{ "cells": [ { "cell_type": "markdown", "metadata": { "vscode": { "languageId": "plaintext" } }, "source": [ "1. Rank comparisons\n", " - scatterplot\n", " - delta rank distribution \n", "2. Correlation between models\n", " - spearman or kendall correlation between rankings\n", " - agreemnt in top k\n", "3. Error case analysis\n", " - identify systematic weaknesses" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import pickle\n", "import numpy as np\n", "\n", "import pandas as pd\n", "from scipy.stats import spearmanr, kendalltau, pearsonr\n", "from concurrent.futures import ProcessPoolExecutor, as_completed\n", "from tqdm import tqdm\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "palette = [\"#E21B49\", \"#C18F1C\", \"#06D6A0\", \"#77D3F1\", \"#041C24\"]\n", "sns.set_theme(style=\"white\", palette=palette)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "FLARE_pth = \"/data/yzhouc01/FILIP-MS/experiments/20250930_optimized_flare_42/main_result/result_MassSpecGym_retrieval_candidates_formula.pkl\"\n", "jestr_pth = \"/data/yzhouc01/JESTR1/experiments/20251002_msgym/result_MassSpecGym_retrieval_candidates_formula.pkl\"\n", "\n", "with open(FLARE_pth, \"rb\") as f:\n", " flare_results = pickle.load(f)\n", "with open(jestr_pth, \"rb\") as f:\n", " jestr_results = pickle.load(f)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def get_target(candidates, labels):\n", " return np.array(candidates)[labels].item()\n", "\n", "flare_results['target'] = flare_results.apply(lambda x: get_target(x['candidates'], x['labels']), axis=1)\n", "jestr_results['target'] = jestr_results.apply(lambda x: get_target(x['candidates'], x['labels']), axis=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Rank comparions" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# average rank comparison, group by target molecule\n", "# flare_rank = flare_results[['target', 'rank']].groupby('target').agg({'rank': 'mean'})['rank']\n", "# jestr_rank = jestr_results[['target', 'rank']].groupby('target').agg({'rank': 'mean'})['rank']\n", "\n", "flare_rank = flare_results['rank']\n", "jestr_rank = jestr_results['rank']\n", "\n", "# plot scatterplot\n", "plt.scatter(flare_rank, jestr_rank, alpha=0.6, s=5, color=palette[3], )\n", "\n", "# add 1-1 line\n", "plt.plot([0, 255], [0, 255], color=palette[0], linestyle='--')\n", "\n", "# show number of points above and below the 1-1 line\n", "num_above = sum(flare_rank > jestr_rank)\n", "num_below = sum(flare_rank < jestr_rank)\n", "\n", "# add text to the plot\n", "plt.text(150, 100, f'JESTR better than \\n FLARE: {num_above:,}', fontsize=14)\n", "plt.text(50, 150, f'FLARE better than \\n JESTR: {num_below:,}', fontsize=14)\n", "\n", "plt.xlabel('FLARE rank', fontdict={'size': 14})\n", "plt.ylabel('JESTR rank', fontdict={'size': 14})\n", "plt.title('Rank Comparison', fontdict={'size': 16} )\n", "plt.xticks(fontsize=12)\n", "plt.yticks(fontsize=12)\n", "plt.xlim(0, 255)\n", "plt.ylim(0, 255)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# delta rank distribution\n", "\n", "# flare_rank = flare_results[['target', 'rank']].groupby('target').agg({'rank': 'mean'})['rank']\n", "# jestr_rank = jestr_results[['target', 'rank']].groupby('target').agg({'rank': 'mean'})['rank']\n", "flare_rank = flare_results['rank']\n", "jestr_rank = jestr_results['rank']\n", "\n", "delta_rank = flare_rank - jestr_rank\n", "\n", "plt.hist(delta_rank, color=palette[3], bins=100, log=True)\n", "\n", "# add line at 0\n", "plt.axvline(x=0, color='gray', linestyle='--')\n", "\n", "# add text to the plot\n", "# plt.text(150, 1000, f'JESTR better than \\n FLARE', fontsize=14)\n", "# plt.text(-220, 1000, f'FLARE better than \\n JESTR', fontsize=14)\n", "\n", "plt.xlabel('$\\Delta$ Rank (FLARE rank - JESTR rank)', fontdict={'size': 14})\n", "plt.ylabel('Number of spectra', fontdict={'size': 14})\n", "plt.title('$\\Delta$Rank Distribution', fontdict={'size': 16})\n", "plt.xticks(fontsize=12)\n", "plt.yticks(fontsize=12)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Correlation\n", " - spearman or kendall correlation between rankings\n", " - agreemnt in top k" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "from tqdm import tqdm" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "from scipy.stats import spearmanr, kendalltau, pearsonr\n", "\n", "# ------------------------\n", "# Expand lists into long format\n", "# ------------------------\n", "def expand_results(df):\n", " \"\"\"\n", " Expand a dataframe with columns:\n", " identifier | candidates (list) | scores (list)\n", " into a long format:\n", " identifier | candidate | score | rank\n", " where rank is assigned by sorting scores (descending).\n", " \"\"\"\n", " rows = []\n", " for _, row in df.iterrows():\n", " identifier = row['identifier']\n", " candidates = row['candidates']\n", " scores = row['scores']\n", "\n", " # rank candidates by score (1 = best)\n", " order = np.argsort(scores)[::-1] # descending\n", " for r, idx in enumerate(order, start=1):\n", " rows.append({\n", " \"identifier\": identifier,\n", " \"candidate\": candidates[idx],\n", " \"score\": scores[idx],\n", " \"rank\": r\n", " })\n", " return pd.DataFrame(rows)\n", "\n", "\n", "# ------------------------\n", "# Alignment + correlations\n", "# ------------------------\n", "def align_candidates(dfA, dfB):\n", " \"\"\"\n", " Align expanded results from two models on identifier + candidate.\n", " \"\"\"\n", " merged = pd.merge(\n", " dfA[['identifier','candidate','score','rank']],\n", " dfB[['identifier','candidate','score','rank']],\n", " on=['identifier','candidate'],\n", " suffixes=('_A','_B')\n", " )\n", " return merged\n", "\n", "\n", "# ------------------------\n", "# rank correlation per spectrum\n", "# ------------------------\n", "def _compute_correlations_for_identifier(identifier, rankA, rankB, scoreA, scoreB):\n", " if len(rankA) < 2:\n", " return None\n", " rho, _ = spearmanr(rankA, rankB)\n", " tau, _ = kendalltau(rankA, rankB)\n", " r, _ = pearsonr(scoreA, scoreB)\n", " return {\"identifier\": identifier, \"spearman\": rho, \"kendall\": tau, \"pearson\": r}\n", "\n", "def compute_within_spectrum_correlations_parallel(merged, n_jobs=None):\n", " print(\"Computing within spectrum correlations (parallelized)\")\n", "\n", " grouped = merged.groupby('identifier', sort=False)\n", " tasks = [\n", " (identifier, sub['rank_A'].values, sub['rank_B'].values, sub['score_A'].values, sub['score_B'].values)\n", " for identifier, sub in grouped\n", " ]\n", "\n", " results = []\n", " with ProcessPoolExecutor(max_workers=n_jobs) as executor:\n", " futures = [executor.submit(_compute_correlations_for_identifier, *t) for t in tasks]\n", " for future in tqdm(as_completed(futures), total=len(futures)):\n", " res = future.result()\n", " if res is not None:\n", " results.append(res)\n", "\n", " return pd.DataFrame(results)\n", "\n", "\n", "# ------------------------\n", "# jarccard for topk\n", "# ------------------------\n", "def _compute_jaccard_for_identifier(identifier, candidates, rankA, rankB, k):\n", " if len(candidates) == 0:\n", " return None\n", "\n", " # Sort locally using NumPy argsort (faster than pandas sort_values)\n", " idxA = np.argsort(rankA)[:k]\n", " idxB = np.argsort(rankB)[:k]\n", " topA = set(candidates[idxA])\n", " topB = set(candidates[idxB])\n", "\n", " union = topA | topB\n", " jaccard = len(topA & topB) / len(union) if union else np.nan\n", "\n", " return {\"identifier\": identifier, f\"jaccard@{k}\": jaccard}\n", "\n", "def compute_topk_jaccard_parallel(merged, k=10, n_jobs=None):\n", " \"\"\"\n", " Compute Jaccard overlap of top-k candidate sets from both models in parallel.\n", " \"\"\"\n", " print(f\"Computing top-{k} Jaccard overlaps (parallelized)\")\n", "\n", " grouped = merged.groupby('identifier', sort=False)\n", " tasks = [\n", " (identifier, sub['candidate'].values, sub['rank_A'].values, sub['rank_B'].values, k)\n", " for identifier, sub in grouped\n", " ]\n", "\n", " results = []\n", " with ProcessPoolExecutor(max_workers=n_jobs) as executor:\n", " futures = [executor.submit(_compute_jaccard_for_identifier, *t) for t in tasks]\n", " for future in tqdm(as_completed(futures), total=len(futures)):\n", " res = future.result()\n", " if res is not None:\n", " results.append(res)\n", "\n", " return pd.DataFrame(results)\n", "\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# Expand results (identifier, candidate, score_A, rank_A, score_B, rank_B)\n", "# A = flare, B = JESTR\n", "\n", "longA = expand_results(flare_results)\n", "longB = expand_results(jestr_results)\n", "\n", "merged = align_candidates(longA, longB)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Computing within spectrum correlations (parallelized)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 17556/17556 [00:02<00:00, 6185.70it/s]\n" ] } ], "source": [ "# Compute within-spectrum correlations (36 minutes)\n", "within_correlations = compute_within_spectrum_correlations_parallel(merged, n_jobs=50)\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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identifierspearmankendallpearson
0MassSpecGymID0000203-0.066667-0.058462-0.056994
1MassSpecGymID0000201-0.182222-0.101538-0.338821
2MassSpecGymID0000204-0.461197-0.316923-0.536110
3MassSpecGymID0000205-0.301880-0.175385-0.290422
4MassSpecGymID0000202-0.430427-0.304615-0.474249
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" ], "text/plain": [ " identifier spearman kendall pearson\n", "0 MassSpecGymID0000203 -0.066667 -0.058462 -0.056994\n", "1 MassSpecGymID0000201 -0.182222 -0.101538 -0.338821\n", "2 MassSpecGymID0000204 -0.461197 -0.316923 -0.536110\n", "3 MassSpecGymID0000205 -0.301880 -0.175385 -0.290422\n", "4 MassSpecGymID0000202 -0.430427 -0.304615 -0.474249" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "within_correlations.head()" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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DQsKUy93dHTo6OggPD/+gYzR3ygFBEPDq1SucP38eOTk5aN68OSZPnpzv+ViccyW/8y+/9yvXnTt3EBQUhNevX2PixIlwdXXNU6dp06Y4deoUfvzxR3zzzTdo3bo1XF1dYWBggL59+yq1Hz5mTJrog7Rt2xbLli2Dnp4ehg4dij/++ANTp07F3r1789wZ9PTpUwBASkpKnonu3vf06VOFDwAzM7N86+Veo8/9pRMfHw8ABd61925PybtiYmKwefNmhIeH4+HDh+IXSe6vV0GNtylXqlQJQN7Bn8rKbWN+YzyA/2vjixcv8iwrX758gds1NTXN0/NUnPfsfampqdi6dStOnz6NyMhIPH/+HIIgKLymKvu5qP0BvN0nERERYt1cyh5XxX3t58+fIz4+XqWkqbjHC/D2S/bgwYMICQnBvXv38OTJEzGJKewYz+94yf2ifnff5O6HypUr56mvp6cHKysrPHnypNAYNXnu5sZ27NixQo/zN2/eICkpqdCbXN71/pQDkZGRGDx4MM6dO4fNmzdj9uzZ+a6n6rmS3/Fc2LF8/PhxcXlQUBD69OmTJ/n39vbG3bt38ffff+Ovv/7CX3/9BT09Pbi5uaFr167o1q3bB//Q+ZgwaSKl1alTB8uXLxd/CY8ZMwahoaG4ceMGfHx8sHHjRoWTKScnBwDEwbKFyf2iyPX+l3lBiqqX38n9zz//4KeffkJ2djZsbGzQvHlz1K5dGw0bNhQvOahTnTp1oK+vjydPniA+Pr7IaRn++ecfJCUloXXr1rCxsSnySyD3wzG/W7lzL7nlJ79lxXnP3nXv3j0MHDgQL1++RIUKFdCoUSN07doV9vb2cHNzw+eff17otgujzJdibjveHwiu7HFVHAW9trKKe7y8fv0aAwcOxLVr12BgYICGDRvC3d0dn332GZydnfHLL7+IvTzvK8nzTh3bUNe5m3vO1KlTB/Xq1VNqHVXY2dlhxYoV6NOnD7Zu3Qpra2uFS5FA8c6VDz2e9fT0sGLFCmzatAmnTp3C4sWL8fPPPyvU0dXVxaJFizBixAjxJoArV67g9OnTOH36NLZu3YoNGzaofHyXdUyaSGkWFhYKX8y6urpYuHAhevTogbCwMKxYsQLjxo0Tl+d+qerr6xc66Vtx5P7SLehX7fs9DWlpafj5558hCAICAgLwxRdfKCw/cuSI2mM0NjZGixYtcPz4cRw6dKjQx9EIgoDFixfj8ePHmDx5Mry9vcUvzdxbp9+X+8ia/MaAfCh1vWezZ8/Gy5cvMWTIEEyYMEHhC7CgW9KVVdT+AP5vn6g6Lqg4r507/kTV1y7u8bJu3TrxsuSyZcvy9EYkJyerFNe7rKys8PDhQzx58gR2dnYKy+Ryeb69nu/T5Lmbe5zXq1evxD6bcjk4OGDkyJH47bffsGzZMrRu3VrhMl1Jnivv69evH9q0aYPatWuja9eu2LJlC7p16wZHR8c8de3s7DBixAiMGDECb968wYkTJzBr1ixcvnwZBw4cwNdff63W2MoKDgSnYrGzs4Ovry8AYNWqVQrzz1hbW6NatWqIi4vD7du386z75s0bfPXVV+jbt6/Kg4Jzx6scPXpU/IWfKycnRxznkOvevXtIS0uDTCbL86ELQKyvzstzAMTHXAQEBBT6hfLXX3/h8ePHMDIyEj+UcgdqHjx4MN91Dhw4AAD5jk/4UOp6z3Lnjho+fHieHoPc264BxUsIyv5qbtiwIQwNDXHz5s18n3H46NEj3Lx5E0ZGRmqbNiKXs7MzJBIJzpw5g9TU1DzLz58/j4SEBHE/qqo4x0vuOJh+/frlSZji4uIQGRkJoOhLkYVp0aIFAODw4cN5ll24cKHIsWGAZs/d3HPq0qVL+cZ6/fp1fPnllxgzZoxaPguGDh0KmUyGrKwszJw5U2GbqpwrqsrtHbKxscGoUaMgl8sxffp0cRxYTk4O+vfvj5YtWyI9PV1cz9DQEJ06dcJXX30FAHnmBPuUMGmiYuvbty9atmwJuVyOiRMnIiEhQVw2cOBAAMCkSZMUHpiZmZmJmTNn4s6dO3j9+nWB4xeK0qhRIzg7OyMqKgoLFiwQP1jkcjnmz5+f54s9d2xCVFQUHjx4IJYLgoAtW7Zg27ZtAKD22ZXd3NzQo0cPvHr1Cr169cozaDsnJwdbtmyBv78/gLcPK82NtVOnTrCyssLFixfx+++/K3zgnjp1Cn/++SekUqlKDw/Ojzres9zYjx49qlB+6dIlheduvTtoN/cD/d0JNvNjaGiIXr16QS6Xw8fHR+F4S0hIwIQJEyCXy/Htt9/CwMCgqOZ+EBsbG3h4eCA1NRW+vr4Kd+fFxMRg+vTpABTvSlRFcY6X3P8eP35c4Vh58uQJRo8eLY5tKs4x3rdvX+jq6mL16tUKE1HGx8cXOG7nfaV17urr6wNQPK5y38dnz55h2rRpCgnwy5cvMW3aNERHR6Nq1apquaSbe0egRCLBlStXsGPHjjzt+pBzRR28vb3x2Wef4f79+1i1ahWAt5dETU1N8fz5cyxevFghmU1MTMSpU6cAvH3vPlW8PEfFJpFI4Ofnh27duiE+Ph5TpkzBqlWrIJFIMGDAAFy9ehX79+9H165d4eDgAHNzc1y7dg3x8fGoWLEiFi9eXKzX9/Pzw4ABAxAYGIgTJ06gbt26uH37NqKjo9G4cWPxuV/A20c5tGvXDseOHUP37t3h6uoKfX193Lx5E0+ePEGdOnVw//59pS4vfKjcD8Bdu3ahf//+qFWrFmrXrg2JRIJr167h+fPnkEqlmDBhgsJdKoaGhvjtt98wbNgwLF26FHv27EHdunURFxeHK1euQCqVYtq0aWr7IFPHe+bt7Q0/Pz/89NNP2Lp1KypVqoRHjx7h1q1bMDc3R6VKlfD8+XM8f/5cHIhaq1YtAMDKlStx5coVfP311/n2KABvn0d38+ZNXLp0CV988YXYy3bx4kWkpaXBzc0NEydOVMv+eN/s2bPx8OFDHDt2DB4eHnBxccGbN29w8eJFZGZmomvXrmLiWRyqHi/9+vXDgQMHsGPHDly+fBmfffYZEhIScOXKFQiCAFtbW0RFRRXrGK9Tpw6mTp2K2bNnY8CAAWjatCmMjY1x/vx5WFpawsLCQiGZLUhpnLs1a9bEgwcPMG7cODRo0AC+vr6wsbHBnDlzEB0djZCQEJw5cwYODg6QSCQICwvD69ev4eTkhPHjx6u8j97n7Owszj6/aNEifPHFF6hQoYJK54o65CZy/fr1w+rVq9G5c2fUqVMHkydPRnh4ODZs2IB///0X9erVQ2ZmJi5fvozU1FR07txZ4Y7UTw17mkgtrKysxA/5EydOIDAwEMDbwcaLFy/G/Pnz4eDggNu3byM0NBSmpqbw9vbGnj178tz2/qFq1qyJ7du3o0+fPkhPT8fx48dhbGyMlStX5juYecmSJRg7diysra1x8eJFnD17Fubm5vDx8cGuXbsgk8kQHx+P//77r1hxva9cuXLw8/MTP6CysrIQGhqK06dPw9DQEN999x127dqFH374Ic+6Tk5O2L17N3r16oWMjAwcPXoUjx8/RufOnREcHKzWW4HV8Z4NGjQIv/76KxwcHHD37l0cP34cb968Qf/+/bFv3z5x+oR3n8HVp08fdO/eHcDbHrTC9r+BgQHWrVuHKVOmoFatWjh//jwuXbqEzz77DLNnz0ZgYKDae5lyVaxYEVu3bsWYMWNQsWJFMVZHR0csWbIEv/76a6ED8JWl6vHSuHFjbN68Ga1atUJycjKOHTuG6OhofPHFFwgODsaECRMAFP/5Z15eXli3bh1cXV1x48YNXLp0CW3atMFff/0FQ0NDpbZRGufu1KlT4erqihcvXuDs2bNiL1XFihWxbds2jBs3DlZWVrh06RIiIiJga2uLqVOnYv369Uq3Q1m+vr6oUKECEhMTsXDhQgCqnSvq4uLigp49eyIrKwvTpk2DXC5HjRo1EBwcjO7du0Mul+PEiRNi8j1nzhz8+uuvao+jLJEI6h68QURERPQRYk8TERERkRKYNBEREREpgUkTERERkRKYNBEREREpgUkTERERkRKYNBEREREpgZNbqpGLiwsyMzMLfZApERERaZfnz59DT09PYYb7/DBpUqOMjIw8z1AiItJ62TnIfvIc5apVQo78NQRBDolEB1I9U01HRlQqsrOzlXrOIJMmNcp9Avr7zxAiItJmmdfvI67TWFResQwvcQE5WWmQ6hqjqoP6Zpon0mYeHh5K1WPSREREIiZKRAXjQHAiIiIiJTBpIiIiIlICL88REZEoIy0OkMsBHR3oG1fWdDhEWoVJExERia5s6YrM1GfQM6mCZkMuaTocIq3Cy3NERERESmBPk4ZlZWVxbicq06RSKXR1dTUdBhFRiWPSpCHJycl48eIFMjIyNB0KUbHp6+vD0tISZmZmmg6FiKjEMGnSgOTkZDx+/BgmJiawtLSErq4uJBKJpsMi+mCCICArKwtJSUl4/PgxADBxIqKPFpMmDXjx4gVMTExgbW3NZInKPENDQ5iamiI2NhYvXrxg0kREHy0OBC9lWVlZyMjIQPny5Zkw0UdDIpGgfPnyyMjIQFZWlqbDISIqEUyaSlnuoG8OnKWPTe4xzRsbiOhjxaRJQ9jLRB8bHtNE9LFj0kRERESkBA4EJyIiUaMewRCEbEgk/Hogeh/PCiIiEhlZ2Km8rlwQoFPEZVpl6hBpKyZNVOqWL1+OFStWAACmTZuGAQMGFFi3Xbt2ePz4MZycnLBly5bSClHt7t27hyVLluDKlStIT09Ho0aNMHbsWDg7Oyu1/p07dxAQEICLFy8iNTUVlSpVgoeHB8aOHVvoLf5xcXH46quvULt27TK9/6hs0JFIEBzzGvEZ8nyXW+nrwNPGqJSjIlIfJk2kUQcPHiwwaYqIiBAnTCzLIiMj4eXlBX19ffTv3x/GxsYICgrCwIEDsW7dOri6uha6/oMHD+Dp6Yly5crBy8sLVatWRUREBIKCgnD+/Hls3boVxsbGedYTBAGTJ09GYmJiCbWMKK/4DDmepOefNBGVdUyaSGNq1qyJy5cvIy4uDpUrV86zfP/+/ahYsSJevnypgejUx8/PDxkZGdi1axdsbGwAAN26dUO3bt0wa9YshISEFLr+L7/8gqysLOzYsQN2dm8vnXh6eqJ+/fqYO3cuNm3ahB9++CHPeoGBgQgLC1N/g+ijFn97N3Ky0yEtZwCrut9oOhwircK750hjOnXqBEEQcPjw4TzL5HI5Dh48iI4dO2ogMvV58eIFTp8+DQ8PDzFhAgALCwv07NkT9+/fx9WrVwtcPyMjA5cuXYKLi4uYMOXq3r07AODixYt51rt9+zYWL16MH3/8US3toE/Hg9B5uPfvJDwInafpUIi0DpMm0pimTZvC0tISBw8ezLMsPDwccXFx6NKlS77rZmRkICAgAB07dkTDhg3h5uaGsWPH4u7du3nq3rhxAxMmTEDr1q3RsGFDODk5wdPTE/v371eo179/f3Ts2BF37tzBsGHD4OzsDEdHRwwaNChPYrNr1y7Y29tj8uTJhbYxd73GjRvnWdaoUSOFOvnR1dXF/v37MWvWrDzLXrx4AQCQSqUK5RkZGZg4cSKaNGkCb2/vQuMjIiLl8fKcFsqOfgp5cpqmw8iXjpkxytWsqp5t6eigQ4cO2LJlS55LdCEhIahWrRqcnJzyrJeZmYnBgwcjIiICX3/9NQYNGoS4uDgEBwejV69eWLdunbheREQE+vXrh2rVqqFfv36oUKECYmNjERwcjPHjx8PU1BStWrUSt52QkIB+/fqhdevW8PX1RWxsLAIDAzFo0CCcOHEC5cuXB/A24VuwYAFq1KhRaBufPXsGAKhaNe8+q1KlCgAgNja20H30bg/Vu9asWQMAcHNzUyhfsGABnj17htWrV0NHh7+LiIjUhUmTlslJSMLTVkMBuZYOpJTqoNqVIEgtyqtlc507d0ZQUBAOHz6M/v37A3j7GI7Dhw+je/fu+c4yvWHDBoSFhWHp0qXo1KmTWO7l5YVu3brhf//7nzhO6M8//4REIsFff/2lkJQ5OTlh2LBhOH78uELSlJSUhPHjx2P48OFimYGBAZYvX45Dhw6hV69eAAAbG5sCk5l3paamAgCMjPLeMWRgYAAAePPmTZHbed+uXbuwa9cuVK1aFb179xbLT548iU2bNmHBggWoVq3aB2+XiIgKxqRJy0gtyqPq6TVa3dOkroQJAJydnWFlZYWDBw+KSdP58+fx8uXLAi/NhYSEwMzMDG5ubkhISBDLpVIpWrdujb179yIyMhJ2dnZYtmwZXr16hYoVK4r1srOzIf//SWluUvOur776SuHvhg0bAgCeP3/+we0TBKHIOh/6+JEdO3bg559/hpGREZYtWwYTExMAb3vJpk6dik6dOuHrr7/+4FiJiKhwTJq0kLouf5UFEokEHTt2xKZNmxAfHw8rKyvs378ftWrVQoMGDfJdJyoqCunp6WjevHmB2338+DHs7Oygo6ODpKQkrFu3Dnfu3MHjx48RExOD7OxsABCTp3dZWloq/K2np1dg3aLkTgWQnp6eZ1luD1Nh8yy9b9myZQgICICJiQn++OMPcVwUAEydOhXZ2dkYN26cQjIJvO29S0hIgL6+fr7TExARUdGYNJHGderUCRs3bsThw4fRu3dv/Pvvv+jbt2+B9eVyOaytrTFnzpwC69StWxcAsGXLFsyaNQuWlpZwc3ODo6Mj7O3tUblyZfTs2TPfddU5Dsja2hrA/41teldh453el5WVhenTp2PPnj2wsrLCmjVrxDbmOn78OADke8fh1atX0bx5c3zzzTfw9/f/4HYQERGTJtICjo6OqFq1Kg4dOgRra2skJiYWeGkOeJuIxMXFoWnTptDV1VVYdvnyZbx58wYGBgbIyMjAggULYGNjg927d4uXsYC3d+eVBgcHB+jo6ODatWt5luWWOTo6FrqNnJwcTJgwAYcPH4ZMJsPq1avzTbTWr1+f7/re3t6QyWSYMmUKrKysVGgFEREBTJpIC+ReotuwYQOMjIxQt27dPHMSvatDhw74/fffsWbNGowcOVIsj4uLw4gRIyCRSHDixAmkp6fj9evXqFatmkLClJ2djXXr1gF4m5CUJEtLS7Ro0QKHDx/G2LFjxcHjCQkJ2LlzJ+rWrYv69esXuo2lS5fi8OHDaNSoEdauXVvg5bwWLVoUuA0TE5NClxMRUdGYNJFW6Ny5M9avX48TJ07Ax8en0LpDhw7F8ePH8dtvv+HWrVto1qwZkpOTERwcjOTkZCxatAgGBgYwMDBA06ZNcf78efz0009wcXFBYmIi/v77bzx48AA6OjpITk5WKd6YmBhcvnwZNWrUKLKn6KeffkLv3r3Rp08fDBo0CHp6eggKCkJycjJ+++03hbpnzpzBixcv4O7uDktLS8TExGDdunWQSCRo3769eAnuXRUrVkTLli1VagfR+/SMKin8l4j+D5Mm0gqNGjWCtbU1YmNj0blz50LrGhsbY/PmzVi9ejUOHjyI48ePw8zMDPXq1cP8+fPRrFkzse7SpUvx66+/IjQ0FPv370elSpXQsGFDLFiwADNnzsTly5eRlpb2wYOjL126hClTpuCbb74pMmmSyWTYvHkzFi9ejJUrV0JHRwcNGzbE/Pnz0aRJE4W6q1atwsWLF7Fx40ZYWlri9OnT4qD1X3/9Nd/tOzk5MWkitXHy2l90JaJPlERQ5p5oDXj27Bm6du2KgIAAhcn7zp07h4CAANy5cwd6enpwcnKCr6+vwiSDaWlpWLRoEQ4fPozXr1/DxcUFU6ZMQe3atRVeY8OGDdi0aRPi4uJgZ2eHH3/8EW3atFE5Zg8PDwDA0aNHC6yTnp6OqKgo2NraivP0EH0MeGyXXZnX7yOu01hUPrAMeg51irWtZfdTC3xgbzUDHYytY5LvMiJNUub7G9DSx6g8ffoUgwcPRkpKikJ5eHg4vv/+e1SoUAGLFi3C9OnT8fDhQ/Tp00fhFmsfHx8cPHgQPj4+mD9/PuLi4jBgwAAkJSWJddavX4/58+eje/fuWL58OWxsbDBixAg+4JSIiIjypVVJk1wux65du9C9e/d8n2y/Zs0a2NnZ4bfffkObNm3QqVMn/Pnnn0hISMDu3bsBAFeuXMHx48fh7++PHj164Msvv0RgYCDS0tKwefNmAG9/Ea9cuRLe3t4YNWoU2rRpg99++w0ODg4ICAgo1TYTERFR2aBVSdOdO3cwY8YMdO/eHQsWLMizvHHjxhg4cKDCPDqVK1eGqakpHj16BAAIDQ2FkZGRwhgPCwsLNG3aFCdPngTwds6a5ORktG/fXqyTO9D2woUL+U5ESET0Kbj772TcDBmOu/8W/jBqok+RVg0Er1q1Ko4cOYIqVargwoULeZaPGDEiT9nFixeRlJSEzz77DAAQGRkJa2vrPE9+r1GjBv7++2+xDgDUqlVLoU7NmjWRk5ODR48eQSaTqaNJRERlSsLDo8hMfQY9kyqaDoVI62hV0mRubv5B9RMSEvC///0PVlZW6N69OwAgJSVFYU6eXMbGxkhLe/s8t9znjb1fL/cOqvyeR0ZERESfNq1Kmj5EfHw8vv/+e8THxyMwMFBMgAq7GTD3wahFPUNMnY/RICIioo9DmcwO7ty5g969eyMuLg5//vknGjduLC4zMTERe5TelZaWBlNTUwAQ//t+vdweptzlRERERLnKXNJ0/vx5eHl5QRAEBAUFwdnZWWG5ra0tYmNj8/QmRUdHi4/msLW1Fcver6Orqys+6oKIiIgoV5lKmm7evInhw4ejatWq2Lp1qzj4+10tW7ZEWloaTp8+LZYlJCQgLCwM7u7uAN4+INXIyAiHDh0S6wiCgCNHjsDV1RV6enol3xgiIiIqU8rUmKZp06YhOzsbY8aMwdOnT/H06VNxmYWFBWrUqIGmTZvC1dUVvr6+8PX1hbm5OZYvXw5TU1P06dMHAGBoaIjBgwcjICAAurq6cHR0xM6dO3Hjxg1s3LhRU80jIiIiLVZmkqaYmBjcvHkTADB27Ng8y7/55hv4+/sDAFasWAF/f38sWLAAcrkcTk5OWLp0KcqXLy/WHzVqFKRSKbZt24Z169ahTp06WLlyZZ7LfURERESAFidNbm5uuHPnjvi3jY2Nwt+FKV++PPz8/ODn51dgHR0dHYwcORIjR44sdqxERET08dPapImIiEqflf3XyE5PQjmD8kVXJvrElKmB4PRxWL58Oezt7WFvb1/kGLJ27drB3t5eHI+mLmfPnoW9vT2WL1+u8FqtW7dW6+uow5MnTzBp0iS0bNkSjRs3Rq9evYp8Eve7Hj9+jMmTJ6Nly5Zo0KABWrZsiSlTpuDZs2d56mZkZCAgIAAdOnSAg4MDPDw8MG/ePCQnJ6uzSaTFareaDln7hajdarqmQyHSOuxpIo06ePAgBgwYkO+yiIgIPH78uNRimTp1aqGTo2rC8+fP0a9fPyQmJqJ///6oXLkyduzYgZEjR2LRokXo1q1boesnJCSgd+/eSE5OhqenJ2rXro179+5h69atOH36NHbu3InKlSsDALKzszF06FBcuHABPXr0wODBg3Ht2jVs3LgR165dw19//QVdXd3SaDYRkVZi0kQaU7NmTVy+fBlxcXHiF/e79u/fj4oVK+Lly5elEs8XX3xRKq/zIVasWIHHjx9j8+bN4k0KPXr0wHfffYe5c+fCw8MDRkZGBa6/ZMkSPH/+HIGBgWjevLlY3qJFC4wcORIBAQGYPXs2AGDTpk24cOECfH19MWTIEABA7969UbVqVSxfvhxHjhxB586dS7C1RETajZfnSGM6deoEQRBw+PDhPMvkcjkOHjyIjh07aiAy7ZCTk4N9+/ahcePGCnd1GhgYoH///nj16hVOnDhR6DbOnDmDGjVqKCRMAODh4QFTU1NcvHhRLNuyZQtsbGzg7e2tULd3794YPnw4KlSoUPxGERGVYUyaSGOaNm0KS0tLHDx4MM+y8PBwxMXFoUuXLvmumzv2pmPHjmjYsCHc3NwwduxY3L17N0/dW7duYfjw4WjatClcXFwwadIkJCQk5KmX35imhw8fYtq0aWjXrh0aNmyIJk2aoHv37ggKClKoN3nyZDg4OODx48cYP3483Nzc0KhRI/Tu3RsnT55UqHvhwgXY29ujf//+he6fe/fu4fXr1wqPCcrVqFEjAMDVq1cL3camTZuwatWqPOWvX7/G69evIZVKAQBxcXF4+PAhWrZsKZa9fv0a2dnZqFSpEsaPH58n8aKP06UNn+PMynq4tOFzDUdCpH14eU4LxV5ejdjLa4qsZ2LVEA2/Wq9Q9t8+b6TG/1fkutZOQ2HtNEz8OzszFWEb237wesWho6ODDh06YMuWLXku0YWEhKBatWpwcnLKs15mZiYGDx6MiIgIfP311xg0aBDi4uIQHByMXr16Yd26deJ6169fR//+/aGvr48BAwbA1NQU+/btw7///ltkfDExMejZsycMDAzg6emJypUrIz4+Hjt27MDs2bMhlUrh6ekp1pfL5fDy8oK9vT3Gjh2LxMRErF+/HiNGjMA///yD2rVrAwDs7OywYMECWFpaFvr6cXFxAICqVavmWValShUAQGxsbKHbqFatWr7l69atQ05ODtzc3AAAkZGRAABra2sEBwdj7dq1ePToEXR1deHh4YFp06bBysqq0Neij0NOVhpyMlORo2ei6VCItA6TJi2UnZGKzNS8dza9L8sk7xdi1usEpdbNzkhVLBAE1dYrps6dOyMoKAiHDx8We15ycnJw+PBhdO/eHRKJJM86GzZsQFhYGJYuXYpOnTqJ5V5eXujWrRv+97//ISQkBAAwf/58yOVybNmyRUxavLy8MHDgQFy+fLnQ2DZt2oSUlBQEBgaiYcOGYnmHDh3QpUsXHD9+XCFpys7ORuvWrTFnzhyxrFq1apg8eTL27t2L8ePHAwAsLS3x9ddfF7lvUlJSACDfMUuGhoYAgDdv3hS5nfedOXMGq1atgomJiTh2KSkpCQCwc+dOvHjxAkOHDoWtrS0uX76MjRs34saNG9i5c6fCBLFERJ8aJk1aqJy+CfRMqhRZT9fIIt8yZdYtp//er0iJRLX1isnZ2RlWVlY4ePCgmDSdP38eL1++LPDSXEhICMzMzODm5qZwmU0qlaJ169bYu3cvIiMjYWFhgbCwMLRr105MmABAT09PqaRp8uTJGDp0qEKPkFwuR3Z2NgAgNTVvAvnVV18p/J2bbD1//rzQ18pPYXfy5S7LL6kszMmTJzF27FjI5XIsWLBA7InKzMwE8Pah1du2bRPjbt++PapXr445c+Zg3bp1YuJHRPQpYtKkhaydhql8Cez9y3XKKqdngmZDLqm0bnFIJBJ07NgRmzZtQnx8PKysrLB//37UqlULDRo0yHedqKgopKenFzrG5vHjx3j9+jUEQUDNmjXzLK9Tp45SsWVnZ2PFihX477//8PjxYzx69AgZGRkA3iZQ73v/klvuw5/zq1sUY2NjAEB6enqeZbk9TGZmZkpvb9u2bZg1axYkEgkWL14MDw8PcVlub1bjxo0VetUAiHfqnT17lkkTEX3SmDSRxnXq1AkbN27E4cOH0bt3b/z777/o27dvgfXlcjmsra0VLoO9r27duuIcT7m9KO9voyhHjx7Fjz/+CAMDAzRv3hxffPEFPvvsMzg7Oxc4CaaOjvrurbC2tgaAfCehzB3vlDu2qSiLFy/GH3/8ARMTEyxfvhwtWrRQWJ47bqpSpUp51tXX14epqal4uZCI6FPFpIk0ztHREVWrVsWhQ4dgbW2NxMTEAi/NAW+Tibi4ODRt2jTPZIuXL1/GmzdvYGBgABsbG+jo6ODBgwd5thEdHV1kXP7+/tDT00NISIjCIOjchKWk1a5dG6amprh27VqeZbl3zeU3UP59c+fOxcaNG1GlShWsXr0a9vb2eerIZDIYGRnl+3zHxMREJCUliXfsERF9qjjlAGlc7iW6sLAwbNmyBXXr1oWdnV2B9Tt06IC0tDSsWaN4h2FcXBxGjBgBHx8f6OjowNzcHC1atMC5c+cQEREh1svJyUFgYGCRcb169QoWFhZ5el9yXzcnJ0f5RqqgXLly6Ny5My5fvqww/io9PR2bNm2CpaVlkY99CQ4OxsaNG1GjRg0EBwfnmzABby8jdu3aFQ8fPsSePXsUlv3xxx8AgK5duxavQaQRciVmuVemDhGxp4m0ROfOnbF+/XqcOHECPj4+hdYdOnQojh8/jt9++w23bt1Cs2bNkJycjODgYCQnJ2PRokUwMDAAAEyfPh2enp7w9vZGv379YGVlhZCQEDx69KjImDw8PLBnzx6MGDECbdu2xZs3b3D48GFcvnwZenp6Kj+P7cWLFzhz5gwsLS3h7u5eaN0xY8bg2LFjGDp0KLy9vWFhYYEdO3bg3r17WLx4MfT19cW6V65cwaNHj+Dk5AQbGxukpqZi8eLFAN7Odv7uRJa5jIyM0L59ewDAhAkTcPHiRUydOhVXrlxBvXr1cPHiRYSEhKBly5ZK3fFH2kdHIkFwzGvEZ+R/SdpKXwc9PvCGAqJPFZMm0gqNGjWCtbU1YmNji3xUh7GxMTZv3ozVq1fj4MGDOH78OMzMzFCvXj3Mnz8fzZo1E+va2tpi27ZtWLJkCbZt24bMzEy0aNEC48ePL/CZd7l+/vlnmJub4/Dhwzhz5gwsLCwgk8mwceNGbN26FSEhIYiJiYGNjc0HtTUyMhKTJk2Cq6trkUlTpUqVsGXLFvz666/YuHEjsrKyYG9vjz/++ANt2rRRqLt161bs3r0bfn5+sLGxQXh4uDiVwLp16/LdfuXKlcWkqUKFCti6dSsCAgJw5MgR7Ny5E1WrVsWYMWPwww8/fPCdeqQ94jPkeJL+4TcjEJEiiaBtTygtw3LvRirsCfTp6emIioqCra2t2BtC9DHgsa29lt1PLTBpqmagg+FvniGu01hUPrAMKcYPIc9Oh045A1Ss/eHPYyzqtcbW4aSZpH2U+f4G2NNERETvUCVRIvpUcCA4ERERkRKYNBEREREpgZfniIhIlBJ3DUJOFiRSXZhW/r+5ueSCAB3eDECfOCZNREQkuvH398hMfQY9kyoKj1YqauoCexMpOlQxLK0wiTSCSRMRESmlsKkLKulztAd9/HiUawhneqCPDY9pIvrYMWkqZVKpFACQlZWl4UiI1Cv3mM49xomIPjZMmkqZrq4u9PX1kZSUxF/m9NEQBAFJSUnQ19fP8xBlolwm5SR8Fh6VaRzTpAGWlpZ4/PgxYmNjUb58eejq6vIRFVQmCYKArKwsJCUlITU1FdWrV9d0SKTFDKUSpZ6F52ljVMqRESmHSZMGmJmZAXj74NbHjx9rOBqi4tPX10f16tXFY5uoMHwWHpVVTJo0xMzMDGZmZsjKykJOTo6mwyFSmVQq5SU5IvokMGnSMF1dXX7hEBERlQEcCE5E9AlTdnA2EbGniYjok5Y7OBsAtsS8RkrLfwBBACQSXLyfCoCzfRPlYtJEREQAgOcZAl5kv5McZb8drM3Zvone4plAREREpAQmTURERERK4OU5IiIS2UYHolx2GrLLGSOq5iBNh0OkVZg0ERGRqNajjTDMiMMb/cpMmojew8tzREREREpg0kRERESkBCZNREREREpg0kRERESkBCZNREREREpg0kRERESkBK1Nmp49ewYXFxdcuHBBoTw6OhrDhw+Hi4sL3NzcMGPGDKSmpirUSUtLw6xZs+Du7g5HR0cMHToUDx48yPMaGzZsQPv27dGoUSN88803OHnyZIm2iYiIiMourUyanj59isGDByMlJUWhPDk5GQMHDsSLFy/g7+8PHx8f7N+/H+PGjVOo5+Pjg4MHD8LHxwfz589HXFwcBgwYgKSkJLHO+vXrMX/+fHTv3h3Lly+HjY0NRowYgbCwsFJpIxEREZUtWjW5pVwux549ezB//vx8l2/ZsgWJiYnYtWsXLCwsAACVK1fGsGHDEB4eDmdnZ1y5cgXHjx/H6tWr0aZNGwCAi4sLPDw8sHnzZowYMQLp6elYuXIlvL29MWrUKABA69at4enpiYCAAKxfv750GkxEpGWSTesh3aAKMnUraDoUIq2jVT1Nd+7cwYwZM9C9e3csWLAgz/LQ0FA4OzuLCRMAtGzZEsbGxjh16pRYx8jICC1bthTrWFhYoGnTpuLlt6tXryI5ORnt27cX60gkErRv3x4XLlxAenp6STWRiEirhTcJwLmmmxHeJEDToRBpHa1KmqpWrYojR45gypQpMDAwyLM8MjIStra2CmVSqRTW1taIiooS61hbW0MqlSrUq1GjhkIdAKhVq5ZCnZo1ayInJwePHj1SV5OIiIjoI6FVl+fMzc0LXZ6SkgJjY+M85cbGxuJg8JSUFJiYmORbJy0tDQDEuu/Xy932+wPLiYiIiLSqp6kogiAUuEwikShdRy6XF/o6OjplarcQERFRKdCqnqaimJiYiL1F70pNTUXlypXFOi9evMhTJy0tDaampgAg/jctLQ3ly5dX2M67y4mIPjXOEaOgl/UKmboVOK6J6D1lqkvF1tY2z3ijnJwcxMbGws7OTqwTGxubpzcpOjpaoU5u2ft1dHV1YWNjU1JNICJSG3khPeuqMku5hQpJV2GWckvt2yYq68pU0uTu7o5Lly4hISFBLAsNDcXr16/h7u4O4O3ddGlpaTh9+rRYJyEhAWFhYWIdR0dHGBkZ4dChQ2IdQRBw5MgRuLq6Qk9Pr5RaRESkOh2JBMExr7Hsfmq+/w49e6PpEIk+KmXq8pyXlxc2bdoEb29vjB49GomJiVi4cCFat24NJycnAEDTpk3h6uoKX19f+Pr6wtzcHMuXL4epqSn69OkDADA0NMTgwYMREBAAXV1dODo6YufOnbhx4wY2btyoySYSEX2Q+Aw5nqTnP06zkn6Z+l1MpPXKVNJkYWGBjRs3Yt68eZg4cSKMjY3RsWNHTJo0SaHeihUr4O/vjwULFkAul8PJyQlLly5VGL80atQoSKVSbNu2DevWrUOdOnWwcuVKODs7l3aziIiIqAzQ2qTJzc0Nd+7cyVMuk8kQGBhY6Lrly5eHn58f/Pz8Cqyjo6ODkSNHYuTIkcUNlYiIiD4B7LslIiIiUgKTJiIiIiIlMGkiIiIiUgKTJiIiIiIlaO1AcCIiKn0PawxAuew0ZJfL+5xPok8dkyYiIhJF1Ryk6RCItFaxkqbExESkpqYqPCQ3OzsbKSkpOHXqFEaPHl3sAImIiIi0gUpJU0JCAkaOHImrV68WWo9JExEREX0sVBoIvmTJEkRERMDBwQEtWrQAAHTr1g3NmzeHVCqFgYEBVq9erdZAiYio5Emz01AuOxXS7DRNh0KkdVTqaQoNDUXr1q2xevVqvHz5Eu7u7hg0aBDq16+PK1euYODAgYiMjESrVq3UHS8REZWg1ue6wTAjDm/0K+N4q2OaDodIq6jU0/T8+XO0bt0aAFCxYkVUrFgR169fBwA4Ojqie/fu2Ldvn/qiJCL6xMjfGStKRNpBpZ4mPT096Ovri39bW1vj/v374t8ODg44fPhw8aMjIvpE6UgkCI55jfgMeb7L7U2k6FDFsJSjIvq0qdTTVLt2bYVB4DVr1sTt27fFv5OTk5GZmVn86IiIPmHxGXI8Sc//X0IWe6KISptKSVPHjh2xa9cuzJ07F+np6WjRogXCw8MRHByM8PBwBAUFoVatWmoOlYiIiEhzVEqaBg4ciDZt2mDTpk2Qy+Xo0qULbG1tMWvWLPTr1w9Pnz7FsGHD1B0rERERkcaoNKZJV1cXv//+O27fvg0jIyMAwJYtW7Bp0yYkJiaiXbt2aNasmVoDJSKij59JOQnkggAdiaTQesrUIVI3lZImHx8fdOzYEe3btxfLzMzMMHLkSLUFRkREnx5DqaTIQfBW+jrwtDEq5ciIVEyajhw5giZNmqg5FCIiordyB8ETaROVxjRZWloiMTFRzaEQERERaS+VeppmzpwJX19fSCQSNGvWDJaWlpBKpXnq2djYFDtAIiIqPeGNl0NHngW5jq6mQyHSOiolTaNHj0Z2djYCAgIQEBCQbx2JRIKbN28WKzgiIipdyWYNNB0CkdZSKWnq3LkzJLxrgYiIiD4hKiVN/v7+6o6DiIiISKupNBB8wIABOHfuXIHL//33X3Ts2FHloIiISDOsnp9AlbhDsHp+QtOhEGkdpXqa3rx5g1evXol/X7x4Ee3bt0fNmjXz1JXL5QgNDcWTJ0/UFyUREZWKBrdnwzAjDm/0KyO+0ueaDodIqyiVNKWkpKBLly5IT08Xy+bNm4d58+YVuA7ncSIiIqKPiVJJk5WVFaZNm4YLFy4AAP7++280adIE1tbWeepKpVJUrFgR/fr1U2+kRERERBqk9EDwnj17omfPngCA8PBwDBkyBB4eHiUWGBEREZE2UenuuWPHjgEA7t69C1tbW+jqvp0E7dy5czAxMYGDg4P6IiQiIiLSAirdPZeVlYXx48fj66+/xsOHD8Xy7du3o1evXvj5558hl/OZQURERPTxUKmnad26dThw4AB69OiBihUriuUjR46Eqakptm3bhnr16qFPnz5qC5SIiIhIk1Tqadq7dy+6deuGefPmwcLCQiyvU6cOZs2ahU6dOiE4OFhtQRIRERFpmkpJ05MnT9C0adMCl7u5ueHRo0cqB0VERESkbVRKmszMzBAdHV3g8idPnsDQ0FDloIiIPmZyQdB0CAXKkRohS2qMHKmRpkMpkEk5iVL7UJv3M5VNKo1patGiBbZs2YLu3bvjs88+U1gWGRmJoKAgtGnTRi0BEhF9bHQkEgTHvEZ8Rv43zNibSNGhimZ+eJ5q8Y9GXvdDGEolRe5DK30deNpob+JHZZNKSdOoUaNw5MgRfPvtt2jZsiVsbW0hkUgQFRWF0NBQ6OrqYvTo0eqOlYjooxGfIceT9Py/8Cvpq3QR4JNT2D4kKgkqJU02NjbYsmUL5s6dixMnTojzNgFvH58yY8YM2Nraqi1IIiIiIk1TKWkCAJlMhg0bNiAxMRGPHz9GdnY2rK2tFaYgICIiIvpYqJw05dLX14eRkRGqVKkCfX19dcREREQaUvfeIuhmJSNL1wy3P5uo6XCItIrKF85jYmLwww8/oGnTpujcuTMiIiJw8eJFdOvWDeHh4eqMkYiISknVZ/th82Qnqj7br+lQiLSOSknT06dP0atXL5w7dw5OTk5iuVwuR1RUFIYMGYLbt2+rLUgiIiIiTVMpaVq2bBkyMjKwe/duLF26FML/nwujRYsW2LFjB/T09PD777+rNVAiIiIiTVIpaTp9+jT69OkDOzs7SCQShWV169aFp6cnIiIi1BEfERERkVZQKWlKTExEzZo1C1xerVo1vHr1SuWgirJt2zZ06dIFTZo0QadOnRAUFCT2dgFAdHQ0hg8fDhcXF7i5uWHGjBlITU1V2EZaWhpmzZoFd3d3ODo6YujQoXjw4EGJxUxERERlm0p3z1WpUgX3798vcHlERASsrKxUDqow27dvx//+9z/0798fHh4eCAsLw5w5c5CRkYHBgwcjOTkZAwcOhKWlJfz9/ZGQkICFCxciNjYWa9euFbfj4+ODq1evwtfXFyYmJlixYgUGDBiAkJAQlC9fvkRiJyIiorJLpaSpffv2CA4ORteuXWFjYwMA4mW6ffv2Yd++ffDy8lJflO/YuXMnnJ2dMX36dABA8+bNERUVhU2bNmHw4MHYsmULEhMTsWvXLlhYWAAAKleujGHDhiE8PBzOzs64cuUKjh8/jtWrV4uPe3FxcYGHhwc2b96MESNGlEjsRPTxkwsCdN4btkBEHweVkqaRI0fixIkT8PLyEsc1/fbbb5g9ezaioqJQpUqVEks8MjIyUKlSJYUyc3NzJCYmAgBCQ0Ph7OwsJkwA0LJlSxgbG+PUqVNwdnZGaGgojIyM0LJlS7GOhYUFmjZtipMnTzJpIiKVafNz5YioeFQa02RqaoqtW7eiZ8+eePbsGQRBwJUrV/Ds2TN069YNW7duVUha1GnAgAEIDQ3F3r17kZKSgtOnT2P37t34+uuvAbx9YPD7j3CRSqWwtrZGVFSUWMfa2hpSqVShXo0aNcQ6RESqyn0mWn7/ErKEojdARFpJ5RnBzczMMHPmTMycORMJCQmQy+WwsLCAjk7JPmiyS5cuuHjxIiZNmiSWtWzZElOnTgUApKSkwNjYOM96xsbG4mDwlJQUmJiY5FsnLS2thCInItJ+zy1bQzcrCVm6ZXtsp0k5iVKXSnk5lT5EsR+jcv36dcTExKBcuXKoXbs26tSpo464CjRy5EiEh4fD19cXjRo1wt27d7F8+XKMGzcOAQEBCnfRvS933JUydYiIPkX/1Zup6RDUwlAqKfJSqZW+DjxtjEo5MirLVE6aTpw4gdmzZ+Pp06cK5TKZDHPmzEGjRo2KHdz7Ll++jNOnT+OXX37Bd999BwBwdXWFjY0Nhg0bhhMnTsDExCTf3qLU1FRUrlwZAGBiYoIXL17kqZOWlgZTU1O1x01ERJqRe6mUSB1USpouXLiAUaNGQV9fH56enqhduzZycnIQGRmJv//+GwMHDsS2bdvw2WefqTXYJ0+eAIDCo1uAt3e+AcC9e/dga2uLR48eKSzPyclBbGwsvvzySwCAra0tQkNDIZfLFS4nRkdHw87OTq0xExER0cdBpQFIK1asQMWKFXHgwAHMmDED/fv3x6BBgzBnzhz8888/MDQ0xPLly9UdK2rXrg0ACAsLUyi/fPkyAMDGxgbu7u64dOkSEhISxOWhoaF4/fo13N3dAbwdA5WWlobTp0+LdRISEhAWFibWISIiInqXSj1NN2/exA8//CBe7nqXtbU1vLy88NdffxU7uPfVr18fHTp0gL+/P5KSktC4cWPcv38fy5cvR4MGDdC+fXu4ublh06ZN8Pb2xujRo5GYmIiFCxeidevWYg9V06ZN4erqCl9fX/j6+sLc3BzLly+Hqakp+vTpo/a4iYjKCvcLvaCX+QKZepY447ZN0+EQaRWVkiZdXd1C75IzMTEpdLB1cSxatAi///47goODsWzZMlSrVg09evTAqFGjUK5cOVhYWGDjxo2YN28eJk6cCGNjY3Ts2FHhbjvgbW+Zv78/FixYALlcDicnJyxdupSzgRPRJ00v8wUMM+I0HQaRVlIpaerUqRO2bNmCXr16wczMTGFZRkYGdu3ahY4dO6olwPfp6elh3LhxGDduXIF1ZDIZAgMDC91O+fLl4efnBz8/PzVHSERERB8jlZImDw8PnDp1Cl26dMHAgQPx2WefQU9PDw8fPsRff/2FJ0+eoFevXtixY4fCej179lRL0ERERESlTaWkaciQIeL/L1q0KN/5j+bOnQtBECCRSMT/MmkiIiKiskqlpImXtIiIiOhTo1LS9M0336g7DiIiIiKtVqzHqMTHx8PKygoAEBMTgy1btkBXVxc9e/aEjY2NWgIkIiIi0gYqJU1JSUn44YcfkJWVhZ07dyI5ORmenp54+fIlACA4OBhbt25FrVq11BkrERERkcaoPCP41atX4erqCgDYs2cPXr58iR9//BFr165FuXLlsHLlSrUGSkSkafISmn+OiMoGlXqajh8/ju+++w4//fQTAODkyZMwMzPDsGHDoKOjgz59+mDr1q1qDZSISNN0JBIEx7xGfEb+D4C1N5GiQxXDUo5Kve58NgE6OemQSw00HQqR1lEpaYqLi0OjRo0AAJmZmQgPD4e7u7s4S3iVKlWQlJSkviiJiLREfIYcT9LzT5oq6avUea9VnlTpqukQiLSWSmd4hQoVkJqaCgAIDw9Heno6WrRoIS6PiYlBxYoV1RMhERERkRZQKWmqX78+duzYgevXr2PNmjXQ0dFB27ZtAQDXrl3D1q1b0bhxY7UGSkRERKRJKiVN48aNQ3x8PHr16oWzZ8+iR48eqFatGs6dO4devXohOzsbw4cPV3esRERUwozTomCSeh/GaVGaDoVI66g0pqlevXrYuXMnjhw5gipVqogP561Zsya+++47DBo0CHZ2dmoNlIiISp7r5e9hmBGHN/qVcbzVMU2HQ6RVVJ7c0sbGBoMHD1Yoq1atGubMmVPsoIiIiIi0Tdm/1YOIiIioFDBpIiIiIlICkyYiIiIiJTBpIiIiIlKCUknTmDFjcO7cOfHvJ0+eID09vcSCIiIiItI2SiVNJ0+exJMnT8S/PTw8cOTIkRILioiIiEjbKDXlgLGxMf755x84ODjA2NgYgiAgMTFRIZHKT7Vq1dQSJBEREZGmKZU0de7cGUFBQfj6668BABKJBPPmzcO8efMKXEcikeDmzZvqiZKIiIhIw5RKmqZMmYJatWrh9u3byMjIQEhICJo0aQJra+uSjo+IiErRWdetkAg5ECRSTYdCpHWUSprKlSuH/v37i3//888/8PLyQrdu3UosMCIiKn0Z+pU0HQKR1lLpMSpHjx6FhYWFumMhIiIi0loqJU3Vq1dHZmYmAgICcODAAcTGxkJPTw9Vq1ZFx44d8f3330NPT0/dsRIRERFpjEpJU2ZmJgYMGICIiAgYGBjAxsYGOTk5ePjwIZYtW4Zjx44hKCiIiRMRURljE7sN5XJeI1tqhBjrXpoOh0irqJQ0rV69GhERERg6dChGjRoFAwMDAEB6ejpWrlyJ1atXIzAwEMOGDVNrsEREVLLqRK2CYUYc3uhXZtJE9B6VHqMSEhICDw8P+Pj4iAkTABgYGGDChAlo164d/v77b7UFSURERKRpKiVNsbGxcHd3L3C5u7s7YmJiVA6KiIiISNuolDQZGRkhISGhwOUJCQkcz0REREQfFZWSJkdHRwQHB+PVq1d5liUkJGDr1q1wdHQsdnBERERE2kKlgeDDhw+Hl5cXunbtir59+6JOnToAgHv37iEoKAhJSUkYOnSoWgMlIiIi0iSVkqYmTZpg0aJFmDFjBpYtWwaJRAIAEAQBJiYm8Pf3h4uLi1oDJSIiItIklZIm4O1DfFu3bo2zZ8/i0aNHEAQBNWrUgLu7O0xMTNQZIxEREZHGqZw0AYCJiQm+/PJLdcVCREREpLWKlTQREdHHJc2oJrLLmSBDr6KmQyHSOkyaiIhIdNF5vaZDINJaKk05QERERPSpYdJEREREpASVkqZFixYhLCxM3bEQERERaS2VxjRt2rQJ5ubmnIuJiOgj0/i/SdDLfIVMvQq42nCBpsMh0ioq9TQZGxurO44PEhERgf79+6NJkyZo0aIFfvrpJ7x8+VJcHh0djeHDh8PFxQVubm6YMWMGUlNTFbaRlpaGWbNmwd3dHY6Ojhg6dCgePHhQ2k0hItIqFq/CUCnhLCxe8WoC0ftUSpp8fHzw559/Yvfu3Xj27BmysrIgl8vz/CsJ//33HwYMGABjY2OsWLECEydOxJkzZzBq1CgAQHJyMgYOHIgXL17A398fPj4+2L9/P8aNG5enDQcPHoSPjw/mz5+PuLg4DBgwAElJSSUSNxEREZVtKl2eW7NmDdLT0zF16tQC60gkEty8eVPlwAqycOFC1K9fHytXroSOztucz8TEBHPnzkVMTAz279+PxMRE7Nq1CxYWFgCAypUrY9iwYQgPD4ezszOuXLmC48ePY/Xq1WjTpg0AwMXFBR4eHti8eTNGjBih9riJiIiobFMpabK0tISlpaW6YynSq1evcPHiRfj7+4sJEwB8+eWX4szkoaGhcHZ2FhMmAGjZsiWMjY1x6tQpODs7IzQ0FEZGRmjZsqVYx8LCAk2bNsXJkyeZNBEREVEeKiVNf/31l7rjUMqdO3cgl8thYWEBHx8fHDt2DADQvn17TJ8+HWZmZoiMjETnzp0V1pNKpbC2tkZUVBQAIDIyEtbW1pBKpQr1atSogb///rt0GkNERERlSrHnaXrz5g2ioqLw5s2bEhvHlCshIQEAMHXqVBgYGGDlypWYNGkSjh8/jh9++AGCICAlJSXfgerGxsbiYPCUlJR8HypsbGyMtLS0Em0DERERlU0qP0YlJiYGv/zyC86cOYOcnBysW7cOEokEc+fOxcyZM+Hs7KzOOAEAWVlZAIAGDRpg7ty5AIDmzZvDzMwMEyZMwJkzZyAIQoHrSyQSAFCqDhEREdG7VOppevr0KXr16oVz587ByclJLJfL5YiKisKQIUNw+/ZttQWZK7cHqW3btgrlrVq1AgDcvHkTJiYm+fYWpaamwtTUFAAKrJOWlibWISIiInqXSknTsmXLkJGRgd27d2Pp0qViz02LFi2wY8cO6Onp4ffff1droABQq1YtAEBmZqZCeXZ2NgDAwMAAtra2ePTokcLynJwcxMbGws7ODgBga2uL2NjYPJcTo6OjxTpERERE71IpaTp9+jT69OkDOzu7PJez6tatC09PT0RERKgjPgV2dnaoXr06QkJCFC6xHT16FMDbaQPc3d1x6dIlcfwT8PaOutevX8Pd3R3A27vp0tLScPr0abFOQkICwsLCxDpE9GmRF3LZ/lMSU70nomoMQEz1npoOpcSZlJMo9b7z2KBcKo1pSkxMRM2aNQtcXq1aNbx69UrloAoikUgwadIk/Pjjjxg/fjx69eqF+/fvY8mSJejQoQPq16+PKlWqYNOmTfD29sbo0aORmJiIhQsXonXr1uKlxKZNm8LV1RW+vr7w9fWFubk5li9fDlNTU/Tp00ftcROR9tORSBAc8xrxGfnf0GJvIkWHKoalHFXpu197pKZDKDWGUkmR77uVvg48bYxKOTLSViolTVWqVMH9+/cLXB4REQErKyuVgypMx44d8fvvvyMgIAA//PADypcvD09PT4wfPx7A2/mWNm7ciHnz5mHixIkwNjZGx44dMWnSJIXtrFixAv7+/liwYAHkcjmcnJywdOlSlC9fvkTiJiLtF58hx5P0/L88K+kX+2Zj0lKFve9E71IpaWrfvj2Cg4PRtWtX2NjYAPi/u8727duHffv2wcvLS31Rvqdt27Z5BoO/SyaTITAwsNBtlC9fHn5+fvDz81NzdERERPQxUilpGjlyJE6cOAEvLy9xXNNvv/2G2bNnIyoqClWqVOGs2kRERPRRUam/2dTUFFu3bkXPnj3x7NkzCIKAK1eu4NmzZ+jWrRu2bt2q8BgTIiIqG9qebofO/zZA29PtNB0KkdZReXJLMzMzzJw5EzNnzkRCQoL4eJN3nwlHRERE9LFQOWnK9fLlS0RHR6NcuXLQ1dXlQGoiIiL6KKmcNF29ehX+/v4K8zFJJBI0b94c06dPh62trTriIyIiItIKKiVN169fR//+/ZGdnY3WrVujVq1aEAQBkZGROHv2LPr06YNt27ahRo0a6o6XiIiISCNUSpqWLVsGAwMDbNy4EXXr1lVYFhERAW9vbyxevBhLly5VR4xEREREGqfSqO3w8HAMGDAgT8IEAE2aNEG/fv1w5syZYgdHREREpC1USpqkUilMTU0LXG5tbY2cnByVgyIiIiLSNiolTZ9//jn27t2LzMzMfJcfOHAALVu2LFZgRERERNpEqTFN586dU/j7888/x9GjR+Hl5YUhQ4bAzs4OOjo6ePToETZv3ox79+7ht99+K5GAiYiIiDRBqaTJ29tbfLZcLkEQ8N9//4kPyn23HAD69++PW7duqSlMIiIqDVcb+ENHyIRcoqfpUIi0jlJJ06hRo/IkTURE9PFJsHDVdAhEWkuppGnMmDElHQcRERGRVuOD4oiIiIiUoNLklqmpqfj1119x4sQJxMXFieOY3iWRSHDz5s1iB0hERKXHIuGiOKaJl+qIFKmUNC1YsADbtm2DpaUlGjVqBB0ddlgREX0MGt+YDMOMOLzRr4zjrY5pOhwiraJS0nT8+HG0a9cOK1asYMJERFpPLgjQ4c0sRFRMKl+ea9u2LRMmIioTdCQSBMe8RnyGPN/l9iZSdKhiWMpREVFZo1LS5OTkxDmYiKhMic+Q40l6/klTJX3+ACSioqn0SeHr64uQkBBs2rQJL168UHdMRERERFpHpZ6m6tWrw97eHnPnzsXcuXPzrcO754iIiOhjolLSNHfuXFy8eBHm5uaoWbMmpFKpuuMiIiIi0ioq3z3n4eGB3377DeXKqbQJIiIiojJFpTFNmZmZ+Pzzz5kwERER0SdDpaTJ0dERN27cUHcsRERERFpLpa4iHx8fDBo0CNWrV0fnzp1RqVKlfHudOI8TEVHZwlnAiQqmUtI0efJk6OjoYPHixVi8eHG+dXj3HBERlXUm5SRKzSjPWec/DSolTebm5jA3N1dzKERERNrFUCopckZ5K30deNoYlXJkpAkqJU1//fWXuuMgIiLSWoXNKE+fDt7+RkREojoPVkI3OwVZ5Uxxv/ZITYdDpFVUSpqmTJlSZB2JRIJ58+apsnkiItIQm8c7YJgRhzf6lZk0Eb1HpaRp9+7dBS6TSCQoV64cdHV1mTQRERHRR0OlpOnw4cN5yrKzs/HixQvs2bMHYWFhCAoKKnZwRERERNpCpaSpRo0a+ZbXrl0brq6uGD58OBYtWoT58+cXKzgiIiIibVEis0+2a9cOJ0+eLIlNExEREWlEiSRN8fHxSE9PL4lNExEREWmESpfnYmJi8i3PzMzE9evXsWHDBtSvX79YgRERERFpE5WSpvbt20NSwHTxgiBAKpVi9OjRxQqMiIiISJuolDR1794936RJKpXCysoKX331FWrVqlXc2IiIiIi0hkpJk7+/v7rjICIiLZBQwQV6ma+QqVdB06EQaR0+RoWIiERXGy7QdAhEWkuppGnFihUqbbw0xjWNHj0aN2/exLFjx8Sy6Oho+Pn5ISwsDFKpFB07doSvry9MTEzEOmlpaVi0aBEOHz6M169fw8XFBVOmTEHt2rVLPGYiIiIqe9SeNL071qmkk6a9e/fiyJEjqF69uliWnJyMgQMHwtLSEv7+/khISMDChQsRGxuLtWvXivV8fHxw9epVMZlasWIFBgwYgJCQEJQvX75E4yYiIqKyR6mkaf369UXWEQQBwcHB4iNW3N3dixdZEeLi4jB37lxUqVJFoXzLli1ITEzErl27YGFhAQCoXLkyhg0bhvDwcDg7O+PKlSs4fvw4Vq9ejTZt2gAAXFxc4OHhgc2bN2PEiBElGjsRERGVPUolTc2bNy90+dOnTzFt2jScO3cOJiYm+Omnn/Ddd9+pJcCCTJ8+He7u7tDX18fFixfF8tDQUDg7O4sJEwC0bNkSxsbGOHXqFJydnREaGgojIyO0bNlSrGNhYYGmTZvi5MmTTJqI6JPlGu4N/cyXyNCriIvORf9gJvqUFHtG8G3btqFbt244e/YsWrRogX/++afEE6bt27fjxo0b+N///pdnWWRkJGxtbRXKpFIprK2tERUVJdaxtraGVCpVqFejRg2xDhHRp8j4dTRM0yJh/Dpa06EQaR2V75579uwZpk2bhrNnz8LIyAhz5swp8WQJAB4/fgw/Pz/4+fkp9CblSklJgbGxcZ5yY2NjpKaminXeHRT+bp20tDT1B01ERERlnkpJ0/bt27FgwQKkpKTA3d0dv/zyC6pWraru2PIQBAFTp05FmzZt0KFDhwLrFCR3kLoydYiIiIje9UFJU1xcHKZNm4YzZ87AyMgIs2fPRq9evUoqtjyCgoJw584d/P3338jOzgbwfwlQdnY2dHR0YGJikm9vUWpqKipXrgwAMDExwYsXL/LUSUtLg6mpaQm2gIiIiMoqpZOmHTt2YP78+UhJSUGLFi3wyy+/oFq1aiUZWx6HDh3Cq1evFAZw52rQoAFGjx4NW1tbPHr0SGFZTk4OYmNj8eWXXwIAbG1tERoaCrlcDh2d/xvWFR0dDTs7u5JtBBEREZVJSiVNQ4cORWhoKACgY8eO6N27N6KjoxEdXfhAwaLuuvtQs2bNytOLFBAQgP/++w+///47rKysIJFIsHbtWiQkJIhjnkJDQ/H69WtxGoSWLVti1apVOH36tDjlQEJCAsLCwvDDDz+oNWYiIiL6OCiVNJ0+fVr8/0OHDuHQoUNKbfzWrVuqRVWA/GbrNjc3h56eHhwcHAAAXl5e2LRpE7y9vTF69GgkJiZi4cKFaN26NZycnAAATZs2haurK3x9feHr6wtzc3MsX74cpqam6NOnj1pjJiIioo+DUklTaTwORV0sLCywceNGzJs3DxMnToSxsTE6duyISZMmKdRbsWIF/P39sWDBAsjlcjg5OWHp0qWcDZyIiIjyVeaTJn9//zxlMpkMgYGBha5Xvnx5ceoCIiIioqKoPE8TEZE2kAsCdDhViNrctx2OcjmvkS010nQoRFqHSRMRlWk6EgmCY14jPkOe73J7Eyk6VDEs5ajKrhjr0ptGhqisYdJERGVefIYcT9LzT5oq6Rf7aVFERADU8Ow5IiIiok8Be5qIiEikn/EcEiEHgkSKDP1Kmg6HSKswaSIiIlGLi71hmBGHN/qVcbzVMU2HQ6RVeHmOiIiISAlMmoiIiIiUwKSJiIiISAlMmoiIiIiUwKSJiIiISAlMmoiIiIiUwKSJiIiISAlMmoiIiIiUwKSJiIiISAmcEZyIiEQXndaKj1Eh5ZiUk0AuCNCRSAqtp0wd0m5MmoiISJRmbKvpEMocQ6kEOhIJgmNeIz5Dnm8dK30deNoYlXJkpG5MmoiIiNQgPkOOJ+n5J030ceCYJiIiIiIlsKeJiIhE1Z79A52cdMilBnhSpaumwyHSKkyaiIhIZH9vMQwz4vBGvzKTJqL38PIcERERkRKYNBGR1pILgqZDICIS8fIcEWmtom7jtjeRokMVw1KOiog+VUyaiEirFXYbdyV9dpYTUenhJw4RERGREpg0ERERESmBSRMRERGREpg0ERERlbDch/oWhXeMajcOBCciIlGmnqXCf0k9+FDfjwOTJiIiEp1x26bpED5qfKhv2cbLc0RERERKYNJEREREpAQmTURERERK4JgmIiISNbw1E7pZScjSLY//6s3UdDhEWoVJExERiSq9OAXDjDi80a+s6VCItA4vzxEREREpgUkTERERkRKYNBEREREpgUkTERERkRKYNBEREREpgUkTERERkRKYNBEREREpocwlTXK5HFu2bEG3bt3g6OgIDw8PzJs3D6mpqWKd6OhoDB8+HC4uLnBzc8OMGTMUlgNAWloaZs2aBXd3dzg6OmLo0KF48OBBaTeHiIiIyogyN7nln3/+iaVLl+L7779H8+bNERUVhWXLluHevXtYt24dUlJSMHDgQFhaWsLf3x8JCQlYuHAhYmNjsXbtWnE7Pj4+uHr1Knx9fWFiYoIVK1ZgwIABCAkJQfny5TXYQqJPg1wQoCORaDoMes/TKp2hm5WMLF0zTYdCpHXKVNIkl8uxZs0a9O7dGz4+PgCAFi1aoEKFChg/fjz+++8/nD17FomJidi1axcsLCwAAJUrV8awYcMQHh4OZ2dnXLlyBcePH8fq1avRpk0bAICLiws8PDywefNmjBgxQmNtJPpU6EgkCI55jfgMeb7L7U2k6FDFsJSjotufTdR0CERaq0xdnktNTcXXX3+Nrl27KpTXrl0bABATE4PQ0FA4OzuLCRMAtGzZEsbGxjh16hQAIDQ0FEZGRmjZsqVYx8LCAk2bNsXJkydLoSVEBADxGXI8Sc//X0KWoOnwiIgUlKmkyczMDNOnT4ezs7NC+b///gsAqFOnDiIjI2Fra6uwXCqVwtraGlFRUQCAyMhIWFtbQyqVKtSrUaOGWIeIiIjoXWUqacrP1atXsXr1arRt2xYymQwpKSkwNjbOU8/Y2FgcDJ6SkgITE5N866SlpZV4zERERFT2lKkxTe8LDw/H8OHDYW1tDT8/PwCAIBTcpS/5/4NOlalDRPQpan22K/Qz4pGhb4VTLf7RdDhEWqXM9jTt378f3t7eqFq1KgIDA1GhQgUAgImJSb69RampqTA1NS20TlpamliHiOhTJM15Dd2cNEhzXms6FCKtUyaTprVr12LChAlo0qQJgoKCYGVlJS6ztbXFo0ePFOrn5OQgNjYWdnZ2Yp3Y2FjI5Yp37URHR4t1iIiIiN5V5pKm4OBgLFiwAJ06dcKff/6Zp2fI3d0dly5dQkJCglgWGhqK169fw93dHcDbu+nS0tJw+vRpsU5CQgLCwsLEOkSkOnkhl8CJiMqqMjWm6fnz5/Dz80P16tXRt29f3Lx5U2F5jRo14OXlhU2bNsHb2xujR49GYmIiFi5ciNatW8PJyQkA0LRpU7i6usLX1xe+vr4wNzfH8uXLYWpqij59+miiaUQfFc7BREQfozKVNJ08eRLp6el4/Pgx+vbtm2e5n58fevTogY0bN2LevHmYOHEijI2N0bFjR0yaNEmh7ooVK+Dv748FCxZALpfDyckJS5cu5WzgRGqSOwdTfirpl7lObiKispU09ezZEz179iyynkwmQ2BgYKF1ypcvDz8/P/GuOyIiIqLC8OceERERkRKYNBEREREpgUkTERERkRLK1JgmIiIqWTfq/gwdeQbkOvqaDoVI6zBpIiIiUXylzzUdApHW4uU5IiIiIiUwaSIiItICJuUkSs2mzxn3NYeX54iISGSWfAM68izIdXSRbNZA0+F8UgylkiJn07fS14GnjVEpR0a5mDQREZHI+eoYGGbE4Y1+ZRxvdUzT4XySCptNnzSLl+eIiIiIlMCkiYiIiEgJTJqIiIiIlMCkiYiIiEgJTJqIPhHqupWZtzsT0aeKd88RfSLUdStzUduxN5GiQxXDYsVKRKSNmDQRfULUdStzYduppM8ObCL6cHJBgI5EUuw6JYlJExEREWlcWZjYk0kTERERaQVtn9iTSRMREYlONf8bEggQoLlLIETaikkTERGJcsoZazoEIq3FEZtERERESmDSRERERKQEXp4jIiKRbXQgymWnIbucMaJqDtJ0OERahUkTEQEATMpJND4HCmlerUcbYZgRhzf6lZk0Eb2HSRMRAQAMpRLO9k1EVAgmTUSkgLN9ExHlj5+AREREREpg0kRERESkBCZNREREZUTuDRtFUaYOfTiOaSIiIiojlLlhQxsebPuxYtJERERUxmj7g20/Vrw8R/QRYFc8EVHJY08T0UeA8yuRuiSb1kO6QRVk6lbQdChEWodJE9FHgvMrkTqENwnQdAhEWoufpERERERKYNJERET0EeG0BCWHl+eIiIg+IpyWoOQwaSojlHn6PJ9QT0TF5RwxCnpZr5CpW4Hjm8o4Tkugfkyaygj+avh0MRmm0mSWcguGGXF4o19Z06EQaR0mTWUIfzV8mjidABGRdmDSRFQGcDoBIiLN46ctkQbx7hUi0gTeYaeaT76nKTQ0FEuWLMH9+/dRsWJF9O3bF4MHD4aEY0jKFHUNlC/tAfe89EZEmsA77FTzSSdNERERGD58ODp16oRx48YhPDwcCxcuRE5ODoYNG6bp8OgDqOvk18SHCC+9EZGmFPb5k9sbxTu3/88nnTQtX74c9erVw8KFCwEArVu3RnZ2NlatWoUBAwbAwMBAwxHSh1DXQHl1fIgAn9YHCRF9fNgbldcnmzRlZmbiwoULGDt2rEJ5hw4d8OeffyI8PBzu7u4aio60lTIfIgBQy0iKrlWZdBNR2cc7t/+PRBA+zVFekZGR6Ny5M5YvX44vv/xSLE9KSoKrqyv+97//oV+/fh+0TQcHB+Tk5KBq1arqDhcAkJYtIKeAd0sqAYzLfdq9GoXtn3I6gJFUuf1T2HZ0dd4mToXVebfemxwBBX3UlJMA+jqFb0uZ12Md1iluHYOcbOQ8e4l0SwtIs59DIuRAkEiRZVhNa2NmHe2o8yGfrcrQ1Pfc06dPIZVKcf369ULrfbI9TSkpKQAAExMThXJjY2MAQGpq6gdvU19fH5mZmcUPrgCfelJUFHXtH2W2o+xrGSrxYaKu12Md1lG5jlQX5WpUwdtPw+pi8fu3IGhVzKyjVXXURVPfc+XKlYOenl7R9UohFq0klxfe1aij8+EDcMPCwlQNh4iIiLTcJ3trjqmpKQAgLS1NoTy3h+n9HigiIiL6tH2ySVONGjUglUoRHR2tUP7o0SMAgJ2dnSbCIiIiIi31ySZN+vr6cHFxwZEjR/DuWPhDhw7B1NQUjRo10mB0REREpG0+2aQJAEaMGIGrV69i3LhxOHnyJJYuXYq1a9fihx9+gKEhZ2EmIiKi//PJTjmQ68iRI1i2bBmioqJQuXJl8TEqRERERO/65JMmIiIiImV80pfniIiIiJTFpImIiIhICUyaiIiIiJTApImIiIhICUyaiIiIiJTApImIiIhICUyatMixY8dgb2+vVN3s7GwsXboUbdq0QePGjeHl5YWrV6/mqffPP/+gS5cuaNSoETp16oTdu3erO2ylbNiwAe3bt0ejRo3wzTff4OTJk4XWnzx5Muzt7Qv89/jxYwBAdHR0vsu7du1aGs0SfWj7AGD79u35xj579uxib1vdVInh+fPnmD59Otq2bQtHR0f06NED+/fvV6ijqfcvNDQU3377LRo3box27dph7dq1KGr2FWXOpevXr6N///5wdHREy5YtsXjxYmRmZpZUMwr1oW3MzMzEqlWr0LFjRzRp0gQdOnTAihUr8sTfunXrfN+zhISEkm6Sgg9tn7LHmirHRkn4kDh27dpV6Oflu8eqtrx/73r27BlcXFxw4cKFIutq+jwsp5atULFduHABPj4+Stf39/fHjh074OPjg+rVq2P9+vUYNGgQ9uzZg5o1awJ4+0iYiRMnYsCAAWjVqhX+/fdfTJ48GXp6eujSpUtJNSWP9evXY+HChRg1ahQaNmyInTt3YsSIEdi4cSNcXFzyXWfkyJHw9PRUKEtKSsK4cePg6uqKatWqAQBu3boFAAgMDFSYxd3AwKCEWpOXKu0D3sZua2sLf39/hXJLS8tib1udVIkhMzMTQ4YMQUpKCsaOHQsrKyscOnQI48ePR2ZmJrp37w5AM+9fREQEhg8fjk6dOmHcuHEIDw/HwoULkZOTg2HDhuW7jjLnUkxMDLy9vdGkSRMsXboUkZGRWLJkCRITE/MkwiVNlTb+8ssv2LdvH0aOHAkHBwdcv34dAQEBePLkCebNmwcASEhIQFxcHCZNmgRnZ2eF9c3MzEq8XblUaZ8yx5oq2y0JHxrH559/jq1bt+Ypnz59OlJTU9GmTRsA2vP+vevp06f4/vvvkZKSUmRdrTgPBdKolJQUYfHixUK9evUEV1dXQSaTFbnOkydPhPr16wtBQUFiWUZGhvD5558L06ZNE8u+/PJLYdy4cQrrjhs3Tmjfvr3a4i/KmzdvBBcXF2HBggVimVwuF3r16iUMGjTog7Y1evRooXXr1kJSUpJYtnjxYqF169Zqi/dDFad9np6ewsSJE0tk2+qiagyHDh0SZDKZcPXqVYXy77//XujSpYv4tybev8GDBws9e/ZUKFuwYIHg6OgovHnzJt91lDmX/ve//wmtW7cWMjIyxLKgoCChbt26wuPHj9XXACV8aBsTEhIEe3t7Yc2aNQrlf/zxhyCTyYSXL18KgiAIZ86cEWQymRAdHV1ywStBlfdQmWNNle2WBHXEsWHDBqFu3bpCRESEWKYt758gCEJOTo6wc+dOwdXVVfzuO3/+fKHraMN5yMtzGrZjxw5s27YNP//8M/r166fUOufOnUN2djbat28vlunp6eHzzz8XL5vExsbi4cOHCnUAoEOHDoiOjsbDhw/V1obCXL16FcnJyQpxSCQStG/fHhcuXEB6erpS2zl58iQOHz6MKVOmKPwiun37NurVq6f2uJWlavsEQcCdO3cKjV1d+644VI3BxMQEvXv3hoODg0J57dq18ejRI/Hv0n7/MjMzceHChXzPi7S0NISHh+dZR9lzKTQ0FG3atIGenp5Yp2PHjpDL5QgNDVV/YwqgShtTU1Ph6emJdu3aKZTXrl0bwNtf78Db3hpjY2PY2NiUUPRFU6V9QNHHmqrbVTd1xPHixQssXboUffr0QePGjcVybXj/ct25cwczZsxA9+7dsWDBgiLra8t5yKRJw9q1a4djx47luRRVmMjISBgbG6NSpUoK5TVr1kR8fDzS0tIQGRkJAKhVq1aeOgAQFRVVvMA/INaC4sjJyVH4Ai2IIAiYP38+XF1d0bFjR4Vlt27dQlpaGjw9PeHg4AB3d3csWrQIWVlZamtDYVRt36NHj5CWlobr16+jQ4cOaNCgATp06IA9e/YUe9vqpGoMLVq0wOzZsyGRSMSyrKwsnDx5EnXq1BHLSvv9i4mJQVZW1gedF8qcS+np6Xj8+DFsbW0V6lhYWMDExKTUzjdAtTba2Nhg5syZYpKU6+jRo9DV1RW3devWLZibm2Ps2LFwdnaGo6MjfvzxR8THx5dIW/KjSvuAoo81VberbuqIY9myZdDR0cGPP/6oUK4N71+uqlWr4siRI5gyZYpSl+O15TzkmKYS8vr1a+zdu7fA5VZWVvDw8ECNGjU+eNspKSkwMTHJU25sbAzg7a/G1NRUAMhT7906xaVMG9URx7FjxxAZGYnp06crlOden8/JyYGvry+qVauGc+fOYc2aNXj69Cl+/fXXD22SgpJsX+74itjYWEyePBnlypXDnj178NNPPyEzMxO9evUq8fewtN6/XAsXLsTDhw+xfPlyACX//uUnd9zEh7RHmX1Q0HZz66njfFOWKm3Mz5EjR7B7927069cP5cuXB/C2tyYuLg69evXCwIEDERkZiWXLlqF///7YvXs3jIyM1NiS/KnSPmWONXXtt+IqbhwvX77Enj174O3tnWeckja8f7nMzc0/qL62nIdMmkpIcnIyZs6cWeByV1dXeHh4qLRtoYg7OXR0dCCXy4usU1zKtNHd3b3YcQQFBaFevXpo0aKFQrmRkRHWrVuHmjVrwtraWnxNPT09LF26FCNHjoSdnV3RDSlASbavadOmWLVqFdzc3MQPqlatWiEhIQHLli3Dd999V+LvYWm9f4IgYOHChdiwYQO+//57fPnllwBK/v3Ljyr7VJl1iqrzbo9bSVPHcXP48GH4+PjA2dkZvr6+YvmcOXMglUrRqFEjAICLiwvq1KkDLy8v7NmzB15eXsULXgmqtE+ZY600PjOVUdw4tm/fDrlcjoEDB+ZZpg3vn6q05Txk0lRCqlSpgjt37pTItk1MTJCWlpanPDeLNjU1hampKQDkqVdQtq4KZdoYFBQkxpH7a/X9WAuTmJiICxcuYMKECXmWGRgY5Pul/vnnn2Pp0qW4fft2sb50S7J9FStWRNu2bfOUt2nTBmfPnsWLFy8U3kNV9l1RSuP9y8zMxOTJkxESEoLvv/8ekyZNEpeV9PuXH1XOC2XWyV2voPOyuO/VhyjuuR8YGCheDg8ICIC+vr64zNHRMU99Z2dnmJqa4vbt28UNXSmqtE+ZY00mk33wdktCcd+/Q4cOwd3dHRYWFnmWacP7pyptOQ85pqkMql27NlJTU/PMqxEdHY3q1avDwMBAvKYbHR2dpw4AtX8ZFaSwOHR1dYsckHj69GlkZ2fnGcsEAA8fPkRwcDCSk5MVynMHJ+f3oaFuqrYvLCws3/lFMjIyIJVKUb58+WLvO3UoTgwpKSkYOHAgDhw4gKlTpyokTIBm3r8aNWpAKpXmaU/u2Kz8zgtlziVjY2NUrlw5T52XL18iLS2t1M43QLU2Am97BH/55Rf4+fmhc+fOWLNmjcIXdEpKCnbs2IG7d+8qrCeXy5GVlVUq5xugWvuUOdZU3W/qVpw44uLicPPmTXTq1CnPMm15/1SlLechk6YyKPcy1cGDB8WyzMxMnDhxQvw1ldsNfejQIYV1Dx8+jFq1aold1CXN0dERRkZGCnEIgoAjR46I3eOFuXr1KqpUqYLq1avnWfb8+XPMmDFDYT8AwP79+2FiYoIGDRqopxGFULV958+fx+TJkxUGJsrlchw6dAiOjo7Q09Mr9r5TB1VjyM7OxvDhw3H9+nUsWbIk30sFmnj/9PX14eLigiNHjihc5j506BBMTU3FyxbvUvZccnd3x4kTJxQm0Tt06BCkUimaNWum9rYURJU2AsDixYvx119/wdvbG4sWLcrz3urp6WHOnDn4448/FMqPHTuG9PR0uLm5qb8x+VClfcoca6ruN3UrThy5Exw7OTnlWaYt75+qtOU85OW5MuDZs2d49uwZ6tevDz09PVSvXh3ffPMN/Pz8kJGRgVq1amH9+vVITk7GkCFDxPVGjRqFKVOmwNzcHO3atcPRo0dx4MABLFmypNRiNzQ0xODBgxEQEABdXV04Ojpi586duHHjBjZu3FhgG3PduXNH4W6rdzk7O6N58+bw9/dHeno66tSpgxMnTuCvv/7C5MmTS2WyNlXb5+npieDgYAwfPhzjxo2DoaEhNm/ejLt374qXxJTdtja2LygoCGFhYejduzeqVKmCiIgIhe02adJEY+/fiBEj4O3tjXHjxuHbb7/FlStXsHbtWvj4+MDQ0BCpqam4f/8+atSoIf76VuZcGjJkCEJCQjBkyBB4e3vj4cOHWLx4MXr16iVOxlpaPrSNt27dwpo1a+Dg4ICOHTvmebpAnTp1YGJigqFDh2L58uWwtLREmzZtcPfuXSxfvhweHh5o3ry51rZP2WOtqO1qa/ty3b17F3p6evneYKSvr681758ytPY8LPZMT6Q2y5Yty3dyy9zymJgYsSwjI0OYO3eu0Lx5c6Fx48aCl5eXwiRmubZs2SK0b99eaNiwodCpUydh9+7dJdmEfOXk5AgBAQFCmzZtBAcHB+Gbb74RTpw4oVAnvzYKgiB06tRJ+PHHHwvcdkpKiuDn5ye0bdtWaNiwodC5c2dh27ZtJdKOgqjavocPHwpjxowRmjdvLjRq1Ejo27evcOnSpQ/edklTpX1eXl6CTCYr8F8uTb1/hw8fFrp27So0aNBAaNeunbB27Vpx2fnz5wWZTCbs3LlTYR1lzqVLly4J3333ndCwYUOhVatWwqJFi4TMzMySbk6+PqSNS5cuLfT9yp10MCcnRwgKChK6dOkiODg4CK1atRIWLFhQqhM/qtI+QVD+WCtsu6VJlWN0xowZQosWLQrcpja9f+/Kbc+7k1tq63koEQQNPFSHiIiIqIzhmCYiIiIiJTBpIiIiIlICkyYiIiIiJTBpIiIiIlICkyYiIiIiJTBpIiIiIlICkyYiIiIiJTBpIiIiIlICkyYiKrbJkyfD3t4eFy5cyHf5wYMH0aBBAzg7O+Py5culHN1bEydOhL29PWJjYz943V27dsHe3h7bt28Xy+zt7dGnTx91hkhEWo7PniOiEnXw4EH4+PjA2NgYa9euhYODg6ZDIiJSCZMmIioxuQmTmZkZ1q9fj7p162o6JCIilTFpIqISkZswVahQAYGBgahTp46mQyIiKhYmTUSkdrkJk6WlJQIDA2Fra5tvvbi4OKxYsQInT55EQkICKlWqBA8PD4waNQoVKlQQ67Vr1w62trYYPnw4fvvtN9y4cQM6Ojpo1qwZfHx8ULt2bYXtbt26FZs2bUJ0dDSsrKwwcODAfF8/NTUVf/75J44ePYqYmBhkZ2ejSpUq+OKLLzBmzBgYGxsXe1+cO3cOq1atwt27d5Gamgpra2t06NABw4cPh4GBgVgvLS0Nf/zxBw4dOoSnT5+iYsWKaNWqFUaPHg0rKyuxXmRkJAICAnD+/HkkJyejcuXKaN++PUaMGIHy5cvn2WdNmzbFn3/+CblcjvHjx6N///6Qy+UICgrCjh07EBUVBT09PTRp0gQjRoyAs7NzsdtM9LFi0kREapWbMEmlUmzatAk2Njb51ouJiUGfPn2QmZmJ3r17o3r16rh9+zaCg4Nx6tQpBAcHw8LCQqx/7949DB06FF999RW++uor3Lx5E8HBwbh16xaOHDkCqVQKAFi4cCH+/PNPODo6YuLEiXjx4gWWLFmS5/Wzs7MxYMAA3L17F56enhgwYADS0tJw4MABrF+/HvHx8Vi8eHGx9kVERASGDh2K+vXrY8SIEdDX18eZM2fw+++/4+HDh1i6dCkA4M2bN/D09MTdu3fRrVs3DBo0CDExMQgKCsKFCxewfft2mJmZISwsDN9//z2kUin69OmD6tWrIyIiAoGBgTh27FiefXb58mXcu3cPY8eORWJiIpo3bw4A8PHxwf79+9GhQwf06tULSUlJ2LVrF/r374/FixejY8eOxWo30UdLICIqpp9++kmQyWTCrFmzhPr16wv29vaCTCYTAgMDC1xnyJAhgpOTkxAdHa1QfubMGUEmkwkzZswQy9q2bSvIZDJh3759CnUnT54syGQyITQ0VBAEQXj48KFQr149wdvbW8jOzhbr3bx5U2jQoIEgk8mEmJgYQRAE4d9//xVkMpmwdu1ahW1mZmYKrVq1Epo0aSKW7dy5U5DJZMK2bdvEMplMJnh6eha6X2bNmiXIZDLhxYsXCuVjx44VevfuLWRkZAiCIAgrVqwQZDKZsHnzZoV6u3fvFvdjTk6O0L59e6Fhw4bC/fv3Fept3rxZkMlkwuTJk/Pss7NnzyrUDQkJEWQymbBmzRqF8tTUVKFjx46Cm5ub8Pr160LbRfSp4pQDRKQ2QUFBqFWrFrZt2wYzMzMsXLgQN2/ezFMvKSkJoaGhcHFxgYmJCRISEsR/devWhY2NDY4cOaKwjp6eXp4ekIYNGwIAnj9/DgA4fvw4cnJy4OXlJfY8AUC9evXg7u6usK6HhwcuXLiAfv36KZS/ePEC5cuXx+vXryGXy1XfGQCqVKkCAPjll18QHh6OnJwcAMBvv/2G4OBg6OnpAQAOHToEMzMz9OrVS2H9Ll26YPv27ejRowdu3ryJ6OhodO3aFXZ2dgr1PD09Ub16dRw6dEh8DQDQ1dVF06ZNFeqGhIQAADp06KCw3zMyMvDll1/i1atXuHTpUrHaTfSx4uU5IlIbmUyGwMBAVKxYET///DMmTpyI8ePHY9euXQrjg6KjoyGXy3HixAnxklF+MjIyoK+vDwAoX748dHV1FZbnJh25yc2jR48AADVr1syzLTs7O5w4cSLP+tu3b8elS5fw6NEjxMbGIikpCRKJRNyujo7qvy379++P8PBw7N+/H/v374epqSmaNm2Kdu3aoWvXrjA0NATw9lJl7dq1FRI94G3S06hRI4W25TegXiKR4LPPPsOJEyfw6tUrWFpaAgDMzc1Rrpzix3xUVBQA4Isvvigw7sePH6vYYqKPG5MmIlKbqVOnomLFigCAbt264fjx4wgJCcGsWbOwYMECsV5ukvPFF1+gb9++BW7v3STiQ5KXjIyMPGWCICj8HRMTg759+yIhIQGurq5wdXWFl5cXmjRpghkzZiAsLEzp1yuIoaEh/vjjD9y/fx/Hjx/H+fPnce7cORw7dgxr1qzBtm3bYG5ujuzsbDFRU1VuD1NuIgnkv8/kcjkMDQ2xcuXKArdV0MB9ok8dkyYiUpv3v6RnzpyJ8PBw7N27Fy1atED37t0BANbW1gCA9PR0tGjRIs92/v3333x7SYqS28P04MED8dJdrocPHyr8vWrVKsTFxWH16tVo06aNwrLcy33FFRUVhZcvX8LFxQV16tTB0KFDkZGRgXnz5iE4OBj//PMP+vXrB2trazx69ChPz1ZOTg58fHzg4uKCxo0bAwDu37+f53UEQcCDBw9gYmICMzOzQmOytrZGVFQUPvvsM1SqVElh2a1btxAfHy/2gBGRIo5pIqISY2ZmBn9/f0gkEsyaNUu8NGRpaQlnZ2ecOXMmz/iZkydPYtSoUVi9evUHv1779u2hq6uLdevWITMzUyy/f/8+Tp06pVD31atXAN5eUnzXoUOHEB0dDQAK44NUMXv2bAwaNAhPnjwRy/T19dGgQQMA/9eT1r59eyQlJWH37t15Yjlw4ADevHmD+vXrw8bGBn///TciIyMV6m3btg2PHz/Gl19+WWRMHTp0APB2XNW7UlNT8eOPP2LUqFH59tQREXuaiKiENW/eHIMGDcL69esxYcIEbN26FXp6epgxYwb69esHb29v9O7dGzKZDA8ePEBwcDDMzc3x008/ffBrVatWDePHj8eCBQvQq1cvdO/eHSkpKdi0aRPKly+Ply9finU9PDxw9OhRDBs2DN999x309PRw6dIl7N+/HwYGBkhPT0dycnKe3pgP8cMPP+DixYvw8vJCr169UKlSJTx8+BCbN29G1apV0blzZwDAsGHDcPToUUyfPh3h4eFo1KgRHj58iC1btqBevXro27cvpFIpfvnlFzHePn36wNraGhEREdi7dy+qV6+OiRMnFhlTjx49cPDgQWzfvh0xMTHw8PBAdnY2tm/fjocPH8LX1xeVK1dWuc1EHzMmTURU4iZMmIAzZ87g5s2bWLBgAaZPnw57e3vs2rULK1euxKFDh7B161ZUqlQJHTt2xMiRI/MdzK2M77//HlWrVsXatWuxZMkSmJubY+DAgcjIyMCqVavEet9++y3S09MRFBSERYsWwdjYGDVq1MDs2bMhl8vx888/4/Tp0+jRo4fK7W7WrBnWr1+PNWvWYPPmzUhMTISlpSW6deuGUaNGiZNRmpiYYMuWLQgICMCRI0ewb98+VKlSBX369MGIESNgZGQkbm/btm1YuXIldu7cidTUVFSrVg2DBw/G8OHDi7w0B7zt3Vq1ahU2bNiAvXv3YtGiRTA0NISdnR2WL1+uVG8V0adKIrw/OpKIiIiI8uCYJiIiIiIlMGkiIiIiUgKTJiIiIiIlMGkiIiIiUgKTJiIiIiIlMGkiIiIiUgKTJiIiIiIlMGkiIiIiUgKTJiIiIiIlMGkiIiIiUgKTJiIiIiIlMGkiIiIiUsL/A4v8qr/XQr1ZAAAAAElFTkSuQmCC", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean_color = palette[0]\n", "median_color = palette[1]\n", "bar_color = palette[3]\n", "\n", "# Distribution of spearman correlation\n", "spearman_scores = within_correlations['spearman']\n", "plt.hist(spearman_scores, color=bar_color, bins=50)\n", "plt.axvline(np.mean(spearman_scores), color=mean_color, linestyle='-', linewidth=1, label=f'Mean: {np.mean(spearman_scores):.2f}')\n", "plt.axvline(np.median(spearman_scores), color=median_color, linestyle='dashed', linewidth=2, label=f'Median: {np.median(spearman_scores):.2f}')\n", "plt.title(\"Spearman Correlation of Candidate Ranks\", fontdict={'size': 16})\n", "plt.xlabel(\"Spearman score\", fontdict={'size': 14})\n", "plt.ylabel(\"Number of spectra\", fontdict={'size': 14})\n", "plt.xticks(fontsize=12)\n", "plt.yticks(fontsize=12)\n", "plt.legend(fontsize=14)\n", "plt.show()\n", "\n", "# Distribution of kendall correlation\n", "kendall_scores = within_correlations['kendall']\n", "plt.hist(kendall_scores, color=bar_color, bins=50)\n", "plt.axvline(np.mean(kendall_scores), color=mean_color, linestyle='-', linewidth=1, label=f'Mean: {np.mean(kendall_scores):.2f}')\n", "plt.axvline(np.median(kendall_scores), color=median_color, linestyle='dashed', linewidth=2, label=f'Median: {np.median(kendall_scores):.2f}')\n", "plt.title(\"Kendall Correlation of Candidate Ranks\", fontdict={'size': 16})\n", "plt.xlabel(\"Kendall score\", fontdict={'size': 14})\n", "plt.ylabel(\"Number of spectra\", fontdict={'size': 14})\n", "plt.xticks(fontsize=12)\n", "plt.yticks(fontsize=12)\n", "plt.legend(fontsize=14)\n", "plt.show()\n", "\n", "# Distribution of pearson correlation\n", "pearson_scores = within_correlations['pearson']\n", "plt.hist(pearson_scores, color=bar_color, bins=50)\n", "plt.axvline(np.mean(pearson_scores), color=mean_color, linestyle='-', linewidth=1, label=f'Mean: {np.mean(pearson_scores):.2f}')\n", "plt.axvline(np.median(pearson_scores), color=median_color, linestyle='dashed', linewidth=2, label=f'Median: {np.median(pearson_scores):.2f}')\n", "plt.title(\"Pearson Correlation of Candidate Scores\", fontdict={'size': 16})\n", "plt.xlabel(\"Pearson score\", fontdict={'size': 14})\n", "plt.ylabel(\"Number of spectra\", fontdict={'size': 14})\n", "plt.xticks(fontsize=12)\n", "plt.yticks(fontsize=12)\n", "plt.legend(fontsize=14)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Computing top-10 Jaccard overlaps (parallelized)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 17556/17556 [00:02<00:00, 6514.95it/s]\n" ] } ], "source": [ "# 36 minutes\n", "jaccard = compute_topk_jaccard_parallel(merged, k=10, n_jobs=50)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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identifierjaccard@10
0MassSpecGymID00002010.176471
1MassSpecGymID00002020.111111
2MassSpecGymID00002030.176471
\n", "
" ], "text/plain": [ " identifier jaccard@10\n", "0 MassSpecGymID0000201 0.176471\n", "1 MassSpecGymID0000202 0.111111\n", "2 MassSpecGymID0000203 0.176471" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "name": "stdout", "output_type": "stream", "text": [ "The history saving thread hit an unexpected error (OperationalError('disk I/O error')).History will not be written to the database.\n" ] } ], "source": [ "jaccard.head(3)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Distribution of pearson correlation\n", "jarccard_scores = jaccard['jaccard@10']\n", "plt.hist(jarccard_scores, color=bar_color)\n", "plt.axvline(np.mean(jarccard_scores), color=mean_color, linestyle='-', linewidth=1, label=f'Mean: {np.mean(jarccard_scores):.2f}')\n", "plt.axvline(np.median(jarccard_scores), color=median_color, linestyle='dashed', linewidth=2, label=f'Median: {np.median(jarccard_scores):.2f}')\n", "plt.title(\"Distribution of Jaccard@10\", fontdict={'size': 16})\n", "plt.xlabel(\"Jaccard@10\", fontdict={'size': 14})\n", "plt.ylabel(\"Number of spectra\", fontdict={'size': 14})\n", "plt.legend(fontsize=12)\n", "plt.xticks(fontsize=12)\n", "plt.yticks(fontsize=14)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Target-Cand Separation" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "def get_target_score(scores, labels):\n", " return scores[labels][0]\n", "\n", "def get_avg_cand_scores(scores, labels):\n", " return np.mean(np.array(scores)[~np.array(labels)])\n", "\n", "def get_best_cand_score(scores, labels):\n", " try:\n", " return np.max(np.array(scores)[~np.array(labels)])\n", " except ValueError:\n", " return np.nan" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "flare_results['target_score'] = flare_results.apply(lambda x: get_target(x['scores'], x['labels']), axis=1)\n", "flare_results['avg_cand_score'] = flare_results.apply(lambda x: get_avg_cand_scores(x['scores'], x['labels']), axis=1)\n", "flare_results['best_cand_score'] = flare_results.apply(lambda x: get_best_cand_score(x['scores'], x['labels']), axis=1)\n", "\n", "jestr_results['target_score'] = jestr_results.apply(lambda x: get_target(x['scores'], x['labels']), axis=1)\n", "jestr_results['avg_cand_score'] = jestr_results.apply(lambda x: get_avg_cand_scores(x['scores'], x['labels']), axis=1)\n", "jestr_results['best_cand_score'] = jestr_results.apply(lambda x: get_best_cand_score(x['scores'], x['labels']), axis=1)\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Distribution of target-cand score \n", "\n", "jestr_diff = jestr_results['target_score']-jestr_results['avg_cand_score']\n", "plt.hist(jestr_diff, color='slateblue', alpha=0.5, bins=np.arange(-0.5, 1, 0.02), label='JESTR')\n", "\n", "flare_diff = flare_results['target_score']-flare_results['avg_cand_score']\n", "plt.hist(flare_diff, color='salmon', alpha=0.5, bins=np.arange(-0.5, 1, 0.02), label= 'FLARE')\n", "\n", "plt.xlabel(\"Target - Avg Candidate Score\")\n", "plt.ylabel(\"Number of spectra\")\n", "plt.legend()\n", "plt.show()\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Meta Analysis" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "from rdkit import Chem\n", "from rdkit.Chem import Descriptors, rdMolDescriptors\n", "import pandas as pd\n", "import numpy as np\n", "\n", "# ----------------------------\n", "# Individual feature functions\n", "# ----------------------------\n", "\n", "def mol_from_smiles(smiles):\n", " \"\"\"Safely parse SMILES into RDKit molecule.\"\"\"\n", " try:\n", " mol = Chem.MolFromSmiles(smiles)\n", " Chem.SanitizeMol(mol)\n", " return mol\n", " except:\n", " return None\n", "\n", "\n", "def compute_mol_weight(mol):\n", " return Descriptors.MolWt(mol) if mol else np.nan\n", "\n", "\n", "def compute_heavy_atom_count(mol):\n", " return mol.GetNumHeavyAtoms() if mol else np.nan\n", "\n", "\n", "def compute_rotatable_bonds(mol):\n", " return Descriptors.NumRotatableBonds(mol) if mol else np.nan\n", "\n", "\n", "def compute_ring_count(mol):\n", " return rdMolDescriptors.CalcNumRings(mol) if mol else np.nan\n", "\n", "\n", "def compute_hbond_donors(mol):\n", " return Descriptors.NumHDonors(mol) if mol else np.nan\n", "\n", "\n", "def compute_hbond_acceptors(mol):\n", " return Descriptors.NumHAcceptors(mol) if mol else np.nan\n", "\n", "\n", "def compute_dbe(mol):\n", " \"\"\"Double bond equivalents (Degree of Unsaturation).\"\"\"\n", " if mol is None:\n", " return None\n", "\n", " c = 0\n", " h_halogen = 0\n", " n = 0\n", " \n", " # Iterate through all atoms in the molecule to count elements\n", " for atom in mol.GetAtoms():\n", " symbol = atom.GetSymbol()\n", " if symbol == 'C':\n", " c += 1\n", " elif symbol in ['H', 'F', 'Cl', 'Br', 'I']:\n", " h_halogen += 1\n", " elif symbol == 'N':\n", " n += 1\n", " \n", " # Apply the DBE formula\n", " dbe = c - (h_halogen / 2) + (n / 2) + 1\n", " return dbe\n", "\n", "\n", "def compute_element_ratios(mol):\n", " \"\"\"Compute atomic ratios (O/C, N/C, H/C).\"\"\"\n", " if mol is None:\n", " return np.nan, np.nan, np.nan\n", " counts = {a.GetSymbol(): 0 for a in mol.GetAtoms()}\n", " for atom in mol.GetAtoms():\n", " counts[atom.GetSymbol()] += 1\n", " C = counts.get(\"C\", 0)\n", " H = counts.get(\"H\", 0)\n", " O = counts.get(\"O\", 0)\n", " N = counts.get(\"N\", 0)\n", " if C == 0:\n", " return np.nan, np.nan, np.nan\n", " return O / C, N / C, H / C\n", "\n", "\n", "def compute_topological_features(mol):\n", " \"\"\"Simple topological features: graph diameter and avg degree.\"\"\"\n", " if mol is None:\n", " return np.nan, np.nan\n", " G = Chem.rdmolops.GetAdjacencyMatrix(mol)\n", " degrees = G.sum(axis=1)\n", " avg_degree = degrees.mean()\n", " # approximate diameter via longest shortest path\n", " from scipy.sparse.csgraph import shortest_path\n", " dist = shortest_path(G)\n", " diameter = np.nanmax(dist)\n", " return avg_degree, diameter\n", "\n", "\n", "# ----------------------------\n", "# Master feature extraction\n", "# ----------------------------\n", "\n", "def compute_molecule_metadata(df, smiles_col='target'):\n", " \"\"\"Compute molecular descriptors for each SMILES in a DataFrame.\"\"\"\n", " features = []\n", " for i, smiles in enumerate(df[smiles_col]):\n", " mol = mol_from_smiles(smiles)\n", " mw = compute_mol_weight(mol)\n", " heavy = compute_heavy_atom_count(mol)\n", " rot = compute_rotatable_bonds(mol)\n", " rings = compute_ring_count(mol)\n", " donors = compute_hbond_donors(mol)\n", " acceptors = compute_hbond_acceptors(mol)\n", " dbe = compute_dbe(mol)\n", " o_c, n_c, h_c = compute_element_ratios(mol)\n", " avg_deg, diam = compute_topological_features(mol)\n", "\n", " features.append({\n", " \"MolWt\": mw,\n", " \"HeavyAtoms\": heavy,\n", " \"RotBonds\": rot,\n", " \"Rings\": rings,\n", " \"HBDonors\": donors,\n", " \"HBAcceptors\": acceptors,\n", " \"DBE\": dbe,\n", " \"OtoC\": o_c,\n", " \"NtoC\": n_c,\n", " \"HtoC\": h_c,\n", " \"AvgDegree\": avg_deg,\n", " \"Diameter\": diam\n", " })\n", "\n", " feature_df = pd.DataFrame(features, index=df.index)\n", " return pd.concat([df, feature_df], axis=1)\n" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import numpy as np\n", "\n", "sns.set(style=\"whitegrid\", context=\"notebook\", font_scale=1.2)\n", "\n", "# -----------------------------\n", "# 1️⃣ Scatter + trendline plot\n", "# -----------------------------\n", "def plot_trend(df, feature, target='delta_rank', smooth=True):\n", " \"\"\"\n", " Scatter + LOWESS trendline of delta_rank vs a continuous feature.\n", " \"\"\"\n", " plt.figure(figsize=(6,4))\n", " sns.regplot(\n", " x=feature, y=target, data=df,\n", " lowess=smooth, scatter_kws={'alpha':0.4, 's':30}, line_kws={'color':palette[0]}\n", " )\n", " plt.axhline(0, color='gray', lw=1, ls='--')\n", " plt.title(f\"{target} vs {feature}\")\n", " plt.xlabel(feature)\n", " plt.ylabel(target)\n", " plt.tight_layout()\n", " plt.show()\n", "\n", "# -----------------------------\n", "# 2️⃣ Boxplot for discrete features\n", "# -----------------------------\n", "def plot_box_trend(df, feature, target='delta_rank', bins=None):\n", " \"\"\"\n", " Boxplot of delta_rank across binned or discrete feature values.\n", " \"\"\"\n", " # plt.figure(figsize=(6,4))\n", " if bins:\n", " df['_bin'] = pd.cut(df[feature], bins=bins)\n", " sns.boxplot(x='_bin', y=target, data=df, color=palette[3])\n", " plt.xticks(rotation=30, ha='right')\n", " else:\n", " sns.boxplot(x=feature, y=target, data=df, color=palette[3])\n", " plt.axhline(0, color='gray', lw=1, ls='--')\n", " plt.title(f\"{target} by {feature}\", fontsize=16)\n", " plt.tight_layout()\n", " plt.show()\n", " if '_bin' in df.columns:\n", " df.drop(columns='_bin', inplace=True)\n", "\n", "# -----------------------------\n", "# 3️⃣ Correlation overview\n", "# -----------------------------\n", "# from matplotlib.colors import LinearSegmentedColormap\n", "# cmap = LinearSegmentedColormap.from_list(\"custom_div\", [palette[0], \"white\", palette[3]])\n", "\n", "def plot_feature_correlations(df, target='delta_rank', feature_cols=None):\n", " \"\"\"\n", " Heatmap of correlations between delta_rank and numeric molecular features.\n", " \"\"\"\n", " if feature_cols is None:\n", " feature_cols = [c for c in df.columns if c not in ['identifier','Target',target] and np.issubdtype(df[c].dtype, np.number)]\n", " corr = df[feature_cols + [target]].corr()[[target]].sort_values(by=target, ascending=False)\n", " \n", " plt.figure(figsize=(3.5, len(corr)*0.4 + 1))\n", " sns.heatmap(corr, annot=True, cmap='coolwarm', center=0)\n", " plt.title(f\"Correlation with {target} \")\n", " plt.tight_layout()\n", " plt.show()\n", "\n", "# -----------------------------\n", "# 4️⃣ Summary multi-feature trend grid\n", "# -----------------------------\n", "def plot_multi_trends(df, features, target='delta_rank'):\n", " \"\"\"\n", " Grid of small trend plots for quick scanning.\n", " \"\"\"\n", " n = len(features)\n", " ncols = 3\n", " nrows = int(np.ceil(n / ncols))\n", " fig, axes = plt.subplots(nrows, ncols, figsize=(5*ncols, 3.5*nrows))\n", " axes = axes.flatten()\n", " \n", " for i, feat in enumerate(features):\n", " sns.regplot(\n", " x=feat, y=target, data=df,\n", " lowess=True, ax=axes[i],\n", " scatter_kws={'alpha':0.3, 's':15}, line_kws={'color':palette[0]}\n", " )\n", " axes[i].axhline(0, color='gray', lw=1, ls='--')\n", " # axes[i].set_title(feat)\n", " for j in range(i+1, len(axes)):\n", " fig.delaxes(axes[j])\n", " fig.suptitle(f\"{target} Trends Across Molecular Features\", fontsize=16)\n", " fig.tight_layout()\n", " plt.show()\n" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "meta_df = compute_molecule_metadata(flare_results)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "meta_df[''] = meta_df['rank'] - jestr_results['rank']" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "meta_df['JESTR rank'] = jestr_results['rank']" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "meta_df.rename(columns={'rank': 'FLARE rank'}, inplace=True)" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "target = 'JESTR rank'\n", "# 1️⃣ Quick correlation overview\n", "plot_feature_correlations(meta_df, target=target, feature_cols=['MolWt', 'HeavyAtoms', 'RotBonds',\n", " 'Rings', 'HBDonors', 'HBAcceptors', 'DBE', 'OtoC', 'NtoC',\n", " 'AvgDegree', 'Diameter'])\n", "\n", "# 2️⃣ Continuous variable trends\n", "# plot_trend(meta_df, 'MolWt')\n", "# plot_trend(meta_df, 'RotBonds')\n", "# plot_trend(meta_df, 'OtoC')\n", "\n", "# 3️⃣ Box/binned trends\n", "# plot_box_trend(meta_df, 'Rings')\n", "# plot_box_trend(meta_df, 'HeavyAtoms', bins=[0,10,20,30,40,60,100])\n", "\n", "# 4️⃣ Multi-trend grid\n", "plot_multi_trends(meta_df, ['NtoC','OtoC','AvgDegree', 'Rings', 'Diameter', 'DBE', 'MolWt', 'HeavyAtoms', 'RotBonds'], target=target)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generalizability" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [], "source": [ "from rdkit import Chem, DataStructs\n", "from rdkit.Chem import AllChem\n", "import numpy as np\n", "import pandas as pd\n", "from tqdm import tqdm\n", "\n", "# ----------------------------\n", "# Helper: safe molecule parsing + fingerprint\n", "# ----------------------------\n", "def mol_from_smiles(smiles):\n", " try:\n", " return Chem.MolFromSmiles(smiles)\n", " except:\n", " return None\n", "\n", "def morgan_fp(smiles, radius=2, nbits=2048):\n", " mol = mol_from_smiles(smiles)\n", " if mol is None:\n", " return None\n", " return AllChem.GetMorganFingerprintAsBitVect(mol, radius, nBits=nbits)\n", "\n", "# ----------------------------\n", "# Optimized computation\n", "# ----------------------------\n", "def compute_max_similarity_optimized(train_df, test_df, smiles_col='smiles', radius=2, nbits=2048):\n", " \"\"\"\n", " Compute maximum Tanimoto similarity between test and training molecules.\n", " Optimized to handle repeated SMILES efficiently.\n", " Adds 'max_train_sim' column to test_df.\n", " \"\"\"\n", "\n", " # Unique SMILES for train/test\n", " unique_train = pd.DataFrame(train_df[smiles_col].unique(), columns=[smiles_col])\n", " unique_test = pd.DataFrame(test_df[smiles_col].unique(), columns=[smiles_col])\n", "\n", " print(f\"Unique train molecules: {len(unique_train)}\")\n", " print(f\"Unique test molecules: {len(unique_test)}\")\n", "\n", " # Compute unique fingerprints\n", " print(\"Computing train fingerprints...\")\n", " train_fps = {s: morgan_fp(s, radius, nbits) for s in tqdm(unique_train[smiles_col])}\n", " print(\"Computing test fingerprints...\")\n", " test_fps = {s: morgan_fp(s, radius, nbits) for s in tqdm(unique_test[smiles_col])}\n", "\n", " # Compute max similarity for each unique test molecule\n", " print(\"Computing similarities (unique pairs)...\")\n", " results = {}\n", " train_nonnull = [fp for fp in train_fps.values() if fp is not None]\n", " for s_test, fp_test in tqdm(test_fps.items()):\n", " if fp_test is None:\n", " results[s_test] = np.nan\n", " continue\n", " sims = DataStructs.BulkTanimotoSimilarity(fp_test, train_nonnull)\n", " results[s_test] = max(sims) if sims else np.nan\n", "\n", " # Map back to the full test dataframe\n", " test_df = test_df.copy()\n", " test_df['max_train_sim'] = test_df[smiles_col].map(results)\n", " return test_df\n" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [], "source": [ "data_df = pd.read_csv('/r/hassounlab/spectra_data/msgym/MassSpecGym.tsv', sep='\\t')\n", "train_df = data_df[data_df['fold']=='train']\n", "test_df = data_df[data_df['fold']=='test']" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Unique train molecules: 25046\n", "Unique test molecules: 3170\n", "Computing train fingerprints...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 0%| | 0/25046 [00:00" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Spearman ρ=0.063, p=7.11e-17\n" ] } ], "source": [ "\n", "\n", "meta_df['$\\Delta$Rank'] = meta_df['delta_rank']\n", "target = '$\\Delta$Rank'\n", "\n", "plot_trend(meta_df, 'max_train_sim', target=target)\n", "\n", "meta_df['OOD_bin'] = pd.qcut(meta_df['max_train_sim'], q=4, labels=['very_ood','ood','similar','very_similar'])\n", "plot_box_trend(meta_df, 'OOD_bin', target=target)\n", "\n", "# from scipy.stats import spearmanr\n", "rho, p = spearmanr(meta_df['max_train_sim'], meta_df[target])\n", "print(f\"Spearman ρ={rho:.3f}, p={p:.3g}\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Case Analysis" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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identifiercandidatesscoreslabelsranktargettarget_scoreavg_cand_score
1082MassSpecGymID0035491[COC1=C(C=C(C=C1)Cl)C(=O)NCCC2=CC=C(C=C2)S(=O)...[0.18594048917293549, 0.1165643259882927, -0.0...[True, False, False, False, False, False, Fals...6COC1=C(C=C(C=C1)Cl)C(=O)NCCC2=CC=C(C=C2)S(=O)(...0.185940-0.006930
1100MassSpecGymID0037576[CCCCC1=NC2(CCCC2)C(=O)N1CC3=CC=C(C=C3)C4=CC=C...[0.24177858233451843, 0.055086687207221985, 0....[True, False, False, False, False, False, Fals...8CCCCC1=NC2(CCCC2)C(=O)N1CC3=CC=C(C=C3)C4=CC=CC...0.241779-0.018462
1170MassSpecGymID0037651[CCCCC1=NC2(CCCC2)C(=O)N1CC3=CC=C(C=C3)C4=CC=C...[0.24217970669269562, 0.05593997985124588, 0.1...[True, False, False, False, False, False, Fals...8CCCCC1=NC2(CCCC2)C(=O)N1CC3=CC=C(C=C3)C4=CC=CC...0.242180-0.017726
1463MassSpecGymID0041214[CCC1C(C(C(C(=O)C(CC(C(C(C(C(C(=O)O1)C)OC2CC(C...[0.18226179480552673, 0.13410013914108276, 0.1...[True, False, False, False, False, False, Fals...21CCC1C(C(C(C(=O)C(CC(C(C(C(C(C(=O)O1)C)OC2CC(C(...0.1822620.140007
1468MassSpecGymID0041219[CCC1C(C(C(C(=O)C(CC(C(C(C(C(C(=O)O1)C)OC2CC(C...[0.18134304881095886, 0.13424623012542725, 0.1...[True, False, False, False, False, False, Fals...21CCC1C(C(C(C(=O)C(CC(C(C(C(C(C(=O)O1)C)OC2CC(C(...0.1813430.140014
\n", "
" ], "text/plain": [ " identifier candidates \\\n", "1082 MassSpecGymID0035491 [COC1=C(C=C(C=C1)Cl)C(=O)NCCC2=CC=C(C=C2)S(=O)... \n", "1100 MassSpecGymID0037576 [CCCCC1=NC2(CCCC2)C(=O)N1CC3=CC=C(C=C3)C4=CC=C... \n", "1170 MassSpecGymID0037651 [CCCCC1=NC2(CCCC2)C(=O)N1CC3=CC=C(C=C3)C4=CC=C... \n", "1463 MassSpecGymID0041214 [CCC1C(C(C(C(=O)C(CC(C(C(C(C(C(=O)O1)C)OC2CC(C... \n", "1468 MassSpecGymID0041219 [CCC1C(C(C(C(=O)C(CC(C(C(C(C(C(=O)O1)C)OC2CC(C... \n", "\n", " scores \\\n", "1082 [0.18594048917293549, 0.1165643259882927, -0.0... \n", "1100 [0.24177858233451843, 0.055086687207221985, 0.... \n", "1170 [0.24217970669269562, 0.05593997985124588, 0.1... \n", "1463 [0.18226179480552673, 0.13410013914108276, 0.1... \n", "1468 [0.18134304881095886, 0.13424623012542725, 0.1... \n", "\n", " labels rank \\\n", "1082 [True, False, False, False, False, False, Fals... 6 \n", "1100 [True, False, False, False, False, False, Fals... 8 \n", "1170 [True, False, False, False, False, False, Fals... 8 \n", "1463 [True, False, False, False, False, False, Fals... 21 \n", "1468 [True, False, False, False, False, False, Fals... 21 \n", "\n", " target target_score \\\n", "1082 COC1=C(C=C(C=C1)Cl)C(=O)NCCC2=CC=C(C=C2)S(=O)(... 0.185940 \n", "1100 CCCCC1=NC2(CCCC2)C(=O)N1CC3=CC=C(C=C3)C4=CC=CC... 0.241779 \n", "1170 CCCCC1=NC2(CCCC2)C(=O)N1CC3=CC=C(C=C3)C4=CC=CC... 0.242180 \n", "1463 CCC1C(C(C(C(=O)C(CC(C(C(C(C(C(=O)O1)C)OC2CC(C(... 0.182262 \n", "1468 CCC1C(C(C(C(=O)C(CC(C(C(C(C(C(=O)O1)C)OC2CC(C(... 0.181343 \n", "\n", " avg_cand_score \n", "1082 -0.006930 \n", "1100 -0.018462 \n", "1170 -0.017726 \n", "1463 0.140007 \n", "1468 0.140014 " ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "jestr_results[cond2].head()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "16458" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cond2 = ((flare_results['rank'] - jestr_results['rank'])>=-100)\n", "len(flare_results[cond2])" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(jestr_results['target_score'], color='slateblue', alpha=0.5, label= 'target_score')\n", "plt.hist(jestr_results['best_cand_score'], color='salmon', alpha=0.5, label= 'avg_cand_score')\n", "plt.title(\"JESTR: Target vs Avg Candidate Score \")\n", "plt.xlabel(\"Score\")\n", "plt.ylabel(\"Frequency\")\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(flare_results['target_score'], color='slateblue', alpha=0.5, label= 'target_score')\n", "plt.hist(flare_results['best_cand_score'], color='salmon', alpha=0.5, label= 'avg_cand_score')\n", "plt.title(\"FLARE: Target vs Avg Candidate Score\")\n", "plt.xlabel(\"Score\")\n", "plt.ylabel(\"Frequency\")\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'FLARE: Target Score vs Rank (ρ=0.33)')" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "delta_rank = flare_results['rank'] - jestr_results['rank']\n", "plt.scatter(jestr_results['target_score'], delta_rank, alpha=0.5, s=5, color='skyblue', label='FLARE')\n", "\n", "# correlation\n", "rho, p = spearmanr(jestr_results['target_score'], delta_rank)\n", "plt.title(f\"FLARE: Target Score vs Rank (ρ={rho:.2f})\")" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'JESTR: Target Score vs Rank (ρ=-0.52)')" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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u3buXP/mTP+Hf/u3fmJiYqHuv8f6o5gzVsnr16hmfA7jrrrsoFAp885vf5IorrphzvLWoJnkgO3fuZMOGDXR2dta9fsYZZwA6pFrNSavmf7RLHMeMjIzUvdbb24vneWQymRm5TwDlchmATCYzr+8CeMMb3sB73vMe7r33Xt7//vc3Hc/rX/96tm/fzje/+U02bNjQdD9KqURuwbAyMIaL4ZgghOCMM87gjDPO4LrrruP000/nC1/4woINl4svvjjJtbjhhht48YtfzBve8AZ+9atfNU1IPBomJye5/PLL6e7u5s4772Tbtm2k02l+9rOfcdttt81IJF3IQ7hKdV/vfe97ueaaa5pu02gsLISOjg5+7dd+jV/7tV+jr6+PO+64g29+85vzzkVq94Hf7JxIKfn1X/91/uAP/qDpZ6qTaSte+cpX0tHRwT//8z/zohe9iH/+53/Gsqwkabn6vT/4wQ+47777+L//9//yrW99iy996UtceeWV/Md//MeMctpG+vr6kgn8mmuu4cwzz+T666/nL/7iL3j3u98N6Any13/91xkfH+e2227jzDPPpLOzkwMHDnDzzTfPuD/m+s5arrnmGr71rW/xkY98hCuuuKKthPY1a9YANDWEmuWltaJWj2k2enp6yGQy7Nu3b4aBet9993HFFVewfv36pjpLhw4dAmhpVMzFpk2bWh7TW9/6Vr7xjW/whS98gSuvvLLlPiYmJuZcgBmWF8ZwMRxzTj31VFavXp08tI4W27a56667eOlLX8r//J//s+nq62i4//77GRsb41/+5V94yUtekry+a9eutvcxODjIfffdR7FYrPO6PPvss3XbVStlXNedc8W7WKvEqgFYvR7btm3j29/+NuPj4y29LoODg0gpeeaZZ+oSgoeGhpicnGRwcHDO7922bRuFQmHeK/sqnZ2dXH/99Xz5y1/m4x//OF/60pf4tV/7tRmToGVZXHXVVVx11VV8/OMf50Mf+hB/+Id/yH333Tfv777uuuu4/PLL+dCHPsTb3vY2Ojs7eeKJJ3j66af53Oc+x5ve9KZk23bF1WbjhS98IW9/+9u5/vrred3rXsfXvvY1HGf2x/bmzZvJZDJN708pJQcPHmR6errO6/L0008D1OkBrV+/vq0x3n333dx8882sW7duxjE///nPB7Qezn333Ucul6tL0P3JT36SvD9flFLs3r2b888/f8Z773vf+7j77rv55Cc/yW/+5m/Oup9du3Yl4zSsDEw5tGHJ+MlPfsL09PSM13/6058yNjbGc57znEX7riuuuIKLL76YT37yk4n7GRanHLq6Qq51vQdBwGc+85m293HNNdcQhiF/+7d/m7wmpeTTn/503XYDAwNcccUV/PVf/3VTw67WFV+deCYnJ9saw3e/+92mr//7v/87QHI9XvOa16CU4o477pixbfUcvOIVrwCYUfnz8Y9/HGDWqpcq/+//+//y4IMP8u1vf3vGe5OTk0RRNOc+brzxRg4ePMjf/d3f8fjjj3PjjTfWvd9sNV6dJJuFLtrhtttuY2xsLLmWze4PpRR/8Rd/saD9N/Kyl72Mf/qnf+Jb3/oWb3zjG+csFXddlwsvvLCudL2WKIqScnTQ9/Jf//Vf09/fzwUXXJC8/p3vfKetf1XPYDqd5mUve1ndv2r11Wtf+1riOK4ru/Z9n7vvvptLLrmkrqJo7969/PKXv6wbc2MICrQY3cjICC9/+cvrXv/oRz/Kxz72MT7wgQ/wzne+c9ZzNTU1xY4dO5aduKRhdozHxbBgvvKVrzQNy/z6r/86a9eu5fOf/zxf+MIXePWrX80FF1yA53n84he/4O///u9Jp9ML1tJoxfve9z5e97rXcc899/D2t78dWJxy6Be96EWsXr2am266id/7vd9DCMHnP//5lloSzbjhhhu4+OKLec973sOzzz7LmWeeyb/9278lE2ut9+TTn/40L37xizn33HN561vfyqmnnsrQ0BAPPvgg+/fv5/HHHwf0BGzbNh/+8IeZmpoilUpx5ZVXztBkqfKqV72KrVu38spXvpJt27YxPT3Nvffey//5P/+Hiy66iFe+8pWA1oV54xvfyF/+5V/yzDPP8PKXvxwpJT/84Q956Utfyq233srzn/98brrpJv7mb/4mCaX99Kc/5XOf+xw33HADL33pS+c8J+973/v4t3/7N66//npuvvlmLrjgAqanp3niiSf4yle+wu7du+d04b/iFa+gq6uL9773vdi2zWte85q69++8805+8IMfcN111zE4OMjw8DCf+cxn2LhxY9tqrY1ce+21nHPOOXz84x/nlltu4cwzz2Tbtm28973v5cCBA3R3d/PVr361aahmodxwww3cfffdvOlNb6K7u7vO8GjGq171Kv7wD/9whocDdFjmwx/+MLt37+aMM87gS1/6Eo899hh/8zd/g+u6yXYL9YQ145JLLuF1r3sdt99+O8PDw5x22ml87nOfY/fu3fyv//W/6rZ905vexPe///2639fg4CA33nhjoiv0ox/9iH/6p3/ivPPO421ve1uy3de+9jX+4A/+gNNPP53nPve5/OM//mPdvqvPpir33nsvSile9apXLdqxGo4Bxycn2LCS+Pu//3sFqJ/97GdKqdnLoampcvn5z3+u3ve+96kXvOAFqre3VzmOo9avX69e97rXJftqxkKUc5XS5cXbtm1T27ZtU1EUKaUWrxz6gQceUC984QtVJpNRGzZsUH/wB3+gvv3tb8+o6rn88svV2Wef3XS/IyMj6g1veIPq6upSPT096uabb1YPPPCAAtQ//dM/1W27Y8cO9aY3vUmtW7dOua6rTjnlFHX99derr3zlK3Xb/e3f/q069dRTlW3bc1YY/e///b/V61//erVt2zaVyWRUOp1WZ511lvrDP/xDlcvl6raNokh99KMfVWeeeabyPE/19/era6+9Vj3yyCPJNmEYqjvuuENt3bpVua6rNm3apG6//fa6Mm6lmivQVsnn8+r2229Xp512mvI8T/X19akXvehF6mMf+1hdae5s/Jf/8l8UoF72spfNeO+73/2uetWrXqU2bNigPM9TGzZsUL/5m785owS7GbON+5577qmrBtu+fbt62cteprLZrOrr61Nvfetb1eOPPz6jXPimm25SnZ2dM/ZX/U1VaaWc+5nPfEYB6r3vfe+sYx8aGlKO46jPf/7zda9X78+HH35YXXrppSqdTqvBwUH1P//n/5x1f4tBqVRS733ve9W6detUKpVSF1100YwS+eoYG6emt7zlLeqss85SXV1dynVdddppp6nbbrttxn3b7rOpyo033qhe/OIXL/qxGpYWodQ8lo2Gk5K//Mu/5J3vfCfPPvss27ZtO97DOaH413/9V1796lfzox/9aNk0wzOcGLz5zW/m6aef5oc//GHy2hVXXMHo6ChPPvnkcRzZ8uDw4cNs3bqVf/qnfzIelxWGyXExzMlDDz1EZ2dnWwmXhtY0yr/HccynPvUpuru7ecELXnCcRmU4Uflv/+2/8dBDDy1YJfhE55Of/CTnnnuuMVpWICbHxdCSr371q9x///1J2fJc1QyG2fnd3/1dSqUSl156Kb7v8y//8i/8+Mc/5kMf+tBRlVAbDM3YvHlzXaK6oZ7/8T/+x/EegmGBmJnI0JL3vve95PN53vzmN/OJT3zieA9nxXPllVfy53/+53zjG9+gXC5z2mmn8alPfYpbb731eA/NYDAYVgwmx8VgMBgMBsOKweS4GAwGg8FgWDEYw8VgMBgMBsOKYUXmuFRlq7u6ukxzLIPBYDAYVghKKfL5PBs2bGir0WkzVqThcvDgwTqJaIPBYDAYDCuHffv2sXHjxgV9dkUaLl1dXYA+8EY5a4PBYDAYDMuTXC7Hpk2bknl8IaxIw6UaHuru7jaGi8FgMBgMK4yjSfMwybkGg8FgMBhWDMZwMRgMBoPBsGIwhovBYDAYDIYVgzFcDAaDwWAwrBiM4WIwGAwGg2HFYAwXg8FgMBgMKwZjuBgMBoPBYFgxGMPFYDAYDAbDisEYLgaDwWAwGFYMxnAxGAwGg8GwYjCGi8FgMBgMhhXDiuxVZJg/Sin2FSKmgpgez2ZT1jmqXhEGg8FgMBwPjOFykrCvEPHoaIlIKRwhgAybu9zjPSyDwWAwGOaFCRWdJEwFMZFSDGQcIqWYCuLjPSSDwWAwGObNvAyXu+66i4suuoiuri4GBga44YYb+NWvflW3zRVXXIEQou7f29/+9rpt9u7dy3XXXUdHRwcDAwO8733vI4qioz8aQx1KKfbmQ54YK1OOFTYwXIpwhKDHsxe0n735ECll3d9KqaU7CIPBYDAYaphXqOj73/8+t9xyCxdddBFRFPGBD3yAq6++mu3bt9PZ2Zls99a3vpU777wz+bujoyP57ziOue6661i3bh0//vGPOXToEG9605twXZcPfehDi3BIhiqN4aFTsh5pWyQ5LgBSSh4Z9RkthfRlXC7oS2FZ1qz7GSq5HJwOlzTsZHJyDAaDwdCMeRku3/rWt+r+vueeexgYGOCRRx7hJS95SfJ6R0cH69ata7qP//iP/2D79u3ce++9rF27lvPOO48PfvCD3Hbbbfzpn/4pnufN+Izv+/i+n/ydy+XmM+yTltrw0HApIm0Lzl2TrtvmkVGfh4ZLxEqxK6+9XhcNZGbdz2gprPtbh50W13AxOTkGg8FgaMZR5bhMTU0B0NvbW/f6F77wBfr6+jjnnHO4/fbbKRaLyXsPPvgg5557LmvXrk1eu+aaa8jlcjz11FNNv+euu+6ip6cn+bdp06ajGfai0RhCWW4hkx7PxhFi1vDQaCkkVorelE2sFKOlsPV+ihF+DKEEP4bh4vzDTu1icnIMBoPB0IwFVxVJKXnXu97FZZddxjnnnJO8/oY3vIHBwUE2bNjAz3/+c2677TZ+9atf8S//8i8AHD58uM5oAZK/Dx8+3PS7br/9dt797ncnf+dyueNivDSGVfpTFo+P+8vKK1A7xjVph+evSZEPVV14qJa+jMuufMS4H2MLQV9m5vj15zLsyPkcKkb4sQQEvWmHbd2ppvttZL6hn3aMrqXEhKoMBoNhebJgw+WWW27hySef5Ec/+lHd67/zO7+T/Pe5557L+vXrueqqq9ixYwfbtm1b0HelUilSqdRCh7poNIZVNnY6Sx4yWegYIyl5ZipksMvl/L5M3cRbOyn3py0u7E8zVo6SHJdGhBBs7nKZCmLG/ZiBjMtwKaIv7bRtqM039FM1lmoNh2OJCVUZDAbD8mRBs8Gtt97KN77xDX7wgx+wcePGWbe95JJLAHj22WfZtm0b69at46c//WndNkNDQwAt82KWC7VhlXE/phxLUrZ13LwCs42x09VjPDBdDf0cmXgbJ+Xz+zJcvLaj9U4rHI0XpDFPZi4jr2osHS9DcL7jNRgMBsOxYV45Lkopbr31Vr72ta/xve99j61bt875mcceewyA9evXA3DppZfyxBNPMDw8nGzzne98h+7ubs4666z5DOeY05dxsYVIwipbuz3O78twRk8q8Wocb6pjnPJ1Tsia9MwckYXmj2zKOgs+3qUK/SxVntFijXe550EZDAbDSmNeM+0tt9zCF7/4Rb7+9a/T1dWV5KT09PSQyWTYsWMHX/ziF3nFK17BmjVr+PnPf87v//7v85KXvITnPe95AFx99dWcddZZvPGNb+QjH/kIhw8f5o/+6I+45ZZblkU4aDaqYZSZpcPHdyXeGPq5oC/FryYD8qEkH8Q4lqAcK5RSiMokvJBJ+Wi8IEsR+lFK8fBIme3jZSwLuhwL6Gga0mmVs9Lq9cUarwk5GQwGw+Ii1DyWgK2SE++++25uvvlm9u3bx3/9r/+VJ598kunpaTZt2sSrX/1q/uiP/oju7u5k+z179vCOd7yD+++/n87OTm666Sb+x//4HzhOe5NDLpejp6eHqampuv2erOzNh3WT44ZOrbMyWo7Jh5KsK1jjWWzsSpG2Bd2uBQJygZxX4ulSJqwuZN978yH3HZwmF8RkHIuUDeetycwo+a5u2xge29zltnx9sXhirMzTU34ScjqjJ9V0fAaDwXAysBjz97yWkXPZOJs2beL73//+nPsZHBzk3//93+fz1YZZaKWzssqzKEaSVZ5NIZZsn/DJuiKZoOc7gS6l92Ah+54KYmwgYwtKkcQVVkvvUauclaXOZTne1VEGg8FwonH8kzJWAMe7NHau72+cHPsy2uOSDyW2EJRiiZRgC45qgq5O8v1pmz2FkKfGSwBHdT6qx/bUeIl8IBnschku6/Ep5cx53F2eBQG4Npy1unVpdisDotnri3m9j3d1lMFgMJxomKdoGxzvPIW9hZAHDpfwI0nKsbhsXYbBriMKw42T48ZOm7UZh0k/wpeQssCXcHA6nPfKv1YXxrYsHCHYUwjJBwqhJI+Olmg8H/OZ+KvnNhfG5EPFnnxIl6c9J3Od92ZGQavvaWVANHt9Ma/38a6OMhgMhhMNY7i0wfEujd2ZCxgvR3i2YLocsTMXMNjlzRCbG8jYSYXQpqwz05jIOG2v/Kv7fmqsxJgvQYFjw5mrUniWjVD13pHa8zHXxF9r2IyWIyKpGMy67CmErElZnN2rK5aerIj7tTrvSRJtQV8jCq29P60MiGavH+/rbTAYDIbWGMOlDY53noJAgEj+0H9TL4j3zJT2VHR7VlNjYb4r/+q+C6FEAo6AQEIuiLlkbSePjpYYLjc/H3NN/LWGjR8rQDBSjul2bc7uPTLuds77UnjDjvf1NhgMBkNrjOHSBsc7T2Frl8vBYkg5kmRTNlsrE3OtIN5QMaIUSU7r8RbFS1Ddd8qGUgyxAkuAZ1tzno9u18KPFc9M+qQdS1cx1TDpR+TCmIxtEUnJpk6Pvowzo2v1UCnEjyVp2+J5vc3zV5bCO3K8r7fBYDAYWmOeyG1wvPMUNne5CNE5YyKt7TPkWIKM01rFtyqEtisfolCc2u2xOeu2zAmp7juWCkuAK2BVyub5a1Jznw+h/0cgUAqGyxG58EjptS8hHygmVYQFhE1Ee7XHp0ysFLaQrO902dJkrEvhHTne19tgMBgMrTGGywqg1URaK4hXzXFp1VBxXyHigaEi434MCg4VY8Q60VKsrT9lsbHToRTFrE47rM3YrE65bOy02ZsPZ02IzQWSlA2bsh678wHbJ4KkDHuo5DJSDEnZ2siY8iWHpkPyYVwX6mlsr6C7VmdmjLXWO9LtWSileGKsbBojGgwGwwmKMVxWMJZlcdFAhmYTeiNTQUw5kniWnsj9SLYMq+wrREnX67Rjc+aqdGLgNAq2NcspqfWC1JZh78mFbPe1yq0fK8qRwrHAFmJGqKedrtVQb9TtzYc8OmZUag0Gg+FExhguJwk9nk3asRgrR0gF2FZdGwCYXVOlauC0yimprRTq9izOW5MmF0rKsUrKsGPAsqirIKpqzjSGepq1V6hSW01V23qhnXyX463JYzCAuQ8NhqPBGC4nCZuyDpet7eDxsTKHSxEdtuDgdMi+jC6bru37E1aqffbkFZZlMVIK+Y99EVEscWwLS6kZhkazjtPnrkkjpQS0AdLl2kwHUV0F0aasU1emXRuKWptxuLA/PeOBXltNtSsfAXDRQOaYVSEtt9YHhpXH8daGMhhWMsZwWUSW06TTbCyD3R65UBI28UrsK0Rsn/DJhZK0LUjZAs8WREqxIxcwFSicSlXRaT0e6zvqq4AavR2TvjYoduR8DhUjPAtcCzZ2pRJBvOo2m7IOm0X7oahW+S+tqoGa6cYMdCy8Cqlx0lGkEYgZ37uQe8FMaCcHRivIYFg4xnBZRJbTpNNqLK28EnV9f2JFt2sxkHEZ8yPKke6i3OFa+FIRSzmjz1Hjfn0Jj46WGC/HTMeSLV0ufqxIV5Jyj4wtpPY8tfNAb5X/0iqJuZluzNFUITWOcWcuIBfIunMNLOheMBPayYHRCjIYFo4xXBaR4znpNHpYJv2o6VhaeSWa9f3pT1kcLIYUIwkCipHEs63EUKjLa3EtzutLJx2nq9/fn3GYzgcMFyPWpLWXZrbz1M4Dfbb8l2aeptrvGyqG9KUd1qTtBWu0NI5RIJocDwu6F8yEdnJgtIIMhoVjfi0LoFVI6HhOOo0elg2dbt1Yuj2rroz5nN5UXeii2YN0Tz6gHCtQ2hPTn7Y4tUcbNE+MlZPE20gqfAkbOhy2drkoFOO+xI8BJelN22Qdiy7PYqioS59zgWSkVMYWFuVOmSQJb+y0GSq5iVGysXPmOZytmio5DzVj6nQtbGC4FOFaltaw6Vp40m7juVJKMRXEM677Qu6FE21Ca5VIfbJjtIIMhoWzsp+Kx4lWYZjjOenUeTGKEfkg0pNqRWwOxaylws0epLvzkfayOBaBVKzt8FibcZNjLwS6+/SqlM2hYkA5ijlYDAGBZykAetMOWdfmQCHgQEEL0XkC8pWO1Y4V8/SUz9oOl81dLvunY20MKW0Urc04bO5qPtHN5l1J2VYypjVph1OyXhKmanZd5hPmazxXVaNr5nWf/71wok1orRKpVzrLKZ/NYDjZMIbLAmgV6jiek06tt8eXcLgUk7JlEsqYCucfxlJob0vlDxSq7tiLUUCsYKQUgUAnvBYjBIJNq3Trgb60vsViIOMIJgKFZQsIdbJu2tHtAarjmU+4rZmxUT0PtWOq5tY05uXUcjRhvlbX/UQyQBZKu0KCK43llM9mMJxsGMNlASzHPIRab89YOWa0HNZNwgsZ86ndHoeKMX4kyaZtTu32EIhkP12OxSlZj0IYc6gYUY4kaUd7R56eDAilosuNOKNHh63yofbQKCWwbZ3wG0hFNmUn45nPOJsZG+f0poBMUs1UjiSuZc15vMvxmp4ItCskuBKoDXsFkqOuTjMYDAvDGC4LYLFCQosZ/29UkG3MuVjImDdnXcS6+hCIUqouB+WCPp0rU5uk+8tJn18UfRDwzKTPKs/i/L4Mk772BnlCESjIBzGWsNiahNlomePS6Jrf2GlTjhWFUFEKdWfsHs9OzsOmrDPDlT8bxyLMt1ThheUctpgtkXqlURv2UgqdzD5Lb7Dlek0MhpWOMVwWwGKFhJYq/t9sEl7ImJt9Zl8hapKD4tZtt32ijG2JJDwwVo64eG1HW670Vjkuja75oZLLgUKAJRSxhIxj1enCzPd4j0WYb6nCC8s5bDGfthTLndqw11g5IusIzuhJtewNtlyvicGw0jHp/ceR2gdhrFQl/n/0VCfhc9ekK52lF2+lVxueiVQ1N6WevoyLLcSCwgOt9t/4+mgpJAa2dHnYQnBoOuSZXMCjoyX2FaLFOtxFpZ1zt5z2a6in9r52LIst3amWvzFzTQyGpcN4XI4jyz3+38zdvRQ6K7UP/Wb7V0pRjqXO3SnFdHkWm7MuB6ejuh5Iy120banyaI5Vfo5Sir35kF35MKlW25xdXMN4OTOfsJfJmTIYlg5juBxHlnv8v14TRZF1LLKuYEOnQ8oSrEo5TXNB2tJZaeFCbxbm2leIeHrCJxdIYgWhVKzpE6zt09uVY8X+vM/ufICU1DWPXOxcg6PZ30LzaObKhTpWZfj7ChEPDBUZ92NQcKgYI9aJkyIEopRi/3RM2hZJj63ZrvuJpsdjMCwnzK/pOHI84/+NqrcIyAWSbs8CBblQezhCKUnbNvumfQ4r8CxBb9rhxevay1lpZK6y42qYSyltsDw57jNajpioGC0A05HiR0NlrjglW6ki0myf8LEFdc0jF5pr0MpAOZrchYXm0cyVC7XQ/c7XCJsKYsqRxLP0Nn4kl613qxULNTxnu+6t9tmo9VMrAGmSdQ2GhWMMl5OUZv17UjZa7RZFyhaV/4Z8EKEUpGyBa4mjmrDadaE3ji+qSMpYgAQm/ZhHR0tUJ5C0Lci6YoZBtFB9llYT1fFo67BUWijzNcJ6PJu0YyUel2zaXnEhkIUanrNd93b2aZJ1DYbFwyTnnmRUV35PjZfIhTH9aZtyJPEjyUDGwY8k5cp/pyxY3+Ew2OWQcSz8SFGKJJ698Jj9pqzD+X0ZzuhJcX5fpqULvXai8CwYSNu4lQWqBaztqE96rDWIbHS4qNqWoCr3X2soVc/DE2Nl9uZDlFItv7/V9xyr3IWjSXaejfkmkG7KOly2toNzVqc5uzfFZetaX7/lykKTZme77u3ss9k2UkoeGi7xzT05HhouIaVctOM0GE5kVtZTx3DUVFd++UCSDxV7CmFFNE4/lFOOBSj9gLYE27pTKBSHSzECEALOWOU1nbDaccO3G9aonShcy+LCvhQjvmTnVJmJQFEIYzLYOsxFfU5B0kOpsrptJvc/1wq41UQ1V+7CUuh3LFUuVDtGmJSSh0fK7MkHeLbF89ekuHxDx5zHtFx7FC3U8Jzturezz2bbnKjtEAyGpcYYLicZ1ZXfYJfLnnzImpTFWavTTXNcqg/oJ8d9UrZgU2+K4VJE2rbqJq7qZL0zF3CwGJGywLG0MdBMCG6uSU8phUIlY8m6FrlQsjbj0J/u4MdDZfxI4seKnbkAIQSbsk5iED0xVq5z6zeT+58r5NNqompleM12DpqFBOZj4CxVLlQ7CaSPjPr851AJX2qP1Lgfc9Up1pxhjuU6Kc92zLNdk9kM7nbOY7NtnhovnZDtEAyGpcYYLicZycqvHNHlWZzdO3esfa4VZdV7MVaOKEaKLV0evqzkwRSYd2x/XyHisdHykfybks6/cURIt2eRsqHbddidD9iVD8iFsm6/C10B1zLfhNdZz0GTfSyHnId2jnG0pLt/uxbEEkpt5jct1x5Fsx3zQq9JO+ex2TbLXQ7BYFiuGMPlGHGsXeetVo9atj/NrnyIVJKhUsikHyWlzc1W/bUy/GvSNgcLPj8Zmk5CB7lAau9Fh8PufMhIKaI3rSX594/rsNTmrMOeaZ1bA7T8LqUUO3I+4+WY/ozDlB/qpo1Z3bSx2iup2kSxP+MwGcR1+13oCvhozmviwWk4B61CEccjybcZc92XfRkXZypMPC4ZZ+6+T9XPrbRJ+Vhfk+Uuh2AwLFeM4XKMONau82arx42dOq6+O+dTiBSOgPxkSLdr0eXpFXGzFWatDP/hiYBJPyaUuspn33TERX2e7vDsR3Q4FoNZhy7P4UAhIB/pXJpnKpOfULKuGqjZuA8VI6ZjyXQ+oMO1SNlW4hnZ2uUihJc0UZzwIwohyX6HSm6Sz3JOb6pl+GWhJcT7ChE/GymSjyRSwlm9aS7sT9PtWjPOwWk96ZYG0XIRKJvrvrygL4VSqi7HpR0jb7En5WPR++dYX5MTqR2CwXAsMYbLMeJYu86brR6HShEPDZcoR5IYWO1ZxEqRdgT5QNZ5LYBkohgtR0kn3KFimaBitAAUQsmOXAjCQqCNjG092gsTA4NZlz2FEEtByrbm9LxMBTGeBYNZhwPTEVlbsLXHrRO8q3qO9hUinhovYSGTnJ3tfpmsZ83q6j8a79dUEJOPJH6swybbJ3zWZhwQAKLuHMwWZlgujTrnui8ty+LitR1cvLZjXuNa7En5WITWjGicwbAyML/MY8Sxdp03Wz3uryQD9lQmqWIkcSyLqUAnuiqhEm8IMEPnZbgUkXEsCmGcGC4WegJflbaScE4ukMn3j5Rjul2bDZ0uB6dD9kyH5IPWnpcez8a1LCaDGKkEgYSD0xHn99Vvd8Rjosc5XG5f+v9ovF89no2s5HpkbIENSflryqbuHMzGcmnUuVJCOscijHMsGm0aDIajxxgux4ijdZ3P11Veu3rs9iyUUtpToqAQxKQsweaswylZj5FiyJgfs8qzGCnpypjVnvbCZBxBHCs2Zh36Mg5druCh4RK7K5OkZ8HGrEc5VomRVI4Vyo/Y0OmSsmBVymFjp83ajK6kEEp7SIbLrat59HYxq1IWI6WYHTm/6TE3lkEfKARzuvpbeRnaOcebsg5n9aa1Si/Q5R3J+TgeoZ+j9eStlDyL5RJaMxgMxx9juBwjFuo6r4YCqnkp3a41a5ltlVrp/IdHymwfL2MJyLqCLtdmS3cqCSvszTv86PA0ewoRKDhYjAikTS6UTAQKWwiynp2UFG/OunXhiRes8ThQlHXGQ1QxlNZ3OKxKOU09JI4QiSFUuy+AjGMTqpjd+RAEHCpG7CtEM465dpWslGJtxpnT1d/Ky9BOOEIIwYX96Rbfc+zDDEfrMZntvmzHkFNKsbcQ6rJ0dA7SYnckh2MTxjkWeTQGg+HoMYbLMqcaCqjmpXQ4FiTqnO1J12+f8MmFkoxjkbIFZ65O1+mabMo6rO9w8CNFf8bBjyVRLOnyBBnbphRLUpW0CaUU+6YjLQDn2AykbSzLYnOXTVVDJQbSjsXhfEg5lBwqRqzvcNjWnWJjp03tBHS4GPLwSJlYKXbmQvYWQgpBjBCKMFa4Ak7pcinPUobbOOHMlpSrlKI/bXFKp0MQSwa7vMTL0G44otFYave7l4Kl9Ji0K2X/wOES42Vd5XWwGCJE56LnnxyLME59U1HY0OFwardnDJgFYIxAw1JiDJdlTjUUUM1LGStHnNLptu0qnwpibCBjC0qRxBUzy1mF0Aq5uUDiS4ljCfo7XEIFkVJ0uzarUkcSdmebqBKXflF7bzpdmxE/wo9UJe8jUzcB1YpwjZQj9hdCLKHLbi0LXEtX67hW6zLc+SRu7itEPD7mEymFZ1us63CTZNaFhCOOtx7LUlamtGPITQUxfqUNBDCrgbncqR5vyrY4VAwoR3HlWExfoflyvH8XhhMbY7gsc6qhgOlQ56Wc0unO2uOnkR7PpsuzIADXhrNWpypaLvUrolpPSLdroVAUQitx/1c/syPnM+lHCMC1BOVIMunrfJdqPs15a7ROzMFixHSkG/L1ZxzKccyOKZ+duQCF4tRujzVpJwl1oMCz9X5LkaTLEZy1OjVDrr+R2gl2qKjDFq1WepN+lOTu5EM99uoDdSHhiOOtx7KUK9t2hfxSjsV0xZDNplZe48UqSUJ5RSNooMPRJe4r1BA7nhzv34XhxMYYLsucZqGA+ZS7NpuMhRDszYctVkQue/NholzrCIEQXvKZQ8WIUEIgFZ6C/oyNL+vVcc/vy3D5ho4aCXwtcleMYawcEFbEzA4VY160Ns1FAxlGSyG2ZVEMYwqhSoysC/pS7J+OExXeZhNz7QQbSJ2jM+ZHTVd6vqQud8evKf5ZSDjiaJNGj9bwWMqVbbtCfpety9TluKzUMuLq8VY1gsqRnNXTZ2iNSaY2LCUr8wlzEnG0oYBmk3GtOm2Ha5EL66t2Wq2Wqhorp3a7HJgOWZOyuXigo+n2m4VO0tyUPZIcLKVMhO9cS+BXxOmqx9dsEt9bCPnRoSKFUCLQUvrrKgm/tZou1Ql2tBwxXo5brvRSFk1zdxbK0SaNHq3hsZQr23al7Ae7PAa7vEX5zsViIQZh9Xib9dcyzA+jiWNYSszddBJSVafNhZJRP8azRF3VTqvVUlVjJZCK9R1uoq2yNx/iiLDp6koIQdoWZD1LC93lIwIFoVJ0uMzYtnGi3JkLGC1HxApCCYUJn6FyRLerQ1vVCpZab1EuKLVc6a1KOXS79ozcnYVytEmjR2t4mJVtc47GIDR6LkePOYeGpcQYLichVc9Jb0UjpTdl4Vkkk2ar1VKr12t7GfVl3Eq+zBGqk+tkEOFauttzpBRbsq3DCtUV80gpJqqEcyx0o78wVuSI6/JTqsy10ltuK8HquRkqhgQSRssRe/Nh2yGj5XY8y4Wl8kSZahmD4fhjnnInIVXPSRlJ2rFAUBfLb7VaavX6vumIZ6YC/Ejnjgxk7LrQQXVy3ZmzOViMSFngWIJtPTp/Z29e58D4kkSwTinFY2NlglhiWSCVNlyk0jkqXmzhy5kTSaPRVEt12+p3qUpScSt9kvlMUI37rh5Hu0KBOhdIh7lyQeteTo2YlW1zlsoTZaplDIbjjzFcThBaTbS1r3e72kiZ8mM2dLp4WUWgRN0kuxB25gLGSiGWJZjwYx4bFWzOHhEhmy13oDoR5MKYfKCSho89nk0oJatSNoUgpsOzSdmQDxSrUhblWBsHtROJDfxy0ubQdIhlQZdjAR3JxJJ8lx8xGkhsIOvZXLmhgy3d9fon852gqtvnA0ku1Bo4teGsVlTPzVQQM+ZHpgpjkVgqT5SpljEYjj/GcDlBaDXR1r5e7TmUskmqfxZjtSgQSHQIJwaGS/GcKrdVqhNBxraYVBEZRxAphUIr7x4uhYDAsS1O7fGSLtVdtm66WDuR7M4HHC7FhFKRcSygXlOkuq0vIYh1X8SgHPP4mD/DcJnvBJUchyOYCBQZW+fRtDuxmVyVxWWpPFHmOhkMxx9juJwgzFYJVH39mUkfgUgaAS7WanFrl8vTk2UKoaLTEWRsZt13bVjlcClitKRLrBW6eWGXZ3Nqtw411ar5piw4v69hFV040iNISl2t5AgohjFSWnU5I9VJpxhJFOBaOmdmyo95Yqxc56ma7wRV3T4fSmwhKMWSbrd9TROTq7IyMNfJYDj+mF/dCcJslUDV19OORbXL82KuFjd3uZzf39G08WAz9hUifjZSZKwsmQwqnaYVZD2LUzpdtvWkkgnhUDFmpBSRcix6UnbdKlpVPDPdnhbK29wpOFjUAnMSgWtRlzNSnXRQsLMQIqXCsiAfxjw2VqoLLTWboJqF46rHM1lpKul1KQI5//DbcslVMcmns7NcrpPBcDJjDJcThHYqgao5LrlALupqcfbGg0caRY4UAxzbJoxjxsqSUiyJFFgCOlyBZ0FfxjkSYqpYNAql/1D137uvENUJ5W3tSrO2w52h57InH/LU+BHjZWNnlkdGfXblAkbKEXGs8GOoDS01m6CaifbBTPG9xUrWPB5GhEk+NRgMyx1juJwgzLcS6Fh9PxxpFBlISSRDOl0LP5JIBbbQlUJ+rFjdIBefCyUpW7Apm2K4pHVnamkMj+VCWWkeeUTPZU8+JBdKlFA8OnqkWueigQxpWxCMKsqWbNnHabbv00YOS5aseTyMCJN8ajAYljvGcFkAxp3enFbnpdooMmMLcrHCQ4IjCGLIWGALwboOh+evSbOx02ZvPmQqiCnHknIk2T7uIwSUsxKlVHKuZ8tDqXqanhovoYRiMOsyUo7rJuJWfZxa0er7lipZ83gYESb5dGkwzwyDYfEwhssCWI7udKUUe/Mhu/Jh0sCwtiT5aPc9m0ZJ9f0dUz67CiEoRdqxuGxtB4PdHn0Zl525kOlIIYGiFAgUWcciViRGS7MqqHyomA4lQsDPRkqADks1Sv03hqeOeIB0KGekHLc0btqdTFp/39Ikay6mEaGUYm8hrOspVFUdrsUkny4Ny/GZYTCsVMxTaQEsR3f6vkLEA0PFpMvyoWKMWCcW5eE4U2tFYFkWGzocTu32UCgeGy1zqBhSCHVJcDGO2ZUP2dzl0pcSZFwL349JWyRek6ynlXtHyyEPDEl25vXtGEnFQIfDs5MBsZSkHYEfK4qhYvuEz9pKHsxs4alaY2tDp9s0WTYxfgrUNXGsHnOjQdPq+5YqFLeYRsS+QsQDh0uMV7o4HyyGCNHZVsm64ehZjs+MExnj4TqxMYbLAliO7vSpIKYcSTxL/zj9SC7aw7FRa0VhMV6OKEc69NLtaQn/TsciH8ZICULotNp9hYgHh8tM+jGxBMfWOi1CwcHpCEsIOl2bkXKMHylSjqBa+ZRyLJQg+Wyna2Eze6l1lcYVbquk2WYrYWBZrI4X04iYCmL8SOLZ+v4oL+L9YZib5fjMOJExHq4TG2O4LIDl6E7v8WzSjpV4XLLp2TVEZivtbVylVB+6uSjGFoJiFKNQdLo2Y+UIgUP1m1K2rg7q8rQ3pmpQpWyBj6IcKyxglScoxwrXUoyXI4II+lMWlpD0Z1zWpG26PQslFT8f9zlciuiwRVJqLaXk4ZEye/IBnm3x/DUpBru8ZFXV7gq3brtixI6cTzmS5APJYJfLcPnYr44Xslqc6zM9nk3KsZiueFyyqfY1ZgxHz3J8ZpzIGA/XiY359SyA5ehO35R1uGxtR12Oy2wPx/l4GqpNFN2iYm3GxhGK3ZUGiACFSHJ6T4qUxYwcmH0FrR8z6esOz7YASwhKscK2LPo6HMbLMZYlGSlH9Ka1+Fzt6miw26vLsZn0I3456fOL8TJBpUR63I+56hQr+VyzFW6zyb12O1/CoWJErHRuzZ58OKcmzVKQXBupVX6rIbnZDJi5Vpibsg6XrcvU5biYyfPYsRyfGScyxsN1YmOeXCcIQggGuz0Gu725N2Z+pb37p+OK1D44SnJen06O3Z0LE1XbtC0qpcj1bOy08SxBXDEwlIK0AwMZh1KkyFS6VK/vcBgpRazvmCna1phoGynFSCkmlLoaKJZacXdHzm9otli/wm02udd2tnYF+LFkY6fLnkLImpTF2b2ZYz7BV69NyrY4VAySkFwzd3fVGHtqXOcgNauegsr90eXVNb80GE5U5uPhMvkwKw9rPhvfddddXHTRRXR1dTEwMMANN9zAr371q7ptyuUyt9xyC2vWrCGbzfKa17yGoaGhum327t3LddddR0dHBwMDA7zvfe8jiqKjPxpD2zRbkbRapdQaOZFS5ALJtu4UvWkbX0ocq/WKZv90zGhZG0WeLbAsPYkitMJuf4eLYwl8KelN22zrTrV8aNSOw7UEQkAoQaJLqg8VI56e8nl0tMT+6ZjNXS7nVqqVhBAzjmMqiBOjrBgrCpEiVIKRcky3a3N2b6Zp5c1SU70OIyUd1hnoODLeRqrG2FhZkg8UewqhWWEaTnqqi53a338rqr+h6rNjX8HMRcudeS0lv//973PLLbdw0UUXEUURH/jAB7j66qvZvn07nZ2dAPz+7/8+//f//l++/OUv09PTw6233spv/MZv8MADDwAQxzHXXXcd69at48c//jGHDh3iTW96E67r8qEPfWjxj/AEY7FWB7OV9k74IUMlyZNjRYZKHv0pa4ZB0+6KZiqIcYRO1i3HuoNzX0qQ97XHRMYxp3R5pG1rTon8WsOqL22zsdMhF8R4lkCiOFyMUAhCqVBKsbGzC8uymn6+ehxTQUwktXcj5+tQ1dYud0Hdshf72uzI+RwqRpQjiWs1D1lVjbHBLpc9+ePnJTIYlitz/S5NPszKQyil1NybNWdkZISBgQG+//3v85KXvISpqSn6+/v54he/yGtf+1oAfvnLX/Lc5z6XBx98kBe+8IV885vf5Prrr+fgwYOsXbsWgL/6q7/itttuY2RkBM+b25Wdy+Xo6elhamqK7u7uhQ5/RdIoO7+YEvNVHhou8dBwiVgpbCG4aCDN2oy7oAl5bz7kR4enGSrqHJe0LXAsQS6QiYL/Ks/ijFUe27pTs+671QNobz7k3gMFRksxVW3dlAUvXt/Jhf3p5DPVlgdTfpzk4vgSnpnyGS/rdtG9KZsXr5tZJtyK2jGVY8WBQkDM4nTfbscQOhb3w3LFuPgN7TDXb6T6fj6QxGghyqpWlGHxWYz5+6iWZVNTUwD09vYC8MgjjxCGIS972cuSbc4880w2b96cGC4PPvgg5557bmK0AFxzzTW84x3v4KmnnuL888+f8T2+7+P7fvJ3Lpc7mmGvaI52ddDOw76qdNubshn3Y0ZLERcNdMzre6psyjps6HApR5KBDofh6ZnS/flQsjsXkgsks5UtVt2/Sul8lSfHfXo8m0k/AqWS9gE2+v9HSyH7Cs6Mh9aq1JHXbKDTsSg7enyNZcJzna/avJlCqLCEYkvX3N2327kO7SR0Nnq+apWHFzqZrxSDYG8+5IGhIuVI1gkeGgy1zPXM3JR1GCq5bPfLWBYcKASJVpRhebJgw0VKybve9S4uu+wyzjnnHAAOHz6M53msWrWqbtu1a9dy+PDhZJtao6X6fvW9Ztx1113ccccdCx3qCcXRZsu3o2/Ql3HZlY8Y93X5c19m4T9gIURSFu3HirRrEyoIAm28KHSlUX/GwZftaYs0HsOGTpe0Y2EFCpRCCXAtPe52kpDXVM6hH6sZIZm5zlft/kthSCxp69osls5Eo3HTrBHkfPe7UjQwduVDxn0dKhz3teChMVwMjcz1zBRCkLa1IKYJF60MFmy43HLLLTz55JP86Ec/WszxNOX222/n3e9+d/J3Lpdj06ZNS/69y5Gj1YNox2NzQV8K0B6Lvoyb/L0YY+72LKSUPD7mkwskjgUIgR/rJN9yrHhirNxSW2Zjp82OnA7tVCuaUhZctraDHTmfoVKMjWJLd4oL+lLsn9ZS/0PFkEDCaDki69rYHDEwtna5COE19VqMlqNEybfZ+ap9KHZ5ljaibDGn92Op4uqLsd9JPyIfSDKOIB9KJv1oWRouqqZjuJI6ebn23lmOXiLDsaedZ6Ypn15ZLMhwufXWW/nGN77BD37wAzZu3Ji8vm7dOoIgYHJyss7rMjQ0xLp165JtfvrTn9btr1p1VN2mkVQqRSp1dJPnicLR6kG08wO1LIuLBjJUtV1qWUgYodmYt3SnZvQ/8iV1OSLNtGWGSi6HihHTsWQ6H9CbdliV0m7dZqvtTVm9n525gIPFiPFyTC6QnJL1EgPjyDHM9Fr4saKq5NvsfM3W72g278dSPSgXY7++1J25JwKd4+TLuT9zPDi12+NQUSsCO57NdCR5espf1l4iw7FnISFXk9y+vJnX1VFK8bu/+7t87Wtf4/7772fr1q11719wwQW4rst3v/tdXvOa1wDwq1/9ir1793LppZcCcOmll/Lf//t/Z3h4mIGBAQC+853v0N3dzVlnnbUYx3TCczQ5CNUfaK2YW/X1dvaxWGGEZpL8U0FMDLOGdUZLIZ4FW7IuBwohrtAVRLVdo2upPrSmgpgxP0r200p3Buq9FkPFkL60w5qKEnFrjZk5VHkbvB9L9aBcjP2mLOjyBBnbplTxaLXDsc6N2Zx1EetE4hkbL8cntKt/peQerUSMQODKYl5PtVtuuYUvfvGLfP3rX6erqyvJSenp6SGTydDT08Ob3/xm3v3ud9Pb20t3dze/+7u/y6WXXsoLX/hCAK6++mrOOuss3vjGN/KRj3yEw4cP80d/9EfccsstxqvSJkdjPDQTc3NE2PY+FivE0Ww/rbwFta/1ZVyC6ZBJXxIjKEvFY2PluuNqxnw8EbXbupY1Q8m3XWb7zqV6UC7GflelHLpdm0gpul2bVan2HhPHOjem9lj35kNyQemEdvWvlNwjg2GpmZfh8tnPfhaAK664ou71u+++m5tvvhmAT3ziE1iWxWte8xp83+eaa67hM5/5TLKtbdt84xvf4B3veAeXXnopnZ2d3HTTTdx5551HdyQnEYthPCx0H92uhR8rnpn0STuWLjGeJ0rpnkWFQFKMArocq04bptYb1OPZnNeXJhdI3btIKQqhRRBLssDmToe901o5Fpp7jqoemR7Pbqsdwmxei/mseufr/Zhr38dqxb1Qr02re0opxd58WNeOYnN2cYX9TgZXv9EbMRg08w4VzUU6nebTn/40n/70p1tuMzg4yL//+7/P56sNNSxGHkPjPrpdq70yWqH/R6C7OFOzSbsT6958yDNTupmhsCye01PfN2fMjzlUjPAscC2L89ak6fHsRJDNsyBUECnBLydDfKm7TT86WqJxFaqU4uGRMtvHdaljl2OBat5MMjnEWbwW7a56F2KEzLXvfYWIn40UyUcSKeGs3vSS6E0s1GvT6r7cV4h4YKiYNAA9VIwR62b3kB2rMa8kTAKpwaA58ZYlJwHtri5nmzwb96FQbU3IuUDnPHRndG+hnbkgWT03Try/nLSIpUwqk6oqtrVlrIGUTIeSfYWokkAbMl7WYm59aZsuV7GrYlCNl2OmY8mWLpdyOSaKJZFUSAWrUja+VDNWofsKEdsnfHKhJONYgEz2N58mhlXaXfW2Y4Q0vj/XvqeCmHwk8WPdm2n7hL+s9CYaq8eU0hVio2Wt/utZ+tz6UXtl70uJlJJHRv26yrlaleXlyMngVTIY2sHc+SuQdleXs02ejft4Yqzc1oTc49mVLsoBCN1NeV8hShJgq/t4ejIgHwTYlmBXXicA60ql+jJWlK5g0f12IqYCSSQhBoZKMQroTSsipejPOEznA4aLEbZlkXEtNqRsdudDRkoxvZUE2lqmghgbyNiCUiRxhYVCtd3EsNnxt7PqbccIaTfHp/a7ZaWhZMYW2JX9LBcvQ2POyaNjNZVZQhDEEhRkm1ynY80jo36iDt14fy5XTgavksHQDsZwOYGZT0y83QlZK+E6lKN4htJs7T5CqRIJ/bFyxK6pMoUwRiDodIRu0Bgpsmkduhn3Yzodm3FfIoGUJYilIutoAbvcaBk/lvSm9fd3uhb78z4T5RhPQG/a5rw16Rmr0B7PpsuzINCdpM9anWIgY5MbLdc1MfTjmd6aVsffzqq3HSOkMVQ3Vx7OpqzDWb1ptk/42Ogmle0aAMe6IqWxMmt9Rnvl2skxOhbMVIfWCeoGg2H5YwyXE5j5xMTbnZAblXBrlWZr99HlRjwz6eu8BgQTgWK47IOA1Z7FGavSpG0tOPf0ZJnpWFIIY9K2wI8VQigyjmCwywNF3YS+OasTPif8mKFygFtx8dfqp9SKydWGL1C6V9GGTpdu1+JQaWYTw2aTPNTnxZzT27qLdTvns1mo7rHRcuIdE4imLQAaxQH18c3Nsa5IaazM2taTWjYhLVhcdWiDwXBsMYbLCYpSCoWi27MQaHXY2Va583FDt5qUa/dx9mrJ6pTNaEkr1o6Xo2QiLgSS0VLI2b0ZlB+RsgWDWZf9hYCMDatTNq4l2NqtO1M/MFTCjyQpx+LUbpJ8mkPTIaFUOALyQcXzU6DFBF0fvnCE4Ly+NNt6UnVVTArFUDHiF5MBNpB1BUMlj+lQcrAYkbLAseae+IUQ+rwU9H6HSvqzrbpOT/ntecf2T8ccnA6JlOLgdFjJcZk7N6OZ963a82kpvDDtGMLHU5dksdWhDQbDscMYLico+wpR/QpeeIs2KbRj5NSq7+oO0UWmy7pDtABG/ZhHR0ts6HRxLYvJICaUgkCCHemQ0NqMW5H3j/BswXRZJ/AOdmmPj2VBxrF07oqtV/mzhcca38sFMhGhO6KUC4UgxpeKjC3wY8FU6BNLSTHSDRTn21MpF8bkA0W3a9HlHQlJNPZbWozcmVY0874tpRemnXvkeOqSzKYObTAYljfGcDlBqU5w/WmbPYVwVp2TZizmanhT1uGydVp2f7QUUYolg50uewsRIyJkfYeDn4tBKRxb4IgjlSeipuQ6VjBaitiTCyhFMdN+jF8xhNZn7CRsUjtB1/Y+6nat5D1LKQ4VI/YXcoQSgjhmXafHs5MBEpUYRI5QpGybNR1OJQk4apoEPNs1yNgWkyoi4wgiVc2lqVcETlkk6sHdroVUkvsOFBJv2eYunSOy0JLYZh6QJ8f9JdMFaXX/1L4+Wo7IBzEZx1rWPZEMBsPywhguJyjVCW5PISQfKISSTXVOWrGYq2EhdK7KYJfHnlzAA0NFfjHhU44VpViwfzpCAZGCUqiwgbQj2ZkLWJex6U3Z5P0YAZRiyQNDRcqxoighkuBa2oOzfzqum6DLsarrfXReXzoxDg4VI56dCoiVQgFZ18IqRaQci5TSVU2usFjf6VKKJOVI0puyWd/hsK071VZyafUa5CKdR1GKVF1Cba0BUu23VA1pPXC4xHhZJw8fLIYI0cnmJNw3/5LYZh6Q5B7JhcRAOW7dOmG+tLp/al+fCiSFQCIreVCHSzHnLtL3GwyGExdjuJygVCe4p8ZLCCUZ7HIZLre/qm4MSVR7GtU2Razma8xroqkI2MVo4yCUgnIkiYFqpkYE+LFibz5gOrQ5fVWa0VLIqB8zmHV5diqgFOncFiW0AeBH2pOxWbjJBF0t8U47FsPFiF25kMs3dLBZuOwv5I5UlZRjso7gjJ5UksCbC2WS3Lt/Ol6UvlAp60iScTVBuFney1SgGwd6tv6e2sqt2tyZak5P45ja1SjZlHUYKrls97U434FCsGi6MK1CWrWvT5V9LKGwEEnOTrW03mAwGFphDJcTlMaeRMPl+YUWGkMSvtT7yQeSXCjp8gTdrq7Ymc9EkwskKRs2Zz2entTquY4lCGOFXndrJGBZOtSTtgVn92Z4dLTESDkm7VggFPlA67zEQMqZWRrc49kEEg7nQ1BwsEZzpq6qxBJs7U61bLqok1/nP5lWr0Ht+WnsGH1+38zz1+PZpByL6YrHJZuqD03N5Q1rV6NECEHaFmQ9a9HDRa1CWrWvp12bSIEvFVlHh/GWky6NwWBYnhjDZYUzVy7KQkMLjZ+b9CMiqSuV/EjS5dpETZRq56I6cfmxZFXaJpYQS0mkQCqdx2Kh/9uPFatTtV2ZtfdC9zmKyXkWQgi6Paul7sn6Dgc/0uJ1fnzEc3G8qkraSa6tzQlqVhE21z7mo1EyV87MQnOdWt13jeq6tRVc89GlMRgMJy/GcFnhzLX6XqjaZrPP+TJgzI+JoeKpmP9Es7HTZqjkMloK2ZTVYnC78iGHpkOmI8l0qEjZAtsSrMs4PL8iKlcNkQyVIn4x4Sd9h87vyyR9fp4c93XTR6E9Oz2ezaldHrlA4kvt2amO93hVlbSTXFubE7SQfbTSKGlmhMxl2C4016nVfdf4+uasy7oO18jYGwyGtjFPiRXOseoYe0QxN6LTtSkEMRs6mmuSQOuVeq0OSVCMWNfhcsWGTvYVojnzZ2b0HVI6gbe2+WIgAQQpW+e+PH9Nig2dblPBtoV4E9r5zHx6RC1kop5rH628SVUjJB/onKKzVqe4sD89q2G71PeXkbE3GAzzxRguK5xj1TG2VjE3Uoq+jMup3a21YVqt1JtNhNWE2rlW8o19h6Sl81b8SCbNF3PFCIFgU9ZjuBSxKx+SC2RTwbaFeBPa+cx8ekQthLn20cqbNBXE5ANJOZaUYsX28fKcybimI7HBYFhuGMNlhXMsO8bO57tardSPZiJs7Du0yrOIpKK7pvli2rGAI/tHaVXdjCNmaIXM5k1oJfuvBfHiupyZRgXaST86Jl6wdqkey1g5phhL/EiRcS0sa+4mjaYjscFgWG6Yp9AK51i62ufzXa0MlKOZCGf091GKx8bqmy9u7XLrclwOF0NyoWQiUNiV6qi5xgjNvSagu2FPx5LpfEBv2mmqQNuoglsrgrfYAoDNtlNK1ZVD96ctHhstkwtjwlhqzZxYkrFtXf49C9XcIlVQ7Mj57MwFdYJ4BoPBcKwxhothSdiUdVCk2ZkLQMFQMWTSj5Lclc3CJY5jvrN/muFiQMZ12NZl05v2Wk7SjYZTVSxttsl90o/o8gQZ26YUSzyhkiaM3a7FeX3pxMiZu3IHPAu2dLkMF6Mkx6dRgbZWBbdRBK9ZaKmZ8dFuGKvZdkOlqK4c+pROh3wkCaQglLrU3BMgBKDmvpb7ClFLQTzDyuV49ooyGI4GY7gYlgQhdIfjXCCb9urZ3OXy3YMlfj5WJlYAAcMliw0dMUdbuVLLqpRDt2sTKUW3axMoMUNHpZl+SytvjGtZ+LFiTdpJcnwat61VwX1irEwMs4aNmhkf7SbFNtuusRw6iCVSolsYWFrsrS/tIIQW2puL2QTxDCuX49krymA4GozhYlgwc63YZu/V4zJSDFFKVxGVpVZ8rX1/Pt/VitrwUpcjeHy8zIHpiDVpB0RrHZo6vRHXqlO79YQiUCJRE9aVSpkZ4ZpqXokfw3AxqivHrmXSj2rycGJ25HwEYs7PQXMDq9xQDj3YpQ2s7RM+kVSV5FxJt9tez6W5BPEMK5NjVZFoMCw2xnAxLJi5Vmxz9erp73A5VIrxpVbMtSwrmXwbDRWFqut2DVq/ZW8hrBNqa8y9qHpllHL4zv5pduRCIgnTUUjfLM0Sa705jWq3GzpdDhQC8pH2ZJzVm9ZlxeLIsVd7MpXCGGFZrM+4bOtp3uPIlyR5OAoI8iHdrj6G3vTsvZGa5QxVS75ry6GFEKzNOE1LzudiLkG8xWIlhy5W4thNxZhhpWIMF8OCmWvF1qxXT+1kedUGnfCa5LhkbUIsJv2IoVKk9V6kwpfgCAhiVd9zqUDbuRf7ChHPTpYJJNgACjpt0dYE3Hico6WQfCTxYx1+2T5eBiBti6S/0WNjZYaKMZ4NKpZ1LRgaSVkkeTij5QikYm2HLufuS89ertwsXCaEaFoO3U7JeavvmE0Qb7FYyaGLlTh2UzFmWKmYO9WwYOZasTXr1VOLbdtcvSmb/F3r2SgEElsIVqVsDhUDHAukEuzJh4nXZj65F1NBjLAEFronkiVgVbq9VXHjcfZlXIZLMaVIkrEFkYLt42WynvYYDZVchopaZE9GYFsCNUsWbF0ejmdTW859Mq2CV3LoYiWO3Yj/GVYqxnAxLJjFXrHVPvyLUUCsYKSkvSmndDpMBpI1KYuzezNJh+TZci+U0hVEuypVREIqbKFv+oxjsTY9eylw43FWPUeeUKzvdGE6xBaCWCksizqPTMaxiFGUQkmno3sptXMeG1sWnEyr4JUculjJYzcYVhonz1PRsOgs9oqt9uHf5VickvUohDGHihF+rKuCzu494oKfK/diXyHigaEi434MSlcEddmCDluQdQWBEm3pqzR22o6UwkbntqRtkZQ813pk/FiBkHTYNmf1ptmcnV+4p5GVmEMxX1Zy6GIlj91gWGmYX5dh2VDbgLG2x06tmFptr6Ha3IvqxP7kuK9F1RRsnyiTC2K0E0PgCsGWbpe+tEM5VknPpNqchNkMhMZwQNoWnLsmjVKKtRkn+cwpHdqT05gc24p2jJKVmEMxX1Zy6GIlj30hnAyGtGH5YgwXw7KhtgFjta8QMOO1aq+hWmondj8GUEgJgXa2YAtFNm2zrTvF5i6tr9IsJ2E2A6FVOKBx0tqbD9sac7OxtzJKVmIOheHE5WQwpA3LF2O4GI6axVp91U3OxYgdOZ9yJMkHsr6aqJUQm1SkbIuhYoANPLc3hVKKtCPoy2jBuKoLv2qEPD0ZEMQSEEglmfAVoZQMZBz2FEKeGi8BOhRQl4viWSjVXMp/vkZGO9t3exZ+DM9OBqQca06p/kZaXaNjtXKWUtZ5zi7oS2FZ8zsGw/LBGNKG44kxXAyzstAwRlW2fj4TYtWYGCqG5ELFWDnCsgR+pNiTp04DptlnfanYNx3oZFmhPR/dKZvz+46sBpVS7MkH7JwKGPNjJsoxQsCuXMCkH5Nx9GS6pxCSDxRCSR4dLVFdUdZpu4w1P+Z2ROdqz2851lVUxSigy2lxjEr/j65OUm1J9Vf3v68QsTMXcLCo2xE41pEV8lKtnBvvm8PFkIdHykkbAqBSsm1YiZhkZMPxxBguhllZcBijUElkreiwbOg44vFoZcBUPRo7cwETfkA5VmSEIOUI1qQtzlqdRtHcy7Ep69DpWEgZkbIhkuDZWtJ/RsLu4RJjpZByDDHgAZGCSEpSlkVv2qEcSZAxq1IWwyU98c/pVakccyi1jP5c4nHV8RycDrEFFCOFLRQ7pnyUUnVierlQkrIFm7IphktRW1L9tddvrBxRjBRbujx8eaRsfKlWzo33TRDLujYEoyXd+sGwMjHJyIbjibnbDLPSzsTWbPVV/VzKtjhUDChHceWzrVf01VyRqSBmf0EgsCjFusfR2b16kmtlRFV7BnmOwLMECMVAZqaGTFX7xbIESO25CCrei2Kkjaxt3Top+EeHp9ldCEHBwWLEvkI0a75L9ZjXdrhticfVnt9VKYfRXEAh0FL9h0pRnZjeQle4yfXrcNidDxkpRfTWKAYv1cq58b7xbAtbyKQNQV/GhBVWMidbMrJheWEMF8OsJBNbUWuYjJVj9ubDGd6OGauvgu6GPFKKiBW4liAfSCb9aM7JvMez6fIsCMC14azVqaZdmBuNqC1Zh515i1IY0+HabGmyCqz23ZmolEg7AmIF3a4gZYuk4zPA+g4HP1L0Zxz8uF7cbrZjno8RUD2/I6VI921yBK4lZojpzXeFWw3VjJZ1KbmUkt6UzfqOei/QUq2cGw2i569JsaFzZsXYcsJUyhgMKwNjuBhaopRCKXVEpTaOGS2HMzwntf2AkpJk1+K8vjSPjZbJh5IJP8axLMqxFoVrbEhYm7j5gjUe9B2ZTDd22nWT8FAxxLWsGT2NyrEkZQmEY5OyLYSlk0+r/YxQ0OkI1mUswKEQSuJKKMuzLNak7aTjM2jPSy6Q+FLOyFVptuKczQhoNSlWP7Mj57MrHzIdxAQcfSPDJFQjFSDoz7hNQ3XJGAok4a7FmLCbnYst3dpLttgslsFhKmUMhpWBMVwMLdlXiHisUjZcCHXCazUMMhXEiaGSNEJUKtneETq/ZGuXSy6MydgWxSjm0HTELyZ11U+XZwEZhkoRDw2XmiRuHikvfnS0RD6IKcXQmbE5ry+dJMNWJ5t8oLtLr/JsSrFkyo/Zh0j6GcVKIYRgtWthW9DlWuSDmA5bEUkJ6GaOqrLdpqyDIp0I3FUNueqk2GzCbOY+l1Jy74EiO6Z8XFuwxrNQdCAQyWcvX9/Bqd1RnZjexk47MfKqIneRUgSSOs9Js/GMlWNCKZPrtSZtt5yEZ5uwF2oUHMtQwmIZHKZSxmBYGRjDxdCS2gd5KQyJJXVhkMYJo8ezZzz4a/vwOJbFUCnCl4qMLSDQ3zFaCmdN3JwKYvKBpBzrCpxJXwvKCSHqxjhZDihEilIUYQuBL4/ktHi2oBwpoliBB+OBxAIk0J92GCnHjJdjHhstIxBJYqxAkKsYRFNBXKei2+6E+cioz/YJnzBW2DGAZGcuSPZb/WxjI8O63k2hwhKK1Smbw/kQP1LkAln3nTO1bGgrbDXbhL0SvBCLZXCYShmDYWVgDBdDS+ok+D2LDZ1u0gG5Wc6JQs148NeGDEbLEftliCUFpUji2vo7yhmXXfmoZeJmj2cTA6VYkXEsLItkcqqbbCpelB7PYiqQjBRD+jtcPFsw7UsU4NiCYihBwZqMw0gpYrQUocMpDr7UeThAU89F7aTY7oQ5WgpBKVwLAqkoBNo71Gq/VZoajsUIFMlYW46nGNGbduhLO3Pmrsw2YU8F+vjTjsVwcWZ11VLSrvbLYhkcS5HvY/JmDIbFxxguhpY0e5DXPnQbJ4xTu7268Ed1+1rtkyk/hkjiCitJuq3K+DcmblYf+pN+xPoOByUltgUWMFqO2JsPK5/NJOGUg9Mh+UDix4qxICZUcMYqj0LFWMm6FoVQcqgU4whdspx1BIVI4cc6l8WXtOW56HYt/Fjx1FiZGIFNmXKky5ZXpZzk+Psqhlk5kiAgZQsKoaQsFblJn7Rj6eaKDTQzHKdDycFilIy1djw9no0N7M4HSAmbuzzO6Z293UCr61y7z0DC4Xy1ukrrsdQasEs1ET8y6rcIIbY//vlwNOGtVkbWSvBYGQwrDWO4GFoy14O8tWEz2/YdM7YXQlQmpPpJqfGhf/aaTDJxj5UiDhWjJNfjnF5t7OzLODw1XkIJxWDWZaQck7YtLhroSPbbLGF3OlZJbknbngsBfqyYjhQSxc68ZFchJmNDt2dz2doOBru9xBB7eqJMWcLpPdqIi2KFawm9oyZzf2OOzUDaZlNfiv3TcdNJelPWYajksX3Cxxa6VcK+jDNnD6bZrvOmrFNXXTXpR2wfL5P1rCWfiOcKIVZZDqW5rYwskzdjMCw+xnAxLJj5Thjz3b5ZU8O0bTPmR6Rsq2muR20X55Fy3DR0UJu7kgtj8oHWiunyLITwWJVycERYCT+JpL9RI7lAVrpOQyhBSojRnaPH/Zhd+ZDBbg/LsrhoIMPajJOMK0aQcWFLl6cF5YKZgnLNc2wyLc+hEIJ0pfP1fHowzYYQoq66KkZgWcdmIu6bI4S4nGhlZJm8GYNh8TGGiyGhdlXerVsqkwvkMY/NV8fRSjq/qivTKtejmSdISskjI2V25UNStqDLFURSkbEtJlVE2tE6M0+NlzhrdZrz+tJ1x14NBYwUAxzbZm3GIpACzxZIHUUhRv+/H4OtFFLVGyO146pWCc01obVasbfyoLSaKI9m5T/fcS9WXkfVU7WctV+qtDKyjMKswbD4mF+RIaGuKiWS+BJQkHIsLluXqat4mS/zmcyq4xgpRZRjxZq0zQX96UTPpTpZpiPZNNejmWfn4ZEyDw6X8GOFQOe6dHs2sZJYAkZKWmCvHEvG/SKndNbrnjw8Uuah4RKBlEQyZHXKpi9tc8Yqjw2Bw6FSxOHpiEBVDBil2w7UUquZovyIU7IeKYskH6YZjXkr5Vgl5/JnI0XykURKOKs3zYX96ZYT5dGs/GvPp1KKtRln1ol4Id6dZvdH1VO1EloDtDKylkMYazljkpcNC8EYLoaE2lX5U+NlSpGi07WYLutqklrDZb4PnNrJzAaGSl7LBE9dgRSTCyWxhKFixEhZYomYx8bKhFISxIpOV4u0be1ykwm01bhGSzqnxBHaoCiGkvUZmy7XwRYxoxXl2iCG6SiqUcrVk241FJCxBblYIdCVQSMior/DZVUkGRFgK6geihZ/qx9TOZI8PeXjx4q0Y3HZ2o4Zk7pSWqRvVz5EKUWHazEZSBwhkryVqSAmH0n8GEqRZPuEz9pKPkuziXJjp81Q6YhybTUher60MxEvxLuz0pNYV5KRtZw41tfdGEonBsZwMSTUrsotBFb19yy0bkot833g1E5mu/MB2yd8sq5o+tkezyaUirjSKFGhGC2FpG1BpPSEf7gUJhU/QhxRu201rr6Mi5MLKUe6v7ItYCyQTMfgRwqFIG2j3xcw0OHgxyqZdKuhgFIsEZWk3HIsKUvJ7kJEyhbISp6tQlcO9XfM1EIZL0uKke5CXZsH03huHxgqMl5pS+DZgowjGOw6Ujrd49lIqY2WjC2wYVYDYf90zMHpkEjpyitt5MysZFoMFuLdMUmsJyfH+rqvdAPZoDGGiyGhNsxQ6pQ8mwsoR5JsSns1apntgdNsVVM7mUmpDYfaz9aq8HZ7Flu7XH4x4aNQuJWcgdq+SW1pmdSM64K+FEpKHhnVnqTelM10EBPaklM6XaYjLUjX6Vk4lV5B1bYCAC9Y4zHhxwxPB2Q8h7RQjIeStCU4HOnjdIUiH0pCCVnHYo2ny2R35HzGyzH9GQepIuJqCEmBNqPqqXpmPEtbQUGsiKViTy6ky7OSc3pWb1pXEKFViLtda0Y7hVm7WS/RBLGQvA6TxHpycqyvuzGQTwyM4WJIqMvBUIrTe1ItczBme+A0W9U0JngenA7rPrs3H/LAUJFypMXOLh1Iszplsycf4NkW/Wkr0WzZmQtm1TJxhGCoGBLII3ovm7IO6zo9evIRvowYLcdYAmIJh4u6SmkgY/P8NSldyRMeScxVSvGzsYBD0yGWJbBRDHR6RNMhuVAnY5YjRYwgqOS2jPsx9x8uc24Ah4oR07FkOh/Q6Vi4aRAKspXeSI30eDbpikemIv1C2hHESrGh000Mkgv703X5JgrVcjXZeL1mM3Ja0cwgrV7vVto97bLUSaztitktBiYc0T7HOnnZGMgnBsZwMdTRaHSc36cnPyklD4+UWzZCrH3gNFvVbBZuXYLnvoYEz+8f1KERzxKM+zF7CjGndnscKkZESvH4mJ+UB/emLDrd5omt2tBI8/hYmfGKUu+UHwMdTPoRsZQ4AgIFPQ4gFMVIkbItxsoRu3IW23pSdcJte/Mh2yd8cqEkbQv8OMa1AjKOjYNkbcZlbcbi6cmAiRI4lfLoiVLMz0eLuJbQmjKliC1dOul3Koh1SwI/Zi8zu21ftraDXXlt3PmxZLCrqkkjWuqvPFHpE9VsNdk4Qcxm5LR7b1TzORbD9b7USaztitktBiYc0T7HOnnZVHmdGJirZqijlSu19YN/5gNnrlVNs4eV0nGT6h8o1IyxNPb3qRpVjfsWQjARSHypsKTOxq0aChOBTPJc8rHORVEoIqXI+Yow1gZK7WQzFcTYQMYWFCIJCA4j8eOYLk/QjWR1KsWWbsGhUkw5UlSjQblQYVsgrJg1aYdtPVoTprYPkSPCuu8TQjDY7THY7SXbtdKkafe8z8fIaUXze4MV4XpvV8xuMTDhiOWLqfI6MTCGy0lEOy7sVpPffB78C1nVaO+KbohYDaEIRN1YBKKtCaHW0ChV2gv0eDbKj/AswNY2kiOgy7GYCuMk76TDtRKxt+q+ezxbd7IOIJRa7dazYMqXdLk2YSXPRpfAKh4fLZELFClb4FraMOpL2Zzdm0nORePkVtsfqcez2dhps386ZtKP2NDpzlk2Pd/zvhCXeavPLHfXu1IK27KIlS5792xrScXsFjscYUJPBkM9xnA5iZjNhV3bF6jZRDkfFdOFrGo2Z13EOtFk0q0Jb1QMimYTQu34DxUjipEkkNp4OKs3leyv27OTap3VaYfTuhyenAzIB7p3kZJqxr4b83OemfIZKcXEwLgv6bd0WbYuie1gbcblR4enGfdjAqnoTTuJ0ZKURce6LHy4FGEDh0sxj46WsSxtTA2VvKQKqJV36WjOe6ORs7HTnjPnpbVhtLxd7/sKEdNBRNYVhDFs6/GaitktxECove98CSkLelI2561J1+VJHe34TejJYDjC8nvKGJaM2VzYrXJbqiy1iml10q1WFz057icTqlKKnbkApRTrO2wKocQSFkqp5N939k/zzFRAGCsiBRLdjDHjCPo8i4dHyowUQ9akbNZlbIQQZB2LfBAjoKIULNiUddnWk6qbbBqF4zodC9+VdLiO1oPpqPeEbOy0Oa3bSxKLn78mlRgtj46WtA6NhE7HYo1n0+EIflHJock4FiC17sxRhhvm05+oPnTVfHJsZRgtd9f7VBAjheA5q1IMl3R/q2aJuQsxEKqfyQeSXCh16NC1Ob8vw7lr0os2fhN6MhiOYAyXk4jZXNhzPRyPlcBW4+QxVHJ5ZspPvCSdrkXKFqRsWendIxgqRTw17hPWpMmANl5KkeKJiYD90xGxUthC1PUNGitHFCPFli4PX0r6KiJus43LjxUpx8axoDdts627vgPz/umYQ8UIqyKEYwkLIURyjtPOkT5LGhtbiLrQVl/GnVF5dbTncraJ+ESeHNsN3SzkHFQ/k3EEE4EiY9szQo3HavwGw8mCMVyOM8cyfj1bDsRyeTg2Th6jpfCIpglacE0pwaZsiqGi7vB8oBAQz5RDQQFSaaG4xvycqpjdQIfD7nzISCki5ViMleOkfLpRzTeSuvpoqhyyJuOwtcttmnfSagJspUOjUHR5Fn5Z4VqwvlNXbc0lrd+K6j311Lj2BAx2uQyXZ+bR1B7jcrn+R0uz31O7uT9Hk/eTDyW2EJRiSXdF0XmxMJUwBkM95hdwnDmW8evZciAWSxL+aKlOBHtyITHQ5R7RNKl6XBTw7GSAEhDIkPLMxspYgG3BmatTrE7ZjJbLdfk51e8pR5LelE2nYzEdSUbLIRPlkF9OOsRSJmGxHs/Gl3CoGIDQfZJWpZp7Z7o9Cz/WY0w5Ft2eDktUJ6BGHZpTuz2GSzGTfoznCophzIGibDsE0zhZK6V4bKxMLoiZCCTTEzFdnoMvW5dAnyiTY6vfUzvnciHnoPqZ2hyXuZKo54uphDEY6lmZT6cTiOXioj+WkvDQ2tO0KeswVHLZ7utE1ekg4rRuj2KkUCg6bcHTUz6FWBHECuVYnNbj8oxSlTYBCtsSKOC0nhRXrk/zyKhP1hEoBM9drRMzRWVSq37/pB/xTC5gIOPwqwmfXYUyQoGdCwHFhf0ZNnQ4lCOtgDvha48GMNNLpvT/KBRKSYaLEVN+nExsW7tctna75AKpc2vQuUOWhdZ7Kccz1IRn88Y1TtY9ng5XrEpZjPm6w7YIYg4UIFa6nUGtYvHeQsjOqYB8KMm6IjG0lpql8DYeze+p0UCo9oyabXzVz5hkWYPh2GEMl+PMcnHRL5eeIUII0rYg61nJWDKOxcVrdaLjE2NllBBalj+OyUeKvdMR/RmHbk97ZqqfW9/h8Oh4yCOjfpLfIoSVJGY2rmIdoXNKipGW7U/Zuo/RrlzARQMdiXDcZBBTCMFC8uhoiUYvWS6UpGwdztqdD9g+GWBXXm9M3qwmxeYDST5U7CmESaihXW9c47VT6O1HShECcC0LXyqGy5Ksa9Xda/sKEQ8cLjFcCokkuBYcLknEOrHkk/FSeBsX8/dkqnkMhuWJMVyOM8vFRb9ceoZIKTlUjBgpxUz6kr60TZcr+OlQkT35gFBBKdRdkTsdC0uIRCNFKsmhYlwXotk/Xq7LbxkpBuzN69wRXUmE9nx4VlLCGsSKA9O6p5AQkLa1obOx0+Zw0WF0LEJKRY9nzeiVBNDlCqYCyeHpMghdsZS2BaO+JIwtcmh9ls1dbnIeBrtc9uRD1qSspHT6yXG/LWOy8dpVNXB25gKentSdqDOOIGXBhg6HNWk7udeeHPfxI4lQoCrtCvLBkfG1y0K8J0thLC/m72m5eEMNBkM9xnA5zix2/Hqh7vfZHviL5dKv3U85Vk0NpYdHyvxivExQyVvp8SwOT4c8OKxfU4AnIO1YZGxBl2dzVq/2xuzKhZRjiVJa3RYFa9IOz0yFDBUjHEtgW1ZddRDoCd2XsD5j66olSyfJAnQ6gnUZmyfGyomGSyFSBFKxMx/Sn5mZiDlSiimEkihWIKAoFFO+JIxhSkpsW7ArF+JLKAQ6lDNciujytNFSNRha5cq0c+2qYbdO16prxHhqt1cpO9dhkJ25gGKsy7NjtPFSjiWHSzFirNz29V6Id2IpjOXF/D3NNj4jCmcwHD/mbbj84Ac/4KMf/SiPPPIIhw4d4mtf+xo33HBD8v7NN9/M5z73ubrPXHPNNXzrW99K/h4fH+d3f/d3+T//5/9gWRavec1r+Iu/+Auy2ezCj+QkYraH5kLd27M98BfLZV67Hxs4JeuRtkWdobQnH+BXKoQUugFisdJxuUqoIKUknu2wodNNklEPV4TnNnQ62EKHZgYyWvW2FGmNFNeCQqirgw5PBzgWdHXoPI9D0yEIrQSrEHQ6Fpu7XA6VYvJTIYVIEkndr8gRAiGYoeECurGjANZWcklCqbAscJQg6woKoWRfIWBXPiDrWHS4gt60y7buev2Yaq6MVJJyDDunAgRixiTZ6to1a8RY2xjxgaEi42XtVXBtgYeiw7HwY8nufEWUz2rves/XO6GUzgHq9iwEgq1d7qJ5GxfLqJjNmDdhJIPh+DHvJ8X09DTPf/7z+e3f/m1+4zd+o+k2L3/5y7n77ruTv1OperGy//Jf/guHDh3iO9/5DmEY8lu/9Vv8zu/8Dl/84hfnO5yTktkemkvh3l6sfTbuJ22LGSJdnm2hGkqbVcP/2wIiBdOhTiQuhBb5QBJXQh0HpiPWdTj0eLYOCXkWp/V4DJciLKHDO4eKAbFSxFKwIx8mHh6lAKHLkx0BsZTkA0k5lpQj/R3VfJnVKWeGhgvUqwwLIONYrM047M4HBLHSXakRhFJRlooUgr70zAqlaq5Mt+eyOx+yOx/O6KM0F62Mmqkg1mXmtsBDoJRCYOHHikBCpCQbOtymobBmzNd7sq8Q8dhoObmHhfAWzWOxWEbFbMa8CSMZDMePeRsu1157Lddee+2s26RSKdatW9f0vV/84hd861vf4qGHHuLCCy8E4FOf+hSveMUr+NjHPsaGDRvmO6STjtkemkvhfm+1z/mubNsZ2/N7PfZNay+LLaA3pY2OWAVMBTGxgrStDYyqDopAEAOxVGRdC6vGE6LyOiT0zKRP2rHYUlk1l6OY/rTDUDEmF+qmi9WRSyCIFdm0TV/GZbhUphDp0uWUgN6UzUCHw6ndXlMvQa3KsG1pb48fS3rTDp2OYKgYMh0phAA/VpRC1TQMNFP3xWbSl62rmWqY69r0eDPLzLVmr6IvbTNaloyUInrT7WmStJtbUqsxkwvjuiqqxZr42zUqjsYzs1yS6g2Gk5ElyXG5//77GRgYYPXq1Vx55ZX82Z/9GWvWrAHgwQcfZNWqVYnRAvCyl70My7L4yU9+wqtf/eoZ+/N9H9/3k79zudxSDHvF0OyhOVevoaOh1aQ035VtO5ObEBa9ng7FWAhO60npcEeHm3SHRikKkUp0ULZ2uTqXY/xIr5/EEyIABALIB5KfDhdZlXZZk3aYCiSB0gm4tc2p16QstnZ7bK0ci2sLYglKKIQlOLUnVVER1jSbAKsqw43vbey0eWTU59HREoVQIgDH1vk4tdt2u1ZNKMWhEEkm/JhxXzLmRzw7FfKcVR4v29g5q3x9PpDEwFmr9XmsTsybsg6Xre1gV6XcdzqSxLFCKqH7K6UsOivVTdW2CrNN6u3mltSOq7GKarFo16g4Gs/MckmqP16YHB/D8WTRf20vf/nL+Y3f+A22bt3Kjh07+MAHPsC1117Lgw8+iG3bHD58mIGBgfpBOA69vb0cPny46T7vuusu7rjjjsUe6oql2UNzrl5D86VuEvWsei39Cs1WtlXtkWaCXO1MbrlQknIszu7yklJoy9J5ELlAJsd3xqr6/JjqxFEV0Dulw2JvPmT7eBkpFRnHYqQQkQvgUCnmuatTeJYOjcQSArRoXdazeEFfit60x46cz6FiRCmMsS3BmpSNQFEIYn4+WkqOz5ewP6+1ZeJYsSHrsS5jJ8fdeMwX9qeZDiU7cz4DHQ7lSIdjHh6JE+PLQhtxKRts4PSeFLtyPqHUvZhA8eSEz+q0U2dE1V6baoirFCu2j5cr2jx6HEIIBrs9Brs9nhgr8/SUz0BnpbIpfaTlwJgfJa0VZrufmhlo+6fjGRNbVYF4VUoL/qUswXl96aOe+IMg4B92TDNVjulOWVy5Pk1RWrMaFdX7tz9t88xUyA8PFjhjdZoL+lJNjcFaFiMJuNFQrVa4rQRD4GTN8TEG2/Jg0Q2X17/+9cl/n3vuuTzvec9j27Zt3H///Vx11VUL2uftt9/Ou9/97uTvXC7Hpk2bjnqsK5VmD83FjrnX9+YB0J2Wax9SzVa21c/lwph8oOh2Lbq8kHYfbK1Wy3Plx+wrRHUCegAHp0M9jlB7ZxTgWBDEMOnHvHBtJ8PlaeJQ65dYAjpsQah05dF4OWY6lvSnbUqyIvnvWBwqRewvhsnxxUAodSVTIZRMTvgMlSy6XbvpcYtKyfJUEOPHqqKzAttrGi1GUpKyYFPWS453IOOyJ68TfwUglTbUmvWP6vFsYqAUq4rxx9zl1OUjlU3zvZ+a9Ziq7W5de89oBWKdCB0p7Q872of/P+yYZrQcAzDmS+477POW566e9TPV435mKmTCj3EsmBrWYbhmxuBi09j/CgQpmxVhCJysOT4nq8G23Fhy/+app55KX18fzz77LFdddRXr1q1jeHi4bpsoihgfH2+ZF5NKpWYk+BrqOZqYe7NVRO2D6dnJAIViUzZV95Bq5vmpao9kbItJFZFxRFtN5+YKdc2VZ9OYM1HtrjyYddlTCBGBIJKKqFJSXYgUE37I+g4HGceUpUChWN/p4llKr8QzDtP5gIlyjGdZ9KZtul2LMT8CJRiTMaEEiSCIJDHasIukPv5IKnbk/Kars8ZzN+lH2EDGFhSCGEvoSWy4Usbd4+nv/sWkTy6QSMAV0Jdu/hPelHU4a3WqLnzW6p5oGvYoMK/7qVmPqWYT26askygQ13qbjjqBvGK0tPq7GdXj/uHBAo4FfSmbiUC2NAbnYr6r8dpz9sykX6kY81aEIXCy5vicrAbbcmPJDZf9+/czNjbG+vXrAbj00kuZnJzkkUce4YILLgDge9/7HlJKLrnkkqUezgnL0cTcm60iah9MKccC1IyHVDPPT/VzU2GEUjBaiuhK2Ym0fbtjqA11NSud3dhpJzokB4sRUkpygeTpOMAVgq5OFzuOGS5F2EKwvsNh/7TuBG0LLbL2xFhAl2dxSpfH7nyIUoLRcsTqlIcjBH4scS1BEEs6LD2OrGeTCyUj5YhIwlQg8WyLtZ2e1m6RevVciiU2gl9NBmyXZTKuzZXrOxjs9uomt7NXe+yf1rkrloUWUxGCjKPDUNXu09XreUFfiodGyviV49hfCBjocNicdWeUSLcqha4ipeSRUZ+RYoBj26zNWOjA1Oz3UxzHfPdgiZFiSH+Hy1UbMmRtrV+zNxeScS3O7/UIyrLpPdPobVposnctPWk78bhU/26XrGcz5kvG/RjH0mGyhTDf1XjtbyztWMDKMQRO1hyfk9VgW27M+24rFAo8++yzyd+7du3iscceo7e3l97eXu644w5e85rXsG7dOnbs2MEf/MEfcNppp3HNNdcA8NznPpeXv/zlvPWtb+Wv/uqvCMOQW2+9lde//vWmougoOJqYe7NVxDm9KaoPpmqOSy6Ucz6kqg+0HVM+sQoruTHiSMlOE5RS7MwFjJUjBjIOE+W4rnKmWens/umYR0dLjJW1MbKly8WPIZSKtCMoRZJTsh7ToeRgMSJW4Nk6C9cRglKskEpxuBghlRaUS9uC8XJMPhNzfl+GHTmfsXJc6TItGSuDZ4Vs6HRxkAgl6PEsSlJyWpfD6rRbye1R5IOYZ6dCpgKdgFuMYx4f87FqBPBqQyo61ATdnk3KkYnnqLFMOuPY9Lg2OWKmI8XOXMREOM3WriM6MNXJvnpPVPOOnhz3667loWLEM5M+oVJEMmR1yqYvHVGdcKuel0k/YqgUkbKgJ2Xz0HCJnfkQpXS+UOUqkg8lUkEUSiYCyYbO5k07W016ewshDxwu4Uc6z+mydRkGu7y27uE3betMclx60jZv2taZ3Ftzah5JXf6edQRbulNJVdh8me9qvPY8NMtxWc6crI0fT1aDbbkx77P+8MMP89KXvjT5u5p7ctNNN/HZz36Wn//853zuc59jcnKSDRs2cPXVV/PBD36wLtTzhS98gVtvvZWrrroqEaD7y7/8y0U4HMNCaLaKWOiDqfq5qSBmPDjSNygXyJaf2VeIOFjUBsiOXKhtHIukD1DzCQH9WofD7nzISEnnKKSExWC3m+SFpG2bMV8bRJOBJJIQCZ3gOlIxSlSlFrqy6MUSVnIM+90Qy7IphDEgSfmCUIVs6EwRocMh3bbN6rSbNNvbmw85OB0xHckkp1kqmAziliGVtR16zL0pm1wgGCnHTVd01dyVcsXjYlsw5Ut2q7Byjmeu8lvlK42UYkKlyNiCXKywUHVhvWb5SpYlODwdIhVa50bBSFHnFKF0u4PpULF/WisDN2va2ere2pkLGC9HeLZguhyxMxe0bbh4nsdbnjtz27Y0jzocKEWc0ZOaoSs0H+a7Gj9ZJ/+VjLlmy4N5Gy5XXHEFqlEhrIZvf/vbc+6jt7fXiM0dQ+ZywS/FKqJduXrQE0jKgi1dHnsLAVIp0pYgF+qeOatSTtMJwRGCciTpTdms73DIujYHp8Om2w2XImy0Ym7KUuRDXU2UdgVKKnwJKEVv2knKoHs8my5Hq5sEUaVvkSPIBxKvS3F+X/NzVp0Qu1wL39fGiy1glWfPmNyKMXV9map9hlpdi2ruyqNRTKlSEWVZRzRtmq3ym+UrdbsukdT9mIpKa8rISo5OY0J0bb5SLtAhLSvWibUWICxByrYQImY61PvqdO155wKIWs+c0PftQ8OlxGvTTrVPs3vrWGkeLeR3dDJWqZyMx2xYXIyf6yRgrtj7fFcRbT14KiW7WtpNzdApqf1cj2fjWAJf6oqafKB75dhC4MuZE8LGTl291O1a5EKtu3JqlxaDG0jb7MqHlW9WbOp0UKTZmQvwI8lEEDMdaQ+IQAvAuQKyrsXqlM3WGlE5/f8dTAUxh4oRz04FumJJCHbnI1anXM7pnamcW50QQXslbHTOxfPXpOqO5VAx4umJMhFQjmBT1q3JVWl+Laq5K9XjrGqwVDVtmk2+jflK5YqkP1SO2xOsSruszVisTh2R3q9+Lhfpa1GKJAhIC7AdXZ2VsgWeABvF1m6PchjT3+FyepfDzycChou6LH6sHLM3H846SW3tcjlYDClHkmzKJpTw06EioVL8ajJgwo952SkdTcusW92frXpiHbm+i2ewL2Q1fjJWqZyMx2xYXIzhchKwlKXSrR48Vbn6aiVSLpRNP7cp66CU0kJnKFZ7FgcKER2uRSlSpJossPdNRzw2ViYfaA9DyhHsLYSc1ZtmIGMnx5sbLSPIJBowuUAmjRqrxBJcW3tTgljOCGtUcYUOg4DuMj1W0seiVDrRJ6kaVaryDVIpejyBA5zS6SbnYFPWYRMOv5wo40vocC2KgWTKj4D2NFGqGizNjMFG6nIpPIudU7pPUrWq5zmr0k1DJNXPVTV5CqE2thxspBCs8nTl1EClJ9MZPV6yH6UUtm0nWjij5bBy37WepDZ22vSlHUaKIX1phyCKCJVCoEXxduYCHknZTcusa6nNlfHsqubPTE2X2QyNY+UVmM9v80TxVJjKHMPRYgyXk4DFdom38+Bp9p1NP1eAx8aOJN5u6HTpTulciy7PYlVqprhet2fpEIYjGPUVKoISiu0TPoXQaZkP41giMSpqKcYQK4mFBcGRcEtjboht6dCULQQDlT4+Va9HY7LteDkmULAl6zLh6wk/H8Y44kipbSFSxEonZIrK3/sK2nhpRxMF2lvlN24jEORCOaOqp9Xnqt/1xFiZcT9mIKvzcarXtNl9VZfr5MdtTVI/Gwt4dkr3kJoKA9Z2OKAgkArbAtcSLcusa6nLlfElhVBy0UBHy/PTjGPlFZjPb/NE8VSYyhzD0WIMl5OAxpXzZGVlv9AVWzsPnmbf6UsdNpnNmElZzMgdqWrD9Kdt9hRC/FgbNnGsQ1ARiqxjYaMn5WbtEPxYJRL7rTK0pnxJ0dZqs6qSpJqMrRjRm3YQCA4WoyQ0oyoJrY3JtlUNmP0FXX3jCoGXchgp6aTT3pSlxeukYiKQrPb033WJx3NooiyUhYZIaq+7DXQ6AsXs3Z3nM0mNlkJipehNaa9WWkjO6tVhPtcS9FV6RzXmMTV6IuoaT4lqw4f5MZsq9GJ6POZzLU4UT4WpzDEcLeaOOQmolWs/smJrrmbbjju6vZ5DlVJcVI3bXieRxlLVlcjWTmyrUjMl8quT356CVqsVrsSyLDZmHdZ2uhyaDrGFTlJVSiUCdj0pPantzAeUYx12koBQECoSETdRUXCtvvfMVMDaTIMysCWScuPa86PQIanq+KsTqx9LOl2LUOrKHy3xr3Nvnp7y2dLlYQtdvm2B3k7QJKEYbMuiUAopRsGsQnLzvx+O6OTsrXiOZpuQa697OVZ1XqBW3Z3nM0nVdtW2hWCgU/dX2ldI1YXNGrVpGj0R6zscelN2kiuzdQFeidlUoRfT4zGfvJgTxVNhKnMMR4sxXE4i2lmxtcpDaTRm2n3w1Lrtc2XJdKRYk7aTXJJ2JrbqNk+NlxBKMtjlMlyO6Ms4nNObYl8hSnIpxnydT3N+n25w+MBQkcPTEZGCTlt3lnaBTs+mw9Hi+VN+zGSoPSiOAD9STPoRPSl7huhdq3ySnbkAgaA/ZTGQSZMLJGPlmNFyyNqMy/Zxnc/iWhZ+pNg15eM5FsVIIYByLOlw3MTTs77DYTqU5ELJ/kJIICW2tDizp7lnAxaeA9FMrr/aB2pjp82+6Sg5vq1dOiG56gVrxyMx271Sq5islGRDxiJX6Zbdn9Z5Ro2f1/lHrdtdpG3Bi9d1HtWKfjZV6OPl8TCeCoNBY+78k4h2Vmyt8lAWutKsLXGNldZMqd33ZuHOI0dDj2O4PFNvplkuxVg5Zqioc00A8jGIWPcl8gNJWVqkbYFtWQgq7QAEdHm6d1Ar0bvG81DbAHIq0OJ1565JJ16M4bJWD7ZCRbkSYipLSbEcI5VWxy1GkslAJvk+1d41eT8iFyk6HEEkJYVItjRGFuoRqL3me3Ih2/0yWc9KjJhnprTxiYCDxRAhOhfNI1HbLToX6qaLvlQIS2rBvoqmzmw0jqWZ126+zKYKfbw8HsZTYTBojOFyEtHOiq3tpNqah6dSij35gMfHfIJYe0QG0g75yoRbdduvStmk7YU/+Ddlj5Q2C4RuBaDUkZLqhnGPliPiJppDjgDPEpTCGKHgtB5dnZN2BH0ZR0vS+7OI3mUchoq63UDVQAqlTETkquenURl1uBSxfcKnHCsscUSmPufHpByLlC1m9K7pcC1yUZzotbTK16hTH67pASSlzSOjfqKF8oI1HgeKsu4eqJ67oWJIMVZIJVlj62s2WgqT6hwg2W+tsnI7HolW3qBEK8YRTARaAyZWioxtz+hx1WofjVVTSimeGCsveuXN8fJ4VFszHI2ejcFwImEMl5OIdlZsC2m4t68Qcd/BYtIrZn9RV5z0eDph9vSeFGlbHLWsuRBihnejekzNxq1QPD0ZMBnIJF/TsSpNEaWiw7VJ2RbD5YjulE3GsShHkuFSTH/aail6N1yKCCQcrISm/Irq/Wy9nJTSwjGFSJdlF8IYVyh60zZZR7C1O0VfSvDgcJlnJn0QAqV0boxjgWdBd8pmS5fTNB+lVn14dz6kN6XF7h4Z9XlouESsFLvyERN+TCmSiVdEqTQILRiYD8ARMcWYZB+DGZeJQDFd8bhkK/udr0eiVl7fl7ChQxuI3RXPTj7U1VpK51szWo7o9up7XLXy6NSOZW8+5NGxpam8OV4ej8ZrCMeme7XBsFwxhouhjmYP50bPgaJ+RTsV6MnQQieihjGUwpjTe7wk56BW36O6aqYw/8qm+VRWbM66XLOpk8fHykz6kh5XsL7DpSi1NsjmDotnCxEjxQgpBPsLIRLYlY+4sD/dQhlXvzZSCjkwHVGUUIwUazNa9ba2ozXo1fLDI2V+MV5mKlSJAXJ6T4qMYyXnc3c+4uB0RClSiIp4H4Bng+fYbMk6nNaTRinVNB9lpBhSDGOcSqLxurQe81PjpbpKnZFiSNq1Eq/R42NlJvyYYqTLo1O2YLDLZbSk82wu6EsxkLHrclxaGZyzeSSq1y1lWxwqBpQjrUtz3hp9nqs9ng4UAsrTcUWwkLoeV+1c+xOl8qaWxmqrhXavNhhOFIzhYpiTGSvaJp2kM47FdBQjJTg2ZFx79pX3AlfErVb1rfa7pTvFlu7mTfMeGi7x7JSeFPxIh2/WdjhaYK4ccfHaDhonvep5eGhYMTER4Ec6vOHagheknBnH8sioz38OlSjG2hDxY/BlzIYOxcVrdR7MA4eLjPsxYaywhGBbj8tIMUahOH1VmuFSRH9G5wI9UcmBacxHGSnF5EOtricERAhEpcqptlKnv8OlFMnEazRejiiEkrDi6QikYrgU01fpSm1ZFoNdXls9g2bzSFSv20hJe24GOhz8WJELJeeuSSc9nrZPBEggZVtIVF2Pq3ZyTI53HspS0HgNF9q92mA4UTCGi6ElzXIKmq1oz+lN8dINHU1zXFqtvOejFFrVgElZemI6ry9dF25SSrEj5zNejunP2Ez6MU+OFRkqeaQsEi+IEKIuX2C4FBNLHa45HEfEwFBRlz6vSbf+aSilKAQxKKXDOLYAJZnwQ4YquivVXITRUkgkFTag2zRqRd2qEN5UEFOOJJ4lEBWxteFiRNqxATVjAq6dmGN03stAxuFQIcQCsp5FKZZEsZ7wq52Om+W4jJYj9suQ6Uh7Nyo9JlFS0uN5dTlER3v/dHsW561JszMfcKgYUY7kDPG7qSDGBjK2bi/givr329EjOhErbxqv4UK7VxsMJwor/1dtWDKaeTEaV7TdrsW+QkQ+VDxvtccjYz6PjpRZk3G4YE1qRkhoxuc9K8nZaMyBUUol0v65UNLlCbpdO6naqbI3H3KoGDEdS6ZyMZYQlKVid6FEtyuwLCvJqThcDHl4pEwkJaHUhsRIWeulCKETfi1LlzXDEY2Tav+jU7s9UHCoFKHQybSWhHTKZqgkE+XXai5CX8bFmQoJKx4XS8CqlA4rgTZE0o7FeCVRpsOx6HIttnS59Gds8mG98deopXKgEDBciujwbGQoCaTCsyz6O7QxaFlWJR/iSGhhc5dN1Xs25cdMBhJfKiTaeIkRjPlRXQ5RI+2UXjfeP+f3ZbhiQ2fLkvIez6bLsyDQbRjOWp2qe78dPaLlUnmzmPL8za7hicSJ0srAcOwwhouhJVOBrpZJOxbDRa3l8ZL1+gFaK8BWnUQOFWMKoV7pT4Qhh0sx6zvsutBN44pYKZUkU/qVyV1K7Z2o9sKpVpw0qzSpjtOzYEuXy55cgGMJVrkWh6IYhWC8HCU5FUEsiZWi09UVPRa64aJnwXSsNVWKoeTB4RKFGMqx4unJMhOVJkeHijEbOhw8C7Z1uxwohPSmbS4e6JiRTzJaCrlmUxalFLtzPhGCdRmbbT0pNmf1+DdlHS5b28HOXMDhUkQ+iCnFkgPTIWs7XM5d03oCHsjY9KfS7C5ErHJjYhzCWOLaNp5QczY1rDaRdK0iewsRKVtQjBSuxZyVQY0CdM1Cfs28a7OVvzfzljQb+0rIY1loSPRknMRPlFYGhmOHMVwMLenxbAIJh/MhKF1Fs386rpt4anMududCQBsBgQQ/kgxkUnWTS+OKuPbzz0z6iYJsKVb4UUzWc5BS6e7EsaTbtWfkLfR4thZ2ixWr0w4gKEldpVKMVF1OhWdb2EIyUY6rfauJJZQ40gpAASPlmKenfAqholQJ5YA+JoXu8eNLxbpOl/P79IN2uByzuxDX5SJYlsXFazsq+TIzEUIw2K1VZ/dO6xCIJQX5SDadkBsf8hs63ZpeSbCh0+PgdMiz+RinEDHbJHDkWnQQKb1PHSGbGaJq/O5CoM/vYLfb0niYb75Ju96SlZDHslDj6mScxFeCIWpYXhjDxdCSTVmH9R0OfqR77/jxzMm0dhJJORZhqDswA6Qca9aeMrUaIsOliLRjEYWSUqzIOBYpS5fN9qasJMdlVcphY6ddVxKsWwfUVz3tzAUUXJ2jMR3JJKdiXdqiGFkEsURJndNhWdrLAyS9jCy016EU6tyRQOrs1Wxah3kEYoZuSH/a4sL+NGPlaEYugpSSR0bK7MqHpGzB89dor0u16/NIKSSMYuJYMRFpD9LB6RClVF2OTuNDvrGP0Wx9jdrRQelyBcOlODmGaluG+jwih6KQxMwsAW+8f5rlm8zXq9CoY/KCNR40rfiayfHyYCzUuDoZJ/H5nquT0StlqMcYLicxcz0AhND9eXKBxJda8bXxoVI7Ob2gFx4Z8xkrRUmOSyGmZU+ZajuBOpG2csT2cR/Lgi7H4tRub8aKs1llU+1KfW8+JB+q5P3TV6VJVxI+nxwvMxVIKv0Zk/5Eq1MWkdICaxKwhGB3LtCVRtUqDqHodnUTv01dDhuVzb0HiuyY8nFtwRrP4oKBzqbelUdGfR4cKlGOdVruvkLIpk6H6ViXSOdCRT6GIKnugV9NBVpjxrWTY2x8yDc2HZytCWG1LYJn6dYDzVbzI2XJwemQGG04DWRsBIIdOZ9d+ZBiJJnOB6xO2Zy5KpW0BphPEuxsXoVm92RrHZPj68GY7fezsdNmqOQmxlbVAJyL2SbxE1WIbr4J1SejV8pQjzFcTmLaeQDM9VBpdO9vXZWmFdXVZLXL81PjJarGy2ahP7+5y2Vtxp31ITbhh5X8FIVEMOGHdeNuzM3pdi36u1weHfEZLWvXSrXI1kKL0mUcPeFEUhAqRagU+f+fvT+LkSxL8/vA3znnLmbm5u4RHh5LRmZE7tXdWVVdK7vFrsaoSfaMRAEDUeJLAwJGkAYkQIAECD0IECBBECFAgKQHiXqQAL1IBKSZNwmjeSCG7BZFdrHZqqrO2jKrujIztsxYfHe37W5nmYfv3utm5uYe7pERmZGR/hWyIsLd7O73nO9833+pRE03DU0VSWGDY7CTo5Rio1bCrVzAONnqQelwTvOP70/4ZFTRizV/8UqHrUkpVRskMRnbwN2RRdfYnEFZYRDTR4e4aFsX6Bo9g+uZvx/zpoMnmRDuZJah9aylhkw59gvLzeV4tgVUBbQKvLYsGjy3BiWD0rObO8ZWLBXGled6L+JK18zQlU/7fJ1UVVj0nU+jYzK/r738KPNLa32mVfxpEsFPxk4wQD7wwUHJuPK8sZI8tjpw0vv2ogrRnRVQ/WWsSp3HbJwnLl/iOM0A8DRZGs1qsnV5Dp53tyV5OQsrZCPz7BWOUGuWbGSzk+c8NufOqOL2qGIvd0x/UgOpAethIxNWjw/QiRSxVti6PXS1l7QS/Df6SXuttrMKQiAxULpAVVeX/vBBxk93CjwQCs+gnPD6SoJWFXbKgaAXKXJ3SH9WKtQy/YCCSB/F9Sy6PvOmg8eZEC7Fht3Ss5U5OpG036Z/37TGnD9sAamaOXW5GzEeesaV51Inop+YGS+n04Jz4WjVaJ4SPf+dT6NjMr+vjfwo8+svXOmeaRXffHY3d4yd57XlmMLNgsaPE9x7XHXgpOf/XIhO4ouAcTqPZxvnicuXOM5Sll7kcXOavrJzjj98kLE1qVjvRvzmWsIv90tUcFxIRTjt3e2M/cLOYDlOCuucVEmMInMB69ysZkisZ7A5W5kls45OpPBVwE1tq6r/kUSNF08gd4HSBXqRlqpNjb+B2WuV1xNq6USW/3LX8O7WhI8G0moxShKhzHqudjX+QsIv9kucF4XhxCiMVvQjxavLCVc6mttDy7Dy9GPFcmxI61bMvFrxWXr6zX0+sLVGTWpQCGZo/jlYTjTXlw7doRu36sJ51jpRSyvfL+xhgjGR6sP8s3Hc83VSVaH9zkSAyju547V+xF+40mE7O4odWhTTz8JyrHipF7WYnc1JuXDyP8sqvq0cdiPGw5LNieVSJ5p5f44T3HtcdeCkys+iBG6R1tFp36MvajyuCnyOgXnx4zxx+RLHWcrS8x43J60cpweOXx2U3B6UhAAPM9EF+epalz9+NObDQYmtJ6fNrOJyR+i5N5fjEwefy72EOyM3pVmSLGTbrHUEm5NGmqBgXDmMhuBFTyUESR5iLc7VAEuRwqGICCzHirdWklaav9GYaQC5UXAsJ5pJGeglhv3csVOGlp3UbDMoxZ2h5aWe4Uo3orC1Um3tRh2C58NBydhGvLl6qF3SnP9m7rg/Khlaj/fwzlqH717unDgYLxJ/uz2seDCxpBoKD7uF596wasHN80J/rywZPh5bVhLdyv033kAAkRIsTeHh4bjik3E1c3zHPV8nVRWa7zRtmO1cQNjfWu/yF670Fp7f/PMx/SyIPI5YGTwYV3Qjg1HuSPXmLKv45rPzydz0+zN/HosE9xZFc+yVl/bkS72IN1fkmVgkRNd8flA5hmVgJdYsJ7PaNi9CLLrfTXt5Ps4xMC9+nCcuX+I4S1l62uPmcSvS6YHjk1GFC7AcK8ZVYGtS8fsv91BAKZY0BGBQBtQxuItpIO/HI0uiA2+uxBwUljQyXO7o2QpAZklU4PpSxO1ByZLRvNmPmbiYzaxiK3f4IMlLpAIXU0M3MizXhn47hW2dnruRnhG7A1ojv63csl94IgVZLpL9017UGnGiViFwb1iykWm6keJKL+bOsMT6QFDQNZpHE8vmxHJnWPGXrvfQSs9Qj22d5GTW8/5uDgRGlV+YUMzfg0b87V++3pvBZjRJwfTAPi3stpHFM1otSiULFWp3csfdYc7EKbLK8+52zpWO4dUWWH36SaN5Jg9KSS6Oe95Ompymqycf7pcEAjf6Qsu/2tFcTLtHVGjPsopvEsFB5Y9d0U+bfx4nuLcommPvRJpHw4rCNrYHcn7zQnQHZSnu2kazHyzdSC3UOvqix1mSkf3CMqgcXSPO6s2Ych4vTpwnLuexME7yuHncinS27C5thnElnj6Xe0IBHtaOzc1EXwUYlX4h7qKduEZMraSFtGxC4Cc7BdeX4pkVcxkUHxyU7OYOlGPsDL97bYl+YtjIJxRekoxYw1KADvDmqkxig+2Tz7M5No1UbXqxZuL8TNICkqylRrW4lhCEdt20D9bTiK3c8nDsKIMAcrdzx092Ct5YSdrzn9iS0npskPaYDfDuVi5gXwUPJhVKLR0BKB8n/nZcUvA4qvX0ZDjvX/Wr/YJRJUabmfXcHla8uvJ4f6Pj4nEVkJNaO/MU/WldmoudRgBvFhvyOGzVokRwPqFdFGfFiE23ygiIDIFfrOkz/fmBlfc0s4Hl5PGVnS9anKWVV3gYloH9YDFKtWPKebw4cZ64nMfCmC5LX+pEXO5o7gwtg8qLVko43sdmeuK41tH0Y82kdKz3Yv7ySx1+cSArw8IrxlbUajsG+tGh4utO7igcbNbeQauJmRm85sGyqWbGzXm/sBTWi48QQnMWhd1AzyhSDZMqEANdrRhUjr284kInmmmNNF5IH49qRkru2c8tIxdwXpKxifUopVhJpHLkkUrLaqLJPZRWRs61juHtlYQHE8tk7NkrLL1IYQhYKzL3lYfS+fYa/mq/pLCOJDLgZD+RAou0ubz37OaWf/ZgxFcudlqWzEkT//zvcif4mdyJp9JJ1OpFcaMfcbUXMR6UJFrVCel8Gne2eFwF5KTzm6HYJxoCbXWk0QA6CROyyObhoPhsmCzNsd8alDyYWAq3WIZg/vPzbb5Pg4n6POJxuJSztPJSDSuxVDczG1os19M4jvN4PuI8cTmPhTHtj9LopjR99GGseJg5bg+rhRTPRX46vSgiUvAgE++dpi2jlUjpiw+RpgyKP9uaMKgcuYWlXsQ312u8xIgZsbppsGwz+TCS1VnhZWIfF6Iy10+FmbORecY2YGtvHl/L+BstjJM7o0OmTCDih1s5dwYFIyuJyn7pUQib6WpHc3NZJrWRC6xEitTI5G+D7KOyYuL4Ui/i9eWYzcyxkdnW3oAG6OsdzkFqBKh7ox/xy33NoChxwNA6egZ6Eby0FLM5qdgpnLTbFFSZY6ec8GBc8a317owo3/zEP60xopXig31JWjqRbjE9x1Grp2N6kL++FDGqPKULpLX+znGfnRe5W6RH8rhKxUmJzUnfnX+W5zEhIQR+uJXz7nZOZj1GyfPx9mrymTBZztpiaj4/XW07Xufo+Y2TWsPHteeOiwtpxHIi1cLlRHMhfToaQ+fx/MR54nIeC2N6otnOrXgG1X30ef+f+Zd7euL42U6OY9b75mtrKdBbuCLeL0RrpPSKwvs6UThcCa/EmkHludjVLCeGVB8mLfODzlcuJDM4kBv9iA8PclwI+CB6KSHAhZ5UWKzzM6vqn+wU3B8LsNIB3RrEGymhUO8Wnut9xeVehMkdV3oRKrN0NNwbOw6sCN2VwdGPhEH1i72CcekJSjRbJpWAV1KjWUoV71xM+XYNutyaVAQFSG7HxIErHTeWDF+5kPDjnQLrZR/dWDG0gY+HJWPrW1Dn19bSmUrCvP7Ibt4oFSt2C8fEBn7r6mELZJ5aPb2dpiqQaqFuf+VC2gJ/DwrHPQ69kpp70xhmFk6SgifVI3lSmn5TtZvBhPjQsqJyF3hvJ2NUtzIjoyisP1LRe9au059GhuCLqHPyuNbwWdpzn8Yh/It47b6McZ64nMfCmGVmBEDhwmL/n5Ne7kUl3scNyt4LTqJrFAbaQezHO/nsSrkKrU8QHB10OkbPMFEAtGoqPbR/Wg9rHXFUnm6NNIaMqzVAuap1Y2wQqrMNijuDijRSTFd/ci/so6ZZYm3gw0HJo0mFUUKxHlWeUsn+PQoX5Bpf7cXcn4i+Te6ldTTtoZQ7+GBg+coFzaWOYTU2fDwWpWCloJ/Isc6DOqfv6bT+iMfh630TTtfiaQXtcsvEilhd4X1LoV7k3HxQCq4pd56x9fgA6x3DxPrPVI9kESZEa8XDieC5RlXAAt24vkc+cDGSVfvz4Dp9mvgi6pwsOuYnTSI+TdL3Rbx2X8Y4T1zOY2FMDxobk4r1zqFn0Kh0PMxOR/E8zepnnrHxGxdTfrFfYqAFGi5cKc+xJx436IQQ6BlJOgovrJ/VRLHWkTbS5VRzpdtpKc+/3Cu4P3EMCkeqFTeXDBah1VaubgeFQOQCr/QT1rui5fGz7XFLsXaS45EahUcMKPtGYZRmOdEMSkfpAt1YozXs5RV3RpZPRhWXOoYigpGdVfq1XrKZwkFeOZZjTUcrLIHceioX6HXEWXuRKNq0/shKrEkNMz5Mp3o2fGAp0uyVUnlZ7xpWEn2i6JxDzDPFfiFwUIgQXkNJ/izwBYswIbuFZzuvWgG+ACQRGDRXexHfuJS2flRfBNzDp6k4fF6x8JinWsOfVRLxRbx2X8Y4vysvQDyLAX86CYj1rGfQov0dF49b/TSYgvf3ijZR+eZ6h2u9eOEg1qyU90sBLebuECQ8PyntF9KGmG5XfDisAIVRYuR4czlmUnk+HpX8aj/najfmpaWIrazik1GFIRA0/PrFhN9/eYmPx5Y/+sSz5USFd7fwdCPFryemLWNvZCl3RtJ2aMTuKh9YTTW/drHTtlMSFdjIPQ9GJcZIQvPh0HJnUOICTEaWtY7h6pJpfwbQiw1LsYaanbQca37nSpetQqjI2nu2MsvaMaJo0/ojry/HoKS1s6jFc9yzUXjYmFi8h0qJaB9BQJGFC3ywX9Bp9G/qe/DOxZT3d3O0gqUosBxrXltJWyD4Z4EvOA4TclC6VoDvpV7CxIYWmEuQat8XBffwNNWuP6tYdMyfRxLxvF67c9DwbJwnLi9APIsBf978MBD46XY2w8SYxk+cJaZfwgZTMLSBrlFQSptFkoCjg9h+YXmUOR6MxADx/qjkajdqdUwW6ZFMtyty62tfIkWsFM4HhtYzsuLTM7Qlt0YlBGnTJLpRv5Xk6KBw0upozoXaOmAKW9pMxLcOcrYKj/eBSGu+spry3cudI/frnbWUhxPHQeHYKcq2FRUC9CPFX3t1iR9tR9wdliRG841LKQeFw4XASmLInOBGOkaxlihcHLGdW5YiNWPut2giaO7fXUq+/ygTPEek+d61Lq8uL66+3OhL0rOXWxIjmB9CEMZZIqBpwSUpangSSqmFAmrToNzPC18wf10CobUzGGxLlWX6uJqE+HwSkXgS88fTTMTPaxLxecQ5aHg2zhOXFyCexYA/r9MxDawUBtChY/FZY97UzwLdSJNZT2xYWBKeXimrnZxhdbw42Untik6k2S1c2xpZ7wrTJ6s1SAjizGyQ9kzpBdeymTk+HkklpzFLBJmXE6NmmAsNI2tUObZyqTyULjB2dfIzd3wPJ64FAVe1O3QNI+JiJ8IYw29d7c24Tv9gMzuiVXG1ayiDAKdRMLaeT8auBtiePBHcGpTs5laYWLm0f45LXJRSvFHTundzS4U4eTctvdTQ0tSnTRhb48EQeDCu6oTzcIL7vPAF89flZ3V1pbk/gTBzXIXnfBKZiicxfzyfiM8W56Dh2ThPXF6AeNYDfosviRR7ZaBrzEJ1ztOWM6dfwgZTYAzESvPOxbTV2nicpsPDUcFuCXv5mIcTy1+53sUYwVoUDj7cL0kjXVcBZGX9vau9Vp/j9XqgvJAaxtZLa6dOGCItoF0PdJTgSn6+M6EbGVZq4GblpTJytWvwwXN3UB5WHQJsZ7Zt7wAMSz+rl1L78exXltLL93YKoVsnGjqR5mpHL7wWi7QqbvQjXuoaBqWlZxTjyvHznaw99xOrAgFcCOQ2YANsTSruDWdbRvNYpN+52uHWoGRUSdsnIKDpEw0UvRgPbmXCbpre/vOCL5h/nxrcz61BiUIxqs/jSu98EoHFKtv3htGJ48D5RHy2OAcNz8Z54vICxLMe8JuXZlgJq2jesbiJ066ijpr6pS0jZRGteX47zfl+/9GYYWUJAfbKnO3c8rvXlgi+kUCrtXlbyRTFqytJq+jaVJKqmhETggBuSycJSUeLoq8Nwgy6P7EYLW2i1CiMFuXdQen5/308JjKKlVhRegUErJckJPhAL9YMK8dPtoWO/dJSTKQCjzInFRYPw8qT1OaLK4lmORJdm+ZaGGAjS+gYWfX3Y4WDVqtCKUU/Mfig2K1tArRyVLUDd3Nt58XKGg8mj7TOGguGeefuReqxb612hKlUOgbbOd9c7xxLG26wMQ8nJSh4OLF8PLKP9aY6a3zabS16nz4eSfVommX3Ik8iZ7mG8yrbkdGPHQfOJ+KzxfOS1D8v8eU++xcknnUveAb06sQjR9izs+q5p11FnYS1OM12mvP9Zw8kKekYxcQFNicysa4m4qrc+NMMqsWa39P72c4LXH0uSknlJTYKav8hX2Ne9gsxalRBlG5zK4P8xHpCBUtRRF45AoErvZiJrbiYaFKjeZRZXJDkACpeXU5IjeeVpYQPDio6Gt6+kHKlaxhWodW1aY7xzrDk/b2CfqyIlOLlfjKT8MGhamhZU7JXE31YHat1MQ4p5YoygPOCU1C1sWRmAxfSo1W1+fuyX1h2CsejSUUvMig8B4XjN9e7x973672I3IrmTaNmHIII/b2/m6O1tJ0as835OM2E+mnbEIvep0Usu0s1G+1xTLmniYN5Wtt93HbOcg3nsUuJCnw4PL6VC6efiM9BqRLneJ/ZOE9czuOxMY0vuTeseFAPaIPtHMUhIPa0q6jHvYSn3c7lXszDzJE5sQ1oJtt5TMJx32/2c3dUUTrBs8hAXQvN+UA/MYxKqYoMKindhLpFtJoYtnInSQuS3NwfWy6kBoVslwAjByPnmdSKvf2a+twc51buWO+YGU2a6WhcmH2930OdGnVEkKtRDR1UgcRo8invmnlKeUCxnwvvqRs1gFpIjCbznhUzW1Wbvy+Fh9tD0ZAZVJbUnOwL02BjDkpH4UJLpf94ZHl/r2BQebqRBo735jnNhPos2hAnsewWxbPCcDyt7T5uO2e5htMq2yCVzGhkT3z/TjsRn2NhzmNRnCcu53GmOGlAO24VddpVU/O5/cJyfSkm0YHSqyO05ib+ynUZKD8eFtig6EeKwgEBri/FMz40i6KRvh/tObpG1F8HlSRBRkFsROMkTg2lCy0Fu6zbKZl1tRCd4GL6scKHQN+IuaKqTfI2s6o+poj7Y4tWUlV4YyVBoU5cdc7YJ1jPB4PyCHZn0TnFk8DVruFqV3MxjY9QyjVwUIvkJUbVWjKGt1dj+rFmWDq0mvWkmr+/+4UFL9gn5wOJ5ogvzDzj5NuXEphrJf18V6jwXaMEoK2ERr0I23OaCfU4L6ZPs2I/a6n+WWE4ntZ2H7edT9PKeZptjXMszHksivPE5TzOFCcNaMetok67apr/3PWluGWhTNOaQZKc+xORtv+11QSUgCcfTiw7hbSH5isY8wlUqNktXkHmwbogNGQEN/L1tU7r2/NwXPIvNjIqH4gQA8WJ9biadRTCIQm4CAHrII20KMrWvkoGacH0I83L/YSXu5p3dyu2s4q8G+G9Z2jDzAQ7fU3vDAp+thcYVY5h5Xl3S4C3N/sx3nv+8EHGvaHQqXs6EHTgYpq225qnlN8Zltja/qAbab613mnp2g/GFhvkWikltOrpBOSrS0IbVlpRVh6txGtq3hfmeMbJIa5lO7OUIWCdJzWG37iYgqLFH5We1sJgOVYLgdfTscgry8GpV+zTCfS8EeNNdUaX58dM/GdthTwtbMjjtvNpko+n2dY4x8Kcx6I4T1zO40zxJAPaaVdN85/bmlQMS9FdGVae/cKeCBRd70TsFot7663Q3RSO4kIaYUPg1X7MqMxBw0okirOvL8f8hSvddhLxwbOSmtp4T1RwbS3Hn2qItaYfKbxSvNqP2cxsi4NYjhVbtSklBDSSMO0Vjg8PSlwIfDCo6Mea1USjQ+AXe5qHY0vl4UrX8I31DrcHFQeFo/LgCfzyQIwWf//lPn9+UPLTnZxaB46Jhlg53t3KGFe+NcOcoZSXjuu9uBarMyRartHWRNhRr/ZjtnLxo9rI7JEE5EpHsEQ9o1Ba89ZqeuR52M4qrPcsxYaDwnFnUPDdy505/yLHqPKkWpzEr/aiFgjbiTSPhlVrYXC9F7EIeD0dj/PKOm174iT6/+MSjtO+J2dthTytasbjtvO8YCrOQannsSjOn4LzOFM8yYB22lXT/OcioxlUlr0ytFolTSxKhk7azyIcxWp6iDFJI0NVieGgUYrlZHYiGlaBlUTz1mrCB/sFVd0iGdlA5WGtY3h7NeHBuGIrdzM4iHvDigeTglElJoZXOuLtszU5pJFuTiwZ4kL85/sFHw0ttp6Ud0vPbum5lBp8OJT/B9gvPLeHVb0tEcNzCF4njiBznlu1geD0pLiaGCItRpZppBlbz892JGFJtaLwgbujqmWPfbKbzVBet7OKTt0Su3Gpw2Zm6Ub6SLVgvRvzwUEl2jnAyIaWSXRIs9eo0nOpY1CqARXX93JioW65Fd6zndtTAa/P+uxNx2no/49LOE77npy1FfK0EornJTF5XHxRjvM8Pts4T1zO45nEjOZHLDL+zYR03KppXrJ/c1ySGFiNDbkPM/iJRRPSSZL/B6U7gqOYxphsZ5b744pOpDkofatF0aykp/fXiTRpCGSVHNN61/A7Vzvc7Mdc7UYzasM/28lbd+0rvYg7g6rdTz826Erk+YNSGC0TdeWkfTMdmfX0+xGdSFFVh79siN+XezH3M9fq0Kj6HuhjzDCnV7LbmeXjcYn1UHrP5TSi8IpLqeara0Kj3sgOKa8aMFqznQvLbGNSHetZ9Z31lAdjOedLnYhIMSMIeBzNvjm+xoG6cIIvWu/OGmE+LhF5khX7aej/Twt7cdbE6rNg2ZwzeZ5tPInS8HnMxnnich7PJBa1ch5nST8v2T8sRVMlN4GV2MzgJ46jVC+S/N/IYsaVR2vooIiNCN3d7Mf1gBxzd1jyMHPs5I7CB3YK2UagA0HwMyEEIhQXOxoLPPCWtUizFGm00mitayXYWbXhsZWqQKQCuvb1GVeeQSFU7ipA18CSCURacSE1TJywiECSE4/ijeWYfqT5F5t5XRmCi6kkYK/0DIPScW9YASJgt9YxoNRCM8zplewPNjNG+1A6jw1wYD2XO1GbtHw8siQ68NZqgnXuMGmpUckvdWPeXNAmAmGcfGtdQNTNs9Acx41+RKDDrYOS5dLjg5zwR4OCQOBmP27339znl3sywDeD/rSlwcnP1OmTikVGjPMg76eFvXhcYnUElzVlR/CsWDbnTJ5nG0+iNHwes3GeuJzHM4mZFWmtr/LebnaqFUbz3VeXY+4Oq5mVfxMnTUjT+747qHi/yFmKFSEElhNR1r3c0dwbVW0VqBGtq+rJOwQYVI6PDgoeZY7dwmFdIChFz8j+u0bx6kp8rO3AsPTkzjMqPV5JtccFyMVxgNKJW3JiRDOm9GIe2Y8UFxPDsHRktYu1857NTNotRkPsIY0UX19LubEU8cnYcSk17NT0bIcI6n3lwqG438s9zQ82M7YmJZE5ZBwlShRvO13DQel5qWv42qUuryyZIwaY31rv8eFBzlZmpaoDBKIz4TKmlZHzuhI0tJ693BMQptbDiUNdmzZElO3fG1YLbQOOqxIsYjXdn/iZY/lk7BYmwJ8F1uRxidV8ErFS6/I8S5bNOZPn2ca80vB2JsSD8zh9nCcu5/FMYnpFOqg8w9KjFKdaYbTfzUVZ96trZ1vxTe/bAVrD1V7MnWHJfg36fDixgCI1tCvm1Cgu92SFv5M70kgzigO59SRaUblA6aTq4vAQ9LEr7tXE4IBRJUq7Teun8rN4Uo/sP3OBSAVSY7jSi0BZUi34lmaAu1MzXSY2oOttjW3gk7Hj3e2MndwyqY81NoJTmdZ6+cFmxg82M0rvsb7iYmpY7wj1fLmeENc7krQ02Jz3d3PBBdUGmAelY1QJrqdJXEbVAoTsVMxPzk01qvGq0kq0Zba8I9aKxCgKu1jL5bhJ9bgqwfzqdq9wZNa3n9vIpplrp68ufFbYi/nzVahnzrI5Z/I825hXGl7vnieFZ43zxOU8nklMr0h/uZczLANraXSqFcai1eyiFTWwcJW9iA47L+D2wX6BQnFjKeHusKJw4tGTV45Iw6VaRG451oysZie32KnWTaQU/UTTM4pLHcP9Yc4/uT8iAL9xMeE76x3euZjygw0B2eog5owGAc82U71M/vLzK72ESNFOGJd7MQdV2Q5wqRE2U+Mc3VCw28mtFzGsKtGZUdBPzYweyp1BgfWShBy4QOUDu/nxGKT9Qs5ZIZovmQl1y8y3OBqhgp9NJ2V6Mp6UJZkNjCuL0rWxpQv0O0ctJeD4SXW+wvdRDUi+MyionKefCKvp42HJaqq52pNK2XZWLUyEToPz+CywIPPn+/pyjFLJM2XZnDN5nm0sckk/j7PF+RN5Hp86jhvAmxVp7gJbuT/1CmPRanYaM9J4/cQKHmaOVIt4XLNabpOXEYRazG5ceSKlGFvPxqRqtVXuDEu2C48m0DGaq92Ijgs4H5g4WfVfSjSl1VReXBcrH+jFAvItbODeyMpxIQnJbpmjlOa7lzvs5pb39orWbPGVJcOg8hyUoWUBVR56scYQuL6UzLR2LqamHeAudzSjylE4AeGuprqeyGQVnlvP5Y5mqQaSvr4ct3ooNgRGVjx2MhdQCibWY43i4aRiKdZMbGA7ty2+pPCQO09ZJ3XBBe4NS2JTK/96uVcPMstuIeyk713rHusq3cS0CWZQEGtpa8WxYr0TsZJo+pFeKDzYCOzNY1ymJ3jxQ7LcH0m1zwZaVpOt3b+bRKAB+94dVDggd6F9nh+H85j/zEYWz1gwPA2vpUVJZYPLelbxRWLyPIvk8VknpPNKw+dx9jhPXM7jU0WrjzKFg5gf5J/GCmMGM2I9e4WjWwNbX1sWevFxdNXGFC/ViNS8Ury1knCla/g/Hkyo6qwid57lWPHWasIPtnImVeCg8BgNSW0DkBqFC1IhmVQyWQ8rj5061soFtiYlSnVJjEIraVe5IHL6v391iT/dnPBgYtFA4US9dlQFtrOKr64JvuTjsWVUim7LsLRc7iR871qPO0OLD2Ki+N5uxuVezDfW0iPidQA/28nbigJBbAKsdYy9wjnPesdQWM+PdwpKL32shxMH12BUii9TTyuGpSjjat2AfeFaP+JRZpmU4CIBNv+T+57fe5kp4POih0b+LxCwLtCLNK+uCL35jZWE1cTMgKunn6dPxm4hxmW6SrCTO+4NCsZO3K5B7t/VXiQCggrWEsNSrEmU0LH3C4fWcH9Utsywx+E8ZrFUJe9OLLFWp0rg5p22CTCofCuM+OOdQwDuaYDtj4uTRPVOW0l6HtkwzwJIfA5Ofv7jPHE5j08VH4/sQhzE9CD/NFYYDWZEsCAKizguH9R04rXO8XTVpi200o0YTywhKB5OLNd6Mb1IHYI1gJ3csRQ7chvw9Y+dh2bTCgHSpkZT1iwYoySZaZEeCiJj6r/K/2yQ7W3kHqUUV7oxm7mTdosXgKpWmqDElXkji/ngoGQzq7BeXKgfZZ7fvdbj915eavEqLgTujBx/4Up3IW5ovhIhB6wprbhBb+WOpG73JFomsMJ6USHOHNbXvk1aqhWFlevvA2ReMDmld+ROWmDbueP7j7IWWLsoBpVvtVjuDEtcmG39nJQ0HPe76SrBvWHFrw5KRtajkXZWNza1A7cwoR5mDjLRhBmVQnt+dfkQaH0anMf0ZyYukDkPSjPOLbcG5YmJy2xiDRBIjWr39bTBsc3+Dg02NcvJbFK46NhOwgvB58+GeRZA4nNw8vMf54nLeQBPXh49KGWl2o206KMYngmY70Y/4p2LKe/v5lQhUFggwFpqWjn46V78dDuCGh+ylVlQsN4xbOaWf/ZgRBqJp5CDVueldH4mmQGZtE3tiN2rGTnFyFNaT88o+gYGVT1JRoorHbl2ry/H/Go/Z+Bl1a9DYL+wvL4c82BSkVtHNzIsGUVZq/huZpbbg5L9wtY4FvmvAayGEHF7UJJbz2qqGVf+WNzQNLX3zrBiOxeTwOADlzoR1gfWOoZR5djIHM7LtQu1bs5rywlbWUWiFYPKM67EkwkClxLD5dWIP9uaMKhAK6F3HwesbWJ6wl+u7Q9STau9U3i5F3eGJd4ftm/m9XSOSyhu9COudg3jypEYRfDi25RoCEqu8UcHFYHAjX7KxJa4wMw2T4PzmP7MbVVyd1TKLxStYeVxsV9YhqUjoNgrLIlWvLOWspW7U5uEniVaUb3aYLMbqSOievOfnZ+4n0c2zLMAEjfb3JhUlB62c8u9YfXM9GzOdXPOHueJy3kAT14eXU0My7USbaxEH+U0YL6zvqxKKb57ucPVbnSqcvd0OyLVirdXEkbW83Bi2cgsB2VgpCTRSIxQk42Gbqx5dTlhUAlw1SM4lFiLQFyiJZPYLQJGa/HX0WCDAiWZztgG/mQjZzMP/N7VhG6s2SsFl2Kt5+GkYiXRvNSLUMSCRQF+vJOzlTvKGltSecG/qNo/KY0O3ZRHVthKu4VUL6ZxQ4uubSCws51zUAYCwseeVI7l1PCbawk/2i5wQXAguQtUgSllXUPuPLmTStde5eloAQ9/Zz1lr/T8ar9oGVPNcS4K7z2PJhWl8yRG841LKa8uJzPPn0ESoPuTgHOen+3mXE41r9VaMSF0uD2s6rt7mNRMn7v4JhkIkKaCE1Eo3t3OaqVkDYSZ5KljhG4cQuDnuwWrieFra+mxz+V0lWcl1oysJ7eefmrae3pcFF4YY4WTSp3jUKn4NOabZ41mMh5YwZllU67hx312PhlY78bcGlRs5aJmbLSeufbPKk4aK54FkHhe/HA3dwzKjEVj4tNIOs5bU2eP88TlPIAnL4/KS94784t73Mt6Uh99Xl+jGTSaSWZ639PtiEbt9rtXunw8kkrLWDlxbp5YYg2/sZawObG8vJRIgtSL+NONCXuF5+WliK1MVsJvX+jwwX7OsFKIv5+0S0a5TPoeqc4MqsBPdnJuDUqGtQszSCLy052SDw5KSfpijap9hBr34+3cspNZrnRi7o8ESHyjH7Uibz/fLVg2oDuGvdyx3jHiusxiTybocWtQMq6EKp07wXmgpE3ywUHFRm0ZYBAc0H5h+ZeuLjGoPDu549YgxygRvTNIspeowI+2Cx6MKzparsfVXsQ31zvHTiA/2i744VYuOCHlub4U89rKnOvzxHJvZBlXQqEvMsc/35hwe1ShUPQicQx3wGA7R3HYlmqeq8rL/X+pF/HGSgIB9kvbuoav1klNgytprv+9YcW7O2efRAQUvnTqCTTVIhJIkEpVpBTrqWn1ip42APc0onrzn50/l++sp+wVjluDklgLOL2xb3iWcdLE/iyAxM02D0rHTmFPHBOfRtJx3po6e5wnLucBPHnJ9UkHjuNe1rP00U8aNBadT3OsX7nY4WAzE5aTUfRiTeGkdfLGSoLWUnVpVuiFDzMrdJS4PmdW2DaD0kmLyAhQF2RSKrz47sy76ThgZMGoAEraKjdVPIPRGJSewgeuLcVHXK5XE0OFYmQdsZFG0v2J5+ayWejJdFA6aV3UDJ7Sg9EBU08+t4YVPiiU1GIA2C9lJf31S53aa6liWAlvymjFSmIog+L93ZxhjW/qGVHxPQnbcVy7YR6LM64rSrr2ZtrMPbtFAQoSrelG0sY6DgPT0J3XO5Hcx51ZFefjJpcnnUTO+h5cSCNWErkGBFhJozPrFZ0lTiOqN//Z+XPRWqqEw2qxkemzis9rYj/NmPg0ju1cN+fscZ64nAfw2Ws3HPeybk1KylprJHOezXHBvWG0sKJznHZHQyXeWDpKm4V5llPE5dTMMHIWXZMG93FnZLGuxHvFha7hoAwsx2BReB+wXioaZQ2TWYqVAEIXxMR6epFpmST3RlVrLdAxCufhcu/w2KeZIT2jGABLicb5Q+fsRZ5Mq4nouQimxtOLFLkNjErBgFgf8EFE7UQQD5wPfDQouNGXVfn3rkrVZlB5VmJJUJ4E33Sc+Na8d9JeXmEDbRUoUsK8Agje4/1i8b9Fz9VB6bA+kBrNVmbb81pUGTzuuXzaOITmmjYtr8a9+2nH02YCfR6T7Oc1sZ9mTHzcsZ3muWmtLwYlClH4/ixacF/kOE9czgM43YrxaQ7exw0KkTFYXzGotUbyoE9VVWm0O3YLJ8C6pfgIbfZGX7XHf7Ub8d3LnZnjP44y2uAc7g5KqTwUnsJDYjzr3YhvXuq0bZ4l7fn+ZsFWJlTiy4kwRaZ1XpqwAQrn2cgqvPf8882c3dy2RolrqaEKh5Tf6QrTQekpA1Q1I6ZhDK0mRijpJcSGGcyRUkt8NCh4OK7QShKq3AmbKI00caAW4hOMy+1hBffH9BNDqmlbVc01uzeszoxvOo4aP++dFGowtApwdSnCKNjNHSi5Lm+vpjOaKdP37qWe4eHYUljHL/ZyYg0HlWc8rlBaGGU/3Mrb70/L/q8kmm9e6sy0kODp4xCUUry6kvDqysmaN582njYT6PMQp/s89nmc4GUj5tj87HHHdprnRilhHg5qVe+D0rGZuyfSBPqyAH3PE5fzOHU8zcH7uERJ/HMMmoBH0dGB3LOwFDuv3bGdV+3nFiqijjjx+Jvz284dw8qzHGnWu6b93O1hxW7hSLQwVbpGDASnMQk/2JywV7eHvIeRg7dXY5YizZ1hyccj12q+BKQl84PNnFeWIgrrSYxUQ6wPdCJJeN7bzYBGyVYqB1klGjDXehG5PXTOPs58EmgrMru5Yzk2TGyJAl5bjsmsY70Ts50LGPFCatjMLL/a9xQBUq1YTsyMPokkDN22anClu7g6Me8H9J31lE/GUkX7ZOy40Vcz4NpRKdL/q7Hom/zmxYQLnahdkb5etzymB+RpG4H9wjGoPM5BGDsuJpqA2CC8shTzaGL54eaEfqJZjjQbWTIj+/+t9S5fW0tn8FP7hT3yPIUQfapJ4rOYZJ42E+jzEKf7PPa5aKyDxePHScf2uFZS8wy8tyvimo0/2/tFTj/RZx5nvyxA3/PE5TxOHZ9Fr/liGrPese2Ld6UnlZNFpdh57Y6D0h1RRD2tPkhzfsPSk1lP5QIZjmGpDmXgCW3JxChY7x41F7w9EAl7hbRdtnNPbKywRVY7HFQ5+6VrvYuUElfm3ImY3Ti3YimgFQcN66TWdrm+FNeVpRJXl5Lzmh3SOGc/bpBfTUy9jao9gP3Cs5wY3lxNeXM15d3tjN3coWomVVF4MIEqDzP6JEqpttJkQ2iBssARRdnpxOAkf6CPR5aHmaMKUiVZSw0XOzI5nISdmb63n4wqKiegVxfAhcBSpHFBs1/4WkE4EDsAf6ok9/pSfKQl8Gknic9ikjn3xXmyWDxWcObx73GtpBl9nSpwd1i1/mpPMs5+WYC+54nLFzw+y9LgZ9FrXuQk3CiZLirFTrcIGsbIhTRa/L0RR45/+vrlLuBqpV2loAwyUDXn+Xo/4lf7JZMa+Pr6gmNppP0bQK5HWhy59by6ZPjmpZQ/3ZiQ1Q7RPgBa8fpKwpVu1GJcKg8b45KJh7IKPKg8Jjj6kSEzgaXYsF94Eg0v9aKF8vjHXd/rvYjcCqtqv/Bc6sy7b3elpTSxDAoBHhutEP3h2W0flI7KezqRZnMiwmtr6ayD8XxicJw/EEhVyXvPaiIWBC91FzNf5mPm2dRKEr665VZ5UXS+XmOeChfwwbcYoNMkuamGb63PVrJ+vlscex6nwZZ8FpPMd9ZTQgjcHZYkRlzRz/ETj4/jxrqzjn+PayU1z8Cr/Zi7o4pLqTyPjb/aWcfZLwvQ98yJyz/9p/+U/+K/+C/40Y9+xMOHD/lf/pf/hb/21/5a+/sQAv/xf/wf89//9/89+/v7fO973+O//W//W95+++32M7u7u/ydv/N3+N/+t/8NrTV//a//df7r//q/pt/vP5WT+jLFZ1kaPEuv+biE6nGJ1qKKwc1lzXED+vz5TzNG5r83D4LzwfODzYxf7JcYJFlx1AaGyGp9uU6eQJgtMukJFmQjcyhdttvrRQLQNUrwK01kTj7/i4OK37nW47ev9nhvNyevFVPfXE24nIoJYD8WMbidwjJygYmDSU31+TgEVtOA0obtQkRTxi7w4aCsVVcrNrKIUeXblsrLPc0fPczZnFR0Y8ObfZG6X0sNpYeVxBxhs9xcjrnRlzbIRwcFt4YlpRMV2tJ5frqdtVTa1US282hYQYAHE8tSnMwMnvOJwaJEoYnCC5Vc6NKKfs0Ge1xMP5s3liLe2y2ZWEekNW+vxry12qnPKaL0GcNSkSAYoO+sp49Nci+k0ZHnspkk5n2OlFKnwpZ8FpOM1pprvZiHE6li/mSnQCv9QrYPnmYcP9adDWtzmgpopETBeiU+pMOftFh7suN+seLMZzUej/nGN77Bv/vv/rv8m//mv3nk9//5f/6f8/f//t/nf/wf/0def/11/qP/6D/iX/lX/hXef/99Oh3x2/i3/q1/i4cPH/KP/tE/oqoq/p1/59/hb/7Nv8n//D//z5/+jL5k8VmWBs/Saz4uoXraidaiFf9JztENCG5Yej44kAnZB6kolN4T175Cpk6yRjUO4+ayZjuz+BDox6JW+8v9kp/sFGTOoxWkWtOLFL9+IeHWoGyrKg1bZyuz/JP7Y95ZS/nLL/fZLywbuWcvr/jDUYX3gbETBg0c/hkrqIKAhVMtE6oKmsvdiK3MklvPjX7K3UHFu5Oc0kup4cGkIjWa24OyTqQcHw/hSi/irZWEbi0Ut2hwa+71jX5Ef8vw/l6BdZ5f7Bf86qAk0YpvXe7wnfUOL/UiChu43I0oakG+b60faoYkKnCta3g0cRTOE4LnG2spg8q3arkgg26qYTlRdI0hq7d1Uswnwl9bE7DvtV6yMDk+DgO0KMl93ATwypLhl/uaB+OK2Cg+GRY1kPpQZfZiotnOHT/ZnjCu/Aw+53H7eFrV1PkxorneT6NK+zz6Fz2NOG6se9pYm+Ofxyfbz7TBbNPyfBEBumdOXP7qX/2r/NW/+lcX/i6EwH/1X/1X/If/4X/Iv/6v/+sA/IN/8A+4evUq/+v/+r/yB3/wB/ziF7/gH/7Df8gPfvADvvvd7wLw3/w3/w3/2r/2r/Ff/pf/JdevXz+y3aIoKIqi/fdgMDjrYb+w8byWBo9LqJ52orVoxf/xSAbmRQlSg2PJnW+F4XqRJrfCX17vRdwfW7wX7IhRhxiXyGhsgINSGkEHlce5QFCCSfEEHJrCB5YTQ1WIQWLTNlJKZPPf3yu5ej2mDIoPD0oKKyaNBqnyKKNonI9qBjBGga/3c3NJwKSianuoL9OwlhracG49w8IRgtgNlEHaJruFY2IDv3X18cZ9Sik6RtGPFRMURQFKBTIbeHc752o35s2VtNad8UR6ujrBDAtKKkGC+/kLV8SJe95M8UIasRKLV89KbFrsznFxXCJ83MB/2knhNJ/7ZOzqSgbEKEbuUEK/wZZsF4LXGVSBn+/lPJhUKLXUJi8n7eNpJfnzY0ThTwapnyWeR/+iL1I8C+DxlwGg+1TrSLdv3+bRo0f8/u//fvuz1dVVfvu3f5s/+ZM/4Q/+4A/4kz/5Ey5cuNAmLQC///u/j9aaP/3TP+Xf+Df+jSPb/c/+s/+M/+Q/+U+e5qF+YWMRY+N5LA0el1CdVidjnolynIttIGBq0OxKrMms4+c7Gd1YH9HueGXJkLsg0uzO04kUpQ9oBUuxJjIKTeBCaoTVYxRaw61ByU7uMHhWE4VRion1RBq8kupLgVQV3r4gNN3tzGIIjGxgXMk+COJjZKDWK6mw3tOJNQc1E8koWkbR9a4hc4FhKXaPKgRy6wjB8I1LKcMqtM7C+6Xlw4HlILdYpErT70aspprhoKSc9l3ygc2sav1XYHF1av5eTmxonBRQQFkr7Ipz8ewzGEKor5vlSi8iqxzOSbWnYbd0jDqSxErF5PTP81kT4Wm9nOMYSqeN4zRz4JD2/ed7GTuFb/2mcutOnaw/rSR/flW/iCEF8RNVeJ5H/6IvWpx03Z/knnwZALpPdZZ79OgRAFevXp35+dWrV9vfPXr0iCtXrsweRBSxtrbWfmY+/oP/4D/g3/v3/r3234PBgBs3bjzNQ//CxPHZ9PP1YB5XBj/u5/Pn1TBPKu8pPTPS7Qelo/AwKh0PM8ekCkxsYGwFDFK6itXUULjAeCKrwNvDimE5YlhJOygPkGjFag3abLbdCKyhJGG5PazYyUqUFmVYF2oTRhQaRawhSjXXuhHfuNRpJ8E7Bznv7RWMa7BLXM9cSqnWIybvRPzyoCQvDyc26j+NUkwc5A6GVoCmnsBu4fhkkrGeat5Z6/LVpQitNZubjkeTqq3uXOqKwNnLPc3/65bn/liuQ02koXCBP3404XovYinWx7J8GjGsBshc+dAmMC4IJmV61dgMtHLtSiY2cGdQAYqgAluZJTECQFypFYs/2C/oRJqVWC/c1kmD9iKciff+2KT345Hl+4+yVi/nz/cLXl9JuNY1Laj7cQnz9L6P18xRXO1GPBhHbBUV1gXwAaM027nl7qAkELg9rI5NoJ5WNXXRqj5SRzFG94YV39+YkFtpvX7vau+xOjPnrKVPHydVSJ6kejL/3KzE+oj+zBe9dfR8LM8fE2makqbp530Yz0V8UbLp40qg8z8PIXBvWPHerlACX+3HbOWuZZ50Is2jYUVhAw8n0gxxITAspdJSBVCEGVn9URVQOLqRYE6WIsNmVpFV4sb72nJMOsemWbTCARFAk3aMSPvXiv5S6YkhNZrfXOvU2iSu1f345X5Z024lcg99JR5B13tSkRhWjgYNECuh78YaXl1J2JxUlC6gkaRF9iltJ+fhUeYZb2bsFY6XeuIW7bzgTHZyGbAGlUdliosRPOBQ/M4FqboclJbcOjIXcF5k8lGzjsEfjyw/3slb88MbSxEPM8tSpFsM0M928nZAbAbandwyqXEv+4UjeI8xwva52ov49qWETyYO4Sk1Wd3sM3SaQftGP2Iji3m/EG+m+7VD83wi9sqS4UfbBb/ay9mrE0XrA0MXeH+vYHNiWE6qE6na8zGfhL/c0/xwK2c7qzBaMy4te4VHI1iX3AcUYt75cDKRxLryLR6paSEdt/2nVU09brvTOkW7heP2sHps4nKcoOB5nD5OGtOfZLyfv7+B8MK1jp5q4nLt2jUANjY2eOmll9qfb2xs8M1vfrP9zObm5sz3rLXs7u623z+P4+N5xbQ8aTST07D0omNQO+S2zJOJONE2QNRAYCUx7AfLcqI5qDyFnd2mAzIXSCLoRIaJ9SitWO8YtnLHVuZY6xxl00wfj61p0SgordCcG/fjhjWUGkU/0XSM4pOxmxkctrO5g0KOpZ9oxjbw452c3Vwco02tN4KCbiyVok5kAGlBKEWr+9IkHx0jDJ+PDgqGlWNkxUZ6t3Binmg9vzooJIGxs4q9IDidyCi0UjJ5AvdGFesdM/NMzQ+ca6kBpdrr8zBz7JauHRDbz/ci7gwrJpWs3q0T3I4NUim7P/EMSk9q4EZfPIcGpZ87xscP2i0GJ9En0q03MssPNjNK79vkE6RSAoFuJOd0ElV7PuaT8B9sZi3ewwXox4prvZjJsBTDSyOYqSu9iA/2C1EtnsIjze/rWQmvHbfdaZ0i+etiq4rp0FrXmJbz9tCTxklj+pOM9/P392f1wuN5X+yeJZ5q4vL6669z7do1/vAP/7BNVAaDAX/6p3/K3/pbfwuAv/gX/yL7+/v86Ec/4jvf+Q4Af/RHf4T3nt/+7d9+mofzQsaLRndrdQxqxchLqVRBGh2Wxlq+cIdA1MyJzH3wgV6kSXAcVLQGgRq4vhShkRV/IPBwXJFbR6IUax1zrIPx9GT5aFyylBiWIs3EOnZzqfA01kPDSnRUcuv5ZCQu0Df7EXfHFT4cHfSzyhFrMFi2c4cLgRoTTDeSCfi1fsTluo2CEsbNRubZnRRsl4IrsUGqLlqLGuyVboR3JR1jCD6gtCLmcKAi+JbZ1MRKoulEmr1cEqzlRJNVnn6kZq5LM3BuTCpKL1UnUKzVA+huMWu413w+tyIe91Ivoh8b3tvNGVaBbqTRmpnPNoNy7gI/3c5aJtJGLgDqrKra9tqimG853VyKeTCxM6XyX+5JC2Ql0QxKL1gjpVBKfKUy69FaEysoHGxORA/mNBNFw6z5s80JuQ1c6Rm2M0flxNJhrRPNtOQat3KlDisu/dR87ouQN1YSHk4chfX0O0bap4+JF1Fi/rNmSp00pj+N8f5FW+zCEyQuo9GIDz/8sP337du3+fGPf8za2ho3b97k7/7dv8t/+p/+p7z99tstHfr69eut1stv/MZv8K/+q/8qf+Nv/A3+u//uv6OqKv723/7b/MEf/MFCRtF5zMbnIX/9LKN9qXKpoExXQW4u67b9cFC6Fog6j3FJY01kPJGC2BxqqURKsxRrUi3Vkgfjil7NMW7MzJrS/no35tuXEgHvlp6JLdFAFQKpkcmsmlqQKsA6GFaBn+0VTEpPGQKDyhEQifxYhVbPJdKgjUyWjzLXMprE7RhWU5Gff2u107Y1muP6/Zd7KLXEvVHFR/s5vxpU5FUgIuBc4PagqCdhRSeWdszQwWi/JI00V7sxu0UpOiNIhSfV8PZqwodAMbHklSc1itU0attdjRdLCB1+spOzkVVsZQI0XksNl7sxo8ozGZRopdjJHcux4qWetKterQf9ZiJ7f1faOcszNOxuK/53f1QyqgIHlUOjWgB1VyuuL53gg6SaOyotp8tdw9VePFMqH1lxvt4tPLGWdt31fkKiAmVQ9bMkCTIo1joRb6483nsJDpk1uZPEdnPi6ESaN1cTXupFs1iuWp9jJdZHMC7TnkvPOhFYtJ+b/Rh1TZ1pknwRGSyfNVPqpDH9uNb6WZ6PF22xC0+QuPzwhz/kL/2lv9T+uwHN/tv/9r/N//A//A/8+//+v894POZv/s2/yf7+Pr/7u7/LP/yH/7DVcAH4n/6n/4m//bf/Nn/lr/yVVoDu7//9v/8UTuc8vmjxuJfqpJf6Zzs5u6Ws+FGWr6ymfPVi0k76Rh+CTkdVwGh4dTk+0j5oBqi9wpFZqea4IFUJ66VysTGxGCAxIgingDSSltTIOpoq+8QHSVKQ9o5CWgbWB0LNFtopxHDRIGJ3K7FiPTWti/VxA6dCcXfsGJQ1pseB8VJput7TuCAy4XcHJdYJNTkEMQu8UOuJRAo6kVBiR5Wno6FrhA6eGMWdQcntg4J+ovnKakon0uQusJNVTCrZb6yl8mJ9AyL2+BD46CDn1lASxU6kW3PLm8sx373cOSKqNX1vf7aT45DK03YR8F6SAGwgThSplmdh0Wp4vuU0rAJfvzRbKl+JNb1IszGpiLTQ2h+Mq9Zr6p88GFPYwEo3QjvPeieaSZpPmiQaZs3lVLNVeJaM4ttXugtX6vPP8msraZtE/HxX2kfTGJtAB4U61UR1lkrBvVHF9x9lFFYqmY0H1VkXRV8UzN1Z4jim1PNQXXqSRPFFW+zCEyQuv/d7v0dYUAZvQinF3/t7f4+/9/f+3rGfWVtbOxebOw/g071Ui0qgn4zdYbKSVRileHUlJqsqnGf2s7vZzAC1NanoxJpXVyS5adoKm5mlG2ms91gvPkQByGrsSPM26PrvNohMfzOkDStJZryHT8ZVi7FoWluDClbcoYv1cQPnQSmJ1XT4IK0qpSIiRa3noujGmteWE+4MS355YDFK2kohSEKwHGkUirGVRKTQsF/4tiIzdo6JLVjraEZVYOSk1RSA0stnlutr+/5uwcR6EeYrPN0Ibi4nMxPZaRVEh5VUPJpWW+lhVPrW/XpRUne1G51YCl9NDJFWULOjGpzJtC/Rw4ll7DzjYclaR6okp50kGmbNfhXoGM23r3TPtEKf3s+odvtunsFbg7J1DX7cRHWWSsGtQclubkmMYpzbGQ+qs8SL2IY4jin1PFSXXsRE8Unii18zOo8vVUyvKi91olbPpNF++acPs1Y7ZFJL+G9mtvWqmbaK38hmB6jLvZjM+nYQfn05ZisXE74bFxNCgA8OSoaVp2fgoAqSrNQaJyhhB/ViPZME2ACpglIJHmM/l4pLBFgg+NmBaL0bc2tQsZVLZqSV4u6wZDu3aCVCd01oBUbLdt9cTWfaLpuZxddJxs3liOLAEwJc7kS81IsY28DEBbIaZyEpg4Tz4IPnSjepkz7ZZyTzP6uxZjnRbGZWvIzqLyoChYOfbmd0Y8NydLoV6StLho0s4pYtWE00w5rBlRpF1+hWQXdRUvfdy0d1ZKZjviW1yJco0eKSvTmxXO9FC72IjlOc/bTMmnYy6kTs5yVZ8NwdCK5HcVTr5riJ6iyaKmqaxaWOelCdNppr26gkn9Yz63mO4+7n85A0vIiJ4pPEeeJyHl+YCCHwj+9PeH83lyRhUPFbV3vtqvLesOL+uGJYefb3S1YTzdfX0hlp+2Yw9V6k55ciwUb8+oWEb6+nvLtbtQMW1LRaH9gbyIT2axc73B+VOCCOan2VEEi1KO1OaoZPU5XxgRorA5GRqsdSonE1xsUA3VjPDERfXTLsFY5bg5JYK3YKx/cfZaRatGc6GmytyNvVcDHV7BSOBw9GXO7F/KVrhwPv8lLMpHLcG1oKJyDcsQt8OBSLAVsnJJU7rB6pIKwlVeujLCeabpzw8agCArFWfHWt0+JIsiXHz3YLxpUkZM6BVeDwbBWO1465l9Nldx88P98t2C8cCmk1dUygGwv2p1HQXe9GfDAQtpkxivXuYon0hRgOVWvDLPAlirUAfC91RC9I1ffiNIqzp2HWNNiE28OKQOCNlUQwJVP7uTusapdwhQuB60sxVzqSWJ1mojqLpsrryzEPJhW59fRTw+tPWDk4vPYcUUH+omJdjrufz0PS8CLiVZ4kvpxnfR6fWZylLzzt9Fx4Wqfn5juN6V/TqvAqsDkuuDeUiWgnd3gfSLRgNlyAq71oYQlcyuo5VRBwyn4VuD/xbZvpwbhiVInLcWo0DycluXVc6kS83E/oGNUyfwalbys+/9+7IwaDkqQG9AJc7hqc93Rjw2qkuJwqNsclu5UkNZdSzRt9g0VUTQOBWAnA93I3YjMTAOeNCwmDsmQl0by1mnB3VLGeGiYObh3U+iUTwe74IEnRcgIv9xO2s4qgxIX2w4OSyouJofOHjtZNsmW0VI0SfTiBfvtSwp/tlAvwEzF3hyXv7ZUUnnZbkQLvw0JaOCwqu8N+4VratwqBty+m9XGpVgjvcmrox5oMRzfWrCeLxbXuDkv+6MGErPJ0Y81fvt7jtZV0YZJzGrHElVhza1iym7vWk+ksK+6PR5bvb0yErh7g4cShrh36QUGX93az9h5t5Y6OUa0o3WkmqrNUfmS7S09tAnweqhHPOp6HpOFp4FWeB6zOp43zxOU8nmmcpS88rekyqDzLiWIlNu13DkrRKKEWntMB8qCndFcgcx4bpLLQMfqINkgT21lFFQIKkf2/NRDjwOnBV6HEuTWzoESuvnBiBSAy90djORH118ofiuIdlF4UVoG9UphHjeoswJ2RRWlNpHx7HrnzTGrMRS/WpEaqMg0lfNpN9p89GAGwFCtGVWBzItiFrlFQQmdF8dW1Lu9uZzIhRhpXCa28G2t86ShrIPH0f6+tCE6lYxTGmGOrCoPSUzrfCuUBbZvnuFX//ETnvLTEfJDrprSmH5s2kTwoHUophjawmmjeXpVjuzt2HJTlkefrJzsFu7lUbzLn+MlOwWsriyfy04gl3htWC3Ewp42D0gkAWssEUUzptsxXLbZy167ozzJRnUVT5WkDNp+HasSzjhcF5Po8YHU+bZwnLudx5jhLxn4WZ9rms91IsVt4QjA8nFSUG54Qeqwkmp5RZEryl45RdHQg98Km2ZxYlnox+6Wvqw3Ha3+sd2P+fL+k9MI2irUIpE1rljjvas0UT6wUeeWJzew2vff8cDPjF/tS8bjaNfQixUEhKrmxlv+WjCRIlfNCm63F7CKknbQ1Lrm8FHOlG/Hhfon3jvVU2EyV9VyMxWLgYldTeTmm9W6EDx5dT4ajSujOiYZupMU/xzDlH9Th9rDCB49NpQ1mDLjaM8gj+JXUiMbLtIx+A8hfdN9XErFCmMbeGOA3LiTtqn++mjYq3Yxeys3lCOslYdUovnkpJdUcWcXPT5CBMONJ9eFBTkCE5HwQFlhVWxx8mmf6OBzMaWM1MaRGMcwdzos31nZmW7+o07hFP28xfc1WEs03L3UYVP4Lcexf5ngRqmPnT9d5nDnmM/aTKJtncaadYZYoVYu0QeEc39+Y8DtXu7y0FJM5wVmsdwxXevEh2FIrvnmpM1Naf2XJcGdQ8JOdgtJ5Xl2WyfRyR3OlF7GTi3ty6aRqcK1ruDfyFK6mSJceFcCYwDUjwnUhHAqlPRiVfDg8ZArtFGJbUPlAbgPWSeIydkEAp04AuU1YpLqxlB4yY9JIkzvYyESvpgiB8UjOb6kQLEaq4fZIqkLLsfgfxQoudCJ08IxcIFZ6xj9nM3fcbVRcI81XL3Xp1AaBHxwU7OUOj+KN5Yi11PD+XoEFfr49Ya9wxAoeTqQC4j1c74vHT+FE68bUIoAauNQx/NqFpPb9KVvA8NB6hmVgOVIYc6iX8srSrPZKQ0We99S50Y8IdLg1KCFA5QI7uSVzoi9zZyR2CCGIuFzlwNSeVCGEYxPs5pme9sZqdFwaHMoiHMxpk/gb/YivrKZMbEHh5Pn6ZFwxqDwbWdwK7lnnudyL+eqSOdP2n1WctP/5ceBb691jK5Ff9vi87+N0vAjVsfPE5UsWT+MFms/YT6JsntaZdvqz+4Xl9rDik1EJCKA1t57bw4pxaYm0JBrdSLAXi/RBmm3eG1b87w8mbOcCOHk4ceyXnsyK6m2iFaPKUzj48U5JrKFrwAW5Ji4IXsM6oR1vZk4mdBcofMDWEvJNe8V5sM7TqX15bJCKRW4lCZunTqdaWipfvxBzsRO34M1BocRbScsxhADWBaz2ZDaQ0Sj4BmxQrCWab6x3+dpauvD+3htWvL9XMKg83Uh0dJuWVzOhNwJxuQuMa5uDsQ2ULrBX5fQiJaaR9fHsV+Lx45DreK1WjF3vGnqR5vag4mEmSqySWMjzMak8Win6SrNWt9De2ytZTQxfWzsUrFtUgVBKwNSD0jMoHXuFxzoRl+sYGJcOosBXLiS8t1+KCmyimFSOj0d2YUl82sl6Kdbs5CLI93Bi2wTmOBf2s5TdxzZglLS69grx0hqWnvcLwVrtFyKieGckqe13L3f44VbO+3tFW0H8rMv6J53fs1i5f9aqtZ9VPE/tmS9aZW9RfPGO+Dw+VTyNF2g+Yz+JsnlaZ9rpz95cjrmQCl13N7eUPtBPDQrFqDb1sSHwcGK5P/En9p0b7RONgE6tD61ey9VezGaW48OsRomumaI+1JotQVpTHpncB5VHBUlK+rEmc75l5KRG4ZQiczIJVUiSorQwd6j/rRVEWoTnlhPNWjdpj7fBuXRjQ1V6QpBqgqpp1y4cyvcrILOBiQknYiIOSicMprrCEqvDltciv59B5dkvfWtv4D2UjhmfH7y09bL6mLQWQ0qFItJi8ribC116XDX6N9KSGpSB0ns2cs+d0eLn8aRzsXXrqqjRvA4YOwFtJwG2Ckcv0vRjxWtzmjLz8fHI8mAippAHpUUrWIoNW4WlsKHGSS12YT/t5D29D1djqzLn8Si0Bu3kOevFmsJLq+vjUdQ+bw1e6bMu6590fs9i5f5Zq9Z+VvE8tWdeBKzOeeLyJYjpKstO7qi8ryft41+gkyoz0xn7cqz48/2SzYllPxfH5ZMGsNPqPtzoR3zvWpdbg5LgJUnYnFQMChGBW4o1hscP5KuJoRtpxtbhfc3UmdJr6UaaUS3T30ThoGcClzuGA+txLtBLDFc7hvtT30EpUqO4nOrWdPE3LiaMKs9ufrjNKoCpzRQjJZiWVMPbF1OudU3LnJrRDZlYloymbxQWuJIoNgvPVuboGpmk4VCKox9rrncV/+fGhLvDksRovrGWoJRmUAmuZjnRUIqx4DsXE0IIrbPzSqJnJqGVWJMahXeH7tTWi26NUlIFkqRJMDYrkaEfK/ormocTS2EdIxuoasE+paSSlVnRuom13Avr/GMxUMAMPmZYWnFWtm5GfSQVkhcXEsVaaoiUZ1Rabg8KQlAtVme+wnhQOlINry0n3B9XKGBcqyFf7kYU/hBIO/9ezF+345796X1sZZa1jlCQCy+O1tvOoRRMrCcxmvWutM30ArzSZxknJSfPYuV+Fi2azyKeVovnRWjPPE9xnrh8CWLW8Vh+9rgX6KTKzHTG/oPNjA8HQq8tvOdGHJ84gJ1W90EpxavLCa8uJ63rblkzhuK6cuxCODIZzQ80rywZfu+lLn+ymZNVjlf6CX/5pQ4PMmGqZJXjXxQZk6lKgrR9pOzyxnKCD4JrgIAbySy+GileXp5NPJpjuDMo+OCgYlLKRG+ACx1N8AI2VUrxrfUO373cncExbOcyId85KMl8INKKlVixpDWr3ZiPs5yyLu3ENUDZ1iDfg8Lxhw8m/Pl+1VYhHk2krVb5gAqBXmxQBF7qJaynmh/XrrGREmzQt9a7M+DZbiRWBS5AGinB6tiAqttnN5ZjYiVYHOs9PhhsgLtjS2UDlsNEDSUVG62bipNiOTFcnsYoHYOBap6Vlm0WK4zWvNSN2TGeSenI6vuntcKheDixJEpUi4ua+v3BQcGVjuHmcjwDKs2sF88l6yX5ig0KGFlPUVsnNO/J/HvRXLfHTd6Nem/hvZh81lis/cLycj/htb5nswgtxuU76ymfjB3LdVtvHq80Hc8SPzGfnLyyZI7Qz2+qp7dyP4sWzWcRT6vF8yK0Z56nOL96X4KYKVNOLGudiPVOdOILdNrSZsPeuNyJ2C0czvtTDZpnKZ1uZxWl83jqlX7Nqkkjw/1R2frhwNGBZiOLxYEXxYU0Yqfw/PFGwRsrCV9bS/n5bsGFVEPpyZoqRp0UbOWeUVVxqWvYGwhrKNIaBbxzMeW7lzsLz/XQ7k8i1CDS2GjiIOJql1PTVhEeTio+GojQnVZizohS7OWe0iki7YkIFHXLq8HGxBoO6tbWyApOw3r5uau9iALy+8rDQeVIDAyqkswerXSUQXH7oGC39ER4LJoLiSaNNM4LIDg20I8Ur68IwPn/eJiRO49DM7GWMAnkVvYpDCX5s/DyJwqWIsXVXsw3LqXc7MczGKUWA9WJuDuseG83oxOJZ1TDNgNDbi1LJub1fkwgwnrYKyxjB1npyAJcrtuNLoBRga1MRP02M8uPdwp88MRa18wkebY6kSL1nkgp3l5NZ5SWFz23g8rXgNSTJ7P5iSsQjgBbv3klnvuOAnqPTUieJX5ivq1wb1g9U6zGp1UhftrxtFo8L0J75nmK88TlSxAzZUqteHMlfexgc9rS5pOukM5SOl3vxvxiv6KsWxU+iMz+IuzC9EBzd1DxfpHjQmBiA5e7Ebu5Jbeu/k63nkQUnkN5fhdg4up9GaFaf7BfoFC8deFQ2+S4BG1QeUxNUW78iCoPsQ68fSFlM7PcqVfIg8rxaOLa1gsEliLoR5q90nFQCqAzNZrMS9tJIdiZVAlzJq7dryOliPQh7iM1imqq1eMRjEvpA6WTlkRz/Tdyz4cHJZNauC/WIvmvYo2qk6Nr/QSdiZnl1y91+NlOjkGo5KNKMD1GKxSyTzkfOSYXAst1+b9xzNZKo7Xm5rKGOQzU3aEwboIKmLL2L6pLN7uFrx2fKy5azUps2qrHrw4KUh1xp7ZIkP3U5x8Cg0oYVI1dg6RcAnwtrMeguLraae/xPEvmSUv+8xPXz+pq10kT4mknu88SP/Gs93UWLZrPIs5bPM9nnCcuX4J4kjLlab/znfUUQuD2sBK8R+dk2umTHNN31lM+OCi4P7KYuprgAmxMKmJ9iKkJdetoVHr2i1ImZ6252ou4M6rYyW09KSuGpWe/sHz9Uod3Lqb86WZGGYI4NlNL9SsIKB4ORa238p5f7Zesd8yJA5gMdocgX60gMYpOdJgoBIJo1miND27m+yEgzBskgQgBvLWtt5FW0FGCv8i8xbpAahS/udZBadViXK51DT/fKxmUDl0Deke14WOiFdeX4lad+Oc7AojsGhF5a0C4lQ9EXnRx5nVdVhMBFo8rcZ2+vhRTWM9eEK2SrlH8xmqMU5oPD0oO6j7lpU7Uiso1k960zsv1pZgtJeyqC7FhK7Nc6ka8thxzZ2jZzR1RbQrZNbrdVjPJFM6z1olYihQ7uVRFQpD7EnxgZGurhuZ614+qVoIn+nC/BAVbk4ofuECiA6VXxMqzmXty6+hGht9cW9y6mT6f46olT3NCPMu2Pm1b6cs2kZ+3eJ7POL8LX4J4kjLlab+jtbBzHkykxP+TnQKtdFvR+TQD5YyhYmrIrUxQiVF0I816J+aNlaQdTO6NKn61XzCsRCejFyly59nLYS0VfMejzLE1cUT17z4eWYalTKgNM6i9BgjtemQMhRO9l2HpuJCaE83kbvQj3lnr8N5OJjgP4KtrHa50o1agKxAYbOdsl4dJS0ASlZeWYnbrakFjb6CMwVrXisShRPjt1+OU0lqKoNnOLVeWEv76GytoLQnktV7MT3ZyHk0qXN2y0kr8j8au4HtXe9xcjtmoq0Cl822bBwTT4oGXl2JGpUOpwAf7OaPK8cZKwjcvdbidGB5MLJESMbuO0Tgd6EaaNy+k3FiqAbbDElu3bQqn2Kl1ZQhwa1jyYCxtRx/kGmjl+GhYybFoxzfXO3wrjVu8i1awXzoixN3Ze8/1JdFEKYMi0YHrvYhRzVfvx5qf7hStzxNI26sbSWuvH0sjrnTiRv2RL6kOJCEvXKjZUb5O/AIvLcW89hhdmONaKqfBjpz2PTnL5PqkbaX5xHLajuNFjvMWz/MZL/ZTdx6fSZxUPj5uoJyW93fMYkaaQfLd7Yy7w6pVbe1Gopz7cj8md55LNdASZGD98XbOZu2N4wMsRRqlYT0VafwP9jM2M4cy8vkHY8vDiePRxJK7QNfUZohIErGWKraLwF7mUBoup5qdwrMxLpnULKXfuJhytRe1fkXNhPPdyx2udA23BiUKxZUahzMNIlYofr4zwQfRgslsoGcUg7zCo4iUyPhHunZHrplJHih94M6wohNpLqWGewNhY9yt6UbfvdxpE0aASMP1XszHw5LcQeYkCfzxTs7N5fiwcjYo2S8dg1KuuVaQKOjqAIkwje4MKwpXMSg931zv8Fo/YlA6cidAltJ50kgzrkR7RysBwK4kiqEVarQjsDUpuT0sRUU4BPK6fWV9gLFUdyoXSGp9lluDkt+7vkTDSns4sdwdVYxc4Jf7BRuJZjnW9GLDg1HBVi76LquJ5v/5dp8/H3oUgaVILBm0EnbVmyspg8qzkzu2c/GFejCxGKXIg7SUXAgoH1rTzNJ7tiYlx7U0Fr0TIUQLjR/h02FHzjK5PmmrZ5HY3BdNJv7TxouqMfNFjPPE5Tw+dZxUPj5uoDwoHcPSkzsRJ3t/N29Bts0geX8sDJl+rBlVHuU8kdbsF/6InP/HIyvslgZboWRyvpZGfHVNBtlbgxKjFYmucR4ejJbKTI29JdWKSx3DXuHZLiSh0IiOyVYhwmlKC2U6s54f7xT0BxWpYWbCmRZKm/baOcrM6rFfTdjNLZGBzEGhBJ9itBhGrnUMEyuMKg210i/YCHYLR1b5IxTSj0cR725nDCoRafMhMBlWqFq0LreSAG1MqlaYramcmSoQlGurLkmkudxLhP0zsTM04VuDkocT25oHaqXwDSxZ0Soq2xDoxoaNvKqxJbBkIvYLqah0okMrg5VE6OXjykHNnIq0XM9prZ+d+yPKGsPT4HqG1vMoE2xQUz07KD3/4KMx/7dX+nQizcQ5Ii2qvW+tdtp70lQ8hqXHqAb3JOdjlOCVAoGs1ouJzOPahbPvxGct5nba4zpNPE86JJ9XvKgaM1/EOE9czuOx8bh2z0ml6uMGytVEFFczJy0FrZlJamxNQR6PKkallPqvdCOqELiUat5Z68zokOwXlq4GF4lIW9fA26sxb6122uN5fTnmwaQit55+aup/W0onfkUBwaK8uRwTlpFBCriYag5Kz5JRvL6a8mBUMKhk8sutw3uhWTcqws3+RI21ohdpNnPHQeG40Zf2VpPc3OhHXO9F5NYRa81ObbBXOREde20l5s2VlA8PcqkWAcHLZF35QGkDSx2Ft2KuaIxivWbp2BDoGs1+8PQjTekDF1LDyAoOqB9rupFqqwEfDQppKdXbN0il5tUlw3fWU652I24NSh5MbEsTVoiqcawEf1PVPzdIIvV6fZ6RUtwfVlQucDE17JeOB3VVxSCqxCpAZBTWe7TWdGrAUe5B+UDhHD/dzg7p5zVlXSthmo2tYF4iNdvyAzjInWgDXe216sT9SLdu3AR5/q4vxSTLgmmZbjmVXrE5Kbk3sqRGEVBc7R6uthfR8OffiZ/t5AwqR9doBtaxl1dybKUjd4KvujMs8Z5jNWc+7Tv8pK2eJ0l4nieZ+6cRz5vGzJc5zhOXFzyexuDxuL74SaXq45KaG/2Idy6mrcz8cqRnkppIKSbOsRSJB09jhNjVmq+u1doeO4feMkuRxhhFH00vVgvpyjf6EW/naVvq/dZazF4pWh2xgtwJk+bnewVfu5gSG83EeXYLTydSfPtKr5ZhN/x4O2dspbaQefhoUGEUPJhU/KNPxuznVQ3kDGwjYnRD69grPQ8zi1JLbfLyxkrCQenYmlTYWtq/Gyl+82KCiTTv7WZopVhPVe0orSidrPy1FgPBxk6go2E91Wilya1nrxC/o6q2f97KHUuxoWOkBaQV7OSOH27l3B5WDKvQsn48UmlyQbXsn1eWzCHuqBNBEJPDsQ04L3TpSAv+5rUpr5+NLGZjIqq0+4UjKIVWsi+LHHvX1EBZJcq73iuK2mW7CvD+XsVW5lhOJCmYTkS7keb1fkw/MXxwUKAKP5O8rHZEVfjVlYRXV5KZ1oxghgXgfFIb5O7AcFBN6v0pLiSHw+e9UcX3H2UUVtpk37vW5dXlZOadKDwMCs9OkOrUh5HFDA+Tt15sOKiCPEfjio+7UevZ9Gkn/0/b6nkSkOrnLXP/tBOn501j5ssc54nLCx5PY/D4NGXi45KaBgcy7zMEMkhuZDH7hWM5USxHmpf7yYymRqMy24k0j4YVhQ2kkebG8iFgd36Q+mQsq3zrAx8cCBh0YyIGiZWXVoD3sJ17frKTU9bmgYWTQfCj/Yzd3HK1o7nSNezkQrG+P7J44GY/5uNRxYOxbVkruhZgM/XfNVJdmL6GrywZfrmvGUwlDRMb+GBoGVSlfF8p3lpNeKkXsRJrbg1L7gwqerHmk5EkPJESnMwPtnJeW44ZVoFMOjvUczMlkDmR/x9bT8dBrAoypyito2OgtsqpbQ8k0Zi/hoPCcWtoUQQSLeJ0RoWWGu29p/KBUeV4c0Wcntc6gpG5NajQSPVnt3Bt624p1oxtYL0TiXptJXTl+tApakYQHDLClFpqRfNSLUnvqIrIK8dBFSi8AHD/H28uzTwL+4Vtqx/D0hGpwI1+5+Tnu+5Btio9U4/XrUHJbm5JjGKcW24dCLZp+thGpaNjFMFB7gN3BqUk2RcStguP8yKAN/OejY43JZ2O07hbn9alfVE8CUj1824vPe3E6XnTmPkyx3ni8oLH0xg8nhUF8qSkZt47Z15Toz2mOczFNGB3PpprkRrNw0nJHqJkq7UoxMLhXGQDKK2IkIpG7uDe2PPxuOBiR9OLNJ3IUHpYSQ2g2C88EysAToVMtgpamXyP/NeJZvE5n4wdDydC1ab+vA+wmTmMnhX3a66BUoKf2c0FB9Lq2wTYKzz7RcGoEubNtLljE00qMrEQlEbrgNGGws6ynIwS/6HpazgsPSPrGdVGRsuxAIknTlocAEUQAb8GxHt9KSbWmv0a6+MD7JUOrZVs3wVCECxJ5jwrsWE1NWxmrsaWSIwqj68F7RarMAvN+1I3ZrVzWF1IktlnQqwDAvvBCpsr1o99vgelJzVwo24LiocR9XMzlcgoGFZ+Vu03URilcAHKukIm2wx8MKi43IlY786qCK8m5kxeSCdN0mdxaX9a8XlTp5924vS8acx8meM8cXnB42kMHk9Ly2ARDuCTsVu46ltNzIk9/+aY5jEXDyeWT0aDdkWklGr3mTsZpLcyCwoupYZHE9sK2zV06EgJHma39Ozldno+wiGePbEKXO7GrKVa3JQrz1bu6BnFpHaF1kDHKHqReOcoJR5A0xRuODRA7NQeRL4+hkSDQx0pTYcQCARWamdlFzwHpUjsGwXXexEP6oQuqEPq73GxNRHvnMupYjMoXO227JFj+M21pN1vZj37pROX6PqajCuPqS9SI/FfOhHcaxLKVMO31ru8t5uhAlxIDZuTRp8lmtJJCVjnuNyLWU8V27llvxCzRw2sxopOJPiTBkw777+VqMD1pbhdGQveZPb5G5ZWvI2UIgR4bSnici9mJRYl3Z/t5HJ9Ay2F/ThfohAE4J1oTfCetVR8m/ZKaSntlaLXM6ldw0d1b6xjFNaJhcJKornc0VzpdNr93ehHMOLUXkgnTdLz7/BeXs3gbfaLxc7ZnyY+bw2UzztxetpxmtbXi4YrOi7OE5cXPJ7G4LGoMvIkL8giOf4H42rhqk/aRQnv7xUzPf95Vk6DAdgvLB8MKt7byVEabg0E+Hi1G7X7NMDL/YSVRIwASycGgRGHpoGBwFon4lrXcKkbM+pG/PlByUHp2wRgVAU0gddWNKup4fZ2TuU9w8rjEYyCCuJP9Fo/5o3VpK2QHCdGtpxonFNUQSo2kZbW0oVEk2joGIP3np9sTdjIPQ/Hh+2hC6mh8I7SBVCK/dIRa2qfosPqz5H7iiQmsdFs52LyVzlJdkJ9DMuJaTVhfriV8+PtjIk9ZOw0f/pwWGGKlEjn94xmr7BkLmAo6UaWYekpg7TLLnWjGazF3UHJz3dH7JeeDwcVv3Yh4S+/1OOnuwV3RhXWw9gFejGUQfFnWxOG1pNVgcgoqAUJy6Da5+rBuKrZanrm+TsoPWMnBpBGKZbTiK9f6hzFvgRhheUWrnaNAFuNaoGt3nv+8f0JH+7nKK3oaHh7NeVKV3BQw0oYSvuVp3SwHEGvpooHRAxQa0lOB6XnW+tdvraW8vHI8vPdguVYcb0XsZ1b1rsxL/f0Qr2Xx03S8+/wRmbbipNRDXbq6cbnrYHyeSdOTztO0/r6vHFFn1V8se/keTw2ntXg8SQvyPyqcDurjl0ltu2i+Z7/sbLosJVl2AAJwlb6s80J15ZirA9c6YlP04NxRawER1E5h1aBm/2IDw4qSu9JtGFQOH62FzBaca1reH054v3dUlb9dUcg1JPiqHIt1ub+2ApGJYA2ShR6bWAr98cmaCAYl40sYr9wJMpRIUDhEsiso59ouqbi7kioxA31t0kadnOZ/ERwTxKfjlEU5rCCNHEC3C2DqO72Eo1BlIb3y1kga4Sc41KkiELg1kHJrUHJB/sl+2VYWMGZTmQ08N31FIXiB1sZI0vtMQSpArRCo7ieRuxmJRuZVD/uDCs2M6F9e+C9vYq1TsxqGmHGliiSSk4/NqRa2jGjKpBbTxoUl5KYlUScu9t7PqWh8tGgYDd3XO5G4C2pVqx3DJkVH6b5Z/TD/ZJx5XFIEjO2nrGD373Wa+/fD7dy3t8rqFwNIE/kub3Zj2cwLluTkt0i8OpyzKNJyUvdmNKLFYVWcLlj2MrdEVxL4SQdTI0k78DCZ+msk3SqYaVmlU2f/8w9/YKv3j/vxOlpx2laX583ruizivPE5TyeKJ7kBZlfFS7q6Z/0+ZNKvQelI9YKo2XSD4jq691hxXKioTbEG5YepcAox1urCcuJZ6twREaRRJqe0TyoraJ3C0dRTywriSEoGBaCKXl5ORY1VVSLtXFeKg3eC1W5G4kc/UkJGgjG5YODit3CiRhb/fOAMG6GpSdKNUUtve/qBMqGQ38l7QMq0hglQn1Gw43UcGdY1cJ10v5RCHulG4ka7KByR9SCqenEuQuUDtxItpHVFYpF0VR1NMJ0mshlInNz1R4lrbZBGZjYko+1MIdWYmmlVFM4n1Bfu06NsYm1iBOuJJoLaURmg+B4tBzrRlZhidrJfl5D5eHEMnae8bCkF2uWjQYlPkUX0ujIM4cSob/mmIxSFHPA6u2sgiAieaULVE62Ma03A3BvKJW/zdySGKncPBhXFE4wMHdHleB65nAtjUdWg6s57lk66yR9IY1YTmRb0+c/HV+W1fsXJU4zHr5o7bHj4jxxOY8niid5QRbJnC9iFTUKlVuTim6kudrRXOzEJ64iVxPDpVQzscJm0cDljmav9PQjxVdWU365lzMsRUdkY+L4892cSz1pC93sG+6PqroNJIlQ6UQtt3AykRAUSSR2A7kVZ+HX68niJzs5mZV2hrQA6paNUiwvxUTeL7xW3nve3Z7wcFy1GJv5NkwADuqKhdFCDW4AwIkWJlQaaWKliGNFosUk0td4i2sdg0WxORbV3Ctdw71RWbsmy7amQwfoRQIK3sgcmfWiqVO5FuzbRFJT1W1tAJmapiolfkxubtulF6CyRuwUOkaLR1IkTJ2sYXEBsZHk9nJHc3tYkVWeXizX/EY/4lovYmxLEiP0cI9o/WxMKtY7EZc6huUIfrGXc2cg53tzKWK7cLxet/Cm23fzz+h2ZrFeANeFF/XcdA5Y3VBkS+eJjeLN1cX+RVJVO8TdJFq8ql5djrk7rLiUCs1/HtciSdvjk/1F1RGg/dlKLElac76LdGbm42ms3j+Pqs0XvVJ0XJymqvaitceOixfzrM7jmceTvCCLVoXzzsAwq1BplOJi+viV3o1+xC/3Dc5LO8UhrJZOJHoiX7/UIXfSttmciMKuDZCNBHfxlVXFy/2ERAU2cs+dYYkNga1cjB29F5G6C7FmvRvhQ2C9KxPoJ2OpWqzE4uB8taOpAmxOKpQxjEvLK8tCCS48Mz5HP9ouuDWs2lU9SGtHQfuzgCQH/UhTeY9pdFbqLOdyV/OVCykPJ46Nia0n3EASSTtoWGl+cy3mYqJ5dzvn1lB8i9xUAtTgUwygjKITa4ra08d52MossdEkBqwXB+lGD8Z5yGo5/Fh5lDaEECh9aHE2TTSfz51Uk5oS037puZRq1juaeyOHC4E3lmO+fSnhk4mjYzQqQGq0qBIrxTcudRhZ3+q4pBo2M0usNa/1I7YKz794lLFXmywC3J84ri9FvLl66JC+aKK7qeIWSzKonGBcehHfXO+02JYfbed8tJ/TjRSXUsPrKwlXukLVn58wWyp+3WK8vhRLcpJblhPdqjs3z0Xzbi1KOBYl+4uqI7C45TRbPTn+vZpfnOTuUPDxtMnAs6ranJScvKiVotNU1V609thxcZ64nMcTxeNekNOuehZ97kkUKpVSOO8xWrHe0WxkjqVI8fpq0jJQvn1J2DF/tjnhoM4KPCIJf2dYstYRsKjWjmHpuN4TX56sEjBqCgyqQOUr+olm76BgVAl92PrAxU6EzSwoxaiwlAG88+yUijdrjZHvb4iAWSfS/M6VLrcHJZWTF7ERIntrJaZwnntjV2u4SGVlOdFsjoUO3OQCpYcrvYSr3Zhf7JVMnMd5SUiclU9t5iUPM8tKotuEgkDbOuoaRaTEAuFyN2Int/SNqqVKRH3Xh8DFRBSOr3ZT7gxKyrrlcyE1VD6w1jUoIjYyyye1Xs5KpKiC+BOlWqwMxlPU88pBPxG1215s2MoqOYcAHw5K1rYjUiMT7o2lhDuDkv9zY8KtQcnryzG/c1WYZYPSM7Ee5zw3VlI2c8sPNnOGNfspVtTMpMC31rutqeF+YXmUOR6OKwHpJppZ3Ehv4TP8w62cP9nIKKyYL4aOQaH45xt5K0L3O1dSNnPP3WHZYlleXY7Zyl3LslqU+Dfv1iJvI/nd0WS/rY50Iu4OK97bzehEusX6zLecTlM9mU6gche4PypxzCc+J8ezwlw8D/YJ5/H5xXnich7PJE676ln0uSdVqGy+JzRUzeurCZn1fDh0RCML693WW+SfPhi3FQ2PTBaNp9BqYqTVUwhQ1NWJgrVBRNaMnhO+E7zIeCK4iGpS04lrXIitdUduD6tWcG23cPx0t2BkhfbT4FXWOoZvX+7x0aDgYeZxtXJsoDEnPExaFFKJcV5wElrLpFKGQ9ZPkypmlSfVwoY5qCo5Z6QCshxrLnUMn4zlmkdac6ET8cm4ovCQey9Mmk5EZj13hxV7pSQXlQ8MrSXRQCl6OIUPaK9QQZEYhamZUpc7QtOexrEYBVc6BpScx6gKWC/XfOThxzsF31zvECnV7jeUsJE5Hk4cb68m4vidOUovYniWkkhBFYTh5YIkLQZ4va60NOyhYenZzuW+9SMN5aH1xEnJ+XZW4VwgbipOlZP7OyVC9yebga3MUdQWCrFRoATLciGNHrsyPkvloKmO3B1WDCpPUAFTyl1e1HI6TWt3+vx/tpPj4MzJwLPCXJyUnHxZcB5f5jhPXM6jjU/TG57/7n5hT7XqWTQAnaRQeZIWzOWO5ruXO+zU1NFEBT4cuiPH8O1LCe9uTdgtQ6s7MrGei6lpt7mRxfyqzElr352Jk6pHJ9JEMCN8lzvBsoSguNyNeDSpKKp6stLS+hlVTlyu6/aO9dLWSLXgLjYzy2pi+L9c67beOauJFsq20lzpaAaVZ6yYaSsRBAj7i71a6VdDxiw+xiFVlQC1+7FM4h5wDtKu5jfXUl7qRdwaFEwc3DvImTj5nguiWxMRWE0MhQskWrAqmZVuz1KkmJQiFmeUYlQ6LiSal5YS9vOK0gUeZaJSbGq6NQgeJrPiTRQp8TqyU+d3UDgO8pLrSzG/Kgs0YiugaqDsdiaS/5pa6A+hWq93IoJnRtRvNYavrESEOkG1DbZGScKXuUCsQ9sSmdZxmW7ZrCQarRShpo8rBd3YkNZVKpADmVReNH9qDJAhtE7lp2mtHpTCjkqNZiuzfDQoCCHM6LzM6xq9t5sRVODVvmjaXKr1g0II9BPdJq9nxT48aTLwrDAXJx3PlwXn8WWO8zt6Hm18mt7w/HfbHv6CgSWEwL1R1Zb4c+t5NC6pggiOfTI2tc/QbHuo0RJ5f6/AIK2TeS2Yb613+a2rPUDcfqORPXIM9yee2GiMklZMrOHlpZhvrXdbXZgH4wqvwIdApDVp8CzHhksdsR8YV/5Q+E4peolhYiseTSrGpcyWDY7GhcDDsQBGE6PIrBdNkiowVopLaeDV5YRvXuqwmTve3x2j6/bQa8spb66k+OD53x9MqMKhGm8nUlxIDY/GleioKLiUahxB2iY1Qyk1oENgWDrK2tpAI+f9Ui/id651udmP0dry872C7bxmGgWICcRG1G0f5Z7USGKRRAKERomL9aAK7f6MEir5choxqaTNMHZSSQHqa65YihSvrSREeD4YWPYyT+aYCQt8MKhYLZD7geBjjAr0O4b1rvhNDSvXVqY6kSRiVRABwyZJMtrwk90SrU078Q0rT4RUrgiwFGt+tZcL5Vwp0jpZncaINPouq7FmbD2XuxF/8UoXlFCmGxPPS6lhvF+29PXlxMxgWRbFdGKeO6lefTwuCAH+fF/wMZ1IH3k/51WEtxqzzoC0wYDlSvPNWnl5EQ7npHjSZOBZYS5OOp4vC87jyxznicsLHGetoHya3vD8d0/q4X88snz/kfj+AEJNjQ2VDezmjkGZcZy40vu7OYPK06nNBUelwyt4tR8f6mAQz6jLKlTLRGmOdSUW2f6d3PLyUsz//dU+WuuZc3m1H3OXikuJ5nKv27oEpxquLMe8vhK3idevDsrW0HCOSEMVYDsXgTjDIV3bBsGQ7JeOfqRruqxQsLuRbqsH7Xa8MH5iA8HDesdgnaMKspLfLRy5DSQ6cKEX8WhiUQqudiI+GVvs9LOB0KbfuZDUZoBy3lldvTBKNF8iBR2t6GpRwk21YVBUpBpMpCFI0jJxhwDfXgSg2BqXxMYQa4WrhfBUve1Xlgy/daXHjX7E//ujAXtT8vnzMa7AB8vNfkxeOiyKXqR5ayXi25cSLqean+wU7JeOC4nhG5dSXl1JGFSerPJU3nNQelYT3bYDv7aWAt0a4yK08YAIs1kP3UgxLj3dCG4uJzMYkQ/3SwrnWYo1Nmiudg2vrsg11Eq3z/zLPc3F1HB3WJIYzTcuHTKOjns3pxcATarvg2CDJpW0fm4uH49TmcelNO9Lt76hP97J2S99m/ifdnHyvCUDz9vxnMdnG+eJywscZ62gfJre8Px3T+rhH5SOwnqSRic+SDk9NSf30A9Kh9Yy4Qoo1oOS1fC0DkZz7j/ezttzVyqZsROItPQrmkpLk7RMn8tW7liJDV+71J3BRUxXd75+qcP/fn/EZmZPVB+tPBijWkZQE6I3A7dqrRQUdIxuQb/bhaygVxJNzyhcrBhZoWxv5Y5YSRtiu3BoFDZI+2JYOXFaRvEwk7+rMJtUFS5QhsNEdjUxdCPN2B6Cgi3SQplYcU+uvKvZSAGtFD6EmfMOSPvII87ZwTmiehf1Jacfa3776lJ7TXfzuTLLXDTu0LeGgs3RBFzl+XBgudaTNhNKQL4o8ZRR9TO4nFQMS0gMZN6zYswRnZWd+yNKF6QaVjVaNaqlbc9jRFDCohpORG34zsjy8chO6bYcPre/dbXXVgCn47h3c34BEClVm1gqKn14PMe9n/O4lOZ9yawnoJhMBLckiQxnWpycx3k8L3GeuLzAcdYKyqfpDZ/lu6uJIY004wYUmZrHitGB0I0NQsc1yKr47dWYe0PLpVTzzlqHEASfsJ3bGfXUaTfclVjzzfXODMV0Wkb95Z7mUS/i7rAEo/DBE0KYcRQeWMdeLkqm25mdwWXMh0K0UzSwU7gZCf727wHSSPRIjKqxNDX+5d64sSeQiewtpUUAAJ8DSURBVCtSAqjNbOByz5CUgY6WhGBQr8q3c4cGri0Z9guHDYrcHoqpJQpSrdiaVNwdCDh2P7dc7xlUnZQ47xlZWEsNO7kVXIySlk/hIUIYNfNRd1m40tXsFJ7lSKGUULmVUnyrphSHEPhoUBx/4erox6JEe29UUdYKtb5ufe0XtgVWN8/5Xl6xkVm2JiXdyPBaP6IMqnWPbryImns/LEX7Rylpn8VaNHGudDVvryR0Ij2DcdnOLH++7ymRlhjBH+u2fFxl5bh3c9o8tPCwZBRLsWBtpo/nNO/namJYjjTgiZXmQmoYlKC94IoaPM9Pt7PWwbrBv3wWHjgvqt7KeTz7OE9cXuA4qYJy3KDxpOXX03y32ed+YXlrOeJhzcZ5vdbrmNenmD7GlUSzMakYS65DPxEw5FbuWh0MgHd3ZnUrjnPDbaolwJFKysZSzIeDkt3CQRBDQa30jKOwBn66VzIqMwKh1Y6Zj2UDK52IGM9BJdiOKgRUrZGioe2hNKv+lUTaWKPKtUwag7hVX0wN/briMXGBndyznBi+d63LZua4v5lR1gBXo2Arc6x1DG+txDwYWe6O68lfgSewW3j++NGYwkNlPYWHC6mqqy8xHx6ULdPoYjfi3qhqMRsWaV3NR8NY2ik8idZ8/VKHa734SFL7w62cD/YL0euZun7TU5epqx6FC1xIIwalY1QJoyn3nu8/mrCaaAalYy+X6s5PbWBrIomEVhWsdfi/vrKEUurovc5ihrWLduECq4nmN9c6M8nB9GQqOKvaUdwFnAt0I0PuPH/8aNJSob9X44bmMVlNZeU4jZQmqb41KMVPq2Z0vdSLeHMlPZIQNZYC00kH0P7u5X7S/i4QeHcrAyuJzEtLMfdHJUPrGZaiXrycVBzXpn0a2ijzGJ6GYm2AjSyhY9TnnsQ0ApjT5IDpiux5fP5xnri8wHFSFeTzEGm6N6r4/qOMwnqCEj+d1CjujytQ6sigNW94NyptW+aOlQBL1ztR+52f7xbtKrZRT11LdesVMyxFqXQzn60+LfJQyq0n0YqyZq78i40x6x3DcqToxYbNzLIxsYQgLZBeJBWNYmoijxW8uZpwa2jJKo9DqgcK8Q3yslinEyuWarVboxU7uWVsNAGF957KC94kuEAIlpv9BB8CVaNAhzhnD0sr1Rqj8DawnmpsgJe64j50P7OtKm3uoaMEB7QxkdZQq4obpIJxtaO5mHYP1V6VTDSyhpdQQE/DZK5dFAFdDa+vJnxnPcUYw3RSe29Y8f5eQe4CidEk2osnEYH9wrNfa+fYAAdV4KUefPdal4/2C366V2CdtJ0OqsCwVvTVSrBPo/zQEFMF+Oig5NcvpLOtmFrv5Fdljg+Ba92IrczSjcTUMneBMCUUOC1u1lyDEGrVYBfqBM+3VOhbgxKFmsOYHLZmTtJI+dZ6l/VOxG7uSI1hlNkWs9WAakMQvMqgckeSDjiapIsujFhUTDP/PqgriPvB0o0OJQHmDVWnfZ4K55+4xTQ97oyqgFaB15YT7gxL3t/NMUrhgHcupjVA/7NPXqYFMG8P5RloZBTO4/mI88TlBY6TqiCfh0jTrUHZ6lyMCs9SrLix1pFBa6+gH6tj+/0f7pd4Dvv1sdG8uZLOJFvTq9hYa96oAZPvbmfiU1QdehdNV58WeSjtlV40OGq664OJZVzjPFBybTUBY8T4D+Crlzr8fCc/1ClRkpS5IKaGg1KOwShIY92aG9oq4CLNSqLpGs0nYy8TJ8LUmZbNzyxs5xajNbFRvLacsplZbg8rHmUC1LUeIqNQWnEpNvQTw/t7RevqHGvRHik9PMpcu/2GrT2oJIm42GkwGzJo3xtWLCeGrKb+NEDbUFdFmmShoWBHxpBZz/2J5+bybOvvoHQYxCk5c4GV2PC71wT38v+5PWB/v2w/GxDPoFeXExSK9/ZLptE6nlrxt9bbmYYahfr/51sxjd5JYmBSBUJd79nOHT/cLihcYDlRrMQG5sTNHOLIPbK+dlYOFHmD6qEW7lMzmCx5Zmmfu8dppKwmhsLDw0kJNY7mUeZb5dvVxAide2HSwan9jCJVMbCil5TZcOTdAI74PK3Vi4Uniel3OqsqXC0L4L0kqZX3ZDWo+OqUG/xnGU8igHken22cJy5f0vg8RJoUhzoXRgsDoxm0jDoKzJ0+xjTSJPXEFCvNOxfTI9iURf4rTRXm1b54wiR1VScEqVIopRZ6KF3pGP7PzQkPJpZIKwGYhsMqz3Js+WC/oPKh9aj5K9e77OSW+2NLohW61vcovGdSs2ZSLecwrnXwDZIw5JWU78eVxdfCbv1EtyqzcDhVX+mKk/Sk8nywXwhwNDT06ZjNieVSJ+L15ZgLacR+YTEEYgV5kIQlru9BCIJJCUjFRSNCbPPXCIQJ9NULCdblHJQCYl1ONONq1l26weGEELg7LNnPHb9+MaEb6badsZoYaZ2UwpJ65+Ih42Y51jM4IIDE6PYYlmIBEB8+V5JcGi0tl9lnTpKj5vme1zu5uRTxi/0SH2A5NuwXXsC/IdDVmkHleG83a7/bPJMDK7rD1gf6iYFaKDCqMVuvL0uiMI0xmT7H6VhNDAahbnsv1Z6vLhmu9yJy62pn84q8Cqwk4nLePDtD52eSjtwFRpWjcIGNSUWsjyYiTdzoRwQ6fHRQMIoDy7HmjdXkyDEelG7m2breO7sOTNMi2sllMbA5EauD60sxHaMOGVA1o07rzw84/KQCmOfx2cV54vIljc9DpOn15ZgHk6oWCDN8ZTWlE8lguwiYO+PZMiUG1hzvxyPLn21NGFqP9/DOWqcVq9svLBuZZVTKQLmVOYwW1s1OUSdHUyvj1cTwtbW0naRfXREW0h8/GreuzcuJVHEUDWA34aCwpJHhK6sxWmv+4tUuf/RgQlZ5urHmX7qcslPC+7s5u6VMiloplmPdbreZeAOQKIWtwae2LoEoDnEjRsNe7jBGEZABv/Se4Eup4ASZ5F/qRXz90mGpXetGaK3WrelFbBee/Skasg/CzEmMYqcQjMRm7toWXgiBBxNh2JReSlHWhxlHa+pjdUEwLgC5c+xuZKx3DSuxwfu0pn1LRaJvNPdHJaPS8fpyzFKs6MeKUc3w6UaK5Vhah4FAoiQJc7Ua7rUlw0vdCBvgF3vFDFBaAy8tRXVSe1TvZLvwrNTPW1YrE+dO5Pn3K0/pQAXPu9tC0W+eyWmrAK1hOTUtnqTxoyo9rKaikvt6zTha1Pq40Y/YyBLe382xQZ4VgNf6EQ8mlSQqShOgdfvuWM/bq4f+V82f92vzTFCsdyLeWDmaiDShlEKhGFbyrA0qj0IdOcbVxBBrYe9dqrd5VvBu0yKqvDwTa52jmB2Qc9calqPjE65nHScJYJ7H8xHnicuXND4NEPe04LVFg9nvqqXFzIsFxnEzx4vilf6hSi4jmRyG1lM4YUm8vycMlQfjqu39L0cKYxRrHdnmbn6opNsI4C3C+YQQcF7Ubg2B1dTwO1dSCIcA4LwGs46s5Y8eOFI9wfpA6WSyVcDdkRMX4p5hWIkoWKQV31yLuTcy3BmVLNXmiYlWXO4aPhqIuq2rnZSbrKDBjuTOUVZCi46AisCwPHSWLoPnZ7s5Y+t5c0UqUy91Bdi6lMp9kjL4Uf52CIFRrfg6qDwbkwqjNFWQa2CdZ2yhsGBMLc+/4Bmp9dxQCIi39NDV0s74yU7B3XFFZQNOga63EOuK26OKVEtiFympOnnvuT+yfHgwJDUKFeDXLoiWyRsrKf/y9R5KKX62k/PJqKQqQqtZo5Ck9eORbdk889W5lVgqf+/t5tKuBK73E6xz7BazuKgbU0PmxUQT6xhqivd08jALeNUtHf+4Cb5jFEYpKu8ZWKk+vLOW1k++YMGWIsVuTosz6RjVAsyBw5ZTzaS71DGPbbWcpmV8mkXO4zBzzX6u9kTRdy3VbGSW93azdgz57uXOQgPJJ4lPw1jSWteYlvP20PMa54nLeZw5TgteO34wmx0Yj0ui5r8/r5J7fSnG19TOrlEYZJU03fvvxUL1bUC8gzJrKzsKdeyg/fHI8k8eZmzXGiOV92wVgY7x7Xfe283JrGiEjCvfVkUa+vOo8tweljzMHIPS1cJzgdSAxfCty2ntUxQonOiE3B9VlD7QixRVbZYItJ47ZQBrpZUUgGrumjfS9wel586gYlB6oEs/MfigRHxMKYY20KvVb3Nfs5uAoq6gNPgbaR/52ndJwL+lA60lGZnrzLTRiwW7UtQfUEgF43JH2lyNOeH0+SnE80dFhrfqxKRnFNuFADlHtR9TrBRa+yOr/9XEoLTGTaVSiRGK+e26pXjcszioPMupaZ+Fl3oRq0laiwIeVgKbZ3IaFKs1kImqbgM4PQ7wetw7sZoYHOJt1bRKtjMr5pK1MeJqIlachfdE+mh790nav6f5zmkWOY9LgOb3s5F5Pjwoj4whT0tU7kV1iD4PifPE5TzOHA147WKi2S4cv9oTIN38qubTAoAXsX3m1XnfWevM0E0bPZiDShg/25llOTWsxPrIyrHxrGkG08x6/sn9cesVNKkcKsgkXbjAnUHBb13ptQOwRioi3k+1cuoEYyd3RFoRK8VmVokDdJMdBBiVjm9fSthYitnOKm4uxVzuGn6wmZFPHLUoLUsdzXbmW9l6goAYj5ONcUilBsR/qW8bjIIAiwVxoViORPguqttHCjmBnlEcOGnRxHVy4hGmUghiYuiD0LZze2gAOR9v9Q1jp7gzLCV5sDKBrMS6xfeEcEh9bqpF3diQaNXiPZZ7EZNKzBeVkpZIpOFSRx/x/LnRj3itHzMuPWUNUq58oAqBh5OK3Ia2WrFXiNbLdlZxqRMBgVHpmdiybVNMt4Wa9s9WVnF/XFJYudbrqVS+GlXdBnCa4VuxOKUUy7Hlqxf9ES2g/cK2TtTvXExnWiXz2kaCm0mOrUg8Sfv3rN+ZtutoFKkX0bvnE6D5/fx8Z/KpALCPq6icO0S/2HGeuJzHmaMBr20XDuuFWttgAI5j+ZykI7McKzYz15ojNq2n6e/rEJg4EebaKxyXkkOg53R5+ZUlw9VuxIcHOZmVBKuoGTrzK8cGeNrgFX68nZG5UEusa0KQNgc1DmVYGwU1VgZZL+K9/ZJh6dqEpcFXCC4lsJk5LDXTpk4oUg0PM8uf7ZRtBenBxHK1F/NbV3p8f2NCbj3LHc2b/Yg/cwXDxv9o7l5ESijWy5Fmv3RM7GHrZmgDIff8dmLYyOQ6uCAVgb1SMypl5b4k2FKsl8pGk4jYIAmLq6m4sVG8sZKwU7ja2DBQQy5momtgtwxc6Bgu94TWGzTslZ7ioCDWmuVEdFAio7jWNTQtkeUY9qrAxlhUaW8PS7KaDeVqYPFaqnnn4qznTmO2GQj0YoWqpF1UBRgUXqo1iJfQWidqV/zWe365X5JoRceIwOHL/WRO1+iQXvxwbBlN3YSN3NWJjzynDeA01fDBQVljUgK/2Mu5mEpVbVgG9rxIANweVu1zPN8qaZ7leUPR4+JJ2r/HfeckS4LWrkPBg0mFUkuPTYDm97ORJdwZuScGwD6uovJ5kA/O47OL88TlPM4cDVjtV3s5uYe3V2d9gpo4rY7MoPQMS19PVIdl4+nvP5xYPjwoKZ1IzN/sR3OTy+F+by5rPhoI4ycxinHl+cl2zp2hJRB4YyXhlZ7hz3ZKtiYlmVdsTirGtiHPAtaTRIrYBwGBKnF4/vFWxjfWa1yBEuxBWWM3GjrxxURTOU85h01p5jutAoPcclspYVP1DleFAhA+xAHtF7ZtP02Hqrd5Y8nw21fl8x8MSu4NhH7d0JOtD+wVFfdHFZpAvzYG/HhU1ccilgGxhjdWEu4NK+IgQmxj67nWNbX4XuC1fsR6R5PvyWSRKGnTuVDTn4GlGDIn9/eTsWUpEs2dRMFuJXo8GsfLXc3XrnQpXOBhZjkoRDRvUAmo13tJEl2NoWmmHaPgrVVpsTVgz9LDUiTH61xgZKXa0iB4muTzUqIwWnG9FzGpLC4ElmLDTi6r8zQS8HPHqGNX73cGVXv9A0LBfms55mFmKV3gpeXDxPuX+4UYStaU+duDkl+7kJDWeJaJDezklj9+NOF67xBIe1PFR8QXQwj804cZDya2rjrJZN2A1E+j2Nu8d6fBfZxkSTBt15Fb0XS5qY7aHZwUswDYiMupbtWMT4NHeVxF5bix51yt98WI88TlPM4cDXjtajeacaKdX9WcVkdmY5JjfeBqL5opG09//5PRABek1L9bOFwtH39cTFOvXYBPxhUfTywEeDhxrHeMJEJewL1m6rMAnVijlEz0pQ+MbcA58cvZLT0riVQsZLUYkY0qEi2eRMO6FTKtKdImLQiA0ysYWU/H6JlV4aJrplH4BQ2Zi13Dv3St33r+RKoiMoqibuEoZIL72U7JbilA46KsdVvCbFtJ9DQcF+u2SWoUkdFkXpEa+bfSmn+xVdSKwlKlcXKxUQE6RpIg66USVAUR1UuNZlIdHr8HNgtPGRTv7YsbdZ2nsJY2sF45pkYULyCCfh2j6Ea6BVV3Is2jYcV+Ie7Qqwuo1E2MbeD1lZg3VhI2Ms2dkeOgkApGp3btjtVRNsusPpBUiurTZikxfDi0bQWiCiXXejE3lzUdo1HqEGTdMZrSi1p002bTSrGbW3LbJP6SIEwnDnKIAgafWBFsK7xvQeqLEoxFiQcs/uyiOMmSYN6u40mqGdMA2Hk149PgUR5XUTktbu4c+/LFjPPE5TyeOD4NpXp64OlGGus9O7nFIW2jH2xmM2yls2orTFOvu0Ymi0bptLCezbGj9L4FpTbgUMGlSPtF14nRZiazezeSpCCznrdWE8ZlwUHl2SkOKcFdIxiQgHgBVV5W/wGZzMsAJsC1nsH6QKwCa6msthtdmmkZ99XU8I1LCf98M68nMIlYC122uebNvbj5/2fvz4Mlyc7zPvh3zsnMWu7Wy+11pmcGM5gZEDs4IEAApG2SsLgFTYUYIQapDyExaNEO03IEIS+kaRui6RAZkoJiBAMyw7IkOr6gBEv+SActQZQsgKAECACxzAADDIBZuqd7er97rbmc5fvjzcxabt3u23v3TD0RDUxXV2WdzMo85z3v+7zPs6D5xraln0sLbYwnELA2kBhEUE/L50sfR1ZiaatuavjQ8Vbddr6eWjaGlobR4p1jZaEvpJO8DiyqTBPlawEJWuQaSIZpGtbDdzaHbGe+NnR0AQY2EGuF1orMeRINoXKeVrCUjBbKytOHAAcbmktDx9XCoc3sgDZRcLxleGUnwwfPsZZhOwsUQWGUBAjxmDdVFRiP3+cPNQ1fWk9Jy86xUy3Na4PJDMQrnYyd3HGsZVjPDMPC0YoN7zzUYDsXx+6oDHL7hbSVH21HZG5E4p0WXwyI79ar3YK1oeVQU67DXgHG7NeZUA0e16eZ1QI9KzA4tRjxoeOtCY7LrUopXC97MitLcrNzz5z78vrAPHCZY9+Y1Qa9X3+i6dTs+MRTcVy+vZWxkcvi+KWrMqlW3Uo3klquNCFOtmMCgdwFvrWZkYdAcBCpwFLTYFNf7+YjLcTRtx5scLQV0Sl83Sa7nQ8pfGBoA6Y0FzrbKShKzoUryxLSihxoG4VHullsqNL60hwcIz43A1u6KmsplSkU5/uOZ9eHdHMvXS6lcmvTCA/F+RGHxge4MHB8fX3IwaYsHpU78XuOisrtZy8P2EwDndRjQWTyAcryS+WTVAULq62oNp58+6EGr/UMlwaWy50CG6RjJnMjDo0BkjHRt0GZuTJqJGrXtRK4JEa+v4JW0HWhDnBskIzKo4sRJxdiOpnlcuroF57Ih1J/RvHkhECaLKAXB5Z+IXwrAOcCbTN2viUc8M3tnIH1OC+ByYFYHKF7ZZfTxtDy76+ktcbJxGJJxJfXPA2jSYy0QK+0Yq7mhWQggKAVL25lvGJyIgIPLzY43mrWPJYXzxfSgVZmmFqRoRkpUusnxOKmxRchkBaedqRZiIRHU2nTzAow9go8xlWDgwozuWmw96ZEKcWjSwmPLiX7ftavh+mxLkWKL10d1vPMkabmaxvZrizJzXQgzbkvrw/MA5c59o2b8fDYKzU7ncp9bFn8hNYzQEHqPFf7GVWK+3qp5Yfamk9dHLI2KGjGBh08Xqm6k2Ux1vRdwJYuwJEKNI0o4gaEM/P2Q63aAbiaeCudj0R5dgrJrHjvyZ3nQKIwBLQeLcrWQ64Cy1FgWBJXG1GQRVRJySWzgcwHFiPNo4vj/CDZEbcixVYeaBlxLr5YiLtzQ4c6+2ADXOhbNlJLOzK861DC8YW4Hvt2JlyIx5YSzvXyuiup4t0ooG1koVVIyeJ8L+dCv6AZaT50rM0jSzEn2hHd3KED9IswodnioCQ+j6ACNIyMsV+O1QXJ7iRqFEgsx4oDDU1aOJSWQOd42/Djjyzw7GbBKz1Hr3B1JivR0FDQzRx/enFQc5X+gxMtzvcd/+5iT7qjlJTiBm5UugqhzDB52Bg6GgYI0nHUQUpIAXlNB9hKLc+tpfSso5d7lNa8+3CDY+2IF7ZyMi8ty55AQ6s6A9HJPZcHloEN+DLCzEPO0wcW68DAOukYaxnF0AWONRXvWF3YFSBMiy8GH/jaZobNCjIlWjEgGa2KDDxusrh3RmKkGjx5740I62e7OV/byMid59GlhLcdHLWcXys4udkyzMMLhivDuA5UrqaWL69l9Tzz0EJ027Ik90J482Yx5+Psjfv3V5vjvsPNeHjcSGo2DVoMBZGFNQ2zHVlnHfPb2xlf30ilbKEcS5Hm7YfFxwclJQDthXSqlGR4RENFVDzfcbgN7OYAZF66ifKSpAsjbkjmRUyuV3JaIkaclnYSsZZZPEI4NSUPZFi2GnsHzUjt4gdFStEtShl3J/43idbESFagahuuSiuZg8I7vryWcrBray+bkwsxkVZk3nOgEZFGnq10FHZ4JbybQ7Hh0eWYFzYzdorAYqzYzBxnugWPLic8sdzgXM/SyR1GjzgxFcaDFl8et4A6+6HG/m0xVryt9KbyQZH6gDEKH0QLB6V4drPghc2UXu7qbAxIZmu7CLzYKWpF4UsDx/cdlwDrqYNN1tI+6dj4Cid6Mj7I72eDjGPoJrNNAWp36rzko1wYWFInbegex3PrKU8eSDCUQUfJhznQkEzXo0sJz2+kdHPP0IoxpkZa0k938jpDcaQt3TS5DyRac3RhdtZyOrA/1y3YzkXwUHvIU89OnrKY6Akjxb0+X2G8S2oWN+21nuVPLg5q/aJLA4dSqt6gXCs4udkyzPm+G3XX9Qty5yfmmcxJwH87siS3Irx5tzHn4+yNeeDyBsXNRPM34+FxI6nZphYp92p33NSz1UpmHfPr60PRPYlFwjxzvv73x5cTFmNT6r0EBk7KR83I4LzneEvUWb+0NmQjdRxsGLbygmfXRKXWe09DQ+omx6GC53uOLvCN9QFrpVqrUZLJWB/a2vzPI7t+aYYtO348LBrFUyuNXTti0RjxFNaRBkXXW4oQ8H7UzVJlUKrj2RDIrOfUQsLZbsGaKuqd+ErDEHzgTy/2uZqONFSExwMvb+dYHwieuoyxnVm8F67HgUSTWUcog8pxaEalo0r8zpRdSr2xUk2kxMbgxa2UZqR5eiWmZz3eW1LreWgxJnXixK01tGJNPmZHoMoxd3OPURLopIXjdCdnJ3ccaSgeXox5tVt2VZUX6kCiObEQcXo7YzsPtIz8jtVdWBGoq86lxMATyzHn+0XN4ZEOLdFqGfdX+q4DCYHA8xspy4kuO6wko6eRjI8uS04Vnllt1FmNxGiONHVd2pzWRzm1GNVK0RupQ3mPIbCVOhSS2TrU1Ptya57uUnr34eaEfUb1nlc6WU1YjpV0pY1vUK4VnNxsGWb6mInRGOXreeZNSzFHWxFnSssHHzxnO/nE+F+PmYg5H2dvzAOXNyhuJpq/GQ+PG0nNHm0nnO05XAg0I8XR9u46OuxOLT+8YDjSjrk0dPRL9+VTSwlPrSS1x1FDi5Ffr3B8Zztn4KDnHBr41lbOizuiF1J46FpRiO10xXzPBVmMxx2QFXBqMWYrc6SuXKzK4MQoJSaL+Jr7otUo4HBIgHOgGZVcElvrkVTX59XukG4e2MktWolvz3jcFBiT1VdijNiINK92c9Yzz0bJEfnBk+16t7+WOTYvD8lLL57MIWmgstwl7dNy/AsDy7+5MGBoRf4/NpqGAZ+5iaxGJXNfveSRjIvyo+CAcoypk2ujlEZpCTC1BodiO/O1gGDmAlnhiBkpA1eZJihLTxaMCnx7KyUruTI6SEkpC6PyUKAs76FwKkjwWfaXV3GRQlrYH1tOGFpP5gPLicF6x7DkviRacaql2MiEULvajjnS0Dy3no46f4JHqYAOQr4Vsrb8GedjHW/HXBpYurnnTy8NeWvqOdoyu/RRnkwbdSYic2CVIh271kMPpzsFR1rXd2ueft7fdbhB6gLnN4dcGcqzfL4vsgOBSrsHmnpyg3Kt4ORGnvXxQCp1YeKY7zrc4ORCPDHPVAGcDYFLA0fd+fY6zkTM+Th7Yx64vEFxM9H8zXh43Ehqdr+B0XRqGeBoQ/Gm5YRh4Tjajvmhky2MkS6dylvIlONx3qNLAqlHhNqAOttjg/AxBmWkoJH3RmpEjo0UrKWWK8OiDiiapV7HRhaITagDi1jJ95gyeGlpaESKY01dLyjd3OOQ4CrRgW7uKbwnc4FYh5l+QFXLc8No3n6owbGW4V+81icry1HZUPggVWv41UEh3TLl+K0TP6Z2rMnL9lzKMQ9t4JWdjKVYExvNVioOwVXmqOIGLceKngsMbXl+YbSwVgTghh4J8LUjRWodr3YkIHh0MeZsr+BwQ/PWQ02CD1zsS/t3y0gABNKlxNj4NJD7wHDqwlRlp0hJWeR8z3Kxn9YBZFK1vZfHLekutCPFUysxa0PHempZjDT9zDIsj5m5wL9fy7g0dJL56eTkTrqJqs6fzHvxnUKugw3C8/nmds5yrIi1plrYu7kndZ6B9Ty75mkYxU6ZTQIx0jyjMkzZcXR1UKo7F6p0r5brHSnFidKteTqrUnWHVZyn8ef9axsZF/p2gq/WNIpEw5tXxEm9VXohjT+H8j3NOvsRGDmI38izPh5IVaJ/lZnnqcWIx5ZHLdwAO3m+q8vq1GLjdZ2JmLVBm0MwD1zeoLgfo/n9BkbjQdfZTsEL2ajW/x+cXJzYfU2Ih3VzhhZyL4Jx0yiCTH+RVtKBxGiR9IxafI2SRflqWrU9S9YhLduEYz1qCw4llyQgxoa9wtOOFIebEQeb8cQiNnRirndiIaZTCAHYIh9O9ChDMA6F7OjbsWEtC7VeSjX2ndzxuSsDQLGT2ZrsmnsI5TiHqa/Pk5I7E2tFbBQDF+in0lUU/MhbqBEpQoB2YjA+YHSouT7jNgAeyQxoJa3oVfpflUTltdSxHBvedkh+8+c2UzZTRx5gMTEM0tJ2YaxTKVLy92JGNOcCNFAcbBq2c8/AhTqACuVvGKndwVXm4d9fSal28r3CkwUZcwiiR9MrRCsmqlq3C087imoeVe7EJqIofy8fILMB6x1HW0nd7jzuSxQbTd8GuqXXlQ/U1gY9KwTyq0NLpBWPLCTYkLE2dPgyc3KwaXhiWVzNx0nrlfZLlZU4uRBPPO+VivI4X+1th1rEWnSLTi3Gu3gzQB2gVM9VZz1FoW444zG9cZo2jJzGrC6r+2nuuhOY3qAda0U8sjSb9/dGwzxweYPiQWLXT2N8EnOIl9B05qjafa6nlswFrgwKvJdsRzNRXE5HGYZxNDQcahkGuSUyoqrqytbVuNRhqbIvijFCJxJAgCyoDtn5Oy+vDxxsZ45WpHl0MWIpiXhlJ6OTOzYzS+qqjI3nSj9HAUuxtE2rIJwK73dL/gdkAX1+Y1iLsFU8GBAiaTeTiMqXwVpSBgFx+b7YyMLdUBJo5WUH0OFEY7Tmgs+lPBNGnJ1+EVgwsuh3M1msTZBrd2UqDRIjfJpEQaeQBTO1nkcWYo62k/r++8ZmRuE9TQPraaBfOAxwuAFDL+mcNEjGIdYarzzDsfZskKDx6QMJTx9o8MJWSi/39HyY4OEsRNLRE5flIg2sJIqN1BHrwMMLDbbTQlq/y8wGVRBTtqRrBQ8vxrzlYIPTnRznAs4AkWYrFxVgghCwfQhc6Eq3W+oCb21rjrcMncwyLERfKDFlR1TpafX4ckxqPUdaEYdLzZaHFwxHm0Y6mMp2/UptFyaDgemsREOPrCpWEsOVQcF6OpLcN1qzndmZHUrTuB3cixvdOE13WY1nkx6kuetGMOe47I3X5y8+x3Vxv7Drd0mb+8CrvZE0/yOL8S7i3XgKdSk29HO7awI81yv43OUhmZWo4kQr5tElw8V+wVpqd0noV2gY0dTYseByaV1NkIAlDyMjRaMVR5qGZiQtvc3YYJCsQ6fwpE6UdpUeCbS5IO7LNihe7uRsZo7cjrRMUgcuSPdL3waGZSfSYqJJrSzoLQMDC4Mxou7QUfr0VGoxJWlXUXNj1Hg0AySRItIwLAJF2WWTxBIURKosw3h4UxNe6YxKZFUAEJAxnO2LAFxATC6XYi3nNR4VKghIF1Gp5cfQS4niBx5arEUGVxJD7gIXByN/Z8nYKAJKCLmlw6RkHKAdQWbBGFHNfevBBu892qqPuZV7MmehzPrERjJJYjSp2ClEjfbVjoSEi4nwhLKyrDV0kj1pRxrnHAMlPKDHlmM+/FCbCwNPJ/dkITDw4LwnLtuyI61YjjRFKA0frecrV/t8ZW3IoJDSYJVhKbw4WR9siuKu8HYUgTBBQH10OamVcXdyN/FsXCsrUXU/Vc/7wwsSKa0PC4zW9HPLS4Wb2aE0jduRrb3RjdPtmK8etPbi+zErfr9gHrjMcU8xLW1e1f2rdld1fHcaejyFGnnPw0uNuj7+UFvzpatDvr4+oFMEFiJJfaPgvUeavNaK+MbGkMIVuwivIAvseurrbEzuoa2Fi7E2KGjFmsVI0YwM7zrcqImvn7nY59WSKJm6ke9R5SBtgIVYOk/WhpbcC9ekcnpuGsnUGAVHmoZ+19YcnI1MRmMolXeR900HEyCZIBGGkyyPrf49wJKRzxhkEu/lI56Mh9rIsVL4vdCzXB1INmYa1fe7MMrgKEoTx6n3uiCKsunUcdYzz5fXUt53TFrRH2prUjdpVFl1TS3Eoptiy44X70OpcKxptRQrsSbSiuMLSV02eaWT0cn9SNk3QKwChxOD1ppu4WodmqqrSBEgaAyeE23D1VSUl1dbhtd6nijAUlPzzGoTYww7udyHjy7GDIocS+DR5YS08BxuRaw2IzZSx2vdnJ71dAvwU7k+aeGHUwsx7zrcQGnFmU7BxYFlM3V08iGBZi2Il7owuv/HyKkV/0QyMo4Q5Jl405IIMX59fUjmIdGB3CsaGt52SNyvXyrczJ397VStHceNBiJ7BR2zRDGroHUaD1p78YOcFb/TuO1X4m/8jb/Br/3ar0289vTTT/Ptb38bgDRN+et//a/ziU98gizL+OEf/mH+3t/7exw7dux2D2WOBwDT6e2hdSQiT0tmZ7d5Xqs+/qWrQ750dcigDEqMk84VxTh5ENYyT6+YLrzA5nQLLiUvQsOhlrgAR+XGRytdL5KXBpa+8/S7uQQjZfq/pH2InktpJNmKDXnu6NvREpaVO/ulxJA6KX9Vx6ngkHIRY0HLNHxZnkj97qCs72RX75HMz3Q8UnFTKr0aFLuCjQrj31+aZpcS9qVacFVKqwKtiqQyhbPdvA5cvrqRsz3maxCQ8sybVhoMrYi7Bcb8n4JkhiI9aVRZ+fdc7hd0ihFXqcpOrWWBQ01RLIaRr5JWEClN6iULdqZnUUpco8/2LEMrwnODwnOmW/DYcqPeFa+ljqXEAJItiY3mieVG7SN1tlfULtfTqPb8Kw3DYytChO3k0hlW3eOVwJ0NofbIenQ5ngg0Kv7JpaGru5MGLrCYSKaxUzi6eSmC6EKtzDzNf5nWdZm12N/tbO1e47gRUcwHrfRyv2TF70fcEabP2972Ni5dulT/+exnP1v/2y/90i/x//w//w//7J/9M/70T/+Uixcv8hf+wl+4E8OY4wHAdHq7FRtyLzorjWi34d30Z6Yn2qv9jNT5OuiwXgiIbxrbWZ1ajHjrwWSm47IsPYJqkTnajnhqpcGJdkSj5NPYUPnKyISYKDjSiGoujKJU0y13+wux4lBD1GIfX9DCHwllJxOj7psTLcPJtmR1DLtdoWM9MoScRqUTk1vRfBl/uA2yMC+W/I7K6mD8PKtjTB9vHBFSOmvo0d+r98Y6sNo0ddAiHU+liu4ekdag8Hzp6pDn1vp89eqgVvatjvm2gw1+6GSL96y2eGolISm/t8oSVT5QL26l7OSetUHBc+tDNtICo9VEG7WitGcInqPNCNTo3zUS8LkQCD5wpBlhyvN8dCmWNvaxAwUf+NLVAZ+/3GMzc1jrefNyxAePtnhqpcF7VlsT3lMn2hGLsdrzt/NBur7OdaXza/oeV6jaZ8h6Meg82ymIlFguPL+Rcrab88pOVjuKJ1rKnutDyc60jC4zYpIZaxktrtgl/6Ua9/jOfnyxL7yI6T2/kdbjBMmGnOsWu16/nRgfx/izNy6K6UKlOTMb96L0cjeuzRsRdyT3FEURx48f3/X6zs4O/+Af/AP+8T/+x/zgD/4gAP/oH/0jvuu7vosvfOELfO/3fu+dGM4c9zFmSZuPc1xmpUevlUKt1HcrrseBpuH7ji9MvEcpxdFmRGxGTr8w6ghqGBhaWaiOtQ0/8/giURRxrluwkw1E+dVD6kK9yORB1bvclpEFamAl61EE0A4WG5rlxFAExeWhqzuGqoUz8/DiTsFSomlFmqHzqHL3X3FrHlmIyKznwtDXZZ7KlXq8U2aK0kLDyPls5bN8pgXVIr4QqTL7oAgh0C0qJ+Pyu1xpsAhERki5TaMoPFwZWpoGEqOxZQC6O69VBjpGUQTJkqmSuDuOE23DU8sR//xcv5Sfj3nLgYRvbOb1MW0I5DagtSYrMyE9Kwuz96OW9OoaLyWapUTz4k5OaqUN2RA4tpBwMFGc7Vn6RWAts7QTAyHwwlZG5jwGsM7TijSXh46vbeUUZakp1uCU5Xg74R2HR2q341mCd6+2uNjPOd21hFKhtxInREHXep5dl7IQQRba6jkgyOJ9tluQOk+jDLJakeZCLy/tF6TUWnhp3zY+cLBhSh0gj3UBo4TfYxQMnWc5NjX/JYRol6bQ+GKfe7g4sGxksvA7l/DVzZxLvRyU4njLEBtp+Z4uwdwqv2SvoONGRDHvZumlOt9XOhmXBpZEU7fD38/lqQcFd+SXe+mllzh58iTNZpMPfOAD/MZv/AaPPPIIX/nKVyiKgg9/+MP1e9/ylrfwyCOP8PnPf37PwCXLMrIsq//e6XTuxLBfl7idhLTqWOPuxVX3wc0ec1Y6tEqXz8J0TfttCwZVLrCv9SyDwtYcDxvgWFMTCHzmYn9CkfRMtyCUPJMqyFmO4eRCQuYcx9qiL7LaMFwcBh5eEBVZrRRDK0aK4hcjqXvrfGmqlzC0jkZTnHxFKwUcgdx5Ti40udDL6zJFtVR7oFm2wJI73nkoYTv3FEGuc1KWQ3Yyx3Y2KvNoBQdjxVbpo1R1OlXqw3HZupu7yTbla6Ft4MMPL9EpPGvDgtM7ombbLXztUF0FR9ZLoPO2Qw1e2hG59kQbetZTTGV2qmu9FCseW4i4nHpU2WE0/jtU/7+de/7FawOGZXB5aeB4eiVmOZHOHZDfuGth0XishxQhwpqSIJsYxYFEY4Oo6B5taL62nbOTy2/f1gGjFb3csZXK9zy6GLGeeg4lmouDouSlSEkpKnNQa6klc2PZubC7tDmrpKmUdMQ0Y0VaBJqREH87hWcl1nRzzxevDLHl7x5pybacWpJnrPIZemQh4lzfsjYo8Eo4WK/sFITgOdbSXOg70dopsxBaiQP2m1cSjrV0zXEZ7x6aVY4Z1225OizInOfIgngc/cklsQ0o8y5sZp7DLTWzBHMr/JIQRhuE6Q3NjYhi3s3SS3W+m6mj7zyPLcUT7t9z3Bpue+Dy/ve/n9/7vd/j6aef5tKlS/zar/0a3//93883vvENLl++TJIkHDhwYOIzx44d4/Lly3se8zd+4zd28Wbm2B9uJyFtXCxt3L34bu4i9qppV2PLvdQpvIKm0cRmD0XSgSWUq6TIsyueOdrmWCvi2fUhZ3sF3TygguyCrwxjLvYLNlJL7gIn2zFbueXZ9ZS8XKBVrQBrWErEQdiGkaZLEeBiv2Bnj6xHx1aBh+JbO2LWB2UZKTL0i8BmPtnaC6C05kAD1stFxARoRRrlPIVjZtv3tZB7eHRZSMdfuhrIQ4GzYSKrA0IoDsiCsJY6Iq1IjKZlNDtdV7tET35G8b6jwmk52x+SWl9nlGAU5Iiyb6jl+2MNuQuc7hYoNQpuQI5f2Qt4K7+9CrDcMKggv8FiIiabX9nMJTgsv6tjQamAL+QASsnvuNoyKKSDq1YFDtL1VXiR8odQZ72UYldpczpLkHm4OnS1OaXS0DCG2EDiNDtFIHMBbSX4emwpIfMSDD2i4voZe3Z9yLm+neCrnO0VZSeRYlBmkh5bSlgbWjIfePJAwtWhlKz20kuZxQF5RMW1bkvuxLfrbK9gOTYMClfr6tggvJxj7dkqvrfCL3mtZ3luI63nsIqvBjcnink3UJ3vkVZEv5tzdWA53Ly+wvEc+8NtD1x+9Ed/tP7vd77znbz//e/n0Ucf5Z/+039Kq3VzN9ev/Mqv8NGPfrT+e6fT4dSpU7c81tcDrpdRuZ2EtOpY4+7Fo3rz9Y/pnKsdnI+MqdveCPYyeqzG9ubliBe2AzoE3rSScLShuNAThVOgrvk3tHjSnOkWGODJAwnffVg6Uq4MY3pbjoZWPLIYsZY5rvZz1oeewoth39VByaEIVVZDFjQXgnSGKMXFfkHmZKGKNDy0EJGXRo9XU1dzVccVdk8uRPQKz6AQFdVYSwmgk7tJngVlFgBYSTTvXm3ytY2M1DqM1jRV4Gzfk3HjcAE++WqHI+2YGAlQm1pzcWBxpc+PRbI4GogicVTWSlN4x6AIqNIsqPIMio3cIU8ebPDMaoNvbGYsJYqGlnupqUfnk6MgBBIjXVg2SPbIaCkvHW0aOnkxoVmTaBn3gVhE83Ivv3WkAokxHGmKV9VgimsToOYSmTJL1zTC+Xh5R0w7q++oMlYa6Wpql+7Ti7HmzcsxTxxoTJQfpksT25mlZaCIFKkNLETw7sMNCT584PR2Vpo3KoY+cL6X04p0XZJUStXH/ObmEBU8jyxFnOtaDibSur01tHilSTRsZZZYB3oWvr4+pBUblqLdmdFqDtlIHZlDVHr1qBxTPVuPLsXisVT+207D0B84bHmNDrfMLo5MhVvhl9yvpNprzb3V+WbOc6gZcbId7Vn6nuPGccev4oEDB3jqqad4+eWX+Y//4/+YPM/Z3t6eyLpcuXJlJiemQqPRoNG4vi/OGxHXy6jcTkJadaxx9+Ll2Oz7mJ+6OKwdnC+VImV/7tTiDY1hVk07hEDqAr0isJ3a0mzRMLSeq4iORq+QcsRKw7DajLg4sOwUjlhrlmLFxYHlD850WWlEDK1Y6mXec7Yvu8s0wFY+CjbQigMNw0bm2Ep93WWzmTu+tpHx7tUmHzzW4uubOTulQFtmpdvkRMtweehqmf+Kv9KOdRkYQRxpstzX3kG5n13maWg40Y7oFoH3rLZwzvEnl4dcyB1jDToTaBpoaFk8i7A7IzOwgW9u5bCdY5RkPJwb+QZVrcMl95j1ul9aBOMWIk/TKAyKIeLd0zCa96w2eW/Z8ZF56ZDKvZT5hmXGZDFWrOhAx4ImcCBRtCJNrBXLiezydzJf2wvAqD1ca6kPiQJtoG/Ft8ooz9luQe52X8N2abpooVa8feqAdAP54HlxO687kwwSSC7GGpSUC5cSM6F7UpExxxezR9ToeZTOI8VCLPYO7z3SrDvTnt/MSJ3YLWglnV/Kel7ayTjaNDy6nEx0xlUOz0uJJvWUrtuSB2pHigaKxVizkVkRLwyeFzs5XTupDVPNIYWvuqzEFvKl7SFXhgW9XEqEV4cWrYXQu5FZliKFWogY5OLd9JOPtImi2UvKzfBLZolIxno2Yf9e4Fpz76zzvZ81Yx403PHApdfr8corr/CRj3yEZ555hjiO+dSnPsVP/dRPAfCd73yHc+fO8YEPfOBOD+V1ievtRm4nIa061iyOy36wNiikXddIW+q5bl7vJPeLWTXt13qWC70crQK59zSM5pGliJd2CjKbl3oP0jWSKAgElhNN7jxEIm9/uW/ZAi70LUuJ4cnlmJd2CnSAkwsxV/oZkYaW0fStFyn3WCTZ25Gib6U7Y+jgbFeW+JML8ju0Y0Xu4XAr4vGlhNOdnFgFjrQM60NXEzS7uWdYSHbmcFOTFqU5Y9itmBup0o1ZKV7uFKQupyg5Ozv5SHp/GgrpLApojrYCa+mkvooa/9xUhmfs5QmBuHGIlD2o0njSlsJvae55dm2AD57LA8+V1JY+QaG2GQAh6HYoRf4ULMeGww2DD4FDTcPTKwl/tjasu5b82HcaFXBaFrxqfDbAZh44SKCppQRTdS4l5e81Ht8poFs4zpW/4VKiyZwjKzM+3UIyh4dbhhMLMU8sj7IsIQTpkFpP8QSWY80Hj7XRWgv5PJbMWCf3LMWKq0PHvzzbJTKavCgY5K7m5gSkxKgixWbmONMt6vId7H6u//R8p1Z4DoBzAUNgfeAIBI60Deup4+WdnCtDCWTeeqjJe4806znkWDvmbKfgSu7IQ8C6QFA5LQVJbDjeNFxOPVupZbUlLdTvPtzgHYebY/y34Uz+283wS+rAoNwtVEFLxXm5HYHArXAArzX3zluZ7yxue+DyX//X/zU/8RM/waOPPsrFixf52Mc+hjGGn/mZn2FlZYWf//mf56Mf/SiHDh1ieXmZv/bX/hof+MAH5h1FN4nrZVRu5wNUHetm+SxH2jEXh45B6eljg0xON3K8WTXtnVy6Kh5bSspdp+Jc19ItRVQipPvleDti6Dzf2i5YjBVFUBgj/jkg2Zhu4Sh84Gy/IPOBhtFc7Be0oohEe/KyUyUxqtYOObkgRN5BpdOhJAhZ10W9IFwdWlabUa2z0bVgvavLD0qNBN1yB8N+KTqndgcHGgluFmOD9Z6tzJF7IQFX7634JbPQMKbmLEz7H92OZs2KsxIrCQqqoGSzgM9eSUvlWxGVU0rVVgTj8KGU5reBbw0yjFac6Vq+52iLo62Y1/p24vx8+ZlOUZanps6pU3gSrShCqDNcBHZp3eQeznYt3WLIcqJpRprjbc2rvaK+VmmQrrPVZjRx7woXI2On8NIl5jxf38ykLb/clb9ntcU7Djf50tUhX15LxY8qlBkwJ0J00kauRq2zoQzwxjD9XLcbMaT5SDgxiCZRrBTWB9ZLW2yFInMwtJ4XtjKOtSY7hxzgCXKtnKgqR0ZhredyqlgfShB3rlew2hxlW+8E/60ODNriSbadubo0PZ55uhXcCgdwrmx773DbA5fz58/zMz/zM2xsbHDkyBG+7/u+jy984QscOXIEgL/7d/8uWmt+6qd+akKAbo6bw91WV7yVHcoPnWyxnlqu9C0Hm4YFw03Xq8c7nC4PHd3MMbCeRaN4eKnB+rAgcwEfPH0rJM8L/QJbSrm/aanB2tBxsCGTzdBaOplDKeGMGCXDOtDQrA0djy4pnllt8K2tjL4Vw71vbqYsJ4aHlwzbmcZ5h9EK5wM96zmiDJl1vLSd0Yw0S5HilU5GZj2LkaKTiwNy1026H8OI7zGRASnRNpSLc2Ap0mzm0gIba3lzYO+gRQHrqcUDhxuGgd2jnnQbMGsMhZdfWynoF56G2d26XWG7rI/ZIKWfYQh8c2PAqcWYiFHpahqLJQdropupPEalZOzG2b1jUAhP6fLAEoIsTDt2Mt/lgmRlxrknIPdy8L4mTfsQSJ3HaDWxKw8h4kx5HyRGie5OGVC1DMRKcawtXKe+lSBiMdZ47znfd3XGM1aeq2nAOocJgUapvqxVpQukeMtKzMsdaVFfbUW82snYyeQadHPHK52M//BEm2oOSZ3n6xuiOFyVKRUSFG8OLS7AwUTTyeUenvZJuln+2yxcy5NsO7P1995KKWY//Jm95rz9zr232tn5oFkV3A3c9lXuE5/4xDX/vdls8vGPf5yPf/zjt/ur35C42ynJW9mhGCOaKl9dG9C1noETAuXZ0jRu/OG/3oNajWNcDVQFCVree6TJa72I3A/p5oqgPEPrScs1umcDL+3IjnEpEX7IgYZhYL2oqDpP1wUCiu0sR2nRXVltKjrFiI+Ru0DA8fymIy07QUIINdF2bVjQtyKChwpcTS2X+gWdwmN9QGvxopleuKv/trAralEASnQ4vIdDLU3XSpdSZfa4nMhimE7xYhQjEqsPsJU5lmIRpKuyCZUvT+G9aNns65fd4/cu+THF1Dgq/RrNyHF7GoGRuJxnlLW5nAaGrphonR6HBt51qMl24fnGRlaX2KrSS2V/ALsDqzLuYyMThePCeY4vCOdpHFVG5GK/4MtQ200sx5qlhiH14t58oGF403LCxb7l6kC6e850ck53cjYzT17ynkAUinWZdVuIpSTSjg2X+gVGKS72LVvZgEsDi/USEGml6BeeSING0TKaSEm6qx1pFHC6a2nFmg8dlwzlq90CG8QGIfeB58sg5d2rTd52MOEraynWe2IdiACvFLkPBCXEaGsD25kEXI8uJYQQ+PJayplOTrfwBO9xPrCdO1Ybpi7t3MzCOx4YpC5woZdPdGhdbx7az/fuJ2uy15y337n3Vjs7HzSrgruBOcV5jhvCrTL8Ty1GXBkmvLCVYRS81Ml5qZPTMKp+KGHvSamajL65KWnpltFsB8uBcsLpFY5vbGYTfIKN1PGNjSGRqlpaxYX5XYfb5c4ycLRpONN1ZXCjKHyoTfkeXhSn3rVBQeFk1+6QhS4tAj0oSZFy7EhJKWk7cxRBsRBLi+rZbiEBS/k+fKDg+uWZakGtlGwHNtCOwdrASx1poR1/bzcfydyPIzCS8I/K9z61kvCmpZivb+Zs544DDcM7Dsa83LU8v5GJi7QqbQ8YcUquhyrwqMjH1XJR6cpULc6DaxzM6N2lLBDjyAq7ghcFr/Zy3rSc8KHjTb6zUzCwjmEB+dRxZlkeVGMniEXCma6d4PloJGP3tkMNEZgbWGIt9Z1HFyPevJxwvOnoWuFRHWkajjYjTndzznQLNtJcWtTLwG3ctFJ0YqBwgfW0YDOTTNpKolkbWga2zIKU93GiAz6I4GFaBJSRIKodax5fNJzuWlJX3glBymWxkuC0InsPXeB0J6dvA0+uJLywndeWBZkXLR5fDtBEpQKzFu7P0ZbhK2spn786LPkw8v1LiS5/Yyl3nesVPLee3vDCOx4YhBA41oomOrSuNw/tZ8HfT9bkVue8e/351yPmgcscN4RbreuK94tiMVa1P1EgcGqxMfZQsueDOpFpKQKZU9LhZCWDcWkgHUfjfIJz3YLT3ZxBSYQFUb1dSz3HWhGZzznfz8m9LKpF4VmMFQ2jiZRobsRas9yWNubKf6hyXfZjGQWNLCprQ9G40KrMDQRRk93KPINyJazaSG8EFScmtWX5g0lTQzX2nmvBAkYplhqRtKQr0ToB2MjhUn/koF3FCQ8vRWxljp18tufO+BjGCbxVR05iZPdeNv+Qud2Bx/jfZwUt1TWIVXX+o89Vn7nQd1wZpiwlmuVEExvN0Bb7IvBUQWKV0akIr9W42pHiUDNiLXUMXGDoPIWXFuzMeU60Y04uxHRtwWbm6OSe96y2WG1GnOnkNIxGq8CwLF+On3PuQRlFSylasaHfd1gPQyslzAql4XktODh0gaAl0IpKgvqVSNOINKeW5BmqMprN2NAZE/wzZZCdlTIBBhG96xW+zkhVOi07ZWbziRURU+sWgTPdonw+5Pd0KnBsUbhm66norywn+pYX3lnZjUgV15yH9rPg7ydrcqtz3r3+/OsR88BljhvC7eDUTPoTCSmx4oEsl4TNvR7UWlNiUQixhxPNkXZCQ8Nm5llPi10T1anFiB880eZfvtajUwSWY0VmA692Mhq65EQoMOXCar0EH4cbmocWkwnn6WHhONsr6nJLQ4ngWdUOHZBMwpGmKcXVhBy5EGvedSjh60CnyOsMTWC0WE6jbWQx00EIksKnkNd8mbWoNEh8oNZ98TPafmfBEOjmlm5muVjKthcusJ26elfdLetP7UijS05Nv3C7ODnjmPVPkqEKGMSPaatw9Ge0eFcLahWMLUWijDt+fTSlC3YZAA2nsjYNoxjYgM+cOG0X+yt4jfOJNJKZyKaC0qNNzUpDSKqxVgw9FCoQggSCO7mllzsCqtZY+ebmkNVWTKKhm3msE7K4c6N7AGA5UlKOCZ4z247cjzymlIJQdja5UL5XBZzSELwE3D5wqBlxdWA52xHC+qVewcGGlLEeXjA8uRITEei5wCAXDZbMChds4AyLsaJvpSV6IVZslerNkZI/LSP+R7EWfZmhlbJTdYkD4rkUCCzEho3UohDfp+p5Tp3nTy70aiXrKgtyI+Wk681DtURC7hnYnKU9fM/2g4cXDFeGcd3J+PDCjR3nVufMuUv0bsyvwBw3hNvBqZmsXYtWRl6WaFCzH9QJTQfrebXrCEFxpJ3wzGqD833H+jBlPfVc7g9pJyOxLaUUj600eG8mhn42SHamZwMvdSQ1rrWiV4TazTjR8NBiUutsVHj3kRaXh47t0ul5ONYJApIJaBlF4T1ai5ZGxYlQSvOuw00uDqwQT6lUe6kXB5D/l3hBEanAStOgEW+Z3Jb+O2MZB1P+OZBoliJxP07HnIj3WrYDild7ogQswYF8osgc7dILRys42jI8sZzUYmiZT1lL9/Y8auhRmahCpOBQw6C0BHIBJZ5QbjJ748f+3yDdOxUUI7+h5Vh+v6aGhSCE1qEL7OSebqWMG+DlTo4Ls9u6x6EZmVeuJFoctK0n1hWxF9qR8F/ODyTiCEq6u6oMSCf3xFrRNjDwnu2NqmtMOERHWzFDZ8mUo/Dy27ryN2wZONxQFGgyH0idq387F0QNOTEKRSAxElQUQTEoAsFTq0Cf79u61AVSHovL1N75vuNi32K0ogkcWozZyj2bqcP5wKVezlMHmzzVMOKvo0rFZy+eSOOBfMU5UQQJpkpy+FKsOdyMIHOslRFlz3qeXGnUn3txO2OrTLddHBQotQBcn7MyjuvNQ6/1LBdLfpAL8izfiHbM+Nwj1006BC/2C461Ih5Z0tc91n7GOm1h8sxqA631vj//RsU8cBnDnL19dzD+ID6/kdI0ikgrNlLLc+sppxaiXQ9qbVjnA5mHwivaJUESREp/PZUWaB3AF561zPHY2PeOa8DkXkizDa1ZG+YMijDJZShLWuO/fwiBKwNLvyTDVtyPimiaGEiU7LwViszKjrYSE9tKC9652mIpgu18VII42tQcbMa82i2gzqqURoGILosB8iAZixAmg4JqbV/PPJ0C8KVSrVb0i93kX5DxLhjIcmlPHy+52ECtMOuCyNSjCj50rM1mt6gX9FmlHA28ZSXmytByOR19qw1CBj7UlJbzzI4Chb0yTo7J8wxIxiFSQoxuGimZHW0ZWpHi7E4+GQQFKeOVFI/6exRwKFG1qWOkFS0daEaixtwvPK1opMi7Ehu2csdSrLlcmltWAyooHbONlEpMWZo40yvEGkDDgcSQB7m/DjU1IWhe6xZ127YB2pHh6IKQXc/3i1pcb/xaDF2gpYV8fWox4WxXTB61ksChukbTv4cLofbGskFa/C8NcjoaUiv3x2rTsJV7nPf80MmFWuH6saWYp1diuhaWE11zZfqFx4bAY8sJgy3hQj2ymJA5z2NLsqyk1nO4GREp4Z41TUSvcOQu1ErW3czxjY0BhVdcHhS0Y/mO7ezGZBKmUWdml0WKoKHhbDfnaxtZadgpmxJgInA40tB8bTObCKBq+f6m4Wyv4JubQ4Dbsj7sZWEyx7UxD1zGMGdv332sJIZO4UudCRFv+8p6tuvhHdd06GznRCrw6LL4r6wPZTekAQIsJiL4tj6cbGMd14A51y347OUBlwZ5KdVflidK4qMN7Eotv9azfGsro9RMm3Ch9oj+ShQLf+expYTn1lL6ZTSkCLzScxxqOXaKMW6LgnYc0TCi8JtoxU7uJ4IoQ6CZaPq5kHmvNVVWwYRypXs1Fb+klM1Hyk5pyVHwalLcrj6fULZXI0FcasV5+eLAMpjRvj3++TM9N0EYrjBwkA7cyHhxP/WsMSgkuzF0gQMNzcGG4dVuwfm+ZejCzKxKUgbF3cLXv3GsJRCo/Hy2y1b6rdyTeSnLaK/KTE1gM/coFJ1idpbJAtaN7olzfYtRiuMLEWuZZT2VgG21JX5XHeswRtXE18VI0TKKw00jv8t2XvOoxs89IPdZYhSrrYhLQ0vA19dTBAkns0sB8a2q7uVIKdbKtmaDZNUcsJ45Eq1ZbcV8dSPn5Z0cFwI7RcGhZsT3HJVn5tkNmR8rVea11LFcqgFn3hNpRe4VfSsB3trQshBLFmkzK+8LBbkNNX/o4lD4aoULdKxYbWSzItkbwCyfqD+5OKjnmUsDVwcd44HDwwvRLl5Mdaxp/7LbsT7sZWEyx7UxD1zG8EZjb98PGaZTi5FwTJAUfafwvLiVcqw16Tq9khgMImueO09Qipe2U5qR4dRCTD6weFRZvgn1JHyt7z3ZjkitYyEynO8XQpYtSzbTviIhBF7piJdMpBXWhTpjEhvJgmgFD7cjejbw8nZOXirZxkjK/nwnJ3Oe3I3IkRpJr4cyLVCMLcDjmYju2Eq2n/V+/D2VsmyixAhwaEVrZLVU7oVJUmzN7fBjryvF1WGBL72W1jNfB1Dj3xUQfRYzI5NeicRNwzAKmKYVgqffB3C4aWgbxdWBdGlVgdYsHEwUTyzHnO5adnLPSqJ5fClm4AKvdi3nezm+LMkpQu2q3behLL9JkNcwSlSA2bv0FpdclJYRcq1RsiCdaEc8sdzg4QXDsVZU6rAELvQKzpWlusIElmLhMS3HiliNtGiqP4qybOXleTjW1FzsU2dnKhItyDgXI3hoMeZdh5ucWozw3vPtSOOC9LIN84DEHIqDiebpg02++3DCH5zpklrPSkP4QevDghCavNLJ2EwdR1oRBPHgWW1GLBp4sZNzvlfQijXnu55h7jjSiOhbJ0rNwWO9ZnNoOdSMePRAwkbmGBSi0puX3XoxQmhfGxSc6+52nr9WaWV8PltONO8+3KxJyduZre97oyXbKkECE4FD6kR5e5xfN+0P9ehSzNX09qwPsyxM5rg+5oHLGN4o7O3qAT/dybk4kDRqpO9NhkkpxWPLDdZSUdy0AbZyz2cvD/jQ8RaPLonM+anFiMuDmOc2Mgo/yjw0URxtGY63Y7aygitDT2EtcRSRaPGNmRWQKaV4fDmRYNUHjjYVA6conOfEYswPnhhxWyqtipe2c3ZK3xqFTID4skSgxI34RDvi5a6QExMtBMyqDXcYJGtToTrORmY5lIgfT28sQKn+62DTECu4XHYq3Swk4xBoRpqWkW6pWToq47vddqw4GGuGzrOZwtAHYkoScEkWndZpcZQlmjHMKldViEsX7eksQ4XKhLIyq3x8wXByqclz60N6VlrUZ0EBfev55nZRisWJho/Rmje1NC/uFHSKUHdmVdmKcW7QTiGfs2HER9kLHuGirDTEpkCp3eTTkV2GeDBBJWjnuTp0HG/HaC2tyIkele6q7EQjUqzEim9tioO5L19PDDy9kpB5Jkoh44v6py4OeWErgzD63YMXjtXRdkzTKL66kdMtJAuzmUn2Y7UV81rPcmlg6TtPv5tzqCnB2CNLMV+6OuQ726XgY5mKMQoGruBwK+ax5YTnN1M2Sx+xiwNLv/AsxIqulSCx+n2Fx6TYzGZnNa5VWpnOmL9ntcXbD4klyEYZGLgQcE6CvO3Spd37UGdnrQ+4IKXZU8tCxJ32h7qa3r71YZaFyRzXxzxwGcMbhb1dPeAbqWVgA48tJWTe37MMU/Wwfn19wE4eIAQu9Qs+c8HzHz0EjyyK2NPASqunRyaYdiOiYaBbBN5xeLRAnOsWfHVtwNcGOcNiyFJDs2A0y4nh8eWkFo8a/70v9jXf2c6xHi70LF9eSzHGsDbIGXrF5V5Of6xbJyC8goOJomMDcbkyv9oVMuibVxLOdDJsFiYCgeklNg/wSseymYD1alfmINHwPaviB/PbX9vcpUVS4VqBQQWHLIKHGprDTc13tvLrLsSDIuC8cHUMZSlKwcGGoWngSuqZ1Rw9/cqeQUtJMr7WQMb5N87D5dTzvSdjtjMxymyowPm+BL3jhwnAVi5HqL/fBv7tpQFNwwS3p8oGTecbq5hoL5PLCkn5waDE7yq1XgwVlSz6r+xknOkV5Fba4WM1Kusdaxu2Ms/60HK0ZSicxwUph22Vma2lROO8SPhfGjg6pZpvxcNZiDUnF2LeuTq7zFCNIas4MVWWBsk4fGcr5aVtOYnFSLritjPH4aZmNVF84cqAncxiXakFlBZsDMR7fG2QS+ZLjbI/1bU82Y54ZrXBmU7GDqBKU8uN3LOZj65pZcHQ1EIyH89qhBDVmZRXOxnWC3dmurQyM2Peo+bGLcaaWEtGsCifc8/kPXOuP8qnne5Zvr4+4IceWuSxlQYnW4ovWserPdlAvLqTkxhox4bvOpDw3qOtXcTa62GWhckc18frc2W+SbxR2NvjfJFXuwVrQ8uh5v5dnm83qoe3X3i+tpEyLGv/66njc5eHqOPyu1TlFKMVygcG1rGcxLvGvZM7utbTtxLUbBcOhaNhLJeGFqUWdilffnsrJfOlHoUPPL+ZUwTIvZeWZHYvXB7JWjS04kgrYm1oKRw4pB4Omrj0N7rWoifrtqrT/DAi7i7GQtzVWnOwZbgy1fs7q1xzLdggomU7ub9mWaZCVWaqSxVIOSTRikiD26NGE6mRGN9emYrKJDKoUHfFTKNyoa5QkZVBTPyWY8PFgb2mAu80igDFjJOfVSTd73WtOD8qQFGGcjaIuFsn91waFPRKonQRpCRWXdP1VPglkdH8+yspW6Xc/kYqnWvNSDqxIqUwZVZuIsPlpavqQGPv6Vw2JdKVNF6KdEH4OQHRgPFIcGu0lEQzD5+5PGSndIiuvrdn4bNXMx5Z9LQiQ6SFZzR+HY2WrKbWmjctN7g8dDXpexoulM7cB5vi6j6W1RjPpPSsXLVZpZVZGfNpvyPry+zeHvfLNNZz+FcXBvyYMXx7O+N0b5T1HAbpetuxjs18iKqDkDnuNOaByxsQ1QOeWj9Rg5+lhXCnOTDj37EQKZpaSK5GiQpnZkeZoMeXEy4NHGlhCUZhkPc473h+YzTGlcTgPQynag8K6XR4pZPV5/RQW/PVjZy1gRAWfblK5s7jlZAmq13qtLBbrOBIU+OUoZ87XAisJIbcwaFYEUcRO1vpvibIvGxZXYilE0gDjQiOtaLaDfc/PNbkk+f7VNUmhZRsVhuajcxPZHYUsnsdTr2WObg8tNIRtUdX0PTL40FLFYhs545Eqz2Jwk0Dg1J/ZVbQohD+yEqiSa0nc4HNGeZD011FCrDO8Y9f3GJQeA42I4LbuzV7r3OqXg9j/92OpEtpfBhVC3ZiRnoxMbt9ksLU/18dOpZcIEKROVsTvvXY+wxSJjvU0LTjiCt9KUW2NBRlRiYur3Gk4EgrYjOdVPJVSLblrYea9fPrvefLaylnuzmJ0bzrcIPlWNeu7L5sVQ9QcneC8LuU/JsPco6HWxH9wtEtfM1DGofzQQIqAo8uRrzWKxhLWHCkZfDe8/xGymqiWG0YLlhbP0fV71lxcw40DD9wvMFzW3ZCM+WbW3mdSSFYDjUMiWZXaWXcvT51nq+uDUQZOwDB1udcCSHuF8NC5qC1QbHnfWYdE9mf+4E/+HrGPHB5A2JWSWzWQ3Unu6z24tm8aaXBq91ChK0QMmmVUXlkMUYdVzy7PqTXLRi4wHe25fPLia7HeGox4q2Hmjy7ntIrXDlxjUimlbquAf7UBq707YTKqy75Kt1ClFGNEun/OIj/T614quCxpQbaaF7YTPGoUp9CsVNohsO87r64FtoakkjRLYSkCLCQaJZiWVSe20hrLZr354FXtlPWc9Fq0cBWKn41nqpbBg42NJcHk8t1NenaANMbX4W4MbcMrGe7M0TV3xtaFr++DfSuES4MLCzFisQoOrnfVWoJiNLrYgCLonc9oZUSGljLoRT+Yasoav2bvd4fsVvuH+Sc25EE8t3cobQmMh4VRoFFM9L0CxFZS7QE1PvxpSwC7GQeg2SD+mVKpvpFqoVbJPojLvcLihAoPOSq9Hkq39svAguJIrVuopRogOVY8ehSRKLkeTq1GPGV9YwvXBmSlW++PLA8uRyz3IhIXYFVgdSVonYI8djbUCvxuiAB7sV+Qaylu2pW67sL0hqdOU8jki4vcs/QStloPXV8+mIfCOReYctnqbKROJAoigC9XO7jbub4/77cxfpAM5KNlZy/ZHuuDiyRFu7K+Dw0TcrNXODLa1mdmTIKnPcsJgZXBuxxqb+zn+alVukddaQdc34wm2emtZhYVph3qN5ZzAOXNyD2WxK7k11We/FsjrcMT68knCkJruPdPdW4v7k5RCk41Ii4MpBugTevJPUYH1Ex7z3S5GjTSKq+8BBC2bYpZNijrYgXt3I2MjcxecUI4fRgonj6QMILmyk7RaCwAV2KkVULig9wObVQtpXKQqjp2cDa0O0yOZyFRMkkWonfVejmnlgZHlmKJqwQXuoUXM08ecnPcOV3aCdKuwMnr60PZdKulGevxYGJFKw2FInRXOjvTQCuSgvVonsteITYmhSzfZNAymyv9Z0EA9c4YJX1iPSIW1TheuJyEbs7lSrPpViVPJhUJPWzUiW4El4LwKAYtRsfaxvaeF7p7y/IqrRXmkaCjIYZld0qTkekpTsq94GlWLOdeVqR4nDD0C18LdDnvBCLlZJ2+4GVMlKkFae7lrXMsRxboCXyAGXZs3BC/H2xk5E5hS+DowC0dHkvh5HWT6tymNbiCO19oKHkGo7Hawq53woPRgVOtSJeTFMh6CIls51cOrWaRlrzFbIpiBDOzg89vMDXNjJeLpWkhx6GqUcrWEKRe09nK2OhXKUqQvB0Zng8SMhcYCtz9IqRFIANsJkH+tayFCtOLcYsx5rMOl7uFAzdiBgcxs7PAMdbmg8db3NqMeKhtjh0P7+ZT7zfACux4khjt8L3G6VD9W5jHrjMsSfuZJfVXjybAw0Rn3t0Odnzs+MthFHZnTE9RqUUjy4nu45zrlvQWfdcHVpy73eVOgKQaM2xBUlBd6yQCQOg/WhBi8qAI3cS0BxtRwy6sgBFGppaM9yHGEURwNqRcqsL8v9GCb9mul6flS2dqpw1x8s3PTfSlKkX3nLVNkrKAv0ZEYIPkHqRd79WMiGwv6BlHHuRicePea2gBUYdXGaP8ta1Pqf0jA4nJZ5Di5HmaulfVS9aYeQhVd0bHglYN4aOomEIN+iZ/chSg5d9zqDMIlZ6Q0qJON127hlYx1YZODUjzZtWGrywmWLL1nIbAkk5IhGRUzUh1oVAyxhsCOzkjtVWTLRTkPlQB2iRUnSr1vHy3LIy8+DHaoFZ2SkWgmQdVZD7ULvRWdelq3ZMWuqxXB1asbcIk4FqYOz5gdIUEtpG0y2ktKrLbp/6NwtlmbcsHR9ri4jcajOambUYDxJe2MzEt6x8JsbH7JHn7fHlhHccbvL8Rspa7mk6GFrPcmL4gZMLe2ZGjDH8yKPLvPWQiGFupo6+8zy2VHo3jd3Ib5QO1XuFeeAyx564k11W++XZVAgh1MqXqXWilqoDR9oJR1tS1llONCEEnt9I9yyBjZ/TUmz45mZaL2yRgqMtzVsOtnhmtcG/eq2HKw3kcj/apftQlhHKTqXUBdLC04401nl6NjAseSrja2a1GE53vijY1ZGhEaXSg4lmMda8tDXkpY60704HD9VCa8ovqXyQFgy0IiH9Zi4Qyl24m5Ei7+S7g7hpCA9EkeU3ErrcHixGmseWRV24Wwr0KSa5JxWqICTALt5Ple1oR5pemcWaJgDD7gBNIaWF7g22pAcfWBvkrMTlda+0ccov2MosSmkSLb/jibYh1pqGhrceakrwEkSE0GhFt/QXipAOpl7uKYALvYKlhthcvO1gUj8vNkjWpFO40fcyuhdjrUjLBVcjQUNipBxWOM9SJOT5oXWYMOZSrmA9tSwnhiONCB/EfqHPpIP4ODeqHct3Ga1xpZfQY0sRp7uarTK68eWxm5HmieWYoQu82pEW7V4+JLWeZ8bavGFS4ykrNZIaWgImo0aBWiVAuBxrznVFaXtYBFLriYyu+W97lc6rktR2Zjm5IFmbS0NbezeNBye3a+4c/05poxdSenW8ukQWS+98J/dvCE7NPHCZY09Ml5RCEF2UWdyY/ZLRph/+8Qdxrwet0lH5s6uDmivQNJ4PHG/z3iPNUhvFcXXouNCTNO50Xbn63q204PLQsZM5Yi2mgTuFeMwcbhoeWog51pKxrLZi9E5OKbZZcwqMFjfqgIhYPXWgSc96Ot2CbiFExyqFfCDRtRHdeCp6vHXXU05IsaZrA9YFglZ4L9otadeykbpdi+tMIu3YcftOGoEXIoXXmoVI8dZDDdYHBV/fGhENr5fEUEiZRgHb1whaEoS0ut+FfVYgN+vflZLSwlPLCU+tJJzu5FweCkdJEzjXcxNk2b2+v3q9MqY81IywQ7uvLE5FMt6rE8sgmQrlJctUCdX1PfQHvjZLjJQEQCC/eb8IFMHVNg4X+46F2PNwWR9pR1LCK5znTHfExbIIr4LycyHATiackqVY8+hSwk89voxSqm6FfnEnp5uPxA+F6BwmhAGDgr6V8/E24IL8QlpDQykONQ0tI9k5yoB4fWhxBHYKkSqoeCzjwd9Kw/A9q9JZdLZbkFrPSzsZh+MGDy9EOOewKJwLREb4UU+tJKxljrPdnKGDbgE7xRCUqrt3Qgh4LyW1rVSML30IJEZzqKlZbWrO9iy93ItfVjMiBM9zG9LCHRvxfMq9Jyr5b6/1ZtsNnOsVfO7ykMwKp+eDx5o8sdKog4rtTO6Oai47tRhBj7ot+2aCiaoMtj6UTsmlWLPaNFQk4K+uDehaz7CQc1mO9T3T5LqbmAcu9znuJ3b6tQhn0/8WEB+Q052ccRfYWSJRexHtqvN9rWd5YStjUApVxWPKl6/1olGrZBHQSvgy03Xl6nvXUstWaRBYTaqiliq18cx6Lg4sHzouWZetzPKd7RxCIDaalUTLglRYYqXZKgJ9G1htRrzaKeryTcXLeLilOLbY5oXNTCb2eoWYvLapgw0v/IZjixGXBkJM2UotuZ+t1jqduanq7uMYOuFZRARaWkKBtaGtO2r2W3lRXha1vYKCxZJfM84R2Ou9VYdKouW/M787IKj201UZbH1o+cylAW871GQpNnx7u8B6KW1po4h9uKZjdX0e5f/s5I7jTc3hlrgpT/8ss7Iw1zrmUqLQlIq7oQxKxg5QBReHEtFmqb5rOPUD5GXt7LkN0VxRCozyqHJklT+WR7I3URkkNEp9lKupZyPzXOxbzpUCdQ2jeOehhEDgO1sZuZfv9UFaescRqvu3PK71gXasiYOc6YFE04w0vcLTjBUX+la6AMusZFXyjLXcDw0tui8qBBHWc5bMizrtZub44nrGVuZxQUjAi7Hm6QMNrg4tnULOYzB2HTMrGaxq4X6tZ/n3V4dcGdiaAN6INA+3DZHRnO3m9IpAHmQmuDKwfG1T1WVqBpaFSNMrHEfbEcPCcbqTz5xvT3dyNlNLYhT91HKmW/ADDy0C4waR0lk0a66rGgfG57eqq3Evk8Wd3NHNPUPrKBwMlaebq5rz1rVCXO4VHmXhSDO6p5pcdwvzwOU+x/3ETr8W4Wz63053ci4NHJupLMCVC+z1SGuzzncnd3Xrc7/sfmgZyYiMH29YFDjPzLpy9b4qS1G1YAakm6ZbSOo6MYrNVMb/6FLCiXZMt/A0jOLVbiHfH8KE0V5AavWNSBOUq4MXryDDcLFvRbHTy/FjrfClCNY4FyAPUBQBGyQE2cwkwNpnw019nFlwiPbGC5spnWL/izKUaXZ17XH0pg6411urwIEgfJWMsvQw9Zmq66PS20g9uNzxwmZKK5JSw0KsWU89mlAbNl7vPGCkRLueBay3NWnUByHmVoGBuc45j2NQjHgVPuwuX1XXJHWexCi0YqamScUfGVqPD3CsLUJrTS3BxHhwFhj9vfq+yospd3CmW9TH3MgcDy/EFKi622iaYFpxoyoSdqTF5ygv2561Ek+jYujoFR47HCnwVoRpXZZ5lhPNhb6t/bFsgBd3MjbSsc6oAP1CvKsONUytgzTuL3RlMBnSBiAyk891an39+4tCciCOEl7tSHt59X0NU3mKeZJK1l8rHlkQDylRklZcHFg2MrtrvlWo0U2kyr+z97x4TUG8cn77dqRrX6hZJosriRHhSEQXx5beUtXc5r3cK61I/NnutSbX3cI8cLnPcT+x06XVEF7ezmmUk1OFaTKauCP72gU2tb5OqfaKwLAoWEr0rgds1vmuJIalRPx8jAosRoq3HGzwzGqD831Xf+9SIuqhTaN21ZWr8VU1+nERrmHpk1JnssYmpeVY2isv9wtcgNUFU6p5qrJFVrEYax5eMHzwWJPPXHBslGqnCuimhaTAS+G31AZyFWgZISl2i92Zk1gFTiwmbKaWVmS4PLT7asG9FgJCJFYq1N1H1ev7PsBtQLO8ZbIwCp6m9XFg1KpaBRSuTCl1ckcncww9NdFYqf0RfKtMWPASlCQKBn6UXahKYjESVE0fc089GDXiUrgADVUGGTMySbIOh2tmugov3ULOBy72LVrBk8sJjyjFa92crgvClVESMDTMiLRcBAlagnxNXbLaGjoyO3LlNmFybK48v0hJCco7kR945nDCqz3HuV7B0DqsC3XGMipJvNMl0BA833ukzUtNy9qgQGtFolW5ufAQNBEQxZqmDnQLz+W+rdm7ndzTNnCxB4n2NJTcL4ryNyscX18flgKEmoZRlN6npYqwtF674OtNBEgJrGXkvE4sJPXcUnlI7eSO9dSymbqZ8+2blmIuDqTMtdgwvKkMaGYRcUPJ4Zme66bnt7XBtU0WTy1GvPVgg29uiGBkBJxoi9/VSmJ466EGL2zl6BAwRl2XK/h6wev77F4HuK/Y6eVsWNNDxyb2aTJaCEE8ScqMy2LDkHm40MvRSlotT7QjApNk2lnney3dmVOLas9/G0d1jHGOS8MoGkbhvGfoFZupI3iZRB5bijjXLTjdyclcKBcSEV5bijWt2HB1UJBozYVewbFWjELVnQsVrmTV9RLE5dCsF1PJ3gyCxdDJ5ByQmrsNuzMSNwOPqLFWu+P9Hs8zMji8FVSZjWlvo1njqIOasdvMMVl+qXC9oGX8OwLl7hVp1/Zj/xiQgG5Bl6WPse9SSGts6kS5dyLYCqMxKAVJBA09KgmNj+F6Q63uXFdm9QJyDV7ayTnaikpJ/8C3tnJxUy5EI0chi7Z1k8FVdQoFsFNUx5YAZTkWHlVWdgwZJBjJvYjaRQqMiXhiRZyoNzLYHjf7DHvwrJSUMg42NLGSjGW38FwdWJYSw9G2Ziez9GyoA1SHBJRdoDN0os2jnARTRgIprRSowOnSEVwpONk2td0CSCCnEffsy0NL145utkhJdlWVpcIqaHmtZ2v5hcVIs6PczPlW1LYXdhFux4XvKq7LlaHlfDer57qTbTG5PN3J2RhaBoXwVY60Y3aKfJcScMUnrOQcDjYMy4lhIdZcGlhe6siG7d2Hmxw7Ge+a/yoRwr1KUA865oHLfY77yT+pU5ZMTi2OatAVZhF5UZMcl51cCKYVB2VgA8+tp7tqwLMCkb10Z/arSVO975GlmHcxyaVJXeB8N6MVK7xXPLnSQKGmdGZitjPPoYZIs7+yk5H5QKQDa6nlC5f7bOeOzSny6jjnA0r11CAlkv40waFE5sUzJSpbeccXvHHuxV4ZgJnnX36uTumz9yI6K0i6gS7kPREji2Kioa0VO2MR3l5jmb5+tyPxM05GnYX+jJMNwJWhnyinjAdUDljU8tv1C0j1/iwV9hxbmFTZ7Ts427OsDS3HS1L70I1I3prZQd1eEFFG0Y5RStEthC9UlNmavvWsDQPbmUUpJb9ZqThbLeUREqR1p060mwe+tJayXWoTKSQL9ablmBNtw4vbop9U+Nkt7tV1rV63HhbjMuh18vvYstX7lY6dKKdKSdRztKl501LCwGbSso2Mo1N4vryWcaxliLTiyjDmpZ2MzdLP4FDT8ORKY1fW9lpcw2kTxnG+3SMLES91Cr6+kZZGooHCB2wILCeKJ5cjDiaa9dROKAG/1rN87sqAywOL9VL+O9YOnFTxRMamU3jecbjJ9Px3LTPK1wPmgct9jvvJP+lGsj9KKR5dSmp3ZxANlUgV9ecDYVdZ6BEV35XznfA/mSL1No0qnarHdWYch5qinvnC5khoq2oj7hVuTxnx8TLFtbpoxhGYrVkyvjbdSNAyPbJKCCwfy+YYNSJ7ThNd9xswVMHUrO90JblXK0WsNUq5awYQFSr+xb3G9a59b+xFdxsGPH0IjwQrZ7sFSk2q2d7M13UKWUidD7UI4HjJZ7sQg9BjLWnRjnXA4Agl1aMdS2ilmLRcqPg7VTARgDQIcRjl6qBlloJz9ZxUr1cu5Lkfld+mg9npeyh3cKZneWKlwbm+xQZL8CXxOUDhPYebBoIQ/FPrSbQcLbOBplFlMDDCfriGs/h2L3UKtjNfd3+1jKhJZy6wmTq+vpnzntUW33OsvetY3cxRJYysh27uCO1oX3Pw+vDaJagHHfPA5Q2C29GddKvZn13lJAKd9fS2lsH2e57jk0w/y+jYwNezIa3Y0FKOz68XXB1YEi3y+Q8txjyxLK2PWkFiRApelfwGrULNJ5gFjbjuFmE2cRN2d7LcanlIA4uxIlaK7SlxORvEaqBqwwVYiaX+v5N7Xuu5G84YREq0Y3p2MniJ1UhYTwVJ10OoFWyrP3ueh4KDsWLjHujH3AxuJBN2o6i6k27HxB2QwKChZwsTEiQglyzAZJk1McICuzCwNI1YBHhku9GMFIMZLV4+eDJb8pfG/nmcIBwBB1oGHQKXU1/bEFgn3l0Vkb76uFaT9zCMiTOGwMFEM8xHWbHqGTvXFd6JcGwkgDNKvMFSt1sLaj9cw/GNXcW3e3ErpadgqWHYSGVzoz3o0ph1VgdQxY8ZN2eVgF/z+HKCQl13Dh4X6Zw2o3w9YB64vEFwO7qT9sr+7DdYmFVOmvUQhhA41yt2tVJX53Gt79nveVaTzJVBwcDDwAV0ABscf3IpYzOXXWTh4ACK//BEm/N9x2bmKXwgdb7mflTp/aqEsKvmX/7J3MiDZvo9ovmi6BSjtt4bXaajknSpFTRiOJgYDjYijAp8cyufaCsFIaaOj2Unh5c7lnakbipgCgFWm4aVAJcGrj6PohyTK3fN27Xx3cjs71ooAqw/IEEL3PnskKfMHtwiDHC0FWEUnOtbnJ3UBHbANzcz1oaWNy0nHGkYtNa85UCDq6nl2XVp2a5KPsux5qmVmKUk4sWtlNembrhYy+bkwtDh3CgDWQX8i4niRCviu4+0eXjB8Psvd7jYl/DZAs6GWlX6QENjlJh0NjW83CnqdvzFWNGOFM9tpBTek8SGHI8dOz+HcJU6jIJshRgwXujl4tdUclMeX05qL7RrbbIeamu+HWnWBgVH2jHffViyzTtXh/QLR0PDkXbEQqTpW/F4ivTksSrNqhc2U4xWGBeIjWRq3n24IX5tSnG9jHRVchrnuLyeMA9c3iC4Hd1JewUot7tl+1yv4NMX+mxnDq0UF/s5Sk3rJYy+Z3xc66mlmztakaZbSCdTNRbvPV9Zz8qHOeJdhxqc6Rac72f4IJ0cIQS288nU9+WB48trQy72LTYIoTBS0IgVpqTetiJNJ/cUY2J10w7C2R7sTMVIzTUxCEmY6y9OFZkyIFoduYM3LUc8tBjzwmZGr4D1NEcrahG9aUwTOXs20NsP23UGHPDawNE0alepabwFtjr8g9iweTtI0ncKBvEPGvqRpxTMDpRbGh5ajNAErgxcSUDfXeLq2UC/aznft7QjzZGmIfOBXu7p58LjqQjO/dzz0nbGUmJp6cDCmLaPBjLn2c4dDQWtRGFd4FDTsBwpMiT7cbSd8PCCBEiHE83GUAKebqnhRKi4LoGVlmHgZBPy1AHNq72CEESscGClDH2sHdPZToW4rCafqcCoNNoysrHKrCcY6UBaGzo204KttOC7j7R5z+ooW/xQW/NnV/p8aytHAU8fSFAKaW32gfUsYyO1HGsZnliOcd6z2oo52jJ0cj9TBReoNas6hadlNI0GnFwwvO1Q64ay5FrrktPy+ikPjWMeuLxBcDu6k/YKUG42KNrreKc7OduZ8B98kM6JSnBp1veMH2cn9yLGlHtMqQVRYZqw9j1HW6VEvsxmmQ/EareMvAO+vJaxlCgeW0oYuhyUJncBqxSHGqYUsSpoxqKGOq6RcT1oQGlFKNkCYQZhcdZnqt2nC9Jm7ZHU/dVUFiIFtdv07coCXE/bpPCSdt8PbrHD+56gas++H4OXij81Pb7p314hO//DTdGIaceajnV11mH63ALCMXG55+GFmJ1cVJeVAedG3+GBrQK2KnuBqe8cWHDBkzqIvKjbPnmgybGWiEimXhypj7UiHlmSjptXe5bM+jozo0ueFErRMJpLg5zUSjmkbTSPLouvEYp6vkNpcu9nXoeqnbvwYo9xpB1zvl+wXnpYZR42cr+LBPulq0M+dyWtn7ONbMihhsEFEezbSB3ne6J4fagZ8X3HhcNyLfFNoNasahnF0HmWY83bDr2+VXBvBvPA5Q2C29GdtFeAUgVFL27nFD6wFFvedtBft/1ur+MpFFqJdLd0TIwCrVnB1/hxdtKMRMNqM2JoPb3c8fxGynKsOdPJyKxnuWEYFJ71YUErMpQ2HxReugoeasJXtyaXVes93hupX0eatxyIJUBC8dhixHMbKZkPtYvxYiSloaG7ftAQKUiUuOgGJzYBm+m1u1I8EBsxoUtdqA3zrBPLAKUUqauu361hfBEK11mx90s+rnAjCrX38pgwEodbiGBzOp12H8AxMjS8Fg4m4o2kUCL0VlqMV14+s65dtc8/38uJjRBLimtc5OkxeITftByLiNpyrImNoqHl+S28pxlprg5E/PHUYlSXN850MjYyT1qIKF9sqH2FrIMjTUMnc6Q+sL3uSLTi1ELE40tNOoVnbViIwq/1bObi1xUpEb1bjiezPd99OOH/d8aygVyLwotD+HI8+RRVDtxVd5n1VeZU0cnkwiRGSk+ZvfbGaxyVZhW5nOdbD77+NVluBvMr8gBhvCSyFCuuDh0bY2101woUbkd30l5Zm1OLEd/e1nTzHBS8tJ1xsGGu23631/Eqoadu5lBa8+7D4w9vqzYVqzRgUictmleHlmZsaFJKpWvFpaFjM5cMRKckqG6mjkYkhLWjTcPprmR4GkYE5Q60Eg72U/FjQSakxdhwYqFM+TYjjjQNTaNrkvFm5nBeavGxEsJjJ58tNDa9G80DFFbaXVVZMjrYFB2Qvao2CtH6aEeGQy3Da92cbEIfRf5r1kJkGIm2XSsrZJQIxg3HFsMqENorOLnRzM7tDjCq4KJlJHCbvn63EtRUmYf9BG/3IiMT2G1uWP1Weuzv/dwTaXjmsGEtUpzv5bWWyiwV4/Fj912gESBipBR8LVQBT6zludjK5BnMy+B6I3UsJobcw+WuWGZcHPML+p6jLb77cMK/uTDgfC+nCNKRY4Pooyjgtb6t2649gUgFnt/MOfZwzDsONznXNXSLIR0FC2XQtJToOuMxPq9eGHgONAxneyMbCBvgi1cHXE2FqKyUwpRzbXW/R1rKRVrLBmkz8xTOk7vA4piS7fh8t5zoXd5v19Ksmvmb30eWMHcT88DlAcJ4SaSTezFMU9y1Pv29sjZKiYib0eqG2u/2Ot640FMVoP3xuW4doD2yFHOuW0ykXR9aTGgaVTtEnylbmHPnpYV5O8O6wGrT0C9E/vxIQ7OTOw4nYmLXjkQ4r2Hgh08t8Nx6Wrqtak4sRCLdj0iXf/Gqx/pAK9K8eTlCocTMMMjkeSWdHbRURoQVxj2DVMmBGRSepw4khGDpZH6mcWFcknwXE8NjixGv9fJd76kW8WmujKu+a8ZxK0Rly2vlij2Oe9WavJ+goyVdriQK2jFs5JPS9rc69v1wj+DeBS/TGO/uqoKYDNjKPWuZY2AlMxim3l9xP6oW+UpyqCoFVqT0imyOEgG5gCziTV1aOpTEXULpj1R+z7YPUIgx6koEyw1DBBijuDos+NfnOjy8GJNoeLVn2Ujlk6KeLZ5GO7kXvsvUvWyDbE4+ebbLQwsxbz8Q0TSKbhY41o5481LEwWbMwwuGc92CVzoZlwaWWInkv/JuogU/93ChZ1kvx3CsJdncg4mmZz2xUjzUFvXdR5cT3nukWR/3ytBh8FweFHz34YQrC3FNmA0+8NxmuqtUfiMbzOly+5XhpHL46zWImQcuDxDGSyJXBinWh9rL5G706V8ra3Mz7Xd7HW/89S9dHfLltXSXkNJ0mWlce+FctygJcJ5uEXhppyhl0BW9wnOoGXNyMeZrm1nNi8k85LmMPfeKx5YbPLY8YuI/v5HisBxtRXx1bciw7IrIcs/ZvqNZdgqoUi59rwUyn/r7eEeDtDzK+a8NHbHRLDdhaMOudtUiSPDRt548qJm6IdUiO2sRvVbrNpRCeeWipe4TTsd+MiVZmRHJg3APQjn+u8lNuR+uVaXLApNCeSC/vfXwarfgSCuayf2o1HX1lIJwhbo7J0j7c16q7y7G8t8VKXf8fdWxx69PALYtZMHhUeSFLzvwApubuQjUjX22+szQ+T2tHqp7u1ME+jt5bTapFHSs5ZHFeGLzs5k6+s5zpGlqITo7da+0Yk1RGrs2jZS7nj7Y4GxH9FKcUnxtM0NrzSNLMY8uJ1xNHd/eln9fz1K2c8/Qij7UxX5BvzC33DAxPg+e7RS8kKUslh1Qr2eH6Hng8gBhvLTSijTW+/umT/9W2+/GU57LJemkk3te7WRY72si4fqwIIQmqfVspp71YcpSYhgWjs9c6FMpH1gfeHQx5myvQAdItOZgUzgqJ9sRDQ25E4O3zaFDKTjSlO9tzKi4jV/7cUM5F8A7x5MHG5xGJu9uKf29H8TA4aZiJ5e2Uh9AE2hEijcvS3cQofTPGb9eSNZlY2jRwYvD9dQCk6jdE3CF6wUBsSr1MHxpkre/07ltuNmMRV26GFvs4j0WuNcjqqzUtUo4VbCcWpG4r6wCxv/dAIeamq2hv+69MrDCGwkBumPtZBX9f3wsew1Lvn/yX6ssZHUvVP9aiSc2Y0U/D9gZx1Xl97sgnVEKWG1ournnhY0hr3YyhmVP/mozot/zrA8toFiOFEMb6rKZB4aFpxFpjNasDQt2cs9OlmKDpqE9DWMm+DlA+R2edqwZ5J7XujkrDc2xthCIA+GWGyYm5iUk0LwffO3uNOaBywOE8dLKLI7LjeB210an2+8qr439Hn885Zm5ACgaRibCwsOFvsUo2Yl9eS3lO9spA1v57nie38oYlj2g7VjTNJq11LEcG05W7q8+cLgpugwgO7KN1NftnFdST1PD5aHj7V4ij+n26a4NhCDOu74kM2qteakjbZDdQtql94vIwImFhL7LxXU6yES5nQnx922Hm3zl6mBmO3PlyJz2JzsmFow82N2pzE89mXPtVlkod7lh9JlkRsnpTmExUhgVam+dW8F+Szu3G3e7VKQQcbYjTU0eFDupJXe7M3zj7ycELvQLHlqIeaVT7DL7vDr0+zqHipw6jRvhEu3FBasyZeMzR+7lvLQLtCLwdvK7qiDHTr22lnk08pxXhLDYKJRyHGwYFKJme3mszKuR63q0ZTjQEH+yvg0MnJiVJgZcEOd4Apzp5Ozkruw08rgwUtceenCpZyfPiZSIPT6+lNAp/E03TIyvCakLXOjl94ev3R3GPHB5gDBdWnls+eaPdbu1V271+OMpz5e2MxSKU4sJW2lW+8MUQdLbr/VkRWsahYoU1gesDcRaUYRAN3NEDTjeinhipcGphah2fx2fICq36GqRcUF0J76+ntItPKcWDF9ey+oy1ZuXYxKjOZgoWIxYS61Mos7Tt54DicH5GwtcMiembImGtHytaaSLaW1oWW1FZF7h9lhCFLsXiEapauqntt3Tkzlcn/NRf+YursI3qyNzP+Fun0FAMh/neo5YC9cnmxE5VIGrUdBODL0icLylmN5SjGc49sMtulXukEP4X9V3VuOpSpVa7+ZbeSC1YohZeXpdL2Cszqsqf+YukNrAOw8lvNITEbvx79DAWw8m/MBDi3zmYp/t3ONDwDpoNyQw6Bai8Jto2Modm6lDaQm6mkYxdGXHoPf0vGT/mga+s5nSW0p4YrlRmz3e6EZyfE0IIcyc516PeP2e2RzXxO0QpLudxx9PeTYjSdJeHYozctW+2LOyUap3YiVRbyHWBMTLo+r62Mo90dDx5hVV1p31ru8/0DBcLfUaKihkoX61m9PLTe33sTa0fHs7Q5dCEu1Y0sY6BNFfCRK8BLXb5+dakFS0qg3zQMSvWpEiMppvbWW1FssszPqXgZNy0xxvLFT3sfOQ7hFJ1F1hAS4NLKbskJl+e0AW4tzfOb2diphe3ak5Y/5D5f8Py1JlK9LYfLcWS5lw3eW1NI6KQ5aYkd1AdZyAOF6f7hVkMwJmpeDNK02UUiiEsW6UQvlQu4TnTjY9lXdU04iYZeoCLoQJI0lXfnfq4GrmKYLw8a4MJSt8J5TNX4+YBy5vUNSBwkD4GBup41y3qKP0Wy0jTbc6L8e7W//Gjzme8hznuCzFlpe2MwZjk4oq23SPtmNWm5qFSHGxb+nlo7SyD4GtdFRznjX+tx+IONPJJyb5mixblUmU4srA1j4nbQLaaIaFyHW3jNTDW0bz5EpCt/Cc3slJ9yANRnpkFGeAw03NsZahkzvQ5SIR4NHFmKMNxdmur71XZh1PIbvroRt1zyQqYLRicL1e1buI+6XL5o2OWElGzvmACuKHszH0s8nafje36kbRLoOfWRypvcpD069X8vyzFqu6W2zGzVUFLAtl6VEr6JWRUvUd7fLZuTqwxGZ3uH+0PVK2rWQahoXFxJqIQN/tjpZSB40QaGjJ6h5sGjZTK5pOYSTi6AO1X9H6sLijG8nXG+aBywOEScn662u3TKPinZwu67AgMty9IvCaq0SShKNyrTLPLCLtTuYmZKwfauvJ1j8Cz62n12zbG095vtaTqe6plZgDieZbWylrqa+lzNuJ4XuPtQkEPnWhz1bpOAvy75mX3dWL2xm5Dxwra//V+B5eMDy7WexJoo204i0HEl4bOM7siKx3EWAAJKU6ZkNLqjrSgcOtiEMNzWJi6OaWy0M/kXlRQMPIwkGQ9PZKpDjejtjOLAMnAU2s4WjL0Io0z21mbOdhgtw4nravSJTtWLOcIO2aSiZie5+VW+6v0Ty4qNRjb+bn1cCbFg0uwOmeu255Zy9+zH5hkOyDYzYHZhau9bb9Bj8VqtKR0YqW0bgQCEFaqE2oupPk/1Mvqr4Lhrq1+8RizJ9/dKHe9FQyDac7ORcHlkHhyHzYVVpqGGhHhkcXI4al5syJdoxD8Vo3F25c2dJd+RUZremllmEh5o8ribkhHuIbTc9lHrg8QJiWrIf9abdUN/XpTs7pbk439+SlGyrlQ6SVMO73o/A4i0jrvUjzKyUcj8VYkyiZWK4OHQcahsJ7jrXjUdterCeMzKqdTWUypjUsGsXDS6LR0tSyWxzYgHeOK4OCbuHYTt3MLgoH9ArPC1sZr0WazFfiUwVXhjHne8WuBdUgKeXHlmKeOdLk1TNdMZBraLYzT6Lg4YWIYw348kZRlmUg7xVsDS2xUSzEhqUYNvPJadU6GI4NbugCV7N8YuKzHtZSx4XB7IVlWmCsMi10Zf1fh1H6/U66FM9xb9AypWlluPHf1gPf6d7+ws/0fdbSch8X3HuF4UjJHDAsJMuxV3dcReK2DlabGle6Nv/Rq12M1iwnhseXk9riZCOz0gk1takwCk60DMZIJjUPqt68vedQzLObkuVtaMWJdkQzkjnwfDdDKxHVO7kQc2oxuiGNllvlLD5ogc88cHmAsD4sas7FjWi3VDf1RmrZzmTHoaFOmSZaCGSx4ZrS+hVmEWmXE83VMssQgL51pTy6xoZA7mEhnmzbG/caGc/21CZjkexI1tZThlYIcGlp9R4cfGktFZfYkpw3K13syjyyUlJvbkWiwbA+LGhEinSq5UQBBxLDu1dbXBh4eqWj7Hoq160ZawYu8GcbrvYzckgQEkLAeMVgxvYyMDvlPr1bc+w2upuFmjipSjXX6nwZmTbeR5WiOW4jZlQn7inGCe4gvJRbtZm4Xah0jA42Det7OY2OwQNX69qxZy0FjaNhLJeGFqUW6jL40I20jqpsrwc6NnAkUuRB1byVyoPpWCuuzVovDR3vWU3YyR1eKR5bimtNKqXUDWm03Cpn8U43a9xuzAOXBwg3I/IGYzd1O6Jb5NgwUr2MFbSMJtLTvhh7+xrNItIOrZgDhjKDE0KpoVB4FmJpbVbAsHAoFMPCsznMcMCyVuxklq9eHbCeWfo2ECkYFK6uBRvkuHk5KR5uaLbzQASsNg1bqavFx6ppJ9FlFkIpQlAYJWJuS4kQaxuEus23rpUDWitOthTf2rEsRbCwGHGxZ4kNPLksraPZjKjAelhMhHLYv55L4gxMLwDXg1HULdnV2IG6q6Rf7L3DnHNOHkyk7v4yp4z2IMXeD5k+Rbl0ayHu3+z9LjnlQFp6Dr39UANo8cpOxplewaDkp602DLkPLEea5UTTKz2YjrYizvYKvrk5pBWNMs9VgLEcazIXeGk7oxnp2hfpRjRabtVE9043a9xuzAOXBwg3K/JW3dSp9aw2DYux3NRLsWIxNjSNqu3VlVKE65ixzCLS7mSOlzqaMzt5nfmQEpQEGwMbyErBt9yPZMCDgs3UE5RiLStwFXG1DKqKsgRSQD07BkRjomkUWitsEVBacSSRWvFSrOkWHuc9W7lHE2gZePuhhFZkyDxc6OUkUcQi0t7YK0TIygOX+5Z/crqL99C3gaUocKSl6Vn4xma2S1cCyhKTBkKgocOoJLRPGKQ27j0zib2z4MKknH2Fwo86HPbCflpH57j/cD8FLXD/CftFapSRmshK3sKFq7gwmfP82eUeX7zcpyg9jxaNwhtFjKJlwKLYLjx5z1LRD8/2Crp5QAWP1jKqs52iNMUMLMWiDVV4sLnnaio+TTei0XKrJrq3GvjcbcwDlwcI0yJv+8WNGnddL204s+1uCd5+qMFX1lPp1ClVKQ81JYIPAYZjOzMfqDkwK4kEGrbUQijGMizTWYglI+2+DQ3HFyIu920tN77aNBgFS6WJ2plOXvuwpANHEmmePhDRK8SU7dHlmFd3MjZL9U0YlWsu9l2dycicHDv3nqJsW64myKos04oUDa3KIEtT+BubKbWGdqTIHGQ23FBAUfFZ4pJbsN9v3s93KGSSuA/NkOeYY1fwXQVSEZJtzOG2RHuhPMxaXv0NdiayqoGtks1sAGJP6hWaQGI0ixGcWjC81CnInZTUEw0vbQe6rYjUBgofsD7wwmbGsZYELiEENlKHD56T7YhLA0vuxPvo4QVTN2copWSe70n2hB57zvMTzRWJhiCfObkQ180L97sGzP09ujluC260v/9m04YSWLX5nqPt2gekUqttRZoXNtO6u6Bqe4yNItaapUThckfhhHC60jRY5+m7MCKiIkGLKsWzXMnoX24YNlPH+tBysBlxaShOz9uZr0tiLoiHkVLUhOKrQ0vqVW1JP15ukW6EchdUtouDBEVbpRLmUqxIrajdDmxARdI+Xdj9KY6Ow3rolSrBN7OJTYyStP0sos8tQM25MnPcx9grc3gvM1MO2CogILYBQ+8JaF7qFmznvi5nK4TAr5SjW0hXpNESfFXBx+euDGr/pFiLM7ZSsJamKKUmmjP2y1OZbK4ACDSMIlKqdsy+3zEPXObYhduRNpzO8jzUlp3BKzsZIQQirTnaMjy0GNPQQu69Mij49rbs7b/rQIIPgc+viatzUvI2UitEu7YJNI3BKE8/d0QGlmLDQiROz0db0jWEG5F2TVkjvjIoWG1K+/I3XMZONhKwqrRW8rFyiylFp2wI9MpdVlCQW0m5JFoW99QGFhMFSqNw1yzFREwGSlVL5s1AAQ+3DR7FVlqwdRvTIz7IWO8HzsIc9xb3a2lxrzHdy/FW39vQ8lz7IHVdjXQt9pyUn5IQ0AQWE01qQxl0yBy8lRWsDyzDWhVYOH0LZYb6hc10QhJjvxvO8fe9vJ0TCJxabDwQ3JYK88DlAcSdbl27Xr200pNZGxRERnOsqTnYjCfGMZ3l8d5zsKE53DQ0tOZ4W7RKxrk1Sile6Toy63m5W/DEUsTjSzGpFUXcrUwsmXuFJzGGdx5qcGIh5tVORs8GFmJxaE5d4PK6ZHcMZTBiZBL5xoa4auce2kas5SMtnTyJkgxD5icnvYCUrVbLzI4LkiFpGmhqReGkBTwg8v9PLEWcddCxsydOjRjYnWwbvrW9t5bMfhErONO1terv7cbdNlic4/7E/Ri07AWlZncZ3m0MxxRzHaLJVHmMBWQeMUrRNpItTdB818EGD7U1f3opZzA2NwTkWdwuM76bmeMr61mdddnvhnP8fY1ICuIPCrelwjxweQBxp1vXrldaqvRkcuexAQ40NEea9prjkM+kIgKFYyN3rCSaSBX15053cjZTS2IUO0NHL/ccbhkGjjpg0EpGdaIVobSiaRSrrQidOo62I852cnq5YzCWK07K1uvUetJyNuv3LFcGloMJvPlAwvleQe6Y2S3kgSIEhtZPSKAPHRQlv6b6VM/Cyx3LYmIIdnbCWivoZZ4ze7Rw3yjuhYngHHPcj6g5WffRM6GgdpsOYzsigwRYW6nFRIZEKZqx4WjL8KmLQy72Z28ZDNK9mFvP2iDnXDeqGyXevdqkk/s6y/2lq8NdgqUTzRUlx+VWjB7vBR6MUc4xgXvdulbpybQjzU4ucuE2hGuOY1yD5urAMsTx5EoyMf7KCwSkrTlQlXZSQhDxudwFIq1YTEytxDvOWXHlASpirUJ2O8MZPZu5h75VLDmR7I8VKOXpT5FjXQA/FqSMY9bUkjpQM9qhFUKgXYw1hQ/0rtf6M8ccc9wQzJhG1Y2iylnf7pinIvZWdh5R2W1ZePl7FhRYz2NLMZkLvNoVsdBZ4zjcNOROSLyx0UTGTGxi37Pa4h2HmwB86epwpmDp68HTaB64PIC4EQ5KVVbazuyEJP/DC4bzfbfr9YrJPl0KOtCMavb5wIF1gcKFUl5fHJkvDSwhDCeOX0X1Wok/yloqbYKt2Ix8jBLNme2U052MYRFwOrAUKVqx8F60UngCuZNdy2OLEd3cspk6VpuGvnM0jcIgipdVC3V9Dcr/NVOGLAHxMXnzUszLXcvlnrQFxKqcbMIo+IlLkup+1GhNOTFN+79opCTVKRXjjIam0XRuQvNljjnm2A1bdiTeDO5GkkYhGeBYi+xEouHRxYizPcvVgaUZmbILM+xy5T7aUPx/nljga9uuzqIkOvByx83cxK4PC6z3LMSGnczxaifjvUea97Ui7n4xD1weQJxajAg0Od3JUcgDEEKYeUNWZaVO4ejmk5L3F/vFrtehxZWh3VUKakcGEPXZbh5oRgpQLJSdNT0b+PZWxuWBYiWJ6uN3c8/Qib1AwyhyL5L5373aoGepPTn+1YUBO7mvfYYeaka890iTr21kuODQ5aktxppDTcPLnYK+83S6DqUUC17RGRbSlTM2AwXKtHEQY8ZYjdLIGkm5vtqznO/l0kocxIq+aZQoABd+pAmhRh4n1yIELhrYKSazM1UXVUAMHCuNGuuvHbRMO+jOMccc10Z2rwdwDYh/k2JQyEbKergytOImbT0DK2Td1FPPeQuRqHkvxIbPXs3IrOfq0HF1YNFKsZGJQe5KYliKR2vAaivmpZ1CupKAnpVN7IPQNXQ9zAOXBxCVxXon93WJZpT+m0RVVmoZzXawE5L3s17fyd3MUlBmPYHAcmLYDpaT7QgUtUdRCJJ5Uej6+J3M0bNi4gjQjkTFtld4jDa847CM92trA7pl0FKVgDPr0UqznTlyKy2ATaOItbQmJ1r8hM52ciKtWEkU69m1F/jUw9GmYjuTNmofRGyuclau4EJgYKU12ZSEXVNmjCpjwyr9O40AbM6oH4Wp/654KdXre3VAzHMxc8zx+oEDNquHX3oN2Mhka1JlhmPAK2kWWGoYDiWazcxzeZBfk892NXV86cqARxZjtNY8s9rgYr/gQr/gcDMiUjwwXUPXw/1iKTHHDWKc5zLil+zGyFfDY5RI80elXcCs11cSw2orxijx3FGlCFwj0jQjvev9idG1USNA3/r6+EMvUX51jKGFVqTRmonxXkn9RFswwJG2mJlpDc1I4z3kLtCMNKutmFiLTPbBZsRSYljL9qedEoLCaFXXs3szJNRtWWpySOq5KNsZG5Gqmf13WyfiwU/uzjHHHNNzVGB3RrVSCT/UNKwkujSW9fsi4Z/pSacRiK7We1ZbPLQQE2nKDd6D0TV0PcwzLg8o9stzqRjkszgux1rRTI7LwwuSUzi9kzFw0NKBx5cjjrYiOrmfeL8PQmbNrKcdw2OLMU+sNHh4wXCxX9AvHEkpnBRpkbVfivTEeK0T1+VQ2gMcTBQ/dFJMDpciDcFjlOZ4O+Jdh5vl+KSGe2oh5mjL8O8u9ulw7YyLAh5ejDnbLeiU45nFj1WMyk2mLC1ZD7m/MUXbG0Hl77RXhmVeKppjjjcOIi2bQKMVjyyIP9p+4GHCfPdWrQDuV7w+zuINiFkCb1Xr2+FmxNGWoVuE+madVUZ6ZEnXr1ck3m9sZiwnmhBgp+Sn9ACvLMfbCe+c8kcKIaCVrsdRkXK/uZVzsh3Rt57MBg42FU8uJzTLoGX8ATrSjnm1J1LWTaN4ZCHiUxcHJVlNc7Jl6DlRrQU433e162o+sBxvxxxtx1waZvUCn5Tk2HHfnxNNIRr3bES/yGsV31lQCnRgwpdoVvBwuyTx5+q0c8wxB8ic0oo0MYFO7vnmZopW+5sgIiWdR2c7Oa90Mi73rajyBuEHvvVAg2eONLkw8HdMB+xuYB64PKAIIXBlaFkfFqStmEt9EYVzIfDSTsFSIg6l+9V5qbVhSs5KvxAht4pbkhaO0518180+3Vp3rlvw1bUBXetxLnByMeF4y0wIzVXjP9ct2MkdR5qaJ5ZFxyXS8FKnqHVYNI4LRuFDQCvFpaHlZDve1Q4eKbEGqLgix1qaE+2Ir21KW2EIkPrAKz1LL/dS9rIev7tLWlqcS0G6ikx7rUzItNHh/aowOsccc9z/CEBuPY1Es5N6tq/x3l1djgFe28n4s6vpLlmHnvVcHg759KWRBeybFzVXVlo0jXqggph54PKAohKBq3r0FyNV66RcGViG1vPmKZ2Ua6HizDSMZrsnLs0oad/NQqDV1FwcWDYye81gaCd3dK0nc6KdcmlgecuBxq73TovorSSGo+2IhlF8sww2olKGP3Uig+2DtF2HdrSrTHa6Qx0xKGC7CKjU10aI4kotwc6wKACP1hAHRb6HClyky0lkH0Jx0Vi30jxomWOOOW4FAw/D9Pq8vekNlQVO9/2+OXgv9zx9l7J4A5vc+wHzwOUBxbig22bmCCiMUmxmjqhUlH21m+O9LPx7tUtXqDgza0NpsWvGisx5jFE8shiznGg209l6AdPH8R6G1tMyCsOIyV5ZBawPC3IPhfMcW4i5OpDj9XLPmvP1LqJyelVQZ0aUUjy+nKBQE9mfVzp6onU4hIAJgVjL51WARGuuDi1LieZoO+JiL8cCvTzM9AkqnPiKrESwuUctqFK/vJ+UOueYY44HHzc7pdxoJ6L1cLQp8/orneyBKCHNA5cHFKutmDNdy2bmMErxXQcTlNI1xwUC39ouMAou9gtea83muVSoODOvdDIulfyRdmR466Em7z3S5LWepZMPr0sGfqitWYg1G5nD+UA7UixFirOdnM9dGXB5YNHIYp9oxXpWSvkjTqU2iLqsDZIliVRZqlESJDyyaLjcy/n2TkEIgRMLEZupISstnitOSuHAGE1TO4YOgpcMyoFIsRhrLg4KtjNh6it2p1w1cLQJhTLspHvvXxYjMX9cy+6tI+0cc8wxB9x4wLOdOb62ntKKNanzsqYAV4bJfVtCuqeBy8c//nH+9t/+21y+fJl3vetd/M7v/A7ve9/77uWQHhg8U5Jkp30oKjb58xspi7Hdty1AxVU5tRjtMnAMIXB5kLOdOYIXJ9PnNwZcHkSEILoqlcLu5aHjTKeoF/ELfccLmwPO9h07ZdaiCnmKkkPjpjgklUtzUpofOiABKDVcXtgu6m6gK2lO24jMfvWdlejcmZKJX71+NfVsZjmRur4TswcupBDhrmkyuGPlzxxzzDHHgwaDlJe8C2gdSLTiaCvi1W7OC1sZi7G6L0tI9yxw+T//z/+Tj370o/zu7/4u73//+/nt3/5tfviHf5jvfOc7HD169F4N64GB1rp0BW3N/PcbsQUYxywfiy+vpXzhSkrmAz7A1dyTaHixYyEIKbZS2E3tpGKsA7654ya6ZioyayUitJfw2rhrclqyYK+kHjvm3hwQs8PpOGSvuMSGUQlqP5jHJHPMMcfrFdVcTMkh9EHWDF+Kb94rP7zr4Z4J0P3Wb/0Wf/Wv/lV+7ud+jre+9a387u/+Lu12m3/4D//hvRrS6wqnFiPes9riqZUG71lt3VL/vnheCF8EpBzTMhrrA9ZDO5L26b1uplmtvrEWKetZXT2zoCj5JEiZabyDZ4455phjjpuDKXeBiVG89VCTp1YavPVQk6VE3/DG927hnmRc8jznK1/5Cr/yK79Sv6a15sMf/jCf//znd70/yzKybORA0el07so4H2TcTgfQ1VZMtFOQla01WsHQeaJSNW1cYfdQ05AP7ISwW8soCXLKaGMhUhxqGJwPoAIB8efolaWkaRVdGO0KRLPGcLZn6VvRfdFKCLbF1PsrC4Fps8MEyKfOMWKeXZljjjneWGhoaEUKDbzncLM2YQwh8Forum+F6+7JaNbX13HOcezYsYnXjx07xre//e1d7/+N3/gNfu3Xfu1uDW+OKTyz2iCEwNluTqwl2+ICrLbMLo7LgUaE945/fzWlU97033u0yXrmebVb0DSadxxM0EbTyT3Lia5dpzMPMZ4rqWc7s7Vqr9EaHwLNyPCuww0eXUoAai7OcqLxzvGFtYx+7lhJNLFR7OSBA4nh7QcjXu461oYFrTji8UVNERSX+pbcBx5dSnhmtcG5XsHnLg24OJQ2xBg4mEDQmgWj0FpMF3MPbSOsYetg6AJ5SSzeS4juUCyS2w2tyL3HK4XygSxAaoWTM17eUsASoCLoWdkVLRo40jJspI7tYnegNa4f00ACtiHXRlR+pjKArF7z7C63xex9fktaAsKN22Su1NJSKpx7Nc0xx61hlq6UAR5Z0LzvaJueYxcB93ZufO8E7q8wag/8yq/8Ch/96Efrv3c6HU6dOnUPR/TGgtaa9x1r875j7X1/5k0HJrk3jwPvOzb7vTeL6Qdr+jvH8cTB6x/vTSuGN600b8PI5phjjjnmuFO4J4HL6uoqxhiuXLky8fqVK1c4fvz4rvc3Gg0ajcau1+eYY4455phjjjcW7gk5N0kSnnnmGT71qU/Vr3nv+dSnPsUHPvCBezGkOeaYY4455pjjAcA9KxV99KMf5S//5b/Me9/7Xt73vvfx27/92/T7fX7u537uXg1pjjnmmGOOOea4z3HPApef/umfZm1tjf/pf/qfuHz5Mu9+97v54z/+412E3TnmmGOOOeaYY44KKoTwwLmsdDodVlZW2NnZYXl5+V4PZ4455phjjjnm2Adux/p9zwTo5phjjjnmmGOOOW4U88BljjnmmGOOOeZ4YDAPXOaYY4455phjjgcG88BljjnmmGOOOeZ4YDAPXOaYY4455phjjgcG88BljjnmmGOOOeZ4YDAPXOaYY4455phjjgcGD4TJ4jQq6ZlOp3OPRzLHHHPMMcccc+wX1bp9KxJyD2Tg0u12AeYO0XPMMcccc8zxAKLb7bKysnJTn30glXO991y8eJGlpSWUUrf12J1Oh1OnTvHaa6+94VV559dihPm1GGF+LUaYX4sR5tdihPm1GGH6WoQQ6Ha7nDx5Eq1vjq3yQGZctNY8/PDDd/Q7lpeX3/A3XIX5tRhhfi1GmF+LEebXYoT5tRhhfi1GGL8WN5tpqTAn584xxxxzzDHHHA8M5oHLHHPMMcccc8zxwGAeuEyh0WjwsY99jEajca+Hcs8xvxYjzK/FCPNrMcL8WowwvxYjzK/FCHfiWjyQ5Nw55phjjjnmmOONiXnGZY455phjjjnmeGAwD1zmmGOOOeaYY44HBvPAZY455phjjjnmeGAwD1zmmGOOOeaYY44HBvPAZY455phjjjnmeGAwD1yAzc1N/tJf+kssLy9z4MABfv7nf55er7evz4YQ+NEf/VGUUvzf//f/fWcHeodxo9dhc3OTv/bX/hpPP/00rVaLRx55hP/qv/qv2NnZuYujvn34+Mc/zmOPPUaz2eT9738/f/Znf3bN9/+zf/bPeMtb3kKz2eQd73gHn/zkJ+/SSO88buRa/P2///f5/u//fg4ePMjBgwf58Ic/fN1r9yDhRu+LCp/4xCdQSvHn//yfv7MDvIu40Wuxvb3NL/7iL3LixAkajQZPPfXU6+Y5udFr8du//dv1XHnq1Cl+6Zd+iTRN79Jo7wz+7b/9t/zET/wEJ0+e3Pca+JnPfIbv/u7vptFo8OY3v5nf+73fu/EvDnOEH/mRHwnvete7whe+8IXw7/7dvwtvfvObw8/8zM/s67O/9Vu/FX70R380AOEP//AP7+xA7zBu9Do8//zz4S/8hb8Q/uiP/ii8/PLL4VOf+lR48sknw0/91E/dxVHfHnziE58ISZKEf/gP/2H45je/Gf7qX/2r4cCBA+HKlSsz3/+5z30uGGPC3/pbfyu88MIL4X/4H/6HEMdxeP755+/yyG8/bvRa/OzP/mz4+Mc/Hp599tnwrW99K/yVv/JXwsrKSjh//vxdHvntx41eiwpnzpwJDz30UPj+7//+8JM/+ZN3Z7B3GDd6LbIsC+9973vDj/3Yj4XPfvaz4cyZM+Ezn/lMeO655+7yyG8/bvRa/P7v/35oNBrh93//98OZM2fCv/pX/yqcOHEi/NIv/dJdHvntxSc/+cnwq7/6q+EP/uAP9rUGnj59OrTb7fDRj340vPDCC+F3fud3gjEm/PEf//ENfe8bPnB54YUXAhC+9KUv1a/9y3/5L4NSKly4cOGan3322WfDQw89FC5duvTABy63ch3G8U//6T8NSZKEoijuxDDvGN73vveFX/zFX6z/7pwLJ0+eDL/xG78x8/1/8S/+xfDjP/7jE6+9//3vD//Zf/af3dFx3g3c6LWYhrU2LC0thf/j//g/7tQQ7xpu5lpYa8MHP/jB8L//7/97+Mt/+S+/bgKXG70W/+v/+r+Gxx9/POR5freGeNdwo9fiF3/xF8MP/uAPTrz20Y9+NHzoQx+6o+O8m9jPGvjf/rf/bXjb29428dpP//RPhx/+4R++oe96w5eKPv/5z3PgwAHe+9731q99+MMfRmvNF7/4xT0/NxgM+Nmf/Vk+/vGPc/z48bsx1DuKm70O09jZ2WF5eZkoenD8O/M85ytf+Qof/vCH69e01nz4wx/m85///MzPfP7zn594P8AP//AP7/n+BwU3cy2mMRgMKIqCQ4cO3alh3hXc7LX4n//n/5mjR4/y8z//83djmHcFN3Mt/uiP/ogPfOAD/OIv/iLHjh3j7W9/O3/zb/5NnHN3a9h3BDdzLT74wQ/yla98pS4nnT59mk9+8pP82I/92F0Z8/2C2zVvPjiryx3C5cuXOXr06MRrURRx6NAhLl++vOfnfumXfokPfvCD/ORP/uSdHuJdwc1eh3Gsr6/z67/+6/zCL/zCnRjiHcP6+jrOOY4dOzbx+rFjx/j2t7898zOXL1+e+f79Xqv7FTdzLabx3/13/x0nT57cNUE9aLiZa/HZz36Wf/AP/gHPPffcXRjh3cPNXIvTp0/z6U9/mr/0l/4Sn/zkJ3n55Zf5L/6L/4KiKPjYxz52N4Z9R3Az1+Jnf/ZnWV9f5/u+7/sIIWCt5T//z/9z/vv//r+/G0O+b7DXvNnpdBgOh7RarX0d53WbcfnlX/5llFLX/LPfiXgaf/RHf8SnP/1pfvu3f/v2DvoO4E5eh3F0Oh1+/Md/nLe+9a38jb/xN2594HM8kPjN3/xNPvGJT/CHf/iHNJvNez2cu4put8tHPvIR/v7f//usrq7e6+Hcc3jvOXr0KP/b//a/8cwzz/DTP/3T/Oqv/iq/+7u/e6+Hdtfxmc98hr/5N/8mf+/v/T2++tWv8gd/8Af8i3/xL/j1X//1ez20BxKv24zLX//rf52/8lf+yjXf8/jjj3P8+HGuXr068bq1ls3NzT1LQJ/+9Kd55ZVXOHDgwMTrP/VTP8X3f//385nPfOYWRn57cSevQ4Vut8uP/MiPsLS0xB/+4R8Sx/GtDvuuYnV1FWMMV65cmXj9ypUre5778ePHb+j9Dwpu5lpU+Dt/5+/wm7/5m/ybf/NveOc733knh3lXcKPX4pVXXuHVV1/lJ37iJ+rXvPeAZC+/853v8MQTT9zZQd8h3Mx9ceLECeI4xhhTv/Zd3/VdXL58mTzPSZLkjo75TuFmrsX/+D/+j3zkIx/hP/1P/1MA3vGOd9Dv9/mFX/gFfvVXfxWtX7c5hAnsNW8uLy/vO9sCr+OMy5EjR3jLW95yzT9JkvCBD3yA7e1tvvKVr9Sf/fSnP433nve///0zj/3Lv/zLfP3rX+e5556r/wD83b/7d/lH/+gf3Y3T2zfu5HUAybT8uT/350iShD/6oz96IHfZSZLwzDPP8KlPfap+zXvPpz71KT7wgQ/M/MwHPvCBifcD/L//7/+75/sfFNzMtQD4W3/rb/Hrv/7r/PEf//EET+pBxo1ei7e85S08//zzE/PCf/Kf/Cf8wA/8AM899xynTp26m8O/rbiZ++JDH/oQL7/8ch28Abz44oucOHHigQ1a4OauxWAw2BWcVAFdeAP5HN+2efPGeMOvT/zIj/xIeM973hO++MUvhs9+9rPhySefnGgDPn/+fHj66afDF7/4xT2PwQPeVRTCjV+HnZ2d8P73vz+84x3vCC+//HK4dOlS/cdae69O46bwiU98IjQajfB7v/d74YUXXgi/8Au/EA4cOBAuX74cQgjhIx/5SPjlX/7l+v2f+9znQhRF4e/8nb8TvvWtb4WPfexjr6t26Bu5Fr/5m78ZkiQJ/9f/9X9N3APdbvdencJtw41ei2m8nrqKbvRanDt3LiwtLYX/8r/8L8N3vvOd8M//+T8PR48eDf/L//K/3KtTuG240WvxsY99LCwtLYV/8k/+STh9+nT41//6X4cnnngi/MW/+Bfv1SncFnS73fDss8+GZ599NgDht37rt8Kzzz4bzp49G0II4Zd/+ZfDRz7ykfr9VTv0f/Pf/DfhW9/6Vvj4xz8+b4e+WWxsbISf+ZmfCYuLi2F5eTn83M/93MSke+bMmQCEP/mTP9nzGK+HwOVGr8Of/MmfBGDmnzNnztybk7gF/M7v/E545JFHQpIk4X3ve1/4wv+/XTtGbRCKAzhMF5NLiKDgksXN0aO4ewmzeA5391xBcpscIMO/U0tLm0FohJd+36oPn48H/hSv189jXddF3/ffzl+WJeq6jizL4nQ6xeVy2XnGz7NlLYqi+HUPjOO4/8SfYOu++OqVwiVi+1qs6xpt28bhcIiyLGOapuReah7Zshb3+z3O53NUVRXH4zHyPI9hGOJ2u+0/8T/06Bnwce9930fXdT/GNE0TWZZFWZYxz/Pm675F/KPvVABA0l72HxcA4PUIFwAgGcIFAEiGcAEAkiFcAIBkCBcAIBnCBQBIhnABAJIhXACAZAgXACAZwgUASMY72zUiy2IO0KkAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(jestr_results['target_score'], jestr_results['rank'], alpha=0.5, s=5, color='skyblue', label='JESTR')\n", "\n", "# correlation\n", "rho, p = spearmanr(jestr_results['target_score'], jestr_results['rank'])\n", "plt.title(f\"JESTR: Target Score vs Rank (ρ={rho:.2f})\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "spec", "language": "python", "name": "python3" }, "language_info": { "name": "python", "version": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 2 }