{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Loading Data"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" status | \n",
" duration | \n",
" history | \n",
" purpose | \n",
" amount | \n",
" savings | \n",
" employment_since | \n",
" installment_rate | \n",
" personal_status | \n",
" debtors | \n",
" ... | \n",
" property | \n",
" age | \n",
" installment_others | \n",
" housing | \n",
" existing_credits | \n",
" job | \n",
" people_being_liable | \n",
" telephone | \n",
" foreign_worker | \n",
" label | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" A11 | \n",
" 6 | \n",
" A34 | \n",
" A43 | \n",
" 1169 | \n",
" A65 | \n",
" A75 | \n",
" 4 | \n",
" A93 | \n",
" A101 | \n",
" ... | \n",
" A121 | \n",
" 67 | \n",
" A143 | \n",
" A152 | \n",
" 2 | \n",
" A173 | \n",
" 1 | \n",
" A192 | \n",
" A201 | \n",
" 1 | \n",
"
\n",
" \n",
" 1 | \n",
" A12 | \n",
" 48 | \n",
" A32 | \n",
" A43 | \n",
" 5951 | \n",
" A61 | \n",
" A73 | \n",
" 2 | \n",
" A92 | \n",
" A101 | \n",
" ... | \n",
" A121 | \n",
" 22 | \n",
" A143 | \n",
" A152 | \n",
" 1 | \n",
" A173 | \n",
" 1 | \n",
" A191 | \n",
" A201 | \n",
" 2 | \n",
"
\n",
" \n",
" 2 | \n",
" A14 | \n",
" 12 | \n",
" A34 | \n",
" A46 | \n",
" 2096 | \n",
" A61 | \n",
" A74 | \n",
" 2 | \n",
" A93 | \n",
" A101 | \n",
" ... | \n",
" A121 | \n",
" 49 | \n",
" A143 | \n",
" A152 | \n",
" 1 | \n",
" A172 | \n",
" 2 | \n",
" A191 | \n",
" A201 | \n",
" 1 | \n",
"
\n",
" \n",
" 3 | \n",
" A11 | \n",
" 42 | \n",
" A32 | \n",
" A42 | \n",
" 7882 | \n",
" A61 | \n",
" A74 | \n",
" 2 | \n",
" A93 | \n",
" A103 | \n",
" ... | \n",
" A122 | \n",
" 45 | \n",
" A143 | \n",
" A153 | \n",
" 1 | \n",
" A173 | \n",
" 2 | \n",
" A191 | \n",
" A201 | \n",
" 1 | \n",
"
\n",
" \n",
" 4 | \n",
" A11 | \n",
" 24 | \n",
" A33 | \n",
" A40 | \n",
" 4870 | \n",
" A61 | \n",
" A73 | \n",
" 3 | \n",
" A93 | \n",
" A101 | \n",
" ... | \n",
" A124 | \n",
" 53 | \n",
" A143 | \n",
" A153 | \n",
" 2 | \n",
" A173 | \n",
" 2 | \n",
" A191 | \n",
" A201 | \n",
" 2 | \n",
"
\n",
" \n",
"
\n",
"
5 rows × 21 columns
\n",
"
"
],
"text/plain": [
" status duration history purpose amount savings employment_since \\\n",
"0 A11 6 A34 A43 1169 A65 A75 \n",
"1 A12 48 A32 A43 5951 A61 A73 \n",
"2 A14 12 A34 A46 2096 A61 A74 \n",
"3 A11 42 A32 A42 7882 A61 A74 \n",
"4 A11 24 A33 A40 4870 A61 A73 \n",
"\n",
" installment_rate personal_status debtors ... property age \\\n",
"0 4 A93 A101 ... A121 67 \n",
"1 2 A92 A101 ... A121 22 \n",
"2 2 A93 A101 ... A121 49 \n",
"3 2 A93 A103 ... A122 45 \n",
"4 3 A93 A101 ... A124 53 \n",
"\n",
" installment_others housing existing_credits job people_being_liable \\\n",
"0 A143 A152 2 A173 1 \n",
"1 A143 A152 1 A173 1 \n",
"2 A143 A152 1 A172 2 \n",
"3 A143 A153 1 A173 2 \n",
"4 A143 A153 2 A173 2 \n",
"\n",
" telephone foreign_worker label \n",
"0 A192 A201 1 \n",
"1 A191 A201 2 \n",
"2 A191 A201 1 \n",
"3 A191 A201 1 \n",
"4 A191 A201 2 \n",
"\n",
"[5 rows x 21 columns]"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"cols = [\n",
" 'status',\n",
" 'duration',\n",
" 'history',\n",
" 'purpose',\n",
" 'amount',\n",
" 'savings',\n",
" 'employment_since',\n",
" 'installment_rate',\n",
" 'personal_status',\n",
" 'debtors',\n",
" 'residence_since',\n",
" 'property',\n",
" 'age',\n",
" 'installment_others',\n",
" 'housing',\n",
" 'existing_credits',\n",
" 'job',\n",
" 'people_being_liable',\n",
" 'telephone',\n",
" 'foreign_worker',\n",
" 'label'\n",
"]\n",
"\n",
"credit = pd.read_csv('german.data', engine='python', sep='\\s+', names=cols)\n",
"credit.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Convert categorial data to numerical values"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" status | \n",
" duration | \n",
" history | \n",
" purpose | \n",
" amount | \n",
" savings | \n",
" employment_since | \n",
" installment_rate | \n",
" personal_status | \n",
" debtors | \n",
" ... | \n",
" property | \n",
" age | \n",
" installment_others | \n",
" housing | \n",
" existing_credits | \n",
" job | \n",
" people_being_liable | \n",
" telephone | \n",
" foreign_worker | \n",
" label | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1 | \n",
" 6 | \n",
" 5 | \n",
" 5 | \n",
" 1169 | \n",
" 5 | \n",
" 5 | \n",
" 4 | \n",
" 3 | \n",
" 1 | \n",
" ... | \n",
" 1 | \n",
" 67 | \n",
" 3 | \n",
" 2 | \n",
" 2 | \n",
" 3 | \n",
" 1 | \n",
" 2 | \n",
" 1 | \n",
" 1 | \n",
"
\n",
" \n",
" 1 | \n",
" 2 | \n",
" 48 | \n",
" 3 | \n",
" 5 | \n",
" 5951 | \n",
" 1 | \n",
" 3 | \n",
" 2 | \n",
" 2 | \n",
" 1 | \n",
" ... | \n",
" 1 | \n",
" 22 | \n",
" 3 | \n",
" 2 | \n",
" 1 | \n",
" 3 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
" 2 | \n",
"
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" \n",
" 2 | \n",
" 4 | \n",
" 12 | \n",
" 5 | \n",
" 8 | \n",
" 2096 | \n",
" 1 | \n",
" 4 | \n",
" 2 | \n",
" 3 | \n",
" 1 | \n",
" ... | \n",
" 1 | \n",
" 49 | \n",
" 3 | \n",
" 2 | \n",
" 1 | \n",
" 2 | \n",
" 2 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
"
\n",
" \n",
" 3 | \n",
" 1 | \n",
" 42 | \n",
" 3 | \n",
" 4 | \n",
" 7882 | \n",
" 1 | \n",
" 4 | \n",
" 2 | \n",
" 3 | \n",
" 3 | \n",
" ... | \n",
" 2 | \n",
" 45 | \n",
" 3 | \n",
" 3 | \n",
" 1 | \n",
" 3 | \n",
" 2 | \n",
" 1 | \n",
" 1 | \n",
" 1 | \n",
"
\n",
" \n",
" 4 | \n",
" 1 | \n",
" 24 | \n",
" 4 | \n",
" 1 | \n",
" 4870 | \n",
" 1 | \n",
" 3 | \n",
" 3 | \n",
" 3 | \n",
" 1 | \n",
" ... | \n",
" 4 | \n",
" 53 | \n",
" 3 | \n",
" 3 | \n",
" 2 | \n",
" 3 | \n",
" 2 | \n",
" 1 | \n",
" 1 | \n",
" 2 | \n",
"
\n",
" \n",
"
\n",
"
5 rows × 21 columns
\n",
"
"
],
"text/plain": [
" status duration history purpose amount savings employment_since \\\n",
"0 1 6 5 5 1169 5 5 \n",
"1 2 48 3 5 5951 1 3 \n",
"2 4 12 5 8 2096 1 4 \n",
"3 1 42 3 4 7882 1 4 \n",
"4 1 24 4 1 4870 1 3 \n",
"\n",
" installment_rate personal_status debtors ... property age \\\n",
"0 4 3 1 ... 1 67 \n",
"1 2 2 1 ... 1 22 \n",
"2 2 3 1 ... 1 49 \n",
"3 2 3 3 ... 2 45 \n",
"4 3 3 1 ... 4 53 \n",
"\n",
" installment_others housing existing_credits job people_being_liable \\\n",
"0 3 2 2 3 1 \n",
"1 3 2 1 3 1 \n",
"2 3 2 1 2 2 \n",
"3 3 3 1 3 2 \n",
"4 3 3 2 3 2 \n",
"\n",
" telephone foreign_worker label \n",
"0 2 1 1 \n",
"1 1 1 2 \n",
"2 1 1 1 \n",
"3 1 1 1 \n",
"4 1 1 2 \n",
"\n",
"[5 rows x 21 columns]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"\n",
"def to_numerical(series):\n",
" uniques = np.sort(series.unique())\n",
" nvalues = range(1, len(uniques) + 1)\n",
" xmap = dict(zip(uniques, nvalues))\n",
"\n",
" return series.map(xmap).astype(int)\n",
"\n",
"\n",
"cols_not_to_convert = [\n",
" 'duration', \n",
" 'installment_rate', \n",
" 'age', \n",
" 'amount',\n",
" 'existing_credits', \n",
" 'people_being_liable', \n",
" 'label'\n",
"]\n",
"cols_to_convert = [e for e in cols if e not in cols_not_to_convert]\n",
"\n",
"for col in cols_to_convert:\n",
" credit[col] = to_numerical(credit[col])\n",
" \n",
"credit.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Soft features choice"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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jm0e2mo3rEKrte8e2HMJP2/fSderK0saSlzVlmO1pAbK9VM7bkxiDObimQd+rFeTHeRNzsKWdNR7+1Tm7+RAA2ZnZpBXgW7+XyhtkuWhif1AryI9zOlmsjMaBD6G/H8rzPbzaNyRs+0mzs1X09uTFg2hitNku7DhJ3aD6emXqBtUnVDtG74eFY21vi0NJJxKex/FY+21cenIaUXee4OSmGTM3j11Gna0G4F5YOE4F2LeX9fYk5kE0sdpsV3acokaQ/jxbI8iPi9p6e6ytNzuDeaxyk9qoHkQT9+QFAP69WnN0xXayMzRnGCTHJJid7U3Nbc/uPOX53Uiz8xjyCarPya1HgJfzu63J+b1G49qc047RE1sO46sdo4kxCdy7fIfsrCyjbZzdXPBq6cvR3/ebnaustycqnTa9nEebhmnb9JHOWLC0s6aif3XObT4M6I/LBq+hTX0N5jUbB1sc/2VeO77lUE6dhZ+/RUpCMgARF27j7G7c52s1qcOzh9HEPHludr6XOnRoy/qNfwFwJvQCjk6OuLmVMir3cmEKr2eflBexODWTJEm2kiT9I0nSJUmSrkqSNB0oAxySJOmQtswKSZLOSZJ0TZKkr7SPjTJRLknndd+XJOkX7c8faF/7kiRJR//jX/E/4ermyovIFzn/fxEVg6vBjsbe2YHkhOScnVFM5AujhWZxK0t8A/w4teuE0XuUKluKSrUqcTvsVoEy2rg5k/xUlfP/lEgVNvlcjMTdfEzphtWwdLZDaVWcsi29sC1TsA9ELzmWdib+aUzO/+MjY3Ao7WxQxoU4nTJxUSoctTt2ZJnB6z9n1I45NOjRUm+7tuM/ZMrJZfh0apLzLaq5XNxciHma26aqqBhcSut/ELd3tjdo0xhctPmcS7tQv20D9m8wPlVWUiiYt2sJKy/8ypVjl7hzsWCnwlm7uZD6JLd+UiNVr1xgevQIIOrgJaPHbcqWwKlOBVQXjE9FLyg7N2cSInP7W2KkCvvXuPjND6fSrqh0+k9slMroA6Cdsz2pOm0YGxmDs7adX7W9LMuMWf8lX+5YQPMerfVes8v4Hiw8+SMNOzXj78WbX5nRqI9HqnA06GcOrxgHnaf1Zee8jSZ3qu+O786XJ5fj26lpzreohVHSrQTPn+Z+YHge+ZySbiXMeo2m7Zqw7vAa5q+bw4JxhTuz5U2O0ZdKlC1FxVqViLho3pkNziayORtks3O2J0UnmyoyBmed/lmvbQMWHljK+LVf8NOEZSaylaRCLQ/umJntJcfSznr9Kj4yBkeDOdihtIv+PB2lwsHNBZfypUiOSeCDr4cy6p95dJs/uFDfnBpmiTORxXCsxOuMg07T+rBz3m/Istrk61fyr07ii3he3I8qQDYXYnXnARPZnEo765WJi4rJWYS+5FK2JGVrenD/ovGp8I0+COT64TCzszkY7EcTIlU4GI6B0s7E6+z7E6JUOBjMxXU6NOLy9lM5/y9RyY0K/tX45O+ZDNz8Je/UrWR2tjc5t70OTqVdUOmM0dgo/fEHxmM0NjIGp9LGB+QM9Zg2gD/mrUddgOym2tS43ky3qUv5UqTEJNLt608Y8c9cuuiMyxKV3KjoX42hf89kUAHb1NlNv85Mzbmm5jVTX6oEfNSayyb6fMOOTTm1/ZjZ2XS9U8aNx49yz9J68jiSd8q4mSz780+LefLoItWrebJs+ZrcHA39OH8uhJ3b11OzZtVC5RGLU/O1A57Ksuwly3Jt4FvgKRAoy3KgtswXsizXA+oCLSRJqivL8lIT5fIyDWgry7IX0NFUAUmShmgXwOd+Xmf+OfBFTUIyesxwQpWMixiV8W/jz41zN0iK1//GyMrGikkrp/DzVz+RqvONiFkZTQbI37bxEU+5unwnrTdNpvXGiaiuP0Sdbfxtl5mB/j2PiTIv6+yHbjP47r0prO63gEZ9gvDwr55TZu/XfzC38aeEbTtB475tCxjP1HvnJ5/m3z7TB/Lb/HXIauMPS7JazefBYxjRcBCVvatQtmr5AmU00e3y/KauZOOaVOwZwJU5+te3Km0sabT6My5OW09WAfuW6Wj5qL83zFQXMwrxij72qu3nd5vKrPcm8m2/OQT2aUcV/xo5Rf739SYmNh7K6W3HaNm3ndkZ8zN3IMvUbOlLUkw8j68aXycFsPvrzcxqPIIL247TtIDj4N+CmPvB8fieE/QJGMDUgdMZOKF/IeO8uTEKYGljxZgfJ7Fu5mqz513T2Qzb1WTj5/x4bu8ZJrYaxZLBC3h/XA+jbKN/nMiGmWsKvE94Vd28qgyyjEKppExtD05vCGFp+8/JSE0ncJjJ3ftry5JXndZo6UNSTAJP8hgHAN4dG3OxAN+a5vW+5uyrQHP2wqAVY9ky81e9sysA2o7ogjo7m7N/Hy9IuFe+r6bIq/MrLZRUb+3H1V2ncx5TKJVYO9iysvM09sz9jY+Wj3od0V7b3PY6vI4xaopXSz8SY+JNXov5JnPJMiiUCtxrV+TMhv0sbz+FjNR0WmjHpUKpxMrBlh8L1aYFzaZfpkaj2jTv3orN89bpPa60KIZv6/qE/lOwsWpOhpcGDR5LuQq+3LgZzocfaOrqQtgVKnn641evDct/WMuWP9eY3Da/xDWn5rsCfC1J0gJgpyzLx0w06oeSJA1BU7/uQE3gshnvcQL4RZKkP4CtpgrIsrwKWAWQ+eLuf/wRtmCC+7SnTQ/NB76Iy+GUcM/9BqGEmyuqaJVe+QRVArYOtiiUCtTZalzdSxBrUKZZh+Yc23ZE7zFlMSWTV07hyP8Oc3rPKQoqOVKFbZncI1w27i6kROf/BikRvx8h4ndNNp/JH5ISqfqXLV4tPkqFo863r47urkY3bImPisFJp4yTmwsJ2swvyybHJHBt71nKeVXmXuhNve3Dtp1gwJqJhCz5K1+Z2vR5l5YfBQFw93I4rmVy29TFzZXYZ/q/c6JRm7rmtGmlup6M+n48APYu9ngH+qLOUnNuX+51FCkJydw4dRWvAB8e336Yr4y6UiNVWL+TWz/W7i6kRscZlXOsUQ6/bwZxvNdCMmJzD3xIxZQ0Wv0ZD7ee4Omuc2a//6skRqlwcM/tb/buLiSZ0d8KKvDjdjTr0QqA+5fu4KLTf5zdXIgzGHNJqgSsddrQ2d2VOG3fio2KyXP7lzc5SoxJIGxvKB5eVQgPvaH32me2HWP0milsX5L3t5ZxUSr9Pu7uYmIcqIzGQXx0LF7BDajV2o8agT4Us7TAys6aXktGsHHMcr3tL2w7waA1k9ibz3Ggq3PfjrzXMxiAm5duU7JMyZznSrqX5EV0TF6bvtLlM1coU8EdR2eHnBsm5cd/NUaVxZSM+XESJ/4+wtk9p8mP1n3aEfhRG222CKNscQbtmqhKwEYnm4tONl23Qq9TqoIbds72JMUmoiymZPSPEzj591HO7Sn4dVmG/crUHJwQFaM/T2vnYBmZ+CgVjy5qzra4susMAcM6vbYsTiayxBnsD15mqRvcgJqtfake6J0zDnosGcEm7ThQKBXUaevPtx2mFChbXFQMzrrzgLur0U3O4qJUemWc3FyJ1853imJKBv84jnN/H+fS3lC97Rp0a07tVr4s7TmrQNkSDPajDu4uJBq1oQpHnX2/g85+FKBKgDeRV++R/CJ3HMZHqbi+V3PN85NLd5DVMjYu9qSo9K+xf5X/Ym4zV8uP29FCe6bLvUsRuOiMUWc3V6P9g+EY1d0/5KVKvep4t65P3UBfLCwtsLKzYciSUawas/SV271k+NnIIY96M2zTRO24TIhS8Vg7Lq/uOpOzONVt08dmtGnrPu0I0JnXXIzmXPPmtXLVKzBwwXC+7juLJINLd7wCfLh/9a7RpVD5MWxoXwYO7AXAuXMXKVuuTM5z75R152lk3vdIUavV/PnndsaNHcav6/7QO913956DfL90Lq6uzsTEFOwzjPjm1EyyLN8G/NAsUudJkjRN93lJkjyA8UArWZbrAv8AVnm9nM7POWVkWR4KTAXKARclSSrc+aBviV3r/mHMu6MY8+4oTu89RWA3zamlVX2qkZyYYjRgAa6cukKT4KYAtHy/FWf25X7osbG3oVbD2nqPAYxcNJpHEY/Y/vPfhcobc/Eu9h5u2JUricJCScVODXm070K+t7fSXjxvW8aV8u/W497fhTuy9fjSHUpUdMO5bEmUFkq8OjTiesh5vTLXQy7g27UZAOV9PElNTCHxeRwW1pZY2mq6mIW1JVWa1SXqtuaGICUq5p66UbO1H8/uPCW/Qtbt5vPgMXwePIZz+87QrFsAAJ4+VUlJTDa5U7p26goNghsD0LxbIOdDNB8+Rjf9hFFNhzCq6RDO7DrFmi9Xcm7fGexdHLBxsNVktyxO7aZePI0o2E2IYi/exc7DDZtyJZEslJTr1JDIvfp1aP2OK41Wf8bZkStIuqt/Slu9xYNJDH9C+MrdBXr/V3l66S7OHm44avtbjQ4NCQ/Jf38rqEPr9zAzeAIzgycQti+URl0DAKjkU4XUxBTinxsv3m+duoZfsOb678bdAri4T7MDvxhyzuT2xXX6X3FrS2o28+KJ9uBCKZ3+5926PpF3Xt22jy7doWRFN1y048CnQ2OuGoyDqyHnqde1OQAVfDxJ046Dfxb+zsxGI5jddCTrRy4l/OS1nA9vuuOglpnjQNffv25nUNuhDGo7lON7TtD2fc2HlJq+NUhOTEb1LP8Hqd6pmPthoUptT4oVtzBrYQr/zRgFGLLwU55GPGbXz/m/O/r+dXv4IngcXwSP4/y+UJpqs1X2qUpKYorJbNdPXcVf2/eadQvMuQlS6Qq57VexdiWKWRTLufnWoIUjeBrxhN0/G9/B0xyPL93B1WAOvmFiDvbTmYNf9r2k5/HEP42hhPZOuJ5NavOsADdleumRdn/wchx4d2jENRNZ6pnIsnvh78xu9Clzm45i48ilRJy8lrMwBajStA7P7j4lPqpgB1QfaMeoqzabb4fGXA7RP5h3JeQc/toxWlE7VyRo55peC4YSFfGEg6v176pco4UXrYd2YuWghWSmZRQo2xODNqzToRE3DertRsh5vLX1VtbHk/TEVJJ05sG6HRtzeYf+ge8b+85RqVEtAFw93FBaFDNrYQpvbm4rjIPr9zA9eDzTg8dzYV8ojbu2AF69f7h56ir1tGO0SbcALuwLNSqj66+FGxnXaAgTmg5jxcgl3Dh5Jd8LUzBu07om2vRmyHl8tG1aTtumpsZl5Sa1eRau2QcVtE33r9vD1OBxTM1jXjN1N/obOvNaU515zbVMCUavnMjKMd8Rdc/4uuFGHZtxansBziAAVvz4K/XqB1GvfhDbt+/l417vA9DA35eE+ASiop4ZbVO5csWcn99r34ZbtzSn3JcunXsQtn49bxQKRYEXpiC+OTWbJEllAJUsyxu014z2AxIBe+AF4AAkA/GSJJUG3gUOazfXLQcQLUlSDeAW0EX7PJIkVZZl+QxwRpKkDmgWqQU73J5PE6bP52zYZeLiEmjVuTfDB35Mtw6v4bS2PJw/eI56gfX48dhPpKem8/343FtOf/nLDJZPWooqWsWv89Yyftkkek3ozd1rdwnZvC+nXMO2jbh4NIz01PScx2rUr0lgt5bcv3GPJbs1k9uGhes4f8j8b7nkbDWhU3+l9W8TNX9KZvMR4m8/oerHmkX17fUHsSrpSPvds7Cwswa1mhqD27E9YBKZSam0+Gk0ls52qLOyOPPFr2TEF+4mzepsNdum/cKgdZ+jUCo4+8dhosMf07CX5qjm6Y37uXkojOqB3kw68i0Zqen8OWElAPYlHOmzaiygOVXl4rYT3D6iuZby3UkfUbJSGWS1TOyT5wW6Uy9A2MHzeAf68e3RH0lPTWfl+Nydy8RfvuSnicuIfRbLpnnrGLlsHB+O78X9a3c5tDnkla/rXMqZYYtHo1AokBQSp3eeIOxgwb61lLPVXJzyC802TUJSKrj/+xESbj+hUh/NN4d31x2g5pguFHe2x2ee5hRKdXY2B9t9iat/VSp80Iy46w9pHTIXgKvzNpu8JrWg2UKm/cpH6yYiKRVc/uMIL8Kf4NNL09/CNh7EtqQj/XbMwtLOGlmtpv6AdvzUehIZSal0WjqC8o1qYO1sx2gV0skAACAASURBVIjTSzm2ZAuXNx/5l3fVd+XQBeoE+jL3yDIyUtNZO+GHnOdGr53CL5NWEP8slr/mr+eT78fQZdxHPLx2n+N/HHjl9g4lHBmxSnNXWIVSSei2Y1w7ornba7dJvXHT9r+YJ89Z/4o79YJmHGydtpYh66agUCoI/eMQ0eGPaaQdB6c27ufGoTBqBHoz5ch3ZKams2nCv/95rPcm9dCOAzWxT17w1xc/m1V3ppw+eIYGLf3ZeHwd6WnpLBi7KOe5+evmsGjCYmKiY+g6oDM9hnXHpaQLq0NWceZQKIsmLKZ5cDOCurUhOyuL9LQMZg6bXag8b2qMVqtXg+bdAnl44z7zdi0BYPOiDVw8dP6V2+m6ePA8XoG+fHP0BzK0f3LhpfG/fMHPE38g7lksv89bz6fLxvLB+J7cv3aPw5s1N1Cp/24jmnZrQXZmNhnpGSwbobnzcdV61WnWLYCHN+4zZ5fmsT8WbeTSIfMP/LycgwcazMENtH3vjHYOrhbozUSDORhg24xf6PHtpygtiqF6FM2f41fm9Vb5yvK/ab8weN3nmj9ro81iOA6qB3oz+ci3ZKams3lC/t7Pu0OjAp/S+zLbH9PWMGLdFCSlgtN/HCYq/DFNtdmOb9zPtUNh1Ar0YfqR78hMzWDDhBUAVKpXjQbdmvPkxgMm71oAwPaFm7h++CIffjWAYsWL8ekGzd1p74eF87uZ41SdrWbntF/ou26y5k/J/HGYZ+FPqN9Lsw84u/EAtw9dpGqgN2OPLCEjNZ2tOvVmYVUcz6a12TZF/30v/HGYLgs/YeTeBWRnZrFl3IoC1dubmNvqtK1Plxn9sHNxYPCaiTy58YBVfcz7Uy0Alw9doG6gLwuOLCcjNZ3VE3IXv2PWfsHaSZox+uf8DQz9fgxdx/Xg4bV7HNPuHxxKOjF9+0Ks7ayRZZk2A97jizajjU7bNpc6W82Oab/Qb91kJKWCC9o29de2aejGA9zSadNMgzbdOeNXPvx2hHZcPmOLdlye/+MwXRd+wqhCtOmlg+fxDvTla+289tMr5rURy8by/viePLh2jyPaea3z6A+xc7an76whAGRnZzO9g2ZfWtyqOLWaebFmSuH//OOu3Qdo164lt26cICU1lUGDxuY8t2PbOoYMnUBU1DPWrv4Wewc7JEni8uXrjPhUc7fmbl3b88knfcjKyiYtNY1evYcXKo/0pi6c/v8rSZLaAosANZAJDAMaASOASFmWA7U3NmoA3AXSge2yLP8iSdJIg3LvAwuAR8BVwE6W5X6SJG0FqqC5Qu4A8Jn8ioZ6W0/rfd/X/PPz/yvdsl99B9GidNWikNemvkGP5Nd3jeXr1i3DtqgjmBRe3NRFQm+HO1LavxcqIg5v8bHTC1kv/r1QEXFX2hV1hDwp39KTtd6RCn5jojft7d0bQBqmrz1+GzihLOoIeUp5i+stlsyijmBSGd7eMfpQfnv3o5siC34Zw5uWlfEkzw9Hb+/e/y0ly/JewPBWheeA73XK9Mtj2+8Nyv0FGF3UJMty19eRVRAEQRAEQRAE4f8Vb+dhTEEQBEEQBEEQBOH/FLE4FQRBEARBEARBEIqcWJwKgiAIgiAIgiAIRU4sTgVBEARBEARBEIQiJxangiAIgiAIgiAIQpETi1NBEARBEARBEAShyInFqSAIgiAIgiAIglDkxOJUEARBEARBEARBKHJicSoIgiAIgiAIgiAUObE4FQRBEARBEARBEIqcWJwKgiAIgiAIgiAIRU4sTgVBEARBEARBEIQiJxangiAIgiAIgiAIQpErVtQBhMJ733dUUUcw6a8LS4s6Qp66vqV1BuAvOxZ1hDz93NuiqCPkafpGdVFHMElZ1AFewY3iRR0hTyqyijpCnsopHYo6Qp5cpLe3TbunZxZ1BJOWFU8r6gh5yuTtnNcAWqntizpCnkKVb2+btk23LOoIedpZPKOoI5hUPvvt/S7tqBxf1BHytMk1oKgjFMjb29qCIAiCIAiCIAjC/xlicSoIgiAIgiAIgiAUObE4FQRBEARBEARBEIqcWJwKgiAIgiAIgiAIRU4sTgVBEARBEARBEIQiJxangiAIgiAIgiAIQpETi1NBEARBEARBEAShyInFqSAIgiAIgiAIglDkxOJUEARBEARBEARBKHJicSoIgiAIgiAIgiAUObE4FQRBEARBEARBEIqcWJwKgiAIgiAIgiAIRU4sTgVBEARBEARBEIQiJxangiAIgiAIgiAIQpErVtQBhDdv8FdD8AusR3pqOt+N+5a7V+8YlSlVrjQTlk3Ezsmeu1cjWPLZYrIys+jySVeadw4AQFlMSVnPsvTx7oWVjRWfLRmLU0lnZFnN3t/2snPN9jeSf+rcxRw9EYqLsxN/b/jxjbyHoSEGdXbHRJ2V1taZvZM9d65GsFinzgIM6qy3dy8cXR2ZuHxSzvZu5d3YuHgD21fnv94qt6hL2+kfIykVhP1+mJMrdhiVaTujD56BXmSmZrB9/Eqirt4HwL9/W3x6BCJJEhc2HSJ0zZ6cber3C6J+nzaos9WEH7zIgXmb8p3JFGUVb4q37w8KBVnnDpB59G+jMgqPmhRv3x9JoUROSSTt5+lIjq5Yvv8pkp0TyDKZZ/eTdWpXobIAVGvhRadpfVAoFZzZfIhDK4zrvNP0vtQI9CYjNYPN41fw5Nr9nOckhcRnO+YSH6VizcBFAJSpWYFucwZSzNICdZaarV+u4dEl437yb6q28KLjtD5ISgVnNx/isIlsHaf3pVqgN5mpGfwxfgVPtdkmHV9KelIqslqNOkvN9x2/AKDnslGUrOQOgJWDLWkJyXwX/LlZuaq0qEuwts7Obz7EURN9rf30PlTV5toy/kcir92nRCV3ui8bmVPGuVwpDiz5i1Nr9tDys27U+yiQZFUCACEL/+D24Ytm5QKo2cKLD6b1R1IqOLn5APtWbDMq88H0/tQK9CEzNZ1143/g0bV7APReOIw6LX1JjIlndtvxub/LZx/Q5KNWJGqzbV+4iWuHw8zOBvDxjIF4BfqSnprOqvHLeHD1rlGZkuVKMeL7sdg62XH/6j1+HPMd2ZlZNO7cnPZDOwOQnpLGL1+s4uGN+znbSQoFM3cuJDZKxeIBc83KVb2FF12n9UWhVHB680H2m+hrXaf3paa23jaOX8Hja/cpZmnBqM3TKWZpgUKp4NLuM+xe8pfedoGD36PzF72Z4jOY5NhEs3K9ilOgNx4zB4BSwbPfDvBk2f/0nnduW5/yE3uAWo2cnc29aWtJDL352t7/pT4zBuId6EdGajo/jv+e+3m06cjvx2HnZMe9q3f5Qdumfm38+WBcD9RqGXV2Nuu/WsOtczcAsHGwYfCCEZSrWh4ZWDVhGeEXbuU7V/8Zg/EN9CM9NZ3l47/jnolcpcqV4rPvJ+Tk+n7MErIys6jZsDaTfprCs0fRAJzZc5q/lm4GYPnxVaQlp6LOVpOdrWZyh3EFqDWNcgF1aTJDs9+6sekwF3/Qn0ucKrsT8M0QStauSOiiP7m0MnfOL+5gQ4uFg3CpVhZkmcPjfyL6QkSBs7zUc/oA6gT6kJGawerxy3ionR90lShbiqHLxmDraMeDa3f5acz3ZGdm4Va5DAMWjaBCrUps/XoTe3/KHUf9Fw7Hq6UfCTHxTGs7tlAZ3QLr4jNTU293fzvMzWX69Vaha2Oqj+gAQFZyGucnryXu+kMA6i8eTJk2PqS/SGBP4ORC5dD1ts5tusoF1KXxV5p6u7npMBeXm+hvi4dQonZFQhf+yWXD/rZoEM7a/nZk3Ovpb7pGzxxBw5YNSE9NZ+6Yhdy+Gm5Upmu/TnwwqBtlPd7hvdpdiI9N0Hu+ulc1ftzxPTOGzebwP0cLnam0QV+7ZdDXyndtTDWdvnZh8lritX2t3uLBuGv72r7X1NfE4tSAJEkzgCRZlr8u5Os4AT1lWf5B+/8ywFJZlt8vfMr88wush3vFMgxtPoSqPtUYNmc4EzoZ72T6ft6P7T9v49iOowybO4LW3duwZ8Nu/rdyK/9buRWA+q396TiwE0nxSVhYWrBm9mruXr2Dta013/zzLZeOhfEo/NFr/x06B7ehZ7eOTJlVqCbJN7/AepSpWIZPmg+hmrbOxpuos36f92Obts6Gzx1Bm+5t2G2izjpp6ywpPonR744CQKFQ8Evor5zacyrfuSSFRLtZ/djYax4JUSoGbZ/F7f0XeBH+JKeMZ6AXLh5uLG8xjnd8PAme3Z81nadTsmpZfHoEsrrjNLIzs+i5bhIRB8NQ3Y+mQqOaVG3jx8p2n5OdkYWNq0PhKlBSULzDQNLWzkJOUGE1bB5ZN84hP3+cW8bKBsuOg0n7ZQ5y/Auw1b6nOpuM3etQP70Hxa2wHrGA7IjL+tuaHUeiy8z+rOo9l/ioGEZvn8P1kPNER+TWW/UAb0p6uDE/YAzlfTzpNmcgSzt/mfN8s/7vEh3xBCs765zH2k/uSch3W7h5+BLVA7x57/OerPholtnZOs/sz8/abJ9qsz3TyVYtwJsSHm4s0mbrMmcgy3WyreoxmxSDxcBvny7NzflFb9ISU8zO1WFmf9b2nkdCVAxDt8/mRsgFnuvkqhrgjauHG0sCxlLWx5OOcwawsvM0XtyNZHnwlJzXmXhmOTf2nsvZ7sTq3Zz46R+z8hhm6z5zIEt7zyYuKoZJ2+dxOeQcUTrZagX4UMrDjRkBo6joU4WP5gxiUWfNwv30X4c58use+i4eYfTaB1f/w/6fjBfh5vAK9KW0hzvjW4ygsk9V+s8ewozOxjvs7pM/Zs/qHZzecYJ+cz4hoHsrDmzYy/NH0cz58EtSEpKpG+DDgHlD9bZvO6A9TyMeY21nY1YuSSHxwcwB/NB7DnFRMYzbPpcrBuOgZoA3JT3cmR3wGRV8PPlgziCWdJ5KVnomy3rOIiMlHUUxJaP/+orrhy/yIEzzoc3J3ZVqzeqgevy8gLWWB4WCSnMHc637TDIiY6i7ewGqfWdJvZ07H8Qfu8KlvWcBsKlRgaqrxnGx2ajXGsM70Bc3jzKMbTEcT5+qDJj9CdM6TzIq12NyH3av3sGpHccZMGcogd1bsX/DXq6euMz5kFAAylWvwOjl4xnfSnMAp8/0QVw6EsZ3wxahtCiGpXXxfOfyCfTD3cOdkS2GUsWnKoNnD2NK5wlG5XpN7svO1ds5ueMYg+cMo2X31uzboDk4eePsdeYPmG3y9Wd8NJXEQh5okBQSTWf3ZWfP+SRHqui6cyYPQs4TG/40p0xaXDInpq/Ho62f0fZNZnzMo8OXCRm6FIWFkmLWloXKA1AnwIfSHu58HjCSSj5V6DNnCLM7Gx+8+2Byb/at3knojhN8PGcIzbq35PCGfSTHJfHbjDX4BvkbbXPir0Mc+HU3gxaPNHrOHJJCwm9uPw53n0dqpIo2u2fxdN8FEm7njtekh8852HUWmfEpuLX0ot6igexvPx2A+38cI2JtCA2WDi1UDl1v69ymS1JINJndl39e9rd/ZnJ/33niDPvbtPVUNNHfGn+l7W+fvL7+pqthS3/KepSlR9M+1PStwbh5o/mkw6dG5a6cvcbJ/adZ+tdio+cUCgVDvxhM6OFzRs8ViELCd24/jnafR0qkitbavpao09eSHz7nsE5f81s0kIMGfc3/NfY1cVpvIUiS9KrFvRMw/OV/ZFl++l8vTAH8gxpwaMtBAG6H3cLWwRbnUs5G5eo2rsuJXccBOPjXARq2bWRUplnH5hzdrjlCE/ssNucb2NTkVB5HPMLFzfWN/A71vOvg6GD/Rl7blIZBDTiorbNb+ayzA3nUWQudOtPl1cSLyIeRPH+S/w9zZbwrE3s/mrhHz1FnZnNtx2mqtdGfXKu28ePylmMAPAmLwMrBBrtSTpTwLMOTsAiy0jKQs9U8PHODam3rA1CvdytO/rCd7IwsAFJi9I/QmUtR1hO1Kgo59hlkZ5F9+QTFatTTK1PMqylZ185oFqYAyZr3lBPjNAtTgIw01M+fIDm4FCpPeW9PYh5EoXr0jOzMbC7uOEWtIP08tYL8OLdVU28PwyKwsrfBvqQTAI5uLtRo6UPo74cMXlnGUrtYtXKwIT461uxs5QyyXdpxipomsp3XyWatky0/6rZvyMXtJ83KVdbbk5gH0cRqc13ZcYoaQfp9rUaQHxe1uR5r68zOIFflJrVRPYgm7skLs97/VSp6e/L8QRQx2mznd5zEK6i+Xpm6QfU4s1Uz7u6HhWNjb4uDNltE6A2S45NeWx5Dvm38Ob7lMAB3wm5j42CLo4n5o2bjOoTu0hycOr7lUM4H3fDzt0hJSNZkvXAbZ/fcedXZzRXvln4c+X2/2bkqGNTbhR0nqWPQ12oH1eOstt4eaPvay3rLSEkHNGeDKIspQc7drsuXfdg+b6PuQ6+FnY8nqfejSH8YjZyZxYttx3Fpq9/W6pS0nJ8VNpYgv+4U4NfGn2NbNOM/QtumTibatFbjOpzZpRlrx7Ycol5QA0DzLdFLVjZWOfVkbWdN9QY1Oaxtz+zMLFIS8n8gqX4bf45oc4WH3cY2j1y1G9fl9K4TABzZcpD6QQ3z/R6FVcq7Mgn3o0l8qNlv3dl+mooGc0laTALPL91FnZmt97iFnTXuDapx8/fDAKgzs8kwo37y4hNUn5NbNa95NywcG3sbHE3MqdUb1+acdoye3HI4Z4wmxiRw//IdsrOyjba5/ZrmFxefyiTejyZZW28Pt53mHYPFVMy5cDLjNfURcz4ca/fcfeXz0zdJj32989zbOrfpMuxvEdte0d+y8uhvmzS/4+vqb7qatm3Cnr/2AXD9wg3sHO1wLWX8GSf8WgRRj6NNvka3AZ058s8x4mLiXksmF5/KJGn7mpyZzaN89DUbnb724vRNMl5zXxOLU0CSpC8kSbolSdJ+oJr2scOSJNXT/lxCkqT72p/7SZL0pyRJO4B9kiTZSZJ0QJKkC5IkXZEkqZP2ZecDlSVJuihJ0iJJkipKknRV+xpWkiSt1ZYPkyQpUOe1t0qStEeSpHBJkhYW9ndzdXPlRWTuB8MXUTG4Giwi7Z0dSE5IRp2tBiAm8oXRQrO4lSW+AX6c0u7gdJUqW4pKtSpxOyz/pyK9zQzrLMZEnTk4O5BkUGeGZSy1dXbSRJ0169ico9vMOxXDwc2FhMiYnP8nRKqwd9PfMdi7uZDwVKdMlAr70s48v/2Y8v7VsXayo5hVcTwDvXEoo5lcXDzcKe9fnQF/f0WfzVNxr1vJrFyGJAcX5PjcDHKCCslRv24UrmWQrG2xGjgDq+ELKObd3Ph1nEqicPdA/dj4lBdzOJZ2Jk6nTuIiY3As7WxQxkWvTHyUCkc3Tf10mtaHnfN+Q5bVetts+2od733ei6knl9FhSi92L/y90NniTWRzKO1CvEE2B202ZJlB6z9n5I45+PdoafT6Hv7VSXoRT8z9KLNyOZR21nvPhEgVDqX1d6D2pZ2Jf6rKLROlwsGgP9bp0IjL2/XPDmjYN4hPd8+ny8IhWDnYmpULwKm0C7E62WIjY3A0yKYpkzuGY6NicHL794McLfq25Yvdi+i9cBjWBcgG4OzmgkrnvVVRMbgY5LNztidFZ/5QRcaYPLgX8FFrLuucWtx7+gB+n7sOtdr8BZhhH4+LVJmst7zGgaSQmLBrPnPOr+LW8Ss8uKj51rR2az/io1U8vfHQ7Ez/xtLNhQydAxsZkSqKm6gnl3f98T62lBrrpxAxZvlrz+Hs5opKp15UUTE4G44HZ3uj/aizTtZ6bRvw9YHvmbD2C1ZNWAZAqfKlSYxJ4JOvRzJ31zcMXjAcSzO+qXFxcyXmqe6+6gUupQ337/p9LSYyBhedsVDVtxqLdn/LlF+nUbZKOb1tp274igU7v6F1j6B8ZzJk6+ZMks48kRSpwtbNeEFjikP5kqSpEglcPIT3d8+mxcJBr+WbLOfShu2p0msrMD1GnUoX7kCpOazdXEh9kpsxJVKF9SvqrVKPAKIOXnqjmd7WuU2XjbszSZG5/S05SoWtu3n9LWDxELrtmU3zRa+nv+kq6VaCZ09zv5R4HvmcEm4l8r19CbcSNG/XlG3rC3eGjy5rNxdSzOhrHj0CiHzDfe3//OJUkiQ/4CPAB+gK1H/1FgA0AvrKstwSSAO6yLLsCwQC30iSJAGTgTuyLHvLsmx4ns0IAFmW6wA9gF8lSbLSPucNdAfqAN0lSSpHIUhIRo/JBkeWJeMiRmX82/hz49wNkgyOCFrZWDFp5RR+/uonUpNSCxP1LfLvdWaiiFGZ+nnUWTGLYjRo48+Jf44XOml+2/JFxFNO/riDXhsn03PdJKKvP0Sdpdl5KIopsHK0ZU3n6eyf+xvdfijc6Uim6sbo2wylEkWZSqStm0faL7OxCHwfydU99/niVlj2HE/GP2shvZD9ykSlGDWnyTIyNVr6kBSTwJOrxtcjNerdhu2z1jO78adsn7WeDxYMeSPZ8mhUAH7oNoOl701hTb8FNOoThId/db1iXh0bm/2tad65DPuaqVy5PyotlFRv7cfVXadzHjuzIYTFzT9jefDnJD6L492pvV5LNsNKy6s9X+Xohn1Maz6SucETSXgWS7epfczPls/3zk+ZGo1q07x7KzbPWweAt/Y6NlPXOuYvl4kHzZjXZLXMouDJTG80nApelXGvWhYLq+K0+bQLuxb/UaBM/yofbQ2g2h3KxWajuDVgoeb60/8gholJxESR3DLn9p5hfKuRLB48nw/GaTIqlEoq1q7E/g17mBI8jvSUdDoO72pGroKNhZdl7l29w/DGg5nw7mfs/uUfJv40JafI1K6TmdR+LHP6zqRtn2Bq+NfMdy6DAP8WMU+KYkpK1K7ItXUH+OvdqWSlpOOjve6tUPKx/85P3b5R+elzWqUa16RSzwAuzTH/AKlZkd7SuU3v/U02bj631fa36+sPsKWdpr95v47+pvse+eh7rzLqq+GsmPsTarX63wu/gUwlG9fEo2cAV95wXxPXnEIz4H+yLKcASJKUn7vThMiy/PLQjATMlSSpOaAG3gFK/8v2TYHvAWRZvilJ0gOgqva5A7Isx2uzXAcqAEYXckqSNAQYAlDXuQ4V7crnPBfcpz1terQFIOJyOCXcc4/KlHBzRRWt0nutBFUCtg62KJQK1NlqXN1LEGtQplmH5hzbdkTvMWUxJZNXTuHI/w5z2oxrJ99GwX3a01ZbZ+EGdeaaR53ZGdSZYZnmHZpz1KDOAPwC/Lhz9Q5xL8w7JSMhSoWDzmkwDu4uJEXrv0ZCpAqHMjpl3FxIeqYpc3HzES5u1uQJnPAhCVGqnG1u7tFcs/X00l1ktYyNiz0pqoJdayTH639TKjm4ICeoDMrEkJ2cAJnpkJlO9v0bKNwrkB0TCQollj3HkXXpGNnXQwuUQVd8lAonnTpxcncl4Zn+KbhxUTF6ZRzdXEiIjqVucANqtvaleqA3xSwtsLKzpseSEWwas5x63Zqz7atfAbj0z2k+mD+40NkcTWRLiIrB0UQ2gERt2eSYBK7tPUs5r8rc094MRqFUULutP993mIK5EqJUeu/p4O6S8176ZXKPmjvo5AKoEuBN5NV7JL/IPU1c9+dzvx/k49XG18f9m7ioGJx1sjm7uxJvkC02KgbnMiUAzdkczm6u/3radeKL+Jyfj/9+gOGrja8pzEvrPu0I+KgNAHcvR+BSJnf+cHFzJdYgX6IqARud+cPF3VVvzi1XvQIDFwzn676zSIrTHNyqWq86vq3r4xXgi4WlBdb2Ngz9djQ/fvZdvjLGGY0DF6N6MyzjaNCmAKkJKUScvk71Ft7cPHoJ17Ilmbhbc5KPk5sLE3bO45vOX5D4PJ7CSo+Mofg7uXVZ3N2FDIN5VlfC6etYVSxNMRd7sgo4f73Ups+7BOq1aW695NWmhvvROBNZb4Zep1QFN+yd7VFFxaCKjOHORc3ZIWd2nfzXxWnbPsG01uaKuByBaxndfVUJVM+M91U2erlcUWnbVPeActih8wya9Qn2zvYkxiYSq32dhJh4QveextO7KjdCr7+60kxIjlRhpzNP2Lm7kJLPSyCSIlUkR6p4dlFzCdGdXaH4DC/YYqHlx+1o3qMVAPcu3TFoTxejtjI1RuOemX/pRkGlRqqwfic3o427C6nRxp8ZHGuUo/43gzjSa+FrP7US/t+Y23QlR6qw0znl1NbNheSo/LVb8sv+Fqbpb3f/CX0ti9MufTvRoVcwADcv3qJUmZI5z5V0L0lMdExemxqpVrcqM36YCoCjiyMNW/qTnZXNsb3GZ+jlV0qkChuDvpaWR1+r980gjr2hvqbr//w3p1qmDhFkkVs/VgbPJev83AsoCfjJsuwNRJsob8jUMbGX0nV+ziaPAwiyLK+SZbmeLMv1dBemALvW/cOYd0cx5t1RnN57isBumtP9qvpUIzkxxWgyAbhy6gpNgpsC0PL9VpzZl/tth429DbUa1tZ7DGDkotE8injE9p+N78T6/5pd6/5h9LujGK2ts5baOqvmU42UPOrssk6dtTJRZ7Ub1ua0QZ0BNO/UgiNmntILmoWji4cbTuVKorBQUqtDQ26HnNcrc3v/Bep2awbAOz6epCWm5ixOX97oyKGMK9Xb1efaNs03arf2nadiY81RcRcPN5QWxQq8MAVQP4lA4eqO5FwKlMVQ1m1C1k39C/ezbpxFWbEGKBRgURxlOU/UzzQX3xfvOgz52ROyTuwscAZdjy7doURFN1zKlkRpocS7QyOuGdTb9ZAL1OuqqbfyPp6kJaaQ+DyO3Qt/Z3ajT5nbdBQbRy4l4uQ1NmlPG0x4FkvlhjUA8GxcixdmnjoL8PjSHVwruuGszebVoRE3TGTzM5HNwtqS4raaqcbC2pKqzeoSpXOjGM+mdXh+9ynxUXl/mM/LE4NcdTo04qZBrhsh5/HW5irr40l6YipJz3N3aHU7NubyDv2DVrrXpNZsW5/o2+bf6OrBB3gVxwAAIABJREFUpTuUquiOqzabX4fGXA7R719XQs7RoKvmVPGKPlVITUwh4fmrDwY56GTzbuvP09v5v7nb/nV7mBo8jqnB4zi/L5Sm3QIAqOxTlZTEFKNFIMCNU1fxD9Zcp960WyAXQjQHiFzLlGD0yomsHPMdUfcic8r/sXAjoxsOZmzToSwfuZjrJ6+Y9eHt4aU7lNQZB74dGnPVoE2vhpynvrbeKmj7WsLzOGxd7LF20NykxMLSgqpN6vDszlMibz1iar1PmNl0JDObjiQuSsWi9z5/LQtTgKSLEVh7uGNZrhSSRTFKdGqKaq9+W1tVdMv52baOB5JFsUIvTAFC1u1mSvBYpgSP5dy+MzTrFgiAp09VUhNTTC5Urp+6SoPgxgA06xbIOe1NkEpXyM1YsXYlilkUIzE2kfjnccREvsC9UhkAajepy5PwV4+Jvet2MSF4DBOCx3B232laaHNV8alKSmKyyVzXTl2hYXATAFp0a8nZkDMAOOn0eU+vKigUChJjE7G0tsTKVnM9vaW1JV7NfXh060E+as3Ys0t3cazohr12v1W5Y0Puh1zI17apz+NJilThqL3zeNkmtYjVuQGgOQ6u38OM4AnMCJ5A2L5QGncNAKCSTxXNGDUxP9w8dY162jHauFsAYfvOFui9C0J18S72Hm7YauutfKeGPNmrP15t3nGlyerPOD1yBUl3zd//5Mf/C3ObrmeX7uLokdvfPDs15IE5/e1pbn97p2kt4grY33T979dtDAj6hAFBn3Bs7wnava85Tb6mbw2SEpL/P/buO7DG8///+PM+SYxIRBIhUVpK1ZZltpUEMaJ2q/YsVWonCLVXjdqKKjVrlLa2UoTWLGKrvWWQKREZ59y/P84RJ8kJGdWT3+f7fvwl51z3OS/XfY1z3ee+70NEeNbn6M/qdKZd7U60q92JQzsPM3vU/FwtTAGizt7Cpowz1qWcUKwsKNWyNo/StbWCbzlSd/lgTr7BtmZMvjmFw8BKRVG+QV8fzYGlwB3AAzgJvOpGRnZAuKqqyYZrR98xPP4UyOwuPofRL2oPKIpSHngb/SF+99z9VzI6feAUnj6eLPlzGYkJiSzwn5v63JiV41k0Yj6RYZGsmvYj/gtH0CmgM7cu3WLfxr2p5Wo3rsPZw8EkJrxcN1esUQmftvW5c+U2c3br7wy6dsZqTh/8l+4eZiRg3Df8HXye6OhYGrTqTL9eXWjbvPG//j4vnDLU2feGOptnVGfjVo5ngaHOVk77keELR9DZUGd7jeqsTuM6BKerM9Bfh+r6kSuLAhdmO5eq1bFn7Eo6rh6BYqHh3KZDPL7+EPdO+qPBZ9bt58aBs5TzcaX/4dmkGH5K5oVPlwyioL0tuuQUdo9dyXPDhf5nNwXRYmYfvtj7DdrkFLYNy+XP9eh0JG1fToHuo0HRkHLmIGr4Ayxr6o++ppzch/r4IdprZyk44FtQdSSf2o8afh/NOxWwcvNCF3qXAl/pf7Ilee9PaK/l7Cc9AHRaHb+OXUnv1YH6n2vZFETY9QfU6dQQgGPr/uDKwWAq+Lgy8tBckhMS2Riw9DWvCj+PXEarcV3RWFqQkpjMz4E/5Cjb1rEr6bU6EI1RtlqGbCfW/cE/B4N538eV4YfmkpSQyM+GbLZF7ejyvf6nCiwsLAjeeoRrh15eB1K9eZ2cndJryLVj7Eq6rR6p/ymZTUGEX39IDUNb+3vdfq4dPEt5H1eGHppDUkIivxjVmVWBfJT7sApbR6WtkyaBHXCu9A6oEPXgMVtHLc9Rto1jV/DV6tFoLDQc23SQkOsP+KiTvn39uW4fFw8GU9nHnQmH5pOUkMSagO9St+8xfxDla1fCxt6WKccWs3POJo5uOkjrwM6UrFQaVJWIB4/5adT3Oag5OHfgNK4+7sw6/B1JCYks83/Z1/1XjuaH4d8RHR7Fhmlr6L9wKJ/4d+Tupdsc2qi/EUirQe2wsbel2yT9aeJarZZxzYfnKIsxnVbHlrE/8uXqUfqfktl0kNDrD/jA0NaOrPuDyweDqeTjyphD80hKSOSnAP1YYFfMnk7ffolGo0HRaAjeeYxLB7L2gS9XtDpujfqBSuvHoFhoCNtwgIRr9yneVf/hLmz1Xhyb1cbpU2/U5BR0z5O41jfj3S1z6+yB07j6eDDn8GISExJZ6r8g9bnhK7/m++GLiA6PYv201QxYOIxPDfs0yLBPazatw0dtvUlJ1pKcmMSC/t+mbr9q3DL6zxuCpZUl4ffC0rz265w5cBo3H08WHF5CUkIii4y2DVw5hiXDFxEVHsnaaasYstCfDv6duH3pFgc27gOgtl9dGnVuijZFS9LzJOYM0N8R365oEQK+19+91sLSgr+2HubsoZyNwapWx19jVtFs7XAUCw1XNx4i6tpDKnXWHwC+vPYABZ3saLtzEvlsCqLqdFTt1YSN9UeQHJfAX2NW0WDBl1hYWRJ7L5yDw3LWL42dP3iGaj7ufHNoIUkJiawwGh8G/ziKlSMWEx0exeZv1vDFgiG0Htaee5fu8Oem/YD+QNbYbdMpaFMQVVXx7dmMr30H8zwugS/mD+b92pWxsbdl1rGlbJ2zkT83HchRvZ0ZtRKv9fr5/taGQ8Ree0jZrvox+Obq/VQe0pr89rZ4TOth2EbLvib6O7nX/q4/xepWJL+DLc1PL+DirM3cXp/xTK7syKtjm7EX7c1v3XAUzcv2VtHQ3q4Y2lubXUbt7fMmbPLRt7cjhvamyWdJ7N1wgv6F9mbs2P4T1K5fiw1H1vA84TnThs5MfW7G6qlMD/iWiLAI2vZsTcd+n+Hg5MDKP5Zx/MBJpgd8+4pXzjlVqyN41ErqGdrabUNbe9fQ1m6t3k+lIa3JZ2+Lu6Gt6bRa9hvaWq3v+uNkaGvNTi/g0qzN3MllW1Oyc67z/ypFUUYDXYG7wAPgMrAD2ATEAQeAzqqqllYUpTvgqarqV4ZtiwLbASvgLPAB0FRV1TuKovwEVAN2A4uAHaqqVjFcX7oE/eI3BRiqqupBE6+9A5ilqmrQq/K3fPvjPLkTN5+Z//pCZtLG/d/9qYF/U03FztwRMjW0c5K5I2Rq3Lq8eazNwtwBXsHqlSdxmFckKeaOkKmnat7N5qBk/adI/mufJSabO4JJC/P9e9dv/duSybvZGuj+u7voZ9dJi+evL2QmjRP/3Zvs/Jt25Mub9w75UJvzn5d509aqIa8vZCYDdc6vL2Qmn4asy/QDSN78NPcfU1V1CjDFxFPVjP79taHsSmCl0bZP0N8gydTrdkz3UBXD48+B7ibKp3/tj18bXgghhBBCCCH+B8g1p0IIIYQQQgghzE4Wp0IIIYQQQgghzE4Wp0IIIYQQQgghzE4Wp0IIIYQQQgghzE4Wp0IIIYQQQgghzE4Wp0IIIYQQQgghzE4Wp0IIIYQQQgghzE4Wp0IIIYQQQgghzE4Wp0IIIYQQQgghzE4Wp0IIIYQQQgghzE4Wp0IIIYQQQgghzE4Wp0IIIYQQQgghzE4Wp0IIIYQQQgghzE4Wp0IIIYQQQgghzE5RVdXcGUQurX6rc57ciT9bRJs7QqZ+OTPf3BEy1cZ9oLkjZCq/knePZ5VSrM0dwaTSOktzR8jUXU2KuSP8fylEfW7uCJkqnUf7AcANNd7cEUzy0tmaO0KmnivmTpC5CI3O3BEy9ZVLqLkjZGpySFFzR/j/ji0W5o6QqTi05o6Qqd/jbpg7QqZuPjmT6eiWdz9pCiGEEEIIIYT4P0MWp0IIIYQQQgghzE4Wp0IIIYQQQgghzE4Wp0IIIYQQQgghzE4Wp0IIIYQQQgghzE4Wp0IIIYQQQgghzE4Wp0IIIYQQQgghzE4Wp0IIIYQQQgghzE4Wp0IIIYQQQgghzE4Wp0IIIYQQQgghzE4Wp0IIIYQQQgghzE4Wp0IIIYQQQgghzE4Wp0IIIYQQQgghzE4Wp0IIIYQQQgghzM7S3AHEf6eEdzVqTOyCotFwY30QFxdtT/N84bIufDCnDw5VShM8/WcuL92V+lyFXo15r6M3iqJw/aeDXPnh91zn6TOhDx4+niQmJDJv2FxuXryZoUzxUsUJWDgc2yK23Lx4g9mDZ5OSnELrL9rg3cobAAtLC0qWK0ln107YOdoxfNGI1O2d33Zm3ey1bFu+Ldd5Tfl66mwOHzmJg30Rflu75I28R3q5qTdrW2uGzfPHqYQTFpYafln6K/t//oOiLkUZMmco9k72qKqOPT/9zvYVuauznuN74+bjSVJCIgv953L74q0MZYqVKs6QBf7YFLHl1sWbLBgyh5TkFAAq165C97GfY2llSWxkLOM+G5XjLBW8qtN6bDcUCw0nNh5g/+KM/7fW47pR0ceN5IRE1vsv5sGlO1jmt+KrjeOwzG+FhYWGc7tPsGfOZgBKVHybT6d8Tj7rAkQ9eMyawQtJjEvIcUaAd7yq4TW+C4qFhksbgjj1Xdo+al/WBd9ZfXCqUppjM3/mzPe70jyvaBTa75hEfFgU23p8m6ssFbyq02psNzQWGo5vPMCBV9RZkqHOHl66kybLkO1TiQmNYnmvGWm28+79MS1Gd2aMW2/io57miWzNAztRqaE72qQUIu6FsT5gCc9jn2U7G0C38Z/j6uNBUkIii/3nc8dE23cqVYyBC/wpVMSGOxdvsWjIXLSGtg/wbrVyTPptOvO+msXJXccA+GLmV7jV9yQ2IobhjQZlO1d5r2p8PLYrGgsNf288yKHF2zOUaT6uK+/7uJKUkMRm/yU8MtRbgcLWtPmmN8XfLwWqypbh33PvzHV8h35KRV8PVFVH/JNYfvZfwtPw6GxnA+gxvjfuPh4kJiSyyH9eJmNGMQYvCMCmiA23L95KHTMq1a7CiGWjCL8fBsCJPcfZPH9j6nYajYZvdnxLZGgE3/ScnKN8AG97V+MjQx+9vD6IM+n6aJGyLjT8Vt9Hj8/8mWCjebTr0Tkkxz9Hp9WharVsajY2xzlMKe1VjfqGbBc2BHEyXTaHsi40mdWHYlVK89fMnzllGD9sXRxoOqcvhZzsUFWV8z8d5MyK3M3xb6KtNQ3sSAVDH428F8bmgKU57qMv5K9dA7vBX6FYaIjftou4NetNlrOq+D5OyxYSOWYSzw8efvmERoPTj4vRPX5ChP/oXGVJr5JXddqN7YFioeHIxv3sXbw1Q5l243pQ2TDOrfb/jvuXbgPQZcaXVK3vztOIGCY19s+zedoEdqZqQw9SklJ4ci+M1QHfkZCDfVreqzotx3ZFsdBwcuNBgkzMCS3GdaOCjyvJCUlsMpoTRv41n8S4BFSdDl2Kjvkt9PuxWWBHKjZ0R5ukJeJeGJtyMCdU8qrOp4Y6O5pJnX1qqLPkdHXW2ajOJpvYhw17N6fN6C4EuPXK0Tya3tipAXg3/JCEhOcMHzCOS+f/yVBm9pLJVHWtREpyCufOXOLrYVNISUmhYVMvhozsh06nQ6vVMmn0LE6fOJvjLPLN6WsoilJaUZSLJh6fqChKw1ds10pRlEpvNl3WKRqFWlO6sb/zDLb5DKd0q9rYvVciTZmk6HhOjlnDpaVpP/AWeb8k73X0ZlezcWz3HUXJhm7YlimeqzwePp6UKF2CL+r1YdHIhXw5pZ/Jct0Du7P1h6184dWHuJh4fD/zBeDXpb8wqOlABjUdyKrpq7h4/CJxMXE8vPUw9fEhzQaTmJDIsT3HcpX1VVr5+bJkds4/6GRXbuutWddm3Lt+j4FNBhDYLpBeY3phaWWJVqtlxeTl9GvwJf4t/WnWtRml3iuV45xuPh64lCnBAK8vWBK4iD6TvzRZrvPIbuxYvo0B3n2Jj4mjviGndeFCfD65L9M/n8wQ36/4tt/0HGdRNAptJ/bk++7fMN13GG4tPqB4ubfSlKno7YpTGRemeg9m06hlfDLlcwBSEpP5ruMkZjUdwUy/kVTwcuUdt3IAfPbNF+yYvp6ZTYZz/ve/qd+neY4zvsjpPbkbv3WbwZoGwynfojYO6fro8+h4Do1bk2FR+oJrzyZE3XiUqxwvsrQxqjP3TOqsqKHOfjaqsxfq9WhKuIksRVwcKf9RVSIfPM5T2a7+dYGZjQKY1XQEj2+H0rBfqxzlc/XxwLmMC0O8vmRZ4Hf0mtzXZLmOI7uxa/k2hnr3Iz4mDp/PXk4nikZDx8CunDucdnI/9PMBvuk2MUe5FI1Ci4k9+LH7DOb4BlC9RV2Kpau3971dcSzjzCzvofw66gdaTemZ+lzzcV25dugccxr4M7/pSMJvPATg8Pc7mN90JAv8RvHPgWAaDGqTo3z6McOFAV59WRq4iN6ZjBmdDGPGQO8viYuJo75RvV35+zIBfkMI8BuSZmEK4NfzYx7euJ+jbC8oGgWvyd3Y3nUGP9UfTvmWtbFP10cTo+M5PG4NwZn00V/bTWFjk9H/+sJU0Sg0nNyNLd1m8GOD4VRoURtHE+PHgXFrUhelL+i0OoIm/8SPDUawruV4XLs2zLBtdrO8ibZ2468LzGs0nPlNR/Lkdgje/VrkOCMAGg1Fhg0iYuhIwjr0wNq3Ppal3zFZzq5fHxJPnMrwlE27NqTcuZe7HCYoGoX2E3uxsPtUJvoOoUaLD3BOV4eVvd0oVsaZcd4D+WnU93QwGueObQ5iQbepeT7Plb/OM6nRMKY0DSDsdgiN+7XOUbbWE3uwvPt0vvX1x9VEe6vg7UrRMs7M8B7CllHLaD2lV5rnl3aYzFy/wNSFKcC1vy4wu9Fw5jQdwePbIfj0a5ntXJ8Z6myS7xA8X1Fn470Hsm7U97Q3qrPjm4NYmMk+tHdxpMJHVYnI4TyannfDDyj97tvUr9mS0UMnM3FmoMly2zbvxrd2G5p+1I4CBfPTrot+njx6+CTNvD6juU8HRgycwLS5Y3KVRxanOaSq6lhVVf94RZFWQLYWp4qivLFvsh3dyvL0Thhx9x6jS9ZyZ+txSjX2SFPmeUQsEeduoSZr0zxu914Jnpy5ifZ5EqpWR+jxf3i7iWeu8tRuVIsDWw4AcDX4KoUKF8K+mH2GctXqVuPIrr8A2L95P7Ub18lQxqtFPQ5vO5zh8eofVCfkXgiPH/47ndcUT9eq2BW2fWOvn15u600FrAsVBKBgoYI8jX6KNkVLVHhU6jewCfEJ3L9xH0dnxxznrOFbi6AtBwG4HnwV68KFKGIiZ5W61Ti26wgAQVsOULNRLQA+almPE3uO8eTREwBiI2JynOVt13I8uRtKxP1wtMlagrcfpUqjtO23SiNP/v5F34buBt+goK01hZ2KAJD0LBHQf0NvYWmBquq3KfauCzdPXAH0k1i1pjVznBGguGtZYu6EEWvoo9e2H+fdRmn7aEJELGHnb6FL0WbY3sbZgTINXLm4IShXOeBlnUW+ps5OpaszW0Od2Tk7ULG+O8c3HMjw2i3HdGXHtHV5Ltu1P8+j0+oM21zHztkhR/k8fGvy55YgAG4EX8u07VeuW5UTu44CcHjLQTwNbR+gSfdmnNh9jNgnadv9PycvExcdl6NcpVzLEXE3jChDvZ3bfoyK6dpXxUYeBP/yJwD3g29QwFBv+W0KUrpmBU5t1P+/tMna1G8QjM8WsLLOn9o/squGb00OpY4Z1yj0ijHjuGHMOLTlADUa1X7tazs4O+Je35P9G/blLJxB+j56fZvpPhp+7ha65Ix99E1ydi1L1J0wYgzZ/tl+nLLpsj2LiCXUxPgRHx5N+MU7ACTHPyfyxiNsctj+4c21tet/Xkjto/eCb2CXizkKIF+lCqQ8eIj2UQikpPDsjwMUqFc3Q7lCn7YmIegw2qioNI9rnIqS/4PaxG8zfSAiN0q7luPx3VCeGOrw1PajVG9UI02Z6o08OW4Y524HX8fatlDqvHXj5BXiY3I2VvyXea4Yjbu3g69hn4N2VyrdnHBu+zEqp5sTKjXy4Iyhvd1LNydkJm17u06RbGZ7UWcvPnucNlFn1Rp5csJQZ3eysQ/bjunGr9PWof9Ul3sNm3rz66YdAJw9fYHCdrY4FS+aoVzQH0dS/33uzCVcXPRfVD2LfzkPWFsXzPE88IIsTrPGQlGUZYqiXFIUZa+iKAUVRVmpKMonAIqifKMoymVFUc4rijJLUZS6QAtgpqIoZxVFKasoiquiKMcNZX5VFMXesG2QoihTFUU5BIxWFOW2oihWhucKK4py58XfuWHtbE/8o8jUv5+FRGLtnHHiNyX6nwcUr/0++e1tsCiQj5L1q1OoRO4mBUdnR56EPEn9OyI0IsNiqLB9YeJi41MHh4iQJxnK5C+QH3dvD47uOkJ6H7Wox+GtGRet/z/Lbb3tXLmDkuVKserUahbsXciy8d+jphtFipUsRtnK73I1+GquckY8enlQIDI0AsfiaXPa2tsSnyZnBA6GnC5l3sLGzoYJG6YwfcdsvNr45DhLkeIORD+KSP07JiQSu+JpJxm7dGWiQyNTFyeKRsF/1zdMOv09V/+6wL2zNwAIufaAKr76D1zV/WpRxCV3fcLG2Z6nRn00LiQSm+JZ66MA9cZ35q+p61F1uZ+sMtSHiTor/Io6azW2GzumrcvQtio39CAmLJJHV3L+TcObymas5qfe/BOUs1OSHJwdiHj0so9GhkbgkC6f6bavL2Nf3IEajWvxx9rcXzphrHBxe2KM6iTWZD+wJ9qoDcaERlLY2R6Ht4sRH/GUT2Z9wYCdU2nzTW+sCuZPLdfIvx0jji7AteUH/DH75xzlc3B2TFNvEaFPcDAxZjzLpN4Ayru/z8zdcxm1aiwljc786DHuc9ZOXYUul32jkIk+WiiL8ygAqkqLdSNpt3MSlTvmfEwzxdZENttsjB8vFC5ZlGKV3yEkOOPlIll+jTfY1l7w/NSbqznsoy9onIqiDQ9P/Vsb/gQLJ6cMZQp6fUj8rxlPSy4yuD+xC5eCTperHKYUKe5AlFEdRoVEUCRdHerLvOwzUaER2V5A5aU8dT+tz6Uc7FO7dO0tJiSCwuna/qvmeFSV3msCGbh9CrU61Df5HjU+9eafoHPZymWqztL3g5zUWVXDPPrwyt1s5XmV4i7FePQwLPXv0EfhOLs4ZVre0tKSVu38OHTgaOpjjfx82HtsCz+sn8fIgRNylUcWp1nzHrBIVdXKQDTQ9sUTiqI4AK2ByqqqVgMmq6p6FNgGBKiq6qqq6k1gNTDCUOYCMM7o9YuoquqlquoEIAhoZni8PbBFVdXk3P4HFEXJ+GAW5+mYG4+4uGgHDdePpOG64URevodOm9ujwhnzZPiwaCpyujI1fGty5dQV4tIdXbK0sqSWb02O7PwrlznzmtzVm5uXO7cv36KbZ1cGNRlI34l9KWhTMLVcAesCBC4dxbIJy0jIzfWTWdh3ptrkizIWlha8W6UcU3tMZHKXcXwy8DNcyuTwNDMTWdIf1jPZPQxlVJ3KLL+RjK/Tj7erl8W5fEkANgxfwoddGjN0+1QK2BRMc71gznKaqo+sbVqmgSsJT2IJv3Andxkyj2Ji/5nYUFWpVN+duIgYHly8neYpqwL5aPhVa/bM3pTnshlr2L8VOq2W07/lbOww3a4zFMq0TNdxvfjpm9Wo//YH3lf0t9fl0lhoKFGlNCfW/sGCZqNISkjE+8uXp1TunbWJ6XUHcHbrEep0a5TDeCZ3bJbL3L54k351exPQdDC7V+5k+DL9Neru9T2JiYjmlolr83MQ0sT7Z33zLW0mssnva7Z3nUnVbg0pUev93Gd6RbbsfnthZZ2fFksHcXDCWpJyNf6/ubYG4N2/JTqtlrO/ZTwonduc6SutyOD+xCz6PsMCtMAHtdFGRZN89XruMmQaLWd1mOuvrMyUp0n/1ui0Wk7+9mdOwpl439eXeZH/u7bjmffxKJZ3n06dro0oU7NCmnL1+7dCp9URnN05IYdj2qsOnFoVyEeTr9qwffbGTMvkRHZ33cSZI/n7aDCnjgenPrZ310Ea1WlL367DGBJo+rKMrJIbImXNbVVVXxzOOQ2UNnouFngO/KAoyk5gR/qNFUWxQ78APWR4aBVgfHjZuJX9AAwHfgN6AL1NBVIUpQ/QB6C7XU18Cr33yv9AfEgkhUq8PBpj7eLAs7CoV2yR1o0Nh7ixQR/fbWQ7noVEvmaLjPy6NqNxh8YAXD9/naIuL08ZcHR2JDIs7WvGRsZiU7gQGgsNOq0OR5eiGcrUa16Pw1sPkZ6Htwc3L94k+knObsyRl/yb9dbw04ZsXqy/oU/I3RBC74dRsmwprp+7hoWlBYFLRxH0a1COrtNt0tWPBu31H0xvnr+OYwknQH/aq4OzI5HhGXMWSpPTkShDzoiQJzyNjCUxIZHEhEQun7xE6YplCLmd/espo0MjKWL0Tb+diwMx4VGvLFPE2YHYdP3jeewzbh6/TAUvV0KvPSD85iOWdNVfD+JUxoWKPm7ZzmYsLiQSW6M+auPiQHx41vqoi2d5yvi6U9qnOhb5rchnW5DGc7/k98GLc5QlQ324OBCbLkuMiTqLCYuiul8tKjf0oKKPG5b5rShgU5BOc/pzYMk2HEo64b9bfwMiO2cHhu6YxtxWo3n6OOunbb+JbOuGLALAs209KjVwZ3HH7F1H7tu1KfUNbf/W+es4lnjZRx2cHYlK1/afvqLtv1utHAMX6G9+Yetgi6uPO7oUHaf2nshWpvRiQyOxM6qTwpnWmwMvjsfbOTvwNCwKFZXY0Ejun9Uv8C7uOoHXlxmv9zu39SjdVgTwx5wtWcrUuKsfDdvrrzO/cf5GmnpzdC5qcsywTldvkYZ+anwwLfjgaT6f9AW29rZU8KyIZ8OauHl7kC9/PgraWjNg7hAWDJ6TpYzG4k310WzMo/Fh+vkoISKWW3tOU9y1LI9O5PwMFWNPTWSLy+L4AaCxtKDF0kFc+fUo1/dkvLYyO95kW3Nv+xEVG7jzQ8cpucoIoAt/jEWxYql/WxQrivbJkzRlrCqUx2GS/vo5jZ0dBerUIlqrJV/lihT8qC4F6tbL5NuWAAAgAElEQVRCyZcPpZA19uMCiZowLde5QP8Nmr1RHdq7OJqYtyKwL1EU0Lche2dHorPRHvNKntptvajawIO5HXN2PX1MuvZm5+Joor1FZDrHvygbHxHLpd//plT1stw+qb8ZkEfbelRs4Mb3OWhv0VmosygTdRbzijpzeqc4RUsWY/TumYb/hyOBO6Yzo1UgsdmYRwE692zHZ1301/heOHuJEm8V57ThOecSxQgLNX1J3ICAPjg42jN6qOkbbf197Axvly6JvUMRoiJz9hlcvjnNmkSjf2sxWtSrqpoC1AS2oL/OdE8OXj/e6PWOAKUVRfECLFRVzXAzJkO571VV9VRV1fN1C1OAiLO3sC3jjE0pJzRWFpRuWZv7e89kOWABx8IAFCrhyNtNPbn929HXbJHRrtU7U29WdPz3Y9Rvqz994n2393n29BlRJibS88cu8IHfhwA0+KQBJ/YeT33O2taaKrWrcNzosRfqtfTi0P/IKb3/Zr09fvSY6h9UB6BI0SKULFuSsHuhAAycOYj7N+6z9YffcpRzz+pdBPgNJsBvMCf3nsC7rf60tfcMOaNN5Lx07AJ1/D4AwLttff7ep/8A/ve+E1SsWQmNhYZ8BfLxnmt5HuTwZib3z93EqbQzDiWdsLCywK15XS7tO52mzKV9p6nRph4A77iVI+HpM2IfR1PIwZYCha0BsMpvRfkPqhJ+U79AtjH0CUVR8P2qNUfXveoS9NcLO3eLImWcKWzoo+Wb1+bWvqz10aPTN7Gi1kB+/GAIu79axIOjl3O8MAXTdXYxXZ1d3HcaT6M6e/70GU8fR7NzxgYm1unP5A8HsGbAfK4fvcS6IYsIuXqfcZ5fMPnDAUz+cAAxoZHM/jgwWwvTN5UN9HcArt+3Bcs/n0ny86RsZdq3ejeBfkMI9BvCqb0n+KitNwDl3Mrz7Gl8pm2/lp/++rZ6bX04ve8kAIM+/IKBH/Zh4Id9OLHrGCvGLM31whTgwbmbFC3tjL2h3qo3r8OVdPV2Zd9p3Np8BEApt3I8f5rA08fRxD2OIfpRBEXfdQGg7AdVCL+uv0mNY2nn1O0rNnTn8c2sH0D6ffWu1BsY/b33OF6pY8ar6622YczwMhozihhdP1au+ntoNBqeRj3lpxlr6Fu7F/0/7MOcAbO4ePR8jhamoO+jdqWdsTX00fda1OZ2FvuoZcH8WBUqkPrvUvWqEHH1QY5ymBJ67hb2ZZyxM2Sr0Lw2N7OYDaDxzM+JvPGI0z/sznWWN9XWyntVo17f5qz+fFa2+6gpSVf+wbLUW1i4OIOlJdYN6/P8z7QHZsPadiKsTUfC2nQk4eAhomfN4/nhI8Qu/oHQlp8R1qYjkWMmkXQ6+F9bmALcPXeTYqVdcDTUoWfzupzfl/agwfl9p6htGOfKuL2XOm+9CW8qTyWv6jTq25LFn0/P8T411d4up2tvl/edwd3Q3t42zPFPH0djVTA/+Q390qpgft77qBqh1/T9srxXdbz7NmdlDttb+jrzMFFnF/adopahzkpnoc4eXb3PCM/ejPnwK8Z8+BXRoRFM+3hEthemAGtXbKK5Twea+3Rg764gWrf7GABXj6o8jY3jcdiTDNu069yKej51GNRnVJpveN8p8/IyisrVKmCVzyrHC1OQb05zTVEUG8BaVdVdiqIcB24YnnoK2AKoqhqjKEqUoigfqar6J9AFyPh130urgfXApH8rp6rVcfLrVTT8abj+p2Q2HiLm2kPKd9EvdK6tOUABJzua7Z6ElU1B0Omo2LsJ27xHkByXgNeyQeS3t0GXksKJ0atIisnd7dtPHTiFp48n3/+5TP+TKP5zU58bt3I8C0bMJzIskpXTfmT4whF0DujMrUu32Ltxb2q5Oo3rEHw4mMSExDSvnb9Aflw/cmVR4MJcZcyKgHHf8HfweaKjY2nQqjP9enWhbfPGb+z9cltvG+dvYPC3g1mwdyGKorBy2o/ERsVSqUYl6retz+0rt5m3ez4Aq2es5vTBnB1BP3PgFO4+Hiw8vJTEhES+85+f+tyolWNZPHwhUeGRrJm2kiELA2jv35k7l26xf6P+hiUPbzwg+NAZvv19PqpOZf+Gfdy/lrPrFHVaHVvG/sgXq0ehsdBwYtNBQq8/oG4n/V0+j677g8sHg6no48roQ/NISkhkQ4D+Z4EKF7On47dfotFoUDQazu48xuUD+g987i0+4IMu+m/LLvx+kpM/B+Uo3wuqVkfQmFW0WjNc/zMVGw8Ree0hVTvr++iFtQewdrKj/Y5J5DP0UddeTVjbYETuTsEzQafV8cvYH+ljqLOTmw4Sdv0BdQx1dmzdH1wx1NmoQ/P0P78T8N/8lNKbytZmQg8s8lnRd63+bo13g6+zefTybOcLPnAaVx8P5h5eQmJCIkuN2v7wlWNYNnwhUeFRrJ+2mgELh9HOvxN3Lt3i4MbX36xnwPyhVKxTBVv7wiw8/gOb52wgaGPWDorotDq2jV1Jz9UjUSw0nNoURPj1h9Ts1ACAk+v2c/XgWd73ccX/0BySExLZHLA0dfvt41fx2dz+WFhZEnk/nM3++ueajGhP0XddUHUq0Q+f8FsO6gzgzIHTuPl4suDwEpISElnkvyD1ucCVY1gyfBFR4ZGsnbaKIQv96eDfiduXbnHAUG+1/erSqHNTtClakp4nMWfArBzleBVVq+PwmFW0XJu2j1Y29NFLhj7abqe+j6o6HdV7NWFd/REUdLDBb9lgABQLC65tPcq9oPP/arb9Y1bRds1wNBYaLmw8RMS1h1Q3ZDtnyNZlx8tsHr2a8GODEThVLEXlth/x+Mo9uu7Wf0P054xN3D6YvWvsXnhTba3FhO5Y5LOi51r9nUTvB9/gt9ErclxnaHVEf7uAonOng8aC+B27Sbl9B+vW+juvPzNxnel/RafVsWHsCgasHo3GQsPRTQcJuf6AjzrpzzT4c90+Lh4MpoqPOxMPzScpIYnVAd+lbt9z/iDK166Ejb0tU48tZsecTRzddDDP5flsQi8s81kycK3+2+nbwddZP3pZtrNtHbuSz1cH6n+6aFMQYdcfUNswJxxf9wf/HAymgo8rIw7NJSkhkZ8N7c22qB1dvx8KgMbCgrNbj3DtkL7dt5rQHct8VvReq79E4F7wDX7Jxvim0+rYOHYFXxnq7FgmdVbZx50JhjpbY1RnPYzqbMqxxezM5T58laB9f+Hd8EMO/L2V5wnPGTFwfOpzy9fPJ3DIRMJDnzBp1ige3g9h8+6VAPy+8wALZy2j8cf1af3Zx6Qkp/D8eSIDPx+ZqzzKq85tFvqfkgF2qKpaxfC3P2CD/tTeHcARYCtQAP3VbbNUVV2lKMoHwDL037p+gn6hugSwBm4BPVRVjVIUJQjwV1X1lNF7OgO3ARdVVV976GH1W53z5E782SLvnlL7y5n5ry9kJm3cB5o7QqbyK3n3ZItSirW5I5hUWpd3jwHe1eTyOtn/o0LU5+aOkKnSebQfANxQ419fyAy8dP/dHdez67mp66fziAjNv38joH/LVy6h5o6QqckhGe+CKl7NFgtzR8hUHP/tnbmz4/e4G68vZCY3n5zJdHTLu5+a8ghVVe8AVYz+NnU4NsNvSBhOz03/UzIZ7nmvqqq3idf7ENiclYWpEEIIIYQQQvwvkMVpHqMoygKgKeBn7ixCCCGEEEII8V+RxWkeo6rqAHNnEEIIIYQQQoj/Wt69gEwIIYQQQgghxP8ZsjgVQgghhBBCCGF2sjgVQgghhBBCCGF2sjgVQgghhBBCCGF2sjgVQgghhBBCCGF2sjgVQgghhBBCCGF2sjgVQgghhBBCCGF2sjgVQgghhBBCCGF2sjgVQgghhBBCCGF2sjgVQgghhBBCCGF2sjgVQgghhBBCCGF2sjgVQgghhBBCCGF2iqqq5s4gcml46Q55cifaqnn32MdJNcbcETL1y5n55o6QqR4e/uaOkCnF3AEyYa9YmTtCpopgae4ImXpEorkjZOq5qjN3hEw9I8XcETJlnYfbW16lI09O7wBYKXl3jncg7467j9Ukc0fI1PM8On44KwXNHSFTF1MizB0hU+9Z2ps7QqaW3fk5049teXdkEUIIIYQQQgjxf4YsToUQQgghhBBCmJ0sToUQQgghhBBCmJ0sToUQQgghhBBCmJ0sToUQQgghhBBCmJ0sToUQQgghhBBCmJ0sToUQQgghhBBCmJ0sToUQQgghhBBCmJ0sToUQQgghhBBCmJ0sToUQQgghhBBCmJ0sToUQQgghhBBCmJ0sToUQQgghhBBCmJ0sToUQQgghhBBCmJ0sToUQQgghhBBCmJ2luQOIN6u8V3Vaju2KYqHh5MaDBC3elqFMi3HdqODjSnJCEpv8F/Pw0h0ARv41n8S4BFSdDl2KjvktRgPQaOinVPb1RFV1xD2JZZP/EmLDo7KVq6xXNRqP64JioSF4QxBHF2/PUKbx+K6U86lOckIS2/yXEnpRn6tmj8a4dfBBURTOrD/IyRV7Urep0b0RNbr6otPquH7gLPunrc9Wrhf6TOiDh48niQmJzBs2l5sXb2YoU7xUcQIWDse2iC03L95g9uDZpCSnYG1rzbB5/jiVcMLCUsMvS39l/89/UNSlKEPmDMXeyR5V1bHnp9/ZviLj/vi3fD11NoePnMTBvgi/rV3yxt7HWJfxvXD1cScxIZHv/Rdy5+KtDGWcShWj/4Kh2BSx4c7F2yweMg9tcgruvjX4ZFgHVJ2KVqtl7YQVXDv1DwC9Z/bHtb4nsRExBDYanONs1Y2y3X1FtkKGbEsM2eq2qkezvq0ASHz2nJWjv+felTup2ykaDRN3zCAqNJLZPadmK1dFr+q0GdsdjYWGYxsP8MfirRnKtB3XnUo+biQlJLLOfzEPLt2miIsjXWb3x9apCKpOx9H1+zn0424Amg7+hDrtGxAXGQvAjhnruRx0Nlu5ynlVw2+svo+e2RjEnyb6qN+4rrxn6KO/+i8l5NIdHN91od3CAall7EsV4+CczRxbsQfnSu/QfEpPLPNboUvRsmPMjzw8l3E/ZKbDuJ5U9XEjKSGJFf4LuXfpdoYyRUsWo8/CIRSys+HepVv8MGQB2uSUTLe3zG/FiI0TscxvhcbCgtO7j7FtziYAPPzq0GJwO1zKvcWUloHcvZBxHDDlTfQDBxdH+s4ZiJ2TPapOx8Gf9vH7jzuzXHcv9BrfG3fD2LbQfy63TGQrVqo4Qxf4Y1PEltsXbzJvyBxSDHVYuXYVeo79HAsrS55GxjLms1FY5bdi8qZpWOWzQmNpwbFdR9g4J/tjb14fP/Jitq7je+Hq40FSQiJL/BdkmmvAgmHYFLHh9sVbfGfI5eFbk0+HdUCnU9FptayZsIKrp64A0KTHx/h08EVR4MD6fexZsSPb2TqN60l1H3eSEpJY5r+Au5n0134Lh1DIzpa7l26xdMh8tMkpuJR9i89n9uedyu+yZdZP7F72cq707dEM7/YNURSFoA372Lsie/2ggld1Wo/thmKh4cTGA+w38bmo9bhuVPRxIzkhkfX+i3lw6Q6W+a34auM4LPNbYWGh4dzuE+yZsxmAxoM/oXb7+sQbxtydMzZwJZtj7gtvoq1Z5bfi602TscxnhYWlhpO7jvHLnI3ZztZzfG/cfDxJMowftzMZP4YYxo9bF2+ywDB+VK5dheHLRhN+PwyAE3uOsXm+PoN14UJ8Of0r3i7/Dioq3wXM59qZq1nOVdGrOp8Y5tGjGw+wz8Q8+sm47lQ2zKNrDPMoQKcZfalS352nEbFMbeyfWv6tiu/Qfsrn5LcuQMSDx6wavIDncQnZqi9TBkzsT+36NXmekMg3Q2Zw/eKNDGVad2/JJ5+34a3Sb9GyahtiovTtqmHr+nTo1x6AhPgE5gTO4+aVrM+hlb1caT+2BxoLDX9u3M+exb9lKNN+XA+q+riTlJDIj/6LUufZzLb18KtNi8HtcC73FlNbBnL3gj6PY0knJv4xl7BbjwC4FXyNtaOXZSmnfHP6P0zRKLSe2IPl3afzra8/ri3qUqzcW2nKVPB2pWgZZ2Z4D2HLqGW0ntIrzfNLO0xmrl9g6sIU4ND3O5jTdARz/QK5cuAMDQe1yXauJpO681O3GSxuOJwqLepQ9L20ucr5VMehjDOLvIaxM3A5fpN7AOBUviRuHXxY3mIsS5sE8l4DNxxKFwfgnTqVKO/rwdImgSzxHcGx77P/wQ3Aw8eTEqVL8EW9PiwauZAvp/QzWa57YHe2/rCVL7z6EBcTj+9nvgA069qMe9fvMbDJAALbBdJrTC8srSzRarWsmLycfg2+xL+lP826NqPUe6VylDErWvn5smT25Df2+ulV93HHuYwLw7z6szxwCd0n9zFZrv3ILuxZvh1/76+Ij4nD+7MGAFw6coFRTYYy2m8YywIW8fn0l/V++OeDzOw2KVfZipdxwd+rPysCl9Ajk2yfGbIFpMv2+H4YU9qNYXSTofw2/2d6TuubZrvGPZvx6MaDbOdSNAqfTuzJku7TmOo7FI8WH+Ccro9W8nbFqYwzk7wHsXHUMtoZ+qguRcuvk9cwteFQZrf+mo+6NEqzbdDynczwG8EMvxHZXpgqGoWPJ3ZnTfcZLPQdTtUWdXBKl+s97+o4lnFmnvcwto1aTvMp+j4acSuExX6jWOw3iiUfjyb5eSKXfz8FQKORHQia9wuL/UZxYPZmGgV2yHKmqt5uFCvjwijvAawetYTOU0zvw7YjO7Nv+Q5G+wwgPiaejz6r/8rtUxKTmdVxAhOa+jPRz58qXm686/YeAI+u3uO7vjO5fvJKlnO+qX6g0+r4afIqRjQYyPhWI2nYtSkl3iuZ5VwA7j4euJQpQX+vL1gSuIg+k780Wa7LyG5sX76Nr7z7EhcTRwPD2GZduBB9Jvdl2ueTGez7FbP6TQcgOTGZcR2+ZmjTQQxrOgg3L3fKu72frWx5ffzIi9lcfdxxLlOCoV79+CFwMT0nf2GyXIeRXdm9fDtDvfsTHxOPjyHXxSPnGdlkCKP8hrI0YCG9DblKln8bnw6+jGkRwMgmQ3Bv4IlzaZdsZavmra+z4d5f8eOoxXTLpL9+NrILvy/fwQgffZ15GbLFRT9l7fjlaRalAG+VL4V3+4ZMaDmCr5sOxbW+J8WzkU3RKLSd2JPvu3/DdN9huLX4gOLpxraK3q44lXFhqvdgNo1axidTPgf0Y8V3HScxq+kIZvqNpIKXK++4lUvd7tDyXczyG8ksv5E5Xpi+qbaWnJjM1A7jGN10KKObDqOalxtl3cpnK5ubYfwY8Jrxo/PIbuxYvo0B3n2Jj4mjvmH8APjn78sE+A0mwG9w6sIUoOe43pw9dIZBDfrh32QQD7IxnyoahXYTe/Jd92lMfs08OsF7EOtHLaO90Wfd45sPsajbtAyv2/GbL9g6/SemNgng3O8nadCneZYzZaZW/ZqULPMWnT7sxrcj5jBk2iCT5S78fYlh7YcTej80zeMh90IZ9MlQevn2YfW8tQybMSTL761oNHSc2It53acw1ncINVt8gEu5tHNIFcM8Odp7AGtGLaXTlN6v3fbh1ft813eWyXny8d1QJvoFMNEvIMsLU5DF6b9CUZQ8+Q10KddyPLkbSuT9cLTJWs5tP0blRp5pylRq5MGZX/4E4F7wDQraWmPrVOSVr5todOQon3UBVFXNVq4SrmWJuhNG9P3H6JK1XNp+nPd9PdKUKe/rwfkt+lwPg29QoLA1NsWKULRcCR4G3yDleRKqVse9E1d4v3ENADw7N+Dod9vQJumP8D+LiM1WrhdqN6rFgS0HALgafJVChQthX8w+Q7lqdatxZNdfAOzfvJ/ajesAoALWhQoCULBQQZ5GP0WboiUqPCr1G9iE+ATu37iPo7NjjjJmhadrVewK276x10/Pw7cmf20JAuBm8DUKFS5EERP1VqluVU7uOgbAn1sO4tGoJqD/RvKF/Nb5MW5VV09eJi76aY6zuafLZl24EHavyfbXloO4G7JdP32VZ7HxANw4cw17l5f7zd7ZEdf6Hhza8Ee2c73jWo7Hd8OIMPTRM9uPUrVRjTRlqjaqwclfDgNwJ/g6BW0LUdipCLGPo1OP/CbGPyfs5kPsnB2yncGUkq5libwbRtT9x2iTtVzYfpwKjdL20QqNPDhrGDseBN+ggK01NunGjnc/qELU3XBiHj4xPKKS30bfNwoUtuZpWHSWM7k2qsGxX4IAuBV8HWtba+xMjFUV6lbhtGEfHt0ShKthH75q+xdtz8LSAgtLC14MaSE3H6Ye9c2qN9UPosOjUr9BeR7/nEc3HuBQPHvjR03fWgRtOQjAtVeMbVXrVuPYriMAHNxygJqNagFQr2U9ju85xpNH+v0ZExGTus1zozq0tLLM9ryQl8ePvJrNw7cmfxr25w3DuGYqV+W6VTmx62hqLk/D/jTOVcC6QGqut8qV5EbwVZKeJ6HT6rhy4hKejWtlK5t7oxoc+eUQADeDr2NtW8hkf61Ytwp/p465Qalj7tOIWG6fv4k2JSVN+RLlSnIz+Fpqtn9OXMKjcc0s53rb8LnoxZgbvP0oVdJ9LqrSyJO/DWPuXcPnosKG7EnPEoGMY8W/5U22tcR0fTS74WsYjR/Xg69m2t6qGI0fQUbjR2YK2hSkYq3K7N+wD4CU5JTU+TYrSruW40m6ebRaunm0WibzKMDNk1d4FhOX4XWLvevCjRP6Bdc/f13AtWn2+oApHzSqy++b9f/Py2euYFPYBodiGeftG5duEPogLMPjl05fJs6Q9fKZKzi5OGX5vcu4luPx3VCe3A9Hm5zC39uP4Jqu7bs2qsFxQ7+9ZdRvX7VtaA7mydfJk4sqc1AUpTSwBzgBuAHXgK7AZcBTVdUniqJ4ArNUVfVWFGU8UAIoDTxRFGUv0BrID5QBflJVdYLhtYcCPQ1v9YOqqnMVRSkEbAJKAhbAJFVVNyqK4gHMBmyAJ0B3VVVDcvJ/situT8yjiNS/Y0IiKOVaLl0ZB6KNykSHRmLn7MDTx9GgqvReE4iqqpz4aT8n1h9ILdfYvx0eberx/OkzlnbI3lHfws4OxIa8fM/YkEjeciubpoytswOxRrliQyOxLW7P42sP8AloR8EiNiQ/T6KcjyuPzus/sDmUceHtmhXwCWhHSmIy+6b8RMj5rJ/u8IKjsyNPQp6k/h0RGoGjsyNRRqcuF7YvTFxsPDqtTl8m5EnqQnPnyh18vXwMq06tpmChgszoPz3DB7ViJYtRtvK7XA3O+mkreZ29swMRj17WW2RoBPbFHYg2qjcbe1ueGdVbZEgE9kYLdM/GtWg3vBOFi9oxq8eUfzVbZLpsDsUdiHlNNgcTBw+82zfkfFBw6t+dx/Vkw9TVFDAsurKjSPr+FxLBOxn6qH26PhqBnbMDsY9fLuwcSjrxVqUy3D378vSgj7o1pkabety/cItfJ68hIRuTvW1xhzRjR2xIJCVd0/bRwunLhEZS2NmeOKNcVZvX5vy2o6l/75qwhq6rR9B4VEcUjcKythOynKlIcUcijd4vKjSSIs6OxBi9n429LQlG+zAqRN8GX7e9otEwZsd0ir3jzME1v3P77PUs50rvv+gHRUs68U7lMtw8ey1b2RycHXny6HHq3xGhETgUTzu22drbEp9mbItIHdtKlHkLCysLJm6YQkGbguxcsZ2gX/QfVjUaDTN3zMa5tAt7Vu/iejaz5fXxIy9ms3dO26ZN5cq4P59kyNV+eGcKF7VjpiHX/Wv3aBfQCZsitiQ9T8TVx4Nb5zOeevjKbMVN1JmJ/vosk/6amQdX7/GJf0cKGT4DVPdx5/b5rJ1uDxnH3JiQSN7O4uei2MfRKBqFYTumUfQdZ/5as5d7Gcbcj7h/4RZbJ6/N1pj7wptsa4pGw+QdMyle2pl9q/dwM5vjnKOzIxFG40dkaASOxR1f097SzqPl3d9n1u55RIVHsmryCh5cv0/xt52JjYih/6xBlK5UhpsXbvDj+GUkJiRmKZddcQeijMf2kAhKp9unRYrbpykTHRpBkXTzaHoh1+5T1deTC/tO4e5XO81B6Zxyci7KY6M6fBzyGCfnokSGR2b7tZq1b8rJgyezXL5IcYe0c2BIJGVc30tTxj59GUM9ZWVbU4qWKsaYnTNIiEtg66z1XP/7nyxllW9O03of+F5V1WpALGD6fM6XPICWqqp2NPxdE+gEuAKfKoriaVhs9gBqAbWB3oqiuAFNgEeqqlZXVbUKsEdRFCtgAfCJqqoewAog57OYomR8LP2BMhNlXiykvms7nnkfj2J59+nU6dqIMjUrpJb5fdYmptb9iuCtR6jbrXGOI6Z/z1dGV1We3HjE0SXb6bRuJB1XjyDs8j10KfpBUGOpoYBdIVa0GscfU3+i7XcDMr5IlmReJ68oklrGzcud25dv0c2zK4OaDKTvxL4UNFq4FLAuQODSUSybsIyEf+H6hbxCeUVbelUZ46O3p34/wfAGA5nTezqfDMv6KZ9vKlv6MhXrVKHeZw3YOG01AK71PYiNiDF5TVAWg5l4z/RFXl1n+azz02vxUH6ZuCr1epi/1u5jYr2BzPAbQUx4FK2/7pLbWFnuoy9YWFnwfkMPLu06kfpYzc4N2TNpLd/WHcjuSWtpNb13rjKZqKxMM71qe1WnY6JfAAF1vqBM9XKUKJ/z0+3fdD/Ib12AQUuGs3biimyPH1nbr5nn11haULZKOab0mMjELuP4ZOBnuJQpAYBOp2OY32B61+5JOdf3eLv829nM9r83frzpbLntEy9y+TcYwOze3/CpIdejGw/YvuQXAteNY8Tqsdy9fAdtijb34XIw5qYXcvMhO5f8xvC14/BfNYZ7V+6g02YjWxbq7FX9RNWpzPIbyfg6/Xi7elmcy+tPbTyydh+T6w1klt9IYsOjafl156xnSvPeb66tqTodo/2GMbB2b8q6lqNkNvvoqz73ZCX/rYs3+bLu5/g3HcSulXCxF0UAACAASURBVDsYsUx/uZiFhQXvVinL3rW7CfAbTOKz57Tu90nWY+Xys25m1g1fQr0ujRi+fRr5bQqm3rsgV3KQwxTXutXxa9+EpVN+yM1bZ3G8yOK26cSERzGi7pdMajacTZNW8fm8QVk+iC/fnKZ1X1XVI4Z/rwUGvqb8NlVVjT8d7FNVNQJAUZRfgA/Rd5FfVVWNN3r8I/Tf0s5SFGU6sENV1T8VRakCVAH2GTqbBWDyW1NFUfoAfQAaOXhS3bZchjIxoZHYlXh5pMfOxTHDjYtiQiMoYlSmiLMDsWH6Mi/KxkfEcun3vylVvSy3T6Y96hG89Qg9Vwxnn+GmAFkRGxpJYaMjUIVdHIhLd3pfbEgkhY1yFXZ2IC5cX+bsxkOc3ag/7cAnoB2xoZGp2/yz528AHp27hapTsXaw5Vnk60+Z8uvajMYd9Ivs6+evU9SlaOpzjs6ORIalPaoVGxmLTeFCaCw06LQ6HF2KppZp+GlDNi/W10fI3RBC74dRsmwprp+7hoWlBYFLRxH0axDH9hzLQm3lbQ27NsGnvf56klvnb+BY4mW9OTinPaIK8DQyFmujenNwcSQqLOMRw6snL1PsHWds7G2Ji8rZKW8NuzbB2yibQ7psUdnMVqrCO/Sa3o9Z3SYRF60/raa8ZwXcG9agurc7VvmtKGhrTd+5g1gyeF6WMkan738m+mh0aGS6PupIjKGPaiwt6LVkGKd++4vzv788gvr0ycvTLY9tOECf5SOylOeF2HRjR2EXB56Gp+2j6ceXws4OaU7Tfc/blZCLd4h/8vL0ete2H7Frgn5hf2nnCVp+8+rFqU+XJnzUQX8t1Z1zN3EoYXw6tQPR6dpOXGQsBY32ob3LyzYYFRrx2u0TYp9x9fglqni58eja/VdmM/Zf9QMLSwsGLQng6G+HObXnRIbypjTp6odv+0YA3Dh/naIlnAD9qWr6M0Iyjm2F0oxtL8e/iJAnPI2MJTEhkcSERC6fvETpimUIuf3ylK5nsfFcOnYRN2937l27lyfqLSfyajbfrk3T5DJu05mNa4XSzVXp2z3AP4Zctva2PI16StDG/QRt3A/AZwGdiAiNyLBNeg26NMGrQ0MAbp/T19mL7+YcnDPWR/o6M+6vr3J4034Ob9Jn+ySgI5Ehr8/2Qvrx1M4l7Rk0psoYfy564XnsM24ev0wFL1dCrz0gLt2Y23v58Cxn+q/b2rPYZ1w5dolq3m48eE0fbdLVjwaG8ePm+es4Go0fDs6OGb7xMzV+vMhmfDAt+OBpLCb1xdbelojQJ0SEPEk92+L4rqO06tf2lbmMRYdGYG88trs4mtyn9pnMo5kJu/mIRV31NzgsVsaFyj5uWc5krFW3Fnzc0Q+Af85dw6nEy1NxnVyceBKW9fYL8G7FMgTMGMaILoHERmf98rWo0Mi0c6CLA9Hp9l/GedKRmLBILPNZvnbb9FKSUkj5f+zdd3yN9/v48dd9koiQRAYZSu09kli1k9iiVNEqaqsqaiZqtKL2Kq1ZVKlRo/TToqittWLFCrU3SUhEQvY59++Pc4uTKUM/x+f7u56PRx/lnPd9zuV939f7fV/3OonGfaU7F27w6E4YrqXcUx6YlBU5c5pa2sMAKpDMy37Kn+b9tNdsZLR8RscbUFX1CsYzr+eBaYqijNfahqiq6qn9V01V1RaZLL9UVdVaqqrWyqgwBbh39jqFS7rhWKwIFlYWeLStx8Xdp1K1ubj7NDU6NALgba+yxMXEEvMoCisba6wLGv+5VjbWlGtUndArxhvUC5d0S1m+crOahF/P2bXmD87ewKmUGw7Fi6CzsqBK27pcSRPXlT2nqd7RGNdbXmWJj4lLKU4LONsDYF/UmYqtahPyu/Gywcu7TlGyfmUAnEq5YWFlma3CFGD7qj8Y2noIQ1sP4difR2nS0fgQlQpeFYiNiU034QOcO3qeBn4NAWjaqSlBu44B8OjBIzwaeADgUNiBYmWKEXbHeFP7kFlDuXvtLr//kP4Jaf+L9qzayTi/kYzzG8mpXcdp2NEHgDJe5YmNic1wR+Pi0QvU8TPen9uooy+ndxsPKLiWeLldlaxaGksry1zvWL6I7Uu/kXyZSWxpJy+ASyaxNTSJzbloYYYuGcWS4d8RevPl8aKNM9cytO4njGg4gIWfz+HikfPZLkwB7py9TpGSbjhpOVqjbX3O7z6Zqs353Sep06ExACW9yhEfE5tyKVLXGQMIu3af/ctTP/zL3uTeruota/MwB4UWwP2zN3Aq6YaDFle1tnX5J02OXt59Gk9t7Cj2IkdNL+ltV4/zW4+kWiYm/Akl61YCoHT9KkTeSv2wh7T2r96Z8jCF4F3HqdfBx7isVzniYmJTXSKYEtfREGpq67B+Rx/O7DKuwzO7T2a4vK2TPTb2BQCwss5HpQbVCb1+PzvdlOK/lQf9Zg7iwbX77Pgh/ZOTM7Nz1XZG+g1jpN8wju8KwqejLwDlsxjbLhw9Tz2/BgD4dmzCid3GQvj47iAq1amMzkJHvvz5KO9ZnvvX7mLvZE8B+4IA5LPOR/WGHtl6oMmbPn68ibHtXrWDsX4jGOs3gpO7gmikrc+yXuWJyyKud/zqp8R1cvfxTOOK0eKydy4EGMe+2q3qcvT3v18Z297VOxnv5894P39O7zpOgw7eAJTJIl8vHb1A7ZQx14fTu159maKdtg/gVLQwNVvV5diWQ69c5oW7acZcr7b1CUkztoXsPkVtbcwtoe0XRT+KoqCTHflTxgoryjeolrL/k5cx97+xrdk52VPAZJyr2rB6th7it3PV9pQHGJmOH+W08SOj2EJMxg8fk/HDwaSPynqUQ9HpiHkSQ9SjKCIePqZoaeNDjKo18ODe1ez3321tnTqbzKPnXjGPxpnMo5mx1bYzRVFoObgDh9buznZMpn77aQv9Wg6gX8sBHNp5mJadjAciKteoxPOY5zm6pNelqAuTlk1g6tDp3LuZs3nq1tlruJR0p3AxFyysLKndtgFn0/TT2d0nqavlrek8mZ1l07J1skfRGcunwsVdcCnpzqM74dmKVcnN6eT/i7R7Tm8C9VVVPaooyjLgH6A18I2qqjsURZkLeJncc/pMVdXZ2vK9gKkYz3zGYbx3tQ9gAFZivKRX0V7vDoQBkaqqxiuK0h7oBXyI8R7X7loMVkB5VVVDsop9VMkuma7Eij6etB3fA52FjhMbD7Bv4W/U7WY8snlsrfEBLu0n9qaCtweJcQn8ErCEe+dv4FTchR5LRwCgs7DgzO+H2bfQWFB1XzyMIqWLohpUntx/xK/jlqc7qghgp2Z+7KOsrwcttJ+pOLvxIIcW/E6NbsYzJKfXGo+ItprUizLe1UnWfkrm4Xnjw196/vIVNo52GJKS2TV5LbcOG7tHZ2VBu1n9ca1cAn1SMnum/MytIxcz/P7j6tMMX39hwKQB1PCpafwpGf9vuabdbxO4cgLzv5hHZFgkrm+7MmrBF9g62HIj5AbfDJ1NcmIyTq5ODPtmGI4uTiiKwqZFv3DgPweoXLsyMzbP5Oalm6gG4ypbNXMVp/anTvBfT8/LMrbsCgiczongc0RFRePs5MDAvt3p2DZvl2D3rumf5fs9J31CdW/jo9qX+i/gpvbTG/4rx/HDqEVEhT+hSHFXBi/QHoEfcpPFw74lOTGZdwe8T8OO3uiT9CQmJLJuyk8pP7cwaN5wKtWriq2jHdGPn7J57noOakf1X8jwKFCa2KppsS3LIrZBWmy3TWLrO2MgtVvX5fE9470ier2ewLapj4xXrFsFv/7vpfspGUfFKsu4Kvt40mF8T3QWOo5tPMCuhf+hgZajh7Uc/WBiHyp5e5AYl8jagMXcPX+D0rUqMGzTRO5fup1yWdCLn4zpPmcQb1UuiaqqRN57xIaxyzKciB2yuHimnI8Hrcd3R2eh4/TGg/y18HdqaTl6UsvRNhN7Uc67uvGnZAKW8EDLUav8+Rh5dB5zGw8nIebl0fK3a5XHL7AHOksdyQlJbP1yBQ+1n4hK6wHp7zfqOrEfVb09jY+4D1iU8tMuQ1eMZeUXi3ka/oTCxV34dP5wCjrYcifkFj8M/45k7SFpGS1frGIJ+nwzGJ1Oh6JTOPHHEbbNM1754NWyDl0m9MXOyZ646OfcuXSLb3tMJl41ZNpv8O/kQflaFRm/eSp3Lt1KGT82zlrL2f2nU313LFlfevbJpE/x8q6h/ZTMPK6fN45t41aOZ9GoBTwJj8S1uCsjFgQYf0om5AbfDvsmpQ/f+/R9mnzQFNWgsmf9brb9uIUSFUvy+Zxh6HQ6dDqFw9sO8cu89D9TUeAVF2uZc/x4FXPFZkh3zDu1XpP64+HtRUJcAkv856fENWrllywdtZCo8Ce4FHfl8wUjKaiNawuHzSU5MZm2A96nUUcfkpP0JCUk8vOUn1J+Smb8L1OwdbRDn5TMmskrCDl8Pt13WylZn9/oPrEf1bXYfghYyC0tthErxvHjFy/7bKCWr7dDbrJEy9dCRRyYsGUmNrY2GFSVhOfxjGk+lPhncYzdOMkYW7KedZNWcvFI+ticyHzcreTjSXttzA3auJ89C3+jvjbmHtHG3I4Te1NRGyvWB3zP3fM3cK/4Nl2/+UwbK3Sc+eMou+b9CkC3OYMoWrkEaGPuL2N/yLT4eaQmZtlv/8a2VrxiCT6d83lK7EHbDvPbvF/SfXf8K8aPfpM+xVMbPxaZjB9jV45nsTZ+uBR3Zbg2ftwKucF32vjRqmcbWn7cGn2ynsT4RH6avJzLp4x5ULJyKT6bMRhLKyvC7oSy0P87npvcs+umZH05aGUfTzppPw90bOMB/lz4Hxpq6/SQtk4/1ObRpLhE1gQs5o52Bq/XvCGUq1s5JQe3z/2Foxv349O7NY27G88PnfnzOFtmZPzzWBeSc3bmc+jkz6njU5uE+ARmjJjF5XPGM8bTV01hVsAcIsIi6NCnPV0+64xTESeePH5C0P7jzAqYQ8CsETRu3Yiw+8aHJemT9XzaZlCm31XOMvUDq6r6ePHR+F4oFjoOb9zP9oW/4t3NWCwf1IrvrhP7UsXbk8S4RFYGLEw505nRsvBinuyDrTZP3r10i297TKFGq3d4b0Rn9Ho9Br2BLXM3cm7vywNBy279kulumxSnGq043Q78BdQHrmIsImsCyzEWk0EYH46UWXHqBxQEyvLqByK1BGZhLF6TgM9UVT2pKIonMA8ohPGy629VVc3y+ctZFafmlFVxam6vKk7N6XUVp/+GVxWn5vSq4tRcXlWcmlNWxam5ZVScvileVZya06uKU3N6VXEq0ntVcWpOrypOzSmr4tTcXlWcmtOrilNzeVVxak45LU7/m9IWp2+SrIpTmSlSM6iqOiDNa38D6X4MSlXVCRksH66q6uAM2s7B+ARe09f+BP7MoO0ZoHEOYhZCCCGEEEKI/3lv7mEvIYQQQgghhBD/35AzpxpVVW9hvF80t8uvxHhvqRBCCCGEEEKIHJIzp0IIIYQQQgghzE6KUyGEEEIIIYQQZifFqRBCCCGEEEIIs5PiVAghhBBCCCGE2UlxKoQQQgghhBDC7KQ4FUIIIYQQQghhdlKcCiGEEEIIIYQwOylOhRBCCCGEEEKYnRSnQgghhBBCCCHMTopTIYQQQgghhBBmJ8WpEEIIIYQQQgizszR3ACLv7qpx5g4hQz98bGXuEDLVc82be1ymd01/c4eQqRWnZps7hEyNr/WluUPIVBiJ5g4hQxujzpk7hEy1dqhs7hAypZg7gCwUU2zMHUKmuiYmmTuETK3Ll8/cIWQoVI03dwiZesfw5m5rV3Vv7rbWL97C3CFkaqPNm1kWvP9m7uYC8Ci/rblDyJSX3trcIeTKm7uHLoQQ/we8qYWpEMLoTS1MhRDi/0dSnAohhBBCCCGEMDspToUQQgghhBBCmJ0Up0IIIYQQQgghzE6KUyGEEEIIIYQQZifFqRBCCCGEEEIIs5PiVAghhBBCCCGE2UlxKoQQQgghhBDC7KQ4FUIIIYQQQghhdlKcCiGEEEIIIYQwOylOhRBCCCGEEEKYnRSnQgghhBBCCCHMTopTIYQQQgghhBBmJ8WpEEIIIYQQQgizk+JUCCGEEEIIIYTZWZo7APHv6zmhH56+NUmMS2Cx/zxuXbiRrk2R4i4Mme9PQQdbbl24wcLh36JPSk55v3T1skz6bQbfDZ7N8e1HsbK2YvzGKVjls8LC0oKg7UfYNHd9rmO0KOdJvja9Qacj+eRekv76LV0bXanK5GvTG0VngRobQ/wPgSiFnLHuNBjF1gFUlaQTe0g+uj3XcWSmz4RP8PKtRWJcAgv8v+VmBn3oUtyV4fP9sXWw48aF68wfPpdkrQ+r1K1Kr/H9sLSyJDoymsDOY3MdS/cJffH0rUFCXAJL/Rdkuj4HzR+BrYMtty7cZPHw79AnJVOjeW06jeyCalDR6/Ws+fpHrpz8B4BPZg3Cs0ktoiOeMqbFsFzHlx1fTp3DX4eP4+TowG9rvv9XvwugvHd13h3fA52FjhMb9nNw8dZ0bdoG9qCCryeJcYls8v+eByG3AMhvX4AO0z/BtUJxUFU2j1rKndNXaTqsI7U/8uV5ZDQAu2Zu5PKBM9mKp2tgH6r5epEYl8hy/wXcCbmZrk3hYi4MWDCcgoVsuR1yg2XD56fkZGbLN+/7Lo07N0VVVe5fvsPygIUkJySlfGbLT9rReVwPhnj15tmTmBz1IcDkGWNp2rwxcXHxDB04lvNnL6Zrs3DpTDy8qpKclEzw6XMEDJtAcnIyAz/vQ4cP3wXA0sKSchVKU6VMA6KinuY4jhd9UN23htYH87mdRR/aFrLjdsgNlg6fhz4pGbcyb9F31iBKVCnNr7N/ZueyLSnL2NgXoPf0gRSr8DaqqvLjqIVcP30lR7F1n9AXD5McvZ1FjhbUcvR7LUfrt29MmwHtAUiIjWfluKXcuXQLgFZ938X7o2agwt1/brMsYAFJJuv3VSp5e9BhfC90FjqObtjHnsW/p2vTMbAXlX29SIxLYK3/Yu6F3MTB3ZnucwZhV8QB1WDgyLq9HFyxA4CilUrQeUo/rAvkJ/LeI1YNm0/8s7gc9VdahXy8KDmpD4pOR/i6PTxY8J9U7zu2rE2xgC6gqqjJem4H/kjMceM4VnrOIByb1SLp8VPONXk941hFbw86jO+JzkLHsQ372LN4S7o2HQJ7UtnXi6SUfruFpbUVQzYEYmlthc5Cx9kdQeyYuwkAvxEfUq15TQyqyrPH0az1X0x0+JMcx9ZrQj+8fGuSoM3vGc1NRYq7MHS+P7YOtty8cIMFaeb3MtXLMvm3GXw7eDZB248CUMC+IJ/OGETx8m8DKosDFnD19OUcxwdQwrs63hO6o1joCFl/gJOLUo+/jmXcaT67P0WqluTorF84vTT1HK7oFD7aNonnYU/Y0vubXMVgqpK3B520PDiyYR+7M8iDToG9qKLlwWqTPOgxZxD2Wh4cXreXA1oeePnVxW9YJ1zLvsXs98Zx53z69ZBTTr6elJ3cG8VCx8O1e7kzP/V+kUvHhrw92DhW6J/Hc2XUMp5fvA3AW5/4UfTjpoDCw7V7uLc07/tFlb09+GC8MZ4jG/ayK4N++yCwN1W0PFjlv4i72rj88czPqNakBjERT5nc0j+lfd8Fw3ApXRSAAvYFiI2OZZrfqDzF6eTrQfnJvVAsdDxYu4/b81PH6dqxISUGtwOM/XZ51HKeaf1W/FM/inZtAsCzS3e4NHQxhhyMsdmRl5ytXLcqAcvGEH43HIDjO4+yed7GPMdU3Kc6DSd0R2eh4+K6AwSnyVGHMu40+caYo0GzfuHMkpfb08dH5pL0PB5Vb8Cg17Opzfg8xyNnTt9QiqK0VxSlcl4/x9O3Jm6l3Bnu/RnLxiyi7+QBGbbrOron25dvYYTPQJ4/fYZv52YvY9Hp6DqmB2f/ernjnZSQxOQu4xndejijWw/Hw7sGZb3K5y5IRUe+tn2J/2kKcd8Nx6J6A5QixVK3yV8A63afkLB6BnHzRhC/TpugDHoSd6wi7rvhxH0/Fqu6LdMvm0devjVxL1WUz70/5fsxC+k/+bMM2308uifblm/hc58BPH/6jCadmwPGSb7f5AHM6DeZ4c0H883AGbmOxcO3Bm6l3BnpPYjlY76n1+T+Gbb7aHR3di7fir/PYJ4/fYZP56YAhBw+z9hWIxjnN5JlAQvpN2NgyjJ//bKfWT0n5Tq2nGjv15zv50z+r3yXolNoN7E3K3rNZG7zADza1cel7Fup2lTw8cS5lBuzfUbwn7E/0H5Kn5T32gb24MrBs8xt6s+81qMJv3Y/5b3Dy3cw328s8/3GZrswrebjhWspd8b4fM5PY7+nx5SM1+EHoz9m1/JtjPH9nOdPn9Ooc5Msl3dwdaJZr9ZMbPsF41uOQKfT8U7bBimf5+juTJVG1Xl871H2Oi6Nps0bU7p0CerVaIX/0EBmfJPxBPTrL9toWNsPn/rtyJ8/P916dAJg0fwfadaoA80adWDKxDkcPXwi14VpdZ8auJZyZ7TPYFaOXUz3TPuwO7uWb2O0rzEPGmt58Dwqhp8nLE9VlL7QLbAPFw4GM7bpEMa3HsmDa/dyFJuHrzE2f+9B/Djme3pnkqOdtRwNSJOjj+6GMeXDrxjXagS/zfuFPtOMY7ajqxMterdh/LujGNNiGDoLHXXbNsx2XIpO4YOJffi+1zSmNh9BzXYNcEuTB5V9PClSyo1JPkPZMHYZH07pC4AhWc9/Jq9marMRzHn/Sxp1b5GybJfpn7J1xs9MbxXAuT+P06R/2xz1Vzo6HaWmfsI/3SZz1mcozu81wqZc6jH96d/nOd9sBOebj+TGiIWUnv1yHHu0YT+Xur2+cexFvy3pNZ1pzUdSo10DXDPsN3cm+wxj/dhlfDClHwDJCUks6DqJma2/YKbfaCp6e1LCqywAe5duZUbrL5jlN5qQfadpNbRDjmN7Mb8PfcX83k2b34dp83uTV8zvAL0C+3L24GlGNB1MQKvh3M9hHrz8fAWfyT35redMVjcdRfl2dXEqVzRVm/io5xwMXJ2uKE35d/ZpxZNrD3L1/RnF8+HEPizqNY3Jr8iDr32Gsm7sMj4yyYNfJ69mcrMRzH7/Sxqb5MGDy3dZNuAbrh+/9FriRKej3PS+nOs6heONhuPyfgMKlE+dB/G3wznTPpCTvv7cnrOJCt98CkDBisUp+nFTTrUaw8km/jg3r4lNKbc8haPoFDpP7MuCXlOZ1Hw4tTLotyo+XriUcmOCzxDWjl3KR1oeABzbdIAFPaem+9zlg79lmt8opvmNInhHEGd2BuUpTnQKFab34UzXaRxrNALX9xtQsHzqOONvh3O6/dcc9x3FrTm/UvGbTwCwdnOkeL/WnGg5hiBvfxSdDtf29fMWTxqvI2cvnbjIF37D+cJv+GspTBWdQuPJPfmjx0zWNRlFuffq4pgmRxOinnMocDVnMsnR3z+cwsZW415LYQpSnL7J2gN5Lk5rNq/D35sPAHAt+AoF7Avi4OKYrl2V+tUI2n4EgL8276dWi3dS3mvVqw1BO44S/Tj1jmRCbDwAFpYWWFhZoKpqrmLUFSuLITIU9Uk46JPRnzuMZaVaqdpYejQkOSQI9elj4wvPjWer1JgoDA+0MyaJ8Rge3Uexd8pVHJmp3fwdDmzeD8DV4MuZ9mHV+tU5uv0wAAc276OO1oeN3mtM0M6jPH5gjD06Inc75GBcn4e09Xk9+AoFM4mlcv1qHNeOgP+9eT81W9QBXq4zAOsC1piuscvHL/IsKudn03Kjlmc1Ctnb/Ve+q7hnWSJuh/Hkbjj6JD1ntx6lUouaqdpUalGT4F//BuBu8DXy2xXArogD1rY2lKxTkZMbDgCgT9ITHx2bp3i8WtTmyK/Gz7sRfJUCdgUoVMQhXbuK9atyUluHRzYfoIa2DrNa3sLCgnz586Gz0JHPxpqosJdnYrp81Ytfpq0GcpenLf2asHG98Qj06ZNnsS9kj4trkXTt9u7+K+XPwafP417UNV2b9zu24T+bcn8k39gHB4EXfVAwwz6sZNKHh036MCYimpvnrqNPTk7VPr+tDeXrVOavDXsB0CclE5fD9V0jTY4WsC9IoVfk6KHN+1Niu3rqMrHRzwG4dvoKju7OKcvo0qzfJ2GR2Y6rhGdZHt0OI0LLg9Nbj1CtRe1Ubaq1qM3xX43r71bwVWzsCmJfxIHoR1Hc086AJDyPJ+z6fQq5GcdZ19LuXAsy7pD/c+g8nq3fIS9svcoSf+shCXfCUJOSifj9EI4t66RqYzAZx3QFrFNt0jFBF9Hn4qqAzBj7LTRNv6Wen6q2qMUJrd9uB1/Dxq4A9tr2mBibAGjzpKVFSqwJJmeX8xWwJjfTZ+3mdfhL29auZjEfVKlfjWPa/H5w835qm8zvrbX5/anJ/G5ja0Old6qwb/0ewJgHL7bJnHL1LMPTW2FE33mEIUnPla3HKJ1m/I2LiCbs3A0Myfp0y9u6OVGqqScX1h/I1fenVdKzLI/T5EH1NHlQPZt5EHr9Pg5aHoRdv0/4jYevJUYA+xplibsZSvztcNSkZMJ/O0zhVqm3u+iTV0h+alwv0aeuYq2NFQXKvUX0qasY4hJR9QaijlyksF+ddN+REyXT5MGprUfwSNdvtQgy6bcCWr8BXDt+iedPn2X5HTXb1OPklsN5itPYb2Fav+kJ++0IhVuljvOpSb89Nek3AMVChy5/PhQLHRYF8pEQmvOrGbLyOnL2dXNJk6PXthyjVAY5Gn72Boak9Dn6b5DiNAOKovymKMopRVFCFEXpr732TFGUGdrrexRFqaMoygFFUW4oitJOa5NfUZQViqKcVxQlWFEUX+31XoqiLDD5/G2KoviYfO4URVHOKopyTFEUV0VR6gPtgFmKopxRFKVMbv8tTm5ORGhFEUBkaAROrqmLNztHO55HP8egNwAQ8TACJ23AdXR1XC4wvQAAIABJREFUonbLd9iz5s/0/aTTMW37XJac/onzf5/l+pmruYpRsXdCfRqR8nc1OhKlkHOqNjrnoig2BcnfdwL5B87A0rNx+s9xKILOvRSGe7mLIzPObs5EPHh5tikyNAJn19TxZdyHxjbupd7CtpAtX6+fwoxtc/Du4JvrWBwzWJ+OadanraMdsSaxRD6MwNHtZby1Wr7DzL3z8F8xjmUBC/i/zt7VkacPXm5f0Q8jKZSmzwq5OhL14OWO/tPQSOzdHHF624XnETF0mv0pn/8xlQ7TP8HKxjqlXb2eLRiyYzodZ/Ynv33BbMXj6OpMpEk8kaGRqdYPZLwOHVydslw+KiySncu2MOvIYuYeX0ZsTCwhf58FwLNZLZ6ERXL30u1sxZgRd3dXHtwPTfn7wwehuLu7ZNre0tKSTp3bsX/voVSv29jkx7dZQ/7YsivXsTi4OhFpkgdPQiNe2YdPTPowM0XediUmIpq+swcz4Y9Z9J7+GflM1nd2OLqlji2jMTej9euUJn4An4+ace5AsDH+sEi2L/2db48uYf6J5cTFxHJBW7/Z4eDqRJTJdhP1MIJCrql3iox5YNImNCKlCH3BqVgR3qpcittnrgHw8MpdqjU37jR7+dXFwT39vyMn8rk5k2gSQ+LDCPK5p19vjq3eweOveVRcNY7rI/69caxQun5LP36k7dunoZEp/aboFAK2T2fKqaVcPnQ+pd8A2vh3ZsKRhdR6ryHb5+T8DEja+SAik/k9/baWen7fnWZ+d3nbjeiIp3w2ewjTt8/h0xmDsM5hHrxg6+ZIjMnY+uxhJLau6XfGM9N4wsccmroO1ZC7g2ppFXJ14onJunqSQR44uDqmahMVGpFShL7gVKwIxSqX4pbJ+nydrN2cSDCJIeFBJNYZjBEvuHdtQuQ+41jx/J+7FKpbCUtHW3Q2+XBqVgPrtwrnKR6HDPstfR48STMup+23zJStU4nox095dCv01Y2zkN/NifhU/RaBtVvm21vRrr5E7DNeNZAQ+oQ7i7fR4PQiGp5bQnJ0HJEHz+UpnrTymrMA5WtUYOaOuYz+6SuKlSue55gKujnyLE2OFsyiz9JRVdquHU2nPyZRuWvu929NSXGasT6qqtYEagFDFEVxBgoCB7TXY4DJQHPgfWCittwgAFVVqwFdgJ8URcn/iu8qCBxTVdUD+Av4RFXVI8AWIEBVVU9VVa+nXUhRlP6KopxUFOXktWe3Mv1wRVHSvZbuCG0WbXoE9uXn6atQDYb0bQwGxvgNZ1DdfpTxLEex8m9nGkeW0n99+iAtLNAVLU38qmnEr5yMlW8nFGf3l+/ny491V38S/1gBCXm73yk78aU9S5xxPxvbWFhaULpqWab2nsjk7oF0GtIZ91JF07XPVihZfE9WbUz78+SfQYxqOoS5n8yg08guuYrjf0o2+iyzHNBZ6ChatSRBa/Ywv81YEuMS8PnMeK9K0JrdzGo8jPl+Y4gJj6LNl92yGU/6l3K0DjNZvoB9Qbya1+aLRoMY8U5/rAtYU7d9I/Llz8e7gzvy25wN2Ysvs7Cz048mpn8znmNHThJ09FSq11u08uVEUHCuL+nNbiyvyoOMWFhYUKJqafav+ZMJbQJIiEugzWfv/1diS9umUr2qNO7clA3TVgHG2wNqtqjDiIafMaROP6xtrKn/fvqDdFkElsF3vjp200b5CljTd/EIfp34U8p9pWtHfU+j7i0I2DoNa1ubVPcy5kqG80H6l57sDOJs4yFc7jOD4qP+vXEsoy5J33EZNTG2UQ0qs/xGE1hvICU8yuBucmnmH7M3MKH+IE7+fojGPVvmIra8ze+9MpnfLSx0lKpaht1rdjDabwTxsfG8N7BjjuN71fe/SqmmnsQ9jib8/K3cfXeG4WS0stI1St8kTR70WzyCzSZ58NplGGbGHefQoApuXZtwfdIaAGKv3ufOgt/x2PgV1deN43nILdQMzkrnLJ5Xj6c5nSNM1WrXIM9nTbUgst3UsUEVinZtwrVJawGwLFSQwq1qcaT2YA55DMCigDVuHbN/60T2wstbzt68cJ1B9fszqvVwdq7cjv+yMf+dmLLwa4eJ/OL3JX/0mEXVns1wf6dCnmOSByJlbIiiKC/2SIoD5YBEYKf22nkgQVXVJEVRzgMltdcbAvMBVFX9R1GU28CrbsRMBLZpfz6FseB9JVVVlwJLAbqUaJ9qM2reozVNPmoBwI1zV3Eu+vKImZObM0/CU18KFhMZTUH7gugsdBj0BpzdnVMuFytdvSxD5htvXrdzssPTtwaGZAMnd728LyA2+jmXjl7Aw8eLe1fuZCf81P+Wp6nPlCr2TqjRkWnaRKB/Hg1JCZCUgP7WJXTuJdBHPASdBdZdR5J89m/0F4/n+Psz0qqHH021Prx+7irORYsAxkvXnNyciUzTh9FZ9GHEw8fEREaTEJdAQlwCF4+HULJSKR7ezN49NM16tML3I+NmcePctXTrMyrNQzRiIqMpYBKLk0kspi4fv4hLCTdsHe1y9XCc/xXRoZEUKvpy+7J3d0r34JGnoZE4FHXixXnFQm5OxIQ9QUUlOjSSu2eMx4cubA/CWytOnz2OTln++Pp99FwekGkMTbq3onEX4z2FN89ex8kkHic3J6LC0udk2nX4Yj0/CY3IcPnKDavz+G44MdoDmk7vDKJszQrcvXSbwsVc+HrHbAAc3ZwJ3DaTSe3HQFTWfde7X1e69TTeM3rm9AWKvvXyviX3om6EhmZ8/+rILwbiXNiRgI8D0733Xkc//rPpj6y/OANNurfCu4vxvpubZ6/hZJIHL84cm0rbh47u6XMlrcjQCJ6ERnBDuwrkxPaj2SpOm/VohY9JjjqlG3NzlqPFK5ag74yBzO45iWdRxkvhqjaszqO7YSnr98TOIMrVrMiR//xFdkSFRuBgst04uDuny4Oo0MjUbdyceapdGq6ztKDv9yM5+dshzv35cpwNv/6ART2M95IVKeVOFV+vbMWTmcSHEeQziSGfuzOJoZlfvhwTdBHrEm5YOtmRHPn6x7F0feLuxNNX9FshNyeiw1K3iYuO5dqxi1T09uThldT3b576/TCf/vhFysOSstKiR+s0c9PLbc05k/k9s23NdH63d7LDy7cG+mQDV4MvE/EwgmtaHgRtP8p7A3N+TywYz8LYFX151sfW3Ynn2Xzwk3ut8pRqXoOSvh5YWFuRz86Glt9+xp/DFucqFjDmgaPJunJ0d85wfTpmkQefaHlw9s/Xs7+RkYSHkVibxGBd1CnDPChY+W0qzBnAuS5TSX7y8rLZ0J/3EfrzPgBKje2S6ixsbmSn356ERuBYtDBgfHCWo0m/ZUVnocOzZR2mtx2dpxgB4h9GkD9VvzlneGmubeW3qTinP2e6TE/pN6fG1Yi/E05ShHEcCf/jOIVqVyB086F0y+fE68zZOJODIWf2n8Ji0qfYOdoRk4d9uGcPI7FNk6Ox2VhvL8SGGXck4iKiubnzFK6eZXgYlLuHp70gZ07T0C63bQbU085mBgP5gST15SEgA5AAoKqqgZdFfmaHbJJJ3demZ1NNP1fPazhgsHvVDsb4DWeM33BO7gqiUUcfAMp6lSc25nmGO2ghR8/zjp/xxu/GHX05tds46A5t+ClDGvZnSMP+BG0/yo9fLeHkriDsnOwpoF3GaGWdj6oNPXhg8qCYnDDcv4bO2R3F0QUsLLGo3oDkf06mapN86QQWJSuBTgdW+bAoXhZDuPH78nX4DDX8PsmHt2X08bmyc9V2AvyGEeA3jOO7gvDpaLxUoZxXBWJjYjPtw3p+xgfQ+HRswondxgL+xO4gKtWpbLxPLH8+ynmW5961u9mOZc+qnYzzG8k4v5Gc2nWchtr6LONVPtNYLh69QB2/egA06ujL6d0nAHAt8bK4KFm1NJZWlv+nC1OAe2evU7ikG47FimBhZYFH23pc2p36bN6l3afw6tAIgOJeZYmPiSPmURTPHj0l6kEEhUsbz9KXaVCV8KvG7c7O5B7HKi1rE3Yl8weG7Fu9kwl+AUzwCyB413Hqd/ABoLRXOWJjYnn6KH2V+M/REGpp67B+Rx+CdxnX4ZndJzNcPvLBY0p7lSdf/nwAVGpQjYfX7nP/8h2G1erLqIYDGdVwIE9CI/j63VFEZ/Cdaa344eeUhxjt/GMvH370HgA1ankQEx1DeFj64rRr9074NGnIZ3390x01t7O3pV6DWvy5fd8rvzutfat3EujnT6CfP6d3Had+B++UPojLtA8vpPRhg44+nN6V9c5ktNaPbtrTIys3qMaDq69+EMyeVTv50m8kX2aSo2l34gAumeRoQ5McdS5amKFLRrFk+HeE3nx5D1vEg8eUMVm/VRpUy9HDmu6cvU6Rkm44aXlQo219zu9OPc6e332SOh2MZ2NLepUjPiY2ZTvpOmMAYdfus3956gMLts72gPHoe8vBHTi8dne2Y8rIszPXyF/KHeviLihWlji/15An2rb/gnXJl+NYgWql0VlZ/iuFKWTcbxfSjB8Xdp+ittZvJbzKpvRbQSc7bOwLAGBlbUX5BtUIv248KFnE5N9QtVlNwq5n72DlrlU7Uh6GcmJXEI21ba1cFvP7xaPnqavN794dfTmpze+fN/yUzxv25/OG/Tm2/SjLtfn96aMoIh4+xl3Lg6oNqnPvavbnLFNhZ2/gUMoN++JF0FlZUL5tXW7sPp2tZY/M2MiP7wxhRYPh7Bi8kHtHLuapMAW4ra1PZ5P1ee4VeRBnkgfdZgwg9Np99i3P+QG2nIgJvoZNaXfyv23MA5f2DXj8Z+o4rd8qTNUfA7g0aD5xae53tSpsn9KmiN87hP8nb2clb5+9jktJ95R+q5lJv72TSb9lpWLDaoTdeEBUFgehsism+DoFSruR/+0iKFYWuLavn0G/OVPtx5FcHLQwVb/F33+MfY1y6GyMY6xTo6o8v5q7/VpTrzNnTZ+tUMajHDqdkqfCFCD87A0KlXTDTsvRsu3qcjObOWppY41Vwfwpfy7euCoRl3P38LRUn5vnT/i/pxDwRFXVWEVRKgJ1c7DsX0A3YJ+iKOWBtzEeQrIHBiqKogPeArJzZ3oMkOcnxgTvO4Wnb02+/et7EuISWOI/L+W9USu/YtmoBTwJf8K6aav4fMFIPvTvxq2QG+zfkPUOhqOLI5/NGYpOp0PRKRzbdpjgfSezXCZTBgOJW5eTv9c4UHQkn96PGn4PyzrGMxHJx3ejPrqP/soZbD7/BlQDSSf3oobfRVeiIlZe3hhCb5N/8CwAknb9jP5KcO5iycDpfSep4VuTBX8tISEugUUmfTh25XgWj1rAk/BIVk9byfAFAXzk/zG3Qm6wV+vD+9fuEXzwNN/8OQ/VoLJ3/W7u5uIMM8CZfafw8K3BN38tIlH7mYoX/FeO44dRi4gKf8L6aasZvGAEH/h35VbITQ5sMD7YonbrejTs6I0+SU9iQiILBr18LP+gecOpVK8qto52zDu2jM1z13NQezDM6xYQOJ0TweeIioqmafuPGdi3Ox3b5vyytuww6A1sGb+SPqtGo1joOLnxAOFX71Onm/FM5vG1e7m8/wwVfD3xPziXpLgENgUsSVl+64Sf6PztICysLIm8G84mf+N7rcd0wb1yCVQVntx7xG9jl2crnnP7T1PdtwbTDy4gMS6BHwMWpbw3bMVYVn6xmKjwJ2yavppP5w/n/ZEfcSfkFn9v3Jvl8jfOXOXkjqME/jELfbKeOyE3Obgub4WCqT27DtK0eWOOBf9JXGw8wwa9/DmktRuXMGLIl4SFPmLm3EDu3X3Att3rANi+dQ9zZhpj9Hu3GQf3HSE2Nm+Xwr3ogxkHF5IYl8DygIUp7w1fMY4VXxjz4JfpaxgwfzgdRnbhTsjNlD60L+JA4JaZ2NjaoKoqzfu8y7jmQ4l/FseaCcvp/+1QLK2seHQ3jOX+Obuf8ey+U3j61mC2lqPLssjRQQtG0Mm/K7dDbnJQy9H2Qz/E1tGOnpOMT/nV6/UEth3F9TNXObH9KJP+mI1BbzCO0z9n/75dg97ApvE/MnDVWONPomw8QOjVezToZjwbfXjtHi7uD6aKrxfjD35HYlwiawOMhUDpWhWo07Ex9y/dZtR249PGt81cx8UDZ6jZrgGNuhvPCpz98zjHfjmQo/5KR2/g1rgfqPjzeBQLHeHr9xJ35S4u2neEr96Fc5t6FO7kjZqsxxCXyNXPXo5jZRcNx75eVSyd7PA6uYx736zn0brcj2MGvYHN41fwWUq/7c+w3yr7evLVwe9IjEvg5wDjz2MVcnGk2zefafOkjuA/jhKyz7jT1/aLLriULopqMBB5/zEbx/2Q49iC953Cy7cm3/31fcpPxb0weuVXLNHm97XTVjF0wUg6a/P7vlfM7wArApfx+XcjsLSyJPxOWKrPzglVb+DAVz/RfvUoFAsdFzccJPLKfap9bHz6+Pk1+yhQpBAfbZtEPlsbMBjw7NuKNU2/IPFfuGTWoDewcfyPDFo1FsUkDxpq6/PQ2j2EaHkQePA7kuISWWOSB+9oeTBay4MtWh5Ub1mbDyb0xtbJngE/fsH9S7dZ2CP902mzS9UbuDpmOdXXjzP+lMy6/cRevkfRHsb9ogerdlNyZCcsHW0pP8P4tFk1Wc+plsazj1WW+2PlaIeanMyVMT+kPAAotwx6AxvG/8jgVeOMP0W1cT8Pr96jUTdjPH+v3c2F/cFU8a3B1wfnkRiXyGqTua33vKGUr1sZW0c7phxdzB9zN3Jko/FBkzXbvqZLejH22+UxP+K1fixY6Hi47gDPL9/jrR7G9Xt/1R5KjeyElaMtFWYYn8KsJus50XIs0aevEb4tiDq7p6PqDcScv8n91XteS1wv5DVn6/rVp/nHrTAk60mMT+S7z2fnOSZVb+Dvr36i7Rpjjv6z4SBPrtynipajIWv2YVOkEB/8YcxR1WCget9WrGvyBTZOtrRaZvzJLp2FBVd/P8LdA3m/T1fJ7RNW/69SFMUa+A1jEXkZKAJMALapqmqrtZkAPFNVdbb292eqqtpq95d+D9TEeLZ0hKqq+xXjBd1rAE/gAuAKTFBV9cCLZbXP6QS8q6pqL0VRGgDLMJ6h7ZTRfacvpL2s903xw8dW5g4hUz3XJJg7hEzlf4OPGa04lfeB8N8yvtaX5g4hQ2EkmjuETG2PCjF3CJlq7ZDnh5X/a5Lf4HnTUXlzx92uia/39wJfl3X58pk7hEyFqvGvbmQm9Y27Lm+kq7o3c1sD6BSX/hkeb4qNNtm/Z/O/qWPcmxkXwNL8b+7+pLfhzc3RgXfXZLpS39y9YDNRVTUBaJ3BW7YmbSakWcZW+3880CuDz1QxnlHN6PtMP3cTsEn782Few0/JCCGEEEIIIcT/ArnnVAghhBBCCCGE2UlxKoQQQgghhBDC7KQ4FUIIIYQQQghhdlKcCiGEEEIIIYQwOylOhRBCCCGEEEKYnRSnQgghhBBCCCHMTopTIYQQQgghhBBmJ8WpEEIIIYQQQgizk+JUCCGEEEIIIYTZSXEqhBBCCCGEEMLspDgVQgghhBBCCGF2UpwKIYQQQgghhDA7KU6FEEIIIYQQQpidoqqquWMQebTJvdsbuRKPWRvMHUKm9LyRXQbAYzXR3CFkqpiS39whZGriycnmDiFD39UYb+4QMnVLl2TuEDJleINz9Jo+2twhZKqhztncIWQqXEk2dwgZKqxamjuETN1X3tz54E0+uxHPm7v/UQALc4eQKSsUc4eQIcnR3Dke/8DcIWQqOPRwphvbmzy2CCGEEEIIIYT4/4QUp0IIIYQQQgghzE6KUyGEEEIIIYQQZifFqRBCCCGEEEIIs5PiVAghhBBCCCGE2UlxKoQQQgghhBDC7KQ4FUIIIYQQQghhdlKcCiGEEEIIIYQwOylOhRBCCCGEEEKYnRSnQgghhBBCCCHMTopTIYQQQgghhBBmJ8WpEEIIIYQQQgizk+JUCCGEEEIIIYTZSXEqhBBCCCGEEMLspDgVQgghhBBCCGF2luYOQPz3uPpWx3NidxQLHTd/PsDlBVtTvV+8Q30qDGoLgP55PKdHr+DpxTvYFHWi9rzPyO9SCNWgcnPNPq798GeeYqng7cF743ugs9ARtGE/+xdvSdfmvcCeVPL1JDEukQ3+i7kfcivlPUWnMGzrVJ6GRvJj31kAFK1cgo5T+mJpbYUh2cCvX/3I3bPXcxxbRW8P3h/fE8VCR9CGfezNILb3A3tSydeLpLgE1vkv5l7ILSytrRi8IRBLayssLHSc3RHEzrmbjLFVepsPpvQjX4H8PLn3iNXDFpDwLC7HsQF0n9AXD98aJMQlsNR/Abcv3EjXpkhxFwbNH0FBB1tuXbjJ98O/Q5+UTP32jWkzoD0ACbHxrBy3lDuXbqUsp+h0TNw2kyehkczpMzVHcZX3rs672jo9sWE/BxdvTdembWAPKmjrdJP/9zzQ1ml++wJ0mP4JrhWKg6qyedRS7py+StNhHan9kS/PI6MB2DVzI5cPnMlRXDnx5dQ5/HX4OE6ODvy25vt/7XsyU9K7Ok0mGHP0/PoDHF+Uug+dyrjTanZ/XKqW5NCsXzi5dDsAdu5OtJ47gIJFCqGqKud+3s/pH/OWo5W8Peg0vhc6Cx1HNuxj9+Lf07XpFNiLKr5eJMYlsNp/MfdCbuLg7kyPOYOwL+KAajBweN1eDqzYAUD7Md2o2qwm+sRkHt8JY03AYuKiY3McW2VvDz4Y3xvFQseRDXvZlUFsHwT2poqWo6v8F3E35CYAH8/8jGpNahAT8ZTJLf1T2vddMAyX0kUBKGBfgNjoWKb5jcpxbGkN/PozajepTUJcArNHfMO1C9fStWnXsy3v93uft0oWpVP1D4l+Ytzei5cpxshvRlK2ahlWzvqJTUs25ymWMt7VaRnYHZ2FjuD1BzicQY62nNCDcr4eJMUl8rv/EkIv3AKgTu+W1OjiC4pC8Lr9BP24E4BKfnXwHt6RImWL8kO78Tw8fzNXseV2ewPoNnMAVZvUICYimqkm6/StSiX4aEo/rAvkJ+LeI34aNp/4XIy7Zb2r00rrt9PrD3Aog35rbdJvv/kv4aHWb3X7tqLGR76gqoT9c5ffA5aSnJCUslz9/n60GNeNmZ6fEvvk2StjqeLtyUfje6Oz0PH3hr3sXPxbujYfBfammm8NEuMSWOG/kDtaP2W2bE2/urQb9iFuZd9i6ntjuH3eOKdYWFnSfWp/SlQrg6oaWP/1Cq4cu5hlbB9qn39ow17+zCC2zoG9qarFttJ/YUpeZrWsb89W+PRojUGv5/y+0/w6fQ3OxYowYc+3hN14AMCN4Cv8PG7ZK/vvhW6BffDwrUFiXCLL/OdzOyT9dlu4mAsDFwynYCE7bofcYMnweeiTkqn3XiPaDHgfgPjYOH76cil3L93Gyd2Z/nOGUKiIA6pBZf+63exe8Ue2YwLj2PahNrYdzmRs+1Ab2xLTjG3dTca2SSZ50GHMx1RrVpNkbdxdFbAoV+NuJW8POmg5enTDPvZkEFvHwF5U1mJbazIndJ8zCDttTjiybi8HtTnhrcol6DzlE22/Tc/Gr5ZzJxf7bXkZ297p2wovLUfDtRzVJyTRccHnOJd2B4z7KPHRsSz1G/vKWP6NPPhkwXBctfnJxr4AcdGxTPYLoKCDLZ8uHkmJ6mU5uukA6wOX57jvXhg1eRgNmtYjPi6ewKFT+Of8lfRx9+lI108+5O1SxfCt7EdU5FMAbO0KMnnheNzfcsXC0pJVi39my/rtuY5Fzpz+CxRF+UFRlMrmjiMVnYLX1F4c6jaTP71HUbx9PezKv5WqSeydRxzsMIk9Tcdw6dvfqDmrLwBqsoFzX69lV+NR7G8TSJlezdMtmxOKTuH9ib35odcMZjX3x6tdfVzLpv68ij6eFCnlxnSf4Wwau4yOU/qmer9R79aEXbuf6rU2o7uy+7vNzPUbw59zfuHdMV1zFVvHiX1Y2ms6M5qPxKtdg3SxVfLxpEgpd6b6DGPj2GV0mtIPgOSEJBZ1ncTs1l8wy280Fb09KeFVFoDO0z9l24x1zGo1inN/nqBJ/7Y5jg3Aw7cGrqXc8fcexI9jvqf35P4Ztus8ujs7l28lwGcwz58+w6dzUwAe3Q1jyodfMa7VCH6b9wt9pg1ItVzLPm14cO1ejuNSdArtJvZmRa+ZzG0egEe7+rik6bcKPp44l3Jjts8I/jP2B9pP6ZPyXtvAHlw5eJa5Tf2Z13o04Sbr9vDyHcz3G8t8v7H/amEK0N6vOd/PmfyvfkdmFJ1Cs8k92dxzJiuajqJiu7o4lyuaqk181HP2Ba5OKUpfMOgNHJj8MyuafsHa9ybg2aNZumVzGsuHE/uwqNc0JjcfQc12DXBLsz4razn6tc9Q1o1dxkdajhqS9fw6eTWTm41g9vtf0rh7i5Rl/zl0nqkt/JnWehThNx/SYmD7XMXWeWJfFvSayqTmw6mVQWxVfLxwKeXGBJ8hrB27lI+0HAU4tukAC3qmP/CyfPC3TPMbxTS/UQTvCOLMzqAcx5ZWbd/avFWqKL0b9eHbL75jyNTBGbYLOXmR0V3GEHo3LNXrMVExLApczKaleStKwdhvrSf14ueeM1nUbBRV2tWjcLnU/VbW1wPnUm4s8B7JtjHLaTO5NwBFyhejRhdffmg3niWtxlCuqRdOJV0BeHTlHr98+i23g/7JU2y53d4Ajm06yMKe09J9btfpn/L7jJ+Z2iqAs38ep2kuxl1Fp+A3qRdre85kYbNRVG1XjyJp+q2crwdOpdyY5z2SrSb9ZufqyDu9W7L03S9Z1GI0OgsdVdvWS1nO3t2J0g2rEXXvcTZj0dF1Yl++6zWF8c2HU6ddA9zLFkvVpqqPFy6l3Bnn8zmrxy6h25RPXrns/ct3WTRgNlePX0r1WY0+Ms4bX7caydyPJ/HhuJ4oipJpbF0m9mV+rylMaD6c2lnE9pXP56zDcV+nAAAgAElEQVRJE1tmy5avVwWP5rWZ1HokX7cYwe5lLw8WP7odymS/ACb7BeSoMK3uUwO3Uu6M8hnMirGL6Tkl83n0z+Xb+MLXOI96p8yj4Uzt/BVfth7Blvmb6K3No/pkPesmr2RMs6FMfH80zbq3omiaPsiKolP4SBvbJmr9kNnYFugzhJ/HLqWLydh2dNMB5mcwtl06dI5JLUYypXUAYTcf0nLg+9mOyTS2Dyb24fte05j6ihyd5DOUDWOX8aHJnPCfyauZ2mwEc97/kkYmc8J7o7ux47tNzPT7gu1zNvLemG65ii23Y5udqyN1erfkh3e/5PsWo1FMcnTz4Pks9RvLUr+xXNp5gn92nshGLP9OHiwbPDdlWw/eEUSwNj8lJSTx+zcb2Dx1VY77zVTDpvV4u3Qx3qvXmcn+Mxk7wz/DdmeOn2PAh0N5cPdhqtc/7N2RG1du0blpLz7pMJgRgZ9jaZX7859SnP4LVFXtp6pq5ocXzcDJqwzPboXx/M4j1CQ9d38/RtGWNVO1iTh5laSnxqNpEaeuYuPuBEB8eBRR528BkPw8npirD7Bxc8x1LG97liXidiiRd8PRJ+k5s/UoVVrUStWmSouanPz1bwDuBF8jv10B7Io4AFDIzYlKTbw4vn5/mk9Wsba1AYxHuZ6GPclVbI9vhxKhxRa89QhV08RWtUUtTvz6FwC3g69hY1cAey22xNgEACwsLbCwtEBVjcu4lHbnepBx4r9y6DzVW9fJcWwANZrX4dDmAwBcD75CAfuCFHJJvy4q16/G8e1HATi0eT81Whi/7+qpy8RGPwfg2ukrOLo7pyzj6OaMZ5OaHFy/J8dxFfcsS8TtMJ5o/XZ261EqtUi9fVVqUZNgbZ3eNVmn1rY2lKxTkZMbjP8ufZKe+Fwc1X0danlWo5C9nVm+282zDE9uhfH0ziMMSXr+2XqMMmn6MDYimtBzNzAk61O9/jw8inDtKHDS83girz3A1s0p17GU9CzL49thKXlweusRqreonapN9Ra1Oa7lwa3gq9jYFcS+iAPRj6JSzmglPI8n9Pp9HLRY/vn7HAa9AYCbwVdxcHMmp0p6luWRSY6e2noEj3Sx1SLIJLYCWmwA145f4vnTrM9Q1WxTj5NbDuc4trTqt6jH7s17Afgn+B8K2tvi5JJ+vVwPuU7YvbB0r0dFPOXK2Svok/Tp3supt7TtK+qucfsK2XqMCs1Tb18Vmtfk7GZjjt4Pvoa1fQFsXRwoXLYo94KvkRyfiKo3cDvoEhVbGvv88bUHRNx4mO77ciIv2xvA9eOXiM1gnbqUdueaNu7+c+g8nq3fyXFsb3mWIfJWGE/uPkKfpOfCK/rtXvA18mv9BqCzsMAqfz50FjqsbKyJMZmXWo3vzu5p60iZKF6hlLbtP74bjj4pmRNbD+OZZn7ybFGbY78eBOCGtu0XKuKQ5bKh1++nnIE0VbRcMS4dPg9ATEQ0sdHPKVG9TKaxhZt8/smth/FIE5uHSWw3TdZhVst6d2vBzsW/kZyYnBJHXtVoUZvDWhzXTfoorUr1q3IiZR49kDKPXjudeh510saxp4+iUs7Axj+P58H1ezjmYBwumWod6TmZwdjm0aIWx7Q8uJnNse1SqnH3So5ieqGEZ1kepcnRamliq5bNOSHs+n0KaTGoQP487rflZWwDY45a5s+HkkGOvlC5zTtc2HLklbH8W3lgqmabepzYcgiAxLgErp/8hySTqzFyw7tlQ7ZtNF4Nc/50CHb2dhR2ST8/X75wlYd3Q9N/gKpS0LYAADYFbXgaFY0+OffzlhSnaSiKUlBRlD8URTmrKMoFRVE6K4oyXlGUE9rflypGlRRFOW6yXElFUc5pfz6gKEot7c/PFEWZon3eMUVRXLXXy2h/P6EoykRFUZ5pr7srivKXoihntO9r9Dr+XTZuTsTdj0j5e9zDyCwLzFJdfAjddzbd6wWKFcahWgkiT+f8sosXCrk6EvXgZSxRDyMo5OqYpo1TqjZPQyNTBrP3xvdg27SfUVVDqmV+/3oV747pxpdHFtB2bDd2zFyf49gc0n7vw0gKuaYeyNPGFmUSm6JT8N8+nUmnlnL50HnunDFewvfwyj2qaoOlh987OLjnfKccwNHNicgHL4+yR4ZG4JQmPltHO2Kjn6dMRpEPI1ImT1M+HzXj3IHglL9/HNiH9VNXYTBkb0fJlL2rI09N+iQ6w35zJOpBZMrfn4ZGYu/miNPbLjyPiKHT7E/5/I+pdJj+CVY21int6vVswZAd0+k4sz/57QvmOLb/FXZujsSY9M+zh5HYueb8IJB9scK4VCnBw+C85KgTT0zW55MMctTh/7F33wFV1f/jx5/nXlwIKCAKpimKewCuXCk4UCnRtHLvMk3LvU3NlStL01xpqVnuUhuuHLn31ly4kSEbZXN+f9wDXi4XZFjX7+f3evyjXN7nnhevc9/v93mddUvYp2sTERiaVoSmcijlRKmqrtw9n/FS1gbveXPV6POXXUXNxuZgps3zfhJuJrbMuNWrQtSTSELumpmAc8jR2ZGQgJC0n588DsExFwX5y2Dr7EDk4/R91NZkDrB1diDKKLfRgYbPYMiNh5SpV5lCRW2wKpifCt4e2JXM/cEPUy/r82bq8Y0H1Ghp2Lmr5Vs/3cG47LJzdiDKJG92JnmzM8lbVGAYdiXsiQ4K5+jy3xl2bCEjTi0mLvoZtw8Zir1KLWoRFRhG0LX72Y6laAkHwtLlKYyiJdL/TfambbQ8ZWdZUw+u3cOjZV10eh3FShWnTI1yOGSSw4z9MuP7m8YQERiKvRZbZsuWKFeSCvWqMPbXmYzY8Hm64rhY6eJM+H0OIzZ8jlvdyln+LcbsSzgQajKP2pv0S9N5NPxxKPYlMn7emnZqnm4eTYutlBNlqrpy+/zNbMdlbmwr+hLHNoCG7zXjSi6uQDLdNzK/32aybxcYmrZvlMqhlBOvVXXlnjYnbP18Ne3Gdefzo4tpP74HO+b8nOPY8jK2RQeFc2z57ww9tpDhpxYTH/0Mf62Ppnq9XmWePokk7G7GA4im/q1+kKpCvSpEP4kk+CXMT8aKuzgRGBCc9nPQ42CKuzhle/n1q7bgWqEsuy9sY9P+Ncz97GvUbB50M0eK04xaAwGqqrqrqlod2AksUlW1rvZzIeBtVVWvAfkVRSmnLdcJ2Gjm/QoDx1VVdQf+Bj7UXl8ALFBVtS5gfMiyK7BLVVUPwB0wO4ooitJfUZTTiqKc3vMs445fxgXMvJbJB8epYVXKdvXi0oz0xZ3eugANVg7l/KS1JOXyfklDLBmDMQ3F3KVDqqpSpZknMaFRPLqc8f6QBt1bsn3aWqY3HMz2aWt5b7b5S3Wyjs3MaybBmbuqKbUTqikq83zHMqXBx7zuXh7nioZLMtaPXkrjHq0YvmMmBW0KkZyYlPPYyDwvOW1TpUF1mnRqzoYvDJeCeDSrTVRoJHfN3L+azcBeuM7MtrtOr6Nk9bKc+HEv37w1noTYeLwG+gFw4sc9zG0ylG98xxEdHMFbE3N+yc//GdnoFy+Sz7oAfsuGsP/zH0nIQx81e+meaSwv2Ob5rQvwwZLhbJm6OsN9fq0GvUNKcjKnfj2cm+DMxJbzPpCZOn6NXspZ08ziyPFG/TdlY2xDVXlyK4AjS3fQfd1Yuq0ZQ+DV+6QkpZhpnDsv4/NmzrrRS2nSw4fRO76gQB7G3ReuN5M5oaCdNZV9avN146F8WW8w+QsVoOY7jchXMD9vDm7H/vmbc7TezLbPixqpajaXNXFk4z7CA0OZuGM2nSb35vaZ6yQnZ3I2JFtzZyZjXBbL6vQ6rO0KM6v9eLbMXEv/xcMBiAwOZ1zDgcx4azSbpq2m34IhaWfgXugljSGVU+fRWWvTvV7AuiCfLBnFuqnf5+ge52yNW3kYU1pr4+7JXw9lO6as1pud/TZM5oR+S4az1WhOaNy9Jb9MW83khoP4Zdpqus4ekPE9ciObY1tBO2sq+dRmYeOhfFVvMPkKFaDGO43SNavu14DL249lb73/Uj9IVdevMSe352LefIG8zJkADb3rcf3yTXzc29G5eW/GzhyediY1N+SBSBldAuYpijIb+E1V1UOKonRUFGU0YA04AFeAHRiK0feBWRiK005m3i8B+E37/xmgpfb/BkDqDVc/AfO0/58CVimKkg/4VVVVs8WpqqrLgeUAm126vfATFPs4jEKvPT8CU8jFgdigiAztilQpTe0vP+BwtzkkGD2cQbHS02DlUO5vPULAH6dftLosRQaGUbTk81iKujgSFZz+MoqIwNB0bYo4OxAVFE5N3zeo2qIWlb09sCqQj4I2hejy1SB+HraYOh2bsO3z1QBc+P047836kJyKMImtiIsDkRliM4lfi81YXNQzbh+/SuWmHgTeeEjw7QCW9jTcC+Lk6kIVb89sx9SiZ2u8Ohs+Nv4Xb+FQslja7xycHQk3iS86LApru8Lo9DpSklNwcHEkPOj5GbnSlcvQb/bHzOs1jZgIwzauWKcytVrUxd2rFvkK5KOQrTUDvh7C0qELshVjVGAYRYxyYufikGGbGra7A/e0n4s4OxAdFI6KSlRgGA/OG870Xf7jBE214jTmyfNLuE6u30evlaOyFc//RdGPw7A1Ohtl4+JATHD2L3HSWenxWzaEa78c5ebOvPXRiMBQ7I22p72Lo9l+YJ+uHzimXZKls9Lz4dIRnP71MBd2nUy33Bsdm1C9eS0Wdp32r8UWHhiKfcliwHVDG6PYsqLT6/BoVY9ZbcfmKjaAtr3a4tulNQDXL9zAqeTzo8/FXJwINeqL/6XowDCKuKTvo9Emc0DU4zDsjHJr6+xAdLChzfkNBzm/wXApWrNR7xMV+PL+jrx+3jITdDuAxdq4W9zVhWo5GHdTRQWGYZfDvNlpeSvXuDrhD0J4FhYNwLWdpyhduwKBV+9jX9qJgX9+kfaeH/0+gxXtJhETEplpLOGBYTiky5MDEcFhJm1C07dxdiQyKAyr/FYvXNZUSnIKG6etTvt5zJbpBN8xf8bGdPtkFVvqNR1FnR2J0GLLbNmIwDDO7TLcX3f3wi3UlBRsHOyICYsiKcEwf92/7E/I/SBKuLqkPczJVPMerWnapQUAdy7cwrFkMVLPaTo4p58jIeM8au/iSITRZ7J05TL0mzWQeb2n8zTi+b6S3krPJ0tHcfTXQ5zZlbP71sOz1Q8yjm0R2Rjb6ndsSo3mtfm669QcxWS83hfvt5nuG6WfE/ppc8JFozmhXsembPn8BwDO/X6cLrM+ynFseRnbXBtXJ8Koj/6z8xSlalfg0i+GA5SKXkfl1nVZ8fbEbMXyb/UDMMxPnq3qMaPtmGzF8iLv9+lAh26Gfa0r56/hXLJ42u9KuBQnJDB798ID+HV+i++/+RGAB3cf8ej+Y8pWKMOVc9desKR5cubUhKqqN4DaGIrULxRFmQR8C7yrqmoNYAVQUGu+AXhfUZSKhkVVc9dvJKrPDz8k84IDAqqq/g00AR4BaxVF6ZnXvwkg/Lw/Nq7OWJd2Qsmnp3S7+jzedSZdm0KvOdJg5VBOfbKEGP/0E1Cd+R8SffMRN5f9medYHly4TbGyzjiUckKfT49H2wZc2ZM+lqt7zlKng+GK5tc93YiLfkZ0SAR/zlnP9AaDmdn4U9Z9spBbR6/w87DFAEQFh1O+fhUA3BpW40kuLnt4cOE2TkaxebZtmCG2K3vOULdDEwDKeLoRG/2MqJAICjvYUtDOcKQoX4F8VGxUg+DbhpPiNo52gOHoVMvB73B0Xfbv69y7ZicTfUcw0XcEZ3afpHFHLwDKe1bkWfSzDJMXwLVjl6nna7ipv3FHb87uMdzI71iyGEOWjWbZsAUE3nl+n9jGOesYUv9DhjcewOJP5nP16KVsF6YAD7Vtaq/lzb1tA66Z5O3anjN4atu0tKcbcdGxRIdEEBMSSURAKMW0p+KVb1Sd4JuGByLZGt0HVK1VXYJu5PxhTf9XBF7wx97VmSKlndDl01O5bX1u7zmb7eVbzf2AsFsBnPku7330ntYPHLXtWattQy7uSV/wXtpzmnpaPyjrWSGtHwB0mz2AwFuP2Lcy/ZMqqzR1p8WAdiz7YA6JcQm5jq14WZe02GpnEtsbmcSWlcqNaxDkH0BEHgqvHat3MLD1IAa2HsTRXcdo2dHwEJXKnpV5Gv2UsBcUBP+WRxf8cXB1pqj2+arWtj43TProjb1nce9o6KOveboRHx1LjFacWmtjmF1JRyq3rsvlbS++/yq78vp5y4zxuNtqcAcOr9uT49gCLvjjqOVNn09P9bb1uW6St+tGeStllLfIgFBKebqRr2B+AFwbVSPkVgDB1x8wt/bHfN14KF83HkrU4zCWvTUhy8IUDMVZ8bIuFCtVHH0+K+q2bcQFkzxd2HOa+h2aAlBOy1NkSES2ljWVv2B+8mu3WFRpXJOUpGQeZ/LAvNT3d9Tev84LYnM12oZZLXt+90kqNagBGA4w6PNZERMWhY2DHYrOsAtbrHRxipd1IeR+MJn5a+1OJvmOZJLvSM7uPkkjLY7yRjkyde3YZeqmzaNenN1tKKocShbjk6WjWDZsIUF30t9v3W/2xwTcesiulRmfFvsipmNbHTP94OKe09TX+oFrNvtB1abu+Axox5IPZud63L1vsm9Uq21DLr2gj8YZxdZ19gCCbj1iv8mcEBkcjlt9w/NDKzasnqvbKfIytkUFhPKapxtWRn30ya3nFzOWa1yd0NsBRGdzTvi3+gEY+mBgHucnYxu/30rnFr3p3KI3+3f+zdvvGw6q1qhVjZjoGJ4Eh77gHZ4LfBREvTcNt645FLOnbPnXeXQv433s2aXk5Zrg/0WKopQEwlRVjVMUpT3QG8NZzrKAHjgObFZVdYrW/hTwD3BJVdU52msHgJGqqp5WFCVGVVUb7fV3MVwS3FtRlN+BNaqqblAUpT8wX1VVG0VRygCPVFVNUhRlKFBWVdWhWcWcnTOnAM7N3HHXvkrm7vqD/LNgG+V6Gnac/Nf8Re15H/DaW/V4pj05MCU5mX2tP8OxXkW8t00m4up90O5HvPzFBrP3pBo7XiDzy74qe3nQblJPFL2OUxsP8NfiX2nQzXBU85hWuL0ztQ+VmrqTGBvPhlHLeGhyRLR8/So0/fDttK+SKVunEu0n90RnpScpPpEtE1eZvfwXIDnDNWPPVfHyoP2kXoavudm4n72Lf6WhFltqUdlxah8qN/UgITae9aOW8uCSPy6VX6frlwPR6XQoOh3nfz/G7oVbAWjSpw2NevgAcGnXSX6bnfl9FU/UrCePXtM+pEZTw6PaV4xcxJ1LhuNvI3+YwHejvyUiOByn0iUYtGg4NkVtuHflDkuGfk1SQhL9Zn9M3Tb1efLQcB9ccnIyk9um/7qMyvWr4du/ndmvkimlFMzwWqpKXh68Pcnw+Tq98QAHFm+jXjfD5+vkOsNDYfym9qaitk03j1rGI+1rJ1yqlqHDrA/R57Mi7EEwm0cuIy7qKe/PH4hL1TKoKoQ/DOHX8SuJzmQinno670/ZHTV5FqfOXSQiIgpHh6J83K8HHdu2ytN7Lqg1KdttXb3d8Z7cHZ1ex6UNBzmxaDvu3ZsBcOHHfVg7FaHHb9PIb1MINSWFxGfxfN98DE5VStNlyyRCrt1H1frooTkbubM/6z56V5f5QxSqennwrvaVSsc3HmDX4l9orPWDw1o/eH9qX6o0NTya/8dRS7h/yZ9ydSoxfPNUHl27l3ZZ0PY5P3P1wHkmH1iAVX6rtDMNd8/dZP2E78yuPyWLPlrNy5N3tT56bON+di7+hTe7Ga4uOKQVIJ2m9qNqU3cSYhNYO+pb7mvjR5+FQ6hYvyo29rZEPYnk9682cnSj4eFqPeZ9zN1zN9PeIzO3krP/UJbB0wdRx6u24atkRszn5kXDMczpq6cyf/TXhAWF0b5PO94b+C4OTg5EhEZwct8pvhr9NfZO9iz6fSHWNtaoKSqxz2L5sNlHPIvJ/IFhjXWZ30fo5u1OK62Pnt94kMOLtlFb66NntD7aZlpvyjetSWJsAttHLkv7apjemz6jkL0tyYlJ7Jm+jjtHrgBQqVUd2nzeC2sHW+KinhF09R7res42u/5gJfPLanP7eQPovfBTKhht0z++2sSxjfvx6tOGJtq4e37XSbZnMu4WU7O+iKyCtzuttbyd23iQQ4u2UUfL22ktb77TeuOm5W3byGUEaHnzGtaR6m/XJyU5mcdX7rF9zAqSE9LnYejhr1nedqLZr5J5pKSfD6p7edJ5Um/DV41s3M8fi7fSVPvsH9Q+t12n9qNaU8NXdv0wanHa2URzywJ4tqpHlyl9sXGwIzbqKQ+u3eXrnjNwLOXE0NUTUdUUwgPDWD1mCWGPnp9NMT27Ud3Lk/e1rxo5snE/fy7eShMttr+12LoYxbbaJDbTZcHwdTa95gykVNWyJCcmsXnGWq4fu4xn6zfwG96J5ORk1OQUdny1kYt/PS9I4sj6svMeUz+gZlNP4mPj+W7UYu5q8+jw7yewaszzefTjb4ZRWJtHlw1bQFJCEn1nDaROm/o8eWSYR1OSkpniN4YKdSozcfMMHly7R4r2TIzNc37i4oH0Bxmt0WcaVzUvT97TxrajmYxtnY3GtjVGY1tfk7HtN21s+/zAwnTj7p1zN/k5k6cb5zN7balBVS8POmixHd94gN2Lf6GR1kePaH30Pa2PJsQmsG7UEh5oc8JQkznhN21OKFenEh0n90ZnpScxPoFNE1fywMx+24v6aF7GtqbDOlJN66OBV+6xw6iP+s37iEfnbqW9hznm+ujL7gcAveYN4s65G2nvkWrG4cUUsrFGn8+K2KinLOgxPe0g0sm47BeIY78YTkPv+sTFxjFl6EyuXjA8gf2bdfOYOnwWIUFP6NLvXXoN6oZjcQfCn0Rw+K9jTB0xC6cSxfh8wQSKlXBEURS+/2Ytf2zZneX6zgUeyfTDJsWpCUVRWgFzgRQgERiI4fLbzsBd4AFwz6g4Ham1d1VV9a722gFeXJxWAH7EcJX570B/VVVfUxSlFzBKW3cM0FNV1Sy/OC67xel/Lavi1NKyKk4t7UXFqSVlVZxa2ssoTv8NOSlO/2tZFaeWllVxamk5KU7/a1kVp5aWVXFqSS/a8bUk0x3fV8mrfOndi4pTS8qqOLW0rIpTS5I+mjs5KU7/a1kVp6/u1rYQVVV3AabfXn8aMHvBuaqq83h+v2jqa15G/7cx+v9mIPUJCI+A+qqqqoqidNbWgaqqq4HnN3kIIYQQQgghxP8HpDi1nNrAIsXwiKwIoK+F4xFCCCGEEEIIi5Hi1EJUVT2E4atihBBCCCGEEOL/e6/yLQNCCCGEEEIIIf4/IcWpEEIIIYQQQgiLk+JUCCGEEEIIIYTFSXEqhBBCCCGEEMLipDgVQgghhBBCCGFxUpwKIYQQQgghhLA4KU6FEEIIIYQQQlicFKdCCCGEEEIIISxOilMhhBBCCCGEEBYnxakQQgghhBBCCIuT4lQIIYQQQgghhMVZWToAkXc38yuWDsEsvaUDyELplFf3o5+sUy0dQqaCSLB0CJlaUGuSpUMwa8jZqZYOIVMLX9GcASS+msMaAHF6G0uHkCnPuBRLh5CpcwVezXG3XlyypUPI1OqCiZYOIVPuvLr9IN+rO40Sp7y6wb2qo0eM8qpGBs/UV3f8cLAqbOkQckXOnAohhBBCCCGEsDgpToUQQgghhBBCWJwUp0IIIYQQQgghLE6KUyGEEEIIIYQQFifFqRBCCCGEEEIIi5PiVAghhBBCCCGExUlxKoQQQgghhBDC4qQ4FUIIIYQQQghhcVKcCiGEEEIIIYSwOClOhRBCCCGEEEJYnBSnQgghhBBCCCEsTopTIYQQQgghhBAWJ8WpEEIIIYQQQgiLk+JUCCGEEEIIIYTFSXEqhBBCCCGEEMLirCwdgPjvlGtakxaTe6DT6zi//gDHl+xI93uH8i68Pa8/JaqV5eC8TZxc/kfa73znfohbMw+ehUbxnc+4PMdSsak7fpN6ouh1nNqwnwNLtmdo4ze5F5W8PUiMTWDjyCUEXLkLwJjDC4mPiUVNSSElKYVv/CYA0HXRpziVcwGgoF1h4qKessA3b7GWaVqTplN6oOh1XFl/gNPfps+ZfXkXWs7rj1P1shybu4mzRjkDUHQKnX+bxtOgcLb3+TJPsQBUaepOh0m90el1HNuwj71LtmVo03Fyb6p6e5IQG8+6kUt4eOUORV0c6TF/ELZORVFTUjj6818c/P5PANoMfZcGnZsTExYFwG9zfubqgfPZjqnr5L7U8PYkITaBlSMXcf/KnQxtipUqzoBFwyhcxIZ7V/xZMewbkhOTsly+Zb+3adKpOaqq8uj6fVaOWkxSfGLae7b60I9OE3ryqWcfYsKjsx1v2aY1aaZt00vrD3Dy24z9oPW8/hSvXpbDczdxWtumti4OtPlqAIWdiqCqKhd/2s/ZVbuyvd68mjhzPn8fOYmDfVF+/XHpf7beVGWb1sRby9vlTPLWSsvbEaO86Qvko9OmiejzW6Gz0nPzj5Mcnb/1pcXlajSuXchkXHtLG9f+NjOuldfGtZV5HNf+635Qx7cB7Ya+j4vba0xvN467l27nKF4nb3eqTzOMwffX7efWovRj8GsdGuE22A+ApKdxXBqzkqir9wFofmohSTGxqMkpqMkpHGo1Icf5MlW+aU1aadvx3PoDHDHZjgCtpvSkgrc7ibEJbBu5jMDLdwF4o19rPDt7g6oS/M8Dto1aTnJ8Ih0XfYJj2pxgTVzUM5b7js9TnMW83akyvRfodTxct48736TPm0vHRpRLy1s8V0d/R7SWNys7a6rP/wibyqVAhcvDlhJx+mae4jHVa8oHeHjXJiE2niUjF3L3sn+GNk6li/PpNyMpXNSGu5f9WTzs67TPIUC5mm5M+3U2CwbP4+Qfx/Ic06vSR815VX8UCmcAACAASURBVMc1U+Wa1sRnsiHO8+sPcMwkh47lXXh73kc4VyvLgXkbOWGyL/IypPZRReujRzPpo25aH91u1Efr9WmFZxdvFEXh7M/7OblqJwAdzPTRFbnoo3nZpyxoZ827s/pTopKhX24avYz7Z29Sw/cNWg59Fye3kixq9xmPLmXsS9nRY0o/3L1rER8bz/KRi7iXSZ8c9M1wrU/eYemwBSQnJtGwfRPeGtAegPhncfwwYTn3r93FuVxJBi8akbZ88ddLsGX+enat+i1XMQIMmvoxbzSrS3xsPHOGzePm5VsZ2rTr7UfHD97htbKv8U6Nd4kKN+w3Nn+nGZ0/fh+A2KexfD3uG/yv5S5f8IoVp4qixKiqamPpOFIpilIWaKiq6k+5WPaoqqoNX3pQuaToFHym9WJ9t1lEBYbRe/tUbu49Q+jNgLQ2cRFP2TN5LRVa1c6w/KVNf3Nm9R7azv/opcTSfmofvus+k8jAUAZvn8HVPWcIvvUorU0lLw+KuToz12sYr3u68c6Mfixu/1na75d3mc4zk4Lkp8EL0/7/1oTuxEU/y3OcXtN78Uu3WcQ8DqPzjqn47zlDmEnODk5eSzkzOQPw6Nua8FsB5LctlKdYUuN5b2pfFnefQURgKCO3f8HlPacJNMpbVS8PnFydmeY1hLKeFXh/Rj/mt59ISlIyv0xfy8MrdyhQuCCjdnzB9UMX05Y9sPJ39q3I+aBWw8uTEq4ujPP6hHKeFeg5oz/T22fcgXhvbHd2r/yNkzuO0GNGf97s1IwDP+7OdPmiJRxo0bsNE1sMIzE+gYGLhvNG20Yc2XwAAHsXR6q9WZMnD0NynMMW03uxqdssoh+H0X3HVG7vydgP9k1ei5vJNk1JTuHA9J8IvnyXfIUL0uP3adw7dCndsv+m9r4t6drRj/HT5v0n6zOm6BSaT+/FZi1v3XZM5ZZJX4jNJG/J8Yls6jyTxGfx6Kz0dN7yGXf2X+DxuZwVU5nFlTquRb9gXKuYxbj2dh7HNUv0g0fX77N4wFx6zsxF7DqFGl/04fj7M4l9HMqbO2cQuPsMMTeejyXP7gdz9J2pJEY+pXgzd2rO+5DDvs/H4GMdp5MQlv2DQllRdAptpvXmx25fEBUYxgfbp3F971me3Hwej5u3O46uzixqOoLXPN14a3ofVrafjG0Je+r1acWS5qNJik+k4+JPqN62ARc2/82Wwd+kLd9yYjfio/I2J6BTqDqrL6fen0FcQCgNds0keNcZnhrlLfZeCCfaTyUp8inFmnlQ7cv+HG8zEYAq03vxZP95zn/wFUo+PfpCBfIWjwkP79o4u7owrOlA3Dwr0m/6AD5rPzpDu65je/HHyu0c23GYfjMG4N2pBXt/NBQLik5H13E9ufB39g9QZuVV6aOZxfYqjmvm4mw9rTc/af2j7/Zp3DTpH7ERT9k9eQ2VMtkXeVkxrDPqozfM9FEHV2cWa33Ud3ofVrWfjFPFUnh28Wal3ySSE5PoumYMt/adI+xuEFuN+miLXPbRvO5T+k3uxfWDF/jx46/R59OTT+uXQdcfsGbAfDrM/CCXWQN371qUcHVhZNNBlPesSJ/p/ZnSfmyGdp3G9mDnyh0c33GE3jM+wqtTc/76cRchD4KY8f5nPIt6Sk0vT/p+MYAp7ccS6B/ARN8R2t+vY+GJFZzedSLXcdZrVpdSrq/Rs3EfqtSqzJAvPmVw208ztLty6grH955g/qa56V5/fD+QYe+OJCYyhnredRk+Z6jZ5bNLLuvNWlmga24WfJUKU4CSHuUJvxtExIMQUhKTubbjOBVbph/EnoVG8fiiPymJyRmWf3DyOnERMS8lltIeboTeCyTsQTDJiclc2HGMqj510rWp5lObM1sPAXD/3C0K2Vpj61Q02+uo+VZ9zm8/mqc4S3iUJ/JuEFH3DTm7seM45XzS5yw2NIqgi/6kJGXMmY2zA67NPbi8/kCe4khVxsONkHtBhGp5O7vjKDV86qZrU8OnLie3/g3A3XM3KWRbGDunokSFRPBQOxMT/zSOoNuPKOLskOeYPH3qcnTrAQD8z93E2taaIma2U+WG1TmtHYE/uuUAtXzqvXB5vV5P/oL50el15C9UgIig8LT36/JZbzZ9sRZQcxSvs9YPIrVt+s+O45T3ydgPAs1s06fBEQRrR4ETn8YRdisAm5eQw+yq41GDIna2/9n6jDl7lCfCKG/XdxzHLQd9IfFZPAA6Kz06KyvUnG22TLmkbk9tXLu64zgVzIxrgf/yuGaJfvD49iMC/XN3YMTe042ndwJ5dj8YNTGZgF+P4dwq/RgcfvomiZFPDf8/c4uCLv/eZ/01k/npyo7jVDLZjpVa1ubCFsOc8OjcLQrYWWNT3JAjnV6PVcH8KHod+QoVINporEhV9a03uJzHOaFoLTee3Qkk9p4hb4G/HqVE6/R5izh9gyQtbxFnbqblTW9TCPsGVXi4bj8AamIySXktlk3UblmPQ1sOAHDr3A2s7QpTtLh9hnbVGtbgxB+GXPy9ZT91fN5I+13r3m9x4s9jRD2JfCkxvSp91JxXdVwzVdKjPGFG/eNqFvtvyWZy+LJieFEfrdiyNheN+mhBrY8WcyvJo3O3SIpLQE1O4f6Ja1RqVTfDOqq+9QZXctFH87JPWcCmEK71KnNqg6FfJicmE6f1y+DbATzxf5zjeIzValmPw1qfvK31ySJm+mTVhjXSrlI4vGV/2txw88x1nkUZxpNbZ29g7+KYYdlqjWoQfD+I0Ec5O1hvrJFPQ3Zv3gPAtbP/YGNXGIfiGcf8W1duE/QwKMPrV89cJSbS0E+vnr2Gk0uxXMcCeShOFUXprijKSUVRziuKskxRFL2iKDGKosxWFOWMoih7FUWppyjKAUVR/BVF8dOW660oyjZFUXYqinJdUZTJZt5bURRlrqIolxVFuaQoSift9bWKorQzardOURQ/7T1/VRRlh6IodxRFGawoynBFUc4pinJcURQHrX15bb1nFEU5pChKZe31HxRFWagoylEt1ne1VcwC3tT+xmGZ5KGaUR4uKopSQXs9RvvXS8vBZkVR/tFiVrTf1dXWeUF7D1stj3MVRTmlvd9LOVxo42xP1OOwtJ+jH4dh65yxg/wXipSwJyIgNO3nyMehFCmRPha7Eg5EGrcJDMMutRBQVT5YO45PdsygXpdmGd7ftV5lYp5EEno3ME9x2jjbEx3wPGcxj8OwKZH9nDWZ0p3DM39GTXk5M1bREg7p8hZhJm+muY0IDM1QhDqUcuK1qq7cO//8ko03e7VizJ9z6DpnAIXsCmc7JvsSjoQZrS8sMAx75/SDp429Lc+inpKSnGJo8ziUoiUcslw+IiiMnSu2M/foEr46uYJn0c+4cugCAB4t6hAeFMaDa/eyHWcqWzPb1DYH2zSVXaliFK9W5l85Sv4qMu0L0TnsC4pOocefMxh47lvuHb5E4PmXkzdbZ3uiX4FxzRL9IC8KutgTa7S+uMehFHTJPG+lu3oRvM/oTJqqUn/9ON7cNYPXu2ccg3PK1tmByMfP44kysx1tnR2IMoo5OtDQd6ODwjm2/HeGHlvI8FOLiY9+hv+hS+mWfb1eZZ4+iSTsbsadqpwo4OyQPm8BYRTI4gBVqa7ehGh5sy5TnITQKGosGEjDvV9QbX5/9NYv98ypg7MDoQFP0n4OCwzFoUT6+GztbXlq9DkMfRyKg3Pq59CBuq3eYO+PL+92hVelj5rzqo5rpmydHYh+Qf/4t9k5OxCVwz4apfXRkBsPeb1eZQoVtcGqYH7cvD2wK5n+c5mXPpqXfUqH14vzNDSK9+YN4NPfv6DjrA/Tzpy+DPbODoS9oE+amxscnDMWoV6dW3DxwLkMr9f3a8yx7YfyFGcxZ0dCAp4XtyGPn1DMTAzZ0aZza07uP5WneHJVnCqKUgXoBDRSVdUDSAa6AYWBA6qq1gaigelAS+AdYKrRW9TT2nsA7ymKkv4QB3TQfucOtADmKoriAnwH9NFiKAI0BFIvrK+O4SxnPWAG8ExVVU/gGNBTa7Mc+ESLbyTwrdE6XYDGwNsYilKAscAhVVU9VFX9KpN0DAAWaHmoAzw008YTGApUBcoBjRRFyQ9sAIaoqpr6d8YC/YBIVVXrAnWBDxVFcTV9Q0VR+iuKclpRlNMnY158z4qCkuG1f+so3wsp2YjFTJvURt92nMLCt8ezqvdsGvT0wbVe5XTN3P0a5vmsabbjzIRrcw9in0QRfOlu3uPIQTxKFnkDyG9dgH5LhrN16mriYmIBOPzjHqY2+ZQ5vmOIDA7nnYk9chCTudWlDyrLmDJZ3tquMJ4t6zLmzUEMf6M/BawLUL/9m+QvmJ+3B3fk1/kbsh9j+mAyDSW78lkXwG/ZEPZ//iMJWg7/15nfhtlfXk1RWdtmAsvf+BRn9/I4Viz1siLLU1wvzX/cD/Ieb/bz5tioKq938eba9J/TXjvcdgp/+4znRLfZlO3jg0P9yuYXzosM+TPfpqCdNZV8arOw8VC+qjeYfIUKUOOdRumaVfdrwOXteb930tx2yixxDo2qUqqrNzemGe4KUqz02NVw5f7qPRxtMY7kZ/G4ftLO7LK5Di+Xc2tqm56T+/HTrDWoKSkvM6qML1lq38PEqzuuZWPdFtuByzwG80OcypNbARxduoNu68bSdc0Ygq7eJyUp/Wesml8DruS2j+Zhn1Kn11OyuivHf9zDwrfGkRAbj/dAv9zFYTY0c7G9eG4wbVOlQXWadGrOhi/WpHtdn8+KWi3qcvL3PO7zvoR9IwCPhu606dyaFTO+y1M4ub3ntDlQGzilJbUQEAwkADu1NpeAeFVVExVFuYThEtlUe1RVDQVQFGUrhqLwtNHvGwM/q6qaDAQpinIQqKuq6nZFURYrilIcQwG7RVXVJC2G/aqqRgPRiqJEAql3al8CaiqKYoOhmN1k9EEwPjzyq6qqKcBVRVFK5CAXx4AJiqKUAraqqmquUjypqupD7e89r+UiEnisquopAFVVo7Tf+2jxpp69LQJUANI9XUNV1eUYim2+KNP9hR+h6MAw7Iwuy7J1cSDGzKVP/4XIwDCKlnx+RKaIiyNRweljiQoMpYhxG2cHorR4o7W2T0OjuLLrFKXdy3Pn5D8A6PQ6qreqxzdt8/bQC9DOqhkd3bNxceBpcPZy5lKnIq4ta1HW2x19gXzkty1Eq68HsmvoklzHExEYmi5vRc3kLcIkt0WdHYnU8qaz0tNv6QhO/3qYi7tOprWJNrp869j6ffRfOSbLOJr1aE2TLs0BuHPhNg5G63NwdiAiKCxd++iwKKztCqPT60hJTsHBxZEILe7wwFCzy1dtXJMnD4KJ1h7SdHbnCdxqV+LBtXsUK1Wcz/803Hdp7+zI5N/mMK39OAiKyzJu0I7am2zTmGxuUzDk0G/ZEK79cpSbO0+/eIH/EaZ5s81h3lLFRz3j4fFruHrVJPSGueN4OYwrMAxbk3HN3CWd/wZL9oPjv+btKHlcQBiFjNZX0MWRuMCMebOt8jruX/bnRNdZJIY/v7QyXstxwpMoAv88RVHP8oQd/yfX8UQHhlHE6HI1OxcHooMi0rWJehyGnVHMts4ORAdH4Nq4OhEPQnim3f/6z85TlKpdgUu/HAFA0euo3LouK96emOv4UsU/NslbSQfizeTNpurrVJ//Eae7PM9bXEAo8QFhRJ41XLEStOMErp/kfSe4Zc82NOvsA4D/xZs4lnx+OZ2DsyPhwRk/h4WNPoeOLo6Ea5/VcjXd+PSbkQDYOtji4V2LlKQUTu/O/b1sluyjL/KqjmumDDlM3z9iTPrHvy0qMAy7F8Rg2kftnB2ICTa0Ob/hIOc3HATAe9T7RAU+/1ym9tHvctlH87JPqaISGRjGA+2s96U/TuA1MG8HjVr0bI1X55YA+F+8hUOGPpk+NnNzQ7jR/FG6chn6zf6Yeb2mEWNyibu7lyd3L/vn6jL8dr3a4tvVF4DrF67jVNIp7XdOLsUIDQrNbFGzylVxZcScYYzrMYGoiLw9jyC3l/UqwGrtjKKHqqqVVFWdAiSqz8v9FCAeQCv6jAth02IqwzGOLNa9FsNZ1z7A90avxxv9P8Xo59R164AIo5g9VFWtksnyWa0/feCGhyX5YTjruUtRFHPXOBm/d7IWj4L5Y3QKhrO7qTG6qqq6O7vxZCbggj/2rs4UKe2ELp+eKm3rc3PP2by+ba48vHAbx7LO2JdyQp9Pj3vbBlzbcyZdm6t7zlK7g+EMweuebsRFPyM6JIJ8hQqQv3BBAPIVKkDFN2sSaDQZuDWuQYh/AJGB6Sfk3Ai64E9RV2fstJxVbFsf/2zm7Ojsjax641O+bzSMPwcv5uHRq3kqTAHuX7iNU1lnHLS81WrbkEt70hdIl/acpl6HJgCU9axAXPQzokIMk0PX2QMIuvWI/St/T7eMndG9cTVb1eXxjQdZxrFv7U6m+I5iiu8ozu0+ScMOXgCU86zAs+hnRIZknDT/OXaFOr4NAGjY0Ytzuw2XfJzfc9rs8mEBTyjnWZH8BfMDUKVRDR7fesSj6/cZWqcfoxt/zOjGHxMeGMrnb49O+xtfJNCkH1RuW5/bOegHreZ+QNitAM5892e2l/lfEGjSFyrlIG+FHGwpYGcNgFWBfLzeuDpht1/OQ6QeX/DHwWh7Vm1bn1v/0bhmyX6QVxHnb1O4nDOFXndCyaenZPsGBO5OPwYXes2RuquGcW7wYp76P79FQm9dAL02BuutC+DUtCbR/+Rth/yRth2LatuxWtv63DCZE27sPYt7R8Oc8JqnG/HRscQERxAVEMprnm5YaTlybVSNJ7eef77KNa5O6O0Aol/CnBB57jbWRnlzbt+Q4F3p4yz4miOeq4ZzcdBinhndr5YQEklsQCiFyxueTOr4ZvV0D1LKrT1r/mSc7zDG+Q7j9O4TvNnRCwA3z4o8i36adgDE2JVjl3jD1/BYjCYdvTmzx3Cwckjjj/i0cX8+bdyfE38cY9Vny/JUmIJl++iLvKrjmqkAMzk07R//toBs9tGaRn00TuujANaOdgDYlXSkcuu6XNn2/ExfXvtoXvYpY0IiiQwIpZj2xGC3RtUJvpm38Wzvmp1M9B3BRN8RnNl9ksZanyzvWdEwtpvpk9eOXaaeNjc07ujN2T2GucGxZDGGLBvNsmELCLyT8f7XBn5vcmz74VzFuW31Dj5qNZCPWg3kyM6j+LxrKKir1KrM0+inhAVnf3sUL+nElBWT+GLIHB7eyfu4ltszp38B2xRF+UpV1WDtns6cPKmjpbZMLNAe6Gvy+7+BjxRFWQ04AE2AUdrvfgBOAoGqql7J7gpVVY3S7kd9T1XVTdp9nzVVVc3qBp5oXvB3KYpSDvBXVXWh9v+awL5shPQPUFJRlLqqqp5SFMUWrcAFBiqKsk8761wReKSq6tPs/J2ZUZNT2DNpNZ3XjEbR67i48SBPbj7Cs5uhlj63bh+FnYrQe8c0CtgUQk1JoW7f1qxoMYaEmFjaLRzE6w2qUMjehkHHF3Loqy1c1I6C5VRKcgrbJv1AvzXj0Ol1nNp4gKCbD3mjWwsATqzbyz/7z1HJ24PRB78mITaeTaOWAWBbrAg9lg8HDA8KObftCDcOPt+E7m0bvJxLejHk7MBnq2m/1pCzqxsOEnbjETW0e6wu/bgPa6cidP5tGvltCkFKCh79WvNj8zH/yuWeKckpbJ60io/XjEen13F84wECbz6kkZa3I+v2cnX/Oap5ezLp4AISYhNYN8pQEJerU4l6HZvw6No9Rv8xG3j+lTHtxnXjtaplUVWVsIchbBi/ItsxXdx/lpretZh1cBEJsfGsGvX8Svmh34/nhzFLiAgOZ/OstXz0zTDeGdGZ+1fucmjjX1ku73/+Jqf/PMbk3+eSnJTM/St3OPjznjznUE1O4a/PVtNx7Wh0eh2XNhwk9MYj3LVtekHbpj20baqmpFC7X2u+bz4GpyqlqdbxTUKu3afnnzMAODRnI3f25/0ewOwYNXkWp85dJCIiiubtu/Nxvx50bNvqP1m3mpzCPqO8XdbyVlPL20Utb92N8larX2t+aD6GwsWL0mb+Ryh6HYpO4fpvJ/D/6+U8CVRNTmH3pNV0MhnXPLRx7bw2rvUyGtfq9G3Nd9q45mc0rn18fCGHczmuWaIf1GpVj65T+mHrYMeQVeN4cO0u83tOz3beLo//gfo/j0PR63jw8wFirj+kTE/DWHJvzV4qDO9APnsbaszqm7bMoVYTKFCsCHW+N4zBOis9j7YeISSPfUBNTuHPST/Qbc0Yw1dlbDxIyM1H1O5mODN9Zt1f3Nx3HjdvDwb/PT/tayoAHp2/zbU/TtL/9xmkJCcTeOUeZ396PgVXa/uSLunV4rw67nvqrB+Potfx8Of9xFx/SGktbw/W7KX8iI7kt7eh6mwtb0nJHNO+aufa+O+p+e1gdPmteHYvmEtDXu5XQp3bdwYP79p8/fdS4mPjWTby+RPsR//wGStGLyI8OJyfv1jDJ4tG8P7Ibty94s/+DXkfWzPzqvTRzGJ7Fcc1c3HumvQDXdaMMXwdj5bDWlr/OLvuLwo7FaHvjulpOazXtw3LWox+afsianIKOyf9QFetj17Q+qhxDLe0Pjro7/kkGfVRgPeWDqGQvS0piUn8OemHtIcOQd77aF72KQG2TfmBLl8PRp/PirAHQWzS4q7Wqg7tpvSmsIMdfVaN5vG1u6zsOctsDJm5sO8MHt61mPf3tyTExrNi5KK03438YQLfjf6WiOBw1n+xlkGLhvPuyK7cu3KHgxv2AtB+yPvY2NvSa1p/AJKTk5nc1vAE7vwF81PtTXdWjc/7OHJi30neaFaPtYd/IC4unrnDn38rwMw10/ly1HxCg8J4p297Og18DwcnB1bsWcbJ/Sf5ctRX9BjWHbuidgyZ+YkhzqRkPn5rcK7jUXJ73br2kKJxGM5IJgKDgL2pXwWjKMoUIEZV1XnazzGqqtooitIb8MVwf6ob8JOqqp+btFGAOUAbDGcXp6uqusFo3TsxXIa7VPu5N1BHVdXB2s93tZ+fGP9Ou3dzCYb7S/MB61VVnaooyg/Ab6qqbjaJIx+Gy5SLAT+Yu+9UUZRxQHctB4FAV1VVw4zewwsYqarq21r7RcBpVVV/UBSlLvANhsuiYzHcd/oMw726bTGcRQ0B2quqmuk5++xc1msJEcq/89S4l6Fkit7SIWTqti7xxY0sJIZXd5tWTSlo6RDMGnJ26osbWcjCWpMsHUKmErN9/cp/74by4kvILeWduHyWDiFT5wq8ml8QUC/u1R3XVhd8dT9r7rwy3/yXQb5Xcq/IIE55dYN7mXcbv0wxyqsaGQSo8S9uZCEByf/Ok65fhr8e7s50ls91cZpbpoVkLpa3xnAfaa2sCrb/n0hxmnNSnOaOFKc5J8Vp7khxmjtSnOacFKe5I8Vp7khxmnNSnObO/9Xi9NWcKTKhKEoLDJfDfiOFqRBCCCGEEEL878jtPae5pqrqDxjuG83NsnuB119mPNmlKEorYLbJy3dUVX3HEvEIIYQQQgghxP+S/7w4/b9KVdVdGB5WJIQQQgghhBDiJfs/dVmvEEIIIYQQQoj/TVKcCiGEEEIIIYSwOClOhRBCCCGEEEJYnBSnQgghhBBCCCEsTopTIYQQQgghhBAWJ8WpEEIIIYQQQgiLk+JUCCGEEEIIIYTFSXEqhBBCCCGEEMLipDgVQgghhBBCCGFxUpwKIYQQQgghhLA4K0sHIPLuthJn6RDMcia/pUPI1D1dkqVDyFTRV7hbboy4aOkQMmVdtKalQzBrYa1Jlg4hU5+enWrpEDK14BXOG4qlA8jcwYKWjiBzOlIsHYJZ+wu9uhvUhnyWDiFTCapq6RAy9fAVnuNd1Fd3jj+tRlo6BLNeU6wtHUKmQtVXcx8coIFVMUuHkCty5lQIIYQQQgghhMVJcSqEEEIIIYQQwuKkOBVCCCGEEEIIYXFSnAohhBBCCCGEsDgpToUQQgghhBBCWJwUp0IIIYQQQgghLE6KUyGEEEIIIYQQFifFqRBCCCGEEEIIi5PiVAghhBBCCCGExUlxKoQQQgghhBDC4qQ4FUIIIYQQQghhcVKcCiGEEEIIIYSwOClOhRBCCCGEEEJYnBSnQgghhBBCCCEszsrSAYiXr8vkvtTw9iQhNoFVIxdx/8qdDG2KlSpO/0XDKFzEhvtX/Plu2DckJyZlufysw98SFxNLSkoKKUkpTPcbA0C74Z3xbFmXFDWF6CdRrBq5iMjg8CxjrNC0Jr6TeqLT6zizYT9/L9mRoc1bk3tS0duDxNgEtoxcyuMrdylWzoVOiz5Ja2Nfujh/fbWZY6t20mxoR+p09uZpWBQAe+Zs5MaB8znOX+Wm7rSf1AudXsfxDfvYt2R7hjbvTO5FFW9PEmLj+XnkEh5duZv2O0WnMGzHTCIDw1nZb0665bw+fBu/Cd35zPNDnoZH5zg2t6Y18Z3UA0Wv4+yGAxwykzffyT2p4O1OYmwCv4xcxuMrd3Es58L7Jnnbr+XNuWoZ2s7oi1WBfKQkJfPbZ9/z6IJ/jmMzNX32eJq3bEJsbBxDPh7PpQtXM7RZvHwO7p7VSUpM4tzZi4waOoWkpCQ+/qQvHd5/GwArvRUVKpWjWvlGRERE5iqWKk3deXdSb3R6HUc37GPPkm0Z2rw7uTfVtG26duQSHl65Q1EXR3rOH4SdU1HUlBSO/PwXB77/E4D247pRvUVtkhOSeHI/iB9HLSE26lmu4ktVtmlNvKcYtu/l9Qc4+W367etQ3oVW8/pTvHpZjszdxOnlfwCgL5CPTpsmos9vhc5Kz80/TnJ0/tY8xZITE2fO5+8jJ3GwL8qvPy79z9YLhpw103J2KZOctdZydtgoZ7YuDrT5agCFnYqgqioXf9rP2VW7XkpMXY3G0JVZjMEDtDH43hV/VmhjsHP5kvSdO4gy1cqxdd7PgtuCQQAAIABJREFU7FrxfPzpM+dj3JvVJio0kkmthuc4rkpN3WmnjbsnNuxnv5mxrd3kXlTx9iAhNoENZsa2oTtmEhkYxqp+cwFwqfI6HWf0o4B1QcIfhrBu6GLiY2JzHFtFLTZFr+Pkhv0cMBOb3+ReVNbmhI1GsY09vJD4mFhUbW5a6DcBAJ/h71GtZR1UNYWYJ1FsHLmUqBfMTZnF5qfFdiqL2CoZxRagxTbGJLZvtNhcqpahw4x+2ribwi+freLhhduZxtB5ch9qeNciITae70cuzvQz9eGiodq8foeVRvN6ZstXa+pB50l90Ol1HNrwFzuX/ApAqSpl6D6jPwWsCxL6MJjvhi4kLiYWvZWenrMH8Hq1chSw0nNxy2GOfJsxH+Wb1qTV5B7o9DrOrT/AETNzVaspz+eqbSOXEXjZkLM3+rXGs7M3qCrB/zxg26jlJMcnUqLK67w1sy/5rAsS+TCErUO+JSEXn7VXeT4o17QmPpMN49n59Qc4ZiZvPlN6Ul7L229GeavbpxUeXbxRFIVzP+/n1KqdAJSoWoY2qXN8cjI7J35PQC7n+A8/709t7zrEx8azYMTX+F/O+JktXroEoxaNxqaoLf6Xb/HV0PkkJSbxzkcdaNLeCwC9lZ5SbqXo6dGNmMgYPpk7hDrN6xIZGsmnLQflOK6qTd15b1IfFL2Ooxv+YreZbfre5D5U8/YkMTaeNSO/5YHWB7rPGUiNZrWIDo1kequRGZZr8WFbOkzowSjPfrnabzP10ecfUde7LvGx8cwfMZ/bZnJYonQJxi4ai01RG25fvs28ofNISkzCpogNQ+cOxaWMCwnxCXw98mvu3biXqzj+jf3wVuO6UrlFLZITkgi7H8TWUcuIy0U/kDOn/2NqeHlS3NWF8V6fsGb8UrrP6G+2Xcex3dmz8jcmeH/C08invNmpWbaWn9dlClN9R6UVpgC7lm9jSpsRTPUdxcV9Z2g75L0sY1R0Cm2n9mFN7zksbDmKGn4NcXJ7LV2bil4eOLo685XXcH4d/x1+M/oC8MT/MYt9x7PYdzzfvj2BxLgEru06nbbckZV/pv0+N4WpolPoMLUvy3vPYnbLEdTya0QJk9iqeHlQzNWFmV5D2TR+Be/O+CDd75v0aUPwrYAM713UxZGKb9Yg7GFIjuNKje3tqb1Z23sOi1qOpoZfgwx5q+DljqOrMwu8RrB9/ErazugDQKj/Y5b4jmeJ73iWvj2BxLh4rmp58xnbhQMLtrLEdzz75m/GZ1yXXMVnrHnLJpQrV4YGtVozcshkZn85yWy7rZt+o3FdX7wa+lGwYEG69XwXgG+/WUWLNzvQ4s0OzJg6n2NHTuW6MFV0Cu9P7cu3vb9gesvh1PZrhLNJ3qp6eeDk6sznXkP4efwKOs/oB0BKUjJbp69leovhzHtnIk16+KQt+8/hS8z0GckXbUYTfOcxPh+3z1V8xnE2n96Lrb3m8EPz0VTyq49DhZLp2sRGPGXf5LVpBVaq5PhENnWeydrWE1jbegJlm9bExbN8nuLJifa+LVk6f/p/tr5Uik6hxfRebOk1h++bj6ayX30cTXIWl0nOUpJTODD9J75vPoZ17abg0bNFhmVzo4aXJyVcXRjn9Qmrxy+lZyZj8Htju7N75W+MMxmDn0bE8NOUVemK0lRHNu9nfq/c5VnRKbwztQ/f9Z7N3JYj8fRrmGFsq6z1g1lew9g8fgUdtX6Q6s0+bQi69Sjda+/P6s8fs9fzZesxXNp1Gq/+b+c6tpW9Z/Nly5F4+DWkuJnYirk6M8drGFvGr+Adk9iWdZnO177j0gpTgIPLf+OrNmP42ncc1/adpcWQDrmKrf3UPqzqPZv5LUfibia2Slpsc72GsdVMbMu7TGeB77i0whTAd2xX9i7YwgLfceyevwnfcV0zjaG6Ni9P8PqEteOX0W3Gh2bbdRzbjb0rf2Oi96c8i4yhsfaZymx5Raej69R+LOg9g0kth1HPrxEubqUA6DVrAFtnr+Pz1iM4t+skrfr7AVDbtwFW+fPxeesRrHhrIrW7NqNIqWIZctZmWm9+6jWHb1uMpppfA4pVSJ8zN2/DXLWo6Qh+G7eSt6Yb5irbEvbU69OK796eyFKfsSh6HdXbNgDg7dkf8Nes9SxrNZZ/dp2m4UdvZZqzzLzK84GiU2g9rTfre81hWSZ5K+/tjoOrM0uajuCPcStpreXNqWIpPLp4873fJFa0HkeF5p7Yly0BQLNxXTi0YCvf+Y7n4PzNNMvlHF/buw4uZUsyoEl/Fo9dxMAZH5tt12tcb7Z/t42BTfsTE/mUFp1aAvDLsq0Ma/Mpw9p8ytrZq7ly/DIxkTEA/LVpL5/3nJyruBSdQqep/VjUeybTWg6jjpltWs3Lk+Kuzkzx+pR145fT2Wi/7fjmAyzqNdPse9u7OFL5zRqE5nK/zVQd7zq8VvY1PmjyAQvHLmTwjMFm2/Ud15dfvvuFD5t+SExkDD6dfAB4f9D7+F/1Z1CrQXw57Es++vyjXMXxb+2H3z58iW98RrOozVie3HlMk4/9chXff1KcKopyNJfLtVcUpWo22k1RFGWk9v8fFEV5Nzfry0FcvRVFyfteDNn/G7PLw6cux7YeAMD/3E2sba0p4lQ0Q7vKDatz5o9jABzdcgAPn3o5Wt5YnNGRy/zWBUBVs2xfysON0HtBhD8IJjkxmUs7jlHFp3a6NlV8anN+6yEAHp67RUFba2xM4ijfqDph94KIePQky/XlxOsebjy5F0iYFtu5HUep7lMnXZvqPnU4vfVvAO6du0UhW2tstdiKODtQpVktjq/fl+G9233Wk9++WJfr2Ep5lCfsXhDhD0K0vB2nskneKmcjb+UaVSf8XjCRaXlTKWBTCICCdtZEB0XkOsZUrXybsXG94cjl2dMXsCtiR/ESThna/bXn77T/nzt7CZeSJTK0eafjW/yy+Y8Mr2dXWQ83ntwLIlTbpmd3HKWmT910bWr61OWktk3vnrtJIdvC2DkVJSokgofa0dX4p3EE3n5EUWcHAP45dJGU5BQA7py7SVFnx1zHCODsUZ6Iu0FE3g8hJTGZ6zuO42ayfWNDowi66E9KUnKG5ROfxQOgs9Kjs7J6UTd8qep41KCIne1/t0KNs0d5wo1y9s+O45Q3ydmz0CgCzeTsaXAEwdoZh8SncYTdCsBG27Z54elTl6PZHINPG43BtbQxODo0irsXb5NsZhvfOHmNp9rOXE697uFGqNHYdn7HMaqZjG3VfGpzWhs/7mvjR/qxzZOT6/enW8apnAv+J64Z4jt8kZpt6uU4ttIm4+4FM7FV9anNWaPYjMfdzMSnm5sKouaiU5Q2yduFHceoaiZvZ3IYm+m4GxWU+RldD5+6HN96EEj9TBU2+5mq1LA6Z/44DsDRLQfx1Ma5zJZ39XAj5F4gTx4Ek5yYxKkdR/h/7N13WBRX28Dh32FBRQEBC2A09t7A3gV7iC3RFGMvMcaSWECjJnYTY3w1dqMxmqhJNKbZomKNvVc09q5YQIqKKOx8f+yIy+6CLErW9/2e+7pyBXfP7Dx7Zs5z5syZmfXXv5tPkXyc3mO62uXE9qNUeq3G07hds+JkcMIlWxaSHieSEJdy9vIVvV1GXzG1y/CVuynZOGW7LNm4Mkd+NdXZtUNnyeqRHbe8pu/kZDDgnC0LyuCEi2tW4vS6yV0kH5f2/GP6HtuOUToD+9rL3B/k8y9KlFm9nVi5mxIW9VaicWWO6vV2/dBZsun1lqtYPq4fOkviw0doSUYu7zlJyaam76VpGln0fS2re3bibmWsj6/WpDqbfzUd25w+dIocHjnwyutlVa5CrQrsWLMdgE3LN1KjaU2rMnVb1uPvFU/7/xN7w7kXnbFZyUL6fvxkmx5YuZOKVtu0CnvMtml2fZsCnE0jr7b5rDO/f7EEeDEdao0mNdj460YATj2jDrfrdbhh+QZq6nX4avFXObzDNPFy9dxVfPL74Jn7WbnGWmYdh5/ddiy5HVw5dJacGTwu+lcGp5qm1crgoq2BFzZwe4G6AOkenCqlDGm8/UK/o6dPLqKuRyb/+25ElFWSdPNyJz72fvIOdPdGJF4+3s9cXtM0Biz6jM9Wfkm9do1SfOYbIe2YuHMONVrV5Y/JS9OM0cPHixizdcTeiMLDJ+VBobuPFzHXo56WiYjCwzdlAy7foiZHV+xK8VqNzk3o+9cE3pjYk2weOdKMw5acPt5Em8UWfSOKnBaxeViWiYgip95BtR7RmVVfLLE6CCrbqDIxN6O4fvKy3TE94e7jbaPeUtaJh2UZm/VWg6Mrnp4vWjN6EU2GtmPQzmk0HfYeYRPT3n7p4efnw/VrEcn/vnE9Aj+/vKmWd3Z2pu07Ldm8cXuK111dsxHUqA6rV6zPcCw5fby5a75P34gkp0W9efp4pSgTHRGZfNDxhHf+POQvU5iLh89araPmW0Gc2HIowzECuPl6EWe2z8fdiMLNx7rTSo1yUnT8azwfHprFpe3HiDic+iWC/yvcLers3o0o3O2osyc88ucmb9mC3Dj0/HXmZZFDoyKi8LKRgx+Y5eCoG5F4+jz/wDgtOX28LHKbdTuwzH8xZrmt1YhOrPriRzTNmGKZiNNXKasfQFcMrkFOP/sPRnJa9AkxNyKtcptVbjaLDU3j/UVD+WjleKq3a5BiuaYhbzNs5wwCWtVm/eRfMhRbtEVslvVmmXdjIqLwMIutx6Kh9Fs5nmpmsa0c/QOvD23P0J0zeH1Ye9ZO/DnVGLx8vC36Zev8ZOrXH6To15/sU6kt72n5+o0oPH1M2+/a6StUbGwaqFYJrom3vl0PrNlNQnwCk/bO4+NdU9k1dzUPY+6niMXd15uYGyn7KneLfsjd15tYs3XHRZjabtzNu+yau5r+u6YxcN9MEuIecH7bMQBunb6SPFgr83p1PPzsbzMvc3/g7utNnJ31FqvX2+3TVylQrRSunm44Z8tC0SB/PPKZYg4bs4iGw9rRb9c0Gg1/j81fZqyPz+Wbizs3nk4G3ImIJJdFbnP38uC+WW6LvHEHb4syWbJlpVJgZXat2ZGhOCx52tym3jbKPI3dVhuyVF4/brt2MmOXzdqS2zc3t288nYW9E3GH3L4przzwsKjDOzfuJNfzhZMXqN2sNgAlKpYg7yt5ye2Xcvn0yMzj8CcqvxWYoSsY4d+bOb2n/z9QKbVFKbVcKfWPUmqJUkrp701QSp1QSh1VSk1SStUCWgJfKaUOK6WKKqXeV0rtU0odUUr9qpTK/oz1XlRKfa6U2qWU2q+UqqSUWqeUOqeU6mVWLlT/3KNKqdH6a4WUUieVUvOUUuFKqfVKKVd9VrYKsESPyzWNdY9QSm0H3rIVeyrfsahSaq1S6oBSaptSqpR9dW3jRcuzxTYKPRlMpbX8hDafMrb5YL7uMp6gTs0oXq10cpHfJ/3E4Fq92P3nNhp0bmZ3kJaDOWUrELMiBhcDpRpV5rh+lhhgz+IwJtfrz8zgocTdiua1T9unHUf6QrMRm40FNY0yDSpxLzKGq8dT3gvkki0Ljfq+wdrJy+yO50XEZl7G4GKgZKPKhK/Zk/xatQ6NWDt2Mf+p9RF/jV1M6y9tXzJmX6zP3sbmJvxnBLt37mfPrgMpXm/SLIh9ew5l+JLe1GKxOgn6jHizZM9Kj9kD+XXM9ymuFABo2ucNjElJ7Ptju+VHvPg406AZNRa9Npy51T/Ct2JRcpXI/1zx/Fewud3s+wiX7Flp+c3HbB69OEP3r1nHZP1S+vJbJk91p6OuUmu3pRsEcC8ylmvHre9zXDr4G2p1bEL/lePJ6uaafI/j88ZmTxud1WYUU5sPY36XL6nZqQmFqz3tNtdNWsbntfpy6M8d1Orc9IXEZrWp0ties9qMYlrzYXxnEVuNDo1ZOXYRX9Tqy6qxi2j7pe3Lv58nhuQyqbyXVn///eBZBHVsxqcrvySbWzYS9e1aqGIxtCQjodV7Mq3OAGq8H4xnAeurYp4VcGrrzuaRnZJNKjOtTn+mVOuLi2tWyr9hOhhfETqXqp0a02PVOLLkyNi+9t/SH9habyqhoWkakWevs2vOSt5b8gntfhjCrROXMSaaBjeVOzQibOxiptf8iLAxi2k+MWN9vLKR3Ow9BgGo1rgaJ/efTL6k97mlI5/ae0ziki0Lzfq+ycpnTLa8CFZx2Gwbpv8tm7UMt5xuTP9rOi27tuRcuO2rbJ4pk47Dn6jfpxXGpCSO/JGxExCOeCBSAFAWuA7sAGorpU4AbwClNE3TlFKemqZFK6VWAKs0TVsOoJSK1jRtnv73OKA7MP0Z67uiaVpNpdQUYCFQG8gGhANzlFJNgOJANUy7xAqlVD3gsv56O03T3ldKLQPaaJq2WCnVFwjRNG2/jfWZe6hpWh093lyWsWuaNt3Gd9wI9NI07YxSqjowC2hg+cFKqZ5AT4D/hH5B2y7vAHDxyDm88z09S+Xl6030zagUy96LisXVIwdOBieMSUa8/HIRrT8k4m5EZKrLP3nIUVxkLIfW7aVwxeKc2XsyxWfv+XMbH383jBVTUh+IxUZEkdNsHR5+3sRZPKTCVObpWRwPX+8Ulz0VD/TnxvEL3L8Tm/ya+d/7f95Ex/mhqcaQmuiIKDzNYvP087Z6gEaMZRlfb2Ju3qVicHXKNqpM6aAAnLO6kM3NlfZT+rBpzgq88+ch5C/Tw5Fy+nozcNUXfN16OHG30z/osl1vKS/PibEs4+ud4jJdU71dTFFX/m3qsmb0DwCEr95DqwkZ67i69niP9p1NV9QfPnicfK/4Jr/nl8+XiAjb92wMGtKbXLm9CO1gfb9JqzbB/L58dYbieSI6IhIv833aL5fVA7uiI6JSlPH0zUWMvr85ORt4f84g9v+xnSPr9qZYrnqbepRrWIlp7419rhjBNFPqbrbPu/t5cy8DD29JiH3A1d0nKRxYgcjTV587rpeZZZ252VlnTs4GWn7zMSd/38mZtc9K56lr0LEZ9do1BOCCRQ72tpGD46JiyW6Wg73NcnBmscpbfrmsclt0RGSKMjn1vFshuDplGlWiVJB/cm5rN6UPPw2Yye1z15nX6QsAchf2pXSQf4ZiM89bOW3EFmMRm6dZn/Ck7P3IWMLX7aNAxaJc2PtPiuUP/bmDbt8NJmzKcrtj83xGbLERkSnjN4stLpXYKrepx4rR3wNwdPVu2ljk3ZodG1OtXQOSgAtHzlr0y7mIsdmvZ0/Rr8fcMpWx7tdNyztncU75up830foyEeeu83Un0/3NPoX9KB9kmrGs3qoOx7ceJikxiQeRsVw5cJp8FYoQfeVpfo+LiEoxg+7h5211u0jsjSg8zNbt7mvqzwrXKUf0lds8iDJd4vnP2n3kr1ycY7/vIPLcDZZ0nACAd2Ffijewf197mfuDuIgo3C3q7d4z6s3D15t7+nHAkaVbObLUdPl2YOjbxEWYtmX5NnVZP8rUx59cvYfX7TgBHdzpdRq3M53UOXv0TIpZuty+uYiy2A9jo2LJYZbbcvnl5q5Fmbot6rHtz63pjuFZ0rNN70ZE4pUvN3DKVMZsm9qSp6APufPnZfhfpge/efrmYuiqL5nYeiixdhy3ATTv1Jymeh2eOXqGPH5PT+bk9s1N5M3IFOUt6zC339My8ffimRIyJbnsgh0LiLgSgb0y6zgcIKBNXUo2rMSC98bbHdcTjngg0l5N065qpmuDDgOFgFjgIfCtUupNILVHO5XTZxOPAe0xDXKf5clTJY4BezRNi9M07TbwUCnlCTTR/zsEHARKYRqUAlzQNO3JnPQBPVZ7mJ9yeWbsSik3oBbwi1LqMPAN4GfrgzVNm6tpWhVN06qcWLafMcGhjAkO5dD6vdR8MxCAIgHFiY97QMxt6/sLTu0Kp3Kw6Rr2Wm0CObx+HwCHw/bbXD6La1ay5sgGQBbXrJSpW5Frp02XqOYt9HQQ4t+oKjfOpXxghqVrR86Rq5AvXvnzYHAxUL5FTf4JSzljdjLsAP5v1gUgf0AxEuLiuWf2PSq0rMXRlSkvJTC/Fr5M06rczMCB+ZUj58hTyBdvPbaAFrU4bhHb8bADVHmzHgAFA4rxMO4BcbejWT3xZ8bU7MO4Ov1Y1G8aZ3aGs2TATG6cusLIKh8wrk4/xtXpR0xEFJObD7VrYApw7ch5vAv54plcbzWs6u1U2MEU9fbQot7Kt6zJsZUpbwGPu3WXQjVMs+BFapUl6qL9iQ5gwbc/Jj/EaO3qjbz9bisAKlWpSFxsHLduWg9O3+vYlsAGdfiwe4jVWTt3Dzdq1q7CujXW9+/a45K+TXPp9VapRS2OhqUciBwL2081fZsW0vf7WL3e2n/Zi4iz19g0P+UguXT9ijTq1Ypvekzk8cNHzxUjQMSR83gW9sWjQB6cXAyUbFGDc2EH07Wsq7c7WT1MF5I4Z3Xh1TrliDpn/VCu/zURR87jVdiXnHqdlbKjzgCaftWDqLPXOfDtX88Vx6ZFaxkVHMooPQfXMsuhD1LJwf/sCqeKWQ4+pOfgzHLlyDlym+U2/xY1CbfIHyfCDlJFzx+vmuW2vyb+zLiaffm8zkcs6TeNszvD+WnATADccnkAprPsjfq+wa4lG+2O7aoe25M+oWKLmpywEVsls9ji9dhczPomF9esFK9bgQg99+c265vKNKrMrQy0iasW/VXFFjU5aSO2yjbqzcU1K1nMYithFlvsrbsU0fNu0VpluWORd3ctCmNq8FDGBIdyeP0+arxZH0hPv266N7RWm/rJ/fqRsP02l7945Cx5C/mRO39eDC7OVG1RmyN6bnQ3266v923D1iWmWyuirt+hVK1yyd8pf0Bx7ljU67Uj5/Eu7Iun3i7LtqjBaYs6O73hIBXbmOrslSd9/K1oYq9H8kpAMZyzZQGgcO2y3NEfMJhdjwmlqNuvNQcysK+9zP3Bdb3enuSzMjbq7cyGg1TQ6y2fWb3B0/rxyJeLks2qEv6nqa+/d+sur+r7WqHa9vXxa35YnfwQo93rdhHUxjRXUiKgJPfjHnDXxkm1Y7uOUTu4DgAN2jZkz/qnM2vZ3bNTtka5FK89r0tHzpG3kF/yNq2cyjatnso2teX6qSsMqfI+n9Xpy2d1+hIdEckXzYfYPTAFWPXDKvq91o9+r/Vj17pdNGxjOpFZMqAk9+Pu26zDo7uOUkevw0ZtG7Fbr68cHjlwdjHNKzZt15Tje48Tn4ErfjLrOLx4/QrU7dWCxT0mPddxkSNmThPM/k4CnDVNS1RKVQMaAu8CfbExW4hp5rO1pmlHlFJdgEA71me0WLcR0/dXwBeapn1jvpBSqpCNWG1ewpsG8xsxFvLs2J2AaE3T7D8dqDu2+SDlgyrx+dYZpkfGh85Kfu/jBcNYOGQ2MbfusnzCIj6YPoA3Br3L5fCLbF+2Mc3lPXLnpM/cwaYgDQb2/rmN8K2mcXubIR3wLZIPzagRee02i4bPTTNGY5KRVSMW0vmHT0yPsF62hVtnrlG1vanB7luykdObD1MiyJ+BW6fwKD6B30Kfbh6XbFkoVqccfw77NsXnNhvaDt8yBUGDu1dv8+ew+XbXnzHJyG8jFtDzh2E4GZzYu2wzN89cpWZ70z22u5Zs4OTmQ5QO8mfY1qk8jk/gp9B/56czjElGVo9YSKcfhuBkcOLgsq3cPnONKnq97dfrrXiQP/23Tjb9lIxFvRWtU44VFvXy5yffEjyyE07OTiQmPObPoSnrNSM2rN9Kw8b12H1oHfEPHtK/z7Dk95Ys+4aBH33KzYjbTJwykqtXrrMq7CcA1qzcwOSJpn0uuHkjtm7ayYMHz3eppTHJyLIR39Hnh2EogxO7l20h4sxV6ujbdPuSDYRvPkTZoABGbp3K4/hHLA6dDUCRKiWp3qYe105e4pM1XwKwYuJPnNhymLdHd8M5izN9F38KmB6y8PPwjNedlmRk02ff02bRYJwMThxfupXI09eo0MGUCo8u3kT2PDnpsGosWdxc0YxGKnVvxsKGQ8iR15PXJn+AMjihnBSnVu3h/MaM3euREaEjJ7Dv0FGio2Np2LoDvbt3pE2LDFxCaSctychGszo7ptdZRb3Ojuh11tGszip3b8aChkPIU7oAZdvU5fbJy3T6y3SGd9vEZVzYfOS5Yjq6+SAVgioxQc+h35nl4P56Do62kYO36TnYI48nI1Z8iaubK5qm0bjb63zauD8P78XzwbT+lKxRFjcvdybt+oY/pyxl27L0nbwxJhn5fcRC3v9hqOknUZZtsZnbSgX588nWr3kcn8DS0G+e8ang37IWtTuaniR5bN1e9v2yxc4aM8X254iF9PhhKE5msdXQY9u9ZAP/6LEN2fo1j+IT+EWPzT13TjrNNf2sjpPBwOE/d3B6q2kbvjbkXfLofdPda7f5bXjG+oQ/Ryyku0Vs1fXY9uixlQzyZ7CN2DrqsRkMBg6ZxfbrJ/NoMbITTs4GEhMe81saedfULwcwfut0HsU/YmHozOT3PlowlO+HzCHm1l1+nbCYntMH0HpQOy6HX2C7vm+ktrwxyciPI+bT/4fhKIMTO5Zt5voZ0+C5Wss6BHU0teGD6/ay4xfTg7A2/7COLl/1ZvT6ybgoJw7/spVb/1xJEa+WZOSvEQtp/8MQ00+i6H1VZb2vOrBkI2c2HaZYkD99/zb1VStCTHV27fA5Tq7ZS8/V4zEmJRERfomDP5q+R7mWNanayfTk13/W7uPwMvtn317m/kBLMrJuxELa6X38kWVbuXPmGpX0eju4ZCNnNx2maJA/vfV6WxXytI22mfMxrl7uGB8nsm7EwuSf8Fg95FuajDL9ZEhiwmPWfJKxfurApv1UCarCnG3zSIhPYHrI18nvfbZwFDOHTCPqZhTff7GAkBlDaB/agfPh5wlb+vSZETWa1uTw34dIiE9I8dmDpodSrmZ5PLw8mL9nIT9NXsKGpWHpisuYZGTpiO/o+8NwnAxO7Fq2mRtnrlLxBu5rAAAgAElEQVS3vWlf2bYkjOObD1E2qBKjt07jUfwjFpnl5a7TPqZEjTK4ebkzftdsVk9Zxs5lm1Nb3XPZt2kfVYOqMn/bfBLiE1LMgo5eOJqpQ6YSdTOKBV8sYMiMIXQK7cS58HOsW2r6mbMCxQowaMogjElGLp+5zNTBUzMUR2Ydhzcf3QXnLC50XTwUMD0UacXw7+yOT2Xk6XV2r0Spe5qmuSmlAjFdDttcf30GsB9YDmTXNO2WUsobOKtpmrdSajpwUNO0BXr5O5geHnQXWANc0zSti1JqFHBP07RJSqmF6JfJKqUuAlU0TbujDwiraJrWV/+si5juHa0EjAUaapp2Tyn1CvAYyK5/Tjm9fAjgpmnaKKXUSmCypmmp7r3m635G7JbfcScwRdO0X/T7cStompbm0VKPQm3/xedypp8vWRwdQqoeYHx2IQdxI63nZznW3Oj0z0r929p6VnB0CDYVNro4OoRUfXRwjKNDSNXUSrZ/fuhlcMLpoaNDSJU3L+/+9rL+dp2tW7xeFlFk4B7ef0kB7eXt42+pl7fe/DRHzAulz14t4893yEyvOKX5iBmHumh8QffOZoJKTvY/yfffMu7ij6mm3pelr3AHVimljgJbgQH66z8DoUqpQ0qposBnwB4gDPjH5ifZSdO09cCPwC79ktvlejxpWYjpftVUH4hkQ2qxW37H9kB3pdQRTPfFtkr3lxFCCCGEEEKI/1L/ysypyFwyc2o/mTnNGJk5tZ/MnGaMzJxmjMyc2k9mTjNGZk4zRmZO7SczpxkjM6dCCCGEEEIIIUQGvbynb/5LKKV+BwpbvDxE07R1johHCCGEEEIIIf4byeD0OWma9oajYxBCCCGEEEKI/3ZyWa8QQgghhBBCCIeTwakQQgghhBBCCIeTwakQQgghhBBCCIeTwakQQgghhBBCCIeTwakQQgghhBBCCIeTwakQQgghhBBCCIeTwakQQgghhBBCCIeTwakQQgghhBBCCIeTwakQQgghhBBCCIeTwakQQgghhBBCCIdTmqY5OgbxnAYWevel3IgPMTo6hFRle4nPy8SS6OgQUpXES7mrAeCKwdEh2PSqlsXRIaTK+eXdnHx8cIyjQ0jV8CrDHR1Cqm5oCY4OIVVZ1cuZdw0oR4eQqjjt5e0PypLd0SGk6p56eZPbTR45OoRUlTFmc3QINl12euzoEFKV4yU99gA4Yox2dAipWnN5TaqJ9+XsKYQQQgghhBBC/L8ig1MhhBBCCCGEEA4ng1MhhBBCCCGEEA4ng1MhhBBCCCGEEA4ng1MhhBBCCCGEEA4ng1MhhBBCCCGEEA4ng1MhhBBCCCGEEA4ng1MhhBBCCCGEEA4ng1MhhBBCCCGEEA4ng1MhhBBCCCGEEA4ng1MhhBBCCCGEEA4ng1MhhBBCCCGEEA4ng1MhhBBCCCGEEA4ng1MhhBBCCCGEEA7n7OgAROYqVb8irUd0xsngxO6lm9g0e4VVmTdGdqZ0UACP4hP4KWQ218IvJr+nnBQDVn5OTMRd5nefCECzgW9TrnFlNE3j3p1YfgqZTeytu3bFVaZ+Rd4a0RVlcGLn0o2sn/2nVZm3RnalbFAAj+MT+CFkFlfCLwDQYeKHlG9QibjIGMY1DUku/3r/t6j9bkPiomIBWDHxJ8K3HLIrLsicOmsxtD1lGlUi6VEikZdv8lPoHB7GPkh3TO1GdqN8UACP4h/xXcgMLut1YS53/rz0nDGAHDnduBx+nm8HTCfpcWKqyztndWHI0jE4Z3XByWDgwF+7WDFlGQCVg2vSsv/b+BV7hfGthnLp2Ll0xfneyG5UCKrEo/hHzA+ZzqVU4uw1YwBuOd25FH6euQOmkfQ4Ed+ir9D9qz4ULFuE3yb9yNp5T+vd1SM7XSf0Jn/JV9E0je8Gz+TcwdPprr/M2N+6z+hP3iL5AMjukZ0HsQ/4InhwumOypXD9CjQa2REngxNHft7C7tkrU7zvXdSP1yf1xKdsIf6e9At7565Jfi/4q/cp2sCfB5GxzG8y9LnisKVQ/Qo0GNURZXDi2M9b2DvLOrZmk3qSt1whtn/1C/v12Nz9vHltSi9y5MmJpmkc/XEzB79b98LjS82nn0/m7x178fby5I/FczJ9fSXqV6TViE4ogxN7l25mi4380XJkZ0oF+fM4/hHLzPLHJ9unkXAvHs1oxJhoZFrL4QCUD65O4/5tyVssHzNafcbVY+czHF/HUd2pGFSJhPgE5obM4NJx68/KUyAvfaYPJIenGxePX2DOgKkkPU6kVut6vN6rNQAJDx6ycPhcLp+8iG+RfPSdMSh5+byv+vDr5J9Z992qZ8aTGbkNTDmj84QPeaXkq6BpLBg8i/MHT5O/dEE6ju9J1uzZiLx6m3n9p/L43sMU6ytb35+3R3TFyeDE9qUbWTf7D6uY3hnZlXJBlXgUn8DCkJnJ+SK1Zd+fMQAfPV+4emQnPvYB44JDcXI20OnLXrxatghOzk7s/m0ra2dZry81nUZ1xz+oMo/iE5gTMp2LqWzPftMH4ebpxoXj55mlb8/Kjavx1qB2GI0axqQkFo3+jlP7T+JXJB/9ZjzNdXlf9WH55J9Ym47tmR5F6legyUhTLjn88xZ2WeS5XEX9aD7pA3zLFmLLpGXsMctzL0KJ+hVoPqITTgYn9i3dzFaL9QO0GNmJkkH+PIp/xPKQOVzX22g2j+y8OeF9fEoWAE3j18FzuXzwDA37t6Hqu0Hc148/1k9cxqkthzMU33tm+/T8NNpEL71NXAo/zzy9TfgWzUe35H70J9bp/aiXXy56TO5HzjyeaEaNrT+FsWFBxuv1ZesPStevyJsjuuBkcGLX0k1ssNHHtxnZhTL6cduSkNlcDb+Ap18uOk7ug3seTzSjkZ0/bWTrgr8A6DLj4+Q+/kmbnRg8xK64MmNfA6jZuQk1OzXBmGTkn02HWDvhJ7vieuKD0R9QNagqCfEJTB40mXPHrY/1fAr48MmMT3DzdOPc8XNM6j+JxMeJZHfPTujUUPLky4PB2cBv3/xG2C9hALTu3pqm7ZqiaRoX/7nIlJApPE54nO64ZHD6P0w5Kd4c0405HcYTExHJgBWfEx52gJtnryWXKR3oT+7Cfnwe2J+CAcVoO74HU1t/mvx+va6vcevsdbK6uSa/tnnuStZONg1i6nZpRpOP32T58Pl2xfXOmO5M6zCO6IhIhqz4gqNh+4kwi6tsYAB5C/syKvAjCgUU593xPfiqtelAbffyLWz9fi2dJ/ex+uxN81ezYZ5147cntsyos1Pbj7F64k8Yk4w0/+Q9GvVuzaoJP6YrpvKBAeQt7MewwH4UCShOh/E9+by19eCjzScdCJu/in0rd9BhfE/qvtOALYvXp7p8YsJjJr03moQHDzE4GxiyfBzHtxzi/KEzXD91mVm9vqLT5x+ku+4qBFbCp7AfnwT2pUhAcTqO78k4G3G+9UlH1s9fxd6VO+g0vif13mnI5sXruB8dx4+j5hPQpLrVMu1HduP41kPM6j0Jg4szWVyzpDuuzNrf5vf9OvnvN4d3JD4u/ScbUouzydjO/Nx+AnERUXRZMYYzGw4QeeZ6cpmH0fcJG7mIEk0rWy1/7Je/OfB9GM0np3+b2RNbo3Gd+aX9BOJuRNFh5RjOhVnHtmnkIopZxGZMMrJl3I/cOn4RlxzZ6Lh6LJe2HUuxbGZqHdyY99q0ZNjYSZm+LuWkeGNMV+Z1+JyYiEj6rRjPibAD3DLb10oF+pO7sC8TAwfwakAx3hjfnRmtP0t+/5t243hwNy7F5948dYVFvSbz5uc9niu+ikGmNhpSvw9FA0rQdVxPRrX+xKrcO590ZO38lexeuYMu4z8g8J2GbFy8jttXbjL+7c94EHufCoEBdPuiF6Naf0LE+et8GjxIrwMnpu2Zx/51e54ZT2blNjANWsO3HmZO7/+kyBmdJ3zIL5//wOk9J6j9VgOa9mzFqslLk9elnJxoN6Y7X3cYy92IKIbq+eLG2avJZcrp6/0ssB+FA4rTfvz7TGg9LM1l5/Wdkrx82+GdkvNF5eCaOGdxYUyzQbhky8KoDVPYt2IHkVdvP7P+/IMq4Vs4HwPr96ZYQAm6jfuAEa2tD57bfdKJv+avZNfK7XQb34ugdxqyYfE6ju84yoGwvQAUKFWQj2eGENKwHzfOX2dY8MDk+pi559t0bc/0UE6KZmO78GP7L4iNiKLbirGc2XCQO2eetpH46PusH/kDJW3kuRex/pZjujK/wxfERkTSZ8U4ToYdTNFGSwb6k6uwL5MCB1IgoBitx3djVusRgGkgcXrrEX7sPRWDiwEX16zJy+2Y/xfb5q1+rvjKBwbgU9iPofo+3SnVfrRDcj/a0axN3I++x4+jvqNSk2opyhsTk1g67nsuh18gW45sjFg5kRPbjnLdbL9Or5etP1BOirfGdGNmh/FER0QSsuILjlv08WUC/clT2JexgR9TKKA4b4/vzuTWn2JMTOL3cYu4Gn6BrDmyEbryC05tO0rE2Wss7Ds1efnWwzvy0M4+PrP2tSI1y1CmcRWmvvYJSY8SyZHLI0P1ViWoCq8UeoUe9XpQMqAkfcf3ZUCrAVblug3txu/f/s7fK/+m7+d9afJOE9YsXkPzTs25fOYyo7uNxsPbg3lb5rH5j83k9M5Jy64t6dWwF48SHjF01lDqt6jPhuUb0h2bXNZrQSm1RSlVxc5luiil8r2oci/Kq/7FuHMpgqgrt0h6nMShlTsp1yTlVyvXpAr7f/sbgEuHzuLqnh33PJ4A5PT1pnSDSuz+eVOKZRLuxSf/nSV7VjTNvrgK+Rfj9qUIIvW4DqzcScUmVVOUqdCkCnv0uC4eOkN29xx46HGd3XuS+zH37FtpOmVWnZ3edhRjklFf5gw5fb3THZN/k6rs+m0LAOcPnSG7e3Zy6uszV6pWOQ6s2QXAzl+34K93Tmktn/DANGNgcDZgcDYkb8sb565x87x9nUVAk6rs/G2r2Xpy2IyzdK1y7Nfj3PHrluRONC4ylgtHz5GUmJiifDY3V0pUK8PfSzcCkPQ4kXg7Zp3/jf2t8us12b9iR7pjssXPvyh3L94k5sptjI+TOLFyN8Ubp+zYH0TGEnH0PMbHSVbLX9l7iofRmdMufJ/EdtkU2z8rd1O0SSqxJaaM7f6taG4dvwjA4/sPiTp7HTc79v/nVcW/PDk93P+VdRWwyB9HVu6irEX+KNOkMgd/2wbAZYv8kZpb565z+/yN546vUuNqbP91CwDnDp0mu0cOcub1sipXplZ59uptdPuvm5Pb6JkDp3gQex+AswdP4+WXy2rZsrXLc+vyTSKvpWNwlUm5LZubK8WrlWabjZzhWyQfp/ecAODE9iNUfi3lybDC/sW4dSmCO1dukfQ4kf0rd1DRYhtWbFKV3Xquu3DoDK56vkjPsmDKF/tWbNf/pZHVNStOBieyZMtC0qNE4uPirZaxpXLjamz7dTMAZ/Xt6Wlje5atVZ49a3YCsO3XzVTRTwA+yf8A2bJnw1ZXXq52eW5ejuBOOrZneuTzL0rUxZtEm+W5Ejby3I2j50mykeeeVwH/YkReusldszZa2iKXlW5SmUN6G71y6CzZ9Daa1c2VQtVKsX/pFgCSHifZdQVUepj6UdPnP6tN7DdrE+b96MWj50iyyMMxt6OTZ2Af3n/IjXPX8MxgHn7Z+oOC/sW4felmch9/cOVOylv08eWbVGWvWR//pM3G3o7mql4vCfcfcvPcNZvHZwGv1+CAnX18Zu1r1ds3YsvsFSQ9Mh0r3Y+MtSuuJ2o0qcHGX0058tShU+TwyIGXjfxRoVYFtq8x5asNyzdQs2nN5Pdcc7gm/z8uOi55vzM4G8iSLQtOBieyumYl8makXbH9Vw1OlVIv60xvFyA9g870lnshcvp4E3396Q4RfSOKnD4pG52HZZmIqOSG2XpEZ1Z9sQTNxujztZB3+GznTCq1qpM8i5penj7e3DVb590bkVZxmcrceVomIjJdibR+56YM/+srOkz8EFePHHbFBZlbZ09UeyuQf+y43MfTJxdR5vUVEYWnb8qDQjcvd+Jj7ycPgO/eiMRLjzut5ZWTEyPWfMXkA/M5sf0oFw6fSXdc1nF6E2WxzbxsxPnAIk5Pn7S3a55XfYiLjKX7pL6MWv0VXSd8SBazs9XpiSuz9jeAYtVKE3snhtsXI9Idky3uvl7E3YhK/nfcjSjcfa07Ckdw9/Ui7vrT2O7diMLdx/7YPPLnJm/Zgtw4lL7LxP/b5PTxIsZsX4u5EYmHRT1Z5Riz/IGm8f6ioXy0cjzV2zV44fF5+aZso1ERkXhbtAXLNhp1IxJvX+tBaOC7jThq47aJGi3rsGvFtnTFk1m5Lc+rPtyLjKXrpD6MWP0VnSf0Ss4Z105fwb+x6cC1SnBNvP1yW8RkmS+i8PTJZVUmKsU2jMTL1ztdyxavVpq4OzHc0vPFgTW7SYhPYOLeeXyxczZh81byIJ0nX718U37/qIindfOEu5c7983qL/LGnRR5uUrT6kzaOJ3QBcOZGzrDah01W9ZN9/ZMD3dfb+JuPI059l/Ocx4WbTTWRh+f08eLaLN8FxMRhYevF96v5uV+ZBxtJ31Av9Wf8+aE91PMnNbs3ISP/ppAm4k9yZaB4w8ALx/LbRr1zH40Kh39qLlc+fPwaplCnM9gf/+y9QeeVsdtkeS0yrteFnk30moQ6p0/D6+UKcylw2dTvF5Ub7P29vGZta/lLuJL4Wol6f3HGN5f+hn5KxSxK64ncvvm5vaNpyed7kTcIbdvynzo4eWRIn/cuXGHXPr+uHLhSgoUK8Di/YuZtX4W34z6Bk3TiLwZyW9zf+P73d+zZP8S7sfe59A2+26x+9cHp0qpQkqpf5RS3yuljiqlliulsiulKiultiqlDiil1iml/PTyW5RSnyultgIfK6XeUkodV0odUUr9rZfJppRaoJQ6ppQ6pJQK0l/vopT6TSm1Vil1Rik10SyO2Uqp/UqpcKXU6HTGblBKLdTXf0wpNUAp1RaoAixRSh1WSrkqpUYopfbp5eYqE1vlLiqlcuufXUUptUX/u75e5rD+fTJ02l8p69csB022yqBplGlQiXuRMVw9bn2vA8Bfk5YytlYfDv65nTqdm76IwCyKWJdJa8AH8Pfi9Yyo14/PgwcTe+subT7tZF9cqYb2YuoMoFGf1hiTkjjwx/ZUy6QnJqvp6jTqK63lNaORMcGhhNb8gMIVi5GvRIF0x2Ud57O3ma0yz5p6NxgMFCxXhM2L1zHq9VAS4hN4/cM37AnsmevMyP72RJWWtZ971lSPwvolO69KyDQ268e+j3DJnpWW33zM5tGLeXQvfTND/3Vs7mvPLvNkX5vVZhRTmw9jfpcvqdmpCYWrlXrB4WWsjVqWKV2zHPXeacjSL35I8brBxZlKjaqyd/XOdMZj48UXkNucDAZeLVeELYvXM0bPGa/pOWPh4JkEdWzGZyu/JJubK4mPU16pYasZpi9fpG/Zqi3rsHfF0/xfuGIxjElGBlfvyfC6fWjUowW5C+S18UHWnrf+APav20NIw35Mfn8Cbw1ql6KcwcWZyo2qsjud2zOj0ptrX4j05PpUtq+TwYl85QqxZ/EGpr8+jEfxCQR+2BKAPYvD+Kpef6YHDyXuVjSvf9o+g/FZv/Qi+tEnsmbPRp/ZIfw0ZiEPM5qHX7b+IB3xPKvOsmTPSvfZA/ltzPdW9VK5ZS0OrMhAG8ikfc3JYMDVIwezWo/gr89/pN3Mj+yPLRXW8dkqZPpfpfqVOH/iPB2qdKBvs758OOZDXN1cccvpRo3GNehauysdqnYgW/ZsBL0RZFccjpqJLAl01zRth1LqO6AP8AbQStO020qpd4DxQDe9vKemafUBlFLHgKaapl1TSj251qEPgKZp5ZVSpYD1SqkS+nv+QACQAJxSSk3XNO0KMFzTtCillAHYqJSqoGna0WfE7Q+8omlaOT0WT03TopVSfYEQTdP266/P0DRtjP73IqC5pmnLbZRLbT0hQB+9ftyAh5YFlFI9gZ4ADb2rUMG9qNWHREdE4Znv6Rk3Tz9vqwcXxViW8fUm5uZdKgZXp2yjypQOCsA5qwvZ3FxpP6UPSwbMTLH8wT930OO7Iaybsjz1WrOKKxIvs3V6+eUixiKuuxGReOXLDZwylfHNRczNtB+6FHcnJvnv7T9vpPd8+25cN8WWeXVWpU09yjSsxOz3xj0zjqCOzajbriEAF4+cw9u8vny9ib4ZlaL8vahYXD1y4GRwwphkxMsvF9F63HcjIp+5fHzsA07tDqdc/QCun77yzPieaNCxGfXbNQLgwpGzeOd7etbNyzeX1XriomLJnkqcqYmKiORuRGTyWd59a3bZNTjNrP0NTB2If9NqTGhhfd+eveIionD3e3pW1d3Pm7h0xPBviLsRhXu+p7G5+Xlzz46HoDk5G2j5zcec/H0nZ9buz4wQXwoxEVHkNNvXcvrlspE/Iq3yR6y+nZ+UvR8ZS/i6fRSoWJQLe/95rpgadWpG4LuNATh/NGUb9fbNxV2L+CzbqLdfLu6ateMCpQrS/cveTOo8lnsWl5FXDAzg4vHzxJrlYkv/Rm7T9PeeXAlyYM1uXvvQ9CCniHPXmdJpLAA+hf2oEFQpxfqiI6Is8oU30bdSxvRkvU/mezz1XOecxTnNZZ0MTgQ0rcb4Fk/7pmqt6hC+9TDGxCTiImM5d+AfClYoyp0rt2zWX+NOrxGUYns+XV9q2zOHWf3l8sttVccA/+w9Qd6Cvrh7uROn3/PsH1iJC8/YnvYy5bmnMXv4eXPvZvQL+/xnibVoox6p9vHeXNL/ndPXlIs1NGIjorhy2LTlj6/ZQ319wHDvztNLK/f+vInO80PTHVODjs2op7eJCxZtwttGm7DVRp/Vj4LpUss+c0LY/cc2Dj7HPcQvW38QbZlTbeRdq2M7sz7eydlA9zmD2P/Hdo6u25syVoMTFZpWY1IL+x8ymFn7WmxEFMfX7QPg6pFzaEaNHN7u3I9K+awCW5p3ak7TdqYJpTNHz5DHL0/ye7l9c1tdfhtrkT9y+z0t0/itxvwy+xcAbly6wc0rNylQtAB58+cl4koEsfrDwXas3UHpyqXZ/PvmdNUbOO6y3iuapj2ZalgMNAXKAWFKqcPAp0B+s/JLzf7eASxUSr0PGPTX6gCLADRN+we4BDwZnG7UNC1G07SHwAmgoP7620qpg8AhoCxQJh1xnweKKKWmK6WaAald6B2klNqjD6Qb6J9vjx3AZKXUR5gG5omWBTRNm6tpWhVN06rYGpgCXDlyjjyFfPHOnweDi4GAFrU4HnYgRZnjYQeo8mY9AAoGFONh3APibkezeuLPjKnZh3F1+rGo3zTO7AxPHmTlLuSbvHzZRpW5dc6+exMvHTlH3kJ+5NLjqtyiFkfDUiaoY2H7qa7HVSigOPFxD4i9nXYH5mF2X4Z/02p2DbKeyKw6K1W/Ig16tWR+j694/PDRM+PYvGgtY4JDGRMcyqH1e6n5ZiAARfS6iLFRF6d2hVM52HQvQK02gRxeb0peh8P221zezdsDV4/sALhkzULp2hWIOHfN6nPTsmnRWkYGhzAyOISD6/dS6836z4zzn13HqaLHWbtNIAfX77UqYy72djRR1+/gqz81r0zt8lw/k/6HOGTW/gZQqk55bp6/TnSE9cGevW4cOY93YV9yFsiDk4uBMi1qcDbs4HN/7osQceQ8XmaxlWpRg3N2xNb0qx5Enb3OgW//ysQoHe/qkXPkLuSLl76vVWxRkxMW+eNE2EEqvVkXgFcDihGv5w8X16xkzZENABfXrBSvW4GI0/Y/rMTShh/W8mnwID4NHsSB9Xup0yYQgKIBJXgQ98DqRA3AyV3Hqaa30TptgjgYZsolufLl5uNvBvPNgKlEXLC+B9Z0CWjaV4X8G7nNlDMik5+OW9osZ7jrDw9RSvF637ZsWRKWYl0Xj5zV80VeDC7OVGlRmyMW+eJI2H5q6LmusFm+eNaypetUIMIiX0Rdv0OpWuUAyOKalcIBJdLMw2E//MWw4IEMCx7I/vV7qNvGNCNRLKAE8XEPbA5STuw6TvXgWgDUbRPEfv0hSD4Fn/blhcoVwdnFOXlgClDLjku00+u6jTx32qKNZCZbbfSkxfpPhh0gQG+jBQKK8TAunrjb0dy7HUP09UhyF/EDoGjtctzSH+Rkft942aZVuWlH2920aC2jgkMZpbeJWmb79INU+9Hw5H60VptADultIi1dv+zNjbNXWT//+Z66/LL1B5ctjtsqtajFMRt9fDWzPv6hWR//3pe9uHn2GpvnWz/MqmSd8tzKYB+fWfta+Pr9FK1pGlbkLuyLwcU5XQNTgFU/rKLfa/3o91o/dq3bRcM2ppMiJQNKcj/uvtXJLYCju45SJ7gOAI3aNmL3+t0A3L5+G//a/gB45vbklaKvEHE5gtvXblOqUimyZjNdhuxf258rZ+07Hlf/6uUUmC7rBbZqmlZQ/3cDoB/gq2laTRvlt2A226i/Vh14HeiKaTZzPjBN07RN+vvbMM2mVgKqaJrWV399FTAJ0+A1DKiqadpdpdRCYIumaQttrc8iHjdMg+kuwG1N07qZL6OUyqZ/fhVN064opUYBaJo2yvKzlVJngVqapt1SStUBxmmaFqi/Vx4I1uumkT7otmlgoXdT3YilA/1ppf8syt5lm9kw8w9qtjfNdO1aYnpy1ptjulKqvj+P4xP4KXSO1c8UFK1RhsD3myf/LEqX2QPIUyQfmtHI3Wt3WD78W5uzTA8xphYWZQMDaKvHtWvZZtbO/J267U1ng7fpBwvvjOlOmfoVeRT/iEWhs7isx9V12seUqFEGNy93Yu/EsHrKMnYu20znyX3JX6YQaBqRV2/z47C5qQ4wsqVxXiYz6mzYlq8xZHHhQbQpgVw6dCbVJxzHYnUugvfG9KBcfX8exSewIHRW8o6iuDcAACAASURBVE+7fLxgGAuHzCbm1l1yF8jLB9MHkMPTjcvhF/l2wFQS9RvmbS2fv1RBuv2nL05OTignxb7VO1k1zTQDHtC0Gu1Gdcfd24P42PtcPnmRrzuNI+kZ15l2GNOD8vVNj2qfHzqTi3qcAxYMZ8GQWUTfukueAj70So7zAnP1OD3yeDJyxURc3VzRNI2H9x8yvPHHPLwXT4Eyheg64UOcXVy4feUm80NmJD+Y5QnX5HNV1jJjfwPoOKk3Fw+dSf4MW17V0v9k4SJBFWk0ogPK4MTRZVvZNWMF/u1N9x4eXrKJHHly0nnlWLK6uaIZjTx6kMC3jYbw6F48Laf14dWapXH1cuP+nVi2T/mVo0u3prk+ZzvSf+GgigSN7ICTwYljS7eyZ8YKKnYwxXZk8Say58lJx1VjyaLH9vhBAgsaDiFP6QK0+3UEt09eRjOaVrht4jIubD6S5vo+Pjgm/cGlIXTkBPYdOkp0dCy5vD3p3b0jbVrYeSuCheFVhqf6XqlAf1o8+emAZVvYNPMPauj5Y7eeP1qP6UrJ+hV5FJ/AL6HfcPXYebwL5KXTXNMTUp0MBg7/uYNNM00/KVK2aRVajeqCm7cH8bEPuH7yIvM7TbC5/htaQpqxdx77fnIbnRcygwt6Gw1ZOJxvBz9to31mDMTN041L4ReY3f9rEh8l0v3L3lR9rQZ39CfJJiUlMbKF6eeTsmTLwte75zGo7oepPrk6q7LOu5mR2wAKlClE5wkf4uzizO0rN1kQMpMHsfdp2DWYoI7NADi0bg+/frkEg8W1a+UCA3hb/1mKHcs289fM36in54u/9bbebkx3ytY3/fzD96EzuaTnC1vLJtf9pD5cOHQ6+TPAdJll569641c8PyjFrl82s37u058firM+N51Cl7E9qVg/gIT4BL4JmZ68PQcv/JS5g2cSfesueQv40G/GIHLo23Nm/ykkPkqkRa83qNsmkMTHSTxOeMSP47/n1P6Tydtz+u5v6V+3V6rbsyzZ04wtNUWDKtJ4hP6TWcu2smPGn1RqbzpIPrhkIzny5KTbynEp8tw3jQbbdfnnPZV6cisZ6E/zEaafQdm/bAtbZv5JNX39e5eYHhDTckwXStSvyOP4BJaHfsO1Y6bbdfzKFOTNCe9jcHEm6sotlod8w8PY+7w9+UP8yhRE0+Du1dv8MWw+cakcf9wk7RPUHcz26e9CZyX3o/31NmFqoynbxDyzfnTEii9T9KOfNu5PgVIFGbp8HFdOXkLTTMdmv078kWMW942XMWZLR+3++/3BZae0f4akTKA/bz75CcBlW1g/83dq63l3h5533xrTjdJ6H78kdDZXjp2nSJWS9F8+hmsnLyVf0rpq4k+c0J8L0n7Sh1w8dCb5M2zJkcaxR2bsawYXA20mfoBfmYIkPU5kzfglnN91wub6jxjTPsnee2xvKgdWJiE+gSkhUzhz1HS1yeiFo5k6ZCpRN6PwfdWXITOG4O7pzrnwc3z18VckPkrE28ebgf8ZiHdeb1Dwy6xfkmdH2w9sT73m9UhKSuJ8+Hm+Hvx1cs5+Ys3lNalePuqowekFTIOyXUqpecBZ4H2go/6aC1BC07RwGwO6opqmndP/PoRpgNoAKKtpWnf9ct4wTDOn7bA9OL0L/IDpct88wFFgyLMGp/r9oY80TYtVSvkDCzVN81dKrQQma5q2Wb/U+BRQCNPM7m5guT44TS6nf94G4D+apv2llJoCBGiaFmjxHf/Q15PqD5+lNTh1pLQGp46W1uDU0WwNTl8WzxqcOlJag1NHsmdw+m+zZ3D6b3tRg9PMkNbg1NGeNTh1JFuD05eB5eD0ZfKswakjZXRw+m9Ia3DqaM8anDpSegen/7ZnDU4dKa3BqaM9a3DqSGkNTh11z+lJoLNS6hvgDDAdWAdMU0rl1OP6Ggi3sexXSqnimG7T3QgcAf4B5uiX0SYCXTRNS0jtnk5N047oA9twTJfqpvdpJq8AC5RK7mGfXIS+UF9/PFATmAccAy4C5tdaWJYbDcxXSg0DzG8A6K8/1CkJ06XI/9vXwgkhhBBCCCH+33PUzOmqJw8VEs9PZk7tJzOnGSMzp/aTmdOMkZnTjJGZU/vJzGnGyMxpxsjMqf1k5jRj/ltnTl/OnkIIIYQQQgghxP8r//plvZqmXcT0ZN6XmlJqD5DV4uWOmqYdc0Q8QgghhBBCCPG/zFH3nL70NE2r7ugYhBBCCCGEEOL/C7msVwghhBBCCCGEw8ngVAghhBBCCCGEw8ngVAghhBBCCCGEw8ngVAghhBBCCCGEw8ngVAghhBBCCCGEw8ngVAghhBBCCCGEw8ngVAghhBBCCCGEw8ngVAghhBBCCCGEw8ngVAghhBBCCCGEw8ngVAghhBBCCCGEwylN0xwdg3hOgfkbvZQbsYDBw9EhpCoRo6NDSJXhJT5npBwdQBpuGh84OgSb8hvcHB3Cf6XcuDg6hFSN3z/e0SGkqlvlEEeHkKozj6McHYJNxVy8HR1Cqh6S6OgQUvXy9qKQA2dHh5Cq+Jd4m/oqV0eHYNMV431Hh5Cq2srT0SGk6hgv53ERwKJLv6V6SPnyHgULIYQQQgghhPh/QwanQgghhBBCCCEcTganQgghhBBCCCEcTganQgghhBBCCCEcTganQgghhBBCCCEcTganQgghhBBCCCEcTganQgghhBBCCCEcTganQgghhBBCCCEcTganQgghhBBCCCEcTganQgghhBBCCCEcTganQgghhBBCCCEcTganQgghhBBCCCEcTganQgghhBBCCCEcTganQgghhBBCCCEcztnRAYh/V78xfajRoBoP4xOYMGAiZ46ftSrzRpdWtO3xJq8UeoVW5d8k5m4sALWb1KJbaBc0o5GkxCRmjJrNsX3HMxxLx1HdqRhUiYT4BOaGzODS8fNWZfIUyEuf6QPJ4enGxeMXmDNgKkmPE6nVuh6v92oNQMKDhywcPpfLJy8mL6ecnBizaiJ3I6KY3O1zu2PrPKoH/kGVeRSfwOyQaVxMJbaPpofosZ1n5oCvSXqcmPx+kQrFGPvHl0ztO4m9a3YB8MFXfQloUIXYyBgGN/nY7rjAVG/+ZvWWWmx9pg/ETa+32Xq9VWpclbaD2qEZNZKSklg8+jtO7/8Hb79c9JryETnzeKEZjWz+MYx1C1ZnKLbM2KbNujen/ruNQIMr/1xiXugMHic8tju+J3qP/pCqDaqSEJ/ApIH/4ayNdtCycwve6PEGrxTKR9sKbxOrt4MCRfMz6D+DKFauKAu/+p7l3/xq9/rfG9mN8kEBPIp/xPyQGVwOv2BVJnf+vPSaMYAcOd24FH6eeQOmJ+9fqS3fuHtz6r3TEE3TuHbqMvNDZ5KY8JgqwTVp1f9t/Iq9wrhWQ7l47Fymx+lbNB/dvupDwbJF+G3ST6ybtyJ5ma4Te1OxQWViI2MY0XSg3fVXon5FWo3ohDI4sXfpZrbMXmFVpuXIzpQK8udx/COWhczmWvhFAD7ZPo2Ee/FoRiPGRCPTWg4HoHxwdRr3b0veYvmY0eozrh6z3ndftE8/n8zfO/bi7eXJH4vnZPr6IPPaaHaP7HT/sg/5SxRAA74NncHZg6czHOfAsf2o2aAGCfEPGTtgAqeOnbEq07brG7zToy0FCr9C03KtiImKSX6vUk1/+o/pi7OzgeioGHq36Z/hWCxlRg7OqG6j3icgqAqP4hOYEfI1F2zEkreADwOmh+Dm6c754+eYPmAKiY8TKVujHIPnDefWlZsA7Fm7i+XTlgIQ3LUFjdo1QSnFhp/Ws/o76zb2LN1HvU+loCok6LGdTyW2gXpsF46fY6oeG0DZGuXoNqIHBhdn4qJi+eydYQBk98hBny/7UqBEQUBjRug0Th88ZVdsmdUOJm+fw8P78RiTjCQlJTGyxWC74oLM26bNu7ek4btN0DSNy/9cYmbo1Az3o6XrV6TtiC44GZzYuXQTYbP/tCrTdmQXygYF8Cg+gUUhs7kafgFPv1x0mtwHjzyeaEYjO37ayJYFf2UoBkvvj+5JZX1/mzroa84ft+7n8hbwIXTGYL3ezjKl/2QSHyfyxgdvUq91IAAGZwP5i+Wnk3977sXcY+6O+cTr29SYlMSg5gMyHGPh+hVoOLIjyuDE0Z+3sGf2yhTvexf147VJPfEpW4htk35h39w1ALj7efP6lF7kyJMTzahx5MfNHFiwLsNxPPGytgOZOX0GpdQopVRIGu8vVEq1tfG6v1IqOHOjs0/1BtXIX/gV2tfpzH+GTGHAF7YHR8f2hTPo3cFEXIlI8frB7Qfp3rgnPZr24suQSYR+Zf9B5RMVgyrhU9iPkPp9+G7oHLqO62mz3DufdGTt/JWEBvblfsw9At9pCMDtKzcZ//ZnDG82kD+m/UK3L3qlWK5pt9e5fvZqhmLzD6qMb2E/BtT/kHlDZ9F9XC+b5d77pDNr5q9gYGBv7sfcI+idRsnvKScn3hvaiSN/H06xzNZfNjGh85gMxQWmevMt7Meg+n2YP3QOXVKpt3f1eguxqLfwHccY1mwgw4MHMS90Jj2+7A2AMcnIj+O+Z0jDjxjV+hMadXqNfMXz2x1bZmxTLx9vmnR9nRHNBzO0SX+cDE7UaFHHrtjMVQ2qyiuF89G1bje+HjKVjz7va7Nc+P4TfNJuKBF6J/9EXHQcs0bOZvlc+welAOUDA/Ap7MfQwH58P2wOncbbrqe3PunA+vmrGBrUj/sx/8fencfHdP2PH3/dCSKRRBYhURS1r1nsa4IEaanSVmlrp2pfEooWtSulrZ1SVWopraVVqrUVsceuiH3JIoksspK5vz9mjEkykUyI8ft838/Hw+MRM+fOfc8595xz33ebRJp2bvHM5R1LONOqR1smtRvN+NYj0Gg01G/XGIC7l26xoP8sLh+9+NLiTIx9yM8TV2RISp84uHEPc7pPyXUsxhSNwjuTerK8x0y+9gvEo30jild4LUOZKj4eFCvnxlc+w9k0dhnvTO2d4f0lXabwTcAYQ2IKEHHpNj/1n8P1o3lPFMzVIcCPxXPyVg95kZ/j7kcTenNmXwijWw5hXJsReR5/ARq2qE/pcqV4r/GHTB/1NaOmm94ZPHPsLEM6jyQs01xl52BH0PRhBPUYS1ffnozrNzHPsWSWX2NwXnj6euNeriSDm3/C4jEL6DflU5PlPvqsO78v38pgn/4kxj2kRWc/w3v/HbtAUMAwggKGGZKY0pXK0KqLP5+1H8nINkPwblkHt7LuZsXmpY9tYA6xffxZd7Yt38ogn/48jHtIS31stg5F6DelP9P7TGGY3yBmD5hpWKb3hL6E7DvJkJYDGNFmKHfM3Nbye/9j2gfj+TxgZJ4S0/xqU+cSzrTt2Y7Rb41ghP9gNFYaGrdranZ8oBuD35/Ui4U9pjPFbwTe7RvjlmkMrubjgWs5N770Gcrascv4QD8Gax+n8+uUn5jSagSz3/mcZh/7Z1k2L7x96+BetiT9m/VjwWfz+XSq6X7VfUwPtn6/hU+b9+NhXCKt9PX225JfGd52CMPbDuGnmT9y/vA5HsY9NCz3eeexDG875LkSU0Wj0Gpyd37p/hXLW42iavsGuFQsmaFMSmwi/0z4iWPLtmd4XZuuZc+Un1necjSrO0zEs1urLMua61XuB5Kc5h8PwKzkVFGUfD2T3di/ETs37gLgwsmL2DnY4VzcOUu50POhhN+JyPJ6clKK4e/CNoVRVTXPsXj51ePApr0AXA25jK1DEYoWd8pSrlqjmoazjgc27cHLvx4AV05cIik+URfvycs4ubsYlnFyc8GjhTf71v2dp9i8/erxrz62UH1sjiZiq96oJke2HwJg/6Y91PGvb3ivTY83OfJnMPFRcRmW+e/oBR7GPiSvvDPVW5FsYjOut3837cFbX2+pRm1obWvNkxaMjXxgOPqfkpjCvdA7OJdwwRz52aYaKysKFS6ExkpDIRtrHkTEmBWbsUb+Ddm16R8A/gv5jyLZ9IOr568SYaIfxEbHcfn0ZdIfpedp/Z7+dTn0614AroVcwdbelqKujlnKVWlUg+P6ejq0aa+hnp61vFWmeoqNeABA2NW7hF+791LjTIiO58aZq6Q/zlpPl49eJDEub/2gtEcFom6GE3M7kvRH6ZzeFkx1/zoZylTz9+bkr/8CcCskFBt7W+xNxG4s8uo97l8Ly1NMeVXHoyZFHexf2vryq48WtrOhSv1qhjE3/dFjkuKT8hxns9aN2b5Rd1bg/MkL2BW1w8VEH718LpSwO+FZXm/9Tkv2bv+XiLuRADyIjs1zLJnl1xicF3X96rN30x4AroRcynauqtGoFsHbDwKwd9Nu6hnNVaaUqlCayyGXSEtJQ5uu5cKR89Rv3dCs2OoZxXY55BJFHIrgZCK2mkax7TGKrdnbzTi8I5ioe1EAxEXr5lIbOxuq1a/O3+t0+zKPHz02bJO5lZ9z1fPKrzYFsLLSGOYH6+eYR8t6VCDqZgTR+jH45LZD1PKvm6FMLf+6HP11PwA3Qq5gY18EB1dH4u/Hckd/BU5qYgrhV+/i6Ja1b5urnn999mzaDTx7e6vVqBYHtx8AYPfGf2hgYrtu2r4Z+7fuf+6YMnP3eIPYGxHE3b6P9lE6F7cdpoKfd4YySdHxhJ+5hjbT/kViZCwR524AkJaYQnToPexKPF+9vcr9QJJTExRFGacoyiVFUf4GKutfe0NRlB2KopxQFOVfRVGqGC3SSv/aZUVR3lIUpRAwCeisKMopRVE6K4rirCjKZkVRziiKclhRlFr6z52oKMpSRVH+AlYpilJdUZSj+uXOKIpS8UV9L1e3Yty/d9/w//th93F1K2bWZzRp05hVe1cwY9VUZo6cnedYnNycidFPOgAx4dE4Z+podk72JMUnok3X6sqERePslnXj9/mgFWf2hhj+/9GEXqybtgqtNm/TvrObM9E5xGbvZE+iUWzRYdE46wdYpxLO1G1dn79XP/8lF5k5mYjNKRf15mRUb3Va1+erf74j8IdxLAuan2UdxUq58nr1clw9Zd4lefnVpg8iYti+dAvfBC9h3rHlJCckce7f02bFZszFzSVDP4gKu4+LiRjyi1MJF2LuRRv+HxMek6F9wHQ9OZZwfubysREx7Fi2lVmHFjH36DKSEpI4/xz19Lxx5peiJZyIM4orLiwahxJOmco4E2tUJjY8hqJPdoBUlb4/jWHItqnU79IiX2N91eRXHy1epgTx0fH0mz2Iydtn03vmAKxtrPMcp6ubK5FGfTTy3n1c3VxzvXzp8qWxd7Rj4cZvWLljCW3f9c9zLJm9jDE4t1zcXIg2qqeY8GhcMh1UND1XPS1Tyasys//8lnE/TqBUxdIA3Lp8k2r1qmPnaE+hwoXw9PXGpaR5+wrObi5EGcUWHR6d5YCnqdiejMUly72GXVE7Jq2byqzf5+DT0ReAEmXciI+OY9Dsocze/g0DZg4ye1vLz/0PUBm9egKTfp+Fbxe/LOVzkl9tGhMRw9alm1kUvJxlx34kKSGR0/9mvLIrt4qWcOaB0fj6ICyaopnGYMcSThnKxIZHZ0lCnUu5UqpaOW6cynpbjblc3FyICnvaplHh0VnmdXsnh0z1FpWlTQsVtsbLx9uQ+AOgqny5ehJf//EN/l1b5zlGOzcnEsKeHhBICIvB3i1rMpgTh1LFKFH9dcJO5e72nOy8yv1A7jnNRFEUb+ADwBNd/ZwETgBLgf6qql5RFKU+sBB4smdTFmgOvAHsASoA44E6qqoO0n/uPCBEVdUOiqK0AFahO7sK4A00UVU1WV/uW1VV1+iTXKsX+OWyvGTu2c8DOw5yYMdBatWvSe+gnozsYv7pel0oOceSmzJVG9agWeeWTOmkuxfFQ38f241z16jSoPoLjC1LoWzLdJvQm59nrELVavO0fvNjy7nejL/A8Z1HOL7zCJXrVePdkV2Y8eGXhvesbQszdPEoVk9aQfLD5JcSW05tautQBG//eoxo8ilJ8YkMXhhIo3eacei3vB3ZzKl+8p3J1ZvRhtksb+tQBE+/uoxuOpCk+EQ+XTiSBh2acnjzv5aJM7+YXGfOZZ7EvrDTROIjH1DExYG+q8cSefXeS72U15Lyq49aWVlRtkZ5fprwPVdPXeGjCb14a0BHNn29No9xZn3NnLnKqoAVVWpWZtD7I7C2seb7rQs4d/ICt6/l/VLjp7Hl7xhsXjCmVpP79rx27iqfNupDSlIKnr7ejF42jsE+/bkbeofNi39l/JpJpCSmcPPCdbQmroB4ZmjPGZumgBVv1KjAhK6fU6hwIab/NotLIZewsrKifI03+H7CUq6cukyvCX3oOOBd1n69xozY8qcfAEzqOJbYyAc4uBRl9OoJ3Lt6l0tHL+Q6tvxq0yIORajrX5+BTfqSGJ/IyIWjafqOD//+tjf3sT1j/eaMwQCFbK3ps2gEmyb9SIqZ+xomYzJRcVnrLetymcvU86vHxeMXM1zS+1mnUcRExFDUpShfrpnCndA7XDh6/gXFaN5nFLS1psPiofwzaTVpz1lvr3I/kOQ0q6bAb6qqJgEoirIVKAw0An4xaijjQ3UbVFXVAlcURbkGGJ9VfaIJ0AlAVdXdiqK4KIpSVP/eVlVVn2xlwcA4RVFKAb+qqpr1KRC6uPoB/QAqOlahZBHT1+x36N6et7rqri7+7/RlXEs+Pfrs6u5KVES0yeVycubIWUq+7k5RJwfDA5Ny0qpbG3w+0B1BuXYmFGejI7HObi48iHyQoXxCTDy2DkXQWGnQpmtxdnfJcBlK6Sqv03vmAGZ3n2y4VLZSnSp4tapLbR8vCloXxMbelv7fDGXxsG+fGZtft7a0+MBfH9uVDEeJdbFlvPwlISaeIkaxuRjFVr5WBYbM092mbO9sj4evF9rHWo7/dSRX9ZRZq25t8DWqt8yxxZpZb09cOnqB4q+7Yedkz8MHCVgVsGLo4iAObd7P8R25i/VltGmNJrW4fzuChBjddnZsxxEqelcxKzlt170dAV3a6L53pn5QzN2V6Oe4TDg3WnzchmZddPdpXD99FeeST488Ors5ExuRdfvKXE9P2vlBeLTJ5as1qUXU7UhDPZ3ccYQK3pXNSk5fZJz5JS48hqJGcRV1dyE+0zrjwqNxNCrj6OZMvP4S5ydlE6PjOb/zGKVrv/E/nZy+jD4aEx5NTFg0V0/ppquj24NpN6CjWXF26tGBtz98C4CLp/6juFEfLV7SlaiIqOwWzSIy7D5xMXGkJKeQkpxCyJHTVKz2Rp6T05c1BudGm24BtNTPVVfPXMGlpCtw0RBLTKa5Kv4Zc5XxAciQPSewmtwfeyd7Eh4ksHv9Lnav11062zXoY6LDc67/Nt0C8NPHFnrmCsWMYnMxMY+aii1GH1t0WBQJMfGkJqeSmpzKhaPnKVu1HBePnSc6LIor+it7grcfouOATjnG9jL6AWDYFuKj4zi+8whveFTMcaf8ZbRpjYa1iLwdQbx+fjiyI5jK3lXylJzGhkfjZDS+Orm7EJep/mLDYzKUcXRzIU4/BmsKWNF38UiObz7A6Z1HzV7/EwHd3sSvi+5MZuiZKxRzf9qmxdyebktPZK23Yln6ZdN2zfh3y74Mrz35nLjoOA7vDKaSR6U8JacJ4THYuz89M2nv7szDiNzPl5oCVnRYPJQLmw9xZcdxs9cPr3Y/yPBd8/Tt/vdlPpahAWJVVfUw+lf1GeVNHQsxcczGUM5ww4Sqqj8D7YFkYKf+LGvWBVV1qaqqdVRVrZNdYgqw+cet9Gndnz6t+3Ngx0Fav6vbKKt5VSUxITHLoPcsr5V9evN1xRoVKFCoYK4TU4C/V+3g84CRfB4wkhN/HaVJJx8A3vCsRFJCUpbBDeBi8DnqBejuCWjSyZeTu44B4FKyGEOXjGLJ8G8Jv/70PrENX61haIO+jGjSnwWD53Dh0NkcE1OAXav+ZEzAcMYEDOf4X0doqo+tgmclkhISTe5wnw8+S/2ARgA06+TLiV26QXZok08Y0qQfQ5r048j2YFZ8sSTPiSno6m1cwEjGZVNvpmK7YFRvTY3qrcTrboYyZWuUp0DBAoadoj5fDeRe6F3+/H5bls97Vmz53abR96J4w7MShQoXAqB645pmP2xl24/b+LTNQD5tM5BDO4Px66RLwKp4VjG7H+TF7p92MDEgiIkBQYT8dZRGHX0AKO9ZUVdP97PeE/df8Hnq6OupUScfQv7S1dOpXcdNLh9zL4ryRvVUtXFNwkLvWizO/HLn9FWKlXXDqZQrVgWtqN2uIRd2nchQ5sKuk3h11D3so4xnBZITkki4H0tBG2usixQGoKCNNRWb1iL88vOfTXuVvYw+Gnc/lpiwKNzK6+aI6o1rcffKbbPi3LRyM938+tDNrw/7dhwg4F3dTmd1r2o8jE8k2ow++u+OA9SuVxMrKyusbayp7lmNG1dumRWPsZc1BufGjlXbDQ+7OfrXEXw66S53rehZOdtYzgefpWGA7uFoPp1acGyXbj5yNLoPu0LtiigaDQn6WBxcdMfOi5UsRv02DTmwJeeDgTtWbWdkwDBGZoqtkj62zDu+AOeMYvM1iu3oriNUrVdNd/984UJU8qjE3dDbxN6PJSosipLldfs9tRrX5nYutrWX0Q+sbawprB9frG2sqdmsNrcv5bzdvYw2jbp3n0qelQ3zQ83Gtbkbal4ffeLm6au4lnXDRT8Ge7VrxJldGZOls7uOU69jMwDKelYkOSGJeP388eHM/oSH3mX3cvN/EcDY9lV/GB5idHhnML6ddLvLlTwrk5jN9nY2+CyNA3QPVGzxbkuO/HXY8J6tvS3VG9TI8Jq1jTU2RWwMf3s29eTmpZt5ijfs9DWcyrlRtLQrmoJWVG3XgNBdJ3O9fJuv+hAdeo/j3+f96cavcj8wpjzPQ23+FymK4gWsBOrz9LLeJUBHYK6qqr8outOntVRVPa0oykqgOPAWUA7Yh+6yuHaqFAAAIABJREFU3jeB9qqqdtd/7nfAfVVVJyuK4qP/LE9FUSYCD1VVna0vVx64rqqqqijKN8ANVVW/eVbMPqVa5boRh04ZTD2fuqSmpDJzxCwundEdfZyxaiqzguYQHRFNx14d6PJpZ5xdnXkQ9YAje44yK2gOXQZ0xr+TH+mPH5OaksbiKUuf+VMypa0cnhlL98l9qdlc95jxZYHzua7/eYvAleP4ftRCYiMf4Fq6BAPn6x7Hf/P8dRYN+4bHaY/pPXMAdds2IOqO7t4MU4+qrtKgOgH93jb5UzKPefYltz0n96N2c93jtZcEfsc1fWyjVn7BslHzeRD5gOKlSzB4/kjsHO25cf4aC4bN5XHa4wyf03/2EE7uPma4mXzwdyOo2rAG9k4OxEXFsnHuOvauz/jgJqscjhl1n9yXWvp6W/qMehukr7cbRvX2Vv93aNKpOemP0klLTWPt1B+5fPw/KtWpwvhN07h18Qaq/l7dDbPWcHpPxoHT1BGWzLHlR5t2HN6Z+m81Rpuu5cb5aywfvTBLXUdoc/8AlkFTBlLHx1v3UzIj53DljO6Mz5QfJzFn1DfERMTQoefbvPfpuzi7OhMbHcvR3ceYO+obnFydmP/Hd9ja2aJqVZKTkunb4hOSHppefykruyyvfTSpDzWae5CWnMqKoIWGn3YZ9sNYVo5epK+n4nwybzhFHO24df4Gy4Z/a/jO2S3/9vD3qfdWY9Ifp3Pr/HVWfraIx2mP8Wpdj64Te2Pv7EBSfCK3L95gTrecnxL7PHE6uDoyfutMbOxsUFWVlMQUPvcbRsrDZD75bhiVG1THzsme+Kg4tsxdz78bdmdYdzEKZhtXFR8P2o3vhsZKw7ENe9m9YDMNPtQ9LfvwGl1/6jCpJ5Wb1yYtOZVfgpZw5+w1nEsXp9tS3VPGNVZWnNpykN0LNgNQvXUd3p7YAztnB5Ljk7h38QbLu80wuf6px6fmWHe5ETRhBsdCzhAbG4+LsyMDen9Mp3Z5v6cJoJd3tg+XB/Kvj5apVpbeMwdQoGAB7t+KYGng/CwPqrnyKPcJZuC0oTTw0f3s2ZThM/nvjO6nQub8NINpgbOIiojm/d4d+ejTLjgX181VwbuPMC1wFgAfftqZtzq3RatV2frzH6z/fmO266pQ0Lz7pPNjDM5OCo+zfQ+gz+RP8NDPVQsDv+PqWd39e2NXjmfRqPk8iIzR/ezI/CDDXPXtsK95nPaYNt3fpPVHbUl/nE5aSho/TlnOpRO6WCb/Mh07J3vSH6Xz45TlnD14Jsu6c7pxpe/kT/DUxzbfKLZxK8ezUB9bidIlGKGP7fr5a3yjjw3g7U/eocV7LVG1Kn+v28Xv+p+zKVutHANmDqJAwYJE3ApnfuC3JGba1orkcGFgfvQD19IlGLZ0NACaAhqCt/zL1vlZn+qebKE2fX94Fxq/1ZT09HSun7/GotHzssyjborNM2N7opqPB++O745ipeHwhr3sXPAbTfRj8AH9GPz+pF5UbV6bR8lprA5axK2z1yhfpzIjNk7i7sWbhstDt361lgt7n33/621tzg+9+mRyfzz18/q8wG8IPaOrty9WTmTB6O+IiYihRJkSBM4fjb2jHdfOX2PO0NmGOmjxbku8fLyZPegrw2eWKFOCMUs/B8CqgIb9m/fxy/wNGdbbWHn2w/aMlfetTYvxH6FYaTi7YR+H52/F40NdUn1qzW6KuBal27bJFLKzQdVqeZSUyvJWo3GtUpoPN40n8uItwz7av7M2cG3Ps58rcZZn7xdZsh/8dPPXbHcpJTk1QVGUcUA34CZwB7gAbAIWAe5AQWCdqqqT9MnpA6AOUAIYoarq74qiOAM79WWnA7uAH9AlsElAP1VVz5hITscAHwGPgHCgq6qqz5zRzUlOX6acklNLyik5taScklNLyik5tSRzktOXyVRyKnL2rOTU0l5UcpofckpOLcmc5PRlMjc5fZlySk4t6dWdRXNOTi0pp+TUknKbnL5suUlOLcWc5PRlyyk5taRnJaevbu+1IFVVpwKm9j7amCjbI5vPiAHqZnr5bRPlJmb6/3R0yawQQgghhBBC/J/x6p6iEUIIIYQQQgjxf4Ykp0IIIYQQQgghLE6SUyGEEEIIIYQQFifJqRBCCCGEEEIIi5PkVAghhBBCCCGExUlyKoQQQgghhBDC4iQ5FUIIIYQQQghhcZKcCiGEEEIIIYSwOElOhRBCCCGEEEJYnCSnQgghhBBCCCEsTpJTIYQQQgghhBAWJ8mpEEIIIYQQQgiLk+RUCCGEEEIIIYTFFbB0AOL5uVvZWToEk5yVQpYOIVu2r/BxmUvqQ0uHkK1Sio2lQ8hWRY2LpUMwyTNFa+kQsrWvsKUjyF6YmmrpELLVyzvQ0iFka8WJ2ZYOIVtLPMdbOgSTKqU8tnQI2frFxsrSIWSrAIqlQ8iWu1rQ0iFkK0x5ZOkQslXoFW3TOkpRS4eQrWMkWDqEbL3K++HP8uruoQshhBBCCCGE+D9DklMhhBBCCCGEEBYnyakQQgghhBBCCIuT5FQIIYQQQgghhMVJciqEEEIIIYQQwuIkORVCCCGEEEIIYXGSnAohhBBCCCGEsDhJToUQQgghhBBCWJwkp0IIIYQQQgghLE6SUyGEEEIIIYQQFifJqRBCCCGEEEIIi5PkVAghhBBCCCGExUlyKoQQQgghhBDC4iQ5FUIIIYQQQghhcZKcCiGEEEIIIYSwuAKWDkDkv+4T++Dh601aciqLAr/jxrlrWcq4li7OkHmBFHG048a5aywY/g3pjx4b3i9fqwKTN8/k20GzObo9GGf3YgyYOxRHV0dUrco/P//Fjh9+z3VMVZrXpuP47misNBxev5u/F23NUqbjhO5U8/XkUXIqawIXcef8DQpYF2TI+gkUsC6IxkrD6T+P8OfcjRmW8+37Fh3GfcRYz74kPkgwo6Z0KjWvxVvju6Gx0nBs/R72LdqWpUy7Cd2o7OtBWnIaGwMXc+/8DQAKO9jScUZfSlQuDarKplFLuXXyCn4j3qOqnzeqqiUxKp5fAheTEBlrdmwAvSf2xcu3DqnJqcwP/IZrJtqzeOkSjJgXiJ2jPdfPXeXb4XN5rG/P6g1q0Gt8H6wKFiAhJp4vOo+loHVBpmyYTsFCBdEUsCJ4+0HWz11rVlxVm9em4/geaKw0BK/fzd+LtmQp02lCD6r5epJmaNPrOLq78PGcgdi7OqJqtRxa+w/7fvgTgJJVX6fz1D5Y2xYm5s59Vg2bR8rDZLPr7I3mtWg94WM0VhpC1u3loIk2bT2xGxV9a/MoOY0tgUsIP3cDgHo9W+PVxRcUhZC1eziyYofu+wbUo/nwTrhWKMn37ccTdva62XFl5upbmxqTu6FYabi1Zg+h8zP2i9c6NqbCoPYAPE5M4ezo5cRfuAVAy2Pf8fhhMmq6FjVdy7+txz1XLJWb1+ZtfT84sn4Pe0z00bcndKeqvh+sD1zEXX0/AFA0CsO2TSMuPIYVvWcB4F61DJ2m9sbatjAP7txnzbAFpOahPQE+ntib2r5epCansjRwPjezGdcGzhuhH9eus3j4t6Q/ekyjDs14s38HAFKTUlg5bim3Lt7ArXxJBs0faVi+eJkSbJqzjp0rcj+25VdsALYOtvSeOZBSlUqjAt8HzSf05GWzYsutz6fNYf/Bozg7ObJ59eJ8WUd2yvjUounEj1GsNFxYu5eTCzP2V8c33Gn1dT9ca5Tl8KxfCFmy3fBet0NzeZSYgjZdi5qezoY3x7/Q2Fx8a1NlSncUKw131uzmxryM/cKtU2PK6ftoemIqF0Z9z8MLt7B9w51aS4caytm+XpzQr37h1tI/zVp/9eYefDC+JxorDf+u/4cdizZnKfPBhJ7U9PUiLTmVHwIXcOv89Wcu++6Yj6nVypv0tMfcvxXBD0ELSI5PooijHf0XjaRsrQoc2riXtROW5zrOas1r8/74nihWGg6u/4e/TMwH70/oSXX9fLAqcCG39XF+/NWn1GzhRUJ0HJNbBxrKdxzzETVbefM47TFRtyJYFbSQ5Pgks+ovs/yYG55HftRbuxGdqeVXB1VVSYiKY1XgQuIiH5gdW5XmtelgtN+228Sc8M6E7lTVx7bWxJwwfNs04sIfsLz3VwC0GfE+Nfy8UVWVh1HxrA1cRHweYnvSjoq+HQ9l044V9O24NVM7enbxRVEUTq7dw1F9OzYb1hHPLr4kRev2I/fMWk/ontNmx9ZzYl+8fL1JTU5lQeC3XDe5z1acYfOCsHO04/q5a8zT77NVa1CD0cvGEnk7AoAjOw6z8bv1huU0Gg0zfv+amPBoZvSaYlZc1Zt78L5+PDiw/h92mhhLOk/oSQ39WLIycIFhW8tu2fYjOlPbr65hW1sZuCBP25qcOf0f5+HrjVs5d4Y3/5RlYxbSe0p/k+W6ftad7cu3MsJnAIlxD/Ht3MrwnqLR0HVMN07vP2V4TZuezuopPxDYcjBfdBiFf7e2vFaxVK5iUjQK703qxZIeM5juNxKv9o0pUeG1DGWq+XjgWs6dKT7DWDd2Ge9N7QPA49RHzO86ma/ajuargM+o0tyD1z0rGJZzdHehctOaxNy5n+s6yhxb+0k9+aHHV8z1C6J2+0YUzxRbZR8PXMq5MdtnBL+N/Z4OU3sZ3ms3oRuX951mbstAvmv7GZGhdwHYv/R3vmv7GfMCxvLf7hBaDu2Yp/i8fL1xL1eSgc0/YfGYBfSb8qnJch9/1p1ty7cyyKc/D+Me0rKzHwC2DkXoN6U/0/tMYZjfIGYPmAnAo9RHTOjyOSPaDmVk26F4NveikmflXMf1pE0X95jONL8ReLdvjJvJNnVjss9Q1o9dxvtTewOgfZzOb1N+YlqrEcx553OafuxvWLbLjE/YNvNnZrQJ4szOo7To187sOlM0Cm0n9+Dn7l+xsNUoqrdvSLGKGWOr4Fsbl3JuzG8+kt/HLOfNKT0BcK1UCq8uvnzffjxL2oyhYktPnMuWAOD+5Tv88sk33Dzyn9kxmaRRqDm9J0e6zmRPs0BKvtMIu0oZ40y6Fcmhdyaxr8Vorsz9lVqz+2Z4P7jTFPa3GvPciamiUXhnUk++7zGTWX6BeLZvlKWPVtG35wyf4Wwcu4xO+vZ8omnPtkTot/8n3p/Rj+0z1/F1m9Gc3Xkcn35v5Sm+2r5elCjnTmDzgawYs5ieU/qZLNf5s4/ZsXwbQT6DSIx7iE/nlgDcvx3B1Pe/YFybEWz+7hd6TdeNi+HX7vF5wEg+DxjJF28FkZqcyvGdR16J2AA+mtCbM/tCGN1yCOPajOBe6B2zYjNHhwA/Fs8xb2fnRVA0Cs2ndGdbt6/4ucUoKr3dAKeKJTOUSY1NZP+EnwhZut3kZ/z2/lTWtxn3whNTNApVZ/TiZNcZHGw6Evd3GlMkUx9NvnmfYx0mEew7mmtzfqX617r2T7oaxuGWn+n++Y0hPTmNyO3HzFq9otHQdVJvvu0xlfF+w6nXvjHuFTLOuzV8PClezp1xPoP5aewSPpzaN8dlLxw4zUT/EXzZNpCI6/cIGPAOoJsXtny9no3TVpkZp8IHk3ozv8c0JvkNp66J+aC6jyfFy7kxwWcIP49dShf9HA8QvHEv87pPy/K5Fw+cYbL/SKa2DSLiehit9XHmVX7NDc8TT37U266lW5naNohpAaM4t/skAUPfzVNsHSf1YmmPGczMZr+tqo8Hxcq5M81nGL+MXca7RrEBNOvZlsjQexle27N0G7PbjubrgM+4sPsk/nnYN1I0Cm0m69pxUatR1MimHZ3LubGg+Uj+GLOcAKN29Oziy/Js2vHI8j9ZFjCWZQFj85SYevp6417OncHN+7NkzAL6ZrPP9uFn3fl9+VaG+HzKw7iHtDDaB7947AJBAcMJChieITEFCOj1FndDb5sdl6LR0GVSb+b1mMpE/baW3Vjyhc9gVmcaS7Jb9q+lW5ncNpApAUGc2X2CN/OwrcH/R8mpoijfK4pSzcTrPRRFmW+JmLKjKEpJRVE25lwy/3n71ePfTXsBCA25jK1DERyLO2UpV71RTY5sPwTA/k17qONf3/Bemx5vcuTPYOKj4gyvxUY+MJyBTUlM4W7oHZxLuOQqptc9KnD/ZjjRtyNJf5TOyW2HqOlfJ0OZGv51OPbrfgBuhoRiY2+Lg6sjAGlJqQBYFbDCqoAVqE+Xe+eLbmydvsb4JbOU9qhA9M0IHuhjO70tmKr+3hnKVPX3JuTXfwG4HRJKYXtb7F0dsbazoWy9KhxfvxeA9EfppOiP6hqfHSpoa42axwDr+dVn76Y9AFwOuUQRhyI4mWjPmo1qEbz9IAB7Nu2mnr49m73djMM7gom6FwVAXPTTNk1JSgF09VqgYAFUM4LUtWlEpjatmzEm/7oc1bfpjZAr2NgXwcHVkfj7sdzRH41LTUwh4updiro5A1CivDuhRy4C8N+Bs3i0rY+5XvN4gwc3Ioi9fR/to3TObztMZb+MbVrZz5vTm3RtejckFGsHW+yKO1KsQknuhITyOCUNNV3LzSMXqdJa972iQu8RfS3M7Hiy4+RZgcTr4STdikR9lM69zcG4tc7YLx4cv8KjuETd3ydCKezu/MLWb6yMRwWib4YTo2/PU9uCqZ6pj1b39+a4vh/cMuoHAEXdnKnawpOj6/ZkWMa1vDvX9O15+cAZarWtl6f4vPzqcUA/rl3Vj2tFTfSDao1qcnR7MAAHNu3By1+3visnLpEUr6vH0JOXcXLPOnZVb1yTyFsRRN8170BXfsVW2M6GKvWrsW/d3wCkP3pM0nOeNXqWOh41Kepgn2+fn50SHm8QdyOC+Fu6/npl62HKZxqDk6PjiTx9De2j9JcaW1GvCiRdDyf5pq6Phm8+RPE2GftF3PHLPNb30dgTV7A20UddmtYk6UYEKXeizFp/Of3cGXU7kvRHjzm27SAemfqlh39dDv+6D4BrIVewtS9CUVfHZy574d8zaNO1hmWc3HTbXFpyKqHH/+NR6iOz4iybYV3pHN92iNqZ5oPa/nU4rJ8PruvjfDLHhx69SGLcwyyfe9Eozushl3Fye77xL7/mhrzKr3ozvtqokK01edkBKeNRgSijOSFk2yFqmNhvO55pvy3jnODF4XW7MyyTmim2vOwblcxFO1by8+aMUTsWNmrHu0bteOvIRSo/Zzsaq+tXj336fbYrIZcpks0+eI1GtTis32fbt2k3df0b5PjZzm4ueLWowz/rdpkdVzmPCkQajQfHtx2kdqb2rG00llw32md71rLG25q1rTV53Rm3WHKq6OR6/aqq9lFV9UJ+xvSiqKp6T1XVvB0ueMGc3ZyJvvd0AowJj8a5RMYB3d7JnsT4RMOgHx0WjbN+0Hcq4Uzd1vX5e/XObNdRrFRxylYvT+ip3F1eVrSEM7H3og3/jw2LoWimmBwzlYkLjzEkLIpGIWj7DKaeWMqlA2e5eSoUgBqtvImLiOHexVu5isMUhxJOxBmtN95EbEVLOBF7LyZDbA5uTjiXKU5idALvzv6EwX9Mo+OMvhS0sTaU8w98n9GH5uHxdmP+nvNLnuJzdnMh6t7TneXo8OgsBwVMtaeLfmejZLnXsCtqx6R1U5n1+xx8OvoaltNoNHy9/Rt+OPkTp/89xZVctidkba/YsGiKlsg4AOvqzahMeLShTQ3fr5Qrr1UrZ2jTsMu3qemnG/Q8AxrgaCKJyIm9mzNxYRnb1N7NKUuZeKPYEsJjsC/hxP3Ld3i9XhVsHO0oULgQFX09cCiZPwlhYXcnko1iSAmLprB71knsidJdfYjc/fRqBlSVBuvG0HTnVMp81OK5YsnSVibbM/s++vb4bvw+/WdUVZthmfDLd6iu32moHdCAonloTwAnN2dichjX7JzsSTLqBzFh0Ti7ZV2fzwetOLM3JMvrDdo3IXjrv69MbMXLlCA+Op5+swcxeftses8cgLXR+PK/ooibEwlG4+vDsBiKuGXfD7JQVdqv+Yz3/5hM9a6+OZc3Q2E3Z1KM++i9GKyfkSC91tWXKOM+quf2TkPCfztk9vodSzgTY7T+B2ExOGYa/50ylwmPxtHNOVfLAjR+z5ezJvqDuXE+yLCuaBxNzPEPjPrJkzhzq9F7LTi/N2vdmuNVmxvys97aB37A1EMLqfd2E7bNWZ9j+cxys9/mkLmM0ZzQYXx3fp++xuRB77aBnfni0AK83m7CjjkbzI7Nwc2ZeDPbMd6oHcsYtWOFTO1Yt5s//XZMp92svhR2sDU7Nmc3lwz74NHhUSb32ZKy2QcHqORVmVl/fsPYH8dTqmJpw+s9J/Rh9bQf0WrNzwCzbmtZx4PMY0ZseDRO+rHkWcu+HdiF6YcWUe/tpmzNw7YGLzk5VRSlrKIoFxVFWQicBL5QFOWYoihnFEX5Ul+miKIofyiKclpRlHOKonTWv75XUZQ6+r97KopyWVGUfUBjo893VRRlk/4zjymK0lj/+kRFUVboP+OaoihDjJbppl//aUVRfnrW52TznZorinJK/y9EURR7/fc8p3+/h6IovyqKskNRlCuKonxltGwbRVFO6tf9j9H3X6Ffb4iiKG9ns95+iqIcVxTleOjDG8+q8yyvZRkbnlGm24Te/DxjFapWm6UMgLVtYYYvHs2qSctJzuW9YyZWlzUoE2WeDGqqVmVWwGdMaDiA12u/gXulUhQsXAi/Qe+wPQ8DW07BZRlMs6kvjZWGkjXKcmT138x7cyxpyan4fNreUOav2RuY2Wgwp7YcpGF3/xcVXpb4TLe5roymgBVv1KjA1J6TmPTxBN4d0hn3crpL5rRaLSMDhtG3QS8qeFSkTKUyzxVY1mozGbzhz0K21vReNIJfJ/1oOPq2ZtRimn7sT9C26Vjb2WS4D/q5ZKkz02WiQu9xcPE2PlrzGR+uGk34hVtoH5vuC8/NZP2YLurSuBpluvhyccrT+4IPtJvIfv+xHPlwJmV7+uPcoMoLjSU37amqKlVbePIwOp6757Leg7t+1BIafezPsG1Tn6s9n7WNm1OmasMaNOvckvXTM162aFWwAF6t6nL0D/MTiPyKzcrKirI1yvPP6p18ERBIalIKbw3I2+0BrzQz+oEpmzpOYkPA52zrNoua3VtRsn7ub0/IOTZTL5oOzqlxNV7r6suVyT9n/IiCVrj6exOx7bD5q8/V3Gm67+Zm2YCBHdGmazmy2fyDMhlDyNs8mtvTZm0GvoM2PZ2jzxmnSRacG/Kz3rbOXse4RgM4uuUAPt3b5CE2U6vNXV1Va+HFw+g47piYEwD+nL2eyY0GcnLLAZp0b212bKbkJjZV346HFm/jwzWf0XXVaCKM2vHE6r+Z32w4S9uO5WFkLH5ffGh2HDnt9+RU5vq5qwxo1JegtsP4c+UfjFo2FgCvFnWIi47l2rmrZsekW6mJ13I1T+W87JbZaxnT6FOObvkX3zxsa2CZByJVBnoCm4F3gXrovupWRVGaAa7APVVV3wRQFKWo8cKKorgDXwLeQBywB3hymO9bYK6qqgcURSkD7ASq6t+rAvgC9sAlRVEWAZWAcUBjVVWjFEVxzsXnZBYIDFRV9aCiKHZAiokyHoAnkKpf9zx9uWVAM1VVrxutexywW1XVXoqiOAJHFUX5W1XVROMPVFV1KbAUoMvrHTJsUX7d2tLiA13yc+3MFVxKFjO85+zmwoPIGOPiJMTEU8ShCBorDdp0LS7uLjyI0JUpX6sCQ+bpbqy3d7bHw9cL7WMtx/86glUBK4YvHs3Bzfs4tiP3E21seAyOJZ8eZXF0d85yw3TmMkXdnImPyFgmOT6J0MMXqNLcg//2n8allCuj/tTl/o5uzgT9Pp2vO4wj4X4cuRUfHkNRo/U6uDtnuTk/LjwGx5LO3DSKLSHiASoq8eEx3D6lGyzObT9Cc6Pk9InTWw7RfUUQf8/dlKuY2nQLwE/fnqFnrlCspCuguzTSxUR7xptozxh9e0aHRZEQE09qciqpyalcOHqeslXLEXb96X0gSfGJnA8+h6ePF7cu5+4sdGx4dKY2dclSb1na3c2FOH2bagpY0XvxSI5vPsCZnUcNZSKv3mNhN909NK7l3Knu65mreIwlhMdkOEPn4O5MQkTGh1HFh8XgYBSbvZuz4YFVp9bv49R63aUtLYLeJz48Y32/KCn3YrAxiqGwuwsp4VkfJGBftQy1v+7Hka4zePTg6SVcqfq6TIuKJ/zPYzh6vkHM4bzdDxuXpY+aas9ok320VkB9qrXyooqvBwWsC1LYzoYucweydvgC7l+9x7Ju0wEoVs6Nqr4euY6pVbc2+Hygu3f62plQnLOMaxnjS4iJx9aoHzgbjWsApau8Tu+ZA5jdfTIPYzNeClfbx5Mb565luJXB0rHFhEcTExbN1VNXADi6PZh2/4PJaWJYDPZGZy7s3J1JjMj9AzUS9X07OTqeaztOUMLjDe4dufRCYksJi6GwcR8t6UyqiT5qV60M1ed8wskuGfsoQLGWHsSfvUGaGfPSEw/CY3A2Wr+TuzOxmcb/B+HRGcu4uRAXEUOBQgWeuWzDTs2p1dKbOV2/NDuurHFG45RhXS4m5vhonEoWAy4Z4ozNRTs36NScmi29+abrpOeO81WbG/Kz3p44tuUAA1d8xu9zzbt6y9R+m+l9I+M53pm4iAfUDqhP9VbeVPX1NMwJH84dyJrhCzIsf3LLQfqsGM3OuebdFRcfHoNDpnZ8mEM7Org589BEO/oatWNiVPzT2Nbu4YMVgeRG624BtNLPB6FnQjPsg7u4FSPGxD6bbZZ9Nl3dGp/0Cdlzgj6TP8HeyZ4qdapSp1U9PH28KWRdCBt7WwZ/M5x5w+bmKsbY8JhM21r2Y8mT9NfRzYVY/ViS07IAR7ccYNCKMWyba/5JI0tc1ntTVdXDgL/+Xwi6s6hVgIrAWaCVoigzFUVpqqpq5hG8PrBXVdX7qqqmAcbnjFsB8xVFOQVsBRwURXly08wfqqqmqqpnOeHUAAAgAElEQVQaBUQCJYAWwEb9a6iqGpOLz8nsIDBHfzbWUVVVU6cC/lFVNU5V1RTgAvA60ADYr6rq9Uzr9gc+0697L1AYMOMUFuxa9SdjAoYzJmA4x/86QtNOPgBU8KxEUkIisSaenHU++Cz1AxoB0KyTLyd26RKEoU0+YUiTfgxp0o8j24NZ8cUSjv+le0BIv68GcS/0Dtu/z/rEtme5dfoqrmXdcC7lilVBK7zaNeLcrhMZypzbdYK6HZsB8LpnBVISkoi/H0sRZ3ts9JdWFLQuSKXGNYm8eo+wS7f5vM4nTGoymElNBhMbHsOst8aYlZgC3Dl9lWJl3XDSx1a7XUMuZort4q4TeHZsCkBpzwqkJCSTcD+Wh/fjiL0XTbHy7gC80bgGkVd0D4RxKetmWL5qKy/uX834UIBn2bFqOyMDhjEyYBhH/zqCTyfdpWqVPCuTlJCUZccX4FzwWRoG6E74+3ZqwbFdujY7uusIVetVQ2OloVDhQlTyqMTd0Ns4ODtg61AEgELWhajVpDZ3zHjYiqk2PbvreIYyZ3cdp56+Tct6VjS0KUDXmf2JCL3LnuV/ZFjGzsUB0B3Baz2oIwfXmH9vxd3T13Au54ZjaVc0Ba2o3q4BlzO16eW/T1K7k65NX/OsQGpCsmHistXH4FDShSpt6nJui/ln03Ij9tRVipR3w6aMK0pBK0p2aEj4XxnjtHnNhborhhMyaAGJ18INr1vZWmNVpLDhb9fmtUj4L+8Py7mt7wdP2tOjXUPOZ6qzC7tOUkffD8ro+2jC/Vj+/GodUxoOYlqTIawZ/B2hh86zVr8TYtyerQa9Q/Caf3Id09+rdhgeVnTir6M00Y9rb3hWIikhyeQTAS8Gn6NeQEMAmnTy5eQu3QNoXEoWY+iSUSwZ/i3h17PeN9ywfVOCtx54pWKLux9LTFgUbuV1VzpUb1yLu1fMfxDGqy7i9DWKlnXDXt9fK7ZvwPVdJ3O1bAEbawrq+0EBG2tKN6tB9KUX99Co+JCr2Br1UbcOjYjcmbFfFH7NBY8VIzg7cAFJJu5Jd3unMeG/HczT+m+cDqV4WXeKlSqOVcEC1G3XmNOZxtnTu47ToGNzAMp7ViQ5IYm4+7HPXLZ6cw/a9O/A/D4zSUtJy1Nsxm6evkrxsu646MePOu0acSZTnGd2HaeBfj4op4/zyXyQnWrNa+Pf/20W9ZnJoxcQ56s2N+RXvbka7X/UalWHcDP2P564nWmO98xmv61Opv22hPux/PHVOiY1HMiUJoP5afB3XDl03pCYFjOKrXorbyLzENu9XLZjLaN2THlGO57Xt6NdcUfD8lVa1+F+LseSnau2Gx5gdOyvwzTX77NVzGEfvIF+n6250T6bo+vTGCrUrohGoyHhQQI/f/UT/Rv0ZmCTfswdPJtzh87kOjGFp2OJi348qJPDWGK8rT1r2eJG7Vk7j9saWObM6ZMzgAowXVXVJZkLKIriDQQA0xVF+UtV1cyHyLK7hkEDNFRVNcP1pfpT06lGL6Wj++5KNp9l8nNMUVV1hqIof+jjPawoSiuynj01Z90K0ElV1RdyqDdk9wk8fL35Zv9iUpNTWRL4neG9USu/YNmo+TyIfMDa6asYPH8k7wd+yI3z19iz/tlJQOU6VWnWyZdbF28wfbuuQ6yftZpTe048czkAbbqWTeN/4NNVY3WPJN+wh/Ard2j8oe7pZAfX/M2FPSFU8/Xgi33fkpacys9Bup8yKFrciQ+//hSNRoOi0RDyRzDnd+duxyU3tOlato5fSa9Vn6FYaTi+YS+RV+5S70PdkzSPrvmHS3tOUdnXg8B9c3mUnMrGoKeb8LaJP9L5m4FYFSxAzO1INgbq3msz+gOKlXdH1arE3o1i87jcP5Lf2Indx/Hy9Wbh/iX6n5J52p7jVo5n4aj5PIiM4afpKxkxP4iugR9x/fw1/ta3593QO4TsO8ncnd+halX+XreLW5dv8XqVsgyeMwyNRoNGo3Dw9wOc2H08uzBM1tvG8SsYYGjTvSbbtLqvJ+P3fUtachprghYBUL5OZep1asbdizcZtV339ODfv1rLhb2n8G7fmKYf684an955lMO/7DW7ztR0LX+OX8mHq0ajWGk4tWEf96/cxVvfpifW/MOV3aeo4OvBoP1zDI+Zf+L9xUOxcbIn/dFj/hy/0vCQq8qt69D2y+7YOtvT5YcgIi7cZE23mWbHZxznubErabB2DIqVhttr9/Lw0h1e76arw5ur/qbiiI4UdLKj5oxehmX+bT0O62JFqfPDCEB3Fvrurwe5n4cnCz6hTdfy2/iV9F2li+XYhr1EXLlDQ317Bq/5m4t7Qqji68Fn+77hUXIq64OyDOVZeLRvRGN9e57deZRjeWhPgNO7T+Dh68Xs/QtJS05lWeDTZ+IFrhzH96MWEhv5gHXTf2Lg/BG8G9iVm+evs2+97mFCHYa+j52TPd0n656kmp6ezoR2owAoVLgQ1ZvWZsXYvP18Sn7GtmrC93z67TAKFCzA/VsRLDX67BctaMIMjoWcITY2npYdPmJA74/p1O7FXHL3LGq6lv1f/Mjbq0fpfkpm/T5iLt+luv4+6vOrd2PrWpT3/5hMITsbVK2W2r3bsKbFaGyc7QhYNgwAxcqKy1sOcWvvmRca239jfsBr3VgUKw131+4h8dIdSun76J1Vf1N+ZCcKOtlRdaa+jz5O54j+6dkam0K4NKvJxcBleVq/Nl3Lz+OXM2zVON1PjWzYw70rd2j+oe4szb41uzi75yQ1fT2Zum8eaclprAxa8MxlAbp+2ZsChQowYvUXAFwLuczqcboYpx9YgI2dLVYFC+DpX5e5H08hLIcDl9p0LevGr2DwqnForDQc2rCHsCt3aKqP8981uzi3J4Qavl5M2vcdaclprApaaFi+13dDqdSgGnZO9kwLXsTvczdwaMMeOuvjHKKP83rIFdaOy1tdQv7NDXmVX/X2zugPKVHeHa1WJeZuFD+PW5qn2H4d/wP99HP80Q17TM4JVX09GLvvWx4lp7I2KOcx9K3RXXAtXxJVq+XB3Sg2jvve7NjUdC07xq+kq74dT+vb0UvfjifX/EOovh0H7p/D40zt+J6+HbWZ2rHlmC64VXsdVVWJu3OfP8auMDu2k7tP4Olbh3n7F5OWnMqCwHmG98as/ILFoxbwIDKG1dN/ZPj8QLoEfsj189fYrd9naxDQCP+P2pL+OJ20lDTmDp5tdgym6La15QzVb2sH9dtaM/22tn/NLs7px5Ip+rHkR6OxxNSygH5bK4mqVYm5e581eeyfijlP5HxeiqKUBX5XVbWGoij+wGSgpaqqDxVFeQ14hC5xi1FVNUVRlA5AD1VVOyiKshfdJbR3gcOAFxAP7AZOq6o6SFGUn4EQVVVn6dfnoarqKUVRJgIPVVWdrX/9HPAWUAT4DV0iGq0oirOqqjHZfU423+kNVVWv6v/eDKwEThl9zx5AHVVVB+nL/A7MBs6jO2NsuKxXv+5pgAMwWFVVVVEUT1VVn/l0gsyX9b4qiiuFLR1Ctmxf4QdVX1KzPm3vVVFKsbF0CNkqpr6aP9vsmZpP96i+APte3S5KhJqacyGRxYoTL2bnJT8s8XzBP+3yglRKe0H3sueDX2xe7hOJzVHA9E24rwR3taClQ8hWmGLe049fJptXdN/ISbWydAjZOsOru8/mrBSydAjZWnLjl2wHEIvtzamq+peiKFWBYP2ZzYfAR0AFYJaiKFp0yeqnmZYL0yebwUAYugTvyVY7BFigKMoZdN9tP2D6hz11n3VeUZSpwD5FUdLRXWLcw8zPGaYoii+6M6IXgD8B91x8//uKovQDflV0Ty2OBPzQJezfAGcUXcXcQJdICyGEEEIIIcT/rJd65lTkDzlzaj45c5o3cubUfHLmNG/kzGneyJlT88mZ07yRM6d5I2dOzSdnTvPm/9czp6/mViiEEEIIIYQQ4v+UV/NUwytIUZSewNBMLx9UVXWgJeIRQgghhBBCiP8lkpzmkqqqPwA/WDoOIYQQQgghhPhfJJf1CiGEEEIIIYSwOElOhRBCCCGEEEJYnCSnQgghhBBCCCEsTpJTIYQQQgghhBAWJ8mpEEIIIYQQQgiLk+RUCCGEEEIIIYTFSXIqhBBCCCGEEMLiJDkVQgghhBBCCGFxkpwKIYQQQgghhLC4ApYOQDw/q1f0GEPn1EeWDiFbcws9tnQI2bJ9hbtl17RXt01XF7J0BKaFWL+67alBa+kQsmWtvJrjGsC5tChLh5CtJZ7jLR1Ctj4JmWTpEEz6ss7nlg4hW3e18ZYOIVvTlFd3bJuvvLpjW5dkK0uHkK2NNq9mvXk9enW3tV3KQ0uHkK1mGndLh5Anr+7sL4QQQgghhBDi/wxJToUQQgghhBBCWJwkp0IIIYQQQgghLE6SUyGEEEIIIYQQFifJqRBCCCGEEEIIi5PkVAghhBBCCCGExUlyKoQQQgghhBDC4iQ5FUIIIYQQQghhcZKcCiGEEEIIIYSwOElOhRBCCCGEEEJYnCSnQgghhBBCCCEsTpJTIYQQQgghhBAWJ8mpEEIIIYQQQgiLk+RUCCGEEEIIIYTFSXIqhBBCCCGEEMLiClg6AJH/Pp7YGw9fL1KTU1kaOJ8b565lKeNaujgD543AztGOG+eus2j4t6Q/eoyXX13eHdkFVauSnp7O6i9XcPn4fzi7u9B/7hCKujqharXs+XkXO3/444XE6+jrQblJvcBKQ+TP/3B3/m8Z3ndqXZcyo7qAVouans718T+QcPS/F7LuJ3pO7IuXrzepyaksCPyW6ybqrHjp4gybF4Sdox3Xz11j3vC5PH70mGoNajB62Vgib0cAcGTHYTZ+t96wnEajYcbvXxMTHs2MXlPMji0/2hOg76yBeLSoQ3x0HGP8h5kdl7GiPp6UndwLRaMhcu3f3DPRhqWCuoCqoj5O5+aEFYY2LD9nIE6t6vAoKo4zLZ4vjieqNq/Nu+N7oLHScGj9bnYt2pKlzLsTelDd15O05FR+ClzEnfPXAfjwq/7UaOFFQnQ801oHGsq/VvV1PpjaB2vbwkTfuc+Pw+aR8jDZ7NjeaF6L1hM+RmOlIWTdXg4u2palTOuJ3ajoW5tHyWlsCVxC+LkbANTv3QbPD3xBVYn87zZbgpaSnvqITvMH41LeHYDCDrakxCexNGCsWXFVal6bt8d3Q7HScHT9HvYu2pqlTPsJ3ani68Gj5DQ2BC7i7nldXJ8d+I7Uh8moWi3ax1q+az8OAP8R71Hdrw6qquVhVDwbAhcTH/kg1zF1mdCLmr6epCWnsSJwPrf0bWSsWKni9Js/nCJF7bh1/hrfD59H+qPHz1zexsGW7jM+5bXKZUBV+WHUQq6dvEypqq/z8dR+hjZeNuxbs9t4xOTBNGzRgNTkFCYPn8Gls1eylHm35zt07vMupcu9RusabxMXE2d4z6uhB8MmDaJAAStiY+IY0OnF9IkyPrVoOvFjFCsNF9bu5eTCjNud4xvutPq6H641ynJ41i+ELNlueK/bobk8SkxBm64bgze8Of6FxJQbn0+bw/6DR3F2cmTz6sUvZZ0Vm9ciYHw3NFYaTqzfw34TffTNCd2opO8LmwIXE3b+BsXKu9N5/mBDGafSxfln7kaCV+yg5Yj3qOrnjapqSYyKZ1PgYhIiY5871k++/IS6vnVJTU5lzsg5XD139f+xd95hUR3v3753lyIIKE0WK9i7IGrsgAWVRGM0zYZdE3vBnti7RpNYYkyMiS3RxCSWGHuJvYM1FrBL3aV3ds/7x66wC4vSDP7e79zX5SXseebMh5ln5jlTzmwuG5dKLkxdPRWbsjaE3Ahh+bjlZGZkYlPGhnHLxuFaxZX0tHS+DPySR3cfFVmTrXdjKswagkyhQPXLQSK/2Wl03a7jW7hO7JMV05/N+Z6kS7cBqHvqOzRJKaD3tbtdJxZax+voP1yqlmf46vFZ6Z0rubBr5XYO//AXleq60XfBMMwtzdFmatn6+Xc8CL6fb70Ovo2oOX8AMoWc51uP8miVcdxy6dmaKqO6AaBJSuXO5A0k3tLVV6Xh/pTv3Q6AxNuPuT32G7RpGQUrsBzU9W7EhzMHIlPIOb39CAdNxNEPZw3MiqObAtfyRF/G/ZZ+SoN2jUlQxTHPII72mNaXBh28yEzPJPpxBJsmrSUlPrlIOg1x9WlI03n9kMnl3P/5ODdXG7ddt/daUm/kOwBkJqdyfuqPxN56XGz5m2LM3JE0b/cWaSlpLBq/lLs3cseEHgPe5f0hPanoXoGu9d8jLiYegNZ+LRk8aSBaSYsmU8OqWWu5fvFGkTVV9mlIW4N4cDlHPLCv5kr7L4ZRrr4bZ3PEAwCZXMZHf80jMTyGvQO/KLIesXJawshkMh+ZTNbydd2/kW9jlO6uTPQeyYZp6xgwf5hJu4+n9mP/hj0E+owiKS4Rn4/aA3Dz9HWmd57ADP+JfDdpDUOWjABAq9Gybf5PTGk/htndp9IhoAvla1QsumC5nKoLh3KrzwKCvMfh1L01VjWN7xt38jrB7ScQ3DGQ++PXUu2LEUXP1wBPXy9c3V0Z7f0J305bw9D5n5q06zO1P3s37GaMz6ckxiXS7qMOWdduX7zFJP/xTPIfbzQwBfAf9A7P7j8plLbXVZ8A//x6jGX95xVKlxFyOe4Lh/Jvn/kE+4zF8d02WNXIXYfXO0zgeseJhE5YQ9Xl2Tqith/jdp9i0KFHJpfx4dxBrB2wiPkdJ+DVrRXK6hWMbOr6eODsrmSOz1h+nv4dHy8YnHXt3G8nWNN/Ua779l48nF1LtrGw8ySCD1yg/bCuhdLWZd4AtvVfytoOk6nXrQVONYy1VfdthKO7ktXeE9k7bQNvzx8IgK2LPc0GduL7dz5jnd9UZAo59bu2AGDnqFWs95/Oev/p3N5/kX/3XyywrvfmDmTDgCV80TEQj24tKZejzGr7eODkrmSpz3h2Tv+O9wzKDODbXvP50n9a1sAU4MT6vazsMoUv/adx++gVOoztkW9NDXw8KefuynSf0Wyavo6+C0z7fs+pfTm0YS8zfEeTFJdEm4/avTJ9r1mDuHkiiM/bj2V2l0DC7j8FoP/iT9m5ZCuzO0/kyoELdBr2br71ArRo9xaV3CvyQas+LJr8BZMXjTdpd+3idcZ8NJGwJ+FGn9vY2TBp0TgmDZhOb9+BzBg2u0D554VMLsN7fn/2BCxlW7vJ1Hy3OfY1yhvZpMUm8c+szVxdv8/kPf74cAHbO8/4TwemAN39O7JuRcEn9QqLTC6j69yBbBqwlK87TqJBt5Y452gLNX08cHRXstJnAn9O/55uCwYBEB0axhr/6azxn87ad2aQkZrO7QOXADi1fi+ru0xljf90/j16Fd8CtIW8aOLbhApuFRjSdghfT/2aUQtGmbQbNG0Qf3z/B0O9h5IYl4jfR34AfDjyQ0JvhTKy00i+GP8Fw+cML7Im5HIqzhtOaP85/NthJPbd2mJZo5KRSeLpYO50HsMd/3E8nrSKSktGG12///EM7viPK9LA9HX1HxGhz5nrP4m5/pOY984U0lPTuHLgPADvT+3Hnq9+Za7/JHat+IX3p/XLv2C5jFqLBxHUexHn2kzA5b1WlK5p7HepjyK50n0OF3wn83DF79T+YigAlkp7Kg3pwsVO0zjvHYhMLsele9EeM2VyGR/PHczqAQuZ23E8TU3E0Xo+npRzVzLLZwzbpq+n14IhWdfO/nacVf0X5rrv7VPXmOc3kQVdJhHxIIxOI94rks6cmpst7M/RPkvZ4zMZt3ebUyZHP5f4JIpDPefzV4fpXF/5J82XDiq2/E3RvF0zKrpXpHfrAJZNWcGERWNN2l2/eJMJH0/KFRMun7rCwI5DGew3nMUTlzN5eeHbxAtkchk+8/uzO2ApW/OIB6n6eHAlj3jQaHBn1PefF1nLC8TgNB/IZDLFa7qvGeADvLbBqVfHZpzaeRyAkKt3KW1XmrLl7HPZ1W3ZgAv7zgJwcucxvPyaAZCWnJplY2ltiaT/OTYyJmvFLjUplef3n+Lg4lhkvTae1Ul5GE7a4wikjEyid53CoVNTIxutgSa5tSVIUs7bFImmHZtxYucxAO69pMzqt2zIuX2nATix8yhN/Zq/8t4OSkcat2vCkV8OFUrb66pPgDsXbpEYm1AoXYbYeFYn9WFYVh2qdp3CvlMzI5vcdZh9LeH8LTQxRdfxAjeP6kQ/ikD1JBJNhoYre87Q0M/Ypxr6NeXC7/8A8PDqPaxsS2PnXBaAkAu3SY5LzHXfclVduX9eN7v/76nreHR5q8DaKnhUI+ZhBLFPotBmaLi55xy1OnoZ2dTq6EXwzpMAPLt6H0s7a2zK6bTJFQrMSlkgU8gxt7IkISL3KmTdt9/ixu4zBdJVyaM60Y/CUevLLHjPWer5NTG+r58XV37X6Xp89T5WttbY6sssL9IMVh0trEshFaDtevg15ezvxwEIvXoPa1trypjIr3bL+lzW+/6Zncfx0Pt+XulL2VhRo1kdTm4/AoAmIzNr5l5ZtTx3z98C4NapYLwKWMdtO7Vi328HALh55RY2ZWxwLOeQy+7ujfuEPQ3P9Xmn99pzfN9JIp5FAhCjKvrKGoCLRzXiHkYQ/1jnd/d2n6Oqn7HfpajiiQwORZuhKZY8i4smHg0oY2f7n+VX0aM6qkcRxOjbwvU9Z6mTo6zq+HkRpG8LT6/ep5StNTY5fLNaq/qoH0UQ+ywayNkWLIsljDX3a86RnTo/vnP1DqXtSmNvIj40bNmQU/tOAXD4t8O06KSb1KpcozJBp4N0f0fIU1wqulDW6eVt+lVYe9Qg7WEY6U908SBmz0nKdDRuR7niAcUb0+H19R+G1GnVgKhHEaj1dSwhYWVjBeh2Z8RGqPOt165xdVIeRJD6KBIpQ0PEn2dw6mwct+Iu3SUzLkn38+V7WLpmP4PJFHLk+tigsLYgLTz/O1RM4eZRnahH4UTr28GlPWdolCOONvJrwjl9HH1w9R7WBnH0/oXbJJmIo7dPXkOr0erT3MVembt/LCyOntVIeBhBor6fe7jrHBU7Gbfd6Ev3SI/T9ffRV+5j7Vp8+ZuidadWHPjtIAC3rtzOMybcu3mf8KcRuT5PMWgrVtaliuX518WjGrEG8eBuAeNBaaUDbu08uPXz8SJrecH//LZemUzmBuwHzgOewF0gALgF/AD4AatlMpkMmA7IgL8kSZqiT58IfAv4AjHAx5IkRclksmrAGsAZSAaGSpL0r0wm+xFQ6/NSA60AjUwm6wuMBjYBNSVJypDJZHbANaCGJEmF2o9hr3RA9Tw663d1uAp7FwdiDbbS2djbkhyflNVBqMNU2CuzO7kmnd7iw8l9sHMqw/KBC3Ll4VTRmSr13AkJulsYiUZYKh1If5atNz1MjY1njVx2Dl2aUXl6X8wd7bjdL/dsXFFwUDoalZkqPBoHF0ejMrPNUWaqMBUOBp1qzca1WPb3l8REqtk0fyNP7+lWSgfOGsKWhT9RSh+wCsp/UZ9FxULpSPpzVdbv6WEqbBrnrkP7zm9ReXofzB3L8G9A8et4QRkXB2IM9MSEqXDzqG5kU9bF3sgmNlxFWaUD8VF5DwbC7j6hQccmXD90icb+zbF3LfjkjK3Sgbiw7Hzjw9RU8KyWyybeQFtCuBpbF3vCrj/g7Pq/GHf2azJS0wk9eZ3Qk9eN0lZuVpuk6DjUD3MHuZdRxsWeOIM848JUVMpRZmVcHIg1KjM1ZZQOJETFgiQxdPM0JEni/LYjnP/5aJZdp8AP8erRltSEZL7tlf8V8rIujqgN6zFcTVmlI3EGdWRjb0uKge/HhOnax8vSazUaElXxDFw+kkp13Hh0PYSf52wkPSWNZ3ef4NGxKUGHLtLEvwUOrk751gvgrHQm8nlU1u+Rz6NwVjqjiszfQ2qlqpUwM1ew9rcvsbaxYvv3O/lb/2BTFEor7Ul4nq0hMUyNSw6/eymSRLetU0GSuLn1KDe3HSuypjcVuxxtIT5MTcUcbcHWxZ44g/KMD1djp7Qn0cA3G3RtwbXdZ43SdQj8EM8ebUhNSGZDr6KvBjspnYgKy/a36PBonJROxBjEBzt7O5IM2kh0WDSO+vjw4PYDWnVuxa2Lt6jZqCblKpTDydWJ2OjCT4qYKx3JCMuOWRlh0Vh71splV6ZTc1wnB2DmVIbQgXOzPpeAalvmgiSh2noA1c8HCqXjdfUfhumbdW3F+d2nsn7fPmcj4zZ9xgfTA5DJZSzqmb2L5FWUUjqQapBf2nMVdo2r52lfvrcvqqO6iYW08Bgef7OXVlfWok1JR33iGuoT1/KdtynKmoij7h41TNhk13VMPuKoIS0/aMflvQWbSH0Z1kp7kg3aZXKYGqfGefdz1Xr58PxY0crpVTgpnYxiQlRYFE5Kp3zHBIA2nVsxbNoQ7B3LMqV//n0qL0or7UnMEQ+UBYgHbWf35fTCn7EoXbjnWlOIlVMdtYD1kiQ1BOKBF3sMUyVJag38AywB2gEeQFOZTNZdb1MauCJJUmPgBDBL//l6YLQkSV5AILDWIL+aQAdJknoC64CVkiR5SJJ0EjgOvK23+xjYaWpgKpPJhslksksymezSvcTc700Y2OX6LOdqhSkbw9mYSwfOM7n9GFYOXcL7E3sZmVlal2LsuslsmfsDKYV4386E4JdqeYH67wsEtRnDnUFLde+fFiOvKo9X2Ty4EcKIlkOZ1GUcf//4F5O/073r17hdE+JUsYSaeAeoKNqKsz6LBRPZm5oIj9l/nuC2Y7gzaAmVirkOjeSYLI9cRrlNXjEjuXXyOtr282PynkVY2lhlvZdUZHLVp2mbUnbW1PLz4uvW41jZbBTmVpY0eK+VkVn9bi24keOBOF8UsczW9pzNV+9MZ8OAJbQI8MO9We0smwPLd7Cw5Siu7jpNy/6diiQpV9/wEk15pZcrFFSuX5XjWw4y9+1JpKWk0VNuoIAAACAASURBVOVT3dayHyevwbdfZz7fs4RSNlZkFrCOTTfF/M90K8wU1G5Qiwn9pjK292QGjQugUtVieH0iP/X7Enb2mMsO/8/YE7CMBv07UP6t3ION/28odJ+b/aPCXEHtDl7c2HfOyOTw8h0sazma4F2nad7fr1jk5pKRq42YMtL9t2PtDmzK2LDq71V0G9iNkJshaDKLunKev5ged+Ac/7YfwYOhC3Xvn+q512MKd98eT2j/OTgF+FO6Wb3CqXhN/ccLFOZmNOrQJGvVFcCnbye2z/uRyS0/Yfu8HxmwpACvIJnM0DT2repRvnc77s/bCoBZmdI4dW7CmaajONXoExTWlih7ts5/3ibl5CNG5vP5zRSdR76HVqPhwp8nCyPPNCY1mzZ1aVmH6r28ubLgl+LLP3+SChQTAE7uP00/74HMGDyTwZMGFIOm/JdTTtzae5Csiifq+sMi6zDkf37lVM8TSZJO63/eAozR//ziZcGmwHFJkqIAZDLZVqAt8CegNbDbAvwuk8ls0G3V/dWg0i0N8vtVkqS8evzvgcn6ew8EhpoykiRpPboBMH2r9DByow4BnfH9uCMAodfu41g+e7bfQWm8AgiQoI7H2q40coUcrUaLg6sjMSa2n9y5cItyVZTY2NuSGJOAwkzB2HWTOPPnP1zafz6PP6dgpIWpsKiQrdfC1YH0l2yFiT93i1JuLpg52JKpLvxW0E4B/nTQl9n9HGXmqHRCnWNWKz5HmTm6OqLWb6k0HKRfPXaZIfOGY2tvS+0mdWjSoRmePl5YWFpgZWvN6C/Hs2rcypdq+6/qs7hID1NhUT57FdHC1ZH08LzrMOH8LSyrKItch3kRG67C3kCPvasjcTnKLDZcbWRTVulInIktsoZEhDxnTYBu1b6cuyv1fD0LrC0hXE0ZgxVXO1cHEiKMZ5njw9TYGWizVTqQEBmLe+v6xD6JIllfZv/uv0hFrxpc/0PXlckUcmp3bsp373xWYF1x4WrKGORZxtUx18FFceEqyhqVmQPx+jJ7YZukiufmgYtUalSNBzkOLbu66zSDfpjMoZW/5anDt19n2vTSvS/9MDgEB8N6VDrk2iaXqI7HysD37V2z20dMuMpkekl/7UGQ7lCKy/vO0eVT3dxjeMhzVgboVndd3F1p6Ns4T60v6DmgO+/20R2wcTvoX8qVd866Vq68M9ER0XklzUVkWBRx6jhSU1JJTUnl6vlgatStxpPQp/m+hymSwtTYls/e6WHj6kDSK/zdKL3eR1NU8YTuv4yLRzWen79TJE1vKvE52oKdqwMJOdqCzia7PO0M2gJADR8Pwm48ICk63mQe13adod8Pkzi6cqfJ6y/jnYB36NRLN8lz79o9nF2z/c1J6YQqQmVkH6+Op7RBG3FyzbZJSUxhZWB2PNp4eiPhT3JvNy8IGeHRmBvsODB3dSLjJTE96cJNLKq4orC3RROTQKY+9maq4og7cA5rjxokXbiZr7z/i/7jBQ18PHl84wHx0dmHmbXo6c3Pc34A4NJfZ+m/2PT5FaZIDVNRyiA/y/KOJrfm2tStTO0VwwjqtZjMGN22WYe2DUh9HEmGShcbIv+6QJmmtQjfeSpX+vwSk684qsK+vBOg6wvslY7E5qNfad7Tmwbtvfiy99xX2haE5DA11gbt0trVgRQTZVi2TiWaLx/C0b7LSI/JvfW4qLzX/13e6eMPwL9Bd4xigrOrc642ml+Cz1+nQpXylLG3yzowqTAkhqmxKWQ8cG1Sk6odG+Pm2wiFpTkWtlZ0/OpTDo39ptB6QKycviDnHMGL35P0/+d/CkuXVg7E6ldDX/yrY2CTlEda9INkN5lM5g0oJEkq8DFchzftZ4b/RGb4T+TywQu07ukDQDXPmiQnJOcazADcOnuDZv66907a9PTlyiHdASouVZRZNm71q2JmbpY1kBmydCTP7z/j7+9zn1xYWBKD7mPl7oplpXLIzM1werc1av0BEi8o5ZatqXQDd2TmZkUe1BzYtC/rAKOLB8/h3dMXgBqeNUlOSDJZZjfPXqe5v26lyrtnOy4e0g3Qyxq8h1K9UQ3kcjkJMQlsW7qZT5oPZmTrYawcvZwbZ669cmAK/119FheJQfcpZVCHju+2Juag8YE8lgZ1aN2gKvJiqMO8eBQcgrObEseKzijMFTTu2pJrh4x96vqhSzTr0RYAN88apCQkv3Irko2jHaCbdew0qgenthb8PeJnwaE4uCspW8kZubmCel2bc/fQZSObu4ev0KhnGwAqeFYnLSGFxMhY4p+rqOBZHbNSFgC4t6pHtMGBBFVb10cV8pyEl0wM5MXT4BCc3JTY68usUdcW3Mqh69ahKzTuodNV2bM6KQnJJETFYm5liWXpUgCYW1lSo01Dwu/qBlNOBvVet4MXkSEvP0Dh2Ob9WYeNXD14gRY9fHR/m76O4kzU0Z2zN/HS+37Lnj4E6X0v6NAlk+njo2JRP1fhUlV3AESdVg14fk+n19agjt8e9T7H81HHO3/8k4COQwjoOIQT+0/h/75u4FCvcV0S45MKtH3r5P5TNGrWAIVCgaWVJfU86/LwXtFPkowIDqWMmxJbvd/V6NacB4eu5CutmZUl5vr6NbOypFLb+qjuFG2w/CbzLDgER4O20KBrC/7N0RZuH7qMh74tVHzRRg18s2G3llzbY7yDwdGgLdTu0JioV7SFvNi7aS+ju4xmdJfRnD1wlvY9dYOxWp61SEpIMtrS+4JrZ6/R2l+3ktbh/Q6cO6hb0S1tVxozc92aRadenbhx4UaRd0QlB9/D0r08FpVckJmbYd+1DfGHjCezLaq4Zv1sVb8qMnMzNDEJyK0skeu3CsqtLLFt60Hqnfz7/3/Rf7ygWbfWXNhjPPiLi4yhVnPdSm/tlg2IfBiWb+0JV0OwrqqkVGVnZOYKXLq3JDrHs5BlBUca/DCRWyPXkBKafe/UZ9HYNa6B3EoXGxza1Cfp3rN8522KR8EhlHNzzYqjTUzE0WuHLtFcH0fd8xlH63o3wu+Td/lmyBIyUtOLpDEnqqBQbN2VlNb3c27vNufpQeN+zrqCI97fj+P0mHUkhBZtIiYv/vhpF4P9hjPYbzgnD5ym0/u6XRJ1G9chqYAxoYJb9kFFNevXwMzcvEgDU9DFg7JuSuz05VSzAPHg7JIdbGw2hp9ajufAyDU8PX2ryANTECunL6gsk8laSJJ0FugFnEL3TugLzgNfyWQyJ3TvlfYCVumvyYH3gV+A3sApSZLiZTLZA5lM9oEkSb/q31dtKElSsIm8EwC7HJ9tAn4GinxkadDRyzTybcwX/6wlXf/VIy8I/HEG309eS2xkDL8s2syo1RP4ILA3D28+4Pj2wwA07dKC1j290WRoSE9LZ/VI3RHRNZvUpk1PHx7ffsiCfbrPdizbSvCx/Dl0nmi0hE7/nro/f45MISfil6Ok3H2CS4CuMUdsOojj281x/sAHKSMTbWo6dz9ZUbQ8c3Dl6GU8fZuw6p91pKeksSZwVda1aT9+zrrJa4iJVLNl0U+MXx1Ir8A+PLgZytHtugfX5v4t8evbBU2mhvTUdFaOXl5s2l5XfQKM/Ho8dVrUx8belq/PfcfOlb9wQn9ITIHQaHk443tqb5uJTCEn8pcjpNx9Qrl+ujqM3HwQx7db4PS+N1KmBm1KOvc+zdZRfe147FrUx8zBFs9L3/H0i1+I+rkQOvRoNVp2zPyBkZumI1PIObfjOOH3ntK6j+505VNbD3Pz2FXq+Xoy68RXZKSks2VSduc64Osx1GheFxt7W+adXcu+lb9ydscxmnRrRVv93xR04ALnfj1eYG2SRsvfM3+kz6YpyBRygnacIOreM7z66B4wL289wr2jQVT39WDUPyvISElnd+C3ADwLCuH2vgsM+2sBWo2G8JuPuLIt+93Oel0LuaVXX2a7Zv7IkE3TkCvkXNxxnIh7T2muL7NzWw/z77Gr1Pb1YMqJL0lPSePXSTpdtk5lCFg/AdAd2BS06zR3T+i6vi5TPsa5ankkrUTMsyh+n7Eh35quH7tCA9/GLDyxmvSUNDZOyn5TYuzG6fw45RviImP4bfFmhq8az3sTP+bxzYec2nHklel/nr2BoV+OxczcjKgnEWwMXAPoHjh9+3UG4OqB85z+9SgF4cyRc7Rs/xa/ndlKakoa88cvybq2YvNiFgYuIzpCxYeDe9D30144lHNgy+ENnD16noWBy3h4/zHnjl9gy5ENaLUSu7f9ReidvF/jyC+SRss/n//Eu1sm6746YPsJ1HefUa+v7mTSm1uOYu1chg//moeFjRWSVkujwZ3Z2m4KVg42+H+n+zobmULB3V1neHz89b6nZcikWYu5ePUasbHxtO/elxGD+9Gza/63hxcUrUbL3pk/0n/TVN1Xyew4TuS9ZzTVt9GLW49w91gQNX09mHBiJekpafyubwsA5qUsqN66Prumf290X78pH+NU1RVJKxH7LJpdBWgLeXHx6EWa+jZlw8kNpKWkGa2CzvlxDl9N+Qp1hJqNizYyZfUUAiYFEHIzhAPbde9xVqpeiYkrJ6LVaHl87zFfTf6qyJrQaHk681uqbpqNTCFHveMwqfee4NhH165UW/dTtksL7Hu2g4xMtGnpPBq5FAAzp7K4r9d/BZaZgthdJ0g4UbhnjNfZf1iUsqBu64Zsnv6tUZ4/TV1Hr1kDkZspyEjLYNM04+svQ9JouTPtBzx/mQ4KOWE/HyfpzlMqBOj64GebDuM+8X3M7W2otUR3UrqUqeFip+nEX7lP5N7zNDu0GEmjJeH6A55tPlyocnuBVqPll5k/MHrTDN1Xsu04Rti9p7Tpo9vVdXLrIW4cu0p938bMPfE16SnpbDIoo0Ffj6WmPo4uPPsNe1fu4MyOY3w0ZzBmFmaM2fI5oDtI6ecZ3xVJ6wskjZaLM36i/TZdPxfyywni7j6jRj9dP3dv81Eajn8PC3sbmi0aoEuTqeHvLq/vBPJzR87Tot1b/Hx6M2kpqSyasCzr2tJNC1ky6QtUESp6DnqPXiM+wsHZgY2Hv+Pc0QssnfQF3v5t6fR+RzIzM0lLTWf2p0X/ZgNJo+XE5z/Rbctk5AbxoL4+HtzQx4OPDOKBx+DObGk3hYzieJ3PBLKC7nX+/w39gUj70L1X2hK4B/RDdyBSE0mSovV2vYFp6FZR90mSNFn/eSKwEvAH4oCP9AciuQPfAK6AOfCLJElz9Qci7ZUk6Td9+prAb+i2B4+WJOmkTCZTAg8AV0mSXvkmec5tvW8KI9ILsuD837LSopjeD3wNWPJaDocuFkYV7WvSXitbLMxLWoJJyklv7hxgokxb0hLyRM2b62w30vO/Nfe/pq+iGN5JfU0Mv1q82/aKizlNCr71/b/iirZ4Tmh+HSyUvbl922qZRUlLyJNeKW9ujP/N6o18nKRV+ptbn+tl+V8R/6/5QO76aqMSYvSTLXkOEt7cnuW/RStJ0ic5PnMz/EWSpG3ANlOJJUn6HPg8x2cPgM4mbAfk+P0u0DCHWWvgt/wMTAUCgUAgEAgEAoHg/wfE4PQNQyaTrQK6oFuJFQgEAoFAIBAIBIL/Cf7nB6eSJD0E6hchvU3xqQFJkkYX5/0EAoFAIBAIBAKB4P8C4rRegUAgEAgEAoFAIBCUOGJwKhAIBAKBQCAQCASCEkcMTgUCgUAgEAgEAoFAUOKIwalAIBAIBAKBQCAQCEocMTgVCAQCgUAgEAgEAkGJIwanAoFAIBAIBAKBQCAoccTgVCAQCAQCgUAgEAgEJY4YnAoEAoFAIBAIBAKBoMQRg1OBQCAQCAQCgUAgEJQ4YnAqEAgEAoFAIBAIBIISRwxOBQKBQCAQCAQCgUBQ4sgkSSppDYIiMsWt1xtZiU+k1JKWkCcttaVLWkKenJMnl7SEPHGUWZS0hDyxlxQlLcEkzVM1JS0hT45ZyUpaQp7EklnSEvIkSXpz6zQg9c1to/9YvZnz4bMuzS9pCXkS4DWhpCXkyag0s5KWkCdXzUuVtIQ8uaVIL2kJeeImvZn9h7W2pBXkTZDizX3Wfa59c58n9z3el+cDyJsZKQQCgUAgEAgEAoFA8D+FGJwKBAKBQCAQCAQCgaDEEYNTgUAgEAgEAoFAIBCUOGJwKhAIBAKBQCAQCASCEkcMTgUCgUAgEAgEAoFAUOKIwalAIBAIBAKBQCAQCEocMTgVCAQCgUAgEAgEAkGJIwanAoFAIBAIBAKBQCAoccTgVCAQCAQCgUAgEAgEJY4YnAoEAoFAIBAIBAKBoMQRg1OBQCAQCAQCgUAgEJQ4YnAqEAgEAoFAIBAIBIISRwxOBQKBQCAQCAQCgUBQ4ojBqUAgEAgEAoFAIBAIShwxOBUIBAKBQCAQCAQCQYljVtICBP8dNb0b0W1mADKFnIvbj3H8m925bLrN6k8tXw8yUtLZEfgNz28+BKCUnTXvLx6GS62KIMGvk7/l8ZV7RdITMHswHr5epKeksS5wFQ9vhOayca5UjtGrJmJT1oYHN0JZO/4rNBmZeHVsxgcTe6HVSmg1GjbP+YE7l24DYG1nzdAlI6lUszISsH7Sau5duVMojZV9GtJmdj9kCjm3fj7OlbV7jK6XreZKhy+G4VzfjXPLfuXqt/uy/74zK8lISkWr0SJpNOx4e2ahNOSk3+zBePg2Ji0ljfWBq/Mst5GrJmBT1oaHNx7wjb7cGndsyvsTeyFpJTQaDVvm/MDdS/8CMHTZSDzaNSFeFcc0v3EF1lXbuxE9ZvZHrpBzbvtRDpvwrx6z+lPX15OMlDS2Bn7D05sPMbM0Z8z2WZhZmiNXyAn++zx/r/wNAP8JH9KgoxdaSSIxOp6tgd8QHxlTYG3VvRvSeVY/5Ao5V345zqlv9uSy6TI7gBq+jchISefPwG8Ju/EQgOaDO9P4Y1+QJCL+fcKuSevJTMvIStdymD9+M/qw1GM4yTGJBdZmiJNvI+rM7w8KOU+3HuXBKuMydO3ZiqqjugGQmZTGrcnfk3DrMQBmdtbUXzEcm9q6Nnpj/DpiLxW+jRalv5hy6mvSElOQtFq0mVpWdZuh01+3Cj0WDMbM0hxtppY/Pv+Bp8Eh+dJTz9uDD2cORK6Qc2r7EQ5882cum49mDaS+b2PSU9L4MXANT24+eGnaoavH41K1PABWdtakxCcz338ScjMFAUs+oXK9qsjN5Jz7/QT71+bOLz+8rvZaVBx9G1F7fn9kel97mMPXlD1b4a73NY3e1xJvPca6misN14/NsrOuUo77S3/l8fq/i6SnhndD/GcGIFfIubz9GP+YaKNvzwqgpt7fdgauI+zmQ5yquvLR6tFZNvaVynFk5W+c/WE/7Sd8QJ2OXkiSlqToeHYGriMhMrZIOl/GZwtX8M/pCzjYl+XPLeteWz6G9J89JCuOfhP4dZ7+NWZVIKXL2vDwRihrxn+JJiMz63rVhtWZ9+cSvhq1nAv7zuLg6sSIlWMp61wWSStxZNtB9m/cW2yay/p6UHXeQFDIidh6hGerjduWQ6emVJ7yMZJWCxotoZ9vJOFC8fh9Tt60GF/XuxEfzByITCHnzPYjHPxmVy6bD2YNpJ4+jm4KXJvVz/Vd+ikN2jUmQRXH/E6BRml8+nfGO6AzGo2Gm0ev8MfirUXS6e7dkPazdOV27ZfjnM/RXh2qudJl+TBc6rlxcvmvXFyvKzdbVwfeXvkJpZ3LIGklgrcd4/LGA0XSkpM3oU57zRpEA19P0lPS+SFwNY/1dWSIU8VyDFs9ntJlbHh8M5Tvx6/Kapd5pbeys6b/4k+pUKsySBIbJ68l9Mpd3p/Wj0YdmqBJzyTycTgbJ60hJT75lTqHzxlOU9+mpKWksWLiCkJu5I7HLpVcmLp6KjZlbQi5EcLyccvJzMjEpowN45aNw7WKK+lp6XwZ+CWP7j4CYNyycTRr34xYVSwjOo4ocPmJwen/CDK5jO5zB/J934XEhasYtXsBtw5dJvL+syybWj4eOLkrWeYznsqe1XlvwWDWdP8c0D2E3jkRzJYRX6IwV2BuZVkkPR6+jVG6l2eC9wiqe9Zk0PzhzOw+JZddr6kB/L1hD2f3nGLQgk/w/ag9h7cc4Mbpa1w+dAGASrWrMHZNIIHtdQ8oAbOGEHziKl99ugyFuRmWVhaF0iiTy/Ce359dvReTGKbmw71zeXDoMjH3nmfZpMUm8c+szVTt5GXyHn98uIDUIg5YDGnk2xiluysTvUdSzbMmA+YPY3b3qbnsPp7aj/0b9nBuz2kGLhiOz0ftObLlADdPX+fKoYuArtxGr5nI5PZjAPjn12Mc+ulvhq8YU2BdMrmMD+YOYm3fBcSGq5i4eyHXD10mwsC/6vp44OzuynyfcVTxrM4HC4awsvtnZKZlsLr3PNKT05CbKRj72xxuHQ/i0dX7HFm/h30rdgDQdkBnOo/twY4ZGwqszX/eADb3WUR8uJqhu+dx5/AVou5la6vh2wgHdyVfe0+komd13p4/kO+7z8LWxZ63BnZiTfvJZKZl8MGa0dTv2oKg3/4BwM7VgaqtGxD7NLrAZZYLuYy6iwdx8cMFpD5X0eLAQiIPXCbpbrbOlEdRnO8+l8y4JJzaeVDvi2Gc6/IZAHXm9yf6WBBBQ1YiM1egKEIbLWp/AbC+13ySYxKM7us/tTeHv9rJnePB1PLxwH9ab9Z/PC8feuT0mjuYL/vOIyZczbTdi7h26BJh959m2dT38aScuyuf+4zG3bMGfRYMZXH36S9N+92olVnp358RQEqCLph7+bfAzMKcuZ0nYl7KgtmHV3Jx92lUT6MKVI6vs70WCbmMOosHcVnva80PLCTKhK9dzOFr57t8RnJIGOfaT826j3fwN0Tuu1gkOTK5jK5zB7Kx7yLiw1V8sns+tw9dIcrA32r6eODormSlzwQqelan24JBfNt9JtGhYazxn551n8nn13D7wCUATq3fy5EVvwLQfEAnfMf2YPeMH4qk9WV09+9I757dmD5v+WvLwxAPXy+U7q6M9/6U6p41GTz/Ez7vPjmXXe+p/dm3YTdn95xi8IJP8P2oA4e37Ad0bav3tACC/wnKstdqNGyZv5GHN0IpVboUC/d+wfVTQTy79zTXvQuMXE7VRUO4+eFc0sPUNNq/GPXBS6Tczb537MnrqA/ofMq6ThVqrZ/A1TZj87pjoXnTYrxMLuOjuYP5uu98YsNVTNH3VeEG7aCejyfl3JXM9hmDm2cNPl4whGXddZN/5347zomf9tN/xUij+9ZsUY+GHZuwoEsgmemZ2DjaFVlnh3n92dFnMQnhagJ2z+X+4cuoDMotNTaJI7M2UyNHuWk1Wo7N30bEjYdYlC5FwN55PDx13ShtUbWVdJ020Mei6T6jqepZg74LhrGw+7Rcdj2n9uXQhr1c3HOavguG0eajdhzfcvCl6XvNGsTNE0GsG/EFCnMzLPTPt7dOXeP3pVvRarT0nNoX/xE92Ll4y0t1NvFtQgW3CgxpO4RanrUYtWAU498dn8tu0LRB/PH9H/yz5x9GLRyF30d+7Nuyjw9HfkjorVDmD5tPxWoVGTF/BNN76friw78eZs9Pe5i4cmKhylBs6/0foZJHdVSPwlE/iUSToSF4z1nq+jUxsqnn58Xl308C8PjqfaxsrbF1LouljRXuzWpzcfsxADQZGlLzMSPzMrw6NuPkTt397l+9i7VdacqWs89lV69lA87vOwPAyZ3HaOL3FgBpyalZNqWsSyHpf7aysaL2W3U5/sthvdZMkgup1cWjGnEPI4h/HIU2Q8O93eeo6mfcmaWo4okMDkWboSlUHgXFq2MzTu08DkDI1buUzqPc6rZswIV9ZwFduXn5NQOMy83S2jKr3ADuXLhFYqzxYCK/VPGoTtSjcFR6/7qy5wwNcvhXfb8mXPxdN6h7pPcvO+eyAKQnpwGgMFOgMFPwQlhaYkpWegtrSySJAlPBoxrqhxHEPIlCk6Hhxp5z1OpoXI+1OnoRvFPn+0+v3qeUnTU25XTa5AoF5qUskCvkmFtZkhCRvXLbeWY/Di36mUIJy0HZxtVJfhBOyqNIpAwN4X+ewaWzcRnGXrpLZlyS7ufL9yjl6gCAwsYK+xZ1eLpV16akDA2ZRWijRekvXo6EpY0VoNuNER+Rv1Vwd4/qRD4KJ/pJJJqMTC7tOU2jHHoa+TXl3O8nAHhw9R5WtqWxcy6br7QAXm+34OLuU9k6rSyRK+RYlLJAk55JSkJKrjSv4nW216JQxoSvlcvha3E5fM1S72uGOLZpQPLDCFKLODlT0aM6qkcRxOj97fqes9TJ0dfW8fMi6HeDNmprjU0Of6vWqj7qRxHEPtPpKY7+oyA08WhAGTvb15uJAbo4ehzIfxz9xyCOAnQe8Dbn/z5LfHRc1mexkTFZK7CpSak8u/8UBxfHYtFs61md1AfhpD2ORMrIJOrP0zh0ampkozXwe4W1ZbH0r6Z402K8W444ennPGRr5GZdNQ78mnNfH0YdX72Gt7+cA7l+4TVJc7kFVmz5+HPhmF5npulW5RFV8kXS6elQj9mEEcU905XZ7zzmq54ipyap4wq/lLrekyFgi9LuS0pNSUd1/jo1L7r6lsLwJderh15Szvx8HIPTqPaxtrSljIjbWblmfy/p+/8zO43jo+/280peysaJGszqc3H4E0D3fvlgdvXUyGK1Gq09zF3vlq9trc7/mHNmpu9edq3cobVcaexP9R8OWDTm1TxcbD/92mBadWgBQuUZlgk7rJrWehjzFpaILZZ10f+eNCzdIKOTzJIiV0/8EmUz2J1AJKAV8JUnSeplMNhiYAjwH7gFpkiSNkslkzsA6oLI++ThJkk4XVUMZF3tin6uyfo8LU1HZo7qRjZ2LA3GGNuFq7JQOaDUaklTxfLD8E1zrVOHZ9VB2z9lERkpaofXYKx1RG+SlDldh7+JArMGWTVt7W5Lik7IanCos2qjBNen0Fh9P7oudUxmWDVwAXFCAXwAAIABJREFUQLnKLiSo4hm+fDRV6rrx4HoIm2ZvIK0QWksr7Ul4rs76PTFMjYtntfzfQJLotnUqSBI3tx7l5rZjBdaQE3ulA6rn2Q+CpsrNxt6WZINyU4epcpXbh5P7YOdUhuX6cisqZVwcjPwrNkxNlRz+VTaHTVy4mjJKB+KjYpHJZQTuXYRzFSUnNx/kUdD9LLu3Az+iaY+2pCYks6rX3AJrs1M6EB+WnW98mJqKOerRTulAvIG2+HA1di72PL/+gDPr/2L82a/JSE0n5OR1Qk5eB6BWh8bEh6uJuP24wJpMYal0IMVAQ+pzNWUaV8/TvmJvX6KO6gKDdZVypKviafDVp9jWq0zctQf8+9lPaJIL10aL0l8kRMWCJDFk8zQkSeL8tiNc+PkoAHvmbGLwpmm8Pb0vMrmMtT1n5UtPWRcHYgzyiglT4+5RI5eNYZ8SG67CXumQr7Q1mtUhITqOyIfhAFzed45GHZuy9MJ3WFhZ8Ou8n0g28dD3Kt7U9lpK6UBqAXytQm9foo8G5fpc+V4Lwv84U2Q9di72Rr4UH6amYg5/s3WxJ86gP44PV2OntCcxKnubboOuLbi2+6xRug6BH+LZow2pCcls6DW/yFrfJBxM+JfDK+OoCgelbjBg7+JA005vMa/XTKotNW4TL3CqWA63elW5H3S3WDRbuDqQbqA5PUyFbePceTt0aUaV6X0wd7Ljdt9FxZJ3Tt60GJ+7r1LhZqKfizEov5hwFWX1cTQvylV1pXqz2nSb9DGZaRn8vmAzj67l73UKU9go7UkIyy63hDA15QtSbnrsKjrhUq8KYUGF15KTN6FOy7oYP9/GhKspq3QkzqCObOxtSTFolzFhutjwsvRajYZEVTwDl4+kUh03Hl0P4ec5G0nP8Xzb+oN2XNz76mGDk9KJqLDs3UDR4dE4KZ2IMeg/7OztjPqP6LBoHPXx6cHtB7Tq3IpbF29Rs1FNylUoh5OrE7HRRX91Qqyc/jcMkiTJC2gCjJHJZBWAz4HmQEegtoHtV8BKSZKaAj2B703dUCaTDZPJZJdkMtmloIT7pkxyJsj1Ua7JSBM2SBJyhYLy9d05t+UQX789jfSUNHw/7fbqPAsmJ7cgk5qzbS4dOE9g+9GsGLqYDyb2AnSrXG71q3J4y36m+08kLTmNbiN6FJ/IAkzg7uwxlx3+n7EnYBkN+neg/Fu1CqfDSNLLyyQvG3KU2+T2Y1g5dAnv68ut6LpMfJirPk2Z6GwkrcQy/6nMajGCKo2q4VqzYpbNX8u3M7vlSC7tOkXb/p2KRW/OMstLWyk7a2r7efFl63F80WwUFlaWNHyvFealLGgz6l2OrfitWPTkpSEvh3NoVZeKvX25O2+bLqmZArsG7jz+6RBnOkxDk5yG++h3i6Cl8P0FwNqes/n6nen8MGAJLQL8cG+m6+Ka9+3InnmbWdRyFHvnbeb9JcPyqcfEZ/nwe0nKX9qm3VpzIWvVFNwbVUer0TL5rWHMaDOSDkO64lSpXP60vlJTybfXgviafau6VOjtyz29r2XdwlyBs58XEXvOFYOewpZT9o8KcwW1O3hxY5+xnsPLd7Cs5WiCd52meX+/omt9g8jT542N8rQJmDWYbYs36d7tNIGldSnGr5vCprkbSEks+M4Bk+SjrgHUf1/gapux/DtwKZWnfFw8eedDS4nG+Ff0BTqT/JWfIQqFHGs7G5Z1n8HvCzczeE3urZsFkmmiAyno4ra5tSXd143lyNwtpBeXb8EbUadFfb7NK71coaBy/aoc33KQuW9PIi0ljS6fvmdk9vbIHmg0Gs79ebLAug01ZOs0ZaT7b8faHdiUsWHV36voNrAbITdD0GQWz2q0WDn9bxgjk8leeFAloB9wQpIkNYBMJvsVqKm/3gGoa9AB2clkMltJkozWxyVJWg+sB5ji1uuVTS8uXE3Z8tmz8WVcHXMdLBMfrqKMoY3SgfiIGCQk4sLVPNHPbl3fdx6fTwv+4NsxoAu+H3cEIPTafRwM8nJQOhrN1gAkqOMpbVcauUKOVqPF0dWJ2Ag1Ofn3wi3KVVFia2+LOlyFOkxFSJDuIJjz+84UenCaFKbGtnz2dhMbVweS8rkNESApQjd7lKKKJ3T/ZVw8qvH8fMEPZuoQ0Nmo3BzLO2Vdc1A6Gs2Sg67crA3KzcHVkRgT5XZHX2429rYkxhR++wVAbA7/KuvqQFwOXTltXviXISnxydw/d4va3h6E3TV+v+nyrtMM/2FK1mFJ+SU+XI2da3a+dq4OJEQYz+zFh6mxM9Bmp3QgITKWqq3rE/MkimS1rnxu779IJa8ahN96jH0lZz79e1HWPYf/tYDv3p1JYlQchSEtTI2VgYZS5R1IC8/tbzZ1K1N/xXAu9VpMhv69mNTnKtKeq4m7opuoithzHvfRhZ9AKkp/AZCgt01SxXPzwEUqNarGgwv/4tWzLbvn/ATAtb/O0XPx0HzpiQ1XY2+Ql72rA7GRxj4dE67CobwjL+bgyyodiY1QY2Zh9tK0coUcz07NWNA1+533Zu+25uaJILSZGhJU8YRc/pcqDasR/STylVr/L7TX1DA1pfLpa/VWDOeKga+9wKm9B/HXH5JeSH83JD5cbeRLdq4OWT5kbJPdH9vl6D9q+HgQduMBSdGmtyxe23WGfj9M4ujKnUXWW5J0DOhCu491g+zQa/dy+VdMjnaRO45m+1fVhtUZs0p3cI6tgy0evo3RZmq5dPA8CjMF49dN4fSfJ7i4vxgmIPSkP1dhYaDZwtWRdBO+94L4c7cp5eaCmYMtmeqi+X1O3pQY/4LYcFWOvsoxVxyNCVdhX94J0OVjr3Qk7hWaY8LVBB04D8Cj4BAkrRYbB1sSC1meCeFqbA22+du6OpBYgHKTmynovm4st/48w739lwqlIS9Kqk59+3WmTa/2ADwMDjF6vrVXOuR6dk1Ux2Nl0C7tXbNjw4tYljO9pL/2QP98e3nfObp82j3LrmVPbxq29+KL3nPy1PlOwDt06qWb5L937R7Ors5Z15yUTqgiVEb28Tn6DyfXbJuUxBRWBmaf27Dx9EbCn4S/sqzyg1g5fc3IZDIfdAPOFpIkNQKu8qJXMY1cb+uh/1ch58C0MDwNDsHRTYl9RWcU5goadW3B7UOXjWxuHbqCV482AFT2rE5qQjIJUbEkRsUR91yFU1VXAKq3qk9kIQ5GOLTpb6b7T2C6/wQuHTxPm56+uvt51iQlITnXQxvArbM3eMu/JQBtevpySX8IkksVZZaNW/2qmJmbkRCTQFxULKqwaFz1J3DWb9Ww0Ic4RASHUsZNiW0lZ+TmCmp0a86DQ1fyldbMyhLz0qWyfq7Utj6qO4XTcXjTfmb4T2SG/0QuH7xA654+AFTzrEnyS8qtmb/uvYA2PX2zDlUxVW5FfdAFeBwcgrObEge9fzXu2pIbOfzrxqHLNO3RFoAqev+Kj4qltIMtVnbWAJhbmlOzVQMiQ3SHFzi7Zeut38GLiJCCH5rwPDgUR3clZSvptNXv2pw7ObTdOXyFRj11vl/RszppCSkkRsYS91xFRc/qmJfSHTrg3qoeUfefE3nnCcu8RvBl63F82Xoc8WFqvn17RqEHpgBxV0OwrqrEqrIzMnMFyu4tiTxgrLNUBUc8f5jAtZFrSA4Ny/o8PSqOlOcqSlfTtVHHNvWNDrcpKEXpL8ytLLHQ+765lSU12zQkXD/REB8ZQ9XmdQCo1rIe0Q/zF8geBt+nnJsrjhXLoTA3o0nXVgQfMn6oCT50ieY9vAFw96xBit6/XpW2TuuGhIc+JzY8++FB/Tya2i3rA2BhZYm7Z03CQ/JXnv8X2mt8Pn3N44cJXM/hay9QvteK8D+K/MYJAM9y+FuDri34N4e/3T50GY8eOdqowTa5ht1acm2P8ZZeR4P+o3aHxkQVov940zi06W+m+Y9nmv94fRz1AXRxNDkhyaR/3Tx7PSuOtu3pm3WY4NjWwxnTehhjWg/j/L6z/PD5t1w6qBvEDFs6iuf3n7Lv+9yndBeFhKD7WFV1xbJyOWTmZjh3b4X6oPGBWqUM6q10A3dk5mbFPjCFNyfGv+BRcIi+r9K1A6+uLbmWo5+7fugSb+njqJtBP/cyrh28SK0Wuv6snLurrh8pQnmGBYdi766kjL7c6nRtzv18lhtA56VDUN1/zqXvi3bCtylKqk6Pbd7PXP9JzPWfxNWDF2jRwweAqvo6ijNRR3fO3sRL3++37OlDkL4dBB26ZDJ9fFQs6ueqrBPm67RqwHP98209bw86f9KdVUOWkJ6anqfOvZv2MrrLaEZ3Gc3ZA2dp31M3oK7lWYukhKRci0QA185eo7V/awA6vN+Bcwd1k1Wl7UpjZq5b4+zUqxM3Ltwoth0WsldtBxAUDZlM9i4wRJKkrjKZrDYQBAwGFgCeQAJwBLiuf+d0G3BVkqRl+vQekiTlftnHgPysnILudM2u+qP6L+44zrE1f/JWnw4AnN+qO0Do3bkDqeXdiPSUNH6d9C3PrusORXCtW4X3Fw9DYW6G+kkEvwZ+S0p80kvzeyKlvvT6gHnDaOTtSVpKGt8GruLBdd2ax+QfP2P95DXERsZQrpILo1dPpHRZGx7dfMCacSvJTM+k6yfv0aanD5kZGjLS0tm24Kesr5KpUteNoUtGYmZuRuTjCL4NXEVSDq0ttaXzU2RU8W1Em9l9dUeSbz/B5VW7qde3HQA3txzF2rkMH/41DwsbKyStlozkNLa2m4KVgw3+3+m+jkWmUHB31xkur8pfkD8nf/lBNv3nDaWhtyfp+q+meFFugT/O4PvJa4mNjMG5kgujVuu/muLmA74Z9yWZ6Zm888l7tO7pjSZDQ3paOj8v+CnrqylGfj2eOi3qY2NvS3x0HDtX/sIJ/Yv3L3CU5X3ycV0fD9578VUyO45xaM2ftNL712m9f70/dyB1vD1IT0lj26R1PLkeSvnalenzxafI5XJkcjlX/zrLga9/B2DQN+MpV7U8klaL+lk0O2Z8n+cssb2kyFNbDd9GdJ6pO1r+6o4TnFy9iyZ9dJ3ypa26v9F/3gCqezckIyWdXYHf8vy67uh2n/E9qf9Oc7QaDWE3H7F7yndo0jON7j/u1Jes7/qZya+SaZ6a/20uTu09qDNP//UePx8j9Ms/qRSgK8Mnmw5Tb8UwlG83I0V/AI2UqeFsJ91Jjbb1qlB/xTDkFmYkP4rk+th1WQfa5MUxK5P7O4HC9xcOlcrRb/0EABQKBVd3nebYGt1XRbg1qUXXWQHIzRRkpmXw52c/8OxG7iP2AWIxLuP6Pp58OHMAcoWc0zuO8fea32nbR7dC+c/WQwD0mjuYet4epKek89OkNTzS91+m0r6g//KRPLh6N+seoNvO2H/ZCFxrVASZjLO/HuPg+uz2myTlv05fV3vNi4DU/J1O7tTeg1p6X3v28zEefPknFfW+9nTTYequGIZLDl87r/c1uZUFba+s4VSzMWQW4KCof6zyng+v6eOB/0zd1z1d3nGcE2t20VTfRi/q2+g7cwdQU+9vv0/KbqPmpSyYdHYVX7QdR5qBnl7fjMOpqiuSViL2WTS7ZmwwOtDsBbMuFc+7qJNmLebi1WvExsbj6FCWEYP70bNr0V5FCPCa8NLrA+cNo5F3Y30c/ZrQrDj6Od9NXk2MQRy1KWvLw5uhWXHUkE+Wj+HK0Ytc2HeWWk3qMHvnIh7ffohWq3u82L5sC0HHjCcMRqUVbvOdfXtP3Ofqvkom8uejPP3qd5QButXg8E0HqTCqO+U+8EabkYk2NZ2HczcX+KtkrpqXypddScT4W4q8Bw/1fDx5Xx9Hz+44xv41f9BG38+d1PdRH80dTF3vRqSnpLN50loe6/u5gV+PpWbzulkx/K+VOziz4xgKcwX9lo6gYt0qZGZk8vuCzdw9e9Nk/m5S/vqPqr6NaDdTV27Xd5zg3OrdePTRlVvQ1qOUdi5DwB7jctvQYQrOtSvRZ+dMIm8/RtL71sllOwg9FvzS/KxN7zw3yX9dp0GK3M+6vecOob7+WWfjpLU80rfLsRun8+OUb4iLjMGpUjmGrxpP6bI2PL75kO/Hf5XVLvNKX6muG/0Xf4qZuRlRTyLYGLiG5PgkFh5fhZmFedahlqFX77Flxnqea1/+PDli3gi8fLxIS0ljZeBK7l3TrcrO+XEOX035CnWEGmVlJVNWT8G2rC0hN0NYNnYZmemZ1G5cm4krJ6LVaHl87zFfTf6KRP3ZDJNXTaZhi4bY2dsRGx3LlhVbOLj9oFHe+x7vy/MBRAxOXzMymcwS+BOogG7F1BmYjW4bbyC6A5FuA2pJkmbIZDInYA1QB922638kSfrkZXnkd3D6X/OqwWlJkt/BaUnwqsFpSfKywWlJ87LBaUlSkMHpf83LBqclTc7B6ZvE/2PvvuOqLP/Hj78uwA3IUsC0cKS5QdwLcKBS2rA+aeXKkZkLBVfl1nJ83OZOMy0tbahpam4Nxb1LEbcgygaRef/+OMcjHA7Tcfx9vu/n49EjuM91n/vN+7qv67qve1mQyenzlt/JqTnkNjk1p6c1OX0W8pqcmlNhJ6fPQ34np+aQ2+TU3PI7OX3eCjI5fd5MTU5fFHlNTs0pt8npi9uz/I/QNC0Z6GC8XCl1TP/WXivgV2CHvvx94P3nG6UQQgghhBBCmNeLeRrz/4bxSqlTwDngKrqrq0IIIYQQQgjxf5JcOTUTTdMCzB2DEEIIIYQQQrwo5MqpEEIIIYQQQgizk8mpEEIIIYQQQgizk8mpEEIIIYQQQgizk8mpEEIIIYQQQgizk8mpEEIIIYQQQgizk8mpEEIIIYQQQgizk8mpEEIIIYQQQgizk8mpEEIIIYQQQgizk8mpEEIIIYQQQgizk8mpEEIIIYQQQgizk8mpEEIIIYQQQgizszJ3AOLJpZs7gBykkmHuEHL0UJk7gpxloJk7hByFaw/NHUKOHqgi5g7BpO+Kp5o7hBxZ82LmDCBRSzN3CDlKeWF7Xfi5hKW5Q8jR7Yw4c4dgUnfPYeYOIUerj88ydwg5erfeYHOHkKPi6sXtP2xe4EPvA1qMuUMwycGymLlDyFEpXtw+N0V7cceq3MiVUyGEEEIIIYQQZieTUyGEEEIIIYQQZieTUyGEEEIIIYQQZieTUyGEEEIIIYQQZieTUyGEEEIIIYQQZieTUyGEEEIIIYQQZieTUyGEEEIIIYQQZieTUyGEEEIIIYQQZieTUyGEEEIIIYQQZieTUyGEEEIIIYQQZieTUyGEEEIIIYQQZieTUyGEEEIIIYQQZieTUyGEEEIIIYQQZieTUyGEEEIIIYQQZmdl7gDEs1XNqy5vju2OhaUFR9bvYc+iTdnKvDmuB9V93ElJSmF9wCJun79m+ExZKIZunkpseBTf9p4BwEcLBlOmkisAJWxLkRSXyGy/0QWOrdf4vtTz8SQ5KZmFAXO5ei40W5myFcoydH4g1nbWXD0Xynz/2aSlplGjcS1GLhtDxM27ABz58zAb5q0HYOHBpTxMTCIjPYP09AxGdRxe4NgecfOqQ6vx3VCWFpxdt5fgbzZn+dyhsivtZ/ajbC03Ds74mWNLtwJg4+pAh9n9KVWmNJqmceaHPZz4dnuh48is+/jeuPt4kpKUzOKA+VwzkbcyFcoyaP5wQ96+8Z9Lemoanm0b8t7wrmRkaGSkp/P9hG/599hFANr3egOfrm1RCnb/uJM/v91S4Nh6ju+Dh75OFwXMM1mnZSqUZcj8AENsC/znkJ6aZvi8cp0qTP5tGnMGzuTI1iAAStqW4pNpn1Gh6suAxqLABVw+8W+usdT0cqfL2F5YWFpwYP0u/lz0W7YyXcb1orZPPVKSklkZsJAb56/muq6nX2M6Df0PLlVeYuqbo7l+Vvf3WRaxotvUfrxSuzKalsG6CSu5dPhCgfMH0GN8H0P9LgqYl2P9Dp4fQCk7a66dC2WhUQ4r1anCpN+mMXfgTIL1OcxNTnnIzKl8WfouGEqp0tbcOH+VFf7zDdssaB7LV3+Fj6b0o1jJ4kTeimD50Hk8TEjC0sqS7tP683LNSigrCw5s3MOmb34xGfOzaAeulcoxaEGAYf2yLzuzYdaPBW4LH4/vi4dPfVKSklkQMCeHvs0Z//kBWNvZEHruiqFvq9m4FiOWfZ6pbwsy9G1+vTrSpqsvSin++nEHf3ybvT839izawbuju1GnjSfpKWncu3GXlYELSYp7QCk7a/ovGo5bnSr8vWEvP45bUaC8ZfbJhE9o4NOA5KRkZg2fxZVzV7KVca7gzKgFo7C2s+bKuSvMHDqTtNQ0rEtbM3TGUFxfcSUlOYU5AXO4ful6oWOBZ9MuHVydGDB7CHZl7NAyNHb9sIM/Vxa8382PL6bOYv+hYBzs7fhtzeJnsg1jfSf0w9OnPslJycwdPodQE3VYtoIzgQtG6NtBCLOHziItNY23P3mHlm95A2BpZUn5KuXp7v4hxUsWZ+jsYdiVsUfTMtj+w3a25KMdGHtWY5Vf74606tIWNI0b/1xnUeB8UpNT84yn67iPqe3jQUpSCt8GLMixD+63wF/fB4eyPFMfnNv6ysKCLzdPIzo8ivm9vwKgQg03PprSjyLFipCRlsHaL5dx9XRInnH2M6rTnNpl4IIR2NjZcOVcCLMy1am3UZ1+5P4hpR1LM2LhSMP6Li+7sHbWGjatKFi9fjjuY+r61CMlKYVlAfO5nkMOByzwp1RpG66fD2WJ/zzSU9NwrfwSfWZ8xis1K7Fx5g9sW/Z42217vY53lzYopdi7bic7vv0j3zHV8KrLe2N7oSwt+Hv9LnYs+j1bmffG9aKmjwepScmsDviGm/q4P5r+KbVb1SM+MpbJ7R6PS68PfY9mXVoTHxUHwKbpP3J+78l8x5STzyZ8SsNWDUlOesj0Yf8l5Fz2/eHNHp14p8/bvORWjnfqvEdctC6GCpUrEPjfYVSpVYWVM77j5yUbnigWuXL6P0xZKN6e2IvlPacxo20AHp2a4lzlpSxlXvN2p0xFF7729mfDmGV0ntI7y+ctenXgbsjtLMvWDJzHbL/RzPYbzdltwZz782iBY/Pw8cS1oiuDvPqzZPRC+k7+1GS5D0f1YMuKTQz2/pSE2ARavd/G8NnFoxcI9PMn0M/fcPD2yPguXxDo5/9EE1NloWgzuQcbe0xnZesRvNapMY6vlstS5mFMIrvHfW+YlD6SkZ7B3sk/sLL1SNa+OR737m2yrVsY7j71cKlYjmFeA1g+ehEfT/7EZLmuo7qzbcVmhnl/RmJsIj7vtwbg3KEzjGrvzxi/YSwJXEDfaQMAKF/1ZXy6tuXLToGMau9Pvdb1cXFzLWBsnrhUdGWI16csG/0NvSf3N1nuw1E92LpiE0O9B5BoVKfKwoIPRnfn9P5TWdbpOa43p/edYFjrgQS29+d2yK1cY1EWFnwwsTdze05hbFt/GnZqhmuV8lnK1PL2oGxFVz73HsT3Y5bw4ZS+ea57+9+bfNN/JpeDL2b5rhZddPmd0H44sz+axH8+74FSKh9Zy+pRDv3zyOEH+hwO0+fQJx85zElOeTDWedSH/LViC1/4DOZBbALN32+V6/q55bHH1/35ZdpaJrQfzsntwbTr1wkAT78mWBUtwoT2w/n89eG0/qAdTuXLmMjTs2kHYaF3GOM3jDF+w/j8jQBSkpI5tv1IvvL4iK5vK8cgr09YPHoh/XLo2z7S922DvPvr20Fbw2f/HL1AoN9QAv2GGvq2ClVfpk1XX0Z1Gs7w9oPxzEcbfVbt4MLB04z3HcaEDgHcvXoHvwFvA5CanMrv/13PhqmrC5QzY/V96vOS20v0admHeaPmMXDKQJPlPh79Mb8u/5W+Xn1JiE3A931fAP7z2X8IvRDKZ+0+47/+/+WTCab3j/x6Vu0yIz2dNZNXEtB6EF++NQLf7h146dXypr76ib3l15bFsyY/k+82xdOnPq5u5ejfsh8LRy3g0ykDTJbrMbonm5b/zqde/UiITaSNvh38uuQX/DsMxr/DYL6f9h3nD58jITaB9PR0vp28goGtP2XEmwH4dX+dCq9WKFBsz2qssnd2oEOvNxj9RgABvkOwsLSkaccWecZTW98Gx3gPYvWYxXw0pZ/Jcp1HfcTOFVv43GcQibGJtND3wXmt36aXH2FGY+a7o7qxee7PTPQL5PdZ63h3dLc84/T0qU85t3J8kked9hzdk9+X/84n+jptm6lOh3QYzJAOg/lu2nec09fp7dDbhuX+rw8lOSmZoD/zPqmaWR3verhUdGWE90BWjllEjxxy+P6obmxfsYWRPgNJjE3ASz8mJMTEs2b8iiyTUoCXqlbAu0sbJrw5ki86DMO9VX2c83lspCwU70/szYKeU5nU1p/6nZrhYnQMXtPbg7IVXRjvPZi1Y5bSZUofw2eHN+xlQY+pJr9794o/+MpvBF/5jXgqE9OGPg14qeJL9GjRi9kj5zJk6iCT5c4fO8+IrqMIvxmeZXl8TBwLxy3i56UbnzgWeILJqVLq70Ku95ZSqkY+yo1XSgXof16llHq3MNsrQFw9lVKFmj0opYYqpUpm+j3h6UVWeC+7VyHyejhRNyNIT03n1OYgavrWz1Kmpq8nx345AMCNkyEUtymJTRk7AEq7OFC9lQfB6/bkuI26rzfm5KaC7woN2jZk30bd914+eYlStqWwK2ufrVytpnU4vPUQAPs27qaBb+MCb6uwXNwrE33tLrE37pGRms4/mw9T2dczS5kHkXGEnwklIy09y/LEiBgizl0DIDXxIVEhd7B2cXjimDzbNuSAPm8hJy9RMoe81WxamyNbdfVyYOMe6vs2AiD5wUNDmeIli6Ppf36pSnlCTv5LysMUMtIzuHjkPPXbNSpQbA3aNmT/xr1A7nVas2ltDutj27dxDw18H2+nQ8/XObItiNj7sYZlJaxLUL1RTXav+wuA9NQ0HsQl5hpLRfcq3Lsezv2bEaQO/qrUAAAgAElEQVSnpnF08yHcjfZ9d98GHP5lHwChJy9T0qYUpcvY5bpu+JXb3A29k2175V4tz8VDZwGIj4zjQVwir9SpnGuMpujqdy+Q//rdn6l+AdrrcxiXKYe5ySkPxqo1rcXxrYcB+HvjPjx8G+S6fm55dK5UjktHdFeWLxw8Q70Oj9q1RrESxbCwtKBo8WKkpaaRFJ+UQ56efjvIrFaz2ty9Ec792/dyzZ+xBm0bsdfQt/2bY2y1mtYhSN+37d24m4a+ube38lUqcClTG71w5DyN2jXJdZ1n1Q4uHDhDRnqGYR17F0cAUpKSCTn2T76uFOWmsW9jdm3cBcC/J/+llG0p7E3ksE7TOhzcehCAvzb8RRN9Pl5+9WVOHdJNGm5duYVzeWfsnLLv0/n1rNplTES04Qrsw8SH3A65hYOzY6HjzE1999qUtrV5Jt9tSkPfRuzZuBuAS3nU4SF9He7esIvGJvbpFp1asn/TfgCiI6INV2CTEpO4FXITB5eC5exZjVUAFpaWFC1eVNeHlShK9N2oPONx921A0C+6eHRtsKTJPvi1prU4rr9C+/fGvbj7NsxzfXsXB+q08uTAul1ZvktDo4R1CQBK2JYkJh9xNvZtxG59nebVLh/V6a4c6tQrU51mVrdZXcJuhHGvgP1uPd8GHNL3Y1dyGceqN63FUX0OD27cSz19DuMj47h65grpaWlZyperUp4rJy8Z+t1/jpzHs13DfMXkpu9DI/XH4Mc3/01d/bj5SB3f+hz5RZeHa/q4bfVxhwRfJDH2+Uwnmvo2YedG3THWxZP/YG1bCoey2Y9ZQ85f4e6tu9mWx0TG8u/pS1nuLHgShZ6caprWtJCrvgXkOTk1g55AYS9tDQVK5lkqH5RST+1W69LO9sTciTT8HhMWSWlne6MyDlnKxIZHUVo/iXpzbHe2fPUDmpZh8vsrNXyN+Pux3L8WbvLz3Di4OBJ5577h98jw+9kGZRt7Gx7EJRoOgiLDInHINMGrWq8aM7bNYcx3YylvdOb0izUTmLblv7Tp6lvg2Azbd7En/s7jDjshLAob5+wdcV5syztRtuYrhJ3MfvtLQdm7OBKVqb6iwiOxd87agdjY25CYJW/3DQePAPXbNWLmrvkErvycpYELALh56QavNayJtZ0NRYsXxd3HE8dyTgWMzcGoTiNxMBFb5jqNylSn9s4ONGjXiJ1rst7+XPZlF+IiY/l05mC+3jqLT6Z9RrESxXKNxc7ZIUueosOisDPav+yNy4RHYufikK91jd28eB33tg2wsLTAqXxZXqldCQfXgh9kOhjlMCqHHCbm0C4e5fCvNfm/hTynPGRmbW9DUtwDwzajwyKxc3bIdf3c8nj70k3qttVNdOr7NTHk6vjWwyQnJTMzeBnzgpbyx9LfTA7Oz6odZNakUwuCNh3IMW85cXRxJPLO4wOrqPBIHE30bdnr8HGZqvWqMXPbXD7/bpyhb7tx6To1MrVRj3y00efRDpq958PZp3DmPjMnFyfuhT3O4f3w+zi5ZP1bbe1ts+Twfth9HPU5vHrxKs3aNwOgat2qlH2pLE6uBevPMnse7dKpfFncalYi5NSlQsf5InF0ceR+2OOc3Q+PNNTPIzZGdRgZdj/bRLNo8WLU8/Y0nMjJrGz5slSqWYlLJ3N/xMPYsxqrou9GsWXpb3wTtIwlR1eSFP+AMwfyvoPFztnRqA1GYWeUB10fnJilD37U5+W2/vtje7Hhq+/RtKyn4NZPWMm7o7sx/e/FvDemOxunr80zTuM6jTRRp7b2tiQY1alxmWL6Ov3bRJ226NSS/b9nn7Tmxd45exu1N5HDBznkMCe3/r1BtYY1KGVnTdHiRanrUw+HfPYlds4ORGfpQyMpbbQ9XZnHcZsaf03x6tGOz7fN4KPpn1LCtlS+4smNk4sT9zKNW/fC7uNUwJM+T9OTXDlN0P/fWym1Vym1QSn1j1JqrdLfz6aU+lopdUEpdUYpNVMp1RToBMxQSp1SSlVWSvVVSh1VSp1WSm3MfAUyh+1eU0pNVUoFKaWOKaXqKaW2K6WuKKX6ZyoXqP/eM0qpCfplbkqpi0qpZUqp80qpHUqpEvqrsvWBtfq4SuSw7dZKqZNKqbNKqW+VUsWUUoPRTWr3KKX2ZCo7Rf83HVZKOeuXldH/jUf1/zXTLx+vlFqqlNoBrFZK1VRKBetjOaOUerWQlZRtkVH/ZPLWQ03TqN7Kg4TIOG6fy37P/iPunZpyqhBXTXParnFwuZW5eu4KA5r2JbDDULat+oMRy8YYinzxzihGvj6MKT0m0q67H9UbFvJcSD7yl5ciJYvRackQ9kxYQ0pC9itATyEkU5VqosjjMse2HyGg9SBm9f2a94Z3BeBOyC02L/6F0WvHMXL1WK5fuEa60dXgvGPLR75yKdNzXG9++Ho1WkbWkyGWlhZUrFWZnWu2McpvGA8fPOTNAZ3ziMXEwnzlKZ/rGjn0026iwyP5YvM03h/XkyvH/yU9vWD504X0ZDnsnkMO89joE22zMHn8bsQ3+HRrzxebp1Hcujhp+rOtbnWroKVnENioH0Ob98ev75uUreCcn5CfSjt4xLKIFZ5tGnD4j0L0bya7rbz7tkdlQs9d4dOmfQjoMIStq7YwctnnANwOucVvi39h7NqJfLF6AtcvXM12x0a2UJ5xO/D77B0y0jM48lvBJ/EFZZxDU3l+dAn8p29+wrq0NfO3zadTr05cOX+lwP1Zlk0943ZZrGRx/BePZPXEFSQ9hXHiRaBMVFD2dpB9PeMyDds25OKxiyQYnaQqXrI4I5eMYfmEZQXO2bMaq0rZlqK+b0MGNv+E/g0/pliJ4jR/2ysf8ZhYWID+LKf167TyJD4ylusmnqf1/qgd6yetYkTT/qyftIqe00zfomsURI4x5FIkW5kGOdSpVRErGrVtyKE/DuYjFuPQCndMmS1+I2FXbvPH4t8YsWYcAd99yY2L18jI79j+jGLav2YHY1sOYqrfCOIioun8Rff8xZOL/LTF5+lpXaXzAGoCd4BDQDOl1AXgbeA1TdM0pZSdpmkxSqlNwBZN0zYAKKViNE1bpv95MtAbmJ/H9m5qmtZEKTUbWAU0A4oD54HFSilf4FWgIbqmskkp1RK4oV/eVdO0vkqpn4DOmqatUUoNBAI0TTtmaoNKqeL6bbXWNO2SUmo18KmmaXOUUsMAH03THp3+KAUc1jTtc6XUdKAvMBmYC8zWNO2gUuplYDtQXb+OJ9Bc07QkpdR8YK6maWuVUkUBSxPx9AP6AbR1qE8dmyrZYo4Nj8Ku3OMzH3aujsRFRGcpExMemaVMaRcH4u5GU8evETXa1OM1H3esihWhuHUJus7+jB/9FwJgYWlB7XYNmdNxDPnVrrsfbbronj0IOROS5ay/o4sTURFZbyuJi4qjpG0pLCwtyEjPwNHVkai7uvgzD0Yn9xynz6RPsLG3IT46nmj998RFxhK8/TBV3KtyMbjgL6eJD4vCptzjM1jWrg4kGOUvNxZWlnRaMoSLv/7N5T9N7lb50rZ7B3z0eQs9E4JDpvpycHEk2iim+Kg4SmXJm5PJW3b+Cb5A2VdcDHnbu34Xe9frbv15P/BDIsMjs61jzLd7B1p30V2dvnLmslGdOhrqInNsmevUwdXRcNtTpTpVGDxf99C/rYMNHj71SE/L4PLJf4kMiyTk1GUAjmwN4s0B7+QaV3R4VJY82bs6EGMUS3R4ZNYyLo7E3o3CqqhVnusay0jP4KdJ3xl+H7lxMhFX83dHQdvuHWilz2GoUQ4dcshhKaN2YSqHNg42uPvUIyMtg2M7sj43+Wiblkpx9XSIyTxklhAVRwnbkoZt2rs6EquPqzB5DL9yhznddc+/OVd0pbaP7nb5Rm8259y+U6SnpZMYGcul4/9QsU5lIm7efW7tAMDdux5Xz4Xm+9bo9t39jNpBGeCiITZTfVtOdWjct1lO6m+Ibff6nexevxOADwK7ERl+n9w8y3bQpLMXdVp7MuuDCXnmJz/e6P4G7bq2A+DymcuUcX38rLGTixORd7P2R8Y5dHJ9XCYpIYnZAbMNZVceWpntGam8PK92aWllif/ikRz6bR9H/zxcoBhfNH7dX6etvg5DzlzOcrXaycWRqLt5tQOnbLfBtujYkgO/78uyzNLKklFLxrDv170czuezic9jrLKysiTiZoThRTXBfwZRzfM1Dv6aNX4An27tadFV97zjtdNXjNqgQ7a+StcHl8rSB8fo+7zsbVi3vqdfY+q2aUBtn3oUKVaE4tYl6TN7MMv959Gksxc/TvgWgGN/BNHja9PPxvt1fz1Lu8xcp4451Km1UZ0al2nZsSX7f8+eE09vT66cu0LM/RiTsRhr3a09Xl11zwFfPa07prys/8zBxTHbvmRcp5lzmJv9P+1i/0+6Y6N3Az8gKizvYyPQHV/bZ+lDHYk12l50eCT25ZwA3dV/Xf+be0zxmcalg+t2MWDFyFxK56xTj474de0AwKXTlyhT7nGfW8bVich83Or9rDytFyIFa5p2S9Pd/3kKcAPigIfAcqXUO8CDHNatpZQ6oJQ6C3yIbpKbl0dPLJ8FjmiaFq9p2j3goVLKDvDV/3cSOAG8hm5SCnBV07RH91kc18eaH9X06z665+Y7oGUOZVOAR6/cy7yNNsACpdQp/d9gq5R69BDIJk3THh2VBAFjlFIjgVcyLTfQNG2ppmn1NU2rb2piCnDz9BWc3FxwKF8GyyKWuHdswvmdx7OUubDzBPXf0T2w/7JHFR7GPyD+Xgzbpq9jcpOBTG0+mLWD5hHy93nDxBTg1ea1iQi9Q2x4/nfe7au3Gl5gdHTHYbw6++i+y6MqD+ITTXYS54PO0thPd3uWV+dWHN2pO8i2y/QsQZW6r2JhYUF8dDzFShSjeCndhe9iJYpRt6UHN/8t3Fsaw0+HYl/RhdIVymBRxJLXOjbmys4T+V6/3Yw+RIXc4fjybYXa/iM7V28zvKTl2I4jtNDnrYpHVZLiH5jM24WgczTy091536KzD8d2BgPg/IqLoYxbrUpYFbEyHJDbOpYGwLGcEw3aNybo97yvhuxYvY2Rfv6M9PPn6I4jtOzsDeRepxeCztJYH5tXptgGNf+EQc37Mah5Pw5vDWLFl0s4tuMIsfdiiAy7j2sl3V33tZrV4dblm7nGde10CGXdXHEqXxbLIlY06NiM0zuzniA4vfMYjd/RndWu5PEqSfEPiL0Xk691jRUtXpSi+luNqzevQ0ZaerYXUORk5+ptjPbzZ7Sfv75+vQFd/ebWLh7Vb8vOPhzX53BI808Y3Lwfg5v348jWIL7V5zCnbU70C+TUjqMm82Ds36DzePrpng1t2tmLUzt0L0IrTB5tHG0B3Vnj1wd2Zt/aHQBE3bnPa01rAbr2W8WjKneu3DbE/DzaAUDTTs0LdEvvn6u3Gl5gFLzjCN6Gvq0aD3KI7XzQWZro+zbvXPo2pe/b4HEbdSrnRKP2TTiYx+1vz6od1PRyp33/t1jQZxopD1PynafcbFm9hUEdBjGowyCCtgfRurPuwL2aRzUS4xOznXwAOBN0huZ+zQFo824bDu/QTe5K2ZbCqoju3Hu7ru04F3yuwFfXnle77Dd9IHdCbrF1ecHfOPui2br6D8NLjA5vD8Kns+6FPVU9qpEY/8BkHZ4NOkszfR22erc1R3Y8nqCXtClJzca1siwDGDRjCDdDbrJpefY3T+fkeYxV9+/c41WPqhQtXhTQjVU5vbxvz/d/MtEvkIl+gZzcEUyTd3Tx5N0H657fbNrZ29AHn9p5zOT6v0z/gRFNPmFU8wEsHTSHf/4+x3L/eQDERkRTrbHucPu1prWJuBZmMs6tq/8wvKzo8PYgWunrtJq+bzPdLh/XaWsTdVqrcS1DW82s5Zte7CvALb27vv+TsX4BjPUL4MSOYJrp+7HKueTwYtA5Guhz2LyzNyd2BOe5nUfjlUM5JzzbN+bwpvxd2b1++gpl3Vxx1B+De3Zsyhmj/vfszmM0ekc3lXDTxx1nIu7MbDONEe7tGnLnUu7HQznZ9N1m+rcfQP/2Azi0/W/adtZN9Kt7vEZi/INsJ1Wfp6d15TQ508/pgJWmaWlKqYZAa6ALMBBoZWLdVcBbmqadVkr1BLwLsL0Mo21noPubFPCVpmlLMq+klHIzEavJW3hNKMirN1O1x9fD03mcZwugifFkU39Z3/CGF03TflBKHQFeB7Yrpfpomra7ANsHdFdzfh27ir6rR6MsLTj6017uXr5Fkw91O2DQ2r+4uOckr/m4M2rfHFKTklkfuCSPb9Vx79ik0Lf0ApzYfRwPn/rM37+YlKRkFgY8vlg+etWXLB6xkOiIKNZ89R3+CwLoGvAhV8+HGq4aNPZriu9HHUhPSyflYQqzB80EoLSTHYFLdf+sjaWVJQd/38+pfYV7HkpLz2DXl9/R+fsRWFhacHb9PiIv3abuR7rd+PSa3ZQsU5puWyZR1LoEWkYGnr3bs7L1SMpUr0DNzi24d/EG3bdNAeDA9J+4uud0oXMGcGr3cdx9PJm9fxHJScksyZS3Eau+YOmIhcRERPPjV6sZtGA47wV8wPXzV9m7Xvege8MOTWjR2Zu01HRSk1OY/9l/DesPXTwCa3sb0lPTWDl2KYl5vHTI2Mndx/Hw8WSuvk4XBcwzfDZq1ZcsGbGA6Iho1n61miELhvN+wIdcy1SnuVk5bhmD5g7DqogVETfuZvluUzLSM/hh7AqGrv4cZWnBoZ/2cOfyLbw+1F1527d2J2f3nKC2jwdT9s0nJSmFVYELc10XwKNdQ7qO/xhrB1sGfzuamxevMaf7FGycSjP0uy/QtAyiw6NYMSyvmz9yzqG7jydz9i/W1+/jv3PEqi9Zps/ho/r9jz6He/KRw5zklAeAwStH893IxcRGRLPx6zX0m+/PW8O7cuP8VQ7+tDvX9XPLY8NOzfHppjsbf2J7MId+1j0RsWf1dnrOGMCEHbPIULD/593c/Cf7yaVn2Q6KFi9KrRbuLB9TuH9u48TuY9Tz8WTB/iUkJyXzTaY6HLNqLItGLCA6Iorvv1qF/4JAugR8xLXzoewy9G3NaJepb5szaIZh/cDFo/RtNJ3lYxfn2UafVTv4YEJvrIpaMWzNlwCEnrzEms+XAfDVwYWUsC6JZRErPHwbMLvb5HyfqHnk6O6jNPBpwIoDK0hOSs5yFXTCqgnMHTmXqLtRrPxqJSMXjKR7YHeunL/C9vW6ZwArVKnA8NnDyUjP4MblG8wdMbdA2zf2rNpltfrVadnZhxsXr/HVVt3fuH7GGk7tOZ7reoUROO5rjp48Q0xMHK3f+ogBvbvRuWO7p76dR47vPkZ9n/osPrCM5KRk5gfMMXz25arxLBw5j6i7UXz31UoCFozkw8CPCD0fys71OwzlGrdrwqn9J0lOenzYVr1BDXw6t+LaxavM3qarhzXTV3N8T/7vTnpWY1XIqcsc2fo3X/8xi4z0dK6ev8pfP+T9/L+uDdZj6r4Fun/OKfAbw2dDVo5h1chFxEZEs+Hr7/lkvj9vD+/CjfPXOKi/mpfb+jn5btRiuo7rhYWVJanJqawenfex3zF9nS7V1+ncTHU6btV45uvrdNVXKxmxYCQf6et0R6Y6bdKuCSeN6hR0z6G6t3Bn4ejsz//nx+k9J6jjU48Z+xaSnJTM8kzj2LCVn/PtyG+IiYjmp6/XMGC+P52Hd+X6+auGK6Kly9gxftN0SliXIEPT8P34DUa3HcLDhCQGLQrU9btp6Xz/5bI8X8j4SEZ6BuvHfsvA1Z9jYWlB0E97CLt8ixb6/vfA2p2c23OSmj71mLBvHilJKXyfqe56zRtC1cY1sLa3YUrQIv6Y/RN//7SHt0d/RPkabqBpRN66xw9jlhYqZ5kd2R1Mw1YNWH1wJclJycwY/nhMnPLdJGaNmE3k3Sje6vUm73/6Hg5lHFi6czHBu4OZNWIO9mXs+eaP+ZS0LomWofFO77fo3aofDxJyui6ZO1XYe4qVUgmaplkrpbzR3Q77hn75AuAYsAEoqWlahFLKAQjRNM1Bf8vqCU3TVurL30f3gqRoYCtwW9O0nkqp8UCCpmkzlVKr0N8KrJS6BtTXNO2+fjJbX9O0gfrvuobu2dF6wCR0t+AmKKVeAlLRvbRoi6ZptfTlAwBrTdPGK6U2A7M0TTP5alr9bb2XgFaapoXoYzqpadpc/VXfTpqmXc2cG/3P7wJv6P+mH/TrzNB/5q5p2qnMf6t+eSV0V2k1pdQc4JqmaXPIQYBbV/PdGJ6L61rhdsrnoZH2/N5aWFAnVMEmhc9Tusn3mr4YbFURc4dgUoL2ZG8ufZasX9CcASRqT+etf89CCoV/fvFZs1e5vyzMnG5nvJh9W2lV1Nwh5Gj18VnmDiFH79YbbO4QclT86b1b8qmzeYFju5vxMO9CZuBg8eL2a6WyP3n3wriUnr9HU8zhr5vbc7zo9yz/nVMbYItS6gywD/DXL18HBOpfLFQZ+BI4AuwE/nkaG9Y0bQfwAxCknzhu0MeTm1Xonlc1+UIkTdMeAr2An/XfmQE8OrW+FNiW+YVIORgM1Ne/5OgCYPof14L3gXP6239fA57sH40TQgghhBBCiBdcoa+ciheHXDktOLlyWjhy5bTg5Mpp4ciV08KRK6cFJ1dOC0eunBaOXDktOLlyWjhy5VQIIYQQQgghhCikF/f0jRkppX4FKhotHqlpWv7/ZXshhBBCCCGEEPkmk1MTNE1729wxCCGEEEIIIcT/JXJbrxBCCCGEEEIIs5PJqRBCCCGEEEIIs5PJqRBCCCGEEEIIs5PJqRBCCCGEEEIIs5PJqRBCCCGEEEIIs5PJqRBCCCGEEEIIs5PJqRBCCCGEEEIIs5PJqRBCCCGEEEIIs5PJqRBCCCGEEEIIs5PJqRBCCCGEEEIIs7MydwDiyT0kw9whmNQ6w8bcIeTouuWLmTOAIi/wOaNGGSXMHUKOLqhkc4dgUl2szR1CjlI0zdwh5MiSouYOIUfHiTd3CDmyQpk7hBxNVS/mIUdi8osZF8C79QabO4QcbTgxz9wh5Gh0/c/NHUKOHDVLc4eQo6qquLlDMCn1BR6rXuTx4CXLF/f4Izcv7lGwEEIIIYQQQoj/M2RyKoQQQgghhBDC7GRyKoQQQgghhBDC7GRyKoQQQgghhBDC7GRyKoQQQgghhBDC7GRyKoQQQgghhBDC7GRyKoQQQgghhBDC7GRyKoQQQgghhBDC7GRyKoQQQgghhBDC7GRyKoQQQgghhBDC7GRyKoQQQgghhBDC7GRyKoQQQgghhBDC7GRyKoQQQgghhBDC7GRyKoQQQgghhBDC7KzMHYB4tqp71eXdsT2xsLTg7/W72bno92xl3h3Xk5o+HqQkJfN9wCJunb+Knasj3Wd9hm0ZO7SMDA79uIu9K7cB8NboD6nVxpP0lDTu37jLmsBFJMU9eKI4K3jXodn4bihLCy7+uJdT32zO8rldZVe8/9uPMrXcCJ7xM6eXbDV8VtS2JF7T++BQrTxoGnsDlnH3REihY6nqVYc3xnbHwtKCo+v3sG/R5mxlOo7rTjUfd1KSUtgQsJg7568BUNy2JO983RfnahVA09g4Yik3Tlymw+gPeK1NPdJT0oi6cZcNgUt4WMicfTjuY+r61CMlKYVlAfO5fv5qtjJO5csyYIE/pUrbcP18KEv855GemoZr5ZfoM+MzXqlZiY0zf2Dbsk2Gddr2eh3vLm1QSrF33U52fPtHoeIDeMWrDl76+jy/bi/HjOrTvrIrbWfq6jNoxs+cWLo1y+fKQtFlyyQS70azqdd/CxVDTS93/jO2FxaWFhxcv4vti37LVub9cb2o5VOPlKRkVgUs5KY+l7mt69OjPd7dO5CRns7Z3Sf45es1OJYvw/i/5nA39A4AoScv8cPnywocc0WvOrQZ1w0LSwtOr9vLYaN9z6GyK6/P7IdzTTf2z/yZ4Ex585vRl8qt3HkQGccK39EF3raxyl51aKeP5eS6vRwy0Q7aje/Oqz51SU1K4feAJYSfuwZAo97t8ejiA5pGxD83+T1wKenJqThXf5nXp35MkZLFib11j1+GfENKQtITx5pZJa86+I7T7Xun1u0lyChux8quvDHzE1xqurF35k8cMdr3nobe4/tSz6c+yUnJLAiYQ+i50GxlylZwZtj8AKztbLh67gpz/WeTlpoGQM3Gtfh4bB8si1gRHxXHl++PAaCkbSk+mzaQClVfATQWBM7j0ol/8x1XDa+6/GdsL5SlBYfW72KHifHgP+N6GcaD1QHfGNpEt+mfUrtVPeIjY5nULsBQ/p3RH1G7jSdp+vFgdeA3Tzwe2HjV46VxfVCWlkSu20HEoo1ZPrdt2wjX4R9CRgZaejq3Jywn8dhF3d94cBnpiUmQrvvsUsfhTxRLbux83Kk0qRdYWnB37S5uL8jaxzi0a8DLI7ugZWRAegahX64kPvifpxpD3wn98NTva3OHzyH03JVsZcpWcCZwwQis7WwIPRfC7KGzSEtN4+1P3qHlW94AWFpZUr5Kebq7f0jxksUZOnsYdmXs0bQMtv+wnS3fbsr2vU/LF1Nnsf9QMA72dvy2ZvEz284j1bzq8qZ+jD+yfg97FmX/294c14Pq+jF+fcAibuvHeNCNT0M3TyU2PIpve88AwLX6y3Se0ptiJYsTfesea4cuJPkJ+7ZKmcaDUzmMB2/ox4N9JsaDKvrxYPlTGA+MVfSqQ2t9P3tm3V6OmIitgz62AzN/5mim2NpnGqtWPoPYMvtfHg8ALCwsmL5lFlHhkUz9eFKBY3tRjyflymkmSik3pdS5Z/j9fz+r7za5PQvFfyZ+zDc9v2Jy22F4dmqGS5WXspSp4e1OmYouTPAewo9jltFlSm8AMtLS+WXy90xuM4yZb39By26+hnX/OXiWqb4BfNVhBBFXw/Ad8NYTx9l8cg/+6D6d9a1GUGuXdcYAACAASURBVOXNxti/Wi5LmYcxiRwa9z2nTXQczcZ34+beM6z3GcHP7cYQHXLniWLpNLEXK3tOZ3bbQOp2akpZo5xV83bHsaILM72H8euY5bw15WPDZx3HdefSvtPMbh3AvA6jiAi5DUDIwbPM9R3BvA6juH81DO8BnQoVXx3verhUdGWE90BWjllEjyn9TJZ7f1Q3tq/YwkifgSTGJuD1fmsAEmLiWTN+RZZOBOClqhXw7tKGCW+O5IsOw3BvVR9nN9dCxagsFN6Te/Bbj+l833oEVTs1xsFEfe4b9322Sekj7h+3f8J6tKDrxN7M7zmF8W39adCpGa5VymcpU8vbg7IVXfnSexBrxizhwyl981y3apOa1G3bgEkdhjPBdxg7M+Xx3vVwJvsFMtkvsFATU2Wh8J3Ug596TGdZmxHU6NQYRxN52znue4KXZc/b2Z/381OPGQXebk6xdJjUkx96TOebNiOo2akJTq9mbQdVfOriWNGFBV7D2TJ6Ba9P7gWAjbM9DXu1Y/kbX7DYdxTK0oJaHZsA8Ma0Puz6eh1L2o3in+3HaPrJ608l3sxxt5/Uk3U9prMkh7iTYhLZMW41R5YV/uRLbur5eOJasRyfeX3C4tEL6Tf5U5Pluo3qweYVmxjo3Z+E2ARav98W0E1A+03uz1d9JjO07UBmDphmWKf3uL6c3HeCwa0HMKz9EG6F3Mp3XMpC0WVibxb0nMpE/X5tPB7U9PagbEUXxnkP5ocxS+k6pY/hs6ANe5nfY2q277148AyTfIczpUMgd6+G0W7A2/mOySQLC8pP+oTQHhP4p81n2HdqSbFXK2QpknDoNP+2H8y/fkO5ETifCtMGZfk8pMvn/Os39JlOTLGwoNJXfTj/wRROtvSnzNvNKVE1ax8Tc+Asp1oN53SbQC4P/YYq/zW9LxSWp099XN3K0b9lPxaOWsCnUwaYLNdjdE82Lf+dT736kRCbSBv9vvbrkl/w7zAY/w6D+X7ad5w/fI6E2ATS09P5dvIKBrb+lBFvBuDX/XUqGNXB0/SWX1sWz5r8zL4/M2WheHtiL5b3nMaMtgF4dGqKs1E7eE1/XPS1tz8bxiyjs/646JEWvTpwVz+2P/Kfr/uxddo6/tt+JGe3H8O73xtPHOej8WBpHuPBkRzGg/VPaTwwFVubST34ucd0VrQZQfUcYts17nuOmojt3M/72fCMYjOO8395PAB4/eOO3Aq5WajYXuTjSZmcPkeapjV9nttzc6/C/et3ibwZQXpqOic2/00d3wZZytTxbUDwL/sBuHbyMiVsSmFbxo64ezHc0p9BSU58SPiV29i5OADwz4EzZKRnAHD15GXsXByfKM6y7pWJu3aX+Bv3yEhN58qmw7j5emYp8zAyjnunQ8lITc+yvIh1CVwbVeOfdXsByEhNJ+UJztpXcK9C5PW7ROtzdnpzENWNYqnu68nJXw4AcPNkCMVtSmJTxo5i1iVwa/gax9brYklPTTdcHb184KwhZzdOhlC6kDmr59uAQ7/sA+DKycuUtClF6TJ22cpVb1qLo1uDADi4cS/1fBsCEB8Zx9UzV0hPS8tSvlyV8lw5eYmUhylkpGfwz5HzeLZrWKgYnd0rE3vtLnH6+ry0+TCVjHKYFBnH3TOhZKSlZ1vf2sWBiq3dOaev08Ko6F6FiOvh3L8ZQXpqGsc2H6Kub/0sZer6NuCwPpdXM+37ua3r9aEvfy76jbQUXf7iI+MKHaMxV/fKRF+7S+xNXd4ubD7Mq22z5u1BZBzhZ7K3A4Cbwf/yMCbhqcTykj6WGH0s5zcfpppRLNXaenJ6o64d3D4ZQjHbkliX1e2LFpaWWBUvirK0oEiJYsTfjQbAqVI5rh/RXTkKPXCW6h0Kt4/lpJx7ZaIyxX1h82Gqmshh2JlQ0k3k8Glo2LYRezfuAeDSyX8pZVsK+7L22crVblqHoK2HANizcTcNfRsB0PLNlhz+M4j7d+4DEBsZC0AJ6xLUaFSTv9btBCAtNY0HcYn5jsvNvQr3DPt1Osc2/01do/Ggrm99DuvHg6v6/sVW37+EBF8kMTb7/nUxy3hwCXv9OFFYJd1fJflaGCk376KlphG9+QCl2zbKUibjwUPDzxYliwHaE22zMGw8qvDwajjJNyLQUtO499shHNplzWfmOC1LFgPt6cbZ0LcRezbuBnLf1+o0rcOhrQcB2L1hF43bNclWpkWnluzfpKv76IhowxXYpMQkboXcxOEJx/nc1HevTWlbm2f2/Zm97F6FyOvhROnbwanNQdQ0Ghtq+npyTD/G38g0xgOUdnGgeisPgtftybJOmUquhB7RXb2/dPAMdZ6wbytn1AdfzKUve9bjgTFX98rEZBqrLm4+TJUCjFW3gv8l6RnFltn/8ngA4OjiiGer+oYxoaBe5ONJmZxmZ6mUWqaUOq+U2qGUKqGUcldKHVZKnVFK/aqUsgdQSu1VStXX/+yklLqm/7mmUipYKXVKv86r+uUJ+v9769fdoJT6Rym1Viml9J/56ZcdVErNU0ptKewfUtrZgeg7kYbfo8MiKe2ctVHYOdtnKRMTHmmYhD7iUL4M5WtU5Nqp7LfKNnnPhwt7TxY2RABKudiTcCfK8HtCWBSlXLI3XlNsXy7Dw6h4fGb1491tk/Ga3gerEsUKHYutsz2xmfIRFxZFaees+SjtbE9Mpnhjw6OwdbHH4eWyJEbG8+7MTxj0x1Te+bovRUzEUv89b/7de6pQ8dk7OxCp76QAosIjsTc6aLC2t+FBXKLhgDE6LBJ759wPGG/9e4NqDWtQys6aosWLUtenHg6uToWK0drFnnij+rR2zl99ArQc/xEHp/6IllH4Azm7bPt+FHbOjtnKRBnt+/YuDrmu61ypHK82rM6o36YyfP0EXqlT2VDOqUJZPv9jOsPXT6BKg9cKHLONiz3xYY/zFh8WhU0+28HTZuPiQGxY1nZgHIuNiwNxmfIUHx6FjbM98XejCVr6B0OD5jHs6EKS4x8QeuAsABGXbhoODmq83ghb1yebyJiKOz6PuJ81BxdH7t+5Z/g9MjwSB6N9z8behsRMbTQyLBJHfTsuV/ElrEtbM3HdFGZsmYX3Oz4AOL/sQlxkLANnDmHm1jkMmDaQYgXo67Lv15HYGfULujKP+5doE+NBbpq+14rzhezbHini4khq2OMYUsPuU8TExKh0u8a8tusbKq0cy43AeYblGlB5zUSqbpmFY9d2TxRLboq6OpCSKVcpYZEUM7E/O3RoiMeBuVRfM5oQ/2+eagyOLo7cz5Sr++GP96NHbOxtjfa1+9kmmkWLF6Oet6fh4DizsuXLUqlmJS6dzP/t4y8y3fidqd83cVxU2tkhS5nY8ChK69vBm2O7s+WrH9C0jCzrhF+6RU1931bXrzGlXZ9sMm/tYk/cCzIeGLN+gcaq3PwvjwcAH4/rw+qpq3SPDRTCi3w8KZPT7F4FFmqaVhOIAToDq4GRmqbVAc4C4/L4jv7AXE3T3IH6gKl7rzyAoUANoBLQTClVHFgCdNA0rTlQ5kn+EP18Nyvj430TZbRMZ3eLlixGn0XD2DjxOx4aPT/R7rO3yUhP5+hvB58kzBxiyN+qFlaWONVy4/zqXWzo8AVpD5Lx+KzjU45Fy0cZsLC0oFwtN46s+Yv5r48hJSkZ70+z3r7r/dmbZKSnc+q37AcBhY3POFmm6j3b32Ak7Mpt/lj8GyPWjCPguy+5cfEaGemFPJP4BPVZsbU7SffjiDh7rXDbNsRgYlm+8pT7uhaWFpS0LcXXb41h49Tv6bdwGACxEdGMbvopU14fwc+TvqP33CEUty7x5EE//wtCOcuWP9NlituWpJqvJ/OaD2V2w4EUKVGM2m83A2BT4FIadG9Lny2TKVqqBOmpaSa+5GmH/XyTaLqJ5r+NWlhZUrlWFab0msjEbuN4d/D7uFYsh6WlJZVqVWb7mm0E+A3l4YOHvDPg3QLEVbi+Lb+Nt71+PAj+7UC+YzItfzHEbj/MP60HcLXvVN3zp3qX3xnJpdf9Ce0xAafufpRqWPMJ48kpzPz1s1HbgjnZYgj/9JrOyyO7PN0QTOQq+76WfT3jMg3bNuTisYskGF0ZL16yOCOXjGH5hGUkPeVnw80mH+NTTm2leisPEiLjuH0u+3N560csoWk3X4ZunkIx6yfv20zX7RN95VPzIseWl/+V8cCzVX1iI2NNPmP+hMHlO7acPI3jSXkhUnZXNU17dOr3OFAZsNM0bZ9+2XfAz3l8RxDwuVKqPPCLpmmXTZQJ1jTtFoBS6hTgBiQAoZqmPer5fgRM3gSulOr36DNvB09q2lTOViYmPBL7co/Pgti7OhIbEW1UJipLGTsXR2L1t+BZWFnSd/Fwjv12kNPbg7Os16hzS2q1rse8Dwr+ALaxxLAorMs9PhNj7erAg7vRuazxWEJYFIlhUUSc0jXQK1uD8RhQ+MlpXHgUpTPlw9bVgTijnMWGR2FXzoHr+t9LuzgQfzcaDY248Chu6mM5t/UIXpkmp/U6t6B663os/2BKgWJq3a09Xl3bAHD1dAiO5Zx4tEM5uDgSfTcqS/n4qDhK2pbCwtKCjPQM7F0diYnIO5/7f9rF/p92AfBu4AdEZTrjWBAJYVHYGNVnYj62D+BavyoV29bDzaculsWKUNSmBO3mfMr2oYsKFIPxfm3v6kBMRNY8RYdH4lDOkUddu52LIzF3o7AqapXjujHhUZzcfgSAa6dD0DIysHawJSEqjrQU3YHdjXOh3LtxF+eKrlw/m/3FBzmJD4/CJtOVFxtXB8PtsM9bfHhUljP/tq4OxN+NyVImLiwK20x5snFxID4ihorNaxFz8x4PouIB+OfPo5T3fJWzvx4i8koYa7t9DYBDRRdebeX+1OO2MYo7wSjuZ6F9dz/advEFIOTMZZzKlQF0t/g5ujgSbbTvxUXFUSpTG3V0dSRK344jw+4THxVHclIyyUnJXAg+j1v1ilw8ep7IsPtcPnUJgKCtf/POgM75jjE6X+NBJPblnADdVTJ7F0di8rEPNu7sRe3Wnsz5YGK+48lJavh9imQ6y17E1YlUoz4us8Tg8xR9xRVLexvSo+NJ0+c6LTKW2O2HKen+KonB5584LmMpdyIpWu5xnEVdHUkJzzlXcYcvUtzNGSsHG9L0baMw/Lq/Tlv9FeGQM5dxypQrJ5fH+5Fhu9n2NadsY0aLji058Pu+LMssrSwZtWQM+37dy+E/gwod74tGN35nOuZxdcw2xseER2YpU9rFgbi70dTxa0SNNvV4zccdq2JFKG5dgq6zP+NH/4Xcu3KHZd2/AsCpogvVfZ6sb4sPj8pyZ4mNqwMJZhoPjJkaq16U2DL7Xx4PKtWqTIM2Dann7UmRYkUpaVOSIXOGMXforFxj+//leFKunGaXnOnndCD7DdiPpfE4h8UfLdQ07QegE5AEbFdKtcrHdqwwfc3GJE3TlmqaVl/TtPqmJqYA109foYybC47ly2BZxJJ6HZtyZuexLGXO7jxGw3daAuDm8SpJ8Q+Iu6drvB9O6094yG12r8j6oHh1r7q06f8mS/pMJ/VhSn5DzlHE6VBKu7lgU6EMFkUsqdypMdd2nsjXukn3YkkIi6J0Jd3D1uWb1ST68u081srZrdNXcHJzwV6fs7odm3Bx5/EsZS7uPI7HOy0AqOBRhYfxScTfiyHhXiwxdyJx0sdSuVktIvSxVPWqQ8v+HVndZ2aBc7br+z8Z6xfAWL8ATuwIptk7Xrrv19dX7L3sne3FoHM08NM9V9S8szcndgRnK2PMxtEWAIdyTni2b8zhTYW7In73dCh2FV2w1ddn1Y6NCc1nff497Se+bTSYlc382TZwIbf+vlDgiSnoJo5l3VxxLF8WyyJW1O/YjNNG+/7pncdorM9lxUz7fm7rntoRTLUmtQEoW9EVyyJWJETFYe1gi7LQdQVOFcpS1s2VezciChRz2OlQHCq6UFqftxodGxOSz7w9bbf1sdjpY6nZsTGXjNrBpb9OULezrh285FGF5PgkEiJiiLsTyUseVbAqXhSAis1qcl//cquS+n0MpWgx6C2Or931VOO+YyKHxnE/C3+u3spwv6EM9xtK8I4jeHfW3XpV1aMaD+IfEG1iMD8XdJYmfroryj6dW3F0p+6kR/DOI1RvWAMLSwuKFi9KVfeq3A65Scy9GO6H3adcJd0LPeo0q8vNy/l/Ecb101f0+7Wub6tvYjw4s/MYjfXjQUWj8SAnNbzq4tv/TRb1mfZUxoMHpy9TrGI5ilZwRhWxwr5jC+L0uXmk6CuPX65RolYlVBEr0qPjsShRDItSujsWLEoUw6alOw//vfHEMZkSfyqEEpVcKfZyWVQRK8q81YyoHUezlCnu5mL4uVTtiqgiVk80MQXYuvoPw0uMDm8Pwqez7vCiqkc1EnPY184GnaWZX3MAWr3bmiM7Dhs+K2lTkpqNa2VZBjBoxhBuhtxk0/Lsbzn//9lN/RjvoG8H7h2bcN6oj7iw8wT19WP8yx5VeBj/gPh7MWybvo7JTQYytflg1g6aR8jf5/nRfyEA1vq+TSlFm4FvE/SEfdud06HYZ+rLqndszGUzjQfGwkzEZq6xKjf/y+PB2umr6dv4Y/o378usQTM4+/eZPCem8P/P8aR63pe4X2RKKTdgi6ZptfS/BwDWwNvAQE3TDiilxgOlNU3zV0otB45rmrZIKTUUGKppmptSqhK6K7CaUmoOcE3TtDlKqQRN06yVUt5AgKZpb+i3swA4BqwHLgEtNE27ppRaq99Wrq99G+j2fo6VWMPbnXfH9kBZWnD4p71sX/grzT/UnTU5uPYvAP4z8WOqe+n+OYg1gYu4cTaUSvWrMWzDRG5fvG64hL9p+o9c2HuKcXvnYlXUikT9A+3XTl5m3efLs227VnqRvFJu8LJPXZqO/whlacG/6/dxYv4manykG3QvrNlNiTKl6fzHJIpal0DLyCD1QTLrW40kNSEJxxov4zVD95rtuBsR7Bm+lJTY3F+KdN0y53v0q3m788ZY3avHj/20l70Lf6fhh7q3kwXrB5xOE3tS1asuqUnJbAhcwu2zuovdrjVe4Z2v+2JZxIqomxFsCFjCw7hEAvbOwrJoER7E6A5Mbp4M4bfPvzW5/TtZzltk121iH+p4eZCclMzywIVcO6u79jds5ed8O/IbYiKiKVPBmQHz/SllZ83181dZ4j+XtJQ0SpexY/ym6ZSwLkGGppGc+JDRbYfwMCGJMT9NwtrehvS0dH6ctIoLf5/Ntu16Gfm7VdXNpy4tx+nq88L6fRxdsIna+vo8u2Y3JcuUpssWXX2SkUHKg2TWtB6Z5Z8VealxdTw/8ft/7N13eFPl+/jx90laSktbOoC2KHvvlr2kLaNAla0yZKOADGW0TAVkCYigDFmiCCJDUBRFEGQIsmRP2ZsO6KZ7nN8fCSVJ05IWSvh9vvfrurhok+fk3H3OM859Viz+KpkLGuN6q+7nw9v6r1H6Z+Me/lj8E83e0T0B7++1ugcIdJ86gGq+uq8L+C54ceaZTnPLAmhtbegz531erVqa9NQ0Ns1Yw6VD5/Bp04D2o7qSnp6Omp7B1vkbOfOXbhIso1p+X2BZ/1q0nKSrtzMb93Fo0a94v6Ort1Nrd1OoaGH6bJ2Gnb4fpCQk83VLXb21XzCUko2qYO/qSPzDWA7M38yZDftyXF9KDtcNl/evRWt9Pzi1cR8HFv1CHX0/eJxUtp3Wl3K+NUlNTOHXoGWE6PuB78guVHujIRnp6YSev8XWsStIT0mjfr/W1Out2wb/bf+Xv2ZvyHb9WotrzVg5/1q0mqT/Op6N+/hn0S/U1sd9Yu1fFCpamP5bpxvV4bKWY3L1lTbHyTnBeG/aIHx8a+u/OmAB187q7tefuGoSX41ZRFR4JB4lPBi1KFj31QHnr/PFiM8zH7TVYVAnmr/VAjVDZdf6nZlf41G6ahmGzB6Gja0tYbdDWRT0JfEmD0XyUAqSnWp+Prw1qY/uq8U27mH74p95Td8n9uv7RLepA6jqW4uUxBRWB3/FbX2f6L/gQyo2rIqjqxOxD2P4bf5GDm7cwyd7FxjNBzdOXmFdNk+rHqQmmX3dlJN/HV6Z9C6KVkPkxl2ELfoR93faABCxdjvFBnfGtUtzSE0jIzmF+zO+Jf7YRQqU8KDMcv3XLNhoif5lH2GLnnahE8QnF7AoLlOuLXwoM1X3VTLh63Zz98uf8OytO2MSuvpPXhnWkWJv+ZKRmkZGUgo3p67J9VfJzCmQc50NmjYYH786JCcmszDoC66e0bW1j1dNYfHYBUSGReJR0oOgRWNxcnHk+vnrzPtwbmZba/5mC2r71WHusDmZn1mlXlVmbZ7DzYs3yNDf+//9nNUc32N8MGPTiQU8D8GTZ/HvyTNER8fi7ubCkAG96NLu2e4XHl93YrbvVfbzpsOk3ihaDf9u3Mtfi7fQSL9fdEi/X9Rpaj8q6ef4DcHLuGtyFUy5hlXwfe+NzK+SadqvDU166bb92R1H2TZ7fbbrd1ctG93KmcwHBxf9io9+Pjipnw/6mswHK/TzQQeT+WC/BfMBWD7ulvWvRXN9bGc37uOwmbmq91bjfbaV+tjaLRhKCX1sCfq56uxTYkvN4z0u/8vzwWPVGlanw8BOZr9KxknJeT/cmvuT393cnO0JOUlODeSQnG4BlgIOwHWgn6qqUYqiVAY2orscdzfQU5+cjgd6AqlAKNBDVdXIpyWnqqquUhSlHfAZ8BA4CnioqvrkhhozckpOrSk3yemLllNyam1PS06tydLk1BpMk9OXRW6S0xctp+TU2vKanL4IT9sZsaacklNrszQ5fdHympy+CE9LTq3peSWn+SGn5NTaLE1OreFljSyvyemL8DLPB09LTq0pp+RU7jk1oKrqTaC6we9zDd5uaKb8f0BNg5c+0r/+KfCpmfKO+v/3AnsNXh9mUGyPqqqV9U/vXYzujKoQQgghhBBC/E+Te05fPu/pH5B0HiiM7um9QgghhBBCCPE/Tc6cvmRUVZ0PzLd2HEIIIYQQQgjxIsmZUyGEEEIIIYQQVifJqRBCCCGEEEIIq5PkVAghhBBCCCGE1UlyKoQQQgghhBDC6iQ5FUIIIYQQQghhdZKcCiGEEEIIIYSwOklOhRBCCCGEEEJYnSSnQgghhBBCCCGsTpJTIYQQQgghhBBWJ8mpEEIIIYQQQgirk+RUCCGEEEIIIYTVSXIqhBBCCCGEEMLqbKwdgHh2LmitHYJZR7VJ1g4hW9O8Iq0dQrbmhhSzdgjZuqJJtXYI2Uoiw9ohmGWrWjuC7N3VpFk7hGw5vaTjGkAh9eWdOr1UW2uHkK1FysvZR71tC1o7hGwVVF7ePjq+7kRrh5CtT4/NsHYI2epfJ8jaIWSrGg7WDsGsR8rLO5G6UMDaIWQrXn15x4+cyJlTIYQQQgghhBBWJ8mpEEIIIYQQQgirk+RUCCGEEEIIIYTVSXIqhBBCCCGEEMLqJDkVQgghhBBCCGF1kpwKIYQQQgghhLA6SU6FEEIIIYQQQlidJKdCCCGEEEIIIaxOklMhhBBCCCGEEFYnyakQQgghhBBCCKuT5FQIIYQQQgghhNVJciqEEEIIIYQQwuokORVCCCGEEEIIYXWSnAohhBBCCCGEsDobawcg8lcF35oETuqNRqvh+IY9/L1ka5Yyr0/uTUV/b1ITU9gctJSQ8zcpUtaLrouGZ5ZxLVGMv+Zv4tA32wFo2CeABr0DyEjP4PLuk+yYtS7XsfWY3J8a/j6kJKawMmgRt8/fyFKmyKvFGLxoJIUKO3Lr/HVWjFxIemoanuWK0/+zoZSqVpaf5q5jx4pfM5fpN2cItZrXITYihkmtR+U6LkN2DetReMQwFK2G+F+38WiN+b/Ttkoliq5YROTH00ja8/eTNzQain67hIwHD4kImvhMsQBU9q1Fp0l9ULQajmzYzV9Lfs1SptPkPlTx9yE1MZl1QUu4e/4mNna2DNswGRs7W7RaDaf/OML2+ZsAaD3iTRp2a058ZCwAv89Zz8W9p3IdWxXfWrw5qS8arYaDG3azc8kvWcq8Obkv1fx9SElMZk3QEu6ev4GLlzu95w3FuagLakYG/6z7i73f/gGAT2BDAke8iUf5V5jbYSK3z17PdVyPvTO5P7X8a5OSmMKKoIXcyqa9DVk0kkKFnbh1/jrLRi4gPTWNRh1e4/XBnQBISkjku4+Wc+fiLdy83Bk47wMKF3VBzVDZs24nO7/9Pc8xlvatif+UXihaDefW7+XoV8b91a2cF63nDqRY9dL889mPHFu+DQCtnS1df/wIbQEbNDZarmw7ysF5P+U5Dsif7dlx/DtUb1mH9JQ0Ht4O4/vgJSTGJuQ6toq+NXlDP679u2EP+8yMa+0m96aSvzcpiSlsClrK/fM3ASjo7EDnWe/hUakEqCqbxyzn9okrtBjRhXrd/DP7wZ9zNnIpD/0AoNeUAdTyr01yYjLLgxZx61zWdlu0RDGGLhxFIRdHbp67wdKRX5Kemkbjjs14fXBHAJITklg1cTm3L+pin3dgKUnxiWSkZ5Cens7kdmPyFB9AOd+atJ7cC41Ww8n1e/nHTB22ntKbCv61SE1M4ZegZYSe08VRv19ranf3B0Xh5Lo9HNHPC3nR3WAe+CaHeWCgfh64ff46X+vngeyW9yhbnEGLRmYuX7SEB7/M38Cub36nRNXS9JwxEFs7WzLSMlj78Qo4cdfieEv61eQ1fR+9sG4vJ0z6qEs5L1p+PpCi1Utz+LMfOblsW+Z7vQ/OJzU+iYz0DNT0dDa+Pim31ZVF3ynv4uNfh+TEZJYELeBGNm3tw4VBOLo4cuPcdRaN/CKz/gDK1SzP9C2z+WLYXI5sOwRA4IB2NO/WClSV2//dYknwQlKTUy2Oq5JvLTro++iRDXvYY2au6jC5D1X0fXRD0BLu6fsogKJRGLF1JjGhkXwz4DMAMZg9QwAAIABJREFUvKqUpMuMAdg5FCTq7gPWjlhM8qNEi2PKi49mzuPvf47i5urClu+X5uu6Hsuv8cPB2YEBs4fyasUSqMDXwYu4euJynmIs41uTlvrx4/T6vRxeknWuen3uQDyqlebvuT9ydPmTfhD42XuUa+5NQkQsKwPG52n9pvJjTgBo1CeARvp93f92n2S7hfu6z7J/m9PyLfsF0qxbSxRF4e/1u9j5jW5/Y/CikXiWLQ6Ag3MhEmLjmRIY/NQ482v8cHAuxKDZQylRsSSgsiR4EVdOXLKo7kDOnP5PUzQK7ab2Y3XfOSxoFUyN9o0pWv4VozIV/bxxL+PJfL9RbJnwNe1n9Afg4fUQFgdOYHHgBL56YyKpSSlc3HEMgDKNqlKlVV0WtR3HwoAxHFiR+53xGn4+eJTxYrzfcL6bsJTeMwaaLffWuJ78ufI3xvsPJz4mnte6NgcgPvoRP0z5xigpfeyfTXuY12d6rmPKQqPBZfSHRIwaR1j3fji0ao5N6VJmyxUeMpDkI8eyvOX4dmfSbt5+9ljQbc8uU/uzvO8sZrcajU/7JniYbM8qft4ULePFTL8RbJywgjdnvAtAWnIqX/WYxty2Y/kscByVfb0p5VM+c7l9K7cxN3AccwPH5SkxVTQKb0/tz1d9P2V6q1HUad8ET5PYqvp5U7SMJ5/4fci6CSvoNmMAABlp6fw0fQ3TW45ibqePaNYrIHPZ+5fusGLw51w7ejHXMRmq6VcbzzJejPEbxrcTltAnm/bWdVwvdqz8jbH+w4iPeYRv1xYAPLgTzsyuH/NR21H8unAT/T4dDEB6Wjrrpq9ifMsPmdppHC17taF4+VfzFKOiUWgxvQ8/9ZnDqhZjqNS+IW4VihuVSYyOZ/fkNZlJ6WPpyan82G0ma9pMZE2biZT2rYmXT7k8xfE4lvzYnv8dOMvMgCA+bTuG8BshBAzpmKfY2k/tx7d95zC/VTC12jemmElslfTj2ly/Ufw84Ws66sc10O2gXN53mvktgljQdhzhV+9lvvfPyj9YGDiBhYET8pyY1vKvjUcZL4J8h/LN+KX0m559W9u+civBfrq25pfZ1sKY8fbHTGwzii0LfqS/vq09NrPbJD4KHP1MiamiUWg7rS8/9JnDVy3HUK19I4pUMK7D8v61cC/jySLf0fw2fiWvT+8HQNGKr1K7uz9ft5/EsjbjqdDCB7fSHnmKo4afD8XKeDHBbzirJyylZzb9ssu4nuxc+RsTTeaB7JYPu36fqYHBTA0MZtobY0lJSubEjiMAvDmuF1u//JGpgcH8Mm89b47vZXG8ikbBd3oftvaeww/Nx1CxQ0NcTfpocnQ8f09ew0mTPvrYz2/PYEObic8lMfX2r4NnGS8+9H2fFeO/YsD0wWbLvTOuD9tW/soIvyHExzyiedeWBn+Thh7je3P67yft3dXDjbb93mD8G0EEBXyIRqulcbvXLI5L0Sh0mtqPr/vO5rNWQfi0b5xlrqqsHz9m+Y1k04QVdNGPH4+91q8tYQZ9E+DtWQPZNns9n7cZy9kdx/Ab+IbFMeVVx8BWLJ33HPYnLJSf40fPyQM4s+8kY1t8wMQ2o7h/1fKDMoYUjULAtD5s7DOHFS3HULV9Q9xN+kFSdDw7J6/h6Iqs/eDsj3+zsc9neVp3dvHkx5xQtlFVqraqy5dtx/FFwBj2W7iv+6z7t9kt/0rFEjTr1pLpHcYxue1oajWvQ7HSngAsHTafKYHBTAkM5vgfhzm+/chT48yv8QOg7+QBnN53glEthhHcZiT3ctnWXurkVFGU4oqibMrhfRdFUYZYWt7aFEWZoihKkP7nqYqitNT/PEJRFIfnvb5XvcsTcSuMqDvhpKemc3brIaoE1DEqUyWgDqd+2g/A3ZNXKejkgGNRF6My5ZpUJ/JWGNH3HgJQ/52W/L3kV9JTdEdO4iNicx2bT0A9Dv60F4DrJ6/g4ORAYZP1AlRuXJ1j+iMxBzfvpXZAfQDiImK5eeYa6WnpWZa5fPQi8TGPch2TqQJVK5N29x7p90MgLY2EXbsp2KxxlnKF3upE4t6/SY+KMnpdU7QIdk0aEv+r+Z2U3CrpXZ6Ht0KJ0G/Pk1sPUj2grlGZ6gF1+fcn3ZnbWyevYu/kgLO+XlMSkgHQ2mjR2mhR1ecSFgClvcvz8FZYZmwnth6kZkA9ozI1A+pxVB/bzZNXsHcqhHNRF2IfRHNXf1QwOT6J0Gv3cPF0AyDs2j3Cr4c8c3y1A+rxz0/7ALh28goOToXMtrcqjavzr769HTBob1dPXCIhNl7/82XcPN0BiHkQnXkGNik+ifvX7uKqjz23PL3LEX0zjJjbD8hITefS1sOUN+mviRGxhJ25ToaZdp+q374aGy0aG5tn2r75tT3/23+GjPQMAG6cvIKLvh5zo4TJuHY6m3HtpH5cu6Mf15yKumDnaE/p+pU5tmEvAOmp6STl4cxtTmq3qs+BzbrPv3byMg7OhShczDVLuaqNa3A0s63tyWxrV44btzVXr9zX0dO84l2OqJthRN/RtbXzWw9TqZVxHVZqVYfTm3V1eO/kVeycHXAs5kKR8sW5e/IqaUkpqOkZ3Dpykcqt65lbzVN5B9TjkIXzwHGDecBbX1eWLF+lSQ0e3AojUj9/qajYO9oDYO/sQHRYpMXxeniXI+ZmGLH6Pnrl18OUNdNHw09fJyM1ax993uq1qs/f+rZ25eRlCjkXwsVMW6vWuAaHtx0EYN/mPdQLaJD5Xtu+r3Pkj0PEPIwxWkaj1VKgYAE0Wg0F7AsQlYt6KuldnohboUTq++iprYeoZjJXVQuowzF9H71t0EcBCnu6UaW5D0fX7zFapmhZL64f0R2ovHzgDDXb1rc4pryq612Dws5O+b6ex/Jr/CjoaE/lBlXZt34XAOmpaSTkcezz0o8fMfrx48LWw1QwGT8SImIJPWO+H9w5eomk6GffR3ssv+aEBu+0ZG8e9nWfdf82u+W9yr/K9ZOXSUlKISM9g0tHLlC7dYMsn1vv9cYc+fXAU+PMr/HD3tGeKg2qsduorcU/NR5DL3VyqqrqfVVV38yhiAswJBflnztFJ9f1qKrqJFVVd+l/HQE89+TU2cOVmPsRmb/HhkTi7GG84+zk4UrM/SeTTmxoJM6exo2zRrtGnPn1UObvRcp6Uqp+JQZtmcqADR/zSs2yuY7N1cOdSIPYIkMjcTXZUXV0dSIhNj5zZzYyJAIXj7zt+OeFpmgR0sPDM39PD3+ItmjRLGXsfZsS/3PWS0hcRgwldtEyyMh4LvG4eLgRbVBnMSGRFDapj8ImZaJDIymsTwwUjULQtllMO76cSwfOcvvU1cxyr/VpTfAfs+k2ZxD2zoVyHVthDzeiDNYbFRJBYQ/jduTi4WpUJjo0IjNpeczt1aK8WrUMNw1iex5cPdyIuP8w8/fI0IintreokAhczbQ3364tOLP3ZJbXi7xalFJVy3Dt1JU8xejo6UqcQV+MC4nE0SPrRJEdRaPQ648ZvH/yK24dOEvoqWt5igNezPZs9JY/F8zU49OYG9ey9gNXog3qMkY/rrmVLEZ8RBxvzh3E8N9n0nnWe9ja2z2JqU8AH/wxiy5zBlIwD/0AwNXTjUiTtuZmEp+5sc3NTKLu162lSVtTGfv9ZKb+9hn+3VvlKT4AJ083YkKM69DJZNx38nQj1qCe40IjcfJw5cHlu5SqXxl7F0dsChaggr83zsXzNi67mMwDUaGRWQ5YOLo6kZhNv7Rk+frtmhjtqG345FveHN+LOQeX8taE3myes9bieAuZ9NFHIZEU8rS8j6KqtF87jrd/n0a1Hv6WL5cNV0/jcS3CTFtzMtvWdGVcPdyo17oBO7/fYbRMVFgkvy3fwleHVrDs329JjEvgzH7LryTQ9T+DscHM+GE6V8UYzFUdJvXmt09/QFWN587Qy3eppk+CagU2pHA+HLixtvwaP4qV9CA2IpaBc4cxbdtcBswegp3B2JcbTp6uxIUYz1Wm48eLlF9zQpGynpSpX4khW6by3oaPedXCfd1n3b/Nbvl7l25TsX5VCrk4UqBgAWr4++Bm0gcq1q9C7MMYwm+GPj3OfBo/ipX0JDYihvfnfsCsbfMYNHtortuaVZJTRVF6KopyVFGUU4qiLFMUpYGiKGcURSmoKEohRVHOK4pSXVGU0oqinNMvU81gmTOKolQAZgHl9K99ZlK+r6IoPymKsl1RlCuKoswxWP8ARVEuK4qyV1GUFYqiLMohVg9FUX5WFOW0/l9j/XouKoryFXACKKEoSrCiKP/qY/vEYPmJiqJcUhRlF1DJ4PVViqK8qSjKB0BxYI+iKHsURdHq3zunKMpZRVFGZglKt/xARVGOKYpy7ERcNjvyipLlJdXkdIpipgwGRbS2Wiq3rMO5bYczX9Notdg7F2JZx0lsn/kD3RZ/YH79OTG3Wotie46n+57GgvW7jBhKzOLlWRLQgk0akh4VTeqlvCUq5uMx81qWOjNXRFdGzVCZGziOKY2GULJWOTwr6i4//ef7nUxv9gFzA8cRGx5Nh4965j60p7Sj7IIz3OYFHOx4d8koNk/9jqTnfR+RBdvS3N9g2iYrN6pOs64t2DBrjdHrdg4FGb4kmLVTv81z7BbVYQ7UDJU1bSeyvMEHeNYqh3vFvF1ebHEsz7A9Ww/tREZ6Ov9uefrRXTPB5bje7MuARquhePXSHPl+Fwtfn0BKYjJ+77cH4Mj3O/ms2QgWBo4nLjya1z96J/exYVk7sqRMlcdt7dPVma9N7TyBj18PYm6f6bTs3ZZK9avmKUazLBhLUFUeXr3PP0u30nPtON5ZPZbQC7fJSMvbAbjs1vG0Qo/r6mnLa21tqNWybuZZVwC/nq3ZMG0VYxoPZsO0VfSdPcTMh+Qi4Fz00c2dp7Ix8CO29v6MGn1aUrxBpacvlGM45tu5SaFsy/SdPIAfZq1GNZm/CjkXom5AfYY1HcTg+v2xsy9I006+uQnsqXFl1weqNPfhUUQs985lvUdvw5hlNO4VwIitM7BztDe67+1/RX6NH1qtltLVy/LX9zv4ODCI5IQk3hjSOa9RZn3pBe6aZZFPc8Ljfd2vOk7ij5k/0N3Sfd1n3b/NZvmQa/f4Y+kWgr6fxMjvPuLOxVuZSeNjDdo3teisaXYxPI/xQ6vVUKZ6OXZ+/wfjAkeRlJBEhyFdLIrpsRf+QCRFUaoAXYEmqqqm6hO8SsCvwHTAHvheVdVziqKUNlh0MPClqqprFUUpAGiBcUB1VVW99Z9tWB7AG/ABkoFLiqIsBNKBj4HaQBywGzidQ8gLgH2qqnZSFEULOAKu+pj7qao6RFGUAKACUB9ds/pVUZRmQDzQTR+DDbpE9rjhh6uqukBRlFGAv6qqDxVFqQO8oqpqdf3flPVaAN1yy4HlAB+V7mF2WIgNjaRw8SdHVZy93IgLjzJT5smREmdPN2LDnpSp4OdNyLkbxD98cjlDTGgkF3b8C8C909dQM1Qc3JxIiIwzF0am5r3a0Ky77r6IG6ev4WYQm5unW5bLq+IiY3FwLoRGqyEjPQM3L3eiTeLPTxnhD9AWK5b5u7ZYEdIfPjQqY1u5Im7TPgZAU7gwBRs1IDo9nQLVqmD/WmMKNm6AUqAASiEHXCePJ+qTT/McT3RoJC4GdVbYy40Yk/owLeNisj0BkmITuHb4ApV9vQm9fJdHBpdjHFq/m/dW5v5etujQCFwN1uvq5W42Nlej2NyJ0cemsdHy3tLRHNtygNM7juZ6/ea06NUG3+66eyNunL6Ke/EiPD5U4ObpnuUyNdP25mrS3kpULsWAWe8zt+904g0uSdLaaBm+NJiDW/ZzfMfT7/PITlxIJE4GfdHJy41HeWjvybEJ3D18kTJ+NYm4nLd7ivJzezbo0ozqLWqzoMe0PMVmblyLNYktJjQSl+Ju3NL/XtjTjbiwKFRUYkMjuaM/q3xu2xF89TsijwzGuKPrd9Nn5dMfJvFYy95t8OumO5N5/cxV3IoXyXzPzdOdKJP4zI1thu2xROVSDJg9hLl9pvHIoK09bo+xETEc23GEct4VuHT0gsVxZq4/NNLorJOzlxtxYdFGZWJDInE2qGcnTzfiwnVlTm3Yx6kNusvkmwe/TWyo5Zd8+vdqw2v6eeCmyTzgamYeeBQZi302/TIqNCLH5Wv4+XD73A1iDca4Rl18WffJNwAc+/0QfWa9b3Hs8SZ91NHLjfgwy/tovL6OEyNiub79OB7e5bh/xPKHhAAE9G5Li24BAFw7cwV3g7bm7ulOVPjT59HHba1szfJ8sDAIAGc3J3z8a5OeloGNjZbwO+HE6R8OdnT7ISrVqcyBn/dZFGOM6Tzk5Z6lj0aHRhjPZ/q5qmZgA6q2rE1lf29s7Gwp6GhP9/lDWTdyMQ+u3WdFb90cWqSMJ1X8vS2K52X3IsaPyNAIIkMiMq/sObrtEO3ymJzGhUbi5GU8V8Xloh88b/k1J8SGRnJOv697V7+vW8jNiXgz+7rPc//WdFwzXH7/xt3s37gbgM7BPYgyuAJGo9VQu3UDpubwPIIXMX5cOXmJiJAIrurb2pFth+iQy7ZmjTOnLYA6wL+KopzS/14WmAq0AuoCc8wsdwiYoCjKWKCUqqqWnJ74S1XVGFVVk4ALQCl0CeQ+VVUjVVVNBX58ymc0B5YAqKqarqrq41nulqqqj08nBuj/nUSXgFZGl6y+BvysqmqCqqqx6BLwp7kOlFUUZaGiKG2A3N/QqXfv9DXcS3vi+mpRtLZaarRrxH87jXJjLu48jndn3YMOXvUpT3JcIo8ePNlJqdm+MWe2HjJe5s9jlG1UDQD3Mp5obW2empgC7F6zPfOG7ZN/HqVxZz8AyvpUICEugZgH0VmW+e/QeeoGNgKgcRc/Tv75r+UV8IxSLv6HTYlX0Hp5go0NDi2bk7TfuC7CurxDWOcehHXuQeKefUTP/ZKkv/8hdsnXhHboSljnHkR+PI2U4yefKTEFuHP6GkVLe+Km354+7Rpz3mR7nt95nHqdmwFQyqc8iXEJxD6IppCbEwWddVeO29rZUrFJDcKv3QfIvCcVoGbreoRcvpPr2G7pY3PXx1a7XWPO7DR+QNTZnceor4+ttE+FzNgA3pk9mNCr99i9Mu9PujX115rtTAoMYlJgECf+PEqTzroj/+X06zbX3i4eOkc9fXtr2sWPE3/qEiu34kUYvjSYZSMXEHbD+B7YAbOHcP/qXXaszHppd26Enr6OSxlPnEsURWOrpVK7hlzbecKiZe3dnLDTb18bO1tKNq1OpH775kV+bc8qvrVoObgDy96dQ2pSSp5iu3v6GkUMxrVa7Rpx0cy45qMf10r4lCcpLpG4B9E8ehBD9P0IipT1AnT304df0T38wsmgH1RrXY+wXCT2u1Zv56PA0XwUOJrjfx6laRc/3ef7VNSNbWYOMlw8dI76mW3NnxM7dWObe/EifLhsDMtGfkmoQVuzs7ejYKGCmT/XaFaLO5fy9rC1e6ev41bGExd9W6vWriGXTerw8q4T1Oqiq8NXHs8N+uTUwd0ZAOfi7lRuU49zvxy0eN171mzPfFjRyT+P0shgHsiuX146dJ46BvPAKf08cGrnsRyXr9++KUe3Gp9FiAmPolJD3fxVuXENwm9afk972OnrFC7tiZO+3iq0b8gNC/uojb0dtvrtZ2NvR4lm1Ym4lPuDR3+u/oOxgSMZGziSf/88QjN9W6vgU5GEuHizB3AvHDpLw0Dd8xJ8u/hzbKduXBvedBDDmw5keNOBHN52iJUfL+PYn0d4eP8BFXwqUqBgAQCqN6mZqwea3NH30cdzlXe7Rlnmqgs7T1BX30dL+pQnKS6BuAfR/DFnPdMbDWNm0w9YO3wBVw+eZ93IxQA46tudoii0HNaJQ2v/ykXNvbxexPgR8yCayJCHmU90rdakJveu5H6uBwjRjx+F9f2garuGXLWwH+SH/JoTzv95jHL6fd0i+n1dc4kpPN/921M7j2W7vJO+D7gVL0KdNg2MzpJWbVqT0Ov3iMrhYOGLGD9iHkQTEfIQL31bq96kJndz2das8VUyCvCdqqpGz49WFMUT3VlJW6AgurOOmVRV/UFRlCPA68AORVHeRZfI5STZ4Od0dH+vuQuB8sIwPgX4VFXVZYYFFEUZQS4vdlBVNUpRlFpAa2Ao8DbQP+elzMtIz+C3Savos3qc7qtkNu4l/Mo96r2jO7rz79q/uLznFBX9vRm1bz4picn8FPzkT7AtWIDyTavzy4SvjT73xMa9dJoziOE7ZpOemsbm0UtyHduZPSeo6V+bWfsWkZKYzDfBX2W+N+LbCawau4To8Cg2zVrDoIUj6TS6G7fP32T/Rt1k5FzUhUm/zsbe0R5VVWnV/3U+ajWCpEeJDFowgkoNq+Ho6sTcQ8v4Zf6GzCNNuZKeQfTnCynyxWzQaIn/7Q/SbtzEoVM7ABLM3GeanzLSM9g86VsGrZ6gezz/xj2EXrlL43d0ZwcPrt3FhT0nqeLvzcR9X5KSmMz6YN2j752LudLj8/fRaDQoGg2nfj/Ehd26yaTd+HcoXrUUqCqRdx/wo8n2tjS2jZO+YejqCShaDYc37iX0yl2a6mM7sHYX5/ecpJq/D5P3fUlqYgrfB+vaTdm6lWjQpRn3Lt5i3LbZAPw6Zx0X9p6iZut6vDWlH45uzgz+Ziz3Lt5ice+ZuY7vtL69fbZvMcmJyXwdvDjzvVHfTuSbsV8RHR7FxlnfM2ThSLqM7s6t8zf4W9/eOn7wFo6uTvSe/p7u701LZ0r7sVSoW5kmXfy4c/EWU7fNBWDTnB84szf3E7WansHuj7+jy5oxaLQazm3YR8Tle9TsqXuC35nvd+NQtDA9f5tGAUd71IwMag9ow6oWYylUzIW28wahaDUoGoVLvx3h+l95e9os5N/2fPuT/tgUsGHY9x8BugcprZ+Yu/aWkZ7Br5NW0X/1OBSthmP6ca2+flw7uvYvLu05RSV/b4L2zSc1MZlNBuPa1inf0fWLoWhtbYi8E86mIN17bcd3x6tqKVQVou4+YMuElXmqu9O7j+PtX5u5f39FSmIyK4Ke3DUStGoiX4/RtbX1n65h6KJRvBnUg1vnb7Bvg+4RBB0/fBtHVyf6TNM9ofHxV8Y4F3FhxPKxAGhsNBz6ZT9n9+X+nl3QtbU/Jq3indVjUbQaTm3cx4Mr96ijr8Pja//iyu5TlPf3Ztjf80hNTOHXoCd1+PbSD7F3dSI9NY0/Jq3K80Olzu45QQ3/2szUzwPfGswDH+rngRgz88ABfb/MafkCBQtQtWlN1kwwmpb5btxSuk/uh8ZGS2pyKqvHL8PSu+XU9Az+/vg7Onw/RvdVMhv2EXn5HtX0ffS8vo++/fuTPlprQBvWNh+LvZsjgStGAKBotVz+5SC3957JU709dnL3cXz86/Dl30tJ0X8VxGPjVn3MsjGLiAqPYu2nq/lw0Wi6Br3DzfPX2b1hZ46fe/XUFY5sO8is3+eRkZ7OjfM32PXDjhyXMZSRnsHPk1bx3urxKFoN/27cS9iVuzTSjx+H1u7i4p6TVPb3Zty+L0hNTGZD8LKnfCp4t29Mk166sz5ndxzl3x/3WhxTXgVPnsW/J88QHR1Li449GTKgF13atc639eXX+AGwevLXvP/lCGxsbXhwO4zlQdne0ZYjNT2DPyd9R9fVun5wZuM+Hl65h/c7un5wau1uChUtTJ+t07DT94O6/dvwdcuxpDxKpP2CoZRsVAV7V0eGHF7AgfmbObPBsrPy5uTXnHB84166zBnEh/p93R8t3Nd91v3bnJYfuiQYR1dH0tPS+f7jr40eNKS7v/4fi+stv8YPgG8nr2D4l6OwsbUh/HaY0WdbQslyXXY+UxSlKvALust6wxVFcQOcgIXAeqAM4KWq6jD9Zbq/qapaXVGUssANVVVVRVG+AG4Ca4ATqqqW0n+2Yfm+QF1VVYfp3/sNmAtcAf5Bd6ltHPAXcPZxOTPxrgcOq6r6hf6y3kKA2+P16MsEANOAFqqqPlIU5RUgFXgVWAU04MllvctUVZ2rKMoq/WdsUhTlLNBeVdUbiqIUAVJUVY1VFMUbWPX4suXsZHdZr7XdJ29nRl6EaV6WX4b2os0NKfb0QlaSatUbS3IWx8t5/1HNDHtrh5CtGxrLv7fwRXNCa+0QsnVXTbJ2CNmqwMvb3m4ryU8vZAXe6QWtHUK29mue31NNn7cSysvb1j49NsPaIWSrf50ga4eQrWrP/9mcz0WM8nweLJkfwl7ifd149eXcLwLYcGtLticLX/iZU1VVLyiK8hHwp/4pt6noktU0/dlRLXBQUZTmGJ8Z7Qr0VBQlFQgFpqqqGqkoyj/6hyD9ASzmKVRVvacoykzgCHAf3eW+MTks8iGwXFGUAejOvr4PGF0HpKrqn/p7aQ/pbzB+BPRUVfWEoigbgFPALWB/NutYDvyhKEoIuif3fmvwBODn8w3FQgghhBBCCPESe+FnTl8GiqI46s9w2gA/A9+oqvqztePKKzlzmnty5jRv5Mxp7smZ07yRM6d5I2dOc0/OnOaNnDnNGzlzmnty5jRv/n89c/pSf89pPpqifxjTOeAGsMXK8QghhBBCCCHE/2nWeCCS1amqmuWwlaIoE4G3TF7+UVXVl/fwmxBCCCGEEEL8j/g/mZyao09CJREVQgghhBBCCCv4v3pZrxBCCCGEEEKIl4gkp0IIIYQQQgghrE6SUyGEEEIIIYQQVifJqRBCCCGEEEIIq5PkVAghhBBCCCGE1UlyKoQQQgghhBDC6iQ5FUIIIYQQQghhdZKcCiGEEEIIIYSwOklOhRBCCCGEEEJYnY21AxDPLoEMa4dgVutkO2uHkK3pIUWsHUK24tQUa4eQrXeTtNYOIVsb7F/O2JIU1dohZMtLfXmngGtKsrVDyFYiadYOIVshSqq1Q8hW98SXs49utn95x1ynl3g3zV19ObcnQP+5DMxJAAAgAElEQVQ6QdYOIVvfHJ9r7RCy1d5nqLVDMOtLx5d3Hh3+SLF2CNmqrC1s7RDyRM6cCiGEEEIIIYSwOklOhRBCCCGEEEJYnSSnQgghhBBCCCGsTpJTIYQQQgghhBBWJ8mpEEIIIYQQQgirk+RUCCGEEEIIIYTVSXIqhBBCCCGEEMLqJDkVQgghhBBCCGF1kpwKIYQQQgghhLA6SU6FEEIIIYQQQlidJKdCCCGEEEIIIaxOklMhhBBCCCGEEFYnyakQQgghhBBCCKuT5FQIIYQQQgghhNVJciqEEEIIIYQQwupsrB2AyF+VfWvRcVIfNFoNhzfsZveSX7OU6TS5D1X8fUhJTGZd0BLunb+Z+Z6iURi5dSYxoVGsHDAHgFqBDWg94k2KlX+FLzp8xN2z1585Tk//mvhM7YWi1XD9h738t2ir0fulOjem8tB2AKTFJ3F83LdEX7gNQL1571G8lQ/JD2PZ7j/umWMxVNW3Fm9P6oei1fDPhr/4c8kvWcq8Pbkf1fT1tzroK+6cvwFArznvU6N5beIiYpjWOui5xdRrygC8/WuTnJjM8qBF3DyXtf6LlijG0IWjcHRx5Oa5GywZ+SXpqWnUblWPN0d3R81QSU9P5/tPvuHysf+wtbPlo43TsSlgi9ZGw9Fth/hp/oY8x+jm70356bp6C1n7F7cXbjF6v1iXppQc1hGA9PgkLo9ZQfyFWwC88l4gxXu2ABRC1u7i7vJteY7jsfzYjp3H96RGyzqkpaTx8HYYq4O/IjE24Zljfaysb00CJuv6xKn1ezm0xLhPuJfz4o25g/CsVpq9czdy5DnUU27WDxAwpTfl/GuRmpjCb0HLCD13E4B6/Vrj3d0fRVE4uW4P/36zHQCPqqVoO6M/Nna2ZKSns/2jb7l/Om/jR4/J/anh70NKYgorgxZxW7+9DBV5tRiDF42kUGFHbp2/zoqRC0lPTcOzXHH6fzaUUtXK8tPcdexYoRsXXb3ceXfecAoXdUHNUNm3bie7vs19vfaf8h4+/nVJSUxmUdAX3DDTR4uV8GDkwiAcXZy4fu4aC0fOJy01jWoNqzNmxUTC74QBcGT7ITYt0PXFNwa0p0W3AFRV5fZ/t1gc/CWpyakWx5Uf/aDdqK7UbFUXVVWJexjD6qCviAmPylV9mXLzr0XF6X1RtBrur93NrYXGcXp0aUqpYe0B3fhxacxKHunHjxKDAineozkAjy7e5uKHS8jIRR2ZU9W3Fm/p6+1gNvX2lr7eUk3qradBvU03mQf8+rTBt3cb0tPTOb/7BD/PWmtRPN0N2v43ObT9gfq2f/v8db7Wt/2nLa9oNHy8dTZRoZEsHPApACWqlqbnjIHY2tmSkZbB2o9XcOP0VcsqD91Y0nJyLzT6seSwyVjiVs6LN+YOxKNaafbN/ZGjBmNZ4GfvUb65NwkRsXwdMN7idT5NrykDqGUwj97KYR4tpJ9Hl+rn0cYdm/H6YN38lZyQxKqJy7l98SYADs4ODJg9lFcrlkAFvg5exNUTl59b3IY+mjmPv/85ipurC1u+X5ov6zA1+JPB1Gtej+TEZD4f9TnXzl3LUsajhAfjFo/DycWJq+euMvfDuaSlpuFY2JGRc0fiVcqLlOQU5gfN59alW5nLaTQaFvy+gIehD5nSb0qeY3RoWodiE94HjYaYTduJ+nqj0fuFmjekyAd9UDMyID2d8E+XkXTiPAAufTpR+M02oKokX75J2ITPUVOebfzIyfufDKZ+83ok6evzqpn6bN+nHZ3e7Ujx0sV5q2ZXYqNin8u6K/vWorNBfrDLTH7QeXIfqurHtbVBS7h7/iY2drZ8sGEyNna2aLQaTv9xhD/mbwIgcNTb1GhVhwxV5dHDWNYGLSE2D/OBnDm1AkVRDubwnp+iKL89l/VoFDpP7c/yvrOY3Wo0tds3waP8K0Zlqvh5U6SMFzP9RvDjhBW8OeNdo/eb9WtL+NX7Rq+FXLrDt4Pncf3of88jTBSNQp2Zffn7nTls9x1DqY6NcK5oHOej2w/Y3XkaO1qM5/wXW6j72YDM925u3M/fPeY8l1hM4+o2dQCL+s5kaquR1GvfBE+T+qvm50OxMp5M9vuAHyYsp7tB/R3atJeFfWY+15hq+dfGs4wXo32HsnL8UvpOH2i2XLdxvdi+citBfsOIj3mEX9cWAJz/5ywT2oxiYuBoVgQv5t3ZQwBITU5lZvfJTGw7ioltR1PT14dyPhXzFqRGQ4VZAzjTYwZHXxtJsU5NcKj4qlGRpFvhnOo4mWP+Qdyat4lKnw8CoFDlEhTv2YLjbcZzrHkQ7q3qYF/GM29x6OXXdrx44AzTAkYzo20wYTdCaD2k0zPFaRpzm2l9Wd9nDstajqFa+0YUqWAcc2J0PH9OXs2RFb8/t/XmZv3l/GvhVsaTJb6j2TZ+JW2m9wOgaMVX8e7uz7ftJ7GizXgqtPDBtbQHAM3Hd2f/lz/xdeAE9s3bRPPx3fMUXw0/HzzKeDHebzjfTVhK7xnm+8Fb43ry58rfGO8/nPiYeF7rqkta4qMf8cOUbzKT0scy0tLZMP07Pmo5ghmdxtO8VxuKl3/V3Edny8e/Dl5lijPcdxBLxy9m4PT3zZbrOa4Pv638leF+g4mPeUTzrq0y3/vv3wsEB44gOHBEZmLq5uFG237tGPvGKEYFDEej1dCk3WsWx5Vf/WDn8l+Z0TaYmYFjOLf7BIEfvmlxTGZpFCrN6s+pHp9y+LVReHRqQiGT+SDpVjgnOn7CUf8x3Jz3E5U/fw8AO09XSrzbln9bj+eIbxCKRoNHx8bPFI6iUeiqr7dprUZSN4d6m+L3AWsnLKebQb0d3rSXRWbqrWKjatRsVZcZbYOYHjCanSuyHvwxp4afD8XKeDHBbzirJyylZzZtv8u4nuxc+RsTTdr+05Zv2S+QkKt3jV57c1wvtn75I1MDg/ll3nreHN/LolhBV38B0/qwsc8clrccQ9X2DXGvUNyoTFJ0PDsnr+HIiqwHgs7++Dcb+nxm8fosUcu/Nh5lvAjyHco345fSL5t5tKt+Hg02mUcf3AljxtsfM7HNKLYs+JH+nw7OXKbn5AGc2XeSsS0+YGKbUdw3qcvnqWNgK5bOm55vn2+qnn89ipcpzoDXBrBg7AKGzRxmtlz/8f3Z8vUW3m32Lo+iH9G6W2sAug7ryrXz1xgSMIS5I+YyeMpgo+U6DOjA7au3ny1IjYZiHw/l3sCPuNluIM6v+1GgXEmjIgmHT3Gr4/vc7jyU0Inz8Zw2AgCbYu649uzA7TeHc6v9YBSNBqdAv2eLJwf1/OvxSpni9HttAF+OXcDwbOrz/LELjOs+nlD9AcvnQdEovDW1P8v6zuLTbPKDqn7eFC3jxXS/EayfsIK39ONaWnIqi3pMY07bscwJHEdlX29K+ZQH4K/lW5nddiyfBY7j/O4TtPmwc57ik+TUClRVfbbZ0kIlvcvz8FYokXfCSU9N5+TWg1QPqGtUpnpAXY799DcAt05exd7JAaeiLgAU9nSjSvPaHF6/22iZ8Gv3eXA95LnF6eZTjribYcTffkBGajq3fznMK63rGJWJOHaF1BjdWamI41ew93LLfO/B4f9Ijnr03OJ5rLR3eR7cCuWhvv6ObT1IrYB6RmVqBdTlsL7+bpy8goNTIZz19Xf16EXiY55vXHVa1efA5r0AXDt5mULOhXAp5pqlXNXGNTi67RAA+zfvoU5AfUB3lPcxOwc7VINlHr+ntdFiY2sDquG7lnOuXZ7EG6Ek3QpHTU0jfMs/FGlj3O5ij10mLSZe9/PxK9h5uQPgUOEVYo9fISMxBTU9g+iDFygSWD9PcTyWX9vx4v4zZKRn6Je5jKunW5YyeVXcuxyRN8OIvqPrExe2HqZiK+M+kRARS8iZ66Snpj+39eZm/RVb1eHM5v0A3D95lYLODjgWc8G9fHHun7xKWpJuG94+cpFKrXX1raoqBRztAbBzciAuPDpP8fkE1OPgT3sBuH7yCg5ODhTWby9DlRtX55i+HxzcvJfa+n4QFxHLzTPXSE8zrruYB9GZZ5GS4pMIuXYPl1xu13qtGrB38x4Arpy8hEM2fbR645oc2vYPAHs376Z+QIOnfrZWq6FAwQJotBrs7O2ICou0OK786gdJjxIzfy7gYJfnceMx3fgRph8/0gnbcpAibYzjjDEYP2IMxg8ARatBU7AAilaD1qEAyaHPdhb3cb1F6OvtuJl6qxlQlyP6ertpYb299k4AO5b8QlqK7mzmowjLzoZ4B9TjkIVt/7hB2/fWt/2clnf1dKNm8zrsX/+X0WepqNjr+629swPRuWh3xb3LEWUwllzMYSzLMDOW3Tl6iaTo5zuP1jaZRx2cC1H4KfPogc17MsePK8cvkRCra39XT1zGVd/+CjraU7lBVfat3wVAemoaCc/xahpTdb1rUNjZKd8+31TDgIb8tVnXNv47+R+Ozo64mqm3Wk1qsf933dywa9MuGrVuBEDJCiU5/c9pAO5eu4tHCQ9ciujaXhHPItRvXp8d63Y8U4wFa1Yi9XYIqXdDITWN2G37KNS8kVEZ1WA/SONQENVwzNJqUQoWAK0Gxd6OtPCIZ4onJ40CGrLLoD4LOTviZqY+r52/Rtjd8Oe67lIm49qJrQepYSY/+NckP3g8rqUkJAO6/UWtjZbHO5PJJvNBXqcDSU6tQFGUR4rOZ4qinFMU5ayiKF0NijgrivKzoigXFEVZqihKnrZTYQ83ou8/6VjRIZEU9jDe0XI2LRMaSWH9zljHSX347dO1xh03H9h7upF470kMCSGR2Htm7aCPle3uR+ju0/kaE4CLhxtRBnUTFRKBi0n96co8fFImNCLXO7O54erpRoTB+iJDI3A1icnR1YmE2PjMxCkyJAJXzyc7b3VbN2DOXwsI+nYiK4IXZb6uaDTM2PY5X534lrP7T3Pt1JU8xWjn6UayQb0l34/EzmD9prx6NCdy90kA4v+7Q+GGVbBxdURjXwC3lrWxe6VInuJ47EVsx8ZvNef83lPPFKchJ0834kKexBwbEolTDn3iebNk/U6ebsQa1GtsaCROHq48uHyXEvUrY+/iiE3BApTz98a5uK4ud05dQ4sJ3Rl+aAEtJ/Zgz+y8XTru6uFOpMG6I0Mjjdo4mO8Hpts9J+6vFqVk1dJcz2U/cPd0J+L+A4PYInD3MI7NydWJeIPYIkIicDOIv2LtSsz940smfjeZVyuU0H1OWCS/Lt/CkkMrWfHvdyTExXN6v+VtLj/7Qfugbsw4+BX1OzRl67y83w4AUNDTjSSj8SMCuxzafvEe/kTs1tVDcmgUt5f8RpMTX9H0zDLSYhOJ3HfmmeIxV2+m82he6q1YWS/K169M8JYZjNwwhVI1y1kYj3HbjwqNxMVM2080aF9RIU/miZyW7zqpH5s+XZNlzt/wybe8Ob4Xcw4u5a0Jvdk8x7LLjwEcPV2JDXmSzMa94LHMHFdPNyJN5lE3C+ZRNzPzmF+3lpzZq5u/ipX0IDYiloFzhzFt21wGzB6Cnb1dPv4lL5a7pzsPDertYchDingaz8/Ors5GY9vDkIe46+vt+sXrNG6rOzdT0bsixV4pRhEv3fKDpgxi5cyVZGRkPFOMNsXcSQt9Mv6mhT3E1iPrdnNs2ZjSv6/glSVTCftovq5seARR326i7F9rKPv3D2TExZNw8MQzxZOTIp7uPDCpT3fPZ9vfsZQl+YGLSZkYg/xA0SgEb5vFjOPLuXTgLLdOPbnM//Wgrkw5uJi6HZqybZ7xJdWWkuTUejoD3kAtoCXwmaIoXvr36gOjgRpAOX1ZI4qiDFQU5ZiiKMfOxGW9Rl1XJutrppOOuTKoKlWb1+ZRRAx3z2W9l+W5yyYGc4o1rkrZHn6cnrE+f2MCFDOVkyVRN1/J+RSRZTGZK2MY07EdRxjT4gPmvzebN0c/uaxSzchgYuBoPmj4HuW8y/NqxZJZP8eiIM2sHvN14tKkGp49mnNt2vcAJFy5x+1Fv1Br48fUXDeR+PM3UdOe7cxgfm/HNkM7kZGeztEt+/MSnsXy+yBRbtef3fgScfU+h5ZupcfacXRfPZbwC7fJSNPtcNTp2ZKd075nYaMP2Dn1e96Y817egrFobMv7NrVzKMjQJUGsm7rK6Mxgfsb2uMz1c9d4v/G7BLX9kG2rfmPsiokAFHIuRL2ABgxt+h4D6/fFzr4gr3XyszysfOwHv85dz8TGQzj6ywH8+rSxOCazzE5K5rk2qUbxHs25Ok2XLNkULkSRNnU5WG8YB2oNRutgh2eXps8/nlxsz+xotRocnB35rONEfpq5hgGLR+Y5nCzbKId4slu+ZvM6xEXEmL330q9nazZMW8WYxoPZMG0VffW3g1gUr5kOYeWhLM/zqGmZKo2q06xrCzZ8uhoArVZL6epl+ev7HXwcGERyQhJvDMnbZY0vo2ettx8X/4hjYUcWbV9E+77tuXZed/VK/Rb1iY6I5upZy+9jziHIp8YI8GjXQW6+/h73h3+C+we9AdA4O+LYvBE3WvXluu87aOwL4tSu+bPH9IyxvqBVmxlHzBXRlVEzVD4LHMfkRkMoVascXga3bv0+dwNTGg/l2C8HaNandZ7ikwciWU9TYJ2qqulAmKIo+4B6QCxwVFXV6wCKoqzTl91kuLCqqsuB5QCjSncz25qjQyNxKf7kiJGLl1uWG5NjTMt4uhETFkWtwAZUa1mHKv4+2NjZUtDRnnfmD2XtyMXP/IebSgyJxP6VJzE4eLmRGJb1cr/CVUpQ7/N32ffOHFLy4TJeU1GhEbga1I2rl3uWB31Eh0bgWrwIcElXxtOd6LBnu4zMVMvebfDvprsf7fqZq7gXf3Jkzc3TnWiTmOIiY3FwLoRGqyEjPQM3L3ezl/9dOnqBYqU8cXR14lFUXObrCbEJXDx0npp+Pty9nPv7P5JDIrEzqDe74m6khGZdf6GqJak0bzBnus8kzWB7hv6wm9AfdJeSl5nQ3egsbF7k53Zs2MWXGi3q8EWPqc8Uo6m40EicDC5VdPZy45GZPpFfLFl/bEgkzgb16uzpxiP9ZbqnN+zj9IZ9APgFv02cfvvX6PIaf07R7chd/P0Ir8+2PDlt3qsNzbrr7vm6cfoabgbrdvN0y3Kpobl+YNpXzNHaaBm6NIjDW/ZzYscRi2Jr0zuQFt0CALh25gruxYsCF/WxuRMZbhxbbGQshQxiczfoo4kGyfDJPcfRThuMk6sT1RvVJPxOGLGRuss/j2w/RKU6ldn/816LYnwR49m/vxxg6Dfj+G3+jxYvYyopJIKCRuOHu9lLcx2rlqTyvIGc6j4rc/xwa1aDpNvhpEboxrPw349SuF4lQjcfyHM80RbUW5SZeot5Sr1FhUZySt++bp2+hpqRgaObE48i47KU9e/Vhtf0bf+mSdt3NdP2H0XGYm/QvlwN2n5UaITZ5esENqRWy3rU8K+NrZ0tBR0deHf+B3w9cgGNuviy7pNvADj2+yH6zDJ/H7U5caGROBvchuPk5caj5zxHWqJl7zb4GcyjbibzaFQu59ESlUsxYPYQ5vaZxiP9ZceRoRFEhkRkXnV0dNsh2v1/npy+0ecN2nTXHXC6fPoyRQzqrYhXESLCjOfnmMgYo7GtiFcRIvX1lvAogfmj52eWXXVwFWF3wvBt70vDVg2p518PWztbHJwcCP4ymM8+zP29xmlhD7HxLJr5u41HEdLCs78MPfHYOQqU8ELj4oxDg1qk3gsjPSoGgLhd/2DvU4W4rbuzXT632vV5g7YG9VnUpD4jw/LvMmJD5vKDrPOBcZnCnm7EmvTdxNgErh6+QGVfb0IuG99fffyXfxj0zdjMhyXlhpw5tZ6cDg+bJpt5OpRy5/Q1ipb2xO3Vomhttfi0a8y5nceNypzbeZy6nZsBUMqnPElxCcQ9iOb3OeuZ2mgo05sOZ83wBVw5eD5fElOAyFPXcSrjSaESRdHYainZoSH3dhjH6fCKO01WjuDw8CU8uh6aL3GYunX6GsVKe+Gur7+67RpzZucxozJndh6job7+yvhUIDEugdgHzzeJ2LV6OxMDRzMxcDTH/zxK0y5+AJTzqUhCXILZHe4Lh85RP1B3n8VrXfw5sfNfADxKPXm4UOnqZbGxteFRVBxObs44ODsAYGtXgOpNa+b5QQ5xJ69iX9aLgiWLodjaUKxjEx7uMK43u1eKUP2bYC4OXUiiyf3LtkWcM8sUDWxA+M//5CmOx/JrO1b1rUXA4A4seff/sXff8Tnd///HH+/EjCQyjERRe4/EiFWS2KJUq0vtrUZVJai2YqtRq9QqNapK0ZZSpfZWxKwiZpGEJDJl5/z+uI64cuUKGfTy+35e99utt5K8z3We3tfrfc55n3Ouc00nKT4xVxlN3Tt7HaeyLhTWx0S1Dg25YjJ2X6SsrP/qn6ep1dnwQJ4S7hVIiI5Lm5zaOBveQ/sSzlRuW5+LvxqeARdz/yGlG1YFoEyT6oTfzPpY3rNmB+N9/Bjv40fAzhM0fssLgHLuFXkU/YhIM+/XP0cvUk8fB407exGw869nrqf39MEEBd5h5/KsP5dux+rtaQ8wOrHzOF6dvQGo6F450zF68eh5Gvk0AcCrc3P+2mWYqDgYfX6wQu2KKCsroh9GE3rvAZXcK5OvQD4Aajapzd3Af7Oc8UWNg6JlnmxTarWsR/C1e09p/WzRAdewKedCgdJFUXmtKd6psZnthzM1V4zk7yEL020/4u+GYl+nIlYFDX3k1LQGsVfv5iqPab/VNdNv53edpIHeb2Wy2G/ndv5F5UY1AChW1tWwLTYzMQXYu2YHE338mKjXfiOj2o/LpPYvH71IXaPaP6PX/pldJ80uv3nGD4xqNJAxrw1m6bC5/HPkAt+OmA9A5P2HVG5YHYAqjWty/2bWnzlx7+x1HI22JVU7NOTqrhd3q2Rm/ly9g899RvJ5JvtRc0+YvmS0H33NaD/qXKIIw5eMYsmIeQTfeNIXkQ8iCA8KxaWc4YFP1ZvU4u7VrI/Rl9Fvq35jaNuhDG07lKN/HKVFZ8NJkiruVYiNjs0wqQc4d+QcTdsb9g0t327J0Z2Gz+0Wsi9keJ4F0LZLW84fP8+jmEesnL6S7h7d6dW4F18O+ZKzh8/maGIKEH/+MnlfLUGeV4pD3jzY+3gSu/dYujZ5S7um/Tl/tQqovHlIjYgiOeg+BWpXQRUw3Ipt09CNxGvP9/3buuo3BrcdyuC2Qznyx1FaGvXno+hYwnP5pPOsum0yP6iTyfygvsn8IOpBBIWc7CiYdryYl0pNanJf3+4b7w9qtKxLSA73B8rSt4r9L1JKxQA9gIGAD+AEnAQaAFWA34FqwC39z0s1TduU2etlduUUDE/jfUN/VPSJDXv5c+EvNOraEoCjaw0f2n9rYm+qeLqRFJfAOr/FGb4apnzDanj1fz3tq2RqtqnPm+N7YetkT1xULHcv3WJpj2kZ1t0gwTqLPQKuzWs/+SqZH/dzad6vlO9hGLTXVu+m/qx+lGzvQewdw/35WkoKu9p+AUDDb4ZQrHFV8jvZEf8giguzNnJj3f6nrm9f/qw9Gry6lzvv6P13ZMNediz8maZdDWdfD67dBcD7E/tSzbM2iXGJrPb7htt6//WZP5xKDath62hHVGgkv83ZwJENe5+5zmgt+am/7zmpP7U8DV/1sNR3ATfOG27r9l35Gd+O+oaI+w8pWqo4QxfoXyVz8QaLPp5LcmIyrw96k9c6e5KSlEJiQiLrpqziysl/KFXlVQbOHoaVlRXKyorjvx3ml/kZr370i8/ae+rUwp0KkwxfBRG0bi+3526mRA9Dv91bvYvKswdRpH0DEh6/n8kpnGpj+Bogt18nktfRDi05mUD/VUQcvJClda4vmPn5nhfxPk7YN588+fIQq581vxFwlXWfLcuw7pJa3izlN1Xeuzatxhm+fuHshv0cXvArdboaxsTptbspVLQwfbZOJr9tQbTUVBIfJbCk5SgSs3sbag7XD9BmUi/Ke9ZK+yqZoPP614789AUFHe1ITUrmz8lruXnY8Jj+kvUq0Xp8D6ysrUhOSGLH59+lff2MqWsq4an5uk3sRw1PNxLjEljh9w039XHw8XdjWTl6kT4OijHw6xEUcrDl9sWbLBsxj+TEZOyLOjBuy3QK2hZE0zTiY+P5vNXHlKryKp9unMy/l26haYZbkTfN+IHz+mfKHovSnn4yot+kgbh5Gr6m4hvf+VzTb1cbu3Ici0Yt4OH9cMNXySzww9bBjpsXrzPv469ITkymbc/2tOnWjpTkFBLjE1k1eTmXTxmejP7uiC40eb0pKSkp3Lh4nUWjv057oM5jRVWBTHO9iHEwYNFIipdzJTVVI/xuKD98tjTTq4Zvx2Xtll3nFm5UmtQTrK0IWrePm3N/5pUehv3W3dV/UmX2QIq19yDeaPvxV5uxAJT1e4fibzRCS0kl+vwNLn2yBC3x6dvUTQWffhxU3cudt/V+O5pJv71n1G9rjPqtt0m/bdP7zTqvNd1nDKZktVdJTkpm85Q1XDl6McO6E8n4GbwPjGr/O79vuKXX/nC99iPvP6SISe1/q9f+05Z/rHLD6rTu3zHtq2Qq1KtCF//eWOWxJikhibWfL+PWheuU1zKvNWPlvWvTclw3lLUV5zbs58iCLbh3NdwuGbB2D4WKFqbX1knptmXLWo4mMSaON+YPoXSjqhR0tCU2NIqDczZxbv3T9+8Af/P0BxH1nNSfmvp+dNlT9qND9P3oLaP9aN/pg6nfriGhdwyfbUxJScG/wygASlcrQ9/pg8mTNw8Pboew1HdB2sOTHltxalaW+u1Z/Py/5K+Ac0REROHs5MDgvt3p3CFnt1E+1tF9yFN/P3jyYOp51SM+Lp45I+dw9ZzhKvHEVROZO2ou4SHhuJR2SfsqmWsXrjFz+EySEpOoUqcKvnN9SU1J5fbV28z1m0uMycPCajasSeeBnUXB4BsAACAASURBVDN8lcw826zPVQo1q0/RTweClRVRm3cSvuRHCr/nA0Dk+u049nsH+zdaoiUloyUk8mDmt2lfJeM8tBt27TzRUlJIuHSNkM/noiU9/XhxWEzWP4pgaojenwlx8Xxl1J+TVk1kjt6fb/TuyDsfvoNTUUciwiI4secv5o6al6XXr2JdONPfVfNy483HXyWzYS+7Fv5CE31+cFifH7w9sTdV9W3FD36L+ff8dUpUKU3Xrz5MO14M2HaUP+ZvBqDPohEUK1cCLTWV8LuhbPjs20z3B/Nu/phpx8nk1AKUUtGAPTADaIfhyuhkTdPWK6W8gHHAAwyfOT0ADNYeHymZ8bTJqSVlZ3L6X8vq5NQSnjU5taSsTk4t4WmTU0vK6eT0f92zJqeW9KzJqSU9bXJqaVmdnP7XnjU5tSRzk9OXRVYnp5bwrMmpJT2vyemL8KzJqaVkZ3L6X8vN5PRFe9rk1NKeNjmVz5z+x5RSzkC4Zjgr4Kf/l0bTtH3Avv8+mRBCCCGEEEJYjnzm9D+klCoBHAVe3tNmQgghhBBCCGEBcuX0P6Rp2j2gkqVzCCGEEEIIIcTLRq6cCiGEEEIIIYSwOJmcCiGEEEIIIYSwOJmcCiGEEEIIIYSwOJmcCiGEEEIIIYSwOJmcCiGEEEIIIYSwOJmcCiGEEEIIIYSwOJmcCiGEEEIIIYSwOJmcCiGEEEIIIYSwOJmcCiGEEEIIIYSwOJmcCiGEEEIIIYSwOJmcCiGEEEIIIYSwuDyWDiBy7yFJlo5g1m/5Ei0dIVO2L3Hpx5Ns6QiZ2lDw5e23vChLRzAr1dIBnuKkFmnpCJlqqjlYOkKmblpZWzpCpvK9pOMAYGPBl3M0lNXyWTpCpg5qEZaOkKlKqoClI2SqOjaWjpCpju5DLB0hU1sCFlo6glkD6vlZOkKmGli/vOPgHgmWjpAjcuVUCCGEEEIIIYTFyeRUCCGEEEIIIYTFyeRUCCGEEEIIIYTFyeRUCCGEEEIIIYTFyeRUCCGEEEIIIYTFyeRUCCGEEEIIIYTFyeRUCCGEEEIIIYTFyeRUCCGEEEIIIYTFyeRUCCGEEEIIIYTFyeRUCCGEEEIIIYTFyeRUCCGEEEIIIYTFyeRUCCGEEEIIIYTFyeRUCCGEEEIIIYTFyeRUCCGEEEIIIYTFyeRUCCGEEEIIIYTF5bF0APHifeDfh1redUiMS2S579fcungjQ5siJYsxaMEIbAvbcevidZaOmE9KUjIu5V+h78whvFq9HJtn/cCOZVvSLaesrPDfOp2HweHM6zstW7m6j+9Lbe86JMQlsNR3AbcuXM/QpmipYgz5+hMKOdhy88INFo+YR0pSMo07NaP9oE4AJDyKZ+VnS7l96Wa6XBN/m8HD4HBm95marVzVPGvz7rjeKGsrDq/fzc5Fv2Zo865/b6p7u5MYl8Bq32/4V+/T7jM+pGbzOkSHRTKpjW9a+7c+7UbNlnVJTkwm9HYIq/2+IS7qUbZyPdZnfH/cveuRGJfAAt+53DDTb8VKFWfE177YOthx/cI1vh4xh+SkZKo3rMGoZZ9x/98QAI7vOMrG+esBsLEvxIfTh1K60qtoaHzjN58rpy9nOVc1z9q8o/fbkUz67R2935JM+q2bUb9NNuq3vgs+pli5Eno+Gx5FPWKaz6isd5auqmdt3hrXCytrK46u38OfZrJ19u9FNf09Xeu7iDsXb+Dg6kz32UOwK+qAlprKkXW72f/d7wC8Uu1V3pvSnzz585KanMKGL5Zz++y1bGcr71mLNv7dUdZWBPy4jyOLtmZo02Z8Dyp41yYpLpEtvksIvnATAI/ebXDv4o1SitPr9nJixQ4A3lowDOdyrgAUsLchPuoRy3zGZjtb/wkDqOtdj4S4BOaNnMv1Cxn/fcVKFcdvwSi91gKZ8/FskpOSeXPgWzTr5AWAdR5rSlYoSQ+3rsRExjBs5nDqtahPZFgkH7Uaku1cxsp41qL5eEP/nf9xHye+Sd9/TuVdaTtrAMVqlOHQzJ84uXQ7AHauTrSbM4hCRQujaRrnftjL6RV/5CqLqaqetXlbr7sj6/ewy0zdve3fK21bssao7nrMHoK9XneH1+1mn153uVHFszadxvXEytqKY+v3sGfRlgxt3vTvSVU9zzrfRdy9eDPtd8pKMWLrVCKDH7K87wwA2n7yLjVa1UXTNGJCo1jnu4io+w+zne1l3+4+VtazFi308Xrux30cX5Sx3trNGkDx6mU4OOsn/jKqt/aP6y1V4+wPezn1Xe7rbYDJGL1mZowW18eonYMd1y4EMttojHqZjNFubl0p7FyYUQtHpy3vUtqFtbO/Z8vyjPWSFTntM4C2M/tTvrkbj8Ki+K71pzla/7OytfTvjpW1FWd/3McxM9na69kOzPqJE0bZfIyyLX+O2QZNGET95vVJiEvgq0++yvQ9HbNwDHYOdgReCGTW8FkkJyVjW9iWEbNG4PqqK4kJiczxncOty7fSlrOysmL+tvmEBocyvvf455bZ2OdTZ3Pg8AmcHB345fvFL2Qd5ryoY92ZhxYRHxNHamoqKckpTOw4OsPrZqaCZy18xhlq//T6fRw0s3/38e9BRX3//rPvEoIu3sS5nCvvLhiW1saxVDH2ztnI0RU7eGfBMIqY7N8X5WD/DtDFvw81vd1JjEtkhe8CbmfSZwMWjKBQYVtuX7zOtyO+JiUpOdPl8+TPy+j1E8mTPy9W1tac+v0oW+ZsyFYuuXL6f1wtrzoUL+vKGK+hrBy7iO5TBpht986Y7uxc/htjvIcSGxlDs/daABAbEc0P45dnmJQ+1qp3e4IC72Y7V21vQy5fzyGs+HQxvSebz/XemO7sWL4VPy9DLi8914N/Q5jy7hd81vYTfpn/E32mDUq3XJs+7bkXeCfbuZSV4v2JfVnQayoTW42gfscmuFR4JV2b6l7uFCvrgr/XR/wwdildpvRL+93Rjfv4umfGyfClQ+eY1HokU9r5EXIjiDaD38x2NgB377q4li3BMM+BLP50IQMmf2i2XbcxPflt+RaGeQ0iNjKG5u+1SvvdP3/9jZ/Px/j5fJw2MQXo49+fM/tPM7zFYHzbDudONvpPWSne0/ttUqsR1HtKv433+oi1Y5fyvlG/Hdu4jwVm+m350LlM8xnFNJ9RBPx+nDM7jmc5k3G2dyb2YXGvaUxt9Ql1zWSr5uVG0bIuTPIazvqxy3h3Sl8AUpNT+HnyGqa2/ITZb35O0+6t05Z9Y0xXfp+3kRk+o9k+ewNvfNo1R9naTurFDz1nsKjlKGp0bESRiumzVfCujVNZFxZ6jmTbp8vxmdwbgKKVSuLexZvlHcexpO2nVGzhjlOZ4gBsHvo1y3zGssxnLJd2/MU/O/7Kdra63vVwLVOCQc0GsHDMAj6cMthsu56f9mLLt7/yoecAYiJjaanX2s9LNjOi3UeMaPcRa6av4uKxC8RExgCw+6c/mdDDP9uZTCkrRcvJPdnUcwbftRhFlY4Nca5YIl2b+IhY9vivSZuUPpaaksq+yT/wXYvRrH1jPG49WmZYNrfZ3p3Yh296TWPyM+pugtdw1o1dxvtGdbd58homt/yEWW9+TjOjustNnrcm9mFpry+Z3mokdTo2objJa1b1cqNIWVemen3MT2OX8bbRGAVo1rsd9wPvpfvZ3qVbmdVuNF/5jOHvPadpPfytHGV7mbe7xjlbTurJTz1nsLzlKKpmUm+7/dfw17KM9bZ38g8sbzGa7zuNx/051Ftd73qUKFOCgc8Yo70+7cWv3/7KQH2MtjIao8PbfcTwdh+xavoqLuhj9O71u2k/H9H+YxLiEji642iOMuamzwAu/HSAjT1n5mjdWcnWelJPNvScwbKWo6iWSbZd/ms4YSbb+Z8OsOE5Z6vvXZ8SZUvQt2lf5o+ez9CpQ8226/NpH3759hf6NetHTEQMbd5vA8B7Q9/j2sVrDG49mFkfz2LQ+PTHRm/0fYPbgbefa2ZTnXxasXj25Be6DlMv+lh3ehd//H18szUxVVaK1yf2Yk2vGSxoNYqaHRtR1GS7VtGrNs5lXZjnNZItY5fTYYph/x52PYhFPmNZ5DOWxa9/RlJ8An//cRKAn4Z+nfa7v3//i0s52L8D1PRyp1hZV8Z6DWP12MV0y6TPOo/pxq7lv/GZ9zBiI2Np+l7zpy6fnJDErA8mMKGdLxN9fKnh6U4594rZymbxyalSqpdSakEOlhuvlPJ9dst0yxzJ7nqe8Xpp2ZVSg5RSPZ7RfqVS6m0zP/dSSv32PLM95t66Pkc27wfgesBVbOwKUbioQ4Z2VRvX4OR2w87n8KZ91GntAUB0WBQ3zl0jJTk5wzKOLk7Ubl6HAz/+me1cdVp5cGjTPgCuBVzBxr4QhYs5ZmhXrXFNTui5Dm3am5br6qnLPIqKBSDw9BUcXZ2Ncjnj1rwu+3OQq4xbBR7cCib03/ukJKVwcusRareun65N7db1OLb5AAA39D611/s08MQlYvUDcGOXDp4jNSVVX+YKji5O2c4GUL9VA/Zt2gvA1YDL2NgXwsFMv9VoXIuj2w8DsG/THjxaN3jq6xa0LUjVBtXZ/eMuAJKTktP6Nyse91uY3m+nzPRbrdb1OK73280s9puxuu0bcXLL4SxneuxVtwo8uBWSlu301iPUNMlWs3V9ThhlK6hni3oQwR39TGJCbDwh1+5SWH/vNKCAbUHAcPYyMiT7V4tKuJXn4c0QIv59QGpSChe3HqNyq7rp2lRqVZdzmw4CcDcgkAL2NtgWc6BIhRLcDQgkOT4RLSWV28cvUblN/QzrqNa+ARe3ZH/T59G6AXs37QHgSsBlCtkXwtFMrdVqXIvD2w8BsGfjbhq2aZShTdOOzTiw5UDa3/8+cZGYiOhsZzLlovdf5G1D//2z9RjlW6fvv0dhUQSfu05qckq6n8fej+C+fgU6KTae8MB72OZwXJpTxq0CoSZ1VyvDmMha3QVfu4tDLrOVdqtA6K1gwvU8AVuPUKN1vXRtarSux0k9z62AQAra2WCnj9HCLk5UbV6HYz/uSbdMQkxc2p/z2eRH07Kf7WXf7j7m6laeiJshROrj9dLWY1RolUm9JWWstxC93hJj4wkLvIdt8dzladi6AXv0MXo5i2N0dyZj1NNkjD5Wu0ltgm4H8eDugxxlzE2fAdw5cZm4iKfvG3LK9fH2Q8/299ZjVMxGtn9PXCb+OWdr2LohuzftBuCfgH+wtbc1+57WblKbg9sM+4U/N/5JI/09LV2xNGcPnwXgzrU7FC9VHIcihnFSxKUIHs09+GPd871DxFQ9t5oUtrd7oesw9SKPdXOqpFt5wm+F8PDfB6QkpXB+6zGqmOyfqrSuy5nNhvfxTkAgBexssDXJXa5JDR7euk/k3dAM66jRvgHncrB/B3BrXZ+jm/cBj/vMxmyfVWlcg1N6nx3ZtA83vc+etnzCo3jAcEeGdR7rbO8XLD45/S9pmtb4Bb72Yk3TVr+o188ph+JOhN97UtAPg8NwdHFO18bW0Y5HUbFpO/GHQWE4ZGGn2WVcHzZMW0NqDo5GHF3S5woPDsPJZJ2mucKDwnAyyQ7g9X5Lzu0LSPt7N/8+/Dh1Namp2c/lUNyJh/fC0v5uri8MbdL3aXYOHBu/05yL+85kOxuAs4szYfeeHCSEB4fhXDx9n9g52hFr1G9hJv1WqU5lZv0+j89W+VOyYikAipd2ISoskiGzhjNz+1wGTR9K/oL5s5zLXL8Vfo79VsGjKlGhkTy4GZzlTMbrjTDKFhEURuHi6Xf2hYs7pm8THJY2CX3MqWRRXqlWlltnAgHYPGEVb3zajQlHFtJpbHe2zliX7Wz2Lk5EBT1Zb1RQOHYu6bPZuTgRZZQtKjgcu+KOPLhyh9IeVSjoYEueAvmo4O2GfYn0mUt7VCE2NJLwmyHZzubs4kxo0JP3KzQ4DGcX01qzN6m10AxjNF+B/NTxqpt2suR5snNxJPpeeNrfY4IMfZNd9iWLUKz6qwQFZP+27MwUNjsm0mdzKO6Yrk2EmTHhVLIoJauV5aZed7nJk34chGcYo/ambYLD08ZBp3E9+W3aWjQz2/t2vu/xxZGF1HnjNXbMzt7tW/Dyb3cfs3VxJDroSb1FmxmvWWFfsgjFq79K0Jnc1ZvpGA0zM0btHe2JMRmjpm3y62P0iJkx2rRjMw78mnHSmlXPq89eBLuXMJuzizOhRnUeGhRKEZci6drYm2x3Q43e0+uXrtO4neFQt5JbJYq9UowiroblB44fyPKpy0lNTf0v/in/qRd5rKtpGr5rxuG/dQaeXVo9s/1jdsWdiLyXfv9ub7IPsDdtExyOvUkN1uzQ0OwE9FWPKsTkcP8O4FDcmXDj7W5wOA5m+izOpM8c9T572vLKyopx22cy+9Ry/j50jhtnrmYr2zMnp0qpMkqpf5RSq5RS55RSG5VSNkqpukqp/UqpU0qpP5RSrnp7N6XUMb3tz0opR/3n+5RSc5VSR5RSF5RSHmbWVVQptUkp9Zf+X5NnxKutlNqjlLqqlOpv9Dp++vLnlFITjH4eo//fS8+zUf+3rVVKKf13PvrPDiml5mf1iqbxlVylVH99/Wf1f4+NUdOWSqmDSqkrSqnXzbxOIaXUCn35AKXUG5msb4BS6qRS6uTl6Iz3iBu1y/Az04MLc22edZqjdvO6RIdFmv2caFbkNJdpm6qNatDsvRasn2Y4L+DWvC5RYZHcfIG5yEF/PdZ2yJukpqRw4peDOYkHZled9X67fuEaHzbuh2+74Wxf+Rujl30GgLW1NeVqlGfn97/j5/MxCY/ieXNwhov8T8n17D7JUt9mol7HJjm6aqqv+FnRnjkG8tnkp++iT9g8cRXx+pWi17q14udJq/BvPISfJ63ig+mDMr5GDmR8P823CQ28x5HFW+m6dgwfrB5NyN+3SU1Of9BRvWMjLm7J4e14Zootq9mMebTy4NLJS2m39D5XWXhvnyWvTX46LhnO3gnfk2h0FTC3zNdUhkYZm5jUXb9Fn7DJqO5ynsdMnCy8n2ga1ZrXISYskjsXzO9rfp+1nkmNh3D610O81rNNDrK95NvdxxHMjonsvUZem/x0Wjyc3ROfR71lpd8yLmXapn4mYzRP3jw0aOXB4W2HcpEw93324mRhjP7Hcnts9NPCn7AtbMuCHQvo2Ksj1y5eIyU5BY8WHkSERRB4PncnuV5WL+pYF2Bq588Y/7ofs3tNpnmPtlTyqJbFTOZWl719qHVeayq3rMvF7Rk/0lSzYyPO53D/ntm6zRwcZZrvactrqalM9PHDr9FAytauQIlKpbKVLasPRKoM9NU07bBSagUwBHgTeEPTtAdKqfeAKUAfYDUwTNO0/UqpiYA/8LH+OoU0TWuslGoGrABqmKxnHjBH07RDSqnSwB9A1afkqgU0BAoBAUqpbfprVgQ8MGx5tiilmmmaZnrqzx2oDtwDDgNNlFIngSVAM03Tbiilsn8pxGCzpmnLAJRSk4G+wNf678oAnkB5YK9SqoLJsp8BezRN66OUcgBOKKX+1DQt3T2WmqYtBZYC9C7TOV01Ne/eFs8uLQG4cTYQpxJPzro5ujgTERJu3Jzo8Chs7AthZW1Fakoqjq7ORDzjgRYV61XBrWV9annXIW/+vBSwtWHAnI9YOmJ+psu07NEWr/cNZ52un0ufy8nFmYcm6zTN5eTqzEOj7KWqvErf6YOZ1XMSMfqtNZXqVaFOy/rU9jLkKmhnw6C5w1n88byn/nseexgchmMJo1uEXZ2JNMkVERyGY4kigOFhQYY+ffYtnQ07e1KzRV3mfjAxS1kea9vDhxbvtwbg2rmrOJcoClwCDP0Wfj/9+xkVHkUho35zNuq3OKODoYC9p7CeNAg7RzvCgkMJCwrl6pkrABzbfoROgztnOWNEFvrtoZl+y8qtsFbWVri18eDLDmOynMc0m4NRNgdX5wwPbIkIDk/fxiibVR5r+i4eyclfDnHujxNpbTw6e7JpwkoAArYdo8uXA7OdLSo4HHujW9LtXZ2ICYlI3yYoHHujbPYuTsTcN7Q5s34/Z9YbbmXy9nuXqOAntaCsrajStj7fvv55lvP49GhPqy6GyUXguatpZ9wBirg4Ex7yrForkm6MAjTt0IyDv+7PcobsiA4Kx87oarGtqxMx2XgYj1UeazouGc6ln49wdcfJ55otK2MiIjg8XRvTuuuv191Zo7rLeR6TGnd1yjAOIjOMAyciQx5S26cB1VvWpaq3O3ny56WAbUG6zhnC2hEL0y1/+tfD9Fsxmj/mbMxWtpdxu2tOdHA4dq5P6s3O1YmYbNzOb5XHmk6Lh/P3LzmvN58e7Wmjj9GrJmPUOZMxamsyRk3bNOvQjANmxmhdr7pcu3CNiNCIDL/Lqtz22YtkLlu0BbK93vN12nZpC8CVs1coYnRsVMS1CGEhYenaR4ZHptvuFjF6Tx/FPGLOyDlpbVceWUnIvyF4dvSkYauG1PeuT978ebGxs8Fvnh8zh7+Yz/P+F/6LY10grU10WBSn/zhOudoVuHLi72cuFxUcTuES6ffv0ffTj6VI0zYuTkQbHQNU9HIj6MJNYkOj0i1nZW1FtTb1Wdwh6/t3AO/ubWnaxfA525tnr+FkvN11ccrQZzHhURTMpM8eBoc9c/m4qEdcPnaRGp7u3Lvyb5ZzZvW23n81TXt82eJ7oA2GSeAupdQZ4HOgpFKqMOCgadrjrdwqoJnR66wD0CeK9vrky1hLYIH+mlv0Nk+7cf1XTdPiNE0LBfZimJC21v8LAE4DVTBMVk2d0DTtjqZpqcAZDJPGKsB1TdMenx7O6eS0hn519DzQFcMk+LENmqalapp2Fbiur9NYa2CM3gf7gAJA6eysfM+aHfj7+OLv48vpnSdo/JYnAOXcKxIX/YjIBxl3NP8cvUA9H8NnFpp09uL0zqcfDG2csZaRjQbg99qHLBo2h0tHzj91Ygrw5+odfO4zks99RnJq5wle6+wFQHn3SjyKfpThYATg0tELeOi5Xuvszeldhg9+O5cowvAlo1gyYh7BN4LS2m+YsZbhDfvzyWuDWDhsNn8fOZ/liSnArbPXKFbGFeeSRbHOa029Do05tyv9QcS5XSdp+JahrMvqfRplpk+NVfOsTetBb7Co33SS4hOznAdgx+rtaQ8wOrHzOF6dvQGo6F6ZR9GPzG5cLx49TyMfw40HXp2b89cuw1k3B6PPE1SoXRFlZUX0w2giHkQQFhRKiXKGD+vXbFKbO1ezviEx7be6Zvrt/K6TNND7rUwW+w2gyms1Cbl+j4jg8Ge2Nef22WsULeOCk56tTofGnDeTzcMoW7xRtg+mDyIk8C57l29Lt0zk/YdUaGg4g1qpcY0c3XJ87+x1nMq64FCqKFZ5raneoSFXdp1K1+bKn6ep1bkpAK+4VyA+Oi5tcmrjbA+AfQlnqrStz8Vfn9z6U+61GoRdu0d0Nvpt++ptaQ8xOvbHUbw7Gx58UMm9MrHRjzKcQAI4f/Q8TXxeA6D52y04vvNY2u9s7Gyo3rBGup89T8Fnr+NY1oXCev9V6dCQa7tOZ3n5NjP7ER54j1Pf5v5JuKZu6XXnbFR35saERyZjouv0QQQH3mWPSd3l1L8m48C9Q2MumNTahV2nqKfnedW9AvHRj4h+EMG2GT8ysdEQJr82jDXD5nP1yMW0iWmRMi5py1dvWZf719I/MCkrXsbtrjlBJvVWtUNDArNRb21n9CMs8B4nc1Fv21dvS3tY0bE/jtJcH6OV9f2BuTF6zmiMtjAzRms0rMExM2O02Rue7M/FLb2Q+z57kYL07e/jbNUslO23Vb8xtO1QhrYdytE/jtKis2HyUMW9CrHRsebf0yPnaNresF9o+XZLju40XEErZF+IPHkN153admnL+ePneRTziJXTV9Ldozu9GvfiyyFfcvbw2f+vJ6bw3xzr5iuYnwKFCqT9uUbT2ty5krUHSt09ex2nMi446Nu1mh0a8o/JNvfyrtO4vWV4H0s+3r8b5a7ZsRHnt2a8pbfcazUIvX4v3QnprNi7ZgcTffyY6ONHwM4TNHrLy/B6T+mzy0cvUlfvs8advTiz03AcfmbXSbPL2zrZU9DecMNo3vz5qNqkFsHXsvfg1KxeOTW97h0NXNQ0Ld2n6vXJaXZex/TvVkAjTdOyeq+LuddTwDRN05Y8Y9kEoz+nYOgLcxepc2Il0EnTtLNKqV6Al0lGnvJ3BXTWNC3r3+HxFOf2nqaWdx2m719IYlwCy/2enOke8d1nfDf6GyLuP+SnL79n0NcjeGtkF25fvMHBDYYP5NsXdcB/ywwK2hZE0zRa9Xmdz1oNz/UtZmf3nMLNuw6zDnxDYlwCy3yfPBPLd+VnfDvKkOvHaWsYsuAT3vb9gFsXb7B/veEhR52Gv4utox09JxmeDpaSkoJ/h+x/xYip1JRUfhy3gmGrPzN8/cOGvQRdvUPTroYrvgfX7uLC3gBqeNdh4v75JMYlstrvm7Tl+8wfTqWG1bB1tGPq0UX8NmcDRzbs5b0JfcmTLw8fff8FYHigx7rPlmU73+k9J6njXZcFB5aQEJfAN75PTgiMXTmORaMW8PB+OGumrWTEAj/e9+3GzYvX2b3e8KCjhj5NaNOtHSnJKSTGJzJ32JOd03L/pQyf9wl58uYl5HYwC32zPqlPTUll/bgVDNX77Wgm/Vbduw4T9H5bY9RvvY36bcrRRWzT+w2gbodc3NKrZ9s4bgWDV481fIXGhn0EX71Dk66GM66H1/7J33sDqO7tzrj980iMS2St3yIAytWrjEfnZty9dItR26cD8NuMdfy97ww/jllCZ/9eWOWxJikhkR8/XZrtbFpKKjvGreSD1aNR1lac3bCfB1fvUqer4eDk9NrdBO45QwVvN4YcmE2y/lUyj72zeDgFHe1ITUrm93EriTf6mozqHRpxIRe3/Jzac5J63vVYfHAZCXEJfO07N+13VaWkegAAIABJREFUX6wcz8LR8wkPCWfVtO/wXTCarn7duH7xOrvW70xr17BNI84cCCAhLiHda4/82o8ajWpi72jP8uMrWTd7LX/qNZodWkoqu79YRec1o7CytuL8+v2EXblL7W6GA/az3+/Bpmhhuv82iXy2BdFSU6nbty3ftRhN0aqlqN65KQ8u3abH71MAODhjAzf2ns1Jd2WQmpLKhnErGLJ6LMqo7l7T6+7Q2j+5qNed//55JMUl8r1R3TXQ626MXndb9LrLTZ7N475jgD4OTmzYS8jVOzTS8xxd+yeX9gZQ1duNsfvnkRSXwDq/Z38NxOuju1C0XAm01FQe3g1l42ff5ijby7zdfUxLSeXPcat4Z/Uow1cXbdhP2NW7uHU11NuZtXsoVLQwPbY+qbd6fdqyvOVoilYpRY3OTbl/6TY9t+v1NnMD13NRbyf1MbpUH6PzjMao/8rxfK2P0ZXTvmPUgtF008foTqMx2qhNIwLMjNH8BfLj1tSNhZ9m+3mV6eSmzxJj4ugwfwilGlWloKMtHx6bz6E5mzi//vnciaGlpLJz3Cre07Od27CfUDPZem6dRH6jbN/q2TrOH0JpPdtgPdu5XGb7a89f1G9enxWHVhAfF5/uKujEVROZO2ou4SHhrJi2gjELx9DDrwfXLlxj54+G97RUhVL4zvUlNSWV21dvM9dvbmaremH8/L/kr4BzRERE0aJTNwb37U7nDtm/3T87XtSxrp2jPUOXGo4tra2tOfbrQS7sz9p2ODUllW3jVtJj9WisrK04re/f6+n795Nrd3Nl7xkqervx8f7Zhq+S8Xuyf89bIB/lX6vBlrHLM7x2zQ6NOJeL/TvA+b2nqeldh6n7F5AYl8B3RtvU4d+NZeXoRUTef8jGL9cw8OsRvDnyfW5fvMkhvc8yW96hmCN9vhqKlZUVykrx17YjnNtzymyGzKhnfeZLKVUGuAE01jTtqFJqGRAI9Ae66z/LC1TSNO2iUuosMFTTtINKqfFAYU3TRiil9gH/aJo2SCn1GrBI07Sa+uStnqZpQ5VSPwABmqbN1Nftpmma2SrQX7sTRrf16n+uAUwCWmiaFqOUegVI0jTtvlIqRtM0W6WUF+Cradrr+mstAE4C64ErQFNN024qpdbq+TN8NlRfzjj7eCBG07RZSqlQoBrwENgO3NU0rZdSaiVQDHgdKAvsByrouX01TXtdKTUVsMdwa7SmlHLXNC3AdN3GTG/rfVkkvzwfLMnAVr28X/H7QIu3dIRMFVMFLB0hU3me27ml56uo9vLW2kkt0tIRMtWUjE8NfFnctEqydIRM5XtJxwFAHC/ng1jKavksHSFTB7Wc31L7ojXNcPPby+PlrDSD/alhz25kIVsCFj67kQUMqOdn6QiZKsXLe1x0j4RnN7KQb29uzHRnldWjpktAT6XUEuAqhs9P/gHM16+W5gHmAheBnsBi/SFA14HeRq/zUBm+zsUew+dTTX0ELFRKndNf8wDwtKeMnAC2YbjtdZKmafeAe0qpqsBR/cPPMUA34P6z/pGapsUppQYDO/QJZk4/6PMFcBy4BZwHjG9NvoxhUlocGKRpWrzJh7QnYejLc/pDmm5imMwKIYQQQgghxP9ZWb1y+pumaaYPL8reigxXTn01TXu+T514zpRStvoVVwUsBK5qmjbnWctZklw5zT65cpozcuU0++TKac7IldOckSun2SdXTnNGrpzmjFw5zT65cpoz/79eOf2f+p7TLOqvP4zoIlAYw9N7hRBCCCGEEEK8QM88pa9p2k0yfuVLtmma5pWT5ZRSvYHhJj8+rGnakNxmMke/SpruSul/nUEIIYQQQggh/te8vPeb6TRN+w747n89gxBCCCGEEEL8Xya39QohhBBCCCGEsDiZnAohhBBCCCGEsDiZnAohhBBCCCGEsDiZnAohhBBCCCGEsDiZnAohhBBCCCGEsDiZnAohhBBCCCGEsDiZnAohhBBCCCGEsDiZnAohhBBCCCGEsDiZnAohhBBCCCGEsLg8lg4gcq8E+S0dwazSKS/vuY9reVIsHSFT1qqgpSNk6s04SyfI3OECL+fmLEalWjpCpl5RNpaOkKnbJFk6Qqb+TY21dIRM1VOFLR0hU3WSXs4xGmFt6QSZc7J+OffvAEmaZukImYpRL2+2ebYvb7YB9fwsHcGspSdnWjpCptq7D7Z0hEwVsXp5jyef5uWdPQghhBBCCCGE+J8hk1MhhBBCCCGEEBYnk1MhhBBCCCGEEBYnk1MhhBBCCCGEEBYnk1MhhBBCCCGEEBYnk1MhhBBCCCGEEBYnk1MhhBBCCCGEEBYnk1MhhBBCCCGEEBYnk1MhhBBCCCGEEBYnk1MhhBBCCCGEEBYnk1MhhBBCCCGEEBYnk1MhhBBCCCGEEBYnk1MhhBBCCCGEEBYnk1MhhBBCCCGEEBYnk1MhhBBCCCGEEBaXx9IBxItV0bMW7cf1wMraipPr93Jg0dYMbdr796CytxtJcYls8l3MvYs3AShgb8ObX/aneOVSaJrG5lFL+ff0VQAa9mxNwx6tSU1J5fKeAP74cl2ucpbyqkXjCd1R1lb8s24fZxamz+lQ3hWv2QMoUqMMJ2b8xLkl29N+l8/eBs+Z/XCsXBI0jf0jlxFyOjDHWSp51uaNcT1Q1lacWL+XfYu2ZGjT0b8nVfQ+2+C7iLt6n405NJ+EmDi01FRSk1OZ3/EzANp/+gFVW9YhJTGFsNshbPBbTHzUo2xnq+pZm7fH9cLK2ooj6/ewa9GvGdq87d+L6t7uJMYlsMZ3EXcu3gCg64xB1Gheh+iwKKa28U1r/0rVV3l/Sj/y2xQg7M4DVn38NfExcdnOZszJuzaVJvdCWVtxb+0ebn2dPmfxzq/x6tCOAKTExnN51HJi/r4FQKmBPpT4oDkAMZduc2n4IlITknKVp7xnLdr4d8fK2oqAH/dx2Mw4aDO+BxW9a5MUl8ivvksIvnATgAZ92+L+vjdoGvf/+Zdf/ZaSkpBE5wXDcC7nChjGSnzUI5b6jM12tkqetemo19tfT6m3ykb1ZjxG3/5yAMUrlwQNfhq1hNunr1LTpwGtPn6bohVKsOCNL7h7/nq2c1XzrM0743qjrK04sn43O83U2jv+vanu7U5SXAKrfb/hX73Wus34kJrN6xAdFslko1p7rGX/Drz1WXf83PsS+zA629mqetbmLX0cHF2/hz/NZOvs34tq+jhYq48DB1dnus8egl1RB7TUVI6s283+734HoNeC4RQrVwKAgvY2xEU9YobP6GxnA+g/YQB1veuREJfAvJFzuX7hWoY2xUoVx2/BKGwd7Lh+IZA5H88mOSmZNwe+RbNOXgBY57GmZIWS9HDrSkxkDEsPLycuNo7UlFRSU1IY+fqIbOV6PA6UPg6OZDIOKujjYIvROPDo3Qb3Lt4opTi9bi8nVuwAoNnHb+HexZtHYYb3ce/M9QTuPZutXE/j6lWL+pO6o6ysCFy3j4sL0mcu82Zjqg95HYDkR/EcH7OSiL9vP7f1myrtVYum4w19+Pe6fZz+JuO+quVXAyhaowzHZv5EgNG+qseROSTFxpOakoqWksKG9uNynaerfx9qe9chMS6RZb5fc0sfg8aKlCzG4AUjKFTYjlsXr7NkxHxSkpJxLf8K/WYO4dXq5dg06wd+X/Zk29Oqd3u83m+JUop9P+5i54ptuc76WDnPWrTW6/DMj/s4alKHzuVdeX3WQFyql2HfrA0cX7o9k1fKmUqetXhdPy76a/1e9psZBx3046LEuEQ2mhwXvaUfF6FpbBq1lNv6cVGjnq1ppB8X/bMngB25PC6yea0uxcZ+CFZWRG7cwcNvN6T7faHmDSnyUU+01FRISeH+tCXEn74IgEPPNyn8dlvQNBKu3CRk7FdoibnbjwJ84N+HWnq9LX9KvQ1aMAJbvd6W6vXmUv4V+ur1tnnWD+wwqreZhxYRHxNHamoqKckpTOyYs23vs3w+dTYHDp/AydGBX75f/ELW8SyDJ3xI/eb1SYhLYNYnXxF4IePxaseeHXiz35u8UqYEb9d6l6iHUQCUKl+SkV+NpEKN8qycuYqNSzblKkuP8X1x865LYlwCi32/5uaFjMcKRUsVY9jXI7F1sOXGhet8M2IeKUnJ1G3lwTsju5CaqpGaksKaCSu4fPISADb2NvSfPoRSlUqjAUv9FnD19OUs5/o/PzlVSjkAH2ia9s0z2sVommabw3XcBOppmhaak+VfFGWl6DCxN991m0ZUcBgfbpnMpV2neRB4N61NJS83ipR1YbbXJ5Ryr0DHKX1Y3Mmww2zv34Or+8+ybvA8rPNak7dgfgDKNqpG1Vb1+LrdGFISkynkbJ/rnE0m92TbB18SGxTOW9smcnPnKSKu3ktrEx8Ry+FxayjTpm6G5RtP6M6/+86xa+B8rPJak0fPmdMsb07szbJuU4kMDmPYlin8vesU9436rIreZzO8RlDavQJvTunLgk5fpP1+SZfJPDI54L5y6Dy/z/iR1JRU2o3pgvfgN/g9mzsuZaV4d2IfFnSbQkRwGH5bpnF+10mCjbJV83KjaFkXJngNp4x7Rd6f0pdZnT4H4NjG/exf9Qc9Zg9J97offDmQn6euIfD4JRq+40WLAR3YNjv9TjBbrBSVv+xDwLtTSLgXRv0/phH6x0lirzzJGX/rPqc7TSA5Mhbn5m5U+ao/J9t9Tn4XR0r1a8expp+QGp9EjaUfU7xTY4LW789xHGWlaDepF993nUZUcDj9tkzi8p+nCb36JE8F79o4l3VhgedIXnGvQPvJvVneyR+74o549G7DohajSE5IovPCYdTo0IizGw+waejXacu3+rwrCTk42aCsFJ0m9uZbvd6Gmqm3ynq9zTSqt4V6vXX078nl/Wf5fvDcdGM05PK/rB40m7em9stxn703sS/zu00mIjiM0Vumcc6k1qp7uVOsrAvjvT7Sa60fMzsZTsYc27iP/at20NOk1gAcXZ2p0rQmYXce5DjbOxP7sFAfB75bpnEhk3EwSR8H707py+xOn5OanMLPk9dw5+IN8hcqgN/WaVw+eI7gwLusHDovbflOn3UnPjr77ydAXe96uJYpwaBmA6jkXpkPpwzG742RGdr1/LQXW779lYNbD/Dh1CG0fK8VO77/nZ+XbObnJZsBqN/Sg4593yAmMiZtuc/fG0u0fqCSHcpK0XZSL9YajYMrZsaBU1kXFurjwGdyb1Z08qdopZK4d/FmecdxpCQl88Hq0QTuCSD8ZggAx5f/zrHnPIF4nNljak92v/8lj4LCabd9Inf+OEWk0b4h5t8H7Oo8mcTIR5TwrkXDGX3Y8fr4557lcR7PyT359YMviQkK593fJnJj1ykeGuVJiIjlgP8aypnZVwH8/O4U4h/GmP1ddtXyqoNLWVdGeQ2lvHtFek4ZwMROn2Zo996Y7vyx/DeObz1MzykD8HyvBXu+/4OYiGi+H7+cOq0bpGv/SqVSeL3fkglvjCY5KRnfVV9wds9pQm4G5Trz4zr8Qa/DPlsmcdWkDuMiYtnpv5rKmfRhbtffcWJvluvHRUP04yLTba5zWRdm6cdFnab04Rv9uKiDfw+u7D/LDybHReUaVaNaq3rMe07HRVhZUeyLIdztO5akkFBe3TCf2L3HSLz25MTLo2NnuLXnGAD5KpWlxJyx3GzfnzzFnHHs9gY3Xx+AlpCI6+yx2Pl4EfXLrlxFquVVh+JlXRnjNZRy7hXpPmUAk83U2ztjurNz+W+c2HqYHlMG0Oy9Fuz9/g9iI6L5Yfxy3E3q7bHpXfyJycHJyuzo5NOKDzp3ZOykWS90PZmp712fV8qWoHfTPlRxr8JHU4fyUcePM7S7ePJvju8+wcwNM9L9PDoimm/8F9G4TaNcZ3HzroNL2RJ84jmYCu6V6DN5IOM6ZTwp0GVMD35fvpWjWw/RZ8ogvN9rwZ/f/8GFw+c4tesEAKWqvMrwhb74thgGQA//fpzdH8C8D2dinTcP+Qvmy1a2/4Xbeh2AwZYOYQkl3SoQfiuEh//eJyUphXNbj1K1dfqNfdXWdQnYfBCAfwMCKWBng11RB/LbFqSMRxVOrt8HQEpSStqVvgZdW3Jg0RZSEpMBiA3L/oGSsWJu5Ym6GUL07QekJqUQ+OsxypjkjA+L4sHZ66Qmp6T7eV7bgrg2qMw/6ww5U5NSSMzBJOGxUm4VCL0VTLjeZ2e3HqV663rp2lRrXZfTep/dDgikoN5nT3P14HlSU1L1Za7i4OKU7Wxl3CoQeiuEMD3b6a1HqNW6fro2tVrX58TmAwDcDLhKQbtC2OvZrp24xKPIjAdFxcq5EnjccLbrn0PncWtnfseRVfZ1KhB3I4T4W/fRklII+eUIRdqmzxl58grJkbGGP5+6Sn5X57TfKWsrrArkQ1lbYW2Tj4Tgh7nK84pbeR7eDCHiX0N9Xdx6jMqt0tdX5VZ1ObvJ8J7eDQgkv70NtsUM/WZlbU0ePU/egvmJDsmYp1r7BlzYciTb2Uq5VSDMpN6qmdRb9dZ1OWWm3vLbFqSsRxX+Wr8XSD9G71+7R+j1nB9IlnGrwINbwWm1dmrrEWpnqLV6HDeqNRujWgs8cYlYM7UG0PmLnvw8bS2g5Sjbq24VeGAyDmqaZKuZyTiIehCRdidBQmw8IdfuUtjMWHRv35BTWw7nKJ9H6wbs3bQHgCsBlylkXwjHYo4Z2tVqXIvD2w8BsGfjbhqaOdho2rEZB7YcyFEOUyWyMA4qtarLOaNxUEAfB0UqlOBuQCDJ8YloKancPn6Jym3qm1vNc+XsXp7omyHE6PuGm78eo6TJhCX05FUSIw11H3o6EBvX7G9bs6q4W3kib4YQpee5uuUY5Uz2VXFhUdw/e53UpJRMXuX5qdO6Poc3G07cXdPHYGEz+6KqjWvw1/ajABzatI86rT0AiA6L4sa5a6QkJ6drX6JCSa4FXCExPtFwFfD4Req28XgumUu4lSfcqA7/3nqMSiZ1+CgsiqBz10l5AX1o2OY+OS46+xyPi/Y9x+OiArUqk3Q7iKQ7wZCUTNT2/RRqnn4boT2KT/uzlU0BNM1om2ptjSqQD6ytUAXzk3w/LFd5ANxb1+eIXm/Xn1FvJ/V6O5yFevsv1XOrSWF7O4utv3HrRuzatBuAfwL+oZC9LU7FMm6zrl28RsidkAw/jwiL5MrZK89lbNRt5cHBTYbjh8CAK9jYF8LBzL6qeuOaHN9uOL45uGkv9fSTCwlG9VfApkDaHr2gbUGqNKjGvh//BCAlKZlH2Twu/1+YnH4JlFdKnVFKzVRK+Sml/lJKnVNKTTC3gLk2SqkySql/lFKr9J9vVErZGC02TCl1Wil1XilVRV/GSSn1i97+mFKqlv7z8UqpFUqpfUqp60qpj4zW3U0pdULPu0QpZZ3Tf7h9cUci7z3ZIEUFhVO4uJOZNuFP2gSHY+/iiFPpYjwKi6bzrIEM2TaVN7/sn3aGsEg5F8p4VGbQLxPpt/4LXqlVLqcRAbBxdSQm6EmG2OBwCrlmHCDm2JcuSnx4NF6zB9B5x2SazeyXqyunhU36LDIoDPvijiZtnIgwahMRHP7kAFfT6L/mUz7aOoUGXZqbXUf9d7z4Z1/2b3srXNyJh0brfRgURmGTbA7FHdO1iQgOe+ZEOOjKv9RsZZgQ1fFpiKPRRDEnCrg4EW+UIeFeGPldMn8/S3zgTdieM4a2wQ+5veg3mpz+htfOLSE5Ko7w/edylcfOxYnIoPTjwM4kj52LE1FGmaODw7Er7kh0yEOOLt3Gx0fn88lfC0mIfsT1g+fTLVvaowqxoZFpV5Gyo3Bxx3S1FGnmPbUv7pS+JoPDsXdxwql0MWLDonhn1iA+2jaNzkZjNLcczNaak5k2T24WeZiFWqvZsi6RIeHcvXQrV9nSjT8zfWbarxHBYRkmoU4li/JKtbLcOpP+lqryHlWJDo3kwc3gHOVzdnEmNOhJv4QGh+Hskn5M2TnaExsVm3bCKiwoFCeTNvkK5KeOV12ObjeaJGsaE76fyFfb5tL6gzbZymXv4kRUNsdBlD4OHly5Q2mPKhR0sCVPgXxU8HbDvsST/qzfozUDdkyjw8z+FLC34XmxcXHkkdH+6VFQODZP2TeU7+LFvb252148TSEXR6KN8sQEhVPoKdu2DDSNjmvH8O62SVT/wDvXeRyLOxFmNAbDg8NwNKkjW0c7HhnV2sOgMByLP32c3rl8m8oe1SjkYEu+Avmo7V0HJ9ciuc4LhhqLfkYdvkhZOS4ybD+evM+RRsdFsWHRvD1rIMO2TeUtk+Oish6VGfzLRPqv/4KSuTwuylPMmeTgJ3eXJIeEkrd4xn2zbcvGlNm2jFcWTSTk8zmGtvfDePjdRsrtXkO5Az+QGh3LoyOnc5UHDNvecJNtflbqzeEZ9QagaRq+a8bhv3UGnl1a5Trry8rZxZkH9568r6FBDzLsH/4rji7OhBuNhfDgjNsGO0e7DPsq4/e8XpsGzNr9NX7ffcZSvwUAFCtdnOiwKAbOGsbU7V/Rf/pg8mfz2OR/YXI6BrimaZobsAuoCHgAbkBdpVQz48ZKqdZPaVMZWKppWi0givRXZEM1TasDLAIef8hqAhCgtx8LrDZqXwVoo6/HXymVVylVFXgPaKLnTQG6mvtHKaUGKKVOKqVOBkSb/3ylUirDz9KdWcu0DVhZW+FaowzHv/+The3HkhiXgOeHhs8IWllbU8C+EIs7jWPH1B94f+FHGV4jOxQZM2T1oorKY02RGmX4e81uNrX9nORHCbgN6ZCLMFnI8pR+/abzeOa9PpblvabTqEdrynpUSdeu+ZBOpKakEvDLoRxEy122zKwdtZhm3Vszaus08tsWJCUpl2c1zeXMhGOT6pT4oDmBk9YCkKdwIYq0rceR+kM5VHsQ1jb5cen8Wu7ymJNhHJhvU8Dehsqt6zL/tY+Z4zGUvAXzU/PNJuma1ejYiAtbjuYsRybj75nhNA0ra2tK1CjLse93Mb/9pyTGJeCtj9Fcy2Sd6Ztkr9byFshH26FvsXX2+ueezXS15sfKk0b5bPLTd9EnbJ64KsPnq+t2bMypHFwFT1u3me1Zxu2uuXjp23i08uDSyUvpbukd03kUn7T/mIk9/PHp8TrVPKrnOGd2coUG3uPI4q10XTuGD1aPJuTv26QmGw5WTn3/JwuajWBpu7HE3I+g1Rdmd1k5k5XxoSveuCoVunhyesr/Y++u46o8+weOf25AZ4CSAsZmz5mg6GzCxpxuurK7piiYs2uzA3tu1vZMV86uGVNnd20GtiIKkiJ5//44t3g4nIMc0B2f3/N9v16+BO7r4ny58r7u/PHVfX4W4jHnAoBf2k5kvf+XbOo0g0qdG1L4/XdfQzw566cAD67fY8uSDQxbO47AVWO4ffkmqSmv70zwy+J5pbJSHpnsFxXW9osWaPtFPnr7RXkL5GdRm7Fsm/oDn+Rwvyirc3ns7r+42bwn9wdOwOmLTrpYCthi61eLG426EOL9GVZ582DX0vjBcvNCyt4+pclOq2dqu9GMbxHE7C6T8evUlLI1ymc7zjdZdsvndTC13/OyRPp1fmLHUQIbDGR2z6/4aOgngK4vFK9Ykt1rtzPKfygJTxNo1a+tWbH9LyxO9TXW/p0GTqFbIJYxI80dVVWfH8ZeC+jvNf+q/X8SKK59XRdYA6Cq6h7ASVGUgtq2LaqqJmj3qYYBrkADoBpwXFGUM9r3Rg+/qaq6TFVVL1VVvTztShv9Y6NCIyhY+MURjgLujkSHPTGS5sWRkgJujsQ8fEJUaATRoRHcPaN7kMeFrUcpXLF4Wp5LO44DcPfsddRUlXyO2b9MIu5BBLZ6l2Lld3MkLouXcsY9iCDuQQRhp3Vxhmw5hnOl4tmOxbDMCro7GSmzcOz10ti7ORKtXer5PG1ceDQXdxynWJVSaemqtavPew08+c+g4GzFFhkajoPe5zq4OxFlEFtkaES6NPZuTkQZuQxV38Pr91nYaSrTW47k5MZDPLpl/hlAfc8ehJNHL4a3CjsZvTTXtvzblJvdi7OdZ5Cs3YPlWL8Sz26HkRQeg5qcQtiWYxSsnrMduJjQCAq6p+8HMQ8j06WJfhBBAb2Y7dwciQmLpETdikTeecTTiBhSk1P4e/txilZ7MWQo1laUa1qdi5uOZCu2qNCIdG3JWHuLDg1P3ya19hYVGk5UaAR3tD56futRClcska04DGWlrT0JDceh8IuzKQ4vaWsu77jiXLQQo7fNYNLBYOzdnBi5+WsKuBQ0mcdUbOn6n5EyizQoV/1+YGVjTfclQzmx4SDndhxLl8/K2orKTWpwerN5i1P/Ts2Zs20+c7bNJyIsAme9s0zObk5EPIxIlz46Ipr8BfJjZa2bgp3cnXlikKZey/oc+D39vdbPf09UeBRHdhymrEfZLMcYHRpBAYN+EPuSflDAzZHYMF2aM+v2803zL1ndfhLxkbFEaGeW4x5Ho6aqoKqc+s9eCuuNeTn19EEE+fTmp3zujsQbGUvs3ytGzZk92Nd1Domv6H5OY+IeRGCnF4+tuyNxLxlf0+XXyjs+PJqQ7Sdx9TC/rBp0bMrErTOZuHUmkQ8jcNLrg45uThnaUUxENPn02pqDuxORYS+P+c/1fzCuRRBTO4whLjKW0Bs5v98UtKtSXtIOX6foLO4X2evVc0GD/aI7RvaLokMjuGCwX5Q/B/tFyQ8fY+Pmkva9jaszyWERJtPHn7hA7mLuWNkXIF8tT5LuPSTlSRQkpxCz+xB5Pd/LVhx+HZsyYetMJmjtzdFgzI98Re3teZqY8GhO7ThKySrG92v/G7Xs3JLF2xeyePtCwh+G41L4Rb06u7sQ/tB0vb5qjTo1Y+rW2UzdOpsnD5/gqNcXHN2ceGJQVzFG5irDOgf4+9glCr3jhp2DHRGh4UQ8COf6Gd2Dwo5u/YviFc27kuB/bXGqANNUVfXQ/pVWVXXt8ZnOAAAgAElEQVSFGWkMD2/of5+g/Z/CiwdNGT0uYZBeP48CrNL77HdVVR2f9T8vvXtnr+NU3A2Hoi5Y57Kmcsta/L3rZLo0f+86iWfbegAU8yxNQkw8MY8iiX0URdT9cJy1p5GWqlORMO2BBZd3nqBkLd0Re6cSbljnsuFpRPZvYg87G0LBEm7YFXPBKpc1pVvX5NaurF2CEv8oitj7ERTU4ixStwKReg9WMNfds9dx1iuzKi1rccmgzC7tOkVVrcze9ixNfMxTYh5FkivvW7yVPw8AufK+RZl6lQm9chfQPZHVp09LVvaYSdKzxGzFduvsdVyKu+GkxVa1ZW3O7TqRLs35XSeo0VZ3or+4ZxniY54S/Sjzid9We3CDoig0GdCWg9/n7KEJMaevk6+kG3nedkHJZY1rm9o83pE+zreKOFHp26Fc6r+QeL17I5/de0yBqmWw0m6ed6xXkbgc1CfAvbMhOJZww15rXxVa1uSKQZ1e2X2KKu10dVpE6wexYZFE3w+niGdpbPLo4ilRpwKPr714+EnJuhUJv36fmNDsTS53DfpolZa1uGykvVXTa2/PtPZm2EdL16lI2NW72YrD0K2z1ylU3D2trVUz0dbeN6Ot3f/nDsO9ejKm7gDG1B1AZGg401oMJ/pRlFmx3db6gaNePzj/kn7wTC+2T7/uw8Nr99i7IuPTR9+tW4mwkPtEmlmfW1dvIaDZFwQ0+4IjOw7j2053lqKs57vExTzNMOEDnD98njr+uuObfh824OjOFwc48tnlo0LNiul+9lbet8ibP2/a1571PLn1T9Yvj76fxX5QWa8fPNP6AUA+bZwoUNhJd0Dmd90C/vm92QDlmnjx6J9X0wYBws+EYFfCjfxazMVb1+TuzvRzQ74iTnh/M5hDXywhJiR7l2Jn1cOzIRQs/mKuKtOqJjeyOFfZ5H2LXNr8YJP3LYrVr0h4NsrqjzXbGesfyFj/QE7tPEadtt4AlNL6YJSRPnj58AWq++vuV6zbzodTO49lSGPITqtvx8LOVGtakyMbzb/ax5jn7bCgVobljbTD18nYHG845l422C96prdfFGliv+jizhOU0vaLnLX9orgc7Bc9O/8Pud4pjE0RV8hlQwF/b+L2pj8Imutt97Sv3ypfGiWXDamR0SQ/CCNPlXIoeXSXUuar6UHi9TvZimPPmu2M8w9knNbeamvtrWQm7e3vwxfw0tpbnSy0t9x53yKP1jdy532LivWqcPfK63vi9r9t06pN9G3an75N+/PXjsM0atcAgHKe5YiLiSMik4MOr9qu1dsY5T+EUf5DOLHzKPXa6W4vKO1ZlviYp0YPJFw6fIH3/WsDUK+dLye0hyC5vuOWlqZ4xZLY5LIh5kkMUY8iCX/wGHft6fcV61Tmnpn7Jsq/ejmFBSiK4gScUlX1He2S3UlAA1VVYxVFKQIkqaoa9vxpvabSAPmAG0BtVVUPK4qyHPhbVdVZ+k/rVRTFC5ipqqqPoijzgUeqqk5SFMUHmKOqqqeiKOOBWFVVZ2oxXgBaaJ/xO7rLesMURXEE7FRVzXQPZHTxT01WYlkfD5qP1T2y/dT6fexb+Ds1PtN1jGPf627KbjmxC2W8q5AUn8CvQUu5d173wBD38u/wwVc9sc5lQ8SdMH4JXMqz6Disc1nTdnpv3Mu/Q0pSMtumfE/I4UsZPvvt5Kwf+yjmV4Xa4z9HsbLin3X7Ob1gI+99rtvBu7x2D3ldCtJ26yRy2+ZFTU0l6WkC632HkxQbj1P5t/Ge0QOr3DZE3wpj39BlaQ/IMOW6jelLlMr5eNDy+WPm1+9jz8IN1PysIQBHvtfd4N1mYlfe9a5CYnwCPwUt5e75EByLFaLTsiGA7rKGM78fYs/CDQAM2zcHm9y5eBqpm6xun77Gr6MNj4voPCXVZGzlfTz4cGxnFGsrjqzfx46Fv1FXi+2gFlv7id14z1v3Koi1QYu5rb1GpMv8LyhTszy2DnZEP45i65yfOLx+Lz5dm1G/Y2MAzuw4xsavTT9F+IMsvmHGqYEHZSd1BmsrHvxnHzfn/kaRTro4763eTbnZvSnUvAbP7uruX1GTUzjeRPcalhJBH+HauhZqSiox529wechS1MSXX2p8KI/ph4+X9q1CE60fnFm/n4PBv1NN6wcntX7QbFIXSnlXTnuFxgOtH3gHtKNCi5qkpqQQevEWm4YvT3voRauZvbl3+lra7zAmTjFdn6B7MqR+e9u7cAPva3V6VKvT1gbt7fmrYdzLv8OHX/XS+uhDfgpcSnx0HBWaeNF6fBfyOxYgPvopDy7fZEWnrzJ8dgym+0EFH08+HNtZ97qW9XvZvvA36n2muxfogHYAo8PE7pT3rkJifCJrghaltbWu8wdRVq+tbZmznr/W7033+ycdDOarliNNvkrGxuixPZ3yPh601WI7sn4fOxf+Rh2tzA5pZfaR1g8S4xP5Pmgxd86HUNLrXQb/PJF7l2+lXZq0efp/uLRPd8/zZzP7cvP01bTfYcqt1LhMt/ee1AdPn2okxCewIHAu187pbr0Ys3I8C4fPJ+JhBK5vuxIYPBw7e1tCLoYwe9BMkrV25fdhA6r6VGPmgBdPanR925WRy3RP3ra2seLPDfv5KTjjU7W9FNNnokv7VqGx1g/Oav2gqtYPTmltuOkkXT9INugHnX8aQ14HO1KTktk5+XtuHtK9sqL1nL64lX8HVVWJuvuILaO+TVvQGiqRlPVL/p8r7FcFrwmfo1hbcf3H/VyYv5EyHXVzw9U1e6g5swfF/KsTd+/FWLKtmXmvaIk048kO7/hWod54XTyX1u3n5IKNVNDmqotr95DPpSDtt6Sfq773G05eR1v8l+ueyqlYW3Pl9784uSDja6MMHbfOfNDtOLEHlb09SYhP4Jughdw8rzurN+S70Xw7fBGRYU9wKeZKvwUB5Le35dbFGywNmEdyYjIFXewZv3E6eW3zkqqqJMQ9Y2SjQTyLjWfU+knYOtiRkpzCfyat5NJf5zN8dlk1T9YLTk8p3yo0Gqt7tdfZ9fs5ZNAO87sUpNumybyllWHi0wSWNhxGohmvOItVTO/bvuvjQQutH5wwsV/UamIXymr7RT8b7Be11dsv+llvv6id3n7RVhP7RQBd82ZtMZK/fnVcRvYGKyuif91JxNIfKdjBH4CodVtx6PERBVo3RE1KRk1I5NGMb9JeJeM04HPsmnmjpqSQcPk6D7+ci5r08lfJTIvPn+n2zyf2oJK37hVdK/TaW8B3o/lOr7310drb7Ys3WKa1twIu9ozT2puqqjyLe8boRoOwcyjAgGXDALC2tubI7wfYvDD9K1KWnZiRpTJ7maBxX3H89DkiI6NxcrSnX/eOtGtp3v37hpp7mvfM1QGT++OlzQ8zh87m6jndGcbJqyYye9hcIh5G0KZraz7q+yGOLo5EhkdybM9x5gybi4OLA8Fb5pPPNh9qqkr803h6+vXmaazxfV5nq7yZxtJlUi+qaOPH0sAF3NDqc9jKL1k2bCGRYU8oVMyVgcFD08aPhYPnkJyYTMs+H1CvnQ/JSSkkJSTyw5RVaa+Sead8cXp+3R+bXDaE3X7I0sAFxEWnnzd/uPWbyQnh//3iFEBRlB+AysA24C7w/P0KscDnqqpe13+VjKIogwzToDu7uRX4E6gNXAU6qqr6NJPFqSPwHVACeAr0UlX1nKnFqaqqNxVF6QCMRHdWOwnor6pqptcMZrY4tSRzFqf/tswWp5aW2eLU0rK6OLWEzBanlvSyxaklZbY4tbTMFqeW9rLFqSVltji1tOwsTv8N5ixO/20vW5xaUnYXp/+GzBanlpbVxaklvGxxaimvanH6Opi7OP03vWxxakmZLU7fzL25V0xV1U8NfjTPSBpbva/nGaZRFKU4kKqqah8jeYvrfX0C8NG+jgBaG0k/3uD7inpfrwNy+MQQIYQQQgghhPjv8uae2hJCCCGEEEII8T/jf+LM6augqupNoOLL0gkhhBBCCCGEMJ+cORVCCCGEEEIIYXGyOBVCCCGEEEIIYXGyOBVCCCGEEEIIYXGyOBVCCCGEEEIIYXGyOBVCCCGEEEIIYXGyOBVCCCGEEEIIYXGyOBVCCCGEEEIIYXGyOBVCCCGEEEIIYXGyOBVCCCGEEEIIYXGyOBVCCCGEEEIIYXGyOBVCCCGEEEIIYXGKqqqWjkHkUMd32r6RlXgzOcrSIZhUKZeTpUMw6VJyhKVDMMnV2tbSIZhkr+SydAhGPVVTLB2CSeHqM0uHYFIVK3tLh2CSg/rmHtc9ToylQzDpYXKspUMwqmwuB0uHYFLuN/gcQugbPH7YK7ktHYJJ91LiLB2CSe9bO1o6BKOOpIRbOgSTtpxeZOkQTPqg6kBLh2DS5ttbFFPb3txRTwghhBBCCCHE/wxZnAohhBBCCCGEsDhZnAohhBBCCCGEsDhZnAohhBBCCCGEsDhZnAohhBBCCCGEsDhZnAohhBBCCCGEsDhZnAohhBBCCCGEsDhZnAohhBBCCCGEsDhZnAohhBBCCCGEsDhZnAohhBBCCCGEsDhZnAohhBBCCCGEsDhZnAohhBBCCCGEsDhZnAohhBBCCCGEsDhZnAohhBBCCCGEsDgbSwcgXr+O47tTxbcqCfEJLAsM5taFkAxpXIoVov+CIeS3t+XmhRssCZhHSlIytdvUp3mfNgAkPH3GytHLuH35Jm4lCzMgeGha/kJvu/LL7B/Z8e3mbMc5aGJ/avq9T0J8AlMDpnPlwtUMadp2ac1HPdpRtEQRWlT8gKgn0em2l6vyLks2LWB838ns2/JntuIo712Fj8Z2RbG24q91f7Bz8e8Z0nw0risVfD1Jik9gdeAi7ly8AcDn0/tSya8qMeFRTG4SmCFfw54taTu6I0Ge3Yl7EpOt+PQNnNifmn41eBafwFcB07l64VqGNB90ac2HPdpSpHgRWldqm1ZmDT/w45N+HwMQHxfPnJHzuH45Y9vIri7je+DpW42E+AQWB87nhol2N2hBILb2tty4EEJwwFxSkpIpX7MiQctHEnYnDIBj2w/zy/z1Zn1+BW8P2o/tipW1FQfX/cGOxRsypOkwrisVfauSGJ/AysCFafVoKm/P4ABcSxYGIG+BfMRHP2WyfxD57W3pvXgo71QuzeGf9/HjuBVmxfrf0kd7T+hNdd/qJMQnMHvobK5fuJ4hjWsxV0YEj8DW3pbrF64zc/BMkpOSsS1oy+AZg3F/x53EhETmBs7l1pVb2YqjrHdlWozthJW1FcfX7WX/4k0Z0rQc14l3fT1IjE/k58Al3L94E4A8BfLR9queuL5bDFSVX4Yt4/Yp3VhTq3NjanVqTGpKKn/vOc32r/6TrfieK+FdmQbjOqJYW3Hux30cNYjTsZQ7zWb2wrVCcQ7M/Injy7YCYOfuSPM5fcjvUhA1VeXsD3s5+d2OHMXyXNfxPamq9cuFgfOM9stCxQoxeEFQWr9cEDCHZK1fDl8+irA7DwE4uv0IP89fl5bPysqKrzbPIiI0nK+6Tc5RnF/ozQfTMpkPPtTmg5Z680HdxrXpHtSVVDWVlOQUFoxbxPnjF8z6/E/GdaOSryeJ8Yl8GxjMbW1s0OdctBC9ggPIX9CW2xdD+CZgASlJyZnmz1sgH52/6kuRd98GVeW7YYsIOXWFD0d2pEpDL1ISkwm7Hcp3QQuJj36aaYyvY65qPvgj6nzcgJgIXVlunP4fLu47bVbZPdd9fE+q+nqREJ9AcOBcQoy2NVeGLAjE1t6OGxeuM09rawAValak29geWOeyISYimjEdRqXls7KyYvrm2USEhjO126QsxfOpXp2syKRO+2h1eutiCMv16tRU/oZd/an/cUMUReHPH3ez69stAPQJDsBNmy/yFcjP0+g4xvsHmVGC6fWd0IcaftV5Fp/ArCGzuGZk/G3VuSUf9GhD4eKF+ahyB6IN9pFyorR3ZfzH6sazU+v2ccDIuOs/rhNlfKuQFJ/Ib4FLeXDxJk4l3WkfPDAtjUOxQuyd8zOHv93OR8EDcS7pDujG5mfRT1nsPyrD7zVXvwl9qe6nm6tmDpnFNSP7Rrqy+oAixQvzYeX2aWVVrFRRhs4aSumKpVg5YxU/L/0lx/FkxZdTZ/PnoWM4OtizYe2Sf+Uze03ojZfWR+cOnWNyTh8WPBw7e1uuXbjO7MGzSE5KJp9dPgLnBeJS2AUrG2t+W/oru3/ajbO7M0PmDMXBxYFUNZUdP2xn47cbzYpLzpz+P1fFtyquJdwJ9O7PtyOX0HVyL6PpOozoyPYVmwjyGUBcVCw+HRoA8OjOQ6a0H8PopkPYMP8nuk3rA0BoyH2+9B/Kl/5DGdMiiIT4BE7sOJrtOGv61aBoiaJ8UrcT04fPZui0QUbTnT9+kYCPg3hwJzTDNisrK/qM7smxfSeyHYdipdBhYneCu0xlUqMAvFrVwa10kXRpKvh4UqiEG+N9vuD7Ucv4eEqPtG1Hft5HcOepRn+3g7sT5epVIvzuo2zHp+99vxoULVGEz+p2ZtbwOQRkUmZDPx5GqEGZPbgdyqAPh9C9US9Wz1vL0OkBryQuAA/fariVcGeQd1+Wj1xE98l9jKb7bERntq7YyGCffsRFxeLXoWHatsvHLzHcP4Dh/gFmL0wVKys+mdidBV2mML5RANVb1cG9dNF0aSr6eFKohDtjfAaydtRSPpvS86V5lw+Yw2T/ICb7B3F621FOb9e1+aSEJH6ftY5fpq42K0747+mjXr5eFClehB71ezB/xHwGTBlgNF23kd347Zvf6Ondk9ioWBp3aAxA+/7tCbkUQv8m/ZkVMIveE3pnKw7FSqHVxK5812U6cxoFUaVVbQoZ9NF3fTxwKuHGTJ8h/DbqG9pM6Za2reW4TlzZf5Y5DQKZ32wEYdfuAVCyVnnKN/JiXrMRzG08jAPLt2QrPv04G07qzE+dp7Oi4TDea1UTpzKF06V5FhnHH+PWcHz51nQ/T01JZe/kH1jRYDhr24zHs1PDDHmzw9O3Gu4l3Bno3YelIxfSc3Jfo+k+G9GZzSs28oVPX2KN9Msg/wCC/APSLUwB/Lu14N61OzmO8/l88GndTswYPpshmYxtQ4zMBycPnqJro550b9ybr4bOZNjMoUbzm1JJGxtG+Qxk9aglfD7FeJ9sN+Jzdq3YzGjfgcRFxVGvg99L838yrhsX959hTINBjG8WyINrdwG4dPAc4xoHML7ZUB7eeIB/v7aZxvg656o9K7YwzX8Y0/yHZXthWtW3Gu4lCtPfuzdLRi6kl4m21nFEZzat2MgAnz7ERsXSoEMjQLeY6zW5D9N6TGZwowHM7Pd1unzNu7XkrhltrZKPJ64l3BnpM5BVo5bQyUSdfjTic3au2MxII3VqLH+RssWo/3FDJrcewbhmQ6niV41Cxd0AWDJgDuP9gxjvH8TJbUc4uT3742913+oUKVGYrvW6M2/4fAZONT7+XjxxiRGfjCRUO4D0qihWCi0mdmFNl+kENxpGpVa1cDFob2V8quBUwo15PkPZOGoFLad0BSA85AGL/Uex2H8US1qMJulZApd26PbTfhqwIG3bpW3Hubz9eI5jfVFW3Zg7fB5fmFlWMZExLBq3mJ+X/TuL0ufa+DdiyeycHdQzh5evF4WLF6ZX/Z4Ej1hAvyn9jabrMrIrv3+zgV7evYiLiqWRNqc379SC21fvMLDpQEa2H0H3MT2wyWVDSkoKKyZ/Q98GfQhsPZTmnVpQrEwxs2J7IxaniqJ8oSjKZUVRvs/h72mlKMqIVxXXq6QoykpFUT78tz+3aqMaHPxlHwDXT18hX4H8FCzkkCFd+dqVOLb1MAAHf9lL1cY1ALh68h+eRscBcO3UFRzcnTLkrVCnEmG3HxJ+L/uLrrpN6rD9550AXDp1GduCtjgVcsyQ7urFa4TeNT7otuvWhv1bDhAZHpntOIp7lObRrVDC74SRkpTCyU1/UaVx9XRpKjf24uivurOyN09fJZ9dfgq42ANw7dhl4qJijcc3pjO/TfseULMdn746jWuz4+ddgFZmBWxxNFJm10yU2cWTl4jVYr106jIu7i6vJC6A6o1q8KfW7q6evkL+AvmxN9LuKtSuxJGtfwGw/5e9VG/8/iv5/BIepQm7FcrjO2GkJCVzYtMhqjT2SpemSuPqHPl1PwA3Tl8lr1aPWckLUK15LY5vPAhAYnwC10/8TVJCktmx/rf00ZqNa/LHL38A8M/pf8hfID8ORuKsXLsyB7fqymX3z7up1aQWAG+XeZszh84AcPf6XVyLumLvbG92HMU8ShN+6yFPtD56dtNh3mtcLV2a9xpX4/SvBwC4c/oaeezyYediz1u2eSleoxwn1u0DICUphWfa2an3P2vIvsUbSUnUnSWJC8/ZGQd3j1JE3nxI1J1HpCalcHnTEUo3Sh/n0/BoQs+FkJqUku7ncWGRPLxwE4DEuGeEX7uPrWvGvm2u6o1qsP+XvUDm/bJi7coc2XoIgP2/7KF645ov/d2Obk5U9fPijx935TjOuk3qsCMH80H802dpX+fNlwdU88Zcj8bVOfzrPgBCTl8ln10+CrpkbKvlalfkpNYn//plHx5anzSVP49tXsrUeI8D63T9KCUpOe3s6KUDZ0lNSdXyXMHBLWM/1vc656pXoUaj99mntbUrmYwXlWpX5rDW1vb+soca2hxQv3V9jmw/zOP7jwGICo9Ky+Pk5kQ1Py92m9HWPBtX568s1ukJvTp9Ps6ayu9euighp6+Q+CyR1JRU/jl6iapNMs5j1ZvX5qg2X2RHrcY12a2Nv3+f/pv8BWxxNFKe1y9e5+HdsGx/jilFPUoRceshT+48IiUphfObjlDOYNwt17gaZ7Rx96427toalHHJOhV5ciuMqHuPM3xGxebvc27jXzmOtXbjWuzKUFYZxw9dWWUcPyLDo7hy9gopBuPy6+blUYmCBez+tc97v3FN9vyyB8j6nP7Hz39Qq8nz+UAlb/68AOTNn5eYyBhSklN4EvYk7QxsfFw8d67dwekl45mhN2JxCvQD/FVV/exlCRVFMXkpsqqqG1VV/eqVRvYKZBZzFvIqiqJku54c3ByJuP9iEIgIDcfRYCfH1sGOp9FxaRNjxINwHI00JJ+PG3LOyFHUmq3qcnjjgeyGCICLmzNh91/sOD968AhnN+cs53d2c6Z+07r8vibjZSbmsHd15Mn98LTvnzwIp6BBeenSvCjTJ6Hh2LtlvuNYqWE1oh5GcO9y9i5jNMbFzZlHBmXmYkaZ6Wv+cTOO7T32qkLDwc2RcL0yCjfS7uyMtrsXacpWfZfp2+YwYtUYipp51C1jPUZg7+qUIU2EXprI0HAc3ByzlLdMjfeIeRxF2M2MZ/DN9d/SR53dnHn04EV7exz6OEMfLeBQgDi9OB8/eJw2Kd24fIM6TesAULZKWQoVKYSzu/nttYCrA1F69RP9ICJDHy3o6kDk/Yi076NCIyjg5oDj24WIC4/hw5m9GbhlKm2/6kmuvG/p/r6SbpSo8S79Nkyk57oxFK1c0uzY9Nm6ORDz4EUMMQ8isHPLOPG/TIGizrhWeIcHZzJebmUuRzcng375GEeDtm3YL8ON9MsZ2+YyatXYdP2y67gerJ26itTUnB98c87hfABQr2kd1uz/jq9XTeGroTPNymvv6pRubHgSGoG9QX+zdbAjXq+cnjwIx0Frh6byu7ztSmx4NF1n9mfslhl0/qoPubX2p6/uR35c2HfqJTG+nrkKwLtzE0Zvm8Hn0/uSt0D+l6Y3xtHNicd6daibAzK2tTiDtvZ8vChcogi2BW2Z+OMUZmyejU9b37R83cb1YPXUlaipqVmOx8GgTiJCIzIcADA2ztprZWoq/71/blO2Rnny29uSO09uKvl64mhwgLBsjfeIzuF84ezmxCO9utSNrdmb77PDztUxw7hbwDX9eFbAMI027uqr1LKm0QXoOzXKEfs4ioibOT/j6+TmlG7f6PGDR2Yvjv4XOLk58fiBfh99nKGcMpvTN6/cTLHSxVh9Yg3BOxeybPwyVIMDgYWKFqJkhZL8c/ofs2Kz+OJUUZQlQElgo6IoQxVF2aAoyjlFUY4oilJZSzNeUZRliqLsBFYriuKiKMoviqIc1/7V0dJ1URQlWPu6lPY7jiuKMlFRlFjt5z6KouxTFOVnRVH+VhTle0VRFBOx1VAU5Vft69aKosQripJbUZQ8iqKEaD/30D7nnKIovymK4qD9fJ+iKFMVRdkPDDL4vZO0M6lWiqIEaTGeUxRlgra9uHYmeRFwCjBvzzz9Z2X4mWHjyUqa92pVpH6HBqyblv6yRetcNlRtWJ1jW3J2tMtYDRjGkJkvJvRj8dTlpJoxWZkRiEGSl5eXvlx5ctN0QFs2zV5nMk22mBmHKR61q+D/cVOWTvnmVUQFmCqjDIlMprlx4Tr9a/diWLMAtq/cSuDykWYGYORnWarHrOWt3qoux3JwFPzlcbx5fdSYDO3NaNnp/lu/aD22BW1ZsG0Brbq24vrF66QkZ+PIdFbavYm6tbK2onDF4hxdu5sFzUeRGJ+AT99WAFhZW5O3QH4WtRnLtqk/8MnCL8yPTT8EI4VhbvfMle8t2iwZxB8T15IYG5+jeMB4O8pKv3ie5saF6/Sr3ZOgZoPZtnILw5br7g2r6udFVHgkIUbuV8penMZCMK/wDmw/REfvrozuPpbuQV1y/PkZKi+Tdmgqv5W1NW9XLMm+tTuZ2Fx3qX2zvh+kS9a8f1tSUlI4suElB5New1wF8OfanYytP5Cp/sOIDntCuy87ZR6HWeFlPT4rG2tKVSzNlK4TmdhxHB9+0QH3EoWp5udFVHiU+W0tm/GklamJ/A+u32Pbkg0Erh1LwKovuXP5VtqO/HPvt6qbo7OmWnBGP//fkrX6zDyNdS5r3m1YjYtbM17eXKlVLc5vPJzjOHVxvLxviCzOUZkUZVXvqoRcCqGTV0e+aDqQPoUxAvUAACAASURBVBP7kNc2b1q6PPnyMGrpaJZPWE68mfOXxR+IpKpqH0VRmgK+wDjgtKqqbRRF8QNWAx5a0mpAXVVV4xVF+QGYo6rqQUVR3gZ2AO8Z/Op5wDxVVf+jKIrhDW+eQAXgPnAIqAMYGzlOaWkB6gEXgOroyu1571oNDFRVdb+iKBO1v2Gwts1eVVVv0F3Wq/0/HSgIdAUaAWWAGuiawEZFUeoDt4F3ga6qqvYzVm6KovQCegG87+hBGdsSadsadmqKz8e6+zZCzl3DsfCLo2uObk48CXuS7nfFRESTr0B+rKytSE1JxdHdiScPXxzxL1buHbp/3Y+ZnScRG5n+MqAqPp7cvBBC9OMozPVB59a0/MwfgL/P/EOhwi8uK3VxdyH8YbiprBm8W7ks4xd9CUBBx4LU9KtBSnIKB3YcMiumyNBwHAq/OHLk4O5ElEF5PQkNx6GwM6A7EuTg5kTUw/Rp9Lm844pz0UKM3jYDAHs3J0Zu/prpbUYS/ci8cmvTuRUtPtXK7OwVXAzK7LEZZQZQ8r0SBE0fyvCOI4mOzNlljI07NaPBx7p7Ea6fu4qTXrtzcnPiSVhEuvSZtTv9gezM3pNYT+qNnYMdMVl8iFRkaIRBPToSafD5T0LDcSzsxPNdHHs3JyIfRmCT2ybTvFbWVng2qcGUlsOzFIsx/y19tEWnFjT5pAkAV89dTXfpt7Obc4Y+Gh0RTX69OJ3dX6SJj41nTuCctLTfHfouw33QWREdGkFBvfop4O5ItEF5RYVGYF/YkefXKRR0cyTm4RNUVKJDI7ijnYW8sPUo3triNDo0ggs7dPc73T17HTVVJb+jHXER2XtwWUxoBHbuL85S2bk7EpvJOGHIysaaNksGcWnDX1zdnv376Jt08qeh1taunbtm0C+diTDoF9EGbc3J3YkILW79fnl670l6aP2ynNd7eDWsgadPNXK/lZu8dvkYODeABYPnkFUfdG5Ni1c0H+g7e/Q8Rd4pTEGHAhkeoKfPt2NT6n2iu4/75tnrOOqPAW6ORD5MX06xEdHk1SsnB3cnIrV2+HxsMcyvattunNE93Onk1iM069smLV3tdt5UblCNWZ9OeOnf9TrmKoAYvXHi4I9/0G9F1se5pp38aaTNAdfOXcW5sAtwGTA+BxiOF7q2pksT/uAxMRHRJMQnkBCfwKVjFyn+XglKVixF9YY1qOpTjVxv5SafXT4GzR3CvMGzM8Tj17Ep9bU6vWFQp45G6tTYOGuqTvXzH1i/hwPrdZdHtg36lCcPXrRVK2srqjZ5n4kth2W5HJ9r2bkFzT5pCsCVs1dw0eu7zu7ORGSzT2SHsXE3Jiz9LVRRhmncHIl5+CJNGR8PHly4Sdzj9P3QytqK8k2qs6Tll9mOr2XnlvhrZfWPwb6Rs7sL4QZ1/b+qeafmNNHK6eq5KzjrzelObhnblLE5/Xmahh814ufFPwHw4NYDHt55SLFSxbhy9grWNtaMWjqKfb/t5fB28w+MW/zMqYG6wBoAVVX3AE6KohTUtm1UVfX5zNgQCFYU5QywESigKIrhhdq1gJ+0r38w2HZMVdW7qqqmAmeA4saCUVU1GbimKMp76BaQs4H66BaqB7TY7FVV3a9lWaVtf87wVNkYLX1vVXc4qbH27zS6hXA5dItVgFuqqh4xFpcW2zJVVb1UVfXSX5gC7F69Pe1BKCd3HqNuOx8ASnmW5WnM0wwTGMDlwxeo4a+7N6xuO19O7dLtpDkVdmbQ0mEsDZhH6I0HGfLValWPw9k8Ivjbqt/p1rg33Rr35sCOQzT9UDepla/6HrHRcYSHZX0w6VDrc9rX/Iz2NT9j/5Y/mT1qvtkLU4BbZ69TqLg7TkVdsM5lTbWWtTm3K/2O4fldJ3i/ra6ai3uWIT7mKdGPTN/nev+fOwz36smYugMYU3cAkaHhTGsx3OyFKcCGVRvp0aQPPZr04eD2QzT5ULfTWb7qe8TFxGXY0cxMocKFmLR8PFMHfcXdG/fMjsXQztXb0h5gdHznUepr7a6MZ1mexsSlTfL6Lh0+T03/2gB4t/PlxC7dpcX69wKVqlIGKyslywtTgJtnr2n1WAjrXDZ4tazDWYN6PLvrBDXbegNQQq8eX5b3vbqVCQ25T2Ro9ie7/5Y+unn1ZgY2G8jAZgM5vOMwDdrpdvTe9XyXuJi4DItogHOHz1HXvy4ADT9syJGdumEsf4H82OTSHQ9t8kkTLhy7YPbRVNAtHJ2Lu+Gg9dEqLWtxedfJdGku7zqJZ9t6ABTzLM2zmHhiHkUS+yiKyPvhaU+HLFWnImFXdW3/4s4TlKpVAQDnEm5Y57LJ9sIU4MHZEBxKuFGwmAtWuax5r2VNru3K/FJNfU2n9yD82n1OfLMt2zEA7Fi9Ne0BRsd3HsG7ne7yyMz65cXD56npr7sE27udH8d36Y7F2uv1y9JVymBlZUXMkxh+mL6GPjW7079uL+YMnMmFv86ZtTAF3XzQvXFvumvzQRO9+SDOzPmgSPEXD48qW7EMNrlyZbowBdi7ZjsT/YOY6B/E6Z3HqNXWB4CS2tgQZWSM/+fwRappfbJ2Ox/O7NT1yTO7ThjNH/0okoj74WlP/H6vTiXuX9U9EKmCtwdN+7RhQY+vSXyW+NK/8XXMVUDaPakAHk1qcP9K1h86tH31Vob6D2ao/2CO7TyKj9bWynq+y9OYp0bHiwuHz1NLa2u+em3t2K6jvFejPFbWVuTOk5uyHmW5d+0O309fTc+a3ehTtyezB87g/F/njC5MAfas2Z72QKLTO49RW69Onpqo078PX8RLr05P69Wpqfx2TgUAcCzsTLWm76c7S1q+bmVCQ+7xJBvzxaZVm+nXdAD9mg7grx2HaaiNv+U8y/E0Jo4II+X5utw7G4JjcTfstfZWqWVN/jYYd//ZdQoPbdwtqo27sXplXKlVLc5vyrhQKVm3Io9D7hOdgzl106pN9G3an75N+/PXjsM00isrc/eN/j/bsnoLXzQbyBfNBnJ4xxH82uke+PWu57s8NTGnnz98Pm1Ob/BhA47s1PXRR/fDqFKnCgD2zvYULVWE0Nu6A86DZgzizrU7bPgm41sSssLiZ04NZHJRGHF6P7MCauktVnWZjV+da0yC3tcpZF4OB4BmQBKwG1gJWAMZ3xOSUZzB98eBaoqiOKqqGoHu752mqupS/USKohQ3kjdbzu45iYdvVWb+uYjE+ASWBwanbQtcOZpvhi0iMuwJP05bQ//gIXwY+Cm3Lt5g/7rdALQZ1B5bBzs6T9I9mS4lJYVx2hHA3HlyU6FeFb4dlfNHXh/+4yg1/d7nx0NreBb/jGlDZqRtm756Kl8HzSL8YTjtun3Ap/064OjiyMrdyzmy5xhfB83K8ec/l5qSyrqx3zJg9WisrK04vH4vD67epd5nukXgge93cWHvaSr4VmXC/vkkxieyJmhRWv6u8wdRtmZ5bB3smHJ4MVvmrOev9XtfWXz6juw5yvt+Nfj+4GoSniXwtV6ZfbV6CjOCZhP+MJy23drwSV9dma3YtYyje48xI2g2nQM+p4B9AQKm6i5fTElOoXdz409rM9fpPSfx9K3GvD+XkKi9Sua5ESvHsHRYME/CnvD9tNUMCh5Kh8DPuHkxhD3rdA+4qOlfm0afNyU1OYXEZ4nMG2jePWOpKan8OHYFg7R6PKTVY32tHv/8fhcX9p6ikq8nk/cvIDE+kVVBCzPN+5xXyzppD0LSN+XgQvLa5sM6lw0ejaszr+PktCdxZua/pY8e33Oc6r7VWXFgBQnxCenOgk5YOYF5w+cR8TCC76Z9x/Dg4XQK6sT1i9fZsU73CpRipYsxdM5QUlNSuX31NvOGzctWHKkpqWwcu5Juq0egWFtxYv0+wq7eo8Znup2RY9//wT97z/CurweB++eQFJ/Az0EvhthN41fRYW5/rHPZEHEnjJ8DddtOrt9Hu+m9GbTja1KSkvlp6OLsFhUAakoqu8eu4qPVw1CsrTi/fj/hV+/h8ZluZ+DM93vI71KQTpsmkds2L2pqKl7dmrKi4XBcyhWjYrt6hF2+TeetUwA4MGM9IXvP5iimU3tO4unrxQKtXy4MXJC2beTKMSwZtpAnYRGsnbaKgOBAPgn8jBsG/bLx581I0frlHDP7ZVYd+eMotfze5z+H1pDwkvngE20++E6bD6YHzcLbvz5NPmxEcnIyCc8SGd83a68aee783lNU8q3K1P3BJMYn8J3eGD/ou1GsHL6YqLAn/PzVGnovCOCDoR9z++JNDq7/46X5/zN+BT3nDsImlw2P7jzku0DduPPZhO7Y5M7FkLVjAN1Dd9aOXmYyxtc1V30w8nOKli8Oqkr43Uf8MMp0DJk5uecEVX2rsejPpdqrZF7MAaNXjmXRsGCehEWwZtpKhgQH8Wng59y4GMJura3du3aX0/tPMWfHfNRUld0/7uL2ldvZigXg3N5TVPatyldanXyrVxaDtTqNNFKnB7Q6zSx//8VB2DrYkpKcwtox36Q9oA6gRss6HN1o/oFyQ8f2HKe6X3W+O/gtCfHPmDX0xfg7adVE5gybS8TDCFp3bcVHfT/C0cWBJbsWcWzPceZmc6zVl5qSypaxK+m0ejhW1lacWr+fR1fv4aWNuye+/4Mre89QxteDwftn614lozfu5sqTm1J1K7JxVMbXrFVqWYtzr+iSXoBje45Rw686Kw9+q3uVzNAXBy8mr5rIbK2s2nRtzUd9P8TRxZGluxZzbM9x5gybi4OLA8Fb5pPPNh9qqsoH3dvQ0683T2Mzf7VTTgWN+4rjp88RGRlNgzaf0697R9q1bPLaPu/EnuN4+Xqx/MA3ulfJ6M3p41eOZ/7w+Xpz+jA+D+pIyMUQdmpz+o/zf2TwrACCdy5EUeC7aSuJfhJN+erl8WvXgBuXbzB/m26OWT19FSf2Zv0KIOXfvGbdZBCKchPwAsYCj1RVnaQoig+6S3c9FUUZD8SqqjpTS/8Dust/Z2jfe6iqekZRlC6Al6qqAxRF2QKsVlV1nXYJ7GxVVW213xuoqmoLLW8wcEJV1ZUmYvNBd+nualVVv1QU5QjgBpRQVVVVFOUsMEBV1QNanAVVVQ1QFGWf9jkntN+zEtiMbkE6BN0Z01rAJKCBqqqxiqIUQbcIzgdsVlW1YlbKr+M7bS1fiUbcTDb/zOC/pVKuN/fm+EvJb+4RPldrW0uHYJK9ksvSIRj1VP13n/hnjnD12csTWUgVK/Of5PtvcVDftIuOXjhOzt+f/Lo8TH59T4fNibK5zH9Q1b8l9xt3gdsLoW/w+GGv5LZ0CCbdS3kl5x5ei/etc/5U8NfhSMq/dwmzubacXvTyRBbyQdWBL09kIZtvbzF5RvFNO3M6HvhOUZRzwFOgs4l0XwALtXQ2wJ+A4X2lg4G1iqIMBbYA2V0pHQVctc8AOAeEqS9W9Z2BJYqi5ANC0N1LapKqqj9plyBvBPzRXXJ8WDvrGwt8ju5srhBCCCGEEEL8z3gjFqeqqhbX+7a1ke3jDb5/DHQwkm4lustuAe4BNbWzmx8DJ7Q0+4B9enmMv533xfZ44C2973sZbD8DZHgJnKqqPgbfd9H7+lvgW+3bedo/Q1k6ayqEEEIIIYQQ/x+8EYvT16QauocmKUAk0M3C8QghhBBCCCGEMOH/7eJUVdUDQJWsplcU5TeghMGPh6uquuOVBiaEEEIIIYQQIoP/t4tTc6mq+sHLUwkhhBBCCCGEeB3e3MfACSGEEEIIIYT4nyGLUyGEEEIIIYQQFieLUyGEEEIIIYQQFieLUyGEEEIIIYQQFieLUyGEEEIIIYQQFieLUyGEEEIIIYQQFieLUyGEEEIIIYQQFieLUyGEEEIIIYQQFieLUyGEEEIIIYQQFieLUyGEEEIIIYQQFqeoqmrpGEQO2eQu8kZW4n+cfCwdgkkjki5bOgST/GxLWToEkzxT3rJ0CCYtT7ph6RCMcrTJb+kQTKpl42zpEEw6lRpp6RBMclLyWDoEk/Ip1pYOwaSKb+j4sU2JsHQIJiWqKZYOwaQi1raWDsGkZ29wubm9weNHHMmWDsGop29wfUariZYOwaTfTi2wdAgm5XIuqZjaJmdOhRBCCCGEEEJYnCxOhRBCCCGEEEJYnCxOhRBCCCGEEEJYnCxOhRBCCCGEEEJYnCxOhRBCCCGEEEJYnCxOhRBCCCGEEEJYnCxOhRBCCCGEEEJYnCxOhRBCCCGEEEJYnCxOhRBCCCGEEEJYnCxOhRBCCCGEEEJYnCxOhRBCCCGEEEJYnCxOhRBCCCGEEEJYnCxOhRBCCCGEEEJYnCxOhRBCCCGEEEJYnI2lAxD/rjmzJ9KsqR9P4+Pp3j2A02cuZEizbOlMqlWrgqLA1as36NZ9MHFxT/GuX4tff/mWGzfvALBhw1YmT5n7SuJy9a2M58SOKNZWhPywj3+CN6Xb/nbb2rzbvyUAyXHPODXiO6Iu3QbAa3ZP3Bt5kvA4mp2+I15JPIbGTg3Cp2Fd4uOfMWzgOC6e+ztDmtlLJlPJozzJScmcPXWRL4dOITk5mYbNvAkY0Y/U1FRSUlKYNHomJ4+eyfJnV/D24OOxXbGytuLAuj/YvnhDhjQfj+tKJd+qJMYn8F3gQm5fvJFp3mr+NWk1uD1upYswtfVIbp0PAcCpqAsTd8/lYch9AEJOX2Ht6OVml1cxn8rUHd8RK2srLv1nH6cXpa9P+1Lu+M3qhUvF4hyd8RNnlm5N2/b5X3NIinuGmpJKakoKPzcfa/bnv8ywyYOp06AWz+KfMW7QFP4+fyVDmg7d2vFpz/a8XaIovuX9iYyIAsDWLj+TF47FvYgr1jY2rF78Axt/3Johf3b1n9iP9/2qkxCfwPSAmVy9cC1DmtZdWtGuxwcUKV6EDyp9SPSTaAAafODHx/3aAxAfF8/ckQsIuRySrTjKeFfGf2wnrKytOLluL38u3pQhTfNxnSjr60FSfCK/BC7hwcWbOJd0p0PwwLQ0DsUK8cecnzn87XaajPyUcg2rkpKYTMTth/watJRn0U+zFV/vCb2p7qsrp9lDZ3P9wvUMaVyLuTIieAS29rZcv3CdmYNnkpyUTD67fATNC8KlsAvWNtb8uvRXdv20C4A23dvQ5JMmqKrKzb9vMidwDkkJSWbF1nF8d6r4ViUhPoFlgcHcupCxDlyKFaL/giHkt7fl5oUbLAmYR0pSMrXb1Kd5nzYAJDx9xsrRy7h9+SYAsw8u4VlcPKkpurFkXMthZsVVwduD9tp4cHDdH+wwMpZ0GNeVitpYsjJwIXf0xhJjeVsN6UCVRtVRVZWYx1GsDFxIVNgTs+Iy9LZPZeqP180Hl/6zj5MG44dDKXcazOpFoYrFOTzjJ04vTd//FCuFDlsmERv6hM1dZ+Uoludy0t5sC9oyeMZg3N9xJzEhkbmBc7l15RYAg2cMpkaDGkSGR9KvUb8cx9l/Ql9q+NUgIf4Z04fM4pqx8aNzK9r2+IAixQvTtvJHaeNHsVLFCJo1hNIVS/PdjFX8tPTnHMXy2bhuVPGtSmJ8IssDF3BLa0v6nIsWol9wAPkL2nHrYghLA+aTkpSMe6ki9JjRn3cqlOSXmT+wbfnGtDyNujbH5+OGKIrCvh93sfPbLWbH1mV8Dzx9q5EQn8DiwPncMNFHBy0IxNbelhsXQggOmEtKUnLa9lKVSzN5w9fMHTCTo1sPA5CvQH56f92fYmXfBlQWBwVz9dQ/WY6rnHcV2o7tjJW1FUfW7WH34o0Z0rQd15nyvp4kxSfwfeBi7l68ic1bufhi3Ths3sqFlbUVZ7cdZdscXf35D2lPpUbVSFVVYh9H833gYqKz2Uc/GdeNSr6eJMYn8m1gcNq+hj7nooXoFRxA/oK23L4YwjcBC9LKzVh+m7dyMXzdRC12a05uO8zGOevNjq3T+O54+FYjMT6BJYELuGmiTgcuGJpWp4u0cbdaoxp8NPQTUlNVUlNSWDPhW/45cRmAfAXy0VOrUxVYZmad9prQGy9fLxLiE5g7dI7JsWNY8HDs7G25duE6swfPSpurAucF4lLYBSsba35b+iu7f9qNs7szQ+YMxcHFgVQ1lR0/bGfjtxnbyqvy5dTZ/HnoGI4O9mxYu+S1fc5zcub0FVIUJfYl24sripJxNZh5npWKonyYs8h0mjX1o0zpEpQrX5e+fYezMHia0XRDA8dTzasRVas14s7te/Tv1zVt28GDx/Cq3hiv6o1f2cIUK4WqU7tw4LPpbPcextttamFXtki6JHG3H7Gv7SR2NRjJ5bkbqDaje9q2m+sPcODT6a8mFiN8GtaheMm38avRmtFDJjNxxkij6Tb+vI1GNdvSrF578uR9i/YddTuYf/15jObeHWjp+wnDv5jAtLljsvzZipUVn07szrwuUxjbKIAarergXrpoujQVfTwpVMKd0T4DWTNqKZ9N6fnSvPf+ucOiPjO5euxyhs98dCuUif5BTPQPytbCVLFSqD+5M1s6Tec/fsMo07omDmUKp0uTEBnHwXFrOLPM+KLu9/ZTWN909GtZmNZtUIu3Sxalda0OTA6czqivA42mO3PsHH3aD+L+nQfpft6+aztCrtykQ4Mu9Gw7gCHjBmKT69Uc56vhV52iJYrQqW5XZg+fy6BpXxhNd/H4RYI+HkHondB0P39wO5SADwPp2agPa+f9wJDpg7MVh2Kl0HJiV1Z3mc78RkFUalUbl9Lp+2RZHw+cSrgxx2cIG0Z9Q6sp3QB4HPKAhf6jWOg/ikUtRpP0LJHLO04AcP3geRY0HkZwsxE8vvGA+v1aZSs+L18vihQvQo/6PZg/Yj4Dpgwwmq7byG789s1v9PTuSWxULI07NAagRacW3L56mwFNBzC8/XB6jOmBTS4bnFydaNW1FYOaD6Jfo35YW1vj3dLbrNiq+FbFtYQ7gd79+XbkErpO7mU0XYcRHdm+YhNBPgOIi4rFp0MDAB7deciU9mMY3XQIG+b/RLdpfdLlm/rxWL70H2r2wlSxsuKTid1Z0GUK4xsFUD2TsWSMz0DWGowlpvLuXLaRSc0CmewfxLk9J2k+KGfTlWKl4DO5Mxs7Ted7v2GUNTJ+PIuM489xazhlYvyo0r0pEdfu5ygOfTltb+37tyfkUgj9m/RnVsAsek/onZZn90+7GdMp63NCZmr4VqdIiSJ0rteVOcPnMWjqQKPpLp64yLBPMo4fMZHRLBy3mJ+W/ZLjWCr7VMWthDvDfAbw3ajFdJ5iuh/sWLGZ4b66fuCt9YPYyBjWjl+RblEKUKRsMXw+bsiE1sP5stkQPPy8cC3ublZsHr7VcCvhziDvviwfuYjuk/sYTffZiM5sXbGRwT79iIuKxa9Dw7RtipUVn47sxNk/0x9o7jKuO2f3n2JIgwEENQ3g3rW7WY5LsVL4aGI3lnb5immNhlK1VR1cDcbd8j4euJRwZ7LPYH4ctZyPpvQAIDkhieBPJzG92XCm+4+gnLcH73iWBuCPZZv4utlwZviP4OKeUzQd1DbLMemrpI0Po3wGsnrUEj43UaftRnzOrhWbGe07kLioOOp18Ms0f3JCEjM/ncCEZoFM9A+korcnJT3LmBWbh29V3EoUZoh3P74ZuZhuk3sbTffJiE5sW7GJIT79iYuKw1drbxcOnWNE0wBG+Q9haVAwPb9+caCo07genN1/msAGAxnRNIB71+5kOS4vXy8KFy9Mr/o9CR6xgH5T+htN12VkV37/ZgO9vHsRFxVLI23saN6pBbev3mFg04GMbD+C7tpclZKSworJ39C3QR8CWw+leacWFCtTLMtxmauNfyOWzJ782n6/IVmc/g9p2bIJa77XHUk7euwUBe0L4uZWKEO6mJgXa+w8efOgquprjcvRsxSxNx8Sd/sRalIKd34/QpEm1dKlCT9xlaQo3RmW8JNXyefumLbt8ZG/SXyS6XGBHGnYzIff1m8G4MzJ8xQoaIeLq3OGdPt2H0r7+uypi7i7uwLwNC4+7ef58uXFnOIs4VGaR7dCeXwnjJSkZI5vOoRHY690aTwaV+fIr/sBCDl9lXx2+SnoYp9p3tDr99LOjr5qhTxKEXXzIdG3H5GalMK1jUco0Th9fcaHRxN2NoTUpJTXEkNmvJvUZfP67QCcP3URuwJ2OBdyypDunwtXeWCw88b/sXfeYVIV2Rt+P4KSw5BBTCiioiQDoiKooGJaxcSawxpwFQMYV0Xcdc2KmBNiWH/i4i5mQcVEEMmIigqoiATJSFCB8/ujbs/09PQkhKmatd7nmWemb3fTH33vrXtP1TnfATCjeo1qAFStXpUVy1eyYf3m+X/s370TI/7tVvC+mPQlNWpVJ6dhToHXfTNjFgt/WFhg++cTP+fnFe5c+HzSFzRoUvA4LQnbtN2JJd8tZNncRWz4bQPTXx3Lrhn7cNfuHZjy8kcA/DD5G6rUrEaNBnXyvabF/q1Z+t1Cls9b7HR/NJ2NGzYCMHfyN9RuXPB7Lwkdu3fk3WHvAjBz8kyq16pO3YZ1C7xuz0578vEbHwPwzr/fYb/D9st9rmr1qrm/Vy1flbsPK1aqyFZVtqJCxQpsXXVrlixcUipt7bvtw8fD3gdg1uSvqFarOrWzaNut0x6MT1ZbPh42ivbd9wHg64kzWbNyNQDfTPqKuk027TvKZIe2O7EobTyY8Opo2mSMJW3SxpI5k7+mas3q1ErGksLeu+7nvPFt62pbw++8XDRq24LlaePHV6+MY8dSjB/VG+ew/cFt+fyF93+fkDR+7/G27c7bMmW0C2J+mPUDjbZpRJ367lz5bPxnrFq+arPo7NR9P0YOeweALyaXfvxYvmQFM6d+lW91cFNp331vRifH0qy061Imu3Zqzae558H7uefBqiUrmTNtFhvW59fSdKdtmDX5K35d9ysbN2zky09m0OGwfUqlbe9u+/Bhco5+PfkrqteqTp0s+3P3Tnsw7o0xAHwwbBR7d98397kjzjqST94cHRC0XQAAIABJREFUy4rFK3K3Va1RlV333Z33/s/tgw2/rc89l0vCdsk1e0ky7k56dQx7ZJyjrbvvxacvfwjAd5O/oWrNatRKvtdf1/wCuDGsYqWKuefiL2nn6FbVti7VPUg6bbvvzdiX3wdS9xrVsu7TVp1aMzHZp2OGvU/bZJ8W9f5f1qzLp720Gjt024ePho0C4Jtk3C1sn36S7NOPho1ir2Sfpj4foEq1KrnDWNUaVWm17268n2+fljzbZ9/uHXlv2HtAyceOd//9Lvsd1jF5xrJeq5YtWpa7Art29VrmfjOXept4PS0Je7Xdg9q1am6xfz+TGJxuASTVkPSupEmSpks6Nu3pSpKGSJom6d+SqiXv6SDpA0kTJb0tqXRTgSWgWdPG/DA3LyCZ98N8mjVtnPW1Tzx+D/PmTqHVLjvxwINP5W7v2LEDEyeM5LVXnmW33VpuFl1VG+ewZl7eDeCa+Uup2rjgyZtih15dmP/e1M3y2SWhUZOG/Dgv70K+4MdFNG7SoNDXV6pUiT+d1IMP3huTu617j66MGDuMJ14YyDWX3lziz67TKIelP+Z9N8vmL6VOo/wDUN3M1yxYQp3GOSV6bzbqN2/IDa/fQd8Xb2bnvVuVWGuK6o3r8vOPS3Mf/zx/KdWL2J8FMOPo56/hhNdvYbc/dy315xdHwyYNWPDjotzHC+cvomER+zOT/3tqGDvsvD0jpg7npVHPcOcN9222CZz6jevx048/5T7+af5i6m/iBeeIUw5n/KhPN+m9tRrVZUXasbNy/lJqNcp/k1uzUV1WpO3nlQuWUitjP+9x9H5Me2Vs1s/ocGIXvnq/5Ont6dRvXJ+f5ud9T4sXLKZ+4/yBeK26tVi9cnVuMLx4/uLci/erT79K852a89yE53hoxEM82v9RzIwlC5fw8mMvM2TcEJ6f8DyrV65m8keTS6WtbuMclv64OPfx0gVLyMn47mrUrcmaNG1L5y8hJ8t+7nLKoUx7P/3zjaufu4kBr91J117dSqWrTqMclhUzHmSOGcsXLKFuMpYU9d5j+/bin2MeZp9jD+SVe14sla5Mso0fNUoxfnTufxqjb30B27j5JlV/7/E254s57H/4/gC0bNOShs0aUn8TJ46K1bmZxo/fS91GOSzJOA/qZmjJPA+WzV9C3UYFg+l0fpj5PbvssxvV69Rgqypb0aZre3JK+V3WbZxf25Is52jNrOdoTu7/be/D9mXkc2/ne0/DbRuzcskKLrrrUm574x4uuP1itq66dYl11W6Uw/L082/+Umpn6KqT8ZoVC5ZSO9GlCqLfG7fxj4mPMfPj6Xw3JS+l+8i+J9N/zIPsdewBvHFP6VNm3WfXy7jXWEqdLPt0bSH7tKj3q0IFbnzjTu6Z+CSffzyNOVO+LpW2uo3z/9tLFxQ8lmrWrZnvHF0yf3G+Y3Kvw/blrncH0W/w9TzW7wEAGm7biFVLVnLBXZdw6xt385fbe5dqn9ZrXI/FaWPHkgWLCwSRRY0drz39Gs13as4zE57lgREP8lj/xwrcbzTcpiE77r4jMyeXPNU4dGJwumVYBxxnZu2BrsDdkpQ8twvwmJntCawEekuqDAwCTjCzDsBTwD82t6g8CXkUdlN93l+uoPl27fniy6856USXejdp8nR23GkfOuzVjQcfGsywl57K+t7S6yq4rTBdDTrtxg5/7sL0f/zfZvnskpBdX+GvH3DnNXw6ZjITxuXdVI54YxTd9+vJhWdcyeXXXvS7PrvAh2fdryV8bwYrFi3j6k4XccuRVzH0liGcN7APVWpULbFeJye7npLy8vEDeKnH33j9jDtpfeahNNl3l1J9fnGU5jzIRqeu+zDzs6/p3uZYTjnkLK659YrcldTNIC6LttL/M207teGIUw7n8X88sRl1WMZLsp0YeX9WrFyRVod24LM3xhV42UEXH8vGDRuY+t/RBZ7bVArsw6zHv/vV/qD2zP58NqftdRp/PfyvXDTgIqrWqEqN2jXo2K0jZ+9/NqftfRpVqlWh63GlmyApyfFVktfsul9rOp98CC/+85ncbQOOv44bjuzLXWf+nUPPOIJd9tmtFMKybCuRruLfO/yuF7i200WMH/4RXc88vOSassn8HefA9oe0Zc2Slfw0/dvfpaEklOZ4G/rQUGrUrsGgNwdxzNnHMGvGrM2WbZFPQimupVucElw4N2Usnj9rHq8/8l+ueu4m+g65ge+/+JaNG0r3XZboGCviNWfddC7/uu0ZbOPGfM9XrFiBHVq3YORzb3JNjytYt2Ydx/buWQpdWTaW4DhLfWe20bizxzXctF9vtmvTgiYt89L2X7/rRfp3upgJwz+m85mHlVhT6fUVvk+Ler9t3MiAHv3ot98F7NBmJ5q2LF2K6u/VBjDh7U/oe8gl3POX2zjxyl4AVKhYke1b78g7z73FdT2u5Jc1v3BM75KnRSvLDit4rBUuPXWtOmOv07n08Eu4cMCFVE27J6tSrQrXPXo9j9/8OGvTVsjLO9EQacsg4FZJnYGNQDOgUfLcXDNL3ZE9B1wKvAW0BkYmg2ZFIH+hW+YHSOcD5wOoYm0qVKie9XUXXXgm5557KgATJkxhm+Z5tTvNtmnCj/MLpvak2LhxIy+99ApXXnERQ54Zmi/d98233mPQ/bdSr15dliz5feYXa+YvpVqzvJmkak1yWLdweYHX1d61OXvdfR4fnXrHFk3jBTjtnJM4+fTjAJg+ZQZNmzViYvJc46YNWbjgp6zvu6Tf+eTUq8v1V2SvY/x07CS23X4b6ubUYdnSgv/HTJYtWEpO07zvpm6THJYvWprxmiX5X9O4HisWLqXSVpWKfW8m639dz/pf3Xf7/Wez+en7hTTaoUmuYVJJ+Hn+Umo0zZuxrNEkhzULS36MrEn2/dolK5nz1kQatW3B/E9+34zgSWcfz/GnukmWGVO+oHHTvHT2Rk0a8tOCxYW9tQDHnHIkgwc9B8Dcb+cx7/v5bL/zdsyYXLB+tyQce+bR9PhzDwBmTp1Jg6Z5q7gNmtQvdVrpjrvuwJV3XM61p1/Pyk1MF1y5YCm1046dWk1yWJVhoOFek7efazXOYWXaft65S1vmfzaH1YtX5ntfu54Hsssh7Rn859LNvx11xlEc1svdVH097WsapK12129c8HtauXQl1WtVp0LFCmzcsJH6ad9ltxO78dLDLwEw/7v5LJy7kOYtmtNwm4YsmLuAlUud5tFvjWbXDrsy6j+jitR26BmH0+UUt5I5e9o35DTNW8nJaVyPZRnf3aqlK6mWpi2nST2WLcw7N5u32o5zb+/NXWfews/L88a65cm/s3LJCia8/Qkt2u7MzPGfl+Dbg+ULllK3hGNJyq6jTuN6LE/GkuLeCzB++Mf89alreXUTzExSZBs/Vpdw/GiyV0t27Nae7bu2oeLWldmqZlW6DbyIkX0eLrWOzXm8rf15Lff2vTf3tYNHDy5Q77mpHHPm0fTodQQAX039Ksv4UfSYvzk55PTDOaiXq8ucM/Ub6jWtT2r9K6dx/mMcCp4HdZvUyz3Gi+LDoe/y4VCXZn1Cvz+zdH7xY2T3M47gkFNcHd+saV9TL+0crde4HssWFa0t/Rzdcc+duHSQu8bXyqlJu67t2bB+I19PnsmS+Uv4Jln1++SNsRxbikBm+YKl1Ek7z+o0ySlgLpb5mtoZ4y7A2pVr+Gbc57Q6qC3zv8pf8zpx+GgueOrqXLOk4uh6+uEc2MvVZX47dVbGvUYOyzP26c9LV1K1kH1a8F6l4PvXrlzDzHEzaH1QO378qujazm5nHEHXfONu3r9d2Libfo7Wa1K/wOcDfDn+cxpu15iadWuydMESls5fwqzcfTqm2OD0yDOO5LBebpLu62lfUT9t7KjXuD5LSzB2pF5z6Ind+HeWa9VXU7+iYqWKXPfodbz/n1GMfWsM/0vEldMtw6lAA6CDmbUFFgJVkucy50xS89IzzKxt8rOHmXUv6gPM7DEz28vM9iosMAV4+JEhuQZGr7zyNqef6swq9t2nPStXrGTBgkUF3tOixfa5fx91ZDdmznSpIY0a5Z1ge+/VlgoVKvzuwBRg2ZTZ1NihMdWaN0CVK9L82I78+PbEfK+p2qwenZ68jPGXPMzPszfPRb0onntqKEd37cXRXXsx4o33Oe6kowBo22EPVq38mZ8WFgxmTjrtT3Tuuh99zr8u32zcdjvkzQDuvmcrKm9VuUSBKcC3U7+h4fZNqL9NQypWrsTeR+/P1JET8r1m6sgJdDzembbs2G5n1q5aw4qflpfovZnUyKmFKrhhoX7zhjTcvgk/fV/wGCmKRVNnU3v7xtRs3oAKlSuy0zEdmTNyUoneW6nq1lSuXiX37+adW7NkZskNJQpj6OCXOeXQszjl0LMY9daHHHWSu3Ds0X53fl71M4sXlTwAXDBvIfsc6GrgcurXZfsW2zLvu02v3x0+5FUuOOwiLjjsIka/NYbuJ7iL7a7tW7F61WqWFjOhkE7Dpg3o//iN/LPPHfwwZ94ma5o3dRb1tm9M3W0aULFyRfY4ej++HJn/nPxi5ETaHn8gANu024lfVq3l55/yjus9j+nEtFfzp/TufNCeHHjh0Tx33l38tu7XUml67ZnXuOSIS7jkiEsY+/ZYDunpbph2abcLq1etLnAjAjBt7DQO6HEAAIeecCjjRrhV3J9+/Im2+7cFoE79OjRr0YwF3y/gp3k/0ap9K7au4tK22u7flrklML9455m3+FuPK/lbjyuZOGI8B/TsAkCLdi1Zs2pNVvfaL8Z+xj49XE3iAT27MmmkS8Gu17Q+fR69ikcvH8iCOXlzlFtX3ZoqybmxddWt2aNzG+bO/L74Ly4hNR7US8aDvYoZS3ZIxpKVaWNJtvc23D6vNKTNoXuxYNbvq2VfOHU2dbZvTK1k/GhZivFj7O1DGbzPpQzpdDlvX/wgP4z+fJMCU9i8x1v1WtVzTdMO63UYn43/bLOtcrwy5FUuPLw3Fx7em9Fvj6FbTxcc7tquFatXrSnV+PF7effZt7ixR19u7NGXSSPGs39yLLVIuy5l8sXYz9g79zzowqQR44v9nJr1agGQ07Q+HQ7vyLhXPi72PSOeeZOre1zO1T0u59MRn9A5OUd3bteSNatWZw2KPx87nY49OgFwUM+uTBjptF1ywAVccsD5XHLA+Yx7YyxP3vAoE0Z8woqflrNk/mKa7OgWAVrvvyc/fF1y85zvp86iwfaNyUnG3fZHd+KzjHH3s5ET2fv4zgBs124n1iXnaPWcmlSt5TJ4Km9dmZb778Gi5FxskHaOtj60AwtLcY6OevatXIPEySPGs9/xXYD89xqZzBw7gw7JPu3UswtTRrixbcrICVnfXyOnVpr2rdh1/z1ZMKv469fIZ97kuh5XcF2PK5gw4hMO7OmyXHZq15K1q9YUsk8/Y99knx6Ytk8bbZf3HW3fekcqVa7EqmWrsu7TeV8XfU/y+jOvc+kRl3DpEZcw9u1xHNzTGULt0m4X1hQydkwfOz137DjkhEMYN+ITAH76cRFt9m8DuGvVNsm1CqDPnX2Y+81c/vtEQdf18o68pXz8DyLpZzOrIakPsJOZXSKpK/AesEPysjlAJzMbK+lx4EtcSu/nwOnJ9spASzObIelp4DUzK3Saq9JWzUq8E+8f+A8O696FNWvXct55VzBx0jQAXh3+DOdf2I8FCxbxwaj/ULNWDSQxbdrnXPzXa1m16md6X3QWF1xwBuvXb2Dd2nX07XczY8cVHuy8UK9LSWXR+OA2tE1aycz5vw/4cuBwdjzD3QzMfuZdOtx1HtscuQ9rfnBB4cYNG3j3cOdwuO9DF9Og065snVOTdT+tZMZd/+bbFz4o8vOu+a10q1z9b7+Gzge71iNXX9qf6VPc+5984X6uvXwAixYsZuaC8cybO5/VP7ti+bdff48H7nqc8y85k+NOPor1v61n3bpfuK3/fUW2kjm4Rot8j1t3accpN56FKlZg9NBRvPHgyxx0qgtgPnjemef8ecC57H5QW35d+ytP93swd6Uz23sB2h22D736n0ONnFqsXbmauV98y31n/IP2h+/LsVeczIYNG9i4YSOv3DuUae/mXRzbbShZrcW2XdtwQP/TUMUKfPniB0wc9Aq7n+YG6BnPvUfVBrU58fVb2KpGVWzjRn5b8wsvHHw1VXNqcPjjzmG2QsWKfD18DBMHlcwe/fHfClraF8Y1/7yCTl07sm7tOvpfdiufT3WtgQY9fxcDrriNnxYupte5J3DmxadSr2EOyxYv5+N3xzLgytto0Kg+Nw+8nvqN6iGJwYOe5Y1hIwr9rJxKhU8eZePSv/+Vvbvsxbp1v3DnFXfx1TQ3Y3vrM3/n7n73sGThUo4750+cfNGJ5DRw2saPGs/d/e7lyjsv58AjDmDhPDehsGH9Bnofmd1ZFGC/SoXXarXs0pYeN7p2QBOHvs8HDw5n71PdOfnp827V4qgBZ9HyoDb8uvYXXu73KD9Od/ugcpWt6Dd2EHd3voxfVuXdhF/+/j1U2qoya5IV3bmTv+GV67OXB0zaWPQETu9betOhi2sFcW/fe/k6+Z5ufvpmBl49kKULl9J428Zc/cDV1KxTk1kzZnFnnztZ/+t6chrlcMXdVzizGMFLD72Uuzp66hWn0vmozmzYsIHZM2Zz31X3sf7X/KYs9VSlgJ50zrzlL+xxUDt+XfsLj/d9gDnT3Vpk36ev54mrHmL5omU0aN6Iix+4ghp1avDdjDk8fJn7nHNv783eR3Rk8Q8uOyPVMqZB80Zc9tjVAFSoVIGxwz/ilQcKuqpWU8VCdbXu0o6TbjyLCsl48OaDL9M5GUs+TMaSXmljyZCMsSTzvQAXPHwljXZsim00ls77ieevfzzragRA6xKOH9t1bcOB/U9zrahe/IAJg16hdTJ+fPbce1RrUJuTM8aP5w6+mt/SAr5mHXel3QU9StRK5k0VH8D9nuOtVftWXHnvlWzcsJHvv/6egVcNzDUuu2rQVey5357UqluL5YuX89w9zzHixbzx5FcrXcrqJX+/mL27uLYVd155d+748Y8ht3DPVfeyZOFS/nT2sXnjx5LljH9vPPdcdR91G9TlodcHUa1GNWyjsXbNWs49+HzW/JzdAKZZxRpFajl9wHnseVA7fln7C0/0e5Bvk/PgisHX89TVeedB70GXUz05Dx69fCDrf11P7QZ16P/KHVStUZWNZvyyeh3XduvDup/Xct3QW6hRtyYb1m/ghVue5vMx0wt89rpivrdzbjmfNge5lkkP972f2Ym2a56+gUeveoBli5bRsHkj+jxwJTXq1OTbGbMZdNm9BcaCi+66lEnvfZrbSma73XbggtsvplLlSiz6fiEP972f1RmmSI2LGD9269KW41KtZIaOYuSD/2X/U92Ew+jnnSnPCQPOZteD2vLr2l/4V79HmDt9Nk1bbcupd19EhQoVUIUKTH59LG/f787Rcx6+nIY7NsU2bmTpvMUMvf4JVhSSjbCaos2w/jzgPFonnz2430N8l3xvfQZfx9NXP8yKRcuo37whFyT79PsZ3/JEsk8Le/82rbbjnLv/mmgXn74+htfuz3/Lu6YE58FZt5xPm+R4e7TvoNxx96qn/8ZjVz3I8mSfXvLAlbnH24PJPj36wuM4sGcX1v+2gd9++ZV//WNIbiuZ7Xbbnr+k7dNH+w7Kt09XWtETrRfeclHu2HFf33v5Zppb8On/dH/uv/p+li5cSqNtG3P1A1dRo05NZs+YzV1p16rL7r6cnIY5SPDSQ//m/f+MYre9d+OOYXcy54s5ufX1z9wxhAmj8t+T/2fSoGK/t5LQ76bb+HTyNJYvX0m9nDr0Pvd0eh69aenhKSrX3zFbMjYQg9PNSlpwWh94FagMTAH2B45IXvYG8CHQCfgaF5CukdQWuB+ojUu3vs/MHt/cwWlZUprgtKwpbXBalmQGpyFR0uDUB6UJTsuS0ganZUlRwalvigtOfVJccOqTooJT35Q0OC1rShKc+qK0wWlZUlxw6pPiglOfFBWc+qa44NQXJQlOfVFccOqTzRWcbgmKCk5jzelmxMxqJL8XA/sV8rKsDhZmNgXonGX7WZtLXyQSiUQikUgkEomESqw5jUQikUgkEolEIpGId2JwGolEIpFIJBKJRCIR78TgNBKJRCKRSCQSiUQi3onBaSQSiUQikUgkEolEvBOD00gkEolEIpFIJBKJeCcGp5FIJBKJRCKRSCQS8U4MTiORSCQSiUQikUgk4p0YnEYikUgkEolEIpFIxDsxOI1EIpFIJBKJRCKRiHdicBqJRCKRSCQSiUQiEe/E4DQSiUQikUgkEolEIt6JwWkkEolEIpFIJBKJRLwTg9NIJBKJRCKRSCQSiXgnBqeRSCQSiUQikUgkEvGOzMy3hkhASDrfzB7zrSMbUdumEbVtGqFqC1UXRG2bStRWekLVBVHbphK1bRqhagtVF0Rtm0pZaYsrp5FMzvctoAiitk0jats0QtUWqi6I2jaVqK30hKoLorZNJWrbNELVFqouiNo2lTLRFoPTSCQSiUQikUgkEol4JwankUgkEolEIpFIJBLxTgxOI5kEmeeeELVtGlHbphGqtlB1QdS2qURtpSdUXRC1bSpR26YRqrZQdUHUtqmUibZoiBSJRCKRSCQSiUQiEe/EldNIJBKJRCKRSCQSiXgnBqeRSCQSiUQikUgkEvFODE4jkUgkEolEIpFIJOKdGJxG8iGprqQ9fesoD0iq6FtDeUPSDiXZFimIpO0kHZr8XVVSTd+aQkdSdUkVkr9bSjpGUmXfusoDyTG2i28d6ZSHMVdSdd8aIv/bSDpe0j2S7pZ0nG892Qhx/AgVOZr71hESMTiNIOl9SbUk5QBTgcGS7vGtK4WkZpI6Seqc+vGtKeEbSXdK2s23kEwkNZL0pKQ3k8e7STrXty5gWJZt/y5zFVmQtH/qxlLSacnFfzvfugAk/QX3PT2abNoG+K8/RflJAr93JX2WPN5T0t986wI+BKpIaga8C5wNPO1VESCphaStk7+7SLpUUh3fulJIOhqYAryVPG4r6RW/qoCwx9xOkj4Hvkget5H0kGdZuYR6zEl6VdIrGT/PSuojqYpnbX2SeyMl19NJkrp71vQQcCEwHfgMuEDSgz41ZRLi+JHsw9Mk3Zg83lbSPj41pTDnTBvM9TxFMglS6M+W/OwYnEYAapvZSuB4YLCZdQAO9awJAEm3A6OBvwH9kp++XkXlsSfwFfCEpHGSzpdUy7eohKeBt4GmyeOvgMt8iZHUSlJPoHbGAHcW4PUGJI2HgTWS2gBXAd8Bz/iVlMvFwP7ASgAz+xpo6FVRfh4HrgV+AzCzacApXhU5ZGZrcGPbIDM7DgghsBkGbJC0E/AksAPwL7+S8tEf2AdYDmBmU4DtPepJEfKYey9wGLAEwMymAqFMpEK4x9xs4GfcGPI4boxbCLRMHvvknOTeqDvQADe5dZtfSRwEHGZmg81sMNAD6OJXUgH6E9748RCwH9ArebwKCCmoHydpb98iMji6iJ+jtuQHV9qS/3ik3FBJUhPgJOB632Iy+BOwi5n94ltIJma2iuSCmqzmvgDcK+nfwC1m9o1HefXNbKikaxOt6yVt8KhnF9xgVgc3sKVYBfzFi6KCrDczk3QsMNDMnpR0pm9RCb+Y2a+SAJBUCQipD1g1Mxuf0pew3peYNCRpP+BUIJU5EMJ1b2NyTh4H3GdmgyRN9i0qjfVmtiJjf3on8DEXM5ub8Z35HHMzCfWYa2dm6UH8q5I+NLPOkmZ4U+VI7cweuIn7qfJ/UswEtsVNngI0B6b5k5OVEMePfc2sfeqYN7NlkrbyLSqNrsCFkr4FVuOOPTMzb2V2Zna2r88O4SId8c8A3Crbx2b2qaQdga89a0oxG6gMBBecytU/HYmbTd0euBt4HjgQeAM38+uL1ZLqkQQwkjoCK3yJMbPhwHBJ+5nZWF86imFVEsyfBnRO9m8o9YkfSLoOqCqpG9AbeNWzpnQWS2pB3vF2AjDfryTAZQtcC/zHzGYkY9soz5oAfpPUCziTvMmaUI41gM8k/RmoKGln4FJgjGdNoY+5cyV1Aiy56b2UJMU3EEI95hpI2tbMvgeXbgnUT5771Z8sACZKGoFbZb5Wrs5/ow8hkl7Fja+1gS8kjU+e2ocAzs0MQhw/fkvGj9Q1qgGe9mUhHOFbQGFIagTcCjQ1syOSsor9zOzJLfaZLtU5EgkTScOANrh6sdwA1cwu9SYqQdJs3I3uk2Y2JuO5+31qlNQeGAS0xtWlNABOSNItvZFcEP6Cu7HMnRwzs3N8aUohqTHwZ+BTM/souUnqYmbeU3vlTH3OxaWXCTeZ9IQFMoAnQd9jQCdgGTAHONXMvivyjX9Qkov7hcBYM3tBzhTsZDPznTIIgKRquCyaVH3d28DfzWydP1XBj7n1gYG4khgBI4A+ZrbEl6Z0Qj3mJPUAHgFm4b63HXCTb+8DfzGz+zxqqwC0BWab2fJkwreZj+uopIOKet7MPigrLcWRMX6krle3+Bw/JJ0KnAy0B4YAJwB/M7OXfGnKRNIBwM5mNji5V6phZnMC0PUmMBi43szaJJlbk81sjy32mYHc20Q8ImkwWVIEAwkYsqZVmtmQstaSTjIDd72ZDfCpoyiSAWQX3MVhppn95lkSksYAHwETSUt5M7NsRkmRBDmjpnVmtiF5XBHYOqmn9I6kHcxsTqKzgpmtSm3zrGsU2ce2gz3IAXL33RAzO82XhvKKpAPM7OOMbfub2WhfmsoDoR9zckZNrXDXqi99T4KkkPSumR1S3LayJlnJStUnjjezRT71lBcktQIOwR1n75pZMJkNkm4C9sKVsbWU1BR4ycz29ywNSZ+a2d6SJptZu2TbFDNru6U+M6b1RgBeS/u7CnAc8KMnLfkwsyFJilQqXSuIIMvMNkjqikuJDg5JJwJvJamMfwPkx0MwAAAgAElEQVTaS/q7mU3yLK2amV3tWUNWJK2iYCCzApgAXGlms8teVS7v4lZkfk4eV8WtzHTypig/w4D2ZrY6bdu/gQ6e9KRIN0+rAvTEcy1sMnY0kLSVmflOW8yKpJHAiWa2PHlcF/g/MzvMrzLux618pDMoy7YyR9L9WTavACYkZQ3eKAfHXAfysmn2lITPjBU5l+BqQP3k2E8VT9Yiz2TQC5JOAu7ErSwLGCSpn5l5d71PSz3OipkdU4ZysvE1znCrErgU8lQ6eQAcB7QDJgGY2Y8Kp11cmZeJxeA0UmDVStILwDue5ORDUhdcCsa3uIG4uaQzzexDn7oSxkh6AHgRV8AOQAABIMANZvZSkiZyGHAXzo12X7+yeE1SDzN7w7OObNyDm5T5F+5YOwVojDOgeAq/johVzCwVmGJmPyepU15JZqJ3J3FhTnuqFgG4MJvZxIxNoyWFkP72LU7LK+QfO0Jp4VU/FZhCrnmIN3doOVOrTrj6xCvSnqoFhNL7tApu9S+VJtgTmAGcK6mrmXlzS0/4lgCPOUnPAi1wrUdS2TSGX6f0C3D16k1JgoWElfh3eL0e2Du1Wpqkf75DGC3Z7vItoDAkXQLchHOC3kBiOIRzAA+BXxNDxlQAGFK/5CuAV4AWkkaTlIltyQ+MwWkkGzvj3OBC4G6gu5nNBNdPEefQ6HtFBvJWrdJXTw3wljKYRuoifyTwsJkNl9Tfo54UfYDrJP2CazuScqQLoR3E4WaWHrw/JmmcmQ1IzIh8slpS+9TEh6QOwFrPmiBwF2a53s0pKuDGjcae5KTzY/JTAQhldjydjRkmNdvh1x16K6AG7p4l/ftayRa+SSoFOwEHm9l6AEkP47IbuuF6Uvom1GNuL2C3UOrnAcxsIDBQ0iVmNsi3ngwqZKTxLiGQtpDpda9Jxlsr3LgxM4AV+z64lNkgasCzMFTSo0Adub7m5wBPeNYEuAWXpOa5zMrEYnAayZbOuAAIJfWyciowBTCzrySF4DCImXX1raEI5iUD3aHA7UlNj/cLmJmFdFOUycYkZSo1A51+0+v7xuky4CVJqXT7JjhzB6+UAxfmibh9J1w67xzyWsp4w8xuBkjStix9VTwQrgc+Tltl7gyc70uMmX0g6WNgj9R3FyDNgOrkpbtVx7lbbkgm47ySdsxVz0i/981nuAmjENy9AZB0sJm9h7uOHp/5vJm97EFWirckvY2bpAeX4fOmRz0FkHQkGSZXki4wM5865+KxY0FxmNldck78K3FB4I1ACBmCqTT33sABuOvpR5Ie2ZK14dEQKRI0kp7CnQzPJptOBSqZx/5LKSTVxqWJpHq0fQAMMDPvA2CS8nk4MN3MvpbrY7uHmY3wrCtrU/oQ0rTlHGcH4hp1GzAOuByYB3TINGIpa5JJmdTM5Zch1F6nSC5e5+JSfHPTeX2bqkmqknkBlbS1ee6bLKk1bkxLrewuBs4wM999HXORc5/tiDvexprZYs+SkPSeTzOropB0LvA38moBO+PaL7wA9Dezfv7U5aZGP4lzAN1WUhvgAjPr7VnXKJwj7njyO/J7q0+UdLOZ3ZSYRWZiAYxrxwP7446zD83svz71ZCLpS+AoS/oOy7UZe93MWnnU9CTu+vk6+Y+zIEopJD2VflxJqgEM922+lWgZisuGei7Z1Auoa2YnbrHPjMFpJFRHukTH1sDFuBkb4WaSHvJ9cwm5bW4+w9XEApwOtDGzAjOtPkhuPg5MHn5kZlN96oFcw4QUVXA92iaGesMZEnI9FLcnfwse721uACS9BHyJa8UzADeJ9IWZ9fGsa5KZtS9uW1kj51p9vZmNSh53AW41s1AMrpDUDNiO/Meb10kkSXfjyk5eIn/dpM+VrFzkHDZPx50L1YEffH9nKSR9gssGeSXNcfMzM2vtWVfWFikWUGuUEJD0sZkdkJbpprSnNwJLgTvN7CEvAtOQ9KGZdU57LOCD9G0eNN2UbXsomRiSbsHV+l+UmHC9DjxuZtkmSMoUSVPNrE1x2zYnMa33D0zIjnQpkiD0nuQnNFqYWc+0xzdLmuJNTRqS+uBq/lI3bc9Jesx3/YyZpdclIqk5cIcnOflQ2D1YQzQNSWcnMztR0rHmHLb/hett5wW5nrXNgKqS2pF/bPNuJAVUTwWmAGb2fkgGGJJux6WNzyCvUb3hP80sB1djlz6ZZeSNc96QdB6urm0b3HnaERhLGB4EAJjZXBcn5LKhsNeWFSEGoRmmWwXwsdpmZgckv7OWxsi5qY4BvAWnaSnQMyS9AQzFnZ8nAp/60gXhl1KY2Q2Sbpf0CM4b4TYLp8XeZEkdzWwcgKR9gS3avisGp39s0h3pJpJ3A+fdkU7SUDM7SdJ0svcpDMFhba3S+u5J2p8wTGrApVjum6otSm42x+LaLoTED4DXmfs0huN6sL5DADdtGQRnGpJBKsV4eZKyugAX5PviMOAsXKCQfiO5CvBtbgUwW9IN5JUrnIarhw2FP+HMQ7xnqKQTQjlHEfTB9Z4cZ2Zd5Zysg1iVSZibZF9YYlZzKeCtz2OWlcDcp/BvkpcKAHfB7dNXksdH43+CJitmtiTJwPBJ+uTzQiC1Kv4TULfs5eSRWUohKYhSioya5vHADclvk3S8z6yQtPvvysAZkr5PHm8HfL5FPzvce51IWaEAHekkNTGz+XIukQUws+/KWlMmSdrsM0DtZNMy4Ewzm+ZPlSMZVPZO1dslq+SfmtkennUNIu9GpAKu1uhbC6A5vLZwU+nfQ5I2e6mZBWMakk6yajQM2AN4GueseoOZPepZV8+AZp9zSTJVbsaVK4C74e1vae1bfCLpTVyf06BWF+Tc2h8GGplZa0l7AseY2d89S0tvVD8FNzH4S0hjSlJDPBBnkieck3AfC9e91DuSRgA9zWxV8rgm8JKZHe5XWaS0hFpKUUhdcwqv9c2F3X+n2JL34XHlNIKZDUpmlXYjv5mJt5TBtJvw3maWzzk4WQUMwU14pZm1kVQLwMxWStrBt6iEwcAnkv6DuxE5FmeG4ZsJaX+vB14wsy2aHlIKQu7BWh/4XFIwpiEpJFXAnQvLcEHWjp4l5WJmw+ScIzONmgYU/q4y4VAzuzR9g6QTyeuR6Zs1wBRJ75L/eLu08LeUCY8D/YBHAcxsWpJC7j04BX6QVAf4LzBS0jJc65YgSAytTvWtI5PELOeHJJjvgus7+UwgEzXbAuktUH7Fb0ZIuUBhGuQFWUphZmdLqoibfL7Xt550MoNPuV7XZdK/PK6cRlKF4l1wwekbwBHAx2bmvX9cIYYm00JI6y1E20QzC6EHK5Lak7cy85GZTfapJ0WSUtYyebjF+2WVlCS9rDruZjyoHqyhm4ZkGmCEQlK/Uw3oiusZdwIw3sy8tpMJ1agphaQzs203syHZtpcVaauTk9NMfYJZnUyRnK+1gbfMf39HINya+mSleS+crrdxKbS7mFkPn7oAJF0PnAT8B5fxcxww1Mxu9SoscBSgQV4yUT+J/KUUe5nZn3xpSkfSKAu0PaGkY4C7cSWAi3BpvV+Y2e5b6jPjymkE3A1bG2ByMovTCM/NfyVdhOurtKOk9DTZmmzhQuziSGqJdgdqZ9QL1KKMZpVKgXCGJiruhWVBMjM+BPgWp6m5pDMtAEfLwowmQiCUILQIRkrqC7xIfhfVpf4kAdDJzPZMJrRulnN79VnDcwTQA2gm6f60p2rhMgmCwHcQWgSLk5U2A5B0AgH1x0wR6Pkaak39RjNbL+k44L4kkyuIiVQz+0eS4p5yvT87lEnewAnKIC/hHFwpxcvkdX4IqYZ9jKQHKHgNneRPUi634Aze3jGzdpK64trJbDFicBoBWGtmGyWtT1JUF+E/Ne9fuMbS/wSuSdu+KoAb3l2Ao4A65DcAWIWbmfaOpBtxDnnDcAPxYEkvBVCbdTfQ3cxmQm4N2Qs4dzovSGplZl8mK80F8HlxCNw0JJ3U6svFadsM/+NIyqBsjVybjyWAz9T7H3Gp7cfgTOhSrML11PVKEUZ0qePNd8bKxcBjQCtJ83AmUsGlqgZKtcwSmUD4TVIv4EzyrqeVPerJpBqubGGwpAaSdjCzkMzLQiQ0gzySshPfZQlFkap9TS85McJw+/4tMdyqIKmCmY1Kyuu2GDGtN4Kkh3AOlqcAVwI/A1NCckbMzHU3s+89ygFA0n5mNta3jmxI+gJol2aIVBWYZGa7etZVICXbd5q2XIud8+WawWdiFnuw/m4kdTOzkR4+9wacQ/UhOAdyA54wsxvKWkuGrsq4gK9VomlmCOmf5cGIDiCpFauQMqqJFI+kvwNjQqupl7QbcCEw1sxeSHwbTjaz2zxLS5U87YVLM26ZTHC9ZGb7e5YWNGkGeXvi/C9qADea2SMeNbUE+lIwrT1e34tB0js4B/d/4vwvFuEMN7eYmVQMTiP5kLQ9UMsCcJwFkHQ0rhVEmeW6lxRJd+CMONYCb+FSoy8zs+e8CiPXbbNXylQiMep4zsyO8qzrKdzNeKru41SgUkgTISESuGlIsfiqp5S0tSXtUCRtjZvgWmeeW6RI6oEz9ZmFC1J3AC4wszd96kqRBH+pjJqWuCD6Td/14XK9HG/C1dIb8DEwwKLjbKGkZV2IQGvqQyWph22Hm9hN1TgH4XkRKR2SpgKP4DJWctPazWxioW8qQyTVxo1tKe+GD3Bj2wp/qhzJ9WAdbsw4FVdP//yWHHdjcBpB0rtmdkhx23yQDCgHk5Hrbmbne5aWa8SR1Mr8CZeWN8rM2niWhqT/4vqzjcTdmHTD3cgtAn+um0mAcDHu5jJV9/GQ72ABco+1/8MZXszyrSedkE1DSkK6gU0Zf26QxkOSvgSOMrNvksctgNfNrJVPXSkkTcTV2dUFxuFSkdeYmdcUWkkjcWNGagLwVKCLmR3qT1Xk9yBpDtl7mfsuCUDSeDPbJzVmJDfpY2Nwmh1Jp5nZc5KuyPa8md2TbXtZoIDMKrMhaRjwGc6TA+B0oI2ZHV/4u/53iTWnf2Dk7L6rAfXl+u6lTHNq4VYqQ6DMc91LQaoupgeuJcpSKQjfIXDugv9Je/y+Jx35SILQe5Kf0DgGOBkYKmkjzphgaAgp5ARsGlJCynQWVFJjoBlQVVI78o9t1cpSSyEsSgWmCbNJJo4CQWa2RtK5wCAzuyOQ4y3HzG5Je/x3SUG4bYZOwJPQe6X9XQXnlZDjSUsmQyU9CtSR9Bdcbf3jnjWFTKo1SzDmgpJSx9Krknrj7ovS22P59jBJ0cLMeqY9vjmZlPZGFq+L3KfYwlkXMTj9Y3MBcBkuEJ1IcsDhzDke8KgrneWSauBmy5+XtIhwXC1fTVZA1gK95az613nWhFzPrG5mdppvLZlIOgrn/LYdbvwJJrUsqae7A7hD0s7ADcDtQEWvwhyhm4aExmHAWcA2OBOuVHC6Cldf7wXluXvPkPQGMBQ35p4IfOpLVxYkaT/cymSq7U4I9wujJJ2C+97AOc2/7lFP8CST0NUJdBI6S2rgfZI+Bm70oSeF3Ezzi7iU9pU4I8QbfdTOlxfMLNV/+GbfWtKYSF5aO7g+ySlCMO1LsVbSAWb2MYCk/ckz9POCeexgENN6Iyln1/vMbGViINIeuCUEC+tU7RNQgTLKdS8NycV+pZltkFQNV6+7IABdbwNHh2Cyko6kb4DjgekW4OCT1FyfhFtB3QC8aGZ3+9QEYZuGQP7azmzbJL3sIz1JUk8zG1bWn1sYkgYX8bSZ556TKSR1xpmHjDaz2yXtiKun9+p2qbxexBuTTRXIa7sQxCRXaEjqQ94k9I9pT60EHjczrxPRyu+SXgG3knpRIOUxQaeChobyt8cqgO/xI2QktcWl9NbGBdJLgTND8X8pa2JwGskt8Jd0AHArbqXhOjPb17OuisDbodUTSTrYzN5T/h6nuZiZtz6KKZJUpPa42sT0nlle02nlHHEPMbONxb64jJH0CW418iVcUDrbs6QSI2lYRkpQWX9+qLWdfXBukatw6XjtgWvMbIRPXeUdSYPM7BLfOiIlR9IlZjbIt45MlN8lfT2uB/ZdlrQb84mkB4GnzSykrIZgkXRmUc+bx/7JSQZBb/LM1D4CHrGko0EoyLVzxMxW+tbikxDSdCL+STmXHYk7WYdL6u9RDwDJauQaSbVDcCxL4yDgPfLSK1MzPKm0aO/BKW6G/EfcTHQw9R/AVcAbkj4gf91HCDWoZ5rZl75FbCJeUpPKQW3nOWY2UNJhQENc0/XBgNfgNHHAfRhoZGatJe0JHGP++xCXFG+tNCQdQ56j5ftm9povLeWMRyVdStp3Bzzq24HZzLr6/Pxi6ApcIOk73CRvKP1+g6Skwaenya1ncJOUqQmaXriuASeWsY6sSJqFM5/7CFfG9rlfRX6JwWkEYF6y0nYocHviqFrBs6YU64DpiUtj+gqgt/QQM7sp+fMioCf5+2YFkYoQWM1HOv/A9dGtAmzlWUs+zOxLSUcCu5O/p+6Awt8VDL6Ou/TazvQJBq+1nWmkguUewGAzm6owXMsex9U+pWq0pkn6F641VaQQJN2GcyF/PtnUJ6nTusajrPLCQ7jMkIeSx6fjJkjO86aIsFtoAEf4FvA/io/JrV0yUsVHJQ79obAbsC/OJf0uSa2AqWZ2nF9ZfojBaQRcjd3huFSa5ZKakL9o3CevE67hxX+B5cAk8oyQgghOk1SpbPb8vhtO55hZd88asiLpEdxqX1fgCZzZynivogInmSkfElptZxoTJY3A9RG9VlJN8uoVfVLNzMZnxMmhGL2FTA+gbaosQNIQYDIQg9Pi2Tvj5vy9QG7On8K10DgpeXw6LrshhBYaTYAZZrYKIBk/dgO+86oqsilMltTRzMYBSNoXGO1ZUzobcP2HN+CuUQsJy8G9TInBaQQzW0NaKqqZzQfm+1OUh88ahRKwjZkd7ltEIfRN+7sKboU3hJvfdyR1D7Tmr1NSez3NzG6WdDdhpGiXBN+rga9J+jP5swhCWHU+F2gLzE5ao9TDpfYCIGl3M5vhQddiud6mlug4gUDG3BLi83irgzMLAWceEikZGyS1sKSHc2JytaGY95QFwbXQSONhXJ16itVZtkXKB/sCZ0hKtYbbFvhC0nTCSNVeCUzHZSA9Horppy9icBoJGgXcoBsYI2kPM5vuW0gmZjYxY9PopM7TNxcDV0n6BTdLGEwrGfJWv9dIaoq7Ad7Bo55cJPUxs4FFbLvag6x0hgMrcLb9vxTz2jIjWWGblPZ4CZB+0X8WPzeaFwOPAa0kzQPm4NzIg0JSdTNbneWpgVm2lQW34lZARuHGjs7AtZ60lDf64VIZZ+O+u+1Im6jxSHAtNNJQuqu8mW2UFO+bfz8+JrdCXUhI0Qtn1tQbOE/SGOBDM3vXryw/RLfeSNAkKx0pcht0m5m3HmipmTbc5M7OwGzcDXkwZgnKazwNefb8A81sF0+Sckm07Uz+uk7vgXPSRmkQcAjwIG4fP+7zWEtRiBvuZDNr50tTOpI+M7PWvnWUlrL+DiVdkbGpKmntUAIxBkNSJ1xqew0z21ZSG+ACM+vtUVMFXKr9R7i6UwGfhNC6q7yQ+Ensgvvuvkxv/ySpm3no4ZnRQgNgGYG00JD0Ms446uFkU2+gq5n9yZuo/wEknWVmT3v43AOAnc1ssKT6QE0zm1PWOooiqTU9Atf+qaGZVfUsyQsxOI2UOyR9bGYHePz87Yp63sy816NkrDin7PkHpGanfSHpPKAPzkBnCtARGGNmh/jUBSDpROAtM1ulQPr9SuoF/Bk3o/pR2lM1gQ2htFmS9BgwKMQsgqIo63Y3klJmarvgAqzhuEDhaNwsuVdzmhRJW6UTgFdSwXsIExCSPjSzzsW/MlJafLV+SgLmE4AWuJTtFbhJXt8lAUhqCNwPHIy7nr6L6/f7h60FLAmSXqVgxtsKYALOIbrM27ckY+9eOGOklkl21Etm5s15PB1Jw3AlKN/grvUf4Sbfgmp1U1bE9IRI0Ch7g26vrVFCCD5LwG4U7Ok1wasiRx/cTfk4M+uazBKG4ix8g5m9lMyudsP1+30YV6viizG4WsT6iZ4UqwDvKwtpHACclUyKBJVFEBIpF+3EpKl9mtFKf1x/3WAws7kZhk0h1CeOlNQXeJH87u1LC39LpIT4qiMeTp6x4DxPGrKSBKGnFPa8pGvN7J9lKKm8MBtoALyQPD4ZZ/DTEudUfroHTccB7UjKPMzsx8TgKhRuAyaZWdZx1ldmgy9icBoJnbspuAIYRF+qwBmCK7C/P3kcSk+vdWa2ThKStk7at3hPNU4Irt9vMhHyHbCfTx0loLy2XPjV0+dum/HZv+LMpEJhbpLaa5K2Ai4FvvCsCeAc3PUgM704BA+C8o6vNLqQjQWL40QgBqcFaZeR4fBqKutBkg8DOoBfzcwkpUzoqnvSkRUz+7SYl9wOxOA0EvFJWm3Wa7iLZmpW14CjyN9TMVKQUHt6/SCpDq4Nz0hJy4AfPWtKEWy/X0nH4y5ODXHnQkhGUpjZdxn1PA2AGr70ZGRcFCCVqm1mHctGUQGeBcZL+g9uTDsON6EUChfiTI+aAT8AI3AmTr7JlhHyiFdFkd9LsMaCJcC3S3qoNJC0rZl9DyBpW1z2D/ibEByaXN/rSPoLbqLrcU9aNoU/1LEWa04jQVJearNCRdLTuNW/9J5eZ/o0NMlE0kE4E4y3zMzXBStdTzWco990M/s66fe7RwhtbyR9AxxtZiGsXhUgtHqexM21MMz89/tNBdAHJg8/NLPJPvWUByQNxWWEPJ9s6gXUMbOTCn9XBEhlqvxS2DZJL5tZmfUWLQ/GgsXhq043dCT1wE0azcLtzx1wk0rvA38xs/s86eoGdE80vV2e0mT/aMdaDE4jQZPUZvW0/E2wXyrHaUBlgqQvcIF9vp5euObO5eLCH8lD0uhQjBuykfQlbIermUkZ6EyLx1n5RNIQoI+ZLU8e1wXuNrNzPOuampERknVbpCCFOH57u+EtD8aCxRGSY3poJJlHrchzhv5DGvtsLv5owWlM642ETui1WaESg/f/LSZIehGXDp27+mFmL/uTlI9g63kktcalg6a3LnrGn6JywZ6pwBTAzJZJCuEmfLKkjhkZIaM9awoaSY1x6dlVk32YSg+sBVTzpas8BJ8lICgTs8DogLtXqwTsKcnLuCtpFdnrqYMqjSkB3/oWUJbE4DQSOqHXZgXJ/8iFP5JHLWANLiUphQGhBKdB1vMk6cZdcMHpGzjjpo+BGJwWTQVJdc1sGeT2Jg7hfmFf4AxJ+TJCUimicaU+K4cBZ+Had6V7NawCrvMhqLwg6f4sm1cAE8xsuJndWtaaygOSnsW1BppCntGg4WHcNbOQHHmLJDGh2560sTYV0Jdlyn0IxLTeSPDE2qxIJHxCrOdJgpY2wGQzayOpEfCEmR3tWVrQSDoDuBb4d7LpROAfZvasP1X/G6mgvpDU08yG+dZRnkj6N7cib4W0JzADaA7MNrPLfGkLmaSsaDcLLMDIMO2rD9Q0szm+dUHhAb2ZXepPlT9icBqJRCKBI6klrudqIzNrLWlP4Bgz+7tnafmQVIv8s75e+09KGm9m+0iaCHTFrRZ9Zma7+9RVHpC0O+47E/CumX3uWVLkd5DUAPak4MrMAF+aQkfSe0B3M1ufPK6Ec67uhjPO282nvlCR9BJwqZnN960lRWimfZmEGtD7IoQ0nUgkEokUzeNAP+BRADObJulfQBDBqaQLgAHAWpzplnBpXL77T05IWhc9DkwEfgbG+5VUbvgSWEZyn5DeGiJSLhmOS0mdSFrdeqRImgHVcd8byd9NzWyDpPgdFk594HNJ48nvkXCMP0kcR2Lal2j5MTHYDIXPgMZAMAG9T2JwGolEIuFTzczGS/lana33JSYLfYHdzWyxbyHppLVOekTSW0AtM5vmU1N5QNIlwE3AQlyKWWqyIdZ0ll+2iS73peYOYIqk93HnQGfg1sTw7R2fwgKnv28BWQjWtC8hxIDeGzE4jUQikfBZLKkFieugpBMIa4Z1Fs6wKTgkNQO2I28FsLOZfehXVfD0waW/LfEtJLLZGCNpDzOb7ltIecHMnpT0BrAPLji9zsx+TJ7u509Z2JjZB741ZCFI0740+vsWEBIxOI1EIpHwuRh4DGglaR4wBzjNr6R8XIu7+f2E/LO+Xs0cJN0OnAx8Tn7XyBicFs1c8lIZI/8bHACcJWkO7hxNtdKIq+FFUwH4CXe/vJOkneLkVnYkfWxmB2Rp3xJC25YGOIO3lbge8DcCh3rUk49AA3pvREOkSCQSKSckqUgVzGyVby3pJKlIHwPTcTWnAJiZ17ZPkmbienbG+rBSIOlJ3A3c6+SfbLin0DdFgqYwp+PocFw4aZNbM8gb1+yPmmpZnpE0yczaZ2ybFsrkTCH9WFcAE4ArzWx22avyR1w5jUQikcBJTH3OIHHaTNWe+l6ZTGO9mV3hW0QWZgOViQYwpeX75Ger5CdSzjGz7zJaaTQAavjWFTh/wqW3x/GjlITStkXSRUBvYEdJ6X4DNYHRZa2nCO4BfgT+hVtpPgVnkDQTeArXr/sPQ1w5jUQikcCRNAYYR2Arkykk/QP4DniV/CttvlvJDMP1OX2XgNKNywuSqpvZat86Ir+f0FtphIikN4ETzexn31rKEyEda5JqA3WBfwLXpD21yvf1KR1Jn5jZvhnbxplZR0lTzayNL20+iCunkUgkEj5VAl2ZTPHn5Pe1adtCaCXzSvITKQWS9gOexK2sbSupDXBBmvtxpPwReiuNEFmDc+uNk1ulI5hjzcxW4NJje/n4/FKwUdJJuLpYgBPSnvvDrSLG4DQSiUTC59nEYfA1AlqZTGFmO/jWkA0zGyJpK6Blsmmmmf3mU1M54T7gMJLA3symSursV1LkdxJ6K40QiZNbm0Y81krPqcBA4CFcMDoOOE1SVeCvPoX5IAankUgkEj6/AncC1yD1u6gAAA8PSURBVJM3i+p9ZVLS8UU9b2Yvl5WWbEjqAgwBvsXV8TSXdGZ02yweM5ub0Vd3Q2GvjZQLQm+lERyhlE2UQ+KxVkoSw6OjC3n647LUEgIxOI1EIpHwuQLYycwW+xaSQWEXU3DBs9fgFLgb6G5mMwEktQReADp4VRU+cyV1AixZeb4U+MKzpsjvwMzuktSNtFYaZjbSs6wgkTTUzE6SNJ0sKZWhOLyGSsax1pJ4rBWKpKvM7A5Jg8h+rP0hU8hjcBqJRCLhMwNX/xQUZna2bw3FUDkVmAKY2VeSKvsUVE64EJdi1gz4ARiB67UbKceY2cikF3ElAEk5oZQGBEaf5PdRXlWUb6YDVXEB13TPWkImNek3wauKwIhuvZFIJBI4kv4D7A6MIiBjDklFmjT57osp6SnczdGzyabTgIrlIKiORDYrki4ABgBrcY7fwvXs9G1aFiySbjezq4vbFsmPpPOAG4H3cMfZQcAAM3vKq7ByQHRId8TgNBKJRAJH0pnZtvuuiUpaBhSKmd1cVlqyIWlr3IrfAbibpA+Bh2LfwuwUllqWwvdkSGTTkfQ1sF+ApQHBImmSmbXP2DYtpvUWjaSZQCczW5I8rgeMMbNd/CoLl3SHdDP7wzukx7TeSCQSCZ8lwBtmtrHYV5YhvoPP4kiC0HuAeyTlANvEwLRIUqll+wO7AS8mj08EJnpRFNlczCLA0oAQkXQR0BtoIWla2lM1gdF+VJUrfgBWpT1eBcz1pKW8EB3S04jBaSQSiYTPKcBAScOAwWYWlDmNpCrAubjU4yqp7WZ2jjdRgKT3gWNw17opwE+SPgi8Z6w3Uivxks4Cuqba7kh6BFd3Gim/XAuMSWpOgykNCJR/AW8C/wSuSdu+KtboFk5amcc84BNJw3GZGMcC470JKydEh/Q8KvgWEIlEIpGiMbPTcE3NZwGDJY2VdL6vxuZZeBZojJv5/QDYhvwz576obWYrgeNxQX0H4FDPmsoDTXGrRClqJNsi5ZdHcTWA43Cr4KmfSAZmtsLMvgX+Biwws++AHXB9J+t4FRc2NZOfWcB/ySsRGA7M9yWqnJDPIV1SX/7ADumx5jQSiUTKCZLq40x9LsNduHYC7jezQZ51TTazdql6rMQR920zO9izrulAd1yv0+vN7NNYM1Y8ks4G+uMMuMAZmvT3XeMc2XQkjTGzTr51lCckTQH2ArYH3salXO5iZj186irvSBpkZpf41hESybV9IG7yVLhMlT6put0/GjGtNxKJRAJH0tG4RuYtcKuU+5jZIknVcEGq1+AU+C35vVz6//buPcauqo7i+HdBQB4yDdAi1FhoSeQRpVrAQqwPYiSiAhV5BFEUNApoiCFBxACBKkYNihaNoSogBWuqiECCgJryKNSgQAlIiQ8QkUAIAWytIKUs/9jn0kvpPOzU2efMrE8yubnndNKVZjr3/M7e5/fTm4AnKBd0tZ1Huahc2hSmM4A/V87UerYvlfQrYHZz6Iu2n6iZKUZtiaRPA9fxym292aY6uJdsvyjpCODbti+SdE/tUOPA22sHaBNJm1N+vo6rnaUtUpxGRLTfUcCFtm/tP2j735KqPtfZWCBpe8o2uGsp20DPrhmo+cB/Q/8qqe2HgA/XS9Vukva0/aCkXofSXhOTqZKm2r67VrYYtY80r2f2HTOQUTKDWyPpWOB44NDmWOYkxyZle62kKZK2tP1C7TxtkG29EREdIOl1wP7N2zttP1kzTz9J020/PNyxsSZpie2DamboEkkLbH9a0pINnHbtbdoRY0nS3sBJwDLbiyRNB46x/bXK0TptQyN6JjpJFwOzKDd3X55zWntWeC0pTiMiWk7SUcAFwM2U51HeAZxu++c1c/UMMg/wrqYBUTWSzgcmUUai9H/gZwUwJoRmS+qgbP9irLJEwLoeBbVztMlgM8PbPq7t/yXbeiMi2u8sYP/eaqmkKcBvgKrFqaQ9KeNjJq13ETxA30iZinoNYOb1HTOQFcAhNDdDbrC9StJZlDv6X7ad5+2659AhzhlIcboeSYttH900VHvVCk4aqo2MpG1tr97Aqe+MeZiW6xWhTQd+2/5X5UhVZeU0IqLlJN1n+8197zcD7u0/VoOkw4G5lFmi1/adWgX81PYdVYLFqPR1XZ5DmfV4AfAl27OH+daIzpO0i+3HJe26ofPNaJkYRDMS5YfAa21PkzQT+IztUypHa62mkeBCYIfm0FPA8bb/WC9VPVk5jYhovxsk3Qgsat4fA1xfMQ8Atq8BrpF0oO1ltfOsr3lO96vAVNuHNM+QHWj7R5WjtV1v+PsHgO/bvkbSuRXzxEaSdNpQ5yfqM21Dsd2bybmt7Qf6z0l6N5DidGgXUmZeXwtg+15J76wbqfUWAKfZXgIv/5z9gHW7fyaUzWoHiIiIodk+nfLhtQ8wE1hg+4y6qV7hQ5IGJG0h6beSnpL00dqhgMsoo2SmNu//RJkRG0N7rGnQcTRwvaTXkOuFrtpumK8Y3GJJZ6jYWtJFlJ0EMQzbj653aO0G/2D0bNsrTAFs3wxsWy9OXVk5jYjoANtXAVfVzjGIg21/QdKHgH9QRt8sAa6oG4vJthdLOhOgmVmYi6ThHQ28D7jA9rOSdgFOr5wpNsJEbaiyicwGvg7cQSnkryQzOkfi0WZrryVtCZxKmccdg3tI0tmUrb0AHwWqdruvKcVpRERLSVrFBhpyUDr22vbAGEcaTG/23/uBRbafllQzT89qSTvS/BtKOgD4Z91I7dfMz30SmAP8GXixeY2OkrQV8ElKA7OXm5XZbsOc5LZaAzwHbE35N3vY9kt1I3XCSZSmR6+n3Ky8Cfhs1UQtJWmh7Y8BtwG7URqUCbgFOKFitKpSnEZEtJTtrmy7u07Sg5QLuVOabsLPV84EcBrluacZkm4HpgBH1o3Ufs1Yg/2APYBLKTcfriCrRl22EHiQ8izgPOA4spo1nN8D11D+L0wGLpZ0pO38DhmC7acoP18xvH2bxlsfBw6iufHcnGvFHd4a0q03IqIDJM2irGQZWNq2sR6StgdW2l4raRtgwPYTlTNtBXyOckG+ClgGXGS7DYVza0laDrwVuLs3j7DXwbdusthYvdmSfZ2YtwButJ2xSoOQ9DbKDZrptudJmkbpoPqVytFaqXkmd9CiwvapYxinEySdCpwMzAAe6z9F2R01o0qwyrJyGhHRcpLOoTzH2ZtJeJmkn7XsImkvYDdJ/Z8rl9cK0/f3r6R07AU4lrKCdFS1RN3wgm1L6m2HnrCNOcaRNc3rs83Yiico2whjcCcAL1HmIs+j3OA6HGjT7902+UPtAF1jez4wX9L3bZ9cO09bZOU0IqLlJK0A3tpb8ZO0NWVVa6+6yQpJC4HdgeWs68ro2nfKJd1re+Zwx2IdlYeFz6Y8L/ZeSnfSE4Gf2L6oZrbYeJI+RWmo9mZKF+vXAmfbvrhmrjaTdLftWb1V5+bYcttvqZ2tCyQNUD4HVtXOEt2SldOIiPb7G6UhR2876muAv1ZL82r7AXu7fXc775F0gO3fAUiaDdxeOVOrNSumc4EzKKvOewDn2P513WQxSr+1/QxwK2ULIZKm143Uemskbc66hmpTGGLbahSS9qM8q75deatngRNt31U3WXRFitOIiPb7D/BHSb+mXBy9F1gqaT604lme+4GdgceH+4NjbDZwvKS/N++nASsk3Uepw/IM5YYtA55t5uvG+HAVMGu9Yz8H9q2QpSvmA1cDO0k6n9JM7ay6kTrhEuAU27cBSJpDKVbz+zZGJMVpRET7Xd189dxcKcdgJgMPSLqTUkgDYPuwepGAMqsz/ncHAZ+R9AiwuncwxXz3SNqTMj5mkqQj+k4N0DdSJl7N9pWS7gLeQ2lQM9d2OhwPb1WvMAWwvbQZixYxInnmNCIiRkXSuzZ03PYtY50lRq8ZbfAqth8Z6ywxOpIOB+YCh1HGKvWsAn5q+44qwWLcknQhsA2wiLLT5xjgGcrqPbbvrpcuuiDFaUREy0n6IPBlYFfKjpdem/mBqsEiohMkHWh7We0cMf5JWjLEaWd8UQwnxWlERMtJ+gtwBHBfm5oOSVpqe06zZas/V4rniBaR9A3KCJTngBuAmcDnbV9RNVhExHo2qx0gIiKG9Shwf5sKUwDbc5rX7WwP9H1tl8I0olUOtr0S+CDwD+CNQBpexSYnaZKkb0n6Q/P1TUmTaueK7khDpIiI9vsCcL2kW3hlw6Fv1YsUER2yRfP6fmCR7afLSNuITe4SSgf3o5v3H6N06z1i0O+I6JPiNCKi/c4H/kXprrll5SwR0T3XSXqQsq33lGZm5/PDfE/Extjd9of73p8naXm1NNE5KU4jItpvB9sH1w4REd1k+4uSvg6stL1W0mrg8Nq5Ylx6TtIc20sBJL2dclMkYkRSnEZEtN9vJB1s+6baQSKis/YCdpPUf+13ea0wMW6dDPy47znTZ4BP1IsTXZNuvRERLdd0w90GeAFYQ7rhRsT/QNJCYHdgObC2OWzbp9ZLFeOZpAGAphFXxIhl5TQiov0mAccB023PkzQN2KVypojojv2AvdvW8TvGH0mvA74KTLV9iKS9gQNt/6hytOiIjJKJiGi/7wEHAMc271cB360XJyI65n5g59ohYkK4DLgRmNq8/xPw+WpponOychoR0X6zbc+SdA+A7WckpWtvRIzUZOABSXfyynFUh9WLFOPUZNuLJZ0JYPtFSWuH+6aInhSnERHtt0bS5oABmjEQL9WNFBEdcm7tADFhrJa0I+s+rw4A/lk3UnRJitOIiPabD1wN7CTpfOBI4Ky6kSKiK2zfUjtDTBinAdcCMyTdDkyhfGZFjEiK04iIlrN9paS7gPdQOvXOtb2icqyIaDlJS23PaTp+9zdDSsfv+H95gHIz9d+U/gi/pDx3GjEiGSUTERERERGjJmkxsBK4sjl0LLC97aPqpYouSXEaERERERGjJule2zOHOxYxmIySiYiIiIiITeGepgkSAJJmA7dXzBMdk5XTiIiIiIgYNUkrgD2AvzeHpgErKB3mbXufWtmiG1KcRkRERETEqEnadajzth8ZqyzRTSlOIyIiIiIioro8cxoRERERERHVpTiNiIiIiIiI6lKcRkRERERERHUpTiMiIiIiIqK6FKcRERERERFR3X8BD9jtMFpau6UAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"corr_matrix = np.corrcoef(credit.T)\n",
"\n",
"plt.figure(figsize=(15, 15))\n",
"sns.heatmap(\n",
" corr_matrix,\n",
" cbar=False,\n",
" annot=True,\n",
" square=True,\n",
" xticklabels=cols,\n",
" yticklabels=cols\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"feature_cols = [\n",
" 'duration', \n",
" 'amount', \n",
" 'job', \n",
" 'age', \n",
" 'history', \n",
" 'employment_since', \n",
" 'telephone', \n",
" 'existing_credits', \n",
" 'savings',\n",
" 'property'\n",
"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Creating X and y"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"X = credit[feature_cols]\n",
"y = credit['label']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Cross validation"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"from sklearn.svm import SVC\n",
"from sklearn.model_selection import validation_curve\n",
"\n",
"def extract_best_numbers(params, train_pcts, test_pcts):\n",
" trains = pd.DataFrame(dict(zip(params, train_pcts))).T\n",
" tests = pd.DataFrame(dict(zip(params, test_pcts))).T\n",
" \n",
" trains['train_mean'] = trains.mean(axis=1)\n",
" tests['test_mean'] = tests.mean(axis=1)\n",
" \n",
" return (trains[['train_mean']]\n",
" .copy()\n",
" .merge(\n",
" tests[['test_mean']].copy(), \n",
" left_index=True, \n",
" right_index=True\n",
" ))\n",
" \n",
"def cross_validation_gamma(X, y, gamma_min, gamma_max):\n",
" param_range = np.linspace(gamma_min, gamma_max, num=20)\n",
" train_scores, test_scores = validation_curve(\n",
" SVC(), \n",
" X, \n",
" y, \n",
" param_name=\"gamma\", \n",
" param_range=param_range,\n",
" cv=5)\n",
" \n",
" return extract_best_numbers(param_range, train_scores.tolist(), test_scores.tolist())"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" train_mean | \n",
" test_mean | \n",
"
\n",
" \n",
" \n",
" \n",
" 0.001000 | \n",
" 0.81425 | \n",
" 0.672 | \n",
"
\n",
" \n",
" 0.053579 | \n",
" 0.99500 | \n",
" 0.699 | \n",
"
\n",
" \n",
" 0.106158 | \n",
" 0.99825 | \n",
" 0.700 | \n",
"
\n",
" \n",
" 0.158737 | \n",
" 1.00000 | \n",
" 0.700 | \n",
"
\n",
" \n",
" 0.211316 | \n",
" 1.00000 | \n",
" 0.700 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" train_mean test_mean\n",
"0.001000 0.81425 0.672\n",
"0.053579 0.99500 0.699\n",
"0.106158 0.99825 0.700\n",
"0.158737 1.00000 0.700\n",
"0.211316 1.00000 0.700"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gamma_dataframe = cross_validation_gamma(X, y, 0.001, 1)\n",
"gamma_dataframe.head()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"def show_svc_param_performance(dataframe, param_name, threshold=0.8):\n",
" x = dataframe.index\n",
"\n",
" plt.figure(figsize=(10, 6))\n",
" plt.title(\"SVC {}\".format(param_name.upper()))\n",
" plt.xlabel('{} VALUE'.format(param_name.upper()))\n",
" plt.ylabel('MODEL SCORE')\n",
" plt.grid(axis='both')\n",
" plt.yticks(np.arange(0.00, 1.10, step=0.10))\n",
" plt.xticks(np.arange(0.00, 1.10, step=0.10))\n",
" \n",
" # drawing test and training performance lines\n",
" plt.plot(x, dataframe['train_mean'], label='TRAINING SCORE', color='red')\n",
" plt.plot(x, dataframe['test_mean'], label='TEST SCORE', color='green')\n",
" \n",
" # drawing limiy where train score is still ok\n",
" limit_x = dataframe[dataframe['train_mean'] >= threshold].index[0]\n",
" plt.vlines(limit_x, ymin=0, ymax=1, linestyle='--', color='red', alpha=0.4)\n",
" plt.annotate(\"Recommended Gamma: {}\".format(limit_x), xy=(limit_x + 0.005, 0.5))\n",
" plt.legend(loc=\"lower right\")\n",
" plt.show()\n",
" \n",
"show_svc_param_performance(gamma_dataframe, \"gamma\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Splitting dataset"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Fit model"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.716, 0.7)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.svm import SVC\n",
"\n",
"svc = SVC().fit(X_train, y_train)\n",
"\n",
"score_train = svc.score(X_train, y_train)\n",
"score_test = svc.score(X_test, y_test)\n",
"\n",
"score_train, score_test"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.8066666666666666, 0.68)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.svm import SVC\n",
"\n",
"gamma_value = 0.001\n",
"\n",
"svc = SVC(gamma=gamma_value).fit(X_train, y_train)\n",
"\n",
"score_train = svc.score(X_train, y_train)\n",
"score_test = svc.score(X_test, y_test)\n",
"\n",
"score_train, score_test"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Iterate"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.preprocessing import MinMaxScaler\n",
"\n",
"scaler = MinMaxScaler()\n",
"X_train_scaled = scaler.fit_transform(X_train)\n",
"X_test_scaled = scaler.transform(X_test)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" train_mean | \n",
" test_mean | \n",
"
\n",
" \n",
" \n",
" \n",
" 1.000000 | \n",
" 0.767000 | \n",
" 0.729333 | \n",
"
\n",
" \n",
" 1.210526 | \n",
" 0.775000 | \n",
" 0.721333 | \n",
"
\n",
" \n",
" 1.421053 | \n",
" 0.783333 | \n",
" 0.721333 | \n",
"
\n",
" \n",
" 1.631579 | \n",
" 0.792333 | \n",
" 0.722667 | \n",
"
\n",
" \n",
" 1.842105 | \n",
" 0.798667 | \n",
" 0.726667 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" train_mean test_mean\n",
"1.000000 0.767000 0.729333\n",
"1.210526 0.775000 0.721333\n",
"1.421053 0.783333 0.721333\n",
"1.631579 0.792333 0.722667\n",
"1.842105 0.798667 0.726667"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"scaled_cross_validation = cross_validation_gamma(X_train_scaled, y_train, 1, 5)\n",
"scaled_cross_validation.head()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.7666666666666667, 0.724)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.preprocessing import MinMaxScaler\n",
"\n",
"svc = SVC(gamma=1).fit(X_train_scaled, y_train)\n",
"\n",
"score_train = svc.score(X_train_scaled, y_train)\n",
"score_test = svc.score(X_test_scaled, y_test)\n",
"\n",
"score_train, score_test"
]
},
{
"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": "3.8.5"
}
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"nbformat": 4,
"nbformat_minor": 4
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