{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import tempfile, subprocess, urllib.request, zipfile\n",
"import pandas as pd, numpy as np\n",
"import datetime\n",
"%matplotlib inline\n",
"from diagnose import diagnose"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## load data and some formatting"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"allbut.pl\n",
"mku.sh\n",
"README\n",
"u1.base\n",
"u1.test\n",
"u2.base\n",
"u2.test\n",
"u3.base\n",
"u3.test\n",
"u4.base\n",
"u4.test\n",
"u5.base\n",
"u5.test\n",
"ua.base\n",
"ua.test\n",
"ub.base\n",
"ub.test\n",
"u.data\n",
"u.genre\n",
"u.info\n",
"u.item\n",
"u.occupation\n",
"u.user\n",
"\n"
]
}
],
"source": [
"with tempfile.TemporaryDirectory() as tmpdir:\n",
" urllib.request.urlretrieve(\n",
" 'http://files.grouplens.org/datasets/movielens/ml-100k.zip',\n",
" tmpdir + '/ml-100k.zip')\n",
" zipfile.ZipFile(tmpdir + '/ml-100k.zip').extractall(tmpdir)\n",
" print(subprocess.check_output(['ls', tmpdir+'/ml-100k']).decode('utf-8'))\n",
"\n",
" interactions = pd.read_csv(\n",
" tmpdir + '/ml-100k/u.data',\n",
" sep='\\t',\n",
" names=['USER_ID','ITEM_ID','RATING', 'TIMESTAMP'])\n",
"\n",
" users = pd.read_csv(\n",
" tmpdir + '/ml-100k/u.user',\n",
" sep='|',\n",
" names=['USER_ID','AGE','GENDER','OCCUPATION','ZIPCODE'],\n",
" )\n",
"\n",
" items = pd.read_csv(\n",
" tmpdir + '/ml-100k/u.item',\n",
" sep='|', encoding='latin1',\n",
" names=['ITEM_ID', '_TITLE', 'CREATION_TIMESTAMP', '_', '_IMDb_URL'] + ['GENRE.%s'%i for i in range(19)],\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# CREATION_TIMESTAMP may become a reserved keyword and its behavior may change without further notice.\n",
"items.loc[items['CREATION_TIMESTAMP'].notnull(), 'CREATION_TIMESTAMP'] = items['CREATION_TIMESTAMP'].dropna().apply(\n",
" lambda x:datetime.datetime.strptime(str(x), '%d-%b-%Y').timestamp())\n",
"items.fillna({'CREATION_TIMESTAMP': items['CREATION_TIMESTAMP'].min()}, inplace=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## show data template"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" USER_ID | \n",
" ITEM_ID | \n",
" RATING | \n",
" TIMESTAMP | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 196 | \n",
" 242 | \n",
" 3 | \n",
" 881250949 | \n",
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" 891717742 | \n",
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" 878887116 | \n",
"
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" 3 | \n",
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" 880606923 | \n",
"
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" 4 | \n",
" 166 | \n",
" 346 | \n",
" 1 | \n",
" 886397596 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" USER_ID ITEM_ID RATING TIMESTAMP\n",
"0 196 242 3 881250949\n",
"1 186 302 3 891717742\n",
"2 22 377 1 878887116\n",
"3 244 51 2 880606923\n",
"4 166 346 1 886397596"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"interactions.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" USER_ID | \n",
" AGE | \n",
" GENDER | \n",
" OCCUPATION | \n",
" ZIPCODE | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1 | \n",
" 24 | \n",
" M | \n",
" technician | \n",
" 85711 | \n",
"
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" \n",
" 1 | \n",
" 2 | \n",
" 53 | \n",
" F | \n",
" other | \n",
" 94043 | \n",
"
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" 2 | \n",
" 3 | \n",
" 23 | \n",
" M | \n",
" writer | \n",
" 32067 | \n",
"
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" \n",
" 3 | \n",
" 4 | \n",
" 24 | \n",
" M | \n",
" technician | \n",
" 43537 | \n",
"
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" 4 | \n",
" 5 | \n",
" 33 | \n",
" F | \n",
" other | \n",
" 15213 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" USER_ID AGE GENDER OCCUPATION ZIPCODE\n",
"0 1 24 M technician 85711\n",
"1 2 53 F other 94043\n",
"2 3 23 M writer 32067\n",
"3 4 24 M technician 43537\n",
"4 5 33 F other 15213"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"users.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" ITEM_ID | \n",
" _TITLE | \n",
" CREATION_TIMESTAMP | \n",
" _ | \n",
" _IMDb_URL | \n",
" GENRE.0 | \n",
" GENRE.1 | \n",
" GENRE.2 | \n",
" GENRE.3 | \n",
" GENRE.4 | \n",
" ... | \n",
" GENRE.9 | \n",
" GENRE.10 | \n",
" GENRE.11 | \n",
" GENRE.12 | \n",
" GENRE.13 | \n",
" GENRE.14 | \n",
" GENRE.15 | \n",
" GENRE.16 | \n",
" GENRE.17 | \n",
" GENRE.18 | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1 | \n",
" Toy Story (1995) | \n",
" 788918400.0 | \n",
" NaN | \n",
" http://us.imdb.com/M/title-exact?Toy%20Story%2... | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" ... | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
" 1 | \n",
" 2 | \n",
" GoldenEye (1995) | \n",
" 788918400.0 | \n",
" NaN | \n",
" http://us.imdb.com/M/title-exact?GoldenEye%20(... | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" ... | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
" 2 | \n",
" 3 | \n",
" Four Rooms (1995) | \n",
" 788918400.0 | \n",
" NaN | \n",
" http://us.imdb.com/M/title-exact?Four%20Rooms%... | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" ... | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
" 3 | \n",
" 4 | \n",
" Get Shorty (1995) | \n",
" 788918400.0 | \n",
" NaN | \n",
" http://us.imdb.com/M/title-exact?Get%20Shorty%... | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" ... | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
" 4 | \n",
" 5 | \n",
" Copycat (1995) | \n",
" 788918400.0 | \n",
" NaN | \n",
" http://us.imdb.com/M/title-exact?Copycat%20(1995) | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" ... | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
"
\n",
"
5 rows × 24 columns
\n",
"
"
],
"text/plain": [
" ITEM_ID _TITLE CREATION_TIMESTAMP _ \\\n",
"0 1 Toy Story (1995) 788918400.0 NaN \n",
"1 2 GoldenEye (1995) 788918400.0 NaN \n",
"2 3 Four Rooms (1995) 788918400.0 NaN \n",
"3 4 Get Shorty (1995) 788918400.0 NaN \n",
"4 5 Copycat (1995) 788918400.0 NaN \n",
"\n",
" _IMDb_URL GENRE.0 GENRE.1 \\\n",
"0 http://us.imdb.com/M/title-exact?Toy%20Story%2... 0 0 \n",
"1 http://us.imdb.com/M/title-exact?GoldenEye%20(... 0 1 \n",
"2 http://us.imdb.com/M/title-exact?Four%20Rooms%... 0 0 \n",
"3 http://us.imdb.com/M/title-exact?Get%20Shorty%... 0 1 \n",
"4 http://us.imdb.com/M/title-exact?Copycat%20(1995) 0 0 \n",
"\n",
" GENRE.2 GENRE.3 GENRE.4 ... GENRE.9 GENRE.10 GENRE.11 GENRE.12 \\\n",
"0 0 1 1 ... 0 0 0 0 \n",
"1 1 0 0 ... 0 0 0 0 \n",
"2 0 0 0 ... 0 0 0 0 \n",
"3 0 0 0 ... 0 0 0 0 \n",
"4 0 0 0 ... 0 0 0 0 \n",
"\n",
" GENRE.13 GENRE.14 GENRE.15 GENRE.16 GENRE.17 GENRE.18 \n",
"0 0 0 0 0 0 0 \n",
"1 0 0 0 1 0 0 \n",
"2 0 0 0 1 0 0 \n",
"3 0 0 0 0 0 0 \n",
"4 0 0 0 1 0 0 \n",
"\n",
"[5 rows x 24 columns]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"items.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## run diagnostics"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"########################################\n",
"# DIAGNOSING INTERACTIONS TABLE, SAMPLE:\n",
"########################################\n",
" USER_ID ITEM_ID RATING TIMESTAMP\n",
"33735 497 808 2 879310941\n",
"76691 569 14 4 879793948\n",
"84039 174 167 3 886514953\n",
"24372 294 340 4 889241280\n",
"32854 7 603 4 891350757\n",
"39127 380 12 5 885478218\n",
"7158 1 151 4 875072865\n",
"4150 201 26 4 884111927\n",
"54184 479 1142 5 879459939\n",
"65566 860 301 2 880829226\n",
"\n",
"=== Interactions table, original shape=(100000, 4) ===\n",
"\n",
"missing rate in fields ['USER_ID', 'ITEM_ID', 'TIMESTAMP'] 0.0\n",
"dropna shape (100000, 4)\n",
"duplication rate 0.0\n",
"drop_duplicates shape (100000, 4)\n",
"user item repeat rate 0.0\n",
"\n",
"=== Describe interactions table ===\n",
"\n",
" RATING TIMESTAMP\n",
"count 100000.000000 1.000000e+05\n",
"mean 3.529860 8.835289e+08\n",
"std 1.125674 5.343856e+06\n",
"min 1.000000 8.747247e+08\n",
"25% 3.000000 8.794487e+08\n",
"50% 4.000000 8.828269e+08\n",
"75% 4.000000 8.882600e+08\n",
"max 5.000000 8.932866e+08\n",
"\n",
"=== USER_ID top 10 categories ===\n",
"405 737\n",
"655 685\n",
"13 636\n",
"450 540\n",
"276 518\n",
"416 493\n",
"537 490\n",
"303 484\n",
"234 480\n",
"393 448\n",
"dtype: int64\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"=== ITEM_ID top 10 categories ===\n",
"50 583\n",
"258 509\n",
"100 508\n",
"181 507\n",
"294 485\n",
"286 481\n",
"288 478\n",
"1 452\n",
"300 431\n",
"121 429\n",
"dtype: int64\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"=== Hourly activity pattern ===\n",
"0 5172\n",
"1 5135\n",
"2 4644\n",
"3 4853\n",
"4 4246\n",
"5 4190\n",
"6 3500\n",
"7 1540\n",
"8 1133\n",
"9 1951\n",
"10 1185\n",
"11 637\n",
"12 956\n",
"13 1662\n",
"14 3149\n",
"15 3107\n",
"16 5426\n",
"17 6278\n",
"18 6755\n",
"19 7112\n",
"20 6265\n",
"21 8191\n",
"22 7231\n",
"23 5682\n",
"dtype: int64\n",
"\n",
"=== Day of week activity pattern ===\n",
"0 13174\n",
"1 13933\n",
"2 16621\n",
"3 13364\n",
"4 15918\n",
"5 15077\n",
"6 11913\n",
"dtype: int64\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/yifeim/anaconda3/lib/python3.7/site-packages/pandas/plotting/_matplotlib/converter.py:102: FutureWarning: Using an implicitly registered datetime converter for a matplotlib plotting method. The converter was registered by pandas on import. Future versions of pandas will require you to explicitly register matplotlib converters.\n",
"\n",
"To register the converters:\n",
"\t>>> from pandas.plotting import register_matplotlib_converters\n",
"\t>>> register_matplotlib_converters()\n",
" warnings.warn(msg, FutureWarning)\n"
]
},
{
"data": {
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WAFgASCtFOGgEgNUALJZyoJCSkOeKyEMisltEdonIX+v2z4vIERHZqf/e6vnOP4pIl4jsFZE3edrfrNu6ROTTp+eQLHMhnVaEA37AZgS1WMqFQkpCJoFPKqWeFpFaoFNE7teffVMp9TXvxiJyEU4ZyE3ASuABETlff3wj8AacAvE7ROQupdSLxTgQy/xIZWkAVgBYLOVAISUhjwHH9OsREdkNrJrmK28HfqKUigEHdG1gUzqyS5eSRER+ore1AqAESKchHHY0AGsCsljKg0I0ABcRWYNTH/hJ4JXAJ0TkQ8BTOFpCBEc4dHi+1ktGYBzOab8qzz5uAG4AaGlpob29fTZdLBqjo6MLtu+5MN/+jkcnqFAxAJ59/gXCJ/cUqWeTKbdze6Yp9f6Wev9yOZv6O9u+FiwARKQG+AXwN0qpYRG5CfgSoPT/rwMfASTP1xX5/Q2TpppKqW3ANoAtW7aotra2QrtYVNrb21mofc+F+fY38NgDLG2qZv/QAOdvvJC2y6ZT8uZHuZ3bM02p97fU+5fL2dTf2fa1IAEgIkGcwf82pdQvAZRSJzyffxe4W7/tBc71fP0c4Kh+PVW7ZYFJpxUVQWMCsj4Ai6UcKCQKSIDvAbuVUt/wtK/wbPYO4AX9+i7gfSISFpG1wAZgO7AD2CAia0UkhOMovqs4h2GZL951ADYXkMVSHhSiAbwS+CDwvIjs1G2fAa4RkUtxzDgHgb8AUErtEpE7cZy7SeDjSqkUgIh8ArgP8AO3KKV2FfFYLPMg5QkDtRqAxVIeFBIF9Cj57fr3TPOdrwBfydN+z3TfsywcjgnILgSzWMoJuxLYAhgTkNUALJZywgoAC6DXARgfgBUAFktZYAWABXByAYUC1gRksZQTVgBYAMcE5PcJQb9YE5DFUiZYAWBBKYVS4BMh4PPZMFCLpUywAsBCSg/4fp8QsBqAxVI2zCoXkGVxYuoB+31CyO+zAsBiATp7InR09xMeTNG20J05TVgBYMGk//eJkFaK5w4P0dkTYXNrw8J2zGJZIDp7Irz3O0+QVoqAwGWXL87nwZqALK4GcGwoyuB4gueODHHtzR109kQWuGcWy8Lw6L6TJNOKtIJkGjq6+xe6S6cFKwAsrg/g8MC4m541kUwv2pveYpmJi1ctAZwUCAEfbF3XtLAdOk1YAWAhrQXA2uZqN+dHMOBbtDe9xTITa5urAbhgRS2fuqJiUZp/wPoALGRMQGuaq1ndWEUo4OOr73zZor3pLZaZGI0lAWipq2B9w+INirACwOJqACJCbWWAltrFO+OxWAphdMIRAMPRxAL35PRiTUCWTBioXQhmsQAwrAXAkBUAlsWOGe/9Pgj4hGR68aq8FkshGBOQEQSLFSsALK4JyCfOSuCkTQZnKXNGJpyZf9lrACJyrog8JCK7RWSXiPy1bm8UkftFZJ/+36DbRUS+JSJdIvKciFzu+a3r9Pb7ROS603dYltmQlQrCmoAsFtcHEE+miS/iCVEhGkAS+KRS6kJgK/BxEbkI+DTwoFJqA/Cgfg/wFpw6wBuAG4CbwBEYwOeAq4Argc8ZoWFZWLypIAJ+sQLAUlZ09kS48aGurIWPI7GM6Wc8sXifh0JKQh4DjunXIyKyG1gFvB3cFBk/ANqBf9DtP1RKKaBDROp1Afk24H6l1ACAiNwPvBm4o4jHY5kDWSYgn9iCMJayobMnwjXbniCRUoSDPm67fiubWxsY8dj+xxexG2BWYaAisga4DHgSaNHCAaXUMRFZpjdbBRz2fK1Xt03VnruPG3A0B1paWmhvb59NF4vG6Ojogu17Lsynv4dHnAF/z+4XiQwkGRpLn9ZjL6dzuxCUen9LqX9374+7Jp54Is0dD+xg5LwQ+w9NuNucGh4vmf7OxGzPbcECQERqgF8Af6OUGhbJVyfe2TRPm5qmPbtBqW3ANoAtW7aotra2QrtYVNrb21mofc+F+fR319EheOxRLrn4Yg6mjzJ4bPi0Hns5nduFoNT7W0r9q10b4Zddj5NWEAr6uOb1V7C5tYHvH9iO78RJ0gpUsKJk+jsTsz23BUUBiUgQZ/C/TSn1S918Qpt20P/7dHsvcK7n6+cAR6dptywwJurT7xOCPnGdwhbLYmdzawObVtbRWB10zT/gOIFb6ioAGFvEgUCFRAEJ8D1gt1LqG56P7gJMJM91wK897R/S0UBbgSFtKroPeKOINGjn7xt1m2WByTiBwe/z2ZrAlrKiOhygriKYtfp9ZCLJyvpKoMydwMArgQ8Cz4vITt32GeCrwJ0i8lHgEPBu/dk9wFuBLmAc+HMApdSAiHwJ2KG3+6JxCFsWlpTHCRz0Ww3AUl6k0mpS5NtoLMnG5bV09kQYTy7e56GQKKBHyW+/B3hdnu0V8PEpfusW4JbZdNBy+kmrjADw25XAljIjmVaTJj3DEwkaq0NUBH2LWgOwK4EtbhiosxDMrgOwlBepHAGglGI0lqS2wjENlbUPwLL4SXk0gIDfZ1NBWMqKXAEwFk+hFNRWBFhSGVzUJiArACxZUUBnczK4fCs6LZaZyPUBmDQQNeEgdZXBRW0CsvUALFlRQGdrMjhvEe9QwJcV0mexTEeuD8AkgqupcIbHY2OKzh5bFN6ySPGmgvDrZHBKnV1CoKO73y3ibesZW2aDowFktF6TB+jE8ATPHIowGFNce3PHotQsrQCwZGUDDfokq+1sYevaRsAJV7P1jC2zIdcHYPIAHTg55tbKWKyTCisALFlOYL/fEQBnWyTQplVLALhoZZ01/1hmRa4P4LnDgwAsrQkT0BOixTqpsALAkhUGGvQ5t8TZJgDG4ykAzltaYwd/y6xIptMo5TwHnT0RvvX7fQB8++H9vHFTCwDbPrhlUd5XVgBYsuoB+I0J6CxzBI/HHbU9YVNZW2aJuWVSSjm+JH3vJ1NpN0JubXP1AvXu9GIFgGVSKgiAxFkWChrVGoDNY2SZLSl9r6fSiq3rmtxJUDDg42XnOKbFxVoa0goAi5sKwtEAnFvibHMCj2kBcLauYbAsHMbcmUwrNrc28NZLlhPwCbddv5VLV9cDTmqIxYgVABZXBfaJsw4Azj5TijUBWeaKmewYs2dNRZD6Kic76JLKIADDVgOwLFa8yeACBYaBltqqW2sCssyVlKsBOJOHsViSqpCzCKyuwgiAxVkX0q4EtmQng/M7c4LpBtLOngjv/24HiVS6ZFbdmiggW8/YMltcDUD/H4slqQ47Q+OSKkcAWB+AZdHijQIqRAPo6O4nlkyX1KpbqwFY5oJSKssHAE4tgJqwH4CaUADB+gAsixhvKggjAKazpXsXxJTKAhnrA7DMBe88J6MBpFwNwOcTqoJlrAGIyC0i0iciL3jaPi8iR0Rkp/57q+ezfxSRLhHZKyJv8rS/Wbd1icini38olrmSyjIBzawBXHquExmxfllNSZh/AMYTJgrIagCWwvHe5/lMQABVASlrJ/D3gTfnaf+mUupS/XcPgIhcBLwP2KS/858i4hcRP3Aj8BbgIuAava2lBDBWE78IAXcl8NQz6agebFcsqSiJwR8yJiDrA7DMBq8AyDIBhTwCICgMT5SpE1gp9bCIrCnw994O/EQpFQMOiEgXcKX+rEsp1Q0gIj/R27446x5bio5rAvLhmoCmSwk9rrMlTmhBUAqMxawPwDJ7vBOdqTWAxWsCmk8U0CdE5EPAU8AnlVIRYBXQ4dmmV7cBHM5pvyrfj4rIDcANAC0tLbS3t8+ji3NndHR0wfY9F+bT333dcQAef/RRDg47D0TnMzuJHvLn3f74mLNN38DQnPZ5Os7t/p4YAGPRiaL/djndC2eCUurfmKfYS8f27Ryp9TEWT3HqeC/t7X0AhCXFsf7BkunzdMz23M5VANwEfAlQ+v/XgY+Qv3i8Ir+pKe9UTSm1DdgGsGXLFtXW1jbHLs6P9vZ2Fmrfc2E+/d2luuClvVx99R/TfHQYtj/OpktextXnL827/QtHhuCRR/GHK+e0z9Nxbn91/BnoPYovECz6b5fTvXAmKKX+9Y/G4MEHALjs8s2ct7QG7ruPTeefR9vV5wFwywv3cTTuL5k+T8dsz+2cBIBS6oR5LSLfBe7Wb3uBcz2bngMc1a+narcsMFnZQE066Gls6Sbm3tjdSwHTp0TS+gAshZPrAxjT5s1JTmAbBppBRFZ43r4DMBFCdwHvE5GwiKwFNgDbgR3ABhFZKyIhHEfxXXPvtqWYuOsAJJMNdLpomjEdchktIR+Auw7A5gKyzALvfZ5OK0ZdAZAxf1YFYSKRJpYsnfu9WMyoAYjIHUAb0CwivcDngDYRuRTHjHMQ+AsApdQuEbkTx7mbBD6ulErp3/kEcB/gB25RSu0q+tFY5oTRAEQgqFcCT+8Edh6E8ZLSAJwH92ysZ2xZOCZrAM49Xe2JAqoOOpOi4WiSpbX5/WJnK4VEAV2Tp/l702z/FeAredrvAe6ZVe8sZ4S0chLBSZYGMPVM2mgA8WSaVFq531lI3FQQup6xyML3yVL65K4DMBpATY4JCJxIoKW14TPbwdOMXQlsIaUyg/hswkChdMxA3n7YUFBLoSQL8QE46YC49bEDJZP8sFiUrQAotWyWC0k6rfDpGbNJBjfdSuAxj+mnVBzBXnOUrQlgKRSTCRecwjBGu/UKgEjU2eb27Ye49uaORTVmlGU2UJPNMp5MEw6WRjbLhcRrxnFzAU0ziBp7O5TOYrDxWBIRUMpqAJbC8Wq6yVR+E9BRve5FeZIfLpbxoiw1gI7ufuLJNIrSyWa5kKSUwi/ZAmBaDSCWGfRLwRGslGI8kXJzt9uEcJZCyfUBmAAHbxTQhgZnmBRKJ/lhsShLDWDruiZ8PiGVVovugs6FdFrhczWAmesBeDWAUvABxJJplIK6ygBD0YSNBLIUjNdcmPSGgXqigNbXO8LgDRe18BdXn7doZv9QphrA5tYG2vQq15uvu2JRXdC5kOUEdrOBZs+ivT4Trw/AKwwWCqOFmPJ9VgOwFIrXB5BWSlcD87sTIoCgfr11XdOiGyvKUgMAqNODxfktNQvck4UnlcZ1AvvdegCZB6N9bx9/fusORCAU8HHRijrX3l4KPgAjhKwAsMyWXB/AWDxTDtIQ1Nag2CJcZV6WGgBAXA8SpRLFspCk0wod/OMuBPPaRu99/hgK3ApgfSMxGqpCQGn4AMw1ND6AM1UTwEaSnf1MXgeQcquBGYL62Ygn04vumpetBhDX0rwUBrCFxusENpqvNxdQs178YpxgIb9QVRNiYCxeEgJ0PEcAnAkNoLMnwrXf7SBeQnWRLbMn3zoAbwgoONpx0C/09I9x0x+6iCUWT/Rg+WoAWgCUghNzofE6gUXf7N4HIxxwZkSbWxu47fqtgNBU7QiFUjh/rgCodB7cMxEGWop1kS2zJ5WzDmA0jwAACPl9HBoYJ5Zwogfji+Sal60ASFgTkEtaZRaCgeMH8AqAo4NRAM5trGJzawOjsaSrFZTC+cv1AZyJqmBb1zW5/hK/z0aSna2kUtkawMmRCU6NxiaZeMJBP001ITdIIuBfHNe8bAWANQFlSCmy8vkEfb4s59jRoQkABsacwjHj8RRN1Y4PoLQ0AGMCOv0awObWBv7kZU5S3A/9UetZbwooV7wTnZ7+MQ6eGqf75NikFb/hgI+6iiAfeeVaAD73tosWxTUvWwFgNIBSCGNcaJxUEJn3fr9khYEaDWBgLI5STqRETThAOOArCQ0gmhMGeqZSQRhHuHdhnOXswhsGeuDUuFulKtesFw74iCXTbjK4tc3VZ7Kbp42yFQAmpKsUBrAzxVQRDLkZPQM+Hwk9M1JKccwjACYSzqKrqrCfqpC/RDQAR4jXneEwUBNJtvvY8BnZn6X4eDWAVQ2VQP4Vv+GAn1gy5Y4b8UUSaly2UUAZDWDhB7AzQWdPhGtvdvIf5Uat9I/FiIzF6eyJsLm1gYBPXNvo8ESSsXiKkN9H/1jMTZZVEw5QGfSXxPkbT+RGAZ2ZMNBYwrmH9h4fyXKkW84evJru8roKqkJ+Llhey//zJ9kmnnDQ0QDMupfFkm+qbDUAdx1ACcxgzwQd3f3EEpOjVjp7InT2RDg5GnftngG/uMngjPln4/JaJhJpTo06xderQgEqSkQDiMZoRApRAAAgAElEQVRTiGQSeJ2pVBDee+if7929aGLDy4lkjhM4lVZcsaZxkn0/HPARzxIAi0MDmFEAiMgtItInIi942hpF5H4R2af/N+h2EZFviUiXiDwnIpd7vnOd3n6fiFx3eg6ncBJJ58KXiwnIG7XijWDo6O7HaMFGMAR0niSAY0OOALh41RIADg8476tD2gRUAudvPJ6iKuh36xmfMRNQMuX6Tr73yIFFlyq4HPD6AJKptLuuI5dQwGgA2gS0SFYFF6IBfB94c07bp4EHlVIbgAf1e4C34NQB3gDcANwEjsDAKSV5FXAl8DkjNBaKeJmZgDa3NvA/Xr4SgH9+xyXuDGfruiZ3EDN2z4A/EwX0RPcAAHUVzuz68MA4AFXaBFQqAqAyFHBXMZ85AZB2Hc82s+zZidcHYJIKhvyTh0XjAzAa72LxAcwoAJRSDwMDOc1vB36gX/8A+DNP+w+VQwdQrwvIvwm4Xyk1oJSKAPczWaicURLuQrDJUUCdPRHu3h9fdLO5qpCzoGvt0kwEw+bWBtY2V7Ouudr1CwR8QjLtLHu/9dEDANz62EEAOnucW6F3YJzKUMC1vy8k0biTwMvEaJ+pVBDxVCYqZDGmCi42j+w7yY0P7aMrsvD3jMGbCsIM7vk0gHDARyyx+ExAc3UCtyiljgEopY6JyDLdvgo47NmuV7dN1T4JEbkBR3ugpaWF9vb2OXZxeszAf+DwUdrbM/KtK5LiX3dMkEwr7tr/OJ+6ooL1DaVfCHp0dHTGc7Wvx4nnf3LH0wx3Z44pGh1nZbWPkQPP0n4AouNRjqfGueOBAXcwNTf8Pc8fB+Bzd73AeUt8jCXUrK9RIX2dDT1HJ1AJxY6ODgB27d5L+3h30X5/qv72nYoS8EHAB2vrfLx3Y8g9hwtJsc9vMXj+VJKvPxVDgIBPAQ+WxHO152DCfX3g8BEADh3opl1lhqvR0VEG+ycYHElzBMcE+uLul2iPLvCFzsNsr32xo4DyhUGoadonNyq1DdgGsGXLFtXW1la0znn2QfK3Tn362oZm2tq2uJ/teqiLZHovCiGlIFbfSlvb+qL3odi0t7cz07m6pXs7HD/JBZsuoe2CZW6778nfs3plI21tlwJQv+sx6iuDXPO6Dfyy63HSypkBTegiOuBkAvVXVOOT1Iz7nUtfZ8PNXU8iFUmufvWV8NDvWHveetpetbZovz9Vf7/xwqM0Vofoiw1x5cblXP+OS4q2z6no7InQ0d0/bWriYp/fYvCH3+wCDqKAVFpK5rnqeqQb9uwm6BfqGprh6AkuuvB82q5qdbdpb29n9apGusf6qFlSC32naF23jrY/Pm8Be56f2V77uUYBndCmHfT/Pt3eC5zr2e4c4Og07aeN6bL2eU0EuTbsqZyli4HhqDPbyU3hPJFIUxHKzMaC2gS0ubWB5XUVbGyp5bbrr8JrGg0GfKyqryoJH8q4TuHrmoDOoA8g5PdReYac4TsODvCubz/O136396xxOJvn0PhnHA2AknmuzFgQ8vvcezmvD8CGgWZxF2Aiea4Dfu1p/5COBtoKDGlT0X3AG0WkQTt/36jbTgtPdvdzzbYn+PoUD4rXg58bxri5tYHXbHRmx994z8sXxXJvw/CEFgDJXAGQoiKQEQB+n5BMKZRSDEYTvHJ9M5vXNLpx9q9a38xt128lHPAxHE0UPBCZwaDYNmDHCex3B5kz5gPQayqqQqdnPUTuJOaRl06iVHZt2jPJbFMhd/ZE3Ofw1sccc8nWdY186oqKknmujA8g7AlomMoHEE+mM07gRRIFNKMJSETuANqAZhHpxYnm+Spwp4h8FDgEvFtvfg/wVqALGAf+HEApNSAiXwJ26O2+qJTKdSwXjYf29hHXEjpfEWevAyffg2s0gHVLF1exmIwGkH3zRhMpKkOZmz7gFyYSaYYnkozHUyxfEqazJ8LguPP9pw4OsPf4CL/ddZxkWnHtzR0zpsZ9vOsU1978JCIQELjs8kjRBoFoIkVVKBMGeqYezpgWAJWhgLtArliYdNOxZCb18CYdirsQDufOngjv/c4TpNKq4FTIHd397nOo9P9LzqlnfVXstPe3UFJ5NIBwIWGgi8QJXEgU0DVKqRVKqaBS6hyl1PeUUv1KqdcppTbo/wN6W6WU+rhS6jyl1CVKqac8v3OLUmq9/rv1dB7UGy5ajuSENnrJ0gDyPLgD45mkZ4sFpRTDUedYvSagRCpNKq2oDGY0gIDPRzKtODHsOI1b6iro6O7P5ElJpbn3hWPuw1PIbPTBPX1uUZlkmqLOXsfjjgAQEZ3J9MwJgHDAT9VpCIc16aa9qYfP09Fbl66uP+O56Du6+0mm1azCXbeubXRfm0lVKVSQ82K0xWBAZogC8pPS9QIgE0V4trMoU0Fsbm3gmitXc/uTh/j/3nf5pAfFSO+AT/IO8oNaAJTazTofYsm0e9xeDcDc9BVZAkBIptIc11lAl9dVcE5DFRVBH4lkmmDAx1suXsET+51BoRBfyfpljjZ1OmzA0XiKymDA0/fim4CM87WhKkRkPM7WdU3EkynCAR/VYT9HBxMz/8gscNZjCImUk6dp67omN+nc+qU1Z9yEsnVdE4ITuVGo9mE0lnMbKtl6XhM/e6q35J6pVDpNwCcEfT5Xiwv5J0cnGa1gSGvR5R4GWvJ85JVruP3JQ/z0qUM01oSyHhijASypDOaduQ2MORfZ+1kh0ReljLlxIdvvMRHPIwD8zkrg41oDWL6kgtYmZ52A9xwcHYryH7/vKshXsqreSbR10Yo63rE6XrRzqJRiPJ6kWpfxC/l9RVfPnz+V5Bu/fdzZn24LB3wopVwTULFTYmxubeCjr1zLtx/u5oY/Xsfm1gYe338KYEHWXmxubWBZbZj+sXjB2od5fipDfqp1nd1c8+NCk9SJEP0+mdEHABmrQHyROIEXrQAYGk8gwAO7+3i061TWTWs8+EuqgvT0j6OUQrTNSClFRGsA5qHu7Inw/u92kDiLy/8NewRAzCsA9AOZawJKpNKcGMqYgMAZBLzHffHKOgDWNFfPKCCNA7q5Nsz6huINYKYqV6WOYgr4i68B7OxLTYpZTqQyq0argv7TklbcFN2pr9S1F/TgM7FApsmUcgbMi1bUFbS9eX4GxuLuBKTUNIC0VwBMZwIKZmsFi8UJvGiTwXUcGJgyt7dXA0ilVdaMcXgi6dq2zQ1x367jRSv/t1BFpc0ADNkPYV4TkEcDaKgKZn3mpSbsRAU90zPI+7/bMWXUFeD6H/rHiusANDOyqqARAL6i+wBWVk9+TAI+Hwq0BuBn/DTUBDDXaTDqTEjG9LEWqm0U+14z/jIzQZpxe93PyHjCLSY0UWIDp1cDMBPD/KkgstsWiwlo0QqAreua3KiQXBu1GfBNHpeJeOZiDnpubvMAmuIP842+MJEU/3bf7OK4i/EgmwEY8vsAvFFA5mE4MTzhzv7zYcwuzxyOzCggR7QA6h8tbPAoFDPzrtImhpDfRzxZXA2gucq5j16xrpHXXrAUgE+81lnE5IaBJlIoVdz9GuEW0dFX49oBWUhwQmdPhPdte4KvzfJemwqllGt6MoP5TBiNJZVWHI44OaRKTQNIpRUBnxDwpPKeygnsxQqAEmdzawNf+NOLAfjfbzh/Sh8AwLgnH5D35jY3cGtTFQBb1jTMy/xjIimgcE2isyfCe749/wfZ6wPwrgOYyKMBBH0+VwNYvmRqAWDSL69uqnYTyvl8QkNVaJLAMhpIv64qViy8dmbQJqAiawB63GXj8jpWNzqTgQZdEtNxAgcmaZLFwAz0Q1oAGA2gkEG0o7ufRGp2UTvTYQoBAW448MzfyfTzUL8jAGIlJgC8GoBhqjBQL1YAnAX86aVO9svclaHmQa03AsAzo/Kqt2Z2bAaZFUsq52X737quadrw1Hx0dPeTUnN7kL2agxmAm6pDM5qA/HoQPTwwzsDo1EnxanSG0GW1YTfKZ9PKOj776xcmCSyjgcSTaSaKOAa4JiAjAE5DFNCEKY4TTbi+lCF9n4QCPtd/UuxQ0AnXhKLDkrUkKsQENJd7bTq8Po6BWZqAIBNu6dU+F8oc6sX4AAK+zFA4nRPYECsxU9ZcWbROYHBmqOc2VrL7+EhWeyJHA/A+uJGxydEy5r+Jipkrm1sbaG2soqd/nNs+elVBwuQqTyz1bB5kYwJIppyFO//zMif33tLacNZDaByKlcHsVBAjE0liyTTPHxmacqFXtdYAxmIZv8nOw0Pu595FeCMeH8RwrDgDdGdPhDufcpJ2GQ0g6PcVfXZmNIChaMIdVI1GFfL78OvG8XiK+qri7dcINzPjNiaYQkxAm1sbaKgMMTAe54cfuXLeQQvefQ5OIwC8wQD5BKKjfYpeJdxBMr2wgRXJtCLg82VpAGfKB1AKkYWLWgAAXLC8jj05NVtdH4Au6p1PA/BLZnA0n/fNUwAYFLCxwEiK85fXArC6sYpvvvfSgm8UYwIAZyDe1zdKZdBPXUUwSwMw5qAsDcDnc2c4Xs1jkgDQdveRiSTDE0lWLqng6FDmHPk9vpfhicwMciRemACY7gF5+KWTfPjW7a5Z4vDAOJx3mgSAWx4zgei8hmZQ9s4Wix0JZCYegzkaQCFRQEopRmJOHzcsqy1aX2BqH0BH9ymuvXm7Gx77l1dPTpbmCIWAXiXsXKep7q8zgamHbfJIQWFRQPPNBVQqkYWL2gQEcOHyWrpPjvHvD7zkqpqJHCdwlno7FifgE+pCmbCwCY8GMF/7tbHjesMyp8PYfxurQ7O6QbyFXgJ+H3UVQeoqA4SDvqxIjGh8chho0PMw+GRqzcPvE6pCfsZiSYajCc5pqMQzkeJdm89x+zwcTVCrTUbDBQgAkwphKt/HvS8cJ60ycfl7tZbn+ACKbQJy/g9FE+7M3zhmwwGf64Au9srxaI4TuJAoIFPL4pF9p9xByhsBNleyNYD8v3fXTmd1uAkGyJ14hQM+91ny3k8LWUchlccHMJMJKOiXeU8yzErvYkQWzodFLwBCASdc798f3OcOJLEcE9Cvnj7iDjCR8Tj1VSHCfogmsquGTSTSWdE0c8HM4gp9KM2AM1v78ubWBja2ODO/T715I6GAIwQqgn5iiZRrf93X5wyclcHsZHAAIb/wt284f9rZSXU4wMBYnFgyzfqWWkIBn5v7+52XZUo+jEwk3WiqQgRAvlQIXs5trMx6f6U2lQV9p1EDiCbd6zYUzfgAqrX5qegCwGOCnEik3IlKMq3yxqEbofmLfQk+9kM3C0tWAMBcyZ0k5bPf50bLmcV/hpa6Cnfycdm59QjOIsOFXFfjagD6nhchKyLI4BUAtRXBea8DKBUBuOhNQCdHnLhzr6Str3IGfpPr5q5nj3Lfi8e57fqtRMYSNFYHmRhPuIOud/A9PjzBEv392ZJOZ0LphgqMpDADzlySjfn9ZnEb9EbGGYsnicZTDI7HXfXTp+3X4aA3GZzz+sKVS/jEazdMu4+acICjum7whSvquO36rfzH7/fx0N6TrG/JmB6GJxJcsbyR53qHphQAnQcHeKK7n1ec15yVCiHgm/yANFeHs95fudb5PBiQoq82jXk0AOMDcE1Afr/rf4jGU+w4OMD2AwNFset6BcpQNOGmggBHKDx/ZCjLROYVml4hON9JC2SegYBP6Okf433bnMRwXvNFi44Ye92Fy/irtvVsP+Dke1xWG6ZvJMbyugoODYyTVorReBKFc/8s5KLKpE4FkZn0+NxFoV68JqC6isC8I7426UWULXVh/vPazQt2Dha9BnD1Ridu2xvDb6S3CU3z2rl7BsYYj6dIKeWqq16V+8Q8/AATyZRrs/baxKdjeI4agPc7Hd39vHBkmKODEzyxv5+haJK4Vj/ddLieGY6ZAV20YmbbcU04wNFB55zUVTgP89te5kRfRTy24pGJJM01YWrDgbw+gM6eCO/d1sHXfvcS197sVPb68Cudoi6ffOP5kx6Q3MVImSggX9HrAUwkMwsDXcesvi7hYMYE9MDuE7z721OnIZ/1fhMp1xw3OJ7ImoU/2d3Pe7+Tva+t65rw6Wvn8wxixTQBLV9SwaHIOImUmmS+MInSLlvtrBg3z80KrQksq3OEdiLtCW2NFX8F9WxIpRU+8QiAPOYfyHYM11UG561l9utnIxzwL6gAXPQCoO38ZfjFMRGYmYq5eLnCoaEqxJ5jI/RGohwdVZwcdbSHXA1grnhncAX7AKJz1wDMTHi7Z1V0WilS6bQ7k/X5hHAge9ZjhJxx8k5HddjvJo2r0ya1xhrHuW7CBZOpNKOxJHWVARprQnkFQL41Es061j7fWoRBz/kTyQiwoF+KXqwj3yLfofFMFJARPmYg9A6Mf9jbx7ce3DcnYTAeT7rHHhmPZ2kEv955lGQ6exDe3NrgakoX60RsUPi9NlNfwMnp5I2U85ovRvWkZtSEq8aTVAb97nU0iwoTqcx9PVrgROh0kUorAn7Br8NA860BgGwNubYiQGKeiw2NZaIYwnk+LHoB4PMJLTqbJcCND3Vx8NQY4AiF5uoQm1Y6povIeDxT8pDMDHY8nqJZD2onhuYuALwzuEIvfCaFc5r0LJ2bZgZmtA2f4M4QX3ZOPeDk8zHhnODMxH+6wwmt/OETPTMOXDXhwKSV1Y06usqcPzMg1FUECQd8dA85Bee9dmSv0zqoo4fG8pjgDN5QxKqg3xVgU0UBzSfmPJZHoJhjNqkgIDObNROK+sog1926g2/e/9KcNIJoPMWKJc7s2dEAUu4M1Zghc1enm3O4v2/U/Z1iagBeu35rY1WW/X5EH78Z1J06E343cMJoZvG0yprYFHsF9WxI5vgA8oWAQrZgqKsIztsEdMoIgGhi1s91MVn0PgCAZXUVdPWN8H5dYMNc7IBPWFFfSZPJFqpvRMGkLc7kMK+vchZQPbjnBH+0vnlKtW260MVsDaCwmU9uFk/vYD0T0XiKiqCPiUSa5bVhXndRC/Fkip91HnFXyw5PJLMcwB3d/a5ZKJWeOTyvxtMfUzGsUc/4TLjgiB4QBsbjdPWNklZwzbYnSOgwHlNg5GXn1LPz8CD/8X4nhfdvXzgG5HeueiNRqjx9cHIBZT9QnT0RrvluB8k5htzFks7Amu85NakgAPr0Q/2K85r45Bs3uv3PDaUtNP47mkixUmsAg+NxxmJJltaEOTIYdbf54/OX8r9et8H9HWMaG4klaagKMjyRLJITWAuAhowAqNeRaeZ4urXQyWgAaXwCD+9zspjevv0QAHGPBpBWpqDPwgxFJhWEMQHlhnsavILB0QDmJwCMdSGtHCFYW5HtVzxTawTmpQGIyEEReV5EdorIU7qtUUTuF5F9+n+DbhcR+ZaIdInIcyJyeTEOoBBa6pyHxtj+jdQXEZprQpzSF8M4Lds2LuWSZr+rDUQTKdJpxVgsxc7DQ1PO5rYfmGyX9eLVAAp9KL3bzcYMpJQimkixTkdmnBiJ8YunewnqnCbHh5xjPhKJUuFRb7euayIc9OGfJvzTi1cg1VU6r02aBDMYmWPoHRh3fSCJlHLKG5IZHI3AXasLnxgNIF98fWQ8Tp0OK63KqWecqwF0dPe7Po+5hNxNpBTLajNmKKPpgDMwVAT8iEdAnN9S6yzE8gQLmHNp4r//7b69vP+7U2sFiVSaREqxUs+4B6OOBmCE6zEtBC5eVZc1QHjNM801YeoqAkVzAvskewXsWCxJ58EB956/94XjQEYATCRSpJUircyEQpv40tkCfHQB/QBJ7QOYSQMQEVcLqC2iBgCT/YFmwlIsX9J0FMME9Bql1KVKqS36/aeBB5VSG4AH9XuAtwAb9N8NwE1F2HdBtNRVEI2nXLu3SOZCN9eE3QRlxqzwtpetpLkqsw5gPO44TafKLmq4Y/vhSXZZL2OemWzBJiDPdrNxBJsHtbkmjE8yA+0xbcIyQi+eSmctAtvc6uQ7+ts3bixoppxPA6gO+Qn5fa6jyxzDZasbCOaxsZrB0QwERmOYLvnZ4HiCS85Z4m5nHpJ86aDnGnJnzEajCZXlh1juSZAXDvjw+SRLi3ILCmk78TkNle65NMII8oe3Gsy911gdIuAXfr/nBKOxJE3aFGkc77kTCe/7ppoQdZXBopmAwgE/39e1fQUYGI3z+7197j2f0gO91wRUXxkiFHAmFGaQjadU9sTmNGRSLZS06wOY3gkMzrUO6LUv83UCm+cPJvto5jthmQ2nwwfwduAH+vUPgD/ztP9Ql43sAOpFZMVp2P8kWuoqGIunWKEf4obKkGu3bdICQCnlmiwaq0OE/ZkCEdFEmubacMZGPcUgkvaYkPJtYwY0v0/yOuby2ann+qCYvm9YVuM+gMGAj/OXTa5zXJmj9m5ubeDjr1lfkOppBEA44HMFiYjQUB10fQBmQN+ypoHbr7+KkC+zgKsy6HcHR6PhjLihr1OnPhgcTxDWQvzkaNydKXl9AOZ8pjzJ4b70pxcXdFwmlcbXf7eXkThUerSkliVeAeAcs1cLMQu3duuFUN5Qx63rmjKLjmTqymjm+p0ciZFMKbYfiJivAHBUawDe2X086TjbdZJWmmrC1FUEp3UCF+obiSaS+IQs89poLMlGvVJdyPgfMiagFM01YXdC8Zk/udDpZyr3vl5YDcDv82U0gOkEQNBPRdBP0O9zSpvOQwic9AiAXCFe7DxO0zFfw5sCficiCviOUmob0KKUOgaglDomIsv0tquAw57v9uq2Y94fFJEbcDQEWlpaaG9vn2cXYeCIc4KP6FlTZDzOkrDQ3t7O0IkE8VSaex5oZ1/EeegO7HkeUnFiSeH3Dz3EqUiU5dU+XtbsZ89Air+7PMTIgWdpP5C9nxcPOg/lmjof1144eZtO3Y8lITh0/GTWsXVFUnx1+wRJBSEffOqKCtY3+Dl8POqW4nvsyR30NeS3UY6Ojmb9Xn/UuTnTQ0f5u8tD7BlIcUGjnxOR3knfjY4Ozfk8HzvsHFOFX2X9Rkgl2HfoGO3tEbb3Otu8uLOTpVU+1tQqXhrK+FcG9++k/YAwOOKcv47OZ0kdCXD0hPN+f08v7e0ns/Y7MDrB4RMZR3A8keaOB3YwGFNEY0lu/tWDfHXHBKm0U4LS8OyLe1g6tn/K4+mKpNgzkOL4WNoTTaQ4OTCY2Wg8M1h2PPEoYb8gqcxDfPhEP+3t7TxzwAkz7hvMvjabl/l48rgTEvy9327nmWUB1udc1xNjzvV7+qWerPYjfc5s0DhcDx454f72YMz5zuoaxb4hYU/PCVJKER2TvNe3K5Jyz1HQc8/l48DhCUKSIiGQVIA42uOJ7j0AnFsrpBQcGVX0RYZpb2/nRH+UqqAwcuBZNgl09emghLEou49ljuvRJ5/iVGP+/Z5uBoeipCeEYzHnmo6PTH4WzLOVTsTxKUVvj/NQP9j+B8KeVfOzoas3SoXfWWX++I5nmDiUPRTXh6AmJFx3Uf6xZipyx4GZmK8AeKVS6qge5O8XkT3TbJvvTE1yq2khsg1gy5Ytqq2tbZ5dBHnpJN97YXvWTmurK2hra2PwmSPcsWcnF1x6BdFDg/D0s7zu1VvZc9djQIKtr3w1vh0P07qykebaMHueOMj173jdJCdNLJmi54HfAbBiaQPXv2PrpH4ceuIgPL+L1mVLmEikaWt7tfvZroe6SKq9gFN5KVbfSlvber7U2c6yuiQnhmNccPHLePWGpXmPsb29He+52n9yFP7wBy69+CLefmlmRe5/P3cMnn8667srli2lrW0Lc6Fvx2Fu3/MczXVVWfs/d5/jcG9r+yP+8JtdwEFazruE6ooA++9zyiuKOH73S654BctqK4g9cC+QpvW8jbRdcS7//uJj0D/IkqaltLVlXEYTiRTx3/6WKzaew+HOXhIpp07xNa+/gnufP8bjxw8Rq28lmc6cT8NIuJm2tsvyHkvnwQH++b4nUAqyTcHCFRtWcejpIygUm9a38nCvI0Re/5o2/D6h8ZmHORkdwe8TUoEK/Ks2cSq63bGbp31Z5+ZnR56mqr+P8USKew8k+X1vepK57cWjw/DII7zm5efx9Il9rnnlFRecy0tPZAZPf1UtbW2vBOClEyPw0MMsqw6wbyhF95AT7ruivoJ8z9ET9+4mme52z5G55/Jx26GnaFHjfOUdl9DR3U/f8AQ/eKKHlnUXwpPPsG5ls6OVjI6S8oVoa2vjqzsfZlVTlXtvLTs6DB2P4A9VUN3QAL2Oz2DDhRfTdmFL3v2ebqqefYRl9ZW0NldBzwGWNTfR1nZl1jbm2VrS2U4skWbj+WvhpRfZ+kevyvIHzYYvPNXOxhUBnu0dYvX6C2jbfE7W5+k//I7XXLyS699+8ax+N3ccmIl5mYCUUkf1/z7gV8CVwAlj2tH/+/TmvcC5nq+fAxydz/4LpaUuPKkt6PEBgOOUMbbbhuoQIa0SRuMpJ5om5KeuIsBEIs2T3f28+9uPZ+Wp+UVnL/FkmuqQnx69wCwXY8JZuaRyklqeLwwSYCiaZLkOBZyLCSjXvON1+BpTRGVo7rMv4wTOfRAaqkNEdMqAH+kB64YfP8Uvn+7NRNPo/6dG4iRSadc2bmzWpspWru/DOBAvXrmE2z6W7a/oH4szkUjRUBVyZxwm1e+SyiDte/umNHf86pkjbn4ho90v1/fOhpZa6iqD1FUE3epj3hwyVdrusmFZDSdHYnz0+0+5hzgWT2WZC44ORVmqyz1Olebb+AA2rarng69Y7ba//Nz6rO2895ExuXlPr1IwOEXyttZGJzS6kEJH0XiKqpDfNQ9eoJMZHolE3X0b2/+YJ2219/4z915cO4GNk3whncCZKCCnb9P7AJxV3yE965+PH+DUSIx1Sx1zbO5YkE4rhicSbrr608mcBYCIVItIrXkNvBF4AbgLuE5vdh3wa/36LuBDOhpoKzBkTEWnmxZPBIfJ2+I6gWsdp1r/WNxNBFcbDrh21GjCEQBVQb8bqvXwvmnWmbcAACAASURBVJPuQJFIpvnF07189te7AKfk3VFPxJGX8bhjR11aG57kmNvc2sAaXXjm36+5jM2tDSilGI4mWKGdjtFE4Q+KWcWcO7h7Hb5mf1779mwxNQHqcm7WpmonFXHuAi+FY27wS0YI94/FsuzAxmdgfAK50U8muqi+Kpjlr+jsifCbZ4+SVvDFu3e51/i9VzjzjtGJJEPRZN7om86eCE/kcbYZoVsV8hMKCGml3LKW3ogR4wO4aEUd4/FUZnDIs/L76GCU85ZWT+tT8grwqzcuc9sbqkN4MxV4f9f4Hi5s9FOhI7l8eaKiDI06nYZ3keRUjMWTWaGaxvdzZNCZ7AyMxzO2/4Qj8KLxVNb9Z+494wQ2IaWzmdgUu4ZAMp3G75eCfADJVJqRiYTrf5lrPqCJRIqRmCc3Vs5YMDKRRKnJz9TpYD4moBbgV3oBTgC4XSn1WxHZAdwpIh8FDgHv1tvfA7wV6ALGgT+fx75nRX1V0Cn75hda6sJ0nxp3Q7qa9ENwajRGZDyuHzBxpXw0nmJcL2gxYY5rmqrd3w7q5GdmkEunneItRwaj7gU2jMVSVIcC1FUGGY0lSaeVuzALMsnnztWL1mLJNPFU2o1AmZUGkJhZA9iwrJb9J8emrPlbCDVaUtblxDFPJFIMjidYUhFwY+iDAR/vvPwc1tFHrL6V1Y2V/N937OTUaCxrFmgEQL5cTJDRAOpzcjJ51zCYKArICAzjpE+kstc3mCRq3iypZhZtbO0nRmIcG5pAKbjtSSee3TtYxPS1MwLRJ0JKKTef0VA0QWN1iEQqTd9IjPdeUU9zbZifPdXLrR++YtLga65fVcjvBi845ztAZdDvOsa9s0ejwV7Y5Oe267fQ0d3Pkcg4t28/TCyZmlTW0ESimJnojQ91TRl3bhy6bj/0cZpopMiYk6qiKuT0bSyWIppIZd1b5nUi5VzDTSvreOHIMKOxwqKUOg8O8J5tHW666WIkkUulFX5PKojwFGGgnT0R9p901rDc/OgBfRxzEwAP7XGMIrFEippwYMpIrnq9oPJ0MmcBoJTqBl6ep70feF2edgV8fK77mw9PHxoklVYk04qD2jxjZp+N1SF84qhkkbGMWmomLkPRBEo5M2k3zNET+njTBzZTVxF0B4Wg30c8laanf2ySABiPJ6kKO6YkpZzBxZhOlFKZcNRodvy8GQBmEwZqts0d3L2DwHnLqmHXZCExG/KZgDp7Ivzy6SMAfOm/d7O0JkxtZZB/fefLnOIwB/y0ta3PlIkcjWcJNzMgmJl/bhSQGejqK7MfEKcOtHP+fSLugP/CkSFX45hIphGRrBm3SaIGOv2136mHUF8VdIVNT/+YKxVy8yd19kR45pDjJL5DL3ZqWRImnkzzsVev41/u3eNeyxPDjhBZuaSC9ctquPOpXncm7sWsfagI+llVX+ku6KsK+V0BYPo3oQdaowHUBIXNrU4+nh8+cRBwhGq4Jr8AOHhq1F0kWRHwcdvHtk5asDauTUAGVwPQJiAjwJcvqaD75BgjMadf+U1AjmZr1jiMxlLTLnwyn+0/OZpZS1CkGgIplV0TeCoNwGuic/swBwFw+5OH+Kf/eh6AbY90s6QiOGmdhnn+5+pfmA2LPhUEZF88Mys0F9rvExqrQ5waizMwHqdBS13j3Tex7JVBv6uSeW38lUE/q7Ut9TUbl/Kf1zrOykMDk/0AY3FHAzAz0se7TrmfjcSS7uISk2fGDBpGA5hNuuHoDCagJZVBNzfL/DQAZyDY1zfiquXemXgilSYSTfCqPKuna8MBQn4fJ/NoAKm0cnMZeY+7syfCr55xhEtDdfYDsrm1gZs+4Jz/Cz2J7A72j9NcG+a2j21lxZIKzl9Wk9UXbxK1gMdkMuIxr7z8nHp3gVxuzHhHdz+K7MVORwcn3EEYMtfSzJhX1ldynl7wtv9kJm2DYcKjAfh8wrpmZ5ZeHQq418vY8B/tOsWND3Wx5/gwIb/PNV9CZhC5qX3/JLOJEQBHBicyaxO0duQNg7325g6Goon8AsCzKhkyayQGxxMkUipbAOjJx0TKud/rq4JUhfx0943yrpsez1v7obMnwnu/49TEvuvZjMuwWOGRqZSuB+CfXgBsXdfkhlOb6x/35APKNU3lM1V19kT4p/963h2DUmmFyGQTUEYDKG0T0FmDWd2aSKZBhFRauRoAQFUwwPYDA0wkUlyik2iF9McRjwAwBU0ODYy53913YsSdrf3l1edx5dpGQn7hrp1H2bRySdZA46wDUGx72Im8+Ouf7mRZXYXjvBzNOOrMDbBDp9M9NRojHPBNWhHrnTXlMjGFCcgIhMbqkGv+mo8AOKDzKj3ZPeCWjjQPSyzpzMTjyTQr6ycndHNXYo/EM3l0xBl4vcdqXptVtGawOnByzM2VY3jtBcuoqwiw97gzqBrzU1N1mM2tDbzl4hXc9mQP8WTafdg3tzbQXB2ipiLI1nWN3K61OW+OmkvPree267fS0d1PRdDHl+7e7X7fHG8imcbv97n9W9Nc7Q7Aw9EEnT0Rd0a+sr6CVbp+ZFffZAEwnuPENyuAu/pG3YG4tamaZ3uH+Ksfd5JIKXziDPjexH59w84gf+tjB7jtyZ4ss8mpkbh7jvw+cVfIb13XxKP7TmZVlEulFZXByT6AXAeumayYOHfvBMTnE0J+H0O6JOiSyiDV4QC7jg3nXWTZ0d3P0Ug0y7wKsKq+gm9dc3lRUiQk9UKwmVYCmwWSHd39hPw+vnLPbnfCllt+9bNv28QXfrNrkkbV0d2flU7EJ0JzbXiSE9honVYDKBLe1a3GIRjyqO+9g+N09Y3SG4m6q0jNfetqAB4T0MFTmdn93hMjPNc7hAhsWrWEpw8NkkgpnuqJTJrNjMWTxFPKnSUmU44D+caHurK0gUE9WHz+N45j+V9/u5dQwJc1E36861RW2omuSLZ2MGUUkD7uhqqgu6r0qYMDc3aqPdc7lLXS2KjlP/jIFYjA5audqJXcgdrQXBvOcgIvrQkzMpGpxVAbDrjH/fBLfW6+e4C7n58cQyAirFtaQ1zn/VmjzXDmWC9vrSeWTPOlu190j/nwwDgnRmJ8YOtq/ufl52RSYXgGg+pwJgLm5TqRnhksvPfXN9+TsYquacoIgOePDHHNtie4+zmnz4/uO0VlyDHv5NMAvBqcEfQAn7j9ade0ZZz4ZqBOK7IqWwEc7B9zP8uNNjIaQCKleMflTqjwNVeuZnNrA+e3ZBZ4BQM+EimVpQGYyRBk79OYK022y0kmyKCP3hFn4Bwcj1MbDmQl9gsGfAyNx3nXTY/zb/ft5c7OzNKhzH6kaPlx0sqkg545Cshc/wt1BJTRFG997ICT2gTnHN/7wrFJGhU4RXAMAZ/wxbdfzKr6qil9AFYAFBFz8S5eqWf4fo/67o0Tj5k0v87NFslrAnIeqpX1FbTvPclvXzhOY1WIvcdHtDnAwUQIGVVwPJ5iWW3YHVhE4OdPHeZr9+11B3twZgDemr6pVBohYxPvPDjAX//kmay0E3sGcgSANp9MZQJqrA65NY5/v6dvzjlHvKqxVy3fuq6ZNU3V7D42os9VfgHQVB3KcgKvWFLBSCzprgJurg0T0zNQrxMS4OedvXn7vE6bVlbVV7rZK5fq75pz/+OOHveY79juhKk2VIWyBvPvfiizNsIbAWPOqTdDpLm/XuVZp7Gmqdq9Z57Yf4q4Z0HCl/97N509EdYvq8kvAHTqknDAp2eOGZOa8Ve0NlVP+t6y2uxz9Kr1zUD+UE8jAIaiCfe8mGMyq53XNldz64evyDpuyPaDneNJEGdMQEYA5E5A/D7hwJDT//9sd9ZSRDx5gT795gv47iMH3GfInZAFfPyZrjB3YnjCnUTNl6QJA9WyZToBYDA1GnYdGeLvf7bTFerg1NN+y8UrskyK5pyblNLvuHQlP/2LV/D+q1ZTVxnIMjXCmRUAZWEC8tKo7cZe9T0YyKjtF+il7caOanLaV4UCVIf8+ASO6YHzxFDMXaADcO3NHXz2bZucxUBanb5DmxPCQR9N1SEuXd3A379pI9d890k2rVjy/7d35mFyVXXe//yqel+SdNKdDmTphAQIJMPEdMLqEgRUXEDBjUVnVERHeXxndNxfeGeUmVHHUWdcRhHn9VVZRJFFFEUU5BFJTMKShbCETjrprL2n9+6q+r1/nHNu3aqu7q5Ouqvq0vf7PP10Vd3tW6fuPb/9d9h+oBsleaNHI0L3wDCXnJFM/SsuijC7vJiB4bi3cIozi92DvTKtktJpkOn9zZ0AONw9yKamDq/K+HiDan7TOD2At7yu0nMRpS8P6FBbVcquQz2eBVA/q4yD+7u897VVJexp66N/OOYJRMc5Hs/MebnNalk4p9zTSJ0F4Nwt/hTeO23g9jO/2MbiuRWe717V+LBNt8rk+DphkGmymFVW5P3+y2orKSuOUlIUGbWQUEKVjU3tVJcW8fjuNrbs7WDd0rne9n6beuwC1s7FVFwUoa66lJbOARqsBeAfk5G4srszzgb7+YUrzX30ylNr+fuLT0sJ7h6x7qHeoZjXXK7NuiJds7KK0iinL5hlv7d/3eiIF5heOq/Si4u5mhUnACrSFBBV9Sb3eEJHBVL/8FxrSnWoKxYcjiW8upBYQmnrHaKlc+CEO2aaGECEaHRiC8DB9bO6+Ve7RnWevfjM+Vx9zhLue/oAm/Z0cP1rlnvctrV0A/CZN57hxd9ml49u1dE9MJLSWmU6MWMsAAeXceGkeGOD6U/jXCPOzeMsAJfdUV5iFk2pLitG1WQ0JEj98UdiCTr7h3nfBUsBuPiMelOMY7cdG4hRWRLlvOW1zK0soX52WUoaKMDimnK6B0ZoshPnuaeYHO25VaX0D8dT8urBtOe97bpzR5XwuwyM9OXtnt5vvs/Og8f42db9FGfQ3ieLsXoHuYm4KCJe4VM6YgnlaM+gqWLFWgCDI57bx2n9A8Nxdh48xpyK4gm7lboOqKmN0cx5zj1lnlcg5lJ43XCmu0hExPNp+y0AN6llmixETLOwoojQ0mkmxdnlxRztGfZajEfEHFtTUcJvnz1MLKFcc+umFGvG9dKH0Q36Si1vf0fN862m/+LRXr6yedA7V5mNXS2vq/ImfxfcHRiJe1lvL7Wa+81N3E4QtPYMeTGYTTY47FBVao5d6hNEngVgrYuyNAHgTxcuKYp4E6GzFJ7cZ+Je7jdy63iYbclrP7j9EO+0LtCrbnmCz9+z/bgsWBP3YMIYgB9uH/9z6Pi6dTacAuZfVGl7Szfzq0u97wymaK5nKMbmvR3eZ139wzkJAMOMFACpFgCYh3bE/pjf/aPJltjfY/sC2YnY+f1dLcDcihLTCdKeI+KbkJzZ7e/xrRh/oJtIFswqI55QzrIdLRUzUdRWlbK/o5/P/sKkijkBVFEcpX84ltIoCmBFXVVG7Se9CMdhY1O757OPJ5S3Ny7KuvPnZOEEQP2sslG+aSClcOunW1qIipmoB0cSnlbkBEDfcJydB7u9YOx4nJ2LZMeBbi9j6Jn9XWxt7qSxoYZVJ89i4RyzGPkVa00J/ljVsOXFZrLdfqA7+ZnnAho9vlubO+kdjBFLKNf+wEzqzpRfPr+Kn37oPD5huXf2D6dkSznhs2VvB0/v68I/ZE7IAmze04li4gEOlSVRbxKKJVIz3+qqS72J3QV33dzl7tH9Vli5/dp7k4JgU5OZnH6780iKq9DVgNRWlXpB4frZycp6M36pY+RahZ9WX8Vt153rFYOtW1pDZUmU3qE4558yjw9vWO7xcvf7oe5Bz5K8c/N+4tYFOhxXbtu0j2t8BX7ZFozF1VoArg4gCwsgXfCXRIUrbAzFKZIHPYsq2fRt094OqsuKUji6dOlrfQpA98BITtw/MANdQC7Nc9ehY96EYOIANjCbMKb5ns5U03TXYdPZ0WgwA5w0p5xvXr2WjU3t1FSU0Nk/7JmiTmg8a7tBgtEyh2IJr9PlSbPLONQ9yFAs6bufV1XCnIpitrX0e9pFzE4MlaVRDnWP0NhQQ3VpEUtrK+kfijFWJnJ6Gb5DujvhyrWLpm3BieXzjSYu4I21H6mLzyilRREvuHikx7hMnADosovJXHTG/JT0ykxwk5nftfabnYd55Pmj3HbduZxSV8UzLV2mA6l1NfldJA5bmzt57nAPCl6GU2NDjdcKIpO2mB4D2tjU7j3MKxdUj+Luag4i1tXz8LNHuO5HW7ztt2/ax9XnLEk7f1JoOHfTq0+t47EXW00mUlqXUbMouxnPpWlxg1Unz2Kfb52GVm/iN//jCeWhZw974+l3FbpisNkVxdRUmuLGWWUmtdP9Bs3tfSlcXCroe85toLGhhrufbPF4He0Z4vnDPZy3fB43vHYFt2/aR/eAKRjbedA8S2sWz+FA10DGzKkhyy2eSHDVLZtQJi4Yc60gsqkEdvAnB7iMpLVL5vCr7Ydo6RxgcCSedKXZcXzk+aMc6DSNHd29lJ4u7ca1e2BkVI3LdGHGWQDOtfJkc1fKYtoukFlitcCVc6MpGti5y8xN7EzYGl8bgqvPWZLiAlk4p5yIGK2xrDiSch63FOKC2WUc7B6gpTOZR11bWcrs8hIv3c2vlZaXmGyYwZE4xwZjXHJGPUtrKz2NzZ3baT2mCnP0zzvZfv8nAhfcaukayBhkduPuUF1W5GmSbulN16rj6f1dxBLKqpNnMxHOX17rtUKIRsT4x31ZMHXVpRw9NoSqennsb28cLQj9WrTfPVQUNe2Dm9v7Mn6nsjQXlRMALnvEwbkfS4sinmB7YFtqe6yb7tuRco30oLsTmG886yTvd/3U+rKU71JXXZYMyqZZhectT07OFSVROvpMX6Y2X1qySylOd7tV+YoAaypKKI6aRVNKiyJevcNN9+1M4e8UHjcm7hzRSDI+8+1HdvPkvi5Ot5lI6xpqPGF7Wn015cVRYgllYXpqsRV8D+44TFzHXpfDQVW9WF026wE4+PdpbJhLY0MNIsKimgqznrivNqK1Z8jk/99jLHq/EPXf/1ERasqL+dYfXuRQ12BO2kDADBQAf9mTOfCZPimuqInyN+cv9Y5bv8wE6NwDVzNOmXZJUcRLe1w2rzLlhmlu7+eaW005e1f/CEOxBKsXmomha2CYoVicNpt5dMmZ9SlaZ/9wzFuA/aQ55fbBNv7eb2wZ5B3f/bOXFnqke3DMJm+T6fd/InBaG2R+EBsbavjxB872BOTcyhLPJeEClM4C2LLXTCKrTk6dRDPB/3t+4fLVo2IGddWlDIzE6RuOe5Wsfl+zg3tAI6ROfFubO4kllF2He0YJtkz3kmsEV5TBDda4dC6rTp7lVYOmu8pcsHis81fayuA9bX3e75oeD6qrSrqAXFqod36fH9slQHT0DdPaO+RNuk1tfVSXRkcpDS4GMKu82KZSCk/u60rxjcd8rq2tzZ2eK+1Td29ja3On5+prau3zrHCnDbvah2hEvDqSBbNLvQLANYvnGAULoyzNrzK1HnW+bLHxYltO+zZrAtsgcHTiwKuLH4LptOqwqKaclq5+T/jVVBSzv6Ofq7+/0WtF73cV+xWANUvmcNP9O/nqQy/Q3NGfsobFdGLGCYCxljzMNCm+5a9P9l47d4qTzO7mHAsuQ6NxaY0tjjICxAkef+qbyyt/4Ugvv7HL6gF8yJdBUFFqyv+ddnHy7DLqqktp6x3m3bc8wdNtcRKazPc+2jN0Qi0epgKZtOF0nL1snhcrqCwt8pZ5/IsNijkB8Je9HVSXFnl9kiaC3zpLn5DdBNHaM+QFahfXjM5ScpPtFacWp0x8Y1kG6dd2QdfHXzLbv/a7FzL6pJfXVbHbpoJ29A1TX12aEixOHzd/POBQ9yADI/Fx03jnzyqlbzhO31CMPW19VJcVeX71f3sw2cHdWSitPUO09Q6xwi4etL9jgFPrq0c9H04ZOtw9yPYD3QyOJLjqlidS0hqjvs626eN295Mt/HyrcQE90dROUTR5r9RUlPDwriOASdl11zo2mFSCHt51lJvevIpPvP50rjpnCUd6hkzswn63RXPKx3f/aFIATMoCSHEBJe+bRTXltHQOeA3yzlo0h9beIS/DUIALVtSmcGpcOpdXLJnDfl/BGzAqNXS6MOMEwGRcIGeeNItoBM+dAz4X0AQCwHUdLSs2BUSffP3KlMnwnGXJlD+/T9Gf3+xWWwJTSdo7FOPP9iEyFoCZyEb8De8tVDUnaWTjIduxdhNNVWmRp5G7OMqhbvO+tWeIM06eNSprKlse/snLjZsRAAOURCOjagz8x755ecmo1hETCTaHjU3tnpbt14b9WG5bSHcPjLDj4DEuOLU2JVg81rhNJIgc/AJvT1sf1aVFXl8jf5tqvwBo7x1OcVktrR1dc+CK9R7f3ebT3tULRguprrV0i8pkYCWrfP0JCZ39wylrCbtYzVPNnV68IhY3WXcfvXAFV9pg/j//8lm22Ar6hOq4z7d71ooi4llG/ir/seB/Xv0FjgvnVNDVP8JdW4xQW71wFoMjCU/YlhZHRsWZAFadPNuryXEYjiWmdS1ghxkXBAYmDCI67Dx4zLR91mTgxlv4fJw0ra3NnTzyvFnB6kd/bubS1SeNypf3p3m9flU9d27ex0gsYdv3Kovnlnv+0a3Nndz39EFUTU8XMEHk9KKfoojJAIkrtHQOpHSRzBeyGWvPAigp4qW21ODesz43Ujbun2yQLgAW1pRPSrCMV/uQDn8bkrGEhfv+/+e+HbT2DHktRCYat/SA/liCaL5d06C1d4i9bf2cvqCKjv5h77gyEfqG417/pANdA3QPjLBkboXX3XNZWvB4a3Onp6H/dudhiqIR4jYojQjxeDLJIH3c7nh4M1ddbIrL7n6yZcyEBK+9RkRobjeKwO92HaE4GiGeSP3OzmVy/zMHk1lDxwZTWn6kt0754wumK+eh7gGv/ceXH3yeNYvHH3u/leBvceJfihRIie+tWTybG9+8KuN5zzxplpeVtaC6lMM9Q2w/0J2SeDBdmJECIFtsbGr3NCWnYbnc8o4xFtlwxyW1l2Scwf9QO42msiRKSVF0dJ+ZaDQlS8mvDVXYtUn9ufVLZ0W44IxF3L5pn1d70JPHhTYmA2cBVJYWccmZC/jeY02elnfe8nlexWg2AeBsMN8TAIO0dA2kVLJmi2yViGyExaBd5+Hep00A2Fk9U3FuSAq85vZ+Dh8b5JpzlvCxi07zjvv4XU/T39HvFXw5t0xtdQl11aU0t/ezrC5VAPgzWBIJ5V1nL2bhnPIUd08mTo0NNfT4LKqx+Pu/28GuAa/Lavq13DGb9ya1ZVXjpx+JKwe7BlhaW8ntm/Zx4707bNqn2cfdY9sPdCez7hITF0T6Yzkn+yyAdl/KJ8AvbfO6hCZbbGSCP6271beoz1R1PB0PM84FNBmkxwtqKkr4yUbTNuDrv3txTBNtrPYIfjx32BQ+9Q0b/y3ARy9c4Wn9Ta29o7KUHBbYXGu/BXDBwiKuWLvIq1KEsatvCw1OA95jtf8PveoUwPQB8ruxpsoCqKkoIRoRqxH30m17L00XJgq6701bQe6Hj+/Nmk82AX3nAvrNDtOyQNOOK4oIZUVR7rcCyBULdg+MeHGk9Fbk6c/GlWsXeeebTJLBePu6bVesXZTyPPmv5efjD866uNr+zn5u29jM5+/Z7vn84wm8BZ0ABBmVBTgezHohEcqLoymW/GVrFhL1zeb+FjN/tTB1JTc//B1V1deaYroXhIdQAIyLdB+2v3DHafbZHJfp5h7Lf+vaSGfKUnIxgUgkwtbmzhS/9ZLqCI0NNfzo/eu9gFamzJZChKuNeGqfSc11LoueoRjv+cEmohETqOtJa5t7vIhETBfSp/d30z0QY3tL93H3QpoKnL+8NiX7Jz3z50RRU1FCBBM0BfhWWtviPW19DIzEuem+HSnHPfrcUa9C+8Z7d0yY7TRdyOZajQ01fOfqRu/9GtuE8N6nDvD5e3eMXnzch4jATW9eNanvUhwVTppTllJp39hQwxffujolgA/m/6n1VWOe6/zltZQ6AVQc4QuXr87JuEIeXEAi8gbgP4EocKuqfinXHCaDdFM/G59rpuPS4QKJ6ed67cp6fvCnPaM+b2yo4dLVC3j+cA+7j/Z6/kHno3WVzOeeUkvjkhr+srfjhNb6zSWe2t+Vkpr7yPOt3vvhkYQtdlPe+z9/mbKHoq661Gu3nStzeyw0NtTwxctXc9N9O0jY1a6mUvN7an9XSsFgzFd0lLJWRkK99tkAW5o7k20yMvRdytYNNhXI5lpzq0q8++bHTzQTFbj3qdS6CsEoE27lPsW4j7Yd6J7UvRURM17pBY5Xn7OE0xdUs7GpnVcsnsPVt25iXmUJ21q6xzx3Y0MNt38wu5jSVCOnAkBEosC3gUswi8RvFpH7VfXZXPI4Xkwm+He85xrvGv6cbZdG50zz/3pyiPPWm5tx3VIjALa3dGeswC00pAdKL119Epv3djBiV+9y33sqJ+kSu3IYjC5wygf8E8dUTwLp1oSrOobRgeRXn1rHQ8+a4C5q/N2qmvfxyQb+7xmLJygrjtI3HDd1Jmosvy9cvtob573tffxsS8ukFYCtzZ30DsXpGerPGKh1wspZTIe7BycM6OZSmPqRawvgbGC3XU4SEbkTuBwIhACAqf2hxjrXWJ+/5vT53PJYEyM2w8Kft+L6vzQ21HhFao/vbmNLc0dOTMkTQSah5x7SmooSvvDAzqysrmyxtbmTZ/abtN5oBN693qwDkO8xmq5JwFmbwyMJbxIcS+EAvJYSxUVmcRN/m5NChl+RiEaEflfBHBHeuW5xym/sJuhfPnNw0vfWxqZ2r0vpeILD9d1KTLBfPiH+VY+m/WIibwfeoKrX2ffvAc5R1Rt8+1wPXA9QX1/feOedd+aMnx+9vb1UVY3tt8sXdnfGea4j7rV//srmQWIJiEaUT68vZ0VNlF+85U8/3wAADItJREFUOMz9Lxl/eQS44tRi3rw8N71FssFkx9b/ndOrXI8HD7w0zN0vjqBkNz6Fei+MhUx8JzOGUz3e2fCbKjju7QPKoy2xCX/jbL5rOt/dnXHvuSuKwKfWl2U8Ntv9phKO64UXXrhVVddNtH+uLYBMydYpEkhVbwFuAVi3bp1u2LAhB7RG49FHHyVf1x4PG9Lev2KtyW0u7WrmurddBED1sk4eunWjp9lcdfH6gtI8Jju22e+ZHaqXdfLA3uzHp1DvhbGQie+GjHtmxmT2PR5M53i6s25t7uSJLJ6BbFik891A8rkbzzLKdr+pxGTHNtcCoAVY7Hu/CDg4xr4hsoBzGzz6aEvKZ1MVq3g5Ihyflz+m+zeeTB1IId9fuRYAm4FTRWQZcAB4N3B1jjnMCBT6jZdvhOPz8kf4G0+MnAoAVY2JyA3AbzFpoP+jqjsnOCxEiBAhQkwDcl4HoKq/Bn6d6+uGCBEiRIhUhJXAIUKECDFDEQqAECFChJihCAVAiBAhQsxQ5LQQbLIQkVagOU+XrwXa8nTt40GQ+AaJK4R8pxqFzi8dQeLruDaoat1EOxe0AMgnRGRLNpV0hYIg8Q0SVwj5TjUKnV86gsR3slxDF1CIECFCzFCEAiBEiBAhZihCATA2bsk3gUkiSHyDxBVCvlONQueXjiDxnRTXMAYQIkSIEDMUoQUQIkSIEDMUoQAIESJEiBmKUACECBEixAxFKABChAgRAhCRGTcfzrgvDCAil4rIh0Vkeb65ZAMROUtE6vPNIxuIyGtF5P0isiLfXLKBiCy1/zOtVldwEJHzRORCESnON5dMEJFXi8hlIjIr31yygYhsEJHP5ZtHNhCRN4rIzVM5tjNGAIhBVES+DPwrsBz4noi8zW4vuLEQkTkici/wJPAmESnLN6exICL1InIP8EVgDfDfIvI6u63gJlfL9yGgSUSWaYGnw4nIEnsv/AfwCeDfRGRlnml5EJEGEfkp8CXgCuBLInJ6nmmNC/s8fRy4WUTOUNWEiEzvor3HARFZKCJ3AZ8Dtqjqsak6d8FNelMNN/moQRyoBz6oqp8EvgN8RUSqVTWRT54OaZPlQuAR4NPAKuCMvJAaA2lcLwGeUtULVPVjwD3AW8GMfT74TYANwEPA/wU+n18qWeF/AbtU9XzMpJUACmmC/SCw1fL7NFANDOWX0tgQkYiqDgK/Ae4AfgRg54hCw8eAGuAyVb13KoVUzheEyQPmAu120OYCMSAiIkWq+gsReRfwGeDzIhItgBtgLtBuX+8Bvmtffwt4pYjsVdXOvDAbDT/Xh0lVKKLAYfAetrwLWBE5GzisqvswfPswnLeJyGtU9Y95JZgGy/eoqu4F/hNz76KqL4jIqcAOu5/kQ8im8bvZTqgA78RYgatFZERVDxTCPWD5HlTVFqvtzwbeCFwGPCcib7QLVuX9nrVcj6hqM/AzjABYJSKrgDUi8ieMwrXzRLi+bC0AEVknIruBP4OR7KraivnOr1PVmN31s8D1IjJPVeP5clf4+D7uPlPVflUdUtUh4BfAWsyPL/aYQuJ6WFUP+lxp5cAsuy3fD/4yEdmJcf3dKSKvBfpVdVBV+zHC9Z/svnl/JtL43mH5ttrxdW7ATuAY5N7CSuN3u+UXsdsuA14LfBW4APiqiMzK82Tq53uXjVNVq2o3sM9y+zvgxyLyBxGpzBffDPfqRaq6BXgeowy+BfPcnQ984US9F3m/2acDIlIKXAl8BegXkY/5Nn8VuEpEVopIsao2YZaofAvkx12RxnfA8RURz0JT1Qcx2vZ5qqoiUmb/51QITMTVdzNuAB6026rt/3zFAi4Afq6qFwM/AN4EXOs2quo3gGoRea/VDKvyxNPBz/dWUvkO2bE+DdgG3m+SL37p4/lrVX2bqv4/4Jv2s3NyzC8dmfheacdttrWm3o2ZD4dVtU9ESgqA663AW0Tk3Rgl5bOq+iZV/TFwMzAIrD+Ri73sBIA1h4eA76vqLRjf6U2+CepZ4H7gH4BGe1glJtBaUHxVNSYiEZ9W+mXgDBH5FcZkXZBLgZUNV7tfJXAE2CwiNwL3WAsrX7GA04Fl9vUdwBbg7LQg5YeAT4vI14HvW/dAvjAmXzuGq4HdqtokIjdhNMHKPPNbb/nFfPfrIMYS3JZDbpmQie8rgSVAMfA0sA84D3idiNSp6nA+iDKa6ybgYmCxqt7vG9shoArYfiIXe1kIAL+G6SYZq9mjqo9hTKZv+w75Z2AX8I8isg2IA00Fytfv31sPXI0x/1+lqocLjav9Xwm8F9gILAXeq6rt5Bg+i+MeoExEVlqXzxbgAHChb/f5mCD7QuAT1j2QU2TB9yK7fS7wVhF5AmMJ/Ieq9hUAPzeec0TkfRjLeg/QlQ/rbwK++4FLga8By1T1i6r6HPBhIJYHy3o8ri2YJAuAEhH5G8zYvgQcOxGugRYAIrJWRH4OfABGu298LpQPY9w+J9n3as3+TwLXqOq7VLW3EPlajarafj4fE7+4VlX3FyjXUowG83vMxP8BVT04nVwtnzUi8kERWeA+83FuBZ4D3mE/fxEj9J1wOwV4DXCRqr6zgPk619RKoAv4iL0XjhYIP3efvgqjAPyjqv6DjWNNq/V3HHwVKFHVjap6VGxdhareoqqd08n3BH/7C4H3YJSUj5/o2AZSAIjIPBH5JiaN8yxsNpOIFIkvRcpOSKKqh4B/Ae61Jv5H7ed7VPWETKgc8f2g3f5DVf19AXP9BvB3qrpJVV9ng1fTChEpFpHvYXy7rwH+RUTOcdss1/3AY8AKEXmHPbQZY52gqk2q+hlVfSQgfL+jqktV9akC47fMbr9PVS9U1T9NNb8p5LvX8bX7jBQwV//YPqiqF0/V2AZSAAD/jhGa52I01GsxH8TUpnGKyN+KSety0jGCcaEUAf+VY3/0CfMNCNcoJliVS6wGZqtqo6pea7m0Wc4jlu8VwAjwc0wB1dcwWRa/t9tzae6fCN+H7fbpfG6ngl9QxnNalakp5jo9Y6uqgfjDSMBy+7rC9/lKTLDkdPt+LvAM8BOg3n72BsxCCStCvsHm6uNbZl+vxRRFzcZUoO4CrrefV2ACkD8B6uz+rwDe575TyLfw+QWZb6FzLfgFYcT0avlvoATj9/ycqj7v2346ZgLy/OIicpaqbvPtk7NCmSDxDRLXMfjeqKrPisjNmNYeF2HaJJyGKUT6HCbf/6Vc8Asa30LnF2S+geGaK6k9SakpvtffAv7Jvv4ocBewOm3/PwA3ZDg2EvINLtcJ+N4A3E3SOvnfwKvt61qM2+z9Id9g8Qsy3yBxdX+FGgMog5RMk50Aqvpt4GxM1sl83/4/A+aLaeXgaaOau2q+IPENEtfx+H4LU8fxPusTH8S0IEBV2zDpnDtDvoHjF2S+QeIKFFgvIBG5BPgU8LyIPKaqd4lIB/AKEXnB7rYDaMD4o13620Jgoea4j0+Q+AaJ6yT5LsaY0b8GHhCRfwfOxeSl57K2o6D5Fjq/IPMNEtdRyJWpkYX5tAJT9XY5JvhxB/ARTG7xjcADwJ+AdcDtWLeEPXYZcGnIN/hcj4PvHSRdVGswFb1vC/kGh1+Q+QaJa0b+eb24SYOK2NfXAN/xbfsAJnjiIuKn+LZ9FPiAfS254Bo0vkHieoJ8bwCuyxXPoPAtdH5B5hskrhP95S0GIKZUvAWzgAiYnhZX2eg5GPfUS8DX7fs99rjrMYP8FOSueVuQ+AaJ6xTwfT857uNU6HwLnV86gsQ3SFyzQj6kDqas+V5MM7EngZX2829gzKTHMfmwfwX8imTO+d8Dm4H1Id/gcw35zjx+QeYbJK5Zf6e8XRiW2P9fAn5qX7tFW15p3y8GfgiU2vcVueYZRL5B4hrynXn8gsw3SFyz+cubC0jNqkxgpOcyEXm9mkyTbk32ufgw0E9yJaT+3DM1CBLfIHG11w75ziB+6QgS3yBxzQr5lkBWQn4I+KPv/dnAfZh0qQX55hdkvkHiGvKdefyCzDdIXMf6y3srCLHrWYppPXwIs9DBw8CLmqeS8/EQJL5B4goh36lGofNLR5D4BonreMh7JbAdxApMr/urMGt0/qZQBzFIfIPEFUK+U41C55eOIPENEtfxUCiVwB/BRNUvUbPkYKEjSHyDxBVCvlONQueXjiDxDRLXjMi7CwiS5lS+eWSLIPENElcI+U41Cp1fOoLEN0hcx0JBCIAQIUKECJF75D0GECJEiBAh8oNQAIQIESLEDEUoAEKECBFihiIUACFChAgxQxEKgBAhQoSYoQgFQIgQIULMUPx/zaLzrzWKPuMAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"=== Temporal shift analysis ===\n",
"\n",
"temporal total variation, freq=5d, hist_len=0, avg_loss=44.3%, time=0.2s\n",
"temporal total variation, freq=5d, hist_len=1, avg_loss=34.2%, time=0.1s\n",
"temporal total variation, freq=5d, hist_len=10, avg_loss=26.8%, time=0.1s\n",
"temporal total variation, freq=5d, hist_len=100, avg_loss=27.1%, time=0.1s\n",
"temporal total variation, freq=5d, hist_len=1000, avg_loss=27.1%, time=0.2s\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"temporal total variation, freq=1d, hist_len=0, avg_loss=70.2%, time=0.3s\n",
"temporal total variation, freq=1d, hist_len=1, avg_loss=61.3%, time=0.2s\n",
"temporal total variation, freq=1d, hist_len=10, avg_loss=47.4%, time=0.2s\n",
"temporal total variation, freq=1d, hist_len=100, avg_loss=46.0%, time=0.2s\n",
"temporal total variation, freq=1d, hist_len=1000, avg_loss=46.2%, time=0.2s\n"
]
},
{
"data": {
"image/png": 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DgRdUERG6tEwl1WmDgAcK1wEK5TuhZXdwNF1T4Q2E2VjgJaqKJb78RuTRmjTtZezvcbt0czEXvLCQcDSKw2ZhxhXDcR8AdCXRfByM7665X9ohlcxHVXeISGXUzPZUD1Wxzby3I+5ee/N+tTSqWi4i72G46f8SI4jgUFX9c0PEiMhVGBIaNpuNefPmVXuemZlJeXldUa/3LSKRyAFDS0PYX7Tm+6KkhkK4olH8FgtFZV6iTnD7tmE148EpUYJlhQSdVUFgG0tviT9K1Nybjaoa5bvqVy7E56GReepDU/rW7/fXGtPx8Hg89T7fHXy0PkgwYvRxMBTlzS8Wc9HgVrs1LpLfwN5DY+ltaEwdcFDVBv8w9qJWxF2X1HhebP7/N3B03P0vgSE10g4Fvoi7Pgb4MEGdLwKDgCswgrjd1Rha3W631sSqVatq3duX2Lhxo/bp00dVVcvKyvZ4+R988IGuXLlyj5dbVlZWjfa9gblz5+ppp52mqqqzZs3Sv/zlL7prR7Hu3FiiOzeV6s6NJVqWX6K66xfV336M+1umGvDUorc+nHfeeTpgwADt17+/tuvQUXv27qs/by1Wjz+kDz30kHbr1k179Oihn376aa2824p8euqZ47Vz1+7avWcvnXjJpRoMBlVV9V//+pf27t1bjz76aC0oKFBV1XXr1umECRPqpKUp42D+/Pmal5enZWVlGo1Gaz2fO3duo8tqKpZsKtLOd3ykne/4SHv88WNdsqlot7+nvfEN1Ie5c+fqt99+G7t+7rnndPr06fXmufzyy3XlypVaVlamDz744G7Vf++99+qjjz66W2XUxCmnnKLFxcVaXFyszz77bOx+Y/s20TsEvNqIOXZ//DV3SbjTVOFVqvIqY5xso3oI5g5UhWAmLk2H+tKIyCDz568YAdPOA/qKyKHNpPe/GjNnzmTVqlUJn4XD9e+n7Ml9lzJ/iJ27Uda4ceOYMmUK4g9CTD0hRDylEPJBdi7YU8Bib5ba7+2332bZsmUs//lnzjnnHE49/QwAVq5ayVtvvcXKlSv59NNPue6664hEqoK3hiJRinxBTj3rXOYsWMpPy34mFAzw4osvAvDYY4+xcOFCLrnkEt54wwi2fNddd3H//fc3qx/ioark5eWxevVqli5dWo2ufYEhnbM57jBDYXLWoPYM6Zy9T+vfE5g3bx7ffVcVmPiaa67hkkvqiyIPL774Ir179wbgoYeaGiR77+Pjjz8mKyuLkpIS/va33drCPyjQXEY1G7jU/H0pMCvu/iVmiOXhQKnG7U9BLDJtuYgMN/ejLonLX4n7gXsAO0bYeDDCMbubSW+TUXMDeXcRDoe59NJLGTFiBOPHj8fn8wHw5ZdfMmjQIPr168fkyZMJBAL13p8yZQq9e/emf//+3HbbbXz33XfMnj2b22+/nYEDB7J+/XpGjx7NnXfeyahRo5g2bRoffvghRxxxBIMGDeL4449n586dANx51z2cf+FFjD3lRHof1pNn/vZ8vbT379+/Gu1//vOfGTp0KH379mXS5MvZmO9hZ5mfB/76GIf1Mmg8//zzAfB6vUyePJmhQ4cyaNAgZs2q+crhlVde4YYbbiAsYW669VruvO/3nHbOCQwcdRT/+mYFpGSDLYVH//YyQ48aTf/+/bn33qbHEoxEonzw3r+4evIluB02Ppr9Ieeffz5Op5MuXbrQvXt3Fi1aFEtf4AmAKmOOPxm7zUKay86wYcPYts3QYFssFgKBAD6fD7vdzvz582nbti2HHrr76yq/31+pYQBg/fr11a73Bf45aSgPnNmXy48+cKzEzjzzTIYMGUKfPn144YUXYvc//fRTBg8ezIABAzjuuOPYtGkTzz//PE888QQDBw5k/vz53HfffUydOpXVq1czbNiwWN5NmzbRv39/AEaPHs2SJUu49957qaioYODAgVx00UXcfffdTJtWZYD8xz/+kaeeqh3o+sEHH6Rnz54cf/zx/PLLL7H769ev5+STT2bIkCEcc8wxrFljBC2eNGkSN910E0ceeSRdu3blX//6FwA7duxg5MiRDBw4kL59+zJ//nwAcnNzKSgoYMqUKaxfv56BAwdy++23c+WVV1b7ti666CJmz569J7p8/6IhkQt4E2OPKYQhDV2OESfnS2Ct+b+FmVaAZ4H1wH+Aw+PKWRb3+3CM8MnrMUIyS9yzMzHCe1deTzXLmtEYEbExqr/znv+u1t+r321UVVVfIKynPPm1dpliqDu6TPlIT3nya31n8RZVVS30BGrlbQgbN25UQBcsWKBlZWV62WWX6aOPPqoVFRXaoUMH/eWXX1RVdeLEifrEE0/Ueb+wsFB79OgRU/8UFxerquqll16q7777bqy+UaNG6bXXXhu7LioqiuX5xz/+obfccouqqt465Y/ao1cf/eHX7fr1z+u0Xfv2+ttvv8XyVar+KmlX1RjtqqqFhYWqqhqORPX0syfotJfe0J+3Fmur1m10y66SajT+4Q9/0Ndeey1279BDD1WPx1NN9ffyyy/r9ddfr9s3/6YTzrlQTz/lDN2weY0u+XGhduvWTVVV57z/hl550VkajYQ1Eonoaaedpl9//bWqqo4YMUIHDBhQ6+/zzz+PtckfDOvL//q3Dhw0WFVVo9GoXn/99THaVFUnT54c689QOKL/2Vaimwu9un5Xua7dWa7BYFAHDRqk33zzjaqqfvbZZzp48GAdO3aslpSU6IknnqhFRUX1jonGqmgKCgr0nXfe0blz58b+PJ7qKs+9qfoLhCJa6AloOFKlcqz5PW3cuLEaffX9rVmzplbb16xZUy3Nxo0bG6Srcuz5fD7t06ePFhQU6K5du7RDhw66YcOGamlqqt7irwcMGKDr169XVdWHH35Y77//flU1vqHFixdrWVmZpqamVmvroEGDVFU1Eolo165dY+reSixZskT79u2rXq9XS0tLtVu3brH6jj32WP31119VVXXhwoU6ZswYVTW+4fHjx2skEtGVK1fGxvvUqVP1gQceUFXVcDgc67vOnTtrfn5+LdX8xx9/rGeccYaqqpaUlGhubq6GQqFa/Xewqf4aY/V3QR2PjkuQVoHr6yhnYNzvJUDfOtLNxIhoWnl9G3BbQ3TuSZT5w0TNRWtUjevdRceOHTnqqKMoLy/n4osv5qmnnuKEE06gS5cu9OjRA4BLL72UZ599ljFjxiS8f8MNN+Byubjiiis47bTTGDt2bJ31TZgwIfZ727ZtTJgwgR07dhAMBqudnxh94qmkpKTgdrsZNWo0ixYt4swzz0xIOxCj/bbbbmPu3Lk88sgjlJZ7KC4qpmuPwxhzwin06NWHG6+ezPizz4qV9dlnnzF79mymTp0KGJLCli1bEtLuMP+ffNJYMrGS27tPTAr8bN4CPvt6IYMGDQYRPB4Pa9euZeTIkcyZM6fBMy9FviAfz3yPCy4whrWIEI1GqQhVf8eVllGF3iBRVVqlO9lV5iccjnLdddcxcuRIjjnmGABOOOEETjjhBACmT5/Oqaeeyi+//MLUqVPJzs5m2rRpuN3NUwZUSq/x8Hq9pKbum3OZ//mtlHOe+45XLhuKRQRfMExna8P59jaeeuopPvjgAwC2bt3K2rVryc/PZ+TIkbHx3aJFiwbLOe+883jnnXeYMmUKb7/9Nm+//Xa96XNzc8nJyeGnn35i586dDBo0iJycnGpp5s+fz1lnnRV75+PGjQMMo5fvvvuOc889N5a2UlMChpRosVjo3bt3bLwPHTqUyZMnEwqFOPPMMxk4cCD14eijj+b2229n165dvP/++5xzzjnYbAe/7/GDvwXNwNtXj6jzWYrDyrTzB3HRiwsJhaPYbRamnT8opptvkeqoN39dqGkSKiJ1qnDqum+z2Vi0aBFffvklb731Fs888wxfffVVwrTxE9mNN97ILbfcwrhx45g3bx733XcfAMFwFKvFQk6aE5tFsFktCU1XE9Hu9/u57rrrmP/tQgKuFrz2t0exWaIckuHig9mz+fjzr/jhm8+5//77WblyJarKe++9R8+ePauVVflBVmt/BEBx2u1EI25CFeWxPlEs/OGGy7j65j+AM61avpNOOinhxD516lSOP/54olElv9TH3Dkf8vhf/hR73qJ1W1b8soGKYIQUh5Vt27bRrl07AJw2o39S7FacNgtPPvIQ+fn5/P3vf69Vj8/nY/r06cyZM4cTTzyRWbNm8cYbbzBjxgyuvPLKWukbg0Tt8Xg8tG7dOkHqPY9ib5DRkW3wyS6+Djr4Utrx3Ng2+6TuujBv3jy++OILvv/+e9xuN6NHj46pSJtqej1hwgTOPfdczj77bESkUeraK664gldeeYW8vDwmT56cME0iOqLRKFlZWSxbtixhHqfTGftdOd5HjhzJN998w7///W8mTpzI7bff3uD+2sSJE5kxYwZvvfUWL730UoPtORjwP8moGsKQztnMuGI4CzcUMrxrzh7ZQN6yZQvff/89ffv25c033+Too4/msMMOY9OmTaxbt47u3bvz2muvMWrUqDrvezwefD4fp556KsOHD6d79+4ApKen12uSWlpaSvv27QFjxQ/gD0UIRaLM/+IT/L+/g+0FJcybN4+HH364TtpHjBgRo73ywGDH9m3w+oN8PHsm48ePp2Wag/UbNzF0xEgOH3Yk77z1Fh6Ph5NOOomnn36ap59+GhHhp59+YtCgQbXqMkzArYAiGkTFTXm0ygT9pJNO4u67/sBFl11NWus0fvvtN+x2O61bt25Qoir1h/j267n07HkYHTpU2fOce/aZnHf+Bdxw0/9hC5Swdu3a2N5FlttBlikMffTuDH6YP5cvv/wyYcyfRx55hN/97nfY7XYqKioQESwWS0Jm01jUJVHtK/iXL+GI8s6sXG2llYQ5MeMrQuEJ1dLk5uaSm5vb6DJrjtWePXvWWsDUh9LSUrKzs3G73axZs4aFCxcCMGLECK6//no2btxIly5dKCoqokWLFqSnp1NWVpawrG7dumG1Wrn//vuraSHiYbfbCYVCMZdDZ511Fvfccw+hUChmPBOPkSNHMmnSJKZMmUI4HObDDz/k6quvJiMjgy5duvDuu+9y7rnnoqosX76cAQMG1NnWzZs30759e6688kq8Xi8//vhjNUaV6NufNGkSw4YNo02bNvTp06f+zjxIkGRUdWBI5+w9auHUq1cvpk+fzoIFC+jZsyfXXnstLpeLl19+mXPPPZdwOMzQoUO55pprcDqdCe8XFRVxxhlnxFaPTzzxBADnn38+V155JU899VRsEzYe9913H+eeey7t27dn+PDhbNy4EZfdSotUByOOGMZlF5zNpk1b+P2UO2OSRCLar776ag499FCuvfZasDm4ZNJk+vXrR25uLkOHDgWMcxyXXXoJxSUlBEIRLrv6ejIzM7n77ru5+eab6d+/P6pKbm4uH330Ua26NBxCTUZlsUVQsRANVzGqE08+hdVLvmbEmJPAYiMtLY3XX3+9URJGkSfIZx99wEUXVtdmD+jfj7POGc+xIwaT4nTw7LPPIhYLhZ4AF597Fv/854u0a9eOa665hs6dOzNihCFRn3322dxzzz0AbN++nSVLlsSk1VtvvZXhw4eTlZXFzJkzaS4qKmqHCPJ4PM0ur6mI/LSWqPYDESJRONazA5tnBxSlgd0JCrgymnXwurk4+eSTef755+nfvz89e/Zk+PDhALRq1YoXXniBs88+m2g0SuvWrfn88885/fTTGT9+PLNmzeLpp5+uVd6ECRO4/fbb2bhxY8L6rrrqKvr378/gwYOZMWMGDoeDMWPGkJWVhdVaWw86ePBgJkyYwMCBA+ncuXNMRQwwY8YMrr32Wh544AFCoRDnn39+vYxq3rx5PProo9jtdtLS0nj11VerPc/JyeGoo46ib9++nHLKKdxzzz0ccsgh9OrVq5YK/2DG/4RT2tWrV9OrV6/9RFF17CnfYd5AGG8gTKrT1mwPCffddx9paWnc/H+3sGpHGW0yXbROr3JoWRetZRUhthT5sFqEnm3SsdShbtlZ5mdnmZ8O2Sm0SHUmTFMTwYJNlHoyEA2S0S6Lkh0BrBY/OZ0OqUqU9x9wZUJWp2p5G+pbfyhCOBIlzVXbwWsoEmVNXjnZbjsdst297qrwAAAgAElEQVQUeYNsK/bRpWUq6Wb6Im+QAk+AQ1un7fbp/saMg3A4zIIFC8jPz48x4srv9eijj47tPexNp7Szr7+HreFRAFiiITqGZtH26gsYnJuFaKWpvKVJxwUOJv95iWiNRqMMHjyYd999d49Ydu5JlJeXY7Va6devHz/++COZmZkJ0yWaEw9kp7TJMB8HIcr9Idbne8gr87OxwNvkc0s7y/xsLfLFJj2b1YLLZsUbaPiMjjcQZlOh4X4oElUqgnXnaZ3uJM1po8QXatxZLY1iC5YZEpUFHE4XFg0QjdoJhuPqsdoh0nSvWi67NSGTArBbLbRw26kIRYiqkl8eIMVuJS1uERCJKn7z+b5AvNrP7XZX23fcV1JV5JiO2EJebGEvfVY8Rf7oQZRKOlF3q7hUUQjsnveGfe1HsblYtWoV3bt357jjjtsvTKqhfpo7dy6HHXYYN954Y51M6mBEUvV3EKLIG4z9VtWYZNUYRKNKgSdAmtPGn/5UZVCQ6rRSUhFqcEO62Nf4ukWE1ulONhX68AbCDfvIC5QbTEAEMZdQVnuUUMRGXkEJndqY1lVWB4QDictIgEhU2V5SQat0Jy573SZrbTJTsAjklwcIhCMckuGq1heV21LRKFj3wRKvJqOyWCwxBuX1esnKytrrNBQe6kO/MPrs6dO3cfwgoY3dhTUlA7w7MXR/As7mS0h1+nZsDoJeg2k60/eKOrJ3795s2LBhj5fbGHgDYTbke1Hq9lE5ZsyYOq1pD2YkJapK7CGv3PsCUdN2XjCYQVM+6uKKIJGokpNWXRXXOsNFz0PSG1RphSNNq9sXjBhnIahibHWiooSgGsbpFptBhzvLmABtfoNuwGBUkSA0UrIprQhS7IvLXwesFsEXjJBXZhiK5JcHqtFrNfsmso8kqpSUFNq1a0daWhoZGRmkpVVZOe4riaoT7YlYHURsKWxpn8IRbYciAlFbCppuWv9lddwtpuAJhBs/RupD0AsF66B8h/H/IPiWm4Jyfxit9HW5G/10MG73JBkVmAN87UExwFWVilCUdKeNQzJcTVp9qiqF5UFS7FZSHdUlC7vVgq0RYkK2205OqrPRdac6bTF3SPUytmgU/CVErMaEZ7EZtDhS3VgiQWxqx1P5YVrtoNFKO/YGUegN4rJbcTsaPgBUHndmruZkULkXt69Uf5mZmfTo0YPc3Fw6duxYTfW3ryz/Zn+eD2L021MDpjKw9UBCWFm+fhsVpBiJLHUHdWwMrHGLo8YuvBKqwALlhKIOvJEsQlEH+Et3i659gaaoPNNdtqqFZBMXqJVQNeJRHUzBICGp+jMQKAcqJx9T374PrZiagogqaS4bmSl2wpEoZf5QowesJxDGH47QMdudUHIq9AYIR5RDMuoexJluB5lNOLua6rTROU3xeUpwpmbWo/YrA40SEUOispmmwCKCxRYmqm7KPB4yU7INiQqMfSpL/W0v8gaoCEZomeZslAFEustGgUdiKtB4eu1WIc1p221DiuYiLS2NVq1akZqaus+MEZxlRbHfHfzGvlTnTh15b/5y/KUFZIbyIT8MjrS6iqiFmlFoy/whyirCZLhsuOxWNpdaYuqtRAiGo+R7AmBoiWmZ5sRhsxAJBPB5ooBhKem27sSathNszZ+U91SE32A4SkUogkWMRaHLbiUQjpBfbqjSRaCV2Y6aCISjBMIRMlx2IuEIBeVB3A4rW8octdI2JcLvwYQkowJDn12eR1P17XvC8q6psFksdGphcIrtJRUUeoO0TndhtTQ8eTptVlqnu8h0J14BVwQilPpDtE5PPKmX+0O47FbsTdmgCXqhdCf2aAq2sl3gdiReBFQUoxYbFQHjFJXNWfURpmSkUF4KUmEe6owxqqDhpLYOeANhfis21HhF3iCZKfZGSYBdWqYmfK8pDhtdWzV+Qt7TcDgc+/RcTCSquCqqjCRKdhTQHshMTWFpoZ0XF+/gu8iFMOYuGHV7o8udN29etTN0N7zxI2t3epjzfyNRVW5+exkFngAvTRqK01ZdCvaHIlw5fQnz1xUAYBG49cSeXD+mO0tf/4LFCwAsiChHtP6UIfIPOOp3cOxdhiTeRNSktTn4fn0BF07/IbYU7tsug49uOoZn565j6pzNsfuHd85m+uRh1cbcmrwyJj7/Pa3Sncy6/ijSXXb+7+1lDM3N5shenWrVtSfoTQQR6Qi8CrTB8Lv6gqpOa060dxG5FLjLLPoBVZ3eUP1J1R8YE2eW6fQ9/ZBGSVOVG8A7G2F5t2nTJvr2TegxinvuuYcvvviizrw1PaMHw9GYjjkzxY6qUu6vsoArLCxkzJgxpKWlccMNN1Sjt8QXNNQH5r3KMz+V5bmdNsOyLRzl3XffZdiwYVgsFpYsWUJUlS1FPvJKq0cGrXTeWRfKi4rxR9sSkSwqom0oL0rg5DcaAX8pEWcm5kYFdkfVHporIx2JhnBEzQ+4csKJBGsVFQwGueqqq+jRowcD+/Xh848NB52Lv1/AiGFDsdlsCc+aVeLkk0/myGFDGDNiCLf+7oaYt/I77riD/v37Vzts+dprr/Hkk0+yZcsWNm3atM89m+9tlFaESI9WqRhLdhXGfo/t35btXvBZ09m1Y/Nu1fP0BYN4x/T2IiKMPLQV364r5Ja3f662r/jVmp2c9OQ3zF9XgEWMfVK71cLwroaRTfvymViIxsppf+FtMORS+PZJ+OeJrJ/3Ot9Pv5M1i+v+3vYGPl2RF2NGFoFjTW/0w7vm4LRbsIqxP7pkczEnPvEN+eWGodC2Yh+XvrQIt8PKq5OHxY5JPDFhIBceUZtJ7WWEgVtVtRcwHLheRHrTxGjvJmO7FzgCGAbcKyINHlhNSlSVSMmGkq2N3qAv9gWrNiWbaHkXjz//uf64kDNnzmTs2LH07t2bcCTKL3nGeadW6S7cDkO6Ka0IkeU2pAyXy8X999/PihUrWLFiBVBlLQSGOqts26+8NeO1WPmLFi3ioYceIs1pjaXv27cvM2bM4JZbbgHA4w8TiWqd0lhdCAatxDgjQjCYYG3kLwWUoD0Ti/oRIljiDlKKxYJVQoRxEwgFcNmdgCQ0UX/wwQdp3bo1v/76K+UVQZat24YA7Tp05B///CfPPvVkvfS+8847ZGRkoKqMHz+ed999l1NOOYXvvvuOpT8t4+xzz+fbRT8yuF8vXnnlFV5++eWYFZjFYqFTpz0zgZSUlLBlyxZSUlLq9Kqwt1HsC5KqVdaV5UVVBhxZ5jjYGspk8+o15GwubvYBeRGpNq7OGdKBIm+QBz9eTSSq9OuQwfCuLfnw5x3YLMJrlw/D7bBV9xxTuJ6MlW/Remc78g4ZTs6un8jwZcPp06DrGELvX0vX364nFyG44R+s4U0OG3p8M3umaWhhGi5ZBBw2C6N6GoyqpgccVeXTFXm0THMw95dd3PzWMkKRKO9fdyQdsqvr2yNRNZj1PlJDqxH1ojJYbrmIrMYIgtukaO9m2s9VtQhARD4HTsZwfl4nkoyqEmIBmxNCpieArYtg03zIPQY6DquV3BbnQqcxG8CRSIQrr7ySBQsW0LFjR2bNmkVKSgqTJk1i7NixjB8/nilTpjB79mxsNhsnnngiZ599NrNnz+brr7/mgQce4OXX38Sa1Ra3wxarNyPFTrHXsGizWoTU1FSOPvpo1q1bF6u7rCIUsxZCle69+nHdddcxYsQIQqEQzz33HGCsTu1WC95AmF69elVzzVJSEcJqEazREOefP5FVq1bRq1evhJ4T4uFIc/HCC6/w+puvEAwG6d6lPW++/TahqDBgwAA2bNiApaIYnz/MocP6sOirRaxa9TO3nnFbrC2ffPIJi+Z+g8cHRQUltGvXxjxLVVuieumll2KhE1wOG4N7dMIbCNN1UG9SnTaeS+D6KB4ZGRmAcdg2GAzG3CAFg0EExVdRgVhtPProo9x0003VTIE3bNiwxxhVeXk5RUXG/lBdklpzfNs1BTmpDg5r4eDXPOO6oqxKmv5xSwkC7NIsWlHMdxsKm8WoPl2xgzkrd3L/mX2rnVm7cmRXVmwvZday7cxZmYfTvo4XJh7OX8/pH9vHGdI5mxW/lXLxiz/wz0PeY31RGhIxNBtBWxrr586i36BBeLqP5b3oe1wqs7Gi2DVM8aqvYB8xqkuGdybVYcUXDHNU91bV+qmmB5zDc1uwdHMx17y2lEA4isNqqXW+8dMVO7jpzWXM+b+RdGm5R/fSbSISrx55QVVfqJlIRHIxgtr+QNOjvdd1v37CGt+G/xJ8MsXwbJAIYb+hhtII7FxhWJaJBQ7pC86MaklbRZW0UAQRcLQfgH3sI/VWu3btWt58800ef/xxLr/8ct577z0uvvji2POioiI++OAD1qxZg4hQUlJCVlYW48aNizGyrUU+pj3xGF98+F4sX1SVcEQZM3oUzz5T2z0MQEXIGOiVJuXr16zgzddf5eKLL+a4447jrrvu4oEHHkBESHfZaplxR6NKWUWILLedvz//PG63m+XLl7N8+XIGDx5cb7udqU5OO3kcEy+YhM3m4/FH7+afz0zlxjv+xIABA/j6q68Y07slH369hNHHnoDd4eSmO27iny+/xJFHHsmUKYYmISU7g5+X/8iVN05GrRbsakpTNmO1Om/evBhjvfvuu5k3bx6HdOjMn/7yGMP6dK2Xxpo46aSTWLRoEaeccgrjx4/HarVyzjnnMGTgIIYfcRQZNgeLFy/mnnvuYfHixbHglPHm47uL+DNU8c5Kg8Eg69evj5mnV7qu2hvIcjtIpWosBLxVrqwq1VYFZNFV1sTUb03F3DX5zP1lF+4E59t6HJKGYGiDQ+Eo//mtlJE9WlVLIwLL1m9Dt7/OqgE90cXG/rInrQMrO+6kH7Cl0MdXDGOiGnGZQtjI7n1ss+htDrJTHVxxTOPH4MINhYQiRl9HolEW1lgEtM5wEYxEWb/Ls6cZVVhVD68vgYikAe8BN6tqWT0LpUQPtJ779SK5RxUPsQCGmTRqfpQaTWjmarUIKXYLDqsFm7XhVW2XLl1iLvqHDBnCpk2bqj3PyMiIhfB4//33a4WFMPaiwtx0860sW7Ys9rf8559ZtWJ53UwqGMYTCJPtdsRMyocPHcJTTz1FTk4OZ555ZrVItB2y3XTOqT74K70xZKXY+eabb2IMtn///rFAc3XB7y1nzS+rGHfuyRx9/LHMmPkZK1etgZLNTDjvPN5+83VAeWvmJ5x5znhKyzx4PB6OPPJIAC688EIAxGajR5dOfPXxt3z4yefMmfMxP37xbqwfsrKyiEQibNu2jaOOOoofFi+hz8DDefT+u+qhLjHmzJnDjh07CAQCMe/0v7v6ej7/aAH33/1X/vLQQ9x1+x948cUXee655/jmm28AaNNmz3kVj2dUDkeVYYnNZmPnzp14vV68Xu9e3RfbUVpBedzh8lCc2nZI52xenTyMFm0609ZSypBOzTt8/OOWYgZ1zMKSwBhoeNeWsT0cu82SkBn2aZfJX7uvxBX1kjriIooyDEYVsaWQ2+80AHq3y+Dvd15HXmpPdkkOv5z0+j5T+wG8u2QrP28taXT64V1zcNjqbnc306Bnff6+8/kIICJ2DCY1Q1XfN283Ndp7Y6LA18JuSVQi8jvgSgwu+Q9VfbIuK5AEeWtZfoiIEyPabwfgb6r6NzPtC8BzqvrT7tALwCm1vYPHECiHwnVQUQJvXmColqwOOOfFWuq/UCSKzSLVzoDUh/hVsdVqraUyayiER0UoQjga5eXnp/HBu7Vj5hx19DE8/dRTtT74vLIAVovQNstVTV0JVcYUiVZF8YcC3U4bvdpmYLNInenrQigQ4qbbrmX6C2/Qo1dXPpjzEUu++RL8pYwbPZQ/TPk9RbdfxdKflvHOqSexcfVviddcwC+b13PV9ddWUohFwljsVRJVixYtcLvdnHXWWZRUhDlx7BncPKm2d+vGwOVyMW7cOGbNmsUJxx9PoNQDpPCfFT8D0LlNO26/awovvPACzzzzDIWFhU3yAN4Q4sdH/NixWCy43e4YI9ub56lm/rSdFqb5tD1YSrjGeakBHbN4NM/KKGsIfEWQ2jSpqrQixNpdHsYNqO0IGRoZxUCVk30fskq68cLPPTnNthO7bxcV7tbsXJfB41t/5ebjDsVlt9K29zHIf96hzYgTm0Tn7iASVf44cwWTjsxlQMfGMfOG2p2ZYqdVunOfMirTiu+fwGpVfTzuUWW094epHe39BhF5C8NwotRUDc4BHoozoDgR+END9TebUYlIXwwmNQwIAp+KyL/Ne1+q6sMiMgXDCuSOGnkrLT8OxxD7lorIbOAYYCmGSeOPwN9EZABg2SNMqiHYTFPnQ3rDpbPr3KOKRpXVO8pok+Eiy20nFNHdNk9vKISH02aYpf9xyh3c+8fq79UXDLNul4cyf5VRBRjMJs1pI8Nlq8Wk6sOmAi9Wi5AVNy9VmqSPHDmSGTNmMGbMGFasWMHy5ctjaS655BJuuOGGauG9oyHF6/XQutUhREMR3nnrLbp27gipLUnzFjBsQG9+d+9Uxo4di0ajZGVmk5aaxsKFCxk+fDhvvfVWrKzuPQ7lq08WmI0Di6WYlu3ags1oc3l5Oaeffjrz5s2j24AjWPLdfPr06d3odns8HsrLy2nbti3hcJiPP/6YY4YPNQ6DR1xgSeHhxx/ksYeeRKIeIpEI0WgUESEUCiUM/dEcVO6PgcGYKsNLVCItLW2fMKpiX5CWUcPvojVURMRR/diG02bFntUOyjEOyzeRUS0zpYzB9extNRjFYMM8rIW/4h/yF5Z/W8bJuGldsgR/Sg6ffr6KzV1bcN3obrgsVqRVDwiUES3fiSVj38TU+q24gmA4SrdWTVPRNdTubq1SWbdrn0pURwETgf+ISGVArTsxGNQ7InI5sAWojAr5McY8vg7DPP0yAFUtEpH7gcVmuj9XGlbUh92ZXXsBC1XVByAiXwNnUbcVSDxOIrHlRwmQUoOu+4FrdoPOxsNqM07ZhyoM5pTAiAIgYDpIddgs7Cj14wtGOKxNw+6H6kN5eXmjQnhkdetWK2+K3YrNUmX9l5ubS1lZGcFgkFmzZvHZZ5+R07vxE7YIzJz5AQ/f/XsKCgo4+dRTGTxwIJ999hnXXnstl112Gf3792fgwIHVmNLy5ctp27Zt9cKiFu645Y+cetZxdGjfge59+xl7ga5s8BYwYdyJnHv175n72Sf8VlBGKg6efvwJrrrqKlJTUxk9enTMuabbEsVn+gIExRX2G1KvrYo5//Wvf2XixInk5RfSunUr3njNCIuwePFizjrrLIqLi/nwww+59957WblyJQADBw5k2bJleL1exo0bR8BfQSQU5NijhnLNOaMgEiRqyeLjOR8xqN8AurSFdFuIEYP7cNttt9K9+6G0adMmYciH5iBe7ZeSklJrXO0r57RF3iCYjEopIiyH1ErT4pCOUA7RsjwsbRIfwagLoXCUw9qkN1rSSIgf/g7ulgw6eTJPts3ntxfXIpEi3L6ddLBYuXPiCVX+HXOMxd8NT73N03fe1Kizh7uLSqmn2x4+f3fO4A7VvKjsbajqAurUdTQ52vtLQJMiOjY7zIeI9MIQ80ZgHAX/ElgCTFTVrLh0xaqaXSPvbYBLVR8wr+82y3gS41BZL+BRwAMMUtU/UQ9E5CoMW31sNtuQzz//vNrzzMzMmITSEFJ82xEN40ut23rLE1TyK6K0T7PgD0OhP0qHdAv2Rgz8SCTS5AktooonCKl2Yuq3miioiOIJKZ3SLUbI8JASUUizN92EtSygFPqjtHNDSVAIRqBDutRbTllZGTfccEO1eDmqSqCwArAhGiJqcVDosNIh3YIjUIwjWBjbLPfbW5BX4SJVU6gI7aTFIcaK9/HHHycvL49HHnkECQQgv5gKVw4qVrJlC+H0HMJ2c1/C7FtVxR8Bq4Cjjv1DCQQQvx91udB4tWzYR0rF9hhdQXsWQWcO/qIIKlYk6ic/PZ/2uMgIlrFo1WZM7RhpGdn0GVC/cUkl6hsH+fn5rF27FjDiDVmtVkpLq/ZJfT4fu3YZWwEul4u0tLQ9ashRiSeX+Lho9Ufsso/H6v+KiOtYep8nSNwY/M/Gbdy4+XoW5t6AP/eERpXr8Xj2CL2uijyO+OEatnQaz8auFxPyKr9+qNhK3qNFoCO7WveizwVVHsSd/nxGLLyCP4Ym03XoWLplNfwd7i6tn2wM8fYvQZ451k2aY+8zxt2hd8yYMQdsmI9mS1SqulpE/gp8jsFQfsY4FNYYJLT8UNUwcCHENu7mAONE5HGgE4Zd/uwEGV8AXgAjHlXN2DyrV69uvMsZTQfPLtJTU6vcZdeAt7QCIUh2ZjrBcJRCfznYXKSn1nZpUhPNicVT4gtSVOYjOz2tbk/l9hDlBV6wuUhLsbN9p7GSa9ui6bGTbM4Ihf5yAlELFRElJ9VBRkbdHiDAUFF+8MEH1e6FIkEChSEsRMBiRO4NR5XUtDQsTgsUFANRBAvizsZmShLfzF/AY9OmEQ6H6dy5M6+88orRZ+npRNxudNtvVDha45WWZNktYPZnfN9Wt9GsjojPR0VBCSGrC5unBHendlgrjVeKqw61CuB0pWB1uqkQX+yuAkF3BpLRllB4I7aIcdbIX+wn3Wlp1IHx+sZBfn5+bF+qRYsWBAKBat4G/H5/LKqtzWYjFArtlXhUL674jIjpJJi0EIRhaP+hpLWsmgjbdd8FL0J6ipXhjaRh3rx5jBo1ClWq9lQbOA6SEHP+CGKh8zl/onNme77+bguwjiKHklGxA2QYRxx+JClpZhuiUXTJTXQN78CX3onRoxsO07G7sb4+LVxOTupOxp44JuHzvA2l/PZrMe17ZNOma+PDcqgq+Z4ATpuVzJQq1fDejE22P7FbSnVV/aeqDlbVkUARsJa6rUDi0RjLj+swVIcjMPbAJlBlfLH3YE8B1FBP1QF/KIrDZkguTpsFm0X2ahydcn8Yq0Xqdaqa6jT2oUoqQhT7ggTCEdpkupqljnTZLVgtQpHf8IKR1cRDvpXwBz2o2LBYogbPF6FztstYpThSjWB76W2hZXf84sJqCvfnX3A+y5YtY8WKFfz73/+mVasqk2Sr242t/SE4g6UENRW/v7pGQFXZVeaPmeQnQrDMh8/ViqAjw/hf5osvIC6lBZzpBMsMwwaJhjGN/Em1p4LDDfZ460zd7bhMUN2Qoqb1JxjGFZVBE8Ph8F6z/LvtmNZEo04skQDWTKM+7/bCamm6tWtF2JFBD3fTVJC/7vQw8M+fsWBtgcGkpo+Frx6E6eOM64aw4WtY/A/IPQoyjWM4K1cZx3NKbUq+w9i727xhZ1UeiwVp2Z0BKbtiLpj2Nu4b14cPrjsq4bO8DaW89+hSFs5czwePLyVvQ+Od6G4v9TPswS/5aHmDBnP/FdgtRlV5uEtEOgFnY5wurrQCgepWIPGYA5woItmm9ceJ5r3KcrOBsRhqQDeGbykF9r7L30qDinDdB1lbpDponWGseEUEt8OGN7h3GJWq4gmEG3SGKiJ0auGmbaaLnWUB3A7DiKI5EBHDPROGEUVKPTGc6kPQ5wMRbHYrFrsx1CzRUFU7HKmQ3gYcqYQiUSwIEo1gc9QfDTglNYOgzYclEqTc5yIaqTrfEwhHySvz46tn4RCxuWIe3RExrisRqjCYj8lAcaQS9IeNaLYaBARLuBVuk0EdPnQYlQoCi8WyW3GZKlEzDlVNiEi1fapKw4s9jYGtlIg6sUSDOLONPirfUX3f22oRbBltsfsSrUfrxo9biinzh2mfnQIbvyHPl8vS8jPIq8g1JKv6sHURvH6OEZNsyw8xxtbW2C6n2G5jg9von5WLllXP2/JQulu289OW4n0SpNFlt9IpJ7EX58VLVprWtUI4HGHJj6sSpkuEthkuUuzWfW1Qsd+wu2ZK74nIKuBD4HrTDP1h4AQRWQucYF4jIoeLyItgWH5gGEksNv9qWn7cg2GyrhgM7HDgP8A/dpPeOhEKhPGWBghFbMZ5qlDdjCojxU52nHVd20zXbm2W1ufq3x+KEIpEY36+6kOay0Z+eZBQJEqW295s4w7DL6BxoDYcUXz1RPGtDxGzPXanA5vpTcPnDSRsp91qwYIF0QjSCOs5a6scXIEiFAuekjg3P6bfw/r6y+6urqJ1pJmMKhyASMBwp2UyUFUlFBEs0SAqxgFwjVblt6dmgsvYklW7e4943T/ssMPo1asXnTt3TsiooLpBRSjU9GjHDSESVZas2YjiwBIN4jIPlpbuKqyV1utsxfZtm2KHVBuDHzcX0yLVQW6Om7xwH94vepCFnouYVXQvebYj68+8fi5EzTZHwzHG5vIbjKrHYR24cOK5OP1FFP5aQ3Jq2YPMQB43jewQi622t1DqC/HnD1exekdiF1hFeT8j5iLHGolQUrKw6uHWRTD/sTqlS4tF6NoqlfX5B25Ioj2J3bKpVtVjEtwrJLEVyBLgirjrOi0/VPX/4n77MSSuvYZQIExxnjHIfSJkOTOw18GowpEowUgUl90aC0PgbKbEAQZT2FjgjbnDqRnjyR+KxjxGNKasyui/eaV+I+5UM8zmvWYgOwPN92OoYUPWsLpTsESD4Ikafe0N1iovy+0gHwvQOKaYmdqCfNdOXMEy/J4MXKkGYyrzh3HZrQnDJVQi4q0ABAsRoliRaASwVant4qSiSCiCYiFqCaBYASF+frNYLGB3QcCKRsJ7xK1Renp6g/uY8Rvme4NRlfiCvPzFTwwlA9Eg7jaGPVRpfu2Dq0WSjZSt4ded5fRp17h9lqXmQV8RYeuOVNTc3o6ond9K21Kv8XiFuaYVi3HOMdeYhrxFXiwRJyccPYB+A49g/Qt/o7i0hqViy0MRlBsHWKCZKu3G4tdd5bz07UaO6dGSXm1r75q2LQyz1vzdcesX5PYy3+mWH+CV0wwmbHXApR9CpyNq5e/eOo0lmxI4eekE08QAACAASURBVP4vRNIzBRD0V02OqkqQVEOiSmAR6QkYZ5YC4eqrxyJvgEJP48OjV6KSKVRGN80rNdRWlYwiO9VB77YZjQqtYUgqux8BNNVUMzYngnAlVBUiBgO3Ou3YnC5Eo1iRWn1XmV6xIDRuVW61WImkO7GFShGNUFbgJ+hTQn4jbk99CPpCiEbJamlIUv5Sc1ESKDeOJ8SpAgPlxl5lha3C9JcoZLvtsfcjIob1nhl1OBKu6vOmBMVrKnJycujXrx8jRowgJ6d57ovqQ7EvSJZ4UHUgGiKrg8E6vCW1F3AZrTvSihL+00jvC56gsiHfGzs/lZ1SpUwRIrRvWc/k6y+F5e9Au8FG6I5LZ8eML/zlIewhDzntuiB2O057MUpL8svipMAcw4AikLeG79bv3X2q9aZarnsd2paK9M5I1KA54M6h25gzwF8GH91sSoxqSPjvTISFzxuHquMkrW6t0vitpALfXtp2OJCQZFSAw1VdInI4rYa/vwROT/2hqGENVmPFXlYRpsCTeK+gvjAfDz/wJxbOn2cqAMQ4vJvv4Ze8crYU+Xhpxtv8tLwO34Q1kOq0UVpSzBXnnc4RPTtw9x23VHu+dOlS+vXrR/fu3bnpppsShqRWVRZ/v4CtK5eQ6aCWhLdmzRpGjBiB0+lk6tSpddJyz7338NwL/0A0gsUiiNWKRMNY1JKQUa3eUW5EkrU0Xn2U7cqgNFVxBMqIRqJE/JAdFVLrYeqPPvIo2bmtKCnZSbF4+NvzjzHiuGMYOHAgfY88AWv7ARQVV02UoYowEo3gcxji4R/u+z2HdWyNiBFccdq0aTz99NPMeG82kXCYaKiCBQsWcOPvbmZDvpe8RoSBaQ6cTic5OTk4nY0LCNlUFHlDZOJBxQGEyG7VHlvI8//snXd4HNXZ9n9nZrarS1axXHHFuBcwYFNtcMAQCKaFJITQQkJPSAiEEgglCe3lIwUTEuANYFow1UAAmxYwuNtg427ZsiSra/tOOd8fZ3e1K61kGTvf9yYv93Xpsndn5uzM7Ox5ztPum1i4u/dW0G8AHmGxacfO7gPlgCPhsmOGcXSSt8/v1KkNAgqNBio239fzwf98SHlUJ98LM3+SVSFoxgQuM0hZxRAAiqv9IDQ+XvNZ5/HJXqo1q5fx7UeWUtfeO6ny/mBLYwiPoVFdlLtitqldEgjXUdS2iaaqsfgqBMw/GvZsUIKgQlcLJ08BvPFzuGcE/GUOvPtrePxUTi3dxT1nTkiHD/+T8bWhAjQ7gTuh4si+WDPpNhGze+Vf3LJxG3o39dGARyl27kucPmE5XHjV9Rxz3PFUFHg5qF+Ag/sXMKDYj6FrtEUSvLTwJd5fuqpPE13AYzCyfwk33XIrd/3mN928sMsuu4z58+ezadMmNm3axBtvvJG1PRqN8v3vf59169axZeN6rr/6R2hO9sRUUlLCgw8+yE9/+tNez8WWFgJNlaZD0kOzAQ3LcbAy7pPtODhOSkdor5eZhs8VIOYDJ5PJHtB6yD3s3LmTt954gwHVA4loQfZE9nDZpT/g3UUf8dmHH3DX9Zdz9IwjKCkpAUjnp3QZx9Zg7do1dHS0p7fZts3HH3/MZZddRlVlFZu378SKdHD77bdzxbU/TzPW74t3a9t2zgXE/2u0hBMUiTASN0JYFAVKMawQiRzFsCJfeVt1u7b1aewCj+Dnc0YztlqFCcNN6p6OO6qaVmsAdWs2Q92a7geG9sDHv4cxp0F193412zTQnCCeJFHxsMmK0mrHZ1927uT2Q+EgRurKOH646V/nVW3eE+Kgfnk5eQwB4i06eeHdFLd+iW0H6Hj4u2rOueB1uGARHHej+v8Vy+CHHyovUtqKf9ROMCS4gnlTBuDrpRr4PwVfGyrACYfRLRW2E46FE7dY1baJP3/+KKv2ZFcNxUynmzcFpL2OniaklMzHoYceygknnEAkEmFXa4QbrrmMZUsWUV7g5fZbfsn4sWM55vCp3Hf7L1m9bClL/rGIe++4icOmTWHLli17vZbykkJOOfF4CvOyk/p1dXV0dHRw+OGHI4Tge9/7HgsXLszax+fz8cc//pG//vWv/PWvf+X+++/H58teDZaXlzNt2rRutD6gtKBGjRrFrFmz2LBhA1Jo6FrnpKvCeuo+xS2HTz/9lCOOOILJk6fw3dNOYPOWTWi64LDDDkuzRoASZ1y+fDmNjY3Mnj2byZMnc+mllzJk5CHYjU3EjFhnmFZKjB7a+a655hpu+dlNCCDkVt93xKVyk7H2KE+/9Cbnfvu89P6W6SARCN3Gtm1+decd3PyL23CkOv+UcbVtG9NSDbzPPLOAk046ierKfumV7r6ET9euXcuHH37I8uXL/6WsE3tDayRBESGk8ICwKPYUI5wQZiLHdeQn2UhC9VkLkJ6wM+gQzSjQCbcp6ze0+UM8HlgRPROW5ODkfP8e1TZy3E05x7UdH4jOismK6RMwrAjm9i4h+bIRFIS3UZbn4cN/YZl6a8TskTopGkwgbT/+SC1aQEnybMw7RRmkwYcrTzHTY6wcByfekRWWZshM1tW291is8Z+E/3UyH7/59DdsaNmQ9Z50HJxYHEdzozkmET3BxrZNSCTi88cYVTyKPLeKM4fjFi5dy0rWjy4Zzc+m/QxNCMJxm6IchVpdZT4ef+oZjpxzOv6ktHtXmY/ahiZaLRfHzP4GR8+aw6Xf/zYBj9JBevLJJ7uNf9RRR/Hggw/2eN21tbUMGDAg/XrAgAHU1tZm7RONRvnxj3/MBRdcAFac666+gof/9Ad8hWV7va/Lly9nwYIFrFy5EsuymDBhPONHTkHPNOq6yvGM6OfH69YZPXo077//PhFT8uKLL3Hn737FU399hHPOOYdnn32WX/3qV9TV1bF7926mTJnC5ZdfznHHHccvfvEL3njjDebPn0+BdHBEnNPOOJ6OqJqQdE0ikn1G99xzD7NmzeLll1+mf//+jBo9AQAplGGLehwK4nFaI3HeWPIxDz3aeW8TITWBmi6TZ//yLN848UQqyisRSBwpkbbN4YcfzqOPPkq/fv0YOHASDzz0R15e9A9cLgO/Wydq2gwu9ffZUEUiEWzbJhgM9onBxLZt4vE4HR0daS2tA4FZB1egrXXz91o3QrPwGT6kDGPLHJ+RpwoWHjqlP9pecqm2I7njkygb7fXcfpoKh7fV26rV4Pf30v+guWwbOIfmdX+hdPdK6J9sdG7dDsv+ApO/q9oGukBKiS38oHe6fO7BgwlE38KklD2RPZT7k1JJZSMQKz5hxrASPtzchOPIHr2e/cHCHx/ZY4SluVYtQnR2UV6yia3xdtZHxjOtN77EgYeqworXfgqNX0K/UVz+f1ZwSHUhv/923xhR/l3xv85Q5YLQNIShq24tl4tQorUzbIMkaAbThsrr0nOGp4QQ5Hm6azmlkJL5CAaDTJ48mS83b+VEj5GuGMyU+Tj55JOZO3cuRVLD59YpL/CkJ7rrrruO6667bp+vMVc4qWtuw+fz8ZdHH+W9N1+GcCM/OvN6tPAu8Pn2Wnb9wQcfcPrpp6fLqWfPVno/uqfT89J1gWWDtC2EcNHe3s7555/Phi83Ih0H27TRXTpnnXUWs2fP5le/+hXPPvssZ56peC4//PDDNPvFnDlzKC4uxhAuEm6dtx9/DNvwE/WV4Q0ICso6q+YikQh33HEHrzz3d6TUEVrntXsNH27D4YXX3+aIw6alw34AiWR+anPzTt58+U0WPf8yTtJZcxyJcBwmTJjAhAnK+L339iIuPvdUFr32Ck/87SkCJRVc88vbsXp4JrqiKxmt19t722BzczNr166lrq6O7du371VyZV/QL98DWgRHcyM0VXkqtQg2OfItydCfFqrf67hf1geJ2TB5cJJlzXHoaPfhcdoRUjKgZjE1g05gVfwsjl98J5z3nNpv8V2g6XB0V9pQBTNmIzUXwtPpTatq2Sgd2iiW7v6UU4bPVRvKRoAZZvZAh4WrE2yoDzKm/4Ez8pnoqQhqx3bViOxx1TCiPMyGzZtorBu196rRgYfCqf8F84+BVU8xrN/UdNHGfzL+1xmqnx+a+0G32tppaRf483Q225u4+K2LMG0Tl+7i7pl3M7F84l7HHlzq7/Ehy5RqMAyDAo/GwBJ/1nu5ZD68Lr2TVBO+skc1YMAAdu3alX69a9cu+vfvD4mwqnZLqhuLaCvHTBgMDE7umWRb6EN/UOrapZSkivcMb4ZEhUsHG4KhKBFH46abbuLYY4/lv59+li9WrGbeWWdguN1Ul5ZRWlrKmjVreOaZZ3j44Yc7x+0K3UVAFxx94fnE28M4mivZZKwmiHvuuYeKigq2bdvGtCMPR0rB7vrdzDtuHs//43m0cg2P18/CV/7OvG+elR5WSollgeEkWLl2LTu27mDK4YchHUE0GmX8IQezauWK9P62bfPZijXc8qM7OfTUi/h46adcc931LP3wPapPOWmv9w72TkbbFZlh2QPNov7R5iYmtDUqQ6WrL1O64li6H+nILL4/3AHwFLBs3Xrej37JtSf0LHeyokYVqkwZlFwQhOqJuwrxdLSpBnMzxCCjho2RIzhsw1/J2/mZyiuteQaOvBIKckuCRDqUN234s5+RykFF7Kpzs/rz5RmGaiQAR5e08eoVMxhduf9N2l3x/sZGFnxWw23fHEtZXvcG9p1b6nElOijMa8GbJ/GYXyKZSmt9mJKqvfRk9p8EAw+DpQ8zbPhRfLC5Ka3w/Z+Kr3NUSSSEBVJimiYTyyfyyDH/xeXDz+CRY/9P2kiF4xbt0Z57VvpSfRWzJFJKNCGyVluhUIj29nZOOukkHnjgAVatUrmxlMxHCtddd12WcGLqrzcjBVBVVUV+fj6ffPIJUkqeeOIJvnnSiUrCIlinQiuhBmWw8itJcdqB6BPbwlFHHcWLL75INBqltb2Vt99eDCiP6qGHHuKhhx7C5VGNslbCojmUoL29nerqavK8Lp5//hlAplkpzjnnHH7729/S3t7OuHHjAJgxYwbPPvssAG+99Ratra2gu9Gxeey1J3jx3ef5aOFrvPv6hyz7dDmrVq1i1qxZjBs3joaGBpa/v4pVH62kqrqK5955jtFDRuNIh9bIHj5e+iHHH9dpUKyEyk/phsPRJxzN5prNrFu5imUfrcXn87Fi7RfpHBXASy+9xO2//jUIjWg0nM5LxWPRPuVtYO+MFF2Raczi8XhaafhA4NEPtxFtb1KGykhGF7wWCJ1YrurW/EoINvDa2rpex11R00qBGwaWJI1s6w46tBLc8XbeHS/4bJRO5Qd/wXEEq+NnwpI74Z3bVOXbkVf3OG5zrfJQXEXZudOqcYqpLbQyg2ooWaKeF9zK2OrCf0nYb0VNK4vW1ZPXQ8i3vSZEXqiWfsUGHHsj/hFqLli5dF3fPuCwS6F1GzPkShKWQ23rv6568X8CvjZUQMSMUButR0ibWCJKxIwwsXIaFw09hYlFnfHwplC813JWKSXbm8I97tMWSVAfdtKsD5kIBoPMnTuX8ePHc/TRR2fJfPzud79j0qRJfSqmABgyZAjXXnstjz32GAMGDOCLLxQ1yx//+Ecuuugihg8fzrBhw/jGsYeTpQKdV6HKd/OroGwEUuiKTijDm6qvr2fAgAHcd999/PrXv2bAgAF0dHQwefJkzj77bCZOnMiZ885k+rTDlGaULtiwYQOlpaW4vF6QDroDCdvhuuuu4xe/+AVHHHEkdrJkXUsWacybN48FCxZw1lmdXs4tt9zCW2+9xeTJk1m0aJEyvkVFRJOVhTG3wBIhkDK9wk7BCkdxNAO3R0NKidfwkp/UV3rulVc4bsZMfL58rGSSPxGO8+3vz2N3q5p4PboHLSNn5Da0NMdeXV0dUkomTZ4CrgAXnnM648aNY/mKFRx17GzMPob+Mjn+uhax5IIQIsugHUivqiWcIODEQGik9BJF0lsJ1+foc8qroL/extamcJodJBf+ubmJgEuwokb1XMnWGmIU4Um08eIRGr87HTaeMoDyPctZ13YMkc+XwsY3YNy3wF/S47hNO1W+1VeW7Y1UHDEW4ZgUNhRQG0rmZPMrwZ0PzZv4fHc7N764llgv3JBfBVsawwwo9mVFQ1JwbAerw0NeuJbS8dPhqJ8y8ltn4om1smPp1l7HjaxcSdPD84nEB0N+FRN2K722zY37zzH5Pxn/60J/uRA2w1gaCOkgpE7YDOP3lak+hgyGirjl4DV6TnALIXCSkvFVGQ36AwcN5s0PP6OmRa2Yz73oxwxNUtI89thj6f0+/bQ7XcqRRx6ZNjSZiJgRwmaYgCuQ5p1LoavMfQpTp05l3bqMFVtbTcZWDbwZJ+0OYOtJRokMVFZWZoUQM3HjjTdy44030hxtQtbZoCkap+3bt3Pfffeh6TqaE4ZkD9KUaYexceNG1td1UBpPcMPV16fpkyoqKrp5CIWFhbz55psYhsHHH3/M4sWL8fjzCXR0IAwDKSWteZLScJhYOI+8Yied3FdNvS7chT7eXPEmZb4yXJoLQ9M57exTueRb36HNglgwTl6pn0TUZMFfnsYpitLkdODW3Ti6CTjs2rJN8TsmPaqqqiouvfRSdZKeAFdfeBZX3XA7a+tU7uBf5VFBNpVSOBxOa3ftL8LhILaZ5GdMylPoBRoElaEqG9mFOyK/iuLGbUgJ62o7OHxY96KA5TtaaYmYmJbkvD9/wpMXTeeQxlqgH+54O61JKZk7hn/OdYGhWNu9fLjmdCa4XyK/9Tn8E77dI7N6a30TUEhBZfbneirLyYs3gjaAT+s+5fQRp6seiLIR0LSRPR1xnlxag2k7nD1tUO8ijfuALXtCPdKqtTdGQRoEwrW4D1Ve/MDDjyP/gXto9hzSPbSaRGTlSlb/+GZa8w6i+IlXmXDhKRTWzOfvZ97E8CE9G/H/BHztUQEBVwCpoXjmpKaYsYVQTOpJQyWlJG45eFy937KAxyBm2unJKZKw2FDfkcVasT+sEaCM1Pb2beyJ7GF7x3YiZmTvB3WFFVed7u68LALWTDiaYlvA6XtvGEDcjAAGerJ599VXX8XtdqumX2mBVPcwbjk4UiYrozTVI9ILampqmDZtGhMmTODKK6/kkUceAd2NX0qG+CvRhIbm8+F1Jyv6MryqRAJ0aRHXleENuALKIxEuIkJgFBWjW3HiETMrPxXRLDy6p5OBAlVI4Tgyi7W8qamJNWvW0JBkbnDiyrsJuA1Kc+QocuFAGKoDBTvSStBRXp3uVt+XO0muGmzI4VHlV+CNNQKSNbu6M1RIKfl4SxOW7SBRoomfbG0m3NAIgCXaOPXgM3hk9iOcPepsflf1Kpa2iW2VJ7A8Mo/VS8cTeef5Hs833KwWBSWDuuewigMmWtJQpVE2Epo2pVtNnl22i28/8gnLd+w/JZHjSLY29WyoGncp70cXu9BGKw0vYRgYRc1IEaC2JnfJ/MpX3mbl2CvYNvRUVo35ESt3loDuZnL9c3tlY/l3x9eGCvC7/JT5+wEOmjA6PZSUoUoaKRUy6r1kOFWdt6MlQjhu4TV0CrwuBhT70PaTliiFjkhjOmAnpSQc28cfl5TQtlMZ4+LBaQLWrnC0JPlqL5InuWDFYjiagZ6j4kk1/eoIwLSdjPJdHUTvBnHEiBGsXLmS1atX89lnnzFt2jTQ1Q/UjyCgBYjZMVzlJehWjGhHQhmdaBxbc+F2C8Kmyh+lvmOf42AKge314SKB7QhiYROJwDAgbsfx6qr6Tk+WvMcTNg0dsawcFUBLSwsRU5Xgk1ATZ3HAnaUX1BOklPsc+oN/jaEybQcj3k7YThqqJM+kr58KlbY35jJUVQg7zuyhnpw8i3/7ZAdvfl6PW9fQAJehMf2gUsLNatKOuNv5wdgfcFj/w/jl9F/y8KyHMZ3Psdz5bBs6l1XjrmLl5p713mLtcQwrQr8BB3XbVlrtx3bls+GLVTyy5hHVG1k2HDpqWbd9d5rXIW45/PG9voXXe0NHzGREeT5jcvD7AWzfVgfSxhNohrzy9PsVh6p82vI3Psx53M56VDheCBxNZ6O/AsbOw175JC8vXb/f5/0/GV8bqiQCrgBgIzPpSNLaVPE07c/ePKpU42mKbDZq2gws8VMS8DC0LECRpzvx7L7CbcXxmFAUlvgSkkAsCPY+eGjRVkgEIb+/4qjrAU4qObEPhkpKCaYDQqDnuEahSRAaB1fmU5rnwbSSd1wIhPgKjAyp87dN/JpfGW6RwOuROAhiHTHibWoC9xT6VFjX8KMJDaTEn7y2iBXBE1DnG2pNVpD5DCzHSjMdiKThFSjVZSllt14nR6Kem0QIlxQ4EYtgKLFXtolEIpE2fIZh5GyozoV/haHSheAvZw8nYisD7Uoa2rxqRXkUbM1RDp3spXrk9AFccOTQrE3r6zq4/bX1lAQ8/O2iw/jWCBdPXjSdKYOLCSeZ7zu8HZ19TsAR1UdQOHSc+j0JDUfobCzsboRSSETAlQhSXDG427bKscoAVG/L56GVD3HxWxezKln6P6O4HY9LQxOgCSg5AES1RX43r1wxgzOmDMi5vW5bI/5IA/mDq7Len/StM/FGm2j6vPtCwGzYg2zypKlbpHAYduw4OOwSdCvCxjf+tN/n/T8ZXxuqJExLIHEAgZNKfruSq1ozQoHXYFRFfs7kaCYiCTtt6rqG+AIegyKvtl9GCsCIO1Q3S0qCUNUCnmgM9nwB4SaIhyBYr8rOc8G2oKNWFUkEem/k/SoelSUtdEvdo8zS9BRE8vaZyfxTwnbQUvWFX4UJRuiKRdtO4BZuDM2gI9GBr7wY4VhE2mLE4w6atNF8BjErllyUAGYUr20hEESsCK6CfHQrrnIEjk0i6T2nPKpU/kygDFJ1dTUzZ85kxIhOpVjbtsGTh206lDjKUEWaY0SjvS8k4vF4uoKvr94UKCn61HGmaR4QbSpNEwzwxIgmPaqUoSqs6o9uRYkEc5AvJ3upCNYjpUz/hqIJmyueXkmhz8W9Z01g6pAS5g5zq1yQYxNK1gCECqJ4jey+sVHHT1S/SSlxNFtNzD3AThjodgjD1X3hVXXkIQAMaq3GwcF0TJbZ6oPHuOp58qLp/OSEUTx36eHc9S3Vi/bO+gYuf2oFCzclDkg4MBPh2jj5oVrKJ8zIej/QrwqPtY1ErLxzDkrii988QkvJWCK6yg+XDdzBUVOnQf9JNBROYJ69iJbQvkU+/p3wtaFCeT+7WuI4ydBTJJacVAwvIMCKIoTA4+rO8dcVB4J5vFdICVETS/eScBdg6x4cd7mSmmjfCc3JcvOmzbmNVXC3kg8oGrh3Yj0hVLn6PhiquBXHcNQ16+7u155iqgiGY+xoDuNzaZQkSYE1/SuUCQuRZi4XQpDvzieUCIHLwOt2sNGxhBtdcwibybxRylAlgmiAz/ASMSMInw9dqoo1qenEQgaG4+70qIQA6SAyFzOQ5VXZtg3uPBKWL71gERISwd7vYUFBATNnzuSwww5j1Kie+5C6X77A7e6cnA+EV1XTHOH9NRuJSXXd7oAyIMWFlRhmiHgkR4g2SaO0e9c2Dr3zHd7fpHJPt736OVsaQ9x/1sTu/UTBekJmEYYZxsxBNXTU1GkYFbtACEZOq1cTcw9wbA+C3NfuKyvEZ7ZQGFMejktzMXXIbLXAad7ElMHF/PjY4UwZUpLuRXrz83peXVPHwi3mPueu7np9PRf8NbeOVDxqIeMBAuFaCg6f2227d6CNo/vZsKyT6zC8ajWrG6pxZBv9T1BzU0EGTVjTIRcwRGugaeWrfT7Hfzfsr8LvNUKIz4UQ64QQTwshvEKIoUKIpUKITUKIZ4QQOWNLQohfCCE2CyG+FEKcmHyvnxDiw+R4p2Xs+5IQInen3wGAktoQOEIlx9OGSmjKWJlRGjpidPTSQ5VCwGMwtCxARYF3v0N8OWFGMHUvUX85cU8REV85jq9Q9YYkBfwUHEXiKTMmlXgIIs0QKO8iod4LDG9Oct6eELfj6ClDlSNXYbjV6txOmLRHTVyGhj+pQa/tJf/XI3QX2Oq7KXAX4EhllFy+zonRdAzi7SE0oeFLqTjHgmB48bsCxKwYjnTQ3BmhHwle24chOr9DgURIcDJCeVoGKa7jOOAOoNuxjMp/idaLYnTmOD6fL0trqi9wuVy43W6Ki4sPCJP657vb+WDNJhLJ0J8nTz0rRZ4iNCeEmcgxbSRDf6WylaZQnDW72mmPmLy/sYlLjxrGjBE5vPe2GkKJUjzxNkRFv5znMnCsGjc/3DufnSP8CK3n57TYb6JrAyjxFPPICY8wsWoaFA2Gpo059x9cGkiTU8cth/c29l3BeOXONoKx3B50ijopL7Qb9/CR3baPPEFRIa1bpEQUpZR89LtnCeYPwjyiniMnHQOQ1ctWMOlb1MtiSpY9wKAdz/cotvjvjK9sqIQQ1cCVwFQp5VhAB84BfgPcL6UcAbQCF+Y4dkxy30OAOcAfhBA6cC7wOHA4cF1y31OAFVLK3V3HOVBIeUFOMkfiyVzZ6y5kIkwo2N7nSr2AiFMu2ggIFSLpTebj5ptv5u233+5xrIULF2aXp8eDitMsBSGwMJRnkVdOc0s7x867hLwRR3L5T66Hhi9UKDDaxvIlrzHu+LMYPuXoLJmPlpYWZs+ezYgRI5g9e7ZqpE3B8IEdRzrKiN96661AbpaIOXPmcFDVQXz74h8klXq7T5r//OxTzvvBWWhJjyQYtbCSejqG6ysa9aRHBaowRhMaHYkOzKx+HoGMynS1H/GgytMZXvwuP2tXrsXtcvPqW68or1XCrl01fO+cbzNmzBjGjBmjyv6lRCAoSqoEx+NxfvKTn/Dggw/y5z//mYaGBtAMPluzjGPnTOfEU4+h9svl2F4PbW1tnHjiiQecHb20tJQjjjiCCRMmUFRUtPcD9oKWSIJCESaRrPrz5Stvp8hbBDKEaedYe3rywJ2PJ9rIQWUB1uxqo9Dv4vUr5pZ5/AAAIABJREFUZ/KTE7pPyAC01RB2SvAk2nH1r8q5y4DRKi/VurNnj8ZxJLYWQHP3vJAsq/YT9/bjm/84FP+nyRxbsvIvF6YfVIrb0NJe8T8+b+hzr9XWxp4r/vZ8qfqkdFcjWo4Q79hjTsATayBUo56R2ucXss07nYSxjUvPPZ9+lZUgHRLhznOpLi1giTOZsva1DN32N3j81P84Y7W/oT8D8AkhDMAP1AHHAak60seB03Ic901ggZQyLqXcBmwGDgVMwAd4ACc57tXA7/bzPHtFygtKVk0TTXlOSXohIR2GUpc2PL0i1q5Wab2F3zJw2223MWvWrB63dzdUHdll3EJ06mm5A3irx3D7rb/knt/cBZ5CFRIM1hFp287F19/Og7+9iU2fr8qS+bj77rs5/vjj2bRpE8cffzx3353BXJ0Me934i+t56aWXaG5u5sorr2T16tXdzvW6667j3j/+FhBZrOmZEIZL9avZagrY2RohkbBBguHuubCjV+huFc6UDprQyHfnE0wEcQfcaaMDkogRVdV+iTA0J6u7Yu14LJv7b7ufY2cdiyYk/ugePIk2rrrmQq764UWsX7+eTz/9lPLyckiKJ5YE3IRCIebPn09RURFXXnkl06dPZ8EC1YB57yN/47Hf/5kbrruZPzz3LAmXh9tvv50bbrjhgOtHHejxWsOKOd0USX7LfPWvR/cgCWPLHjgI8ysgWEdVoY+31+9h6dZmCv2unkU/22qIyBI88XYCA4bk3OWgIao4Itrc8yIxGoqD0ND9PVeNaskiKI8xh3deCrF90Weql6p5c872iymDi3nyoumcMcLFT2aP5IjhZbj7IF7aFknQFEowrDw35dj2DRvRrDDu6tyGTNM0XO46EmIgseYWPn52PZbhZdKFowm4AwTcfnQ7ihUXGccIvnHY2OSTKdWibfsHez3Xfyd85biUlLJWCHEPUANEgbeA5UCblDL1VO0CqnMcXg18kvE6td9Tyb/vAT8HfgQ8IaXstVFICHEJcAmoiqklS5ZkbS8sLMyiIeoRugQL4nGTug8+Qiz7iIKxg/EfMhKBxIi3EAz2Ep6SNoFwTdr6SxwSHc2EQiFM0+T73/8+S5cupaqqigULFuDz+fjhD3/InDlzOO2007jlllt4/fXXMQyD4447jlNPPZWXXnqJJUuWcNttt/HfTzzO+HJAekCAcEy0Qo1YIkosFQkwfEw4/DjWbX2ShANBdwWOA6sadtEWilBx+GQ6gns488wzee6555gxYwYvvvgir7/+OsFgkDPOOIOTTjqJX/7yl9i2Tdh2CAA3/fwarvjZzbzwwgu88847DBs2rNs9nTZtGvVv7yRZbpDe/o9//IPrr7+e0tLSJIGrBKnyeBJVla5YQSSxYJBQKMS5555LW1sbpmly0003cfLJJ3PzzTczcOBALr74YgDuvPNO8vPzueqS73LdL+5i8dI1DB4yBNMxmXvOXL5zxnfw+DScuIPpNokYCQoSgrjZjDtZ3ymRPHjf/cw5ZQ7rVq7DEgLdSbBx4xfYlsmM445NX4dt2wjFqU9rewdbNm1k5cqVzJgxg3g8zrBhw3j22Wfp6OhAGG5i8TiRaBSv18POLRvYvn07kydPJty2B8OMELajOLpaVbe2tuLxePB6vVmhRIBYLNbtmc5EKBTqdfu+Yu2Xcb6phQnZFaDBpu3baEqGsiwtgq35Wbx4cTcDOcH2Et/xJR+3qD6g8x75hOsP9TK8OPs3kzrfkeuXEhMT0c02GttEzmuQUiKcKImwq8drbKtvAwqI0/N9at5eDwxLVxCuenMF8UMlo6wYn7z5HDFfRc7jjqlIkKfXQh68//4eWmMOBW7RI6/e5tZk+qB+G0uWdBeSbKiNkR9qI1RS0eO52hUJ7EYfr/3oTvaUzCFasg7aJ6b31+wwpqllHV9g92eC5kY4FlLorG4J0HEAn4n/3/jKhkoIUYzyjIYCbcBzwDdy7JpraZ3rW5ZSynbg5Izxfw58SwjxCFAM3Cul/DjHgfOB+QCBQEAec8wxWdvXr19Pfr7qAam/807i6zd0HQKAhBkD28CJhIls3QRS0ioE7mGD0AN+QCBcPpW7yoDn4NFUXv9ztTqTTvLyVIjIU1BKXshhy5YtPPPMMwwbNowLL7yQt956i+985zu4XC58Ph+mafLaa6+lZT7a2tooKirim9/8JnPnzmXevHkQbeO3d97KEy/8AxVplWgugSa0bqS0Xq8Xt9tNfn4+jXTQVtNCdUV//HEPiQIPI0aM4O9//7va3tiYrlzLz8+nqakpzTEYCBRAZCd33PVb5s6di8/n47HHHuPCCy9Ms4anYDkWmi2RQuD2ecjLzycWi3HVVVfx7rvvMnz4cM4++2y16pM6bkOJTWoIhLTJKyxG6Do+n4+XX36ZgoICmpqamD59OmeffTbf+973uPrqq7n2WqVc/NJLL/HGG2+w6B9L2L5rN599tJiQKTj44IOZe+5cLN3izrt/y+LFizEdE0c6eHQPSIdzTj6G6y+/gN11jbzy1jv87ZWnufKHV+LJz8c9dChfLv0YT2k+F196OTU7apg1axZ33303cWKAYHdY4nK5CIVClJWVpUmH8/LySCQS/Oian3HNNVfj8fp5fP4j/PKOW7j7zjvIlyGI1CsDbbZB2QgszcPy5csBtaKeOXNmlhHwer1MmjQp5zMLsGTJEro+8/uDlxtW0a8xSoemQswzjzmWskpViLDxqUVIzeDI6TNx+7pMH02jad/8cWePHxAvGswxx2TLcqTON7zpT0ihk9DbOWryaRxZfWTO89m44CmkKO7xGpcueo9abMqHVPa4z7aon9cXqgWHJm0mnjiZIWPGwcbfM314KYzIfVzmvW2PmJzwwHuMrsxn2pASDh9W1o3JomRXG7ODm5k3ewwDirPzwNI0+fyZMPmhpYybdxKlPZzryIMO4sU7N1NfNAfhRPjB9RdQksE4svnxvwLerGtdtXMi9+7xMyb4McNnnsHkaT1Haf4dsT+Z/lnANillI4AQ4u/AEUCREMJIelUDgFy5pV3AwIzXufa7GbgDlbdajvK0XgKO3Y9z7h1JAyTCwSwhPjscxw4U4sECKwqGP7tiTkpo2QpmBIqHquR+63ZwbJXjIVvmY8qUKVk0R3ErTtyI4/a4s2Q+uiEe5Cc/uoAfXPBzHD2AkA7ucofCXjjQALymH69ZjMDAb5bjNVNqun0IGWka6B5uv/5KROlBrFq1iltvvTVnniVuxTFstXpOyXts2LCBoUOHpg3hd77zHX7/wIMgNPrludnVFgWpIaSFSFbPSSm54YYbeP/999E0jdraWhoaGpg0aRJ79uxh9+7dNDY2UlxczKBBg7jvnk85c+4sdBwqK6s59thj8epeOhId3HefkjXf2LoRv8vPwPyBKj/VvBm8xVx952385rf3kO/JV4q+jonu9xPxCJYtXcGKFSsYOmQoZ599No899hinHX+qKryRslvDr7pdGkIIRo6dxBt/fwNHc7Ni2TtUFvuRe77k7Ot+j8tlcO/N11LRrxTiQaJ0jpNZbr4vSJEaRyIRKioq9kub6vbTxuJ+VLKp1gs4BDJpmfw2xCDcEsJd3SUfll9JvtmM2xCYlkw39faEVLNv1Ginwp/bowHQvTES0TKs9naMHBRRrfWNQAn5FT3n54Z+41CKXnqecFzn84Oe5bJvPK3aOUBVyo7Y+8Re6Hdx7KhyFny2k/c2NuF1bU73g6UwfkARj3xvas7jg+uXgfSRF67FP3Jej5+z5ZNlIAvUfCS8fP7mO8w861vp7ULEcbrIrby3sZE/bClFMBfPyyZPlrceMDqo/wnYH0NVA0wXQvhRob/jgWXAYmAesAA4H2VcuuJl4CkhxH1Af2AEkM7+CSFGAP2llO8JISYmx5dA7wI9fUDlDTf0uK053IhsEFib19P2syuRpolwuRhw3314J05EMyNqgtNcKr6tu5QH1bJN5Y6KBoMv+WMpGqT2jTYD2TIfuq6nWQgsx2JPdA8tiRb++43/ZuuyrSx8fmFa5iML8Q5+8/BTPPXsa6TSi0J30HWjd5mPmKR//2rq6nYDAmKyU+YDxatXV1dHVVUVdXV1yVxMBgwvwlb5uVQxRa7JNGbH0GXSUGWUpnfbN/myoS2SfKFBxmT95JNP0tjYyPLly3G5XAwZMoRYTFV0zZs3j+eff576+nrOOeccgHSTtiY78xh+w4/lWFxx9RV8sOQD4nYcl+5CFzrYJuecMovrf30fy1asSo+zp3EPH737EX6Pn7LKMsaMH8OI4crAnnbaaXzyySecdvwpgCK2tWybgoIC2tvbGT58OHl5eWzcuJGSkhJie5oAHSklv3vgPp55+E6uuvU+fnXrr9i+fgUPPvo0d1x/BXjyibZ15jH3pYcqE7t372b3brXW83q9+2WoAh4DEm3YjhtdJvB6O/MpWp6mDNXuFopzGCrNjrHgu2P4qNZi+kGlPU+Wjk24Q31fHb52KgI9GypvsaAjWsqezevoP6W71xVqDAIllA7svTC4/xAf67e6+dK3Pimk2E9VyvZQ+ZcLA0t86ZB1zHRYuLI26xoTlpOTmQOgac0qYBR5oVrcBw3r8TN2frYDUD1jEqFed3IzoxkJLJm9ADAtB02o/r4UPdV/kqH6ysUUUsqlqKKJFcDa5FjzUeG6a4UQm4FS4FEAIcSpQojbksd+DjwLfAG8AfxYyiyitzuAXyb//zTwfVRO656ver59ga6rRL9r9FiqH30U5/uX4P6vP+CfNEn1T7kDUDJMlUI3b1GFE41fKiNVODCb3dmdB65A9xLxLrAcCyREQhE62juYOWtmbpkPKw52giuvvZIlr77Hu4s+5N1FH7L4nTf2KvNh+F1UlFeSl5fHspWf4vK7lczHN78JwKmnnsrjjz8OwOOPP55+Pw2XV31+L9cBitxXd5KGKpm8Hj16NNu2bUszvz/99NPpuO+6lcu48eofJjt9O8dub2+nvLwcl8vF4sWL2bFjR3rbOeecw4IFC3j++edVOBSYMXMmL7z+LloiSMPOrSxZsgSv4UUguOnOm1j8yWJeWPICy1YsY9XKlaz6xwKu/+nVoOls27aN7du3s23bNk489UR+fe+vOe200xg1YRTB9iCNjaof6N1332XMmDHKkRYaCAfLshk5ciSrV69m8ODB/POf/2TixIkIIShzm0ih8czzTzH7uOOwCgcSMUHLK0UrqCISjSn6HHcgbYThqxuqA8lQ8fvFmzHDrUjpRjiJrIWGXqwKXiIN3fn8Ur1UE4vjqi+pt4kyWEcoobyjYF6YPFfPJfmFA4qQmkHN57lpguLtMZAOlUOH5tyeQsWY/khNZ3RdBWub1ibJaXuu/MuF6QeVpZksALY3Z9/rEx94nxteXJvz2LqtdUo9wBNEz+tZ323gtMFojgWOjSZtBk7LZtvQ3Da27s+Kahw7uhy3kU1P9Z+E/WrykVLeAtzS5e2tqAq+rvu+jPKkUq/vQBmkXOOelfH/PaiQ4r8chmZgE8WRbvKnTKbfiDHUd8RYs6uNAcU+SgIeVYZbMlSF+lpSlPyik8UiBSFUt37LFoj2zBZgaOorCIfCXPG9K5Cmym1lynxcfPHFPPjAfTz/xzsoHVuFo+lowsGRGtLsbjyGDBlCR0cHiUSChQsX8vJrLzOgaDi/+fV9XPnTSzEti2984xt84xsqpXj99ddz1lln8eijjzJo0CCee+65LifpRVFJJZTRyoGIGeH0E05nx8bthCMRBg0eyF8e/Qsnnngi8+fP5+STT6asrIwZM2bQ1qRCLnt278TnTbE+dP7ozjvvPE455RSmTp3KxIkTGT16dHrbIYccQjAYpLq6mqoqNTGeccoc3nn5GSYccyojDxrMYdOmUlJcgt/lpyPRgVf34tJcuDW34uBzrE7PN/11CQzNIG7HcaSDjc2td97K8ccfr5jep0zh4osvJlTfxt333sXgSeOZPPIgJk+ezIsvvsjUqVPJz89PV/3ZXg/h+ijPvPA0C554nA5hcNVVV3PGGWfgdrt4+oGblWIt2fIee1P17QkH0lDNX7KRH4sgjnShyeySb0+pn8gm6Ghq735gspeKYB3020vTclsNwXiZKrUu03sNd/YfPZSaZS00b23Iud0MSVxmiMKKgTm3p1A1dTi8/hlDWgayrmkdxw86XhmqzT23h3RFqhrwk63NjB9QyNj+ythuagjy7oY9bG8KM3VIDgMdaWFnmxfDbMQYUtl9ewZUmO/v7PxsBwOnDc4K+wEYPoFt+Yi0txEoKs46r6ff/oxzZ037j/Km4GuZjywYmkEMJx1K8mc069a2xfAYugqLeAvURBdN9Xb0oILryQeXjyGlDuvWdq6yfvrTn6b//7cn/sbGlo2YjsnijxZT5stujEzLfDRvBStKs+WA0HC5JPFEbsLxrjIf7eF24k0wcfxk3n77TfoPGKS47pIoLS3lnXfe6eXGJCdPK9ajoQqbYf77lSeo7CjDNAy0fg79/KqJc86cOWzY0FnAkmhrpa1N8sWqFfzw0h8C2awUZWVlfPxxt5qZNNauzV6xamaYe26+hryAn+aWNg495QLGjRuH2+2mLlyH6ZgUugvVZBhtUx6Rp3to7E9//hP14fo0g8WJJ5zIWaeclbWPEIKfX3sjdglsXr0WwzA488wzuf/++7MYIlpNC78/wIsLXkXKIG2aw/QjZ6hzlxJZt0rlMNl3Hapc6KpLtVdJ8x4Qt2y0eDt4QUoXQmYvsnxVxbTSg6FK0yjlNihZaKshZJbgTnQgqnqn8jpo1HA+4VPCjbkbeu24jmGF0DyenNtTKKrMw5AJCuKDea8x+QyVjYBVf1PREW/fJFKmDC7uZghuf+0L3t+oFmALV9ZyTlfJkG3v0WYOpqhjN3njD97rZ8w861tZ4b5MuPN0CMKemhqGFnV+xpTBxQRT9FT/YfiaQikDyrtRVXvSkUTiVmd5YldpjkA/OosXtSwVXDNuEW6PYyZsyKsEO55h1LIhpcSIWxSFJUYP3exIRzWnevJxksJ+rqQRFc7eJyMr1jnZGLaL2D6yoad6qeiFXcGjezBscISBI6xOmqIc0N0eNGlz6423Mm2iisV/Jfqk9IfnM/f8q5g4+xxmfutCbrrxF1RWVqaFEaWUuHSXKnqJtSkjpXVvM/AbarJvTbLRpzj+MqFCf4J8j4bMCIVm0ihJKWkLdl6PQAPH06lLJQQS7YAaKrfbnSaydRwnK5y4L2iLmBQJZaiVocr2qAoqq9DsBOFc4qBpQ9W7yq/6oBpCdimeeDvu/rk6WDpRWBoAaWEFcxPGOpYHXeYgyu0CoQkKPTGgis8b1+JIRxkqUD2P+4Epg4rTs4HtSD7Z2py13VzxPJZZQUGwlpLR4/frs3wF6hlp3l2/X+PsK4QQfxFC7BFCrMt471YhRK0QYlXy76SMbd3Yh5Lvz0m+t1kIcX1fPvtrjyoDutDTNEqOI9OMFSRXp1l0SO6AesjjyoCkvKlEzKKtQbV9RYSgqDwPl+FVMu++7isdKxyiX5sLR/eg1wexPQXoXbWIEhFlrDwFyJCiktE9BnRY4Gh7XT07qY56KdGkQcSKdBNb7BWarppq90Kl5LIljmbgdeu9jq+5XAgnhOPo2KYFCPS9kP32CneAJUvew2rdhWFH0lLjptM5yTZFm8hDw58j7JeCx/CgCY1gIqg49HIwywtNgA3ReALLttPcjxs2bCAWi2HbNoeMHYdudz4runAxtKQIrztjXSh0cGwcxyEe72wk/6qhP1Dhv7Y2lTsKh8Nfyei1RlSzL4DEhRDZhqqwrD8us4ZoOAcLhCc/mZfti0e1gwiH4Um0kFfdnfE8E5omMJx2HDN3HsuRPoTIkTPLgbIqL5uj1RTVRdjWvo1hZUnWjH8+CIf/uEdhxr1hxoh+/PG9LZiW0z1HVLOUlg1fItDIC9fizd8/4uBAaVJuZU/zXvY84HgMeAh4osv790sps+oHurAP9QfeFkKkKEp+D8xGVX9/JoR4WUrZXR02A197VBkQQiCTuRLHlnvn7XMHumk5xUKdP2ApJYm4rWL3VkyFF7ogHowQ9XXy9iU6cvQ2x5M8Z548knYU3W0gsBHoamXYC6SlrsnAROAi2gfeuW4wvL2S00btKG5LaeXsVQrFMJICijp20ojqfZS16BHuAFFfpTIAyYkyFcKDlG5XG8r7zV0Rl8kDmBJL7L6Peq+xPUIiKf2iaRrhcJhgMEgkEiFhmmlGePXhgjyvgZHRyCuFEorM9HxyNfvuCw5EnqotYlIoUobKjSDbyy8OlKLbIeKxHhZG+ZWKsmuvH1RDRBSD3Ua/ot49KgDDFcLSS3Ds7rFuRwugu/o2+VccXIWtezh4d5kqqAirYhm+eGm/qIdSOaJrTxjVrWSd9S/TZA4CIC9Ui0fs6GGUvqGgXBnBSMvevcgDCSnl+0BLH3fviX3oUGCzlHKrlDKBqg7/Zi/jAF8bqu5IGSpL/SACHoPyAm+fyWWtRKfRECl6I18x6B71A+7Sf5TQXBk9WQLbyLGijgfVSlUzIBnq03QNTUhAV5WDvcEGIR0Ml4bUDGKJr2Co0pV/uamRYokwXlPdIy3ci8wIJNnllaqvYznq3L4qfVLWwBrk9VOG3Yx28volPzNgRlV+MUfYLwVfRlFMLuXktNSHbePz+/F6vd0MjGnZ6Bn3SQLt0URW6FgKDRzrgBRSpHAgDNX0g0p55EzVoCtxgch+too8ReCEsKwefg99NFRWy25MLYCptWfpUPUET4Ek5u3HnprsZv1YPI6j+9F9feNPrJw0BICDWgeztnEt1KRyoftPPZRmYe+aI9Ld1NpDQcbQtWb0Q2Z/5c8AKO2vQqzRXOHX/YMhhFiW8XdJH4+7XAixJhkaTF18NZBJzZFiH+rp/V7xtaHqimSuJGWo9gVm3MZKeggCKCjUVC5JCMWDZkXxxupVo2GsHSLN2FrGqkhIPF3nKttSjcRe1ZCK1BSnnSYQGkhhYDp7WU1KDSFtjGRvkx6XWWGxPiFd+Zeb71BGY7iSk5cdcrA7epdFSFX5SVtDODaacYCktP39lMEKNuB3+RlSMIRyfzlDfOX47Z7DfimkmNJjVoztHdu7GauUQXIbOmMnTGb69OkceuihWTmqhGWl1juK0gZBXXuM5nDn9ySToT8hBAUFBWmGkv3Bgar8cyXak+foQmjZv4NCTyEOISzZQ+FCfiWE9mKopE2kVd3XqKv3HqrOYQPYho+d67I5JuvqagFw5/VtKiupzkdIm9LYIOVRDZnZKYSmu9XrA41QA7vMQ9CtCKGRh3/l8GIK5QMVS4gZ2gex1L7BklJOzfib34dj/ggMAyaiuF7vTb6fk32ol/d7xdeGqgtEslnvqxiqaDCBEOBOBJGAU7sDO5Kc6HT1w3ZZYaUb1bIV2mownTZE0iOyaEezusSdE0k+PU8BlmMh0JPeCOi6QGo6Vi9ieY50EFJHYGP4lNfitlxEzX1cjWVW/nWB6Zi4Eg5OstRec2wcq/fiiLRTIw3FtG4coHSpboC/DGKtYMXxu/z08/fDn4jSW9gvBTujjFJKmRU+VOed9Ki6SH1kGiq3BsVpeiEb0DA0rbOYgs7QX0lJCZMnT+bII49k5MgeWMb7iExDFYlEcjJn7A1vfl7P4lVfJs/RjaZnj2FoBo4WwRI95CDzKnNGDjLhibcQMpM9VN7eWSlSqBymFt0NG2uz3t+zrQYAX3Hfcq66oVHoiSFlJVubNhKrGg+HJh2HM/+630YkF+rW1xJNDMY2illTdC71W3NUTO4DfEWFaHait9qm/2eQUjZIKW2pKoseobM1qSf2ob6wEnXD14aqC4RLBwmOtW8/cttyiIVN3MJES0pOOOg44bCS+ZjUhVbFXwblY/jt7+az5CMVbtCkxIy2QtsO1esDLPz7c3yxaTu4/FjSAgy05HJdT+o32fFOQ9Xc3Myxxx5LXl4el19+OaZjIoWB0CSrv1jL0ScezsyjjuPaq6/dq8yHlJIrr7yS4cOHM37q4axYu76boZJSEjMj/O6//oCtu5GOjW240Qo6wx833ngjAwcOzNJZ0jLyWELaCF3fZx2mHpFXDojOpH6q2m8vYT+APFdeVrjQjtpUV1dz+eWXq/c0QSKR4Maf/5zpk8YxevRoXnjhhazQnwA+eH8xs+cexdFzjmLWKcfw2UfvYdmSeDzOnDlzmHTUSfzhL0+nJ/RLLrkk3eT9VWEYBpWVlQwePJiDD+65BHr5jlZ+v3hzTjHAT7Y2U7t7N3gKcTQ3Qu/+O5CuGI7mVlWtXZFfqSIA8Z5JoL2xPQQTqjm+LRCk2Lv3cuohY9X1hHdnj9u6W33HBeV9lzcprfQQClRT1WCxoWUDjDlVbRD/gukwWM+OpioUi7Sq9qzduH+KwUIIdDuCk9iPAqQDBCFEpj7L6UCqIvBl4BwhhEcIMZRO9qHPgBFJ3UI3quDiZfaCrw1VF2iGCyFtbHvfDFU0WUThirWnqXykZqClVrlCg3SKXVMsFoaHn/z0ao6eqegLdcfA9BVBpAX2rIdgPQtffo0vtiiVU8tKIIVOak5MhfKcDJ0cr9fL7bffzj33qCIc0zJBaGia4MeX/5h777yfT9/9mM2bN/cq82HGLRa9+hYbv9zIpk2bmD9/Ppf94u5uhurJJ5/kd3ffRSJm8V9/fpgXXnqeiK8CJ6Ni7pRTTuHTT7OT1Fk5KbHvK/9eobvAX6ruo53osck3F7LChQVDuOu2uzj66KM7T1XTeOCheyjvV8a6L9bzxRdfcPTRR2d5VNG4SX5BIf/96DMseeNtHrz3T1zzo4sxHYc333yTKVOmsOy9N5n/5AsgHVavXo3jOL0Sz/YVo0ePZujQoZSXl+cszFi+o5Xz/vwJ9771Jef9ubtybWs4QT8jgvQW4WguNKO7Z+R41bMebe9dkr4neGMNBGOqdyrP2VowAAAgAElEQVRRRlZPX08oTdI1JboU94X2qEKj4uq9e2UpVIyuxHTnM6q+kDWNa6ByHCCgrrt0zX5jxz8pMZIpGekgdKgeuf99TroTwbEOULi8jxBCPA18DIwSQuwSQlwI/FYIsVYIsQbFw3oN9Mw+lOSAvRx4E1gPPJvct1d8bai6QHe5EdJhz44Qy9/Y3ic3XTqSWDCBS3cQ8UiyyAFEv4p0qbntSC6+6QEOOe5sTvjetURtVVZ+7RU/45XXFwJw+2/vZurhJzL+xO/y01/dxz/ffYOX31rCdbfezcQJ49m04UukpqfDT1qKT8/qnEwCgQAzZsxIJ+bNmJpMGlsa6ejoYPrUqQhczD1zLi+++CKgWMjPP/98AM4//3xefHEhrQ1RXnv1NU6bexZWwmb69Om0dYSo21WTde3fOe88yitL+dOf/kx1/wHMO/1sABKxTuM5ffr0NItECobHQ82OLZx0+ixmnX4SN910017vM8Bll13G1KlTOeSQQ7jlFkWKsmjRIs46q7M7csmSJZzynR8Ckkf/8CAjD5nAMfMu5uIrrkt7Rr0hFS5cv2Y9DQ0NnHDCCeltQhc8/dzfuOySS2hvaaKpqQm3251lqNrCMUaOPITKiiocYTN65MEk4nGi0Ri6YRCNRjFTCyFpc9NNN3Hbbbf16fr3F898VkPCcrI44TLREjEp1SNE3SVqgePqHsIVybVXuCGHZ5AyVL3kqbyxPQTNUjTHRFbl97hfJgy3jm63I2PZ/XmxFhX/qhwypE/jAFSMV5GnEa0Hsa5pnSqrLx3+LzNUuwPqN1hV/wnvDPs99Xnb9ntYjSjS2W/q032ClPJcKWWVlNIlpRwgpXxUSvldKeU4KeV4KeWpUsq6jP3vkFIOk1KOklIuynj/dSnlyOS2nOxEXfG/ro/qg2c30rSz57JOW9rEOxK0NcbTqb+y6rzukgYZKKr0c8iM/nijTeiFhQi3G6ISmSFhvmnTJp5++mnue+BBLrzw/7L35nFylWXa//c5S+3VVd3Va7rT6WxEErJBEiAIRJFNIS6Dg7sICKOi4/K6zMzr6KijiOgIvOJvUNkUFQQEFAEjEEQhQAIhgexLp9P7WtW111me3x+nektX9R6EkOvzSbr71Nnq1KlzP/f9XPd1XcF9993HBz70AZS8W2Ms2sOf/vwIT297mppADdHDuwmrKdafezYXveNMLvngR+nJWNz4Pzfw+4d+h6IpDrfBsAGLt7/jnIJ6f1bOBHQ6u7uoq6tDVQWmrVFVXckTLY7obUdHx2AgqampoauzE6SkraON2ppachkL3a1RVzuLlubD1JwkB5mKv77jVg61tPG5T15NS2sz9z34Oy55zz8PmTkWgaK7+L//9W9c9pEr+Mh738ldfxo3+wfgv//7vykrK8OyLM455xy2bdvGueeey9VXX00ymSQYDHL33Xdz6Qc+SGs0x7ev+xEv/vkegmUVvP2SKwetSe666y5+8IPRfpwLFizg3nvvxbZtvvSlL/HLX/5yhGpHrN8Zwd/0/35CbzRKWVkZH/zgB6muHpLFMS17cARoKRaPPvwgK5YvZ2l9Ocvrz+WuX/2KM89fz5c/9THuuusuTjnllBHzS0cT21ti5M2VC2rC9SUdd9+E4gi8qu7RY1kl5CgjJNujcNIRhK3ARDKqTpJyDa5cFFft+NT0AehKHJvSEX2DRsJGsXKE6sYWpB2O8rogSEkkXcfvu19yFtYsh6ZNY284FTQ9y9bAYnSgtPsp9pV3sbljMysqV0xrt4qSw5THngJFMRzPqI6AQGBkbYab6mTTY7NrzJyFIk00aaDX1CBcLhRp5ptZHQzYfACDNh+GZSDyJJhIaRC328MXPvV57r//fnyllQx9PMJRpTBtPnP1v/L8359j69atvLT1JZ7409M8+fCfi4rS2nktQCXfUKu5VBAKLktgU6TkNjCIzs+fDAYdoTjxyRqaE3v/RWfxic9egcfl4Zp/+Twf+ciHCFd5B5UzikHoOs+/+DzvXX8JqBof/ehHx1x/APfccw8nn3wyK1eu5NVXX2XHjh1omsYFF1zAI488gmmaPPzww7z73e/m+R2NnH3aKZSF/Oi+Et7//vcP7ufDH/4wW7duHfXv3nsdc+qbb76Zd77zncyePVI/zpI2rW0tLFm8hEs/+gnq6ur41a9+NSKjMi3LuYTSZtee3Xz72m/wkx/fhFtX0XWdX//61zz71OOcv+4M/vLEU5x++ul897vf5ZJLLuGhhyYWsCeCI61YElmTvR0JZoWdkfiXz180ikpt2ZKQTJCQTqajuEY/IvSIs32yq3/0QYMDen/jBCoiuHIxQpVj6/MNh8tnYLjK6Y4Ozb3baQXNTIxukh9rPx6NgCuLZVfSGW2mN9MLs1ZAf/OQ9cdMIB2FjleJuOcBYIo4J7YqrKoqbAMyGai6ga34C9rtHIt402VUZ/7z2MwqwzbY/7dDbLznMLYtUVWF865YQvW8wjpgA0oUrkwvWk0NQtPIqRJhWxjD5o4K2Xzk7FyeOi5xe108+uCTPPnCQzzwQN7m49E/OGK3JfmmYrOHn/zvDTzwx3sdhQScIAk2bzvn7dx0002jTzAfK+vnNtDc3IzmcUEqR09zD+VVzjzBKJuPigqEbVFTPYvW1sMoZhbcGs2t7cyqqnDmqTQ3mFmyRhKP1PjK57+GVCBYNjGKtZkvVwohyEk/anZ8qu3Bgwe5/vrreeGFFygtLeWyyy4bbJi99NJLueGGG6itrWX16tUEg8EREkfEO0ZQ68fLqJ599lmefvppbr75ZhKJBLlcjkAgwH9/5zt4vT7OOH0tBzq6Wbx4MU888cSoPioBtLU188mrPsX/+9H/0lA/h654lqBHw6OrSKFw532PsHzZEg4fPoyqqtx9992cfvrprF+/fkLXsBCklOzZs4dEIkEqlWLt2rWDQfTZ/T2YtuS7713KZ3/zEjtaRxMe/vSvZyKvS9GBQ2zRPaMfEe7KEpJAvLtAoHKXgO4bU53Ck+kkRQjNbqQqWFN0vSMRLHfTnw5zaMeLVJzhZGK24UK1J0/Fj1S56IjXUd8Jr3S/wlk1eRPQtpdhwTmT3l9BHH4OkHj7I/QD1b1Jvv4bhYbzJYzfOjYmnP57H4lcgqB7YuXTNzKOZ1RHQBMakTo3Z39wEWsunse7v7CyaJBKGSlivXGnYdUtSXigJd5CU6YNxTaxLFmwaXQATi+TQAhJ2sjSH+/nnLPWDdl8uPwEyyqJp/M9T5bgM1f/Ky++9NJgBrDxTxvZ+Mcn+Z8b/qfwQWyBsE1m1dURDAbZ/PKLSCm5774HWXfBOmC0zcdF552HVFQuOOc87rn/box4ik2bNhEKh6ipqhiSUkp2k1EUPDmBpbrRxyiPHolkMsPqVafxwB/uA+D2O0aqsgxXTB9Af38/fr+fUChER0cHjzwyWPZm3bp1vPzyy/zsZz/j0kudebI1y97CU5u20BftxzQN7rv//sH1x8uo7rrrLpqammhsbOT666/nYx/7GNdeey2KqnLeORfw8svbkEgOHjxIXV0dFRUVLFmyhGXLlhGOVNDf38+HLv8A//4fX2XNqtOwLZu2WHqw6bc31s+zL77C8pOWYBiG0wQtxJQ1+gYw4A4dj8exLItUauj+e3pvF15d5fT5Ed55Ug2PvdpOxjiCuSclIt1H2nIyFN07uhHbX1WBsE3i0QIldCEcJZZien+WiSvTTUaUYCj9E2r2HUB5vbNu+84Dg8uk9KJS/DtWDFWLqsh4Iixq9Tn9VNV5/b226TEvR+DQM6DoGB0GqplBs02EaZF6/oVp79rlU0GodHZMQFfxGMDxQHUEhBAgbCJ1AVaeW180SCVzSZqih5GGimbEafKmaEm0EM1GsRQQmAgUkmMoNBhmLs/Ig7SR4SNX/DPnnvsuzj777BE2Hz/4wQ9YuXIlBw82ARJFGZrgFopEipHqFA0NDXzxi1/k9ttvZ8XpJ7Nn7w6EEPz0pz/l6n+5ilPPXsHc+gZOe9tpWLbF1772NTZs2MDChQvZsGEDX/ziVwB419pTmVPfwOLTT+WTn/wkN9/8U8c00sw4gqqpHjKaC4/pQgoFl6cwC+krX/kKdXV1pFIp6urq+OY3v4mhZfnOf36PW+/8GeetX0c0MaTM0t3dXbCksXz5clauXMmSJUu4/PLLOeOMIRM9VVU5//zzeeSRRwbdkWvnnsC/f/YKTr3oY7zjA59i8eIlhAo4xE4GQgi+/tVv8Nt77ubXt/+Cbdu2cfXVV+Pz+Xj22Wf58Y9/zPyaMn5x5600HjrIj//nJt5+4Vs5fd0Z9HR3YeYniK697odc+u4LEEgWLFjAjh07WLp0KZ/85CendX4wup9qAC83xzh9fgS3prJ+xSwSWZMndnUOvt6dyPKFXz7tSDvZToDSfaMbe0uqatGNBKlEkf69YE1xBfV4G6btxlZc4zr7HonZix3FjPgwpqLEj6pNXjuvcrEzp3Vi/wJHocIbdty5Z5JQ0fQszFpJ0u1DNxIgBELX8a1ZPe1de4LO59PT3DLOmscGplz6E0IsAu4etmgejn38nfnlDUAj8M9SylH0ICHExxkyR/yOlPIOIYQbxxG4DrhZSnlzft1bgJ9KKV+a6vlOBoN6f7akGCUglotRmnQeelktR8AXosJbgSlNGmON2Pmam1f4qGio4JVXBgWHB20+mnsaufGH/x9et02gKsRjDz4JdoyS2RV48g22AzYftrTpPdiBlPYIDTpFAcvWMMzc4DYDNh+mbdLb1I+aP5dVq1bxyiuv0NMUBTNHu+giY2VG2XzEu1OkEwa6neH7//V9XD43oar8w697nxOo0n3OA00IgrYLE9CLECiuu+46rrvuuhHLUkaKuTU+Hv/tvSQ8WUpravn2Nx3m26ZNm/jMZz5TcF+33357kU8EfvjDH3LLLcOa6V1+PnTlNVz1qc9gql7ee+lHOO/CdxXdvhguu+wyLrvsssG/6+tm851vfov93T1UBD2DRIr169cPlu2+9Nkv8cVrvohdaiBiAXxumyZbGWT7Xfu9a9nzwuPETRtN07j99tunHUQH4Pf76c57fg1XqLj/U2uJ5bPz0+ZF+M+LFrNq2BxVZ3+WF3YeADdkTedB6PaPZpaFQ5VoZjvZdJFvR7AK2rYVfi3aRMJ0eqji7ijV/rG9mYaj4oRaoJFct5MFJnNJLC2Iqk2+vaGy3imXhROz2N79rEPQqFk+cxmVkYaWF+H0T5PZo1NiJAld8k+E3/c+fDPQhuAL+6EJou0zOKf2OsZ0HH53SylXSClXAKcAKeD3wNeAx6WUC4HH83+PgBCiDMdw8VScTuZv5DWizge2AMuAq/LrLgeU1ypIAYNXxT6yLDIMriQI4QMBiignZPhxa278up+wO4ylOMFBZwwNu9yAIKuj0i6khZBaQXkjJ2NSEUf0HKmqAkJg5Ub3tBiWwfAG4aFtHDsO1S6sZ2dkDFQrh11WhmZlyWWtoQxHz4vTJruxNA8yZ2IpbhTF6fqfKNwG+DM5XLl+yuI53MPe8kUXXcTnPve5Ce9rLHzzuz9gxZkXcNLJpzJ37lze8573zMBeJbYFgXxgHk6kAOhNZpFSIJAo+aZsadtoqsC0BrSVBOmcOUhYma7O33AUk1JSFUGZ3zX4++VvnUtlydBx+1I5Qjjr5/K6jZ7AaJJCqacUYSfJ5Yp93sJRXykk8Bo9RH/amRuN+uNEvBN3ovUGXChWGjvlnHNHbwdS0XH7J28R4w268GoGpl1ONhGjKd7kMP/6Gota8kwKzZvBNqB+LTKj4jISRD7xiRkJUgAlFU5fWbJrYqrxb3TMVOnvHGC/lPIQjhLuHfnldwCFngznAxuklL35bGsDcAFgAF5GZnrfxsnUXjOIiej9jRhNCsgMBYOgK4ihOttaRRQupJQIwzmOlmfIqUIi0MhZo0sZpm2AUBFHfCc1Pa+vlxtNRsjlck4gVUd+zJpLRSoafmu0krq0JaYlUDGIekxUaSAlWANOwprHsRwx02S9Ydw5iaV50N2T65K3k0kGqZVy4O+Zx/XXX8/WrVvZtWsXN95445TMBI+EkBJbSvT8fTKcSGFLSXNf2pmrERJF1UBKbFuiKWKw9GcYhhO0pI2iKCNMF6eL4SaKA6K333zoVW58fKTlumVLHniphaf3OgrifancoHK6YTqfp7eAZXrYHUbKOKZV4JwPPw87H3KYoXdcPDpYRZsGm30zZRa6MvGmVSEELhkDK4SUko4Djc45hqcW5COVOonAbBo64KaXbmJrIJ/RFssGJ4OmZwEB9aeC4UI3EmjlYxtETgaRaqdkmom+DnSUXgPMFOvvA8Bv8r9XDTR9SSnbhBCFZkuLKej+Dvgo8BxOx/N6YIuUckwtqLzK71XgyMhs3LhxxOuhUIj+/v4JP6QsIVGATCqNqRRmo9kMeDw5/9mqJB53WFSmNDFUC82SZBJpLDEUeCzLcia6pYVqq06MM3Nk4wYIG6lopNP9uMyRD4G0kQDhQyU3eBwA23ZklcyMMWI5QDqVRCGAxB7xmpXXn3MbGr1GasS1sXKOcWRWSROzMuiqiiBMPJpE8wpU08YHSAT9Rg6PoSM1BVtYo44/FoQQqHmvLwRkhSAzie0LYeDaHn1IpG2TymZxK45VR1tbG7t378a0LNLCS828xUhpY2RzaKhYlkWZy0YIBu1AbEBaJqoQJBKFe/uklGQymVH39HAkEokRr5umSXNzM+AE0f5EkrufT7GmWmOjOjSnIaXke0+niXgF1movzzUZg15UfXnR2P3NTfQccWxb2lgiiYFn1HnVH7qXubbDepRmhpZHf8y+hUMi3It2PUfUrAUV+sPmmO+rEITSj61G+MPjD9GxfTewioSRmvR+AHLeLElfFQtaNR5ufIwneIJb3S6Cf7ufw03OgOLIaztRLHv5YVz+ejY/9zLC9qKaSZ7esoVRI80pwmrvBcJEO6Ijzm+q5/t6x7QDVV6vaT3wb5PZrMAymZfX+FB+vzqOzMZ6IcSPgHrgTinlqEaTvMrvLQB+v1+uW7duxOsHDx4kl8sRiUQmFKxyZgIrB6qiEgwWpn6mexIgbbwuG5ffjXvY/IKUkmiyHcUwUdBH7CMejxMMBkmbaYxuDalIgqEShBAkUjapjECVjDqu0ZfEFAKXe+T+TN0gm04jpDJqm0wyiQR8AT+u4JCOnum26E0lcUk3lkzj9XsdB1wgnpekSbmcUmLKbRLImQgrf9yMhDQIJJbZj9suwQCC4QDaeD5UwxEMYvl82Mkkit8/qT6YYhi4tkcbuZ4sti1Jm5KA30UwGByWxQgsy1FMVxWB3+sj22eCUAiHhgRxu7u7UfK6g6WlpQXPW0pJT08P4XB4THmljRs3Mvyet22bv/71r4N/++YsJW1u4gNnL2Pd0pF08A+Ye7jxib0sPvk0mj0dNB/aABZ4PSWkknDaGWdQvWDhqGPuu+1RbNXLmW89a2TJ97AP7rgXrCxC2tS1b6Du1PfAsrxySOP1vGRXoNkpSk+Yx5Hf1fHQu6GR9q4IdXUuMjsDdAFLTlnB4knuB+BAqItH9m+nobsGaMYWNpvDVVzpizM/v78jr+2EYJnwzD5Y/gFOOXU1r/72OVQtx7q3vW3S51j0EIkku558Fpf0jDi/KZ3vGwAzkVFdCLwopRyg+XQIIWry2VQN0Flgm2Zg3bC/64CNR6zzaZzS4elADrgUR2dq0h2RdXV1NDc309XVNaH109kEZkJBVcHXO/oBakubZE/KYeJGAhBjlP5vT7Kb3lQcVB1/bKi3KJPJ4PF4SJtprKgBQqMn7RzDSGXJpCWWliDWOXLuKNEfRRoe3B6Bq3eIiSWlJNGbBTL0JEZmE/G+GNhu/DENRddGbaPJLH2eJNm2LF7N67yv3iRCKsQ9MUeYQ0IoncBSXQT7vI7XUyYGSLoVFW82iVR76ElNw6Kie2YmhAeu7dFGsidBNB7DMrIkBDQ1NaFpGl1dXVi2JCcFjd4DKCKHFneT6zNQBBzu7yCVsyjxarS1ttIXdQY70tvFzp07Cx7L4/FQV1c3qfNTFAVN0zBNpxrw9K52FAFr548uPa1fMYsbHt/LH7a1ccVb54JRBY+DlS9Ll5SWFTyG7XaqBJmEgT88jBk4ew18/CHH16lyCfz9Brj/k9CyBc77juPsa5+PZsWIlE1clWIAZbPCtPVotGzfNSifVFk/ueszgPLZzuCtPDUbaEZTNFaFGqbP/Gvf5uhL1p9Oa5fzWNQ8M9uYq/h9aGYKmf3HC9O+FpiJQPVBhsp+4ASSjwPX5n8+WGCbx4DvDjPZOo9hGVl++UX55evBqZIAU3oK6brO3LlzJ7z+Xw88zv4ftuOr1Lj0h5eOen1768ts/nEvVb4D/NOPP1VwH9965h4W/8imt+YMrvrpkFbcxo0bWblyJXe8egf2LRAo9fL+G53RZtvLTdz/q330um7n6zeO7Cu65etfwuh6Fxd9rJ45qxaMeO1/r3wIYW7jqtv/74jlN3/6WtTcSVx183mOrNMw3PaZPxHs3Mn3Lv4VH1r8EdbXreezf7mG9zx2DWUc4oTvvpVf/v2XPBF/gq9vOJM2/3t4/78voDIYhzs+Rs7KcX22htPavkPd4nJWf/nkCV/fo4WBa3u0cf+nbqM74+O6E3bx8Ce+yKLqINlslmg0SmNPkodePMg5GyNUhbex9CsX8sJ1m/C4/IQ+ew6f+91L/PkLZ2EcOsTJ1lbSLTuoPPeXVFZOswP0COi6PhiontnXyYrZYUK+0fNB8ysCLK0N8dDWFidQpftA82AbDrnHXSRDlT4Lsk7QHhGowAlWA3YZC86BP38dnvupEwCizWSkH+zopKjpA6g9YQ6vbu8jur8Ts985bsmciTMHhyMY8eBSLVSlDm9G8tW3/Rsr2g7Anu9Apt9R258KBswY56ylbb+jjen2zWxAEUKgWSls47UVpv1HYVpkCiGEDzgXuH/Y4muBc4UQe/OvXZtfd5UQ4ucAUspeHJLEC/l/38ovG8B/4lDWJU5QWwVsx/E7OeqIhKodu+3CHoEcfHE7UtEpn138Rl5U9haySg+G1MgkR7P4OjoOknWXEwoN3Wjh+c4XLhgvIZ4bmR3JPofMEGoY/UDTZQJhBUc5/YqsD5cRHRWkAEIhQdIVYak1i/v23McHH/4gsxv9WJqfeUvrWVG5gotLL+a9C9/LpsiLADQ9s29wxLzvjH/hhLYKcu4Qs0+ZuAzOsQBNU/KmghmSeRLLAPOvNuzlokXOfeHy6gRdQWyRwbQ1KgLOg7UrnsXr9TK/0sdJ1rYZD1LAIDlDSsn8MjcXLy+uhbd++SzShsVX793G1r2N4C3FNkGxcqhFSB4i6GRcyfZxGHKqDhdeC//0CyerwiajlGCKGJWZyVupV57YAEC2I4udEqhmCj00tXKvEIKyco14YDYfe9xGfXWfw/wDaN8+pX0CTqNvaQOUzKKnz2Hl+ULTM8UsBFWmkVYRA8tjDNMKVFLKlJQyIqWMDVvWI6U8R0q5MP+zN798s5TyymHr3SqlXJD/d9sR+/2ClPKp/O8ZKeV5UsolUsoCGkEzj4gnAnZikKJ7JHpfcbrB564oLse0qGwRcbejTB3vGa02kD7QgqV5KakamjvyBlyoVhqfUU5rYmQtUaScB0agfDQLS1czCCXkaJblkbNyCDuELgo/DMpqS0j5qhD7DxM34uSsHO+OOjX0Oe8YykouW3IZzy/sx5fq4PBL+Yn42WvYNWcVs2LzAahdXFH0OhyLcLkUpOJGqNlBpYkB5p+uKqhWFonE4/c4gYo0FjqVJUOBCgBP2PFuMiffsDoe5s2bx4oVK1izZg3f+8CpfOKM4hWFT5zRwGOfP4tXWmNYyT7wliJNgTKGC7QSdgZYqc4JmgAuvQRO+QRSCnJaiIwWo7rv8PjbHYHgrLBjNNqvI3MuNCs5LSZnWSkkA7M4e7tg/n/eSao7/52favlPSiejql8LQF+fc31ClTMvIKuIDFLOfAB8PeK4MkUBRDwRbOJF7baNVsvRwls1WuZnAAtLF9LjdwJVrGM0E002O/X10OyRcwBeJYkuIyMClZQSJedDtVKOqOwR8HhsLK2UrtTQHFxHqgOpluJyFX7YRBZWY6tu6rsdEogiFBKHLVx2ivLFQzX/+pJ6TllyLlp2L51RHTvfsLqzYztuFuJWcoSrpk+EeCNBd6lYqot3LStlaW3++ikKQghao2ma8w9vX8CPX/djKlksxU1F8MhAlSfgZKbn+FoIoVCIcDhMWmoFfamGQ1Odc2/qTaHnosRFAGkpCFk8gLryA6ZkzyRYlksvIWFVIhWVhCdG1Zyzx9/mCCiKwGVFIRcEy4MqJy+fNBzBdBu2opPxVSNMm9T2fY6yxlQDVfceSPXAnNMBSOWFe0uqJt4vNlGoqgHCN6qScizieKAqAF3VsdQUlvBg26MnQWUiiCfbMWbJwa/7yVQ520b3j5STkVLi6nICTtkJI0syQZ/E1sppiTcPLksYCVQZQqdwr5EvpGPqQTraDg0ua+ltxdYC+EoKf8RlDU6ArI1VoQqV0oxGStRQETJHjVAvP+lyWoN7MIWL9ledABrbtpX+kgVUV2sz0pv0RoLmUjBcCcIZk2RfF5aVb9xWVQ50J+nuSwA2gVAQRSjYWhZL8RBwqXh1lf5MfvAwYOSYOTpNm1JKLr7pb/z778cvY93+zEHiGRM9F2NTu8SyFJQxApWvphSkTX/vJMp3s9cQW+UolPR5Y1TOP3fi2w6DS0siRMSRT1KL1OcniJo1TlXk4JwL6A3PRa5c7JT/pqpQcegZ52c+ozJ60yBt/NWFSSnTga7b2Kqf/lwBceBjDMcDVRHYLkeHL5MYmZE41u7VuLTxHy7eebWoZppo88g6fn+uH39efqm0YWTZLBzxkHVH6G7eN7isK9UFSgiXXvjBEapwAmbfwbl/54EAACAASURBVKHg1ra3EYCSisL27qXVzoh4jjyBa1Zeww/Uy0l7K5i1dPRcxpLyJSRXOiWRA395Gcu28O6IkvWUUbdi8sytNzp0l4bhihFrzPDc1lcHVTsURSFnWLiRSCEpKXXKPVK3kIqKmcqy7ZvncfnqStrb29nVbdNJxLGDOArY15mgLZZhWd34zsbd8RwCSVgkido+bFtFyOIjdX9FDbqRJBmbXMNpPH/fJ0uHJL8mC59fYrgqkGoJumuMpvwJQNTPByRdFSvZuvxzvChtqFnhZEZj6HQWRdOz4K+AiFMWt/stdDOFq2Lmmn0HoHsFtuqmO947/spvcBwPVEUgfc6XNN0/csS2r2kfpl6KPzz+F6Ri0XK8mR5iXSNv+JZECz6jHM1KjTJkDM8KOU2/+4aV8aLNmFoYT5EKW3mtMxkfPzzk1ho74GRxlbMLM6u8QR1dMUmnPVxx4mXYLzslnNlrR/fMAFyw/ko8qTYO7u6msb+R2u4GZ/03GZECQPOoICTRWJoDXYnB0pqqqmRMG11KQOIPOw9l6XbKpZneOLqqkEgkyGQytMctopQctYzqr3u7EUhOnzt+oDqlSmGlq4PD1NEvAijoCIrPUYXKZ6EbCTKpyQWKeLtT5jRrpk4CCFf6sTQvph7E5ZteNt+2PwYIx2sNlf2vtjkZlbShY1yH9JE4/DzsfhTKFw019qYVdCOBGpn5QOUJOPOE3R3FLVWOFRwPVEWgBJ1Lk+wY+RA58LxTuy6fN34qP69+GXqum/74yC9za6IVjQheZXR9PTw3zwBrHgqQvS0HybmCBEsLT5yGZjtZWa5ziLSRaXOCY/n8whmPEIKSIKQ85WQPHKCjKYOCReWcwsKop9edga0fImFX8mrrdoLmAjSylNW8Ns60ryeoHg0J6LbEsOVgoFIUhaxpo+Ub0NzhfDabTxwyPf3c/UITtz6121mgefCSOSpzVLFYjJc3b2JdSTfRlgPjrl+hZXn/yipSws8ZS08EdIQonlGV+iJITPozPtoPTPz8kz0pkDZa3dQFeKvnDjUte4PTk56qPaHUiSlSIrDZ5982xPxrnUT57/DzcMdFkI05PlSHn0dKiZpzoxtJtPKZn6PyhZyRa7S1UKvqsYXjgaoItLDzBUh2jPwS9uZtERasPmncfSwqXYRBLxnLO8K2oqW/GVuLECzwjC9b5AQWV+9QphU72ApCobSy8Mg4PNehtduxIV1Bu89GSIuSIoEKoLQmQMpXRfS3dxP1zaa8XEEtoi4hhKDqpAi26mb7L+8j5V9AVZk9aOD4ZoKWtzPRpcSwh97/iSeeSItWgythI2wdd6nzAYt8D02mL8ErLf28MDBnqbnxkJ0ZEdQj8NLhGM09CcoDLkfzcRzYtk1NPmMvL69AjhOo7HY3aV8tOdvPAz96kZY9E3sPyX4DzYxTVTL5HqoBVJwwRPYJlk9PiaR6Xohlb68DIaiw/sgL8q/IYI1TvpsoocK24OkfDRlzShsanyaWjaFZfjQziXIUFFNKSp02iETXzN8/rzccD1RF4Kl0bqz4ETdBrgP0XJyq5YvH3UdtoJasO4ot9BFzXb3N+8m6ywiVja7Rl1QFEdLCmw4PTpKm806spXWFaeCe8hIUKwvJYaPLlBtXLoYeKU6LjcyvJOsupeOhx4gHZlNbYH5qONZ98BIA5u5dQMZbgWviPdTHFLR8uVa3IWcNDUACgQC/uPJMSoSOkBJXOG/nHnDWz8ZSVATdWLkslpSgD2RUM1v623Koj2vu3oaUkgPdSQ52jj/Zrmka5AWKTT3o9Impxe0zkoeGVOAtU/Lgj7dy/w+28Pd797L5T408+8D+gplWKg3YMar8Uw9UZW8ZClSZwPQZb/NWOFWM8t4s0WyU5kRLnlAxgUB1+Hm4ZR3seQSEAkIF1QUNZ9KR6kCVAXQld1QIR+G8Q3em5+gIOr+e8Kazop8o/DUReoDYEYHKyoRwG+0o7vFr7EII7JAFJkTb+vEGnRsrvb8Ll6IRnjW6/KGoCm47DpZDUS8pK8HqdkbEJfWF69xCCHQrjm07Q2IpJYoRRLfGFuIty5df2sPLkYpKzYlj90OVVEfwmB1Eyxzq7U3GLczqrGVF5YpxrsSxBcXnDAg0e9CpZRAhrw6m00ul5u8RvcSDDWT701TMcuESFllTA0XDq4oZJ1NsOtBD2gSpOvdCU3e/o9Y/xr2g6/qgc7OpBbAFYwaqaiWKYpvYioqQkob5XtIStj3ZjJ0P3i/9uYl3fmopDUuH7tu0pWOKLmp8U5/bfDW+A82IYuphbmu/i4rOJdO6ByN1Tok2lwqgWpJt3duYXbMcDtyAckKBbPTw87DnUWh/BfY+BsFZcMltUFILh/4GDWfC7DV0Nj8Nih+XPnm/rImgpKoM6CQXm54r9BsBxzOqIgjVzEYzkiSGsZpMy8JUq9DdE6/Ju2qd4NG7e4iRJ1qcEkG4oXBg8OpZFKWcloTTYCv787prs4tPyOokEbKEnJUjlo2BKMWljt1jEq52zq2txqHS1hRxMx4OrSyGVDSEnWNWu2Rzx+ZxtznWoA4EKqnwjsVD8j1SSn7w2C6kqaLaQ3OMrrBznTPxNBGfikCStSSapqH6SmZ8juq0eREURcFGQVEEtWEvhlGcGAFHZFSaD6m4UNTi+nSBppdY/vKNzDv4R07e+mNOePS/WFf2EitPG1Jrkbbkkf/dzpZHGzENC2maZBU/nmyU2oOTV6UYwOaOzQjL2T7S55/2Pej2avi9NglvDfOjbseavmYF2Cb+5KGRK+/6E9x2ITz9QydILf1nuOYFOOl9jqXHmV8alI/qiHaB0PDMsHzSAPxVzlSAlTg6gfD1hOOBqghKq+pxGQkyyaHSwv7d+5CKC+8kCDzlJ9YD0L7f6cKXUqL3OnMcpYsKl9pKQiqGq5zW7kYAlIwHYZtjThy7XDmkEqI73U1rvBVbC+P2jX0D6y27EdIi6a/Bl+rA3vvKmOsDRMrzlGuhs6rt0yzaOfP9Ia93aN68+aCtUOIfeghlTZufPLkHYWsIORSovBHn4Z2Kp4h4VXwuFdPOZzGe0IyX/k6ZU0qpT6cs6ON9K+uYNU6gikajHDp0aDCjSgsdW3WjaMUDlW/NagLpRuoP/5lQsgk0jc7rfwg3fR3FyoFtoVgGYbOTTQ8c4M5/fYxn/uX7GK4gHrMc+V/3knppal6oi3aWYbhrQEoW914xI/dgea2fRKCW0+JVjjV9nlARSOx31CYOPg33fBzu/jAMNNgKFSrfAu7CLSBdvU41xh88OkLJrkgpqpXFTh/788THA1URRIJVKGaCXGboJjjwvGOoVn7CxCWDGpatRjcSdLc5N23aTuNNh0DalFQX1gosqy7B0AP07zuILW0UI4Bux8cs3Xh8YOphOuLtHG45jFQ0AmVjlyezWzbjTTvK5aHYflLPvzDu+/En1byHlMAWKnLn9PpY3ogYyKhUW+WlliHl91d27maF6zDpkMRyDc0b+CucB2k6lWV+uZerzppPhU/JB6rwjJf+4hmDzniOpfURZoUdpuhYgWrAXBHTCVTx/KqKq/j95lu5kjuvns/D7yghd9N/suCxR1nw5BPUrp7HypdvZF7jH1n58g2sfP46Tjl4G1qyj62aUzKOli7ipcWfpunJqenpOfecmNF7sGJhJSlvJSf2htjZu5NcsBpcAeY03g03LHcYfQc2wpL3guYeMRdVDH29zufqLz06yi3C50MzkpA79mdwjgeqIoh4IyDjGObQTdC7rxchLeafNnGl8AWzV6Bne0j3O9lNj9WDx4rgtuOOjXwBlOZllTIH++jN9KKIELoydmNloNSDVDQ6Gg/Rs9fJ3sqqx9YX861ZjW46D1SXlcS3ZvW472fuaXMcDTjbQpEW9Wsaxt3mWIPicwYAiq3yxJ4hqau0aSOEAWj5nw6CwVIUK0s2bQwqmkM+o/KGZzyj2tXukG/qIkMj/bGYf4OvGY4zcTLlnLvmLv542Nq5lQ0lTfxyVYorWq9ja+dW9JoaIldeQTjXRkPL44RzbdT/4uec9tgv+chtH2LOXD0/yFGwFZVoeEHR/Y+F+jUNKLY5o/dgeX0QhEJJpx/DNtiz+wEwUnhyvRBtckp6X9oFl9wKH/8jvP0/HDuTAZX4Ash2Op+DN3J0PNKEEGh2CszpUfTfCDgeqIrArbqxRRJLDqXtmR4FT6qT6kXjU9MH4NN9CPrIGfm5KrMXRZTj1YtLv5TmZZVEu0VnsgNbDeF2jz1qLK1yglKssZ1Uk/Pgq5o3tmpEf2ge/aF5ADTPOXfw97HQcOFqLnxfhKW1US58X4SGC8cPbsca/GUhNCOAZkDMHiqvpg0JioFARR1GRAi6gihWhlzWxjAMNuxoZ2+fNSyjmtk5ql1tDstvTsVQxj5WRpUdsAkwM6B5SMWd+R/VVXykvrlj82DLRdbK8r3nvkdTfxO+lSupv+1WKj73OepvuxVf3nZFUQSr3r8MqVpILFRNpWHdkim9v6NxD5YPECr6XCAl2w5uGHpRKODyg57vY5y9ZsRcVDGYPc7g0l85RbuQCUAlA/axL0x77OeM04GawVS8SFsiFIFplOGzG1HUyU2OKu40phJG2pK+TCc+fRXlweK02vC8KmAPesxDZ1cTOVeYSLCn6PoA5fXV8GKCZGsMo8sJaqXzx6abt+zpY2AWwpbO39UTIFQ0XLj6TRmgBlBaWYEnHcKWCm3DZIbShnQyKeEdQUQocZWg2GlMw3Hz3ZEuwWdrjr3HgdCMkyl2tMUJeXUqQ36aYs59M1agGsqoMqB5SSdTQAjdW/zxsKpqFW7V7aj0C8Gevj1c/MDFvGvuu3hr3VtpXauwqkownItXPS/EK2sfwddazlcuuWZC91oxzPQ9WBLxoqk2Cb2CRdlStmsCVDe2mUUZp8RXDCJfRTkaOn8DUEUOQYSMmZmyJNUbAccD1Riw3QYIlWzKRKgCUytF9W2b9H7cpQrxhEZnawdmZyc5d4jSiuKUUo9PR7NSKLkyDu99FVs9mVBkbAWIUH0lkMDsziHjLlQzja9h7Iyq9oRSNE3BsmxUVaH2hJm3IjgWIYRAtXNo0kXGTg5Sv1fNjdC8uJT0MwJVGwpgQVcQZAbTVPB4PATCEVo6BWVlZU7pLxtzmkaVmWGH/ce7TuSytQ24zKEAOKFAZaZB85BNO/em7i1eUlpRuYKfnfczNndsZlXVKmoDtdz+6u38dvdv+cOBPzjbKzo/O+9nnFJ1yuB2+z2vUD+vflpB6mhAKIKyCheJnlrOSMzi8XQbfPwhGp+4k3lv/9i42dORMGwDLakhbBNPzczLJw1A10yk8BPNRqnWpmYg+UbAdI0Tw0KIe4UQu4QQO4UQpwshyoQQG4QQe/M/Cz79hBAfz6+zVwjx8fwytxDiUSHEK0KITw9b9xYhxNG3bj3yHP3OqDgVy9C4zRGJ9dRM/mESrnNGVLtf3ILW7pRZQrPHDgoekUAjQtteR/6mbNbYN3twbg1IGzuuIDKOYaJSxPRuANXzQrz7Cys5df083v2Fla+7h8frGaptoEoXUsmQNZ2Rs6qqGHYWKVRUbeirFXQFkWSwbGdcWBF0E8vmMy7PgIL6zGVVAbfGouogVVVVnHbaaZx55pksXFhYwxFGZlRzS0xCujMH5/aNPUJfUbmCK5deyYrKFVT4Kvjy6i/z8cUfR+CQMAzb4FN/+RTfe+57bOvahmVbdCY76TV72do5RXXyo4iK+eUkArUs7vFxqP8QscpFNM25ZNJBCqAn3YMv50c3EugVR8+vTXdLbNVHb+rYFqad7hzVDcCjUsq3AMuBncDXgMellAuBx/N/j4AQogz4BnAqsAb4Rj6gnQ9sAZYBV+XXXQ4oUsqpcVmnAW1A76+9jwNbdgBQvnjsclohzD7ReUi07zmEu88JdKXzxx79+HwWtlpOosVhC4Znj32za143LqMfMi7HMJGJ9alUzwtxygUNx4PUJKFiotouPn9uPa48KeaFxj72dPYihYbmGvpq+XU/NhksnLaEgUAlpZxxq4/WaJofPLaLw70pdF3H4/EMug8XgpRyxBxVXdiNkg+8bv/k5z7OqjsLt+pGFSq6onNS+Uncu+dePvynD/OO370DG5t92X188s+ffN0Fq/I5ISzNS2mbM6B4pXv8do1i6Ex14rL86GYKJVCYvj4TcPs1EArd0WNbRmnKgUoIUQKcBfwCQEqZk1JGgXcDd+RXuwN4T4HNzwc2SCl7pZR9wAbgAsAAvIwsSX4bx5r+NYeelzjqb+um91A/mpGkYc2qSe9n3slOpT7RlsAbd0gVpQtqxtqEcMRL1lNGWa9T8gvNGV9yRrPjYPpBLcXtmnnX2ONw0NnZSdYbw/AqKEYaJa93uK01TrTfabJWhmkmKkJBKlks8rR2AQGX4Nn9PTNunrj1cJSfPLmfaGrsBt8BmKY5SIpQjX7UWCO57nYAPIXEKMfBQEnwmpXXcOv5t3Lr+bey8dKNfGvtt/DoQxmaYRuvu2bx8tl5QkWnQCDY1l24zL+1cys/3/7zMQNtV6oL3Q7gInNU/dp8+R6tvu6x57BnAkKIW4UQnUKIV4YtK1hBEw5uFELsE0JsE0KcPGybUdW08TCdjGoe0AXcJoR4SQjxcyGEH6iSUrYB5H9WFti2FhjuQ92cX7YBqAaeA64TQqwHtkgpW0fv4ujDV+E8RPrau0nHdLypFmoblk56P56KMvRcjFxM4s2Votg5fKGxe5wisyNIoVKaaQAgUKTnajh0JQ1KBZYWwFty7DcB/qMQi8Uw3ClMt+SlA210xp05nUTWxmM7RBblCHFfqRpYioff/+VvPP3Mc1SanVx9x7PsjuWznRnqpdrV1o8iYGHVxEbxuXQS+g7BjgdxW0lofgHzkPMA9pVMLRMYXhIEp/T53oXv5Xtv/R5u1Y2Cgq7orKqa/KDvaCIyKwBI+s0gS9V6p/H3CGzt3MrXfvdf/PUPO/j3e79dNFh1pDpQ8OPSjm6fYTCv0B/veE1Kf7fjJBTDUayCdiGwMP/vKuCnMGY1bUxMh0yhAScDn5VSPieEuIECZb4iKPQUlVJKE/gQgBBCBx4D1gshfgTUA3dKKR8atTMhriJfKtQ0jY0bN072vRREZ9ah+TbuO0TOrsPFXp7+69NT2pdmRzGtEjTpwrZiPPXUU2Oun870ASEs13xUM8nf/j6B44oUlu44lhoiM+3rkEgkZuxavhZ4rc63u7sbKS1AZXt7Nw/+5e8sLFU52NpPOB+o4un4iHOxlBxSuHl++14020AVkDUkf3jxMIuAV7c8Q9fhqQ0uhr/vp1/JUO0TbMrfL7ZtY1kWlmXhdrsRQlDWs4Xq9r+gGXGs/m6wG5AIdHKAxLCcEuW+xoO0WjObmX+m4jO82v8qS0qWEN0RZeOOjTO6/+nC7TZIBGp5S/MhHpYvcmH4wsFra0iDO3bfw4Wv/AuqVDGbTR7wPUa0YfQgY3PfZhaKtyFk91G9J43+XqCKlt2NbNy48ah+B6SUfxVCNByx+N3AuvzvdwAbga/ml98pnXR9U57PUJNfd4OUshdACDFQTfvNWMeeTqBqBpqllM/l/74XJ1B1CCFqpJRt+RMrZJbSzNCbA6jDeYPD8WmcN346kAMuBZ4FRgUqKeUtwC0Afr9frlu37shVpoTwLIVNm+JghpGKG6UkyVT33frbPSSzEVCyBHzWuPvpPzHOga0vkPZV4TE7Wbfu4nGP8YdHdhHLV5BOXLGEE6d5HTZu3Djl9/uPwGt1vjt27KBzUwuGJZBKlkVLlnHWCRXcuvtp3AmnjFZaUTbiXHb8/nHsrOCk2gh7ox2YlsRWVM47+wy4B5bMmwWrpnbuw9/3f2x6glMWlLJuncM9+tvf/oZpmui6ztq1a3HtfhA2fmtwW2PBhSw94Z/I4eHQozfxnDyZHl85djbN2jPPJtxQV+iQU8Y61r2u76v0qy/SGo1xhpzFPfZusp4sF6+7mEP9h/g/T/0fvL11qFJDIFBtlVWBs1i37vRR+9nw179gq17CJYGj+l7bsjp7mrMEFT/r1k372mpCiOH12Fvyz9axMKKCJoQYqKAVq5oVWz4mplz6k1K2A4eFEIvyi84BduAEkoG648eBBwts/hhwnhCiNJ/2nZdfBkB+2UXAnYAPsAHJoAXda4Oyinp0I0E84XSWu+um3gEeDLswXKXkPOWEwuPvJ1ARQOQ1xdRxxGUHUDKMwl4+TrPvcUwdlmXheCWqSCVDKud8TjlUMkYvvsRsTqyZM2Ib4QGQlKnwvpV1+F0KFUEPy+Y7WpAzMUeVzlnEMwZvqR5SQnANY34ahgE7Hx52Uir6nNVE1ryfmjUXU/K2a0g3nIvlDiOFha/0zUewqZhbRsZbQUWzM8fXmGvk0cZHufSPl9KWbOMDs05F5Ambqm1zkr/wWL+3rw+Egmeaxo7jwVfpfEZmfPp2J4AppVw17N94QWosFKyajbF8TEyX9fdZ4C4hxDZgBfBd4FrgXCHEXuDc/N8IIVYJIX4OkE/7vg28kP/3rYFUMI//BL6TTxsfA1YB24GfTfN8J4XyQCWqFcfGBdImsmzq1gRVdRVIoWKpbpiAjf227pdRTGeCtM9unRBDKjJAYZc2h0uPbRbQPxK2baMoIIWKrWZJZJ3P8zdXnY7HkggUPCUj9d0Un4IUFlY6y6ywl4aQTlssQ2dGBUWbEdaf16Xy8jfO48ozh4zCdF0f/D2Xyw0JqBbQqtOrT4Q5a5FSBWmiT4H190bHgEJFpsXApbi4u+duvvzUl1kQXsDvLvodwYNy0GZ+dtNfCDQVJiPnOpxpA1/46F5Db0UYIS3kP86SqiNfOeOIClozMPyBWQe0jrF8TEwrUEkpt+Yj7zIp5XuklH1Syh4p5TlSyoX5n735dTdLKa8ctu2tUsoF+X+3HbHfL0gpn8r/npFSnielXCKlvGk65ztZ+HQf2M4d4Et3Mnv5qVPeV7pyaMTzQOIP4waezR2bsYQjeJrUYxNiSCXCzqS+Kxfj6s1fet3Rf48VOBmVADEyo0qbaVxZJzC4QyMDlRrQkcLGzDhzPlUBh0SxqbFvRoVphRC4tSE6+vBAZRgGWDnwVRTUqtM0JzuQNgiyCO3Npwcw4E3VF9dQMjkyMoMqVD5/yuep9ldzsDtASf9BhG1iqwpyZWEDVdHlUP59R0nnbwBquBTNSCGyR8dKZAIoVkF7CPhYnv13GhDLlwjHrKYVw3Gtv/GgOGU3V6aVObOnpk0GsC/cPvj7oXDXuIFnVdUqpHQeai57YgypXb4mACQ2y/bNet3Rf48V2LaNqjrK3VVhwaWrZyOl5F9/93fcpsPmdJWMpHbrJR4QNkbGKSlV+DQCbo3nD/bMmDDtT57cx7f/uGPEslGlv96DjjVFXqtugJoOQ4EKW4CcGL39WEOg1I3LBUn/LOYMm13f2rmV1i2NxC0/c9QmvOlumqqq2DVrdNUqZaTwxJ1r6as6uuVTxe9DN5OInD7+ytOEEOI3ODyBRUKIZiHEFRSpoAF/Ag4A+3AqYZ+GCVXTCuJ4oBoHpu580XOuLC516vXmlSetcYaqQCQZGzfwhLcYKJpDhQ/YZxPeMv6DY35XHUiJ4SpjVeub0yvqtYBlWSiqAARZI41bU0nlLB7fcwDddGMLA9OtjAgC7pAPKWxyGWekrWkqV7x1LitmlzoZ1QzMUf15Rwc720bazo8q/fUegLKh0uALL7zAs88+y5YtW7Asp4QppUCIN2cfnhCCyCwfiUAd87vVEVT6l+98CsXKcfI3Lsdvx1CVSl7qHF3660x1Eko7A5WjqfM3cL6qnUZY3hH329GAlPKDUsoaKaUupayTUv5ijAqalFJ+Rko5X0q5VEq5edh+ilbTiuF4oBoD7QdiZF3LAEgFVtN+YOoPk7d0gJ5LoJgZrnm4khNaxr6pmp5vRArn45FCoen5xnGPIXflOSdvYq+o1wJOoHI+Gzue5bFX2ujPGAg1heYJkva3sv3A3hH6er5ICCksjKyzTFEUvnDuCVxySp3T9DvN0p9lS3a39/OWI/rtRpT+UjFIddNuncSWRxtp2x8lk8mQzWaJx+N4PHmuklRweu/fnKiYW0YiMIuPqGfwrvC7+Nl5P2N+i8LhVDl14QSBBXMoCUhQKgqW17vSXfhzTgnRXz9+o/50oZFBwUd/rn/8ld+gOB6oxkDLnj6GSCpK/u+poenJ7RiuALbqZusETONGeO7YE/PcORo+PccxGrZto+S1/Nw5hQ07W+hPmwg1hWprKLaJ0NTBDAXAHyl15qiMASanM6fQm8yR0YLTLv0d6kmSMWxOrBk5JzKi9NfXSmv2Lfx+wwKee/AAD/74Rfp78koaijIiUEkxIyyyNyTKZwewFRccznFe6DyWVyxn+//8DlPzsexDDhU9XOVDKjqNTU0Y9sig3pHqwGv4Ua0MrvDRnaMC0FQTkRemPVZxPFCNgYjsGnrwWyYR2TXlfQ2axAkxIdO4qXjuHPeKem1QX19PpbcE3QjiyWn05+LE0k5GpdgaAgshxIhAVVIRAUxMM69coSiYls2Z33+C7T1i2hnVzjbHpO/EmuIZVS7Wxs70O7BtgZRg2gb9PXkCjss1RKZAAfHmzcbL65zg0tuZA8si/uijHMpU4XNb1C93tD5L5znam7XtJezp3TNi+65UF27Tj24fXfmkAbh0G6n46cscu0zfNx+tZxKI73yYZduepz+0kJLYXuInroEpPvwb1i1h65YtjqXGBE3jpuK582b3inotUF9fTzxcwZ6sitd0kzASmJZNwJtFlX4U6Tzk7WGmiiXeMO50ByHFw9KlS3nxxRfRVIWV9aXs69JYnYvl3W+n9mCzpeSEqgALKkfKHo0o/fV34VGcgIYAodmURJwsyu12D5EpUEB58waq0hofQkjinirCzc00/foBehuuYdXb5yDyuo7lS+fCl1fjOwAAIABJREFUpnZm9zrzVEvKh77PnalOymQQ92s0z+f2KkjDRW+iD6Vgm9IbH8czqjGwo17BnzzI7MN/xp88yI76qV+u6nkh3vOlU6hcpvKeL51yXK38DQ7d55TUvDmdRC7B2gXlvP/UMhRcKDgBakRG5SpBswxEViUSiQwGkDVzy2hMaiAtyE1M8b4QLl4+iz9/4Ww8+kia8kDpT9d19HQ36A5tvtKfYu1ZLgKlnsH1hgKVinwTBypNVwmXuUgEaim56y4Oy3oQgresHXJOCJ80H9XKUpOeNYpQ0ZnqRCGAW7OP3PVRgdfv3Eu9fTNrwPl6wvFANQYWnbWe73/Ey+/OVvn+R7wsOmv9tPZXPS9ExWJxPEgdA3D58p5Nhouk6fTaRbNRFKmj5KULhgeqoCuIsB3zxOE4dW4ZUZnPgmaol2o4dF3n7LPP5owzzmClsou+jCOJpOzbTvIn38Voa3Pej8uFqqosW7YMb6KcUFI/6iyy1zPK55aSCNShNR2mo2EdsxaGCVUM9capbjd+K0rArGJr59YR16oz1YlU/LjH1p2eMQTyzeWx3uNzVG9KrKhcwVcvv5XZn/k8X7381kE16OM4Dj3gZCIe08XX3jmX+7Y088zBJhTpGgxUw0t/Pt0HMo1ljcx4ls8Ok1TygWqKhIqkIVn933/hDy+PbvAXQgzNk/QeIJpyhKqz7hAGYLQ42wwI1paWlqJIP7oiXpP5ldcrQmqcrLuU7shJJJUQ82aNLuMFvSa2LKMz3Ulbsm1weXeyE1P14y0irzTTCOQV1NOd8dfkeP8IHJ+jGgcrKlccD1DHMYh0Os3evXtJxrv4/9l77zi57vLQ+/uc6WV7X5VV3VWzpZUlW8g2sSGOMcX0FhJMdRJCLiHhTbu5EAjcl/smEEIK4FBiXgKGCwH7gjEYgmzJRr1ZXatdaYu0vc5On/O7f5wzszO7s6sts2W05/v5zGdnTpvnzJ7fec7z/J4SdQ7jjLsIJUY5f2OYwfAQCgc2zciVSreoNNHQJUxCZUaBuR023vOK7fAcs7ao2kd0ekYiFLinGM6xEGqog1GbkdcTcRUTd7txrDDcWUkXYUyPocSJZlu+1hSAt/cKUMuVdW/ElohQOXAF2JOxTVG5i47OErwhjRPdJ6j11xqNKLv7SdjduAsWZo7KW2rkbEX7gtMo75qfWBaVhcUMiMVi9Pf3MxQJotvCOOMOvnfsMsPhGJo9CDjNgrWZikrXdQIlIwwVjXDw4MEMV9GuBjMBd5ZJv60jhuU2PuIvg4FrRFQBcVxoeoyIp4zC33sUR43RwDOpqILRILrNieZYvtYUQM3ezQAEfdVU9p+m6GUTE/RL68pANLb11KTmqQYjg5QMGz4/T4l3wj7zgafC+L8nhm/d3DdLUVlYzICkO8/mcgCCM+HicOsNhkIxsI2ii8OsWpHp+ovFYiA6umZD1/UMt1rYbtxoOjrH3EczoW1Ep9TnpLIg+6RIKBSiv/UcLfoGdIlROHyVhDhIlI31NE0qqpHRERQKcWbKv9wov/sOkilodW94Od7GxgnblG0xKt9vH21IJf52B7spNbt4e8tv3uw0F3jMBq9q9Na1gi1FZWExA5JWks3tBDScugskTOfwKIooSnNh17S0CDqDWCwGmo4u9oyQcQDlLgbgQksbs6FtRGdTdcGkc0ptbW2cPt/EOTaSsIcpGmoCIO7X2L17N9u3b8fjMap8XzpznpC/lX53hJ6e2ecN5judzUMkC4scPRzJWpWmbJuhqKoClVwevEwgGqA72E1x0KxKUbkwQVPO0hJs8RASWrTCtPOOpagsLGZA0soQuw1NT+DU3YgtjNMZwh1z4IgWscFRwT333MPq1atT+8ViMbAplNjRVKZC8fiL0RH6ertmJdPWMhuvvq1m0vUOhwNCg0Qw+kwVD14B4PP7v8jl0cuUlJSkKmVEgyEUoNm0jBJQy430KjSJhJ61Ko3H78Kph7CPFqArndO9p+kOdlMYMev8rShfEFltxUU4YqNokfkvTLtYWIrKwmIGJC0qEUHTdRy6C9EifPg3a/GHXQiC0zMxqCEWiyHmYomMUwCaRtTmJzzSn2oZMhPeUu/kd/bUTbreUFQDhCnGlgigxY1K/u6Qb0KF/VjYqFShOWzE48u3jNKK+hJsdg0EbDaNFfUlWbfzOyNEYl4E4WT3SbpD3fgihkXlrVgY15/m82GPB7HF3STUrZn/NidFJSJXReQlETmZbGEsIqUi8qyIXDb/Zv0Pi8gj5jaXReQRc5lLRJ4RkTMi8qG0bR8TkYlOYguLBSYjkk/XsSs3NluE3tAAvrAxR+TwTKyyH4/HEbs5dxWaaKkodzEFjHLs2szK4Oy/3MOTTdEp93M6nRAaIJLw4YgP0Vw5DEqnMlA6oYp/sl+Wzb68FVX1uiJe/9FGKm8TXv/RxklzH4tKHIw6StlhX8uJ7hN0B7vxJQpBKdy+hbFwRAS7CmFXPkb1xeugOJ/kwqK6Xym1QymVvOL/AvilUmoj8EvzcwYiUgp8ArgLuBP4hKnQHgSOAbcDj5rbbgc0pVT2VpoWFgtIeoCBXenYcbF7nZd/ff40/ohZ5cE3MaghFouhOQ33WjwYnrDeWVBKsYxOaNMxFceuDfDebxzhh00x3vXVg5MqK4cmEBkmknBjj49wfrXCERvkbu9ebi+/PWPbhNkvy+6wL2vXH0wvQb9kVRFRVzF3j9Zxuuc0naOduBMFOFQkVWF/IXBIFA0fPx/6+S3ZMHU+fsnXA4+b7x8H3pBlmweBZ5VS/UqpAeBZ4FUYvQU8ZOZ3/S1Ga3oLi0Un3aKyoaMpB8PRAK2DPXijLhQ6cTcMDAwwPDymdGKxGHZTUUUCwQnHtXmKuXelg0dfvn7asjx3sZu4bkR6xeI6B5v7sm7nCHejlCKmO7ElApxbJUAP/aEenn/+ea5cuTJ2fiHDorI7HcvaopouZQ1G4tLa3kqC8SDHuo5hUz5c2sIqedEiID6eH3meD/78g7ecspqrolLAz0XkmIg8ai6rMlsOY/6tzLLfCiA9xKndXPYsUA0cAv4/EXkYOKaUmphyb2GxCKRbVDYU4ORqfx9iC+KJOtFtUVpGezh16hTNzc2pbWOxGHa32YQzi6LCXYQ9OsyxawP8y6+abuoCVEpx5KrRGFUAh11jz7qyrNs6R9qJ6l4Ugi5B2svBkRghGjGUXDKQAiBhzp/ZXU5LUU2Dsg1GvylPj2FFh+IhUB5cjoUN7Ve2MMrmBSXE9Ngt1917rpUp7lZKXReRSuBZEbkwzf2yxdEqpVQc+G0AEXEAPwMeFpHPA6uBbyqlnppwMENJPgpGO+19+/bN/EwWiEAgsKTlSyefZIWFkbevr4+REbNUTSKOrnuI6EHEFsQbM24U/UMDDF6N43Q6GRw0qk10dXURCIeAYm60Xad0ZWGGrPWDIQoHunjLl14EwKHBn+12s6Eke8jxc+0xft0c5RWrbPi0ONurnYy0nGJfy8Rta9p/SUQZkWgRewiXpxilAsTipVy9epWRkRGuXr0KwGDPAOBncGiIc+fOMTSU+0Kn+XRd3UxWPW4o+8HrQapvq8YetBFyOvHqoQU9R7tmyOGOe4k7I9iu29jXt3DfP9/MSVElLR2lVLeI/BBjvqlLRGqUUjdEpAbozrJrO3Bf2ueVwL5x23wIw3X4MiAKvB34NTBBUSmlHgMeA/D5fOq+++4bv8mSYd++fSxl+dLJJ1lhYeQdHh4mEAig6zovHP45Ac2J2CKILUiBXogg1KxeiaeyBK/Xy5133gnA8ePHiSaC3OiCArcfv9+fKWv0l8Q7nyOZshlXECmu4777svct2//jc+xdP8xX338Xzz//3NTn/czPOXvBKN0UdoR4cO2DxOxD6NhYtWI1O3Zup6zMsMauPXeM0RisWLWS4pU17N27d46/2ETy6bqajqxXf/hTIgkPW9VW+oPXCRTFWFFSsaDneOQXl7nRC2/qfZS9v7mNl++6tVr9zNr1JyI+ESlIvgd+CziDoUgeMTd7BHgyy+4/A35LRErMIIrfMpclj10CvBb4JuAFzB7ruGcrr4VFLigsLKS2tpaVK1fiFjsKByIJxD6MTzcsqqSLL91N2NjYyPY7t+MJ1kAoi1vIU4xdRSmwG+42XTFppQmA//HaLXzjvbvRtGmUOhpoIaaVI0on6ApzT/U9hB0hAKLheEYXYBUxZHO4XZbrb5oUFgrDviICPZ24o6CLh5gzsqAyRB1GSHzB1dWcf3w0a4JyPjOXOaoq4ICInAIOAz9RSj0DfBZ4QEQuAw+YnxGRXSLyVQClVD9GkMQR8/Upc1mSjwOfVkZBtJ8Bu4CXgH+bg7wWFjnFbgddjBDkkqJhvMqLoJlVKzIDL0SE8qpqtISNeDZFZVan+Na7NvGBe9ZS7nfyyf9zjuOtmXNVX93fzJkO4ybksk+zEkF/M/F4Ka5InKg7xqayTYSdRtBENJzAldaPQo8qBNCcDnRdX9ZllKZLSW0BAV8BhaMKT8yOprz0Oxe2224Av9F4E5k0QTmfmbXrTynVDGzPsrwPeGWW5UeBD6R9/jrw9UmO/dG092EMi8vCYknhcGgkNEMpjSb6cOpuIvEoYjYnTFdUAEXuImyJMPFIlppsbiMEenuZYvvmLXzg3nV8/Mkz1JWOFTY9cLmXT//kPL+7p45tK6ZZnkfXob8Fe6iW8u5uhhrsVBVVEXUncCmIjkYySzrFBE+4int/4+U43O5l3epjupRuqCLWfI3ikJOQ04aWcLFi5eQJ2PPBunV2mttj6DY7mkyeoJyvWG0+LCxmid2poWsOUKBLHHvCRUKPpW7uuq6jlEp99tq9aIkQiXiWm7/HsKiSPamqi9w89m4jNTEa1/nSc1d47LkrrCjx8Fev3jx9IUduQCLCSMRPWfg8xWsbiEaj4LfDCCQCsQxlpOKCI67jNGv/WdycotoCdFuUNaxm1KGRSLjZsG4G/6McUKr30HjqCQaK6ykNXqVw6BPArVMjwVJUFhYz4OzZs4RCIWw2G8qpQDQcCTsxexxNd+JQMTRNS7nMkn9DoZBhuajwhOaJALjNJ+AsPak+/ZNzfPPX1wCI6RHO3RjmjrppPjH3NxPVPUR0F+5wL7Xr7iEajeIoKMA2GCEWyJwHU3ENUQvTR+lWweZLoFDoIajylXBdgVqYDh8poq3XKBpuoWi4BWw2goePZK34nq9Ytf4sLGbA6OgogUCAoaEh7A5D4fgiyTkpOzYSaNrYsEokEgQCAY4ePcqvf/1rQv4BdD1LaZ1xFlU65X5XKp8jkZg8sTcrAy0MJ4xcn5j0sr68nkgkgquoFHsiTDQwrjacrqHpy7sixUyJE0JQRKPCaChM0N/OlbYLGT3H5pui174WcbtRmoY4HHjvtKL+LCyWLenzTk6PoXC8pqKKRG1oKpaRQKvrekYpIiGOribWAkzOUWVrnnj3hnJcDg2bTJ3Ym5X+Zob1WnSJ01scxjXsoqOjg8KySmzxMNFQ5uZKtwNRwuEwgUDAcBNaTMnwyDBOJ8QcXqLDRq09m10jFArdZM/c4W1sZPU3vk7g4dex+htfv6WsKbBcfxYWMyI9Cs7pNhVV1FQ84kSpGG63G03TUgorXVFp6CjJEnaeVFRZXH931JXwHx/Yw8HmPvasK5u+2w+gv4VhZwNKizNY6aervYuioiL23LuXl/7/7zFYUZq5vbITdRtdiAE2bNjAypUrp/99y4xEIsHw8DBun4NQwId3aBTxKzS7MDo6ite7cD5Ab2MjwaGhW05JgaWoLCxmRIZF5TVbjpuKSsSJyxGjcdyNIj0fSTSdhJYlHdDmAKc/q+sPDGU1IwWVpL+ZId6MPRYhXm7IG4vF2FiwkeMMksBDLJrAYdYhRDkQxiwBK5dqaoaHh1FK4SnyEOgpQksMY5MEIkIgEKCiomKxRbwlsFx/FhbTRCmVYVG5TEXljRkRcmJz4nVPHFIZFpVNkbC5zZyXcbiLs1pUcxAY+lsYCJfjCQ5gLzSstmg0it/pJ+YKADA6kJ6casfG2DlaimpqotEodrsdd4ETTfmJOqpIpreNjt6aLTcWA0tRWVhMk3QlpWkaLr9hGRWadfQSmhOHY2LoebqisjtAaQ70cJaABXdR1jmqWRPsg+gIg2E/3lA/nhKj42w8HkcphSo0rMPAwFjbEYUTzVJU06aqqoq7776bHdt3Yo8WEHavwGb6qSxFlTssRWVhMU3GKyq7z1BU/oQPO3ZDUTmntqhs5vrESJYK6p7iSV1/s6K/GaWEYMSHN9RPSdWK1Kre3l4od6FQDLcbRWGUUihxYpMxa89SVDdHRKitq0BTDkS5sDOWkjA+6dtidliKysJimmT0orLZcBYYLj9X3IlPeYycKreNkZERurq6uHHjBqOjoxmKymFGCkZGsjRIzLXrr7+FUb0EhQ17rJeqyjWpVWfPniVSbMyf9Ld2GTIlIijNgU0bU1TLvXnidJGWs2iJCIKG1tlJ7MYNAILBLA8kOUYpRVNTEzdu3CASicxrWPxMurqLwRdFpElETovIztl+r6WoLCymyURFZUR0RUNRbAHj5hCUIDdu3OD8+fNcvHiRwcHBDKvEbboLI4EsocvzYFENJ6oBiNkH8Xv8Gav95WU4YqP03jDyssLxMLrmxGYbc19aFtX0CB05ijdkNIpwh8PEOowWegvh/gsGg7S3t3Px4kW6u7sXouzVdLu6PwRsNF+PAl+a7RdaisrCYpqMd/05Cw1F5Ug4KAgbCmiAvoyE3/F5VJ4iY594MIuiyvUc1UALw06jlI9eEM6okg5QUrkCd2SQkQFDlmA0iNKc2NNigS1FNTnXrl2js7OTcDiM987deCOGwvdEIjhW1AILo6gcDgfr16+nurp6QcPh05isq/vrMXoIKqXUQaDYbP00Y6zwdAuLaeLxeLj99tvRdR1N03B4jJuCU/fgjxqKqrK0OrNjbiKBzWbDZrORSCTwlxqRd7FQlkRadzFEA5CIGeHqc6W/mQHbfaB0nFXuzOKzQHX1WkYiLxIMGveOkYDREDJZcQMsRTUZiUSCq1evptxse/fupeBlo3RfilLwilfhqHHi9Xqx2+f/Fut0Olm1ahUAnZ2d8/11ya7uCviK2Qswo6u72UgXJu/kfmOmX2opKguLaWK32yktHUuQVUqhJaI0FG+ipnIFw62wsmLVBIvqrrvuSr0/dfAAEEcPZ5lkT5VRGgJf+dwF7m+mM/p2XJFBfPV1ExRVgbcAGCIWXwdA0Ozm63TZERGUUiQSiZRithgjmT8F4PV66W8P0XLFsJyvnLXzhge2U7sh7yqY25PzTiaPmYoonZl0dc/ayX02gllXn4XFLBERbHoMl/Kwu+gOAFyFngkWVRJN0yiuNB429ejkPalyElARHoJgH4NBP55wL+Xrt1JQUJCxidPpBEcQXfMRjyUYHTQsKofbjt1ux2az4Xa7rci1LAwOjv2PiouL6bg0gNLNe7AON5rysnFhXCm1K+01XklldHUHMrq6A4zr6t4OrErbfSVwfTaCzVlRiYhNRE6IyI/Nz2tF5JAZAfJdEclS2AxE5C/NaJCLIvKguaxCRA6IyBkReUPatk+KSO1cZbWwyDU2FSMWV0QDRi6Ss2ByRQVQWmUUiFXRLA+b7iI6ow0c+2XX3Du0nv8/AIRDPjyhPlbU76S8vJza2rFh5HQ60byGa290MEp4xEgAdrqd7N27l3vvvZc9e/ZMsMQsJiqqFfUl2OwaooHNduv1g4JZdXV/Cni3Gf23BxhKughnSi5cfx8BzgOF5uf/BfyDUuoJEfky8H7GRXuIyBbgHcBWoBb4hYjUA+/EmIx7AngG+JGIvA44ntTkFhZLCRtx4nFFNBgF3LiKfMTGuf7SKfQXI3oMpU9UVK03/Py4/3+ifhXGfuAEr/9oI9XrptkgMZ22w/DjjxJXTnTdjzvcS2HdegAikbEqFC6XC3eJA0ag50YvkZEgUIDLazVMnIpkfb8kxcXFOCudvP6jjXRcGmBFfcns/m+zYGBggIsXL+L3+ykrm0Gx4tlRBfzQvDbswLeVUs+IyBHgeyLyfqAVeKu5/dPAq4EmIAi8d7ZfPCdFJSIrgdcAnwH+RIwzeAXw2+YmjwN/w8SwxNcDTyilIkCLiDRhmJAxwAO4AF1E7MAfA6+bi5wWFrmgo6ODlpYWbDYbtbW11NXVYSNBIiHEgjHAjavYj55mUQUCAXp7e7Hb7Xg8HlwuF7ZEmGxD79hBUKaTIxE32onP6oZ3dT8kYgwnjARfm96P5jOqZ6RXQ3c6nRSuKKXjArQ2NREdNaxCl9dqmjgV4+enktGU1euKUv+vWCzG8PAwo6OjuFwuqkxLOteMjIwQDocJhydGdeaaWXR1V8Af5uK75+r6+wLwZ5CquVIGDCqlkqFCySiP8UwWDfJt4EEMa+pvgA9hhDfOf9achcVNiMfjxONxIpFIyqVnE514QoiGjIl0V0lBRuBBMBjkzJkznDx5kmvXjOaHmh6GRKaiGh2M0NWWtHYUNiKsKJqVlwTW3AvAQNy4OWresVD48Yqqar3RMr2vtZO4qajcBYsS4pw3jHf7ZWNoaIiXXnqJ5uZmbtyY5f9xGgQCgdR7n/kwcisya4tKRF4LdCuljonIfcnFWTbNFuWRdTul1BCGhYaZ3fznwJtE5N+AEuBzSqlfZ5HlUYyEMux2O/v27Zvh2SwcgUBg3uRLb3ueC+ZT1vlgvuUdGBhgyIyMGxwcpLW1FZWIENHd9HYPoCX8HDh6mHAkkjVMeGBggOvXr4MKo5QzQ9brR3R0XVFKM0P6Ch50/C3Rsw3si0QmHGc848/bHepiD4oLnp0wCAmfSq2/du1ayhrQdR2Gw9jjQXpae8HfDzTQ2tFO5y9+QTweJ5FI4HA4cvq0nk/XVTZZk7lTYORJXb8+cVYiFovR0dEBGMnh6cotl3R0dKTy9MLhMPF4PG9+25kwF9ff3cDDIvJqwI0xR/UFjKQuu2lVTRblMZ1okI9juBTfCRzDsLaeBO4ffzAzOuUxAJ/Pp+67777Zn9U8s2/fPuZLvuPHj2Oz2SgtLaWmpmbOORzzKet8MN/yNjU10d7eDsD69etZtWoV//lEKyNxB163H1soyn33v4pgMMjFixfRNI2BgYHU/sneTlce/yooZ0rWgc5Rzn3vMJvWjBJ/9jj9G9Yz9EKcjc7/YvX974b1r5hSrgnnfegrxnEr7kFrj7B6awNbzPXNzc20tbWxYsUKNmzYgD46SuszPyQac+Nx+xkG7th9J6MVHlpbWwFYs2YNa9asycVPmF3eJcx4WROJBPv370993rt3b1YlrpRi//79qTnKybabC7qus3///tSDx7333sv+/fvz5redCbN2/Sml/lIptVIptQYjMOK/lFLvAn4FvMXcLD0CJJ2ngHeIiEtE1mKU2DicXCkiG4FapdRzgBfDtagwFOKC0t/fT1NT04J260yi6zojIyPTqt0ViUQYHh5mYGCA5uZmazJ8HhhfmQLAblPEsROLKezKcKt5vV4aGxvZvn07lZWVqX2S0XOixVBpl/KhJ5uxOzRqDn0Pf8B4Ch/xrSY4WAbfejMc+EL2tiCTcfGnULaRkZ44nnAfFRu2platW7eOe++9lw0bNhjn4fNhjw2RiLhJhI3zcxX5Mh5ylmvS78jISEbwCRgpCckeU+nzU+MRkQxX3HxUqBgdHU3dGzyezGjTW435yKP6c4zAiiaMOauvAYjIwyLyKQCl1Fnge8A5jPmoP1RKpcfxfgb4a/P9d4D3AAeBv58HeSclEolw5swZ2tvbOXXq1IQIrvlEKcWpU6c4duwY586du+n26U/uRUVFt/RFu1iMr/UHYLcLCezEYmBn4g09o8WHefPXbHGU2Tyxs2WIKyd62Ohtg3PHU4pqtLAO7x/8C2x+GH7xCfjmw/Cr/9eI6JuK8DBcPQANDxEfAE+oF2/d2oxNxifv2rVRlPKncrucBZ6MkPTlqKj6+vo4duxYRnQfmLlwxcWISKoaxGTMt6JKn5/y+/1TbJn/5KQyhVJqH7DPfN+MEcE3fpunMCyp5OfPYCikbMd7W9r7bmBvLuScKZ2dnSnlFA6H6erqoqZmVqWqZoyIUFNTg81mo6enh0gkgsuVpYW5SX9/f+p9snpCruesljtZLSqHRkIcxBOCXSYmxmZUTjdv/ppDR0+4UEpx8IdXcNkTlD/195S8611Erl7FFR1Ef+Wb8N65F3a/DH7yMTj6VWh5Hl74R3jkKVg1YYgZXPkl6DFU/UPIfw7jDvfhWDn1DdXhjqG0AqKmReUo8GGP5L7LbzAYpL+/f8lXZNd1naamJsAY9+PHUWVlJeXl5VOOR7AUVS6xKlNMQU1NTYZp39raOq8l9MfT1dWVUkA9PT2TbqeUylBU0WiUM2fOcOrUqXmXcTmRzaJyODV0m5OYrmHXpqeobE5Fwu6h+VQnHZcGWX3+B5Q++Aqq/vtfUfDye/GPtDE4bN4YRaCollT8USJqhJ9PxsWfgqeU4cJtCE5DUVVPHRrtKbCDaEQjbjQ9ht3nyXD95UqxNDc309TURGdn55KudnHjxo2Uqz+RSEw4f4fDcVMlBZaiyiWWopoCp9PJnXfemRq0oVCIrq6uOR1TKZWKGLoZSV84TK2oRkZGUk+9mqbR0dFBb28vg4ODE3zsFrMn3aJKuf7MRogR5cJhG3uI6ejo4Nq1axm/f1JRxe0xlNjY9/hx3KFe6uvi1Hz2s4im4d66FX+gg4GeCImY+X1r7gW7+cAkkgo/n0AiDpd+BvUP8pN9LwAQ9XuRmwTVFFcZufoSL0FLRBGbbV7mqJKh3IlEIuPBajbouj4WeZnDh8d4PM7Vq1dTn0tKSmYdBDFeUeVSTqWUpagsxrDb7axcuTL1eToDQynF4OBgxlNjIpGgra2N9vZ2zp07N62Ltrx8rDDp0NBdGuIFAAAgAElEQVRQRg5MOumDvrKyMiO3o7e396bfYzE9xtftA7C7jBt6VPNktMdoaWmhpaUl9VlEsNlsnOw+SZ85nxgOeVgbPsiqL/4jmnkzdG/ejH+0A6Wg/4b5FL7qTnjkx1CxCeweqL4tu4BthyA8yPP2O+h91lCkrZUP8PzRI1OeV/VqMzFYKtGUYT3MZY4qea2Pt5rSLZPu7u7xu00bpRSHDh3i5MmTNDc357Q5YWtra0pOl8tFYWHhTfaYHKfTmVL4iUQipw+N6bl8drt93pN9FxtLUU2DlStXpp6gg8HglNbN8PAwhw8f5uTJkxnbxeNxmpubU+VXkvk42WhtbSUQCOB0OjOUzmTfO35+Kl3BWYoqd2SzqBxu40akaw4cjrF5jAkBC3ajIvmZp36FW7vPWKh0Ou+pwuYfe/LWfD5Kio19+zrGnphZdSe85nMQHYHT38su4MWnwebkXE8BmjKOoUTj3JlrU55X6Xqj/p/S3IgeTcmb5GaKSinF6OgobW1tnDp1igMHDnDlypVUHlGS9AjIvr6+Wbv/RCSjwG6ucpTC4XAq/QCMCMm5zPHOZ+Sf2+3mnnvuYceOHTQ0NNzyc9GWosrCyMhIhlk93qpKT5pMJxAIcPr06ZR/Oz3p0+VyUV1dnfqczFHJdozm5maOHj3KiRMnbqp0kqVakpSUlGTU/BrfYdZi9mzbto1du3bR2NiI221E7Tk9Y5aHwzk2nNKjLjVNS92wSq4WomRsO9/1iZUNyupr0PQYve2BzBV1d0PVbXDoy9nD1S89A2vuZcvt6wExtpEEW7bVTXle3tU12OKGOzppUY0vrJst4nVoaIhLly5x6NAhjhw5wpUrVxgYGEiNjXTrBAxXWLKxn67r9PX1TSlXNlpaWjhz5kyGdZIrRdXS0pI6z4KCggzFOlvKysqoqqpi3bp1OW9qaLfbKS4uzpgiuFWxFFUWkoriyJEjKSWQblWNjo5OUBrhcJjTp0+nlILNZsPr9WYotPRw1v7+/gxlmCS93IrL5cq4CAcHBye4/9LD0gsLC3E4HLjd7pTPenyghcXs8Xg8+P3+jPB/u2fM5ZK0riDTotq5cyc7duwAYOvdt6PpcdATaHqcy9Vj7sHU92zbgi/QQU/LuP+bCOz5feg+By3PZa7rvQx9TdDwEAVeP4JQ0XuKHTtu8PJdu6c8L0dVFa6IcbPXzBB7EZnSqhoZGeHEiRNcv34965yrz+dj3bp1E5LO02/+M3X/KaXo6uqit7eXkZGR1PKhoaE5z/+MjIxkzD+vX78+J1bK6tWr2bx5M6tXr8bjsWoozhZLUY0jEomkbv6jo6Mp36/D4WDFirGyhelKJhqNcurUqZQSsdlsNDY2Ul9fn3Gxe73eDFfAeKtK1/WMwVJTU5PhJ1dKTXgKjUajqZtmelO/6bj/EomEZW3NEYd3LPrL6R6zQiZr9bHmod089KYyVnib8d11lseLf8J/tf5XxjE9ZkBFX3uWCfhtbwFvORz8cubyi08bf+tfxZEXL6DQabj0HbaWZ/agyobY7Th148YvMnY9+P1+/H4/xcXFE+QYH1Rks9koLy+nvr6ePXv2sHv3bmprayfc7NMVVX9//4yuv0AgkFKKya7JYIyBuSTkK6W4cuVK6nN5efmkNfwsFgerw+840t11JSUlKRcPGBZRNBpl1apVKYWTSCR46aWXUgNF0zRuu+22SaNw0idnu7u7Wbt2bepJq6+vLzVwXS5XarBUVFSkLLuenp6MXK6VK1dSW1vL8PBwhqzl5eWp6KW+vr6sXVqbmpoYGBhg8+bNFBVlVukef2PSdZ1AIEAgECAUClFcXLwQbQWWPE6fC0wrxOEds66m6km15qHdXPWM8pqX382TP36RTx/8NLuqd1HoNK4N1+Yt+Ee/zo0oBIei+IrTQqEdbtj1Pnj+76DvCpQZ7Tu4+IzhFixeRfClQ1QMXsYZC9D1t5/GtX493sbGKc/DZTdcaboKc7L7JDsqd6SswPEopTIefurr66murp5WF+D0ag5J9990K4unz9GWl5cTj8dTD26Dg4Ozdq1Fo9FUQIaIsG7dulkdZ6FIJBKMjIzg8/mWTa8wy6JKQymVoajS55TAsKo2bdqUUlK6rnPmzJkMN8TmzZunfBpzuVyUlIw1VWtrGysin+72q66uTj2Nprv/BgYGJuR1JLPl0xWVz+dLfU4kEhP8+D09Pdy4cYNwOMyJEycyLMRQKMSLL75If38/Fy5c4MiRI+zfv5/jx49z6dIl2traeOmllzLcjrc6Sini8fgEBe7wj/3mzjRFNb4dfTYcmoNP3f0p+sP9fP7o51PLbX4fJQWGcpswTwWw+/2g2eGw0YDVHhuGtoPQ8BBtrV04IqVUdJ805I7HCR6eOuoPwOY2rqmoCvHBn3+Qk+b+2YhEIinvgd1un7aSSpKuUKYKTEpHKZWxbUVFRcY4m8s8lcvl4q677mLNmjWsWrUq53NJSSKRSE4iFEdGRjh58iQvvPACp0+fzoFkSx9LUaUxMjKSsoySrozJUEpx4cKFjJt1fX39tCY2V69enXrf2dlJNBolEolkzCWlK0m3201RURGlpaXU19dP66YgIpO6/yKRCBcvXkx9rqioyHBJXr9+PRWk0dnZOWkOyIULF5aN6zAej3PgwAGee+45XnjhhdRyp9+T9n7M8km3qK5fvz6pa2pr2VYe2foIP7j8Aw7eOJhaXr7B+N/1to9M3KmgGra9CU78B4SHKes7BkqHhoc4sN9I8q7sPQUiiMOB986p56gA4m7jBqpLlJge42jX0Um3dbvd3H333WzdupV169bNSElBZn5RuhdhKoLBYMbYLCkpmaCo5jJPZbPZWLNmzbxYU9FolKamJg4dOsTly5fnfLz0h0rLolqGpFtTlZWVU9bLGxwczJgMXrNmTUab76koLi5Ohdfquk57e3vGdxcXF0+YeN2xYwe33357qqzSdEgqKk3TUoNYKcX58+czXIzpc2lKqUktJY/HQ2Vl5VgpIE1bNgnF6VZR+ryLszBdUY29T7959/f3T/nE/wfb/4C6wjr+5sW/IRgzFEbhtnrc4T56rkwSGXfX7xuh6if/g7K+w+CvhpoddJ0JEacFV3SI0ve/j9Xf+PpN3X4AFbXGtaJLFIfmYFfVrim3t9lsVFRUTPuaT8fhcKTmv9auXXvzHci0vEpLS7HZbPj9/lSwxkznqYaGhhas0HQ8Hqe9vR1d1xkYGJhzlGJ6mPutnuibxJqjMkkkEhmKZ7zbbzwlJSU0NDRw8eLFVLfX6SIirF69mrNnzwLGxHT6zS9bPcHxk9LxeJympiZKS0spKSnJ+mRVVFTE1q1bUwMbDFdj+kDZvHlzxr4iwh133EFfXx/9/f1s2LAhdVNJ3hR6enoYGBhg/fr1OSl+q5QikUjMuS3JfJKtfBKAs3DMTeRKez/+d5nqyddtd/PJvZ/kPc+8h4+/8HE2lW1id60Pf6CD3muTzAOu2Amr7oKDX6J0pAt2vIOB3iCOgQJqe57Hs3MnVR/72LTPb+2Ges62gMdbz+c2vY4dlTsYHR1leHiYeDxOQUFBTgMMGhsbZ3TtpHsEkl4LEaGoqGhG81S6rtPS0kJbWxtFRUXs2LFj3nOQvF4v1dXVqYfRlpaWm35vNBolkUhkjRRcThUpkizdO8MCk+6C8Hg808pIr6mpwefzUVBQMOOLPRlZVFJSgs/n48yZM4Dh85/K5ZhkcHCQzs5OOjs78fv97No18Qk4vSUBGK7N9GoJdXV1WW8+SbdhaWlpRv5YkoqKijnlbkSj0ZSF0tHRQXd3NyUlJWzatGnWx5xvshWkBXAUjt0oXMVjN8nCwsKMhNebuWjuqLqDV65+JT+79jOevfYshXEHfz56P63DtxGPJbA7stzU7/p9+P57jUFcup4XXzCuoborhyj82B/M6Pwi7hJgkFCihnPfGKG+dIiofYjm5mbACNrJpaKaiZIKhUKpm7OmaRnRrcmAnuRYmorh4WEuXLiQmicaGhqio6Mj6zWea+rq6ujq6kIpxdDQEIODg5PKOzg4yOnTp9F1nbq6OtasWZPh8ViOFpXl+jNJd71VVVVNW/EUFhbO6olMRNixYwd1dXUZwRg3czmCcbGm3wRvNkDBsAjSSzcVFhbOyArMJR0dHRw8eJBjx47R1tZGJBKhp6dnSRcqncyi0lxOtIQRWOAqGrtpVFVVZTwNT8darC+pB0BHZ9gew+kYRCH0X5+kokFBDSBGC+1ffYaWo9dJ6G14ogMUvurB6Z8c0HNtyJjnEiERT3B139mseVRtbW309/cvaMubdLdfSUlJhly1tbXcdtttrFq1aso8pRs3bnD8+PGMYIaSkpJpPRTmAo/Hk+EpaWlpyTqnFg6HOXv2bOr3vXbtGleuXEltGwwGU+tcLpc1R7WciEajkwYyLARr165l165drFy5cso2Isn2AwcPHsyYR0p/wpyM9OaPNpuNzZs3z3gSfCq6urqmVbBX1/VUdGN69GIuCpXOJ5NZVCKCzSw75CzJfLpNDxKYzg1lb+1enJoROahQFK40brxZI/8AWl8EBAEC0QKkr5iV3afx7bkL+wxvwGXh1rRE5ATFg00T6v1Fo1GuXLnC6dOnefHFF3P6YDHVXGcsFssaATuTY6cHMdhsNurr67n99tszImXnm7q6utS1Mzw8POF6TyQSnDlzZkJUb3t7O5cuXVp2hWjTsRQVRvHI3bt3s2rVKiorKxf04k3i9/vZsGFDRg2z8SRbm6cPapvNNiEHajyJRCLjprJx48acZcnH43HOnTvH+fPnuXTp0k0nqPv6+lKhzU6nMyMCci6FSuebySwqAJuKoekxHAVj0WxKqawtPqZiR+UOvvbg13jjhjeioXGqsAUtEaGnaZIQ7jX3gt2FjsbJ2D0ArL52lMLXvGYmp2bsd//t7Dz/ZdZde5qd57/M6vtvm2BRpSeb+3y+Oc9PKqVobW3l6NGjHDx4cNJ2IuvXr+fuu+9my5Yts8rdSy+N5PV62bVrV9Zk5PnG5XJNalUlo4iTikhEMlytyf+FpahmiIi4ReSwiJwSkbMi8klz+VoROSQil0XkuyKStayviPyliDSJyEURedBcViEiB0TkjIi8IW3bJ0Vk5uFFM8Dn87F+/Xq2bNkyn18zZ8Y/URYXF9/UMurr60spgYqKimknWE4HEUkNnkQiwYULF6YME75+/XrqfU1NTYYs0w1VXgwms6gAbCSwJSJI2vL080gWpJ0OOyp38Km7P8Vfv+yv+aWvBf/odXoni/xbdSc88hRX176Lc843ouvX8cX6KXjggRmcmYG3sZHb/ukT7H7TZm77p0/gbWyc0JMqPaAhFy4zEaG3t5dAIDAhT2o8drs9I+J0MsZfP4FAIMOtn8uHtNmQblUFAoHUb9ra2ppx/hs3bmT79u1UV1dTW1ubKpBrKaqZEwFeoZTaDuwAXiUie4D/BfyDUmojMAC8f/yOIrIFeAewFXgV8K8iYgPeCTwOvAz4f8xtXwccV0pdH3+c5ch4RTUdt19FRQUbN25k7dq1bNq0KadPkjabLeOYQ0NDGf180gkGgxkuy2QwSnLA6bq+ZKu9T2VRIRpKbHQ2j1XET4+snI3yfUv9W3jZb7wTX6CD7p7o5Mp/1Z00V72ZaJef2s5T+F9+L7ZZtqbwNjZS/nuPpsLZ0xVVemkxyI2igsySSj09PbPKhYrFYly8eDFVHDf9GMlgECAVIbuYOJ3OjFJsLS0tDA4OZgQ51dbWpiy+hoYGNm7cmBpf6YoqPR/tVmfWikoZJH81h/lSwCuA75vLHwfekGX31wNPKKUiSqkWoAmjfX0M8AAuQBcRO/DHwN/NVs5bjfR6gSIyLVeIiLBixQrq6upyEk4+nvGBGdeuXcuqcNIrb5SVlaVcrHMpVDoVyQir3t7eOVtqk1lUnc1DjNqLidvc/Ohzx1LKKhcVCP7bPX+BTetGV06+eeg7fPWlr2atGDHQlkAQVnccn5XbbzLGz1ElfwOfz5czq2R81ZUDBw5w+PBhTp8+zcWLF+no6Lip8rLb7XR3dxMKhYhEIql6gAMDAxnzQEulNNLq1aszxqHL5UrloxUVFbFhw4bUOhFJKSld11M5ljabbVkVuZW5ZHObVtAxYAPwLxgK5aBSaoO5fhXwU6XUtnH7/bO53bfMz18Dfgo8C3wbqAL+HMPiGlJKPX4TOR4FHgWw2+13PPvss7M+p/kmEAjM2WSPRqMMDQ2lqnnPFzORVSmVulmAcTOvqalJ3eyUUrS1taVudpWVlamcl2RCZJJVq1bNSqEm5Y3H46m6hEkFlewN5Pf7cblcE6xKpRSRSIRQKEQ0GsXtdmdEdA4NDaUsisLCwpQl23+gjxttRSAa6AlqVg9Tek8Z8Xg8dZMtKCiY8EAx3d9WfeMpznley9ObHqOt5Bx2sfNHVX/EWtdYouxLzw4i3WF+49Bn6Pu7v4dptEmfDkoprl2b2MuqqKhoTpbJ+HPv7OyctOu11+uloKAAt9s9pSegq6srde2Vl5enroOBgQFGR0fx+/2zsgJzMV6zMTw8nGr/km4tJZXQzVBKZf095iLv/fffH1RKLUkzbU55VEqpBLBDRIqBHwKbs22WZVm2K04ppYaA1wCISAmGsnqTiPwbUAJ8Tin16yw7PgY8BuDz+dR99903i7NZGPbt28dSli+dmcoai8U4duxY6qbj9XrZuXMndrudzs7O1MByu93cddddGQPtxIkTqWaSGzduzHCPTAelFE8//TRlZWX09fVRXFw8ad6Px+Nh69atGQP68OHDiEhGIE1RURGbNm3C4/GkkpJ1XUdEUgr4wvFv0qX70MWGphJs8Y6y6b43A4ZyCwQCVFVVTQhPn+5v23n5GueOQe1gDa0lZ4mrONHqKPdtN/YNj8Y4893nqOk6SNErX8ltD84sLP1mHDhwYII1escdd0wZ9HMzxp/7yMgIly5dYnR0dNKw94aGhikjYltbW1Nuvurq6oycvJGREZxOJ65ZKPB8Gq+Qf/JOl5wk/CqlBkVkH7AHKBYRu1IqDqwEss0ttQOr0j5n2+7jwGcw5q2OYVhaTwL350Jmi9zjcDjYtm0bx48fR9d1gsEgFy5cYOvWrROCKLK1f0gqqu7u7qyKKhmeOzo6isPhyLBSRIShoaEJbVCSbbrTXXGRSGRCZGdhYeEEd93Q0BBHjx5l48aNWZUNwOr7b2Pnf36Sft9aSkdbWP2hT6TWFRUV3TQi82YUbN+M+8BVVg+u5CBG2PqPrvyIPbV72F6xnZO/aEWURvFwNyWv+505fVc27HZ7hqJyuVw5tzAKCgq44447UoV/k+675F+Px3PTlJGpCtTORalaLA1mrahEpAKImUrKA/wmRiDFr4C3AE8Aj2Aol/E8BXxbRD4P1AIbgcNpx94I1CqlnhORHUAIwzJb+Lhxixnh9/tpaGjg/PnzgFH65vz586k2JSKS9cm4oqKCpqYmvF4vZWVlE1wbyYjCZGRUaWnpBHda+g20uLiYmpoaysvL0TSNkZEROjs76erqoqKiYoLSKS0tZWBggNLSUux2O+3t7Skr6sKFC/T29tLQ0DAh6iwZLRc8fATvne+eVl29meDesgV/4AArChv4yM6PIAjfvvBtfvfp3+V3Y3+M92gdKLi08W1sXnE7ub4ll5aWZjxklJeXz1tYd9JSTdYCnAl+vx+bzUYikSAcDhMOhxclzcRifpiLRVUDPG7OU2nA95RSPxaRc8ATIvJp4ATwNQAReRjYpZT6uFLqrIh8DziH0cznD003YpLPAP/dfP8d4EfARzCsLIslTlVVFSMjI7S3t6einGpra7l+/ToikupHlI7T6eSuu+7KenMJhUKcOXMmo3RMtjkNv99PXV0d1dXVEyaaCwsLKSwsZP369VkTVZNlodITS8+fP5+a9+jt7WV4eJgtW7ZMcCl6GxtzrqCS2Px+ihxBemMeHm14Lw6njTevfSvf+OpPcF6oQmEodF2zcfyly9Q25LbSwsaNG+nr60vl7i1UJYeZomkahYWFqXnE3t7eBSmNZLEwzFpRKaVOAxNGp1KqGSOCb/zypzAsqeTnz2AopGzHflva+25g72zltFgc1q83GvqtWrUqNTeQrVNsOtmU1MDAAOfOnctIBi0rK8vqztE07abVuNM7w6Yz3kooLCxk165dXLlyJWVRVFRU4HK5sjahnE/KqlxciZillBT84t/P4eyuIrK2B2dzESgbupbgelETRmZH7hARdu7cSW9vLwMDA0u6821xcXFKUTU1NaV6ZVnkP1ZRWot5QUQywmzTl08HpRTXr1+nqakppdxEhPr6+ikn1XNJstROWVlZKlS6o6OD3bt3L2gOS0VDNZyGn33lFCODMfzFLl777jqGn3iCwIl2Bos34hu5TNHb3jMv3+9yuVixYsWMA1wWmvFKdCEfJizmF0tRWSw5dF3n8uXLGXlXTqeTrVu3zjk4YTaUlZWxa9cuurq68Hg8C55oqa9aD6dCjAzEEBS3jT5H8APfxq7rFClF8XALStOovDxoZDEuUwoKCvB4PIRCIYqLi+dU4d9iIiLyKuAfARvwVaXUZxfquy1FZbGkSCQStLa2ZiipgoICtm3bNqvw4lzhdDpZtWrVzTecB7quxzFiiQSl63Rf6afx3e/G09jI9T/7M/RoFM3pnFYn31sZTdNobGxkeHiY4uLiBa/ldytjxiL8C/AARtT2ERF5Sil1biG+31JUFksKEcloYVJZWUlDQ8O8VNTIF0pGr6LplalcrbqXb6bqz43KZPaKr3Pmu99l29vfPm8BHfmE0+lcsgEfec6dQJMZg4CIPIFRYchSVBbLD03T2Lx5Mx0dHZSXl2fNuVpujM/VqkvL1fI2NhIcGrKUlEUusIvI0bTPj5nFFABWAG1p69qBuxZMsIX6IguL6VJWVjardg63KvOdq2VhYRJXSk1sFW6QtZrQfAqTjqWoLCzygPnM1bKwmAbTqSY0b1jxmxYWFhYWN+MIsNHsN+jEaNP01E32yRmWRWVhYWFhMSVKqbiIfBj4GUZ4+teVUmcX6vstRWVhYWFhcVOUUk8DTy/Gd1uuPwsLCwuLJY2lqCwsLCwsljRz6vC7FBERHaMtyFLFjlExPh/IJ1khv+TNpaz5dN6QX/Lmk6wwN3k9SqklabzccopqqSMiR6fIVVhS5JOskF/y5lLWfDpvyC9580lWyD95p8uS1J4WFhYWFhZJLEVlYWFhYbGksRTVwvPYzTdZMuSTrJBf8uZS1nw6b8gvefNJVsg/eaeFNUdlYWFhYbGksSwqCwsLC4sljaWoLCwsLCyWNJaisrCwsLBY0liKapkjy70rocWyxxoDSx9LUeUQEfltEfmwiNxpfl6yv6+I/I6IfAlYu9iyTAcRebOIvFVE1pmfl+zNRUTebsq62vw86+tARBqW8rmOxxoD80c+jYFcs2QvonxCRCpF5BngfYAf+IqIbFRK6Yss2gREZIOIHADeCXxLKdW82DJNhYhsEpFfAR8C7ga+JiKb1BIMVxWREhH5EfABYDXw7yJyu1JKn+kNW0TWicgJ4AVg2zyIm1OsMTB/5NMYmC+sNh+5YR1wUSn1EQARqQEiiyvSGCIiSillPoHtxXhAeb9SqlNEfEqp0UUWMSsiYgdeBfxAKfXP5rJPA28BPr2Ysk1CBdCnlHoDgIh4ge8AW2dywzaV2nbgqxhK6s0ickUpFZwHmXOFNQbmgTwcA/OCpahmiYi8CjirlGrDaNG8U0R2Aw9jPKk1i8gJpdTzImJTSiUWUVwPEDQH6gGMNtLvE5EYsFdEjgD7lVL7l4CsiMgrMG56HSLyAyD9JmIDOsztZLGfKk1ZzyulbgAbgRUiYldKxYHngY+JyDuVUt+52W+bfk2JyK+UUoOmm+cbwK+A5xbglKaNNQbmj3waAwuB5fqbISLSKCJXgI9guDfeppT638C3gP8B3Ae8BkgA/wGwWBe9iDwkIgPA95PLTDfHS8DbgN3AF8xV3zLXL9oAFZHXi8hJ4GMYbrOHlVJtSql+EbGZmxVi3HRYzAE6TtZvishrlFI/ARzAZ0Xkj4APAl8BPmnKm/W3HXdNfVlEfhsYNvdpxuiq+m4RqZzv85oO1hiYP/JpDCwoSinrNYMX8F7gT833b8QoWfKo+fnPgS1p2z4PvH2R5CwFvgj8LtAG/FbauiKgcdz2+4E3LeLvugH4L+AB8/NHgb8DvIxVUPEAx4Ba83Ox+VdbArL+g/l+M/BWDLfdQ+ayJ4CGGVxTXwI+lLbeCzwLvN78XLgY5z2FvNYYmL/rakmOgQX/bRZbgHx7mTeRz5nvfcCrgZ8ABcC/A58w1xUD/xuoX0RZG8y/j2K4ESbbrhr4LrBykX/b29PebwAuAL60ZTXA183B+kXz93UuEVkvpsuatm478M1ZXlO1adv8JvBT85yfXKzzvom81hjI/XW1ZMfAQr4s1980SYvaegy4R0QqlTEBexQ4i/Fk+T+BR0TkMYz5hDZg0SKKlFIXzb+PAWER+SikJmiTUWp/hHEDbAFuLJasAEqp06ZcGsZN71TaZzBuJu8BDgFR4BGlVHThJc0q68nkZzEoEpE/BX4InDKXSdo+N7umTgPvSPvKBuBBoAv47YU872nKuyTGwPjoyqU+BrLImzdjYCGxFFUWROTlIvKwiBQmlykjxFiASxghw39srhoCrgM1SqlLwEMYcwrvUEr9iTIm1RdU1nHrHebbP8SYP0ApFTcHagOwCXiXUuov1AL45ieTN+0mbldGhNxGIKqUGlVjEXP1wH9iuGc+puY5Cm6Osvow5qveoJT6HPAbwF+mH+cm11QXkPye1RjWyQ6l1IfVAkSoich9IvJXM5B3McfABFnHrV9qYyCrvEtxDCwZFtukW0ovoA7D/H8Rw4Xxr4y5Dhxp2+0Afg280vz8J8BnlpvGcmoAAAcCSURBVJCs9nHbaubfx4GngH9jgecNZiKvueyzGHM9RRiuppfniaz/mrwu0ta7zd9dBzYnj5N+rKVwTeWjvFPIahu33aKPgZnIm+W6WtAxsNRelkWVyQeBY0qpvRiTwgWYuSBKqZiIuETkD4A4xg3pEyLyLYxEvBeWkKxxEXGKyIdEZI8aexrTgQeANqXUd5eovHvN7Veb2/0KaFFKPZ8nsl5VSv0yeSAR0ZRSYeAZjJyqx5PHSTvWUrmm8krem8iaEBHHUhoDM5B3KYyBpcVia8rFfgF3AmvM9+605X+EEcL6GowckXKgHSOU1Wtusw74HaB8icr6D2myvhv4J6B0Cf+26fKeBr4GFOWbrOaxVqYdowj4MYar/RLwanP5Sox8mEW7pvJN3lnIuhTGwGzlXdAxsJRfiy7Aop24Ud/rLPALDBfPK9IukIcxJsEfwTC//wNwAXVp+0u+yGpuN8FltcTlLc43WSc5VoG57l/Nv68E+oBfYrh86tOOs2DXVL7JO1dZl8gYmKm8CzIG8uG1nF1/dwPfV0r9JsZTy2sw8i0AnlZKvVEp9ThGCKgduE8pdc0M3tKUeSXlg6xguBfyQF4tTd7BPJQ127HeIiIuoEhENmJE8mlA3PyfXF6kayrf5J2TrLAkxsB05F2MMbDkWc6KqoGxqsnfwQix3SUiDcrwxSd/mzDGU/RJMDLB1cIX2swnWWH28up59NtmkzXbse7GmGtwmPu2Ai8DHhCRCjXGUvk/LVV580nWuci7GGNgybPsFFUyBBTDpeMWowpxEONC6gDuN9cXi8h7gacx8isG0/a1ZM1zeXMp602O1YYRrv15YK1S6m+VUheA3wfiS/D/tKTkzSdZ81HefOGWVlQiskNEPigi1cllae6KHoys77eayy9j1CYrMNffizH5+jGl1EeVUpH5dHXkk6z5Jm8uZcUokfSBGRxLYVQOOKiU6hYzp0cp9ZhSamAJ/p8WTd58kjUf5c1nbklFZYZ5fgXDN/wbwGdE5K7kOgBlVHx+HtggIm81d72Gaa4rpZ5USt2vlDpgyZqf8uZSVuDQLI91NXksc5vY/J3xGHM49wWXN59kzUd5bwVu1TYf2zBCOu8AEJFvAL0wdnGIyJswIm6+D/yDiLwMo5ryfzPXL1T5/HySNd/kzaWscz7WApNP8uaTrPkob/6jlkDoYS5eGE8qbvP9TozEviLgTcB5jKKUOzEqEZ/GKOlfYW7fiFERetIK18tV1nyTN5ey5tN555u8+SRrPsp7q72SpePzFhFZg1FexAkMAv9DKXVOjC6Y6zFyFf4Uo0bWDuCvMBqoXbFkvXXkzaWs+XTe+SZvPsmaj/Lesiy2ppzNi7REQ+Cfgb8x338Y+AFjT8R/jVkfC6OiwBeB96XtO+89XPJJ1nyTN5ey5tN5L+f/k/XbLs9XvgZTuGGsVD9GBjhKqX8G7gDeK0b+SxjDL4xSqhdYkdzWXLYQ+Qr5JGu+yZtLWfPpvMkzefNJ1nyU95Ynr4IpROQB4M+AiyLyvFLqeyLSDzSKyCVzszMYNdnqMXJffiwifwfswciPWZDeOPkka77Jm0tZ8+m8803efJI1H+VdViy2STfdF0a3y0PA6zEmJ7+DUbG5AKPHzI+BA8Auc92Hzf12AL8HvNGSNf/lzaWs+XTe+SZvPsmaj/Iut9eiC3CTi0djrI/MuzCLOZqf348xuZmMrFmXtu7DwAcsWW8NeXMpaz6dd77Jm0+y5qO8y/m1ZOeoxChb0w78rbnoJeCdZhQOGG7LKxhl8cEob4OIPAq8DzhuyZqdfJI3l7Lm03mb35s38uaTrOb35pW8y57F1pTZXoAf+BHwEYwLYpO5/AsYZvcLGHkKtwE/AarM9X8MHAF2W7Lmv7y5lDWfzjvf5M0nWfNRXuu1hF1/wGrz72eB75rvbUApcI/5eRVGq3CX+dlryXpryZtLWfPpvPNN3nySNR/lXe6vJev6U0q1mm+/AKwVkQeVUglgSI3ViPt9IIjRFhtlVClecPJJVvO780beXMqaT+dtfnfeyJtPsprfnVfyLnsWW1NO54URVfNc2uc7gScxwkOrF1u+fJU13+TNpaz5dN75Jm8+yZqP8i7H15IvoSRGJ1FdRL4P3AAiGO2dL6slVqYkn2SF/JI3l7Lm03lDfsmbT7JC/sm7XFmyrr8k5kXkBSqBdwKtSqlnluJFlE+yQn7Jm0tZ8+m8Ib/kzSdZIf/kXa7kS2WKD2FE5zyglIostjA3IZ9khfySN5ey5tN5Q37Jm0+yQv7Ju+xY8q4/GDPPF1uO6ZBPskJ+yZtLWfPpvCG/5M0nWSH/5P2/7dlBEQAADIMw/65ng10TEzxY9CJUAOzKPyoAtgkVAGlCBUCaUAGQJlQApAkVAGkHogS172foVEcAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"temporal total variation, freq=3h, hist_len=0, avg_loss=90.3%, time=0.2s\n",
"temporal total variation, freq=3h, hist_len=1, avg_loss=79.1%, time=0.2s\n",
"temporal total variation, freq=3h, hist_len=10, avg_loss=72.6%, time=0.3s\n",
"temporal total variation, freq=3h, hist_len=100, avg_loss=69.8%, time=0.5s\n",
"temporal total variation, freq=3h, hist_len=1000, avg_loss=69.5%, time=0.7s\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"=== session time delta describe ===\n",
"count 9.905700e+04\n",
"mean 1.921129e+04\n",
"std 2.886168e+05\n",
"min 0.000000e+00\n",
"25% 0.000000e+00\n",
"50% 0.000000e+00\n",
"75% 3.700000e+01\n",
"max 1.749021e+07\n",
"Name: TIMESTAMP, dtype: float64\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"=== user time span describe ===\n",
"count 9.430000e+02\n",
"mean 2.018041e+06\n",
"std 4.389324e+06\n",
"min 1.200000e+02\n",
"25% 1.057000e+03\n",
"50% 2.961000e+03\n",
"75% 7.398970e+05\n",
"max 1.836258e+07\n",
"Name: TIMESTAMP, dtype: float64\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"########################################\n",
"# DIAGNOSING USERS TABLE, SAMPLE:\n",
"########################################\n",
" USER_ID AGE GENDER OCCUPATION ZIPCODE\n",
"201 202 41 F educator 60201\n",
"620 621 17 M student 60402\n",
"230 231 48 M librarian 01080\n",
"381 382 45 M engineer 01824\n",
"194 195 42 M scientist 93555\n",
"56 57 16 M none 84010\n",
"98 99 20 M student 63129\n",
"474 475 30 M programmer 75230\n",
"716 717 24 M technician 84105\n",
"570 571 34 M artist 01945\n",
"\n",
"=== Users table, original shape=(943, 5) ===\n",
"\n",
"Missing rate of all user meta-data 0.0\n",
"User coldstart rate 0.0\n",
"\n",
"=== Describe ===\n",
"\n",
" AGE\n",
"count 943.000000\n",
"mean 34.051962\n",
"std 12.192740\n",
"min 7.000000\n",
"25% 25.000000\n",
"50% 31.000000\n",
"75% 43.000000\n",
"max 73.000000\n",
"\n",
"=== GENDER top 10 categories ===\n",
"M 670\n",
"F 273\n",
"dtype: int64\n",
"\n",
"=== OCCUPATION top 10 categories ===\n",
"student 196\n",
"other 105\n",
"educator 95\n",
"administrator 79\n",
"engineer 67\n",
"programmer 66\n",
"librarian 51\n",
"writer 45\n",
"executive 32\n",
"scientist 31\n",
"dtype: int64\n",
"\n",
"=== ZIPCODE top 10 categories ===\n",
"55414 9\n",
"55105 6\n",
"10003 5\n",
"20009 5\n",
"55337 5\n",
"27514 4\n",
"55454 4\n",
"55408 4\n",
"63108 3\n",
"22903 3\n",
"dtype: int64\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/local/home/yifeim/g/amazon-personalize-samples/diagnose/diagnose.py:74: UserWarning: \n",
" Heavy-tail ZIPCODE distributions are usually hard to learn (slope=-0.2606131039384656)!\n",
" Consider rolling up ZIPCODE or dropping its rare values.\n",
" \n",
" \"\"\".format(name, slope))\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"########################################\n",
"# DIAGNOSING ITEMS TABLE, SAMPLE:\n",
"########################################\n",
" ITEM_ID _TITLE CREATION_TIMESTAMP \\\n",
"477 478 Philadelphia Story, The (1940) -946771200.0 \n",
"394 395 Robin Hood: Men in Tights (1993) 725846400.0 \n",
"1227 1228 Under Siege 2: Dark Territory (1995) 788918400.0 \n",
"1614 1615 Warriors of Virtue (1997) 862531200.0 \n",
"1186 1187 Switchblade Sisters (1975) 169516800.0 \n",
"1191 1192 Boys of St. Vincent, The (1993) 725846400.0 \n",
"211 212 Unbearable Lightness of Being, The (1988) 567993600.0 \n",
"1023 1024 Mrs. Dalloway (1997) 852076800.0 \n",
"1053 1054 Mr. Wrong (1996) 824428800.0 \n",
"279 280 Up Close and Personal (1996) 825638400.0 \n",
"\n",
" _ _IMDb_URL GENRE.0 GENRE.1 \\\n",
"477 NaN http://us.imdb.com/M/title-exact?Philadelphia%... 0 0 \n",
"394 NaN http://us.imdb.com/M/title-exact?Robin%20Hood:... 0 0 \n",
"1227 NaN http://us.imdb.com/M/title-exact?Under%20Siege... 0 1 \n",
"1614 NaN http://us.imdb.com/M/title-exact?Warriors%20of... 0 1 \n",
"1186 NaN http://us.imdb.com/M/title-exact?Switchblade%2... 0 0 \n",
"1191 NaN http://us.imdb.com/M/title-exact?Boys%20of%20S... 0 0 \n",
"211 NaN http://us.imdb.com/M/title-exact?Unbearable%20... 0 0 \n",
"1023 NaN http://us.imdb.com/M/title-exact?Mrs%2E+Dallow... 0 0 \n",
"1053 NaN http://us.imdb.com/M/title-exact?Mr.%20Wrong%2... 0 0 \n",
"279 NaN http://us.imdb.com/M/title-exact?Up%20Close%20... 0 0 \n",
"\n",
" GENRE.2 GENRE.3 GENRE.4 ... GENRE.9 GENRE.10 GENRE.11 GENRE.12 \\\n",
"477 0 0 0 ... 0 0 0 0 \n",
"394 0 0 0 ... 0 0 0 0 \n",
"1227 0 0 0 ... 0 0 0 0 \n",
"1614 1 0 1 ... 1 0 0 0 \n",
"1186 0 0 0 ... 0 0 0 0 \n",
"1191 0 0 0 ... 0 0 0 0 \n",
"211 0 0 0 ... 0 0 0 0 \n",
"1023 0 0 0 ... 0 0 0 0 \n",
"1053 0 0 0 ... 0 0 0 0 \n",
"279 0 0 0 ... 0 0 0 0 \n",
"\n",
" GENRE.13 GENRE.14 GENRE.15 GENRE.16 GENRE.17 GENRE.18 \n",
"477 0 1 0 0 0 0 \n",
"394 0 0 0 0 0 0 \n",
"1227 0 0 0 0 0 0 \n",
"1614 0 0 0 0 0 0 \n",
"1186 0 0 0 0 0 0 \n",
"1191 0 0 0 0 0 0 \n",
"211 0 0 0 0 0 0 \n",
"1023 0 1 0 0 0 0 \n",
"1053 0 0 0 0 0 0 \n",
"279 0 1 0 0 0 0 \n",
"\n",
"[10 rows x 24 columns]\n",
"\n",
"=== Items table, original shape=(1682, 24) ===\n",
"\n",
"Missing rate of all item meta-data 0.0\n",
"Item coldstart rate 0.0\n",
"\n",
"=== Describe ===\n",
"\n",
" CREATION_TIMESTAMP _ GENRE.0 GENRE.1 GENRE.2 \\\n",
"count 1.682000e+03 0.0 1682.000000 1682.000000 1682.000000 \n",
"mean 6.153297e+08 NaN 0.001189 0.149227 0.080262 \n",
"std 4.549884e+08 NaN 0.034473 0.356418 0.271779 \n",
"min -1.514765e+09 NaN 0.000000 0.000000 0.000000 \n",
"25% 7.258464e+08 NaN 0.000000 0.000000 0.000000 \n",
"50% 7.889184e+08 NaN 0.000000 0.000000 0.000000 \n",
"75% 8.455968e+08 NaN 0.000000 0.000000 0.000000 \n",
"max 9.091008e+08 NaN 1.000000 1.000000 1.000000 \n",
"\n",
" GENRE.3 GENRE.4 GENRE.5 GENRE.6 GENRE.7 ... \\\n",
"count 1682.000000 1682.000000 1682.000000 1682.000000 1682.000000 ... \n",
"mean 0.024970 0.072533 0.300238 0.064804 0.029727 ... \n",
"std 0.156081 0.259445 0.458498 0.246253 0.169882 ... \n",
"min 0.000000 0.000000 0.000000 0.000000 0.000000 ... \n",
"25% 0.000000 0.000000 0.000000 0.000000 0.000000 ... \n",
"50% 0.000000 0.000000 0.000000 0.000000 0.000000 ... \n",
"75% 0.000000 0.000000 1.000000 0.000000 0.000000 ... \n",
"max 1.000000 1.000000 1.000000 1.000000 1.000000 ... \n",
"\n",
" GENRE.9 GENRE.10 GENRE.11 GENRE.12 GENRE.13 \\\n",
"count 1682.00000 1682.000000 1682.000000 1682.000000 1682.000000 \n",
"mean 0.01308 0.014269 0.054697 0.033294 0.036266 \n",
"std 0.11365 0.118632 0.227455 0.179456 0.187008 \n",
"min 0.00000 0.000000 0.000000 0.000000 0.000000 \n",
"25% 0.00000 0.000000 0.000000 0.000000 0.000000 \n",
"50% 0.00000 0.000000 0.000000 0.000000 0.000000 \n",
"75% 0.00000 0.000000 0.000000 0.000000 0.000000 \n",
"max 1.00000 1.000000 1.000000 1.000000 1.000000 \n",
"\n",
" GENRE.14 GENRE.15 GENRE.16 GENRE.17 GENRE.18 \n",
"count 1682.000000 1682.000000 1682.000000 1682.000000 1682.000000 \n",
"mean 0.146849 0.060048 0.149227 0.042212 0.016052 \n",
"std 0.354061 0.237646 0.356418 0.201131 0.125714 \n",
"min 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"25% 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"50% 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"75% 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"max 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"\n",
"[8 rows x 21 columns]\n",
"\n",
"=== _TITLE top 10 categories ===\n",
"Kull the Conqueror (1997) 2\n",
"Deceiver (1997) 2\n",
"Body Snatchers (1993) 2\n",
"That Darn Cat! (1997) 2\n",
"Substance of Fire, The (1996) 2\n",
"Nightwatch (1997) 2\n",
"Butcher Boy, The (1998) 2\n",
"Money Talks (1997) 2\n",
"Chairman of the Board (1998) 2\n",
"Chasing Amy (1997) 2\n",
"dtype: int64\n"
]
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/local/home/yifeim/g/amazon-personalize-samples/diagnose/diagnose.py:74: UserWarning: \n",
" Heavy-tail _TITLE distributions are usually hard to learn (slope=-0.0336603600865235)!\n",
" Consider rolling up _TITLE or dropping its rare values.\n",
" \n",
" \"\"\".format(name, slope))\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"=== _IMDb_URL top 10 categories ===\n",
"nan 3\n",
"http://us.imdb.com/M/title-exact?Kull+the+Conqueror+(1997) 2\n",
"http://us.imdb.com/M/title-exact?Hugo+Pool+(1997) 2\n",
"http://us.imdb.com/M/title-exact?Liar+(1997) 2\n",
"http://us.imdb.com/M/title-exact?Ulee%27s+Gold+(1997) 2\n",
"http://us.imdb.com/M/title-exact?Designated%20Mourner%2C%20The%20%281997%29 2\n",
"http://us.imdb.com/M/title-exact?Ice+Storm%2C+The+(1997) 2\n",
"http://us.imdb.com/M/title-exact?Chasing+Amy+(1997) 2\n",
"http://us.imdb.com/Title?Hurricane+Streets+(1998) 2\n",
"http://us.imdb.com/M/title-exact?Nightwatch%20(1997) 2\n",
"dtype: int64\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/local/home/yifeim/g/amazon-personalize-samples/diagnose/diagnose.py:74: UserWarning: \n",
" Heavy-tail _IMDb_URL distributions are usually hard to learn (slope=-0.03824519783286988)!\n",
" Consider rolling up _IMDb_URL or dropping its rare values.\n",
" \n",
" \"\"\".format(name, slope))\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"diagnose(interactions, users, items)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}