfnsiQxKcncSrmurpWMSDMprdJCeUfHYcdvm5NzQHG7uJTwv3cguvznI4fI+NzLKdavp7O9HFdECvZTJprnFEMh0IG+bxWJSQqj81RSw+bj/HvrO3E4Yxg/427Gn3ovkqRSUfweG5bdbSluLSwsLCw+Nz32CMJBfkw0e1obcNCdtB173M4rWgKIlgBIsM3lQgPiQhDu2rCZE3+I47QwoWXPAmCbcTXXlZmiofCUEUixUeTFmL83+iFF8nFRezkxOvhkldPOM5W1kvTZKTNJkrBddiEAip7FoOZoqss+ZuvqB8ChEDk2nixfJy4DNAF7MlUwLF9bi4FhJW0tThiN/hCtYfPGPygikXKvF7ssc2rq0VsjHMyFXUnblbW1NAeO7faDBl8N5R1FyMiMTZzKe+V7uxS28P1h47l+mLmFcldLZY96RhgC7eNSwFTZSPKBCeKqLjXwKSnmhLAlYHDvyg4MAeflOJg9xEGgycBXZVojxIwwk7bdBciUcU6kyP5XFy8YbFbT3lDXRsPuNWib3kYYsbSJM3l0/UXcUOJA2bYPUVELWieS7IdQA9pbHxP87d8JPfM6RnV9T3/NTQZvvR5g0cIgXq/AEyFx2hl2vntdFEnX/R4cHkT5Vpw1LyI7INwhCNYKrhrvIsIm0a4IwmmgG7BqkJt1KS60jZba1sJiILz88svceOON3HPPPWzatIkxY8Ywe/Zs6uvr+22/atUqrrzySq677jo2b97M3LlzmTt3Ljt27OjVbs6cOdTU1PS8XnzxxS/iciy+IIQQPfYINsneY0vk9Zuq2skpZxDnTOSVkp0AXDJ4OHbl0N5wR0t2VCSzMkzbnqcLd3+uvj4oKiOgQrpkZ2Rc3CHbdRTrvJ2kUSwZeCS4c3uYC0NjAdgXsZ2C8YLUtEOoc9aY349QylFHzey3zaQui4R1dW0MiTKtmRSpjd0tn20BoZ6ZbRYnkyX0NVWE/rYR4Q1R2/IajSl3IuQAcXGTmfmN/xA981xQFSQtEowYtG3mjpkJk+wMCZrjX6gLtE4zkZ2VdyGTZ96PJKlUlrxP4aYnPnM8FhZfVY71YufB/OhHP0KSJP70pz8d41FbWJxcaIZOU7C96zcH8Q4bAa0eWQpilx0Mic4/bufWu6wRpIwo1lebi5B5foXGrnRWzoj+rRG0zW8j2uqQIhNwRI5neIeCTxbsmWA+i3hsKhkRTqKNFi5ve50oI0i7DG9GxkPUwAqxdqNkp0OKHQmZIQ0TAYnSPa9RUvgy6imZZHpbSOpaZN2e1eVra1kkWAwAK2lrccIobPYiJFOJIoSpEp2WkkyE7dhUlR4SFUVBbCy6EHxQUXFM+uxmY72psh0aN5qtzW38btNSAK7KHcX1wyaQH52GIsk0Bb3U+lsBMHY1Ihr94LahTD2gJq7u7KS0w4siSUxOSkQIwfzVXpr8guxohV9OMouLtWw3VbaROTK2CAkRFmirD1gjHIpUj5NxiVHIQif0xkPIoXHYgmczsi0eA8GOqE42ThyCbd5cbD/6FsqcWQg9GWG4wRAYO/YRevhZQv9dyKaVXv77op+qSgNFgUlTbHz7ahcjR9uw2STkuHQcF9wMQHjJP4jLqgGgtVDHbZO4KM8sxlYSrTN1ug0QFCY5WLJJO2aFaSyOL6WlpVx33XUMHjwYl8tFTk4O99xzD6HQiV8pXrFiBaeccgrx8fG4XC6GDRvGo48+eqKHdUx55JFHuP7667n22mspKCjgiSeewO1288wzz/Tb/rHHHmPOnDnccsstDB8+nN/97neMHz+exx9/vFc7h8NBSkpKzys2Nvaw4wgGg7S3t/d6WZy81Pr8dITDqJJER1AHyQvo7G02d4fMzr6UvW1NbGmqRZEkLs4eftzGct3wfCRgaXUNu1taj6oPIxDmNdk89tJBWYf00DM0wYqGEEvizUTmrY0GKQFByDOMqHAcYTlIdfK2fo8VvgDGNrMAmaGWoI44s992ExJNpe3eFi8JLjO2q1I7+70DuzZ1ajr268eBXcHY3cS+vz3M1jXzQTLwtF9IXswjOJyxSB4XcoG5i0fWB6HtXoYI+oiPl5mebsNuQLNdYt3HB3bIpGWfyfgZdwOwZ+vTVJZ8OKAxWRw7rJh54jlei50Ar7/+OmvWrCEt7fgVX7KwOFmo8bUiECBkwIaO1mONkBc7ElU+NnP4/jD2twIgD4lhU43pFZupyKY1gk8juqCvtaIw9B6VrTrjavSlGwF4PS3ELq2lp93wCI3L/H/FrXfQLEewPApUuY3d9cVHvEtF/Ya5U82mxzNMXAHA9rUP0+qpINPl77FI2BFp/tfYc+JjwcmGFTf7YiVtLU4YhS3eHrVPXaeZsJuRmnK4Q46YC7LMrYrvlJYd06TghtplAKRHjOG2dYvQheDczFx+NnIqkiThVGzkR5uK4a3NpoettsJMHCtT0pAcB4qddFsjjI6PI9Ju5819QVZVhbHJ8JsZEbhUczLa0m2NMKprZW6THzoFUqyCPMJx2PGel53It2tWENeQj6wPBSTWpghumfQ+d43bxEtZLpTRQ1GGZmM7Zzy2i8+AcC4inI+UOwQEGGu2kfnmv4jz15E9WOHK77iYNMWOqvaeLKvjLkTJmQxakNi2hwFBa6E59kvzncgSbKrTiMuTOXOqDUkI9ikqKz4KWonbLwG7d+/GMAyefPJJdu7cyaOPPsoTTzzB7bffflT96bqOYRybbbsej4cbbriBZcuWUVhYyJ133smdd97JU089dUz6P9GEQiE2btzIrFmzet6TZZlZs2axevXqfo9ZvXp1r/YAs2fP7tN+yZIlJCUlkZ+fz49//GOamg6vEpw/fz7R0dE9r8zMzKO8Kosvgm6VbXZUJDtba0ESRElt+DUvcc5ERiVM4pViU2V7ZtpgEl2HXgj8vAyOiuKcTFPh8o9dhUfVx/rN+ymOMHAYcMGovEO227c3zH+SzMndFbkOpm0LURZjo9wrM6pjMgD/2b+CsKH1OVbfuAs0HSG1IqclIsdl9HuOZLedBJcdXUBAN/dnqrRT7z+8PcLBKKOTcNw8lZpBheyM/x8Aqco3iWu4Be/+AzFWGW8WPZXEEAgF0XabzyJTJtvJCplq27fKQgj9QCwdlHcBuSO/C8CWVb/H560Z8LgsPj9WzDzxHK/FzqqqKn7605/yn//8B9sxEpxYWJzMVPUUIbMTodqp6GzFzhfrZ9uZFUNJlw9srGGmsgZJBpKjb1pL370M0VwFrijUhCmI0mp0ReK/GUH2tZuxUNeCjKyeT7yoIyxJdNq9jAjCpECANSu+w99fncmby37JnrIP0PXwZ45TzR+G7gogIZNWLEgffDZC6GxcdjdJEz1kdHnx7ggZaBIY+0OIoGVfdDBW3OyLlbS1OGHsaGoFydzeX95h/iFNO0T156Pl7MwM7LJMUXs7e7qKsHxeOsMdbG0w1UlvVwqCus705EzuGn9Gr6JjY+JMe4YtTaWIlgDGDnNFX53RO7nRbY0wPSWF8jadv2w0v5MfjXOTG2smaP31Bv46gaQcbI1gqmyVGe5eVgufRtfDjKnbzDXlOpKIJmzTKDrbzSdjvTS72lFFKzua6zEOSpgqpw9CmZgKhoN9DUP5MONiOtRIIrUOLqh/nXPSSoiK7v/2IUkSjotuA9WOXLeOSOkjAvWCQKNBskfhlHTzwfaNvUGGTXZweqe5LWR7oc62LX0nzhYnBsMwePDBB8nNzcXhcDBo0CDuu+8+5syZw4IFCzjnnHMYMmQIF110ETfffDOvvfbagPp99tlniYmJ4a233qKgoACHw0F5eTnBYJCbb76Z9PR0PB4P/8/eeYfHUV19+L0z9/AcCAABAABJREFUs0299y5ZbnLvDdsYsE01PUAoCSEhCaQQCJ9TCCSBhAQIEAKEQExJCC1gugvu3ZZ7lyVZvbfd1fadme+PkWWEZFs2Ngay7/PsY0k7M/fOrHfOnHPP+Z0JEyawcuXKXvstXLiQAQMGYLVamT17NtWfyqIfNWoU1113HUOHDiUnJ4dvfvObzJ49mzVr1pzuy3NWaGlpQVVVkj9zn0xOTqbhGA0XGxoaTrj9nDlzePnll1m2bBkPP/wwq1atYu7cuajqsZsXzZ8/H7vd3v2qPs3VDCFOL0eCtoXR0ZQ5jc8+VmkBYEraBTgDfhbVGM3Brs4rOuPzuXXwICRgbUMDG7oWLk+GBdXlAFwkYoi29L1o6VN1frfLhVeGQiHxHVXgE4JN2UZlzzWDxhBviaDRY2dRTc9sW13XUTfuBLqybItm9Tr+EYQQDIuPBKDRbfwr04kr6MZ7nO/QZ2lUt7Er6VUQOplNEygsnoJA4KrU0IKGfZYG54HVjFAtoCV0SyQkp8hMjDZs68YoiY7inpJDQ8feSWziMAL+Trau/k1I3/YMELKZX07O1GKnpmnceOON3HPPPQwdOvSE8whVp4T4OnBEzxbdQkZEJAc6WrB0ZdoOPpN6tn4Vvdr4zuyOjEQHknwCT5fbmJPctx/sX29IfZnGXYG62mgq2lqURatFp8TeQFPbQRb+92JM7kpUoMmsowrwAz4BOjK+gJPy2lV8tH4+z793EbvL3kE7QXNPMWkUAGavxrCBd2ANS6TTUclBy9sMdXZg1sCnQWm6AipopWc/g/RsELKb/ScUtA1xVtB1nb3tdSAgTLYhMFEYHU2irXczrc9DlNnMOWlGxuuHlaenIVlx4xqCehAh4mkPhDEoJoE/jD+vV+fqUfE5AGxvrSS4vgZ0kApikVIiurfxBoMUNxuO8/ikJH67zolPhbEppu7GXXA0yzaqQEaxCbSWINo+I9ipTA3rc54dzmqWF/+BhS9fQ+ybW5EwE5Rb+c/gD1ja8U+iWz9kvAfGe12ke7dQYT/qOAsh0K4cwqq8oayOzadGSWPDyOvRCvOQVJXgvz8guGbbMa+RlJCFecatACSLvyLhoGO/YeAuLzTO6+NyH56gzoBRZsbWGg7m+rV+6mq/vl2udV3HEwycldfJZjHPnz+fP/7xj/z6179m3759vPrqq72Cf0ew2+3EHUdT8rO43W4efvhhnn/+efbu3UtSUhJ33HEHGzZs4LXXXmPXrl1cffXVzJkzh0Of6jLvdrt58MEHefnll1m3bh0dHR184xvfOOY427dvZ/369UyfPr3/J/4/yDe+8Q0uvfRShg0bxrx58/jggw/YsmVLjweZz2KxWIiKiurxCvHlpaRr0bIgOpombwsCFVSjCmRa+hzerzyIT1UpjI5nRPzpXTzti+zISK4tMEr9/7R9B95g/xfsihub2C57UDS4ceCxm6U9scVFRVAjPAj35ochtnspTrPikSRiYgUTx9m4Id9oJPrioVWonwpk6tUN6PXN6KjocsVxg7ZAd9C2zG5GEgpCaMg4qHO5+nVOzXWb2bziXnRdJSPvQoaPuRur5EXWAmgBcH7cgK7pCJOCPNzQDJTUbNRD69E9hiN74QQL0UFBUIJFm3qOK0kKY6f/Dlmx0tJQTEXJwn7N68vA2bKbIZv59eBMLXY+/PDDKIrCj370o37NI1SdEuLrwJFMW4GFwqgoStqrUITxfDEwdvgZG1ertIOmQ4yFbQ4jQJvpldAQhPs04gt7Z7qrdQfQDm8FSUbJvwDtwGEQAtusSQhdJ6JtLe9/eD2SqxUd2GMZyCrz93nL8h1WhyWwKQz2J36L6y74FxOG3ka4LQG3t4VPNv+O/yy5kTbH4WPO1zpnDprUjkBC/2ANo6f+BoDy0rdIjis5KpGQ21U9e+D0BW1DvqbB181uKifeJESI00+9y4cz2A4mCJMj8WHo2Z4JLsnO5pOaWhZVV3PnsKLP3VxlQ90yAOxqNvEWG3+eeAE2pbexGBlvZNqWORtp33qYSED+TJZtcXMzPlUlJczG6goTB9q8RJoFv5wc3p21q+s6bV16trHDu27ua91GEHiwBSmp59fY63eybudf2V32DnGuSObtn4Wim9CkRl7NbeZA5LnMzbRS2bIfu30/ETqMCW7kw0+u45wRP2B4wZXU1+l8siRApykOoeuMbK1iVJrA8t0rCL6/EnVVMcF3PgFVRZkxrs/rZJp2s5EF1FROIn+nY/+9pEwzMTbVRHqERG2nxieHfVw03sbQNxy02WTK48ws+djHNdfbCAs7dvbwVxWvGmT6+wvOytirLvlWn/9P+8LpdPLEE0/w1FNPcfPNNwOQn5/P1KlTe21bWlrKX//6Vx555JF+zyUQCPD0008zYoRRSlVVVcWCBQuoqqrq1oW7++67WbRoEQsWLOChhx7q3u+pp55iwoQJALz00ksMHjyYzZs3M378+O7jZ2Rk0NzcTDAY5P777+c73/lOv+f2ZSYhIQFZlmls7JmZ2NjYSEpK39IyKSkpJ7U9QF5eHgkJCZSWljJr1vGDVSG+GpR2ZdrGWWwEsWOhBU0PkGhLJT96ML/aapTkX5U75Jj6sKeb7w4dwrLaOurcbv554CA/KDpxtpqq6zy+1ciAvajJROoVfTcuXXLYx3ulPoQON9WZyLlIofaNIIdyjEXTmbMsyIrgypzxLDi0ksrOFlbW72NWmpFlrHY3IKtGSs5CSsw57ryGJRhB2z1tLjLDkmn21CLTQbndTt4JFjTamnax4ZOfoql+UrNmMOac+5EkBWVIEuF/d+BQY7CvaMNyoALzNUOQRg9G3bwboedAcDvBvcsxjZ1HRqbMcEVmDUE+sEpcc9iPnHtU4y8iKoshY37I7k2Psrf4r6Rln4vFGnOiS37WOVt2M2QzQxyLrVu38sQTT7Bt27Z+3y/nz5/PXXfd1f27w+EIBW5DfOWo6jyaaZsTZWNJTRURMmRE5BJhPnOL91pFBwBSTgzb6gyJghRhBD4zHQHkgt5jB9a/CoBSdB7a9gpj/6ICIhKjOS+wjQx/E7FdagcDRnyHv1aMxqtqpIRX4fFGAi00eRtIiR9CSvwQJgz9DjtL32Tj7r/T1H6Afy+6gfPG/ZLBuRf1GltSTHijIwhrB1FSTdLNV5GRN5ea8o9pj32JJMd4asywPULiKkA7jc3IQr6mwdfNboYybUOcFfa1d4JkZIc4/UbQ8UwFbcclJ5Fos+LwB1h7jFX1/uINetjSuBYAVRTw54mzSbZF9LltnCWC7IgEAHZJTRBuQh7ZM1Cypr5LByg6iX/t8wLw8wnhJIYdDSx76jV8LTpCgZjBMrqmE1zb1YBsWs8s28r6Dbz80ZXsKn0Lm8/EJWXnYdZM6FITWmYj/078HhvUCykYeBdXzvonq61pHDKDS9gIBuwsL/4DL7zzLd5eWEKnUycqSnDZKA8jW6vQV1Sibm9EuXQm8vmTAAi+t4Lgpr6buAjFhOUyQ3smmg8IVh4i0KkjCcFlXdm2b5d4EXEycoGZSdVuYs06brfOymUhfduzyf79+/H5fCcM2NXW1jJnzhyuvvpqbrvttn4f32w2M3z40RX53bt3o6oqhYWFREREdL9WrVpFWVlZ93aKojBu3NFFgkGDBhETE8P+/T11MdesWUNxcTHPPvssjz/+OP/5z3/6PbcvM2azmTFjxrBs2bLuv2maxrJly5g0aVKf+0yaNKnH9gBLly495vYANTU1tLa2kprad0AsxFcLVyBATVfGp67L6MKBDUOuZ1zKORxytHHY2YFZkjkvI/8Lm1eYonD3COM+8K+SQ+w6gY4ywJulZRzydBIegFvD0xBy78fYaofKnzcZzbhmt8iMsCqIGj/rU4xKniFFCqlpho0NN1m4JnciAC+WrELXdfRAEHXHAQB0+TDyCbJsAQpjwjFJgg5fkFiLYedlycmutubj7mdvK2H9kjtRgx4S0yYwbsYfkCTjmUhKjyR6biIALnMMeoUd3582EFxvh4gwhKYgtGSCu4zmYkIIrhplQ+hQGQblS3pr6uYNvpao2AICPjv7tj7V6/0Qp0bIZn55OROLnWvWrKGpqYmsrCwURUFRFCorK/nZz35GTk5On8cMVaeE+DpQ4TSqQwUWLIqGWRjPEoPOoDQCdGXaAp1ZMRx2G1UxEUf0bP1BRGLPhCzN2dItH6SMvgq12NDsD04o5M1lt5EcaCLRDwJIyz6XotHfJzfa8KljLREEdWMh1h1oxt1VCSTLJkYPvJ6bLnqLzOTxBFUvizb+mg27/96nzxocfgG6cCI0gbp5J0Xjf4KihGH3HGRU4AMA9gQ0NP43dW1DdvPkCGXahjgr7G/rRBeGQ+FXLUSZTAw7iZT3k0EWgguzsnjpYAkfVlRxbnr6KR/rhX1voekBgnok9466gqK4pONuPyo+h8rOFnbGOJg+fAzCdNTB1HWddV1B272NUWg6zM2zMDO7pz5f225DLiB6oIxsEah7veitKtgE8hhb97E273uB9bueAXTiw3O4vPp8TF4nuuRENa/FOvcxRjfEsLGhg7V1bdw4OANdSaZer6NEGsw4cxrJjuU4fbsh5jtkR/+Ciy+4ELM5jEBbLsGlhwn8aw9SeiSmudNA1VCXbyL4xmJERBjy0ILe1z5nFErReQT3fEIif8N+4K8kjDVzUb6F53e4OdSusrclyMDxNkylfqa3eXkvykbFYZWDB4IMGvz1auxglRVWXfKtszZ2f7H1Q6akrq6OmTNnMnny5JMWX7fZbD2yUzo7O5Flma1btyJ/JhM+IqLvRZHjkZubC8CwYcNobGzk/vvv57rrrjvp43wZueuuu7j55psZO3Ys48eP5/HHH8flcvGtbxn/r2666SbS09P5wx/+AMCPf/xjpk+fzqOPPspFF13Ea6+9RnFxcfdn1tnZyQMPPMCVV15JSkoKZWVl/PznP6egoIDZs2eftfMMcfoo79JOTLRaKbW3gAhiwwgmjks+h0XVpQBMTckiwtS7+/KZZHp6GudnZLC0poZfbNzMCzOnkxzWt+RPSYedv+0xHK/vlpuIP793wMWv6vxmrRNPEIbIMrNbFCLHy+zY5MVhVbAJnUlTep7jN/Im86+ydey317GpuZRx9Rp4fejCjS41oQw9FzDsbKu9lPLa1TS1H8ThqkPXNcymcOKj8xlvi2NTZwFCMgKtCk4O2Y8diHbaK1m3+IcE/E7ikoYzcdZjyEpP+x+ZrwABPJYYRGEa+tY6tC31YA5HCDdCzUYt34zmbEGKTGDkIBPpxRI1ssabDo3/aw4iJR6990uSwohJ/8eaj75DRclCCobeQGRM7ok/qLPI2bKbIZv59bCZn17snDdvHnB0sfOOO+7oc58ji50/+clPuv/26cXOG2+8sU/N2xtvvLHbFocI8XVD13XqPe0ASLqNRo8TkzCeJQbEDDmzY3cFbXfHRKE3Q6JPIGsCk6qTlib3yngPbHoT1CBS1gioDkAgiJ4Sx5vlv6HNWU5CUMGkBwmYYxg19TcIIciPDmN/WydmYUPFWFSRRQeVTieDY2O7jx1hS+TKmU+zbuff2LJ/ARv3/B2Pr52ZY+7tMY+wkaMIrH8ecyCS4MoNWKeOZeDI77C3+EnibK9g0c7HI5mpTJXJrVfRygPIg4/fWLw/hHzNo8f/OtnNUKZtiLPC/lZnd9BW6GGMT0rspQl7OrkwKwuADY2NtHlPrQRhd1sjHxx+H4D8mInMzTq2lt4RhluMTLVdsXbkKT3LoA50dNDs9SILmXZXNKnhEj8Z29NZ1XWd9i5phLjhPRuQKRPDEGaBpgVZuvm3rN/1NKBTlH851/q/i6nBCYqOalqFlDccecAkpqYZRmddvWF0Y61GN2xZOFjnKUBpfQk5OBIkD5XOX7Ot5Hl0XUe5ZABSYRz4VfzPbUf3BlEuOgd5/DDQdQL/eh+tvu+MIvPsO9GFiXCK8RSvAyDaInFujmGYFh7yIY+1gYCYQz7GFOlAgHWr/bjdX69sWyEENsV0Vl4nU/I8YMAAbDZbrwzNI9TW1jJjxgzGjBnDggULkD7nd3fUqFGoqkpTUxMFBQU9Xp/OhAkGgxQXF3f/fvDgQTo6Ohg8ePAxj61pGj7f6Ss7Ottce+21PPLII9x3332MHDmSHTt2sGjRom4NqKqqKurrj3aHnzx5Mq+++irPPfccI0aM4K233mLhwoUUFRll4LIss2vXLi699FIKCwu59dZbGTNmDGvWrMFyjAZPIb5alDsMW5sbFcWe9npMOJCFD6scxqC4USyuMYK2czMHnJX5zR89kpzISJq9Xu5Ys456l7vXNrWdLu5avx6/pjGhReLSOhl5cEKv7Z7d7qakTSXaIrixyYSEQE4T7PAaD+gTB0tYLD3vhbGWcC7PHgvAP0tWoW41AsO6XIlIyEIk5VNavZzXlt7MKx9fy7pdf+NQ9Sc0tu2jqf0ANU1b2XnoDdIdz3KpNp+wlhKsGsg4qXX13WzI3VnPukXfx+dpJTpuIJPO/yuKqbcDY00UKBECPQiBmUOx/HwSUn4sBKIBEGoGaBLBPcsBkGXBzHQjKL02UcL/ce9s24SU0aRmzQBdY9/Wv/U5vy8TZ8tuhmzm14e77rqLf/zjH7z00kvs37+f73//+70WO+fPn9+9/Y9//GMWLVrEo48+yoEDB7j//vspLi7uDvLGx8dTVFTU42UymUhJSWHgwIFn5RxDhDjTdPjd+LUA6BBtiuZARzPmrgXg/DMYtNWdfvQ2oxp1h2bYtzS/cQ9NdwQw5fdciNUDPgKbDMkn06RvoG4wJJW2xe+kzVlOnBxNRDCIBhQnz8RsMbJq87sybX1Bc3emrSI6OOzobUeFkJg68k5mjfsFINh56A1WbXukR8ZtWLqMXSlER4V2L3pVPflDrsMWnowmWpkY/BCAnblGgpJ26PTcd0O+Zt981e3mKWXalpeXk5eXd7rnEuJ/BF3XKbG3ghTEKEywMD7p+Bmrn5ecqEiGxMayr72dpTU13Q1Q+kuju5N7NryHFUN0/I4Rt/Rrv+EVRtDjYHQn/ngT1k+9t7Yry1YLxmBC4ldTIgg397whuWs0/O06khmiC2X0Tg11q9G0SzknDFUL8NG6+ZTWLEcIiXPHzmeoq4jA+ncBUJX1IFxYzv8BQgimpMbxCIfZ3erE7guQasvB4QFF2PHKXmLSYrh01rPsKH+arQdeZsPuZ3B7W5kx+h7M3x6B94/r0RtdBP61B9OtI1CuvgC9tQOtrJrAC29jvutmRJi1xzlIcRmI4dfAzn8TVv0UqncqstXE5YUWFpe5OVS2gWKtmM4JO3FKFWjlflIjQNWj+eSdAQwsmkRWwYXYws98c5wQBlarlXvvvZef//znmM1mpkyZQnNzM3v37mXOnDnMmDGD7OxsHnnkEZqbjwbrj6eTejwKCwu54YYbuOmmm3j00UcZNWoUzc3NLFu2jOHDh3PRRYZelMlk4s477+TJJ59EURTuuOMOJk6c2K0x9Le//Y2srCwGDRoEwOrVq3nkkUf63SjkTHI67eYdd9xxzAyhvpqHXX311Vx99dV9bm+z2Vi8ePFpmVeILydHMm3zoyJZVFOOFaO8cUTiBHa1tdDidRNlsjA55ezoK4abTDwxdTLfXbmaqs5Oblm+gh8WDeX8zAwkIVheW8tfdu7G7veTo9j41T4dKTMaEdHTUdtQ6+eNA10yQ8PDCNuhgoA9ZUGCkiDJHWTg9Mg+53BjwTTeOryZ0oYK1H0dCECTK1ALz+ftlT+gunEzALJkJitlPJnJ44mJyECSTHh9HTR3lLC7Yjl4a4n0lDMOqFRq2El7r7G8nlbWLvo+HlcDEdE5TJn9t26n8bMIIYjMlWjfreIsV4mcFY35p+NRdzQS/HcNQvMi1DQCH72NHDUTeWgiV4+38tq7XhwKrN7n57x2FSm2Z1bJkDE/pL56NXWVy2lr3kNcYtFJfmohPk3IZp4ZTpfdvPbaa2lubua+++6joaGBkSNH9lrs/HRA4Mhi569+9St+8YtfMGDAgB6LnSFC/C9S6+rSs8VESlgEJR3bCBc+FGEiK6p3teXp4og0gkgOZ1ujkcgU3yWNkGkPIBX0THgK7l0G7g5EdDKSuQC1dQcBRWObZSNhpijifRAAii05tNibadz1Bn5nA/ntzVxvb8XiEgykHc0ETUob1W0NkJ3V59yGF1yFJBSWbv4t20v+g80ay4ShhrappAgCqeeiVz6HUHMJrt2K+YZLGDTyu2xf9zuG66+yXp9DscXKPEAt8fP1qi89PiG7eXKcUtC2oKCA6dOnc+utt3LVVVdhtVpPvFOIEF00uH04g3Ywg9AtCCTGJCae8XEvzMpkX3s7H1VWnVTQ1hMMcPfGxXgDe7FJKhkR+eRHDzrhfrquk1zsJLHQTLPVz462KiYmHTVqq+qMbDhJjefKgVZGJPW+VbftMoxTzGAZySwIrHZBEESmCT1TYtGGX1FasxxZMnPhlD+QHz0e35/+aeyca0JvqEHKHoGcPRKAlHALA2LCONTh5oM9rXgqsyASFDoAnexJnURFx3POqJ8QGZ7Cyq1/ZuehN3B725kz6XeYbx2J//HNqNsbEMujMc3KxXTLPPx/eRm9zU7g9UWYbrms10pb2MW34tz1Pha9AtfSdwibczGmujf5vvoqNq2Z2hL4rKWShR3VV8y+rcXs3/Y06bnnM3TsnYRFhHQ2vwh+/etfoygK9913H3V1daSmpnL77bezdOlSSktLKS0tJSMjo8c+n0eHeMGCBfz+97/nZz/7GbW1tSQkJDBx4kQuvvji7m3CwsK49957uf7666mtrWXatGm88MIL3e9rmsb8+fM5fPgwiqKQn5/Pww8/zPe+971TntfpImQ3Q5wtjmTa5kRF0u5vJU46GrT9uEsa4byMPEzS52vS+XlICQvjHzPO4Z4NmzjY0cGD27bz4LbtSMARlbfBsTE8VBVFZLAZeUjPLFuXX+NPmwzd3qsGWhnqlKlExZ8mKG/SQdeZFKUhmfrO1Ei2RXNJ1mj0DTsRmoYudYDk4KPW92lw+pBlC2MG3sCogdcTZu0t5TSYi8gruJ3bP3qLYfo7JOkV5ARdJARfobJxNNnJowHw+xysW/QDXI4qwiJSmTL7aSy240tDRebJRtD2sCGVJIRAGZWCXjcSddlGhJqFpq7D98xq5EFZxFw9hCKrwnZfkPfSFWYs7sT8jegex4yKzScr/yKqSt/n4I7nmXT+48f/gEKckJDNPP2cTrt5Ohc7+6KiouIUZxYixFeDGveRoK2F9HAbFZ21hEuQHV2ISTpz4cYjQVtnVizlncYTQYwmIXSddGcQKafn2N1ZtuOuRN28B4CDsWXoJpmhtkK8LcXEY+UyVxUylVTVr+ved2KPIwkgiN78A/YeLCQ2byZxhXOwxvRc4C7Kn0dQ9bFi68Os3/U0UeFpDM65EADLgCH4a9uxqrloOw6gX34+WQMupmT3i+CoZqT2LvvEteiAVuZHV3WE/PVrxH0sQnaz/5xSnvG2bdsYPnw4d911FykpKXzve99j8+bNp3tuIb6mlHa40SXDidR1G4lWK5kR4Wd83PMzM5CF4EBHR3fm0YnQdJ3fblvFQXsrUdIhAGZlXdKv9H+9xgkNbsa2G5IEm5pLu99r8ng4ZLeDDinWBL43qreGn67ptHfp2cYO+4w0wrQwVm1/hJKqJUiSwiXTHiE/fQaBNxeDy4NITSDYYUg5mKfe2OO445NiAPh4dztRzjx0XSCJABJuIwO6i1GF3+DCyQ8hSQqHqpfywdq7ITsC0xVGwDq4sAT1UBsi3Ibp5ktBltB2l6Bu2NHrXKSwaLyZ3zauafFf+eT1y9hb/AQ2rRk30Ry2XsTYCQ8xdeuznLvhP8w5fwmRqS9i9/0UXRqFrqvUlC/ik7evpGzvf0JNyr4AJEnil7/8JRUVFfj9fiorK5k/fz633HKL0aynj1d/uOWWW+jo6Oj1d5PJxAMPPMDhw4fx+/3U1dXx9ttvM2zYsB7bXXHFFZSVleH1elm6dClZWUdXv++880727NmDy+XCbrezbds2vv/973/ukprTQchuhjhbHO6yd9EmC5poxdKV/Tkodgwr6ozqkbMljfBpksPCeGHmdO4cVkR6uPFMoGFo8X5/6BCemTaN2P0dAEifkUZ4ZrubZrdGeoTE7aPCcJSp6ECZbNyXClv9JI87fsDn5gHnMLvRyN7VpMM4TToNJh8ZSWO4ae4bTBlxR58B2yOkR1jxmQtZLd3Gbgt4BETg5J0V32XbgX8R8LtYv+ROHO2HsNgSmDLnGcIiTpwxEplnBNNdVRpa4Oh9Vh5tlOoJLRVQ0C370fa34vvjei61GRU5eyOhdY0LvVPtddzCEd8GBA3Vq7G3lZxwHiGOT8hmnn5CdjNEiC8P1S7DRxS6hTibhKlLGqEwZugZHVer6tKz7fJfE/wCqy5IcqnY0hSE9ej9Sm04hFa1EyQZedAFqLsPAlAVW8akQArm8mKiAwIl4ENGp1W2EkwdSdKIb5A+4XaWxFzOB+EXsylmDAdsEm2KjkDH3XyQ2k3PsvuVeZS89yMctVt7zHFk4bWMGWT420s3PUBDqyGzFJEr4xAj0UU7qDpq8R4kycSgEUZDrTHq23hEgLpYCbw6enXgjF7LLxshu9l/TunoI0eO5IknnqCuro5//vOf1NfXM3XqVIqKinjsscd6pDCHCPFZSjpc6MLo7CywMiYx8aQ0UE6VGIuFKV0p9R9XVvVrn+f2F7OsthyLcCBTj4TEORlz+7WvWmxk0k4IzwZgU9Oh7vf+c7AWAKFH8stJcdiU3uffWakRcOrIVogaIKNV+NGrAqDA3tQP2HnoDUAwd9JD5KZNRdt5EG1PKcgSDJXBa0fEZyEPOqf7mG1tGq79hm5eo9nFpAEJqMQARrZtib2lxxwGZs9m3vS/IssWDtet5eMNv0RMS0Memwqajv+FHWhtHqTMVJSLpgMQXLiiT31bffxkPLIZJegmubGV8MgMhkz8NS9bX+Vt7Se0Jc4iMjcPUzACZYeFydOHEeAKGhxPkj/yFeKTR6EGveza9Ge2rJxPMOjp1+cQIsSXgZDdDHE2cPj9NHsNyQBnwI9ZNCKETrw1mUNOHXcwQGpYJMPjvhzyMyZJ4puFA/jv7PNZdPGFfHjhXN6/cA63DBqIpc4FnQGwyki5Md37bG8MsLBLC+7eiRFYJHCWqjTawOEDc1BjdJMXuej4Gs1pHsEwh4yOjq5UcTgKxg65hStnPkNM5ImlI4QQFMaEoxGJw2Rimw0qpWx0XWP1tsf4eOGVtDfvxmSJZuqcp4mI6rvc8rNY4gWmSIGugqv6aHdpKTURkRyPQEKo6YjCmm7t+Ukf7yBKhYAE76abCSzu7HXcyOhs0nONZkoHd/6zX3MJEeKLJGQ3Q4T48lBq7/q+6RaECGAWTQAUnEk9W13vzrTdZTH815TAUT1b+TN6tsHN/wVAHjID395yhKrjtLSRGbBDezUCgYhIIHvmL1k29of8Kn0Gu4uuJ/uce0gbfxsNmZezJGI2W9Iv5bXEeJ5Nh9+mXkzmufcRlTUJENgr13Hw7e9S8t6P8LRXdI89beSPyUufjqoF+GDtPXh8HURkyXSKc9CUMgDU9TvQdZ2M/NlYw5IJp52h2hK2ZhnnpB7yn7FrGeKrzecKCSuKwhVXXMGbb77Jww8/TGlpKXfffTeZmZncdNNNPZqhhAhxhEMdLuhqQoZuY3Ri72Yin6bZXc+GumVsqFtGvav6c419YbbheC2qrkE9wWrNR1Ul/PPgdgBmpRgZriOTJhFnPbGUg67p3UHbiUOGA1DiaKDF68QX1HmnrA6AITHJjEnpu6Sk/Yg0whAFSRHdWbZ14/excs+jAEwdcSeFWeehe30EFhpC3vK54wnuM0pDzFO/iZBkdF1n/94Ab73mwdpiQ+jQqfgZNdGEEF2drkUHBzt6d7rOTpnApVMf6cq4/YSlm3+Lct1gRHokOP34n9mK7gkinzMWaVAeBIMEXn4P3X90tbC+ahVb9nyL0njDsc53WJk190UGDrmc6bmGlt/7pT6U8YZBDm52ExYmGDXGuDa7duUyefY/GD7hHoRQqD28hPVL7iQQcJ3wswjxxTJ37lwiIiL6fD300ENne3pnnZDdDPFFcqSqJNlmY197A1aM8sYRieNZ3VAJwHnpeV/IwunJIIQg1mIhwWbtnpu631hUlAbGI2Tj8dUX1Hl4oxGQvLTAwugUE54GDY8HarqaAY+u9xI2yIywHf+RV926DwBNbgDhRRp1NdNG/ghJ6r+SWGFsOCBhlhNRBRSbhuGKvYgkP6idTSBkxp/7Z6Ji+6//J4QgMs+Yu7O8Z8asPNKofBFqJlrNNky3DkC5rBBZEkxuMxzdVUkSgaUudEfvbNuBw28FoLbiE1zOun7PKcTpI2QzT0zIboYIcfYpdRwJ2obR6OnA1KWPf0abkLV7wekHSbDLZVSdxHTp2WY4AkifCtrqPjeBHR8BII+Zh3fFSgAcEeUgJDoVndaYCIZf/wZJRVeQmWQ0DTzkaOg+RkGMUfkqC2t3MzKX7MGdOZOBlz3FsBvfIXHYVQhJxl65jr3/uY764gXomooQEnMm/paYiEyc7gYWb7wPyQIkDycgO9AJoDe1oZVVI0kmCofdBMA49Q22hBkLslooaNsv/hft5ucK2hYXF/ODH/yA1NRUHnvsMe6++27KyspYunQpdXV1XHbZZadrniG+RpS0dx7NtD1O0LbJXcdDm37Cdz+5iD8V38Ofiu/hB8suY/6ab7GnZWuf+5yIKSkpRJlMNHk8bDvOCv2OlgYe3L4agBvyh1DRYfx8btal/RpHK21D7/CCTSF+eDaDotMAQyJhwW4nHt0oT/3pqL6zd3RVp32vEbSNHS6j+zSCG9x0hNWyJPr36LrK4JyLGTv4ZgCCH68FhwuRGIue7EZvr4OwGJRRF+H36Xyy2MeKZX6CQcjNMDEw1vBmtzU7iDAbGrEmOqhzO3H6e3c/zEmbwkVTHkYImf0VH7Ji9yOYvjcKoizodZ34/7kDdB3TdXMhMhy9sZXg+yvRtCB7i//Kxk9+SjDQiSNyKF4ykII+ghteAwxHG2B5pQ/3MAvIoNcE0eoCjBhlIixM4HDo7Nujkj/0OqbOfQbFFEFrwzbWL/4hwUAo4/bLxPPPP8+OHTv6fN1+++2nfNxjlbp81QjZzRBfJEf0bPOiojjkaMDcJY0wMHYk6xuNRdDpqdlnbX4ng7bPcBDlT0kjvLrPQ41TI8Em+MFow9lylKrURIAqQVxQpbDFjzLadtxj67pO54b1xi9SJW0mE+9G5Jz0HI/YVlWPB8Ai7MS3HcCmGVIP9SaVpbv+gtdnP6njRuYazupng7bSqK6grZYKqox6YDWmC/Kw3DWBq+yNANRYdEqsEoEPe3fAjo4vJCltIuga5ftfP6k5hTg9hGzmiQnZzRAhzj5N3g4ArFIEpR2lSCKASbKQEZl7xsbUu6QRPOlRlHYtPCYEJWwBjViP1iNoG9y5CHwuiEunbNnThHlsaCKIO9dGU7hChwWGTLwHs8XQeB8YZfi/JfajQdv8aOM5whswoRIFgIyd6k4jbmGNySRnxnyKbniLqKxJ6Kqfmg1PUfLenQQ87VjMkVw89c/dFao7D71BRI6JTjEJXTYWytX1OwDILpyHJqKIoR6vaSMA2iFfSAKwH/wv2s1TCto+9thjDBs2jMmTJ1NXV8fLL79MZWUlv//978nNzWXatGm8+OKLbNu27XTPN8RXHKc/SJ3bDiIIuiDJGkNGeG8925L2Pdyz+ptsaVyNhERe9CAKYoYgC4UD7Tv59frbeHHvX1D13pkjx8Msy5yfaQhaf3QMiYSaTgf3bFpMQNOYmZbD0JhW7P42EmwpTEyZ2a9xjmTZyqNSECaJSUmGXuDy2kP8+2AdCI1Ys42i+Og+93ce1gi6QAmDqDwZdYuHgM/DkjEP4VOdpCaM4Lzxv0IIgVbfjLrW+K4pV5xHcMO/jHOdeC3NbSbeeM3DoRIVIWDCJBOXzLMyLsUYd3uTneQwo0TTIhkZWeXO3t2uAQoyZjJ30u8Bwa7St9hU+yKW20eDSULb10LgvwcQkeGYrje6L6rrtrPr9bsp2bUAgPwh1zFq+HO0Ygh1B9b/B93VztAEhfwYGb8KS5sCSF0lrMHNHkwmwbiJRrZt8WY/Pp9OQsoYps59FpM5iramXRSv+iW6dnL/D0KcOdLT0ykoKOjzFRd3/IY7X2dCdjPE2eCInm1eVCS1rkbMGA6QLqXTGfATa7YyNC7pbE6xX+ieINrhDuConm2rR+PVfcai3R1jwokwG4+09SVBmrpitOPL3UgC5JHH17M9uPFVbA4djSC6XMvyuDQ+qdtLhfPkyq8HxhjPM85ANLIOl3TuJMVbhqzYKJryC6SwWJra9vPW8tvx+Dr6fdxuXdsaDc1/1KGTkuIR6UlGyaeaYXTNBqTcGAp/PJJMv4ou4N1sE8HlLrS23rYyf+j1AFSWvBOqXjkLhGzmsQnZzRAhvhz41AAe1bC3MaZo2rzlAOREDUQWZ66J6RFphIOZ8WhAVBDCdEGaI4iIkBDJxti6rhPYbFSZNuktxNQbWbLt6QFcifH4dR8JKWPILLio+9gDog3JxFp3G50BQ0Yqryto2+aRCGIcQxHtVDl7SgxZY7IovPSv5Mz6DZJixVG9iX2vfxNP22ESYwuZNvLHAKze8ThqWhVOzkFTjGum7TmE7vGimGwkZ1wOQCHv0WoDvUNDbw75tCfif9FunlLQ9plnnuH666+nsrKShQsXcvHFF/cS301KSurRaS1ECIBS+1E9W7AwJimpV1lmvaua32/6EQ5/B/nRg3ny3Ld4dPqr/Pmcf/GP8z9idvZVALxb9goPbvoxrkDv7JHjMTfLyG5dUVuHOxjs8V6Hz8tdGxZh9/sYFJPA/aNn8mH5fwC4MOca5H6USeoBDXWbsWonjzNW8SYkGaWQ65tK8QvDCbwoJ+OYJaltR6QRihSELAiudLNh4Au026oItyVwydRHUGQzuq4TfHcF6DrSsEIwt6HV7QfFwoGwy3n7TS8Ou05kpGDeVVbGjDMjhGB0krF6uLXJQU5UnjFXOgAoc7T1OScwNG5njZsPwKa9z7PT+xHmWwz5B3VVFYEl5cgDc9DHGEHqzJ0RmKRwxs34A8Mn3kPsICudnIOXgeB341+1ACEEl3Rl2753yIc8zvC21U0edF1n8BCFmFiB1ws7thmSC7EJQ5h0/uNIspn6qpXsKX7yhJ9LiBBnk5DdDHE2+HSmrStYjiQ0zHI4e9qNe+mUlCxk8eVoOnQ8tJJW0HREUhhSguFUvbDTjScIg+MVZmV3NRAL6Bzo0EFApk0nxaUiDTAjoo7tVFY2bKJt7ScA6EojiCD2gvHo6Lx0aPVJzTMr0oZFlhCBSM63Q3bAgR+FyRc8ycCBV3HVrOcIs8TR3HGQt5Z/D7e370XSz2KOE5iiDV3bziqtx3uflkhQyzahe4xAvRRrY+5Aw54Wxwr8GgTe6j1ecsZkIqKyCfg7qTr0/kmdb4gQZ5KQ3QwR4stBvbvD+EGXiLdaupuQDYobduydTgNapWHP9kQbfmvip/RspXxTtx+t1exBqz+IBjhkjSiX4etbz5lMffVKhJAZMWl+D7872hxGss1IYjoikZAdaTxfdPgkOJJpKzq6M20/jRCCxCGXMvial7BEZ+J3NrD/v7fS2bCbkQOuJTtlEqrqY0PL73AxAlUE0EUHBFXUHQcAGDnhWjQksvSdbMkxMnG1kt4VryFCnNKT+tKlS7n33ntJTU3t8Xdd16mqMrIXzWYzN9988+efYYivFaUdbnTpqJ7tqIT4Hu+rWpDHts7H2RWw/d2Uf5D+qRLFWGsCt4/4BXeP+SNm2cr2pvU8sOGHJxW4LYqLIyM8HI+qsrL2qIZbZ8DPTzZ8TEVnB0nWcB6dOJsy+04qHCVYZCvnZV/er+Nr+5rBE4RoC1KBsdozIi4Ls2QmoLvQFeM7cl5Get/7B3U69hlB27hhClp1gFLnSvZnLgIEcyb+jnCbcd20/eVoJRUgyyiXTMe/5mUA6uMvZO2WMDQN8vJlrr7ORmrqUad1eHwUsoAGt4/08BwABA5ApcxxfCdyeMFVTB72AwBWbvszJTHbUC43dIGC75bQ8ckG1okFeBUP4f4oZoT/lIy82QCYIgThWTLNfAeAwKY30exNXJBrwSxDWYfKwRwTKKA3BNGrg0iSYMIkwyHftSOA12tkGcUnj2TMtAcAKN3zCvVVq0742YQIcbYI2c0QZ4OyrkzbJJsNWa8BID+6iDUNxv+5aV8RaQT1gKG3Lg0ysmwPdwT5oMxwbO4YE9btiJVvD9JuBnQY22ZkzsjHkUZwuOr4aO188tu6pIpEJSIinlnjvwHAotqdtHp7O2vHQpYEwyLcXOFaT1IQfELweuRFSDGDAUiIzjcCt9YEWjoOdQVuj71QegQhxLElEo4EbbVkCMoEDxwNNM8bG4asQ4eisybVjLrBi1rT0yEUQiJvyLUAVBx8O1SaGeJLQ8huhgjx5aDSdaTniYUIC5i6EpDOaBMyTUfrkkfYrRt+YJwmATppziBy3lFpBOeSxwFwWEEPZCDrCsH4MHbXvQIYUgRRsXm9xiiMNu4tB+1GhWy4SSY5zIxAEGsx3pOxU+k8dpwhLL6AwVcvIDy5CNVrp+TdH+Jq2scFE36D2RRBY/semnLeo1NMQZMrAFC37AUgIiqFZjEVgJaYD4z3Qrq2IfrglIK2+fn5tLS09Pp7W1sbublnTtckxFefkg4XelcTMoGV4fE9g7bvlv2L0o59hJsi+b/xj2FTwvo8zpT0C3hoygtEmKI51LGH3278Ie5A/xwrIQQXZhuSAB9XGZp+XjXIzzYsZl97M9FmC09OuZBEWzhvHTI6Ks/MvIRIc99SBp9F3Wrc+JWxqQjJcCQDqowcNL4butRKalgYg2Ji+tzfcUhF9YApUhCRI9G+upxVQ41M0nGDbyErZYJxHE0j+IERqJTPGQNaO+rBtegINgavQpLgnBlmZl9owWrtmdEbZpIZHGdo7/m1WDTdjEBHwX7cTNsjjB96KyMLrwNgycb7qRlShzInH3tYDWvL78HpraGsoMK4DpvK0KqP6gXFDJJxMx6/bTgE/QTWvESURWJmlmF836/yIw83SlmDm43ma3n5MnHxgkAA9uw62uAsI282+UNvAGDr6t/g7jw6TogQXyZCdjPEF02Hz0e7zwjQtXg7sQhjQS4nuog6txOzJDMhKeNsTrHfaCWGwygPNJ4ZntnuRtNhWqaJEUmGhI6u62zZYdiHTBtEHzTOXR7dtzSCqgb4YO29RHYIon0R6JKOLtchD5lJUUIOw2IzCWgq71Ru7vc825v3ck7jg8RpdlwSfBRlpUZJZUdrU/c28dF5XD3rOcJtCbTaS3lz2XdxeXo3Af0s3c3IDn8maBsfg8hM6ZJIyCS4Z1n3e1EWmeFRRoXQknQJEPifrO0VmM3MvxBJtuBoL6W9ZW+/zzdEiDNJyG6GCPHlYF9bV7M/3YKuezB3NSEriBl6xsbUm93gCRI0S+x1GjYrMSiR4NOwqjpSgeE3tu5eiFS+A4DapEgiXYaP7x8QTXvLHmTFxuBR3+tzjCO6tofsR5sZ5kQZsYcocxq6DpIIUN3ZeNy5mmyxDLz8WSLTRqP6XZS8+0Mkj6NbJqE04jna5CJ0pRIdHb2iFq3Z8LctiUYFcay8goDciVYSCtqG6M0pBW2PtQrf2dmJ1Xp83bAQ/9sc+lTQ1ipFkBMZ2f1eh6+Ntw4ZJU7fHno3Cbbk4x4rP2Ywv538LBGmaEra9/Dgph/jC/avKdURiYQtTU3UujqZv2kp21vrCVdMPDn5QvKiYtnZvImdzRtRhMK8/Jv6dVzdr6LuNlYf5dEp3X//914PQZ8hGaCLdmampZ5QGiF2uIzmD7LE+Xv8JhfJtiFMGn5UXFvbcQC9oQVsFpTzJtK2yFhNrLJMQ43OYt6VVoqGm445TlG8ce1rnAE0jOwlhQ7KHG0nzLQRQjBj9M8YlD0XTQ/ywdp7KB+4iy2DFxBQ3ES7Mhg0/F4jA0jTCbz2MbpqlHRGD1IAQZPvFgACW95BczRz6QDj3rGswod3rPGzutmQSBBCMGacYZx37gjg/5SmX9HYHxGbMJSA38GOdb8PZQmF+FISspshvmgOd0kjpIWFsaetDktXEzJH0Ah8jktMI0wxnbX59Rfd7kNvcIEAaUAsO5sCrK8NIAv4/qijmvjlpSrtXh1Jg5ERgA4i04SU2Les0frdz9DYtpeBHV22WWkAoaIUzQLg2rxJALx1eDMBLdjnMbrnqOuU73+D1R9+GyXYTrOUzMfR4FA8gMrutp7auHFROVx97j8ItyXS5ijnreW30ek5vn7up3VtVV/P+4nc1ZBMUjNRD21A/1R28OVDjfvLvnBotQr0ZguBhTU99jdbokjPMc678uA7x51HiBBfFCG7GSLEl4MSu7HwKHQbrd7DCKFilsNICT9zC79H9GzLshPwaWDRIFoVpLcFjOeBXDP2qo10fPQgEuALC2OH2U+604gf7PG9B8CAYTdhDeu76fkRXduSTwVtc6OM6hyTFIGG8Yzh8DfRGQj0PsCnkE02BlzyOBGpI1B9Tg69/2MGpUwjI2kMKl52p2xEFyq6ZCQYqcXGAumEkeNpETkowkdlyiqj0tQR0rUN0ZMTC3R+irvuugswAjb33XcfYWFHsyBVVWXTpk2MHDnytE4wxNeHoKZRZneBYjgThVEpSJ8KKP730At4gi4KYoYwI/OiYx2mB7nRA3lg8jP8et132de2nT8V/5z/G/8YJun4jmhaeDijEuLZ1tLCj9Z9TLWrHYss85dJcxkcm4ima7yyz8hunZ1zNcnhfUsZfBbtQCv4VUSsFZFtZOY2uVRe2+9BqFmgSyD85Mf0PT/Vp9Ox37hRxw1X2L7iFRqi92JSbcw99yHkrvPSVY3g4nUAyDPGsWtrGzkHPwagPvN6rr7GSnj48ddkhsZHAvXsa+/EpqQQUOswiQ7sfh+tPg8J1r6znI8ghMQFE+/H63dQX7OOPWsNoxkrChlTch3SwQrEJQMhrAK9vhl13TaUc8ZiTRKY4wSutjFoCcORWnYRWPsKw+f+lJxomQq7yvJoidlmgd6soh0OIOeZyS+Q2RIj6OjQ2bs7wKgxRhBXkk2MOee3LH/3Ohpr11NV+gHZAy7p1+cVIsSZJmQ3Q5wtKrrK+XKiIjnQsR9Z+ACJvR1G8O8rI41wyMhGEemRiHAz/95sSD5cmG8hq0urVlV1NqwzslNS3RDXeEQaoe/ATk3TVor3vwQ6DHYOAvzolEFYNHLOaABmpQ3l8T2RtPicLK/bx+yM4X0eKxhws33dg9SUGzY4LGUa/3ZeQqz8KwR+ZJx9yg7FRmVzzax/8Oby79HmqODNZbdx1bl/JzKs7wVrS6yEOUbg79DprFKJHnD0EV4eMYjgeytBS4SgQvDgGkwj5gJwTp6Z8E0Cl6Tz8SAz39zhI/ihG3miEzn16MJ5TuHlVJd9RE35YoZN+BmK6fjPACFCnClCdjNEiC8XlZ1d1SC6jVbvASKAzMgBSGdQE1+vNmz93uQ4UCEhKCEQpDsDiHQFr6eC0g/vIceldW1noaAjEYHAl2SmNVCGxRbPgKIbjznGwC55hDJnE0FNRZFkcrp0bX1BE0EikXEh0051ZyeDY2OPO2fZHM6Ai//C/je/hbejktIP72b6effy6pKbaYxdi71hELHyYdBSUYv3osyeyqA0hRfEXKbqz1CWsYT82gtRS/0ox5F2CvG/x0l907Zv38727dvRdZ3du3d3/759+3YOHDjAiBEjePHFF8/QVEN81alweAhoHhAq6IJxnyrLdPjaWVJpZHfcMOiOkzICedGD+OWEJzDLVrY1rePJbb9G1U+8QjUjLQVEB9WudmyywqMT5zAywVhxW1+3lDL7fqxyGFcV3trvuag7jNUzaWRyd4brczs9+FTIiu1E6EYgt7yzss/9O/ar6AGwxAv8UbVsaPs7AFPCfkBsVNbRcYr3oDe3Q7iN9eowXKvfQCZAZ/QwZt449oQBW4ChXfIIpR1uYqxGUNomG52j+yORACBLJiYWfIOUgIQE+BUTwy77PZapA0CH4HuHEeldereL1qI7OhFCEDNIBgTOmFsACGx+C93V1t2Q7P0KX3e3b3WzkT0tSYLR44yg9Y5tAQKBoxkYkTG5DBpplL7s3vQoPk//mruECHGmCdnNEGeLIxps2RERNLn3A2BWUtnXYdwfp6Z8NYK23dIIhfGUtQdZXxtAANcPOerQ7NsTxOHQMamQGwFivxG07cvp8fmdLNrwa0BnYvQ8FKcfZB1dakAZPAMhG8FQk6RwVe54AF4v39Dn3JpqN7LsnWuoKf8YIWSKxv2USbMewS/CCGqGpr2Ck1qXo8/9YyKzuGbW80SFp9LhrOLNZbfhcNX1uS0czbZ1lvdsRiZioxC56X1KJCiSYFqKYTtXx8hoQgc1Av8zh7orYADiU0YTHpVJMOim5vCSY84hRIgzTchuhgjx5aLFZ2S9KiIMNCPrdlDsmdOzBdC6grZ7LEYQNTEoYUYnwaWi53k59MFPsbrcWFTQFBO7rG0MbDN0aw9btgMweNT3jrsAmRYWS7hiwa8Fqew0JB9yoo3nhnavhKofbUZW1Uczsr5QrNEMuOQJZGs0rqa9uHe/x/ABhgRCaWwzulyHLqnQ7kArr0aSJHzWCwhiAnM5jojSkERCiF6cVNB2xYoVrFixgptvvpmPP/64+/cVK1awePFi/v73vzNgwIAzNdcQX3FK7W50ceSGZ2FkQmL3ex9XvIlf9ZIfPZgRiRNO+thD4kdx77g/owiFtXVL+Puuh45bJl/maOM/5cUggqALfjR0KuOTjMClK+Bkwd7HAJhXcCMxlrh+zUEPaqi7DEMmjzQyZQ62BllUbujqhduaQTdW6JbV7e1zfm07j0gjSHyy9ncEJR9pbcMZMfPaT40TJLhkPQAlyWM4eMDLQPdCABIuuglZ6VsO4bOkhFmIt5pQdZ0os3HuCvbu69Mfmmo3sWXZPQhdI2i2Ua8EeG/dz/BfmoRyiXEv0PZoYIsCr59AlwavIZEALXVjkDKKIOAjsOYVZudaMElQ0qZSOswI4KpbPOiaca0GFCpERQk8HsNJ/zQDht1IdFwhAb+Dfdue7tf8Q5w8FRUV3HrrreTm5mKz2cjPz+c3v/kNfv+X6wFj3bp1KIpy1rNxQnYzxNmissvByIqMxK8aC4UR5hx0oDA6niRb+HH2/vKgdWXaSoVxvLrPWMSbkWUmsyvL1u/TKd5s3H/SXRATCQRAJMqIzN4FZSu2/gmnu4HoiAxG+YznDa1bGuG8Httenj0eWUjsaq/isPOoLq3f52DbmgdYt/gHuDvrCItIZercvzNg2I1EWUwkh5lRdUOGQhZOWr2uY55fdEQ6V8/6B9ERGdg7a3hz2W3YO2v73LZb17a898K03NWQTApmopasR/e5u9+7uksnvkrSKJtsOLB6TRSB5UcXkIUQ5BQaDVcrSxYec74hTo6QzTx5QnYzRIgvD7qu41ENexKpWDEJYyE1L3rgmRtT09GqHejAbp9h6xODEmkBFYFOtfRnfPYa4oKGbSuLEYT7I0lwRaMLqAk/SER0DtmF8447jiQkCqJ6SiTkRBpB2xaPQBNG0FahnWpn/5uSWmMyyb/g94CgefdbDLYNwCQiKY1tBaGiS4bt1bokEganJXBImgZATcpitEO+Yx36f4KQ3ezNKeW0L1iwgKioqNM9lxBfc0raXeiSsWomdBtFcUYwVNWCLKn8LwCX5d94TA3WEzE6aQo/GfMgEhJLK9/hpX2P9wqM6rrOx1WHuHXVu9S7OwlTLKDHsLPV3r3NC3seoc3bTGp4FvMK+t+RVitpBU8QIs1IebHous5T2wxHbVqmzr72ZoQejUUyUetuY2dbVY/9gy4dR6nhiDXEv0+NfSuKamEmdyPFHnU81U27od2B1xTOhuAQCv0fYdGdiPgs5MHT+z1fIUSXRAIocldnXt1wjvsq5fwsDdXr2PDJj1FVL8kZU7jgsteJjEilo7Oad1f9CO3cJEw3FIEQ6PYk4xoV70UrryYyR0K2QtAt0IqMTObApjeJVu1M72pI9pGsg1Wgt6loZcZNWpYFo8Z2ZdtuD6CqRz9fSVIYPvEewOiA3dF6oN/XIkT/OXDgAJqm8fe//529e/fyl7/8hWeffZZf/OIXp3Q8VVXRNO3EG54EHR0d3HTTTcyaNeu0HvfzELKbIb5oqrocjCSbBZNuBBwVxajYGJfYP8mfs43e7kVvcoOAptRoPqkwbMENQ49m0O7cEcDjAZsGiR4Ic3bZi1HWXs8Th6qXsb/iQ4SQmDPht7C7zBhHLwVrBHLeuB7bx1sjmJpsOKbvVW1DUwOU7n2VJW9dRuWhdwFB3pBvMOvyN0lIGd29X350WHfQVsGJW/Wh6se+z0WFp3H1rH8QE5mFw1XPm8tuo8NZ1Wu7yFzDeXXXaajez+jajhgIAoSeAH6ZYMna7vcGJppINUloAj6MVcCkg24j+E4TWuvR4G5WwcUIIdPWtAtHe9kx5xui/4Rs5qkTspshQpx96t12dDTQIVyRMXU1Ics9k0HbVg94g9SG2+hQQdYhLihIa/LTmvQuDscGFExEugyd2V3RPoY5DQmjlshGAoqfwaO+hySdWAm08IiurcMI2kZbTMRZTQgE4SYjwexkMm2PEJ09mbRxho9bv/YJRidch9MCdrOEJh0GQN15AN3nZ0q+md3SHGPbxLUEqlzovtN7n/8qEbKbvel30PaKK67A4XB0/3y8V4gQfVFmd6EL4/9QrDmaCJMRfCtuXEubt5kocywT0z7ff/wpaefz/ZG/AuDdsld4ad/jaF2OUpvPwy+2LOM3W1fgDgYYk5DGnyfMRqCwvLaODp+PT6oWsqL6fSQk7hh5Hxa5/40O1B1GZ0l5RDJCEqyvDbC9MYhZgsy4FjRgZHwSF2QMM+ZXWdxj//Y9QdBAZDSzsdTQ0x1/6Cbizyno3kYPBAl0ZdlujxyD2SYYrb8JgHnKDQhJPqnrdUQiwRUwgqoCNwLfCTNt6ypXsmnZXWiqn5TMc5gw61GiIzO4YuYz2CyxNLUf4L01d8GERMx3joPwGHTVCNL7X/4IXdOIKjTmandNQEofAgEv/rWvcGmBcc2XVPrwj+7Ktt18tMHcwEEKNhu4OnXKSntmGyWkjCE99wJAZ/fmx0JNyT4Hmqbxpz/9iYKCAiwWC1lZWTz44IPMmTOHBQsWcMEFF5CXl8ell17K3Xffzdtvv92v47744ovExMTw3nvvMWTIECwWC1VVVfh8Pu6++27S09MJDw9nwoQJrFy5std+CxcuZMCAAVitVmbPnk11dXWvMW6//Xauv/56Jk2adLouxykRspshzhZ+VaXOZSwaNrqbMWE4Gw1eIwAyLjHtrM3tZFC7pBFEVjSvHw6i6jAmxcSgeMMR83p1dm43nLZ0BygmsB407IU8pqc0gtfvZHnxwwCMG3wLKa4EsHeCTJc0wnREH43ZLskaDbrOgZL3Wfr2leze9AgBn53ImDymXfg8Iyb+vFf5ZV7U0aCtjCFTUedyHvdcI8OSufrcfxAXlYPT3cDrn9xKQ+u+HtuYYyTMcQI06Kzsaf9EVARSntFk1ZBI+KTH+7NzjQXRzc4g2kVdgTBvEv7/HuzexhqWQErmOQBUlIQakp0MIZt5egjZzRAhvlxsazlS+WEGqRVJ+JGETEZk3hkbs1vPNtOwo3FBgYwg3rOfpvSXAchOmgyaSlOYoM0KAzvyAaiNKiMiOof0nPP6PvhnOKJrW2Jv6P7bkWZkYYpROasI+0kHbQHSxt9GeMowVL+LWPt2wjw5VEaqILWAVQNfAG1fGUWpCvWMwEkiquKiJboYrez4jc++DoTsZv/pd9A2Ojq6O2MhOjr6uK8QIfqi3OFBF4bTUhB1tNHGiur3ATg385ITNhDrD+dlzePbRXcDRuD2sa2/5OWDW7lyyWssqy1HFoLvDR7LX6dcyLikFAbHxhDQNJ7f+y7P7nwIgGsHfo8h8aOPN0wPdE1H3XlUGkHTdf6x08heuXKghVX1Rqfmi7KzmJc9FoAldbux+49muLTtMsr9y1OfxB90kdw+mGHuy5CGWrq3ca3ehXC66JQjqEkZyhXDNyI56iEsBmX0xSd9rYq6Mm2rHBKqbgRwFTood7SjHSPgWXt4KZuX/xxNC5CWcx4Tzv0zsmw4g7GRWVw+4ynMSjg1TVt5b/VP0fLDsM6fjMgejK7L4LDjf/AdouKN0o+OgyrmmbcBENj4BiMjOsmIlPAEYXWBcdzgpyQSFEUwbITx/2TntkCvwGzRuB8hSSZa6otprtt00tfkTKLrOp5g8Ky8TjaAPX/+fP74xz/y61//mn379vHqq6+SnNx3gxy73U5cXP9kRADcbjcPP/wwzz//PHv37iUpKYk77riDDRs28Nprr7Fr1y6uvvpq5syZw6FDh3rs9+CDD/Lyyy+zbt06Ojo6+MY3vtHj2AsWLKC8vJzf/OY3J3W+Z4KQ3QxxtqhxudCAcEVhV+tOhNDRsFDvAVkIRiaknu0p9gutxFhAdA2I54NSQ6f2m0OPLqbu2hHA74coK8T5ICIJJLcOkRJSl/04wtqdT+L2thAbmcOEottQtxvVGJpSB0JDGdq3gzdE+LjVuZkL2jfgdtZgscUzcsqvOHfeaySkjOpzn/yYcFS9S9O267lnd1vzCc83IiyRq879B4kxhbi9rby57DuU1a7qsc2RbNu+JBKkUV0SCWoW6sF16P6jC57ziqwIoEXR2ZxihkgBuhmtOIh6sLV7u+zCywCoKV+MpvWUITobnC27GbKZZ4eQ3QwR4svFnvauYKZuwx0wyvoTbVmnxWc/Flq1UQG7L9b4nicGJSIlH+0Zj6OLIDG5M7BUHeraRmOQNBqT3U9QCtIUVcugkbf1O5FpQNSRoG19930/J8pYiDXLRhaujIMqp+Ok7YKQFPLO/y2SYqGzrphhvvFURwICVNGVbbttP4okyA5T2C/NBKAuaeUpSySEfE2Dr5vdPHHOeBcLFizo8+cQIfqDwx+k2eMDsxGkHJ1oNCFzBzrZ1rQOgOkZF5628S7Jux5Z2Hh+90Osq1tMQN+MXzuXgdGDmD9qGkNik7q3nZeTQ0XHS6yr+RBQmZY+56SajwFopW3Q6YcwE1JhHKur/ZS2q9gUGJPu5eUKJxZJYlZGOuGKQmFUCiWOBt6u2MK3Cqfj79DorNBoi9xEtWclQpeYtv8HmC6MREjGw6u9LUhgyWYigNLkUVx2dRjKv/+FBpgnXosw9T8r+AiDYiOQBDR5AqTYkkDvxCIcdKrJ1LmcZET0LEurLvuI4tX3ga6RkTeXMec80Kv0JDluMJee8xcWrvoRlQ0beXvlD5l3zhNYfjKZwMs+tF3F6PYKrAvXQ/Q0vE0QTJyClDoQrf4ggfWvcmnBt3l6u5v3PSrnhQuwa2j7fchdznrRMBPbigM0N2vU1WqkZxw1zGERaeQOuoqyff9h79anSEybcMqSG6cbr6oy4933z8rYKy+7BJvSv1u+0+nkiSee4KmnnuLmmw2JkPz8fKZOndpr29LSUv7617/yyCOP9HsugUCAp59+mhEjRgBQVVXFggULqKqqIi3NyAC8++67WbRoEQsWLOChhx7q3u+pp55iwgRDh/Kll15i8ODBbN68mfHjx3Po0CH+7//+jzVr1qD081zPJCG7GeJscaQJWU5kJGV2w8bqIhEQFMUlE9ZHRumXkSN6tp/ExOKthfwYmbFdTbU+nWWbrQoEOhFBI5Apj7R2206A2ubt7C41ZJjOG/9LZGHCt9PIMNX1UrBFIw/omS3R6ahib/FT1FV8QgrgR6YxcRw/mPPIcRubwBF5hATAkEcA2NvWzIVZBcfbDYBwWzxXn/c8H669l8qGDby/5mfMGH03IwZcixCCqAKZ1q1BHIdUmNtzX3n4QIJvf4LQ4sCnoJas69bpTQiTGRwus8+l8mG5j3OuiMb/UgcEkvD/twTr/IkIIUhOn4TJEo3P00pLfTFJ6RNPOOczydmymyGbeXYI2c0QIb5clDm6Fhx1K0G1FCQoiBl8Rsc80oRsn2wFFRKCErn6Any2ShQphszsCwhuWIlPhvJouN4/FWiiMbIGW2wmGbkX9Hus/KhkJATtfhctXieJtqjuTNugGo+uC4RQ8QQ6aPP5iLeenL9tjckifdIdVK95FLO2CL82FL+0F3OwBMhHO1CO7vIwPMnEGvd5jNfeoDluC57SFkycvDxMyNc0+LrZzVPStPV4PLjdRzMEKysrefzxx1myJNRtNkTfHLa70fGAUEEXTE8xSiqKG9cQ0PykhWeTHfX5mwq0eN18XHWI/9u0lAd3tdKszkXVbZhEO8nyO4yP3Q1aDd6gB0/QxY6mjexofJRY5T1AZUDsNO4c9QCSOLmvRrc0wvAkdEnwz11Gdss1g2x8WGWspJ2XmUGEyYQQguvzjRvSa+Xr8aoB2nYF0YSP8sy/ADCs8lLi/bko04xGMU6nxraX9hARcOCTrRR9exThbTvQaveBYsE08epTul5hJpncrtVEi2KsJoYrRkntYWdPXdvKkncpXvVr0DWyBlzC2HN+e0ytoMzksVw58xkspgjqmnfw1orb8QbsmG6agUhLRggNWakhLGCspLY+dxg540oAAhtfZ26aF0WC/W0qleO7DOe6o/ccq00wcLAx9o5tvctHBo64FVmx0dGyj/rKFad0bf6X2b9/Pz6f74Q6PbW1tcyZM4err76a2267rd/HN5vNDB8+vPv33bt3o6oqhYWFREREdL9WrVpFWdlRXUVFURg37qjm5KBBg4iJiWH//v2oqsr111/PAw88QGFh4Umc7RdDyG6G+CKpdB5pQhaB3VsBgC6MxcqvijSC1upGb/WgS4IPnMb9/tIBR3Vqd2wLEAhAfJzAVmtkd4SVG98xZexRaYSg6ueTzb8HoChvHhlJY9DLa8DpAkVHlxpRhp3XLY0Q8Heye/Nf+OTtq6ir+AQQxObM5pnYc/i3Ho+rH4kk2ZE2wMgIkYQbCPZLK/4IFlMEl01/nKL8y9F1jRVb/8SiDb/C42rGltqOLnXgbvQScPTUaBMRYUgDso2f1UyCe5f3eH/eEMPZ3O0PYi+yIJJkQEE/bEHraqQqyabustLq8kX9nvP/MiGbeWYI2c0QIc4+9W7Ddgnd0t2ErDB20BkbT9eNJmQuWaJSNfzxzOBhLPqrxs+D70bfYdimkhid2OgBRBwygrx1MZUMHHHrSckFWmUTOZGGdu0RXdsjmbZ2vwmVrkrUU9C1PULy8GsJSxyErjnJd4VREwFIDrQIQNVQd5cwMddEi5RLK3noUpB6+8ruKtOvIyG7eXKcUnj4sssu44orruD222+no6OD8ePHYzabaWlp4bHHHuP73//+6Z5niK845Q43ujACdJKwkt9V1rSubikAU9LPP6VsSG8wyPbWejY11bC5qZbSz2ixDogewWXZl3C47U021n/C8ur3WF79Xq/jCGTs6jTagicv0aDrOurOrqDtyGRWVvkp61AJNwlm5ep8c5mhBXRNfn73PrMzhvHsgU9o8HTw5uGNjNk1luqEV3FLtYRr8Ywpuw55qg0RIeFyabz3Xw8zG7YCYJo+mrA4K54PXgFAGX0xIjz2pOb8aQbGhlNmd2OSkvEBCsbnVOHsYFqq4fwd2vMv9mx+DICcgVcycvJ8xAkC22mJI7jy3L/zzsof0tS2n9eXfpvLzvkL0ddcgP+JVxBSO/EJDbjtMTg6bMQuDYOoFPA1YFv8ItPSb2VFdYCPUmW+D6hbveheDWE1xh0xysTe3UEqK1Ta2jTi4o7Ox2KLI3/IdZTs+icHdz5PavbML0W2rVWWWXnZJWdt7P5is9lOuE1dXR0zZ85k8uTJPPfccyc1F5vN1uPz6OzsRJZltm7divyZeUZERPTrmE6nk+LiYrZv384dd9wBGFpJuq6jKApLlizh3HPPPal5nk5CdjPEF8mRTNvsyEi21BvBOI9mBBG/Kk3IjkgjHChI5rBDwyLDBV26rB6Pzq6dxoLd4DSZwP4g1miQGpy4Eg7jknz4N9XhdzbQ3LKHlI7DZAoTKTVVlDT+iLhDcUQQhkoFCA27RcOx5790dJRTWf4RXr8dISApfRJDx/+E6LgBpK74K4ccDays38dlXTJHx8IsS6RHxOPxW5GEFwUndW7H8c9XDeB31OG11+Cz1+Bz1JDd0UqMJw7V1Y7csog9W7uCqF3FQrv+FYk1PoOwhEKiMsYSlTUJaeQgtIMVSGoWwQNr0APe7kqcWfkWHt3iwi3Dol1+rr06Gv/f2iCYiH9hOdZhSQhJkJk3h4qD/6W+cjnq5F90SyCdDc6W3QzZzLNrMyFkN0OE+DLQ7u9qIo7pi2lC1uGFzgAHY6LQgYigzkD9LyA0IjsmEjt4BJ7l9wGwPw5mRV4FrsP4ZC+eNBMZebNPeszC6FTKnU2U2BuYkjywO9O2xS2IsUSh4ESinerOTkYlJJz08YUkkzPzl+x782ZMpmI6tVSgAR8HsTEQbft+ho0yet7skWcxXS2nPnYFA2pvRGSeXFwi5GsePf7XyW6eUtB227Zt/OUvRkbgW2+9RUpKCtu3b+e///0v9913X8iIhujFYbsbJCMYGGuORhICd6CT7U1GU60paef3+1gN7k5W1VewvrGarc11+LWjum4CGBiTwISkDC7IyGdAtCFgTv44DrTtZHHFW2xrWo/Db6waxloSGJ8yg3Myr+G7q/ayu62DXa2tDI+P7/d89GoHdPjALKMXxvHPJcYq3DWDrCypqUDVdUbExzMoNqZ7H5OkcNvAmfxuxzv888Aqkjoiqcr9FwAT996KWQ3DNCsCj0fn/Xe8RDZUEBdoRTebsM0cg9ZUjnpwDQiBeco3+z3XvhgYE8FHNKPqhoaMrhuOcoWzHV3X2L35L5Tt/bdxGYfewLDxd/U7AJocN5irZz3POyvvoN1ZwX+W3MRFU/5I2oThqBt3EaXvBr0QtykaPT4SyTEDLfw1gjv/y9z9o1gxYBhLmv18O1nG0qiibvOiTDZWP2NiJHLzZA6Xq+zaHmDGLEuPsQuKbqBs33/oaD1AY816UjKnfK7rdDoQQvS7bORsMmDAAGw2G8uWLeM73/lOr/dra2uZOXMmY8aMYcGCBUjSKRVtdDNq1ChUVaWpqYlp06Ydc7tgMEhxcTHjx48H4ODBg3R0dDB48GCioqLYvXt3j+2ffvppli9fzltvvUVubu7nmuPnJWQ3Q3yRHMm0jTFrmHQ7COhUE7DKCkVxSSfY+8vBkaDtRymJEIBzsy1Emo17zY5tAYIBSEwAa/02fBHr8Fu2c2BECQgNPlVgIYA4BBDEVbcddEFq/aXGm1IVfgmqSt6BQ0bjrZjuvYDSzZTX/ABTWBy36YID3k7sG+upa5qKKSwOU1gcii0WxRqDpFiRFAuSYkHIZvKjw9nZGIci1RGmtaG7LLibDxLwdODvbMDvqMfnrMfvPPJvA+h9dzf+tHuhH50dmurE3bQfd9N+Wva9C0ImJm0KGVIaQosBr4x6aAPKEEMnz6IIJiaaWNUcYFmNn+u+GYXIUdArgug14ajbGlDGphKfMgprWBJedxONNetIy575uT7Lz8NXwW6GbOaZIWQ3Q4Q4uwQ1DZ/mBgFWRevWaM+JOnNZhnqVESTen2osNE/zLSFS7EZSraQGvk9wz0LQNerCdURCFimVJnSgPrqKQSO/c8wq0OMxICqFReykxG5k2sZaTESZFRx+UKQY0GtRRBvVzlPLtAUITx5C4pB5NO99G7MwrLopUAIMRCutItLnJtUiccA7k3OCz9MevRfn/kqiM08sq/Rpvgo2E0J282Q5pU/U7XYTGWk0MFqyZAlXXHEFkiQxceJEKisrT+sEQ3w9MDJtjRt9boThMG5pXE1A85MekUNW5PFvSLqus6mpltfL9rC+sYpPFwuk2CIYn5TOhKQMxiWmE2PpW2tmUNwIBsUZuibuQGfXTS28+/25WQ7eq6jkXyWH+NOk/gdt1d1dJYWDE1hRp1JhV4kwC+YVmrhhmSGNcG1Bfq/9LsocxevlGyix17Ml5/eES34yxBjy66ciDTSjpih8+LaXtjadyZ3bAVAmj0SE2/AtNgK88uAZSAlZ/Z5rXxTGGtegw5eARQB6G6BT6WiheOUvqTm8GICicT+hoOjGk85YjY/O47oLXuH9tXdT37KTd1bdycyBdzJwpwUam0iK3UeTtwjvFROIDhuE97VV4KtnuHMJKd4BNFitrDI7uIBwAovakcdaEGbD2I0cbeJwucrBA0HGTzITFnZ0bhZrLLmDrqJ0zysc3PmPL0XQ9quC1Wrl3nvv5ec//zlms5kpU6bQ3NzM3r17mTNnDjNmzCA7O5tHHnmE5uajzXVSUlJOabzCwkJuuOEGbrrpJh599FFGjRpFc3Mzy5YtY/jw4Vx00UUAmEwm7rzzTp588kkUReGOO+5g4sSJ3Ya1qKiox3GTkpKwWq29/n42CNnNEF8Uuq5T2VXC1+QuMZqQ6SY0ohmVkIrpJMoGzxa6rqOVtOGSZVaoxoLcJQXGv263zr4dbaTwHtmud7F7GyACjrTMMluSsSblYIlKo6J9Dw32EqKispkw7HsgQKpqx1RRjS4F0KVG3ClpuOVGhBZERsJqjkZoKqrPCbpG0NNG0NNGJDAOwF1PbdPOE57DZUJinq5hhFg/AWDva68cdx9JsWKJzuh+WaMzsERnYolKw6+rLNv+ZyoaNgIQ7cmjsONmhlxqw9W0D0fVRtwtB+moXU20ZRpRnjQj23bPsu6gLcBVw62sWhagXKiUV2nkXhuD7+EWCMYRWFiBPCoZIUtk5M2mdM8r1JQtOqtB268CIZt5ZgjZzRAhzi6HnR0gDOtq6ZJGCDclEGk+c40Au/Vso6Iw6x6m+Q1t68T667AUJhMoXmi8HwcTBtyC+sIhJKAtpZPC/JPPsgUYGG00IzvYFbQVQpAbZWNnixOLkogaAPlzyCMcIX3i7bTsX4RursVpNhPpd+OOcBPWGYa64wDDkwayuDqRVn0kCWI7NVWLiOaOzzXml5WQ3Tw5TiloW1BQwMKFC7n88stZvHgxP/3pTwFoamoiKurkBZNDfP0pt3vQhaFLNTze0NPbVL8SgMlp5x03EFjmaOPx3RvZ1FTT/bdR8alMS81icnIWuZExJx1IDDP1ToO/bkAB71VUsqqunoMdHQyMienXsdTdxo1EFCXy8h5Dy/Ybg6ysqKum3ecnJczG9LTenboVSeb/hl/Gb1b+lnC5HJCZsu27CATSrHCWLvLR1KiRodWT5K4DWUaZPhbN2UJwx0cAmKfeeFLn3RcDYoygbZsvjhSLQIgAUVozo6vfpSbYgJAUxky7n8z8U28UF26L56pz/87yLQ+x9/B7LD/wBMH8Cxi6J474zk20ygXYD8rEX5uA5ZLv43vrPojdxKVht/CcZuWjFAsXVINereO5ZzXK+ESUmdmkpEaQlCzR1KixZ1eA8RN7lnAOKLqR8v2v09a0i7amXcQlDT/GDEN8ll//+tcoisJ9991HXV0dqamp3H777SxdupTS0lJKS0vJyMjosc/Jdg39NAsWLOD3v/89P/vZz6itrSUhIYGJEydy8cUXd28TFhbGvffey/XXX09tbS3Tpk3jhRdeOOUxv0hCdjPEF0Wbz0dnIIAAyuz7AQgQC4ivjJ6t3uxG7/CyPDUJnybIiZYZlqigBX3s/OgVhqgvowgXmhfQwhH+aaQ2DCZcLSL6kREIRVDXspPtS98Gm2DmuQ8RH2c0TgnsWIxKNbpUDUJnn1yLywzxyaMYOe0BwqOM+5qmBlC9dgLuNgJdgdsXdr2L393KtOhUUmWJgNv4e9BrRwv6emTKis9kzQaQMNtisNpiMUUkYYlMxRyZiiUqxfg3OgNTWMIxn2eswLyZT7G3/D1Wb38cuyhni+0BXHWXM3X87WRO+RGe9gqa97yNY8NmojxpCDUL/+6lyBf9FFO4sRg9MsVEnCxoU3Xe3eXlZ5dGIBWZ0fb40RuiUIvrUSakdwdt66tXEwi4MJnC+5xXCIOQzTz9hOxmiBBnl+0thsQfuoxOPQhOmGj1edGqHejAfsnMDM+/sdGGpKUR13wxYsxmKG/Frei0p6RQ4MxDC5bgMjtJmnAR0klKHB5hQJThp1e7WvEE/dgUMzlRYexscWKWkvAACp8/aGsKiyd5+Ldo2PE3vIpEpB8c0gHCGI26bT9jLylicbWfg9IsEthObWApQ/Qffikk/s4EIbvZf04paHvfffdx/fXX89Of/pRZs2YxaZLRcXfJkiWMGjXqtE4wxFefDl+AVp8XzEZAc0pSDqoWZFfLJgDGJPXuEgjGl/Kdiv08snM9QV3DJElckTuEq3KHkB0Zc9rnmRcVxQWZGSypruHpPXt5YuqJMzP1dq8hjyBgS2Ish8u9hJkEFxUo3LziAADfLCxEOUZKf2ZbPFM95SDDPiWHvbKfKfEyG5wyFYeDyDLMMO0CQB47BBEdiXfxi6AGaE/O4/2gi4Ta3YyMyybRdmoPsOEmmcwIK9WdoItYkgNtXOn4kHDdh2KKYMK5fyYpfcIpHfvTKLKZ8yf8hqS4waze8ThrrEtJDZtLnBuStI00lcxAV3WU4bPxL/s7enstl6Rt5oXaueyLiqAyzU12nQSeSNT1Najra5DHpDB8+AA+aYQ9uwKMHmtCUY4aNmtYAhl5c6g69B6le19lfCho228kSeKXv/wlv/zlL3u9d8stt5zycW+55ZY+9zeZTDzwwAM88MADx93/iiuu4IorrujXWPfffz/333//Kczy9BOymyG+KI5II6SFh1PXWQqAn6+mnu1H6YZszyUFFjrrd1L+yQMo9ioQIEfmERl5PfZt04mOMBHb5kCeFoZQBLqusWrbowAMzb2E5K6Ara6qqLtLjJ+lShxmHY/NTNGYOygYen0PrXZJNiGFJ2AKP6pfF4eNZw98QlNSIU9OurnHnHVdR9eC6KoPLeinrN3Jz9e9QJj5A5xaHs2cz89HTuOqvCGnfF2EkCjKn0du2jQ+fPvP1EpL2Ff3Xw598BGjB32TsYNuImvaXfiLGlEffBGhRSEFI6hYcA2pVz1ORMowhBCcn2Xh9cNeNrYF8Pt1zNfE4N3TCGoMgQ9qkcenERM/mPCoLFyOKuorV5JVcNEpz/t/gZDNPP2E7GaIEGeX/R1GNSm6FYlSEDA4bugZHVOrdlBntaBrHZzrfQOAlNobkXQTasu7AByMhdFDb8G7aCNmoDGungGD/u+Ux4y3RhBviaDV10mpo4FhcVnkdOna6rrxDCALOzWdLlRdR/4cQdT0SdfTsP113JYWcEO4WonOKKiqZ2RXM/AdylSm+J/EZammo2o/sdmn/tzwZSZkN/vPKYlDXHXVVVRVVVFcXMyiRUc7y86aNatbeyhEiCOU292AC4QKCIbEpXKoYy+ugJMIUxQFsb1v/kFN48Htq/njjrUEdY0pyVm8PusafjZ88hkJ2B7h9iFDUIRgY2MTxU3NJ9xe3WMYM5ETzX8OG+UjlxZY+Li6glavj9SwMObl5hxz/43bXkKSOwiKSHaZ8vnFhI/43cTNFO8z9H9nT/RgLjWc7kV5Cveue4GO9Ya+7KOR0Ty650PmF7/GhUv+xN2b/kWNq+2YYx2PgbHhoGsM9ShcYIdw3UeTHEfCtMdOS8D2CEIIRhZeyw2z/01i3EBWZ20BIFbdgxrYRWelhpAVzNNvAcC88V+ck2qsqC0aZ5TIiZg0xHDDkVe3NpD+yloilCBeLxzcH+w1ZsGQ6wGoq1iGx9V42s4lRIiT4XTazb/97W/k5ORgtVqZMGECmzdvPu72b775JoMGDcJqtTJs2DA++uijY257++23I4Tg8ccfP6k5hfjycKQJWVZEBJ1+o0LFrycQrpgoiI47m1PrN1pJK4dtNkpNVkxCY2zbyxz473fw26vw6/G0RP6SkTe9RqB+DgIL4S0+AJRxhpN1sHIxDa17MCk2Jo/44dHjllaBy4MmvOhSM63xUUy/+CUGFH3zhM01Ac5LM8rfNjWX4vB7erwnhECSTcjmCExhceQkZ+CUUvFJIGQ3CMG+9pbTcn3CbfHMyPsdw8ufJEYdQiDoYdOef/DP9y+heP/LiMgo5KGG5qCkZmJr7+DA29+l9eDHAFwx3JCaqJc1tuzzI2WakCd0Oah10aj7WxDCaEgGUFO+qI9ZhAhxZgn5myFCnF0qnEdslgWTMH4uiBl0xsbTHT6w+9gXGcEczytY8OKTBhPTPBk9vBatdis6OoeTIhmcdB5KhdGjRh4z9HNXg3xWIiE3yuih4gokGmPQiV8L0Oh2f65xJMVKZPy38JhBE2DT/DRFGPGEhJISohSBVwrHFTT875rdiz/XeCG+Hpyyom9KSgqjRo3qIQo8fvx4Bg06c1/kEF9Nyu1udKkDgHA5ApOksKNpAwDDEycgi576epqu87ttq3iv8iASgh8OHc9jk2aTEXHmS6HSI8K5PM8Qkf7bnr1oJ0jBPyKNUDIwlR1NQWQBF+bLvHLQyOT57pDBmI6RZdvR3kBJ0NC3Ozf8Z8ytLEIXsNS0idcynuTD/L+zY92LoMOm2AAP1K0kbvcyIoMBaq3h6AOncH7aMIbEpKOjs7JhP9et+CtrGw6c9HkPtDr5hvevjHM1IQGHLXG8HHk5NdqJOzueCvHReXzj/JfImjiPQ/FVCATx+kJWb3sMr9+JMupiRHQyurOZbwYMLcAlPg2/CfRmHdMFQ7HMn4w0OB4pqDOkztA221ns71U2ER1fSELKWHRdpXz/G2fkfEIcZe7cuURERPT5euihh8729M4qp8Nuvv7669x111385je/Ydu2bYwYMYLZs2fT1NTU5/br16/nuuuu49Zbb2X79u3MmzePefPmsWfPnl7bvvPOO2zcuJG0tK9GCX2IvjlSvpcZbkPXDQ26gJ5EUVwycj8Ck2cbXddRS9pYlRCHWffw08D9tG17DtBpE3PZw8sMnHYpAbvAU6+BgIgOP4QLpMEWAkEPa3Y+CcD4Id8mwpbYfeyO5R8aP0g16EJnwLX/ICa+/12wcyITyYtMQtU11jeVHHdbqyITYzW01440bzns7Oj/hTgBUQNkYtyjGF7yLBdO/BOxkdl4fB2s2fE4/3z/MqqSjEVcoWYR5ZfRg37Kl/yKxp2vkR6pkG+TQcAHB4yAt+nqaJB00CIIvtMA0N2Fu6l2E36f47TNPcRRQjbz+IT8zRAhzh71HiMoKnQZE8bPOdFnrgnZET3bwwleJvq7pAAjv49AQNJSAKoiIb/oGrwbNiDpArutnayJN3zusQu7graHHIb9y+3KtG31RqHrMkLoSNg/t0QCQMqoy9DVVFxdqn4OSwUA2vb9DEsyCuHLpRkA1Dev+FySAF9H/hft5inJI7hcLv74xz+ybNkympqa0LSeul3l5eWnZXIhvh4cdrjRhXGDS7EZWT7bm42g7cjEiT221XWdR3et4+PqQ8hC8Mfx5zM9LecLne+3Bw3iw8oq9rW3s/BwBVfk9d0JUPcF0Q4aDvEb5ihA54JcC29XHMQRCJAXFcnsrMxjjrNy3ZNoko8Y/3AG75pIao1KIHwoW6PW0WKpp9PbyjnVUYDg3WydafF5fHuPcd1y5vyEJ8YdTdsvdzTxx13vsq21gp9t/jePTvgmU5NP7IjqmkpFyTtE7PoL4aqHADJbw1UOhcURCJqocLb3/8KdJLJsYvLw79Met5/gE++S4opnb/0GXnjvfUYPvJ4Rk65FX/QkGbv+RVreLOo8EuvGW5m5zou6xo35phjMPxyLuq2BAW8cZLuaTYdToWJVG7kzejaSyx96HS0NxRw++DYDR34HRTkzwegQ8Pzzz+PxePp8Ly7u1LP8jlXq8lXhdNnNxx57jNtuu41vfetbADz77LN8+OGH/POf/+T//q93adgTTzzBnDlzuOeeewD43e9+x9KlS3nqqad49tlnu7erra3lzjvvZPHixd1i/CG+mlR0Zdpa5GYkVDRdJkg8I+NPrXnDF43e6EJ3+tmUL3GH825S1UNIigU95+eUHTqf2FhBbp5M8wajsiLcqqFoOvIYQxph655X6HQ3EhWeyuiBhiOn6zr7t/yNzLIOwIwmV6EMOgdr4oCTnt85KYModzaxtvEgczJGHHfbrIgMqhwgcAFBGtzOkx7vWFjiBeZYgb8dkn0zuOnCGeyv+JCNe/6Bw1XHx65n+ZZ0BYoWgRSMIiNjODW1q6ha/Wd0NcAlA6/i8R1udvqC2DtUouMV5KlW1NU+tDIbao2DyIxcImPycXaU0VC1mqwBF594YiFOipDNPDYhfzNEiLOL3W/YLAUXQqjIwkJy2JmTWToStE2WX0cOatSJyYxxD0GnHTW4CAk4EC8ze8A1+N59DjMmPPlhJIcnfe6xj+jalnRl2ibazIQpMq6gGVVEotCBLNqodnYyMTn5c40VWWBFLLwRl/lPRPrAotegirHIDS1MN9tZRxgHlfEM18y4pBoc7aVEx53888rXlf9Fu3lKQdvvfOc7rFq1ihtvvJHU1NSvrThyiNNDucMDkhG0LYxOptPvoLR9LwCjkib12Pbtiv28Wb4PAfxmzMwvPGALEGe1cPvQITy2cxdP7d7DxOQk0sJ7l1xoB1ohqFGXHMWqZmMFbEyam/u3Gg+RPx0+/JiaN/UtuznsXAS6YFz4j/EdDrJsYATp7kLGxQ5iwiw/3pUbCFN3EUyK4ZFvfgd167v43HZEZCLmUT0dp7yoJJ6e/G3u3/5fFtXsZP6W13hl+g/IiUzsc3yA5rrN7N78F+xtBwGolvJZGjYexfofdN3I0DmdWUHHIjZjMP7z7WiLVjO5ejSHY99j457n2CmHc63FiqmjntuVVdzHTD5OkJgJBDe6MV0bhbBIKGNSicqPZeCLjewhgZ0bPGTKVSjTsrrHSM08h7CIdNydtVSXfUzuwP7p1IQ4edLTvxqamV80p8Nu+v1+tm7dyvz587v/JkkS5513Hhs2bOhznw0bNnDXXXf1+Nvs2bNZuHBh9++apnHjjTdyzz33MHRo/7TKfD4fPp+v+3eHI5SF92WhqkvT1hkoAyBAFAKZ4fGfz8n4otBK2iiJVLnS/2tStEpkawz5Fz7O2x/lATBqrAkhBB1dcjjh7X7AkEZwuhvZsu9FAKaO/DGKYkXXVHZs+COu4vXkadPRhRekFkzjrzql+U1NHsiLh1azvrGEoKaiSPIxt82LjqfCbkUSXhScdPjN6Lp+Wp6bhRBED5Bp3hzEfkAlZpCFoXmXMSj7QvYefpdNe1+gIrqWgvYsJDULyekkddxt1G/5B9XrHmfSjEj+xjQcss7HO3x8Y0YY5qtj8ayrA9VG4D/1yPdEkZ5zLgd2lFFbuSwUtD0DhGzmsQn5myFCnD06fD4CugcEmIQh25dgy0Q6gxU7WrWDDls9+cENaEjU8z1iy31gW4ukunGadCKK5iKa2whvN6GjEzvrstMy9sBPZdqquoYsJHKibOxr60QRsaB3oNB+WjJtZbMgMnkOrvbngA5SvEGqo+rJsWcwqqEUGE6DYkWyj0MNX0dt+SehoO2n+F+0m6cUtP3444/58MMPmTLlxI2aQvxvo+s6ZR2d6Bj6L2MSstjVshkNjYyIXBJsRzN/yh3tPL7LCDzcMXQCczLPbHfK43FVfh5Lq2vY3dbGfZuLeWb6tF4yB+oeQxrhrYJMdA3GpsAz+7ehAxdlZzE+ue9VP13XWbH5EQCSO+aQ5c9ieY6M0yITGSmYPdeK1WLBt70CAOuMCQh0/GteBsA09ZsIxdzruIok85tRV9DsdbC15TC/2voGL55zey+Hsr1lHwe2P0dD9WrjeOYIBo36Hi+VDaDV20AygN4BqFR8AUFbANO5Y+lcvgubv4PLWm9nxYCPabWXsS0GJjQKhu37G7bMUezojKEmQyajRkXd6kWZbOgNiRgrI29OZ+8rXurCY2l8ZyvJQQ1lZo7xviSTP+Radm9+jLK9/yGn8PLQw3+IL5TTYTdbWlpQVZXkz6zwJycnc+BA37IoDQ0NfW7f0NDQ/fvDDz+Moij86Ec/6vdc/vCHP5xQyD/EF49fValzGY0smt2HAQgQjSQERbGfPxPli8B3sIqO1OdI0WrwmBIYf9VzHKpKw+PxExkpGFCoEHTrOCuMrLtIux8iJKRBFtZteYqg6iUtYSSFmeej6xrb1z9IZclChtkNfThdqkLEpiAPmHi8aRyTothMok027AEPe9qrGRmfc8xtc6LCUfU4JFGHjBOfHkuz102S7fNp7x0helBX0Pag2h0MlmUTwwuuYkjuJVRY/w2LWxBqJnLp+6zPkBlWdDnte96hbtWDzEv9PW96xrKkys+1ug0RISNPt6AuD6DtN6O1eUnLmcWBHf+gqXYDgYDrc+sGhgjRX0L+ZogQZ4/DDgdgLIqahJHMk3sGpREA9GoH1UlrEMAu03RSInIRWzsIJL2PDOyPg9GDvkn7wvdIAJxxXpKyT0+T6cyIeCyyCa8aoMbVRnZEArldQVtZjkcNHkYWHaclaAsQMyiM6hXfICA9i0mD1rBKcuwZxB44iCl3GD5J0Mh0ElhHXeknDBn7/dMyboivJqe0VBIbG/u5Uo9D/O/Q5g1gD3hAGCnsw+PS2dm8EYCRSUcdJp8a5FdbluHTVCYmZXDDgNNzAz5VZCH47fixRJhM7G5r46Gt23ro2+qajrq7CYcis1i3oaPRxl4a3B4ywsO5a8Sx53+wcjGN9t1Iqo0i5XvsadSpizKhyDD3Ygu2MIG2uwTaHRBuQx49hODeZeitVWCNxJdZQHvZcpr2vE3dlheo3fgMtZufo27LC7TseJX/i4pjRNBFU2sZb5SvN+ar6zTVbmTtx7ez8r1v0lC9GiFk8gZfy/lXvUvB0BvIi4lAIxZdNyGEhoKTFq+bzoD/jF9voSgEJs4EIKGyjRtGP81FU/5EQ24eXlnH1ungh53fZIh4kUVFRnZfcLWrxzGiYhXyCox1qH2x6QTeOkBwTVX3+9mFl6EoYTg7ymip33LGzylEiE/zZbWbW7du5YknnuDFF188qYWM+fPnY7fbu1/V1dVncJYh+kuNy4UGhCsKTW7j/hfQYymMjsemmM7u5PqBGvBRYX+ccKkGu4iDc/6GKSqLHdsCAIwcbUKWBfaDQdDAatYwqxryaCuN9r3srzA0a6ePvhuAXRv/RGXJQiRdIc2dD4AmV2MaezniOBmyx0ORZCYnG47rmoaDx902J8qGqhvfexnDZlV32k9p3L6IzJORzBBw6HjqepaOK7KF/HNvAosJoYdjDSQQLNvMR43vo6cOAl1jctPvSVYrKRMqpZVG5rL5mgSQVdDNBN6sJyp2AOFRmWiqn8bqtadt7iFCnIgvq90MEeJ/gT1tjSB00AWKMOTyBsWdwSZk7gAeZyVYdwGwU7mejHDQlTJkpRxV6HQOGEVMRAbWQ4YdVcYWnbbxZSFREGkkORyRSMjpakYmYVSuKqK9u5rp8xIzWAbvZXSaDd81mhYCUgDaHMxRjCD5IdMkhKbgdB/G0R6Sg/lf5pSCtr/73e+47777cH/O7nkhvv6UO9wgOkFoCASZEXHsbd0GQFH8uO7t/nVoF6WONmLNVu4bMwPpS5AFmRYezoPjxyELwUdV1fx+6zb8qgqAXmUHp59FaUn4dBVr+D4O2lsJUxT+MHE8Eaa+neNA0MPanU8AkNXyTYQrmh0pVgCmn2smIdFwIoOriwFQhyVTW/wczvd+D0Cz7OTAez+k9KN7qFzxILUbn6Zuy/PUbfo7tRufpmbdE7SsfJDb69bwYN0qshf9jOKXLmLtgpls/fAHtNRtRgiZzPwLmXX5G4yYdC8WaywA+dFhCGQ0YejBRinG9/vwGdS1/TQRM/JxSLkINAJvLWdA5iyuv/gNAqON7tWjm3wMFv/Gp93AxoJ/4S3tQGsM9jjGiFHGdS+LTsYtmwi8vg91l9GgyWSOJLPA0OqsKFn4hZxTiBBHOB12MyEhAVmWaWxs7PH3xsZGUlL61itNSUk57vZr1qyhqamJrKwsFEVBURQqKyv52c9+Rk5OzjHnYrFYiIqK6vEKcfap7NKzzY6MxOU3PvegHveV0LPVdZ2KD+/DbTmMhzBejv0DEwbmU16m4nTq2GwweKjh3HTsN2xxhN1YVJQn2Fi57VEAhuReQnLcYPZsebyr+aRgQuZPkPwaunCB0o4y5tLPNdcpXZrxaxqP3/jTCNoaNlXp0vY/ZG/7XGN/GskkiMo3nhs6Dqi93hcmBanIKKmU1CyGBZJQ9QDr/fvxhIVD0M13XfdjwsV/dxkLosIiIY8yjqlu1dA1nbTsWQDUVSw/bXMPEeJEhPzNECHOHvs7jlRkmTFh2K2cqDNXoq9VO2iJX40QOrtMk0HLJ80ZQI34AICKKBg24ls0bnmPCG8kmtCImTb3tM7hSDOyI0Hb7EijB4pfM+y4LOzUu9341N729mSxxEmEJUfiYjIAqe4Ah2NqATjfbgRoG0zhWF2jAairXPa5xwzx1eWUgraPPvooixcvJjk5mWHDhjF69OgerxAhjnDY7kHv6pocY47CHXBS21kBwOD4kQA0eVy8VLIDgLuGTybBGnYWZto3E1OSuW/sGGQh+LCyim+tWMmqujpcuxpxyDqvZcgELVvp1NqwyjJ/mjSBwpiYYx5v64FXcLobsfiTSXFdyxZNAiEYlC0YONiE6u+kdeXr6BV1aEKlpPYJHOv/idntQhPQHg7myBTCU4YRk3sOCUMuI2nYNSQWXUnCkHnEDZxLRNpIJFsMGmDWVXRHA1aXkwSfIN0jMzBmNNkJY7Baes4zL9q47nrXamLY/7N33uF1FGffvmd3Tz/qvVpusuXeG6YbbGocgqmJgZC8Sd6QRgmBBNK+hBQCISEJIRAgb2iBGEIoBmNjA+69ynJVsWR1Heno6NTd+f5YSUZINi4qNux9Xee6LO3s7oxk7bPzzG9+j2qqgvrLIsGeqODLORsDFQ6UYWzbgxAKmXPvAYeH5LAgw5+BRhtbh7zIi7O/zo4Vi5DyiLooM0slI1PBQLBn7AiQEPn7lk5j+4LC+QBUlS4lHOqfcVlYQO/ETbvdzuTJk1m69MiLm2EYLF26lJkzZ/Z4zsyZM7u0B1iyZEln+y996Uts27aNLVu2dH6ys7O56667ePvtt09ytBYDRVm7AiTXY0dKU4kSJY1xZ0DStmbLczRWvIshVZ7y/pgRg0diV2DrZlNlO2acDU0TGFFJyx5zwhTnjyKSVPa5V3C4fiua6uSscbdRsvUJ9u34PwAmnPVDkqu9AEi1AnXUuSjxR/d7Px5mpg9HFQoH/LVUtR19YTPBYcOupgJga0/aFvvqT+ne3e4x0kywNveQtAVQJ5jKKKHnkdsUYe60H2OzedjqbCWsCpL1Sq4J/J5VjWEiETOe2q5PBwyIOtHfqiWnwEzaVh/6ED0W6tX+W1gcDWu+aWExcJS2msW2hVTQMOdR+XFD++x+wf178cVvBeBd5w1kGgoJB5rAvQKA8px0BmXOJLzG3C0ZyneheHo3Z9Dha7unpUNpayZtmyNmHNfwYyCpDAR6vsAJkjhKpS38P0jAEdFpjKsCYGj5bhRpUK8ZRKLnAlB58N1euafFmclJedrOnz+/l7th8WnlYEsbUmlX/njTKG7cDEBe3FDi7YkA/GXXekJ6jLHJGVyc23fB4GSZl59HvN3GT9dvZF9zC99fvdY8cC7AXgAyXS5+OWMao4+xjeujBVIGV3+DMo+dkCJIljEmjN3B/sWv03RgBbmHJwH5NHvKwesiq94OtCDGX8z4z/0Q1e7tdm3DiFFbuYaKfW9Q1boLQwmDG1QJrXgZlTwcpbWecPMhWg9toPXQBsTyX5E07ELSx1yNN3siQxNMn7qIkYamgIIP6D+lLYB3bDL1hyeSHttA9LX3UIqGIFxx2GZeR3T5k8xuSeRO9/8wxfZ32hyVLNV/xc53XmfOtB+RlmRuVx0/wcY7i8MUyyTGjUxF2V1P5G+bcdw9k8TUIhJSRtLcsJtD+99i6Ojr+21sFp9teitu3n777dx0001MmTKFadOm8fvf/55AIMAtt9wCwMKFC8nJyeGBBx4A4Dvf+Q7nnnsuv/vd77jssst44YUX2LBhA48//jgAKSkppKSkdLmHzWYjMzOTESNG9EqfLfqPDqWtR2tAAIbUMIhjfPLpXYTMX7WZipXmLpR3HF9hr20i/zPITvVhg9oaA1WF0WPNnRTNe3SMKNgUiSOmI6fbOnewTB11C/WHVlK86S8AjJt+FwUFlxP++6MAGGo5zqlfPeX+JtjdjEvOZ3NDKatq9nD14OlHbZvmysYXOpK0LfX3nj0CQMJIDUSEtiqDSIuBPb6rHkMZMRhcDkQQRKuDQplJ9iXP8/oHd1GslzCuWTAxuoK9tgm8t+0a5k5xoiTbEIOjyIMOokvaSLxsFC5PJsFANTWVa8gedF6vjsHCoies+aaFxcBRHfQBoNGGEBK76iXRkXLsk06B2rKXQRjs1iZzSC1kQaKK3PkOSnyMJockZ9IXaarZTkp1HACes8/t9T4MTzAXuDuUtlkeJzZFEIqlgwaqCABRKlpbGdILO8wSR2scXpZPUE3CrTeRKVoIqxEcbTCmtYZtcVmUa2eTazxES9Ne/M1lxCUMOuX7Wpx5nFTS9sc//nFv98PiU8qBlgAIc1vT6MRsdrVbI4xKnghAcVMdb5TvAeD2sTNP2+JQszIzeeHiOfxzz17eLiunrqNquuFkQnIOD51ThOcolggdrNxqFkiJbxtDRL+AJiVKhrGEoXH/Yv8bZsEYW8xNQiAPgIRrvkyq8BN+7i6wu/BcchfKxxK2LU37KN3zHw4dWEw42ND5/bjEweQNvZzf1tWyJdDC/xZdxC3DzyXUdJCm/e/RtH8pbXUlNO55m8Y9b+NMHkLq+BuxkUJET8OtgG6Y1+svpS1AQpFKybJJJOm7sTW1EHt3NbZLz8E+63qiK58l2beHnDgn//X+jXurX2J/xgtUN+7g+XcWMnvCt5lYeD1Dhql44wStfknp7DEMrVuLbAgS+cd27F+fRMHwz7G1YTele15hyKjrTtv/cxafLnorbl577bXU1dVx//33U11dzYQJE1i8eHFnsbHy8nKUjxRNnDVrFs899xw/+tGPuPfeexk+fDivvvoqY8b0ng+YxelDWXuBjJDe7mdLHMn2ONJ6qfBVX6BHWjmw5H6QOoSm8HbiVXhUmJJpY+liM9YWjtBwu81nddN20xYnzh82i5XkvYq/rJo4dya53iFseO8H5jnjvszQ0dejby6GaAwp/Ii0eNShR0+wngjT04axuaGUdXX7j5m0zfXm4AuB0q5Uqm7z98r9O7B5BZ5chUCFQfNunbRpXZO2QlNRx49EX7MVoQ8mtmMpicPu5dqL/s47a39C2e4lDG4TzG/7M6+VzGDuFHMB1H5NKuFft0CLA31bK9kFF7B/53NUlS61krYW/UJvzjf/9Kc/8dvf/pbq6mrGjx/PH//4R6ZNm3bU9i+99BL33XcfpaWlDB8+nF//+tdceumlncd/8pOf8MILL1BRUdG5C+YXv/gF06f3zvPFwmIgieg6/mgrKGAXZuzKcBf02ZwpEqijMfoBCHjXeT1JumBwiiTq/Q82oCRFY/bQKznw2oMMiXnRbRL3uN5/jx0Wl4lAUBfy0xhuJdnhJc/r5ECLgcSGIIpGQ6/52royBPYkQZvvfNwsIr65mbLEQxQ2DOFzrcVsi8uiyhFPkX8CLQkbqSpdyojxX+6Ve1ucWZyUPQKAz+fjiSee4J577qGx0fQ52bRpE5WVlb3WOYszn4MtLcj2ImRjk7PZ1WAqbUelmEnbv5eYX8/LG8bo5NO7snWSw8G3xo7hlbjR/HVtPFpwFvbwNH48ffQnJmyrG3Z0FkjJqv0mUc8rjOM68tVfE207iGLzkD7uWgqzvoNAoAzPxzVqMtGlfwXANvN6FK+p4o3FgpTt+Q8rXr+Zpa9cw/6dzxIONmB3JjF01PWcd+U/ufDzLzNi/C1cNWIuAC8eWI0uDVzJQ8ieeiujr3uOUdf+k9RR81E0J6HGAxx67+fc3/D/mNpahyrBGICkrTtbQUuwc9h2NgD6snUYVbUITxK26VcD8D8tzyOlRknOjVy78i8MCk5HNyKs2PQgr674FsFwI+PGm7+PbbsMbF+ZCJqCsaMO/YMKcodegqI6aGnaR1P9zn4b26eF0tJSbr31VgYPHozL5WLo0KH8+Mc/JhLp+4J1n8Ty5csRQnT7VFdXf/LJ/UBvxc3bbruNsrIywuEwa9eu7TJJXL58OU8//XSX9gsWLKCkpIRwOMyOHTu6TDx7orS0lO9+97sn1CeLgUdK2WmP0BIuAyBKAqOSTu/YWv7+74i0VGF3Z7Le+AoIwYwcG8FWycED5pb/ce1+5XpYdnq3xrdFaRvczIbKZwCYPPgqNr1/H1Lq5A+7glGTv2mes2kXAFItx372FxHKSb/6dmF6mrkzaEP9AXRpHLXd0ARzIVbgB2L4IkFixtHbnwyfaJEwwyyOKvRc9B3vIw0dm+bi0lkPkD7+Opo1iZ0o01q+T22jmRRXR8Yjksz3t+i/Gzt9basrVmDo0V7t/6cZK2aeGr0RN1988UVuv/12fvzjH7Np0ybGjx/P3Llzqa2t7bH9qlWruP7667n11lvZvHkz8+fPZ/78+ezYsaOzTWFhIY8++ijbt2/nww8/pKCggIsvvpi6urpTG7CFxWnAoUAAKUwrHBvm7pBhiYV9dr+aTc8jRYwmYyT7tbGkxBRyardgU2qICYkyYS7oUWzF5t+XHD0IoZ2U9vCYeGwO8jzmfHtPs/kcHBTvBgSKMGvAqKKJitbeSdoKIUgcpRKQc8z7hyGcbP68p9UfRJUGdZoBwXMAqCr9bFgkWHGzOyf15rpt2zYKCwv59a9/zYMPPojP5wNg0aJF3HPPPb3ZP4szmJZIjOZoEDBf+rNdcRxsNistj0qZyMGWJlYcLgXglsKJA9TLE8fYUcfStEwEGrNybGR7j12BWkrJ8k0PgoQhvknEeX7FIOX32EU9NkcqubO+zfhb3iB/+ndQtpkvoeo5U4jteBejZh84vdjP/hLhUBPFmx7j7RcvY9OHP6WxdhtCaGQPuoAZc37PJdctZtyMu0hKHdW5EnpRzhiSHR4awq2sqt3TpV+e9CIGX3gf47+8mNyzvoPmSiYhVs+Clvf4eiWMbfWjyAhVAT9hPdZtXH2BEIKk0Sp+dQjB5KFgGERfXIw0DGxnfRE0O3nNOxnXtpU3kaCnMPeDH3Le8LtQVQelh1fx7Ns3kJK9B5sNmholldKNbb75ohFdtButSen05yuzCpKdMLt378YwDP7617+yc+dOHn74YR577DHuvffek7qerusYvZzAKCkp4fDhw52f9PSBT1pZcdOir2kMh2mNRhFAQ7ACgKhMZFp69sB27Bg07V9GffFrgCA/7X/5IMn0kzs738G2rVGkhLx8lZQU83XVV6wjo2AXBs6ozvrR/yQaC5KVMILDO19Ej4VIz5nJxNk/QgiBDIYwis2CHjKuBW3CZb3W96LEHLyak5ZokGLf0RNIhUkZGNIOgCpbkUhqgr0z4esgcaQ5eW3Zr6NHZLfjIi8TkZmKQAN/AnqpuetJCIVzJ9+Fa+LVGEjyYxUsXXx/53nqRaZCW1aoJGmjcLhSiEZaqave0Kv9/zRjxcyTp7fi5kMPPcRXv/pVbrnlFkaNGsVjjz2G2+3m73//e4/tH3nkEebNm8ddd91FUVERP//5z5k0aRKPPvpoZ5sbbriBOXPmMGTIEEaPHs1DDz1ES0sL27ZtO6UxW1icDphWS2aCTBNmErEwcWSf3MuIhajb+QoAHzqvASHINBQc5S8CsD8BRhfdQNmuRWQ25wDgmjWrT/oCMLzd13ZvS9diZIrSUVS0ifJeStoCJI3SCDESHSeqBFeknKAWwhWFSf5y6jUDnzgbpMDXsJu21tNnUa2vsOJmd04qaXv77bdz8803s3fvXpxOZ+f3L730Ut5///1e65zFmU1ZSxBJAISBQBCMVmJgkO7OJtWVyT/3mmbj52YVMDg+aYB7e3zIUIzAvibeTjMNya8a4fyEM2BP+Ts01mxjTItCdmwzTlFOTCaQrt/GuFtfJ2vyTWiOOPR1OyAURqQlIQoHEVn6GADK9KvZvu1x3v7XZeze8jiRsA+3N4dRk7/FvGvfZPqFD5KVfw6K0l3ta1M0LsmdAMB/yzf32D/NEUfWpIWMu+k1qobfik9JIEEXfK5BcHfdqwwLHaK8tXc9+I5F0lhz8nkodjY4HciKavQPN6HEp2GbPB+AL/uep02Hd6c4EQhG77mEG+b+k+T4IQSCdbz6/lfJHLIKgK2bY6jnDUIpSoWoQeSf2xk03LzOof2LiUWtqsQ9YRgGv/nNbxg2bBgOh4P8/Hx+8YtfMG/ePJ566ikuvvhihgwZwpVXXsmdd97JokWLjuu6Tz/9NImJibz22muMGjUKh8NBeXk54XCYO++8k5ycHDweD9OnT2f58uXdznv11VcZPnw4TqeTuXPnUlFR0e0e6enpZGZmdn6UXlLWnQpW3LToazq262W53fgj5kt9TKYwKfX0LEIWDdRTuuwXAGROWkhDVS4VbhcakompGsU7zcXC8ROOqGmatpnfi2+JUB+/j92RtxESktqChIMNxCcNZ9oFv+mMh/q2EjAkUjRjO/sKhM3Ra/3XFJWpaUMAWFu776jtBie40WXHZM+MN70dU50ZAnuyQMZ6VtsKIVBnjAdAiQ1B37G0y7FZ0++hLNFcPB/U+DZ72hc0bXMyQWsDBLFFjWTlmx6Ch8ve69X+fxqwYmbv0xtxMxKJsHHjRubMmdP5PUVRmDNnDqtXr+7xnNWrV3dpDzB37tyjto9EIjz++OMkJCQwfvz4HtuEw2FaWlq6fCwsTlf2+BpBmPHWhlnbZFD8sD65V0PJYvRoC1o0kfddZpHciXHNiLD591aTO5T0xEL8697HZtjRPRrKkLw+6QtAYXxXX9uOYmRGexxXezlp68lX0DwaAUy7Fk9biOqkGgAuaVpHgyapdqWQ4DeT5tXlK3rt3gONFTePn5O6+vr16/na177W7fs5OTknJQ3+05/+REFBAU6nk+nTp7Nu3bpjtn/ppZcYOXIkTqeTsWPH8uabbx617de//nWEEPz+978/4X5ZnBpl/jZoL0KW7kyipMlM0o5KnkhNsJW3KsxJzsLCnl9wTkeM3fW8l5hEm6aRG6cwNevYtgjRaBu7PniASU2QGJUY0s5heQOp+58g76obUVTzfGkY6B9sBEyVrb79LWR9GbrdyfKqf7F/53PosRAJKSOZet6vuPjqVxkx/hac7tRP7PPleWaF3Q+qd+OLHD1BqdpcJIy5lp+n3s/ShATCQpIbaeI79a9T++6PCPv7Z2XPk6dgixdEoh6iU0ybhNibHyAbm7GdsxBUjZEtmylq28mrSQIdiH3YRopzMNdd/DSDs2cT00Psb7oXw/kWFeU6TY0S+41jwKkiDzaTuDsFT3wesVgbhw6+0y/jAlN1HYzpA/KRsrv66ljcc889/OpXv+K+++5j165dPPfcc52+qR+nubmZ5GMU4fs4bW1t/PrXv+aJJ55g586dpKenc9ttt7F69WpeeOEFtm3bxoIFC5g3bx579+7tct4vfvEL/vGPf7By5Up8Ph/XXXddt+tPmDCBrKwsLrroIlauXHlC4+4rejtuWlh8nNL2ImT5XieGYSYEYqQxNP74/zb7k7L3f0Ms5MOVWkj21K+xsj2POSFRoWKPQTQKSUmCvEHmbpZYm6Rln5mQjAuGWT3hSZCSwVoGbS3lOJzJzLzoYWy2I/69sQ/Mv3/DWYNtxjW9PoZp7RYJa+v2H7VNhtsBmL8DFXOit7+ldwt8CiFIbl/w7PD8/Tjq5FGgCIRMIrZlPdLQu5w/+7I/Ua/GY5Nw4L3/R03jLoRNQWm3DdQ3RMnKPR+Aw2XLkcewhOhNBipuWjFz4OmNuFlfX4+u691+FxkZGUe9RnV19XG1f/311/F6vTidTh5++GGWLFlCamrP7+UPPPAACQkJnZ+8vL5LOllYnCq7m82koZASTQQAyI/v/WLhUkpqtr4AQCh4ETFFxWHAtMBrKBjUuCQF026ipnI1qTWJANimjEcofVePZES70rbkY0nbYKx98ZVmGkLmzqbeQCiCxCKNNkyrM08Y9HjTCmaaz4cqdert4Gw11cWHPyFpa801TT5tcfOkzEAcDkePK4R79uwhLS3thK7V4TP02GOPMX36dH7/+98zd+5cSkpKepQZd/gMPfDAA1x++eU899xzzJ8/n02bNnUrrPLKK6+wZs0asrNP362Bn2b2+wLI9mrJwxMyKGn8EICRyeN5+cAuYtJgUmoWY0/zqtYfRd9ex1vp5v/xK4c7UY5hyB5uOczW//wPuT4/IPDLsRzkXobUppJfBEq+vbOtsXM/ssEHLifKuCG0/uF2FGC/N0jYgISUkYyefBvpOSderG14QiYjErIoaT7M24e2cu2QmUdtOzTBTVTYWR4/hO1xmzjHn8345sPYq9ax49mryZ72P2SMv74z2dwXCEWQNEaldlWM+mgR2UN2Iw8cIvrSO9j+52q0iZcT2/AqX2p8nnvd/491QzVm7o+hrw3iOMfLlWc/xJJ1P2fXwf8SjfslmjTYuuVznH+hE9v8EURf2EXsv/sYdO1l7Nr1GBX73qCgcH6fjeejhHSDCxat7Zd7fZxlV03HpR3byqMDv9/PI488wqOPPspNN90EwNChQ5k9e3a3tvv27eOPf/wjDz744HH3JRqN8uc//7lTkVJeXs5TTz1FeXl55/P6zjvvZPHixTz11FP88pe/7Dzv0Ucf7fRwfeaZZygqKmLdunVMmzaNrKwsHnvsMaZMmUI4HOaJJ57gvPPOY+3atUyaNOm4+9cX9GbctLDoiQ7lR7y9EYHEkBoJWg7aaaKa+yjNZato2rcUhMqQOT9FVAVZFZcAwOyhTravMSdD4yfaOmNe084YUgeH1KlK+ZDDzh0kx1SMUA2KYmP6nN/h9h553zNa/MgqPwKBNmMawunt3pFTZHqaqTza1lhOMBbBpdm7tVGEwG3LIKrvxCYCIKHE19Ct3amSNFalekWU5j06ekiiOru+KwiPC2VsIcbWEoQ/GaNsK+rgI8/F7GQnjyT8lqsav0ZKRPLekm9x5edewvG5dMJbmiBqI+ngSDSbl1Cwnqa6HSSnj+v1cXycgYqbVswc2JgJp3/cPP/889myZQv19fX87W9/45prrmHt2rU9zl/vuecebr/99s6vW1parMStxWlLmd+MUbZ2i0O3LRmPLa7X7+Ov2kSwYS9C2tmuXglAetQg4dDLAOxNcjGn4CI2Lfkho/3ms06b0reFdDvsEcpa6wnpUfLb7RHaYuk47aCKFiSSQ60BRiYl9so9k8ZpHNxgKm1dUQhH99BmG4k76uKclo3U2WcR1GcDT1JXvYFoxI/N3vPvw5prmnza4uZJvclfeeWV/OxnPyPavsIghKC8vJy7776bL3zhCyd0rb7wGQKorKzkW9/6Fs8++yy2TygSZdE37PL5oL0IWVFCBvt8ZjGQoYlj+G+Z6W177dAzp4K5NCR79/nZHedFE3DJkKNvs2wuX8vOF25A+KrQkdTa57GbP6JGsplcHcQ2P75L+9jy9eY/po6g/IVbUdpaaNMktVlpTD77Z5x/5T/JyJ110lU7O9S2b1T0bJHQQbbHiUNViBrptKmwJCWFX6V/gYa4AoxokEMrH2HXCzfir9x0Uv04XjosEnwlBtrnLwZNxSg5iL56K/ZzbgahMMm/jmHBPbw6zPz7ji4NIKVEUTQunv5jJhSaq2KxuF+z68BbtLVJ1LPyUIYkQkQns3gYIKiv3khb6+E+Hc+ZRnFxMeFwmAsvvPCY7SorK5k3bx4LFizgq1/96nFf3263M27ckcn+9u3b0XWdwsJCvF5v52fFihXs339EwaZpGlOnTu38euTIkSQmJlJcXAzAiBEj+NrXvsbkyZOZNWsWf//735k1axYPP/zwcfetr+jNuGlh0RNl7UrbmN7uZ0scg+IGPrHxcYxYmLIVvwEgY/y1uNMKqd/dxK44M6map2v4/RKnEwpHdrdG8LS2sqbw73hiEB811aITZ99PSnrXXTvR119GIJBqM/aLbuiTseR5UshyJRKTOpsaDh61XbLT3G5pV0zF0sE+KPDpylRwpJoWCb7io6htZ5o/I6EPIrqte0GT88eOYZXDLFSY2dDEGx/ejcj3QrLZb+OtIJm5ZwFQZVkkdGLFzL6hN+JmamoqqqpSU1PT5fs1NTVkZvZsHZOZmXlc7T0eD8OGDWPGjBk8+eSTaJrGk08+2eM1HQ4H8fHxXT4WFqcjUkqqQ+ZuEBvme0WOd0if3Ktmy/MAJDVPYEu8KeI6v3UVtmgLbarElXoFsbAfsbMcVaoYqXGI7L71Dk13xpNod6NLg/0tNbg0lUy3A12a99VoAaK9apEQN1hBxGUSJh8BeKLQnGyqbec2baFeM6hxDsYTy0MaMWoOreq1ew8UVtw8MU5Kafu73/2Oq6++mrS0NILBIOeeey7V1dXMnDmTX/ziF8d9nQ6foY+ayR+Pz9BHVyrB9Bl69dVXO782DIMvfelL3HXXXYwePfoT+xEOhwmHw51fWz5DvUO5399ZeTLJbtAWa8WhOikLaDSGgyQ7XJydOWiAe3n8GKU+3vImAjA710aSs/uah5SS6k3/4NDqR0Ea+DVJdVohTVX3IKRgZkUAx2w3SuaRPz2j7DDy4CGkIthQ9zvGl9YDAv/k85lz6f9D01yn3Pd5ueN5eMeb7PJVUtXWRLa7Zw9hVREMiXdxoNkMnDGjgSp7Cs+mXs/D2XYqPnyEYON+di/6KikjLyd/9vfQXImn3L+P48lVsCUIos0Sf3Mi3svOIfaf94i99h72O25CGz+P2JY3uaHheX7m+jH7EwVDy6MYeyKoIxwIoXDepLswjBjb9r1MxPNLVq3LYs5507EtKCL8m9XYN0RIvXA89b4tVOx/ixHjv9zr4/g4TlVh2VXT+/w+R7v38eJyffL/uaqqKs4//3xmzZrF448/fkJ9cblcXRYgWltbUVWVjRs3oqpdV2i93lNTx02bNo0PP/zwlK7RG/RW3LSwOBpl7Z62rdGOpG0CRUmnX9K2etM/CDdXYPOkkjPd3Pq8qjyMdMdTaNOpLDYTsaPH2tA08zkR8Rn4D5rb8SvSXiJiryWzvYhw4bgvkz+sa4ExGQ5gbN2DIAllVH6fqGzBTCJNSxvKf8o3sqH+AGdljOixXbYnm5pAx2QPqtv8fdKX5LEah9+L0rRdJ2Vid8GCMmwQxDkQfjA27UJeYSA+osS+eIydJzbfyqTIcjx6G1UVG1m7829MuWAe0ZclslaQ6T2HQ7xNVdl7jJ7y7ZNeTD5eBipuWjFz4OmNuGm325k8eTJLly5l/vz5gDlPXLp0KbfddluP58ycOZOlS5fy3e9+t/N7S5YsYebMo+9U67juR+eTFhZnIvWhEFEjCArY25O2wxN7jm2nQrilCt9Bc6t/XNM5lLYLzy9o+xcAu5MEY4cvoHzf62T5zIP2aRP6POYIIShKzGF17V52N1cxOimXQfEuqttMewRFRBAEejVpKxRB0jiVtpVTcVCOJwwtnn1ADmOaJa15fppcyQyvm0Ygq4LDZcvJHTK3x2tZc80j1/80xc2TUtomJCSwZMkS3njjDf7whz9w22238eabb7JixQo8Hs8nX6CdvvIZ+vWvf42maXz7298+rn5YPkO9T0Q3aIwEoH1bhRGrA2Bo4ij+W2b6hlyeX3habts8GqFtdSxNMx/YVwzvXoDMiIXYv/gHHFr1B5AGNQ7J9gRorb8TgSDPr5MXimG7suvqenS5uYWhMv4AOXX1KAiM/DEMueLBXknYAiQ5PExIMRPkKw4XH7PtkAQPMWn+jUmjAZCUBppJHnkFY7+0iLQxXwAEDbtfZ/uzV9Ow5+0T9rD5JDosEgCadsRQz56CMiwfIlGiz72J7eybQAhm+VcyKHSQVyaaqufYO0cCqBCCC6b8gKzEC0DE2FF1N/VNZSj5CagzcwHIrDAXdSr2v9HrY+hxXELg0tQB+ZzIS87w4cNxuVwsXbq0x+OVlZWcd955TJ48maeeeuqUzdcnTpyIruvU1tYybNiwLp+PKltisRgbNhypWl5SUoLP56OoqOio196yZQtZWVmn1L/eoLfipoVFT0R0naqAqYZsCR8CICoTmZY+8P/3P0qo+RBVG54CIG/27ah2L1I3WBUxE4yTUuxUHzZQFBgz7sjiZv3GGEhQqWXHoBdJi4AAsgadz6jJ/9vtPuG3/w7RRABsl1/dp2OanGoqkDbWH11pOzjBfK8UmMa9LdEQEb17wbBTJan9Z9ayTyfW1j2mCUWgnjXZ/HdrFnr51i7HFUVhekYqi53mVsVBAVi/7W9Uj64G1Uw4J28ehaLYCLSU4/cdfcy9xUDFTStmDjy9FTdvv/12/va3v/HMM89QXFzMN77xDQKBALfccgsACxcu7CIg+s53vsPixYv53e9+x+7du/nJT37Chg0bOpO8gUCAe++9lzVr1lBWVsbGjRv58pe/TGVlJQsWLOjdH4KFRT9T5m9FYi4+aMJ87g/rg6Rt7faXQBrEecdTp46mRYPBwQNktu7GQNLCWBJHFlC1/Q1SAqbKVZk0qtf70RMjE8zt87t9VQAUxLkAO2BaEmiikQp/7yVtAZLHawQwFZ7emEabWk2bvQ27oXF+6zL8ikQGzZ0u1YdWYug9e+pac82eOdPj5gkrbQ3D4Omnn2bRokWUlpYihGDw4MFkZmYipezz1Y9PYuPGjTzyyCNs2rTpuPti+Qz1PpWtISRtIAxUodAYLAUgxzuCZw6YKqDPFYwcwB6eOMsPhvCnpZChSaZkdlWwxMJ+9r1+O/6qTQhFozYtg72xQyQ5L6GtvghnDCZXBtHmeVGSj6zutJYVo24tQSBo8pRQ1ChAUfF+/se9/rd0btYoNjWUsqK6mOuHzjpqu6EJ7s6krSJC2ESEsC6oCbaS5U6g4Px7SS26gtJlPyfYsJ8Db99LQ8mbDDrvBzjieu+BlTRGo3ZlDF+xjtTBdv2lhH/7d2RZFXJ7HeroC9B3LOW6hhd4MPcevuSEjM0hjNoYSrr5aBNC4fMX/Jy/vnwYXSnm38u+zU2X/wPHFcPRNx0mY99Qdk2y4/cdpLlhN4mpR38gf5ZwOp3cfffdfP/738dut3PWWWdRV1fHzp07mTdvHueddx6DBg3iwQcfpK6urvO8o201/CQKCwu58cYbWbhwIb/73e+YOHEidXV1LF26lHHjxnHZZaaKzmaz8a1vfYs//OEPaJrGbbfdxowZM5g2zfSB+v3vf8/gwYMZPXo0oVCIJ554gmXLlvHOO/1XbK4nTve4aXHmcygQwADcmoY/bC5ix2Qqk45SFGegqPjgIaQeJi53KsnDLwYgfNDH5jhzIpQcs+NDMniIisdjvqBLQ5pJW6A05a8kGSE0IC5xCJPP+RlCdH2RN2oPoK9ai8o4SPegtC+29hWTUgsAc3LXGg3htXVf1B2VXMAiANkC0gChcCjQwpD4nne9nCyudAVXhiBYI/HtipE6pbvaVjtrMvrbK82CZB8sQSuY2OX4jVOd3Fh7BWeF/0uGcYi8oGTJ9l+yoPDHqMUJiA0qaV+YRk3lSg6XLSM+qW+2zZ5JWDGz9+nNuHnttddSV1fH/fffT3V1NRMmTGDx4sWdIqDy8vIuCYFZs2bx3HPP8aMf/Yh7772X4cOH8+qrr3bWTlFVld27d/PMM89QX19PSkoKU6dO5YMPPjiuHZ4WFqczpX4/iBAgseEDID+ud4uQGbEw9bv+A0AK5/Nue8HUBY2vmH2Ih2HRq2ls3kLiIRsCAQVZKMkJvdqPozEi0UzaljS3J23bi5EJkYyUfjTR1KtKWwB3toKeMhHZoGGLxrDp0JpYj7s2n/Mb9/NsukGjNhaHmkw42kh99UbSc2b0ah/6EytunhgnlLKWUnLllVfyla98hcrKSsaOHcvo0aMpKyvj5ptv5vOf//wJ3bwvfIY++OADamtryc/PR9M0NE2jrKyMO+64g4KCgh6vafkM9T77mgPQXoQsx53CXt8OABoiCUhgcmo2ed7+efD2BkZDG2+1G35fNsyB+pGqldG2BkoWfQ1/1SZUuwfXjJsp0Q+hqk4CVab3SmGjTqLTwHbJEfl9dcVKKp/7PQJBY1w9IwxTLWqbvgAlvfcnQedmmgnJzQ2lNEfajtpuaIIbgQNdmr+fFLtpcVH6EQ8+b+ZYRl37LDkzvoFQbDSXfsiOZ6+hZusLXSpSnwqePAV7osCIQHOJjkiKx3bVRQDE3l6JVmg+b85tWUFm6BAvT3SAhNi7XYOow+Fi2rAHQc+gLVLBfz+8E+lV0eYNw2Y4SW8xfy7l+9/slX5/Wrjvvvu44447uP/++ykqKuLaa6+ltraWJUuWsG/fPpYuXUpubi5ZWVmdn1PhqaeeYuHChdxxxx2MGDGC+fPns379evLz8zvbuN1u7r77bm644QbOOussvF4vL774YufxSCTCHXfcwdixYzn33HPZunUr77777if6JfUlvR03LSx6osPPdpDXhSFNZYwQebhsJ+WC1Se0VG40t0IKlUHn3t2ZdNm+y09QVUmQeqcFwpixR5KNLXt1os2SNtcemlPewWmAqrmYceFD2Gxd1XbSMAi9+guUqLnwrp197O3MvUGmK5EcdzIGkq2NZT22KUrOQkobQkjU9h1IFa3NfdKfDk/4xm09+9oKjwsx0nxnljtrkHrXdtkpGqOcTv7j/rr5dVAQaj7EhnFvgIhAVJChW762H8eKmb1HX8TN2267jbKyMsLhMGvXru0sMgOwfPlynn766S7tFyxYQElJCeFwmB07dnDppZd2HnM6nSxatIjKykrC4TBVVVX85z//6eKDaGFxprK/uQlEFIUIqggDgty4wb16j6YD7xELNWPzZuCpHsy2BDdevYXZflN1edCbSEHOTEpLFpHjKwBAmzq2V/twLDqUtntbqokZOoPak7YxaS4CqzRR0draq7s0hRAkT4gniLnw44lAs2buji1sdhNRDnI4zk5ayEweHi5f3mv3HiisuHn8nFDS9umnn+b9999n6dKlbN68meeff54XXnihs7PLli3jH//4x3Ff76M+Qx10+AwdzTeow2foo3zUZ+hLX/oS27ZtY8uWLZ2f7Oxs7rrrLt5+++0TGa7FKbC5rhHZXoRsWFwS5S37ANjaZE7SLh9UOGB9OxnKN9ezJSEeISWXFrk7vx9uqaL45Vtpqy9BcyUz7MpHWX3ovwC4Yl9EGGmkBWFIYwj7VfEIp4KUkr07/sn6t+8kp8F8SCQUJKH4ahHeFOwXfq1PxpDrSWZYfAa6NPiwpuSo7YYmmOOLSVOh5VLMJGjZxwqnKKqN7KlfYfT1z+PNmoARbaP8/d9S/O9bCTbs51QRQnROPhu2mJNKZfIolAkjwDDQ39iCOvRcFAyuaXiRtzyCJjvEPmhDthldrjVxQiauwG/AcHGodiNrdz6Bdt4gRJqb7BrTpPzQgbcxjJ4nuZ9FFEXhhz/8IaWlpUQiEcrKyrjnnnu4+eabkVL2+Dkebr75Znw+X7fv22w2fvrTn3Lw4EEikQhVVVUsWrSIsWO7vqRdddVV7N+/n1AoxJIlS7oE2u9///vs27ePYDBIQ0MD7733Hueff/4p/RxOld6OmxYWPdHhZ5vkaEIgMaRGku308YyX0qDiw98DkDbm87iSj0wA19WYW/wKNYEeFSQmCbJzj7ye1m+MIZFUpP+Y+PY1wWnn/wpvwpG//Q6iq5/HOFiKkEmgKqgT+mf3RIfadlN9aY/H3TYNhDnZ09oXtPe2NPZJX5LHm3HTf8Ag3GT02Ea7rN0LL5JObEt3H7YFoxwUa1PZq41HAfLaYEvTf6hON4uQpmwYB0LB11BsFfJsx4qZvYcVNy0sBo69Laaq0SZNy6UERyYOtfsOklOhbsciAFJHXEmwRuGgGy72vYNdxmhwSlLrr8AYHKVl9wbiwolIVUEd3387dHPcSXg1J1FDZ7+/hoI4c24cjJlzY0000xKN4ItEevW+H7VISBRJhOw+Ao42NKkyKfgOQZuCq7ojaft+v1j79SVW3Dx+Tihp+/zzz3Pvvff22LELLriAH/zgBzz77LMn1IHe9hlKSUlhzJgxXT42m43MzExGjOh9PxaLninx+aA9aZtsi2BgEG9PoTwgsSsq52YVDGj/TpQ3DpoP5akOnUyPaW8Qaa1h9ytfI9xcgT0+m6Krn6S4YR3+tmocWgaRhmvRDBjsM0hMBfUsN4YeZfOHP2PHuofIbSxAM2yQ5Ebu+zcAjvk/Qrj6TundobZdfgxf22SnjXi7Rky2F7CRPgBKW309tnclD2bkF/7GoPPuQbF5CFRvZ+cLN1C55jEM/dSCWcokc/LZXKITDZjb4WzXzEOkJYHPj+IfAxLmtLxLUriaV4rsEJLEPgh0uY7DIRg9shCt9S4A1u58gsqmzWhXDCe1uRBbzE04WE9d1bpT6q+Fxcfpi7hpYfFxOpS2yHY/W+IYEp9xjDP6l8a979JWuwvF5iZn2v90fl9GDda37zJJiNgBU2XbocKNtkp8xTq1Sc/j1MyxDR5zI5l5Z3e7h15VQuTtP6LoZrJaGT0M4ekdX/hPYnKKmYTe2HB0j1eXZnry2YW506XE19AnfXEkK8QNVUBC/YaeFyLV7ExIMhAI9Pe6V6E+d7SDdBTect0MQEZEwaFLVox9ipgSxn4wgZQkc8HzcPmKPhmHxWcXK25aWAwc5QEzNtkw51J5vWyNEGoqw1+5EYRCavIFNKtJ1NpjfK7JTOTuShYUHr6QKvt7ZDXkAKCOHoZw927i+FgIIRiZeMTXNslpI8GuETPMOK6KFsCgvJd9bR0pCka6uQvA0Wq+K7TGmQuj0311hESUtrapqKqTYKCa5obdvXp/i9OXE0rabtu2jXnz5h31+CWXXMLWrVuPerwnrr32Wh588EHuv/9+JkyYwJYtW7r5DB0+fGQVv8Nn6PHHH2f8+PG8/PLLXXyGLE4PKgN+pDC31SuYahKHzdyuOCsjD6/NPmB9O1H0tijvKuYK22UjzQlgtK2Rklf/l0hLFY6EPIq+8CQxu4t1u/4OgPR9HYGTfD9ktoRwXJ9ATG9j9ZLvULb3PwhUhvunAGCwHZBoEy9HKzqnT8fSkbRdW7uX2FFsDIQQDIl3E5NmYIrpZvD+uNK26zkK6WOvZuwXXyZx8LlII0bV+r+x8/nr8VdtOen+utIV3DkKGNC01Zx8CqcD203zwaYhy+pR4y9GlToLGv7Ff9MUAirE3gkgY11X48aNt6GGL0IJXYKUBm+t+iGRUU7UnESyGs3JZ8X+N066rxYml1xyCV6vt8fPL3/5y4HuXr/TF3HTwuLjlLV7qwVjpmd8lHhGJ6cNZJc6MfQIlasfBSBr0kJs7iMes/V7m9jnMeNrXIuKpsGIoiOWDg2bokRELW3Jf0UAdmce46d+r9s9ZLCF0As/gFgMwXAA1Cn95y05KdVM2hb7KmmL9Vw9PsFhvtc6FHMiVubvG3sEgNSppr1Ew8YYUu9ZmaKePQkAWSUxWv1djgkhuCjHwUFtNHu1KQgpGRJ24lOq2DT0/wBID5g73KrKlvXVMD4TWDGzO1bctLAYGIKxGE1h02LJ1r4rZERS7ypc63a9CkDCoFloDS52e5OZEFhPRrSekCoJRyfh9aZz6NBbZDebi7Dq1P7P83QWI2v3tR0U70Jv34Wq4Qdive5rCxA3bRQ68Sh6GLd00uwwd8cOakkhYnufaq+HNO+nxyLhZPgsxs0TMjtrbGzsTKb2REZGBk1NTSfcidtuu61TKftxli9f3u17CxYsOKHqnKWlpSfcJ4uTR0qJLxoE1VTaBiNm0r02ZCpIL8rt3RW7vmbTxkbqHA48us7s0cnEwn72/Oc2Qk2l2L0ZjJj/F+zedJatvp+YHsKpjMEIXkh8GDJbDVLGqMQKAqx681v4GopRNRdnZd+FtmMP2MAIbkLEp+G47M4+H8vIxGwS7G6aI23saKpgQkpBj+0K4l3sajT/1mNGPdDV0/Zo2L3pDLvsdzTtX0b5il8Taipl979vJW3s1eTN+haq3fuJ1/g4KRM12iojNGyOkT7LnIgq2WnYrr6Y6PNvImqTEPZM5ja/zfOpN/DasESuL4mhr2lDm33E7zAhUWHoMJV9+74L7p20Bst5d/3PufTS75P93ATK09dQVbqc2FlBNK1/1FmfRp544gmCwWCPx5KTk0/6ujfffDM333zzSZ8/UPRV3LSw6EBK2an28IXalbYymZGJiQPYqyPUbn+ZcEslNk8qGRO/2OXY+t2tgJcMXeKSguEjNBwOU2UrdUntugiHc76DikEMlYsv+1u3wmNSjxF68V5kQznCNQrRpILHhTKy/wpkZbuTyHIlcjjoY1tjOTPSh3drk+nOpibQMdmD2mDvT/Y6SCxS0TwQ9UuaS3QSR3V/3VfPvoDYGysRuofYG29gv/a6Lsevn+bipVdCvO5ayPf8G0hpi+Cyw9ZBrzOi8lJSN02C0dBQvZlwyIfDmdhn4/k0Y8XM7lhx08JiYChvbQVhLjzaMJO3gxO6x7OTxdCj1BebNoJpoz9PeGWAbQnxfK7pVQBKkqCw6hLaRlSjljXgiI0BtxNlZO966h4PHUrbEp+ZxyiIc7Gj3kzaqviBaJ8kbZMnOKh7YzJx8j2SbYM4pJTgdwaIC3kYGfyQau8FFDVPo5r3OVy+gsGjbun1PpzufBbj5gkpbXVdR9OOnudVVZVYzPKE/KxTFQhhyAAIA00oHG49AEBDJB6nqjE7s7sP3enM4oNm8DrPHkEzQux57dumh607hRHz/4IjPovqhp0Ul74OgN7wbRQpKPBDeihE7Ao/K964BV9DMXZnImfP+yve7WYg1OUOEAaOz/8I4Yrr87EoQmFaqpk0X1u376jthiS4iUnT7FvIBkDSEA7ij/SsIPooQgiSh13ImBtfJnXUfADqtr/M9n8uoOnAiW+jTB6nIVRoqzII1hzx51OnjkGdMd4cV2w2Nt3NFxpfYlGeRpsK0TdbkUZXhdGkKTYEbmj4MYpiY3/lcnbHrSUxZTSucBK6HqSmoru/n8Xxk5OTw7Bhw3r8nEogPVOx4qZFX9MYDuOPRhFAKGZ60cVkBnlx/beV8GjokVaq1j8BQM70r6Paui6IrW8wn+mpUfNvZMzYI38rTbt0asTfELZDGMBQx614EtK7nC8Ng/Crv0DfuxpsTrQMU52nThqF0NS+GlaPTG5X226s79kioSDe3G1Ee6G4Nj1CINq7fngdKJogZZK5yFm3vufni6JqiELzvcPYVIqMRLscT/QqTPbYKNdGUmqfAUiKZBqGorO68EncjZnEu4cjpU51xft9Mo7PAlbM7I4VNy0sBoZSvx9JGJCdSdv8XrRH8B1YTizYhM2TSmLBbJrLBH57GZMDm5BISuMTyK+fQlXqe50FyNRJoxBq/8ZzOKK0LWk5jC4NBsW7MIgHNLOoqPBR0QdJW80lILfdIqHJjMut7lIARvt0opoPKiaDUGhu3ENboLbX+3C681mMmyektJVScvPNN+NwOHo8Hg5/ckLH4tPPmpp6UExrhDxPPDWBDo+9VOZkDcKl2Y51+mlFMKzzvjQnvhcXOjj47k8IVG9DdcQz4nN/wpk0CCkNlm/6LQBOYx4yVkRGG8SHdZwX1vHhh98j1FaH25vDWXP/hLteEKmoRqIjtX1o065GGzG738Y0PX0oS6q2s7Z2P18bOafHNgXxLgyZipQKQugk22M0RmyUtvoYm3x8PomaM57BF95Hyoh5lC77BeHmCva9cTtJw+Yw6Jy7sHlSj+86HkFCoYqvWKdhc4zceUesNbSrLsSobYADh1AjZ3N541JeTLmOV4bEcePeGPqmENqUI0mCtHSVvHyVivJCMt1fpar1z7y/5WEGzX2czDfGcTBrBRUlb5Ez+KLj6puFxSdhxU2LvqZDZZvlsiNj7QuCRj7ZnoFP2tZs/Rd6qBln4iBSi67ockwPRtmgms/nzIhCeoZCWro5MZNSUvrhZvyJ/0QARiSH8XO/3OV8aRhE3niQ2KbXQFFxzP8J+nPbgf61RuhgUspgXq/YfFRf28KkjgXrJpAChORQoIURiccXC0+U1CkaNR9EadmrE24ycCR112loF88luvslRNRL7P112Oac1eX4jROdrF4Z5WX7Qu6MrMHd3IAnSaEsfR0VKZtIb51Bi7KXw2XLGTT8yj4Zh8VnDytuWlgMDGV+U2mrEkQRMRShkeXJ67Xr1+18BYDUos+BVPD73Uyw/wuA8jjIrr0YIQXVrUuZ1TILGJh4DpDvTcGt2mnTI5T56ymIdwMKkiQEdWiikYpe9rTtwHvWLHgBbG2luLKyaY4eJKtxNDn+NLTMt6mJfI6U9Ak01GyivmodaAPzM7LoP05IaXvTTTeRnp5OQkJCj5/09HQWLlzYV321OEPYUteIxJSsZzk6lI7xGDi5ILv/tzecCu9v8hFUVTIjYdLDL9G0712EojH8sodwp5rbRXYdfJ3D9dtQhAuj6X+wGZKcAHhd+1gT+A6htjriEody7uV/x5uQT3TJSgCkehAlZwiOy+7o1zFNTxsGwE7fIVqjoR7bDG4PTDFM78F4rcODz3fC94vPncqYG14gc/LNIFSa9r3L9mevpm7Xf467CmTyRHN9qXFLrIt6Vmga9ls+j0hLQkgPrtB0FtQv4uV8Db8GsTf83e4xaYq5aNBUvoDUhBGEIy28H/g7OW7z5aCmaiXRSN9tW7X4bGHFTYu+pqzdjzTN1YxAYkiNBNsQ7OoJveL1OnokQPWWfwKQPe2rCKWrTmDvDh9NdhuahNSYwphxH1HZ7m2iXPsBQkgCCsz0/wg158iCndSjhP/9E6JrXgTAcdX9iFC66WmbkYLI7f8ibB2+truaKgnGuitoR7QnbRV8nd87mZh6vDhTFeKGfEJBsvwxyARz66e+dA0y3LXfEwbbGaQoVNqGcdg9G5CMsRUAsGrEE6TsnABATeVqYtGetypaWJwoVty0sBgYDrY0A2Fs7TY+Kc5cNKV3xFbh5kpaKtYCgrRRn0M/FKDGpnGufzEAO5NhZMUcmnJ3kljrQJUapCch8jJ75f4niiIUChPMXae7m6soiDMXmSOGOTdWMZW2xnHOZU8E75hsIuogBAYJjCZqC+Bz+lFQGBTcTJXXRqbXFHzVHbaKaH8WOCGl7VNPPdVX/bD4FLG/pRmE+fLuUc3Kk0GZgk1RmJHRe6t1/cE7B8OAg2uMd6ne+CQABRf8kLiciQCEIi18sOURALS2mxFGGnl+0MReiofcSSToIz5pOLPnPYbDlYRefhi5pxyJgRFXifv6xxFa/xZly3Inke9JoTzQwIb6A5yXNapbmxSnjTi7RsxIxabWodIMJByXr21PKJqTvFnfImX4xRxc9nPaaospXfozGkrepOD8H+FMPPb/i4QRKqrL9Odr2a+TMPzIo0t4XNi+ejWRh55ChJK5uqaal1J9vDTYy5f3RjF2hVFHH1GcZecoZGQq1FRrZLnuoaHlVvaUv8PwGbPwbE4l4Kzn8J6l5I/53EmN1cLio1hx06KvKWtXeihUAhDFy+C49GOd0i/UbHuxU2WbPPzibsfXHWgDvKRHFdwOwbD257qUkk0rf4xUm4gKSK+ZS+ZZR4qQGK0NhJ7/AUbpJlNhe9X92CZeTvj3ZoEsdeoYhBD9MsaPkuNOIsOVQE2wmW2N5UxPH9bleJIzFXNbZQyVEDoOdvsaubgPX4vSptvwHwhTtzZK5rk2VHvXn4sQAmX6BOQ71YhwHPqHm9AunNGlzfxCJ4/sbuMVsYD/5UNs9eXEJXrxeSsojy/GbcumLVpFTeUqcgou7LvBWHxmsOKmhcXAsK+lDgTYZCsIKEgY9sknHScNe94CTDGPIyGHxuU1RJ3v4A6G8NklxE0gIZjNjkGLyCkrAECbMjDxvIORidlsaSxjd3MVc3PGY1cVYkYaDmU3mmihRY9RGwyS6Xb36n2FEJAzHcrL0KolxEHAvZ/E0ARG+Fy8mV5GQo1Z0LypfhdJucYnXNHiTGdgZRgWn0qqgwGkMBWcht4AQFSmMjUtB/cZZI3QGDRYr9sZFCtmcOjPAGROuonUoiNbAFdt+zPBcBMOtQBaF+CJSuKNvVQN+i6RmI+ElJHMvuSvOFxJSCmJPmuqjqRWgetLP0NJzhmIoXWqbY/mayuEYHC8C12aE3/daASgtNV3Svd1p41g1IKnyZv9PRTNgf/QBnY8dy2HNz6NoUePep6iCZLHmxP6+nXdFUNKahK2ryxACgNNz+S3e1/htTyFJjtEX+9eFXtyu9r24O6hTBhuFsZZUfNn0g0zGV+x5b+nNE4LCwuL/qLMbz7jAtFyAKIkMiS+7z3Sj4UeCVC9uUNl+xWE0t2Pbp3fnIhlRRVGFmlomvn17rXP4pcrkYBPeJh6+BbU6eaEKLbrPYJ/vN5M2Do8OG/8HbaJl2NU1iDLD4OqDEiVaTBjy6QUU227qQeLBEUo2FXTCsHVXqh1b3NDn/YpcZSKPVmgB6FhY89qW9uEeRjaTgBiy9YiQ123ns+f6MAjBXvtRfg9E8HQmegyq4lvHPo8Kf5JABwuW953A7GwsLCw6FMMKakKmPM9mzBFV4WJI3vl2lJKGna/CUDKyEsBaN5vMCRq2iXsSoGRdXPRlRA+fT0pAXO3jDp5YLf9d/ja7vZVoSqCQXFOdNlRjKwF0Dstqnob97SZADgCu3Alj6LFY77jZbWm4dTepml/GnGJQ5HSQI9ZljGfdqykrUWvEjMMWmNBaLdHaG6vZB2RqZydNWgAe3bivLO9BZds5qv+n4KMkjjkPHJn3dZ5vLZxN9v2vQyA0fBdBDZyQ3uoy/4OMaWFpNTRpsK2vaJy+D9/gTqJRKJdcj7q4MkDMSyATgXQ+roDR20zON5NrD1pG43VA72zlVMoGpkTv8joG/5FfN50pB7m0Ko/UvyvmwjUFh/1vLRpZqLVV6wT8XVfUVSH5KFeOBSJzpCgwfdKl/FigYKxO4K+v+uWz0GDVZJTBNEouGK3kODNpTVYS/0gHYC68FbCvr6dTFtYWFj0Bh1K20DU3OYelSnkel3HOqXPqd32r4+obOd2Ox5oCrPDbvYxK6pQNNp8vjc37qVk1x8AaLTB5H234JmdAREfoRfuIfTsncjWBkTaYNzfeAZt5NkA6Ku3AqCMLUTEefpjiD0yObUAgE0NpT0ej7ebE1GHMC2HKgItfdofoQgyZ5s/25oPo0i9+zZONWMoItuGFC0QDKOv2NDluE1VmJNl7gh6Q15jfrNmJ2mhLCK2AE0Bc9GguuJ9DOPoi68WFhYWFqcv1W1tRKQpurJhvlcMiu8dpW1bbTEhXxmK5iBp6PmmkKlxF2mxCiKKZE+Sl4Kd06hJWUNGk2mHIIbmIZLie+X+J8vIxPZiZM1VGNJgUJyrM2mriRYgRnkfFCMDcIyagkTDThWOyBRiWpBGZzMABYESDoUFWfnnAqDrPdsdWnx6sJK2Fr3KrkYfEAFhYBMGtW0VAERJY3Zm/jHPPd14Z3+QLwV+hYdGnEmDGXLRzxHC/JOR0mDZxl8hpYGbOSjRyaRGDtKafgeG6ic5fRxnzfszdocZbCIf/ANj5Q4ARI4b+/lXD9i4ACamFABQ2lpHY7jnYDM43oVumIFTN8yk7aFACzGjd7ZgOBNyKfzcnxg856eozgTa6kvY9a+FVHz4e/QevPFcGUf8+Y5WDds27yqMlH1IDM5vKmOovpYapyT2Rne17aTJ5iR051aVcyfeA8COwArc0XSk0Dm0fFGvjNPCwsKir4joOlUBUxGj6+ZzOmZkkRc3cEXITJWtaVVwNJXtxq1NxBQFjy4YlqaSnKJg6FHWL70PSYw2Bextwxhx+BykdxGBh68itv0dUFRs59yM+5vPoqSZqlYZCqNvNJWi6szx/TfQHuhQ2u5oqiDcw+6RNLc5AVTbJ8T1ob73T0+ZpKF5BRGfpP4oaltt/FwMzXxHib23DunrGjNvmuFCkbDWPomYpxAjFmKc05zM785chU2JJxrxU394U98OxsLCwsKiTzCLkIUAo9PTtreStvUlbwCQOPg8VLuXYLWBV74GwN5ESE+YhxaxU5X1Hjm+AoAB2zXzUQq8aTgUjUAsTGWgiYJ4N7rs8LT1g9Cp6KOkrXC4IWOcea8yJyAIeswdssN8KZQl7yAjwfS11WNhpLQsEj7NWElbi15ldU1d+wMfclwKEoku3RQm5pPh8g5w746fA74YBa3/YkRsE0I4GHbpb1DtR/xqdh38L4frt6EqbmIN/4tNVuKIvx1DbSYxZTSzLn4Um93cnhr58J9E3nwCoZtJa/s1CwZkTB8lwe5mWLyp+Nl8FEWQqbQ1k7YKPlyqQJeSitbmXuuHEILUossZe+PLJBfOA2lQvfn/2PnctTSXr+nWPm26qRiqXx/FiHVXDAlFxX7p5zHsq5FI5jbuoS55LfrmNoyKrhPoYYUq8fGCUAgCDVMYmnMeUuq0xpkJhspD7yKjVgDsiSuvvJL8/HycTidZWVl86UtfoqqqaqC7xeHDh7nhhhsoLCxEURS++93vDnSXLCz6lEOBAAbg1kBIc5KlGwXkDaDStnbbv4gdQ2ULsO6QufshK6owql1lu3vL4/j9e9CBJg0u3jMesr9B9INHIdiCklmI6+vP4Jj7LYTtSFV5fXMxhKOItCSUYQO7OJznSSHF4SVq6OxsOtT9uNe0RDIMU2EbMXR84b5VyCg2Qea55s/48PIoRrR77NTGXYxUK5BKPUSiRN98v8vxdK/KhHgNhGAFpto25t9ORnMBMS2KjCYAUFW2rE/HcqZixUwLC4vTnVK/H0kYjTaEMFCFgzRX1ilf19CjNO55G/iINcKHB4hjFQA7U2BWeB4hewMxrRxvJB6pqajjCk/53qeKpqgMby9GVtxcyaB415GkrQghaOszpS2AfaxpkeCKFuNMmEizpwIDSUYgBcW+FPbmY3ckAfJTVwzUiptdsZK2Fr3K9oYmZLs1QorNnJRFSOOcM8waYdW6D5gbMpVCg2bchSt5SOexjxYfc4RvQZWCVNftGFo9ca7BzJr7R2x2L9LQCb/xIJG3HkaJFSFQUEYORhmgKpgfp0Nte9SkbYIbSTyGtCMEpDrMpOep+tr2hM2dzNC5v2D4FY9g92YQbqlkz3++yYElPyYWPHK/xCIVW7wgFoCmHXqP19LGzYNUiWFbgwGMC+6nNfF9Iq80dmmnKIIJk82J7OYNUc4a911UxUaVNLcYN7j20bZyZ6+P9dPA+eefz7/+9S9KSkr497//zf79+7n66pNTj+u6jtFL6u1wOExaWho/+tGPGD9+YBV3Fhb9QYeXWoarGSEkhlRB5pPtcXzCmX2DHmnrVNlmTe1ZZQuwJmrudMjVzQJkjbXbKNn6FEiIC8K1JR68zkVgNCKSsnFc/VNc3/wnak5Rl+tIKdFXbQFAnTlhQAuWwMd9bUu7HR+W0J5Ulk0gzVfw8l5cCD0aaVM1bPGCaLOkbm0PvvDJuSiDxqPbNgNgbNiJcbBr0nnhJHMh4G3tLIQrBz3czHh9KABVDrMI3uHyFZbapwesmGlhYXG6U+b3gwh3qmwzPAW9ElNbKtYRCzahuZKIz5sOgCx+FYHBIY+kyjGC1P35HE5bQW6HynZsIcI5MO8xH2dke9J2t6+KgjgXEheGNG2YNJr6zNMWQCs0k7ZuNiH956GrYZpcPgCGBCop29NKWpZptxiLBvqsHwOBFTe7YiVtLXqVUn8LCDNpa8OciERlKrMy+rA8ci8Tbq0jd8/PUZCEjXNIm/L5LsdXbv0TwbAPt30wuu8iUpy3g1aF08jirM+ZHrYyGiL0wg+IrnoeDC+KYU5stItmDcSQeqRjYnm0pG2q04bXphFr9+5xCjOI94av7dFILJjNmBtfIn3ctYCgYffrbH/2ahr2LEZKiVAFadPMgmR1a3r2zhOqhv3cm5FaOW3eLYSFSryoRO59E31v1y2fRUUaHo8gEJAcLs9i0sgvElMgpmggJIfW/xdpdFclfRYwDIPf/OY3DBs2DIfDQX5+Pr/4xS8A+N73vseMGTMYNGgQs2bN4gc/+AFr1qwhGv1kP8Onn36axMREXnvtNUaNGoXD4aC8vJxwOMydd95JTk4OHo+H6dOns3z58m7nvfrqqwwfPhyn08ncuXOpqKjobFNQUMAjjzzCwoULSUhI6PWfiYXF6UZpexEyBTNpFiWOHHcSNnVgXu9qt5sqW0diPimFF/fY5lBFK9U2G0LCzDwbqhpm44r7SQsYTD8EZ1UJXEYbkIT98rtwf/ff2CZe3mMCWFZUIytrQVNPi62UcOwF0dy4XABU4QPM8ZT6m/q8T4pNkH1Bu9r2vQjR1u5xzTbxclAakd46AKL/ehsZO7I4OjnXRpZdIaqobBbmxClmLyanfgxBzQBUQm21NNXv6vPxnI5YMdPCwuJMprTFDxxJ2g5L6B2la0O7NULy8ItRVBvh+jY8YbMo2c4UsHsvR98fpjptOVnN5sKmOn1cr9y7N+jwtd3dXEVenAtFQKxTbeujqi1AtJcSgh9HyRoBrgRUAqhVGUihEvTsBWBYYzZ7lFWkZk0FIBZtQ8oza85qxc3jx0raWvQaupQ0hNqQ7fYILWFTwm7TshiRmDqQXTtupJRse+uneGQz1cpgxhd8pcvxyrotbNv3kvlF4zdIcd2Dph5Ei6Zw9iV/weVOw2g8RPBvX0XfuQxUG7asG0GCMmooyuCcARhVz0xMMdXPe5qraY12354phGi3SEgDQEofAKV9mLQFUO0eBp37fYoWPIUreSixYBMH3v4he//7HcL+w6ROtSFUCFQYtFUeRW078XJEQgZOvYTXs+MJKDaErY7oEy8gG4+omlRNMHmqOZHduD7K5BFfxuNKo0UxlUiH7Rswttf22tiklARjA/M50UB+zz338Ktf/Yr77ruPXbt28dxzz5GRkdGtXWNjI88++yyzZs3CZrMd17Xb2tr49a9/zRNPPMHOnTtJT0/ntttuY/Xq1bzwwgts27aNBQsWMG/ePPbu3dvlvF/84hf84x//YOXKlfh8Pq677roTGtengT/96U8UFBTgdDqZPn0669atO2b7l156iZEjR+J0Ohk7dixvvvlml+M/+clPGDlyJB6Ph6SkJObMmcPatWv7cggWvUTHtryIbqoiozKR3LiBsUbQI21Ub/oHANlTv4JQtB7brdpuTghTY4JJ4+2ULvkZo4rLmVAtiI8IdJyIli/huOAF7DOvQ2j2o9+zXWWrjBuB8Axs8bUOJqWaC6LbGsuJGV1jVJrbVOyoogml3SO/uKl/il6mTNZwZSnoIah8J9LtuDb2ItDs6LEPwWVH1jSgv3fkOSCE4Loxplfya+qFCC2OSOgw4+uKkAICijnWw2Xv9Wq/BypuWjHTwsLis8QBfwMI2VmEbFjiqSdt9UgA34HlAKSMvAyA1mWLUWnBb5Mc9DoYlzAHv+0A3pjEZtghKW7ArY4+ysiE9qStrwq7IsjyOD9SjMyPLmOdtQV6G6EoaMNnAOChGLtjOi3uSnQkKcFEovYPSEwYDQgMGUPXQ9Zcs51PW9zs+Y3awuIkKPP70TGAIKDjD1cDMC5lHKo4M9YH6na8DNWriWLjYPhrXDYht/NYTI/w7rqfA5DquhSb/yXsWjFKLJ6ZWQ/jzckntuNdQot+BuEAuBJwXnw/sRfMhIp26dkDMqajkeqMJ9+TQnmggS2NZczOGNGtzeB4Fwea0wGIxOqBwZT1gT1CT3gzxzLqumep3vg0VeufpLlsJTueXUDuzNtIHH0FTdugdnWMgqu7q6+EZsd29kIir/+Wi8KvcufwB/nl/ndJijYRfuj/sH/1CyiDzMlz0SiNjeujBAKS/XvsnD3+2yxZfR/JMWiKK8W/fDOJ4+f1yphCOlz0QuMnN+wDllyXjOs4n/h+v59HHnmERx99lJtuugmAoUOHMnv27M42d999N48++ihtbW3MmDGD119//bj7Eo1G+fOf/9y5raS8vJynnnqK8vJysrPNl6M777yTxYsX89RTT/HLX/6y87xHH32U6dPN7VXPPPMMRUVFrFu3jmnTph33/c9kXnzxRW6//XYee+wxpk+fzu9//3vmzp1LSUkJ6enp3dqvWrWK66+/ngceeIDLL7+c5557jvnz57Np0ybGjDGViYWFhTz66KMMGTKEYDDIww8/zMUXX8y+fftIS0vr7yFanAAdSttIrAYViMlU8r0DU4SsdvtLH1HZ9uxlC7CiVoAGE8M1eBffTdyBTYAgKiRlKYMYvv1XCFcc2uzkY95PtrSibzRVndpZE3tzKKfEkLg0EmwumqNBdvuqGJN8ZKdRkjMVgQYihkuJEDBgX0v/xAShCPKvsFPyeIiGjTGSx2vEDz0SP4UrDq3oXGLbl8CQKOyE2DurUIqGoOSatk6XFjr5y+Y2mjQnpdrlDIo9j5G+k4KaGdSlrMFjQFXZe4ye8q1e6/dAxU0rZlpYWHxW8Eci+KItoNKZtO2NImRN+9/DiIVxJg7Ckz7K3DVZbIqfdiVDBedxs89Fefoycn3mgqc2fTxCGViro48yND4Du6LREg1S2dbIoDgX20Jm0lalBYhR0drKoLi4Prm/OnQ6sW1v42E9DQ2fx/CsosndQGpbKkP8rVRta0BNNK0komE/UYfTmmvy6YubZ0YmzeKMYGdjIxABYeASAcBAl07Oyhw90F07LoJNpZR/+DAAr7u+wsxAPCIvvvP4+l1/p7HlIC5bMkptFIe2Hgwn46v/H8lzBhP6zwOEnr8bwgGU/PG4b3sOY4tZzVuZWISS3T2hMtB0buOsL+3xeEG8m5hhrnhFdXPLZKnf12/bLxTVRva0rzL6+ufxZo3HiAYpf/+3tEX/F6mW07A1RsTX85YU25T5CE8y7kA149Wt/O/IK2lQk6Ctjcifnkffshsw1baTprSrbTdEGZ47j5TkkYTan46HfR9iVLT0y3hPF4qLiwmHw1x44YVHbXPXXXexefNm3nnnHVRVZeHChcf9/8JutzNu3JGtT9u3b0fXdQoLC/F6vZ2fFStWsH///s52mqYxderUzq9HjhxJYmIixcXFJzHKM5OHHnqIr371q9xyyy2MGjWKxx57DLfbzd///vce2z/yyCPMmzePu+66i6KiIn7+858zadIkHn300c42N9xwA3PmzGHIkCGMHj2ahx56iJaWFrZt29Zfw7I4CaSUnV5qUpov6DGZQ94AKG27qGyn3HpUlW1UN9grJNfUv8B3Km9FHNiEgWR/ouTlYW5y9F8hpBftbA/CcexX1Nj7G0HXEYNzTqtdLIpQmNAeWz/ua6sKFY/NXAixt1tJVbZ1te3pS7yD1E6LobJXwuihrs9sbYKphNKr30YZMwx0g+j//RcZNpW5Lk1wyVBzcviWuByESqssZlzlNNpUkEBrcyl+38F+G9PpgBUzLSwszmQ6ipAJdDRM1Wh+3KknbRtKzJ1dKSMuQQhBdO9W7JE9xASUJEGjcimePUF8ietJCWQg4bSxOurApmgUtvva7mg6REG86yNK2xZA71NfW3WYmTx0Uozwj0cXdoKefQAMb8yn5ND7qGp70jbad/3obay4eWJYSluLXmNTXWOnn22aXUdGIEoqM84AP1tDj3LgnfuQsTAl2kT2yLmMG9rSudLX0HyAdbvMpEhKaAKatgQpFYYdvJfsORD883XIpnY7iHNuwj7nG8iyaozdB0ARaPNmH/XeA8nElAL+U76RzY2lPR4fkuAmJk2FjZQNKAgCsSj1oTbSXJ5+66creTAjv/AEdTv+TcXKPxJs2gFpt0LzN6n+4AvkX9FdWSZsTmxnf4nI4kf4YuMLLMq6gK+MupxntyzDTSXRf7yGrPehXjidotEamzZECbRKdhcbzJ7wHZYs+QZOAw6lbGLoslLsN526v5JTNVchBwJnz/WAesTl+uSkT2pqKqmpqRQWFlJUVEReXh5r1qxh5syZx3X9jxY3aG1tRVVVNm7ciKp27ajX6z3+jn/KiUQibNy4kXvuuafze4qiMGfOHFavXt3jOatXr+b222/v8r25c+fy6quvHvUejz/+OAkJCcc02A+Hw4TD4c6vW1o+WwsbpwNN4Qj+aBSIoUo/CND1weQOgNLWVNn6cCTkkTLi6DsTNq3Yza/Kf0ZhyNyK1uiU7EqDPXEwO/1OPCu8oIA259jxRYbCndYI2vmnn2JwYkoBK6qL2dxwkIXDu+6ySXVl0Ro9jDACgJOmsOlD119F1HLm2WneqxNpkpS9EmbwdY7Oe6vDZyI8ychAI2JiAlR4kXVNxF5dhu1a8/d6zSgXr+wLU+JIw2ecQ2L4PYyETeTXTSOYsA53u9p2ROLgXunvQMVNK2ZaWFh8VjjYXoRMoxUhQFO8JDhO7bkbaa2jpcLcbZo84hIAgsteRAX2J0jq1Hyy4sdRv2kV6cmmR6xSOAiRFH+0Sw4YoxNz2dFUwS5fJcPiMtE7PG1pAaF3WlX1BUpiJiJtMNQdxEMxzUynxb2amDBICMcRi21F1WYAEj0Wwk3Ummvy6YubltLWotcobmpCYnqj2jEn8G5bHhnu0/8P4fD6J2mr3UVYieN5z13MqW9CG2cqYw1DZ8m6n2EYMXLtI9AiywBIq/kKQz1riLz7HWRTFSIxC+ctf8Ix99ugaETf+AAAddo4lLSkARvbsRiXbHoG7fZVETW6V5QeHO9Cl+bPQRUB0tufxqX9ZJHwUYRQSB+7gLFffKm9+mgYmfAQNXvuoK22rsdzbNO+YNpUNFdwq7YSv83Oj4bOQXpN9XfszfeJvvAWKkYXtW1u6jSSsiaZqiF3Nf7tO5HN3X1/T3wMApc2MJ8TSQgMHz4cl8vF0qVLj6t9R0XOjybxToSJEyei6zq1tbUMGzasyyczM7OzXSwWY8OGDZ1fl5SU4PP5KCoq6umynzrq6+vRdb2b31NGRgbV1dU9nlNdXX1c7V9//XW8Xi9Op5OHH36YJUuWkJp6dC/yBx54gISEhM5PXt7pvzj3aaOs3Roh2d6AEBJDqugyv9+Vtno0eFxettEtbzLsvf+hMLSXgOKlOMvBxmyo9EC6dg6j9pvJTXWaCyX12JoCfe02CIUR6ckoo05dDdTbTOosRlaGLrvuBsn2mNvyYkYzSNClQV2ord/6pjoEQ651IFRo2qFT8+GRoh5C1dAmmJPrWPHb2G64zFwMWLsNfWsJAHnxKpPTNRCwXJqFWpsT1jGh7FLa2udBFQff7rX+DlTctGKmhYXFZ4XSFj+SUKc1Qrq74JQXEhv3LAYk3qzxOBNyMVrqUCrMZ+TOFCiVlzDRq3I4YQW5Te3WCDOOLhYYSEYlmbt5dn5caYsfiPZp0hbo9LX1inXYfedhKDHqPeZu3ny/HV3X0VTz3U+PtlpzzR440+OmlbS16BUMKalobe1U2kZjZhKtMGnUQHbruGir28PhjaaK9l+ub9GspHJhsw9lhLlKtankWQ7Xb8MtnKi+/SAhp24KE/wvIANvAWCbfg3ub7+INsx8qBpbdiMPHgJNQ7t41sAM7DjI86SQYHcTMWKUNB/udjzNZcdji0OXZuI93mb+fsv6uBjZsbB7Myj83KPknX0HYAf7Gopfuo6mdqP7jyIcHuyzrgdgfvVzuITBtmSNt2OTUc45HxSBsX4Hkb/+i5EFUTweQaBVUrwrxtmT7uy0SNif+gGx98v7b5ADjNPp5O677+b73/8+//jHP9i/fz9r1qzhySefZO3atTz66KNs2bKFsrIyli1bxvXXX8/QoUOPa+WzJwoLC7nxxhtZuHAhixYt4uDBg6xbt44HHniAN954o7OdzWbjW9/6FmvXrmXjxo3cfPPNzJgxo4vH0JYtW9iyZQutra3U1dWxZcsWdu36bFYzPxHOP/98tmzZwqpVq5g3bx7XXHMNtbVHL8J3zz330Nzc3Pn5aGVVi/6hrNVM2tpV89kdJQ6bcJDpdvRrPz5JZSv1KKFX/h/hl+7DYQTZ5h7L6oIpHHKHCCsQJIF5U36Asd5cGLNdcmxfOKnrxFaYL9TqeVNPK++7DgoTsvBoDlpjIfa31HQ5lh9veuWrNANmlrO8n2OqJ08l9xKzwFvl4iiNW48s2moTLwdA3/0+Sk4i6gXme030xcUYNWbRtAVF5uRwtXMEQbUISRTFuZPE5rFIwN+4l2Cg67g/zVgx08LC4kymzN8KIowN871iZNLIU75mfac1wqUARNcuQqBT7ZbUOTXK5BzG+0Lorn04Y24Ml2ba8pyGjE404/bu5ipyPXZ0mYiUCkIYqLR0LqL3FWrhWQB4tTU4grOIYSPoMbfr5zdnEYm0odncAEQj/We5dCpYcfPEsJK2Fr1Cub+VmDSQBAED3TBf7GdnTT32iQOMNGIcXPYzpKETSDuXTfbzKPK3kj8sDmFTaWg+wKptf0aVkN6mkRSKMa3Cy6iWjQjFj5IxDNdXn8Bx5d0Ih7mdU4YjRF8zqydrF05HJPaNMXlvIIRgbJKpkNvR2D3pIoRgcLyLWPuKopDNgOlrO5AIoZA54QYGzXoaosMwDB/73riD0vd+iRHrugJnm3kdODyo9Qe4J2UjAI8P02jaW4Dt1i+A047cX4Hx52eZNsL0cdq4IUpK/Aji0k1fpUOpm4h9UIGMdK0E/mnmvvvu44477uD++++nqKiIa6+9ltraWtxuN4sWLeLCCy9kxIgR3HrrrYwbN44VK1bgcJx8suipp55i4cKF3HHHHYwYMYL58+ezfv168vOPVJB1u93cfffd3HDDDZx11ll4vV5efPHFLteZOHEiEydOZOPGjTz33HNMnDiRSy+99KT7dTqRmpqKqqrU1HRNhtTU1HRZJf4omZmZx9Xe4/EwbNgwZsyYwZNPPommaTz55JNH7YvD4SA+Pr7Lx6J/KWv3UNON9qStTCLH60DrxySmHg1SvfEZALKndveylSE/oX98h9iGV5BC4R+pC/lt7jeQYjkAjTY4Z+Q9uNc4wQBltAMl/9iVgY3Nu8HnhzgP6uTT0zNfU1TGt+9k2VTf1d81w20qbVXRREfSttjX0K/9A0iboZE+0/x9HXw53Jm4VbMKUTKHgx4ltv0dtHlnIQbnQChM9Il/IwNBZubYyHArRFTBFq4CoCntXSbtu4Fw+8ziwN7X+n1MA4kVMy0sLM5UDra0AEeStiOSuhenPhHa6vcSrN+DUDSSh81BxqJE1v4bgJ3JUMVMIBF32Rqy/KZfrG3KOIR2ejp35ntT8GpOwnqU+kgTSQ4nujTFXapooS7URjDWfcdqb6EWTAKbEzVaj5PD1DKVVlcNIUXHqTtAj6B2JG2jbRjGmTFfteLm8WMlbS16hRKfD4kEYW6tEBgY0s75ORMGumvHpHrLc7TVFqM64njJdRsAc+rqUSdkoBtR3l5zP4YeYUjAzZiaVqZWCRKiAZAe7Jfcheubz6IWdK1aHXtnFTS3IlISUS+YPhDDOiE6krbbmnpWyg2Od6NLs3BKTDeL3ZQNgD1CT6RNKsTrfhxarwcEdTv+TfHLtxBqPjIW4YozE7fA9P3/xxCPoMUu+Ks0wMjG/u0vQlI8sq6JwW+/SL6oMdW2xTFmTr8XCQglwgHnGvT1VQMz0AFAURR++MMfUlpaSiQSoaysjHvuuYexY8eybNkyGhoaCIVCHDx4kL/85S/k5BxfIaCbb74Zn8/X7fs2m42f/vSnHDx4kEgkQlVVFYsWLWLs2LFd2l111VXs37+fUCjEkiVLugRaMIszffxTWlp6sj+G0wq73c7kyZO7bCUyDIOlS5cedeV55syZ3bYeLVmy5BNXqg3DOOktSBb9Q4eywzBMRXRMppHr7V9rhCMq21xS2j3rOjB8hwk+fiv6vrVgd/Fm7s94LvVGLtb/DEgCKmR65jK26EJi75v2ALZLjm2nJA1JbNlaALSzJyNsp+cED2Biirnd8+PFyNLc5gRVFY04FFPtuqupvl/7BuaibO6ldpInamDAwZfCHF4eQRqyU20b3fwGQlWx3zwfkZyAbPAReeoVFMPg8yNM7+RlrrOIkURM8+ERzWghc3z79/y738c0kFgx08LC4kwkrOtUtTWDMDrtEfLjT03x2lBi7kRNKJiN5koktus9RLCBNlVQGg+lxiUMjVOpD7xHeov5LFRPU2sEMAuMjko8ikVCezGyitZAn91f2ByoQ02lZ4J3DeHweSAkDV5TlKEZCoYRQ1XtgCR2hhQks+Lm8WMlbS16heKmJiACwsDR7mfrtOXgttkHtmPHIOQrp3LNYwA4J3+Xrf4ENMPgPF8T6uh01u96mrq6XcysUZhd1kZWq0Ai0INzcX7uReyzr0OoXSeMRk0D+vvmtk1t/gWn9YSyg7HtaqDtjT1v/x8c7yZmmL624Xbbi4FW2nYghCD3Yi9K6zcQvt+iOhJpqyth1ws30rhvWWc7+6zrweZEVu3mxznbEcA72Ror32xBpKfg+M4XEbkZEGjjgvJXGBQ4wKb1UZISRmCLMyegu/LeJbqs9LirVlpY9AW33347f/vb33jmmWcoLi7mG9/4BoFAgFtuuQWAhQsXdilU9p3vfIfFixfzu9/9jt27d/OTn/yEDRs2cNtt5iJVIBDg3nvvZc2aNZSVlbFx40a+/OUvU1lZyYIFCwZkjBbHR5m/FYlEkU0AxIxc8vqxCFlXL9uuKlujoYLg47di1OxHxKXCjY/zhm0GQ+RqMtmOBIJqBpdd+kNiywIQkYh8G8qoYysojK27kdX14HSgnjWhD0d36kzs9LXtGjfSXUeUth1J24GyHBKKoOAqO2kzNJBQtSTKvmfCGAUXg6JiVGzHqCtFxHmwfeUL4LAjDxwi9vI7XD7Ejl2BeptGKZcB0Jj2OkWlpiVRrLUWX3PZgIzLwsLCwuL4KG9txSCEIIomTJuivLghJ309KQ0a9iwGPmKNsMZUKhYnG4RIp4ZJTHBGcNCAgoKek4iSlXaKI+lbRieZFgk7fR1J248UIyNGeWvf2hJo7RYJ8fa1JLXObrdI2GkeMzRCkVZsdnN3bzRyZiRtLY4fK2lr0SvsaGzq9LN1CXOlKS9u+EB26ZhIaVC69OdIPUx83nRWiDkATPM1kzgsidrgHipX/5Vr9sHoeokmBfW2AkrkH3EOugNtelYP15TEXlkKuoEyagjq6NPTl+fjjE7MRUFwOOijPtS9AnxBvIuYNLdSR3VTDVQTDNAWi3ZrOxDEDVFJGKkiQtPw2p/CmzUePRJg/1t3cWj1n5HSQHiSsE2/GoCszU9z9WBzovxQkoJvXRAR78X+zetRRg1F0XXOr1tM1uFdFBfHGDn6iwBIrZmK4BaM4v5XRJ1JXHLJJXi93h4/v/zlLwe6e2c81157LQ8++CD3338/EyZMYMuWLSxevLiz2Fh5eTmHDx/xp541axbPPfccjz/+OOPHj+fll1/m1VdfZcwY0/pDVVV2797NF77wBQoLC7niiitoaGjggw8+YPTo03PruUW7MiYQAMxqzwC6MZi8uP5L2tZuf4lYsKldZXtkW5jReIjgk19DNtcg0gpwff1pdjcOpUYLM0d/GIAWVXDJub/FLjxE3zXfGWyXeI9ZxELqBrHFHwKgnT8V4eq/sZ4MoxJzcCgaTZEAZa1H4kayMw0FFSF0VMw4WhMauAmWUAT5VzgYNN+O0KBln86uJzxEE82dQtHNptebkpmKbeGVIAT6uu14ln7IBYPMWPq+8xIkCoG4nWQ3D8WQdgSwcdMjAzWsMwYrZlpYWAwkpS1+pDhShExTkvDYTt7az1+5kWhrDardS2LBbPSqEoyyLRjA7mSoMOYBKsPrPyTXNwgAxzmnb/2XDjqStruaDjEozkWsfReqRjMIndKW/vG1VZt2kC4l+9XJBB2NtKk6QoIIh9Fs5m6laMSP/FgR1E8Tn8W4efrLAC1Oewwp2dvcjMRcnVNkMwiYlD7xE84cOOp2LMJftQnF5iLvvB/yzjJz4jSnroHY2TGa/v5t5jZJQBBWJdviL2Sfcj9X7/Fj+25Cj9c0tpZg7CkFTUWbf2H/DeYU8dgcDI3PYG9LNdsbKzg/u2uiZkiCuzNpq9BAos2BLxqmzO+jKOn0WBXNvcRO854g/r0pDP3Sn2nJ+DM1W57l8IYnCTbsZcjFP8d21heJrvkXRvk2vnrBblaXDuGQU/Do+gA/muJCOOzYvvx5Yi+/A2u2cXbDMjYvjjL8tivYsfYhbFJn46A3yV82A3XU6THu05EnnniCYDDY47Hk5OSTvu7NN9/MzTfffNLnf5q47bbbOpWyH2f58uXdvrdgwYKjqmadTieLFi3qze5Z9AOmMgbcah1CSAypYshc8uL6xx7haCpbo6mqa8L21r8ivCms3NnKWOUfxEkfOlBY+A1y88YQfS8AfgORoqJOPXbf9fXbkXVN4HGhnj25r4d4ythVjbHJ+WyoP8CmhoMUxJlxQ1U0EhxpNIWrienmJLk1GiJmGGjKwGkpUqfa8BaolL0aprXUoK7xYrJZRWjlawRzbiV+hAO1aAjy6ouIvfQO+rK1fPlclcUUsdOVRkNoFql8SFPqYlIbptCYuoraig+JRNuwt3vtWXTHipkWFhYDSam/I2lrJh1TXAWndL0Oa4Tk4RehaA5Ca/8FwMEESZsmKDHmApB+eCWuaAa6Bo7xp+ah2x902CPs99eS5dHQpbkLVRPNgM7BPi5GpiRloaQPwag9QFreJupD5zJCrKHZZe6CtesauowhhIqUOrFoEJvd06d9Gig+i3HTUtpanDKHWgOEdL1daSvNFSdgVtbpOakK+6upWPkHAHJnfpNdwXTq2gySIkFmtL1C7IPvktsUwgDKEiTv502j2H4/Y2rDeM7zoKR3X+uQ/gDRfy8BQL1gOkpqUn8O6ZQZcwxf23SXHaeaiZQCRURIcZjbPE8XX1sAZ6rSWVCl4nWD3OnfY/BFP0OodnwH32fXS7cQkSFsk+cDIN5/knvOiUNIydtJCivfNQOtUBS0BXMR50wBYOLhD6h/eTMZOeYKcNhVQ2n1Koxqa9vJ0cjJyWHYsGE9fk4lkFpYWByhw8/WoVYDECUOga3f7BHqtr9sqmzjczpVtoa/3kzY+qoRqYNwffkxlLhUDlcZlEZrmaabEzfihjBzxq3ImCT2pjkOba4XoR5DZRsKE3urXWV74QyE8+QLUfQnH7VI+CiZHnPyp+stIEECNcGBjyvONIXCrzgZ+kUHRv45xEhAjdVT/dz7bP1lGwdeCNHiGYNyyXkAJK9Yxddbd2EAm2xXANCUspShFea/7bEY2/a+NECjOTOwYqaFhcVAUur3A8FOpe2Q+MKTvpYRC9G0713AtEaQbc3EtppJ3J3JEItOIUg6ubYAyS1msSw5egjCfuwCpKcD6a4E0pxx6NIgSjOxjqQtzUC0/efYt6idFglr0IJnEcNGyFNi9kPXCIdasNmPqG0/rXwW46aVtLU4ZUrajZ4lITTaUETMnDzGDR7YjvWAlJKy5Q9gRAN4s8aTPvYa3j4YZkzbNv588GsoziWohkG9S7ImV7I/M5Pq4I9xRGFUIILt8u7bRaSURBe9C4EgIisNbc6xC/ycjoxr97Xd0UPSVgjB4Pg4dMxEtEMxg/rp4mvbQfaFdmwJgkiTpOq9KKkjL2PkVX/D5kkl1HiA4pduIVo0AxQV/cB6xhjFfMFtJnp/WxWhpdV8eRBCYP/c+TRMMH+PKZtXM6JxKgAeHTbkLyG63PLps7CwGDg6t+FJswhFTCZjVwQZ7r5PZurRIIfbVbZZU7+CUDRkJEjo/76HbKpCpOThuvWvKPGmsnTDsiBDHHdgwyCGwiWX/QUhBPrqNmS9DvEK2jnHVmLGlq0Df8As8Dn79N3F83EmtSdtN9V39bXN8pi+tqZCRwUGphhZTwghSCzSGPm1BGyTzIJkSerrGGFo2q5z8MUwOz4YTXOGaZ9w9Z7VXF5XzOq4CYRkDlINIh2VqHocCrBrxzPoxulhp2RhYWFh0ZVSv7+9kLj5XlGUfPKqV9/B99EjAexxmXizJxDd9BpEwzQ6VGrcUKOb/ucXRVaQ1mru4nTPO//UB9FPjEo0LRKqgzXY1bR2QVMURbRR5m9B7+O6J+oIM2krDq1mpCeeEtskorY2DAECgQhF0Wymuta0SLDqsHxasJK2FqfMbp8PiQQRxNZehCzRmYcq1AHuWXea9r9Hc+mHCMVGwQX3EQqGGLbmIR4su5Mko5o2DVZlSzZnQZtTpSX2EyTxjK0N4748DuHt/iejr9+BsbUEFAXb9ZcitNNv3J/E2Hal7S5fJTFD73a8IN5NzDCrZBqGWfTmdEvaqg5B/hWmv17Nh1Fay3W8mWMYdc0/caeNIBZsouTdezGGmSrayHtP8LVL48kJSRrsgj+8dcTPVwhB5g2z2ZxpBkfPuioGN45Bk9DirmJ/yRJkmzUJtbCwGBgO+v1m3JVmoi8q08nxOlGO4QnbW5gq28Z2le0lSEMn9OIPMSp3gTsB101/7EzYHno/Qmn4r2TpZqHL9Jwb8LjTkLok+ro5QbTN8yIcR38dNeqa0JevA0C74jyEduY4e41NykMTKjWhZqramjq/n+5ur5YtGrAppsJoW0PtgPTxWLjO+TwAHmM1I77YQuY5NpxpAqnDoebJ1GsTAPhuxSrOqithn3YlALWZb5Fz2LSJUtp87Cl7Z0D6b2FhYWFxdHQpKfO3AOGPJG1PXmnbYY2QUngJSEl0jbnTYkdKDE0mUipmADCtcgcChaBHQclIObVB9CNHipFVMiguHl2aqk4NHxEjSnWgrU/vr+ZPAIcHGWhkwtADFKvnAGCIGACOmB0dA4HAMKLoerhP+2PRf1hJW4tTpqTJB0RAGNjbk7bDk4oGtE89oUfaKP/gQQCyJt+EzVdP4I/XcVnDfwDYFxfPoqGSVpcAAck536SldTSuqEGRjKFd4O12TaO2gdgicxuINu8slNyM/htQL5LvTSHe5iKsR9nTfLjb8cHxrk7vnnDUTBKcTvYIHSQWaSSPV8GA0pfC6GGJ3ZvGyKv+Rnz+TIxYiANN65BCoO9dhb1+Jz8ocCCkZHHYYOX+I8FN1QTxl0xjY+I0AEZWjSG3cYipts15h+iq8oEapoWFxWcccxue3mlHFDNyyfP2vZ9tV5XtrSiqjcibD6HvXgGaHdcXH0ZJMRcB69ZFWb1hOV77s6hAgATOOv+b5nXWBpG1OngVtPOP7rkmpST27yUQ01EKB6GMPX0LnPaEU7MzKslM0H7UIiGjM2lbj1MxLS32Njd1O3+gUdIGoxRMBGlgP/w6OXPtjP6um9HfdZEzz07r4NnUq+MB+F75Soy2IRjSjuE4QLLf3G3lNmDDzr9bih8LCwuL04zDgQARI4QiIqgiikSQFz/kpK4VDTbRXLYSgJSRl6LvWYlsqiSiaOxLBG9wDnWaitdoIK/RfF/RRp2eVopHY3S70nZnezEyvaMYWT/52grNhjrM3OXiFWuJxM4ihopUokgkNkMjEvKjtXvZxj7FFgmfNaykrcUpIaVkt8/X7mdL5yrdhNRxA9irnqla9zjR1hqc3mxSahoJPfl1nP4qarR0/ps1iffym0kyVASSlMypHCj7AgDjq0O4vhCPsHVVMMlwhOgzr0EkijI8H/WC6QMxrF5BEUqnr+32HiwSzGJkZkI6rJtqoPLWZvTTsDJl3hUObAmCcKOk7NUwUkpUu4fhlz9MatGVRFVJs9OcPEbe/QsTLvByVaP59W9Wt9ISPjKmkaM0DuROZVu8uR13TNVUhjXm0eCuZu/m15GGNQm1sLDoX3QpqfC38lFljG4MIjeu7/1s63b8+yMq20uJbnyN6OoXAHBe/TPUQWYCr2FzlOLFxVSm/5R4UwCCT9yMZncgDUn0v+0q27lehPMYKtuNu44U+PzCxYh+UBL3Np0WCR9J2mZ6zImfptSjCdPSoqqt5eOnnhbYpl4FQHTjf5CGGR+daQqZ59gZ+Q03aT+aQ+PgCQDcWLUBzT8PgJrU7bjD2Qgg2HSQ0sOrBqL7FhYWFhZH4ePWCDYlHYd6cu8SjXuXIA0dd9pIXMlDiK4xfeyLk2LoCjSEL0EXsMD3Ls6Ym6gSxXPJrF4bS3/QsQhb2dZIhkfp6msrYv3ia6u1+9oaB1YyOi2RUnUUEone/nqkhgxUzbSc+jT72n7WsJK2FqdEVaANfzSKxCxC1qG0HZp4eilt2+r3Ur3lOewxKGiE2DqzWvobiZfz66GfpzplI4kxgd3Qsdm9uJJ+RFtQwRvWGREvUad1VTBJKYm++BbycB3EebDdcBliAKs+9wZjk4+etC2Id3UmbWNGPXZFJWoYHA4MfOGUj6O5BIOvcYACTdt0aleZGQNFtVFw4f1kTfky9R6z8Iu+by166Sb+5ywPuQGDBuDhVUfGpKqCydPsbEiayd7EUQgEEw7NINefzPqkt9C31wzMIC0sLD6zVAfaCBsGNqUWISSGVDFkTp8XIdOjQQ5vfAYwVbay5gDh134FgP3Cr6ONvQiApu0x9vznMNsL7ibeCKICDeQxIvsC8zrrg8jqGHgE2oXHUNk2tRB9pX0ny0UzUdLOrAKfHfRUjCzTbSZtFXwY0rRUagz37bbKk0UbfQE445C+w+j713Q77khQybrtIlYXjAFgVIOLJP9ghOt9kurNCblXhw3FT/dnty0sLCwsPoGDLX4kwc6kbbKz4KSv1VDyJmAWIDPqy9D3rkYCxSmSRH0cZTZTwXtRnVlANeD2oiSeGUVFO4izucj3mHaBQvF17kLtUNr2SzGy4WZcNQ7tZPbIILttpu2foZi2fc52iwSAWCyEoVt2fp8Gzuwsk8WAs7u9CBkijEIYVYQBwaC4oQPZrS5IaVC2/AES2nQGNyqIxiqkI4nXEn7Ns1lzGKE9gd2AxHY10OgpP2DbVtOjZnx1GOe1Cd3UPfqS1RhbTB9b+02fQyR0L1B2ptHha7uz6VC3Y5luBzaRBYBGE5kuc6J90H/6becEiCtQyb3E9Lc99FYEX7H5yxVCkDvzm6TP/l987Xl4/yv34Zzo4O5miSIlSyqjLC8/YpMwokgjPkHhw4RzaUgxUKXKRfvPIaK1UrJ6Ub+PzcLC4rNNx/Y7h2JOfGLEIbCTF9e39gi121/qVNkm559N6Pm7IBZGLTwL23m3AuDbHWPvSy3szLuXqFZDfMx8zVyrfpHpk9K6qmwv8iJcPb+GSkMSfeEtCIYReZln9E6W8cmDUBBUBBqoC5oL2wmOZByqCyEkoUgAgIgRJRyLDWRXe0TYnNgmXgpAdP0rPbcRAtcXLuTVtFEIIKd+KsmtOTR5TP9hpwFVNRs5XL+9v7ptYWFhYfEJlPr9SBHEhilYyYsbdlLXCfkqCFRvB6GQUjiX6FrTy7bS68BvhzQxjzrNYEzbXtIDXgwM3MMu6LVx9CcdvrYtsQZiHfYINAOxI0Vi+xAlIR0lsxCkZGh0A4dUczeooYSQgCpV9GAbmma+E1pq208HVtLW4pQobjKTdpJgp8o23Z2PQ+t7b73jpX7nf/Du3kp2MyiGQTR+CvvCT/JaymBmKD9DIUZ22AlIcgZfTJ3vQsIRiA/pFA5SUAu7rgLG1m0ntvhDALSrLkQZkjsAo+p9OipiVgQa8EW6Kn6EEOTH5yClhhAGcVoIOD19bTtIn6mRMkkDCQdeDNNadqTAWvbUW7Gf/1UMwNZYQ81rP2DsFfFcW2q2+e3qAE0hc5XSVNvakEJhRfJMWpxNOGNOLt17NpuVN9ArmwdieBYWFp9RytqLkAlpWtVE2wth9KXSVo8EqN74NGA+PyOv/BzZWIlIysa54OcIRaFlv87+54Psyf4lfvcu4mJOVAx8ZKHo04hPc6JvCiErY+ASaBd194nvvN+SVRh7y8CmYbvxcoR65hX47MBrc1KYYC56dlgkCCE6fW0FzSDNheGdTfUD0sdPQmu3SNCLV2A097zDZFq2nVeLZvFqWhECQW79NPJCu1FDIxBg+sEXP9OPvbawOMKf/vQnCgoKcDqdTJ8+nXXr1h2z/UsvvcTIkSNxOp2MHTuWN998s/NYNBrl7rvvZuzYsXg8HrKzs1m4cCFVVVV9PQwLi16lzN/axR5hRNLJFSHrKEAWnzcdTXMT3fgaANtTQqi6ByUwizrN4IZa0yanyeXHM+nM8qjvYHSiGbsPtVUju9gj6Bxsae4X/3Z1hGmRoO9dSUFCPFFhByTR9syeFhGoNjMXE7GStp8KrKStxSlR3OQzK1iLNmztSdsRSaMGuFdHiDaUIRc9QFLQ3A7fnPAVDrT8lv3OeIa4fo5LNJAR9AAhHM5kRk66m22bTKXLxOoQjs/Hd7mevn0vsX+9DYB6wXS0WRP7eUR9R7z9yJaPXT2obYckeIhJs8KnaC9+U+r39Vv/ThQhBIPm24kvVJFR2PtMiNbSI4nbjLO+jl5obimxbV1Gje8pvuRWGeI3aI5KfrO2tTPwjhipEZ8g8P1/9t47zq6q3P9/r11On15TJm0yqaSTSkKHhCJGRDCWAKK/rwWviiBgQbmKXrk27gXlikpREESpglEIPb1CymRInUmZPnPm9LPb+v2xJxPGTCAJyUzKfr9e55XM2Wvvs/acM+dZ61nP+nzMyayvrCarZihOFzC5oZItrz3ZJ/fXl1xxxRUMGjSIQCBAv379+OxnP3tCTFaeeuopLrroIkpKSsjNzWXmzJn885//7OtueXgcU7pMyIS7aGrKMgKqQnHQd9xes/HtJ7AyHfjzB5HbHsfe8gaoOoEFdyNCeSRqbbb/McOuwj/QnPcKApVc050wrFI/wdR81a2efcYdJ2gXRBChnoeg9ubtWP9yzUz0qy5GKS08bvfVW0wudk251rXu7Hpuv66tLlrRFB2A1Z3bRk801LLhKEOngGNjrvxbj20UIZg/Isi9A2fyRv8RCARDW0ZSHnXHhGEbtu15lWj89DPx9GJm3/LEE09w00038f3vf5+1a9cyYcIE5s6dS1NTU4/tly5dyoIFC7jhhhtYt24d8+fPZ/78+WzcuBGAVCrF2rVr+d73vsfatWt56qmnqKmp4YorrujN2/Lw+FBIKTvHE5muStsJJUcubyilpLXmBcCVRrDWvwjZJEl/iD0RGMBF1GRz8DlZJre7OxlNuwKl6viNWY4n+z1gNkX3UBbqh5QKQtioJIhbGdqy2Q+4wodnv66t9e4yxg9UMIS7aO8oblFVwPJhd85hLTOJ45x4u3g+CC9udsdL2nocNV0mZGRBSHydq3TD8kb2ab/2YzduJ/XrzxDK2jiKoCH4Yxo6FqIGVHaOvZcS8Q6a5SeEa6I2fsa32LQxjGFBQcqmcriGUqEfuN6mbZiPPAuOgzJlDNqlZ/fVrR039m/52NiDru3Q3FCX4LpptQJQewInbQGEKhi2wE/OMAUnC1sfyhDdciBw5V15F1LVCJoQe+t3JCY8xy2bTTRH8uZuk3/tNABQFMHUaTqg0CJnsXbwm9jCYVh0ILE9K3ESmT66w77hvPPO4y9/+Qs1NTX87W9/Y/v27Vx11VVHdS3btnGcY2No98Ybb3DRRRfx4osvsmbNGs477zw+8pGPsG7dumNyfQ+PEwF3kmV1bscD2xnAwEgA5TiZdFnZOA3r/gjAwBFXYPzrPgB8l96EOmA06SaHbY9kqA8voq60U/OWy9BEOykK2KTMZfqoHFfLtrPKVp/Xc5Wts7cR84/PgQR11kTUqWccl3vqbXo0I+vUtVVFKwHV3dFTHW3t7a4dNr4Z1wBgrXoaaRk9trm00o9fE/ywbDat/R0EgnEtPko7BhJwQHUka7Y82pvdPiHwYmbf8otf/IIvfOELXH/99YwZM4b777+fUCjEH/7whx7b33PPPcybN49bbrmF0aNH88Mf/pDJkydz7733ApCXl8dLL73E1VdfzciRI5kxYwb33nsva9asoa7u9FuU8Dg5actmiZlpVJFAETZSqgzLG3zE10k2biTbsQdFD5I/7NwuA7J3CjIgYHDpR9ntU7iyZQWaVIn5oxQWXIjwn5xpqJH5/fApGh1GivII2P8mkbCzNyQSKsZBIAfSHYwTuzDxIwGppLAFCAQynUHtHFucjBIJXtzszsn51+JxQrAnmSRhmtCZ9Nwvj3AiJG3t2rdJ/9/1qJkUhgp1vm8TS88mUCLIXPY8WvZpkFCRykMKh/KKsykovYAN61yx7skNaXwfO6BTa6/ZhPngM2A7KBNHoX/yUoRy8rlYfxBndCVtD660HZob7BJcT5vNAOw6geUR9qP6BMMXBsitUnFM2P6nLI1vmUgpUXKK8c36NAAlCdi7+T4KR/+Lz+x0E7u/XJWkKelW51aN1MgvECQzFxANtbKl/9sAjG8axs7nHjusvkgpMc2+eRzpdh3Hcbj77rsZPnw4fr+fQYMGcddddwHwjW98gxkzZjB48GBmzZrFbbfdxvLlyzHNDxa7f+ihh8jPz+e5555jzJgx+P1+6urqyGaz3HzzzQwYMIBwOMz06dN57bXXDjrvmWeeoaqqikAgwNy5c9m9+8ACw69+9Su+9a1vMXXqVKqqqvjxj39MVVUVzz///BHdu4fHiYqU0tVME0bXdkbLGUxFzvGTRmh8+8/Y2RiBvCEEVv4LLMPVsZ3+CcyEZNsjGdqUt3l3wE8BGF95HSLhapeuUa8kbCuMGh7BfKZTy3ZeBBE+ePjpNLdjPPBXyJoowwehzb/guN1TbzOx0J0I74g30ZZ1K5rKwu4WS1W0EFDc96/uBI6p6uhzEHllyGQb1saXe2yT61e4aIgfKQSPjb+UtsiOTgPPWeQni4nYsGnHc6Qyh6+H31dx04uZpwaGYbBmzRouvPDCrucUReHCCy9k2bJlPZ6zbNmybu0B5s6de8j2AB0dHQghyM/P7/F4NpslFot1e3h49CWuCdmBKltN7de16+NIaN3iSocUDDsP9mzCadqOo+rUFNiEM8PBHkKLanF581YA2gIGwTFlx+5Gehld0RjTKZGgadEDurbClUjoDTMyoWpoVTMBKG5chxAKhuiUQxAC0wKR1nBkEMsSpJJxL26e5HFTO65X9zilqW6PAiBFFoGJJlwd1KF5o/qwV2DVLHENUswsKR32BC5AxucSGaqgX7Sefy39OQCGMR2pr0BTgkycdTtr1lhYDhQnLQaP0VH66UgpsV9ZifXC6wAok0ejL7gUoZ6a6x37K203RfcgpexmwDYsL4TluEE2YzUhgA4jSzSbId9/fF3LPyyKLhj+WT91zxm0rLbY8w+D+E6bwR/z45vzWcwVTxIwUuRkYZ/4Xy6JB1nWcT41eQr/tTzJz8/PQVEEZ07z8fI/R2LLgdTl11CWHUFxS5i8t3djfySBmnNojUYAy4IHftM3DuFf+FII/QjGYrfffjsPPPAAv/zlL5k9ezb19fVs2bLloHZtbW08+uijzJo1C/0wXyCVSvHTn/6U3/3udxQVFVFaWsqNN97I5s2befzxx+nfvz9PP/008+bNY8OGDVRVVXWdd9ddd/HII4/g8/n48pe/zCc/+UmWLFnS4+s4jkM8Hqew8OTfXu3hAdCeNYiZJqpoQAiJI1UcOYCBkeOjI29lYjSucysjB+mDcBregFA+/ivvQFqw/dEMHcndbK78DlJYVFVciB4bi64+hCVDrFc+wmzVRKzIIBssiCg9atk6zW0Yv34cYklEeTH69R9DaCevju2/k+8PMyK3nHdjDaxs3s68gRO65BFU0YKUbjVMSybZl918X4SqoU+7CuOl+zCXPY4+8dIe2105MsDft2d5oWUAFw9Oo+3YS256AFPq5pAd+jrVWhtvb/0LM8f9v8N63b6Km17MPDVoaWnBtm3KyronicrKynp8fwAaGhp6bN/Q0LN8SSaT4dZbb2XBggXk5ub22OYnP/kJd95551HcgYfH8WFXPN4pb+gmGfN9Q474Go5t0rbV3RpeNPISzCVule2O/ACmajDCvoL6epvByVoKTDDULHpiAsoY//td9oRnfOEg1rfVknJauwqa9lfa1vZC0hZAHX021oZ/Ye9YhW/qTDIiRC5ZDJni4edL39Myr/Pf4x9Hvbh5/Dg1M08evcIBE7JUlzRCcbCcHF/e+512XDHfXkTmT98AM0vCB3X5EZzE1yicqFF0ZT2LVt0K2NTbcxhuuZWSYybdiOWUsPEdt7pyckMG30dzkVkD89G/dyVs1TlT0D91chuifBAjcvuhKyodRoq9qbZux8pCfhTFNVMRtFISDAOwM374FTN9iVAFg+b7qPiID6FCxxabTb9M0bIpgj7rUwCUm7kgoX7wL/nGzvX4HMnKepPntrn6RMOrVAoKFFLmRSCg7owmYr4kETNI9P6HekV8vjeIx+Pcc8893H333Vx77bVUVlYye/ZsPv/5z3e1ufXWWwmHwxQVFVFXV8ezzz572Nc3TZNf//rXzJo1i5EjR9LS0sKDDz7Ik08+yZw5c6isrOTmm29m9uzZPPjgg93Ou/fee5k5cyZTpkzh4YcfZunSpYc0FPnZz35GIpHg6quvPvpfhofHCcSuThMyXbhajLbIReA7biZkDev/hG0kyA8MQN30JgCBj30XESmi9pks0T0dbBzyLUy1g7LCsVw8/Qc01f0JgK1cgiHCzBjox3y2s8r20ggi2H3o6dTWY/zvY9CRQJQV4fvSNYjgyT2h64nppa4r98rm7QCUhQ4kbdOmOwlJ2wbWMdrCdzzQzpwPqo6zZxP27o09thlRqHFGsYblwPaKK6krXUbC14HP9jO99izyswHWb3kC00r3buePI17MPH0xTZOrr74aKSW/+c1vDtnu9ttvp6Ojo+vx3sotD4++YFc8jhTprqRtv8iwI75GrG4ZVqYDLVREJGcQ9ubXAFhfEENx/IyuvITtSY2Ptq4GYG9eLSXpWShDjryi90RifOEgABoyDe+ptI0CvVNpC6CNmA2KitO6B7+wyYgQEhDi5JDs8+LmkeFV2nocNVs6K21RDpiQDe1DaQRzw7/IPvk9kA4dQZV9uTYi9kXKZhVTdH6Kx1/6OlkzQascS76loigZ8p1hDBt/Da+/auI4UBa3GDjeB1Ybxi+fQza1gaKgfewCtLNOHdOxQ+FTNUbm9Wdj+242tu9hYLio65giBBWRIfyXK9gAAP49SURBVHRkQBMxcnw6TWlX13ZScb8+7PXhI4SgdIZOZJBC7dMGqX0Odc8aRAZ8nAH+v6AlY/QrH0l9sgZj4I/4fzt/xv9WDuPeNUnOLNcZkKMydbqPxf+cS47vQRpbV+EbcSmjN9mE61PYy99GmznxkK+vae4qZF+gHcG3fXV1NdlslgsuOPT25FtuuYUbbriB2tpa7rzzThYuXMjf//73btXZh8Ln8zF+/Piunzds2IBt24wY0d21NpvNUlR04DOoaRpTp07t+nnUqFHk5+dTXV3NtGnTup372GOPceedd/Lss89SWlqKh8epwAETshYA7E5zyIqcY19pa6bbaVz/Z4SE8jYDpESbfAXamPNoXmnSsj5L9dDvkvbtJidUzhVn/4IdW3ag8jZSqrzuuwohJVPTfmRrHJGvoJ0f7vYa9prNmH9ZBKaF6F+K7/99ApETPkSPTm6mlwznj9veYkXzNqSUlIb6IxAowiBtGqADOFS3tzGuqLivu9sjSqQQbdzFWOtfwFz+F9SKnjWHrxwZYGNLgsfiM/i2CFFX/gqD6y8jbIa5aPsc/jZ6MZu2/p2Joz/xga/ZV3HTi5mnBsXFxaiqSmNjY7fnGxsbKS8v7/Gc8vLyw2q/P2FbW1vLK6+8csgqWwC/34/ff+otRnmcvNTG4yAOyCNU5lcd8TVaOqURikbMw1r9LEiHaGER7YEWSqPnIcvzsJw9nJGIInFIKTn4R+Uj1JNbYnB/0nZvqoWQdI1GVTpAOGzviPZKH0QwB3XomdBYi8/JIlHJihB+NcWCjyUIWRJL2Bg5EsuMo+kRIrkDj2ufvLh5/PCSth5HhdNpQiZxgMwBPdvcvknaWptfI/uX74J0iOf1Z19gH5hjKDvzY/S7UPD067fSkdiD6uvHruQn+LjzA5CCcSP/g1gMtmxyq2wnNcVRRm7D+OVqcBzIjeD77EdQKiv65L76grH5A9nYvptN7XuYN3BCt2PD8kpZkw6iiDRa58rsjpOk0va9hPqrjPpSgOYVFntfMkjsDdPEZyjl1+Q1tBGvHEuiaRMjw3cwLfYrVuYW85NlCf7nolwqq1RWrxqIkRqHT91AaEw5q9uWM33fGRjPvIw6ahiioOeBuxDiiLaN9BXB4AcngIqLiykuLmbEiBGMHj2aiooKli9fzsyZMw/r+u8NuIlEAlVVWbNmDeq/VbJHIu8vOdETjz/+OJ///Od58sknD9Kl8/A4mekyIRNRALKdkjWDjoOmbcPaP+KYKfo7hYhYMyKnGP+lN5HaZ7P7BYMd/f6XaHgtuhbko2f/ikiwhHc3/AqAhDibpChmlJ0lsshEAtrlOV3GIzKdxXruVewV7wCgjBqGvvAjiMCpm9SYWDQEn6LRmO6gNtHCkJwSioNlNKcb0EU7CBVb2qxoqj9hk7YA+sxrsNa/gLXhnzhzv4qSW3JQm3MH+fif1YKGtEaq9BL8zX9hS9kOxu8bRnGqiNl1k1il/ZHxI69EUd5/99LJEDe9mHni4vP5mDJlCosXL2b+/PmAu5118eLF3HjjjT2eM3PmTBYvXszXv/71rudeeumlbu/V/oTt1q1befXVV7tN+j08TgZ2xuNAqitpO7F4zBGdb2XjRHe6u1ELKy/AfPAmANZEXJPUYb4r2Lc7y7iYq3HfmLOPwrazUc86sSX1DodCf4SKcBG7k60Efe6ioibigENLNknMMMj1+Y57P9TR50DjIwgriyIgLSIERArNl0IjiI6KIwzQJEIm0DSJECfGRnsvbh4ZJ8a75nHSURdPkLIswHWG3L+1oi/0bK2aJWQevxUcm2z5mewJ7AMUSkZ8iwEX+3h1zX+xp2k1Pi3MJvVOzrYfAqCifTpF089izUoTR8IZrbvoH/w7ztKV4Dgo46rw33zdaZWwhQNmZJsOYUa2fxuIabvyCTtiJ1/SFkAogtKZOmO/HqRoikZUfAyTUkSymdy909BDAzH9TXwmficRabC+yeKvWzIIIZg63UfKnAfAvn2vo5YMoz7SjGI6GE8sOullEqqqqggGgyxevPiw2u935Mxms0f1epMmTcK2bZqamhg+fHi3x3srWyzLYvXq1V0/19TUEI1GGT16dNdzf/7zn7n++uv585//zGWXXXZU/fHwOFFxTcgsdNxJkeUMIEdXKfAf26yWkWim6Z3H8ZuQ2xIFwH/FbTgiwo4/Z9mX8xz7ip4C4JKZd1FSMIL21mas9EsA7LAuAWCaoyKjDqJIRTs77OrEv11D9qe/cxO2AtSLZqJ//spTOmELEFB1JnRW56xo3gZ0l0gIq+4EZmNbU9908DBRB45FGTwBbAtz2eM9tvGpgo9UuRPzF3M+AoCuvcPb/bcgkYxtrqKi0Uf1ptd6q9vHFS9mntjcdNNNPPDAAzz88MNUV1fzpS99iWQyyfXXXw/AwoULuf3227vaf+1rX2PRokX8/Oc/Z8uWLfzgBz9g9erVXUle0zS56qqrWL16NY8++ii2bdPQ0EBDQwOGYfTJPXp4HAlxw6AxnUSnvVMfP8DYokFHdI327a8gbYNAwVB8DbshFcUK5bAzxySUGcyw0ZNp2JZkRkcNALUFdZS0nYlyxqkR6/dX24Z8IKWOwEHF3Q21vZeMBrXRZ7v/sQ1CmkNKuMlHhTRG54KokpUoio5EYhqJXunX4eDFzSPDS9p6HBXV0c5EnUgDdlfSdlgvyyPYuzeQeewWsC2cweexw6wHAaGCqxjykXGsq3mUjTueQQiF8eN+hK9jHSVyF5oVYlT/a4kmBS3r93FR4/NMi78ARgxyI+jXzcd3/ccQkb7Zyt6X7Dcj29KxD9Oxuh0bmhfCctzy/7Tpbh3bFuuufXuy4ctVGHKln7HfyCcz6P8DINL6JM6uO0DmYIdq+Fbjr0BK7l+forbDZlilSijvfKT0EY9uZfi481lS8TaWsJDv7sJesaFvb+pDEggEuPXWW/nWt77FI488wvbt21m+fDm///3vWbFiBffeey/r16/v2hK4YMECKisrD2vlsydGjBjBpz/9aRYuXMhTTz3Fzp07WblyJT/5yU944YUXutrpus5Xv/pVVqxYwZo1a7juuuuYMWNG13aVxx57jIULF/Lzn/+c6dOnd02iOjo6jsnvxcOjr3E1bQ9sZ7SdoQzODR7WVrEjYd+qB3DMLANTQYR0UM+4AG3Meez+u0FjZh3b+v8CgFnjv0zlwHMBWLf8Lwhh4YixLPWNA2BKjTvI1q/IQTY3Y/7+b5gPP+sajpUUoH/pk+iXzEEop8dwdHqJq2u7P2l7wIyslZDmjjd2xqN90rcjwTd7IQDmyr8isz2bp320yo8i4I32MlQ5ASEkSV3n3VI3Ps6pncL2JX9BOif3Iid4MfNE55prruFnP/sZd9xxBxMnTmT9+vUsWrSoy2ysrq6O+vr6rvazZs3iscce47e//S0TJkzgr3/9K8888wxnnOHKgezdu5fnnnuOPXv2MHHiRPr169f1WLp0aZ/co4fHkbAjFgfS6MJNLipiEPoRera01nRKI4y6FGuFa0D2brEfKaC8/XJCVSo5jTX4HYe4P4qaHoHaL4hSdGps9N6ftLVE+wFdW6IgLLZ39E7SVsnvh1LiyjOEnTSO0DCFuwBsKW5s9Vs6iupW/ZpG7+jtHg5e3DwyTo9RsscxZ7+erUMSnQRCSCJ6LsXBnvWhjgdO214yf/wGWFkYfBZb24aAvhehFDHiqi+zfc/rvLH+VwCcPekm1rQN5Sz7YQBG7r2YwIgSEv/3NFfUP0lFug4QqLMn47/tBtTxIw75uqc6FeEi8vQghmOxtaO7U+7Q3BCWHABAyqxHAG3ZNO3Zk99QxF+kUP6FK6CoEpUExfJVRPsPQCrk+F9mQfoZDBt+tDSBLWHqjCIy1lkA7EuvYpA9lZUD3cmo9dwryI4TZzXzaPje977HN7/5Te644w5Gjx7NNddcQ1NTE6FQiKeeeooLLriAkSNHcsMNNzB+/Hhef/31D6XX9uCDD7Jw4UK++c1vMnLkSObPn8+qVasYNOjAyn8oFOLWW2/lU5/6FGeddRaRSIQnnnii6/hvf/tbLMviK1/5SrdJ1Ne+9rUP9bvw8DgRSJgmDekUGk0I4eCgYsv+DM45touLmWgdzZueoTAFvnQagrn4L/8WHVss9m7cQ/Wg7yKFzYhBFzNtzA0AWFaWaKNbeSvUy0hpGnmWw4hGB1ESw9n+EsbPHsLZvANUBfWimfhuvh51+JFV9pzs7DcjW9OyE8uxKQu58VRTmvF1TrRaMid+7FBHnY0oHgyZBOaqp3tsUx5WOWugWwG+of9HASi0d7K9qJr63DpUqTJjVxlbXl/Ra/0+nngx88TmxhtvpLa2lmw2y4oVK5g+fXrXsddee42HHnqoW/tPfOIT1NTUkM1m2bhxI5deemnXsSFDhiCl7PFx7rnn9tIdeXgcPdtjMRAHjMRz/UOP6PxsvIH4njUAFESG4ezZhFQ11oSaEY7O0MilNLdbjI25Eki7it5lcNM5qONOfmmE/ezfOdNqNGNJdwFIF+1A7yVtAdRKV3/Vb6cASIocAKSSxBagoCBMt62ZjSPliWN26sXNw+fUWOrw6HWq95uQiVSXnu3QvJHHvNrnUMh0jPQj/4FMtiNKR7Kt9Qs4YbdKcsj5N9Ge2cc/ln0bkIwffhWjhn2Sf6z4Pn5S5MaqqMgMwHzsr5QAEsjaQ8n5wrmoZxyszXa6IYRgbMFAljZtZVN0D2MKDoiW9wv7EcL9WaGJsmCEhnSCbbE2ppYM6KsuHzOEohK49Ktk/vh1CpW/oZxxNQ3vfhkZuZepmd+yQRvMxtbJ/Hlzhs+MDbAmfAkYr7J72z84b/z/8qdtn2NYWwXlyWLMfy6BqSdv8l9RFL7zne/wne9856Bjr7zyylFf97rrruO666476Hld17nzzju588473/f8K6+8kiuvvLLHY6+99tpR98vD40RnZywG2OiiGQBJPgKVIbnH1oRs7/L70SybkqQCOPjnfR1HK2L7s61sGnQbptZBacEoLp7+/a6Yv2ntIgTt2LKEfbHxkA9zG9vRwmsRVh3OBkCAMmEU2tyzUMpOT/3HEXn9yPOF6DBSbGjf3a3S1rDcyazpmLSkMxQHT9zJrVAUfLM/Q/aZuzCXPoY+8xqEerBEx5UjAry52+RxayZ3mQXYejtBaxgbB6wiN1NGrhEh+sYi7LOmofpO7joSL2Z6eHicLGzviCFFqmunbP/w8CM6v+3dRYAkp/9kxAb3+62lf38yWi0l0TmUjSumeflm+ltJsmqG3bkdjNk0DnXcqSGNADA0p5Sw5idpZbFkAQAa7YDN1l4yIwNQK6fB3nqEmULzuxIJ+TShksZQcgnaJpohsAMajmNhGgl8/kObJvYmXtw8fE7uEZJHn2BLSU00ikR2uk7ul0boHT1baZlkHrsF2bwLkVvGHu2/MLT7QRjk9J+Gf/BknnvjG5hWmkFl0zl3yi0s3lzNpNTrnLF3KrPqpiDMVgSwM1TJishVBIae7yVs38N+iYSN/6ZrqwhB/0glABptFHaudp2surY9oY6cjTJkMtgGxTzI+BuvxZ+dixA21ybuosBu4A/rU9S125w5cza2k49jt9FW1MwZrWfz6tAV2MJB7tiNNMy+vh0PD49TBFcjzUJTWgGwcWPW4Jxjl7RNNm+hbes/KYuD4jgogyagTf4Iu1/IsinvxySD2wn6C7lizi/QNfd1pZTsqvkzAKHIx6hF8u2dr/KFxmcQvjoAlAkj8d18Pb6FV5y2CVsAVSjMKnUdut9qqHmPpm0zrenOranCYV1Lc1918bDRJl6GiBQhOxqxNrzUY5sp5ToDcxTilkqb/2IAStIWlmqybsBqHBwGdYRoePy1Xuy5h4eHx+nN9lgHiBR6Z+HVyMLDlzeUUtK6pVMaYfDZWBv+BcDyoCubV97+EfLGKBRtcStxa4u24u84C+HTUEacOklbVSiMK3B9byzCQGelrZBsj3X0mr+JUjIEhApSkk8aW2jY7JdI6JSosnUU4f7uzWzvVQF7HDu8pK3HEVMbj5OxbRRhgrC6Vdr2BsaiX2HvWA2+ENEhdxNv3QSB5QhFY+DZX+f5N79JPNVAQc4QLpt9N0rSYOCLj3Lu1kuoaK9EAObgITzb72peK5nLiKYg+qVH7hp4KjO2Mwj1ZEY2LLc/jgwghETrfO+3dZzcurbvRQiBf+5/AGCt+ztqagdjPn47/tQINBHni/Ef4UiD/3w2TrFPRfguAmDz288zqeqTpHSD9eXV7sVSGaRz4mxD6Q0uueQSIpFIj48f//jHfd09D4+Tlh1dJmTuIlnW7gfA4GNYabt36X2EspCbAYSC/4rbiO+UbKh7nJa811CExhVzfk5O+IAUUsPeDTjmu/izeUzckct/7niR89t3IAAxqBLfzdfhu/ajKP28hVGA2WXuAvebjVvoF3ZjrSpiSGniU9xq1ZVN+/qsf4eL0P3oM64BwHzzkR4nqIoQzO80JHum5AqQClKvQ5OFxMO72djP1RHNe3sV1p7W3uv8CYQXMz08PHoTKSXboh2oxFCFiZSCiSWHX3iVbtlKum07QtHJiSbANsmW9KfBlyFg9Kd//pkYdbspyLRgCYu6wq2M3ns2ymgfQu+dHbm9xcSiIQAIzdWMdeURJEkrQ1O6d6QDhRAIn5uQjTiuvFK605BMiASmIhAIFMP93ZtGHOnYvdK348XpGDc9eQSPI2ZTmzthVEQKkF0i5kNzj3/S1nznX11uxebUO6lfWoYsvhmA8skLea3mDzS2bSLgy2P+jP9Ge/UdUq8sY7SZD0CWAP4BY3l9yFm01tpUthkUVmiop9DK37FgbL5b/bMr0UzcTJOjH0gKDMsLsbKhH36xk6zVBBSw/SQ3I/t31EHjUMeej73pFYxF/0Pw2v9haMEdbE1+kVLtXT6WeoC/hr/Cnx5PM2n4ZdS3P0km/gbWjG8y7omzWNvvdYbtngCOg0ykIXT6GNr97ne/I32IgUphYeFRX/dQW108PE4XdnTEABMd1+wga1egKYL+4WMTv2J7VhOrXcrQziIMfcbVKKVVbLx/DTvKfg3AOZNvon/JhG7nVa94gqrGcQxtGYMq3YW+zcGBjNEm4fvaqF6TTTpZmFlahSoUdsSb6DAtcn0FxIx2VNFEri9Ec6aD6vaWvu7mYaFPvwrjjQdxGrZi17yJNursg9pcWunnt2+nWG+UcG1mCgRXUZ4pY0+wjZ35uyhKaAyIl5H6w3PoN1/TB3fRt3gx08PDozdpyWTosNL4VXfuZslSqvLzD//8Gte0KX/IbOy1zwOwucitAyxvu5zCKTrGK6vwAfsKdhJViyjrGIF6xokr+XO0TCl2tYCzWEipIISJSgKbCNs6YpT11vxPd3+3upEAfykxJULEbkYlTVYpRHfS+EwVS9dxHNOVSAjk9U7fjgOnY9z0krYeR8ymNvdL3iSBRgoFG5/iZ0Bk8HF9Xad5J9mnfwiAOPNadq2cjgz/BtRm/LkD2B2UbK1+CUVoXFV4M4H/XYQVT6IC0WArK4pCXLx9PK1TxlP3jo2Qkgn1GbQv5h/Xfp+MFPjDDAgVsjfVxqb2vcwoPaB1NDQ3hOX0w6/sJGnUsz9p60iJcgpNzv0X30iq+nXsd5dgbV1K+OPTGHDXN6gb+kPOMp5lmz6Wp0vOZfS6YdiDRqIqNax5exHTSq5kg1zCqvJ3GM4sSKaQZi5CP1jv71RkwICTX9vYw+NEZFtHB5IUGkkAbGcYg3MDaMqH3zQlpWTPsnspTILfBhEpwnfhF9mztI31kTuQisXw/hcwoap7Ui3z9jtMXKkRMscCsDVQyv8MmsZ5ewuZcE2+l7DtgVxfkIlFg1nTspM3G2voHxlMrK0dTTSSpw2jmQ72pE6O7YsilIc+/WrMNx/GWPxb1JFzDnrPc/0KFw728+KOLKsKLmdqZhWKWQcBHZ+6m6WDgny0uhBftBlj2Sbof3rtfPJipoeHR2/immSl0IUrb6gqgwnrh5cSko7dqWcLxYEKZMeryFAu65TdIFXKopeQX9YBe3YikewsehcncTkCcUqZkO1nTP4AfIqG4RhYshhdNKHRji2K2R6LcVa/3jFoF6oPhABpkytTxEQYhwAKGWzFxEGiShVN+jEwMYzYSZ20PR3jpieP4HHEbGxrRyKRJLu0cAbnVqEqx28NQGZTZB77FhgplKFnUrfvemy5AyJ/AUAfO4/l1X8gP53DZ/d+lpznN0E8iZmrs65iCa8MW05x6ywI66xqcScEVa0GecUK6oRTL4gcC87o1LXd1L672/ND80JYsj8AGaseXVFI2xb1qXiv9/F4ohQP7tr6mX3hF4h8ScGM8yhu+DgAC1K/JCx280y5SSj6EQDaG59FnTWGcftmsS+nCVt1pRFke6zXtI08Tn3uu+8+hgwZQiAQYPr06axcufJ92z/55JOMGjWKQCDAuHHjePHFF7uOmabJrbfeyrhx4wiHw/Tv35+FCxeyb9+Jvz37dCKazdJmpNBFM0KAgw9J0THTs43ufJ3M3g0Uu/lgfJd8HdMM89qWO8n6GohoA7h45h1dCTmZNTAeewEeXkTIDJPWDGKjZ/CVUZdRHSnjrHwNdYwXWw/FnE6JhLcatnQteKuiGb/i6uKlrAzt2Wyf9e9I8M35LOgBnH3V2DVv9djmYyPcz8Jfg9NQjVIcNUV/v7s7SzgBllasB8B5azXSPr0khTw8PDx6k+2xGCjJLnnDwsCwwz43tmcVZrIFNZCHb8cGAOorBmIrUBSfRX5xKWK9q2XbmLOPlD/O4IazESUqStmpVyvoV3XO2K9r22lG5kokWJ3J8V5CCETAHT/kSVciwZA5AKgkMDT3d692SSQkcE5yiYTTDS9p63FEpCyL7R0dgA3CeI+e7Yjj+rrZv/83TtMORE4xHQPuJLlPQP4vAJvwoOm8svNxJtaP4prNlxLamwZNQ5k3k8XDFtGQt5tqZQGTojaNkyvZt89BkZLxDRn0SyIIxasE6okuM7Jod13bfiE/iE7zFJrpH3IdKE81iQQA3/lfgFAesnkn5sq/oV+eQ2nHZwnFx+KTaa5N/ph1ORminIeUATSlljU732WCdima7SOtZpECyJqQzvT17XicAjzxxBPcdNNNfP/732ft2rVMmDCBuXPn0tTU1GP7pUuXsmDBAm644QbWrVvH/PnzmT9/Phs3bgQglUqxdu1avve977F27VqeeuopampquOKKK3rztjw+gB2xOGChi85t86IIEMckaevYJnuW/A8lCVAkKAPGoo2fx1uLHqcl8hZC6lxx3k/x+9wJgNPQgvGrP+Ks3tRZSbOF1dMqWdpWhKMoVMYdBs4/MZyJT1Rml7kJyzWtOykOuBUjmtJIwtg/qbWpaY/2TeeOEBEuQJ9xNQDGK7/tcYFydLHGyEIVA5V9ci4AgVZ3/BhSNrO1MMGe3AaEtCGZ9hY5PTw8PI4T22MxJOkuI/FBOcM/4IwDtGz5OwAl5VNxdq0DRWWZ7hqO9mv7CIXDszirNwGwq3gLzVQyvmngKV0gNaV4CACmcKUQNNoBm3c7etekWwTcojS/mQAkCcX9WSVFprNvuqWhCh8gMY1Tq9jqVMdL2nocEVvaoziAT7UBA1+ntt6wvMMXMD9SrE2vYK19DoRAnv8j9i3NgcAipPYOihZgS7aFuRunMnPPRBRHoIwehu/Wz7Gr306k1UyMUqr2TgEBaxzXCGVks0FOREGdcfpojR4p+1cON7fv6TaBUhXBgHAlAJqIkqu7jtfbTsGkrQjm4r/wSwAYi/8PiOH7SAEDd92MaucywN7OpemHeGpoAM04H4C9u55BTBvDiKZJSCHJahYAMppAOt5E1OPD8Ytf/IIvfOELXH/99YwZM4b777+fUCjEH/7whx7b33PPPcybN49bbrmF0aNH88Mf/pDJkydz7733ApCXl8dLL73E1VdfzciRI5kxYwb33nsva9asoa6urjdvzeN92B6LgbDQRKdZkygDjo0JWcvmZ3BaasnvlAfzX/oNGnbVssH4XwBmDP0qZcVjALDXbsb41R+Rja3YIR8rhr7C5vKtjBl8Lkv8+QDMUgRqpe9D9+tUZnCkmIpwEaZjE7PdRK0mmmhIdi4iC4e3W08OXVsAfXZnte3ezR9YbftkyWUgVQxlN4U5wxHCIiczjNeGrMISNlgWpLxFTg8PD4/jwbZoB0Iku6SWRheOPqzzbCNBdPsrABTE3blNavAo2ojjN0spSEwjL70RYdu0BtK0h5qJmufid0CdeOombScVubq2Jq4MXkCJgoBd8ShWb5pR60FQNIS0Cdkp0qoOsvP3LjJYikQg0GzXB8HMdvRe3zw+NF7S1uOI2NipZ4tIg3C6Km2H5489Lq/nxFvIPHMXANpZ17JryVikjEHBbwBQtLGct3ocA+NlSF1Du3oe+uc/jp2jUb3+QQBWqZ9lbnOU3WOG0tgCmiMZ15hBmxtGaF6V7aEYkdcPVSi0ZhM0pKPdjlXmlWB3bruQtvuZ2N5x6iVtAbQzP4ZSVgnpGMbi36KdH8aXX0r/XTcCcH72r+TGVlM/3JVI8GuvsuRtQVVqBkIKUmoSqQiwbUgk+/JWPE5yDMNgzZo1XHjhhV3PKYrChRdeyLJly3o8Z9myZd3aA8ydO/eQ7QE6OjoQQpD/PsYU2WyWWCzW7eFx/DhgQhYFwLBdiZoPW2lrGwn2rvg/yuIgAHXMeYhB41i0/Hs4SpZizmT6jE8BYL22CvNPfwfDRBkxmOVjdtMebgZ9HpG1HawtcCcC5559emmSHg1CCM7t5ybCqzvcahdNNGE5gpDqJrzXtzb2Wf+OFCVSiD79EwAYrzzQY6XshUP8RHyC7WohVmomAEUpdxwRUTaR0BTWl28BQMaTSNvbuunh4eFxLLGlZEe8HZ02hABbhhlTdHj6oG3bFuNYWUI5A+Hd5QC8k28CUNZ+GaFiEOvXA1BXsg4EFLacDQGBMvLUNfweX1CBKhQM4cZulTZAYkuTukSi1/ohhEAE3Zia3ymRYEl3PKYRJ6u574FuKCDBNJM4jtVr/fP4cHhJW48jYmNbGxKJ4cRQSaEIE03RGZR7+FsrDhcpJdmn/hNSUZTyEbTIz5FtkYjCB5BOlOL0JEZVVxK0/FhlOfi/eS3ajPEIIdi+6TEcs4M2Kqhom0jEslnjcye5Y5qyhHygnR0+5n0+lQioOiNyXQH1je3dJRKG5IawpHssZboTy22x3t0G0lsIVcN32c0AmCv/itO2A/3jueR2zKCgbR4AC5L/zbMNJSi+oQiRpVm8TEtoInrnambK51YNyZg3EfU4elpaWrBtm7Kysm7Pl5WV0dDQ0OM5DQ0NR9Q+k8lw6623smDBAnJzD73F/Sc/+Ql5eXldj4qKiiO8G48jwTUhM7t05BOm+/v+sEnb+jWP4Iu2E8kCiop/7n/w1tLfExWbUe0Il8z+ASAwX3wD67lXAVDPnoK5YDYdmdcBqBx1Fat3+smqgjJLMmLUqTs5O5ZcPGAcACtbmxAIhMigEKfA706ytp1kC6H6nIWg+3H2bsKufv2g4wFNcOkw97PxZuQyALLRLYTC/VBFjNzMSLYV1WErEqRERr2tmx4eHh7Hkr2JBFkng447Z7Oc/gzNPbxdpy3VzwNQ5h8MZgZZMpgNRg1IQXn7ZZTlbYVEiqSm0Ji7m91iHBObilDP8J/SRVIBzcfY/IFYhJFSAQxUkiB6WdcWEAF33B6yXYmElDggkZAliOw0JNNxK3CNrFdwcbLgJW09DhspZWelrY0jMgf0bHNHoiv6MX89a9VT2O8uAc2HPP9OGpeB1DfjaM8zoPVM+jWMQCBoHxMh/M0voJQWAZDNRKnZ8EcAlqjX8rE9zWwbWEE0peB3JGc0ZtDOjyCC3sf/g9gvkbDp35K2w/JCmI6bBE8YrmFRXSKKcYomJLXKaaijzwHHxnjxFyhnBlCG6JTXfQ6/UkG+bOXjyV/xbvASAAK+59ljaahOGIEgpSSRmuJORDt6b9XVw+NIME2Tq6++Giklv/nNb9637e23305HR0fXY/fu3e/b3uPokVKyLdaGECk04S4AWc4wigM6Ed/RG3sYiUYa1v6Rss7cmD7jappEgrV1vwNgkv9migb2w3rqZeyX3aoa7dI5aB89n3dWP4PAwZQTGdmUy1uF7iLoWUP8XWZlHu/PqLz+DAwXknUcIr5iAFTRRI7mTrI6zDStmZNHJkCJFKLPcquys//6X6R9cAXP/Cp3ovh83mSU7AAcJUNF3gQActmBlCoZtdOALZVBZk4OMzYPDw+PkwFXaimNLtw5vKYOIecwxhGZjj0k9q0DCYE92wGoqyh3q2mT0wkYJYT2uAZk24pqkUKyS57HyJg8pfVs9zO5eAigYOEmTV1dW4ttHb0sQeAPgaJ2SSQkVB2ku7ivksToTNfollsVbGSjvds/j6PGy1p5HDaN6TStmSyKsACzS8+2Mv/wtHCOBCfaQPYfvwLAd+GX2f1mBdKx0YrvYUjDHArjlUgkWyekKfvcFxHagYCzdcPDOFaSJjGM/Owk+mUN1uW5ycfx+zL4VNAv8qpsD4cuM7L27gmZoblBLOlup7GdRsKaji0ltYlob3ex1/Bf8g1QNexty3HefQt9QR6KE2DA5ptAaIw3l9DaLpHCh65upT3yLo7Q8FnuBDzhS7kXSqaRhtmHd/LhueKKKxg0aBCBQIB+/frx2c9+ln379vV1t3jrrbc466yzKCoqIhgMMmrUKH75y1/2dbeOGcXFxaiqSmNj923TjY2NlJeX93hOeXn5YbXfn7Ctra3lpZdeet8qWwC/309ubm63h8fxoSmdJmml0XHN5iQhIMzgw6yOORR7l/+G3IRBwAICOajnXMeiN3+AFDYlsfOYduFlWP94E3uJu81Ru+pitAtnIqVFQ92zABT1+zjZlzIsKXWHkxeMOfUnZ8cKIQQX9XerbW3cMYmmNOE4+yuVLTa2nlzVtr6zr+0079zlehH8G4PyVKaU60gh2Om4i5z2rhoCwRJUpY2IUYmjOGRVVwdQtsdOCVMyL2Z6eHicCGzviIFIdc3hS4NVh3Ve65YX3Pa5IyHaAIEIbzmu4Vi/1vkUhXYgolEMzUdj0XJsVHLbZ6MKUMed+uOCyV26tm4s10UbYFHdy4aiQoiuatscJ4GtCHD2V9vGyKqdYw1LRUgF28pgWyfm4rAXN7tzQiRt77vvPoYMGUIgEGD69OmsXLnyfds/+eSTjBo1ikAgwLhx43jxxRe7jpmmya233sq4ceMIh8P079+fhQsXnhBv8snOfj1bv+bwXhOy4fljjunrSCnJPvdfYKRQBk2gQ7+a5G4HNfIUFXv7k5Mpx1RM3hpfw6hPfwtFOfAxzqSa2b75cQDeUj/Hx3fVs7loAClLJSIdRrVk0WaHEbnqMe3zqcr+Stvqjn1YzoEq2v7hAAI3aauLZso6NXS2n4JmZPtRiioOVBG98DOUIQ7qmQGCqUrKjesAuDz9IHuVGQD4fP/CEaA4BQgEGVI4fvdzJztO7m2f5513Hn/5y1+oqanhb3/7G9u3b+eqq646qmvZto1zjIT6w+EwN954I2+88QbV1dV897vf5bvf/S6//e1vj8n1+xqfz8eUKVNYvHhx13OO47B48WJmzpzZ4zkzZ87s1h7gpZde6tZ+f8J269atvPzyyxQVFR2fG/A4KrZ2dHSakLnGVKpaCnw4aYRUcw2tm56npLPw33feDaypfZb29DY0K48ZA25B3bD+QIXtJ+aizZoIwLbqV0G2YDuFTMiZxUp/gJQmKNFhXMnRV/6ejlzUKZHQYrjVyZpoJJrZPz6x2NDa2kc9OzpEIAffeZ8HwHj5fqSRPqjNlSPcpPTjJXMRjk7G3MXQIRcDEHGaAUjpCaQQYNkQP/m14L2Y6eHhcSLwbjSKJIkPdx4yLO+D5/BSOrRs+TsABUn3u6dj+BmkrDgh+lEYm06x6VbZbs2zsRWbXWIqk1vCKEN1RN6pP+eeUDgYVSiYuOMyv9IBAjZHm3t94VEE3aRtxE4gkGTYn7TNYDo+LMVGIPBLd+HfOEENyby42Z0+T9o+8cQT3HTTTXz/+99n7dq1TJgwgblz59LU1NRj+6VLl7JgwQJuuOEG1q1bx/z585k/fz4bN24EIJVKsXbtWr73ve+xdu1annrqKWpqarjiiit687ZOSTa27tezTYGw3pO0PbYmZNbGl7Br3gRVQ73o2+z5l4UQuxkcqyGcLcZQszw/+g0mfvQ2dK37pLXm7d/j2Fn2iTHgTGRMPMWG4kEATKpNowLaPM8k5XAZFCkiogXI2ibb4weq9VRFMCDiriqqIkFAcRO6J5sG35HiO+/ziLwyZPtejNf+gP6JPNCgcMPlhPIm4yfLoGQdSPCpq7AVB4GKbhUAENMS2CbYcQMrlsE2ZK89jnTQ4DgOd999N8OHD8fv9zNo0CDuuss1BfzGN77BjBkzGDx4MLNmzeK2225j+fLlmOYHVxA/9NBD5Ofn89xzzzFmzBj8fj91dXVks1luvvlmBgwYQDgcZvr06bz22msHnffMM89QVVVFIBBg7ty53bblT5o0iQULFjB27FiGDBnCZz7zGebOncubb755RPd+InPTTTfxwAMP8PDDD1NdXc2XvvQlkskk119/PQALFy7k9ttv72r/ta99jUWLFvHzn/+cLVu28IMf/IDVq1dz442ukZ5pmlx11VWsXr2aRx99FNu2aWhooKGhAcMw+uQePbrzbrQDMPEJN4GnCHcHxNEmbaWU7F5yD0Up0B0QhQNIjp3Fig0PADC8+UYqitqwnnWT/dolc9BmTOg6v+btJwHQw5cTfjbB62XuhOzC4QEUTxrhiKjKLWdQuJjs/u2LoomWtIJAgJCsbe15LHwio0/7BKJwADLRirnk0YOOnzXQR3FQ0KDnkcrMAUBrbMbnz0dV2hBSQyJJqe64wulIYKWsXo2XXsw8dWKmh4fHATa1t6CLVoRwcKSf0YVDP/Cc+L51GLF9+Ami7NsKQrAq6C6wlTd/lBxnL1q8BUfTqSt2vztqlHM5s9U5LaQRAMK6nzMKKjA7E6RBxc2RxIw0TenerWSVviC2rSNNh2AmScJRkdkQjilQzBhZoWGboKQ0HEOQicewso4XNzmx42afl0T84he/4Atf+ELXhPP+++/nhRde4A9/+AO33XbbQe3vuece5s2bxy233ALAD3/4Q1566SXuvfde7r//fvLy8njppZe6nXPvvfcybdo06urqGDRo0PG/qVOUTe3tgIMlU2giiSJs/GqAgZEhx+w1ZKoD4/n/BkA/53PsWz0QMgmGOn8laBRgKlmeHfkqZ8z5/ygpGNHt3GR8HztrngLgTfVzXLNjHxuKKjCkQqFwGNpuok4LopT2+cf+pEERCmMKBrCyeTub2vcwMq9/17GheYWsayxEE22YdiugsfUUrrQFEP4w/stuJvPYLZhvPYI+8RK0i4qw/pGgoubrbKn4Cv3NWnZb5YiAA6RwFAhYhRhalKyRYefvSzuvZgOpXuv7xO+H6DQlPyxuv/12HnjgAX75y18ye/Zs6uvr2bJly0Ht2traePTRR5k1axa6fnja1qlUip/+9Kf87ne/o6ioiNLSUm688UY2b97M448/Tv/+/Xn66aeZN28eGzZsoKqqquu8u+66i0ceeQSfz8eXv/xlPvnJT7JkyZIeX2fdunUsXbqUH/3oR4d/4yc411xzDc3Nzdxxxx00NDQwceJEFi1a1GU2VldX1233waxZs3jsscf47ne/y7e//W2qqqp45plnOOOMMwDYu3cvzz3nbmOeOHFit9d69dVXOffcc3vlvjwOzeZ2V0t+v3GIYbvjmKF5R5e0jdUtI7VrBf06Cxh9F3+VF9f+F7Y0KIhPZUL5ZORTfwMJ6uzJqBfO6Dq3pWknVmYNUgpGF36EVFRh+bhOaYQhngHZkSKEYN7A8Txc4363+tVmhKlQHIjQlIlTE23Fchw0pc9rLA4boen4LvoK2Se+jfHGw2hTr0SJFHYd1xTBFVUB/vBOmpdDl/ERXiG6+3UqZ36GrTUvoEi3Gibl6yAoS5AZi3fu6n1tWy9menh4nEp0GAZNmRgh1U24mnIAw/I+WC6wtdqtsi3X+gE7sIZOZGd6LYrQKW25lBJeA2BvvzLQ6zAIIpIzyTdBnXh6JG0BppdUsrnNLSLEaQEkCIst0XbKQh/ONPZIkJZgw//1f88zJi2UHKJ1Xue/B++KORq8uHn86NNRoGEYrFmzhgsvvLDrOUVRuPDCC1m2bFmP5yxbtqxbe4C5c+cesj1AR0cHQgjy8/N7PJ7NZonFYt0eHt0xHYct7VHA4L16tkPzRqEqxy4Jml10DzLZhigZijl0Ie3rMww2HyNo+LCUDC+OeIXcEeOZWHXNQeduWf9/SMdil5hMUpzBtGic6kL3S2vy9hQKoF/qVdkeKWPz9+va/psZWW4Iy+kHQDLryo9sae/9bSC9jTrmPNSRc8C2yDz7E7TLI5CjoO3LZ3DxfwDQ32hGs0ERaUxNdqu2PRmIx+Pcc8893H333Vx77bVUVlYye/ZsPv/5z3e1ufXWWwmHwxQVFVFXV8ezzz572Nc3TZNf//rXzJo1i5EjR9LS0sKDDz7Ik08+yZw5c6isrOTmm29m9uzZPPjgg93Ou/fee5k5cyZTpkzh4YcfZunSpQdJ6gwcOBC/38+ZZ57JV77ylW79PhW48cYbqa2tJZvNsmLFCqZPn9517LXXXuOhhx7q1v4Tn/gENTU1ZLNZNm7cyKWXXtp1bMiQIUgpe3x4CdsTg+r2ZqQw0Du3M7Zm3MqYyrwj17SVjs3uJb+iJAGKBGXQeGqCCfY0rUFxAoxuuJHCmn+A7aCMG4E2/4JuxmJvr/irex11JgNfDrKsWCGrCgaGFUYWnvpbII8HVwyagt1ZnSNoBmxKOjXpTMdgWy+7Tx8LtDMuQhkwBowUxr/uPej4FcMDqAJeyT8DkR2CxCDHCaH7chDCQUEDJCnlYDOzExEvZnp4eJzovBuNgsjgE1EATGcoQz9gHGGbadq2vYziQLDRnevVlLhZuf7yfPKMDCFjH6gKmwI17usoc5jSoiMKFETFsTcqP1GZVjIckzBSCiRZVJKARU30xJQf6Gu8uHlk9GnJYUtLC7Ztd1UI7aesrKzHLDtAQ0NDj+0bGhp6bJ/JZLj11ltZsGDBIY1SfvKTn3DnnXcexR2cPmyNdmA4Drpqk32Pnm3VMdSztWvXY61x/xj9H/0OW19wGGi8SMjJYClZlgx5lWiJzsLp3z/InToW3UHdNlckfYl6PdfU7mVj0WBsFPppDgM6LJSxfpTBR7D84wEc0LX9dzOyyvwQphxIgE2krb2oYjDtRobmTIrS4Klr9CaEwP+Rb5HasRJn11rsLS/iu/J8jIejRF6bjv/8c8jufZ0cUwMccBLg8+MzCjD87fT/ah2FohQlaYKmIsqKesVtXTmCcVN1dTXZbJYLLrjgkG1uueUWbrjhBmpra7nzzjtZuHAhf//73w/rXnw+H+PHj+/6ecOGDdi2zYgR3avns9lsN31VTdOYOnVq18+jRo0iPz+f6upqpk2b1vX8m2++SSKRYPny5dx2220MHz6cBQsWHNa9e3icSCRNk+ZMHE1pQREOEg1blpHv1yjwH/lkqKX6eZyG7eTtL6q44PO88fZ3ABja8DlGswHiCURpIfqCSxDKgb9nI5sm2vwCCjAw8lFokbw6vlMaYZi/V77HTkXKQ/lMLTmDuubXUYSNKtrQRed4VVhsbGtjVEF+n/bxSBGKgv+ym0n/9nNYa57Fnvox1IpxXceLQwpzKny8VmdQzaWM4te0rn+aoTMXksjQVW2b1qMEQ+WMvyEOPh1RUtBrnzMvZnox08PjVMItvkrhw10IjPiGk+t7/1RQ+/ZXcMwUJeQjzCgUVbAi5erXltTOp9haC0Bm1Ehs7kYBNikXc1mrg3pm6LQaF5xRMBC/4sd0IviIo9OKTQ7Vbb27C1XRYcIdQZzmXWBladJLEXYOedQjlRQmhai6RihpIpEkAq7+bk7BcBTlwy2+e3Hz+MXNU3qf+H5zFSklv/nNbw7Z7vbbb+emm27q+jkWi1FRUdEbXTxp2G9ChjBBHkjaVh6jpK20LbLP/RQA7cz5RFvGkl/7T3KdPTjCoqbfm1QXdnDFtF8R9B9csbhl7f+BdNgqziKrVDE9uo2XBrl/lFNqUgi8KtujZWyBW2m7M95M0swS1t0tsCPyw5iO+3eiiwb6BXPYk4xRE205pZO2AEpBf3zn/z+Mf/4P2X/8itDXZiMWa7DHojJ5I+9o6/FLG0WCEDGyooSgtPHZBZh6Kwk1SoEVAcdGmBlE5MO5wB9rgsEP3sZTXFxMcXExI0aMYPTo0VRUVLB8+fJDGmL9+/XfG3ATiQSqqrJmzRpUtfuAIRI58r/boUPdSsRx48bR2NjID37wA28C6nFSsj0WA2GhC1fbVFdLAYVhuUc+GbKNFHuX/5ryOAhAG3cRb7a9QtaIEU5XMrmpAp/5Nvh19Os/hgh0lztYv+olFGI4sozRy0cT02BNkfv3eoG3IPqh+NiQafy8+SF8xFFFAymjuPOIm7S9qnJYn/bvaFAHT0CbdDnWur+Tfe6nBL/0MOI9E8KPjQjwWp3B48UXcWf0QbLZvZQFy0kaNkI4qFLDFg5pxSLiEyBNhJVFhHtvm+nh4sVMDw+PE52Nba0gkuidSduhuaM/8JzW6r+DhIJONbeGYZXY6ToKAyMp6ign13kdBGzKNVDiSTooI26dwYiYiTr59JFGANAUlYmFQ9nashofcfyilQyD2RztXUNRIQSaX+Dk5SJjTeQrcRp8uRRnc7B09/03tSE4/kZ0RyOoBsmoSRzi6L7e2xXqxc0jo0/lEYqLi1FVlcbGxm7PNzY2Ul5e3uM55eXlh9V+f8K2traWl1566ZBVtgB+v5/c3NxuD4/urG9pRWJjOCaQ7frCH36Mkrbmyr/hNLwLwVy0c24k88xbFNjVSBzqSpaxvqSF0cM+wrABZx90brR1C3t3vYREsES9lk/U7WN9ifuHVBVyKI5ZKEN0lNGe3t7RUBzIoTyYj0RSHd3b9Xxp0EdIc3/PGs3kau7vd0u0pU/62dvoZ30KpbQSUlGMf/0vvk+6ukDidT+DJ7ma20KCgoHtpCAg8VsFgIJlZ7FCbsCQHQnkMXK0PFZUVVURDAZZvHjxYbXf78iZzR6d7uCkSZOwbZumpiaGDx/e7fHe73bLsli9enXXzzU1NUSjUUaPPvTA03Gco+6Xh0dfU9MeBUz0ThMyn+ouog07CmmE+jUP4mtvJWIAqk7H1Lls3P4MAFNrr6XYfBsA/ZOXopQVdTtXSsmeba40Qq7vCrRWwZulYCmCynyVofmndA3Acefs8lEoqhtDVGUbjcnOiYZweLvl5I2pvnn/AYEIzr5qrNXPdDs2uUxjUK5ChxYmmrkYgLaNL6D73DG42im1lFHakUH38y474idcvAQvZnp4eJz4bGprRBMtCCFxZIAxhUPet302Xk9szyrCBqiJKPhCLJWuBEJF5mOUWOsAUMaNoD7ufvdtVi7kzFZQwgJl5Ok3755TXoWBG8NyNLfArT2bpKWXzcgARNDtR7DTQN5xwoCCgoljGVgBNw2omzpIMDLRXu2fFzePjD5N2vp8PqZMmdLtzXIch8WLFx8ygz5z5syD3tyXXnqpW/v9CdutW7fy8ssvdyt59jhypJSsb23B1bM10EUCRTiEtDD9wh/e2M1JtGG8/GsA/Bd9mbZnd1Ocdv9Y9hat4d2ivTh5ZZw7+eYez9+8xj23WjkfWxnMGXGH5mAumgaTNiQA0C7NOa22aBxrzuistt0YPaBrK4SgMq8CRwYRwsGy3aRCzWmStBWqjn/+twFcWY9wNcqEANhQuHwaZqlr3qNKUEQraaGhOyY+y/0+itEOqgqOA4neMyQ7HAKBALfeeivf+ta3eOSRR9i+fTvLly/n97//PStWrODee+9l/fr11NbW8sorr7BgwQIqKysPa+WzJ0aMGMGnP/1pFi5cyFNPPcXOnTtZuXIlP/nJT3jhhRe62um6zle/+lVWrFjBmjVruO6665gxY0bXdpX77ruP559/nq1bt7J161Z+//vf87Of/YzPfOYzx+T34uHR26xvaQIh8XWakMEQAIbmHlnSNhvbR8PaP1LmyuKizbiaxdv+AEgqmudRFd8JgHr2FNQJIw86f3vNFoSzESlVzth4DgCLBrjH5g49/SZmxxpNUanKG9X5/50kTCgJuDtW9qY6aM30/oTvWKBEivBd8EUAsv+6D5mKdh0TQjB/hFuJ9XTeR0EKEi3voCoamhoAIVGlQAqTpDTdeGk7yHiyL27lffFipoeHx4lM0jRpysbx4c7RDNmfEQXvX13oGpBJSmw3+ZceeSatmX349AiFW6aSZ28FIDp+BIp09T43qxcyrdVGnRBAaKffvNvVtXV/Xwqu4dt+M7LeRmg+8LljxRw7TlJVEI47rtDowPHl4ggHRSrojg/LSmNZvTfW8OLmkdHndrQ33XQTDzzwAA8//DDV1dV86UtfIplMcv311wOwcOFCbr/99q72X/va11i0aBE///nP2bJlCz/4wQ9YvXo1N954I+AmbK+66ipWr17No48+im3bNDQ00NDQgGEYfXKPJzt7k0laM1kUxYL36NkOyx+NIj78R8j45/9CJoHSfxR2eCaRDS8D0JRXTUP+dnaF4OJpd+D35Rx0bmvjehr3vIWDwjL1s3x8dz3vFA8BYGK+JBRzEKUq6pTTa4vGsWa/RMKmf9O1HVkYwXTcY3HDTejWdJweSVsAdfBEtDPnA5B56j/Rr/SBCs7bGcYOuBYpFIQEXaaw7QxOQCVg5iCkiu2YGCF3QCNjSaRt9+GdHMz3vvc9vvnNb3LHHXcwevRorrnmGpqamgiFQjz11FNccMEFjBw5khtuuIHx48fz+uuv4/cfffLmwQcfZOHChXzzm99k5MiRzJ8/n1WrVjFo0IGFoVAoxK233sqnPvUpzjrrLCKRCE888UTXccdxuP3225k4cSJnnnkm9913Hz/96U/5z//8zw/1u/Dw6Cuqo81ILPTOuBs3js6EbPeSe8hLmPgtIJjH9iHlNLZtQpMhZu8Zg0Ya0a8E7fJzejx/01q3ylYXZ5PXlMe2HIua3ACaApdUeknbY8HFFXMA0EULjohSHtzv6myxtvnkjav69E+glA2HdAfZf/yq27FLhvnxq/B2zkBk6kwAbCOJP+gubqpSIoAMrciczgRDPIm0TjyDMi9menh4nKhs7ehAYuATbvLQcoZSlX/ocYR0bJo3P4PPgmAsBkKwNs9dMKvMuZzSVDUCiRgxmE0NKxDCYZ8YQ1IOYFqLgzrlxJOx6Q2G5pSgKaUA2E4botPA3dUT7n1EyB1H5NoxkhpolptL0YhjGgEM3Y2lPtt9v4xM7yaXvbh5+PT5frZrrrmG5uZm7rjjDhoaGpg4cSKLFi3qMhurq6tDUQ4kBmfNmsVjjz3Gd7/7Xb797W9TVVXFM888wxlnnAHA3r17ee655wCYOHFit9d69dVXPTfso8CVRpCowsR6T9J2eN6Hl0awd2/AWuu+X74Lvk72oedQsYgH62ks2MCOMIwZ8XEG9zt4VUVKyaY1rivxBuUSpChnWKaFTWE/kYhg9Dq3pEibl9PNTMXjyDmUGdmI/DDPyQr8bCVt7AX605hO0p5NU+A/PQK2f97Xsd9dimytw9r4ANp5n8N6OYl8WUGZ17ndVYKqNJFWBpHjJPFZRWT1JmJOK8V6EZgWMpZEFJw40iyKovCd73yH73znOwcde+WVV476utdddx3XXXfdQc/rus6dd975gaaQV155JVdeeWWPx7761a/y1a9+9aj75uFxImFLSX06hkoUVZhIBM0ZdwvXBzk+v5f43nV0vPsyle7GE5SzP8Mb1b8DYNaOT5Fv7UOqKr5PX4bQDh4WNtTHsNKLUASM2HkRAC9WuItM51T4KAj0+fr/KcH44gkAaCRw1K34lU7jLuEmbS+qGNiHvTt6hKrh/+i3ST9wA9ba57HGz0Wrcsd0OT6Fi4b4+fv2LMv0jzGL/8Ex06iqD+HPw8h2oEkwhUnKyhD265A1kdEEoji/b2/s3/BipoeHx4lKdVs7kOyaw2uikvLQoZNfHXXLMeIN9M/ogImsmsHm6DIAKvZdTL7tFlhpF8yg/a1vIoBNykVMbnMIqwJ17Om5mCuEYFT+SPa1vYwmMui0YuBjU3vvmpF19SeYi4w24JMGUski7CCgIbCQVgIZCoFhotkqiqNgZDoIhEo/tCHZ4eLFzcPnhBhp33jjjdTW1pLNZlmxYgXTp0/vOvbaa6/x0EMPdWv/iU98gpqaGrLZLBs3buTSSy/tOjZkyBCklD0+vITt0bG+tRWwsaQNZPERBWBEwbj3O+0DkVKSffEXAGgTLsd88V1UI0FWy1JXsowWv4NZ2J+zJ369x/Ob9i2ntWEtFjrL1U/z8boGajorQqeXStQWG3IVtNknlsnTyciovP6oQqE5E6cp3dH1/Ij8MFaXGVkjZUG3Eqaml0XX+xIRzME/3w025tLHUKbshLBANtjudhPV/fz5ZBrLSmMHdIJmECF1pLTJBDr1+RKpE7J6yMPDo2+ojcexpYGOq+Ovq0WATknQ94GOz/uR0qHuzZ9RlATNAVFUwepQCxkjSn9zFKPa3K1w+qVzUPqX9niNNUtfRBFphKxg4J4zSGsZXil1v+uvqPJ2sRwrysID0BQfinBQlZ3EjP3xwGLtSaxrC64pmT7jGgCyz9yFzB6QBPrYfomE4smo2XKklFjZGMFwGUKoCECRkLZbIa9zx1U6g8x6u+c8PDw8DoeVzfUg0ui4BU2Dcke9r2xg86anUG3ITbkLtFsH5AGSitLpFGypR8FBDhxIUyCJkDuw0KlRzmFOk4N6hh/hPyFSTH3Cuf1Gdkkk5GodrlFbe3Of9EUoKiLoxs0cu4OUJlCc/dW2MaTIw1BNAPxOCImDme045PU8+o7T9y/K47BZ3+Lq2UocBKmuL/yRheM/1HWtjS/h1L0DegCFaYg9e7GFoLZsMYZmsCMMF0//Pj49fNC5Uko2r7nP7Z9yBQUyn3I7gqWolPdTqFjulhTpF0UQuldl+2EJaj4qc9wJ/Yb3VNsOygkihLulQBON5Gru5Ot00bXdjzZyNtrkj4CUZF/8T7TLXSd1mZIEw6U4QrgyCaKetOpDcywCZiEAcbsN/LrbviPRZ/dwrLjkkkuIRCI9Pn784x/3dfc8PE4a1rc0Axa6cL9Pw7q7QHYkJmQt1X/HaNhCYWeOzDz7U6zb/leQcE71HFQs7PKBqOec2eP57W02ybanARhYPxeB4LV+GVKqysAchcllfb5h65RBFSqDcoYBoIs4tckdnUdsdsZjJ62u7X58F30FUdAfGa3HeOm+rudHFmmMKdawVIU99gUAWJkOhFAJht1xhwZIYZDOpiDs7uKR0Tiy06zsZMaLmR4eHsebmo5mdNGMEBJbBhlVcGhPGiPRTHTnmxSkQTgOYsBolkffAmCk/RHyzc0A+C6fxeb1zwCwXZmJJSPMaLZPW2mE/VxSMbrLjCyiuhW20Wyyz2K4CBUAkGvHSakS1XQX3VWSGBnZzZBMSEE2037Cx9bTMW56o22P96U1k2F3IgnCBEx8ogMhoDTYn8JAyVFfV5pZV8sW0EcswFm+CYDdJcvI+uLsCkHV8CuoKJva4/n1ta8SbdmMQZCV6if5yo4GdhVUATCrH/CiBQGBdv7BCV+Po2N84SDejTWwvrWWC/q7ciSqIhiSO5TWlI4iTBzprs5VR/tmRbEv8V/6TextK5CtdTjWw4iya8CRqEkwQqUomUZ0aZK2Ylh+PyFDIav7cUSWlG4SygKpDDLHRPj0vr6do+Z3v/sd6XS6x2OFhYVHfd1DbXXx8DhVWVK/BykkPuEO+v2qm9Ablnt4EyLbSLJ32b2UxN1KRWXIJN5ILcdxLGbELiQ/G8cRGsHrL0EoPa/hr172Nrq6FaSP4bXng5LmxX6dVbbDA57B5zFmcG4VOzq2oJMgJvcQ0QaTsiRIi3UtLVw48OSUSAAQ/hD++d8h8+BXMJc/gTbuItTBEwG4elSAH7yV4LnCWXyVnUjbws7G8fnzyWY6sK0UmoSk0UIofwgylQHDhHQGQid3gsCLmR4eHseTrG3TmkkQVNy5mSn7MaLw0CZkLdXPIhybwowGWNQPH0G2dTN5kYGUr1FQsDEL+qMOLaXjrUUIYINyKRPbHXIlqBNO7x04+f4wmjoInG1Y9l73SWGysbWNcwb07/0O+UNIRUdxTISSQHVyMAkgyIAdQwnnYaU70BwNn+0nKzLYVhpNP3F3Kp+OcdNL2nq8L2+3unq2QphIsvg7Haw/bJWtuexxZPs+RHgQcqO7BbA50ko8XEtUl0Rz85g/6Ws9nisdm81rfw3AGuVKxpg+0sF+AIwao5H/ZgwH0M4NI0JeMfmxYmLREP66ayXrW3d1e35kQQ5vJPvjE7UkMnuAMja1N/VJH/uS/TIJmUe+hrX8zyhz5wBBZMoht7CAuNGK5lj4RSNprZLcrEnQLCDpayDptBMMlCEyBrIjgSgp6OvbOWoGDBjQ113w8DglqO5ogveYkGXtSgCq8g9vMbJ+9YOoHa3kdxZ3RKfPY/umHxMyQ4zbVg5YGONnETrE900i7tC8928ENShsn4PPymF7YT01OUM9A7LjxKAc9z0OCJMYEqF0ALnsNyM7mZO2ANrwGWiTr8Ba+xyZv36f0I1/RvhDnDvIR2lIoc3y40g3CWumWlH9OYQj/YhFd6AgcYRBOpskmBNGxhLIaBwCgZPat8CLmR4eHseTrdEoDhl8nbt2THs4Iw4xjpCOTfOmZ8hLg2pZiLxylmTXAjCl/BOEX3WLrLSLZrFjy8sIEsQpp1ZMYn6TjTLKjwh7c+9hOZNo7HgFR7YhMJEorG9p6ZOkrRACJVKAjDWRY3eQVnNQZQ6OyKATw7GGkPW1omU0fFaArJohm2k/oZO2p2Pc9P6qPN6Xdc2tgIVEgjC79GxHfYikrZNow3jt9yAVVHkeZAxSmkZD8WJsAVsjcPbkmwj6e55I7t6xiHh0B2lyWKd+nAv3xGkPRPD7YFo/ifOuASpoFx96FdHjyJlUNASAmo56kma26/lRBRFMZzAAGWsPCoLGdJLmdLIvutmnvFcmwdr4fwi/AAm02ijh/kgBinTAasDyaQRNDdUJApKk2plZyWQ9rT4Pj9Mc03FozSZQiKIJ97thd8I1IRtR8MFJ22zHXhrW/YlSV80IdfxcXt33FACX1F+O5lik1RJyru55NwvAqhWtBNTFAFTVzQM1yd8GuFpongHZ8WFQrpu0jShZkBC32pFku8zITgX8l96EyCtDtu054GugCK4c6VZnJZUQIHDMNI6ZQtX8+Dt3dmkSkplmyAmBqoDtQOL0G2t4eHh4HC6v7dsN4kDhlcNIhuT0vEMhtnsFRqyewrQb32Njp9OWqMOnRxi8thgFm4y/nMD0oWzf5I4p3lbnoSCY1WyjTTu5dz4cKy4aOBVLBhBIfDSDcFjT0ncFTSKUh0QQkBnSqoFmunFWIUM2k0UJR3CEgyIVdMeHmY3hOJ7PyomEN+L2eF9WNzcBbgJJYuDvTNqOLDj6pK2x+H7IJlH950JrBlvo1JW/AEKyMyQp6XcmY4Ze3uO5jmNSvfZ+t2/q1ZzbblKf6662zJjtQ1/sDt7VWSGUgt5xPjxdKAvmMSBUgIPknfa6rudHF0YwnaEA+MQ+ykPupH7jaVhtC65MgsgtRUYbQEmAAJmVRJwg2U5TMp04Gd1GSEnIzAcgLaM4wU4t3FNEq8/Dw+Po2NzWhpQmPtEAgF8rIWX58KkKg3M+uPph95J7CKdMwgag+agdNZKm9i0Mj1dS2qggERgzL0IN9hwnYx0OddteQAiDQHooefGRNIdaebWkCIAFY7yJ2fFgUM5wACynCeG4O4ikaEdisjMeP+l1baFzV8pV/wlCYK1+Gqv6dQCuGO7Hr4ApFKTjLrqbKdfUNBguAtzPnCoNMkYC0WlKJmNJpG33/o14eHh4nASsaNqLShuayCClYGBkLLracwqoaePfCBvgNx3wh1mh7wFgUv/5+N6tBsCcMIN4dCfZ1Ds4UmGjMpdxUYcCh9Nez3Y/FwwYgoFbfFbgcxdct8ZayfZRrBKqjuNz46omYii2BrgFAKoTRVXyyWhuQZbfCiKRGJlon/TVo2e8pK3HIWnNZNgRi4MwkThotKIIC58SYHBu1VFd027cjrXqaYRdjuhwKyd2F+zA1KNEdUlTSOWCqbcfUidvV83TpBJ7SVLATuUjjE7oWIpGaalgVIHEXpcBAfolXpXt8WBiZ7XtuvdIJAzLCyKEm7TVRQMRzU08bmw7PZO2IpiD/+PfB0CaKUTIDYJOm0040g+786Mt7HosXcFvKmidTp4xEQeBq9WXyfZ0eQ8Pj9OAxXt3gQCfcL9H8/xuBWZlXgjtA7aCx/auIbptMWWdVbbKjE/wxs5H0WyVs+umA9Dqm0ThxYfeXrZqhUFIexaAYXsuQahJnh2Qgy0EE0s1RhV56lrHg6JAKSEtgsTGb+cjUEFkQXQgkSxvbOzrLh4TtGFnop/1aQCyT/8QJ9FKrl9hziB3/JBUXBMXO5vAsbIIIQjnDgApEEAqWQ+hAPg0kPKUMPH08PDwOB7sSrShdy4Am7KEkYfQ/MzG6onufIOizs0L1rhz2dm6GiEUxu2uQpEWKVFKzvmVvLvBrbLdI2aQFMXMbnJQzgh40gid5Ad8KMLdhSqkG7dtabClPdpnfdIibhI57MTJKqB2mqVpxDCyAifsRyJRHRXV0cim25DS6bP+enTH+8vyOCRrmlu6ZBEgi19EAagqGIumHJ1RkvGPX4Gjo8jZALSFgsTzlmILwdYITB3zOQpzh/Z4rmWm2bT2twAsUz/D1XUxGiIlCCTnnO/HetEdtKuTAij9Tl4jpxOZSUVuAHqvrq2mKFTmDcGRIYSwyZhucDpdk7bg6vbpk91qcWm2gG6DDb6EiqnnuzIJ2GT1GAKIGLmAwCSJHXA/u7Ij4VXbenicpqxtqUci8eGakIX1UQCH1KHbj3Rsdr/xcwpS4LNBRIp4p1QlmW5hZut0/CkHQ+RgnzkDPdJz8re9zWHX1uVoSi2KHaRf8znEAs08368MgE96VbbHDSEEg3LdaltdtCEsd4HcrbZNs6zh1Imrvou+glI2HJlsJ/u3O5GOw7yhrkRCQtUQjvtZ319t6/P5QHE/g4q0SaWaEfnupJNkGmmYvX8THh4eHicw9ckkWTuDX7hzM8MZxhmFOT22bdrwJH7DcXfoKCpv57vFI6OLL0BbvRWAWNl09CKbvTtfAGC1dimqIzm70ZNG+HcGhN1dyY7T4OZTMHmntbXP+iMCYWyho2Jjagk0049EQ2BjZWMEAgVkNXd3td8K4kgLIxvrs/56dMdL2nocktVNzeyXRlAVG99+E7KjlEaw3l2K/e5SFHMqwlSxQjnsK34CgJ0hh2BeBdPGfu6Q59dsfBQr20aUfkTMORgBd+vgGRN0ioTEXu66CGqX9RyMPD48EwuHALCxfQ+GfUDrZmxRDkanrm0040onVEebsZzTd4VOP+vToOogbdDdibaMO+QFS7A6K8kVpwPTZ6Jb4HfyAeggCooA04JUz86YHh4epzZ1yXYg06Ujn+lM3n1Q0ral+nmyTTUUdxYeOud8hlXbnyAvk8PY3e53dIM+m7JzDi2xsGqFQUj/KwADGy5AEyZ/G5hHWlGoKlA5a4C3KHo82W9GVuBvQrGHElBCIBykso8VTY3Yp8hintB8+K/+EWg+7HeXYC75E/1zVPyaAARJ3GowK9OBY7sJ2ZzcAhzpGuAZ6RYcDQi6P8uOeF/choeHh8cJy6LdO5HCxN+5AGw6oxhbdPBuVNtM07zp6a4qW0bN5u0mV7pmWtsUhG2RFqUEZ1VSX/sqjt1BWpawS5zJtFaHAtyiKY8DnNP/XAA0kih0ABZrW5r7rD9CCOxgHgA+OhAWKOS7fZQdOFYAI+COL3RbQ3EUsulWr4DoBMFL2nocktXNzSDcpK0jDQKdX/hjiiYf8bWkbWH845cIexiKPQAUhZ2Rt5FqmnYdGgJw/tRvo6k9u1FnM1G2vP0wAOv1a5ndIEnqAXLCMGOmD+sfCXBAGetHHeY7yjv2+CAGR4op9IcxHIvN0b1dz48pimA6QwBQ2UtI1cnYFjtibX3U075HaD5EKB+EACsJgQ6QoEQBf1GXTIKptiGFQzgbRqBiiyyGz/1qlh0JpOMFSw+P04mObIaMlUGjGUXYCHRqE24C6/1MyKxsnD3L7qMkDqoEpd9IlvAulpXhwvpzEI4krgxCGTOcQEnPw7+WZpud22rxq8sAGFR/GbFAC8/2d03QrhsXPKR8kcexYXCnGVmO3ohAYVh4rHtAidJhtrC5rb0Pe3dsUcur8F92MwDGv+7F3ldDSHc/X216AOEEQMqualtNF6iigv1RMdFRi8jrTEBkDGTakxXy6Jn77ruPIUOGEAgEmD59OitXrnzf9k8++SSjRo0iEAgwbtw4XnzxxW7Hn3rqKS6++GKKiooQQrB+/frj2HsPj6NjaeNuBAl03EUtTRnJ0NyDF23bav6BkoyR2ymbvmVAHrZjMCQyieAaV9e2ST+TwvEaWzf+DYCNylykULl4n406PoAIemml9zK9vAJT5gMQUetBwNstDX2aBPXlFCAR+GQGSzFRVbfQTSVFNp3BH8rHUA1A4LeD2HYWy/TMPk8EvL8ujx7Zl0yyN5kETCQSQSuaSCNQGF044YivZ61+BqehCcWcBEBrmY9MeBU2CtsiklFDLmFw+fRDnv/qkgdQnCRNopJzd1WxO8etsj3nQj9aysF60/1C0S/3qmyPJ0KIrmrb9+raji6IYMoDZmQlQfd92HCampHtR6gaIlLs/uC0gJJFpiU5SgGmoiEFCGlh+GKotiQo3cRMTLQdcMZOpvrwDnrmiiuuYNCgQQQCAfr168dnP/tZ9u3b19fd6saSJUvQNI2JEyf2dVc8PI6IRbt3durZutsZ8wIVtGVsFAHD8w5dIbtv5W9RY23kdxboJ8++iuraFxnaPpDSlggOCg36HMrm9LywKaVk6VsGIf0phJAUt51J2AzzWEURKUVheIHKnApvUfR4MyR3BACW4+5aUZ0ykG5MdZRdvLav7pDnnoxoU69EG3cxODbZf/wCn5D4VJBCkJGu8Z2Vbu+qtg3n6liyCIlrTpvKNEGnOZ+Mxk7IqiAvZvYtTzzxBDfddBPf//73Wbt2LRMmTGDu3Lk0NfU8Rl26dCkLFizghhtuYN26dcyfP5/58+ezcePGrjbJZJLZs2fz05/+tLduw8PjiNkWa0EX+9z6EZnD6MKBqP+miy+lpPGdxylOurYaomoGK1oWAzCn/WwwLVKiDDFiGGl7J9GW1UipsE67hDzDYVqrgzr9gw1STzeG5YWwOufGGvuQSBJ2mrpE32mwq5pOWndlhRw1imoIpHQXPqUZRVdzSfvcWKtbPhQpyKT7RtLBi5vd8ZK2Hj3i6tlaIGxUYeEXbjn/sLxRhPQjM/mSmTjGy/+HasxAoGH3L2Sf708AbI/YEMjh7Ek3HfL8XY17ide6WzWt7NWkAgNBCEaOVhk0WMP8ZwIsUKp8KCO9CeXxZlIPZmQDIwH8mlsdpIk2hHS/8E9nXdv9iGAuIpADSNAbQTjQJvEHy7A6x02OSGKrGUIZP4r0IYVNRnelJWQsgTzBZCbOO+88/vKXv1BTU8Pf/vY3tm/fzlVXXXVU17JtG+cY3180GmXhwoVccMEFx/S6Hh69wZsNu5HIrrhbGhoNQEUkSEBTezwn1bqNxvWPU9bpZaiOvYDXmv+BZqucWz8LgFZtMlpFIZEhPQ/9anfZ7N2dIKS7FWWD917Ovkg7z3Vq2X55UgjFq7I97gzNGwlAympGEGd3HHQKQWogTJ6te7OPe3hsEULgn/8dRFEFMtYCqSh5fvcz2qqHEI6/W7Wt7hPoFGHh/i0YWVdmCEWAZUPyxJMV8mJm3/KLX/yCL3zhC1x//fWMGTOG+++/n1AoxB/+8Ice299zzz3MmzePW265hdGjR/PDH/6QyZMnc++993a1+exnP8sdd9zBhRde2Fu34eFxRMSMLEkr/R4920GcUXRwcVN872rMpu3kdX517hg6AMNMMFAfRWSDOw5p0mdQNFFn26Y/A7CXs4iLUs5vcNB9AnV8zztlT2c0RVAadIvVVNkCmIDB232oawsgQ26BkI8EwjRRlHzANSTLZiR6KBdTMREIfFYQy0ximb0fV7242R0vaevRIyubmtivZxvS1C4tnDOKpxzxtYzXH0R09EfIIgj42Ka/BIpNq0+hyQ+zJ/4H4WBRj+cmDYdnFt+HhkmrMo4x9WPp8IcIBuCsOX5kwsZ6tbPK9rIcb9tmL7DfjOzttlrsTldJIQRjCsqwnBIAYpndbpvWhr7p5AmEEAKR3w8UDekYSKcZmZYEO0JYZhjbjeEYMorMWISNIshC3GzHsQUy4+C0JJBZ58M9jrD6yHEc7r77boYPH47f72fQoEHcddddAHzjG99gxowZDB48mFmzZnHbbbexfPlyTPODjWAeeugh8vPzee655xgzZgx+v5+6ujqy2Sw333wzAwYMIBwOM336dF577bWDznvmmWeoqqoiEAgwd+5cdu/efdBrfPGLX+RTn/oUM2fOPKJ79vA4EdgSbQIs9E4d+Yjubo8feQhpBCklda/fTSTTaSCi6jRMnMaepjWc2TCeQErBVHJo1iZTNkfvMU7atltlG9T/gSKShFMDKEoM4oFh/bCEYFo/nWn9vUXR3iCohekfduNsWNtL0pQMyylGyGKQELUaeLZ2XR/38tgiAhECn/wvUDWklSVsdaAJsBWB4RSCAVZHO3bKRGYdQhrIbDG2ARiQijZiaxrSkDjNcZy05cVML2YCYBgGa9as6ZZcVRSFCy+8kGXLlvV4zrJlyw5Kxs6dO/eQ7Q+HbDZLLBbr9vDwOJ68WLfdXQCmBQDTqepRz7Zx/Z8p6qyyVYZMYmnrKwCc234u2A4JZSAp/0BClUnqtrkGZEu1+QBcXG+jTgog/F5KqSfGdeZNfHQgRRywWNd8fHVtpZTvG9uCqo+UFUIaYFkxVCuANHSEYWN0dBAQ+aTIIg2JnvIhsoJstNWLm/9Gb8dNrVdexeOkwpaS5Y2NXXq2ppMl1Jm0HVt0ZElbp20v5huLUK2zAWgZlsFIb8PEx9ZIln4lExhX+bEez7UcyU9e2cikzL8AGF07j3cKBwFw9vl+AgGB8XQSshIxSEfxVvl6haq8foQ1P0kry9aOBkbl9wdgbFGE6rahaDRj2XUoFLAnGaMxnaAseGTV2acaQtVQCgdi76vF+KECnQOoEBqQ19XOwF3JzOl8zmC/2Vu883H0BO/vB/7DX9S4/fbbeeCBB/jlL3/J7Nmzqa+vZ8uWLQe1a2tr49FHH2XWrFno+uEZFKVSKX7605/yu9/9jqKiIkpLS7nxxhvZvHkzjz/+OP379+fpp59m3rx5bNiwgaqqqq7z7rrrLh555BF8Ph9f/vKX+eQnP8mSJUu6rv3ggw+yY8cO/vSnP/GjH/3osO/Xw+NEIGZkiZmpbhp0LZmBAIw9hONz29aXSOxZw7C4ACTarAW8tuNP5GVymNDgVm3Wa7PRC30UjOm5UnfTRotou01pyNWqG1R/GauKDZYUFKAK+Mpkb+tjb1KZP5p9yVr6hRrZGhtFsT+frbTgV0rIyGZ+tuF5ziobTnHg1JGEUvuPQj/7OpAgE22UFOZSb/hpI0z5HW5MzHJg94575wfip0mnGCMO0Pih++PFzFODlpYWbNumrKys2/NlZWU9vj8ADQ0NPbZvaDj6QoSf/OQn3HnnnUd9vofHkfJGfR3vNTQ1nFEHjSMyHbuJb3udsk4ltj0jRpDat5aBDCNnSwcATfp08ker7K59EulkSchKdivjqIzbVCYk2mxvfHAoZpaP4M09IVSRIkADhihiRdNeYOrxe1FDkv5i/fs2UdExuuJnMwrue+gnjUEaP0GyuIVZPlw5hTTvf03w4ubxxFsW8TiIzW1tdBgGCHclw3Ca0EUKEIwpmnRE18q++D+omTMRKNgjS6hPPwlATW4WR9W4cOq3EeLgj6GUkntWJ8mtfwAFh2B6AjvCFyGFYMQojcrhGjLtYL3s6sLol3tVtr2FKhQmdlbbrmrZ3vX8hOJcTGc4AD6xm/KQOzBY1/LBX/KnA8IfQuQU93U3Dot4PM4999zD3XffzbXXXktlZSWzZ8/m85//fFebW2+9lXA4TFFREXV1dTz77LOHfX3TNPn1r3/NrFmzGDlyJC0tLTz44IM8+eSTzJkzh8rKSm6++WZmz57Ngw8+2O28e++9l5kzZzJlyhQefvhhli5d2mUosnXrVm677Tb+9Kc/oWnemqTHyccLtdsA0EUjQoBfzeXdqFvh2qPjs5Fi91u/pCgJPlsicoqpGZBHNFbHObunoziQDAwmrgylbJaOUA+Ok5mMZNUKA7+6DFXZjWaFKGibyH1VbrL4E6MCVBZ4f0+9ybC8UQAENdcARjpB92elEGSQtJ3lh+ufOiH1Wz8M+oR5CD0ASCKJfejSwjwJxnZezPT4IG6//XY6Ojq6Hj1Vbnl4HEu2RJvQaUQRNo7UKQsNoyDQPeHVsPaPFKbchJAyYAxvRt8A4JzWc0FK4r6hpJVy8sfD9s1PALBO+RgIwcX1DqJQRRntFU0dikmleZiOKx+o04jEoCUbpyF14vmV9DZe3DwyvAjtcRBLGxrZL42Q59PJWK7o8+CcKsL64Vd12DvXIt+OocihkBNgq/0XABp9QaK+FGeO+jTF+VU9nvtEdYaVW1bzSbkEpEB0XEs8EiQShjnnuBNY69UkpCSiXEOdEvgQd+xxpEwvGc6SxndZ2bydzw6fA8DYohwsx30/fWIvPuFWdK1prmdeRc/v8+mGKCzCf9deZDYOUgdrIOSpRO06fNJAdQAEPqOEZNAkSzs+J0Bu1p2wi7JihN5zpdwH4jv8iW91dTXZbPZ9dXpuueUWbrjhBmpra7nzzjtZuHAhf//73w9r8cTn8zF+/Piunzds2IBt24wYMaJbu2w2S1HRAekUTdOYOvXA6vSoUaPIz8+nurqaKVOm8KlPfYo777zzoOt4eJwsvLpvFwAB4S52DcgZQ22Dha4IqvIPlkfYt+p30NFEUae5r7j4Syx99x6Gtg9kQLQYqajsk7NRw4KiKT0P+VYtN8hmoCz8GAAD6+fyyLA86n1+SkIKnxvvVdH0NvuTthlrJwBNSfe96zAzCGcIUt3CksZ3ebp2FVcOmdZn/TzWCCEQoTxQNXBMBtgN7PL1p/GHJZTZdUjFQA0W4M8pQzqSWJNDVt8HJPGhgHQImXlotgLBAEpR3ge+5iHxYuYpQXFxMaqq0tjYvfq6sbGR8vLyHs8pLy8/ovaHg9/vx+/3klsevUN9Mk7CyhAW7sJfVlYwqSi3Wxsj2Uz7hmep7MwfNo6ZSKz+UQYag8ndkUICjWIaWhhSgbfIpBqxZB5r9PPw25IL6m3UeTkI5cRfWOsrwrpGYWACKXMDAVpJkAKCrG5q5vIhg4/Pi/qEW/H6PjhS0tzcRrHVjJQ6MjAIw2pGiBgWuYSL+pFM1ROMCVSpkNXTZLUMkbyhaNr7fI95cfO44SVtPQ5iacMBaYSIroLlSiOMLznzsK8hHZvsEw+g2EMBSWNVPWZ7E4bMZXtOB7nhfsw44//r8dynajLcuybBp+3fAFDQcRabI+4fzwUXB/D7XZ1P8x+dVbaXRbyA0ctMK3Erate27iJrm/hVnbCuMixvMG3pXFQRoyNTB+Sw1qu07UJRFGR5f5ymHWCboDdBph9qQT/sbC1CgiIlpt5OROuPIeIYZLDVEJoFpOOISOFx72cwGPzANsXFxRQXFzNixAhGjx5NRUUFy5cvPyxtn2Aw2C3gJhIJVFVlzZo1qGr3pHQkcnjSGvF4nNWrV7Nu3TpuvPFGwNVKklKiaRr/+te/OP/88w/rWh4efYGUkpqOZiQWPlzNs/LQZACq8sP41O67UtLtu2hc9ycGxEGRoA6bykq5HSudYM4e97MezZuMkcmn3wwdtYcta42NNhvesdCVDSjiHYSjEc+ez7OVpQDcNiNMSPfia29Tme+az8WMBgQJauMRBhfkU5uIUhaM0JgZgFT38MuN/2BqcSUVkZ59AU5KhIKS1w/i+9CtFCWyleZgCXamCEWrx3aiSLUIxe8jkCswjFKkthMDBz8qWT2Bns0FOwvSRASOf6LMi5knLj6fjylTprB48WLmz58PuPe5ePHirvv+d2bOnMnixYv5+te/3vXcSy+9dEpq/nqcmjxb+26noel+E7JRjP03E7LG9X+mMG6hSBD9R/N6/C2QcF7jHMAiVTCSbKaYskk6O6pdA7IacTm28HFJvUWuBdpZH/zdd7ozoWQqy/b9CR/tSBED8nijfu9xS9oKIT5QokAFZH4+TqwNFROIIbRCUGNoxMnaJYTyi0jZe8kxIvhFEEPPkrVb0MMVx6SfXtw8Mjx5BI9utGYyVEfbgSwASSNJoFN/c0LJjMO+jvnW04gmV+s0OyZCU/u/kFJlc34cR8B5U25D1w7+Y33m3Qy/WJVkjPMy5XIrqu1nh/iG+/oTNQZUuH9k1stJSDiIMhV1plcF1NtU5pRS5I+QtU02tB3Y4jWxJA+js9rWsusQCHYnO2hKJ/uqqyccQlFRCgcCApQkiHbyUj4yoghbgASkMLGNNkJKp7Gb1mlYkTGQ6exx72NVVRXBYJDFixcfVvv9jpzZ7NH1bdKkSdi2TVNTE8OHD+/2eG9li2VZrF69uuvnmpoaotEoo0ePJjc3lw0bNrB+/fquxxe/+EVGjhzJ+vXrmT59+lH1zcOjt9gRbydtG0ASf5cGnatJO7aw+4BSSkndG/9NOG2TkwVUjewFC1m/7Qmm1I8lnPUjc3KpT09C6FA682ANMMeRvP6Ku0C7v8q2uOVcfjbc3cp3xXA/0z3zsT4hrOcwIDIEgEERd7fTwJCbmC0IKAhZRr5eRNo2+P7av2I5dl919bggdB9KgTuGzLfbidhxWvUIihMAKTGS7qKGHhH4HB84BQDYqoqjgqG6sUi2x3pFQsKLmSc2N910Ew888AAPP/ww1dXVfOlLXyKZTHL99dcDsHDhQm6//fau9l/72tdYtGgRP//5z9myZQs/+MEPWL16dbckb1tbG+vXr2fz5s2A+7tdv379h9K99fA4Vry2bxeQ6TISN+zxjHtP0tbKxmlb9xcK9lfZjj+T9kQtVYkqIg0WaBp7M+53gD58G/8/e+cdJ1dV/v/3uWX6zM6WbM1ueu+9hxIgNBEVBEGR3xfsYAERG4oVKSqKKAJKExTpvYdAIIX03pMt2V6nl1vO74+7LMYECZBkU+b9es3rlZ05995zbmbuc85znufztDevRkqVRdrZAJxbZ6EMdqGUHpi+6PHM3IrRWDKAImxcoh3IsqK1vtfljYJulU7NsZ3YXWgeN1L6AImZ6kRTPdheDUtYCClwmW6MbAzTSB2U6+fs5ocj57TNsRdLm5sBE4QkqLuImzVoIoUitAMuQmYnY1jPrUDgRoZgR+ZBABpcRcR1m8GV8xhYMWef457anuaWdxLoMsVp/B0AM3URabWYoiKFaTOdxaNM2hgvOgVa9E+G9qvRl+PQIoToibZd1rqj5/1xfUI9Tlu3qKW4uwBZLtp2b4TLiwh3GwilHZlJENIKyQoPVvdT2VRjuLM2qvRiKSYZ3VmUy65Dvwj1eDxce+21fO973+P+++9n586dLF26lL/97W8sW7aMP/3pT6xZs4aamhoWLFjA5z73OQYNGvSRo1CGDh3KxRdfzCWXXMLjjz/O7t27eeedd7jhhht47rnnetrpus6VV17JsmXLWLlyJZdeeinTp09n6tSpKIrC6NGj93oVFxfj8XgYPXo0fv++qeVHK7fffjv9+/fH4/Ewbdq0Hp2l9+ORRx5h+PDheDwexowZw/PPP7/X548//jinnXYahYWFCCFYs2bNIex9jvfj+VrnWeqiESFsXGqQXREnnfG/I2Q6tr1IrHoppd31CfXZX2DRnicIJbyMb3KiNNvy5yCFTtFkDc2/r51cv9akrdXG667Gkm+BFDwV/DQdLp0BeSrfnHzs/GaORobmjwGg2Os4bRXp2NOubByBIJ3pi19zs66zlvt3LOq1fh4qhDeE6I4gLjGasYWBYTu68FY6gmWkUHWBWwPFLgQUTCuL5gmTcWWQ2GBayPih3zTO2cwjmwsuuIBbbrmFn/zkJ4wfP541a9bw4osv9hQbq62tpbHxvXnqzJkzeeihh7jzzjsZN24cjz76KE8++SSjR4/uafP0008zYcIEzjrrLAAuvPBCJkyYwB133HF4B5cjx3+RNA2qYx24qEcRFpb04NGqGPwfEkst6/5NfiSFAoiqcSzsfA3FFsxudOR20gMnYBDEX6VQs+d+ABo4gYRSxOR2g6pkrgDZgTKuTwizewPeQztSxImbCXZFP16B6Y+LXxfEtDAWKggD1YogbCebU5VdZNIWPm8RCZfjpHVbXoQUpJOtB+X6Obv54cg5bXPsxduNzSCcHYyheQW4hBNFOTx/PJ79RMbuj+z9dyGMAqSwqC5fhW1nSNsD2B1qwqX5OWniNXu1l1Ly4MYUNy9zJtaXhh5BtdpRjWKa+Dy6Dqed4UbTnEWn+XIcEhJRrqFOy6Vl9BbT9ue0LQqS7SlGVo+GExm9uq3h8HfwCEf4wghfGASgNuGJZjBFGZYQWN3+FUO2EVCdRWpMjyIFYFqQODi7nP+L6667jquvvpqf/OQnjBgxggsuuICWlhZ8Ph+PP/448+bNY9iwYVx22WWMHTuWN95442Pptd1zzz1ccsklXH311QwbNoxzzz2X5cuXU1VV1dPG5/Nx7bXXctFFFzFr1iwCgQAPP/zwwRjuUcPDDz/MVVddxU9/+lNWrVrFuHHjmD9/Pi0tLfttv3jxYj73uc9x2WWXsXr1as4991zOPfdcNmzY0NMmkUgwe/ZsbrzxxsM1jBz74fWG3UgkHsVxHgwMj2F7xAmD+U+nrZmOULvotxTHQbdAhMtoGz2ZHbWvMad2MooUyP4DaGnpBwqUzNo3EiYWs3lnqRNlW+l10h4jxnSW5A3Bq8Ev5gbwaLkN0d7kXact7AKgPq6hCkFzKk6p141h65xRMQuAv255jS1dx56dFaFihMuPgk2Z0UCn7ka1HEeBEXeeeXpAwWWpYDuZKclMJ95gGWndsZMyEkOahz4SOWczj2yuuOIKampqyGQyLFu2bK+IqIULF3Lvvffu1f78889n69atZDIZNmzYwJlnnrnX55deeilSyn1e119//WEYzfGLaUterq3j22+/zEWvPsolCx7nZ8sXsbUz0ttdO2J4q6kGG4lbqQcgI6sYV5SH1i0laBkp2lf8oyfKtmHUGCKJesZ1jcUTsSDgoz7hFB73jaqnfvcrACzULwDgU7USdFCn5NbgB4JXUynyOfbcQzuQRJJlUUPv2mwhBAG3SpcWdv7OtiMUPxIXAptsoguX5sf2aJiKiZACt+nBMOKYxsEppJazmweOkL0dm30EEo1GycvLIxKJEAqFPviAY4S0ZTH/6WdJyVYQNuML+lDbdQde0colI7/FpwZ/8QPPYW5ah3H38wgUYv2aqVYWIu1CVuTHyehpTp78fcYN+WxPe8uW3LYyyaNb0wB8fkAXZVsuwhYGHalfkrFO4JT5boYOc+SXZdwm9b0mSElcXy9AyxmMXqMlFeHMl29CIHj1jB+S53IWUuc/t5KM+R1UEafL/jwJGaCvP8Tjp13Yyz0+vKTTaXbv3s2AAQPwePZfKE9KG7u1BowUSBemXkWLGiMgm9El3Rq3HjKan4xox2v6CGQ9oAhEaR+Eevzsu9177718+9vfpqur66Ce93/9Px2JtmDatGlMmTKFP/3pT4CTLlRZWcmVV17J97///X3aX3DBBSQSCZ599tme96ZPn8748eP3iQiqrq5mwIABrF69mvHjx//PfmQymb1SlKLRKJWVlUfUvTqaaEsnOfOFfyDJUqQ8iUd0cNbAb/O3TYMJuzWeP2dKjzbX7td+TmLNU/TrcPZ83F+8jX/vvp3Q9gSn7poJmkbTiIto3xGkYLzKgPP3/l5LKXn+mQw11RalfdpREuchFZOHtD/QoozkNycFmVGRk0XobXZFtnD1Gxfh1fzsjt8AKAzt08zmrlZmlwzm7cYI04uLcblreL1xI0Pzyrh/7tfQlI9YrPIIYH/PY2mZjg68bRJXAgi7AFWrAyTucBWqy0+q2SYJWFoNiDRuVwi/Kw/aIqi2huWSaMWlB1S85FghZzOPbHL36sPz0PbN3LH5JWy5CTftqKQBBQMfaVlGiWcSv556FiMLDn3thyOZK99+gaUttfRRHsYtuugyzuXyUZdx8fAKAJrX/gvjmZsJp0AMnMw/i+rIRNv54ubz0dI21knz2LJ0OIoO1gk3Urf7WVrtmdzv+RmVCZO7lproM7y4v3x83+cPw62rVvDGni8jEdTLeWCXMzQ4jAdPOeNjn/tA1pvvR8qU1HVlGZDZjYKN7S4nY9gIpQkbHU/+IKRIkehsIC8TRCKJebpQdTeBvAHHnE09ku3m8bPiz/GBLGtuJmVnQdi4FZXGZEuPFs6EPh8cii6zBsY/nkWgYPk6qGYhoFLtKiWjpykrGsfYwef1tM9Ykuvfivc4bK+Y6GPsll87KXDmODLWXEaM1HoctoAji5CSiEoNddKHezDlOLgUe/MYFCxBIlnSsr3n/QnF7+naKrIGVQj2JKLUxnO74P+NEApKYV9QNBBZtGwjHvJIiRBmtx20RRoPEiF1UloSW5FgS2Q03rudz3HYyWazrFy5klNOOaXnPUVROOWUU1iyZMl+j1myZMle7QHmz5//vu0PlBtuuIG8vLyeV2XlwSlMcLzyRkN197+SPXq2Rnc63ZjCYM/EOFa/ivaNT1EWcRy22sRz2KI00dWyg1l1TtEyZk6jfacTmVs6Z1/n65ZNJjXVFooCZZl7kIrJHjGGRmUk353mzzlsjxD6BQfjVj2kzAT9g479LO/WtbVxoqTfaWnh8qGnkqd72RZp5B873uq1/h4qhKqhFFYiEQTsOIaSQLWcFEQj3gxI9IDAbYGwHdmhTDaKLUDm+QGJmhWkuxp7XUMwR44cH56kYXDxq//mrxt/TVg+TB+xgjC7KbQbKbTrCbOdUuVNspl7uPzN6/njuhUfeM5jlbRlsqq1HoUIru65RMaazKTiPMCJsm1bfCd53Ql7tcOHEUs2Ma11MlraRhQX0JoZCYBvVAt7ql8A4E3tIgA+VWejANq8AyvclMNhTt8hGHYpAomHNqSIsyPaStwwerVfXk3g0t7TtlWybQg7iERFwSAdj+DS/eBxYSgmAoHH9GGaabKZ3Lr+cJJz2ubo4fX6hh5phMl9yunKbkARFh4tTL/QkA88PvuPhxFpDSlSVBcuBgUS2ROpD29AETqnTr0OIZyvXGvS4oqXo7xem0VT4Kez/Mxa+SjNwhE678peRWGRyuwT3ls82h2WI40A6OeGEMqxtbtzNDKn1HEqvNm0pee9qSVhsrajqegROyn2OLtGi5tqD38HjwKEqqMUVvJuYbL8VBsZWYIh3JjdT2jL6sCPY1Cjrm4NpHgSme1dY78/zjjjDAKBwH5fv/71r3u7e0c1bW1tWJbVo8P3LiUlJe9b/KSpqelDtT9QfvCDHxCJRHpedXV1H3xQjvfl2dptALhFA0LYeLQQ27ucRdGEPs5iy7ayVC/4JUVxHAdVoBA57zLeWvsnptaPwWd4EMUFNFvjQULeMBVv6d7TvFjU5q03HYffhFGtNFqOjtdi9Qt8caSHTwzJbYYeKaiKxpB8R0Ozwu/8vqTtfCfWdTQxtqAAG1jW3Ml3Rju6mnduXUB17ODozR1JCJcXkec4ZMN2O6b0Ayq2mcFIdqD5BKoCmuWGbk2+aLIJzZ+H7XU2/vWEJBU/8hy3OZuZI8f705pMcs6Lt5KK3sEn2jfyrR0Zfr9acM87grtWOK+/LRf8Zp3gSzVdnBR7i2d2/ZpvLnr2iPutHw6WNNdhSBu3qEEIyMoC/HohQ7r1bJtXP0RhSwQBiBFzebPlRcKpEKMa+gEg5p9Ixwan4FMk+A+ktOiwp1CtDSM/Y3JKo43op6MMzBUg+zCMLgxiylEAeGkFUtikWNbc3LsdA8IehS41jI0CMouuJXrsKEYblmnj9/Yh0S05pJtuFFshnWjB7qUiqMej3dQ+uEmO4wHDtlnU0Ag4TtsKf5B1rY7WyuTimR8Y/m6u24Lc4LSP5a8nqSUQTGRDn+UATBt9GYV5AwFY12Lw4zdjdKQlQZfgl3ODjFq6mYXxe8ENCeMCVNdAzjjLja6/d13jiSgYoAxxoU7ILSyPBOaUDufe7W+ypGUbpm2hKSqTS/LIWiNBB100kDGd79Ti5jouHDzmA854fOIUJitDdjUglA6KLQ+NWjn51KAIG0UCdjs6IQw1SkYzcZsasjMCxYVHVHrK3XffTSq1f83dgo+RsnbppZdy6aWXfuTjcxxc3G73x9KVyvEebekkmzpbkNi4hWNHRxRM5I0GZ5NyYrGz8dW44l5oqaGwu66S+5zv8+aOfxDsFIxu6d5YnX8K7U84/yydu/eiSkrJglczGAaUlins3v5X3JpJrRjH1KpJXD4hV1TkSGNUwUQ2tK1AEzuAsezqlIRdHrqyacYUBlnX0cFzNTX885R5vLhnDUtbd/CrtU/y11mXoYhjKy5DDeSTTKVwZ7tw04o0ghh6BCPRhubJQ/OruGIS0y5EKlFsyyCRaiVQ0Ae7sRXFVhHxFEka8QXKjhi7mbOZOXLsn/ZUim88dz3fqn+dWa3gtioQVjFC5oP0gXQBEq/IUJmO0TfawamNTURc1TxZ9hu+mY3wx5MvOmJ+64eD52udzEdPd02ajD2UKcV5qIrATEeILf47FVmQisqWQaUkd7/BaXvmI2xQRg2iI94PaWTRSlupa3oGgDe6o2wvrDHx2KCf7D+u7unBwK0q9A9NoznxGj7RTgcSRJSnqncwr2/fXu1b0CVoESodWgFFZhuq1YKQ/ZFKBwoGqVgXgfwChNdN1jRwWTpeM0BCiZJJteH1l3zwRQ4yx6PdzDltcwCwsqWVmJkCxcKtquyKtuLF2f2ZXn7C/zxWRuOYDzkPdtO1nbrgblS9iO1WCEOPUBAcxJQR/w+Ap7an+f3yBKYNA8MqN5wQpHhpDZs23kOqrBPTLiFhXMpZn/QQyntvwWHXGlhvO6LX+gV5OWNxhDA6v5Kwy0dXNsmajhomFw0k7NYZkl9Ba6IcXWkgmd0FopxVbY2kTAOvltud3R+KP4ydSSNTHXjMRkKiiohaRj716ICQFh4liylVYnoMl5WPyJpOUbLAkeNsqaio6O0uHLMUFRWhqirN/7Uz39zcTGlp6X6PKS0t/VDtcxx+nAJkgDRw0w5AVXASSdMiqKsMzvOT6thN0zt/Y8C7sghj59NZ3pf1L17Lp6rnIRAoE0fQWFuGtEwC/RUC/ffWNl2/1qR+j42iSWr0nVRqrwLg1y7mshPCObt6BDKy0JG8aEluQBWfpi6eYU5VOQsbd5GVadyqSnUszsbOLn44/lwuWPBHVrdX83j1cs4bMO0Dzn704SksJdWUwSNTWCKJggtbZsnGm3EFKjBiEpetkLFKQd1DMtWOWw+gF+Qh27pwmR4SqShJOGIctzmbmSPHvqRTMV676xLubuxEMycirCoE77N+kG6EDIFdAeYYCrIxLt21i1jDbTzUvpOLzr/uiPitH2pi2QxvN9UiMfB0r+Gz5gSmlYYBaFx+D0UdjiShnPpJFtc9yaDOSsq68kHT0M45mdb7nAy+dNW/kO0mXfY4drlGU5gxOKse8IlcEfCPyImVU/nnZg+KSOOii6zQWNFWh2nbaErvbbKqiiDkFnTJMPlmF6o00USErF2IUFog245thQl4+xDJ1JKfCqFZGpqlkU514HKHUbXDG8RxPNrNY2sbPsdHZsF/SCOcUNafrV1r0EUSgcbE4lnve5y0bbL3PgZZiRRd1OevwVZVYqkLaCh4HRCcOv3H2GjcsizOzcsch+2JVS7umJ9Hyao9dL24iF2liwCIZr7FtJkhKqv2Xmxm/x0B6VSqVAfl9PaOFFShMKvEkUhY9F8SCRnbSQPxKLsI6R6ytsWK1mOvuvXBROSXgOoHISkw96DZLmKiD6YACUg7jc/2IIUkoTvhdrIrhrR6Jz0lx+HF5XIxadIkXnvttZ73bNvmtddeY8aM/euOz5gxY6/2AK+88sr7ts9x+HmhOzJGiCguOgHI2o6m3Pg+IRRsqhf8gpKIicsCkVeC6xPfY8HK3zCieQDFyQLwuLFPOJH2lSYA5afsbSdbWywWv5UlLSTLSw3iXQ+gYmFkJnDZ5+cdFwvao5Fh+WNQhUZnpoVRBc4cLdStPbespY6TK8oBeGL3bsp9+XxjxKkA3LbpJdrS0d7p9CFEURTMUAUmGioGutFdDT0dxTYTaH6BboOKH6QjKxJJNCDdOng9CARew0823UUyXo+Udm8OJ0eOHPvB2PkOkRvO4ey6cvTMGSjWIAQ6aS1BXWE1W0fWs/2EDLvO1tl1ls62GVG2DaymObQHSxgIGUQ1x5EXP5tzV2yn+vefwY609PawDjkLGnZjShs3dajCwJIuDDmcaaVhsvEWskv+idsC6QmwNBRFyVrM2TMVAG3eNKJtQbKdEulvoanrKeA9LduLqtO4bNDm+BHunPvoozCnvJiM7WSchkQrCAvD7mB5S+9/N8MeBSkU2jRHN1+T7Sh2EImG6I621TUvuidAWnPmIl4zAFKSSjQfl1Ikh5vcry4HWctiwZ49vCuNMLVPBdLeDMCQ/El4tfeP4jNfXoysbkZiEPcvJuq18eZ9jU0FjwEwfvBn8fjH8K1Xozy5PYMAvjzeyy/mBHC9XUv23xtZ0/9pEDZpczb9Bp/I+Il776RaG9LYGzOggn5ersLqkcac0uHA3k7baaVhMpbjdHCLXbiFI2exuDmne/m/EEKgFPcF3AgsSo16MoRIiDBW99NayARuy0tKy2AqFkiJ7Ir1ar9zHD6uuuoq7rrrLu677z42b97M1772NRKJBP/v/znZDJdccgk/+MEPetp/61vf4sUXX+S3v/0tW7Zs4frrr2fFihVcccUVPW06OjpYs2YNmzZtAmDr1q2sWbPmY+ve5vhgamJdbOhsQUqJV6lGCCj09mVrlxO1MKFPHk1rHkTsXks4BSBwn/dzNjYsoKt+C9PqxwGgnTmH5hUupAXBQQrBAe9tfGYzkpdfyNAmbF4tyNKSqGGk7TjyT576tZzD9gjGrXkZHHZsaWXA0YVvjuvoikJNPMKMUmeB9XLdHtrTac4fOJ2R4QoSZobfbni+1/p9KAn5ddpc5dgIhMjgspwNimysCd3vLBzdBgi7GNCxLYNYsgmRHwQhUG0Nt+khm4mSiO3JOW5z5DhCkFKSeOF3ZO/8PaH4qShWPwSClkA922cl0H54OUN+9GfGXf4HxnzyOkae/B1GzvsOY8//JWOv+DNVP/0D0Svnsm1EPQlXBIEL1RxDaf1o4jf+H9nNC3t7iIeU57u18T1iNwBpOZB+wQBlfg+Nb99OYdTZ1E3P/BQbG15hcsNovBkdURhGPXkaLUucKNvUwHuxrQxd9li2qxMoyhjMr9dBgHayv3cGdwxQEfAQdDlO8oDSCkikEuWRXVv+94GHAY8m8CgQ1UJYuAEbnQ5kt7atzLRhWzYBbzFJVwYbG8VWcFluDCOeK0p2GMg5bXPwVlMTUTMJwiaou9kZbe+RRpjf78z3Pc7aXoP18mLn3/pKGvJj5FWdxfrILtKuRgKuUooqv8plL0RY12ri1wU3nhjkktE+rDdqMR7ZzLbSJcT9u7GlD0/4O5w0z73XAlKakuxDzoNAm+dHKc4pehxpzOgzBF1RqU20szPqfG9GFwZRlcHY0oMqkkQzToTtW001ud24D0AoKkpRJUgNlSx9s43EKSIlAljdPw1dptBslZgrDkhIppGpdK/2O8fh4YILLuCWW27hJz/5CePHj2fNmjW8+OKLPcXGamtraWxs7Gk/c+ZMHnroIe68807GjRvHo48+ypNPPsno0aN72jz99NNMmDCBs85yihldeOGFTJgwgTvuuOPwDu445N0CZGDjxvl/m1F6ImtanY2Yca52mt+6ndLu+bA+5xLSZf1YtPpW5tZMxm3piMpSzOFjaVvVHWU7770oWyklCxdkWJ0yeCWUJSolp2buRsGmjzGVokmTD9tYc3w0xhRNAcCWGwFY15ZgSh9HA68m3s6ognwM2+aJ3dWoQuGH485FQfBK/XqWtGzvtX4fKoQQhIM+WnTnmafILKpUkFYWI92C5hMogAsFYZUBkM5EyFgJx3ELeEwfqq1hZOPEo3XIXiqmkiNHDgc7GaXz9xchXqtHNSYg0Oj0NvPG7AR9f3oLYz7zMwLhyv95DiEEZf3nMPZLf8D7o2/yxoDNZNUkQgZwpedi3HM/0eduOibXITWxLla3NyGljVfsASBjTWJmWZhk61bU5c+iSZAFFbxmrqQwGWZss5MpqX1qHulOhdhOG8NVTVvSKVD6qn4ZCMEXqhO4JChj3bl1+MdkbsUcbOnGsqO4iIBIs7RlB6bd+5uHYa8CCFq0PgCodKHavu5oW5NUrBNV1fH5Ckm6HD1Zj+lHSEEq0YxtHXnFsY8lck7bHDxfUwvCcfjMqxjAW43LcIkYIJhSOne/x8hoHOOBpwGw1Z205dWglY2gvmEaTYXPAYL8QdfxrQUmrUmbqpDCXafnMbOvC/P1aoxHNtPpbWNX+csAmNo3OeOc/qja3hE/5ktxZKMJQQX9nFyU7ZGIX3czvdgpgvNK/XoAXKrCxOICsrYThesSO3EpKs2pBBs6ez8N5EhHuF2IYF+QCi6ZpMxoIUIpGeHB7v6JuG2JpVgk9W59qo4o0up9o5/j0HPFFVdQU1NDJpNh2bJlTJv2nnblwoULuffee/dqf/7557N161YymQwbNmzgzDP33oy79NJLkVLu87r++usPw2iOX0zb7omMkSKJh1YACr2Onm2eLpBLfkN5h4kmQSkbhuuUr7Fw5c1UNhcwoKsvqAr6hWfQ9IYFNoSGqAT6vRdlu26dwT/r0ywNmFgCTut6m0plMUIqjJ5/da+MO8eHY3zxdAB2dq2g1KuTtSX9A47D8rX6XXx2kFPk9fFduzBsm+Hhci4cNBOA36x9irSZ7Z2OH0L8HgVbDdGhOlFAuiUREsxkJ4qnu/6BAarwgu1EI0cTjVgeDbxOFLvfCiNQMI0E8Whtr1XBzpHjeMdsqyH268vw7hmFYpdgC4O3+i7nic+cyPxP/wxF/fC1MHzBEk674u98f0Y7NfnO5pVqDkdf0EnHH7+IzO6/iNHRypPVTrSmTjOaSGFLlYw1kdnlYZqe/THhlCOz1jzrDJrbNjNv9wwUKVDGDkUdOagnyjbR76+ATaOcRY06kr6pDKfWOxvB+lnBXhrdscPJlWVkbCdoosrtyNxlZRtvNNT3ZrcACLkFKhDXfJjSB0h0WpDSsaEy04Zlmvg8BWTdElNYCAleK4iUFslE0zG5IXKkkHPaHud0pDO83dTIu9IIZ1YOpjO9CoAi3wiCrrx9jpGWRfaBZyCeQoouUp7VdBXl4w5fy8bg75xGofO5dcNQsjbMqtC58/Q8qvJUx2H76BayQrJs+LMIYWDI6cz/5GfwePZ22NrtJsbTTrSR67MhhD/3dT1SmV8xFoCX69f1PLBPqCggbY0HwKdsJqg5KTWv7NnZK3082lDyfAi9HCT47SiFZgcdSgVZ4UIKENj4TIWknnJkEmwb2XXsaRjmyHGs8mZjNa3pJFKCW1SjCgO36mdPwokmutheSHD3FnwG4AnguegmdjW9zZ5di5hdOwkA7dSZpCmgffW7UbbvLW43VRv8dHWc7R7HGfWF+j1Ml3cD0M/7KcL9hxzG0eb4qAzNH4tH9RHNdjG2yAm5jqV9uBSV3bEuBoR89PF4aE9neKXOibD66vB5lHjyqE928rdtC3ux94eOkpBCp1ZIQvEDEpclEICRaETzdcskAMIuBOlB2haR+B4IB0FREKZNUClGCBXTTBGPVGPbZm8OKUeO4470jndI3Xw97uQUBC7i7jZuHPcSj086ga9P/MTHOrcQgj+eeyvfHpvm6YGLsEQGIfPx1Qyj84ZLsJNdB2cQvUzWsni2disAXsXZCM7IfuS5/FQ0vkZ49y4A5LjTeLXhESY2jqQwmQd+L/pnTsWI2bSvMkl5lxO130Ki8pLuSG5duS2KJhWUYS7UIYe32NSxyIiCAG7VqSkhzV2ADSLOPVtX9W7HAEUI8rt9MS16MSBQSKJbAlu4EFikom0IoRD0lRLvdjrrhoZm6xjZGEYmtw49VOS8YMc5L9XVYckUCBiSV8jGjia8OLqjnxiwf2NpPvU6cmcdEgPTtZimAoXKObewpPZvGFonGdGfJzq/CMClY7zccGIQvy4wXtyJ8egWbAQLx28DZRu2DDLj1J8QDqv7XMf4VwSyEmWIC3XW++vq5uh95pYOx63q1Cba2RpxpBDmlBdgyDFIqaOJDqJpRzrh1fpdWDkNuQNC9AkCxQDkWx2EzSjtSiUmWo/j1msJYq448l2ZhGROJiFHjqOBf+3c0P0v0ZPOOL3sJJY0RRmQ3cXUnY9R4AQN4jn/lxjBMAtW/IbZNZPwmm5EeTHKyVPZ80IWJOSPUfFXOrZ0aXWWby2K0qZJ3MAv9lQzN/4yCf8edDPEyLO/cfgHnOMjoSs6Y4ocGYsCj7Mgf7shwvRiRyLhpbodnNcdbXvf1q1YUuLT3Fwz9mwA7t+xqEe66FjCpSsUaIImvRRDuBDdjltpGUjhjFdkweNWEHYFoGKaaWLpZkSBk7klElmCngoUoWFZGeKRaizr2ItMzpHjSCSy5J9YdzyIbowAYFfBJq6c8hor8ofy5xOu+ICjDwxNUbnnlNu5p9Lg5xNfIOZuRqDjjUwm+ssrMNqP/lobL+/ZQSSbQUrwdevZpqwpnNhHJ/Pi73BZYHsDLCk28XXCpEZHJ13/9CmIoJ/mtwxs0yRS9kcANvNJ2pV+TO+IMqHNCbjRz85F2R4MFCGYWzEHS4bI2nGKtAQIydbYdpJG78sLhL0KAkhoLrLSyWTRaAWrCABhdGJmM7hdAYTHQ0pz1pw+I4iQkEw05WQSDhE5p+1xjJSSZ6qre6QRPtV/OE9Wv9otjaBycuUZ+xxjLluH9ZazG2S7ltIRiFF65s9ZtXQLbcE3saXGIvNa3JqLX80NcPk4H0KC8fgWzGe2YwNvTHJjiX8AMGTsNVRWle5zHWt9GmtFGhRwfSGcK5RyhOPT3MwpcbSRXqpfB0C+R2dcUR8y9igAvMp23IpGWzrJmrZcgaMDQSgCpU8BWE5qSpHZSsCM06pUYqEiAUVKdGmRelcmoTOCtA5tmuc555xDVVUVHo+HsrIyvvCFL9DQ0HBIr3kgLFy4ECHEPq9cQa0cRxpbu9pY0+58L6VI9ujIjyiYS1NnK99ou5uyiBMtqJ94OdrwOby+4iZK9rgZ3FkFiiOLENsJsZ02QoWK01xIKXlkc4rvvRUjJaAAwe1N1UzYU8+Ovs8AMLzvl3GHwr0y7hwfjQnFjtxBY3w5+W6NSNZkaF4FAM/XbefcAf0J6jrVsTivdkfbnlg2khNKR2BJmxvWPoV9DG6WFoRUNKlQ76rARkVIiW6BlYmgepyIHz0j0TQdYZUDjr5tSiTB7wVAdCUJBCtRFB3LyhKPVGOaB3fzM2czc+TYm9bnbkV/dAOqXYHE4o3KpfxozDoiagH3n/qHg3qtUn+IL436BZsDFt+evJCG0A4EAk96LOkbf026evVBvd7hRErJQzu6penYgybS2FInY03j9D33kx91Mmkjc89jS/3rnLx7GopUUMYMRRk/HCMuaV1mEst7nKyoxiSPBfrn0aTkim0xQEHpr6OMykXZHixO7VdCynIKkg3xORnFki5u37iyN7sFgKYIwq53o20LACfC1m3HsYWT1ZKOOjIIQV8pSVcaS9gI+z2ZhES8/qDIJOTs5t7knLbHMWva2tkR7QBh4VE1TizrR2dqGQBlgYkEXHtryNo1DZiPvgKApa0n42pAP/lLNNeVscH9ewA2ykvxB4by19PzOKHKjbRsjAfWYy2owQbemjKEpH0DQljkl5zGmMln7dMvmbTJ3tMFgHaKH6Xyw2sZ5Tj8nNYjkbC+Z3F4Yt9C0tZEALzKZtzC47TJSSQcMMKtIMJF2HY+ACVmMz47RaeoxBaO41aVYCkpTMUEWyLbI4dUV+ikk07i3//+N1u3buWxxx5j586dnHfeeR/pXJZlYR9kAf6tW7fS2NjY8youLj6o58+R4+Ny/7Y1AEjpwi12oYk0uuIhkhnM5R33MrI9hgIog6bimvdltta+zJ6tr3NCjVOUSj1lOqKs2ImyBYpn6Ig8wa+XxPnDyiQ2MMBUuL2zjqpdrWzv+yamHidoDGDg/M/2zqBzfGTerS+wrXMds8qcOVFTTKfA7aUjk2JNeyMXD3XkLv62eQtW9/P/mrFn41VdrOmo4ena3l8QHmwURVDiUzCETr2rHKRAlaDZYFlNCCWDbYLfBQIf2E6BlViyGSOggq6BbTuO21A/VNWNbZvEI9UY2cRB62fOZubI8R6ND/+UwGtdKDIPS6S4e9gK7hhUjY3O5aN/TaHHf9Cv+enBUyjLu4CkLrl6/ArWlWxEYqObA7D+9A+i614+6Nc8HCxvrWdHtAOBwKdsBiAlBzHWrKNq45sIwBowjhc6nmVKw2iKkvmOLMJ5pyKEoPltg6zdTLTQkU56S7mUjAjy2T0tFCfDAGhnB3PBUweRMYVBgq4TAKiPrccrbBCSJ2uX9nLPHAp8CgJJShOk7XeLkkVRrSASgbASZJNRNNWF319M3PWuTIKOZuuYRpJ08uPXr8nZzb3JOW2PYx7euROEI8R+asVAXqjbiA8nQuPiYRft1VZ2Rsne8yRYFrayB1vbRGLMDFylF/B84w9AGDTK6YRLLuLuM/IYGNaQWYvsnaux3mnAVgSLZkymM3sTqtKK29uf2af9ZL9GIPvPCLLTQhSr6J/OFR87WphZMpSA5qE5FeGdVscpO7eigIw9qlsioZOU6TzEFzTsInuIo0GPRKSUyIz5oV+4bBSlgGw2iMzaFCcaUTNpopky7KyArI2WscnYMeysiYylsNsie5/nQzpxbdvmpptuYvDgwbjdbqqqqvjVr34FwHe+8x2mT59Ov379mDlzJt///vdZunQpxgGk9tx7772Ew2GefvppRo4cidvtpra2lkwmw3e/+10qKirw+/1MmzaNhQsX7nPck08+yZAhQ/B4PMyfP5+6un1T24qLiyktLe15KUrO1OU4ctgZ7eDV+l3df1n4RA0A08tOJrr235zavAXdBgoq8H7uJuLpNhYs+zXzdk3HbbkQ/cvRTp1J2wqTdKtE9YE+XeWbr0R5YVcWIWFCUuPnZitFWxppCzWwp3gBAGNnX4ui5qo/H20UeUsZlDcCiaTM5yzMFzV0cXql46h9snoz5w8aSMilUxOP83L3c7HUG+Yrw+cB8MeNL9GRiffOAD4GH2Q3fZokL2ORMV20yCJk1kZN2ygpC2nXQdbAajcJuCxEOg8yAchYRDpqMb0upGEjY2noSOL3VKJJDzJjEo/UkE1HDrifOZuZI8cHs+dvVxFepiPwYSoRfjeljQVlTkp/UfA8Pj1oyiG79l9PvIo0I0GBXw7fysrhe5AYqHYJ2n0LaVt0/yG79qHinq1rAOc5+e5cwjKm8YOav+K2wHK5WTWsnMJGjYnvyiJ85lRE0I+ZkLQszdLZ51ZskaKdUaxUz6Q4a3LR7gxIFVGuoU7w9NbwjkmEEMzvN4aMNQKJzeSwk9mRsdt5sfbjBzV91LXmuy/NtMiTEpG1aBVupBFAZm30dAvSCEHWxuhswEpm8BBEKippK4XMWniNIEIK0ql2sgegb5uzmwdObuZ+nNKYSLKwvg6EkzZxweAx/GDJ71CFAfiZXjarp61Mpcne9ShE49gigu1aRrxvFYHTbuG2Z64lqDWQkMVUDb6Or03OQ1UEMpEl+9fV2Ds7sXSVRdOm0tr1AEH3coTiZvbpN6Pp++rUWmtSWG8lQYDrsnyEOzdxPFrwqDpnVo7n37uX8lj1cqYXD6HE52ZUYSF10TF41VX4xCay6gwi2QwLGnZzeuXg3u724SVrkb7q1Y91indNVRH7GhDlPz7/bzy/OwXcB/7I/8EPfsBdd93F73//e2bPnk1jYyNbtmzZp11HRwcPPvggM2fORNcPLCo+mUxy4403cvfdd1NYWEhxcTFXXHEFmzZt4l//+hfl5eU88cQTnH766axfv54hQ4b0HPerX/2K+++/H5fLxde//nUuvPBC3n777b3OP378eDKZDKNHj+b6669n1qxZ++tGjhy9wt1bViEBt+IlZTfgpRGAGdpg+m++DY8JpttH6P/+Ch4/L73+XcbUVFEW7wMeF/rnP4GZgPqXnSjb9CyVr70epSVpo9swO65zYShC6ZJdZNUsG/v/C4D+7k9TPGpqbw07x8dkWtlJ7IxspiG+lCLvUNpSWfr5+iJYx+LmOlpTcS4eMoS/bNzEHRs3cVJ5OR5N48KBM3h+zxq2RRq5dcML/HzS+b09lA/HAdjNcPcL9raBzgxyd8/f/63KaFHLf28fa92v9I/6kojXY9sGbm/hB0aa5Wxmjhz/m7rbvkbR7koEGlmtjVc+OZblbX9CBVKM4G8nX3PI+3D/KX/m0lc+iUtE+FXJdn5fMZCqBTEUGcb/5C4aOn9L+TlXH/J+HAxWtTWwsq3BkXoQG1CEiSkDfL1hBX3iKSTQNe8itu/4F+fvng+AOmsC6vjhADQvNojrC0j530Ki8Yz2bQQKP9yyA5fpaKbrnwohlFyU7cHmjP59eGjrSbjVzTTFlqNxIqawuWn9C5xe9TH1nA/CWjOv+wV729T/XEVmcTYJvD1/g+uqMfi1fOJKB8l4A6rmRlXfX1ojZzcPnJxH7DjlsV27sIXjHJ1e3Jewy0UiswKAwfknoCrOz1KaJsbfn0A2tWGLFLbrTdJBD6nz7uGnz91HUF2ELTVGDf8VV0wtQ1UEdkuCzC1LsXd2YvhcLJg6nYaOZQRc9wAwcdaPCOUP2qdPMm6TubcLAO20AOrQnH7O0can+zsOgTebNtOWdnbYzuxfTMpyHmQ+ZR2m5Rj/x3Zt7J1O5vhAYrEYf/jDH7jpppv44he/yKBBg5g9ezaXX355T5trr70Wv99PYWEhtbW1PPXUUwd8fsMw+POf/8zMmTMZNmwYbW1t3HPPPTzyyCPMmTOHQYMG8d3vfpfZs2dzzz337HXcn/70J2bMmMGkSZO47777WLx4Me+88w4AZWVl3HHHHTz22GM89thjVFZWcuKJJ7JqVe9XZc2RA2BNWxOv1e9CAGlTxatsRxUG5YSofPYOglkwhULg/+5AyS9j+eb7MLdXM7HB0QbXz5+PUpBH3fNZrDRs6mfzo8YELUmbkCWYH3XxifwUA5c4z9etw98i7WrDly1n9Keu6sWR5/i4TC87GYC1rUs5sdyZH73dkGBuWX8A/rlzPRcOHkSJ10tTMsUD27YDTiGeH477JALB83vWsLw1J090ILg9jiRRKtlCMt6I/B+awDmbmSPH/6bu5i9RtLsfAo20q4HUVV/i7rYHUEWWrMzj3pNuP+Bz2RGT9o0papfEqFsaI7Erg8wcWOpzH1+Icwb+AFuqeEQr37a20HnhaCwlgpA+8hem2PPAjz7qMA8bUkru2twteSPd+BWnsOmYznJOad0EQHb0HF5ofIJTd81wipf2LUH75EkAGDGbhqWNdPb5LQDLlQtpV/pzdmsXIzv9IBWUgTrqpFyU7aGgKuhlZME0TLuUtJVkcp7jGo0aTSzYs72Xe/fRkUjULE4ErrRJRPdg2/vPrM3ZzQ9HLtL2OCSWzfL4rp2AE45/ydDx/G7tY3hFK1LCleO/DIC0JcY/n8feWYctDGzXm1h6hh1nP8AfX13EZO4EYGjplXxi4iQArB0dZO9cDQmDdEGAV4eMp6tjK4Xe6xFC0n/YZ6gacvY+fZK2JPu3TojYiDItJ4twlDI4VMLYgirWddTyVM1KLht2EqdWFvGHNcMw7T5oSiu63IEl+rG2o5ltkXaG5hX2drcPHy7ViXj9GMi0TaLDQhPN6DKOxKmenZ9VkXobCmlAoBtBVKmCS0MU5YNLPeBrbN68mUwmw7x58963zTXXXMNll11GTU0NP/vZz7jkkkt49tlnD0j3yuVyMXbs2J6/169fj2VZDB06dK92mUyGwsL3vh+apjFlynupc8OHDyccDrN582amTp3KsGHDGDZsWM/nM2fOZOfOnfz+97/ngQceOKCx58hxqLCkzS3rnJ36Em8+jck2/NShW3DN1gzhpIENrJjzXU7pO4rqxsWsW34Pn9l5CgoCZcpo1AkjiGwxaV9v8mIfk5d8FlhQZijMiuuMz08z+i2nqErb5Dj18lWQggnjr0P37ZvdkuPooTI4kP6hoVRHt1Hm3wD0Y3FjJ7+YOYw3Gqt5vnY7Xx4xmW+NHcMPl73DA1u3cVa/Ksr9fkbnV3LegKk8snsZN6x9in+edCVu9SipF/Ah7GZrm0WnAqq0qUrXo4g0EjBUkLIIRSvAVSDo6pRYloXUagEDVXURzuYhMiaoCqJPIcKno6Q9pBLNZDNd2FYGf6gSRdl36ZSzmTly7B/Lsmj+9Vfo0+l8V5Oeavw/voHPvfZdPKIVW6qcMeD7lAbD73sOaUtql8V5eUWC5arKLr9C+j+ntDuyhLMwLGEx1ys58ZQ88vq/v7PxK2NO45U9r2MZL+GRK7kxPYWffOVs3Hc+hm4VU7hapS7yLSqvOLgF0Q4mbzXVsrKtEUUIFNmIW3QSzgi+Wb0TVYKRV8CCwijj1/xHls4l5yA05/lV/0qWtvCN2GqMTjGEt9WLKTVsvrqjDkwnC1L/bF5Oy/YQ8qnBpdzwzumEXffSmVzSHW1r8bM1T3NSxVUf/d4fhLUmgGVLdnda2EJQlLYI6jEUoxUQpLQQChEQKp6C/iiqTjTRiJnJ4Dc13Bkd0+3CtDIkYnUEQlUIsXesaM5ufjhyTtvjkH/u2EncioGAEeEixheW8OMlz+AFfK5RVAWrkFJiPvEq9uotSGyk/jYoXSyb8mP+sLaLE5UbEEJS6f4kZ5/0eQDMZfUYD24ASxLt34dXCoeTiDRS5LsWIdIUV8xg3Izv7bdP5gtxrDVp0MD95XyEK2ckjlY+3W8q6zpqeaJmBV8cMpeAS+Pkvn14Y88sQsqT+JXV2GI4aTvJY7s28YMJc3q7y4cNIcSHkijY7znc4FcsuuIVIBtxyThltNAcKCU/U4zl6kIhjqknUY0QAgnxBHjCB3wNr9f7gW2KioooKipi6NChjBgxgsrKSpYuXcqMGTMO6Pz/aXDj8TiqqrJy5UpUdW/nciAQOOB+74+pU6fy1ltvfaxz5MhxMHho+3q2RdrxazrNCYGiVuOxW/nxViiKZZHArZWf5StzzqUrVstLb/6IM7fPxGt6EBXF6J85FSsj2f5shnsrDNaGnMiiERmVcQmNweEsU5asQADGCWHWdd4EOgzQzqN4+rReHXuOg8PcvmdQvWkbG9teZVLxVaxsibC9A8YWlLCuo5m/b1nFNeNmMalPEStb2/jd2nXcPGM6Qgi+MeI0Xm/YRG2inXu3v9mjdXuk82HsZlGJSrLDJK2qNGiVVGbrECKLC8hqHdiWG9vOI69Y0NmpguyHVOuwMOjyR8lX8xCmDbEoeAvweAtRVTeJ2B5MM0Wsaxf+YCWavreNzNnMHDn2JZtJ0vmrqyiIO06SWGA74ev+zDXL7sFtrwQBqus0rhg7f7/H25bNW4+2c3+HYEtQQP5/bDRJx4khAUtAlwuWuVSWAbe+mWDOM1G+PMtH34n7/z08fNovOfPZLfhEDbs77mV9/7uZ8r2vk/nt73FnK+mzq4I9N36diu/dfsQ5Lk3b5o8bnKJVHiWIm+dQbfjRVoWAYWOpCpumTie4bjPjm5wMSP2CM1CKnOyBZJPN7p3/IF24FBudJ7VrEWj8YMs29Gw5IFCneFGH5TJeDyUnVhRyqz4Vw36JpNnI5Lw0SyM6CbODe7a9w/8N+2jztoOx1gTn91VkKzSnJe26QjAdQLqzKDKGV6RJqV4UMmRSTXgL+hNyVdARrUZPZHFZLnxGiLirE9NIkog14A9W7PVbytnND0dOHuE4I5LJ8OC2rUASgEuHTuDJ3cvwSEeX5IsjvtrtsH0N6+3VSCSW/g5SbebtfudxU2QkM5Xr0ESaQnsy557zA5BgPLsd4/71YEkaxg7gmeBwYvEYRf7voYgOQvlDmHrSjSjKvpEd1uYMxmNOKr3r82GU/q7Ddj9yHHxOqRhNvstPU6qLl+rXAfCJgcWkrOlIqeFSGrGsVgBerNtOVybdm909KlGCKiG3QkIpJyOCCCQlRiMxVxY9m48tC7CFTVaPI5GQziC7YgdcjGzIkCF4vV5ee+21A2r/bkXOTCbzkcYzYcIELMuipaWFwYMH7/UqLS3taWeaJitWrOj5e+vWrXR1dTFixIj3PfeaNWsoKyv7SP3KkeNgsT3Szh2blwMwuag/togQktu5bjsMjAkk8Lfy+TQPO4t83eLpN69mxvYR9EkWgN+L6/99CuHSWf10mpvDGdaGbDQBM5IaExI6A/OyzFm2HAUQ86pYFf0LWb2LYGYAo8/7Vq+OPcfBY07F6QgEmzpWc1KFk075THULXx4+GYAnqjdTn4hx9bhxaEKwqLGJF2od/fOA7uG7Y84C4N7tb1Ada+2dQRxCFE1QEVBRbUlaVWnWygEdAbhMEGoj2WgMRUA4rCDQEVYVQriwbIMuVwSpCDBMZHsX0pborgDBvAGoqgvbNolHqslm9i5QlrOZOXLsTTLaQuxn15IXH4hEEinYQtHP7uTNxu3sbL8XISAp+/PI/F/s9/i1L3Vw6d86+KGhsCUoEBJKDYXJcY3zozrfsdxcq3v5nurha2k3Z0Z1RqdUQpbAUGBBvsrFGzP88rYWOqpT+5xfVVV+Me13GNKPJlLcuOp7kFeB57qfk/RsA6CouT/NP78C08ge0nv1YXloxzpq4hH8mou00YlX1HLNdihN2dhA8wnn0rR5FXOrHbugnjoDdZwTGShtyZanl9NV8FcAXlO/Tofox8VNnYzoEmD5wSXQL8hlvB5qXKrCpweVEzc/AUBTbCEeFBDw1y2vkDwCvndhn4IbsIWgTdNBL0LiQkgDjw0SBWmmyMaaEUIhL9CXuCeNJWyEZROwChAIjGyUVKJpr3Vozm5+OHKRtscZ/9i+g5QdBQGj8os5sbw/n37+lwhhY1PKqVUzMJ9cgPWWo8thupYj1BpW5M/iRu8FzFW+h0+04Tf685lP3oKaFWTvW4W9oRUJbJ4+hne6wiBjlISuRtjVeHzFzDztj+iufXcx7A6LzB0dIEGd7UOdm0vfPNrxqDoXD5rFnza/zL3b3uCMvuMYXxSiMtiHSHoiXvUdgso7xMV8UlaWB3es4xu54jgfGjVfIdBmERVlSEvBIyMUmS106QX4jQCm5sJSmzC0BC4zAPEkaCoE/R94bo/Hw7XXXsv3vvc9XC4Xs2bNorW1lY0bNzJ69GiWL1/O7Nmzyc/PZ+fOnVx33XUMGjTogHY+98fQoUO5+OKLueSSS/jtb3/LhAkTaG1t5bXXXmPs2LGcdZbjaNB1nSuvvJI//vGPaJrGFVdcwfTp05k61fn+3HrrrQwYMIBRo0aRTqe5++67WbBgAS+//PJH6leOHAeDrkyaa5e9gmHbzCqpYkNbEp3d3LKlhkFxx2H7Ut9ZPFx4Nt+vKuDFpdfRb4uboR39kYrA/cVPIgryeGtxml8mksQ9EFQFs6I6BRmFfoE0c99ZgYJEO7k/G+RjdCrrUU0vU+bciObP2dVjhSJvCRNLZrGy+S06069Q6DmR9rRBW0pnenFflrbs4db1S7h5+ml8aeQI/rJxE7esWcvEPkWU+nzMKx/NzOKhLG7Zxg3rnuKOmZcdcVFkHxfdp1CetqmzJVHdhdsuJUwjQpq4TMhq9WQ6JJ6iPMJhha4uDWlUIfQ6TJkh4o6Slw4i0llkeycU5aNqbgJ5A0jG6jGMOIlYPaaRxOsvQQglZzNz5PgPoo1bsW+9C79RicSis2wH5df8nWg2xS2rv4tHpDGkn19M+z3qf1Vcz3Rk+e2DUV4IC6RPoEoYnFY5UVGZMcNDvyEaur7/Z1YsZrFtjcHrGzIs8dg06zYv5qu8/maS//dSjM9dVoiqvRdhN7V0AMOKLmdn2x/xino+9/K1PHP2rajX/4nOX32JQGw04Ug/uq7/HqEfXI8rED6Ut+2AqItHerRsg1oYzXqR/1cLo7qce1I9di7rq9/gnJ0noKCgTB6FdvrsnuMbltZTx49AWGxVTmKdchaTkhYX764Gy3Hs6ucEUQpzLqLDwacHl/LAlrGkrVF41I2M8O1idaI/lkhx5ZJ/87e5n+/V/gkhKA0o1MQtorpCMGWh6xVoZi2KnUHHg6mkMVMdKLoH3RsmFKwgatcTTgURWYuAu4iYaCWT7nTspa8YIUTObn5IcpG2xxFNyST/2r6Vd7Vsvzl6GgvqV2GbTjTk7LLPYT31OtYixxhk3MsR6m62ewZzQ/E3OFH9PnliFy6zgE+ecCveuCBz4xLsDa1kdZ1FM6axrDMMMkpFwVUIezMud5iZp92G11+yT39k0ibzuzaI2ohKDdfnc9o5xwrnDZhGQPOwO97KwsbNCCG4eFg5cfM0JAKvshVpOpEqD+/cQEdm313wHP8bIQTuIhWfgIRaSlJx9HjCVgcZrQvFcoNZhalmMVQnsl52xbBjiQM6/3XXXcfVV1/NT37yE0aMGMEFF1xAS0sLPp+Pxx9/nHnz5jFs2DAuu+wyxo4dyxtvvIHb/dFTqe655x4uueQSrr76aoYNG8a5557L8uXLqaqq6mnj8/m49tprueiii5g1axaBQICHH3645/NsNsvVV1/NmDFjOOGEE1i7di2vvvrq/9RLypHjUJI2Tb7/zivsSUQp8wWZ0mcg6XQdd21+lUFxsIGasafw28ILCWoCveWvuFfVMq3e0eHSz52HMriKJ9ak+NHOBHENyoXCvHYXBRmFKm+KE1atQEWinT6I2uLVVEceA2B84Q/JGz24F0ef41BwRv8LAHi97hk+PchJd7130x6uGDUNTSi82VTDwoZqPj90CKML8kmYJj9bsRLTthFCcO3YT+BWdVa27eax6nd6cyiHDF++SnF37ZNWt5e4LAWh9UTcSruBTFcXukuQF1YQQgWjCoEPQxhE3FEkQDrrRNxKiaKo+EOVeLyOrc2kO4l17cYynaifnM3MkQMaN7+K+N29eIxiJAadA6spv+ZvSCm58KUr8YgmbKkyqs/XmFrab69j1z7bxUVPxHk+XyAF9MsofEu4uO1zIb5wWZDBI/X3ddgCBIMqk+Z4+O7X8rjtpADnxlTCpiCjwB1+lcv+3kXdmvhex/x21hdJK04aumot4trFD6C5PBT99D4iReuQWARS5aR+8WvijTsO/g37EFjS5her3iBjWwwOFdGSbOLzjds5ucn5fE3RANYYmzh92yx0W0cM6Yf+2dN71tbJ9jhr1l2NrXXQIfrzkvptykyFH2zYgLD7gqUgqnS0+R8vVTzHgVPgcXH2gBJi5vmATltqM0Wqsz5e27GFp2s29G4HAa9bIV91vkPNbg3FkhhUAALNTqPYjn50NtaIlU3g0v34gsVE3E62p5KxCIgiANKp9r0ibnN288AR8kDzZY8jotEoeXl5RCIRQqFjJz3gu28v4c3mLSAM5pb245YZ8/nUcxeDtRlhlfLPyJeR65yUkLR7BZqyk1atiO8MuIlprt/gEVvRzTCfGP9XKmJejEc2Q9aivbiAhX1HEk0IFBGhsugqsqltuDz5zD79DvIKhuzTF2lIMr9tw96aRYQV3D/qg1KU29U7lvjL5lf427aFDA2V8sCJ38Cy4bznV5E1/4pXXUnKHkaU0zClwcWDx/KtMdN7u8sHlXQ6ze7duxkwYAAez6GrviptSbTVIoPAbXcRsJud6wsP2MUgXFj6LjymG81y9INkyIual3fI+nQouPfee/n2t79NV1fXQT3v//p/OlZtwaEgd6/2JWkafHfpS6xobcCn6dwx5xP8YcFLfHf9nynJprEE7Bwzir8Vf49VLRE+F36JAdvXccquGQgE6ikzYP5s/rA8wZM7HMfQCENhTExHQzDYFWPW+rVOhO25w2jpu4t3Fl8LwmZo5v8Y+ZVvIJTcRuixhi1tvv7auTQn9/D5EVdx58ahRLMm108bwq5ENfdsXU2B28s/Tv4MScPmktcWkLIsLh4ymG+OHQPAgzvf5vcbnsetaNx/wtcZFNp3Y703OJh2U5qSlnaTTk2AlFRkkvhEC0gDCWQ1UL3FuIKFGAZEIza2LUFrRdKJbunkZQIIBHjdiII8RHdUoJF1om2ltBAoeAOluD+EbvzhIGczj2yOxXu188U/UvpKB6r0IUnRNbqLsv/7PQD/77Wb6Ur8E4CMMo/nz7655zgzbfKnuyM8kefo0+o2nJkSfOWCPELhAy+iuz+qN2e4/Y0Uy/wWdve5L01LvnB5AUr377ktleDily/AJxqwpIdLRt3KeYOnIqWk8dZLya8bjMCNqcSIf2E2peP2r8F7qLl7y0ru3LwSn6bTx13GvF03cXFdFwLB9kAha8pVPrFpGgHDB6WFuK/8PMLrOLgsM8uC+79DnCWkCfOAfhu2XcqvN+9ieKcN2b6ggue6Pij9cjKFh5OWZIbzn1+FJhYS0h9BFRr11hwM4UHFw6Pzvkll4P3XbIdjvWnZkuoOE0MIAoZNHwWkkUSnAYCs4sJWst2Fyfqhah4S6XbMSCfBrLMJYPk14nYLAC53Hr5A2T7FyXqbI9luHll3Ksch482GRt5sqgZhoCsKV46exgs1byHNLQQMF7/dcjpy3TYkFmnPEjRlJ+1aAT+t+jEneG7GI7aimXmcOfg2yt5JYDy4ATtrsXH4EJ4tHEU0IQgGGuhffCXZ1DbcngLmnHHn/h22tiR7Zwf21ix4Be7vFOUctscgnxs0i4DmYVu0iWdqV+JSFT43tJy4eQZ0R9sKy9lNfHTXRhqTsd7t8FGKUAShPiouIKOEiSoV2Ch4ZBpNNCBJoRpDSGkWhupENItoCqOtuXc7niPHMUxdPMLlbzzFitYG/JrOH2aeQcvq1/nF6j9Qkk07mnv93Ljm3cqq1iij5Qv03bWKk3dPdxy2syYQO3Em33o1ypM7MggJM2Ia47sdtqNlG7PXr0FRQL9oFJ3DWlix+IcgbCoipzHikq/lHLbHKIpQ+NTgSwB4fvcDfHawE8Hy9017uGTIeAaHCujIpPjRO69R7vdx3eRJADy4fQcv1Tn6tp8bOIMZxUPI2CY/WvkwGcvoncEcQoQmKM5XCRkShKDB7SNt9wHlPY1bK9lCJtKArkvC+QqqKsAsRshSDM0k2h0pRCqDbO1EWo6mnu4KEAoPRNN9SGyS8QYSsXps2+zdQefI0QtIKdn6t2sofzmOKn3YIkJsltbjsL1p1VN0xB8BIC6H8PBpv+w5dufiOF98IMqjYcdhW54R/G6gm2u+UvCxHbYA/Ue4uekreVzr1ikyHL3bu3yCr97VRetuJwutyOvnW+N+gyEDqCLNPRt/yNq2PQghKP/OfbSPbUOKBJodJHT/MnY8/uuP3a8Py5LmOu7e7EgXnlI+jNO23dfjsK3x+1hZrL3nsO0Txv3VC3octtK2WPzkj4mzBFO6eUK7HkOW8o3aNoZH4mBVAKB/OpRz2PYCxT435w4qJWnNRVUmYEmTMnUFqkxjkebyRQ8Q72V9W1URlAdUkJK4rpAwbKQaxKQYAJedRbU1kBbpzlpsM4PfU4gayiOhO78zNWESUEsAQTYTIRHdg21bvTiqo4uc0/Y4IG4Y3LRmFQgnJeTLIyZT4Q9yx7rfUJkM8ouVp1PWmsYSWdLeN9FELR1qAb8f8l2m+m4GuQnNDHJq+CbKn2vFWtVEl9vHC+Om8Y4sxbahX+Va8l1fJpXYjcfXh9ln3kkof9A+fZGmJHtHJ9aKNGjgvrIQpWrf4mQ5jn7CLl9Pdeo/bXqZmJHi3EElBF19SVnOIjKsvoZAJWNb3LjmrQMulJVjbxzHrYIGGEqAqNoPQ7jQMPHQgC3a0YwBpFStx3GrpiTZxjrsg7xYP+OMMwgEAvt9/frXh3+imyPH4SRrWTy4fR0XL3iMHdEOCt1e/jR9PgNXPMrEV3+Dx7ZI6vBof0nead/nwS1NjLMf55OtG5m/YzaqVFAmjmDH3BO57MUo61pNPBbM79IZYDjp3VNSe5i8bTPCreL66kTaq+pY8sq3sIVBcccMJn7mpyj+j7/YzXHkcnLlORR6SuhItxJ2Lybk0qiNpXh2dys3TD0Fv6azur2Rn61cyIkVZVwyzKne/qsVq1jV2oYiFK6fcB4Fbj87os38Zu3Tx6T9FS6F0pCK35RIIdjj8ZO0i0FxIwC3BTIdId1RjSJM8vMVJ/3aykOYVRiaIOKJYWND1kC2tCNNxzGrqDqBUD88vj4AZDMRYp27yGY+3AZ0zmbmOJpJJzqpvuHr9NvYB4GGpdRjfHYCxZ/5EQCP7niHRXU3oQiTtCzgxum/I+hyY9s2f7+jgy/vyFDjlSgSTk/A/ReHmDD74KbnCyE467Mh7jkrwKyYgpCwyS/5/Jspnn2wHYAz+49mdJ8rsKSOS3Rw7dvfpCXlrJv7XvoHIqeEsUUnivRQ8ZZC7Y1fxzQOz2bX7mgnP1r+GjaS0ysGMWnRbXyucZvjsA2orC7M47wtMwgYPmRxPu5vXIQIOffQtg2WvPBD2qKvYkuNp/Sf0sYovtCc5OTGGmAgWAJlpBvt9JwsQm/xfyP7EnTpNCQvIuzuj5QxisUqVFK0Zxq57I1/kTJ7d3PV61Ho0y1P0upWMa0sJvkY3Y5b3TbRLBVsk1RnDbaZIeDtg5IXIql3rz3jBkGl2ClOZsS7JYY+fEHy49Fu5uQR9sOxlLIipeTaJctY2LQFRJZheYXcc+Kn+PnyW8hfs4zLt09CtzUMNYnhehMXETrUfB4d/3Vc6dswRAR3tpSTkz+i34YYlhBs7DuANYFyLFvgcklGDn2OlppbkNIiv2gU0075Hd7uSexefcnYZG7vwF6fARVcXytAm+TthbuS43Bh2hYXLfwTu2ItfHbAdL439hM8ubOJm1euoo/7lwiRpss6jSSDkEh+PvlkTq88NjQYD5c8wn9iWZJIu40pQUgbn2zEYzuTzozwIWUZhhrFLWO4Tac4kaUYWCEX7kDxQdGUrq+vJ5Xav0ZxQUEBBQUFH/saB5NcqufB4Xi/Vx2ZFM/XbuORXRtpTDq/uUlFZfxiwGC8T/0K2bDZaeeDf1VKGiqHcNGwP/DPN3/M2Y0JZtVNAECZMIKnJ53E7WsyGDb0yQpmx3W8KLhUydyGLVR2tUHYjftrk2jILmXlwuuwMejTMYWp82/GNeb4u//HIy9VP8od636NXw9y9sA7+cPadnyayr/OmMC2SBPfXfoSlpSc1ncQP5gwl5++s4JFjU34NI0/z53NiPx8lrbs4JtL7sVGctXoM7lo0KxeHdOhsptW3KIhYZPQBCApTacJqu1gORFApgKmpuIOlqG6gyTikmRSAhKhtSFkhLx0AFWqSAFKYRjhfa9/ppEkGW/AspxoKJc7hNdXgqJ+cFBCzmYenxwL96p+/Yt4H1yAL+tE+xuuLehf/Sae/uMBWLhnK7es/Aq6iGJIP58aciOXjZxJw+YU1y9KscnnuCAKDcG15Qoz54cPS7+feqiTOwybmApImBkX/OTCAIF8F+e9+BvMzCMIIUnJkfzjtL9S5HUK+MY3v4G892F0oz8AKVcz2f87h5KhJxyyvtYnonzlzWdoSSeYHgxx5ar7KIs4Kebb86DRPZATaieiShWqSnB/6bMIv7O2No0Uy179Pi2Ni7CkxrP6D6kWczi/3eAL29ehKYMg7kEUqnh+0gcRym329iaPbm/kt6t3E9AjVPlvoyPdhCn9tDIBU4YYHhrFHXM+Q0DfOxr6cK43pZQ0tFvEBKhSUp61QOqoRNBxxJUtoWCoNigqnrxKVJePZLoDqyuC33C+m7ZXIyE6saWBQOALluNyH7hs3/FoN3NO2/1wLBjSd3l4x05+u24JiCS6onDfiZ/GSjVRd+9tzG4ZAEDS3YRQ3kEnRZNeyurJ82mIPoQtsgRTwzml5qsUtyWp8xewvGooUduZhFZWRsn33UJr/esA9B14BhNnX4eq7fvAkDGLzG0d2Nuz4BK4ryhAHXN4HFk5epd3Wnfy9cV/B+C2GZcytWgwX3ptHTXR5wnpjyBx02Rcgq2ohF0eHpp3HkWeo7/aeW84bQFs23HcGk4WJ27Zic9qRUFio5KlGEtoCLUFX9aHQGALi6wrhStciuY6vnbacwvQg8PxeK/qE1Heaann7eZa3m6qxeqeThV5fHx52ETOaFqL8dIfwcxiCWgIwb/6StYF4KdT/sBzb/6ZU6p9jGt2Kjabsybxy/zJvNXgRPINTipMSOvoCPI0g3nb1pJnpFCGFKBfOpYdNf9i48rbAElx2wymnHgDrqnHx73PAZa0+O4bF1Ed3c7JleewruPTbGiPc1LfAn41Yxiv1u/iJysWYEnJ8HAR3x8/hz+t38LK1jZCLp3fzZzJmMKCHn1bBcHvp3+BWSXDem1Mh9Ju2nGLprhNtDtSqDCbIZ9OhB0FnNRsQwXVk4c7WELWUIlFbWwbECkUtZlQ2o1mO3Jell9Hyy/o2eyU0iadbCWdciL3nCrZfXB7Co6pIrs5m3lwOJrvlZQ2Wx68jn6rvSjShSRLKrSR8FV/QAk5UXeLG3fxy3e+ilu0YUo3w4qu4uaZ5/HIfRH+Lizi3Q7T2XG47vNB/MHDm5bfsjvFT15OscHfbbcNwTXFKtNOD3L281fhsd9ECEjKsTxw6p8o9jlzYzMVo+PmrxLsGoVAwxYZmga00e9rv0NVD67TsybWxTcXP09jMs65mWa+uuU5XIaBDawpVAmlJjK8faDTeMwg3Befg3A5a/RUopklL3+HSOcWTFw8rf2EBqbxyQ6TS3asw6VUQSwALoHnh0U5WYQjAMuWfPX19WxojzOhj4G0fkdTsg5bqnQyiqSsop9vGL+feTZV/6Fxe7jXm7YtqW03SSsCzZaUGhIhVVSi3Y5biY3A0JwMF1ewDN0bJpONkelqxZ/xIhBIXSHlSWOYTqCDyx3G6y9BUY69zYOc0/YQcTQb0v9kaVMz31n8OpZwJqQ/n3wys9tTJP71OHlZLxKbqG8jXnszipBUh0aweWiQPellABRFZ3PKlk9jCo1V5QOpdzkPCJ9PMHrkElqqbyCT7kAIjZGTvs6QMV/c78TU2pkle3sHstPq1rAtRB3y0Sv/5Tj6uHHd0zyyexkFbj8PnXglzQm4/LW1FLh+i0upIWP3pc0+GwSMKSjhL7PPxnWQJz+Hm3cf0P3798frPbwR5bYtiXbaZLvl9TQ7g0c24pZOMaMsPmwKyeqtBLNuFKkikZhqCtMt8YQqUPXjY1MllUpRXV2dW4B+TI6He9WZSbGyrZGVrQ2807KHukR0r89H5ffhnH7DOV2mkM/fjN3oFPZMuGBrvouHSyQN3izzimbj3b2beVtGUJpwIpT2zJ7F1fZw2h3lIKZGNfqZKgLBoGw702u24rIttFMHYM8vZe3iX1Nf8woAVQ1nM3b2d9FPPDbve473Z1P7an789uVIJJeM+BW/XZOHJeGaiQP59OBSVrQ28P1lrxA1MqhCcGrFIHZ0GeyIJvCoGr+eNpVZpSX8fPXjPFO3Creqc9v0LzKxaECvjOdQ2007btESs+lyOXNVv2lRYkVQZTs46rUYKkhVQw8Uo7jyiMckmUx31K3ahc9I4DWdOaypWshwAJc31DP/NY0UqUQTptmdDqq68fiK0V2BY8J5m7OZB4ej9V41bV+E/cC/KYhXAiBFO4mRKQov/R1CdTY0XqnbyK2rvoVLdGBLjYLgZfyq/xf5zcspVvttpICgCd/2wfzPFvbmcLj3rnbud0NWAU3C/Ljg8os8XPjGVYR4B4CkHM/dJ/+eyuB7jrKmh35IaKVEkfkAZPRWImeOpuqELx6Ufq1tb+J7S19Gxjv46Z7XGdexx7mOChvCxQxvnUJeJoCNRD9jDtopM3qeL8173mbFGz8hm+kkSZintJ8SkWP4THuW83dtwK1VQiQAKri/WYg69viY7x8N1ERTXPLKWrKWzSXD86iN3sqWjpUApGQfInIELmUk3xkzh0/2H44QolfWm6ZhU9NlYSgC3ZYUG6BIBUWkcYl6sE0kAkOV2AI0XwGuQDGmlSXZ1Yg/5UZBQQqJ6RckrQ4AFKHhDZTich89z8QD4WDYzZzTdj8crYb0P1nT1sY3Fi3AkF0g4Mtlw/jcql2oO1oByKpxkp5VBOxGAGorJ7AoVENStCNsnaGNlzGscTybC0upDTgGVVFg1KhGVON2mve8AUAofzCT5v6ccOHwffogbYm5IIHxrwhYIEo13N8oQOmb07A93khbBpe++Rd2RJsZX9CPP838f/x9YwMPbV1DkesmhEiRsMbTxQxA8omqofx44glH9QLHsiy2bdtGcXExhYWHf1IqpSQelaTSziNesW1U0UHQ6kAgkQiyhMmqEo9t4rKcXXZbmGS1BLhcuEPlqNqxvcHS3t5OS0sLQ4cO3SdK4liwBYeLY/FexbIZx0nb1sDK1gZ2RDv2+lwVgtEFJUwrruDEsgEMtJJkX7sTc81zgBO51xqEZeFCnuhjY6sdjJRBJjXkcdLuKXgsN1ld5dmJp/Bnoy8AhbZgalQn31bQkcxs3MrAaCsEXbguHk1reBur3/ol6VQLwtYYXn05g86+GH26/7DfnxxHBvdtvJUnd96PXw8ys+JGHthioyuCO04ezciCIC2pBLesfZuFjdU9x7gUjaylIFCZWlzCtOJinqp7i93xRnShMa9sGn4tSNoySJkmKdPAttsxrTosuxnLasWWMbJWHCkNdEVHV1wUeUsp9pVRGRzEsPwxDMkfjV8PHvBYDofdlCmbrk6LFhdIIdBsm1IjiUe2InA0A03FeSm6B1egBFP6iMdsLAvAwi06CGSkEy2EJO0yEKEAHnceiqIipSSb6SKVaEFKp9CKpnnx+IrRdN9RPbeJRCI0NDQwePBgdH3v+fyxaAcOFUfbvcqmE+y898f0217YHV1rY+lbEZ8+E/+083va3b3xTZ7ccR26iGFJF17vBZy151L+qUhimjMfHR+HX3zCR37FkSGRt2t5nB+tzVLncfrXL61waX+D3yR+TEisACApB/Hdib/i1MqhPcelm7YT//Mv8MeHI9CQ2MR9tdjnnk7J5HM+Ul9sKfn3zg3cs3ohlzYs5ozW7WjdrpoWj5+MHMOArn4AdHpUiv7vs+iDHQe6YSTYtPJ2dm36l9NeDOQp7WdoVhmfbUnxidrNuLR+yIgPBLi+nI82/ejPbDzWeG53C79cvgMB/GLGYLZ3PsKLu+9FCMeWJGUZMXsak4on84Pxcyjx+HplvZnN2tRFHMetakv6GKBLBUUxcSkN0L1x+W4Wi9DcuEPlCNVFIt6MO2a/l7niFqS0OJbtBBfpriBeX/ExswY9GGvNnNN2PxxthvS/Wd7SwtWL3yBtd5Jv2Py0xWB8TQLFVrqja7fikpvRMchoXjZWFbPSWw0CfOn+DN7zbWLaQBr8zu6hEDBocIx83/3U73oUKU2EUBk06iJGTvz6fn9Qdr1B9r4uRw4BUCd7cP1fPsKbq313vLI71sKlb95Bwswwp2QYN0y+iO8s2sKm9qUUuP4CSKLWHGKMAuDCQaP59pgZKEfx4qaxsZGuri6Ki4vx+XpnoZZJ2yTiTgSRkCBkFhcdeKRjTG0UTOHHEiZeU0fgaP6ZioGpZkBVcfkKUV3+o3qh+d9IKUkmk7S0tBAOhykrK9unzdFuCw4nx8q9akrGebOxmjcba1jZ1tAjefAug0L5TCoqZ2pxBROLygnoLuzORrIL/4a56mnoroTb5YWmoMKzecNZEo5QYe9hQizAKTXjGdDlOGh3hYLcMPAMditBBDAqpTIypaEhKE0nmFO/gYCZRZ1Uin1OKRs3/4Xa7c8A4EuWM6b6O5T8v1moo3JRMsczhpXlJ4u/wpbOtRR7y/G5r2Fpk06BR+f2E0fRP+Qsyjd0tPDPHetY1FRL2jL3OY/ERopWEGmQAkWG8Io23NThEXtQReJD901BYXjBOKaUnsCU0rlUBPp/4DGHw25KwybTadGigdl9/oBpELajqDiFxCRgKc6CU9G9aN4wWdNLOiWREhRp4pNR9O7i15awSesZhNeD2xVCU91IaZNNd5HNdHXH8YKmetA9YXT96LOptm3T0NCArutUVVXt0/9jxQ4cDo6We2WaGbY9dgNlq9J4DUcnUooOkmV15H/lVpSgU8PElpJvLrqD2s77UUUGU3rQ5efJb7mQrV7prDEt+Bo2n/rivnVPehsjY3Lr3V08ExLYAnQbJiWzrC77OUHeQQhJRhYxt/JqrplwKqp4bz3b+MyNBBc1oJkVgPMsTbvriI8rpOxT16C5D2zjqibSzmOv38/Eba8yPtpEt4+bjAgSVYdRHO+PKlVsJK+UlzDn8s9QEA4ipc2eXS+yccWfSCUcXdE1yidYqH6VQRkvn21oY3ZjDYprEER1p67MVwrQphwZTvMc+3LLql08tqMJXRHcPHsEHeld/HHN73CLTbz72M3KQtJyFCdXzeeCopEYieRhX28aWZumuIUhnC3MPEPgkQIhJC69C7IR3s1isYRjUzVPCM1bgGllMKNduA29W6pPYrkhQ6zHXuquIG5PPqp6dMp3HMy1Zs5pux+OFkP630gpeXzXbm5eu4SSVIQv7WnjpBbdEScH0noLWX0lPumkdLbmF/FKURsJt0TYLgq6LoD0BcR1J/1DCBgwYA9h3yM01z2HbTm7HyWVsxk9+duE8gfu24e4hfFCHPOlOFiAW6CfF0Kbd/RNTnMcfFa3V3PF4nvI2CYnlI7g2yPP5esLt5DMvkBIfwKAmDWNKOMBwdlVQ/nhhLloytHp7JdS0tTURFdXV6/2w7YlqaR0tPnAWY2KDG47jobZ/ZbAQkOgoNnOM0MKsIWBrZhO8RXdi+byIxStdwZyCAiHw5SWlu73+XS02oLe4Gi9V1JKtkc7eKOhmjcbq9kaad/r86pAHlP6VDCpTzkTi8oocHt7jrNr1mAsfRhz44IeZ23cBa0BaC4axB+8A9H0dUxOtXNCwzDGNw5HkxqmgEfLKrmn+AQsxU2BJZgS1ym0FNyWZEpzNUNiexCFXuQnK9glX2Tnpn9imSmQgn71n2Ro5ov4vlqOUpnLXMkBkUwnP3jrUhoTdeS5C8nKL7E72pcij85t/+G4BUibJpu6Wtja1c7S5kaWtTRjSxtdURgSUuhIv0XW2ImHdoR4b4mgCp0i3xCCrkpUtQ9p209rWrInkcSwDQQmKnE0EcWjtONX2jDtvaPTKwL9mVV+KrPKT6MqNGi/YzlsdlNK7IQkZklS3YEvCuC3snhlDGcS65hLWwEbUFQdRfdh2h6yhvOhJg1cdgalezllC0lWy2KpoGteNM2DgoJhxDGNZM/lhaKiab7uyNujZ46jKAoDBgzA5dp3EX202oHe4Ei/V4aRYsczv6d4eRf+jCPjIzEwXBvQzv0Uvumf7Wm7pbOV7yz6IW65EiEgK4PIxJdJmadjdH+1J0Xhp2d6Keh/ZEd2Ln+ug980SZq745FCZpZU6E+E1FdQhIkl3djqqfx65jcYW1DSc5xtGdT//WrytytoZvl774tO0t5GMmUK7iGjcJeNQA0UoWhu7GQUq6OW6J71xGvWUhBpw/3uRN32YVKOKasIZN9zcq/Ly/L3gdO56uwZDM5z01D9GtvW3UOkw5Fj6qKMV7Vv0cAkZsY1LqjbxaCuFEJWQUaAT+D+RiHqyGMjgvFYxbIlP16ylYX1HeiK4CdTh+B3Wfxg6WO4xYt4qe+xz1KCRSnn9LmIicFR+PZTW+hQYluSrqRNtnsZ5bLBZwsUQHWZCDMKtvHe2ARIRaC6Agjdi5GJo6UlinROYCtgaRYmmZ5jVM2LpvuOWuftwVhr5py2++FIN6T7ozWV4pfvLKNg8wo+0xhjUMzXHTEHGa2djGs9PrsZBCR0nRXFWbaFAQHu5AnI5NcR0jEyup5iYNVidF6mvXlxzzXCRSMZNelKiium7XN9GbEwXopjvp6A7nRsdYIH/eI8lMJjx8GT4+PzVtMWrln+EIZtMTRUyrdHfYZfLGvYy3GbsofQZc/CFh6Gh4v45ZR5e4muH21YloVhGB/c8BBi25Id2w3WrTDJds8JZSYL6jtMSzxFmeHszkugU6vCbZaRl+mOqsAm5m0m4q8h5e5ECRQR7j+Hwv5zcYcrj9oNGV3X/2fhiKPRFvQWR9O9Mm2bte1NvNFYzRuNNTQmYz2fCWBsYSknlPVjbln/fZ47dqQZc/3LmKufx27a1vN+ottZmw0X8Wb+LBbY9cxIbeWkhoGMbB2Eq7uA5+pQkD/0G0qdaxg+y8vYpMaArIrLFvSLJpnauh6PZpGe56W+zwp2b3sc03CKNIRigxm+88sUTZiE66I8hPvocfTkOPR0pFv5+ZJvUBPbgUBBVebSkDwZr96H66YO5oSKfdMmLWnxZv0q/rr+aWKZtehiD//5ODekn5B3MP83/HPMqZiLW913MWhJm5pYhNXtjaxodaREurJpAFRieEQN+Vo92LXIbkcoQN/AAMeBW3EalcF9gwAOl900N6bZ+lKM+8pU9vidwRdk01zc+hqj0y+g4Iwlq0OXBxJuELqXYOUsYupMttUNIpu0GBTfytD4RtzdcghJLc2ugjp25NehhAJUlkymJDyMbMduGqpfwzScyGWhqBSXT6O07xwKS8Yf8emgLpcL5X020o8mO9DbHKn3qr1uLa1P/Y3y2iAu07F/EhNL24ExoYTwp3+McDtyPAnT4Jq376S26xH07vopcdmPZPKbCGssAKUZ+HYezD6vd7VrPwxG2uK+ezr4p18ho4CNjeZ+nJDrQXTh2OOkrKQi9BmuGHMK4wvLerICjWyS2n/9iILNBp5MBYL35piSDFLpABFFKkkgg7MdJAAdIX1IGUTKfDT7vaLANjbrChq4t7wvO8Nz+fU4N77Ot6jd8RzpZAvg1KpYpl7AKuXTVGR9nNKRZv6e3YStIkg4/1+iSsf9tQKU0ty6/GjAsGyuX7adBXucYILPDS1jbt8QP1y6lHZjPV5lPX7qcYn36iu4hJugWkFZYChTSiYxvs9E+nj37yw8mJgZmyeei/CU4jhdvRbM7NKYGFEIFkiKy19DbnkCzXDm21kVYh6I+9yEh52Cp+9k2t5ZRPE28FqODUy607QVdVLv2oihOZnbwbwBVAw4leKKabg9+Yd0TAeLg7XWzDlt98ORakj3RzQaYdkLT5O/bTtDI+6ehSFARmsGdSuqaAQBaRXW9JFsKgBLCJTsbNTkRSjmaBTRTp/8lYQCS0lFFmFZ6Z7zlFbOZcjoL1BYOnGvH700JdaGNNaiJNba9LtBCYgqHf1TQbTxubSLHPtnbUcN17zzIB2ZBG5V54L+c1mwO0A0+wYh7d8IYWHJABF7GikGoysalwwZx8VDxhLQj85dtiOFdEqy7O0Mmzeb2N27mgkrg8textjMk0xJOPpdSLDsvlhyGD6jqOf4jBYn6ttD1F9P0t2O8PgJVEykcOBJBMsn4g5VHLVO3P/maLIFvc2Rfq9i2Qwr2hp4s7GGRY01RI33dvDdqsq04r6cUNaf2aVV5Lvfs11SSuyWnVjbFmNuWYRdvRq607ZsIOKFTh9YeYW09Z3Ds53VzG6LMra9gr7RUlTpODeqvW7u6TuAN/OLcBtVjEgFGZ5W8dqCirjJuPad+F3VdExqocG7krbWlT19CCT6MbjmYkrUWbg+F87Z1hzvS8pMcNf6m3i97pnudwRZewCG3Z9h+X2ZXV6AS5W0JBtoiNewM7KZhBHb6xxZu4KUHIbPXUm71YFhm7gVjc8OnMGlQ+aS5/rfkXK2lOyMdrC4uY63mmpZ396M3a2i7hHVBJVqXNTs5cCtDA5iVvkpzCw/db8O3EONTNqkn43y0roUD1VpNPic321BtpMrmv7FtMRzqDiLRktViLhtoh5I6aB681ALZtOSnUF9ywiGRGoYGV2L13bm0TaSxmALu/P3sDtcT8KTpk/eYIrUMDLaSCpa19MPVfNS2nc2pZVz6FM+Fa+/+LDfi4/DkW4HjiSOpHvVvmc9za88QMHONHnJUgSOU09iYmu7yAx1Eb7g5yhBZy7YlU7xs+UPsKXjKTzCqY1iSZ0uewZm4lsohAia8PmsxQWXFqK5js7Cwm07E9z2QpI3Qoqjc61uwuf9CyGxFSEkUgqSciBSncUplZOZXtyXQaECyvwBhG1Ru+4Jsq8+R2FHPr5Mcc99PRBsbKqD7awp3MOqoiaSjGcAWUaIXRip5p52ScKsVs9hjfJJ3FYes2KCM/fUMySqIDIhJ2VOBW1+AP3cEEI/NubnxwuWLfnL+hoe3NoAQFXQy8XDSljQUM3bLZuQSh2qiOOhhTylE8Vu7tG+fRePls+Q/PFMLZnCiIKx9AsNQVMOTZbWhkVxbt6UYqffsaF+E07o1JjVqdJ3QAa/60lcW/+By3IczRLHeRv1gKwcjadiMpnN7ZRt13B311qxhEVLfhst/hpa/XscB65QKCwZT0W/eRT3nUEg1O+oXXseVU7b22+/nZtvvpmmpibGjRvHbbfdxtSpU9+3/SOPPMJ1111HdXU1Q4YM4cYbb+TMM8/s+VxKyU9/+lPuuusuurq6mDVrFn/5y18YMmTIAfXnSDKk/4mUEqNpD6nNa4ht2Y7aECEv6UXhvR1vW6Sx1GqEuhMUZzewwy3ZXADbw2CIAErmZNzpWbiJEPRtxq1vwMxs3+ta/mBf+g46g6pBZxHIq+q5vmy1sLdksNansTZmIPXe10cZpKOfHUQZ5zlqfzg5Dh+NyU6uX/0YK9t2A9DHEyKkDKa+K0m+/iCa4uweG7KQuBxFSg7Grfo4q3IoFwweTf9guBd7f/STTNisW22wYa1Jttu+xxWblL2bgdmXmB5f2BN9ix1GMQcjrH57TTpNJU3C00bS00rC00Za7wK3B3dBf4IlYwiUjMZXOBhPfj+UIzx6aH8cqbbgSLOZcOTdq65Mms1draxobWBFawNbu9qwec9e5bnczCntxwll/ZlW3BeP1r1INdLYzTuxatdh163H3L0SYm17nTupO87aqAco6EebLEK2GwyI5lEeK0a33/uNbAzqPFA+hGXhfIR0MTJeydhkgPysoCTVTrH5FiJvPe19dhIxdrx3ESko6pxE36bTKE5Pw3V2GO2UAELL2dYcH8zG9pX8e+tdrGt75wPbejU/IwsmMKlkNsMLZvB0TReP7dxFxraRZBBqNZZwHLte1cXpfcfxqX6TGRE+sA26SDbNkuY9vN1Uy5LmOqJGBkEGj6jBJ3biEXvgvxy4E4tnMqpwIiMKJhBwHb7nid1mkn4+xsvbMzxVprI95MyvQ2aET3Q+zzkdz5Bnv/c8MBVB3CVJuiDpcoqt4B9IwhqL1l5BZcyiJN251zU6PBEagy00BFtpDrST0RLkCy9eywYzs1fbQF5/ikomkN9nNPlFowjmD0Q5guWJjjQ78J8caXazt+6VlJKu5i00v/047u17CHf58GT7IP5jLSlFF4Z7F3LqWELzr0B4QySMLP/YupBnq59FWmvRu58JUgriDCSW/gKqMYPirMJnTZvzLs7H5T9yv6sfhrbtSe54KclrIUFGyYLnEfL0Z/CI9+SUMrKIpBxEWg5GU8KEXG50RUERApFoYGBiKzOjrVQmVQKZEG7Di8tyI6SCFE4diaQrQ0yPEfV2EPF2gmKwP3e3iYtqMYlN6insEtMJW27GJlTOrO9kdKuJar63sauMceM6Py8npXSUs6i+g9+s3ElH2sk+GRTyMrbYzRuNu2jJ7kSKFhAgsAirGXwiimE24KIVIey9zqUInRLfQEYWjmN04Rj6hYbQN9Af/SBJDxhxi+eeivBQwurZAFUkDE0oTIgqTLCTlBUtxN30LKHUlp7jJI4dTbjAzOuLxkB8jX7CifeejzY2Hf52unwtdPra6PK1YaoGbm8RRaUTKSqZQF7hMEIFQ9D1o6NA71HjtH344Ye55JJLuOOOO5g2bRq33norjzzyCFu3bqW4eN8d5sWLFzN37lxuuOEGzj77bB566CFuvPFGVq1axejRowG48cYbueGGG7jvvvsYMGAA1113HevXr2fTpk14PB+s89FbhtS2baxEF1ZbM2ZzI0ZzI9nWNsyOKFrMwJ9yo9n7PnSliCOVemy1HpQ2EJKkJtkTgN150O5WcVkV6FYIFwk0tR66Iwb+k3DhcIorZlBacQJhZQS0WtgtJrLFwm4wsHcbEN/7h09IQZvhQ5vlyxmEHB8aKSXP1q3m9k0v05ZxJoACgU4Yj11NUFmJIpxFjC01spSRkRUYsgi3Vs6w/P5MLCplanEZQ/MKcavHxgTxcGJkJbt3WWxfl6WuycburobdptpIuYkh6YWMSq5icGYnSA1hlyKsCoRVjmBvAy+xMbQ4GT1CRo+R0VIYepKsmsTyKyihMK5gCe68vnjD/fDmVaJ7C9A8eWjeMMoRVlX7SFyAHok2E3rnXtlS0pZO0pCI0ZCMsicRZWtXG1sj7bSk9i2aVBXIY2ZxBfPyCxihKijxduxIM1bzdqzm7ci2Woi189/fQFtCSneT1nwYqh9b5CFNP75MkHA6vJeTFqDNE+e1IpXnC6bQ4tUJ2F30y5hMiUvy7HpcYhfou8m4WvbpYyg2mOL2aZS3nIyvsBz91ADqDG9OCiHHR6Il2cC6tndY1byJFS11RLMmoGDJMEWeSsYXj2Ba6VhGFebRx/ve8zySyfB0dQ2P79pNfTIBIoKt1INI9bQJaD7G5g9gcp/+TCnqx4BgHzza/170mbbNho4W3m6u5a2mGnZGO3scuF6xEw91/7XAFJT4+jEgbyiDw8PoHxpCmb+KQm/xfqUaDhYybmO+mWDTyiQv6PB2H5VOt0CVJpPiK5kTe5OZscX47b2fM6YCGQ3SGmS1bieuHcCVGUYwWUEo4+mRLnuXrGLQ7uui0xMl6UqQ1ROYagJDT2BoaeR/6AojFNy+InzBvoTCA8nLH0wg2BePtwiPrwiXJ9yr+rhHos2EI9NuHsp7ZdsW8Y46unavILN7E0pzC+4uA2/Si9sIodr+fb6HUkQw/3979x4dRX33D/w9s7uzu7lDCLmQCwEiCAoIagg+FS8Iwf4oytOKSp8HrEdrCyq19IJFU6RP0aeKF9RH5RxDPUVRKyDFFos0QEsRBSKohEBCIFw2AXLPJtnbfH5/hKysuQK7ye7yfp2zJ9nZmW++n9mdvGe/MztrPIWWZAXazXfh86hB2Fi2ByWNX8KJ4zArNhjP+zJCXQywIx125zSYmv8fxthNuLOf4MaZ/UL2zNruNJ52YMP6emxUVByNqIZiWYdoYwGsSqXPfG6xwol4uCQeHkTBI9EQaNBUMzKMgjT9DPo5TiOqpRJRrjpYxdPJXwQ8MKJBSUQ1UnFaGYKT6tU4oVwNRSxIc6oY26DgplMOZFW5YWj7V2EEDNdaYbwlEoas0DthgjrW4HRjzaFTePewDXZX62tGVYBB0TrOOCrRqJ+AKGeB8zLUohgRpTZD9NNQ5Sw0VHnfV/tSEaUlIjEiHUmRqUiLSkNmzGAkRQ5CrLk/orQYGJQL265d9R58sqkO71V5cDjaN5cGOBUMaVIwqrkEo1yfIL1lB2I8Np95BK2XUXCjH1Q9DZorBWZX+0slNpka0Wiuh91cD7u5AS3GZjhMzZDoCGjxSYiKTUdUTBoiopIREZUMS8RAaJZYGAzBcZJhyAzaZmdn47rrrsPLL78MoHXgMi0tDQ8//DB+/etft5t/1qxZsNvt2Lhxo3fahAkTMHbsWLz22msQEaSkpODnP/85Fi5cCACoq6tDYmIiVq1ahbvvvrvbPvkjSPUTFdBLjgNuNxrK90KcDojLjQa7G4rbA8XtgeoWGHXA7BZougGqrvlc+6YjAh1QGiBqFUQ9A1HPAIodLoOgztx6va2zEUCDGWj3zvM8BlgQI1mI8wxHrPMK9K8fDa0uBtKoA01dvCQMgJphgnq1BYarLVAzTVDUvn/BU2hzetz464lCfFD2GYrqTnmnq3AiEicQiZPe60idzyOW1h0iRMKuXwWPkok4LRKPXDURuelpvVlCWGhpERw76sapw26cPOFBvat1225UdTSoVRjg2otk5wFkOIoxrLkEZk80FD0Bij6g9Yaudw4FHojigigu6IoTuuqEKG7oigeieM791NGs6fAYAGgqahLPQjGaoBrMUIxmKKoRkTFp0Kz9oKgGKKoRimKEYjBCUc7dP/d7v2G39vhbezsSjG9AgzEzAf+sq+22ozjd3ASHxw2n7mn96fHAobvR4vGgye2Cq7EKQ05+BZfLAaerBaruhlHXkeE8A03cMOkemMQDs+5BlAiiIbCKDqO7BarbA6PbDUXvD0WPB8QAwNB6hpEY0fo1RAYITBBoEGhQRIMqGlTp/ICQS3WhIuoMTkSfhi2yGY1mBzQ4ECGNMKHra3JGNA1CXMNw9KsbhYTqa2FJGAjDOCuM4y1QMkxBsUNJ4UEXwa6KWrx72IbPK2uhf2tXL9JkQGKEGUkRGmI0E6JMBkQaDbC7W+CUZnxdXYXD9Sehq2cgSq3PG8M2BkVDhCECFoMFFoOGCIMZEUYzIk0WXBs/EhaDCf3MZtya2vot67amBuyoOI791RX4uvoMTthPw6KUw4xT0JRTMCl1ndZjUCKgGeNgUiNhNkbAbIiExdD6u0nV0M8chWGxCTCqGm5Lv/OityX9pAuu3U34utSJfzfr2B+n4nC0AsCFq5v2Y/S52xXNxTCii8EXBfAoGhRPAhQ9AUZPAgye2G73+92qEy6DE27VAbfBCY/ampke1QNdcZ/72XpzGgQeVYGoCnRVRV1UE1riHFCNGlSDBapBg6oavT+Vczf13C0udghGXT33otYTEJyZCQRnbvpjXbU0ncGhPz6F/pVGRLQYoHm01veSonX7UXxRGqGrZ2HX6lAUrWFjci0OxNqhKk0woKXd2XlA61m1DsSjWR8GvflOjK4bi5vNgqm3xyIq6fIZHBQRnNjbiI8/a8FWgwNlsf+CphXAqpZAQw0u9F+NIoBFB0y6BU5JRZN7HNz6GHj0BDRKGqC0PpdRHgVJLgXDG1Vkn/XgyrMOxDrOPU8GQM3SYBhrgTEnAkpMeA6cE1DncOHDI5X45PhZHK5t/XJLaR3ihK40QgwVEKUGUOpbX1w+BEY0wYwGmFALE+qhoR6q0t314xWoihVGNQqaIRqaIQJGVYNJNcOomqEZzDCpFmgGC0wGEwyKEfHmSAyO7g9VDEiuyMa/9wPbdAVlkQqkg40kxXkSN9R/htFNhbii5QBiPfXtu6FHtp48pMe3vu+Urt/jCXR4VAd01QmnwQWXwQW36oLH0JqjugqIIhCDArfJAN1kBAwKxKBCDCpqE53wRKje95eqYjj3JaJWJPYfCUU1oN+AkYjtf0U3669zPc2CPj0tzel0Ys+ePVi0aJF3mqqqmDx5Mnbu3NnhMjt37sRjjz3mM23q1KlYv349AKCsrAwVFRWYPHmy9/HY2FhkZ2dj586dHQapw+GAw/HNUYe6utadxPr6Dl4sPeTeVwT3X//Zbvo3VwL75oiD69yt7TeBG1CaIUrTuZ92QGmCrtbBaWyAw6ij2dh6CnmTCWg0tf7uHaQVAC0KzJb+sEQmQDscBc3RHxGOREQ0DUJkSwosLQN8dhSboaMZtd901AQoA4xQE4xQBqhQBhqhpmtQU03nXQ+nBWj85tq3RJfiln7DcUu/4Thpr8bOysPYX1OO4rpTqGwehFqkwAg7zKiCGbUwiQsGpQaKYocCO4wAdD0VDmlAZWMLSiorUR8Xul9c1peSU1pv4wE0NQmqznpQfdyN6gozGt0TUCsTcMwk2GBxw6hXwConEOU5iXjXcQxyliPe5UK0ywTNYwHECkWsrT9x/pknpnO3jj+60vbBLpehGfWyt93jVfi8R7WMuucKWGJTL6R8H20ZEARXEQIQPJkJBCY339j7bxTVnulyniFNVXis+C9dzvNtHsBnKEVx9YfBPfICWnADcKPF2IwWUxOaTU1oMdnRYK1FvbkOzZr9mx1jDxB57gvi27Ld5IqC5uwPi7MfrC3JiGxOQURzKqItmTAP7A812QD1Bg3qEA2uGMO5/YEWoIH5Sv41KtKAp8amoqYlEbsqavBlVQOKa+w41tCMuiagrg441MFyz994JeZlDUGdYzT2V1WjqKYa+6uP4ajdhkZ3HQTNgOKBBw440dBBC8A/S+xQoGBwdBSui2l9oxUJYMqAVEwZ0Pp/us7ZguLasyhrqMGJxnocazgJm70Uza4KmFALo1INAxqhKm640ICWTv5Wm78DUBUDJvSb3OV8XYoGcLOCYTebMdQp0MudaCl3oPSUC0drhuKYDMOb2vdxNtqBSDmOVNdRDHaUYaDrNBJcZ5DgPo1Ive0M5WYA5eduABQFkGgoeiwUiQQkEpAIuNUImNzW8z6ybgRghAGR3Qzx+ipJ+BqnnSXdz3iOao5FWsbMC/gLvoItM4Hgyc1AZGZzUwPcJxqh1WaeS6k2rfcELkBphq42wW1ogtvcDE8/M4zDRuGkYRp2FafikxgPTlv3YID2HIwtdsi5pVu/kV6DG3FwSTx0dyaSG7+DXM8wZI+wInNSNFRj6+tThwP19R2dvRe+YrOAu7LMuAtmOBunoGTXBGw/0oydliOoivgCMJbAoNTAoDTCgGYocAPnPsumwwiBBh0WuKU/XPogeNwj4fGMgqpHwaxbEaEbEOtWMNTpwKAWB7LqdQyt0zGw0QkjACXeAHWICc2pRqgZGtQsDYpFResggB24+JcVBTkFwB2DYnDHoBgcq29C4Zl6HKhuxMEaD2x2C3TJAJACKC0QpRai1p0bS2oB4IJHMcKBfgDavshLYIADRjTCiCYY0Qyj4NxrtxGq0vbp7AY40AA7bB11q0vLb3wbPxiZhu/rgvpyF4oONOLLUy4c9ag4ZVZQaVZQrsagPHIy3ols/b/az1WNDEcZMpzHMNRxCIOcJxCHWkTqpdDk0LlxLxOgx0KRaCh6FCCR5953WgC0fbJFAWAGYEbrqRo9Vz64AHUR1R0+Vnru54ixP0bW1UkXvE7a9DQ3+3TQ9uzZs/B4PEhMTPSZnpiYiIMHD3a4TEVFRYfzV1RUeB9vm9bZPN+2bNkyLFmypN30tDSeqUcUOvZ7f9sL4OG+6wgFi1+N8kszDQ0NiI3t+4MAwZKZQN/l5l4Af77kVvZdekeILiPf8WNbewB84Mf2eiIWff//O2Q8cOnrKlgyEwie3AyP95pP4/2+7gIRhZyPcFVfdyGA5p27XZrucpMXgASwaNEinyOquq6juroa8fHxfvtoYn19PdLS0nD8+PGg+siQv10OdbLG8HA51AhcHnUGqkYRQUNDA1JSUvzWZrjojdwMtHDaNlhLcGItwYm1BAYzs3OhlJnB9JrqK1wHXAeXe/0A1wEQ+HXQ09zs00HbAQMGwGAwoLLS9wLelZWVSErq+DTjpKSkLudv+1lZWYnk5GSfecaOHdthm2azGWaz77V44uLiLqSUHouJibksXvSXQ52sMTxcDjUCl0edgagxWM4WAoInM4Hezc1AC6dtg7UEJ9YSnFiL/wVTZgLBk5uhmJnB8prqS1wHXAeXe/0A1wEQ2HXQk9zs068j1jQN48ePx5YtW7zTdF3Hli1bkJOT0+EyOTk5PvMDwObNm73zZ2ZmIikpyWee+vp67Nq1q9M2iYiIgh0zk4iIqOeYm0REFOr6/PIIjz32GObMmYNrr70W119/PV544QXY7Xbcd999AID//u//xqBBg7Bs2TIAwKOPPopJkybhueeew3e/+12sWbMGu3fvxhtvvAEAUBQFCxYswO9+9ztkZWUhMzMTTzzxBFJSUnDHHXf0VZlERESXjJlJRETUc8xNIiIKZX0+aDtr1iycOXMGTz75JCoqKjB27Fhs2rTJe3H38vJyqOo3JwRPnDgRb7/9NhYvXozHH38cWVlZWL9+Pa666psLHP/yl7+E3W7Hgw8+iNraWvzHf/wHNm3aBIvF0u7v9xaz2Yy8vLx2H40JN5dDnawxPFwONQKXR52XQ41tLpfM7A3h9LphLcGJtQQn1nJ5YW5eGL6muA4AroPLvX6A6wAInnWgiIj0aQ+IiIiIiIiIiIiIyKtPr2lLRERERERERERERL44aEtEREREREREREQURDhoS0RERERERERERBREOGhLREREREREREREFEQ4aHsRtm/fjunTpyMlJQWKomD9+vU+j1dWVmLu3LlISUlBREQEcnNzcfjw4S7bXLVqFRRF8bn15TeQLlu2DNdddx2io6MxcOBA3HHHHSguLvaZp6WlBfPmzUN8fDyioqLwn//5n6isrOyyXRHBk08+ieTkZFitVkyePLnbdRNIgapz7ty57Z7P3NzcQJbSqZ7U+MYbb+Cmm25CTEwMFEVBbW1tj9p+5ZVXMHjwYFgsFmRnZ+Ozzz4LQAXdC1SNv/3tb9s9jyNGjAhQFV3rrsbq6mo8/PDDGD58OKxWK9LT0/HII4+grq6uy3ZDbZu82DqDaZsk/wuXXA637A2njA2nLA2nzAynbGT+UW/qLjcbGxsxf/58pKamwmq1YuTIkXjttdf6prMBEoh9h1ASqIwOJYHM9lAQqNwJJT15Dfz4xz/G0KFDYbVakZCQgBkzZuDgwYO91kcO2l4Eu92OMWPG4JVXXmn3mIjgjjvuwJEjR/Dhhx+isLAQGRkZmDx5Mux2e5ftxsTEwGazeW/Hjh0LVAnd2rZtG+bNm4dPP/0UmzdvhsvlwpQpU3xq+NnPfoa//OUveP/997Ft2zacOnUKM2fO7LLd//3f/8VLL72E1157Dbt27UJkZCSmTp2KlpaWQJfUoUDVCQC5ubk+z+c777wTyFI61ZMam5qakJubi8cff7zH7b777rt47LHHkJeXh71792LMmDGYOnUqTp8+HYgyuhSoGgFg1KhRPs/jv/71L393v0e6q/HUqVM4deoUnn32WXz11VdYtWoVNm3ahPvvv7/LdkNtm7zYOoHg2SbJ/8Ill8Mte8MpY8MpS8MpM8MpG5l/1Ju6yk0AeOyxx7Bp0yb86U9/QlFRERYsWID58+djw4YNvdzTwAnUvkOoCGRGh4pA5mEoCGTuhIqevAbGjx+P/Px8FBUV4eOPP4aIYMqUKfB4PL3TSaFLAkDWrVvnvV9cXCwA5KuvvvJO83g8kpCQICtXruy0nfz8fImNjQ1gTy/N6dOnBYBs27ZNRERqa2vFZDLJ+++/752nqKhIAMjOnTs7bEPXdUlKSpI//OEP3mm1tbViNpvlnXfeCWwBPeSPOkVE5syZIzNmzAh0dy/Kt2s8X0FBgQCQmpqabtu5/vrrZd68ed77Ho9HUlJSZNmyZf7s7kXxV415eXkyZswY/3fQD7qqsc17770nmqaJy+Xq8PFQ3CY70l2dIsG9TZJ/hVMuh1v2hlPGhlOWhlNmhlM2Mv+ot3w7N0VERo0aJU899ZTPtHHjxslvfvObXuxZ7/HXvkMo81dGhzJ/5WGo8lfuhLKerIN9+/YJACkpKemVPvFMWz9zOBwA4PMRSlVVYTabuz3boLGxERkZGUhLS8OMGTPw9ddfB7SvF6LtFPj+/fsDAPbs2QOXy4XJkyd75xkxYgTS09Oxc+fODtsoKytDRUWFzzKxsbHIzs7udJne5o8622zduhUDBw7E8OHD8ZOf/ARVVVWB6/gF+HaNF8PpdGLPnj0+60VVVUyePDkonkt/1Njm8OHDSElJwZAhQzB79myUl5dfcpv+0JMa6+rqEBMTA6PR2OHjobhNdjZPV3W2CdZtkgIrlHM53LI3nDI2nLI0nDIznLKR+Ud9aeLEidiwYQNOnjwJEUFBQQEOHTqEKVOm9HXXesWl7DuEKn9mdKjyZx6GIn/mTqjqbh3Y7Xbk5+cjMzMTaWlpvdInDtr6Wds/skWLFqGmpgZOpxPPPPMMTpw4AZvN1ulyw4cPx5tvvokPP/wQf/rTn6DrOiZOnIgTJ070Yu87pus6FixYgBtuuAFXXXUVAKCiogKapiEuLs5n3sTERFRUVHTYTtv0xMTEHi/Tm/xVJ9D6MbS33noLW7ZswTPPPINt27Zh2rRpvXcKfSc6qvFinD17Fh6PJyifS3/VCADZ2dnej4H83//9H8rKyvCd73wHDQ0NfurtxelJjWfPnsXSpUvx4IMPdtpOKG6T39aTOoHg3SYp8EI1l8Mte8MpY8MpS8MpM8MpG5l/1NdWrFiBkSNHIjU1FZqmITc3F6+88gpuvPHGvu5ar7jYfYdQ5c+MDlX+zMNQ5M/cCVVdrYNXX30VUVFRiIqKwt/+9jds3rwZmqb1Sr/Cc3i8D5lMJqxduxb3338/+vfvD4PBgMmTJ2PatGkQkU6Xy8nJQU5Ojvf+xIkTceWVV+L111/H0qVLe6PrnZo3bx6++uqrsD2q2Mafdd59993e36+++mqMHj0aQ4cOxdatW3HrrbdecvsX63J4Lv1Z47Rp07y/jx49GtnZ2cjIyMB7773Xp9fy6a7G+vp6fPe738XIkSPx29/+tnc750f+rDNYt0kKvFDN5XD7fx1OGRtOz004ZWY4ZSPzj/raihUr8Omnn2LDhg3IyMjA9u3bMW/ePKSkpPiceRmuLnbfIVSFU65drMt9HYRThl6srtbB7Nmzcdttt8Fms+HZZ5/FXXfdhR07dgT8S4oBnmkbEOPHj8cXX3yB2tpa2Gw2bNq0CVVVVRgyZEiP2zCZTLjmmmtQUlISwJ52b/78+di4cSMKCgqQmprqnZ6UlASn09nu2xMrKyuRlJTUYVtt07/9jZNdLdNb/FlnR4YMGYIBAwb06fPZWY0XY8CAATAYDEH3XPqzxo7ExcXhiiuuCOrnsaGhAbm5uYiOjsa6detgMpk6bSsUt8k2F1JnR4Jhm6TeE2q5HG7ZG04ZG05ZGk6ZGU7ZyPyjvtbc3IzHH38cy5cvx/Tp0zF69GjMnz8fs2bNwrPPPtvX3es1/th3CAWBzuhQEOg8DHaBzp1Q0N06iI2NRVZWFm688Ub8+c9/xsGDB7Fu3bpe6RsHbQMoNjYWCQkJOHz4MHbv3o0ZM2b0eFmPx4Mvv/wSycnJAexh50QE8+fPx7p16/CPf/wDmZmZPo+PHz8eJpMJW7Zs8U4rLi5GeXm5z5lJ58vMzERSUpLPMvX19di1a1enywRaIOrsyIkTJ1BVVdUnz2d3NV4MTdMwfvx4n/Wi6zq2bNnSJ89lIGrsSGNjI0pLS4P2eayvr8eUKVOgaRo2bNjQ7ZG/UNwmgQuvsyN9uU1S3wn2XA637A2njA2nLA2nzAynbGT+UbBwuVxwuVxQVd+hAoPBAF3X+6hXfedS9h2CWW9ldDDrrTwMVr2VO8HsYl4DIgIR8V77OuB65evOwkxDQ4MUFhZKYWGhAJDly5dLYWGhHDt2TERav1GvoKBASktLZf369ZKRkSEzZ870aeO//uu/5Ne//rX3/pIlS+Tjjz+W0tJS2bNnj9x9991isVjk66+/7tXa2vzkJz+R2NhY2bp1q9hsNu+tqanJO89DDz0k6enp8o9//EN2794tOTk5kpOT49PO8OHDZe3atd77Tz/9tMTFxcmHH34o+/fvlxkzZkhmZqY0Nzf3Wm3nC0SdDQ0NsnDhQtm5c6eUlZXJJ598IuPGjZOsrCxpaWnp1fpEelajzWaTwsJCWblypQCQ7du3S2FhoVRVVXnnueWWW2TFihXe+2vWrBGz2SyrVq2SAwcOyIMPPihxcXFSUVHRq/WJBK7Gn//857J161YpKyuTHTt2yOTJk2XAgAFy+vTpXq1PpPsa6+rqJDs7W66++mopKSnxmcftdnvbCfVt8mLqDLZtkvwvXHI53LI3nDI2nLI0nDIznLKR+Ue9qbvcnDRpkowaNUoKCgrkyJEjkp+fLxaLRV599dU+7rn/+GPfIZT5K6NDmb/yMFT5K3dCWXfroLS0VH7/+9/L7t275dixY7Jjxw6ZPn269O/fXyorK3uljxy0vQgFBQUCoN1tzpw5IiLy4osvSmpqqphMJklPT5fFixeLw+HwaWPSpEne+UVEFixYIOnp6aJpmiQmJsrtt98ue/fu7cWqfHVUHwDJz8/3ztPc3Cw//elPpV+/fhIRESF33nmn2Gy2du2cv4yu6/LEE09IYmKimM1mufXWW6W4uLiXqmovEHU2NTXJlClTJCEhQUwmk2RkZMgDDzzQJ4OZbX3rrsa8vLxu58nIyJC8vDyftlesWOF93V5//fXy6aef9k5R3xKoGmfNmiXJycmiaZoMGjRIZs2aJSUlJb1X2Hm6q7Gz/0sApKyszKedUN4mL6bOYNsmyf/CJZfDLXvDKWPDKUvDKTPDKRuZf9SbustNm80mc+fOlZSUFLFYLDJ8+HB57rnnRNf1vu24H/lj3yGU+SujQ5m/8jBU+St3Qll36+DkyZMybdo0GThwoJhMJklNTZV7771XDh482Gt9VM51lIiIiIiIiIiIiIiCAK9pS0RERERERERERBREOGhLREREREREREREFEQ4aEtEREREREREREQURDhoS0RERERERERERBREOGhLREREREREREREFEQ4aEtEREREREREREQURDhoS0RERERERERERBREOGhLREREREREREREFEQ4aEsUBrZu3QpFUVBbWxuQ9m+66SYsWLAgIG370+DBg/HCCy/0dTeIiCjIMTdbMTeJiKg7zMxWzEzqCxy0JerG8ePH8aMf/QgpKSnQNA0ZGRl49NFHUVVV1Sf96SjUJk6cCJvNhtjYWADAqlWrEBcXd8FtdxbIa9euxdKlSy+yx0REdDlhbjI3iYioZ5iZzEyirnDQlqgLR44cwbXXXovDhw/jnXfeQUlJCV577TVs2bIFOTk5qK6u7usuAgA0TUNSUhIURQlI+/3790d0dHRA2iYiovDB3GzF3CQiou4wM1sxM4m6IETUqdzcXElNTZWmpiaf6TabTSIiIuShhx7yTgMg69at85kvNjZW8vPzvfd/+ctfSlZWllitVsnMzJTFixeL0+n0Pp6XlydjxoyRt956SzIyMiQmJkZmzZol9fX1IiIyZ84cAeBzKysrk4KCAgEgNTU13t/Pv+Xl5YmIyFtvvSXjx4+XqKgoSUxMlHvuuUcqKytFRKSsrKzdcnPmzBERkUmTJsmjjz4qIiKLFi2S66+/vt26Gj16tCxZssR7f+XKlTJixAgxm80yfPhweeWVVzpdz6+//rokJyeLx+Pxmf69731P7rvvPhERKSkpke9973sycOBAiYyMlGuvvVY2b97sM39GRoY8//zzPvUUFhZ6H6+pqREAUlBQ4J325ZdfSm5urkRGRsrAgQPlhz/8oZw5c6bTvhIRUeeYm3NEhLlJRETdY2bOERFmJlFXeKYtUSeqq6vx8ccf46c//SmsVqvPY0lJSZg9ezbeffddiEiP24yOjsaqVatw4MABvPjii1i5ciWef/55n3lKS0uxfv16bNy4ERs3bsS2bdvw9NNPAwBefPFF5OTk4IEHHoDNZoPNZkNaWprP8hMnTsQLL7yAmJgY7zwLFy4EALhcLixduhT79u3D+vXrcfToUcydOxcAkJaWhg8++AAAUFxcDJvNhhdffLFdDbNnz8Znn32G0tJS77Svv/4a+/fvx7333gsAWL16NZ588kn8z//8D4qKivD73/8eTzzxBP74xz92uF5+8IMfoKqqCgUFBd5p1dXV2LRpE2bPng0AaGxsxO23344tW7agsLAQubm5mD59OsrLy3u8/r+ttrYWt9xyC6655hrs3r0bmzZtQmVlJe66666LbpOI6HLF3GRuEhFRzzAzmZlEPdLHg8ZEQevTTz/t8Ihmm+XLlwsA79HDjub99tHPb/vDH/4g48eP997Py8uTiIgI79FOEZFf/OIXkp2d7b1//pHINucf/RQRyc/Pl9jY2G5r/PzzzwWANDQ0dNhOZ39zzJgx8tRTT3nvL1q0yKePQ4cOlbffftunjaVLl0pOTk6nfZkxY4b86Ec/8t5//fXXJSUlpd0R0fONGjVKVqxY4b1/oUc/ly5dKlOmTPFp8/jx4wJAiouLO/27RETUHnPzG8xNIiLqCjPzG8xMos7xTFuibkg3Rzc1TetxW++++y5uuOEGJCUlISoqCosXL2539G7w4ME+1/RJTk7G6dOnL6zTndizZw+mT5+O9PR0REdHY9KkSQBwwUcQZ8+ejbfffhtA6/p55513vEcp7XY7SktLcf/99yMqKsp7+93vfudzxLSjNj/44AM4HA4ArUdQ7777bqhq67+pxsZGLFy4EFdeeSXi4uIQFRWFoqKiSzr6uW/fPhQUFPj0c8SIEQDQZV+JiKhzzM32mJtERNQRZmZ7zEyibxj7ugNEwWrYsGFQFAVFRUW488472z1eVFSEhIQ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}, "metadata": {}, "output_type": "display_data" } ], "execution_count": 7 }, { "cell_type": "markdown", "id": "22105ec4-1634-43d4-b266-00fe1620faad", "metadata": {}, "source": "The ``PairwiseComparisonTTestFC`` class, will perform a t-test and apply a fold change rule, to identify differentially abundant records. By default, t-test uses log2 transformed values, whereas fold change calculation, uses raw values. The ``compare`` comparison results is a Pandas data frame, with the protein id, in this example, stored in the row index. You can use the index to merge the comparison results back to the table with the input values." }, { "cell_type": "code", "id": "8e6ffccc890e0048", "metadata": { "ExecuteTime": { "end_time": "2025-01-06T12:57:03.117449Z", "start_time": "2025-01-06T12:57:03.104598Z" } }, "source": [ "# back transform imputed dataset to the original scale, before starting the pairwise comparison \n", "imputed_dataset = grp_mean_l2_imputed_dset.log2_backtransform()\n", "\n", "comparison = PairwiseComparisonTTestFC(imputed_dataset, condition_a='c1', condition_b='c2', )\n", "ttest_results = comparison.eval(pval_adj_method='fdr_bh')\n", "ttest_results.head(3)" ], "outputs": [ { "data": { "text/plain": [ " p-value t-statistic adj-p-value fold change log2 fold change\n", "protein_id \n", "p0 0.061305 2.175349 0.101390 1.427599 0.513591\n", "p1 0.011738 3.247891 0.025248 1.485676 0.571119\n", "p10 0.873161 0.164837 0.883434 1.015143 0.021683" ], "text/html": [ "
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p-valuet-statisticadj-p-valuefold changelog2 fold change
protein_id
p00.0613052.1753490.1013901.4275990.513591
p10.0117383.2478910.0252481.4856760.571119
p100.8731610.1648370.8834341.0151430.021683
\n", "
" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 8 }, { "metadata": {}, "cell_type": "markdown", "source": "The result of ``PairwiseComparisonTTestFC`` comparison can be passed directly to ``plot_volcano`` function, to create a volcano plot. Use standard ``matplotlib`` syntax to stylize the plot.", "id": "8e089c826cd5ae47" }, { "cell_type": "code", "id": "c9daccf151638855", "metadata": { "ExecuteTime": { "end_time": "2025-01-06T12:57:03.224042Z", "start_time": "2025-01-06T12:57:03.145059Z" } }, "source": [ "ax = plot_volcano(ttest_results, pval_col='adj-p-value', fc_col='fold change', condition_a='c1', condition_b='c2')\n", "ax.set_title('Pairwise comparison between C1 and C2')\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {}, "output_type": "display_data" } ], "execution_count": 9 }, { "cell_type": "markdown", "id": "e0e594eb-bc4f-40f2-9172-42cb665bb98c", "metadata": {}, "source": "Convert a dataset to a Pandas data frame, using the ``to_table`` method. The record id is stored as row index, and you can merge comparison results to that table via this relationship. " }, { "cell_type": "code", "id": "ec2ef05990850de0", "metadata": { "ExecuteTime": { "end_time": "2025-01-06T12:57:03.253265Z", "start_time": "2025-01-06T12:57:03.243646Z" } }, "source": [ "output_df = imputed_dataset.to_table()\n", "output_df = output_df.merge(ttest_results, left_index=True, right_index=True, how='outer')\n", "output_df.head(4)\n", "\n", "# output_df.to_csv('dest_dir/pairwise_comparison.csv', sep='\\t', index=True) # standard pandas flow" ], "outputs": [ { "data": { "text/plain": [ " c1_rep1 c1_rep2 c1_rep3 c1_rep4 \\\n", "protein_id \n", "p0 1748947.964 2.655666e+06 1812807.047 3.179831e+06 \n", "p1 1689613.957 1.903632e+06 1953790.640 2.447525e+06 \n", "p10 1757091.693 1.536626e+06 1149483.961 1.600724e+06 \n", "p11 2596847.916 2.592526e+06 2686205.008 3.671799e+06 \n", "\n", " c1_rep5 c2_rep1 c2_rep2 c2_rep3 \\\n", "protein_id \n", "p0 3.002007e+06 2.010294e+06 1.357721e+06 1.365435e+06 \n", "p1 2.877006e+06 1.438315e+06 1.198348e+06 1.864607e+06 \n", "p10 1.701100e+06 2.052588e+06 1.502641e+06 1.374370e+06 \n", "p11 2.684965e+06 1.461644e+06 1.528603e+06 1.837380e+06 \n", "\n", " c2_rep4 c2_rep5 c3_rep1 c3_rep2 \\\n", "protein_id \n", "p0 2.087117e+06 1.864825e+06 2.558776e+06 2.655657e+06 \n", "p1 1.402181e+06 1.414141e+06 2.855995e+06 3.070692e+06 \n", "p10 1.297363e+06 1.402528e+06 2.571566e+06 4.319021e+06 \n", "p11 1.226513e+06 1.329203e+06 1.624380e+06 1.982778e+06 \n", "\n", " c3_rep3 c3_rep4 c3_rep5 p-value t-statistic \\\n", "protein_id \n", "p0 2115434.782 2.889376e+06 2.442846e+06 0.061305 2.175349 \n", "p1 3149289.453 2.748164e+06 2.264705e+06 0.011738 3.247891 \n", "p10 3648111.452 2.959571e+06 3.233381e+06 0.873161 0.164837 \n", "p11 1660887.127 1.920664e+06 1.852346e+06 0.000128 6.873605 \n", "\n", " adj-p-value fold change log2 fold change \n", "protein_id \n", "p0 0.101390 1.427599 0.513591 \n", "p1 0.025248 1.485676 0.571119 \n", "p10 0.883434 1.015143 0.021683 \n", "p11 0.001577 1.927629 0.946827 " ], "text/html": [ "
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c1_rep1c1_rep2c1_rep3c1_rep4c1_rep5c2_rep1c2_rep2c2_rep3c2_rep4c2_rep5c3_rep1c3_rep2c3_rep3c3_rep4c3_rep5p-valuet-statisticadj-p-valuefold changelog2 fold change
protein_id
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" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 10 } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 5 }