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@kvedala
Created March 1, 2020 15:08
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Weight tracking.ipynb
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{
"cells": [
{
"metadata": {
"init_cell": true,
"trusted": true
},
"cell_type": "code",
"source": "%matplotlib inline\nimport numpy as np\nimport pandas as pd \nimport seaborn as sns\nfrom matplotlib import pyplot as plt",
"execution_count": 7,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Load data\nData was recorded one a period of 2 years for one person using the [Renpho smart weigh scale](https://www.amazon.com/RENPHO-Bluetooth-Body-Fat-Scale/dp/B01N1UX8RW). Since we are looking for trends in the data rather than the actual data values themselves, the study should be valid for comparative studives."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "data = pd.read_csv('RENPHO-data.csv')\n# , \n# dtype={\n# 'Time of Measurement': np.datetime64, \n# 'Weight':, 'BMI', 'Body Fat',\n# 'Fat-free Body Weight', 'Subcutaneous Fat', 'Visceral Fat',\n# 'Body Water', 'Skeletal Muscle', 'Muscle Mass', 'Bone Mass', 'Protein',\n# 'BMR', 'Metabolic Age'\n# }\ndata.loc[:,'Time of Measurement'] = pd.to_datetime(data['Time of Measurement'])\ndata.loc[:,'Weight (lb)'] = pd.to_numeric(data.loc[:,'Weight'].str.rstrip('lb'))\ndata.loc[:,'Fat-free Body Weight (lb)'] = pd.to_numeric(data.loc[:,'Fat-free Body Weight'].str.rstrip('lb'))\ndata.loc[:,'Body Fat (%)'] = pd.to_numeric(data.loc[:,'Body Fat'].str.rstrip('%'))\ndata.loc[:,'Subcutaneous Fat (kg)'] = pd.to_numeric(data.loc[:,'Subcutaneous Fat'].str.rstrip('%'))\ndata.loc[:,'Body Water (%)'] = pd.to_numeric(data.loc[:,'Body Water'].str.rstrip('%'))\ndata.loc[:,'Skeletal Muscle (%)'] = pd.to_numeric(data.loc[:,'Skeletal Muscle'].str.rstrip('%'))\ndata.loc[:,'Protein (%)'] = pd.to_numeric(data.loc[:,'Protein'].str.rstrip('%'))\ndata.loc[:,'Muscle Mass (lb)'] = pd.to_numeric(data.loc[:,'Muscle Mass'].str.rstrip('lb'))\ndata.loc[:,'Bone Mass (lb)'] = pd.to_numeric(data.loc[:,'Bone Mass'].str.rstrip('lb'))\ndata.loc[:,'BMR (kcal)'] = pd.to_numeric(data.loc[:,'BMR'].str.rstrip('kcal'))\ndata.loc[:,'BMR per lb (kcal/lb)'] = data['BMR (kcal)'] / data['Weight (lb)']\ndata.loc[:,'BMI2'] = data.apply(lambda row: 'Obese' if row.BMI > 30 else 'Overweight' if row.BMI > 25 else 'Normal' if row.BMI > 18.5 else 'Underweight', axis=1)\ndata.loc[:,'Fitness'] = data.apply(lambda row: 'Obese' if row['Body Fat (%)'] > 25 else 'Acceptable' if row['Body Fat (%)'] > 17 else 'Fitness' if row['Body Fat (%)'] > 13 else 'Athletict' if row['Body Fat (%)'] > 4 else 'Essential Fat' if row['Body Fat (%)'] > 2 else 'Uh oh!', axis=1)\ndata.head()\ndata.dtypes",
"execution_count": 3,
"outputs": [
{
"data": {
"text/plain": "Time of Measurement datetime64[ns]\nWeight object\nBMI float64\nBody Fat object\nFat-free Body Weight object\nSubcutaneous Fat object\nVisceral Fat float64\nBody Water object\nSkeletal Muscle object\nMuscle Mass object\nBone Mass object\nProtein object\nBMR object\nMetabolic Age float64\nWeight (lb) float64\nFat-free Body Weight (lb) float64\nBody Fat (%) float64\nSubcutaneous Fat (kg) float64\nBody Water (%) float64\nSkeletal Muscle (%) float64\nProtein (%) float64\nMuscle Mass (lb) float64\nBone Mass (lb) float64\nBMR (kcal) float64\nBMR per lb (kcal/lb) float64\nBMI2 object\nFitness object\ndtype: object"
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Format data"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "data2 = data.loc[:,['Time of Measurement', 'Body Water (%)','Weight (lb)', 'BMR per lb (kcal/lb)', 'Protein (%)', 'Body Fat (%)', 'BMI']].rolling(3, on='Time of Measurement').mean().dropna()\ndata2.loc[:,'BMI'] = data2.apply(lambda row: 'Obese' if row.BMI > 30 else 'Overweight' if row.BMI > 25 else 'Normal' if row.BMI > 18.5 else 'Underweight', axis=1)\ndata2.loc[:,'Fitness'] = data2.apply(lambda row: 'Obese' if row['Body Fat (%)'] > 25 else 'Acceptable' if row['Body Fat (%)'] > 17 else 'Fitness' if row['Body Fat (%)'] > 13 else 'Athletict' if row['Body Fat (%)'] > 4 else 'Essential Fat' if row['Body Fat (%)'] > 2 else 'Uh oh!', axis=1)\ndata2.head()",
"execution_count": 4,
"outputs": [
{
"data": {
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Time of Measurement</th>\n <th>Body Water (%)</th>\n <th>Weight (lb)</th>\n <th>BMR per lb (kcal/lb)</th>\n <th>Protein (%)</th>\n <th>Body Fat (%)</th>\n <th>BMI</th>\n <th>Fitness</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>2</th>\n <td>2019-09-23 07:47:10</td>\n <td>62.466667</td>\n <td>167.333333</td>\n <td>10.685510</td>\n <td>19.700000</td>\n <td>13.433333</td>\n <td>Normal</td>\n <td>Fitness</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2019-09-21 08:21:58</td>\n <td>62.400000</td>\n <td>168.333333</td>\n <td>10.659428</td>\n <td>19.700000</td>\n <td>13.566667</td>\n <td>Normal</td>\n <td>Fitness</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2019-09-17 11:53:29</td>\n <td>62.433333</td>\n <td>168.133333</td>\n <td>10.664221</td>\n <td>19.700000</td>\n <td>13.533333</td>\n <td>Normal</td>\n <td>Fitness</td>\n </tr>\n <tr>\n <th>5</th>\n <td>2019-09-16 09:47:07</td>\n <td>62.300000</td>\n <td>167.800000</td>\n <td>10.651596</td>\n <td>19.633333</td>\n <td>13.700000</td>\n <td>Overweight</td>\n <td>Fitness</td>\n </tr>\n <tr>\n <th>6</th>\n <td>2019-09-06 09:11:28</td>\n <td>62.400000</td>\n <td>167.733333</td>\n <td>10.669669</td>\n <td>19.666667</td>\n <td>13.533333</td>\n <td>Normal</td>\n <td>Fitness</td>\n </tr>\n </tbody>\n</table>\n</div>",
"text/plain": " Time of Measurement Body Water (%) Weight (lb) BMR per lb (kcal/lb) \\\n2 2019-09-23 07:47:10 62.466667 167.333333 10.685510 \n3 2019-09-21 08:21:58 62.400000 168.333333 10.659428 \n4 2019-09-17 11:53:29 62.433333 168.133333 10.664221 \n5 2019-09-16 09:47:07 62.300000 167.800000 10.651596 \n6 2019-09-06 09:11:28 62.400000 167.733333 10.669669 \n\n Protein (%) Body Fat (%) BMI Fitness \n2 19.700000 13.433333 Normal Fitness \n3 19.700000 13.566667 Normal Fitness \n4 19.700000 13.533333 Normal Fitness \n5 19.633333 13.700000 Overweight Fitness \n6 19.666667 13.533333 Normal Fitness "
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Plot summary results"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "ax = sns.pairplot(data2, aspect=1.2, hue='BMI', diag_kind='hist', dropna=True)\n# ax.fig.savefig('Water, weight and BMR correlation 1.png', bbox_inches='tight')",
"execution_count": 5,
"outputs": [
{
"data": {
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\n",
"text/plain": "<Figure size 1173.62x900 with 30 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "ax = sns.pairplot(data2, kind='reg', aspect=1.2, diag_kind='hist', dropna=True)\n# ax.fig.savefig('Water, weight and BMR correlation.png', bbox_inches='tight')",
"execution_count": 6,
"outputs": [
{
"data": {
"image/png": 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MV3QGaa3v01pforW+pK6ubnRGLsQ0M5HzyDINKsMB5lRFWFgb5fqL53LHO5ezfG7Vab9AudrfA9/al2Z+TXRUxivEUOScJEZLMuMStswRB0BylGJKt7yVuSRO1+AAyODby4ImngbP88i4Hk72zbqh4Gcff3PJ2h5TrebHaM+ltVct5bYrFo/CyISYOGOZCXIYOKy1/l326wfJBkEK/Ah4BPj7Io9dUPD1fOCE4qlCiDNLrrDqe1fO590XzeNXO1r46iO7MA0/q6Otf/COupPTWuNond//LkVThRCT2ZO7Wln3xD52t/bnu76MRHXEojISlLa3Yto41fP6zasauDu7taPwSuvHVjeyuL4iX/NjsDO15sdIjDQjZNXXN8uaS0wqY5YJorVuAZqVUudkb7oS2KmUWlJwt+uB3UUe/iywRCnVkC2oeiPw8FiNVQgx+RiG4roL5vC195zP3KoIAdNgSV0Zs8oCmEbxdLFSz7OkrjzfNeaOh3fQ1p8aUCRty+62Mf1dhBBiOB5/9Rif/Z+XePlI7ykFQCpCBufOqZIAiJg2Tue8fsW5sygPW/kASMBUfObKxfzNdecC/laX9140J5/5YRqK914054yt+TFSw80IGVyYVtZcYjIY6+4wnwJ+mA1kNAEfBjZkAyMe8BrZzjBKqbn4rXDfrrV2lFKfBH6F3yL3P7TWO8Z4rEKISWjNsvoBi3mtNSnbI5Z26Elk+M/fHOKB517HLfJ+IWgqqsIB/uYPl7FldxtrH3iBeMYhbPkFUyvCARIZ54SiqYVXlSpCFlprYhlXrmIMQ+7/bm9rH7arCVoGS+or5P9NTGq543ZfWz8ZxyNgKpbOqhyT47bUHHnHBbP5x1/tyXeeAD8tX2koVS66ImTyrZtWytwS09a9W5uIpWx6kjae9udMdSTAvVubuLyhhqcPdp/wmMsbanjk5aP8zYMvE8+4KAVVkQDnzq7kwgU1A+7bMLOcsqCZb6HbMLN8vH61KWHtVUs52BErmjGTY7uafa39ZFyNBj70n88CUBm28i2JhRhvYxoE0Vq/CFwy6Ob3lbjvUeDtBV//Evjl2I1OCDEVKaWIBE0iQT+Q8eV3LedNjbV89Rc7aYsN3C6TcTWt/Wn+/v920JeyiaUcLBMcT3O0J8XcaigPWQOKpha21DMV7GuLATCvOiztdk8i93+Xcdz8G7lkxuVQZ0z+38SklTtubdelN2GDgqQNBztG/7gtNkfiKYdX7B6eaerMX5FW+C07TdPA8zSeq6mNBuhK2Ojs9+dVhfjqe1fInBLT2o6jvfSlHBT+vNAauhI2O4728vI//CE33fvbAYGQy86q5tLGGXzyRy/kOyfNrgxRWxYadgtdQN64FxjcJaeYdJFC930pR/4/xYQZ60wQIYQYU+GAyfUXzeP6i+aRsl36Uw47j/Xyq1db2LSrjbb+NM3dyfz9bRcsQwOalt4U4O8Fvvbup1BK0dQRx/E8tPY7zIC/sGruTmIaCtNQ3PXoLgC+9NDLHOlLozVEgyYfW904rU/kuXaenTEHA78dp6c1fUmH2VUW925tyt9v8N5tqdUixlKp46swQ0xrP93dMvzAQ3/q+HF7qsfi+k17+e7Wpnzrb4X/psvDf7OWE0sPzPUwFFimmX9MKKBYOruS+2+57JTGIcSZKp6dW4PfYuduv//WN+dvS6YdPvuTl1j3hP/GOxo0MZWmpS/N0d40hvKzE4Zqoet4Hhu2HZzW5/piCrvk3HTfM7T1p2jpTZGy3SFbe7ue5hub9vGtzfu55KxaOfeLcSNBECHEGSMcMAkHTFaX13HpWTO47aql/PZAB1/82SukHT+woQE7G92wPQ8DqIma7G+PA/4JefD5WuO/YQkqhedp9rbF+NgPniPlHL9nIuPyzSf8AmvTdXHU3J2gOhIg43qYyt9DrRRkXI9IwGRfW38+y6Zwf/ANh3t4cPuRE26XzBExGgqzu4odd4mMi2Uo0o5GuxqFxig4bk+1vfb6TXv55hP7KLwwqmHINwQ5rgbH9TCUwkMztyIsbb6FKKJU5sHg2490J/jo959n57E+AN5+wRye2tNCf/r4/TwNPUmHV4+c2EI3x1DHAyyiuNxaILeNaDhsT/P8a13c8XBSzv1iXEgQRAhxxincMvOei+Zx/++aOdaXwHY03Ql7QNs8D+hKuBjKX9wM9f7Edj0s0/Drkjgn3tPTsGHbQVbMr56WWQ0LaqK09acImgaOq1EqGzwyDZK2S8bxqIoookH/1BMNWiQyDhu2HaSuInTC7adzBV6InFyGUqnjLmT5x6uhNFr7V3oDhpE/bkfaXjuXdfJ0U+cpj1nhb9uLBg1mloexTEV9RfiUn0+I6WrL7jb+6Vd72NXSh6f9ufWZq5fyqSsWs/jvHgX8YH2O1pCw/fN7WdAkafvrgxxP+7eL0nJrgVwQqUSn4hNkXE1XPC3nfjEuxqw7jBBCTAZKKT6x5mwUBtGgSePMMuZVh7N77v2VTe7q7MmaMbgabMcbsGAarC/lTNsONLeubsR2NRVhCw+N43l4nqYyYmG7moCpiAQGLh4jAf9KUbHb5cq3GA3N3Ykhj7uZ5SE8NIZSaPw3OR7+cWy7x9trD0cu6+RgR+yUx2saCstUGAY0zCzDMtWIxyGE8OfjZ3/yIjuPHQ+AzCgPsmJeFUopdG5PWu6aRu7L7O03r2rAywZGPe1lP/u3i9Jya4GU4+Y76wxXLO3y0uGeMRqZEMdJEEQIccZbs6yeO68/j1mVEWJph4W1ZSytL2N+TYRFtVHMkbwSKj+zYSi5q85K+Z8DpsrXwziT5f6fG2aWUxW2iARMqqIBzppRzp3Xn8fSWZUk7YGpsUnbzV9tG3z7SK/AC1HMgprokMddZSTA3KoIIcvAUH4Qoips0TCzfMStZnNZJ/0FHV5GQgFhy2BGWZCyoEVv0qa+Iiwtb4U4Bbf/7BW64n4x4YCpOLuujKps5xjwC6ObRjYTRPufTcO/HY63gI0ETBzPD57edsXiabvldbhya4GyoIXrwQjjIPkaSkKMJdkOI4SYFga32i2sEzC3KsyRbr9IqlJD79n3NJSHTFJD5He29KZIOV7+alIkYNKbyJS8/5lk8P/zYHc8vINExiES8N+A2q7m5lUN2doMA2+XK99iNNy6uvGkx11F2MpnXJxqwGHL7ja2v96N7XqUKFNwUkpBRdgiaJnc9UfS+UWI09HS55/Xo0GThbVRAtntrLksw5tXNbBu835MI1uwOFsQvTDTY+1VSyXocQrWLKtn/Y0X57thdcYz2MMpiJS1ftNe+X8XY0oyQYQQ01LuSoW/z16xdFY5S2eVM7sqTH15YMjHXto4A3OIKxsp28X1dH5BlbRd+tPutNgSM5TC//PCK9xrr1pa9HZ5AyhGw3gcd7mgqucNLwBS7OUjEjCojQZOKQNFCFFcRdiicWYZgWwGZ2GWoWR6jK3B2aEjsW7zftZv2jtGIxMClNaneLliErrkkkv0c889N9HDEFPQWbc/ctrPceiud4zCSEZkhAmGwyPzyPfNx/ew/sn9ZLNkT/nKbk7QVFSETGzPryxfFjS5eVWDLLYmB5lL4pRs2d3GXY/uYk9bjJEspwKmGnDl+Qx64yVzSYy6zzywnYdfbsH1NKahuH7FbO6+cSUw9Prtz9+0kK37OvL1qHJZYFMkyHjGzaX1m/aybvP+fCH6dJEC84MZyt+eJOslcYpKziPZDiOEEEV8+ppzMAzFhm0HiaUdyoIGa86pxzIMntzTRt8I9/w7rqYz4WAqsExF0nZZt3k/MH1b6goxlW3Z3cbnHnyJnoQ9rACIwt/uUhY0UMqQYKgQw/CZB7bz0IvH8l+7ns5+vT0fCCnlq++9IN+t6XB3gvnTqFvbZJR7nduw7eCwW+d6GuJpR9ZLYtRJEEQIIUoYvBfY9TSxlENnPM11635NxvGGbKlbKFdBRAOG8gswOp7Hhm0HS57Uc4u36dZqV4jJYqg5eO/WJmJpB1MpnGG8EgRNA2XA+fNquP+Wy8Z66EKcER5+uaXk7XffePLHn6xOlRhfheuqFf/wq3x2zlBcDWjNus37WTG/Wv6eYlQMWRNEKTVfKfU5pdTPlVLPKqW2KqX+VSn1DqWU1BMRQkwrpqGoigZorCvnlrc2+JXkR5iwWritxlCUvBqSqzEwHVvtCjEZnGwONncnsB2/beZwuFpTHrKk4K8QI+CW2IvqepquWHqcRyNGU64F8XC5npZ1kBg1JTNBlFLfA+YBvwC+DrQBYWApcC3wd0qp27XWW8djoEIIMZn89R8uI2Aa/Nuvm+hPu/naIcPhaY3CP6FHA2bR+9z16C7a+lPYrs53mQmaBl9/bDdrltWfkVkiZ+LvJMbP6R4/gx/fk8hguy6dMSffYlcBax94gfU3XkxVOMARnRz2vF9cV8bt150rx7QQg6zftDe/RWIkW8Teec+2kt8zR9qXVYy73N/4G5v2Dfsxh7sTfOT7zxEJKAxlELQMltRXyHpBjNhQ22H+RWv9apHbXwV+ppQKAgvHZlhCCDH55dI6c1eMexNpelMn3+dqux4KPyvkhjfMp6U3RTRkUha0MA3Flt1t7GuPZQMlAx+3ty3G+k17eXD7EQKmGnCF+k6YsouAwpbFZ8rvJMbP6R4/xR5/sCOer+NReLWyP+XwyftfIJ4+vglmqCCooeDTVy6RvexCFFFYLNMyOKFeVsiCdIkSXEd7UiXn3pK66JiNWYyetVct5WBHbEDdl6F42a0xsbTGVB7JjOJQZ0zWC2LESm5pKRYAUUqdrZS6IPv9jNZ6/1gOTgghpoJcG7jlc6upCPn1PhQQtgzqywNURSwqCtrDedrf41oetgDFgfZ+OvrTvNYZ52hPkm8/uR9LKVzveDHF3OM8T/ONTft4vSvBwY44u1v6aelNYbsu925tmohff1Tcu7WJgKmIBi2U8j8HTDWlfycxfk73+Mk9PpZy2HmsjwPt8fw8dQbtdtFALBsAqa8IsaA6TNAyCBiKkDVwWRUNmBIAEWIIG7YdRGuN7WrSjs5nP27YdhCAlQtnECqeMEl9RYhIwDih/YMCjvbKVpmp4u4bV/Lei+YMyN4ZzlZjVwMK+pKOrBfEiA27MKpS6m+BCwBPKeVprT8wdsMSQoippVTxtUTGoTdpk8y4dMUzPLGrlY0729jfHqM/5fC93x7ie789xIr5VVyzfBarl9bxeneCGeXB44s4PeBTnt9eU6Ncj47+DLbbP7a/5Bhq7k5QHQkMuC0SMDncnZigEYmp5HSPn+buBBnbpS2WGfbPLA+ZbP38GsJBqTEvxKnqT51YVtjT/u0AlzfW8vtDXViGzreUBphVEeL/1q7i8v+3maDlb404/nhv2N1HxORw940rTyh0+4avPE5fyhmycKrjarT2ZL0gRmyomiCfAv5Va517FblQa/3+7PdeHo/BCSHEVBcNWkSDFhnHoyIc4E/euJA/vmQBB9pjPL6jlSd2t9EVz/Dy4V5ePtzL+s37iQZMLFMRMMAeRs1F19OYhiIz+JL1FLKgJkpbf4powRvKpO0yv0ZSmsXJne7xs6AmyjNNncOq7aMUzK0Ks7C2TAIgQpymUvMtd/vTTV3URCw6C1pRhy2Ds2aUUV8RpixokrRdCkuAeBrKgiXSR8SUsXRWJQc7YrT0lc7q0fgXg2S9IEZqqLN3N/CYUmq91vr/gMeVUk/hb6H51biMTgghzhBBy6CuIkRtWZBYyiFgGpxdV84tqxvZ/no3G3e28ut9HaQdLx/MUNltNYbKpn2W4GkwgWCR/NGpUmz01tWN3PHwDhIZh0jAzLfNk04aYjhGcvwUmxO3rm7k6abOk/4cA6grD2AahhybQgzT6ZyH9rf105108gGQWZUhZpYFOdqbBPwOI+s278fxPAxFPlvk5lUNY/XriHGSe10/GU/Doc44gWxNtcm4xhGTz1A1QX4AvAu4SCn1c+A54DrgnVrrz4/T+IQQ4oySa7O7oDbKrMowZSGLN55Vy9++/Vx++vHL+Zs/PIeLFlQDoLV/laMwAGJA0f3PNZEAZ9dXDLh9KrXZzdVVqa8I05u0qa8Ic+f158liRgzLcI+fUnMCKFpboJACasuDNNZVyrEpxDCd7A3LK2UAACAASURBVDxUGbaKntMqwxY/ea6ZjlgG19MYChbVRqmvCJNyvPxV/7VXLeW2KxYTCZg4nr8N7rYrFksdnjNA7nV9OJ1+ZlWEsKWFrhgBlWu9WPSbSp0H2EAf8BX89fgdWuuW8RneyFxyySX6ueeem+hhiCnorNsfOe3nOHTXO0ZhJCMyJv3fZB6Nv7Tj0pu0iafdfDvc1r4UT+xq41c7WmjuTpZ8rAHMKA9gmSa3XbGEtyyZSTRoUhayeM8922jqiJMZlEYSNBX3feASeRN3nMylaWLVXU9wuCc14DbLUCyuK+Oa5bP41pMHTkjPj1iKGeUhvvqeC2TOnJzMJTHATfc9w56WPnqSNp72MxurIwHOmV3J/bdcxvpNe/nmE/sGdGBSwMULqtje3Jv/OvdtQ/lbXb5108ozfT7KXMrKdRACPaBjXimmoSQQJnJKzqOhaoL8Z/b7EeCA1vqjSqmLgX9TSv1ea/2VUR+mEEJMQyHLpL7CxIl69Kcc+lMOsyrD/OmbFnLTpQvY09rPxp1+QCQxqNibZSoqw0E+sqqBSxtrsV2P3qTHxh2t7GmNFd1vnXE1a+/fzvozfxEpRN76TXtPCIAAOJ5md2uMs+srMA2FU/BuLBpQXLigdtJuIxNisttxtJe+lON3OsPPcOxK2Ow46gc4VsyvpixoEs+4+UCIocgHQObXRDhScCHA0xDPuLx8uEfm5DSRC2Zs2HbQ78xVolh8juvpAW2WhShmqJogF2utLwRQSr0AoLV+AXiXUurd4zE4IYSYTizToKYsSHU0QCLj0pfyu8osm13JstmVfOwPGvn9wS4e39nKM02d2K4m42oOdMS5e9M+rjrayzXLZ7FoRhkPPNs8ZIHHWMZvqbtmWf2UqRsixEgMPq5fOtwz5P0feeUYADPKg/z11Uv5o5XzCQekuKIQpyPXpWXw+Sh3+71bm6ivDBMNWqRsl9c6E2Syl/s/cNlC/veFI1imwjKO7+B3PI8N2w7KG9xpZO1VS/N/75vue4a2/hQH2uMl758LhKyYXy3rGVHUUEGQx7KFUIPAjwq/obX++ZiOSgghpjGlFGUhi7KQRdpx6Us6xNJ+MdW3LJ7JWxbPpC9ps2VvO4/vaGXnsT7aY2nu/30z9/++mXNmVeSLxpXiaXitM86mHS3c+cguAqYasF/7TpCFg5iycnUICo/rwVlUxbxrxRw+e/U5LJoRxRjGPnQhxNBcr3g4Pnd7rr11X8qmuSuRzwapiVh85T0X8KPfN2MNqmBoKKQF7jRWrCV6MW62RoisZ0QxJYMgWusvKKUqAU9rHRvHMQkhhMgKWSZ1FSa1ZUH6kjZ9KRvX01RGAlx/4Vyuv3Auh7sTbNzZysadbbT0pdjT2n/S51VAfUWYe548AGiCpklfyqYzliHluKx94AVuXtXAo6+20NThX21pmBHl9uvOHdfFhGSpTF8j/dtv2d3GXY/u4kBHHDtbBydkKuZUR6gIB/KdI0pZXFfOXe9bQVlI2t4KMVpMQxUNhOSKXc6vjvBiczcp5/h9yoIGy+ZUZf9tEks7gIvWftc0gHKZp9NWriX6yV7TAWIpO5/1un7TXjZsO0h/ysEwFGVBk/PmVsm6Ypoq2R1GKfXnQKxUAEQpdbZSatWYjUwIIUSeaShqyoIsrI0yozxEwDz+8j2/JsqH39LAD26+lG++/0LefsFsQoMvnQ0SDRjc+MYFHOtLErIM+lI2x3pS2K6HqaA/5XD3pn3sbe1Ha43Wmv3tcT734EvjVnl9KnW3EaNrpH/7Lbvb+NyDL7GvLZYPgACkXU1zV4K+ZIbqSOk3TeUhgy9et0wCIEKMskCJU1HAgLTtcqQnMSAAAhDPeMyuDAJw5bK6fNtbzfEWuFcuqxvjkYvJ6tbVjdiupmqI1/ScroTNS4d7WLdxD+s27/driuBnifSlHPa09Mm6YpoaapU8A3hBKfUfSqm/Ukr9iVLqg0qpO7PbZP4RaB3qyZVS1UqpB5VSu5VSu5RSlyul/in79ctKqYeUUtUlHntIKfWKUupFpdTUKmMshBBjRClFVcRvsVtfGSZUULPAUIoV86v53DXn8L+feDM3vXEB0SI1DUwFl589k/m1EeZURkjZHl3xDCj/+bX2L7Xl2vMaSmEohakUsbTDvVubxuV3vXdrEwFTEQ1aKOV/Dphq3H6+mDgj/dvfu7WJWNrB0yeWgnc1tPWnMQyDYjtc5lWHueemN3Dl8lmj/4sIMc0FreJ1dUxD8f77nqG5e2CxYkOBacATu9sBaOnLUBsN5OeuoaA2GqClLzOm4xaTV6517rLZVVSEzKItdBXHs4YSGZd7njyAKqhMo5R/n56kLeuKaWqo7TDrlFL3AFcAbwFWAElgF/ABrfXrw3j+dcBjWusblFJBIApsBL6otXaUUl8Hvgh8ocTj36a17hj+ryOEEJPXaG/tKA9ZlIf8YnJ9SZt45niL3VDA5KOrG/no6ka64hk2725j485W9rXFcDVs2t3Gpt1tLKqN0peySdkelgmeB3pQCbu042Eo/80kLjz/WhdbdreNefposX2/kYDJ4e7EmP5cMfFG8rffsruN7a93k3ZK905M2h5J23/TFLQMPnT5Iv788kXsbenn37cd4ks/f5UFW2W7lRCjLWCqAS1uc5K2x4vNfrFiU0HANFDZd62e9vI1P5q7E8ytjjCvJpp/rNZazgPT3Jpl9Se8Vr/hK4/Tl3IwUDieR0FSIPagfTM6GzD3tKwrpqsh84i01i5+0GLjSJ84W09kNfCh7HNlgAzweMHdngFuGOlzCyHEVFOsUONoFewKB0zCARPH9ehLOfQlbTx9/IRfWxbkhjfM54Y3zOdgR9yvH7Krlc5Yhte6jp/4HRcCJpQHLbqTTv72XEZInoK/fegVvnDtMq4+bxaRgJlfvI6m3L7faPD4qSppu8wvWAyLM9Nw//a5eZW7qneS7eFctKCKv77mHC6YV8WLr/dw5y+kKLAQY0kpVXReehrCAQM0uFoPOId42q8FAnIeEMO3dFYlBztidMYzA9csJWj8zCI5nqansdz82gi0A99TSl0IPA/cprUu7Gf0l8CPSzxeA48rpTRwr9b6vjEcqxCn7azbHzmtxx+66x2jNBIxEU6W5VGY3g8QDVokMk6+YNdosEyD2rIg1ZEA/Wk/GGK7A6+ON8ws45bVjXxkVQMvvN7Nxl1t/HpvOynHQwMZV5MpCIAMpoCZZSFMQ/G93xzigvlV2e0KZvbDKpqaeipuXd3IHQ/vIJFxiARMkraL7WpuXd04Ks8vJq/h/u1z82pWRXhAQG+wcMDgE2sW856L5jKrKkzIMk+Yk66naetLcesPnmflwhrJChFiFHTGSm9b+fEtl/HUnnbWbd6P43n5QpeehptXNQByHhDDlztWnEERkIChTsgEyfE09CVtvvyO5eMxRDGJDF057/RYwErgO1rri4E4cHvum0qpvwMc4IclHv8WrfVK4Drgr5RSq4vdSSl1i1LqOaXUc+3t7aP6CwgxXcg8Oj3DKeLY3J0gMqg+x1ilYBrG8bohsyrDhIvVBTEUl5xVyxevW8ZPP/5mbr/2HBbXlZ30uedUhSkPWYQDBi19fhterTXxtEN7f5rXOuMc7UnSmzgxADNSuX2/9RVhepM29RVh7rz+vEn9xlTm0ugY7t++uTtB2DKIBs0TaoHkBAzF9//yUm66dCELaqOEsjUKCudkf8rmaE8KT2s8raUI7yQgc+nMMNQF+QsX1LD2qqXcdsViIgETx/PPi7ddsZi1Vy0FpuZ5YLKZLnMpd6zkjjlD+a//ljn0291hJI2IM9CQmSBKKQO4QWv9P6fw3IeBw1rr32W/fpBsEEQp9RfAO4ErtdZFjz2t9dHs5zal1EPApcDWIve7D7gP4JJLLpHjWIhTIPPo9Awny2NwSm9/yqalN4UGbrrvmTG76lwWsigLWaQdl96kTTx9vG5ITiRocs15s7nmvNm09aX4zI9foj2Wxhl05cRQ4Hkaz9OkXY/ZlZGiPzNlu6Rsl864v8+7LGQRDZqELGPE22aK7fudzGQujZ6T/e211sypDNPanyJsmQQtRcY5XtHGNPxtLgtro3TFMty98YUBmVqFc7K9P+0X0dMqP5dHO1NLjIzMpelj7VVL80GPYqbaeWCymU5zac2yeirDFknbxTIGBj8MBWHLIOV4+da6hoKykJkvjDqaddvE5DZkaExr7QGfPJUn1lq3AM1KqXOyN10J7FRKXYtfCPV6rXXRS6BKqTKlVEXu38A1wKunMg4hhBhrw8nyyLV0S2Qc+pIZDncncTzN7MrQuFx1Dlkm9RVhFtREqI4GS25Zqa8Mc9uVS5hZHmRWRYjqiJW/wu5paOlPc6AjTkcszRsW1eCWSDHNsV2PnkSGoz1JXutM0NaXoj9ln/RxQgwlnnY43J3kfSvnk3E8WvpSpAsCINGAweyKEKGAwR8smcn/9+juEzK1Lm+szc/JtOMHBz00M8tDgBTLE+J0Pbmn9DmtVOtcIU7Xzasa8DQ4noenvfxWq7KgSdr1sAww80V44Uh3ip1He0bUll1MfcOpCbJRKfU5/Nod+XoeWuuuYTz2U8APs51hmoAPA88CoezzAjyjtf6YUmousEFr/XZgFvBQ9vsW8COt9WPD/7WEEGL8DFW4rbBWSHnQLyB6uDuJla1jUBkJ0J+yx60WQa5uSE3UrxtSbNvKpY21fJqlPPBsMy19SRbVllFXEeTZ13roTdpo/Mr+//6bg/z8pSNcde4srl4+i4aZQ2+n8bQmlnaIpR0gzQuvdXP/s80c602ysLZMrrpMc8PpnpSyXbriGVK23zmiImKhgb6UX8fGMhR15UE0MLc6wluXzGTDtoPEMw5hy6SuIoTW0Naf4ttbDtAwI4pSCtMwUIr8nAQplifEcA2eux9d1cDBrjh3Pbq75GMiwbEsSyims1xWkf/a71IWNLl5VQMr5lez9oEXSGRcwgF/G2VnPIPjaXpTLuD/O5Fx8wH1j3z/uQHbs8SZQ5XYjXL8DkodLHKz1lpPuopEl1xyiX7uuecmehhiCjrdoqaj4RQKo45+Ow5kHp2Kws4vhYXbblg5jwe3Hznh9njaZk5VBKVUvhZBrjHtwtootqvHdc9zMuNvlUlkShdEzelP2WzZ087jO1vZcbRvwPeW1JdzzXmzuGJZPTXR4JDP8/umLtZt3odlKMIBg7Tj4Xrw5Xecyx+eP3tMus0MQebSBCs1h3LzwHY9uuOZbADND1D8x7aD/Gz7kXyF//etnM+H33IWFeEA9ZUhnt7fyR0P7+BoTxJ/S7jCcT2UUtkCjJpFM8qGnKtSe2DEZC5NM4Pnbixt096fybe4LdW1KRIw2PWV68Z1rFOMzKUxMPh47U3aHOtNnbD9t5BpKAmETF0l59FJk9G01g1FPiZdAEQIISZKqcJtTzd15esL+B1ULAKmwnY1yeyV7FwtAoUiaBr5++T2p46HSNBkdlWYeTURysPWkAGIinCAd104l2/ddDH//ZFL+eDli5hTFQZgX1uMbz95gD/+7tP87UOvsGVPGxmneHHUB55txjL8RYhCEbZMDAXffaqJQ50JWnpT9KVsnNMsriqmhsK6OoVz5btPHaAzluZwdzIfAHnuUBcf+c/n+Gk2ANI4s4xv/+lKPr7mbOorw8yviQzo/hKyDNAKQyk8/C4wSilClpn/OU83dUnxRSFOQeHctV1NW0EA5LKG2pKPywynh6kQo2zwem1+TZR1778Ia4iudobys0rEmeWkuWhKqSjwWWCh1voWpdQS4Byt9S/GfHRCCDFFFCvc9qWfv0p1NrU+JxIwCVrGgFoEhlJoYGZ5OH+fiahF4NcNMXGiHr1Jm/6UgzdEtuC86ggfevNZ/MXli9hxtI9f7Whly9424mmXZ5q6eKapi7KQyZql9VyzfBbnz6vMB1iO9SWpDB8/BcUzTv7N7rXffArX03iefwVRA+Uhk798y1l89pplY/y/IMbD+k17+c5TB0jaA4NcpqEIWwYzy4NEgxavdcbpTdqA38bwO08d4Fc7WgEImIoPXLaIG9+4gHDAYmZFcMCWtObuBNWRADPLQxztTYIHucNZa6irGFj7Q4ovCjFyzd0JqsJWtk5PIh/cKAua/PCjl7Hk735JsdNIYSb6+k17T9i6IFfdxVgp9lp/x8Ov0h23KXbZxXY1tutw7d1beOwza8ZljGLsDWdD3veA54E3Z78+DPwEkCCIEEIMoVStkCX1Fdy6upF7tzZxuDs56WoRWKbBjPIQNdEgfSmbvqSD45XOyFBKcf68Ks6fV8WnrljMbw908vjOFp491E087fLIK8d45JVjzKkKc3W2fsicygid8TSRgEk849DWl8b1/C1BaefEFXM87XLPkweIp10+/rbFlAX9Nr3jvG1GjIL1m/Zy96Z9RVPkXU+Tsl2O9qSojlrMqy5Da81Te9v51ub9dCf8gMgF8yr566vPYeGMKGUhi5nloROK/ebmX25edcTSZC9QM7c6TEV4csw3Iaay+dURDnTE6Ixl8LSfe15bFmTprApMI5uBVSQKYmRfu9dv2su6zfsxFFiGPx/Xbd4PIIEQMW6WzqrkUGeMY73pkvfZ3RqXQMgZZDhBkLO11u9XSt0EoLVOKll1CiHESd26upE7Ht5BIuMMqDOQK/i4Zll9fn+qZSq01gPuM9EMQ1EdDVIVCRBLO/Qm7ZLbW3KClsGac+pYc04d3YkMm3e3sXFnK3tbYxzrTfH9Z17j+8+8xqLaKL1JG8/TdMbTaHTRKzA5Gv/q/b//5hAPPNsMWuNojeNqTEPROLOM2687V67kT0Jbdrfx9cd2s6elf8i/cY6rQSlNT9Lh5lWz+dL/7uDppk4AokGTj761kXddOAfTMJhRHqQyHCj6PIXzryJsYZmK3qSNws84mWzzTYipJplxqK8M8cxBv1eCaSjqK4IETDM/p0rVWsjdvmHbwWwAxN+hbyi/q8eGbQclCCLGTe58URO16E6Uro+2uzXOWbc/QmXYkoylKW44QZCMUipCtq6RUupsoHSYTAghBJDdewrZjI8E84t0vBjOfSaaUoqKcICKcICU7RdRjadPXkS1JhrkfSvn876V8znUGefxHa08sauN9lia17r87T79KQcNBM1S5fNOlLRdCtfV2tXsa4vx2f95kTvffT7XXTCnZAtgMb627G7j8w++REcsM8y/rs/KXkFev3nf8foCjbV8+sol1FeGCVoG9RX+51KKza0vv2M5MLnnmxBTQWcszR0/38EjrxwD/G1lVRGLs2aUj2hOxTMug6exocjPeyHGQ+H54tUjPfSnhz7++lOOZCxNccMJgvwD8BiwQCn1Q+At+K1uhRBCnERuIZhrH5greDo4EDJV3oSFAybhgInt+nVDYiepG5Jz1owyblndyEdWNfBScw8bd7Xy1N52UtmaECMpkjf4x2n8K5DdCZu1D7wAD7xAeUiu0kyk3B7/XOvakQhZCo0ikT02qiMBPnnFYt52Th1KKaoiAWrLgiW3Qg2n1e5UmW9CTAaFc2p+dYR3rpjDj59r5pUjfoewK8+tZ/37L6YsPPK2t2VBP0uyMG7taf92IcZT4VrsZF0jNf72zW9s2sfBjhh337hyHEYoRtNJX6201o8rpZ4HLsPf6neb1rpjzEcmhBBngMJ2bNWRAG39Ke54eAd3MrXfiAVMg5nlIWqjQfpT/laZoeqG5JiGYuWiGlYuqmHtlUv49b4Ofvr8Yfa1xYb1c03lb5copAHH1fktM0FT9pVPpMI9/qfCrwnj/5GvWT6Lj685m6pIAMswqKsIERnizdGZOt+EmCiFc6oq7Bcr/vuHd+Rfh29d3cgXrj0Hwzhpw8mibl7VwLrN+3E8L9u62v+4eVXDKP4WQozMslll7G6ND+u+D714DNgugZApZjjdYZ7QWl8JPFLkNiGEEEMobB8IEA1aJDIO925tOumbssFXtC9vrOXppq4hr3CPN8NQVEUDVEYs4hl/q0zaHl4acyRgcs3yWVyzfBYbd7TyX08foqUvRYkt5JjK/3leNuCRU7iRRgGG8gumyr7yiVG4x9/13JJ/z8EK/47V0QBfvG4ZbzzLb7FZrPhpbn7sa+sn43j59tPRoElVxO+0NJL5JoQ40b1bm+hLZuhNOgNedw0F//zHF/JHK+ef1vPnXp+lO4yYTB77zBquvXvLiAIh776oTc4zU0jJIIhSKgxEgZlKqRr89QlAJTB3HMYmhBBTXq5NZ6HhtMAdfEX7YEeM3x/qor4iyIyy0KS7wq2UojxkUR6yRlQ3JOfq82Zx9Xmz0Nqv77FxZyubd7flu4GAnwHiFdk2U/jm2Sp4kyz7yidG4R5/yzDIuMUzhBTw55cuIONpfvL84XxnifeunMdH3tJAJGhiKEVtkeKnuflhuy69CRsUJG0/Iyhpu4QsM98VZqJaTgtxJnjlSDex9IlzOGRy2gGQnLVXLZWgh5h0HvvMmnxmo9b6pAH9ybQmEyc3VCbIrcCn8QMez3M8CNIHfHuMxyWEEGeEUm1yT9aSc3AGSX/KwVDQl3SYWR6e1Fe4B9cN6U856GHUDQE/mLJ0VgVLZ1XwsT84m2cPdfH4jla27e/A8fSgjA9Ag2EqtKtR2UyRHNlXPjEK9/gbCgKGwh60egwHDNYsqeOJve0c7UkBsGhGlM9ds5Tz5lYBEAqY1FeECJgnptnn5kdnzMHIteH0NEr5P6cjlp40LaeFmKq01sSLBEAAMt7w9rtVhq2itYEqT6F+iBDjrTBTKVfIvZSAqSblmkwUV/IVSGu9DlinlPqU1vpb4zgmIYQ4YwzVJncogzNIMq6/X7rwqnruCvdwCkFOhFzdkJpokL6kTV/Kxh3u3gj8+iGXNc7gssYZxFIOT+1t5/GdrbxypNcvSpZ9qobaMmqjAZ59rRs3u69cayX7yifIzasa+OYT+9DaD4Ro/GDIX1y2iA+8+SxiKYfvbj3AL19pAfzsnT9700L+9E0L8wGPmmiQ6mhgQPHTwuO8vT/N7MoQGdfLb5FRyg+ioSHteNICV4hhKnYOecuSmbx0uKfkm77hBrZzNT9yQVGp+SGmmsJMpWVf+iUpp/ix/3pXgsPdSbbslm0xU8FwCqN+Syl1PrAcCBfc/v2xHJgQQpwJTrUF7uAMkqDpbysIFlwVT9r+/unJXgjSNBQ1Zf6b2v60Q2/Cxi6xRaKU8rDFO1bM4R0r5nCsN8nGna1s3NnGkZ4k+9v9oqoKvzCq7UF5yOCjb22UFOsJcPPqRnqTNg8820zSdokETP7kDfP5wJvP4tf7Olj/xD464xkAls+p4K+vOYeGmWWAHzirqwgRDgzM4Bm8PayjP82RnhSm8v/mKvs5bBl+fZq0vyVLWuAKMbRixYS/9PNXuX7FHO5/tvmE+xvKn29lweFlckjND3EmuXhhLS8f7iaeOXEN43kaw5BtMVPFcAqj/j2wBj8I8kvgOmAbIEEQIYQYhlNpgTs4g6QibNEey1AZsQZc4Q6axikXXh1vSikqwwEqwwESGb+jTPIUanbMqYrwwcvP4gOXLWLXsX5+tbOFLXva6U85+eyQ6y+aJ4vscZZ2XLriGZIZlz+7bBF/dtmi/Pe64hn+4eEdbN3nN5cLBwxuXtXAuy+al8/kKM8WPzWKtJUZvD1sdlWYw91JvyOQp/Gy22AqwgECpsn6G1dMuuNfiMlo8NwKWgZd8QzfeaoJjR+At10Py1SnnMkhNT/EmSK3NqtwXDrjGeyCOmVuNhBvGkzKNZgYaDhh3BuAC4EXtNYfVkrNAjaM7bDEdHKyXtzDceiud4zCSISYPAZnkDTMLOdPL/W7wxRmlHzp56+eUuHViRYNWkSDFmknV0TVHXZ6dY5SiuVzK1k+t5K/WrOYZ5o62bizld8d7OL6C6V+93hxXI/uhE1/yj7he1prHnu1he881UQsWyj3jWfV8JmrlzK70k8uNZRiRnmQikHFTwsN3h5WEQ4wr1rT0pemMmKRcTyCpqJhZrlkfggxArm5pbXGdj1a+9L0JP25vKg2ynf+fCWbdrZKJocQDFybOW4fnXEbBShD4XqaeNrlmJciZY8s21WMv+EEQZJaa08p5SilKoE2QDbXCiHEGCuWQbJ20H0WbB1e4dXJWjckZJnUV5g40eNFVL0RBkPAv3q5emkdq5fWETQN5lZHxmC0opDWmt6kTU/CLvo3O9KT5Bsb9/LC6z2AXwjxE29bzNXn1udrfYQCJnXlIYLW8W1exY7VYgWGLdNg5cIa7r/lsjH+TYWY+kqdAxbURGntS2Iog6O9SRLZ7LzKsMWDH7+cuoowy+dWSdBDiKzCtdlN9z1DW3+KSMCkI5ahpc8PgLT0pnjj1zayuK5i0qy3xEAnllw/0XNKqWrg3/C7xGwHfj+moxJCCDEst65uxHY1iYzfgSWRcU4oBJnb893WnxpQN2TL7rYJHPlAlmkwozzEwtooM8pCWMZwTk/F1ZQFi26pEKMnlnZo7krSFc+cEABxPc2Pn23m5v96Lh8Aeds5dXzvw2/kmuWz8gGQ6miQuVXhEwIgxY7VyxtrT3qcCyGKG+oc8MHLF9GfcjjUGc8HQMqCJv9yw4XUVYRP8sxCTG+5NVjSdplZHqQm6mcsaqC9P8P+tv5Jt94SvpOuMrXWn9Ba92itvwtcDfyF1vrDYz80IYQQJ7NmWT13Xn8e9RVhepM29RVh7rz+vAFXHQr3fCvlf861cptsDENRFQ2woDZCfWWYUEBa3E4mKdvlSE+Str4Ujndiuu+Bthh/9aPt3Lu1ibTjMbM8yNfecz5ffudyaqJBACzDz9SpLQsO6P4CpY/Vp5u6TnqcCyGKKzWv7nlyP30pm/60g5Pt3LVoRpRv3XQxV58/e4JHLcTkN3gN5nqauvIAoWxwvz2WoSeR4TtPHZjgkYrBSm6HUUr9HL8A6m+BZ7XWqdZ5lQAAIABJREFUGa31ofEamBBCiOE5WeHVwfUUYPLXDVFKUR6yKA9ZJDN+3ZBExpnoYU1btuvRHc/k63oMlnE8/vuZ13jg2eZ8G+TrL5zLR9/aQFno+FJjqOKnMPSxeioFhoUQJ84rrTWmgj0tfXzxZ6/gaZhRFuRf/uRC1pwjc0yIkSg8N636+maqIwHqKuBwd4K+lENfyuGF17tp709TVxGa4NGKnKFqgvwb8Gbga8AKpdRu4Df4QZHfaq1bx2F8QgghTlOxegrF6oZMVpGgSSRoknH8uiGxtDPiIqri1Hiepidp05u0S/6fv3y4h395fC/N3UkA5tdE+Nw1S1kxvzp/n+EUP4Wpf6wKMRkVzitPazKOx9GeFPHs9pdzZlXwrT+9mKWzKiZ4pEJMbYVzbWFtlLb+NG39aTKu5l3f2sZ9H3zDgHOjmDglt8NorX+htf5brfUaoA6/Hl8r8E/A0fEZnhBCiNM1nLohU0HQMqir8OuG1ESD+daqYmz0pWyauxP0JDJFAyDxtMM3N+3j0z9+iebuJKah+LM3LWTDBy8ZsMgLBUzm1UROGgCBM+dYFWIyyc2r/pSfUfdaZyIfALlyWT0/+uibJAAixCgoPIcBVIQtZpYHCVkGLX0p/vi7T/PQC4cneJQCTtIdRik1Ez8b5M3AZUAY2AQ8PfZDE0IIMRoGt9udP4m6w5yK/5+9O4+Psyz3P/65Z8lM9qVJum/pCi3QDQQKpSwKggKKKALKclhEwN0j/vS44HrOEY+IgGyCKCKyyK4s0lIoa1taaEvXdE3aJmm2SWafuX9/TBJLadK0nTX5vl+vvJpZnpkr07nneeZ67vu6nA5DeWEeZQVufKEobf4IkZja0SWLPxxld0e4z9f09Y27+c2L62nsCAGJM8nf+thkJlQXfeB+ZQWJQnF71/7ozUB7r4pkg3mTq/j6aZO4feFGNjR2ELdggCvn1fCNj07C6+5Ps0gR2Z997cP+66zDGVGez5X3L2HLbj9ff2gFq+raueHjU3E5D74IvByavmqCrAfagEeB54CfWms70hWYiIgkTzLrKWRLu11jDCVeNyVeN/5wlFZ/hGAklvY4BopwNE5zZ7jP2ist/jC/e2kDC9Y2AuBxObhs7jjOmzXqAzNzlmxu5pGlddS3BQ74PaLaHyLJE4rGaGgP8fbmFtY3dmAtOAxccvxYvnPGVM2oE0my3vZhT157Atf/9R0WrWvk7lc38frG3eTnOdnZHszosdRg1Vf66Q9AHXAecCVwmTFmjjFGpfpFRAapbG23W5DnYkRZPiPK8nHrzMoBicUtTR0htrf4e02AWGt5fvUuLrv37Z4EyKwxZdx9yRw+O2f0B75IvbutlVte2sDuzlBWvUdEBhtfMML2lgA/enIVf3lrK9aCy2EYWuLhxdUNvLKuMdMhigwapQVu7r30aK4+KbG8c9WOdpZva8Xrcmg/mQG9zgSx1v6i+3djzGQSS2KuBE40xjRaa09KQ3wi/TLuhmcyHYLIoLBnq0VIJB/84Sh3LKrNijMYXrXU7TdrLW2BCK3+CPE+Cs3ubAvy6xfWsWRLC5Do8HLNSTWcMX3YB5a5dBc/fWjJdvJcjqx9j4gMdNZadneG2dUW5Bf/WMOrG5oAyHc7GFWRj9elMSmSCU6H4bsfP4yX3m9gQ0MH0bhlY1Mno8sLcDuNxmQa7XcRoDGmBjgG+AiJuiBVQG2K4xIRkSyUi+125cM6QlFaOvuu+xGLWx5fXsc9r24iGEncb96kSq4/ZSJDij7Y5s/jdlJV5CHP5dB7RCSDorE4Db4Qm5s6+f4TK6lt7ASgNN/FiNL8nhoEGpMimROIxKipLGRri59IzLK12U9VUR4hLelNm75qgvydRNKjjUQh1MXALdba1f19cGNMGXA3MB2wwOXAp4FPAmFgI3CZtbZ1H9ueAdwMOIG7rbW/7O/ziohIaqiFaW4LRmLs7gzv90BrU1Mnv3p+Le/v8AEwpDCPr5w6iRMnVX7ovnsXP9V7RCQzAuEYDb4g72xt4YdPrqYtEMHpMAwv9eJ2mg8UYdSYFMmc7v3kxKoitjT78YdjNHaEKS9w4wtG+tVNTQ5NXwun7wWOsNZOtdZeZq29+0ASIF1uBv5prZ0KHAW8D7wATLfWHgmsA76790ZddUduBT4OHA583hhz+AE+t4iIJJlamOamcDTOrvYg9a2BPhMg4Wic+17bzNV/WtqTADnziGHce+nRH0qAJL5c5VNRmPeBZTF6j4ikX6s/zI62AE8ur+dbD79LWyBCidfFr88/ih998nBicTQmRbJE934yHIszfkgBJd7ESYMWf4Rzbl1MbaN6kaRaXzVBnjyUBzbGlADzgEu7Hi9MYvbH83vc7Q3gM/vY/Bhgg7W2tuux/gqcAxxoEkZERJJILUxzSyxuafGH8QUTX376srq+nf99fi1bdiemyI8sy+cbH53EzDHlH7pvQZ6LqmLPPjtL6D0ikj7xuKWxI0R7IMJtCzfy93fqABg3pID/Pf8oZo0px+kwuBwOjUmRLLH3fnLaiFKmDivmz29uobaxk3NuXcxvL5jJyRqjKZPKxuA1QCNwrzHmKGAp8FVrbece97kceGgf244Etu1xeTuJmiQfYoy5CrgKYMyYMUkIW2Tw0TiSA6EWpr3LlrHU36KnkJhCf8+rm/j7O3VYEu0zPztnNJccNxbPXoVmjTFUFORRWtD3VF29R+RQZctYymbd7W93d4T4ydOrWbo1sbr8uJoh/OzT0xk/pLBnlpbG5OClsZSd9jUmP3HUCL70p6U0doS4/L63+fYZU7jmpAkfmG0pyZHKPoIuYBZwu7V2JtAJ3NB9ozHme0AUeGAf2+7rf3qfR3HW2juttXOstXOqqqoOPWqRQUjjSCQ5smEs+YIRtjUHaO4M7zcB8tamZi67720e60qATKwq4raLZnHVvJoPJUDcTgcjyrz7TYCIJEM2jKVs5gtGqG8NsqHBx7V/eacnAXLhMaO59aKZ1FQW6YuTABpLuWT22HKeuv4EZowuwwL/88+1XPuXd3ptXy8Hrz/dYR4F/gD8w1rbexn5D9sObLfWvtl1+RG6kiDGmEuATwCn2n3Pz90OjN7j8iig/gCeW0REZFAJhGPs7gwRju5/V93mj3Drwg28+H4DAG6n4ZLjxvHZOaM+UDyxW7HXTWVRnr5UiWSYtZamjjC+YIQ3anfzs2fepzMcI8/l4NunT+HCY8ZQ6EnlRG8RSaVhpV7+etWx/NfjK3l46XaefW8HtY0d3PXFOYyuUDHjZOnPp+TtwGXAb40xDwP3WWvX7G8ja+1OY8w2Y8wUa+1a4FRgdVfXl+8AJ1lre+vN9TYwyRgzHqgDLgAu7EesIiIig0o4Gqe5M9yvM0XWWl5a08jvFmygLRAB4MhRpXzzo5P3eXDldBgqizz6UiWSBSKxRIHjUCTGQ0u2c9eiWiwwpCiPn507nflTqvHuNYNLRHKP1+3kfz5zJNNGlPCTZ95nzU4fn7zlVW67aBbHT/xwlzY5cPs9qrHWvgi8aIwpBT4PvGCM2QbcBfzZWhvpY/PrgQeMMXlALYlkytuAp+txAN6w1n7JGDOCRCvcM621UWPMdcBzJFrk/sFau+rg/0wREZGBJRa3NHcmzgj3R0N7kN/8az1v1DYDUJjn5OqTajjziOE49jHDIz/PSVWRZ58zQ0QkvfzhKI2+EIFwjJteWMcLq3cBMHVYMb/41BFMH1WKW2NVZMAwxnDp3PFMHlbMtQ8so8Uf4Qv3vMX3zjqMy+aO08zMQ9SvUzvGmCHAxcAXgHdI1PE4AbgEmN/bdtba5cCcva6e2Mt964Ez97j8LPBsf+ITEREZLA6k6ClA3FqeWlHPXa9swh9OtMedO2EIXzl1ElXFng/dv7/FT0UkPZo7w7T6w+zuCPHDJ1exuqt99WmHVfO9sw5jbEUhjn10ahKR3Hf8hEqevO4Erv7TUlbvaOfGp1ezqr6Nn33qCM38OgT9qQnyGDAV+BPwSWvtjq6bHjLGLEllcCIiIvJvvmCEls4I0Xj/SnRt3e3nphfW8l5dOwDlBW6uP2USJ02u3OdZJLfTQXWJB49LB1YimRaLWxp8QQLhGGt3+vivJ1bS1BHGAFecOJ4rT6yhqtijM8IiA9zoigIeveZ4vv3ICp5+dwePLqtjfUMHd35hDsNKvZkOLyf1ZybI76y1L+3rBmvt3rM8REREJMkOpOgpQDQW569vb+NPb2whEkvMFjl92lCuOWkCJfn7nuGh4qci2SMYSbS/jcbjvLSmgf95bi3haJyCPCffO/MwPnHkCM3WEhlE8vOc3PL5mUwbUcr//HMN725v4xO3vMIdX5jN7LEVmQ4v5/SaBDHGfHpfv3ez1j6WqqBEREQEQtEYLZ2RA2qPt2ZnO796fh21jZ0ADCvx8o2PTmLOuH0fJKn4qUh2aQtEaO4ME4vHuXfxZh54cysAI8q8/OzcIzhmfIXGq8ggZIzhmvkTmDq8mK88+A5NHWE+d8cb/OTc6Xz+mDGZDi+n9PUJ+smuf6uB44Hu2SAnAwsBJUFERERSIBqL0+KP9LvoKUAgEuO+xZt5dNl24hYcBs6bNYpL544jv5d1wyp+KpI94nFLU0eIjlAUfzjKL55dw+KNuwGYOaaMG8+ezuRhRVquJjLInTylmieuncuV9y9hY2Mn333sPVbWtfGjs6epQHI/9ZoEsdZeBmCMeRo4vLsWiDFmOHBresITEREZPOLxRNHTtkD/ip52W7alhZteWMeOtiAA4ysL+dbHJnPY8JJ93l/FT0WySzgap8EXJByNs6MtwPcfX8WmpsRsrnNmjODrp01iVHmBEpYiAkBNVRGPXzuXrz+0nBffb+CBN7eydpeP3188m8qiDxc9lw/qz1y6cXsUQwXYBUxOUTwiIiKDUnswQusBFD2FRKHU2xfW8s9VOwFwOw0XHzuWC44e3evZIBU/Fcku/nCUhvYQcWtZsa2VHz65ivZgFKfD8NVTJ/LZOWOoLvaoA4yIfECx182dX5jDb/61nt/+az1LNrfwid++yt2XzGH6yNJMh5fV+pMEWWiMeQ54ELDABcCClEYlIiIyiISiMZp8oX7f31rLovVN/PZf62nxJ5bMTBtRwjc/NplxQwp73U7FT0WyS0tnmBZ/GIAnV9Rzy0sbiMUtJV4XPz57GidOrtJZXRHplcNh+MZHJ3P48GK+/rcV7GwPct7tr/Hf5x3BuTNHZTq8rLXfJIi19jpjzKeAeV1X3Wmt/XtqwxIREZF9aeoIcfO/1rN4Q6JWQL7byRUnjuecGSNw9JLcUPFTkewSi1safSH84SjRWJxbF2zkiRX1QGI520/Pncb0EWVasiYi/XLG9OGMryziij++zbaWAF97aAWr6tu54eOH4dQssg/p79HQa0CUxEyQt1IXjoiIiOyLtZZn3tvJHYs20hmKAfCR8RV87bRJDC3x9rqd1+2kuljFT0WyRSiaaH8bicVpC0T48VOrWb6tFYC5E4fwvTMPY1xlIQV5SlqKSP9NGVbMU9efwHV/eYdXNzRx1yubWL2jnVsvnEVZQV6mw8sq+/10NcZ8FvhfEh1hDHCLMebb1tpHUhyb5IhxNzyT6RBERAa07S1+fv3COpZvawOgNN/NdSdP4JSp1X0ubSkvyKO8UAc+ItnCF4zQ1BHGWsumpk6+//jKnoLGFx87hitOqGF4mVc1e0TkoJQV5HHfZUfz3/9cw12vbGLxht188pZXufuSo5kyrDjT4WWN/qSYvwccba1tADDGVAEvAkqCiIiIpFAsbnl4yTbue30L4WiiYOpph1Vz7fyJfU6TdzsdVBV78PbSGldE0staS1NHuKft9Wsbm/jZM2sIRGJ4XA7+8/QpnHHEcIZq1paIHCKX08H3zjqcaSNK+c6j77KtJcC5ty7m/z53FGdMH57p8LJCf5Igju4ESJfdgD6dRUREUmj9Lh//+/w6NjR0AFBd7OHrH53ER8YP6XO7Io+LyiJ1khDJFpFYnAZfiFAkhrWWv769jbtf2YQFqoo8/OTcacwcU051sUdFi0Ukac6dOZKJ1UVcef8SdrQF+dKfl3H9KRP5+mmTB/0xQn+SIP/cozsMwOeAZ1MXkoiIyOAVisT44+tb+NuSbcRtYh3qOTNGcMWJ4/usEWCMYUhRHiVeFVIUyRb+cJRGX4hY3BKKxLjphXW8+H7i3OLhw0u48Zxp1FQVUaFlayKSAtNHlvLU9SdwzZ+X8vbmFm55aQOr69v5zQUzKB7Exwv96Q7zbWPMp4ETSByLqTuMiIhICqzY1spNL6xje0sAgLEVBXzzY5OZPrK0z+3yXA6qi73kuTRRUyRb7Nn+ttEX4gdPrmLtTh8Ap08byjc+OpnhZflKXIpISlUWeXjgimO58alV/PnNrfxrTQPn/G4x91x6NOMrCzMdXkb0q+y0tfYx4DFjTCWJ5TAiIjJALVzTwB2LatnW4md0eQFXz6th/tTqTIc1oLUHItz0/DqeeW8HAC6H4cJjxnDhR8bsN7FRku9mSGFeUqfR6z0gcvD2bH8L8P6Odm547D18wcTlEaVeTp5cxZiKQvLzVLdHRFIvz+Xgp586gmkjS/n+4yupberklF8tZMrQIm74+GGDbh/f65GVMeZYY8xCY8xjxpiZxpiVwEpglzHmjPSFKCIi6bJwTQM/eHIVDb4gZfluGnxBfvDkKhauadj/xnJQFqxt4MzfvtqTADlseDF3fGE2l84d12cCxOkwDC3xUlmU3DoCeg+IHLxgJEZ9a6AnAfLi+7v46l+X4wtGMcCIUg8up+HWhRt5s1bnFUUkvYaXeKkszMNpwAJrdnXw1YfeYcH7uzIdWlr1dXrpd8DPSdQCeQm4wlo7DJgH/CINsYmISJrdsagWt9NQkOfCmMS/bqfhjkW1mQ5twApFYjT6QnhdDr48fwK/vWDmfqenet1ORpTlU+jp14TOA6L3gMjBaQ9G2NEWJBKLE4tb7lxUy8+fXUM0bnE5DGMqCij2Jur25LkcGlMiknZ3LKqlyOti0tBi8t2JVEBbIMo3H3mXQDiW4ejSp6+jJ5e19nkAY8yN1to3AKy1a1S5WkRkYNrW4qcs/4Pr0/PdTra3+DMU0cB3xvThfOOjk5g9tpzhpfn7vX9ZQR7lBe6UdZHQe0DkwFhraewI0dG13KUzFOVnz77PG7XNAOQ5DaPK88lzOXE5DMYYjSkRyYjufbwxhpqqIupaArQGIjR3hjn31sXcc+kcRpUXZDrMlOtrJkh8j98De91mUxCLiIhk2OjyAgKRD54JCERig2KHmElXnzRhvwkQl8PB8NJ8KpJc/2Nveg+I9F8kFqeuNdCTAKlrDXDdg+/0JEA+PXMkhw0rIW7B7XT0jF2NKRHJhD338Q6TSNAO6epOtXaXj0/89lVe39CUyRDToq8kyFHGmHZjjA84suv37stHpCk+ERFJo6vn1RCJWfzhKNYm/o3ELFfPq8l0aINaQZ6LkeX5aSmiqPeASP/4w1HqWgKEo4nzhu9sbeHaB5axZbcfl8PwrY9N5vpTJ/Gl+ROIWzSmRCTj9t7HByIxCj0u/vNjUyjNd9MaiHDxH97inlc3Ye3AnffQ63IYa63KVYuIDDLzp1ZzI4k1o9tb/IxSZ5CMMsZQXuCmrCAvbc+p94DI/jV3hmntan8L8MTyOm55aQNxC2X5bn589jRmjCljaImX8ZWF5LudGlMiknF97eM/OWMEV9y/hLU7ffzk6dWsqmvjF+cdgcc18NICya+oJiIiOW3+1GodnGcBt9NBVbEHrzv9Bx96D4jsWyxuafAFewoIRmNxblmwgadWJLo7Tagq5CfnTmd0eQHDSr24nYlJ1xpTIpItevs8Gl1RwN+/fDzf+tsKnl25k8feqWNdQwf3XDKHoSXeDESaOkqCiIhI2i1c08Adi2rZ1uJntM6KfkiRx0VlkQeH48Bqf+h1FUmdYCRGQ3uIaDyx/KXNH+FHT61ixfY2AErz3fiCEX713Fqumz+R0RWq+SEiuaUgz8WtF83i1gUbuOn5daysa+Ojv36Z0eUFtAUjA+bYoq+aICIiIkm3cE0DP3hyFQ2+IGX5bhp8QX7w5CoWrmnIdGgZZ4yhsthDdYn3oBIgel1FUqMtkGh/250AqW3s4JoHlvUkQIo8Too9TsoL8mj1h/nR06s19kQkJxljuO6USdxz6Ry8bgftwSirdrT3zIQbCMcWKU2CGGPKjDGPGGPWGGPeN8YcZ4w53xizyhgTN8bM6WPbzcaY94wxy40xS1IZp4iIpM8di2pxOw0FeS6MSfzrdhruWFSb6dAyyu10MLIsnxKve/933ge9riLJZ23ioH93R6inSODiDU1c/+BydrYH8bgcjKsooLwgj2KvmzyXk0KPW2NPRHLeKVOHMnVoCW5n4qTMjrYgzZ1hXA5y/vMt1TNBbgb+aa2dChwFvA+sBD4NLOrH9idba2dYa3tNloiISG7Z1uInf686F/luJ9tb/BmKKPPcDgejyvPJcx38blmvq0hy7d3+1lrLA29u4b+eWEUgEqO62MNvL5hBIBqjyOPC5fz3+NXYE5GBoKkzxMSqIoo9iSoaLf4IO9tCbNndmeHIDk3KkiDGmBJgHnAPgLU2bK1ttda+b61dm6rnFRGR7LZnj/pugUiMUeWDd/28w2Ew5sCWv+xNr6tI8uzd/jYYifHTZ97nnlc3AzBtRAm3XTSLqcNLGFtRSDgW/8D2GnsiMhCMLi8gHIszdkgBVUWJTnX+SIymjhDvdS0HzEWpnAlSAzQC9xpj3jHG3G2MKTyA7S3wvDFmqTHmqtSEKCIi6bZ3j3p/OEokZrl6Xk2mQ8tpel1FkqO5M8zOtiDxruUvjb4QX3toOQvWNgJwxrRh3HT+UQwt8TK8NJ8vz5+gsSciA1L3sUUgEmNoiZehJR4MEI5ZPvP713hs2fZMh3hQUpkEcQGzgNuttTOBTuCGA9h+rrV2FvBx4FpjzLx93ckYc5UxZokxZkljY+MhBy0yGGkcSTrNn1rNjWdPo7rYS1sgQnWxlxvPnpbzlcYhs2NpIL+uMvhkYizF4pYdbQFa/eGe61bXt/OlPy9l3a4OHAa+PH8C3z59MsX5bkaUJZawaexJNtMxnhyKvT/faiqLuPHsaYwqzycUjfONv63gxqdWEYvbTId6QEx3kaekP7Axw4A3rLXjui6fCNxgrT2r6/JC4FvW2v0WPTXG/AjosNb+qq/7zZkzxy5Zohqq6TbuhmcyHcKAsPmXZx3oJoc2d74XGkcyCGksiSRHzo6lYCRGoy9EZI9lLc+v2slNL6wjErMUeVz81ycO4+hxFRR6XFQXew55CZtIH3J2LMng0NIZ5ssPLOP12t0AHD9hCLdfNJvSgoMr7p4ivY6jlM0EsdbuBLYZY6Z0XXUqsLo/2xpjCo0xxd2/Ax8jUVBVRERERCRp2oOJ9rfdCZBY3PL7lzfyy3+uJRKzjCrP59YLZ3L0uApK890MLfEqASIig1p5YR5/+o9juHzuOABe27ibT9zyCmt2tGc2sH5KdXeY64EHjDHvAjOAnxtjPmWM2Q4cBzxjjHkOwBgzwhjzbNd2Q4FXjTErgLeAZ6y1/0xxrCIiIiIySFhrafSFaPL9u/1tRyjK9x5fyd+WJNa5HzOunNsunMXoigIqiz0MKfJkMmQRkazhcjr4wSencdP5R5HndLCtJcCnb3+NZ96rz3Ro++VK5YNba5cDe7e3/XvXz973rQfO7Pq9lkRLXRERERGRpIrE4uxqD/Z0fwHY3uLn+4+vYmtzorXt+bNHcdW8GtxOB9UlHgryUnrYLCKSk86bPYqJ1UVcef8SGnwhrn3gHVbNb+dbH5uCw5Gds+ZSPRNERERERCRr+MNR6lsDH0iALN3SwrV/eYetzX7cTsN/nj6Fa+ZPwONyMrzMqwSIiEgfjhpdxjNfOZFZY8oAuG3hRv7jj2/jC0YyHNm+KQkiIiIiIoNCS1f72+5OBtZaHlu2ne88+i6+YJTyAjc3nX8UZ0wfRp7LwYgyLx6XM8NRi4hkv6piD3+96jg+f/RoABasbeTs3y2mtrEjw5F9mJIgIiIiIjKgxeKWnW1BWvZofxuOxrnp+XX8bsFG4hYmVhdx+0WzmD6ylII8FyNK83E5dagsItJfeS4HvzjvSH527nScDsOmpk7OuXUxL76/K9OhfYA+2UVERERkwApFY9S3BvCHoz3XtfjDfPuRFTy7cicAJ02u4uYLZlBd4qU0382wUm/WrmUXEcl2Fx07lr9edSwVhXn4glGuun8Jv/3X+p4i1JmmJIiIiIiIDEi+YIT61n+3vwXY2NDBNX9exnt1iVaOlx0/jh984jDy3U6GFKkDjIhIMhw9roKnrz+BaSNKiFv49Qvr+NKflxHYIyGdKUqCiIiIiMiAYq2lqSNE4x7tbwEWrW/k+gffocEXwut28OOzp/GF48bidDgYVpqYBSIiIskxoiyfR685nnNnjADguVU7OffW19i6uzOjcSkJIiIiIiIDRjQWp74tSHvg310JrLXc//pmfvTkaoLRONXFHm65YCYnTqrE5XCoA4yISIp43U7+73Mz+N6Zh+EwsHaXj7NvXcwr6xszFpOSICIiIiIyIISjcepaA4QisZ7rApEYNz79Pve9tgWAI0aWcvvFs5hQXYTH7VQHGBGRFDPGcOW8Gu6//COUeF20+iNceu/b3LloY0bqhCgJIiIiIiIDQjgW72l/C9DQHuSrf13Oy+sSZxzPOmI4vzr/SMoL8ij0uBhR6lUHGBGRNDlhUiVPX38ik6qLiMUtP392DV97aDnBSHrrhOhTX0REREQGnJV1bVzzwDI2NHTgMHDdyRP5xkcn4XY6KM13M7TEizHqACMikk5jhhTw+LVzOX3aUACeWF7PZ37/OvUt/rTFoCSIiIiIiAwo/1i5k28+vIIWf4Rir4vtIovfAAAgAElEQVT/Pu9IPj1rJA6Hg8pidYAREcmkQo+L3188m6+fNhmAlXXtnH3rYt6s3Z2W51cSREREREQGhGgszm0LN/C/z60lErOMqSjg1gtnMntsOQ5jGFbipcSrDjAiIplmjOGrp03iri/OpjDPSVNHmIvveZP7X9+c8udWEkREREREcl5bIMK1f1nGI0vrAPjI+Ap+d+FMRpUX4HY6GFGWT36eCqCKiGSTjx4+jCeuO4GxQwqIxCw/eGIV33l0BeFobP8bHyQlQUREREQk533r4RUs3pCYSv25OaP46bnTKfK4ujrA5JPn0mGviEg2mlhdxJPXncC8SVUAPPT2di648w12tQdT8nzaG4iIiIhIzvvemYdRVezhhjOmcPVJE3A6DEVdHWCcDhVAFRHJZqX5bu697GiuOWkCAMu2tnLOrYt5Z2tL0p9LSRARERERyXnjKgt59isn8rFpw4DEAXW1OsCIiOQMp8PwnY9P5ZYLZuJ1O9jZFuSCO9/gobe3JfV5XEl9NBERkT0sXNPAHYtq2dbiZ3R5AVfPq2H+1OpMh5VV9BqJJMfCNQ3ctnAjW5o7GVNRwLXzJ2osiYjkoE/OGMGE6iKuuP9t6luDfOfRd/m/F9bhdMCYisJDPlbSTBAREUmJhWsa+MGTq2jwBSnLd9PgC/KDJ1excE1DpkPLGnqNRJKjeyw1dgQZUpBHc2dYY0lEJIcdPqKEp68/kSlDiwHY2R6kLRBlR1vgkD/flQQREZGUuGNRLW6noSDPhTGJf91Owx2LajMdWtbQaySSHN1jqcjjxul0aCyJiAwAFYV5lBe4KfEmFrAEIzG8buchf75rOYyIiKTEthY/ZfnuD1yX73ayvcWfoYiyj14jkeTQWBIRGZi2twYYU1FAiz+Mx+XE7XTgcphD+nzXTBAREUmJ0eUFBCIf7PEeiMQYVV6QoYiyj14jkeTQWBIRGZi6P98rCj0UehJzOA71811JEBERSYmr59UQiVn84SjWJv6NxCxXz6vJdGhZQ6+RSHJoLImIDEyp+HxXEkRERFJi/tRqbjx7GtXFXtoCEaqLvdx49jR1a9iDXiOR5NBYEhEZmFLx+a6aICIikjLzp1brS8h+6DUSSQ6NJRGRgSnZn++aCSIiIiIiIiIig0JKZ4IYY8qAu4HpgAUuB0YBPwIOA46x1i7pZdszgJsBJ3C3tfaXyYxt3A3PJPPhMmbzL886pO0HyusgIiIiIiIisj+pnglyM/BPa+1U4CjgfWAl8GlgUW8bGWOcwK3Ax4HDgc8bYw5PcawiIiIiIiIiMoClbCaIMaYEmAdcCmCtDQNhoLXr9r42PwbYYK2t7brvX4FzgNWpildEREREREREBrZUzgSpARqBe40x7xhj7jbGFPZz25HAtj0ub++67kOMMVcZY5YYY5Y0NjYeWsQig5TGkUhyaCyJJIfGkkhyaCyJfFgqkyAuYBZwu7V2JtAJ3NDPbfc1TcTu647W2juttXOstXOqqqoOLlKRQU7jSCQ5NJZEkkNjSSQ5NJZEPsxYu8/cwqE/sDHDgDesteO6Lp8I3GCtPavr8kLgW/sqjGqMOQ74kbX29K7L3wWw1v5iP8/pA9Ym8c9IhUqgKdNB7Ee2x5jt8UF6Ymyy1p6R7Ac1xjQCW3q5OVtfe8XVf9kYE2Q2rkyMpXTJ1v/vveVCnLkQI2gsZVquvE/2JZdjh9yOf+/YB+tYyuX/w4M1GP9myPB3pZTVBLHW7jTGbDPGTLHWrgVOpf81Pd4GJhljxgN1wAXAhf3Ybq21ds7BRZwexpglivHQZHt8kBsx9sZa2+tpgmz9uxRX/2VjTJC9cR2KvsZSuuTK65oLceZCjJA7cR6IbBhL/ZXLr38uxw65HX+6Ys/2sZTL/4cHazD+zZD5vzvV3WGuBx4wxrwLzAB+boz5lDFmO3Ac8Iwx5jkAY8wIY8yzANbaKHAd8ByJjjJ/s9auSnGsIiIiIiIiIjKApWwmCIC1djmwd4bn710/e9+3Hjhzj8vPAs+mMj4RERERERERGTxSPRMk3e7MdAD9oBgPXbbHB7kR48HI1r9LcfVfNsYE2RtXrsuV1zUX4syFGCF34hyocvn1z+XYIbfjz+XYk2kwvg6D8W+GDP/dKSuMKiIiIiIiIiKSTQbaTBARERERERERkX1SEkREREREREREBgUlQURERERERERkUFASREREREREREQGhQGVBDnjjDMsoB/9DJaflNA40s8g/EkJjSX9DMKflNBY0s8g/EkJjSX9DLKfXg2oJEhTU1OmQxDJeRpHIsmhsSSSHBpLIsmhsSSSMKCSICIiIiIiIiIivVESREREREREREQGBSVBRERERERERGRQUBJERERERERERAYFJUFEREREREREZFBQEkREREREREREspY/HE3aYw3aJEirP4y1fbYPFhEREREREZEMsdbS4AvS3BlO2mMO2iSILxhlR1uQWFyJEBEREREREZFsEo3FqW8L0hFM3iwQGMRJEIBgJEZdS4BQNJbpUERERERERESExHf1+tYgoUjyv6sP6iQIQDQeZ0drkM5QcrNLIiIiIiIiInJg2oMRdrQFicbjKXn8QZ8EAYhby672IC1JXGckIiIiIiIiIv1jraWpI0STL5TS+p2ulD1yDmrxh4nE4lQVezDGZDocERERERERkQEvFk8UQA2EU1+qQkmQvXSEooRjcYaVeHE5NVFGREREREREJFVC0RgN7SEisdQsf9mbvuXvQzgap641QDAFRVhEREREREREJDEJYUdrMG0JEFASpFexuGVHWxBfMJLpUEREREREREQGlObOMA3tQeIprP+xL1oO0wdrLY2+EOFonCFFnkyHIyIiIiIiIpLT4nFLgy+EP5yZDq1KgvRDWyBCJGapLvbgcKhgqoiIiIiIiMiBCkfj7GpP7/KXvWk5TD/5w1HqWgOEo5n7zxIRERERERHJRf5wlPrWQEYTIKAkyAGJxOLsaAukpW2PiIiIiIiIyEDQ5o+wsy399T/2RUmQA5QomBqgLaCCqSIiIiIiIiK9sdbS0B5kd2co06H0UE2Qg7S7I1EwtbIoD2NUJ0RERERERESkWzQWZ2d7MOtKSigJcgh8wQiRWJyhJV6cKpgqIiIiIiIiQjASY1d7kFg888tf9qblMIcoGIlR3xogFFWdEBERERERERnc2oMRdrRlZwIE0pgEMcb8wRjTYIxZucd1M4wxbxhjlhtjlhhjjtnjtu8aYzYYY9YaY05PV5wHIxKLs6M1SGcoM32ORURERATiWXrALSIyGFhrafSFaPKFsFlQALU36ZwJch9wxl7X/Q/wY2vtDOAHXZcxxhwOXABM69rmNmOMM32hHri4texqD9LSGc50KCIiIiKDkj8So8EXVDJERCTNEg1EgviC2d9AJG1JEGvtIqB576uBkq7fS4H6rt/PAf5qrQ1ZazcBG4BjyAEt/jAN7cGsznyJiIiIDFQdwSh1WqosIpI2oWiMupYAwUhufO5mujDq14DnjDG/IpGQOb7r+pHAG3vcb3vXdTmhIxQlHIszrMSLy6myKyIiIiLpFInFqW8NUlGYR2m+O9PhiIgMWB2hKI1Zvvxlb5n+hn4N8HVr7Wjg68A9Xdfvq9XKPl9VY8xVXfVEljQ2NqYozAMXjiZ2vrmSDZPBLVvHkUiu0VgSSY5kjCVrLbs7QlnbnUAkHbRfklRq7szNVRCZToJcAjzW9fvD/HvJy3Zg9B73G8W/l8p8gLX2TmvtHGvtnKqqqpQFejCi8XjOrIuSwS2bx5FILtFYEkmOZI6lzlA0p6ZpiyST9kuSCtZaGtqDtPpzsx5mppMg9cBJXb+fAqzv+v1J4AJjjMcYMx6YBLyVgfgOWXeF3N0doUyHIiIiIjIodZ+YytUDdhGRbBGNxalvC9KRw51R01YTxBjzIDAfqDTGbAd+CFwJ3GyMcQFB4CoAa+0qY8zfgNVAFLjWWpvT6fu2QIRIzFJd7MHh2NdqHxERERFJFWstzZ1hApEY1cVenDoeExE5IMFIjIb2ENF4PNOhHJK0JUGstZ/v5abZvdz/Z8DPUhdR+vnDUepa4wwr9eJWwVQRERGRtAuEY2xv8VNd7CU/z5npcEREckIuFkDtjb6Jp1miWnmAQDinJ7aIiIiI5KxY3LKjLUBzZ3hAHNCLiKRSS44WQO2NkiAZEItbdrYHaQuoYKqIiIhIprT6w9S3BYnEcntqt4hIKnQXQG0ZYPWUlATJkO62bQNlSpGIiIhILgpFYtS3BujM4SJ/IiLJNhAKoPZGSZAM8wUj7FT/ehEREZGMicUtu9qDNHXo5JSISCgao741SGiAthZXEiQLBMKJMxCh6MB8k4mIiIjkgvZAhLrWAOGolseIyODUGYqyozWY8x1g+qIkSJaIxOLsaA3iDw+86UYiIiIiuSIcTRSx9wVVu01EBpdWf5hd7UHiA3xGnJIgWSRuLTvbgrQOsMIzIiLSt0gsrq5hIlkkbi2NvhANviBxLVkWkQHOWkuDL0hzZ/Z+Dw1H4zR1hJLyWIMyCXLHyxv569tbs7YSeHNnmAbfwGlBJCIifYvbRLtO1SMQyS4dwSh1WrIsIgNYomV4kI5gdq5IsNby8rpGLrr7Tf7zkXeT8piupDxKDqlvDfB/L64jGInz+Dv1XD2vhrkTh2CMyXRoH9ARjBKJWYYWe3A5B2WuSkRk0GkPRAiEY1QVe/C6nZkOR0RIzNSqbw1SUZhHab470+GIiCRNOBpnV3v2tglfu9PHbQs38l5dGwCNvhC1jR3UVBUd0uMOum/XBXlOPjdnNE5jqGsN8IMnV/HNh99lQ0NHpkP7kETLtiDBAVqVV0REPizxhStAc2dYs0JEsoS1lt0dIXapo5+IDBD+cJT61kBWJkAafSF+8Y81XPPAsp4EyNyJQ/jn1+YdcgIEBuFMkLKCPH58znROPWwov1uwgbc2NbN8WytX/2kpZ0wfxuVzxzGkyJPpMHtE43F2tAWpKvZQ5Bl0/10iIoNWqz+MPxylqtiDx6VZISLZoDMUJRSJU12i2Voikrva/BF2dyanvkYyBSIxHnprGw8t2Uaoq0tXTVUh15w0geMmDGFUeUFSnmfQfqseX1nILz99BG9vbua2hRvZstvPP1buZMHaBi48Zgznzx6FJ0t2btZaGtqDhAvyqCjMy3Q4IiKSJokuFUHKC9yUFejzXyQbdJ+g0rgUkVxjraWpI5x13a/i1vLC6l3c/eomdnckirOWF7i5fO54zpg+DKcjuaUrBm0SpNvR4yq4+4vlPPPeDu5dvJm2QIQ/LN7M0+/u4MoTx3PK1OqsqRfS6g8TicWpKvLgSPIbQUREspO1lubOMP6uWiFu1YkSybjucRmIxKgu9ib9AF1EJNli8UQHmGzrRrdiWyu3LdzI+q7yFG6n4bNzRvP5Y0ZTkJeadMWgT4IAOB2Gs48awSlTq/nzG1t4bFkdDb4QP3t2DY+9U8eX509g2ojSTIcJJKZhRmJxhpZ4dSAsIjKIBCMx6loCVBTlUeJVcUaRbBAIx9je4qe62Et+XnbMIBYR2Vs2FkCtawlwx6JaXt3Q1HPdKVOrueLE8Qwr8ab0uZUE2UORx8WXTprAJ48awV2Lalm0von3d/i4/sHlnDyliivn1aT8P6Q/EtOjA9rhiogMMnFrafKF8IdiVBblqXuYSBZItJcMUFaQR3mBO2tmEIuIQCJZu6s9SDxLiq37ghH+9MYWHn+nnmhXoenDh5dw7ckTOGx4SVpiUBJkH0aW5fOjs6d9YGrOgrWNLN64m/Nnj0rp1Jz+isUtO9uDDNEZQRGRnBaJxfnSn5dyypRq5k6s7Nc2/nCUutYYQ4pUNFskW7T6u5fHaNmaiGSHtkAka7rNRWNxnlyxg/tf30x7MArA0BIPV51Yw/wpVWlNIOvIqQ9HjS7j9otnfaBIywNvbuUfK3dy+dxxnD4t+UVaDoTtOiMYjsYZUpinMw8iIjno/te3sGBNIwvWNHJsTQXXnTyREWX5+90uFk8UzfZ7XFSqVpRIVgh1LVsbUpRHsU5SiUgGNXWEaA9kvgCqtZY3apv5/csb2dYSAKAgz8lFHxnDebNGkedKf9JYSZD9cBjD6dOGMW9yVU+7nubOML96fh1/f6eOa+ZPYNaY8ozG2B6IEInFVZhLRCQHnTyligVrhvDqht28UdvM0i1vc+ExY/j8MWP6dWDQEYoSjMSpKvZoiaQMam2BCD99ejVnzxjByH4kElMlbi2NvhCBSIzKQiUoRSS94nFLgy+EPxzNdChsbOzg9oUbWba1FQCHgbOOGM4lx4/LaNdTJUH6Kd/t5NK54zjziGHc/eomXny/gY2NnXzr4XeZO2EIV59Uk7S+xQcjEI5R3xpgaIk3I9k0ERE5ODVVRdx9yRwefGsbty3YSGNHiD++voXnV+/i+lMmcmzNkP0+RqJlZ4DSfDcVmhkog9Q9r27i4aXbeXTZds6YPoyLjx2b0VpuHcEooa4EpdetBKWIpF4kFmdnW+YLoDZ3hvnD4k38472ddC/EmT22nGtOqqGmqiijsYGSIAesusTL/zvzMD49ayS3LdjIyvp2Fm/czZubmjl35gi+cOzYjE1/jMS6CqaWeDJes0RERPrPGMNJk6s4ZlwFf3pjCw8v3c6OtiD/7+8rmTtxCNeePLFfX+baApGeVrr60iWDzYSqQkaUealvDfLsezt5ftUuzjpiOBcdO4bKIk9GYorE4uxoC1Je4KasIHNnPUVk4AtGEgVQY/HM1f8IRWI8smw7f3lzG4FIohXvmIoCvnRSDR8ZX5E1J2n0TfkgTR1Wws0XzODldU3cuaiWne1BHllax/OrdvHF48Zx9lHDM1K1P24tO9uCDCn0UFqgtagiIrkkP8/JVfNqOH3aUG7+1waWb2tl8YbdLNncwsXHjuH82aP3O9uv+0tXWb6b8gxONRVJt3NmjGTepCrue20zf35zC7s7wjyxop5/rNrJ2UcN5/PHjKE8A4kIay3NnYmiqVVFHnV1EpGkaw9G2N2RuQKo1lpeWtPIXa/U0uALAVDidXHp8eP4xJGZ+V7cFyVBDoExhvlTqjh+whAeXbadB97cSnswyu8WbODJFfUZzXjt7gwRiiV2ttmScRMRkf4ZO6SQm84/kpfWNPL7lzeyuzPMPa9u5rlVu/jqqZOYPbbvWlTWWlr8YfxdX7q0TFIGC7fLwTkzRnDGtKE89e4OHnxrKy3+CI8srePpd3fwqZkj+eyc0ZTmp/9EUSAco641QGWRh0J1dRKRJNndEaItgwVQV9W3cdvCjby/wweAy2H41MyRfOHYsRR5s/OzzvQ3W2SM8QKfAE4ERgABYCXwjLV2VcoiPABz5syxS5Ys6dd9tzX7k75WqrkzzL2LN/OPlTvonoU0e2w5X54/gfGVhUl9rv7yup0MLVHB1AEqJf+pBzKORAaIjI+lUDTRUWJfOkNR7n99C48u296zbzlpchVfnj+BquL9T/E3xqiduqRLxsdSRyhKQ3uw53IgEuPxd+p46O1tPS0ZC/KcfGb2KD4ze1TGWkyX5LvV2U/6kvGxJNkv0wVQd7YFueuVWhasbey57sRJlVw1ryYlxanzXI4DrcHZ6zjqVxLEGPMj4JPAQmAp0AB4gcnAyV2/f9Na++6BRJVsmU6CdNvY2MHvF25k6V5VcC+dOy4j0zDdTgfDSr3qWT/waAcpkhwZH0t9JUG61TZ2cPO/NvBeXRsAXreDLx47lvNmj+rX53tBnovKorysm5IqA0rGx9LeSZBunaEojy2r429Lt9EZSqxTL/a6+Nyc0Xxq5siMdFbKczmoLlZBe9mnjI8lyW6RWJxd7UHC0fQXQO0MRfnLW1t5ZOl2IrFELmHy0CKumT+Bo0aVpex5M5EEOcta+0wft1cDY6y1GR1V2ZIEgX/3Q7795Y1s7zqwLezqh/zpDPRDdjoMQ0u8KpQ3sGgHKZIcGR9L/UmCQGLf8sL7Ddzx8kZa/Impr2MrCvjKqROZ2Y927U6HYUiRJ2Nnv2XAy/hY6i0J0s0XjPC3JYkOMsFI4jiwLN/NBceM5pyjRuBJ83GSwxgqizUm5UMyPpYke2WqAGosbvnHyh3cu3hzzzHIkKI8rjxhPKcdPhRHime2pT0J8qGNjCkBrLXWd8Abp1A2JUG6RWNxnlxRzx9f34Kvaxrm8FIvV82rYd6kyrROg9SU6AFHO0iR5Mj4WIrFLTvaAv0+o9MRjHLva5t5YnldzxKZU6ZWc81JNQzpRxeMIq+LykIPDi2VlOTK+FjaXxKkW6s/zINvbeOJFfU9466iMI+LPjKGs44YnvaTVcVeN5VFWh4jPTI+liQ7+YIRmjJQAHXJ5mZuf7mWTU2dAHhdDi44ZjTnzxlNfpqSxxlLghhjjgb+ABR3PWgr8B+ZngHS7UAGdlNHCF8wmrY3UHsgwv1vbOGJ5fU9WbsjRpbw5fkTmTKsOC0xdNM61AFDO0iR5MiasdQRitLSGe53kn5DQwe/eXE9q3e0A4laB5ccP45PzRix32UvLoeDqmJPRpYByICV8bHU3yRIt90dIf7y1jaefre+Z1p3dbGHi48dyxnThqZ1+ZiWx8geMj6WJPtkogDqlt2d3LGoljdqm3uuO33aUC6fO75fdcmSJc/loKwg70BnzSUtCfIucK219pWuyycAt1lrjzyQaFLlQAd2LG5pD0TwBaNE4+lZT7W12c8dL9fyeu3unus+dvhQ/uOE9L6R8vOcVBerYGqO0w5SJDmyaixZa/GForR2Rvq1b4pby3Mrd3LnK5t6Do5qKgv5yqkTObIfa3OVGJckyvhYOtAkSLeG9iB/fnMr/1i5s+dk1fBSL188biynHTY0bcdLjq5Zu8WatTvYZXwsSfaIxS0NviCBcCxtz9nmj3Df65t5akV9z4zTo0aVcs38CUwemr4T+AV5Lkrz3Qd7wiZpSZDF1tq5+7uul23/QKK7TIO1dnrXdQ8BU7ruUga0WmtnGGPGAe8Da7tue8Na+6X9PcehHHB2hmO0ByIEI+l5cy3d0sLtCzdSu8eUos8ePZrPHZ2+KUVup4OhJTrjkMO0gxRJjqwcS9Za2gNRWgPhfq37bQ9EuGfxJp5esYPue3/s8KFcNa+GisK+i3K7nYlZIaobJYco42PpYJMg3epbA/zpjS28sHpXz4H/6PJ8Ljl+HPOnVKV8zXu3Iq+LqiKPkpODV8bHkmSHUDRGQ3soLWUcAMLROI8vr+NPb2zpKSI9siyfq+fVMHfikLR8JhljKPIkkh+H+D31kAujzur69QtAAfAgYIHPAS3W2u/14zHmAR3A/d1JkL1uvwlos9be2JUEeXpf9+tLMgZ2KBqjPRClMxQlnuKlMoniMju5d/GmnuIylUV5XHFiDacdVp2WHa3DGKqK1a8+R2kHKZIcWT2W4nFLWyBCWyDSr/3S2p0+fvOv9azdmSjbVehxcvnc8Zx91Ij9ns0uL8ijrMCtL15ysDI+lg41CdJta7Of+1/fwoI1DT1JxfGVhVx6/DhOSNMXAZ2sGtQyPpYk8zpDURp9oZR/J4XEiZdXNjRx56Ja6lsTn6GFHidfPHYs584cmZYuoy6Hg5J8F8Ved7Jm3x1yEmRBHzdba+0p/Yqil+SGSexJtgKnWGvXZzIJ0i0et/iCUdqDkZRn3vbVZmjK0GK+PH8CR4wqTelzd6sozKMsA+175ZBoBymSHDkxlmJxS6s/THs/6lnFreXZ93Zw9yubaO8qyj2xuoivnjqRaSP63q+oLoEcgoyPpWQlQbptaurkj69tZtH6pp7rJlUXcdnccXxkfEXKkyHGGCq1PGYwyvhYksxq6QzT4g+n5bnW7fJx28KNvLu9DQCHgXNmjOSLx46ltCD1nz0et5MSr4sijyvZn6nJ7Q5z0FH0ngSZB/zaWjtnj/utAtYB7cD3u+uQ7OMxrwKuAhgzZszsLVu2JD1ufzhKeyCKPxxN+mPvaWdbkLteqWXB2sae606aXMVV88YzvDQ/pc8NUORxUVWsqZc5JGn/UekYRyJZLKfGUjQWp8UfwRfcf3G0Nn+Eu16t5dn3dvZc9/Hpw7jqxJo+D2yMMVQU5KXl4EcGlIyPpWQnQbqt3+Xj3tc2f6A44OHDi7ls7nhmjSlL+bGTOjoNOhkfS5IZ1loafSE6Qqn93gnQ6Atxz6ubeH71rp7rjq2p4EvzJjBmyAF1YTlgxhgK85yU5LtTuRT3kGeCfKOv2621v+5XFL0nQW4HNlhrb+q67AGKrLW7jTGzgceBadba9r4eP9XZzUgsji8YxReMpLQv88q6Nm5buJE1XVOZ3U7DebNGcdFHxqR82YrH7WRosSet1dDloOksgUhy5ORYCkfjtPrD/TpQWl3fzm/+tZ4NDR0AFHtdXHHCeM48YnifU069bidVxZ60TIOVASHjYylVSZBuq+vbufe1zSzd0tJz3ZGjSrl87rh+FSI+FG6ng+oSDx6XavcMAhkfS5J+0Vicne3BnrbdqRKIxPjb29t46O1tBLueq6aykC+dVMOccRUpfW6Xw0Gx10Wx15WO75uHnAT5YV+3W2t/3K8o9pEEMca4gDpgtrV2ey/bLQS+tb9WvOka2NZaOkJR2gKRlL1J49by0poG7lq0icaOEADlBW4umzuOj0/v+6D1UDkdhqElXhXIy37aQYokR06PpVA0RktnZL+zFWNxy1Mr6rln8aaeYmdThhbz1dMmMnVYSa/bOYyhoiiPEk3Hl/3L+FhKdRKk24rtrdy7eHPP9HGA2WPLuXzuOA4b3vt4OlSmq3uMxuOAl/GxJOkVjCQKoKayY2ncWl5YvYu7X93E7o7EUpvE98vxfHz6sJR+v8zPc1LidVOQ50znqoPsXQ5jjDkD+K619qQ9rqsCmq21MWNMDfAKcIS1tpk+ZGJgByOJrjKd4dh+12gf7OM/vGQ7D761tSdTN0txzVsAACAASURBVL6ykGtSnKnTGtScoB2kSHIMiLEUjMRo7gzvt8tZc2eYOxfV9kx/NcAnjhzOf5wwnpL83j/zC/ISSybVWl36kPGxFI3FaQ1E6AimvsC9tZZlW1u5d/EmVu/w9Vx/bE0Flx0/jkkpbCNZ5HFRWaTlMQNYxseSpI8vGKGpI5yS75LdVmxv5bYFG1nfNSPU7TScP3sUF35kDAV5qVlpkMQuLwcdQq839HMmyPeBW621Lb3cfgpQYK19uo/HeBCYD1QCu4AfWmvvMcbcR6IF7u/3uO95wI1AFIh13fep/cWZyYEd7VkqE01JBq+po2vN1qpdPVXK07FmqzTfzZAiT8oeXw6JdpAiyTGgxpI/HKW5M7zfmYrvbW/j5pfWU9uYaNVemu/mqhPHc/r0Yb12J3M6DJVF6igmvcqasdQ9a9cXjO43MXiorLW8uamZPyze3LPkDGDepEouOX4c4ysLU/K8Wh4zoGXNWJLUsdayuzNMe2D/Nb4OVl1LgDtfqeWVPYo7nzyliitPrGFYqTclz5mCLi8H65CTIOcA/wkEgWVAI+AFJgEzgBeBn1trG3t9kDTIhoFtraUznJgdkoqdbq/Ve48bS2kfZ/AORX6ek6HFXp1tyD7aQYokx4AcSx2hKC2d4T47nMXilseX13Hv4s34w4l91uHDi/nqqZP6PIutIo3Si6wcS+FonPZg6meHWGt5dcNu7nttM5uaEslFA5wytZovHjeW0RXJP2ll/j97bx4nR13n/z8/VdXnTPfck3OSzISEhCMhQMINEVFAFBZFJXIfguvuD1ZXF3a/yvrFXVe/rgegcl8BERVFUQQ1QAhXyEm4EnJMzskxkzl7ps+q+vz+qO7OXD3dPdNzJZ/n4zE5qqa7a2rqc70/7/frJQTlRe5hmwMqRo0x2ZYUhcO0bBpDsWEL0oaiCZ5cuYtn1zdgJrUsj5kU4B8Xz8zqEjdYvC5H6LR47GyUFKYcRggxCzgDmAREgI3ACillZKhXWAjGWsOOmRYdEZPOWHY7w3xI+Tjf/2o9+9qduteA1+CqU6dzyQmTh0XArhBe9Xcv28xDr2+nK25R5Na58cxabjlvdgGv8ohDDZAKRWE4bNuSlJKOqEl7ODFglmJzZ4z7V9SzbGMj4ATYL54/mevPqKXY2/9kxtA0qgIefO6+u9Cqvz9iGdNtaaSyQ2wpWf5RE4+9uYM9rc4UWRPwiWMmcPVp04fF8a/IY1A1RstjVH8wKMZ0WzqSKcTzPJz6H6Zl86d39/H4mzvoiDpaYdUBDzedXcfHjq4quB6HEIIij06JzzUWs9LGhibIcDNWG7ZtS0JRk45oYsAduXyJmzbPrm/gyZU76Uru4E0t83Hz2XWcPrOi4A+5JgTVQc+g6sbuXraZu17eiiaciYAtna9bzz1KDYSDRw2QCkVhOOzbkpSS9kiCtnBiwJ3wd3a3cddLW9jZHAYcwbSbzq7jk8dMyDimlPhclBe50+dVf39EM27aUty0CUUTdMbMYXP8s2zJso0HWPrWzvSmla4JPnXcRK48dTpVgcKWG7t0JzA5loTtVX8waMZNWzqSKMTz3B5O0BIuvP5Hqizvvlfr2dXijOE+l84Vp0zjcydOwVPgfiHl8hL0jXrJy0CoIMhYIRw36YiYWVX886EtHOfxN3fyp3f3khrHF0wr5avnzGRmdXHBPidFRZGHEn9+aZfzvvNXIgkLQ3MySRKWnU7NCiatGtVgmDdqgFQoCsMR05ZsW9IWSdAeSWScgJmWze/WNfD4WzuIJpzA/fFTgtz68VnUVfU/pnRffPXu7y1bEk9uAHgMjdoKP7dfOJfFc6oL/wMqRptx15aGu4wZnDb14gf7eXLlLhpDjuOfSxd8Zt5kvnTKNMqL3AX7LCEEZX4Xpf7CvedQmPedv9IZM+keZ9KEI+z67nfOH70LG/uMu7Z0uHP3ss38eNmW9P8NTeDSNUzbxufSsz7Pti052BnLydY+X+qbOrn31fq0dbcm4MLjJnHdGTMK2r8AeFw6Qa9BsccYSZeXwZLxAsdMwc6Rgt9t4HcbJCybjkhhdiBK/W5uPW8WF58wmfte3cbqHa2s39XGTU+s5cLjJnL9mbUFbQDNXTFilkVVsSfnh78rbpGqpOkeAAHoiJr89CWnU1GBEIVCoRg+NM3RDwh6DdoiCULRvuWahq7xxYU1nDunmnuXb2P55ibea+jgpifWcumCKVx7+ow+wqgJy2Zfe5RSn4vOmIlLd8aG7gEQcHbfNx3o5Malq7nl3Fmqz1eMOin3gmKPMWzZIYau8el5k/nkMRP587v7eGrVLlq64vx+fQPPv7ePS06YzOULawoSuJBS0tIVJ5KwqA54R32HNhQ16X0nbekcVyjGA8s3NfKtP7zHnrae1tvOWsZG10hn5Gcibto0hqJZBcvzpaUrzmNv7uAv7+1LBxpPmlbKVxbPZGaGTYvBUuxxsj7GUqbZUMhL4EEIcUYuxxTZcekaFcUeppX7qQx4CmIbVFtZxA8+N4//+exxTK/wI4G/vL+fqx5exS/f3kmsgDscnVGTve1RzBzLe4rcerpxmv1MLGwJ971aX7DrUygUCkVmDF2jstjD1DJfRs2PqoCHOz5zDD+8bB41ZT5sCb9b18A1j67mpY0H+gRPpJS0huP43Xp6Adm73jn1CtOGu1/ewvJNjQX/2RSKweI2Ds3NqoPegk/23YbGZ0+cwpM3LOIr59RR4nMRM21+s2YPVzy0iodf304oWhiXiEjcYk9rmK5h2HXOh0yhpMMnD11xOLN8UyPfeGZDnwBICtOW2NJZ52SiK2ayty1S0ABI3LR56u1dXP3IKv78rhMAmVbu57//4Tj+32XzChYA0YSgxOeiZpj6xNEk30yQe4ATczimyBEhBEGvi6DXRTThpGN2xa0h1YmdUlvBydPL+fO7e3n0DUcU5+HXd/CnDfsKKooTS1jsbYtSHcxef3rjmbXc9fLWAQWAwnkEaZZvauT+FfXsbg1TU+bn5rPrVGq1QqFQ5IlL16gOeCnxWbSFE/0umE6aXsaDV5/MM2v38OTKnbR0xfnvv2zi+ff2c8vHj2JGRU/7z8+fOJXHV+4kYVkMtJlu2vD9FzZm7LtVP68YLYY7O8Tr0vnCyTV8et4knl3fwK9X76EzZvLLt3fxh3ca+PxJU/nciVOHbEVt2ZIDHdEx7+ak2rpiJMnnefv+CxtpCw8cmLSls87pj5auOG3h+JCvOYWUklc+auLB1+o50OGU1gW9BteePoNPz5uEUSBzDEPTKPG5CHiNMdtvDJVcLXJPA04H/gX4SbdTQeBSKeX84bm8/Dhc6txMy6YjahKKJoY84HZGTZ5YubOXPVKQf/rYTOZOChbichFCUBXwZLVDSqkpdwyQAvn187KnRy/f1Mgdz32ASxf4XDqRhEXCktx58bFH2qCp6kUVisKg2lKSaMKipSueURvhQEeUn7+yjde3HgQckcfPnzSVq06d3sMl5ok3d/CbtXuypghD/7pQqp8ftxy2bWk4nWU6oybPrN3DM+v2pK2qg16DyxfWcMmCKfgKsPs6kJvTcDLj9uczntvx/YtUW8/MYduWRpN8nrfeGiCZ6G/tYtuSxlCsoBqQH+7t4BfLt/LhvhDgaJJcumAKV546jYC3MBbZHpfj8lLk1seD3kcuDE0YVQhxDrAY+ApwX7dTIeBPUsrsT8gIcLg1bNuWhGImHZGhu8o0tEa4f0V9euIK8PE51Xz5rFqqg96hXirgaJPkoj0y89+fxxrgscsWCFnywEoaQ9EeLjXhuEl1wMuvbjo1r2se56gBUqEoDKot9SIcN2nujGcce97e3szPXt5GQ5tj/1lV7OGrH5vJ2bMqe0ycVtW38P/+uomWLDtpABV+gx99YQGL51Srfn78ckS0peHSDmmPJPj16t38YX0D0WTqfJnfxZdOmcZn5k0uSOl0qd9Nmd81Yguc2tuf77f0RQDbv38RSx5YyY7mTjoiJnHLxq1rBH0GMyqKj/S2fkS0pZEm17EllwCIrol+XWESls3+9mjBHEH3d0R56LXtvNytfPTMoyq5+ew6ppQVxm67yGNQchjpfXRjaMKoUspXgVeFEI9JKXcW7LIUA6JpTh1WSVJori0cH3Q92ZQyH3decizv7G7jF8u3sbWxk5c2NfLa1oN84eSpLFk4bci7A6nrqw4MnHI5e0KATftDGetBf/bK1gGDILtbw5T6ekY8fS6dPa3hrNc4mJRLlaapUCiONPxuA3+5QSiaoLUr0aeU8ZTaChZcU8av1+zml2/voqkzxv/904ecPL2M/+/co6gp9wOwqK6cfzt/Dt9+7n0SA0W/geawyXWPreboCcUc7IozsVeAPls/P1BfrfpxRSFJaYeUF7kJxy1CUZNIYmilzODYTd90dh2XnTSVp1fv4o/v7KU1nODnr2zj16t3c8Up0/nU8RNxDSHlvS2cEk31DOl9ciWbJsiWxhCtXXFs6RwzLYtocnc+V4bSvlXfMLoM9v4P9nW5riF+9srWAd9HE/3b4kYTFgc6ogUJjobjJk+9vYvfrt2Tbg+zqov56uKZzK8pHfL7a0JQ7DUIel0FCbCON/L9iT1CiAeEEH8TQryc+hqWK1P0oNhjMLXMz6QSX4/oZb6cUFPKvVecyDfPP5qKIjdx0+bJlbu46pFVvPD+fuwhDuDhuElDFvGf2y6YQ2Vx5oyReJaBr6bMT6RXKmokYTG1zD/g61IpcI0hx8GgMRTljuc+GFCYbzCvUSgUisOFgNdFTbmPiiJPH5cJt6Fx1anTeeSakzm1rhyANTtbuXHpGh5+fXu6ZGBRXTnfvfg4yvwu3Hr2zc0dLWFCUZPmrliP4wP18wP11aofVwwXQgiKPAYTS7xMK/dTUVQYofvyIjdfXXwUT95wCpecMBlDExzsjHPXS1u4+pFV/OW9fUNaZMUSFg2tkWGx6syXcNxKZwenklMsSbosKBtDad+qbxhdBnv/h/J7y3UNMdBapKrYzSPXLOwTAAlFE+xrH3oAxLIlf353H1c9vIqnVu0mYUkqit3cdsHR3HvliUMOgPQw5yguTJ81Hsn3p/4tsB74FvDNbl+KPFi+qZElD6zkzB+8zJIHVubV2frcOhNLvExJKvoPJp1R1wQXHjeRpdcv4spTp+E2NFq64vzwrx/xlSfX8c7utrzfszsJy2ZvWyRjHdziOdX88LKBZWQGui83n11HwpKE4461YzhukrAkN59dN+B73r+iHpcu8Lud++Z3G7h0wf0rMrvSDOY1CoVCMVoMZXzJhBCCEr+LmjI/pX53n3FncqmP7116PP/1D8cyMeglYUl++fYurn10Na9vOYiUkkV15dx2/hyOmVQy4GdJIJqwsW2bg53xnPv5gfpq1Y8rRoLXNjfxlSfXcvkDK/n3373He3va0YZYclIV8HDrx2ex9IZFfOr4iWgCDnTE+N+/bebaR1fz9w8PDHrBZUtJY0eUplBsyBksA5HpDqSOx01nQSoBKQ9liKSOZ2Mo7Vv1DaPLYO//UH5vuawhso2bP7xsfp+sk5aueEHa0tqdrdz8xFp+/PfNtIYTeAyNq0+bztLrF3H+sROH1Kf43QaTSnzUlPsp8bnyEjwdjrnFaJNvSoEppbx3WK7kCKG7IE/36OWdkFf6ncfQqQ7omP7Bi6j63DrXn1HLp4+fxEOvb2fZxka2Nnby9d9sGHKtmS0l+9ujVBR5KPH3FevJ9rMOdF8Wz6nmTpxOcE9rmKk5psENpoxmd2sYXUB9U2e6VrWy2J1T6Y1CoVCMJIUaXzKhaYLyIjdBr0FrONHHyvP0mZWcNK2Mp1bt4unVu2kMxbjjuQ84pbacfz73KBbVlbOorpwn3tzBo29lrqwVOIGXhCVx6xrtkUTWfn6g/l1CxnMqFV5RCHq3vYNdMX7098185zPHcHJtOaGoSWwIYqoTg16+8cmjWbJwGktX7uSljQdoaIvwPy9s4qm3d3HN6TM4e3bloBZIoWiCaMKiOujBYxReD6CiyMXBrr6aQBVFTpvUNQ0p7XQQRAinD9C13PZph1IireZ4o8fyTY2s29WKZdt4DJ2qgIeA15XT724ov/Nsa4hUW872HimklDSFYkPOqtrVHOa+FdtYWd+SPvbJYyZww5m1VAU8g35fIQSBIZa8DPfcYrTIKQgihChP/vNPQoivAs8C6TxVKWVLvy9U9KF79BKcqFw4bnL/ivpBPUiGrlFe5IhcdUQHJ6JaHfTyH5+ay6ULpvDzV7bx4b4OXt96kJX1zVy6YApXnTqdYu/gSnCau2LELIuqYk+f3cOpJR72tMf6vCZ1fwa6L4vnVOd9v2rK/H3EkLKV0QQ8BlsaO9E1ga4JTFvS0BZlVnVh/LcVCoWiUBR6fMmEoTsuEyU+F63heA9bXY9L57ozavnkMRO55+UtrNrRytvbW1j32GqWLJzGkkU1XHX6DHa3hlm2qanf93fpGkKAxxCU+t288C9nZ72mbP17f+eKPcZhObFTjDyZ2t6Dr23n3LkTCHpdBRFTnVLm498vnMOXFtXw+Js7Wb65iZ0tYe7884fMrCri2tNncPrMiryzhJ0M3ijlRW5KfIVxmUhRFfDS0pWg+8xUSx4HqK3ws7WpC0MIhHACIZaU1FYMXOKcYjBzuxRqjjc6pBbVQji6FKYt2dsWZXKpk62e7Xc3lN85DLyGSLVlly761aWZWnIoIGFaNgdCsSEFONsjCR5/cwfPbdibtpQ/fkoJX108k6MnBgb9vromCHpdBH2uPqWs+TJSc4uRJteQ0FpgDXANTvnLm8ljqePjhtFO59ndGu5jdZZr9HIghHBEVGvK/UwIevEMQt137qQg9yw5gW9fNJcJQQ+mLfnt2j1c+fDb/GF9w6AH7c6o2W+N3H9dOo+AR6d729QETCl1sk8KcV+6M5gymnRam+z21f24QqFQDJFCjUvDNb5kwm1oTAh6mVzq6yOsPaXMx/989nj+78XHUh3wkLAkS1fu5PrH17Cyvpn/uOgYvn/p8dRVFmF0GwPc+qGF0ISgJ+drH6h/z3ROSqlS4Q8zRmuOl0vbS4mpTiv3D9mqdnpFEXd85hgevOokzphZAcC2pi6+/ccP+OpT61m1vSXveYqUkubOGPvaIwVztQAIxUxqyn0UuXVcuqDIrVNT7kvvnN9+4VxK/S6E5gQ/hAalfhe3Xzg3p/cfbIk0qDneaJFaVE8IeJ1bnvzDcVTJ/rsbyu88G6m2PKXUR+/YQcCj81+XzgMgZlrsbYsOOgCSsGx+u2Y3Vz28ij+84wRAJpd6+c7Fx/DTL84fdADEpWtUBpx+pqzIPeQACIz83CIThe7fcwqCSClrpZR1yb97fw39iRshxoIA0mBFPfOhyGMwpdTH5NL8dUOEEHxsTjWPXbuQG8+sxefS6Yia3P3yVm58fA1vb28e1DVFkyJcsW41novnVHPPkhM5pbYCj6HhNTSmlfvTXteFvi+L51Rz58XHUh3w0h5JUB3wZvWh74xbTCn1YugCS0oQoAvY0tR12NTEKRSK0aOQ49JIjC/94XXpTCrxManE1yMAL4TgrFmVPHrdQr60qAZDE+xrj/Ifz77Pt//wPtMq/Dx0zcn87evnUFdZhFsX2FKiC2cyaOhaXjt7mfr3TOc641Z6YtcRSVDf1MmuljDrdrWqvn0cMppzvHzanpOe7krX5pf63Rg5ln70ZmZ1Md/9h+P4xRULWDSjDICP9oe4/ffvcevT7wxK4y0Sd+ZrHdHstta5UFPmx9A16qqKmTMxSF1VcY+2vXhONf972XwW1JQxMehlQU0Z/9uP5kImBjO3S9F7jmfogimlXrq6ibKO9ubp4UL3+7huVyumZRP0uZhc4sPQRToGlcvvbii/82yk2nLA62JauZ8it46uQdBrcM+SE1k8p5pw3GRfW7SPa1ouSCl5bctBrntsNfe+Wk9nzKTIo/OVc+p45JqFnD2ralB6jynNyJpyP0FvYS2wR2tu0Z3h6N9FPtFOIcRn+zncDrwnpRz1XiGb93Wu3tDDSfe6Kp9LJ5K0AStU4+0Py5Z0Rk06ovmXyrR0xXn0jR385b19abGqhTPK+Mo5M6mtLMr7WoQQVAU8FHt6lteMxn3Jhe7PTEckwZ62SDqjxWtoBLxGvwJJI4TykFcoCsOotaVCjktjpR/tjJm0dsX7jDe7msPc/fIW1u1yFmYeQ+OKU6bxhZNreGdXG3e9vAVDc67dtG1MO7cJ8WBJ3XvTkuxtj6AhMG0bW4KmwayqYm6/cO64TvcdBQ6LtpQvhWh7kbhFKJqgKz54q933G9p59M0drN91KPixYFop150+g+OmDCxK3B9+t0FVoK8zVD6MlX6pP7I9M8s3NfLNZzYQipqYto2hjei877CZ4/W+j5btZH5PLfMTTJZfjfR6bKBrHeh5bY8kaO7sW8qfC5sPhLh3+TY27GkHnHvwmfmTufa0Gf3qJ2ZjpCxux0IbHkL/nrEd5XvHbgAeAq5Ifj0IfB14QwhxVZ7vNeKMhXSe4YxeZkLXksr+yVIZbx6lMuVFbv71k7N54KqTWDDNsWRavaOVLy9dw0+XbaEtHM/rWmRSjbylq+frRuO+5EL3lLv93Xy/3cmodWs4wQ9e3DSq16hQKMYvhRyXxko/6li6+6jstXiaVuHnh5fN445Pz6Wi2E3MtHnkjR3cuHQNQoNbz51FRZGHjmiCoM/Nv51/9LBee6p/PxCKInBS8S0Jhi7QhWBHS1jZZY4jRnOOV4i253PrVAcdq93yosFlhxw3pYQffX4+P/r8PI6bHARg/a42bnn6HW7/3bt8tD+U1/uF4yZ7WsN9RJDzYaz0S/2RraziBy9uojWcQOJoIal53+DofR+dzBvY1x4peDnLUMn0vJ5zdBVNodigAiBNoRg/eHET//jkunQA5JTach6+5mRu/fisvAMgI21xOxba8HD07/mqXdrAXCnlAQAhxATgXuAUYAXwxKCvZAQYqpBOoRiMqGehKPIYFHkMogmLjkgiZzXjmdXF/O9l83hzW3NSUTnCcxv28tKmA1x5ynQuXTAlr0bYFnZ2CauKPWmLptG8L5noriK9rakLALeupSf2UkjqD3aN4hUqFIrxTKHHpbHSjwrhiLIVuw3aIwnaIwlsKRFCsPjoahbVlrP0rZ38bl0De1oj3Pa79zh7ViW3X3g01UFv+n32tkWoCnhw6YWf5KX695ufXIstJbZ0hLkNTUNKiWXLtEbIWLinioEZ7TleodqerjmCwKV+N+G4SWfUzDs7ZMG0Mk6oKWXNzlYeeWMHH+0PsWpHK6t2tHLGzAquPWMGM6tyE/+0bMf9IhK3qOw2Z8uHsdIv9SabU0j9wS60pHgnOM41at6XP73vo6EJpHSyCXJx/xppej+vli3Z256//kckYfGb1bv59erdRE0nM7K2soivnFPHwhnlWV7dEyEERR6doNeV12Z2oRjtNjwc/Xu+QZAZqQBIkkZgtpSyRQhRmOLBYeTms+u447kPCMfNHuk8YyHyONJ4XTpel06ZZdMRSRCKmthZBlghBGccVcmi2nKe27CXpW/tJBR11IGf27CXm8+u46xZlTnXoXXFTBKWzYSgd1gmuIUi1fCP/tYLSCkLIjKkUCgUcPiPS5omKCtyE0ja6nbGnB1Xv9vgK+fM5PxjJ3L3S1vYsKedFVsOsmp7C1edNp3LTpqKS9fSelLlxW6C3sK6VoDTv584rYzGUJRdLeFDAW7pBLxHQ/xNMTgOx7bkdxv43Qa2LelMBkSiOS7EhBAsnFHOydPLeHNbM4+9uYNtTV28sa2ZN7Y1s3h2FdecPp3pFbmVNnfGTGKmPWxWuqPFaC/ujlQ0IdANwWu3nTvalzIgcdPmQEc0LzkBW0qWfXiAh17fzsFOJ/O9zO/iujNmcOFxk/JaR7gNjYDXRcBjDCoAebgwHP17vkGQ14QQfwZ+m/z/54AVQogiIH/1pREmW8T3SCSVUlXmd9MZN2kP99QNWVXfwtOrd7OvI8KkoI/LF9awqK6cz504lfPmTmDpWzv54zsN7GuP8p0/fci8qY6t0+wJuakax02bhtYI1UFPj+jeWCRl4yZsmXYvsCUcVTmymUQKheLw4XAdl5ZvauT+FfXsbg1T0+1nKvU7trqdUScLsbayiB9/YT4vbWrk3uXbaA0nePC17fz1gwPc8vGjOHFaGbaUHAzFCMcsKovdGAUOmqcmV7oQ2LZEADaSymLvqGSLKgbH4dqWwAkmBr0ugl4XCcumK2YSipo5LcxSG1i6EDywop7dSW2z5ZubWLGliY/PncDVp05nSpkv63ulrHQrhikoOdZQ877CMF7vYyRucaAjmnWTuDvv7mnj3uX1fHTAKT1z6YLPnzSVJYumUdRLDzHTGksIx0Up6BudrI+xyHD07/kKowqcwMcZOEIjrwO/k2PES0oJOhaGcNykLZxgxUdNaaE6r0sjmrAxbcmt585iUd2hNK5dzWHuW7GNlfUtgPNgfPLYCdxwZi2VxZ4Mn9KXiiLPgHVxmSbVI8XyTY1845kNdMZMLNvJCCn2GHmpmBeYw0Y0ayww4/bnh/T6Hd+/qEBXohgFVFsqILmIqMVNm9ZwnK5uJZmdMZPH39zBs+sbSDmqf+zoKr5yzkyqAs5YomuCiuKe4tqFGBuWb2rkBy9uYnNjZ9K60YOha2NGwHEcodrSCBJNWHTGTLqS85JMrKpvSc/nPIagpStBe/TQazQBFxw7kStPm87EbuVoA1HsNagsyq08ZrTnb4NllOd9h01bGo37ONRnrj2SoKUrnnMZWkNbhAdX1LNiy8H0sY8dXcWXz6pjYknfNtW9TabWWJYt+Y9PzeXC4/PLFlEMSMYbmVcQZKyjBsnC8sX73mJ/R6RH2mMkYVFR5OHHX5zf5/vX7Gjh3lfr2Z6slfQaGpcvquELJ9fkHMks9hpUo8j6hwAAIABJREFUFXv6lNT0nlTvaQ3THjUROCJ8N55Zyy3nzR78D5sjqU51jOwyHTYD5FhABUGOaFRbKiD5qLhHExat4TiRbpaU2xo7ueulLby/twNwxM+uOX06n10wJZ0FUuwxqCj28NrmpvTYYFo2e9siJGxwaYKjqou57YI5efXRY6yPH4+otjQKSCmJJKyM+iFf//UGmrtiPYQFw3ETIQRxy+ZAhyP2aGiCi46fxBWnTstpE8vQNCoD7gEzeXMJimZbsI5mEGUU+4TDqi2N5H3M9MydNK2ElzY10RW3KHLr/a4dpJQ0d8XpiOSm8tAZNXli5U6eXd+AmQwqzp0U4B/PmTmgI1P3Nqlpjhh31LTGhEPOYUbGdpRT/YEQ4nUp5ZlCiBDQvWcVgJRSBod4gYoMjGbH39AeodTnQuKIAtlS4nVp7O+I9Pv9J88o54FpZbzw/j4efWMHreEEj725k+ff3c+NZ9Xy8bnVaVGkTHRGTUxLMiHo7REFvX9FPQnLornT7OHfDk5g5q6XtwIMeyBE1Y4qFIojgaGMPbtbw5T6emb1ZdLW8Lp0JpX4iMQtmrtixE2bmdXF/PTyE/j7hwe4/9V62iIJ7nu1Pl0iM39qKZ0xk2jC5hfLtyUDIJLdrZF0BknClmzcH+LWX6/nri8uyPnaVR+vGC6Gcz4nhEjrh1i2pDNm0hE5VN68ryNC0Ntzyu9z64SiJkuvX8Rf3tvPL9/eycHOOH/csJcXPtjPxfMnsWTRNMr87oyfa9o2+9uj6aBkf7vX3edvccvGrWsEfUZacLj7grXU56IxFOWO5z7gTsjp/HCj+oTCMJL3sb9nDiTPvhNOil/3v3YwLZvGUCwn3R3Llvxpw14ee3MHHcnyzuqAhy+fVcfH5lRlXe/s73DWWIaupTd+R1KDarxmZxWSnAprpZRnJv8OSCmD3b4CKgAyfKQ6/sZQtEfHP1J2fTVlfiIJC00IXLqGO5kaPKkkc92orgk+PW8yS69fxOULa3DpgqbOGP/zwib++an1vN/QnvVzowmLvW0RYuahTmhLY4iDoXg6ypoiFaAByUOvbx/sj6pQKBSKJEMde1JjR3eyaWv43DpTy/xUJ4WyNSE4/9iJPH79Qi6ZPxlNwPaDXXzt1xv43l820tIVx7RtdrZ04dIETaEo/SW2tkdMvv3H9/P6+RWKQjOS8zldE5T4XNSU+5lU4qPYYzCpxEc00VM/JJqwmRj04dI1LjlhMk9cv4ivLp5Jmd9F3LR5Zm0DVzz4Ng+sqKc9y654Z8yx0u3qx3FwS2OIA+0xwsnd+HDC4kB7jC2NjmbC/SvqcelOECcVzEm5MuVyXqHozvJNjazZ2cK+5DOHlJi2pCvuPP+GpqEJLfk36bWDs/aIZg2ASCl5e3szNz6+hrtf3kpH1BHqvOHMGTx+3cKsG74uXaOiyMOMiiIStuyR+T5SGlSjvb4cK+StLiaEOFMIcV3y35VCiNrCX5YCRr/j7+2fHklY2BJuOfcoKooHtiws8hjcdHYdj123kHNmVwGwaX+IW55+hzv/9CH726MDfnbCstnXFiUcdwbUuGlDN3ut7tgSLBs6oiZLHlh5xDVihUKhKCRDHXt6jx3huJmzinuxx2BqmS+9qxzwurj1vFn84ooTmTvJEdxetrGRax5Zxe/X7WFiwEtX3CJu2WQq7t3dGuHCn65QY4Ni1Bit+ZzPrVMd9HLLx45CSoiaFhJnPmfakssX1qS/1+PSueykqTx54yl8+axagl6DqGnz9OrdXPHQ2zz2xg46+wlypLBsyYGOKE2hWI9ynK6YiQ3pIKWUYCePg5M55utVMt19RzzbeYUiRUp7JGE5D5uUkLDBzqCXownoilt0RBPsa49i2gMLDdc3dfJvv3uPf//9++xsCSOATx0/kSduWMQVp0zHM0Dpv8fltMWacj8lfhdfOWfmoMfJoTLa68uxQl52HEKI/wROBo4GHgXcwJM4QqmKApNPSvFwkE2Jt8TnojNm0h5JZPTOnlTi4z8/cwzvN7Tz81e28dGBEMs3N/HGtoNcdtJUvtSPWnIKW0r2t0eTARdBJJG5I0sx0mmSCkWKoWqKgNIVUYwNhjr2DFXFXQhnJzvgMWiPJGiPJJg9IcA9Sxbwwnv7efC1ejqiJj97ZRuTSrzETdsRZxxgfNh+sEuNDYpRY7Tnc+ceMwFNcxY5u1q6mBj08fmTp7KotrzP9/pcOksWTePi+ZP5/boGfrN2N10xi6Urd/L79Q18ceFUPrtgKj53/wu+UDRBNGFRFfDgdenEEv0vLFPHa8r8fTSEuu+IZzuvUKT4/gsbaQv3zVpKZBgbLFvic+kcDMUGfN+WrjiPv7mD59/blx5mTpxWyj8unsnMquIBX+t3G5T6+7q8jKab1Wj3R2OFfD1JLwUWAOsApJR7hRC5eaEq8mYsdPzZaviKPQbFHoNI3KIt0lPcrjvHTSnh51csYNnGRh56rZ6DnXF+tWo3L76/n+vOqOXC4yZmVEJu7owxo6KYPa1ddMYsYgNkqvndBuG4ma41VSgUCkV+FGLsKUT9t6YJyorcBH2OrW4oanLRvEmcOauSR17fzp/f3ce+ZFZhsUcnbmYeHCwp0ztdamxQjDRjcT5nWjbtkUTasaM3RR6Dq06bzj8smMxv1uzh9+sa6IyZPPz6Dp5Z28DlC2u45ITJ/QrfJyybfe1RyvwupID+0rRkcsqXsqgOx80eIpapHfFs5xWKFNubw2jCyfDo/Uj7XRrhhI1p22gipXUInz9xasb3c8rC9vDUql2Ek+ubmjIfXzlnJqcmrWz7QxOCYq9B0OvCbWTOmh8tvZmx0B+NBfIth4kn7XAlgBCiKNcXCiEeEUI0CiHe73bs10KId5JfO4QQ73Q79+9CiK1CiI+EEOfneZ2HBUNJKR5pfG5H3K6m3E/Q5+q3Y9CE4JPHTODx6xdxzWnT8RoareEEP/77Zm5+Yi1rd7ZmfP/PnzQVXdOYEPRQ1M/ugwbp40diNFOhUCgKxVgbe3RNUFnsYWqZo29Q4nPxtU/M5mdfWsDsCc4uXGfMSorf9cWlC9y6psYGxagx1toUgKFrVBR7mFbuZ0LQm9HhJeB1ccOZtfzyxkV88eSpeAyN9kiC+1fUc+XDq/j9uganZLkXUkpauuKkZmwCEOKQVYORnCcunlPNnRcfS3XAS3skQXXA28M5Jtt5haI3hqY5z1u3Y5UBL5eeMAmfSydhSbyGzjWnTueq02f0eb2Uklc2NXLNo6t46PXthOMWQa/BP3/sKB6+5mROm1nR7zonpfcxrdxPZbFnwADIaDIW+6PRIN9MkN8IIe4HSoUQXwauBx7M8bWPAT8DlqYOSCm/mPq3EOJHQHvy38cAlwPHApOBZUKI2VLK7HK9hxGjmSqVK5nUhcv8bjoiCTqiiT47DI7d4Qw+dfwkHn59O3/78AD1B7v45jPvcmpdOV85ZybTyntGIxfVlXMLs/j1mt20h+OYtkZ5kYuOiKP8LBBI2+a9bsKrX3t6HT+5/MQRuQ8KhUJxuDDaY0+mccWla1QHvZSYFi1dceZOCvLzL53In9/dxyNvbCeUVOjvvvFsOKYAVAU8RBIW0rY55o4XCccthIApQQ//dem8MTWuKg4/RrtNQeZ2JYSgyGNQ5DFIWDYdGbJDSv1ubj5nJp8/uYan3t7Fn97dS0tXnJ+9spXfrNnNladO44JjJ6ZtrFNMqyii/mCX0ya7veVR1YfKCHLdER+4IFpxJJF6njcf6CBhSaSUJCwbW4IQskc2iN+lpwNnbeE4LV3xjO+7cV8HP39lGx/ucyzaDU3wDwsmc9Wp0wl4Xf2+xm1olPrdFCfL+8e688pY6I/GAqK3l3jWFwjxCeCTOPOMv0op/57Ha2cAf5ZSHtfruAB2AedKKbcIIf4dQEr5P8nzfwW+I6V8a6D3Vz7yI0su3u9SyrRuSH87BQCbD4T4+Svb0gEMXRNcMn8yV582naCvb4ejCcGmfR08/tZOthzoIBSzQNr9lsn4XBon1JQdro37sPKQH20KoekxVJQmyKih2tIYIZdxJUUkbtESjhNLWLSF4zywYjsvfrC/x/e4NCcA4jZ0mjtjdMasfhdSXz9v1rBbrB8hqLY0BsmnXcGhuVtH1Myo+dbYEeWXb+/iL+/vTwdMJpV4ufq06Zw3d0K6xPl7z3/Isk1NfV5/6QmT0htVAy0al29q5JvPbCAUNTFtG0PTCHgNfnjZ/MNxXtcd1ZYykHqe46bFgY5YxuCYS3OCdz+8bD5nz66iqTPWr4MRwIGOKA+9tp2Xuglon3FUBTefXZexTKTI45S8dNfHybetKYadjO0opzwdIcS/CCEWCiEMKeXfpZTflFJ+I58ASBbOAg5IKbck/z8F2N3t/J7kMcUYIhd1YSEcdf+pZY5VW39CWrMnBPjpF+fzn585hkklXixb8vv1DVyVVP83rZ7BE1tKZk8M8PMrTmTNtz/J/VeelFEnJJKwj1jrJ4VCoRhv5KNa73PrTCn1UR30UhXw8m8XHM3dl5/AzKpDlbo2gs6YRYnXRcKWGSfLd728RY0RisOWfN0gUnO3KaU+ppT5CPpcfXTbqoNevvaJ2Tx+3ULOP3YCmoB97VF+8OJHXPfYal7e1IgtJa9tPdjvZ7z4wQEgu13nD17cRGs4gcQp4ZFAazjBD17cVLD7oxhfpJ7n5s7MARAAl67zw8vmc8asSva2R/oNgITjJg+/vp1rHl2dDoAcVV3Mj78wn+9eclyfAEh3C+oJQW+fdY1yXhk/5FqsNBW4C2gUQiwXQnxPCHGREKKvrPTgWAL8qtv/+4va9PucCyFuEkKsEUKsaWrqG2lWDB/52paldEMml/r6OMIIIThndhWPXruQm86qpcitE0qq/1//+Bre3HaQ3llLbeE4+9ojnJW04M2E6oCyo9qRQlEYVFsaGoOxw+xuqzu/ppT7rjyJf/7YTIrcOpYt6YiaxG07o0sFODbraowYW6i2VDiGYjPrMXQqk9oh1f0s+iaX+rjtgjk8eu1Czp1TjQD2tEb4r+c38uWla4mZ/S9TIwmbhGVnXTTWH+xKil0KBAJNCDThHFfkxuHWllLP8wBdOm5dYEnJKXUV7G2L9MlGt2zJ8+/u46qHV/HLt3cRN20qitx88/yjufeKEzmhprTH97u6aeg4rpX9L6GVpfP4ISdNECnlNwCEEG4ci9zTSeqBCCHapJTHDPYChBAG8FngpG6H9wA13f4/Fdib4doeAB4AJ8VrsNehyJ+B1IUHSm30unS8Lp24adMWidMVs9IBDrehcfmiaZx/3EQee3MHz7+7jz2tEb71hw/6taOKxC0aWiNZr1V1QAOj2pFCURhUWxoagx1XetvqXnZSDYuPrua+V7exbGMjG/eFsn62GiPGFqotFY5sbhC5aBgIIdKOgHHTpiOaoDNqYifnbzXlfr510VyuOGUaj7+5gxVbDrI9S6CioTXCzpYuyv3uHsfVnK2wHG5tKfU8Z0NKyf6OaJ9N1HU7W/nFq9uob3KeT4+h8cWTa/jiopo+AQy3oVHic1HsMTK6wXRvPx2RBJZtU1nsTZ8/Ep1XxgP5ytb6gCBQkvzaC7w9xGs4D9gkpdzT7dhzwOVCCI8QohaYBawa4ucoCkwmdeHT6soHTG1M4TY0qgNeasp8lPndPVIty/xuvnbebB68+mROnl4GwLpdbdz8xFp+9LfNPUSNTNumf7f6Q6gOSKFQKMY+Qx1XUra6NeV+ZlQW8X8uOoaffHE+tZUDm9kJUGOE4rBlIDeIbOUo/eE2tHR2SEVRz13x2soivnPxsdx/5YmcWpc5YXxi0IMtJdXFXkLRRDqYAj3nbLUVfmwJtu2IX9pJa9PaCtVej1RSz/NAoimWLZla6usRANnVEub/PPs+33jm3XQA5BPHTGDp9Yu49owZPQIgfrfBpBIfU8v8BLz9u15C33Iuv1unMRTnYGf0iHZeGQ/klAkihHgAx6klhBP0eBP4sZQys6dp3/f4FbAYqBRC7AH+U0r5MI4LTPdSGKSUHwghfgN8CJjAPx1pzjDjgUzqwt1TG8HpSMJxk/tX1PcrCmToGmVFbkr9rj4iqrWVRfzgc8fz9vYW7nu1nl0tYZ5/bx8vb2rkilOmcdlJU3EbGlefNp1H39rZ572ril0c7IzS0pWgLRzngp+8ihCCUMwck4rNCoVCcSRTqHElZatb4nNR5NY5dlKQZ9c3cP+Keux+9kEDXp3T6sq58Kcr0mn2tRV+br9wrhojFOOegdwgljywMq+21R1NE5T4XZT4XXTFTDqiCSJxZ7o+a0KA7116PM+s2cP9K7ZhdWt3moCL5ztSf5cvrOG7f/6AXS0RJE5Astij8+2LnCTz2y+cyzee2ZB2rNE1QanHxe0Xzi30bVKMYXq7wYATjIv1Y7qgCwj6XNx09kwA2iMJlr61k+c27E2L+B4/pYSvLp7J0RMD6delsp1K/a6M5S696T02VQWcDJCumIWhJY5Y55XxQK4WudMAD7AFaMApV2nL54OklEsyHL82w/H/Bv47n89QjDz92Zp964/vU5p0dQlFEzSFYsRMiz2tEZZvaszYEaSEuAJeF+G4SVs4QTRhIYTg1LoKTp5exp/f3cdjb+6gI2ry0Ovb+dO7e7nprDquPG06AL9Zu4dIwsKja1QUu4maNo2hOJYtiZk2zV0JNKCm3Jfe7bgz+XMoFIqxwVCdepTLzvgm27iSwrRs1u1q5cwfvJwxqJ221fW7uOb0Wj42p5rbnnmX7c2HUu39bp2L503m8bd20BZOpBdrmw50cu1jq5kzoVgFQxTjnkw2tLtbw33aVu9ylFzKZVI2uzHToj2SSJc6X3byVKaV+3no9e3sbOkiYTmZHA+8Vs/anS1MCnrp6ibuIIFQzGLD7tb0NV996nQeen07XZaFT9e4+tTpqj0eQaQcgtrC8R46IG5d4HfrSCmJJmyEcOxwj6oOcPnCGhZML+W3a/fwxFs76UyKok4q8XLT2XWcPasynd2hCUHQ5yLoNfpYPGe7rnW7WrFsG4+hUxXwEPC6qCz20B5J8Npt5xb0PigKS66aIBckbWyPxdED+VfgOCFEC/CWlPI/h/EaFeOMVK2eZUv2tkURKUErQc5BB7/bwO82iCYs2sIJwnETQ9f4hwVT+Pjcap5cuYtn1zdwoCPGd5/fyO/XN/DVxTO56vQZgBNQKS9y8+m7X+OgHUdwSFnXBva2R5kzMZjzbodCoVAoRo/emgahaIKGtiiGLnqk8GcaXzyGzsQSnVK/i6duOpU3th7k7pe2sqslTDhu8fSaPUgpe+xWp6g/2KUC5orDllz0QlKWn7m2teqAjlUk6YgkCEVNFtWVs6iuHCkl63a18egb2/lwX4i1uzLvp967op6bzjmKt+ubeWZdA1UBD9OSlqPPrGtg3tRS1R6PEFIOQb3MIpMBNZtZ1cU89eVTaQ07pfJSSt7Y2sz1j62hoc3RDSxy61x56nQuXTAFt+EEOlJOL0GvC03Lz5E41S5SaxwzueaZXOq8ryqvHPvkHO6SDu8DfwFeAN4AZgK3DtO1KcYpqVq9/e1RbGkTN23ilkTakoRl5aXA73XpTCzxMqXMR7HXSGeL/OPimTxy7cmccVQFAB/s7eCfnlrP9/6ykaZQDCklzZ0xdqdEU3v1bQlL8sHednY0h1m3q1VZIyoUCsUYpremwf52RxRvQsBLZ8xkf3uUhrYwtzy9fsD+3OtyXMo+dfwklt6wiJvOqsVraJh2/wEQgLgl2dUS5oala7h72ebh+PEUilFjIL0QcNL9E5bF/vYoHx0Isb89mtNcTk/r8zg21m5DQwjBSdPLuGfJAr536XEcVV2c8fXRhM2+9gj3vLyVWMLs8flxM7+5pGL8cveyzWzcH8Lsx+LcKZ+SbGvqTAdAthwI8a+/3cAdz31AQ1sETcAlJ0zmiRsW8cWFNbgNrYfTS6nfPagAyC1Pr6ehLYxMatQ4FyeT7UNpgIwHctUEuQUnA+QMIIETAHkLeAR4b9iuTjEuSdWefvmJNZg2CAEuAQjBwVCchJVdpb83qZ2FhN+mPbmzMLXMz3cvOY71u1r5xfJtbGvqYtnGRl7bctBReV54yGBI9jO5dTotiZ5HhopCoVAoRp7emgYSmFLqRQjSGYeGJgjHrZz6c7/bYEaFwb98YjafPHYiNzy+hvZIYsBrsGzJj5dt4bdr9/DdS45T44XisGAgvRCALY0h2sMJNE2ga86Odz5zue6uMpG4UyoTjpucWlfBKbXlfPzHKwZ8/bamEJ0xEw3HGte0JM1dcUyrI/09uZTrKMYfdy/bzF0vb836fRI42Bnjkdd38NcP9qeDJafUlnPzOXXMqHCEsd2GRqnfTbEnVzWIvqQyQMJxC0MTgEDaNkIT2NK5ljsvPlY9f+OAXJ+CGcAzwNeklPuG73IUhwuL51QnVZYtDO1QwpEtZB+v7nxw6Y4ieZnfTXskQUckwYJpZdx35Un87YP9PPzGDlq64ixduZPn39uHoUG2j5NSpj3pVaelUCgUY5PumgZLHlhJYyjK/vZDJZe2DR5D5NWf+90GJ88o538uPY5//tX6fkVTe7OnNaIC54rDikx6IYAzZ0u2MXA2tgY7l/O5dXxunbjpbGh1xkwMAWaGdveDFzelhS9FcrdeANKWxJOpW/mW6yjGDw+9vh1NwEDOGJYNJT6Dqx9eRTT5rMyo8POPi2eycIbjTuRz65T63Pjc2bwks5MSQvUYGqYl0TSBoWvommBKiY/qgFc9d+OEXDVBvj7cF6I4/HDpgkjCsTUT4lA2hlvP7rOdLZKva47mR6nPRShq0haJc+Hxkzjn6Cp+tWo3v127h+ZuNroDYdrKk360UUKYCoUiH24+u447nvuAqOnsxtk22Egqi709+vNcx5VPzZvMrQdC3P3y1oxlMUBaX0oFzhVHCvnO5fojUzssL3IT9Lto6eo/C+uvHxwAUhXNNlpytx0Jhi6QUubtHKUYP3TFLQyNHrp+vZECWpNZfKU+F9edMYNPHT8JXRMUeQxKfC68rvyCHwONGykh4cpiD3vbI47QoJBETVuVwYwzBp8PpFBkYfaEINsPdhKKmsQtG7euEfC6qK3sWwPaO5K//WAnNz+5loDXYFZ1IOPENWXPFvQZdERMDE3jhjNruWjeJB56bTsv56j10V0ETKFQKBRjm1QK/y1Prycct/AYgspiL0Gf4y42tczfY1zRBazf3coNS9cwu7qY2y6Y02dMufUTRzO/poz7Xt3Gxr3ttMf67j9KHHtPFThXHCnkM5frj+WbGntY3B7sjPGNZzbwv5fNZ/Gcao6eEGT7wRAdEef9XbpGkVvD53IRs2waQzEkzoaVsCUeQxAocjGltIjdLRF2NndR5h/Y3UYxPilyO0K4AyGlE6j73IlTueKUaRQlS69K/C48Rv7Bjx+8uInNjZ24dMGEgKdPZlFKSDiYdFQ62BkjZkqK3IYqgxln5O4DpFDkyc1n1+E2HGHToycEmFjixW3o/UZJu0fyQ1GT5q44tpSEY2a6AxpI7E4IJxhSU+6jMuChpszPty6ayz1LTmDupEDP7+31WkNDRW8VCoVinLF4TjV3X76AyaU+JpZ4CXiNHqKOqXHFtCR726NIG3QB25NuL/2NKYvnVPP0zaex4f9ewC0fm9lnvAAocht0xRIqcK44IshnLtcf339hI23hRLL9CaQNbeEE339hY7f3N5hU6nPeP+jFbRj808eOYun1i7h43iRSupUSiJmScNzm0/MmYdo21QEvoZiJadvIZJqK2tg6PLjxzFqsfgRRu7N4dhWPXbeQm86uY0KJl6llfqqD3kEFQO547gO2H+xCFyBtx0nStA6VzENPIeGA12BiiZfJpT7uvnyBCoCMM1QmiGLYyCa21Z3uPvUHO2NoCIQGCVumUxu//8LGrGnNQgiCXsfuKhRNcEJNGT9bsoCXNzXxs1e20h5J9OlMi9w6TaEo1z++mmKPwY1n1nLLebOH6a4oFAqFolAMNM5864/vO5mF7V2OqKImkDgCp90ntZnGla+fPwdD1/j5K1vonhQSijk71teeXsvyTY18/4WNbG92dp3rKov6zTJRKMYr+czl+mN7cxgpJQkpkdLRFBHJ4wO9/6K6ctrCCf7lE7Mp8Rr8eu0ex2kQp0ziR3/fzPbmLi6eP5l7XtnC/vYoli0xNEHAa/Dti44ZrluiGAHuXraZB1+rz6jT5NIFN55Ry+cX1lDsNSj1udPWt5kYqMwlFTS3pETXBAIBtrMmqa0sSmcWDbU9KMYOKgiiGFa6i22lOp9v/fH9Pp1PTZk/nW7ZFbfQBGiSdCTXtGx2NEeYYcucha8CXheBZDDkguMmcuZRFfxk2RaWbTyQ7lSL3DrtUQtdczJCwnGTn760BUAFQhQKhWIc0FvUcfmmRpY8sJKmUIyDnTHippPCD07qtAbsb49S39TFul2tlBe5qCjqm/YMzjhwy3mzWb6pkR/9/SM2H+gkZtrETJs7n9+ISxPETRsjqY+wpbGTbz6zgR8mU/0VisOJTDvyAy0uLdvuobOT0hQR9iFh1UzCrH63wV/f38dLHzUxIejFrQsOdsbpiJlEEha/fHsXXleybZPULBFgSWjuitEZMyly6wiRnwWqYnT5yd8+4p5XtiJwyg+7B0I0QfoZ+8SxEyn1u3Dp2Qsbsgno7m4NowsnSJ6wJJpwMgfjlsiYWZSDjrZiDKOCIIoRIVvnc1pdOat2tKAldwhs6XyVJ5WcD4RiuDRtUMJXAa+LYo9BKObiWxcdw5fPquWRN3bw4vv76Yo723u9Rc5/vGwLb9W3qOiuYkRRArEKxdDoPtZMDHpoaItiS0hYNoauYVo2Qghsy3ZcLqSkuTOBx9AJeF0Zx5XUIs22bf64YS/ff2ETBzpiWMnZuUxaI5q2pKkzzg1L13DruUfDtQBkAAAgAElEQVSpYLpi3JNt/pbtvNvQMeOWU1qWVLiUgDvHcoXH3tyJLSVtnfG0ZkiZz8Cl64RiJuH4oTQtTTgLG0ODJ97axYJpZRiaRtBnEPS60DQVDBmrLN/UyL2vbmPz/g5aI2a/3+PSBc/90xmUFXkoK8pP8yObgG6xW2drU5fjNCZleh3i0mSPknnlRnT4oDRBFCNC985HCOfv7unIb9W3UB1w407aTAlA15yUx1SN94Sgp8d75iN8lSqTmVrm46jqALddMIf7rjxxwNesrG/m2sdWc8FPXh1Qj0ShUCgUY4PuY03Q52ZqmQ+3LrCks/4ydC2Zji8QQqALgRDQFIoB2ccVTdO4dMFUln3tHIo9hybgCVtidtuutGzJj5dtofb25/na0+uG7edVKIabbPO3bOf9bp2UkUwqC0QXzvFc2Hygg8ZQjEjCxrQhkrBpDZvETYunbjwFb7cSCFtC1JQ0dSbY0dwJgGnbtHTF2dUSpikUI2YOLLSpGFmWb2rkkz9ezrWPrebt7S39BkAETmDLsiW1VcVMLMlf82N3axhfL5eY7v19KltI1wRuXaT1oFy63kPwNNvzrhg/qCCIYkTI1vnsbg1TUeShrqqYuZOCTK/w49E1osk0Zo+usactQn1TJ6GoY4U1GOErTROUFbmpKfdzUtI/PBOp6ezWxk6+9cf3eWXjgbw+S6FQKBQjS++xJuB1MXtCgMpiNwumlWHaEpcmmFzqxWtoaY2CuGUTiibY2thJYyjGkgdWDhj8DvhcHD+lFJfeV2y7OxJ49p19KhCiGLfkMn8b6Pys6gAlPhepihQhoMTnYlZ1T9H6TITjFrbsWXogceaAFcUeEpbd7+vaIiZ/fKchfd6WklA0QUNrhIa2CJ0xMy2kqhgd/vb+fv7jD++xubErp+8v9hh5292mqCnzp51mQtEE9U2dbNzfQXskwfJNjYRiJlNKvRhJ7Si/W2d6uY+KYnePDI9sz7ti/KCCIIoRoXvnk6J7EKP3+YDXxaRSH7Ori+mKWwR9BpoQxC2bhtYIBzujQ3J00TVBZbEn+zcCZnIH8e6Xk8KqatBUKBSKMUmmsWZWdYBf3XQqi2aUM6nUR8DrorLYg43EsiUasKc1gmlLJgY9ObmS3Xx2HSU+N7lk2P9xw74h/mQKxeiQ7/yt9/nT6sppj5romsBjCHRN0B41Oa1u4I2oFKkMK8EhUVVwdD+mlvl66I305q6XtnL1I6t44b196dI1gFjCorEjyu6WCO3hBHYm9U3FsBCOm+xti/CL5dtyWohKQCK48czaQX9mytXlYGeUhtYIcctGEwK/W+eO5z4g4DEwdI26qmLmTAxSV1WMoWt9NluzPe+K8YMKgihGhO6WUlLKHjaGA52X0lHxrwp4mVziw61rjjJ4zBpRP+7drRHW725jwZ1/4+alq1UwRKFQKMYg+Yw1Aa9BRZE7WQMOhi6YUuoj6HPnlOK8eE41/3vZfGZVF2e9Lls6mj/H3fGCKq9UjCsGO39LnX+rvoWqYqfc2Zbg1jWqit28Vd+S0+drQmBoTgCEZOaWoTnHswmeagIOdMT44d82c8Fdr3HtI6tZua05fd60bZq7YuxMlspEE6pUZriQUtIRTbC7Jcz+9ijffvZd3tnTxp62aNbX6poYssbS4jnV3HnxsXTFLEeTRteYXOKjKuDFpQvHwWiA5zhFtuddMX5QwqiKESGbpVSm8ymLQ4Cgz0XQ50JKSXskUZAASHJMzRlbwt82NmH/ej13fOY4Svwugl5DKY8rxgRDFVYFJa6qGN/kO9bUVhbz/W5jTfe+PJcU55Rg6t3LNvPjZVuyXl9n3ObLS1fz4NULlYieYlww2Plb6vzu1jCVxR6qAt70e0opcy4fqKssYktjJy7d0e+R0tGGqKssyvrafz1vNj9bvpVIwsayJbtaw9zx3Ad84aSpXH9WLVqyvctkqUwomsBtaI67oMdQQqoFwLKde9seSaSzcW57ZgOrd7bl9Ppp5f6CbXounlNN0OdiWrm/T1/fHknw3UuOy2p9qyxyDx9UEEQxYmSyQBvofM0KP42haFrNGQqbdjalxMOe9ljer3tpUxP/cZFNc2eMtnCcoNcJ0OhqwFQoFIpRZTTGmlvOm832g508+072speETU7OZgrFWGEwbSpFTdnQ2tZtF8zhm89sIBQ1MS0bQ9Mo87u47YI5WV/7942NVBZ70IWguStOKGZi2pKnVu9m5Y4Wrjt9BqfPrOixII6bztyupStOkUcn6HUNWofiSCZu2rRHEj20Vw50RHnote05B0B0KHjW90DPY7bnPEWu36cY26hyGMWYZrjTzv7r0nkEPHpONd3dkcB1j67m7W3NWLakNXxIeTze229XoVAoFGOaQow1P7n8RL5+3qycvvet+mZO+u7fsgqwKhTjnaG2rcVzqvnhZfNZMK2MSSU+Fkwr44eXzc9pEdrYGcXn0nEbGpNKvEwv91GUdKWpb+ri23/8gK/+cj2rtrf0KXGWUtIZdbQrdreEaY8o7ZBciJs2jaEoe1rDhKJO6XgkbvHIG9u55tHVvJRjf+c1BA9fW/iMOVXOokihMkEUY5rhTjtbPKeae5acyP0r6lm5vZl8ZD52toS5408fcOMZtXx+YU2PdEq/26DE58KXowWcQqFQKEaPQo01t5w3m3lTS7lh6ZoeQoz90dyV4K36Zt5vaOOeJSeqnUXFYcn/z96dh9dVlYsf/669z5Q5adN0Lk1oSwpYpjLXGrEqqBfUi9o6IJPUe5U6wYXr9YeIXi84AXVsrVq4aFEKaL0yaCmxFikdKdA2ndJ5ytAM5+SMe+/1+2OfkyZpcpKWTCd5P8+TJ83OPqfrnGRnrf2utd63N66tM515P2tEDsebI/g9JrbW+D0mI3J8jC80KczxsW7vCXYcD3LvM29y3rh8br16MhdNKjrleRK2uzqkoSVObsBDXsBz2iVah7pI3KYpkiAcP1ni1nY0L249xq9f2ceJljjQ823ov/j0zD75myjbWUSKBEHEoNfXy87a7ul+dNXubgeubSVszc9XV1N1PMjnZpcxJt/d8xqOW4TjFn6vSWGWlxy/XGpCCDGY9VZfU1FewpeumdKjHCEAwZjNLUvX85U5U99W4j8hBquB2j4wf3YZ963YirIdAh6DUHI7zK1Xl3JZ2QjeOtzEoy/tYk9tC1uPNPO1p96grDiHL8+ZyvnjC055PkdrmiMJmiMJAl6TgmE+vtNaE4xZNEcSp6yC3rS/gZ/9fQ/VtW75W7/HwKOgJdH9aukrS4v6Zdwvhrfhe+UK0UFq8NnTgaupaC3N9vKOWtbsruNjl0zgk5dPat1rGEvYHE/YeE2Dgmw30ZYkUe19vZEQVPQO+VkIcbI/eeSlXfQkrq5x+569dSEenntx3zZOiGGis1n/m644i3PH52M7mnDMJhy3GZXrIxiziCYcqutaWPDk61w2uYhbri7lnDF5nT53NGETTdh4DIP8LA95geGTF86t9GLRFE5gOe2DGgdOhFn092perT5ZhWfO9BJmTiriwRd3dPvcV5YWsWz+Vb3eZiE6kiCIEG0smDONR1ftTpZfM06pBd6WxzTAdjANRV6Wl/pQnN+tO8jzbx3j1qtLufb8Ma0dYsJ2qAu6SynzAm5FGY8pKXmEEGKoWjBnWmswZN7itdQEo+xJzop25dnXj7L18Mt8/YP9VwJeiKGss1l/29GcaInz5PqDeAxFnt9HYZaXcNymNhQjbmvW7Wtg3b4Grj57JDdfPZmzR3VeCttyHE60xGkIJ4Z8ItXOKr2kNEcSPP7qfv605Ujr984fl8+7po3i+TePsqqbXCBnj8qhJC/Asjuu6LP2C9GW3IUJ0UGOz+zRzJ2jNQrI8Xt4/NbLuOnKs/B7DBrCCX74t518/omNbDrQ0O4xtqNpDMc52BChLhQjYUsSVSGEGOpSyfh6Mk+8qzbMXcu38NK2433eLiGGI9NQjMrztyZOBVBKkeP3MGlEFoVZHs4e5ZbgfWVPPZ97fCPf+vM29td3HcRsm0j1UEOY5ujQSaQas2xqgzEOnAhzoiXeLgCSsB2WbzzEZ369jmc2H8Z2NGMLAnzzX87lU5dN4pnNhznUFMHs5o+fJCcV/U2CIEJ0cPusUhzNKUv8OrJsjaPdTNhvHmzi5qsm8/itlzFnujvjsKe2hbueeoNv/PEtDp4It3usTu4rPXgizPHmKNE0K06EEEJktoryEh64/jzGFwa6PVcDdaE4t//vBm74yRpWbZdgiBB94awROViOg9FmG0vM0kwemcuiz1zCN//lXM4a6Zby/fvOWm57bAPffW47hxsiaZ83brmrfw+cCFMTzNwxXjRhc6QxwuGGSGullxStNa/sruO2xzbws8o9BKMWOT6TO2aX8ZubL+Vd00bx+w2HSFg2cUvTXSqQ3i6FK0R3ZDuMEB2kli8vWbOXhG11eZ4GlIJsn8mjq3bxJaZyWdkIvv6B6Xz04vH87OU9vHWkmX/uqee1vSf48IXjuOnKs8gLeNs9T0vMoiVmUZznJ7/D94Tob5LTQ4i+UVFewpp738NXntzEs68f7fZ8rWHLoSY+9/gGPvfOUu65brrklBKiF7VNnOozTyZOnXvpRAyleNe0UcyaUszLO2p47J/7OdwYYeX2GlZV1XDteWP49JVntSbE74yTXB0SilqUdbGdZjCLxO1OAzi7a0L8rHIPrx9sBMBQ8KEZ47j5qrMozPYBsK76BG8ebmzNnZfORy4cKwEQ0e9kJYgQnVgwZxpv3P9+ykd33Wkp5Zb6yva5NeifXH+w9XvlY/J5dO6F3PehcxmTH8B2NE9vOsxnfrWOZzYdxupkG8xQWTYphBCiaw/PvZilN1/KyOz2QW8Dt0/pGOawNfxi9V5++OIOWmJdB+aFGI78Xeyz6Op4W6kVWiV5AUIxi3GFWXx1zjQuKxvReo5pKOZMH83SWy7l7vdNY3S+H0fDc28d46ZfreORlbuoDcZ67fUMZvWhGN9/cQfz/3djawDksslFLPnsTL48Z2q7AMjCVd0nhTaUGwCRZNBiIMhKECHSuPe66dy1fAuhmEUsuZZPA15D4TENHK2pC8UpLc6hNhRl3d4TPLnuIEebI4zNz2LupRNZesulPL3pEL997QDNUYufvLybFVuO8Pl3lXF56QiZ2RNCiGGmoryEjfe9j8qqGh56oYqdNSG8piJh69b99h4FDrTeSPykcg+/W3eQL82ZwicunTRkky8KcTq6utHu6bxSx8SpWrtJU5siCcC9oX9y/clx3Z3vnkJdS5wn1u6nLhRnxZYjPP/WUa6/YBzzLpvEiBzf231Jg040YfPUxkMsW3eAaHIsPHlkNv9WcTaXTh7R7tx11Sf4znPbiMRtUj8CBbT9cXgNxS9vmimrP8SAkpUgQqRRUV7CD268gIsmFmEYiiyvQcBjYCQDF0pBJGGzuzbE8eYo9/3pLQ43hckPeKhvifHoql28fqCReZdN4vFbL+NDM8ZiKLeE2NeffYv/ePpNqmtDA/wqhRBCDISK8hKe//JsfnXTTC6aWIQnmZvAZyq8HvOUQdqJcJxvrtjGrb9Zx+GGCDErM3MNCNFbDEMlK/q5N9uGwv06eS1VVtUwb/FaZj20inmL11LZTZUSpRQjc/2MK8xi474GHl21i/qWWOu47qeVexiTF+CJ2y7nC+8+m6JsLwnbXe376SWvsXh1dWsAJdM5WvO3bcf57K/X85tX9hFNOBRmefnynKn88qaZnQZAvv/XKkIxu902mLbBkLEFfmZOHiEBEDHgJAgiRDcqyktYdscVXDZ5BGMLsxidH8BB4ziahOXgaIgmHCwH4ramNhgnErfJ8pp4DNW6TWZEjo+vvncaiz9zCZdMKgRg4/4G7vjfjfzobzs50RIfyJcphBBigKT6mUWfvgS/x0Djzkh3tZ/+n9UnmP29Vfx45S5qgtFOt1gKMRyUjswGFF7DwO8x8BruxrLSkdlUVtXw+Sc28Gp1PYcaIrxaXc/nn9jQbSAEIOA1eXrTIXwegyyviUK1G9f5PAb/evEEnrj9cu54Zyn5AQ9Ry+HJ9Qf51JLXWPrKPkLRzN2+tn7fCW769Tr+5/kqakMxvKZi7qUTefy2y7j+gnGYRvtVzP/z3DbuffZN6ltODQAp3MCu32PgNU2pAiMGhX4Lgiilfq2UqlFKvdXh+J1KqR1Kqa1Kqe8lj01WSkWUUq8nP37RX+0UoiupEoceUzGuIIAy6HKAeqgxysGGMLbjcKy5fRbxslG5fO/GGfz3h89nYlEWjob/e+Mo//LjNSz6+5522beFEEIMHxXlJXyh4mwMpbC6Wc9va3eLzKyHXubDP32FP79+WHJLiWHn3uumU5jtTY7JNMqAwmwv9143na/9YTNRq/01EbU0X/vD5h4996HGCGjNoYYw1XWhTsd1WV6TuZdN4re3X84tV08mx28Sjts8vnY/n1zyGk+s3U84nlnBEK01D/x5G1uPNAPwrmmjWHrLpdwxu4xc/6mZFB58bht/217b9fPh/r0qLc6RKjBi0OjPnCBLgZ8Aj6cOKKXeDdwAzNBax5RSba+KPVrrC/uxfUKkVVFewgPAotXVHGoIc9HEIl6tru/y/GjC4VhTjMnFOad8TynFlWeP5NLJRazYcoTHXt1PMGqxqyYkOUKEEGIYWzBnGjMmFLJodTWbDjQQs9Kv8ohbDm8daebLv3+dTftP8OX3lpOf5ZG+RAwLqW3LqbHZhKJs5s8uo6K8hPpw58GHro53lOf3sPN4EEe7N/KW4xDrYlyX4/fwmSvO4sMXjuOpjYd4euNhQjGLX7+yj6c3HeYL7z6bz1wxmSzf4M/lo5TiGx+czrf/bxt3zC7j/PEFXZ7r95qsrOo6AALuSpBfSQ4QMcj0WxBEa71aKTW5w+F/Ax7UWseS53S/Pk2IAdQxgVa6cqI6+RFNWBhK4XSywsNjGnz04gnMmT6apzcd4ovXTO2DVgshhMgkqb6msqqG+U9s7DYQAu5M629ePUBewMfHLp1IYbb3lJLsQgxFHcdmp6OyqoZFq6s52BBmYpsACkAwmjhlxa8DtMS6zvmRF/By69Wl/OtFE3hy/QH++PoRmiIJvvtcFdPH5vPOqaPOqJ397fKykTx+62U0pslvkhvwsPVQU7dJaL2GkgCIGHQGOifINOCdSqnXlFJ/V0pd2uZ7pUqpzcnj7+zqCZRSdyilNiilNtTWpo9ECtHbjB5MtB0PxhlflIXP0/Xllp/l5WvvO4fRaerN9yW5joToHXItid6U2h5zOha+vJsf/W0ne+taONQQztiyunItib5WWVXDfSu2UhOMUpjlpSYY5b4VW1tzhtSG4piqfdJVU0FDOIG/m+pMBdle5r/rbH57++V89KLxzJpSzKwpxf3wqk51ptdSutVkI3P8bDvczDf/vK3b55FNemIwGuggiAcoAq4A7gb+oNwr7igwSWt9EfBV4HdKqfzOnkBrvVhrPVNrPXPUqMyIroqh44YLxnZ7ju1obvrVOnYdC5KfNThn5eQ6EqJ3yLUketuCOdP4yIXd9zVtPbv5MB/92T9ZuHIXx5oiHG6MEIlnViUZuZbE21Wc23m52tTxRaurSdg2x5qi7Dge5FhTlIRts2h1ddrnVUoxvjCLETm+bredjcjx8cVrpvD4rZcN2Ba13ryWTEMxtiCLzQcaWPDkZg41hNOe37ZSjxCDSX/mBOnMIeAZ7WaCXKeUcoBirXUtkNois1EptQd31ciGgWuqEKd6eO7FwCZWvHEMO816wM0HGviPp4N8/8YLuHhyEfWh+JBJgJpuS5AQQoi37+G5F1NavJNfrK4m3MNghuVo/rDxEH/fWct/f+R8ykblkuUzGZHjw+8Z/HkJhHi7Al6TgoCHpjZVWgoCHrKSqzh21QRpCicwDIVpuMmI64JxEnYQgFE5Xg41xVofmxq2jc1xJ7QKs31k+UxqgzHi3WxZGwqBAJ/HYHR+gFd21XH38i0096j6jUpW8BFicBnolSB/BK4BUEpNA3xAnVJqlFLKTB4vA6YC6cOyQgyQh+dezJ7vfoB03VvMcqgNxfn3325i074GxhYETikvJoQQQnRlwZxpbHvgWvY9+EGuLBvZ4wHc8WCM2x/fyH1/fIu6YIzDDREpqyuGhYlF2RTn+XnH+ILWj+I8PxOK3JvyuOWAAkMpFApDufteUgENZXR+lbU9/urueu76wxY+teQ1vvr7LayrPtH3L2wA5Po9jCvIwmsaPPRCFSda4t0+xlAnK/UIMdj0Z4ncZcCrwDlKqUNKqduAXwNlybK5TwKfTa4KmQ28oZTaAiwHPq+1Hpp/VcSQkevvfmYtnLC5b8VW1u6pZ1yh25kIIYQQp2P+7DJG5PpOaxC3Zk89n1zyGi9tryEYSXCwIUJ9KJZ2FaMQmWz+7DIStiYct9Da/ZywNfNnlwHgNd3JKMfRaK1bS0z7ksdrgjF3O0ebnCAewz0OJ3OK1IZijMzx0RSN8+iqXUMuEDIyx09JfqB1NcvumtApCWM7Mg3FOaPz+MGNF0hSVDEo9Wd1mHldfOvTnZz7NPB037ZIiN51/vhCqo410RSxTsmU3fbLI40R5j+xkYsnFfG5d5Zy7riCjKshL4QQYuCkyoI++Px2dtSE0Nq9QXO0e7PW1f1JMGrx389tZ9m6A/y/D03nrJE5BKMWhdle8gPeIbFkX4iUivISHoBOy+cCTBudz966EMGoRdx28JkGeQEvpcW5rc9hKNVuwsp2Tq6gWrS6mrpglHDi5LEsj+KpjYe4rGxE37/APmYoN/9H27K+X3lyE4k0gVNTueWCF869SIIfYlCTaWghesn82WXkBXyUFufgN7seSFqOJm451ASj3P/nbVQdbaZgkCZMFUIIMThVlJfwwlfexW8+eymTRmRTkudPGwBpq7quhdse28Di1dW0xCxOtMQ52BCmKZwYMvmqhAD3Oll2xxX8455rWHbHFe1uzOfPLsPnMRlTEOCc0XmMKQjg85itK0VKR2bj6PYrRRxNa46LTQfq2wVAACKWZuuRBkbl+d3tNRmsINt7SgDk2dePpn3M+KJsCYCIjCBBECF6SUV5CQ9cfx4leQHyAh7SVMRFQ7ss5CNz/eQFJBAihBDi9KT6ntLiXHL9Bj2973I0PLn+IJ9c8hqrd9Zi2Q71LTEOnojQHE30baOFGATajtuaIglK8gI8cP15rTfw9143ncJsL8oAW2uU0T7HRVfVp6MW5AW8jC/K6raUbqaorKrpNgCS5TXavX9CDGYDXR1GiCGloryk9Y9/ZVUNNy9d3+W5HbOQS6JUIYQQZ6Jj3/PQC1VsPxZM+5jUqpGmSIL7/7yNSycXcec1U5hQlE1dMEZTOMG4wizpm8SQ1vba6ex7P7jxgi6303THaxqML8yiKZzZQcVU7pN0inN9kv9DZBQJggjRRyrKS8gPeGiJW2jNqXlCNCQcTX1LnHmL155WxyqEEEJ0JnVTd90jq6k6FmzdHtNxq0zAa5AX8FAbiqM1rN/XwC1LNzD30ol86vJJANiOliCIGNbSBUl6qiA7c1f6VlbVsODJzd2W5pYAiMg0sh1GiD50+6xSQJ0yiDSAeLI8odaw+UADdy/fQmVVTf83UgghxJBzz7XlFOf6SKWoahsAMRXk+ExOtMRRbb5hO5rfvnaAW5au55XddZIfRIg0vF3cRbU9XllVw7zFa5n10CrmLV6bUeO8yqoa7l6+heaohZUmGepHLhwrARCRcSQIIkQfWjBnGl+6ZgpZbfaEek1F2zRahnIHpw3hBA+9UNXvbRRCCDH0VJSX8P0bL2Da6Dy8hmrNFeIzFRNHZBNJOO4qxeT5XtNdLQJwvDnG//vTVuY/sZH99S0D0XwhBr0sX+cL6lPHU9tIaoJRCrO81ASj3Ldia8YEQh56oYqGcAIFrR8dfeTCsTw89+J+bpkQb59shxGijy2YM40Fc6a1doZeU1Fd24LG7VA8hoGhFFppqutksCmEEKJ3dFzKn+qHTEMRtx3s5OSu11DJUqAay9bk+D0EYxaVO2p5ZXc9Z43MGaBXIMTg5fMY7rWTDDLqZCUZXzIz/qLV1XhNRXYyKJLt8xCOWyxaXZ0RKyeq61owFBimQcJuXwVn0ohsSYIqMpqsBBGin7TNQp4KgHhNA0drIgmbuK2JWQ4LV+4c6KYKIYQYgtr2Q6nynT5T4TENd5ZXg99rYNsW/uSN3P88t036JSE6MbUkj+I8Hx5DYTsaj6EozvMxtSQPgIMNYZojcbYeaeLNw01sPdJEcyTOoYbwALc8vYUrdzLj/heJWQ5xW+Nojdc8WXlKKSQAIjKeBEGE6EepevXlo3MxDYXtOKfss3x01W4ZcAohhOgTqX5o0acvwe8x0IDWOrk1RqO1JmyB7Tj4TIhajvRLQnRi/uwyvKbJmIIA54zOY0xBAK9pMn92mXuC41AbSrQmxnc01IYSaMfp+kkH2MKVO3l01W4iiZOJUC1HYzsOXsPAYyjOKcmVAIjIeBIEEWIApGrP2x3yTPlMA0PBkjV7B6ZhQgghhoWK8hK+UHE2hlJYjsZjKopz/cRsjaHANAwMZSS3bEq/JERHbVdWNUUSlOQF2q2QOBGxgGQ+DXUyp0bq+GC0ZM1eDOVu1faZJ28TbQ3KgMJsL/deN30AWyhE75CcIEIMgFTt+ZuXrgdo7XBMQ+FoTUs3pciEEEKIt2vBnGnMmFDIotXVHGoIM6Eom5pgDK+p2iVBNBTSLwnRiXQldGOWg9dwAwhau4EQj3KPD1YtcZvkTjhMQ+HDzQeigYsmFjF/dpmsAhFDggRBhBggFeUl5Ac8RBI2HuNktN3RbulCIYQQoq91vImbcf+LyX7pZBhE+iUhTl+OzySSsPG3WVFhOQ453sF7LaXanLr8TUOhUWR5TZbdccXANk6IXiTbYYQYQLfPKsXRbqfoaKOdy88AACAASURBVCf52T0uhBBC9Dfpl4ToHZl4LWVim4U4E7ISRIgBtGDONMDdg9kSt8nxmdw+q7T1uBBCCNGfpF8Sondk4rWUiW0W4kxIEESIAbZgzjTpXIQQQgwa0i8J0Tsy8VrKxDYLcbpkO4wQQgghhBBCCCGGBQmCCCGEEEIIIYQQYliQIIgQQgghhBBCCCGGBQmCCCGEEEIIIYQQYliQIIgQQgghhBBCCCGGBQmCCCGEEEIIIYQQYlhQWuuBbkOvUUoFgR0D3Y5uFAN1A92Ibgz2Ng729kH/tLFOa31tbz+pUqoW2N/Ftwfrey/t6rnB2CYY2HYNxLXUXwbrz7ujTGhnJrQR5FoaaJnye9KZTG47ZHb7O7Z9uF5LmfwzPFPD8TXDAN8rDbUgyAat9cyBbkc60sa3b7C3DzKjjWdisL4uaVfPDcY2weBtV6bLlPc1E9qZCW2EzGnnUJXJ738mtx0yu/2Z3PbeNBzfh+H4mmHgX7dshxFCCCGEEEIIIcSwIEEQIYQQQgghhBBCDAtDLQiyeKAb0APSxrdvsLcPMqONZ2Kwvi5pV88NxjbB4G1XpsuU9zUT2pkJbYTMaedQlcnvfya3HTK7/Znc9t40HN+H4fiaYYBf95DKCSKEEEIIIYQQQgjRlaG2EkQIIYQQQgghhBCiUxIEEUIIIYQQQgghxLAgQRAhhBBCCCGEEEIMCxIEEUIIIYQQQgghxLAwpIIg1157rQbkQz6Gy0efkOtIPobhR5+Qa0k+huFHn5BrST6G4UefkGtJPobZR5eGVBCkrq5uoJsgRMaT60iI3iHXkhC9Q64lIXqHXEtCuIZUEEQIIYQQQgghhBCiKxIEEUIIIYQQQgghxLAgQRAhhBBCCCGEEEIMCxIEEUIIIYQQQgghxLAgQRAhhBBCCCGEEEIMCxIEEUIIIYQQQgghxLAgQRAhhBBCCCGEEEIMC56BboAQw93ClTtZsmYvLXGbHJ/J7bNKWTBn2kA3q1uZ2m4hhBBCiP6QiWOlTGyzEKdLgiBCDKCFK3fy6KrdGAo8BkQSNo+u2g0wqDucTG23EEIIIUR/yMSxUia2WYgzIdthhBhAS9bsTXY0BoYykp/d44NZprZbCCGEEKI/ZOJYKRPbLMSZkJUgQgyQyqoamqMWALZj4zEMTENhKGiJ2wPcuvRa4jaeZAhVa41S7dtdWVXDotXVHGwIM7Eom/mzy6goLxnAFgshhBBC9J+WuI2BJmbZaA1KgTnIx3htx3cAtqOxbE2zbTFv8VoZz4khQ4IgQgyAyqoa7lq+pfVrR0PcdvBhoIEcnzlwjeuBHJ9JJGFj2XYyAKJxtCbH56Gyqob7VmwlbtkEoxbHmqJsOtDAFyrOlqWUQgghhBgy0k36+D0G4biNAlCgNSQ0ZPsG70L81PjOUG4AJG47rd/bfLCBu5Zv4Qc3XiCBEJHxBu9VKMQQ9uDz22kMJzBV++Nx28HRcPus0oFpWA/dPqsU29HYGixHE7c1tgPXzxjLTyt3E0tY1LfEsWyNx1A4WvPTyj1UVtUMdNOFEEIIId621KRPTTBKYZaXmmCU+1ZsbR3rjMhy55o1bgBEJx+XOj4Y3T6rFEeD5TjtAiCmAu1AYzjBg89vH8AWCtE7Bu9VKMQQlJoxqDoeQgFe00BpjeXo1nO+dM2UQb9iYsGcadSGYvxu3QFSfaQGntp0GEOBozVKgzJAKYWpIGE7PPRClWyTEUIIIUTGW7S6moRtUx+y3NW8pkF+lodFq6upKC9BK8WIbA8NYQsNGApG5nhRxuCdg06NP5es2UvCdrdsewyFoRQJx52o21ETorKqRsZvIqMN3qtQiCGm7YyBwg0aJGwHQymyvCY+U+H3GIM+AJLy7Q+/gz3f/SC/u/1yPnrxeHJ8JjHLIZJwiFmahOMGdxzHwXE0HqXYWRPqcsZECCGEECJT7KoJUheMYzka01BYjqYuGGdXTZC45VCSFyDH72VqSS7vGF/AeeMKyM/yMaEoe6CbntaCOdN44/734/cY+MxkAMR20Mn5Oq2R8ZvIeBIEEaKPVVbVuMmknthITXMU29H42mSdshwHR2scDWXFOQPY0jNz5dkj+fYN5/OnL17NgmumMCrXD7hBHsvRxGw3GGI7Go8B2T4PSimyfR4Sts2CJzcz66FVzFu8VjpUIYQQQmSEuOXgoEnYDrGEQ8J2v44lbI40RvjEzIlYjqYhHKc+FCMct0jYmvmzywa66T1SVpyDo90Ju7YUcLgxzIInN8u4TWQs2Q4jRB+qrKphwbJNhOI2qR0v++rDGMlcIKl9omhNQZaHe64tH6imnjGlFDl+D1NK8rjzPVO56arJ/Nczb/LXbcdb9786GhzApxTBaIIcv4eWmEVdME7C0YRiFocaIqytrmdEtocsv1e2ywghhBBi0NJa0zY+4I7nwHHcZPEXTCygrDiHV/bUAzBjQgFfnTMtY8Y191xbzt3Lt1Abirc7rgHbgeaoxc1L11M+Opd7r5ueMa9LCJCVIEL0qW/88U2aYycDICmOdvdYgptsavq4Ar51/fkZ34F4TYPiXD+/+Mwl/PxTF3Pu2DyyfWZr0CeccNhXH6a6toUjjRESyTcm9f5ooD5sEUtYsl1GCCGEEINWJNF5qduo5bD9aDN3/O/G1gDIBRMKeOQTF2bUOO+qKcV8/8YLyA94Wsesndl5PCTjNZFxZCWIEH1k4cqdHGqMdvl901BorTlrZA4/+vgFZHkHd1nc06GU4tp3jOXad4wlYTscb4ryg7/u4M9vHMV2dJcDh5S6UIJw3CESt7nt8Q0UZXuZWpInK0OEEEII0W8WrtzJkjV7aYnb5PhMbp9V2pq7zXI6f4yt4c5lm3G0O9a76cqz+K8PTMdjZtbcc0vMYvq4fB75xIXc/+dtHDgR7vQ8B2iOxFsTwgqRCfrsalRK/VopVaOUeqvNsRFKqb8ppXYlPxd18divKKW2KqXeUkotU0oF+qqdQvSFhSt38uiq3WnPMRSMzvcTjlv8fWctH1j4D9ZW1/dTC/uP1zSYMCKbR+ZexI/nXsiUUTn4Pen/9GgglrBxcOvUN4UT7KuXmQYhhBBC9I/UWC6SsPEY7sqPR1ftZuHKnd0+1tFQWpzDzz55EZ+54qyMC4CAu92nJWYxbUwe3/zQuWnPbYxYvHW4oZ9aJsTb15dX5FLg2g7H7gVe0lpPBV5Kft2OUmo8sACYqbU+HzCBuX3YTiF6TSoJ6sMv7cLuuAemDQVMLMpGKUXc0nzrz9toCCf49v9tQ+uuH5fpPjBjHCu/VsHWb72f//fB6WnPtZJvg8JNsHqsKUZNc5SHXqjq+4YKIYQQYshLjds6S9C+ZM1eDAUew8BQRvKze9yyHbreIAJzL53Izz91MVNH52Gm2UoyWG0/2swtS9ezv76FuOUwZXQuWd70t43BmCMTVSJj9Nl2GK31aqXU5A6HbwAqkv9+DKgE7umiXVlKqQSQDRzpk0YK0Ysqq2q4c9kmWuI23cUxirK9NEYS1LfEW4MlV5aN5JG5F6JU5nWWp8tjGtz2zjLePNTAH7ccS3uuhtaBhqM1O44Hue6R1dQEoyRst9KObJURQgghxOmorKrhruVbCMUsbEdTF4px1/It/ODGC6goL6ElbmOgiVnuuE4pN49bKGZxuDHCe8pHsbKq9pTnnTmpkDuSFWBy/R5G5Pj6+6W9LY6j+doftrDtaDPzn9jE/NllfPjCccy9dCJL/7mfdEPcW5auJ8tnku0zZWwmBrX+Xps1Wmt9FCD5+ZSrQmt9GPgBcAA4CjRprf/a1RMqpe5QSm1QSm2orT31D5EQ/eUbz75BsJMkqB2NzvMRtx1qgjFsR+M1FV9899n89FMXMTp/YHZ+DdR19Mi8S/jqnKnkBzwowGeqTmdWkgnXsR23lPD2Y0FOtCQIRi3qQ3HW7a1n/hMbe7REVYi+JH2SEL1DriXRG9Kt9Hjw+e00hhNoB0yl0A40hhM8+Px2APweg4Tjbm3RuJ8TDvg8BpbtcN74Ajou8nj3tGK+97EL8JoGYwoClOQHBnwrzOleS4ah+Oa/nMvYggBxy+HHq3Zzz9Nvct07xnLzlWelfawGwnGbulCcjftPcNfyLbI6RAxKqi+X3idXgvxfclsLSqlGrXVhm+83aK2LOjymCHga+ATQCDwFLNdaP9Hd/zdz5ky9YcOG3nsBQpyGyff+pcvveQy38/zIhePYfizItqNBwK3B/l8fnE5pcQ6j8vzkBbyn81/2yZKRgb6OXt5+nHuffZPmSIJIoousYx0owGMqDKVY9OlLZNZBnK4heS0JMQDkWhKDRmVVDfet2IrXVGR5TSIJm4SteeD686goL+GcbzyP1hrTOBmksB0HpRQ7vnMdlzzwIvVh65TnzfcbTB1TwMb9bg6MUbl+7n7/NGZOHoFSioIsL0XZ3re7snfAr6WDJ8J85y/beHHrcQDyAh6++t5pHKhr4bG1+7ud9FO4iWGnjMrhha+86222XIgz0uV11N/VYY4rpcZqrY8qpcYCnYUG5wB7tda1AEqpZ4CrgG6DIEIMhK88uYkVb6Tf0uEzDS6eVMRzbx1vrYxy4yXjuX1WGTl+D8W5frJ8Q6c6zNvx7umjeUgpFq2u5rXqenoSBtFAwnbXi9y8dD1ZXoN/e9fZrRnchRBCCDG8LFpdzYmWGKHYyYp0uX6zx1VMQnE370fHe/3mmNMaAHnfuaP54runkBvw4PeaFOf68HuGxniuINvLPdeWc2XZSH70t500Ry2+9edtvO/c0cybOZHfrj/Y7XMYCvbWd15VRoiB1N9BkBXAZ4EHk5//1Mk5B4ArlFLZQAR4DyDhfzEofeXJTTz7+tFuz5tZOoLVO+sAGJnj455rz+HS0pG9NVsw5FSUl1BRXtI6i2Mqzf76SI8CIgCRhMOPVu7i0Zd2MW10HvdcWy6rQ4QQQohhZMuhRsJxu92xUMxmy6FGwF2Nu6smhNIapUBrd9Xu1FE5reenRmcdAyGFWV6++t5pzJpajFKKETk+CrJOazXvoJcf8OI1DN4zfTTnjsvn+y/uYP2+Bv667Tij8/3k+kyilt1lqWANWLbG65Exrhh8+rJE7jLgVeAcpdQhpdRtuMGP9yqldgHvTX6NUmqcUuo5AK31a8ByYBPwZrKNi/uqnUK8HX/a0n0ABGgNgLxzajFLPjuTq6eOYlxhgBE5PgmApFFRXsID15/HmIJsvB4Dr+EOSHr6jtkadtWEuFv2pAohhBDDSscASMfj91xb7k5EQWu1l6Lk6gfH0YzI9uJwagDE71H86uaZzJpaTJbPZEJR1pALgKSkXt+Ukjwe+tcZ3HnNFHweg+PNMUJxG283+U4cIM8/NFbGiKGlL6vDzOviW+/p5NwjwAfafP1N4Jt91DQhek13+yFTAl6DO989heveMZaROX4KsodmZ9kXOq4KiVs2wahFSxeDm45MQxGMWj1e/iqEEEKIoa+ivITv33gBi1ZXc6ghzISibObPLuPKKSM53BjB18m2FgWMK8iiONfPiBzf6eZyy0iplS45fpO5l03ikklFfPf57ew8HupR7rZwvKfreIXoP/29HUaIjFZZVcOi1dXsPN6czEHRPa+p+OVnZnJ2SS6j8vzdRs1F5yrKS3gAWgcrMyZkc2XZCH75j2qCsa4DIhqN7Wh21QSZt3ht689OSusKIYQQmW/hyp0sWbOXlrhNjs/k9lmlPc4JlppoSWmOJjjSGGXd3noONpzMZaFwV4CMyPERsxwmFGVjdiwNM8T5PSbjC7PIC3j4+acu5jf/3Mdv1x5IWzIXIJywmfmdv8mYSwwqEgQRoofarkRojp6aLbwz+QEPpcU5zJhYOGSXSvanjoMVgBkTCvnS7zfTFOn8ZxK3NApoDMeprg22/uwicZt99SHuW7GVB5LPLYQQQojMsXDlTh5dtRtDuZX4IgmbR1ftBmBktqfT6i4js0+9/XEcTV0oRm0wxqLV1azYcgRwgx+jcv0UZHkwDIO4bTMmP2vYBUDayg94yfaa3HnNVC6bPIJ7nn6j2xUhTeGEjLnEoCJT0kJ0I1Vjfv4TG6lpjtIYTmCg8BgGni6uIFNBSZ6P3ICHO6+ZIgGQPlRRXsKjn7iIiUVZ7XKFtP23BiwHaoJxHEdjKoVhKBpaEtQ0R5n/xEbmLV4reUOEEEKIDLJkzV5IrviMW+5n0CxZs5cffvwiAh2ScgY8ih9+/KJ2x2KWzeHGCK/uqef2xze0BkDOGpHtVnvxGpimQcK2sR2YP7usn17d4OUxDUbnB7hm+mie+ferGFcQSHt+wtEcb46RsG0Wra7up1YK0TVZCSJEGpVVNdy1fAuhmEXMOlkqzWsoDBSmobA6JAbJ9XvI8RlMGpnDFyqmSLS7H1SUl/CP8msA92f24PPb2VsfRmtNSZ6fY80xLEejcZOl2paDgZuwy2cqNLC3LsT8JzaSF/DIkk0hhBAiA4RiVrv8bNqNgRCKWVSUl/CLT888JedH2769KZLgWFOEX6/Zyx82HHLHeKbilqtL+dglE3jzUBO/33CQI42RTh8/3OX6PUwbnc+fvjiLF946yn//ZTvRLsrFOBqONsWoC8aprKqR91EMKAmCCJHGg89v50Qo3rrfMfU54WgSjt1utYGpFN/40HQ+8I6xjMzx4ZHcHwOisy0z8xav5VBDC0eboq2l3FJddMLWmAbUhWIopQjHLLYfbeKWx9ajcDv409lfLIQQQojBobMxAZzc/vK/r+7nl/+obr1xH1cQ4NsfPp8pJbmMzPUzdXQeH71kQn83O6OYhmJUnp+PzZzIjAmFfOZXr6XdNp5wNDcvXU+2z+Tzs8tkfCUGRI/v0pRSOUopqXEkhoWFK3cy4/4XqToe6rQ8WkrquM80uOf95/DxmRMZnR+QAMggM392GUoZFOf68RjQditvaquM5YCjNeGEQ2PEQmt31qI5avGjlbuYfO9fmPU/K2XLjBBCCDFIdFWlL131vmjCZn99C19/9k1+/PLu1gBIfsCDozWhqMXEomxy/TJXfDoCXpMZEwr4zg3nUZDV/XsXjtv8aOUuFq7c2Q+tE6K9Lu/UlFKGUuqTSqm/KKVqgCrgqFJqq1Lq+0qpqf3XTCH6TyrJViTRsxKsHkPx4EffwW2zy8iRDnNQqigv4YHrz6O0OJfCLC+5fg8eBV4DAm0Su9jdVHE71BTjzmWbJBAihBBCZKCGljj/3FPH55/YxMrtbl/uMxWTirIYW5BFls/kyfUHMYZx4tO3QynF9RdN4Ac3XkC2t2cTgqlEtkL0p3R3bC8DK4H/BN7SWjsASqkRwLuBB5VSz2qtn+j7ZgrRf5as2ZvMMu4mweqKwk2AaihkqWQG6LgkNlXtx2sqDjeEiVm62zJvAMGYzYPPbwfccr0HG8JMlH3CQgghxKBl2Q7HmqP8du1+lqzZS8J2e/zCLA/FeX68hoFpKLymh0NtSuOKM/Pe88bws09dwn89+ybHgtG0k0y2o1m4cqdsixH9Kl0QZI7WOtHxoNb6BPA08LRSSkpeiCGlsqqmdR9jugAIuDMHjtYoJbMFmaiivIQHcAMZTeE4GpvCbA/Hm+PdPnZnTYi7lm8hHLMIJxwONUR4tbqeK0uLWDb/qr5vvBBCCCG6VVlVw88q91BdFyISt2mJu2O7MfkBcv0eEraN32NiJMdy4bjFhKLsgWzykFFRXsJ/f+Qd/M9z29hZ05J2oulHK3fx08o9fKHibAmGiH7RZRCkbQBEKXUxMAt3+/wrWutNHc8RItOlKsH0nFtVpHSkdJaZqu3qkMqqGhatrqa2uZ5udsXgaDgRip9y3qt7G/jKk5t4eO7FfdJeIYQQQvTMy9uP819/fItIwqYxknArxwCXTS7i/uvPY19dCw++sINowibLaxJJ2CRsLSVwe1FqnFVZVcPNS9enPTdmOTy8cheABEJEn+s2gYFS6j7gY8AzyUO/UUo9pbX+Tp+2TIh+snDlTpas2Zs2k3VnlAGFfi/3Xje9j1om+lPbjvrOZZsIxey0sxZdBUqeff0of9ryFxwNSsH4fD/f+cgM2SojhBBCnIHUJMXpbj/94d92cqIl3pr41DQURdleLEczbXQe544rINvnSVtCV/SOivISriwt4tW9DWnP07irQvbWhWRCSfSpnmRxnAdcpLWOAiilHgQ2ARIEERlv4cqdPLxyV49yQXR00cQi6SyHoIryEn4872IWra7mrcONBGMnt0UZgGEorHRp5zmZlV5rN5nqzUvXM7Eoi2/fcL78vgghhBA9VFlVw93LtxCMWliOQ10wxt3Lt/D9Gy/otj/deqS5dXyX5/dQku/HZxrUBmOtVfy6KqEret+y+Vcxb9E/uw2EgDuhtHrnX/nhxy+Un4/oEz1J27sPCLT52g/s6ZPWCNHPfvry7jMKgBgKlt1xhfxhHqIqyktYdscVvPmta1l686VMGpHN2aNyOHdcPpNGZJHvP/1q4QcbIty9fItUlhFCCCF66KEXqmgIJ9CAxzTQQEM4wUMvVHX7WI07Xhub72d8URZZXpO47UjOjwG0bP5V9LTwTn04wX0rtsq4SfSJdCVyf6yUWgjEgK1KqaVKqd8AbwGh/mqgEH0pZp9+CEQB00pye78xYlBKldctyQvQFEkwOj+LhfPObInmiZY4tz2+gbO//hwz7n+RhSt39nJrhRBCiKGjuq4F0CRsh1jCIWE7gE4eT698TB7FuX4CXhOPoSTnxyAxrSSXnpYUOHAizG2Pb5Dxkuh16bbDbEh+3gg82+Z4ZZ+1RohBLuA1yPV7JA/IMNPZctmPXDiWZ18/elrPY2tAa/wedzD26KrdgCQAE0IIITrjaI3luBNQKHebqaVBqe4nsX5z86VsO9LMkjV7JefHIHLvddO5a/kW6kLdV+MDt4SujJdEb0tXHeax/myIEIOZx4DCbB9TS/KkAxUAyYRdm1jxxjHsbnKEtGUoMJSBocByHJas2SuduhBCCNEJj6FI2NrduqzbH48m7K4eBsDYwizGFmbxnnNH92kbxempKC/hBzdewEMvVLH9WLBHjzEUMl4SvarLIIhS6k3oOl2C1npGn7RIiH4Qjll8c8XWtOcYyRmHc0bncu910yXwIU7x8NyLeXiu++/KqhoefH47VcfT7xbUGizbSQZDoCWefhAnhBBCDFfZPpOY5aC1e1OS2kYR8Cj+85k3u3xcfqAntR/EQGlbke8bz77BoaZY2vMdRxOKnV4VRyHSSfcX4kNv54mVUr9OPkeN1vr85LERwO+BybgJVz+utW7o8LhzkueklAH3aa0feTvtEQLcG9UfvLiD7ceDaWfvlYLLS0fKqg/RY2079EWrq9lVE6QlZhFPuOt4U+lnNJBI/u4ZCrK9nadmOtOSgEIIIcRQMW10PnvrQgSjFnHbwWsofB6DcMLh2c2HAbcvbTuky/UZnDeuYIBaLE5HRXkJa/5zDgtX7mTJmr0Eo1anM/CpMdQV311JaXGujInE25YuCLIYeAF4XmvdfQrmUy0FfgI83ubYvcBLWusHlVL3Jr++p+2DtNY7gAsBlFImcJj2OUmEOCMvbT3GnU9uJpxwTvmeabhLKx3tdqRfumaKLLkTZ6Srcns/erGKH7/sFtZKdfCOhqil+dKTm7npyrO4cGIRpqGorKrhvhVbSdg2J0JxDjVEeLW6ngkFfr7zkRnS8QshhBgy0gX9588u4+7lW7AdjW1rbEe3juM8hmLG+AI2H2zEY4CZHMdFLM2VZSMG8iWJ07RgzrTWcffClTt5dNVud9twaitU0vHmGBq4b8VWHgAZD4kzlq5E7meBBuB+pdQmpdTPlVI3KKV6VBZDa70aONHh8A1AKtfIY8CHu3ma9wB7tNb7e/J/CtGV/XUtfLGLAEhqBiFha7K8pgRARJ/46vvL+cqcqeT6TRTgNRQeQ2E5mj+9foR//fmrfOwX/+QPGw7y05d3k7BtaoNxYrZuXf57uCnGXVJmVwghxBCRCvrXBKMUZnmpCUZPKYvqaI2tHRxOrvgYkx/g55++GNNQjCnw4/eYOBp8pkFJno9XqzvegohMsWDONL50zRQMpU5ZFaJxAyEnWuL89OXdA9E8MUSkS4x6DHc1x1KllAFcDlwH/IdSKgL8VWv9vdP8/0ZrrY8mn/+oUqq78N1cYNlp/h9CtPPAiq089up+bN3+T6lK5vzQGspG5VCSF2DZHVcMUCvFcNB2psNxNEeaIjy14RBPbzrEoYYImw40sulAY2u+ECsVs1NAcj/0iZY485/YyMWTimQ5qBBCiIy2aHU1CdumPuRud/GZBvlZHhatrqaivISfvLwLy9G0zYGaF/AwpsDPu6aV8K0/b2Nkjp/i3EDr97XWHGoID8CrEb1lwZxpLFmz160O1GE1CEAoZrHpYCOvVddzednIAWmjyGw9yhqktXaAV5Mf9ymlioH392XDlFI+4HrgP7s57w7gDoBJkyb1ZZPEADnT3AgnQjE+9/gGNh5o7PT7bWMiWV6zRx3mUM3TINfR23e6vxuGoZhQlM2X50zllqsn87dtx/nDhoOs39fQui0rpe3vqqMhbjm8Wl3Pq9X1KNwB4e2zSgfFCqaheo30lFxLQvQOuZaGjnT9wq6aYLtSqQnbpiVuE7cc1lWfYMuhJhL2yU7QZyoKAh7qQ3F8HoOJRdnUBKNk+07e0kQSNhOKsvu87ZliMFxLZ/I+tsRtPGn2LNiOZu7itXzunaXc/f5z8HrMPmuLGHqU1p0nh1RK/Zj01WEWdPvkSk0G/q9NYtQdQEVyFchYoFJrfU4Xj70B+ILW+n3d/T8pM2fO1Bs2bOjp6SIDpJZJek1FltckkrBJ2JoHrj+vyz9YWmsqd9Tyn8+8ybHmaLf/h9eASSO7XwlSWVXDXcu3EIpZ2I7GNBS5fg8/uPGCgfrjqbo/5fTJdXT6zuT3tDMtMYsthxr5yUu7+Wd1UT3ySgAAIABJREFUfY8fZxoAasC3crV9Hyzb4XgwRsLWTCvJ5Z5rywfzIEOuJSF6h1xLop3u+sepX/8LnexUxgC8HoNYckmkody+TuHm/ZhaksvzX57da/1vV20fwHHfkLmWzvR9nHH/i60/z+5MH5vHw5+4kPIx+d22pa9+X8Sg1OV1lC4nyAZgY5qPM7ECN9cIyc9/SnPuPGQrzLC3aHU1XlOR7fMQjFoca4pypDHCgic3d5oXIRRLcP+Krdz22PoeBUAAlHJr0M+fXZb2vAef305jOIF2wFQK7UBjOMGDz28/o9cmho62v6dKuZ+9pmLR6up251VW1TBv8VpmPbSKeYvXnvI7nOP3cNXZxfz6lku5+cqzMHo4BNLaHSAuWbO3t17SGUm9D5atOdIUTV4rsLeu5ZQ93kIIIYa+RauriVs2x5qi7Dge5FhTlLhlt/aPVicBEAAHiFkOpqEwAI9SGChU8p4mNYlbUV7CA9efR0legKZIgpK8QK/d0Mq4r3ec6ft4+6xS0hRyBE7e4W4/GuTDP3mFxX/fg+N0/ktVWVXDgic3c6QxwrGmKMGo1eV4TQx96XKCPNbV93pCKbUMqACKlVKHgG8CDwJ/UErdBhwAPpY8dxywRGv9geTX2cB7gflvpw0i8x1sCFOY5aU5kuBIUwQDhWlAS9xqlxlaa82Wg43c+8ybVB0LAjBlVC67a0PAyfwfbRnKDYAopdJ2mKllc1XHQyjAMBWGUu5zOpq99bLvdLhL/Z621XGLVdvZh7bJ3zrLbh7wmtx/w/nMmlLMg89vZ++JMHYXA0Vwt8h40LTE7a5P6gep92FvUwsGCsNwk5rZjm43yJBlqEIIMTzsPN5Mc9Ryx2/KDZLXt8Sx7GYgzZJz4NrzxrDpwAn8HoMTLYlkzhDFmFx/u/6uq6psPZFua8Te+rCboys5IyHjvjPT2fto2w47akLMemhVl2OB1MrWH63c1eVze01I2FCc66c2FOO7z1fx8o5avnfjDCaOOLklKjUGa4lbblJ6283LBu6WYskhM/x0mxNEKTUKt4ztuUBr1iGt9TXpHqe1ntfFt97TyblHgA+0+ToMSJYb0brXsy4Ua72pcjQEPEbrTdUVZ4/gN6/s44d/3YmVDBmbClpi8VQ+yU4DIOeNKyActyjJC6QNgKRuXFPPlbAdwMDs6TS9GPJ6sie57WoRgGyfh3Dcak3+1pk5541hznljsGyH5944ylefeh3b6XzQaDmQ5VVE4jZZPndfbGVVDQ+9UMXumhCW1pjKDQ7ee930Pgk8pN6HuO1gqtRsnZutP8trsqsm2ONAkBBCiMyXsHVyO0P7niue3OKQ5TWIdLIfxmsqHrjhPBYs28y++pZ234tZDqXFPSpWmdbpTE6I3mM7unUFUHfv+4I503j+rWPsqgm1jvHbSsXCwrE4pqGwHc2r1fVc+8hqHrjhfD568XiUUq1jsIDHxHK0G5BxoC4Uw2OqXsshIzJHuu0wKb8FtgOlwLeAfcD6PmyTGKY62yowf3YZCVu7e0KVxtEarWFUnp+Ax6C6NsTtj23koRd2tPvjaGs42hwny9v5r3hxjo9w3Op2G0zbG1dfm+xMluPgaI2joaw4p/feBJGRUr+n4biF1rrd71bq93rdvhMcbYwQjCZaH9fThLwe0+D6i8bzxXdPwWt2HnxzNChlsPClnWw70sRfthzhrqdeZ8exIAnHvW4sB6qOh7h16XoWrtzZa68/JfU+mIZKXh8nr9dIwk1015NtQ0IIITJHuq2ecavzFYpxyyYUs7iidESn3//crFJK8gNcdfZIjjfHCMftZD9rc7w5xpVlnT/udHS3lbWsOCeZqFyj0TLuO0Md38dEcmmr32P0aCxwz7XlFGV76WL4A0BLQmO3uQ9oidt87aktfPF3m6kLxTjYECbLazIqz49OtgXl3l90HK91tWVZDC09CYKM1Fr/Ckhorf+utb4VkDqiold1rBO/rz7E/Cc28rWnXifHZ+IzDSxH4zEU4woD5Pg91ARj1LfEWbO7rsvnDSccRuf5W/cMZnkNJhZl4feaPdo3mvqjCW5N+tTqD0e7+xCLsr3cc215b70NIkN1tScZaP29DngMEo7mSGOUYDRBMJpgd02ImmCsx53tl997Dos/M5MrSkeQ61Otv9epgUEoZvHzv1fz0Z/9k/tWbKUxnKCzXTQOsHDVrl7v4FPvw+QR2dhao4CxBX5Mw827k0pE1lZPA0FCCCEGn47jt9Ssfqp/iXeR1DJqab60bDMv7zx1DJfrM7is1F0Q/tybR0/Jj2Uo9/jb1XaMl9K2T0rdfCvAsh0Z952hju+jxk1yOyb/ZFnjdGOBivISvn/jBVxWOpI8f88qwKT85c2j/MuP15CbXH2bF/AyrjDgbolxNNk+s3W8dvfyLWw+0MCxpgibDzRw9/ItEggZwnpSIjc1bXlUKfVB4Agwoe+aJIajtnXio5aD42gMA6IJRdx2yPab5GCSF/DgMRT761sIxdzZhVR2566U5AcYleenKZLgH/ek3cV1iolF2eytCxGMuvXrPYbCQWMYBhdNKpJ8BqJVZ3uS5y1e2zrLVJzr50hTBI3maGOE1LhwfGGgNeiX6zeZNjo/7e9V2/9Ha00wZtEUTrCnNsSzmw/z163HiSRsola808enWA5pt+KcqVT7UvusDzWEKckLMH92GYtWV3e5bUhK1gkhRObpbqtnusSWLyVvMAMeg7EFAfxeE4+hiCTs1sfvrQ9jGgqfcXLe1nacXsnL0XGM5zMN8gKe1q02qZvvVF82QfqmM9LxfWyKJMj2meQnc/7VhWLELIdsn0llVU2n72/bsc+sh1ZRmOXlrSPNXf6fHne3C6ahONoU5VhTlBy/SbHW5Pq9rZMzqcnQ6x5ZTUM44SbiVYqY5RANxfn3327iZ5+6WH7mQ1BPgiDfUUoVAF8DfgzkA1/p01aJYWdXTZCmcMJNpJhM4GE7ELWc1o7VVGAog921J/cFnjcunw+eP5bv/XVH2uc/05rxV5aNYN2+E25CJ+Uun3NQ3Flx9oCWIhWZoW3C1Pzk57pQjJa4TcBrMDovgFJQH0qg0UQTzmntSVZKkR/wkh/wUpTjY+roPG6bVcqLW4/xy//P3n3HyVWXix//fM+ZujuzvSWbumkbegoQpIUmBBRRQVARvYLECmIj4NWr3J+CXhTFGsECFlDxingp0oyhSholwKZt2qbtZuvMTj/n+/vjzG62zWxPdjfP+/XKa7OTmTNnN3O+53ue83yf57ntJDKV3U/ruOsyGgGITIXqvv7Im0QSqW6t6U6rKpJ12UIIMQ4NpDB4Jj63gds0KA968bjMzmzbw5Uh2HOOl7BsGsIJPnTKoaU2wym6Kg7p+nvsyB5qCMVobHdu2Cgg12sO6NzfUX8sm1Q6+HbjObP5+2v72NoQJhy3sOwE7V6LWaUBPnn2rM73qT3YjpFuotC1JW8kacl8ZILqdzmM1vr/tNatWuuNWutztNaLtNaPHI6dExNL9jWjNigwlOpWxFRrjdYal4J9rTG2HXQCIIaC/zh9Bh8+ZRp/WLMr6/sOpPZHJi/VNlEW9OAxDex0gceyoIeXapsGvS1x9JlamEM0aRGKJaltCLO3NYqVXtY1uzRAnt9NQyiOUk7buIRlD7lORsDrorLAz5yyIB9ZMoNvvOuYrC12XQpKA14efW0vX/vbxoypzCMp07Khl2qbpFaIEEKMUdnmbx3nua4GeuPp3msWM6csgK11t2LzXV8/mnU5ZI53ZHTMBSIJC1trPKZBZaGfkoBvQOf+jvpj/fGYiofW1XHt6TO46uSpKJzPVmssxalVRSyaUdjrNamO9rrq0Jee+yS1QyaGgXSHuQ+4UWvdkv6+EPheujaIEAPSXwVut6mIJsFOZ3h0DG1aQyRhsacl6hRHxUlty/caPPDKLmJJG0OBx4BEHze9/W6jMxV/KBHc3c0RinO9lAQOrVvUWksNAzEgy8+q4ssPvUZzJOm0ZIZ0FpPmYDhOadDndFIxFNp2JmAwvLtgfo+J32Py/sVT2NHYzj3Pbe+7m4yGtliKO5/cjNYat2nQFkvSGE4QS1l8+g/rKfK7aGh3VkRWleRy80XVo5Ih8p9/2zjkO4lCCCFGT3/zt+VnVfWZ4edcqGbPRpw/KY/PnTOb//r7W32+Hpx6Ejc8sJ5wwsLWTsZGwGOOSF0OmeMdOUury8jzu5lWlINShwJgAzn3L60u4zbgPx9+g7qWzBkhCUuzpyXKtx9/m9suPY58n5tfvehkyf7wma089sZ+vv+Bk5g/KcjM4hy2NrQfWr6V/upJ1zLrmjkrmasTw0CWw5zQEQAB0Fo3K6UWjOI+iQmovzWjc8vzOtdlprTT4koBLgN2NB4alHI9Jm4TmqKH7jrYGhK6dyDkvSdN4q6rFnbbj8Gm/Q+k9akQmSytLqM410MonsKynbsdJQEvCcuiqT1JrteF21Ak0x/wjonYSHzGvC6TWy85hlNmFHHH42+zozFCKj2BNJRTEGxrQxgAt6EIxVK0x1MYhkKlg4+RhIWpnG5Lb+8P8YnfruVz58we8aVgHceZZWsaQvHOFrszpQK/GIIZKx4d9jZ23HHJEd+PkdgHIYarv/lbxwVpz7oZC6YV8szbBzJuVwHFAS/nzC/njT2t3Pv8dtoTFrkek+vOmNltbuZ1myQsTcq2cRkG3h7FTIe6pFPmeEfWcH//U4tyaYulaE9Y3TrDKJwYhsK5RmhPWHzr8beJpyxIF23XwJb6MFeufImbl83jxvPm8rVHNtLUnuhsfqAUVOT7u+1Tf8eDGD8GEgQxlFKFWutmAKVU0QBfJ0TniemVHU34XM4FYEdthK6R1Y47CRX5Lrymwf5QjOZIko7W8YZyAiApW9MS7fvOQtKG4yvziSRSlAV9fQZABhu9zXaHQ4iBCCcsZpcGut3p0NpF0tKdy0JCsRSFOW6CPlev9rrDrdVx/rEVnH9sBSnL7nyvlG3zyvYm/rphD2t2NJO0Na2xFACGrbsVsrP0oQlF0tJ8/+ktPPbGPlYsmz9iJ/xMGTMN4XjGImlCCCFG3+7mCKaC2oZwZ/HQkoCn2936rhl+iZTN/tYo33tyE7/7986M2+04Ja6qqeeh9XsoDXqZlp5nPbR+DydMKWBpdRkrV9eS53dTke/vfG3Xi87h3JmXOd6RNdTff9f/82lFOZ2vawjFSNlOq1ytD2WV2xpaIklStsZjKtwusGyNZTs1P/7rkbd45zHlfOH8udz/0g62NLTjNhXlQS8uU3Xbp4EcD2J8GEiL3O8BLyql/lspdRvwIvA/o7tbYiLo2jbNazr1Dva2RmmLOun1XSOrS6vL+Ma7jqHA72F/W4xwzOqsDbJoeiEBrzM4WlnWAGqy1//orx98XzLVMJCLMjFQmdZLzykL8sD1S1j7nxew8upFzCwJZGyvOxK1OlymQXHAy7SiHEoCXk6fXcJ33n8CXzx/LjmeQ3fV+qrk3/OhHU2REa0b0pEx4zIVGnCbBpUFfvL9bqkLIoQQR1DAY7KnJUbK0phKkbI0e1pi5Hq6Z2NorWmJJHh+60GuvW8t97+8M2tnmI5/629u1l8b26HM7TrIHO/IGurvP9P/eUedkL4+dx0NFUzDwEDhMgxcqrP0B0++dYAfPruFTy2dzd1XnsSCqYXYml77NNDjQYx9/WZ0aK3vV0qtBc7F+ay8T2v91qjvmRj3Vq6uJZFy2t7GLY1ta5RyumP0jKy2x1PMKM3l+Cl5bNjdjK2dQkSfOLOK9y2s5LIfvwCAaRpgd7+g7LhLDWSt/zHUCuZSGVwMx0DudPTXXheclMuGUIwbHtxAnt895MwQw1AU5HjI97tpi6W4bGElpUEvt/3fm0TTqVfZyo0pIGXZnZPMkTo2+s6YkbXZQghxJCmlsG2NpZy760qB0nQbq2NJiwNtMf7w71386oXtJC1nycEHFk/hT2vr+jyndBRC7W9u1t+SieF0pwGZ4x1pQ/n9Z/o/Nw1FYY6b/W3xbv/mdHc89L1SThsYpyg9fHrpbFauruVAW5zP//FVrjx5Kre/73gmF/jxuLrnC3R+7pXTqjmlnfqFu5qjkrk6zvSbCaKUulZr/ZbW+sda6x9prd9SSt1xOHZOjG+bD7TR2J4gZWnchnKKP6ZrDXREVs+cW0p9W4wNu5r57B828JsXnTsHM0ty+dmHF3L5oil4XSZet4FCYevep9KOR6YU+Hjg+iUZB6DhVDAXYqiGeqej592vtmiSxvYE7YnUiGSGKKXI97uZUujnkhMn8c1Lj6Mi30dlgY+inMzxcadSuoGpFDsb20n1U/huoOT4FEKIsac+FEMZdKlYD8qAhlAM23aKfK/Z0cRn/7CelatrSVqaSfk+7rryRJafPYscT9+XGjlu5/H+xv6OTiCRRAqtda+MXzl3HH0y/Z9XleQ6rZZ7dMbr2inPtnW68yRoFDOLc7lsQSUrr17E3PIAGnhwzW6uvW8Nz29poKk9ge5y7RGKp6gs8IHWzpJ9DW4D4ilr1DrridExkOUwlyulPtzxjVLqp0Dp6O2SmAhW1dTTEnVOVEnbxrKd7hMuUxH0uXjg+iUsnlnE7qZ2HlpXxyfuX8db+9oAuHxRJT/78EKqSgP4PSaVBX7mludREvTgMlSvtp+Ggjyvyf+77Pis+9TfiVSI0bK0uowHrl/CczefmzVQ11XPk/zBsHNnw+cye6X8Dqddm1KKoM/NFSdP5b/edQxleT48LpOqklyCfUxebZw6IU3tCUoDXnY3RznQFiOSSA34Pfsix6cQQhwZ2c4hSUtjKIXPbeJ3m/jcJoZSxFM2u5si/O7lnXzi/rW8sceZw737xEnce81iTphSQNDn5vjKAgpzXJ1zN0NBYY6L4yoLgP7H/v5uJMi54+iT6f/85ouque3SY8n1ujBVRyF4p1B8YY4Ll+EE8CytUQYU5Lj56iXHMCnfz8zSXH78wQVcvWQahoJtDe0s/9067n2ull1NEWLp+djUwhxcpoHLNPCaBj63icbJBtnbEuWGBzdIIGScGEiB0/cBjyilbGAZ0KS1/vTo7pYYzzpqgXQU9TjU391CoXCbigNtMfa1RPn+05tZvfkgAMW5Hr5y0TxOnlEEQJ7fTUnAC3QvnOp3mxwMx2mOJAn6XMwpCw5oWUCmCuaSuibGop7LaOIpGwWUBr2dz/G7TbYcaBuxdm0XHT+Ji46fRDRh0RJNEE1YvFLbxM//tY2dTZHOG4GJlM3BVAIb+NPa3Sw7toL2uAuXYRD0uQj6XLjMgcTYD5HjUwghDr/+Cot6XAbRhIWdXj5g2xptO4GRLz30Gmt2NANQHPDwlQudOZxSipKAh6DPzSfPnsXXH3mTolxvn0tCBzL2Z1syIeeOo09//+d3X7Wg8zPd9TP3H++YyUu1TX2+ZnKBn/pQnI+fPpNTZxbx7cdq2Nca46ertvFSbSM3XziPWWVBPnHmTL7x97eIp2xMA5KWTcoGl6EwDWhPpKRl7jiRMQiS7gLT4TrgYeAF4DalVJHWumm0d06MTx0Fi3xuk4TlZIE4gRAoDbqZnJ/Dc1sauOPxGg6GEwCcMbuEL75zLvl+N0opigMe8nyH1vv1HPAK/G4Kc5zWo4Mhaz/FeNHzM5/jMcn1mgS7HBfRpEXC0uSPcLs2v8fE7/ETS1qcM7+MU6qKeKW2iQde2cXOpnYs20kJbWpP8LNV2/j1C9t55zEVXLZgMjOKc2mOJMjxOMGQHI/Zbe14fz9zz30eiQ45Qggh+tZfy885ZUF2NIZpi6aIpyxchsLrMQnHrc4AyPnzy/jcubMJ+ty4TYPSoBdfejnnYIIU2epRZSNzu6PPUANjN3BoXvGff9vI1NWH/m1yvo+D4QTHTs7nnmsW8dN/buOxjfvZsKuF6+5fx43nzeGdx5Zzy7Jqbv7L67QnUmjtBEDcpoGtNT6XMeI108ToyJYJso5DbZY7vl6S/qMByTMTfeooWFQa9LK3JYbbVGhtY9mgUAS8Lr7059cB8LkNPnvObJYdV4FSTt2QsqAPfx9VljsGvOG0QxNiPOl6ku/43PcssOpxGVkr5w+HL536nEjZBI9xc+qs4s61sbuaIjy8YQ9PvLmfWNLmkdf28shre1k0rYD3Lqzk1JnFRBIpXIZBIJ0d4h5kdogc60IIMbr6Kyy6/Kwqvva3jZQEPBiGYn9rjFDcWRqQ73dz0/lzOGuus0re7zEpC/o6i552yHbBKuO8GA2ZPnP9fd5Kg168boPGsOJLF87jtFnFfO/JzbREk3zrsbd5qbaRG8+bzTfffSzff3oz+1pjmEY641072bojNQcToytjEERrPfNw7ogYn/q6S9tRyTvoczO5AOrbYsQs8JoGSime2+osf6muCPLVi+dTWej0fnebBhX5vn4vlPq7ayHERJTpzsbK1bVZK+d3GE5Ghcfl3NkrzHHTGk0SiqWYVpTDDefN4eNnzOQfb+7nrxv2sLclxrpdLazb1cKkfB+XLahk2bEVpGybliFkh8ixLoQQIyPTOaC/7isLZxTy2XNm8/N/1bKzsb2zy8bps4q56YK5FOV6ACjI8XT+fTBknBeH00A+b3k+Nx7T4EBbjNNnlzB/Uh53PrmJl2ubeLamnjfqWrn5onl89pzZ/L9H3yKStPCl50lBn5uGUIxIwuKM7zwrGaxjWLblMGdorZ/P8u95wDSt9cZR2TMx5mWKpl6+sJKH1u+hPZ7E6zIoyvXQFksRSVjsa41hKPjwqdP4yJLprN/Zwvee3MyBUIw8r4lhGITiqayDxnDboQkxXmW6s9FfC96RutPmMg2KA14KcjyEYklao0kCXhfvXziF9y6o5N+1Tfx1wx7W7mxmX2us21KZ9y6YzPTiXCKJFKbhZIRt2NnML1/Ywe7mCEGvC6014YTVefzLsS6EEMOX7RyQqY37tafPYF9rlIa2OM/U1LO9sR2AXI/JZ8+dzTuPKUcphaEUpUEvud7MyeXZgvC7myOYCmobwiQsG49pUBLwyDgvRsVA5hUdn9fNB9qIp2xchmJ6US7vPWkyj2/cT0M4zpceep3LF1XylQur+dnqbfhcBjkeFw2hGA3hBGVBj2Q2jXHZlsO8Xyn1XeAJnKUxDYAPmA2cA0wHvpjpxUqpXwHvAuq11selHysC/gjMAHYAH9BaN/fx2gLgXuA4nKU3H9davzTIn02MskzR1Jdqm7j5wnnc8/x29jRHiKVsQjGndsekfB+3LKvmuMp8Xqlt4jv/qOms6rxPO/26pxT6sw4a/d21EOJoMpD11iN9p800FAU5HvL9btpiKdqiSZKWzWmzijltVjG7miL8dcMennzzANGk1edSmae2HuCHz27BYyoUms0HQiilKMxxsWF3M9fevxavy8CybUoCvs73lmNdCCEGJ9s54IHrl/Q6h1x96jRmlQd5fstBvvvEJhrS3ckWTivgyxfOozzPGZPdpkF5ng+PK3MGb39B+KDXxeYDIWwADSnboq45ytzy4Oj+UsRRqb9riI7Pa9KyaIkksdKZT+G9rexqjvDZc2bz6MZ9vL0vxEPr9rB2RzOXL5jC6q0HaWhzMkDKgp7OeYtkNo1d2ZbD3KSUKgQuB64AJgFR4G1gZbYskbTfAD8G7u/y2ArgGa31HUqpFenvb+7jtT8EntBaX66U8gAy4x2D+oqmel0GOxrDzJ+cx/sXVnLnk5s7AyAXHlvOZ8+Z3Xm34Bert9EWTeIyDjWgtzQcaIszpzyYcdDIdNdC2qGJo1V/ReFGK6NCKUW+302ez0U4nqI1miSRsplWlMON583h2jNm8sTG/Tz8au+lMgqnR7vXZTp3Ag2FZWsawkm8poGpIJmyqA/ZABTneuVYF0KIIejvHNBxDkmkbBrCcVoiCX7w9Gb+9upewJnbLT+riktPmoyRXsqY63VRGvBiGNmXNvYXhA9FE50XmgBosIBQNDEyP7wQXfR3DdHxea1vcwIgHYUxUxraokn+d30dK69ZzO//vZP7X9rJjsYIP/3XNj5++gyuWDyVj/zq3xTmdF8WJhmsY1PWFrnpLI170n8GRWu9Wik1o8fD7wGWpv9+H7CKHkGQ9DKbs4CPpbeTAGQkHIO6RlO11lhaE46lKMn18f2nNvN/r+8DIOhzcdP5c1g679BFmmko6lqiWBosy+623XjK+T7ToCHt0IQYnNHOnlJKEfS5CfrcRBIpWiJJYkmLgNfF5Yum8L6FlbyyvYn/XX9oqYzzOsjzuUikbExTdU6ELdvG0h2hUc2+1jj7W+NMKfTz3+85To51IYQYhP7OAVprWiJJWqJJ3qhr4TtPbGJPSxSAYyblsWLZvM7nKqUoyvGQn+Pu/UZ92N0cIRRN0hpr73wsPz3uAzS0JzGVM95r7ZwXVPpxIUZaf9cQHQHDjmuRrvE5S0NdSxTTUFxz2gxOnlHE7Y/XUNcc5RfPbefl7U0U+j2EYikCXhemoVBKSQbrGJU1CDIKyrXW+wC01vuUUn3NZKtwlt78Wil1Is5SnBu11u19PFccQR3R1HA8idswiCYtIgmLaDLKG3tbAThpagErLppHWd6hdHaPy6Aiz0fC6rsZWsej2QYNaYcmxMAdzuypHI+LHI+LWNJJJY0kUhhKsaSqmCVVxexqdJbK/P31vdgaWqNOppidOjQepPoYGpSCva0xXq9rkWNfCCEGIds5IJa0OBiOE46l+M2LO/jT2t3Y6bafH3vHDK48eWpntxeXYVCWd6j97UDEkhat6YzgDq2xFO4uS2hMQ2Eah7637O43x4QYSdmuIToChpnaNSfSXfkSKZv5k/JY+ZFF/Pxf2/j7a/t4va4Vr8vA5zbRWpPjcZG0ne6YksE69gyuX+Hh4QIWAj/TWi8A2nGWzfRJKXW9UmqtUmptQ0PD4dpHAZw9r5QvvXMu+T4PrdEEKUvTHElwMJzAZSiWn1XFnVec0C2+aI6sAAAgAElEQVQAkut1UVng56f/3Jp12x11QmTQODzkOJrYllaXcdulx1IW9NEaTVIW9HHbpceOajDB5zapyPdRWegn0KVg3rTiHG48fw5fv+QY8nwuXOnJdaYJRwdbg2Vrvv/0Fk74xj9Y9N9P8sFfvMyqmvpR+xmGQo4lIUaGHEsjp69zwDfefQzHT8lnb0uUt/a28anfr+fBNU4AZFZpLj+/eiEfOnVaZwAkx+OistA/qAAIQGO472TujserSnKxdbrFKBpba2ztPC5GhhxLA7f8rCqSGW7SdvjL2t2d8xq/2+Sm8+fy7fceR2GOk0HSGk0Silu0RBLk+zx84fw5nDGn5HDsvhgEpXV/U89hbNxZDvN/XQqjbgKWprNAJgGrtNbzerymAnhZaz0j/f2ZwAqt9SX9vd/ixYv12rVrR/aHEH2KJpw7B0nLZn9bjNsfq+GNPU72x/SiHL56yXxmlwW6vSbf76Y44OXupzdz19Nbsl70nFZVLEtc+td/j9EhkONIjIZEemIQjqfoOO+8UtvEA6/sYmdTO/GUJpq0BrQtl+EERdBgA25DMbsswM0XVQ91zJBjaQKZseLRYW9jxx39TjlGfT9GYh+OADmWxoFIIkVjOEEsafHAK7u4/6WdpGyNoeBD6e59bvPQfdKiXA8FOYNvfwvZj4Mdd1zCqpp6vvzQa4RiKVK2jcswCPpc/M/lJx7tc0A5lo6QVTX1fOw3a7I+x2Morj1zJlcsntr5WEskwfee2swLWxsBKM718JWL5nHyjCIMpSjMdQrKi8Mq43HU73IYpZQP+DRwBs7NuudxsjRiQ9iRR4CPAnekv/6t5xO01vuVUruVUvO01puA84C3hvBeYhRYtqax3UmbBHjm7QP84OkttCeci5f3nDSZ5WdVdbtToJSiOOAhz+cc+D9ZtS1rAMQ0FA9cv2TUfgYhxOHncRmUBr0U5rhpjSZpi6U4paqIU6qKOp+zqzHCDQ9uoK1H6nRPCoXdJYCftDVb6sN8+aHXZOIshBAZpCybpvYE4XiKXY0R7niihpr9IQCmFvpZsaya+ZPyOp9vKEVZnrdbLZGRtrS6jP+5/ESp8ybGjKXVZZ3F2jNJ2JpfPLcdl6F4/6Kp2FpTkOPhtkuP5YmN+/nxP7fR2J7g5r+8wWUnTeb6s6qwtSYcT1ES8OB1DS6jSoy8gYxq9wMh4Efp7z8I/BanY0xGSqkHcIqgliil6oD/wgl+/EkpdS2wq2MbSqnJwL1a64vTL/8c8Pt0Z5ha4D8G8TOJEdS1t/vkfD+XL6xk8cwiwrEUP3hmC8+mU9ELc9x8+cJ5LKkq7vZ601CU5/nwuU3ufnoz9z6/vbPYUCaXnlAxaj+PEGL4uo4LUwc5YXWZBsUBLwU5HtqiSdpiyc6JxrTiHG5dNp+7ntlMayRJrI+xQuEEPXoyFBwMJ7j2fucOV67H5LozZnLD+XOH/oMKIcQE8djre/nFc9vZ2xLBbZgcCMVIpcfS9y2s5LozZna7geU2DSryfd0yQkaL1HkTY82lJ1Tw11f3ZX2OZWt+9M9tGEpx+eKpJC0bpRTLjp/EiVMLuOPxGjbubePhV/eyflcLt15czdzyIHtbYuT73by2q5lfPLd9SHMpMXwDCYLM01qf2OX7fyqlXuvvRVrrD2b4p/P6eO5e4OIu378KLB7AvolR1NEr22U4FxT7WqPc9cwW3n3CJB5+dS/1Iadv/GlVxXzpwrm9WkJ1FEB1mQZ3P72ZHz67lX46qfHekyZx11ULR+tHEkIMU8e44DYVBX439aEYX3/kTW6DQZ28TeNQamgo5rTXTdk2p1QVcRNzeXDNbjYfaCOatLtljvV1X0YBSUujcSYlHtMprPzDZ53aQxIIEUIcrRIpm7+/toc7n9wMWhOKpYgmnXocBTluvnbJfBZMK+z2moDXRckA2t8KMVE51yLr+w2EAPx41TYMBVeeMp1IwslknVzg564rT+LBNbv4zYs72dUU4TN/2MBHT5vOB0+ZxpMb93P3s1vwuo1hzaXE0A0kCLJBKbVEa/0ygFLqVOCF0d0tMRasXF2LoZw7t1qDz2WwPxTnF89tB5y+8Z9aOot3nzAJpbqfKHv2j7/3+e3OtgyDpNX3un+PoSQAIsQYt3J1LW5TdaZH53hcRBIpVq6uHdKJ2zAU+Tlu8vwuwnEnGNJzmcwrtU3c+dQmwvEUsWTv7BBD0dleVwGGMlBKkbJt7n1+uwRBhBBHHa01zZEkrdEk97+40+nYFU3SsZIw12MytSCnWwBksO1vhZjI7rpqITNLnJu42ZbGGAp++cIObrxgHk3tCVoiTpDRNBQfPnW600r3sRp2NkX41Qs7eLm2Ca01pqFwGwYpW+N3m4A15LmUGLyMQRCl1Bs4N93cwDVKqV3p76cjNTomvETKZntjO0GvCdr5fl9brHMpy9zyALdePJ9pRb1b2BbkeCjK7Z4V0p6w6OiG5jJUZwpmV589d/bI/yBCiBG1uzlCQY/CXn63SV1zZFjbVUoR9LkJ+txEEilaIkli6UKpp1QV8aUL5vHgmt1sbwzTHre6jSFdC7mbXeKxhqKzXpEQQhwtuhavbwzHeftAiER6/mYaivKgl1yvSUP4UHm/obS/HQhF5gw+Ica6jpsoP1m1rc/l/C5DdZtrFOV68LgMDobinbXL5pYH+fnVC/nFc9v564Y9vLWvDQWUBj34XAa2DQmt8ZjGsOdSYuCyZYK867DthRgztNa0RpM0R5JUBH0cDMdIWJqGULzzJFYW9PKjDy7otU5UKUVp0NutHWaHXI/Tl95QpF9nd17E5PlcsnZfiHFiamEO9aFYt0J50aTFlMLeAdGhyvG4yPG4iCUtWqNJ2uO9i6i+vK2RHz6zhfouYxNASoO2bFymga2dsUcIIY4GPYvX/7Omnh8+s6UzABLwuigPejENRTRpUZHnB5yW5mVBL65RqP8R9DlZfl3vfRmKPueKQoxFN5w/lxvOn8vdT2/m+09v6XzcZSjcpkHKtrvNNQJeF25TUd/mBCIBvG6Tz507myVVRXz3H5toDCeoDyVoj1uU5/lwGYpwIkVp0EvSsg9LLZ6jXbbfcKifP2KCiSUt9rREaWpPoLXmXSdMoiGc6LzIMA1FUa6HL5w/t9fB6TIMJuX7Mp7UrjtjJraGlG1jaxulnO194fw5vP6NCyUAIsQ4sfysKpKWJpJwWt1GEimSlmb5WVUj/l4+t0l5no8phTkEfK5uy+6WzCrmgeuX8MwXz+bXH1tMdfmhltyWhqRlY2tn7BFCiImuLZakrjlCOF1j6b//7y3++9G3aYul8LtNCvxuCnPcGIYTuE7ZmqtOnkqe382kfN+oBEDAGYOVUrhNhdflfFVKydgsxp0bzp/LF86f4yxjMRWm0XFd03uu4XWZTC7w4+9xI+bkGUX88prFHF+ZDzgZJDubIjRFEqRszQcWTWVPc5TWSPKw/VxHq2xh2HU4GWx9ZaxpYORnvOKI0FrT1J6gNXrogHu5tpGfrNramfrlcxnMLgtw9anTu92NBSe6Wd7PHYSOIMe9z2+nPWFJ5wYhxqml1WXcBoe1naHHZVAW9JHKsWmNJgnFUt1a5E4vzuWnVy/i3tW1PLS+joSlyXGbXH9WlYwxQogJLZGyORiOdy4ffLm2kTuf3ExTu1OXYElVEV+8YC7b6tt5cM1u9rdFqcjzc9UpU7nkhEkEfaNb/0Pmf2IiGczn2TQUFXk+GtsTtHW5xsrzu/nBlSfyi3/V8uf1dVi25mA4wakzizh+aj62djK6QvEkJYGRX6ImHErrzIVexpvFixfrtWvXHundGFciiRSN4URnulY8afHz1bX87dW9gJNK/vnz53De/PI+X5/rdVEW9PYqjCoOi1H5pctxJMY6y9aEYk7Bv76KlZUFvQQGN7GXY2kCmbHi0WFvY8cdlxzx/RiJfTgC5Fg6TLTWtESS6WKnmvZ4ip+t2sZjG/cDTq2mz5wzi2XHVfSao41W/Q8xouRYmkDaYkkaw06mfVf722J85/EaXqtrBWBKoZ9bllUzf1Je53Py/W4KczzSrWloMv7SZEHeUcqyNY3hOOF4qvOxrfVhvvXo2+xscoryHF+Zzy0XV1OR5+tzG30VQBVCiNFmGoqCHKe9blssRWvEaa/bQYKyQoiJrGvhU4BXd7fwnSdqONAWB+Ckqfl85cJqKvJ7z99Gs/6HEKJveT43HtOgvi3ebb5SkefjzitO5M/r6vjV89upa47yuQc2cPWS6Vx96jRcpkFrNEkkYVEc8HSrxyaGR36TR6FQLElTe6LzDqqtNX9as5tfvbCDlO20bPqPd8zgypOnYvYRdVRKURLwjHoKpRBCZKOUIt/vJi9deK8lkuy8KBBCiIkmZdk0tSc6b2DFkxb3PL+d/12/B3CWDl53xkzet7ASo49gcJ7fTXGuRwLFQhwBPrfJ5AIfB0Jx4slDnetMQ3HVyVM5eXoh3368hu0H27n/pZ28sr2JW5ZVM7Uoh6Rls781RsDrojjg7fP6TAyOBEHGuFU19axcXcvu5ghTh7n2Pmk560ajXVpG1rfFuOOJTby6uwVw0rC+evF85lUE+9yGaSjK83ySQinEBDaS487h0LW9bns8hcuUyYEQYmwZ7rjaGk3S3J7orIf09r427ni8ht3NUQDmVQS55aJqphX37tSllKI44CFPbl4JcUS5TIPJ+T4OhhOEYt2Ln84qC/CzDy/kl89v56F1ddTsD7H8t+v45NJZvPuESSilCMdTRJMWRbnDuxk93uZ5oyFrLpxSylBKbTxcOyO6W1VTz9cfeZP6UIwCv5v6UIyvP/Imq2rqB7UdZ91ogrrmaLcAyD9r6rnu/nWdAZB3nzCJlR9ZlDEA4jYNJhf4JQAixAQ2UuPOkZLrdeF1yRglhBg7hjOuxlNO577GcBxba5KWza9e2M7nHtjA7uaok717+gx+/MEFfQZAOrr3SQBEiLFBKUVp0EtxoHdNRY/L4FNLZ3HnFSdQFvQSS9n84OktfPXhjZ3Fji1b0xCKs781NqTs1/E+zxspWYMgWmsbeE0pNe0w7Y/oYuXqWtymIsfjtIbM8Th9p1eurh3wNmJJi7rmQ21vAdrjKe54vIb/fvRtwvEUBX43/++yY7npgrn4MwQ4/B6TygK/9K0WYoIbiXFHCCHEIUMZV7V2arftbYl1ps7XNoT5zO838LuXd2FrmFmSy08/tICPLJneZ3q832NSWSg3r4QYi/L9biryfH0euwumFXLvNYs5L52d8XJtE9fet5YXth7sfE4kkRpSO12Z5zkGshxmEvCmUuoVoL3jQa31paO2VwKA3c0RCvzdI/d+t0ldc6Tf11q20/a2Z6rVxj2tfPuxGva3xQA4ZUYhX7moOmuBU1lDKsTRYzjjjhBCiN4GO6727Nxn2Zo/rd3Nb17cQdLSKODKk6fysXfMwOPq++aUFK8XYuzze0wmF/g50BYjkeqe1RHwufjqJfM5bVYxP3h6C63RJF/725tcfFwFnz5nFjkeV2c73XAiRUnAM6BMWJnnOQYSBPnmqO+F6NPUwhzqQ7FulYCjSYsphb3THbvqWfgUnGJa97+8kz/827l74HEZLD+ristOmpw1uFEc8JLvlxRKIY4WQx13hBBC9G2g42pfnfvqmiPc8fgm3trXBsDkAh8rLqrmuMr8Pt/LNJxUe+kiIcT44DYNKgv8NIS6H/sdzq0u4/jKfL7zRA3rd7Xw2Mb9bNjdwi3LDo0D8aTFnubogNrpyjzP0e/aBq31v4AdgDv99zXA+lHeLwEsP6uKpKWJJFJo7XxNWprlZ1X1+fyOysENoXi3AEhdc4QbHny1M31yVmkuP796Ie9dUJkxAGIoRUW+TwIgQhxlBjvuCCGEyG4g42pbLEldc6TzIsjWmoc37OH6+9d1BkDec9Jk7rlmccYAiM/tLF2WAIgQ44tSirI8X8bsrdKgl+9efgKfXjoLt6nY1xrj8398lV8+v71bXZDWaJI9LVEiid7BlA4yz3P0O0oqpT4BXA8UAbOASuDnwHmju2tiaXUZt+Gs3aprjjAlS/Xe1kiS5sihquHgrCd97I39/GTVVmJJGwVcsXgKHz99Zsb0SXAikuV5vqzPEUJMTIMZd4QQQvQv27gaT1k0hhPEkt079/3Pk5tZt7MZgNKAl69cNI9F0wszvke+302RLF0WYlwryPHgcRnUt8W7XdOBc4P68kVTWDS9kNsfq2FrQ5jf/3sXr2xv4taLq5lenAvQrZ1uUa4HV496jjLPcwwkVPwZ4BTg3wBa6y1KqaPrt3QELa0uy/qhjKcsDoYT3fpNgxMU+d5Tm3k+XUCnJOBhxbJqFk7LfAIF8LrNjEV6hBBHh/7GHSGEEIPTc1zV2qnd1hpNdhau11rz1FsH+NE/t9Ied+Z17zymnM+eM5uAr+8pu5HuNJHrlewPISaCHI+LyQUGB9r67v4ysySXn3x4Ab95cQcPvrKbLfVhlv9uPdefWcVlCyZjpAOh4XiKSMKiqI/22DLPG1gQJK61TnRElpVSLkBnf4kYbVprmiPJbifPDmt2NPHdJzbRmG6ldPbcUm46fw55/SxtCXhdlAZ7t2sSQgghhBAjo2fhU4DmSILvP7WZF7Y2AlDgd/OFC+ZyxpySjNvxuJzMXencJ8TE4nGl64SE47T3USfEbRp84swqTplZxB2P13CgLc6P/7mVl2sb+cpF8ygJeAFnWd3BUJxwLEXxAAunHi0GEgT5l1LqVsCvlLoA+DTw99HdLZFNLGnREIr3ig4mUjb3PFfLX9bvAZxKvzeeN5sLjinvN7AhVcSFEEIIIUZPyrJpak/0Kn64eksDdz3ldH8AOGN2CTddMIfCnMzzsoDPRWlAblwJMVEZhqI8z0dze4LmSKLP55w4pYB7rlnMj5/dypNvHWDtzmauu28tN10wl7PnlnY+L5a02NsSSxdOdcu4wcCCICuAa4E3gOXAY8C9/b1IKfUr4F1Avdb6uPRjRcAfgRk4xVY/oLVu7uO1O4AQYAEprfXiAeznhGfbmsY+2t6C0zv+24/VUHvQ6WJ87OQ8bllWzeQCf9ZtKqUoCXgI+qQAqhBCCCHEaGiNJmlu7167LRRL8qNnt/L02/UA5HpNbjh3DufPL8t4kaKUoriP9HYhxMRUmOvUCWkI9a4TAk4m/4pl1Zw2q5i7ntpMWyzFN//+FhccU87nzp1NIL1UTmtNSyRBe9zJCjnaCyj3+9NrrW2l1H04NUE0sEn3XH/Rt98APwbu7/LYCuAZrfUdSqkV6e9vzvD6c7TWBwfwPkeF9riTOpmyu2d/2Frzl/V7uPe5WpKWxlDw0dNm8KFTp/Vb18M0FGVBH36PpEYJIYQQY8mMFY8Oexs77rhkBPZEDEem2m1rdjTxP//YxMGwc4d30fRCvnLhPEqD3ozbchkGZXlefG6ZtwlxNMn1unCZivq23isBOpw9t5RjJ+dx5z828cqOZp566wCv7W7hlourOXFKQefz+iucerQYSHeYS3C6wWwDFDBTKbVca/14ttdprVcrpWb0ePg9wNL03+8DVpE5CDJhraqpZ+XqWnY3R5jaT0XelGXT2J7ocz3YwXCc7zyxqbN6+OQCH1+9eD7zJ+X1uw/SAUYIcSQNZhwUQoixrueYdv2ZMzlhagFtsVS32m3RhMXPV2/j76/tA8DnMlh+9iwuPXFS1hR1n9ukXArXC3HU8rpMJhf4qQ/FiCasPp9TEvBy+/uO52+v7mXl6lrqQ3G+8MfXuPLkqXzsHTO6XfdlK5za00Scsw3kCvh7OFkZS7XWZwPnAHcN8f3Ktdb7ANJfM/32NPCkUmqdUur6bBtUSl2vlFqrlFrb0NAwxN06fFbV1PP1R96kPhSjwO+mPhTj64+8yaqa+l7PdXrGR/sMgKze0sB1963tDIAsO66CX3xk0YACID63cxBJAER0GG/HkRjfBjMOjjdyLAkxMsbTsdRzTNvfFuWrD2/kqTcPdAuAvFHXynX3r+0MgBxfmcc9H13Me06anDUAkud3MylfAiBiaMbTsSSyMw1FRZ4va7MLpRSXLahk5dWLmFseQAMPrtnNZ/6wnu3psgkdOgqn7mmJEk/1HViZqHO2gVwF12utt3b5vhYY7Z/6dK31QmAZ8Bml1FmZnqi1/oXWerHWenFpaWmmp40ZK1fX4jYVOR4XSjlf3aZi5erazuckUjZ7W6Ic7GPtVzRh8T//2MQ3HnmLtliKPJ+Lb1x6DF++cN6A1nYFfC45kYpexttxJMa3gYyD45UcS0KMjPF0LHWMaX63ScrWuA0D01A8uGY34Mzrfv6vbXz+j6+yrzWG21QsP6uK73/gJCqz1G5T6fa3JVIAVQzDeDqWRP+ceo7efjt6TivO4ccfXMDVS6ZhKNjW0M4nf7eOP6+r63V9GU8XTm1qT/TqOjpR52wDqYjyplLqMeBPOBkaVwBrlFLvA9Ba/+8g3u+AUmqS1nqfUmoSGYIpWuu96a/1Sqm/AqcAqwfxPmPW7uYIBT2id363SV1zBK21Uzgr0rvtLcDb+9r41mNvs7clBjjrR2/u0gapP4U5HgqlA4wQ4gjLNg4KIcR4s7s5QtDrImHZzkwZ8LkN9rdF2XwgxO2P17Cz0Rnf5pQFWLGsmpkluVm36Tad+h/S0lII0Zegz43bNKhvi/eqGdnBZRp8/PSZnDqziG8/VsO+1hg/W7WNl2sbufnCeZTl+Tqf27VwaknA21kzcqLO2QYSBPEBB4Cz0983AEXAu3GG+sEEQR4BPgrckf76t55PUErlAobWOpT++zuB2wbxHmPa1MIc6kOxblkb0aTF5Hw/e1qiJFK9P8SWrfn9v3dy/0s7sTW4TcUnzqzifQsrMQZwZ0A6wAghxpJM4+CUwpwjuFdiJEgxT3G0iacsyoJeGkJx/F0Kljpr9hWf+cMGLNspXH/1qdO5esm0fgsR+j0mZUHJ2hVCZOeUOPBxIBTvVXy5q2Mn53PvNYv5yaqtPPbGfjbsauHa+9fy+fPmcN788m7PTVo2+1qjBHwuinO9E3bONpDuMP8xlA0rpR7AKYJaopSqA/4LJ/jxJ6XUtcAunKwSlFKTgXu11hcD5cBf0+k9LuAPWusnhrIPY9Hys6r4+iNvEkmk8LtNIokU8ZTmvQsq+wyA7G2JcvvjNby5tw2AmSW53HpxNbNKAwN6PzPdY1oqiQshxoqe42A0aZG0NMvPqjrSuyaEEANi25qmSIK2aJIPLJrKD5/dQjRp4XMbhGIpGtsTJC0nLWRaUQ4rls2juqL/um0FOR6KJGtXCDFALtNgcr6PhnCccKx3HckOfo/Jl945j9Oqivnek5tpiSb51mM1vLitkc+fP6fXzfJwLEU0YXHNadO5/fGaCTdnG7UGwVrrD2b4p/P6eO5e4OL032uBE0drv460pdVl3IazvmpXUztlQR9XLp7KKVVF3Z6ntebJtw7wo2e3EklXAH7fwkquP7NqwAVN3aZBRb4P91Ha+kgIMTZ1HQfrmiNMmSCVxoUQR4dwPEVTONGZgn5KVRE3MocHXtlF7cEw4biFxmmp+P5FlVx7+ky8/dyMMpSiJOgl4B21qbkQYoJSSlEW9OF1Jfus69HV6bNLmD8pjzuf3MTLtU38c1MDG/e0cfNF81g4vbDbcy1bM68iyE3nzeGPa3ezpyU6YeZsMtIeAWfOLeWYyXmE++j6AtAWTXLX01v412angnNxroevXDSPk2cU9fn8vkgqpRBiLFtaXTbuT6BCiKNL0rJpDCeIJHrP36YU+dEKQnHnxlVFno+bL5rHiVML+t2u1P8QQoyEfL8bj2lQH4ph2ZkDIUW5Hr512XH83+v7+NmqbTSE43zpodd5/8JKPtHHDfcTpxWwYHohhTke8nMmRnkFCYIcZqGYE6HL9MFcv6uZOx6v4WA4AcAZs0v44gVzB/WBC/hclEolcSGEEEKIYctWuF5rzaNv7ONnq2qJptfkX3L8JD61tGpAXftyPC7Kgl4MuWklhBgBfo/J5AI/B9pifZZa6KCU4t0nTmbBtAJuf7yGt/eF+Mv6Pazb2cytF89ndln30gu21jS2xwknUpQEPOM+aJt1dFZKmUCh1vpg+nsP8DHgJq31/NHfvYkjadkcDMfThbJ6S6Rsfvn8dv68rg5wqop/9pzZLDuuYlDBjKJcDwU5spZUCCGEGKqRKPAqJoZY0qIhFCdp9b6YOBiOc+eTm3llexPgZO5+6cK5nDqzeEDblq59QojR4DYNJuf7ORiOZ1x50GFKYQ53X7WgswnHjsYIn/79ej5++gyuWDy116qCjna6eT4XRbmecXvTPWMQRCl1FbASaFdKbQG+AfwWWAN8+LDs3QTREklkbHsLsKOxnW8/WsPWhjAA1RVBbr24elBVdzt6yctaUiGEEEKI4bHs9F3PPgoNaq15tqaeu5/dSij97+dVl/G5c2eT5+8/c9dIz9lyZc4mhBglhqEoy/PhiSRoak9kfa5pKK45bQYnzyji9sdrqGuO8ovntvPy9iZWXFRNRb6v2/M7suMiCYvigGdAWW9jTbY9/k9gkdZ6q1JqIfAScJXW+q+HZ9fGv3jKuXuQKRVJa83Dr+5l5epaEikbQ8GHT53GR5ZM77d9WlfSAUYIIYQQYmS0xZI0Z1i63BpJ8oNnDtVty/O5uOmCuZw9t3RA23abBuV5vgEXuRdCiOEoyPHgcRnUt8WxsxRMBZg/KY+VH1nEyn/V8shre3m9rpXr7l/LDefO5oJjyntlfSQtm/2tMQJeF8UB77iqRZktCJLQWm8F0FqvV0ptnwgBkFU19axcXcvu5ghTR6m6rdaapvYErdFkxuc0tSf47j82daZQVuT5uPXiao6rzB/Ue3lczslUOsAIIcaiwzHmCiEEDH+8iacsDoYTxJN9L11+cdtBvvfkZpojzvzutKpivvjOuQNuaZvrdWq2ScqOizoAACAASURBVP0PIcThlONxMbnA4EBbrM+lfV353SafP38Op80q4rtPbKI5kuSOJzbx4rZGbrpgLvl9ZLuF4ymiSYvCXA95vtEpnDrS88lsQZAypdQXunwf6Pq91vr7Q37XI2RVTT1ff+RN3KaiwO+mPhTj64+8yW0wYpPyaMLiYLjvtaMdXth6kDuf3NwZJLngmHJuOHf2oNMipZiWEGIsOxxjrhBCwPDGG601zZEkrdG+ly63x1P85J/beOLN/QDkeEw+c85sLjq2953RTKRmmxDiSPK4DCoL/NSH4n12uOrp1JnF/PKji/neU5t5YWsjq7cc5M29bRk7llq25mDIWUJYEvCOaLbbaMwns+3dPUCwy5+e3487K1fX4jYVOR4XSjlf3aZi5eraYW/bsjUNoTj7WqMZAyDRpMVdT23ma397k9ZokoDXxdcumc8ty6oHHQDJ87upyPdJAEQIMWaN5pgrhBBdDXW8iSYs6pqjtEQSfQZA1u9q5tr71nYGQE6aWsC9H1084ML1pqGoyPdJAEQIccQZgxyPCnI83HbpsXz5wnn43SaN7Qlu/ssb3P3MFmIZMuZiSYs9LVGa2/seU4diNOaTGa+8tdbfHPJWx6jdzREKeqTw+N0mdc2RYW03HE/RGI5n7ce8+UCIbz36Nrubo4BzEl1x0TzK8nwZX9MXpRTFgdFLNRJCiJEyWmOuEEL0NNjxJlvhU3Am8vc8t52/btgDgNdl8Ikzq7hswWSMAWZ/yJJlIcRYVJTr1AlpCMX7DVQopVh2XAUnTsnnjsdr2Li3jYdf3dvZSndeRe/cCCe7LkE4nqI06B123crRmE9m6w5zd7YXaq1vGPK7HiFTC3OoD8W6VbCNJq1BdWHpKmXZHAwnsqYUWbbmj2t28+sXd2DZGpeh+PgZM/nA4ikDPol2MA1FWdCH3yMFUIUQY99Ij7lCCJHJYMabbIVPAd7a28YdTzgdEgDmTwqy4qJqphYNfOwKeF2UBr3jtn2kEGJiC3idbIr6tuxlHDpMLvBz15Un8eCaXfzmxZ3sbo7y2Qc2cM1p0/nQKdP6LIqatGz2tkQJ+twU5XqGXDh1NOaT2ULTnwTOAPYCa4F1Pf6MO8vPqiJpaSKJFFo7X5OWZvlZVYPeVms0SV1zNGsAZH9bjC/++TXufX47lq2ZXpTDTz60gKtOnjroAIjbNJhc4JcAiBBi3BjJMVcIIbIZyHiTSDkT8oOhvrN3Eymbe5+r5YYHN1DXHMVlKK47YyZ3X7VgUAGQ4lwvZXk+CYAIIcY0r8sc1PWlaSg+fOp0fvKhBUwvysGyNb9+YQc3Pvgqe1qiGV8XiiWpa44Qjvdfi6QvozGfzFaIYhJwBXAlkAL+CPxFa9085Hc7wpZWl3EbzrqiuuYIU4ZQWTaRsjkYjmdcB9XhmbcP8IOnt9CecJ73npMms/ysqiGlA/k9JuVBqf8hhBhfRmLMFUKIgcg23vRX+BRgW32Y25+oobahHYCq0lxuWVbNrNLAgPdBMnaFEOONaSgq8nw0tidoy9LZtKu55UF+fvVC7nluO/+7YQ9v7Wvj+vvX8ZlzZmWsl2TZmvq2GGGPi+KAZ1DLBEdjPqkGUrBEKVUJfBD4AnCz1vq3Q37HUbR48WK9du3aUdm21pqWSJKWLCdQgHAsxQ+f2cIzNfUAFOa4+fKF81hSVTyk983zuykJeIf0WjHhjUpUbDSPIyHGKDmWRsiMFY8e6V0QI2jHHZcM9iVj7liKJFI0hhMZ070tW/Pgml3c9+JOUrbGUPDBU6bxkSXTB9XdwOs2KQ96cUn9DzEyxtyxJCa+tliSxvDgCpqu2dHEd/+xicZwAoDTZzmtw7MVX1VKUZjjJt/vHu2MuYwb77cliVJqIU4A5ALgccbpUpjhiCUtGkL9r5d6ra6F2x+roT4UB2BJVRFfvnAehUOoCC4FUIUQQgghhiZl2TS1J7KmX+9uivCdJ2p4a18IgCmFflZcVM0xk/MG9V4Bn4vSgNT/EEKMb3k+Nx7T4EBbLGvDj65OnlHEL69ZzA+e3sKqzQ28sK2Rt+5bmzUJQGvdOT6XBIZfOHUoshVG/SbwLuBt4EHgFq310BbyjFO2rWmK9J8alLRsfvPiDh58ZTcap4L4p5bO4t0nTBrSCVHSKYUQQgghhqY16hQ+tTPczbS15uENe7nnuVriKecG13sXVPKJM2cOajKulKIo10O+X25YCSEmBp/bqRNyoC1GItV/wVRwVi587V3zOe3tYu5+ZgvNkSS3/nUj7z5xEp88exb+DONqR52mPL+bohzPYS39kC0T5GtALXBi+s+30xf0CtBa6xNGf/eOnEgixcFQgpSd/T9/V2OEbz/+NpsPhAGYUxbgqxfPZ1rx0KrVuk2DinxppyaEEEIIMVjheIrGcDzjvx9oi/Hdf2xiw64WAMqCXr5y4TwWTi8c1Pu4DIOyvCNzB1MIIUaT2zSoLPDTEIoPuJipUooLjinn+Cn5fOfxGl6ra+Xvr+1j/c4Wbr24mvmTMmfYtUWTROIWxQEPud5+F6qMiGzvMvOw7MEYY9maxnD//+Faa/7++j5+tmob8ZSNAq46ZSofe8eMIQcwcjwuyoJeKYAqhBBCCDGCtNb8480D/OSfWzuL1l94bDmfOWc2gUFOuqX+hxBiolNKUZbnw92eoDmSGPDrKvJ83HnFifx5XR2/fmE7e1qifO6BDVy9ZDpXnzot47iZsm0OtMXI9boozvWM+viacdTXWu/s+ZhSqgRo1AOolqKU+hXOcpp6rfVx6ceKcLrMzAB2AB/I1G1GKWXitObdo7V+V78/yQgIxZI0Zekb36ElkuDOJzfz4rZGwLmLcMuyak6cWjDk9873uymWAqhCCCGEECOqqT3B957czEu1zrytMMfNFy6Yy+mzSwa9raDPTUnAI/U/hBBHhcJcDx6XQUMonnGJYU+mobjq5KmcPKOQ2x+rofZgO/e/tJNXtjdxy7LqrC3H2+MpogmLwlFeapgxxKKUWqKUWqWU+l+l1AKl1EZgI3BAKXXRALb9G6Dn81YAz2it5wDPpL/P5EaceiSjLpGy2dcapSFD3/iu/r29kWvvW9sZADm3uox7r1k85ACIUoqSoFcCIEIIIYQQI2zVpgY+/ps1nQGQs+aW8KuPnjzoAEjHfK00KAVQhRBHl1yvi0kFgy/XMKs0wE8/vJArFk0BoGZ/iOW/Xccjr+3N2oHG1s7KjD0tUeIpa1j7nkm2/L8fA7cC+cCzwDKt9ctKqWrgAeCJbBvWWq9WSs3o8fB7gKXpv98HrAJu7vlapdQU4BLgWzhteUfFQNveAsSTFitX1/Lwq3sByPWY3Hj+HM6fXz7k9zeUojxPCqAKIYQQQoyktmiSu5/dyrM19QAEfS5uOHc251aXDTqIIfU/hBBHO6/LKZhaH4oRTQw8MOFJNww5taqI7z6xifpQnB88vYWXaxv50jvnUZSbuYtqPGmxtyVGvt9NYc7IttPNFs5xaa2f1Fr/GdivtX4ZQGtdM4z3K9da70tvZx9QluF5PwC+AgysJO0QxJIWdc1RmiP990LeWh/mk79b3xkAOb4yj3uuWTysAIjbNJhc4JcAiBBCCCHECOrI2u0IgJwys4hffnQx580vH/Qk2us2mVzgkwCIEOKoZxqKijwfeUNYprJwWiH3XrOY86qdy/+Xa5u49r61PL/lYNbXOUkLCeqao4MKvvQnWyZI1wBEtOf+jNge9KCU6qgjsk4ptXQAz78euB5g2rRpA36fhlCcpJU9xmJrzZ/W1vGr57eTsjWmofjYO6Zz1cnTMIdRvNTrNqnI8w1rG0KMpKEeR0KI7uRYEmJkDOVYCsdTfOORN3loXR0AfrfJp5ZWccnxk4Z0BzHP76Y4V+p/iPFNzkv/n737jnPzqvM9/jlPUZ9e3BP3OM1pTkhxTBpLaIEAgcCysEAgu4FN4MJecrlL9t5wL7C7XNgEFjYhS10ghB7aQgohcUhzmtNtx3bc7elF7dHzPOf+8UiyRiPNjMejqb/36zX2jEbSHM085+jo6Dy/r5hISilaE2FClkHX4OibCUolIhb/8w3Hc86KFv717q30pXPccOdzvO6k+XzkwhXEQtWXJnKeT1cyy+LQ+BJYy420E+QUpVS/UmoAWJv/vPD1yeP8eQeVUgsA8v8fqnCd84DLlFI7gduBi5RS/1ntDrXWt2qt12mt17W1tY2zWcMd6s/wyR9v5tb7t+P6msVNUb76rtP4y1cde1SLF4mwxcIGWQAR00ut+pEQc430JSEmxnj60ifueKq4ALJ2cQPfeO8ZvHHtwiNexFBK0VYXpjUh9T/EzCfPS6IW6iM2C8b5mvaiNe38x/vWcfoxQU3N3z17gA9993Ge3ds30c2squoiiNba1FrXa63rtNZW/vPC1+Mt1Xon8L785+8Dflnh5/4PrfVirfVS4ErgXq31e8b588blvpc6uOq7j/PU7iBD/o1rF3DLX53BcfPrjup+G2Mh2usj8oQqhBBCCDHBPvEXx1EXsfjbC1bwpXecwsLG6BHfR3C6coS6SO1SCYQQYjaI2EGdkJB15HG2bXVh/vnta/nIhSuwTcX+vgwf+9FT/MfGHaOerTERjiwY/QgopX5IUAS1VSm1B/hH4AvAHUqpDwK7gCvy110I3Ka1fn2t2jMWyazLV/+4jd8/dxAIYms/+Rfji1ArFWwbCskTqhBCCCFEjayeV8ddH381Kccd1+1jIYu2urDs1hVCiDGyTYOFDVE6BrMks0c29hpK8bbTF3P6MUGU7raOQb7/yC4e3dHNp1+/hmNb4jVqdQ0XQbTW76ryrYsrXHcfMGwBRGt9H0GCTM09u7ePz//uRfb3ZQA4a2kTf//a4446utY0FO11kgAjhBBCCFFriYg1rkWQpliIphFSCoQQQlRmGEHiaU/SoSflHPHtl7XG+eq7T+Pbf97Jjx7bzdZDg1z9n0/w4fOXc/lpR35K41jUbBFkpnA9n+89/Arff2QXvg5ifCbqF26bBvPqI+PaIiSEEEIIIWrLUIr2+vCIBfmEEEKMrikeImQZdAxk8Y+gYCrkX4NvWM7Zy5v5/O9e5GB/lq/+cRsPb+/iv196HK1HuTGh3Jx+db6nJ8W1tz/F9x4OFkBWtMX5+l+ezltPX3TUCyBHc46UEEIIIYSorZBlsKgpKgsgQggxQeJhiwWNEWxzfK+B1y5u5Lb3ruO1J84DYNMrPVz1nU3c91LHRDZzbu4E0Vrz6837uOmerWRyQeGVK85YzAfXL5uQRYtExKJNKooLIYQQQkxLMlcTQojaCFvBZoCD/RkyOe+Ibx8PW3zq0jWcs7yFL921hf6My42/fp5HdnTxL1ecQv0E1Nmcc4sgPUmH63+2uVj8tDUR4vpL13D6sU0Tcv/N8RCNMTmnVAghhBBiulFK0RwP0RCVYvVCCFErpqFY0BChc9BhIJMb131sWN3GiQvr+effv8RjO3v4/XMHeXbvA3z/qlextPXoiqbOuXM1ko7Ln7d1AfDq1W3c9t51E7IAYqigIIwsgAghhBBCTD+WYbCgISILIEIIMQmUUrTVhWk5il13LYkwX3jryVx70UrClkFT3B5X/Hm5ObcTZHFTjM+/7WT29aa5eE37hGyDtAyDeQ1hwpYkwAghhBBCTDfRkEl7XUTib4UQYpI1RG3ClsHB/gyef2QFUyFYTHnLaYt41fJmFjRMTM3NObcIAvDGtQvZ3Z0i5/lHfV9h22ReXRhrnMVfhBBCCCFE7TREbVomOFlACCHE2BVCQw72Z3Dc8b0GP7YlzuKm2IS0R165H4VE2GJhQ0QWQIQQQgghppnCqcqyACKEEFPPNg0WNkSJh6d+H4a8eh+nxliI9vqIVBUXQgghhJhmbNNgYeP0mGwLIYQIGEawON00xXU05ZnhCCmlaE2EqJuAaB4hhBBCCDGxEmGL1kQYQ+p/CCHEtNQUDxGyDDoGsvj6yOuEHC1ZBDkCZn7lKmJLAVQhhBBCiOkmapskZPeHEEJMe/GwhWUqDvVnJ6RW55GQ02HGqLCtUhZAhBBCCCGmJ0l/EUKImSNsmVPyGlsWQcYgFrJY1BjFlgKoQgghhBBCCCHEhDANxYKGyKSWm5D9gqOoj9q0SlVxIYQQQgghhBBiwimlaKsLE7IMupMOusZ1QmQRpAqlFM3xEA1RKYAqhBBCCCGEEELUUkPUJmQaHBrI4Pm1WwiR8zsqMJRifn1EFkCEEEIIIYQQQohJEg0FdUJCVu2WKmQRpEyhAGo0JAVQhRBCCCGEEEKIyWSbBgsbosRrlPYliyAlInbtV52EEEIIIYQQQghRnWEo5tVHaIqFJv6+J/we85RS31RKHVJKPVtyWbNS6i6l1Nb8/00VbhdRSj2qlHpaKfWcUup/16qNpRIRiwUNEYlWE0IIIYQQQgghpoGmeIh59RGUmrjX6bXc8vBt4NKyy64H7tFarwLuyX9dLgtcpLU+BTgVuFQpdXYN20lzPER73cT+YoUQQgghhBBCCHF04mGLeXUTl9has0UQrfX9QHfZxW8GvpP//DvAWyrcTmutB/Nf2vmPmpSGVSrYYtNYgy02QgghhBBCCCGEOHqWOXFLF5Nd/GKe1no/QP7/9kpXUkqZSqmngEPAXVrrR6rdoVLqw0qpTUqpTR0dHWNuiGkoFjZGalZsRYiZZLz9SAgxlPQlISaG9CUhJob0JSGGm5YVQLXWntb6VGAxcJZS6qQRrnur1nqd1npdW1vbmH/G/PoIYUsSYISA8fcjIcRQ0peEmBjSl4SYGNKXhBhushdBDiqlFgDk/z800pW11r3AfQyvLXLUDCmAKoQQQgghhBBCzCmTvQhyJ/C+/OfvA35ZfgWlVJtSqjH/eRS4BHhx0loohBBCCCGEEEKIWalmBTGUUj8ELgBalVJ7gH8EvgDcoZT6ILALuCJ/3YXAbVrr1wMLgO8opUyCRZo7tNa/rlU7hRBCiOlg6fW/meomCCGEEELMejVbBNFav6vKty6ucN19wOvzn28GTqtVu4QQQgghhBBCCDE3TcvCqEIIIYQQQgghhBATTRZBhBBCCCGEEEIIMSfIIogQQgghhBBCCCHmBKW1nuo2TBil1ADw0lS3YxStQOdUN2IU072N0719MDlt7NRaT3h8tFKqA3ilyren6+9e2jV207FNMLXtmoq+NFmm69+73Exo50xoI0hfmmoz5TipZCa3HWZ2+8vbPlf70kz+G47XXHzMMMWvlWbbIsgmrfW6qW7HSKSNR2+6tw9mRhvHY7o+LmnX2E3HNsH0bddMN1N+rzOhnTOhjTBz2jlbzeTf/0xuO8zs9s/ktk+kufh7mIuPGab+ccvpMEIIIYQQQgghhJgTZBFECCGEEEIIIYQQc8JsWwS5daobMAbSxqM33dsHM6ON4zFdH5e0a+ymY5tg+rZrppspv9eZ0M6Z0EaYOe2crWby738mtx1mdvtnctsn0lz8PczFxwxT/LhnVU0QIYQQQgghhBBCiGpm204QIYQQQgghhBBCiIpkEUQIIYQQQgghhBBzgiyCCCGEEEIIIYQQYk6QRRAhhBBCCCGEEELMCbNqEeTSSy/VgHzIx1z5qAnpR/IxBz9qQvqSfMzBj5qQviQfc/CjJqQvyccc+6iqZosgSqklSqk/KqVeUEo9p5S6Ln95s1LqLqXU1vz/TVVuf6lS6iWl1Dal1PVj+ZmdnZ0T+RCEmJOkHwkxMaQvCTExpC8JMTGkLwkRqOVOEBf4hNb6eOBs4CNKqROA64F7tNargHvyXw+hlDKBfwNeB5wAvCt/WyGEEEIIIYQQQohxqdkiiNZ6v9b6ifznA8ALwCLgzcB38lf7DvCWCjc/C9imtd6utXaA2/O3E0IIIYQQQgghhBiXSakJopRaCpwGPALM01rvh2ChBGivcJNFwO6Sr/fkL6t03x9WSm1SSm3q6OiYyGYLMWdIPxJiYkhfEmJiSF8SYmJIXxJiuJovgiilEsBPgY9prfvHerMKl1UsbqK1vlVrvU5rva6trW28zRRiTpN+JMTEkL4kxMSQviTExJC+JMRwNV0EUUrZBAsg39da/yx/8UGl1IL89xcAhyrcdA+wpOTrxcC+WrZVCCGEEEIIIYQQs1st02EU8B/AC1rrL5V8607gffnP3wf8ssLNHwNWKaWWKaVCwJX52wkhhBBCCCGEEEKMi1XD+z4P+CvgGaXUU/nLPg18AbhDKfVBYBdwBYBSaiFwm9b69VprVyn1UeD3gAl8U2v9XA3bKsSku+/FQ9xy/3ae2dtDOqfRWpMIW1y1fhnXXrJ6qps3qpvv3sJtG3eQdDziIXNIuwuPbXdPiiVNMa7esJwL1lQq/yOEEGIqVRqvN+/prTq+CzGZll7/m6O+j51feMMEtGTuKJ3fhS2D5qgFhiHzOTGr1GwRRGu9kcq1PQAurnD9fcDrS77+LfDb2rROiKl134uHuOHO5+hPOwxm/eLlScflpnu3AUzrCefNd2/hpnu3YSiwDEjnvGK71y5u5IY7n8M2FY1Rm0MDGW648zluBHniFEKIaaTwXFQ6Xv/dD58g6XiYhsJUesj4Pp2fl4QQR690fmegSTkeKcejLSHzOTG7TEo6jBBiqFvu345tKvozLgBKBSuGWoOh4LaNO6a2gaO4beOO/AKIgaGM/P/B5YXHFgtZKBX8b5uKW+7fPtXNFkIIUaLSeJ10PHwNhlLDxnchxOxWOr/z9OF3s7uSOZnPiVlFFkGEmAK7e1JEbRO/NPNIHV4ESTrelLVtLJKOh1G2z6vQ7sJjKxW1Tfb0pCaxhUIIIUZTabz2K2TxzYTnJSHE0Sud32lNcRWkMC7IfE7MFrIIIsQUWNIUI50rW0jQwY4QX0M8ZFa97XQQD5nDJsqFdhceW6l0zmNxU2wSWyiEEGI0peO11pqc5w85j1nrYKCfCc9LQoijVzq/UwrIf16Yr8p8TswWsggixBS4esNycp6mPhKU5dE6eJ4pLIJctX7Z1DZwFFetX4avwfV9fO3n/w8uLzy2lOOidfB/ztNcvWH5VDdbCCFEicJ4PZjJkXV9klmXmB1MDR3XJ+tpcp43I56XhBBHr3R+Z6riGggtcVvmc2JWkUUQIabABWvaufGyEzl+QQN1YQPTUBgK4iGL6y5aOe2Lz117yWquu2glUdvE9YPtkYV2Fx5be12EvnSO9roIN152ohTREkKIaeb81W38t0tW0RANMZDJ0RwL8fqTFxKxjOKLH9MwZsTzkhDi6JXO73wUsZDJ4oYwEduS+ZyYVWoZkSuEAD5++xPcufkAXn5/oW0qfA1h06A5btMQC3PSDIwdu/aS1VUnxYXHUYhdLC2iVRrFeM7yZu54bBd7+7NoDWHLoC1uSxSbEEIcpftePMQXfvcC2zqSxecf04D5dWHqoiH6MjkipgFKkXRcGvOX/fiJPUCwuH3txau46vxl2Ka8ZybEXFE6vytEaG89NMBz+/r40HcfI3c41JCwBacf0yLzNTHjyCKIEDX08duf4OdP7R9yWc7TKCDle6R6Z2fsWKXYxb//ydNooCFq0xi12dk1yEPbu4bcLuv67OnLzsrfiRBCTJb7XjzEJ3/yND1JB6+kfpPrw56+LEZfloaYxcG0i9YQDZkc7M8Wr3fB6jb+9oIVnHZMkyyACDFHFeZyOc+jL5UjV6FqctaFp3f3yHxNzDiyCCJEDd25+QAQ1PrQJc8dhYLbmiB2bF59lKzrcMv922fFE0hp7CJALGSxtycNChY0RAHoT7vF65f/frqSOeY3xEg57qz5nQghxGS55f7tDGbdikkvAD7Qk3IxVfB5IfnFMhTHNse44U0nTFpbxey29PrfTHUTxDgV5nJdgy6GoSpHRwGpnF+MzpX5mpgpZBFEiBryqs1AS/gaDvZn6RjMknb8Ua8/E+zuSdEYtYdc5vo+Sh3OHXC86o9VotiEEGL8dvek8HzNaM9ApbtEWuMhGmIWyaxb/QZCiDmjMJdzPB9zSJzhcDJfEzON7HEUooZGe9Io6BgMtiE7nl+MJJwJtNYc6MuQcoZOmivF5FqGMeT3ERphi7VEsQkhxPgtaYphGoqxPAMpIGwpmuMhHFczvz56+HtjewoTQswyvq9JhC1SjkvINBhtairzNTHTyCKIEDV02dr5AMOePEqi14uitskX3752yG6JmSDluBzoy7C7O0VfKofn64oxuXURq/iEqrWmPnp4I1r570ei2IQQYvyu3rCcRNgacRHEUMEk0FDQEg+Rznm4vubKM5cQD1ssaopKPRAh5qiv/+llXjwwwMH+LPGwgT/CzuaYbch8Tcw48uwmRA19+crTufzUBUN2QFgVet3Chgj/8raTee1JCyaxdRMr5/l0JbPs6k5xwqJ6/uH1xw+Jyf2Xt5/CF99+SvGypS0J/tslq1jcEC6+2xi2DIliE0KIo3Teqlb+x+vWsLQlhlnh+41Rm7ZEiKUtMY5tieNraImH+dRrj+PyMxYxrz5C2Kp0SyHEbOf7mofzheuTjkcy6xMPm9RHLOyyOWzEglOWNMl8Tcw4UhNEiCNw891buG3jDpKORzxkctX6ZUNiYkvjcBVBHKFGFa97zYUr+cq92/jKvVvRGuojFje86URec8I8GspqaMwEOzuTaK2H7F7RWjOYcVk5L8E/v30t9RGbRMQqLgSVP0lWitktRLJ94sdPkfM0IctgVXvdkAi2Qvzjjq7gHNTlrXE+dekaLljTXrx9IYpXotsmT+F3v+Vgf9W/nRDTTWkMpOMGRf5Wz6ufFsdttfHsvhcP8U//9SLbO5MALGuJ8fqTF/DrzfvZ2ZXE18F2dlVS0PBVy5r56EUrWdQYHfIzEmGLhpgtCx9CCAxD8a2/PpP/+5sX+Nafd5J0PJrjIT5/+Un8xQnzMQ01ZD783L4+Nu/p5YI17UPmwaahuGztfL585emjzp+FmGxqJtUfdpykiAAAIABJREFUGM26dev0pk2bproZYpa6+e4t3HTvtmALcX5O6Wu47qKVXHvJ6opxuBCc+mKZCtfTLG+L83JHMGFd2Zbg/15+EqcsaSRij2viWZPzZsbaj1KOy+mfvYv6iM36Va1sWNXKiQsbKtZBUUoRC5nURaxiYkw1hUg2x/XoSjrBhRpa60LYpsmNl50IwCd/8jS9qVyxfoivoSlm81dnH8tPntiLbSqitkk655HztLxLMQnG8rebpn+DKe1LYmqVxkB2DjjFo6ElHiJkTe1xWxo3Xjqevf30RXzv4VfoKRkDc15QCNUgqOVRWvS0MWbzides5twVLUMWrRNhi8ZYiFClLYrjI31JDDEd0mF2fuENU92E8ZjyvjSYdfnZ43v4p/96kaTjYSi45oKVKHy+9qcdw+bDq9pivHgwOex+1syLs7UjVXX+LEQNVe1HcjqMEGN028ZgwLcMA0MZ+f+Dy2FoHG6pwqRUQ3EB5KI17dz2vnWsW9o83gWQKffI9m4yOZ9DA1l+9sRePvajp3nHLQ/x5bu2sGlnN25J+ovWmmQ2qB2yqytFT9IhVyUdphDJNpBxMVDB79lQ9KfdYgRbIf7RVArTMPIfwW1u27ijGM8bLL5YxduJ2hrL306I6aZw3PangxhIyzAwCI7jqT5uS+PGS8ez2zbuYCDjYhrBGGgoVawz5TN0AcRQsKQxxnkrW4sLIImIxeKmGO31kYlcABFCzCKJsMUV65Zw63vXsbw1OG3uq3/cxtf+tAO0HjYfLiyAKHX4A4LLR5o/CzEV5HQYIcYo6XjD6nkYKrgcRo7DzZbMSP/m1cu5esNymuLhmrRzsly4pp27Pr6BHz66i/u3drLt0CA9qRy/2ryfX23eT13E4pzlLWxY3cq6Y5uLE23X9+lJOfSkHKIhk/qITSxkFifnQyLZ8pcpFSTnFCLYNMHv2yxZcVIKXM8n52iOKVtYkui2yTGWv50Q002lGMjpctxWihuP2iZJx0MRbDfXGvwKu3qVAksFC/AdgxkA4mGLpond+SGEmMWiIZOzl7fwH3+9js/99kXuev5gcb7r+T6mEYwlo4Uhln+/dP4sxFSQRRAhxigeCrYilw7kvg4uhyAOd6SFEICIZXDdxauJhmbm7o9yK9sTvOfsY3nP2ceyvy/NA1s7uX9LJ8/v72cg4/KH5w/yh+cPErVNzl7ezPmr2njVsubi4087HmnHwzQU8bBFXcRiSVOMQwMZQqaB62mUCtJjQqYxJIKtczCL9g+/06B18C5DyAquV3rajUS3TY6x/u2EmE6GHLf+9DpuC20rH8/iIZNszisugLhlzz2WoTDyj8MwYGFjlEVNUan5IYQ4YqahWNaa4J/fdjLfWVjPv969FQDH09g6WDweZfqLr6k6fxZiKshbAUKM0VXrl+HrYCeDr/38/8HlUD0Ot0AR7AKZLQsg5RY0RHnHuiV89d2nccfVZ3PtRSs5dUkjhgom7X98qYMbf/08l3/9z3zmF8/yh+cPMpDJAcGujv50jr09ad5++iKyOZ9E2MRHB79nP4jULUSwFeIfPa3xfD//oamLWFy1ftmweF6JbpschWjkuohV9W8nxHRTOG7roxa+nz9uCY7jqT5uK8WNO67Pu89aQsQ2yXmanK+HRK4rQKHRWuNrTV3Y4tqLVskCiBDiqDTFw/zNq1dw2drDSYY5X5N1fVxPs2ZeHAjmwYUPCGqCjDR/FmIqyE4QIUZRWtFaERSfA4pVrwtFnb585em8sP++ikWhEiGDD29YMWcKQLUmwrzltEW85bRF9KYcHtzWxQPbOnnilR4c1+fBl7t48OUuTENx+jGNnL+qlfNWttIUC3HasU189MKV3L5pNzlvkHQueHLtTuZY1mKzeU8vD23vRmuNbSpcX2Moxaq2w+kwaxc3csv929nTk2LxONJhJF1mfC5Y086NBHUMXK8fJ58Os7QlMSTRolrShfzORa2Mdtwlszlyni4uUofM4J3PWh6HYznmS/vUnp4UCxqivPW0RezoSpLO+ZSvudsmmMrA9XwMIxgXr3/d8dKXhBATImKbfPnK02iI2nz/0V34OjjlTgG7e9LYBuTyJd8qpcMMZl2UUliG5raNO/jGA9tRSkmSnJh0kg4jxAhKE2HQujiwtyVs6qOhIakjN9+9hS/fvXXYO3IfuWA5n7z0+Fo0b8orhwPs7k5VLXJabjDr8vD2Lh7Y2smjO7rJuodvZyg4eVED569q4/xVrbTVhXl0ezc33buVUL4wYHcyS2cyR3tdiJZ4uCbJL9XSGKZxssmMMVLSxRQn+kyLviRqYzoed0c6zvi+pjvl8MCWDm66Zys789Hghgq2lKeyHiq/t7clHiJsW1M1ZklfEkNIOsy4Tfu+9Ksn93L9L54hmT1c28ME2upDhKzhY1B5gpzna3wNpgEGaiYkyYmZR9JhhBiP0kQYTx/uSV3J3JDUEa01X/3jtiELILahMA347sO7pqLpk2ZJc4xjmoOUgfqoTdg2h0QwlkqELS45fh7/+7IT+dk15/K/3nQCF61pJxYy8TU8vaePr/5xG++89WE+8oMnuPneraA1YcsMTpnJuCg0falczZJfqqUxSLLJ0Rsp6UJ+56JWpuNxdyTjTMpx2bynl+t/upmP3/E0O7uCqMnWeIgF9RFcX2OaQaqNqQwGs570HyFEzf3gsd3MqwsTMg/P+TygczCHqfSwMag8Qa4gqF0kSXJicsnpMEKMoDQRRhf2++XzzSGo0r+ra5Brvv8ETv40GQXYZhBb6Gt/TlS/tkyDhGmQCAdDitaaTM4nk/PIuB6ZnE/5rrOobbJhdRsbVrfhuD6Pv9LDA1s7+fPLnfRnXF7YP1C8bncqRyJs4bh+MbXBcYNiXBHLmND0hmppDJJscvRGSrqQRB9RK9PxuBvLOOP5moMDaX7w8C6+9eDO4nPJ8QvquO7iVfzjnc8RD1scHMhgmQYq/wQ1HVJthBCzX2Ec87UmlD8NRgOur+kYdIbs9i29fiFBrjAt1Hr6JHKJuUMWQYQYQWkiTCExAA5XuO5PO3SnXH737AEgWAAJmQojHxk2V6tfK6WIhszi+fVaB4WzMjmPdG74okjIMjhnRQvnrGjB9Vbx9J4+HtjayW+f2Y+bL7qVdZ3gyhosA9KOS9gyyLg+7XUR0o43IUVnq6UxSLLJ0Rsp6UISfUStTMfjbrRxpj+T44EtHXzpri283BHUmaqPWHzo/OW87uT5hEyTY5pidCWzhC1z2qXaCCFmv8I4FrZMXE8TMoNCzb6GwWxwit9Tu3s5dUnjkOuXJ8jJ2CWmgpwOI8QIShNhTEXxdJeWuE3HQIY9vZniIsmrljYB4INUvy6jlCJimzTGQixoiHJsc4x59RESEQuzLDzeMg3OOLaJj12yihsvO5GWeIhE2MQquZ7rw66eNNu7UnQnHc5c2sTe3hS78l9n3fHvvqmUxjDVCRGzRbXfrST6iFqajsddtTZ9cP1Snt/fx6d+spmP/OBJXu5IooA3nLyA73zgLN586iLa6yMsaY7ykQtX4vpMy1QbIcTsV54I5wNKQ104eEMq6/pcectD/OCRVypev0ApJElOTDrZCSLECAppLoV0mFjIoCliMuj49GWyQPDu3BfeejKvO3kBX7lna/G68ZDJVeuXzZlEmCNhGIp42CKeP30mk/PI5vz8LhEPP79L5OwVLfy9Oo7bH9vN/r4UDdEQYctgy6FBsm4Qi5t0PP79/u38+PE9rF/ZyvmrWzllcSPRkEki/zNsc+zrveVpDONJlxGVjfS7PdpEHyGqmY7HXaU2vfvMJTy3r5+P3/E0AxkXgFXtCT52ySpOWtRAYyxEfcQq1lwqvY+cN4Dj+pOSaiOEEFAlES5qsLItwXkrW/new69waCDLp3/+LE/u6uXGN5/EjZedOOT6WutiOkxpkpwQtSaLIEJUUB5dePOVp3HBmnbSjssnf7yZ3zyzH4AVbXEStsE1P3gSeBIIFkUWNERY0hRj7eLGKXwUM0fENonYJg0E58iXLoqcvaKFs5Y3A/Do9m5uf2w3DVGLpliYJU1Rtncl2d6RpCvp8Mun9/HLp/cBYCo4tjnOB85bykUnzKMuYhEPWRjG6AXXL1jTPqYnYYl1PXLVfrdj/Z0LMR5TddyNNEYUfrbj+ty/tYN/+a+XeOlgUAspEbb44PqlvOXUxTTHQzz+Sjc3/OIZ9vZli3GUzTGL9vooA1lXoiWFEFMqlfNJ5esWdQ528+Tubk5Y0EhD1GbroUF+/PgeXtjfz9feczo//PDZxduVjpFCTCY5HUaIMoUIr0MDGRqjNocGMtxw53Pc8eguLv/an4sLIJcc305T1OLpfQNDbt+fcekezBZvd9+Lh6biYcxoEdukIWYzvyHC0tY4CxujPL+vn5v/uJWuZJaGqE3KcXlufz+vXtlKLDR8KPM0bO9K8pk7n+Oa/3ycnz6xh5cODnCgL8NAJofvH108eLXjRP7eQggYfYzQWvNKV5JP/vhpPvSdTcUFkNeeOI/vfeAs3n/eMpa2xnhyVw/X3f4ke/ILIBCcmtmVcnnxwACmQsYfIcSkK4xxz+ztLS6AFGRdeOlAP2nH5TXHB4uzz+7r581ffZB7Xjg45PYyjxJTQXaCCFGmNLoQIBay6BjI8OlfPIvrawwFH71oFR+7eCXLP/27iveRyvnEQhYpx+WW+7fLu3NHKWKbfP+RXURtk6htonUQW5x0XO54fA8px696Ww08taePp/b0EbYMzlrWzIZVrZyzopW2unBwWk6oeqxvNZWOE/l7CyEKRhojzlrWzPcefoWv3fcyfekcAMtb41x3ySrOX9VGQ9Qu1ku65f7tVVPGNNA56LC8LSHjjxBiUhXGuMFs5fEplfNZYJsMZFz+9Z2n8g+/eJaeVI4PfXcTH7lwJY9u75J5lJgysggiRJnS6EKtNR2DWQ72H67/8cUrTuEvTpw/pvuSqK+JU/i7KKVQCgwU9RGbPT3pEW/XXheiN5XD00GRrge2dvLA1k5sU3H6MU1sWNXK+lVtLGiIEA2ZxELDi7WO1J5S8vcWQhRUGiMilsG2QwNccctDPLevH4BYyOR95y7lveccS1sijFVWw2h3T4qRNq45XrAILOOPEGIyVRrjykVtk729ad5y2iJOWFjHR77/JFsPDfKVe7cRtgyWtcSGXV/GMTEZZBFEiDKFCK+IbbKnO0VfvkBd1Db42TXnsrK9bsz3JVFfE6dapGQibBWLCJa/TlBA2DI5YUGM/3XZCTy0vYsHtnby2M5ucp7mkR3dPLKjm/931xZOWdIYLIisbGVhU4yYHUT8RuzKsbsSpSuEGEn5GOG4Pvt6UwxkPToGg8jvC49r4+OvWc1x8+sIW9XHmn296aoLIaH8oomMP0KIyVQY40ZSOi6tnlfPz685l+t/9gy/3ryfrOuzrSPJsS2x4jgp45iYLFITRIgyV29YTspx2XpwYMgCyJeuOGXYAsg5y5oq3kfMNiTmc4KNFHNZH7WGLYAA1EdMNPDX5y6lKR7itSfO5/+85SR+fs25fOYNx3PB6jYitoGv4cldvdx0zzbeccvDXP3dTdx6/8s88UoPu7pSHBrIMJh18UpehUiUrhBiJIUxYjDj0DmQYeuhAQby28aPaY7xr+88la+++3TWLm6sugBSuJ94qPL3FdCaCMn4I4SYdIUxLhGuPD7FbGPYuJSI2HzlXadxwxtPwDIUrq+D4vaDWRnHxKSq2U4QpdQ3gTcCh7TWJ+UvOwX4dyAB7AT+UmvdX+G2HweuInhj9xng/VrrkZcahZggpqHoz7g4XvCCd3FjlM+++UQuPH7esOv+8Opzedctf+ahHT3Fy+ojFg1Rm/a6iFTrn0CjxVx+5pfPsqcnXUxOSIQNTljYOORvkHU9UlmPsG1y4Zp2LlzTTjbnsemVHu7f2smfX+4kmfV4dl8/z+7r5+t/2s6q9gQbVrdy/qo2jmmOEbZN4iGTs1e0FKPeJNZVCFHu1ce18VevOoab7t3GYDZYULdNxfvPXcaHNiyjNREeUy2iC9a085V3nc4//HxzxXSYwawrzzdCiElXOi97es/Q4qgRC05Z0lRxXFJK8YH1y1i7uIEPfXcTPakc+/oytCXCfO4tJ8o4JiaF0vroEhKq3rFSG4BB4LsliyCPAZ/UWv9JKfUBYJnW+jNlt1sEbARO0FqnlVJ3AL/VWn97tJ+5bt06vWnTpol+KGIWufnuLdy2cQdJxyMeMrlq/TJ2dA5y5+YDQ97lH40CDEMRD5mcuLBhqiafR1bJc4xmaz8qxLBtOdhPztPYpqIlHsb3fQYdj5gd7BrpSefIOi5pt/Lx0Bi1ee85x7KgPsI/3vkspTVZI5bCMhUpxy9uXTeA4+bX8alL1wCMOVJ3LsbvTuFjlr40C9Ty+Bnpvgvf23pogFTWI5WrXCQQgvHANCBXVsvZVBCyDGIhk7ZEmKTjcWggqEW1rCXG9a87fqb0f+lLYoil1/9mqpvAzi+8YaqbMB4zui8VxsVn9/aSyvn4vsYw1Jjn2mvmxWmKR4pj7jnLm3loe3fVr+fCHEmMS9V+VLNFEACl1FLg1yWLIP1Ag9ZaK6WWAL/XWp9QdptFwMPAKUA/8AvgZq31H0b7efIkKUZy891buOnebRgKDAW+BtfTFU+jOBLNMZtExObGyyZ99XpGP0FOpkIMm+N6dCWDc/ELEblKKRqjJj2pwqlPikFn4sfF+rBJ2Dapj9pEbZN0ziPn6YrHTaG9tqlGve5sMcWPWfrSDFfL42ek+wa44c7nyHkeh/qzeBMwdBiAD1gGGErha2iM2Xzx7afMhP4vfUkMIYsg4zZj+1JhzBzIOMW51XhELIOV7Qk6B7N0DDq014VoiYeHfT0X5khi3Kr2o8muCfIscFn+8yuAJeVX0FrvBb4I7AL2A31jWQARYjS3bdyBoYJoVUMZWIZxVAsgSgU9qzedwzYVt9y/faKaKiZYIcZtIONioLCMoA6ID5hK0Z1ysQwDyzRqsgACMOh4DGRcYiELpYJIuGrHTWm05mjXnS3m4mMWE6eWx89I9134Xl8+gWoi+ATPLb4G0zAwlWIw60pfEELMCMVxMT3+BRCAjBtsmRvIuBgK+tMuSqlhX8t8QYzHZC+CfAD4iFLqcaAOcMqvoJRqAt4MLAMWAnGl1Huq3aFS6sNKqU1KqU0dHR01araYDZKOxxiST4+Yr2d+pNds70e7e1JEbRPH8ymcgq/z/6j8riClYAyn54+bryHnBVtCCzvwqh03hfaWmunH2Ghmy2Oe7X1puqrl8TPSfe/uSWEZinT5+S0ToLBRVynwfD3j+sLRkr4kxMSY7L5UGDOP4CzzqnZ2pcjkgvl7IQ7c8fwhX8PMnC+IqTWpiyBa6xe11n+htT4D+CHwcoWrXQLs0Fp3aK1zwM+Ac0e4z1u11uu01uva2tpq03AxK8RDhwdkrTU5b2ImrYaa+ZFes70fLWmKkc55hEzj8AuL/D9aB39DrQ+/6KgV01DkPB/H88l5PoNZl4UN0artLTXTj7HRzJbHPNv70nRVy+On2n0vaIgSMg22dSSP+rTKSooLtjoYO2ZaXzha0peEmBiT3ZcKY+ZEvPE4mHWLp68X4sBDZrCbt/A1zMz5gphak7oIopRqz/9vAP9AkBRTbhdwtlIqpoKy6RcDL0xeK8VsddX6Zfl34z0cz8c9yiVqrYPdBI1RWyK9prlCjFtdxMJH4/rBuwgG4GlNS9zG0xrP19SHRx4WFdAQHV+wlga6klk8zyeZdcm6PpeftohXupIc7M/Ql87huP6cjN+di49ZTJxaHj/l9z2YzTGQCT62dyaPqKj2WBgEY4WhwPN9PK1JhC3pC0KIGaEwZo53rlRg5U8714Cng6LSWufnchrqo5bMF8S41WwRRCn1Q+Ah4Dil1B6l1AeBdymltgAvAvuAb+Wvu1Ap9VsArfUjwE+AJwjicQ3g1lq1U8wd116ymvefc0xQCyI/Z13ZFudNJ8/DPMLlakXwzlx9xOK4+fVSjGmau2BNOzdediLLWhM0RCyitklTPMTqeXWsbIsTsS1WtsVZ1Z6gIRZmcUOYWMgcVk3JANbMr+Omd57Gt//6TMJDd8gTMiFuq6pVmHKepiuZ4+XOFH3pHOtXtHL8wjo8X5PMunQNZtnTk2JFe4JPvGY1LfEwvSmH9rrIrD/GCn+j9roIfencnHjMYuLU8vgp3HdrIkzXYJa049OdzPHCgQEAVrUnOHFBPS1xm1jZaTPlLEMRMoePEKaCqG3QGrdZPS/BkqYopmGglGJlW3ymFEUVQojimLlmfgN1YRPTUMV581itmRfnzGUttCVCxR0f/RmP7Z1JjmmOcd1FK1nakpD5ghi3mqbDTDapHj53VIor3Lynd1j87bWXrB4SX9ibyuH6GgUsboria03GcelJu/kidIrL1s7ny1eePtUPcSxmbOXw2ez3z+zn1gd2sKc3RTxkgdYMZF0itonWsLc3PWTrvGkoTl3SyKtXt3Luilaa46Hi9x7d3s3tj+3mwECaxY0xrlq/jJBp8I2NO44oZrcQCxyyDFa11405Sm4OxfRKX5olRjtmS58PHNfHNhWr59UXr1d++3OWN/Pnl7t4pTs4x70vnSsmTLUmQlx64nxeOjDA/v4MiZCJUopDA5lx9bdZQvqSGELSYcZtTvWl8rFZa41SCq2DOmpZV5PLv4MZC5nURSyWtyaK4+vNd2+p+Bqg0s+YA3MacdjUROROtunascXEqhRX2DmYpT/tYpmqGH/ra7hs7Xw2vdJL0nHpTuaAoDfURUza6iJ09Kfpzw6vDXL5qQtmwkLInHqCnAlKj82c67G3NwPAvPowOc+nK5mjMWphWyb96dywYooKOGlRAxtWt1IXsvjOw69gGYqIbZDJBTVEAOoiFjHbJOsGp3V99s0nVY3ZLY0FRkNrXQjbNEd912SOxfRKX5oFRjtmC9/PeR6dA07xr94SDxGyTN5++iJ+8sTe4u07BjJ0DDo0Ri0cTzOYDeqCGAquOGMJZx7bxE33biVkGbiez97eDL6vUflo2yPpb7OI9CUxhCyCjNuc6UvlY7OPxvMPnwpjKPLpjoqMG7xuNRS01YUJWyZnHNPAnZsPFK9XeA1w3UUriwshc2xOIw6bNhG5Qhy1SnGF/fkYrtL4W0PBL5/eT0/KKS6AhC0D2wTH1cHtyhZACoXo7tx8YFIfk5gdSo/NrmQOywyOxd5UjmTWyxfR9WmI2CxpirGoMcLSlhgXr2knFjLRwDN7+/i3P77MF37/Un7rvUfO1URtk2TWJem4RKygyK+d3yJ68z1b6RrMknJc/Pw7JZVigQ1D0Z92xxQlJ5G1YqYZ7ZgtfL8/7WIY+T5B0EdsU3Hbxh3FCbLna/rSwfNGd8otLoCELYPj5tXx2becxE+f3EvIMoiFLDoHHUyl0Ap8nyPub0IIMVeVj82F9+eH7JpVBo6ni8VWfQ0H+7P0p3P88un9+UWSoa8Bbtu4Y9jPkDmNKDi6ijVCTIHdPSkao/aQyyruZ9IaX1OcvNZFLI5pirHl0ACuP3IyzEQXuhNzQ+mx6Xh+8fzXwhZOQwUxuYah8LUmFjIZyLj8zzccj+P6PLGrhwe2dvLgtk76My6Op+lMOnQmHUKWQS4/AShsEwWI2Ab7+tL0pXPFF20hy2BnV5LGqE3W9bCMYLFE5SPlxhIlV6mfSQSdmM5GO2YL3y/tm6V9YjDrsrAxiuP5pLJu8R1HCE5ba0uEaIzaDGZdQpYxvL8rNSRh6kj6mxBCzFXlY3P5SQpaB+OpryFsKVxPY1vBDtne/LzHLLuRoSDpHE71kjmNKCc7QcSMUymuUDF0v5Pn+5SeaTCvLsyxzTEMQ2Hm3wEcyZEWShUChh6bhThenY9xC5kGGkXYMrHzX+c8zYJ8RG7IMjh7eQt//9rj+OnfnsuK1jiJfEExIDhHlqBC+s7uFJ2DWTI5j7TjMb9+aMyu4/rMq4swmHWxTQPfD86p9X2NbagxRcnNlshaMXeMdsxWisrWGmxDMZh1idnBaWr7ezPsyZ/KBkEiwbKWOC2JMDlfD7s/ONzflTr8XFTo+9JvhBCiuvKxWZVNwZUKxtPCqS4R22RFW2LIokbOD+b+Bb6GeOhwoWqZ04hysggiZpxKUYj1+RiunOfhuB6OF8xwrfy7d4lI8P2U45IIW9RFrOB2ZXGohYnxZWvnT94DErNG6bHZmgjh+RpPa1oTIeqjQaRbXSSIdEvnvOCc1YtXsbAxSl3EDuoIECzCfej85dRFbBbUh1ncGCERtorbQHOepjuVY1dPmv19GRJhk2f29OGXvBNy5ZlLcH1NPGQWY4F9XxMPm6Qdj3edtYRk1q2660kia8VMM9oxW/h+fdTC9zU5z8PTPrGwRSbnccLCevb3ZRjIFk6vDBINWuOhfF0er+L9Ffu71igNhkGxv9VHLek3QggxgvKxubAIUroW4hNE7hbmUQpoSYRoitnFuZHjaRzXC8ZfDVetXzbsZ8icRhTI6TBixrlgTTs3Epzft6cnxeKmGJ95wwk88Uo3X/vTdrz8C8HmmM3PrjmPnZ3JYdclf/sgHSA3U9NhxDRTfmyuak+gtSbpeCxtSfCuM5t5aHt38VgsrUwesU1aEyEGsy6DWZezljdzHauCdJj+NCvbErxz3WL29WW4Y9NuOpNOfpEFNr7cxcaXu2iOh1i/spXzV7VyxtImrrsouL3nD+Lk0yoWNca58swlnLSogYP9wbvdtmkQsU0idvC/bRoV+5lUUhfT2WjHbOH7//6nl8m6Pk4uSIdpioYYyLo8urMHCJ4H4iGTFW1xzl/VymM7e0e8v8LPW9kWRylFx0Cm2N+WtiSk3wghxAhKx9KcNzwdRqkgWnzVvHrOWT50HvWZN5xAcyLEe257hP6Mi6dBabhmw9B0GJnTiHKyCCKm1FgirSohPWZ/AAAgAElEQVTZvKeX5/b1kXQ8+tI5Nm49xO+fP4Sbf1e7KWbz+ctPZmlrnDuf2lu87sG+DFfv6im+Qz7WnyfEWF2wpn3EJ9VrR7itUoq6iE1dxCbn+TTFQhgG/OCR3ezvT/ONjTvyJ8dCS9SkNxsUTS2cK9uddLjz6X3c+fQ+6iMW565o5ZTFDfhac3Agw4L6KFeeuYSzljcP+bk5zyfn+QzkzwCwDIOIbXDasU184LylfPPBnezuSRULiNVi0lAtzrcw4ZFIu9lppMha4IjiDMcSf3jG0ibeNrCY7z+yi729KTwftnYMAsG7jomIRdpxSTkuLx4YYOuhAQxlELIqb5wdrb8LIYQYXbWxtDCuP7u3l0d3dvPQ9q7iQvXipuD1wEPbu4nnI8r70jlcX/OHFzq4/IwlLG9LDLvPlOPy3L4+PvmTp0eMMR/vaxQxM4wakauUWgxcCZwPLATSwLPAb4Dfaa1HrjA5iaZj7JOo7ua7t3DTvdtGjLQay+1cL3g3vKA9f/qL6zMkNsvzNIWD1VTki1OO/vOmsTkTnzZXFSLdTCOo83GgL1iliFiKZC5/yle+II7nwxnHNJLMebywf2DI/SggHjYJWyaWqfj4xauHLYRU8uj2bm66d2sxMaMYyXvZiVx4/LwJf5zlcb6JiEl/xqO9LkRLPFzLSDvpS1NgpMha19cooD5qjynOcLT4w4FMjt5Ujge3dvKv92wh6/r0pXMUzgZriYdwXI9UvpBe6XOKocBUai7G3Y6H9CUxhETkjtuc70uFcX0g49CTcod9PxE2Sed82hIhWhNhUo5L56DDQMZFA/URi39621ped/KCqvOMauP6eF+jiGlnfBG5SqlvAd8EHOCfgHcB1wB3A5cCG5VSGyaunWIuuW3jjlEjrUa6nakUnj90snpsc4x5DVHiYRvbVMUFEMswKF2t8zRj/nlCTJVCpFsibNObymEaClMdXgCB4Fg2DQPTgBcODPBv7z6d2z/0Kj564YpiUTBNkJLUlXQ41J/l8797kbtfOMhgdvikotTtj+3GMhQRyywWeVTATfduY39fmp6kQ9rxGG0xfayPszzOty/tYijoT7sSaTcLjRRZO5h1Gci4Y44zrBZ/+LX7XmZ3d4qOgSw5z+c/HtxBV9KhJxUsgBgq2DmYdlwcN59MwPBZk8TdCiHE5CqM633p4XMVRTCvMRQMZII5Qjxs01YXZvW8OhqiNv0Zl2u+/wSf+80LfP2+bRXnGdXG9fG+RhEzx2inw/w/rfWzFS5/FviZUioEHDPxzRJzQdLxKN9hXB5pVe12ptLkynaAQPCuYUHUNvF8jWVVX0wfy88TYqpUjNzVQEkx08JnSlGsfN5eH+Gtpy/mx4/vob0+TDLrMZh1STkeGujL5Pjcb1/ENhWnH9PE+ataOW9FKw2xofFx+/vT1EeGPk1EbIMDfWnSTpBME/xsRdgqqStimRhHkLA0JB5PHY4u9TXY+ZjRAom0mz1GiqwFhi2ujfS3L48/9HyNqRS7upPkPJ/+dI7bNu5g66HB4nXqIxatiTCWodjWMRhMeE0D7QWnnBU6VyGtQOJuhRBi8hTG9Sr124FgHl8+R+hL5/jVR8/jb77/BM/v6+fWB7YTsgyWtcSGzTOqjevjfY0iZo4RF0EqLYAopVYAMa31M1prB9hWq8aJ2S0eCrYsl75WKo+0qiRiKZLO4RGxsE2t/DVXOudh5k95qfZ6bCw/T4ipsqQpxqGBDLGQRcg0gpo3JZMBVfK/1sGTf6kF9VG6klkaozaNURvP1/SkHFxfF08XeGRHN4/s6OZLagtrFzeyYVUr61e10poIF29fer+ZnD8skldrTSbnkSmJnwtZBlHbzC+MmCPGThceZ8g0cD09LA4vZB6eiUik3ewx5O/uH/67h0wjKHCthx4zI/3tC/cVsUzcfCR0Oucxry7Cb5/Zz633b6c/E7ybaJuK+XURomETyzDIuh6JsJUvxnc4jrGgtF1y/AkhxOQojOuFuUAl1eYIx7TE+fnfnss//OJZfvz4HhzXZ1tHEttgyDhfbVwf72sUMXMcUUSuUurTwP8BrldKfa82TRJzxVXrl+HrfJSg9itGWpV7YGvHkN0fZv5cPUMFA1N59NVla+cXf0bpwW4qxvTzhJhK1SJ3C9HOGrAM8LRGo/jAeUupi9io/LschZjcdM5Do3E8n7Bt8unXHc8vrjmPG954PBce10bENvA1PLW7l5vv3cY7bnmYv/vhkyxsjJBxveLt0zkP19dceeaSUdvu5GsuHOzP8EpXsnhKwmDWxfWGlpIqPM66iDUkzrcQh1cftSTSbhYqj0V0fR+f4DgojTIfy9/+/ecuJe149Gdy+NonnQuO2550ji/+YQv9GZdYyOSNJy+gJR5CGUEEbtYNFgOvWr+MuoiF52sKG65KSdytEEJMrsJzREN0+Hv2mqAmSCEyt9LzRNg2+ZcrTuFzl5+MbSo8X5NxNTnfJ+d5I47r43mNImaWEQujKqX+Dvia1trLf/0jrfU7859v1lqvnZxmjs1MKvYzF5VWWdZaV1zVVQTnXodNg+a4DUpRF7bw/WAFt/z0F8if0x21STouGVcX76clESJimyigczCL42lMQBlqtqTDzPmiWdPJWJIpSq9TFw6etAcdb8jn5bct3GZPT4pE/npJx0P7Pt1pl6zrDzuWPV8zmHXpT+f45gPb+eFju8m4wcKDApa1xvnw+cuLxVEf3NrJNx/cyd7eFE6FTmaoIDbUMoLTXpa2JCqmzBwJ2zR44pWeYkpHfcRGa03nYJakEyy2+P7hU94Uwe6SkKmKsXmuH5wWZxqK5a1x1sxPcM+LHeOp5C59aYKVjvdhyyBqGUEdjvz3bVMNKVYd1HkCUBj5v+frTppfNVK6IO14/PaZfXzvoV3s7Bok4/pkc/6wRQwF2CbYhkEm5+OVXN4cs4iGbdCajoEsWU/nr68IWwqVT4cZKUVAFElfEkNIYdRxk77E0HSYVM4PTnXMz0UsQ5F2XHL5JxLTUKxqi7GvL1ssjgrBqY9vOHk+v3nmQHFHICXfK8wVKv2skSiCBZgZ/lpitqvaj0arCdID/JdS6mat9a+APyil/kSwg+T3E9hAMcuVVlkeaVDRBN9P+R6pXo+GsMm+njTVIohitoHjabpSuWH30zno0J4IURe1aauLSEV/UTOlyRSNUZtDAxluuPM5boQhixmF65iKYm2CpphVTH1Z1BgZdtvxRHCahqIhavPkKz38avM+HPdwD9LAjs4k//T7F/nUa9cA8LU/vYybf1fEzG87Le2lvgbfy9fh8TXbOwf54l0v8YlLVvOqFS3j+p09uLWTm+7dimUoYiGTpOPi+XDlmcfwy6f3kcy6dJf0aw1kXZ+cC8oI0nCK39OaFw4M8MKBAcz8O/zpnMdN9wZna8rkZHINqaqPJuUcTl0pyJUttvk62Jo8v+FwEtBPnthbddzO5Dy6kw73v9RRPI6itkFvhQJ6EBw/jjf03PHC5V0pl3rPJ5UvOHxscxTLNGqVRCSEEGKMKs2BCvOp/rRTXACBYMfeiweTw+6jP+Pyo017iFqKkKVw3MPPP7ap+MkTewH4yRN7Gcg4DGTHVvcjKDrvylxjhhrxdBit9X8CbwJOVUr9EtgEvA54o9b67yehfWKWKK2yPBaFZbu+rDfsHb1SqdzhAkcQnONXeh+dSUcSJUTNVUumKD3mSq/TOegUk166kodTXzoHJ/Z4veX+7QxmvfLSCmggmXW5/bHdxQSYwayHMlRQGDJ/PUtByFSUnG6L42n6M0EM3T/+6nn+/U8v8/y+fvwjTIgp/NyobaIIEmgMBd/6804AesoWNgt8yuo1MHTBJqglIpXcp1LpeF9p9165writGT0JKO147O9Ls683TSbnFY8jQ8HBAWfcbe7P+jXrh0IIISZOMVksv6tDqeFzgXK+hrQb7Ag3S+ZEXckcmZzHbRt3VE2iGUmh7qDMNWae0XaCAKwAfgR8A/gswTF2A9BXw3aJWaZSleWxGm0OrUbYMFjYdCIV/UUtlSdTwPBjrmLSC8ExWjiGC+9ST9Txursnhev7kA+7oKTgo+drDvSn0QTbQXOePyzRxTAUvg5ODbDyxcTqozaD2eC8W8fzuWPTHu7YtIfWRIjzV7Vx/qpWTl7UMGIhVKiePJPOeURsY9TJTKnSRZHSz6WS+9QoHe+PND25WhJQynHpSeXI5ob+Pff2pch5mt4qi2ZHolb9UAghxMSpmBoz2ioIwdzB1WBbBoanyeXv4NBAFoDFjZERk2iqkbnGzDTiIohS6tv560SBl7XWH1JKnQZ8Qyn1qNb6s5PQRjELVKqyPJIjGYNGmmQXfp5U9Be1VJriUlB+zFVLejEKCxMlFc4n6nhd0hSjcyCLp/2hqTIqqMmxtCWO62sODWSwSxI6CrQOrgeQ83xClkFbIkxrPFR8ByYaMtnZlaJz0OHnT+7l50/upTFqc97KVs5f1cppxzQW76NUteSZqG2SyfkjzmdKv6cZesJnafulkvvUKB3vy5NWRlNe5X9BQ5S9velhix9aa/60pYPeVK54as0Y5sAjqlU/FEIIMXEqpsaMYfA3FMX5l2UaoD08Dt/H9s7xLXrLXGNmGu29+dO01u/RWr8NeA2A1vpJrfWbgM01b52YNUqrLB+J4Jzy6mJ2Pkoxb8g7wkBrPCSJEqLmSlNcqiVZVEt6aYnbxc9bExN7vF69YTl1EQuDoD8U+ofKV1P/m1ev4KMXrszv8LDQvsbz/eDFK+BrTVPMJh4KKrAnwiYaTcYNdo18/JLVfPOvz+Tb7z+Tq9Yv47h5dQD0pnP85pn9XP+zZ3jr1//M5377Ahu3dg55IVueXFNInnnHGYtxfT1sl0iBYvjur/K1Vc/3pJL7FCod780xLHwXj0sOJwENZnOkHY+3nrZo2ALIru4U//2nz3Djr18oLoDURyzm14eGxEYfifqwUbN+KIQQYuIUk8Xy8wSth78hUq6QIlmaRoahaI3bxQWMjOsf8XNHYSFG5hozz2inw/xXvhBqCPhB6Te01r+sWavErFMoFnTbxh34uno6zP9n777j46rO/I9/zvSmXtybbOMGGGwgVNNSKSbZhCQESCFZMEtLsqm7CS19N5sNLcQsSQihpfxIYloSmjEQqm0wbli2bLAt2ZJtlZE0fc7vj5GEZMu2LEsajeb7fr30kjS+M3rm+p65d54553m687kclIU8XV0jMpX/M//W2f3F73YS9DgxxrCtsY32hMVai9floDzkBaCywKeK/jKozphZyc3Q1cWlt04We28zvTLU1elleqWv6+eBPF7PmFnJf39iLj/523o21reStJnCp9MrC/jmh2d2/Y3vcSSLl9WQSoeJJVK4HYaSoDeT0EmkGF8S5Pyji1i5tZkdLRFGF/p7dIeZWBrgM++byGfeN5EdLVGer97FC9UNrN7eQlssxVPr6nlqXT0+l4MTqkpZML2CE6tKue6s6Tz02tZ9HnPG6EIeem0r1fVhIokUaQtel6Ek4CGWTGcKvVpL0lpSKYtxGCaXBKgqD/BSzR4iiRQhb853f8pZ3V/v2+IpAp4Dd4cxwPgSPxfOH88LG3ezdU8bowr9fPq0nh2IookU97/yLr9/bWtmJhVwUlUZp00r5x9rd7KjJcLUiiCRWIJd7UlS6TROh4N0x7YuZ6bDUSyRJpG2WMDrclARdGMcDsZ1676k84aIyPDU/Xpq9fbGrmv/kNfFnDEFrKkL79Md5kunTuHo8cUsXlZDIhUmnkzjcRqmVhZyxYIqapsj3LBkzSHNLDRAyKvuMLnqgC1yAYwxhUDaWts6NCH1X661fZL3PLNuJ9c+9AatsUyWY3yJn+8tnMOZs0ZlObJhTe3TckBfWucOR6m0pSWSIBxNHvIMrk67W2O8sHE3L1Q3sHJrU4/Ep9tpmD+phAXTKzh5ahmFe9VUORyjCn0EvX0pedVFYynLOru9RBP7rqu21vLPTbu5/dmN7GzJrN0eXejj6rOmcvLUcgCMMZQE3BQHPAf9W7k6JnOExpL0oBa5/aaxNMR+9XwN//X3t4l1dNQ7bmIJd31uPqVBb5Yjk8PQvxa5xphLgAestb1eARtjpgJjrLUvHF58kq9SqTS/fG4T//Pkhq4CkRNK/LidDm54ZC3GGF2cSs7qS+vc4crpMJQEPZQEPbTFkoSjSdrjh1Y1vSzk5YJjxnLBMWNpjiT456bdPF/dwPJ3GkmkLC/X7OHlmj04HYZjJhSzYHo5p0wrpzR48DeyMjJE4ika23tPfgDUNkW4/dmNvFyzB8gkzz59/AQ+c8JEvB31ZDwuBxUFXryug6/JzuUxKSIig2Pp+np++9I7jCn0sqstTmssxevvNnLurS9w58XzmDuhGHOgTgyScw72UVkZsNIYsxxYDjQAPmAacDqwC/jWoEYoI1Y4kuCbD6/i8bd2AJmL28llQXwdF7bt8SSLl9XowlRyVve2uAABjysnj+ug10XQm+kgE44mCUcTpA6xhHqR381HjhzNR44cTVssycs1e3i+uoFXN+8hmkyz/J1Glr/TyM+fqubIcYVdnWZGFfoG6VlJNu2v20uneDLNQ6+9ywOvbs0sfwKOn1zCNWdN61GstDjgoSTg7vPF6UgZkyIiMnDeOze4CXpd1LfGaQjHqGuOcvGvXuGG8+fwsWPH9VroXXLTAZMg1tpbjDG3A2cBpwBHAxFgHXCptfbdwQ9RRqKN9a1c/cAK1u8IA5n6H5PLAri7fZKn9oSS6/rSOjeXuJ0OSoOZN51t8RThaKZ45aEKel2cPauSs2dVEk2keG1LI89XN/BSzW7aYine2t7CW9tb+MXSTcwYXcBp08pZcES5OnWMAK2xJE3t8a7ERm9e3byHW5+pprYpCkBFyMtVZ07ltOnlXckOtzMz+8PnPrSK/CNtTIqIyOHrfm5wOByMLvThdzvY1hihLZbiG39axaptTXz9QzMpGsDlu5I9B100ba1NAU92fIkcFmstT63byTf+tIrG9gQGuOas6by6eTcNrTG6v6yoPaHkur60zs1FxhhCXhchr4t4Mk04mqkdkj6UXqgdfG4np03PtNNNpNKseLeR56t38eLG3TRHEry9I8zbO8Lc/cJmqsqDnDq9nAXTy5lSHtTU1ByR6faS7Ghnu//kx86WKL9Yuonnq3cBmSVZF84fz6UnTsLfrf1gkd9NadDTr///kTomRUSk/3o7N7idDo4eV0zSplm9vYX7Xn6XdbUt/OhfjmZaZQiHQ9cguUxzemTIxJMpbn92I4vuW0Fje4KQ18Vdl87nqx88gkWnTz1oi1GRXNOX1rm5zuNyUBbyMqksQHmBF4+r/6cVt9PB+6aU8bUPzuBPi07ipxcezQXHjKUslKkRUrOrjXtfeocv3bucz/3mNe5aVsP6HS0crMC3ZIe1lpZogm2NERrCsf0mQBKpNA+88i5f+M1rXQmQYyYUc/dn53P5gqquBIjb6WBssZ+ykLffCbB8GJMiInJo9ndu+PL7p/P7y0/iwvnjAVj+bhOX/OoV/rF2B7Hkoc+EleHjkMrni/RXY1uM//zL6q76H1XlQe767HymVRYAfWsxKpJr8um4NsZQ6HNT6HMTiadoiSZoix1aIdXunA7DvIklzJuYqQOxrq6FZRt28Xz1Lna0RNnWGOGh17by0GtbqSzwds0QmTO2aACflfSHtZZwLEnzQWZ+AKx4p5Fbnq5ma2MEgNKghytPn8pZMyt6JDoKfG7Kgp7D/uQtn8akiIj0zcHODT/5+NHMnVDM9x9bS304xtUPrOSqM6dx2amTKfKrmHsuUhJEBtWtT23gl8s20R5/70LY53ZQFvSwbU+kKwkCmRcgXYjKSNN5THe25Fy8rKbH7QeydyvPk6pKealmz7Bv7en3OPF7nCS7Cqn2v80ugMMY5owtYs7YIhadXsXG+laWVWcSIu/uaac+HOPhFdt5eMV2SgJuPjh7NJ88fgLzJ5UM4LOSgzmU5Meu1hh3Lt3Es283AOAw8LFjx/H5kyf3aG/scmRqf3RfDtOpc3xU14eJJ9O4nYYjRhUedJzoXCMiIns70LnB4TBccuIkZo0p4LJ7XqM5kuSWp6u55elqgh4HR40rZtHpU3VuySF9SoIYY7zAx4HJ3e9jrb15cMKSkeDn/3ibW57ZyN4T1UMeB3va42pLKHmhvy05977f5l2tvLplD5UFHsqC3pxo7elyOrra7LbHk7REDr3N7t6MMUwfVcD0UQV88dQpvLO7rSshsrG+lcb2BL9/fSujinxKggyhcDRx0JofAMlUmj+/Uctv/7mF9o6iukeOLeS6909nakWox7Yhn4vyoLfX2R+d4yORStHcngADkQSs39HMq1v2UBHyUB7KjXEiIiK54cXqXbREel7HtMXTrN7ezHf/uprvcaTONTmirzNB/go0k2mTGxu8cGSkaI8lufO5TfskQAD2tCcZUxxUW0LJC/1tybn3/cLRJA4DLZEk5SFfzrX2DHhcBDyuAZsd0mlSWZBLy4JceuIkapsiPF+9i5drdvORI0cPQNRyIH0teNpp1bYmbnl6I5t3tQFQ7Hdz+YIqPjhnFI5uS1+cDkN5yNtjRsjeOsfH7tYkDofBYQzptKU5ksTpMISjSSoKcm+ciIjI8HX3C5txOQ2JVM93OK3xFD53ijue3ahzTY7oaxJkvLX2w4MaiYwYdc0RblqylljHC4QBLGAMWAvpjtcNtSWUfNDflpx73y+eSuMwme+H8jjDTefskOKAm/Z4inD08GeHdBpb7OdTx0/g2rOnH/ANtByeQ01+7GmLc9eyGv6xdieQOSecP3csXzx1MgW+nmMj5HVRFvLiPEjtj87xEU+lu7Y1JnN+cY+AcSIiIsNPWzyFy/Hee5vudrXFiSRSbG1sY0yhH5dT/UeGs75eJf7TGHOUtfatQY1GcloylZkO9q2H32L9jjCQeZHwOA2JtKWzgUPnta3aEko+6G9Lzr3v53E6iKfSeLqdVHN5DBljCHpdBL0uEh2zQ1oHaHaIDI5DTX6k0pZH3qzlVy9upi2WWfoyY3QBXz57OjNGF/TY1ukwlIW8hPqYvOocHx6ng2TadiXZHR2JkJEyTkREZPgIepxEEqmuc07n905t8RTXPvgGN5w3m+mjCvSBzDDW1xTVqcByY8zbxphVxpi3jDGrBjMwyS3t8SSPr67jC/e8xvodYQxwwuTMevw04DTvZUzLgm61JZS80d+WnHvfr8DnIm2h0O8aca093U4HpUEPE0r9VBb68Ln3LYIp2RXuQ6vb7tbVtfBv96/g1mc20hZLUeBz8dUPTOf2i47dJwES8LgYV+zvcwIE3hsfhX4X6bQlmU6TxlLkz4yTAt/IGyciIpJdXzp1SteMdngvAVLscxLsKOC98t0mvnTv6zyzfie7W2NY21txAMm2vl5xfORQH9gY82vgPKDeWntkx21zgV8CIWALcLG1tqWX+xYDdwNHknnvfJm19qVDjUGGxu7WGPe+tIXbn91EKm0JeV385ONHce7RY7n1qQ3c/cJm2uIpAh4HpX4XxuGgssA3bDtbiAyk/rbk3Pt+U8pDfOaETNeLkdra0xhDyOsi5HURS6ZoiSRpjSV1AZFFfS142qk5kuDu5zfz+Ft1XYnvjxw5mn89bQrFgZ5tBB3GUBby7LMkpi+6j49EKtMdxuM0TO/WHWakjhMREcmOa99/BJCpDRKOZmpSBT1OZo0t4ounTKa2JcqPHl/PrtY4X/79m1x5+lQ+fcIERhX6cGt5zLBywCSIMaawI0kR7sdj3wPcDtzb7ba7ga9Za58zxlwGfB34bi/3vQX4m7X2E8YYD6B5rMNQKm3Z1tjOT55Yz+OrdwAwpTzIHZ85lvqWGBfd9TJbG9uZM7ZIF6GS1/rbkrO3+13by3Z7t9IdCePN63JSUeCkNOihNZqkJdr3N+Jy+A41+ZG2life2sH/PV9DSzRT42VaRYjr3j+NOWOL9tne53ZSUeA9pIvC3o7zBy8/sddtexsnIiIih+va9x/RlQyB985NNz66lvHFfr589jQeeG0r7+xu5/ZnN7KuroWvf2gGE8sCPZZGS3Yd7H/iATKzOZbTUduy279ZYL/zS621y4wxk/e6eQawrOPnJ4G/s1cSxBhTCCwAPt/xOHEgfpA4ZYhFEynWbG/hP//yXv2PM2ZU8LNPzmXV1uZ+tQQVkUPX3xa8ucLpMBQF3BQF3LTFMsmQSEdrVRl4h5r8AKjeGeaWp6tZW5c5FwQ9Tr5wyhQuOGbsPgVOjTGUBjwUBQ5t9sdIP85FRCT37H1uamiNcf+rW7n2zKk8tnoHz77dwNPr69nU0MpNC+dw1PhiSoOegz+wDLoDfgRjrT2v4/sUa21Vx/fOr/4ssF0NLOz4+UJgQi/bVAENwG+MMSuNMXcbY4L9+FsySJra4/xtdR1fuve9+h+LTq/i7s8eR2nQ26O1pzGZ726nYfGymmyHLjLi5NN4C3pdjCnyM67ET4HPjTEH7iAifReOJti6p73PNT8AWqNJbn26mivvX9GVAHn/rEp+e9kJ/Mu8cfskQDwuB2OLfYecAIH8Os5FRCQ37O/c9P9W1nLbRcdyzVnTcDoMW3a3c+X9K1jy5nZqmyIkNbM16/o0J8dkrjQvBqZYa79njJkIjLbWvnqIf+8y4FZjzPXAEnqf4eEC5gHXWGtfMcbcAnyL3pfNYIy5HLgcYOLEiYcYjhyKVNpS3xLlodfe7VH/4wcfO5KFc8d2vSHpb0tQyR6No9yVj+Otc6lMWdBDOJakJTJ8lsrk2ljqz8wPay1Prqtn8XObaGxPADC5LMB1Z09n7oTiXu9THPBQEuh/4iofj/N8l2tjSUauyd967LAfY8uPzx2ASPpHY2nwHOjcFPK5ufqsacwaU8h3/7qa3a1xblyylnW1LVx+ehVjivxaHpNFfV287OEAACAASURBVF2M+wvgJOAzHb+HgTsO9Y9Za9dbaz9orZ0PPAhs6mWzbcA2a+0rHb//iUxSZH+PeZe19jhr7XEVFRWHGpL0UTSRYnNDGzc/upZbnt5IKm2ZXBbgwctP5IJjxvW4sJ1QEiCS6DldXS0KhzeNo9yVz+PN4TAU+d1MKA0wpsg/LFrR5cpY6s/MD4Cahla+/Ps3+fET62lsT+B3O1l0ehV3XTq/1wSI2+lgbLGf0qDnsGbu5PNxnq9yZSyJDHcaS4PnYOcmr8vJh+aM5t7LTuCYCZn6WL9/fRv//oc3WVvbou4xWdTXJMj7rLVXAVEAa20jcMgLmowxlR3fHcB3yHSK6cFauwPYaoyZ0XHT2cDaQ/1bMnCaIwlWbWvm6gdX8ERHAdTTj6jgT4tO5qhx+xa8629LUBE5dBpvGX6Pk1GFPiaUBvC6VIF9f1pjyX4lP9piSX6xdCOX/245b21vBuCMIyq45wvH88njJuDqpcBpyJdpfTsQLY91nIuIyHDTl3OT02GYM7aIuz57HJ8+PlMJ4o2tzVzxu+W8uHEX25sixJPDYzZrPunrx2YJY4yTTDFUjDEVwAH/t4wxDwJnAOXGmG3ADUDIGHNVxyYPA7/p2HYscLe19pyOf7sGuL+jM0wN8IU+PyMZMOm0Zckb27n92U3U7GolbTOVcf91QRVf++AReFzO/Xal6E9LUBE5dH0dbwPZQWY4d6NRC7retcaSNLbFD3nZkLWWZ99u4M7nNrG7NbOCdXyJn2vPmsZxk0t7vY/TYVhb28K9L73Tr2NE5xUREckFvZ2bTqoqZfGyGr7z19U9zmGVBT6+c95sZo8t5MdPrGd3W5xrH3qDAq+TqooQVyyo4pyjx2b7KeWNviZBbgX+DFQaY34AfIL91OjoZK29aD//dEsv29YC53T7/Q3guD7GJoMglkzx1xXb+f7j67raHRoDJQE3J04p7UqAHKhavy5ORYbGwcbbQHbWUJeO3NLf5AfAu7vbufWZala82wSA1+XgkhMncuH8CXj2M9vG73GydnsLP3pifb+OEZ1XREQkl3Q/Nx3sHBbyuvjU8RNojST52VMbSKYt4ViKDTtbuenRtcSTaRYeMw6HQ4XfB1ufPjKz1t4PfAP4EVAHfNRa+4fBDEyypzmSYMuudn78t7e7EiAep4OqsiAlAQ//9/xmQNX6RXLFQI5Vjfvc0Lnspb4lesgJkEgixf89X8OX7n29KwFyytQyfvP547n4fZN6TYA4jKEs5GVMkZ+7X9jc72NEx5eIiOSqvpzDvC4ny6obGFPkpaCjllkkkWJ3a5xfPlfD9qYI0b3qjMjA62t3mN9Zay8F1vdym4wQ6bRlV2uMzbvauPGRNexpz0x9DnmdjCsO4HE5sNZ2VeNXtX6R3DCQY1Xjfng7nJkf1lpe2LibO57dSH04BsCYIh/XnDWNE6vK9ns/n9tJRYG3aynS4RwjOr5ERCRX9fUctq0pQpHPTcDjorEtTn1rnGTa8vbOME+u3ckZMyooCXgoCR5yCU7po74uh5nT/ZeO+iDzBz4cyZZoIkVDOMbKdxu5YcmarraHRX4X44r8ODsubrtXPJ5QEqA+HO3R3knV+kWGn4Ecqxr3w1NrLElTe7zfxdW2N0W47ZmNvLp5DwBup+GiEyZy0fET8O6nsKkxhtKAh6JAzwu+wzlGdHyJiEiu6us5rPt25QU+vG4ntU0RUhZufnQt6+rG86+nTaE9kaKy24cMMnAOuEeNMd82xoSBo40xLcaYcMfv9cBfhyRCGXTN7QlqmyL8afk2vvKHN2lsTxDyuvjiKZMp9LmJpdK9VjxWtX6R3DCQY1XjfnhpiyXZ1phZ9tKfBEgskeKef27hsnte60qAnDC5hF9/7ng+f/Lk/SZAPC4H44r9+yRA4PCOER1fIiKSq/p6Duu+ncOAy5lZUjq1IgjAH5dv49//uIraxna2N0YIRxPZeDoj2gFnglhrfwT8yBjzI2vtt4coJhkiqY7lL41tcW59uprHO9rfTi4L8NML5zJvYgmnTa/YbzV+VesXyQ0DOVY17oeHtliSxsOY+QHwcs1ubntmI3XNUQAqC7xcdeY0Tp1WhjH7L8pWHPBQEnDvd5vDOUZ0fImISK7q6zmst+2+dOoUpo4Ksvi5Gh58dStvbW/mivtWcP15szh6fDGReIrykFdFUweIsdb2bUNjFgILOn5daq19dNCi6qfjjjvOvv7669kOIyd0Ln+pbYpw4yNrWFcXBuC06eX88GNHMaFUU49zwKC8CmocSR7KmbE0EMmPHS1R7nhmIy9u2g2Ay2H45HHjufjESfj3M/MDMu2HKwq8+A6wjeS9nBlLMjQmf+uxbIfAlh+fe1j3H4jn0I8YNJbykLWWhnCMv6/ZwY//tp62WAqHycwc+cT88bidTioLdR4+BPsdR30tjPoj4ATg/o6brjPGnKLZIbmpOZJgT1ucVVubuPGRTP0PA1x26hSuO3sahX4V4RERGU4Ot+YHQDyZ5k/Lt/G7l98h1vE4x04s5rqzpjOx7MCJ7wKfm7KgR59AiYiIDBJjDJWFPs6fO5bJZUFueGQNNQ1t3PlcDWvrwnz9Q0eQTKcPOiNTDq6vhVHPBY6x1qYBjDG/BVYCSoLkkM7uL+FogkdW1XHbMxtJpS0hr4vvnjeLC44Zp8yiiMgwMhDJD4Dl7zRyy9PVbGuMAFAW8nDl6VM5c0bFAS+iXA4H5QWeHkXeREREZPAUBzzMn1zCLz4zj/95cgNPrt3Jcxsa2LyrjZsWzgYyBVdVNLX/DuWqphjY0/Fz0SDEIoMolkxR3xKjLZbktmc28thbdQBMKgvw4385iuMnl+LSIBIRGRYOp9Vtdw3hGHcu3cTSDQ0AOAx8fN54PnvSJILeA18ChLwuykJenJr9ISIiMqQCHhdVFSG+e+4sZo8p5I5nN/LunnauvH8FX//gDM6cWcn2xghlIQ8Fvn2LlMuB9TUJ8iNgpTHmWTJraxagWSA5oyWaYHdrnPqW6D71P25aOIfJZUFNcRYRGQYGKvmRTKV5eOV27vnnFqKJzGMdNa6I686eRlVF6ID3dRijiyoREZEs87gcjC8JcNEJEzliVIibHllLfTjG9x5bx5q6FhYtqKIhHFPR1H44aBLEZObJvgCcCBxPJgnyTWvtjkGOTQ6TtZaG1hit0SSrtzdz4yNr2dMWxwBfOGUyV585jdKQN9thiojkvWQqTV1z9LCTHwBvbmvi1qc3snlXGwAlATdXLKjiA7NHHXT9sN/jpCLk1cxAERGRYcDhMIwu8nHS1HIWXzKf7z+2luXvNvHwiu1s2BHm+vMzy2NiybSKlx+CgyZBrLXWGPMXa+18YMkQxCQDIJ5Ms7MlSjyZ4pFVddz+zEaSaUvQ6+Q7587m/LljCR1kKrSIiAyNlLWHnQDZ0xbnl89t4ql19UBm6cv5c8dy2SmTDzqrwxhDadBDkV+zP0RERIab0qAHj8vBTz4xl9+8uJn7X3mX1bUtXPG75Vx/3mzmTiimrjlKacBDUUDn8oPp67vgl40xx1trXxvUaGRAhKMJdrXGiSVS3PpMNY+/lZm0M6kswA8/dhTHTS7B61KWUERkJEilLUverOXXL26mLZYCYNaYAq47ezpHjCo46P297szsD49Lsz9ERESGq5DXxYRSP4tOn8rsMYX86In1NLYn+Pc/vsmXTqviU8eNZ3dbjGgyszxGNb32r69JkDOBRcaYLUAbmSUx1lp79GAFJoeu+/KXXa0xbljSs/7H9efNpqoipAEhIjJCrK1t4edPV7OxvhWAQp+LL51WxTlHjcZxkKUvxhhKAm6KA2qLLiIikgu8Lidji/2cNauSSWUBblyylo0Nrdy1rIZ1dS1840MzgMyqAC2P2b++JkE+MqhRyGHrXP6SSKV7rf9xxelVVBb41E9aRGQEaG5P8H8v1HTN9DPAOUeN4UunTunTNFiPy0FFgVezAkVERHKM02EYU+TH43Rw20XH8POnq/n7mp08X72ro43uHKaUB7U85gAOmAQxxviARcA04C3gV9ba5FAEJn3XGkuyKxwjbS2PvFnLbd3qf/znObM456gx+qRPRGQESFvL42/Vcffzm2mJZk7H0ypDfOX905k1pvCg9zfGUOx3UxxwKykuIiKSw8o6lrJ+88MzmTO2kNue2ci2xghX3b+Cf//gDM6eVcnuthiRRIqKAi2P6e5gM0F+CySA58nMBpkNXDfYQUnfWGvZ3RanJZIgnkxz2zMbeeytOiBT/+P7Hz2SeRNLCKoAqohIztuwM8zPn6pm/Y7MMseg18kXT5nC+XPH9unCxu10aGqsiIjICFLgc+N2OvjoMeOZVhnixiWZNro/eHwda+taWHR6Fe3xJNsb01QW6hqg08HeHc+21h4FYIz5FfDq4IckfZFIpakPx4glUuxqjXHjkjWs7aj/ceq0cr5z7iwmlwd1oIuI5LhwNMGvX9jCkjdrsR23fXD2KC5fUEVpsG+z/Ap8bsqCHhz6FEhERGRE8bmdjC324XKWsPjS+fzw8XW8tqWRP6/czts7wtxw/mwqCrzUNkUoCXgo6eO1w0h2sCRIovMHa21SU2eHh7ZYpvBpKm33qf/x+VMmc9mpUxhT6MPlVKV/EZFclbaWf6zZyV3LamiKZE7HU8qDXHf2NI4eX9ynx3A6DOUhr2YEioiIjGAup4MxRT7cTgc//NhR/O6ld7j35XdYW5dpo/ud82Yxb2IJje1xIokUlQXevH6veLCrornGmJaOnw3g7/i9szvMwRcgy4Cx1rKnLU5zx8Vwb/U/3j9rFBUFXq31FhHJYZsaWrnlqWpW12ZOwX63k8+fPImPHTuuzxctAY+L8pAnry9yRERE8oUxhoqCTJ2QL5w6hZljCvjRE+tpiiT4xp9W8cVTp/Dp4ycQTaTY3hTJ6w9JDvisrbVaSzFMJFNpdnYsf+mt/sfNC+dw9PhiTW8SEclhbbEk9/xzC39euZ10x9qXM2dUsOj0qVQUePv0GA5jKA15KPSpGryIyORvPZbtEESGVJHfjdfl4JRp5fzyknncsGQtG+tb+b/nN7O2toVvfmQmIa+LnS1RCnxuykOevPsAPT9TPzmmPZ6kIZxZ/tJb/Y9vnzOTSWVBQnmayRMRyXXWWp5eV88vn9vE7rY4ABNK/Fx79nTmTyrp8+P4PU7KQ17cmv0hIiKSt3xuJ+OK/TgdhtsvOpZbn67m8dU7eHHTbq68bwU3LZxNVUWIcDRBNJGistCL15U/8x/0rnkY23v5y+rtzdz0yFp2d6v/8bmTJjOm2JdXB62IyEiysT7Mf/55Na9s3gOAz+XgkhMnceFx4/uczDDGUBrwUBTQ7A8RERHJ1AkZV+ynIRzjax+aweyxhdzydDXbmyJc9cBKvvqBI/jA7FEkUmlqm6KUBj0U+fPjOkJJkGGq+/IXgEdX1XLr0z3rf5w+o5JReV7URkQk1z1fvasrAXLqtHKuOnMqowp9fb6/1+2kIpRZAywiIiLSyRhDZaEPb3uCc44a09VGd0dLlB89sZ61tS3825lTcTsd7G6NEYmnqCjw4hzh3eSUBBmGui9/iSfT3P7sRh5d1VH/ozTAzRfMYdaYQhVAFREZAS49cRIvbdrNmTMreN+Usj7fzxhDScBNcUC1oERERGT/igJu3C6Dwxh+eck8fvjEel7dvIe/vlnLhvowN5w3m8pCH+3xJNsb01QUePF7Ru5KA31sNIxYa9ndGmNHc7Sr/sdX//BmVwLk1Gnl3HHxscydUExloU8JEBGREcDldHDbZ449pASIx+VgbLFPCRARERHpk4DHxbgSP2UhLz/82JF87qRJGGBdXZgr7lvB8ncaAUim09Q1R9jTFsdam92gB4lmggwTyVSa+nCMaMfyl+71PwCCXifhaIJteyIcOa44m6GKyAi3dH09i5fVsLWxnQklAa5YUMUZMyuzHZZ0KA54KAm4BzURrmNARERk5HE7HVTvDHPHs5vY1tTOlPIgO5qjNHe00f3CKZP5zPsm4jCGpvY4kUSKyoKRV3B9ZD2bHNUeT7K9KdKVAHl0VS1f/cObXQVQy4MexhX5CUcT/PCJ9SxdX5/dgEVkxFq6vp7rl6yhPhyl2O+mPhzl+iVr9LozDLidDsYW+ykNDm4rOx0DIiIiI9PS9fXc+MhamiJxSgJuEqk0QZ+L8cV+LPDrF7fw3b+soTWaBCCWSLG9MUI4mshu4ANMSZAs6uz+0rn8JZ5M87MnN/CzJ6tJpi1el4NRhV7KOgreBb1u3E7D4mU12Q5dREaoxctqcDsNAY8LYzLf9bqTfYV+N+OK/fjcg78+V8eAiIjIyNT9HO92OinwufG7HZQGPZx39BgAXqrZzRX3LWdTfSsAaWtpCMeoD0dJp0fG8hglQbIkmUpT1xylqT2z3GXv+h+nTCuj0O+iyJ9JfHR+6ud3O9nW2J61uEVkZNva2I5/rzfaet3JHpfDwZgiP+UhL44hqtSuY0BERGRk2vsc73QYQl4XDeEoX/3AEXzjQzPwuBzUNUe56sGV/H3Njq5tW6M9Vy/kMiVBsmDv5S+rtzdz5X0rWFvXggG+cPJkblo4h8mlQZJp22PacySRYnxJIEuRi8hIN6EkQGSvk5ted7Ij5HMxvsQ/5NXZdQyIiIiMTL2d42PJNJPKgvjcTj585Ghuv+hYxhT5iCfT/ORvb/O/T24gnkwDkOj4IL+xo25lrlISZIh1X/4C8Oiquq76H0GPkx987Eg+d/JkxhT5uerMaSRSlvZ4Emsz3xMpyxULqrL8LERkpLpiQZVed7LM6TCMKvRRWeAbstkf3ekYEBERGZn2d45fdPpUxhT5KPC5mVYZ4peXzOPEqlIAHllVx3UPvcGOliiQKenQ2B6ntilCMpXO5tPpt0HrDmOM+TVwHlBvrT2y47a5wC+BELAFuNha27Kf+zuB14Ht1trzBivOoZJKW+rDUSLxFK/W7OGBV9+luj5MJJE5cCaVBrj5gjlUVYSoLPTidTk5Y2YlN5NZu7WtsZ3xqtAvIoNsqF531H2kdwGPi/KQB1c/q7APxH7VuUdERGRkOtg5vqLAi9ftwBjD9z96JA+88i6/eXELb+8Mc/HdrzClLMjlp1VxQlUp0USK7U0RykJeQt7cajo7mNHeA9wO3NvttruBr1lrnzPGXAZ8Hfjufu5/HbAOKBzEGIdENJGiviVGMp3m1Zo9/OypDTS1J4h3ZM68LgeXnTyZ6aMKGFXow9ntk78zZlbqwlNEhtRgv+50dh9xO02P7iM3d/ztfGQwlIW8FPnd/X6MgdyvOveIiIiMTAc7xxf63HicDna2RDmisoCSgJumSIK0hZpdbXz/8XX8x0dmcuLUsswH/S1RIj43ZUFPVmaw9segLYex1i4D9ux18wxgWcfPTwIf7+2+xpjxwLlkkiY5ralzqlA6k/D41Qub2dUa60qAlAU9VIQ8LFlVx5iingkQEZGRSN1H9uVxOQ4rAQLaryIiIjIwfG4n44r9/GH5VoJeF5NKA/hcmdRBayzJj/+2npbIe21zw9EE25sixJK5UTR1qGuCrAYWdvx8ITBhP9v9HPgGcNBFRsaYy40xrxtjXm9oaBiYKAdAKm3Z0RxlT7eiMY+uqqO6oZW0BYeBsUU+yoIeCnyZT+y6F0AVGUrDdRzJyDSSu49kcyyN5P0q+UfnJZGBobEk/eXqmA0S8DhxOx2ML/FT5M8sJGmJJll03wo27Ax3bZ9IpaltitLcntjfQw4bQ50EuQy4yhizHCgA9ikra4zprCOyvC8PaK29y1p7nLX2uIqKioGNtp+iiRTbGyO0x5NA5oD42ZMb+NmTGwBwOQwTSwKEfC7cTgfxVFpV9yWrhuM4kpFrJHcfyeZYGsn7VfKPzksiA0NjSQ7HxI5upS6nA4cxjCrwURpwYwzsaIlyzYMrefytuq7trbXsbotR1zy8i6YOaRLEWrveWvtBa+184EFgUy+bnQIsNMZsAR4CzjLG3DeEYR6WpvY4dc3RruUvu1tjfOX3b/LoqszBMXtMIWUhD2ksLochmkyp6r6I5BV1Hxkc2q8iIiIykDqvLWLJVNd7V6/bybVnTmNcsZ9EyvLTf2zgp39/u6uNLkAknima2jkpYLgZ0iSIMaay47sD+A6ZTjE9WGu/ba0db62dDHwaeMZae8lQxtkf3Ze/WJtpf7umtplF961gbV0LBvj8yZO49aJj+OaHZjK2yE84mqSywMfNC+eoAJ2I5I0zZlZy88I5VBb4aI4k9Do4QLRfRUREZCB1v7YIx5KMKfLz1fcfwQXHjuPOi+dxytQyAB5fvYNrHlxJXXOk676d7493tca63h8PF4PZIvdB4Ayg3BizDbgBCBljrurY5GHgNx3bjgXuttaeM1jxDKbu3V86PbqqjlufriaZtgQ9Tv7jnFmcNLWMAp+bj80bx7/MH5/FiEVEskvdRwaH9quIiIgMpL2vLdJpS0NrDICbLpjD71/byq9e2Ex1fSuL7lvBf5wzk/dNKevaviWSIJpIZdrvupz7PH42DFoSxFp70X7+6ZZetq0F9kmAWGuXAksHNLAB1tyeYE/7e7M/Eqk0tz+zkUc6lr9MLA1w8wVzmFgaOOz2hyIiIiIiIiLZ4nAYRhX6aGyL09ge56ITJjJjdAHff3QdTZEE//Hwai49aRKfPWkSjo7GH/FkpmhqadAzLN4PD3Vh1BGjc3rP7rb3pvd01v/oTICcMrWMOz5zLJPLgowp8g+L/3ARERERERGRw1ES9DCq0IfDGOZNLGHxpfOZPaYAC9z70jv8x8Nv0dytja61lt2tMXa2REmls7s8RkmQfti7+wvA2tqWrvofkKn/cdMFcygOeBhb7MfvGR5Tf0REREREREQOV9DrYkyxD7fTQUWBl//91DFccMxYAF7d0sii+5bz9o5wj/u0xZJsb4wQ3auj3VBSEuQQNbcnenR/gUz9jy///g12t8UJepx8/6Nz+OxJkwl6XYwr9uNxaTeLiIiIiIjIyOJ1Obs+9Hc7HVx39nT+45yZ+FwOdrbEuPahlTy6qq5HcdRkOk1tU4TGtnhWYh60miAjTSptaQjHesz+OFD9j0K/m/KQN1vhioiIiIiIiAw6p8MwutDH7rY4LZEE7581iqryIDc+spZtjRF+9uQG1ta2cN3Z0/C631sh0dgeJ5JIUVngxeUcuokDmqLQB70tf9ndGuOrf9i3/seksiDlBV4lQERERERERCQvGGMoD3kpL/BijKGqIsSdF8/j1GnlAPxtzQ6uefANapsiPe4XTaTY3hShLZbs7WEHhZIgB9Hb8pc1tc0sum8Fa2oz9T8+d1Km/keh383oQh+FPhVAFRERERERkfxS6HMzpsiHy+Eg6HVx08LZXL6gCoeBjQ2ZNrovbdrd4z6ptGVnS5RdrbEey2YGi5Ig+9Fb9xeAx1bV8dU/vNmj/sfnTp7cYy2UiIiIiIiISD7yuZ2MLfbhdTsxxvDp4yfw0wvnUhJw0xpL8p9/Wc2vXti8T5eYlkiC7U0R4sn0fh55YCgJ0otoIkVtU2Sf+h//+9QG/ufJDSRSlomlAe64eB4nTy0n4MkUQHUP4TomERERERERkeHI5XQwtshHyJcpQ3rMhGJ+ecl85owtBOD+V97lWw+/RXN7osf94sk025sitEQT+zzmQNG79r10Ln9JpN7LPnXV/3gzU//j5I76H50FUEcX+XA4TLZCFhERERERERlWjDFUFvgoC2bqhFQUePnfT87lX+aNA2D5O41ccd9y1u9o6XE/ay27wjHqW6L7zBYZCEqCdEinLfUt+y5/WVvbwqL7e9b/uPmCOYR8bspCKoAqIiIiIiIisj9FgUztTKfD4HI6uPrMaXzn3Fn43A7qwzGue+gNHnmzdp96IK2xJNsbI0TiqQGNR0kQIJbMVKRt3asi7WOr6vjKH95gd2um/sf3LsjU/3A7HYwu9FHkVwFUERERERERkQPxezI1ND2uTArirJmV3PGZeUwo8ZNIWf73qWp+8re3iSZ6JjyS6TR1zREa2+IDFkveJ0Faoglqm3ouf9lf/Y9TppXjdjpUAFVERERERETkELidDsYW+Ql6M3VCppQH+cXF81gwPdNG9x9rd3L1gyvZ3hjZ575t8YFroZu3SZB02lIfjrIr3HP5y562OP++n/ofKoAqIiIiIiIi0j8Oh2FUoY/SoAeAoNfFDefPZtHpmTa6NQ1tLLp/OS9u3DVoMbgG7ZGHuR0t0X2m2qyra+H6JWvY3ZqZavO5kyZx6UmTcBhDkT9TA0REREREZKSb/K3Hsh2CiIxgxQEPHpeD+pYYaeCTx01gxugCvvfoOva0xfnuX9dw8fsm8vmTJ+Mc4CYkeTulYe8qs4+/VceXf5+p/xHoVv/D6XBQXuBVAkRERERERERkgAQ8LsZ2W2kxd3wxiy+Zx1Hj3muj+83/t4qm9oGrBwJ5nATplEil+flT1fz0H5n6HxNK/PziM5n6H06HYUyRj0KfCqCKiIiIiIiIDCSPy8G4Yj8BT2aRSlnIy/9cOJdPzM+00V3xbhNX/G4Fa2qbB+xv5nUSpLP+x5I3awE4qaqMOy6ex8SyQFcBVJ9bBVBFREREREREBoPDYRhd5KM4kKkT4nI6+LczpnH9eZk2ug2tMa66fyW/e2nLPm10+/X3DvsRctSa2mYW3bec1bUtQKb+x/c+OoeQ16UCqCIiIiIiIiJDqDToobLQhzGZGiBnzKjkzovnMbE0QDJtufGRtWysbz3sv5OXhVF//9q7fOcvq0mkLAGPk29/ZCanTMu05VEBVBERERHJdSpsKiK5KOR14XYa6ltiJFJpJpUF+cXFx/KzJ6t535RSpo8qOOy/kXdJkN+8sJmbHl0LgNflYNGCKk6ZVo4xhrKQR/U/REQG0NL19SxeVsPWxnYmlAS4YkEVZ8yszHZYw4r29F4P9AAAIABJREFUkYiIiMh7vC4nY4v97Ozo6Lp6WwuNrTHufWkLS99uOOxrpbxa77F0fT2/+ecWivxugh4n5SEPD762ldc371EBVBGRAbZ0fT3XL1lDfThKsd9NfTjK9UvWsHR9fbZDGza0j0RERET21dmkZPW2Zm55pprd7XFKAp4BuVbKqyTI4mU1uJ2GCSV+xhX7CXoyU23+38rtKoAqIjLAOl9zAx4XxmS+u52Gxctqsh3asKF9JCIiItI7YwwPvrYVr8uB3z1w10p5lQTZ2tiO3+3EGIMxBofDUOB1UdsUyXZoIiIjTudrbnd+t5Ntje1Zimj40T4SERER2b+tje1ddUI6He61Ul4lQSaUBIgkUkBmeo3LYYgm04wvCWQ5MhGRkaf7a26nSCKl19xutI9ERERE9q/zWqmzYwwc/rVSXiVBrlhQRSJlaY8ncZjMzkukLFcsqMp2aCIiI07311xrM9/1mtuT9pGIiIjI/g3GtVJeJUHOmFnJzQvnUFngozmSoLLAx80L56gKv4jIINBr7sFpH4mIiIjs32BcK+Vdi9wzZlbq4lJEZIjoNffgtI9ERERE9m+gr5XyaiaIiIiIiIiIiOSvvJsJIiIiIiIj1+RvPZbtEA7blh+fm+0QRERGLM0EEREREREREZG8oCSIiIiIiIiIiOQFJUFEREREREREJC8oCSIiIiIiIiIiecFYa7Mdw4AxxoSBt7Mdx0GUA7uyHcRBDPcYh3t8MDQx7rLWfnigH9QY0wC8s59/Hq77XnH13XCMCbIbVzbG0lAZrv/fe8uFOHMhRtBYyrZcOU56k8uxQ27Hv3fs+TqWcvn/sL/y8TlDlt8rjbQkyOvW2uOyHceBKMbDN9zjg9yIsT+G6/NSXH03HGOC4RtXrsuV/ZoLceZCjJA7cY5Uubz/czl2yO34czn2gZSP+yEfnzNk/3lrOYyIiIiIiIiI5AUlQUREREREREQkL4y0JMhd2Q6gDxTj4Rvu8UFuxNgfw/V5Ka6+G44xwfCNK9flyn7NhThzIUbInThHqlze/7kcO+R2/Lkc+0DKx/2Qj88Zsvy8R1RNEBERERERERGR/RlpM0FERERERERERHqlJIiIiIiIiIiI5AUlQUREREREREQkLygJIiIiIiIiIiJ5YUQlQT784Q9bQF/6ypevQaFxpK88/BoUGkv6ysOvQaGxpK88/BoUGkv6yrOv/RpRSZBdu3ZlOwSRnKdxJDIwNJZEBobGksjA0FgSyRhRSRARERERERERkf1REkRERERERERE8oKSICIiIiIiIiKSF5QEEREREREREZG8oCSIiIiIiIiIiOQFV7YDGGpL19ezeFkNWxvbmVAS4IoFVZwxszLbYYmIjEh6zT047SORgaGxJCIifZFXM0GWrq/n+iVr2NTQSiyRYmdLhOuXrGHp+vpshyYiMuJ0vubWh6MU+93Uh6N6zd2L9pHIwNBYEhGRvsqrJMjiZTWkraUhHKOhNc6u1jhOR+Z2EREZWIuX1eB2GgIeF8ZkvrudRq+53WgfiQwMjSUREemrvFoOs7WxnUKfi7aAm8b2BC3RJPFkmlgine3QRERGnK2N7RT73T1u87udbGtsz1JEw4/2kcjA0FgSEZG+yquZIBNKAsSSacYV+xld6AUgmkzT0Bpj5buNWY5ORGRkmVASIJJI9bgtkkgxviSQpYiGH+0jkYHROZastV23aSyJiEhv8ioJcsWCKhIpSySRojzkZXShFwMkUpZP3fUyf165LdshioiMGJ2vue3xJNZmvidSlisWVGU7tGFD+0hkYHSOpbZYkkQypbEkIiL7lVdJkDNmVnLzwjlUFvhojiSYUh7iBx89kgklfuLJNF/5/Zv85In1pNP24A8mIiIHtPdrbmWBj5sXzlG3hm60j0QGRudYqijw0RRJUOz3cNP5szWWRERkH3lVEwQyJ8m9T4gfOWoMi+5bziub93Dnc5t4e2eY2y46lqA373aPiMiA6u01V3rSPhIZGGfMrGTW2ELaYkkAvG4nqbTF6TBZjkxERIaTvJoJsj8lQQ/3fel9XPy+iQA8s76ej97xooppiYiIiOSIjfWtfPjny3h0VR0AsUSK2qYI8aQK4IuIyHuUBOngdjr4wceO4uaFc3AaQ3V9K+ff9gKv1OzOdmgiIiIichD/9bf1NLYn+NmTG7jl6WqSqTSJVJrapgiReOrgDyAiInlB6z328tmTJzOtMsSi+5bT2J7g4rtf4XsfPZKLTpiY7dBEREREZD9+9qljuOaBFTz7dgN/faOWd3a3c8N5sykKuNnREqU85KHA5z74A4nIgJj8rccO+zG2/PjcAYhEpKdBmwlijPm1MabeGLO62203GmO2G2Pe6Pg6Zz/3/bAx5m1jzEZjzLcGK8b9OXlaOUuuPpWq8iDJtOXbD7/FDUtWk1LBVBEREZFhKeR1ccunj+WSEzMfXL2xtYl/e2AFNQ2tWGtpCMdobItnOUoREcm2wVwOcw/w4V5u/19r7TEdX4/v/Y/GGCdwB/ARYDZwkTFm9iDG2avJ5UH+cvUpnH5EBQC//ec7fPbXr9ASTQx1KCIiIiLSBw6H4bJTpnD9ebPwuhzUNUe5+sGVvFC9C4DG9jj14SjW6oMtEZF8NWhJEGvtMmBPP+56ArDRWltjrY0DDwEXDGhwfVToc/Przx/PF0+dAsCLG3ez8LYX2bKrLRvhiIiIiEgfnDGjkls/fQyVBV6iiTTXL1nDvS9tIW0trdEkO1qipDXDV0QkL2WjMOrVxphVHctlSnr593HA1m6/b+u4LSucDsN3z5vNf3/iaNxOw5bdbSy8/QWe39CQrZBERERE5CCmjyrgzkvmcdS4QgDu+ec73PzoWiKJFJF4iu1NERIpdY4REck3Q50EuROYChwD1AH/08s2vTVz32+q3hhzuTHmdWPM6w0Ng5eYuPC4CTz4rydSGvTQEk3y+d+8xj0vbh60vycylIZqHImMdBpLIgNjoMZSScDDTy+cy7lHjQFg2YZdXPvgSna0RLs6x0QT6hwjI5fOSyL7GtIkiLV2p7U2Za1NA/9HZunL3rYBE7r9Ph6oPcBj3mWtPc5ae1xFRcXABryX4yaX8sg1pzJjdAEpa7nxkbV8++FV+hRBct5QjiORkUxjSWRg9HcsBdxOQt6ezQ/dTgdf/cB0rj1rGg4DmxrauPK+Fby5rYlU2lLXHKU1lhzopyAyLOi8JLKvIU2CGGPGdPv1Y8DqXjZ7DZhujJlijPEAnwaWDEV8fTGu2M/DV57MB2aPAuDBV7dy8d2vqNq4iIiISJY5HIbKQh9lIS/GvDe52BjDR48dx3994mgKfS6aIwm+9sdVPLqqFmst9S1Rmtp1LScikg8Gs0Xug8BLwAxjzDZjzBeB/zLGvGWMWQWcCXylY9uxxpjHAay1SeBq4O/AOuAP1to1gxVnfwS9LhZfMp+rz5wGwKub97Dw9heo3hnOcmQiIiIiUuR3M6bIh8vR81J33sQSfnHxPKaUB0mlLT97spqfP1VNMpVmT1uchnBMnWNEREa4wewOc5G1doy11m2tHW+t/ZW19lJr7VHW2qOttQuttXUd29Zaa8/pdt/HrbVHWGunWmt/MFgxHg6Hw/C1D83gtouOwetysLUxwkfveJFn1u3MdmgiIiIiec/ndjKuxE/A03N5zNhiP7dddAynTCsDYMmbtXz9T6toao8TjibUOUZEZITLRneYEeX8ueP446KTqCzw0hZP8cXfvs4vn9ukTxFEREREsszpMIwu8lES8PS4PeBxcdPCOVx64kQA3tzWzJX3r2BTQ6s6x4iIjHBKggyAo8cX88g1p3LUuCIs8OMn1vPvf3iTWFLVxkVERESyrSToYUyRH6fjvTohDmP4wilTuOH82fhcDna2xLjmwZUsq25Q5xgRkRFMSZABMqrQxx8XncTCuZnarw+v3M6nFr9MQziW5chERERExO9xMq7Yj8/t7HH76UdUcNtFxzKq0Es0kebGJWu5559bSKTS6hwjIjICKQkygHxuJ7d8+li+9sEjAHhjaxPn3/YCa2qbsxyZiIiIiLicDsYU+Sjea3nM1MoQv7h4HkeNKwLg3pfe4aZH1tIeS1LfElUXQBGREURJkAFmjOHqs6Zz16Xz8bud7GiJ8vE7/8kTb9VlOzQRERGRvGeMoTToYXSRr8fymJKAh59eeDTnH52Z1ft89S6ueWgldc0RGtvj1IejqvkmIjICKAkySD44ZzQP/9vJjC32EU2kufL+Ffz8qQ06eYqIiIgMAwGPi7HFfrzdlse4nQ6+8oEjuO7s6TgdhpqGNq68bwVvbG2iNZqkrjlKSp1jRERympIgg2jWmEIeufpUjptUAsDPn6rmqgdWEImryJaIiIhItrmdDsYW+Sj0u3vcfsExY/nvTxxNoc9FSzTJ1/+0ir++UUs0kaK2KUI8qc4xIiK5ynXwTeRwlIW8PPCvJ/Kdv6zmD69v5fG3drB6+zLKQx7qwzEmlAS4YkEVZ8yszHaoIiJDZun6ehYvq2FrY7teBweQ9qvIoTPGUB7y4nM72RWOke6YtXvMhGLuvGQe3/3rGmoa2rjl6WpqGlq5+qxp1DZFGFXow+/JzCLR2BMRyR2aCTIEPC4HP/n4UVx/3iyMgXf3tPPm1iY8Tgf14SjXL1nD0vX12Q5TRGRILF1fz/VL1lAfjlLsd+t1cIBov4ocnpDXxbgSPx7Xe5fHY4r83PbpYzltejkAj6yq42t/XMXuthg7WqK0RBMaeyIiOUZJkCFijOGyU6uYOaoAYyBlYfOuNmKJNG6nYfGymmyHKCIyJBYvq8HtNAQ8LozJfM/318FU2h52nQHtV5HD53Y6GFfsp8D33vIYv8fJDefP5rMnTQLgre3N/Nv9K9i4M8yucIzbn92osScikkOUBBli4ViSaRVBPE4HFtjWFKG5PcHWPW3ZDk1EZEhsbWzH360QIYDf7WRbY3uWIsq+ZDrN9sbIYdWM0n4VGRjGGCoKvFQUeHGYTPcYhzF8/uTJ3LhwNj63g50tMa55cCVL325ga2M7LofpUfxeY09EZPhSEmSITSgJkLYwrTJEsGMd6a62OK3xFK2xZJajk//P3p2H11WVix//rr3PnLlN0rl0bqFMhYIopRZEBNFeUK8CTuBFioo43IvihFwcrldFfgyKIDKIDHoVsApShlJKkUJLC3SgYzqkaZM080nOtIf1+2OfpEmak5y2SU7Svp/n6ZN0n71PVnL2Onuftd71vkKIgTehJELc6vphP245jC+J5KhFQ4PtuuxrjtPQljqsSmLydxWifxWE/IwtDuM3D9wuz59exp2Xz2F0YYiE7XLLPzaChrakjeXojr4rfU8IIYYuGQQZZIvmT8FyNEnbYdLICIUhLzdtU8zi0l+/SmWDzBoIIY5u7e+DsZSN1t5Xy9Esmj8l100bEppiKfY2J7CcQ6s+IX9XIfpfwOctj8kPHaglMLUsn7s/fRqnjC8CoCaaZH9ritakRcp2aU1a0veEEGIIk0GQQbZgVjm3LJxNeUGIloTN7LFFXPne4/AZiq21rSy8awWvV9TnuplCCDFgOr8PNsctygtC3LJwtlRS6CRpOVQ1xokmrKyPkb+rEAPDMBTlBSFKC4Ko9PKYooifX3ziZBaeMhaApO1S35qiIZaiKBzgOxfNkr4nhBBDlJTIzYEFs8oPujB+6MQxXPvHN2mMWXz6vtf58SUnctmZE3PUQiGEGFg9vQ+Krlyt2R9NEk85lOYHMQzV5zHydxVi4BSG/AR9BrUtSSzHxWcafP386Uwty+OOpdtI2C4B2+UzZ01k5ugCGttSlOQFct1sIYQQ3UgkyBDx3qkj+ft185hWno/tam58Yh03L96AfYjh0EIIIY4urUmbqqY4Cevwk6YKIfpH0Gd6y2OCB+YRP3rKWH757ydTFPbTkrD51l/e4cm1VTS0JaltSRxWjh8hhBADZ8AGQZRS9yulapVS63t47L+UUlopVZrh2J1KqXVKqbeUUqsHqo1DzcSREZ788vs4Lz2L9+C/dnLlA6tojmcfDi2EEGL4Sdm9D3hbjsvepjiNbalBapEQIhPDUJQXhhiZf2B5zCnji7n7M6cxtSwPV8OdS7fxq+e30hhLsa85ccQlsIUQQvSfgVwO8yBwF/CHzhuVUhOADwK7+zj+XK113cA0begqCPn53efm8vNnN3HP8gpWbKvjPT95gaKInyml+SyaP0VCnYUQA2rZplruWV5BZWOMCSURed8ZYNGExYdvf4XzZpVzxXsmdqlE0V1jLEXccigrCPa635GSc0CIvhWFveUx+6Pe8pjRhSHuuHwO//vsJpZvqePpdfvY3dDGzQtn8+rWOv6yZg9VTXHpU0IIkWMDdgeltV4ONPTw0G3AtwAZEs/ANBTf+fDxfPGcyQAkbJf90SQ769u4afEGlm2qzXELhRBHq2Wbarlp8QZqowmKw35qowl53xlg9y6voLIxzkOv7eLaP65hU3VLr/sn0klTB6qsupwDQmQv5DcZWxwmEvDmFcN+kx9+5ASuet8kANZVtfCFB1fzv0s2sa85TmHIJ31KCCFybFBzgiilFgJVWuu3+9hVA88ppd5USl0zCE0bktZXtTCuOITPULga9jUnaEta/Pbl7blumhDiKHXP8gr8piIS8KGU99VvKu5ZXpHrph21vnLuNP5j3mQMBTvq2rju0bXcvWx7rzlAXK2pbUlQG03g9nOYvZwDQhwa01CMLgoxIp0EVSnFZ997HLcsnE3Yb9Ict6hvTWHZLrarCfpM6VNCCJFDgzYIopSKAN8Dbspi97O11qcBFwFfUUrN7+V5r1FKrVZKrd6/f38/tXZoqGyMURIJMLUsn5Dfe6nq2yzWVTX3uX5ciENxNPcjcWgqG2OE/WaXbWG/yZ7GWI5aNLwcTl8K+U2+deFM7rpiDlNKvXwC//fmHr74hzd5u7Kp12NbE/2fNFXOATEUDMfrUnEkwNjiMD7Du2ebN72Uu66Yg6m82b19LUnqokks28FvKulTYlAMx74kxEAbzEiQqcBk4G2l1E5gPLBGKTW6+45a673pr7XAk8CZmZ5Ua32v1nqu1npuWVnZgDQ8VyaURIhbDgGfwdTSfApDXqhlW8rhM79/nQZJkCf6ydHcj8ShaX/f6SxuOYwvieSoRcPLkfSlWaMLufszp3Hl+47DZyiqmuJ8489vc9sLW2jrZemL5bjsa07QFOufa4KcA2IoGK7XpZDfZFxJmHDAG0icXJrH8aMLCfq8W+6GmMXe5gTRhE15QUgqx4gBN1z7khADadAGQbTW67TW5VrrSVrrScAe4DStdXXn/ZRSeUqpgvbvgQuAgyrMHAsWzZ+C5WhiKRuloDQ/0DEQ8saOBv7trhVsqYnmuJVCiKNJ5/cdrb2vlqNZNH9Krpt2TPCbBp977yTu+ezpzBpdAMDf397HFx5czcqK+ozHaa1paEuxrzl+xKXV5RwQ4siYhmJMUZjiiLc85jNnHUdJxE9+0BsYaUs51LQkOW9mGXulcowQQgy6gSyR+xjwGjBTKbVHKfUfvew7Vin1TPq/o4AVSqm3gTeAp7XWzw5UO4eyBbPKuWXhbMoLQjTHLUYVhrnjsjncdcUcQj6DysY4l/76VV58tybXTRVCHCW6v++UF4S4ZeFsqWIwyCaX5nHn5XO49v1TvOoTrUm+++R6fvrMu72WTY+nHKqa4r1GjvRFzgEh+seIvACji0K8d9pIvv6BGUwrK6Aw5EMBtqv57SsVvLatjr1NcVnmLIQQg0gdTWF4c+fO1atXr851MwbFuj3NfPEPq6luSaCAb180i0Xzp3TUqxfHhAF5sY+lfiREWs77UtL2Kr70pKoxzq3Pb+atymYASiJ+vnredN4/o7TX9/zCsJ+ReQG5LojBlPO+NBRZjkttNEkyvcxs3Z5mfrh4A01xC0PBlxdM4+OnjWN00YFlNOKYd1T0pUk3Pn3Ez7HzZxf3Q0vEMSpjP+ozEkQpVa6UulQp9RWl1BeUUmcqpQa1qow42Enji1h83dmcMqEIDfzsn5v45p/f7tfkeEIIIXJvXEmYX/77KXzzg9OJBEwaYxa3/GMjNy3eQH1rMuNxLXGLPY0ywyxErvlNg7FFIQrDfsC7h7v7M6cxrSwfV8NdL23j50s2s7shRjSROdJLCCFE/8g4mKGUOlcptQR4Gq9KyxjgBOD7wDql1H8rpQoHp5miJ+WFIf50zXu55NSxADy5torL7l1JbTSR45YJIYToT4ZSfOTksTxw5RmcNWUEAK9uq+eqB1fzz/XVGZMrWo5LVVOcFvlgJUROKaUozQ9SVhDEUIpRhSFuv/xUFszwElX+c3013/zzW2yujkrieyGEGGC9RXR8GPii1voMrfU1Wuvva63/S2u9EDgFWAt8cFBaKTIK+U1u+9SpfPvCWSjgrcomFt75KuurmnPdNCGEEP2srCDITy45ke9+eBaFIR+tSZtfLNnMt/66jurmngfAtdbURZPUtiRwJQGjEDlVEPIztjiM3zQI+01+8JHj+cLZkwDYsLeFL/1xDW/sqKemJSGVY4QQYoBkHATRWt+gtd6d4TFba/2U1vqvA9c0kS2lFF9aMJXffW4ukYBJdUuCT9z9L55+Z1+umyaEECIL6hCWfyulOP/4UTxw1Rkds8hv7mrkCw+t4ok1VbgZPji1Jm2qmuKybFKIHAv4DMYVh8kP+lBK8ZmzjuNH/zabsN9kf2uS6x9/i7+/vZe9zYkjrvYkhBDiYFnn9lBKnaWUWqqUelUpdelANkocnvNPGMWTXz6b8cVhErbLVx5dw23Pb5GZPyGEGOICPoNxJYeWFLEkEuCmj57ALQtnMzIvQMJyueulbXz98bfY3RDr8RjLcdnbFKdRwu2FyCnDUJQXhigtCKKU4uxppdx1xRzGFIVI2S4/fvpdfr10K3sa4yRtGbgUQoj+5Mv0gFJqtNa6utOmbwIL8bKs/gt4coDbJg7DzNEFLP7qPK59+E3e2NnA7S9uZWtNlFs/eapkHBdCiCEs6DMZUxSmLWnT0JbCynIGeN70Uk6dUMzdL2/nn+urWb+3hS/+YTWff+8kPjl3PD7z4PmOxliKuOVQXhDs8XEhxOAoDPkJ+gxqW5JMLs3jN58+jVv+sZG1u5t49I1KKura+MHFJzC5LI9IIONtuxD9rj8quwgxVPV25/NbpdQPlFKh9P+bgCuATwEtA94ycdhG5AX449Xv4bIzJgDwzPpqPvHbf7Gvuefyi0IIIYaOvKCP8SVhRuZ5CRSzkR/yccOHZvLzj5/E6MIQlqO5b8UOvvzoWrbVtvZ4TMJyqGqK05a0+7P5QohDFPSZjCsOkxf0URT28/OPn8zH5owDYGVFA19+ZA1v7mykOS4JjoUQoj/0lhPkEuAt4B9Kqc8CXwdcIAJcMjjNE4cr4DP4n4+dxA8/egKG8pJtLbzzVdbsbsx104QQQvRBKUVRxM+EEREKw35UloMhcyeN4Pefn8vH5oxDAdtqW/nSI2v4/YodPZbKdVxNTUuCutakJGEUIocMw6sYMzLPi8667rxp3HDBDHyGYldDjC89soYl6/f1WhZbCCFEdnqNgdVa/x34EFAMPAFs1lrfobXePxiNE0dGKcVVZ0/mwavOpCDkY39rksvuWckTa/bkumlCCCGyYBpeWc32WeJshAMm1503jdsvO5WJIyI4ruaR13ez6OE32bC358phLXGLqqZ4jwMlQojBUxTxM6YohM8wuOikMfzqk6dQEvHTmrS58Yl1/H7FDqqb45LvTQghjkDGQRCl1EKl1ApgKbAeuAy4VCn1mFJq6mA1UBy5+TPK+NtXzmZyaR4px+Wbf36b//nnuzhyARVCiGEh4DMYVRhibHGYoD+7/E4njivi3s+ezhVnTsBQsKshxvWPvcVdL20j3kOFmJTtJU2NJiTkXohcCvlNxhaHCPlNThxXxN2fPo3p5fm4Gn6zbDs/XLyBnfVtUjlGCCEOU2+RID/GiwL5OPC/WusmrfU3gZuAnwxG40T/mVKWz1NfPptzppcCcM/LFVzzh9W0ylpwIYQYNkJ+L3dAWUEQn9F3QtOAz+Dqc6Zw96dPY1pZPhp4Yk0VVz+0mjd3Hbw80tWa/dEktdGELI8RIod8psGYohBFYT/lhSFuv+xUzp3plcResqGG6x5dwzt7mqVyjBBCHIbe7qCa8aI/LgNq2zdqrbdqrS8b6IaJ/lcU8fPAlWdw1dmTAHhxUy2X/vpVdtf3XEpRCCHE0FQQ8jNhRJgReYGskqdOH1XAbz49h6vnTcZvKvY1J7jhL+/wyyWbaU0cPBjemrClNKcQOaaUYmR+kFGFISIBH9+/+HiunjcZBWzcF+Wah1fz0ru1xFIyoSWEEIeit0GQS/GSoNp4VWHEUcBnGvzwo7P5n4+dhM9QbK1tZeGvV7Cyoj7XTRNCCHEIlFIURwJMGBGhIOTvc3+faXDFeybyu8/OZfbYQsCrHnbVg6t4dVvdQftbjsvepgQtsjxGiJzKC/oYV+IthbviPRP50SWziQRM6lpTXP+nt/jjyl3ST4UQ4hD0NgiS0FrfqbX+rda6x5K4Sqn8AWqXGGCXnzmRR65+DyURP00xi8/c9zqPvbE7180SQghxiExDUVYQZHxJhEig7+SpE0dG+H+fOpXrzp1GyG9Q35biB3/bwI/+sZGmWKrLvlpr6qJJalsSkohRiBzymwbjisMUhPy8b2opd10xh3HFYVK2y0+f2cRPn36X2pZErpsphBDDQm+DIH9TSt2qlJqvlMpr36iUmqKU+g+l1BLgwoFvohgo75kyksXXzWPGqHxsV/OdJ9Zx8+INkmhLCCGGoYDPYHRRiDFFYQK+3vOFmIbiY6eN4/7Pn8Hpx5UA8NLm/Vz5wCpeeLfmoHwgrUmbqqY4iR4SqgohBodS3oBnWUGQyaX5/PqKOR1z4FLPAAAgAElEQVT99/FVlXz1sbVsr22VfD5CCNGHjHdJWusPAC8Ci4ANSqlmpVQ98EdgNPB5rfVfBqeZYqBMGBHhiS+fzQeOLwfgwX/t5MoHVtEck7BKIYQYjsIBk/ElEUoLgphG7/lCRheF+PnHT+KGC2aQFzRpSdj89JlNfO+p9eyPJrvsazku+5oTB0WLCCEGV0HIz9jiECPzg/zsYyfx8dPGAfD6jgaufOANVu5okAktIYToRa9TRVrrZ7TWn9ZaT9JaF2mtR2qt36e1/onWurq3Y5VS9yulapVS63t47L+UUlopVZrh2AuVUpuVUtuUUjce2q8kDlV+0MfvPjuXLy3wKh+v2FbHJb95le37W3PcMiGEEIerMORnQkmEorAf1UvyVKUUF500hgeuPIOzp40EYGVFA194cBX/eGcvbqdZZa01DW0p9jXH5UOWEDkU9Jkdy2O+cu40bvjQTPymorIxzhcfWs1Ta6sksbEQQmTQ9+Lhw/cgcBfwh84blVITgA8CPSagUEqZwK/T++wBVimlFmutNw5gW495hqH49oWzmDmqgG/99R121LVxya9fZdE5U3h1ez2VjTEmlERYNH8KC2aV57q5QogcWraplnuWV8j7wjBgGF51icKwn4a2FG29lEUvzQ9yy8LZvLxlP3e8uI2muMWvnt/K0k21/OcFMxlXHO7YN55yqGqKU1YQ7DEPiZwjQgw8w1CMLgrRFEtx0YmjmTgizE1/20BjzOJbf32Hiro2vnLuVPKCfumTQgjRSe+Lho+A1no50NDDQ7cB3wIyLVg8E9imta7QWqeAx4F/G5hWiu4umTOOP11zFmX5QaIJm18+v4UtNVGKQj5qowluWryBZZtq+34iIcRRadmmWm5avIHaaILisF/eF4YJv2kwqrDvfCFKKRbMLOeBK8/g/PQyybcqm7n6odX83+pKnE7JUR1XU92coL412SUHgZwjQgyu4kiAMUVhTh5fzG8/czozRuXjavjNsu18409v89SaPdInhRCikwEbBOmJUmohUKW1fruX3cYBlZ3+vye9TQySORNLWPzVs8kLmADUt6XY25wg5Dfxm4p7llfkuIVCiFy5Z3kFflMRCfhQyvsq7wvDR7b5Qooifr774eP56aUnUpYfJGm73P1yBV99bC076tq67Nsct6hqipOyveUxco4IMfjCAW95zIQREW7/1Kl8IB3l8dzGGr771Hoc7UqfFEKItD4HQZRSD2ezLYvniQDfA27qa9cetmVMc62UukYptVoptXr//v2H2iyRwZiiMEURP4UhL8y5MWaxo64Nv6HY0xjLcetEf5N+JLJV2Rgj7De7bAv7zSHzvuC6uku0wmAbLn0p23whZ00Zyf1XzuWjJ48BYFN1lEUPv8nDr+3C6pQTJGW7VDXFaUlYQ/4cEcPDcOlLQ4nPNBhTFKKsMMR3PzyLa86ZjAJiKYfq5iQtcasjakv65LFD+pIQB8smEmR25/+kc3acfhg/ayowGXhbKbUTGA+sUUqN7rbfHmBCp/+PB/ZmelKt9b1a67la67llZWWH0SyRyXEj8ijND1BeEAS8i+i2/W2U5AVy3DLR36QfiWxNKIkQ71YmNW45jC+J5KhFHttxaWhLsbshltMyrsOpL7XnCxlfEiYvmDlFWF7Qxzc+OINfffIUxhWHsV3NA//ayZf+uIbN1dGO/bTW1EWTjCoIEUt1zT0yFM4RMbwMp740lCilKM0PMqoozBXvOY6fXHoihvKWr+1uiFHXmkJrLX3yGCJ9SYiDZRwEUUp9RykVBU5WSrWk/0WBWuBvh/qDtNbrtNbl6Uozk/AGO07rocrMKmC6UmqyUioAXAYsPtSfJ47covlTsF0oCPmYUBJGAbar2Vwd5fmNNblunhAiBxbNn4LlaGIpG629r5ajWTR/Sk7ak7Jd9keTVDbGaYqlulQyEdnJNl/IqROK+d3nTuffTx+PofCSLj66hnte3k6y08DTv58+noTl0pq0hsQ5IsSxKD/oY2xxmHOml/H1D0zHNBQaqG5JsKshRtJypE8KIY5ZGe92tNb/o7UuAH6htS5M/ytIl8n9Tl9PrJR6DHgNmKmU2qOU+o9e9h2rlHom/XNt4DpgCfAu8Get9YZD/L1EP1gwq5xbFs6mvCAEwEnjihgRCZC0Xa55eDW/WbatSzI8IcTRr/P7QnPcorwgxC0LZw96lYGE5VDTkmBPY4xowpL3on6QTb6QkN/kSwumcuflc5hcmoer4U+r9/DFh9/k7T1NAJw5ZQTXnzedolCAhrZUzs4RIY51AZ/BuOIwnzpzIt+76HgK0hFf0YRNJOhj+qj8HLdQCCFyQ2Vz46iUKgGmA6H2benqL0PK3Llz9erVq3PdjKPa/miSRQ+vZs1u72b3klPH8rOPn0yo2/pvMSgyL+Q/AtKPxFDWlrRpjlu9LnkZVRjqdXlHD6QvdeO6msZYipaEnXGAyXJcHn19N4+8vhs7nYfl304ZyxfnT+5SNjfkNykrCOI3BzUXu8gN6UtDVHPMojaa4N7lFfzfm3sAGF8S5o7L5nDacSU5bp3oQc770qQbnx6IJgy6nT+7ONdNELmTsR/1eZeolLoa+Bpebo63gLPwIjzO66/WieGjrCDIY9ecxXeeWMcTa6p46q29PP9uDYUhP5NG5kndeSGGqGWbarlneQWVjTEmlESGVV/VWhNN2jTHrC7JOMXAac8XUhj209CWoi1pH7SP3zT4/Psmcc70Un7x3BY2V0f529t7ea2inm9+cAZnTh4BeFE7VY1xSguC5GcxODWcz1Uhhqq1uxv5zbLt7G5oY2JJhKrmOHsa43z2/tf58SUn8m+njMPopWKUEEIcTbKZlvkacAawS2t9LjAHkNTCx7Cgz+TWfz+FT84dD0Bb0vHW5De0Sd15IYagZZtquWnxBmqjCYrDfmqjiWHRV11X0xRLUdkQpy6alAGQHMgmX8iUsnzuunwOi+ZPIeAzqI0mufGJdfzPPzfRErcAcLWmtiVBbTSB20v1nuF6rgoxlLX3q/q2JCPzAiilKQ77KQj5aEs6/Oef3+aXz23GsnOXVFoIIQZTNoMgCa11AkApFdRabwJmDmyzxFCnlKKyIc7owiCG8hKmVjUnSFqO1J0XYoi5Z3kFflMRCfhQyvvqN9WQ7au241LfmmR3Q4yGthS2K4MfudZXvhDTUHzqjAn8/nNzOWV8EQDPb6zhqgdX8fKWA/MmrQmbqqZ4xuVMw+1cFWI46NyvDMOgIORPJ72PMHN0Aa6G3yzbzlceXUtTLJXr5gohxIDLZtH0HqVUMfAU8LxSqpFeStaKY0dlY4zS/CAFIT8769uwHE1NNEncclj6bg2/e2WHhDMLMQj6Wj5Q2RijOOzvckzYb7KnMTbYTe1VynZpjlu0JjPnoRC5VRjykx/wZcwXMq4kzK2fPIV/vLOPe5dX0Biz+O+/b+Sc6aV87QPTGZEXwHJc9jUnGBEJUBTpel72dq7KMhkhDk/3fqWUIj/o9eP7rzyDG/+6jrWVTTy3sYYVP1vKDy4+nsvfc1wOWyyEEAOrz0gQrfWlWusmrfXNwA+A3wOXDHTDxNA3oSRC3HII+U2mleWTF/CSo7YkbL7y6FqqW+ISzizEAMtm+UB7X+0sbjmML4kMdnN71J+VXlK2yz/X7+s1cao4Mu35QsaXhHtMQGsoxcJTxnL/5+fynnRekFe21nHVg6t4dn01Wmu01tS3JdnXHMfutMwp07maH/TJMhkhDlOmfjVxRB6V9TGqm+MUhb2+HEs5fO+p9dz54pZcNFUIIQZFxkEQpdTHOn1fAqC1fllrvVhrLbFygkXzp2A5mljKxjQUowoPJL2LWw77mhI0xVJUNyeoaopx/eNr5YZViCOwbFMtl9+7knn/u5TL713ZMTPe1/KBzn1Va++r5WgWzZ+Sw98GYimbvU1x9jbFe0y8mS2tNRv3tnDbC1v4xG9f47/+7x2WbKjux5aKnvSVL6S8MMRPLz2RGy+aRWHIRzRh8/Mlm7nxiXVUtyQAiKccqjq9/pnOVa31Qee55Thc//jaLv1BCHGw3q4Bv391J+GAyZiiMOOKQhgKXA2/en4rD7y6A611j9ceIYQYznqLBPl+p+9fHOiGiOFnwaxyblk4m/KCEM1xi1GFYe66fE5HyGXCdtnTlCDluPgMRSzlyMydEIcpU8TH1too4W4lqrsvdeneV8sLQtyycHbOlhK0Jm32NMaobk4cUcTG/miSR1/fzVUPrua6x9by97f30Zq08RmKnXVDa6nP0ay3fCFKKS44YRT3X3kG759RBsCqnY38x4OreWptFa7WOK6mpiVBXWuS988s6/FcbU05Xc7zaMKiLpoilnIkMkSIPvR2DahsjKUHzw2KIgEmjojgNxUa+O+/b+TK+9/g+0+tkygsIcRRpbecICrD90J0WDCr/KAPUsePKWRnfRv7mr2ZPss5ENq+uyHGlQ+uwjQUC08ezW2XnTao7RUiFw43l0Hn41riFnlBk6JwCIBIwEcsZZOyXeKWQyRw4O28p6UuPfXVwaS1piVh0xI/sjK3ScthxbZ6lmyo5s1djXReODMi4qc16c1w/n5FBQrN9efPOPLGi6x0zhdy19Kt/Hn1HuKWN3jxydPH88OPnsArW+u4/cWtNLSluGPpNl7aXMt/XjCTiSMitMQtEpbD+6aVHnSuTlgeoTaa6DjP90eToCBoGrQmbfZHkyRsLzLk6nmTea2iQXKHCNFJpmvAhJIDfcs0FHlBH6MKgjTHbaJJm5e31uEzFHa6qpOhoDjs557lFVn3qzte2MJ9K3bQlnLIC5hcPW+yvDcLIXKqt0iQsFJqjlLqdCCU/v609n+D1UAx/CyaPwW/afR6cjmu5sm39jHpxqc5+eYl3PGCrD0VR6fDLfnZ/bhYyqEumiKasDr2CftNAqYakktd2jmuprEtxe6GGPWth1fmVmvN+qpmbn3OW+7yk2feZXWnARBDQX7ApDFm4WqN3/QGgm5fuk3eWwaZYSgeWbmLh17bRdJ2MA3vtXjgtV184NaX+fHTGykImJw+sQSAdVUtfPEPq3n09d04riZlu1Q1xWnpdJ7DweH8iXQpz7yAyd6mBLar8RmKtqTN7Uu3saOuVWathcjCQX3LclBKcdNHj+eTc8cDdAyAAGgNDTGLDXubs3r+O17Ywm0vbKUlYeO43mD4bS9slfdmIURO9fY5dR/wK+CXQHX6+1vT/3458E0Tw1V72KXqoYxiT+TDijiaHW7Jz+7HBX0GqPQMeFrccpg+qnBILXVpl7Jd6tJlbhtjKRz30JOd1rYkeOT1XXz+gVVc//hbPL1uH20pB0OB31QYgE+BqaA15aABhcJQBj7DwFBw34od/f67id7dt2IHpqHwmyZoRftLrwG0Zk9TnIq6Vr7wvkmMKgxiOZr7Vuzgy4+sYXttK1pr6qJJaloSHedN93D+vICPkXkB2lIOSnnJWNFeCL+hIJqwpcSuEFnoaanMj/7tRD5x+gS+feGsg0LB29/J21LZLWX89bLtdH/31+ntQgiRKxmXw2itzx3Mhoijy4JZ5RSHfbQkbJSGVC8fgCxHo/BunCU8UhxtDrc8bffjSvOD7G2Ok7AdtNbELacj4iPXS106S1gOzXHrsBOdJiyHV7bWsWRDNWt3N3W5efZyQmgSltuxzM5UCsNQ4HoRJrarO/JSGCr7G3XRf9pSDu15Up1ulX6sdCBQY8zi6XequP+q93Dfih08tbaKrbWtXPvIGi4/cwKfec9xgE3ScikrCBIOmF3O8/ZIqYSdxGcoXBdcDoTrpzpFHA3FctBCDCWZriEj84MHDWC0y3ZgO2n3HP2XabsQQgyG3nKCCHFEZowqZEddK9GETaqPDyIar7SuEEebzuut22VTnrb7cYVhP0nbIZbyBhnGD7FcB21Jm6a4RfIwEp16y11aWLKhmmVb9hPr9H5REvEze2wRm6pbUGga26wuN+WWq+k8xNT5MVfTUbpbDJ68gEnc8iJ2eqt2XNNq8ZfVlXz1vGmcO7OMXyzZTGVjnD+u3M0rW+u44YKZnDC2kH3NcYrCfkbkBVDKG+BaMKucW4DrH19LLOUQ9ClK80PUtSZJOS4B80Cg61AqBy3EcNNe2al7V/YZitaERX7I3+NxQggxlPW2HEaII7Jo/hQCPpPRRSEKg9mdahfetmxgGyXEIDvc8rQ9HRfwmdxx2Rxe+fZ5PHbNWTkfANFaE01YVDbEqGlJHPIASHVLgodf28Vn73+Dr/3pLZ5ZX90xAKLS/xpjFiu21VHXmqIxZqEMdVB4tu3qLttc7WK7Lq6Gq+dNPpJfURyGq+dNxtVgu33P9D7w2i7Ou/Vlvvb4W9S0xAn6vFdyV32Mrz62ll+/tI14OrqoqilOqtPs8YJZ5dxx2RzGFocZXRSiIOSjMOzD1VAQ8g3JHDlCDDdXz5uMYSh8BviNA5USbFfz8btfY2dd2xH/jDte2MLJNy9h6nefkTxxQohBIZEgYsC0z9Tds7yClO3iN20a4xa9RVBuqmlj0o1PUxjySfZwcVTo3A/2NMZ6jODIVD2mr+Nypb3SS3PMyuqDbmdxy+GVLftZsrGGtbubujxmKLrmj+jGdsFUXgJMq3OiPry8ID4DDMMgabvkB6UCQa60/83vW7GDVtcG3fPr2ZkGvPGvrq/rX9dU8a/t9fznBTM4bWIJVU1xRuYHKEzPPnfvJ5NG5nP5GSN4raKBPY0x8oM+/Ibm+39bz4TlQ6cPCTFcdO7PXnUXxQlji1i9q5HNNVEu/c2r3HnFacybVnpYz3/HC1u4fek2jPR7eHueuM4/Wwgh+pvSvcWqAkqpvwL3A//UWg/pBXxz587Vq1evznUzRB9OvnlJj6GVnflNL5ne186bJhfBzAakdLX0o8HVntvAbyrCfrMj18dQSG7anetqWhIWzXHrkBKdulqzbk8zz26oZvmWOuKdIkYMdeBEdrJ8yqDPwHbcLvvPHJXPdy46/nD/ZtKXBtCyTbV84aFVvQ6Ad2cqbxBEKdVxrn34pNFc+/6p5Ad95AV9lOYHO/K/ZPq5w6VvHUWkLx0DkrbD39/ey82LN9KatPGbiu99+HiuPPvgyLtJNz6d8Xl2/uxiTr55CXHLwWcciBi2XZew3+Sdmz80IO0fJnLel3p77YaTnT+7ONdNELmTsR9lEwlyN3AVcIdS6v+AB7XWm/qrZeLYc/W8ydy+dFuvH6JsR6OB217cymsVDTJ7J4atTFEe7dvX7G5EKRhVEEIFvGoWsZTNPcsrhsw5bzsuzXGLaMLG7WPgvLN9zXGe21DDcxtr2Nec6NjuNxV5AR8+U1ES9rOjvg3DUDh2ds/tuK73N8sPEPT75EPtELdgVjlf/8D0jtleK4vRLtNU2I5melk+hqHYuK+FZ9ZV8/qOBr5x/nTeN7WUpOVSXhgk5O8570vnCkstcYu61iRJ2+VLj7zJpJF5RJN2lz4phMhO0Gdy6ZzxTCzJ47/+8ja7G2Lc/PeN/GLJZk4cW8iXFkzLuk91TqTcTpJaCyEGWp+JGrTWL2itPw2cBuwEnldK/UspdZVSKmM2JKXU/UqpWqXU+k7bfqSUekcp9ZZS6jml1NgMx+5USq1L7ydD/0eZ68+fwdfOm9brPu23yFpDbTTBTYs3sGxT7cA3Toh+1D4TXRtNUBz2d5zLd7ywpWO747q4rmZvc5yWuAUMnWoWCcuhtiVBZWOc5riV1QBIPOXw7PpqvvGnt/j0fW/w0Gu7OgZAZo0u4GsfmMb/LXovQb9BScSPUgq/afSaQLO7SMBHcdjPlLICGQAZJtrf98MZBiw6U3jv/QFT0RRPcftlp/KVc6cS8hnUt6b4/lMb+NE/NlLXmmBfc4KmWKrH56lsjBH2m7TELfY2x7EdDWjilsvW2lZMJdcXIQ6XaSjOnDKCry6Y5pVwxxu4eHtPM999cl3WfSovYB4UJSZJrYUQAy2rnCBKqZHAZ4DPAmuBR4B5wOeBBRkOexC4C/hDp22/0Fr/IP2c1wM3AddmOP5crXVdNu0Tw8/158/gmXV72VTTd0KtoTgzLkQ2Os9Ew4Fz+b4VOygrCBIJ+Aj6TC+xp4a61iSFYX/Oq1m0JW2a4xaJLBOdulrzdmUTSzbUsHzLfhKdkleOzA/wweNH8aHZozhuZF7H9jGFYerbkoT9JiPyAtS2JDGATGsuDeUtjZAlcsPX9efP4PrzZ3DHC1u47YWtGZdEmoa3FqYg4md0YRjTUHz8tPG8b+pIbn1uC2t2N/HS5v2s2d3EdedO47xZZcQth7L8IL5OVWHaKyzVtSYx8Eopp2xvkMU0FHWtKaaU5cv1RYgj8MRbVYwpCtIct2mMWSRsl9pokluf25JVn2qPDrZdtyMvlCS1FkIMtD4HQZRSTwCzgIeBj2qt96Uf+lNvURpa6+VKqUndtrV0+m8efedKE0exZ7+xgAtvW5bVQMhQmRkX4lBUNsYoDncNmAv7TdpSDhPTM+JlBUH2NiUATcrJXTULrTXRpJfs1HKyS/9U1RTnuQ3VLNlQQ2002bHdbyrmTSvlwhNHc9rEkh7zNlx2xgRuX7qVuOUQCZgUR3w0x238JjiuV3lApxNqag35QUmWfLRofw3vfnk7cavruWYqLwKkKOLHb5osmj8Fn2Fguy5jisL84hMn88y6an67fDvNcYufPPMuSzfV8vXzp5OyXUbmB8kPerc2i+ZP4abFG0jaLqbhfbDSGvyGQilIpc9zub4Icfjar3P5QT8hn0l1SwLb1azf28w/3t5LQdAkmjx4QL0g6F0DD068KkmthRADL5tIkLu01kt7ekBrPfdQf6BS6ifA54Bm4NwMu2ngOaWUBu7RWt97qD9HDA/PfmMBAJffu5JN1c00xbomTDWUl48g5bg5nRkX4nC0z0S3R4KAl/k+L2CmP/z7KAj5GVsM1c0JNFBeEBrUHAWO65W5zTbZaSxl8/Lm/Ty7oYZ1Vc1dHjthTAEXzB7NeTPLyQ/1fnk5c8oIvsZ0/rS6kpqWBFNKC/jSgqkyG3+MaI8K6aw9T073akiuq2mOWzSll4tdfPIYzpw8gttf3Mq/ttfzWkU97zzYxKL3T+Xik0YTC/spzQt2VI65/vG1tKVsQj4D5fOWXnnLbbyokVxHXgkxnHW+zo3MDxDwG+xpiOFo+OpjaxlbHMI0oCXh4Grvvq4o7GPW6KKO5+jp/UCI/tIfCV4luerRJ2N1GKXUx3o7UGv9RJ9P7kWC/ENrfWIPj30HCGmtf9jDY2O11nuVUuXA88BXtdbLM/yMa4BrACZOnHj6rl27+mqWGII6Z/G3bIc9TYmONaKG8kKXC0M+Zowq7Jgh7ynZ5DGm3zKHSz86cj0lQAV6rE7xidPG8Zc1VTmtWnEoyU5drVm7u4klG6p5ZWsdyU7LXcryg3zwhHIumD2aiSOy+yAZ9JvkBUwiAR+B7hnxusmUWLafSV8agrq/9lfPm8xJE4poTdiAF720bPN+7ly6rWOAZM7EYv7zgzM4bmQeZQVe0tTO1xfbcalq8nLUjCsO4TONjr4Hcl3pB9KXjjE9VWGKJR38PoPdDV6EVcBUoDUu4DMMCkI+fvGJUzr61yC9zw83Oe9LR0t1mP4ggyDDVsZ+1NsgyAPpb8uB9wHt0SDnAsu01r0OkqSfYxKZB0GOA57u6bFu+90MtGqtf9nXz5MSasNb51nA/KCXzb8qnVBRARNKwvh9Bs1xCwUUhv3HetnDnJdPE57eSnECPc5uZ5r1HmhJ26E5btGWdOirRPqexhhLNtTw/Mauy10CPoNzppVywexRGZe7dBdOD3rkBcwueRt6M4glTqUvDTG9vfZnTR1JQ1uqI2dNc8zirpe28WI6EWPQZ/CFeZP52JxxjMwPMiIv0KW/5QVMlFK0Ju2Ovgc9D1geg9eVIyV96RjU0/XstONK+PZf3+Gf66sB78QwFPh9BvlBH79MD4JIKeuMct6XZBDkABkEGbYOvUSu1voqAKXUP4AT2nOBKKXGAL8+rFYoNV1rvTX934XAQaV2lVJ5gKG1jqa/vwC45XB+nhheFswqP+iCt/DOFWzY14LjanY3xr1IkXR5xfq2VEdoZXHYL4ntRM5kSoB6z/IKHrvmrINmu77/t/WDPtuVsByaYhaxlN3rfq1Jm2Wb9/PchmrW723p8ljQZ3DxiWO4ct6kjrwLmSjl3dBGgiZ5AV9WAyXd9fZ3lb5+dOvrtR9bHKY1adPYlqIo4ud7Fx/P+OIwf3xjN0nb5e5l27l/xQ6+/P6p/PsZEzh7emmP58xwKlUtxFDV0/0bwJ2Xz2HBL15iT5O33NPR4HM1PkN19K17lldgOQ71rTYpxyVgGhSGfV36nkSKCCH6WzY5QSZ1SoYKUAP0uXBPKfUYXuWYUqXUHuCHwIeVUjPxCgDsIl0ZJl0q9z6t9YeBUcCTSqn29j2qtX42699IHFUaYimml+Wxoz5G0nY7BkDAS3LXXkqxIWaxYW9z5icSYgBlSoDaOdli59muzuVyb4EBvZnLptKL42rW7G7kuQ01vLKtjpTdNVmlwYH8PC9tqeXMySM4c8qIg55HKUUkYJIX9BHxmxiHMfDRWTZ/V3F0yua1zw96kUUtcZtn1+9j8Tt70a7uqDKUtF1ue3Er6/e28O0LZzK6ONxl8K5zn3RcF0Mp9jbHgQORhnKuCXH4fKZB3HI6qr4AJB1NbTSJnU5MvLU2SnPMwjAUpqGwXU1dNIXlRIHcXTuFEEe3bAZBlimllgCP4SUsvQx4qa+DtNaX97D59xn23Qt8OP19BXBKFu0Sx4D2hFumostFtJ0GlPK+aUtlV85TiP6WKQFq52SLgxnVoLWmNWnT1Eell931MZZsrOb5jTXUtaY6tgd9BpGASTTh5VkwDW/5iutq2lI2j6+q7BgEMZTqiPaIpJcZ9Jds/q7i6JTta6+UV0nmyZvy+YAAACAASURBVLVVxFI2puGVwnVdjZW+YDz/bg3b61r51odmctpxJZTmBTHSM9HtfXIolqoW4mhgORrTUPjS32u8e7nmhI1lO96gu/KuJeDd07lKdwzGS0SgEGIg9LkwW2t9HfBbvIGJU4F7tdZfHeiGCQFeiUPL8UqHZkpf0L7dzaKyhRADof08jaVstO65zG1lY4xwuixuu/6eaXZdTXPMorIhzv5osscBkNaEzd/f3st1j67hygdX8dgblR0DICeNK+KGC2bwl2vfC4Dtev9StovtuFiuJmVrNu5rZt2eZkYXhThuZITyghB5QV+/DoBAdn9XcXQ6lNd+2aZa1lY2kbS9gY+k7XYMgLSr2N/Glx9Zw6+e20LF/lYSltOlT5YVBNMlmTUpx5VzTYh+EvAZB+7jOm23HM1lv3sdQ3lbXVejte64lwuY3vVkMK6dQohjTzaRIAD/Amy8ifc3Bq45QnTVXuLwi39YRaYhDoU3c9BXjgIhBkr7edpbotOBjGqwHZeWhE000XOZW8fVvLmrkSUbqlmxra7LsrJRhUEuOGEUF8wezbjiMABvVDTQmjyQO6R9LXc7w1Dc+vwWisL+AZ2Jy+bvKo5O2b727aHySqWXR/bwXGOLQvh9BrvqYzy+qpIV2+q44UMzGV0YojGWGhKlqoU4WoXMzIPjb+5q9HKABE0Stu7ICVIQ8jO5NB+QiEAhxMDo81OjUuqTwC+AZXj3GHcqpW7QWv9lgNsmBODdDPt9JlbK6fEmV+NFgziuw+X3rpQbV5ETmRLDtVs0fwo3Ld5ALGV3yYB/JDPNKdsrc9uatHus9LKzvo3nNtTw/Ls11Hda7hLyGcyfUcaFJ47m5PFFrN7RyK1LtrCroY2U7ZKwvL7WU38z0skjfaYalHDkvv6u4uiVzWvfHio/qiDEroaeZ4b3NSc4aVwRH5hVzrIt+9nTGOdrj7/Fe6eMoC0daRJJJ+8tLwxJVQoh+lFDvOdk3H5ToZQiZbs0xFzKCgJMLsg76No4ENdOIYTIZur8e8AZWutaAKVUGfACIIMgYtAkbRe/4c1GZ1oWk7Q1Kyvqea2inkjA5Nr5U7j+/D5z+AoxKPozqiFhtZe5PfjmsiVu8dLmWp7dUMPm6miXx3yGYkxRiKvPnsw5M8sAL+rj9qVbsR2HaNwC5fUzAy/CymeoLpEjE0oiFIb9aK0lHFnkXHsCVRVQPeaNAm8gr7olzv7WJB85cTTPvVtL3HJ4raIBRXsOHIOZo4tkEF2IfhbLkK/NcjR/ufYsvvTIGvZHk9RGU8RTLrPHFnLt+6d29MMFs8o5/a09LH6nGsf18ossPHm09FMhxBHJZhDEaB8ASasni1wiQvSnvIA3+h80DZK2c6AyDAcSpnYuaBFLOdy+dBuADISIIeNIoxoyVXpxXM2qnQ0s2VDDv7Z3Xe7SXqBFAWhNwrL57SsVBP0mZ04ZweOrKwmYiuaYk87Ob+C4DlpBwDDwmYqASafShV7FDglHFkNB51D5sN8kZjldBsrbA/Hbkg75QfjnhmoKQyZJy6sgo4GE7aIUfOSk0ZwzoywHv4UQx6a5k0aw+LqzueYPq1lX1UI0aZMX9DF3UknHPne8sIXF71RjKPD5FK6Gxe9UM7l0i9zfCSEOWzaDGc8qpZYopa5USl0JPA08M7DNEqKrq+dNTg90uB0zfe0DIAGz59PYcTW3vbiVy+9dybJNtT3uI8RQdyDZaYyalkSXAZAddW389uXtfOrelXz3yfW8vGU/lqMJ+01GRAKU5QdQeIOEjgZbw/5Wi/rWJPetqKC8MMT+aIKCkB/L1R0lbX2G6pIksiDkw9VQGPZJglIxpHROoFqaH+gxUtBvKlKOS2vSwXE1dW023VMGxy2XH/59I4+s3EVcKo0J0W8yZQRp3z6mKMxXz53GyLwAAC9uquWC/7ecXfVtANy3Yoc3AGIYGMpIf/W2CyHE4eozEkRrfYNS6mPAPLz3rHu11k8OeMuE6KR9tP++FTuwHBsFlBcEaU3a2E6G9TF4S2ekprwYjmzHy/cRTdi4nT7ZNccsXtxUy3Mbq9lS09rlmDkTi/nQCaM4Z0YZX3hwFZbt0lP3sBzNjvoYq3c0MHFEHrXRBAHT8EqEpksVhnzeLaoGJpfmc8WZI3itokESlIohpfsys0jA9CoZpU98v2mgFPgNRdxyelwu0852NTct3sAL79Zw00dOYNqogsH5JYQ4ivkMsHqo1O5Lz18t21TLj5/ZRFHYh89Q1EST7G1KcPEdK7jns6fTlnI69m1nKGiTwUohxBHIqpyG1voJ4AmlVCnechghBt3158/g+vNndFQD8JuKkN+gqinR63FeaTWHe5ZXAN7NcmVjjAnyQU4MQSnbpSmeoi3pdCQ7tR2XN9LLXV7bXo/d6ZPc2OIQHzphNB88YRSji0Id28cUhnlrT1OPP0PjzY7fs7yiI+lcYdhHXTSFmy5XODISIOAzuySJvH6Afud2yzbVSv8Uh6x9mdmyTbX877Ob2FLbit9U2K5Go9EuFOb5iVm9f2gqCPqIJm2Wb63j0rv/xdfPn87nzjoOv8/s9TghRGaGYYB78CiIYXgjG+3JjSMBH3lBPyG/SWVjjNakzefvfwOf4UUzGp1CSlztLZNuJ9cOIcShyrgcRil1llJqmVLqCaXUHKXUemA9UKOUunDwmihEVwtmlXPLwtmUF4RwNUwry+t1/+37W9nbGGNlRT1ffHg1b+5qoLo5ztrdjdzwl7dlqYwYEhKWQ01Lgj2NMVoTXsWK7ftbuXuZt9zl+09t4JWtddiuTi8DU4R8BrGkzdrdTeyu95KU+k2D4kiALy+Y2uvPKwia7GmMdfSnSSPzKYr4CftNikI+JpfmD2qVjPbBzdpoguKwvyOCS/qnyEb7+ZNyXMYXhzDUgaVdRRE/k0bmkx/ofTDj8jPGU5bvheRHEzY/+se7fOTOFWytifZ6nBAiM8vpIQyk0/bKxhi241Kxv5VN1S3UtSYZVRDAZ3gDmUlbYzmauOV0/HNczdXzJgNy7RBCHJ7eIkHuAr4LFAFLgYu01iuVUrOAx4BnB6F9QvSoe4LJqd99BidDnHO8Uxxme4h0wFRooDFm8b/PbpIZA5ETWmvaUl6ll2R6lropluLFTbUs2VDDttoDy10UMLUsn7rWJKbSNKeXybQmXKqaY9z50jZuzj+BD84eDcAFJ44m7De6nP+dRRMO08oLgaFRhrbzbCBAJOAjlrIHpQyvGP66nz+F4QCxlE15QYjHrjkLgMvvXclrFZmDWZ98ay8NbSl86QpJGthc08rFd67g6x+YzjXnTMHXPS5fCNErpRRob6llO63T24H8gMm2/W2YSmEqhe1o9rdaTBoRZkxJhFe21nV5PkN5USAnjy8G5NohBsekG58+ouN3/uzifmqJ6C+9DYL4tNbPASilbtFarwTQWm9SKlOaIyFyI+I3iCazXx+acjSG0iigoq5t4BomRA8cV9OSzvdhuy6W4/J6RQNLNlazsqKhy4CeaSjK84N8/r3H8efVlcQsm5TddcCvvjXFqMIg97+6s2MQBOBL75/Kr17YetDPNwDLdYdUYtP2Uqedhf2mlOEVWcnm/Fk0f0rGQRBTedEfSilcrencw1K2y8+XbObXy7aRFzCZWlYg4fZCZCnsV7Qm9UFJiyN+77OEUgrH1didep0C/D6Th646k7N/tpR9Ld6yZ7+pmDjCq0rWPshR2RjDVFCxv7WjillpfkCuHUKIXvU2pdF5+jDe7bFeUosJMfhOHFdMScTXZc2oz+h9sE6nK2a4vWXKE6IfJSyH2miC3Q0xGmMpNlW3cNdL2/jkPSu5afEGXt1Wj+Nqgj6DSMCkvCDA5JFhfKbinlcqqKiPobudr+3VX+qiKbbWdg3bv/78GemlAV33D/gNppflD6kPcRNKIsS75WyQMrwiW9mcPwtmlTNrVD5mt/5QEvHhMw1Sjovj6ozJU9uSDvujXr/9/lPrJNxeiCycNK6E4vCB+zNDQXHYx4njvDK4VU3xgz5U6PR2w1CYpmJcUQiFF81bUddG0nI6BjkKgj6qmhLYrsZML6GpakqQH8wq7aEQ4hjV2yDIKUqpFqVUFDg5/X37/08apPYJkZVF86dQEAowuTSPE8cWMrUsj7HF4Yyl2eDASJ7tarmZFQNGa000YVHVFGdvU5zd9TH+vLqSq/+wmmsefpMn1lTRHLdQwNzjSvj+xcczc1QBI/MC+E2DyoY4lY1xGmOW93zdn590wjjlzVh39+NLTmJ8SYSpZV7fmFKWR3lBiBsvOn6gf/VD0rnUqZThFYcq2/PnxouOZ1y3/lAQCjClNK/H8rrdtS+jrI0mufX5zQPzywhxFFk0fwqF4QP3Z5NL8ygMBzr6ZqYqL+3bJ5REcLQm2F6xTMOepoQ3YOnqjgTi6E7/4MB2IYToQcZhUq21pEMXw0b3MontJTy/8NAqb+0pmcOXNHDVQ6tQQH7Qx9XzJneU5BXicNmOS0vCJpqwSFgOr1XU8/tXdlDZ2DWwbuKICBecMIoPnjCKsoIg4JWC9iuobk7gdDt/exjn6EgCGTAPHvbL1DeGUhQIDJ92iqEp2/Mn034AX3hoVa8ldDtLOZp1VS1c+/CbbK9tYXejF64/pTSPb184S85bIdL66puZ8rm1b3/vlBGs7GEZ297mBFc/tIrmhEVJxEd9m9VRRWZknl9K6AoheiWxYuKo0VNyx/ygj7aUjdb0OsvX/ljccrh96TYAGQgRhyVheYlOWxMWW2tbWbKhhhffraElYXfZr3244rwZpXzmrOMIB0wiAZNIwMfkkXms3d2Imx4A6TwK0tOAXtBnUJCu6NKToZD4NBvDpZ1iaMr2/Mm034zyfCrq2kg5mS8W7f2vvXLFsxuqAS+niGkotta2csNf3uYXnzhFzmUh0nrrm6ahehwIMdPrZ55Ztw9D0eMA5dLN+wmYBrbj4vcZpHOw0hizmV4eOvgAIYRIkzTn4qjmlVBTHRfT3mjSMw9ac9+KHQPeNnH00FrTmrSpaoqzvqqZB17dwdV/eJNr/7iGJ9dWdRkA8RmKgKkI+AxMA/66torjRkYYVRiiIOTHNJQX2u+6B6J7O938tS9/8RkKn6E4bkSY0UUhAj5Tlo4IcQRuvOh4RheFGVMUxJ/hmtHeFUcVBikOH5hHcjTYjsZ2NftbU1z/+FpZZilEFiL+nj+KtG/fkS7/rpQ3CGko78OLqbzvU46LCziOK8thhBBZG7BBEKXU/UqpWqXU+k7bfqSUekcp9ZZS6jml1NgMx16olNqslNqmlLpxoNoojn7Xnz+Dr503jbD/wOou1e1rZ246Wer/b+/O4+SoyoWP/57unp41G0kmhCSQAAnBAAkQUNkMEJTNiCISLgpcRLn3VQG9qCBcLqLeC4IiXK8SBMQNEBEkyB4xhLBDSEJCVrIRkjDZM3sv9bx/nOpJT6d7piczvc08389nku7qquqnq+t0VZ065zkNrbE0rxrTXtxTdjRFWFnXwMNvfsB/PDyfL814lbteXMVqf9ShUEAYXL171Ap3EicExFXONUU9UkfcmjK+lrFDa9olkivzKz0CAmXBAAcPrWZsbQ2eQm2/Cm6aNsHuPBvTDVPG13LTtAmMHlzDgKrdZTYguy+4wN2h/sk5h1NTUUZQdh9LknuqNUXi3DBzsVWEGNOJ1MT2AXHJig8b4YbAjXueS2LvD1vtqStrInDfJce0Db0bU1chEgoKIwZWWHcYY0yHctkd5n7gl8Dvk6bdqqr/CSAiVwA3AP+WvJCIBIH/A04D1gNvishMVX0vh7GaXuyKqeO4Yuo4Zi+t44aZi4nE4mxtjAAu03g6nsIRNz5r+UFMWq7LS4R5a3fwzKJNvLCsjvqW9BVnMU9pjsTbmtHHVQmJq3/2FKrD6dMvXXPGoXz3kQVsb4q2nRyqwj7VYW6zpvbG5ERys/07Zy3njhdWujvPfnN8UbjylIOZMr6WUXOq2NLQSjzmEU05lMQ8Zd22Ji65/00+P2k4t08/qgCfxpjid/lJB3LDzMXsU11OZVmQ5mi8XVLjcChILE2FRjgUZMohtUwcMYAF63e2VZA0RuJEdzRz9OjBef4kxphSkrNKEFWdIyKjU6btSnpaTfpclccCK1V1FYCIPAR8DrBKENMtycm5YvFdROJKNJ65xceulhg/n7WCn89awZCaMBVlQUZZssY+y/OU+tYYq7c08NS7m3h28SbW+s10O9MU9QiQdBdLPf//RJetPU0ZX8utX5zILc8sZZXfquTgIVVcc8ahvXL/m720jhlzVvHB9iYrZ6bH7c3+lagAv2fuahojcarDwXYV45efdCBXP7KAHfFoh0mnHpu/kcfmP0l5UPjGyQdbxboxSTpLnJom33e76S3R2B4XExEP6na543NnZd+OPcb0TXlPjCoiPwEuAnYCJ6eZZQTwQdLz9cDH8xCa6QNSk3ONvubJrJbb0hBhQEWIulALN8xczE3+ukzv1xqLs7m+lecXf8TTizfx1pptWY8gkSwYFMRTECHmsccFVTp9JVFoopVWWVAYWFlGXb2VM9NzurN/JVoSpjNlfC23fXEiNz+9hKUfNXQaR2tcuX3Wirb1GmOcjo51IkIwQFuCe5HEn6sFWfpRY9rl3t/SzH0vreL+V9dmLPt27DGm78p7JYiqXgdcJyLXAt8E/itllnR1vhkvOUTk68DXAfbff/+eCtOYPexsibGzJUY4KMyYs6pXHSCtHLWnquxqifLaqm38feEGnn/vI1qiu3v8V4WDNHWxv3EsrgQCcO9Fk3vVvtNV6e66zZizirKgUBV2h6SqcIimSKwky5mVpeLT0f6VeH1v7wInLt6O/tFzbG2Mdjq/ArfPWsGrq7bZHedOWFkyAOFQgOaIEAhK2+gvnqeEQ52nNfzxU0sYUh1mwIBKYM9jy4w5q4jG42xtiBGJe4SDAfpXhkry2NMRK0vG7KmQo8M8AJybZvp6YFTS85HAhkwrUdW7VXWyqk4eOnRoD4doertsRo1JFYkrb63ZloNoCsfKkdMSjbP4w53891NLOPvOuVz+h7d5YsHGtgqQ6nCQoTVhKkJd328UGDu0pledWHVV4q5bXX1Lu7tuK+rq2yUvBqgsC7J+e3bdjYqJlaXi88H2prT714q6+rT7494kMx03rD8ZBrnYgwJrtjZY4tROWFkyAGNr+zGkX5iQP5RuKCAM6RdmbG2/Tpf1FOoaImzc2YznueN48rFlRV09W+ojxDwl6A97vaU+woq6+px+pnyzsmTMnvJaCSIiY5OeTgOWppntTWCsiIwRkTAwHZiZj/hM3zPtiH33armopxxx47PcOWt5D0dk8i0W99i0s5nfvryar9z7Op/95Vx+89JqPtjevMe8rdE41eUhmiJemjV1rDwU4JozDu2JkEtW8h15Efd/WVCIxDyao+1b1jRH44wcVFWgSE1vMmpQVdr9KxLz0u6PiRYiXXH5SQcyoCqc9fwbd7a2JU4dfc2TfOyGZ+x4Ykwal590IGXBIPsOqOCQYf3Yd0AFZcHshoSvKXeVn1saIqzb1kws7rU7tkRiHh5KNO7RGvWIxt3zSKzrx3hjTGnJWXcYEXkQmAIMEZH1uG4vZ4rIIbjRrdbijwzjD5V7j6qeqaoxEfkm8CwQBO5T1cW5itP0bS5j/zxmLtxEvIuJHhKJU8H6d5caz1MaWqO8umobM+dvYPayuqyG04sprNvalL7TXgfKQwG+MeWgPtEKJNHdZflHu4jGXZPlsbX9uPykA/lgexMDK8vazV9ZFiQcFKJxpSkSSzs6gDHdkRh9InX/KgtKWwuRXc1RtjS00hLzWLWlkaN/9BzjhvXPustKIj/I9X97l/U7WrocY1Mkzs9nrWD1lgYbScaYJJ0lTu3I7edN5MqHF9AUiVPfGmPl5gaGVIe5/Cx3bFFV4kn1HaqAuukJd85anjE5sjGmdOVydJgL0ky+N8O8G4Azk54/BTyVo9CMaef26Udx+3T3+M5Zy9sqNrL1vy+ssANiCVBVWqIeKzfX8/g7G3hm8SbWp7T2qCwL0Bzt+A6QhxsmM5P+FSHunH7kXp2wlbrkYah3+UMGN0fibU3/a8LuAjSRmwHcHfmx/sVmX9xmJvcyXUTNmLOKuvoWYnFlw85mVGmrDN/V4kaC6kqSxCnja5l7zaltFYGvrtra5Vj/tmAjn5tUZ/u+MUn2Nkn4aYcN51ehIDfMXMy6bU1E48qulhien2pQRNoNQe/nWm1Lupo8THYo4I5Xd7ywErCbX8aUurwnRjWmmF0xdRx3vLCSUAACEtijCXU6Uc9d/NlJa3FqibrRXZ5dvImn393IvHU72mVaDgddP+OgwLD+FazJYthbESgPCi2x9rUhAXFD3vaVUV1SJbq7bG2IEUAIBARPlV3NMfYd4LocRONe2hYffXWbmfzItH8lcoIIEPPv/oaDAQSob3H7bVeTJCbe685Zy/nFP1Z0aTQpVfj3P73N6MHV1LfGbMhOY7ppyvha5oyv5YUlH3HVw/PZ1Rzja79/m+9+5hBCAZcbLkBS0lWUsD/+7j1zV/sVIC57QEAg5nncM3e1VYIYU+IKmRjVmKJUHQ52eQhUS3BXXFqicbY2tPL3BRv4zp/n85lfzOHHTy7hbb8CJCBQEw4SwN35VQARNmTZjH1cbQ13fXkyIweUt905qgoHuerUsX36xCiRgDIS95LuqEEk7lFZFqShNcZN0yZQ26+Cnc1RavtVcNO0CXaBZwpiyvhabpo2wV34qIK6StFgQNrtt3uboPeKqeO46tSxVIWDnc+cpDnqsaKugaDQrWStxpjdTjl0GI/++3EcOKSauKfc/PRSAoEAgypDhIJCXJVQUBhcHWbssP4ANEbipObPDwhZdZ81xhQ3awliTIrLThjDHS+sJOZlnxirrBcOm1tqWqJxGlpjrKpr5OlFG3n2vU3tKjWCAXebx1PXiiPmKWWhAChEPQ9BQFzNcEfffL/yINeccahr+n7t1Jx/rlIyalAVdfUthIMBYnFtu7MWDgbaktFZiw9TTKaMr+Wo/QdRV9/Cpp0txPwa8NT9dm9dMXVcu4rRbz80j8fmb+x0Oc9TPtjeTDAgBEW45ZmlVm6M6aaDa/vx6P87jisfms+LyzezpSFCOCjsO6CC/hVle+Sjqva7cCZXhHjqphtjSptVghiTInHCes/c1UTjsU7nF2DDjmbWbG3i6JueZXtzDE/dRfe0I/a1JHc5MntpHf/91Hus2dqEqjKwKkz/yjLe39zYbr5wKMDk/QeyemsTdbtaCIcED6E15hEOCgERRAQPRRQCAagIBmhKyQ0iAiP6l/Pjzx9hFyMZJBJQ9qsIsbUxgue5u+v9q8ss0akpWon9tn9liC31ETw/6U+/ip7fbxPJuB9fsLHDFocegEIIJRpXlmyqZ+wPniIQEMYMrmobaeqWZ5ayaov7zUtMt98n05cIkK4oJeotEjl6Ptje1Na97J6LJnPzM0u4d+4aInFl484WmiNxDvaTeCfK0GUnjOH2WSuIxuPt1nvZyWNy/bGMMTlmlSDGpJG4e3fB3a+xeksD9S0xmiLxtAdahbZkmlubdleaxD317/jNs4qQHtQSjfPc4k3c8PgidjXH8JO5s7khwuaGSNt8AVyz1Xjc48212xlcHaaiLEgsrgQCguCGOg4HhIpQgCE15XxU34KoMHHUIOuHvxeSE1DG4ruI+KPDjB5cY9vTFK3k/TYaryfiV5COGZKb/TY5GffspXVc8dA7NEXihINCJO6RPDpncqv7qKeEBVZubuRbD84jEBAaW3ffpV65uZGrH1nAbV+caGXN9BmBgKQd3S8QkLZk3WVBYWBlWVv3spumTeD6sz7GuGH9+K+Zi2mJetS3xJg2cTgnjRvato7VWxr2OO9Tf7oxprRZJYgxHUjcIdx3QIh125oQXOWGiGui3BrvvMvMzIWb2k54zd5picZpisRpbI0xc/4GfjFrOdFOEreIQFkoiKdKa8yd4AypKWfDzmbwXKb3qAdxVfatKScUFMtR0QOsu4spRYXab6eMr+XO6Ue2XajF4h5rtzVnnD8Sd7979a2udiQYcF37EiN67mqOWtdM06dUlQXaykPq9BlzVrGlvqVdy87E9Cnjazn/mP3Z3hjhZ88vpyXmce1ji/jHkjp++S9HUREOMnPhJmD3qDHgusrZeZ0xpc8SoxrTgUTivNp+FQTEdZ0YtU8VIwZWEgpK5yuAtHcoTOcSyU3XbW1iZV09D76xjovue4Nbn1vWaQUIQFwhmpSgszXm0b+yjP0GuO9OEarCQQ4eWo2nWAWIMaYgko8znrqhussCkM0hJp6oABF3hzoSV1bU1ec6ZGOKxmEjBjKoKtTWIiogMKgqxGEjBjJv3dY9urY2RT3eWeeGr569tI4H3viA4f0rqCxzl0SzltZx7q9fYXN9S8bzNzuvM6b0WUsQYzqRuEOYaFYZDAiVZUFCQdkj/4TpnkRy08bWGNG4x4IPdvCn19Yxf/2OLo/YAxDzlGBACAdd3o+mSIx+FS4TfDSuVulhjCkKyS1Rkpvwb9jeRHOs4x8/bfvH2d4UtWHbTZ+RaLG7T3X5HkOvX3L/1rTLtPg9l10XuDi7mmNEYh7BAMQ9WLxxF1+a8VrGfCPB1CFjjDElxypBjMlScr/x9dubGDmoKutKkIN+8BSVZcLhIyzXRKpExUdTa5xXVm7hd6+uYdWWBiIxTXvyAZkToaUT95RBVWV85RMH8OqqbW3fnX0PxphilHys2dkUIepF2+UJ6UzcUy65/822CuCqcJBxw/rbb57pldKdm2W7r6+oq2dnU5RAQCgLBfA8RVE8YPWWRsoCQjSpu1nCtCP2bXucLvGqlTNjip9VghjTBan9xg/6wVNZNYuMe0pDq7Jk406XlMtfV1+kqjRH4zS2xmmKxIh7SmNrjPtfXZMIfAAAIABJREFUXsMTCze09XnviAiERNJ2i0mtIBlbW8P3Tx/PlPG1XNFzH8MYY3ImtWXIpb97s8ut4eKe0uy5nEirtzT0+WOP6b32NqdPJOaBQMDvNxsMCJ7GKQ8GCIeC7GyOpl1uzJAagMyJV7FyZkyxs5wgxnRD8t2AbOxojrFhRzOX//FtLrj7NWYvrctRZMXF85SG1hh1u1pYu7WJTTtb2Nkc4fevrOXMO+bw2V++zF/f+TCrChCgbQhiN8StS3SWkFiDAN+ZOpanrzrJTkaMMSVryvharjp1LHvbAt9T2LSrlXXbmrjk/jc5/fYX+8yxx/RtVeFgh9PL/MQ7nqeoKp6f+L46HOSPXz22XZkLCJQHhbKgcM/c1QBtiVff39zIog27eH9zI1vqW5gxZ1VuP5gxptusEsSYbrh9+lF8ftLwLvUPjXlKJOa13THorSejnqfUt0TZtLOFtduaqNvVQkNrjHXbGrl37mrO/fWr3Pvyalo66e8OrkIjWUDcqC6BgDCutoZfXXg0owZVts1XWRbg21PHcsXUcT3+uYwxJt+umDqOq04d2+6iTtjztzEbyz9q4OpHFvTaY48xCRNHDqSmvH1FSE15kIkjBwIwblh/BleHCQWFuCqhoDC4OszYYf05fORAVHeXMU/90ZnU3dQBOk28aowpXtYdxphuun36Udw+He6ctZw7XlhJQCDaSYsGBTbtbKF/ZahXDWcY95TGiEts2hL1UL8jbUNrjNnLNvPXt9ezdltTVutK7daSeC7AqEGVhIIBonHlmjMOZcr4Wl4af0oPfxpjjCkeV0wd11axO3tpHdf/bRGeKtsaI7R0IWmIAtsaI1z+x7c5an/LU2V6r0TS1GH9ZY+kqcmv7zsglPb1fhUhGltjIOJGYgKinrvREot7+HUhe2jJMN0YUzysEsSYHpI4Ob1n7mqi8c6PgC3ROI2ROBt3tnLEjc9y2QljSrLlQtxTmiIxGlvjNEfjqCpvrNrGjBdXsm5Hs+vHru0rNEIBIdZJB3cRUHWtPjx1w0UGAsKwmnDbkLZ28m6M6YumjK/lx+ccxq9ffB9VJe4pWxojWeUNUdxva9xzuUK+9oe3QN3v65jBVW0Vy8aUus6Spnb2+mUnjOGOF1YiKKEAbQmKI3HlD6+tzSoGS5xqTHGyShBjelDynbo7Zy3n57NWZJw3ubFIczTOHS+sbFtHqVBV1m5tP0LOkws28n+zV6a9M1keFIb2c8PYrd/RTHNSM1Lxm3okWnvUlIdQdf1zw6EAY2v72cmDMcb4EskgVZUtDRHWb2/iR0+8x7wPdnS6rAgERdjcEGlL7h0WWLm5kasfWcBtX5xov7WmV+gsaWpHryff3GpojVFZFiAYCNDQGuOHT7zX6Xtb4lRjipdVghiTI4mDZzZdZBKvJSpNSqEi5M5Zy/nNS6tojMSpCAWYOGogO5ujvLexvt18QiKHh7vTWBUOgcDgmnLWb29umy8xBF1A4KpTLZ+HMcZkQ8SvXA4H+fn5k3ht1VZ+/vxy6upbMy4TFEFE8OJeW86DYCCA+Emsr39sIbtaXWvF6nCwZFsqGtNdyTe3VJUVdfV875F3md9BZWOiTM2Ys4pdzRF2tcTw/Jat/St6VzdoY0pVzhKjish9IlInIouSpt0qIktFZKGIPCYiAzMsu0ZE3hWR+SLyVq5iNCbXrpg6jitPOZjKst2JuUKdlLo7XljJnbOW5ziy7rlz1nJ+8Y8VNEbiKC4R2KurtrWrAAkIhIOuFUfQz8AeiXn+qC4BBlWFGT6gnHBA8EenoyoctAoQY4zZCzXlIUYMquTEcUO575LJfG7ifmnnKwvA8AEVxDxv92hasvv/SMxj/c5WmqNxQoHdLRWL/bhkTK6JCOOG9ec3Fx3NOZPSly+AsH+i9+6H29nRHGvrpuapGyVw0Yfb8xGuMaYDuRwd5n7g9JRpzwOHqeoRwHLg2g6WP1lVJ6nq5BzFZ0xeXDF1HAtv/Az3X3IM++9TxQGDqzvM6B8Q2oZfK1b3zF2N+Lk6NKmBSyggHDSkmrLg7juNAKg78Q4GhEjcdYFpisQoCwa5+6LJrP6fs1hz81m8d9PpVgFijDF7qSwYYL8BFQwfUMmVU8dy+/kTGTmosu31Yf3L6V8ZbpsXXBfEUMB/rLRdsIUCAQIS8P8v/uOSMfkytF8FP/n84QytCbebHgy4/GUHDqkGoDnqCpPI7j+ApmgWyXuMMTmVs0oQVZ0DbEuZ9pyqJjJGvgaMzNX7G1Nspoyv5aZpE6jtV0FNefqiF8BVgjRG4vkNrosaI3GCSXcOQwEhFABPla+deCA15WV4qnie5/4UBlaF+ebJB1Pbr4KdzVFq+1Vw07QJ1iTUGGN6kIgwuKacYf0rOGr/QfzmK0dz/uSRBAQ+2tXqRpOJepQH3e92AFD1iHsecb9WuyzlEFUKxyVj8qm6PMR/f/5w+iUNwRv3XCuQr594IKraNkJeW5OrxFO1ShBjCq2QOUEuBf6c4TUFnhMRBWao6t35C8uY3ElOwJUucaqKG22lOlzc6Xqqw24oufIgbbc24p5SWRbk2AP34fqzDmXGi++zdpvL+XHgkGq+f/p4poyv5YoCxm2MMX1FdXmI8lCAzQ2tXP6pg5hySC23PreMVZsb2dzQyoiBlXzpmH2ZtaSOD7a7ocsPGlLFBztaiMbbJ7b21P3uG2N2O23Cvvzi/CO5/fnlLP2onpinNEc9nlvyERP3H0h1OEhTNI76rWZFXIVisZ/jGdMXFKQUish1QAz4U4ZZjlfVDSJSCzwvIkv9liXp1vV14OsA+++/f07iNSYXkhOnCkrcc80oFeGyE8bkNZaulqPEsHGKImhbE+p/OXYUwwdUcuDRNZx79Khch21M0bFjkikmoWCA4QMq2dEUYfzw/vz6wqN48I11/PG1dXy4o5m7X1rNZ48Yzi+mT6KmPERAhD+/uY4Zc1YBXtsQ5Z5S9MclYwrh1I8N4+Txtazd2sQPn1jM7OWbeXrRJtZta+Lsw4fz57fXEwyIlSVjikwuc4KkJSIXA2cDF2qG9mCqusH/vw54DDg20/pU9W5Vnayqk4cOHZqLkI3JmUTi1KpwCBGoCoe48pSD854Xo6vlKDnha9yDirIg3zz5IK47ewKVdrfQ9GF2TDLFaGBVmOEDKqgKh7jok6OZ8ZWjOXR4PwCeWLiRr97/Fq+t2oqnynmTR3HJJ0dTEQoQ86CyLFgSxyVjCiUQEMYMrebW847g0uNHA7B4wy5mLd3MWYftS7mVJWOKTl5bgojI6cD3gU+palOGeaqBgKrW+48/DdyUxzCNyavk4ddKSSLuWNwjFMx7faoxxpguqCgLst/ASrY0tDJmSDV3Tj+SR+et576X17C5oZUfPLaIqYfW8o0pB/PlTx7Alz95AKP2qWpLoGqM6djQfhVcOXUcY4ZU899PLWVzQyvPLqnje585hMtOPLDQ4RljkuRyiNwHgVeBQ0RkvYh8Ffgl0A/XxWW+iNzlz7ufiDzlLzoMmCsiC4A3gCdV9ZlcxWmM6R6rADHGmNIQDAjD+lcwuKacUDDAeZNHcc/Fk5k0aiAAs5bU8a/3v8nsZXV+YscCB2xMiRlQWca5R4/k//7lSIYPqCAS8/jxk0v46TNL8TwrUMYUi5y1BFHVC9JMvjfDvBuAM/3Hq4CJuYrLGGOMMaYvG1BZRmVZkLr6FkYMrOS2847gqXc3cteLq9jRHOWmvy/h+IPquPncIxi1T1WhwzWmpFSFQ5wwdii/uWgy//n4It5Zt4NfzX6fI0YO4PTDhhc6PGMMBcgJYowxxhhjCiscCjBiYCUDKssIiHD2Efvx20uO4RMH7gPAy+9v5cw7X+KZRZsKHKkxpSccCnDo8P7cMX0SXzhyBF84agSfmbBvocMyxvhsjCZjjDHGmD5IRBhcU05lOMiW+ghD+5Xzk3MO44WldfzvCyupb40xtF+40GEaU5KCAWHUoCquOXM8g6vLEZFCh2SM8VkliDHGGGNMH1YVDjFiUJDN9a00RWKceugwjj5gECvrGjn6gH0KHZ4xJUtEqO1XUegwjDEprDuMMcYYY0wfFwwI+w5wSVNFhIFVYc45ckShwzLGGGN6nLUEMcYYY4wxQPukqcYYY0xvZJUgxhhjjDGmTSJpqjHGGNMbWSWIMcYYY4xpx5I4GmOM6a0sJ4gxxhhjjDHGGGP6BGsJYowxxhhjjDHG5MDoa57s9jrW3HxWwWMoBt3dDgnWEsQYY4wxxhhjjDF9glWCGGOMMcYYY4wxpk+wShBjjDHGGGOMMcb0CVYJYowxxhhjjDHGmD5BVLXQMfQYEakHlhU6jk4MAbYUOohOFHuMxR4f5CfGLap6ek+vVEQ2A2szvFys297iyl4xxgSFjasQZSlfivX7TlUKcZZCjGBlqdBKZT9Jp5Rjh9KOPzX2vlqWSvk73Ft98TNDga+VelslyFuqOrnQcXTEYuy+Yo8PSiPGvVGsn8viyl4xxgTFG1epK5XtWgpxlkKMUDpx9lalvP1LOXYo7fhLOfae1Be3Q1/8zFD4z23dYYwxxhhjjDHGGNMnWCWIMcYYY4wxxhhj+oTeVglyd6EDyILF2H3FHh+URox7o1g/l8WVvWKMCYo3rlJXKtu1FOIshRihdOLsrUp5+5dy7FDa8Zdy7D2pL26HvviZocCfu1flBDHGGGOMMcYYY4zJpLe1BDHGGGOMMcYYY4xJq2QqQURkoIg8IiJLRWSJiHxSRM4TkcUi4olIxuyyInK6iCwTkZUick2RxrhGRN4Vkfki8lYe47vVf75QRB4TkYEZli3kNsw2xkJtwx/5sc0XkedEZL8My+ZlG2ZLRO4TkToRWZQy/Vt+nItF5Kf+tNNE5G1/+74tIqdkWOeNIvKhvy3mi8iZOY5rtIg0J73fXRnWuY+IPC8iK/z/B+UwpguT4pnvl/1JadaZk20lIn9OWucaEZmf9Nq1/v63TEQ+k2Gd3dpWXY0rn/tWb5JhG2f13eXjt7IHYtzjt7bY4hSRQ1LK+i4RuarY4vTn+7b/O7VIRB4UkYpcxdlbZdj+E0XkVb88PSEi/TtYPigi74jI3/MTcbv33uvY81kWM+lm/AXb90VklIj8099ui0XkSn96tuW2qM4be1qG7zWrc+pSle4zJ712tYioiAwpRGy5kuF7Lvw5naqWxB/wO+Ay/3EYGAgcChwCzAYmZ1guCLwPHOgvtwD4WDHF6M+/BhhSgG34aSDkT7sFuKUIt2GnMRZ4G/ZPev0K4K5CbsMufJaTgKOARUnTTgZmAeX+81r//yOB/fzHhwEfZljnjcDVeYxrdPJ8Hazzp8A1/uNrMu1DPRFTynKHA6vyua1SXv8ZcIP/+GP+flcOjPH3x2BPb6u9iCtv+1Zv+suwT2b13eXjt7IHYtzjt7YY40yaPwhsAg4otjiBEcBqoNJ//jBwSa6//972l2H7vwl8yn98KfCjDpb/DvAA8PdSij2fZbGn4y/0vg8MB47yH/cDluOOxdmU26I7b8zT99rpOXUp/6X7zP70UcCzwFrycHwu9GemCM7pSqIliF+7exJwL4CqRlR1h6ouUdVlnSx+LLBSVVepagR4CPhckcWYcx3E95yqxvzZXgNGplm80NswmxhzroP4diXNVg2kS7STl23YFao6B9iWMvnfgZtVtdWfp87//x1V3eDPsxioEJHyQsfVBZ/Dncjh/39OnmK6AHiwa6F2Oy4ARESALyW9/+eAh1S1VVVXAytx+2Wqbm2rrsaVz32rN8mwjbv93fWkvY0x029tscWZ4lTgfVVd28PhtelmnCGgUkRCQBWwIcN8JoMM2/8QYI7/+Hng3HTLishI4CzgnpwF2IG9jT3fZTGT7mx7Crjvq+pGVZ3nP64HluAqZrIpt0V33tjT0n2vWZ5Tl6wOzo9uB75HL/u80PE5YSGVRCUIrhZ0M/BbvynhPSJSneWyI4APkp6v96f1tO7ECG6nf05cc/CvFyi+S4Gn0yxbTNswU4xQwG0oIj8RkQ+AC4Eb0iybr23YXeOAE0XkdRF5UUSOSTPPucA7iYv/NL7pN2W8L1MTzx6Oa4z/fbwoIidmWH6Yqm4Ed1IC1OY4poTz6bgSJBfbKuFE4CNVXeE/z3YfzMW26iiuZIXYt3qTbL+7XP9WdiSbGLt7PO0JXS0H08lhhWcHOo1TVT8EbgPWARuBnar6XF6j7L0WAdP8x+fh7uam8wvcBY6Xj6CylE3sxVAWM+k0/mLa90VkNK7l4+tk9/tSKueNPS6Lc+peRUSm4VrBLih0LHlW0HO6UqkECeGa0fxaVY8EGnHNx7IhaablopatOzECHK+qRwFnAN8QkZPyGZ+IXAfEgD+lWbYotmEnMUIBt6GqXqeqo/zYvplm2Xxtw+4KAYOATwDfBR7279wDICITcF2SLs+w/K+Bg4BJuBOOn+U4ro3A/v738R3gAemgT3YP62xbfRxoUtU9+n36crWtElJboRTLPpi2dUwB962+KNe/ld3V3eNpXolIGHcx9pdCx5KOf3L5OVw3uP2AahH5cmGj6jUuxZWht3HdHSKpM4jI2UCdqr6d7+A60WnsFHdZzGbbF8W+LyI1wF+Bq1JaOnS4WJppxXje2OOyOKfuNUSkCriOPlDZk6Lg53SlUgmyHlivqq/7zx/B/Shnu2xy7fBIctMUrjsxkmgO7jepf4z0zdRzEp+IXAycDVyoqul+YAu+DbOIsaDbMMkDpG+Sma9t2F3rgUfVeQN312oItDXnfQy4SFXfT7ewqn6kqnFV9YDf0HPfQdq4/K4dW/33fhvXf3ZcmuU/EpHh/ucYDnS1O03WMSW93uGd4RxuK/xmv18A/pwSbzb7YC62VUdxFXrf6k2y+u7y8FvZkWxi7NbxtId0pRycAcxT1Y/yEll72cQ5FVitqptVNQo8ChyXxxh7LVVdqqqfVtWjcb/36X6/jgemicgaXJeGU0Tkj3kMM60sYy+GsphWlvEXfN8XkTJcBcifVPVRf3K2v4OlcN6YS5nOqXuTg3CVdAv834iRwDwR2begUeVYMZzTlUQliKpuAj4QkUP8SacC72W5+JvAWBEZ49+tmQ7MLKYYRaRaRPolHuMSgWa6e9yj8YnI6cD3gWmq2pRh8YJuw2xiLPA2HJs02zRgaZrF87INe8DfgFMARGQcLhnXFnEj8jwJXKuqL2daOHFQ932envsOMsU1VESC/vQDgbHAqjTLzwQu9h9fDDyeq5j85wFc89yHMi2cw20F7sRvqaquT5o2E5guIuUiMga3rd5Is2wutlXGuIpg3+pNOv3u8vFb2YlOY+zmMb+ndKUc5DT3TyeyiXMd8AkRqfJbq52Ky01guklEav3/A8D1wB4jlKnqtao6UlVH4479L6hqwVviZBl7MZTFtLKJnwLv+/573gssUdWfJ72UTbktlfPGHpXlOXWvoarvqmqtqo72fyPW45LpbipwaDlVFOd0WgRZY7P5wzWXeQtYiLv4GORvtPVAK/AR8Kw/737AU0nLnonLyPw+cF2xxYjrc7nA/1ucqxgzxLcS1+dwvv93VxFuw05jLPA2/Cuu8C4EngBGFHIbduGzPIhrghb199Gv4i7k/+h/nnnAKf681+Oawc5P+kuM0HIP/shHwB+Ad/1tMRMYnuO4zvW/7wX+9M8mrSc5rsHAP4AV/v/75Comf/4pwGtp1pPzbeVPvx/4tzTzX+fvf8uAM3KxrboaVz73rd70l2GfTPvdUYDfyu7E6D/f47e2SOOsArYCA4r1O/ef/xB3MbHIL0vlhd6HS+0vw/a/EndcXw7cDEi67Z+0jikUZnSYvY49n2UxR/EXbN8HTsB1YVnI7uPbmV0ot0V13pin7zXtOXVv+Uv3mVNeX0PvGx0m3fdc8HO6xA+GMcYYY4wxxhhjTK9WEt1hjDHGGGOMMcYYY7rLKkGMMcYYY4wxxhjTJ1gliDHGGGOMMcYYY/oEqwQxxhhjjDHGGGNMn2CVIMYYY4wxxhhjjOkTrBKkRIhIXETmi8gCEZknIsd1cfn7ReSLWc77ORH5W9Lza0VkZdLzz4pIh2OVi8hVIlLVlRg7WM9F/uNbRGShiPw+6fWviMiVSc8PF5H7u/u+xgCIyO0iclXS82dF5J6k5z8Tke90so5XsnifNSIyJM30KR2VdRE5R0Ru8B/fKCJX+49ni8jkNPOfLSI/7CweYzIdc0RktIioiPwoad4hIhIVkV/6z28UkQ/95d8TkQvyFPMaP5bRIrIoy2V+ISInJS/fzRguSWwH//lwEXkuOabUeZLmDYvIHBEJdScGY4wxe8rntZQ//2wRWea/5/zOlhWRH3TwmojICyLSX0SGishcEVkkIuckzfO4iOyX9Pw2ETkl23j7GqsEKR3NqjpJVScC1wL/k8P3egX4ZNLzTwK7RKTWf34c8HIn67gK6FIliIgEU56HgEuBB0RkAHCcqh4BBP3KjkrgEuBXiWVU9V1gpIjs35X3NiaDV3D7OyISAIYAE5Je77QsqGqXDrIppiTeP4PvkbT/Z+FJYFpPVFCaXq+jY84q4Oyk5+cBi1OWv11VJwGfA2aISFlPBpd6vNjLdewDfEJV5/RASJmcDjybzYyqGgH+AZyfw3hML5B0MbdIRP7S1d/0ji62UuZ7SkQGdnHddvPKFKt8XkslXOi/5yRVfaSTeTsql2cCC1R1F3AB8Dvc9dl3wd2gBuap6oakZf4XuGbvQ+/drBKkNPUHtkNbzeCt/oHwXRE5P2n6L/27cE8Ctf70U0XkscSKROQ0EXk0eeWquhnYKSIH+5NGAH9l98XYcbiLQ0Tk1yLylogsTtxhFpErgP2Af4rIP/1pnxaRV/2a17+ISI0/fY2I3CAic3En0slOwRXoGOABYRERoBKI4gr+naoaTVnuCWB6F7epMem8zO79fgKwCKgXkUEiUg4cCrwDICLfFZE3/RO+ttYWItLg/x8QkV/5ZeXv/sll8l2Bb/nl410RGS8io4F/A77tn+yemByYiIwDWlV1S4bYvywir/i/DccCqKoCs2l/AWtMZ9qOOb5mYInsbm10PvBwugVVdQXQBAxKfc2/q3aXiLwkIstF5Gx/etA/riXK0+X+9Cki8k8ReQB4t5OYQyLyO3/5RzJcJH4ReCZNXJUi8oyIfM1/fpG/ngUi8gd/2mdF5HUReUdEZonIsAxxnA48nWb6KP89lonIfyVN/xtwYSefzZjExdxhQAR3rGjjnwN2dI6fVSWIqp6pqjuyDcpuXpkSktNrqY6IyN9E5G3/fPDr/rSbgUr/fO9PaRa7EHjcfxzFXQuVA55f7q4Cbk1eQFXXAoNFZN9sY+tLrBKkdCQKxlLgHiDRFPkLwCRgIjAVuFVEhgOfBw4BDge+xu4LuReAQ0VkqP/8X4Hfpnm/V4DjROQQYAXwmv88BBwBvOnPd52qTvanfUpEjlDVO4ENwMmqerK45sXXA1NV9SjgLSC5C0GLqp6gqg+lxHA88DaAqtbjKmLeAVYDO4FjVPVx9vQWcGKa6cZ0iV+jHvNPzo4DXgVex9W+TwYWqmpERD4NjAWOxZXHo8VvYp/kC8BoXJm8jPatrQC2+OXj18DVqroGuAv/jrqqvpQy//HAvA7Cr/Zbofw/4L6k6VY+TDYyHXMSHgKmi8hIII77zd+DiBwFrFDVugzvMxr4FHAWcJeIVABfBXaq6jHAMcDXRGSMP/+xuOPOxzqJ/xDgbv8CbBeuHKRqO8YkqcFVpD+gqr8RkQnAdcAp/t3DxB3subhWJEfitsX30nz2IHCIqr6X5r2PxZ3UTgLOS6pQWuR/ZmOy9RJwsLguV0tE5Fe4Y8MoEbnAv6hbJCK3QPqLLRH5soi84U+b4e+7qV3MlojIb/wLt+f8Co1UdvPKFLN8X0sB/El2d4cZ7E+7VFWPxp1HXiEig1X1GnZXbqarCE8+Xj0AfAZXiX8j7vj2e1VtSrPcPH9Zk8IqQUpHomCMx91Z+r1/YDkBeFBV46r6EfAi7gTqpKTpG3AFNnEn+A+4u8QDcRdi6e5SJe6AJy783gA+DhwJLFPVFn++L4nIPFzlxAQg3YnpJ/zpL4vIfOBi4ICk1/+c4TMPBzYnnqjqT/1t8B+4H64bROQyEXlYRK5PWq4O1xLFmJ6QWhZeTXqeyPfxaf/vHdwBZzyuUiTZCcBfVNVT1U3AP1NeT9xFeBt3YdiZduUjjQcB/Kb+/WV3k2YrHyYbmY45Cc8Ap+Ga5ab7Df+2iCzDVRre2MH7POyXiRW4bjbjcWXpIv948TowmN3l6Q1VXZ1F/B+oaqKr2h9x5S9VujL0OPBbVU003z8FeCTR4kpVt/nTRwLPisi7uAu7Cezp43786TyvqltVtRlX9k/w1x8HIiLSr7MPaIx/Y+oMdreMOgR3MXQkrtLhFtw+PAk4RkTOSb3YEpFDca25jve7sMVJ3xppLPB/qjoB2AGcm2Yeu3llilm+r6WgfXeYrf60K0RkAe4G8yj2PF9MZx+/TKGqO1X1LP8m9Dxc696/+pWUj4hI8k02O+fLwJJvlSBVfdVvXTEUkI5mzTD9t7ha9xbcRVkszTyvAN8CgsBvVLXev0M3BT8Hgn9n7mrcQW27uD6dFWnWJbgTvkzJ8RozTG9Otz4ROdJ/uBy4Q1VPEpGHRGSsfyJd4S9rTE9I5AU5HHeX9gPgP3B3lxMtLAT4H1Wd0cF6OiqrAK3+/3Gy+21uBgZ08Hpq+U88t/JhuiTlmJOYFhGRt3FlYQLw2ZTFblfV20TkC7gTzYOSKs/brT7NcwG+partcmmIyBQyHy+yWW+qdMeYl4EzROQB/0RXMiz7v8DPVXWmH9eNaeY5gzTdbbKIrxx3fDYmk0q/khBcS5B7cRc6a1X1NX/6McBsv4szfquPk3BdrpKdChwNvOnXc1biLpxSrVbVxHtmqqwfDixJPFHVnwI/9d96UHstAAAFHUlEQVT/HvybV7iKzoWq+mN/VrtQM3mVp2upPfjHi6nAJ1W1SURmk/7aKVVMRAKq6qVMvwH4Ce6GxNu4ViKPAyf7r9s5XwbWEqQEich4XOXEVmAOcL64PtRDcQe4N/zp0/3pw9ldGBJN/Dfguqjcn+Ft3sMdkE7Ez3kAzMf1O03c/e6POyHdKa4/9BlJy9cDiTtZrwHHi59jRESqxOUz6MwS4OA003+EK/RluO0Artllos/3ONzFqjE94WVcLfs2/27ANiBR8/+qP8+zwKWyO9fNCNmdSDhhLnCuuNwgw3AVip1JLkepMpWPhESf1hNwXQt2+tOtfJguSTnmJPsZ8P2ku1t7UNVHcXd5L84wy3l+mTgIOBBYhitP/y5+MlURGSci1V0Me/+ku2EX4MpfqnRl6Abc50zkLPgHrsXjYD+WffzpA4AP/ceZPtup/vLpnCYi+/hdCs5h982FwcDmNN0FjEmWuKM9SVW/pS6pLrSvJOys4j15vt8lre8QVb0xzXytSY8zVdZnc/PqIlX9EnCYiCTugNuFmsmrPF1LpTMA2O5XgIzHtZZPiErmJOLLcMfI5M8wFthPVV/EXQN5uEqb5DJo53wZWCVI6Uj0Y5uPa3p8sd9s9jFgIbAA10zre35T+8dwuTzexeUYeDFlfX/CNRdO11c50dTrdVyegsTJ2Ku4AviKP88CXAXJYtwd8eRRMu4GnhaRf/p3IS4BHhSRhbhKkfFZfOancT9EbcQNBfWmqm5Ql6zrVb85svrxgPuRejKL9RuTjXdxo8K8ljJtZ1IT+edwte+J/fER9qy8+CuwHncwmoErXzvp2BPA5yVNYlTcwfnIlC4KybaLG573LlyOhQQrHyYbmY45bVR1sar+Lot13QR8R9InalyGOz49Dfyb31rkHlxF/Dxxw8rOoOstV5cAF/vHnH1wx8FUT5K+MvIqoEJEfqqqi3F32V70my//3J/nRuAvIvISsEdyYv9EukVdJv905uKaU88H/qqqb/nTTwae6vzjGdOp13G52ob4OT4uYPe5YPLF1j+ALyYq7v3KuQP2XF1W7OaVKWZ5vZbK4Blc4u6FuHKRfG55N7BQ0idGTXe8+gmuEgZcF+hL/PXdBuCX8YNxNyJMCnHXuqavEZFfAu+o6r2FjqUj4rIvf8/v5pLN/OW4H6kTsm2aZky+iEiNqjb4d3vfwPXB3tSN9d0BPKGqs7Kcfxgu4eOpe/uexvQUvwvl37XzYQNzGcNc4GztwggYWa73y8BIVb25i8s9Clyrqst6Mh7Tu4hIg6rWpEwbjStPhyVN+xfcUKACPKWq3/On3wJMwyUxvVDcaBjX4m6ORoFvqOprIrIGl7yxJnndInI1UJPaYsSvPPmDqp6UNO0cYKKqJkYQvA2X1HGh+gkg/XPSZ1X1iR7YPMbkRT6vpfyWKL9X1dO6sMzngaNU9T9zF1npskqQPsjvx90InKaqrZ3NX0jiRqcZpi65YzbzjwVGqOrsnAZmzF7w+34OBMLAT1X1/m6ubxjwcVWdmeX8xwDRpH7dxhRMkVSCfBzXtWBhoWJIiiUMTNfdSVmNKTl288r0BYW4lhKRLwHPdNDCMHX+83A5GXu0kr+3sEoQY4wxxhhjTLfZzStjTCmwShBjjDHGGGOMMcb0CZYY1RhjjDHGGGOMMX2CVYIYY4wxxhhjjDGmT7BKEGOMMcYYY4wxxvQJVglijDHGGGOMMcaYPsEqQYwxxhhjjDHGGNMn/H9PJ5vg3PgE0QAAAABJRU5ErkJggg==\n",
"text/plain": "<Figure size 1080x900 with 30 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"gist": {
"id": "",
"data": {
"description": "Weight tracking.ipynb",
"public": true
}
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.7.4",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"toc": {
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"base_numbering": 1,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
},
"varInspector": {
"window_display": false,
"cols": {
"lenName": 16,
"lenType": 16,
"lenVar": 40
},
"kernels_config": {
"python": {
"library": "var_list.py",
"delete_cmd_prefix": "del ",
"delete_cmd_postfix": "",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"library": "var_list.r",
"delete_cmd_prefix": "rm(",
"delete_cmd_postfix": ") ",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"types_to_exclude": [
"module",
"function",
"builtin_function_or_method",
"instance",
"_Feature"
]
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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