From 23d818ce1305574ba918fd5ff5a8492c5e32e267 Mon Sep 17 00:00:00 2001 From: Tim Kainz Date: Fri, 27 Sep 2024 15:44:00 +0200 Subject: [PATCH] added breast cancer --- .../code/00/einfuehrung_jupyter.ipynb | 857 +++++++++++++++++- 1 file changed, 828 insertions(+), 29 deletions(-) diff --git a/01_Python_Jupyter/code/00/einfuehrung_jupyter.ipynb b/01_Python_Jupyter/code/00/einfuehrung_jupyter.ipynb index 349db64..ae802a3 100644 --- a/01_Python_Jupyter/code/00/einfuehrung_jupyter.ipynb +++ b/01_Python_Jupyter/code/00/einfuehrung_jupyter.ipynb @@ -91,19 +91,38 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Daten generieren\n", - "x, y, scale = np.random.randn(3, 1000) # auch andere Werte möglich" + "x, y, scale = np.random.randn(3, 10000000) # auch andere Werte möglich" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\tikaiz.DESKTOP-N3LM399\\.conda\\envs\\dsai\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n", + " fig.canvas.print_figure(bytes_io, **kw)\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot data\n", "visualize_data(x, y, scale)" @@ -118,7 +137,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -139,7 +158,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -158,6 +177,19 @@ " return data" ] }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "def load_breast_cancer() -> pd.DataFrame:\n", + " breast_cancer_data = datasets.load_breast_cancer()\n", + " data = pd.DataFrame(breast_cancer_data[\"data\"], columns=breast_cancer_data[\"feature_names\"])\n", + " data[\"target\"] = breast_cancer_data[\"target\"]\n", + " return data" + ] + }, { "attachments": { "1700911428185.png": { @@ -174,16 +206,25 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ - "data = load_iris()" + "data = load_wine()" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "data = load_breas_cancer()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -193,34 +234,506 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 1])" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "labels" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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mean radiusmean texturemean perimetermean areamean smoothnessmean compactnessmean concavitymean concave pointsmean symmetrymean fractal dimension...worst textureworst perimeterworst areaworst smoothnessworst compactnessworst concavityworst concave pointsworst symmetryworst fractal dimensiontarget
017.9910.38122.801001.00.118400.277600.300100.147100.24190.07871...17.33184.602019.00.162200.665600.71190.26540.46010.118900
120.5717.77132.901326.00.084740.078640.086900.070170.18120.05667...23.41158.801956.00.123800.186600.24160.18600.27500.089020
219.6921.25130.001203.00.109600.159900.197400.127900.20690.05999...25.53152.501709.00.144400.424500.45040.24300.36130.087580
311.4220.3877.58386.10.142500.283900.241400.105200.25970.09744...26.5098.87567.70.209800.866300.68690.25750.66380.173000
420.2914.34135.101297.00.100300.132800.198000.104300.18090.05883...16.67152.201575.00.137400.205000.40000.16250.23640.076780
..................................................................
56421.5622.39142.001479.00.111000.115900.243900.138900.17260.05623...26.40166.102027.00.141000.211300.41070.22160.20600.071150
56520.1328.25131.201261.00.097800.103400.144000.097910.17520.05533...38.25155.001731.00.116600.192200.32150.16280.25720.066370
56616.6028.08108.30858.10.084550.102300.092510.053020.15900.05648...34.12126.701124.00.113900.309400.34030.14180.22180.078200
56720.6029.33140.101265.00.117800.277000.351400.152000.23970.07016...39.42184.601821.00.165000.868100.93870.26500.40870.124000
5687.7624.5447.92181.00.052630.043620.000000.000000.15870.05884...30.3759.16268.60.089960.064440.00000.00000.28710.070391
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569 rows × 31 columns

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" + ], + "text/plain": [ + " mean radius mean texture mean perimeter mean area mean smoothness \\\n", + "0 17.99 10.38 122.80 1001.0 0.11840 \n", + "1 20.57 17.77 132.90 1326.0 0.08474 \n", + "2 19.69 21.25 130.00 1203.0 0.10960 \n", + "3 11.42 20.38 77.58 386.1 0.14250 \n", + "4 20.29 14.34 135.10 1297.0 0.10030 \n", + ".. ... ... ... ... ... \n", + "564 21.56 22.39 142.00 1479.0 0.11100 \n", + "565 20.13 28.25 131.20 1261.0 0.09780 \n", + "566 16.60 28.08 108.30 858.1 0.08455 \n", + "567 20.60 29.33 140.10 1265.0 0.11780 \n", + "568 7.76 24.54 47.92 181.0 0.05263 \n", + "\n", + " mean compactness mean concavity mean concave points mean symmetry \\\n", + "0 0.27760 0.30010 0.14710 0.2419 \n", + "1 0.07864 0.08690 0.07017 0.1812 \n", + "2 0.15990 0.19740 0.12790 0.2069 \n", + "3 0.28390 0.24140 0.10520 0.2597 \n", + "4 0.13280 0.19800 0.10430 0.1809 \n", + ".. ... ... ... ... \n", + "564 0.11590 0.24390 0.13890 0.1726 \n", + "565 0.10340 0.14400 0.09791 0.1752 \n", + "566 0.10230 0.09251 0.05302 0.1590 \n", + "567 0.27700 0.35140 0.15200 0.2397 \n", + "568 0.04362 0.00000 0.00000 0.1587 \n", + "\n", + " mean fractal dimension ... worst texture worst perimeter worst area \\\n", + "0 0.07871 ... 17.33 184.60 2019.0 \n", + "1 0.05667 ... 23.41 158.80 1956.0 \n", + "2 0.05999 ... 25.53 152.50 1709.0 \n", + "3 0.09744 ... 26.50 98.87 567.7 \n", + "4 0.05883 ... 16.67 152.20 1575.0 \n", + ".. ... ... ... ... ... \n", + "564 0.05623 ... 26.40 166.10 2027.0 \n", + "565 0.05533 ... 38.25 155.00 1731.0 \n", + "566 0.05648 ... 34.12 126.70 1124.0 \n", + "567 0.07016 ... 39.42 184.60 1821.0 \n", + "568 0.05884 ... 30.37 59.16 268.6 \n", + "\n", + " worst smoothness worst compactness worst concavity \\\n", + "0 0.16220 0.66560 0.7119 \n", + "1 0.12380 0.18660 0.2416 \n", + "2 0.14440 0.42450 0.4504 \n", + "3 0.20980 0.86630 0.6869 \n", + "4 0.13740 0.20500 0.4000 \n", + ".. ... ... ... \n", + "564 0.14100 0.21130 0.4107 \n", + "565 0.11660 0.19220 0.3215 \n", + "566 0.11390 0.30940 0.3403 \n", + "567 0.16500 0.86810 0.9387 \n", + "568 0.08996 0.06444 0.0000 \n", + "\n", + " worst concave points worst symmetry worst fractal dimension target \n", + "0 0.2654 0.4601 0.11890 0 \n", + "1 0.1860 0.2750 0.08902 0 \n", + "2 0.2430 0.3613 0.08758 0 \n", + "3 0.2575 0.6638 0.17300 0 \n", + "4 0.1625 0.2364 0.07678 0 \n", + ".. ... ... ... ... \n", + "564 0.2216 0.2060 0.07115 0 \n", + "565 0.1628 0.2572 0.06637 0 \n", + "566 0.1418 0.2218 0.07820 0 \n", + "567 0.2650 0.4087 0.12400 0 \n", + "568 0.0000 0.2871 0.07039 1 \n", + "\n", + "[569 rows x 31 columns]" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " mean radius mean texture mean perimeter mean area mean smoothness \\\n", + "0 17.99 10.38 122.80 1001.0 0.11840 \n", + "1 20.57 17.77 132.90 1326.0 0.08474 \n", + "2 19.69 21.25 130.00 1203.0 0.10960 \n", + "3 11.42 20.38 77.58 386.1 0.14250 \n", + "4 20.29 14.34 135.10 1297.0 0.10030 \n", + ".. ... ... ... ... ... \n", + "564 21.56 22.39 142.00 1479.0 0.11100 \n", + "565 20.13 28.25 131.20 1261.0 0.09780 \n", + "566 16.60 28.08 108.30 858.1 0.08455 \n", + "567 20.60 29.33 140.10 1265.0 0.11780 \n", + "568 7.76 24.54 47.92 181.0 0.05263 \n", + "\n", + " mean compactness mean concavity mean concave points mean symmetry \\\n", + "0 0.27760 0.30010 0.14710 0.2419 \n", + "1 0.07864 0.08690 0.07017 0.1812 \n", + "2 0.15990 0.19740 0.12790 0.2069 \n", + "3 0.28390 0.24140 0.10520 0.2597 \n", + "4 0.13280 0.19800 0.10430 0.1809 \n", + ".. ... ... ... ... \n", + "564 0.11590 0.24390 0.13890 0.1726 \n", + "565 0.10340 0.14400 0.09791 0.1752 \n", + "566 0.10230 0.09251 0.05302 0.1590 \n", + "567 0.27700 0.35140 0.15200 0.2397 \n", + "568 0.04362 0.00000 0.00000 0.1587 \n", + "\n", + " mean fractal dimension ... worst texture worst perimeter worst area \\\n", + "0 0.07871 ... 17.33 184.60 2019.0 \n", + "1 0.05667 ... 23.41 158.80 1956.0 \n", + "2 0.05999 ... 25.53 152.50 1709.0 \n", + "3 0.09744 ... 26.50 98.87 567.7 \n", + "4 0.05883 ... 16.67 152.20 1575.0 \n", + ".. ... ... ... ... ... \n", + "564 0.05623 ... 26.40 166.10 2027.0 \n", + "565 0.05533 ... 38.25 155.00 1731.0 \n", + "566 0.05648 ... 34.12 126.70 1124.0 \n", + "567 0.07016 ... 39.42 184.60 1821.0 \n", + "568 0.05884 ... 30.37 59.16 268.6 \n", + "\n", + " worst smoothness worst compactness worst concavity \\\n", + "0 0.16220 0.66560 0.7119 \n", + "1 0.12380 0.18660 0.2416 \n", + "2 0.14440 0.42450 0.4504 \n", + "3 0.20980 0.86630 0.6869 \n", + "4 0.13740 0.20500 0.4000 \n", + ".. ... ... ... \n", + "564 0.14100 0.21130 0.4107 \n", + "565 0.11660 0.19220 0.3215 \n", + "566 0.11390 0.30940 0.3403 \n", + "567 0.16500 0.86810 0.9387 \n", + "568 0.08996 0.06444 0.0000 \n", + "\n", + " worst concave points worst symmetry worst fractal dimension target \n", + "0 0.2654 0.4601 0.11890 0 \n", + "1 0.1860 0.2750 0.08902 0 \n", + "2 0.2430 0.3613 0.08758 0 \n", + "3 0.2575 0.6638 0.17300 0 \n", + "4 0.1625 0.2364 0.07678 0 \n", + ".. ... ... ... ... \n", + "564 0.2216 0.2060 0.07115 0 \n", + "565 0.1628 0.2572 0.06637 0 \n", + "566 0.1418 0.2218 0.07820 0 \n", + "567 0.2650 0.4087 0.12400 0 \n", + "568 0.0000 0.2871 0.07039 1 \n", + "\n", + "[569 rows x 31 columns]\n" + ] + } + ], "source": [ "print(data) # does the same as just the end of the previous cell" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -231,18 +744,53 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "KeyError", + "evalue": "'alcohol'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", + "File \u001b[1;32mc:\\Users\\tikaiz.DESKTOP-N3LM399\\.conda\\envs\\dsai\\lib\\site-packages\\pandas\\core\\indexes\\base.py:3805\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 3804\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m-> 3805\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_engine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcasted_key\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 3806\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n", + "File \u001b[1;32mindex.pyx:167\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", + "File \u001b[1;32mindex.pyx:196\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", + "File \u001b[1;32mpandas\\\\_libs\\\\hashtable_class_helper.pxi:7081\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n", + "File \u001b[1;32mpandas\\\\_libs\\\\hashtable_class_helper.pxi:7089\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n", + "\u001b[1;31mKeyError\u001b[0m: 'alcohol'", + "\nThe above exception was the direct cause of the following exception:\n", + "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[46], line 3\u001b[0m\n\u001b[0;32m 1\u001b[0m columns \u001b[38;5;241m=\u001b[39m [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124malcohol\u001b[39m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mash\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmagnesium\u001b[39m\u001b[38;5;124m'\u001b[39m ] \u001b[38;5;66;03m# all columns\u001b[39;00m\n\u001b[1;32m----> 3\u001b[0m \u001b[43mplot_pairplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhue\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mtarget\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpalette\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mdeep\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcolumns\u001b[49m\u001b[43m)\u001b[49m\n", + "Cell \u001b[1;32mIn[45], line 3\u001b[0m, in \u001b[0;36mplot_pairplot\u001b[1;34m(data, hue, palette, columns)\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mplot_pairplot\u001b[39m(data, hue, palette, columns):\n\u001b[1;32m----> 3\u001b[0m \u001b[43msns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpairplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhue\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mhue\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpalette\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpalette\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mvars\u001b[39;49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcolumns\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32mc:\\Users\\tikaiz.DESKTOP-N3LM399\\.conda\\envs\\dsai\\lib\\site-packages\\seaborn\\axisgrid.py:2153\u001b[0m, in \u001b[0;36mpairplot\u001b[1;34m(data, hue, hue_order, palette, vars, x_vars, y_vars, kind, diag_kind, markers, height, aspect, corner, dropna, plot_kws, diag_kws, grid_kws, size)\u001b[0m\n\u001b[0;32m 2151\u001b[0m diag_kws\u001b[38;5;241m.\u001b[39msetdefault(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfill\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m 2152\u001b[0m diag_kws\u001b[38;5;241m.\u001b[39msetdefault(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mwarn_singular\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[1;32m-> 2153\u001b[0m grid\u001b[38;5;241m.\u001b[39mmap_diag(kdeplot, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mdiag_kws)\n\u001b[0;32m 2155\u001b[0m \u001b[38;5;66;03m# Maybe plot on the off-diagonals\u001b[39;00m\n\u001b[0;32m 2156\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m diag_kind \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", + "File \u001b[1;32mc:\\Users\\tikaiz.DESKTOP-N3LM399\\.conda\\envs\\dsai\\lib\\site-packages\\seaborn\\axisgrid.py:1496\u001b[0m, in \u001b[0;36mPairGrid.map_diag\u001b[1;34m(self, func, **kwargs)\u001b[0m\n\u001b[0;32m 1493\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 1494\u001b[0m plt\u001b[38;5;241m.\u001b[39msca(ax)\n\u001b[1;32m-> 1496\u001b[0m vector \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m[\u001b[49m\u001b[43mvar\u001b[49m\u001b[43m]\u001b[49m\n\u001b[0;32m 1497\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_hue_var \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 1498\u001b[0m hue \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdata[\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_hue_var]\n", + "File \u001b[1;32mc:\\Users\\tikaiz.DESKTOP-N3LM399\\.conda\\envs\\dsai\\lib\\site-packages\\pandas\\core\\frame.py:4102\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 4100\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mnlevels \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m 4101\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_multilevel(key)\n\u001b[1;32m-> 4102\u001b[0m indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 4103\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_integer(indexer):\n\u001b[0;32m 4104\u001b[0m indexer \u001b[38;5;241m=\u001b[39m [indexer]\n", + "File \u001b[1;32mc:\\Users\\tikaiz.DESKTOP-N3LM399\\.conda\\envs\\dsai\\lib\\site-packages\\pandas\\core\\indexes\\base.py:3812\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 3807\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(casted_key, \u001b[38;5;28mslice\u001b[39m) \u001b[38;5;129;01mor\u001b[39;00m (\n\u001b[0;32m 3808\u001b[0m \u001b[38;5;28misinstance\u001b[39m(casted_key, abc\u001b[38;5;241m.\u001b[39mIterable)\n\u001b[0;32m 3809\u001b[0m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28many\u001b[39m(\u001b[38;5;28misinstance\u001b[39m(x, \u001b[38;5;28mslice\u001b[39m) \u001b[38;5;28;01mfor\u001b[39;00m x \u001b[38;5;129;01min\u001b[39;00m casted_key)\n\u001b[0;32m 3810\u001b[0m ):\n\u001b[0;32m 3811\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m InvalidIndexError(key)\n\u001b[1;32m-> 3812\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[0;32m 3813\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[0;32m 3814\u001b[0m \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[0;32m 3815\u001b[0m \u001b[38;5;66;03m# InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[0;32m 3816\u001b[0m \u001b[38;5;66;03m# the TypeError.\u001b[39;00m\n\u001b[0;32m 3817\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_indexing_error(key)\n", + "\u001b[1;31mKeyError\u001b[0m: 'alcohol'" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "columns = None # all columns\n", + "columns = none# all columns\n", "\n", "plot_pairplot(data, hue=\"target\", palette=\"deep\", columns=columns) # other palettes: \"viridis\", \"deep\", \"muted\", \"pastel\", \"bright\", \"dark\", \"colorblind\"" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -258,9 +806,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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uXMfI0JBq7xnYUyeOoV6tGni5u+FrZcqoMr40b9+J5ycPkXXxOPK4GNL3rEWRkohxuZpax2/gVwx9z0CSV84g9+FtFMnxyJ4/Rhb9QFNQIsGidW8yDm9DnpR/TF8SESJSOMLAFvzXk5GRwZAhQ7hw4QKHDx9GR0eH5s2bo1Ao8sm+ePGCqlWrYmRkxJEjR7h06RLdu3dXeyT++OMPfv/9d6ZPn87169eJiIigSZMm3L9/X6Od0aNHM2zYMK5evYq/vz/t2rVTt3Hp0iXatGnDN998w40bN5gwYQJjx47VurP5/yIy4Lkh+GdqlpcpUYybd+5rrXPr7n3KlCimUVa2ZHHuPHysnpfcXBkGBppGiKGBATeiNL0uMxctp0LpEpQOC0WhVJKYmkb5UM3H/uVDA7h+/0mRxqNQKMjIysbCtGBjpCAS456TlhKPX2hFdZmevgFegaV5ev9qkdpQKpU8uHWGuJgneAWU/qh8rkxG1NOXVAjWDJ8oH+LLtYfPiqRToVCQmZ2DpalxgTLbTl4iokwxjA3zzkmuTE5UdAwVgjTDIsoHeXPtUVF1K8nMysbSJE93jkyO4Qc3Mkb6elx5EP1Wr4yoJy8oH6rpaa0Q6s+1B0+LqFdBppbzvGj7IazNTWlWrWyBdeNevyAlKYHQEuXVZfr6BgSGhvPgzvUi6S+Iq+dP4OkbxNypI+nfpS7jBnfg2IGtgOo3cffRU8qGaT5FKBcWzI27D7Q1V2SWbtqBlYU5TWpVyX9QRxcde1dkH4QnyJ7eRdfJs9B2zdoPxezbCZi06IOuq29+AX0DzLqPwazHOIyb9CBG34KEzGzKu+Y9+dLXNyAkNIy7UTcL1HPvzi3CSpbRKCsRXoa7Ube0yufm5nL86EFq1qmPRCIhNzeXhw/uUeKDNny9VU8xzEzzP5W4fecepUsW1ygrUzKMuw8eaXit32fPocPUqFIRYyOjAseSqVASEhJC5r0bGuU5D26i765lDgGDoBLIXjzGpEoDpD/MxGbwb5jVawt6mi9GMa3ZFGVmGlmXjheoX/B1ECEigv96PsxluWTJEuzt7bl9+zZmZmYax+bNm4elpSXr1q1Tv8HJ3z8v1nH69On88MMPfPPNNwBMmTKFo0ePMmvWLObNm6eWGzZsGA0bNgRg4sSJhISE8ODBAwIDA5kxYwa1atVi7Nix6vZv377NtGnT6Nq1a5HGlJ2dTXZ2tkZZrlKBvuTL3xNn6IJCAuZyzXJrK0sSk1O01klISqFsSct88nK5nOTUNGxtrClbshjrd+whLDgQF0d7Ll2/xcnzlzRuhA6dOMO9R49ZNO0nAGQyOUol2Fiaa7RtY2lOfHJqkcazes8xsrJzqFOuRJHk3yc9OR4Ac0vNsBhzC1uSEl4WWjcrM41fB1RHJstFR0eHpl3G4lesYqF1AJLSM5ErFNhYaK5dqbkZCSlpRer3qoOneZOdQ90PvNPvuPn4OQ9exDK+S3MtupXYWGgaH1ILU+JTM4qke+WhM7zJyaXue6EnFYJ9WHXoLOG+7rjZ2XDuziOOXbuL/K33MzlNNWbpB2O2sfiEMe87wZvsXOqWzTOQrt5/wvbjF/h70qBC66YkJwBgYaXp4bawtCEhLn+M76cQ+/oFR/Ztpl6T9jRu1Y1H92+x5q/fcdPpSJniQapzbWmhUcfa0pLE5IKNz49x7c59dh4+ycrp47UelxibItHRVXmg30OZmYbExFxrHWVGKm8ObUD++hkSPT30A0tj0rIPmZvmI3/xCABFYixZB9Yhj49BYmCIQcmqZJRtCKzDxsSQN++1Z2llTVzc6wLHkJyUiJW1ZmiQlbU1yUnawynOnz1BRno6NWrXByAtNQWFQo7le+c0JyeHqHv3MTE2xlSL9z8xORlrSyuNMmsrK+RyOSmpaUhtNPsTde8+j58+Y3j/vgWOQ6lUsuppKjP09LBTZvO+ma5IT0XHLH/YFYCutT36Hv4oZbmkrJmNjok55k06IzExJW3LUgD03X0xKlWVxLnjCtT/JREhIoUjDGzBfz0PHz5k7NixnD17lvj4eLXBFh0dTXBwsIbs1atXqVKlitbXo6ampvLy5UsqVdJ8RFqpUiWuXbumUVa8eN4fcScnVQxpbGwsgYGBREVF0bRp03xtzJo1C/nbjTYfY/LkyUycOFGjrJ3Ehg66+eOfvxT5Lp1KJZJCrqcfHnuXp1Ty9sCAHp2ZOv8vOvYfhgQJzo4ONKhZlT1HVJ6X1/EJzF6ykhnjR2L4gadb8kHjSi1l2th3+jKLtu7n98Hd8xnp2th76hK/Lt2AHNVmpa5DF2gdnBIlkvwzpIGBkSkDftlCTlYmD26dZffaqdjYu+ETVLAn9X3yzSfKIo1577nrLNhxhJnfdchnpL9j28lL+LrYE+rlWjTdSi3rQZvuCzdZsCuSWX3bahjpI9pEMGn1LppPmI9EAq52NjSpWIIdp68Wqliltwjn+exVFm47yMyBXdRjzniTzZiF6xjbrSXW5po3DHtOX+GXFVtQSCYAMHjMTJV68p/nIg28EJRKBV4+QbTqpNog6OEdwIvoR2w9cJQyxYNUevP/2PinijPevGHi7L8Y1acLVhYfW/MfhndItJSpUCTFoXgvBEEe8xSJuRUG4dV589bAlr96yq7jp5kc+c5T+ycLZk5Xt/yh7o+fWy3roYDfwOEDeyhZuiw2Us1r5DtxmUzGpGmzQAk21lYFa8y3Bt9dx/LL7jl4BC8PN4L8C97wPPPqY57I9PMGoK1zBfZDSeqGhSizVbcm6Xv+xqLdd6TtWIVERxeL1r1J27YMZWZ6ge0Ivh7CwBb819O4cWPc3NxYvHgxzs7OKBQKQkNDycnJySdrbFzwI/N3aLvAflj2voH+7tg7w16bfGFJ8bUxatQo9dup3nHEptQntfFPMZWDjhJSP7gPSEpJxdpSu7dFam1JYpKmdzs5JRVdXV0szVUGj7WlBZNHDSE7J4fUtHRsbaxZsGodTm/jQ+8+fExSSio9h41RtyF/O6c9J83mzIrp6OrovO1LGtKPGMwHzl7hp7/WMaV/F8qFas8s8SFVw0MI9RnGKVSP1eW5qjWUlhyHhVVeHGt6agJmlvk3oL2Pjo4Otg6qzBvOHkHEvnzEsZ2LP2pgW5uZoKujQ0KK5h/NxLSMAg3md+y/cINJK7cxtXdbygdrz37xJjuH/Rdu0LdJrQJ0S0hI0fRWJ6ZlILXQvtFPrfviLSau3MHUXq0oH+StcczG3JRZfduSnSsjOT0Teytz/th6GOe3m1StzN+NWdOjmpSWjo3lR8Z87hqTlm5iSr8OlAvJM3SexybwMj6JQbNWqMsUb3+Hx69GMX94T1K8VN5O2dvznJKcgJVNnoGWlpKEpVXh5/ljWFnb4uymOR/Orp5cPbMfK3Nz1bg/eBqTlJKKjZWmV7uovHgVR0xsPMN/y8sk8W7cldt8y6ZvquKqo4tSIUdioqlDYmL2ScaaPOYp+kGa16Wqng6EOljltSlTxZolZGbz/tU3JTk5n4f6faysbfJ5q1OSk7C0yl8nNvYVN65eYviPP6nLzC0s0dHRJTkpEZnMholTZxDzOpYKZUoR/eKFVp02VlYkJidplCWnpKCrq4uFueb1Jis7m6MnTtG1fdsCxzB74RJOvUxibq3iKOVydMw1r586puYo0rU/FZSnJaOTmqQ2rgFkcS+R6Oiga2mDxMAQXRs7LDsOyqv09u+O3aQlJM4aWWC/BP8OwsAW/FeTkJBAVFQUCxcupEoVlVF08uTJAuWLFy/OihUryM3NzefFtrCwwNnZmZMnT1K1al4qqNOnT1O2bNG8jgDBwcH5+nD69Gn8/f2L5L0GMDQ0xNDQUKPs3wgPAdVFwTUb7hlD8ffisC9cu0HlstqN/JAAP05d0HxL1vmrNwj08UJPT/MyY2hggJ3UBplMRuSZC9SoVA6A0sVDWDFLM/vAlD/m8SIugbIh/mrjGuDczXtUK6U9/AFUnuufFq/jl+86UblkSIFyH2JqbISpsRG2SpVhrFQqMbe05cHNM7h4qp6GyGQ5PL5zkfpthxTWVH6USrUhVxj6enoEeThzNuohNcPznsCcvf2Q6iUKTpO499x1Jq7YyuRvW1OleME3FAcv3iQnV06D8vnTI+rr6RLk7sSZqEfULJmn61zUI6qHFdzm3gs3mbByB5N7tKBqMe3p5QAM9fVwsLYgVy7n8JUo6pQKzhuzpwvnbt2n5nvn9eyt+1QvGVxQc+w7e5WJSzbya5/2VCkRpHHM08mODT8P1iibv3k/GVnZDO/QBA9HW6Js3QDVeba0lnLr6jk8vFXjlOXmcufmZdp00Uxt96n4BYbx6oVmHPmrl9E42krR19cjwNuDC9dvUb1cuPr4+eu3qVKm5D/S5+HixOoZmk+/Fv29lYw3WQzu3g6HO2dBIUcR+xw9d39kD/PigvXc/ZE90h7jrA1dexeUGZo3B6YGepga5P3mTUqWwdbKknPP46n+tiw3N5dbN6/RqVvvAtv2Dwzh2tWLNG7eRl127coFAoLy/56PHtyLhaUVpcq+H0Ovj4+vP1cuX+D04R08f/mKmb+MZ9CP46lUtky+NgCCA/05c0FzM+/FK9cI8PXOdx07dvI0Obky6lSvyocolUpmL1zCybPnmV01GCcjfWQvn2DgG0LO7bzrpIFvCNlRV7T2JTf6PkahZZAYGKLMUYUL6to6olQokL/NOpLwx2iNOmZ1WiIxNCJt1xq1zJfkf3Vz4udCGNiC/2qsra2RSqUsWrQIJycnoqOjGTmy4Dv377//njlz5vDNN98watQoLC0tOXv2LGXLliUgIIDhw4czfvx4fHx8KFGiBMuWLePq1ausWbOmyH0aOnQoZcqU4aeffqJt27acOXOGuXPnMn/+/M8x5CKja2qCqa+7+ruJlysWYYHkJKaQ9Sym0LrVUmCtPbjlgN2zF+w4eITY+ASaRai8ngtWrSM+MYkxA1Wxh00jarFlz0HmLF1N4zo1uHX3PrsPH2P8kO/Vbd6694D4hCT8vDyIS0xk6botKJQK2jdvpOqfsTHeHm4a/TAyNCDE252jF2+wPfIcxX092XL0NK8SkmhZSxXPPHf9LmKTUpjUpwOgMq7HL1zDsI7NCfX1UMdqGxnoY/Z2412uTMajF6/f/l9OXGIKd5++wMTQADfHPE+1RCKhUr3OHN25CKmjB7YOHhzduQh9AyNKVGikllu/YCSW1vbUe2t0H92xCFevUGwc3JDLcrl77TiXT+2gWde8WMnsrAwSXkervyfGveDl0yhi9JLpWKciY5ZsJtjDmeI+bmw5fpFXiSm0ertRb/aWA8QmpfJzj1aAyrget2wzw9s2oJi3G/FvPcGG+vqYm2huvtp28jLVSwZiZaZ902en2hUYvWwrIR5OFPd2ZfOJy8QkpdCqqurmavbWw8Qmp/Fzt2Yq3RduMnbZNoa3iaC4lyvxbz3vhgZ6mBurdN94/JzY5DQCXB2JTU5lwa5IFEolXevmhWN1iKjC2EXrCfJ0pbivO1uOnedVQjIta6iMpjkb9xKblMpPvVQew31nrzJu8XqGtW9CMR934pPT8vSaGGNooI+vq6PG2Mzfnv8PyyUSCXUbt2PnpmU4OLvh4OTGrk3LMTQ0onzVCLXcolnjsZba0bqTal3LcnN58exteIQsl6TEOJ4+uouRsQkOTqq1XLdJO34Z2YOdG5dRtnJtHt27xbEDW/mxtyr3eLvGdZk45y8CvT0pFuDDtoPHeR2fSPO6qrzs89dsJi4hifEDeqr7ce+xat28ycoiOSWNe4+j0dfTw8vNGUMDfXzcNUN/zN5u/PRxd0XvvupGNftyJMYR7ZG/foY85gn6xSqgY25NzvXTqnms1BCJqQVZB/4GwKBkVRSpiSgSXoGOLvpBpdH3CyNz5zK1HoNydZG/eooiKQ6JoREGJaqga+9Ku9JBLDt+EePTx3FydmXzhtUYGhpSpVpe3vfZv/+CjdSOjl17AdCwSSvG/jCArRvXUqZ8JS6cPcX1q5f4eapmylGFQsGRg3upXqseurqaJk3Dpi35Y/ovmJqaMKJ/X5as+pvXsfFUqViO3Nxclq/dQFxiIj8OVt1ENalXh2279zFvyXIa1a3NrTv32HPoCGOGDeJD9hw8QuXyZbDUEoYza8FfHD5+kp9Hj8Dk9E4SsnLIObYbl3b9kL14Qm70A4zLVEfHUsqb80cBMK3bCh0La9I2LVadn2tnMa3eBPMWPck4vBUdUzPM6rVV5cCW5arWXKymJ16RlYmOlvIvhURXGNiFIQxswX81Ojo6rFu3jgEDBhAaGkpAQACzZ8+mevXqWuWlUilHjhxh+PDhVKtWDV1dXUqUKKGOux4wYACpqakMHTqU2NhYgoOD2bFjB35+BcfYfUh4eDgbNmxg3Lhx/PTTTzg5OTFp0qQib3D8XFiWCqXC4VXq78HTVXHFz1Zu4XqPUYXWLZkBmQlwwAq2DPkRL3dXpo4ZjqO9yvhMSErmdVyCWt7ZwZ6pY4YzZ9lqtu49iK2NNQN7dFbnwAbIycll8doNxLyOw9jIkPKlSjB2UF/Mtezmfx8PJ3uqlAzhr637iU9OxcfViT+G98LJVrV5KT45lVfxeY91txw5jVyuYMqKzUxZsVld3qhKGSb0Vr0EJC4plQ6jp6uPrdpzlFV7jhIe6MOiMXk3BQDVGvYgNyeL7csn8SYzFTfv4vQY8ZdGDuzkhBgk7z1hyMl+w7YVk0hJfI2+gSF2Tt607TOFsPL11TLPH99i8a9d1d93r50CwOMKJZnUvQUp6Zks2nWM+JQ0fJ0dmDOgE85vc2DHJ6fzKjHv0fLm4xeQyRVMXruLyWvz0gc2ftvWO56+iufKg6f8OTj/i1beEVE6hOT0TBbuPk58ajq+zvbM/b69WndcSjox7+nedPwSMoWCyev2Mnnd3jzd5cP4qatqL0J2rox524/yPD4JE0MDKof68XO35li8Z/xHlAsjJT2TxdsPE5+Sio+LI7OHdFOHkcQnp/EqITlvzEfPIZMr+G3VNn5btS1Pb6VSTPw2z+tZVBo070xOdjYrF04hIz0NH/8Qhk2Yo5EDOyHulUb4V1JiHOOHdFR/37dtNfu2rSYgJJxRvywEVKn8+o+cxqZV89i+4S/sHJxp32MIEVVVITy1K5UlJS2dpZt2kpCUgre7C7//OBCnt/nmE5KSeR2v6Y3sMjzPQ33n0VMOnDyHo52UrX9OLfJ4ZfeukmVkgmH5ukhMLFAkxJC5fTHKNNVvSWJqjo7Fe+EYOroYVWmCxMwSZLnIE16RuW0xsid5aRElhsYY12qNxMQCZc4bFHEvyNw0l06+NmQle7Fo/kwy0tPxCwhi3E/TNXJgx8fFavyGAoNDGfLDONauWsK61UtwcHRmyA8T1Dmw33H96iXi415Tq26DfGMMCApFqVSSnp7BuMl5v/e+Q0cx85cJJCQlERsXry53cnRg8vhRzP9rBdt370dqY03/b7urc2C/49mLl9y4fYdpE8egjR17VfnJB/84Ia9w1yWWy3Qp26wtOuaWyF6/IGXlDBRvN9jqmFuh+17YmTInm+Rl0zFv3AGbfuNRZKaTffMC6Qc3838FHWFgF4pE+anBoQKB4KuwW79occSfmzLXiu69/9wYZ8R+Fb2HlBEfF/pCRGR9nT+gEnnuV9ELoDAq/CbrS3HdSnsO4n+DANl/lv7vn6J3eMtX0QsQ3WjEV9FrI/861xEAvZXaX0D0b2D/y/Iv2v7JsPCPCxWRytcuf1zovwyRB1sgEAgEAoFAIPiMiBARgUAgEAgEAsEnIdERISKFITzYAoFAIBAIBALBZ0R4sAUCgUAgEAgEn4REV/hoC0MY2AKBQCAQCASCT0JkESkccfshEAgEAoFAIBB8RoQHWyAQCAQCgUDwSYhNjoUjPNgCgUAgEAgEAsFnRHiwBYL/Er7WC18uhHX4KnoBKl1Y+FX01kta91X0Ajxxr/5V9N6Mc/oqegFSMr6Or6dD1td7idJp25ZfRW/5sl/vpStbL9h+Fb1erg5fRS+Ae/t5X023/VfTLABhYAsEAoFAIBAIPhGxybFwhIEtEAgEAoFAIPgkJMLALhRhYAsEAoFAIBAIPgmJjtjGVxhidgQCgUAgEAgEgs+I8GALBAKBQCAQCD4JkaavcIQHWyAQCAQCgUAg+IwIA1sgEAgEAoFAIPiMCANb8F9J165dadasmfp79erVGTRo0Ffrz/tIJBK2bdtW4PEnT54gkUi4evXqv9YngUAgEAg+Jzq6ks/2+V9ExGAL/ifYsmUL+vr6X7sbAMTExGBtbf3Z2luzZg1LliwhLjYWTzcXBvToRFhwYIHyV25GMXfZap48e4HUxor2zRrRrF5t9XGZTMaqzTvYd/QE8YlJuLk40bfTN5QLD9Pa3iEr2GMDVVKgeULR+mxTuTTeQ3tgGR6KkbM9F1v24/WOw58ybA027T/G6p0HSEhOwcvVmcFd2lAyyE+rbHxSCn+s2sidR9E8exVLm3o1GNK1bT65tIxM/ly3jWPnr5CWkYmznS0DOreiUsliGnLrj11gxcEzxKek4eNsz/DWdQn389Cq+/CVKDZEXuTe89fkyGT4ONnRp1E1Kob4qmVy5XKW7jvJzjPXiU1OxdPBloEtalEx2IcFuyLZcGYeGelp+AUE0bvfANw9vAqdm9Mnj7N21TJexbzE0cmZjl26U75iFfXxv1cvZ/3alRp1rKytWb5ms/r7HzOmcPTQfg0Zc2t7UCp5k5GKq09xGncai4Or9jkHuHXxAJE7F5EYG41cJkPq6EGlel0pWampVvnInYs4uGkmFep2onKzMepypVLJ6d1zuXZqPdmZqTh5hlG77ThsnQvW/T5RF3eza+kQfIvXonmf+eryZ/cvcOHgEl49u0lGShzNes2D8Lx6/9Z5rvSezPtj3r1hAacObSYzIxVP32K0/XYUzm75Zd9x8uBmzkXu5OWzBwC4ewfTtH1/PP3y1u++LUu4eu4wr188Rt/AEO+AEjg2L4mnkx0AG46cYeXeE8Qnp+HtYs+w9o0I99e+3g5fvMmmo+e4Gx1DrkyGt4s9vZvWpmIxf7XMjpOXmLBkU766ZxZNwlDL9blqqA7hPhKMDOBFAuy7KCcutcAhU9xLQtPyuvnKf10vQ67I+25uDLVK6ODjJEFfF9Ky4Ox9SExXzfXxHXO5fHwDWZmpuHgVp16Hcdi7FLy+oi4d4NSehSTGRqOQy7Bx8KB83W4Ur5C3tmf/UJOUhJf56lav15oOvUYBKt071y/k+MEtZGak4eUXSvtvR+Li7lOg7hfRD9mx7k+ePowiIS6Gtt2GUrux5su/st5ksG3tfK6cO0paahLuXgG07T6cqiFlC2z3cyBisAtHGNiC/wlsbGy+dhfUODo6fra29uzZw+TJkxk/fjweFgbsOHCE4T9NZdXsqTjY5X8r2svXsYz4eRqN69Rg7KB+3LhzjxmLlmFlaUH1CqqL7eK1GzkQeYoR/Xri4eLMuavX+XHKTP6cPAF/b0+N9qLuP+SsOThlf1q/dU1NSL1+l+crtlBq49x/OnwADp6+wMwVGxjRoz3FA3zYeug4gyfPYd2MCTja5j/vObm5WFmY0615ff7eo92oz5XJ6P/zLKwtzZk8uDf2UmteJyRhYmSoIbf/4i2mbdzPj+0aUMLHjU0nLvPd3LVsGd8PJxvLfO1euh9N+SBv+jeribmxEdvPXGXA/HWs/qEHge6qNyXO236U3eduMK5jI7wcbTl9+yFDFmygReWS7Dhzje+H/oizixsb161m/OgRzF+0AmMTE63juBN1i+m/TaJ9p+6Ur1iZs6dPMm3yJCZPm41/YJBazt3Dk4m/TFd/19HN//DSr1gVWvT8BYCzh9Zw5uAqWn47GVtHT47tWMDyaT0Y9NteDI1NtfbF2NSK6o17Y+vsja6uPnevHWPrX6Mxs5DiV6yyhuzzRze4cGwDjm4B+do5f3AxF48so36n37B28OTs3j/ZMKcbPcfvw8DITKvud6QkvODYlim4+pbOdyw3JxM71wBCK7Rg++L+Gsf+zfO8Yng3tcw7Dm5bxpFdq+j03SQcnD3Yu2kxcyb1Yfzs7RgVMN/3b12kdOX6eAeEoW9gyMFty5jzU1/GztyMlVT15sIHty9SrV5bPHxDUMjl7Fg7h36/L2XzL4M5fvUO09fuZlSnpoT5ebD52Dn6z1jOpl8G4yS1yqfv8r3HlAvx5fuWdTE3MWb7yUsM+mMlK8f2I9DDWS1nZmzIlslDNepqM64rBkkoHyhhx1kFCWlKqoTo0KGGLvN3y8mRaR0yAFk5SubvlmuUvW9cG+lD19q6PIlV8vcxORnZEOylq27z9L6/OHtwOU26TUbq6MmJXQtYM6M7/X7Zi2EB68vY1JLKDfsgdfRGV0+f+9ePsWPZj5ia2+ATqrqZ7TFmE0pFXr9iX9xnzYzulK5YR122b+sKDu5cQ7f+E3Bw8mD3pr+YObEvP8/dWuB5zsnOwtbBhVIV67Bh6e9aZVbMm8SLZw/pMfAnrGzsOBu5h5kT+1Kvwh4cHL7eWyz/f0eEiAi+ONWrV6d///4MGjQIa2trHBwcWLRoERkZGXTr1g1zc3N8fHzYu3cvAHK5nB49euDl5YWxsTEBAQH88ccfH9XxfohIdnY2I0aMwM3NDUNDQ/z8/FiyZMlH+1pU3UuXLiUkJARDQ0OcnJz4/vvv1cc+DBE5f/48JUuWxMjIiNKlS3PlypWP9uMdy5Yto2XLlrRu3VrtvbaXStm675BW+e37D+NgK2VAj054urnQuE4NGtasxrptu9Uy+4+dpFPLJlQoVQJnR3ua16tN2RLFWbd9j0ZbmW+ymDRzPm3iwUTxoabCidt/nHvjZ/Fq28FPq6iFv3cfoknNSjStVRkvVyeGdG2Lg9SazQcitco729sytGtbGlSrgJmJsVaZnUdPkZqRwbRh/QgL9MXJTkqJQF/8Pd005FYdOkPzSiVpUTkcbyc7RrSJwNHako2RF7W2O6JNBN0iKhHq6YKHg5QBzWrhbi8l8sY9tczuc9fpUb8yVYr54WpnTZtqpSkf5M2Wk1foWb8KFSpVxcPTi4FDfyA7O4vjxwr2/O/ctpkSJUvTqm17XN3cadW2PcVLhLNzu6YXUUdXF2sbG/XH0tIqX1t6+gaYW9lhZmnLpeObqd6kDyGl6+Lg6k/Lb38jNyeLa2d3FdgX76CyBJeug72zD1IHdyrW7YyDmz9P713SkMvOymDjguE06z4JI1MLjWNKpZJLR1ZSvl4f/EvWxc7Zn/qdpyDLyeL2hYJ1AygUcnYvH0alhv2xtHXLd9w7pBpVmgzGv2TdfMf+rfNcIdiHlYfO5hvzkd1rqNeiJyXL18bZ3Y/O/X8mJzuLCyf2fKhaTbdBk6lWry1uXoE4unjRoc94lEoFd26cV8t8P+ZPKtRoirObL66eAXT6bhKvEpK5/eQFaw6coFnV0jSvVgZvZ3uGt2+Mg40lm46c1apvePvGdG1QjRBvN9wdbenfKgJ3BynHr0Z9ICnB1tJc46ONsgE6nLyl4M5zJXEpsP2sAn09CPX4uFc0I0vz8z4Vg3VIzYSd5xS8TISUDHiVDOlZqrk+f2gllRv2IahUXexd/GnaXbW2b54reH15BpYjMLwOds4+2Ni7U652ZxxcA4h+cFktY2pug5mlnfpz//oxrO3c8Q8pBah0H961lgYtexBevhYuHr50GzCJnOwszh3fW6BuL78QWncZTNnKEehpuVHJyc7i8tkjtOo0EP+QUtg7udPkmz5I7Z1Zu3btR+fyP0Gio/PZPv+L/G+OSvB/jhUrVmBra8v58+fp378/ffv2pXXr1lSsWJHLly8TERFBp06dyMzMRKFQ4OrqyoYNG7h9+zbjxo3jxx9/ZMOGDUXW17lzZ9atW8fs2bOJiopiwYIFmJkV7v0CiqT7zz//5LvvvqNXr17cuHGDHTt24Our/VFuRkYGjRo1IiAggEuXLjFhwgSGDRtWpDHk5ORw69YtKlfW9P6VKVGMm3fua61z6+59ypTQDHEoW7I4dx4+RiZTuXByc2UYGBhoyBgaGHAj6q5G2cxFy6lQugT+b4rU3S9CrkzGnUfRlCserFFeNiyYG/ce/uN2j1+8TjE/b6YuXUu9XsNoN3Qiy7fuQa7Iu5PIlcmJio6hQpDm49vyQd5ce/SsSHoUCiWZWdlYvmfo58jkGOprPjxUKpVk58qoEOStLtPXNyC0WBh3om4V2P7dO7cpEV5Ko6xkeGnu3NasE/PiBd06tqZXt/ZM/+0nXsXkf5T9+M55Jn9fid+H1iY9JR5nz1D1MT19AzwDyhB9v2g3h0qlkoe3zhAf8wTPAE1v8s6VPxEQVg3fkIr56qUkPCcjNQ7PoLw1r6dvgJtfGV4+Klz36T3zMDazoXil1kXq4zv+zfNspK/HlQfRGmUJsS9ITY4nKKyCukxf3wC/4FI8unutyOPIyclCLpdhamZRoMybzHQATA0NiHrykvIhmmERFUL8uPYwWlvVfCgUCjKzsrEw1byJfZOdQ4NhU6g3ZDIDZi3nztP8a83KFMyNJTx6pVSXyRXwNFaJq13hBraBHvRvosvAprq0raqD4wfReP4uEl4mKmlZSYchzXX5tp4uvm8fKibHPyc9JQ7vkEpqeT19AzwCyvD8QdHX9uOoMyS8eoyHX/4nJQByWQ43zu6gROUWSCSq8cS/fkFKcjwhJcqr5fT1DfAPKcXDu9eLpFsbCoUchUKO/gfXdAMDQy5fvlxALcG/gQgREfwrhIWFMWaMKs5y1KhR/Pbbb9ja2vLtt98CMG7cOP7880+uX79O+fLlmThxorqul5cXp0+fZsOGDbRp0+ajuu7du8eGDRs4ePAgtWurYo+9vb0/UkuFvr7+R3X//PPPDB06lIEDB6rlypQpo7W9NWvWIJfLWbp0KSYmJoSEhPD8+XP69u1baD+ys7N5/vw5crkcIyMjUlNTyc7JwdDAAGsrSxKTU7TWS0hKoWxJzUfa1laWyOVyklPTsLWxpmzJYqzfsYew4EBcHO25dP0WJ89fQvGecXnoxBnuPXrMomk/cf2PfYVP2hckOTUduUKBjaWm0SC1NOdsciHBmh/hZWwcl24lEFG5HDNH9udZTCzTlv6NTK6gZ6tGACSlZyJXKLGx0Hx0K7UwJT41o0h6Vh46w5ucXOqWClGXVQj2YdWhs4T7uuNmZ8O5O484e/sRADYWZmS+V9/Sypq42NcFtp+clIillWaYjKWVDUlJServ/gFBDBw6EmcXV1KSk9iwbjUjh/Vn9p9LsbBQrZVSpcriWqwZVrbO3Lt2nP0bfmfnykn0/3k7evqqP9xmFlKStcSYvk9WZhpTB1VHJstBR0eHxp3H4RuaZ8xcP7ubmKe36TN+o9b6GSlxAJiaSzXKTcxtSU0sWPfzh5e4cXoTXX7cVmj/tPFvnudj1+4iVyo16qYkxQNgbqU5ZnMrKYlxhc/3+2xb/QdWNvYEFi+v9bhSqWTziumU8PNEammOXKFAaqHpdLCxNCPhZlqR9K3af5I32TnULVtcXebpZMeEHq3wc3UkPSuLvw+epvuvC1g3cQDujnkhbWZvbfL0D7zPGVlgqT1SAoCEVCU7zimITVZioA/l/HXoWluXRXvlJKruHbA2g9J+Es7eUXLqthxnGwkRpXSQK+DZA9X6MrPQnGtTC6nW+On3ycpMY9bwashlOUgkOjToOF7DUH+fO1cOk5WZRlil5uqylGTVBhaLD86zhZUNCXExheouDCNjU3wCirNr4184uXpjYWnD+ZP7eHz/JgoP7XsIBP8OwsAW/CsUL553EdbV1UUqlVKsWJ6n9V2cWGxsLAALFizgr7/+4unTp7x584acnBxKlChRJF1Xr15FV1eXatWq/aO+FqY7NjaWly9fUqtWrSK1FRUVRVhYGCbvxdBWqFChkBoqJk+ezM8//4yPjw9169YlKyuLYf2+Zfh3vUCpRFKIk+fDY8q3f9DfeVIG9OjM1Pl/0bH/MCRIcHZ0oEHNquw5chyA1/EJzF6ykhnjR2L4gVfka5F/TPnLPgWFUom1hTmjenVEV0eHIG8P4pOSWb3zgNrALlR3EXTsvXCTBbsimdW3rYbxNqJNBN/NWUvT8fPU7VcrHsCxa3fzj0mpVJ+3gsh/WHN9lCpTTuNoQFAwfXp05OihAzRt0ZrIo4f4c84MFErVA81OQ/4EICn2OXevHSOkdN23rX68LwZGpnz30xZysjJ5ePsse/+egrWdG95BZUlOiGH3msl0Hf4X+gaqWPf0lATOHf6bi5GqDZct+y4sYFAFT3pOVjp7lg8nosNPmJj9870YX+I8T1q9i+YT5iORgKudDU0qlmDryctUGDgZhWQaAH1HzX2rP38HPjbf7ziwbRkXT+1l0IQl6rn9kPV/TebF0/usGdk5r1DrmD+uc9/ZqyzcdoiZAzpj856RXtzHneI+7urvJXw9aD9hLrdSlQQ2bcIPZVQbFP+OfBurrHmvUVCRmhcJ8CIhT+JZnIJv6+lSxl+H/ZcV6iG9TISj1xU8vr6Lczsn8KOuBIkEWn+/oICBf3zchkam9Bq3lZzsTB5HneHA+t+wsnXFM7BcPtmrJzdh7+LPvNH10ZGo+tt/9GztDRdxzguj+8CfWDF3IsN7RqCjo4u7dyBlq9Qj/sW9j1f+DxCbHAtHGNiCf4UPM3xIJBKNsnd/SBQKBRs2bGDw4MH8/vvvVKhQAXNzc6ZNm8a5c+eKpMvYWHvcbVH4mO5PbVupLOzPRcGMGjWK/v37U6VKFdatW0eNGjVIeXQTgKSUVKwt82+8ApBaW5KYpOndTk5JRVdXF0tz1R9Ca0sLJo8aQnZODqlp6djaWLNg1TqcHFSZBe4+fExSSio9h6meOCi9QCGBR0ZwygKmPv73YsusLMzQ1dEh4QNvdWJqWj6v9qdga2WJnq4uuu/F/nm6OJGQnEquTIYhYG1mgq6OhIQUTS9mYloGUotC3GyoNs1NXLmDqb1aUT5I8+mJjbkpfw3pTExiCqkZWUgtTFm6/xQACSnpGL0nm5KSjJVVwRlprKxtSE5K1ChLSU4qtI6RkTEeHt7EvHwOQNlyFfEPCOJeour8y3JzADC3siXh9VN1vYzUREw/8Px9iI6ODlIHldfMySOIuJcPOb5rEd5BZXn55BYZqQn8Ob6VWl7xdlOYQqGg+7jdKOXyt7riMbO0V8tlpiVgap5/Uy9AUtwzUhJesOXPvKdCSqXK2Jr+fTA9xu/D2s5da134sud5Vt+2ZOfKSE7PxN7KnD+2HsbF1prZ37XjsnUEADKZar5Tk+KxtLZT109LScTcsvD5Bji4fQX7tyxhwLiFuHr6a5VZv2Qy1y8eY8ikpTiYXCdXJlP9rlLSNeSSUtOxsSw8lG7/uetMWraFKf3aU05LRpT30dHRIcTLlcOHDtOguCdLX6gcE3pvf3ZmxppebFOj/DHVH+NlghKb98K807IgPlV13XUNqIGtSzEqF9fF3wn2XFLNdXpqPOZWeesrIy3ho2tboqODzdu17egeRHzMI07tXZTPwE5OeMHj22do1nMazp6hOFupYuxyc3MBSE1OwMom7zynpiTm82p/KvaObgz/+S+ys97wJjMdKxs7Fk7/AVdX1/+o3Y/xNdPrzZ8/n2nTphETE0NISAizZs2iSpUqBcqvWbOGqVOncv/+fSwtLalXrx7Tp09HKv3P5r4wRAy24P8cJ06coGLFivTr14+SJUvi6+vLw4dFj7ctVqwYCoWCyEjtm+D+E93m5uZ4enpy+HDRUs4FBwdz7do13rzJC2Q+e1b7JqL3MTQ0RCqVEhISwpUrV7CwsFB7ky9cu0FooPaUUiEBfly4dkOj7PzVGwT6eKGnp3k/bWhggJ3UBrlcTuSZC1Quq4rlLV08hBWzfmPpjF9ZOuNXhj4HtywIT4ehz//di4a+nh6B3u6cv665ker89SiK+Rec2upjFA/w4fnrOI2wmOiY19haW6L/dp709XQJcnfiTNQjjbrnoh4R5p1/E9079l64ybgV2/m1RwuqFtNu8JgaGeLrbE+4nzvOtlZcuvcEY0N9DV25ubncvHGNwKAQrW0ABAQGc/WK5ibCq5cvERhccJ3c3ByeP3uKtY3qD4uxiQlOzi5IHTyQOnhg7+KLqYWUtOQ4zC3fGt2yHJ7cvYC7X8kC29WGEqXagPQJrkD/X7bz3U9b1B8Xr1DCKjam6+jtSB28kTr5Ymphx5OoU+o25LIcnt2/gLO3dt1SR2+6jtlJlx+3qT++xWri7l+OLj9uw8K68Kw+X/I8Axjq6+FgbYFMoeDwlShqlgzE3d4Geyd37J3ccXL1wcLKlqjredcFWW4u929fwjtAe+rMdxzcvpy9mxfx/Zj5ePjmP+dKpZL1f/3K1XOHGTRhMbYOrm/HrEeQpzPnbmnu5Th7+wFhPgXfjOw7e5UJSzbyS++2VAkrOFXo+/rvRr/EzFAPZVYGSemQlA5xqZD2RomXY56BpqMDHvYSnsd9mlPC0VqiYaQ/j1MiNVe1q29oirnUAz8f1dq2c/bFzNKOx7dOq+Xlshye3r2Aq++nrW1QIn97M/o+105uwdRCSnDpCGwcPNTn2dnNG0srW25f0zzP925dwiegeL52/gmGRsZY2diRkZ7Kratnivyk9Z8i0ZF8ts+nsH79egYNGsTo0aO5cuUKVapUoX79+kRHa98/cPLkSTp37kyPHj24desWGzdu5MKFC/Ts2fNzTEOBCA+24P8cvr6+rFy5kv379+Pl5cWqVau4cOECXl6F5wN+h6enJ126dKF79+7Mnj2bsLAwnj59Smxs7EdjuIuie8KECfTp0wd7e3vq169PWloap06don///vnaa9++PaNHj6ZHjx6MGTOGJ0+eMH369HxyBdGtWzdGjBhBaGgo7ub67Dh4hNj4BJpFqC6cC1atIz4xiTEDVd67phG12LLnIHOWrqZxnRrcunuf3YePMX5IXpaTW/ceEJ+QhJ+XB3GJiSxdtwWFUkH75qrQCBNjY7w98gyLhFwwUKoyiTjlFq3fuqYmmPrm/aE28XLFIiyQnMQUsp59Wrxhu4a1mTB3GYE+HhTz82bb4RO8jk+kRZ2qAMxbu5W4xGQmfN9NXefeE9XmtMysLJJT07n35Bl6erp4u6rSibWsU42N+44yY/l62tSrSfSrWJZv20vbejU1dHeqXYHRy7YS4uFEcW9XNp+4TExSCq2qqm5GZm89TGxyGj93awaojK6xy7YxvE0Exb1ciX/rITQ00MPcWOWbvvH4ObHJaQS4OhKbnMqCXZEogc61K7Jk30mMQ07g5OzKpvVrMDQ0omr1vD+Ss6ZPRiq1pVM31d6Fxk1b8OOIQWzZ+Ddly1fi/NlTXLt6icnT8h5HL/vrT8qUq4idnT0pyclsWLeKzMxMatRShX68efOGdWuW4xDSHHNLe5LiX6Cnb4BCqUBHR4/Xz+8RuXMR+gZGhJXPC5/ZtPAHLKwdqNtmCKDKa+3iFYKNvTtyWS73rh/n6qkdNOk8TjUHxqY4uGoaovqGxpiYWWHnrCqXSCSUqtmZc/sXYm3vibW9B+f2LUTPwIjgMnm6dy8fgbmVA1WbDUVP31Bd/x2GJqqnG++X52RlkBSX9wc4JeE5d54lYGlq/K+dZ4VSSde6mnG7EomEmg07sH/LErUxtm/LEgwMjShTpYFabvns0VhJ7WnWQbX348C2ZexaN49ug37Dxs5ZHcttaGSCkbEqJG3dX79y8cReev8wC0MjU1KS4onPSMPM2IgOdaswdvEGgjxdKe7rzpbI87xKSKZlDZVHds7GfcQmp/LTt6pr5r6zVxn310aGtW9EMR934lNUsdqG+vqYm6jGvHDbIYr5uOPuYEvG2xjse89iGNkpfy7083cVVA7WITFNQWKaksrBOuTK4ObTPAO7aXkd0t7AkWuqG+GqoRKex0NimhJDfVUmEgdr2Hsx70b57F0F3eroUilYwu1oJS5SCX6OqjzYEomEsrU7c3LPQmwcPLBx8ODk7oXoGxgRWi5vfW1b8gPmVvbUaqlKN3hyz0KcPUKxfru2H9yI5PqZ7TToMF5jTEqFgmuntlK8QjN0dDXNK4lEQq1G7dmzeSn2Tu44OLmzZ8tSDAyNKFe1vlpuyR9jsZba06Kj6u+JLDeXl89VN38yWS5JibFEP76LkZEx9k6qa+zNK6dBqcTBxZO4mGdsXDkLRxdPWrRokW/e/xeYMWMGPXr0UBvIs2bNYv/+/fz5559Mnjw5n/zZs2fx9PRkwIABgGpvVe/evZk6deoX7acwsAX/5+jTpw9Xr16lbdu2SCQS2rVrR79+/dRp/IrCn3/+yY8//ki/fv1ISEjA3d2dH3/88bPo7tKlC1lZWcycOZNhw4Zha2tLq1attLZnZmbGzp076dOnDyVLliQ4OJgpU6bQsmXLIo2jQYMGJCUlMX/+fGJfv8bL3ZWpY4bjaK/yLCYkJfM6Lu/tL84O9kwdM5w5y1azde9BbG2sGdijszoHNkBOTi6L124g5nUcxkaGlC9VgrGD+mJuWvjj8E/BslQoFQ6vUn8Pnq6a+2crt3C9x6hPaqtOxTKkpGWwdPNu4pNS8HZzZubI73GyU3lgE5JTeJ2gGSbR6Yef1f+/8yia/afO42QnZdvcXwFwsLVh9uiBzFyxkQ4jJmFnY8U39WvSqWk9jXYiSoeQnJ7Jwt3HiU9Nx9fZnrnft8f5bZ7guJR0YhLzQnI2Hb+ETKFg8rq9TF6Xt2Yalw/jp64qIyM7V8a87Ud5Hp+EiaEBlUP9+Llbc+wszQAlC+f9QXp6Gv4BQUz4eapGDuy4uFiNlFaBwaEMGzmWNSuXsnbVMhydnBk2cqxGDuyE+Hh+n/IzaakpWFha4h8QzNSZc7F3UHl2dXR0ePrkMYcOfk9WZhpmVrZ4BZbF2NSSveumkJWZiqt3cboO/0sjB3ZyYoxGX3KyM9m5chIpia/RNzDC1smL1r2nUKxcnpFYFMrW+RZZTjaH1k0kKzMFJ88wWvdfqpEDOy0p5pNTe72Kvsn6WXnxx0c3T+Yoeefm3zrPFibvBwGpqNOsGzk52axb/KvqRTN+xeg/9k+N3MhJ8a/QeW/Mx/dvQCbLZfF0zZzTDVr3oVFb1Q33if2q7EezxvfQkJnQoxVNKpciJSODxTsOq16u4+LA7MFdcbZVhRfFp6TxKiFZXWfzsfPI5Ap+W7WD31btyBtzpXAm9lRlbkl7k8XPK7aSkKIy4gPcnVk8shehWp4EnI5SoqerpH5pHYzfvmhmzTHNHNgWJhKNMDtDfQkNy0owM4LsXHiVpGTFITkv3/v5xyTCxhMKaobpUDUUktPh4iN4otrfSMV6PZHlZLF3zSTeZKTg4l2cDkOWaOTATk14qRH/npv9hr1rJpGa9Ao9fdXabtZjKiFlNdf2o6jTpCS+pERl7YZtveZdyM3JYu2i38jISMXbL5TB4+ZrnOfE+Fcaazs5KY6fhrZTfz+wfRUHtq/CP6QUw39aDKiyw2xdPZekhNeYmlkSXqEmzdp/98VfvvY50+tlZ2eTna35wgVDQ0MMDTX3FOTk5HDp0iVGjhypUV63bl1Onz6NNipWrMjo0aPZs2cP9evXJzY2lk2bNtGwYcPP1n9tSJT/NEhUIBD8q8Te1p6T90tzIazDx4W+EJUuLPwqeg2TXnwVvQBP3Kt/Fb0345w+LvSFSMn4OtGKHXTWfBW9AKdti3aT/bkpn1Zwbu0vzYynTb6KXi/X/G9//Ldwt8n8uNAXomrI53OaaCOqZZ2PCxWR9cUqaWTwAhg/fjwTJkzQKHv58iUuLi6cOnWKihXzUn3++uuvrFixgrt3NdPNvmPTpk1069aNrKwsZDIZTZo0YdOmTV/0JkTEYAsEAoFAIBAIvhqjRo0iJSVF4zNqVMFPOz/MsKMsJOvO7du3GTBgAOPGjePSpUvs27ePx48f06dPn886hg8RISKC/6/o06cPq1ev1nqsY8eOLFiwQOsxgUAgEAgEeXzONH3awkG0YWtri66uLq9evdIoj42NLfC18JMnT6ZSpUoMHz4cUKUNNjU1pUqVKvz88884OX2Zp3fCwBb8f8WkSZMKfJOihcU/T/smEAgEAsH/T3yNPNgGBgaUKlWKgwcP0rx53ot8Dh48SNOm+TfTAmRmZubLoqWrqwob+pJR0sLAFvx/hb29Pfb29h8XFAgEAoFA8H+OIUOG0KlTJ0qXLk2FChVYtGgR0dHR6pCPUaNG8eLFC1auXAlA48aN+fbbb/nzzz+JiIggJiaGQYMGUbZsWZydnb9YP4WBLRAIBAKBQCD4JL7Wmxzbtm1LQkICkyZNIiYmhtDQUPbs2YPH21fDx8TEaOTE7tq1K2lpacydO5ehQ4diZWVFzZo1mTJlyhftpzCwBQKBQCAQCAT/NfTr149+/fppPbZ8+fJ8Zf3799f6roovicgiIhAIBAKBQCAQfEaEB1sgEAgEAoFA8El8zhfN/C8iDGyBQCAQCAQCwSeho/t1YrD/WxAGtkDwX4JxRuxX0fu13qYIcKpM76+it+aKrl9FL4Anx76KXns7r6+iF0Bh/nXetJeb/fUyCnmbPP8qeiXJ8q+iF6B5mfivotdEkvFV9ALYx9/+arqh8Rdt/WttcvxvQfj3BQKBQCAQCASCz4jwYAsEAoFAIBAIPgkRg104YnYEAoFAIBAIBILPiDCwBQKBQCAQCASCz4gIEREIBAKBQCAQfBJik2PhCANbIBAIBAKBQPBJCAO7cESIiEAgEAgEAoFA8BkRBrZA8IWRSCRs27bta3dDIBAIBILPhkRH57N9/hcRISICwX8ZGw+eZNWeo8Qnp+Lt4sjQjs0oGeijVfbIhetsOnyKe09fkJsrw9vVkV4t6lGheKBa5uHzGBZs3sedx8+IiU9iSMdmtK9XTWt7m/YfY/XOAyQkp+Dl6szgLm0oGeSnVTY+KYU/Vm3kzqNonr2KpU29Ggzp2jafXFpGJn+u28ax81dIy8jE2c6WAZ1bUalksU+eG5vKpfEe2gPL8FCMnO252LIfr3cc/uR23mf9hTusOH2T+LRMfOytGR5RlnAPh4/WuxL9mp7L9+Fjb8WGPk21yuy7+YiRm49TPcCNWd/U0tR77AIrDp4hPiUNH2d7hreuS7ifh9Z2Dl+JYkPkRe49f02OTIaPkx19GlWjYoivWiZXLmfpvpPsPHOd2ORUPB1sGdiiFpXek3nH5n1HWLt9LwlJyXi5uTCwW3tKBPtr1R2flMyc5eu4++gpz2Je07pBbQZ1b68hc+zsRVZu2c3zmNfI5HLcnBz4pnE96levqCG3Ze8h/t6+h4SkFDzdXBjYvQNhwQHa9SYmM3fFWu4+fMLzmNe0alCHgT06asjsOHiUfcdO8Sha9VKXAB9PendoTbBf/t/LxgPHWb3rMPHJKXi7OjGkc0tKBuafG9WYU5i1egtRj5/x7FUcbSOqMbRLKw0ZmUzOsu0HWL/vGCnpGUgAFwc7xvXpUGC7ANdv3GDR4sU8fRqNVGpD65ataNiwgYbMyZOnWLlqFTExMTg5OdGlS2cqVcyby8zMTFauWs3p06dJTknBx8ebPr17E+Cfdw5L9hyjVf+gVhF0qVclX/nhS7fYeOw8d5/FkCuT4+1sT58mNakYqvn7T8t8w9ythzhy+RapGVm42FozqHUEt5+8YMOpmWSkp+EXEEzPvoNw9yj85UZnTkWybtUSXsW8xNHJmfade1KuYlX18T7d2hIX+ypfPR0dHTy9fOnW63sOH9jDscP7NI4HBAQwa+ZMrt+4weLFi3n69ClSqZRWLVvSsGFDDdmTJ09+MNddNOZ61+7d7N69m9evXwPg4eFB+3btKFOmjFomISWN2et3c/TSTTLeZCGRSPBytufHri0pGeCtdexHLtxg05HT3I1+qbp2uzjSq3ldKhbP+z1sOXqW3acu8fC5ag6CPF35rnV9Qn3cC53Xz4UIESmc/83bBoHgf5QDZ6/w++ptdG9ShzU/D6NkgDcDpi3iVXySVvkrdx5SLtSfP4b1YtXPQykd5Mfg3//izpO8t8hlZefiaifl+7aNkFqaF6j74OkLzFyxgW7NG7DytzGUCPRl8OQ5vIpP1Cqfk5uLlYU53ZrXx8/DVatMrkxG/59nEROXwOTBvdkwcxKjenfCztqq6JPyHrqmJqRev8utgZP+Uf0P2X/zMdP2nadnleKs692Eku72fLfmIDEp6YXWS8vKYey2k5T1dipQ5mVyOjMOXCTcPb+xvv/iLaZt3E/P+pVZN7oXJX3d+W7uWmISU7S2del+NOWDvJnzfTvWjvqW0gGeDJi/jjvRMWqZeduPsun4ZX5oW48t4/vRqmophizYoCEDcOjUOf5YtpYuLRuxfPpEwoL8GfrLDF7FJWjVnZsrw8rCnC4tG+Hr6aZVxsLMjC4tG7Fo8hhWzviJBjUq8+u8JZy9ckMtc/jkWWYvW0Pnlk1Y+vskwoL8GfbzdF7FaX/7X64sFysLCzq3bFKg3is371C7cnnmTBrFwsnjcLCVMmTiNOISNNfsgTOXmLFyM92aRbB68khKBPgw8Lf5Ba9tmWrM3ZtF4OfuolXmzw07+XvvEdIz39CvbWO6t6hPTFwC/SfPK7DdV69eMXbceEJDQpk3ZzZt27Tlz4ULOXnylFrmdlQUv/72GzVr1mT+vLnUrFmTXyf/xp07d9Qys/6YzeUrVxg+bBgL5s8jvGQ4o34cTXx83lyO7tgEPV0dBreux18jelAuSHXTUcxH+1xevv+E8sG+zB3YmTVj+1Im0IuBc1ZzJ/qlWiZXJqPPjOW8jE9iWp92bP1lIGO7NOXs7YesPniann0GMWXmQqysbZg0ZihvMjO16gK4G3WTGb9NpFrNuvw+d4nq398mcO9O3psRp8xayF+rtvDXqi30+m4IOrqqN4L2GziCoNDi/DL+B7Ky3lC6VCnWrF6t/vw0aRKvXr1i3LhxhISEMHfOHNq2acOChQs5efKkuv2oqCgm//YbtWrWZP68edSqWZPJkydrzLWtrS3dunVj9h9/MPuPPwgLC2PSTz/x9OlTAJRKJUNnLefmw6dkZefQt2UEtcoU51VCEv2n/0VMAdfuy3cfUS7Un9lDe7B60iBKB/sweOZS7jx5oZa5dOchEeVLsHBUH5aN64+j1Irvpi0itoDrhODfRRjYAkER2LdvH5UrV8bKygqpVEqjRo14+PAhADk5OXz//fc4OTlhZGSEp6cnkydP1qgfHx9P8+bNMTExwc/Pjx07dvyjfqzZe4ym1cvRrEZ5vFwcGNqpOQ5SKzYdPqVVfmin5nRpVIsQH3fcHe34rm1D3B1tOXHlllomxMedge2bEFEhHAP9gh9q/b37EE1qVqJprcp4uToxpGtbHKTWbD4QqVXe2d6WoV3b0qBaBcxMjLXK7Dx6itSMDKYN60dYoC9OdlJKBPriX4DB9DHi9h/n3vhZvNp28B/V/5BVZ2/RvKQfLcL98bazYkS9cjhamrLxwt1C6/286zT1Q70o7mqn9bhcoeDHLcfpW70ELtZm+fUeOkPzSiVpUTkcbyc7RrSJwNHako2RF7W2N6JNBN0iKhHq6YKHg5QBzWrhbi8l8sY9tczuc9fpUb8yVYr54WpnTZtqpakQ7MPKQ2c12lq38wCNa1alSe1qeLo6M6h7e+ylNmzdf0Srbid7Wwb36ED96pUKPM/hoYFUK1cKT1dnXB3taduoLj4erly/c/89vftoVKsajetUx9PVhYE9OmIvtWFbgXrtGNSjI/VrVMbUxESrzPjBfWlRvzZ+Xh54uDrzQ98eKJQKLl7XfH312t1HaFqjAs1qVsTLxZGhXVrhILVm08ETWtt1tpMyrEsrGlYth5mJkVaZPSfOY2ZsTLOaFenWLII+rRtSOTwUPV3dAtvdvWcP9vZ29OndC3d3d+rXi6BunTps2rJFLbNt23bCS5bkm7ZtcHNz45u2bShRIoyt27cDkJ2dzclTp+jRvRvFioXi7OxMp44dcHR0YNfuPep2tp+6TLPKpekcUZlS/l4YGxpgZKDPyev38vULYPg3DelavwohXq54ONjSv0Vd3B2kRF7LMza3nbxMakYmM77rQAk/D5yl1pTw9eDgxRv0aFiN8pWq4u7pTf8ho8jOzuZE5CGtugB2bd9EWMlStGjTEVc3D1q06UixsFLs2r5RLWNpaYW1jRRrGylHD+7F1c0DRycXqteqR/de/ZHa2vHyeTT6+vrY2NioP+bm5m/n2p4+vXvj7u5OvXr1qFunDps15nob4SVL0rZtW9zc3Gjbti0lSpRg29u5Bihfrhxly5TB1dUVV1dXunbpgpGRkdoIj34Vz42HT9HT1aVZ9XL0bFqHX/t1QF9XDxMjQzYdOaN1/MM6NqVLwxqEeKuu3d+3boC7oy3Hr+Zdu3/p24E2tSsR4OGCl7M9Y3q0RqlQcv72fa1tCv5dhIEtEBSBjIwMhgwZwoULFzh8+DA6Ojo0b94chULB7Nmz2bFjBxs2bODu3busXr0aT09PjfoTJ06kTZs2XL9+nQYNGtChQwcSE7V7sQoiVybjzuPnlA/VfGRePjSA6/efFKkNhUJBRlY2FqbaDZJCdT+KplzxYI3ysmHB3Lj38JPaep/jF69TzM+bqUvXUq/XMNoNncjyrXuQKxT/uM3PRa5cTtTLBCr4OGuUl/d25trz2ALrbbtyn2dJafSuXqJAmYWR17A2NaJ5eP6wi1yZnKjoGCoEaYYxlA/y5tqjZ0Xqu0KhJDMrG8v3DN4cmRzDD26gjPT1uPIgOk93roy7D59QtkSIhlzZsBBu3P3n5/l9lEolF6/fJvrlK0q8Df/IzZVx7+ETyoSFasiWKVGMm3c+n7GQnZONTC7HwtxUXab6XT2jXPEgDdlyxYO4fu/xP9aVk5vLq4QkjXYN9fVRKpUFthsVdYfwkuEaZaVKhXP//n1kMplK5s4dwsNLasqEhxN1OwoAuVyOQqHAwMBAQ8bAwJBbt1U3FrkyGVFPX1LhbXhQQko6J2/cpaSfB9ceRlMUFAqFao29dy2JvHqH4t7u/LZ2J7UGT6bVuNnM3LiX+JR0tS4AfX0DQkLDuBt1s8D27925RVjJMhplJcLLcDfqVj7Z3NxcHj64S+zrV9SsUx+JRBW6EBZehpSUZK7fuME37drRs2dP/vjjD5KTk7kTFUV4Sc15DC9VSstcf3A+wsOJuq15g/YOuVzOschIsrKyCAxSnfect209evma8qGq37uujg56erqYmxh/2rX7jeZ8f0hWdo5qfX/i9f2fImKwC0fEYAsERaBly5Ya35csWYK9vT23b98mOjoaPz8/KleujEQiwcMjf5xs165dadeuHQC//vorc+bM4fz589SrV0+rvuzsbLKzszXKXickI1cosPkgjMPG0pz45NQijWP1nmNkZedQp1yJIsm/Izk1/a1uC41yqaU5Z4uoWxsvY+O4dCuBiMrlmDmyP89iYpm29G9kcgU9WzX6x+1+DpIys5ErldiYaXplpWbGxD98o7XO04RUZh++xLJu9dEr4I/GlejXbLtyn/V9mmjXm56JXKHExsJUo1xqYUp8akaR+r7y0Bne5ORSt1SeoVwh2IdVh84S7uuOm50N5+484ti1u8iVSrVMclqa1vNsY2VJYnLBxlBRSM/IpGmvIeTkytDVkTDs206UDVP1L+WdXitLTb2WFiQkf77H3X+u2oCdjTWli+fNS97a1vxdSS3NSUj552u7ZJAvkRdvkJsrQ6FQcOHmXSIvXSdXJi+w3aSkJKw/CI+ytrJCLpeTkpqK1MZGJWNl/YGMNUlJqlADExMTgoICWfv3Otzd3LCysuJYZCR3797F2Vl1s6haYwpsLFRPT3aevoKJoSFhPu7sPXe9SONbdeAUb7JzqFs676boRXwiF+4kU798ceYM7Ex0bAI/r9wGgI2FGe8HVllaWRMX97rA9pOTErGy1hynlbU1yUn5HRNpqSkoFAqys7KoUbt+nryVNTo6OowYPhx7e3tevX7NqlWrGDlqFLm5uZSy/nAeVXOdmpqKzdu5trKy0uyDlRWJSZphHY8fP2bI0KHk5ORgbGzM2LFj8XBXxUF7Otljb21JbFIKRgb65MpkrN57nISUNEwMDUhISStwDt5n9d7It9fusAJl5mzYg521JeVCtO+L+exIRAx2YQgDWyAoAg8fPmTs2LGcPXuW+Ph4FG89rNHR0XTt2pU6deoQEBBAvXr1aNSoEXXr1tWoX7x4cfX/TU1NMTc3Jza2YC/o5MmTmThxokbZwE6qTVSSDy5qSi1l2th3+jKLtu7n98Hd8xkTReVDNUrlf3aNVSiVWFuYM6pXR3R1dAjy9iA+KZnVOw98dQP7HR8OT6lU5isDVdjHqC2R9K1eAg+ppRYJyMjOZfTWE4xrXBHrAkIL1Hq1zXUR+rv3wk0W7IpkVt+2Gkb6iDYRTFq9i+YT5iORgKudDU0qlmDH6asfVa58zwj/p5gYG7Fi+kQys7K5eOM2s5evw9nBnvDQvA23+cZM0dZ2UVizdTeHTp5lzqRRGH7g3YUCzvN/oLtP60ZEXrzBmDnLGDdvBS4OtjSuVp6tR059pN0P515Lab550vwhDh82jJkzZ9GhU2d0dHTw9fWlevVqPHyg+RTiXZXtpy5Rv3wYujo6Rfo97z13jQU7jjDz+w5qIx1Uv2djQ30OXLjJgQuqG7JGFUqw8dh5JPlnWEvZh+Sfi8Lmzj8wGBuprYa8sYkpZcuWBcDT0xN/Pz+6dO2KhYWF1nOerwdFuN66uroyb+5c0tPTOXXqFL///jtTp07Fw90dfT1dxnZvTf/f/6L/9L/Q1dGhbIgflYoH8ux1fJF+1PvOXGHh1gPMGNQNGwvt1+4Vu4+y/+wVFo3qi6GB/scbFXxxhIEtEBSBxo0b4+bmxuLFi3F2dkahUBAaGkpOTg7h4eE8fvyYvXv3cujQIdq0aUPt2rXZtGmTur6+vuYFTyKRqI10bYwaNYohQ4ZolGVcOciBCzdJ+MBjnJSSVujmRFBtjvzpr3VM6d+FcqHaszIUhpWFGbo6Ovl0J6am5fN2fgq2Vpbo6eqi+56319PFiYTkVHLfPlr9WlibGKIrkZCQrumtTszIQmqWP9Y4IyeX2y8TuBuTyG97zgEqg0MJlJq0gj871cXC2ICXyekM/Dsvs4ni7R/1UpNWsO375jgGuKCrIyEhRdNbnZiWgfQDr/aH7L94i4krdzC1VyvKB2lmJ7AxN2VW37Zk58pITs/E3sqcP7Yextk2z4tnZW6Oro4OiR94jZNSUvN5lz8VHR0dXJ1UGzr9vdx5+vwlK7fsIjw0EMu3ehOStOj9D9bXO9Zu28OqzTuZNWEEvp6aGRbUa/sDT2JianqBxkxR8HB2QFdHh0nfdaFEoA921pbM/Xs7pkZGBbZrbZ3niX5Hckoyurq6WFhYFCyTnIz1e55WZycnpk2dQlZWFhmZmUhtbPh18m84OKrm39rM5O2Y07l87wlPXsXzW++2bD95WcNg1sb+8zeYtGIbU/t8Q/lgzWwotpbm2FmaM65Lc3XZuSiVUf86MZn3AxdSkpPzeajfx8raJp+3OiU5CUur/HWysrMACA4primfkoTVB/I2NjbY29sjl8u1zHXKR+c65YO5BtX1/d3TAX9/f+7dv8/27dsZ0L8/AGVCfNHV0WHCt22pUCwAawszOk/4AwN9fSxMte9beMeBs1eZtGQDU77vRLlQ7Zl8Vu45xtKdh/lzRG/83J21ynwJRBaRwvnfDHwRCD4jCQkJREVFMWbMGGrVqkVQUFC+i66FhQVt27Zl8eLFrF+/ns2bN39yjPX7GBoaYmFhofExMzEm0MuVczc1NyGdu3mP4n6eBba17/RlJi78m1/6daJyyZAC5QpDX0+PQG93zl+P0ig/fz2KYv7aUwQWheIBPjx/HadxsxEd8xpba0v09b7u/b++ri5BzlLOPHqpUX7u0UvCXO3zyZsZGrCpb1PW92mi/rQqHYCn1IL1fZpQzMUWL1vLfDLVAtwo4+XE+j5NcLQ0RV9PlyB3J85EPdLUG/WIMO+CN3/uvXCTcSu282uPFlQtpv0PMYChvh4O1hbIFAoOX4mielierL6+HgE+npy/phnneuH6bYoF/PPzrA2lEvVNlL6+Hv4+nly4phmGcvHaTUID/7PH3Wu37WbFpu1MHzuMQN/8KdH09fQI9HLj3PU7GuXnb9yhuH/haeQK4127l6MeYG9jhVyu4Mj5q0gkkgLbDQoK5MqVKxplly9fwc/PD723v4egwECuXLmaTyYoWDOGHMDIyAipjQ1paWlcunyZCuXLq/sW5OHM2dsP2HbyEkEezgS4OXH29gPCCknxtvfcNcYv28yv37amSvH8N+olfN15mZCMq5017g5S3B2k5OTmIpFIuHj3iVouNzeXWzevERAUmq+Nd/gHhnDtquam3mtXLhAQlP8aduLoQXR1dcnI0Mzuc/3KxXw6UlNTiYuLw93dncv55vpyvrnWJhMUrLkX5UOUSiW5ubnq7/p6egR6unDt/hOsLcyIfhVH1OPnpL95U/i1+8wVJixexy99O1ClhHadK3cf5a/th5g77FuCC7k+CP59hAdbIPgI1tbWSKVSFi1ahJOTE9HR0YwcOVJ9fObMmTg5OVGiRAl0dHTYuHEjjo6O+WL3Pgcd6ldn3J9rCPJ2o7ivJ1uOnuZVQhIta6nyss5dv4vYpBQm9ekAqIzr8QvXMKxjc0J9PdSx2kYG+uqMD7kyGY9evH77fzlxiSncffoCE0MD3BzzsmC0a1ibCXOXEejjQTE/b7YdPsHr+ERa1FHlpZ23ditxiclM+L6bus69J6pNeZlZWSSnpnPvyTP09HTxdlV5WVrWqcbGfUeZsXw9berVJPpVLMu37aVtvZr/aH50TU0w9c0zEEy8XLEICyQnMYWsZzGF1NROp/IhjN56ghBnW4q72rH50j1iUjJoVVplXMw+dInYtEx+bl4FHYkEX/sPvGWmRhjo6WqUfyhjbmSQr7xT7QqMXraVEA8ninu7svnEZWKSUmhVtZRK79bDxCan8XO3ZoDKuB67bBvD20RQ3MuV+LdpBA0N9DA3VoWi3Hj8nNjkNAJcHYlNTmXBrkgUSiVd61bS6M83jesyafZignw8CQ3wZfvBSF7HJ9Csbg0A/ly9kbjEZMYN+FZd595j1ca4N1nZJKemce9xNPp6uni5qVLYrdyyi0AfL1wc7MiVyTlz+Tp7I08zvFen9/TW46fZCwn09SI0wJcdB4691ataCwtWbyAuIYmxA3ur69x//PSt3iySU9O4//gpenp6ar1rtu7mr783M35wX5zsbUlISgbA2MgIE+O8EJ32DWsyft5Kgr3dKebvxdbDp3gVn0jL2qp80HP/3k5cUgoT+3VW17n7NtXlm6xsktLSufvkOfp6uni7qlIz3nzwhLAAbzbsj8TUxIhLt++R9Dbe+127S5ctJyEhgeHDhgLQsEEDduzcxcJFi6lfL4KoO3fYf+AAI0eMUOtt1rQJw0b8wIaNG6lQvjxnzp7lytWr/D5tqlrm4qVLoFTi6urKy5cx/LV0Ca4uLtStUwdiVakRO9apxJglGwEJ3RtUZfq6PbxKTKFVddXGwtmbDxCbnMrPPVShaXvPXWPc0s0M/6YhxbzdiH/r8TfU18f8bbhT6+plWXf4LFPX7aFdzfJExyawdM9xygf5sGRPJIaBlXFydmXzhtUYGhpSpVptdZ9n//4LNlI7OnbtpZqLJq0Y+8MAtm5cS5nylbhw9hTXr17i56lzNdarQqHgyMG9lCxdniMH9+DrH0hAYAgH9+0iLu41aakpREVFcfjwYWJiYniTlYWFhQXdunZl8JAhLFq0iHr16hF15w4HDhzgh/fmumnTpgwfMSLfXE+fNk0ts3z5ckqXLo2dnR2ZmZlEHj/OjRs3+GlSXqrQg+evUaFYAMt3HUFHR4cjF2/gYmdDfEoarWqqbnrmbNhDXFIKk3qr9ursO3OFcYv+ZliHphTzcVdfuw0N9DF/e+1esfsof27exy99O+Bka62WMTEyxMTIEMHXRRjYAsFH0NHRYd26dQwYMIDQ0FACAgKYPXs21atXB8DMzIwpU6Zw//59dHV1KVOmDHv27EHnC+yMrlu+JClpGfy1dT/xyan4uDrxx/BeONnaABCfnKqRE3vLkdPI5QqmrNjMlBWb1eWNqpRhQm/Vy0DiklLpMHq6+tiqPUdZteco4YE+LBrzvbq8TsUypKRlsHTzbuKTUvB2c2bmyO9xspMCkJCcwusP8gt3+uFn9f/vPIpm/6nzONlJ2Tb3VwAcbG2YPXogM1dspMOISdjZWPFN/Zp0aqp98+fHsCwVSoXDq9Tfg6f/CMCzlVu43mPUJ7cXEepF8ptsFkZeJT79Db721sztUBtnK9Vj9Lj0zI/mxP4nRJQOITk9k4W7jxOfmo6vsz1zv2+Ps9RKpTclXSMn9qbjl5ApFExet5fJ6/aqyxuXD+OnrqqX3GTnypi3/SjP45MwMTSgcqgfP3drjsUHseC1K5VTneeNO0hISsHb3YXpPw7GyV4V25qQlMLreM2c2F2HjVf//87DJxw4cRZHOylbFqjW1ZusbKYvWklsYhKGBgZ4uDgyfuC31K5UTl2vVuXypKSls3zDdtULbtxdmTZ6KI5qvcn59HYbOlb9/7sPn3DwxBkc7WzZtHAGAFv3HSZXJmPMtDma9do0o8c3LdTf61Yopfpdbdmr+l25OTHrh3442b3/u9Jc2x1H/ab+f9TjZ+w/dREnWxt2zFEZVtk5uZy5FoVSCat2HkICeLs6MbxbG5zsbEgAEpMSiY2LU7fj6OjIT5MmsnDRYnbt2oWNVErf3r2pXDnvJig4OJhRI39gxcpVrFy1GicnR0aN/IHAwLxY9syMTJYtX058fDxm5uZUrlSJrl06qz2zABFli3HsahT7zl9n2Z7j+Lo4MGdgJ5ylqhu9+JQ0XiUkq+U3R15AJlcwec1OJq/ZqS5vXLEkk7qrNoE72lgxf0hXfl+/hzYT5mJvbU772hXoUq8Kf+06xqL5M8lIT8cvIIhxP03H+L30ivFxsUgkedfMwOBQhvwwjrWrlrBu9RIcHJ0Z8sME/AM1PbnXr14iPu4143/5nZLhZdj490qSEhNw9/BixOif2bF1PRMnTSI1NRU9PT2qVavGqJEjsbOzY9KkSSxatIidu3YhlUrp07s3lStX1pjrkSNHsnLlSlatWoWTkxOjRo7UmOuk5GSmTZ9OYmIipqameHl58dOkSRrZR+KTU9l54gIKhZJNR04D4OfmzOyebTSv3QnvXbuPnlFdu1duZcrKreryRpVLM7HXNwBsPHyaXJmcEXNWasxJr2Z16N0igi/N/2r2j8+FRPk5dq8IBIIvTtqFPR8X+gLI9f+dlE/aOFWm98eFvgA1V3T9KnoBcPp33sL2IZl2/zwc4j9FIdH9KnoNs/95lpD/lATLrzPfDi+vfFzoC/HIKf8bIv8NTCRFy77zJbCP157S79/ArFzjL9p+zND2HxcqIk6/r/1sbf1fQdx+CAQCgUAgEAgEnxERIiIQCAQCgUAg+CREiEjhCANbIBAIBAKBQPBJiDR9hSNuPwQCgUAgEAgEgs+IMLAFAoFAIBAIBILPiAgREQgEAoFAIBB8EiJEpHCEgS0QCAQCgUAg+DTEJsdCEbMjEAgEAoFAIBB8RoQHWyD4L+GQ8su/mUsb9ZLWfRW98PVe+HKky/KvohfAPer4V9F7N8Huq+gFyJV9nUfNzZMWfBW9ANGGlT4u9AWQOCm+il6AJ6m2X0nz19ILB5J9vpruPl+4fYlEhIgUhjCwBQKBQCAQCASfhMiDXThidgQCgUAgEAgEgs+IMLAFAoFAIBAIBILPiAgREQgEAoFAIBB8EiJNX+EID7ZAIBAIBAKBQPAZEQa2QCAQCAQCgeDT0NH5fJ9PZP78+Xh5eWFkZESpUqU4ceJEofLZ2dmMHj0aDw8PDA0N8fHxYenSpf905EVChIgIBAKBQCAQCD6JrxUisn79egYNGsT8+fOpVKkSCxcupH79+ty+fRt3d3etddq0acPr169ZsmQJvr6+xMbGIpPJvmg/hQf7f5gnT54gkUi4evXqZ2tTIpGwbdu2f9z+hAkTKFGixGfrzz9l27Zt+Pr6oqury6BBg76orq5du9KsWbMvqkMgEAgEgv9WsrOzSU1N1fhkZ2drlZ0xYwY9evSgZ8+eBAUFMWvWLNzc3Pjzzz+1yu/bt4/IyEj27NlD7dq18fT0pGzZslSsWPFLDkl4sAX/HDc3N2JiYrC1LXoS/2HDhtG/f3/1965du5KcnKw22v8tevfuTbdu3RgwYADm5ub/qu7PgVKp5NDWeZw/upE3Gam4+RSnWZcxOLj6FVjn5oWDHN25iITX0chlMmwd3alSvxvhlZuoZR7ducjx3Ut58eQWaclxdBo4m3pBeW2sP3aBFQfPEJ+Sho+zPcNb1yXcz0OrvsNXotgQeZF7z1+TI5Ph42RHn0bVqBjiq5bJlctZuu8kO89cJzY5FU8HWwa2qEWl92QA1l+4w4rTN4lPy8TH3prhEWUJ93D46DxdiX5Nz+X78LG3YkOfplpl9t18xMjNx6ke4Masb2p9tM2CsKlcGu+hPbAMD8XI2Z6LLfvxesfhItdXAvut4UKn5mSkp+EbEMy3fQfj5uFVaL2zp46xbtUSXsW8xNHJmXadv6Vcxarq43K5jA1rlnHi2EGSkxKxspZSo3Z9Wn7TGZ23j2bXr1nK0aORpCS8QldPH2ePIKztXbl37bh6fTXuPLbQ9XXrwgGO7VxEYqxqfUkdPahcvyslK+XNe+TORdy6eJC4mEfo6xvh7leSiLZDsbLzzpsHpZJj2+dyKXIDWZmpuHgXp2HHcdi7FKz79qUDnNi1kMTYaBRyGTYOHlSM6EZYxTzdR7fNIXLHPI16c8xNODKhl2oOTl1j+bFLxKdm4OMoZUTTaoR7u2jVd/nRC/7YfZLHsUlk5eTiZG1BqwrF6FQtXEMu9U0Wc/ec5vCNB6S+ycbFxoKhTapSJajwc6pUKtm5fiEnDm4mMyMNL79Q2n87Cmf3gl9acuLgFs4c28XL6AcAuPsE0bxDf7z8QtUyx/Zu4PCOJSQmJuHh7k6fXt9SLDSkwDav37jBwsVLeBodjdTGhtatWtKoQX318SdPn7Jy9RoePHjI69hYen/bkxbNNH9nmZmZrFi9htOnz5CYnIqLZxDNuozEzTuUA5vnc/bwRjIzUvHwLU6LbmNwdPP9sBtqzh7eyMUTO3j1XDVGV69gGrQdiLtvcbXMz/3rkBT/Ml/dinW+oWX3sSiVyi+iVy6XcWDTPC6f2k1qcjwW1naUqdqUoMrfq/NFK5VKzu6dy43T68l6k4qTRxg1Wo/D1qngtf0+dy/tZs+KIfgUq0WTb+drlTl/YCGnds2gZLXO9IkYXaR2/y8wefJkJk6cqFE2fvx4JkyYoFGWk5PDpUuXGDlypEZ53bp1OX36tNa2d+zYQenSpZk6dSqrVq3C1NSUJk2a8NNPP2FsbPxZx/E+wsAW/GN0dXVxdHT8pDpmZmaYmZl9oR4VjfT0dGJjY4mIiMDZ2fmr9uWfErl7CSf3rqB1r1+xdfTkyPYF/DWlJ8Om7sHQ2FRrHWMzS2o06Y29kxe6evpEXY1k0+LRmFnY4F+8MgC52Zk4uQdQumpzVs8eqFF//8VbTNu4nx/bNaCEjxubTlzmu7lr2TK+H042lvn0XbofTfkgb/o3q4m5sRHbz1xlwPx1rP6hB4HuTgDM236U3eduMK5jI7wcbTl9+yFDFmxgxfBuapn9Nx8zbd95fmxYnhJu9my6dJfv1hxky3fNcLIseC2lZeUwdttJyno7kZD+RqvMy+R0Zhy4SLj7x431j6FrakLq9bs8X7GFUhvnfnL9I5YQaQn9+wzC2cWNTetXMmnMEGYvXIOxiYnWOnejbjLjt4l806kH5SpU4dyZE8z4bTw/TZ2Hf2AwANs2ruXA3h18P/hH3Dw8eXj/LvNmTcbE1JSGTVsD4OziRuNOY7CxdyM3J4vNi3/kUuRmWvT8BVfvUI5uX8CyqT0YPGVvIevLiupNemPn5I2unj53rx5jy+LRmJlL8Xu7vh7fuUD52u1x8QpFoZBzcOMslk/tQb+fd2NgqBrjqb1/cebAcpr1mIzUwZPjuxawcnp3+v+6F0Nj7efb2NSSqo36YPtW971rx9i29EdMLWzwDa2ilrNz8aPzsLy4y0apqwDYd+UuU7dHMrpFTUp4ObPpzHX6Ld7G1hGdcLK2yK/PQJ9vKoXh52yHsYEeVx6/5KdNhzE20KdVhWIA5Mrk9Fm4FRszY6Z3aYSDpRmvktMwNTIoeBG8Zf/W5RzauZqu/Sfi4OTB7k2LmTmxDz/N3YZRAfN/9+ZFylauh09gGHr6BuzftoJZE/sy4Y/NWEvtuXByP+uXTaN/vz6EBAWze98+xoyfwOI/52Fvb5+vvVevXjFm/ETq14vgh2FDuRV1m7nzF2BpaUGVSqq3UGZnZ+Pk6EjVypVZuPgvrf2aOXsOT54+ZcSwISQYhHHp5C4W/tKTSnXbcfLAWr7p8wt2Tp4c2rqQhb/25IcZuwsc44OoC5Ss2ABP/xLo6RtydOdSFk7uxYhp27G0Uf2GB/2yHoVCnjeOZw9Y+GtPwsqr3oR7dOcSIves+Ox6j+5YwulDG2jX91cc3Xx59ugm6xeMIUthSXj1LgBcPLSYy0eXUbfjb1jbeXLuwJ9smdeNrmP2YWBU+N/F1MQXHN82BRef0gXKvHp6nRun12PrHFBoW58LieTzBUGMGjWKIUOGaJQZGhrmk4uPj0cul+PgoHnNdnBw4NWrV1rbfvToESdPnsTIyIitW7cSHx9Pv379SExM/KJx2CJE5L+cffv2UblyZaysrJBKpTRq1IiHDx8WKH/r1i0aNmyIhYUF5ubmVKlSRS1/4cIF6tSpg62tLZaWllSrVo3Lly8X2NaHISLHjh1DIpFw+PBhSpcujYmJCRUrVuTu3bvqOu+HiEyYMIEVK1awfft2JBIJEomEY8eOUbNmTb7//nsNXQkJCRgaGnLkyJGPzklSUhKdO3fG2toaExMT6tevz/3799V9fOexrlmzplpnYSQkJNCuXTtcXV0xMTGhWLFi/P333xoymzZtolixYhgbGyOVSqlduzYZGRkaMtOnT8fJyQmpVMp3331Hbm7uR8eiDaVSyal9K6nRtDehZerg6OZHm96Tyc3J4uqZXQXW8wkqS2jp2ti7+CB1cKdyRCcc3fx5ci/vHAeEVSWi9UBCy9TJV3/VoTM0r1SSFpXD8XayY0SbCBytLdkYeVGrvhFtIugWUYlQTxc8HKQMaFYLd3spkTfuqWV2n7tOj/qVqVLMD1c7a9pUK02FYB9WHjqbp/fsLZqX9KNFuD/edlaMqFcOR0tTNl64q02tmp93naZ+qBfFXbW/AlyuUPDjluP0rV4CF+v//KYvbv9x7o2fxattBz+5rhI4bgm1k6B8pWq4e3rTf8iPZGdncyKy4PZ2b99I8ZKladGmIy5uHrRo05FiYaXYvX2jWubunVuUKVeJUmUrYO/gRIXK1QkrWYaH9/Pmr0r1OviGVsTG3g17F19SEmIAsJI64eDqT6tev5Gbk8W1QtaXd1BZQkrXUa+vihGdcXDz58m9S2qZrsMXE16lOQ6ufji5B9Ly219JTojh5ZNbqnlQKjl7cCVVG/UhuFRdHFz9ad5DpfvGuYJ1ewWWI6hUHeycfbCxd6d8nc44uAYQfU/z+qWjo4u5pZ36Y2OmMupXHb9M87IhtCgfireDDSOaVcfRyowNp69r1Rfkak/98EB8HaW42FjSqFQQFQM8uPz4hVpm6/lbpGRmMbNbY0p6OeNsY0G4twsBzoW/kl6pVHJo11oatOxBePlauHj40m3AT+RkZ3Hu+N4C6/Uc/CvV67fBzSsAJ1cvOvdVeWvvXD8HwMGdq6lcqxn1IyJwd3ejb69vsbO1Zdce7W3u2rMPezs7+vb6Fnd3N+pHRFC3Tm02b9mqlgnw9+fbHt2pXq0q+vr6+drIzs7m5KnT9OzWjWKhodg6ehDR6jus7Zw5sW81tZv1onjZOji5+dGu76/k5GRx5dTuAsfY8fupVKrbDhfPIBxcvGnTayJKpYL7N/OuF2YWNlhY2ak/ty8fQ+rghk9QGZRKJcf3rvoiep/cv0Zo6ZoEh1fDxs6FsHIR+BevyOvom4DqvF6OXEnZun3wC6uLrbM/ER2mIMvN4s6lgtc2gEIhZ+/KYVRo0B9LqZtWmZzsDPauHE7tdj9jZJLf4fFF0JF8to+hoSEWFhYaH20G9js+fE27Uqks8NXtCoUCiUTCmjVrKFu2LA0aNGDGjBksX76cN2+0O18+B8LA/i8nIyODIUOGcOHCBQ4fPoyOjg7NmzdHoVDkk33x4gVVq1bFyMiII0eOcOnSJbp3764O9E9LS6NLly6cOHGCs2fP4ufnR4MGDUhLS/ukPo0ePZrff/+dixcvoqenR/fu3bXKDRs2jDZt2lCvXj1iYmKIiYmhYsWK9OzZk7Vr12rEX61ZswZnZ2dq1KjxUf1du3bl4sWL7NixgzNnzqBUKmnQoAG5ubkaBv/mzZvVOgsjKyuLUqVKsWvXLm7evEmvXr3o1KkT586p/nDFxMTQrl07unfvTlRUFMeOHaNFixYolUp1G0ePHuXhw4ccPXqUFStWsHz5cpYvX/7RsWgjMe45aSnx+IXm9VtP3wCvwNI8vX+1SG0olUoe3DpDXMwTvAIK9oi8I1cmJyo6hgpBmo+oywd5c+3RsyLpVCiUZGZlY2mS90guRybHUF/zQZqRvh5XHkSr9MrlRL1MoIKP5pOG8t7OXHseW6CubVfu8ywpjd7VSxQoszDyGtamRjQP9y9S/78kiXqQpgcB713r9fUNCA4N427UzQLr3btzi7CSZTTKwsLLatQJCi7GjWuXeflCdZ6ePHrAnds3CC9dXmubcTGPSU9NwMDIBEf3QEC1vjwDyhB9/0qRxqNUKnl46wzxMU/wCix4fWW9UV1bjE1VBkFS3HPSU+LwCamklnmn+9mDout+dPsMCa8e4/HB2k58/ZTpg6swa0QtNi4YwvOEFNXafh5LhQDNUKcKAR5cexJTJJ1Rz2O59iSG0t6u6rLIW48o7uHE5C1HqTF+ES2mreKvQ+eRa7k2v0/86xekJscTXKKCukxf3wD/kFI8unutSP0ByMnJQi6XYWpuiSw3l+iHUQSHVdCQKRVekttRUdrHdOcOpcJLapSVDg/n3v0HRd4cJpfLUSgUGBhoeu0lOjrkZL/Bv5jmefYJKs2Te0U7zwA52VnIZTJMzLQblDJZDpdO7qJs9RZIJBISY5+Tlhz/RfR6BZTk/s2zxMU8AeDl0zs8vnMFr5BqAKQkPCczNQ6PwMoaul18yvDyceG6z+6bh7GZDaEVWhcoc2TjJLxCquER8GXjir82tra26Orq5vNWx8bG5vNqv8PJyQkXFxcsLfPOV1BQEEqlkufPn3+xvooQkf9yWrZsqfF9yZIl2Nvbc/v27XyhGPPmzcPS0pJ169apvQ3+/nnGRc2aNTXkFy5ciLW1NZGRkTRq1KjIffrll1+oVk11URk5ciQNGzYkKysLIyMjDTkzMzOMjY3Jzs7WCDVp2bIl/fv3Z/v27bRp0waAZcuW0bVr1wLvUN9x//59duzYwalTp9SG85o1a3Bzc2Pbtm20bt1a/TjUxsamSCEuLi4uDBs2TP29f//+7Nu3j40bN1KuXDliYmKQyWS0aNECDw/VH+lixYpptGFtbc3cuXPR1dUlMDCQhg0bcvjwYb799lutOrOzs/Nt8MjN0UPfwJD05HgAzC01Y9/NLWxJSsgfe/g+WZlp/DqgOjJZLjo6OjTtMha/Yh+/ICelZyJXKLGx0HyEKrUwJT41o4Bamqw8dIY3ObnULZUX81kh2IdVh84S7uuOm50N5+484ti1u8jf3pwkZWYjVyqxMdOMk5OaGRP/ULvn4WlCKrMPX2JZt/roFZD+6Ur0a7Zduc/6Pk20Hv+3SdVV/Wsu1yy3srIhLk77Y0/gbUy1tWYda2uSkxLV35u17kBmZgYDe3dER0cHhUJBu87fUrl6bY16d64cZf38YeRkZwLwTb8ZmJrntW1mKSVZS2zr+2RlpjFlYHVkshx0dHRo3HkcvqGVtMoqlUr2rJ2Ch38pHFxV16H01DgATC2kGrKmFlJSirC2fx9aDbksB4lEh4adxmsY6q7eYTTv+RtSR0/SUxI4vutPOs85xqLeLZArlEjNNMNwpGYmxKdlFqqzzqS/SEp/g1yhoE9EeVqUz4t3fp6QwssHz2gQHsi8nk15Gp/M5C1HkSkU9Kmr/eYGIPXt79vCykaj3MJKSkJc0Qx+gC2rZmNlY09Q8XKkpyWhUMjztWllZUVSUrLW+klJSVhZWeWTl8vlpKSmIrWx0VrvfUxMTAgKDGTtunW4u7mi0PXgyqk9vHxyBwBzS83zbG4pJfEja+x9dv89A0sbe/xCK2g9fvPCEbIy0yhTtRkAqSnvrp2fX2/NJj3JykxnytBGSHR0USrk1G8zkIBSqr+dmW/XtskHa9vEwpa0xIJ1v3h0iVtnNtHxh20Fyty9tJvYZ7dpP2xTkcfwOZD8g/R6/ykGBgaUKlWKgwcP0rx5c3X5wYMHadpU+z6bSpUqsXHjRtLT09V20b1799DR0cHV1VVrnc+BMLD/y3n48CFjx47l7NmzxMfHqz3X0dHRBAcHa8hevXqVKlWqaH2UB6o7wHHjxnHkyBFev36NXC4nMzOT6OjoT+pT8eJ5Gz+cnJzUbReUPudDDA0N6dixI0uXLqVNmzZcvXqVa9euFWkjZFRUFHp6epQrV05dJpVKCQgIIKoAT83HkMvl/Pbbb6xfv54XL16ojV9TU5WxGRYWRq1atShWrBgRERHUrVuXVq1aYf2e4RMSEoKurq76u5OTEzdu3ChQ5/sbPszNzXFwcEBPzwA9fX26Dl2gEvrwERlKJBR+A2JgZMqAX7aQk5XJg1tn2b12Kjb2bvgElS3SXHx4f6NU8hGNKvZeuMmCXZHM6ttWw0gf0SaCSat30XzCfCQScLWzoUnFEuw4fVVT7wftKZVKrXrlCgWjtkTSt3oJPKTavVoZ2bmM3nqCcY0rYm1ipFXmS3PJDDa+d3/U860NnW+cRTinHx7/8FHpqeNHOH70AAOHj8PNw5Mnjx6wbNEcbGykVK9dn+NHD/w/9s46PIrre9zv7sY92bgnJERwJ3iLU1xbKBSKuxcoLdqWUqRAW7zF3d2KawjuUixI3D1rvz82bFiyCdAvNO3nd9/nyQN759x77pmZnT1z5twzLP51FioNoNHQotu37Fo5lR3LJzFgymasXjoERTyCfYmJmSWDvttKTnYmD2+dY9+66Tg4e+Fv4PzatXIqkfcvo8jN5vv+2sWBXYZpz22Det5Cd79J28jNyeTRrbMcWP8j9k6e+AVrrwWBZfMXfrp4gldAeRZ9VYuD1+4bHF7Dm8/tZQM7kJWr4NqTKObuOY233JamFbVRf7VGg4OVBRM61EcmlRLq5UJcagYrjl7Qc7DDj+9l9aLvdJ8HjZ/30mD9+WjefC68ZP+25Zw/tZ9RU5ZgbPLKY3YDj9WLGrLgcdDkzezty7N9NWoE306aTOdu3fPGlBJYOoz7N84afsz/lmMf2fk7l8/sZcC3y/VtfIVD2xaiQcOPI5oB0OurBXlzeP96r5zdx8VTu+ky6CdcPQM4fWgdezfM4cCW+UilRrTuuyhP0sBFtBBys9PZv3I0DT6birmV4RuatKQojm39nrYD/sDIuPCUig9BcZXpGzFiBF27dqVy5cqEhYWxePFiIiMj6devH6DN537+/DkrV64EoHPnzkydOpUePXowefJk4uPjGT16NF9++aVY5CgonBYtWuDl5cWSJUtwd3dHrVZTunRpcnNzC8i+6UTq3r07cXFxzJkzR1eMPSwszOBYRfGqA//yQmYoZaUoevXqRfny5Xn27Bl//PEH9evX10WHi0JTyMWqqPysNzFr1ix+/vln5syZQ5kyZbC0tGTYsGG6/SKTyTh06BBnzpzh4MGD/PLLL4wfP57w8HD8/LTVAl6/qZFIJEXuk1cXfGRkZJCYmMiJOzKMTExQKbR605LjsLHLz+dMT03A6rXIzOtIpVIcXbT70d0nhNgXDzm2a8kbHWx7KwtkUgkJKfrR6sS0DOQ2hhcGveTAhZtMXrmTn/q0p3qIv942B2tL5vTvRI5CSXJ6Js521szddhh3R+3Nib2FKTKJpMAixcSMbORWBc/njFwFt14kcDcqkR/3alN41BoNGqDSlBUs6NoIG3MTXiSnM3RdfoUPdd55U2nKCrYPalNg3PdNqQzwzs7/rMo7NVNl+nIpyUnYvhahfhU7eweSXolWa/skY2uX32fVH/Np3aELtepqK6T4+JYgLjaarZvWUK9BU6pUq0VgUCiPkrU/4EpF/vf94vEt1G2hrbKRnpqY72wXglQqRa53fj3g+K7FBRzsXSu/487lo/QctwJjE1MUSu0OUCm1utNT4rG2y194l5Ga8E663bxDiIt6yKk9i3UO9uuYmFoQ6OpIfEo6MqmkQLQ6MT0TubXhxaUv8cy7iQt0cyQhLZMFB8N1DraTjSVGMimyV6J8/s72xKdlolDmP6ooV7UufiXzI9/KvLUZqckJ2Dnkf7/TUhILRKANcXD7SvZt+Z3hkxbi6at9MmBlbY9UKiM1KQHI348pKSnYvxalfom9vT1JSUl6bcnJKchkMmxs3r7ykrubG7/8PJuYmBhuxjtgZevA1mXf59morbbxkvTUxALRZUMc3b2MwzuW0O/rpbj7GF7Qlxj3guinf9Huy28pWUZ7Q5O/b9+/3l1rZvFxq55UqKF15pt3HoWRsSlXw4/SbuAfKPPO7czUeKxs88/tzLQELGwMV+JKjn9KauJzdizur2vTaLS/G3OGhdJ9/H7io+6RmZbAmhlt82XUKp49iCA0dA3Xr1/XC+78L9CpUycSEhKYMmUKUVFRlC5dmr179+p8hKioKL3AoJWVFYcOHWLw4MFUrlwZuVxOx44d+e677wpT8V4QDvZ/mISEBG7fvs2iRYuoXVu7Uv7UqVOFypctW5YVK1agUCgMRrFPnjzJ/PnzadZMe4F4+vQp8fHxH2byeZiYmKBSqQq0lylThsqVK7NkyRLWrl3LL7/88lbjhYaGolQqCQ8P16WIJCQkcO/ePUJCQt7Q2zAnT56kVatWfP7554D2ZuH+/ft640kkEmrWrEnNmjWZMGECPj4+bNu2rcCq6LfF1NRUt8DDxsYGNzc37mVo95NGo8Ha1pG/bpzFw1f7lEKpzOXRnQs07fSO+jQaPYeqMIyNZIR4u3H29kM+rhCsaw+//ZB65Qpfsb4v4gaTVu5kWs+21ClTeK6zqbERLvY2KFQqDl++TcNKWruMZTJC3OWcffiCj0Pyb7DCH76gXlDBJyJWpiZs7q//mHBDxB0iHkUxs+NHeNhZIZVKCsj8euQSmblKvmpSFVdbS+4XvTv+z5hpwOyVNFYNYK2Ee+bwMmFHoVBw68ZVPu/Rt9BxSgaX4tqVCFq06ahru3o5gqCQfIctJycH6Wur/aVSGZq8GzxzCwvMLSxINdU6HBqNBitbR3JzsnXnhlKZy+O7ETTuOPLdDNVodE7zy7F3rfqOWxf/pNe4FTi6+mptzXOwtbqdeHDrDG4++ef247sRNOzw7rqVysLPbaUil4exiVTwdyfE05lz9yKpXya/VNu5e5HUK+VfaP8C6gDFK7nJ5f3c2XfpDmq1BmlepO9JXDJONpYYG+U7PGbmlnrVKzQaDTZ2jty6eg5v/+C8uSq4d/MibbvqV/Z5nQPbV7Bn81KGffsbvgH5qVhGxsZ4lwjh1tVztK6b/z28dPkKYdUN34CEBAcTfv68XtvFy5cpGRiAkdG7uQ4WFhb4+fmRIfcnMz2Fx/evYmZuxb3rZ/D0015HlcpcHty+QPPPir6GHd31B39uW0SfcYvxKlG6ULmI49uwtpNT7eN2yGTa+Wo0GqztHD+IXkVult73zMzcEmsbOVKZEXZOPmg0GixsnHhy9zTOXtpzW6XM5fmDCGq1HFVgPAAHF3+6jt2l13ZmzxxyczKo13Y81vauWFg7FJA5uHYc9s7+zJjY+3/OuX7JgAEDGDBggMFthtY3BQcHc+jQuy9A/78gHOz/MPb29sjlchYvXoybmxuRkZEFakO+yqBBg/jll1/49NNPGTduHLa2tpw7d46qVasSFBREQEAAq1atonLlyqSmpjJ69OgP+vgEwNfXlwMHDnD37l3kcjm2trY6579Xr14MGjQICwsLvVyroggMDKRVq1b07t2bRYsWYW1tzdixY/Hw8Cg0P+tNBAQEsGXLFs6cOYO9vT2zZ88mOjpa52CHh4dz+PBhGjVqhLOzM+Hh4cTFxf1th/5NSCQSajbpxtFdi5G7+uDo4sPRXYsxNjGjfFh+rvyGhWOxtXemSZ7TfXTnYjz9SuPg4oVKqeDu1RNcOr2T1t0n6PrkZGeQEJN/558Y95w7VknYWprTtUEY45dto5SPG2X9Pdly8hJRSSm0r1MJgHnbDhObnMZ3PVoDWuf622XbGd2xMWX9PIlPSQfA1MQIa3Ntasb1R8+ITU4jyNOV2ORUFu4+jlqjoXuj/NzZrtVLMX7bSUq5O1LW04ktF+8RlZJB+8pax37enxeJTcvkuza1kUokBDjrR3wdLM0wMZLptb8uY51XOu319ndBZmmBZUC+02/h54lNuWByE1PIflp07qwEqJMCf9pByJkTuLl7snXjakxNTaldN7+iy7xZ3yOXO9Klu9bpbtayPRPGDGHbpjVUrV6L8+dOcf3KBab+lF/vuXLVGmzZsApHJxe8fHx59OA+u7dt4KOG2hvp7OwstmxYhXPwJ1jbOZGZnoytgyvPH93A3NKGmGf3OLZTe36Ve+X82rRoDDb2LjTuqD2/ju9ajIdfKRycvXXn1+XTO2n5Rf75tXPFFK6d28Pnw37F1MyStGRtXqrMxAZjEzMkEgnVG3bj5O5FyJ19cHDx4eSeRRibmFGmWr7urUvGYGPvTIP2Wqf75J5FuPuWxt7JG5VKwf1rx7l6dgefdJ2o63Ngw3SCyn+ErYM7GanaHOyM7FxaVg7F18me8esOEOrpQjlfN7acu05UUhodwrTpbnP3nCI2JYPvO2tLva0/dRVXe2v88s6Xy49esPLYRT6rVV6nr2NYWdadusL07cf4rHZ5IuOSWXo4gs6182UMngsSCQ2ad2bflt9xcfPG2c2bfVt/x8TUjGp18mtQ/zH3G+zkzrT9fAigTQvZuW4+PYf/gNzZnZQkbXDE1MwCM3MLGrb4nD/mfcOBYDdCgoPZu38/sXFxfJJX1/qP5SuIT0jgq5Ha49m8WRN27t7NoiVLadq4Mbfv3OHAwUOM/SrfGVQoFERGahfPKpRKEhISePDgIWbmZnjklUC9cPESGo0GL08P7v4Vze61M3Fx96NU5Y85vGMJTm4+OLr6cHj7YkxMzKhQ8xPd+Gvnj8PW3plPPhsOaNMz9m/6hc8H/YS9kzupeeePqZkFpmb5NylqtZqI49uoXKeVzrl+uW/rNO36QfSGVqzHn9sXYyd3w9UrgOePb3N87wpCqrbT6a5YtxsRhxZh7+SLnZMP5w8twsjYjOBK+ef2/lVfYWXrQq2WIzEyNsXRXT8wYWquLRv5sl1mZFJAxtjEAnNLO701Vh+E91im738R4WD/h5FKpaxfv54hQ4ZQunRpgoKCmDdvHvXq1TMoL5fLOXLkCKNHj6Zu3brIZDLKly9Pzbyapn/88Qd9+vShQoUKeHt788MPP+gt7vsQ9O7dm2PHjlG5cmXS09M5evSobv6fffYZw4YNo3PnzgUWSBbFsmXLGDp0KM2bNyc3N5c6deqwd+/eQnPP38S3337Lo0ePaNy4MRYWFvTp04fWrVuTkpICaCPMJ06cYM6cOaSmpuLj48OsWbNo2rTpG0b++9T9pCeK3Gx2LJ9CVmYqXv5l6fnVUr0axckJUXp1SnNzsti+YgopiTEYm5ji5OZPp37TKVc9f57PHt1kyQ/ddZ/3rJ3OHqBF9XJM7d6K5PRMFu05QXxqOgHuzvw6qDPucjsA4lLSiUpM0fXdfOIiSrWaaev3MW19fimwl2MB5CiU/LbjKM/ik7AwNaFW6UC+69EGm1dyoxuX9iM5K4dFx68Qn55FgLM9v3ZpgLuddrFKXHomUXnOe3FiW6k0YYdX6T6HzvwagKcrt3Kt57g39v84BRRSWDJ/Nhnp6QQGhfDt1Fl6NbDj42KQvpLqFBxahuFjJrJu1VI2rP4dF1d3ho+ZpKuBDdCz3zDWr17KkvmzSU1Jwt7BkYZNW9L+s+6A9jry/OkT/jw0lMy0JCys7HD3LU3luu05vnsJBzbOwtO/LD1eO79SCpxfmezUnV9mOLn50aHvdMpWb6aTOX9kPQBLf/hCz/ZWX/5AhVraR9w1m/ZCkZvNntVTyMpIwdO/LF1H/q5XAzsl8YVe/mduThZ7Vk0hNSkaIxMzHF39aNv7J0pXzdedmhTD5oUjyUxPxtLaHs8S5Vg1pBPuDja4O9iQkpnN4kPniEvNJMBNzm+9WuHuoHVm4lMziE5O1Y2l1miYt/c0zxNTMJJK8ZTbMvSTmrSvnr/+xNXemoV92jBjxwk6zFyNs60VXWqXp8fHb67a07hNd3Jzc1izeBqZGan4BZZm2IQFepHuxPhovUVmx/dvRKlUsGjGaL2xmnfsS8tP+1GlVmMy0lJYs+53EhMT8fHx4bvJE3HJW/SdmJhIXFxc/vxdXflu8kQWLVnKrt17cJA70L9vH10NbICExEQGDMmPqm/euo3NW7dRtkxpZvw4DYCMzAyWLV9JfHw8ZlZ2lK3akKadhmJmboVKqWDLH1PJykjFu0RZ+ny9RM/G5PgovdS+M4fWo1IqWDFnuJ6NjdoNoHH7gbrP92+cJSk+imr12vI6H7XoiSI3573rbdN9PPs3zmPrsqmkpSRia+9MWP0OhNbJf7Fa5Qa9USpyOLxpMjmZKbj6lKPtgD/0amCnJel/rwT/XSSawpJWBYJi5unTp/j6+hIREUHFihXf3OF/nG3nC6bS/BM0yVhfLHoBiHq3BbbviyNfLC8WvQDet08Ui967CUXXZ/6QvEwR+adpk7SwWPQChPt98WahD4CP6YcrS/YmbqS+fcrN/wrP4oovjtmv8YcdP3X2sPc2ls2IOe9trH8LIoIt+NehUCiIiopi7NixVK9eXTjXAoFAIBD82yiGMn3/JcTeEfzrOH36ND4+Ply8eJGFC/UjTCdPntS9bt3Q39+hadOmhY73ww8/vA+TBAKBQCAQ/H+EiGAL/nXUq1ev0HJ7lStX1r2a/X2xdOnSQl+X6vAWL1MQCAQCgUAgeBXhYAv+U5ibmxMQEPBmwXfAw8PjvY4nEAgEAsH/On/33RL/vyAcbIFAIBAIBALBuyFysItE7B2BQCAQCAQCgeA9IiLYAoFAIBAIBIJ34tVa9IKCCAdbIBAIBAKBQPBuiBfiFIlwsAWC/wiNs7cUi97H3vWKRS+AL8eKRW9xvewFIDKkTrHobXx6drHoBcBUVixqj3n2LBa9ALVT9xaLXrXx278V931TwSanWPRKivF9eg0eHy023TD0zSKCD4a4/RAIBAKBQCAQCN4jIoItEAgEAoFAIHg3RA52kYgItkAgEAgEAoFA8B4REWyBQCAQCAQCwTshEYsci0Q42AKBQCAQCASCd0OkiBSJuP0QCAQCgUAgEAjeIyKCLRAIBAKBQCB4JyTiVelFIvaOQFAIy5cvx87OrrinIRAIBAKB4D+GiGALBIXQqVMnmjVrVtzTKMDGo+GsOHCK+JR0Srg7M6pTUyqW9DUoe/jSTTYdi+Du0ygUShX+7s70a/ERNUoH6mR6zfidi/ceF+hbq0xJ5g3+nHWrl3Nw/x4y0tMIDAqh74AhePv4FTnHM6dOsHbVMqKjXuDq5s7nX3xJ9Rq1ddvXrV7OhrUr9frY2duzfE3+y3Tmzp7O0T8P6MlIJBDs5cboDo2oGOhj2ObLt9l4/AL3nsWQq1RSws2Jfs3rUqNUgE5GoVLxx/5T7Dp7jdjkVHxdHBnatj41SwWg0WjYsOYP/ty/i4z0NAKCQundfzheb7D53OljrF/1u87mz7r1plqN/JfGqFRKNq5Zxsljh0hOSsTOXs5HDZrS7tNuSPMiQRvW/MFxT0g2ApkGPHOgWRL4FPF+DodalfEf2RPbiqUxc3fmQrsBxOw8XORc38SmP0+zas9R4lNS8fdwZeTnrakQ5G9Q9kjENTYfPsO9yOcoFEr8PV3p06YxYWWDdTIPnkWzcMs+7jx+RlR8EiO6tKJzk7pvN5dDJ1m15wjxyXlz6dqWCsElCpnLVTb/eYp7T17OxY0+7ZoQVjbkjXo0Gg37Ny/gzOHNZKWn4hNYhvZfjsfNK6DQPmcObybixC6int4HwMsvlOafDcUnoIyeXHJiDDvX/MztK6dQ5Obg7OaDvEcjQn09Adh4+Cwr9x0nPjkNfw8XRnVuQcUgw+fb4Qs32Hz0LHcjo7Q2erjQt3UDapQJMih/4NwVxi1cR70Kocwe+sUb98OH2N8vx4xLTsPX24uBvbtTtlRooXO4ev0m839fwePIpzg62NOpXStaNm2s277/z6P8NPe3Av32b1mLiYkJAMvXbmDluk1622UyKbO/m0TZUoWfD1duvNT9DEcHez5t24qWTRvpyaSnZ7B09TpOng0nLT0DNxdn+n/ZjeqVK+pk4hISWLx8DRHnz5OjVOHjaEuNkt4cuPYX8WmZlHB24KvmNano525wHpceRzF3/1kexSaRrVDiZm9N+6ql6FqrnE5GoVLx+7FL7Lp0l9jUDHwd7RjWJIyaQd6F2vdekYgc7KIQDrZAUAjm5uaYm5sX9zT0OBBxnRkb9jGuS3PKB3iz5fgFBs1bxZbJg3GT2xWQv3TvCdVDSzC4TQOsLMzZefoSQ39dw6qv+xDsrb2wzxrwGQqlStcnJT2TTlPm07BSKZbvP8nOfacZMuIr3D282LR+NRPHf8X8xSswt7AwOMc7t28y88cpdO76JdVr1OLcmVPMmDaFaTPmUTI4/4fN28eXyd/P1H2Wygo+UKtZqgT1ygUzfcM+hrSuT7kSXhy4cJOBv65l68QBuDnYFuhz8X4k1UP8Gdz6Y6zNzdhx9gpD5q9n9ZieBHu7AfDbjqPsCb/OhM+b4+fqyJlbDxixcCMrRvfg7O2H7N5/loHDx+Hu4cXmDSuZ8s0I5i1aU6jNd2/fYPaPk/m0a0+qhdUm/OxJZv84kak//UbJYK0jsX3TWg7u28mg4V/j5ePLg/t3+W3ONCwsLfmkVQcA3D28aJsAcgUoJHDcFha5wdeRYKU2qBqZpQWp1+7ybMVWKm361bDQO3Dw3GVmrd7O2O7tKBfox9ajZxgyYzGbfhyDq6N9AfnLdx9QrXRJBnZshrWFObtOnGf47N9ZPmkowXkOZHZuLp7OchpULc/sNdvffi5nLzFr1TbG9uhAuZJ+bD1yhiE/LWTTT+NwdXQoOJc7D6hWOpiBHZtjbWnOruPhDJ+5hOVTRujmUhiHd/7B0T0r6dL/O5zcfDi4dTHzv+/D+J93YWZuabDPXzcjqFijKX5B4zA2NuHwzmUs+L4vY2dtw87BBYDM9BTmTuhGQGgV+o1bgJWNA/ExT7G20DrlB8KvMnPtLsZ1a025QB+2HA1n8Ow/2PzDCNzkBff3pbsPqVYqkEHtmmBtYc6OUxcYNmcFKycMJNjHQ0/2RXwSP2/YQ4WSRd8cfsj9/eqYJSpWZ9f+Q4yd9APLfvsZF2enAmNGRccwbvIPNGvcgK9HDuHGrTvMXbgUOxtb6tSsrpOztLBgxcK5en1fOtcvcZLLSUpOpne3zgSXDODQsZOMmfw9y3/7GRenwnRP45NG9Rk/Ygg3bt9lzsIl2NraULeGVrdCoWDUhKnY2dkwacxInBzlxMXH6/1WpKWnM3jMt1QoU4rfejTHwcqcbRG3WXb8MuNb16G8jyubw28xYPlutg3/DDc76wJzMTcx4tPqZQh0k2NuYsTlx1FM3XYccxMj2lctBcCvB8+z58o9Jraph5+zHWfuPWX46n2s6N+WEPeC9gn+WUSKiOD/TL169Rg8eDDDhg3D3t4eFxcXFi9eTEZGBj169MDa2poSJUqwb98+AFQqFT179sTPzw9zc3OCgoKYO1f/QqlUKhkyZAh2dnbI5XLGjBnDF198QevWrfX0DhkyhK+++goHBwdcXV2ZNGmS3jgpKSn06dMHZ2dnbGxs+Pjjj7l69apu+9WrV/noo4+wtrbGxsaGSpUqceHCBaBgikj37t319AMMGzaMevXq/e198a6sPnSG1rUq0rZ2ZfzdnBn9aTNc7W3YdPy8QfnRnzaje5PalPLzxMdFzuC2DfF2duD41bs6GVtLCxxtrXV/524/wMzEmAaVSrH28Fk6fNqFsJp18PH1Y+jIMeTkZHPiWOER0l3bt1C+QmXad+qMp5c37Tt1pmz5iuzasVlPTiqTYe/goPuztbUrMJaxkRE7zlymTc0KdGsYRjl/T77q2BhXe1s2Hb9gUP9XHRvTo3FNSvt64OMiZ0jr+ng7yzl+/Z5OZk/4NXo2rUXtMoF4OtnTsW5lwkJLsOLQWdYcDqdtp65Ur1kXb19/Bo/4mpycHE4eP1SozXt2bKJshcq07fg5Hl4+tO34OWXKVWLPjvwI2t07N6lSrSaVqobh7OJGWK16lKtQhQf3849F7XoNKZkFciW4KqBVAmRL4YWJIa1a4g6c4N7EOURvL3x+78KafcdpVbcaretVx8/DhZGft8FFbsfmw6cNyo/8vA1fNP+YUv7eeLs6MbDjJ3i7OnLy8k2dTCl/b4Z+1pLGYRUwMX77uM6afcdoVa86rT8Kwy8vmuoit2fzn4XMpWtbvmhRn1IlfPB2dWZgpxZ4uzpx8tKNIvVoNBqO711Noza9KVetAe7egXw+8HsUOdlcPLWn0H7dhkynduNP8fQNxsXDn0/7TkKtUXPverhO5s+df2And6XLgO/wCSiD3NmDoDLV8XKWa208cJLWdarQpm5V/N1dGN2lJS4Otmw+cs6gztFdWtK9WT1K+Xvh7erI4PZN8HaRc+LKbT05lVrNN4vW0691QzydCjrHhvgQ+/vVMX28PBnUuwfOjnJ27jtocMxd+w/i7OTIoN498PHy5JPGDWja4CM2btupLygBB3t7vb/XSU1Po2mj+nRs05KypUIZObAvzo6O7NxrWPfO/Yf0dTeqT9MGH+vp3vfnUdLS0/nu668oExqMq7MTZUJDCPDz1cms27IdZ0c5Y4YOpIyXCx72Npy9/5Q2VUJoWyUUf2cHvmpRC1dbKzaeM3xuhrg70bR8IAEuDnjY29C8QhA1Snpx6VGUTmbP5bv0qleR2sE+eDrY0rF6aWqU9GblySsGx3zvSKXv7+9/kP9NqwT/OCtWrMDR0ZHz588zePBg+vfvT4cOHahRowaXLl2icePGdO3alczMTNRqNZ6enmzcuJFbt24xYcIEvv76azZu3Kgbb/r06axZs4Zly5Zx+vRpUlNT2b59u0G9lpaWhIeH89NPPzFlyhQOHdI6GhqNhk8++YTo6Gj27t3LxYsXqVixIvXr1ycxMRGALl264OnpSUREBBcvXmTs2LEYGxv/Y/viXVAoldx+8oKwUP1H1tVLBXD1wdO3GkOtVpOZk4utZeGR+e2nLtK4ShkS0zKIT0mnfMXKum3GxiaULlOOO7dvFtr/7p1blK9YSa+tQsXK3Lml3yfq+XN6fN6BPj06M/PHqURHvSgwVsTdR9x4/IKjV+8yedUuElMztDaH+HP14dvarCEzOwdbi3ybc5UqTF9z9MyMjbhw7wnxqemUq1hFz+bQ0uW4e7twJ+3enZuUq1BFr61cxap6fUJCy3D96iVePNfO+/HDv7hz6zoVK1fHEErgrA2YqcA9961M/T+jUCq58/gZ1cuU1GuvXjqIa/cfv9UYarWajOwcbKwMR/vfaS6PnlL9tdSH6mWCuHb/0TvMJfuNc0mIfUZqcjzBZWvo2oyMTSgRWolH964W0VOf3Jxs1EolFlb5T1ZuXDiGl38oy2aPYHzvuvw0pgNnDmtvNhVKJbcfP6f6KylbAGGlS3L1rydvpVOtVpOZnYONpb6Ni3f8ib21Ja3rVn2rcT7E/i5szMoVynHz9l1DQ3Dzzj0qVyinL1+xPHf/eoBSqdS1ZWVl8+mX/ejYvQ9fT/6B+w8e6vVRqdTk5ORy9ORpPus1gCkzfuZFdAyVK5Tlxh3Dum/duUflCmX12qpUKMfdvx7qdJ85f4HQoJLMWbiUtl170WPQCFZv3IpKlf8U8Mz5CwQFlGDSj7Oo990yOszdwM3nsYQFeumNHRboxdXIGINzeZ3bL+K4+iSayv75KSW5ShUmRjI9OVMjGVceR7/VmP9nJJL39/c/iHCwBe+FcuXK8c033xAYGMi4ceMwNzfH0dGR3r17ExgYyIQJE0hISODatWsYGxszefJkqlSpgp+fH126dKF79+56DvYvv/zCuHHjaNOmDcHBwfz6668GFxyWLVuWiRMnEhgYSLdu3ahcuTKHD2ujq0ePHuX69ets2rSJypUrExgYyMyZM7Gzs2PzZu0PXGRkJA0aNCA4OJjAwEA6dOhAuXLlCuj5UPviXUhKz0SlVuNgY6XXLre2IiEl7a3GWHXoDFk5uTSqXNrg9huPnvHX81ja1K5EfEo6AHZ2+pEhWzt7kpISC9WRnJSIrZ1+xMzWzoGkpCTd55JBIQwdOZaJU6czcMhIkpISGTtqMKmpKTqZSpWqMvbTpgB8/nE1bj55Qe85K8lVKJHbWBKf52y/iZV/niUrV0GjSqV0bWGhJVj15zmexCSgVms4e+sBx67eJTE9I89m/fnb2TmQ/Aab7V6LoNnZ2+v1ad2hC7Xq1mdo38/p1PIjRg/pySetOlCrXgO9fjctYKwvjPHTpoj0iy48PeR9k5yWkXeO6T+ydrC1Jv4tz7HV+46RnZNLw6rl389cbG3+/lz2HtXOpVqFIuXSkhMAsLaV67Vb28pJS45/6znvWvsztg7OBJXJv2lKiH3G6UMbcXTzof/XC6nZoANbl/3I7tMXSU7Tfqflr32nHWze4Tu9/yRZOQoaVc13DK/cf8yOExF806PdW8/9Q+zvwsa0t7MlMTnZ4BhJScnY29kWkFepVKSkaufh7enBmGGD+P7bsXwzehgmJiYM+eobnr3Ij+56e2od0UG9ezBqUD8Sk5IZ9NV4zM3MSSpEd2JyMvavPUmzt7PT0/0iOobjZ86hVquZNnEcXTu2Y9OOXazetFXX50V0LDv2HcTD3Y0FXzanablANBq48zxOb2y5lQXxaUUHWhpOW0HlbxbS+dfNdKpehrZV8nPXa5T0ZtWpqzyJT9Zex+4/5djtx8Slvd21UfBhETnYgvdC2bL5F3eZTIZcLqdMmfyFPi4u2nzE2NhYABYuXMjSpUt58uQJWVlZ5ObmUr58eUCb1hETE0PVqlX1xqxUqRJqtb6n8apeADc3N52Oixcvkp6ejlyu/6OZlZXFgwcPABgxYgS9evVi1apVNGjQgA4dOlCihOEFPW/Lu+4LQ+Tk5JCTo7+yLTdXG0F5/WZfgwbJW0QA9oVfY+HOI/w8sEsBJx1g77mrTFi2FYlEQp9Zy5g3+HMMK3yzvoKbNXptlapU09saFBJKv56fc/TPg7Rqq81HrlX3IyyuaZ38CoHefFK9LE2/nsvJG/fRaOBtYh77Im6wcPdx5vTvhINNfh7tVx0bM2X1blpP/A1N3nxlEikyiQSVIZPRIHmDxte3a17bT6dPHOHE0YMMHT0BLx9fHj/8i2WLf8HBQU69Bk11cgFZMPIZZMjgnDWsdIahz8H6H3KygQLH93VbCmP/2Uss3nqQWcO/xMG2YF7p35uL/ue3Pfb7z1xk8db9zBrRq8Bc9p2+wA+/b0CFNvrXd+xvhSgz0FYIh3f8waXT+xg08Q+MTUzzh1Cr8SpRihafDQXA0y+E6GcP2HTkFNVCAw3q1dr4Fvv73BUWbT/Ez0O/0H2nM7Jy+GbRer7t0Q57a8O540XxIfb3u45Z4FzT6I8TGlyS0OD8pyylQ4LpO+wrtu3ay+C+PQGoUFZ7zfVwd6N0kFa+S59BeZHuwrUbOvdf1a3RaLC3tWHkwL7IZDKCAkoQn5jIhm07+eLTDnkyaoICStC7W2ccbh5FbmXB3APnOHzzIQMb5V/7NK9dFw2xrG8bsnIVXIuMYe7+s3jLbWlaXnvefNW8FlO2HaP17HVIJODpYEurSsHsuHin6EEF/wjCwRa8F15Pq5BIJHptLy9aarWajRs3Mnz4cGbNmkVYWBjW1tbMmDGD8PDwAmO8yssL3Zv0vnTC1Wo1bm5uHDt2rEC/l9HwSZMm0blzZ/bs2cO+ffuYOHEi69evp02bNgX6SKXSAnNQKBRvNafC9kVhTJs2jcmTJ+u1je3WFplUSkJeZPkliWkZBh3mVzkQcZ0pK7fzU99OVA81fANRNcQfU2MjOtcPo0XNCigUWoc+OSkRB4f8m5SUlOQCUe1XsbMvGO1NSU4qso+ZmTk+Pv5EvXim125vZYFMKiEhJYNy/l64OdgRGZtIYloGcpuinYcDF24yeeVOfurTnuoh+hUwHKwtmdO/E4lpGTyOTkBuY8mKQ2c4f+cxz+KTSEpKxN7BUW/+tgZyPF+1+fWofkpyMrav2Lzqj/m6KDaAj28J4mKj2bppjZ6DbaoBJ6X2zzcHfvCCcBtokFykue8FO2vLvHMsVa89KTW9QJT1dQ6eu8zUpRuYPvgLqpUuWaTsO80l+fW5pCF/g/N+8Owlpi5Zx/QhPahWumB1jToVS1O6hA8XjcIAUCq0OThpyfHY2ucvDktLTSgQ1TbEkV3LObR9KQO+WYKHj74+G3snXD30v3MuHv7cPrcbO2uLvP2tHyFOSkvHwfYN3+nwq0z5YzPTB3ShWqn8FJNnsQm8iE9i2JwVujZ13nWrypfj2DJzPJ4ujgXG+xD7u7Axk1NSsC+kBKq9vR2JScn6c0hJQSaTYWNteB5SqZSgwBI8fyWCbWtjjVQq1Y1lbmaGv483cQkJBSLkL3GwsyMxOUmvLfk13Q72dhgZGSGT5adm+Hh5kpiUjEKhwNjYGLm9PT5e+Ytq7S3MkEgg7rVodWJ6FvI3pC95Omij/4GuchLSM1lwOELnYDtYmTOna1NyFEqSM7NxtrFkzv5zuNu/n5vbNyHqYBeN2DuCf5yTJ09So0YNBgwYQIUKFQgICNBFlAFsbW1xcXHh/Pn8hXsqlYrLly+/k56KFSsSHR2NkZERAQEBen+Ojvk/MCVLlmT48OEcPHiQtm3bsmzZMoPjOTk5ERUVpdd25cqVd5rT2zJu3DhSUlL0/r7q2pYQH3fO3X6gJ3vu1gPKlfAqZCRt5Hrisq380Ks9tcsaLuUFcObGfZQqNV0a1sDbWY6/uzOOtlZcuXRRJ6NQKLhx/SrBIaUKHScoOJQrly/qtV25dJHg0ML7KBS5PHv6BHsHfWfG2EhGiLcbZ28/JDk9k5ikFBxtrQi//ZBy/kXYHHGDCSt28EPPttQpU7iz52BtScVAb9wd7Yi4+5iGlUJwtLHi2uX8BZQKhYJbN64SFGI4rQagZHAprl2J0Gu7ejlCr09OTg5Sif4lVyqVoSniRgu0wTvlP5SiaGxkRLCvJ+E37um1h9+4R9lA30L77T97icmL1/F9/8+pVb7w8mvvPBc/L8Jv6OfLhl+/S9nAwqti7D9zkcmL1vL9wG7UqmD4nLM0N8PL1QknV2+cXL1x9SyBjZ0jd6+d1ckolQoe3LqIX8miU8YO71zGgS2L6DduAd4lCurzCypPbNRjvbbYqMe4OdphbGREiK8H4Tfv620/d/M+5QIMl6EEbeR60tKNfN/3M2qX1y855+vmxMbvhrNuylDdX93yIVQO9mfdlKG4GKg2BB9mfxc25sUr1ygVYvhaVCq4JBev6KfPXbh8laCAEhgZGY4JajQaHjx8jIND/g2tsbExJQP8uXhZO1auQsGTZ89JTEqhdLBh3aGF6vbX6S4dEszzqGi9AMnT5y+QO9jrAimlQoJ4+jx/TYmxkQwHS3OMX6uUdO6vZ5TzdjE4F8N2olfx6SWmxka42FqhVKs5fOMBH4W+XdUYwYdFRLAF/zgBAQGsXLmSAwcO4Ofnx6pVq4iIiMDPL/+iMHjwYKZNm0ZAQADBwcH88ssvJCUlvdVj6pc0aNCAsLAwWrduzfTp0wkKCuLFixfs3buX1q1bU6pUKUaPHk379u3x8/Pj2bNnRERE0K6d4bzFjz/+mBkzZrBy5UrCwsJYvXo1N27coEKFovM7/w6mpqaYmprqtWWaGPN5wxp88/sWQn3cKVvCi60nLhCdmEL7vIVM87YeJDYple96tge0zvWEZVsY3akZZfy9dLmUpsbGWFuY6Y2//dQl6lUIxi4voiKRSOhcP4ylG9fg7uGBm7snmzeswdTUjDr16uv6zZk5Dbncka49egPQolVbvv5qGFs3raNq9ZqcP3eaq1cuMm3GPF2fZUsXUKVaDZycnElJTmbj+lVkZmbyUX1tvdmsrCzWr1lO2wArPqlWlpmbDnL21gOszE25/ug5UUkptK+jXUg5b9thYpPT+K5Ha63NETf4dtl2RndsTFk/T10uuamJEdbmWpuvP3pGbHIaQZ6uxCansnD3cdQaDT0a18LGwpwlG1fj5u6Jm7snWzeuxtTUlNp1G+rmP2/W98jljnTp3heAZi3bM2HMELZtWkPV6rU4f+4U169cYOpP+bV6K1etwZYNq3B0csHLx5dHD+6ze9sGPmqorbWenZ3Flg2r8DIFGxVkSuG0DaTIoLz+Qws9ZJYWWAbk17218PPEplwwuYkpZD+NKrxjIXRpWpcJC9cS4udF2QBfth49S3RCEu3qaxcA/rphN7FJqUzp1xnQOtcTF61l1OdtKB3gQ3xetNLMxBirvIWlCqWSh89j8v6vIi4phbtPnmNhZoKXS+HlxLo0rceEBasJ8fOmbKAvW4+cyZtLTe1c1u8iNimFKf216Uz7z1xk4sLVjOraltIBvgbnYgiJRELdZp9zaPtSHN18cHL15tD2JRibmlGp1ic6udW/fo2tgzMtOg8DtGkhezb+Srch03Fw9iA1L1/b1MwCUzPt96hes27MmdCVg9uWUCGsMU/+us7Zw1uY8EUrrY2Na/Pt4g2E+HpSNsCbrcfOE52QTLuPtHncv2zaR2xSKlP7dNLaeO4KE5ZsYFTnlpQp4U18ct532sQIawtzTE2MCfB01bPPOs/2AE9X1IU4qR9qf786pn+Fauzef4iYuHha5NWWXrJiDfEJCYwbMQSAFk0asX33fuYvXc4njRtw685d9h06wjejhunmuWLdRkKDSuLh7kZmZiZbd+3lr0ePGdK/l05mwe8rqFqxAms2bcXaypIbt++QnJyCzMhIT3dcYiJfDx8MQMsmDdm+Zz+//b6c5o0acPPOPfb+qa+7VdNGbNuzj1+XLKNN86Y8exHF2k3baNsi/ylUh1bNGfTVN6zeuJXWLlJuPIshNSsHtUbDtgu3Keftwpbzt4hKTqNDNe1N+Nz9Z4lNzeD7jto1GevPXsfVzho/JzsALj+OYuXJK3xWIz/d8FpkDLGp6QS7OxKbksGCwxGoNdC9zvv/TTKIRMRoi0I42IJ/nH79+nHlyhU6deqERCLhs88+Y8CAAXql68aMGUN0dDTdunVDJpPRp08fGjdurPdY7k1IJBL27t3L+PHj+fLLL4mLi8PV1ZU6derg4uKCTCYjISGBbt26ERMTg6OjI23bti2QmvGSxo0b8+233/LVV1+RnZ3Nl19+Sbdu3bh+/fr/eZ+8LY2rlCElPZPFu48Rn5JGgLsLvwzpinteVCo+OZ3oxPyFgltORKBUqZm2djfT1u7WtbcIq8CUL9vqPj+JjufyX09YMFz/RRTdm9QmxsyNRb/NJT09jZJBIUz67ie9etBxcbF6jwqDQ0szauy3rFn5B2tXLcPVzZ1RY7/Vq4GdEB/PrOnfkZaago2tLSWDQvnp519xdtE6BlKplCePHzHs0C3SMrOxNDMhITUdpUrN9UfP+XVQZ53NcSnpRL1i8+YTF1Gq1Uxbv49p6/PPqRbVyzG1u9apyVEo+W3HUZ7FJ2FhakKt0oF816MNNhZmdG9UgxfmXiyZP5uM9HQCg0L4duosPZvj42KQvnKzFxxahuFjJrJu1VI2rP4dF1d3ho+ZpKuBDdCz3zDWr17KkvmzSU1Jwt7BkYZNW9L+s+46m58/fcJhF23+taUKvHJgUJS2ZF9h2FYqTdjhVbrPoTO/BuDpyq1c6zmu8I6F0Kh6BVLSM1m6/SDxyamU8HRj7qjeuOXVQY5PTiM6If8x+tYjZ1Gp1ExfsYXpK/JfFNS8VhUm9f0MgLikVLp8M0u3bdXeY6zae4yKwSVYPH5g4XMJq0hKegZLtx0gPjlFO5fRfXFzejmX1NfmckY7l+Wbmb48vyxk89pVmdSvS5F212/5JYrcHDb//h2ZGan4BJSh/9eL9GpgJyVEIZHmH/dThzagUipYNnuE3lhN2venaYcBAPgElKbnyDnsXjeHA1sWInfyoM0XX9GshvZ8alytHCnpmSzZcZj4lFRKeLgyb0QP3PNqjmv3d7Ju7C1Hw1Gq1Py4ajs/rtqua29RsxKTe3cs0sY38SH2t96Yyzbh6+PNtIlf45pXAzsxMYnYuPyFpG6uLkyb+DW/LV3Ojj37kTs4MKhPD70a2OnpGcz6dSFJSclYWloQ4O/HnB+nEFIyP1UmPiGBazdvo9FoWLdlOxqNBm9PD4b3763TnZBkSPc45i9dwY49B5A72DO495e6GtgAzk6OzJj8Db8tXUHPIaNwkjvQtkUzPmvXSicTHBjA1K9Hs2TlGlY9f4GHvTXjWtZBqVKz+PAF4tIyCHCR81v35rp0jvi0TKKT8++k1RoN8w6c43liKkZSKZ5yG4Y2qa6rgQ2Qq1Ty26HzPEtMxcLEmFpB3nzfsQE25vrBmQ+G9B96tPYfRaIxlNgqEPzLUKvVhISE0LFjR6ZOnVrc0ykWMk9sfLPQB+CJR81i0QvgG3msWPT+5dXgzUIfiMiQOm8W+gDUOT27WPQCIH37G+f3yWmjj4tFL0DtrL3FoldtbPZmoQ9Eqo3Hm4U+AJJidHMcbh4tNt1mbYd+0PGz1k57b2OZd373YMC/HRHBFvwrefLkCQcPHqRu3brk5OTw66+/8ujRIzp37lzcUxMIBAKB4P97JCJFpEjE3hH8K5FKpSxfvpwqVapQs2ZNrl+/zp9//klISMibOwsEAoFAIBAUIyKCLfhX4uXlxenThl/PKxAIBAKBoJgROdhFIiLYAoFAIBAIBALBe0REsAUCgUAgEAgE74bIwS4SsXcEAoFAIBAIBO+GRPL+/t6R+fPn4+fnh5mZGZUqVeLkyZNv1e/06dMYGRlRvnz5d9b5rggHWyAQCAQCgUDwn2DDhg0MGzaM8ePHc/nyZWrXrk3Tpk2JjIwssl9KSgrdunWjfv36Rcq9L4SDLRAIBAKBQCB4N6TS9/f3DsyePZuePXvSq1cvQkJCmDNnDl5eXixYsKDIfn379qVz586EhYX9X6x+a4SDLRAIBAKBQCAoNnJyckhNTdX7y8nJKSCXm5vLxYsXadSokV57o0aNOHPmTKHjL1u2jAcPHjBx4sT3PvfCEIscBYL/CBJVEe/L/oDciHMrFr0Azk5+xaL3boJTsegFaFxMb1Q8UXPEm4U+EK61HItF76MxTYpFL0CV88XzJseYzpOKRS+Af8SqYtEbf+ZisegFUJUtWWy6/0tMmzaNyZMn67VNnDiRSZMm6bXFx8ejUqlwcXHRa3dxcSE6Otrg2Pfv32fs2LGcPHkSI6N/zu0VDrZAIBAIBAKB4N14j1VExo0bx4gR+jf5pqamhat+bWGkRqMp0AagUqno3LkzkydPpmTJf/ZmRzjYAoFAIBAIBIJ34z2+aMbU1LRIh/oljo6OyGSyAtHq2NjYAlFtgLS0NC5cuMDly5cZNGgQAGq1Go1Gg5GREQcPHuTjjz9+P0a8hnCwBQKBQCAQCATvRjHUwTYxMaFSpUocOnSINm3a6NoPHTpEq1atCsjb2Nhw/fp1vbb58+dz5MgRNm/ejJ/fh0tDFA62QCAQCAQCgeA/wYgRI+jatSuVK1cmLCyMxYsXExkZSb9+/QBtusnz589ZuXIlUqmU0qVL6/V3dnbGzMysQPv7RjjYAoFAIBAIBIL/BJ06dSIhIYEpU6YQFRVF6dKl2bt3Lz4+PgBERUW9sSb2P4FwsAUCgUAgEAgE78bfeAPj+2LAgAEMGDDA4Lbly5cX2XfSpEkFqpN8CEQdbIFAIBAIBAKB4D0iHGxBsdK9e3dat2793sbz9fVlzpw57228v8vy5cuxs7Mr7mkIBAKBQPBhKKY3Of5XECkiggLUq1eP8uXLv5Oj+nf6CP4eG45FsOLQWeJT0ijh7szoDo2oGOhjUPbw5dtsPH6Be89iyFUqKeHmRL/mdalRKkAno1Cp+GP/KXadvUZsciq+Lo4MbVufmq/IvESj0XBk+29cOLaRrIxUPEuUpUXXb3HxDCx0vjcvHOT4rsUkxkaiUiqRu/pQs0l3KtQsuOIb4PiuxRza/DNhjbrycV9t+aQt+4+wdsc+EpKS8fPyYGiPzpQPNVzTND4pmV+Wr+fuwyc8jYqhQ7MGDPuys57MsXMXWLl1D8+iYlCqVHi5ufBpiyY0rVfDsM3bfiMiz2avEmVp0e0NNkcc5NhrNtdqqm/z8V2LuXnhEHFRDzE2NsM7sAKNO40Ed+32TX+eZtWeo8SnpOLv4crIz1tTIcjfoL4jEdfYfPgM9yKfo1Ao8fd0pU+bxoSVDdbJPHgWzcIt+7jz+BlR8UmM6NKKzk3qFmrD2+BQqzL+I3tiW7E0Zu7OXGg3gJidh//2eE6t2uDSqTPGcjlZjx/x7Nd5pF+/Wrj+Bo1w+bQzZh5eqDLSSTkfzrOFv6JKTdXJyCytcO/VB/vadZFZW5MTFcWzBb+SGn5WbyyNRsO5/b9y48wGsrNScfUpx8ftJyB3K/w4v8rdS3vYt2IE/mXq07LXfF372X2/EL7/Vz1ZC2tHOrYspftsWrku5mGNkVrboop9QcbBDSgj/ypcmcwI8zrNMS1TDamVDerUZLJO7SXnymntZic3zOu1wsjNG5mdIxkHNpAdfhiNRsP6Ncs5uH83GelpBAaF0Kf/ULx9iq6kcPb0cdauWkZ01Atc3dzp0q0n1WvU1m1fv2Y5G9au0OtjZ2fPsjVbdZ/nzf6Ro4cP6MkYy6RIkFDC2Y6vmlSjoo9rkfMAuBwZQ89lewlwtmdj/9a69j9vPeb3k1d5mpiGQq3Gx8GGrjVK06JcwevY61jWboR1/ZbIbOxQRD0jeetych/cMShr//kALKvVK9CuiHpKzA8j36jrVTZe/ouVEXeJz8jG39GGUR+Vp6Kn4ZdcXYiMpc/G4wXat/RojJ/c5p30vjeKMUXkv4BwsAWC/xAHLtxkxqYDfP1ZM8qX8GLzyUsM/HUtWycOwM3BtoD8xfuRVA/xZ3Drj7E2N2PH2SsMmb+e1WN6EuytfUPjbzuOsif8OhM+b46fqyNnbj1gxMKNrBjdQyfzkpN7l3Jm/3La9v4BR1dfju1cyPIZPRn24z5MzS0Nztnc0o56Lfri6O6PTGbM3avH2LZ0PFY2cgLL1NKTffbwOhHHNuLqFaRr+/N0OHOXrWVU766UDQ5k+8FjjPx+NmvmfI+rk7yAPoVCiZ2NNV+0a8763QcNzsnGyoov2jXHx8MNIyMjTl+4wg+//Y69rTXVK5TRt3nPUk7vX0673j/g6ObL0R0LWfZTT4ZPL8JmKzvqteyLk5s/MiNj7l45xtYl47GylhNYVmvzozsRVG/QGQ+/0qjVKg5tmsPyn3rS7schnLxyi1mrtzO2ezvKBfqx9egZhsxYzKYfx+DqaF9A3+W7D6hWuiQDOzbD2sKcXSfOM3z27yyfNJRgX08AsnNz8XSW06BqeWav2W5w3u+KzNKC1Gt3ebZiK5U2/frmDkVg/1F9PAcOJXLOLDJuXMOxRWsCps/kZvfPUcTGFJC3LF0W37Hf8HT+PFLOnMbY0QmfEaPxGTWWhxO+BkBiZETgzDkok5N4MOkbFHGxGDu5oM7KLDDehcNLuHx0GY26/Iidky/nDy5g6/wefDF+PyZmVkXOPTXxOSe3T8ejRGWD2+WugbQduEz3WSKVwa2xAJiEVsaycScy9q5F+fQvTCvWwabzEJLnT0KdmmhwPOv2fZBY2pCxayWqxFikltb6UUBjE9RJcWTeuohlo4665tW3nrLz7gUGDx+Du4cXmzesYtI3o/lt0UrMLSwM6rpz+yYzf5xC565fUi2sNuFnTzLzx8n88NM8SgaH6uS8fHyZ/N0s3WeprGBUsmaAB1Na1ebonUh+3HeO4Q2qEBbgweYLdxiw+iDbBrbFza7wfZ2Wncs3205Q1d+dxPQsvW225qb0qlMOP0c7jGVSTtx7ysTtJ3GwNCOokPEAzCuGYde2O0kbl5L78C6WNRvg2P9rYr4fjiopoYB88uZlpOxYo/sskclwHjuDrMvnitBSkAN3njLz6BXGNahIOQ9Htlx9yOAtJ9ncowluNoaPBcC2L5tgaWqs+2xv/uba0YLi4X8zLi/423Tv3p3jx48zd+5cJBIJEomEx48fc/z4capWrYqpqSlubm6MHTsWpVJZZB+VSkXPnj3x8/PD3NycoKAg5s6d+7fnVq9ePQYNGsSgQYOws7NDLpfzzTffoNFo9OQyMzP58ssvsba2xtvbm8WLF+ttf/78OZ06dcLe3h65XE6rVq14/Pix3j5o3bo1M2fOxM3NDblczsCBA1Eo8l9VnpSURLdu3bC3t8fCwoKmTZty//79Qud+9epVPvroI6ytrbGxsaFSpUpcuHDhnffBqj/P0qZmBdrWqoi/mxNfdWyMq70tm44bHuurjo3p0bgmpX098HGRM6R1fbyd5Ry/fk8nsyf8Gj2b1qJ2mUA8nezpWLcyYaElWPmn/g+GRqPhzIGV1G3Zl1KVG+HiWZJ2vX9EkZvN1XO7C52zf0hVQis3xNm9BHIXb2o06oaLV0me3NN/fXFOdgabFo6m9ZdTMLPMj8is33WQFh/XoWWDuvh6ujPsy844yx3YduCIQX1uzo4M79mFpvVqYmVhblCmYulg6larhK+nO56uznRq3ogSPp5cu6N/DDUaDacPrKRey76UqqK1uX2fPJvPFm1zqcoNcfbIs7mx1ubHr9jcffQSKtZug4tnIG7ewbTr/QPJCVHcfvyMNfuO06puNVrXq46fhwsjP2+Di9yOzYdPG9Q38vM2fNH8Y0r5e+Pt6sTAjp/g7erIycs3dTKl/L0Z+llLGodVwMT4/cRW4g6c4N7EOURvP/R/HsulQycS9u4mYe8usiOf8Oy3ueTGxuLUso1BeavQUuRGRxO3dTO50VFk3LhG3K4dWAblR+3lTZtjZG3DX9+MJePGdXJjYsi4cY2sB/rRYY1Gw+XjK6nSqB8B5Rrh6F6SRp9PR6HI5s7Fwo8zgFqtYv/KUVRvOhgbuZdBGYlMhqWNk+7PwspBt80srCE5l0+Rc/kUqvhoMg9uRJWShFllw08XjEuUwsinJGlr56F4dBt1SgLKF49RPnuok1G9eELmn1vIvRmBRqXQ2bjxznPad/qcsJp18PH1Y8iIseTkZHPi+J+F2rd7x2bKVahMu45d8PTypl3HLpQtV5FdO7boycmkMuwdHHR/trZ2BcYykclwtLZg+5V7tKlYki5hpfB3suOrptVxtbVk4wXDUeOXTN11mqZl/ClnIMpbxc+N+iG++DvZ4eVgQ5fqpQh0ceByZMGbs1ex/qg5GWePkHn2CMqY56RsXYEqKR7LWo0Mymuys1Cnpej+jL1LIDW3JOPc0SL1vM6aC/doXcaPNmX98ZfbMPrj8rhYW7D5yoMi+zlYmOJoaab7k73Hl728MxLp+/v7H+R/0yrB32bu3LmEhYXRu3dvoqKiiIqKwtjYmGbNmlGlShWuXr3KggUL+P333/nuu+8K7ePl5YVarcbT05ONGzdy69YtJkyYwNdff83GjRv/9vxWrFiBkZER4eHhzJs3j59//pmlS5fqycyaNYvKlStz+fJlBgwYQP/+/blzR3vhzszM5KOPPsLKyooTJ05w6tQprKysaNKkCbm5uboxjh49yoMHDzh69CgrVqxg+fLleiuTu3fvzoULF9i5cydnz55Fo9HQrFkzPSf8Vbp06YKnpycRERFcvHiRsWPHYmxsbFC2MBRKFbcjowgLKaHXXj3En6sPn77VGGq1hszsHGxfcTxzlSpMX3O4zIyNuPyXfpmjpLhnpKfEE1C6pq7NyNgE36AqRN6//Fb6NRoND26eJT7qMb5B+tG+XSunElSuLgGl8tM0FAoldx88pmr5UnqyVcuV4vrdon+I3haNRsOFa7eIfBFN+VD9WNf7ttkv2HCEEyA7Kw0AC1NT7jx+RvUy+ikw1UsHce3+47fSqVarycjOwcaq8EjYvwmJkREWJYNIvXBerz31wnmsCqlVm37zOsZOTthUCwPAyN4e+7r1SDmXn/phV6MW6bdu4D1sJGW37CL0j1W4dulWIOczNeEZmalx+ATnP1ExMjLBs0QVoh4VfZzD9/+GuZUDpcM6FCqTHPeEJd/W4o/JH7N3+XBS4vO+r1IZRm7eKB7c0pNXPLyFkVcJAyOBSclyKF88wbxmY+yHTcdu4FQsGrYHo6KvJy/Ss0nIzqV8xfxz0NjYhFKly3Hn9s1C+929c4vyFfTP2/IVq3D3tT5RL57zZdf29P3yM2ZNn0J01IsCY114HE3d6Wu48TyeyMQUEl6JQoeV8ODq09hC57H98j2eJaXRr26FIu0E7Xcu/OELHiekUKmotBOZDGMvf7Lv6KchZd+5hqlfUXHvfCyrf0zO3euokuLfSh5AoVJzOyaJ6r76cwvzdeHqi6LH+WzlIRot2EXfjceJiCx8fwmKH5EiItDD1tYWExMTLCwscHXVfvnHjx+Pl5cXv/76KxKJhODgYF68eMGYMWOYMGGCwT4AMpmMyZMn6z77+flx5swZNm7cSMeOHQvofhu8vLz4+eefkUgkBAUFcf36dX7++Wd69+6tk2nWrJmufM+YMWP4+eefOXbsGMHBwaxfvx6pVMrSpUuR5OWPLVu2DDs7O44dO0ajRtqohb29Pb/++isymYzg4GA++eQTDh8+TO/evbl//z47d+7k9OnT1KihdQbXrFmDl5cX27dvp0OHgj+0kZGRjB49muBgbXQtMLDovM6cnBxycnL02mKSUlCpNTjY6KclyG0siU/NeKv9t/LPs2TlKmhUKd9hDQstwao/z1ExwBsvJwfC7zzk2NW7qF57MpCeor3wW9k46rVb2chJTij4Y/oq2Zlp/DSsHkplLlKplBbdJug5rdfO7SHqyS36Tdyk1y85LQ2VWo2DrX6OoYOdLYnJN97K5sJIz8ikVZ8R5CqUyKQSRvXuStVy+o582kubbV+z2VZOcvybbZ4+tHCbX0Wj0bB37XR8SlZCbmettdnGWk/Gwdaa+JS0t7Jt9b5jZOfk0rBq+beSL26MbO2QyIxQJOmnRCiTkjC2L5gGBJBx8waPvp+M/4QpSE1MkBgZkXz6JJHzZutkTN3dsXatSOKfB/lr3ChMPTzxHjoSiUxG1Mr8lI2MtDgALKz1dVlYO5KaVPhxfvHwIjfPbabLV9sLlXH1KUvjLtOxd/YlMy2B8IML2DDnUzo2Lomd3BaJVIY6I1WvjyYjFaml4bxaqb0jxt4BoFSQtnEBEgsrLJt1RmJmScauFQb7ACRmawMIdnb6KUZ2dvbExRUe5U1OSsTO/rU+9vYkvXKsAoNCGDpyLO4eXiQnJbFpwyrGjRrE3AXLsLHRpq5VrFyVti5qTI1k9Fm5n6ikdHqv2Mf6vq0wMZIhtzQnPr1g6g7Ak4QU5v55gWU9PsHIQOrJS9Kyc2k4az0KlQqpRMrXn4QRVsKD+Jhog/JSSxskMhnqtBS9dnVaClIbu0L16Prb2GEWWp7EFfPeKPsqyVk5qDQa5Bb66R0OFmYkZGQb7ONoZc43jSoR4mJPrkrN3ptP6LfxOIs71aOSl+G8bUHxIhxswRu5ffs2YWFhOocUoGbNmqSnp/Ps2TO8vb0L7btw4UKWLl3KkydPyMrKIjc3l/Lly//tuVSvXl1vHmFhYcyaNQuVSoVMJgOgbNmyuu0SiQRXV1diY7V3+hcvXuSvv/7C2lrfecnOzubBg/yIaKlSpXTjAbi5uelet3r79m2MjIyoVq2abrtcLicoKIjbt28bnPeIESPo1asXq1atokGDBnTo0IESJQxHqACmTZumd3MCMPzT5nk26ctqNPA2Dwn3Rdxg4e7jzOnfSc9J/6pjY6as3k2bSfORSMDTyYGWNcqz7dQlwoZOQ8VMALqOWGBYPxq9Y2IIEzNLBk7dSm52Jg9unWPfuunYO3nhH1KV5IQo9qyZRvfRSzE2KSSf8LXxX08L+jtYmJuxYuZkMrNzuHD9FvOWr+d5TBwb9xxCpdEe+24jF+Tpf62z5u1sHvTdVnKyM3mYZ7ODs9bm19m1cirRT+/S55s1wDGtSgM2v0knwP6zl1i89SCzhn+Jg631G+X/VRg8roaPtZmPL16DhxO1chmpEeEYy+V49B2Iz4jRPJnxo1ZIIkGZlMSTWT+BWk3mvbsYOzpywU7OxKh41KO10dBWfRdpxQse6EK/W7nZ6exfNZr6n07F/JWUj9fxC9VP9XDzLc+yqQ3Z+zCaznLHQnoVcZwlUtBoSN/2O5ocbQQ48+AmrDr0JWPfWlBqn6IdeBTDT+fvwdYGoFIxs05IXv/XzisM2f36bAydi/mfK1XOvxb6+EJQSCj9e3bh6OEDtGqjDabUqvMx/hHPiU3VOtGjmlRjxIYjnLj3lAahvtrriIF5qNRqxm05Tv96FfF1LLjO5FUsTYzZ2K81mbkKwh+9YNaB83jaW/PGl2G/w3mnp69aPdRZGWRdO/9GWYMYOhaFfMd9Hazxdcj/PpdzlxOdlsmqC3eLz8H+H63+8b4QDrbgjRj6YX/p4BT1g79x40aGDx/OrFmzCAsLw9ramhkzZhAeHv5B5/t66oVEIkGtVgPaR+eVKlVizZo1Bfo5OeVfpIoaozDnrigHaNKkSXTu3Jk9e/awb98+Jk6cyPr162nTxnB+6bhx4xgxYoReW87JTey/MoOEFP1odWJaBnIbw4vtXnLgwk0mr9zJT33aUz1EvxKFg7Ulc/p3IkehJDk9E2c7a+ZuO4yHoz3zBn7GUTOtY69UaCNgaSnxWNs56/pnpCZiaWM4yvgSqVSK3EVb6cTNJ4S4Fw84sXsx/iFVefH4JhmpCSyY2F4nr1areHL3Am0OrUYmlZKYrB9hSkpJxcGu6B/bNyGVSvF0cwGgpJ83T5694Mbdv1gxczLnssrr2ZyeHI/NKzanpyZi9Q42u/uEEPviAcd3LS7gYO9a+R13Lh+l1/hV2Dq4YqeyRCaVkpCiH9VMSk1HblP0YruD5y4zdekGpg/+gmqlDVdZ+TeiTElGo1Ji7KC/T43s7QtEtV/i2rkrGTeuEbNhLQBZDx+gysom+JcFPP99CcrEBBSJCWiUSsj77gJkP3lCw25fYrp4Pld7avuqlNrjnJEWj6Vt/nHOTEvAwtqwE5wc/5TUxOfsXNJf16bRaPXMHR7KF+P3Y+dYMPhgbGqBo1tJnqU9QpOZjkatKhCtllhaF4hqv0Sdnow6LVnnXAOo4qOQSKRIbexRJ2qDCbU85ZRyrIx1t5HkXD1D+iVt/n5yUiIOr+znlOQkbF+LUL+Knb2DXrRa2ycZO7vCbyrMzMzx8fUn6sXzAtvsLUyRSSQo1Wrc7ayITNTamZiRjdyq4JqJjBwFN1/EcycqgR/3atN/1BoNGqDi5GUs6NqYav7a0jtSqQTvvIoawW5yHsWl8Pupa3xXwvAxVGekolGpCkSrpda2qFNTDPZ5FYvqH5EZcRJUqjfKvoqduXYfvB6tTsrMxsHi7RctlnGXs/fWk3fS/V4RVUSKRDjYggKYmJigeuWCERoaypYtW/QcyDNnzmBtbY2Hh4fBPgAnT56kRo0aem9bejVK/Hc4d+5cgc+BgYF60eaiqFixIhs2bMDZ2Rkbm79X2ig0NBSlUkl4eLguRSQhIYF79+4REhJSaL+SJUtSsmRJhg8fzmeffcayZcsKdbBNTU0xNdW/0GZZmBHi7cbZ2w/5uEL+Qq7w2w+pV67wfMF9ETeYtHIn03q2pU6Zwp0uU2MjXOxtUKhUHL58m4aVQvF2dkBurnUSNRoNVraOPLhxBncfbfUApTKXx3cjaNTx3cpTadCgzHNqSoSGMfj7HXrbty4dj6ObH6M6VGXa/GWcv3qTutUq6bZHXLtF7Srl30nnG+ek0f5we7q5IM/Qt/mvm2dw99W3ufE72oxGo3PkXo69a9V33Lr4J73GrcDBSVvtw9jIiGBfT8Jv3OOjyvlPY8Jv3KNuxVIFhn3J/rOXmLpkPd8P6Eqt8qGFyv0b0SiVZN67i3XlKiSfOqFrt6lUheTTpwz2kZqZoXndsVFrP7+8TqXfuI5D/YZaRyDvxtjMywuT7GxcJGDnlH+cLWyciLx7GmdP7b5TKXN59iCCWi1GGdTv4OLP52N26bWd2TsHRXYGdduOx9rOcO6vUplLYswD5D5moFahjIrE2D+U3LtXdDLG/iEo7houT6h8+gDT0MpgbAoKbRqZ1MEFjVqNOjVJJ2dpbISlsRF2Xp5kv5CTZWuB3MyEq5cv4F9Cm6KmUCi4eeMq3Xr0MagLICg4lKtXLtKyTX7q25XLFwgKKfxcVChyefb0CSGlyhTYZmwkI8RdzvG7T4lOycApz6k+9+AF9YIL3pBYmZqwub/+dXJjxG3OP4piZseP8bAv/KZTgwaFsgjnV6VC8fQhZsFlyb4WoWs2CypL1vWIwvsBpgGhGDu7kbDU8GLrojCWSQlxsSf8cQwfB3ro2s89jqFegEcRPfW5G5OEo6XZO+t/b/yPLk58XwgHW1AAX19fwsPDefz4MVZWVgwYMIA5c+YwePBgBg0axN27d5k4cSIjRoxAmveI6PU+Dg4OBAQEsHLlSg4cOICfnx+rVq0iIiICP783PrArlKdPnzJixAj69u3LpUuX+OWXX5g1a9abO+bRpUsXZsyYQatWrZgyZQqenp5ERkaydetWRo8ejaen5xvHCAwMpFWrVvTu3ZtFixZhbW3N2LFj8fDwoFWrgrWds7KyGD16NO3bt8fPz49nz54RERFBu3bt3sl2gK4Nwhi/bBulfNwo6+/JlpOXiEpKoX0drfM5b9thYpPT+K5Ha0DrXH+7bDujOzamrJ8n8SnpAJiaGGFtrr0wX3/0jNjkNII8XYlNTmXh7uOoNRq6N9LPF5ZIJNRo3I3juxcjd/FB7urD8V2LMTYxo1z15jq5zYvGYGPvQqOO2gj88V2L8fArhYOzNyqlgnvXTnDl9E5adpugnYu5JS6e+o6/sak5FlZ2lPD25NMWjZgybwkhJXwpHRTAjkPHiYlPoHWjjwBYsHoTcYnJTBiSn4d/75F2gWZWdg7JqWncexSJsZEMPy/tj9fKrbsJLuGHh4sTCqWKs5euse/4GUb36VrA5pqNu3F8l9ZmR1cfju3Mszks3+ZNeTY3LsTmu1dPcPn0Tlp+MUHXZ+eKKVw7t4fPh/2KqZklacnaPOBsy1y6NK3LhIVrCfHzomyAL1uPniU6IYl29bU3dL9u2E1sUipT+mnre+8/e4mJi9Yy6vM2lA7wIT5ZGxU0MzHWVVJRKJU8fB6T938VcUkp3H3yHAszE7xc/t4jZpmlBZYB+U6RhZ8nNuWCyU1MIftp1DuNFbNpA77jviXz7h0ybt7AsXkrTFxciN+1DQD3Xv0wcXLk8TTt4uqUM6fxGTWGtJatSY04j7FcjtfAoWTcvokiQZs7H7djG85t2uM1aBix2zZj6umJa+duxG7Vz/WXSCRUqNuN84cWYefoi52TDxGHFmFsbEZwpfzjfGD1V1jaulCrxUiMjE1xdNc/b03NtTftr7af2D4d/9IfYW3vRmZaIucPLiA3O52mfr4AZJ89hFWbL1FGPUH57AGmFesgs3Ug7aK25rHFx22QWtuRvkObM55z/TzmtT/BqlV3so7t1OZgN2yvrYGdlx6CVIbMSVtiUyIzQmpth5GrF50qJLJ84xrc3D1xc/dky8bVmJqaUaduA9185876AQe5E127a79PzVu2Y/yYoWzdtI6q1Wty/txprl25yA8/5ecdL1+6gMrVwnByciElOYlNG1ZrF5Q3aAxor4Eb1iynnUMmjlbm1CjhyZITV7AyM8HfyZ4Z+8OJSkmnQ2Vt4GDunxeITc3g+7Z1kUolBLroR9gdLM0wNZLptf9+8iqh7o542VujUKk5ef8Zu6/+xfhPakBOemGnHWlHd+PQdTC5kQ/JfXQPy5oNkDk4knFKWxnHpsVnyOwcSFr1m14/i7CPyXl0D2XU2y0wf50ulUvy7d5wQlztKesuZ+u1h0SnZdKunPYJ4y8nrhObnsXUZtonXmsu3sPdxpISjjYoVGr23ork8P3nzGgZ9rf0Cz48wsEWFGDUqFF88cUXhIaGkpWVxaNHj9i7dy+jR4+mXLlyODg40LNnT7755psi+/Tr148rV67QqVMnJBIJn332GQMGDGDfvn1/e27dunUjKyuLqlWrIpPJGDx4MH36FB59eR0LCwtOnDjBmDFjaNu2LWlpaXh4eFC/fv13imgvW7aMoUOH0rx5c3Jzc6lTpw579+41WBlEJpORkJBAt27diImJwdHRkbZt2xbIsX4bGlcuRXJ6Jov2nCA+NZ0Ad2d+HdQZd7kdAHEp6UQl5j/a3HziIkq1mmnr9zFtff5+b1G9HFO7a28GchRKfttxlGfxSViYmlCrdCDf9WiDjUXByEjtZr1Q5Oawc+UUsjNT8fQvS/fRS/XqQScnRiF5JTcvNyeTXSunkJIYg7GJGY5ufnToO50y1Zq9lc0NalYjJS2DPzbtJCEpBX9vD2Z+PRw3Z+1j34SkFGLi9evVdh81Uff/Ow8ec/DkOVyd5GxdqM0nz8rOYebilcQmJmFqYoKPhysTh/amQc1qvE7tT/JsXpFvc4+v9G1OSdA+on/V5p0r8m12yrO5bPV8m88fWQ/A0h++0NNn2vtTWtSpSkp6Jku3HyQ+OZUSnm7MHdUbN0ftY/n45DSiE/KjlVuPnEWlUjN9xRamr8gvn9a8VhUm9f0MgLikVLp8k38zumrvMVbtPUbF4BIsHj+wyGNQGLaVShN2eJXuc+hMbf3ppyu3cq3nuHcaK+noYYxsbHDr1gNjBzlZjx/y19hR5MZobwqM5XJMnF108gkH9iK1sNA60P0Ho0xPJ+3yRZ4vzn/JiyIulvujh+E5cCihv69AERdP7NZNRK9bXUB/5fq9USpyOLJ5MjmZKbj6lKNN/z/0amCnJkW9c9QuPTmafStGkJWRjLmVPW4+5ek0YiNukT8BkHvrAhkWlpjX+QSplfZFM6lrf0Gdok3LkFjZIrV9JR1DkUPq6jlYNv0U297jUWemk3vrAplH858CSa3tsOubfzNnXqMx5jUa07/RHRJWbmXx/Dmk571oZuLUGXo1sOPiYvXO5eDQ0owcM4G1q35n3eo/cHF1Z+SYCXo1sBMS4pj903ekpaZgY2tHyaAQps/+DWdnbRRfKpXy5MlDhh64QVp2Lk7W5pT2cCI2LYMv/thNgLM9v3VphHteDez4tEyiU95u4fZLsnKV/LDnLDGpGZgayfBztOP7tnVpUtqf+DMXC+936SzJltbYNGmHzMYeRdRT4hdM01UFkdnaY2Svn2IiMTPHvHw1UrYsf6c5vkrjYC9SsnJYcvYW8RnZlHC0YV7b2rjbaq8r8RlZRKfmL/pUqNT8fPwqcelZmBrJ8JfbMq9tLWr5uxWmQlDMSDTvY7WQQPAP8P/72yKzjhbMG/8n2G3+WbHoBfjY6t1e3vC+OJpRvVj0AjSW/P0b0P8LJ2qOeLPQB8K1VmGL/T4s58cYriv+T9Dx/NsHBt4nMZ0nFYteAP+IVW8W+gAU5WB/aOzLFt9aCMve333Q8bMPLX9vY5k17P7exvq3IBJoBAKBQCAQCASC94hIERH8K4iMjCQ0tPCFWbdu3Sp0m0AgEAgEgn8YUaavSISDLfhX4O7uzpUrV4rcfuzYsX9sPgKBQCAQCApHI8r0FYlwsAX/CoyMjAgICCjuaQgEAoFAIBD8nxEOtkAgEAgEAoHg3RB1sItE7B2BQCAQCAQCgeA9IhxsgUAgEAgEAoHgPSJSRAQCgUAgEAgE74ZIESkS4WALBP8R1GaWbxb6AKRkFN9FVG0tKxa9CmUxro43LR6bi+tlLwDRp+KLRW9SP1Wx6AVQZmQVi96k3Ld/Y+375uVbOf9p0qOTi0UvgH3ZYlP9wRFVRIpGONgCgUAgEAgEgndDRLCLROwdgUAgEAgEAoHgPSIi2AKBQCAQCASCd0OkiBSJiGALBAKBQCAQCATvEeFgCwQCgUAgEAgE7xGRIiIQCAQCgUAgeDekIkZbFMLBFggEAoFAIBC8E6JMX9GI2w/BP4ZGo6FPnz44ODggkUiws7Nj2LBhxT2td+bx48dIJBKuXLlSqMyxY8eQSCQkJyf/Y/MSCAQCgUDw70BEsAX/GPv372f58uUcO3YMf39/2rdvX9xT+lt4eXkRFRWFo2PxvJhj4+GzrNx3nPjkNPw9XBjVuQUVg/wMyh6+cIPNR89yNzIKhUKJv4cLfVs3oEaZIIPyB85dYdzCddSrEMrsoV8U2K7RaDiz51eunt5ATmYqbr7laNBpAo7ugW8199sX9rD7jxEElK1Pm37zde1P70cQceh3op/eICMljtZ9fiOwfAPd9q37/mTdjr0kJKXg6+XB0C+7UC7UsA3xicn8umItdx885llUDO2bNWRoz8/1ZHYeOsr+Y6d5GPkMgKASvvTt0oHQwBIGbT6241cuHt9IdmYqHv5l+eTzCTh7FG7zrYsHObl7EYmxkahVShxcfKjRuAflarTSyRzd/gvHd/6m18/SxpHmC74tdNxNh06yas8R4pNT8fdwZWTXtlQILjhngCMRV9n85ynuPXmuPfaebvRp14SwsiGFjv8Sp1ZtcOnUGWO5nKzHj3j26zzSr18tVN6hQSNcPu2MmYcXqox0Us6H82zhr6hSU3UyMksr3Hv1wb52XWTW1uRERfFswa+khp9943wK6KtVGf+RPbGtWBozd2cutBtAzM7D7zzO69QuJaF8CQlmxvAiEQ5cVBOfWrh8GV8JLaoVjFNN36RCpS4oHxYi4aOyUs7fU8Ol/Hbz6vWxrPsJUmtblDHPSdu1GsXje4Urlhlh2aA15hVqIrW2RZWSSMaRnWRfOAGAWaXa2HbsU6BbzPgv9T5rNBp2bFjM8YNbycxIwz+wNJ/3GYOHt+FzCuB55AO2r1vI4we3SYiL4tMvR9KoRWc9mdF9mpMQF1Wgb/tSPoypUxoA47I1MK30ERJLG9QJ0WQf347qxSPD5nqWwLL9wALt6St+RJ0UW6DdqGR5LJp1Q/HgOlm7lults2vUAodWHTCycyD32RNili0g684Ng3rdBo7Ctl6jAu05Tx/zaETe/pXJkLf5FNu6DTFycCT3xVPi1vxOxpULBfptvPwXKyPuEp+Rjb+jDaM+Kk9FTyeDul/lyvN4eq8/RglHG9Z/kT8fhUrNsvA77L75mNj0LHwcrBlSpyw1/VzfOOZ7QdTBLhLhYAv+MR48eICbmxs1atQAwMjov3n6yWQyXF3/oQvYaxwIv8rMtbsY16015QJ92HI0nMGz/2DzDyNwk9sXkL909yHVSgUyqF0TrC3M2XHqAsPmrGDlhIEE+3joyb6IT+LnDXuoUNKwsw5w/tASLhxZRtOuP2Lv4su5fQvY+EsPek3cj4mZVZFzT0l4zrGt0/EMqFxgmyI3EyfPIEqHtWXHksF62w6fOse8ZWsY2fsLyoQEsuPAUUZ9N5NVc6fh6lTwJkehVGBnY0O3di3ZuHu/wblcvnGHBrWqUyY4EBNjY9Zs38OIyTNYNfcHnOQOerKn9y3l7MHltO45DbmLLyd2L2TlzC8Z/MM+TM0N22xuaUud5v1wdPNHZmTMvavH2P7H11jaOBBQurZOzskjkG6j/tB9lkpkQITBMQ+evcSsVdsY26MD5Ur6sfXIGYb8tJBNP43D1dGhgPzlOw+oVjqYgR2bY21pzq7j4QyfuYTlU0YQ7OtpUAeA/Uf18Rw4lMg5s8i4cQ3HFq0JmD6Tm90/RxFb8E18lqXL4jv2G57On0fKmdMYOzrhM2I0PqPG8nDC1wBIjIwInDkHZXISDyZ9gyIuFmMnF9RZmYXOoyhklhakXrvLsxVbqbTp1781xutUD5ZQNUjC7nA1ielQM1TCZ/WkLNqrJldZeL/sXA2L9ul704acazcHqOAvISZZo9duWrYa1i0+J237cnKf3Me82kfYfTmahNljUScnGNRp22UQUmtbUjcvRZkQg9TSBolM/w2g6uxMEmZ8pd9RqdD7uG/bCg7uXEPPwZNwcfdm9+bfmTlpAD/8thVzc8Nvjs3NycbJxYPKNRqwftksgzLfzliFRp3/lsxnkQ+YNWkADUq4AVoH2Kxua7KPbEH14hHGZWtg0boP6aumo0lLNjgmQPryaWhys3WfNVnpBWQk1vaY1W6J8tmDAtusa9TFpUc/opf8Qtbdm9g1/ASv8d/zcHgvlPFxBeRjls0nds3v+WNLZfjNXEja2ZO6NqdPu2NTpz7RC38m9/lTLMtXxmP0RJ6MH0bO4/w5HLjzlJlHrzCuQUXKeTiy5epDBm85yeYeTXCzsSjU5rQcBRP2nqeKjzOJGdl62+afusHe20/4tlFlfB2sOfs4hlE7TrPss48Jdin4eyD4ZxG3H4J/hO7duzN48GAiIyORSCT4+voWkFm9ejWVK1fG2toaV1dXOnfuTGysNjqhVqvx9PRk4cKFen0uXbqERCLh4cOHAMyePZsyZcpgaWmJl5cXAwYMID09/yK8fPly7OzsOHDgACEhIVhZWdGkSROiovKjLWq1milTpuDp6YmpqSnly5dn//58R81QisjevXspWbIk5ubmfPTRRzx+/Fhvnk+ePKFFixbY29tjaWlJqVKl2Lt37zvvxzUHTtK6ThXa1K2Kv7sLo7u0xMXBls1HzhmUH92lJd2b1aOUvxfero4Mbt8Ebxc5J67c1pNTqdV8s2g9/Vo3xNOpoLMG2mjXxSMrqd6kHyUrNMLJvSRNu01HmZvNrYjdRc5brVaxZ/koan4yGFtHrwLb/UvVpXbL4ZSsUDBatH7XfprXr0uLhvXw9fRgaM/PcZY7sP3AEYO63JydGNbzc5p+VAtLC8M/XBOH96dt0wYE+vng4+nOmP49UWvUXLh2q4DN5w6tpE7zfoRWaoSLZ0na9PwRRW4218MLt9kvuBohlRri5F4CB2dvqjfshotnEJH3LunJSaUyrG2ddH+WNob3PcCafcdoVa86rT8Kwy8veu0it2fzn6cNyo/s2pYvWtSnVAkfvF2dGdipBd6uTpy8ZDha9xKXDp1I2LubhL27yI58wrPf5pIbG4tTyzYG5a1CS5EbHU3c1s3kRkeRceMacbt2YBkUrJORN22OkbUNf30zlowb18mNiSHjxjWyHvxV5FwKI+7ACe5NnEP09kN/q78hqpaUcPqWhrvPIS4FdoVrMJZBKZ8355lmZOv/vY6xEbSsLmXvBTXZufrbLGs3JSviOFkRx1HFviB91xrUKQlYVK9vUJdJyTKY+AeT/MdMcv+6iTopHuWzhyie3NcX1GhQp6fo/elv1nBo91qat/+SSmEf4+kTQM8hk8nNySb8hOEbUwC/wFJ07D6MarUbY2RkYlDGxtYeW3tH3d/VCydxdvWkorv2/DatWBfFzXAUN8NRJ8WSc3w76vRkTMrWLFQvgDorDU1m/h8a/ZsVJBLMm3Qh59wB1KkFb04cmrcj+ch+Uo7sJ/f5U2KXL0QRH4d9oxaG9WVmokpO0v2ZlSiJ1NKK5KMH8m2t04CErevIuByBIjaa5IO7ybhyEYcW+k9o11y4R+syfrQp64+/3IbRH5fHxdqCzVcK3gi8yvcHL9IkxJuybvIC2/bcesKX1UKo5e+Gp50VHcqXIMzXlVUXinj6IfjHEA624B9h7ty5Oqc1KiqKiIiCUbrc3FymTp3K1atX2b59O48ePaJ79+4ASKVSPv30U9asWaPXZ+3atYSFheHv76+TmzdvHjdu3GDFihUcOXKEr77Sj+JkZmYyc+ZMVq1axYkTJ4iMjGTUqFF6c501axYzZ87k2rVrNG7cmJYtW3L//ms/YHk8ffqUtm3b0qxZM65cuUKvXr0YO3asnszAgQPJycnhxIkTXL9+nenTp2NlVXTE93UUSiW3Hz+nemn91ISw0iW5+teTtxpDrVaTmZ2DjaW+47l4x5/YW1vSum7VQvumJDwjIzUO35BaujYjYxO8Aqvw4uHlIvWe2fsb5lYOlK3Z4a3m+RKFQsm9B4+pUq60XnuV8mW4ccfw8fg75OTmoFSpsLHWj9olxT0jPSWOEqXyf/iNjE3wDarC07+KtvklGo2Gh7fOkhD9CJ8g/eh9YswTZg6vzZyv6rNp4QgSY58aHEOhVHLn0VOqv5baU71MENfuG36s/jpqtZqM7GxsrAqPlkmMjLAoGUTqhfN67akXzmNVurTBPuk3r2Ps5IRNtTAAjOztsa9bj5Rz+akfdjVqkX7rBt7DRlJ2yy5C/1iFa5du/5oqBHaWYGUu4VF0vsOmUkNkHHgU9Gv0MDGCgc2lDGohpUNtKS52BWUaV5Tw4IWGx68/AJDJMPLwJff+db3m3Hs3MPYxnIJkGloRxbNHWNb9BMev5yIf9RNWn3wGRsZ6chITMxzH/ozj13Ox6z4CI3cfve1xMc9JSUqgVPnqujZjYxOCSlXirzuFpwO9K0qFgnPH91KrfiskEglIZUidPVE+0XcClU/uInPzLXIsq84jseo9CYu2/ZB5BhTYblqtEZqsDBQ3wwt2NjLCzD+QjKv6N7kZ1y5iHhT6VrbYfdyEzOuXUcbnp6VIjY3RKPSfDGhyc7AILqX7rFCpuR2TRHVf/SefYb4uXH0RX6i+Hdcf8Sw5nT41DM9PoVJjaqT/5MLUSMaV54WP+T7RSKTv7e9/kf/mM3rBfw5bW1usra2LTK/48sv8/EB/f3/mzZtH1apVSU9Px8rKii5dujB79myePHmCj48ParWa9evX8/XXX+v6vbpo0s/Pj6lTp9K/f3/mz8/P91UoFCxcuJASJbR5hoMGDWLKlCm67TNnzmTMmDF8+umnAEyfPp2jR48yZ84cfvtNP2cWYMGCBfj7+/Pzzz8jkUgICgrSOdEviYyMpF27dpQpU0ZnX1Hk5OSQk5Oj1xaTmIJKrUZuo++YO9hYkZCSVuR4L1m1/yRZOQoaVS2ra7ty/zE7TkSwbsqwIvtmpGgfoVpa63scFtaOpCa+KLTfswcXuX5mM198vf2t5vgqKWlpqNRqHOxs9dodbG1ISE4ppNe7s2DVRpwc7KlctpRee3pqns02+jZb2shJSSjcZoDszDRmjayLSpmLRCLlk64T9Rx1T/9ytOn1I3JXX9JTEjixewG///AZLX8agd1rjn5yWoZ2P9ja6LU72FoT/5bHfvXeo2Tn5NKwWoVCZYxs7ZDIjFAkJeq1K5OSMLY37Glm3LzBo+8n4z9hClITEyRGRiSfPknkvNk6GVN3d6xdK5L450H+GjcKUw9PvIeORCKTEbVymcFx/0kszbT/vh59zsjWYGshATQF+gAkpGnYdR7iUjSYGkGVklK61Zey9ICapLwHZ6FeElztJSw7VDBvRGphjUQmQ52un+itSk/BxNq2gDyAzMEZE9+SoFSQvHIuUktrbFp/gdTcktTNS7X9416QumkxyuhnSEzNsKjVGIf+35IwZ7xunNS89BMbO/3jamPnYDB/+u9y6fxRMjPSqflxC7jwCxJzSyRSmTYC/QqazDQkFtYGx9BkpJL150ZUMU+RGBlhHFwZi3b9yNw8H9Vz7dNLmZsvxqWqkbHGcNqKkbU2jUaVnKTXrkpOQmb35nQKmZ0DlhWq8GLuNL329KsXcGjelsxb11DERGFRpgJWVcL0bh6Ts3JQaTTILUz1+jpYmJFg6JEHEJmUxi8nr/P7px9hVMiNaJivC6sv3KOipyOedlacfxLL8b9eoHo9sv+hEFVEikQ42IJ/DZcvX2bSpElcuXKFxMRE1GrtD1JkZCShoaFUqFCB4OBg1q1bx9ixYzl+/DixsbF07NhRN8bRo0f54YcfuHXrFqmpqSiVSrKzs8nIyMDSUuu0WFhY6JxrADc3N10qSmpqKi9evKBmTf1HlTVr1uTqVcNRndu3b1O9enVtdCaPsLAwPZkhQ4bQv39/Dh48SIMGDWjXrh1ly5Z9fSgd06ZNY/LkyXptw7q01f7ntYuaRgMS3nyh23/uCou2H+LnoV/gkOekZ2Tl8M2i9Xzbox32rzl1e89c5vsVW1GinUe7/osM6gcNhanPzU5n7/LRNO4yFQurwtMf3sTrKjWgt7//L6zZtoc/T53jlynjOH72AjMWLUOp0UaFugxbmKffgK436Dcxs6TfpG3k5mTy6NZZDqz/EXsnT/yCqwEQWLaOTtbFE7wCyjN3TCN2nzzP580+Mjhmgf1Q+K7XY/+Ziyzeup9ZI3rhYGvYiSkwcMFGg6JmPr54DR5O1MplpEaEYyyX49F3ID4jRvNkxo+6iSuTkngy6ydQq8m8dxdjR0dcO3UuFgfb/bMWlJk/mYamWsdl40nttebtrdbyIgFeJORLPI1X07ORlMqBEg5d1mBtDg0rSlh3XG0wLztfib4WCZJCjgG6kyBl/QI02VkApO1ei+3ng0ndvgKUChSRD1BE5qcepDy5z5mQekxefQD1mj8BGDZ+bp6ugnN5X98tgJN/7qBMxRrYO7y+mO91+wq/kVEnxaFOys+RVkU9QWJth0nFemQ9fwjGppg36UL24Y1osjOKnI/mdR0SSdEHOQ/beo1QZaSTFnFGrz122QJc+w7Hf+7voIHcmBekHD2I7UcF090KXLsxfG1RqTV8vTucfjVK4eNQ+Pd19McVmHrwAm3/2I8ECZ52lrQo7cuuG4/fbNB74H818vy+EA624F9BRkYGjRo1olGjRqxevRonJyciIyNp3Lgxubn5SYtdunRh7dq1jB07lrVr19K4cWNdNY8nT57QrFkz+vXrx9SpU3FwcODUqVP07NkTxSuP8IyNX3uUKpGgef0HroATW/iPzut9DdGrVy8aN27Mnj17OHjwINOmTWPWrFkMHjzYoPy4ceMYMWKEXltWxB4OXLxVIFqdlJaOg23R6SYHwq8y5Y/NTB/QhWql8h89P4tN4EV8EsPmrNC1qfPsOXHlNvNH9+KChTatQ6XUHoeM1HisbJ118plpCVhaG66okhT3lJSE52xd0F/XptFoPY2Zg0LpOXE/9k7ehc7b1toamVRKQpJ+tDopJbVANPfvsHb7XlZt2cWcSV8R4OuNu4sToSVLcDpVe/Pz0ub0lHis7fJtzkhNwMqm6NwBqVSK3EX7WN7NO4S4qIec2rNY52C/jompBS6eJXkaXXCxlZ21pXY/JOtHOpNS05C/wWE+ePYSU5esY/qQHlQrbbjyykuUKcloVEqMHfRtM7K3LxDVfolr565k3LhGzIa1AGQ9fIAqK5vgXxbw/PclKBMTUCQmoFEqQZ3vZWY/eYKx3BFJMSx2jtl1hOTzV7kzS5trLMvzE6zM9KPYlmYSMrLfLRr4IlGDg7XWWXRz0I7xZcN8R0QqleDtBPywnNgJvdCoVEhfi1ZLrWwKRLVfok5LRpWSpHOuAZRxL5BIpchsHVAlFFyIikZDLV83Ns2dyXW19vumVGjP7ZTkBOxecX5TU5Kwsf37N8OvEh8bxa1r5xn01Yz8qWRloFGrkFjof38lFlZoMgsuWiwMVdQTjEMqASC1kyO1lWPesucrA2qv19ZDZmD815coEuLQqFQY2enbJrO1Q5WiH9U2hN3HjUk9cRiU+iteVakpPJ8xCYmxMTJrG5SJCTh16YkiNjq/r7kpMomkQLQ6KTMbh9ei2gCZuQpuxSRxNzaZ6Ye1qWhqjfbWoMqszfzWoQ5VvZ2xtzBlduua5ChVpGTl4mRlxrwT13G3NbxA9X+J+fPnM2PGDKKioihVqhRz5syhdu3aBmW3bt3KggULuHLlCjk5OZQqVYpJkybRuHHjDzpH4WAL/hXcuXOH+Ph4fvzxR7y8tIvgLlwoWOaoc+fOfPPNN1y8eJHNmzezYMEC3bYLFy6gVCqZNWsW0rxHahs3bnynedjY2ODu7s6pU6eoUyc/wnjmzBmqVjWcnxwaGsr27dv12s6dK7jo0MvLi379+tGvXz/GjRvHkiVLCnWwTU1NMTXVv/DKLMwJ8fUg/OZ9Pq6Unw977uZ96lUoPIdw/7krTP59Ez/060zt8vol2nzdnNj43XC9tvlbDpCRncPoLi3xcXXkQa7WSdRoNFjaOPH49mlcvLT6VMpcnt6PoE7rURhC7upP92926bWd2jmH3JwMPu4wHhv7oquxGBsbUbKELxFXb1C3en7+8oWrN6hVtWKRfd/E2u17WLF5J7O+HU1wgDZlx8LcHAtzc+Tm+TZb2Trx4NYZ3Hy0NiuVuTy+G0HDDiPfTaFGg1KZW+hmpSKXuKgHOIYUtMvYyIhgPy/Cb9zloyrldO3h1+9St1KZQsfcf+YiUxev4/tB3ahVoVShcropKpVk3ruLdeUqJJ86oWu3qVSF5NOnDPaRmpmhUan0G/MqSLy8KU2/cR2H+g3zooVah9XMy4vc+Hit4/0Po0rPIDM9Q5fGAZCepcHPNb/Kh1QK3k5w9Nq7je1iLyEub4zHMbBkv/6++aSqlIRUDW5bvwGlEuXzx5gElibn5kWdjElgaXJu6ecKv0Tx+D5mZaoiMTFFk6tNIzNydEWjVqNKMXwTBGDnH4RV9FNiLbXXV41Gg629nFtXw/Hx1y5IVSoU3L15kQ7dhryb0YVw6shObGztKVs5f90GahXq2GcYeZdE+SA/99zIuyTKhzffemyZsweaDO1NiDoxlvRVP+ltN63RFImxKdnHt6NIiAOlkuyH97EsW5H08/kLgy3LViQ9ouhSkRahZTFx8yD5SOGLPzUKBcrEBJDJsK5ei9Qz+d8fY5mUEBd7wh/H8HFgfvWmc49jqBfgUWAsS1NjNn6hHwHfdOUBEU9j+alFGB6vOdCmRjKcrc1RqNQcvv+MhkEFF5J/EIopRWTDhg0MGzaM+fPnU7NmTRYtWkTTpk25desW3t4FAzYnTpygYcOG/PDDD9jZ2bFs2TJatGhBeHg4FSoUnjL3f0U42IJ/Bd7e3piYmPDLL7/Qr18/bty4wdSpUwvI+fn5UaNGDXr27IlSqaRVq/y6wiVKlECpVPLLL7/QokULTp8+XaDqyNswevRoJk6cSIkSJShfvjzLli3jypUrBRZYvqRfv37MmjWLESNG0LdvXy5evMjy5cv1ZIYNG0bTpk0pWbIkSUlJHDlyhJCQN9cjfp0ujWvz7eINhPh6UjbAm63HzhOdkEy7j7QLlX7ZtI/YpFSm9ukEaJ3rCUs2MKpzS8qU8CY+WRv9NjUxwtrCHFMTYwI89Z1cawtzgPz2PJ9QIpFQ6eNuhB9YhL2zL/bOPoTvX4SRiRmhVZrr+u9Z/hXWdi7UaT0SI2NTnNxL6o1vmhe5erU9NzuDpLhI3eeUhGfEPL1NtCyeT1s0Yeq8RQQH+FE6KICdB48RE59A60YfA7Bw9UbiEpL4dmhfXf/7j7SLPrOys0lOTeP+oycYGRnh56X9MVuzbQ9L121h4vD+uDk7kpCUDIC5mRkW5ma6cSQSCdUbduPk7kXInX1wcPHh5J5FGJuYUaZavs1bl4zBxt6ZBu21TvfJPYtw9y2NvZM3KpWC+9eOc/XsDj7pOlHX58CG6QSV/whbB3cyUrU52DlZ6TSvbfhGrkvTekxYsJoQP2/KBvqy9cgZohOSaFdfm8706/pdxCalMKW/tub3/jMXmbhwNaO6tqV0gC/xedFvMxNjrPKOsSFiNm3Ad9y3ZN69Q8bNGzg2b4WJiwvxu7YB4N6rHyZOjjye9p32WJ05jc+oMaS1bE1qxHmM5XK8Bg4l4/ZNFAnaxVZxO7bh3KY9XoOGEbttM6aenrh27kbs1k2FzqMoZJYWWAbk/5Ba+HliUy6Y3MQUsp/+vfzh8/c01AiRkJimISkdaoRIUKjg5pP8CHaLahLSMuHYdW1brVISnidoSEoDE2OoEijBxQ4OXNRuz1VqK5K8ikIJWbmgitHWYM84uQ/bTv1QPHuEIvIvzKt+hNROTuY5bV1vqyYdkdrYk7pRm6KVfeUMlvVbYdOhD+mHtiC1tMaq2adkXTiuK8Nn2aANisi/UMVHIzE1x6JmI4zcvbUpJPW1UV+JRELD5p3ZvfkPnN28cHHzZs+WPzAxNaNanSa6+S6ZOwF7Byfad9UGA5QKBS+eafOelUoFyQmxRD66i6mZBS5u+Y6dWq3m9JGd1KjXHJlM39XIuXQc88adUcU8RRX1GOMyYUit7cm9pk2/MK35CRJLG7IPrgPApEId1KmJqBOiQSrDOKQyxoHlyHxZ41ql1G57BU2ONsKvTojWRZ0Td2/BffBXZD+4R9a9W9g1+ARjR2eSDmorAjl1/hIjBzlRv87QG8u2fhOy7t0m9+nj108bzAKCMXKQk/P4AUYOjjh27AoSKYk79IM7XSqX5Nu94YS42lPWXc7Waw+JTsukXTntzf0vJ64Tm57F1GZVkUokBDjpP9WwtzDFRCbVa78elUBsWhZBznbEpmex6MwtNBroXqXoJ1X/dWbPnk3Pnj3p1asXAHPmzOHAgQMsWLCAadOmFZCfM2eO3ucffviBHTt2sGvXLuFgC/73cXJyYvny5Xz99dfMmzePihUrMnPmTFq2bFlAtkuXLgwcOJBu3bphbp7vKJQvX57Zs2czffp0xo0bR506dZg2bRrdunV7p7kMGTKE1NRURo4cSWxsLKGhoezcuZPAQMOr+r29vdmyZQvDhw9n/vz5VK1alR9++EFv0aZKpWLgwIE8e/YMGxsbmjRpws8///xO8wJoXK0cKemZLNlxmPiUVEp4uDJvRA/cHbWLdOKT04hOSNbJbzkajlKl5sdV2/lx1XZde4ualZjcuyPvStWGvVHm5vDn+slkZ6bg5luODoP/0KuBnZYUheQdq0NER95gw5z843R0i/YiGfdRLcYP7kNKWjrLN+4gISkZP29PZowfiauzNi0lISmZmHj9klw9Rua/rOXug8ccOnkWVydHNi/SLrzbtv8wCqWSb2b8ot+vY2t6ftpWr61m014ocrPZs3oKWRkpePqXpevI3/VqYKckvkAizY/m5OZksWfVFFKTojEyMcPR1Y+2vX+idNVmOpnUpBg2LxxJZnoyltb2eJYoR6/xG3BzMly2q1FYRVLSM1i67QDxySmU8HRj7ui+uOWVVYxPTiU6If9R99YjZ1Cp1Exfvpnpyzfr2pvXrsqkfl0M6gBIOnoYIxsb3Lr1wNhBTtbjh/w1dhS5MdrUA2O5HBNnF518woG9SC0stA50/8Eo09NJu3yR54tfWVgcF8v90cPwHDiU0N9XoIiLJ3brJqLXrS50HkVhW6k0YYdX6T6HztQudH66civXeo77W2Oeu6Mty9ekkhQzE21+9frj+jWwbSz008nMjKFZZSmWZpCjgJgkWH1ETVThgeQC5FwLJ83CCqv6rZHa2KGMfkbyspm6GthSaztkryxE1OTmkLR0OtatuiEfPAV1ZjrZ18JJP5B/jCVmFti0/RKptS2a7CwULx6TtPB7lHmO8UuatvmC3NwcVi/+kYx07YtmRk78Ta8GdmJcNNJXIpXJSXFMGpH/Ypn9O1axf8cqgkpVYsx3i3Xtt66FkxAXTe36+UGQlyjvXSHbzALT6o2QWNigTogic8cSNGna81diaY3U5pWFh1IZZrVbIrGyBaUCVUI0mduXoHx8u8DYRZF25jgxVjY4tu+CzN6B3KdPePrDN7qqIEb2Dhg7Ouv1kVpYYF2tFjHLFhgaEomJMU6fdcfY2Q11dhYZl88T9ct01Jn6ueCNg71IycphydlbxGdkU8LRhnlta+vSOeIzsohOfbe68LlKNfNP3eB5SgYWgxU6fgABAABJREFUJkbU9HPju2ZVsTYzXD7x34yhhf2GnuTm5uZy8eLFApW6GjVqxJkz+vnxhaFWq0lLS8PB4f2kQhWGRPM2CaQCgaDYyTi7vVj0rstsXSx6AVq5Gii39Q/wZ3Lh5Qo/NM1ND7xZ6ANwb3TBJ0b/FNGn/pmyYq9zdfWtNwt9IHpe6l4sev/6wrCj+E9Q5uCEYtH74nTRtd8/JF6Niu9aYtn7uw86ftqFwlNm3pVZu88VWNg/ceJEJk2apNf24sULPDw8OH36tO6ldaCNSq9YsYK7d+++UdeMGTP48ccfuX37Ns7Ozm+U/7uICLZAIBAIBAKB4J3QvMccbEML+1+PXr/KuxQieJV169YxadIkduzY8UGdaxAOtkAgEAgEAoGgGDGUDmIIR0dHZDIZ0dH6OfexsbG4uLgU0kvLhg0b6NmzJ5s2baJBgwb/p/m+DaKIoUAgEAgEAoHg3ZBI39/fW2JiYkKlSpU4dOiQXvuhQ4f0UkZeZ926dXTv3p21a9fyySef/G2T3wURwRYIBAKBQCAQvBOat3rN1ftnxIgRdO3alcqVKxMWFsbixYuJjIykX79+gDbd5Pnz56xcuRLQOtfdunVj7ty5VK9eXRf9Njc3x9bW8BtT3wfCwRYIBAKBQCAQ/Cfo1KkTCQkJTJkyhaioKEqXLs3evXvx8dG+vyAqKorIyPyyr4sWLUKpVDJw4EAGDhyoa//iiy8KlNR9nwgHWyAQCAQCgUDwn2HAgAEMGDDA4LbXneZjx459+AkZQDjYAoFAIBAIBIJ3QvMOudP/PyIcbIFAIBAIBALBuyEc7CIRe0cgEAgEAoFAIHiPiDc5CgT/Ec7eTi0WveWjdxWLXgCF7Yd9EUBhmLz4q1j0Ahzz7Fkseh9FF9/rlZNSVMWit9znocWiFyDl6J1i0dvE9nSx6AU4p6hWLHpvRxbfw3o/9+JzsdpW/bAx1KSrx9/bWPbl6r63sf4tiAi2QCAQCAQCgUDwHhEOtkAgEAgEAoFA8B4RixwFAoFAIBAIBO+EqCJSNMLBFggEAoFAIBC8G5LieZPjfwVx+yEQCAQCgUAgELxHRARbIBAIBAKBQPBOiBSRohEOtkAgEAgEAoHgndAgUkSKQtx+/MvQaDT06dMHBwcHJBIJV65coV69egwbNqy4p/bOPH78WGdDYRw7dgyJREJycvJ70Tlp0iTKly//Xsb6vyKRSNi+fXtxT0MgEPw/9s46PKqja+C/jbtsdOMKEQghBHe3QilQ3KVQChSXUrxocSheCO7u7k4gaJBiQRLibmvfHwsblt0E6Avl7fvd3/PcBzL3zDkzc+/unnvmzFwBAQGBfxghgv1fxsGDB4mIiODkyZP4+Phgb2//tZv0t3F3dyc2NvZf3Yf/VpRKJTs3LuPU4R1kZWXg4x9Mp17DcPXwLbTOy5hHbF+/hKeP7pGUEEvbbgOp37SdllxKUjybV8/n5rULSPNy8XK0YVzHJgR5urDp5BVWHblAYloGvi6ODP2+HmH+njrtHbsezeZTV3nw4jX5Mhm+Egd6f1OdSsF+ahmpXM6Kg2fZc+Em8anpeDnZ83Pz2lR+RwZgy+HTrN17jMTUNHzcJAzq1ILSAX7vmwQgMSWNOWu3E/3kOc/jEmhdvzqDO7fUkJHJ5KzcdZh9py+RkJKKp8SJvm2/pVKo9otHNp27QcTJSBLTs/B1tmPYt9UJ83HVafva45fM3XeWJ/Ep5OZLkdha0bJiSTpWD9OQS8/JZcH+8xy79RfpOXm4iq0Y3LQaVQO9NeSUSiUHty7i/LGt5GSm4+lfkpbdRiFx1913gPPHtnLl9B5inz8EwN07iG/a/oynX0kNudTk1+xeN5voqLNI8/OwdvCibttJOLmXQKlUcvHgAm6f30RuTjrOnqWo1XIMdhL/Qu2+y/1r+ziwahA+JWvTtMdCdfmFA/O5dHCBhqyZpT3fDz2tUVY1WESorwgTQ3iVDIciFSQW8Z6lkl4impTXjhdN2yJHrtCWrxgoomaIHk9e/8LdwZM/qk9vEVcJx2dwd6zDSmDi4sjVFn14vfvYJ+l4H6VSyandC4g8tZnc7HRcfUJo1H4Mjq6Fj3d05GHO7FtCcnwMCrkMsZMnFet1pVSlb9Uyc4bVIi3plUa98UDz+jUZ2rMD2w4eZ93uQySlpOLt7sqALm0IDSqm015iSirzVm3m/uOnPI+N5/tGtRnYtW2h7Tty9hJj5iylWtlQpg3vp7PPh7Yt5MKxreRkpePhV5IWXX8t8t6+cGwrV87sJu6F6kVQbt5BNG6t+97eu34W0TdU97aVnRfVWv6Gg1sJnXqVSiWRRxdw79Jm8nLScfQIofK3YxA7Fz7+969u59SWX7TKu/12AwND40LtHNvxB5dPbCYnKx133xC+7TwaJ7fC7dy+cpiTe5aS9DoGuUyGvbMnVRp2IaxKwXV+cu8Kp/et4OXTO2SkJtDh5/kEh9cpVKfAP4PgYP+X8ejRIyQSCZUqVfraTfmP0dfXx9nZ+Ws343+S/TtWc2j3enr0H4Oziwe7t6zg97F9mbJwK6am5jrr5OXl4uDsStnKddiwYpZOmazMdH4b0YPAkmUYPHoulta2WEVvwdLMhENX7/D7lkP80rYRob7ubD1zjZ8WrGf72D5IxNZauiIfxlAh0Id+zWphaWrCrgtR9F+4kbXDuxPgIQHgj10n2HfpFmM6fIO3sz3n7z5i0OLNrBraVS1z+EIks1ZvY3i31pQq7sP2o2f5eepCNs/4FWd7sZbdfJkMGytLujWrz/r9J3T2c9HmPRw4e4VRPdvh6eLExZvRDJu1jD/HD6K4t7ta7uD1+0zfdYpRzWsR6u3C1gs36bNsJzuGdURia6Wl19TIkDaVS+Hv4oCpkQHXn7xi4tZjmBoZ0rKiygmQyuT0XrIDsYUpMzp/g5O1BXGpGZibaL9J8djuFZzYt5r2P/6Gg8STw9uXsnDSD4yavQeTQq7zX3euEFapId7FR2JoaMSx3StZNKkXI2buwEbsBEB2Zhpzx3TCL6gsvUcuwsJKzO3oOIxNVX26emwZ10+spF77qdg4eHH58CK2L+xK51EHMTKx0Gn3LenJLzmzcxquvuE6z9s5+9P8p5Xqv0V6+uS98yLHCgEiyhUXsfeSguRMqBwkom0NPZbsV5AvK9xubr6SJQc0vWldzrVEDKV9RLxO/Xtv2NM3NyP95n1erNpOmS0LPlzhIzh3YDkXDkfQrNsU7Jy8OL13MWtmdqPvpAMYm+oeb1Nza6p+0xt7Zx/0DQx5cOMku1b+grmVGL8SVQHoOXorSkXB4Ma/fMiamd2oXTGco+cuMydiI0N7dCAkwI8dR04xaPIc1s+eiLODnZY9qVSGrZUFnZt/w8a9h4vsT2xCIvNXbyE0sHDH8fieFZzcv5p2vX/DQeLFkR1LWDy5JyNn7S383o6+QlilRngXC8XA0Ijje1aweMoPDP99p8a9PW9sR/yDy/HD8MVYWou5duuV+t7WxY1Ty7l1JoIaraZgbe/FtWOL2b+8G62GHsDIuPD73dDYgtZDD2iUFeZcA5zet5yzByJo+cNk7J29OLFrMX9O687g6QcwLqTPZhY21GzaCweJ6jrfizrJtmWjsLCyo1hIFQDy83KQeBSnTLXvWDfv50Ltf26EHOyiEUbnE6hRowb9+/dn2LBhiMVinJ2dGTdunPp8TEwM3377LRYWFlhZWdGqVStev36tPv82fWHNmjV4eXlhbW1NmzZtyMjIAKBLly7069ePmJgYRCIRXl5eOtuxdu1awsPDsbS0xNnZmXbt2hEfHw+AQqHAzc2NxYsXa9S5du0aIpGIx48fAzBr1ixKliyJubk57u7u9OnTh8zMTLV8REQENjY2HDp0iMDAQCwsLGjQoAGxsbFqGYVCwYQJE3Bzc8PY2JjQ0FAOHjyoPq8rRWT//v0UK1YMU1NTatasydOnTz96/N+2aefOnRQrVgwTExPq1q3L8+fPtWQLG2NQRRGmT5+Oj48PpqamlCpViq1bt6rPv01bOXbsGOHh4ZiZmVGpUiXu37+vYWPRokX4+vpiZGRE8eLFWbNmTaFtz8/Pp2/fvkgkEkxMTPDy8mLKlCkf3fd3USqVHN6zgSbfdyW8Yi3cPP3o+fM48vJyuXj6UKH1fPyDadPlZypUrYeBge7XYu/bvgo7eyd69B+LT7FgHJxcKB/gg7uDmDVHL/Bd5dI0rxKGj8SBYa3q42xrzZZTV3XqGtaqPl3rV6aElyueTnb0b1YbD0c7Tt16UGDv0k26N6xC1ZL+uDnY0qp6OBWDfFl99KJaZv2+43xbsyLNalXC29WZwZ1b4mRny9YjZ3TadXGwY0jnljSuVh4LMxOdMvvPXKZLs3pULh2Mm5M9LetWpUKpQNbuO64ht+b0Nb4rF0zzCiXwcRIzrFkNnG0s2Hz+pk69gW6ONAwLwM/ZDlexNd+UCaRScU+uPXmpltlx+Q5p2bnM7tqE0t4uuIitCPNxpbiLg4YupVLJqf1rqfddT0qVr4OLhz8dfpqENC+XyLP7dNoH6NR/GlXrt8HNKwAnVx/a9BqHQqngwa1Lapmju1dgY+dM+z6/4elXEjtHVzyKV8TG3gOlUsn1U6spW683fqXqYe9SjHodpiGV5nIvcm+hdgEUCjkHVw+hQsN+WNm565QR6etjbuWgPswsNB+SyhUTce6ukvsvISEN9lxSYqgPwZ4fzvfMytU83sfQAJpW0GP/VQW5+R9Up5OEQ6d5MHYOcTuP/D0F76FUKrl0dDVVG/cmsEw9HN2K0az7VKT5udy6VPh4ewWUJzCsLg4uvogdPahQtxNObsWJeXhNLWNuKcbC2kF9PLhxEldnR0oHF2fDnsM0qVWVpnWq4eXmwsCubXG0E7P98Emd9iSO9gzs1o5GNSphYWZWaLvkcgXj5i6jR+tvcXFy0CmjVCo5dWANdZv9QEi5ukjc/Wn342Ty83O5dq7we7tj32lUqdcG1zf3dusfxqNUKnh4u+D74tge1b3dtrfq3hY7uOLqVxErO49C23Lr7GpK1+qNd4l6iJ2LUbP1VGTSXP66XvT9LhKJMLN00DgKQ6lUcu7gamp+24sSZevh7F6M73uprnPUhcLt+ASWIzi8Lo6uvtg5eVC5fiec3Yvx9EGkWqZ4qWrU+34AJcrWK7K9nx2R6PMd/4MIDvYnsmrVKszNzbl06RLTp09nwoQJHDlyBKVSSbNmzUhOTubUqVMcOXKER48e0bp1a436jx49YufOnezdu5e9e/dy6tQppk6dCsDcuXPVDmtsbCxXrlzR2Yb8/HwmTpzIjRs32LlzJ0+ePKFLly4A6Onp0aZNG9atW6dRZ/369VSsWBEfHx+13Lx587h9+zarVq3i+PHjDBs2TKNOdnY2M2bMYM2aNZw+fZqYmBiGDBmiPj937lxmzpzJjBkzuHnzJvXr16dp06Y8fPhQZ7ufP39O8+bNadSoEVFRUfTo0YMRI0Z8/OC/adOkSZNYtWoV586dIz09nTZt2mjIFDXGAL/++isrV65k0aJF3Llzh4EDB9KhQwdOnTqloWfUqFHMnDmTq1evYmBgQLdu3dTnduzYwc8//8zgwYO5ffs2vXr1omvXrpw4oTtiOm/ePHbv3s3mzZu5f/8+a9euLfQB6kMkvH5JWkoSJUIrqMsMDY0IKBHGX/d0O34fS9TlM3j5BbJg+gj6da7HmIHt2XbmGlKZnOiYWCoGaqagVAj04cZj7QccXSgUSrJz87A2M1WX5cvkGBtqTqSZGBpw/a8YAKQyGfeePKd8SKCGTPmQQG4+ePJ3uqjWa2xoqFFmbGjIjfuP3pGRE/0inorFNVNgKhb35MbTWD6G6Bfx3HgaS7iPm7rs1J3HhHhKmLL9BDXHLqX572tYfvQycoVmuDUp/gXpqYkEhBTMZhkYGuEbVIYnD258dF/z83JRyGSYWRTMMty+ehJ3nyBWzhrEqJ7VmT78e26d3wxAetILstMT8AyoUmDXwAg337LEPrlepK1LB//A1EJMiYrfFyqTmvCMZaOrsGJ8LfZHDCQtseD+sTEHC1MRT+IKostyBcQkgKt2UFUDIwP46Rs9+jbR4/uqejjZaMvUDxPx6JWSp6+1z30tUhNfkJmWgG9wZXWZgaERXsXL8uJR0eP9FqVSyeO7F0iKe4JnMd0zB3JZPjcv7uabmlWQyeTcf/yMcqWCNWTKlwri1v2//n5ngBVbd2NjZUnT2lULlUmKf0FGaiLFS2re236B4Tx5EPXRtnTd23ciT+DuE0zEnEGM7lWNGSNaEn1pc6E6MpJfkJORgJt/wfjrGxgh8SnL62dFj780P5v1U2qxblJ1Dq7sReLLu4XKpiS8ICMtEf8SmtfZO6Aszx5+/HX+684FEmKf4l1c93UW+O9BSBH5REJCQhg7diwA/v7+LFiwgGPHVPl3N2/e5MmTJ7i7qyI3a9asITg4mCtXrlC2bFlAFfWNiIjA0tISgI4dO3Ls2DEmTZqEtbU1lpaWH0yteNfR8/HxYd68eZQrV47MzEwsLCxo3749s2bN4tmzZ3h6eqJQKNi4cSO//FKQL/buoklvb28mTpzIjz/+yMKFBfmSUqmUxYsX4+urcqr69u3LhAkT1OdnzJjB8OHD1Q7utGnTOHHiBHPmzOGPP/7QaveiRYvw8fFh9uzZiEQiihcvzq1bt5g2bdpHjHxBmxYsWED58uUB1QNPYGAgly9fply5ch8c46ysLGbNmsXx48epWLGiegzPnj3LkiVLqF69utrWpEmT1H+PGDGCxo0bk5ubi4mJCTNmzKBLly706dMHgEGDBnHx4kVmzJhBzZo1tdodExODv78/VapUQSQS4empO2/5LXl5eeTl5WmU5efnYWRkTFpqEgBWNpqRPytrMUkJcR83kIUQ//olxw9uo0HTdjRp2ZXHD+8wffnv5ErzkSuUiK00pzHtrMxJTM/6KN2rj14gJ19KvTIFP+oVg3xZc/QiYX4euDuIuXTvMSdv3EeuVDlYqemZyBUKxNaWmnatLUlKKyIp9wNUCAlk3b7jlA7ww83Jniu373Mq8iYKRYFjl5KVg1yhxM5CM1pnZ2FGYkZ2kfrrTlhOSmYOcoWC3vUr0LxCQe7ni6Q0Xv31nEZhAfzR41ueJaYyZfsJZAoFvesVPDRlvLnOltaanqWltR0pCR/n4APsWT8ba7EjxUsW6E6Kf8G5I5up0bgTdb/rybO/brFt1W/oGxhh46CK9JlZato1s7QnPUUzn/ddXj2O5M7FrbQftrNQGWfPEOq3n4atoxfZGUlcOryITXPa0OSn3ZiY2WD+ZsLh/ehzVq4SazMRoDutIylDyZ7LkJCmxNgAyhbTo1NtPZYfUpDyZmIuyF2Es62IlUd05I18RTLTEgCwsNIcb3MrO6386ffJzc5g1pDqyGX5iER6NO4wVsNRf5d714+Rm51B45qVSM3IePO50kybsLW2Jjn19t/uy417D9lz7CyrZ4wtUi4jLRHQvrctrO1ISSy6z++yd4Pq3i5WoqK6LCn+BeePbqJGo07U+bYnMY9usX3VJPQNjChWppmWjuwM1fibvne/m1rYkVnE/W7j4EON76cgdi5Gfl4mt8+uZteidrQcsBNrey8t+YzUxDd91FyTZGFlR+pHXOcp/Wsgk+Wjp6fHt53H4F9S93X+J1EKMdoiERzsTyQkJETjb4lEQnx8PNHR0bi7u6uda4CgoCBsbGyIjo5WO9heXl5qx+/d+p/C9evXGTduHFFRUSQnJ6N4E/mKiYkhKCiI0qVLExAQwIYNGxgxYgSnTp0iPj6eVq1aqXWcOHGCyZMnc/fuXdLT05HJZOTm5pKVlYW5ucqJMjMzUzvX77c1PT2dV69eUbmy5oe8cuXK3LihO7oWHR1NhQoVEL0zHfTWyf1YDAwMCA8veHIPCAhQj/FbB7uoMb579y65ubnUrVtXQ29+fj6lS5fWKHv3Wkskqnzg+Ph4PDw8iI6O5ocfftCQr1y5MnPnztXZ7i5dulC3bl2KFy9OgwYN+Oabb6hXr/DpvClTpjB+/HgALC0tcXJywsDQEENDIwb+OhsA0XtbJClR8p/umqRUKvD2DaRlx58A8PQpTv69Y+y9oIqMvz+Tp/xIkweu3Gbx3lPM+bG1hpM+rFV9Jqzdy3fjFiISgZuDmKaVQtl9Pkqj/vs2lEqlxn30qQzu3JJJyzbw/eCJiEQiXJ3saVK9AntOXdSS1eqzjva8z8qfvicnX8rNZ7HM3XcODztrGoYFAKBQKhFbmDHm+9ro6+kR5O5EQnoWSw5fJOJEJHLREgB6jfijiAZ8XN+P7VrBtXMH6Dt2BYZGBbmhSoUCd99gmrT9matn9rJzzQyUcjlH1o+kRd9VKrPao15ov/NzMzm4Zii120zE1EI7L/4t3kHVNf6uUaUMVQPl6Okboqenx+YzCnUX36eojOlXSfAqqUDieaKC7vX0CPcXceS6EktTqBsmYsMphc687H+SSAvYYg/KPqqFr+1+fpPO9941VX7EdTY2Maf32B3k52XzOPoChzZNxdbBDa+A8lqy189sxb9kVRzEtiQkp+gyycfd3brJyslh/LzljOzdGRsrzQfiQ6cvMm3pauRKlUPWc9ibQI6OLxTt+043x3av4Pr5/fw0eqX2ve0TTOM2AwBw8w7kbvRj7l7cQLEyzXh4fQ9nthc8ADToqhp/LbsfGH8nz1CcPEPVfzt7hrF9XnNun1tL5W9/VdvRe6Oi8+BFb/r8vqYPj7mRiTn9Jm0nPzebR3cusm/9NMSO7vgEliuynsDXRXCwPxHD96aVRSIRCoWi0B/898sLq/+xZGVlUa9ePerVq8fatWtxcHAgJiaG+vXrk59fkFTYvn171q9fz4gRI1i/fj3169dX7+bx7NkzGjVqRO/evZk4cSJisZizZ8/SvXt3pFJpkW1VKpVaZUX19/1znwNd+j92jN/+u2/fPlxdNXeCMDbWXJzyrp63+t+9Vp/S97CwMJ48ecKBAwc4evQorVq1ok6dOhq53+8ycuRIBg0aBKiueXJyMndf5GNoaIRMqrrOaalJ2IgLoiEZaSlY23xgHv0D2Nja4+Luo1Hm7WzPkci76OuJSErTjFYnZ2RhZ6V7cc5bDl29w/jVu5n+Q0sqBGrqFluaM+fH1uRJZaRmZuNoY8ncHcdwsbdVtcfKAn09PZLSMjTqJadnIn7vR/xTsLWyZMbgH8jLl5KWmYWDrTULNuzC5Z3FXbbmpujribSi1cmZ2dhZFp6DCuBmp5qy9pfYk5SRzaLDl9QOtoOVOQb6eujrFUR/fBxtyczNZ8fQjkS6qWaE3l7njNRErG0Lcjsz0pO0In+6OL4ngiM7l9Pn12W4ehbXOGdl64Czq+rhuUR4TTz9Qzhy8CA3z6zD1Fw19lkZiZhbO6rrZGckYWape0eg1MTnpCe/ZPeyH9VlSqXqszJ3YBCdRx3Exl47B/Z5sjE/DhiOsaWE0rX6of9mSCxMNKPY5iYisnI/7fvjVbISsaUq6i0Rq3R0q1sw5np6IpR9O+LZpz0HzEvCJ3wP/ycEZ4FHLmSu3QGATKa6zplpiVjaaI73+1Ht9xHp6SF2Us2GOXsEkhj7mLP7l2o52KmJL3l89wKtfpoPgI2lpepzlao5C5SSlo7YpvDFgEXxMi6B2PhEhk6dpy5TvPnOP3v1BnPGDCLOpjZQ+L2dmZ6MxUfc2yf2ruTormX8+MsyXHTc205umqlsto6+PLmtWpjpGVQTR/eC4In8zfhnZyRiZlUw/jlZSZhafPz3qUhPDwe3kqQnPtOw4+akGgP5mz5npiZi9c51/pg+6+npYf/mOrt4BhL/6hEn9ywVHOz/cgQH+zMRFBRETEwMz58/V0ex7969S1paGoGBgR+o/fHcu3ePxMREpk6dqrZz9ar2IrN27drx66+/EhkZydatW1m0aJH63NWrV5HJZMycORO9Nz/ymzcXnqOmCysrK1xcXDh79izVqlVTl58/f14dSX6foKAgrX2hL17UjhgWhUwm4+rVq2ob9+/fJzU1lYCAgI+qHxQUhLGxMTExMRrpIJ9KYGAgZ8+epVOnTuqy8+fPF3mtraysaN26Na1bt6Zly5Y0aNCA5ORkxGLtiJ+xsbHa4beyskIikZCup/oxVCqVWNvacSfqEp4+qh8XmVTKvdvXaNVZezusT8E/oBRxL59plD17nYSLvQ3OYisuRD+mVumCsb4U/ZgapYq/r0bNgSu3Gbd6N1O6N6daSd3bfwEYGxrgZGuFVC7n2PVo6pZRbZdnaGBAgLc7l27eo2bZUmr5y7fuUa1MycLUfTTGRoY4im2QyeQcvxxFnQoF2+kZGugT6ObIxQcx1C5ZsHXYxQcx1Aj20aVOJ0pUOd9vCfV24cC1eygUSvTehLeeJaTiYGWOj7MdMc4qR1SpVGJlY8/9mxdw81bdVzKZlEd3I2nSbkCRNo/tXsnh7Uv58ZfFePgGa533Lh5KfOxTAExMzTExNSc/Ox0be0/Ezn6YWTkQc/8cjm6q6yCX5fPi0RWqNBmipQtA7ORDh+F7NMrO75+DNDeL6s1HYWmjO+UtJy+f21EX8Av7Xp3KkZmjxNu5YJcPPT3wcIATn7i8wMlWRMIbHU9fw7KDco3zjcvpoTiwh0e/L/vHnGsAEyWYyMDojcOkVCqxsHbg8d3zSDwLxvvp/SvUaTn4k3QrlUq1w/4uUee2Y25lR7GQ6sAlDA0NKO7jyZWbd6hRvuCev3zzLlXLltaq/zF4ukpYO2u8RtnSDTvIysllYLe2eEiciaTg3ra0sef+Lc17+6/oqzRpO7BIO8f3rODIjqX0GrkED1/tbfe8i5Um/tVTjbLUxKdY2rgAYGRsobEziFKpxNTSgRcPz2PvWjD+sY+vUK7hx4+/UqkkKTYaW+diGnbs3zjYSqUSS2t7Ht4+j4tX0Js+5/Pk3hUatP6064xSqX5I+Zoo/0cXJ34uBAf7M1GnTh1CQkJo3749c+bMQSaT0adPH6pXr66R0vCf4uHhgZGREfPnz6d3797cvn2biRMnasl5e3tTqVIlunfvjkwm49tvC/bM9PX1RSaTMX/+fJo0acK5c+e0dh35GIYOHcrYsWPx9fUlNDSUlStXEhUVpbXA8i29e/dm5syZDBo0iF69ehEZGUlERMQn2TQ0NKRfv37MmzcPQ0ND+vbtS4UKFQp16t/H0tKSIUOGMHDgQBQKBVWqVCE9PZ3z589jYWFB586dP0rP0KFDadWqFWFhYdSuXZs9e/awfft2jh49qlN+9uzZSCQSQkND0dPTY8uWLTg7O2NjY/OxXVcjEomo16Qte7auxMnFHSeJO3u3RmBsbEKFavXVckvnjMXWzoHvO/YFVE74y+eqXWTkMikpyQk8e3wfE1MznCSqh7V6TdsyaUR39mxZSbkqdXj84A7bzl5jdPtvMNDXY9TKHQR7SgjxcWPbmWvEpqTRsloZAObtOEZ8aga/dW0GqJzr0St3MrRVfUK83UhMU3lQxkYGWJqqkm1vPXlBfGoGxd2ciU9NZ/HeUyiUSrrUK0g9ate4FmP/WE2Qjwcli3mz49g54hKTaVFHtYhqwYZdJKSkMb5PwcPO/acvAMjJzSMlI5P7T19gaKCPj5sq1ef2X0+JT06lmKcbCSmpLN26H4VSSacmmnvHdqwWxqgNhwhyc6KUl4RtF28Rm5LB9xVVEbC5+84Sn5bFpHaqcd949gbOtpZ4O6qiwNefvGL1yUjaVglV62xVMYQNZ6OYtvMkbauGEpOQyvJjV2hXNVTDtkgkonqjDhzZuRx7iScOzh4c2bkMQ2MTylRprJZbu+AXrMWOaqf72K4V7Nu8gE79pyF2dCX9Te6nsYkZxiaqyHuNRp2YM6Yjh3cso3TF+jz76xa3LmymTusJiEQiSlfvxOUjS7Cx98LGwZMrR5ZgaGhCQJlv1HYPrR2GubUTVZoMxsDQGHsXzQeot9uivVt+euc0fErUxNJWQnZGMpcPLyI/NxPf0gXfT5cfKKkUKCI5Q0lKJlQKFCGVw51nBRHsJuVFZGTDyVuqsirBIl4mKUnJACNDKOsvwskGDkWqzufLVDuSvItUBoqkVDLv6F6UXRj65maY+xVE48283bAqFUB+chq5zz8+N/4tIpGI8nU6cWbfEsROntg5enJm/xIMjUwoWb5gvHcsH46lrSN1WqicsTP7luDiVQKxowdymZSHN09x88IuGnfQzH9WKhREnd1BqUrN0NMv+Mlv26Qe4+cvJ8DHi5LFfdl55DSvE5P5rp4q8LBw3TYSklIY27+Hus6DJ6rFxzm5uaSmZfDgSQyGBgZ4u7tgbGSIr4ebhm0Lc9X9pi6XFvS5esOOHN21DAeJBw7OnhzduQwjIxPCKhfc2+sWjsTa1pFv3jjdx3av4MCW+XTsOx2xg+57u3qjjswd25EjO5cSWqEBMY9uce/SZqq2KFg/9P74l6zSiagTS7C298Ta3pPrJ5ZgYGiCX+mC8T+xaTjmVo5qpzvyyAIcPUphbe+lysE+t4bEV/eo3GxMoXYqN+jEyT1LsXf2xM7Jk5N7lmJoZEJoxQI7mxcPx8rWiQatVTOYJ3cvxdU7GDsnD2QyKfdvnObaud0061JgJy83i6TXMeq/UxJe8OpZNK/cbHFxcdHZns+BsE1f0QgO9mfi7Vv7+vXrR7Vq1dDT06NBgwbMnz//s9pxcHAgIiKCX375hXnz5hEWFsaMGTNo2rSplmz79u356aef6NSpE6amBTs3hIaGMmvWLKZNm8bIkSOpVq0aU6ZM0YjGfgz9+/cnPT2dwYMHEx8fT1BQELt378bfX/fepx4eHmzbto2BAweycOFCypUrx+TJkzUWbX4IMzMzhg8fTrt27Xjx4gVVqlRhxYoVn9TuiRMn4ujoyJQpU3j8+DE2NjaEhYVpLAL9EM2aNWPu3Ln8/vvv9O/fH29vb1auXEmNGjV0yltYWDBt2jQePnyIvr4+ZcuWZf/+/eoZhE+l0XedyM/LY/WSaWRlZuBbLJgh4+Zr7IGdlBCnkbKSkpzA2EEd1H8f3LmWgzvXUjw4jJGTVHm/Pv7B9BvxO1vX/MGuzctxcHJh6Pf1aVxeFS1Ozcxmyb7TJKZn4ufiyIK+7XCxswEgIS2T2OQCL2br6UhkCgVTNh5gysaCvWKbVCjFxC4qhypPKuOPXSd4kZiCmbERVUr481vX77B6Z3u9ehXLkJaRxfLtB0hMTcfXXcKc4X2QOKgi/4mp6cQlJmuMT4eRBbvGRD95zqFzV5HYi9k9X/Ujm5cvZfHmvbyMT8TU2JjKpYOZ0KcTluaaqR8NShcnLTuXpUcukpCejZ/Ejj96fIuLWOU8JqZnEffONLtCqWTe/nO8TE7DQE8PNztrfm5cmZYVCqaknW0tWfzDd/y+6zTfz1iLo7UF7auG0rWW9oN47abdkObnsfXP38jOSsfTryQ//rJEY5/glKRYRHoF1/nskU3IZVJWzhqk2ZeWP9Lwe9WiXE+/EnQfPIe9G+ZwaNti7Bxcqf7dLwSEq75Hwmv3RCbN4/jW8eRlp+HsWYrvflyhsQd2ekosfOIPbGZqHAdWDSInKxVTC1sknqG0HrQZPdOCdK2L91Tb8jUoo4eJkSq/euMpzT2wrcw009VMDKFRuB7mJpAnhdcpsPa4gljN2+KzYF2mBBWPFWzJGTRD9b3xfPV2bnYf+bd0Vm7YA5k0l/1rJ5CTlYabTwgdB/2psQd2WvIrjc+zNC+H/WsnkJ4Sh4GhCfYSb77rMZ0S5Rpp6H589zxpya8oXaW5RnmdyuVIy8hkxdY9JKWk4ePhysxffkbioEoDSkpJ5fV7n6vOQwsi1PceP+Pw2Us4O9ixY9H0T+5zrSbdkObnsnXFb+RkpePpG0LvX5Zq3tuJsYjeucfOHdmIXCYlYo5mlLt+ix9p0FK1bsTDtyTdBs1h38a5HN6+GLGDKxWbjMS/dJNC21Kqumr8z+6cQH5OGo7uITTq8adGpDszVXP883IzOLN9LNkZCRiZWGLvEkjT3ms00k/ep1rjHkjz89gVMYGc7HTcfULoNmy5xh7YqUmafc7Py2bXqgmkJb/G0MgEB4k3rXtPI6RCwXV++eQOyyYXBIf2rVdtHPDiu+80dtAS+GcRKT9XYqyAwBcmIiKCAQMGfLbXqv/buBD993fN+E8IjdvzYaEvhPSdHOB/EqNX/9lWZf8JJ926fxW7T+J0743+T5CSJv+w0BegVAftN3f+U6SduPdV7DawPvdV7AJclGovvvwniI75erFEb5ev52I1L/dlI8yx96I+my5JQOhn0/XfghDBFhAQEBAQEBAQ+CSEFJGiEUZH4L+Ghg0bYmFhofOYPHny126egICAgICAgMBHIUSwBf5rWL58OTk5OTrPicVixGKx+o2VAgICAgICAgL/rQgOtsB/De/vSy0gICAgICDw34mwTV/RCA62gICAgICAgIDAJ1H4u10FQMjBFhAQEBAQEBAQEPisCBFsAQEBAQEBAQGBT0LYRaRoBAdbQEBAQEBAQEDgkxBSRIpGcLAFBP4lFJfd/Cp2z9u3+Cp2AXzMXnwVuzHGlT8s9IWomr7/q9gte/nr2AWQZenePehLc+wrvewFwLpmwFexm3jvyFexC1AzZvNXsVvt1a2vYhfAwFT3m43/Gb7OS6sEVAjxfQEBAQEBAQEBAYHPiBDBFhAQEBAQEBAQ+CSEHOyiEUZHQEBAQEBAQEBA4DMiRLAFBAQEBAQEBAQ+CWGRY9EIDraAgICAgICAgMAnIaSIFI0wOgICAgICAgICAv8aFi5ciLe3NyYmJpQpU4YzZ84UKX/q1CnKlCmDiYkJPj4+LF68+Iu3UXCwBQQEBAQEBAQE/hVs2rSJAQMGMGrUKK5fv07VqlVp2LAhMTExOuWfPHlCo0aNqFq1KtevX+eXX36hf//+bNu27Yu2U3CwBf4xRCIRO3fu/NrN+I8ZN24coaGhX7sZAgICAgICXw0los925OXlkZ6ernHk5eXptDtr1iy6d+9Ojx49CAwMZM6cObi7u7No0SKd8osXL8bDw4M5c+YQGBhIjx496NatGzNmzPiSwyPkYAt8fsaNG8fOnTuJior62k35IgwZMoR+/fp9NfvbDh5n3e5DJKWk4u3uyoAubQgNKqZTNjEllXmrNnP/8VOex8bzfaPaDOzatlDdR85eYsycpVQrG8q04dp9VCqV7Nu8mHNHt5GdlY6XX0la9xyJi7tfoTrPHtnGpVN7ePX8LwA8fIL4tl0/vPxLqmUWTf2Zu1HnkMuk6Onp410shA4/jsPHX/dX1M1bt1i6bBnPnsVgZyfm+xYtady4kabds+dYvWYNsbGxSCQSOnfuROVKldTns7OzWb1mLefPnyc1LQ1fXx969+pF8WIFY/lD89I67Tfv+DP5ebmcObKN7KwMvP1L0K7nSFw8fAsdhzNHtnPh5F5exbwZB99AvmvfD2//EjrlNx+7wOoDp0hMzcDH1Ykh7ZoQVtxbp+yxq7fZeuIC92NikUpl+Lg60atZHSqVLK5T/tDFKEYu3kCN0kHM+rmz1nnj8OqYVqyPnqU18vhXZB3ehOxNu3Wib4BptW8wLlkePQsrFOmp5JzdT17UOdVpBwmmNb7FQOKBvo09WYc2kXvpmJYa0wq1Ma/eGD1La2SvX5KxZy3Spw+KtGtepxmmpSur2pqWTNbx3eRePQ2ASZmqWLf6Qava61HdQCbVKFMqlZzavYDIU5vJzU7H1SeERu3H4Oha+ItCoiMPc2bfEpLjY1DIZYidPKlYryulKn2rlpkzrBZpSa+06la2gxZJhXftfcRVwvEZ3B3rsBKYuDhytUUfXu/WHsOiUALr167m0MF9ZGZmUqx4AL379MPT06vIeufOnmHdmgj1Z6lj565UrFRFfX7Lpg2cP3+Wly+eY2RkTEBgEF269cDNzV0tM3vWdI4f1XzJTUlvV9YMV70MZdPJK6w6coHEtAx8XRwZ+n09wvw9dbbn+l8xzNl+lKevk8jNlyIRW9Oiahk61qnwwTHYfOMxa649JDErFx87K4ZUK0lpV3udsldfJNBr21mt8q0d6+AttgRg++0n7It+zqOkdAACHW34qVIQJZzFWvU2nblOxLHLJKZn4utsz7AWtQjzddeSA7j26AVzd5/iyeskcqUyJLZWtKxcio41y6pljt54wJ+HL/A8MRWpXIGngy0da5alSbngD47D50Ap+nyLHKdMmcL48eM1ysaOHcu4ceM0yvLz84mMjGTEiBEa5fXq1eP8+fM6dV+4cIF69epplNWvX58///wTqVSKoaHhf94BHQgO9v8T8vPzMTIy+trN+J/AwsICCwuLr2L76LnLzInYyNAeHQgJ8GPHkVMMmjyH9bMn4uxgpyUvlcqwtbKgc/Nv2Lj3cJG6YxMSmb96C6GBhTsUR3au5PjeNXT8aQJOLp4c2LqM+RN6M3beLkxMzXXWeXjnKuFVGuJTvBSGRsYc2bmS+RN/ZPTsbdjYOXH13EFuRZ6iQo2mhJavReS5Q0SeO8iccT0p/eciTExMNPTFxcUxesxYGjZowLAhQ7hzN5o/Fi7E2tqaKlVUb2C8Gx3N5KlT6dSxI5UrVeTc+QtMnjKVmb9PJyBA9Qa9OXPn8fTZM4YOGYKdnZhjx08w8pdRLF28CCxcAPj9T02H4Pa1c6xeOJ6sjFROHdpKl37jcZJ4sm/rMmaP783EBTsLHYf7t69SrkoDfANKYWBoxKGdq5gz/kfGzd2GrZ2jhuyhSzeYsX4PIzs1o5S/J9tOXKLfrBVsnTwIiZ2tlu5r9x9TPtifvi0aYGlmyq6zVxkwZxWrx/xEgKerhuyrxBRmb9pH6WK6nXWjoHDM67cma/96ZM//wjisGlbt+pO6cByK9GSddSxb/oDI3IqsPauRJ8ejZ24Jeu9MkBoaoUhJIPtuJOb1WunUYRxSHssmHcjYGUH+s4eYlq+JTbehJM0agSJVtydq3b4vepbWpG9djizpNXrmVoj09TVkFLnZJP0+TLPie841wLkDy7lwOIJm3aZg5+TF6b2LWTOzG30nHcDYVPfn3dTcmqrf9Mbe2Qd9A0Me3DjJrpW/YG4lxq9EVQB6jt6KUiFX14l/+ZA1M7tRKkunykLRNzcj/eZ9XqzaTpktCz6t8huOW8PxHdsYMGgIrq5ubNq4njGjhrNo6UrMzMx01rkXfZfpU3+jQ8cuVKhUmYvnzzFtym9M+302xQMCAbh9+yaNv2mKf7HiKORyVq9ayZhRI1i4ZDkmJqZqXZWDfRnfqeDhw9BAda0OXb3D71sO8UvbRoT6urP1zDV+WrCe7WP7IBFba7XJ1MiQNjXL4e/qiKmREVGPYpi4bh+mxoa0rFqm0P4ffvCCmadvMqJmKKEuYrbdekq/XefZ0qEOEivd/QfY3qkO5kYFTpitqbH6/5EvEqlfzI1SLmKM9PVZHfmAn3acZ0vH2jhaFPT94LVopm8/xqjv6xLq48bWc1H0WbSVHb90RyK20t3HaqXxd3HE1MiQ649fMHHTYUyNDGlZORQAazMTetSriLeTHYb6epy+84ix6/cjtjSjcqDuz/d/KyNHjmTQoEEaZcbGxlpyiYmJyOVynJycNMqdnJyIi4vTqTsuLk6nvEwmIzExEYlE8h+2XjdCisi/lBo1atC3b1/69u2LjY0NdnZ2/PrrryiVSgC8vLz47bff6NKlC9bW1vTs2ROAbdu2ERwcjLGxMV5eXsycOVND79q1awkPD8fS0hJnZ2fatWtHfHy8+vzJkycRiUQcO3aM8PBwzMzMqFSpEvfv3wcgIiKC8ePHc+PGDUQiESKRiIiICHX9xMREvvvuO8zMzPD392f37t0a9k+dOkW5cuUwNjZGIpEwYsQIZDKZ+rxCoWDatGn4+flhbGyMh4cHkyZNAqBWrVr07dtXQ19SUhLGxsYcP378s/QPtFNEunTpQrNmzZgxYwYSiQQ7Ozt++uknpNKCH/GFCxfi7++PiYkJTk5OtGzZ8gNXWDcb9hymSa2qNK1TDS83FwZ2bYujnZjth0/qlJc42jOwWzsa1aiERSE/oAByuYJxc5fRo/W3uDg56JRRKpUc37eOBs17ULpCHVw8/OnU7zfy83K5cqbw12x3HTCF6g1a4+4dgLOrN+17j0WpVHDv1mUAju9ZQ9W6Len00wRCwmvQ9ecp2Dm5kZYSz8OH2lHTffv34+joQO9eP+Dh4UHDBvWpV7cuW7dvV8vs3LmLsNKladO6Fe7u7rRp3YrQ0FLs2LULgLy8PM6eO0f3bl0pWbIELi4udOzQHmdnJ/buK+iLta29xhF15STFgsO5cHIfjVp0J6xCbVw9/ejafyL5eblcOn2g0HHoMXAyNRq2wt27OBI3bzr9OBqlUsm9m5e0ZNcdOkOzamX5rno5fFycGNq+KU5ia7Yev6hT99D2TenSqAbBPu54ONvTr2UDPJzsOB0VrSEnVyj4dclGejeri5uDdoQNwKRiXfKunyXv+lnkiXFkH96MPC0Fk/DqOuUNfYMx8CxGxvp5SJ9Eo0hLQvbqKbIXjwvsvnpG9tFt5N+5glKu7dwCmFdtSM6VU+RcOYU8/hWZe9ahSEvCrEJtnfJGxUpi5BNA6ooZ5P91B0VKIrIXj5E+e6gpqFSiyEzTON5HqVRy6ehqqjbuTWCZeji6FaNZ96lI83O5dWmvTvsAXgHlCQyri4OLL2JHDyrU7YSTW3FiHl4r6JelGAtrB/Xx4MZJbB098M0tVK1OEg6d5sHYOcTt/HuvOlcCp62hVZu2VKpcFU8vbwYOHkpeXh6nTh4vtN6undsJLV2G71u3xd3dg+9bt6VUaGl27yr4vI2fOIU6devj6emFt48vAwYNISEhnr8eal4LQwMD7K0t1Ie1ucoBXXP0At9VLk3zKmH4SBwY1qo+zrbWbDl1VWebAjwkNCxbAj8XR1ztbWhcPoRKQb5c/0t3Du5b1l77i2+DvfiuhBfeYiuGVA/BycKUrbeeFFlPbGaMvbmJ+tDXK4jcTmpQllalfCjuYIO32JJfa4ehRMnl5wkaOtacuMp3FUJoXqkUPs52DGtRG2dbSzafva7TZqC7Ew3LBOEnscfVzppvygZTKcCLa49eqGXK+ntQu1QxfJztcHewpX2NcPxdHLj++IVOnZ8bpVL02Q5jY2OsrKw0Dl0O9ltE70XPlUqlVtmH5HWVf04EB/tfzKpVqzAwMODSpUvMmzeP2bNns3z5cvX533//nRIlShAZGcno0aOJjIykVatWtGnThlu3bjFu3DhGjx6t4QDn5+czceJEbty4wc6dO3ny5AldunTRsj1q1ChmzpzJ1atXMTAwoFu3bgC0bt2awYMHExwcTGxsLLGxsbRu3Vpdb/z48bRq1YqbN2/SqFEj2rdvT3KyKir28uVLGjVqRNmyZblx4waLFi3izz//5LffflPXHzlyJNOmTWP06NHcvXuX9evXq59Me/Towfr16zXyttatW4eLiws1a9b8LP0rjBMnTvDo0SNOnDjBqlWriIiIUI/r1atX6d+/PxMmTOD+/fscPHiQatWqFalPF1KpjPuPn1GulOb0X/lSQdy6X8T0/UewYutubKwsaVq7aqEySfEvSU9NJLBURXWZoaER/kFleHz/xkfbys/PRS6XYW5hhUwqJeZxtIZOAJ9ipQCwtNSOHEZH3yOsdJhGWZkyYTx8+FD9MBZ97x5hYZrpHWXCwoi+q3I45XI5CoVCa1bHyMiYO3fv6mx3emoStyLPElK2OumpiQSFao5DseC/OQ6WmhE6qUxG9NOXVCihOZNQsUQxbvz17KN0KxQKsnPzsDLXfKhauusotpbmNKteTndFPX0MJB5IH2mOgfTxXQzcdae/GBUrhezVM0wr18d2wDRsfpqIWd2WYPAJ0676+hi4epH/8JZGcf6D2xh66p5RMQ4KQ/riCebVG2P/y1zshkzHonFbLbsiIxPsR8zG/pe52HQZhIGLdtpBauILMtMS8A2urC4zMDTCq3hZXjzS7QC9j1Kp5PHdCyTFPcGzWLhOGbksn5sXd1O6SvN/fAfhZAPIMIDSYQVtMzQ0okTJEO5F677nAe7du0vpMM2ocOmwcKIL+ZwAZGWpwvOWlpYa5VcfPKXm0Bk0HbOA8Wv2kJyehVQmJzomloqBmvdXhUAfbjx+/lF9uxcTy43HzylTSEoJgFSu4F58KhU8NGeLKng6cTO26FyddutPUG/ZfnpvO8uV9xzn98mVyZDJFVgZF9yHUpmc6OdxVAzw0pCtGODNjScvi9T3lujnr7nx5BXhfrpTSpRKJZfuP+NpfAplCkk7+dwo0ftsx8dib2+Pvr6+VrQ6Pj5eK0r9FmdnZ53yBgYG2Nlpz/x+LoQUkX8x7u7uzJ49G5FIRPHixbl16xazZ89WR6tr1arFkCFD1PLt27endu3ajB49GoBixYpx9+5dfv/9d7WT+a4j6ePjw7x58yhXrhyZmZkaaRGTJk2ienVVRGvEiBE0btyY3NxcTE1NsbCwwMDAAGdnZ602d+nShbZtVTnAkydPZv78+Vy+fJkGDRqwcOFC3N3dWbBgASKRiICAAF69esXw4cMZM2YMWVlZzJ07lwULFtC5sypv1NfXlypVVLmALVq0oF+/fuzatYtWrVTT0CtXrqRLly7qp9T/tH/vpyu8xdbWlgULFqCvr09AQACNGzfm2LFj9OzZk5iYGMzNzfnmm2+wtLTE09OT0qV15/a+JS8vT2uBR3xyMnKFArG15nSirbU1yam3i9RXFDfuPWTPsbOsnjG2SLm0lEQALG00v5AsbexITtDOMS2MnWvnYiN2JCCkApkZKSgUciytC3QqlUqe/nULQyPVLMv7pKSkYGtro1Fma2ODXC4nLT0dO7FYJWNj+56MLSkpKQCYmZkRGBjA+g0b8XB3x8bGhpOnTnH//n1cXFx0tvv8iT2YmJrh4aXK0bay0YwAW9nYkZQQ+9HjsH3NPGzEjgSGlNcoT83IRq5QYGel+XAhtrIgKS3jo3SvOXiGnDwp9cqFqMuiHj5l1+krbJgwoNB6IjMLRHr6KLLSNcqVWenomWtPYwPo2dpj6OEHMikZmxchMrPAvFE7RCbmZO1Z9VHt1TOzRKSvjyJT0648Mw0jS+0UAQB9sSNGXsVAJiV19Vz0zC2xatYZPVNz0reqAg3yhFekb1mKLO4FImMTzKrUR/zjaJLmjEKe9FqtKzNN5TRZWGne2+ZWdjrzp98lNzuDWUOqI5flIxLp0bjDWA1H/V3uXT9GbnYGoZW+A+YUqfdzk/4mc8bGxkaj3MbGlvj419oV3pCakoLNe58lm3c+S++jVCr5c9ligoJL4OlVkKYQXqYczYrb4SK24WVSCn/sPknPOauZ16cNcoUSsZVmapWdlTmJ6UXn0dQbMZuUzGzkcgW9v6lO8yphhcqm5uQhVyqxM9OMitqZGpOUpXsxnb25CaNqhxLoaItULmdf9HN+3H6WpS2rElZI3vb8c3dwsDCl/DuOfEpWNnKFEjvL9/poaUZiRtF9rDt6ISmZOcgVCno3rEzzSqU0zmfk5FF39EKkMjl6eiJ++b6uliP/v4SRkRFlypThyJEjfPfdd+ryI0eO8O233+qsU7FiRfbs2aNRdvjwYcLDw79Y/jUIDva/mgoVKmhMb1SsWJGZM2cil6vy/cLDNaMo0dHRWjdg5cqVmTNnDnK5HH19fa5fv864ceOIiooiOTkZhUIBQExMDEFBQep6ISEFP9xv85fi4+Px8PAoss3v1jM3N8fS0lKdohEdHU3FihU1+lS5cmUyMzN58eIFcXFx5OXlUbu27iljY2NjOnTowIoVK2jVqhVRUVHqSPVbvlT/goOD0X8n91MikXDrlioaV7duXTw9PfHx8aFBgwY0aNBAnSZTGLoWfPTr2g4A7RktJfzNeFhWTg7j5y1nZO/O2FhpRpsOnb7ItKWrUbyJLvw4csEb++/Z+sDU3Lsc3rmSq+cOMGDcnxgaFfzQvVt/0/IppKckYW2rO1XlTY33m6Bd+n4zUWoM3tAhQ5g9ew7tO3ZCT08PPz8/atSozqO/HmnUu3RqP2uXqFJh9PT0QT09rGOK8iOvw8EdEVw+e5AhE5ZpjINmF7X7+DH6D16MYsnOI8z+uTPiN056Vk4evy7ZyOiuLbC11J0jXjRF2BXpgVJJ5o4/UeblAJB9eAsW3/ci68B6nfnOhfL2QqqtirTKCk6q2pS2cRHKXJXdjL3rse7Qj/Sdq0AmRRrzCGlMwfVMe/YQcf+JnNSz5bc9+5AdUDlk7X5erKFTozkfuLeNTczpPXYH+XnZPI6+wKFNU7F1cMMroLyW7PUzW/EvWRVLW92Rts9JpAVseccH7PEmgPepU+uqOu+XKAsdlsUL5/P0yROmzZitUV61eg3cY1TfkX6ujgR5utDwl7lcuvdEpw3V/V40K4d0ITsvn5uPXzJv5zHcHcU0LKt70XBhfVFCoYa8bC3xsi34XgyR2PE6M4c1kQ91Otirrj7g0P0XLG1RFWMDfa3zuvtYdC9XDmhHTp6Um09fMXf3KTwcbGhYpuC3ytzYiM3DVeNw6cEzZu48gZu9DWX9i/4t/jczaNAgOnbsSHh4OBUrVmTp0qXExMTQu3dvQDXT/fLlS1avXg1A7969WbBgAYMGDaJnz55cuHCBP//8kw0bNnzRdgoO9v8w5uaaP6S6vkiV7/x4ZWVlUa9ePerVq8fatWtxcHAgJiaG+vXrk5+fr1Hv3ae+tzrfOqtF8f7TokgkUtcrqn0ikQhTU1M+RI8ePQgNDeXFixesWLGC2rVr4+np+cX7V1S/LC0tuXbtGidPnuTw4cOMGTOGcePGceXKFa1o0lt0LfhIjb7I0QvXSErVjPKlpKUjttEdXfwQL+MSiI1PZOjUeeoyxZsxP3v1BnPGDCLZvgYAMplqjNJTEjWc34y0ZI0IdGEc2bWKQ9v/pP+YJbi9iQJbWNqip6dPeqoqOr7pzyncvHqSUuVqkhive+rU1lY7epaaloq+vj5WVlaFy6SmYvvOeLtIJPw+fRq5ublkZWdjJxYzecpUnJw1nZ9S5aoj0hOxfPYv9B42A0tLVTQvPTUJG7HmOLwf1dbF4Z2rObDtTwaOW6weh3exsTRDX09PK1qdkpGJ2LroxbWHLt1gwoqtTOvTnvLBBakVL+KTeJWYwoA5BRHlt9e5bLeRbJ86BAdAmZ2JUiHXilaLzC21otpqPZmpKDJS1c41gDwxFpFIDz0rWxTJ8TrraejIzkApl6P3XrRaz8JKK6qtrpORijwtRe1cA8gSXiHS00PfWqwRoVajVCJ98ZhatWvj/SSKC7V+V9V7c29npiViaVMQeczOSNKKar+PSE8PsZPqO8bZI5DE2Mec3b9Uy8FOTXzJ47sXaPXT/CL1fS6Cs8DjnTxv+Zuv1pSUFMTigj6lpaVqRajfxaaQz5KuOksWLeDypYtMmT4Te/uiHpDBwdoSidiG5Iws9PVEJKVpRnKTM7Kwsyr6YdDVXtUGf1cnkjMyWbz3VKEOto2pMfoiEYnvRauTc/K0otpFUdJZzP572rneqyMfsuLKAxY1r4y/g+Z9bGtuhr6eSCsin5yZjZ1l4YEWADc7GwD8XRxIyshi0YFzGg62np4IDwfVOAS4OfEkLok/j1z8Rxzsr/Wq9NatW5OUlMSECROIjY2lRIkS7N+/X/1bHxsbq7Entre3N/v372fgwIH88ccfuLi4MG/ePFq0aPFF2ynkYP+LuXjxotbf/v7+GpHUdwkKCuLsWc0th86fP0+xYsXQ19fn3r17JCYmMnXqVKpWrUpAQIDGAsCPxcjISB1F/xSCgoI4f/68htN//vx5LC0tcXV1xd/fH1NTU44dK3xrqpIlSxIeHs6yZctYv369RkrI5+rf38HAwIA6deowffp0bt68ydOnT9ULL3Wha8GHhZkZxX08uXLzjobs5Zt3KVm88G3yisLTVcLaWeNZNWOs+qgaXoqw4OKsnjmO0IBiOEo8cJR4IHHzxcrGnuibBfedTCrl4d1IfIqXKsIKHNkVwYFtS+n760I8/QpyyA0MDfHwCST6xgU2LZ9M1KVjDBi3jKd/3S5UZ2BgANeva+bFXrt2HX9/fwwMVDGDwIAArl+P0pIJDArU0mdiYoKdWExGRgaR165RsYLmVl8mpubcibqAp28gpcpWR+Lug5WNPXdvaI7DgzsfHodDO1exd+syfh79B15+urfSMjQwINDLlUt3NBeIXbzzkFJ+heeYHrwYxbjlm5nUqy1VQzX76SVxYPNvA9kw4Wf1UT00kPAAHzZM+Bnntzs1KOTIYmMw9AnSqG/oE4jsuWZkX93354/Qs7QBwwInRU/shFKhQJGuO41AC7kc2cunGL23ZaGRfwntRYtvkD59iL6VDaJ3ZgAM7J1RKhTI03TvdgJgKPHEVJaHm4UJYidPxE6eOLj4YWHtwOO7Bdt8yWX5PL1/BTffotO53kepVKod9neJOrcdcys7ioXoXiz6uTFRgoOs4HCSgqUMoq5FqmWkUim3b90kIDCoUD0BAUFEXY/UKLt+LZLAd2b8lEolixfO5/z5s0yaMh1n5w/vypCamc3rlDScbK0I9JBwIfqxxvlL0Y8p5fPxucRKJeRLZYWeN9TXI8DRhksxmt/5l2LiCZF8fB7u/YRU7M01UwVXRz5g+eV7LGhWiSAn7QcPQwN9At2duXj/qUb5xXtPKeXtqiVfGEqlKp+7SBk+LPO/QJ8+fXj69Cl5eXlERkZqrGuKiIjg5MmTGvLVq1fn2rVr5OXl8eTJE3W0+0siRLD/xTx//pxBgwbRq1cvrl27xvz587V2BXmXwYMHU7ZsWSZOnEjr1q25cOECCxYsYOHChQB4eHhgZGTE/Pnz6d27N7dv32bixImf3C4vLy+ePHlCVFQUbm5uWFpaFrka+C19+vRhzpw59OvXj759+3L//n3Gjh3LoEGD0NPTw8TEhOHDhzNs2DCMjIyoXLkyCQkJ3Llzh+7du6v19OjRg759+2JmZqaRo/W5+vep7N27l8ePH1OtWjVsbW3Zv38/CoWC4sV171FcFG2b1GP8/OUE+HhRsrgvO4+c5nViMt/VU/1oL1y3jYSkFMb276Gu8+CJ6kk+JzeX1LQMHjyJwdDAAG93F4yNDPH1cNOwYfFmYdz75SKRiFqN23No+59qp/vg9j8xMjahbNWCPagj5o3Cxs6RZu1/BlRpIXs3/kHXAVMRO7ioc7mNTcwwMTWjVpOOrJwzEgNDI9r+MIoju1aRnPCK0PJ1yMvLY936DSQlJTF0yGAAGjdqxO49e1mydBkNG9Qn+t49Dh0+zIhhBVuxNfu2KUOGDWfzli1UrFCBCxcvcj0qipm/T1fLXI2MBKUSNzc3Xr2KZfmKP3FzdaVe3bq8eud3Oic7k8jzR/i+yyD1ONT5ph0Htv2J05txOPBmHMpXa6iut2Lur9jYOdK8Q39AlRaye8NCug+cjJ2j9ji8S/v6VRm9dBOBXm6E+Hmw/eRl4pJSaVFT5fzP33KA+JR0Jv6gWkB88GIUY5ZtYki7ppT09SAxVRX9NjYywNLMFGMjQ/zcNNdEWJqpZoTelr/9Sc69cASL77ohi32G7MUjjMOqoW8tJiPyFABmtb5Dz9KGzF0rAci7dRnTqo2x+LYLOSd3q3Kw67ZU7YH9Nj1ETx99B5XTJdI3QM/SBn0nN5T5eShSVPnPWWcOYN26N9IXT5DG/IVpuZro2diRfVH1QG3RoBV6Vrakb16iamfUecxrf4vV9z+QeWQbeuaWWDRqQ87VU2q75nW+QxrzF/LEOETGpphVroeBi4cqheQdRCIR5et04sy+JYidPLFz9OTM/iUYGplQsvw3arkdy4djaetInRaqe/HMviW4eJVA7OiBXCbl4c1T3Lywi8YdNNczKBUKos7uoFSlZujp/72fXX1zM8z9CqKSZt5uWJUKID85jdznH879FwHV0mDL5g24uLri4uLK5k0bMDY2pnqNWmq5WTOmYWdnT+euqu/Upt9+x4hhg9i6ZSPlK1Ti0sXz3Ii6xrTfC1JAFi2cz+mTxxk1ZjympmakvFm4bmZujrGxMTk5Oaxft5rv/Cyxt7LkVVIq83cdx8bCjFqhARgZGDBq5Q6CPSWE+Lix7cw1YlPSaFlNtbhy3o5jxKdm8FvXZgBsPHkFidgKLydVmsb1R89ZfeQCbd7ZI1oXHcL8GH3oKkFONoRIxGy/9ZS4jGxallTlis8/d4eEzBwm1FelV66//hcSKzN8xVZIFQr233vOsb9e8XvjgkXCq64+YNHFaCbVD0diZUZilmrawMzQADOjgmvdsWY4o9bsI8jdmVLermw7H0VsSjrfVwkFYO7uU8SnZTKpY2NVH09fw9nWCm8n1azY9ccvWX38Mm2rFSw4/fPwRYI8nHG3t0Eql3PmzmP2Xr7DqFZ1P3Q7fBa+VgT734LgYP+L6dSpEzk5OZQrVw59fX369evHDz9ov1ThLWFhYWzevJkxY8YwceJEJBIJEyZMUC9wdHBwICIigl9++YV58+YRFhbGjBkzaNq06Se1q0WLFmzfvp2aNWuSmpqqXmj4IVxdXdm/fz9Dhw6lVKlSiMViunfvzq+//qqWGT16NAYGBowZM4ZXr14hkUi0nkTbtm3LgAEDaNeuncaixM/Vv0/FxsaG7du3M27cOHJzc/H392fDhg0EB3/6ywDqVC5HWkYmK7buISklDR8PV2b+8jMSB9UPTVJKKq8TNaN3nYcW5HLfe/yMw2cv4exgx45F0/lU6jbrSn5+HhuXTVa9aMa/JP1GL9LY+zklMQ69d/ZAPn1oMzKZlGUzBmvoavR9b75p/SPhlRuwYvZwpPm5rF4wWn1++oh2DBo4gOSUZOITClbuOzs7M3HCeJYsXcbevXsR29nxY69e6j2wQTUbMnLEcFatXsPqNWuRSJwZOWK4eg9sgOysbFZGRJCYmIiFpSVVKlemS+dOqij4Ow72lbOHUCqhbJUG6rL633UhPz+PdUunkJ2Vjrd/CQaM0RyH5MQ4RO+Mw6mDqnFY8vtQjXH4plUvmrbRvIfrly9FWmY2y3YdIzEtHV9XZ+YN6orLmynxxNQM4pJS1fLbTlxCJlcwdc1Opq7ZqS5vUrkM43vq3ne6MPLvXiXLzBzTao3Rs1C9aCZ9/XwUb6LCIgtr9KzfSYWR5pG+dg7mDdtg3XMUiuxM8u9eJfvELrWInqUNNr3GqP82rVQf00r1kT69T/pqVVAg7+YlMswssKjdDD0rG2RxL0hdOUO9B7aepQ367yywVebnkbJ8GpbfdsKu3wQU2Znk3rxE5qGtahmRiRlWzbuhZ2mNMjcH6aunpCyepLGF4FsqN+yBTJrL/rUTyMlKw80nhI6D/tTYAzst+ZVGGps0L4f9ayeQnhKHgaEJ9hJvvusxnRLlNF969PjuedKSX1G6SvNPuhbvYl2mBBWPrVH/HTTjFwCer97Oze4jP0pHrTSw+rY5i/6YT2ZmBsWKBzDht6ka60ESEuIRvbMNXWBQMMNGjGLN6gjWrVmFs0TCsBGj1HtgAxzYp1pA9svwgkX1AD8PHEKduvXR09Pj2dMnDDgSTUZ2Lg7WloQX82J6jxaYmxhTPzyY1Mxsluw7TWJ6Jn4ujizo2w6XN+kRCWmZxCYXbK+oVCqZt/M4LxNTMdDTw83Blv7f1S5yD2yAesXcSM3JZ9ml+yRm5+JrZ8W8byup98BOzMolLqMg5UgqVzDnzG0SMnMwNtDHx86KuU0rUsW74GF1y80nSOUKhu2/rGHrh/IB9KpQMEYNwgJJy8pl6aHzJKRl4Sex54/eLXF5M3uUmJ5FXEpBOpRCqWTe3tO8TErDQE+Em70NPzeprt4DGyAnX8rkLYd5nZqJsaEB3o5iJnVqTIMw7Zm6L4HgYBeNSKksbAWJwH8zNWrUIDQ0lDlz5nztpvzX8fz5c7y8vLhy5QphYYWvKv+3kXxL+41i/wTX0b3l2D+Bj9k/s5/r+8Tk6t5J5J8gPL3oFwJ9KXKPFL6X+ZdGlpXzYaEvwLEmq7+KXQDrmgEfFvoC+N/7e/tofw7cY858Fbvy6FsfFvpCGPgW/uKuL41J/e4fFvoPuPfo830/B/i6fVjoX4YQwRb4n0EqlRIbG8uIESOoUKHC/5RzLSAgICAg8N+EEMEuGmGRo8D/DOfOncPT05PIyEgWL178tZsjICAgICAg8P8UIYL9L+X9FbICqrQZIeNJQEBAQEDgy6NUChHsohAi2AICAgICAgICAgKfESGCLSAgICAgICAg8EkIOdhFIzjYAgICAgICAgICn4TgYBeNkCIiICAgICAgICAg8BkRHGwBAQEBAQEBAQGBz4iQIiIgICAgICAgIPBJCCkiRSM42AIC/xIMjm3/KnYrlIv/KnYBRKnyr2NXovgqdgEUhiZfxe7rduO+il2AlHyrr2K3gfzcV7ELkPiV3qj4MKDuV7ELsGND9Fexa+PX/qvYBegsivhqtgW+LoKDLSAgICAgICAg8EkI+2AXjeBgCwgICAgICAgIfBIKIUWkSIRFjgICAgICAgICAgKfESGCLSAgICAgICAg8EkIixyLRohgCwgICAgICAgICHxGhAi2gICAgICAgIDAJyEsciwaIYItICAgICAgICAg8BkRHGyBT6JLly40a9bsi9oYN24coaGhX9TG50IkErFz586v3QwBAQEBAYF/FCWiz3b8LyKkiAj81zFkyBD69ev3SXW8vLwYMGAAAwYM+DKNKoTY2FhsbW0BePr0Kd7e3ly/fv2LPiAYhlTCuExNROZWKJLiyD21E/mrJzpl9d18MW/5k1Z55qqpKFJUL5AxDCqLab22WjLp84eBXKZRtvn4BVYfOENiagY+ro4MafcNYcW8ddo+dvU2W09c4n5MLFKZDB9XR3p9W4dKJYupZXafjWTcn1u16l5YOgFjQ8MCuycuserQGRJTM/F1cWRIm0aEFfPSbTfyDltOXub+81ikMjk+Lo70blqLSiX8NeQysnNYsOMox6/dIT0rF1d7W8IDvDl3+wEJaVl4enjQ+4eelCwRrNMOwM1bt1iy7E+excRgJxbzfcsWfNOoofr802fPWL12HX/99YjX8fH06tmD5s2+1dCRnZ3NqrXrOH/+AqlpaQR4ujC4Y3OCfT217G05coY1+46TmJqOj6szgzs2p3SAr862Hb9yg61Hz/Lg2UukUhk+bhJ+aNGAiiGBWrJKpZKN6yI4fHAvWZkZ+BcP5Icff8bDU/e1fcuFc6dYv2YlcbGvcJa40L5TdypUqqo+v3FdBJvWr9KoY2Njy8p1BS9NmjdrKieOHdKUETugVCrJzsrAx78EHX4YjquH7n4CvIx5xM4Ni3n6KJqkhFjadBtMvSbtNGSG/vANSQmxWnWb16/J0J4d2HbwOOt2HyIpJRVvd1cGdGlDaFAxLXmAxJRU5q3azP3HT3keG8/3jWozsKv2Z+gtR85eYsycpVQrG8rUYX35c/Nudhw7S2ZmJsWKB9C7Tz88Pb0KrQ9w7uwZ1q2JIDY2FolEQsfOXalYqYr6/JZNGzh//iwvXzzHyMiYgMAgunTrgZubu1pm9qzpHPfR1OuRCwNeFWkacZVwfAZ3xzqsBCYujlxt0YfXu48VXekDKJVKrh//g/tXNpOfk46DewgVm4zG1sm/0DoPr+3gzLZftMo7jYvCwNAYgBunlvLszhFSEx5jYGiCo0dparUYgtjJR233woEF3Dq3idycdCSepajVagz2ksLtvsu9yH3sjxiEb8nafPvDQnX5jTPruXF2A+nJLwGwc/anQoM+UKKg7qbTkUQcu0RiWia+EgeGtahDmJ/7+yYAuPboOXN3neBJXBK5UhkSsRUtK5emY61yaplt56LYc/kWf71KBCDIw5l+TapT0svlo/rynyKkiBSN4GAL/KMolUrkcjkGBoXfehYWFlhYWPyDrfr7ODs7/6P2DIqFYlK9GbnHtyF/9QTDkEqYNfuBzDXTUGakFlovM2IKyvxc9d/KnEyN88q8HDJXTdWs9J5zfejSTWas38fIjt9Syt+TbScv0W9WBFsnDURiZ6Nl89qDJ5QP9qNvi3pYmpmy62wkA+auZvXoPgR4FvwAWJgas33KYI267zrXhy7f4veN+xnZvgmhfh5sO32FvnNXs21Cf912Hz6lQpAf/ZrXxcLMhN3nrvHz/LWsGdWLAA+VXalMRu9ZEYgtzfm9d1scxVbsOXeNZXtP8UuHpnhUrMe+gwf5dew4li36A0dHRy07cXFx/Dp2PA0b1Gf4kMHcib7LgoWLsba2omrlygDk5eUhcXamWpUqLFm2XEsHwOx583n67BnDhgxCLBZz4cAO+kxZyJbpI3EUF/Tv8IVrzFyzgxFdv6dUMW+2Hz9P/+mL2TJ9JM72Yi291+89onyJAH5q9Q2W5qbsOXWJgTOWETFhEAFebhqyq/YeY/euY/QbOBwXV3e2blrDuF+H8seS1Ziamels973oO8yYOoF2HbtRvmJVLl04w4yp45k8fR7FAoLUcu6eXoz/bab6bz197YnTEqUr0b3fWACO7d/Ekb0b6dF/PE4uHuzd+iczxvVh8h/bMTU119mW/LxcHJxcCa9Uh40rZ+qUGf37GpSKgjeDvoh5xMxxfahdMZyj5y4zJ2IjQ3t0ICTAjx1HTjFo8hzWz56Is4Odli6pVIatlQWdm3/Dxr2Hddp7S2xCIvNXbyE0UOXArd15gA17D/PzoGG4urqxaeN6xowazqKlKzErdKzvMn3qb3To2IUKlSpz8fw5pk35jWm/z6Z4gOqB6fbtmzT+pin+xYqjkMtZvWolY0aNYOGS5ZiYmKp1BWRDm4QC3frKIpuvkjE3I/3mfV6s2k6ZLQs+XOEjuHVmOXfORVC1xWSs7b2IOrGYgyu703LgAQyNdV9nAENjC1oM3K9R9ta5Boh7coXACu2wdy2BQiHn2pE5bPujO11G7cPQ2IwrR5dx7cRK6refiq2jF5cOLWLbgq50HX0QI5Oif3fSk19yeuc0XH3Dtc5Z2DhTpekQbB08ALhzaSe7lv1EhxGd8ZM4cDDyLtO3HWVU6/qE+rix9ex1+izcxI5feyIRW2vpMzUypE21Mvi7OmJqZMj1Ry+YuPEgpkaGtKxSGoCrD5/RsEwQpb53w9jAgJVHL/LjHxvZNqonTjaWRfZF4MsjpIj8P0ShUDBt2jT8/PwwNjbGw8ODSZMmAXDr1i1q1aqFqakpdnZ2/PDDD2RmZhaqKy8vj/79++Po6IiJiQlVqlThypUr6vMnT55EJBJx6NAhwsPDMTY25syZM0W27/0UkbdpKTNmzEAikWBnZ8dPP/2EVCoFoEaNGjx79oyBAwciEokQiQqeqs+fP0+1atUwNTXF3d2d/v37k5WVpT7v5eXF5MmT6datG5aWlnh4eLB06VL1+fz8fPr27YtEIsHExAQvLy+mTJmiPv9uioi3tyraV7p0aUQiETVq1OD06dMYGhoSFxen0cfBgwdTrVq1IsdBF8Zh1ZHeuYT0ziUUKfHkndqJIjMVo5DKRdZT5GSgzC44UGr/qr57XpmdoXV+3eEzNKsWznfVy+Lj4sjQdk1wEluz9fhFnTaHtmtCl0bVCfZxx8PZnn4t6+PhZMfpqPdflyzC3tpS43iXtUfO0axKGZpXC1fZbdMYZ1trtpy8rNtum8Z0aViVYG83PJ3s6de8Hh5Odpy6cU8ts/PsNdKzspn1U3tC/T1xsbPl7K2HfFc1nObVwvHwcOfHH3riYG/P3v0HdNrZu/8gjg4O/PhDTzw83GlYvz716tZh2/YdapnixYrRs3s3alSvhuE7Dw1vycvL4+y58/To2pWSJUrg6uJCrxYNcXWwY+tRzdd4rztwkm9rVKBZzYp4v4leO9nZasm9ZXDH5nRuUptgX088nB35qXUTPJwdOHPttoacUqlkw8FTtGzdgYqVq+Hp5U3/QSPIy8vl9KmjOnUD7N21lVKlw2nRqj1u7h60aNWekFJh7Nm1TUNOX08fW7FYfVhb22jpMjQ0xNrWHisbO84c20WT77tTpmIt3Dz96N5/PPl5uVw6fbDQtnj7B9OqywDKV62PgYGRThkra1usbe3Vx42rZ3B1dqR0cHE27DlMk1pVaVqnGl5uLgzs2hZHOzHbD5/UqUviaM/Abu1oVKMSFoU4xQByuYJxc5fRo/W3uDipovKb9h2lS/PGVKpcFU8vbwYOHkpeXh6nTh4vVM+undsJLV2G71u3xd3dg+9bt6VUaGl27yqYCRg/cQp16tbH09MLbx9fBgwaQkJCPH89fKihy0AJVvKCw1xRqFk1CYdO82DsHOJ2fp7XuyuVSu6cW02pGr3wCq6HrVMxqrWcilyay6Mbe4usKxKJMLN00DjepX6XZfiHfYetkz92kgCqtJhMRsorXj+/o4qan1xNuXq98Q+th71LMep3mIZMmsu9q0XbVSjk7F81hIqN+mFtpx119i1ZC5/g6tg6emPr6E2VJgMxNDbj5hPV9MCa45f5rmIpmlcKxcfZnmEt6+Jsa8XmM9d12gt0d6ZheDB+Egdc7Wz4plwJKgV6c+3Rc7XMlC7f0rpaGQLcnPB2tmNsu4YolEou339aZF8E/hkEB/v/ISNHjmTatGmMHj2au3fvsn79epycnMjOzqZBgwbY2tpy5coVtmzZwtGjR+nbt2+huoYNG8a2bdtYtWoV165dw8/Pj/r165OcnKwlN2XKFKKjowkJCfnkNp84cYJHjx5x4sQJVq1aRUREBBEREQBs374dNzc3JkyYQGxsLLGxqmngW7duUb9+fZo3b87NmzfZtGkTZ8+e1erPzJkzCQ8P5/r16/Tp04cff/yRe/dUzti8efPYvXs3mzdv5v79+6xduxYvLy+dbbx8WeXwHT16lNjYWLZv3061atXw8fFhzZo1ajmZTMbatWvp2rXrpw2Cnj56jm7Inj3QKJY9u4++RHeb3mLRbjAWPcdh1rw3+m5+2gKGRlh0+xWL7mMwbdodPQdXjdNSmYzop6+oEKw5jVox2J8bj2I+qvkKhYLs3DyszE01ynPy8mk0ZBoNBk2h/5wI7j0rmK+WymREP3tFxWDNNlcI9vtku9bmBY7Qqah7hPh4MHX9HmoPnEKL0XO58/Ql5YM058/LhJXmbvT7DwQqou/do0xYaY2y8LAwHjz8C5lMprPO+8jlchQKBUZGmk6hsZEhUQ8eq/+WymTce/KcCiWLa8hVKFmcmw91pwe9j0KhICs3FysLTYfwZUISSanphIYVROUMDY0ILlGKe9F3CtV3/95dQktrRvJCw8py/706sa9e0q1jS3p1a8vMaROIi9XOR7h3O5KfO9dhWK+mpKUk4eVbEAE3NDSieHAZ/rp346P6+THIpFIuntrPNzWrIJPJuf/4GeVKaaYClS8VxK37f/1HdlZs3Y2NlSVNa6vSZnLz8klKTdOwZWhoRImSIdyLvluonnv37lI6rIxGWemwcKLvFl7nbSDB0lLzgfUvExjjCVPcYJM9ZHwFLyAj5QU5mYm4+hUEBvQNjHD2Kkt8jG6H8y3S/Gw2/V6LjdNqcGR1b5JeFT4GANJcVbDAxMyatKQXZKUn4BVQkFpjYGiEm19ZXj0p2u7FA39gaiGmZMXvP9Q9FAo59yL3IcvPppS3K1KZnOjncVQM1Ey5qhjozY0nLz6oDyD6eRw3Hr8k3N+jUJncfCkyuQIrM5OP0vmfIuRgF42QIvL/jIyMDObOncuCBQvo3LkzAL6+vlSpUoVly5aRk5PD6tWrMTdXTdEtWLCAJk2aMG3aNJycnDR0ZWVlsWjRIiIiImjYUJV3umzZMo4cOcKff/7J0KFD1bITJkygbt26f7vdtra2LFiwAH19fQICAmjcuDHHjh2jZ8+eiMVi9PX1sbS01EjZ+P3332nXrp06L9vf35958+ZRvXp1Fi1ahImJ6kuoUaNG9OnTB4Dhw4cze/ZsTp48SUBAADExMfj7+1OlShVEIhGentp5sW9xcFBFUuzs7DTa0b17d1auXKkej3379pGdnU2rVq0K1ZWXl0deXp5GmdTQGJGevlZ0WZmdgchM93SgMiudnKObkb9+jsjAAMOAcMxa9CZ760LkL1UOnCI5ntzDG5EnxiIyMsaodDXMW/Uja90MFKmq3L7UjGzkCgV2VppTqGJrC5Jua0e7dbHm0Fly8vKpV67gActL4sC47i3xd3MmMzeXDUfO023yYjaO74+Hsz0pmSq74vfs2lmZk5RW+MyKht3D51R2wwuSIV8mJnPlXioNK4Qw/+dO3H7yginr9nDu9kPqlCmQs7GxISUlVafelJQUbGxsNMpsbGyQy+WkpadjJ9ZO23gfMzMzAgMCWL9xIx7ubtjY2LD/7BVuP3qGu3NBZC41I0s1DtZWGvXF1pYkpn3c+K/df4LcvHzqltd8KEhKzXjTdtv3+mJLQsLrQvWlpiRjY/teHVtbUlIKHq79iwfy8+ARuLi6k5qSwpZNaxg5pC9zF63Eyko1LR4WXo6QCg2xc5Bw69o5tqyex9qlUxk/ZyOGhqoHDysbsc786b/LtcsnyM7KpHHNSqRmZOgcW1tra5JTbxei4cPcuPeQPcfOsnrGWHVZvlT14CW20bRlY2NLfHxRY52i8/qkpKTolFcqlfy5bDFBwSXw9Cpw6sLLlMNnzRFsZZBsCAdsYZELDHrxzzoDORmq7xVTC3uNchMLO7JSC08It7b3pmqLydg6FUOal8nd82vYu7Q9zfruwNreS0teqVRyaf80XH3KYO9SjFePrwFgZqWZ9mNmaU96cuF2Xz6O5PbFrXQcvrPIfiW8us/GmW2QyfIwMjajSY8/8JU8IT41A7lCiZ2lZuqLnaU5ielZhWhTUffXBarvQbmC3o2q0LxSaKGyc3edxNHaggoBRa+dEPhnECLY/8+Ijo4mLy+P2rVr6zxXqlQptXMNULlyZRQKBffv39eSf/ToEVKplMqVC6IQhoaGlCtXjuj3on7h4do5a59CcHAw+vr66r8lEgnx8fFF1omMjCQiIkKd021hYUH9+vVRKBQ8eVIQ9Xs3oi4SiXB2dlbr7tKlC1FRURQvXpz+/ftz+HDR+Za66NKlC3/99RcXL6pSKVasWEGrVq00xvl9pkyZgrW1tcax5MzbCN776R0iHWUqFCkJSG9fRJHwEnnsM3JPbEP2JBqjsBpqGXncM6T3IlEkvkL+6gk5+1ajSE3AsFRVbYXvBRqUShB9RPTh4MUoluw8ytQf22k4yyG+HjSuVJpiHhLCinkz7ce2eDjZs/HYeU2zuux+RNDjwKUbLN59nKm9WmvYVSiViK3MGd2pGUFertQorcpjPXFNMxqmVHWwUERajVBdh48Zk7cMGzIIpVJJu05d+KZZczYeOk2DSmHo6+igznH4CBsHz0eydPtBJvfrwqXb96nabaj6kMnlOpUrP6If759XKpUaasqEl6di5ep4evlQqnQZfh2nSq96u6jx1Ikj/DH3dxbPHMmkEV3w8Vc93MS/fsHNq2c1Oqo91n+fM0d3UTKsEg7iAqdVW71qBP4OWTk5jJ+3nHpVytO8z3BqdejDodMXVfcT2veN8iP6p6t9hVVZvHA+T588YehwzQWBVavXICgHJFIIzoYf4iDBEO4WnuXyWYi0gBFesHp8GVaPL4NCIS1EsugPtqNHKH6hTbGTBODsFU7NNrOxtvMi+uI6nfIHV3bn+b2TvH5xl/mDSyNXryvRHv/CLnV+biYHVg2lbpuJmFoU/dAsdvSmw4idtB28iZAqbTm0djiPYhPV57W+LZSFX8O3rBzQgQ1Du/BrmwasO3GFA1d1zyqtPHKRA5F3mdWzBcaG/8zjklIp+mzH/yJCBPv/GaampoWeK+pLXlf5p/xYFOVMfgzv56+KRCIUiqKTBxUKBb169aJ///5a5zw8CqbZitIdFhbGkydPOHDgAEePHqVVq1bUqVOHrVu1d74oDEdHR5o0acLKlSvx8fFh//79nDx5ssg6I0eOZNCgQRplecvHolTIEZlpRr9EZhYosz8umgsgj32GYWCZIiSUyOOeo29bEF2ysTRDX09PK2qckp6J2LrohUGHLt1kwsrtTOvTjvLBOtJT3kFPT49gbzdiXicBYGuh225yRpZWVFvL7uVbTFi1k+m921AhSNOuvbUlBvp66Ovpqe3oiUSkZeUgfSe9Iy0tDdv3otRvsbXVjiCmpqahr6+PldXHLzBykUiYMW0qubm5ZGVnU0wvlZHzInBxLIiy2Viaq8YhNV2jbkp6BnbWRds6fOEaE5dtYFr/rpQvUZysnFxKvLNDSf6b/qamJCMWF9hMS03B+r0I9bvY2Io1otWqOqnY2BTuhJiYmOLp5UPsK9VOC+XKV6ZY8SDSpKprKZPmA2Bta8/r2IIUoPS0FKysPzwj8DEkxsdy9+Zl+g77XdUPS0vdY5uWrhVp/lhexiUQG5/Ihj0Fu6MolEpuvkk5if7rKYGuBQ/2aWmpWhHqd7HRea/prrNk0QIuX7rIlOkzsbd30Dr/LlZysJWpnOwvSXCWareSh3NUOeNymeo652QmYmZVsIA4NzMZUwvtRaWFIdLTw96tBGmJz7TOXdjzG2kJj2jYbSXObi4adrPTE7GwLrCbk5mEuaW9lg6A1MTnpCe/ZOfSH9VlSqXq92H2z0F0/fUgNm8WNuobGGHroPpsOXuU5PWzW6w7eYWR39dDX09EYoZmtDo5M1srqv0+bvY2APi7OpKUkcWi/WdpGK6ZzrTq6CX+PHyeJX3bUsxVe0H2l+Ij0vf/XyNEsP+f4e/vj6mpKceOaW+xFBQURFRUlMYiwHPnzqGnp0exYtrbVfn5+WFkZMTZswWRJqlUytWrVwkM1N4K7EtiZGSEXC7XKAsLC+POnTv4+flpHe/nvBaFlZUVrVu3ZtmyZWzatIlt27Zp5Zi/bQOg1Q6AHj16sHHjRpYsWYKvr69G1F8XxsbGWFlZaRzGeiIU8S8w8NC8FgYexZDHPv3o/ug7uqLMSi9axsEFxTsyhgYGBHq5cOmO5oKpi3f/opRv4TmBBy9GMe7PLUzq1ZqqpQI+2DalUsn9mFfqhY6GBgYEerpw8a5mLuyH7B64dIOxK7cxuef3VA0prnU+1M+D5/HJ6gcpQwMDnGytMDEyxPCdHW6uXY8iqJB7OTAggGvXozTKIq9fp5i/X5G75BSGiYkJdmIx6VnZXLh1j+plSqrPGRoYEODtzqXbmjNJl27dJ8S/8Ongg+cjGb9kPZN+6kSV0qofZXNTE9ydHdSHj6szdjZW3Lh+VV1PKpVy5/YNAgIL36KweEAQN6IiNcqirl+leBF1pNJ8Xjx/hq2tylk2NTND4uKKk8QdJ4k7Lu4+WFmLSUtOxPrNA55MKuX+nUj8AkoVqvdTOHt8N1bWtoSEq/JwDQ0NKO7jyZWbmpHByzfvUrJ40Q+EheHpKmHtrPGsnjlOfVQrG0pYcHGsLS14HPNSLSuVSrl96yYBgUGF6gsICCLquuZYX78WSWBQQR2lUsnihfM5f/4sk6ZMx9lZ8sF2ZulBqr7K0f6SmCjBQQZWdp5Y2Xli4+iHqYU9L/8qmKmSy/KJe3oFR4/SRWjSRKlUkhx7T2Oho1Kp5MLuiTy7c4SG3Vch8S2PrYMntg6e2Dn7YW7lwLP7BQuD5bJ8Xvx1BRdv3XbFTj50GrmHjsN3qg/fErVw9y9Px+E7sbQtfCcpJUqkMjmGBvoEujtz8Z7meomL955QytutkNq6+yuVaV6siKMXWXrwHAv7tCbY88PXXOCfQ4hg/z/DxMSE4cOHM2zYMIyMjKhcuTIJCQncuXOH9u3bM3bsWDp37sy4ceNISEigX79+dOzYUSv/GlRR6R9//JGhQ4ciFovx8PBg+vTpZGdn071793+0X15eXpw+fZo2bdpgbGyMvb09w4cPp0KFCvz000/07NkTc3NzoqOjOXLkCPPnz/8ovbNnz0YikRAaGoqenh5btmzB2dlZK/cWVJFqU1NTDh48iJubGyYmJlhbq/JM69evj7W1Nb/99hsTJkz42/3Mu3YK0/rtkL9+jjz2KYYlK6JnaUv+TdUPlXHlxojMrcg9vAEAo9LVUKQno0iKAz19DAPDMfQvRfaelWqdRuXrIY97hiIlAZGxCUahVdFzcCXnxHYN2+3rVWX0ss0EerkR4ufB9lOXiUtKpUXN8gDM33KQ+NR0JvZU5ZYfvBjFmOVbGNLuG0r6eqhzhY0NDbF8swhnyc6jlPT1wMPJnqw3OdgPnscyomPBXtEd6lbm1z+3EuTlSoiPO9tPXyUuOY2WNcoCMG/bYeJT0/mte0tA5VyPWbGNoW0aU9LHXafd72uUY+Oxi0zfuJ+2tSoQE59EenYu+VIZO89G4lZezP6DB4lPSKDxm32tV0SsIjEpiWGDVTML3zRqwO69e1mybDkN69cn+t49Dh0+wohhQ9Rtl0qlxMSoVv1LZTKSkpJ49OgxJqYmuLqoompXI6+hVCpxd3PlZWwsEUuX4ClxpGm18prj37AGYxatJdDbgxB/L7YfP09cUgotaqse1hZs3EN8ShoTfuygGv/zkYxdvJYhHZtTws+LxDcRWhMjQyzMCmayRCIRbRtUZ8XmdUhc3JC4uLFt81qMjU2oVr2OWm7uzMmI7Rzo2KWnqv9NWzBq+M9s37KBchUqc/niOW5GRTJ5+jx1nYjliwgvXxEHByfSUlPYsmkt2dnZ1KxTH4CcnBw2rYsguFxDbMT2JMa/wsDQCKVSgZ6+Pi+e/cW+bSswMjahfLUGar3L5o7BVuxAy46q/fJlUimvXqjWFMhkUlKT4ol5ch9jEzOcJAU7PigUCs4d302lGt+gr28Ab3yVtk3qMX7+cgJ8vChZ3JedR07zOjGZ7+pVB2Dhum0kJKUwtn8Pta4HT1QR9pzcXFLTMnjwJAZDAwO83V0wNjLE10PTcbJ4s8i2fdP6rN6xH7FvSVxcXNm8aQPGxsZUr1FLLTtrxjTs7Ozp3FX1Pdr02+8YMWwQW7dspHyFSly6eJ4bUdeY9vtsdZ1FC+dz+uRxRo0Zj6mpGSlvggBm5uYYGxuTk5PD+nWr8TBWOdTJBrBfrNpFpGTRacDom5th7lfwQGvm7YZVqQDyk9PIff7pufEikYjgyp24eWopVnaeWNt7cuPkUvQNTfAt9Y1a7tSW4ZhbORFeX/WZu37sDxw8SmFl54k0N5O7F9aSFHuPik1Gq+tc2D2Bxzf3UbvDAgyNzcnOSMAQPYxMLDE0MqF0jU5cPrwEGwcvbB08uXR4CQaGJgSEF9g9sHoYFjZOVG06GANDY+xdNIMaxqaqmY13y8/unoVXUDUsbZ3Jz8vifuR+Xjy8zKg+qu/DjrXKMWr1HoI8JJTydmXbuShik9P5vqrKsZ+76yTxaRlM6tQEgI2nInEWW+HtpIroX3/0gtXHLtO2esHs48ojF/lj32mmdm6Ki501iemqmT4zYyPMjD8+iPR3+V9N7fhcCA72/0NGjx6NgYEBY8aM4dWrV0gkEnr37o2ZmRmHDh3i559/pmzZspiZmdGiRQtmzZpVqK6pU6eiUCjo2LEjGRkZhIeHc+jQIfXLV/4pJkyYQK9evfD19SUvLw+lUklISAinTp1i1KhRVK1aFaVSia+vL61bt/5ovRYWFkybNo2HDx+ir69P2bJl2b9/P3p62pM/BgYGzJs3jwkTJjBmzBiqVq2qTgXR09OjS5cuTJ48mU6dOv3tfsoeRJFrYoZxhXqIzKxQJMWSvWsZygzV9LHI3BI9q3fGXk8fk6pNEVlYg0yKPCmO7J3LkD0tyJEXGZtiWvt7RGZWKPNzUCS8JHvrAhSvNXfpqF8+hLSsLJbtPkZiWga+rk7MG9gFF3uVvcS0DOKSUtXy205eRiZXMHXNbqau2a0ub1I5jPE9VCvxM3Jy+W3VDpLSMrAwNaG4hwvLRvxACZ8Cp6h+uZKkZWWzdM8JEtMy8HNxYv7PHXGxK8TuqSvI5AqmrNvDlHV7CuxWKs2Ebi0AcBbbsHBQF2Zu2k+rcQtwtLWka8OqmJuaqOys3YOnpye/jR+L05s9sJOTk0lIKNhA2NnZmd/Gj2XJsuXs2bsPsZ2YH3v9oN4DGyApOZk+/X9W/711+w62bt9BSMkS/D5VlY+clZ3FyojVJCYmYmlpSe3wEvzUqjEGBgVrDgDqVQwjLTOL5TsOkZiahq+bhLlDeyFxUEWDE1PTiUsqSCPYfvw8crmCaRFbmRZRkNL0TdVyjOvdXkN3529qk6AnZunCOWS+edHM2Im/a+yBnZAQj0hUcN8HBJVg8PAxrF/zJxvWrsDJ2YXBw8do7IGdlJTArOm/kZGehpW1DcWKBzJt1h84Oqqifnp6ejx79pjjxwaRnZ2Bja09ASXKYG5pzeaI2WRlql40M3jsHxp7YCcnxKH3ThpaakoC4wYVvFjm4K41HNy1huLBZRj+W8G2m3dvXiIpIY6qtTVf9lOncjnSMjJZsXUPSSlp+Hi4MvOXn5E4qKLoSSmpvE7UnLXqPHS8+v/3Hj/j8NlLODvYsWPRdIqiQ7OG5OVLWfTHfDIzMyhWPIAJv03V2AM7ISEekV5B/wKDghk2YhRrVkewbs0qnCUSho0Ypd4DG+DAPtW9/svwggc8gJ8HDqFO3fqqsX76hKPOkKMHVjLwy4WOr1UR5qKwLlOCiscKdkIKmqHK7X6+ejs3u48sunIhlKzaA5k0jwu7J5Cfm46DWwgNui7X2AM7Ky1W457Lz03n3M4x5GQkYmRiiZ0kkMY9V+PgXpBuc+/yRtV4LO+sYa9++ykEV2hO2To9kUnzOL55PLnZaTh7laLFTys09sDOSNG0+zFkZSRycM0wstLjMTKxxMGlOM37LKdioGrWr0GZINKyclh64BwJ6Zn4SRz4o08rXN7sgZ2YnklccsGsoUKpZN7uk7xMSsNATw83ext+/rYGLSsXRNo3n7mGVCZn8J87NNrSu2EVfmysYw2NwD+KSPk2kVZAQOCL0rNnT16/fs3u3bs/LKyD9DmDPiz0BdAvV+XDQl8IkY50m3+CeMnnSUf4O9ilPv6w0Bfguc2nb5/5uUjJ/3u5zv8pgfKor2IXINGs8BSnL8nDgL+/m9N/yu0Nure8/NLYWH29bNjOooivZtukbpcvqv989MftYPQxVAr833sxjhDBFhD4wqSlpXHlyhXWrVvHrl27vnZzBAQEBAQEBL4wwiJHgX+c4OBgja3z3j3WrdO93dK/mW+//ZamTZvSq1ev/2gvcAEBAQEBgf8WhG36ikaIYAv84+zfv1/9mvP30bWY8t/Oh7bkExAQEBAQ+Lfxv/oGxs+F4GAL/OMU9TZEAQEBAQEBAYF/O0KKiICAgICAgICAwCehUH6+40uRkpJCx44d1W9E7tixI6mpqYXKS6VShg8fTsmSJTE3N8fFxYVOnTrx6tWrT7YtONgCAgICAgICAgL/c7Rr146oqCgOHjzIwYMHiYqKomPHjoXKZ2dnc+3aNUaPHs21a9fYvn07Dx48oGnTpp9sW0gRERAQEBAQEBAQ+J8iOjqagwcPcvHiRcqXV724a9myZVSsWJH79+9TvLj2W36tra05cuSIRtn8+fMpV64cMTExeHh8/PaagoMtICAgICAgICDwSXzORY55eXnk5eVplBkbG2NsbPy3dV64cAFra2u1cw1QoUIFrK2tOX/+vE4HWxdpaWmIRCKdb3AuCsHBFhD4lxDzzbCvYnfHFfuvYhfgu7KJX8Xu0/Sv1+fSVnkfFvoC+FxZ82GhL0T+69dfxe7ZatO+il2AmjGbv4rdHV/pZS8AJdoGfljoC1BlSoOvYhdAXrnmV7P9pfmc2+tNmTKF8ePHa5SNHTuWcePG/W2dcXFxOL55E++7ODo6EhcX91E6cnNzGTFiBO3atcPK6tNeiCXkYAsICAgICAgICHw1Ro4cSVpamsYxcuRInbLjxo1DJBIVeVy9ehUAkUj7IUCpVOosfx+pVEqbNm1QKBQsXLjwk/skRLAFBAQEBAQEBAQ+CeVn3P3jU9JB+vbtS5s2bYqU8fLy4ubNm7zWMTuWkJDwwXduSKVSWrVqxZMnTzh+/PgnR69BcLAFBAQEBAQEBAT+Jdjb22Nv/+E0vooVK5KWlsbly5cpV64cAJcuXSItLY1KlSoVWu+tc/3w4UNOnDiBnZ3d32qnkCIiICAgICAgICDwSSgQfbbjSxAYGEiDBg3o2bMnFy9e5OLFi/Ts2ZNvvvlGY4FjQEAAO3bsAEAmk9GyZUuuXr3KunXrkMvlxMXFERcXR35+/ifZFxxsAQEBAQEBAQGB/znWrVtHyZIlqVevHvXq1SMkJIQ1azQXdN+/f5+0tDQAXrx4we7du3nx4gWhoaFIJBL1cf78+U+yLaSICAgICAgICAgIfBKfcxeRL4VYLGbt2rVFyijfSSb38vLS+Ps/QXCwBQQEBAQEBAQEPonPucjxfxEhRURAoAhq1KjBgAEDvnYzBAQEBAQEBP5FCBFsAYH/cpRKJQsWLGDd+g1kZWbgXzyIHj8OwMPTu8h6F86dYuOaP4mLfYWzxIV2nXpQvlI19fneXVuTEK+92X6Dxs3o2WcgMpmMDauXc/LMVTJSXmBkbIGzT0WGDB9D+SALTIzgZRIcvConIb3wdoR4i/i2gr5W+eRNMuSKgr8tTaF2qB6+EhEGekpmzl5Az/kbycz45/oMMH/WFE4eO6hx3srWEZRKsrPS8fQLoXnXX3F29yu0HRePbeHqmd3EvfgLADfvIBq1/hkPvxC1zG/96pKS+Eqrrp6eHr7eXvzUswshwUGF2rhx6w4L/1zF05jn2Ittad3iW5o2rK8+f/DoCabP/UOr3sFt6zEyMgIgYv0mVm/YonHeztyUXtVDiTh/i8SMHHwdbRjWoDxhns6FtuUt12Ne033lfvwcbdn8YzN1+dG7T/nzzA2eJ2cgVSjwFFvRsVIJmpTSHEPDkEoYl6mJyNwKRVIcuad2In/1RKctfTdfzFv+pFWeuWoqipR4rXKDYqGYNeqE9NEtcvas1DqvVCo5tG0hF45tJScrHQ+/krTo+iuSIq7zhWNbufLedW7c+mc8/UpqyKUmv2bv+llE3ziLND8PB4knTu2qEuTpolPvppNXWHXkAolpGfi6ODL0+3qE+XvqlL3+Vwxzth/l6eskcvOlSMTWtKhaho51KhTa7nf7fP34H9y/spn8nHQc3EOo2GQ0tk7+hdZ5eG0HZ7b9olXeaVwUBoaqbdZunFrKsztHSE14jIGhCY4epSlbf/AH2/M+4irh+AzujnVYCUxcHLnaog+vdx/7ZD3vYhRaBeOytVT3WGIcOSe2I3/5WKesvrsfFq37aZVnrJiEIll1j5m37ouBu/Z4SR/fIXv7Uo2yzccusPrAKRJTM/BxdWJIuyaEFdf9nXbs6m22nrjA/ZhYpFIZPq5O9GpWh0oldb998NDFKEYu3kCN0kHM+rlzkWPwuficb3L8X0RwsAUE/stZtmwZK1eupM/PI3BxdWPrpjVM+HUw85esxdTMTGed+9G3mTV1PG07dqNcxapcvnCGmVPH8dv0BRQLUDlt0+YsQSGXq+vEPHvChF8HU7FKDQDy8nJ5/OgBJav1xsa5OPk56QTYRFMxUJ/9kQqSMpRUDdajfU19Fu6Tky8rvA+5+UoW7pNrlL3rXJsYQpc6+jyNV7LhpJwzB5cTeTyCwUN/wdHZ5R/r81sCSlWhde/fADh7aD1nD66lzY+TcZB4cXTHEpZM7sHwWfswMTXX2Za/oq9QulIjvIqFYmBozIk9K1gy5QeG/b4La7Fq/9UBkzahUKjacvvqcXasnIRCIWdo/x95+PgpI8ZNZuUfs3FydNDSHxv3mpHjJ9Oofh1+Gdyf23fvMXfxcmysrKlWucCxMjczY9XiuRp13zrXb/HycGfGb2OwvaFyXE4+iGHKvouMalyRUA8ntl69R5+1h9nxU3MkNhY6+wuQkZvPrztOU87HheTMHI1z1qbG9KhWCm97Gwz19Tj94Dljd55BbG5CZT83QOUAm1RvRu7xbchfPcEwpBJmzX4gc800lBmphdrNjJiCMj9X/bcyJ1NLRmRpi0nVpshePCpUz/E9Kzi5fzXtev+Gg8SLIzuWsHhyT0bO2lvkdQ6r1AjvYqEYGBpxfM8KFk/5geG/78TmzXXOzkxj3tiO+AeX44fhi7G0FpP4+jmWJlE6dR66eofftxzil7aNCPV1Z+uZa/y0YD3bx/ZBIrbWkjc1MqRNzXL4uzpiamRE1KMYJq7bh6mxIS2rlim0vwC3ziznzrkIqraYjLW9F1EnFnNwZXdaDjyAobHuPgMYGlvQYuB+jbK3zjVA3JMrBFZoh71rCRQKOdeOzOFgRHfCRWD8CWkF+uZmpN+8z4tV2ymzZcHHVyys3cVLY1LzO3KObkH+8glGpSph3qI3GSunoMxIKbRexp+/oczTfY9l71oBegUBBJGpORadhyG9H6Wh49ClG8xYv4eRnZpRyt+TbScu0W/WCrZOHoTEzlbL5rX7jykf7E/fFg2wNDNl19mrDJizitVjfiLA01VD9lViCrM37aN0saIDEAL/LEKKiIDAB1AoFAwbNgyxWIyzs7P61a1Pnz5FJBIRFRWllk1NTUUkEnHy5El12d27d2nUqBEWFhY4OTnRsWNHEhM/7hXgSqWS1atX07t3bypUroaHlw/9Bo0kLy+PM6eOFlpv766tlCpdhuatOuDm7knzVh0oWaoMe3cVRCutrW2wFdupj8grF3CWuBJcMhQAc3MLxk6ahWeJBljbe+PgXor27VqzaNFCIm+/JCENdl1UYGgAJTw/HMnIytU83qVSkB7p2bDnkoKXSUqun15DcJUfCK9Q5R/t81v0DY2wsnHA0tqeyye3U+e7XoSUq4vE3Z+2P04mPz+X6+f2FdqWDn2nU7leW1y9AnFy9aHVD+NRKhU8vH1RLWNhJcbKxgErGweunNyBo6sPdk7u1KtVg749u+Job8fuA4d16t9z8DCODvb07dkVT3c3GtevQ8M6Ndm8Y7emoAjEtrYax/vo6+sjtrXF3tIMe0szdlx7wHdhxWhepjg+DjYMa1gBZ2tzNl+9V2h/ASbuOUfDkj6UctN+ICjrLaF2oBc+Dja4i61oXyEYfycx12MKXgJhHFYd6Z1LSO9cQpEST96pnSgyUzEKqVykXUVOBsrsgkMrMVQkwrRBe/IuHkKRnqRTh1Kp5NSBNdRt9oP6Ord7c52vFXGdO/adRpV6bXD1CsDJ1YfWOq7zsT0rsLFzpm3v3/D0K4nYwZViJSrg7iDWqXPN0Qt8V7k0zauE4SNxYFir+jjbWrPl1FWd8gEeEhqWLYGfiyOu9jY0Lh9CpSBfrv8VU+S4KZVK7vwfe+cdHlXx/eF3N733SnoloYfeQ2/SRRSkS1GqFJEuoAIqRUGqVEXpTXpNaKGGhBY6gQAJ6b3v3t8fSzZZNgmg2cQvv/s+zz6wc+fOZyb37u65Z86cObeJGoHDcavSFgs7H5p9OB9ZXjYPw/eXeq5EIsHQxEblVZR2A9fgHdAdCztvrBwq06Tn92QkR/Ps7fYRURJ35DT3Zi0hZs+xdzuxBHTrBJJ74wJ5Ny4gT3xJ9qndyNOS0K35hnssM73Ee0zIzlQ5pu3qC3l55N0LU2lj85EzdGtWl+7N6+HhaMekvl2wszRjx8kLFMekvl0Y2DGQKh7OuNhbM/rD9rjYWXE6THWre5lczvRVWxjRrQ1OJdxTIhWDaGCLiLyBjRs3YmRkxMWLF/nhhx+YM2cOx4693Rd+dHQ0zZs3p2bNmly5coXDhw/z8uVLPvroo7c6/9mzZ8TFxdGkSRNlmY6OLlWq1uBuxM0Sz7t35xY1atVVKasZUJe7EbeKrZ+Xl8fpU8do2aZDiVvImhuBmbEOZ8+eQ0dfsauVTA5PYgWcbEo3sHW1YXQXLcZ21aJ3Myn2r9l5PpUkvEgU6NlYSu960WSnxxPYvPBHr7zH/PD2ZWYNb8p3Y9qSlhyPk3sV5TFtHV08/eoQee9aqWMuSm5ONrL8fAyN1T2Q+fm5PHt8m8S459QL7KHsS51aNbgVcbfY9m7duUedWjVUyuoE1OTug4fk5xdOJWRlZfPx4BF8NHAYU2d/z/2H6lPhz19E02vAUDos2cbErSe5/SKBhp6qoQsNPSsRHqUedlHAnmv3eJaUxojmtUr+I7xCEAQuPnpBZEIKtQvCTqRaSG2dyH9yT6Vu/pO7aDm4ldqecZ8JGA/9BsMeI9ByUg/n0KvfFiErg7xbF0tsIyH2GWnJ8fhWK9x8QltHFy+/Ojx+zVAqjdycbOSvXedbV0/h7FGFDUvGM2N4M376+kNCTuwo9vy8fBkRT6Np6OepUt7Az4PwR1Fv1Yc7T6MJfxRF7RJCSgpIS3pGVno8lbwKP2da2rrYu9Ul9mnp93ZebiZbf2zJlgWBHNs0goQXt0uvn50GgKGs1GqaRaqFlp0z+ZGqn6n8yLtoO5bu+TXpPwmTEXMw6jUSrVJChgB0qzUg704o5BXmTM7Lzyci8jkNqqqGkjSs6kP4gydv1X25XE5mdg6mRqozeKv3HsfCxIhuzeu9VTtliVwou9f7iBgiIiLyBqpXr86sWbMA8Pb2ZtmyZZw4cQJv75LjFAtYsWIFAQEBfP/998qydevW4ezszL179/Dx8Sn2vJycHHJycoiMjAQU28imZOeg+2orWTNzC+Li1LeALSA5KRHz17yV5hYWJCclFlv/0oUzZKSn06J1hxLbNNTJA7QxsKmJrn5hqEBGNpiVPJtMQqrAvotyYpMFdHWgvo+Uga21WH1IRuKrmVYLY6jjLeHCHYHjpxXj6tzEBkFLn+S07HIdc0Cd+ngGdMHCxpGIa6c58Ncidq3/lokLdqOtowivMDGzIrGY+OmSOPDXIswsbfGu2lDtWEZqMnK5jLycbOo26wYovKwW5mYkJicX215SUjIW5qrGuoW5GTKZjJTUNKwsLXBxqsTkcaPwcHMhIzOTXfsOMuar6axZuhAnRwcA/Hy8+frL0ThVckB26Si/ngxFLgjoaavGzFsZGRCfnllsX54kpPDz8SusH9QJba2SfTZp2bm0WbiFPJkMqUTK1E4NaeipmOqWGBghkWopvINFEDLTkBiaFNuekJFK1vFtyF5GIdHWRqdyHQx7jiBzx3JlTK2Wgxs6VeqTsXlhif0CSEtRzCiZmKnu2GZsZlVsnHxJ7P9rMWaWtvgUuc4Jsc84f3wrgR3707rrUJ4+vMHujfOolt+ezg1UH5KS0jORyQUsTVU/UFamRsSnZpSq3fbrxYrzZXJGfNCcHk0CSq2flaYYs4Gx6o54+sZWZCSXPGYza3ea9vweCzsf8nLSuX3+d/av7ku3Ubsxs3ZTqy8IAhcPLsDOtTYOj66W2idNUniPqS4YETLTkBiVcI+lp5J5ZIviHtPSRqdKXYw+GknG1mXIigk30rJ3QcvGkawjf6mUJ6dlIpPLsTJVDbGyNDUmIUX1ni+J3w+fISsnj7b1CtdxhN2PZO/py/w1Z9xbtVHW/C+k6atIRANbROQNVK9eXeW9g4MDsbEle/OKcvXqVU6dOoWxsXrs6sOHD9UM7H379jFr1ixyc3PJzc3l+fPnODs74+vry7AvxvHFmImvagpI3rjARPW4IFCid/rE0YPUqlMPS6vCH1szY30cbU3xeRX+MXnmL9BhPDVbjSP3NY9DaQ6I5wnwPKGwRlScnKHttajrI+VIqJzH1/dTZ8FsBCA/X6BF3xUA3HoCTWoZKg3s8hjz6VPHWLVsodKj8tlXir4kvIzi9rVgqtdr86rdt+mLgpP71nLt/EG+mLEBHd2S58hdvatjZmlLgYEtCK+PRhW1cQkF5Yp//Sv74F+58P6q6leZ4eO+YvffBxk9fAgA9esUGmFWCZVwMDemy9KdnL3/jCbezkWaLn68MrmcKTuD+TwwADdrde98UYx0ddg2ohuZuXlcfPyChUcu4WRhQl13B/VBFI6ymDIF8qQ45ElxhX2JfoLExBzdgECynj8CHT0M2vcl+8Q2hGxV4/TQvefMC76BbN1JAIZ+tfyV3Ot/07e/zif2rePa+YOMnLFe5ToLcjnOHlXo9PE4AJzc/Yh59oDtwcFqBrZy1OrdeGMv1k8cSGZOLtcfPeeXPSdwtrWkQ92qyuMHLt7g2z/3kyf8BECb/itKaElQ70ARbF1qYutSU/neziWAvb/2JOLCZhp8ME2tfsjfc0mKuUunYZvhVIs3jKIcKO52KuELTJ4Uq7JgVhYdidTEHL06LcgsxsDWqdYAWdwLZDElhOdIivl+eov76/CFMFbtOcbisQOwfGWkZ2TlMH3VFmYM6omFSSkeDpEKQzSwRUTegI6Ojsp7iUSCXC5HKlV464ompc/Ly1OpK5fL6dy5MwsWLFBr18HBQa2sZcuW1KhRQ2lg5+bm8vHHHxMSEoKWoa2yXkpyspq3tijmFpZqntuU5CTMzNXPiY2N4UbYVSZNnatSnpaRw8OoBA5fM+HKoXnkZik8XpbmRsQUWQ9kpK8eU/0mXiQIWL5yGjn5tuDL/jV5Fi9wKlyOTKb4G0Y+i6NF3cLYzvIYc936jfH29eN5uuKc/FfX09TChviYwqnc9NRENW9ncZzav54Te9cwYupvOLoWv/o/N0exINCjch2V8uSUFCzMzYs9x8LCnMSkZJWypJQUtLS0MDUp3hsnlUrx9fbk+YvoEvvraKb48X6SoOrlS8zIxsrYQK1+Rk4et17Ecyc6gfkHQwCQCwICEDB7PSv6taO+h+MrfQkuVorQosoOVjyOS2Ht2evUdXdAyMpAkMuQGJqqtC8xNEbIVF+0WBKy6Cfo+CkW9knNrZCaWWHQZUiRBhXGTMcFa6i25jsuVx4GQP6r6fy05HjMLArvufTURIzf8jof37uGz6euUbvOphY22DmphnzYVfLgzoW/1dqxMDZESyohIUX1gSAxLQMr09KNqErWinvWu5IdiWnprNwfrGJgB9bwoZr7cDYlfwCALF8x5qz0eAxNC79bstMTMTB+85gLkEilWDtVJSVePdQh5O9vibpzio6f/Y6R2Zuz0GgS5T1m9Po9ZqI2c1IasheR6PjXUT+grYNu5QCyzx1SO2RuYoiWVKrmrU5KS8fSrOSFw6BYHDln3Q4WfNGX+lUKZ02fxSbwIj6JcUs2Ksvkr36L6g6ewq75E6n81qP6Z4h5sEtHNLBFRP4hNjaKH+Lo6Ghq1VLEnhZd8AgQEBDAzp07cXNzQ1v7zR83Y2NjFW+3IAjY2NgQFhZGwxadAYURf+tmOP0GDS+xHZ/KVQgPu0Ln7oWx3uHXLuPrV0Wt7qljhzA1M6d2PdW0XnJBIDMrh33rZ5Ga8IQ2A9eTliXgbi8hJknxzSqVgquthBNhcrV2S8PeQkJsiqINHT0jJAYmVPGVcOWZDEEQ0De2Jup+CHl5vuU6ZgNDQwwMDclJVXi1BUHA2NSK1KQ4TM0V1zs/P5eHEVf44JPxpY7x1N/rOL57FcOmrMbZs2qJ9ULP7UeqpU1WhqpRezXsOo3q1y32nCqVfQi5pDrdfuVaOL5eniXeZ4Ig8PBRJO5uLiX2RQC0pVJSsnJUyi88fEFgZfXzjPV02fF5d5WybZcjuPQ4mp8+akkli5KNBwGBvPxXQblyGfLYZ2i7+JD/8IayjraLD/mPio+hLw4t20oIr/6O8sRY0n//QeW4XqMOSHT0kATvwUlbTqS9YkyCIGBibs3dGyE4ufsBkJ+fx4OIK3T+5MtSNU/+vY5ju1czfMoqXIq5zu4+tYh9EalSFhv9BAcrdY+/jrYWfi4OhEQ8omWtQvPoYsQjAmsU/4BWHIIAuXmqaX2M9PUw0tfDVMv1VR0BA2Nrnj84j5WjIsuOLD+XmMjL1HmHlHqCIJAYfQcLOx+Vsgt/f8uT28fp8NlGTCyd3ro9jSGXIXsZhbabL/kPriuLtd18yXtwo5QTVdGyc1LeY0XR8a0FWtrk3b6sfkxbGz+3Sly8dZ+WtQvvkQu37hNYq+RUnIcvhDF77Xa+H9GHpjX9VI65Odiw7VvVe3P5ziNkZOcwqW8X7IvJOFPWyMU0faUiGtgiIv8QAwMDGjRowPz583FzcyM+Pp7p06er1Bk5ciRr1qzhk08+YdKkSVhbW/PgwQO2bNnCmjVr0NJSzw9dFIlEQv/+/Vm1ahVSPTMcHJ3Yue0P9PT0aNq8tbLeLwu/w9LKhk8HKjxynbp8yIzJY9i9/U/qNmjM5QvnuB52lW9/UE11JZfLOXnsEIGt2qOlpfp1IJPl89P3M0l48ZAWfX5FkMs4dz2N5jWNiU/OJzlTiyb+UvLy4eaTQldG1wZS0rLgZLjC6G5WVcKzeEhME9DTgXq+Uuws4NCVQqP8wl05g9po0dhfwu2nENi+P4d2rcbfyxYzS9tyG3NWVibbNm/AtWYXTC1sSIx7jraOLnJBjkSqRXTUfU7sWY2urj61GndSnvfn8imYWdjS6ZUxdnLfWg5vX8qno37AwsaR1GRFKIOeviF6+kYqfbkcvJvKNZtyKWgXzp7VsKxpwv7Dx3gZF0/nDm0BWLNxM/EJCUwZPwaAzu3bsmf/YZb/toFO7Vpz+85dDh07yfSJ45Rtb/xrG/6+PlRydCAzM5Ndfx/kweNIxnz+mbLOirUbaVSvDrY21jx/Fsua0+FoSSTcjUlkd+g9ajjbsvPqXaJT0ulVR2Hw/Xz8CrGpGXzXozlSqQRvO9UZAksjffS0tVTK154Jx9/RGmcLE/Jkcs7cf8b+8AdM61S4qDAnNBiDdn2QvYxCFh2JTrWGSE0syL1+XvG3a9wJiZEp2UcV8a26tZohT01EnhADUi10/Oqg412DzIIc17J8xbEiCK9mC14vl0gkNO/Qj+N712Dj4IKNvSvH96xBV1efgCLXefOr6/zBq+t8Yt86Dm1fSr9RP2BpU4nU5Pgi11mxGK15x378PKsfx/aspmaD9jx9eIMLJ3cwq097iqNf64ZMW7+bKq4OVPdwYueZUKKTUviwmcIz/8vuE8Qmp/HtoG4AbAm6jIOlKW52iofCaw+j2HQshI9bFP9wVnTMVRr353rwakytXDGzdiU8aDVaOvp41vhAWS94+2SMTO2o007xQHntxK/YuNTA1MqVvOx0bof8QUL0HRp2nqE8J2TfHB5dP0CrT5eho2dEZpri/s+VgO47pukz8ip8sDN0d8K0RmVyE1PIjip5JqYkcq8EYdDxU2QxT5G9iES3eiPFPRZ+DgC9ph8gNTYj69BmAHQDmivusfgY0NJCx78OOj41ydi7Vq1t3WoNyHtwAyG7+LUKfds1Zcbqrfi5OVHdy4VdQZeISUimZwvFQ/7S7YeITUpl7rDegMK4nrlmKxP7dKGapwvxyQrvt56uNiaGBujp6uDlpDorYGKomGV6vVykYhANbBGRf8G6desYPHgwderUwdfXlx9++IG2bdsqjzs6OnLu3DkmT55Mu3btyMnJwdXVlfbt2ytDTN7E0KFDycnJYfXyxWSkp+Pt68fMuT+p5IOOj4tFIilsr7J/VcZPnsmfv69lyx9rsbN3ZPzkb5T5oAu4HnaV+LiXtGrbUU03IT6OyxcVPzwHVvYEYCcwatQo+g8ajpGBFs8TYHOQag5sU0OJStiMno6ETvUkGOtDTh7EJAlsPC7jRZFojuhE2H5GTssaUppVhaSmQ5kjy2bJogXlOmapVIsnTx5x8sRosjJSMbWwwdO/LobGZvy9+UfFBiSe1Rk2dY1KbuTk+GiVmOjzx7Ygy89j4xJVD1Pbnl/QrsjmKPdvhpAUH83wqb9xr3pjju1awe51sbi5ujBv1lTsX+XATkxMIjauMLWjg70d82ZN5dffNrD3wGGsLC0ZNWyQSg7s9PQMFi5bSVJSMkZGhnh5uLNk/hz8fAqnmeMTEvj2pyWkpKZhYaBLdScb/hrehSuRMawODiMuPRMvWwt+7dsWx1c5sOPTMolJKX3B3etk5ebz/YEQXqZmoKethbu1Od/1aE77qh7KOvn3wsjWN0SvQVskhqbIE6LJ3LtGmZ9YYmSC1LSIMS/VQr9pFyTGZpCfhywhhsw9a8iPjHhd/q1o2XkwebnZ7Fj3LVkZqbh6VmfE1NUq1zkpPlrlnjv36jpveO06t+v5Oe1fXWcXz2oMHr+EA1t+5uiulVjaVKJbv8l0qlP8rE+7OlVITs9k1YHTxKem4+Voy7JRfXC0MgcgLiWd6MQUZX1BEPhlz0mexyejLZXiZGPBmO6t3pgDG6Ba08/Iz8shZN8ccrNTsXGqTvtBv6nkwM5IUR1zbnYq5/bMJCstHl19E6wc/Og0dBM2zoVrVe5c2gLAod9e2/DECOq9fcQPZrWr0vDE78r3/j8pNriJ2rSL60OmvH1Dr8i7ew2JgRH6DdshMTJDHh9Nxq5VCKmKe0xqZKp6j2lpod+8K1JjM4T8POQJMWTsXEX+Y9WsKVILG7SdPMnYvrxE7Xb1a5CSnsmavSeIT0nFs5I9v4wfhOOr0J745DRiEpKV9Xeeuki+TM783/cw//c9yvLOjWsze+jbZaESqVgkgiBG0YiI/C9w84H6DoTlwe7L1m+upCG61327fOFlTWRqxY25lvE/MxD/LVZXD765kobIfVlydhhNcraZ+tqI8qJFyrYK0f0l4ZMK0QWo+onfmytpgCbzip8tKA+0G1fcwk6jht002v7fV0vZXewd6Vz7/fP3vn8jEhERERERERER0Shimr7SETeaERERERERERERESlDRA+2iIiIiIiIiIjIO/G+7sBYVogebBEREREREREREZEyRDSwRURERERERERERMoQMURERERERERERETknRBz0JWOaGCLiIiIiIiIiIi8E4K4k2OpiCEiIiIiIiIiIiIiImWI6MEWEfkfwVIWWyG67k52FaILYCh5tx0Dy46K22hGUkHzrvHnr1aILkB6THKF6Ea4VdxPYLMXNypE19yrb4XoQsVt+HJ2yuEK0QVodbBWhWlrGjGLSOmIBraIiIiIiIiIiMg7IcZgl44YIiIiIiIiIiIiIiJShogGtoiIiIiIiIiIiEgZIoaIiIiIiIiIiIiIvBNiiEjpiAa2iIiIiIiIiIjIOyEXxDR9pSGGiIiIiIiIiIiIiIiUIaIHW0RERERERERE5J0QQ0RKR/Rgi4iIiIiIiIiIiJQhGvdgBwUF0aJFC5KSkjA3N9e0nEYYOHAgycnJ7Nmzp6K78s588803rFixgtjYWHbv3k23bt3e6fzXxx4YGEjNmjVZsmQJAG5ubowbN45x48aVab/fBk3eWxKJ5B/9vTTB5s2bWbt2LbGxsbi5ODHqs0FUr+JXYv2wm7dYvnYjkU+fYW1pwcc9utKlQ1vl8XFTZxF+87baefXr1GL+zKkKze27ORNykafPnyPRNsTJsxatPpyAlZ07p/ctI/T0NrIzU6nkXp32fWdiW8m7xP5EXD3KuYOrSIx9ilyWj6WdKw3aDqJ6w67KOj+OrU92RorauR906sTIkSPVyq/fuMGaNWt48uQJVlZWfNizJ506dVKpc/bsWTb9/jvR0dE4ODgwYMAAGjdqpDy+/8ABDhw4wMuXLwFwdXWlzyefULduXWWdtOR4/v5zITcuHSc3JxOJRIqTRxU+Hv4t9s5eJY75wontXDmzj5hnDwBwcvenY++xuHhVV9aRyfI5uuNXQs8dIDU5Hl09AwS5jPy87DK5zgDp6Rn89sdfnAm5SFp6Bg52tnw+uD8N6gQo68QlJLB6w2Yunr9JrkyOk5EeE6s442NqqKxj1LQtJq26oGVqTl70M5J3bSD34Z1i+2Xx6RcY1Q9UK8+LjuLl9xNKHA+AedvOWHbthba5JbnPnvBy/Qqy7twstq7DyImYBbZVK8+JiuTx+GGKN1paWHX/GLPmbdC2tCb3RRRxm9eSEXal1H4UIAgCV48v487FbeRkpWLrUp3GXWdiaV/y/X73yi6Ct09VKx/8bTjaOnrFnrMt/BG/h94nPiMbDytTJjarRq1KxW92dOVZHMN3nlUr39GvNe6WJgDsuvmYAxFRPExIBcDP1pyRjfypam+pNr6QQ8u4cW4r2VmpOLjWoOVHM7F2KHl8Rblz9QAHN4zHs1orug5briwPP/Mn4Wf/IjXxOQBW9t40aP+Fyrm6NZugV7clEiNT5PExZJ3ahez5o2J1tJy9MO49Wq08bd13yBMVG3AZ9R6FtrN6v/Me3YJ/sNGMZZM6eEwYgllAVfQdbbnS8wte7jvxzu0UZevpq2w4cZH4lHQ8HWz4qmdrAryci60b+jCKn/ee4nFMAtl5+ThYmvJh41r0a1lPWedBdBzL958hIiqGF4kpTOrZik9b1Cu2PZHyp9xDRIKCgli8eDGXLl0iNTUVb29vJk2aRN++qrtLbd68mR9++IH79+9jZmZG+/bt+emnn7CyslLW2blzJzNmzODhw4d4enry3Xff0b17dzXNgQMHYm9vz/z588tkDCtWrGDFihVERkYCUKVKFWbOnEmHDh2UdXbt2sWqVau4evUqCQkJXLt2jZo1a6q0ExgYSHBwsEpZ79692bJlS5n0MyIigtmzZ7N7924aNGiAhYXFv25z165d6Ojo/OPz/1ceuKKjo8vk7/VvOXjwIPPmzWPWrFk4WRjx9+FjTJ79HRt+XYydjY1a/eiYl0yZPY9ObVsxbfwYbkbcZcnKNZiZmdK8UQMA5kyZSH5+vvKclLR0PhszkcDGDZVl4Tdv0a1TO3y9vQiJ8yBo92L+XPQZNZt+yIVjG+gyaB5W9m6c2b+SzYsG88V3h9DTNy52DAZGZjTpNAIrew+0tHW4fz2IfeunYmRiiWfVpty6dJDc7Axa9/oKR/dq3AjZx40L+8jPy6Fp06Zq7cXExDBz5kzat2/PpIkTuX37Nr8uX46ZmRlNmjQBFPf+vPnz6d+vH40aNeL8+fPMmzePn378kcqVKwNgbW3NoEGDcHRwAOD4iRPMmTuXZUuXgrkrgiCwftEY0pLjAYFuA6by6M4VIq6dZuX3Q/h60UH0DYyKHfODiMvUatQRN5+aaOvocervdayaN4yvftyLmaViZ8xT+9Zy/vg2Pvn8exLjnrF30wKkUi16de1Ebm7uv77OeXl5TJw5F3NzU76ZPAEbayvi4uMxMDBQtpOWns7oyTOoVa0K8wM8MNfV5kVmDsbaWoXXL6Ah5j0GkrTtN3If3cWocWusP5/Ky+++RJaUoNa35B3rSdm7WfleoqWF7dc/knXtQrF/qwJMGjXHbtAIYtYsJevuLczbdMJ52nc8+vIz8uPj1Oq/XL+c2M1rC3WkWrj/tJK0kDPKMpuPB2LarBUxKxeT+zwKo5p1qDRpFk+mjSMn8mGp/QEID/6NG2c2EPjRPMys3Qg9sZKDvw3mo0mH0NUr/n4H0NEzpvekQyplJRnXR+89Y+Hp63zdoiY1HS3ZeSOS0XvPs/3T1jgUech5nV39W2OkW/hdbGFQ2P7VZ/G083GihqMlulpabLp6j5G7z7O9XyuVNi4fX0PoqfW06zsfC1s3Lh5Zwc5lgxg04zC6JXyeC0hNfM7pPQuo5FlH7ZixuT1NukzEwsYFgFsX97B3zUg+6lYPT0sTdHxrod+iO1nHtyN7/hjdGo0w6jmCtPXzENKSStRMW/stQk628r2Qla78f+bedSAtvG8lBkYYD/iKvLthpY6jJLSMDEm9fpdnG3dRe/uyf9RGUQ5fvc0PO48zrXc7ano4sePsNb5YvpXd04fiYGmmVt9AV4ePm9XGu5ItBro6XHv4jLlbDmOgq8OHTRS7Q2bn5uFkbU6bWpX5adfxf93Hd0UMESmdcg8ROX/+PNWrV2fnzp1cv36dwYMH079/f/7++29lnbNnz9K/f3+GDBnCrVu32L59O5cvX+azzz5T1gkJCaF3797069eP8PBw+vXrx0cffcTFixdV9ORyOQcOHKBr166UFU5OTsyfP58rV65w5coVWrZsSdeuXbl165ayTkZGBo0bN36jUT906FCio6OVr1WrVpVZPx8+VPyAdO3aFXt7e/T0iv+CfxcsLS0xMTH51+381ymrv9e/Zf369fTs2ZNevXrh6uzEqKGDsLW2Zt/Bo8XW33f4GLY21owaOghXZyc6tW1Fh9Yt2bZ7n7KOqYkJlhYWytfVa9fR19OjeRED+4fZ02nfqgXuLs7YO1em86B5pCS+4NLxjTTpNAK/2m2xreRD18HzycvN5ubF/SWOwa1yfSoHtMHG0RNLWxfqt+6PnZMvTx+EAnDh2AZqNfmQhu0G4+pTlw8GzEVbRx99A1OqVaum1t6BgwextbVlxPDhuLi40L59e9q2acPOXbuUdfbs2UNArVr07t0bZ2dnevfuTc2aNdmzd6+yToP69alXty5OTk44OTkxcMAA9PX1uXNH4ZmNj3nCk/vh5GRn0qbHCJq270u/MT+hraNLdmY6184dKHHMn476gcZtP6GSmx92lTz4aNhsBEHO/ZuFRmbk/XCq1mmJf0Bzrp75m/otP8QvoBnxCQllcp0PHT9FWno63079imr+lbG3taGavx9e7m7KOn/t3IOttRWTx46kspkh9ga6BFiZ4GhYeO+btPiAjJCTZIacJP/lc1J2bUSWFI9RE3XvMYCQnYU8LUX50nHxRGpgRMaFUyX+vQAsP+hJ8snDpJw8TO7zKGI3rCQvPg6Ltp2LrS/PzESWnKR86Xv6IDUyJvnUEWUd02atSdj1FxnXLpMXG0Py0f1khF3FsvOHpfYFFN7dG2c3UavlCNyrtsXS3ocWveeTn5fNg2sl3++gmAEzNLFReZXEH6EP6FrFje5V3XC3NGVi8+rYGRuw48bjUjUsDfWwNtJXvrSkhRkdvmtfl49qeOBrY467pQnTWwUgIHApqvBBRRAErgVtol7bEXjXbIu1ow/tPl1Afl42d66UPj65XMbBjRNp2HE0ZlbqHljPai3xqNIcC1t3LGzdadL5S3T0DLkZq5il0q0TSO6NC+TduIA88SXZp3YjT0tCt2bj0nUz0xEy05SvohaekJ2pckzb1Rfy8si7F1ZqmyURd+Q092YtIWbPsX90/uv8fvIS3RvWoEejmnjYW/PVh22wtzBl25lrxdb3c7anQ50qeDnYUMnKnA/qVaWRnzuhD6OUdaq6OjK+e0s61PFHV7v8l9TJhbJ7vY+8s4Gdk5PDmDFjsLW1RV9fnyZNmnD58mXl8YMHD+Lj44OBgQEtWrRQenkLmDp1KnPnzqVRo0Z4enoyZswY2rdvz+7du5V1Lly4gJubG2PGjMHd3Z0mTZowfPhwrlwpnNZbsmQJbdq0YcqUKVSuXJkpU6bQqlUrZehCAefOnUMqlVK/fn0Abty4QcuWLTEwMMDKyophw4aRnl74FCyTyRg/fjzm5uZYWVnx1VdfIbz2mNa5c2c6duyIj48PPj4+fPfddxgbG3PhQuGPZ79+/Zg5cyatW7cu9e9paGiIvb298mVmpv4kWxKljeWbb76hc2fFD5NUKkUieXM6nbcZe2BgYInhIJGRkUgkEsLCwpRlycnJSCQSgoKCiIyMpEWLFgBYWFggkUgYOHAgoPiy/+GHH/Dw8MDAwIAaNWqwY8cOlfbfdG+VhCAI2NjYsHPnTmVZzZo1sbW1Vb4PCQlBR0dH+feTSCTKsJiCce3atYsWLVpgaGhIjRo1CAkJUdE5f/48zZo1w8DAAGdnZ8aMGUNGRoby+PLly/H29kZfXx87Ozs+/LD0H/nc3Fxu3bql9MoWUKdWdW7euVvsObfv3KNOreoqZXVr1eDug0cqXuuiHDx+ghZNG2Ggr19iX3Iy0wDIykjBo0rhj6C2ji6uvnV59qD4H4nXEQSBxxEhJMQ8xtW7DrL8XKKf3FJpU5afS15eFnqGJsXet3ciIgioVUulLKB2be7fv68cY8SdOwQEBKjUqR0QQMRt9dAYUNz7QcHBZGdnU9lPEZaRn5cLQEZaEj7VFP2TSrXQ1tHFyMScyHtvN2aA3JxsZPn5GBoXfr7dfWtx/+YFYqLu8+zxbWzsXXl85xr1ayv6/W+v8/lLV/D39WHJyt/o0e8zBo0azx/bdiGTyZTnnL90BV8vT76Zv5Cep24xPOQuB54V8UpraaHj7EH2nXAVrew719Fz932rsRs1aEnO3RvIkuJLrqStjb6HNxnhoSrFGdevYuDr/1Y65i3bk3njGvnxscoyqY4OQl6eSj0hNwfDylXe2F5a4jOy0uJw8i68N7W0dXHwqMvLJ6Vf+7zcTP6c15LN3zXn8PrhxD8v/r7Lk8m5E5tMAxdblfIGrnZcj1afHShKnz9P0XbNQUbsPMvlKHUPf1Gy8/PJl8kx1Sv0eKckPCMjNQ63yoXfL9o6ujh51eXF49LHd+HQrxgYW1KtYa9S64HCGL9z9QD5uZlUszMHqRZads7kR6re2/mRd9F2dC+1LZP+kzAZMQejXiPRKiVEC0C3WgPy7oTCq89xRZKXLyMiKoaGfqrja+jnTvjjZ2/VRkRUDOGPnlPH20UTXRTRAO9sYH/11Vfs3LmTjRs3EhoaipeXF+3atSMxMZGoqCh69OhBx44dCQsL47PPPuPrr79+Y5spKSlYWhbGhjVq1Ihnz55x8OBBBEHg5cuX7NixQyXGMiQkhLZtVT0o7dq14/z58ypl+/bto3PnzkilUjIzM2nfvj0WFhZcvnyZ7du3c/z4cUaNGqWsv3DhQtatW8fatWs5e/YsiYmJKsb/68hkMrZs2UJGRgYNGzYssV5JbN68GWtra6pUqcLEiRNJS0t7q/PeNJaJEyeyfv16AKV3/E2869jfFWdnZ6WRe/fuXaKjo/n5558BmD59OuvXr2fFihXcunWLL7/8kk8//VQZQvNP7y1QGMvNmjUjKCgIgKSkJG7fvk1eXh63XxlcQUFB1K5dG2PjkqdFp02bxsSJEwkLC8PHx4dPPvlEaczcuHGDdu3a0aNHD65fv87WrVs5e/as8npcuXKFMWPGMGfOHO7evcvhw4dp1qxZqf1OSkpCJpOphEUBWJiZk5ScXOw5icnJWJiZq9Y3N0cmk5GSqn5vRdy7z+MnUXRq20rtWAGCIHB023xsnRQGlbGpan+MTK1ITy3FeAKyM9OYPzKA70dU46+fh9O+z3Q8qjQmMz0JQS7DqEibd66dQJafh1Ra/NdTUlIS5q+F7xSMMTU1tbDOayFI5ubmJCapTj8/fvyY7j160KVrV5YtW8aMGTNwdVH8gNk6umNipoiD1dbRIT8/lxN715CWHI8gCKSmlD7mohz4axFmlrZ4Vy38jmjZ5TNqNerIj191Qy6Xse+PH2jWoR+tmisMnn97nV/EvCT4/AXkcjnzZk2h30c92b73b/7YXujpfxETy95DR6nk6MD82u584GTNsjvPOfoiEQCpkSkSLS3kaarx8fK0FKSmqvrFITU1R9+/JhkhJ0utp22i0JElq14fWXISWuZvDtXSMrfEqFZdkk+ohmWkh1/B8oMe6Ng7gkSCYfUAjOs2RMvCsoSWCslMUxitBiaq97uBsRVZaSVfe3MbDwJ7zaPdgOW07LMQLW099q7oQ0p8pFrd5KwcZIKAlaHqbJmVgR4JGTnFtm9tpM+0VjX5oVN9fvqgPq4Wxny+6yyhz0vu09Jzt7AxNqB+EUM+M1UxPsPXPs+GJtZklPJ5fv7oKjcv7KDtJ3NLrAMQ9+IuSyfU4ucvq3Fi6yw6f/YrHhbGSAyMkEi1EDJTVeoLmWlIjIqfHRXSU8k8soWMvevI3LsOWVIsRh+NRMvJs9j6WvYuaNk4knsjpNjj5U1SeiYyuYCViWpImZWJEfGpGSWcpaDN9GXUGfcDfX7YQO9mAfRoVFODPX03BEFSZq/3kXeaU8jIyGDFihVs2LBBGW+8Zs0ajh07xtq1a0lKSsLDw4PFixcjkUjw9fXlxo0bLFiwoMQ2d+zYweXLl1VCIxo1asTmzZvp3bs32dnZ5Ofn06VLF5YuXaqsExMTg52dnUpbdnZ2xMTEqJTt27ePn376CVAYs1lZWWzatAkjI8WNvmzZMjp37syCBQuws7NjyZIlTJkyhZ49ewKwcuVKjhw5wuvcuHGDhg0bkp2djbGxMbt378bf/+08LQX07dsXd3d37O3tuXnzJlOmTCE8PJxjx948JfU2YykwMOzt7d+qP2879n+KlpaW8kHK1tZW2b+MjAwWLVrEyZMnlQ8pHh4enD17llWrVtG8eXNWrFjxzvdWUQIDA1m9ejUAp0+fpkaNGri4uBAUFIS/vz9BQUEEBgaW2sbEiROVD3mzZ8+mSpUqPHjwgMqVK/Pjjz/Sp08fpXff29ubX375Rdn3p0+fYmRkxAcffICJiQmurq7Ues0LW5ScnBylNz0zM5PU1FRycnPR09UFBKDkL6TXvb4FsxDFTWIcPHYSd1dn/HzUFwcdCzrDouWryM2TIZfJ6Dl8MTtXjVPXFkBSSn8A9PSNGDZzN7k5mTyOCOHo1vmYWzthZe+m1uewszuwsnUrbYhqh16faXm9zVfdVCtzcnLi12XLSE9P59y5c8yfPx+5XI7wyvfQpd9kdvz2DT9O6opUqoV31QZUrtmU6Kf33zjmAk7uW8u18wf5YsYGdHQLDamwkENcPbufHoOms2v9t7TpMYKgA+upZp9H+1aB/NvrLAgCFmamTBg5HC0tLXy9PIlPTGTr7n0M+LjXqzpyfL08Gdq/D/Jl3+JtasiTjGz2RSXQ1tGyaOPF9ODN87pG9QORZ2WQdf3SG+sqWnytTYnkbWQwC2yLLCOdtMuqDpbY9SuwH/4lHj+vBQFyX74g5dRRzFqoh7fcv/Y3Z3bNUr5vP2ilogvF3O/FfpheYedaEzvXmsr39q4B7PqlBzfP/UHjrtOLPef15gSFcLG4WZjgZlFoiFZ3sOJleha/X71PQDELIzdeuceRu8/oH+BNq9UHyJcoYnW7jSj4zS3mPipBOzc7nUMbJ9Hm47kYGJf+kGJp686nX+8hJyuV+2FHOfLHZD5uXwVPI9Mig3yNEq61PCkWeVLhzIQsOhKpiTl6dVqQ+Uw9ll6nWgNkcS+QxTwttY/lTXHfW2+aXF4/7lOycnK5HvmCn/eewsXGgg513jwDUx6IMdil804G9sOHD8nLy6Nx48IpMx0dHerVq0dERARJSUk0aNBA5Yu/NK9uUFAQAwcOZM2aNVSpUnjD3L59mzFjxjBz5kzatWtHdHQ0kyZNYsSIEaxdW2RRSzE/MEXLIiIiePbsmTJMIyIigho1aigNUoDGjRsjl8u5e/cu+vr6REdHq/RZW1ubOnXqqP2A+/r6EhYWRnJyMjt37mTAgAEEBwe/k5E9dOhQ5f+rVq2Kt7c3derUITQ0VG16+3XeNJbXHz7eREpKyluPvay5ffs22dnZtGnTRqU8NzdXaYRGRES80731OoGBgYwdO5b4+HiCg4MJDAzExcWF4OBghg0bxvnz59+YCaV69cIpeYdXC+NiY2OpXLkyV69e5cGDB2zeXLi4SxAE5HI5jx8/pk2bNri6uuLh4UH79u1p37493bt3x9Cw+EVM8+bNY/bs2Xh7e9OhQwfS09MZP3IEE0Z/TlJKChbmxYcSWZqbk/iaFzA5JQUtLS1MX4udz87J4dSZcwzs07vYthrXq8Pl0GuEhEbQbehCjEwVP6jpqfGYmBd6wjLSElQ80MUhkUqxtHMFwN7Fj/joR5w7tJqPR69AItUi/ZU3ODnhOY9vh+BVrRk52enFtmVhYUFSUgljNDUtsU5KcjIWr3m1dXR0cHR0BMDHx4eIO3ewsLCgcXfF7Ej+q/CCL2ZuxK6SB8amlvw8/WOkWlqYmJU+ZoBT+9dzYu8aRkz9DUdX1ZCKvzcvpGXXIdRv2ZM9G+dRyc2PZh368+eOnbRvFfivr7OlhTna2tpoaRUu/HJ1diIxKZm8vDx0dHSwsrDA1dlJpR0XIz1Ov0wGQJ6RiiCTqXmrpSZmyFPVs768jmGDFmRePgNFwlKKIz9NoaNtrmq0aZmZI0spedFbAeYt25F6+gS8FgYlS03h+Y/fINHRQcvElPzEBGz6DiEvNkatDVf/Ftg6F8nykq8ILchMi8fQtPB+z8pIwMD4zde+AIlUio1TNVLjn6j320APLYmE+Ne81YlZOWpe7dKoZm/JwTvqxuSmq/dZd/keK3o0xtXCmNY+ldjrOgkoMr7UeIzNiowvPQEjk+IzmCTHR5Ga+Jw9qz9XlgmCHIDFY/0ZNP0w5q8WNmpp62JhU/CZr8bLJzfYejOSKVZmCHIZkgJD+xUSQxNFXPVbInsRiY6/+gJLtHXQrRxA9rlD6scqCAtjQ7SkEuLTVL3ViemZal7t13GyNgfAu5ItCWkZrDh49j9jYP8vkJSUxJgxY9i3T7E+pcBZ+7ZJFoYPH87q1atZvHjxO2dLe6cQkUIPSfGG7bsYYsHBwXTu3JlFixbRv39/lWPz5s2jcePGTJo0ierVq9OuXTuWL1/OunXrlKEO9vb2at7q2NhYFcNy3759tGnTRrlq/nUDvChvE6NcFF1dXby8vKhTpw7z5s2jRo0aynCHf0pAQAA6Ojrcv3//jXXLcixlRcGUftH7IO+1+MfikMsVX9AHDhwgLCxM+bp9+7YyDvvfGvlVq1bFysqK4OBgpYHdvHlzgoODuXz5MllZWWqxzq9TNHtKwd+4oO9yuZzhw4er9D88PJz79+/j6emJiYkJoaGh/PXXXzg4ODBz5kxq1KhBcgkhAFOmTCElJYWqVasyevRoUlJSGDV8CABXw65TtXLx8a/+lX24GnZdpezKtXB8vTzQfm0RTNDZ8+Tm5dMmUD1URRAE1mzazLXrN+k/+Q/c/epj4+iFsZkNj28Vegll+bk8uXsZJ6+SvfHFIyDLy1XEtLpW4dFtRZvhZ3dhZGpFUtxTnDyLb7Oynx+h11RjRENDQ/H29laO0a9y5WLr+L3hAVgqlaKrq4u1vSvW9q7YOXliYm7Nk/vhGJtaEhf9hKcPb5KRmoibT+ljPvX3Oo7vWsmwr1fh7FlV7XhebhZSiRRtbV2c3P25d/08UqmW8l7/t9e5ql9lnkfHKO9RgKjnL7CytFDey1X8fIl6/kKlnWcZOdjp6yreyGTkRT1Cv7JqvLe+b3VyHhcfH16Anpc/OrYObwwPASA/n+xH9zGqrupYMKoeQNbd4uOXCzD0r46uQyWST5acik3IyyM/MQG0tDBp0IS0y+qhA7p6xphZuypfFnZeGJjY8Oy+6v0e/egydq5vf78LgkBCdAQGpuoLHXW0pFS2Nefi01iV8otPY6nu8PZG/N24ZKyNVNdQbLp6j98u3WFZt0b421lgpKuDs7kxFjauWNi4YmXvhZGpDU/unlMZ37MHl3F0L358lnYe9J/yN/0m71G+PKu2xNm7Pv0m78HEouTZUgGBXJkc5DJkL6PQdlO9t7XdfMl/UfrCzqJo2TkhZKSqlev41gItbfJuXy7mrIpBR1sLP2d7LtxRHd+FO4+p4e5UwlnqCIJAXn7pD6siqvTp04ewsDAOHz7M4cOHCQsLo1+/fm917p49e7h48aLSCfOuvJOB7eXlha6uLmfPFubgzMvL48qVK/j5+eHv76+y0A9Qew8Kz3WnTp2YP38+w4YNUzuemZmpFn9Z4IUp+PFp2LChWijF0aNHaVQkz+3evXvp0qWL8r2/vz9hYWEqC88KFkH6+PhgZmaGg4ODSp/z8/O5evVqyX+UVwiCQE5O8TFzb8utW7fIy8tTekdL401jeVf+zdgLsHmVTqxovHfRBY+geDABVBZa+fv7o6enx9OnT/Hy8lJ5OTs7K+u8zb1VEgVx2Hv37uXmzZs0bdqUatWqkZeXx8qVKwkICPhX2VECAgK4deuWWv8LPjOgmBFo3bo1P/zwA9evXycyMpKTJ4s3PvT09DA1NeWzzz5j3759HD16lJiXsfz62wZexsXT+VW+4zUbN/P94sLQqS7t2/AyNp5f127gSdQzDh47ycHjJ/moexc1jYPHTtKkQV3MTNXHvWTlbxwLPsO0iWPR0zciPSWOjNR46rTow9mDq7gTeozY5/fYu24KOrr6VK3/gfLcPWsnc2LnQuX7swdX8ejWOZLiooiPfsSFo+u5HrKXag0UfWrQZiDXzuzg2unthJ7ehom5HSmJMdQO/BhQZFIpCPMC6NSxI7GxsaxevZqnT59y5OhRjh49Ss8ePZR1unbtSmhoKNu2bycqKopt27dzLSyMbkWyCW3YsIGbN2/y8uVLHj9+zIaNG7lx4wYtioQKXb94lCoBgRzfvYoDfy1m+ZwBmFnaom9gTK3GhWtC/lw+hQN/LVa+P7lvLYe2/ULv4XOxsHEkNTmO1OQ4crILP6/+AYEc37Oa26HB1G7amQsnd3B872qq+fuVyXXu2qEtqWlpLFuznqjnLwi5fJU/t++mW8d2yjq9un7A7bv3+WPbLp5n5nAiOokDzxLp6lLowUw7tR+jhq0wbNACbbtKmPUYgJalNRlnFd+/pp0/waKfeq5yw4YtyXl8j/zoKLVjxZG4fyfmrdpj1qIdupWcsR0wAh1rW5KOKjJa2PQZjMOoSWrnmbVqT9a9CHKjItWO6XtVxrheY3Rs7TGoXBXnad+DREri3m1v7I9EIqFak/6EnVrF45vHSIy5R9D2KWjr6ONVq/B+P7V1MpcOFd7vV48tI+ruGVITooh/EUHwjmnEv7iDf4OPi9X5NMCLPbci2XsrkseJqSwMvk5MWiYfVlMsiFt67hYzjxQu8P/z2gNOPXzB06R0HiaksvTcLU48eEHvGh7KOhuv3GN5SASzWgfgYGpIfEY28RnZZOYWevglEgm1Avtz6egq7ocfI/7FPQ7/oRhf5TqF4zu06SvO7FOMT1tHD2tHH5WXnoEpunpGWDv6oKWt+K47u28Rzx5cISXhGXEv7nL278U8u3+J9l4KQyX3ShC61RqgU7U+Uks79AO7IzWxIDdcYezrNf0Agw6FqXt1A5qj7VUNqbkNUit79Jp+gI5PTXKuFaZkVNat1oC8BzcQsjPfdIlLRcvIENMalTGtoUjraejuhGmNyug7v/n3uTj6tazHrvPh7A4J51FMPD/uPE50Yiq9mioeZn7eG8S0TYXZ1LYEXyXoxn2exCbyJDaRPSHX2XTiEp3qFnqv8/Jl3Hn2kjvPXpKXLyM2OZ07z17yNC7xX4z87fmvZxGJiIjg8OHD/PbbbzRs2JCGDRuyZs0a9u/fz927pTsInj9/zqhRo9i8efM/Tk38TiEiRkZGfP7550yaNAlLS0tcXFz44YcfyMzMZMiQIaSlpbFw4ULGjx/P8OHDuXr1Khs2bFBpo8C4Hjt2LD179lR6oXV1dZXxuZ07d2bo0KGsWLFCGSIybtw46tWrp3ySGDt2LM2aNWPBggV07dqVvXv3cvz4caXxHxsby+XLl1U2h+nbty+zZs1iwIABfPPNN8TFxTF69Gj69eun9HyPHTuW+fPn4+3tjZ+fH4sWLVLzMk6dOpUOHTrg7OxMWloaW7ZsISgoiMOHCz0oiYmJPH36lBcvFN6hgotZkC3k4cOHbN68mY4dO2Jtbc3t27eZMGECtWrVUgnBKYm3Gcu78jZjLw0DAwMaNGjA/PnzcXNzIz4+nunTVWMOXV1dkUgk7N+/n44dO2JgYICJiQkTJ07kyy+/RC6X06RJE1JTUzl//jzGxsYMGDCAESNGvPHeehOBgYF8+eWX1KpVSxlK0KxZMzZv3sz48ePfqa3XmTx5Mg0aNGDkyJEMHToUIyMjIiIiOHbsGEuXLmX//v08evSIZs2aYWFhwcGDB5HL5fj6lp6JoWPHjiQlJbF8+XJiX77EzdWZ+TOnYm+reJhJSEoiNq5wQZKDvR3zZk1h+W8b2XvgCFaWFoweOliZG7mAqOcvuHH7Dj/OLj4mdN8hRXq4L6d+A3yjLO888Dvqt+7Poc1zyMpIoZJHdfqOX6uSAzs14YXKLEpeThaHNs8hNSkGbR19rB3c6TbkB6rU6whAlXodycpI5tSeJWSkJmBgZMYnY1dhblUJeERiUhKxcYVZEuzt7ZkzZw6rV6/m7/37sbKyYsTw4SozEP7+/nz99dds2rSJ33//HQcHB6Z8/bUyBzZAUnIyP/70E4mJiRgZGeHu7s7cOXMICAjg9qvoh9TkOG5fO0NuTian/l6HRCLB1bsGPYfMVMmBnRwfrTLm88e2IMvPY+OSL1X+rm17fkG7DxXGaPeB0zi87Rd2rZ9LWkoiBoYmyGT5HA86XSbX2dbGmh9nT+fX3zYyZMxEbKws6dG5I5/0LHzIqOztxdypk1izaTObop7hYKDLF5Udae1QuLAwKzSEZCMTTNv3RMvUgrzoKOJXzFNmBdEys0DbQjWkQKJvgEHN+qTs3MDbknY+mJfGplh/2BctC0tyo54Q9f10ZVYQbQtLdKxVs21IDQ0xqd+El+tXFNumRFcHm08GomPrgDw7i4xrl4heugB5ZukLywqo0fwz8vOyObtnDrlZKdg6V6fjZ2tVcmCnJ6ve7znZaZzZNYvMtDh09U2wdvSjy4jfVcJPitLWx4nkrFzWXLxLfGY2nlam/NK1kTIHdnxGNjFpWcr6eTI5S87cJC49Cz1tLTysTPm5S0OauBd6j7dff0yeTM5XB1Vj34fVr4xxkUmcuq2Hkp+Xw8lts8nOTMHerQY9R65TyYGdlhSNRPJu+RAy0uI5/PtXZKTGoqtvgo2jLz2++I36uYoHm7y715AYGKHfsB0SIzPk8dFk7FqFkKoIB5IamSI1LbK4VUsL/eZdkRqbIeTnIU+IIWPnKvIfq85uSC1s0HbyJGP7cv4tZrWr0vDE78r3/j8pNg+K2rSL60OmvHN77Wv7k5KRxepD54hLTcfLwYZfv/gIx1c5sONT04lJLPTIywWBX/YF8TwhBW2pFCdrc8Z2DeTDxoWzC7EpafSev075fuOJi2w8cZE6Xi6sHae6t4gmKMvo0ZycHDUnpZ6e3r9KlxsSEoKZmZkyixxAgwYNMDMz4/z58yX+/srlcvr168ekSZNUwpffFYnwjnPv2dnZfPXVV/z111+kpaVRp04dFi9erNz9bP/+/Xz55ZdERUVRr149Bg0axODBg5Wr+gcOHMjGjRvV2m3evLkyywPA0qVLWblyJY8fP8bc3JyWLVuyYMECKlWqpKyzY8cOpk+fzqNHj5QbzfR45cVau3Yt69evV/G2g2Jx4tixYwkJCcHQ0JCePXuyaNEiZfaI/Px8ZQYOqVTK4MGDiY+PJyUlRWmsDxkyhBMnThAdHY2ZmRnVq1dn8uTJKjHEGzZsYNCgQWrjnDVrFt988w1RUVF8+umn3Lx5k/T0dJydnenUqROzZs1SyahSGm8ay549e+jevftbh1e8zdjftJNjREQEgwcPJjw8HF9fX3744Qfatm3LqVOnlIsI586dy/Lly3n58iX9+/dnw4YNCILA0qVLWb58OY8ePcLc3JyAgACmTp2qzLbxpnvrTdy8eZNq1aoxceJEfvzxR0CxsPPLL79k//79Kllqiu7kGBkZibu7u8pmQcnJyVhYWKiM6/Lly0ybNo2QkBAEQcDT05PevXszdepUzp49y/Tp07l+/TrZ2dl4e3szbdo0Pvroo7e6NgAv7l5/cyUNcDJWPRd1edHIsfid3TTN7RTXCtEFCDAqPSRCU8iXfVshugDpMckVonugb9kt4n5Xhr94dyOtLNjsVTYbrv0TPr4+tkJ0z/6DnRzLilYHK+Y6A+i3GajR9teXntr+nXgS/A2zZ89WKSuwl/4p33//PRs2bODevXsq5T4+PgwaNIgpU4q/NvPmzePUqVMcOXIEiUTyj3esfmcD+3+FLl260KRJE7766quK7oqISJkgGtjlh2hgly+igV1+iAZ2+fI+G9jr3mJ5xdvSt/Hbe7C/+UbdGH+dy5cvc/ToUTZu3KgWDuLt7c2QIUOKTfV79epVOnXqRGhoqDJi4p8a2OW/9U850aRJEz755JOK7oaIiIiIiIiIyHtHWcZOv0s4yKhRo/j44+LXNBTg5ubG9evXefnypdqxuLi4EkNpz5w5Q2xsLC4uhRv6yGQyJkyYwJIlS956gzt4jw3s/3XP9ffff8/3339f7LGmTZty6NC7pyAqbROVQ4cO0bRp03du879Chw4dOHNGfcELKGLmp06dWs49EhERERERESlrrK2tsbYuPpVkURo2bEhKSgqXLl2iXr16AFy8eJGUlBSVhBhF6devn9oO3O3ataNfv37Fhv2WxntrYP+vM2LEiBLjcwvSDr4rr2f0KErR2Pb/RX777TeysrKKPfa2Me0iIiIiIiIi7wd+fn60b9+eoUOHKjczHDZsGB988IHKAsfKlSszb948unfvjpWVldruyTo6Otjb278xKcHriAb2fxRLS8syNwy9vLzKtL3/Ev/rDwgiIiIiIiL/S/wvrODbvHkzY8aMoW1bRcrTLl26sGzZMpU6d+/eJSXlzRtnvSuigS0iIiIiIiIiIvLeYWlpyR9//FFqnTfl+niXuOuiiAa2iIiIiIiIiIjIO1Fkk1iRYhANbBERERERERERkXfifyFEpCJ5t+2ZRERERERERERERERKRfRgi4j8j6C9aVGF6Lr0+bVCdAFs4ytm05WjyZ4VogvQOrIMt0d7B2TVfSpEF8Ci+F3ENY67Y8W54LQNvCtEd4BkQ4XoAsgat6gQ3VYHa725koY40XFehWl3yhtYYdoiooEtIiIiIiIiIiLyjoghIqUjGtgiIiIiIiIiIiLvRFnu5Pg+IsZgi4iIiIiIiIiIiJQhogdbRERERERERETknXhT/uh3Q1KGbf03EA1sERERERERERGRd0KMwS4dMUREREREREREREREpAwRDWwRERERERERERGRMkQ0sEVESsHNzY0lS5Yo30skEvbs2VNh/REREREREfkvIJeX3et9RIzBFhF5B6Kjo7GwsKjQPhjUb4lhkw5ITczJj31O+oE/yXtyr+QTtLQxatkV/RoNkZqYIU9JIiP4b7KvnlGrqletPmYff07O7VBSNv+idlwQBP7euorTx3aRmZGGu3dV+gz9mkouJW/M8vzpQ/ZtWcGThxEkxEXTe9AEWnfuq1InOyuDPX8u59rFU6SlJuHi7kvvwZMIcFAc33b8HL8fDCI+JQ2PSnZM7NuVWr4exeqdvHyDHSfPc/fpC/Ly8vGoZM+w7m1pVN1XWWfXqQscOHeVh89iAPBzc2Jkrw5U9XQpdswXDi3jxvmtZGel4uBagxa9ZmLt8HYbhdy9eoCDG8fjWa0VXYYuL7bOpaOrOLd/EbWa92dge2MAtobcZMOZa8SnZeJpa8lXHzQmwN2x2PNDI6P5+XAIj2OTyM7Lx8HChA/rVaFfkxrKOnkyGWuDQvk79C6xqRm4WZszrn1DGvuqj/l1tl17wKbLd4nPyMbD2pSJLWoS4GRTbN0rT2MZti1YrXznoHa4W5mWmU5Rwp7HM3RLEJ7WpmwZ0FZZnieTs/7iHfbfiiQ2PQtXSxPGNKtOY3d7tTYEQeDE7l+5dGobWRmpOHtWp+uAGdg5lXydb14+StDfq0l4+RRZfj7W9q406TCQgCZdlXUe37nM6QPreB55i7TkOD4du5QqdVqrtLP1zDU2nLhEfGo6nvbWfNWzJQGezsVqhj58xs/7gnn8MuHVtTblw8Y16NeirrLO8fB7rD0aQlR8MnkyOa42FvRrUZfO9aqo6p6+yoYTF4lPScfTwYaverYmwKsk3Sh+3nuKxzGvdC1N+bBxLfq1rKess/NcGH9fusGDF/EA+LvYM7pzc6q5qd+3206EsOlQMPHJrz7TfToT4OterPaJKzfZcSqEu0+jX32m7RjerTWNqvkWW//IhTCmrPyLwFr+LBo7QKNjfhAdx/L9Z4iIiuFFYgqTerbi0xb1im3vbbBsUgePCUMwC6iKvqMtV3p+wct9J/5xeyIVh2hgi/y/JDc3F11d3Xc+z95e/Ye5PNGrVg/jjn1I+3sTeU/uY1C3BWYDxpP481TkKYnFnmP2yRdIjcxI3b0OWUIsUmMTkGqp1ZOaW2HcoTe5j++WqH9490aO/b2ZQaO/wc7BlQM7fmPx7M/5dtlu9A2Mij0nNycba7tK1G7Uhm3rFhZbZ+Ovc3ge9ZAhY+dibmnDheCDLJ79OU2//5Kwe49ZuHkfXw/oQU1vN3aeusDon35j+7xJOFirP+yE3n1E/ao+jOzVARNDA/aducyXi9excdYYKrtVAuDqnYe0a1CTGt5u6OrosOnAKUb+uJrt30/C1tJMpb0rx9cQemo9bT+dj4WNGxePrmDXr4MYOP0wuvrGJf6tAFITn3N6zwIqedYpsU7Mk+vcOL8Va8dCY+Hw9fv8cOAs07o2o6arPTsu3uaLDfvZ/eUnOJibqLVhoKvNxw2q4e1ghYGuNtcio5m7OxgDXW0+fGVULTt6iQNh95jVPRB3W3PO34viyz8OsfHzHvg5lmzEHrkTxU+nwpjSOoAalazZGf6I0TvPsGNQexxMDUs8b/fg9hjp6SjfWxjolfan+sc6aTl5zDx4ibqutiRmZKscW372JgcjnjCjbR3cLE0IiXzJxL3nWP9JSyrbqd47pw/8xtlDG/hw2PdY27txau9K1i4YwoQfDqFXwr1taGxOiy7DsXHwQEtbhzthQexcMw1jUyt8qjcBIDcnCwcXX2o3687mX8aqtXE4NIIfdp1gWq821PRwYse5ML5YsYPdU4fgYKn+QGKgq8PHzWrh7WiLga4O1x49Y+7Woxjo6vBh45oAmBnq81nbhrjbWaGjJeX0rYfM+vMgliaGNK7ipdC9epsfdh5nWu92Ct2z1/hi+VZ2Tx+Kw2ufgULd2nhXeqX78BlztxxW6DZR7JR45f4TOtT2p0YvJ/S0tVl//AKf/7qFndOGYlfkvj1yMZyf/vybKf27UcPblZ2nLjJ60Tp2fD8eB6sSPtNVvBnVsz0mhgbsPXuFcUs2smnmSCq7VlKp+yI+icVbD1DLR91Y18SYs3PzcLI2p02tyvy067haG++KlpEhqdfv8mzjLmpvX/av29Mk4iLH0hFDRETeCwIDAxk1ahSjRo3C3NwcKysrpk+frkwj5ObmxrfffsvAgQMxMzNj6NChAOzcuZMqVaqgp6eHm5sbCxcWbwAWUDREJDIyEolEwq5du2jRogWGhobUqFGDkJAQlXPOnz9Ps2bNMDAwwNnZmTFjxpCRkfGPxmnYuB1ZV0+TfeU0srho0g/+iTwlEYP6LYutr+tdDR23yiRvWkTew9vIk+PJf/aY/KcPXh8Ypr2Gk3FiD7KkuGLbEgSBE/v/pGPPIQQ0aEUlVy8GjZlDbk42F08fKrHP7t5V6DXgS+o1aYe2jo7a8dycbEIvnOTDfmPxqVIbWwcXunw8AitbR3acPM8fh4Pp2rwe3QPr417JjomfdsXO0pwdJ0OKUYOJn3ZlQKcWVPFwwcXehlG9OuJib83psFvKOt993pePWjfG17US7o62TB/SC0EucOn2fbUxhwZvol7bEXjXaIu1ow/t+i4gPy+bO1f3lzhmALlcxqFNE2nYcTRmVsV7yHJzMji0aRKtP/kWfcPCH/jfz4TTvY4fPer642FryVedm2BvZsy2CzeLbcfP0YYONb3xsrOkkoUpH9TypZGPM6GPo5V1Dly7y2eBATSt7IqTpRkfNahKIx8XNp0JK3Ucm6/co1s1d7pX98DDypRJLWtiZ2LIjrCHpZ5naaiHtZG+8qUlLT0N1z/V+e7oVdr7uVDdwUrt2IHbTxhc348mHg44mRvTq6YnDd3s+f2K6oyPIAicO7yJFl2HU7VuW+ydfeg1fD55udmEhZR8nT386lGlThtsK3liZedC43b9sXf2IfLeVWUd3xrNaNtrHFXrti22jd9PXaF7g+r0aFQDD3srvurZCnsLE7advVZsfT9nOzrU9sfLwZpKVmZ8ULcKjSq7EfrwmbJOXW8XWtXwwcPeCmcbC/oG1sHb0YZrjwrr/H7yEt0b1qBHo5p42Fvz1YdtsLcwZduZknTt6VCnCl4ONlSyMueDelVp5OdO6MMoZZ15A7vSu1ltKjvZ4W5vxaw+HZALApfuRqq0tfnIGbo1q0v35vXwcLRjUt8u2FmasePkhWK1J/XtwsCOgVTxcMbF3prRH7bHxc6K02ERKvVkcjnTV21hRLc2ONlYqv+tNTDmqq6OjO/ekg51/NHV/vc+y7gjp7k3awkxe47967Y0jVwou9f7iGhgi7w3bNy4EW1tbS5evMgvv/zC4sWL+e2335THf/zxR6pWrcrVq1eZMWMGV69e5aOPPuLjjz/mxo0bfPPNN8yYMYMNGza8k+60adOYOHEiYWFh+Pj48Mknn5Cfnw/AjRs3aNeuHT169OD69ets3bqVs2fPMmrUqHcfoJYW2o5u5D5QNbJyH9xEx8Wr2FN0/WqS//wxhk07YjV5MZZfzse4fW/QVjV0jVp2RchMI/vq6RLl418+JyU5nio1GyjLdHR08alSm4d3r7/7eF4hl8uQy2XovDajoKurR+jdR9yJfE6Dqj4qxxpU8+H6/ci3bF9ORlYOZkYle0Gzc3LJl8kwfa1OSsIzMlPjcK3cRFmmraNLJc+6vHhc/I9yARcO/4qBsSVVG/Yqsc7J7XNwr9IcV99GyrK8fBkRL+Jo6K1qlDf0dib86ctSNQuIeBFH+JMY6ngUTs3n5svQ1VadudDT1iIsMqbEdvJkciJeJtHATXXmpqGbHeGvwgBK4pNNx2i74m+Gbwvm8tPYUuv+U529Nx7zLDmdYY38S2xXr7gxP1dtMynuGWkp8XhXbaws09bRxb1yXZ7cL/06FyAIAg9uhRAXHYm7b8kzFir9y5cRERVDw8puKuUNK7sT/vj5W7UREfWS8McvqFNCmIMgCFy8+4TI2CRqvwo7Uer6qXp5G/q5E/74WXHNFKMbQ/ij59TxLjnEKDs3j3yZHFNDfWVZXn4+EZHPaVBVNfSmYVUfwh88eSttuVxOZnaO2ud19d7jWJgY0a25eohGeY35/xOCUHav9xExRETkvcHZ2ZnFixcjkUjw9fXlxo0bLF68WOmtbtmyJRMnTlTW79u3L61atWLGjBkA+Pj4cPv2bX788UcGDhz41roTJ06kU6dOAMyePZsqVarw4MEDKleuzI8//kifPn0YN24cAN7e3vzyyy80b96cFStWoK+vX2ybOTk55OTkqJTl6Roi0dJCnp6qUi5PT0VqrD69CaBlYYuOqw9Cfh4pm39BamiCSZf+SAyNSNu1DgAdFy/0azcjcdnMUseZkpwAgKm5qqfQ1NyShLjo4k55K/QNjPD0rc7+7b/h4OSBqZkll84e5vH9mzhaWyCTy7EyUw2LsDI1ISEl7a3a/+NQMNk5ubSpX6PEOku3HcTGwoz6VVR/9DNTFd58Q1PVMRuaWpOW+KLE9p4/usqtkB18OnlPiXXuXj1AbNRt+kzcoVKelJmNTC5gZWygUm5lbEh8WhSl0WbeRpIyspDJBUa0qkuPuoWGZyMfF34/G05td0ecLc24+PAZQRGRyEpZYZSclYNMELAyVA3vsDTUJ+G1cIwCrI0NmN62Nn52FuTK5By89YQR24JZ3TuQ2s7Fh6L8E52nSWksPXODtR+3QFtavK+ooZsdf1y5R4CTNU7mxlx6EkvwgxfIXvtFT0tWGNzGZtYq5camViQnlHydAbIz05g3JpD8/FykUildB8zEu1rjUs8pICkjU3GtTVRDUKxMDIlPK32Wq82M5SSlZyGTyxnRoTE9Gqne32lZObSZsZy8fBlSqYSpvdooDfmk9JJ0jYhPfYPu9GWK82VyRnRsQo9GNUus+/PeIGzNjGlQudCoTU7LVHymTVXDqyxNjd/6M/374TNk5eTRtl51ZVnY/Uj2nr7MX3PGFXtOeY1ZRKQA0cAWeW9o0KABEknhNHTDhg1ZuHAhMpkMgDp1VL1KERERdO3aVaWscePGLFmyBJlMhpaWepxycVSvXvgl7+CgWJUXGxtL5cqVuXr1Kg8ePGDz5s3KOoIgIJfLefz4MX5+fsW2OW/ePGbPnq1SNqdra2YoGlCtLCl56l3x9xBI3bYKIScLgPSDf2H6yUjS9v2ORKqFaa/hpO1Zj5CZrnLu0adx/HT1EfL9CmNh9DT1RY+KAYHkX+7CNXjsXDYum82kz9ohlWrh4lGZek3b8+LuJcU41CSFt9r463DINVbtPsqicYOwNFWPXQbYeOAURy5cY/WUzzlx5Qbfr99BvqB42Og2fNWrWq+JleJyyc1O5/CmSbT+ZC4GxurT1ABpSdEE7fqOHl+sQ1un+Njk1/+mAkJplxqA9cO7k5Wbx/WnL/n5cAguVmZ0qKl4aPjqgybM2R1Et0V/IZGAk6UZXWtXZu/VO6U3Cmr3mAAqn7WiuFma4GZZ+Leu4WhFTFomv1+5W6KB/a46MrnA1P0XGdGoCq6WxV9XgEktazH36BV6rDuMBAlO5kZ0rurGnuuPaPzzLmTSAwAMmLDilf7rLQjFFaqgq2/E6O92kZudycNbFzjw5wIsbZ3x8Hv7hW6vD1F4i8/U+nF9yMrJ43rkC37eF4yLjTkdahc+UBnp6bJt8kAyc3K5eO8JC/ecwsnanLpFFhKqfa6Et7jHxn1KVk6uQnfvKVxsLOhQp4p6vWMXOHT1NmvH9kVPpxhT4/Vr/ZbfI4cvhLFqzzEWjx2A5SsjPSMrh+mrtjBjUE8sTIqPl1fKvva+LMcsIlIU0cAW+X+DkZHqF6/ii/X1L/l3n6vSKRJXXNCe/JVXUC6XM3z4cMaMGaN2notLydOMU6ZMYfz48SplKfPHIMhkSE1UvdVSIxPk6SnFtiNLS0aamqQ0rgHy414gkUrRMrNEoquHlqUNZp+OKzzp1Ri6/voX1X6azP1mir7n5eUBkJqcgLlloaGUmpKo5tV+V2ztnZn07W/kZGeRlZmOuaUNq36ajJOtNS/ikoh/zbOVmJqOVQkGcwFHL4QxZ+02FozqR/3XQkwK2HQwiHV/n2DFV8PxdnHE0caSap7j2ZuqiGnPz88FIDM1HmMzW+V5mWkJGJpaF9tmcnwUqYnP2bv6c2WZICjuhyXj/Bk47TDx0ffITEtg8489CuvIZTx7eJl2pwW0pBLi0zNVx5yehZVxyWEuAE6vFsV521uRkJ7JihOXlQa2pbEBS/p1ICcvn+TMbGxNjVhy+AKOFiX/Hc0N9NCSSNS8yEmZ2Vgalr5osSjVHK04eLvk6f931cnMzeP2yyTuxiaz4IQihEMuCAhA3YU7+LVXM+q52GJhqMeibo3JyZeRkpWLjbE+v5y+QSVzY5Z0b8IZP8WiQ1me4jqnJ8djal54ndNTEzE2K/3elkqlWNu5AuDo6kfsi4cE/b36rQxsCyNDxbV+zYOamJ6JlckbrrWVOQDejjYkpGWw4tA5FQNbKpXgYqNYMFjZyY7HMQmsPXaBur7uWBi/0k0rTrd0A9XJ+pVuJVuF7sGzasbmxuMXWXv0PKtGfYJPJVuVY+YmhmhJpWre6qS0dCzNSl80fORiOHPW7WDBF31VZpuexSbwIj6JcUs2Ksvkr77L6w6ewt4Zw7C3MNXomP8/IpRp8LS4VbqIyH+WCxcuqL339vYu0RPt7+/P2bNnVcrOnz+Pj4/PW3uv30RAQAC3bt3Cy6v4GOmS0NPTQ09P1bDIlkD+i0h0vaqQeztUWa7rVYWciOLjRPOe3ke/al0kunoIuYqQEy1rewS5HNmrrCMJP09TOce4TU8kevrk7t+MA7mkOCgeBARBwMzcmtvhF3DxqAxAfl4e925dpWc/9QeIf4KevgF6+gZkpKdyKyyE8b3bk5qRycWb92hZp5qy3sWb92geULXEdg6HXGPOb1v57otPaVqz+PjcTQdO8du+E/w6aSj+HorYVCMDfYwM9DHXc1WO2dDUhid3z2HrrGhHlp/L84eXadJlYrHtWtp50O/rv1XKzh9YQm5OBoE9pmFiYY+hiaVanaN/TsHC1oNvGxvwzc5TXLgfRasqhakILzx4RqCfW4ljfh1BUMSdvo6ejjZ2ZsbkyWScuPmQttVLvjd1tKT42VlwMfIlLb0LszVciHxJoFelEs97nbsvk7A2Kj4c6p/oGOnpsG2A6qLB7WEPuRwVyw+dG1LJTNVg0tPWwtbEgDyZnBP3n9HG1xkXC2OlYSwIAiZm1ty/eR5HN8V1zs/P5fGdy7TvPeGtx/mqMfJfGexvQkdbCz9ney7cjaRVjcKHwAt3Igms9vbfGSVda5U6FNZR6t55TKsahdlrLtx5TGC14h9Gi9cV1HQ3HL/AmsPnWTGyN1VcHdTO0dHWxs+tEhdv3adl7cLP8IVb9wmsVfxnFRSe69lrt/P9iD40rak68+fmYMO2b79UKVu+8wgZ2TlM6tsFe2MdjY5ZRKQ4RANb5L0hKiqK8ePHM3z4cEJDQ1m6dGmpWUEmTJhA3bp1mTt3Lr179yYkJIRly5axfHnxuYr/CZMnT6ZBgwaMHDmSoUOHYmRkREREBMeOHWPp0qXv3F7muSOYfjiM/OeR5D19gEHdQKRmVmRdOgWAUdsPkZpakLZjDQA54RcwCuyCSY/PyDixG6mRMcbteytyYOcrPNKyWNXFVPLsTKTFlEskElp90IeDO9dh6+CCnYMLB3etQ1dPn/rNOijrrf15BhZWtvT4dDSgMMJfPHuk+H9+HkmJsTx9fBd9fQNsXxnvN6+dB0HArpIbcdFRbN+0BPtKbnRuWhdjA31mrPoLf3dnqnu5sivoAjEJyXzYUrHYcum2g8QlpTBn+CeAwrieufovJvbtSjVPF+KTFTHrero6mBgq4po3HjjFip2H+e7zvjhYWyjrGOrrYahf+GAjkUgIaN6fy8dWYWHjhrmNK5eOrUJbR5/KtT9Q1jv8+1cYm9nRpMsEtHX0sHZU/cHWM1B4lgvKtbR11ero6BpiYGSOt70x/ZrWYNq2E/g72VLDxY6dl24TnZxGr/oKg+TnwyHEpmbw3UeKfMpbQm5gb26Cu405ANcio9l0JoxPGhU+lFx/+pLY1HQqO1oTm5LBihOXkQswsFktSqNvHR9mHLyIn70F1R2t2HX9ETFpmfSsoTD+l56+QWx6FnM7Kjy2m6/ew9HUCE9rU/Jkcg7efsqJ+8/5sUvDMtORSiR42ajO5FgY6qGrJVUpvxGdQGxaFr625sSmZ7Hq/G0EAQbWVc2fLJFIaNy+P0F/r8ba3hUrO1eC/l6Njq4+NRsWXudtKydjamFH+96K2aWgfaup5F4FKzsX8vPzuBt+mtBz++g2sHA9Q052BgkvnyrfJ8U948WTCKLzU3GwNKVfizpM+/0A/s721HCvxM7zYUQnpdKrSU0Aft4XTGxKOt/1U6zz2HI6FHsLU9ztFOFH1x49Z9PJS3zSrLZSY+3RC/i72ONsbU6eTMaZW4/Yf+kW0z5qo6zTr2U9pm36G38XB4XuuTCiE1Pp1VRxP/y8N4jYlDS+699ZoRt8FXtLU9ztFB79aw+fsenEJT5pXqi7/tgFfj1wmvkDuuBoZUZ8qiLszFBPF0O9wkXMfds1Zcbqrfi5OVHdy4VdQZeISUimZ4tXn+nth4hNSmXusN6AwrieuWYrE/t0efWZVni/9XS1MTE0QE9XBy8n1QWyBZ91Lyd7tNKTNTbmvHwZD2Pilf+PTU7nzrOXGOrp4FJMJpM3oWVkiJFX4eymobsTpjUqk5uYQnbUP1/rogne1+wfZYVoYIu8N/Tv35+srCzq1auHlpYWo0ePZtiwYSXWDwgIYNu2bcycOZO5c+fi4ODAnDlz3mmB45uoXr06wcHBTJs2jaZNmyIIAp6envTu3fsftZdz4xLphsYYteiK1MSM/JfPSdm0CPmrBYhSE3O0ikxpC7k5JK//CZPOfbH8YhbyzHRybl4m/djOf6TfvvsA8nKz+XP1fDIyUvHwrsqXM5er5MBOjI9BUmTRWXJSHHMnfKJ8f3Tv7xzd+zs+VWozaa7iQSArM53dfywjKeElRsZmBDRsSbc+I9ERLtO2QU2S0zNYs/cY8cmpeDrZ88uEIThYK3684pNTiUlIUra/61QIMpmcBZt2s2DTbmX5B03qMHvYxwBsP3GevHwZXy3dpDK+Yd3aMLxHO5WyOq2Hkp+Xw4nts8nJTMHetQY9vlinkgM7LSkaiaTskjK1r+5NSkYOq09cIS4tAy87K34d+IEynCM+LZOY5MKYebkg8MuRCzxPTEVbKsXJypSx7Rsoc2AD5Obn8+uxSzxLTMVQV4cmvi5891FrTN+Qn7pdZWdSsnJYE3Kb+IxsPK1N+aVHUxxfeYnjM7KISS0MZ8mTyVkcHE5cehZ62lp4WJnxS48mNPFQ92b+G523ITdfzvKzN3mekoGhrjaN3R34tmM9TPTVc+A36/QZebk57N0wh6zMVJw9qjP4q99UcmAnJ6he59ycTPZunENK4kt0dPWxcXCn94gFVG/QUVnn+eNbrPm+cLOTA38uAOBJvarM/bQj7QP8SMnIZvWR88SlZODlYM2vIz7E8VVe5vjUDGKSChc2ywWBX/af5nlCCtpSCU7W5ozt3FyZAxsgKzeP77cf5WVyOno62rjbWvJd/060Dyj0/Lav7U9KRharD50jLjUdLwcbfv3ioyK66cQkvqa7L+iVrlSh2zWQDxsXPqBtOxNKXr6MCWsLP3cAIzo04fNOTZXv29WvQUp6Jmv2niA+JRXPSvb8Mn4Qjq/y2scnpxGTkKysv/PURfJlcub/vof5v+9RlnduXJvZQz9Su5YloYkxx6ak0Xv+OuX7jScusvHERep4ubB2nOqGWm+DWe2qNDzxu/K9/09TAYjatIvrQ6a8c3ua5H3N/lFWSIR/EnQqIvIfIzAwkJo1a6psa/6+ETttYIXo3unza4XoAgSkn6wQ3T+SO1eILsDAjJ8rRFeWUHz+8/eZIzXmVJh2x6T1FSNczCZT5YXM2LxCdAs82BXBiY7zKky7U17Jm4aVBQt2lN0e55M/fP+yRr9/IxIRERERERERERGpQMQQERERERERERERkXdCLgZhl4poYIu8FwQFBVV0F0REREREREREANHAFhEREREREREReUfEFXylIxrYIiIiIiIiIiIi74RoYJeOaGCLiIiIiIiIiIi8E3LRwi4VMYuIiIiIiIiIiIiISBkiGtgiIiIiIiIiIiIiZYkgIiLyXpOdnS3MmjVLyM7O/n+jLY65fBHH/P7rVqS2OGaR/0XEnRxFRN5zUlNTMTMzIyUlBVNT0/8X2uKYxTG/r9rimMUxi/xvIIaIiIiIiIiIiIiIiJQhooEtIiIiIiIiIiIiUoaIBraIiIiIiIiIiIhIGSIa2CIi7zl6enrMmjULPT29/zfa4pjLF3HM779uRWqLYxb5X0Rc5CgiIiIiIiIiIiJShogebBEREREREREREZEyRDSwRURERERERERERMoQ0cAWERERERERERERKUNEA1tERERERERERESkDBENbBEREREREREREZEyRDSwRURERERERERERMoQ7YrugIiIiEhZkZyczKVLl4iNjUUul6sc69+/fwX16v0jNDQUHR0dqlWrBsDevXtZv349/v7+fPPNN+jq6mpE9/DhwxgbG9OkSRMAfv31V9asWYO/vz+//vorFhYWGtH9/0xgYCCDBw+mV69eGBgYVHR3KoTU1FROnjyJr68vfn5+Fd0dkf8RxDzYIiLvCb/88stb1x0zZkyZal+/fv2t61avXr1MtQv4+++/6du3LxkZGZiYmCCRSJTHJBIJiYmJGtGVyWRs2LCBEydOFGvYnzx5UiO6BWRnZ3P9+vVitbt06aIRzbp16/L111/Ts2dPHj16RJUqVejevTuXL1+mU6dOLFmyRCO61apVY8GCBXTs2JEbN25Qt25dxo8fz8mTJ/Hz82P9+vUa0S2N5ORkzM3Ny1WzPA2+CRMmsHnzZrKysvjoo48YMmQIDRo00KhmUR48eMDDhw9p1qwZBgYGCIKg8tnWBB999BHNmjVj1KhRZGVlUaNGDSIjIxEEgS1bttCzZ0+N6gPk5uby+PFjPD090dYWfaH/kwgiIiLvBW5ubm/1cnd3L3NtiUQiSKVS5b+lvTSFt7e3MHbsWCEjI0NjGsUxcuRIwcjISPjoo4+EsWPHCuPGjVN5aZJDhw4JNjY2gkQiUXtp8m9tamoqPHjwQBAEQZg/f77Qtm1bQRAE4ezZs4KTk5PGdI2MjITHjx8LgiAIs2bNEnr27CkIgiBcvXpVsLOz05huAfPnzxe2bNmifN+rVy9BKpUKjo6OQlhYmMZ0e/XqJSxdulQQBEHIzMwUvL29BR0dHUFbW1vYsWOHxnQLyM/PF/bs2SN07dpV0NHREfz8/IQff/xRiImJ0ZhmfHy80KpVK+W9/PDhQ0EQBGHw4MHC+PHjNaYrCIJgZ2envJ6bN28WvLy8hIyMDGH58uVCzZo1NaqdkZEhDB48WNDS0hK0tLSU4x49erQwb948jWqLlC2igS0iIvKviYyMVL52794teHp6CitXrhTCw8OF8PBwYeXKlYK3t7ewe/dujfXB0NBQ+WNUnlhZWQkHDhwod11BEARPT0/hiy++0KihUxwmJibCvXv3BEEQhNatWwtLliwRBEEQnjx5Iujr62tM18LCQrh165YgCILQuHFjYdWqVYIgCMLjx48FAwMDjekW4O7uLpw7d04QBEE4evSoYG5uLhw5ckQYMmSI0KZNG43pVqTB9zqxsbHC3LlzBX19fUFHR0fo2rWrcOLEiTLX6devn9CuXTshKipKMDY2Vn62jxw5Ivj7+5e5XlH09fWFp0+fKvsxefJkQRAU97eRkZFGtceMGSPUrl1bOHPmjGBkZKQc9969e8v9Wov8O0QDW0TkPUculwtyubzc9OrWrVuswXngwAEhICBAY7rdu3cXtm7dqrH2S8LBwUG4e/duuesKgsLQLfAklyctWrQQ+vfvL2zatEnQ0dER7t+/LwiCIAQFBQmurq4a0+3cubPQrl07Yc6cOYKOjo7w7NkzQRAURpe3t7fGdAsoaniNGTNGGDZsmCAIgnD37l3B3Ny8XHTL2+ArysWLF4URI0YIZmZmgouLizBz5kxh6NChgqGhoTBhwoQy1Sr6UFHUwH706JHGx+zt7S1s3bpVSE9PF2xsbJQPEGFhYYKVlZVGtV1cXISQkBBBEFTHff/+fcHExESj2iJli5hFRETkPWXTpk1Uq1YNAwMDDAwMqF69Or///rvGdW/cuIG7u7taubu7O7dv3y5TrX379ilfnTp1YtKkSXzzzTfs3LlT5di+ffvKVLcoEyZM4Oeff0aogOUsH374IUFBQeWuu2TJEkJDQxk1ahTTpk3Dy8sLgB07dtCoUSON6S5btgxtbW127NjBihUrqFSpEgCHDh2iffv2GtMtwMLCgqioKECx4LJ169YACIKATCbTmK6zszMhISFkZGRw+PBh2rZtC0BSUhL6+voa0wWIjY1l4cKFVK1alaZNmxIXF8eWLVuIjIxk9uzZrF69mr1797Jy5coy1c3IyMDQ0FCtPD4+Hj09vTLVep1x48bRt29fnJyccHBwIDAwEIDTp08rF/Zqiri4OGxtbdXKMzIyNB57LlK2iIscRUTeQxYtWsSMGTMYNWoUjRs3RhAEzp07x6+//sq3337Ll19+qTHtgIAA/Pz8WLt2rfLHPycnh8GDBxMREUFoaGiZaUmlb+cjkEgkZWoA9ejRQ+X9yZMnsbS0pEqVKujo6Kgc27VrV5npvk5mZia9evXCxsaGatWqqWmX9WLWN5GdnY2WlpZaP94XRo0axf79+/H29ubatWtERkZibGzM1q1bWbBgQZne20VZvnw5Y8eOxdjYGFdXV0JDQ5FKpSxdupRdu3Zx6tQpjegC6Orq4unpyeDBgxk4cCA2NjZqdVJTU+natWuZ9qNTp04EBAQwd+5cTExMuH79Oq6urnz88cfI5XJ27NhRZlrFceXKFaKiomjTpg3GxsYAHDhwAHNzcxo3bqwx3ebNm/Phhx8yevRo5bjd3d0ZNWoUDx484PDhwxrTFilbRANbROQ9xN3dndmzZ6ulptu4cSPffPMNjx8/1pj2pUuX6Ny5M3K5nBo1agAQHh6ORCJh//791KtXT2Pa5cWgQYPeuq4mM1v89ttvjBgxAgMDA6ysrNQypzx69Ehj2uVFamrqW9c1NTXVYE8gLy+Pn3/+maioKAYOHEitWrUAhUff2NiYzz77TGPaFWXwnTlzhqZNm2qs/ZK4ffs2gYGB1K5dm5MnT9KlSxdu3bpFYmIi586dw9PTU+N9qIhMHufPn6d9+/b07duXDRs2MHz4cG7dukVISAjBwcHUrl27XPoh8u8RDWwRkfcQfX19bt68qZy6L+D+/ftUq1aN7OxsjepnZmbyxx9/cOfOHQRBwN/fnz59+mBkZKRR3depiBRq5Ym9vT1jxozh66+/fmtv/j/FwsLiraeoyzIlolQqfWtdTYZp/H+lZcuW7Nq1S+1zlJqaSrdu3TSahjImJoYVK1Zw9epV5HI5AQEBjBw5EgcHB41pguL7a/To0WzcuBGAe/fu4eHhwZgxY3B0dOTrr7/WqP6NGzf46aefVMY9efJkjYeniJQtooEtIvIeUrVqVfr06cPUqVNVyr/99lu2bt3KjRs3KqhnmmPBggW4ubnRu3dvAHr16sXOnTtxcHDg4MGDSm96WZOVlYUgCMp40SdPnrB79278/f2VsbKawtLSksuXL5eLN6/A2HgbBgwYUGa6wcHByv9HRkby9ddfM3DgQBo2bAhASEgIGzduZN68eWWqW8C7xO9rKu94ReZa19LSIjo6Wi0uODY2lkqVKpGXl6cx7Ypi7NixnDt3jiVLltC+fXuuX7+Oh4cH+/btY9asWVy7dq2iuyjyP4BoYIuIvIfs3LmT3r1707p1axo3boxEIuHs2bOcOHGCbdu20b179zLV27dvHx06dEBHR+eNBommjBAPDw/++OMPGjVqxLFjx/joo4/YunUr27Zt4+nTpxw9elQjum3btqVHjx6MGDGC5ORkfH190dXVJT4+nkWLFvH5559rRBfgyy+/xMbGRu1B6n2lVatWfPbZZ3zyyScq5X/++SerV6/WyILPiorzL8qoUaPYsGEDnTp1wsHBQc2jv3jx4jLXLNg8qmbNmso1BgXIZDIOHz7MqlWriIyMLHNtUCwoLI1mzZppRBfA1dWVrVu30qBBA0xMTAgPD8fDw4MHDx4QEBDwTmFL/wS5XM6DBw+KfZjS5LhFyhbRwBYReU+5evUqixcvJiIiQhmmMWHCBGXcaFkilUqJiYnB1ta2VINEk0aIgYEB9+7dw9nZmbFjx5Kdnc2qVau4d+8e9evXJykpSSO61tbWBAcHU6VKFX777TeWLl3KtWvX2LlzJzNnziQiIkIjuqBYxLhp0yZq1KhB9erV1RYXLlq0SGPaMpmMPXv2EBERgUQiwd/fny5duqClpaUxTUNDQ8LDw/H29lYpv3fvHjVr1iQzM1Nj2hWJtbU1mzZtomPHjuWmWTQ0pzgzwcDAgKVLlzJ48GCN6b9O0QcLTYYDGRoacvPmTTw8PFQM7PDwcJo1a0ZKSorGtC9cuECfPn148uSJ2t9dk9+fImWPuP+miMh7Su3atfnjjz/KRauol+V1j0t5UZBCzdnZmcOHD/Ptt98Cmk+hlpmZiYmJCQBHjx6lR48eSKVSGjRowJMnTzSmC4pYzYIHpps3b6oc02RKrwcPHtCxY0eeP3+Or68vgiAoH24OHDigsZAVZ2dnVq5cycKFC1XKV61ahbOzs0Y0/wvo6uqqrafQNI8fP0YQBDw8PLh06ZJK9hBdXV1sbW01+jD1+gNxXl4e165dY8aMGXz33Xca0wWoW7cuBw4cYPTo0UDhZ2nNmjXK0CRNMWLECOrUqcOBAweKna0Q+d9BNLBFRN5T/r9NM/bo0YM+ffrg7e1NQkICHTp0ACAsLEyjxomXlxd79uyhe/fuHDlyRJkCMTY2VuNZLTSZnq00xowZg6enJxcuXFCGDiQkJPDpp58yZswYDhw4oBHdxYsX07NnT44cOUKDBg0Ahcfv4cOH7Ny5UyOarxMcHMxPP/2k9Nz7+fkxadIkjWbaKMi1vmzZsnIzuFxdXYGKe2A2MzNTK2vTpg16enp8+eWXXL16VWPa8+bNo3379ty+fZv8/Hx+/vlnlUwemuT+/fvs2LGj3B+oRMoeMUREROQ9pCKnGceMGYOXl5daDuZly5bx4MEDlixZohHdikqhtmPHDvr06YNMJqNVq1bKWO958+Zx+vRpDh06pBHdisTIyIgLFy6oZTUIDw+ncePGpKena0w7KiqKFStWqGSoGTFiRLl4sP/44w8GDRpEjx49lPnlz58/z+7du9mwYQN9+vTRiG737t05depUueVa/y+sqSiJiIgI6tatq9F7DCouk0fLli356quvymXjJBHNIhrYIiLvITVr1sTHx4fZs2cXO81YnHeorKhUqRL79u1Ty9caGhpKly5dePbsmca0QZE/9+nTp+Tm5qqUa9IQiImJITo6mho1aihjRy9duoSpqSmVK1fWmG6LFi1K9WhqKruEpaUl+/fvV9u18dy5c3Tu3LlM0/T9l/Dz82PYsGFqGzUtWrSINWvWaCze/k1518s61/p/YU1FwSLLAgRBIDo6mvnz55OXl8e5c+c0olvR7N69m+nTpzNp0qRiN4+qXr16BfVM5F0RDWwRkfcQIyMjwsPDK2SasaQc3A8ePKBq1aoay8H96NEjevTooUxBWPDVVmCAvo+Lg1439PLy8ggLC+PmzZsMGDCAn3/+WSO6/fv3JzQ0lLVr1yo3Drp48SJDhw6ldu3abNiwocy0rl+/TtWqVZFKpWpG1+to2vjQ09Pj1q1b5X5v/3+kYJHl6yZKgwYNWLdunUYfXKHiQuxKWtwpCIK4yPF/DDEGW0TkPaR+/fo8ePCgQgxsLy8vDh8+zKhRo1TKDx06hIeHh8Z0x44di5ubG8eOHVMuzEpISGDChAn89NNPGtMFuHz5Mtu3by/Wc67JrdJLSs/2zTffaHQK/ZdffmHAgAE0bNhQ6WHLz8+nS5cuZW7U16xZU+lNrVmzZrFGF5RPhgVnZ2dOnDih9rk6ceLEe73I8nXKYwOn13eblUql2NjYoK+vr1FdqNgQO03usitSvogGtojIe0JR797o0aOZMGECMTEx5T7NOH78eEaNGkVcXBwtW7YEFAbIwoULNRZ/DYoNR06ePImNjQ1SqRSpVEqTJk2YN28eY8aM0djmEFu2bKF///60bduWY8eO0bZtW+7fv09MTEyZ5xt/Wz799FPq1aunsQcLc3Nz9u7dy/3791VioTXxQPf48WNlBouKNj4mTJjAmDFjCAsLo1GjRsr88hs2bCjzB4uAgABOnDiBhYUFtWrVKjUUKDQ0tEy1i1JRGzi5urpy4sSJEjfXWbdunUZ0oWIzeRQsLhX530c0sEVE3hOK8+4VzVFbXtOMgwcPJicnh++++465c+cC4ObmxooVK+jfv7/GdGUyGcbGxoAib/CLFy/w9fXF1dWVu3fvakz3+++/Z/HixYwcORITExN+/vln3N3dGT58uMa3dC6JkJCQcvH0eXt7q+WkLmuKGhwVbXx8/vnn2Nvbs3DhQrZt2wYo4rK3bt1K165dy1Sra9eu6OnpAdCtW7cybftdWLVqlTLd57Fjxzh+/DiHDx9m27ZtTJo0SWMbOM2ePZs5c+ZQp06dcjdyyzuTx395UanIP0eMwRYReU94l5zL5WWoxMXFYWBgoDR8NUnTpk2ZMGEC3bp1o0+fPiQlJTF9+nRWr17N1atX1fJElxVGRkbcunULNzc3rK2tOXXqFNWqVSMiIoKWLVsSHR2tEV1QpCYsSsFCsCtXrjBjxgxmzZqlEd2K3Lr74cOHLFmyRCVN3tixY8tlu/j/j1TUBk4ODg788MMP9OvXTyPtl0Z5Z/L4LywqFSl7RA+2iMh7QkV794qj6OYUmmb69OlkZGQA8O233/LBBx/QtGlTrKys2Lp1q8Z0LS0tSUtLAxQZVG7evEm1atVITk7W+M6Cr2eDkUql+Pr6MmfOHNq2basx3bFjxyq37q5atWq5eRePHDlCly5dqFmzpkqavCpVqvD333/Tpk2bculHbm5usQ8WLi4u751uRW3glJubq5alprwo7xC7/8JGXSJlj+jBFhF5T6lIT9+OHTvYtm1bsYv+NBkv+jqJiYlYWFho1ADs06cPderUYfz48Xz33Xf8/PPPdO3alWPHjhEQEKDRRY4VRUVs3Q1Qq1Yt2rVrx/z581XKv/76a44eParxe+v+/fsMHjyY8+fPq5RrOvTq3r17DBkypNx1AUaNGsX+/fvx9vbm2rVrREZGYmxszNatW1mwYIHG/uaTJ0/G2NiYGTNmaKT90hAzeYiUBaIHW0TkPaQiPX2//PIL06ZNY8CAAezdu5dBgwbx8OFDLl++zMiRIzWmWxwFuwxqkmXLlinTs02ZMgUdHR3Onj1Ljx49KsQ4KA8qYutuUGwyUhD7XJTBgwdrdAFtAQMHDkRbW5v9+/eXa1zwoEGDKkQXFJlq3NzciIqK4ocfflCGe0VHR/PFF1+Uqdb48eOV/5fL5axevZrjx49TvXp1NS/yokWLylS7KOW9mPaXX35567qvb+Al8t9F9GCLiLyHVKSnr3LlysyaNYtPPvkEExMTwsPD8fDwYObMmSQmJrJs2TKNaf+XmT9/PiNGjPjX6c0sLS25d+8e1tbWb/TOa2rDl4ULF/Lo0aNy3bobFGnyFi1aRK9evVTKt23bxsSJE3n69KlG9Y2MjLh69arGczD/V3TLmxYtWrxVPYlEotE4//LG3d39repJJBIePXqk4d6IlBWiB1tE5D2kIj19T58+VcZOGhgYKOOT+/XrR4MGDf7fGtjff/89H3300b82sBcvXoyJiYny/+Vp4BZw9uxZTp06xaFDh8pl6+4Chg4dyrBhw3j06JFKmrwFCxYwYcIEjWgWxd/fn/j4eI3r/Fd0C7h37x5BQUHFxn/PnDmzzHROnTpVZm29KxWZyaOi00+KaAbRwBYReQ+xsbEhLCxMLYVaWFgYtra2GtW2t7cnISEBV1dXXF1duXDhAjVq1ODx48fFbhDy/4WyGvuAAQOU/x84cGCZtPmumJubV0iO7xkzZmBiYsLChQuZMmUKAI6OjnzzzTflMnW+YMECvvrqK77//vtiF7+Zmpq+V7oAa9as4fPPP8fa2hp7e3uVBzqJRFKmBnZF0q1bN2Umj9LSIpZnDPbru9GK/G8hhoiIiLyHzJkzh8WLF/P1118X6+mbPn26xrQ/++wznJ2dmTVrFitXrmT8+PE0btyYK1eu0KNHD9auXasx7f8yRcNlyorQ0FB0dG6HN6QAAEENSURBVHSoVq0aAHv37mX9+vX4+/vzzTffoKurW2Za/zUKZkYKvPnlQcHit9cNHk0vfqsoXVBkJ/riiy+YPHmyxjREVNm0aRM//vgj9+/fB8DHx4dJkyZVSMpCkX+OaGCLiLyHCILAkiVLWLhwIS9evAAUnr5JkyYxZswYjXpE5HI5crkcbW3FBNm2bds4e/YsXl5ejBgx4r02+kpDEwZ23bp1+frrr+nZsyePHj3C39+fHj16cPnyZTp16qTRcKD8/HyCgoJ4+PAhffr0wcTEhBcvXmBqalouec8rguDg4FKPN2/e/L3SBYV3PCwsrEzv2/86mZmZGBoaVoj2okWLmDFjBqNGjVIuUD937hy//vor3377LV9++WWF9Evk3RENbBGR95yK8PS9DV988QVz5szB2tq6ortSLmjCwDYzMyM0NBRPT08WLFjAyZMnOXLkCOfOnePjjz8mKiqqzLSK8uTJE9q3b8/Tp0/Jycnh3r17eHh4MG7cOLKzs1m5cqVGdF++fMnEiROVG9y8/vMlpk8re4YMGULdunUZMWJERXel3NDV1aVOnToEBgbSvHlzmjRpgpGRUblou7u7M3v2bLVdbzdu3Mg333wjxmv/DyHGYIuIvIc8fvyY/Px8vL29VQzr+/fvo6Ojg5ubW8V17hV//PEHEydO/H9jYGsCQRCUi86OHz/OBx98ACiybWhyUdzYsWOpU6cO4eHhWFlZKcu7d+/OZ599pjHdgQMH8vTpU2bMmFHu6eoKOHPmDKtWreLRo0ds376dSpUq8fvvv+Pu7k6TJk00qp2ZmVlsbvmy3vikKF5eXsyYMYMLFy4UG//9PqaNCw4OJjg4mKCgIGUazoCAAKXB3aFDB41pR0dHF7vBTqNGjTS6K6yIBhBERETeO5o1ayZs2LBBrfz3338XmjdvXv4dKgZjY2Ph4cOHFd2Nf8SXX34ppKenC4IgCMHBwUJeXt4bz+nQoYPw4sWLMu1HixYthP79+wubNm0SdHR0hPv37wuCIAhBQUGCq6trmWoVxcrKSrhz544gCKrX8fHjx4KBgYHGdI2NjYVr165prP03sWPHDsHAwED47LPPBD09PeW4f/31V6FDhw4a042NjRU6deokSKXSYl+axM3NrcSXu7u7RrX/C+Tn5wshISHCgAEDBG1tbY3/vatUqSJ89913auVz584VqlatqlFtkbJF9GCLiLyHXLt2jcaNG6uVN2jQgFGjRlVAj94vli5dyuTJkzEyMqJFixZER0e/MTvLwYMHy7wfS5YsoW/fvuzZs4dp06YpN3/ZsWOHRreZlsvlxYZjPHv2TKOhSM7OzhWaiebbb79l5cqV9O/fny1btijLGzVqxJw5czSmO27cOJKSkrhw4QItWrRg9+7dvHz5km+//ZaFCxdqTBf+/6aQu3PnDkFBQUpPdl5eHp07d9ZovDvA7Nmz6d27N6dPn6Zx48bKBeonTpwoNvWqyH8X0cAWEXkPkUgkytjroqSkpIhxqmWAm5sbv/zyC23btkUQBEJCQrCwsCi2brNmzTTWj+rVq3Pjxg218h9//BEtLS2N6bZp04YlS5awevVqQHG/paenM2vWLI1un75kyRK+/vprVq1aVSFhTnfv3i32epqampKcnKwx3ZMnT7J3717q1q2LVCrF1dWVNm3aYGpqyrx58+jUqZPGtAvIzc3l8ePHeHp6Khcwv6/Y29uTl5dHy5YtCQwMZOrUqcpMPZqmZ8+eXLp0iUWLFrFnzx4EQcDf359Lly5Rq1atcumDSNnwfn9KRET+n9K0aVPmzZvHX3/9pTS0ZDIZ8+bN03ic6P8HfvzxR0aMGMG8efOQSCQl5oQuj5y5ycnJ7Nixg4cPHzJp0iQsLS25ffs2dnZ2VKpUSSOaixcvpkWLFvj7+5OdnU2fPn24f/8+1tbW/PXXXxrRBOjduzeZmZl4enpiaGioFg+sqZ0rC3BwcODBgwdqxv3Zs2c1mmUjIyNDOUNiaWlJXFwcPj4+VKtWTaO7soIi7nv06NFs3LgRQLmgdcyYMTg6OvL1119rVL8isLe3JyIigqdPn/L06VOePXuGu7u7xrPj5OXlMWzYMGbMmMEff/yhUS0RzSMa2CIi7yE//PADzZo1w9fXl6ZNmwKKxVmpqanv1RbDFUW3bt3o1q0b6enpmJqacvfuXY1v4FMc169fp1WrVpibmxMZGcnQoUOxtLRk9+7dPHnyhE2bNmlE19HRkbCwMP766y9CQ0ORy+UMGTKEvn37YmBgoBFNQOO7kL6J4cOHM3bsWNatW4dEIuHFixeEhIQwceJEjW644uvry927d3Fzc6NmzZpKD/7KlStxcHDQmC7AlClTCA8PJygoiPbt2yvLW7duzaxZs95LAzssLIzk5GROnz5NcHAwM2bM4NatW1SvXp0WLVowf/58jejq6Oiwe/duZsyYoZH2RcqZCo4BFxER0RDPnz8XpkyZInTs2FHo2bOnMHv2bCEhIaGiu6VkxIgRQlxcXEV3418TFBT0VoscNUGrVq2ESZMmCYKgutjw3LlzGl3k+P+ZqVOnCgYGBoJEIhEkEomgr68vTJ8+XaOaf/zxh7B+/XpBEAQhNDRUsLGxEaRSqaCvry9s2bJFo9ouLi5CSEiIIAiq99j9+/cFExMTjWr/F0hISBB27twp9O/fv1wWOQ4cOFBYuHChRjVEygcxD7aIiEiZsn79eoyNjenVq5dK+fbt28nMzFTZ6vt9QSaTsWfPHiIiIpBIJPj5+dG1a1eNxkGDah7sonm2nzx5gq+vL9nZ2RrTvnfvHkFBQcTGxipTBRZQHttnZ2VlkZeXp1KmyS3Di5KZmcnt27eRy+X4+/uX+8Y6mZmZ3LlzBxcXF42nuTQ0NOTmzZt4eHio3GPh4eE0a9aMlJQUjepXBLt37yYoKIigoCBu3bqFlZUVTZs2JTAwkBYtWlClShWNaX/33Xf89NNPtGrVitq1a6vl334f0yK+r4gGtojIe8L169ffuq4m8+b6+vqycuVKWrRooVIeHBzMsGHDuHv3rsa0K4IHDx7QqVMnnj17hq+vL4IgcO/ePZydnTlw4ACenp4a07azs+Pw4cPUqlVLxfg5evQoQ4YM0dhGM2vWrOHzzz/H2toae3t7lXzUEolEY3HBGRkZTJ48mW3btpGQkKB2/H1dwBsUFERgYGCFaDdv3pwPP/yQ0aNHY2JiwvXr13F3d2fUqFE8ePCAw4cPV0i/NImtrS3NmjUjMDCQwMBAqlatWm7a7u7uJR6TSCQ8evSo3Poi8u8QDWwRkfcEqVSKRCJ5YxozTS+809fX586dO2oLwSIjI/Hz8yMrK0tj2hVBx44dEQSBzZs3Y2lpCUBCQgKffvopUqmUAwcOaEx72LBhxMXFsW3bNiwtLbl+/TpaWlp069aNZs2aaSxm2dXVlS+++ILJkydrpP2SGDlyJKdOnWLOnDn079+fX3/9lefPn7Nq1Srmz59P3759NaqfkZHB/PnzlTtJvu6515Txo6+vT6VKlRg0aBADBgzA2dlZIzrFcf78edq3b0/fvn3ZsGEDw4cP59atW4SEhBAcHEzt2rXLrS//NebPn8+IESMwNzfXSPsF3+UVsaGSyL9HNLBFRN4Tnjx58tZ1XV1dNdYPFxcXli1bRpcuXVTK9+7dy8iRI3n27JnGtCsCIyMj5S53RQkPD6dx48akp6drTDs1NZWOHTty69Yt0tLScHR0JCYmhoYNG3Lw4EGNbe9sampKWFiYRjNnFIeLiwubNm0iMDAQU1NTQkND8fLy4vfff+evv/7SSK7xonzyyScEBwfTr1+/YneSHDt2rEZ0ExMT+eOPP9iwYYNyYeuQIUPo1q0burq6GtEsyo0bN/jpp5+4evUqcrmcgIAAJk+eXG6p6/6raOpzsHbtWhYvXsz9+/cB8Pb2Zty4cRrdJVWk7BGziIiIvCcUZzTfvn1bbWtliUSiUQP7448/ZsyY/2vv3uNyvv//gT+uIhUd0EFZCtGWDiSHskzMmEMOzWkhHWzYKgn5bB/MuflajpvWJjKn+TCLzYgiippIOVQoFJJoYV18qK7fH9P10yq7fFzv6+26etxvt+/t217v9+d6Ps1mz+v1fr6fr2AYGBjIZwYnJSUhJCQEY8eOFSyuWJo0aVLnzPE///xT8OLH0NAQycnJSExMlE/zcHFxwbvvvito3FGjRiE+Ph5TpkwRNM7flZaWyh+hGxoaysfyvf3225g6darg8X/77Tf8+uuvdR7iJKQWLVogODgYwcHBOHv2LGJiYvDJJ59g6tSp8PHxQUBAAJydnQWL7+joKB/TR/+fEPuTc+fOxcqVKxEUFAQ3NzcAwMmTJxEaGopr165h8eLFSo9JwuAONpEGys/Px4gRI3Du3LkabSPVO25Ctog8efIEEyZMwH/+8x/5gRRVVVWYOHEioqKiVLLjpkoTJ07EmTNnsGHDBnTv3h0AkJaWhsmTJ6Nr167YtGmTuAkqyZo1a+Q/l5eXIzIyEoMHD4ajo2OtedRCvYjl5OSEtWvX4p133sF7770HJycnrFixAmvWrMHy5csFfzrStm1b7N+/H2+99Zagcf7JrVu3EB0djYiICDRq1AiPHz+Gm5sboqKilP4Cnra2dp0nld67dw9mZmYa2/euiOffe1AWExMTrF27FuPGjauxvn37dgQFBeHu3btKi0XCYoFNpIGGDh0KbW1tfPfdd2jXrh3S0tJQWlqKsLAwrFixQj4bW0iXLl1CZmYm9PT04OjoKOiuuZjKysrg6+uLffv2yQvNiooKeHl5YdOmTTAyMhI0fkJCQr09wTExMUqL86KXr54n5ItYK1euhLa2NoKDg3HkyBEMHjwYlZWVqKioQGRkpGAtGtW2bNmCuLg4xMbGQl9fX9BYf/f06VPExcUhJiYGhw4dgqurKwICAjBu3DiUlpYiPDwcZ8+excWLF5UaV0tLC7dv365VYN+6dQvt27fXuHcqXoYQBXbz5s3x+++/o0OHDjXWL126hO7duwt6YigpFwtsIg1kYmKCxMREODk5wcjICL///jvs7OyQmJiIsLAwZGRkiJ2ixrly5Qqys7PlRxvb2toKHnPBggVYuHAhXF1d6+wJ3rNnj+A5iKmgoADp6elo3769YC0SXbp0qfH39cqVK5DJZLCxsam1cy/U9JSgoCD5CZnjx49HYGBgrckWBQUFsLGxqfUl639V/cQiNDQUixYtqjGKsLKyEseOHcO1a9ca9J8lQhTYQUFBaNy4MSIjI2usz5w5E48ePcLXX3+ttFgkLPZgE2mgyspK+X8QTUxMcOvWLdjZ2cHa2lqQMXkzZszAokWL0LRpU8yYMeOF9/79PxyawtbW9oVFtRAvREVFRWHTpk2YMGGC0j7zZaly0sG1a9dqTKdp06YN2rRpI2jM4cOHC/r5irh48SLWrl0Lb2/velusLC0tceTIEaXFXLlyJYC/fn+joqJqzHTX0dGRnyRJyrdhwwbEx8ejZ8+eAIDU1FQUFhZi4sSJNf581dQ/SzUFC2wiDeTg4ICsrCy0a9cOPXr0wPLly6Gjo4Po6GhBJj9kZGTID/140Y5WQx43JcTDwidPnsDd3V3pn6sIMSYdtGvXDu7u7pgwYQJGjRolH4sopPnz5wse458kJCT84z2NGjXCO++8o7SYV69eBQB4enrip59+QvPmzZX22ZrCw8MDenp6Sv3M8+fPw8XFBQCQl5cHADA1NYWpqSnOnz8vv68h/1mqLtgiQqSBDh48iPLycowcORL5+fkYMmQIcnJy0LJlS/z444/o27ev2Ck2OEI8Tg4PD0ezZs0wd+5cpX2mIuqbdLBu3TqEhIQINungzJkz2L59O3bs2IGSkhIMGDAA48ePh5eXF5o0aSJIzLqkp6fXOLVT6FnQy5Ytg7m5Ofz9/Wusx8TEoKSkROXzyDXRgwcPFL5XVSeGknpjgU3UQJSWlqJ58+bc+RCJEAV2SEgINm/eDCcnJzg5OdXqCRbqEbLYkw5kMhmOHj2Kbdu2Yffu3aisrIS3t7dSX+qsy40bNzBu3DikpKTIDxcpKyuDu7s7tm/fLtgBMDY2Nti2bVutpxVpaWkYO3asfLdZCJWVldi0aVO9L9ImJiYKFluVqg/qUkRDnpxCimOLCFEDIeTj9JEjRyp8708//SRYHg1NVlYWOnfuDAA1Hh8Dwj5CrqyshKura631rl27oqKiQrC41SQSCTw9PeHp6YmpU6ciICAAsbGxghfY/v7+ePr0KbKzs2FnZwcAyM3Nhb+/PwICAhAfHy9I3Nu3b8PCwqLWuqmpKYqKigSJWS0kJASbNm3C4MGD4eDgoLFf0J/vX7927RrmzJmDSZMm1XhCExsbi2XLlomVIqkZFthE9MqEHkWnCYQoTJT5UtvLGD9+PNavX19rhzw6Olrw48oBoLCwENu3b8e2bdtw7tw5uLm5Yd26dYLHPX78OE6cOCEvrgHAzs4Oa9euFfTwGSsrK6SkpNQalZiSkgJLS0vB4gLAjh07sHPnTgwaNEjQOGJ7vn994cKFiIyMrPGExsvLC46OjoiOjoavr68YKZKaYYFNRK9s48aNYqfw2tO0bjwxJh1ER0dj69atSElJgZ2dHXx8fPDzzz/XmCwipDZt2shf5n1eRUUFWrduLVjcwMBATJ8+HU+fPpW/P5GQkIDZs2cjLCxMsLjAXxNDVDFy8nVy8uTJOiekuLq68rhyUhh7sImIXsHRo0fRp0+ff7wvOTkZ3bp1U+rLeCNGjKhzZ1wikUBXVxe2trb48MMPa+y4KoOnp6dC90kkEqX26FpZWWHs2LHw8fGRt8aoUlxcHJYuXYqvv/4aXbt2hUQiQXp6OoKCghAeHi7YSD+ZTIY5c+ZgzZo1ePLkCQBAV1cX4eHhmDdvniAxq3311VfIz8/HunXrNLY95O/s7OwwZMgQfPXVVzXWw8LC8Msvvwgy6pQ0DwtsIlK6Xbt2YefOnSgoKJAXBNWEOoxDLLq6umjdujX8/Pzg6+sr2ItudZk0aRJ+/vlnGBsbo2vXrpDJZMjIyEBZWRnee+89ZGZm4tq1a0hISBC0haE+N27cgKWlJbS0tJTyeTKZTNQir3nz5pBKpaioqECjRn89AK7+uWnTpjXuLS0tVXr8P//8E9nZ2dDT00OHDh1UMjllxIgROHLkCFq0aIFOnTrVepFWE9+p2L9/P7y9vdG+ffsaT2jy8vKwe/dujW+XIeVgiwgRKdWaNWvw+eefw9fXF3FxcfDz80NeXh5OnTqFTz75ROz0lO7WrVvYsmULNm3ahC+++AL9+vVDQEAAhg8fXu+hIMrSqlUrfPjhh1i3bp28iK2qqkJISAgMDAywY8cOTJkyBeHh4UhOThY0l7rY29sr9XCd6uJaKpXW+eXNyclJKXHqs2rVKkE//580a9ZMfmKnqsYSGhsbY8SIESqJ9boYNGgQLl26hPXr1yMnJwcymQzDhg3DlClTVPoFmtScjIhIiezs7GTbtm2TyWQyWbNmzWR5eXkymUwmmzt3ruyTTz4RMzXBZWRkyIKCgmQmJiayFi1ayIKCgmRnz54VLJ6JiYksNze31npubq6sZcuWMplMJsvKypIZGRkJlsOLPP/7rwx37tyRDRo0SKalpVXn/70uli1bJvvjjz+U9nmVlZWyBQsWyAwNDeW/ViMjI9nChQtllZWVSotDRMqjnOd2RETPFBQUyOf16unp4eHDhwCACRMmYPv27WKmJrjOnTtjzpw5+OSTT1BeXo6YmBh07doVHh4euHDhgtLjVVRUICcnp9Z6Tk6OfFavrq6uxvTOTp8+HWVlZUhNTYWenh4OHDiA2NhYdOjQAXv37hU7PbmlS5cqtUXk888/x7p16xAREYGMjAycOXMGS5cuxdq1a1V+yFBDcfz4cYwfPx7u7u64efMmAOCHH34Q5UkQqSe2iBCRUrVq1Qr37t2DtbU1rK2tkZqaCmdnZ1y9elXjJmlUe/r0KeLi4hATE4NDhw7B1dUV69atw7hx41BaWorw8HCMGjUKFy9eVGrcCRMmICAgAJ999hm6desGiUSC33//HUuXLsXEiRMBAElJSejUqZNS44olMTERcXFx6NatG7S0tGBtbY3+/fvD0NAQy5Ytw+DBg8VOEYDyJ8bExsbi+++/h5eXl3zN2dkZrVu3xrRp07BkyRKlxnNxcUFCQgKaN2+OLl26vPALmqa9UwEAu3fvxoQJE+Dj44MzZ87gv//9LwDg4cOHWLp0Kfbv3y9yhqQOWGATkVL17dsX+/btg4uLCwICAhAaGopdu3YhPT39pQ6kURdBQUHynfnx48dj+fLlcHBwkF9v2rQpIiIiBBklt3LlSpibm2P58uUoLi4GAJibmyM0NFR+fPZ7772HgQMHKj22GMrLy2FmZgbgr4OTSkpK0LFjRzg6OmpkoVettLQUb775Zq31N998U5CXKYcNGybv8RZqMsrrbPHixYiKisLEiROxY8cO+bq7uzsWLlwoYmakTjhFhIiUqqqqClVVVfIpC//5z39w/Phx2NraYurUqbWmEKi7fv36ITAwEN7e3vW+1FhRUYGUlJQah1ko24MHDwAAhoaGgsV4WYaGhkp9ybFbt25YvHgxBgwYgOHDh8t3rtesWYNdu3YhLy9PKXFelYGBATIzM5X26+7Rowd69OiBNWvW1FgPCgrCqVOnkJqaqpQ4r2L79u3w8vKqNU1FHenr6+PixYuwsbGp8XuZn58Pe3t7PH78WOwUSQ1wB5uIlEpLSwtPnjzBmTNncOfOHTRp0gTvvvsuAODAgQMYOnSoyBkq1/z58+Hu7i7/QlGtoqICJ06cQO/evdGoUSNBi2vg9Sqsqyl7/2b69Onyo8Hnz5+PAQMGYOvWrdDR0cGmTZuUGut1snz5cgwePBiHDx+Gm5sbJBIJTpw4gcLCwtemXeHjjz9Gjx49lPalQkwWFha4cuVKradOycnJGvHrI9XgDjYRKdWBAwcwYcIE3Lt3r9Y1iUQif/lOU2hra6OoqEjeulDt3r17MDMzE/zX+zrPHC8sLISlpSW0tbUF+XypVIqcnBy0adMGJiYmgsT4Xyh7Bxv4axzk119/LR8bZ29vj2nTpgl+VLqihPg1i2X58uWIjY1FTEwM+vfvj/379+P69esIDQ3FvHnz8Omnn4qdIqkB7mATkVJ9+umnGD16NObNmwdzc3Ox0xGcrJ7DT+7duyf443JVzhx/mf756sNHhJ4ZrK+vDxcXF0Fj/C88PDygp6en1M+0tLRU+suMVLfZs2fj/v378PT0xOPHj9G7d280adIEM2fOZHFNCuMONhEplaGhITIyMtC+fXuxUxFUdcEZFxeHgQMH1jj4o7KyEllZWbCzs8OBAwcEy+HNN9/E/PnzMW7cuBo7iPPmzUNpaSnWrVuntFh+fn4K37tx40alxZ0xY4bC90ZGRiotbrXq3nZFCNmmU1ZWht9//x137txBVVVVjWvVE2PEpEk72NWkUikuXryIqqoq2Nvbo1mzZmKnRGqEO9hEpFQffPABjh49qvEFtpGREYC/drANDAxq7Fjq6OigZ8+emDx5sqA5vGjmeM+ePZVaYCuzaH7ZuA4ODmjUqBEkEkm9fd1Czfo2NjZW+LOFagfat28ffHx8UF5eDgMDgxr5SCSS16LA1iT+/v5YvXo1DAwM4OrqKl8vLy9HUFAQYmJiRMyO1AV3sIlIqaRSKUaNGgVTU1M4OjrWmhoSHBwsUmbCWLBgAWbOnCnK9IR27dph165dcHFxQbdu3RAYGIiPP/4Y8fHxGDt2rCAj3FRNS0sLt2/fhpmZGdq1a4dTp06hZcuWKouflJQk//natWuYM2cOJk2aBDc3NwDAyZMnERsbi2XLlsHX11eQHDp27IhBgwZh6dKl0NfXFyTGq9KkHez63qu4e/cuWrVqhYqKCpEyI3XCHWwiUqpt27bh4MGD0NPTw9GjR2vttmlagT1//nzRYos5c1xVL1c2b94cV69ehZmZGa5du1arPUJoz09/WbhwISIjIzFu3Dj5mpeXFxwdHREdHS1YgX3z5k0EBwervLiurKxEcnIynJyc0Lx58xfea21trfYjOB88eACZTAaZTIaHDx9CV1dXfq2yshL79++vVXQT1Yc72ESkVK1atUJwcDDmzJkDLS0tsdMRxOty0p1YM8eff7nyu+++q/VypTJfxvvoo48QGxsLS0tLFBQU4I033qh3Kkl+fr7S4tZFX18fmZmZ6NChQ431S5cuoXPnzpBKpYLEHTlyJMaOHYvRo0cL8vkvoquri+zsbLRt21blsVVNS0vrhf8uSyQSLFiwAJ9//rkKsyJ1xR1sIlKqJ0+eYMyYMRpbXAOvz0l3Ys0c/+abbxAdHY1x48YhNjYWs2fPrvFypTJFR0dj5MiRuHLlCoKDgzF58mQYGBgoNYairKysEBUVha+++qrG+rfffqv0iSl79+6V/zx48GDMmjULFy9erLPt6vkj1JXN0dER+fn5DaLAPnLkCGQyGfr27Yvdu3ejRYsW8ms6OjqwtrZ+bcYi0uuPO9hEpFShoaEwNTXFZ599JnYqGk+smeP6+vrIzs6GtbU1zMzMcOjQITg7O+Py5cvo2bNnnfkog5+fH9asWSNagb1//354e3ujffv26NmzJwAgNTUVeXl52L17NwYNGqS0WIp+QRV6tnx8fDzCw8OxaNEidO3atda7Bq/jAUev6vr162jTpo1gL85Sw8ACm4iUKjg4GJs3b4azszOcnJxq7bYJMUrtdfDkyZM6R6i1adNGsJi2trYYMGCAymeON4SXK+tTWFiI9evX1zjwZcqUKYLP/BbL84X+8wVn9fx3TTs4CgCOHTv2wuu9e/dWUSakzlhgE5FSeXp61ntNIpEgMTFRhdkI79KlSwgICMCJEydqrKuiABFr5nhgYCCsrKwwf/58REVFYcaMGejVq5f85coNGzaoNB9Nt3nzZowZM6bGrHXgry91O3bsEHRM3/NTVOry/EugmqKupwfPf7nQxC8VpHwssImIXkGvXr3QqFEjzJkzBxYWFrUeKzs7OwsW29/fH7169UJAQIBgMery95crd+7cieTkZNja2mLKlCnQ0dFRaT5CysrKgoODA7S0tJCVlfXCe52cnATJob6xcffu3YOZmRkLPiW7f/9+jb9++vQpMjIyMHfuXCxZsgT9+vUTKTNSJyywiYheQdOmTXH69Gm8+eabKo8t1szxgoICWFlZ1foyIZPJUFhYKGhbjKo9P4e7espEXf/ZFPJphZaWFoqLi2FqalpjPTMzE56enoK35JSVlWHDhg3Izs6GRCKBvb09/P395YctNRTHjh1DaGgoTp8+LXYqpAY4RYSI6BXY29vj7t27osQWa+Z427Zt69xRLS0tRdu2bTVqR/Xq1avywvbq1asqjV09AlIikaBfv37yJwbAX20KV69excCBAwXNIT09HQMGDICenh66d+8OmUyGyMhILFmyBPHx8XBxcRE0/uvE1NQUubm5YqdBaoI72EREryAxMRH//ve/sXTp0jp3kYWcsiDWzPH6dlSvX78Oe3t7lJeXqywXTbZgwQL5/w8LC0OzZs3k13R0dGBjYwNvb29BW3I8PDxga2uL7777Tl7gV1RUIDAwEPn5+f/4QqA6+nsrkEwmQ1FRESIiIvD06VOkpKSIlBmpExbYRESvoLqwratdQuiXHFu0aIFTp06p7CXHGTNmAABWr16NyZMn1zhZsLKyEmlpadDW1tboAiQvLw+rVq2St0u89dZbCAkJEfT3IDY2FmPGjKlxsqCq6OnpISMjo1YL1MWLF+Hq6irY4Tpiqq8VqGfPnoiJiRGlHYzUD1tEiIhewZEjR0SL7evrix9//FFlM8czMjIA/PXl4dy5czV2TnV0dODs7IyZM2eqJBcxHDx4EF5eXujcuTN69eoFmUyGEydOoFOnTti3bx/69+8vSNzqI9jFGAVpaGiIgoKCWkVlYWGhaPPIhfb3ViAtLS2YmpqK8gWH1Bd3sImI1JRYM8f9/PywevVqjTxk5EW6dOmCAQMGICIiosb6nDlzEB8fjzNnzggS9/Lly/D39xdlFGRwcDD27NmDFStWwN3dHRKJBMnJyZg1axa8vb2xatUqwWITqTMW2EREL+l1GN0GvB4zx2/cuAGJRILWrVsLHktsurq6OHfuHDp06FBj/dKlS3BycsLjx48FiSvmKMgnT55g1qxZiIqKQkVFBQCgcePGmDp1KiIiImrN5lZXa9asUfheoV4eJs3CApuI6CW9DqPbxFRVVYXFixfjq6++wp9//gkAMDAwQFhYGD7//HOVvnCpSlZWVoiMjMSoUaNqrO/cuRMzZ85EQUGBIHHFHAVZTSqVIi8vDzKZDLa2tjX67zVB27ZtFbpPIpEgPz9f4GxIE7AHm4joJYk5uu118Pnnn2PDhg2IiIiQ9yKnpKTgiy++wOPHj7FkyRKxUxTE5MmT8dFHHyE/P79Gu8SXX36JsLAwweKKOQqymr6+PhwdHUXNQUgN8d9jEhZ3sImI6KVYWloiKioKXl5eNdbj4uIwbdo03Lx5U6TMhCWTybBq1Sp89dVXuHXrFoC//l7MmjULwcHBtVo3lEXVoyBHjhyp8L0//fSTUmMTaQoW2EREL2nv3r0K3/v3IlQT6OrqIisrCx07dqyxnpubi86dO+PRo0ciZaY6Dx8+BACVTNJQ9ShIPz8/he/duHGjUmOLZcaMGVi0aBGaNm0qH0dZH6FeHibNwhYRIqKXNHz4cIXu09QebGdnZ6xbt67Wi2Hr1q0T9IW714kqR9SpehSkphTNLyMjIwNPnz6V/1wfoZ5SkObhDjYREb2UpKQkDB48GG3atIGbmxskEglOnDiBwsJC7N+/Hx4eHmKnKIji4mLMnDkTCQkJuHPnTq0XWzXxy1S1kpIS5ObmQiKRoGPHjrVO8SSimlhgExHRSykoKECjRo3w9ddfIycnBzKZDPb29pg2bRoqKioEPfhETO+//z4KCgrw6aef1jkub9iwYYLGl0qlKCgowJMnT2qsCzkKsry8HEFBQdi8ebP8gBttbW1MnDgRa9eu1bhpIkTKwgKbiOgVlZeXIykpqc7iRxNn5mpra6OoqAhmZmY11u/duwczMzON3ck1MDDA8ePH0blzZ5XGLSkpgZ+fH3777bc6rwv59/vjjz/G4cOHsW7dOvTq1QsAkJycjODgYPTv3x/r168XLLYq8cVOUjb2YBMRvYKMjAwMGjQIUqkU5eXlaNGiBe7evQt9fX2YmZlpZIFd377Mn3/+qdHHSVtZWdX7axfS9OnT8ccffyA1NRWenp7Ys2cPiouL5bPIhbR7927s2rULffr0ka8NGjQIenp6GD16tMYU2EZGRvKfZTIZ9uzZAyMjI7i6ugIATp8+jbKyspcqxKlhY4FNRPQKQkNDMXToUKxfvx7GxsZITU1F48aNMX78eISEhIidnlJVT1eQSCSYN29ejfaAyspKpKWlqXx3V5VWrVqFOXPm4Ntvv4WNjY3K4iYmJiIuLg7dunWDlpYWrK2t0b9/fxgaGmLZsmUYPHiwYLGlUinMzc1rrZuZmUEqlQoWV9Wef7EzPDwco0ePRlRUFLS1tQH89c/3tGnTlD4SkTQXW0SIiF6BsbEx0tLSYGdnB2NjY5w8eRJvvfUW0tLS4Ovri5ycHLFTVJrqo9mTkpLg5uYGHR0d+TUdHR3Y2Nhg5syZtY4S1xTNmzeHVCpFRUUF9PX1a82jLi0tFSSuoaEhsrKyYGNjAxsbG2zduhW9evXC1atX0alTJ0EL3X79+qFly5bYvHmz/OnEo0eP4Ovri9LSUhw+fFiw2GIxNTVFcnIy7Ozsaqzn5ubC3d0d9+7dEykzUifcwSYiegWNGzeWv+xmbm6OgoICvPXWWzAyMhLs6GyxVI+L8/Pzw+rVqxvcbt6qVatEiWtnZ4fc3FzY2Nigc+fO8h30qKgoWFhYCBp71apVeP/99/HGG2/A2dkZEokEZ8+eRZMmTRAfHy9obLFUVFQgOzu7VoGdnZ0tf9GT6J+wwCYiegVdunRBeno6OnbsCE9PT8ybNw93797FDz/8oLFHSzfEOckA4OvrK0rc6dOno6ioCAAwf/58DBgwAFu3boWOjg42bdokaGxHR0dcvnwZW7ZskU+MGTt2LHx8fKCnpydobLH4+fnB398fV65cQc+ePQEAqampiIiIeKlDeKhhY4sIEdErSE9Px8OHD+Hp6YmSkhL4+voiOTkZtra2iImJ0eie5Ibs0aNH8oNJqqlqR18qlSInJwdt2rSBiYmJoLGWLVsGc3Nz+Pv711iPiYlBSUkJwsPDBY0vhqqqKqxYsQKrV6+Wf7GxsLBASEgIwsLC5H3ZRC/CApuIiEgB5eXlCA8Px86dO+vsw1XFeMLq/2Sr6kRBGxsbbNu2De7u7jXW09LSMHbsWFy9elUleYjlwYMHAOr+8pSSkgJXV1c0adJE1WmRGtASOwEiInV29epVXL58udb65cuXce3aNdUnRIKZPXs2EhMT8c0336BJkyb4/vvvsWDBAlhaWmLz5s2Cxt68eTMcHR2hp6cHPT09ODk54YcffhA0JgDcvn27zj5vU1NT+e6uJjM0NKz3ycT777+PmzdvqjgjUhcssImIXsGkSZNw4sSJWutpaWmYNGmS6hMiwezbtw/ffPMNPvjgAzRq1AgeHh7497//jaVLl2Lr1q2CxY2MjMTUqVMxaNAg7Ny5Ez/++CMGDhyIKVOmYOXKlYLFBf6a/Z2SklJrPSUlBZaWloLGft2xAYBehC85EhG9goyMDPkJd8/r2bMnPv30UxEyIqGUlpaibdu2AP7a2awey/f2229j6tSpgsVdu3Yt1q9fj4kTJ8rXhg0bhk6dOuGLL75AaGioYLEDAwMxffp0PH36FH379gUAJCQkYPbs2QgLCxMsLpG6Y4FNRPQKJBIJHj58WGv9/v37GntkeEPVrl07XLt2DdbW1rC3t8fOnTvRvXt37Nu3D8bGxoLFLSoqqtUDDQDu7u6Ct2nMnj0bpaWlmDZtGp48eQIA0NXVRXh4OP71r38JGptInbFFhIjoFXh4eGDZsmU1iunKykosW7YMb7/9toiZkbL5+fkhMzMTAPCvf/1L3osdGhqKWbNmCRbX1tYWO3furLX+448/Cn6oj0QiwZdffomSkhKkpqYiMzMTpaWlmDdvnqBxidQdp4gQEb2Cixcvonfv3jA2NoaHhwcA4Pjx43jw4AESExPh4OAgcoYklIKCAqSnp6N9+/ZwdnYWLM7u3bsxZswYvPvuu+jVqxckEgmSk5ORkJCAnTt3YsSIEYLFpvoZGhri7NmzaNeundip0GuIBTYR0Su6desW1q1bh8zMTPmEh08//RQtWrQQOzVSomvXrsHGxkaU2GfOnEFkZCSys7Mhk8lgb2+PsLAwdOnSRZR8NM3evXvx/vvvo3Hjxgr/bwwMDJCZmckCm+rEApuIiEgBWlpacHd3x4QJEzBq1CiVfIF6+vQpPvroI8ydO5eFnIC0tbVx+/ZtmJqaQltbG0VFRTAzMxM7LVJjLLCJiF5SVlaWwvc6OTkJmAmp0pkzZ7B9+3bs2LEDJSUlGDBgAMaPHw8vLy9BDxsxNjbGmTNnWGALqFWrVvjuu+8wdOhQaGlpobi4GKampmKnRWqMBTYR0UvS0tKCRCL5xzm4EomEk0Q0kEwmw9GjR7Ft2zbs3r0blZWV8Pb2RkxMjCDx/Pz84OjoiBkzZgjy+QR88cUXWLhwoUInZPLfaVIEC2wiopd0/fp1he+1trYWMBMS25kzZxAQEICsrCzBCq8lS5ZgxYoV6NevH7p27YqmTZvWuB4cHCxI3IYmJycHV65cgZeXFzZu3Fjv6MVhw4apNjFSSyywiYiU4OLFiygoKJDPCgb+2sEeOnSoiFmREAoLC7F9+3Zs27YN586dg5ubG3x8fAQ7bKb6cJu6SCQS5OfnCxK3oVqwYAFmzZoFfX19sVMhNcYCm4joFeTn52PEiBE4d+5cjbaR6kfNfJysOaKjo7F161akpKTAzs4OPj4++PDDD1U6WeTv/3yRcEpKSpCbmwuJRIKOHTuyJ5teCg+aISJ6BSEhIWjbti2Ki4uhr6+P8+fP49ixY3B1dcXRo0fFTo+UaNGiRejevTvS09Nx4cIFfPbZZyorrjds2AAHBwfo6upCV1cXDg4O+P7771USu6GRSqXw9/eHpaUlevfuDQ8PD1haWiIgIABSqVTs9EhN8Kh0IqJXcPLkSSQmJsLU1BRaWlrQ1tbG22+/jWXLliE4OBgZGRlip0hKUlBQIMrO8dy5c7Fy5UoEBQXBzc0NwF//3IWGhuLatWtYvHixynPSZKGhoUhKSsLevXvRq1cvAEBycjKCg4MRFhaG9evXi5whqQO2iBARvYLmzZvj9OnTaNeuHdq3b4/vv/8enp6eyMvLg6OjI3e8NJBUKq3Vbw8IN5LRxMQEa9euxbhx42qsb9++HUFBQbh7964gcRsqExMT7Nq1C3369KmxfuTIEYwePRolJSXiJEZqhTvYRESvwMHBAVlZWWjXrh169OiB5cuXQ0dHB9HR0ZxbrGFKSkowadIkHDhwoM7rQvXbV1ZWwtXVtdZ6165dUVFRIUjMhkwqlcLc3LzWupmZGb8wk8LYg01E9Ar+/e9/o6qqCgCwePFiXL9+HR4eHti/fz/WrFkjcnakTNOnT0dZWRlSU1Ohp6eHAwcOIDY2Fh06dMDevXsFizt+/Pg62xKio6Ph4+MjWNyGys3NDfPnz8fjx4/la48ePcKCBQvkLTpE/4QtIkRESlZaWormzZtz0oOGsbCwQFxcHLp37w5DQ0Okp6ejY8eO2Lt3L5YvX47k5GRB4gYFBWHz5s2wsrJCz549AQCpqakoLCzExIkT0bhxY/m9kZGRguTQkJw/fx4DBw7E48eP4ezsDIlEgrNnz0JXVxcHDx5Ep06dxE6R1AALbCIiIgUYGhoiKysLNjY2sLGxwdatW9GrVy9cvXoVnTp1Eqx9wNPTU6H7JBIJEhMTBcmhoXn06BG2bNmCnJwcyGQy2Nvbw8fHB3p6emKnRmqCPdhEREQKsLOzQ25uLmxsbNC5c2d8++23sLGxQVRUFCwsLASLe+TIEcE+m+qmp6eHyZMnv/CewYMH4/vvvxf0957UFwtsIiIiBUyfPh1FRUUAgPnz52PAgAHYunUrdHR0sGnTJnGTI5U7duwYHj16JHYa9JpiiwgREdH/QCqVIicnB23atIGJiYnY6ZCKGRgYIDMzk9OCqE7cwSYiIvof6Ovrw8XFRew0iOg1xAKbiIioHjNmzFD4Xk7wIKJqLLCJiIjqoehR9xzJSETPY4FNRERUj9WrV6NTp07Q1tYWOxUiUiM8yZGIiKgeXbp0QWlpKQCgXbt2uHfvnsgZ0evis88+Q4sWLcROg15TnCJCRERUj5YtW2L//v3o0aMHtLS0UFxcDFNTU7HTIhU5e/YsLl++DAsLC/Tq1YutQKQwtogQERHVw9vbG++88w4sLCwgkUjg6upab7tIfn6+irMjZfrwww/x7bffwsDAAH/++Se8vb1x6NAhNG7cGE+fPkXXrl1x6NAhGBsbi50qqQHuYBMREb3AgQMHcOXKFQQHB2PhwoUwMDCo876QkBAVZ0bKpK2tjaKiIpiZmWHWrFnYvXs3du3aBRcXF5w/fx6jR4/GwIEDOS2GFMICm4iISAF+fn5Ys2ZNvQU2qTctLS3cvn0bZmZmcHBwwLx58zB69Gj59f3792P69Om4dOmSiFmSumCLCBERkQI2btwodgoksOoe6+LiYjg4ONS41qlTJxQWFoqRFqkhFthEREQKKC8vR0REBBISEnDnzh1UVVXVuM4ebPU3d+5c6Ovry3ez7e3t5dfu3r2LZs2aiZgdqRMW2ERERAoIDAxEUlISJkyYIH/pkTRH7969kZubCwCwt7fH1atXa1zfv38/OnXqJEZqpIbYg01ERKQAY2Nj/Prrr+jVq5fYqZAI8vPzoaOjgzfeeEPsVEgNcAebiIhIAc2bN+fBIg1Yu3btxE6B1AhPciQiIlLAokWLMG/ePEilUrFTIREUFxdj4cKFYqdBaoItIkRERAro0qUL8vLyIJPJYGNjg8aNG9e4fubMGZEyI1XIzMyEi4sLKisrxU6F1ABbRIiIiBQwfPhwsVMgAWVlZb3wevULkESK4A42ERERNXhaWlqQSCSoqyyqXpdIJNzBJoVwB5uIiOglnD59GtnZ2ZBIJLC3t0eXLl3ETomUoGXLlvjyyy/Rr1+/Oq9fuHABQ4cOVXFWpK5YYBMRESngzp07GDt2LI4ePQpjY2PIZDLcv38fnp6e2LFjB0xNTcVOkV5B165dcevWLVhbW9d5vaysrM7dbaK6cIoIERGRAoKCgvDgwQNcuHABpaWl+OOPP3D+/Hk8ePAAwcHBYqdHr+jjjz+GjY1NvdfbtGmDjRs3qi4hUmvswSYiIlKAkZERDh8+jG7dutVY//333/Hee++hrKxMnMSI6LXDHWwiIiIFVFVV1RrNBwCNGzdGVVWVCBkR0euKBTYREZEC+vbti5CQENy6dUu+dvPmTYSGhtb7Yhypl+zsbGzcuBE5OTkAgJycHEydOhX+/v5ITEwUOTtSJ2wRISIiUkBhYSGGDRuG8+fPw8rKChKJBNevX4eTkxN+/vlnWFlZiZ0ivYIDBw5g2LBhaNasGaRSKfbs2YOJEyfC2dkZMpkMSUlJOHjwIPr27St2qqQGWGATERG9hMOHDyM7OxsymQz29vZ49913xU6JlMDd3R19+/bF4sWLsWPHDkybNg1Tp07FkiVLAACff/45Tp06hfj4eJEzJXXAApuIiEhBCQkJSEhIwJ07d2r1XcfExIiUFSmDkZERTp8+DVtbW1RVVaFJkyZIS0uDi4sLAOD8+fN49913cfv2bZEzJXXAOdhEREQKWLBgARYuXAhXV1dYWFhAIpGInRIJREtLC7q6ujA2NpavGRgY4P79++IlRWqFBTYREZECoqKisGnTJkyYMEHsVEgANjY2uHLlCmxtbQEAJ0+eRJs2beTXCwsLYWFhIVZ6pGZYYBMRESngyZMncHd3FzsNEsjUqVNRWVkp/2sHB4ca13/77Te+4EgKYw82ERGRAsLDw9GsWTPMnTtX7FSI6DXHHWwiIiIFPH78GNHR0Th8+DCcnJxqHToTGRkpUmZE9LrhDjYREZECPD09670mkUh4EIkaGzlypML3/vTTTwJmQpqCO9hEREQKOHLkiNgpkECMjIzkP8tkMuzZswdGRkZwdXUFAJw+fRplZWUvVYhTw8YdbCIiIqJnwsPDUVpaiqioKGhrawMAKisrMW3aNBgaGuL//u//RM6Q1AELbCIiIqJnTE1NkZycDDs7uxrrubm5cHd3x71790TKjNSJltgJEBEREb0uKioqkJ2dXWs9Ozu71umdRPVhDzYRERHRM35+fvD398eVK1fQs2dPAEBqaioiIiLg5+cncnakLtgiQkRERPRMVVUVVqxYgdWrV6OoqAgAYGFhgZCQEISFhcn7solehAU2ERERUR0ePHgAADA0NBQ5E1I3bBEhIiIi+puSkhLk5uZCIpHAzs4OJiYmYqdEaoQvORIRERE9U15eDn9/f1hYWKB3797w8PCAhYUFAgICIJVKxU6P1AQLbCIiIqJnZsyYgaSkJOzbtw9lZWUoKytDXFwckpKSEBYWJnZ6pCbYg01ERET0jImJCXbt2oU+ffrUWD9y5AhGjx6NkpIScRIjtcIdbCIiIqJnpFIpzM3Na62bmZmxRYQUxh1sIiIiomf69euHli1bYvPmzdDV1QUAPHr0CL6+vigtLcXhw4dFzpDUAQtsIiIiomfOnz+PgQMH4vHjx3B2doZEIsHZs2ehq6uLgwcPolOnTmKnSGqABTYRERHRcx49eoQtW7YgJycHMpkM9vb28PHxgZ6entipkZpggU1EREQN3meffYbhw4eje/fuYqdCGoAvORIREVGDV1RUhCFDhsDCwgIfffQRfv31V/z3v/8VOy1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agesexbmibps1s2s3s4s5s6progression
00.0380760.0506800.0616960.021872-0.044223-0.034821-0.043401-0.0025920.019907-0.017646151.0
1-0.001882-0.044642-0.051474-0.026328-0.008449-0.0191630.074412-0.039493-0.068332-0.09220475.0
20.0852990.0506800.044451-0.005670-0.045599-0.034194-0.032356-0.0025920.002861-0.025930141.0
3-0.089063-0.044642-0.011595-0.0366560.0121910.024991-0.0360380.0343090.022688-0.009362206.0
40.005383-0.044642-0.0363850.0218720.0039350.0155960.008142-0.002592-0.031988-0.046641135.0
....................................
4370.0417080.0506800.0196620.059744-0.005697-0.002566-0.028674-0.0025920.0311930.007207178.0
438-0.0055150.050680-0.015906-0.0676420.0493410.079165-0.0286740.034309-0.0181140.044485104.0
4390.0417080.050680-0.0159060.017293-0.037344-0.013840-0.024993-0.011080-0.0468830.015491132.0
440-0.045472-0.0446420.0390620.0012150.0163180.015283-0.0286740.0265600.044529-0.025930220.0
441-0.045472-0.044642-0.073030-0.0814130.0837400.0278090.173816-0.039493-0.0042220.00306457.0
\n", + "

442 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex bmi bp s1 s2 s3 \\\n", + "0 0.038076 0.050680 0.061696 0.021872 -0.044223 -0.034821 -0.043401 \n", + "1 -0.001882 -0.044642 -0.051474 -0.026328 -0.008449 -0.019163 0.074412 \n", + "2 0.085299 0.050680 0.044451 -0.005670 -0.045599 -0.034194 -0.032356 \n", + "3 -0.089063 -0.044642 -0.011595 -0.036656 0.012191 0.024991 -0.036038 \n", + "4 0.005383 -0.044642 -0.036385 0.021872 0.003935 0.015596 0.008142 \n", + ".. ... ... ... ... ... ... ... \n", + "437 0.041708 0.050680 0.019662 0.059744 -0.005697 -0.002566 -0.028674 \n", + "438 -0.005515 0.050680 -0.015906 -0.067642 0.049341 0.079165 -0.028674 \n", + "439 0.041708 0.050680 -0.015906 0.017293 -0.037344 -0.013840 -0.024993 \n", + "440 -0.045472 -0.044642 0.039062 0.001215 0.016318 0.015283 -0.028674 \n", + "441 -0.045472 -0.044642 -0.073030 -0.081413 0.083740 0.027809 0.173816 \n", + "\n", + " s4 s5 s6 progression \n", + "0 -0.002592 0.019907 -0.017646 151.0 \n", + "1 -0.039493 -0.068332 -0.092204 75.0 \n", + "2 -0.002592 0.002861 -0.025930 141.0 \n", + "3 0.034309 0.022688 -0.009362 206.0 \n", + "4 -0.002592 -0.031988 -0.046641 135.0 \n", + ".. ... ... ... ... \n", + "437 -0.002592 0.031193 0.007207 178.0 \n", + "438 0.034309 -0.018114 0.044485 104.0 \n", + "439 -0.011080 -0.046883 0.015491 132.0 \n", + "440 0.026560 0.044529 -0.025930 220.0 \n", + "441 -0.039493 -0.004222 0.003064 57.0 \n", + "\n", + "[442 rows x 11 columns]" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -384,9 +1172,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "linear_regression(data, \"age\", \"bp\") # try other columns" ]