{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 歩行量とWi-Fiデータの比較\n",
"\n",
"\n",
"7月に並木君が修正したデータについて、階層線形モデルで行う。\n",
"\n",
"\n",
"\n",
"手順:\n",
" - 2日間のデータを訓練データとして、lmerにより、地点ごとの回帰係数(切片、傾き)を求める\n",
" - その係数を用いて、もう1日のWi-Fiデータから、地点・時間ごとに予測値を求める\n",
" - 両者の散布図をつくる\n",
"\n",
"マニュアルページ:http://www.statsmodels.org/stable/mixed_linear.html\n",
"\n",
"このipynb https://8tops.yamanashi.ac.jp/~toyoki/labTips/dataScience/notebook/lmer_kofu201908tyk.ipynb\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## データの読み込み"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"''' 地点の名前を得る '''\n",
"import csv\n",
"def getPointName(area, kind='name'):\n",
" filename = {\"kofu\": \"/var/www/html/kofu/kofu_position.csv\",\n",
" \"fuefuki\": \"/var/www/html/ff/sensor_points.csv\",\n",
" \"hakushu\": \"/home/toyoki/public_html/hakushu/points_hakushu.csv\"}\n",
" pointName = {} \n",
" with open(filename[area],\"r\") as f:\n",
" reader = csv.reader(f)\n",
" header = next(reader)\n",
" for line in reader:\n",
" if len(line) < 4:\n",
" continue\n",
" if kind=='group':\n",
" pointName[line[0]] = line[4]\n",
" else:\n",
" pointName[line[0]] = line[3]\n",
" return pointName\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 単純な散布図\n",
"\n",
"データの読み込みがうまく行っているか確認"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" point | \n",
" date | \n",
" hour | \n",
" all_device | \n",
" global_device | \n",
" local_device | \n",
" pedestrian | \n",
" bicycle | \n",
" bike | \n",
" name | \n",
" group | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" kofu10 | \n",
" 20181130 | \n",
" 10 | \n",
" 180 | \n",
" 36 | \n",
" 144 | \n",
" 67 | \n",
" 12 | \n",
" 8 | \n",
" 河野スポーツ | \n",
" 中央 | \n",
"
\n",
" \n",
" 1 | \n",
" kofu10 | \n",
" 20181130 | \n",
" 11 | \n",
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" 49 | \n",
" 239 | \n",
" 90 | \n",
" 25 | \n",
" 10 | \n",
" 河野スポーツ | \n",
" 中央 | \n",
"
\n",
" \n",
" 2 | \n",
" kofu10 | \n",
" 20181130 | \n",
" 12 | \n",
" 213 | \n",
" 40 | \n",
" 173 | \n",
" 110 | \n",
" 23 | \n",
" 8 | \n",
" 河野スポーツ | \n",
" 中央 | \n",
"
\n",
" \n",
" 3 | \n",
" kofu10 | \n",
" 20181130 | \n",
" 13 | \n",
" 230 | \n",
" 46 | \n",
" 184 | \n",
" 70 | \n",
" 24 | \n",
" 12 | \n",
" 河野スポーツ | \n",
" 中央 | \n",
"
\n",
" \n",
" 4 | \n",
" kofu10 | \n",
" 20181130 | \n",
" 14 | \n",
" 342 | \n",
" 65 | \n",
" 277 | \n",
" 89 | \n",
" 26 | \n",
" 7 | \n",
" 河野スポーツ | \n",
" 中央 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" point date hour all_device global_device local_device \\\n",
"0 kofu10 20181130 10 180 36 144 \n",
"1 kofu10 20181130 11 288 49 239 \n",
"2 kofu10 20181130 12 213 40 173 \n",
"3 kofu10 20181130 13 230 46 184 \n",
"4 kofu10 20181130 14 342 65 277 \n",
"\n",
" pedestrian bicycle bike name group \n",
"0 67 12 8 河野スポーツ 中央 \n",
"1 90 25 10 河野スポーツ 中央 \n",
"2 110 23 8 河野スポーツ 中央 \n",
"3 70 24 12 河野スポーツ 中央 \n",
"4 89 26 7 河野スポーツ 中央 "
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"# 甲府データの読み込み\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"\n",
"# テストデータ (並木によるデータ)\n",
"df = {}\n",
"wifi_data = pd.read_csv('/home/toyoki/work/kofu/reg_analysis201908/wifi_hourly_20181130-20181202.csv')\n",
"survey_data = pd.read_csv('/home/toyoki/work/kofu/reg_analysis201908/survey_hourly_20181130-20181202.csv')\n",
"df = pd.merge(wifi_data, survey_data, on=['point','date','hour'])\n",
"# 地点名\n",
"name_of_point = getPointName('kofu')\n",
"group_of_point = getPointName('kofu','group')\n",
"df['name'] = df['point'].map(name_of_point) # mapには辞書を。または、無名関数を与えてもよい (lambda x: name_of_point[x])\n",
"df['group'] = df['point'].map(group_of_point)\n",
"# 日にち等の限定 (なければdfそのものを描画)\n",
"df4plot = df\n",
"#df4plot = df.query('date!=\"20181130\"') # 1130を除外\n",
"#df4plot = df.query('date==\"20181130\"') # 1130だけ\n",
"# 描画\n",
"sns.pairplot(x_vars=['local_device'], y_vars=['pedestrian'], data=df4plot, hue='name', height=7)\n",
"\n",
"df4plot.head()"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# seabornのregplotの利用:散布図だけではなく回帰線を引いてくれる (色の指定が困難)\n",
"sns.regplot('local_device','pedestrian', data=df4plot)"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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qreOWXJbmXJZ8Ic/cTJMHx865mvAA2TnnXEn5XJpU26yqXS+Vz9GUSVOwAnOz8zw4ds7VjAfIzjnnFlMoZGlvm1m1jUCyhQJz0iE4bszMI1/IV+W6zjlXigfIzjnnFlHtWsd5s1DOzQo0ZpvJFnJVua5zSwpJ4+KmNK5CHiA755xboNq1js2M2el2clagKddMJp+pynXrnaQtJZ3QzWM2l/TDoratJZXcYnqgkrS0pE1qPY7+IukISbuXee4rPfz3vDg+XIU8QHbOObdANWsdA8yN5dyasy2kcoN3x7we+CxwZGcdJA2R1NDxANYB9i9qWx/YN9kW28udc0NJa/fpKwnn/bSkIyX1astwSasBGwB/l7RTJ/3ul3R9ifZfSTqqN2Moc72hkqYUPX4naaKkXJnH30ucZyRwHnCMpOElLrUWsEVfj98trux/JM4555Ys6VR1ax3Py6Rpy+dozbbTmmuv2nUHkeuAQ0u0l5r+X6RN0tZm9lSJfhcBHwKTez26hddaAfgrMA24ESh5JyTpR8CBZrZBJ6e7Dnib8Lpvk7SWmXVZKFvSqsDZwIXA/ZLmmdlt3XslnV+CELhvCWSAzwNfje1DgWFmtiB3SNJk4OAS5/kGMBOYD9wr6avAT4HDgGWAGfH4ZsCA+Wa2auK8mwP/LTtIqdTvyyFmdlOlL3RJ4QGyc865UOs4Xb1ax625LPNzWVK5FM012AgkdfLeY4FdgPHAHOChkef/sXpvQBQDtw86eb7UKsmrzOxoM5tMIpCVNAk41cw2SbTtSwg69++zQXeDpLHAnwnB3N5m1tnHBA3AiC5OuT8hAHwO2K6S4DiaBowFfkEIQreu8LjuetHMUpJW7+6Bcfb4FMIYbwIeBm4hvOaLgDeAtc2sXdJDwBVmdmeZ000o+vmT8fGvEn2buzvWJYEHyM45t4Srdq3jVD5HYyZdk13yUifvLeBo4HhCmuFwwuxqPnXy3hcDV448/4+1qC+3MTA18fPJwLaEWciky5M/SLor0WcocKmkEcCjwL6EgHNmTG14CDjRzP7X3cHFj/tXA8aY2QsVHrMy8DdgKeDzZjazu9ctOt8XgJWAA4AmM3u70mPNLC/pm8A/gZlmdn5vxtIDzxRllyxHCHiTfhq//t7McpIOAC4Fvhjb5wLHSnoT2B64XNJuwMdm9mLyRGY2O/mzpL2ByWa2XZ+8miWAB8jOObcEy+fSpNqrV+u4o5xbpna75B0NfJ8wa5Ysl9EQ2wGuqPagCB+VN3X8IOkTwNvJtthevIpxKDDJzO6UdBEwHViZMCt9FjAO+Ag4LX4vSSua2fSi844EJsY+S0v6GbB64rEScd2SpM3M7LnOXkxcRHcvYdZyFTP7uKJ3YfHzCNgDOAnYmRDgfsXMWis4fFVJo82sDSDOvG5t/ftL1xIDYQGPJ9q/ByRrF+4GbN7xQ0yNODH+mImfHBghED4ltj8Xf94euA84JLY/AiwSIJeh+O+8CDNLVXDsEscDZOecW0ItqHVcpSC1o5xbtpCjMVP9jUBiWsXxLB4cE39uBo5Lnbz3TSPP/2OtP3b+HDBW0rpm9no3j/0JIYgCWAFoIQTS84H7gV8TPsZH0hHAObFfhxnAusA7wBPx63zgDuDRzoLjuADwNODHhLQGuhscSxoGbEWYGf96HNsfCSkVT3bjVLsA70j6JSEdoa2fg2MIM+ypOGObrELyaFEO8uokAmRgHnCMmf1W0jXAa2Z2Qex7OCEtpJRHzeylxM+CssXLtwFKJfv3auHkYOUBsnPOLYGqXevYzJiTTpEp5JibnUehStctsgshUCxXaDlHSAfYFbinWoMqJulTwEbANcBTkvY3swc7OeQ6SVcSxn62mR0Sz7MTcBnwZcLM66ZmVpxL8x/gOEIQ/A5wO/BhzG/uGM8w4O+EQPvbnYx7N+DnhJnoQ4Bl6f5s/CeBRmAYIU3k58BdZtaTjzn+ADxLCNZ/IOk04PpSQbKks4Azu3n+tJktNiNbxguSlgZGE25AhhLe+w4zgW0lbUsIZDeWtCEwG7iesMCw+L3vCMCTAfJQFp2pTnrSUywq5wGyc84tYapd6xhCObdUPlvrXfLGEwKvzjTEfjURUwouAP5sZkdLege4T9IkM7u7zGGHJ1IsVpT0VmxfjhAw/YMwC/uKpI6k773NbEqcfVwQYBVXYZM0ijBz/Glgh1KpDZLWBW4gzIjeDOxhZtMlHd2Dt2AecCDwLzPrbWmTjJn9StINwC8JFTCOkvQdM3u2qO+lwK3dPH+pu7z2xHv4aKJ9E8LCwAvN7HMQFlVKOiBW02gDrox9lwXeJ9ykdaTYjAV+VnStlUuMeWQ8l+slD5Cdc24JU+1ax/OyGdpy2XrYJW8OpUugJeViv6qTNJRQrWB74DMAZnZ+nMG9NS7a6spMQnrCjwhpGkcAXyIErncTPmKfDFQ6I3sWIbDbycyKF5V1eJeQb3uYmb1a4XnLmW9mD/XyHIuIC9YOk3QvcDVh8eKzJfrMLnF4d40qk2IB8BSwtqSJhDJwvyXmHZtZNqa7XE34t5lK+HcbSrj5mGFm6yVPJqlUQL8s4SYDSe8BHSXgBAyRVPwf4B5m9kBPXuhg5xuFOOfcEqTatY5bc1nmZzP1skveQ4SPn8tNDjUQAuTO0hn6yyaEElyTgC+a2UcdT5jZOYR0i11KHDcUuDHODB9LmNU8nJBrfSdhRvFEwkzkUELQfBth0V0lTgM2K8pzXYSZZczsB30QHPcrM7uHkLrykxpdPwtcRfh3uZxwQ3FpoksO2CHx826EBXgQPhl4L/kAvlLiMp8mLNSE8Pu8m5k1mNlQM1P8vsHMGmI/jwPL8DfGOeeWENlMdWsdp/N5GjNpmrOtdbFLXqxzfDGwNIsHyQ2x/ZIaLdBrI8zEblLi43+A7wDfLdE+CtjXzMYQgq7tCTOkXyNUfehIKdkE+B+wCuEGYGwlgzKzgpm9V/nL6JUCIYjvN2Y2vYtazL01NC5ULBdfnUeoCnJCic05niGU9oOQT54FHoipMA3AW4RScH8EbjKzpQg55klbAt1d1OlK8BQL55xbAuSy7aTaq1frOJRzS9GSbac1V1cpkR15nscRgpCOWeMcIff3yjLH9bc3zGxSuSctrqYssVPzWixaP/lxMztP0laEYPhzsf2rhI/1v2xmnc2gziAsFtslfl8gzEKPJmw+Md7Mrqn4VXXPO8AnJR1GKFvWRkgNGBkfywLLE9IYLi97ltpKFvZO5iB3lO5bn3DzcrekqWZ2f6LLw4SSfPsRFiv+E3hb0qaE9+KzwA8Js+AdzpbUElNxPkFYYHpsH7+mJZIHyM45N8hVu9ZxPlasaM2112SXvM7ETUCuSJ28980supPeg3VQ2q0kSfsTAqcWQvm1Z2P75oSZ4A8lLUvYini2pPsJlSS+B7QCZmY/ju3XSjoK+JKVLmHyM+A3hJ3cliVspGKE7aFbCZtV9FeAfCuwBWGTlJUINzBDCTOpGcLrbyTMpNZbgGzA04SFjBlYsHhx7/j8fwj/PteY2c8lHQPcI+kOQnUKEW5gdgb2JLzXfyBUIEkRcpPfjOeZBCwX/803ZuHW0h11kf+SGNffy+zGCP08Wz/QeYDsnHODWKGQJdU2q2o1h21BcJyq+i553RHTLWpWyq2bTifMFI8iBIk/j+37Ar8DPkWYfWwgzBQ/RAiaTgDOJWwqgZk9KemzwAZlgmNiHvGufTTulwk5txWJdYKP66Nrn0/pmr/9wszyhMWRSQcSgt1zgL+Y2VOJ/ndIep+wyUt73P3wKMKs857Av83MJP2A8O//D+ALse0pwg3CUYS0nB/G0/4eyBXtovelciUCJX3Yu1c9uKkGuxgNSpKaxo0bN66pqanrzs45VwVmBdpaple3nFs6RVM2xdxMU58G5TuvudOg3MwgVqjYGHixY+axG8cOAUZ27BTnBh9JqwFDzezdWo9lSeMzyM45NwiZGakq1zqel80wP5uuyS55A1WsbPBMD48t4DVvBzUzm9p1L9cf6qKKhaQNJV0mqVXSwbUej3PODXTp9jnkcqmqXa8tl6Mpk6rlLnnOOddnahogS1pD0uuEXXz2JqySLe5zliTr5HFdUf/2Mv2uKeo3RNL/SZoiqU3SK5K+1a8v2DnnqiDUOl5sw7P+u14+z+x0e613yXPOuT5T6xSLacC1hBWXHTUgi5Xb/nErwuKEGzsaJC1PKAWzPzClqH9xcvClhBWfJxEWM+wGXC5pWTM7v9uvxDnn6kC1ax3nCoUQHGfn13qXPOec6zM1DZDNLEVYaYqk1cv0Kbn9o6SrgXvN7J+J5onx6yNFqziLj90MOAY4wsw6ZqBfkLQUcJakq8xsXjdfjnPO1VQu2066vbFq1yuYMTudYm52fj3skuecc32mLnKQu0vSV4BtgB8UPTURmNdZcBwdDMwn1BhMuhIYQSjN4pxzA0Y+nyHVPgujuuXc5maa62KXPOec60sDMkAmbLV4m5m9UdQ+EXhX0lGSXpDULOlFSd8s6rc58LyZLVIj0cw+Aj4gbMm5CElNnT2AcX338pxzrnKFQo5U68yqVo5ozKSZk2mpt13ynHOuT9Q6B7nbJO1BqBl5aImnJxKC2+0JBdILwNeB6yUtZ2YXxX4TgBfKXGIasHKfDto55/qJWYH21pkUrHqL4+ZnM8xJt9Ccrd+NQNzgImlo3IzDuaoYiDPIpwD/MLP/lXjuT8C3zewQM3vEzB4zs+8Qdpf5iaSRsV8Wyn4OWbLdzJbp7AF4zrJzrqpqUeu4LZdjVqqlrnfJc70n6SBJJ0kaXsVrviVpxzJPz5O0Xg/OebqkTXs5tOJzriHpL133dAPZgJpBlrQRsAPwjVLPm9lDhC02i/2JMOP8aeA54GNgxTKXmQC82OvBOudcP6t2reNMPs+MVAuN2fm+EUg/knQYsL+Z7dGDY08ERpjZeb24/l6EKlEfAJtLOsiq8w/eAPT1jolHAVMJf/u7RdJ2hG28i60G7ClpcplD7/GF/gPfgAqQgW8RFtf9sZvHjYhfO2ofvQAcJWmEmS1YXRLLxK0FXNjbgTrnXH+qdq3jXKHA9FQLc32XvGoYD6zZw2N3A57v6YUlbUwIjn8A3AE8Adwg6chyW2HHv517AHeZWXNPr50433KEhfh/LnrqVWlB/PyymW2YOGY4UGq2W8AISWOKnzCzrj4GOZIQDP8H+ARhgf/FwJ7Aw8B6hLTOZYFkRa2Ss+5xDHvE17YCIQ30LeDPZtaj3RRd/xkwKRZxv/qDCKXd2sv0OaTMHd3+hDvhjjrLNwDLxPako4AMpesuO+dcXah2reOCGTNSbczO+C55fUnSSEkrFj+ApYGhpZ6TNL7oHCtJmiBpaUmjCAHbVEkbS/qipGPjTrXbVzCezxECv9sJ+wMcAuwCbAY8LGlimUPXIgTVK5U57xBJh5dLdZD0laLnrgHWMDMBo+LXVmB9woTX0GRwHF0INJd4rBbPt9hzkj5R7r1IuM/MTgWWAi6LjzUI6ZgbAhsQgvAN4+NxM5tV4jV+ixCDnAoMAyYBbxLWTj0s6Y+SlqlgPK5KBtIM8g7AcsA/OumzJnCGpA0Id74jgcnAPsCkjgR/M3sl7qx3maQRwLPArsCZwFlmVr1Cos451w3VrnVsZsxOtTMr3Tiodsl7+/zNxhKCv/HAHOChtU5+tnp3HcHeLF5uNGlaibaXCYFYh2uB3Yv6XEoIAucQ0gveBMrW4lOYlj0ROBf4pZn9KE42fcXMfiFpS0KQ+bKkM4FLk5++Etb1QJmYwswKcYH9jyRtambFG3cdQgjMIfzd3hX4QQwYG2Pg3+Ex4ALgzhKXusHMJide16fia18u+Xc97rtQamOykiSdQghojwXuIez6+zQhSF4DeB14H8ib2V9LHH8BIRY51sxul7QNYS+Gc80sLek0wk3Jo5K2KjcJ6KprIAXIe8avD5brYGZnS3oVOA74NuH1vQjsa2bFaRlHA+8BPyLc9b4LfMfMrurjcTvnXJ+odq1jCOXcpqUbB80ueW+fv5kI//8/nvAp6nBCgJd/+/zNLgauXOvkZ6vyBpvZrcRPLCWtEkuNLkbSwcCrZvZsiaf3Jcw4DyOstTkY+EylFR8k7QKcQ5hnFu31AAAgAElEQVQJHQ6cIOmExPMdaQgjgGcIQeL3JZ1jZpfG5zr6LNXJpQ4jBPfnEz6tTVoRmBu/PwD4t5m9XTSjejBQ8v3pxPFxbH+XdLqZlY0fOrENsC4hIF+PEFOsAGxHCJAnABsBnwQWe88lHUj4fdvOzDqqZ60DTO24yTCzaTHv+zVCIYKzejBO18fqJsXCzN4zM5nZTWWePyk+/3EX57ndzLYzs7FmNtrMtioRHGNmeTM7x8zWMLORZra+B8fOuXpVi1rHzdkMH6XmDrZd8o4Gvg+kCOtSZhOqEKVi+9HVHpCkfYA3426uxc8JuIgQkC3GzFJmNiv+bdwO+Es3guNPEALWO4Ad4/nGlHoANwNPEoLF7xNmTDt0zM6WTRGIucknAEdK2rzo6Q0IaZAAOxNynnMs3EW3hRCgNgJbArdJykm6tpPXdixwOLAVIf3i95L+JmnV8u9ISf8ivDdzgP+a2WGx/Zn4mEuYQX4GeF7SjxJjEHAecE4iOAb4XOy/QJzh/gNhptrVgboJkJ1zzpVmViDVVt1ax+25HB+0NQ6qXfJiWsXxhPSD4inxXGw/7u3zN1u6ykN7kJDHWqpqxQaENJBOZz8ljSOkjNwuaWtJv5P0rqSUpBmS7pT0meQxZjbbzDYzs18BbfE85TbD+kY8JmdmN5tZcgHdLML7VzIHOXG9uwkLCM9KjHs1wkZbUwiz1N80s1vMrIGwMA5gjJk1xLangQPiz0cs/jboC5LuA35MWLD4ZcIiu/UJecxTiDcDFRhKWEjXQJip/7GkR4B2QsrEVoQgfpX4/SOENJUOmxNmlq8rOu/OhFSRYq/T88WZro8NpBQL55xb4nTUOs7nq1frOJPPM7W9cTDukrcLIegply+SI6QJ7ErINa0KM2uW9ADwNcJsbtIOwDQze7mL0xxCmOU8jfCR/2WE2eEZhBSG44AnJW1sZu90MpaSs8CSru/kmIKkdwmL9bpyAXCLpHXN7HUzmyrps/E9GMnCalM9IUIqxtPAgYTA+zHgllh2bT9Jk4BS+yiUMprwOzEyfn9GJ30PBT5RNHu/JjDHzGYsGGCo5bwei1foABhFKBTg6oDPIDvnXB2rdq3jfKHAh21NzM8Myo1AxhNydTvTEPtV21+ALyhRxyzaBfh7BccfBSxPqPf7aTO7xMxeNbO5ZvaKmR1NmO08oLOTxBnnxR6EAHyipPOLFs11eI6QOtBxnlUknSWpOM64hzBT/9WOBjN7KQbHyxByepH0IYkUi5hSkWPRFIvigLVgZoea2dkxIP4OYQb4zFgdpCPvu9JFcGOJM+uEfONUJ49SH+9kCMF10reBx8ys1CLBHfB9GOqGzyA751ydSqeaqlrruGDGR+3zmZvtdSnbejWHhRUXysnFftX2BKFS08aEWv1IGk1IE+g0qI1OIwSIf+ukT54uJsbMbGS89o6EvOMtzOzjWHnhbkIecKlaf/cDV0gaF4PTA4D/I6QcLMjTMbNUPPcLRcevR3jvr5W0nZmtGsdxOdBiZicr7F53f2JxYFmS9idUitgK2I9QQ/kcurfPwUQWLh4cQZidLidF2IQs6T/AaEkbxZuAFQn7OSy22ZmkHYC94phdHfAZZOecq0PZTAuZdHU345qeamFmumkwbwTyECFILDc51EAI0npS7aBXzOxVwozp5xPNuxMC+gcqOP6vnQXHkr5PKElW0RbJZvYocCPwT0k/A+4CTjCzo4pKvHW4nbDY8dxYRu17wBWl+prZ87b4L9mXCQvXrgHuUNj7AELaxmLl7iRtJWmTEu07SrobuJpQweq/ZnYKIW3m24QbkTW6ev1xlnwioUwehN+bKV089pB0kcKuv8SqJLcCF0laCfg98KSZ3Zu4jiQdBNxL+P28pquxuerwGWTnnKszuVw76fa5XXfsQ7PTbUxrnzuYg2PWOvnZ+bGU2/dZfKFeA6Fc2gVrnfxsVabQS1RU+BbweqJ9EmGHtuWLMi/mm1mnuboKu9GtDWxN2GRrQ+BbZlZR/q2klQmbhbQBZwOX0Emqh5m1SfomYafbY4CXCBUcKrmWCLO8twC/JrzuLSTNJNwwnFjisH0IudWHJtqGEWbSXwfWS+b+mtmzCpuR/BAorsNcyjYsDIpXJJRgS1bfECyotzickE4xBmg3sxMS/b4D/Ikwu/xv4CvxNe9OWCy4LyFX+bfAiZVWIHH9zwNk55yrI/l8hlRbdWsdN2XSTG2bvaTskndl/HocYUFex6xxjrCA7Moyx/WHD7ruAoQNRZLOpkytXEkXEoKyYYSg7SVC+sPXzGxqif7Dgc8QKzvENIZNCZ8wP0IolfYQIVVimqR/EGbY7yguu2pmD8RZ3S0I2ydXusrzSEKQeJ2ZZSV9ibB9833xPK90XAJYW9LahJJ2DxedJ2tmu5V5XwR8ibA4rmMGubNf+MMJNwQrEPKrJxLK1LUCVxGqcWxNSIE5mpArfjRF5fhi+bYdJH3CzGYnnlqN8J7fBvzezN7sZCyuBjSYZwuqSVLTuHHjxjU1VXJj6pxziysUcrS3TK9qObe2XJY3W2aQqWKVjJ7Yec2dihev9UqJnfQerNbMcX+KM8cTCa/pQ7PO73okjSGkEXxImDH+L2G75MWqZkjaghCsbwXsE3ON+2LMTwL3mNkF8ecjCDcqVwMndaRpSDqVUL5tBKEO89c7Nk+RdCmhHNzkTq7zGiEQH0LID96u3PujsLvdI8A3gZyZfVfSYcCOZjZZ0k8INwr/IpRt+30c1yQzq2RRpatzHiD3EQ+QnXO9YVagvXV6dcu5FfK8MX8G7fn6r3Xc1wGyW0hSg5nVbKvEmM4xvSNYjRUt1oh52TUlaSgwzMyqV0rG1QVPsXDOuRqrRa3jfKHAOy2zB0Rw7PpXLYPjeP3iVI0UUPPgGMKuu5Qu4eYGOa9i4ZxzNVbtWscFM95tnUtzdtBtBOKcc33CA2TnnKuhatc6BviwrYnGzIBPt3XOuX7jAbJzztVITWodt89nZpWv6ZxzA40HyM45VwO1qHU8N93Gh4O81rFzzvUFD5Cdc67KalHruCWb4p3WmR4cO+dcBTxAds65KioUcqSqHKi257O82TLLg2PnnKuQB8jOOVclZgVSbTOruhFILp/nzeYZ5Ao1reTl+oCkBkk713gMw2p5feeqxesgO+dcFdSi1rGZ8VbrTNJ1vkue65qkFYExwOWSrjSzi6p8/VGE7Z//JWlfM3uumtdPjGMH4DTgADOb30XfoUDBuvjoRNIywDI9GM70vtpAJO7StxNweKy97GrMA2TnnKuCdGpuVWsdA7zdMovmrG8ANkicCGxP2Or5cUkPm9mLAJImELY57swMMyt7pyRpVWCD4m2SJZ0OvA1sBnwKOA+4SdImZpbp8avpAUlrAbcStpjuNDiOPgK+D9zURb9vAcf3YEj7A/9OjG9H4KEKjrvNzA4qavt9PN8FhH9rV2MeIDvnXD9Lp5rIZlqqes2prXNozFS3vrLrO5JE+Bs9NH49E7gd+B6wuZm9n+h+B7BjF6f8HPBMJ8/vClzE4jOpewBPAT8GXiEEqDcRAvKqBsjA5cDNZvZEX57UzH4J/LIPTiVgtpmtWLaD9DPCjUbxGPKSjgRel3SbmT3VB+NxveABsnPO9aNa1DqemWpmRqqSCTZXa5LOAY5l0WC4gRBsJb0LfBH4RFFwDLB7PLYzvdo20czaJX0bmGVmt/fmXD0Rc6+3BA4oam8gpJ6UPAwYHVMoihWSs9CSTiPcfFTqG2b2QDf6d8nMPpb0a+AXdH3D4/qZB8jOOddPalHruDHTxtS2OVW95kD0xOWbjQV2AcYDc4CHtjv22VrcVVwD/BnIArn4KP5+MmEGeaqZvVV8AjNr78mFJQ1n4WL9YbFtZHE3YGhsf6wn1+kjBwF/NrOmovZdgb91ctxV8VHsfWD1xM9LAX8xs8ldDUTSW8DwMk8vL6l4jEkjgT928vyNwI8lrWpmH3Y1Ftd/PEB2zrl+UJNax7kU73g5t049cflmAo4m5JwOIQQ6WSD/xOWbXQxcud2xz1btDTSzdwmzw2VJ2hh4vjjnNwa4a1Z4qbyZvVnU9gCLz1SWCra3AU5IXPeTNQjedgdOKm40s/uJs+2SPg/8CVjJzBbJL5L0N0Ie9uR+HufMnqRYdDCzNyW9CexGuHlyNeIBsnPO9bFa1DpO57O81TyTghWqds0B6mjCwq1mwgxth4bYDnBFtQdVjqSlgD2Bc0s8vQ7wUjfO9V0zuzTRdBAwKn6/L/AjYNOiw+4C/gX8KtE2rdJr9oV4I7ASXdxIAI8As4ADSQSXksYSKkQc2MXxB0jarahtAjCPxfOty61+XV5SZwsOhgN3dzGOd1h0dtvVgNdBds65PlSTWseFPG+0zCBbGJzVoQrpvsl8iGkVx7N4cEz8uRk47onLN1u6Ty7YNw4lBLF/KH7CzKaYmbp6AB21k6cWHf+Rmb0V0zZmEvJy30o+CKkXHxa1L/hFk2Q9eJzazffgE/HrrM46xXJuFwCnF9Vrngw0An/t4jq3mdmKyQfhZmDf4nYze7DMOWaa2ZhyD+D8rl4s4d9iQgX9XD/yGWTnnOsjodbx7KrWOi5YgbdaZpDKDc5ax/nmD2id8jtYf6++ON0uhMVs5XZNyRFyUXcF7umLC/ZGXFx2BnBrTMXoqVMJwXFnubrlrAJ83Mnz6/fgnDO72b8jp3dcBX2vJZRJOxX4aZyBPwW4uLMyd4QbgUMkTSpqHwE8IKnURzOnlqhHvZykzipQrAp0VYVjWao8S+8W5wGyc871kVDruEfrpXrEzHi3dRbN2XTVrllNmRnP0/76H6DvdgEcT1yM1omG2K+mYpm36wgBWndnXJPn2YVQ/eKILgLEUseuDowllHcrycxe6+nYKmVmbXHh26rA8130zcRyaQ9IehzYj5AO0dXGKiOBK8zsOx0Nkn4OrGpm36xwqE8CK1fQr6v/YFcF/lHhNV0/8QDZOef6QCY9r+q1jj9sn8vcdK+qd9UlswLpd+8nPbXcp9g9NoewIK8zudivZuIOcFcDewH793RBnKR1CDWSHwR+11lfM7seuL6oeX9CakJNds0r8hBhZv/PXXU0s8ck/RD4C+GGaHsz6yooXYGwIUrSasD+kkp9fLG+mU0DkPQI3SzLFu5/AFg7WZlE0vLAZ4CHu3M+1/c8B9k553opm2khneqsslPfm5lqYnr74Kt1bLkUbVN+1x/BMYQgK0/5yaEGQoDcLxevhKRPAY8CBwOTzaxHqR6StgH+DkwHJnW13XKJ4z8JnA5c3t2Z535yJ7BvrHvcqXiDsQwLS7F9oSgnuZTNgAVVPmL/3YDtzGyZjgewBSHVozFx7C6EQLzj8QVCrvGo+PNoQm70mYTc4gV9S5Tt+xrwpplN6ep1uv7lAbJzzvVCbWodtzC1rbHrjgNMoX0OLc9dQm7OywsbNZRR6369T84f6xxfDCzN4kFyQ2y/ZLtjn23ukwt2g6QtJP0WeJWwKG0HM+tqi+RS51lV0oXA48CHwE5m1q0ZcUlrEErAvQOc090x9JPbCUHpMZ11kvQFwo6BhxK25v4GYQOQVyUdJmlUiWNWJ5Re+3ei+VTgNTP7b1H31YE5ZragioWZ5c0sR0iHOQ/oKD2XN7NcrFP9D0I1kncIgfKoeExyHKOBHxJ2LXQ15gGyc871UCGfrUmt43dbZjPYSh3nGt+k5dlfU2ibvqBNw8aw1MbHMHylrfryUlcSZvNGEGYCx8evI2L7lX15sUpIGgL8hDAT+T1gIzN7upvnWEPSY4TFeIcQagbvZGYVL4iTNEzSdwl5vnOA3Xq6CUlfM7MC8B3gh5ImJp+TtLakkyRNISxEfJL4HprZXcC6hE8FrgQ+knSNpJ0Sp/geoc706/E9+AlwHHBYPP9nJK0b0x8mAS8WXX8FSecRbkj2Br5oZicnZ97N7AEz2xI4EjgCeDPuDpj0M+AlM7uj5++U6yvygvJ9Q1LTuHHjxjU1VfdjVudcbRQKOdpbple1nFsqn+b15ulk8oOn1rGZkfn4X6TevAdY+LqGjFmFpTY8nCEjlwVg5zV3Kt56uVdK7KT3YC1mjjvEmc10DAR7eo5fAy8Dt5hZt5PTY1rB1cDrwK/qJLViEZK+RQhetzWz+ZKWJbzm0YRSeBeYWXEuccexqwDfJtR/PqZjq2hJLwBnE1JSniek4XzNzF6Nz/8WOJwwqTgTONDMHk6cdwIhf/t24ObimeES4xhLmOG+uiM3WtIRhJuabcysunvTu5I8QO4jHiA7t+QwK9DeOr2q5dyyhRxvNE+jLddnFR1qzgo5Um/eQ2bavxdpb5iwMaPXm4SGjljQ1tcBshs84ozyjGTaQzePH9+RhhJ3LXyl+OYgVhUZWS8z6q7/eRUL55zrpmrXOs5bgXdbZw6q4LiQaaHt5evJz3tnkfYRq3+JERO/mFzl71ynzOz9Xh4/J/H9/8r0MUpvw+0GKQ+QnXOuG1Ltc6pa67hgBaa2zmReZvDUOs63fEzrS9di6cRCwyHDGb3+Nxg24TO1G5hzzkUeIDvnXIWqXevYzJjWPofZ6cEzcZWd9SJtr94ChcyCNo1YlqU2OpyhY1ap4cicc24hD5Cdc64C2Wxr9WsdpxuZnqru5iP9xcxIv/8P0u/dv0j70HFrMnqDyQwZPqZGI3POucV5gOycc13I51Kk26q7udqczHw+aptPYRCso7Z8mvbXbiU7a9H0zuErbcXItfdFQ/xPkXOuvvj/lZxzrhOFfJb2Ktc6np9t4YPWRvKDoMpQIdVI65TrKLR8lGgdwsi192H4ytv4YjznXF2qi41CJG0o6TJJrZIOrvV4nHMOwAp52ttm0ovStN3Wlk/xfutcsoWBX+s4N+/dsPlHIjhWw2iW2vjbjFhlWw+OnXN1q6YBctz553XgJcLuM6PL9Jskyco8tivqu4Kk6yV9JKlZ0v2SNixxziGS/k/SFEltkl6JBcidcy7UOm6bSaFQvdJq6XyGqa2zSeWrt/lIf8lMe5rWFy7HsgtzqIeMXpExm51Iw7Jr13Bkg5+k0XHbYleHJI2UtFytx+E6V+sUi2nAtcBfgDbg3TL9VgPeAr5S4rkF9Q/jbjZPx/MeAqQJ+5o/KWkzM3srcdylLNyO87/AbsDlkpY1s/N786KccwNfqHWc6bpjH8kWcnzQNpvmbN1tXtYtVsiTevteMh89vkh7w/gNGL3+QahhZI1GtkS5PH6d3JODJS1lZq19NxzXQdLKhB0cT5e0i5l9XOsxudJqGiDHXW/OB5C0eiddJwKvm9lrXZzyTGAZ4LNm1hjPuw9hG8qfAN+IbZsBxwBHmNl18dgXJC0FnCXpKt/q0bklV7p9blVrHecsz8ftc2gc4LWOC9lW2l+5kVzjG4u0j1htF0assTtSXWT11ZW4vfPQbhyStv7fAvdPkj42s29WekCcoBrRRbcZ1di+WtL1wIpmtls3jxsBTOiiW3tyY5EKzvk4cJuZXRq3xX4GOAW4E/ijpK16s7246z+1nkGu1ETCDHJZcRvIA4HbO4JjADNLS7oWOFPSMmbWBBwMzCfs2550JXB6PM+VfTh+59wAkUnPI5Nprtr1ClZgevscZqfbqnbN/pBvnUHblGsptM9e2DikgVHrTmL4CpvWbmD17x5gz270X5v491DSl4E/l+so6dAyT61kZtPLHLMxYYZzn26MCeAOYMcu+nyOECBWJP5dbyDcQAwFZGb9Wfdwa+CfXfT5K/DlbpxzAjAGwMwaJe0OPAp8CfiHB8f1ayAFyC9IupqQCjGW8At2SmJWeU1gOeBfJY7/N+HOdj3gKWBz4PniPdXN7CNJHwCbFJ9AUlcFUMdV/nKcc/Wo2rWOzYyZ6UZmptoGdDm37JxXaHvlRsgvnAHX8HGM3vBwGsZ+soYjGzDONrOzOn6QdALwZTPbNdE2Bih15/YB0N07kM5mQH8dv95TtIgyDXzDzO4uc9zudD0TXvIuUNKehAmroUWP4lWcBUmTzOyOLq7TU48DS3fRp1eLEszsf5L2Al4ws4H9kdEgN1AC5NWA7xJSKH4LrAr8GPhXzC1+l4Ufi5S6K54Wv64cv04AXihzrWmJfs65JURtah03MaO9ZcCWczMzMh/8k9Q7f4VEGbyhYycyeoPDGDJibO0G14V7rtt0LGGmdDwhYHxon8Ofm1/bUfVIwcxmA8TAa3czOybZQdI3gLyZ3dbZiSQdDmxPWDT/euKp0cB/gOHlji2ecOqmfwNfJASf2fgo/n448A5hgqxfmFke6NEMtaTJwO/KPH2upHOL2j4ixDKuTtV9gKyQtHYG8LSZPRWb/yvpUeBN4DTgKMJ/REDJYqXFbdky/codj5kt08U4m/BZZOcGpFrUOm7KNjOtvZnMAC3nZvkM7a/fTnbmc4u0D1thc0atsz8aOqxGI+vcPddtKuBo4HhCJafhhL8J+Xuu2/Ri4Mp9Dn+u2ncsZ0o6s7hRUnfH8U3CjHKxbQhBZtkAOa7NuRT4kZn9qei5fYAC8ECJ44YTPsGtRN7M3ixuNLO5hE93y5K0M2FW+ekKr7W8pHGVrieKi+cqDb5nJFM5o3so/Rrui8/9tqh9YK/GXQLUfYAc83MuLtE+V9ITwFaxqWMl6IolTjOhqM/HZfp19H2xZ6N1zg00tah13JxrZVp704At51ZIz6NtynXkm5OxmBi51lcYvuqO9V7f+Gjg+4R0heTH5Q2xHeCKKo/pp4SF5B2OI+QlfynRthRQKv+nACBpFWAvYIuYjpE0LHTRGEKQushsr6R1gXuBfxAXzhf5NvCnGMgWW4dQqrUikr5rZpdW2j/h68A7Zjalwv6fBd6TdBFwUQWB8iXA1yo894eS1km+j/H8i11DUgaYVUGRAVdnBvqS4hGExXYAMwjpFVuW6LctIX+q4xf0BWCTuGJ1AUnLA2sBi+6H6pwblMys6rWO2/IpprU30pKt3jX7Um7++7Q8++tFg+OhIxm90ZGM+OROdR0cx7SK41k8OCb+3Awcd891m3aVh9rXCmaW63gQgl4rait1NzUk0X4iMJswadRc9DgKODZ+/7fkCeI+AU8QJoYOKK6QIWlLQvrDb0oN3MymmJm6egA7x0OmduudCWMYT1g8f0M3DvsHoVrEsYRA+QRJZScFzWy/Cl/HY4SAt2RKiaSjJB1Y5rm1Jf2vi6pdrk7UfYAsaVlJF0parah9ZcLHRo/BgpnmG4EDJI1L9BsGHEa4++24+76BUA5u/6LLHQVkgFv747U45+pLqm1WVWsdp/MZpqfmMi8zMD9dzUx/htbnL8MyC1N1h4yawJjNTmDY+PVrOLKK7UL4mL7c3UmOMJO8a5nn680wICNpDeA7hED7yhjIjUkEdecAN8efdyo6xzuE1Iq9Y+nVBeLfz0uB+8zssV6O9VRCcPy3rjqW0DG7XjJIL6NgZlcTqn7cAFwIPC+pq0obZUnaCtiBMlWuJA0lBOXldsJ5j3Dzc3Ps6+pY3QfIhDydXYEnJB0qaRNJ+xHuDucDv0z0vQBIAX+V9HlJ2xByf1YlLPADwMxeAa4BLpN0RDzn92Ofn5bILXLODTLVrnWcLeSYnppDY3rgLVw3K9D+9p9pf+0WsIWxZcOy6zJm0+MZOnr5Go6uW8YTgsrONMR+1XRmcodYQiWJXYraSlWwGEmoDHE9iVKoko4HHom1/TtlZm1mdnaZigq/IAR73+n+S1pI0i6EWeizu1sHWdK+hFngH/Tkb7OZzTezEwhxxDKEPO1uiwHtuYQbinKL8Q4BVgGuK/VkfO2TCZ90H9WTcbjqqfsAOdY83JZQAubHhAT9KwhpEtsW1TyeSZhVng7cDfyd8D+7bUvk/xxNyLX6ESGx/gjgO2Z2Tr++IOdczWXS86ta6zhneWak5jAnnR5w5dws107bS9eS+WDR8rDDV92R0RsdiYYNqB2N59D14qgcnZdB6w/nEsqLdTzOJKQ9JNtKrZsZD8wkLFg/JdF+FaFE2iU9HZCkUwjpKIea2Xu9OM86hBrJD1I+sCx37N7ALYTZ76t7OgYAM3sY2IiQitITlxBmjw8rFeRLmgj8CviNmX3YyTj+B/weODv5aberP3WzSC/+B1gyec3Mmgn/8Z9S6vmivu8D+1XQL0/42MkDYueWIKHWcfU+JCpYgVmpucxJpwZcObd82yzaplxHoW3GwkYNZdQ6+zN8pS1qN7Cee4iQs9tA6TSLjvYHqzim94EPkxtgxIVd+aK2LHAzi84kbwy8bWbHSdqpo9HMUpKOBG6R1K186rg25yLgW4TdZv/UxSGdnWubOObpwKRKdwCMYz4bOIFQeWNyT8eQlEizrJikUYQbmGOB/+sk1eQ3hAIAZ1Rw2rOAzxD2bvBde+tU3c8gO+dcX6l2rWMzY3amiTnp9gFXzi039w1an7tokeBYw5ZmqU3+b6AGx8Q6xxcTZmSLJ4gaYvsl+xz+XNU+XjCz/zOzyyvolzazg80scbfCDoTNLUr1fwHYKE4wVSTu8vYiYZJpTzO7vtJji86zqqQL49g+BHayCrZnlrS6pDMIaQxHASeZ2YFxkWJVSRoqaQ/Cp9VHA4d38e/0LWAvM2uPr398rBqyLLHSSAczm2pmm8c9HFydqpsZZOec60+1qHU8NzuPOelW2gdQOTczI/PR46Teupfk3/UhY1ZlqQ0PY8jIZWs3uL7RscDqOELptI5Z4xxhHUvJBVj1JqYfrEjns907S2okVGfqNLVE0rHAZcDtwHFFgXilY1qDsCBuO0KayknApfET20ocBHyPsOD+52b2cRf9+0VML/keoezr/YTA9/XOjil6v/Zk4e9RhrARihtgPEB2zg16tah13JSZz9x0y4Aq52aFHO1v3EV2+qJ7MQybsAmj1puEhpbdSG3AiJuAXHHPdZvezKI76T1YzZnjPvAxcGYXC9cmEbahHsKidZZLuQJ4rI1sZx0AACAASURBVBt1hhdjZu9KepaQY3uLmZXcWrqT48+RdJGZtfZ0DNEVhAWMPfUEYXH/dWb2fHcPNrOrJN1C+N1qrHSzEldfVGFKkOuCpKZx48aNa2rqdoqTc64fmRntrdOrWs6tOdvKzHQTc9PVu2ZvFTLNtE25nvz8RT/1HbHG7oxYbdea1zfeec2d6rfAsnNu0PEZZOfcoJZqn13V4Lgt186czDyaBlCt43zzR7ROuRZLJ27wh45g9PoHMewTG9ZuYM45VyMeIDvnBq10+1xy2W59ytsrqXya2ZkmGjMZCgPk07nszBdoe+1WKCy8idDI5VhqwyMYOmalGo7MOedqxwNk59ygVO1ax5lCllnpRhrTGXIDoNixWYH0ew+Qfv+BRdqHLvMpRm9wKEOGdbnHhHPODVoeIDvnBp1q1zrOWZ7Z6UbmZTIDopyb5dK0vXYLudkvLdI+fOVtGfmpvdEQ3wXXObdk8wDZOTeoVLvWccEKzErPZX42PSDKuRXa59I65VoKrdMWNmoII9felxErb1O7gTnnXB3xANk5N2hUu9Zx2AikkeZsmuYBUM4t1/Q2bS9fj2UXVtHSsKUY/f/snXeYZGWV/z/nVnV1mDzDSM4wpEFxmEVXZNHFgIKoJJEgURZdV3TXtEZWxUXhJ+oa2FVAWBFQDLAgqOAKRhYYQIYByRkmdax4w3t+f7y3pquqq7qrqyv1zPt5nnq6673prequuuee+z3fs9+pJBfu0cGZTY4ftk9H7nA4HOACZIfDsZnQCa/jwWCEsSDPyCxwrPBf+BO5R38CJe+PN2db5iw/E69/cQdnNjl+kCGIcp2ehsPh2MJwAbLD4Zj1qCq57DqMaV8Wd9gfZdTPMOx3t9exmoj8Yz/Hf+EPZePJrfZnYO8TkWRvh2Y2NYUgTRjlOz0Nh8OxBeICZIfDMetpt9fxWJBhJEgz5Ad0s2GFCTJkH7yCaPixsvHend9I7y5vRsTr0MwmR4FCMEYUFTo9la5CRPqBv1HVOzo9l1YjIglsq+f102hV7XA0je78dnQ4HI46abfXcTbMMRQ3Aom62Os4Sr9I+p6Ly4Njr4eBfd9D365v6e7g2B8tD46Na6InIq8A9gCuEpETOz2fehCRfxORrURkHxG5YJqb7wi8GP90ONqOyyA7HI5ZS7u9jvNRgcFghJEg7Go7t2DDarIPXQUlQab0LmTO8jNIzNuhgzObHEXJ+6MYM67pltDDy/V1cFbtRUT+DvgOcIiqDpYs+ig2o/oO4FYRuUNVn2vB8Q8DPq2qr69j3eOBl1cMX6SqxZaMnwKuBrYHTgA+0cy5OhytxAXIDodjVhIG2bZ6HfsmYIM/zFgQkO9SOzdVpfDMbRSevBlKnDwS83dlYPlpeKl5nZvcFBgMhcIoRsd15FLowSv0dHBWHeEfgdGK4BjgdOA3wNuAA4rBsYjsDLwJuFSnUaEqItsC/14xfAXQA8yrWHfneLzIU6oaAoPAc8BngB8DDwPT/nCIyI3AETUWPyky4Q7C46ravbYrjs0CFyA7HI5ZRxQWyGc3tO14xUYg2TAg3aV2bhr55P56LcG6e8vGe7Z5Ff3LjkG87v26N2oo+CXBsQEv34uErWtYcslVK+YDhwFLgI3AbeectGq0ZQesAxHZFzgaSIpIpX7nr8BJwIuq+kLJ+EnA+cD7RORkVV1T5+HSwI3AwcDr4n1ksFnqPhFZHq/3BHA74MePvYA9sUHyrdhs9geAG1X1VhG5W0QOrHK8nUtfk6pWRr0XAl+pGDsMuB+o/LB35xWqY7Oie78xHQ6HowrW63hd27yOo7gRSC4KutbOzeSHya6+jChdesfdo2+Po0htfwhVMnBdg9GIgj82HhxHHolsL5TET4WoeXKWS65aIcA5wLnYOpwUEADRJVet+DpwyTknreqUuPw7wJ+AsyvGjwH+BXhAVcuqUVX1SyJyH/Bd4C4ROV1Vf1S5YxF5LbCnql4ebzcGXCciSWAf4BagqFeKgN9jM8lFqcVRqvqwiEwl63gVUPzjlVqQPI3VUNciq6plgbCI/D/gNFV9eIpjOhxNxwXIDodj1tBur2NVZaM/RD70u9bOLRx5iuzqy9GgRIud7GfOvqeSXLyscxOrg0hDCv4YRZMC8ZN4+dT4CgrZKMRv7t/7HOAj2GCw9HZAMh4HG6i2FRH5DPBqYC9Vfapi2duBqyuD4yKq+gsRWQn8CFhb4xBfAgxweY19pO2h5GjgI6r6GhF5ON6m1px3xWaU5wIrRSRS1f8tWV55jEZuv/SISKUIPWxwXw5H3XRnGbPD4XBU0Amv443+MLmw0LV2bv5Ld5G571tlwbE38DLmrvhQ9wfHJqTgj9rgWMHL9ZYFx6qQjoKmBsexrOJcJgbHxM/HgA9ectWKtoq1ReQU4Dxs5vZCEZlbsuwQYCXwH5PtQ1VfVNVDVPX2Kvs/EzgE+HTFeIgtonuziKiIvA4YwEotwF40TPaBexdwM7AzVs989WRzFJFk/KiMPYTagfgvgFzF49M11nU4moYLkB0Ox6yg3V7HQ/5obOnWfXZuqobcY9eTe/hqKLGITS7eh7krziUxsLSDs5ua0AQUglF7JyDySGT6kWBcbxwZZSzyCZv/vh8GJKgd9IXYoPANzT5wLUTko9is7jnAQcABwJ0isrPYFOyFwM8blRmIyD7AV4HvqurvKxb3YjXMv8IW4d0OLMYW3xGP1QyQVfWCWEv8IPBGVd1GRL4ZB9uKfa+L7IyVsgTADyt2laC2rviNqioVj/Mmf9UOx8xxEguHw9H1FHJDbfU6Hg3SpMMMI0FA0GV2bhrkyD7034SD5fFSasfX07fbEV3rb1wkNAEFfxRQJEji5VJly4NIyZqgVQrzJZS7MVQjGa/XckRka+ADwOmq+t/x2Erg51gt8uXAgcCpDe5/B2wG9hmshrkMVY1ExNhfrWRBRLYHikWAKWxhXt2o6gfi11TMUBcD36dVdZcam/UB7fuAOxx10N3fpA6HY4vHeh23z1wgE+YYCcZiO7fuCo6j7DrSq75WHhxLkv69T6R/97fNguDYt8GxKl4uNSE4zkcRmdYFx2DdKqaqtAzj9VqOqq7FFs79d8nYCPAWrHvDJ4Evqepfp7vvuLHIn+KnR8RFeVNtk8Rqih+Jh/opL7SbjNeKyPdL9rU/NjM8Use2i4ARETlDRMLiA+uf/MvSMRGpzII7HC2hu79NHQ7HFk27vY7zUYGhYIRsGJIJu8tJKhh8mPQ9X8Pk1m8ak9R85rzyH0lts7KDM6uPMCrY4NhAItOHBCU3MBWyYUjetPw9vw2b0ax197Soub211RMpUqPwbjHWSu23wBensz8R6RORTwL/B6wHDlbVZ6bYbBsRuQK4FHgt8Od4fIBJMrtxh7wvAbsAhwO/FpF/EJE7gF9jdcVFucbORelF/HhDvI9k/FpfwsYkf1bVZPwQVU0Un2NlKO7Ot6MtuADZ4XB0Je32Oi42AsmHIaNd5HWsqhSe/S3Zv3wXovFkXmLejsw98MMk5+/cwdnVRxDmKARjSJAgkekHM37qaUUxXi1in+OvY+3LKgOtZDz+jXNOWtW+9owViMgy4A5sYHq0qtblLRhrlv8V61t8HvAN4NUVnsml688Tkfdhu9stw3oN3wJkVPVeERnAylEmu31zLrA78FZVfTXwLHAa8E2sr/KqEreJZ7AZ6eLjN/H4y+Pn086SOxytxF2JORyOrsOY9nodhyZkQ2EIPwoZDrrH61ijgNwj1xGsvatsvOdlK+jf63gkkaqxZfcQhFn8IItXSCF++SknMkrGtN0h5JL45weBOYxnjUPgopLlbSUuyDsb+DJwH/COkpbNk233TqyF215YOcSPgC+q6mNTbLoA+DjWP/m7qrpORG5m3OJuG6wcpXixsL2I5CkpvFPVc0p3qKp3AH8rIr3Ywr0ryxdrNbnGiVh98uMiMmV7a4ejXbgA2eFwdBVqInKZ9W3zOo7UsN4fwjchQ35AtxhWmMIo2QcvJxp9umRU6NvtCFI7vr6rm38U8YMsQZAjkeuDqPyGZYuL8WoSNwH5ziVXrbiK8k56t3Yqcywif4/Nuu4BfAGrO65Xb/Ib4I9Ym7Ub6gmqAVT1ORHZVdX+x4vIUdhs7ntF5JVYW7hnVVXj/7W6ZCexZOIyrEPGN6ZYN4FtoX1ZyfDBsf646ibAXTWWORxNxQXIDoeja7Bex+sxpj1ZXFVlQ2EQPwoY9n1Ml0TH4eizZFdfhvol9U2JXgb2PYWeJft2bmLToBBkiAo+iVw/lVFwPoraoTeelFhu8bOOTmKcNdhA9whVfXI6G8ZFfWc2ctBicBxzFnAGVu7wa6z++JMlyw/EFu9NJYU4Fvh74E1TBeuxi8YngRtKhv+gqq+ttr6InBXP0+FoOaJdckKY7YjI8IIFCxYMD9d18e5wOKqQy65vq53bhsIQuSjPkO83tZ3xTPDX3kvur1dDSUMUr28JA/ufSWLONh2cWX0o4AdjRFmDV+iZsDAThQQN3B048ZB3dH/KfBYjIqJ1BAQikpgquy0iC+LA3eGYtbgMssPh6Ara7XU86I+Qi/KMBkFXBMeqhsKTt1B4pvxOdmLhngzs9x68njkdmln9KFDIj6JZDy8sD46LxXjd1nTFYaknOI7XmzL174Jjx+aAC5AdDkfH8QtjbfU6Hg3SZMIsmTAk2wV2bhrmyT50FeHGB8vGU9sfQt/uRyFeosaW3YOiFLJpyCQQLU/2RkbJREHNXsIOh8PRbbgA2eFwdBTrdTw49YpNotgIJB9FjHWBnZvJbSTzwKWY7Evjg5Kgf89jSG336s5NbBoYDP5YDnITA3k/UnIdKMZzOByOmeACZIfD0THa7XWcixuB+MYw7Hfezi0cepTsg1eg4bi0RHrmMrDfaSQX7tbBmdWPUUMwXIBgokQ4F0UUOlyM53A4HI3gAmSHw9ER2u11XDA+G/1hgihi2K/WvKy9FJ7/A/nHfgYlBWve3O2Zs/wMvL5FHZxZ/ZhQCUd8NKr4G86gGM/hcDi6ARcgOxyOttNur+NiI5DIRAz5bW9MUYaakPxjP8d/4Y9l48mlr2Bg7xOQRG+HZjY9TEEJRv0Jf0NVJR2FrhjP4XDMalyA7HA42kq7vY6LjUAiEzHsd9ZFwfhpsg9eQTTyeNl47y6H07vzG2dF8w8UTEYIcvkJwXFolKwrxnM4HJsBLkB2OBxtpZDbQBQV2nIso4YNhUFCEzIShPimc6FblH6BzOrL0NKCRC/FwD4n0rP05R2b17SIBJMWAj87ITj2I0POhK4Yz+FwbBa4ANnhcLSNQm6IoE1ex6rKRn8Y3wSkw5B81LlisWD9X8g+9EMw49pn6V3EnP3PJDF3u47Na1r4HiYr+H6aytZ4rhjP4XBsbnidnoDD4dgyaLfX8VAwSj4qkIsi0h2yc1NV8k/9iuyD3y8LjhMLdmPugR+eHcGxguSSmAwTg2OFTBi64LgFiMjHRGSW3FpoPiLydRG5vNPzqEREzhWRXTo9j+kiIgkRmR0FDl1CVwTIIrJcRL4lIhkRObnT83E4HM0lDHJt9ToeCcbIhFl8YxjpkJ2bRgVya66k8NQtZeOpbV/NnFecg5ea25F5TQsjSCZFmIvwg/LgWFUZiwLnVNE6PgusmMkO4qAoJSL9IjJPRHqm3qprWA90lRG4iHwCuBg4oNNzmQoRGRCRY0VkcTx0CpDp5JxmGx2VWIjIrsAtwDLgBWBgknXPBt4Xr5sFfgF8VFXXVayXA/qq7OJSVT2rZD0v3t/7gN2Ap4CLVfW7M3hJDoejAut1vL5tx0uHWUaDNKExHbNzM/khMqsvw6SfLxn16NvznaS2e83sKMYLPLxcD0GQJ4hyZYtcMV53ISK/wwZtCex5PUH1BNj9IrJC22UfMzNWAZ8XkfnAAmA5sB8QqurX2j0ZETkR+BLwcVX9+STrbQfMr3O3j6tqq67gtwF+DLwK+L8WHWOzptMa5BeBS4EbsUHvk9VWEpHzgXOxV9S3A7sCXwZ+JSJ/U/wHE5GXYYPj44DVFbsZrnj+TewV1T8DdwGHA98WkUWq+pWZvzSHw9Fur+NcVGDIH8GodszOLRx5kuzqy9EgvWlMkgMM7HcqyUV7tn9CDSD5JFJIEIQTg+PNpRjvE9etmA8cBiwBNgK3XXDsqvZpgEoQkQVAf+UwsK2I7F0xvkFVK7vrfADoBQIgjH9W/v4p4JhuDY5FJIlNVu0F7A2sxL4HL2HfmxeBNdgYoN1z+yA2c/w5Vb1witW/ARxT5653xSbnWkGxrWXnOyLNUjoaIKtqHvgKQC1Nj4jsCHwMOEtVr4iH7xGRp7FXRUcAxau5neOfv63yBVK6zwOxmeMzVfWyePg+EZkDnCci/6mqIw2/MIfD0XavY9sIZAiNg+NO2Ln5L95J7pHrQMc1ud7A1gzsfyaJ/q3aPp9pY0CyKSQS/DBHGOXHlynkzOwvxvvEdSsEOAebdPGAFDaIiD5x3YqvA5dccOyqdv/zfAs4qcr4l+JHKecB/1Y6oKr3T3UAEVkB3DnJ8h7Gz6G1GFHVVt0O+iTwOeBpbCC8BlgLXAucp6pD9exERPqB7Wssntb84/fkAmwi7buq+oWptlHVYyv2kcT+f52iqj+o99hNoHjB1fmuSLOUTmeQ6yELfBS4qmL84fjnLiVjO2M/AFP1rj0ZGAWurhi/BPshfXf8u8PhaIB2ex0HcSMQVWUkCAjabOemJiL/+A34z/+ubDy5ZD8G9jkJSVZTfXUZoYeX7UEV/DBDGJWcVxXSUUjYncnH6XIO8BFgDJthLZKMxwG+0+Y5nY3NAhfZCbgfOFBVVxUHReRByudcFyKyPXAwcNokq+0MPDrFrv4T+/7Vc8wFwLZAQVWr3h2u4GvAhaq66ZaFiOwBLKo3OI55FfC/NZZdiE24TYmI7A9cAewA5LEy0NnEnPinS/Y1SFcU6U2Gqm5U1a+pauWXQvFq++6SsZ2BJ0XkbBG5T0TGROQvIvKeim1XAveWfhDjYz0PPEsVAb6IDE/2wGqkHA4H7fU6jtSwwR/CqGEsCMhH7Q3iTJAh+8B3JwTHvTsdxsDy02dFcCyFBF4mDo6DdFlwbIwtxutkcBw06dCxrOJcJgbHxM/HgA9+4roV85pzxPpQ1ayqDhcf2FobAzxWsWofDQTIwPuxr+36SebwmKpK8QH8K3BP6Ziq1hUcx7wTeAj4n3pWVtXRynMy9vx+YFxsuJeIHCMinxORH4nIp2vs57cVcy6+ntXAumrblCIiW4nIBfGxn8LqntsSZIrIeSKi03zka+xuKbaqdtKEoYi8WkQubvqL2QyYDRnkCYjIe4H/AK5U1d+XLNoZG9weAnwI+wVzPPB9EVlcIuxfCtxXY/cvArPAe8nh6E7a6XVc2ggkG4Zkwvbe/o8ya8muvhSTKzkHeUn69zqB1NYzMiBoDwYk14OEHgbFDzJlWf/QKJko6JjeWBUKEQTNm8BhWG1mrSAzxGbe3gD8rGlHnT6HAvepaqUmei72rmrdiMjO2PPhV6vsr6uI5RHLsBrkfYC/j39msFKYZxiXX9w7zd1vjXXGmOz4nwY+gQ2kT1XVa+LxaR6qYb4JXDPNbWpdPu4OvBBLWasiIlsBPwQemeYxtwhmVYAsInOB/8IGvV/CarFKuR5Yrar/VTJ2R7zd50XkkvifJaDS6X6cquOqunCKubkssmOLp51ex6WNQApRxGibvY6DjWvIrvkBlOh0JbWAgeVnkJy/Y1vn0hChWL2xglHFD9KYkht1fmTIms74RwMYhVxEswstlwBTWZ0l4/U6Qlxsfga2KL2SBVh5YL376sNqeF/Aamnbhqp+H/h+PevGOt2HsEV6wrgO+W5swuufgB+qakM2ZSKSArYCnpti1fuxks7vtdBdoiaxPHQqiWi9HI41IKiKiMzDuoEZ4MQmHXOzYtYEyLEl3E3YD89rVHWCbYmq3gbcVmXz64FTgX2x1jEvYC1QqrEU+Esz5uxwbEm02+t4MBghHxUIjGE4aN+5TFXxn/1f8k/cROn1dGL+zgzsdzpeb70OTx2kkMDL269/o8ZmjovBcRcU44UGcobaaYzG2cjUVf1hvF6nOB+bJS6zHBWRRVinirX17CQOgH6GPe+9rtHgsh2oaigiH8NmiB9S1U1ZchE5Gpg7w/lvj40dnp1iHnXJQbodEdkPe7fktBrLt8e6hy3E/m+074t7FjErAmQR2QH4LfBn4LQqOqWpKHaPKV553wecLSK9qrpJKBlfue8OfHVmM3Y4tiza7XU8HIyRDXNEsWNFuwwrNArIPfIjgrX3lI33bL2S/mXHIYku78OgsaQisOUnkUb4QQYtum4opKOAsAMOIGAlFb6xjxZxGxBhz33V0uPF8VtbNoNJiG/xnwUcX0UOsVv886k69vN3wGXAYuDI0kK/GutXc35YAvTGhXKlpFX1panmMF1UtZak5R5s3dCUxIFfpV0ewEHxz76S1/OMqjbV4UFEdmfiHYqi3Vo1yz6A51V1rIlz6MPa5z6KvXtQufxY4NvA88DfqeqkFw1bMl0fIIsV/1yLDWrfPZmHo4icAiTiWzulHIe9cixW0l6BrWQ9Dii1XTkba4kyXQ2Qw7HF0m6v43SYZSxIx17HPqZNwZwpjJBdfTnR2DMlo0Lf7m8jtcOh3d/8IxIk24MYO8/IRPhhepMNnzFK2oRtez8rMQr5CKIWHv6CY1eNxlZutVws5gEXXXDsqqYFLPUgIkuwDgunA59U1R/H45/EFoj9GXgvNslTVS8aW5K9BWthejjwe+CNdTpITOb8UOlscT3wjjr22Szuwd4BroersPrtWpTa4b2S2rVIjXIbta3yvhI/KjkOuK4ZB4+dQ67FNlU5tIpMJIFtHnIF8L4Gko1bFF0fIGP/eQ7C3i5YVuUklFXV4hlrN+Cz8e2FH2Mrfk/DVtOeoHGaRFXXiMj3gG+J7U1+D7Yo43NMw2/R4djSabfXcTbKM+TbgvKRICBsUyeQcPRp2/yjVF+d6GNg31PoWbJPW+YwI3zbFa9IaEKCMLPp79bpYrwWSiqqUbTw/CC2IK+YNQ6Bi+iMxecVWK3tyapaamk6hpVcFOtbPj9Jkmgx1k/5BeBdqvqjeg+uqr/FShC6kVXAF0VkwVT9CVT1de2ZUs3j79LJ42OLG/cE3qqq91Qsuwlrbfvfqnpz22c2CxHtULagkrhRyJNUmGmLyHnYwLUWt5d+KETkeOwX38uxX3x/AS6obA0pIglstepZWK/GJ4Gvqep/Njj/4QULFiwYHq5s2OdwbJ6oKrnM2rbZuRWMz/rCIKrKaBCQbZNjhb/2HnIPXwslBWxe/1Lb/GPgZW2ZQ8No3BXPT2waCk2AH2QoRqOdLsYrRJNLKkQ8vGSKsw45vKkBXJVOere2O3NcpNhJr5p0Ic4M7wZEqlpp+1a57lxVTU+2zmwjzq7/K/Y83qwCtunO4cvA71T1xk4cfzqIiNet3RJnG10TIM92XIDs2NLIZ9e3zc4tMCHrChsxasiEIWNtcKxQNeSfuAn/2fI7z8lFezGw7ylIz0DL5zAjjCCZcUkFQBD5BGFc66SQjUL8Dp1Lp5RUCIjXS8LrQYAzDnlDt2Y4HQ7HZshskFg4HI4uo5Bvn9dxqNGmRiD5KGpPcBzmya75AeHgmrLx1A6H0rfbkYiXqLFllxDEkoqS4DMICwRR/DfrcDFeFEsqah1eJEUi2YN07V1/h8OxueMCZIfDMS0Cfwy/0B6vY9sIZIjQhPjGMOy33s4tyq4nu/oyTLbETUsS9C87jtS2B9XesBuoIqkACMI8QWTrcSKjZDpYjOdHUFCq6o1FkiSSKaT7m7w6HI7NHBcgOxyOugmDHPlceywzVZUN/jCBCQiNYdhvqiNTVcLBR8iuuQINx4u7pWceA8tPI7lg15Yff0YYbOOPqDzr6oc5wriZSRApWdOZYrzJuuKJJPGSPXh0eWbe4XBsMbgA2eFw1EUUFsjn2ud1PBiMUIgKsZ1b0OyOamWoKv7zvyP/2A2Udm715u7AnOWn4/Utat3Bm0Ho4WXLJRUKBGGGMLIXFoXIkOtQMZ5RyEYTJRUigiR6SYg7FTkcju6i4W8lEVmJ9fubU225ql7Z6L4dDkd3YUxAPruedhX1FhuBqCrDfkDUwuOqCck9+hOCF+8sG+9ZegD9e5+AJFItO3YzkHwCKZR/lSvgB2kiE3S8GC8wkK+0cBMQL0XCSzmVscPh6EqmHSCLyDLg58Be1PZNVMAFyA7HZoCqIZdZj9H22KqNhRnGAutUNRJY7XGrMP4Y2Qe/TzRS3kuhd9e30LvTG7q7+YeJu+KF5XpdBQpBGmNsh8FMh4rxVKFgbIBcikhPrDPu4vfW4XBs8TSSQf4WsB3wKWwXGteJxeHYTFFV8tn1GNP64jiwjUCG42Yc6SAkH7UuKI/Gniez+jK0UNIXKNHLwD4n0bPV8pYdtymEYvXGFXGvQfH9NEbDuBivtdKUWhiFXETZsV0BnsPhmE00EiD/DfBpVf1msyfjcDi6i0JuA2GYb8+xIp9B3/qI58KIdNg6vWyw7n6yD18NZrzwT/oWM2f5GSTmbtey4zaFQgIvP/Gr26jBDzIYDTtajFfZFU8kgZdMuQI8h8Mxq2gkQB4DOtLNxuFwtI92eh0HJmSDP2SL5YxhJGhNxlrVUHjqVxSe/lXZeGLh7gzseypeam5LjtsUFCQ7UVIBEGmEH2RQjchHEXnTHjlMJaVd8WwBXoqE9Ey+kaPrEJGtOtW1zuHoFhq513UF8A9xq2aHw7EZ0k6v41Aj1hcGMWpaauemYYHsg1dMCI5T2x3MnJef093BcSRIOlU9ODYRfpBGTUQ2DDsSHBuFbFgSHHspEskBFxw3gIh8TkTeP8N9bCsil8QtrKe77QJgjYj8SES6vJe6w9E6GgmQz8dmke8QkcNEbkzOGAAAIABJREFUZKdqjybP0+FwtIkwyFHIDU29YhMoNgKJNGqpnZvJDZK+9xuEGx4YHxSPvj2PpX/ZMd3dGc9P4KVTZS2ji4QmxA/TGGNIR0FHnCoiYy3cIrUFeMmeAZIJV4Q3A4aAj4tIQkTmishpIvLZaivG6xxSZdF+wGlAup4DishnRORbAKo6ArwG61K1SkS2beRFOByznUYkFhmsukyAX02yXhefcRwORzWiyCefW4+2Qb1a2ghEVRny/ZbYuYXDj5N98PtokNk0Jsk5DCw/leTCPZp+vKahILkkElT/Kg1NgB9kiIzpWDFesSuekCTRk8JzBXgNISK7AP3AYiAL7AjcDewLPAZ8t8amLwd+HUsiSoPh3YC/qtZtPfMo8CkR+TdVXaeqj4nIocAJqvritF+Qw7EZ0EiA/HmqNgl1OByzGWNC8pl1bfM6LjYCARgJAoIWRHj+C38i9+hPoCSz6s3ZljnLz8DrX9L04zWNSKzeuErWGCCMfPww07FiPFXIRxCRIJHswZuFPadW3HjofOAwYAmwEbht1ZG3t0dXNJHfAouw9T1PAr8AXg8cqKqrxfIqYK2qPlXcSFXvFZEngMOB60TkQOBM4ChgOxEZAh4EfgB8T1VrVb5eB3wFeC9wvojsDbwZeL2IfB7YGngJuBo4T1XbU7nrcHQQadfJcHNHRIYXLFiwYHh4uNNTcTimjaohm36pbXZuw/4oY6HN6I4FAZmwubpZNRH5x6/Hf/73ZePJrZYzsPdJSLK3qcdrKr6Hl++pmYYIwgJBlO1YMV7Rwk29XhJeT9uEFGcc8oamHGrFjYcKcA5wLlZmmAICIAK+Dlyy6sjb23piFJEeoC9+LMEGpJcCj2Pv2i4DngL+U1X/p2LbT2GD6QywN/CfwD8BFwE3YeUSnwXWAW9R1QxVEJELsbKMjcA2wM3AL4E74233iuf0e1V9b1NeuMPRxcy+y36Hw9FU2u11PBZkNgXH2TBsenBsggzZB68kGn60bLx35zfSu8ubEelSGYCC5JOIX1udFoR5gjBHJgoJOqA3Dgz4JoWX7JnNGuNzgI9ga2lKM6rJeBzgO+2aTFwItzZ+GmAD4TXAj4FTga+q6tGT7OI3wBeBbwLHYwPsi4AbVfVp4CkRuQH4E7aG6EMlx94OOBE4GRsAJ7ByjvNUtbJa9o8i8h3gow2/WIdjFtFQgCy2vdRBwK7Yq+8iKWApcLCqHjnz6TkcjlZTyG1sm9dxNswxHNi72IUoYjRortdxlHmJ7AOXYvIbxwe9Hvr3fjeplx3Q1GM1FRNLKqLaQWcQ5vDDPOmota23q6EKviYxXoqE16UXGHUQyyrOZWJwTPx8DPjgihsP/cGqI28fa8ecVHWdiOwDrAcGteS2rog8DXxGRL5TLfMbu0l9FRjFyi8KInIUcHccHBePkRaR84HviMg/q266ujoOOB24BCvD+C9g3yrBcZGVwHMzfc0Ox2ygkVbTu2BbTe+PLdQrFuwR//4EcHtzpudwOFqJ9Tquese1+ceKfAaDEQACYxhustdxsOFBsg/9AGJdM4D0LrTNP+bt0NRjNZXAw8vVllQoEIQZCkGBTBTQ7ryxShLf60FNYvbmjMc5DJslrXVlFgJzgDcAP2vXpFT14dLnIiJxoPw94APAZ4BPVNn0NKws4zTgEhH5BlZe8R9V1r0fWIgtBCx6HH9TVb9ectwrgJ+KyFJVXS8i/djOuQdiA+nXAS755dgiaCQV8B/AfOwHZVtscPxa4GVYnVMe+2F2OBxdTDu9jn0TsD5uBBLFdm7NSoKqKvmnbyO7+rKy4DgxfxfmHvjhrg6OJZ/Ey04eHPtBmqxfIN3m4NiTBCbRj08fajYbU6IlwFTmzMl4vbYiIkeJyK9EZCNgRCSHdbJ4HvhnEdmvymbvxUorfo6VZvwCexf3yirrFv+Im7r/VHG5uAUYBE4Wq0Vag3XR+ArwNHCAqt7W2Ct0OGYXjUgsXgd8QFV/JyLFSpc5cded8+MM89exWiiHw9GFtNPrONSIDYUhVE3sdexjmhQda+ST++u1BOvuLRvv2eYg+pcdi3hdWmZhQLKpSSUVChSCNNkg39ZiPBEQ6SUgRRBtdkXcG7E638kI4/XahogcD3wLm/09GRukDgB7Yt0klmEL8B6s2PTlwJ2qqiLyEeAO4AuqmhWRz2D1xgHWJeNp4FlVrdkeU1VDEbkKeI+qXiwiBwG5Cgs5h2OLoJGzR7Hal1jvlMd6Nhb5Jfa2kMPh6ELa6XVc2ggErJ1b2CQ7N5MfJvvg5URjz5aMCn17vJ3U9odgSyW6kNCbNGsMYFDyfppMkG9bMZ4AnteLJHrIRULUCWPl1nMb9vyVpLrMojh+azsnhXWhuFlVrykZGwXuiR9fqrGdD/TFyap/xbpNHBo3DzkVeCVQAM7GWrTeLSL9qpqbZC7XYTPWe6jqYzN5UQ7HbKYRicUdwMdEZGH8fDX2irfIy7F2Mw6Ho8top9exbQQyRBC7Y4wGAYWoOcFeOPIU6VUXlwfHyX4GXn42vTv8XdcGx1JI4GWmCI7VkPfHGAtybQuOPa+HZGou6vWSCdlcg2Nin+OvA/OYmCBKxuPfaFeBXgk3AMfHHe0OFJGlItIrIl7cLa+WxuV2rMTiHqyP8t7AsVhdMoDBaqr3Bx7Gykt+I5NbufwZeAE4ZsavyuGYxTQSIH8cmzG+MH7+A+B1InKXiPwP9ir26ibNz+FwNAlVQz67DlN3c62ZYRuB2GL4TBiSbZKdm//SXWTu+xbqj8cw3sDLmLviQ/Qs3qspx2g6BiTTg+Qnv2kXaUSmMMKon2uLU4XnJUmm5pBMDlAIhWxomqYN72Iuwdqg9QILsHrjBfHzi+LlbUVVbwaOxtbz/BqbCc5js90hcEKNTf8B+D3wbeB1qjqkquuxGfCfAX8BVmGzyK/DZqovKHGxqDYXBa7HBtoOxxZLQ41CRGQPIKGqf40t3y7G3s7xgR8CH5/EJmazxDUKcXQz1ut4Xdvs3EobgeSjiGF/5o4VaiLyT9yI/1y5SU5y8T4M7Hsykuyf8TFaQihWbzzFV21kItKFEbJR6zvjeeLhJfrwvB6MKvlImyZ9aRXNahRSpEonvVs7kDmuiojMxWaEe7HqlxdqNfho0fEPxgbI/zJZMO1wbM64TnpNwgXIjm4mn93QNju3sSCzyevYN4bBwsyvlTXIkV1zJeHQX8vGUzu+nr7djuje5h+FBN4UWWOA0ISM5kfJt7hZiwh40ouX7EOwUops1P1ZY5N/krPe+N7u1M04HI7Nki4t8XY4HM2ikB9uW3Bc2ggkNIZhf+bBcZRdZ5t/5NaPD0qS/r2OJ7XNyhnvvyUoSK4HCaYO3IPIZzg/StBi6YvnpUgkU0js9lWIDAWjk+qhO41qSDTya8zob7GOZg6Hw9EepgyQReSzwJiqXlzyfCpUVb8w08k5HI6ZEfhp/MJIW46VjwqbGoGY2Ot4pnftg8GHyT54JUTj0hBJzWdg+ekk5+88s523iijuimemTnj6YYGhwihRC+9ie14PXrIXLw6MNZZUBF0uqTD+S0Qbr0aDFzs9FYfDsQUypcRCRAzwkqpuV/J8KlRVNxtn+XpwEgtHtxGGOfKZ9ti5+SZgXWEQVYPGwbFvGg/6VBX/uTvIP34DpSnOxLwdGVh+Ol7vwtobdxI/gZer78ZcNswzmh9pWfMPT5I2MJbx+RhVMl1eiKdqMGO/Jxq+mdhRFIBzTlrlJBYOh6Nt1PNN/nps8V2RXVs0F4fD0SSiyCefbU9wXNoIBGAkCGcWHEcBuUeuI1h7V9l4z8tW0L/X8UgiNaP5tgQFySWRoL68QNpPM+ZnWvLXERE8rw8vkSprDe1HSt6Y7pZUhEOEG69FC0+UL0hu1ZkJORyOLZYpA2RVvb1i6AVVbW0licPhaJh2eh1HalhfGNzUCCQdhOSjxrW0pjBqm3+MPl0yKvTtdgSpHV/fnf7G05BUqMJIYYxsWLOZWcMUG314yV6kJDSeDZIKVcVkVxENXg9a7rTizf1bEguP6NDMHA7HlkojRXrrRORY14/d4eg+2ul1rKps9IcIjW1Ilgsj0mG15mT1EY09S2b15WihRKaU6GVg31PoWbLvTKfbGnwPL9dT16qRwnB+hELUfKs9z+shkezdVIBXxKh1qZhBQr/laJQhHPwpmnugfEFiHsnFx+P1d6m3tcPh2KxpJED+HdZw3AXIDkcXYb2O1xNF7bnBs9Ef3tQIpBBFjASNH9dfdy+5h6+BEpszr28JA/ufRWLO1jOea9NRkHwS8euTVARGGcoPE5rm2sPbArwUXpWv8tAouS63cDO5hwk3/hhMuf2w9O9PcvHRSGJOh2bmcDi2dBoJkE8DLhWRi4Avx117HA5HhynkNratEciQP0ouzoSGxjDcYHCsaig8eQuFZ24tG08s3JOB/d6D19OFAdI0JBUAvokYzI9gmuhx7EkiLsCrnr3Ohwa/myUVxicavgmT/lP5AukjsfgdeAOv7E45jaNuRGQBgKq2x0bH4WgyjQTIFwFDwBuAD4jIGqDSukFV9bCZTs7hcNRHO72OR4M06bhLXtHOrZEspYZ5sg/9kHDj6rLx1PaH0Lf7UYjXhUY4voeX76m70C0bBYwWxpoWHNcqwCtiVMlFStTFwbEpPEO48RoIN5SNS+/uJJccjyQXdWhmsxcRuRM4UVUfrxh/F3CEqr6nA9P6evzztA4c2+GYMY0EyH/P+OnhRWw7TPeN5nB0iHZ6HWfCHCOBvR1u7dx8ogaiY5PbSOaBSzHZl8YHJUH/nseQ2u7VzZpu85impEIVxqIC2UIao43rsouMF+ClEKo3H+l2SYVqRDRyG2b0N1BmbpcksfBwvHmv7d6OiN3PK4BqvdYXATvV2khEBoDF0zyWr6rrprmNwzHrmHaArKq7tGAeDoejAcIwRyE32JZj5aICQ8F4ID4cBA05I4RDj5J98Aq0xMlBeuYysN9pJBfu1pS5NhUTSyqi+m75G4XRIEcuSG+yvpsJtQrwSilEhkLUpZExoME6wo3XoP5zZePSsx2JJSfgpbapuW2kkG99zWnHEJG7gQOnscnfquqfa+wrRXnAOx9IiUjpGxyo6sb49xOB705nvsA9wKYWliKyErir1soicmqV4VNU9QfTPK7D0VamHSCLyE7AWlUt1FjeC8x32mSHo7W00+u4YHw2+sObrONGg4BCNP3gr/D8H8g/+jNKM4jenO2Ys/8ZeH3TTWS1gSB2qajzLQ6MYTTM4wfpGdvsRdrDuiCFHyXoTcA2/UoqUR6km9jCLexSSYWqYtJ/JBq+Ccoy6YI3/3UkFrwRkeqnIVXwDQRd7MDRJI6heva3Fk8BiEg/UCrSXwi8Bfh5lW1K2xE+CCwHUNXvAd+bxrEnY2nF8x3jxx+rrDtWZczh6CoakVg8if0Q/qrG8i8CuwNHNzoph8MxOe30Og5MWNYIJBOGZMPppfTUROQf+xn+C+XnyuRWL2dgn3cjid6mzbcpTFNSAbYYbzTIEYTZGf1dBI/HMv08PJJAsYGiiJVZ7LtQWbbAapEjYy3culZSEY4QDv4YzT9SviCxmORWJ+D17lJz29BAwdDS17by+k/NBw4DlgAbgdvufvv5o607YnVU9emp16rKvwBfKHn+u/jnfsAz8e9nAsdiz9lFJnx4ReQW4M11HHNHVX2u2gJVLROVi8g7gNNU9bV17Nfh6DoaCZCFyfMp9wPvbWw6DodjKtrpdRyakPWFQUwcHBeiiLFgeppa46fJPngF0UhZ/RC9u7yZ3p3f2H26UwOSTdUtqQDIRiGZIE8QNl4oKQKe18ejYykeGoYez44VUYUHh+zvu87r7q54UeY+oqGfgcmVjXtzDiKx6EjE66u6nVHwIwhbGxgLcA5wLuABKSAAopXXf+rrwCV3v/38Ln1nx1HVLwJfFJG3ATcA+6tqWcWriBSASFXTdezya8C/1Vi2HTbzPF1ERCb8sVW1PXY7DscMqCtAFpGvUKI5Ai4UkWrCxxTwSuCvTZibw+GowHodb2iL13GoEev9oU1d8oIG7Nyi9AtkVl+G5ku+LrwUA/ucSM/Slzdzus1hmpIKVchEPrmgQBA11h2vtAAviKRqcAz2eY8HDw4rW/UpPV12XQGgJks0+HNM9r7yBd5ckouPwRvYr+a2gbGSijZkxM8BPoK9zV96tZeMxwG+0/JZNI9j459HAKtF5Mb4902ISPFdfQQbSFcz5C6oaqUjVXH7uZMcf7Kk2WuAXJVx5+Hn6Hrq/Yq9CfsPXfwgSI1HFvhv4LjpTEJElovIt0QkIyInT2dbh2NLopAfJAyrnW+aS6gR6wuDm7rkRQ3YuQXrHyC96htlwbH0LmLuin/qyuBY8km8bP3BcaTKaFggG+QbDo49r4dkai6JZB+Cx0u5+Au2RvigKKqwvgvzbyb/KMGLF08IjqV/P3q2/eeawbFRyIZQiFofHMeyinOZGBwTPx8DPrjy+k/Na+1MyhGRUES0jsdZFdstwUoaC8BnROQ84F3ABdjz9qKSx9eAJ2oExzMhQRXZRswfVFUqH00+vsPREurKIKvq7cDrAUTEAB9V1Voa5LoRkV2BW4BlwAvAwCTrvgv4GLA3sBZbeftlrSgTF5HdgQuB1wI9wK3Ahyt1U3G17yeAk4EdgIeAL6hqtQIHh6Pj+IURAr+eO6UzI1JTFhyb2M7N1Bm9qCqFp2+l8NTNZeOJBbsxsN+peKm2xh5T04CkIjCGTOjjh3lCU7VeeVI8L2kbfVR8BU8WJBbff4OVIXQLagKikZsxY78vXyApEovejjdnZdWmH6rjWeM2chg2oKulEwqxhW9vAH7WrklhdcP1/AO+WPH848BPsHd43w9cAqzHehA/CuygqqtFZCFwOpPXBn1cRD4+3YkDfdjkmMOxWdGIzVszb+y9CFwK3Ij9gD1ZbSUR+Ri2+O/TwK+BvwH+H7ZC9v0l6y0D7gT+ALwDWxn8JeCPIvLKorWNWNHjT7HWOh/CfpG8G/ipiLxbVa9t4mt0OGZM4Kcp5Kve/WwqlcGxqjISBHW7JGjkk3v4aoL195eN92z7avr3PBrxGil7aCGhN62sMUDBRGTCgCDME00zOPbEw0v04XnVO+D1JiZmj1XLfUo8INUlPVSM/xzhhmsgLLfFld5dSC55F5JcUnW7yEC+PXKKSpZgEyeTkYzXaxuqOm1Zoojsha332Rv4d2AVcDYwqqovicgFwPdE5BBsg68/qepvauzubcBe2HNi5fnvBOz78a0a2uFFwEg8p6ewCSeI1UMiUnkx8tZmJNgcjlbT0NlKRHYurbwVmx44BtgV+LWq3ldz4xLiD9tX4n3sUuNY22ErdS9Q1a/Ew/eKSIT98H+95Mvlq9hq5KOLt5FE5C3AE9iK30/G6x2N1WgdVvKFsSr2irxIRH5cmZl2ODpFu7yOTRwcByVd30aDsG47N5MfIrP6Mkz6+ZJRj74930Fqu4O7rnWw5BNIYXpfgdkwIGciwjBHZOq/U10swPMSvZOmCbfpj3VssXNFZdbeqF2+tHqNW9tQjTCjvyUa+TXlTT8SJBa+CW/eoVWLL1VtlryVRXhTsBFbkDcZYbxet/MF4ApVXVv8bFV4C38FOAr4JbaRyP61dqSqQWzh+j2sLOKx4jIR+Ufgd5MU1u0LFDv+JIHDVfXWaiuKyHPUL+10ODrKtP9RReSNwMMisl/83ANuBn4EfBm4S0SObOIcj8N+6P6rYvwq7FXr6fE8FgFvBS4r1Vip6iD2ivhUGT9DnwQ8WuVq+tvYq983NXH+DkfDmChoi9dxteA4HYbkovru5YcjT5K+5+Ky4FiSA8x5xT/Qu/1ruys4NiCZnmkFx0ZhLPTJmYggzNYdHAuQ8HpJ9swjMUVwDJBKCPsutLKDyqy9URtY7javswV6GmwgXHsJ0cgvKQ2OpWcbktv8E4n5r68aHAcGsp0NjgFuw+pla/3xk9gAuWqA12V8C5s5roqqBtjz5uuBPwEbaq0br/8LYA3wT8Wx+Dz/CuDiSTZ9Fa4w37EZ0kgG+bPAz1W1aPlyEjagPBO4DqsN/hxWNtEMVgLPVmqIVTUvIvcBB8RDK7Dno2qm5H/C3nraGnuluxL7RVnJndgvzwOw2uhNiMhU97cXTLHc4ZgWxoTkMmtb7nVs1LDBH8IvCY5zUUS6Tjs3/8U7yT1yHZTYznkDWzOw/5kk+rdq+nxnRChWbzyNtzQ0SibyCVUJwizG1OfkUU8HvGrsPFfJhcoTY0KkNgT1sF9ue8xTdu2QhFtVMZn/Ixr6Hyir8xK8eYeQWPhmRCaqF0ycNe6GRn93v/380djKrZaLxTzgorvffn5bGlmIyA7AZA4RtXg8rg2abN8fwUoTPwOcAfxZRE5X1fsn2eybjEskwEoQr1HVZ2scYyusXvv91ZY7HLOZRgLkV2L1v0XeD9ygqpcDiMjV2Oxus1jK+O2bSl7EFjcU16PGusXChu3i5VX3qapGRNbH6zkcHaNdXseqygZ/mEI0HvD4xjDiTx0EqonIP/E/+M/dUTaeXLIfA/uchCQ7rAOoQAoJJD+9r7zAGNKhj0EJwlxdwbHn9eAlUxMK8KbCqJKLlMgou82HHecq6/O2IC+VsLKKTmWONRoj3Hgdmn+ofEFiIcklx+P17VF1Oz9qexFePVwS//wgtiCvmDUOsVrdS2ps1wq+R30NOirZlbijXiXxXd7PA/sAR6nqr0TkEuCHWHniT4CTVNUXkTwwoUuPiHy24vkpFaucrqrfB4rjpQmxX5bYylXSJep5h2NqGgmQh4gDSBF5LXAQ5V16tgWaWWofULuERivWqxyrtt509jk+qLqw1gRhU4bZZZEdM6ZdXsc2OB6iEI0XmoXGMOxPLR/QIEt2zZWEQ+Vd0np3egO9ux7eXc0/DEiuBwmnN6d8FJGNAhRDEOQwOnlGfaoCvMmo1hWvx4Ptavr6tA+TXU04+BMw5U1QvIEVJBa/HfEmdkmOFPJNtG3LNGijV424Cch3Vl7/qaso76R3a7syx0VU9fBm7k9EerGF6Y9ja3FejI+zAXiTiJwI7FQiQ9yexjyJi+/TlUBY0UXvzVNokB2OWUEjAfKPgS+LyOuwXy53FitSRWQO9pbML5o2Q2v/trzGsqXxckp+bsNEPdTSinVeiNcrI9ZTLylZz+FoO+3wOlZVNvrD5EuCYxN7HU9lWBFl1pJdfSkmV3JO9JL073UCqa1XtGjGDdKApALGi/GoIziutwCvFoXIUDDadV3x1OSJhm7AZO4uX+ANkFx8NN7ARC9rVZsxDpqUNQ404KH8MzwQPse/clRzdhoTt5Vup5Vby1DVTbdrROTgWl7HqvrDiuczKkaMt/+Pkuc7TLL6lMsdjm6ikQD5k1hZ3JuA32BvUxU5AKun+myV7RrlPuAsEdm2eDUMICJJbPa6eDvsIcDHFgxUarMOxkoqil5E98XrVbIS2w1wMo2Ww9Ey2uV1PBiMkIvGi9I1Do6jKVJ+wcY1ZNf8AEq2ldQCBpafQXL+ji2bb0MUEnjTlFQYhXTkExgDRHFwXF3mUtoBTxoozNdYUlGvhV47MfknCDdeC9FQ2bj07UVyyXFIYv6EbZrZCc+o8oy/lnv8J8gwfZ/pLZkWNAJxOLZIGvFBzjPejrNy2R9EZJmqNtM0/BpsBe2Z2IKDIicA84Hvx8ceFpHrgdNF5OK4gpfYIP144NIS67YrgJtE5LWqWupufzY2e+w8Gh1tJwgybfE63ugPk63IUI8EYRwUVkdV8Z/9X/JP3ERpqjMxbycGlp+B1zsxYOoYCpKdvqQiNEo68olUUbVuFbXcHhstwCtSTVLRDaiGRMO/xIzdQVlKW3pIDxzJaM+rSRWkTA/d7CK8jeEIdxceY60Zbc4OHQ6HowFm5NofSxK2AoZiH0WvycExqjokIl8APisiOaz7xEps0Pw9VS2tGvkscBdwXWyS3g+cj23DWVpYeAs2CL5WRD6E1Wsdjw3CT1ZtcWWUw1FBGOYoZFtvvVotOE4HIflJ7Nw0Csg98iOCtfeUjfdsvZL+ZcchielrbltGJDY4NtMTOwQmIh0GGGyQaIPjiRFfowV4pfiRkjem6yQVxn+RaOM1aFDerM1P7Mj9+m6y+aWY/Lijxm7zlB3mQKDNyRrnTJ7780/yaPTShLdmgUzUOTscDkcrabRRyC5Y/8Ujse2hD8Haq10lIs+q6seaNUEAVT1fRDZg9c3nY10pLogfpes9LCIHYw3Sf4WtSr4NOEFV15WsZ0TkHdiM9NeAxViJxrGq+pNmzt3hmIp2eR0P+iMTguNcGJEOa+trTWGE7OrLicaeKRkV+nZ/G6kdDu0uf2M/gZeb/ldaLorIRQEKGA0JqwTHMynAK6Kq5CMl6DJJharBjP2OaPgWrMtlEY+RvsO4zz+MhJegp+RPHRl4ZFTIG2WnOTM7fqSGvxae5S/B0/iUX6ilSHBAcif29Lae2UEcDodjmsh0PVbjds5/wjpB3IDNuh6iqn8UkUOxBXofKNq+bSmIyPCCBQsWDA+3/ha5Y/Oh6HVsTH2ew40y7I8yFpa7EBSiiKFJ7NzC0WfIrr4M9UtudSf6GNj3FHqW7NOqqU4fjV0qgulJKlQhGwXkjQ3KjIYEQfl7NNMCvCJGraRiEhVLR9BwkHDjtWjhyfIFyaWw+ATu2LgTnoBX8uKL9YSqNpx+1VZKskHTkuf99dzlP86oll+4CbDM24ZXJHegN/ZWPvfwI7voaszhcGzuNJJB/gq2I89rsNKFs4oLVPV2Efka8AFgiwqQHY7pYr2O17c8OB4N0hOC49AYhoPawbG/9h5yD18LJe4NXv9S2/xj4GUtm+u0aVBSUV6MB8YEBOG4OmymBXilBEbJd5ne2Db9uIdo6HrQ8iI4b+5rSCx8Ky/mUyjjwbHGTUuKNzok/n2wAC+bpgKp8WlJAAAgAElEQVRixKS5O/cYz5uhCcu2kQWsTO7CIq8LPO4cDscWSyMB8t8DH1LVjbGtWyV3AefObFoOx+aP9TpubcF5OswyEpRbuxbt3KoFbKqGwhO/oPBseRf25KK9GNj3FKSni4IW38PLTV/yUFqMB1biEpT47M60AK+IqlKIFL/bJBVRmnDwp2hudfmCxHySi4/H618G2CYfVpM9njGuxDA9S7eChjyQf4KHwxcwFZKiufRyYHIXdvQWdZd0x+FwbJE0Wmky2Tf+7uB8eRyOySjkWu91nI3yDPkjZWPWzs2vauemYZ7smh8QDq4pG0/tcCh9ux2JeF3SBEtBckkkmP58SovxAKLIJ4zs36EZBXhFSrvidRMm9xDhxh+DKbcS9AZeQWLRO5HE+AVQKgGiYISa3/ge9XX3M6o85j/Pff5T5Cm/c5HEY//EDuyT2JZElQYzQxE84LusSzOIC+vfCuypqhdXLPsq8H+qek0Lj/8+4G5VvWsa2whWynmnqj5QMt6H7Rj4bVV9qtlzdTgaORP8AThXRCZ8iERkCfBh4H9nOjGHY3PFL4zg+61t2JWPCgz6E/Xww0FQtUgsyq4nu/oyTHbt+KAk6F92HKltD2rlVKdHg5IKgFwUko3GJSNR6BOaHJ4k8BK9MyrAKyU0Sq7bJBWmQDR8IyZ9Z/kC6SOx+J0k5ryyfH2F+SlQsb9Xe7cVQGDxhEbF5awNh7gr/yiDmpmwbHdvKQckd2JAUhOWDUWw2ofnos0/mxz7+u8GLIofi7HNrLbFdq79papeOcn2fbEFa619b4Ptfvd/wOnAJ0TkDlUttaZ5A/C7im23pUIu2Wj3PxHZCttU5G+ns52qqogcBJwRN0EpfrL+BTiacvtXh6NpNNoo5PfAPcCl2O/Jg2P3iA/T/EYhDsdmQzu8jn0TsMEfnuDEMBoEFKKJ98PDwUfIrrkCLcloS888BpafRnLBri2d67TwPbx8z7Tt0VQhE/kUSirkojBPpAUSiZkX4JVSiAyFKQyBAwPr81bCkEpQ5incCkzhacKN10BYbiMovXuQXHI8klw4YX6+ARR2nKM8kxaSUh4kKxAq7DS3doFe2uS4J/8YT0cbJixbKnNZmdyVrby5E5ZtSYFxCf1YJyXFNrR6EngEGyy/PV42GReLyCJVPaHKsl3jfS0BrgY+DnwUWFBcIW5RvRfw01jeYoDjgL8Ab45/Xwp8u94XJCLvx2Z4iySBBHBzFQnNWlXdr2L7m4BXVKz3bBy0DzJ+p3pNyf7eqqp/qXeODsdkNNIo5F4ROQz4LnBhPPzl+OfDwDtVdU3VjR2OLZgozLfc6zg0IesLgxMaXGTCkGxYbqGlqvjP/478YzcA4+t7c3dgzvLT8foWtXSudaMg+STiT19SYRTGwgJhycVCFOZRINnz/9l77zi57vLe//2cc2Z2tqtbspoty7hIFsbdmBaqfzbEYAyYkBBKSJxcyk1CbpKbSzqXEkK5IYEQQkkoNhgcQi8mAQw27pJsy7ZkyZasrtX2mTnt+/z++J6RZmbP7M7Ozq5W9nm/Xnqt9rT5zrb5zHM+z+fpnXED3vHHsRFuk03FU4Vdo7BzVGykHLWZwqf32tSMdqEaEw//CDPyY2qHfni4/Vfh9D4bqbI0pA38WN0FoOwZF9Dja0asOF6dYkmPNOYB/3EeDJ8kpvbnsIs8F3hrOM1ZMsFnPJQI4z0pwtiZb6HRbUZVRxPhN1DJ4ReR5wHfwKZC/eMUl3ge8KUG+yqNDh7wYeBtKdXoK7Cv389PPv8iVpxX1ndzEu86HbqwhbQ3AGcC24ELkn+fBs4Dnkw+ThDeqnp12kVF5ADwJlX93jTXk5ExLVoy26nqHcB5InIecDb2b+Z2Vb23nYvLyHiqYOKQ0ixnHUcaczgYxNSJYz+OGQ1rkzLURJS2f41wf+0t99zS8+k8+3rEnXjL+4RgBBlvzVIRGsN4VJusazRCvBzODBvwqml2Kt6uUdgxaqux9bFpO0at0XddmwYSaniQ6MiNaLi3ZrvkVuItuR7J1eYKB3FSNa5DBNZ0w4pOZdC31eWcY20V9ZVjVWVXdJB7y49RpLb51EU41z2VDe5KclL7tR+OYWsIe6KJ32MBThFY5wmX3fztvjuuu/opO16vOqtfRK7BTon93ak8wSLSC5xDYo9IpseuA8axcayrkkOvwlaR0zJHXgQ8rKpDyTXWA08k+2YSThgCJexE3N/FWkdeAHwMa924AUj9norIS0kX/YuwQ77qY3h+oqqvnsFaMzJqmFE3SmKY3zrlgRkZT2PUxJSKhxqOLW4HRg1H/EGiusi4MCXOzQSjFB/8HPFwbfZtx+lX0bHmRfMnQSBMUipaeE/hm5jxKDx2qoitQUobGvBqHic2+JVg4EkIja0c14tjsJ972P2re3RGdgtVgxn7BfHQd2oi+kBw+n4Ft//FWEuqJTZQNlNPwss5k0e5HYlHuKu8ncMp46HXOou5wFtDjxRqtg8bWzHeHdn1VSNAt3Hoj1wcddgrCvngTmxBpi1ccsvH+7DCcDEwANx656vefsIFuIj8D+DPsHaB2xPBux7bAL8O+IKq7qk6ZVPy8b7k47OA7wIVd3jlu/t/sFNjf5rysNeTCGERySeP9SCwAGicB9kca4AvAK8DdmKtHa8DHgCGgNTcSFX9AXZSbw1ZBTljrmjvq0VGRkYNqkqpeGhWs45VlSPBIKGpfR2LU+Lc4tG9jD/wGdSvyp91O+g65w3klmyctTVOixlYKgCKUUQp+XqLOLhugVhDNJ7p63zVEqc5Fe9wmZpM4XocsdaGw2U4tcUkPY2GiI5+FS1vr93hLcZbfD1Ox9qq9Vs7RTTDGxolE3Cf/xg7ogMT9i2ULi72TuMUp79m++TCWFkmguvn6BDBOkCOLTK1CW26XHLLxwVbuXwX9u5nHisC40tu+fjHgE/e+aq3z5mnIxGka7Gi9JXA72Ab3T+UDOZagp3J8hjWm/w9oFognwU8oaqjAKr6X0AhSaxwsX1BR4GXqurOlMd/HpADlorIQmw1+pCq7heRZUCx/pxp8ppkjUuANybbzgF+BLw7eT71a/on4NcaXE+AG0WkC+tDjuv2r1XV4YmnZWRMjykFsogk7RrTQ1XnSSZURsaJo1w8POtZxwPBEH7dY5gkzs1UqePw0GaKD38ZzPFjpbCI7o1vxe1ZMatrbBoDUswjLTRoVTfjCeB6nThujjAcx5j619AZLFGV8Wh6KRWVTOFJr5sc1wrx+H3ER/8D6ibSOT2X4i54OeIcj5qoNOHNJGUjVsO2cA9b/ScI6/RJBx7ne2tY7yzDqbobMZII4ycaCOPTPDg7Bw+N5HEk1Y/drneZN2CF2WjdNb1kO8An2vRYkyIi52ArqQYrgLcB78UK4HdhK643AD+oCOAU1mCFcw1qb1mZKitCo5iWPwE+j/Uf/yq2An1rsm8RtrreMqr61yKyDrgleZwzkvWuA94GrEw55/dE5HGsPWQhtkHwVGwaxz+o6t+IyF3A+7BDy04F3qqqs5udmfG0opkK8l8zUSBfD/RhjfyV7J7Tgddjmwq+3a4FZmScrMxF1vFgMEIpri2sqSpDQXisYUzV4D/+A/wnflBznLvgDLrO/U2c/MQkgRPCDCwVsSpjkc139rw8rltAgSAcQ9s43zmMlbKZfoRb3mXKdkAnOW46aFwkHrwFU9xcd7EevMXX4XSee2xTWhPedFFVnoyPcHd5B6N1qWKCcLa7nE3uKvJVNo4RAw8mwlgbCOMNeeh14FDg2DsIs5Tqkdgq3sVEcUzy+Sjwzktu+fgX7nzV22c3i9HyKHA+8IiqBgAi4mKrqj8G3lEVa9aIBdjpto2ovCOe0FggIv3YBr23YX/zfh1rY/mD5JDzgd0p5/0B8J+qumOKtVWOfQdW6C8FlqvqG5PtHwI+0uDUX2K/PsPYSLfvq+ofVe0/iG3++yfgk8CLReQ+YH+l0TEjYyZMKZBV9S+rPxeRa7HjpS9Q1YN1+z4OfB+bcJGR8bQl8EdmPet4OBxlLJqYLTsSRgSJKNTIp/jwl4iO1LYK5E+9gsL6V86b4R9S9hC/tbVUmvFwc+S8ThxxMGraKo5nOhVvacHWTI2m2yxMkjW8tDBxXyNM6VGio1+BuNY2K50b8RZdi7g9ydqrottmwFA8zt3+dvbFE8dDnyoLuMg7jX7nuFF5tKpinCaM13qwMRHGFUIjGBXc2WtmfRHWdtCoGh0B3dhM4FtmaxEVEiFX38fzaqwl4aomxDHY1/GyiPwqsKA6oUJE8qoaJH0FEyrIqjosIpep6l4RuQl4DzZm7j+TQ34F+EnKY74G2A9MJpAPYSvg3wI+o6pDInIlcG/y2B8WkY8CF2Or6McQkX/keKIG2CrzlSLyjqptOWx6x9uSzytC+4WkiPqMjOnSigf5z4C/rxfHAKp6t4i8H3uL6IczXVxGxsmIzTqeKCLayVhUZCQcS9keUYpt8cSUjjL+wL9ixvcfP0AcCuuvpWPls2d1fU0zA0sF2Ga8kjE4+R5cx/45i9UQBmNta4o0qhRjxcxgKl7OsVFuO0Ztm2B9ikWksL63uQY9NQHx0HcxYz+v3SEduAuvwem+8FijZWTAn6GdwteQzf4uHgn3TpCtfVLgIvc0VrrHIwFHk4rx45MI4w156Et5rjlHcWRW7b+LaWw1qOAlx50orsBOjWvWND+CtR68H7ghmTz3t9iK7SIRqfwxeoGIPFCpVFdQ1W3JxwdF5F5sBdZP/M8vA/5X5VAAETkTWI31NU9ARC4CqiflvSPZXn3Mn6acp8DnVfVNyfqrK8sfALap6v+pOv61wB+q6qVJ5vLjqvqd9C9RRsb0aUUgn4vNLmzEdmCedPtkZMwtc5F1nDZCGqAUx4wlcW7R0GMUH/wcGh6vMIvXTdfG38RbsH5W19c0kYNTbM1SAVA0hkhy5PLH7xzHGifiuD0iq51T8U7vBVB2jgqx1uYgr09ykKfC+HuIBm6C6FDNduk4HW/x6xBvkT2uDXYKo8r2cC/3+7vw6wquOVw2uas4y11+bDz0WFIxThPGVFWM04RxhUU5A5XpfbMTpjLA1KkMETP03c6QfcDzRcTR5t7lDWIj3Dar6k9F5HpshfciYC9wGrZC+/vAH4vI3wKfrBfgIvICYANwQZKksRr4rKo+nBxyAFvt3ob1S9+dthhVvZuU4YsichbwC+CbWOvGy1U1VUskDYIutpq/APurcomIvA/rXd6G9Yl/WUT+EjvA7JpJv0oZGdOkFYG8D7gOuLnB/uuxv5QZGU8r5iLr2I+D1BHSgTEMB/b1Lth3O6XtX4Oq11anewXdG9+C03kiC2PHkbKL+K2F6ChQwsO4Lm6ViopNSBiOt23EczkyLVsq0hCBdX2wukenPUlPNcaM/Bfx8I+obfdzcRe8DKf3eceGfoSxrRrPhAPRIHf52xk0Ey08651lnO+toVNsIXYsqRjvmoEwruAJrC5E7C55uEwQye1IXboVm3rgkW6zqGz/URseq1X+BXgr8CMR+QesJeFgo1HSWLHaCfx78nkP9nl0YX9dTsNWzZ+PFc3/gPUl/3PlAknV9xbsFNwjWE/v94HPJUkWh1XVJ4mUS6rUTRuCEvvHJ4CPqOrfish7gK0i8hHgU6p6oO7467DZyYPAYax3+UlsasV/Aveo6kER+THwF8BfATtE5KqsipzRLlr5g/MJ4IMiksPe0nkE++5uI3aE5VXA/2zbCjMyTgKMiSiNH5zVrOPQRBwJBidURyNjGAoC1MSUH/sGwd7bavZ7SzbSdfYbEK+DE44BKeWQaPpdWIKAm6ekkmQaHyeOA4JwpmlUyRJVKcVK3EZxXE3OmV6Um4aHiQZuQoNaW6XkluMufj1O3iaQNJtpPBmjpsQ9/g52RxN7vpZJLxd7p7PI6QasMH4ogJ0NhPGaRBj3T/NbvapgLUJ7yh4YMCoV28WMf4DvfNXbR5Iot0YpFr3Ah+aoQS8VVT0qIhdj7YwfwlZMEZG3qeqnU055NPlYGdT1b8Bl2ApvAfsc/z6JeNspIj/C5g+TXPcdyeN8VFU/mGy7DWuN+DA2JSMWkRL23ZmHFeS3Ai9Jew4ishg7Ie8KbNFsBfBOVf1S8hz/RkS+j7VS/LmI/Ay4DbhZVTcDXyOJnkvW/2ngIVX9y+TalyRNfiuwAnoUO4jkNCATyBltQVq5FSkif0+6CDbA+1X1PTNd2MmGiAz19/f3Dw1NrO5lPLVRNZTGDxC3MWe3nkhjDpUHiOuas40qA35AGIxRfPDfiIdqM3A71r6EjtNeVjNS+IQRifUbtyDgxM2DW0iGf9S9QYh8wjalhTQ7FW8uUFXM2B3EQ9+CmrvhgtP7PNwFL0PEw6itRs8k0zjUiK3BEzwU7MHUfX27yXOBt5a1zmJEhPGkYpwujGGNp2zMQf8M+z8jhaOhQ2iEnKPcGmjfHdddPWPhWpWD/E6s2KtUjSPg/zHHOchTISKd2GEaQ2n5vmInv6wHdqgenw6TVHkXA8OT+ZlF5M2AXxGvKfs7sEK1FytaBfu1OqiqE95JJdaIX2LF613YyvRNjSrgifXiGuyEvXdWJ2OIyDexjZVgq+r3Y4X5bcl1b8Y28P0dtjnvGlWtrRBkZLRISwIZjhn1X4mNdwPbzfofaUHkTwcygfz0RFUpFw8RRW2ZYZBKrIZD/sCEKXmqytEgpDy6j+LWf8WUq2yTTo7Os19Pftn5s7au6SC+i5Snf8NKHA8v100IjIf+hP3tFMd+bPBnYtptIxqPEA18FS0/UrvDXYi3+LU4hTOAmWcaV8ZD31N+jNKE8dAOG91TOdc9FU9cxqsqxiZFGK92lY15WDBLwSjvuvLlbXUlp0zS+9GJrBw/laikZ5zodWRkzISWBXJGLZlAfnpSLh4mbNOt/TRUlcPB0QmDQACGgoDRg1spbvsCxMfFo3QsoHvjW3B7V83aupqmRUuFiIuX78RxCoxHPn5KdT6MSkTRRNE87SUmU/GiWbJUTBdT3Ep09Gtgan+unO4LcRdegziFtjThHYlHuLP8KEfMRE3YEy1jo7OW9QWPok4tjDfkYeEsJwa2WyBnZGRkTEbLTQ8icjb2tsharL/pMRH5FWCnqj7RrgVmZMxX/NLgrIpjSJ+SBzASBAzt/CH+ru9QHQPh9p1G14Y34XT0zeq6mqIFS4WI4HpdxwZ9jAYlwpTM/yAqEkczL1DNK0uFKREP/idm/J7aHU4X3qJX43SdhyZ2iplkGheNz73+Y+yMJiR10mF6WBaeSSHuZ58qe03IQdVUYbwqqRjPtjDOyMjIOBG0JJCTztN3YJvzFPgCtpP2zcDLROQiVd0zySUyMk5q7CCQkakPnAFHg+EJU/IAxvwiRx74EuGhe2u255ZfQuczrkOcdjT7zxDfxZmmpcJxO/ByXYi4GI0ZCX1MXdOjqhLERUw0c7+3Hxt8oy3HzLUTU37MxrfFtXegpHA23uLXIG7vjJvwYo15KHiSrcHjRHWDr13NsSRcR1+8nBgYcCNGxFSSb2uOXekq52XCOCMj4ynOtF9JReT3sc0NfwF8idpJOm8Gfgr8DfCmNqwvI2PeEQZjsz4IZDgcZTyaWJ0eHz/CgXs/RTxWHR8qFNZfQ37lc2vC+E8IClKcnqXC+ox7cBJhH5qYsbA8oRlP1RBERUzcaAhak0tMLBXhPLBUqIbEQ9/HjP6MGqUuOdyFr8DpvhQQylHrTXiqyp7oCHf7Oxir75NSYWG0ikXRWhSXASdmVAya8mO0MqkYL8qEcUZGxtOAVkpNvwv8U5Jl2F29Q1VjEflnbPxbRsZTjigs4ZdSB0i1jYZT8o4+xr77PoVWj7D2Ouk6943kFp01q2tqilisODbNiXQRBy/XheMej1P1TZjajNeu0dHzyVJhgn3EAzeiYU0ELJJfg7f4eiS3ZMZNeIPxGHf52zkQT+yNWKKLKBTPJO8UGHRiRiVMFcaLBC4uaCaMMzIynla0IpDXkD6bvUIELJxkf0bGSUkc+ZRneRBIoyl5g0/ewaEHvwRVSRZO1zK6Nr4Vt2vprK2naaZhqRAExyvgeZ1QFT/XqBmvXeI4iJWyMSfcUqFqMKM/IR76AXZmRQUHt/8lOH0vQHEpR6034ZWT8dCPpoyH7pdOLvJOIw4Xstl1OOikC+MuI/TFLhu6Yxa58+AdRUZGRsYc0opAfhK4lMaT9F6O9SNnZDxlsFPyDs35lDxVw+GHb2Hw8VtrtnuLzqHr3F9HvM5ZW09TaJJSETZnqRA3Ty7XjY1KTS6hylhYTm3Gi9UQzlAczytLRXSUaOBG1H+8doe3DG/J9Uhu1bGqcSsYNTwS7mOzv4ugblBcHpdneqtZI6fwcOiwI1Rid+IDdRphoXHpUAcDLMrNXr530zR5VyIjIyOjXbQikD+PnXyzDfhqsk2TcPA/BV4H/FGb1peRccKZiyl5gQk5XDclLw6L7L//M4wfeajm2PzqX6Gw7uoTP/xjGpYKEQ8v34Xj5Gu2N2rGA9tUFgZjEyYHTgej1lIxw+LzjFFVzPjdxIPfgLp4WKfnCtwFVxGTw49bt1Psi45yl7+d4bp4OAHOdE7hbHc1O8Mc3wohTkmlqAjjAg6qtnq9pjPCO5Ha1AhOnEPizN+RkZExt7QikP8vcD529OMHsDcsPwucAvRjR0R+pF0LzMg4kaiJKY0fwqRUN9tFZCKO+IM1AjwYP8jeez5JMF4VxSUenWe9lvzyi2ZtLU0TuDilqf98VMe2UddAGJqIsdBPrcrHJrKV45lMhzNKeR74jTUeIzr6NbT0YO0Otx9v8Wuh40zKM8g0HjFF7vYf48mU8dCnSB/PdE9jf9TN9/10YbwAKEQeHcbBqBCLglhxXBn7POeo4MQeEnsn3BKTkZHx9GTaAllVY+DVInId8GvAWdi4t58BX1LVG9u7xIyME4OqUioexpjZHSF9OBisGSE9fvgh9t3/r5iqCXGS76Nr45vx+tbO2lqaQkFKHhJOXtE77jMugEw8tlEzHkBsQoJgvPUlquLHSjAPLBWm+BDR0ZvB1DZdOl3n4yx8JSFdhC2GcgTJeOhtKeOhe+hgk3sao/EiflqCKEUYL09SKZa6EGlYM9Z5Uc6cmMpxJowzMjLmCS0HpqrqzSLyY2BdsmmXqg5Mdk5GxsmEXzpCHM98UlsjjBqO+IPHRkirKoOP/5jDD3+dmuEfvavp2vhmnI4Fs7aWpmjSUpHmM66mUTMeQBQHMxq+Yi0VijnB4lhNmXjwW5jxO2t3SCfuoldhOs+n1GI6haryWHSAe/3HKGvt19HD4WxnDZjl3FuWVGF8SpJjvLTq2+MJLMufQB+KklgpMmE8HURkDfDQlAce52ZVfdMsLScj4ylFq4NCzgc+Cjy3bvttwO+r6r2pJ2ZknCT45dmdkqeqHAkGCZPqtIlDDj74ZUb23lFzXG7ZBXSe9VrEzaddZu4IHJxyblLxYvOMu3GcXOr+yZrxAKLIJ6yqmk+XyCileWCpMP7jRAM3QlQbByiFM5GFr8GXBZgWnQuH4mHuKm9nIGU89FpZRreexg7fTRXGyxJhvGw+2XmVqorxJG+8nqKiWUTWA9unedrfq+q7k/87QDeQU9VJ70WIyJ9g7ZEZGRlN0MqgkIuww0AAPgNsxWYVbQB+A7hNRJ6nqne3bZUZGXNIGIwS+LM3Ja8ijisjpCN/mL33fory0K6qo4SO06+iY80LT+zwDwUpe0jQWFWl5RnXE2vMaINmPIAwKhNFE6cGNks5MifcUqEaEQ//EDPy39QO/fBw+q8m6rycCKclsTduytzr72RXynjoRfSzWNezJ8ynC2NHOa/j5BTGopALXfLBPJgOOTs8AZyZsv3dwLOAN6Tsm90pRRkZGUBrFeQPAvuAF6hq9TgvROS92IzkDwAvmvnyMjLmligq4Zdm9/XnaDhMObFulId3s/feTxKVq+Ld3A66zvl1cks2zOo6psQIMt7YUjFZA141kzXjAYRRkSgKUvdNuURVSrESn2BxbIIDydCPfTXbJb8SXfh6fHdZS5XtSGMeCvawNXiCuG48dEELLOMsDkdd7EoRxksdWzE+ZT5pyyaFsWOEfOCSD13qR10/lVDVkNpptACIyBBQUtUJ+xow1uQb6a9MY3kZGU9rWvnTeRnwP+rFMYCq7hWRD5KlWGSchMRxMOuDQIaCEYqJjWBk390c2PrvaFUToFNYTNd5b8XtXj5ra2iK0MEpNbZUOF6BnNeZ2oBXjR+HjEfpPm5VJYxLxC2K4/kwFc8O/fg58dB3oSp3WBHofSFRz4sxuNOuGqsqT0SHucd/jPG68dCOeizjGQxH/exrIIw35uEUd9L3LXOLgsQezhTC2Isc8oGLNwexbpd+/Yt92ELOYmAAuPWX175h9m4dzS49U1ksMjIypkcrAnkAmMwoOAZMHAWWkTGPMSaiPH5oRpm7UzESjjEajaNqOLL9mxx97Ps1+90FZ9K14Y04ue4GV5gDprBUiJuzPmOZ4k+HKuNx0LAZT1UJoiKmwf6p8GOD32ouWpvQaIho4CuoX1vkK7KEbXI9I8W1rBZlddf0hOrRZDz0wfrx0OqyUNdRjpdwJEUYL6lUjOedMHaROIc0EsYK+dBWix0zMdvbEcVx2ve9vvTrXxTgBuBdWA9vHgiB+NKvf/FjwCd/ee0b5uyHS0RyQEfd5hzgikhP3XZV1bSIl+oKsot9ba9+Zyocf5v2D6qazSrIyJiCVgTyp4F3isjXVWsT78X+hv428MV2LC4jYy5QNbOedTwajTMcjmKiMvs3f46xQ1tq9udXPofCGdcgzgk0ihqQYh6JJwqZRoM+Ui+jhvHQb9iMp2oIwnFMC51qJpmKF51AS4WqYor3ER/9D6ir7u6Xy9jpvAJDHhfYPWZ1yZom3vOUTcB9wS52hPtqC87q0qWrMfFyRpkoIJckFS9/FLcAACAASURBVOPlJ5kwFgP50CMfuhOOEVFcAdfRlGc8Y27AenxHoWbcoJdsB/hE+x+2IX8IvK/BvvpuzAFgSdXnlY7YLk2C1EXkG8ABVf2d5PP3ARcAv5YlTWVkNI9Mt2ImIp3Y5rwzsZPzHkl2LUo+Pw94NVDzLldVd890sfMZERnq7+/vHxoamvrgjHmDqlIaPzircW5jUZHBYJigeIS993yCYGz/8Z3i0nnmteRPvXzWHr8pGlgqRCRpwGtupPVUzXhGDUGLo6PnhaUiLhIPfh1TrH2DE9DLo85rGJRzao/HdjBfukTxGii9WA2PhHvZ7D9OWK3X1CFnVuKYlcQpMnFxUjGeV8KYijD2kJRqMIAbC/nAIxfVvRmsiOLkYz2vef1zZ/wsE1vFnUAZSLMkeNhq7iW/vPYNE6NCZgER6QDqf8H+ArgYeDnQBVQidYyqjlSdey62UT6PFcvPA24EnoN9De7EDvD6FHYmzJWqum3WnkxGxlOIVirI49i/+wJ8r25f5Q/YAynnzace6owMAMqznHVcjEoMBsMUBx5h732fxoTH3zc6+R46z30T3oJ1k1xh9pGyh/i1v57HB310QpMjradqxpuJOPZjg2902l7e0MDhMgQx5F1YWoBciyVJU3qE6OhXIK7VTYc5jx3Oq4lkYplYABSO+rAs5T3G3miAu/wdjFSPh1YHx6zAM6swuNTX2RcnFeMV804YO7ZinCaMFXKRQz70cOPa/Y6jeKI4kt6O52PY7I7xmvYs80XY16JGft0IG5v2YuCW9jzk5KiqT60dAhHxk7WMALcC31LVv0g5fQFWPF8M3J5sC4HbgD7gcWAP8ChWRP+XiGzIKskZGVPTikB+C0/ZVMqMpxN+6SjRLGYdF+MyR8NhBp/4CYe2fRWqqqr53pUUNr4Z6Vg0a48/JQ0sFY7bgZfrajjoI43JmvHAVknDFsSxJpaKcJqWClXYNQo7RwUFDNZsKsC6XuX03ubFpZqAeOg7mLFf1O6QAocL17ClfCH5SS5msEK9mmFT5O7ydvbGVVnJ6iBmBZ5ZieJR/5ValFSMTyZhLIqtFocuTpWNwhHFdWyluNFTGSPiHneUze4YgbTtJWcxx20JjfCS4044qmpE5A+AH4jILlX9XN0hy4BhVb1DRHqxyRcxgIg8DrxdVY8VskRkTSaOMzKao5VR05+bhXVkZMwpgT9MEMzeHdRy7DNQHuDAgzcxvOdnNft6Tjmf3FnXY5rw884akYNTrLVUiJM04DnT+LOgyljkE5jGDfSxxoSBbU6cDjOxVOwahR2jgifgVCkwo3Y7KOv6pr6O8fcQDXwZoiM12zW/jrD/dfjhQhx/crXqcLxqHWjIFv8JtoVPHq+0q4OY5bhmJZCbUH1YlFSMTz2JhLETCx2hRy6svC1p3lc8ICF3uSM85IwzxdDGVhjAVlgnI0qOmxeo6k9E5M+ANwKfq9u9CdgrIs8FvgtU56Z3AbeISPVNiC3As2d1wRkZTxHmU0JmRsacEAZj+OXZ84r7ccCBsT3svfdTlI7WDslavP4qWP1iohN4D0bKLuIf/9UXcZMGvPpG+smZqhkPKuJ4bNrpIEGslI1p6V5VaGzluF4cg/3cw+5f3aMN7RaqMWbkx8TDt0JNLdcl7ruSuOu5IA4LE/1X8ZxNuA52x4K88miwn/uDncfHQ9cJ43oWJhXjk0kYp8W0TWWhqLBXfO5yR9jhtj5NsQluxdrCPRp7kCPgR7O5iAoisgJr6ahnAdCZTNoD+Abw3arPH09i3S4F7lDVnwE1iRdJBfmG6gpyRkZG85wUAjn5RV87ySHPV9Wfisj1wJcbHPNcVb2t6pqnYAeavATr1fo58G5VTfNPZzxFiMISfuno1Ae2iG8C9hzZyt57PkFYOl6EEjfPik2/SbxoA+V4+h7ctmBASjkkssKm2UEfacQaMxL6k1aFYxMShuPTqgC3aqmo5nDZCtN6cVzBEYjVHndqV8oawsNEAzeiwZ7a7d4KogXXo7kVx7blHFjdrewes4K8+iEViBT6ugf5fnk7g2Ys2eEg5hQcsxJh4l2EBYkwXjnfhLFxkChFGKfEtDVjobCnKjudEne6o+x10i06Z4QFrig3Ue5vgl9e+4aRJMqtUYpFL/ChuWrQAz4LvGyS/Y3GUJ+eVIZfCnxCRNLGWAqQS9mnie85IyNjEk4KgYxtrEjzjX0AOJfjzQlrsFOJXpFy7BOV/4jIUuCXwH7seGwf+DPg5yJy4TSmF2WcRMSRT7k0e4NAAhOy64n/Yu/mz6JVjX9eYRErL7yBsPMUytHsRclNSiTWb6zVDXiFKQd9pBGYiPFJmvHAiuMgSItrbYxRa6looYevdn0xE/y7Ex4rOa4aVcWM3U489G3Q43fhFcF0P5+496WQkv+8ussetWfclpIrfufQKVHqfIydesiq5TYL40jhaOgQGiHnKItyBm82BLVxcOIcUtdcJ0aOCWNRsRYKR5uKZotRtjnj3OWOMuBMdDyIwsagi2f7/SyP225F+mTy8Z3Y6m2lahwBH6raP+uo6pWtnisi12Cb7x6j8WyC/0zZVqmgZ2RkTMK0Y97mCyLyDOBB4LWqekuy7R+Btar68inO/Tjw68DpqjqYbOtIrnenqv5aC+vJYt7mMcaEFMcOTNsH2yxBHLLtoS9w+NHa16POhes59VlvI3A7GQlPzKAr8V2kbF8Pxc2Ty3VPqwGvmnIcUpykGQ8gigPCaTY/homloh1/jvYV4cFBmTStIjSwYaEeqyBrNEx09Kto+dGa49RdaKvG+dOnfNzQwKAP5ThmD7t5XHfb8dAqiTBelSqM+xNhvKpJYawKT5Zd9pQ9K8hVcOw7H1YXIlYV4vZUnhsIYzdyyIeujWmbIpqtniBJpLjHHWVMJr5Z9FS4wO/hcr+PBaZWw1311ue0Vf6nTNL70RxWjtuCiJyiqgdP9DoyMp6KnMzvIt8H3F4RxwlrSZlrX00yzOT1wFcq4hhs1I6I/CvwFyKyQFUzpfsUQU1MafzQrIljPxhn890fYWT/PTXb+1dfwSnnvo5AhZGgtYlxM6LKUiGOZ/OMW20MbKIZDyCKfMKoeQ+pquLHStDGwR9LC/bestF0m4WxWpKlyY1nU9xCdPTrYGpFfdx5MXHfK8BJu3s9EU+Uce8Q98SPUVQ/EcbLk4rxRH93f9J8t3qaVoonyy67S561LzjgJpV8Vdhdsn/SV3fO4E6FcXBiD6ke91yJaQs8XONYX7FrpvQVVxgn5l53lPvdUfyURIpO43CJ38slfi9dOjeJoMlY6TmJcpstMnGckTF7nJQCWUSeBVyL9V9Vsxa4X0Q+BVyJ9Rb/BPhjVX04OWYddqhJXWYTYK0aHcDZwB11jzmVYO6fznPImBtUDaXiIcwUwq5VxsYPcv8v3kt5pMqvKg7LzrmOBWueT6TKUBg0vsBskVgqHAQ314XrNTfoIw2jhrHQJ5pi0uB0xbG1VCimzVPxco6NctsxKnhMTLGIFNb3Kh4loiPfwBTvrTlfnW6i/lejhY1NP+ZAPMqd/nYOx8OzJozBrn1PORHHdeeK2IDfPWWPFYV4+nYLI0nF+LhArZ5254p9E+B4pilRDDAoIXe5ozzojJEyoJEFscvlfh/P8nvIzcbMvIyMjIwWOSkFMnZi372q+sO67WuAd2CnEP0LsAp4D/CLxFu8C1iaHHsg5bqVEWentn/JGXONqlIuHiGOZ0egHj3yEJtvfz9xVVyck+vi1PN/i+4lZxOrMhiEcz/5zXdxy7kZ+YwrNNOMBxBGZaKoPOkx1URGKc3iVLzTewGUnaNCrLU5yOt7lbW5HYT7vwJx7fte03EOUf914PY29Tgl4yfjoffXWSkmCuM+scJ4jdd6893R0LFjnBtoSRHA2OOW5Zu8Y5IijCsxbR2R4Drgutq0KAbYLz53uiNsd0qpJeblUY5nl/vZEHbhTOvKGRkZGXPDSSeQk5ibV2Ob66q3O8CfA79U1Ur19y4R+Qm2E/hPgd/meAZm2ktzw5drVV0wxbqGyKrI8wq/fJRoGhXN6fDkrh/yyH3/jFZVVfM9K1h5wQ3ku5diVBkMAsxcqmMFKeZwtYBXaN1nXKGZZjyAMCoRTeFLPrZEVcZCZW9R2zLdrhEisK4PVvdozSS9JR0hzsj3iIdqs6lV8sR9r8B0XtKUeo3VsC18kq3+44RqphTGGxJh3ChZo1lCIxiVY7aKNIwKYTMBwiqJlcI79pfPCx06I5ecJqkc0/gRUpTHpcyd3gh7GiRSnJ4kUqyLCkgmjDMyMuYxJ51ABn4PG8/z9eqNaktcH6s/WFWPishtwGXJpn3Jx+Up115ad0zGSYpfHiIMxtp+XWNitm/9HHt2fKtme/fSjax45ptxc9bKMByGRG22DkxKLDjlLnJuz/QGfTSgmWY8gDAqEkXNVeiNUR4YVHaMJMkQtD7drllyzvEoNxPsJT50IyastW2a3FqiBdeDN/XwNFXlyXiAu8s7GDVlRJfhxunCuLeqYjxTYVwh56htyJsER5ScM8kx9cJYoRA5FCKXfEW2TmO9McojTpG73BEON0ikODfs4tnlPk6Np5e1HRLyaMejbCls4SqeM61zMzIyMmbCSSWQRSSPrRx/RVWbv59rfcUjyf8PYu0VlwKfrzvuCmzk28NknLSEwRiBPzwr1936yw9x9NDmmu2L1r2UJc/4VSS57z0ShvhzmHUsUZ581IeTm574SKXJZjyAICoSNymOI6M8MGjYMTLz6XbTRdVgRv6bePiH2ISrZDsOce9LMd0vaOxZqGIoHucufzv7oyFEl+LG5yBMbODrSYTx2jYK4wqLcsYOJtH0NxOaTCxZlEv5+VMSK4UVxp5CIXQpxA5uC9XcAMMD7jh3uSOMNkikON/v5nK/j0VmqunOx4mJ2ZnfyZbCZh7qeAi/QTU6IyMjYzY5qQQyNt94CXBT/Q4RWYj1G39UVXdXbT8VO1rz43Bstv2/A28VkT9V1eHkuBzwZuAbWYLFyUsUzc4gkPGRPdz/i/dRGt9/bJs4OZaf9+v0nXrx8eOiiOIcZR0Lghf245mutiixZpvxVJUgKmLi5pI5ypFhPFJ2pohjaH66XStoNEA0cBPqP16z3XinEC94HZpbNeU1fA3Z7O/ikWA/6BLc+FkNhfGGPJw2C8K4gpdEue0uebjUimRVOwBlTWdU26CnHKsYC9ARC52RQz5uzYJTJOY+d5T73DHKMlGIF4zDxX4vl/q9dDeZSGEw7MntYUthMw8UHmDcmV6GdkZGRka7OdkE8iuxgei3pewLgRcD14nIe4DNwHrgr7DV47+rOvZDwBuAbyfH+sD/xjb1vWrWVp8xq5g4pFxs/yCQI/vvYeudHyaOjseAeR0LWHnh71DoPz7gsRzHjM5B1rEguE4XXtCHqDOt2+GNaLYZbzri2CRT8SKjM55uN11UFTN+J/HgN0Frq9xx93OIe/8/kMmrmkYNj4b7ua+8k0gX4cTnnzBhXM2qgn0Ds6fsganNQV7TGR3bXxHGjnFxVeiMHQqhh9OMPzmFISLu9kZ4wBknSrF59BmXy8t9XOD3kG8ikUJRDnj72VLYwpbCVobdxnWJ3ri5psmMjIyMdnHSCOSkCe9K4La0MZmqOiYiVwD/B1tJXo0Vxj8A/ndd5vEhEXk28PdYL7OHHTV9RVUcXMZJhJqYUvEQ7Rx8o6o88eh/sOOBf6e6f7PQfxorL/gdvMLxnszAGIbmIOvY9Qp49OCUOiZpKZ0ezTbjqRqCcBxjpq6Qx8ZOxat8O1qdbtcKGo8SHb0ZLW2r3e70Ey14Ldpx5pTX2B8Ncmd5OyNxF058Hi4TY/K6E2F8+hwJ4woiNud4RSFOn6Sn4MQuOePhGeiMPHLJtLtWOCgBd7kjPOIUSbvE0jjHFeU+NgbdTVk1jrhH2FLYwtbCFg57hxse12k62VDewKbyM1kTrG14XMb8RET6ASp3aTMyTjZOGoGcNOEtneKYUeCPk39TXe8J4Lr2rC7jRKKqbc86juOAbfd+ggO7/7tme9/KSzllw6/huMerj5ExDAWzm3Usrkcu14db7oCgfR6EUhxQasJHbNQQhGNoE3Og/djgG60R8HmXKWuKTnLcTDDFB4mO3gym9hZ93HkBcd814EyeBz1qStxd3sGToeDEz5hXwrgeT6iLctNEFHvkY6Ej8PCi1r6girJbfO70RnjCSW/3WBN28JxyP+ubSKQYdobZWtjKlsJm9uUa90DnNMc55XPYVN7EOn89jjrWQ86JmUJ5ohCR3wXuVtW7pnHORcDLVPW9VdsuB56rqh+c5uNfAlykqv80nfPqqDTNv2kG18jIOGGcNAI5I6MR5eLhtmYd+6WjbL79/YwMbq/aKiw9+1UsPO1FSJXx0yRZx7MVWCEi5PI9uNIF4y6p0xZaYRrNeM2KY1WllFgq6pnudLvpoqZMPPhNzHitnlDpJO6/FtP5zEnPDzViq7+bh/wSEq9OFcZdVcK4mbHKc4GI4gKecclFuWPT7hzT2psog/JokkhxMCWRAoWzw06uKPezaopEiqIUeaDwAFsKW3gi9zjaIH3DVZcz/TPZVH4mZ/ln4amHMYoSY6a87/DUQ0SWAP8AXD7FcQ617zufAbxGRD5Qte0c4FoR+XD1uao61S/+JcANwEwEckbGSU0mkDNOasqlgbZmHQ8f3c6W29+PXz7e6Od4BVac/1Z6lm6oOVZVGQpC4lnKOnZzneRy3UjoQdFtm6XCqGE09ImnaMYDm/cbNiGO6y0V9TQ73a6VBj1T3kU0cBPEtc2ZJv8MogWvAbdxPLmq8lh4kHtKg0TxCpwUYdyZpFLMF2HsiOIlwthVDzfIkQtccqHXso0ixPCAM87d3ijDMlE7uQqbgh6eXe5jySSJFL74bOvYxpbCZnbkd2BSmvgARIXTg9PZVH4mG/wNdJgCsTEoEXFdtVhwcZyn7pQ9Efk94K+rNnnYoYjflYlRJQdVtfKH6DPAb6ZcMs3rVbNNRC6vmhcwI5LKdcNKt4ikrfE3VPUL7Xj8jIzZIhPIGSctgT/c1qzj/bt/wrZ7/hFjjr+W5LqWsfLCG+jomRibPRxGBE1YDqaLuB65jj5cclBywG+fOGi2Ga9ybBiMT3lsECtlY6YU8FNNtzt9mn1YqhHx8A8wIz+h+sGVHHHf1ZiuyycNVj4UDfOL4iHGoyUI6yaYBAqJMF53goXxsSqx6PER07GH5+fJBdZf3ColYu53x7jXHaWUImY7VLjQ7+Wyci+9mv5yERKyPckqfqTjEUJp7MVfFaxmU3kT5/kb6Y57MWpQNUTU3gESHHAcXKn8hDyl6QLuwTaOn4kdbHVB8u/TwHnAk8nHYxVdVX0TVfYFEbke+BNVPb9q27XA61X1NWkPLCI9pOuATsARkUYDssZSqtD1FsjVyb9fpJw/mrItI2NekQnkjJOSMBzHL7cnjU81ZscDX+SJR2+p2d615BxOPf+tuLmJsQpjYUQ5bm+c2zE7hddl43qLLkTtEwfNNuNBRRyPTdr0qElKRdikv6TRdLtWJumZ4ADRwJch3F+7PbeaaMHrwFvW8Nzx2Oe24kGOhL0IaybIrw4xnJeXEyqMj1WJpW4NsUu+1EEuyOHGrb9xGiHibneUre4YYYr1oce4XOr3cnG5l44U93hMzK78rmNZxeUGPmWAU8JTOK+8iU3+JhbGC1E1xEYniGKw1WJxBGeGUyCb4bKbv90HvAhYDAwAt95x3dUjk581a4TYhKYbgd8FFgEvwPp4P4u1O0xYm4h8Dbgm+dQFPi4iHcBPgGuxMwAOiS1F3wr8vqpWB7l/D5v/34jBBttfAvyoeoOqHqlb2yuBN6lqNuEl46QkE8gZJx1RVMIvDrTnWmGRB+78MEcO3FOzfeFpL2TpWa9CnIkv1KUoZixqb9OQl+vEyyXjoQNpq6UCmm/GA4hNSBBMnkNrVBmPGlsqJqN6ut10UTXEIz8jHv4eUj/0o+dFmJ4XNpyPHJmI20tH2ON3AKdMEMY5Ys7LC+tzckKEsSNKLhHFE3zakUu+VKDDz7VsowA4nCRSbGuQSLHYeDy73M8mvxuv7iukKHtyu20CRcdWxt3GPyMLo4Wc529iU3kTy6PlGFViYwhTRbGdae04zpyMn77s5m8LVnC+i6Q3FCtQ48tu/vbHgE/ecd3VczgG8xhrgC8ArwN2Av3J/x8AhoC0d30ucL2q3iwiH8UOwToV2AP8ZXKNvcCfJv8XEVmuqgeS868G6j0zK4E7sV+XjwLvZSLNJlOIiEzoLJjmoK+MjBNCJpAzTiriOGhb1nFxbD+bf/F/GR998tg2cTxO2fB6+lel98cExjActi/O7ZidQnJWEBfba6mYTjMeQBQHhGFx0mOCWPFNa+J4Jmg0SHjkJgh21sgodZcQLbgeza9JPc8Yw33lYR71BdWFE/a7RGzMC2d4DsORwwG/LjZtFqlUitMGqAA4gUe+VCAfeLRqNVCUJ8XnTneEXW66LlkZ57mi1M/ZYWeNSFWUg95BthQ2s6WwlSG3UUEReuIezvPPY1N5E6vC1ahav3uoIZrSbCc4iOPgzL2N4gbg3djb/NW/GF6yHeATc7mghNcAZ2GHYb0x2XYOtlL7bmy1txn+Gnhu8v9TgDGskB5JrvER4AOQHsGWNPTtwH49rgU+V1d1nnAKjd/OPxtbGU87JyNjXpMJ5IyTBmMiyuPtyTo+emgLW+74O6LwuIfZy/ex4oK30bXwjNRz2hnnZu0Uvbhe0hRmsCkVbbRUTKcZDyCKfMJJGh6na6loF6pKNH4vZvAbSF3hKe66nLj3anDyqec97BfZUoqIdWLJ2iHi7LzhXC/HAd/lnnE7grl68Mbqgh28MYmVedqIKB7gOdqwUu36OTpKnXgz8BcblB1OiTvdEQ446T+366NOnlPuY21YW+QbcAeOZRUf8g41fIyCKbDBt1nFpwenIwhGDZGJUdJ/7gTPVovb+UVtksRW8S4mimOSz0eBd15287e/cMd1V8+pT1ZV/1pE1gG3AJ8HzgB2AeuAt2Eru2l8RkQ+CXQDf6WqvwEgIi8A/hF4OfBfwAWqOumYURF5IfBCrID+TWz1+Oakqe9Ig9NcaPDNhp9nFouMk5VMIGecFKgaysVDmCbFXuPrKHse+w7bt3ympvmsq/80lj/rt8h1Lko9r51xbtZO0YNNaQJCseK4jbpzOs14AGFUJooa3/U0qhRjxcyxODbROOHRryPlrbVVY6eXqP+1aOGsCeeoKjv9gPtKAYHmqf8zJ4Ssy4VckO/EE5c9JdeObhYQB9zkG6EKu0v23NWdM/u5O9Zo52jjqrRCrpwjX+rEbXEMNECE8qAzzt3uCIPOxDsHjsK5cTdXlPpYHh1/YzHqjCRZxVt4MvfkhPMq5DTH2f7ZbCpv4kz/GXh4xywUmhqgMK+a7l6EFXSNbqlEWKH5YqxQnTNE5A+Ad2Ar3EuB5ar6xmT7h7CV3zTeUmWxWC4iO5Lti7DP9YfYSvJDIlKpCLxSVR+oe/wVwJeAdwJ9AKr6byJyNfBNEXmJqqZ1RReAyW87ZWSchGQCOWPeo6qUi0eImxhvPBnGhDxy37+w9/Ef1mxffOplLNp4PY47sQpZefzBIJhxnJu4OXIdvdZOUaHkQLm9EVaBiRgLm7f4hVGJKJownPL4fqOUJ4lwmy2C8YfRwa8ipraQFxc2Efe/Cpzumu2qyp4g5p5SmZLJYS2U1YSs9Ipclu8l79g/fZHakc3H0iGqELHqYk/ZY0Uhbslu4YiSr06fSEGMJMK4gGNaF8ZlDJvdUe5xRymmJFLkVDg/6uHyUh8LY/v8i1LkwcKDbCls4fHcroZZxY46nBnYrOKz/bPp0A6M6qQWCpjbprsmWcxEz209XnLcXHEI6zn+FvAZVR0SkSuBewFU9cOJ+L0Y60ee6lqXYSfKXgy8FXgZ8EXs1NgSNvmiZoShiCwEvgl8R1W/IiK/VbX7LcBPgZ+KyMtVtX7Sy0IST7KIPA6sqlwWm4RR/2bkKlX9wRTPIyPjhJMJ5Ix5j18+OuOs46A8xJY7PsjQQO344bXnvI7Cac+f9NzhMJyRraAmnaLCLFgqYHrNeABBVCRucLyq4sdKMMdV4ygOiAa/hVO8o7ZqLAXi/ldiCs+qUZuqyt7QcG/RZ8y41OsfJWSJO8wVHX10O301+46GDqitHKchAhh7XO3UusZULBQ5RyedtOdGDrlynpzfgbQ42ANglIh73FE2N0ik6FKHi6JeLi710RM7BARsLmxma2EL2/PbiaWBFUKF08LT2VTexIbyBrq0CyURxSaaxEJhm+5c54RXi9MYID0nuJooOW5WSckPfkeyvfqYP005T4HPJzFvLvDvIvI57DvCP8cK2ncBf4Ct7v4+1mrhYkXzTdhIuT3J9ZZjvckDwHuSQSU9gJf8H+BXsRX1u0Tkd1T1W1VLOhfbHAhWU1ypqjUJF1Vrf5Kph2pmZMwLMoGcMa9pR9bx6NAuNt/+PsrF40UT1ytw1oXvwCw+Y1IbwmgYUo5bzzp2vQ5y+V6bTlEhFNuMZ9ooHlQZi8oEpjkrgKoSxEVMlK4VTDIVL55DcawKQXk3HL0RJ661O5r8GUQLXgvuwqrjlX2h4f5SyHAs2Nf/qusR0u0O8Ox8D0vd9IJgaASjcsxWkYZRIWzie+VWpVA0tNcq5EKPfDmHE+QQbb2yekTCJJFiPPVHaaHxuDjq41nlbrzYsL3jEbb0bOHhjm2TZhWvDFeyqfxMzitvpM/YIStGldDE6CQjn09g0910uBXrl/VIt1lUtqcKvHaiqneT8oUSkbOw2cHfBM4HXq6qjTwvncC1qvrdpMr8XGz1+9XAm4HbkuPOBzZjrSN/RGKhEJGXYweObAV+G5u3XE3lj+Z7sfaUT2PtFq9V1a8m+y4FHmn+mWdknBxkAjlj3tKOrOODe2/nTeieWgAAIABJREFUwbs+homPWwgKXcvYePkfU+zoQSfxNBejiPGoNe+pOK5twnPrxvGWHWuraCPTbcZTVYKoiGlgWYmMUppjS0UQx8TDt+KM/Ripul2veMS9V2K6n3OszFsRxltKEYMx1GsMJSTnHOSifCenucsmbQazVd7Jn6gjSs5JP0YSUdwoheLYNWKxQz38HBJ7SItWikjhUROyOTfM3ly67XO5yXNJ2MfZQQf75Am+27WFhwoPUnIa34VZGi1lU/mZbCpvYnFs30wYVSKNUTWTWCjmNqJtptxx3dUjSZRboxSLXuBDc92gV0FEfhWboPERVf1bEXkPsFVEPgJ8qiqercIZwO6qz3+mqu8XkcuwTX0XJ9uvAX4FK7arp/ZdBdwMvDMZ/CHJOt4O3KCqG+se73Ui8iWseK+MxX4x8HszeuIZGfOQTCBnzEviqDyjrGNVw85tX2HXtptqti9YsoGNl76bQULiSaLP/DhmJGwt69jLdSVNeNXzlLHZxmF7RURkYkaj5pvxVE0ijtOfWzkyk1oqQsOMh3xUExso+4dwh27EDWuLV8Y7lXjB9WhuebJ2ZX+obC1FDMQT16iEiLOfc3Mu53krkoawyVmUMyC2ep2mo1UBSY5LqJ5s5032EApe5JIPPNzQhRkIY4NyT+xzvzfCcCHdX356XODiuJeO+DDbvP/mBwu2Muo21nkL4gV2gEeSVSxIYqGIiY02tFDA3Dfd5YK2epg/mXx8J7Yhr1I1jrDNcJ9scF7bEZHF2Al5VwDXAyuwYvVLAKr6NyLyfeBvgT8XkZ9hq8I3Y71EfcCTiYd4AXBERL4HrAX+EBi3l9H3JNv/VUR+G3iZqhpVnbawVdVvVH36G8nHasvF9xMbSBrzxoyekTEVmUDOmHeYOKQ0g6zjKCrx4F3/j8P77qjZvmrdlZy56S0MRCNEDQQiQGgMQy1kHTteHi/fU9uEB/Zld9xtr6WC6TfjGTUE4RiaMh57KkuFKuwahZ2jglI7JnpdMiZ6OqldRiGIDGb8dryRbyNVhTxFMN0vIO59CYjXlDA2zj7WeiEX5lbTJenNlml4SZTb7pKHS+1zUIVYYU1nRM5pUhSTNN0FLrnQwzEORDOoGKNsc8a53RllpGPiz6QoLCv38gwNCfKb+U5hK4Ne4ySvbtPNxvJGNpWfyepwNU5iBzWqSTTb5G8KhaRa3MSbj5nSWcyz5HAfKw7n6Q7aN1ciGQLyictu/vYXqZ2k96O5rByL9V19HyuK78KK85vqh2io6p3ASxPrxTXYCXufx3qNPwusB36MfT2/BmsjuQv4n8D7gO8k1/m5iDwL2KDNvqOemn8DoroIuJdN4UHOyDgpkHZkymaAiAz19/f3Dw21Z/zx0xU1McXxA5gmB1vUUxo/xObb38fY8OPHtom4nPXM32LVGVcyEAxRnKThL1ZlwA8w0/i9sHaKHlx3wsAoKAuU2xvhBtNvxptMHMdGKU5hqdg5AjtGZYKVwKi97b++V1nX1/j8Cqq2Ch2Ew3hDX8UJHq3d7y5Khn6chqpyILLC+EiUJowjjLOPRe4Il+TWsMTpnXoBDdb0ZNllT7k2B1kE1naGrOuMcJ2p3wC4kUMu8PAi1067i1zEtFaD8DFsdse41x1lLKWJzlHhlHIHLjsZ6LybkXz9nffjdJgOzvU3sKm8iXXBOtykiFdJoZjMQgFzWC1W6BvpYsmRfpYe6aIrLIM3jCTPv+tTF85/D8c0EZG8qrYUri72XUpBVbOItYyMWSCrIGc0RRiMcXjfnQT+MPmOfpaeegm5fE9bH0NVKRUPtyyOB488xJbbP0AYjBzblsv3ct5l/4tFSzdyNBieVBybJM6tWXEsIni5Hlyvc6LPtTIVL2hzpW2azXgwuTj2Y4NvdFIBHxpbOU7z2Tpi/4jsHBVW9+ikdovQQGBAiveTG74F0drvRdx5MXHfK1Dp4GBo2FqKODyJMO5wjnBhbhWnO6tmNHRCxOYcryjEDIYOkUKnC6fkInJTFX4rTXeBhxMna4g9JG7tT+sYMfe6o9zvjhKk3KXOGaE3GqWc+yW7+x9reB1P/3/23jzOkrQu8/3+3og45+S+VGbWvldv1V3V3fRCd4OAIogLCqP0FUYuOLig4zoXN67O6AwqICouc/E6Ko6oYDciCIqgiCD0TtNdXVXdXdW175X7ek5s72/+eONknjWX6syC1vN8PvXJrIg3It4T5+SJJ37x/J7H57rwem7OvIqDzNljuRIKuDoWbSYV+sa7GBjpZmC0i1wagz8B5jy1D2L+LeJKyXG2raXlP9xCC2uGFkFuYVGoKieeuZ9jhz+MWou1Ccb4iDHs3vtGdl7/huediFUm37PTZzFenv6h/fhBffLZYjh34rM889U/rGq66+jexi33vJO2jvVMRFPMJotfSybjmGSZrg1e0EYQdFS7U5SR4iQV6eoWvFbajAeQqiWOZuo0yppJKpbzeodLjj83a0Iz4qQIwyXY1OBtSxXCFGw6hzf5cbzSE9VzMZ0kPd+Nze/lUqI8VYwXJcZiLnKjv56bvP0Eq0TePFEKRunx7bKkIvNNd7HPPI99HsR4LHOkOGxmG35sApvi8RzTuS8zV2h8AylquCbaw77Sfm4Ib6CgC080FoI8lpJQrH3TXRB5rBvtZmCkh/7xLjyr4E+Cdw7xmzSOLtYB2UILLbSwBmgR5BYWxYln7ufoUx/CD9ox/sLHxdqEo099CIBdN9x7RfuuJN82iUltjDEeIoZte76DLbtes+RzbWsTjhz4IGeP/X3V8sGNd3LjHT+FH7QxGU8zncwuup+pOCZchp2beD5BrhvPNClvrUEqHqy8GQ9cmp4jx9WTWY6kohJRyiIP4B1sNq5qmbpliYKERwkm7kPsZPWY/I0kPd/NJdvOU9Mxl5sQYzUXsOY827weXuTvo0sayFlWCFPhQLGse7ys6c7JKCpK5c+DGF+QkEe8KY6aYkP1Qo4ZSt4jzAXHoEnf01BxJ9unb+X25EY2e9WkeDkSClh7GUXbXI6BkR4GRnromWrPrBJK4F+G3DTNerrGuyxnN8SM9Fq+fdVn1UILLbTQHC2C3EJTxNEMxw5/2JFjU/1RMcbHD9o5dvjDbN3z7QRBR5O9NEeZfHt+Hi/w8HAXd2tTTh75OABbdn9r0+2jcIqDD/8mY8MHqpbvvP4N7Nr7vYgYppNZpuLFfZRnk4S5JezcGoZ91GINLNxg5c14UCbH03UkOEqVkrUrIvA5b2lnf5ONgwqdsQU0xpv6NN7cl6rGq+RIu7+LC/6LeGo25XIDP+YFYnyBPpPjdv86Npie5U+80TwrvIqXW5QU62QUQeRjKhstr5AYK8oJU+IRb4qzpkmCoZwj8Z4glnMN+Wp/aTM7Zm5h+8wttCe9AGzojFAUVbssCQWsYdNdhZ54YKSbjmKZuFvwJp22uMlrjz3lwmDKuaGEuTbFqsE+j4TBFlpooYUrQYsgt9AUw+cfQa2tqhxXQhDicIZDj/4uQ5tevCJdcpl8e375wrnA2IzxwG/j9HOfYsP2l+M3IKUzU6d58oFfpzi70JxkvBx7b/txNmx9KQCzSZGJCj1yI5TSlOkl7NwWlVOUpz67+hZuAHNJSGmFEdupjYnj2SpyrKqUUr2iRMDBguNoVhuTSqtu/WBhgRirgsRn8cY/gkkvV48PdnC+8008FbVzqVR/7pV0vmKcF7jF38oesx5zhVIeI+rcJ1ZAigFMashFPn7sVRdvrY8kK//qTFGeMXM86k0xYhq9pxZrjpOaJ8HUWxx2RYPsmL6FnTO30h0PAu6jZxUG8ynWpqRLSChg7ZLuqvXE3eTiiqcsEmYyiimkQQw2wFSH5dz6hEv9KbExqDWkq5w02UILLbSwXLQIcgtNEYWTDRvmVJWoNE5YGsdqytkTn+XyuYdWpEsePv8INk3xfJ9G5UxjPJI0ZOzSAYY231Wz7aMcfPS3SSsa7vJt67j57l+gu283AHNpibFocUeRyFomoubkc0k5BayZ3lhVmV1hMx5AmkZEcbXW2qqTVDTo0VsWAuOs3J6bFnwau1js6tR5YoymmJl/wZv5x6rQD4vHE+Z7OOXtY3JOqX3fK4mxSMr13gb2e1vIy8q/pspxz75x1eJlQ8GPM+/itKaqeoXEOMLylDfDY9400w0cKZy2+lmsdwCk2mWsO+1hf2kf+0o3E8xtYTT0UXXOgYKThqwLQnq9aMmHAmuRdFevJ648ZwreDHgTiNe4OTY1yqV1rlo81QmpNaTWp1z8TrCczE1xJD/Bd3NXw3200EILLawFWgS5hSpUulXMTJ1u+Og1Ko1TKo0huIttLtdFkOtckS45LI2TpiGe39yz1lonEyhDVTl15GM8d/AvqCRXPeuuZ/9dP0e+4B41l9JwSXKcWMtE1LiBXBD8XAee37440Y/EhX+sst7YaspUHGFX0IwHkKQRcQ05Xq1UvJ1dAMrxaSHVBR9kgO0dyvq2jBwnI/gTf4WJT1Vtf0pu4VH/tcyYHLWTqSTGSMIm6eF2fwc9ZmWNmpRJ8TK8ius2ta7pLhdlFm2VuEJiPEvKV71pnvBmKDWomiolrDmE9Q45PW6Gdts+71W8Ld4271VMztIfREzHhthaxKR0mhRvkSTAtWi6q9cT1+xX4gUZRYMbAoDZguXcUMKFwZTIM1hrsFm1OJSU47lJjuTHOZ6bJDKrZdnbQgsttLB8tAhyC0BjtwoRQ3HuEmlawpg8jhYJYUaOs04b/Ex/vFxdsqorNRqzuK7QZHHNAGkacvgr/5NLZ/61asymHa/k+lt+GOO5Km9oI0aiibrGtEo4O7eYRmoD4+cIcl2YpaqWReM0x6uM2KbMxKUVh6QkSUhcY2G3VCreSiACu7phQ7tyfBpKiassb+6Agod7P+cexpv6FFLhXHVZtvKQ/x8YMwN1+3TE+CLWnANJ6JICt3m72WL6VuSM4lXoileqwih7Fwdxg8/iFRLjCWIe9ac5ZGZJGpBXZRrrPYU1z4C4JzQ5m2dvuJf9pf3sjnbPexXPT0UVxaLW0uHZJfPIVrXprlJPPNpNx1yjBkkFM5dZtM02fB8sykifk1GMdIGqkKqrFhcl4bnCBEfy45zITZEuEf/dwtpARAq1QSUV6waBCVVdeYrS1xAi0gOgqpNLjb1ayEJiBoFh1RVWQlq4amgR5BaA5m4VUThBWBwFXCOPoqApIj4gFNrWVVWZjfFJkxLD5x5m045vqjuOqlKaG6Z38EZEDNamDYmytSkihv71+ynNjfDkg+9meqLS91VYv+Ue1q2/DWtjjBcQ2ZjhcHxRpwdVZSKKSWsItGvC68Lz2xY/UWuoNw5tzGzcpGlrEcRJiSRZuKYtlYp3JSgn6R2bFpcwh6sgXyzBjrYptsX344XPzI8fli087r+aC2Zn/b7mifF5kJgAj33edq73NiwrHhqurNmuYgIEsXOjqJNRAFgvI8Yr2/FFiXjUm+KImaO2CA2gMkpqnkSNc6Tw1OfacC/7izdzfXjdvFdxxTSzhju7rIY7WD3v4kX1xFVIwZ9EgwlME/1zGCjnhhLOD6XM+YbUGrAwbSKOZqT4dDDd8JyV0XaFgSsvVIjIELBOVZ++isfcDBwVketU9UyDIY8C34eLur5qEJGXA+tV9T4R+TngX1X1gRXs4neyn29dxTn9LPApVT18hbvYCpwAdgInV2teLawu/n1967TQEM3cKsLSODaNQDzQMiVyUE0Igi7yhb66/VmbEIWNb9bD4ihJUsIP2tm25zucW4XfVkWSrU1JkyI7rn0ds5NnePKh9xCVxiv2IuQKvUyMHmFq/BjHDhk27f42gk23LVl5nYwTohox7pJNeGWskd4YYDYJCVfYjAcQJ0WSJCRKlYtFKCYAloECi4Z2rBQnpuHolMwT0vKZ6ten2DzzUbwsr2BYNvOE902c866t24cjxpeyinEMCnvMELf4W2lbRjx0WVccGF05KcbJKHKRc6NoWKC0nouFXgExVpRTUuIhf4KzDRvvwMo5rPckKmcRDDvTPewv7eOmuRtp0/pq7Ers2WD1mu4W1xNXQlEpkrSN4muRZkcd6045uz7hci+kKlj1GJcSR9odKT4fLG692Jnm2BP2safUx6b4ylISX8D4T8AP4GKkmyKrju6rWDQJ5IGPZv8v4AjYR3DR0wC9wPtV9ZdrdvczuLfyPSLyludbKRaRfwTep6qfWWLcQMXcynhcVT+W/f4NwE3AfcBrgUvASgjyWuBngePAlRLkFl4AaBHkFhq6VahawtIYiMETD6uGXK4bVUscTSHGJ02dL2+tTtkYn1y+3o4rLI0TxwsXxS27XgPA6ec+RZKG89VkEcOOa1+H8fI89sVfRCsaBUU8Cu3r8YMFYhHbhAPPfZyN6Qwbtr6s6euciRNK6UIlToxPkO/EM/mlT9Ia6Y1VlZm4RHwFT9niZI44DjkyCYcn3L7cbYyjeLu6lJ1dK5cd1KKYuJhpTxaIkKcldukn2KCPATAim3jC+ybOetfVbV9HjIFC2sOt3g72LCMQ5vlIKAC8OHOjSJrcAF0BMbYoh800D/ijTDW4sVIUlROOGJthtiTb2Bu/ln3FG+mNu+qO5KrFy0u4K2M1qsVL6okrkJqEua5hAp2hLVZyDf4WyhZtZwYts3lIVBiWIkfaxjmSn2DYb55kCdCb5NkT9rOn1Mf6pGPNwkr+DeEO4OPAc0AncFZVXwHsABCRVwDvVtX3A+/Plr2rdicicgPwI8DLgF8F/kZEfhI4VDEsD3xOFkyrP6aqbxKRHwFeXDFuUlV/EuiChcciItIFrK8YN6Wql3E9p2eBW4FXAu8DKisiy4KI3I6rcjdb/5YGi9+sqn++0mOtBCLyKWhq432igZzsmKouemPUwtVBiyC30NCtIolnQbWC/CrGC8jlurN1blkSz87rhMFVj8UYBje/uGp/cTRNFNZYromwZfe3smHbyxm7fIA4mibIddE3dBMnnv4op49+omq48fIU2ofwvIXHvRZl2ghIgfOn/oWBTXfie/VVuWKSMpO41ygIXtCOH3QsT+u6RnrjVFOm4xC7gvAPcEQ4ToukScSRSTg07kikmIU/aKuO1IKyq/tK5+eCPi7MZbZt2anq1uNcZz9CgfGMGH8jZ73r6+eJrdAYO2Ls2zwD8W7a00F29DZP2ZWKEI8rClFTsqa7Gu/iSljPeRkv9my/BiVivuif5mnPEpOnVgzsHCmOYr0nWW872Bu/iBuimxiI+wgSqatcW1VStaDpsnTnz7vpbll64gVEQcxE7xiemaZ3NqU7anzMyQ7LufUp5/uUCDjvz3Ik70jxhL+4bGggbuearFLcn7b9uyLFItJGY0V5zq2WZr6ZxQrt6mOq+goR+WbgF7P9HsR9HbQD50XkpcAfZeMHgN+vmEMe+AtclbkX+GHgb4H/CSSqWjcHEXk78M3Zfx8HhnFSht8HjmdVYR/YJiI3ATPAK3Ak/SzQB/wj8FZVnQD+QES+B7hRVf9ARL5DqtNj/qri9w+KyAez33+lQSV8sOb/W7N/jarO0w2WlV+jj7vpaLgaaBeR3gbrElWtNd//DeC9NcteCTwJjNQsb2mSv07QIsgtkMv31AWBWJuiVD46FUQ8xHjkC32USmOoKrbChszahCSe45p9b65q0EviImGxeUHAD9rnrdziaJaDD/8mo5e+WjVmYOOdzEyeqiPHk1hSFCOGVC2TI8+ybv3NVdtG1jIZO4K27CY8dwAnqVgDL9bIJszG4Yqb8VSVKJnDpjFRqhyecHrcWp5vxP1xH58WtnbqiuQWlQl44LyNLSCasF3/gS36RcZkA1/23sQZ74ZGe8DWEGNRQ3+yjd54K6oe29oS/AantVwtXqkLRRkNI6DrpmcyYry8gyiW57xTPOhf5jJ9QD2pVEKsOUyXnOOm5Dr2hm9lIB3CTyBXQ4xXGuYBz8+ibfl6YofZthIj6yax+Un6plPWT5f5W/VxU6NcXJdyZsgy1qac8mc4kh/naH6CGW+Rp/MKm+JO9oR97C7102OX8QRnDXD3fQ9040jKOmAU+NyD996zuHH66uMfgZcssr4ZgXsV8E/NNlLVm6Cqgvwl4Pps2XwFWVwF5E+BzcCrgU8BPw+8AXgp8A0isqHBIeZvu1X1YeDhbL+fB74HR7bJjinAw8CfAf+gqt8rIj+Q7b8Z/o6F6vM7gb0V696W7QsahHyqahXhFJHX4Yj4YsdrhFfg3p9m+N9Nln+Z+tc212Bev5nN6xla+LpEiyC3wOCmOxFjsDaZJ8rGePOXQ1VFEIKcI725THdcKo1ibURYmsAYHzGGa/a9mZ3Xv2F+32kaUSoOL4sIzk6f48kHfp25mXPzy8T43PCiH0VtwvTEifnlijKFJanYr7Wpq25XoGznJpkjhuct82Kc4Mhxs+rj80ApjZlLVt6Mp2ozcuwq4WdnXQWyGfk14qrAwyXYtAzHNJsl4MU1l5zAQJee50b9MCWBz/vfy2lvb6M9YOelFAvV4c5kiL5wNznyILCtLWFLYYEYXmmQRyX8uEEEdC3UOCnFMoixolw05/lq8DTPCiS6E2Fjg3EzBOYoe22BfeHtbLDfiajgpxDEgqn42F/NanEQ+awb7VqGnjj7W+qeY2RgksnuKdZNp2wc9snHQqPi5mzBcmbIcqo/4dm2aY7kx3kuP0HJNCf7RoUtURd7wn52h7102KU152uFu+97QIC3Az9JFgIJxEB6930P/A7wBw/ee8/VstF4PU66sFIMN1uRSQ0+invzUuCrIvLTuNdbxvuzn3cB34Ijmg/gZBF/jKuc3oUjpheASt/GbhyBfWOj46vqO4B3iMgB4B1AP05P3RQi8irgFqBXRF4DHCo3Ckp9soxV1aUTceoOUZ9P38yxI8MXqK9Gg6sGvxWn976b+vdiJdrtoMG8kit4fS2sAVoEuQWCXCe7975xwcXC+M66TSR7/K8UCv3zTWwiQpDvxvg5rr/17dikRC7fw+DmF1dVjq1NKM1eXtRyrYzRS0/w1MPvqyK4uUIfN9/1c/Ssu47L5x6ab+Qrk+O4hmQY481bzoEjJBNxghd0Lu1pXIlQoLj6emNUmUlCogbhK0vBqiWKZ1Br51PxZmLFLkGcLK4avMS0FqKh61ZahpIv0sYTPOx/YxNirBUV4wVi3C8d3OrtwJdeYk8ITEx/YOcrx4tVi2MLw5FPpJATGMwldTcCTSOg66a3fGI8KsMcDg7wlH+aGd2G2D2ImgZneYLNTHJXsoUd6WudrRrgJZCrIMaKa7izK6wWX4lF28r0xJaxvmlGB6YY6Z+iq2jZfMln9wWDUF9htqIM91mODSU82DfOkcIEx3OTxIt4FPsqbA972RP2sTPspaBfN5ebt+OI2zRUWW/42XKAD1yNiahqU6Jbhoh0qOpiHY17ROT9OBkBqvqYiOzGPb5/i6p+RUR+Cvisqv5QzfEfEJFy5fjVqnoyO+ZJHMGOgVBVd1TM5x3ATeUmPhH5ReB/ZKsfFJEvZDrodmAWGIIlIx4/ycKNwqdxeug/aDLWZPIHaoik05Q1xj1AIwF80z+S7PXVVn2vxVXvR4GDOInH4qb/WRBpk3V/32DZrwC/vMQ+W7gK+Lr5xmrha4ty1ffY4Q+TJiWsTfCDduJwhlyhb75qDNVSim27v7Xh/sp2bkuFXagqZ577FEcO/CmV3yHdfXvYf/fPU2hbB0D/0P55W7gZA7W5YVYtiKFn4Lr5/U5ZD6/QuTw5Bdnh59bGws2qZToOSa+gGa+SHFem4uW8Sl+RxjC4cY2gComFSOuyOxySMaYnP8sBey2ncj/ScAfWXMZ6Z6qIcYGAW/yt7DZDLh7aW3hfl3KiUIWTRZ/jcwGqYFUyCUnArvaYHW0Jnl2GjAIyYuwhungT25RMcNh/ikP+AYYNmPQWTPrKhue2jSn2p3nuTvbiV3x9epmUoswXy9XilRSCBN9Vi5d7I1epJx7ppqO4tJ54dN00IwOTjPVN41ll47DPbU97tIeNZRelQDkxFPH5TeM81jXGqSU8inPWY1dGireHPQRLGTZfZWSyip+knhyT/X8a+Im773vgzx+8956m+tS1QNbE9gXgbar61WzZAPCMiPxnVf2rJpsO4yrGtwOvy5a9BVf9/bvs89QHzInId2brZ1V1N8wTaoA/F5lPrKlsplsKvwq8G0cY3wY8lC3vB8aAa1mCIKtqIdMg/5SqvlREBhbRIP9x9g8RuaFColCumDfCl69AYlGFTI7yAVwF+Wdwmut3i8hPqurvLLLpYvN6lao2lcq08LVFiyC3ALiq8K4b7mXr7m+bT9IL8t3MzZzn5LMfI4ln5yUYjaQUtSgVR0jT5k1YADaNefqrf8CFU/9ctXzD1pdxw20/WiWHKNvCHTz6N0SSz7SY2X7UYpMSm3d+M75XwHgBsxSaVP6aIBaYM2siqUhsynQSLurP3AypWuKMHMdWKVWk4g0WstKENpYmWHXrB2t4U7liHDcjxqpMzR7kqWLCKe/19U/ZVVEzSuqfrCLGBuF6bwP7vC3kam5KjCi5ZThRnCz6PDcb4AkuIjq7RlqFs5N5uuZy7AyWKO2rOI2xbU7O5mSWp/2DHPYPcNY7jegOTPpi/GSo4fj1GvOyeD3bdVv160pdxdizrlqcqsXa5dmzwcqrxSvVE8+1lRgZmMrkE86Kr3vGcN1Jn6FRD69Jg+KlnoQvbprgUxsucDo/s6hHcbv12V3qY3fYx9aoG2/J27avKV6J+0Q3I2wJ0IFrQPubqzWpDP83ztbtufICVR0RkT/ENaY9raoHGmw3qapfyh7Vv05EduAI638vN7BlFeFvVtXnGmxfxn8Hzme/V1qz5UWktuls3vlB3SPCJCPZqaqmWfNhX7a/HLD4xaAGmV5Xsrn/IlDZ7PD9qvqnDTYrAHMNlq8WfhlH+j+AI8gxTmbyRRG5oKr3NdkjUnW3AAAgAElEQVRurefVwhqhRZBbqEKQ66wL+Nhx7evnSXMjKUUtwuI4Sbz490FYmuDAQ+9hcrSyP0HYc9P3sf3a1zesonVufQnrkinOn/qXjIhkISNi2Lzzm9m47RXk8j0U1SeKl/l9rDiHijVwqYhSy9GJWSaiiLwvbOn0yZnlHydVSxzNoGobpuIFxlm5PTct+FSTZKuuyW5P14JGuawxTpoRY2AymuHgzAVO6R7wauaqipEJouA4SLWGepP0cYe/nW5TEbRSUS32lnHfEVs4PufIcfnIotAWe7QnPljhYghbe0sNG/yWIsYhJY74T3M4OMAJ7xiKYOy1+PG9CPW2hKLK9baNu9I+1mk1Ea0kxlaV2Fp0yafIFftegUWb0xN3MzDSvSI98fDAFMV29z55KWwa9th8yadrrvH2oWf5yoYZ7t9+jq/2LB7V3p3muCZrstsQd7KCW9Ergpeu2qVqHTTQkFTDz8ZdNWROEj8D/Imq1lau/yvwTcBHReS2Busr0YWTKxSBnxCR78uWb8ZZtJX1se9qQDJ/BCeJAEfqynd5YSMni0Vei+Cq15dVdTIjy4tpfavmn0k4zqvqX2bbXofT+y6FvvK47IZgS3lKOFlG7R/ot6nqZ5czKRF5K/DTwB2qGpWvT6r6uIj8MPAXIjKkqr/fYPM+YFJE/hPwhxXLPeAzNZXyh55vpbuF1UOLILewJBqR5maIwmmiaPFG8KnxYzz54K9nCX0Ont/GTXf+NIMb72i8TTzDdDLLhq0vY2DjnUyOPksSz+IHHfQMXE9b2zqCXBel1DIdLfO7OMVJKlbbpUKVrwzP8OilaVJVV8kVMCLcNJDjxr78ko/RU02JoxlSaxdNxdvZBaAcnxZSdVe0ci1yT+aDXOtK0QiTqeXgzBinkk6QbVXFTFGLLzMU/efAVJ/bnG1nXbSbfW3ddGf6Asmqxf4KfYuHIx9VVzn2U6E99imk1VrwVGE09lmfq5EeJo2JcUzMMf8Ih/0DHPOfJZEENIex+/HSmxDquxcDhVvSLl6UdtFV8xVprGu+81LFapoR4+VWi5cf6NE2l3dV4hXoiUcGphhdN0VccW7a54TNl302jnj4TQJuznSV+Pi2S3xy80Uir/lrWZcUuCbsZU9pHeuSxed0xVDIJXnyUYFCXCAfF8hHBfzVS9IbZekmqiQbdzXxkzhS/uu1K1Q1EZE3AQdwzXVvW2Q/Blfd7QNKK6wg/7Sqnsx8jd+lqsdFZAuugtzoS3V9g/jm/4hzd/gsC1KLdhapoGYk+LuAHwN24RrjjorI7+EcMQrA71VsUmnzVimd2AtczH73gdc0ky+IyFmWVqiVx/4o8Fu4FMGRTPZigO7s98/g3pM/yRokf1pVx7NtfeCabF6bWIQAZ84eizYztnB10SLILawaknjOhYssgotnvsThr/yeS+jL0NaxgZvveSed3VsbbjOdzDIZLxRNfL8wb+XmB20EuW6M8YltysRyyfFaNeIBj12e5qGL0wSekKso61qFJy+7it5N/c31oqlNiOMZktTpjcvV3tg6R4oodbriwSwtb1c3bO3UunVGIFwOMZ6LORUr0FVHjLvNOOPeGWJTfX0z6rMu3kFvuokk9YhtPC+juFKLtshCLvboST2CRhHQgEWI51+POI1xDXmypJzwjnE4OMAR/2micrVbOzDJ7Rh7PUK9i0KHGl6UdnNz2kmh5topFnIxmERJbUq8AqvShWrxIsRYoWeqnXUr0BOPrJtidGCKsb5prLfwJouFwXGPzZc8+qYbV6gjY/nCxjHu336eIz3N+7/Wx+1cG/ZxTdhHb9K+zFuB5cFYM0+A538mecwy7feuEJ/D3Rr7NJZZlJdfNV2oiOzFNWa9S1UvNRqTkdX/gdO8flxVP1mx+h4RuYiTMhxQ1feIyLuBHxOR783GbMZVK8s3B7+mqn9GY/QA/x+uag2uglz1gcyqnmUJxJ245L8duGa4/wL8AvAn2fBeYLGqyRCuye//B75TVcdE5OO4BMB7gAdxNnFl/BDwoez3yo/ki4FnFznOipB5HH8Ap+t+I87t4/6KIX9R8XuA04J/CHiRiNyiTlO3H2jL5rVptebWwtVBiyC3sCpIk5DSXK3f+QJULccPf4QTz9xftbx/cD/77npHVdhIJeaSIhMNKtLGy5HL9+B5juikqoyFpabSgYWJ4LTG0dpchOeShEcuzxB4UqcLNgI5Tzg4EnFtb66h3CK1MVE0S5hawtS9GFUX9Xx8WlCqq8TltLzALFi5JZlVW7rIuZhKLQeLKaeiFEWocrzWlA1ymsncLKO11zWFnnQT6+Id+BnJNKJ0+kq7d2V3G2KdjGBwrsB0GCwqxzAogeCkFBWP3RXLWe80h/2neMY/yJypIH22D8/e7BwpGhSN+qzPHWk3e20Hfg2BFQterHix8y5OVlgtXsyi7Ur8iUcr9cQ1u82HwubLXoVFWz3OdBT5m20X+ezmYWaCBiRfYUvcmZHiXrrStnkWecXkWMFPA1cRriDDufTqW709eO89U5mVWzMXiy7gfVerQU9E+nCk6yDwniWG/zbw/bhQjS9WVG+/gvMtBqjUPv1+TQX5W5aoIO/OwkZeDHxj5m6xnCjltwIbcTHQ/5RtfwMLXsgbWCCuHZlGel7CoqqncFVWKpa9Lpv323AV6C9UrI5r7dmySu43Az+6jPkuF1twPs4vU9VHcZr0t2fHGwHerqofrRj/aRG5BdikCw0nbwJOqeoxEfnGVZxbC1cBLYLcwvOGtTHFuctNvV2TuMihR9/P8IVHqpZv3f3tXLP/rXUhJWUU05CxuPoJnhifXL4L3194NK6qjIelpjKEhYkIzK5NIx648I+nx6czb+ImpEggtsrZmYRd3dUEIUkjomiWYqokFa/lxLRLxav1Ca5Nyyt7GC92GhaIsc3erUpibNlqD1HMJ5yRekektrSXoXgP+UyOKDjy7hlqJA/Lg0mFXBTgxx6isM5POSHB/A1ALVQhpz4DCpI6ve0lc4HDwQGe9p9iylR8VhREN2DSmzG6veHxN9ocd6bd7LZtdRpaVQgii4kV1XTZ5HCpQI/V0BPXDKJ/0rD5ks/ARGMynojlS+vH+fi2izzRP1U3LaPC9qhrnhS3aQ6rQsrS3lx1r1+FXFwvkfCWcBJphMTElHIlwqBEmCtxG/VpjVeIsn3YT+Aa8spV4wQXc9zMXmwt8F6cpODupbxvM+3rT+Cqu/04ve0I8K+qevZKDp5JAO7HEdbPAv8MfDDb7w/jpB/5BvrdSvznrFGvvL/fBd4FXCMiIY4w/yNOc/sd2T9oHrRRntsdOEnJrzRIpqvFm7Ofn6pYVqvvrcSSH0hVPYiLv142svfhLIA4X9TvZ6GSDvCSRc6lsEhUdgtXHy2C3MLzgtqU4uzlpg4NxdlLPPHArzE7dXp+mYjP9bf+IJt3vrrpfsM0YjQan/dQFoQg34UfdNbpdyejkChd4pH3GsVFl1EO/ygldskqtiqENbqHJI0ohbNVkgrIGtcakGNw//cUjk0L6wqLN8JNp8rBYsLJeWK8AFHLDnsA413maKGL2hEFzdMT7qHLDmBE5uvN5Wr2nvZ4RbIKP/bIRT5eTahHILC1LeHUnA9STZI962Gsz+ZCwqQZ4XBwgMP+Aca8mqcWSuZIcTNGGztV7UwL3Jl2s0XzdYTSWsWLLUGsoPXnqhGWqha3zeUZzPTE3c9DT1yJIIaNwz6bL3u0hY1P/nA+5G+3XeLvtlxmrFAtu/XVsCvs5tqwj91RD3n1sQipyrJTDrzUq5JIFOICubj+nC4FRYn8kDBXopSR4TAokXprk7ibhYB84O77HvgLqpP0/ulqW7vhpAgfUNVjyxmsqp8VkZvLvsiq+gTwRJPhP5/5H5fxWM135x2qelREHgA+Bvy9qo4CiMiDOALeTnOJRXlOlX8mL862+11cVPVbgGM4v9/XAn+Nqzi/BWjccMI8ufwg8L9V9X3NxlXgz3ABG5VfCN+yhAZ5TZG5ebwTF9tdRlO7uZYG+esPspwQhxaWhohM9PT09ExMLN79/W8Jqkpx9mJTO7ex4YM89dB7iaOFa06Q72b/XT9H30CjwAmH0EYMh+PzpNvzCw3jsAFm45jJaJFUujWMiwbqwj+OT0U8dKFIfhG2GqbKXRvb5ivISRIyG85RsrZOE31+Dg6NS11IhqobqjhJxTXdylAbdZhOlUPFhBNNiPFOe4AenuZgYRvFGmLjYdjnbeYGs4lLUcCZojv/C97EzHsTL9WMt9xQDwXOlXzOFF3Dnkl98niE3gSz3V/lTOEJLnrnG2xoEHsNfnoLNHCkMArX2w7uSLsY1OrKveJu9Exk8RNd3Fu58jU1s2jL9MRlf+L2ZeqJRwamGK/RE9dOtHvGsOWSx+BYc4u2RwYm+NttF3lwcJxKKXfeeuwJe7k27GVn1E2AhwVUzRImtRAkuWqJRFwgSJcyg6hHKuk8AS6T4SgI0WWc9De9/c61tcpoYVUgIqJLEIvM6UJ0Ee9LEelp0ATYQgtXDa0KcgtXjMW8js8e+weeffKP0IpgjM6eHdx89y/Q1tHYaxYgtgkjGTkW8cgVuqvkFJUI02RxchyJc6lYo3vARuEfWzp9jMii3sRGnOUbQByXmA7niJvoIqK0WvtZSYzLr8tSHw89k1WMGxFj1LLLPsVm+zhPFTZzxNRLEHaZAW71t9FlcgRG6c3F7GqPq9LthnLJkpVjky4z1CODAFsKCRt8uBzGHM0d4tn8k1zwT9JwBxrgpTcR2P2kDRJ7AxX2p53clnbRXfN1Z9U13PmJJYipioVefI71gR4mFfrHu1i3Aj3xyMAUo030xJXwUlg/urhF21SQ8Oktl/nbrZc417Egz+xIfa6J+rg27GVb1DXvUWwRkkxGUfXarCEf5+vI8JU0zkVeNE+Gw6BEKVci8eKVhAO28ALEUuS4Ysyi41rkuIWvNV4wBFlE/gHXRVqLY6q6p2LcK3EdwftxTRh/CfxSA1H/elxTxKtw2fJfBt6R6Y7+TSOOZqp9jTfdSZBbts0lAKW5kYZex9YmPPvEH3HuxGeqlg9tvpu9t/84vt+gzJkh0ZThcAyrliDXQZDrRqTxhTmxlvGwCTlWnKSiyaPn1UCz8I+cMdw0kOPJyyE5TxCBKNVMNuEav28eypMzhjAuMhXOYRcRuJbT8lRd012i5b3gbNRw68sV5plUOVRKOB42JsY77UGuTb/Ms7kBPl+4ru5466STO/wdbPQ6M//ihb0EBjYVlqdK9WOPIPLxk5W9B6FNeY6jHM4f4ET7c1hpcnJsB33JSyjqNlIxdUSvTQ23pV3cknZVOVIortkutRaTpBRisyxi3KhaHEQ+A6PdrFumnngy0xOPNNMT16Ajs2jbMOzhN6m6H+6Z5hPbLvH5jaPzFm09aY5rQ0eKN1V4FCuQYkgzH2w/9enIiHBZLxwkuRVLJCyWKAir9MJhUMIuEkO9YrQedLbQQgtXGS8Yggxsw0U8/knN8vkSpojci+uc/Q3gx3EG478D3CAir61oJBjE2cZcwIn7Q+D/Bb6cGbEv1un7goWqcuKZ+zl2+MMutrgiGW/33jey8/o3LCvmtlQcJY7rraGicIoDD72XiZFDVct3XPcf6Ordw6UzXyLIddE/tB8/qK4Kp2oZDsfA8ynk1+GZ5hU4mzlW2EaFigRXNW7i+boaiGzCTNzcTu7Gvjyq8Pjl0rzWeJ7UGiVJldlwhtkoXFSvrAq9OVd1LtqFKnF5XyGOtHoCeV95eLY5Md5hD3FT+gXO+J18pv0mkpqAijYCbg22cZ0ZcKR8uTqDquM40phbQkZRi4SEY5zgaXOI53LPkkhzFexQch359HYu08FMtfkGAL3qc3vSxY22g6CCGLvo5xTVFJOqI8aLENoyhExbnN2otc/mGRhdXT1x1fGWYdFW9FI+t3GET2y7xNHMom1dUuDaWUeK19d4FFsV/KhAUKMX9q7AWzgxSb1Ewg/XpiqsAKn7sVQDbgsttNDCKuOFRpAfqchdr0JmNv77wJ+r6s9li78qIsM465lX4bp0Af4bzpvx1gpD79cDh3Bxm29as1fxNcSJZ+7n6FMfwg/aMf7CW29twtGnnK3krhvuXXQfYXGMOKpvKJ6ePMmTD/w6pbnL88uMl2fD1m/g8rmHuHT2gfnkOxHDtj3fwZZdrwERrFrG4im8fPeiFeYyxsMSSaOya0mgtHaSCsA14qWLtzGJuMqxh0uxi+0Cf0gsPHKxxJkpyx0DjYM0ahPvugLlcmmB8lRuUrSKLcR8eto2dFrYkR5kf/p5Jo3hn9quZ8ZU35gYhL3eRm4NNtFhvBUFe8zvY4UyCnBVx1NyksPmMEe8pwmleUV1MF3P1uR2JnUbp03akIytzxwprqlwpFBcmEdqFSXFSyEfG7wlyHtVtVhlbfTENSiEwsbLHhuGPdrixsT9VMccn9h2ad6ibWPczstnNnNN2Me61M3LpB65uEAQFcjFbeSicuPcyir5rnEuqiPDqbdyt5KVHVhd8IqS6YkUTxW/RZBbaKGFq4wXBEHOPA47qMiob4BX4+xyqix6VPVzIvIszsj8s1lzwBuB+8rkOBsXisgfA/9NRHpV9eu2224mnuWRka8wGU/RE3Rz58BtdC4S/QxOVnHs8IcdOa5pdjPGxw/aOXb4w2zd8+1NY6TD4hhRVN/kffncwxx69P2k6UJVtdA+yIatL+PimX/F89vwzEI1zNqUk0c+DsCW3d/KtFhMoW9Z1eupKCSsdaxY60Y8XPV9Ji4R69Kd9ZG1HByJUIRYXTPb/EtTV828MCc8N6VcU9FPFltHoCv9i2ML04mQM9U64xRl1k8oNun0354e4pb081iZ44HCDVz06pNzt5l+7gq20u8VrogYe7EhF/n4yfIsvBTlnJzlsHeIZ8zTzEnzgIpe28cN8X660xt51ng8ZULn7VaDHbbAnUk3WyscKcraYpu1npkUCrFhkZA4YCHQw7c+/aNdDIz0sG60a9l64pGBSaaW0BNXQaF3Ulg3LGwdyzWMa07E8q/rx/jEtks82TfF1qSLF5c2ce1EL/1RF7m4QC4qE+EC/hV4C1tJMwIczuuFw6CELleU/XzgysPOIrJMgjNC7FtHjq/kYUYLLbTQwvPFC4IgA+Uuom0i8tvALbhknr8AfllVI+B2HFV6uMH2DwF3Zb/vwnlIPtBg3INAHmcO/lDlChFZijDXt86vMlSV+099gg+f+ChWLYlN8I2PEcMbd34Pb9j+XU1J5vD5R1BrqyrHlTDGJ01KDJ97uGGsdFgcryPHTrLxUY4f/suq5b0De9l724/xxJffhee3YUw1gTLGA7+N08f+nq7dryb1csviFMUkZiauqd7G4sjxGl5EraZMxRF2GeQY4OxMQmotpTSL4MheXFmHLOJ+f25a2N7p3KPL1eJajIeAQt5AzkBJlSmTMNOkkrrNPsctyWdo0zG+kr+GZ/2taM1nolfauTvYxna/Z+XEWCGIPXJRgFmGjEVRLstlnjaHOOwdYkqa99102E5uSPZxXbyPKfp51Jtm1I+pdeMVhettO3ek3QxljhSKkqo77+XoZ2MhF0vTiGVYsGgrJDkGRl2VuG8N9MRV28cpbWOWay4WGCw1JrSXCyGf3HqJf9g8TB+dvGhqG689OURn1Ekuk0tcibdw7EWE83rhImGuRHy1G+caSCeMXagUe61qcQsttPB1gBcaQX4nLqv+IvANOKnEXlwU5CAwrNqQxVxgIeZxMPt5sck4+DqNhLz/1Cf40PGP0O6141dUgROb8KHjLrTo3h2va7htcfYycTSd6Y49/KCjrgHO2oQorCcwYWmcqCbNLk1CDj32u1w+V32fsXnHq7ju1h9k5MJXULVVleMyBIPvB4zHM1y4+BWGNt9VN6YWUZoyUdmUdxUa8QBimzITl5qGoDRCmOh8HLJkhsELSuQFqIWzszDU5qrD46H7GRjoyzMvz7BAgjJuEqakMTHewAh3RPfTpxc4HGzn8dzLiKS68pnD57ZgC/v8IbwmQSbNUE67y0U+0sRerBLjjHHYO8TT5hAjpnnCYkELXBffyN5kPxvS7Rz05vi0P8201EeW+yrsSzu4Pe2mh7LlXHW1uDzX/JLE2KOjVGBotG+FeuLJTE+8Mo/eIgkzpRLbLwW86FI3uSauEI/3T/GVgYjY62fH3K38wjNdFNIr8Ra2hEE43zRXCkqEQYhdI2/hZUwIJa2RToBvLZ7VRRslZ4zhVK7Ad121ybbQQgstvHAI8mHg54HfU9WydcLDWdzjB0XkHiCmeR2xcnncYFmjcdUrVHsXm2BWYV6zKvJMPMuHT3y0jhwD+MannXY+fOKjfPuWV9NRkzJ34pn7OfLUB4mjaeJ41l1qRcgX+skX+ubHGuOTy/dUuVyI+HT376lqqivNjfDkg7/O9MTxitdvuHb/29iy+1sRkYyM15lIYcRDjMcMKUVNqjySmyG1lvGwtPDmpLiq8Ro24gGENmY2dqTcC4W+0+0ERY+4LWV82xxpvvHHJe8vuAZIBTmurRBbILJwehbOzIqTX5AFZAhs7XBOSBNZxbgRL+2yMbcnn2S7fpUz3gD/nH8pk6bakUSAG7z13JnbQluT1MJmqE27WwzTTPO0d5inzSEumAZexRkCDdiTXM+N8X52ptcQIjzuTfPJ3AXCBgdpU8MtaSe3pl204zWsFoMjxrlECJpIbUSFnuluhsZ6GRzpWTM9cRkzEnPcm6JvVHjpuV52Tw82HFf0lLOdeUrBEG3SyUvHGw5rPk9JmPFColyIFuYyiUTU2BbvauF5SCdCEc7k8pzKFTiVKzASuCr7O6/KxFu4WhCRQFWXm0vTQgtXHS8Igpw15jVqzvtE9vMu4DwwKCKmgfn4YLaeip8bGuxvsGbM1w0eGfkKVm0dOS7DNz6ltMTDw4/xTRtfNr+83JgX5LqISpOAICIoSlgcBSBf6MPaBBHD7Mw5Dn3yzai1pGmUNZwtNNVNjD3LgQffXVVp9oNO9t/1M/QP7Z9fFuS6qqQVIl72T5jDUsQixkO8HJfPPUQcTTd0uNDMsSIts8tQoLi6korUlhifPEGcFAn8Nvp6dlKyQpjGoLDpiW42P96LKIgV1Cgq6zj3ognO31If3bul03ckV8sexo0n6xuYjGE8dEl5lXKHGOXJuYRZL8U2eJLebg3XpIfZb+9jRgI+U7iNM369v/Qm08NLctsY8Bp7STeD0xcHS9q0FSnyrHmaw94hTsuppo/qjXrsSq9hb7yPa5LryZFnXGI+709x0Mw0vNfpVo/bk25uyhwpVC2xjbG1pm66UDGuJV0mNQxM9DI41svAaM/SeuL2UkaKV6gnzjBhQp4JJpmOStx5vocfPLeBjrRJlLpfYLytj6l8FypmyS9jRSmamBm/xIwXMuOHzHghoUmw7v6KLcsIbVkzNJBOSCUpbiKdSIELQZ6T+QKncnkuBHns1+xF/NuFiGwDfhMoAv+lJnXuas5jEHgbLsb5/7rCfXyDqv7rqk6shabIYr8PqmrxeewjAL4L+KSqrkyXVr2fbuCngPer6lTF8g5cVPxvqOrxZtuvBC8IgrwIyskAU8A5XL767cAjNeNeAjyZ/X4JJ694MfVZ8C/BuWc1dMr4WmIyniKxi3eQJ5owGS9IIWob8/KFPkqlMZc6JoKKISyOAUqahHR2b+fYoY84T2QDxnNkotxUNzH6DJfOPYBWzKOjays33/MLtHdurJpL/9B+RAxqLZ6fn5dzlLDMkpKmCUkyx/Gn/8p1rtvUEWZj2LbbkXERYSIKicsJc3MGolWUVKhy7tJjnL34MGCdp7EYQnwGB25l/cBNbH6ih62P9ZLmLJWyVLGw9TH3UOH8rdXyE0XZ3e1xcCxBmpDjwDhCPFEmx9nyJKsYT0njinG7NQzakJvT++jkOR7L7eZgsAOtkct0SYF7gm3s9HuX1fyYTXxZ+uKIiKPmCIfNIU6YY829ilXYnu5gb7Kf6+IbacOR9AsS8qg3zBFTbEhAB23AnWk319n2rKkxJdakqlpcnm+5YlxJjIPIZ2isj8HRPvonupfWE/fMzpPiYnvj4JvFth8xIU/nJjjqTXHbpT7uPb2BPdP1oSXgAjomC91MFPooBc0r2CmWGT9k1i8x6YUkuRIj0rwqbHBEs5h4tAdXUUbRRDrhWcW3tqF0QoERP+BUrsDJXIEzuTyxWVup1AsRIpLHxSev1hv6mziXpn6cVPEHV2m/VRCRbwJOqOqJimV7gZ8F/ivwOPAG4AdE5M2q+qEV7LsTGAI+ICL3q+qvrO7smx53td+LVUV2fu8B/ng5QS1XgPcDeRH5VuAEzjRhOdipqiez3zuA+4GNZBJXEfkX4EVU2PXirgr9qk21fEUc0d5K9Wf4PwL34j5nq4IXBEEWkbuA71DVX6xZ9QZcke5LwFGchviHqCDIIvJS4Abg/wFQVSsiHwLeJiK/UE7rye5uvh/4xNejg0VP0N20elyGLz49Qff8/2sb83KZnCIsjWPVupQ7tZTmhvGCDsaGD2KMQW2Cn+uar0SJGJKkyMUzX6w63rr1t7Lvxe+o8zQG8IN2dlz33Zx45q8xXoCIIcIyTYq1KWFpzFmhmVxVpbnS4aJv2yspJolzp5g1sAJv3eXg3KXHOHPhAXwvh0gOBUoYsMqF4a/iRz53Pv4tpDlLrWRUDaQ5y+bHe7l04zRpTknVMhWlzEQJGwoxlwvOng2qeWBgXMpeX04ZD526dCli3GcM+chniz3IHv1rTvr9/H3uZZRMNRHz8bgt2MzNwfos1GJpiJVMX+w11RcnJBw3x5xXsTlKvIhX8cZ0C3vj/dyQ3ESXus+jopyQIo/4U5wxjYsH22yeO5NutmkBVEltUl8tdjsjSIRcBTFunyswONrL0Fg/PVMdS+uJ+6cZWXdlemJFuSAlLmlKmARsmcZbFgsAACAASURBVOrhTZc3sHM6IaiTFTmEXo7xtl4m8z3YGl1+SWJm/dBVhrOfRRODiAuIQcgbS2oNi7flSbl+u7bQlUsnpozHqbwjxKfyOeYW8TmfPwwWJEQlBAmBHav6Mr7eICK3AwVV/VK26Fngj4B3rdIhOoFTwCguHKv2+D8A/PMqVN/+BEeo3l+xbBPwFuDHgF/K1v0IrNB/0OUbfC/wPcA/i8iXVPVzz3O+dVjN90JEenCkcCkocGSlBDcLPfs7HP/5EK7I12jc83l/XwN8Cvh7oI+Fx6LfhuNWrwT+Bfg1Fux0UdXl+EK+Hbiv4v/rgbM1cw+g6uvvl4AfzW6Ykmzdz+Fu/GIRqaw+hFd60/CCIMi4P+yfFZF9wO/iKsavAn4R+IOyN7KI/CzwZyJyGXencg0uKOSzQGW02/twdxt/JyK/hPtAvRPYArz+qryiFeLOgdswYuadK2qR2AQjhhcP3j6/LAonsRXVXhEh39ZPLt9Dcc417SmGfNsAnpfDJiVUhVJpnLxacoUe1KYU5y6TJtVPVvygg7mZi1w8/YV5P+MyjHjk29Zx7f63EuQ6OHb4w4RJkWENmTIpiViMsazL9Td0uPD9No4d+zS7B2/HizqgtPrVpdSWOHvx4Ywce6QIIcbVKI3gE1A4Mouo0qwAqcbFE3edaOPMzmkmo8RVxjO7u319cGpWOT0j8xHRflY57ssp1kLJKqWgOTEuWMMNeY8bOkJk8mOMRMf5dOFWRr266xvX+oPcHWyh3SzP6mspfbHFclpOcdg7xLPmGUJpHo4ykA6xN9nHDfF++nVdxT6UZ8wcj3pTDJt6Ui0K19h27ki7WG9zWE1JNK6vFkM1MbbQO9XJ4Fgfg6O9dBQX989+Pnpik/p4YYHZxCOJc3SEndxS7KI7KtJXGqczmkUaXJMUmM53MV7oZS5oRwXioEQUlIhyJaJckTETcT52qYgL2wmoVChzFF8gXJL86hIE+gqxhHTCNCDFJRFO5wqcyAeczAdMesspOFlUIlSijBD/u4ul/glgAEc6rggi0lb7GDwjUIIjD5/DPWz4oZox63DV5d8XkV8FfrWBVHG18L9w3OMLmQPVsiAi/cC7gZuB9+Ia9U8sutGV43m/FxV4PfDBZY79LbJi3nKQyQ0+ifsrfV0z6cLzfX9VdVpEvgt4RaVuXESsW61J9qTSLpMUV+I9VLcYNOKln6RxknJtE9NvZP8qsRM4ucI5NZ3I1x1U9Z9E5G7cXcNHcHe/J3GR0u+rGPfnIlLEpeL9NDCGs4L7pcoPg6pezhr7fhP4GO48fBl4SbMgkq81OoMO3rjze5yLBfUuFnPpHG/e9b1VDXq5fE+d5zEAIiTJHGJ8UIsxAdamWFWMuItzFE7h+XmKc5erJBUA+bYBcvnuOj9jgCDoIF/oQzLiu+uGe9mw49V8/In38uzwIyCu6c5qiXN6iU1pNxtNd5UMQMVnJhGmTp+ir/emVTuHlRifPAFYRHIkGTmuusYbQz4qoImFfP1VuvxE2UshmREmohibpiTJAokUgR2dsLldGQ9dQ95k7GQVIyFMSMJMrrErRZs19FsfXw2b9DlKo3/Do94mTrTXO34MmS6+IbeNIW95ceGL6YsV5byc47A5xDPe08xKfShMGd22lxvj/exN9jNo11dVbSMsB71ZHvOmnPNG7RwUbrKd3JZ00auG1FrixoUPUPBToVDyGBzvZnC0j8Gx3tXXEyt4cZ4gaiOI2vDCNkxUIJ+6Kv0A4NmE3tIkvcWT5GzjKnpsfMbaerjcnWOuEBPlxoly54mCsE4iUQCIA6w2rnmXv7R6cimzRX+hibPJuDZ/lZ4AN5BOGCUjxfXSiQQ4l8txrKCczOcZMb2w5BMMRYlAoqxKHDV2aEmUXdHqc7WX/OXJblzlax2uqvq5L79px9TiW60pPBaayK8U94nIpKp+H0Dm+/9PuEfar1bVOxptpKqj2WP638IRqZeLyHeXn7BWQkTeC7xHVUez/xug8q5cAL+milf+Y83jPi7/CxrdBYOIbAS+CLxZVR/Klr0C+DTwcuCHgZeq6rGlTsbzwGq8F7VoU9WmVQYReZIVNPqLyCbcOekAvlFVLzcb+zzf3zbgNar6N/wf9t48urLsru/97H3OuaOkq7FKVaWqkqqqu8aubttt0x7AxDbGGNthsrFNIA+HvGXegMOLCRDeW0BIQngMwYsETJZ5IQHbEExsjAEbY2IIHrvbbvdUVV3zrKEk3fneM+z9e3+cc6Ur6Q5SVXW72+i7lpakc8+wz9nnnvPdv/39fX/wsUTrO5es7gAppVQVyAIfVWrlgf9PROQPkyhvO5G9mbzvZ5L/f0JE/qDt+JOsOoq18Ea2NtugkvXNbRD2FbwgCDKAiDxKbOfWb70/Bv54E+tdJp6mecHgrftjo6MPX/wITdMkkghXxT7IP3jg7SuftzA8fhxjmpiGj+OkVqzdorCWmO4qFArXyxEG1dVKbUphbUS9epONCWYqTvYTwUsXcNwsV859gj0HXk9+YA+Ou3bK34rlry9/hKeXHyOTLqC1Q+hXaCalmq9LCSzsduLnggjUzSBeM4Vtbk0PuhWEUQMRS4Am6MKcGl4Dqwytr8kKV2D1qkRKqKQCjIkwUWeC5+nYyu1KDW75UHNCSl0ixi1inEGDhEzJn3ElvMnj6Qcw68pD51SKl3v7uMcd7a8zFvDCpAx0B33xgprnaf0kTztPU+ph+Z2TPEei4xwPHmCP3btBylDH8FWnwmNOlUYHbXJaFC8yg9wfDZAREDGEnWQUrePVPPbMjbBzcYTRYuGu6YmV1bhBFs+PybCbkGLVyX5NhGzUYKRRZNCvrB9KrWA553JtVDE7GhK5sz0JuQBWNAYoePHAqfVEb8Em6xU8wVHx71KoNpDk9vXuKLetJZ1Yucm7SycEuOkJZ7MBl9NZ5vUOrOo/c6FoYpVZlU10mLpwRZgOhQOBcCAU8nJ3A8mv/NAlRTyt+x7iS5kiJkPmlR+69D7g/Z975/TXwwIky1ot5paglBoknlldkQGIiCQzq39OfM6/1W37RFr4LqXUl4DvZGN0rqUv/gliYvY/ksXf0vZ3C50ieQDtiYG/A/xIh3W+h7hewaW2ZX8LPE4sIbhfRP6s23ncJdxRX2wViYTgXmJ5ymbWfwD4OLEOd4+I9DUWuIP+fQnwYaXUL4nIzxJ/HfPAIHGi5c+IyBuUUn8HvFdEvpj83RoU1ZJ2DhFXK34xsMAqCf5dpdQH2pvRoe1WKfV/EEf21+O7RORJpdQPAzdE5FNKqTcAHxCRqX7XpRdeMAR5GzFxfdv0d/HGPd+2ppLeN008uCZyHPgVnnr417l59W8wYZMoaqKURmlNOjMKKKwISlnS6ZE4scbN0Cr7HCeWdRjc2yy55kPoaAjjlIiGz+Hl0xgbUS1eYmj4wJrVRYRr1Ss8fPHjpJzVgiFK6aSARjyNfEPK7JBBXDTNcAxtBhDVxPH6l52+XbhOBl+l6PXqvTZ+Ac7HfsUtl4A152cE0XB9Z7ErOW6hGgmPNwwVtzMxPrE4xHef38210Rp/u3+BLNfI6k/xxdQkNX1ozboOige83bzI24Wnek+q9yoDXWR5xat4QS903Uda0txrj3AsuJ/p6CCdlLBFIh5xyzypa0QdSM+gOLzEDHIiyuJYsESdw0fAQDXDnrlRds2PMFweuDN/YgFtvLVE2M/hRp2T6NqhrWHILzPSKJIxnfs3cIRr45ar45Z6pn/AyaKwotYMCYZcAziUwtbyxDybmPQOJVHhza63aXSQTug2QtzuOiFYZlNlzuYCrngDzDtThPSfsVD4iAqwKkoixJ3bOGhiMnwwFPaGggc4SqET1527jHcD7yUmCO3RJTdZDj2I5LOIPHD1DrZ/B3GE9g/bF4rIXyil/hD4d0qpP+lHpkTkt4HfXr88iST+FvBXItJOiL9ELGds4bPA7yY/LbyaWMN7jNXIbLeqQf8I+FsRWalVkBCkfwo8Cvwcse3rs4k77Yut4puIJ5Q+22slpZQL/DTxbPpNgM2Q43ZstX9F5O8SwvnnSqlrwIfbNpti7aCn0/EEuKaUalnl3mz1rVLq9Ww+MjwKPEysQ2/hcZKJOGIJxpOsldPeEbYJ8gsQA15+jZVbCy3P49Nf/U+JDVvsHaaUQkQQa2nW53HcLEpBOj2ClxpEsCil8FJDBM2ljUUxBPLlNzNUejugUeIiRLBoCXd9llrhEx0LjNzylzgz/zBWLF6b1thxc6CWkETSEYmlZAKGommspEEMSmuGRmY27PNuwIpB53Zj0WhroUMGvTHQ9DTn7i9x72MT2JRd+RqLxP5tXqB54r45fKe7Nte3wumm4XTTYDo8Bo4sD/KWi7u4pzSItnC0mGd+9ON8YfwG887G8z/gjPKK1D4GdQ+CJ+BGDqnAxVkno6hS4ZRzilP6KW7o61134YrLIXsPx+wJDgT34tnOg5U5FfCwU+aMrnck/mPW46XRIIdMGi0WwWwkxgJjxUF2zY+wa36Egfpt6olF4baIcPLbC7Jou7XHXDryyfkLjDWqeF3iiMt5y5UJy+xId4162+lhURjp4mmiYMgzDLqxC4VJtMRZ16yNCG92vT6NkRY9ty3XiVUbtpZ0IlINZrM3OZ+JuOoNMa+naW4iSU4RolWZEAd0AESdx6Ai7DJwILAcCoWdVq1E0NcXMLqbSGQV72EjOSb5vwL82Cs/dOn3P/fO6f4m7XcXE8QODz2hlGrJBi+0LVPE1lefFpGzHTb7Z8QE4teIk9xuB+8jJkTf2b4w0Tyfa2tLBNwSkfZlLyZ2gTjV6wBJQv5DndooIo8rpX4FeK9S6oMi8sS6bW8n6v/TIvLvOiy/7b7oAEOc59Srfd9DbC/7eI9jvYE4CW4/8IPEyXJ3cyDXsX8BROSzSqnvBp5Y99H3sNY1bFMP2+R+aFUZa20TrVsH4EMi8q62xdOsnfl/9qJobBPkbyjEnsf/hSCooLS7EnkTNCiL6+Zw3DQiBi89jKO9lSlOayOisEonSUW+/BaGiu9EdB1thYFGFtc4RFrTuPEGrIlIpddKp5aDIvWoTjPcWDBEaUUqXSBoFuPEtSiHtTsIVEyOoyhg59Qr0Lp3IYfbQasynlIuO8fvj90q8EBrRBQRLpHVGDFMjBzl0oEqaIdDj43EDg8GrBZEC0/cN8epe9dLpWIEVjjVNJxpmg1vYUiI8aVdHC4NJhcFbg5d4vfv/zBP5vKgRtasP6ZSvCp9iN3OYNdzi90oHLzQRbc5fjRpcEafXvEqlm5WYaKZsQc4ao9zj72XtMmjOnj4CsIV5fNlt8xl3XlwsMemeTDKsy9KEc9GrPVXcCLNjsUCu+ZHmFwYIb1FPbGyDl6QJVsZxw1ySXQ4s+WKcxbLbKbEzewieb/CiWXFgXLn+y7Swo1R4eqEobwJW2nLqoxiM1CKTVm0bXa9FayTTqxPsEMsDXee+dxVLmUM170RFjhIjW/dxM4NHktYBaFWQNC1fo+XSCcOhsKhEAaFpL+e00y81xLrJrvpEiPi6OHrgI8+V41KCO4BoKeuVin1z4mtrN4PtJOy7yd2a/rxTtuJyKxS6heAX1VK/aaI/G2n9Xoc92eILbV+uJ34bgF72Fx9gf8HuEJ3meS/IiaHvwEbbtCjt9GuDbrdu9AXa5DY2HW1sks0uj9EbDiw4eGslDpMbEn7IHFO1RuT/nx3r/ZtBZvpXxH5VFt7AV4PvJl48AXwBeBPlVI14gHG+3sccp44Ipwill28U0T+ZhNNHQTap1SfVQ67TZC/QdDyPCbR67UThVjKoDFRg9zATsKgxsj4cRbnH8Nxs4gNadTmWGPxqDRap0i7OxkqvQ1RdUZLA4wXh+P9i0KUIIuwWPluRsZWCw2WgwrlpEJexhvc4FQBkEoNgSh0TSNRFl80adVEac3OqVcwMfnghm3uFIGNqIarhG7n+AlE4MbiU0SRxooGJSglTIwcZWz0MCi4drhC5FkKN9JYYGFnnYtTi4TOxmn3IIkYn/HNSrnpdoz7Kd79xAwz1dXp6UBFfPToR/j07puEau20dUYsL0vPcNTdGSdQdoATabzAxY1W3SgCAs7pszytn+RCT69i2Cv7OGaOc9geJUcOjNuRGFuEZ3Sdh50Kc7qDPE/gkM3y4jDPzpWw6upx077H5MIwu+ZH2LE4vGk98fJwg0i7sTyiMcmOYhbHbM6pox0NHXA9t8TV3BLXs/FvQ53vuDbOGy/tYDToHIyoZoQrE5brY5aoj01ErE+Po8XPlgVAX8SaiVUrtnVRYkudavoypfRlrqUibnhjLMkxyvIWhP72a2kWcfBpapdImY7VD1sYMsKhMP7ZH4G3SUIsLaW/JCdk7pokeAz6nqSbrPdc4iHiBK2Hu62glHoHsa73x9uLZCRJU78MfLZFYrrgN4H/C/j3SqkHN2N9lUzp/7/ExPtnReR3N3EunXA/cUXcXsd6M3Ey1ru6JVaJSCMh+u9XSr1VRP6o7bO7lWB/231xm/gpYpnAb3b5/CLwP4nJa88I/Faxlf5VSr2dOGrdIvv/GPh5EbkOICI/QaxfJtEgd8P/TTygex2xs8ow8BdJW5rErmUVYs3yqIi01xZ9RERaMqhWm541bBPkbxC0PI9bCWTrX0Eq0RcHfgVrIwZHDjI4PM2FU/+NwF+blOWlC0wf+T6unfszvOIJEM1oJc/E8jBG27U7F8VEcZDgow7ZH4JKWGE5WN3f/rGTaKWx1qwhylpcCjKDSUFVGw5MfDPp1BBDIzPPSuS4FvlxZbwEoRUCI2SHjzE9cA/V+iyR8XGdNAO5SbTrgcD04wUOPjYCFrRVWC1MXsuj6xGnj8yvXIvACmf8WErRkRg7Cidwef31Hdy3WKCaNgjCIzuf5INHP8Oy59D+ddRiOeHkeTBzjLTq8DWVuKiHF7g4iXbDYFa8is/qZ3p6FU/aXRy1xzlqjjHUskTtQoxDLE/pGg+7FUpq43vLEThqcrwozDHcnuQmMFjLsGt+lMmFEUaL/fXExUKd4lBANQPKZnCDXQze2rp5WdWrczW3yIXcLa7llrmWW2QxVUVUbM330oVh3n1qJw8tjKA7tMkizI3ExHhpoH+WWCvp7rbTpe8U6/TEaoUQGwJ3lnLqEuX0ReZTTWad3RTt/RTlVRjyXbwEVpGSMjkqREpT0dBYsbDocLYi7DZwTyjcE8DEyuOi+wVcT4YFwSiLVRbrSDxjc/fKZi/S350gStZ7LvEeYi//jlPsSqn/k9g7+OdE5H3rPv4t4sqwb+p1ABFpKqX+dbL+21mrJe10zBcB/wl4APgxEfmNTZwHIjK9bj9Z4mn7X+pxrAligvgoGwt4rcf/R0zEflEp9TG5++Wq76QvtgSl1OuICfJPddMSJ1Z4P3Enx+ly7K3274+ydpDzv7XI8SaONclqgt0YcfT/l4nJ8G5iK97/QBxR/m7iPIGrbEwk/B4V17ZooVNF5LuGbYL8DYKW57HWThfJnyBisTZEaxcvNUCleH4DOR6ZuI+TD/0LlNJcOvURdMNBW4/xYmEjOQa042BF4z5sqHxXhSW9dn9pN8eL9r+JRy59jBRxop4bZkmFQ1hjqVu4d9er2TnR0X3ojiEiVMMmoRgiEUIjBHaty652PYaG9m7YdvqJAvc8OoqfMojHSmQOI9z3ZOz7/vjhuZ7EeMJV3Jd12ekqrtYVFc9gtHA9v8R/Of6nnCmUYV3S2z11wxv8VxB1yL/VRuGFLl4QJ91ZLJfURU4lXsXNHl7FY3aMo/Y4x+zxNV7F3YhxA8NjTpWvOJWOjhQpUdwX5TkZpRmQ5By2qCcOXUMpb6hlFQ3XAz0EAulNFjQVLGGqyXKmzMXcLR4bvMnZ/Dx1d2OEu+C7vPHaDr776iQ7Gp013A1PuDoRJ90F/YOpHZPunjOsk05oKyip0khdpOZdopq6xGKqyBJHKMpJlu1rCRinX2NdaTJsi7hA2VFUXUNTrSYErkdKhANhTIoPhJDvw2VbbRaVEGEMogVzd4lwN7R8gF06yyxay//q2W5IC0qp7yGOqP1Qh6jueJJg973APxeRX1+37UuJk9r+pYh8jf74HWKi03HEkkTxXk883f4PgVPE9qfrq9NuBb9AfF17Ed9fJ55yf0M/f14RCZVSPwf8G2AffaQQW8Gd9MVtHOv7iRMZ/zux5eyzjtvtX6XUcWK3kvYEufM9EmhTJBILFXs1P0NspfsQ8NXk50ngncB/JK6E/BHiisc/Skx8yx1mEj5JPAvSQtco/93ANkH+BkHL89j1cqAUgiTROsFas/pSSr7zNy79FYtzX12zj333vIVDJ34IrR2isB5v65QYaCSku8N3QWkXbPzSqz1ei8ei6/DA3jcA8NVLf4ZuZJHQIdBNQtIc2vkKDo7ffTkFxMl4y75P00SEVrZEYlxfc+CxkZgca1anrUVAQzHjc6pm+Xgx6OgFNJ4Q40l3NQt/bw6u77/FB5zTfHrfk8i6h8uwqfOOS0d54/m38JdvepR2JhN7F8cyiriS23Wedp7itPM01V5exTLEUROT4h2y1qsY66KijY+AMhGPOhUed6qEHQhLXjQPhHmOR2nS6C3riZueUMsqKllFM+WC2gQTBYwOidINwlQDP1XnYv4WXx24yalUkYbu0rsCJ5YH+IHLU7x0bhi3S6XAhaE46W6hIB2TDdftckVb/Jx6ga2TTogYQucGTe8itdRFqqlLVN0KZTnOsj1JUb6Dutnfd7daDBOmxIC1NLVl1guZ93pfhGEj3BPCoVDYF60f4rU3WRBtMQhWx223ymD7EWERBnxhtGoYrVlGqndnCPK5d06XEyu3bi4Wg8CvPFcJekni0+8DfyCdSy6/h9it4NulQ8U4EXk48fT/0maOl5DLl6wnHonN2B8B/4BVO67/FfjPcgfllZVSP0VMaN4pIt2tcmId638Vkac2uesPEVe9vWv9dKd9sYXjPEistX4LsbPHj25G7nInuAv9+2+InUUeb9Mgj4tIx5dPu8RCRMpKqWMicq3t828jttH7ELHm/zuJa1o8JSKfUUq9jc6a9fq6/ay0XUTuutximyB/g2Bi98tQWiNiSWdGaTYWk6jx2gFY0FzCcTM0aisOOijtcvRF72b39GtXlhUXnsL1BlGjl3Eu0qEEcZIAaC0KDcqgqp1fqkopHtj9HRzJvYbrS8/gR1WsylHI78d9FuQUxgq1KKToNwlvg8JYKwxdSqMsK5FjwYIIDcfwyV0L/NmeOaodEqXGHMXJ3FpiDLEf9NnwJo855/D3W9pHG56EfHOpwQ8/8S5Ga3s4ffwKkWdQlpVosbaKBbXAKSf2Ki6q5Q3HbiEnOY7YoxwzJ9gjUxtlDV2I8ULiSHFa1ztW9R6xDi8Ocxw2GXJ+agt6YmikoZpVVLIQer1dCgTBeD5hKibDMSmu03B8zqXLnPZKnE2VCbrpqoHB0OHtV6d4/bUJJmqdCfhai7aeTQK+TtHiNulEJBUa3kUa7kXq3kVqqStEKqIi91CUkxTtP6QS3ots4rE+HtXYGUaIE3DLC7mZFlatMDZ2vhJhKooJ8T0hjG2cTMJqwWgTU3gtWGznUuEd4BphpGYZrRlGqvHvLVYA3wpayUM/RvxybkWNI+KXdK/koruNtxFHEN/V4bOfIY7a/WTiYdsRkhTT2Cw66XsT4vxxYlnBJ+4wYkxSlOJXiQnZP5G2QhBd2rTAFuy5kijz3R7E3HFf9IOKC579HbHrx1tE5E9vd19bwZ30r1LqlcTR5m9e99GtzUSQk+OvKR0tIjeUUr9NLGV6K/H1/Q7gh5VS+4n74skebZomlkplaItTKKVeRlwUZ4q+4rH+2CbI3yDwUgMcPPYOzj7xe3ipQaKwRhh0en7ImrLRqfQwJ1/+kwyPHVndl5cjroJlSQ1k8ceeQJZfyYqaMPlOSCIdVAM2row70JmM2qZC6oqUyjIzdj/1KKIS3l0PdmOFwFoCIzRMSM3c3v7DyOJbg9d0YicIARFLw4n41K4FPtGDGN+XddnlbfRtvRkt87D/DEVbX7uRCEeCG/zg2Zdz8vpbQClOH7/ChUM3STc8vNClJEW+4jzF095TLOiuhZJIS5p77GGOmeNMywy6k7VkB2IsCNeUz5edMhe72NVNGpeXhHlOlgvsmo/9iUdLvfXEVkEtE5PiahaM03ldqwxRqkGYbsS/Uw2iVBPR8bOtriKe8UqcSpW44FUwPSKPaav5luUJ3nx1J0fncnidWD63Z9Fmn8ukO7FYIprODeruRRruBeqpS/juQlxIR/bFhNi8lZIcx2zC6WjIBOz3A3I0qboBl9PCE5l1HnLrkLbCgWhVOpFbcdMTjGsxyiJKsEriJFDbyoDod35C3hdGa4bRhAwPNeQ587JIioD81is/dOmDrK2k91dfB2u3H+gmKRCRDxK7FjwnEJFNFanYJEaJb4aXiUhX67LnGZ71vhCRLyQWZ0/0k5JsAk/Rwc+4x7Fvt39vAb8hIusT7zYVQe6Bd4uIJF7IbyUucvNrxET5CrHUpRt+HPjfiaslt/tV/zZxQqgirrp8R1DPcmT/7w2UUsVCoVAoFm97cHnHaPkgn33yg9QrN2i93rthoDDNA6/4GTK58ZVl6cwwqXSBG5f+micffh9eagAdZDjx6X+FmCyrWos4mUblDG7OQ0WK0k9VkLZInAhITSH+6qsvsJai37wrU9NWBN/EpNgk93EjCmneTs6GQDMyhMkza+/FQV7yhUlKaZ9P7ZrnE1NzVDoQ40njcrgAuz29gRhXbINH/fNciTbOLE6aJV4e3uK+2jsYbO7FT4fcmijhiKYZ1TmlT3HKeYrr+tqGbVvQ4jLaPMyO5knu1wfYl+lCWTsQY4twTjd42Clzs5MjBTATpXjT3G7uv7GLyYUCOb+3c0SkoZqNSXEtA6LXtsY4AWG6RYJjUmxcfwM3eD7jVQAAIABJREFUK6uA06kSp1MlLrvVnpKHnHU41izwhtlJXnxjgNFK58n+Z9ui7Y4gEKkSNe8idfdCTIq9y9ikX3wZo2hPsiwnKdqThIz02SFkrGF/0GRX1MRonxtpy6WUIuxjmDzSJp2YMgKOTQiwYB2LFYmtIQWwm3u/O23R4ZZcIr2FC1v1MiylRjj8Sy9/Tv3gtrGNbTw3UEp5/ZItlVLjgCcinb1VV9fTQDrx574jbEeQX6AwTaF83mDqgpNTDB10cDKKfYfejIl8znztP2MlxIStqOVGSjpYOLBCjpXSZLLjuEn1upZkw9oIUk1uHvkEu868HqMEpXQc+dN18tndaF9Rf52/lhxHYKt6TUJQJJZS4N8RORYRQiv4RgjbXtAC1EOf4DYojVioRxG2rWVXJqtc3nedj+2dpZLamMtzoJLj+y/u4forrhKl1p5RKBFPBld4KriyZp8AA7bBy/wzHMzcizP6Tm6NOJTCBUwQcc6c4WnnKS6nLnVPVhLNSHCQycZJxv2juJLBAtcEHCKmMm1ttU5CjFd5RYTwtK7xsFNmWa89r8EwzaHKCN9xY4oTC6OMl9O4XaKwLfguVHMkemJW9O9RqkmYqq8Q4TDVQJzufbOofU6nipxOlbju1ruuBzBkPI6GBV5cHuVlN4fYPe+Sjjq3s5oRLk9YbjyPLNoEQ8O5Tt09R927SN29SOCuFqOKJEdRXkQxuo+iPUmD/tVSXbFMBT77Q58h22AxFXE+rTk10LounUPlSoS9Bg5GlhljGCGOqpuUpdlylhCJyfBmvlpt0eGRmmW0aik07Kajw5FSLKeHWEqPspQeZilTwHfihMrDm9zHNraxjRcWNuNEIiI9K/a1rWeBOybHsE2QX3AQERa+FDH/hRAEbATagesaRh4MGLyvhDE+SjuYZmv2Yy3ZUspBRLg19xWiqE46PUwmN4HWq7dDu2TD9XIsHIh95SfPvgbEoIwmkx5FGYf663z8b1mNQrYkFe2HtQilIIgjULeBlnwiNML6Sn8WoRr6nWq09UVkhKaJVvYYWuFMrcmTtQb+wY3rT1ezvO3SLh6aG+PJE7NryLGIcCGa4yv+eRqyNirriOGB4Dz32SLpoe/CdfZBU7hsLnJKPcUF9xymSxlegD12L7nKA4w3T5CR/JrPNICCqw2XyXSEKw5E7hoJRBPL15wKjzoVmgg7mgM82Bhiql7gQGWY47eGGa+55JusVFPrhPV64mbaxPIIr7GSQBelmmyoa71hP8Kc04xJsVdi3u3uvgEwZtIcCQoc84c5tpRnas5jvKg7yjyebxZtoSpT9y4k0eEL1L0riGr7vohL2Z6gaE9SlJNU5CDd095ajRZ2hQH7Q599QZPA9bmYVjwyqKg4quf2aRFmjGXGWvaJIa1kpdNDJA6fR5uPDg/X7Uoy3WjNkN7Chax5KRbTIyylR1hKD1NKDSLPYiW9bWxjG9vYLLYJ8gsMC1+KmPu7ECcFylE46TiBzEYRi1/QmCiNt3MQGyVlXtshDpnmg2jJ0cw+CiJcfuZPKIzcSzozzMTul+GlVgtVzBx5KwDnn/4wxja5tufjXJ38azJLx5ksvILC9HFqR1dlFZ0kFRCToVIQEG1ySrYFY2MJhd+BFLcQiaEWBRsitX0h4EeGIJFURJIQ42qTZgcSP1PJ8fYLe3hwsQBK8eSJ2dgHOcGCKfFw8xy3bHnDtgfDG7w0OMNQ5gRO+vu5Ec7xTPhJzupnCDrYkbWw005yLPEqbgRjnK+7dJHyogGxmnIty1gbaa8Zy5UAGn6Kvc0ZXlEvsKs+xECoGajDQEPIBr05ZEtPXBwIWRitUcvXCLINcJsoNl/mWBCuuXVOe3GkeNnprRPfFWU5EhQ4Egyz288wOe+xZ94hF3Q+4PPBok0wNNxrbWT4AoGz1lJXRFGzM4n12knKcgxLj9LhCUaikOnAZzpsMm6aXM0IZzOah4cgVL0J9Yi1zIhlxhomxeLYlqBYOkolPAPj5YiUEQJHcWvIJdRCLpAV3fBozTJUt11i0xthlGI5nWcpPcpiEiH23T7nrX1wSyi3TCwt3MY2trGN5wbbBPkFBNMU5r+wSo7FCpFvkMiCBuVail/JkvoHPlG0NtfEiSYYWXgvqeAAoiIKGCqFP+Y6n2bW+59o7aK05uCxdzBz5K0oFSebHTj6NvYefCMLN75MpbFIWcPozpO4bo6wjYB3klS0UAkDArM5GmKt4Nu1uuJuCGx0e8l4EksqjEhCjH2erDVo2o3HG3YUD3geD1UGSe9p8MiBCjd2lwi9JInM+nzFv8CFaHbDtuOmxEP+0+wkYjH3Gp5SVc7YD9B0us/+jNrRxKv4BGNtXsVliQmd02Eg4IjGMw7pMM1A4DFs0tDM4DQzHAhy3AcgQtaPCfFgA1JR72sbOpalgs/8WJmbE4s0czXEVWjlkIoUXri5os4G4bJbXZFPVHWP8KLA3ijP0aDAkbDAsEkzWNXsmXWZXNbo56FFW6hKK9HhmneRhnsZ6VCgpSk7Euu1+yna+4haxVl6IGdiHfFM6DMTNKl7EWfTms8XFDfd3rRUi7A7IcQz1jDcSqAz/RPpZuYDDsxHKCs48aMFLXHVSG8LY9ya57GUHmIpNc5SZoTiZqLDug5eGeWWwC2D9tsGYNsEeRvb2MZzh22C/DxGGFRZuPFlAr9EKl0gVXoZYiCUGqaikWaaOPan49/KUBr7XUqPrfVjTzWPMbz4brTksE4JRKHMIIWldxHYk4QzHwenibURZ5+I7R8PHH3byvZeaoCxva8kai6Q6UBaO0kqWqiGIY2oNzkWiR0o/CjWKW8Gt5uMZ6zQTCLHz9R9nqw2aHQhxvdlHaaS5Lsr+9cmXxoxPB1c44ngMtG6UUHW+jwYnGHE3uRiZpK/doWq6l6NdFAGV7yKd8pkR9mAp0AnF1iLohBkGPPzjPo5CmGWQpAhJWujiMoK+aYw0BAGGuD2ubS1rM/NiSLXJxdYGq7GtxQapTUOLl6k8CLVTz1BiOWCV+FUqsgzXplmN49i4pn9mXCQI2GBw0GBAfHQBnYseEzNa4YanQnV18OizRLRdK+ukOG6e4HQWeq4biiDFO19if3aSZqbKPjkWcvehAwfDHxGTMDFnOJMTvHZYUVV935cp0WYtoYZY9hvDeku0eGOkDg6fPhGwK6iQUtcIXGz2mGjYDmTi6USqXGW0iM0+0WHEXCq4JZRXjmOFPcaQG1jG9vYxnOIbYL8PETLjeL80x9GrMXaCKUcvIVXkK+8DdA4UQEhBAVaO1jVZHH8F2nk1xKxXOU1DBbfseLNps0w2gwDCiWKzPK3kqqdIJj8DOGOv8H1cpx/+sPsPfSdeF6sdfWNz1xzgfWOJ90kFS3Uo4ha1JnEdku263ttuP1kvCCy1E3EM3WfJ7oQ40JCjPd2cKVotftqdItH/HNUZa1uVovlnugSKa7wWMah5OTpZtWZlSxH7FGOmuPslX1dLdN06JJu5DlUzzNZGmQkyFEIMx3LI0OsCR1owGBdyPn99MTC4kiFmxPL3NyxTC2/ej4aN6nKqPAi+hLjpjKc88qcShU551UIe3gUu6I4GA5xNChwTzhEVlwEyNYcpuYcdi/qrsmBW7do0xi5vWhxoJcTmURMhhvuFaRDqW0AIynKcjRxm7ifmhzou38lwu4wYDpscjBostf4VD04nYFPDyouOw5RP9cJm0SJTcSuyKwMovpB25Z22K7YrWX6zCq0o+45LGUGWUyNsZQap5ge2oR22IBbaSPEZVSP+2Qb29jGNr6e2CbIz0NcPP1HK8lx2o27yG8sEdg5chLh2AlQglIqjr7qayzu/DnC9IW2vWjG7DvILL0N6xYBizYFtBlGkglmUaBwQBxSN18PQLjzbzBRk4XrX2L39GsITMB889ZGchyCrXWWVAD41lBd73UscZnnwMTkuJuuuBssQi30ibaajCdQCSNO1Ro9ifGJjMO+VGdiDLBsqjzsn2XWbLTyG7bzWH2RU5mQbl+rlKRir2J7nGk7g9OeSCXg+RlSjTzpej7+3cjhhqtRuB0dz01IRWxaTxw5hvmxEjd3LDM7sUzQ5tCxEi1WDkh/YlxTEWdSJU57RS541Z7V0dJWc29Y4EhQ4GA4SCoRi4jRjC86TC1oRqudCdbWLdq2Hi22hDSS6HAsmbhI6HQvxiKiqcoBluV+ivYkZTmC0F/4vLfe4IFyhd02YDBj8BzL9ZTiTEHz565mXm9COmECZowwYyKGN5n0mg1WyfBI1TLcsD0HT+0QoO6mWU4PMZedYC47QdPdRNheRTEJbskl3Crq2S8lvY1tbGMbdwXbBPl5hjCocv7pD8fkOJlStSai2VhC5R5DkUaJTrxIBT/zOIs7fz6WTiTQZojRhZ8gFzwEJoU2A1i3jI6G4opwCZRqFcIQxKnhzX4rwejnsTYi8EuENmSuuYBtkz2IgDQU0uhOwwLbZucmQiDS1YFis7jdZLzQWL5WrvN4tU69AzEe0knEOKXRXYhx0wY8FlzkbHhjw9EdqRE6F1lyOvtfO+Jw0B7imD3OQXsPHh7KaFKNHOlGfpUQN3No28e5oIU2PXGuacmGvUlVMxUwm0SJ58dKWGedqwkOWmu0ckDAjSAVdibGJR1w2itxOlXkilvrqfnNW5fDiZ54JhzASdK5rCjcpmbPvMPULd3Tou3KhOX6Ji3abGLR1u8OEYRwJTqc+A67V7tGhyG+7xvsomjvp2jvpyT3EdGfrY8GISfLFU5WKtxXrTAWGnwtPD6Y4k8nBzjvpaj1iRJnrGFfs8z+ZpkpvxJLJ1C42WFIFTasr61QqNvYVSJxl8iGm//eREpR8XIsZka4kZtkKTOC3YyzhPLX6oed+qYTOLexjW1s4/mGbYL8PMPCjS8j1q5EjkUsQVBGRMhXXoeyWcABEaqDf8ryxL+HNnswz59hfPYX0CpHpIq4aidae6hoFAClDdaaleizEkEkRCQA6xHOjmFGrqC8PHONdeTYJIl4PWSCkcSFQPwetmxbxe0k4xkRnijX+Uq5Tr2DhGOoLWLcjRhbsZwJb/A1/yLBupMWQkRdweqbG0K2ShTTMsPR6DjH/JMMNUZJ1VcJsednelah6wQRS8r4eE3DeDlFbqXwR2fiUs7XubkjJsXLherGNqJQylmRUbSIsReqDZHFW7q5UrjjRh+P4oLxOBIOczQoMBXlV6QggiIymtGiZt+CZqKk7opF22YKesTR4csrZLjmXiBqG1B2QyDDFO1JSvYlFO19NNVw321SYjnUqPHKhSInalWm/AAFLHiaL496PFLI88RQikD3PrFRa5iJIqabJcaqc0llxFa+AYAQNZZxgRyDa8hwoW5xNvmVswqKmRSL2QHKzhgL6Unq3ibC9NCWUBfrh9cm1G1jG9vYxgsb2wT5eYbAL2FtFEd1JULEImIYKL2ZoeLbsLqMMg7F8d+kWvjomm2ztVcyOv+TaBnAekuIroOygBMTYkviTmFjyYTEZWNF14k1yS7aFPCDCtdK55jacXRl37YVNe7w4o2iJsXFM9T8KkXJ4eWnUE7vqmubRdOENOzmk/GMCKcqDR4u16iZTsRYcyLnsc+VrsQY4Ea0xMP+WUrrykMLAuomoq7EU8gJHOtyf/0lvLjycg7UD5NvFEjX8zhmE35j68/BDfEzdcTxGawrBooe48t5UrZ70pNN9MSzO5a5ObFWT9yONTKKhH2uJ8aCMOs0YlLslVjo41E8btIcCWJSPGmyK8RXACMa11fsueWwd0HfFYu2XgU94ujwYkyEE0LcdK8iPTymW4gkQ9meoGJeQdGeoKxXK0x2I+pahF2mybRpMGMa7LYBU0s+++cbnCqk+NB4jkeGU1zM9T4pLcKehBTPmIiCxMPKsDrPShIusaZ82HcYa7rJjyIfbd4Tv+EqlnJZltJDLKZ2UHQnsH2S/wAQYTAsMxIUubGjjkmVUfo2KlZuEaIVRtFXb76NO4NSahfwIhH58+T/fwZ8n4i8Kvn/TYAvIp/+OjZzG9t4TrFNkJ9nSKULcaU6G9Jio9rmGSx9H1bXsbrC0s5fxM9+dc12g8s/QGHpf0n0s4I4TUBQaR/83CqvlThyKDYCNFYvrxR1EBVhnRLN3AiXL36SyZnX4ugctqog7BDtE8vVK5/j6tUvEIimLi5WuSilGJ14gJEdJ7YYJ13FVpPxjAinqw0eKdWodCHGJwey7PUEZQ3dGE/Z1nm4eZbrZqM7gVBE9AVykWZv/RhT9RnuqR5lpn6Y4cYEWrb2FheEMN3Az9UJsjWCTB03hImFQWZuDDFcHOsZaW46EZfHlylPlJifKK7RE6+HwsHRDqptqtxJpBRaYoJ9xa1xKtEUl5ze5Gd3lOVIMMyRoMC4XatHNaIRoxiqxtHiyWV1VyzaLLH2N1qzLKDhXk7IcJxQF+mNXtQd9ycOdXM/1ehVLHOURTWxmmjWoysnjM9+02DaNNhnfFLJt8tXcDqt+czODOem8iyneutC8sayL0mw22ci1g8pJaiRiRRjzRTjCSEe8V2cfheqdX5AMeeylLhLLHqTNHSBzYR5tRiGwhKFYJnhsEghWCYTGs5PethM6ra/192wQoQVWK0wOv7770NIWin1c8DPbnL1HxWR93fYx+8C/7jPtj8vIj/X5bNvAT6olHqViHxx3b5TwH8Efg/YJsjb+HuDbYL8PIIxAQOF/YBgbYTW8Qs203gQRBOmrlAc/w8Yd2FlG2XTjMy/l1zt25Kpcot1S3ESnyicrEV5EFWTyJsFlEaUxneWiXSZjMmjJYWSFMgBCvUJyrlHWbr6NGOFl62JGguxnrhpLNevfYmb176I62QIdAqFxiGWA9ya+woAoztObPk6bCUZrx8xHnQ09w9kmU6nsLbZ1fbKtyFf8p/kUrRMizwrgXF/hKn6CFONDFP1SfbWDjAWdEyX64lQGYqpBsupBsupOkvpBktug735kBO1HJM3Rpmc3U++j2fZUrrJ45PzlMfL2JEa0mMuvSWjcPRqtBgSYhwpxMZ2bGe8WD5R6+NRvC/KczQY5nBYYNiupXMWhbUaQsWeJc3eBc1QF536ikXbhKXevz7GStJdhBDohRWpROwscS2ZJdkErEMUPUjFvJwl7mVBT8QFNvqMa4ZsyP6owbRtMG2a5NtkR8sufNXTnHc1V7XG9CF0++shDxZ9vmk54MZej3bZuZK12uGRqpAPx7rvbB2armIp57GUHWTRG2PZncSq7OY2bkuo211Z5Mj8Mo7YONVBgSjF+UmPizvubGZos0RYIThK0ErQ0iRt5jvv8BsHHwN+sM86f9Hn898DfqzLZx/ptaGI/KFS6q3ERPmL6z7+F0Ad+Nd9jr+NbXxDYZsgPw8gYgmaRYKggtIu+w69iUvPfAzcLFo7aDuEn/say2O/jujV6W4nmmDs5i+QDo7SToC0GcSGIG4JLzWASmvcrOAvCaENKTnLNFSZrB1iMNyPFp1QW8vo7D/C6hojzvdhzC3klUBCin1r8SMb6z6Nz9yNL+E6aXzlYdpYhlIax/FYWniM4fF70XrzL1WDpRr6fZPxTFL57pFSjXIHn+XBJGJ8IJtCiSKKGsnooP26C4v2Jl8NTnHLV+xp7Oab69NM1XcyVd/BVH0HmR6yhm4IPZ8gV6ORqfG0hCylGtRdf6WLPKM5tDzIq2+NcXixQD7q/TW8NFjm87tmubJjiZF8yI4+bgkKvZp0106MDahQuOiUOZUt8YxXwtfdyaUWxYFwgCPhMPcGQwzI2uO2im5Yq8jVFfsWNHvuokVbKCHVDdHhzrZ5neCaAkQnKZuXsqjuYU6N0dBu3yrOaTHsjxrsT2QTI2JWrqJRcCWlOOtpzjuaW31cJ1wr3FcJeLDo8+KSz07f4EZwftLDs8JoJXaVGK0ZRmrrtcPdybZFKKYsixmH5fwOltK7qDMGapOSnpWEukQ/3JZQdzMLt8ayayrpLQy5fRMl2yFqlfz2JMJKcIiJsJKQtL1FOpojFc2RMnN40RyuWSZOvfyRzTfghQcDjAN7iA1rdgEngBcDR4DvpKtn0AoCEemYLaxU5wxUpdR7gV9uW/S9Sqlfavu8/Y5sJA4/l0Vkuk9btrGNFzy2CfLXGWFYI2gsEwQVluYfJwwqeJlh9h58I9cv/iVh1CRQX8AfP0O7rYDnH2R0/l+SCg4QPzdV8j6Nn6E6GkJ72dUpdYFmtsqnR/+Yl918DYVwjKwZjNdFY1QEGLQotM1hlcG5eJDioCW6p74hllspXoiJvfYIOzCOWCYSUS1dY2ikvycsxMl4dRP0pMY2IcYPdyHGAwkxPphNoRPd9RpyLNBsVqmXl6Dssat6iJfVX83O5miSCLV5iLIEmTp+tk6Qq+FnawTZOtaN30VzgcvlalweOh+4HF4c4uitAgeKg3g9GKJBeHJskc/vmuNLk7MUMpYXRVkOiwtdyPGGpLs2hMZwmTJnvBLncmWiHlZbnmgOhYMcCYa5JxwiIxv71ohGrEKMYmcxJsa9LdpiYlzpkfslCL5eoOJeoupepOpdoOlc33R0WIlL2uzFMfdQtC9ikRnm1DBlner7lHPEMpXoiKdNg502XHMnNDWcSynOuZqLjkOjT5Q4Zy3TJuKblny+/UqDnLEou5pi10gpDs1F3H918xrepmNZTBsWM1mW0iMUU7sxeiK2adwMtphQFzpwc6T/6+H2iLAhJcuko3lSUUyCYzK8wN0t/N0b7/lAbQh4LTAGLAKfed+P5Denz3l28MPA64FZYnL8ZeDngaeBK5vYXimlunVar5v2r4Fv32Qb3wb8202uu41tvKCxTZC/TrAmxG8uEYUNrl34JFfOfQIRi7UmJjlKs2v/a7g1+yil+qk12w74r2W0+qMQjYO2WLEoFNYpo00BsLEWOcghNk7Gi3zhU+P/jS+P/TGnC/+Df/rUr1DVy+SjYSLCFaeJ2PpNcMwAeGCfUtjpBnhrSVUUNggFoh4vaBGLMZtLIOqXjGfbIsalTRBjAAkNXkUxXBklU/RIlxwGmgUGov5lftcjchoEWZ8gV0+IcI0g0+heiUMgX8nwzVfHOL44xJ5KrmtxD4CGE/HIjgU+t2uWL07O4adCTkZZvi3Mketh49Yp6Q6gRsgFVeacLnEp3dujOGMd7g2HOBoMcyAcxOswUGhJKIxVZH3YP6+YWtR4pnPbKolF240uFm2GJjX3MlXvIlX3AjX3EpGudm3jejh2mIydxjUHqdrjLLCPOZVjUaURp1+9aWHS+iuEeMoEuOuGZUsunPEU512Ha1pj+5Di3UHEkWbIpLaMKUs6FEYjQ3nQIVMW8qGsRIf7FeQQoJTVLOU9Fr0Ut9wh6s5uUCNrBj/dW7S+Qt2dJ9RthQi7CEpZFIInVVLRHOloDi+axzNxdLhVuvrrgfd8oKaAdwPvIR6zpIAQMO/5QO19wPvf9yP559ywWUR+lkSLnGiK/05EVmQVSvXNNH1X8tMNX+h+aNlUCUO1XdllG3+PsE2Qn2PEcooSYVBBEK5d+CSXnvkYjptNtKIxosjnwqk/SJLpWhtrxv13Mxx9L1Y0ERqlFY64qEyAm/YQ3yYlqGNbtrAqOBlF8cR5Phf8d7LKYap+mFDHtmlCy4Zt1XlAkRQQMTHxVjc9ZN86mzUni68yPeNXsdSitwayXzKeFeGZJGLciRjnHc3JgQz3ulkGqlny81my5Sy5cppsNYOzWW/hNjRTV6mnz1PPPIOfLaMG7kfS+f51dwVGFgeZnB1hx80RBmq9z30p3eTzu2b5/OQcX9mxQOBYMlGKvdU9nKx57M509laGdd7FCcoEnHVKnNMlrulaz/YOWJcjQYHDwTDT0QBOh5VbEgpjFWIVE2XFvnnNRLm7RdvsiOXKhLDcZtEWR4fnV8hw1b1Ew7lO35rVrXMVl5TdS8ZOk7LTNMwR5tQ4z6gMcyqNcfpH/odtyLSpMx012G98suvmRCIlXPXiKPF512Gpj3TCEeHeRsir55q8dKnBpC+opDyz1ZDeQsVk34GlvMNSPs1SusCSN46xI2BX75/et54BtxpHhpkHZzGeUErlt5xMJ0phNYlzxOaIsEZwaJJKIsKpaB4vmsMzc7h284OeNfu3HqkoQz7QDDY12XDrbjA98G7gvcRlLtt7yk2WA/zW3TxgHyjAKqW+FfhEsiwNvF0p9evJ/8eAADbkcrbjd0Skow5FKfXJng1QahhYpruMQwP/ErjUaz/b2MY3ErYJ8nOIMKjiN5eRZLo/CutcOfcJnERr3IKJmjRrc4isPqtcL8/M6E9jT78SsWB9nWTdKdwBjZfPAlnIgAyB8QXTEIaPuUy9IcV/feovMdcElCIbDeKIi0js2dteIlYEtNbx8qTogvLXFrAVK5Dfk3gp2zXOCKv7iaPYA4WprtejVzKeFeFsQoyL7cRYYDTIcMgf5AFTYG9jkHw5S7qx9eShQIdcz85Tz86Rcf8WP3OaRuYCVjcATdZ9PRnn1dCjSIITacbnC+ycHWHH7AjpPh5lsZ54js/tmuX0yPKKc8NAmOPeyi4mm2MocSiJYme6gtMWNOoULV5UTc7qEmedEvO6d7R+2KQ4EhQ4Gg4zFeW6OmS0JBRGFKkQ9i3qnhZtVkWEqRrGqbFcyHFrSMfaYXeVEBtd69m2drh2lLSdJmOnSdsZAruPWXKc1RlmVQbf7T/oyVqzEiGeNk0Kst7HWmgo4VwqTrC76Do0+xTDyFnLjIk42gx43bUG04uxNtm16whsjxibAOWsZimvWcpmWUqPUlFjYAogyT3cl1yH4FXWVKiTsEjUKMZHCJNhbuMWbnYY3aGYSIsIWwVGq+Q3XYmwTiLCmpC0WcQLE2lENIdn5tt0wluEaNJRhpyvyQcu2cAjG3p4Rm/ZK3wzSGQV72EjOSb5vwL82Hs+UPv99/1IfvOC9zuDSxzBdoEnReShtgjyB5RSt4gJapOYOHfNTwNKAAAgAElEQVSC5vYqqv8q8GtAa1ptSkRm16+klGol+f0h8Ee3cZxtbOMFh22C/BzARD5+cwljAmpRg0eLT1GOqkj5BjkxDOhV54IwqNCs36L9WZdOj3F4/y+StlPw8tizuHndpXYugzfobNASKgVuJn69DB1ycNKKrAhKHCxZao4hwuIoZ8MTNfZJ1nHquhIUCkm3vfFFKIcBSnuMTjzArbmv4DjeGpIcSytCxne+uGuCXrfKeFaEs/UmDxdrVANhVzPH0cYAU40B9iS/s2brt+2yV+Fabi75medqbo7pSo775UvY/OO0ux07agd57+24ek/HfaWbHjtmR9h5c4TxhQJODz2xIJwfKvPpfdf4/K5Zrg+sJYrD/hAztV2MB8OrhEAJIppKmGc4VV4TLRaEWdXgrFPirC6xrHtPVU9EGY6EBY4GBXa2eRSvR7uEAoGRmupp0SYIkesTpKosDFzn5uA1bg5cYXbgGrdyC1uIDnuk7d6EEM+QttNEMsIsac6rFDd1hqrbP3roimWfaa4k1k3YcOVMV0rViLDowjOe5rzncl07faUTO6KIhyo+Ly4H7K8aRquGQX/zPCRYiQ47LGUGWE6NEdoRiAYBt3/aFfRMqAOwQYmosUzMkdrvRSFsLqM0qMzwChG2OibIK7tHUAq8ljRCWRyxuLZEKiHCqzrhW7enExZIRWlygUMucMmGHtkgRTraqJl/lvFa4jTNbsOQCMgDrwM+2mWdu4080LsCT4wl4kS+TsgA/lY1yCISh1lW74ebqvt34pFk/edOKL6NbXwdsU2Qn0WINfh+kTCoIiL8yc3P8JEbn8aKJZIIogCTafAq0Txk0gTNZUJ/bYUvx+xm6MovM391BG0d0p6H1oqxFyua1zRYgQ6aSzECGtIzsOz77MseR/EFIqu4mruAQhGpxGt5VWER63cFWvPFYkF2reoXq/8/e28eZUl213d+7o31bbnvWXtVV3dVtXpvSa1u1MKSbGgWiWMYAWIdA4dje1gOcGbwYLyMbTwgHYPtOcgMxjAgDJhhBiRAsrbWtFrqVi/qpaqrWrVXZmVW7plvfxFx72/+iMjMl5Uvs7JK3S0a5bfOq8h8776IeO/Fy/jG935/318cYTIFvDeLcFuceyFrbpKqyUopBobvW3v8enTqjKeamsVZh/KcZqzazz9qFBlu5jtO/W8Hg2E6f4WJ/CUm8ytM5mpM5ueoeuvnn/2Vfr5nKkc88PsYZ2MTDM95hKL7Laj2NACBYiXHcEaKe5aK257UBeFaocZf7b/Cxw5coRxc91oFBur97KuN0WcKHYulrChEPDwnwAJTqpaSYmeFirpRRnGeY1E3d0Td9NutY+M2WChE4RjYt6jZN6spNbdSiw0LxSnODD/Phb4zXCtepeXuvFGFa/vb1OEDBHYcg8usCrhEyJT2WcS/Yf6tEmHMtthnGhxMmozb5prdR7JjOj2TW664cM53OO95LOnt1eeeyPBNKy0eWGlxpJIwUDN4O3RdCqkim2hIlObUcD+TpQEwPZAUAZ1Okt8IN1FQJ0DSWEaUTlVgZbOlYFXaCIhkAd/rRSvQClwlKEwaoYbg2BpeW8FcSoZnb9kn7CVuGwlOb2HsbevBb4dRmkrQQznooRz0ri3ff0t7swn9bFXpug43G/dGYQC4mv38oFKqykaLRUD6UV8D9m2xjiLwPWwf9bGVB5ks/WLtA8rSLd6/2ihkF7v4RsQuQX4tIRCtWLSnSGyV2CyzOt/659Of4Y8m/5q8G+JmvtFYatSp8hQ1DtQXKcUbT0gte5y+6V9m2Y2xzKG0AqPoU72o53rI79HUJy2OL6g2kmyMxbQg/zaYN00kgsGeB3i48XFeURYlDs8PPMmDc4/ScGvkkyJWUhVJkVo3JLSQaOyJ+lqBXj2JidpyhBVpznFP/1Gq5UmMaeA4OYrde7ZUjptJjCkrSislwpWQcCXEXQ4Ib9Q+rQPqTpWJwgUm8heZKFxgMn+BqdwEiRrAsfsRtZEMlaKQD1y6i8Hwr5kb/vKGx2Lbw3T0/TTkdvbmEsaDhL7MTzw83UvhBn7iph8xNbTIS13L/NnYVSZLmy0FntG8c3qE958/zCt9LucHGx10nczfqwzXgiVecGc455RpdE5pSp8hsD8pckdGirtke7tJu4UCoFSHfXOascWtI9oW8tM8u/cJnh3/HMbdmcE2VYf3EdiDKSE2B3DpwgKLeFxRIVM6YFYFN1RyAfpNtGab2GeaBLS1MZeMGFuhoS1nA5fznsNFx6e1hZ9YibC/nnDvSsSDKy1uqyT0N3deg2RJbQmJAw3HYz7sZSnoZ9nrpeYWU5J/Q455kwV1bcVyRiviqELkJxuOdYVFY3GwaEwanxbP4gV5PDPXRoRn8c0Mzi36hB2jyWeWiFzb0tlhw5xI+5TD3jUSvBL0UPd9rI4JzRKhWSSXXKbHfIWR8hLwA7e0n9dhgdTOsB2SbNwbhaOk2cMV4KMi8kOrFgvgD4GHROSyUuo88C1KKQfoF5H2cOi9wC+JyL/utIEbeZB3sYtdbMYuQX6NETciouXlrBMeKEfToMHHrnyBklvc4NNzvRy9Vct7KnVKG5pcKK7mBjh87peIdAulHZxMHxNgIV7AqCbJ5S6G3hay9BWNxBZrQHRKFHL3gnsbmOU04cwhz7tHvxW5/DimcYhYJVwovsr+6hGaTpOcyWWd4BR4FhzBHm9gj6YKa2QSmklnYqQdv2OUm4oV7oqPu+zhrvg4Sy5+OUBvkXywHVbCJS7nz3Ix/yoThZQQL/qzGwhmMdpDLn4bNW9jVzZtFd82eRffvKQ4t+/XmfM2qvSq9hBX9HfimCLHlkrcMd/N8cXSDQuDyqUa00MLXBpc4vN987zg12l2sBbkY5e/d3Wcxyb20BsF+C2XS90JIoo0ZjQtizQqYT6Y41pwjflwlmSbxh2OKA7FpbTQLu4mL9t/lQWFWbVQANrC6HJadNdX6/x5RE6Ll0af4rm9jzNTmtx2/QDdzV5GK3tI3MM0wtvwZQxFauMp4zKhAqZVyDUVEN3A7wtQtMlax7oDpklJzJo6DGTt0tPvzZwLZ4NUJZ7awjpRSCzHyjEnyhH3liOOVmLCm5gsLoeKxYKDUdBddZnJ9bMS9LLs9dJ0t8mw24D1grqUEFfoGE6g1lss21VSfL01QgmYCIcmGo1OjTIosfhUCFgmYAWfJcJqFa9yawlm2qpNJDgXe7g79AnXvEJGgnspB0WankPsWBxqhGaJXDJB3rxIX30Jp/a6t6/+DKlFwKWzzWL1/k+/3jsCoJTqA+4HfkFEngaevm5ICPyhUup9wFdI49/2AX8G3Juto580K/n8Le7DrwA/e93dDuAopa7vM98UkZ5b2c4udvFmwy5Bfk0hNBtzG+8x8PLSefKtIvkkRBCMTjBOTG9rgQdX6vhtDSyUctCFIa5UHuREksc6FomFyG1iMaym8SxJGT8WTp77Hbq+6Tb6zHuQmkK54I6C8kHapnMTY8itvJXHJt5KEjfTBg8qLTKql06TDOYpegcgb5GCTW0VmXIcW0st3ubEJaAbDt6yj7vs42WE2K3evCocK0u52KDVXeZC7jQvhl/iTPg8zS2m8QtxgbvmH2Qx6OJs9yLXdVrgvtn9/NCF+1kZ+hNeObyxS6obF7n7zM9zMXcb37dY4tBSCW8b9UsQFvpWmBqZZ3pokWu5Fi84TU65DZIOPKGvGfBtE3t579Ux8u2+aS14+RWszWGcFvO5GWbCa8wHc9htUpQ80dwWdXEs7uZI1EVwgwzc9kYeNrtiyLVg77xmz7wm6LTTwGzhKs/ufZyXxp4icq8/P2b7YjyGa+MMV/cwUt3LSHUP+TiPI/BXJ3qx4nIxI8TTKqC2pTVyHb5Y9q0S4qRJn0Qp/UoNxBkXTt8fo+CypzgXeFxwnU3WCSXCvrrheDnieCUlxQfqO2fDsYalgmax6LCQ1yyFJWJ6kbgLki4o7bAotK1D3WpB3YbeC0ph1grmsgSJDkRYI5k1QnCUTS+pxKJkEc1lAikTsELAMj4V1PWVgjuwTSuBIHbJRz5hGxHeiU/YoqkE3ZSDbipBnoaniV1BVBPflsmZacLkFGNReWc2k9cJv/FjhXIW5bZVikUJ+NAbWKD3PlK1+kmlVBcwDIyRkuD3A+8iJfQfAR7Ixv4YG4v13k9KaB+/lR0QkV8EfrH9vl2LxS52sUuQX1PIFiehqqmTZIkUCoVrXA5VpjlaPbvhtNPUAd26n5X59/DY7N8nn3SlXmJAWkLNXabullMjoShi8SAeY+L055E9efrUw9gGxJPg7UlJMoCxhpWTTTgZ4gQWz/XJlROcRDBa03DuJeltYG/fXCdirVCN2pp3WHDLXkaEM0K84qGjm49TK7sRk7kqV3NVZgs18gN1KqXneDV6jlkzseXzXDzurN/D3z3zKKd763xiz0mMXtwwZrTezU+88ij9uVnOHfkl6uFM+oBAd20/Ry99gEPT78UzHse3OfknjmF2cImpkTmmhxeIXcO8KL7iNPiq06JD/Rp7qgXed2kfj8wObyLc2ioWwgbP7jvDKbfKNXcl9YlugZx1OBqn1omtMoqvh5Ws4G515wR6K032zlnGlrs6kh2jEk4PP8+zex7nSu/ZTdaPnmYfI9W97FseZ7QyTjEeQSlnjXi1lOKlYp7Pjfbxil9gSd2YQGoRxmyTA0mDg6bJiG2ux0q3qcOrqDvCWT+1TlxyXVptJDKfWI5VYk6UY46XI45VYko3yBtuRyVQLBYdFguahYJLxe0C05MR4hLUd/an0jdN+lpLJEGZhd7aekGdalOClV6LUhPdiQiDwqwTYUDbKn48u+4RztIjtNwa2/RjZ5MqvBOfcKR9VoIuqmFIw9NErkVUlKnBM4TmNN0S0x3xNRPhWBdoub203F4it5fDX9vq2vGRbPlTpAVyq6pxAnyo7fHXFUqpkDT3+PeBI8BpUjI8CZwDXiVVjX8N+CvgA8DvkrZ+/r+zdfQA/xz4eHv6hFJqnHVCXQb20MFaktk1On3oOnt8qwPfZAV7u9jF31rsEuQ3AEUnv+Y7VmI5Vj7DeHN6w5iJYIDRke9gz/QD9C4coK7izGFpVwU0inEfIh4tt5omvJF2c+tZfhh1/nZqoaCsAg3qGQhPgHvcslItwysl8Cy984q+eQ3ioCQNq0DBYjnP3MEW+G1/85rQnFXklotrZNgte6hOrHAbCMJc2OByrsLVXDUjxTXKXkSoFWO5eSrqCa4mZ6HR+W+uxmG/up1jch8H5Dhn3av81rEXKfsbleVc4vGBi2/lsSvHuTj2R7y057+hRDO0eBd7Zx9h78wjlBqd0ylWUfFiTvevMDc6RzQ2i3UsGMUU8JzT5IrT+cw/ajzuT/K8a3IPRyfHiZ2EVX48k6vy5YFpnh6a4kzPfEdivYqCdbkj7uZ4q4f9SXFHxU0CGOtgRGG0oeZPktgJDs7mODF1G93N3o7PWw4XeH7P/8dXxp+gFqSimWd8hmvjjKyqw7VxckkBAD+2zBY9VCvhfD7k5VKJF7tKvFosYHbgIx4yrcw20WSPaeBLdiS3qcPtmF2zTrhMaSdVVkXY2zCcKEccL8ccL8ccqCc77oMYK8tSXrNU8lgsahZyPjHdSNIFSTc0s4K6HSCf1OhtLdHbWqInWiK0TS4Me5wb9rCOwmRk2LYT4ayj3CoRXi2WU4CyresK5tKfHdl5TF47XKM3WiOyn7fzCQtCzQuphAF13yF2BatjFHUCM0dgz+MDvuVrIsEWhygjwKskOHL7idxeYrcPq8PMkf/aplxkTUB+86d/u/ZRNnbS+/QbqBwDHCY9B/8rEVlSSh0BrohIJyL7A8CLwMdI205/NHvo24Ae1vObV1EiJfrdpGrzAvApNmOF9CJhK2w1dfijpGR9F7v4Wwu1exH42kAptdxV6uq+8OLJTY/VTYtfPv0fKIjh/pVT9MTrHlgBvlo4yKu5cf7lkZ9m8eMDNKTJUlKmrzG4kTIIgGI+KKNJyFuXqb7T7F+8E1SdMNeF66VeSLGpxcLeXsM0wTmXo6ci9C+qLO+0bbWZrXPuaExtj0EtuemtfvOqsGhLUkho9NW5VCjzlFrkFbdMrDeSH08ZAvckS/pziNrqLKvYow5xB/dxm9xFThWYtHM8bl9kno1+SiXw7qnj/OCFh3DULC8d/PcUmoPsnXmY8bmHCOPtbXOz+QZn+sucHlhmslQjQXEgX6fPjbkkwnNOg1mnsyf4YOJzX5JnzGaqqcCBiUHchQJfGr7KU0OTXOzeuukHQI/1uc2kcWz7W4UbkgIjsGJcWmgSp4INztFwL1BXlxgsu9w3+TDHZ+7H6eBNFiznBk7x3J7HOTv4Mp4MkrMHGK2O8+CVIbpawxvabq9ejE0GAa8UCnxhqJeLfo54Bz7iLhtzwDTYbxrsTxoUxKZrs6tr3YhEwWVfc853uOC6LGtNLrHcsaoOV1KFuOtm1GHPsBAmzIcJC2FC2dM4/mFgOCXEJs+Nu8Bk74RTW/cPexUcIvorBs8ITU9xtdcl8dL3ZVUR1iornGsjwkiCZ+Y3kGE/mcG12x8nW2GDT7iNEHtbNMoRhNgxVAOfmu8Su4LRMZo6npRxNnO0W0Ks80RuX0aA+4jcPmK3P705XaB2nlPzvu997xuaB/dGQCk1ICLzX+M6jonI6RuP3MUudnEz2FWQ3wDknYBvLR0mvvSH5O06GUyUw4tdx7jilnhs6BHi6TxJAh4BQZyjpWN8EyDY1ToulEBofcDn6d7z3Lf4Fso6QQgwSUL3qu1XgTUWns/jeIJuKvrmFbGC2BUiTxG5ELvpUpSCZQfnJs7PJp8Qd0cg4C57iEozBU7mFvlkfoLJYLPqpVVE4nyJmvM8tS3iyob0Xu7gPu6w91AkbXKwQo3Pmqc5K1c3jT++NMZPvPIoR5cGWeh6CW3gW57+9zh2q0z9lCBc6q7xav8KpweWWcy11umapO/zNafJJ5wmK3qzd1UL3G5C7ovz9GUkVBBmdJPzTo3/cvQSFecGGcU25Ijp5mjSzWgc4iedCadVgiiLcSDRCRPxAvNMIuEFxD2Hcmfxk4C3TL+dBya+n+Fq5+Ysda/CC+NP8crYJaKwh5x9O7e1PoCTCUiuaxmor2QeWFjwPF4uFtNbqciyd2NPeShmjQwfSBr0SILqYJdoR9URzvsu5zyHy47DYNNyfDHmnZUGJ8oxB2rbNTTfiETDQhCxEKakeCFIiJwiSoZRDKJkEEdKO0iXgNRPVEmj1vwK1q9gHHudPcKhXNRrRFhjCZVpI8IW1y5vtEYks3hmfrNPeAdQwgZ/8OrSv84nLAhWWSK3RcuFuu8QuWn9g1INHKmtjdZkhtZbaCJs0Rnx7V0jv+nv/ZkKvPV38G8d270FfK3kOFvHLjnexS5eB+wS5DcAc7NfILj0h3ht5LiqA75YOEJVFXh7eAfHc3ey8pILNQcUlKQLszrtikZE1iYbPevw+cFXqbnNzCiWTtvWrKDjiKLjYyo2rTQiLRR0rGJyEGKXbTvDdYJoIemKiHtikp6IuCci6Y4R3xKeK1L8agkTGF4pLPPJngkmOhBjaJC4T2Odr0AHYpw3Rcaae7iThxjWo4iNUTom8ls8q87xnJzFXHcGL9qQ767ezzumDjNWKVFo5ik0377160CIPUPsJERK+L0TF0jcZMOZOkGYDRpcyy/T1JsZgyeKO5Mc9yQ5iuJgESZ1nfNulfNOheo2yRMAXVGJw6aHe3WBXhvgx+BlxXIpERaszm7K0nIq1PVlquoyNa5QUxMQrh9Hw5VxHpj4IG+ZfjuB6Zx5PNU9w5mxOaYHcnjq7XTzjk31+xpFy3P58wMDzCU+L3aVuBpunaG89jwR+iPLUGQYaiUcUmUGnOq2jUJEwayTWicmtUNPzXJsPuaHyw2OVSJ64p2rw9VApcV0BYfFomY51MRlg5IxlAyiGMLdJgt6A7KCOvHLGK+MDWoYR9ZaLbcrwh52g0cYEbTUNqjBXjKLl8yib9GHEKz5hP31grnYXbPcCELiJBgdUwsbtDxFyxWMkwBN9HUf8lobkZucNIxVjiYFWrpESxWJdZGWKtFSBVqEeMVR3PzQLb3GXexiF7v4m4pdgvw6QsRy+eJ/5crlP9lwvwlGmLajHG7lGEkUfvU8U2cG6F/6u2gla0V4IhYRQaNp6ZjYMTjW4VMjL3Oq5yr3LO1Po9lEcMTBI8CpaNLEuPUIJmUUyU4/acfS6m9lRDglxEkp7mjJVLEif7bIydIin+yb4EoHYiw0MO6Xsc7zm4ixbwJGWmPsqe6lO06V4hbzLKoKgjAZtnjZKdNw1omqYxV3ze/l708/wL1T+yjWtic/VtmUFHsJsWPSLnWAF2serPo82WMQgZYyzIU1roVljN7MIPKiuTvO8ZYkhwNMOHWecqpccKs0O8V0rb5HAr1RD8OtAYZa/QQmIFGWnuIKnjWpKuxarBZEGRpMU1OX126RWty0Tse6HJu5nwcmHmXf8m0dtxtrw+XhiAujsFIsAkXay+ZcpTAoZlTAJAETEjKLh/TdQNcTYcAk9DWF4ShhMEraGnTAIiW0CH3exmzdWAuXXM2yKPJ1y8FKwg+UGxy6SXV4Oa/XiukWCw4tV6dFdEkXknTDcgl3p3/WdAvrVRC/TBKUMX4d0e1EOG2zvIEIA8o28cwsfjLbRoZncGQnzdA2w0v0miqcby+YE4VVFuMkJDohcRs0giRVgp0EUdHW1VU3gXUvcB+R00fs9RG76a3l9FBfPJ82AOqwNYUQ12ZwcgMdW87vYhe72MWbFbsE+XVCktR59fSvszC/MdYyLN1HpZbjoBuilQYPtA3oXnqImCV8hrAiGDEg6wUqofWpOWUcJTSdmAcXDnF7eZRCkqMrubFndRNEcA34ieAn4GlLYCyXHllm6eiNO6OJCJenDL+352Uu5zY3GkiJ8TMZMV5X0HJJyB3Lt3N45TCxB3HWdCItREytJLNui1e6aix4UfYcjwdmDvLI1G08Mn0bxWh7UrxcuIIocGQA46aeV1nfCgBKNMMI+0pLPKsMF91Gx8K5wUjzSC1kyAm5FNT5bHCNS06NeJs4Ni2K/lYfg1E/fXEvSrkYDQ3fYmyMH8Oy1RT9hQ1kuM4ksk2XvJ76APdPvpN7rj5MIe7qOGY2hLOjCbOjrbWLIgU4WZTCovKYVCkhvorPWmnbNofPQBKxzzTYZxvsjZpcbQxkmbsbkRoODAtJiR63TlMn1GMIGsJo1fBQJaY33vk8fs1XLBYzdbigKec1VtyMDHdBI0uY2CEltKxg/RVsvkUSVsBtpr7gzBrhXUeEkQQvmcM37ekRs7fsE3asItzUWMMFUsKbqsEJzaBJNW8wOkE6zGKs4ma+8WkiRB8tp2+9EM7rI3F7SZyeLWeVTGsp21bnraks2d1GKzhB50LQW0UsDlVboGryVG2B972ma9/FLnaxi+2xS5BfBzQaM5x6+V9Tr11ev1M59Oz9IE9fu8BMIKBaDFuH/eLRXT0IaNCWhlPGT4ponLVCqdVT01Dcg0LxwSsP39T+SGbVKNXAWyXECWgkXXnOIhnhWzrQOfd2bV0iXGg0+PzCMlfjFlzXYK4TMQ4lxz2N+3js5Xdx58zteMbFKosouNw9xXRxjobX4EzfFU51V5nKR/Q1Cnz7xDEenrqN+2cPENitD1WLYa73ZSaGnuR8/wX8lXfw6Pl3U3cqONbD0RufKwinepf4vdEpzvid0wHuWFF856SD1TFPDM3zsZ7WqmOlIzzRHKBIb9xPsz6E52jQ0AgAsYQmoctMgHsB619gwj+3KZquE5QojszfyQMT7+bI/PEtItrgTI/imX6PSzlNb5Aw7ib4WqjgMKlCrkiqFDdwbjjFnhPDgaTOgaTB/rhGt6xP1VeS9APftBci5JOEomnQEzXYP9Ng/82owwqWM1V4qahZLGhankasD3FGiMtdYAqdtr4JgiBujdhdwHrzWH8JN+ejtcJRgrfqEYbUJ2yW8Ey7NWIm8wnffBHzRp+wSxC7+EahRLCOIXESEt2gnqtQKZjXxIxr0SkBdvtoOqn/N8pU4NjrBR3e0mbEJmkV73ZPFknH3SJEoCEhVVugkpHhqi3Qkq39y7vYxS528XrjTUOQlVIjpJmR3wqMApeA/ygi/6FtzPcC/3WLVXyTiHyhbeww8L8D7wW6gCeBnxeRzTEUN4G5hZf46iu/iknW04Ict8TC8Pv46NJF6u56pvCrGkKafKcJ6LceIg6JOKisL9atxBvJphO6QFZ0pQV66sJaI7vAIjkBEVRLMXF/GeN3JgQiwsVGk88uzDPd2nwyFJoZMX4OVIRnfe4sv4O3LryT++t3sO9SF00dEekGiU7IxTkKrRx3N2/n0OJe/vTIs1wOPb75yn08PHUbJxa3j2KLnTpTA88wOfQkVwefouHVqcUP0DK34fesgEqtKSbraOhoF4vw7MA8f75vgld7OncVu3tJcbhqOF9q8GvHI+w2pDjEYb8qclAXGVN5XKWZl4DzjoNSSzj6PIG6gKsvgHMZ26YOb9uyQhS9rcPcP/lu3jJ1glKzc5vrFR+eH1A83xOw4qRjIgXnBJ6LS5Q9oaZvTIhdsewxTQ7GdQ4kNQZt56l7gEQcLArfWgZbLfpbTXrjBnsaTbqTnavDy75ipeCwkpHhlZxOu9/ZEJJupNUFtS6w27f4XoVgsH4VG6YeYhWW0U6Mv0aEPRCLY6t4ZmaDNSL1Cd8CwRMIEpdc5BIkDr7RuEbhiMU4BuPEJE6DhifceE7mxlA2R9Ptpxr003TTW5wVxiVOEa3TS+pOyv4tb1O7acvsbQepdNwOkIhD1eY3KMNVm8fu+FJqF7vYxS7eGLwpCLJSqhv4LGnt+U8BU8BjwL9TSuVE5FezoftIA9a/o8Nq1uRcpdQgaUvPaeAHs/X+r6TdjO4XkR/vUbQAACAASURBVHO3sp/Wxpx++Z+nVXEZ/Px+rg19O3+1dJKmjSjFRUab44w0xxhujDHSHGOgNbSmFu+095zBMheWmQ2X8azD/uoQgfUQJJ1OF8UqOV49Qy4XAU/oW1asiscSpWRt4v4yU/d08BCL8Gp9mU/Pz7AUb1Z0UmL8LNZ5DkcSTlTu5oGVR7hn+a1pZ7VYMT4vxJ5NG0tEkItzFKMcBsvJvimmulb4liv38GOnv3nb19wIakwOPcnE4GeY7n8em+URR2aISuudiJTS392Yr4y/zP0TdxO5EU1p8dToHH++b4KpwmafqBI4VLMkuskLfS1e6Nt6H/pbDmNBif1OiRGVQyuFSEJLJqmay8TqCj3hJM4O1OFVhHGO0eoeRst76EruZrh8mL3zAbqD50OA813wlUHN+W5o2IAlHbLiKVa8tMbzRoRGidCVJAxFMUOtiP4owlXQ57bod6LNjEqEMBa6G4aDtWUK9UWGWq0dU5pIwdWiy1Je0yooVgqapq/TxjqmkBLiWtahTnbWoU5Ugg3KSFiGYBkdlNFK1vZJ2QZ+NItnZvHia2s2CUdujaq6iSZMHPzEwTcKRwRtLeIYjG6CA4nTuXfxjiEaZbtQpg9le1GmF50tHdONY0NevKuAeBu+1mnh7tey3W2g/W5gMpuF6nQ8Stu4tvsFmhJkRLhAzeap2AIN2WHBZPs+iGGotcT2cb272MUudvHa4k1BkIF/CAwCx9picZ7NVOB/AqwS5P3AqyJy5gbr+2ek4er3isgSgFLqu4BTwL8Evv9WdtLaaJ0ci6Yr/+105X+AiVMX+J7qvYw0Ryklnb2j20Gyfw0dIUrQovlKzyWeHD1JU6cNRe5c2sd7p+9FO5D3PTAK1bxO/tSKpT5Y6RZy/S2c3oSqFzG3r7FJOY5siydWTvPcsqFl+tjY2RSEFtZJifFbFo7wdyb+AY9MvYOeqIuFXsNyl6CtxuaqIPk0CQCFi0cxylPzWjiiuXfxAPduwyUX84tc6rvAxNCnKQ9+Etq8vyKaenQnK8kBtPJQxGnSh9K8NHaaphZm3F7+cv8US+HmJAHXph3YVvwy50pby6zjdYd3zuZ4oJzjSNXj6WMtLvWfY9FcoWkv05IppI0aOdtZYkXR3RzhwMo4Q7U9DNf20tUYJIjy5Fp5XNuZ6rQ8YWI04dl+xfNOgRXPYdHxWHGcDW2Jt0Kfjdhv6vQ1Y4I6hNh1565KE77msgugQd2g1DT01C3ddUN3wxDeRO7wTKC5WPRYLCpMTmNzaSSaiFovqKt0Q1xip3+CxGkhQRnxl7D6KkovoLSLG+TxzCJ+M1ODzbXMJ9x5huBG0FYRJBrPaDwLjli0GJSypO9SDE760y2kohHj03J7iPxhWm4fDaefpjtIy+1nbDbg6FRM4igkS82A9ILGTeDSuId+vZjwFlBK4xWGiWszcF2hniCIWHR+jFpSpJnkqJk8ZVtgWZWI1c3vbD5pMNpaYLQ5z1hzntHmAkPRIq5Y0gZyu9jFLnbxxuDNQpD/O/DVDpmRZ4BupVSPiCyTEuRt1V+llAK+D/iTVXIMICItpdR/Bv5Z2/puCko8+mZ/AS86gh8fRWW+2QcZ3fE61svJ0qXFIECkYjzrpW1n0dy9sp/bK2NcLMwwlVsk0gmRbmJ0C3SevJdDFClJtpmaLICG5ESdlaNN6iammawTu0QSzjVf4amVs1ypD6Hs5jzdlBg/x4i9xmNnH+GRuR9mqDqIk7WatigGFl20MZw9sUChDsrm8Zrgxy5+0o1C0R3nt3z9iUo4P3iOZ8afplKYJJd7Bve6gGZje2m1HqJhQkQSLHGqnCpNUzlM5Hr562NLJHpl0za0CEY1iXWLlaAz8TtScXlkLsdD8x6Bnmeq6yJnR67y+eJVqkF56/5S18MW6a7t59jiCCOVPYyXR+iNPRBoOiGSlMjF4YbGHBtep9PizIjl44dyXHS6mCSktYOitMAKA5FhIDLcnSww6tQQ0ZxrlQDZsIZCkjDSjBhqRgw3U1V5p3kEkYKzRY8zJY+JfI55v8CwF7HXrSDWSclwM1OHb6KgTtw6Eq6gguzm1FH1czj18wSsrN38SvWWfcKe0XgGXCtoETxJjw2FYYMJ5iY8CoKmpXI0dZGmKtHSBZqqSEN1Udc9JKqAiCLXexhHO6gsJcMF5saEQCn2Tccoa9GSfnVFKS6Ne0yOvsHsGNDWUnS68VSEW13A2gI13UfZHWDRHWDeH2DJdiOttjdpBx+xEstgtMxoRoJXSXFXUuv4dn+jtLPKzk85kVuMRHnt9uPdwFtF5Fe+nvuxi118PfGmIMgi8hzwXPt9WQ/5DwDn28jsfuAFpdRvAd9C6i3+PPA/t6nKh4A+4IsdNvUlUqn0DuCp67Z3I8LcrSSgWPnOHb2mWMXMhNNMh1cJbMiB6kGsCEVbwskmilMy7JAQ40tqnxAFViyKhO445N7lgxwvj9F06wTWQxmfKlXwIR/mkMCmLCbWyL4m5oEaeELLJDSTBCuWc81XeK78BOdaFWzyNrS9b/MsOxG+d5q3hC4PJt/MY395L9ZN98f4FutZtFFgFcYKpQb0L7iMX8pRaGw/bd5wImZzZUqxS+JEhEnA1eIEja7nKYYvZ+pdth8Crfh2kuQejDVZXjIgUNUul/P9XA2LHVVVwQBNjNpsI1ACJ5Z9HlyCffEcrXCCyd6r/Onea5gOjUI6QjQ5RsnZA4TmIL4c5NBkkbtn6kSOQmnwsWByKFMkv0Uah2C5UjR8etTj04MDzPs3th04VuiJhaEoYawV05sYFJDgELoKHKhYB6wwGrUYbkZrt6LZuRY672tOdXmc6vI5XwhY8fJ0JT49sYMvLkfE0NXqxtYO31RBHX4VFaykdgnvKp5cwU9SNdgrz+KZuVv2Cbs2uwm4hkwZ5pYadQAkOrfWGa7l9tLy+tZi0hqJpVWZQikfwU1tE2g0Fo0lJwlIjJ8sbU59UIrJMZ/pIY/+5QQvEWJXsdDjYtzXtq2GNpYgTgjjmCAxBFFEEMeEcUIQxejYsKyKzHq9XAv6mQ6PMt3bT8O5eYtEaFptRDhVhodbi3iSXvzHvp/eukLmgy7iICAOAhI/JA5yJEFI7Ps89Jq+A39j8Q+BX1VKfQz4zyLSqT30GpRSAWlb6Z0iaRd/lFJ54FER+evrxn0/sImkK6VOkJ5b/51I2v1HKXU76exrO86JyB2Z6PTD1z32yyLyb25in3exi68L3hQE+XpknuT/C3gQaGek+4D/idRC8X8Ce4B/Cnwx8xZfJLVqAFzrsOrpbDn2Wu5v1a1wLTfFtdwUM7lproVTLHgzxMri2ZCfPPtT1NwqoqFuawy2hteeKwguHgnrDS00Ou2wpwQRg2ddVnSTSLfojnsoJEUi2yLvKpRWiBbsfVXsiSY4QsvEnF4+x8uV53ip+hQN04uTPIK2+zuIPxEj/gKP+qMcUI+hlGJwuoASNsSiSfafGyu82MGxmuOn+rd8TxbCKl8cPUdLJTw6eRt5scRu2t6sGswyu/cPyOUub3iOsXmi6kOMLd5LwRSp6AZneiImQpjKGZa9zgVFqf2hCcQb+JpjFXeUPQ7Xy/Q6J1kqXeTy/gqXN62hMwpRgfGVfXTFh1gY2E8o+6DNY+kmlrvnVjBu2tzFrxcIWnnUFu7dRV/4xIjPH+8rUne3l+FSH7GhrwVDLUN/ZHBIPwdXrSc0FJOIfc0ao60mhVqD3ubijr3DsYJzRY9XujxOlTxOlzwcTzhkDAeThIeNptHIo0wXnslv27lwIywEZfDncd3zBOoUvp1MfcL1WRzZPkllK2ibkt9VQrz6881SS0ETud0p+XX7iLzetYSIyO3FOJuiW7IGHA46WsCxPq520VsYMewNUh+Mq5gduDW12DE2JblxTLC6jOK2ZUQQxbjGrO46FTfPVDjApWCM6bCf6a4B5v0e7E3mGisR+qMVRlrzjLQWGIqX6adK3olJgoA4HxD3BjT9cc4Hh4mDkMQPblwE+A0EEfk/lFLPAj8GfEwp9SXgvSKy1QHzfcB/uYlNnALubPv9HuD3lVJ/Bfw4aeH6PyKbQlFK/TipaHSM9Nz5/wB/QnrIrx7cClgWkYHsOW8H/iB7zAH+FxH5UPbYR7j5qO5d7OLrgjcdQVZKPQj8MWldyntE5Insfg38MvC0iKyqv88opT4PnAV+EfgJ1ifHO83abTmTJyI9N9ivZaAbZwHlzqHcOdAz2Efv57evfZSlqIzO2t4pFCIaEcvh6hG0KGJHcJVDog1Vr0IxTkUBJ0uzSPNGBZUV362lVahU/QxMQMttUvUruOLy2b2f5IGeexkfHEH2ReALU42rfHnuKZ5deJqleAFlx3GSb8ezBza/HmKOqAbfmj9K3jm04TGvpdNGaQJurPEijRvrjkVl7bjQNceTY2f5wthZwtjlJ19+F0dXRmj4TSJHcJTDVM/jnDzyEZLrGk0ElbsYmH6Mu6YfRInCSsAzQ8tcHLnIq91LdPqbK8SkxHj94sKzcKBRZ9BexgtfwCk1qJZgc5LzRmirGakOM1bex/jKAcbLe+lp9aIknS6e6O3iy8ck+8wUSinGyjFeHBAmJdw46FjklCj4woDPX4yHvNy9fWLAaNxklCZuXTEctfAttGwRyGYbRBiMmow2G4y36gw3m5TMzlXXhUwdfqXkc6rL42zRQ2nYFzc52GrwnXXBZxhMF8RdYP3rU/46Q8UofwbXvUigXybkKwRmCjep3FJVm5I2AmzWf76Zs26iwzXCu5EE9xK53aA2X0akOc+CpyRrR66z7+NaY2mUdrFKMnK81QvYeeoDAAKetQRRQpAkGclNNpFeP4pw7dbbTdDMBn1MF/uZCgcyZXiAmruzpJB2+DZmMFlhQMr0qTo9bpNuP4aST+LnSPx+rBpg7qbX/I0JpVSR9fPxq8AvAB8CerYhx6s4JSLtpBel1DXge0Xk8bb7fgT4+fZxIvJFpdRdwCeB/wZcAP6FiPyrtudNAseBjwA/KyK/f9MvcBe7eBPiTUWQlVI/DPwn0ii3nxGRNYNpNt3zG9c/R0QWlVJfAFZ7EE9ly5EOmxi8bsxN7mALt/+j67/HTdzKGO8cuJ9PzD5JK4lSkqyyaWWBvCng4OKoJO1EJSYlXdnE7CqpcnGxYmk69TX1eG2z6LTQSsVEyqBNnhVnhbMHT+L3Jjw3/2WeXfwyU43JdLwdw02+B20PbnoJmoT9doaD8Sw6Aa/7MKIclEn3w687dC0E+E2XXE11JH2rMFheGpjkybGzPDl2lqniMkP1Ej9+8p38nSvHEKARNIkCS+zWOXnwI0wNfn7DOvyom7vP/GP2zjxMaEOWgjKf3HeNjx+4yrUOiRTphUNGjLMOd44YBs0UA3yVfq7ihDdmZcVWkT3lPYyXxxmpjrNveQxtc9i2fnRrn4CCvcsVTiddJAH4Meydcjk84ePHnfXamUDz8bGQT4wGLPudqd1AK+LuSpm7KlXuWyqz1OdwtpDHXdEUxCAixKpFX2QYbTYYjpq4sjO3ZqLgXMHllS4/VYi7PGYCB5Six1oOJYb3l2N6Gh7a7sWRQRQ7S5hAV/Hci/j6JAWeIuAltDI3X9kmG5XgNSJ8g1je9KnrKnC7FSL9vRfjdPbAwzoRVipdOsqm0yXiYMXB2nVCfP27vePUhyDNNPcSk5HeeCPpzSwPfrZ0tiG+nVB1ckyFKQGeDgaYDvuZDXqxHYj/jVCiSa+TEuDuIKHbiyg6Sdu1XA7IcWu6/9cPH/1wrQt4N9APLACf+eDPFW6tuvNrx8eBR6+7b2FVlQVQSrnAPhG58FpuWESmlFLvIlWJvxv4RaXUz7QN6QUuAj8kIp/YYjX9SqnVQ0ABs0qpVevHryilVgm3C/zz13L/d7GL1wtvGoKcXf3+JvA/isgf3uTTA2D1D98Mqb3ibcDvXTfuYdLItxulYOwMIkjU5KHxexGBT81/iUbSRMRiMyLTdBuIEhwc/MSnmJTwTYDN/mk0Dg4Wm0a4odBKYdum0VPXqknnxMRS0WVmnQmemfgUfzLRWhul7ChO8jDaHuJ6OGLYL7MclGkcMSRaE7sRi81r3D53nMHJPH1zAV1L25OkRBmeGb7I5/ae4Usj5ygH6d9Mx8LtKznePTlO4l/j5SFhX3kPGoflwimeu+PDNIONNZiDCw9w7PxPEMTdJI7md46+wl8cukLN3+wJTolHK70piycNBu0VBuUSvUxvq+hp6zBS3s/48mHGVw5ipUQ0UqLQUjTyClZyaNvEdvi6ZHQHLYY7z2kwlrHFsKOaboFn+jw+NhbyTL+X5v62oRgn3F2ucKJc42itwd5WAzfzX7uJRZWFv3dtGS3gityUYrro6TUi/EqXz1eLHi0nUz0F+iOH+1eKHEly9JkcOipsaQW5Ho6eIVAnCfUzhPoFXDV1c7PmknqC14jwBp/w1kjwaOoiLVWkofIk+T3EuT2ZMtxZBW6HhqylNDjYtKteVsBo0VibEuJE1gnx9lBo7eIVhtHla4RGkTOaMBECI4RGCBJLDo9w6jRBFKF3eEGzFQyauaBnjQRPh/1MBwNUvJuPRHOUpceN6HYjer0WPV5Ej9vC69B6/c2Mj364poCfBH6a9DDwSa+qzUc/XPsN4CMf/LnCG/qiReRd7b8rpd4DfEopdUxETiul+kmtDSNKqYdE5LUm8m8Ffhv4FPArHRTke4APZVaMnxaRteyhrL5nwxdEKfX7wK+LyI8AP/Ia7+sudvGG4E1BkLMpoN8EflBE/nSLMb2kfuNfF5ErbfePAe8A/iOkSnP25f0HSqlfXFWhlVIe8KPAn99KgsUWO47yQ5RSfNPQgzw89k5OLp/hQvUi860FJmrTNAYqBJMBQT2Nf3NwESQr6zEYDBpNohK0UvgmRItQaCpcC4mGWghL/gKne17gVM+zXCp+daPCbEcyj/FmYqwzYnxIpvElIUZhjMPe5TEevPBWDi3uI0i2p2IWy2x+hT86+mX+8uBLRM5GAjvW8LmtoslJwoWB8xhlSPYaHBEOmGkovLRhvJOE3H7xRxide5Sz3WX+9OApTvfWOjbtECyrxDigwqBcZtBeoofZLdMNSs0expdvY8/yEcaXDzNa3o9rfayyoIT/98hZFoYb9KkhdOTgXw1Q0uzM1kShbICVkD2znb9Oy57iEyMBfzkWci23Tto8azlRrnKiXOXtS2UO1eq0tKbpOCgUIQbXCk5GFgvVnRULGuB8MVWHT5VSD/F06Gywb5RilztqRcZbJQbjPEXT2QLSae2eukCoXyRwXiTUL+OonWc+34xPWFC03G5aTi+NBJpOiZYq0dQFWrpIooJsXBo3FvacQOnNB8kq6XVWCbCSVCFuG5MSYpdENHYTIU6jAxXgJzF+lBBGmdWhTfH142wZ3SgFZHPk4E5QcwKuBQNMhf1M5YaYCgeY83swt6AK53WcEuCMBPd4EUUnRn9j2IF/ktRqUGGjycdl3YLwm2/EjiilHmezcvyfgD8l/Sr/W6XUbwO/BTwBfNdrSY4zlfd/I/Uf/xipcHS7Uurb24aFpAXsdwK/C7yklPqgiHw+K5a/3jA/APwPwLcqpbaq6hQRaW3x2C528TcCbwqCDPxb0sYeJ5VSd3R4fJpUAXgP8N1KqX8KvAgcAf4FqXr8a23jPwR8EPjLbGyLNE95D/BdX8uOJgguCiQB5aCH9qKUJgh6QWseHLyPBwfvo5k0+dVTv8HhmdtRkvouVvOOV6FTvZiG0yCwAdYaeirQX0lPvy3d5Itjz/DZvY/zzMjzJHqjdSAlxg+j7eFN+6nFMJpcZm90iYLjUJAu9swf5baZIxyZPUg+3t6XWA3qLOTmUUnA75z4Ap/be3bTmFJU4EhlkG5zFeOVWdZJuo8KclQZ5yzXF0rbaJQD536evx6q8NSxp6l5nTsKpokULXLMMiSXGJRLlFjo0OPCJTH7icwRVOswP/PsPQxFHhtbLQhWGVBCgxwT3fMM1kYpuQ7hvKFg6ln+skVhUQiR+FSdLnoiF2cL7/XJLpePjYc8MegT67TV8OF6nbesLHNnucbxlQZzQcB84OEbi1UKX4R8HN/UF7PqKE52ebzc7XOqy+erJZdmexizQHfic7jhc6gZ0B9148lOC99bBPoMgX6RUL9EoE+i1Y0TqJRs9gi7HXzCRgU0/L4OVoiNKnBSnyWuXkNpZ3MWrzV4xRFcrdYI8FZEeBUWNyXF4iJW4cUJ+cgQJs3U3hCtF7f5UbRGgF9v/hi7Lq0gZCbXz3RukGtBH7NuD/O6ixo333pZY+l2Y3raFOEeLyLQt5bg8WZHZqv4aTaTY7LfK8BPffTDtT/44M8VKtc//3XA+9hIML9E6kEGWAbywO8A/1hE/niLdZxQSnVSAz6nNk/lXJ828RdAN/CQiLyUpVp8B6kN4ihpg64vABURmVZKPUbad+AoaULUz7Lx3NqOz2xxP6SNuw5s8/gudvF1x5uFIB8njXA7vcXjPyoiv6uUehj4JVIleS8pMf7vwD+5LvN4Vin1DuDDwJ+Rvg9PAg/voMnIlhAFS24C1uKYBPfInbg6JnSKxKaWNu9oO8U+3PMO9r9wnJpXIdIBxbi4Voy3tk6EcrBMzuTYO1+ip2L40ujzfG7PE3xx7Cma7mbnn7LDGTE+sukxLZZ9MstBO0Wu0uDo3N0cnTvBoaXDeHZrJUoQ6nmhnItZCGpU/YSP3PHHXC6YrAnIOhwbkm+8BWX2c8kTAvd+eniOgn4JpYRhJhlhYk3hFeCaHuZV525mvAPU7r8EeCicDnFzCSHzjMophuQiBTbmHFvTR2RuwzED1JK3Ys0YgkeiUk/o48NFvm1CkVMVVgmvqMygIXmeG7uKKw53zCnumF3CWrLTqOFK3mXe7WO4EXCgLuQ6WJnrDnxmOOBjYyEXiy79UZ23LU/x8GKLu8oVupIEaw0axbLnMhJF3FGr7ThZQkij1l7u9nm6L+BUl8fUdeqwEhiIcow38xxq+gxFXXg77GCmqBLok6lCrF8i0GdQapvQZ+msCK/6hAVFoks0vX7Kqx7gbNly+zA6t6MUAyc/BEBSmwGxKElwERRCWBohKPamsW068+SjUWLxI4MfGbxWtowS/CjGX/X5RhF+cguVgjcBARLPS6PMsgiz2E+XNb/ArNfHnC6xSIGlJGAl9jG3UOgf6oTeNhLc47Youd8wqvBO8W7SZIWtPvSEtGXfe0gTG15XtNfRZD7g/aQJEHdnd/8b0uK5J7dZzWlSi0Q7zpNaG574/9l77zi57vO89/v+Tpm+O9uxiw6QAAiwU2wSRUmW3GTLsiznusqx4yoXyYmd2L5O4irbN5bvtWPF9r1ucU2iG1dZctQrJYqk2AmQBAmiLbDYvtPntDd//M4stswuFyTYpHk+n/nMzqm/c2Z25jnPed7nXTHtu7ApTyvxPcD5TiGgqv4x8Mci8t3Y9IlvXjPeGPipFa/fixWcOpFxf4JtwvV2Va2n078Tm47xU6r6/k2Oo4ceXlZ4RRBkVd2zxeWqwM+kj2db9hS2IOHyQRWiABCSvVcR77oCx83SSkJIVpOMIG4zODeCLx410yaUkJiI/rC8bI+wVgvBSzyO9T3IJwYe5nMTX6Ca6S5sSDJGrv1VRLJz3Tw3EW6fHWSH8zAHZ3ZwxYXXMr64eQOTWBIquYDFQpvFfBvxM0RxxAP9T/HBHfeykFlzy1/BDw9RaO8jMQpugwglUEOFG5ngPDfqR+ijQYIwaSY46e7mpLOHgBKQRfC6qnQOdUb1GLv0S+TTzAkn9hhfuoqJxYNMzF1HqX6Ij293eHi4zT75OBWuSJs+JMsDvGt7DaTI68+Ok9UWHi0SlACHh7ef4Oj4Sa6dy3B4TjmX83mg2Mekl2dPzeP10yH7wzS+Yw2eKTh8YCLL3UPCoXqNN0/PcMPxCiPtNiJKPeviGYOjkEsbyOTanYLCjREZuJBzeCrn8omRLPcNZGiuiYBzVBht55loF9jeKjAR5HF1a//aDnNkHEuGs+ZhPDmxKnd6GXoxR3glGXYUFJfI6afpDVPPDds0iDQbOHD7Ubn0r5lVhXLpw5RGkOIg2pwn0wrwY4e8yZOpJ/gLi8vE12+HeEGIF20xv/o5YlWGb0p4w0zGRpr5OaJs1k73fVQMtdhlMcywGPkshhkWIp9G7Nn7V5cAg9LnrrZHlN02WefLVxW+jCR/iGfvzO2my71oSBuE/Drwe6o601F+VfWTaSby34rIGzqkcw0SVV0VxJMqys2V00Wk2yfts8DuLkrzyu10w39Y41P+JiwJ/h/Ar65M3lDVvxaRLwG/JyLvxhLqf1LVrbZb6qGHlwSvCIL8ioHjYA7chBnehrgebqa0Ps5JlfvmH+SLM/dyZOZ6bo23gRFiiWh4dfqifhAlQTmdf5r7hz7LvcOfYclf6L5PoNy8glLzTVzI9xGt+Z7zIuHtpyb46slRxqt5MtGRTQ9hyY84UwzImgzzhTqO04RU6530z/H3O+7mROnCuvUKcUTSfjOO+iSdxhpqG4kIMfv14xzhw5xzRrjH3c05s4uIDPa3Kot0/SgqRT3PPr2LIU7T3xhj+/wt7Fjaa9MlKjtx1EWAWISm+uQDYUgfwIuXGHaPMsMRDCGGGFVAHD470eDekYCb5ucYDpdouwGn+y8Q+BnmzSiNwgR/vK3E7prhLedavH0+xHTxjYYCnx/2ONaXsJif5ualKt//QIwrgqOC0Y5NRsjX7fFsVnbWMdg0HOGxPo9Pj+T4xEiWYE3vaj8xbGsXmEgfY0EeZ4uKoytnlslwxjyMK5PrBFxnhSLcKZpzEp9QCrSkxKLbR8MtkpSvJfCHtqQCJ4lDIywTqYsrEXlvCePEGBEMgiOKFyfkAtu8IhtG+EFEJoyWCa/fDvCDEHdVY5O5LR33pSAB2g6EGZ8o10ecWUF+/RxhSnwj3+963GEiLKUk60mjZwAAIABJREFUeLHts1DLsBT5RHrpqnDGxKtI8IAXUHIDnC9DVdiI9YmLKCK2FboRvdwxyXM8ex/MiBfig7U53oW1LXxDl3k/AdwLfExE3qaq3TL8nyv2s/pLycOmRN2ELW5vYlXsP16zXicn+e1YO8bV2H+dnwV+NiXcQ+m8lap1Jt1WU0QOr1TQe+jh5YYeQb6cEIPZZtVb1y9izPrEh/vmH+Tz018k4/iEmZDYSVBj0yriJORk4RiPlR/g3uHPMJ07v279DvrbJW6ceiMV9wiPDIU0VqRWZSPDrVODfOOZbVw9148fb34DfzLf5qGhGo+OtHimUOPKRh93zgwTSRbRFkt+k4+M3889Q6uL/wD8JGYsqiPxdua0gEgrFVgTMsxQkqPk3aeYMcP8//KtJOKl8zNApmtSgmjMtuRxbqjMs29xDyNL38fOucPsrIxhnEXEXUjLruz3eiSQSEKOCgcbNerJwxiU8egBXNdwgUMk6ll6mii5GIb1BOcGTnLUHWTGHWLOvY0lp49yqHx9o8V/eqrJtnZ3RW7Oh2eKMQ5VjtTr3FqNqLsJg4FgcLfcFzdBiUWJRDmdd7hrKM8XhvI8XVwtcOVjl/FlQlxkOMxuuaDOl6etVaJLQZ1tt9whwoKJC8TJMHWzgwvOLmbNfhzvAiaziKZe4FWe39xo991KaiUSg6pSqw4TVksUoyYDUYtCXKcYBQzLPH1JbVn1vdQos0tFIkLb9wkyGULPoxHME7hC6ELoQOAIgQvhMo8N6Nt7HUh3wVEV6pG7rAjbZ59a7HGp7UkEpc8NL5Jhr03ZDcg5L6wK/mJCxBJek5Lgjk9ceFF7hXwcS+5cutssOtM/9mINSETegvXxvm1lOkQHqloTkTdg/cD3icgPq+oHL8e+U8tEZxyjwF9jq0j/I9ZK8a3Ah4A3A+9K77yuxMPAj2NJ77er6n1pYZ5VVizh/g1V/cV0H3cDvwoc7ZHjHl7u6BHkywlNSKbO4I3vwzjrC2qCuM0XZ+4l4/iowNMDx3jNqTtosshDg1/kwYEvcj5/dsPN58Icd07expHpO3hwuMDnJubpiCGDLZ/bpwZ5zflhbpwp422iViUknCzPcd+gw8NDFWbzIV4i7G/2cU2lTMuNCR2lYWLuHT3Kp7bdT8tZraDmIp/+uEpZFzC0qOl2+uQY/eZxMnKWllHmzTgnmUDl5vT8CGiHGK8fn6MR5bhFoe1yx6nv481nBnHUdryzbbZjEm8RFVvwpqKrWjklknCg3qI9O0rVTzhdCCi7Z+iTGao6TBg5tEyGqu/ykDvGvHPQ5sKqcs1SxFvO1bhjJsDrQnAVZdEPyLLAoLYp1zoxYen5CDZXBzvGjEZG8MKYqhPzpQGfewfz3F/Osei7ywv2hz4T7SIT7QLjQYFytNXirLUFdY9hpH6xsUYoOLGHibO0kglmzU3MZq5g3jtAYPrXsZQoNvQnd1NM5rCcwQFj8EoTePkxvCghF8a2RXGQPtJUh2xa5Oa1Q1x9YYlvbAxt37fk11/t8Y2zOSI/S5zNoK63fIxBdZLWhVlwNrnbHitBbRq/tJ1IhaXQX0eGQ730BAlf4tX2CK9NvxvibHg3+5UD04UEy4tPgjfEd/1UoZJGuW2UYlEC3vsiFeh1OtW9D2tZ2JD0quqUiLwOG036TyLyTlX9g3S2IyLDa1YRoH/N9OIGYxDgHViLxAewnfS+Ld3v4yJyI7ZJyBMi8ifYNtPH0/nHgeMbWTQ2OZ7LmuXcQw8vBHoE+XIijpEnHoAnHyXZfy1m/zX2V0Ftz4rTC2cptPK4rqEpdeadaX7z8M8xnd24L4kXe7xq6gbuOHs7Bxdu4r9fOcX7rp0FbbO7kuc1U0O8+vwQVy32bT40SajmIu7a92meGHycKXawwE042uaahX5urAyixuqSsVGO953mAzs+wXRutaBhVLht9jCDTHGu7158U8OnxYA5zazZzbTsZpGbYGWbWjVcVIzXf5E6iSEfDpGL+hF1qTPIR3Y1+ML2kxyZy1MMHRpezE2z8Oo5JcHYvLDlZoKKIxVwF8mj3DA9TuBG3AJ8ajzmnsEyM+4w57ODBOYiIcpHCW+60OIbJ1vsbaxV6hQkJJEmxjQQEzDYmSXP3rVtZbytkhA7VU6VanxuxOXh0giPFiaIjGMziMMc11atQjzeLlBIttZmWKiSNY+mxXQPk5HH8TTEi12cMItGBVq6nYoMMe8OEDq+/Y93oWEOssirMa5i+w/I8sBzcZt8VCEftBiJ5uiLDLlYyMaQU4dcNEMmmsJ5gflcJErb9wiyBdp+hsDP0PY7Ht8MUTZHnM2SOC5GBEcuQbeNA7p1LVGgRYGqGaJi+qk391FpDlKLvS1mIa/eWskJ15HhvIlfFmTxuWKtFcK5nARY0h2s2tja188bHWL5LmxBXkc1jrD+2D/YYL3LChHJAe/EFq+9L532RmABOMKae1GqOgO8WUTeAfzNilmHoGvTwr/vMm1VioWIvBOrAA8AP6aqf5tOX7nfReDbReSrsQkW7xSRn1fVX1uz7bs28Cz/exH52fTvLXYb6qGHlx49gnw5IYLrFJBQ4OjjmKaPs/OwTQhTaNWrnHeeoeLPU5HFtGfu+s0YNVw7ey1fe+J1vPrczcxnDH998Czvu/pRjiz0885H93H71BDb65tHsQVOwmIhot0nVN2QB4c/x9PlB5AgBqdBXUKuqxS4vj5E07NpFLP+Ah+d+AxP9T2zbnvbWw5H2ufQvo/RMgEZ+pmRPczIbqoysn4A6mAjNL3uxDj2KUaDZKPS8vwED6vX5mg6De4bqyyvmU9cblgSMrGx+cOppdeYJcRZIBJY8nzuGSzxYH+RR0v9zGbWq6/7ahFvmWzxxgttcsscKQFpg2nbZ7HFdVtPl0hIpE3sLBL604T+eQJvkSeLee4r7eH+/BHO+gdtQV2Q57qaJcTb2gUyW1QhHWbJOJYMF/RhCslZHAokjNF09lDNvYF6bgg1Bk0SWrOPXcwFjhOysZKLhVzikInOEkUPU0wCilGDfNykEDXJRU2c9f3hVvz9/G/5t4xPw81Rd/PUTAZxZlG3QttxaLkuTdchcIUEEA3p33UTjuPbQr0V2xGexxeY4xPjUpNhKmaIqgxSlSEqZohwZXTrFg/XkzhtsHHRHtHvBbivQFW4w1GNKGKSrVkhuhLbdIYxF69clp9lxbNJOfCLc9WQNgH5/b/6rfpfsbqT3sdeLOUYQFWbInLLmlbSPwm8AasodM38X9PqeRb4H6r67c+2v5R8f8uayXlstvHvbVAAuHK/HwVuEJGvB+7rsshrUotFBtuQq/Ph/9U1FoseenhFQPR5dnLqwUJEFovZXP/Hf/m3ANBEEWLiW9/IIzzGPdHdPNR6oNPvrisG26Psqx/kO2bexg2P7+e0W+f9V04SOMrtU0PcdmGQvnBzdbFlIuaKCUv5iKYHiUkwDtT2LXB04POcXHyQptumaRLmwnfy7hN7iSWh7rT53NgXuWfoQZI1Gak5rXMgfpwhnabOENOymxnZTUMG1g9AwdIWm0jRDdk4JBNcQTbxsSVanU54SqJZYkrYbIQqJu1eqircOJvhHc+EiGmTTSJQqBiPM30tHihbUnyy0P2iwYuVO2cC3nKuxZFKCIQpGQ7AtDePMluDhJjQXSL0LxD5Z2jlniLxbBFlXTI8lD/Eg/mreTh7hED6VxXUjQZ53EsoqMvJwxT1GOXwJH1NWMiUOV3op+HkUU3wi9soesOpvSEmkxa5ZYIQv1kl02qRTdXfFz7D1yHI2FSHIOuzQD/no2HafjYlxAWabo4wTbXQJCQMlTF5mBGeSC0ryepxxiHZsWvxS9uf19iasXPRHhFae0Ql8lC59MK5ohMuk+DOc2FV6+WXP5atEKmV3xiWbRH2OFKyK6ks35XY2vkvFrG9+varXkFnuIceenilo6cgvwCISThWmuLe0kkeqn6AVtd0HQs/zlII+ykEfTjqU9M6fZPDfHjbFCONHD/10EH8bi3kUnSSDxJJbDvrnSf4h/1Psbc2TD72qboNjpbPcueBYTLVDHsvjLNIjTqTHKieIzRDfG7bJ/nC0Alaa+6ZOxqxJ3mK/qTJnOzhuHkdLdmgwYQCeLjqEndrnqTgxYPkgjFKOk2oZYy0bJyXuERJpxm0y0XhQVCFmAKJ5hgJZykzzRP5LA/2l3igv8jjpQLxJhlQ25oxbztb5+suVMknLUuKvaB7lNkGiNwFgswZ+/AnibxZVJTI2Bi2KW+QB3N38kj2as6ZqxgL+ploF/iGapGhMJteAjwbYjI8Q198nHJ4nv6gTrE9iBt6GHbg6LjtrVisclMdspGSjQ3ZeBqY3mS7z49TKEpglLaTLD9aTkLgOQSeQ9sobScme8UbUHe1Wj9fL/H07BiuE6MqxIlDojYj2TEJopYQ52jibdgKPEntEFtDolBJ/cGLUYaF1DfcTrp81T3LqXGIKHsRA16bftemR8ShCyq4JmEw38B7KRTijpS7kpiuIKydZYzpWCFAjGKcjtArL6pi20MPPfTwSkSPIF9GJJLw19vu4/7SGWruJqQ4yVCMymTaRTKJTSTYXhvj+gvX8aoLN7K/UuZQN0dZitWNRCA0MbZHgvDhXc9QcwPuGT5N020ROgARj9WmuKHtEZsKGTlH4pxjeuSP+O3tu6hK/9odMKgVMolhUm7lGSfPhlClL2kTSB9tKRCv6+whZKIRcsEEjuZRhBZ9eNLEADFZwqS4fFz22FxsxgOoFhDNcGWtxrFijv/jlsM0nY0tCaLKrmaLt59d4DXzNfqiNkhoLdFbEAsTaRP65wgykwSZs7T9SSK3tUyGQwOBEU74eznqX81p5xb8aB/jQYFb5rZeUCcaUExOUQ4mGWkuMdKskNPA5jaLbS9uG2mtxu7a+m09FyhK24G2kxBkCzSywzTdPC1pE4dPEflC4CotAuK4tYqLqYJxsxjXYFCIImjNkO/bZZVJsO97PuCEQDtyCeNUNeYiL3UFHBr0MbnJSA043W2LrdiwGGWWybBVhf21GvSWkEsqlJJZ+pJZSjrHcKnI4ODE8nGfqZQ4MT+yXGwpgMwPsrN/kZ19W7grv9Z+0FFp15Ba+7xGtV3lwe086+qCOJP2hkwJsVm57qrnHnrooYcetoIeQb6MaJuIzww81XVe2Slzc/5WimGZR2efJAgDDi7s4abpI9w0fQ1jzS52hRWIJcF0aWksgCTWqHDXtjM8OTBPmDYM8LTBkE7TrzP0L11gKp5F+0NaZDnuHOSCmbi4IRUgg6+Cap5FGd+QUIom5HWRvhgWnHGqZrDLMg6ZcJxcOIHRDmlM0kRlDyUiUpeIrP1hV3A1xlFFkojQOAQmS8NxiYxhfrB/3T4AcnHMoWqdG5aq3DZfYVezhbvSQ/sspDhy5wgyZwn8SVqZSZrZGSJHCVNCHFm7My3J8oR7FafMnTT1eoaDIfYsFjiyxYI6R1uUw7OMNacZCaYYCKZx1tptLgOHSUQIfY/A9wgyPoHvUW+epe0YAg/ajhJ4EDh2f5ooqov0770JjEdQnaR5IcS46XFFiqMxjoJJ+7uJxngJmCS26SFJCz8OMDgksSFY0Vqx6LWZbhSRtOnHMr1TCNWnyCkcDbqbW1XBCG5hlKXQW0WGF0KfVjdV+FngkNDvBavsEWWnDs0pq1Q7Pn5xLxhvWaU9s1ji1FIfrpOsKV6CU0tlcF12DtRXkNpuhPbSYVCMsQQYuUiIBasO99BDDz308MKhR5BfQBRijxtLt3Fr6dVckbmCh84/Qv1YhR+a+laOTF9BKSxsuv50tkU2diiFbldy3IFB+NT2E/zOqz7IqFygP7lAH9PkqVxcKIYIw0lzBafMvjTeTIAsolkEHzA286jLrkRjCjpPX7REYkrMmX1MueuVPZO4ZMIdZMNxmwm8ZqSQYFTJxBXQQYbDNlcthdQ8w6m8y+m8R3u5McYapViV7a02h6t1rq7UuKGyxLZWuEULg21THWTO0s5M0syepZ6bpO01l4nwWifLrGzjhPkalriFbLibsWaR67ZYUJeJ6wy3zzMcnGM4OE9/OLfcWvu5IBZoOdB2Lcltu7YIMzARDO1ByxME2QyR560im5bwnrxIeNdAjCBRjDYukOnbSa44hlwIcaIIxwBJQJI0lzepmiqoTpZIPRI8YopAPxqtPjehCtUgi+9EhLFLsuLwBfCdiKZuJwrBNQoihPi2aI5BKjJAzd9B9ULpObVezjmRTY7wQwa8kH4/oORFVl1dpdLmobR/hap7EVEinKn04boga/zKIlYFP7NQZGKwjWMu7f2VtPjNpBYIkYvdA9c6KHrooYceenhx0SPIlxl+4nBNbYQbloa4auw15JxrKD2ao+/pAgfOfBXeJqpXjPLo0BLT2TZH5kuMNzdOqaj6c0wOHmVy4CgPTXyJavEEtxB1bVKhwAUZ57hzkDYFIIskWcDftOFENnIZCWPa/qM4RDTZy5R743LTiJUoRjBR20VVdtJ2Usqqips+vCTBU8VLFDQhdAzlVkDN8/jH7RmSLmwgG8ccrDU4Uq1xuFLnSLVKKV57gBuPX9UQuvNUS49QKT1BPTtN5CjxBlwr1BJn5auY4zUQHWAwLDOGYWzDPaw8V0uMtc9ZQtw+TyFe2hJtj0RpOkrLhZbr0HKUqDRMUhokcB0qC48QOqDe+o5iVv1V+nfss4pnt3MQB1b5VQeHtDmDJssFcQZFkxb5uEXGGDAZZPgQzelHAA9xfDSsk6hHjE8iLrgFINc5yWBi/OL6piHzafeajJPgm4BYzbI9wZjEdj9MMhzLfDPtqElFhmmZNR73LXBOg9Lvh5QzEWU/tI9MSKZrDt2lfeXN1zI28W+DN1NshSlztQyjfa2uY+uowBvbIHrooYceeni5oUeQLyO8xOE/Hr+FcmucQbmdgaf3ULyweRRb04m5d3Seu7bNUcvEfM/ju3jd5AjeCnoVS8R039OcHXyMswNHmRw8ymJhdXbyRrpmhT6OOtdTk9FUKe4eudZBMcxwVWWMQ5UxpvMPcHTwUepyBQ3Z1nX5sbDG68/dzDULuxFRVOH+/iaPlVp4WLlRgbYRao7Q8B0ajovKsA0Y6kCViVQdPlytc7hWZ1+9uWXdUFVAfdAMbW+OmaG7mBn8Iup0a5ZlEesgleQmZriTMDlCPhrCIHQJrFu9LxQvXmRH6wxjrXMMBefJJY1142kbh0U/pOElNByl7bnUTEDTgZaT0HJiEknAUUSVPC4ZHMp7D14kvJkqydwTiK5WhjVRNAnJDB1EjJdm09r2Kw5i1U0g8lzqSYBsqm46yIoCu8zQVUQYGrNPkcQOsTNGkkSA4LhZWG6Co6AhmeFD4K1oN50+RU3fFpAaQ4CseygCDszpto0/wGuQdeKUAF8kw31+9IKRzTAWEt18eAmQJOC78SobRE8F7qGHHnp45aJHkC8jvMTn1uP/mmx9k6I2YDbT5gvjc3x+2xwPDC1ysNbH66bHODRZZGc1RzMzz1ODRzk3YAnx+fITRJsU/a2EAjUGmGI/551dhBQQPDblR9rC0wr7av2Mtg1190nev+suArMLuKPrKjuik7zhwn6unPmm9G51G1QxKrx60UWJeby/Qt0R5rw+2mvabmfjmAO1xjIhvqpaZyDamMyuG7K6kFhCjGaIJWF+4IvMDH+aVm590ZcqRLqddnItS3oLzeR6vGQI6LQw2RgJCcoC25qTXFE/w3B7OlXCHcAh0SwRRVCHyAgxDvePzXCyXMFogpAgRDjGTYvamimBTS9V0ouIkJD+gWtXqcHZ8n4AwvnjmCjGqDUbGIHC8FXkhw7YVIIN4JUmQARVXZ1akNoJVBU1glPeQ+BkidUQq8DYTeSHriOonUejgLg5R1SZSk9IAGJAhMzY1WRGD9BJHKlHDostj4XA40Ijw4LjET8HH66g9PmWBA9kQsrp31n3he3Ktxaek1ogNmgTIgKJEQqZmIzbi8zsoYceevhyQY8gX0aYxNmQHJ8o1fnCtjnuGp/jyXIVRblucYAfeGYPOTlPpfhR7h04zkeve5xK/sKW95kJiky5A8ybMeaZoCqDqGG5lfNG1MQkkBDi8DRiFkHg6ZLhqdI4CfuA8XXriMbsj4+xrz3P60/8MG5scMxDuGaatrvAiZzH8fwQx7J7mPbGsE1CAFXGW22u6qjD1Rr7682tN+FQlokwSfqcrt3MnmVm+NPMD9xN4rRXrGMIdR+t5FpayXU04hsRLhb6bVZaF0hMwyyRiea4ZnGKofYSuVgohQbBwdHxVXf+bRtsRVSIJESBXBKST6rpfPBUiA04Xg4VJY7ay+vad0sxjoObyZE1YsmzFViRkYMwvI+wdg4NW4iXw+vfgTj+xfv0qxIQOuZaQSRHbscNNCfvR42HiJMmMTg2Wi8Bb/R6mk7fxe10tuU5+AN7Lh5oHBBWz6NxQGyy1DO7mA5zLM54LAYui22PaG2L8y1wY98klDMhAyvsEX1+hPMiqa8dL7Bj1MajrVCBdw3VOTFT3LBJhqb2i272ih6eB9Lzj2hPie/hBYGIjAEDqvr4Sz2WHl6e6BHkFwixKI8MLfH5bVYpPl+4+ANaTJ7hqvbjbPcWeGL/0yRmazmvooaRyl62zx9mfOEqJhYO88Edc/zzVcdQknVpUeuQGEy8A4mHcDRPQoLIHajzedSZJmEf2iXD2NWAg9HDHInuZ1elxP4qZHM/yfHMfh7LXMtj2Ws45d2x3HTBjxOurtQ4XK0tK8SD4dbV4dA0UDy8YDQlxv6qo0okZLF8HzNDn6JeeNqmMahHO76GIL6eML6Rhh4mkYv2ls1+X+smZNar4UVLTDTmuaaySC6BTGw9uqHjE4pgUziSDbam6dhiQAici41HsvggCQi4xBjXRRxB4nA5GcK4PkkUkHNj8sUc3ZowZErdkzyeDZmxa4gSQ2PqGIka4jQ8Q8QhM3ZVqgB3hyo0IscS4KDIYnuMxcCjGjobnIfNoHiAT4KH4sTK3sE6+4caLzAB0tXtkY31Bnd8wJvt26DsH6ly/EIJz1ntA1eFMBGuHK3ivtB9t1+hENH0o6zpayA996yc16mZ7HyHfYUTYrH/+EZVL6l1pYj8JPDPqvqEiPxb4GOq+sALMshXMETkp4GngPeKyA2q+qJ1UOzhlYMeQb6MUJRHd8zywdFZ7h6bp+KvJoVDepS98nGKZhpy3VJuVyPX7mP7wmF2LBxh+/wRJhYPIUmG+0fO8/Htp7nr2i9SyVglsjtlUyCyra6j3bjxFaB1XGKySQU0Rpw5qt4QsQyvWz+rdQ5H93MoeojBIKS/upcT3nV8ZPhajmcOEYoPqoy1A14/u7hMhvc3Gmz1bnMiEY3seRqZGZyoTLF6DX5rd9dl2/4ss0OfYW7wLkKjJOEthPVvocERamYXKis+zpv8wC66bc77NUIqjDQXuWqpym3NOE2ZkHRcljw9UspyfaVJy5CSY121cSX9cdfOL3yMiFAvn2UAh4zmceIAM7STWvUs0ilwFFIrxUUtW8Rg/Bxitqqtd4eqbZgRJUKSCFEiMHQdTuQRXTgGEtvDMIb27HEQl8zoAaJEqATWHtFRhBcDj3CTRjUbQVQpeRFj+TYaCdWaj5dGYJhUpd45XGfnYPN5HWsHqyPRuKyRaHtHbAfep2dKaHJRNRaBK0ery/O/fNEhtCvJ7IqLBblIeFcS3K90kvs88cPATwNXbHWFVBH9LeDz6aR3AzPAi0qQRcQF+oFBYAx7O3IH8BFVfewF3vd/Bz6oqn8h9stWVTVJ5+WBbcAosA97bj8M/J/Az72Q47pUiMjrgU8Cr1XVz73Ew/mKRY8gX0bUvZh333R03fRhHmMPn6Qom1gn1JBv72b37BGunL6GHfNHGKhvRxCaTsg9Y+f4qxvu4+5tkzS8jdsiW1LcRgkwiUNf6LItaDLRWmIs/AAj8TSxtLm/b4IvFfcQy3olsJQscCS8j23JHDN6hEfid3Hau5r6cAkvSThQa/DNcwvL3uHhcOttmgO3Qi1/lnruLLXcJE7cx9Dcaxme/iaki+lCSagVH2ex+AyL3igN+TqqjR+h6g2w7EHYBIoy67U4l6lx3q8z4zcIJOGN001+8PQSFe/iBgRZtjwAmER5qugzWRDeen6RWBK8xFteotOwxYpjhlDaeGo4P3SCPmogDpg6+T23449eS+WhExgcpMu/nRKDEfJ9O7d8LpfX7UaI17yn7eknaM88AW7GEmPyVGTQxqktDFCrl6kl+Q2ctpvuHVfBF8UnIYPip4pt3ILRUsjOkSZRIszXMoSx4DnKUPHSYtEu2iBgbSbwC03GRGDfaJ2dQw1mKlmC2OA7CaN9rVeYcryayHZVc6FHdF+5eDvwuKre83w2IiJF4M3Aq7EEN8GqrR9Q1fueZd3fAH4mfbkInMOGtxwC/gb41ucztmfZtwO8Bfif6aR/CfyxiARYrmOw0sBx4Nb0+fXA1CbbPIlV4X+gy7w9wDPAO1T1Ly/TYVwSROR7gT8F3qCqn3opxvDljB5BfgExzFFLjLv8/wXkWGKcwfphrp95Df3Ng2TDPNedzeBF0HADPrLrBJ+bOM29Y+cInI3vtCkJ0EalhastXrM0z5sWJhmP5yklFxW6J7PjfKB8M18qdhclBuMFxsMKkY5yjB/lPhllJAg4XK3z+uoih6uTXFFvWiVwC7Dq8BT13GRKiicJvSomzjE0fxu7T/8QudZE13VjCVjMRZwrDHG++LXU/c0zo5fXI+GC3+Bcps65TJ1pv0aCTRhx1dpUsmoIjenaotpOsdRXBdquon3HOZF5lP75IkPNA5SaA0gCRk1KlG0XRRGHpQMFWgcPUox2IV4Of3AfxrW2lfKuw8ydvQtjCpgkh0msl1qJ0SikvO1GjJOhHSunGkozVnKOsDsvZFYYcrdCiJfPh0KlpZyfS6h6r6VihqnKIIEQs9BQAAAgAElEQVSsSVfZQu2bK9YrXPYjypmQkhtxfLIP13QnUeLCmbkCE+UWrtFn9eluFIn2bDaIFwueo0wMXB7F+3lhmeBu0bYAHcdODy8zpGS02+9wDjAiUt5g1YaqrvXm/TCWLG22v33Alar64Q3m/yDwa8AZ4AvAtwO/BOwBPiEinwC+V1U3ugH6XuD/A86paktERrCK9jPAT2w2tnT/HnAjcBvwKuBguu9+YBarhv+aqn6+y+oHsNlI96av/xz4e2wNtgLfCPw7VT2Y7uuIqk4/25he5vg74G7g9Es9kC9H9AjyC4BhjrKbT1JKibGqUJM+ltjFEtuoME6TQfuLVYQv5uY5WH2aI7N9nNgbctf4GZ4YmCXZRGGzpLiFSgtoIyhvXDrLt80epz+++L2ZAA/k9/GBgZt5Mrd9zUYMkvRRigSj/TST2zH1BtenhXSHqxcYCS5FHa5aZTglw43sFGouEvtcYwfjU29lYOFWnKR7bkTFdzlRHuBU/wDJFu6NtyVmKiXD5zJ1pr0G4OIlIXltkIkLacHiahL5SF+GGDCqazKYLeX1NAZRjvcn3B4tknghzYLDbDFkgTlyDR83NrihQ+TGRE5MI9PE3H47Wa97CeDA+M0AzJ+7m5gmkcRp7F6WgYnbKA1dzf3zMfctJDY6LLUjGIUb+j1GTZ4gNBgDg8W2ba6xAq3IsJjaIxZSe0QlcK0q7G/vMqKNUXCjZTI8kBbOFdx4FcmarmQxl5AR3Lkt74j2GmP0bAsvOb708/U+4I3AEDAHfPym9xQqm6912fExrJq5ERY2mP59wH/tvBCRNwDXAl1vx6ee5h8F/i/gIRH5rKo21izzXuB7gR9V1feLyKuBdwK/rqptEfk54P3Ap0XkNlVdd7WoqrNYItsh/x8ASsAdqnp+o4MUkRuBXwHuBIrAY1iLwf+LVXoXsVaN7wA+KyI/oKprLwauAqqqeiodSwTMr9jHLLAcp/RlQI5R1SVg6aUex5cregT5MkKIuYnfY0gquDLMyWQHk7KDBVMmYQijw1jK2iFsAAktp8aj5XkeGtBNvbNeEhCYMCXFwfKyhxrzfO/0Mfa2L9YZRBg+V7qKDw68iknfxplZWbSEJP2YuMxwM8PhWjPNHa5xZe0h/K2qw8Q0s1PU8pMpKZ4kdCurx5+4OI3dbJt7NQNL1+NH3dtpRyKc7u/nmXKZSmZ9keBK1E3IuUyd85k65zI15rwW2TjhuqWQnUGWenEYgwNSw0Vt4aCCrswQRmh4Dh/cVuKt5ys0HEMiFx3ILpBLhH+eKFLPFLhy+0GGRr8GnrlA8vhJEk+oF1fE7iUKYYw5uAfZgBwDiAiDE7fQP3ot9cUTJGET4+Uolq3KfNd0wOeqCUXXkE08TCKgBjco8szZIlPGjk0EQilRKgY4vrLYdlkMPFrxpXuXHQ0p6TyleIbBvgzDAwOUMyHeFuwP3TKCOwp852xHqXGlkHnhsopfUiwT2E1sCyuU3p6a+9LjSz9fF+BHsB5dgyVNIRB/6efrvwP8wU3vKbwo3hlVva3zt4h8Gns7/1dWLiMit2JVwr2qenKDTb1ng+muiLwD67EdA/4N8Ieqq7/oReQ7sOfkDlV9MJ18ADitqu10rOdF5JuAx7E2il/c6LhEJAf8E5a0vk5Vn9po2RRnsO/DzwJ/uwGZfhj4sIjUgP8sIn+jqisvaA4Ax1aMYVe6zSr2/c0BBRH5FuAaQFR1w2N4rhCRr8eq7tcC54G/BX5xZSGgiIwC/wmrameBB4F/38UmkROR3wa+O33998C7Ohc3IvLdwF+w4rOR2kL+DFvg8k4gwH4+/gvwm8C/AlrAe1T1d9eM/W3Af8Qq96fSZV4S+8jLAT2CfBnho7wp/xbIZKm4bT66+AhBPMpA6LCtBXubU2xvL2Ak4FTO57FiP2eytnPYRgaK0aBCX1LhRNan7cSrCOhQ2OQdM09wW3VqeXJLC3yy73o+NHg1c24BNIdEZbyojyurPkeqrVQdPs3oJajDoVujlju7TIatOpwWIargBSPkqvuQcAKnvZ2B6k4GmsOp57Y7G1jKZDhRLnO2r49og8K0RbdtCbFf41ymzpJrLwy2tWLumGlzy3yLq5dCZnwfjwY/c2SYpiMIQoDfvRNbOpwPbysC8A1TVRwUT5VIhBj4h/E+/tdokbwR/nRpL6/1HG7fv9M2yz5+0r5hHYlXwBzag1yxa0vn0nGz9A0fXn4dJ1Bpw10zgm9cIhFqToKTCNlGCS8s0TZCwwhibJMNEKYaHjQ23s9aZLVGn85R0vnl5wIVW5wYBeTyN+LlNrayrPUB5/0YJ02EgO6kzxjIesnLnBw/u5rbmbc2ZaFHdF+R+BFsAVwVWFlJ7abTAX7/xR4U8CfAL4nIr6fqZwdvBR7aiByn5PbQBtt8H9YH/D7gj9YQys76AvwGlgw9uGLWzcAqz7GqLojIf8NaL35xg/HkgX/AKuNfp6oPioinqhv+4KjqDPDVG81fg98Dfgwb0v+hFdN3Y0ldB/8G+CGW234uRxD9KpaQf2qL+9sy0guI92PP548BE8CvA7eKyGtVVUWkBHwGS95/BDgJfD/wkXSZL67Y5O8DH8V6wq9PX59Mj2Ez/EvgoXS9twG/A7wGq2d8HfAvsBcZX+j4ytMLh/+JJdE/mK73FyLylKre/VzPySsZPYJ8GWFUOHjsDJmwihtVeL1WETlO6NR5Kl/g3uJuPjCwmyl/87iuXe15XlU7hUedfy5vZyqbZSWF9pOYt09f4O1T8xQjH5I9LBmfD4zu4x9HD9MwIww1S7xu2uVI1XanO1A7c4nq8AXq+cmUFE8SeEuWCIb9uME4uaU7cdrjuK0dTFS2MZvJEIshFyl9kSGTbOCJFWGyWOKZcpn5XG4Vw1hZUNdRiRtpJzyjyuFKyL+Yb3PbXJvdDZs6kQDznktsDNk45tqlKvcMltN0iTVjWDskET48XuIzIwVurrUoRglzYniknCVwDf0uFD0hVuWTMzHg8JordyN7JtAL89AOIOMjY4ObKsdrESUQJ0KSGKJYSFR4oppgIg9XfUySQWIfE2eI1aV+if+lRtLWy37IgB9R9ho4Jz+EJ1H3SIckARG8vnFLgLcYhzZebvLEVF/nVK7Di58RvIUitJ6a+xWN1FbxbtaTY9LXVeBdX/r5+l/e9J7Cix399d+wNoPvBf4IQER8rOLXlRCJyA4s+f23nXXW4P/GKpObVRm8CtiJJegr8VV0v1B4AmvX6DaeElY5vhNL0H5bRK4CMiJyHuuZ/WVV3XrY/3qcSZ/X9KVnG5Y8AqCqPwn8pIjYBqPW2/wxVT3MpeFfpcVwW8H/A/zGSmVaRB7D2kS+Bpua8W5sgsYNqvpIuth9IjIFrI3EeVRV35n+fY+IfBvwtTw7QRbg21If+H3Aj2MvWA6oaiAiX8KS82/m4kXQWex70xn7fSLyjcA3Ye9gfMWhR5AvI0RDMvH/AgNtX3g8N8Y9xf3cV9jNvLd5kdmVzWluqZ3i5vopamT4r9sO8WR+fXvnr5qp8mMnzzEW2Na/T+QH+ZOdd1CRvRyuuPzUsZDD1Trb2hvavdYhcGvUc9YqYZ/PE+HRTkZpR9s5MHsENxgn25wAzS3Xcwlg1KFtfFw8htox2bj793Dd83imv8yp/n4C137sbEHdRf/wVKZOYC6un4+U184E3DoXctt8g4HIzruYIiEsuS5V16rPRpW+tBufS5uYFTf7NyFBkjGM7i7wkQt26ayBsiPLqqcjQtZRPjsbc9OgIet5yI6xLZ1bVasQxyrEsSFKhHZkWGz6LLY8+9z0WGh5lNY22dgCjCoDmZDRfPti8Zy33s7QHtlHe/oxBCclvjFCgiQRJC3yE9dRyBs2vpexHp7zAmUEd20S0StC6+Gy4I1YsrRRMHsEFIA3Ycnci4aUuPwC8Bsi8vepn/fHsDaQP9tgtT3Ap1T1j0WkG0F+8lnIMdjIs7mVpFVEDmFV6Q90WT6HvW2/Cqlt4EPATcCXsLf+P44tIIuxtoZfAb4gItc9j+zhg+nz02umF4GKiMhKC0l6/ImINNm8aepG+DvgF7pMn8ASXgBE5ErsufwPIvLvuyx/fbr8m4G7V5Djzjh/qcs6v7fm9Snsxcez4dOq2kq3G4rIDPDJTmFnOu0CKzqCpeknaxNQjtGta9hXCHoE+TLj/sIO7i3s5r7iLmrOxn5aowmHGgtcW61wqNYgHxqWnH7+cvRm7hn01y1/oNbk3SemuKrW4mh+H58uXYeJtnFlPeEXH22QTea77GU9EhLmC9PMFs8QZCZJ/PNMezkqZpT++nYOzF1PqTWBH/bjJYZCdNEgkdZcsZTJMpfNEzg+5XabbfU6fdH6u2cKTBUKPFMe4EKhQGCS1DvcSZhoEMtq8lQIDdubytvOVbhxPmAwUhKsZcK26XCWSVHV8Wh5Lhkg1oREhIrrIdTtbX8VXFX8pISDSywRddOipFlM4pJIBJkGkSgPLtmIt6InXe0AjggByvGack3/6gWCSDi/mKcddeK/moiBKBKWOiS4lRLhpk8jfC7/drb/nSdKxiiuSfBEiSLhyuEqewYaEAmSCEbT5IcVhXD5Hftou3Va5x+ESEETOu2ic9uvJ7vt6ucwJjbPCB6rsm+0hjG9JhE9vGwwxOaNNMH+Lg69CGNZB1X9UxH5Tuyt7XdjbQw/vRGZVNXPiUi3RIcNkVogWiuIc8By29Nl/DDwGVV9pssm7sT6gVduM4O1DRSBt6rqP3ZZ724R+WZgGnv7/s8vZdwr8HPA0S6RczHQxp673+1YFVIFuYj13XprCfQWsKCqj66dmHqhV2I0ff5x4LNdttMpChxhPRHdCGtNdAlb421rL2CU9epHwooSEhEZB34eexG5A/uZcHju79MrHj2CfBnRMB6/ObGxjcpRZXuzzeFKk9cszHJlY4GxoEok8P6JIf585zBNZ7UXd6Ad8l2TPtvrVxCEdzAbeVw3E3IdYO8GPsuY3ICZ0hlmS6eYKZ5lrngeP8rSbF+PMsLD5h2IKLdPu9ww5dNyIRYrWeRiIRKhms0xlyswmytQ8bNM1OvsXVygL1j7/WDRdhxO9pd5slzg8b6Ac5klzmXOMec10TXkxyhctShct+BwqOKyvwr/uD3Pn+8c46FShTfNxOyrtok1Qz/nSN2h1FyHunvxXHlpFvEj/QZHmihQDsuMRIMkKaUWFVwcYmJrwTCggTLrLnAmWSRIoBkrJc9QdOFi0rFFkkAjujhFFY6dK/H4+TJxYhXTBCFC8NyEVmzbOV8qVGISxyaTuGEGxGrhAAN+p4m4HV9ihGIuolAIMMZaITQGYgORoFFnaSE/cS3ZsYOEi2cgaoGbxSvvxDibiSrP7s89sHOJvRMVLlRyBJHB9xK2DzTwXlEZwT18hWAOW7C1GaJ0uZcK34m9pX0/8FFV/cPNFt6CQrwWbwZ+GehYDe4B8iJyjao+IiLbsB7U71y7oojcib3l/s6V09OUi3dibRVGRP4OeAM2P/nfqeon0kWb2PNbvMQxIyKDWC/tm4DXdVlkEat6vxH4AREZxiqwb8X6fTuV1d8vIn/VLYXjeaLzmfG6EeoVmMFaWl42SC8iPoG9MPw17B2AJTYpxPxKQI8gX1asl76ycczNi3O8aXaKWxfnyCcXL+IU+MxgifftHeN81pKUcuByZGGIaxZHuGExw76akE1WEo2Nv9sTlLlcg3bmPJX8JE+OHGUpN3dxWCrsmnoTh05/I/dMnOGpgQuoQC4OuWM6T8uFyBhqfoGFXIn5XIHFbJ7EGPpbLfYuLnJr5TzuBhffM7kM9wxn+Oh4xOncLEvuua7WhkIIN88Zbp8VbpxziMVQ8aya2XSVbzjf4jOjGY72jzFfyOMlEVcsNbluCfbXp6i71nPcgaMJfhLz2eEdRE5EMS5RivooxnkwMQmKqy4OLqA4OMQSEaUd5UbCQQqucM6Zx4hQDRMMDn2eC6okKIriSEIGw2zNZ7bu89RMielqlgQhXtuYI3z2RAlB6cuGlLMh5VzAbNTmsXoL34mtuKvgL+1ANUEFCq6k/uD07UzAMbBrsM6KawXEAZzE/iRobK94IiA2OMbDHd23Rs2NllXc5xor5rrKni/7jnI9fBng41glzaW7zaIz/WMv5qDWYFs6Bh/Y1SGul3H7oytfqOpk2oHut9NUhD8D7lqpAqeFfN+JTUL4OF38zqr6yXTZ38b+vO3FEtm/EZG3qupnsOkXWVYX13WFiGTTbVyH9d1+KzYH+WZVfbLLKrPYorzfTb237wUGsGS0gW188mFsUsZvpE1N3texIlwGPIH1QP+YiPzBypxqEfkvwO+nxPlDwC+kOcyPrVjmB4BnVPXjl2k8l4Jh7MXFu1X1P6fjMdjzfzk/e68o9AjyC4D+MOCO+RnunJ/mpqX55eK4WBLqfkTTD3mi6PHn2/bSTsa5dabMNQtDHFnKsr21lnxurMJVXMMzxYTYXcQnoW7GKLb7ODv2EaYGV3f0LLQGue2J7yHfOIACI9EMp2Ph6mqWPa0RTpXLzOcKNLyLhXMmSdherbJvcYHBVvfvkMAIdw8b3r874Fj/xhGiEw3h9hnDbbOGaxYFo1B3hXmfVQ07EhGMJly7GHG8bDBA2zE8PlDi6f4+XjWf5fbZM3hxtJxhnIjw2ZEd3Dewk30tUFU8PEv4Em9Nsz27L0ddoiROE/cSisEAJruIkmBEqEQxRcfFibK4UQYin/7Y54Fqhi9uUIC4GXwnppwLKWeD5eeBXIDv2oI4YxSD0j+fcNdsRCI2JEOzC5Rag+TdhJLLsuk2TiBUwzU7FsjmImSlwrvKttCZZsehCRAZtKMuP4dj6aGHVypuek+hkka5bZRiUQLe+xIU6HUU0p8F3oUloL+CzQF+QET+AnjvJbZqjoCDIpJT1WbaaW4E+AassrsSP45NnjiHbRDylnRMX48lud+C9df+IfCvVXWzYoUqluQXsWTwfcCfiMgJ4LXYznMnNxt46qf+/vQYHgM+DXztBg1COngCa5/p+KYV6ycvARWsd7mJJYLfhi10+1vgxGZj2SrShIqfwEaxfUJE3oNVtX8Cq3p3ovh+Bxvb9qE0W/oY9gLgl7HpIC86VHVaRP53e+cdZklV7e131QmdpycPzABDzowoICAgUQygcg2gEkQkSvLeyycmvKgXsyBBQRQVBRUD1wBGQFFMJBHJcYCBYXLo6XRCre+Ptc909ek6ncPM9Hqfp57TZ9euXfvU7j69atVav/UUcIKI3I/9LXwQizefPhFz2hBwA3kUyWnM5Q/fx+5rV1HKFenMFVnWaq+d+SIlcmS757O0vAdTV87nsoV1NPR6OFbbGI6BhY15HpoS8URLkaa4nles2pGWcj2FcoG1UZG2hr/z1PwvUsr2Dn3Y5uX9eNUz7yRbqqczl2dZYz0FjmT7tbPpzNWzutn+iis0FQpss3o1W61dQ105/XvwmWbl51uUuH2zmM6U36Ioht3XCPsui3j1ioh5HWbsVuR1FzeBZrJmvMZxCI6yONuMQkupTCzl9VdEUJCIe2ZsyYNTN2f79lU0x0XaoxxLZ05jnWbIFjMUKZKRCKmO5ahCELKaRSX4fmPYrDSTTlXq4jpyWke2PddHoq5PZkofTAUiK0qkynYz17HDnDaa8yUyGbXCGBFkIg0hwL3VFQ7dAvbbXHhsndJejmnMrCRapzzy4nQ6sGS/yhh7br2CBVuuHlLMrkRAPkbyAGW0jBnKwWjuEwPjOJse14TX8zADquI1LmGV4K6pcdyoE/SCD8Nkt47FFBrerKq/D12OCXG7nwUeEpG/Y0bdtaFIRH/ciBncH5beXxIv0aOrC5h8G/BaEZkZkgMrbIUZyDcB31XVJwfxsT4bjnsMq2xXKVX9GHCmqg7GIP1v7AbhxSrJu/54JLxWpN4+jVUWfBLzFxSBi8J4N4rIDwcw9IeMqt4iIq/DQhN+ioV13AHsr6ovhT5tIVTl88AV2DV6CHibqt4ymvMZIm/FnhD8FvPGfwVTMbl+GHHbmwQyCT/zmCAiq1vqM61/+MzedOWLKEJD9yyaOufR1LEFdZ1b01KYMujx1mYzPNpSz8NThIdbCzzauo4MWQ5avhWve2keObJU6gO3Z1fz4pyv09b6p15j1HVPYY9nziJfeBXLGxtZ2dBEdzY9P0VU2WzdOrZZvZo5HemPygui/GlOzC+2KPNwa9+iJs1FeNXKDPssjzhgmTClZJrClX6qUIygnBFWNyT8umqfpCGjIErcFfOzHfI8MCvHzLY5iMSgEVG5xxLPRlahEKA5H9NRjCxBLIoplYU+k0tgpaHDa6RB6WLohqGgZMLnquQaChYH3JA3437/7Vaz87yVxMRVqgxDo7sU8cKKJrqKGepzZbaa0U4+O9TQw4HRspih7Aazs4Gx/YIFo/rLmFJJ77bx9hyLyIWYZu69mLH0gzSDMIQ4vAWTfGvE9IXLVX0UM8T+nmhrwAqE1GGhJWvHs4KciDQBncOIkx7OueqBmaq6qKo9j3nOV45B3LGzCeMG8ihhBnKu9YELz6Gpcx6NnfPIxn3VKNKIgeca6nl4SgOPTIGHpnbzQlMbGpm/cmZ3E/uu3Iqd2uYwtRAxsysKT8bLtDX+m2fnXUoxtww0R6a4M5nCApraD4DSLpQy/T8kqCuV2HrNarZZvZqGUvqN+ksNyq3zyvx6bpk1VR9py3bYd7mw74qIXVdnWFGXR0VoKpWZUihTiIQ4MkO5kMnw4HZ5dlvYRUEgDqEVAkzJw5SsEMcxy9vLXHZAhnIuItvRQr5jKipKptRj3KcVH6lo28bKeim6pDGs4XU4FmpGTBli/rQS+2xZoL1b+P2T9XSXhCjqPaSqbfU55dhXdLJgbpFSXKJbi3THBQpxkYIW2Rj+9CwUIxjMZTeYnYljtA3kDYEQ57ndID2zjuOMIx5iMYpEcY7Nlx84YL91mQyPtjTxaHMjT7REPDCtnXX5NSCrejkyt+yYyn6rtma79hnrDcLuHNAFMQVenP0DVjQ/Q6brrTSsfQWZ4i5IkHksAdTKE1Nlbtsatl+1iuld3am+0xjlHzNjfrFFzD0z4vV2USaGBauF/UI88dxO0Mg8vOuyGSKJUcnQns0Si/DQtCZW1ufpyEW8PK2Z1+1aoGHOGprvbqcbQbLQnLNkM2IlKsDSPepYI0XqVaHBHDr5zqmoxIhm+sxXE1sMxNHwDWENI8USMy0v5DNKLmNe4VhhbXfEgrlFuopw62MNqQU0JOjhdRWF+dMsqTIbZcmSpSnTEJZAexnM3XGB8tg7WYaMZBXJ2pVVBcoWu6wlseQ/N5gdZ9gEz6obx46zAeIG8jjwXEM9j7Q08XBLI49OKVLI5GjPr2Fl3cKeZ/MVFGZ1N3Lw0h2Y29VKAz1xsIpQiCKebV1HV107lM6kcfXAagmoMqW7m5ntbWyxbi2tXcWaC78qp/x6Xplb5pVZEgp0thRg3xUR+y0T9l4Z0VzqbRSpCl25Mh3ZfDAYBVFFIuGBrWdQzkU0ZCAqCo8vzXFncTa7bbaGPV9aDUXo6FDyOajLQ/zqZnbas4Gjl3bw6yXr6FIo5VeRya+hvthES9sclKjHG1xh2MYwKDHFhrWUc13UrZtOOYqZno+Ykut9bTMCxRI8scw82fU5pasktoTSa2BUoD6rPLcqx4KGvsojIkK95KmPelzypbhEV1ygsN5wHmzo3fggAmQVyYaIcWW9lJwZzEOXtHMcx3GcDRE3kEeZ9kzEo81NPNLSxKMtTTw8pZu1dUsQeZJtOmewoi5mTa6vIkQmFvZYO5d9Vm1FYzGHIuTJUpIsGmUpSwaVigHSgJRn1ZxDFMdM7epiRmcHMzo7mdHRTimKycdCtobH78GpFlt81+yYYgTz1wnHLTRP8a5rhYxWjHSlmO2mFBXIlvNky3kKuU4KOUFoRCRCVKmLYx7Ycip19WHOAt2x8PSqDLkI/jl3Ko/MaWHbtg7qCmXaslm2fFWG/Xc0RYZjWhp5xYxG/rpYWdaWpbsrT1t3ju60UskDkh7LIOHzdNSvYWXTS7R0TyOPMD0fMTWXfuNRjqGjaNcil1FyGWVdt7msK0UyAFrqTH250ncwZKMszVHPn2SssXmXE57mDcnLLALkFMkFgzkm4WGOzMPsOI7jOBshbiCPIh2ZDMfsux2l7EvEmceIo5dACmzWuQNt2Raeaa4uigN15SyvWrMFe6/akoZyA3GUoZyJiCVDQQZnDEZxiend3cxs72BGZwdTOzvJaMySesiokFchn+Lda88ot21uhvGiRmWPVcJpT2bYb3mGuf2kMpQyBWjMUZYM0bqYfKaeulyOtk4lljJEwv3zp/LwFq1UqlqUyrC2bBXxJK6Ui454ubGVptaYKFIeejbiibUllq3LsKzdyjIPnaEF9rbWKa+cFzFteivtaxt46oUMjbnaY2Qi1u/PRuYlbsqV6SoJsVooRn3WkvG6StLvWAMRSUR9po76RHXUYlyiOy7QrUUKG5iXWYJMiRnMZZeUcxzHcTZa3EAeRWIp0tX4w+CazNFc3IKiNLKsTqnWpJ9SbOC1K3Zg+/bNEczY7MoNzoCIoxWUcw8SaZG5q3ZhjyVdkBOkq8gjU2Ooh53XRsztSh/v6WYziu+ZHrNgTcSJCzPsvdzKSvcmxbgTJdOUI1/fQoR5YLOHNyM54fnnIx5YVcfimQ3E+R6DvFSGlR0RlUgEJSSyhZ/XFnq8tQ8uHlxi41AN4TRsLsIrp+dYMLeFrllw2YvmJc6k3JuUYzOAd5xlIROR1K/v21BlCFf3HS1yUZZclF1fhqriZU6GZsQbSPZfv5JyZXGD2XEcx9lgcQN5VFGgjlxpDkoznZlKG+TiLJt3TWf79s3YrmMzGspWkGMwlYjjzCLK+Qcp5f5FOf8gaDetK8+lpWtXJIr4/WZF1uaU3VcLr16ZHhpQkfVOZwoAACAASURBVGj7+zYwZV6OA5bnOfdPRTLrS6ilUdnRY3BFLVnqQ9U/LQdN313q0HzEtjvB4oU5nl6YodwNhTJWZS6UYQZ7P1TbtikfM7s5JlbluVWj9ytbMdQrRmx9Dg7atps/PFVHHdrLSC7H0F0WDt2+m/ogpjGUvmPFei9zpq+XuWI0FzcQL7NkQDIx1FmYiGswO47jOBsqbiCPKhGZeDtigYZynrldM5nbNYN5XTOYVWjtLU1WyxZQRVDKmZfobrqRcv3f0MyK9bvr2g+jo/107m3sYtnUteyzNOboFzPM7k63tBfXK/dPL1OcmWHHfVs5ozWP1gnsBJ2ZDhr/1gURaFaQMkQdMVRJp6+fd4NAc8a8v2XQAhRe3cTza3O83JZh6boMS9dFFMvCmq7hxQpPqVe2nFpiTnPM7OYym0+JmdYQk8sojy3J8YMHMhQGEdsaoWaMp1DxYgPMbS33MmL3mlfgxTUZHn7ZGjOiZIOKxaHbd3PA1j2lQio///mZOoqlHs9zWt/xpMfL3AhAWWMKccFCM4LE3IbgZe5jMJdcIcNxHMfZMHADeRSJNMPhy/ZkbvcMphVbBneQKkK8Xvkgli66p1xJqfHW9V2K5FnMniwpvoPnmlrYPl7BWxZlOHBZRFb7LmGM8nQLtGdhyw7hkOX1vHjgNKbOjns5bzv3bUCzQuM9XWYxRkqcF6JuRYNDUoC4DGQjuusilpTyLG6o4+X6el6a3sDSthyFvw4vVrhylAQJtcasctb+bTTXVRLgzNissPOcIvXZBgqDqH1Un4eOGvZpT3U+2G2OeY9V4S8L8/z5mTpiNcO4rFa5bueZRd6yWycNVd5gEThwmwJ7b1HgiWU5OooWc7zjrOKYe46HQkYiGjL1NGTq17dVpOW6w2tpdAtKDQupqZDhCX+O4zjO+OIG8iiS0wy7rdu6/06qRFpGVFERyhKhElkp5ey/6Jz2WeLsYtYxjUXRHiyS3XhZdqK+nOV1yyMueDFifnv6snVklDV1Ec3lLJuXIihCpDHPzJlGnK3DytBDHJtBWo4jOhc0smLHBhoWFsl3K9nGLDovR8cLZZa0Z1gieV7O5VnSnmFVV0Qv1/cgbCpBaa5Tukqh1mdZLG8vqR8c4pH3mFtksym1PZv1OTh0+y5++UjD+hjmNDIC9Rml067q+rZermNMpm1qgzX8ZWHewiUySj7D+r+Mcqw8sSzLfYvyHLhNusVdn4MFc0c31nisyUc58lGOym1cWeOglFGgKy5S0MKEFjLprZCRSPgrejiG4zgbPyJyBfBTVb1zoufipDOpDWQRmQJ8CqtBPhu4H/ioqv551E6iMRmNkSDPVZKIcmRxwlEcky+XibRA+5Treb71H7wQ7c2iaHdWyTwAdlgrnL8ow2EvRzTUSGpa3pSnXJenZV0XU0tmlJbjGJWIhfNm8Pz0qWzeCGuLSrnQ25DTGDoLWZ6f1sSydRYmseyfGbr6JOwNTH1Wmd1ctq3FQiRmNsXEMXzn3iYyonSXhfYQDlKRRVOgqU556+4DVwE9eLsCz63K8ODifI+pHrL/cpFSKAv1OV2vKBFXpNeCcVwxyhvzMfVZiz/uKlqYRF1G+yTnZSKoQ/nzM3XsvUVhg/IMjyYZiWjM1NMYvMyqSkGL6z3NXRNcyKQn4a8Svyxo0Sv8OZsGIlKHlUPuj05VXTFAn7SxdwVeA1ynE1Q6d6LmICLnAIeo6juGefyHgN+o6oOjOKdtgeOBm4GbReRIVb2vqs/mwDzgvolaM2cSG8ihRv0dQAtwDrAUOBe4XUQOVdW/DGtgLZPVmCi2cIZyFFGSDEQZUCWjSrZUIhvHFKTMky0LeXzqA7yQXUCXHABAvgxHLol486IMu65Nj+Ut56B7txbW7dbKow/mQ5nlmJaObjKxUsxmWD61kZJk0DLUzYa2uIWVHUVWriqxpj1iVUeWVR1RIthh0B+SaQ0xc4IRPLs5ZnZLmSl1ut4AFSAbWZhENlIO3q6bO5+uoymntOR7ZNEqHLZDd58QhjRE4KS9O/nj02XufLqOciwoSl3WZNf2m9/F9Ealsyg8tyrD40uz1GWUYtwjw5aLlEIsHLStJdE9+FKOWDHPcQqZqKdAyMbmKR4uIkKd5KmL8rTQBEBJy70q/01kuWzJKJJJVPjzcAxn42Z/4A8D9LkVOHoog4rInHDcYuB7QPcQjhXMRsiETVR13VDOP5Q5iMipwB2q+sxQz9EPWwC7j+D4T2C2wagZyMBK4BigCfgQcAhwX1WfDwPnAUtE5NfY9btVVQf2IjmjxqQ1kIGzgVcCO6vqkwAi8l5ga+CL2N3u0IhislEn5XI9xazJlYkquTgmE8dkVFmbLfBI8zqealrH8w3riCUCdgNgbge8eVGGNyzOMKVGgYmu6RGrd22ga9dZaJBSa95WWLowg9ZHrGuqJ1boANbFsK4MhSa4507oLgLkwjY48hntZQTPbo6Z1VzuY0wKPXHDuWAYJ4vbHbRNgUhCQlsI8agktB207dAS2kTg0O0L7D+//9jffbfqiSuWhAc5Rnol0XUUTWmjP5IFQiYrWcmQzTT0KZddSMQyT4SXuU84RkUdo+jeZWej4c/AQIkrQ5KjCU9If4k9YztGVWsZpkcBP6DHEF5vEFd1jUXkXar64zGYwwzsae5VInIJcEkow71RISI7sl79v19Oxq7Lvqq6pHqnqp4vIpcCR4Xt+0CHiPwIuH7YDjxnSExmA/l44PaKcQygqioiVwPfF5GdVfWxoQwoGYia64nXCHWlEpEqojEv1XfydKMZxcvzSUMwIoph/+XmLd5nZQ1vcQRrtsmyepc6ips3kq+z71HNRqzLZFgzT1hegGXLoT22SOP1NkFEJfR4QKbW9xjBFiZRZmq9klbFueKJzWXMMM5G/Vd7HouEtoFifwd7zsZc39CKapIFQhyjVrnsSuW/7rhAUUvj7mVOqmOoYoZySdBi5Mays572E9umAIcDM4AVwO1N32tZOxFzUdUyMGTvbC1EZC7wa8xLeaiqLu2n+9+AIzEDvBi26p/zwDPAlLGYg6quCGEYl2KG8sEi8nZVXZMy7heAzw8n3GSA+bYCDdXNwOYisnNV+3JVXZ4yzP0QHrn1z/8Ddqp1wwCgqs8BXwO+JiIzgROB9wOnicixQ7lRcYaHTMbwFhHJY2bjp1X14qp9WwPPAu9W1R8m2lcPMGwrQHNTC3FZiEWJgVg0NZlMgFwM2bj27aYKaCRoyI1TJCSnSU+hjWEsn2DGo4gZuhaeMYhAi/4kkzdyuktVGXx9EOqyk+9vZXRI/g2k/z2MG71Ovqn+Nm+atLW1Pa+q80c6TvuJbQKcCZyPff3mMUOwDFwOXNP0vZbxjJOdy+ANzyWqumqA8fYEfgFsCcxT1ZdGOEVE5DDgdmAPVX1oEP2HPQcROQPzmh5T7UVOzOMwVf1Dov2PwMGDPUfglar6QGKMGzDH2WC4WFU/OcTzVc6zELhKVb80QL8dkg68RPtewP0emzz2TFYP8nTsi/HllH2Lw+vc4Qy8rr1tTTaTz+eydfVZiSTNGlBUVZWyluOixmWNy6VyuTg5glvHh9bw2sf7UIsom89nsnV14Y4juWqCCOVSV3dXR2FihI03Xoa8Ds6Y4OvQmzOBC4A2eoctZEM7wNXjOJ8rgLcPsu8iEdkxLRZVRLLAR4CLCP/HRsM4DhwLPDOQcTwac1DVrwNfTxm7AVuX25LGceAkCMLvvfkwsC/wHyn7nq16fzqWj1RhK+BfwF6qen9iHg8zxHCXoSIiBwB3BWP6/4CbVPUfANUJfc7YMVkN5IoxmnYHlnpXpqpT+xuw4mEeqJ8z9vhabBj4OmwY+Dr0EMIqzqevcUx43wac135i2w1N32tpG485DVZhQUTuBFpqGMdvAD4DzMcexU9jlIz8EB/8buDLA/QbszkELseS7o6q3qGqz9eYE5jXfcBwSVXtwNJ3KsceAcTAU1Vd6xljA1lV/yIir8KS+d4O/KeI/Au7cbhBVcfld3OyM5xyZxs9IXapG9gsZXdFame07rwdx3GcDYPDsQS0WgZOCXMcHTFuMxoEIrIf8Frgmqr2nUTk78AtwL+B3VT1plE+/afC65U15jbmcxCRjwGnAWerarXB2h87YLHTw+Fg4AFVrY5LbyZhSI8VqvpPVf0fVd0dOAh4HPgKsOtYn9sxJqsHGezRyb4p7Qck9juO4zibDjMYWMYnG/ptEIhIBvgsZuh9u2r3s5gCxvtU9dExOPfbgA8AZ/QT+zxmcwghG18A/hP4H1X9zhCObQb2wqTlhnre2cApmMxbNa3AmCVzisg2wCpVXZ/3pKp3YSEXrWmJi87YMJkN5OuBK0Rka1VdmGg/Dbh7LL5sHMdxnAllBT0hdrUohX4bCldg3uNDVbXX3FW1gCkijDoicgwmL3ajql5bq99YzUFEXglcC+wJnKeqqR7sfvgA9pT8Z8M4/SWYl/gbVXOaBtQBfaTZRgMRqcx3FxG5Dfgx8LPKzYkbx+PLZDaQv40la/xKRC4AlmF/UIewgT1ecxzHcUaF2zG1iizpYRaV9tvGc1JphKS0z2L/l85W1T+N03lbgE8CHwRuwjR7x4XgMT4Sc1S9FXgUOEBV7x7iOPsBFwOXqWpaMn5/x34cOBU4NiW8YtvwujDluByw3SBOUfMJhqrGIvIa4I3AOzGZt6+LyK+Ay1OSE50xZNIayKraKSKHYEVBrscyYO8HjvDa6I7jOJseTd9rWdt+Ytvl1FaxaAG+NF4JemmEkIrXA5dhCW+nqGp1aMVYnHdrTA3iXEwP+L9U9Stjfd5w7hzmLT0Uk7x7GFOV+HbQiB7KWMdjsdr/ID1EotZxMzB74H3ARys6wyLyUUwB5u+Y4b4WeCJliHmYQT8iVLUd+Anwk6DNfBxwFnBHSNS7HPh+fxrKzugwaQ1kAFVdiQlvO47jOJODSqLbeVhRh4rXuAR8iapEuPFERC4E/htLFv8N8BZVfXycTn98OPf3gM+MokTcgKhqUUR+gZV0vmWoHuMKInI0cEPYTh+iEXk9lgx3gqremGhvw0IuKnKJn0qr8hdCNQcuJ2DSbYMihFRcC1wrIgcBFwLfwm6cLh7sOM7wmJSFQsYCl1LacPC12DDwddgw8HVIJ6WS3m0T6TmG9fq37wK+par/HME4BwHHq+qZQzyuKXgwR8xw5zAK591lODlElUp6aSEZwcO9LVAeoopG2nleCbysqosH7Fz7+EdVtWsk83AGxg1kx3Ecx3Ecx0kwKXWQHcdxHMdxHKcWbiA7juM4juM4TgI3kB3HcRzHcRwngRvIjuM4juM4jpPADWRng0NEdheRr4pIu4icMNHzcRzHcRxncuEG8iggIlNE5Csi8mww6v4cJG6cISAi24jI48C/gWOw4i21+h4nIveF6/2MiHwklOms7rediNwsIktFZJWI/FhEtkjplxeRT4jIEyLSEcY+ZlQ/4EaCiGwmIleLyEIR6RaRx0Xk3JR+vgZjjIgcLiJ3iMhqEVkZvluOrtHvLhFZKyIvisgXRaQ+pd8cEflO6NMmIr8Rkd1T+kUicraIPBTW4hEROW2sPqfjOM6GhhvIIySUA70DKw15Dlaq+lng9qBp6QyexcB1wG5AzWsnIh/CxOxvAg4EPgd8FLiqqt+OwL1AHjO43wFsBfw1VE2q9IuAm7FqRReFMe8AbhaR40bps20UBC3QO4D9sEIKBwA3ApeF617p52swxojI24HfYlXFXg+8CavU9UsReV+i37HA74G/AAdjxR5OwipxSaLfLKy62E7AicAbgBj4i4hsX3X6q7A1vRx4DfBd4GvJ3wHHcZxNGlX1bQQbVrK0DOyQaBPgT8BfJ3p+G+sGbA0oVtUo2T4X6MaqGSXb3x/675RouwV4Csgn2qYDq7FKUZW2d4RjD6sa83vAC0A00ddjHK/7R4BlwMyq9q8Cq30NxnUtzgQ+nNL+Z+Du8HMDsBT4blWfw8P1PDLRdlW47tMSbXVhfb6faNsrHHtK1ZifBjqA1om+Nr755ptvY725B3nkHA/crqpPVhpUVYGrgf1FZOcJm9mmyTux0rDXVrXfCKwB3gcgItMwj9u3VLVQ6aRWXvwm4L0J79rxwJOqekfVmF8DtgCOHO0PsQHzO+BMVV1e1f4Y0CoiU/E1GBdU9RpV/Vyt3eH1SKwsca/yyKp6O/A4cApAuM7vBn6kqqsS/bqxpzZvC2sLcAKwFvhB1TmvwQzqdw/3MzmOM/6ISGt4OugMATeQR4CI5IEFwF9Tdv8tvO45fjOaFOwNvKCqi5KNamU3H6Dner8K8+TXWpu5wJzEmGn9/oE9HZg0a6iq96nqT5NtIpIBjgOeVtXV+BqMOyKSDbHcl2PhJ1eGXXtjYRL/SDns7/Rct20xz32ttagDKjfzewP/VNXOZCdVfRHz5k/qtXDGBxF5tYh8YIjHXCQi26S0by4iN4hI3ejNsOYcporILWn5GBPI5WFzhsCGtIAbI9Oxa9indjsWTwtmBDijxyzSrzfYNZ+b6EeNvtVrkzqmqsZYuMGkXcPgdbgZ2Ac4OzT7GowjIvIJoICFQuwDvFFVbwi7ZwHLVLWccuiorkXKmM4YExI0PzEB5/2QiCwY7/NW8WpgSAYycCEwP6W9FXtKlRvppAZBPXAUVfaViCwPic9PhW2tiJxUfbCIbDHIbco4fJZJTXaiJ7CRUwyvmrIvrc0ZOUVqX1ut6lfdltZvKGNOKkRkHywUIgccoap/Drt8DcaXa4BfAdsDZwD/LSJPqOoz+FpMBpr62ykijdiTmKjGVlDVx4d4zk9gse0PDnm2k5CgLPPLquZiIkf2jZi9dYiqLgzH3EK6k/KFQZ72k8DFVfPYG7inn3m+N6X5xMQNt5PADeQRoKorRKQb2Cxld8Vj89I4Tmky8BLQR5YqMIue61153QyLxazuR1XfPmsYHpHNYBKuYfgi/ToWh/pBVV2T2O1rMI6o6lLMWLlXRH6CKVb8GEumewmYJSJR8LYnqbUW1QxqLRJ93WgaP7qx8Jf+OBL4v6q2cmJrEJGzVPWaPkduAIhIM+m2SAMQJWLjq1mnqiURORj4cuKYr4vIWuD/qeofR33CKajqLVg4GSKyGfakJaeqpUqfhLE8GA7tb+4iUnNfYFbV+y3DlhZi1TaUiU0m3EAeOf8C9k1pPyCx3xk9HgBOFZHNVbXyaBgRyWKP5Cr/BB7FHkvvC9xZNcYB2CPkpYkx09Zwb0yebFKtoYicjCWZnqKq30/p4mswQQSD4GfAV8Ij1geADHad7q7qfgA9120Jdr33Ba5P6deNJWISxjxdROpCEh8AIjIb2A64dPQ+0cTRcfp9UzC1jxnACuD2xmv3Wjve8wjGzsH9dHmDiJyfeH+9qp6ceP9LzMtcAsrJcJvwFOhu+t6gJs/fihmWvZqBzVOSzJenJPCOlN/Qj6wnsKpG++uA24Cnga8k2nfA1HgWpR00VojIGzEJxZbQdJ6IxMBDqnrbeM6leo3E9ORPVtUDx3MeGzsegzxyrgeOFJGtq9pPw6SYHh33GW3a/BB7BPz+qvZ3AVOA7wCEZLKfA+8TkfVxZ8EbcSwmi1XxuF0P7CIi1V8ep2PetN+N8mfYYAlxh1djj93SjGPwNRhzQqLP70UkTb1jD2Ad5vn5HeatOr3q+AOBXehZixiTzDsumc0e1uV9wM/DeoGtRUWtJMnp2A3PD0f04SaYjtPvk47T7zsLMxw/D3wc+AJwd8fp953Vcfp9Q3L1jQInYWtVvT0AtGM5AMn2jyQPVtWyqnaoaiElFv0iLOHyD/2c/6vY71ByawQ+g93kJreza4wxEo7CPJ7JbU/sdw3M+K3eP4tw062qi1T1hsqG6XZ/BdhdRFRENMwdoK3SJiL/O8qf473A24F52NO3HYH3YN+LFZ4SkZKIlDCFn/FERKS+ehvnOWxUuAd55Hwb0yv9lYhcgCUUfQArGHLEBM5rk0RVV4nIp4FPiEgncDvmPbsM+GbVDcknsHisn4jI5zAvySWYt+zLiX6/wQyNm0Tkg5hH4ljMADyhRgLUpsrnMEWEh2pIFC72NRh7VHW1iCwC/k9EPoOFVWSxYiunYBrUCpTFind8V0SWYqEXO2AZ67/DCo1U+BKWqHSriFyErcFHMRm9/0ic+xER+Sbw1ZD1fx/2XfY/wMVJmbiNlDMx/fo2zOtaIRvawW4SxwVVfb66Taxq4WysQEuLqj7W58ABEJE9gTdjvzP9cTpW5KrCVtiTh71U9f7EeA/T+3qNClXhW5VzXYolpWaBtwHfUdUBnyKFv4XZ2I0BwObhdXtMP3w7TMsb7CZzoPG2w3IwXlTVwYQi3KSq64slicjHMU3/CttXxSDXoiGEntQiU2vK1M4TeA3QmdI+3jeEGw8TLcS8KWyYmsV1mHHcjv0hHjzR89qYN2oUCknsPwPzCnRhlQs/BmRS+i3AjK827FHdT4D5Kf0aMIPtRexL5H7g7RN9HSbgui8M173WdrKvwbiux/sxuba1WJGPe4CTqSqcgnmu7g/X7UXMGG5IGW9+uP6rwnr8BliQ0i8T1vPZsL6PAmdM9PUY6dZ+2r1T2k+797H20+59oP20e+9N2R5oP+3eR9tPu7dlAtd8j7De78bCWW4axhh1mIf85mEc+w4sdnlKVfvTwIUp/fv7vqi19SmAkxjvMCw84lysCudJwJNUFS9KOe6dmAH/N2Dbqn07h/M2D/FaVL4P3zGIvj8M6/ZyYmvDnAaEv9+tE/1vSX6fDuN6Xpxy7H5AMaX9VOCuifqd3lg39yCPAmqFD6ofNzsjQO0uu+adrap+HXuMNdA4D2IldQfq14mV6P3vwc9y00NVtx5CX1+DMUZVr8Nuvgfq91Pgp4Po9xxmAA3Ur4x5+i8ZxDQ3Jg7HjP9antASFs97BH0T38YcEdkK+DVW0OUHIYY4P4yhLseSOIdTpv1g4AFVrY7HbqbH+5pkl2GcY2lao4hsDnwfK3M/BUBVvysiR2El1l+nqn08v8HjfikW+tUNPCgi56jqd4Yxt5HwUe3fg3xkeNIDPRrwaRyDlY6vxc9rtNeTvkbOMHAD2XEcx5kszGBgLdxs6DeuhPj/n2MJdWeF5hJDNJBF5EzMY7gMC1l6Z7gxGsyxs7EQnjTt5VbMQ9oLHUb4R41zT8MSDn+lqj8SkVMTu08B/gT8SUSOVtWXEsd9CgtrfD3wIyz+uBG4VkT+qqpPDHdOQ3EYYDHTnw+hZPXYkxfBwmQIc3ptaIf+DeQ12k8ypIgUa+yahlUzRUQWYuFThHlEIfY5yZtUdVLldwwFT9JzHMdxJgsr6NGErkUp9BsXxHgvJsH1OHCMqlbmWGaQxS3COJ/ByrOfiVWyzAD3icjrBjmdSzAP5Deqxp6GhW0sGeQ4QyJIo/0BM+4uEpGZmMc6G35uAN6Crc09QXe4ws+B16jqegkztQTjbUZiHA8VVT1JVZuweOcMMFVVm1T1rKA4k8FCKk5V1VMZG7nEXekp8pMF3qCqWVXNqKqEn7Oqmg393AbsB784juM4zmThdszorPX0NIsZYeMiyyUiFW3ab2OhNEdr72SwQXmQRWQWFlv+IeBMVf1m8LIehD2q/5WInDjAGB/HPM8fSAmv2Da8LhzwQw2RYOw+iN2UnI7FHy/Dkn5fEX5ehnnVDwfuwsIt3gmgqvelGcKqumy051oLEbkuoU5RkZfrSrRdDjypCV3kMWJf+pH0c4aGG8iO4zjOpCDoHF+OadVWG8nZ0H5F47V7jVfxhJew5MqDVPV8NZ3rzURkflAQmZsyz/WISFNQJHka0xJ+k6peW9mvqh1YAucvgetF5L9SxpghIt8CPo3F0P44tH9URM4Wkb0w2dK1wFh4ZN+EGfevV9Wng6dTsCS9hyvvVfXjqtqmqsdhMboDxtyPF6r6/oRnthLWUJ9oi+itKDMQs6SfMtOkFI8JnvYjsJtAZxTwGGTHcRxnMlEpZHMelpBX8RqXMPWPcas4F5Ihq7WFdwL+mHj/+X6GuACLF74BuCDNaxqM7uMwI/RAEfmK9q66eD3maT5BVW9MtLdhIRcV3exPad9qjSNGVT8wjGNqJamtJ+gfV9MmvSvabRMSwseMcINxHLBARKZjxZSWYBJ0teQrfzSIoasN7soTgqR83G9rXAeoLRXnBNxAdhzHcSYNjdfupcDVHaffdyO9K+ndNo6e45qo6p3BezwrvH+xn+6fBn6oqv0+VlfVYghJ0BQj93hMEvDlqmOuFJFrsPCKsqo+NdTPMsFsPnAXxiMM43jgClV9IiRBXow9qViGxV2nMZxS098FSlXJfa/XGlX8gs660w+iWuvmwnGcNMRKMX+bAb7ExmkuSt/SsyMZ748AqnrIaIyXMr4Cd47V+I7jOBsSIhJhuuVjHX/sjDLuQXYcZzxZAqyc6Ek4juOMB8FjP+qhKc7Y4way4zjjhqpuNtFzcBzHcZyBcBULx3Ecx3Ecx0ngBrLjjAIisqWIfFdElopIp4jcLyIn1ei7p4jcKiJrRWSNiNwuIgdU9RER+U8ReUxEukTkGRE5bxTn2yoi14jIMhFpF5HfhkpetfofKyL3hbksEZGvBvF7RKQxfI6fpRz3LhFREXlTeL+wOsFERLIi8jEReVJEukXkWRH5TEhUSvabLSLfDOfvEpF/iMgbR+WCOI7jOE4CN5AdZ4SIyHzgHuANwOeA9wHPYLqjn6nqux9WGGAX4ELgDKwM6B0icmCi61WY5NStwHswSZ/LK+L4I5xvLoz3fizZ8L3Av7DiCNun9D8fuAl4IXy2y4ATgNtEJB+0Vm8C3igiU6sOPxbTek3VABXTXPoR8L+YtNXxwDcxCa6bE/2mY9ftP7Dr8j5gFXCriLx9qNfAcRzHcfpFVX3zzbchbMDJgAKHhPe/AArArlX9rg/9XhXeC/AQlqQ2O9EvixmHWJt3tgAAC5dJREFUZyX6nQucXTXeHcBvq9oU+M4Q539aOO6DVe2HYckkf0y0zQO6gRuq+h4cxqjMef/w/pREnxagE/hsom1h1fjHhuP+t2r8t2I3HbPC+6vCPHZL9BFMFH8RkJvo3wvffPPNN982nc09yI4zAkRkGnAUpkX6SNXui8Lre8LrK4DdgKtUdWmlk5r8z6GqenV4r6p6pap+NZwjIyJNwL+BbUZh2scA7ZjRuR5VvQO4r6rv27FSt1eJSHNlC/0eD2Ohqn8DHgPenTj2rUA95qWuxXsww7eXp12tEMCrVXVZ8DK/C/NCP5eYQxN2EzIP2HuQn91xHMdxBsRVLBxnZOyAhSo9WL1DVZ8XkVXAzqFpx/Ca1reXILmI7AJ8DPPqJgXvnxuFOW8LPKXpupztVe8rc//bIMb9DnCJiMxR1SVY9ai/qGp/5Wl3DHPpqN6RuCazsGIOb8aqe6Uxf5BzdBxnDAg5A4Xq77KwrwErvbxq/GfmOMPDDWTHGRmVuqW1SoZG9I31r9XXBhTZCvh7eHt1+HklFtpx2LBmmT6vofR7A32NZ4CuxM/fxUrTHisi3wOOBM4axDn6vR6JOfwIuLJGn/6McMfZKBGRWVi1vA9oP2WeRWR7YKmqrg3vZ2DV8RYl+uya8pQrOcYuwMsjMGIvw2yK01P2HYflLRwxzLEdZ9zxEAvHGRlPYjG0u1fvEJEtgFZ6jLdKOdg9BxjzbcAU4L2q+mFV/Zmq/gmL5x0NngK2FZHGqvlGwFZVfZ8Mr6tV9a6U7d5KR1VdDPwGS6R7C1DEjNr+eBzYoXouVSwF1gBTaszhrmTIiuNsLIjIiUGRJbm9N9GlFUvkrfm/WkTqgV8Dn0o0fwH4bfibRkQOBh4Skb36mc73gNf3c575InKGiLwyZd9cLNn3zVXJxoNGRHYP6jjtInLCcMZwnNHEDWTHGQGquhIzCt8jIttW7f5keP1BeH0QS9I7V0TmJDuKyFUicnl4WwivLyb2z6AnHnik/ASL3z27qv1c+sY4/xgzdD8lIpmqOV8oIhdU9f82cBCmMvFjVV03wFxuBBqwcJLk2NuIyMMisiB4zm4CXi8ir63qN0dEfhW87o6zsZEB/glsFrY1wOIhjlGJ3/84gIgchqnBnKqqcVCtuQy4VlWrcwxqIiJTReRKEfmdiDyP3Vi/H3hTSvcvYDkCp2DKMoeJyDcqRj/wDeDQqhuBXcN5thGRx7Eci2OAmjfLQTKy1nbmYD+b4wwGD7FwnJFzDhYG8RcR+Tz2D+5tmELDl1X1H2AxtSLyfuAPwL0i8iVMgeGt2D+048N4v8D+4VwbxpsBXICpOhwpIpIW5zcEbsQM2M8EWba7sdCNd2FqGpWwkUoc9QXA5cBfReQ6LNzjrVhC3juqxv4l9k/+EEzpol9U9Sci8hPgoyKyJSZrNxP4MLCMHq/7R4FDgd+FG4m7gS2A/8Jk5F4e0hVwnA2HsqquFpE9gBxwgIhUyyIWLVd1PRep6v+KyFHY98+eqrpOTJv8B5gqTCUm/0IskfU/q08sIg9hicMVfiAilRv6N4axjwceBh5X1a6qIRCRY4F3YmFYWeCDwM8wg/fjqvqllGNepsdBtxi4DrgF6ACere5fxeXANSnt/h3gjCpuIDvOCFHVZ0Tk1ZiW78cxebNHMQ/OdVV97xaR12BxhZ/C/kk8ABylqr8JfRaJyJGY1+dbmBF9CeaheR7YBzMQhzvfkogcjWk2nw6cD9wJHIh5creu6n+FiCzE/tF+BfNw3wMcFkI/kn0LInIj8Kbqff3wbkwV4xQsVnEp8FPgE6raHcZdISL7Axdj/7A/iHnYbwQ+raqFlHEdpyad59w8BTgcuwFdAdzecNXb1k7glN4C3IB5hC/Dwp3+BUxL6VsJt7oX+zs4AzhfVdeKyFeBs0XkRyFB9vtYLsAngQ8lB1HV3UXkUiBW1QuCOsxLWHJu5WnVj2ok9BK+967DvvvqgA+r6iFBdWd/oEVE0srLr396HYzuL4Txtq5xbZIsV9XHBtHPcUaEjMwR5TjOhkLIFM8M0K1TVQdKinOcTZbOc24W4EzsxjDCDMEilix6OXBNw1VvG5d/jCJyMnAqFpb0BPAWVX007NseeExV+3VkhVCFu7Ebxc+HtkuxJ1gHqupCEdkde8p1qap+our41wKXq+orQ/zzO1X16GCsPos90an+zigFj/XvMGM6h3l/G7HE3d9gIVzfwJ6mrUkcuxVWKOmJFPWeyjlPVNUbUj6rErzn/V0TxxkN3IPsOJsOv2bgsIZDsTAKx5msnImFLLUBSc9oNrSDqceMJ1MxT/aR2NMnMI9sOXh1k3SrarHyRlUfEZGzMPnGCpcCa4Eloc9DInIq9nQLWG9Y3185V4gVzoZ9XdhTK4DlKfO9D9Me/3/Aa4G9VPXkcOzJwBEh/lmBz6vq5xLnXRc+g3vnnA0aT9JznE2HczFPVH/bPydsdo4zwYSwivPpaxwT3rcB53Wec3NL9bFjSZBWOxn4XFC/AVOyyYc5JbfzUoa4FYvhrfB3YKGqdsL6Uu2vwW6iKzxGT3LgNOy74b2Yx3gzLEEXIFJVwQzm61VVVHXvMO9/Yd73I0XkNhG5DTOax5JPikipakstZe84I8E9yI6ziaCq/57oOTjOBs7hWBhSakxtaG/C9Hr/b7wmBaCqvxCRipF6CWakPq2q21f6BEOwO+XwC4B3i8iOwbvcQu/Y5Y9gCbXr1WKCh/cueifp7Zf4+f1AcZCe3rsJKhpYAu8uiX2fFJGPV/Wvqek8CL4KXFvVNpBajuMMGfcgO47jOJOFGVi8bH9kQ7+J4Pf0lE3fHXi6an8DVXroIW73HOCzqloUkWmY9/ngsP8VmNf5fFXtVYlSVXcP3uEzQtMJwUMsmAZ6rcqV1eyBKc98GFOzSCbN/o+qNldtzw9y3DSWqupDVdvCEYznOKm4gew4juNMFlZgIQH9UQr9xo2gBbwL5jWuPNk9CrirqutU+hqt38A01iuKOUdiJekPEpH9gJ2wJLwfk0LQEP8sJpN2jYh8IOzaicFLp/1ZVU/APNU/U9VTEvs+LX2LoXxxkOM6zoThIRaO4zjOZOF2TJEhS3qYRaX9tvGcFKZDfiXmHT5JRPbBPMnvquo3G1hd1fY+AFUti0gdphl+FVYa/ufA0aqaWtEyeJt/CnwNS+D9CXC+iMwHmoGapalrsAq4UETuVdU7Q9tFVUl6F2OGvuNs0LgH2XEcx5kUBJ3jy7EY3WoHUTa0X9Fw1dsGG1owKqjqdaraqKozMOP8SuDKZOhA0BaeTVWlPVVdFLTTW7HEuk7gClW9GrgCuEtEvlytRxyM49sxtYtPh+aFWJGfn2El4/8wyI/QICJHYCEWBXqq+znORosbyI7jOM5k4hrgS5iMWisWb9wa3n+J9Cpt40LwAH8X0xL+SGg7WkT2xFRqYhJxySLSIiIHh5CFZ0LzGyqFc1T1Eqwi3uuAF0TkFhGphD90YcoVxyQL7ajqYqxYUCuQ6nlOnP/tWILgsWHedcAJwL4isiB0uySpOAF8In00x9mw8BALx3EcZ9IQioBc3XnOzTfSu5LebePtOU7hA1ip96MSZZ2/iBmsZeBzqtoBICLbYSWgu7Eqm8epap/QEFW9IxjYr8cUMppDeyemVJHGScCXVDVNAznJo1ilvluBuyuKFyKyr6o+GMpjf2ywIRbBYy5p+8L+mvscZ7TxSnqO4ziOsxESwiaWqupIZNPSxp0CdHkJd2cy4way4ziO4ziO4yTwGGTHcRzHcRzHSeAGsuM4juM4juMkcAPZcRzHcRzHcRK4gew4juM4juM4CdxAdhzHcRzHcZwEbiA7juM4juM4TgI3kB3HcRzHcRwngRvIjuM4juM4jpPADWTHcRzHcRzHSeAGsuM4juM4juMkcAPZcRzHcRzHcRK4gew4juM4juM4CdxAdhzHcRzHcZwE/x+LcpIHaNKqAQAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# group毎に回帰線を引く (hueでグループのフィールド名を指定, 信頼区間を色付けしてくれるが、それがかえって見にくい)\n",
"# 階層線形モデルではなく、それぞれの地点データについて個別に回帰線を引いていることに注意 (⇒ あまり意味がない)\n",
"g = sns.lmplot(x='local_device',y='pedestrian', data=df4plot, hue='name', fit_reg=True, height=7)\n",
"g.set(xlim=(0,3500), ylim=(0,2000))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 一般線形混合モデル(階層線形モデル)\n",
"\n",
"\n",
"**parameters**\n",
"\n",
" - 目的変数: response_var\n",
" - 説明変数: explanatory_var\n",
" \n",
"この2つは下の方まで一貫して使う。\n"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"\n",
"# 説明変数と目的変数選定 (重要)\n",
"response_var = 'pedestrian'\n",
"explanatory_var = 'local_device'\n"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# OLMで求めた回帰係数の線を追加する\n",
"# seabornは使わない\n",
"# 色はDataFrameのフィールドとして用意する。各データ点(各行)ごとに色を指定するため、凡例は書けない\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib\n",
"import numpy as np\n",
"\n",
"# テストデータ日を除いた日を訓練データ(train_df)として係数算出 (OLS)\n",
"train_df = {}\n",
"# 甲府データの利用 (上記で読み込んだものを使う)\n",
"x_train = df[explanatory_var].values\n",
"y_train = df[response_var].values\n",
"\n",
"import statsmodels.api as sm\n",
"\n",
"model = sm.OLS(y_train, sm.add_constant(x_train))\n",
"result = model.fit()\n",
"#print(result.summary())\n",
"\n",
"# パラメータの推定値を取得\n",
"a, b = result.params\n",
"\n",
"line_x = [0, max(x_train)]\n",
"#print(line_x)\n",
"line_y = [a, a + b*line_x[1]]\n",
"\n",
"# 描画\n",
"fig = plt.figure(figsize=(12, 8))\n",
"# Figure内にAxesを追加()\n",
"ax = fig.add_subplot(111) #...2\n",
"# nameでグループ分けして色をつける\n",
"df4plot['color'] = df4plot['point'].str.replace('kofu','').astype(int)\n",
"df4plot.plot(kind='scatter',x=explanatory_var, y=response_var, c='color', colormap='Accent', colorbar=False, ax=ax)\n",
"ax.plot(line_x,line_y)\n",
"# ax.legend(ax.collections, list(grouped_df.groups.keys()), loc='upper')"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/base/model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/base/model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/base/model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/base/model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/base/model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/regression/mixed_linear_model.py:2026: ConvergenceWarning: Gradient optimization failed.\n",
" warnings.warn(msg, ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/regression/mixed_linear_model.py:2066: ConvergenceWarning: The Hessian matrix at the estimated parameter values is not positive definite.\n",
" warnings.warn(msg, ConvergenceWarning)\n"
]
}
],
"source": [
"# 混合線形モデル(mixedlm)での係数算出\n",
"import statsmodels.formula.api as smf\n",
"\n",
"# 説明変数と目的変数選定\n",
"response_var = 'pedestrian'\n",
"explanatory_var = 'local_device'\n",
"formula4mixedlm = response_var + \" ~ \" + explanatory_var\n",
"re_formula4mixedlm = \"~\" + explanatory_var\n",
"\n",
"md = smf.mixedlm(formula4mixedlm, df4plot, groups=\"point\", re_formula= re_formula4mixedlm)\n",
"mdf = md.fit()\n",
"\n",
"Intercept_common = mdf.fe_params.Intercept # 共通切片\n",
"coef_common = mdf.fe_params.local_device # 共通傾き\n",
"random_coef = mdf.random_effects # ランダム項\n",
"#print(random_coef)\n",
"coef = {}\n",
"for j in random_coef.keys(): # 共通とランダムの和を計算\n",
" coef[j] = [random_coef[j]['point']+ Intercept_common, random_coef[j].local_device+ coef_common]\n",
"# print(coef)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"図を描くだけなら、結果のオブジェクトに含まれるfittedvalueというプロパティにデータがあるのでそれを用いればよい。(上のように求めた、回帰係数から推定値を計算しなくてもよい)\n",
"\n",
"下のようにmdf.fittedvaluesをデータフレームの新たな列に加えて描画する。"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ObW0t69atCzAq6SpKAERERETSTF5eXrvKpXdRAiAiIiKSZo444ghycnKa9AJMmDCBcePGBRiVdBVz96Bj6BXMrCwcDofLysqCDkVERERkr0pKSnj66afZsWMHo0eP5oQTTiA7OzvosKQNioqKKC8vL3f3omSuVwKQIkoARERERKQrdDQB0BAgEREREZE0ogRARERERCSNKAEQEREREUkjSgBERERERNKIEgARERERkTSiBEBEREREJI0oARARERERSSNKAERERERE0ogSABERERGRNKIEQEREREQkjSgBEBERERFJI0oARERERETSSI9JAMxsfzNbYGYlZrbTzN42s6+bWUazel82s7fMrMLMVpnZd82sxXOa2fj4/Tab2XYze8zMRnTdE4mIiIiIdL0ekQCY2WzgNaAvcBZwFPA08Gvgjkb1vg3cDzwKHApcD1wN3NrsfhOAN4Fs4GTgNGAU8KqZDejkxxERERERCYy5e9Ax7JWZPQzMBca4e2Wj8juArwP9gQJgNfBTd5/XqM55wHxgkrsvj5f9CZgETHH32nhZf2AVcJu7X51EjGXhcDhcVlaW5FOKiIiIiOxdUVER5eXl5e5elMz1PaIHAMgDVjdu/MctAQyoA04HMoHfNKvzIFAOnAtgZv2A44G7djf+Adx9G7Geg3PMzJoHYGZle/oBwil5UhERERGRTtRTEoD7gGlmNnl3QXxc/ynAb+KJwQHAenf/qPGF7l4NLAamx4tmEEsaXk3wPa8Bw4DBKX8CEREREZFuIDPoANrC3ReY2dnAvWb2e2AlsTf+DwN3x6sVAyWt3GITMLVRPVqpuyn+Oaz5+b11sagXQEREpHtYvXo1L7/8MvX19UyfPp39998/6JBEupUekQDEV/qZBCwiNvl3PTAFOBN4A/g3sWFArU1oaFxel6AsUT0RERHpYZYuXcovf/lLds9xfP311zn99NM5+uijA45MpPvoKUOAfgsc7O4Xuvt77l7u7j8G7gJeMbPhwEZgSCvXF8fP0+gzUd3iZnVERESkB3nyySdx94af3WXRaDTgyES6j26fAJhZIfBV4I8JTj9BbNjNF4mN8x9lZkObXZ8JHEhswjDAUqAWOCjB/eYQG/qzORWxi4iISNfasWMHzVc4rKuro7a2tpUrRNJPt08AiE3YdWC/BOcOjn/WAo8QG95zXrM6ZxDbP+AeAHcvA/4AnGtmWQ1fYlYEfAm4z931mkBERKQHGj9+PI0X8zMzBg8eTG5uboBRiXQv3X4OgLvvNLP5wMXx5TkfBWqA2cA1xNb+/527l5nZtcA8M6sC/kZsZaAbgfnuvrTRbecBC4HHzex6YsuMXhe/7y+65slEREQk1b785S9TUlLC+vXrAejbty8XXnhhwFGJdC89ZSOwEHA+saFAk4EcYhOBnwBucPfSRnUvBC4HxhJb1Wc+cL27R5rd81PAz4gN+6knljBc6e5rk4xRG4GJiIh0A5FIhDVr1hCJRBg1apTe/kuv09GNwHpEAtATKAEQEZHerrKykjVr1pCZmcm4cePIzOz2AwlEeqWOJgD6mysiIiJ7tXbtWm6++WYqKioAGDFiBFdccQWFhYUBRyYi7dUTJgGLiIhIgNydX//611RWVjaUbdiwgd/97ncBRiUiyVIPgIiIiOxRZWUlpaWlTcrcnVWrVgUUkYh0hHoAREREZI9yc3NbjPc3M8LhcEARiUhHKAEQERGRPcrIyOCLX/wiEGv4mxmhUIgvfOELAUcmIsnQECARERHZq6OPPpqBAwfyzjvvkJWVxZw5cxg1alTQYYlIErQMaIpoGVARERER6QodXQZUQ4BERERERNKIhgCJiIiIBGjDhg28/fbbmBkzZsxg2LBhQYckvZwSABEREZGAvP/++9x6661EIhEA/vznP/ONb3yDyZMnBxyZ9GYaAiQiIiISkIceeohoNNpwHI1GefjhhwOMSNKBEgARERGRgGzfvp3GC7K4O9u2bQswIkkHSgBEREREAjJ06FDMrOHYzBg6dGiAEUk6UAIgIiIiEpBzzjmHvLy8huP8/HzOOeecACOSdKB9AFJE+wCIiIhIMnbs2MH777+PmTF58mT69u0bdEjSzXV0HwCtAiQiIhKwjRs3smjRIgBmzJihISBppm/fvsyePTvoMCSNKAEQEREJ0NKlS7nllluaLAN52WWXMXHixIAjE5HeSnMAREREAvTggw82WQYyEonw0EMPBRiRiPR2SgBEREQCtG3bNi0DKSJdSgmAiIhIgLQMpIh0NSUAIiIiATrnnHPIzc1tOM7Ly+Pss88OMCIR6e20DGiKaBlQERFJVnl5Oe+//z4AU6dO1TKQIrJHWgZURESkhwuHwxx88MFBhyEiaUJDgERERERE0ogSABERERGRNKIEQEREREQkjSgBEBERERFJI0oARERERETSSNKrAJnZAcBooCDReXe/L9l7i4iIiIhI52h3AmBmE4AngYmAtVLNASUAIiIiIiLdTDI9AL8ChgHfAxYDVSmNSEREREREOk0yCcAs4PvufmuqgxERERERkc6VzCTgncDWVAciIiIiIiKdL5kE4F7gQjPLSHUwIiIiIiLSuZJJAK4j1gvwopnNNbNRiX5SHKeIiIiIiKRAMnMAKoit8mPAc3uopx4CEREREZFuJpkE4MfEEgARERGRdqupqWHHjh0UFRWRlZUVdDgiaafdCYC7X9MJcYiIiEgaePHFF3nkkUeIRCJkZ2dz7rnnMmPGjKDDEkkrycwBEBEREWm3FStW8OCDDxKJRACora1l/vz5lJSUBByZSHpJZggQZmbAgcBYILvRqWygGJjj7id0PDwRERHpLZYuXdqiLBKJsGLFCoYMGRJARCLpqd0JgJmNAZ4EphGbCLx7QjDxP68CXkhNeCIiItJb5OTktKtcRDpHMkOAbgH6AkcAQ4k1/g8FBgHzgGrgBymKT0RERHqJgw46iMLCQmIDCcDMKC4uZtq0aQFHJpJezL19C/qY2U7gUne/18xygCrgs+7+fPz8b4Gwu38p5dF2Y2ZWFg6Hw2VlZUGHIiIi0m1t2bKFJ598kq1btzJ06FBOOeUU+vbtG3RYIj1KUVER5eXl5e5elMz1ycwBqAMiAO5eY2bVwMhG558F5icTjIiIiPRuxcXFfP3rXw86DJG0lswQoBeBb5vZ7ozjPeCsRuc/RWyzMBERERER6WaSSQC+Q+yN/w3x4weAI8xsoZn9Efgu8HCK4hMRERERkRRKZiOw5WY2C8iIF90CjAPOAUYBtwJXpyxCERERkV6gtraWZ599lg0bNtCvXz+OO+44wuFw0GFJGmr3JGBJTJOARUR6lx07drBhwwYKCgoYOXJkw8o1IsmIRCLceOONfPjhhw3/LYXDYb7//e/Tp0+fgKOTniaIScAiIiK92pIlS/jtb39LXV0dANOnT+eCCy4gIyNjL1eKJLZ8+XI+/PBDAHa/fC0rK+Oll17i+OOPDzI0SUN7TQDMbB6w091vbHS8N+7u13Y0OBERka5WUVHB/Pnzqa+vbyhbvHgxzz//PMcdd1yAkUlPtmvXrhZlZpawXKSztaUH4BqgBLix0fHeOKAEQEREepxNmzZRW1vbpMzMWLNmTTABSa8wevRoQqEQ0Wi0oczdGT9+fIBRSbpqSwJwJND4N+HYTopFREQkcK2Nx9Y4bemIwYMH85//+Z/cf//9RCIRAI455hhmzJgRcGSSjvaaALj7C82KNrp7XSfFIyIiEqjBgwczZ84cXnnlFUKhEO5Obm4uxx57bNChSQ938MEHM3XqVEpKSujXrx/FxcVBhyRpqt2rAJnZduA0d/9b54TUM2kVIBHp7SLvfkztr/6F76gh84gxZH19Zq9dGScajfLSSy+xcuVKCgoKOOqoo5o01ry2nsjL6/CKOjIOGk5oUGGA0YpIuunoKkDJJABPAUvc/QfJfGFvpQRARHqzyKJN7JpzJ9RFwICIk/3fs8n7v/SbFOvbq9h1zH1EF22KFfTJpuAPZ5J5+JhA4xKR9NHRBCCZnYC/CuxnZj83M/VdiYikger/fSnW+I86RGIvjmpvfp3oloqAI+t6Vf/veaKLN31SUFFH5Zd+h9dHggtKRKQdktkH4OfAduBo4FIzex9o/trb3X1uR4MTEZHuwbdUxBr/zctLK6G4IICIghN5a2Nsrbvdoo5vrcQ37sRGJfUyTkSkSyXTA3AUsZWBwsAmoB+xlYEa/4xLVYCNmdnxZvaqmVWa2XYz+5OZTW9W58tm9paZVZjZKjP7rpm1eE4zG29mC8xsc/xej5nZiM6IW0Skp8s8eGTTgpBhA/IIjUm/Bm9oWF8INZv7kGHYgPxgAhIRaad2JwDuPsbdx+7tJ9WBmtlZwBPAc8BngJOAKuCvZjYwXufbwP3Ao8ChwPXA1cCtze41AXgTyAZOBk4DRgGvmtmAVMcuItLT5fzgcDKOabReeZ8c8n9/BpabFVxQAcn90ZGQmxmbCxFPBHKvm4sVZCesH4lEWLJkCS+88AKrV6/uwkhFRBJLZhLwKOBjd69p5XwO0Nfdt6Qgvt337A+sAq5x95salWcA/d19i5kNA1YDP3X3eY3qnAfMBya5+/J42Z+AScAUd69t9h23ufvVScSoScAi0qt5NEr0nY/xHTVkfGowVpTX9mt31lD/t1VQFyXjM6MIDenZa+pHlm+ldv5bUFFH5rHjyTp5csJ69fX13HLLLSxbtqyh7Atf+ALHH398V4UqIr1QEKsARYDPuftzrZy/ARjv7qckE1Ar97wY+ClQ7O7VrdT5b+D/gNHu/lGj8lxiOxnf4e7/z8z6AaXA9939J83u8WvgBGCEt/MfjBIAEZHEouvK2HXE3fja8lhB3xwKnjmLzNkj93xhL/DXv/6Vxx57rEX5D3/4Q4YNGxZARCLSGwSxCpDRdPpTc0uIzRNIpUOJDdmZZGZ/NbMdZvaRmf3CzHa/gjoAWN+48Q8QTxgWA7vnCswg9gyvJvie14BhwODmJ8ysbE8/xOZEiIhIM1WXPo2v3/FJwa5aKs98PLiAulBJSQmhUMv/1ZaUlAQQjYhITJtWATKznxFrYO92g5ltS1A1G9gfWJ6C2BobBeQATwP/C/wAOAi4DhgDnAoUE3vTn8gmYGr8z7uXLk1Ud/e6bsP2cC8RkR7Dq+qovuo56p5cCrmZ5Fx6ENn/PbtLN/CKLC5puoJQ1PG15XhlLZafeNx8bzFw4ECi0WiL8gEDNN1MRILT1mVAnwZmxf/sxN6gJ/q/RyWxSbg3dDy0JnKIJSDHuvvz8bLX4rsS32NmBwJ1tN4z0bi8LkFZonpNT+yli0W9ACLSHVVd8BR1D73bcFx95bOQGSLn0oO6LIbQqDCRTbs+SQIM6JsDeb1/AvERRxzBwoUL+eijj5qUjR49OsCoRCTdtSkBcPcXiC39iZlFgatamwPQScqATY0a/7s9Ff88ANgI7NfK9cXx8zT6HELLnoriZnVERHosr6pr0vjfrfa3b7UrAfDyarw+ivXPS6rnIPeGz1Ix9x6oiTS8Osq75fNd2guRrOrqampra+nTp09yz56by3e+8x1ee+01ysvLGTlyJNOnT9/7hSIinajdG4G5ezLzBjrqHWJDi1oTIjbO/3wzG+ruDVs0mlkmcCBwR7xoKVBLbAjRC83uM4fY0J/NKYpbRCQ4CTbuAiDSckhKIl5RS+VXn6B+wVIAMg4bTf7vvkSonRt/ZR48ksK3/ou6B9/B6yJknTiRzEO79xvwaDTKo48+yj//+U8Ahg4dyiWXXEJxcfGeL0wgOzubww8/PMURiogkL6nGvJmNbnZsZnaamV3VfGOuFHkEGGBmpzYrPzn++UK8Th1wXrM6ZwB9gXsA3L0M+ANwrpk19D+bWRHwJeA+d2/b/x1FRLoxK8gm49jxLQZsZn2ptc7SpqqvfLah8Q8QeXkdVec8kVQsGZOLyf2fueT99Ngmjf9oNEp7V6PrCs8991xD4x9ik3ZvueWWhOP5g+bVdVRf8w8qTnqIygufIrpme9AhiUg31+4eADM7BnjKzA5w93/Hd9n9M3BsvMpPzOyL7v6nVAXp7gvN7LfAXfGNul4nNuznRuBud383Htu1wDwzqwL+1qjOfHcPfGCLAAAgAElEQVRf2uiW84CFwONmdj2QR2xCcQ3wi1TFLSIStPwHT6Xq3Cepf+ZDyMwg++JZ5Fz9mTZdW/fHZqMko0798yvx+giWmdGhuHbs2MHdd9/NsmXLyMrK4rOf/SzHH398txkW9O67TYdOuTsff/wxpaWlSfUCdBaPRKk48SEif1/dsClZ/YKlFC76L0IjNC1NRBJrdwJArPH8pLv/O378FWKN//OAx4HfAj8EUpYAxF0EfAh8i9jKPyXEGvfX7q7g7teZ2VbgcmIN+k3EdgO+vvGN3H2Zmc0BfkZsZ+F6YgnDGe6u4T8i0muE+udT8Icz8foIhAxLsCRlqwoSTNLNzoCMjo0EdXduv/12Vq9ejbtTU1PDU089RX5+PkceeWSH7p0q2dnZmFmL3ons7O61alHk1fWxxj80DPny7VXU3r6Q3OuODjAyEenOkvktvj/waKPji4Gn3P1ud98JPAwk3hKxA9w94u43uPsEd89291Hufo27R5rV+7W7T3b3XHcf6+7XNa8Tr/eOux/n7n3cvZ+7n+bua1Mdt4hId2CZGe1r/AM5lx/csuyygzr8lr68vJxVq1a1aFwvXLiwQ/dNpaOOOgp3b/KsM2fOJBzuXm/VfVtVy8KQJS4XEYlLpgdgO7F18jGzQ4lNsP1co/NDgV0dD01ERIKUfdEsLDuD2vlv45Eo2adPJftbh3T4vok2xtpTeRCmTZvGxRdfzHPPPUd1dTVTpkzhpJNOCjqsFjJmDI31ytRFPlnIOuJkzBkVaFwi0r0lkwA8BvzUzI4A5gJv7F4S1MwKiA2/+XPKIhQRkUCYGdnnzyT7/JkpvW+fPn2YMmUK77//fpPyQw7peHKRSp/+9Kf59Kc/HXQYexQaGSb/wVOpPHsBVNcDkP3fs8n6yqcCjkxEujNr7+oLZpYL/A+xcf/Lgct2L7sZH1f/KDDb3T9q/S69j5mVhcPhcFlZWdChiIh0e1VVVTz88MP8+9//Jicnh2OPPZbDDz+820wC7mmi2yqJflBKaEghoTH9gg5HRDpZUVER5eXl5XvbqLY17U4A9npDs3x3r0zpTXsAJQAiIiIi0hU6mgB0aMClmYXMbNDu9fTNLJSOjX8RERERkZ4i2Y3AxpjZw0A5saU2Z8VPPWhmP0tVcCIiItK6mpoaVq1axUcffdQtNykTke4pmY3AJgCvEdt192Ga7rx7B/BnM1vq7nenJkQREZGuEY1GefbZZ3nllVeIRqMceOCBnHjiiWRkdGzjs86wfv16fvnLX7Jjxw4AJk6cyMUXX0xubm7AkYlId5dMD8DPgK3AVOCbNNpk3t1fAG4CLk1JdCIiIl3omWee4cknn2TLli2UlpbyzDPPsGDBgqDDaiEajXLbbbexc+fOhrLly5fzxBNPBBiViPQUySQARwE/dfdSPll1uLGFwMQORSUiIhKAF154oUXZiy++2GLTsqDt3LmTbdu2tYhrxYoVAUUkIj1JspOA9/SbcDxQk+R9RUREAhOJtNg4vluOrc/Ly2uxZKqZUVhYGFBEItKTJJMAvAL8t5nlNT9hZgOAK4B/dDQwERGRrjZzZstNz6ZPn97t9ifIzs7muOOOA2IN/90/n//85wOOTER6gmR2Ar4aeBl4C7iTWG/AnPgmYFcAhcC8lEUoIiJttnz5cu6//35KS0sZNGgQ55xzDuPGjQs6rB7jtNNOo7a2ltdffx2A/fffn7PPPjvgqBL7whe+QHFxMe+99x7Z2dkcfvjh+nctIm2S1EZgZjYb+C2xicCNLQPOdfc3UhBbj6KNwEQkaCUlJVx77bVEIhHcHTMjOzuba665hv79+wcdXo+yeyhQd1z9R0SkoxuBJdMDgLu/Dkwzs2nAJGJDiT5097eTuZ+IiHTckiVLqK+vbzh2d2pqanjvvfc47LDDOvW7I5EIr7/+Ops3b2bQoEHMnj27Rzeee3LsIiJ7k1QCsJu7vwu8m6JYRESkE3T2+PVoNMqvfvUr/v3vfzeULVy4kG984xtqSIuIdEPJrgIkIiLdzP77709WVlZDg9/MyMvLY9q0aZ36vYsWLWrS+AdYunQpb7+tTmERke5orwmAmUXNLNLen64IXkREPjFo0CCuuOIKhg0bRk5ODiNHjuSb3/wmRUVJDRFts9LS0naVi4hIsNoyBOjHtFz3/wygL/AgUBEvGwv8B/AH4OlUBSgiIm03fvx45s3r2oXYhg4d2q5yEREJ1l4TAHe/pvGxmZ0CnA/McPePm527FXiW2ApBIiKSBvbbbz8+85nP8NJLLzWUzZkzh0996lMBRiUiIq1p9zKgZvYWcL+739TK+auA0939wBTE12NoGVARSWfuzgcffNCwCtCECRO63eZZIiK9RRDLgE4BPtrD+Q+B/ZIJRkREeiYzY+LEiUycODHoUEREZC+SWQVoI3DaHs6fAWxILhwREREREelMySQAtwNfMrPfm9ksM+trZkVmdqiZ/RE4HfhlasMUEREREZFUaPcQIHf/uZkNBS4HTm52Ogr8xN1vSUVwIiLSfjt27OCDDz4gIyODSZMmkZeXF3RIIiLSjSS1E7C7X2lmdxBLAMbGi1cAT7r7qlQFJyKSbuqeW0HdQ7EN1rP+YxpZn92nXdevXr2am2++maqqKgD69evHt771LQYOHJjyWJvbunUrGzZsoG/fvowZM0aTgEVEuql2rwIkiWkVIBHpqNqH3qHq7AUQijeco07efaeQ/ZW2L6f5/e9/n61bt7L7d7uZMWXKFC677LLOCLnBq6++yv333080GgVg5syZnH/++YRCXb/hvLtT85MXqf3lG3h1PZknTCD/9hOwvrldHouISGfo6CpASf9mNrNJZvYdM7vNzMbHy440s9HJ3lNEJJ1VX/1XMCDqsR+D6u8+3+br6+rq2LJlC41f7Lg7K1asoDNfTpSWljZp/AO89dZbvPDCC532nXtSe9Nr1Mz7B761EnbVUv/oe1SevSCQWEREuqOkEgAzuxF4D/hf4EJgcPzUucC/zGxkasITEUkfvrWy6b7rDl5a1ebrMzMzyc/Pb1FeU1PDj3/8Y7Zu3ZqCKFvasGFDk8Y/QCgUYt26dZ3yfXtT+8A7TQsc6v/0Ab6jOpB4RES6m3YnAGZ2BXAZcA2wD7H3VbudS2wuwLWpCE4kXdRXV1Bb3vTNraSfjNkjPhn+AxAyMg4c3ubrzYwzzzwz4bnKykr+9Kc/dTTEhPr27duiLBqNJiwXEZHgJdMDcBFwm7v/D/Bx4xPuHgF+DRybgthEej2PRvjg3u/y8vn78Ool01j4ncOpLFkddFgSkPy7TiY0vl/DcWhcP/Lv+WK77jFr1iy++tWvtih3d7Zv397REBMaPXo0s2bNAmiY+FtUVMTcuXM75fv2JvusZnMmDDI/P0FzAERE4pJZBWgUsKeBnfVAvz2cF5G49U/fxsbn7244rty0gnd/cRYH/vRFLJQRYGQShNCoIgqXXEzkrY0AZMwYiuVmtfs++++/Pw8++CB1dXVNyocPb3tvQnuYGV/72tfYd999WbduHX379uXII48MrAcg+/KD8co6am9+Ha+JNEwCFkm1aDTaoYnuHb1eJFnJJAAfAQcBj7dy/gRgZdIRiaSR0sV/a1rgUao2raR6y3ryBo8JJCYJluVkknnIqA7dIzc3l6997WvMnz+fSCQCwKhRozjxxBNTEWJCoVCIww8/vNPu3x5mRu73Dif3e90jHul93nnnHR588EHKysoYPHgw5557LmPHjt37hXEvvfQSTzzxBJWVlYwePZrzzjuPQYMGdWLEIk0lkwDcC8wzs6XAY/EyN7MM4LvAl4GrUhSfSK+WkZMHZtBs7H8oWxs39WYeiRJ952O8so6MTw/GCnNS/h0zZszgRz/6EatXryYvL49JkyaRlbX33oRoNMrLL7/MunXrCIfDHHnkkRQWFqY8PpGeav369dx+++0Nc7Y2b97MzTffzDXXXENR0d5XZFyyZAkPPPBAw/HatWu56aabuOaaa8jOzu60uEUaSyYB+AkwHZgP/JTYmhV3E1sJKAz8HrgxVQGK9GbDP3s+2975R5MkoPjAE8npN3gvV0pP5TuqqTjhQSKvrAfABhdQ8OezyJg+NOXfVVxcTHFxcdtjc+fOO+/kzTffxMxwd1577TWuvvpqJQEicYsXL26y6pW7U1VVxbJly5g9e/Zer3/77bcb/n7tvr60tJR169axzz7t2/hPJFntHnjm7hF3PxX4EvASsIxYEvAScKa7n+5aykSkTQZ8ei77ffM+whMPomDUVEZ+/mIm/dctQYfVrUTqo1TuqiFSH9175R6g+tvPE3l1fcOxb6mk4pRH8GjXPF9k5TZqfv4K1T99icj7m5ucW7NmDW+++WYsrviv8dLSUv7xj390SWwiPUFrY/bbOpa/tR2yNRdAulIyPQAAuPvjZvZ3YFy8aLW7l6YmLJH0MXDGsQycoYWzEtm0djvLF2/Co04oZEycMYwhI5Pa9LDbqH9lXdO1/qOOry3Ht1Rigzv3LXv9Gx9RcfS9UBmbHFxzzT/Jf+pMso4ZD5BwszAzo7y8vFPj6ml8Vw1eXY8NyG+1MSe918yZM3nmmWeor6/H3TEzCgsLmTJlSpuuP/jgg3nttdcajs2MIUOGMGpUx+b+iLRHshuBTTezfwJbgDfiP5vN7AUzm5HC+ESkl4tuq6T2oXeovW8x0Q07Gsp3bK9i2dsb8WistRyNOkvf3MCu8p69mZMNKmi61j9AhmHh1M8DaK7q0qehuv6TgvooVRc81XA4fPjwFg1ad2fkSO3tCOD1Ear+64/sCP8vOwffwK6Zvya6tvN2WJbuaciQIVx++eWMGDGC/Px8xo8fz5VXXtnmYXITJ07kwgsvZPDgwRQUFLDffvtx+eWXk5mZ9DtZkXaz9o7WMbMDgBfjhw8C7wIRYCpwNpABHObub6Ywzm7PzMrC4XA40Rs0EUks8mEpFUfcjZfsihX0yabgz2eRecgo1n6wlVX//rjFNft+aggjxg/o4khTp/6FNVQcex9EPbaNYsTJ+eER5M47os33iG7eRc1PXiK6poyMyQPJufowrM/eE4jyAddDWbMEyqBv7TwsPvzgxRdf5KGHHmoYAjRz5kzOP/98DU8Aqq/9JzXX/POTgpAR2m8QhW//l3oCRKRLFRUVUV5eXu7uSXWLJ5Nu/gzYCBzh7h81PmFm1xHbI+CnQDA7wIhIj1F18Z/wzRWfFFTUUfmfC+i74nIyMxM3ODMyenZDNPPwMRS89DVqf/0mVNWT+bl9yWq+cdUe+PYqds3+Lb6uHMyo/+Ny6p5fSeHL5+11z4CMyQOJvLEhlnxArAE7rl9D4x/gsMMOY9KkSWzYsIFwOMzYsWPVuI2r+9MHTQuiHlvNqWQXNrRPMEGJiCQhmQRgNnBJ88Y/gLtvMLOfoVWARKQNou9t/qQxCrHx8KvL8Np6Bg3vy5rlW6htNGQlJy+LgcOC2VwqlTIPHEHmgSOSurb2/iX42viY/Phb+uiiEuqf/pCsU/c8Bjnv9hPZdeTdsD3eC5CfRd7dJ7eoN2jQoDatSR7dUkF02VZsaCEZ+/TcXpm2soKsWK9Ns45zy9XQDRHpWZL5rVUKVO3h/C5AM8ZEGnF3oqu2Q3U9oX37Y9lqMACERhcR2VrZ5I20DcjDsjPJAmYePo5V739M1a5a8vvkMG7KILKy03uHZN+W+Nevl1bu9dqMaYPp894l1D/9IUSdzM+OJzQquUnVtb97j6qvPgE1sY3Gsi85kNybP9erewtyLjmIyhfWNkkCsr7yKayf9u0QkZ4lmVbIfOAyM1vg7rWNT1jsN/8FxOYGiAjgFbVUnv476p9dAYCNLYqt+z5hYMCRBS/35s9RMfceqIq/5TfIu+OT3Wpz87OYckByb8p7q4yDE0zIDRkZs9v2zyk0pA/Z581g3bp1vP/+62SvyGbmzJmEw+E2xxBdW0bVOU9AXaShrPZX/yJj1nCyz/50m+/T02SdOoX8R06n5ubX8F11ZH1uH3KuOTLosERE2i2ZScB5wF3AvsR2/l0eP9U/fjwNOBWoaHydu6/raLDdmSYBS2uqvvE0tbct/KQgZIQmDqDw3Ut69dvStop8WErd796D+ihZJ04kY8awoEPq9qqve4GaefG1+TOMvF+dQPbXZ7b5+oULF3LnnXc2TPQtKCjgO9/5DoMHt9yAzrdXUX31X6l/exOhEX3J/dGRRFdso/LUR5tWDBnZX59J3m0nJP1cIiLSNkFMAq4g1vlpwF+andvdmnkvwXXp3W8vaav+76ubFkSd6NKt+PYqrH9+MEF1Ixn7DiDje4d32fdV7Kxhx7ZKMrMyGDC4kFAPnFSc+73DyT5nOtF15YTG9yfUjv0DIpEI999/P41f/lRWVvL4449zySWXNKnrNfXsOuZeootLwCH69iZ2/XVVk16aTyo7NkBDYUREeoJkEoCv0WIKlIi0xvrltpw4mGFYQXZQIaWtknVlLH17Q8O/iz5FuUw/dAyZWal7PxFZuY3ook3YoAIyDh3VZIWdVAqNCBMa0fZhO7vt2rWLmpqaJmXuzubNm1vUrX9xLdFFJZ8URB0qaoksKSHjmPFEnl8JGQYO1j+P7ItmtTseERHpeu1OANz9nk6IQ6TXyvnuYVR+4aHY5k/u4JBz5SFYjiYCd6W62nqWvb2xSSK2s6yaNcu3sM9+Q9p8n+iWCqrOe5L651dBfhY5V80h5zuHYmbU3reYqvP/AJHYl2Qetw/5T5zRrSZ9FxYWkpeXR3V1dUMvgJkxbFiCoVe7aluWmUFlHQVPnkHNL14lsqiE0NBCcr59KKFesEKTiEg66D7/VxLppbI+P4H8Z86m9o6FsXXfT5igN6XNfLy+nFVLP6a+NkJ4QD4T9x9Gzl7WtG+vqoo6Es15qthRk6B2Yu5O5amPEHl1fSyRqI1Q872/YeFcsr4wMbarbuST76j/ywpqb36dnKsOTcUjpERGRgZf/epX+c1vfkMkEpvEGw6HOfXUU1vWPWg4FGTFJmnvXqkp6mQePQ7LzSK3C4duiYhI6igBEOkCWceMJ+uY8UGH0S2VfryT99/8ZFuR0pJdLHllLQccOZ5QKHWTpHPyEv+6y81re6Lhm3YSeWV9i/K6R98lY9/+UBdteiLDiCwuaVE/aNOnT2fevHksW7aMrKwspk+fTkFBQYt6oWF9KVhwBpVnPIZvr4YMI/e6uWSdNCmAqEVEJFWUAIhIoErWtdw2pGJHDRXl1fRJ4frqOblZjJ1czOqlWxrKsnMzGTOpuO03SbRqk8XKbXiC4S9Rx4Z1zx1ihwwZwpAhex/6lHn0ePps/Ba+YSdWnI8V5nRBdCIi0pmUAIj0AO7Ots0VVO2qIbcgmwGDC3vPEqKtLEXsQKQ+iuNkZqZmku6YSYPoU5RHWWklWVkZDBldRHY75mLYkEIyjhpL5B+rP5lL4JB99qfJmFxM9gUzqf3NW7H5HlHHhhSSc+UhKYk9SJadiY3tF3QYIiKSIu3eB0AS0z4A0lncneWLNrJp7Sf/bQ0a3pcps0b0iiRgy8YdvPdG02E1eQXZFPTNYeumnQD0H1zIlANGdItdgL2sispLnqb+LyuwwmxyvnUI2ZcehJnh7tTdv4TIvzZggwrIvvCAdi3RKSIi0hYd3QdACUCKKAGQzlL68U7eebXlPnpTDxzBoOHtXwayO9qwehur399MXV2EcP98snIz2LphZ5M6A4f1YdpBowKKMH3V/2M1tfcsim3UduoUsk6ZEnRIIiJpL4iNwESkC1XuTLAU4x7Ke6LhY/szfGx/3B0z4+Wnl7WoU7ppV8N56Rp1Ty6l8rRHG+Y+1D3yHrm3HE/OxQcGHJmIiHREz9sCUyTN5BUkXqWmtfKebHfjPtHqP6lcEUjapvoHf4/9IeoNy4BWf/9vCZdTFRGRnkMJgEg3N2BIH4qbrSTTf1Ahxb1k+E8iw8cPSFDWX2//u5hvqWy57/uOGqiPJqwvIiI9g4YAiXRzZsbUA0eyecMOKnfWkFeQzaAR4V79RnzUvgMIhYxNa7cDMGhEmNETBgYcVfu4O/V/XE502VZsVJis06ZgKVrNqKtkzBlJ/R+WfZIEhIzQ9CFYVs96DhERaUqTgFNEk4BFZDd3p+r8P1B3z+KGsszP7kP+U//Ro5KA6Me7qDj+AaLxzcxsTBEFfzmbjH1b9tCIiEjX6egk4B45BMjMis1sg5mtSXBurpm9bGY74nVuMLPcBPUGm9k98To7zewvZrZflzyAiPRqkb+tatL4B6h/dgV1D7wTUETJCQ0upPCNr1Pw+tcpeOU8+rx3iRr/IiK9QI9LACw2CPheoMUgVDP7EvA88ApwOHAl8J/A49Zo8LCZFQNvABOBs4Hj4vd7xcz26exnEJHeLbJiW8Ly6MrE5d2ZZWaQOWs4mbNHYnm9b+K5iEg66olzAK4CJgPXx/8MgJnlAbcCD7j7d+LFi8xsC/BX4BjguXj5D4EiYH933x6//ovAv4EfA2d2wXOISC+VMSHxW3KvixJ592NC+w3q9ROat2zZwj333MPatWvp06cPp512GjNnzgw6LBERoYf1AJjZbOBa4AKgotnpY4Fi4I7Ghe7+N2A58LX4PQz4D+B3uxv/8Xo1wJ3AKWaW1HgqERGAjCPHknX+jKaFIaP2hlfYNf12Ks/6PR7pvSvp1NTUcOONN7Jy5Urq6urYvn07v/nNb/jggw+CDk1EROhBCUC8Uf4wcKu7P5+gygHEhvG8keDc68D0+J/HAf2BVxPUew3IASYl+P6yPf0AvXdNRhFpFzMj744Tyf/jmeTMOxyyM6DRggv1j7xH7a2JflX1DqtWraK0tLRhv4DdG7gtXLgw4MhERAR6UAJA7O18KfDdVs4XA1vcPZLg3CZgWKN6ACWt1KNRXZG04e7UVNdRX5/or5C0l5mRdfwEMg8bA7WRpuvpZxiR1z8KKjQREUlzPWIOgJldSmwM/wx3r22lWh0tt6zZzZvVa16WqF7TE3tZZkm9ANKTVe6s4d3X11G5K/bXa/i4/uz7qSG9fpx6V7Di/JaFDlZc0PXBdJFx48YxYMAAtm3b1vD2392ZNWtW0KGJiAg9oAfAzD4N/By4AvjIzHLjy3pmxU5brpnlABuBYjNL9EzF8fM0+hzSSr3GdUR6vWjUWfLq2obGP8CGVdtYv6I0wKh6j9DUQWSdOS12kGEQMuibQ84VBwcbWCfKycnhiiuuYPz48WRlZdGvXz8uuOACJkyYEHRoIiJCz+gBOJLYuPz58Z/mqoC1wEVABrG5AP9qVmcOsCT+54+JDf85iNhyos3r1QDLUhG4SE9QXVFLdWVdi/LSkp2M2nfPu++6Ozu2VVFXG6FPUS45nb5M5E5gG5BHLF/v/j0UZkbePV8kY9ZwIq9/hBXnk3P5wYTG9kvqftENO4gs2oQNyCfjoOFYqHu+xykuLuaqq67ae0UREelyPSEBeITYJN7mPg+cD3yRWKP9HWJj+C+gUQJgZocSWzb0SgB3j5rZ/cB5ZvZddy+P18sCzgX+4O7azlfSRigjcQMyI3PPDctoJMq7r69n2+ZdAFjImDprBMXD+qY8xpjlwIt8MlJvPLH3A8E2gL2yFN+0BKK1WL9x2MCWb7ktI0TOZbPhso59V90TS6n8yuNQE5unkfnZfch/4gwspyf8KhcRke6ie746asTdS9z99eY/wEqgJn68KD7599vA18zsJ2a2f3xjsMeIrf//bKPb/hyoBp42syPN7BDgCWAEsT0CRNJGTl4mA4f2aVFu9v/Zu/M4uaoy4eO/c2/t1dX7nk5v6SRkTyAJIYRI2JFFUBAERXQEUUdfHWdQXxwdx2VUFEdmFPV1FFREGRSVRUSWhCUJJCF7Z+l0d3rfu6u7a1/uef+43dVdXdVJdxaycL6fTz5JnbrLqQppznPPc54jiB+hVGVzXW9i8A8gDUntllaikdhJ6OUwyYN/MH8EnNrJOunrQm77JbS+Ae07kHv/gGxO97zi+Bl9AQIf/IO5oHhE7G+HCH/v9ZNyP0VRFOXsddoHANMhpfwNcDPmzr4bgR8AjwI3SCmNccd1A6sxU4H+iBkcWIALpZQq/Ud5RxFCMH9FGdl5yYtVezuGObijY5KzYNgbSmkzDMmbLx5i+6uNDPUHjrlPRrePeH0/MlGRqJ/UNfoC6Ek9ty9A+L82E/rGBmKvHD7mPkyFbHwFjNGAZ6TkZeN6ZHyyWgXHzjjQC6FYajWhbZP/HSmKoihKOmfsvLGU8mHg4TTtfwD+MIXzm4CbTnjHFOUMpOsakXDqk/vOZi9zl5Wiaam59rZJ0k4ioTiRUIDtrx1m+bpZuD32KfdDRuMEP/4U0Ud2ACAqs3H/5Tb0Bc50RwNm0CJjIWTDy9DXSuyNPiIPhTEOScKA44dXY//H86fch2mJDJMamEiIBkG3ndBbacUZqY1yknZFURRFOYKzagZAUZRjZ8hJquBO0l4+Jx+LVZ/8enFJZ/P0ltOEv/NaYvAPIJsH8V//W2QsDzPnH8YW/rqBhUgjjtz5GHTsgEgv+mID14NWtHLzuNA/PYdxHLMRR+QpmdAgwOIE24kflGvVudg+MVJGUxcgQGQ7sN974Qm/l6IoinJ2O2NnABRFObGKZmTRdLA3qS2vOGPSRcJOt40Vl1TT1tDPkDeItyd1kC2NSbfWSCv2Qn1ygyGRh70Yh73oNeswq/f2YlYBWmT+PtQEvrF9/YQukEJivUYj/FAc4hLZOgS5aerxj/YzHCN8/+vEt7Yjitw4vrAGrTr3qP0VVRcjhzvA12U26FbEghsR2uSB0fFw/Ne70c8rJbaxGZHnwv7JFWjlR9yiRFEURVFSqABAURQAKucVEosZtDcOIKUkv8TDOefOACAaidNS10soEMXlsTOzJg/douFw2Zi1sJhwKMobfz9EPJa8aDivOHVx8ZEIj92skyPyKZ4AACAASURBVD8hcBAZNswJywWpJ8VTS5giAYf5lBybjlYx+SBZGgaB9/6O2HOHzHsD0Sdq8Wz7OFrlkUt1CqsTln0YBlvMfmSWImwnb4MvIQS2jyzD9pFlJ+0eiqIoytlPBQCK8g4mpcQ3GMKISzKyHMxZUsLsxcVISSLvPxaNs21DA0FfBIQEKejrqmfZRXE0bRWgY3dYWby6gr1vthAJxdB0wezFJeRMc7db++cuGBuIjwQB1g8uRjtSIOEpMfPt4+Zm4FKaswDxrQYIgfOn1yOyHJOeHt/Sbt4TxgKPwRDhH72J8/4rj9pnoemQUznFT6goiqIop54KABTlHSoaibFzYzPDA0HALAe6ZHUF7kwHYtya385mrzn4B5DmG0P9Hvo691FQuhG4CIDsPBerr5pDLGpgsWoIMf1NuiyXVON+7kOE/3MTcjiM5ZJq7F+66IjnCJsbFt6MrH0SogGzfOngHCy3zMTxX+Xoi4qOeL7sD6Y2agLZl6b9NGI09BP41DMYOzvRyrNxPHAlltXlp7pbiqIoyhlABQCK8g5Vt6szMfgHCAdj7HmzlfMvq0k6LhKOTzx1pN0KHATWMLowVwiB1XZ8+e+WS6uxXFo9rXNEdjlc8GkID4PViXUaFXj0pcXgsEB4XInNuMRy4ek7mJaDIXzrHka2D4MhifcE8F/2CBnb7kGfV3Cqu6coiqKc5lQVIEV5hxrsS120GxgOE4smD/gzcyaW4DRHyZnZPk4nQmgIRxZimuU3tRIPrsduMoOAEbZ7lmP96OmbZx97ocFc2DyasmRICMeJ/m73qe3YNBjdPiI/30b4x28Sr+s71d1RFEV5R1EzAIryDmW164QCyQtohSbQLcnPBfJLPJTPzqe5bqxCUM2iBjw5fmAuY2U5z1zW688hs+XzxA/0ohVloFUdefHvqSajaWZlBBBL3bl5y5YtvPHGG0gpWblyJeeff5L2RJiG+IFe/Gt/gewdCULtOq4/fQDrFTVHPlFRFEU5IVQAoCjvUFXzCtm1sTmlLV3u/qyFRZRUZBIM7MaVUYfTHQbOwdxQ++wgcpxYVs081d2YEsvFlZBpB1/EfPovACGwXDc36bhXXnmFRx99NPF3umfPHvx+P5dccsnb3+lxgp95NnntRdQg+OEnsbT/8zGtHVEURVGmR6UAKco7VF6Rh2UXVVI8M4vCGZnMX15GxZz8xPv+4TB9ncOJBcAuj5O8opU43bcDHwXWMpVnCJFwjP4uH4P9AeRkm40p06IVe3A/9yFEpVneVOQ4cT76vpQA5plnngHMak+j3/1o26lk7O9NLvVqSGS33wxoFEVRlJNOzQAoylnMu38zvVufRWg6RRfeREZFch397Hw32fmppTrr93QlpfzMWlhE+ez8lOMmE4vGaWvoZ7A/QH+XPzH4zM53s/iC8pQ0I2X6LOeXkVn3f5DhGNj0tE/Og8HUSkahUOjt6N4RaTW5xEcWMJsNApHjgIzprd9QFEVRjo36v7CinKW6Nj7Jjm/cSOvf/h8tf/0J275yJQO1rx31vL7O4aTBP5gBwVB/6qLhdMx9AxppqO2mr9OX9NTf2+vn8P7u6X0Q5YiE3TJp2szcuXOT3hNCMGfOnLera5Ny/vBq8NjHGnSB839uUOk/iqIobxMVACjKWaruV/eZueFSgpRIw6D+0X876nlDA+nr3w97p/bkuKPJS2A4fITrn/on0GcCoy+A0TKINFIX9k7VHXfcQUVFReL1zJkzufPOO09A746PvrAIz65P4PjBVTi+czkZWz6OdcL6BUVRFOXkUSlAinIG27lzJ+vXryccDrNo0SKuvPJKNE3DiEWJ+fqTD5YG4YHOo17TZk//Y8E6SftE4WD0iO/bHMe3T8DZTkZiBD/2F6KP7gJAm1+A+88fQKvOnfa1PB4PX/jCF+jp6UFKSWFhIZp2ejz30cqysH9m1anuhqIoyjuSCgAU5Qy1Y8cOHnroIYQQSCmpr69nYGCA2267Dc1ixVU6m0BHPciRJ8hCI6NiYdprSSMOQiCERlF5Fq0N/eZTfAFIyMx1kl+SMaV+ZWQ7Jn1P0wUVc9VGVUcS/tr6xOAfzAWz/hseI2PnJ48pRUbTNIqKjrwbsqIoivLOcno8ClIUZdqef/55gKQc+w0bNhAOm+k38z75Yyzu7MR79rxS5nz0u0nXkLEQxp4/IF+9H/nq/RgHn0PX4Lx3VVExt4Cisiyq5heydE3llJ8cFxa6ydvdldTmbPJSkO1g+cXVZGROHiBMhTTiyIFGZO9BZOT02ozsRIg+dyi5wZAYe3uQXWffZ1UURVFODTUDoChnqMmquUQiEex2O57KRZx//2sMHnwTNI3seRdicSRX/JH7n4G+gyMvJHRsR+o2LLMuoXp+4TH1K/7SYcq/9gr5s3OJ5LtwtAzhaB2i45YF1DssLDy/HE07tsWeMhpE7noMfCMBhm6FBTcjcipGPoKku3WQgR4/ukVjRlUurvGLTc8AwmNLzLwktbusp6Q/iqIoytlHzQAoyhlqwYLkkp5CCEpLS8nIGEvVsXpyyT/vKvKXXZE6+Dfi0FeXeuGefVPsQSvwv8DDwNPAkHndgSACcNf1k7OpFWfrEAjQA1H6On201vdN8fqpZMPLY4N/gHgMWfuk+VmAxn3d1G5to6PJS2t9P1tersc3eGYtOrZ/brU5+B8XI1k/di7iOGdOFEVRFGWUCgAU5Qx1/fXXs3z58sTroqIiPvnJaeSJC2H+Smmfyo+FHuCvwAAQATqAp4AIllVlYNOR4y4tJPjmF4Dg+AbkvomLmCXEghDxEQ3HaDqQXL7UiEsOH+g59vudAtb3nIPryVvR11Whn1+G/WvrcP7omlPdLUVRFOUsolKAFGWKjFiEiLcLa2Y+us15qruD1Wrlrrvu4pZbbiESiZCbmzutCi9CaMjiJdCxPbm9dNkUzq7HiEN3WwHhoI2MbD95RV6gE626HNev30vgw09CKIYEOm5ZwOCKUpBgcxzHjx27B3zdJOfHCLA6iQTiaU+JhGLHfr9TxHr9OVivP+dUd0NRFEU5S6kAQFGmoG/736n98SeJB4cRFiuzP/RNSi+941R3C4DMzMxpHS+lpK9zmFAwSkb2ajJ1K/TsB6GZg/+y8496jXjcYMerixga8CTaZta0UbPIrDhkvWkBnstn0fDsQTpCUWIjlYFsDgvlNVPfUXgiUbkWOdAERpTRRHlRvQ6h23C4DCxWjVg0uW6+J/vUB2uKoiiKcjoR4yuIKMdOCOHNysrK8nq9p7orygkW7G7izXsvQsaj5kLZEUvv+yPZ81afwp5Nn2FIdm9upn9cRZnyOfnMWjC9MpHNdY3U70ndGXj5ujI82VmJ11JKOpu9DA0EsdktzKjOnXSfgamSgX5k506IRxA51Yj82Yn3Bnp87N7UQjxuBgFZeS4Wry7HYlF7DyiKoihnj+zsbAYHBwellNlHPzqVmgFQlKMY3L8ZGYuktPfveWVaAUC4v4Phxp1YXJlkzlmJpr/9//w6Gzqg/xA5Fo3BWB4GOs0HeykozSQzZ+pPyoN+O5AaAAT94Bn3o0gIQUlFDiUVOSeg9yPXdOUiqtelfS+nIINVV85meCCIxaqTmes8ptr509HQ0MCrr75KNBpl8eLFrFy58qTeT1EURVGOlwoAFOUoNIcrbbtuT9+eTu/256l98C6MqFmjP2vuKhbf+9tpXeN4yaF2Ctofo9hjBjP+eAY7h1YTlQ4Cw+FpBQCuDFvadqc7ffvbyWa3kFfsOfqBJ8D+/fv54Q9/mNiLYcuWLfT393PVVVe9LfdXFEVRlGOhqgApylHkLr4EZ1HVWMUcoWFxZVF04fumdH4s6KP2v+/BGDeLMHhgM01/+sHJ6O6ICPAy8CvgMaTci6z9E5qMJo5waT5qXHsAcEyzxnxpVS6ZuckBQ/mc/Hdcvv1f/vIXpJSJX6Nt8Xj6BcmKoiiKcjpQMwCKchQWh5tlX/kL9Y/9O/6WfTgKyql+///FkTdjSucHuxoxwhPSZYRg+PDuk9DbUS8CLSN/DkH8VQgPji8tjxDgsXgpqcgmK296MxG6rrHsokp62ocJB6NkZNlxuu0E/REcLutJT7s5XQwPDzNxHVU8HicUCuF2uyc5S1EURVFOLRUAKMoU2LIKmHfPfx3juel21BXYso9tp92jCzI2+B+hC9AEGGODVYnA4s5i7rLSYxqwa5pGUVkWkXCM3ZuaGRoIApCZ62TRqvLjXux7LOJvtRP615cw2obRl5fi+M7laNMMbqajpqaG7u7uxGshBPn5+bhcb19ql6IoiqJMl0oBUpSTzJ5TxMxr/9F8ITRAoDszqHjP507SHVMrew31ZzKYVTnyyhzsCyGwnXPpcT+t3/9WW2Lwb94ryP632o/rmscivr8H39pfEHu+HmN3F9GHt+O/7BFk+OTtA3DTTTdRVVWVeO3xeLjnnnveMTMgiqIoyplJzQAoytug+pb7yChfgHf/JiyuTEovvQNnQflJupsTKATMJ9OH95fRuK8CgBxrEaWZfeSXZiGKlyAy0s9CSClpOdSHtzeAxaoxsyZv0vz+gR5/Sps3TdvJFvnFdgjFxuIfCcauLuKvNWO5tPqk3NPtdnPvvffS3NxMLBajrKwMh8NxUu6lKIqiKCeKCgAU5W0ghKBo9Y1kn3stzQf7aGiMkjHQw8yavGnt3jvFuwFXAi/jGxxIDP4BBqKFDPQVMntGMWUZeZNe4cD2djqaxva06G4d4tx3VaWtFKRbNIwJi1516ymYXAxEzYUNE3LypT+1hOuJpGkalZWVJ/UeiqIoinIiqRQg5bQW7G5i+9ffwysfrWTTZ5fT/eZTp7pLxywcirL1pQZa6/vobh+iYW83uze1pCwiPTGcwLsJ+K5J+65/ODx5P4PRpME/mDMCzXW9aY+vmFOQpu3Yd/s9VpYra5LWOKAJyLSjryp72/uiKIqiKKczNQOgnLbiIT87/+MmQr1tIA3CfW3UPng3tvv+8LbvwBsIBHj11VcZGhqioqKCFStWTDvPu71xgMhoPvrIOLW/28dgX4Ds/JNTMcbhsk/SPnnZz1g0fQnLWGSsPRqJEfRHsTstlM3KxWLV6WrxgoDimdnkFmWw580WvD1+rDaNeecFycwNAG7gHODE7xdgvW4uju9dQeiLL0DMQOQ5cf3vLWiFGSf8XoqiKIpyJlMBgHLaGmrYTqhnXDUbKUFodG58kkD7IdpefAQjGqJg+TVUvu9f0CzTq2U/VX6/n29961v09vYihEBKyaFDh7jtttumdZ3efa1IaUVMSPmJhE9ezfjMHCczqnJoaxxItGVkOSirnjz9x+G2YbXpRCPJ/RotFdrZ4mX/tvbEzEXV/EIq5xZQUmFuASylZNuGBoYHQoBk1sI6MnN7zL8+AbAfuIHpBgHhUBQjJnG4Jy8zav/camz3rED2BxHFGQhdS/SJju3I9rfAMKBgLqJiDULTp9UHRVEURTkbqABAOX1NkhkTaDtI58u/TrxufupBYgEvcz7y3ZPSjRdeeIHeXjP9ZXTQu2HDBtauXUtZ2dTSS7q6unh55yusWHp5ok1KiTAknuyTu2h09pIScgoyGB4MYXdaKJ6ZjW6ZPPtP1zUWXVDO7k3NiSCgoNRDxdx8/MNh9m1rS/q7aaztxpPlIK/Yg2EYPP/Xl7BHSgDIzPFRUtEDjO2jBl5gL7BsSv2Pxw32bW2jp30IMHcbXry6HFdG+tkN4bQiZkwIBtvfQh56fux180ZkLISYfeWU+qAoiqIoZxO1BkA5bWXOWoY9v2ykdCaJBZ7h/tQSk+0v/QYjFk1pPxEGBgbSLtQdGBhIc3R6mzdvpr5jH4eaxzb/ktJA//3Gae/CO1X93T52bWpmx+tNBAMRquYVMKMq94iD/1FZuS4uuHIOyy+u5vzLa1iwciaapjF4eCBtYObtMzc6e+KJJ1i/fn2i3e5Mt9ZAAFOvEtS4rzsx+AcI+iPs3jy9tROybWtqY8cOpDSmfA1FURRFOVuoGQDltKU73Cz90hPs++lnGG7ciS0zj1kf+CoNj/9H6sHSQBox4MQPpmfMmIFhJA8UhRAUFxdP+RqxmJn7v7X2ZQ427cBhdzPk7+emvvykdJbo0weI/nonUoLtloVY3zc/5VoyEiP28mHkYAjLyhlolTkpx/R1DrNrU3PitbfHTygQZc6Skin3WbdoeEaq/kRCMRpfb8K7sxOqslOOtVh14vE4L730EgLBkH8AjysL/7BrXOpP4hMAuVPux0B3arAQGA4TDcexOab4I8xIk2YlDfOXUM9BFEVRlHcWFQAopzVnUSXnfuUvSW3DDTtoefahsQYhyJ6/Bt2Wvk798Vq3bh21tbXU1taO3E5wyy23UFCQWv1mMosWLeL5558HCUP+AYaHB7DFBfO/flPimMivdxK880mzeg0Q+0Mtjh9fi/3jyxPHyKEQ/st/RXzryCyITcf12E1Yb5iXdL90FXvaGvqpnl+IxTq9vPdoJMbW9Q2EAxGoyBorsznym81lpaQim2g0ipQSiWTD1j9zwZKrgCLqds9kzuLxOxNXYC4EnprJZiw0yzQWYefPgbYtyW05VQhN/QhUFEVR3nnU//2UM07VzV8k6vfSueF3gCR73mrmf+qho553rCwWC5/+9KfZv38/Q0NDzJw5kxkzZkzp3PBAJ8HOBmbml3HnnXfy29/+lkgkgsfh4mN3fJS8FXMTx4b+7WUzO2ZcKcvwV19KCgBCX1tPfNu4FKhonMCH/khm+z8jPGM58bFo+tSWeNyYdgDQ2TxIODhSY3/cmNt5eAB3/QBzvncVNrsFsFBdXU1jYyP+4BAvbH4cIQTrouuYs/h9QB9mFaBSki50FOWz89nd15zUNqMqB4tl6p9DVF+MjIWgayQFK7sSMe/6KZ+vKIqiKGcTFQAoZxzNauecu37A7A//B9KIY3GcnBKaSffUNObPT5OOIyWyZTO0v2WmmeTNQtRcjtBttL34CHUPf8lMMwEqbvwnfvjDHxIKhXA6nSmVbGR/MCW/XnpDSa/ju7omHAAEohiNA+iLx1KScgrc+AaTz3Vm2IhF40TDcVwe25Q3IJusLGjB8w0U1A9gd46lXd1999089NBDNDU1AXDuuedy4403Ylb8mbzy0JHkl3hYfEE5rQ39xGMGecUZlM+e3j4DQrMgzrkWOecqkAZCP/FlSBVFURTlTKECAOWMpdtObvWcUUYsQrivHUtGNlb3WP67NGLI7b8GX+fYwZ27kJEAvsx51P3yi4wf0Tc9+QCZNeeRt+TSlHsEOurpufQQxv4+sloqcfiyQRPoq8vH+tEyiFHXl7oIV4Ao8SQ1Vc0vJOiP0NsxDIDdYcEwJG++UG++dlpZsroCd2b6SjrjZeW6khukBAmuhgGcP7426a2cnBy+9KUvMTQ0hMViwe0+McFZXrGHvGLP0Q88CpXyoyiKoigqAFCUIxo8uIU9/3kn0aE+AHIWvovZH/kOrqJKZNPryYP/Uf2HGOrwkq5czlDd1pQAYKD2dXbdfxvSEYal0LFwCzXrryUzbxGuR24EzNx/38W/RLYNp1zT/tWL0QqSB9q6rrFoVTmhQJTBfj+1W9qS3g8Ho2z++wF8IS/SEuSK6y7C5Zow0B+RW5RB1fxCGmu7ATN5p6rDR+Efb0VfWJRyvBCCrKystNdSFEVRFOXUUwGAokwi6h9k9/c+SCw4VoJyYM8Gttx7EUu+9L9kBpsnPdeakVqZB8DqSU2DOfiLe5EjJUyFriOFpO39u6m/8TZ2PPkIuq6zSpRTc9iber1bF+L414sn7YfDZWX3G31p39M0HY8zFyEET/zmWW7/hxvR9fR59ZVzCygpzyYUiOLMsI3k/CuKoiiKciZS/xdXlEn4mvYQCwymtMt4lP0/+ywrP/L59Ce6i8hbfC2e6p8z3LBjrF1o2HNSS4eGelsoX7qc8qUr0CwWhro7qV3/dx793W8T6wR2yV3cVp3N0obkSkdaVfpAI+n6/sik743ubFyYVcnhw4eZNUsD6jGf888GxlKQ7E5rUr6/oiiKoihnJlUAW1EmYXFmTPpeqKcZys4npZqNLQOx6P3oNgez7/x2co15Kan98acIdNQnnVK+Yi2Vyy9As5jxuCe/kAWXX4cmRhYZj5TdfPFcf6JEKML8Zbl69lE/h8uTnOc/cQMtIQQW3Uo4XAf8HWgEGoDngLqjXn86fIMh+jqHCR4hKFEURVEU5eRSAYCiTCKjYhHZ89ekeUfgyJuBllOOWPpBKJgHOdVQdTFi1acQdjNwGNy/OVEByCSRsTD9u15OutqM896VNCgXmoYnJ5tCT/LT9nCJA5FnzgCEqnKoe+x9bOz388YLh+jv9k36OeYuLU0q/SlIDgKklHQPtFJRMbpOQJp9lSCNCbXzj5GUkgPb29nyUj27NjWz+fk62hr7T8i1FUVRFEWZHpUCpCgTyM5dZmnPeIRFN9zBwZxCujb+KTGYF1Ybcz/2gPnnrDJEVlna6whL+n9eQjfbZSwMIS8WlwcZTt2465Mr7PQEbTyxN0LHYJR5Sxfi+cGHiXT52PNWG5FwHGIG/uEQO147TF6Vn8VLaxAiC7Aw0OOnv9uHbtFYuqaCwX09hL+xAWdtD7s/vRBblbmXgXe4h3PXzMbt7kjupwA5PEy8pRt9QeExfZejulsHaT88kNR2cEcH2XnuKVUiUhRFURTlxFEBgDJNEjM9ZBDIBKo5myaSZPde5IFnEq9Fz17mrllH5U1fpHfbc2DEyVt6Oa7SmrFzDINwfzuazYEtc6w+fcHyazj8xP3EgsNm8CA0LO4s8s+7Gtlbh9z3ZzBGFv+O74OUDHW2s+/pJwB4X818Xp9xNbfccgtCCAbj0hz8j9AEzD23jpKKHmAnRq+k45lKDmaOBSYtdX0s3NeD5zkz/Wjp/Tup+0om0WIPOZmFBHttxKJF6HpHImtJxiWxV8OE/uX3eGo/fVzf69BAMG27bzCoAgBFURRFeZudPSM35W0gMXPEXwS2Ai+NvE6/6+yZSLbvSG3sP4QjK4+ZV93NzHd/ImnwH+xuYsuX1rH5s8vZ+MmF1P7oExjRMAD23BKWfu5xPPpsrDEPGbFqAov+kV888jDR3U8gRwb/CfZMpG6nu/4Ae55/KtHcd6iWdxcN4XSOLgBOzuGfWdM2Mvg3iRwouKUNTcQSbbFonJaCsTKfjZ9fRbRgbI2Dt9dP7dZ5BIfH9lYIt+gE7/ZiHOhDTthUbLomqxqk6epHkKIoiqK83dQMgDINh0d+jdeEuWh01tvdmZNjJM1HxiSR38eJ7zQQGQL719uwrJ6TfKiU7PnBnQTaxxbKdm96EnteKdWX34oMBRBf2kjN0+tAwrMrh1mfuYulZS4s2sSUGgF5Nfh6ejnw8t8mvCUYbNiVeJmd78Zq04mEYwghyM4fREozZQdA6AKbHsPpCeMfGvsnHi7MAKuGoWsEZ+WmfPS+zjD9HUtx55g7EvuH3FRWbiKnrwPcx1f9p7Qqh8P7ezCM5OClq9VLQWnmcV1bURRFUZTpUY/flGlI3YTqyO1nHlEwF4DQd2JE/idOfJsk9oqB/9LfE9uavJlWdKgXf8u+pIW+mm6hwOFD7nkCDj2L4zMDWK/WiAvJKwvMhbrBaLoZEwkWB5biuWn7Zckc23DLZrewdE0lhohgGAahsEyp7AMQjyT/8/YUZ+D6821oJRmIaDzleAApdHzeDHyDGciYZGhJMfavXIywpN8fYKqsNkvK4B9goNt/1HOllHQcHmDPmy3s29Y2aTqRoiiKoihTowIAZRom2931LNr1dcYKDLGU2Isjg3QJGLCn1M99P/0On/jEJ/jGN75BW1sbmn0spSaOoEfLJWfZWtzZ474PDeyfsyDzwRgZQ9d1h6jvCY0r8SnA4kCULMVVdR75Sy4eO18IhG6h7NrkHPyMLAdrr1nItvq/8sijmzEMiWFIpCGRIYnv+2Gsbwyhhcw0IFeGjeoFRVivrCHr0GcpT7ODbwpNYL+4EvuXLgIgFIjS1+XDN3Rs6UAWa+qPG30KKUCNtd3s395OT9sQnc1e3trQgLf36IHDKOkLE3u5kdhrTchw7OgnKIqiKMpZTqR7cqhMnxDCm5WVleX1pu7WevaQwHqSa8PPAi4hpR7+GSy+owPfeT9NvG4uiPCj6/pAgBRm3fyMjAy+9rWv0fb4v9Pw4mO87FiNV8/irjUFLC1zoWnJ30fgsxEeLO+huTCK1MBuEVyzMJtF1UUUV9QgKi5EOHOBQYzYMM1P/ZbB/VuweHIpv+ZTeKoWp+9rPM7evXuRsptZtGLd6yX8fwaR/ea/a6Mkg9hjN5N7wUx0y9hge/Spek/HMJomKK7IpulAL8Pjn64LmDkrj8p5BfS0DrF/R3ti+UFpZQ5zlpYkNiqbiqYDPTTUdie1zV5cTNms1N2RR8VicV59an9Ke06hm6UXVh71nvHabvxX/hrZbs5SafMLcD9/B1qJZ8r9VhRFUZTTTXZ2NoODg4NSyuxjOV+tAVCmQQAXYw76R6sAlXOmD/6j0SibNm2ir6+PkpISVixahsh3IfuDYEh2VYWQIxtvgTl4Hh4epq6ujsV3fJNnm+J4O4YA6A/E0n4d8R7J7Y25PPLBCG3RAcIxSb0s5+KL/wHNbsdcSL0eOIhmgcob84EHgJlH7Luu6yxevJjYphZC/3KY0FvDEB4L6rUuP47PP8fwsx+kv9uPrguKyrNxOK2UVuVSWjW2FiAn3039nk66WoeIxwyQ0HKoj96OIYL+5AXL7YcHyMpzUVw+9Z875XPysVh1ulrN3ZVLyrMprjjy+bG06VIQDadPYZoocNsTyM6xPRKM/b0EP/k07ic/MMVeK4qiKMrZRwUAyjQJzEH/20kCzUA/kIEZgJyY7LVoNMoDDzxAQ0NDom3Xebv4yJ8/QPCGx5A9gSOGN5puoSts8QkEzAAAIABJREFUZXTU//zeQc6d6SbXbUFKiRCC5h1bGPyYzrzrv8t9s4oZMrw4HO04nRbM9RN2oBY4OO7KMcwKS7cBDqQRJ9zfgcWVicWVvGg2vq8H/2WPQCQOE/PsDUn8rQ62b2hM7CLcXNfHee+qStkh2GLVKSjNov1w8izWxMH/qKGB4LQCACEEM6pzmVGdugB5MnaHBbvTQjiYnLqTleea5IwxMhrH2J0844AhiW9unfL9FUVRFOVspAIA5TQngdcxB8ij9gHXAMe3MBVg06ZNSYN/gG3btrFmzRrmNX4Oo66P1aE+Xv3lfydy9oUQZGZmMneuuWA3MzOTgYEBc2YgbPCtZ9v4SEU3HrvGcFc7fU0NIOHgPR9j5va1OL+cjf0rDsygQQDrgK6RP48fwMeAfnzNXg785B5mzKrC7slCcxfgufSzaA4zjSX6210QjiVOHVlVYP5ZQMxjSwz+wSwJWr+3i0WrUgO5cCj9YD8dm/34v38pJbFoHItVT5tOJIRg0apydm5sSjz1z853UT2VjcksGmTZYSg89rVqAlGcccTTFEVRFOVspwIA5TTXRfLgH6AT2A8sOO6r9/X1pW3v7e1FzJ+PvriYSor5lOtTPP7443i9XsrKivjwhxfidK4HSrjhhst48MGfJ86NRCL07dxI0pUFDBe3giEJ//sA2uxsbLe5MEemG4A5TKzvDxCPQO2DH2HxpVdgdTgQmmYOmjf9GOtFn0VY7MjIWDrM6BXkaElQCW0fWpJy3ZA/kvZzZ2Q60rdn2fENhhMxis2hJ6UPHYuBHj97t7QQDcfRdMHcpaVpZxQ82U5WXTEb/2AY3aLhzrRPae2BEALnty8n+ImnkwIgxzcvPa5+K4qiKMqZTgUAymluaJrt01NSUpK2vbS0NOn1woULWbhwIdAL/AnoxhxutzBvXjb33nsOGzf2EotJFi/IYPCHAsYvsJegR0ZSbjSIPR8eCQAA4kANcAjzqf/ICVQS6OgjJz8Xm2ss5UUIgUUY0HcIihZgvW4uke9vNIOMxUV0vG8eea80gSHxXjCToWXFKZ/PnZV+oO/JcVI1v5DGcYt1i8uzqJxXyN43WvANhpBALGLQfniAijn501oIPCoUiLJrUxNGfGSxclyyb1sbDreN7DTpPRaLPqW0n4lsdy9HzMgk+uQ+hEXDescSLKvf7hQ2RVEURTm9nDEBgBCiGPgqcDVQgrkj1X9LKf9rwnG3APcC52A+Pv5/wHeklMaE42YB9wNrACvwAvA5KaVKED6tHH/pUSklz7zRzK6GfjJdNm5aW0VxrjmYXLlyJbt27WLbtm2J4y9bfAGzqqsnudYuulry8fZmYrHGmFHdgdPtparKTVWVO3Fc/TUX0vL0a2OP5AUU1S4buQiQIQg/4CP8HR/SJ7Fc/jLOn1+Fll8HBIEiYDG6/TC6dZJNuOLmU3zLmgqcj7yX4KefITTDg39+Af75BcnHjssucrqtzDpCGdDKuQXkF3vwD4dxOK24PDa2vFSflIdvGJLG2m5stmObCfD2+hOD//H6O4fTBgDHw3rNHKzXzDn6gYqiKIryDnFGBABCiCzgJSAMfAZoB94N/EAI4ZRSfnfkuHuBbwBfxlxBuQL4PmYplU+Ou94c4A3M5PIbACfwLWCjEGKZlDJ9XojytpBSsrtvN23+NtxWN8sL5uCyjl8gW4oZ36XX0dHBb37zG9rb28nLy0MWruDZ3SE0YY6B/7KxiV/e+y5m5LvRNI277rqLC7Ln0PGd5ynqgMqfH8b/p1/j/vMHEC5b0rUP7XbSWl/E6Gi6/XAR583eht3rRysXiEwN3DrVt1yN5fACev/+DCKuk39oAVkdI0+eraDla4T+ZWwWI/b0QQLvDeLe8NGkJ+rOoioMd1HiexFCmHsHCA2RNVYhyHb7Yqy3LSLSNEDr9o6U72TW/CKsdh1d18gtzsBylI29MrIcZIzMErTW96Uswh3V0z58TAGApqefNZisXVEURVGUE+eMCAAwB+8FwDwpZe9I21YhRBHwf4HvCiFKga8D3x4NCIDtQog48HMhxA+llAdG2h8A+oD3SikjAEKIq4EG4PMj11ROkWeanmFL1xbCh8NE+6K8kOnmczfeSo47hlkFqJLJqgD5fD6+//3v4/P5kFISDAaJt7Rhs64hgrn40xeK8usX6vjirUvNkyJxKv7xDcoH7IkqOvGXGgn923qc370ice1QMEpr/WgFHjPFp/h/9hB/sxn5HSuENTMssGqgu5h5yQxKCj5H8O5x+yYIsH8tm9jfAslrfiXEX2/BaOxCrx5L2RFCUPXRB+l59n7yskYWygodbf71CHd+0mcXQpBfkUNBl5+e9rHgIqfQTVlNHpoGZtUhP+BhquVbI0couXkM2T8A5BZm4HBZCQXGFh3rukbRzGMqZ6woiqIoyjScKQHA88DBcYP/UfuBLCFENnAz5uf52YRjHsWcBfgI8EUhRA7m7MGXRwf/AFLKfiHE74EPCyHuk2qHtFOiO9DNlq4tDL42SPCguSmVDx/frnuEr9/3dWw22xHP37NnD8PDw4nXUko0JNlGJ916DWAOe/uHwoljjMNeZF9w4qWIv5mcDRYNJT8Fz3m9haKn6nA8aEWbMW4kHDUg6gN8WGr6sN2qE/ldHDSwXKwh9wyjVWikG1bLt36B1C5CVF6UaNNtTopu+ApGOEjs6Z3IxjDaoMBynUzJvxdCsGBlGd1tQwSGwzjdNgrLstC0IPA3oGfkyCLgSiD9WoDxsnKdk75XUplz1PPTsVh1ll1URd2uDnxDIRwuGzULi3C6j/z3qyiKoijK8TsjAgAp5TZg2/g2IYQO3ALUSym9QojlQMvEHH4pZUgIsQMYedzLuZhjwI1pbrUJuBtzdNQ54X5H2+J36knpyqSGIkNEu6OJwf8ob6eXDRs2cPnllx/x/LRxm4SLDvXz1CyDiEXDkDB33JNmkZ8m51wTiAJ3UpMzw4ami0Tuesa+XqQO+nyB0NI/CpdSYr1BJ/K/cZzftmI5b2zmQsu1EP7BSFAhQF8kEPkgm14DdwGiYCzNScbiBN/3R2J/HZtNsH54Kc7/eU/aIKCobOJ/jhsYG/yDuTzmFeAKjiav2EPF3AKaDoydb7Xr1CwspqA08whnHpnDZU1bilRRFEVRlJPrjAgAJhpZE/ArzBz/60eaC5gwaB+ng7GakaOrI9MdO5o8XXqEayknUb4zn7gvzbNxYZbmPJp58+bhcDgIB83de4VhRnvXbIeC7nZ+clEZ559TwIcuq0mco+W5sP3zaiLf2wi6II5Es2o47lubdG2LVWfBipnsfm0P7H2Uruy9hJbqnBNYB24mrWMvLRLrlVrS4B/Adp1ObLtB/E0D/TyB8/PWkWsIZH8jCB2MKGSVEf19Q9LgHyD6yA6sty7EekUNR9c2xbb0qucXUlKRTSgQxZVhw+6cZGGyoiiKoiinvTMuABBCrAB+j1m55zIp5asjb0VJV0jdNL49mqYt3XHJb0h5xOTkkRkCNQtwnLLt2Vwy/xL+uP6PyW/I1NKcac/PzubT117AL3/+Cr1ZcTxBjfe9lkVpv5WVsUEO/9Mq/vWD56JNeGLv+Pbl+KvdPLzlaQ7p/VgtVq5o2cq1S64lHIziGwxhtVvw9npBd8Pie4gsNujZ/ztcW96kct0qZFyClhwISCmJvWogykViEe94rp9lQuvE9CMJvfuRnTvMl5oF2T82yI/rUfwFnSAklgOtUwwArJhr6Ce2TZ3TbVMpOoqiKIpyFjijAgAhxIeBnwKPAZ+VUg6Oe7sdWDjJqQUj7zPu92LgQJrjxh+jnAJXLrmSgSsHePlvLyfaFixYwJo1a9Iev7d/Lw2DDdh0G8sLl1Pl6ufePxZiSIkmxwbcYavGdRdUpAz+R/184FUOWwaQEiKxKH94+kV8oWyKrbkTQkPNXP0qNZh3O01bv4vrZ43knFMOAkSewDJfQxqS2IsG4Z/FcP/Umr5efu7lMLgVhkf/kxPmtWOhsWOMOJbF9aBB2DlE3SV/IZYdxFNVykDHVyi57jryfnw32swjxZ/LgM0T2s49wvGKoiiKopytzpgAQAhxJ/AQ8FEp5W/THLID+JgQokRK2THuPAuwEvjJSNM+IAKcj5kYPd6FmKk/3Sin1K3vvZWVS1fS2tpKTk4OCxYsQNNSK/+sb1vP+rb1CAQSydburXzUmkPWDRrRPyZt/UD47vM4f/ZY5Zz+/n6GhoYoKioiFArR2NiYeC+OjnCUUKDlII0JT+5H/zz6e8UVDP75cZy/GzdDYQXH/ZcT+s4L6Cs0tLI0VYsySxHZ82FxDbGnniX2dBNY7dhuMxBJG51JhB7FclM1dT3/iVZhYcUXP4WrxPwswdYBAnf+Gvez9yBsk/2TXgTYMTcbE5g7D09l5uDMIKUk6I8Qjxm4PHZ0PX2VKEVRFEVRzpAAQAixGHPw/yEp5ROTHPY74AfAP2DuBTDqViATeBhgZMHwn4GPCCF+IKWMjtwjG3g/8D8TNw1TxvNirp8exMx4ugA4tkowR1NVlEmlrx0Ce2BPLT53FX17NyOAoprZGA47G3pfAUCOPKKPGTE2ODSuaUv+KxQz7az88sXmsVLy+OOP89JLLwFgs9m4/fbbE8dKQCdOqTuGPslsQRJpkNE3YbddoWO7ayWWNdXEd28idbIJyCpHCEH0mUYCt+xCX2vFclEMGdXALhDjN8oSOs5f3Urwrn9j4d3vx1k0VnvfUZpF7L4I8R2dWFaWTdJJAcwd+XV2iccN9r7ZSl+nWf3JZreweHU5nuzJqxcpiqIoyjvZGREAAN/G3LhrjxAi3Q5QHVLKASHE14GvCCGCwIvAcsyg4OdSyn3jjv8KsAV4QgjxbcyNwL6JmST9/ZP4Oc5wQeAvmF+TBHwjr28GTuzurTLsQ+74NcTMew0e3k8k8Ddys3NweLLQe3bQJwzkhCqWEsnwYATjjQntLWGiv9qJ7e7lbNq0KTH4B4hEIvzmN7/B5XJhRILcsDSH6nw7gaiBX+9nOD5hoyspR1KAzN+LXI1kBEvN72Sktr/jgSsRDiv6shJE+WLkbjMAGD+REPQFcAPBzzyL7TMunN8bS+GRoThy+yBEzCBA1FyGsNqw5ZeQWTMTMW42RGgalvPtxPcc45d9kg0PBPH2+dEtOoUzMrFYj7wJ2XQd3t+TGPwDRMIxdm1q5oIr50ya7qUoiqIo72RnSgAwH6jATN9J5yPAw1LKbwoheoHPYg7oOzCDh2+PP1hKuV8IcSHwXcw9BmKYAcOtUkqV/jOpRmBcbjoSMxhoZKzI0gnSuz8pD96ZlUVmaTEi324Osr0xssIShxwJR0bHeVLieGMPZiGnZEabmVbzwmvbkSRvgxWNRikqLOTW+ZlU59sRQmBIiZSvsX34XfgjHtAEWiAKFg3DpqMhqZjTSOWCYow1MSK/CiD9EusVDiyXLQI2ISPtyG11YJVJpUJb9+yg8c0fseyrT0PEh+PbRcmLhO0a4rwiZPsMRNYc/L4gQy//hvwVVxPuG8RZnJsIAqQhkYOgL50wC3EaaD88wIHtY0tqmg70cO67qrA7TlwVIW+vP6UtEooRDkbVomVFURRFSeOMCACklJXTOPanmAuFj3bcLuCq4+jWO9BkmVGT7xR77LdKvqYtJwOxNBNhN58ey7jEsmeIm4ckv7dFGd3RzdnVj9h6mPbcAkr7rXTmROnIjZHp11i4oJBtB3vY0ThMPqkuWlrDrKymxGtNCCRQxiG63ijE0T5Mwd8O4aiO4LrfhtEtiT1mR349A63KguOr42viPwf0EN/qQ7NPDDfA19uFNAw6Xvo1ZWtnISwTn1QLhC2KqOyj6/XN7PvJP8FIZlrv1pmc+28fxOKwm8fpAmk7/wj5/6dGLBrn4I7k9fShQJTGfT2cs+zoFZ2myjrJjILFqtYBKIqiKEo6p9eIQTnNlQEayYGANtJ+guVWQ+N6M80Giahxg23cgE4DMc+D57GtXPDWJvo8bg7IShr6cmjIquLV9/Yyp8XGwbJIYuy9rP81YrUX0qdXkGu0oGFuwiWAwhnVrFl1LuxrmtgTsAv8c/LIea2ZSK4L94Uj5+WBdXWY2KsWrGvH55u7Gd10S/bFzRUoE+gWK0hJPBzA8eVrkZG/gnWshOhYqtAwA3v/NPI9mIIdrTQ92UTNB68baalBy5s5jS/37REKRkm3L1vQN7Ec6fEpn5NPf7cv6V4zqnOxnmYBkaIoiqKcLtT/IZVpyMbcOfZlzMQbG3AxkHuEc6YqBOwBAkABwj0X5r8XeeBpMxXIpSdV4hFCgE1w4PUXEIEwPq+DZkfyYuSDMyNJr7dv307lklwiwkWd9UIK4/Vk6kGq863cvm4WWudOYCzF37wPDMQKiea7aLz3QgDyvC0skNsRugAP6MtsE2r8j6WkiAIbMmhuPSE0cy8AaRh4O1ox1ww0oi9qxRhahbBOWLgwQndYSapDKiDQ3gGsm8b3+/ZzOK2JpRLjnei0nOx8N8vWVtFa3088Fie3MIMZ1Sfiv0lFURRFOTupAECZpnLgDsxKqjYmprYcmxDwB8yBswD2A+2I/Esg77MQDxOP/pmWjmFAUF4URxMSIxwjHjDXCXi1rOSRexpCCAocIcrDFmzDAk9lNd+/vAWrJhHGIRgYqSQkLVhFDCmhKTiX7siMpOv0Zc+kI9xPvqWR19oDeLuClJY6WLUqD00T5oDXMLcgtqxyEn4ghGVhHOwQj0Y5sOF5gt4BAIJdPcAetMwFmAP6l5PuJSUM7m+e+ElwFJx+T/wnslh15iwp4cCORFVeHC4rVfMLT/i9snJdZOWe2IXoiqIoinK2UgGAcgwEZk35E2UPY0/NRx8X1wOLEKKQ/qDg8w/lsb/FLPkzqzTKA/cMIF/flbiCSwYnHfxbo4Jz6x14/DortvZy8/YGAA5VRngw6GNYj1OVb+fmc3PJcOisb7CQkXcxsbgVQ0uzWFVKvNEsHn65g5aBaKJ59+5B7r67Gimhf3c92XNmYnE5sH42i/Zv7aKl5XkiwQDSGEuhivmCGLEYmuUg5jYUMaR8HSEMpNSAiyi8IIyv+ZuJc2zZRVTc8PnpfcWnSGlVLhlZDrx9ASwWjYIZWVhtJ7YKkKIoiqIo06MCAOU0MPrkf2LCeACAbz+2gwOtY2k1DR0Wvv6Qm2/N8yA0HUMaVMeaqbdWpMwEzHTYuPu5XOyto8GBWQmoNS/Kz9f1IQNmBaEeX4z2wQhfvLKUlu5m4m9tYEnV+UTzXMSyJ9QaFYKuIT1p8A/w1lteamuHmDcvk11P78BS/xiOghwiQz5iviA5iy4mvDt577lgVz87vvUwS790F5oVjO6ZBD4kke3dGM1x9PM2MvMPHyOjagmD+zdhcWdTvOZmrJ4zJ8UlM9dFpno6ryiKoiinDVUmQznJgkAdcJDRAX2qfFIH/4LRtQVv1fUm5ZFLKdjR6cKem8v+974Hf14u0m7hvOw6chZYKM7xAeCxa6wadtEbjKXcccvcAFKMKx8KtA5EaeiV+AOCt2J1/PWN3+F97tXU7kqJt7czNbkd6G4K8NJjLdhjNgSCQHsPMV8QzeZk/qd/Rs6itSnnDB1spuMVM80n+NE/E3+pHaM2Bj5J/JUmAp94mtyFa6m66QvMvPrjZ9TgX1EURVGU04+aAVBOogHgKcb2DrAB7wYm5oDPA9ox9xMAc/B/EaPlc1J345W4deivuIAO5wbab72JoTeGCOwLwN4YzpwMkDAcNvhfqxdugOs3Z7JmrztxhZiepjwN4PtRgMJFLvZZAnTmxtic4+WylKMkedUZsDe5XwtKnax2WLCW2aBsDWH/Urrq9hHx+/Gc9x6srkwKV72HgQmzAAChbvOfYuzFBjDGRzsQ+3t92r4qiqIoiqIcCxUAKCfRK5jVgkZFgfXA+yccpwGXAd2YswR5jA7+tx3sYSgwkmojJUKC1AS3v9SCoy8MnwTfDh+B2rHZhWiPSPkv+6lVQ8xrtpM3bL4xr9nBlrlBRncEExJcMZ0Zb+gUt+dRedMKGqsNmoOH6Y12kG8tQUoDAehWg3PXDlPXkcPWreZiXk3AXatzsYwLVuzuDMqXrhh5NYg8/Bqukpq035SrdLb5B7cVIsl7IIiMqVfNGfYGaT88gBGX5BVnUDgjK+WYeCTI0KFtYEg8NedicbjTXElRFEVRlLOVCgCUk2iA5NQeCXghZR9e6N/9Cn3bn0ez2CheewvuMjdQi27s4cmP97Fzu+CFA5nE6yVr3xpg3aEB2NPLJUtL+X23Wb7TQKNPK2fRQA9deX7kaIKbMO/YkxVLBAALmxxcu9nDX1cME9ch26fxoRdyiM4t5tB9F4EmKBFQIuaM9FciQn04aGLJFQJXRpSPfayK3B0vMuiHYkcMu21iYJNMNr1K5rI7KLv647T+dWyvutyll1O0xjzX8YU1hL74wtjXI8H+hTVT+ra9vX52vHY4kZnU2ewluCBCxZyCxDGh3lZ2/MdNhLoOA2DPLWXJFx/HVZo+MFEURVEU5eyjAgDlJMogNQhwj7RZAA8gaH/xVxz85b0gNEDS+uIvWf3gt7C6fSyZKxHCRlFFjMu2tcBa8G+MmlcUsLyrgmcc9QwwSINlJQEtl8v6N9KZZqvfHF9y9Zm1ezK4cK+bsE3iDAsEgv2fX2g+zk9KOxr5s7MAzV+LK8P8ZyOEoCDYQV4shgjoGPEYQkveryCFr5ua279G3rIr8Lfux5FXRt6yyxCa2TfbP1+IyHIQ+f0eEGC7Yym2O5YmXULGDcLf2EDkVzvNYz60BPuX30Xjvu6UZQmNtd3MnJWHppvR0IGf/xOh7rGyouGBTvb95B8579+fm7zPiqIoiqKcVVQAoJxEFwLPAqMpLQKIAU+MvC5EGgaHHr3PfCnN8ph5i6qxus2FvImdcT0WRIkDOsNYL9KIPBYHCfqMLK5ddi3//dsXCGi5WGMGV77lpK14mN6seGKyYc1uN0Xe1JKeuhS4wmMD9li2Y8LgP1kw40J6vFvIzTTQNcisKce7rxFpxDn0+npmX3TphE3BJrB7AMiZf+H/b+++4+uozoSP/565Xb3acpe7XHDBpthgisG0QEInlFBCIMmmkLBZstm8bxpbSDbJhn0JZMkSWiCEBDAJECD0ZgO2sQ3u3ZbVe79tzvvHjKQr6QpLbrKk5/v53M+VzpyZe2bm6Oo8M+ecIXvmKT0Wiwj+Wxfiv3Vhr2UI/+A1wne90/n7T96ESJzImYU98hoDsZiN3w0AGnau7TjOTgabxt0ff3qZB4gxhsqSRloa2wim+BkxNhPrU86NUkoppfpGAwB1BI0CLsOZ09/gPOCrFQBTF8Xs206sJcaEeSeyZ/VK7LgTKPiz0pJvLs25Sr5qWgtpBTAlbxz+L87nlBQfr39Sx74NUWaUt5DXDN9cnseqaa00huKMq/Qzc48fG4OFdNyPSNaUTNlaTSQvpdcgwMbiK7/K5jtXNjJ5VAz73Cup2/EQWeEyyrZswPanM/WCG/DU7QC76zShZE+CnEn9OH7Jhf9nVY+0yP2rybh0Bi2N4S7pgZCvy7z7/ow8WlsbE2YwEnzpOcdk43/T6v2U76vvSCvdU8fcUyZoEKCUUkodIg0A1BGWBSwAmoA1AJj6KGadMx+/xxjGzV1IKCuHBk81OcdNBm/PB0XFbYjlBfEWt+IdZ/Hbi6q5/WvX09xUy70/u5fy8nJmAxIai8EQjFods/7YGLaMDZPT5CGjxUNVnmHy5YsxbW3Yaz4hvjWOeMGaKYx/YT1thZm0je05eBbAl9lKSbWX2+/LdlPysUI/4CtLfVy8eAKp42ZgeX2YcBNm/yqo3wceL+RMRUbPR+QwzLwbda7gh9PqKZu9mkiomZSWkUyc+hWaG9porHNmXfL5Pcw+aVyXxv3kq3/AJ7+6ye1uBRibyVf/8NDLdJjVVjZ3afyDM8ahfG8dowqze1lLKaWUUn2hAYA6SjpnsjH72zp+bm+c5i+dzYixoY6n5BrbIJYQt+HXz6bxpzdTiMfh+PGZ/HjOXm47y0PTpuU88EgFtY3OXQUBTFoxrx2XzRmfBPEYMO5V/3dntbBzVJisJg9hn2HSmE1ccc5x5NZ6SfwzCJk4xz2+i8o/tVF65UzCo9KdWYI8NgXjq8gLxZkzIs76Cg8WBgNkp8AF551Cem7n/PwSSEMmndGvI2SMIfroOmLPb4WgF/+XF+JdPL5HPt/lM2l+8h22nPM0cX8EMDTJftp+eQ3z/uUZmhtj2LZNWmaox1N38xacx7z/s5zyd58CY8g/6SJyZvd8NsFAa22OJE9vSZ6ulFJKqb7TAEAdJX5gNvAJxLuNVPUIMjYEgFjOlWnjzoX/6N9T+MNrndNUrtkX5F+ax/Lr03ezrzZMTUPXh4sZYN2SMKfVpuAptokG4C8n1FGaE2F8hY+do6OIDeu3bqGsdBffPa+AkL/zqnx8lSH+wDZygJx393Wkh/48i+0rl7Nhxev8/Oov88Su0exoCJIfinLd9GqyK/2Qe2GfjkTZ20+y44k7iTXWkj5pLjO++mtCIwsJ/9tbhH/4OnicaYuij39M6t+uw3v25C7rh/77AorDy4mbcJd+TA3bV9OwdeUBG/RZ008ia/pJfSrrQElJC/QrXSmllFJ9pwGAOooWAelI9keYmv2dyR6nFWuMoaW0ilhzK6ljRuAJBXh9bZDEaUONEdZXp9IY9RLw9XzCrxhDA638+DOtxGyDx3LWXLwqhTfmO8GCsSAj6OHby0YQ9HXtT27vTv6AsOonN1HheZVAWjqpKX5unlXVNUNzRZ+OQPW619j8P99098fQsOMj1t11BQvvfI3wne4DwtoDJAva7nyTtG4BgKT6kXPGwN+trgN6gVhL124zg1VWXgpjJuWwf2dNR1puQTojxyXvmqWUUkqpvtMAQB0WsZYGSt96gmh9FemT55PscjJNAAAgAElEQVS34LwkA0sFOA7GzMYufQCrpdJJjtjEGyNsfvAZKj/YAIAnJciUay/Fay1K+nkeyzAy3UtRQZDNZW6XIndga0uksxFvuxMQrZna1mX9pUUZZAR7TtlpLT6O2COfUH1mIbGMAKlbqslaXUpDy0bIEKKtLdjxOGJZCesKBPvWMK18/y8gFlkzC5l01TL8mWk07iimadv7SKxrYx4bTGVz0u1kFS1i/8sPdCaIIF4/GZPm96kcxzoRYeqcAvJGpdPcECaY4iNvVPoxN1hZKaWUGow0AFCHLNpUy+ofnE9bxe6OtLEXfIVxV32PllgLGb4MPO4898YYTMkaaOl6BX3fI693NP4B4s1hPvnfp5gweyYbyafzLoBh6dgG0nw2INy6JJ/la2tZv70CDzGq3ScId9eQZuOJQ9xyNpMesLBNx82HTmdMZ9OvCohmpzkBhQi5z6+mpuV+MAY7HmfHijeZeurSzqkzvQFk4hl9O1gipE8czZw7voCIIJZFIDsdO7qf5qJszNY6cLs/IeBZMiHpZvJPvJAJl9zOnmd+CYDlCzLza/cRzBvbt3IMAiJCzog0ckb0MiuUUkoppQ6KBgDDVKylgZ1/+g8ad64jkF1A4WX/RNq4GQe1rX3P30dbxZ4uacUv/Ianc+poyckixZvClVOupDCjELP9ZShZQ+JcOHY8Tu2GvV0fECwGnwmzdV8jt8+P8uftubTFLU4Z1citc8o61g34LIpOyuLK47Opbonzw7+W9FrOZWvSeWV+IzEv7K2JsHhyt9a/WOyv8BLNcsccuFebqz+zgMB9y3hjXBVNkkLGjiaW1CxnxtLPkT37dBg5GwkmDzy6G7n4MlpKGjsa/87HWngCYVL/ejbNp7+IKWkEwLN4HKGfndPrtiZedgdjzr6JSF0FwRET8Ia0oayUUkqpA9MAYBiyY1HW/fQqGnesBQyNYlHz8Rss/LdXSCmY1C1vBMvrT74hV1v1frCszv42rkBjIy05WbTGWvnD1j9w26TLCZas6VhujGHP6pXsXfshPR5h6wrV+lm+M4d/X7yPkaEI5ZEov081RDFkGsEHXB3xIRZ8XNzUdeX2gMKGvFYf594+hiV/q6fMjpEd61b1xUKmX0jz7gCY1o7Gf7s3Zk1lT3MARKj2ZFMnRcw/81tISsqnHpvusmedSjB/F9Cza49nUibpW75BfH05EvRizRnZEST0xp+Zjz8zv19lUEoppdTwpgHAMFS/9QMad3zUmWBs7Egrpa89yuRrnDnh13/8V1ZuWE4s0saokipOO/c72EXzWFm2ktZ4KxPSJnDCyBOwxCJ1zLQujf/2pnxrdqb7uyFsh6mr30NBQjnKtmxg70cfdC2ccV8W5OycTmRsNrsaglz38hQwhplTNjJusTMVZD2GxVEPFgICm8q79vNvv5swqsbDTTuzCXypjeCtAXLoNpPMrMuR9JFIIIPUmgoqExv/xmCMoTxekxAUCLWNLaxfv56TTz65T8c8UWjE6cCL3QoaBEYgKX68J4/r9zaVUkoppfpKA4BhKN6WbGCpEA876Wt3v8XyllVQOAaAiqKptPz9Z1SUH0dDjtOo31izkbKWMs4eeTYvlXjItvKYuiuT9LKxxH1R1lwdoC2js1tMpCzCPctfpq6mnvx0H184KZeWPTtp79fvFgGAtPJRpJcUYhUfzyxPEz95ficp0TjrR6fxq/MmkTd3B8EU5ym7ETrvHDRFfRhaezzh9/pXcyj4TgAwbrf+hBxZE6B6G2bTsxgRxo6YS1VzLk1p7l0PAy0vrqDN6nnMwuFwjzSA0tJSamtrKSgoICcnJ0mO8cCpwPtAFMgAzgb8mLhN+P++Rvi+DyFm47tkBqF7P4Po9JdKKaWUOkw0ABiGMibPxxNIJR5p7ZxG0thkz3Lmj3+j9G2wcLr1ABjDrpMXMPqTTdTndM4y81HVR2x7dhvbNm/jnA3nMHFtBrYYBOHsu6B6MlROgVhDjJqXaiDu9PQpb4hy9+vlXJ0Z6tL+bzdu1WnUyEhemJ3Ll98r6ejJc3xxI3c9v4+vpU+jaO4u8nKjlAbTifvieOJhMrILoLLBye+uNHF/CH/ET/juGPFPPARu8XTW+szx2N4QUrqu4+K+p/RD5i9YQOlP6ohUt5C6vYbytiq4yF3HLa9lYMqIrlfqjTE88cQTvPHGGwBYlsU111zDkiVLkpyFmcAMIE7in2H4394i/NN3On6PPrYeE4mR+sSVn35SlVJKKaX66NM7GKshyZ+Zz+zbH8abku4kiEXh5d8l/0TnQVZtVrxrH3gRYoEAdrf+6HbYZtvmbYTCwllrnW1ZRhAD3ggsfTSVUSmjyK/Jx8ScrjTgtPcjMUPNWHfQccJHpRWOYdNPC/na1eOZm/ZH3r7kGf54+UqeX7KPqowYY0uaucA0EH17L1XP7mPVExv4+fJ9tDGaERlBdnpPoknyaLEyGVE+gi+9nEl62MbUQPRPccK/ifPgRzay+FvEZ16BXbG5e3d/YpXrGf3A5xh34/Fkf3sxk0aM5bJ3MvG4sZIvDte8nkWBr3Pqz/IVy/njdy7uaPwD2LbNY489RllZGckJ3WPw6GPre+SKPbUJE+n5zAOllFJKqYOhdwCGqexZp7L4nvW0VZfgz8jFm9LZXWdM2jh2NO3uDAJsm/SqaqqmTOzIIwh+y+kmk9pmId073tgQLAtz66xbebXsFTaysUcZUkbnMf7Ln6f0pXeJl5RhhyM07d6Pv/pebmnOoLwgwlvBk7HFgix4Z0oFt/wtl/fL0yjJXMqE2Eecsa2RK95OJ/pfOznTB3/8fCG70k8EY7jzlU/wxbs2nNuej5FyaRHiC/HBO++wwLY773S4Wltbefj3D3HLLbdgWRZ2cQMn/aKCeTuCNKTYZLZ6CGSnYY13AoDKVX9j06+/Qol/NnhNl+DJGMPevXspKCggXFvGjsd/TNO+jQTzxjP56v9D6pjpXQ+KTnOvlFJKqSNM7wAMY5YvQErBxC6Nf2MMtmUh8c5Bvf6WVk4dt5SJE07qSPNZPq6ZfQ2zZ8+mNi1Oa5rB7tZ43V0Uo75iPfPmjcXv6wwRBPB74J3Vtfz00RYeqZjPW8wh5lbHSFMTo+z9fBiYi53QIrYteOK0RkozA4DFHu8CFm4s6Lgy74/C7W9uYUzsE/LsXfjsnlfNYwbS0tL4+c9/zosvvcQza2t75Fmxs4k1a9awYYPzXILgj87As2wygZhFfoOXQHoKKU9/HvE78XPp64+CCEET7jF7EDifF2tt4qOffJaKlctpKd5CzbpXWfOjC2mrKu6S13f9vB7re6+a3fFZSimllFKHSlsVqou6SB27GneB16ka/qYmCj9YQ13bhyyYegannfsFIgEvI0IjCHlDfOlLX+Lxxx/npWm7ueBOD/4WZzslx8F7t0LO7tW0mlFctnQkb66soqopzoh0LwYoqegcRLvPM5qgP8zCyMedT/SVUNer6SLUpNsYN218dSsxsTBAVUaU4rwY20eHybVrAFg7OYNTN6Z2rg88c4XNmuee60irqADbGD47JxsDvLujib+urwOguroaAEnxk/rCtdifVGAaI3iOG4FkBDu2YUcjYGBydDfbvIW0SAjBYMSiqKiIoqIiqj74K22VezsPtLGJtzZS/u5TTPjcbR3JgX8+FaJxIvd9iInE8V02k9Dd5x/cyVRKKaWUSkIDgGGutLmUukgd+cF88kJ5ROPRjmW+llYW/PFp/M1Oq754+xbSNr7D/B8+h8frNIBDoRA333wzK3c8x+/mrmLEZoimQNksiG1s5t4P3+/Y3okTU/n+BXnE4obbntzbtSAilHhGAh93JGXYjdRbGZ1BgIE2y3nY1djaNu5+aiuBmHP5P7/BR0VWnFVTWzvWf/6kBrw2LNiWgtfyUHFOPmtCa3scg7e2NfHWtqYe6aNGjeosnmXhmVPQIw9A3sLzqNv4DgGinNv6Jpv9U4mkjuC4C77A2Wcvw7IsZ8B1Et3TxbII/vBMgj88M2l+pZRSSqlDpQHAMGWM4fk9z7OqYlVH2vG1Xsbv2s9obxUls2dQsHkLAbfxDxDDYte+ErY8eSeZixcxf8R8xqQ5U4WeWHguTeEtvJfTiG0gs9Fm84cNXT7zg13NjIpXsGzxTCwBO3H2H2Pwmq5ddk6MfMQbwcVEccYaxMRHsec4AC5eX0kgZrudhpwAYdbeICPrvJTlOtuJe+DpUxv48PMZ3PHd7/LQj34E1T2PRUFBASkpKezcubMj7ayzzmL69Ok9MycxZtnNROoq2ff8vQTjEZaM9TPrmz8jmNc5S1BW0SIsXwA7FnHvcDhlzpmjDX2llFJKHV0aAAxx9eF6GqON5AZzCXlDHekbazeyqmIVo2zh/IiXHCNUhwy7yjYwbftWMktKactI75iCs1FSeS24mBYrBd6uIrjhRTZcsJrL51zH5MzJWB4fS6cu4cy2D2naV8nKVVVs7l4YY9i6vYRZBV7OnJ7Pq5vbAwRn4GxRbEeX7Hl2PZ9pfY1y/2gKjz+RhtAk7tmcS1trlPRInJ5RBKREnJBgypQpFBcXE4vFQITi4mLa2ro9KMw1d+5cLrnkEjZt2kRVVRUFBQVMmzatz8dYRJh05feYePkd2NEwnkDPpwOHRkxg1rceZNO9XyXWXI/lCzD1xn8na/pJSbaolFJKKXXkaAAwRBljeHnfy6woWwGA1/Jy+eTLKcouApyuPxk2XB/24QMshKCBkUvOZk3JfkZu3c62007pGIL7bmCB0yffFa6NkrqumdLJf2dSJIap2wOVG5FoK+kEOGXGGF7cVExLxO4slAgptFJX1calF5xMyp73Wbu3BSTC2LRVFMb3d5YfKPGMpMbKIhgPE3v/GZbc+M9ceOP51DaFCU5fR+y2v3XktzFEfIbSbKcLU2lpKeFwGGMMxcXF/PKXv2Tq1Kls3Nh1NqLU1FQuuugiRISZM2ce0jEXy5O08d8ud+5SFt+7gWhDFb70HCyv/5A+TymllFLqYGgAMER9XP1xR+MfIGbHeHLbk9w27zYy/Zmk+dIosj0EEmbZsRD8Xh++E07ivVHZNOXmUDllEiM2baV2fRaJc1QaAzt3NvH10Rb2R3+Bhq7dd0Jiccu8PO7+oAL38btkx+uYFNsLFGI+qWDJPSksMU6DuWJ6Jfvn7wdxGv9rfLPY6p/Ssb2t9iRSX1nOoqX/QG5GEPMPJ9D2SQWR364GIOIzPHJ2La1Bw9y5c1m3bl1CWQ3RaJTy8nJGjhxJeXk5APn5+dx+++34fL7DddgPyPJ4CWQnH0uglFJKKXU0aAAwRO1p3NMjzcbm9eLXuXjSxczPn88He9+DaLhHvvKZRTT5nCv3kbRUik+Yj2dPBfH6zqlBRSA93W04Z3h6BAAiMC0rxKnVO6hMN6SaVibH9uAlzshTLiP23G7iniiemLONEVvmkr17GqVzP+T3MydS5+1aNRskjY+qKjnZjiOWB7EsQr+5iMC/LKFxdwVrK7YwkTDnTJ1KU1NTlwCgXXV1NSLCjTfeyPjx4ykoKMDj8RzwWNrxGDVrXyVcV0b6hOPImHL8AdcZjGzbZs+WKmorm/H5PYyfmkdmbu93NJRSSik1OGkAMEQl9vdPtLZqLWeOPZNMfyazpnyW2MdPYuFc/bcxxIHtHrvHellLsqh+rrrLNPeXXOIMACZqeuQ3tsE0GM5/YQF7T3yDpoL9eDJSmbDsalpXPc6W4pWYK2yCtblMfGcZwaYsfOEQxDysDZxIYXxNl+0JhrZAFrTVQUpuR7o1PovM8VmcS2ef/draWgKBAOFwz+AG4OOPP2bRokW9HLmu7FiE9f95LXUb3u5IK7z8uxRe/O0+rT9YGGPY+OF+Kks6B25XlzUy/7SJZOZoEKCUUkoNJfogsCFq4YiFWL2c3to25+FXVm0Df6aFCE4DPgI85Y1Ql2Q1/0g/+efksOCEbBYtyuX226cxb14WJmZDVefUoQZnXn2xhJdy41RNDlGU8xlOue4fOPmam8hLtynf8gkGJ8hoy6xhxxkvYHvitKa28sjMubRZ6XQPKYxYTJk0BryBA+57dnY2t912G9nZ2UmXRyKRA26jXcmrj3Rp/APs/vNPadq3qc/bGAzaWqJdGv/g9Nwq3p5k2iSllFJKDWoaAAxRWYEs5ufPT7osO+g0jOvWvcpZNS0EsbAxBIDzYj6Ctul4GFeiMdNSueXmSdxwQyFZY4O8tLeeF4ob2Jrp3BaoC8IWK85mj81j/gir82023G0RvM0HaU63IF8wxOzzL0Yst+uNZYikN7DnwjXccsXxvJt+ChFSKPUUdfnsUCiVc5edgfjT+rT/kydP5s477yQrKwtJfJiYMcyaNatP2wBoKdkK0vPPpKV0e5+3MRjEYz3v+gDEeklXSiml1OClXYCGsLPHnc3exr1UtlV2pC0bt4xMfyYAoaCX/NR8wOkCBJCFMD/mYYUv3mN71W0x7l5XzlKPn1E1MU42wnaPzVO+GAV+ocUYqrtdoJ/mtzBR544AOFNmpmRmk5qTS1NVRUe+upTVjPPMoUpOBqDKM4lmySFk6pkx0suPPz8L/9RT+7X/Pp+Pb37zm9x7771UVVU5+79sGWeccUaftxHIHQemZyM4cY7/oSCU5scX8BANdz3v2fmpvayhlFJKqcFKA4AhamvdVt7c/yYxE2NC+gQmZUyiMKOQCekTOvJkTZ4DZR90Wc9gSBFxLtcbA9EY/nCYSHoaMQNjmw2zojYGQRDmxS1SjZcnAjHygnnQVtVlezY48/V3Y7rdYTDAvMj7fBQ4uSOt1crif/75YqaOyTzo4zBmzBjuvPNOGhoaCAaDBIPB/q1/zhepWPkMzXs7pw8dfdYNZEyad9BlOhZ5PBZzF01g/cq9RNqcAd2jJmQxbkruAdZUSiml1GCjAcAQtLNhJ49vfbzj99qw0+f/tNGndaTZlZuxyj4EnMZ4ezcZQdhvuY1zYwi2ttKWmdGx3vExD8Zt/rfnn2Z7SDExUrwhPDiN/vYHiG3xG45r7Vq+SFsrzTVdAwWA0fG9fL3hXynxjOellEsJZuYysSD90A4GYFkWWVlZB7WuN5jK8T98jrK3nyRSV07ahNnkLbzgkMt0LErPDrHo3Km0Nkfx+iwCwaM3PapSSimljh4NAIagVRWrEASTMJR2T+MeqtqqyA/l07j5bUKlb2G1X+lPsMITY7PldnmxLLytbZAQAPQ2aMRnILV+P/Px0BiEvbbNiBQfZxZmIo02ZneLM1tQpheP199jjIEAqaaJtHgTo+PFjLf3MPO25/B6Bn6YiieQwpizbxzoYhwVlmWRmn7ggdZKKaWUGrw0ABiC4nbP/vvgPAysYeda9v/pR0w/7eyOdBHBGMP20r28MnFEx6DXnJ27acrPc/IYKLSFGsswLt7ZKG8PMq4L+8h1wwMTAWt6KlLgdrcJgYxob1RaUHM63uA9xNq63hqQjnfDyFgxY1o3AfrQLKWUUkqpw0kDgCEkHA9T3FRMbjC3y9V/AL/l58OKDxn52G9JjfScH19E8Ozby4lvv0pTXi5GhH3HzyWSnoYnbnNNLMBEu+fV+PY7DTl0vZNgtjZDjh/xd19nFFbOVGbd9gAf//Im7CQPImsXD7f0feeVUkoppVSfaAAwyNnG5qPKj9hRv4Nt9duI2s6c/EFPkHA83BEIROwI64pXMq96Jxl19bTU1RDKzHau/ts24ViUFfmZRFNn0JqaQuVMdxpOYzg1ajHR9N4Vp3t3IwFnEEBbHHoEAM5DpbKPW8pJv1hJ9frXqV77CtWrXkjYoIXlD5IxZeEhHh2llFJKKdWddJ+NRR0cEanLzMzMrKurO2qfaYzhsS2Psb2hD3PSGwMieAyctr+aSeWVpGblIh6LymCAF0akUYcNIvha28jZtZvyWTMAuCLsZXrccsYM9Lb5hIHB7eTkLCTg6ZbzNKCI7va98Bt2/vFfMfEY3rRsZn39frJnLznwfimllFJKDTNZWVnU19fXG2MOapYTvQMwiL1X+l7fGv8uj4Hrwz7G5Y7G5IxCRCgr3cfjI9Pcy/bO1fpoMIgVt5FYHOP10CCm+1jhLkzmeEzLPiSacBegMJSk8T8SmJZ0G+Mu+Aqjz7qeaGMN/qyRWF6dgUYppZRS6kjQAGAQe6v0rb5nFmFOzGKc25WnfdrPglHjmGpH2eZJeNiVQDQ1BV+4jYg3lXd9cWbGPaS5HX0shPc9MYpmXUNWKB8rmIGJroWyNzExg2R6kRw/MB1nEG89kIHT+O+9K5EnkIInkNK/g6CUUkoppfpFA4BBKm7ihOO9D6BNJtMkv4yf0b0XmAjB2jqqJk7AE4mQvnkbz/gDTBxbiN8foNgybPDYFHgssoPOFKHimwfj8hB2ATGcxv/ofu+XUkoppZQ6sjQAGKQ84iHTn0l9pL7P61RI8vEelWJ3TbBtGkYVEGhuYd5TzxJqaAQg5vGw9qLzqB0/DkHIDXZ/SuxY96WUUkoppY5VA/+UJXXQsv3Z/cq/0WOzzur6jIDN+3ay1wPYdsfDuaxYjIYxo5j8zgqCbuMfwIrHmfniK4htuLDwQjL8GSillFJKqcFF7wAMYg3Rhr5ldGcAQuBZf4x1dpzjPlyL2b2LpooyZm0tpGzmdOJeHzm79rDz9FMASK2q7jKvjwC+tjC3TLiK0SNmHvb9UUoppZRSR57eARjEvFY/4je7vZuPoaZsP7Wr3qepogyA/J27mfX3N8ksmEK+PxtPLA7G0JaRjpGuIYDlC1KQP/Ww7YNSSimllDq6NAAYpFpjrVS2VvYp77y3VpFZUkpKdQ2jPtnEnL++iNfu2u/fCrdxRrmH8297ks9OuxwRi52nLiLu6xpkTL3pLp2iUymllFJqENMuQINUaXNpl6fv9mbZuGWkmS1kPfM8GLv3jJaHSF05AHPz5pIdyGZ7/XY8409n5JZtBOKCd8YC9o/IoqRiNdOyppHuTz9cu6OUUkoppY4SDQAGqZpwTZ/yTcmcQuiyf6Ju47uYeMzpyG/bGOj63F47Ttr4zn7949PHMz59vDOpzyzY07iHR7b8nujuKABBT5CbZtzEyJSRh2uXlFJKKaXUUaABwCAVjh34GQBe8ZIVyCIweSQLfvIiJa8/it3WQs7cpUSbatn28Pc6Zv7JW3gBo5Ze3+u2lu9cTsyOdX5+PMxzu5/j5pk3H/rOKKWUUkqpo0YDgEEqK5D1qcstLC6ZfAkBTwCAtPEzmXbDf3TJkz3zVJr2bcSfOYLM6Sd1PB24O9vY1IZru6QZDFWtVYewB0oppZRSaiBoADBITcyciEc8xE28x7KpmVM5d/y55IXyPnUbKaOnkDJ6ygE/yxKLDF8GjdHGjnEHgpAd7N9zCJRSSiml1MAb1rMAiUiGiPxKRHaJSLOIvC0iSwa6XH2R4k3h+qLr8UpnDCcIy8Yu49rp1x6w8d9fn534WSzprC5ey8tnJnzmsH6GUkoppZQ68sSYA88kMxSJSAh4G0gHbgcqgG8AnwfONMa828/t1WVmZmbW1dUd9rJ+mpgdo6qtCmMM+aH8/j0boJ8qWivYWrcVQZiZM5PsgN4BUEoppZQ62rKysqivr683xnx6n/BeDOcA4DvAT4EiY8w2N02ANwGvMWZxP7c3IAGAUkoppZQaXg41ABjOXYCuBV5tb/wDGCcaug9YJCJFA1YypZRSSimljpBhOQhYRPzAHODOJItXuO/zgM0J6xzo0n7m4SmdUkoppZRSR85wvQOQg7PvZUmWlbrvo49ecZRSSimllDo6huUdACDqvicbAJF0UMSB+li5dwj0LoBSSimllDqmDcs7AMaYaiAMFCRZnO++lxy9EimllFJKKXV0DMsAwLUOOClJ+ikJy5VSSimllBpShnMA8DBwjogUdku/BfjAGLPpqJdIKaWUUkqpI2w4BwAPAhuBF0TkAhE5QUQeBM4A7hjQkimllFJKKXWEDNsAwBjTitPYX4FzN+ANYApwtjHmzYErmVJKKaWUUkfOcJ0FCABjTA1w80CXQymllFJKqaNl2N4BUEoppZRSajjSAEAppZRSSqlhRAMApZRSSimlhhENAJRSSimllBpGxBgz0GUYEkTEBiQzM3Ogi6KUUkoppYaw+vp6AGOMOaiL+RoAHCYiEsO5o9LwKdnao4P6I18idYzSOqC0DiitA0rrgDrUOpAB2MaYg5rRUwOAo0hE6gCMMVkDXRY1MLQOKK0DSuuA0jqgBroO6BgApZRSSimlhhENAJRSSimllBpGNABQSimllFJqGNEAQCmllFJKqWFEAwCllFJKKaWGEQ0AlFJKKaWUGkY0AFBKKaWUUmoY0ecAKKWUUkopNYzoHQCllFJKKaWGEQ0AlFJKKaWUGkY0AFBKKaWUUmoY0QBAKaWUUkqpYUQDAKWUUkoppfpBRGaLyK9FpFlErhvo8vSXBgBHgYhkiMivRGSXW1HeFpElA10udWhEpEBE7hOR3SISFpEtIvKNJPmuEpHV7rnfKSLfE5Eef3siMllEnhaRChGpFZE/icjYo7M36nAQkXwR2S8iu5MsO0tE3hGRBjfPf4pIMEm+kSLykJunUUReFJHZR2UH1EETkQtE5D0RaXH/fp8TkXnd8uh3wRAlIvPdc1bm/t2uEZFbRMTTLZ/WgUFORCaKyBbgY+BiIOVT8h7W8y0ifhH5gYhsdb9rVovIxQezHxoAHGEiEgJeA84Hvg6cAewCXhWRUwawaOoQiEgmznk9GfgmcArwGPBfInJHQr47gEeBPwKnAncB/wLc021704BVgB/nC+VyYDzwnojkHun9UYdORAR4GLCTLLsS+DvwLnA68I/A9cCf3fXa8+UD7wPTgS8A57nbe1dEphzpfVAHx7369wzwMrAE+CzQCrwiInluHv0uGKJE5GRgBZABXAcsBZ4H/gf4TUI+rQNDQynwADAL539/Uof7fLuBwxGAa/AAAAt4SURBVNPAV4H/627zNeBpEbmq33thjNHXEXwB3wHiwNSENAHeAt4b6PLp66DP6/eASiCvW/qvgTr359FAGPhJtzw3AwaYnpD2HLAd8Cek5QB1wL8P9P7qq0914g6c4P5rwO6E9BBQATzSLf9Zbj04JyHtHvecZyekBdy68fhA76O+kp739r/Tb3VL9wD57s/6XTCEX8Af3L/xlG7pv3H//2dqHRiaL6DQPX/XdUs/7OcbJzAwwNJu23wU2AdY/Sm73gE48q4FXjXGbGtPMM4Zuw9YJCJFA1YydSheBr5ijKnqlr4ZyBSRLOAKwAvc3y3PY0A9cBOAiGQDFwC/M8ZE2jMZY2pwrhzckHiVWB173CuAdwK3As3dFp8D5JNwJRDAGPMqsAX4orsNAa4GnjTG1CbkC+NcbbrUrVfq2PJ5nMZ+9/MbN8ZUur/qd8HQFgJ2GWNauqWvw7ngF0XrwHBzJM73tcA2Y8xr3bZ5LzAW539Nn2kAcASJiB+YA7yXZPEK931ekmXqGGeMWW2MeSoxze3reRWwwxhTBywE9hljirut2waspfPcH4/zT6K3ejIaGHl490AdLm6j/A/APcaYvyfJshCnG8/7SZatpLMeTMK56tNbPQgAesHg2HMqzu37IhF5xR3jUSwiv3C7gIJ+Fwx1jwDHiciM9gS3u8alwP1uYKB1YHg5Eud7YS/53se509Sv9qQGAEdWDs4xLkuyrNR9H330iqOOFHdMwNPACThdQMC56pvs3INz/kcn5KOXvFpPjn0PANU43cKSyQcqjTHxJMu0Hgx+44E0nD7fy4FzgZ8DXwF+7+bR74IhzBjzNM6YnYdF5LsicjnORYE/4PTXBq0Dw82RON9Jt2mMsXG6JPerXnj7k1n1W9R9N0mWJUtTg5CInIBzq84HnG2MedtdFKX385yYrvVkkBKRrwPLgOMTb992o/VgaAvgXJk7J+EO0AoRqQUeEpET0TowpLl3f4uAj3ACwX3ATOAanKuzG9A6MNwcifPd1232id4BOIKMMdU4g0AKkixuj/pKjl6J1OEmIjcAbwNvArMTGv/gnNtk5x6c81+SkI9e8mo9OUaJyFycK73fBopFJCjOtJ4+Z7EERSSAc+7yk039htaDoaAOKE3S/esv7vtC9LtgqPstsMgY82VjzCfGmHpjzE+A3+HM4DUGrQPDzZE430m36f5vyaWf9UIDgCNvHXBSkvRTEparQUhEbsQZ+PdFY8xNxpj6blnWAuNFZFS39bzAiXSe+01AhN7rSRnODBPq2HImztXf/8WZ8rH9dT9Ot5BWnEG+a3EGiS5Mso1T6KwH5Tjnurd6EMYZZK6OLetxpu/rjYV+FwxZIpIG3Aj8NcniZ3BmALoErQPDzZE432t7ybcQ5zuoX+1JDQCOvIeBc0SksFv6LcAHxphNR71E6pCJyBycmZy+YIx5vJdsT+Dcsru5W/rnceaLfgjAHTD8LHCTiPgSPiMLuBJn+sgec8urAfcEsCjJ619xvrQX4fzjfxmnL+etiSuLyKnADDrrgY0zndtV7piS9nw+nBkjnnXrijq2PAHkishl3dLbH87zJvpdMJQJTveLZA/rW+S+R9A6MNwcifP9MDDD/d+R6Facq/8v96uEAz2H6lB/4UwPth7YiDPV0wnAg27FOH2gy6evgz6vLwBv4PT7TPbKdPN9H+fK7T/ijND/EtAI/Lbb9orc9Gdx/mksxZkBYD8wYqD3V1/9qhs3kvAcADftOpyZgP4dmO9+sZcCL5EwdzMwwj3n7+DcYViMM0d0I1A00Pumr17P+f04U/vdijPz2xfd33+XkEe/C4boC+eBX3Gc53gswbnC+02gBtgJZGkdGJovenkOwJE43zgX7V9y06/AmUHoLvfzr+132Qf64A2HF85sQA/gjNJuxukzfvpAl0tfh3ROd7t/dL29bkzI+2Wc23xtOA+K+j7gSbLNOcCL7hdBLfBnYMJA76u++l03bqRbAOCmXwaswekatB9n/EAoSb4J7rmvdevCi8Ccgd4vfX3qOfcA/wRsxbnauxf4Ufe/c/0uGJovt2F2K84UjbVAC073v7uAXK0DQ/f1aQHAkTjfOBeVf+H+D2l1/6dcdjBlF3eDSimllFJKqWFAxwAopZRSSik1jGgAoJRSSiml1DCiAYBSSimllFLDiAYASimllFJKDSMaACillFJKKTWMaACglFJKKaXUMKIBgFJKDREiMlZElotIrYiUiIgRkTcGuExnuOU4YwDL8IaI7B6oz1dKqWONBgBKKTV0/BFYAHwD+CFQjfM00g4icqmIfK/7im5D/T+PSimVUkoNKO9AF0AppdShE5EMYDHwHWPM793k3ybJ+kvgjSTpPzoyJVNKKXWs0TsASik1NOS479UDWgqllFLHPA0AlFJqkBORh4Bd7q8Ptvf9F5Hd7WMARKRQRAwwAbjBzWPcZQY4HTi9PV1EChO2f6WIrBaRNhEpF5Ffu3ccupfjMwn5dovI9zmIO80i8oqIVIqIt1v6KBGJi8jPEtLOF5H3RKTZXedeEQn14TOMe9y6pycdL9DXY6CUUoOBBgBKKTX4/QK40f35l8D5wB3d8pS76RXAK+7P57vLzgc+dl/t6eUAInIbztiCfcBNwH8B1wGviIi/feMi8jngL4AAXwZ+DFwM/L+D2J/fAXnAsm7pV+D833rQ/cyrgOeBKuAG4OcJ74dNX4+BUkoNFjoGQCmlBjljzMci0uj++rEx5kUAEUnM0wq8KCKtwP72PO6yF0Xkn9t/bk8XkTHAz4DHjDHXJaSvwBlHcDNwn4h4gP8GSoElxphmN9/vgReAon7u0jNAPXA18LeE9KuAlcaYTe7vde7nftsY0343IwB8T0S+YYyx+/m5PfT1GBzq5yil1NGkdwCUUkr15jLAD9wjImntL2A1sAXnCj/A8cB44J72xj+AMSYK/Kq/H+oGK08AF4tIEEBExgGLcK/+u/leMsZ8yxhjxJECbASCQEH/dzepvh4DpZQaNPQOgFJKqd60X7lfcYB8k9z3zUmWNSdJ64sHcboSXQj8GbgSaA8MABCRbOD7wGfdMngS1j9cXXP6egyUUmrQ0ABAKaVUb9rvEp9H8oZ8Wy/5D5kx5n0R2YjTDejPON1/njLGNACIiAW8CswDHgF+gDO+YRZOt6DDpb/HQCmljnkaACillOrNNve9zhjz/qfk2+6+zwae7ras8BA+/0HgxyJSBJwAfDdh2RxgPnC3MeZb7YkiktvHbbcCgcQEEfEBU4FoQnJfj4FSSg0aOgZAKaWGlyjJu8ckS/+Tm/4Td6BvBxH5roh8x/31I2An8FURSU/Ik41zZf5gPeqW6b9xpjl9I2FZxH3fn/B5FvAl99cDdQHajRNEJPoWMLpbWl+PgVJKDRoaACil1PCyEzhLRK4Skbukc6qgncB8EfmCiPxcRELGmL3Ad4BzgPdE5FYRuVxEHgX+DffKvzvbzj8A+cAbInKNiNwEvAesOtiCGmPKcWYBWgY81D7Tj2szTuBxh4h8VUS+gNMlqD0wyD/A5h8CZorI/SJymYjcDfyjW+bEMvTpGCil1GCiAYBSSg0vPwAagd/gXO1uf2jWf+LMavNrYAqQAWCM+W/gc0AMZ0af/8WZYWepMWZ5+0aNMS/hPD/AxpnH/wfA/XTttnMwHnS3+VBioht0XAS8C/yHW/7VwOU4wcwpB9juL3CeF3Ap8DAw0V1nV/eMfT0GSik1WEjXCypKKaXUkeNOofmpjDFNR6MsSik1XGkAoJRS6qgRkQP+0zHGyIHyKKWUOng6C5BSSqmjaclAF0AppYY7vQOglFJKKaXUMKKDgJVSSimllBpGNABQSimllFJqGNEAQCmllFJKqWFEAwCllFJKKaWGEQ0AlFJKKaWUGkY0AFBKKaWUUmoY+f/etSGlUlI/KgAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"fig = plt.figure(figsize=(12, 8))\n",
"# Figure内にAxesを追加()\n",
"ax = fig.add_subplot(111) #...2\n",
"df4plot['color'] = df4plot['point'].str.replace('kofu','').astype(int) # 色\n",
"# 階層線形モデルの結果から直接、推定値を得る(fittedvalues)\n",
"df4plot['fitted_value'] = mdf.fittedvalues\n",
"df4plot['residue'] = mdf.resid\n",
"df4plot.plot(kind='scatter',x='fitted_value', y='pedestrian', c='color', colormap='Accent', colorbar=False, ax=ax)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 上記のseabornによる描画 (凡例を書いてくれる。 グループはhueで指定)\n",
"fig, ax = plt.subplots(1,1,figsize=(10, 7))\n",
"# ax = fig.add_subplot(111) # figureオブジェクトを作ってから、add_subplot() を使うのでもよい\n",
"sns.set_context('paper') # 印刷用\n",
"sns.scatterplot(y = response_var, x = 'fitted_value', data=df4plot, hue='name', ax=ax)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" point | \n",
" date | \n",
" hour | \n",
" all_device | \n",
" global_device | \n",
" local_device | \n",
" pedestrian | \n",
" bicycle | \n",
" bike | \n",
" name | \n",
" group | \n",
" color | \n",
" fitted_value | \n",
" residue | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" kofu10 | \n",
" 20181130 | \n",
" 10 | \n",
" 180 | \n",
" 36 | \n",
" 144 | \n",
" 67 | \n",
" 12 | \n",
" 8 | \n",
" 河野スポーツ | \n",
" 中央 | \n",
" 10 | \n",
" 105.774482 | \n",
" -38.774482 | \n",
"
\n",
" \n",
" 1 | \n",
" kofu10 | \n",
" 20181130 | \n",
" 11 | \n",
" 288 | \n",
" 49 | \n",
" 239 | \n",
" 90 | \n",
" 25 | \n",
" 10 | \n",
" 河野スポーツ | \n",
" 中央 | \n",
" 10 | \n",
" 110.338923 | \n",
" -20.338923 | \n",
"
\n",
" \n",
" 2 | \n",
" kofu10 | \n",
" 20181130 | \n",
" 12 | \n",
" 213 | \n",
" 40 | \n",
" 173 | \n",
" 110 | \n",
" 23 | \n",
" 8 | \n",
" 河野スポーツ | \n",
" 中央 | \n",
" 10 | \n",
" 107.167837 | \n",
" 2.832163 | \n",
"
\n",
" \n",
" 3 | \n",
" kofu10 | \n",
" 20181130 | \n",
" 13 | \n",
" 230 | \n",
" 46 | \n",
" 184 | \n",
" 70 | \n",
" 24 | \n",
" 12 | \n",
" 河野スポーツ | \n",
" 中央 | \n",
" 10 | \n",
" 107.696352 | \n",
" -37.696352 | \n",
"
\n",
" \n",
" 4 | \n",
" kofu10 | \n",
" 20181130 | \n",
" 14 | \n",
" 342 | \n",
" 65 | \n",
" 277 | \n",
" 89 | \n",
" 26 | \n",
" 7 | \n",
" 河野スポーツ | \n",
" 中央 | \n",
" 10 | \n",
" 112.164699 | \n",
" -23.164699 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" point date hour all_device global_device local_device \\\n",
"0 kofu10 20181130 10 180 36 144 \n",
"1 kofu10 20181130 11 288 49 239 \n",
"2 kofu10 20181130 12 213 40 173 \n",
"3 kofu10 20181130 13 230 46 184 \n",
"4 kofu10 20181130 14 342 65 277 \n",
"\n",
" pedestrian bicycle bike name group color fitted_value residue \n",
"0 67 12 8 河野スポーツ 中央 10 105.774482 -38.774482 \n",
"1 90 25 10 河野スポーツ 中央 10 110.338923 -20.338923 \n",
"2 110 23 8 河野スポーツ 中央 10 107.167837 2.832163 \n",
"3 70 24 12 河野スポーツ 中央 10 107.696352 -37.696352 \n",
"4 89 26 7 河野スポーツ 中央 10 112.164699 -23.164699 "
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df4plot.head()\n",
"# residue (残差) = response_var (pedestrianなど) - fitted_value"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" point | \n",
" mean_fitted_value | \n",
" std_dev_residue | \n",
" mre | \n",
" name | \n",
"
\n",
" \n",
" \n",
" \n",
" 4 | \n",
" kofu16 | \n",
" 431.486161 | \n",
" 75.568193 | \n",
" 0.175135 | \n",
" 甲府クラフトラボ | \n",
"
\n",
" \n",
" 19 | \n",
" kofu9 | \n",
" 215.466457 | \n",
" 38.654858 | \n",
" 0.179401 | \n",
" 防災新館1F | \n",
"
\n",
" \n",
" 2 | \n",
" kofu12 | \n",
" 200.141370 | \n",
" 37.896880 | \n",
" 0.189351 | \n",
" 立ち食い焼肉 鷹の | \n",
"
\n",
" \n",
" 11 | \n",
" kofu22 | \n",
" 635.942513 | \n",
" 120.911129 | \n",
" 0.190129 | \n",
" 奥藤本店 | \n",
"
\n",
" \n",
" 3 | \n",
" kofu13 | \n",
" 131.021307 | \n",
" 25.217567 | \n",
" 0.192469 | \n",
" ブラザー(文房具) | \n",
"
\n",
" \n",
" 18 | \n",
" kofu8 | \n",
" 101.687036 | \n",
" 22.972690 | \n",
" 0.225916 | \n",
" オスカー本社・朝日店 | \n",
"
\n",
" \n",
" 0 | \n",
" kofu10 | \n",
" 116.951756 | \n",
" 26.529669 | \n",
" 0.226843 | \n",
" 河野スポーツ | \n",
"
\n",
" \n",
" 13 | \n",
" kofu24 | \n",
" 165.187886 | \n",
" 40.604672 | \n",
" 0.245809 | \n",
" ルパンザバール ワイン酒場前 | \n",
"
\n",
" \n",
" 8 | \n",
" kofu2 | \n",
" 70.683942 | \n",
" 17.884383 | \n",
" 0.253019 | \n",
" 三枝豆店 | \n",
"
\n",
" \n",
" 5 | \n",
" kofu17 | \n",
" 175.445058 | \n",
" 45.049324 | \n",
" 0.256772 | \n",
" ダン珈琲店 | \n",
"
\n",
" \n",
" 12 | \n",
" kofu23 | \n",
" 141.824609 | \n",
" 40.056489 | \n",
" 0.282437 | \n",
" 六曜館珈琲店 本店 | \n",
"
\n",
" \n",
" 17 | \n",
" kofu7 | \n",
" 244.496024 | \n",
" 71.049383 | \n",
" 0.290595 | \n",
" ライフインナカゴミ | \n",
"
\n",
" \n",
" 16 | \n",
" kofu5 | \n",
" 272.506026 | \n",
" 83.640396 | \n",
" 0.306930 | \n",
" 文化のるつぼ Hechima | \n",
"
\n",
" \n",
" 6 | \n",
" kofu18 | \n",
" 185.984182 | \n",
" 59.538056 | \n",
" 0.320124 | \n",
" カフェ・キュイエール | \n",
"
\n",
" \n",
" 15 | \n",
" kofu4 | \n",
" 39.422695 | \n",
" 12.833031 | \n",
" 0.325524 | \n",
" 永田楽器 | \n",
"
\n",
" \n",
" 14 | \n",
" kofu3 | \n",
" 79.139180 | \n",
" 26.159610 | \n",
" 0.330552 | \n",
" 風月堂 | \n",
"
\n",
" \n",
" 10 | \n",
" kofu21 | \n",
" 63.089076 | \n",
" 21.426969 | \n",
" 0.339630 | \n",
" 玉屋 | \n",
"
\n",
" \n",
" 9 | \n",
" kofu20 | \n",
" 124.673393 | \n",
" 49.683831 | \n",
" 0.398512 | \n",
" そば処 奥義 | \n",
"
\n",
" \n",
" 7 | \n",
" kofu19 | \n",
" 197.470578 | \n",
" 84.748298 | \n",
" 0.429169 | \n",
" きぬや | \n",
"
\n",
" \n",
" 1 | \n",
" kofu11 | \n",
" 93.647418 | \n",
" 46.228223 | \n",
" 0.493641 | \n",
" 内藤セイビドー眼鏡店 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" point mean_fitted_value std_dev_residue mre name\n",
"4 kofu16 431.486161 75.568193 0.175135 甲府クラフトラボ\n",
"19 kofu9 215.466457 38.654858 0.179401 防災新館1F\n",
"2 kofu12 200.141370 37.896880 0.189351 立ち食い焼肉 鷹の\n",
"11 kofu22 635.942513 120.911129 0.190129 奥藤本店\n",
"3 kofu13 131.021307 25.217567 0.192469 ブラザー(文房具)\n",
"18 kofu8 101.687036 22.972690 0.225916 オスカー本社・朝日店\n",
"0 kofu10 116.951756 26.529669 0.226843 河野スポーツ\n",
"13 kofu24 165.187886 40.604672 0.245809 ルパンザバール ワイン酒場前\n",
"8 kofu2 70.683942 17.884383 0.253019 三枝豆店\n",
"5 kofu17 175.445058 45.049324 0.256772 ダン珈琲店\n",
"12 kofu23 141.824609 40.056489 0.282437 六曜館珈琲店 本店\n",
"17 kofu7 244.496024 71.049383 0.290595 ライフインナカゴミ\n",
"16 kofu5 272.506026 83.640396 0.306930 文化のるつぼ Hechima\n",
"6 kofu18 185.984182 59.538056 0.320124 カフェ・キュイエール\n",
"15 kofu4 39.422695 12.833031 0.325524 永田楽器\n",
"14 kofu3 79.139180 26.159610 0.330552 風月堂\n",
"10 kofu21 63.089076 21.426969 0.339630 玉屋\n",
"9 kofu20 124.673393 49.683831 0.398512 そば処 奥義\n",
"7 kofu19 197.470578 84.748298 0.429169 きぬや\n",
"1 kofu11 93.647418 46.228223 0.493641 内藤セイビドー眼鏡店"
]
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"'''\n",
"残差の標準偏差(std), 推定値の平均(mean)を計算\n",
"相対誤差平均 (mean relative error) mre = std/mean を計算\n",
"'''\n",
"err_result = df4plot.groupby('point').agg({'fitted_value': 'mean', 'residue': 'std' })\n",
"err_result['mre'] = err_result['residue']/err_result['fitted_value'] # 平均相対誤差\n",
"name_of_point = getPointName('kofu')\n",
"err_result = err_result.reset_index() # pointをインデックスからコラムに変更\n",
"err_result['name'] = err_result['point'].map(name_of_point)\n",
"err_result = err_result.rename(columns={'fitted_value':'mean_fitted_value', 'residue':'std_dev_residue'})\n",
"err_result = err_result.sort_values(by='mre')\n",
"err_result"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, '歩行者数計測値')"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(14, 6))\n",
"# Figure内にAxesを追加()\n",
"sns.set_context('talk')\n",
"\n",
"# MAEが良い5カ所\n",
"ax = fig.add_subplot(121) #...2\n",
"sns_fig = sns.scatterplot(y= response_var, x='fitted_value',\n",
" data=df4plot.query(\"point in ['kofu16', 'kofu9', 'kofu12']\"), hue='name', ax = ax)\n",
"#sns_fig.set(xlabel='推定値', ylabel='歩行者数計測値')\n",
"\n",
"# MAEが悪い5カ所\n",
"ax2 = fig.add_subplot(122) #...2\n",
"sns.scatterplot(y=response_var, x='fitted_value',\n",
" data=df4plot.query(\"point in ['kofu11', 'kofu19', 'kofu20']\"), hue='name', ax = ax2)\n",
"ax.set_xlabel('推定値')\n",
"ax.set_ylabel('歩行者数計測値')\n",
"ax2.set_xlabel('推定値')\n",
"ax2.set_ylabel('歩行者数計測値')"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# MAEが悪い5カ所\n",
"'''\n",
"pairplotを使った描画例:\n",
"pairplotは、本来、複数のコラム間の相関をgrid型に表示する関数。ここでは一つだけなので、x_vars, y_varsが一つだけの要素にしてある\n",
"scatterplotで書くほうがよいが、凡例が自動的に外にでるところはありがたい\n",
"'''\n",
"sns.set_context('talk')\n",
"sns_fig = sns.pairplot(y_vars=[response_var], x_vars=['fitted_value'],\n",
" data=df4plot.query(\"point in ['kofu11', 'kofu19', 'kofu20','kofu21','kofu3']\"), hue='name', height=6)\n",
"sns_fig.set(xlabel='推定値', ylabel='歩行者数計測値')"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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6DGGySo7ns0HZtRQjGWbVc6EoiqKUIC2r+dO0ip5Dl5Ly5L31eD183cvmrePn/ZeZtOYYBpMFF43grcfrMaxd9WJfDaLBFuRl5jP04VIMW7znp2z+D1EURVEcCvDWsXDIg/y47zKLd0VxIy2TBiF6xnepQ+PKfngW4c6eJZEh08Lk8GOs3GcbBgnRuzNnQHNaVC3nlPZ4u7vQo2kIP++3v5dJq+r+eLjd24qRe1W2/ocoiqIoBRLgreOl9tV5qkUlBKDVCPy97r9Nr27nzLVURn5/gFOxtk3HHqsXxKd9mzh1NYanmwvjO9chIjKOuJTcq4G8dS581Lsh5Zy8WkQFF4qiKIpdLloNQT7OmxTobGsOXmHi6qOkZ1rQagRvdq3LS+1rFMupsrdTUe/OulHt+G7PedYeuorJYqXLAxV49ZGaBPs6PwhUwYVS7NLT0wHw9PR0cksUezIyMkhPT8ff39/ZTVEUp8gwWZj6y3GW/3UJsN3I5w5oRouqJed3QghBsN6dsY/V4fm21ZASfDxc8bjHDbQKS9leT6Q4xYgRIxgxYsRd109LSyvE1ig5Xb16lR9//JGHH36Yq1fVIcJK2XMuLpVe8/7MDiwerRvI+jHtS1RgkZOri4ZAH3eCfN1LTGABqudCuQ2TyYTFUvDDinQ6XZHPnO7ZsychISF89913Ba4TFxeH0ej46GeA4OBgXF2LfvOb559/npiYGDZt2nRH9YxGI3FxcfmW8fDwoHz58gW+Zvv27enXrx+jRo0iISGBli1bMn36dJ5++ml69erFnj170GjUZxClbFh76AoTVx0lLWsYZHyXOrwaVrNEDIOUNiq4UPLVu3dv1q9fX+Dyp0+fplatWgCsW7eOHj16OCz77bff2k2Pjo6mQoUKdvMOHz7M1q1bWb16dYHbBPDMM8/kObb9Vn///TctW7Ys8DWllJjNZiwWCxaLBSllkZ7Uunv3bjp06JBvmSeeeIJ169YV+JpxcXGkptrW65crV46NGzfyyCOP8Ouvv9K5c2cVWChlQobJwnvr/mHZ3osABPvqmNO/Oa2ql8zeitJABRfKbU2ePJkpU6ZkP581axbr1q1jy5Yt2Wmpqan4+PjkqVulShUOHDhwR6+X3yfv119/HbAFPTnpdDqWLVtGnz597NbbuHHjbXtgHM0BWb9+Pf37988OInIGEzlpNBpWrFjBM888k+/r3K327duTkpL/MdkuLvf2K92kSRPCw8Np2rQpOp3zJ4UpSlGLup7GiO8PcCLatilVWJ1AZvZtUuCTXxX7VHChFCmNRkNAQAAA4eHhbNy4kc8//zxXmWXLlqHVam97hPqiRYvYsWMHa9asoW7dutnp6enptGrVisxM+wctgW244G61adOGzZs34+LigqurK66urnm+z8zMpEaNGiQnO941715ptdq77hlZvHgxQ4cOtZs3YcIEJkyYkCutUqVKXL5sfw29otwv1h25yls/HyXVaEYjYHyXugx/RA2DFAYVXJRAFqvkj8hrrD54lfhUI+W9dfRuFsIjdYKyDyAqTlOnTmXq1Kl50u90bsV3331HlSpV8qTv2rULFxeXfIOL/fv3M2rUKD744AN69uyZK2/16tVoNBq6dOmSp15mZibnzp0rUPu0Wi21a9fOk+7v70/r1q3zrbtt2zYsFgsPPfRQgV7r2rVrJCUlodfrC1T+6tWrBQ5cgoODKVcu9+Y+vXv3tvseunXrRu/evXnppZdypRfH3BNFcZYMk4UP159gyZ4LgO1At8/6N6N1jYLPV1Lyp4KLEuZ6qpGh3/zF0SvJaARYJWiE7ZjjRpV8+WZoKwKKubvunXfe4d13381+/tlnn7F+/Xp+/fXX7LS0tDT8/PKeN3BzzP7KlSuEh4fz119/ZY/x32QymZBSkpqailarzdPLcOrUKZ588kk6d+7Mm2++mec1vvjiC3r27Gl36WRkZCSNGjUq8HudM2cOo0aNKnD5m1auXEmNGjVo2LBhgcofPHiQatWqMXbsWMaOHXvbIGPMmDH8/PPPBbp25cqViYyMzPVz1Ov1dl/Dzc2NwMBA6tWrV6BrK0ppdyE+jZHLDnDsii1Yb187gJn9mhb739X7nZqtVYJYrJKh3/yVfSCNNWtI/+bX41eTGfrNX1is0sEVioZGo8HFxSX7odFoEELkStNq8y6Bslqt2ekzZ84kICCAPXv24OPjk+vx5ZdfMn/+fHx8fHj88cdzXePYsWO0a9eOxo0b88MPP+TpLdm7dy+bN29m9OjRdtvesGFDpJS3fWzbtg2A0NDQO/75xMfHs3z5coYMGVLgOp07d2b69OnMnz+fatWqMWvWLMxms8PyP/30U4HeR1hYGIGBgQ6Hgb788kuWL19uN+/06dM0adKE8+fPF/h9KEppsvFoNN0/28mxrA9v4zrXYbETPrCVBSq4KEH+iLzG0SvJOIodrBKOXkkmIjL/5Yglhclkws3NjaioKObOnYtGo+HVV1/N7qW4eUN8++23GThwIFJKtm/fnusaNWrUYNSoUaxZswZ3d/c81x81ahTdunUjLCzsnto6bdo0QkND8wQ3BXGzV8dRgGOPRqPh5Zdf5vTp0wwZMoRx48bRrFmz265oyc+ePXuIiIjg1VdftZtvsViYPn06p0+ftptfrVo1NBoNAwcOvKPlx4pS0hnNFqaEH2f49wdIMZoJ8Nax9MWHGPNYbacMNZcFKrgoQVYfvMrt/p9rBKw+eKV4GpRl6tSpCCGyH6+//jpbt27NlWZvpUhGRgaenp48//zz2ctTAWbPns2jjz5aoM2wPD09mTx5st2VC//+9785ffo0c+fOvaf3t3XrVjZv3szkyZPveK7BqlWrmD9/Ph9//HGeeQ4F4evry6xZs9iyZQuJiYl3tHdHThaLhQkTJlCjRg2HEzeXLFnClStXeOGFF+zmu7q6snjxYvbu3cuXX355V+1QlJLmYnw6zyzYzeJd5wFoW7M8G15rR9uaAc5t2H1OBRclSHyq0WGvxU1WCfFp+W8GVdgmTJhASkpK9mPq1Km0a9cuV1pMTEyeevHx8QQFBVG7dm2mT5+enf7KK68gpWTMmDF33abp06cze/Zsvv32W6pVq3bX14mMjOSZZ56hU6dODm/KjqxZs4YBAwYwcOBAXn755btuA0DHjh05evQoM2fOvKv6Y8aMISIigm+++cZugHThwgXGjx/P6NGjqVy5ssPrNGnShMGDBzN58mSSkvIet60opcmmYzE8MWcHRy4nIQS89lhtlgx7qEyfl1JcVHBRgpT31hWo56J8MZ5MWLVqVSpXroy3t3f2w83NLXtZ5M2Hn58fAwcOzNWDcfjwYWrWrMnChQvx8vLKTnd3d2fhwoXs3r37tvs23MpoNDJ8+HDefvttvv766zwrR+7Erl276Nq1KxUqVGDFihUFXv2SkpLCuHHj6NOnD71792bx4sV33Yac/Pz88PX1vaM6BoOBsWPHMn/+fObMmeNweGj06NGEhITw3nvv3faaU6ZMITQ0lBs3btxRWxSlpMg0W5n6y3FeXbqflAwzAd5uLHnhIV7vXEcNgxQTtVqkBOndLIRfDud/noNVQu9mlYqpRTBv3rwCldPpdCxdujRXWkREBB999JHd8k2bNuXo0aN2J4I6snHjRsaOHcuNGzdYv349Xbt2LXDdnC5fvsyMGTOYPXs2bdu25eeffy7Qltnnz5/nu+++Y86cORgMBmbMmMHYsWPvqg33ymKx8Ouvv/L6669z4cIFFi1alG/Py1dffUV6ejoeHh5cvnwZDw8PdDodCQkJeXbhDA0NZd++fUX9FhSlSFy6kc6o5Qc5fCkRgNY1/Pns2WYE+areiuKkei5KkEfqBNGokq/D3gshoFElX8LqBBZvw+7CmjVriImJoVOnTg7LbNu2jX379nH27NnbbjM9f/58unXrRtOmTTl27NhdBRZRUVGEhYURGhrKkiVLmDFjBtu3bycoKKhA9b///ns+/fRT+vXrR2RkpNMCi+nTp1OxYkWeeOIJatSoweHDh287pBMcHEz16tUB246jAQEB+Pj4kJiYSJs2bYqj2YpS5DYfj+GJz3Zw+FIiQsCYjrX4/sXWKrBwAtVzUYJoNYJvhrayu8+FVULDENs+F6WhWy8kJISpU6fmO8lxxYoVHDhwAKvVmmsfDXuGDx9OWFhYgfeRsKd69eq0aNGCwYMHM2DAgDs+8v3tt99m7NixuYZ47sbw4cPJyMi46/rt2rXj8uXLvPDCCzRr1uyO67/yyisMGDCA+Ph4ypUrV+CNvBSlpDJZrEzfeJKFO6MAKO/lxsx+TUvFB7H7lbj1fAQlNyFEol6v1ycmJtrNv3DBtsNb1apVC+01LVZJRGQcqw9eIT7NSHkvHb2bVSKsTmCpCCwUpaQoit9PpWS5kmhg1LIDHLxo+xvdqro/c/o3I1j1Vtw1Pz8/kpKSkqSUeXdGLCDVc1ECaTWCDvWC6FCvYN31iqIoZdHWE7GMW3mYJIMJgJEdavJ6pzq4aNWIv7Op4EJRFEUpVUwWK5/8eoovImznBpXzdGVmv6Y8Wld9ICspVHChKIqilBpXEw2MXn6Q/RcSAGhZtRxzBjSjov7uTz5WCp8KLhRFUZRS4feT1xi38hAJ6bZhkFcfqcn4LnVwVcMgJY4KLhRFUZQSzWyx8snmSBb8cRYAP09XZvRtQsd6wU5umeKICi4URVGUEismKYPRyw/w93nbMEjzUD/mDmhOiJ8aBinJVHChKIqilEh/RMbx+g+HuJGWCcArYTV4o2tdNQxSCqjgQlEURSlRzBYrM7dEMu932zCI3sOVT59pQqcH1DBIaaGCC0UpgWJjY0lISKBevXrOboqiFKvY5AzGLD/I3ijbwXlNq/gxd0AzKpe7sx11FedSfUvKHZNSYrFY7rjerFmzOHXqFAAff/wxBw8eLOym3Rc++eQTdu/eTffu3e/41FhFKc12nI6j2+wd2YHFi+2qs/KVNiqwKIVUcKHcsS+++IK6deveUZ3Y2FjGjx9PUlISALNnz+bw4cNF0bx8mc1m4uPjOX36NDt37uTHH39k5syZHD9+vMhf+9lnn2XJkiWA7VRTq9WanZeens65c+fYs2cP586dY9OmTXTt2tXhqbLOtH37doQQ7Ny509lNUe4TFqtkxuZTDF70F/Fpmfi6u/DloBZM6v4Abi7qNlUaOXVYRAixCbB3vOVZKWWtHOUeA6YCjYEUYBnwjpQy1+lPQohgYDrQGfAF/gTekFIeK5p3oBTUzz//TL169WjVqtU9XSc1NZUNGzawa9cuYmNj0Wg01KpVix49etCyZct867711ltMnz4dsO2dHxISgtVq5eTJkzz11FP89NNP99S2/FgsFn755ReefvppAL799luGDRuGm5sbZrMZq9WKEILatWuzd+9eateuzfbt26lQoYLDa1arVo1OnTqxcOHCPHnnz5+nevXqLFmyhOeee67I3ld+Fi9ezNChQ/n999959NFHndIGpeS7lpzBaysOsftcPABNKuuZO6A5VfxVb0Vp5uyQMBT4GKh/y6PLzQJCiL7Ab9gChUeA8cBg4CchhMhRLhDYC9QFBgH/AqzAn0KI7EBFKbjU1FQSExPzPAwGA1ar1W5eYmIimZmZea71xRdf3PZY8HPnzvHrr786zP/qq6+oXr0606ZNw2QysWLFCmrXrs2FCxfo2LEjvXr1wtEBcwBvvPEGZ8+exWAwkJCQwPbt2zGbzVSvXp05c+bc9udhMpnYu3cvs2fPZtCgQbRq1YqgoCB0Oh2VKlWie/fu7Nq1y27dyMhI0tPTefDBBwEYPHgw8fHxnD9/nitXrvDVV19Rq1YtTp06hZ+fH8ePH6dBgwaUL1/+tu0qqXr37s2JEyfuOaAsa0wWKykZJjLNdz70WNr8eeY63T7bmR1YDH24Gj++2lYFFvcBZ0/oDAX+klKetJcphPAA5gJLpZT/zko+KISIA7Zg66HYnJU+GfADmkkpE7Lq9waOA+8BA4rsXRQ2qwXObIEjP0BaHHgFQuN+UKsTaLTF1oxOnTqxd+9eh/mOjlP/5ptveP7557Of//777xw5coR27drZLS+lZP78+fz73/+mSZMmtG/fPs9x6G+e7PuEAAAgAElEQVS88QaLFy9m/vz59O3bl127dvH5558zYcIEdDod//nPf+jbty+PPPIIe/bswcMj7xr4gIAAAgICAFvg1KNHD1JSUti5cycVK1Z0+D4PHDjAO++8Q0REBKmpqTRo0IAOHTrwyiuvULt2bfz8/IiOjmb58uW0b9+ehQsX5gmkTpw4gY+PT/bpnC4uLvj7++dqW86gLCio9J+RoNfr1XHudyDdaOZ6qpGley/yz9Vkqvh78sLD1Qj2dcfXw9XZzStUFqtkzrbTzN56GinBx92Fj59uzL8aOv49vFPJBhMS8HV3IcfnUKWYOK3nQggRAHgBZ/Ip1gUIBBbkTJRSbgVOAS9kXUsA/YGVNwOLrHJG4GugjxDiro+OLVapcfBVR1jWF46vhqgI29dlfW3pqXHF1pQ9e/YgpURKSVhYGO+9917285uPPXv2ABAVFZWdljOwAHj77bftXt9sNrNkyRIaNGjAu+++y4wZM9i5c2eewGL58uUsWLCALVu20LdvX8DWExAaGopOpwOgYsWKhIeHExMTkz304YjBYKB79+6cOHGCTZs2UatW/h1bVapUITMzk2nTpnH16lWOHTvGnDlzGDZsGGFhYTRu3JiuXbuyePFihg8fzpgxY0hOTs51jcjISOrXr5/9/OLFi5w5c4bY2Fhu3LiBwWAgLS2NVatWMXXqVKZMmZJvm+7Wxo0badWqFe7u7lSvXp3x48fnmTR67do1nn/+eQICAvD29qZdu3Zs3749z7UMBgNjx47NDtpefPFF0tPTs/OXLl2KEILz589np1WrVo3JkyczceJEypUrR3BwMJ999hkWi4Vx48bh5+dHhQoV7PYkrV69mmbNmuHp6Un9+vVZunRpof1cnC3DZOHPs/F0+PQPvow4x84z11n+10U6z4xg5b5LJGed+nk/iEsxMnjRXmZtsQUWjSrpWT+6faEFFnEpRlYduMyrS/fz6pL9rNx3mbiUjNtXVAqVM4dFqmZ9DRVC/C6ESBBCXBBCfCSEcMvKa4ltaMPex+c9QNOs72sA/oC9PundgA6wu6ZPCJGY3wMovo9eVgt8/zTEHLE9l9bcX2OO2PKtxd9d+sILL/D1119jNptzpa9du5YmTZpQrVo1u/WWL1/OyZN2O6YYNWoUkydP5sUXXyQqKoqXX345zycMKSVvvfUWb7/9Nk2bNs1O//vvv/PMsShXrhz9+/dnxYoVDt9Heno6Tz75JHv37iU8PJymTZtiMuX/hzswMJDffvuNkSNH5tvDATBixAhSU1PzTHa8cOFCdq8FwIwZM2jcuDEVKlSgfPnyPPfcc8THxzNp0iR27dqVHTQVpvDwcHr37k23bt3YsWMHs2bNYuPGjTz++ONIKQFISUkhLCyMiIgIFixYwPbt22nUqBFdunTJ04s1fPhwjEYjGzZs4KOPPuKbb75hxowZt23Ht99+y/Hjx9mwYQNDhgzhtddeY8CAAVy8eJFNmzYxcOBAxowZw759+7LrrFq1iqeeeoouXboQERFBnz59GDRoUHZwW9olppsYtewAFqvMk/fB+hPEpxmd0KrCt/tsPN0+28GfZ2zDIEPaVOWn4W0ILV84wyDXkjN49svdjFt5mF1n49l9Lp5//3yE3vN3EZ1kKJTXUAqmJAQXE4FZ2OZIzAFGAyuz8gKBOCmlvbtpNBCSoxxAjINy5Chbcp3ZAtGH/hdM3EpabflnthZvu4D+/ftjtVpZvHhxdlpmZiaLFi3ixRdftFvn8uXLjBo1io8//thu/rhx4zhz5gzjxo3D19fXbpl9+/Zx6dIlXnjhhVzp27ZtIywsLE/5unXrcu7cObvXSklJ4fHHH2fLli3UrVuXsWPH4u7ujpubGyEhIYwcOZLY2Fi7dQuqSpUq2a+VU0xMDJUqVcp+PmvWLNLT07FYLGRmZrJr1y68vLz4559/+PXXX5kwYUKBXm/RokW4uLjkedjrjXn99dd56623mDJlCg8++CA9e/YkPDycP//8k82bbaOLs2fP5syZM6xdu5ann36ali1b8vnnn/P222/j5eWV63oNGzbk888/p1WrVrz88ss8+uij+c6ZuUlKyQ8//ECbNm348MMP8fDwYO/evSxbtozWrVszbdo0PD09WbNmTXadypUr8+677zJ9+nRatmzJhx9+SOPGjQkPDy/Qz6mk23X2Okazg997YNnei1jtBB6lhdUqmbP1NAMX7iEuxYiPzoX5A5sztWdDdC6FM9RryLQwe+tpzsal5cm7nGDgPxtOkGY026mpFAVnBhf/AG8BHaWUa6WUe6WUn2ALLnoKIdoCJsDRb1TOdJOdNHvl8mZK6ZffA0i6o3d1L478AOI2/yRCYytXzNzc3Jg6dSpvv/02169fB2DevHlYrVaGDBlit8758+d59NFHGTZsmN38OnXqoNHk/37PnTtH+fLlCQ7+3858J0+e5OTJk/To0SNPeYPBgJubW570a9eu0aFDByIiImjRogVDhw5lyZIlXLt2jdTUVFatWkVkZCRt2rS5p70lbu7jUbNmzVzpqamp+Pr6ZvcQ3KTRaHB1dcXDwwOj8c4/nfbu3ZtDhw7leWzYsCFXudOnT3Pu3Dnef//9XEHIzU26Dh06BMCGDRto3bo1jRo1ylV/8uTJNGzYMFfaiBEjcj2vWrUq0dHR3M4jjzyCu7s7AK6urgQGBtKhQ4fsfzdXV1eCg4NzXatVq1Z5horq169foNcrDa4k5P+p+lKCAZPVcfBRkl1PNTLkm7/49LdIrBIahPjyy+h2dGtUePMrAJIzTPx84LLD/A1HY0jJUMFFcXHahM6sSZz2+svXZn1tDVwFAoUQGinzfJwPzMonx1d76/YCbylTcqXFOe61uElabeWcYOjQoSxbtoxBgwYxe/ZspkyZwieffIKPj4/d8u3ataNt27Z39Brp6em4u7tnBx1ubm5kZOQeL/3iiy8ICwujevXqeepHRETQuHHjXGlGo5GwsDBSU1NZu3YtTz75ZJ56rVu3Zs2aNQQFBbF69WoGDx58R+2+6T//+Q8PPPBAniEbrVaLTqdj0KBBjB49moceeggAq9VKamoq7u7umEwmpJR3NPmsXLlyeW76AN7e3rmeX7t2DYC5c+fSvn37POVvTiCNi4sr8OqOW+fGaDSaPMNm9twa/Akh0Gpzf3rVaDS5NmqLjo7mww8/ZOvWrVy+fJmMjAwsFstd/zuVNE2q5D8lrGXVcriVwvM09p6LZ8yKg8Qm2wLn51qHMumJB3B3LfyJ6RarJMPk+O+n2Soxl9IArTQqif9bbw42JwOHAC22uRe3ehi4uQtTLLYhkYcclDNiP5ApWbwCC9Zz4RWYf5kitGzZMiIjI2nevDkdO3bkpZdeyrf87XombrVhw4ZcN8tWrVqRnp7O0aNHAdvwwldffcX48ePz1I2IiCA8PDxPT4pOp+Pzzz/nyJEjtG3blt69e+Pn50fLli3Ztm1bdjkPDw9cXFxITU29ozYD3Lhxg0GDBrFlyxa+//77PPl+fn6cPHmSrVu30qRJE65fv07fvn3x8PBAr9dnB0Rff/01BkPhjw3fXNJqMplo2LBhnsfN4CIwMJBLly4V+uvfC6vVSseOHVm5ciWvvPIKGzZsYP/+/fTq1cvZTSs09Sv6EORjf56Nu6uG7o0rlqoVD1arZN7vZ+j/1R5ik41461yY078ZH/RqVCSBBYCrVhCid3eYX97LrVQGaKWVM1eLtBZCfGAn6xlskzh3YltmGg28fEvddtj2w1gMkNWrsQToJ4TQ5yjnCgwF1kopHW+AUFI07lewnovG/YqnPXbExMTg4uJCZmYmFy9ezL7pF5abn7BvqlSpEs8++yxjx44lOjqawYMH8/DDD+fqfZBS8v333/Pkk0/y2GOP2Z0D0qFDB/z9/fnggw8QQhAVFcWkSZN46qmniIiIAGD69OlkZGTQrVu327YzIyODEydOsGLFCoYOHUrVqlW5cOECf//9d66JpzcFBASwYsUKBgwYgLu7O1OmTCEhIYFLly6RkpKSPXdg2rRpVKlShU8++SRPj829qFu3LtWqVWPevHl59iEZOXIkx47Z9pnr1q0bu3fvzrNj6cKFC9m6tfjn+gBcv36dkydPMmnSJMaOHUv79u1p2LAhUVFRuXY5Lc0CvHWseLl1npuj3sOVZS+2xt8r71BfSRWfauT5xX/z8a+nsEqoX9E2DNKjSdFOeyvvpWP0Y7Ud5r8cVqNU/RxLO2eGcd7Am0KItUKIx4QQDwohJmLbYXOBlPJk1kTON4EXslaRNMvaVOtHbIFHztljnwAZwHohRIesORurgcrY9sAo+Wp1gopNHfdeCI0tv9ZjxdsubJ/M33zzTR588EE6d+7MpUuXqFKlCs2aNWPo0KF3vH22i4sLp06dyv6UbrFYiImJYf369XkmI86dOxeTyURISAipqaksW7YMsC2rfOutt6hbty5Dhgyhf//+/PLLL3m62HPy8fEhJiaG1NRUunXrxqhRo3jhhRfo0qUL7733HkuWLHG48uWmF198EQ8PDxo3bsy0adPw9fXl119/JSIigjp16titU7duXUwmU/Y8ESEEaWlppKSkZP8sPDw8OHnyJLNnz2bevHlcvVp4I3lCCObMmcPZs2fp2LEjGzduZPfu3QwYMIAff/wxe8+N1157jZo1a9KtWzeWLVvGwYMHmTZtGiNGjMjeur24BQUFUatWLZYuXcrOnTvZvn07ffr0wWAwcOPGDae0qbAJIage4MXaUQ+z8pU2vN+zAd8ObcVvr4fRqLIet0Ka9FjU/j5/gyc+20lEpG3odsBDoawe0ZbqAV63qXnvNBrBvxpU4NVHaqDJ0ckjBAxuU5VnWlbBRfVcFJ9b9y0ozgfQAlgDxGEbujgF/BvQ3lLuKeAAYACuYAskPOxcryrwE5CAbZvwTUDje2xjol6vl46cP39enj9/3mH+HUu5JuWCMCkn+0o5xS/31wVhtvxikp6eLtetWyeHDBkiPTw8ZJ06deTmzZtzlVm9erWsV6+eBGTr1q3lf//7X5mYmJjnWoDcvXt39vOJEydKjUYjsU24zX6EhITIbdu22W1PXFxcrucLFiyQrVu3lpMmTZKRkZEFek9paWly8ODB0tPTUwJSo9HIOnXqyNGjR8uzZ88W6BqJiYny/Pnz0mQyFai8lFJu2bJFAvLcuXNSSiljY2Nlt27dpBBCAtLV1VVOmzYtu7zZbL7tNatWrSqHDRtmNy8qKkoCcsmSJbnSt23bJsPCwqSHh4f08/OTffr0kWfOnMlVJjY2Vj7//POyfPny0sPDQz744IPyl19+yc7//fffJSB37NiRq96wYcNk1apVs58vWbJEAjIqKirfNttLq1mzphwyZEj28+PHj8tHH31Uenp6ytDQUDljxgy5adMmGRwcLK1Wq8OfUaH/fip2WSxWOf/3M7LGhPWy6r/XyQfe2SjXHLzslLYkGzLllYR0+cvhKzL80BV5OSFdJqVnOqUtpZVer5dAoryHe6eQsvQubyoOQohEvV6vd7St9IULFwBy7WFwz6wW23LTPDt0PlasO3ROnz6dt956i5YtWzJmzBj69++Pi0veOcBSSsLDw1m0aBHp6els2rQpT++BEILdu3fTunXr7DSDwUBsbCxGoxGtVouvr2+x7kyZlpaGh4fHHc8LuRsZGRlcv36dypUr50rPzMwkLi4Of39/u7uKKvemSH4/lVwS0jIZt/IQv5+y9VbUq+DDvIHNqRnofZuaSknl5+dHUlJSkrStmLwrKri4DacEFyWE1Wrl7Nmz1K7teBxTUUqykvj7abZYuZGWSYbZiotG4KVzQV9Kt/fef+EGo5YdJDrJNj/o2QerMOXJBkU2aVMpHoURXDj7bBGlBNNoNCqwUJRClJieydpDV5mz7TTXU20Tax+uVZ4PezWiir8nWk3pWBEipeSrHef476ZTmK0SD1ctH/VpSO9mlW9fWSkTVHChKIpSDNIzzXy7+wIzf4vMlf7nmXh6zf+TTa+1p4K+6IfGMkwWjGYrnq5aXF3ufEgwMT2TN348zJYTtpVddYK9mT+wObWC7O93o5RNKrhQFEUpBikZZub/bv+cxsR0E0v3XOC1x+rc1Q2/IJIMmVxJzODrHee4kmigQYiewW2qEuTjjodbwYYxDlxMYPSyg1xJtK3yeqZFZd7r2bDA9ZWyQwUXiqIoxeDijfR8zw/ZcDSGIW2rEejjeCOou5VkMLFk9wU+2fy/XpM9526weNd5vniuBe1qB+Q7T0JKydc7o5i28SRmq8TdVcMHvRrxdIuyNQySabaSkmFCIwR+nq6lamOz4qaCi3uk0WjIzMy8422bFUUpWlJKzGaz3bNmnEF7m78PWo1AUDR/Q64lZ+QKLG6yWCUjlx0g4s0ODoOLpHQTb/x0mN/+sR3qVzvIm3kDm1MnuOwMg1gsVuJSjSz76yJbT1xD56Lh2VahdKwbRICDnVXLOhVc3CNvb29iYmKIi4sjICCgWJY1KoqSP6vVyvXr18nMzMzeIMzZKpfzwMtNS1qmvUOe4anmlfHzLNiqkQyTheQMEwLw83TDNZ/NocwWK9/tvuAw32i2sjfqBk/a2UHz0KVERn5/IHsYpE/zSnzQqyGebmXr1hEVn06fz/8k2fC/s3MOXEykbrAPS198iEAVYORRtv6HFAG9Xk96ejrx8fEkJCTg6uqa7w6RiqIULYvFgslkwmq14uvri16vv32lYqD3cOXtJ+ozcfWxPHkhenf6NK902x0kzRYr11KMLNxxjs3/xKLVCHo3q0T/VqEE+9ofTjFZrEQn5X9eTXRi7nwpJd/8eZ7/bDyByWIbBnmvZ0P6tqxym3d5/7mRZpvAmjOwuOlUbArL9l5gRIda+QZ4ZZEKLu6RRqOhUqVK+Pn5kZycjNlsvm/OO1CU0ujmEfZ6vT7Pya3OpHPV8kTjECro3Zm+8RSnYlPQuWjo07wSYx6rTZCD4CCnC/Hp9Jr3JynG/93oZm05zYq/LrF6RFsq+uVdbaJz0dKymn/26g57cp7KmmQw8e+fjrDpeAwANQO9mD+wBXUrlJ1hkJzSM80cuuT4aKqley4y4KHQIpkrU5qp4KKQeHl54eVV9PvnK4pSeuk9XOlYL5jGlf0wWyQaAT7urgVabZGYnsmE1UdzBRY3xSRnMHvraSb3eACPW4YsNBpBz6YhzNoSafdI8srlPKgZaPvbdeRyIiOXHeDSDVtPRq+mIXzYuxFeurJ7q8jMZxIuQEJ6Zr75ZZXqx1EURSlmAd46KujdCfIt+DLQ9EwLf0U5Pqht9cErpGTkDTzAdtz48pda55nTUbW8J9+/+BAB3jq+3XWepz/fzaUbBnQuGqb1acTMfk3tBhbxaUZORCfzVcQ5lu29wJUEA8kGU4HeR2njpXPBI5+VNI0r++Gi5trlUXbDUUVRlFLEbMn/E7TRbMXRYQ5uLloaVtKz+fUwTsemcjnBQN0K3lTy80TnqmHUsoOsPxoNQI0AL+YNbE79ir52rxWXYmTk9/v563xCdpoQMLpjbV54uBp+niVjdU5h8fVwZXCbqnwRcc5u/ptd61JOHeWehwouFEVRSgF3Ny2B3jriUo128xuE+OKSz/bhrloNQT7uBOWYG3DsShIjlx3gQnw6AD2ahPCfPo3wdjAMkpph4v11/+QKLACkhM+2nqZxZT2d6gff6Vsr0TxctbzySE2SDCZW7ruENSuC83TTMrnHAzwQYj8IK+tUcKEoilIK+Hu6MeaxWryz9rjd/Ind6lPeu2BLIqWULN1zgffXnSDTYsXNRcPkHg8woFVorv16pJRcT83EaLagEbZdOCJjUxxed9aWSJpV8StwO0oLfy83Jj5RnzGP1eZUTArurhpqBnrj6+GqDmlzQAUXiqIopYCLVkP3JiGkGs18tvUMBpNtvwy9hytTnnyARpULtuQ2JcPEhFVHWXfENgxSrbwn8wY2p0FI7vrJGSb+irrBh+tPEHU9DYDmoX5MeuIBlu69wKZjMXmufTo2FYv1/jxp29fdFV93V0LsrMhR8lLBhaIoSilRztON5x+uTp/mlYlJysBFKwj01uHn6YZbAc4kOX41iVHLDmYHC080rsi0Po3wcc890dNilew6c51Xlx7IlX7gYiLDvv2b74a14vClxOyj1m+qqHdXOxUrgAouFEVRCpUh04zRbMXDTYvOpfC7zD1ctXi4ah1ummWPlJJlf11k6i//kGm24qbV8E6PB3juoVC7wUB8qpH3fvnH7rWMZisLd0TRv1UoM2454fXlsBqUV5MbFVRwoSiKckeSDCbSjGYS0jPRu7viqXPB38uNxPRMLt5I56sd54hOzKBhJT1DH652R6eOFoVUo5mJq44SfvgqAKH+nswf2JyGlRwPoxhMFq7e0iuR0+8nrzH04Wq50h6rH8S/GlRAk8+kUqXsUMGFoiglgyERLJng5mV7lEDXkjOYuPooW09eQ2ZNLWhWxY9ZzzZl+6lrTA7/36f9fRcSWLLnAl8MakG7WvmfOlpUTkQnM/L7A5zLGgZ5vGEFpj/dGF/3gp1h4ohGCIJ93OnaIBh3Vy2D21SleoAX/l7310RO5e6p4EJRFOdKj4fow7BzFqREQ3AjCBsPfqGgKzlbTsenGnnxu30cuZyUK/3gpUSeWbCbeQOb56ljsUpGLTvAH//n+NTRoiCl5Ie/LzE5/DhGsxVXrWDSEw8wuE3VAs2J8HRzIdTfk4s30u3m/6thMBX07szq1wytRhRovodStqj/EYqiOE/6DfhtMizpDVF/wPVIOP4zLHgYTm2ETPs3N2e4mpSRJ7C46VqKkWNXknioet4TWDNMVvZfSLBTq2ikGc2MW3mYt1YdxWi2UsXfg5+Ht2VI22oFnmwZ4O3Gh70bYq+4l5uW8V3q2naudNOqwEKxS/2vUBTFeRKi4OCSvOlSQvgoMNq/mTvDn2eu55u/59wNGjjYUCkm2fH8hcJ0KiaFJ+fuZPXBKwB0bRDMutHtaVzZ7zY1cxNC0Dy0HD+92oamWYeaaQR0fiCYdWPaq+WYym2pYRFFUZzDlAF7PnecbzbCxT3QoHfxtSkfPrc5vMtLp8Xo4JCrJgXcg+JerNx3iXfXHiPDZBsGmfB4fYY+XPDeilt56VxoUdWfRc+3xGi2ohECDzftPc/XUMoGFVwoiuIcVhMYHB/EBUBa/r0FxenRekEIQfZEzls90agik9Ycy5Nerbwnof5FN0E1PdPMO2uO8/OBywBU8vNg3sDm2T0O90pN0lTuhhoWURTFOVw9ofqj+Zep/GCxNKUgfN1dGN+5jt287o0rUjPQi4ysXTNvqhnozdJhDxHoUzQ36NOxKfSc+2d2YNH5gWA2jGlfaIGFotwtIR2F4QoAQohEvV6vT0xMdHZTFOX+k3wV5rUCo53zKio0gkGrwSuw+NvlQGJ6JsevJjPzt0jOxKUSovfglUdq0L52AL7urtxIz+RcXBpXEw3UCfahgq87AUUUWPy8/zKT1hzDYLLgohG89Xg9hrWrrnbIVO6Zn58fSUlJSVLKu45SbxtcCCE+Aj6QUhZo2rYQwgJUl1JevNtGlSQquFCUImQxQ9xJWNEfEnP8yajyEDyzGHxDnNa0/CSkZWKyWNFqRLEf0mXItDA5/Bgr9/1vGGTOgGY0Dy1XqK+TmmEi0WAi/NBVriQYaF2zPA9V9yfAW6c2yrrPFVdwYQEqSimvCSEG51NUSimXCCGsQDUVXCiKUiBWK6Rfh9RYSL0G5aqCeznwKu/slpU4Z66lMvL7A5zKOpn0sXpBfNq3CX6ehbvldkqGiTUHr/Bu+PFcc0z8vdxY+UobagZ6qR6S+1hxBRdWoAIQD5iA/UBz4OaJNje/rwf4ZZVRwYWiKEohWnPwChNXHyU904JWI3iza11eal+jSHoRTsWk0HVWhN28EL07a0Y9TJBPwc82UUqXwggu7nS1iJRSPiiEsEopHwQQQmRmpf19t41QFEVR7MswWZj6y3GW/3UJsJ08OndAM1pUzbthV2EwZFr4KuKcw/yrSRlcSTCo4ELJl93gQgjhDgwBTgMy63E7amaooihKITobZxsGORljGwbpUDeQT/s2xb8ITx7NMFs4dz013zIX4tNpVshzPJT7i6OeiwrAu0AQIIDzwNliapOiKMp9ITE9E4tV4q1zQXeHZ4usPXSFiauOkpY1DPJGl7q8ElY0wyA5ebhqqRHgzYGLjoeCq5b3LNI2KKWf3eBCSnkeqCSEcAEygRcAb+DL4muaoihK6RSfauSvqBt8s+s8KRkm2tYMYGjbagT56nBzyT/IyDBZeG/dPyzba5u2VsHXnTkDmvFgtaIZBrmVu6uWlx+pwU9Ze2fcqpKfB5XKqe2/lfzlO+dCSmnOmhH8O7YJnV8JIVYC3PwKaLO+r1GUDVUURSkN4lONjF5+kF1n47PTTkSnsHTPBVa83Jomlf0c9j5EXU9jxPcHOBGdDEBYnUBm9m1S7MtdK+rd+aBXQ95ZeyzPapFvX2hFYDG3Ryl97mRCpxWYmvX98Rzpx3N8tb+xvqIoShnxR2RcrsDiJqPZyqhlB1kz8mG7O3auO3KVt34+SqrRjEbA+C51Gf5ITafsKeHj7krPpiE8WjeQ8ENXuZpkoE2NAB6sVo4Ab51ahqrcVkGCCwm2ZSL8L7hwSAhR0Amg9uoGAocAk5Sy2i15j2W9fmMgBVgGvCOlzLilXDAwHegM+AJ/Am9IKfNu+q8oilKI4lONLPozymH+lUQD8WnGXMFFhsnCh+tPsGTPBQCCfHR81r8ZrWs4d58PH3dXfNxdGdGhllPboZROBTlbJJOsYEEI0VUIYRVCWBw9+N8E0DsibKHwt9jp/RBC9AV+wxYoPAKMBwYDP4kcIXRWcLIXqAsMAv6Vdb0/hRDqN0RRlCJlkZLEdFO+ZVIM5uzvL8Sn8fSCXdmBRfvaAcXXf38AACAASURBVGx4rb3TAwtFuVcOey6EEGOBvwC9lDIzK3kXUFQnCf0fUB+YlvX9zXZ4AHOBpVLKf2clHxRCxAFbsPVQbM5Kn4xtI69mUsqErPq9sQ3ZvAcMKKK2K4qi4OnmQrNQPy4nGLLTdC4anmwaQo/GIehcNIT4uSOlZNOxGN786QgpWcMgYzvVYWSHWmjV1trKfcDRPhcB2FaIfAoYhRDbgLXAqaJohBCiNfA+0B2odEt2FyAQWJAzUUq5VQhxKqudm7N6MPoDK28GFlnljEKIr4HJQgg/KaXaalNRlCLhrXNhTMfarD8SjVVCsK+OeQOas+FoNKOWHSA5w5x1BLsnEadtx8kH+uiY/WxT2tYMcHLrFaXwOFqKeh1oLITwAzoAfYCPAZ+sIjfPFXYUYkugQLu8ZL3GcmCulPI3IcTztxRpiW1oY6+d6nuA1lnf1wD8sfWu3Go3oMO2RfmegrRLURTlblQq58HCIQ/y+g+H+OSZJkwOP87xq8nZ+efj0zkfbzsH8qHq/swd0LzIjmRXFGfJd86FlDJRSrlaSjkI24ZaLwJHgYvAcMBdSulq53En28d9jW2Z6wQH+YFAnJTSYicvGgjJUQ4gxkE5cpTNJoRIzO8B6Av8ThRFKfM83VxoV6s8v7/xCInpplyBRU5CwKfPNFGBhXJfKsiETgCklJlSym+klE2BN7EFA+uEEHe27VwOQohR2OZMPJtjXsetTDhefSJvKXdrmr1yiqI4Ys4Ek+H25ZR8ublocdNq+Gm//Y2oAKSEg5fUKK1yf7rTg8sAkFKuEkKsw3aqqr0ehdsSQjQBPgFGApezzjP5f/buOzzqKmvg+PfMTHoHQu9FehXpqLhWsBekrGtdXaWsbd1Vd9XXvtbFrqtrR0RQYREV2yIgKFIV6b2XhPQ+c98/7gCTMDMppE1yPs+TJ5PfvfObGzHJmXvuPRcgzDZLJDYo2AMki4jDGFNyJ0mytx2fz039vFxyiT6+30vQU9909kLVC9mHIGUzLP03FOZAlwug4xkQ26SmRxayPMYeXR5MoVtLA6m6qULBBdiZjBN87RHYdRCvez9KygW2Y9MvTuzai59K9BkKrPI+3o9NiQzEbmkt2S8fWHeCY1aq7sk+BLMnw/rPjl1b9xnENYPrvoSkNjU3thC2eEsKv+31nxI5on81lfRWqroF24raEbuQs7yKgC+NMWtK6TcN/4srR2HXdlyCDQhWY9dM3IhPcCEiw7BbV+8AMMZ4RORd4HoRudsYk+7tFwZcC8zSnSJKlWAMrJ9bPLA4InMvfHITjJkK0fpHsKwK3R7++fk6Xl9oi2k5xM5ilHRxn+YkRIVV8+iUqh7BZi6aAOdV4J7NgMlA22CdjDH78LP4UkS6APnGmCU+1+4C3hGRA8BHQCdgCra+xZc+T38KGA98JiL/wAYn9wAtscGKUspX9kH44bnA7TsWQ0F28OAiLwOK8sAVCZHxlT/GELI7LZeJU5ezwnui6IB2Dbh3ZFee/3Yj3647gMfY7apXD2nD9cPaVSi4OJxdQJHHEBvpIqqcJ60qVV0CBhfGmEXY1EW5iEgv4OcTGZSfsbwnIrnAvcBtQCrwPrb8t8en3wERGYKtz/Ex9vtbBAw1xmhKRKmSjAcy9gbvU5Dl/3puGqRuhu+fgpRNkNgGht8BjbtAVFLlj7WW+2btfm6fvor0XLvOYsKIDtx25km4nA6eGd2H7IIiCoo8RIY5SYwOI6KU01FLSsnKZ9GmQ7z1wzYy8ooY3L4hNwxvR9OEyHLfS6mqJsYE30ghIn+nDLtKjDEPevsPxqZF6sRbGBFJS0hISEhL04yKqoOyU2DqFbB7mf26ZX/oNQZikiFjF6z8AMZ/BPEldnHnZcCyt+Crfxx/z9PugkETICroWuk6o9Dt4akv1/Pq91sAe3LoM6N7c3rnxpX2GilZ+dzy/nJ+3Jpa7HqEy8HUPw6kT6skreypKk1iYiLp6enppW14CKYsCzr7YxdUllUKcE2FRqOUql4xDeH0e+DDcXDJa5CXBsvehvSd0KgTjLgbHH5+TeSlwdf3+b/n/CdsgFIPgos9ablM+mAFy7bbosCntE3iubF9aZYQVamv87/1B48LLODYSauzJw4lOS7SzzOVqhmlBhfGmIvLejPv9tFxwL9PZFBKqWrU8mS4apbdhvrrzGPXsw/C9h9s8DHo5uLrKX79xC4GDWT52zD0VnBGQERM1Y3dj/xCt01NiH1nnxBVnpp+ZffdugPcPn0lh70Hld18egfuOMumQSpTSnY+b/4Q+KTVvel5HMoq0OBC1SpBgwsR+Qooyz60/2LXQEzHlgj/Edh9wqNTSlW9qCQIjy4eWPia/xj0GVs8uMg+EPye2Qfh6/uhcXfoXfZZjJyCIjLyivhxSwqHsgro3yaJFklRNIotWxXL/Rl5vPb9Fj5atpPcAjcD2zXg7pFdadcwhuiICu+8L6bI7eGpeRt4Zf5mABKjw3h2dB9GdKm8NIgvj6cMJ62WUk9DqepW2k9bW+BWIBt4D3vq6GbgOeBd7NbQK7FltZ8EVgA3+h4cppSq5Txu+Pk/gduNgXWfw6Cbjl1rPwIWvxD4OS1OhlUfwPJ3oEl3aDe81GFk5Rfy9W8HuGvGagp8ikud1CSWt68dQLPE4KmG/Rl5XPLiIvak5x29tnBTChc8v5C3rh3A0I6NTnhdwr70PCZ9sJyl2+yvuH6tE3lhXD+alzK2ExEd7uKUNg3Yddj/+zWHQMuk6Cp7faUqoizzdwuMMf/DFrVa6n2cDqwyxszHBhsGON8Yc4UGFkqFGOO2CzSDySuxoLlZT0ho5b9vbGNo3A12eTeNffcI5By/XqCk3YfzuG36ymKBBcCG/Vn86b1lpGTnB3xuQZGHdxdvKxZYHOEx8NeZq0kN8vyymL/hICOfW3A0sLjp1PZ8eNPgKg0sAGIiXEw8I/BR7KN6NSO2kmZllKospQUXhmPncvg+huPP63hGRG7yHn2ulAoVznDoMip4nw5nFP86tglc8xk06VH8enJnGP0OfHnPsWv714A7eEHfnIIiXv7fpoDLOFbtSictO/DUf1puATOWBc7E7k3PIyOvKGB7fqGb/Rl57Dqcw/6MPPIKj51qUOT28OSX67j6Pz+Rml1AQlQYr/+hP3eP7EpYJa+vCKRZQiT/ueYUGsQcWz8iAqN6NuX+C7oTr8W4VC1TWrgrwC8i4sEWovpcRAqwhbLe8daeSMAWs9qBLWJ1g4hcbozZXoXjVkpVpnbDbbnvTD81L5r0gKS29nFhnt094nTZsuBXfWrXV+xdCfEtICcF5twGB9Yee35sMkjwP8K5BW7W7s0M2md7ajYdGsf6bzSQXxT8mKOiAOd4HMrK59X5W5j643ayC9xEhzsZc0orbjm9I25jmPzBiqM7Nfq0SuSFcX2rPQ0RHeFiSIeGfHHrcPak5ZKRW0T75BjiIl1VtmBVqRNRWnBxJVCWOb+DxpgNIvIeMAtYKCLdjDHBf1sopWqH2CZw3Rcw41rYvfzY9Q5nwKX/Bk+R3aK66WuIagADbrDBxJHA4bfZsH0h5Pv5kR80AaIbBX35MJeDJvERrN8f+FdG4yC7IWIiXJzaKZlZq447m9C2hztJjD7+j3BKVj6TPljB4s0pR6/lFLj5z6JtLNh4iENZ+Ud3g9wwrB13nduFcFf1zFaUFOZ00DguMuh/B6Vqi6DBhTFmuYg8BnxkjFkOICJxQI4xxi0iDYGJ2J0iGGN2ishwoK0GFkqFiMI8W747rhmM+8hW5MxJtYW0IhMgcx+8eU7xdRPL34JT/ggj7rG1Ms55BN446/h7tzsNul0EjuB/kOMjw7j59A58v/GQ3/bmCZE0iQ8eXNx21kl8sWYf+UXHz1BMGNGRRD+pg91pucUCC18bD2R5x+biqSt6c3Z3fwcuK6X8CfoTLyL3Yc8Jae79uiHwP+zOEbAFtkYD60VkkYhcBeSW4dAypVRNy8uAg+vh87vgw/Hwxd2QexiiG0KLfpDYygYdH47zvyBz6b9h32r7OKkd3PwDnPuEDSg6nwdXfQKXvwExwWctjujSNJ6rBh2/8z0uwsXrV59Cw5jg0//NEiKZ/qfBnNTkWOokPsrFPSO7MnZAayL8nMMxZ1Xw0ucNY8L5bPLwWhdYuN0eDmTmsflgFhv3Z3IgM48CP0GVUjUlYPlvETkJe5z5ucaY+SLiBL4BWgNnGGO2+fQdAtwCjMEek/64MaZOFNLS8t+qTsrLhF+mw2e3F78uAhe9BF0vssWvDqyFlwYFvk+7U2H0u8fqWHjcdubD4YLw8hfPOpxTwO7Duby1aCsp2YUM7diQ83s1p1FseJmLU6Vk5ZNT4KbQ7SEmwkVSdHjAVMZjc9ceLdvtz+8HteHhi3sEbK8JWXmFLNmSyr2f/sL+DLsDJj7KxZ1ndeaiPs1J8JP+Uao8qrT8t3cNxWBjzErvpXbYGYxzfAMLb98fgB9E5FHgQaBDRQeklKoGeYdh7h3HXzcGZk2AtsNtcJFVSrGs9F3Fd4I4nDaVUkFJ0eEkRYfz6KU9KXQbosKcOMpZm6JhbAQNy9j3wj7NgwYXo/u3LNdrV4d1+zL547s/F9tZk5FbxH2z1xAZ7uSyvi1wVtMuFqUCCfp/oE9ggTFmE9DFGLMxSP/fjDGXG2P+VoljVEpVtlXTApfvNh5Y+1/7OKFF8Pskd7VHrVeycJeTmAhXuQOLcr+O00FStP9tnEM7NqRlUtXWsCivw9kFPPLZ2oD/dE99uZ6UnODbfmsDt8dwKCufAxl55OQH3iKsQle5Kq8YYzwi0hzYa0o7TlUpVTsZA4dL2Sme5m2PTISWp8Cupf77nfaX4mXBQ8jizSlMnrbi6G6QcJeDgiIP8VEurh7clmuGtKVBTNnKjleXAreHFTsDp2gPZOaTVxB8S25NO5iZz+xVu5n6405yCooY3KEhk8/oRNOESCL9rItRoalcwYWIxAA7gVaA/z1fSqnaTQTaDoOV7wXu03qw/RzTCK54G967xC7+PMLhhHP/CQ3aV+1Yq4DHY3jxu008+/UGPMYuGH3kkh4Mat+QIo/B5RASg6zTqEmCnW0pWcXUl7OUnTk16VBmPuNfX8KG/VlHr328fDdzVu3lgxsH0q91ElqHsW6oSM1Y/ZdXKtR1GGFnJUqW9Qa7W6S1zyLOhBZw9WeQugW2LbQBR8cz7dqKiABFrWqpQ1n53PbhShZ4t7x2bx7Pi+P60bZR9Z7cWlGxkS4u7NOcGct2+W3v2yqR6PDa+e7f7fYwY/muYoHFEQVuD7d9uIqZNw/W013riIoEF5oOUSrURSfDtXPh3Usga/+x6/HN7RbSmBInfMYm24/WA6t3nJXoxy02DXJkh8VVg9pw76iuITUVHx1u63n8b/0BDmUVX1sRGebgsUt7klTKlt2akppTyNQfdwRs35GaQ2ZeEclx1TgoVWUCBhci8nug5JxnOHbm4nYRKeWkI54wxhx/ipBSquY5nZDcBW5aACmb7KxEw47QoJ0NLHJSIHXzsYqcXUbZo9nLu74iLxNyU2D1RzYd0/V8e//oBlXzffnh8Rhenr+Zp+etx2MgNsLFY5f25ILezattDJWpeUIkcyYN5/UFW5i1cg+FHg+/69qEP5/RiaYJtWuNiC9jDNmlLN7MLazd60VU2QWrc/ECUPJtigPoC6wGAp8iZGc3flcXqnRqnQtV72TssTMaB9cduyYCp98DA248VtMiEI/bnjeybSHsWGxPSe3wO1j5vj3avfslMPKpMhfXOhEpWfncNn0V3284CEC3ZvG8OL4f7UIkDRJMfqGb9LxCMDZdEh1eu09Gzcwr5K4Zq/n8131+2yNcDr6/a0TQSqyqelRGnYuAwYXfziKxQAbQ0hhTLxZ0anCh6pWcVJj+B9i2wH/71Z9Bu2GBn+9x26DkrVG22ucRDiec9ySkbIQlL8OZD8KQCbbYVhVZui2VSVNXsC/DTqCOG9ia+87vFlJpkLpm4/5Mzp2yALfn+L87Nwxrx+1nnUS0Hh9f4yojuCjvsuKSx64rpeqSgqzAgQXA/MchN0ignX0I3r24eGABNuiYewd0vRDCY2Hx87ZvFfB4DC//bzNjXlvCvow8YsKdTBnTh0cv6amBRQ1rkRjF29cNoEn8sfRNuNPBtUPacsuIDhpY1CG6W0QpdUxpFTlTNtrzRgI5uC7wPYyBX2dCtwth5VQbcFSyw9kF3D59Jd+tt2mQLk3jeHF8Pzokh86ulrxCN+m5heQUFBHhchIV7iSpjpT0jo5wMbhdA+ZMGkZqdiG5hUU0S4giNsJFjAYWdUqZ/jVFZAswDNgPXAuk+rRF+3uOMSanMgaolKpGpS20TGgFTv8VLQE4tD5wG9iFo8372W2sjsqdRVi2PZWJU1ewN90GP2NOacUDF3YPqdmK1Ox8/v39Vt5evI0cbzGsk9sk8eTlvWjbMKbKK5ZWB6fTQXJcpG45reMCpkVEpJGITPd+2RYbiJwPJACNRGSKty0LyPTzoZQKNRHx0Lxv4Pbht9s6GIE07BT8/klt7dbX/tfbXSiVwBjDa99v5spXl7A3PY/ocCfPXtmbxy/rFVKBRUZuIU98sZ6X528+GlgALNt+mEtf/oEDmfk1ODqlyifYmosY4LIS17oAg7ABxnk+188CBmB3l4j3a6VUqIlpBFe8BXHNjm/rdw20CnJCKkDjboGDDxHoebndjTLoFnCd+FR/Wk4Bf3znZx6du44ij6FzkzhmTxzGJX1r34FjpcnKL2L6zzv9tqXlFPLRsp0UBanMqVRtUllJrpXGmFTgSOnWlcG7K6VqraS2cNN82LYI1s2x9S36X2cDjlLSJnnhiXiunEn01Ash36cUjgjmvKfwRDbAeemrEJN8wsNcvuMwk6auYHdaLmBPMP2/C3sQVUsrVJZm7d4M/GyiOOrLNfsYN6A1DWNrby0LpY7QFTRKqePFNoEel0LXC0CcUMbzKtLzDfd+m8f94+YTt/t74vcvJT+hDYXdLmfJXjc/LS3k1rOSOJHllcYY3li4lcc/t7MVUWFOHr64B5edHHqzFb4iSjnLJMLlxKHnbqgQUVnBRZJ3xkKwW1WT8Fn0qZQKUcEWb/pxIDOfr9en8vX6VAa060zrBn1J21nAgm/Xk1/kITkughtPa09sBXcGpOcUcueMVXz1my1Z3qlxLC+N70enJqFfM7pTkzgiwxzkFfpPfYwd0KrWlvZWqqRgP+H5wE8lru3GrsXIoXjqY4PPYwE2iEjykVSJUqp+iPJ59/3T1lR+2lr8V0BMuLPCe9lX7kxjwvvLj6ZBLu3Xgocv7lHrK1OWVXyUi3+M6sa9n/56XFuXpnGc3rmxn2cpVTsF/Kk0xuwDvOcusx9wG2N8z2ge7f3cNcAtDge4rpSqoxKiw2iWEHl0O2hJ4wa2pkE5azYYY3hz0TYe+3wthW5DZJiDBy/qwej+rSpjyLVGVJiLC3o3p03DaJ78cj2/7E4nKTqc8YNac9WgtjTStRYqhJSr/Hd9pOW/lSo7t8fw09YUrnrjJ4pKrE7skBzLtBsHkRxX9j+S6bmF/HXGar5Ys897jxheGn8ynZuGfhokmNTsfPvfz0BidDjhpazHUKoyVfvZImW+qUhDY0xKpd+4BmhwoVT55BYWsftwLs98tYElW1KJiXAydkBrrji5ZbkKJ63elcaEqcvZmWrTIBf3ac4jl/TUSo5KVbFqCy5EZBHwiDFmbhn63gg8ApxqjFlb0YHVFhpcqDonaz/sXQ3r50JkEvQZa7eGlnbaaXlfJq+QnAI3IpAUHY7LWbZ338YY3lm8nUc+W0uB20OEy8GDF3VndP9WR7a6K6WqUGUEF2V9C9AYuFxEEoAdwC/GmIySnUSkJ/AM8FldCCyUqnPSd8HbF9gy3EcsfBoG3gyn3VV6+e9yiI0MIzayfLtNMvIK+dvM1cz9xaZB2jeK4cXx/ejaLL7SxqWUqnrlmV88DTgXaAIgIpuBr4BZxph5ItIXmAcsAq6q7IEqpU5QTip8/MfigcURP74M7U+HzudW96iO+nV3OhOmLmd7ij2W6MLezXn00p4V3raqlKo55Vkl9BdjTHMgDhgCvAp0Bj4TkW3AN8CXwChjTEFZbyoivxORb0UkTURSRWSBiJwfoN9CEckQkd0i8qSIHJfAFZEmIvKWt0+miHwhIj3K8X0qVTcVZMH2HwK3L3gScqp/qZQxhncXb+PSl35ge0oO4S4Hj17Skylj+mhgoVSICnZwWUdvGqQYY0yOMeZH4HlgFpACRABRQEOgzCu2ROQybECyBjgHGAmsBf4rItf69BuNnSVZhJ1BuQP4AzBDfJKwIpIM/IgNeq7CzrR4gEUi0rGs41KqTiotcDi8DdyF1TKUIzLzCpn0wQr+MWsNBW4PbRtG88ktQxg3sLWur1AqhAV7WzAL6CIie7FBw/kicgBogw0EzgXSgMewsxgdgJnADyJyljFmfxlePxn4uzHmcZ9rS0SkK3Az8KaIRAEvAO8ZY/7q7bNCRA4CX2MPSZvnvX4/kAj0NcYcBhCRS7DBy4PAuDKMSam6KdhppmDPFClnRc4TsWZPOhOnrmDroWwARvVqxuOX9iSunOs0lFK1T7DgYjDQHegGDAWGA9dgy3sfBK4zxszx6b9GRIYB87EzCqcbY9wEYYx5JViz9/PZ2CCkWF9jzDcish64DpjnncEYC0w/Elh4++WLyBvA/SKSaIzRbR+qfgqPhTZDYfsi/+2n/qX0AKQSGGOY+tMO/u+/v1FQ5CHc6eAfF3Tj9zpboVSdEaxCZwawGFgsIrOBZoAbGAPcBLwjIucC5xpjHvQ+55B3vcQK7MzDC2UdiIi4sLMik4FhHFsU2h+b2vjRz9OWYI+AB2gPNAD8JZUXY1M3XbzPUar+iW4Al752/G4RgIG3QMsBFbuvu9AuFk3bAfnp0OgkiIj3u7U1K7+Iez7+hdmr9gDQukE0L43vR48Wx2VgKywlKx+3sQea6SyIUjUjYHDhXQQ5GngWOBW42hhzoYjEAROxMxRZ2D/cD/o8tQVwF/B6WQchIvcBD2DPJVkMnGeM+cLbnAwcDDALshdo7tMPYF+Afvj09X3t0mYyKu+3nlI1LaElXPcl7F8D6+baAKD3lRDdqGJ1LgqyYccS+PgGG2AAiECXC2HU0xB77Gj1tXszmPD+crZ40yAjezbl8ct6EV9JAUBKVj7zNxzkjYVbOZSVT88WCdx21km0aRhNbIQGGUpVp2BpkVjgfOAW4GkAETkZ+D3wtDFmv4jE2MuyFpiBDUSeAX4zxrxWjnG8AswFOmJnRe4QkQ3GmC1AIcdSJCX5Xi/0c81fP6Xqn4IcyPeWpgmPhQ4j7MeJSt8NU68Aj0/sbwysnQXigAumYCLj+XDpTu6fvYZ8bxrk3lFd+cPgNpWWBknJyufWD1eyYOOho9f2Zxzgm3UHmDKmL2d3a0JkmLNSXkspVbpgaZElQD8ROQM7KzAE+BtwlzFmZ4nuD2PXY+zApk6O20oajDHmAHAA+FlEZmB3hnwEnAzsAZJFxGGMKXkWcbK3HZ/PTf28RHKJPr6vHfTtmndmQ2cvVGjyeCBzDyx4Bn6dCZ4i6HQ2nHEvJLQCV5BzPgpyID/TPnZFHD+zUZBtt696AiytWvsp2SP+j7/P3sonK3YD0KpBFC+O60evlpVbDXTVrrRigcURxsDfZq5mULvTNbhQqhoFS4sc5tg7/jAgHHACZ4nIU8AbwAeAMca8D7wvIj8AfbA7Ng5UZEDGmCIR+RT4l4jEY492d2LXXpQ8An4osMr7eD82JTIQeNtPv3xgXUXGpFTIytgFr512LGUBsOZjW/r7hq+hac/jn+PxQMZumP9PG5C486HdaXDWQ9CgPYRH2375WbCz5I/kMevdLbjljd/YnGbfE5zTvQlPXN6bhKjKTVFk5Bby5qJtAdtzCtys3ZdJ4/iyn2uilDoxwYpoXQxc4v14EigAtmO3c14KnIJ3kaWInC4irYG+2IDjrdJeWEQSReQrETnbT3NP7HqOTOw2073AjSWePwx73PtbAN5ZjXeBK33rc4hIGHAttpKo7hRR9Ud+FnzzUPHA4oiiPPjvZMg+/t0+mXtsQLLiXSjMsTMTm7+F106FvSuP9XM4ISrJ70tPLzqNiwoeYnOahzCncN/53Xjl9ydXemAB9iTW7PyioH0y86q3fodS9V2w4GIx0At4DcgG/ge8jz2U7DdjzOnY2hYCTAcWYGtj/BnoKCJDgr2w9w/9LuATEblXRAaIyBAReQK7vfRpY7mxC0SvE5FHRaSvt6jWR9jA40uf2z4F5GGrho7wjuEToCW2BoZS9UdBFvz2SeD23cuhMLfEc7JhfoBKnR63DUiyvJOSMY1gwE3FuuSYCO4ouIm7im4ijwhaJITz0Z+GcN2wdlW2zTQ20sXwTslB+3RvrplNpapTsOCiF/AP4D3sLIIxxtyHTVN8JCJObHVOg62IORd4yRiTBXxGGc4XMcZci916egG2INZcYAQ2uHjQp997wBXYwl0/YBeOvg9c7LsOw7t2Ywg2PfIxNvBwAUONMZoSUfWLMaVX3PSUeMefnwm/fhS4/6GNdi3GEZ3OgrbDANjoacFFBQ8x03MaAGe1C2fu5OH0aVW56ytKCnM6uPKUVsSE+19TcXrnZBKjdbeIUtUp6JHrIhJjjMkWkQuAccaYsSLSEPgFGI9Ni6QbY8JKPO9sINcYs6AKx14t9Mh1FbKyU2DamMDrIuJbwI3fQWyTY9cy98Gz3Y8POnxNWgbhcTZl4nCBw8nMRb/y9+9zyDVhuMTD305vxvVn9EDCqmedQ6Hbw8b9WUyYuvxoxU+HwHk9mvHAhd1JjguycFUpVUxlHLkeNLgI+CSRWO8MRZ2nwYUKaTuXwn/OsrMYJV36GvS43K6dOCI3DT6+ETZ+eXx/gJhkuGYOs/gPugAAIABJREFUvHMRZO4j14Rzf/gdTM+0C0NbxIfz/Jie9Gvvb9PWCSrIsUFPeCw4/E+6HsrKJz23kIzcQprERxIb4SK+CtZ5KFWX1VhwUZ9ocKFCWn4W7FgMc26DdO8O8uiGcOYD0PVC/4WzDvwGrwz3P3sx6hnYOh9+m8UmT3MmFE5mvWkNwJkdYnlq/GASo8Mr93vIPgQH1sJPr9o1IZ3Ohm4X2xmXAEGGUqriqj24EJFOwDJjTHxFXzDUaHChQlpBLhRm2cWYRfngLoCIOFuR0xlgJ3pBLuz/BWZPgoPepUqxjeGMf4DxwH//zKfuodxTeD05ROLEzV9d0/hj7yjkwikQEVt5488+BLMmwobPi1+PbgDXzYNGnSrvtZRSQOUEF8EqdCIiDY0xvsvGHUBMRV9MKVVN8rMgYw8smmIDhbhmMPRWSO5s/zAHEx4FrQbA1XOgMNsGJuGxGHcB+c/25YGiG5jmPgOAZqTwQvhznOzYCJvi7Q6VygwuNn19fGABdnvtjGvhqk/trhWlVK0SrIjWqcCnInKjMWaGn/Yzgt3YGPNtJYxPKVVeBbmw6Sv7x/fIzOTeVbDhCxj4Jzjtr6UHGOA9F8Ru8XTnHGbrnoNMLHiIdd40yAjHCp4Je5kk8S6/crqwO9MrSfZB+OH5wO37frG7WzS4UKrWCTZzsRRbhvtDEXkFmFSi/Wufx4Zjv1WO5Fm01q5SNSEvDT65yf8izh9fgT7jyhZcHJF1kDnvTeGeXYPJNq1x4uZO13Rucs7BIT6v0XM0RFZixtTjgSx/5xD6yNN0pVK1UcDVUMaYXGPMldgKmDcDc4C4Et0aGWMc2MAi1udxq6oZrlKqVDsW2/UVgfz4KhQVlOlWeZmp3PPKB/x522Cyi6BplIdp4Q9zs+u/xQOLmEYwZDKERZ3g4H24wqFx98Dt4oCYxpX3ekqpSlOWpdbXYEtvn4KtdunLBHislKopWfuDt2cfsAs7S7H1UDaX/HsFUw91AOBUxyo+6/sTp/z+QWg9yHZyhuPuNZa8a7+x6zoqU1QSjLgncHvnUXZbqlKq1gm6oNNLgNnYNMgcoLmIOHza8PNYKVVTWp4SvL3tqaXOMMxZvYe/zfyFrPwiHHi4w/URNztn41huYOc8OOV6u3vE4WSbuwkpmXEMaFQF20Ibd4WRT8GXdxevNtpmGJz/DERpWW+laqOyBBdgS39v8x4WlgKMQmcqlKqdEtvYXSEH1x/fFh4LJ50Da2ZB28EQ2QDCjlWvzCt088hna3l3yXYAGsc4eL7wQQY6fKrnH1wHc/9iH7c4mbU9pjCge/Oq+V4iE+wakS6jbLonPxNaDbLFvGIaVs1rKqVOmN/gwrsTZCY2gDDAQhFx+3S5oRrGppSqiNhk+P3HMG2c3SVyRFwzuPglmHcvbPwKwqJh3Id226krku0p2UyYupxfd2cAMLxTI54d1YJG76Xa04X8ONzzepIbN6v8wlm+wmPsR4/Lqu41lFKVKtDMxa/YAOLIiafvYo8/d2JPHvVzZKJSqtZIaAm/n2nPFzm0Hpzhtsz3/H/CjiW2T2EOvHcZTF7B3B1O/jpjNZn5RTgEbjvzJCaM6IjDeODyN+Hdi487BM3TZhhRXc6ke1Qi4S6tlKmUOqbUCp0i4gGaGmMOeE9CLQD6Y7epXgKkAyuAwdjjzlcAZxtjvqnKgVcXrdCpQt7W72HGdbZuRAn5xsWjzZ7j7W22EF9yXARTxvRhSAef2hEFuZC5Bxb9C7b/AFGJeAb8CdPuNJxxultDqbqmyit0BiDYgOIp4H8cW8i5xKfPPLTOhVK1w/bFfgOLHZ7GTCycxGpvYDG0Y0P+dWXf408QDY+Chh3g3H/aCpzixKHrHZRSQVQkuDjiOWACcCagb+uVqq0atD/u0hfu/vyl8CYyiUEw/Pl3nZj0u5NwOoJs+gqPth9KKVWKsgQX2wF3yYvGmBwRmQVcZYz5e6WPTClVOdoOs1tPC3MpME4eKxrHm+7zAGhEOlOu7MnQvp1reJBKqbqk1FVYxph2JQ4v812k8RYwWUR0jlSp2iqqAYz9kJ3SnCsK7j8aWAxy/MbcC2Fot7Y1Oz6lVJ1T0TUXABhjfhaRrcDVwDOVNiqlVOUJi2BeVnvuNM+SYdwIhknt9vLnyy/HGdvIHsGulFKVqFzBhTHGLSLJQKrP5cuMMZsqd1hKqRPiLoLcFApTdvLPBQd5/VcPAA1jwvnX5d0Z3rkpiEDOISjItjUvKvPQMaVUvVbumYsSKRI0sFCqlinMgz3L2PXBrUxKH88K0wmAAdF7ef6Gc2jSrDlkH4INX8KPL9vHzfvBiLshqR1E6HkdSqkTU2qdi2KdReKAVcApJYOMukrrXKiQk7qVb6bcwO35N5KODRQmOj/hVtdMXB1H2CqdH98IW+cXf54IXPYfiGkCWXug1UBbfjtSz+9Qqj6pjDoXQRd0ikh7EdlRon9btIaFUrVSYV4Oj77/Bdfn3046sTQgg7fDHufOsI9wiQdyU2HX0uMDCwBj4L+TwSEw8waY0gu+eRhy6sX7CKVUJSptt0gY0KLEtSPnjSilapE9abmMeX0pr+1uDcApso7PIu7hNOfqY506j4Sf/h34JvmZkL4LElvbYGPpa7DqQ/AUVfHolVJ1SUUOBBBgi4hkBPg4KCK3VPZAlVKBfbfuAKOeW8CyXfaEsZuds/gg/GGaSWrxjmFRNoAIJj+z+JHsC5+x6zKUUqqMKlqh81b8V+UUYCJwPfBSRQellCqbIreHp+Zt4JX5mwFIjA7j2SGFjFj4of8nHN4GHU6HPcsD37RJN0jzyYZmHwR3QaWNWSlV91UkuDDAf40xB/w1ikgP7IFmSqkqtC89j0kfLGfptsMAnNwmiefH9qV5WDYcOBc2fFH8CQ4XdLvIlgP/8VW7BbWkTmfD3tVQmHvsmjMcHGFV+J1UHWMMh7LyySv04HQIUWFOkmKq8Hh4pRRwYmeLBNIIyKqC+yqlvOZvOMhtH64kNdvOKNx0anvuPKczYU4HEAUXvQg7f4TFL0BOKrQaBEMnQ3xzG2Rc+wV8dDWkbrE3FAd0vRAG3gQfjC3+Yj0uC8kaGOm5BSzalMJjn69lZ6oNlvq3SeKRS3rQrlEM4S5dl65UVQm6FVVEOgO/GWOc3q8TsAW0mgWZubgbKDLGPFkF4612uhVV1SZFbg/Pfr2BF7+zaZCEqDCeGd2b33Vt4v8JuYdtQa3wGLvV1F0IYTHgcNh0R24a5GdAbGNY/wV8+5D9+ogG7eGaz2xQEkKK3B5mr9rD7dNXHdcWGebgiz+fSttGMTUwMqVqv+o6cj3IMYnHM8Y8VsGxKKWC2J+Rx6QPVvDTVrtIs2/rRF4Y148WiVGBnxSVZLeSHvgNlrxkH7c9FXqPsQFFbONjfbtfbGtarJpqd4r0GgOdzizeJ0Sk5hTw6Ny1ftvyCj386+sNPHxJT2IjqmLyVilV2k/WPuDmEtfKFWwopU7cgo0HuXXaSlK8aZAbhrXjrnO7EO4qZcNXTgp8dT+sePfYtS3/g4VPwzVzoWlPcHjTA7GNofeV0Plc+3UIF8/KziviUFbgRahf/bafe0Z11eBCqSoS9CfLGJMOvAogIl2B7sAVwOGqH5pSyu0xTPl6A89/twljID7SxVNX9Obs7k1LeWIR5B2GrAN2a6nDVbxWRUE2TBsLN/4PYkukVEI4qDhKgr8HcjpEq/UoVYWCBhci8hzwjTFmFtANeB/4CFgpIoXBnmuM2RGsXSkV3IGMPCZPW8GSLTYN0rtVIi+M7UurBtHBn5i5D1Z+AL9+ZL8+6Vy47kuYcyvs++VYv4w99qNkcFFdjqz3SNli0zfxTSGqEThPfKFlbISTZgmR7E3P89s+qlcz4iJDcweMUqGgtDnBrcBHInKnMeY5EekDvANsCPIcwb4n0KXYSlXQok2H+PO0lRzKygfg2qFtufu8rqWnQdJ3wetnQubeY9f2r4GV78Pod2HaOLuQ84gsv+uyq17WAZg9qfh22bhmcMXb0LwPuCJO6PYNYiJ46KIe3PDOz8e1xUe5mDiiE1Hh+itKqapS6sFlInIBMA243hgzTUTCgVeAq4CbgGX+nmeMOX6ZdgjS3SKqOrk9hue/3ciUbzZiDMRFunjy8t6c26OUNAjY9MfsP8Oamf7bu10EjU6C7302ck38GRp1Kv3e2SmQm2JrYEQ1sIW2ohLBFVm2b8xXTip8fBNsmnd8mysCJiyFpDblv28JWXmFrNmTwcOfreWX3ek4HcLZ3Zpw93ldaJ4YhctZkQLFStV9lbFbpEynoorINcDzwCBjzBrvtWexAcYwY8y6ig6gttPgQlWXg5n53PrhChZtsgeF9WqZwIvj+pWeBjkiYy/8q0fgc0AcLrh6Nrw50n7d8hQYOw1iGgW/b+Z+mHEdbF947Fp4LFzyKrQfARHl3NKZuhWe6xO4feDNcOYDEFaBwMWPlKx8CtweHCJEhzs1HaJUKaprKyrGmLe8lTeTfK7dJiJNgDOBOhtcKFUdFm9OYfK0FRzMtGmQa4a05e6RXYgoT6EnT1HwA8Y8RXaLKUDTXjD6ndIDi5zDMGtC8cACoCALpl8FtyyG5C5lHyPAQf9bRI/avtDev5KCi4axJ5ZiUUqVX5nnBY0xdxpjSvyGYbwx5oWKvriINBWRl0Vkm4jki8h6EZnkp9+VIrJMRLJFZIuI3C0ix41dRDqIyMcickBEDovIRyLSsqLjU6qqeTyG57/ZyPjXl3AwM5+4CBcvje/HAxd2L19gAbZMd2LrwO0JrSAyEW76Hn7/cdkKY+VnwKav/LcZD8x/CvLLWZA3qkHw9sjEY9tjlVIhqVxJRxFxichsEUkCMMYYERktIqeW94W91T6/BQYBk4Gh2N0oz4rIXT797gLeBT4EhgGPA/cAL5S430nAz0A4cDFwOdAa+EFEGpZ3fEpVtUNZ+Vz95k88/dUGPAZ6tIhnzuRhjOzZrGI3jEmG0+8J3H7636BxN2jWG2KTy3bPw9uCt+9dDoU5ZR4iAElt7e6QQAbfErxdKVXrlXdFkxMYBUQBiMhlwHtARY5YvwVIBs4yxsw2xvxsjHkQW1fjHu/9mwMPAY8bY54wxqwwxryGPZX1Zm958iOeAVKAS40xPxhjvgHOA+KBOyowPqWqzJItKYycsoAFG+1R5lcNasOMPw2hTcMTKEntcNhtp7+7v/hCS1cEnHEfdB5p+5RHdCmzDNGN7FqOct2zIVz2hv/ZiU5nQcsB5bufUqrWKfW3gog0Br42xvQ6csl7/WRsYPE+8McKvPY8YIMx5lCJ6+uABBFJxBbscgGvlejzPvA0cC3wN+9Mykjg78aYo2X5jDGpIvIhcLWI3GvKsnpVqSrk8Rhenr+Zp+etx2MgNsLFY5f25ILelXR2R3QSDPwT9BkHKRvtGouGnezBY+EVCFxiGkNCS7vF1Z8hk0sPQEpyhkHrwXDLj7DgGdj1k73HoAnQdljp60CUUrVeWd5yhGErcx5hgIbADOBTbN2LvsDS8rywMWYZJbaxiogTuBLYbIxJE5H+wE5jzK4Sz80TkZXAkSXn/bBBzw9+XmoxcCPQBFvOvBgRKW0bSB0oV6hqg5SsfG6bvorvN9g6E92axfPi+H60q+wDtMKj7UdcGbavliYmGUa/B2+NPD790WUUtB5U8TE26gSjnraLNx2u8gcpSqla60QK668CrsHWvDhfRE41xpSyDDww7xqMd4BTgAu9l5PxExB47eVY0HMkgeyv75FqQs2D3EupKrV0WyqTpq5gX4atGDluYGvuO78bkWG1fOGiwwFNe8DEpfDzm7Dte1sefNBEe/1EZxmOBEJKqTqlIsGFACnGmIsBROQm4GPgSxHpYYzJCPpsfzcUOQW7YDMMONMYs8DbVEjgEwB8rxf6ueav3/GNpezj9c5s6OyFqhCPx/Dq91t4at563B5DTLiTRy/tyUV9WtT00MrOGWZTI6f9FQZPAEcYRMbV9KiUUrVYRUvUHf2D7V3jcCmQCZT7uHURuRpYAMwHevgEFgB7gEBzu8nednw+++ubXKKPUtXicHYB17+9lH9+sQ63x9ClaRyzJw0LrcDClyvcpi40sFBKlcLvzIWIdMS7YwOItpfkPxw7L+RZEfFNwG7F7v74RkT+411PUSpv5c+XgeuMMVP9dFkJ3CAizYwxe32e5wIGYFMyAGuBAmAgNkjxNRSbDqmhQxRUfbRseyoTp644enDW2AGtuP+C7rU/DaKUUpUg0MyFE4jzfjiBmd7Hsd72WJ/21sADwGbsAs8ybfsUkV7YwOKqAIEF2DNNCoHrS1wfg91i+haAMSYNmAVcKyJHa/t6d5yMBt4xxnjKMi6lToTHY3jt+81c+eoS9qbnER3u5F9X9uGxS3tpYKGUqjfKdLbI0c4ikUAO0NIYs8d7LQzIB9phF1jOBFoYY1JLuddc7KzInwJ02WuMSReRe4H7sDMp3wD9gWeBacaYo1tgRaQLdsfKt9hCW1HAI9jgp68xpkIzF3q2iCqrtJwC7pi+im/W2f/VOjeJ48Xx/ejYOLaUZyqlVO1RbWeL+PAXicQCc7AFrL4E0rHbSV8u5V7dgDbYlIY/1wJvGWMeEZFD2MJZj2B3fzzu/Tg2MGPWichQ4AlsDY0ibDAypqKBhVJltXzHYSZNXcHutFwARvdvyf9d2EOP9VZK1UtlOXJ9pM+XYdidId2whaxuKrm+wrs2I9oYM6aSx1ojdOZCBWOM4Y2FW3n883UUeQxRYU4evrgHl52sR9oclZcBhbmAsaepRuhMjlK1WZXPXHgPB5vlp8kDrMee2/EXY8xzPm0rgdsrOiClQkV6TiF3zljFV7/tB6BT41heGt+PTk10NwUARfmQtgO+fgA2fAHigC7nw+/us1tbnXr0uVJ1VdDgwrsI0neB5JE1F9nGmPEi8i3wsohEG2OOpClWYct3Rxpj8qpq4ErVpJU705jw/vKjaZDL+rXkoYu7Ex1+InXp6piUTfDvM6DI59fAmo9h4zy4cT406lhzY1NKVakTWnNhjHlDRPKB/4jIR8aYzdiS3j01sFB1kTGGNxdt47HP11LoNkSGOXjooh5c0b9VTQ+tdslJgc9uLx5YHFGQBfPuhUtegyitT6dUXVTe4MKDrSORf+SCMeY9EVnmDSwwxmQBWZU3RKVqh/TcQv46YzVfrLFV5Dskx/DS+JPp3FTTIMcpzIUdSwK3b5xnzyrR4EKpOqlcwYUxphAY4ed6hc8UUSoUrN6VxoSpy9mZatMgl/RtwcMX9yAmQtMgfpVWVsZ4Su+jlApZ+ptRqSCMMbyzeDuPfLaWAreHCJeDBy/qzuj+rRCRmh5e7eWKhIYd7boLf5r3A1dE9Y5JKVVtNLhQKoCMvEL+NnM1c3+xaZD2jWJ4cXw/ujaLr+GRhYDYxnDOYzD1iuPbROCcR0/8RFWlVK1V0YPLlKrTft2dzgXPLzwaWFzYuzmzJw3TwKI8Wg+EK9+HBJ/FrkntYPxMe1y7UqrO0pkLpXwYY3hvyXYemmPTIOEuBw9c0J2xAzQNUm6RCdB5JLQaYHeIIBAeAzHJdvZCKVVnaXChlFdmXiF3f/wLc1bbA3jbNYrhhXF96d5cdzRUmMNhUyQ0rumRKKWqkQYXSgFr9qQzceoKth7KBuD8Xs147NKexEVqFUmllCovDS5UvWaMYepPO/i///5GQZGHcKeDf1zQjd8PbK1pEKWUqiANLlS9lZVfxD0f/8LsVXsAaNMwmhfH9aNHC02DKKXUidDgQtVLa/dmMOH95WzxpkFG9mzK45f1Ij7U0yCZ+yFlI+xdZXdptDwFohpAmNaUUEpVHw0uVL1ijOHDpTu5f/Ya8r1pkHtHdeUPg9uEfhokZTO8cyGk7zp2LTwGrpxqt4WGRdXc2JRS9YoGF6reyM4v4u+f/sonK3YD0KpBFC+O60evlok1PLJKkLkf3rmoeGABUJANUy+HScshsXXNjE0pVe9oES1VL6zfl8mFLyw8Glic070JcyYNrxuBBUDqZkjf6b/NXQjL3wFPUfWOSSlVb+nMharzpv+8k/tm/UpeoYcwp3DPyK5cM6Rt6KdBfO1dHbx9z3J7UmlECJ3gWpgHeYftZ1eEHXsojV+pekyDC1Vn5RQU8Y9P1zBzuU0VtEyK4oVx/ejTqo7MVvhKahO8PaE1OENoUWf2IVj8Iiz9N+RngsMJXS6wZ5IktKjp0SmlSqHBhaqTNu7P5Jb3l7PxQBYAZ3VrwlOX9yYhOsR3gwTSvK99V5+f6b994J/AFV69Y6qonMMw9y5YM/PYNY8bfvsU9q6E6+dBbJOaG59SqlS65kLVOTOX7eLCFxax8UAWLofw91Fdee2qk+tuYAF2u+nYaeD0E0Cc+X8Q17T6x1RRuYeLBxa+Dm+DLf+rztEopSpAZy5UnZFb4Ob+2b8y/WebBmmRGMXz4/rSr3VSDY+sGrjCoWV/uytk5VTY/bPdHTLgRohtClEhVBhs24Lg7aun2wPRdP2FUrWWBheqTth0IIsJ7y9n/X6bFjiza2OeuqI3idEhkgqoDK5ISGwFp94JRXngCAdXCM7WOEv5teQMA9FJV6VqMw0uVMj7ZMUu7v3kV3IK3Dgdwl/P7cwfh7evW7tBysPhtMWzQlXbU+2R7Mb4b+93TWh/f0rVAxpcqJCVV+jmgdlrmLbU1ndolhDJC+P6cnKbBjU8MnVCIuNh8ET44fnj25r3hRYnV/+YlFLlosGFCkmbD9o0yLp9Ng0yonMyz4zuQ1JMPUqD1FWRCTDsdkjuAt8/aRdxRiZA/+th0M0Qm1zTI1RKlUKDCxVyZq3czT0f/0K2Nw3yl3M6c+Pw9jgc9TQNUhdFN4A+46HTWXYbqjghKtEW01JK1XoaXKiQkVfo5sE5vzH1xx0ANI2P5PlxfTmlraZB6iQRrWehVIjS4EKFhK2Hsrnl/eWs3ZsBwGknJfPM6N40jNV3skopVdtocKFqvTmr9/C3mb+QlV+EQ+COsztz82kdNA2ilFK1lAYXqtbKK3TzyGdreXfJdgAax0Xw/Ni+DGzfsIZHppRSKhgNLlSttD3FpkHW7LFpkOGdGvHslX1opGkQpZSq9TS4ULXO3F/28tcZq8n0pkFuO/MkJozoqGkQpZQKERpcqFojv8jNo5+t5e3FNg2SHBfBlDF9GNKhUQ2PTCmlVHnUigL9ItJDRF4UkWwR+X1Nj0dVvx0pOVzxyuKjgcXQjg2ZO3m4BhZKKRWCajS4EJF2IrIe+AW4GIgO0vdKEVnmDUC2iMjdIsefXiQiHUTkYxE5ICKHReQjEWlZhd+GOkFf/LqPUc8vYPWudMSbBnnnuoEkx+n6CqWUCkU1nRbZC7wBzAFygK3+OonIXcDDwN+Br4BTgKeBVsAtPv1OAn4EFmGDlSjgUeAHEelrjEmpsu9ElVtBkYfHPl/Lm4u2AdAoNoLnxvRhSEedrVBKqVBWo8GFMSYPeAJARNr66yMizYGHgMeNMU94L68QETfwuohMMcas915/BkgBLjXGFHiffx6wBbgDuKeKvhVVTjtTc5j4wQpW7UwDYHD7hkwZ24fGcZE1PDKllFInqlasuSjFFdgg6LUS198H0oFrAUQkCRgJ/OdIYAFgjEkFPgSulnp7BnftMm/NPkY9t4BVO9MQgcm/68R7NwzUwEIppeqImk6LlEV/YKcxZpfvRWNMnoisBPp4L/UDBPjBzz0WAzcCTYB9vg0iklbK6ydUZNDqeAVFHp74Yh2vL7TZr4Yx4fxrTB+Gd9JTLpVSqi4JheAimRIBgY+9QHeffgTou9f7uXmQe6kqtOtwDhOnrmClNw0yoF0Dnh/blybxOluhlFJ1TSgEF4WACdBmSvQrec1fv+INxiQGe3HvzIbOXpyAb9bu5/bpq0jPtf9EE0d05NYzO+FyhkJWTimlVHmFQnCxB+gRoC3Z247P56bAej/9fPuoalDo9vDkl+t57fstADSICefZK/tw2kmaBlFKqbosFN46rgRai0gz34si4gIGAKu8l9YCBcBAP/cYik2HHKjCcSofe9JyGfPakqOBxYC2DZg7ebgGFkopVQ+EQnAxDZvyuL7E9TFAPPAWgDEmDZgFXCsiYUc6iUgiMBp4xxjjqY4B13ffrTvAqOcWsGz7YQBuPr0DU/84kKYJur5CKaXqg1qfFjHGHBaRh4D7RCQX+Aa7g+RZ4HVjzFqf7vcBS4EZIvI4tojWI0A+tuiWqkJFbg9PzdvAK/M3A5AUHcYzV/ZhROfGNTwypZRS1anWBxcAxphHROQQcCs2WNgLPO798O23TkSGYgtzzQOKsMHIGGOMpkSq0L70PCZ9sJyl2+xsxcltknh+bF+aJ0bV8MiUUkpVNzEm4EYKhd0tkpCQkJCWVlo5jPpr/oaD3PbhSlKzbe2ym05tz53ndCZMd4OEFo8bcg5BXgZ4CiGqAUQmQpims5SqTxITE0lPT08vbTdlMCExc6FqpyK3h2e/3sCL39k0SEJUGM+M7s3vujap4ZGpcivIhp0/wqyJkLHbXouIg+F3Qr8/QHSDmh2fUiqkaHChKmR/Rh6TPljBT1tTAejbOpEXxvWjhaZBQlPKJnjvMvBd85yfCV/fD04XnHIjuMJrbnxKqZCi89aq3BZsPMjIKQuOBhZ/HN6OD28crIFFqMpNg6/uLx5Y+Pr+KchNrd4xKaVCms5cqDJzewxTvt7A899twhiIj3Tx9Og+nNVN0yAhrSgfti8M3J57GAqyqm88SqmQp8GFKpMDGXlMnraCJVvsO9jerRJ5YWxfWjWIruGRqUoRFgPuIIuWHfqrQilVdpoWUaVatOkQI59beDSwuG5oOz66abAGFnVFZAL0Hhu4vXFXG3wopVQZ6dsRFZDbY3j+241M+WYjxkBcpIsnL+/NuT2a1vTQVGUKi4Shk2Ht7GM7RY5wRcBFL0Gslm1lzNn0AAASzklEQVRXSpWdBhfKr4OZ+dz64QoWbUoBoFfLBF4c109nK+qq+OZwwzfw02uw6gMoyoMOZ8KIuyGhRU2PTikVYrSIVinqYxGtHzYf4s/TVnIwMx+Aa4a05e6RXYhwOWt4ZKrKFRXYBZwYCI+FiNiaHpFSqpppES1Vqdwew4vfbeJfX2/AYyAuwsU/L+/FyJ7NSn+yqhtc4RCnu3+UUidGgwsFwKGsfG77cCULNh4CoEeLeF4c1482DXUhn1JKqfLR4EKxZEsKkz9YwQFvGuQPg9twz8iuRIZpGkQppVT5aXBRj3k8hpfnb+bpeevxGIiNcPH4ZT05v1fzmh6aUkqpEKbBRT2VkpXPbdNX8f2GgwB0axbPi+P70a6RpkGUUkqdGA0u6qGl21KZNHUF+zLyABg/sDX/OL+bpkGUUkpVCg0u6hGPx/Dq91t4at563B5DTLiTRy/tyUV9tI6BUkqpyqPBRT1xOLuA26ev5Lv1Ng3SpWkcL47vR4dkrWOglFKqcmlwUQ8s257KxKkr2Jtu0yBjB7Ti/gu6axpEKaVUldDgog7zeAz/XrCFJ760aZDocCePXtKTi/tqGkQppVTV0eCijkrLKeCO6av4Zt0BADo3sWmQjo01DaKUUqpqaXBRBy3fcZhJU1ewOy0XgCv7t+KBC7sTFa5pEKWUUlVPg4s6xBjDGwu38vjn6yjyGKLCnDx8cQ8uO7llTQ9NKaVUPaLBRR2RnlPInTNW8dVv+wHo1DiWl8b3o1OTuBoemVJKqfpGg4s6YOXONCa8v/xoGuSyfi156OLuRIfrP69SSqnqp399QpgxhjcXbeOxz9dS6DZEhjl46KIeXNG/VU0PTSmlVD2mwUWISs8t5K4Zq/hyjU2DdEiO4aXxJ9O5qaZBlFJK1SwNLkLQ6l1pTJi6nJ2pNg1ySd8WPHxxD2Ii9J9TKaVUzdO/RiHEGMPbP2zjkbn/3969R8tVlncc//6SkAuXXIBgiIEkFDVAiDGGkCawRKBU7hZYKDEWkIotkKXVNgIiIlAqYJdYArSIBVyWCgolSDEtFbUgkfv9JkHCLYSEkBuBhITz9I/3PWYz7Dk5OZmcOWef32etvWbm3e+ZeZ+9Zs48s9/LTt0g/fr04twj9+DYiTshqdnNMzMzA5xcdBsrVq/l9Bsf5bbHFgKwy9CtuPxzExgzbGCTW2ZmZvZeTi66gcdfWc6p1z3IC0veAuDI8cP5h7/Yk63dDWJmZl2Qv526sIjgx797gfNufYp33m2hb59enHP4Hhw3yd0gZmbWdTm56KJWrl7LGTc9xq2PvgrA6O234rJpE9h9uLtBzMysa3Ny0QU9sWA5p133EM+/vgqAw8btyD8etSfb9N+iyS0zMzPbMCcXXUhEcN29L/Ltnz/JO+ta6Nu7F988fHem772zu0HMzKzbcHLRRby5Zh1n3vQYtzyyAICR223JZdMmMPaDg5rcMjMzs43Tq9kN2BwkDZR0iaTnJa2SdKekfZvdrnqeenUFR1x61x8Ti0P33JGfz9jHiYWZmXVLlTtzIWkAcAewDXAasAiYAfxS0icj4rfNbF9RRHD9fS/xrVueYE3uBjnrsN34/OSR7gYxM7Nuq3LJBXAq8DFgTEQ8CyDpeGAUcDEwpXlNW2/VmnWcdfPj/OdDrwCw07YDuHzax9lzhM9WmJlZ91bF5OJzwC9bEwuAiAhJVwDXSRoTEU83r3nwzMKVnPLvD/Dc4jQb5FN7DOPCY8YxaIBng5iZWfdXqeRCUl9gHHBeye65+XY88HThb5Zt4Gkbeirhhvtf4uzZj7N6bQtb9BZnHrIbJ0wZ5W4QMzOrjEolF8C2pEGqC0v2vZpvh3dec97r5aVvcdbNj/POuhZGDBnArGkTGL/T4GY1x8zMbLOoWnKxNt9Gyb6yMiKizW/3fGajIWcvRgzZknMO34NfPbOI7x7zUQZt6W4QMzOrnkolFxGxRNIaYFjJ7qH5dkEnNul9jpu0k68NYmZmlVap5CJ7BNi7pHxqYX/TOKkwM7Oqq+IiWtcCB0kaVVP+ReDeiHiq01tkZmbWg1QxubgaeBK4TdIhkvaSdDWwHzCzqS0zMzPrASqXXETE26REYi7pLMavgV2BAyPiN81rmZmZWc9QxTEXRMQbwEnNboeZmVlPVLkzF2ZmZtZcTi7MzMysoZxcmJmZWUM5uTAzM7OGcnJhZmZmDeXkwszMzBpKEaXX87JMUgugQYMaeuV1MzOzLmn58uUAEREdPgHh5GIDJK0jneFZ0aCnbM1Sljfo+bobx584/p6pp8cPPgbdIf6BQEtEdHgtLCcXnSxfwn2Dl3qvKsfv+MHx99T4wcegp8TvMRdmZmbWUE4uzMzMrKGcXJiZmVlDObkwMzOzhnJyYWZmZg3l5MLMzMwaysmFmZmZNZTXuTAzM7OG8pkLMzMzaygnF2ZmZtZQTi7MzMysoZxc2CaTNFbSZZJWSZre7PaYmVlzObnoRJIGSrpE0vP5i/hOSfs2u10dJWm0pGeAx4BPA1u2Ufczkh7Icf9B0hmS3vf+k/Qnkm6StEjSUkk/lTRiM4axSSQNk3SFpPmS1kh6RtKMknqVjB9A0gGS7pC0TNIb+X19WJ16d0laIekVSRdL6l9S7wOSrsl1VkqaI2ls50TTcZKG5jbPL9lXydhz+6Jkm1dTr5LxA0g6RNLdkt7Kn9lbJY2vqVPZz39dEeGtEzZgAHA/8AxwKLAX8CPgHWBqs9vXwZj6AzOB3YFRQADTS+rNzHHOBD4GnAysBC6vqfdhYClwKzAFOAC4B3gR2K7Z8ZbENQh4EngIOAKYCJwNrANmVj3+3Oajc7yXAnsDk4Er83vhxEK9Y4EW4MJ8DD4LvJZjVaHeUGA+MBfYH5gK3Ea6PPWuzY63jeOg3M6XgPk1+yobe37/XwSMqdl26SHxTwfWAOcAHwf2BX4KvA5sn+tU9vPf5rFpdgN6ygb8HfAu8KFCmYD/A+5udvsaEN8oSpILYHj+8J1bU35Srv+RQtmtwDygb6FsW2AZcEGzYyyJ+Qxgces/kUL5ZcCyqsef2/fXwOkl5XcC9+b7A4BFwI9q6hyQj8FBhbJZOd4hhbJ++bhc1+x42zgOM4HngVMpJBdVjx14Ezimjf2Vjb/w2fxKTXlvYGi+X+nPf5vHp9kN6Ckb6dft/5SUH5ffZGOa3cZNjG8U5cnFl0lJ1Yia8v75Q/Od/HgI6dfNmSXP/a/AKxR+5XSFjfRL5eiS8hn5WAyucvwbODZ3Avfk+0fm4zGlpN7TwE/yfQFLgCtL6p0BrAYGNzu2krZNzl8gfwacwHuTi8rGDmyfYxvfRp0qx38K6QxE/zbq9MjPf0R4zEVnkNQXGAfcXbJ7br4dX7KvCiYCL0XEy8XCiFgNPMz6uCeQ/sHUO0bDgQ9sxnZutIh4ICJuLJZJ6g18BnguIpZR4fhrSeqT+4y/D+xD6iqBdAxaSKd4a/2O9cdgF9IvtXrHoB/plHuXIWkw8B/ArIi4vaRKZWMHRubbnSX9Ko8ReEHSBfl/HlQ7/n1IXd1jJP1vHk/ysqR/kjQg1+kxn/9aTi46x7akY72wZN+r+XZ45zWnUw2lPG5IsQ8v1KNO3W5xjCQNAm4ijac5NRf3iPglnU3qV55Hiv/giPhx3j0UWBwR75b8aXc/Bj8k/eI+o87+KsfemlycCVwCfIqUUM4Absj7qhz/zsDWwH8BNwN/DnyX1FVYfO9X/vNfpk+zG9BDrM23ZWutV3399bXUjzFq6tWWldXrkiTtBVwPbAEcGBF35l09In7gX0iD73YFvgR8TdLvI+IPVPQYSDqN1BUyISLeqVOtkrFnTwKnA5dGxFu57B5JrwNXS5pCtePvRzozcVDhrNVcSUuBayRNotrxt8lnLjpBRCwh9ckOK9ndmrEu6LwWdaoFlMcNKfYFhXrUqdulj5Gk40ljDH4DjC0kFtAD4geIiEURcX9E/IT0hduHNGoeUruHlk29o5seA0kfJf1K/VvgZUn989TKLdJu9ZfUjwrG3ioino6ICwuJRavZ+XYyFY6fNGbi1ZLusFvy7UR6yOe/jJOLzvMIaaperamF/VX0MKlPdsdioaQ+wCTWx/0U6bR6vWO0kDTqvEuRdALpV/sXIuLEiFheU6XS8ZeJiHWk08QTJA0kHYPepH+2taay/hi8Roqz3jFYQxoE2BV8kvTL9Srg7cJ2Jel0+dukaedVjH1D+uXbFVQ7/keBvm3s70UP/Pz/UbNHlPaUjTSyeB0wqqb8dvKo+u68UX+2yBDSSO+zasqn5/q7FcpuIH3ItiiUDSbNGb+w2TGWxDyO9CXS1lS8Ksc/OL9/DyrZdxVpJL1IXy4LgKtq6uyTj8HBhbKLSGMYBhXKtsjH5fpmx1xo0zDSL/Pa7TxSH/lk0poGlYu90LbJwPkl5TNIMyTGVDz+vXIMR9eUn5jL96zy53+Dx6fZDegpG2m+96OkfspD8hvzalJf2yea3b4GxDeK+otofYP0y+NrpNHRf5W/eH5QU29MLp8N/ClpIZ25pGlYOzQ7xpK4bgN+zfsXEGrdBlU5/tzmq4FVOcZJpMV/LiLNEDinUG96LruA9KV7LOlL+L+BXoV6O+R47yKdHZhCmv+/km4wXZuaqahVjh04kPRrezZp3Yq9SIM73wIuq3r8uc1Xkhb5Opn0Y+ML+fG/FepU9vPf5rFpdgN60kaaNfJD0sJLq0j99J9odrsaFNso6iQXef+XSFn5atJiQ98AepfUGwfMyR+ypcDPgJHNjq9OTPNzzPW2E6ocf6HNJ5GmFa4g9UPfR/qS7VVT72jgQdLZnldIYxYGlDzfyBz30nwc5gDjmh1nO4/FCdQkF1WOnbTWy835f9oaUlfQ12vf2xWOvzfw98DvSYnWi6TVOmvjr+znv96mHJCZmZlZQ3hAp5mZmTWUkwszMzNrKCcXZmZm1lBOLszMzKyhnFyY2SaRNEnSrjVl/fIKlc1oz9A29o0uXFTKzDYTJxdmtqnOBT5bU3YY8EpeEhtJO0ial5fNbhdJX5c0rQPtuUPSV+vs+y1puqiZbUZOLsxscziAtN7D6vx4f2AEaY5/ex1OWkip3SQNAfYgrbVRu68PaaGmZzfmOc1s4/mqqGbWUPkiVUcA1xaKDwV+EREraur2pf6lpPsB20gaVWf/y5GuY1K0H2kxo/skrWb9dS6KbpdUfHxhRJxe5zXMrAOcXJhZh0gam+9uDeyQHy8iXVPhg6TLb48g/Z85EvhqfgywMtJF3sZRcpahYCLwl3X2jSatklp0NHBHRKyWNJJ0bZNW+5GWKx9d8zdvtvH6ZtYBTi7MrKMeK9yfSrpg1bdZfwXM2TX1f1C4/33gK4XHoyNifnteVNJEyrs9+pG6UmYCRMRrubwXqQt4K+A50oWgWr0bXqbYrOGcXJhZh0SEACTNAe6KiPPzF/+3cpWhEfF6nknyLOlaEqvrPB2SxrTjZWu7QYqmAQOBZ/Kl3qdExBzg7EKbIF0ssNWJwDXteF0z2whOLsysIfKAySuBe4C92/lnL5DOeCwhXfhsQ5YAuxX+pujLhfsfBn7B+m6RGyPimJr23t/ONprZRnJyYWaN0puULFwA3Assrhk4+Xbh8eiImB8Ri4FZuew9lSX9DHgzIk4oea1ZNXWPArYB3q3TtqMlufvDrJN4KqqZNcJY4J+BJ0iX3wb4CDAUmJQfj8iPh5IuTf0eknaVtNfGvnAea3Ex8J02qt0YESpuwAMb+1pm1j4+c2FmG03SYODzpBkY+5AGS84FzitUeyOPuRicHy9pa8wF8EXgYNIMklaD6ozFeC4iWsdOCJhHmglyxcbGYmaN5+TCzDqiD/A94GFgKfC9iPgmQGFdioGS1pG6KyAlCv3z/RUR0VLznAeSxmsUfTpvtT5ESijI004Pi4h1Nd0wRUflthT1rlfZzDaNu0XMbKNFxOvAdhExkdQVsqak2nOkxOPB/HhhfrwU2LlYMc8ymZDrFF1b252Rt3k17VlL226KiD7FDXeLmG02PnNhZh2SF8Fqy8ZMRT2bNBj0VEmvRcSsOvU6av+S2SG7Nfg1zCxzcmFmTSXpeNLiVweTVsucLelEoC/wtKRBZYmMpL4R8U47XuJc4Pw6++rNLjGzTeBuETPrEEmnSDqbNACz7Et6cZ7+2XqhsLclRd5W5+c4nLRy55URMSci7iItH/4AMBI4BlgmqUXSaklv5tsW0hVON9TGyG1bW2dr8RRVs8bzmQsz66itgINIy4DPKdk/iTS+okzrYM7XgOuBU1p3RMQC4GRJf0NaDGsnYAgwgDQIs4V0cbIn2tHG2uuImFknkJfVNzMzs0Zyt4iZmZk1lJMLMzMzaygnF2ZmZtZQTi7MzMysoZxcmJmZWUM5uTAzM7OGcnJhZmZmDeXkwszMzBrKyYWZmZk11P8DmT+G0sFLYZMAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 2か所描画\n",
"fig = plt.figure(figsize=(8, 6))\n",
"# Figure内にAxesを追加()\n",
"ax = fig.add_subplot(111) #...2\n",
"sns.set_context('talk')\n",
"\n",
"sns_fig = sns.scatterplot(y=response_var, x='fitted_value',\n",
" data=df4plot.query(\"point in ['kofu16', 'kofu5']\"), hue='name',ax =ax)\n",
"sns_fig.set(xlabel='推定値', ylabel='歩行者数計測値', )\n",
"ax.plot([0,600], [0,600])\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"精度が悪い地点の特徴は、横道が多い飲食街の地点と言えるのではないか。\n",
"\n",
"概して、推定値の幅が狭く、歩行者の振れ幅が大きい。\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2日間を訓練データ、もう1日をテストデータとした分析\n"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/base/model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/base/model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/base/model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/base/model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/base/model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/regression/mixed_linear_model.py:2026: ConvergenceWarning: Gradient optimization failed.\n",
" warnings.warn(msg, ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/regression/mixed_linear_model.py:2066: ConvergenceWarning: The Hessian matrix at the estimated parameter values is not positive definite.\n",
" warnings.warn(msg, ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/base/model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/base/model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/base/model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/base/model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/base/model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/regression/mixed_linear_model.py:2026: ConvergenceWarning: Gradient optimization failed.\n",
" warnings.warn(msg, ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/regression/mixed_linear_model.py:2066: ConvergenceWarning: The Hessian matrix at the estimated parameter values is not positive definite.\n",
" warnings.warn(msg, ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/base/model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/base/model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/base/model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/base/model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/base/model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/regression/mixed_linear_model.py:2026: ConvergenceWarning: Gradient optimization failed.\n",
" warnings.warn(msg, ConvergenceWarning)\n",
"/opt/anaconda3/lib/python3.6/site-packages/statsmodels/regression/mixed_linear_model.py:2066: ConvergenceWarning: The Hessian matrix at the estimated parameter values is not positive definite.\n",
" warnings.warn(msg, ConvergenceWarning)\n"
]
}
],
"source": [
"# mixedlmでの地点ごとの係数を(目的日、地点)ごとに算出\n",
"# coef[テストデータ用ID][地点ID] 訓練データは地点データを除いた2日間\n",
"import statsmodels.formula.api as smf\n",
"coef = {}\n",
"train_df=[]\n",
"train_df.append(df4plot.query(\"date!=20181130\"))\n",
"train_df.append(df4plot.query(\"date!=20181201\"))\n",
"train_df.append(df4plot.query(\"date!=20181202\"))\n",
"for i in range(len(train_df)):\n",
" md = smf.mixedlm(formula4mixedlm, train_df[i], groups=train_df[i][\"point\"], re_formula=re_formula4mixedlm)\n",
" mdf = md.fit()\n",
" Intercept_common = mdf.fe_params.Intercept # 共通切片\n",
" coef_common = mdf.fe_params.local_device # 共通傾き\n",
" random_coef = mdf.random_effects # ランダム項\n",
" coef[i] = {}\n",
" for j in random_coef.keys(): # 共通とランダムの和を計算\n",
" coef[i][j] = [random_coef[j].Group+ Intercept_common, random_coef[j].local_device+ coef_common]\n",
"#import pprint\n",
"#pprint.pprint(coef) # 係数を書き出してみる\n"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" fitted_value pedestrian\n",
"fitted_value 1.000000 0.904564\n",
"pedestrian 0.904564 1.000000\n",
" fitted_value pedestrian\n",
"fitted_value 1.00000 0.90387\n",
"pedestrian 0.90387 1.00000\n",
" fitted_value pedestrian\n",
"fitted_value 1.000000 0.919789\n",
"pedestrian 0.919789 1.000000\n"
]
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 訓練データから得られた回帰係数を用いてテストデータ日のWi-Fiデータより歩行者数の予測値を計算\n",
"# 日ごとのテストデータ\n",
"df = [df4plot.query(\"date==20181130\").reset_index(),\n",
" df4plot.query(\"date==20181201\").reset_index(),\n",
" df4plot.query(\"date==20181202\").reset_index()]\n",
"\n",
"dfa = {} # 結果を入れるdataframe\n",
"\n",
"for i in range(len(df)):\n",
" predict_val = []\n",
" for j in df[i].index:\n",
" item = df[i].loc[j]\n",
" this_coef = coef[i][item.point] # 地点ごとの係数\n",
" predict_val.append(item.local_device*this_coef[1]+ this_coef[0])\n",
" df[i]['fitted_value'] = predict_val\n",
"\n",
"# 結果表示と描画\n",
"print(df[0][['fitted_value',response_var]].corr())\n",
"fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(22, 5))\n",
"df[0]['color'] = df[0]['point'].str.replace(\"kofu\",\"\").astype(int) # 色は整数値で指定\n",
"df[0].plot(kind=\"scatter\", ax=axes[0], x='fitted_value', y=response_var, \n",
" title=\"訓練12/1,12/2 テスト 11/30\",\n",
" c=\"color\", colormap='Accent', colorbar=False)\n",
"\n",
"print(df[1][['fitted_value',response_var]].corr())\n",
"df[1]['color'] = df[1]['point'].str.replace(\"kofu\",\"\").astype(int) # 色は整数値で指定\n",
"df[1].plot(kind=\"scatter\", ax=axes[1], x='fitted_value', y=response_var,\n",
" title=\"訓練 11/30,12/1 テスト 12/1\",\n",
" c=\"color\", colormap='Accent', colorbar=False)\n",
"\n",
"print(df[2][['fitted_value',response_var]].corr())\n",
"df[2]['color'] = df[2]['point'].str.replace(\"kofu\",\"\").astype(int) # 色は整数値で指定\n",
"df[2].plot(kind=\"scatter\", ax=axes[2], x='fitted_value', y=response_var,\n",
" title=\"訓練 11/30, 2/1 テスト 12/2\",\n",
" c=\"color\", colormap='Accent', colorbar=False)\n",
"plt.savefig(\"comp_kofu_2018.png\")"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 88,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"\n",
"fig, axes = plt.subplots(nrows=2, ncols=3, figsize=(20, 12))\n",
"plt.subplots_adjust(wspace=0.3, hspace=0.3)\n",
"\n",
"df[0].plot(kind=\"scatter\", ax=axes[0][0], x=explanatory_var, y=response_var, \n",
" title=\"生データ (11/30)\",\n",
" c=\"color\", colormap='Accent', colorbar=False)\n",
"df[0].plot(kind=\"scatter\", ax=axes[1][0], x='fitted_value', y=response_var, \n",
" title=\"訓練12/1,12/2 テスト 11/30\",\n",
" c=\"color\", colormap='Accent', colorbar=False)\n",
"df[1].plot(kind=\"scatter\", ax=axes[0][1], x=explanatory_var, y=response_var, \n",
" title=\"生データ (12/01)\",\n",
" c=\"color\", colormap='Accent', colorbar=False)\n",
"df[1].plot(kind=\"scatter\", ax=axes[1][1], x='fitted_value', y=response_var, \n",
" title=\"訓練11/30,12/2 テスト 12/01\",\n",
" c=\"color\", colormap='Accent', colorbar=False)\n",
"df[2].plot(kind=\"scatter\", ax=axes[0][2], x=explanatory_var, y=response_var, \n",
" title=\"生データ (12/02)\",\n",
" c=\"color\", colormap='Accent', colorbar=False)\n",
"df[2].plot(kind=\"scatter\", ax=axes[1][2], x='fitted_value', y=response_var, \n",
" title=\"訓練11/30,12/1 テスト 12/02\",\n",
" c=\"color\", colormap='Accent', colorbar=False)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.6.11"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": true,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}