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@mcohen01
Created November 25, 2018 18:00
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Loading required package: ggplot2\n",
"Loading required package: ggpubr\n",
"Loading required package: magrittr\n",
"\n",
"Attaching package: ‘dplyr’\n",
"\n",
"The following objects are masked from ‘package:stats’:\n",
"\n",
" filter, lag\n",
"\n",
"The following objects are masked from ‘package:base’:\n",
"\n",
" intersect, setdiff, setequal, union\n",
"\n"
]
}
],
"source": [
"library(survival)\n",
"library(survminer)\n",
"library(dplyr)\n",
"\n",
"options(repr.plot.width=5, repr.plot.height=4)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th scope=col>id</th><th scope=col>heduc</th><th scope=col>heblack</th><th scope=col>mixed</th><th scope=col>status</th><th scope=col>time</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><td> 9 </td><td>1 </td><td>0 </td><td>0 </td><td>0 </td><td>10.546</td></tr>\n",
"\t<tr><td>11 </td><td>0 </td><td>0 </td><td>0 </td><td>0 </td><td>34.943</td></tr>\n",
"\t<tr><td>13 </td><td>0 </td><td>0 </td><td>0 </td><td>1 </td><td> 2.834</td></tr>\n",
"\t<tr><td>15 </td><td>0 </td><td>0 </td><td>0 </td><td>1 </td><td>17.532</td></tr>\n",
"\t<tr><td>33 </td><td>1 </td><td>0 </td><td>0 </td><td>0 </td><td> 1.418</td></tr>\n",
"\t<tr><td>36 </td><td>0 </td><td>0 </td><td>0 </td><td>0 </td><td>48.033</td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|llllll}\n",
" id & heduc & heblack & mixed & status & time\\\\\n",
"\\hline\n",
"\t 9 & 1 & 0 & 0 & 0 & 10.546\\\\\n",
"\t 11 & 0 & 0 & 0 & 0 & 34.943\\\\\n",
"\t 13 & 0 & 0 & 0 & 1 & 2.834\\\\\n",
"\t 15 & 0 & 0 & 0 & 1 & 17.532\\\\\n",
"\t 33 & 1 & 0 & 0 & 0 & 1.418\\\\\n",
"\t 36 & 0 & 0 & 0 & 0 & 48.033\\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"id | heduc | heblack | mixed | status | time | \n",
"|---|---|---|---|---|---|\n",
"| 9 | 1 | 0 | 0 | 0 | 10.546 | \n",
"| 11 | 0 | 0 | 0 | 0 | 34.943 | \n",
"| 13 | 0 | 0 | 0 | 1 | 2.834 | \n",
"| 15 | 0 | 0 | 0 | 1 | 17.532 | \n",
"| 33 | 1 | 0 | 0 | 0 | 1.418 | \n",
"| 36 | 0 | 0 | 0 | 0 | 48.033 | \n",
"\n",
"\n"
],
"text/plain": [
" id heduc heblack mixed status time \n",
"1 9 1 0 0 0 10.546\n",
"2 11 0 0 0 0 34.943\n",
"3 13 0 0 0 1 2.834\n",
"4 15 0 0 0 1 17.532\n",
"5 33 1 0 0 0 1.418\n",
"6 36 0 0 0 0 48.033"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"divorce <- read.csv('divorce.txt', header = F, sep = ' ')\n",
"names(divorce) <- c('id', 'heduc', 'heblack', 'mixed', 'status', 'time')\n",
"head(divorce)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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6JMaSIPGLEWiCtKlDSxwohyIW4S2fZV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\nAv8PUtM9xyMl0E8AAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Kaplan-Meier (Product-Limit) estimator\n",
"surv.fit <- survfit(Surv(time, status) ~ mixed, divorce)\n",
"ggsurvplot(surv.fit,\n",
" pval = TRUE, \n",
" conf.int = TRUE,\n",
" risk.table = F, # Add risk table\n",
" risk.table.col = \"strata\", # Change risk table color by groups\n",
" linetype = \"strata\", # Change line type by groups\n",
" surv.median.line = \"hv\", # Specify median survival\n",
" ggtheme = theme_bw(), # Change ggplot2 theme\n",
" palette = c(\"#E7B800\", \"#2E9FDF\"))\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Call:\n",
"survdiff(formula = Surv(time, status) ~ mixed, data = divorce)\n",
"\n",
" N Observed Expected (O-E)^2/E (O-E)^2/V\n",
"mixed=0 2730 797 839 2.12 11.3\n",
"mixed=1 641 235 193 9.22 11.3\n",
"\n",
" Chisq= 11.3 on 1 degrees of freedom, p= 8e-04 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"log.rank.text <- survdiff(Surv(time, status) ~ mixed, divorce)\n",
"log.rank.text"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Call:\n",
"coxph(formula = Surv(time, status) ~ mixed, data = divorce)\n",
"\n",
" n= 3371, number of events= 1032 \n",
"\n",
" coef exp(coef) se(coef) z Pr(>|z|) \n",
"mixed 0.24945 1.28332 0.07426 3.359 0.000782 ***\n",
"---\n",
"Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
"\n",
" exp(coef) exp(-coef) lower .95 upper .95\n",
"mixed 1.283 0.7792 1.109 1.484\n",
"\n",
"Concordance= 0.519 (se = 0.006 )\n",
"Rsquare= 0.003 (max possible= 0.99 )\n",
"Likelihood ratio test= 10.77 on 1 df, p=0.001\n",
"Wald test = 11.28 on 1 df, p=8e-04\n",
"Score (logrank) test = 11.34 on 1 df, p=8e-04\n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"Call:\n",
"coxph(formula = Surv(time, status) ~ mixed, data = divorce)\n",
"\n",
" n= 3371, number of events= 1032 \n",
"\n",
" coef exp(coef) se(coef) z Pr(>|z|) \n",
"mixed 0.24945 1.28332 0.07426 3.359 0.000782 ***\n",
"---\n",
"Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
"\n",
" exp(coef) exp(-coef) lower .95 upper .95\n",
"mixed 1.283 0.7792 1.109 1.484\n",
"\n",
"Concordance= 0.519 (se = 0.006 )\n",
"Rsquare= 0.003 (max possible= 0.99 )\n",
"Likelihood ratio test= 10.77 on 1 df, p=0.001\n",
"Wald test = 11.28 on 1 df, p=8e-04\n",
"Score (logrank) test = 11.34 on 1 df, p=8e-04\n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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0Xbqb+Gk5KSwvY8CHWdW5KfPpv0uRTrI1jaTh29Sk5ONvdxS5i5Pa0+m0pLSz1x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\nQAImE6CBZTJwVkcCJEACJEACJGB/Av8BZo+26Qf9v3oAAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Cox Proportional Hazards mode\n",
"divorce.cox <- coxph(Surv(time, status) ~ mixed, divorce)\n",
"summary(divorce.cox)\n",
"\n",
"divorce.cox <- coxph(Surv(time, status) ~ mixed, divorce)\n",
"summary(divorce.cox)\n",
"ggsurvplot(survfit(divorce.cox, data=divorce), \n",
" palette = \"#2E9FDF\",\n",
" ggtheme = theme_minimal())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Diagnostics \n",
"check that Schoenfeld residuals are independent of time, i.e. display random pattern over time \n",
"each covariate should be insignificant, as well as the global test"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" rho chisq p\n",
"mixed 0.0191 0.376 0.54"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"test.ph <- cox.zph(divorce.cox)\n",
"test.ph"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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BItE/LVl445pobSwL8mqc+QY2OTIeq3WjnsKnPtEB8HXDEVVxyseBkhbhPuMVxT\nxB7yJn2BO1ohcMscSxws7/6Yx32L89UPpfnVYZ0iNzH/e+M4qVXF3aYo5cN9ZHnj+cD1QUIw\nVYwKYNfh1xvJXQWyu+7aa6/NF3sN9zxiHHn3xTY2lVQcLDz7aukx5UI8Oe9oClqBc/Rj6qhg\nNetVNLosEMDSvmMQABjvDW/CPWDPFRHLvcm+SxC1HzGXtALhXR04732mcWwEQfUmxKyy9506\n3HtXOYharuLHTE888US+dYX9g2vXSEe6wPlgJAtveREo2caMUstrgaywrT2uN+4ZNsQ7wDJC\nrLHI9zD4YL0K1AIxrbSC7e6LEQtwrWzCtcC72+6rzYl2lflVcWrWqXuCo0NO5Tsu3on2mYt8\nj+NdjfcP8tWKer73FDJWq5y7Hu90b5nyFYD/pDQBWDJKbYKogLCyD6b9tQ+F/R+/iHyN7f0S\nhr6w26rp2QgK5IuhJ7Bcuw072sTo7mpfiokILDxodigU5I0XufY+MkFR1fRtjqc1sgLD3diD\nq4XKLataFxx1Ijb7es85MkCp92Ucr3jAcaMJLKxPpEzYz09gYbn6HLkR7REwVi15jloX3KGI\nMA92qSKwUGatBbvXRS2NzimnnOIGSERFwFYGEhFYd911l5s38glKQQKrKOVTa4QrKsAcHzht\n+nGjhENQWNHrFVjqG+NeX+wHYaJO++Y64v7GsgMPPNB8pDHvHcakpAQWOKn/nxvkFYJZfXLM\ntfSOIAARoc1V+S4DRAHOw07aI86ByEDQWrsMIyFYgWp3vuaaa9z12A7vHK+4sNtF/nqfaYg9\n7ItRIHDfoXKHsmOZ38gMalVxj4lnN96EIX/UomPyAAsECcU9Yd9BCKiKCm5kwnNtWWB4H2/C\n/YJhfux6VCrwnoSIs+9hPO9+lQvwwnvQ7qutEg6C+x6mwZxtOZGHNvV5D2nmtWk/33Fxn+Je\n9F5viEJsF5m0KdTNH8fGNUeZIdItfwQ59X47IvPg/6lNoFQLLFwa3PioWePlYh8w+4uPs5qQ\nzXq/B8R7aVHjtjUzuz8eEgyToP4z3k2doggsmxHGwcLDZ49lfyEmtDnGbub7C6ubNs+5D7Hd\nF/lh2B6vVQwZeF/GxSGwcIx4y4R9ggQW1mmsJHcoFXt+2lnBGT16tKPNN4ZbKgkslBmjCmgT\nsHtNYVnQ5g9HQxO4tehEBBbuP23uNflqMyQO5ZuiCSzskEj5sJ82jzvaJOZ+QHE98GHVOD/m\n+cMHCcu8Agv7odzeyoS9jvh4gQMqG7CgYDk+gBovCLuV6FiEOD7KgTH8bIXHlhvXEx9ujNTg\nlzA8jbU22n3wi/cKLCV+CZZAVLDssDbYHhaxwpL3mdamdGMZsgIHeWizpLGQ+4m1ogoslE19\nloz4tEICxwQfDGcT+b605xJNYGEbiCxwQtmRn51giUOlKppQwTsPEeStBc3uizJBfNmhwWxZ\nvL+w6EGIanOte0zsj/cLrLTRvh1oScGzYZ9Pe1x8e2CV02ZU76E4n2YEQiivXlQmJQBnUxUQ\nxrkWfjHokaYvnbjYoKcK4qDAzws+RnCoLM6E4yH2k74IjJ+GPtQxHw4+EHBqh98WnOHh+Il8\nSjIlu0z6sjaBKRF8EP5y+kIvydMr9NgIiwDfMXTNht9LKvT29Ba6KOXDfQZHYzwbiFkU670G\nZ3c4W2N/PJORzu7e8qXSPF6t6NGLssN3Ej3cIn2oIsuLffAOwrsIrNGTDr2YC0v6ETc9Z9FT\nz/oURdtn2rRpJk4atsHxEP4C4WvgM4rrg2fF+jVFy6eo6+CfBAdx9ABG2ArrzF+UfFV4u9zx\nHsd7OFZ/UhWUbhBYvDPUzUBUvMdUHLy7EAQX/l4qiqP2aIzMENca/ne4FvC3w/s41ucjMi/+\nnzoEKLBS51qwJCRAAiSwUwj4CaydcmAehARKEYGSNVeUItA8VRIgARIgARIggdJDgAKr9Fxr\nnikJkAAJkAAJkMBOIkCBtZNA8zAkQAIkQAIkQAKlh0B8HtylhwvPlARIgAQylgA6GWjcJnN+\nNhhsxp4sT4wESogAndxLCDwPSwIkQAIkQAIkkLkE2ESYudeWZ0YCJEACJEACJFBCBCiwSgg8\nD0sCJEACJEACJJC5BCiwMvfa8sxIgARIgARIgARKiAAFVgmB52FJgARIgARIgAQylwAFVuZe\nW54ZCZAACZAACZBACRGgwCoh8DwsCZAACZAACZBA5hKgwMrca8szIwESIAESIAESKCECFFgl\nBJ6HJQESIAESIAESyFwCpUpgbd26VVq0aCF9+/bN3CvKMyMBEiABEiABEihxAqVqqJxwOCzL\nli2TunXrljh4FoAESIAESIAESCBzCZQqC1bmXkaeGQmQAAmQAAmQQCoRoMBKpavBspAACZAA\nCZAACWQEAQqsjLiMPAkSIAESIAESIIFUIkCBlUpXg2UhARIgARIgARLICAIUWBlxGXkSJEAC\nJEACJEACqUSAAiuVrgbLQgIkQAIkQAIkkBEEKLAy4jLyJEiABEiABEiABFKJAAVWKl0NloUE\nSIAESIAESCAjCFBgZcRl5EmQAAmQAAmQAAmkEgEKrFS6GiwLCZAACZAACZBARhCgwMqIy8iT\nIAESIAESIAESSCUCFFipdDVYFhIgARIgARIggYwgQIGVEZeRJ0ECJEACJEACmUXAmTNXck/q\nLds7HyK5d94jzrZtaXWCZdKqtCwsCZAACZAACZBAxhNwFnwpuQfniITDIrlhcRYslLBO2a+8\nkDbnTgtW2lwqFpQESIAESIAE0p+A888/4qxeLY7juCfjrFghzg8/uP+HHxqt4krXq7gyacsW\ncca/Js7PP7vbpPoMBVaqXyGWjwRIgARIgAQyhACa+nJ3rSm5DVtIbt3GEn7rHdm+d0fJbdZW\nchs0l+1de4izYYM4f6xXcZVb8Kz/2lBwWYouocBK0QvDYpEACZAACZBAJhEIvztJnNuGilhf\nqjVrJHxKH5GvvtpxmtNnSPjaGyXr5BNFypbdsTxL5UqD+iItW+xYluJzFFgpfoFYPBIgARIg\nARJIdwLO8uUSfua5/KeBFsLtaqXatn3H8i1bxXlnomSd3VdCAy8Xyc7OW9e0iWRPektCEFpp\nkujkniYXisUkARIgARIggZ1JIPzhRxK+6z4R+D01aCDScT8J1awpoVZqRapbV2SpWp42bpTw\nI4+L/PijhI7sKlkj7pVQ9eqmmPCryh37tMjz40R++DH2ou9Zw2ybfc8d4gy6WeSvvyRUu3bs\n+6fIlhRYKXIhWAwSIAESIAESSBUC4Y+nSPhobaazflDfLBP5cLLA6OSE8EencuVEtm51i+y8\n8qrkLl4i2V/MEpk7T3IP6aoWqm07HNXdLf+bKV8+r9lv1Xe6nVqxQpqxWqiyhg5ytwxVqiSC\nKQ0TBVYaXjQWmQRIgARIgASKk0D4gYe0F5+PkzkOCnGF5BFX7v9fLhRZuEhyr7spz9cKYRb8\nUqcDJNSjm2Rdf404730gzrMafkEFW+jiCyQr5zC/PdJuGQVW2l0yFpgESIAESIAEYiPgqMBx\nNMSBvDBOnK++ltC++0jo9D4Ssr5NQdloTz5XSAVt47ccVigIr+Ur8mJY+W2zS2XJnvmpGqxg\nClPD1UlqKcOUYYkCK8MuKE+HBEiABEggcwk4aLL7+28JVa0a9STD6rcU7nmqyNRpefGk4Byu\nosqBqHnhJSmjDuPRUtbpvSU8e25BK1W0ncqopKhXV6TDvhI69BBxXn294P66TdbtQ1xxFS27\ndF+XPu746U6a5ScBEiABEiiVBMIrV8r2fufJ9sYtZXv7/SX81DNxcwjDp2ngtZJbrYZOe8r2\n1nuLs2ixbz7OunUSbtBM5JOpeeIKW6GpDuERYF366GMJT/nEd1+7MHTxhRK6/BIRiKbI9J/l\nyYRRwHqEU8CyTh0le/IkYx3LeuBukYbqGI/1sJaVV3+tHt0l69VxknXFZZE5ZuT/PuQy8jx5\nUiRAAiRAAiRQrAScP/4QWbFSpEVzCVWrJuFnn5fw4GEiq77Pd9zw/y7V5jdHss47xyyH4Ao/\n/qQRIqE+vVQATRFnxkyRpk1Fjjxc5K57CzqKf7tMcrsdK9mrl0kIzuaeFNZgnrJho2dJxGw5\nFUQo5+E5ESt2/Ivmu+z77hbnjqHi/LZWZNbn4qxcpflq02GtmiIVKphmwFDbNnlNjhFCLFSr\nlmQvXSDOZ9NFtIkydEgXMQ7rOw6R8XMhDVVv3dUy/mT//fdfqVixouTk5MiUKVMy/nx5giRA\nAiRQ2gnkPvm0OKMeUcuNfuTPOE2yrrtaQv8FsHR++kmcb76VUJvWAkEQlDDIsIOQBJUqSlbz\n5mr9+VQcFUXO+j9F1q7Lsw7V0f3fmZQ3j/xbNhdZtCQoSxE9Zpkl8yU8/CEJ33DLjuCb2AMW\nHzQFwioU7ROt22VPmyyhAzvnO872Q44Q+WxGvmX5/slS8fTlXAm1a5tvMf9JLgFasJLLk7mR\nAAmQAAnsRALGgRu9zyBGNGGcu/AQjZ+k1iMjfmyYAay7ZbDkaviB7LffkNycbiJz5pl9jJDp\nrZajz2eLwFpTtUpeaAD0osvWz+R33+cJHt06HBGaIC+DiL9ohosmrrC5VviRwrBOoenOm2yZ\no4krbI/tKlf27mnmQ/t1EGfm526Z3Q1gZdJ9QkNuo7hyoRTfDAVW8bFlziRAAiSQ0QTQAIJx\n40LqdC0aCNKKnGgnDUEUQvyjgBRWv6IQYiLt3d6N2u18/Y3A2hTafz9xVBQZi8933+U1g0Gc\nqMUoNOgWjf59puR2UGsOrEpB6eNPJffw7jvEFbaDkHl5/I49VKQFJoinoiYVOqG+Z+blsknZ\nJZLAEM7k7fcqsHfWTddJ7hsTNEDoL3kiC+d33DGSdW4/Ce2jXJs0KbAPFySfAAVW8pkyRxIg\nARLISAJhbU4La3d/maZ+NQg8+esaNcH852WifjnZb7wioc6dxFEREr73AXHeelekjgqvenXF\nwQcfwgeCSCN9Z40eIVl9ThVHo4Qb0aSD/srTz+U1sYGeRgrPmvqhODfeKs4rr6mI0s8VDgXx\nFZk0T+fWwZI76T2R39UPqrA0e25hWxTfeljaLuwvWbfcYI4R6nmCOK+/mb+3XWFNg1WqSEjF\nUtawQb7lDO25p2R/9WUec+UROqqbhFq28N2WC4uPAH2wio8tc06QAEz8eInabsioJduasaM1\nZQwYKngZ60vG0WEa5NvlIjX3lKw7tOtv82Z5XYP1RR7q1lVCe7WLqxThxUvEee5Fza+GSOPG\nElq/XmT33dVB82Bx/vxTnPHa7VidO0P60ZAqu0hYa5Gh5SsltMceejz1e9AyiQ4PYfbR/Wwq\nrNZut+NvZhJA/KHwjFkS2rWaBlfsLiGfZp14zxzxjeSL+Xl+OohthG74nuRs3iyi92+oTh3P\n0uizJgSAPn8h3Meawr//Ls7t6uj8w48i8/VYK78zywP/6Pll/7RKwn3PEwfPKeIvoeXuPw2W\nbz8tb+jm68W5U5vIYGHB+USmpmpp0SFYRMeniykh4nc06xMyASe/Y8V0gEI2ssII1qUKOnlj\nScGv6tqrJOtWHcjYE5nc0XAKuaf3E5n0ft617KrvEeUuCNhZv56Eep0kzpgnzZA0xlJ33tmS\n/ejoQgrC1alAgAIriVchrA+2c+Mt4iz5SkS7ycrfKhQw+reacUXN26bNXWtygvglEAWtWuqH\neFeR9z4U2XXXvDbxvzeJo23zIXWedJo1lZA65Qs+7Mv0o62/6ImRdVF/80H3Ft1BrQ6iBD07\n/kth7dESQhs9XpYqTCACghJe1pEvaGy7faLWCGfNllBrLSteGtqzxSmnv5+hBvutbqFvz//K\nKHih6/mF1DztzNOXMWqJWmbzksG+LbQGtUxrvb/9lleMkL7o8LKDyXrEfeJceY0I/AZswssV\nZceLRl/c5qX4l/ZgiZZq1zIfFZPvv1sk65GRIupbYYZ8mKPlwQuwunL4R8uKZg3wwbLGjfJq\n1xBskUkdQs15FvZSBgeU8xet1WueoQvOM9cYNXDzoYHvxn56L/yo9wKcY3F8HPugAyX7rVfN\nCzQXPYlgHfj+e5HN/5qR47MG3SxZRxwu4fe1No+arp4jTP3Ox58YZ1upqIKvRg3j6BrqfqTr\nwBt5Gvw/eQTCS78yFhqZPlOfdf0YqvUmdMv1+ozo8/fpVO11pc//Wr3P0ZNr5aq8620Pjw/t\nMT3y7mtYW/DsoolLr50c2kWcZ57X+0XfAa1bi7NG76U1v+Zt07iRsUI4cF7epoIDogf3CJI+\nK9lTPzJiKld7rTn3Dtd1eo8j7abvmCZaWUDPtpxDJTzpA/MMhvRY6C4P524Iq/DFl+ux1YKE\nJjA4fet955xxdt4zkpdT4X/13EIvPi1On76Fb4vnYZtasyCukpVQ8flVueO59kv6vsl66TkJ\nP/dCnkN6Mo+9fwcT+wnPbqjj/hK67GLTg875ZJoKJbXG/U/f22XK+JXKLENTq3lv/CduAzfk\nirQhQIGVpEuF7rm59ZsVXnsq6vHwQdaBMLMXzTMf1bC+gMNdDlerib7EC0tqzcm67SYJ3z8i\nr+aLUcz1xW7Gk9q0Ka/bLcaNgvDBcYria6C7+9ZaCytjUdej3N6XJs4PA4f+9HNRc45/f3xI\ng170kbkhXgw+1PgoRgo5CDz1R5H5X0bulf9/nDs+tDM+MR/13GF35u0DHjWq/3c9VfihJ9WN\n15r/ndlz1Jm3soQ6qAUkyss//4Ey7z9nlVpdYBVdvsJUBEL6QUTXeke7szvfrxaZMjXvmQDH\n6SpwChP6iSCKvHfjzUMtYwJr1ZNP++/pl79W7LI+nyrhY07M/w7Btpgi70X/nHcs1X2yXtbQ\nBL3P3LEsaA7PJvKP9owgdhIqcbCExZCyXnpWwpdemSdsIVxx76uPUuji/+VZD9UPKbTLLsby\nnYtQCa+9YSp5oaOPEjnqSA1JcM8OQes9nlqSjGUMZT5HxSOa27TCE0K4gssvk6xqVSXksVh7\nd+V86SVAgZWka7+977l5I4YnKb+o2eiHMHTDNZI9bLBsr9ckdvGgtbe4X5hRC8KVSSWQjOsD\nUdfz+Lwm1G36gfFLsCbCkgZroRWj+HDstlteYEDE8vnPCieNG0lor7Z53dEbNZRQ44bG0ufA\nSoBtGjcW2aWSyAeT1ZKpljSIt0s0QKEeA1ZVRx2HHW12lbr64a+nzR36MUWzLawpyUjO2rUS\nfu8DrWyo8Nln77xzUuuxU7acZKllFM25phv+3nsZoeQ8qV3rtewh/V/g/9P/omDhCsGJj3S6\nJIiRWJvS7Dnhnjv4QBWNaomLV0zZPOwvBNlBndWSNllyG6kAQaUmKE9si1hMhZX33jtE7ntQ\nrbtq3dmKyp/u5yfIdqms1upRknXWGXqvrtem/NdMC0IIgqq5VnzjTMb1AKIOTbn6jJS2+E1x\n4uLmAQQosALAxLt4e7sOIkuWxrtbwtuHdBiDrNsHS27TNgnnkZE7wtpjnW5xgmiGKIolLh0h\nqVXCNMsGfdyK+5w0Jk/WZxoputsxebF4IFIiy3K8rvvjT9PkbEQempbOOl2y/k+bdNXpOfyS\n9uhauFijQOtytd6FLuxvmovDV2nzM5pJcV1hRYDfijdZkYoPsRWPfveA3c67b7rP77F7bA7e\nkeeJZjX0Nks0wfkc4lzFTfZQ7f6vosTRd2HuSb3VJWB5XkwnFemy9Os8wQrRgojf994p4ZEP\ni/PCS3nXyitm9ZqFRg2XbG1Wc9SlwHnsCXG0aT10RI7IAR3FgTM7KhMqkrP0WiOoJxMJpBoB\nCqwkXZHt/7tEBP4zOyPpRydr1AjTMyS3SeudccSSO0Y8H0K8ZNEciCYdZSTqgxV64hFxBlyV\n5++0M87CWj3w8scHPlJYBJUBDrEQhn5iEAyQlxUMQXlgObaFH1pJNInacmkZQvqhdYao9QE+\nNrEmMDsiJ294D1gpLDsIJDTFaM8z49Qda36lbLvQo6M0ztOQPP/PWM8dwvaobuJ8qBbIyGsF\nH1H4WXrvOzxjsDypb2noHO3yj4peNN9O+JDpPsaX1KdMJsyDCmYHza6wkKo4D6lQZBgBH1hc\nlHYEKLCSdMnQwyy3mVqTYukiXNRjqoNs9oRXjc/MdhwTQx7EkuzHP5ZtE90Gx9AmIJm/IPYc\nYG246fo8a8an0/I+rPiontEnz/cC42lpjB3jQL5Im5vUAVjUj0JyDpFQ71PNEA5ocsILH006\nzjsTtRlrranthpo1k7A6yYePPDrPx8mvVDh+y+bqHLs2z0Ee28AK1KOboLOBNNcmhiOPMALa\n+XxO3gcGTVJ//pXXsydLhUF7bfa65w4JaaDC8JtvG9+MrKuvlLB+uNB93DSFwHkVTvA//Ji/\nFLos9JkOjdH/4rxAh94PGsqmTW6ikaNFHaujJmyrxwhpLyXnptsKfjDtzhAyfs0sdn1Rf/HR\nRvPbm28lzyfRzwpV1HIme3/wx2SFoV/+6GBx/HEiE5TNH+t3bIH91ElaEJ8IfkGw5qhfTz5f\nr6DKhjbHhrS7frb2UHO+mC+5h3UTgU8lEiy6sBht1P9xDCTv/aXvkqxnx0r44MPznPGtsD3k\nYMl+Vy2F2pst/OBoE3wzdPaZknVU97w8+JcESKBQAhRYhSKKfQMT++Wxx7VpY5F26d8gsnq1\nMWdn6ccZJnMz1AI+2OgVhN5q+lE2PXzw0UY3f/hCwHdFnTpD6nPg1NdaIl606EWoxcDrMXTi\n8ZKFXon/JQzqmXvcSXk99rwvTrsBPkzwf1HBEDr5RNPjz7nhlvy+JRriQODwDuuJ9mI0lpTI\njzCsB2qal3UqQuDMCSEFp2z0nDmlp/o5qECBZa2mWho0OT/8II6GL3CwvZ5zSHsxSc5hItpd\n3fSmVEEEH53QVyoaOmuTEvIr5oQQD4Lu0aipYx6+SNrzz4aAKObDu9mbyNPK2tH7BOItS2PW\nIJlRq+Z9IWFtEjHd5HFPNG5kav/m3kKMoPfeN/GBQqedKuExY0UWLMzrDq7Ozaj9Z51zliAG\nTq6KOufu+/NfZ2sJ055kMveLvHsQB0520g951vgXJdznrOQJuSBxkeyye/PDPYnnLyhBsMDP\nS3uLZcEJej8VSOooD58zZ5cqkgUxhWdP15lmTvi5/ZdMOATtWezgGqufWAjPm12HY6pIw/hy\nphcheqfi/PGL5lPt2RvC83iyPnfqb2RCgljxpHmYYV3Q81aFVVbrVnn3FXql4rnVThQQ/SH0\nMD7icDeaN+5JB8JOmwpDR+Rop4cd7xhbLv6SAAnER4ACKz5eGbE1Xu5w4sRL3ca7yYgT40nk\nI4BwH0bI4+MMKwY+8BC1EPEq/nOvvTEvJASEJmIHYYiQSFGBfbGffoDdhI+5n5j/b4PQI6Mk\n+6ILJPcajXGk46zlWXVQRbAbBOyPY6Ep8FetgOSG7dZ5v5Hlyr92x3+RZUOeWAarUmSZNU6a\nTJ2WZ11EDhA5B3bSAI5nS6iBCqavNXq4ih8HIT2+/lp7n6kFUjsQZIGlCicjcnYcmXMkQAIk\nkI8ABVY+HPyHBEovAQhviG5E60ZzpNP1cMlCsyYsKt8uMxG5YeEIq/AwPl5fqgWuTUsVICrk\nZs0WxEoLafgHr08OrLbhBV8aXx4HPdW0qQpBW6W7domHhQtx0pBgab1OgzD21phlXXvkNZ95\nmjERtdrReGECX0crlODUjSY1OFI3bSKhARp3SMsW+umXPKGGnpJoxv1Gy6s9DI2wRNk1LlTW\nSSdKSC3EJlinNifDv8trRcorFP+SAAmQQOIEKLASZ8c9SYAEikggvGGDCaWQBYH1X0JTrvPR\nx3lWVg3KG1Jna/jYISHeXFj99EJqQcpCkzUTCZAACaQogeJ3fEnRE2exSIAESp5AlgqoyIRu\n/vA19EsI5pit1icmEiABEkh1AuqgwEQCJEACJEACJEACJJBMAhRYyaTJvEiABEiABEiABEhA\nCVBg8TYgARIgARIgARIggSQToMBKMlBmRwIkQAIkQAIkQAIUWLwHSIAESIAESIAESCDJBCiw\nkgyU2ZEACZAACZAACZAABRbvARIgARIgARIgARJIMgEKrCQDZXYkQAIkQAIkQAIkQIHFe4AE\nSIAESIAESIAEkkyAAivJQJkdCZAACZAACZAACVBg8R4gARIgARIgARIggSQToMBKMlBmRwIk\nQAIkQAIkQAIUWLwHSIAESIAESIAESCDJBCiwkgyU2ZEACZAACZAACZAABRbvARIgARIgARIg\nARJIMgEKrCQDZXYkQAIkQAIkQAIkQIHFe4AESIAESIAESIAEkkyAAivJQJkdCZAACZAACZAA\nCVBg8R4gARIgARIgARIggSQToMBKMlBmRwIkQAIkQAIkQAJpLbA+/vhjmTFjBq8iCZAACZAA\nCZAACaQUgbQVWBMnTpSuXbvKkCFDUgooC0MCJEACJEACJEACaSmw1q5dK+eddx6vHgmQAAmQ\nAAmQAAmkJIG0FFj9+/eXcDickkBZKBIgARIgARIgARJIO4E1ZswYeeuttwS/SKFQiFeRBEiA\nBEiABEiABFKKQFoJrGXLlslVV10ll156qfTo0SOlQLIwJEACJEACJEACJGAJlLEzqf67fft2\nOfPMM6VevXpy7733xlTc9evX53OCRx5MJEACJEACJEACJFDcBNJGYKG34Pz5801YhkqVKsm/\n//5bKJsNGzbIQw89VOh23IAESIAESIAESIAEkkkgLQQWYl3dddddcuutt0rHjh1jPv/atWvL\nrFmz3O23bNkihx12mPs/Z0iABEiABEiABEigOAikvMDauHGjnHXWWdK+fXsZOHCg/PPPP4aD\ntWDl5uaaZWXKlJFy5crlY4T/O3Xq5C6z+7gLOEMCJEACJEACJEACxUAg5QUWmgVXrVplTr1a\ntWoFEHz00UdSuXJlOe2002TcuHEF1nMBCZAACZAACZAACexsAikvsOrUqSMDBgwowAUO6488\n8og0aNBATjzxROnQoUOBbbiABEiABEiABEiABEqCQMjRVBIHLuox0dxXsWJFOeqoo+S9996L\nKTu7T05OjkyZMiWmfbgRCZAACZAACZAACcRLIK3iYMV7ctyeBEiABEiABEiABEqCAAVWSVDn\nMUmABEiABEiABDKaQMr7YAXRr1ChgqRp62bQKXE5CZAACZAACZBAhhCgBStDLiRPgwRIgARI\ngARIIHUIUGClzrVgSUiABEiABEiABDKEAAVWhlxIngYJkAAJkAAJkEDqEKDASp1rwZKQAAmQ\nAAmQAAlkCAEKrAy5kDwNEiABEiABEiCB1CFAgZU614IlIQESIAESIAESyBACFFgZciF5GiRA\nAiRAAiRAAqlDgAIrda4FS0ICJEACJEACJJAhBCiwMuRC8jRIgARIgARIgARShwAFVupcC5aE\nBEiABEiABEggQwhQYGXIheRpkAAJkAAJkAAJpA4BCqzUuRYsCQmQAAmQAAmQQIYQoMDKkAvJ\n0yABEiABEiABEkgdAhRYqXMtWBISIAESIAESIIEMIUCBlSEXkqdBAiRAAiRAAiSQOgQosFLn\nWrAkJEACJEACJEACGUKAAitDLiRPgwRIgARIgARIIHUIUGClzrVgSUiABEiABEiABDKEAAVW\nhlxIngYJkAAJkAAJkEDqEKDASp1rwZKQAAmQAAmQAAlkCAEKrAy5kDwNEiABEiABEiCB1CFA\ngZU614IlIQESIAESIAESyBACFFgZciF5GiRAAiRAAiRAAqlDgAIrda4FS0ICJEACJEACJJAh\nBMrEch5//fWXTJ8+PZZNA7dp3ry5YGIiARIgARIgARIggUwnEJPAWr58uRx77LFFYjF48GAZ\nNGhQkfLgziRAAiRAAiRAAiSQDgRiElhVqlSRnJycAuezdu1aWbJkiVkO61SLFi2kdu3a8vvv\nv8u3337rrjvllFNk3333LbA/F5AACZAACZAACZBAJhKISWBBOE2ZMiXf+W/atEkOOeQQqVWr\nljz55JNy9NFH51uPfz788EM566yz5JdffpGuXbsWWM8FJEACJEACJEACJJCJBBJ2ch8xYoQs\nWLBAXn75ZV9xBVjdunWTp556SmbMmCFjx47NRH48JxIgARIgARIgARIoQCBhgTV16lSpUaOG\nHHrooQUy9S7o3r27lC9f3ogs73LOkwAJkAAJkAAJkECmEkhYYG3btk3+/fdfCYfDUdmgB+KW\nLVukYsWKUbfjShIgARIgARIgARLIFAIJC6xjjjlGNm7cWGjT39ChQw2r448/PlOY8TxIgARI\ngARIgARIICqBhAUWBFN2drZcdtllctVVV8myZcsEVi0kWLbmzZsnvXv3lpEjR0r16tUFTYVM\nJEACJEACJEACJFAaCIQcTYmeKHoJnnbaafLHH3+YLLKysqRq1ary559/ulm2bt1a3nnnHWnS\npIm7rKRmIPzQVImQE5G9IkuqTDwuCZAACZAACZBA5hFI2IIFFOglOHfuXDn99NOlVatWEgqF\njLiCU3vHjh3liiuukJkzZ6aEuMq8S8czIgESIAESIAESSFUCMcXBilb4xo0by4svvmg22bx5\ns6xevdoIqrJly0bbjetIgARIgARIgARIIGMJFFlgecmg+a1ly5beRZwnARIgARIgARIggVJH\noEhNhKCFEAz33XefcWKHNatSpUoG4qJFi4yTO5zdmUiABEiABEiABEigNBEokgXriy++MCJq\nxYoVLrNy5cqZeSwbP368TJgwQcaNGycnn3yyuw1nSIAESIAESIAESCCTCSRswfr777+lT58+\nAiGFMQlHjRolBx10kMsKgzsffPDBsnXrVunXr59gYGgmEiABEiABEiABEigNBBIWWA899JAs\nX75crr76asGwOYiHVa1aNZdZw4YNzfILL7xQIMbGjBnjruMMCZAACZAACZAACWQygYQF1pw5\nc6RMmTIybNiwQD6Ii3XJJZeY9YsXLw7cjitIgARIgARIgARIIJMIJCywYL2ClaqwMQbbt28v\nFSpUkN9//z2TuPFcSIAESIAESIAESCCQQMICq1mzZibmFWJfRUsQYoig3qJFi2ibcR0JkAAJ\nkAAJkAAJZAyBhAXWfvvtZ8YeHDRoUCAMjMIDHy2kvffeO3A7riABEiABEiABEiCBTCKQsMAa\nMGCANGjQwMTAwlA5kydPFmvNQnPge++9Z3oRvvXWW4LxCPv27ZtJ3HguJEACJEACJEACJBBI\noEiDPU+fPt3Et/rtt98CD1CzZk0z2PP+++8fuM3OWsHBnncWaR6HBEiABEiABEo3gYQtWMCG\nOFfffvutaQaEj5UdfxC9C+GjNXDgQPnmm28kFcRV6b7MPHsSIAESIAESIIGdSSBhC9a2bdtc\nQWULnJubK2vWrJE999wz3zoshxBDU2FJJlqwSpI+j00CJEACJEACpYdAwhasG264QZ599tl8\npLKzs6Vu3br5xBUivXfp0kVeeeWVfNvyHxIgARIgARIgARLIVAIJC6xNmzbJ2WefbYbBwbxf\nGjt2rOyzzz4ya9Ysv9VcRgIkQAIkQAIkQAIZSSBhgXWH8XxOAABAAElEQVTiiSfKrrvuKs89\n95x06NBB5s+f7wJat26dcX7v37+/QHyddNJJgiFzmEiABEiABEiABEigNBBIWGAdc8wx8uWX\nX5qBnpctWyadO3cWjE84adIk2WuvveSNN96Q6tWry0svvSSvv/661KpVqzTw5DmSAAmQAAmQ\nAAmQgCTs5G7ZhcNhufvuu2Xw4MEm8Khd3rt3bxk9erTUqFHDLirxXzq5l/glYAFIgARIgARI\noFQQSNiCZelgQOczzjjD+FrZZbvssoucdtppKSWubNn4SwIkQAIkQAIkQALFTaBIAgvWqwcf\nfFDatm0rc+bMkaZNm8qZZ55p/K5OPvlkI7w4yHNxX0LmTwIkQAIkQAIkkGoEEhZYCCCK8AsI\nJvrPP//I+eefLwsWLJDnn3/e9b8aN26cEV/wwWIiARIgARIgARIggdJCIGGBNXz4cJk5c6Zx\nZIeAeuKJJwRNg0g9e/aURYsWSY8ePeTXX3+VU045RR555JHSwpTnSQIkQAIkQAIkUMoJJCyw\nwO2oo46ShQsXmjAMkRzRaxA9CkeNGiUVK1aUaOMVRu7L/0mABEiABEiABEggnQmUSbTwAwYM\nMM1/oVAoahaXXXaZdO3aVZYuXRp1O64kARIgARIgARIggUwhkLDAateuXcwMMAZhSY9DGHNh\nuSEJkAAJkAAJkAAJFJFAkZoIi3hs7k4CJEACJEACJEACGUkgJgvW999/L3feeacBMGTIEBOV\nHb0Fp02bFjOU448/Xo477riYt+eGJEACJEACJEACJJCuBGISWBhbcMyYMeYcr7rqKiOwIK7s\nslhOvk6dOhRYsYDiNiRAAiRAAiRAAmlPICaBVa9ePbn//vvNydqhb3r16iUtWrSIGcBBBx0U\n87bckARIgARIgARIgATSmUCRxyJMp5PnWITpdLVYVhIgARIgARJIXwJ0ck/fa8eSkwAJkAAJ\nkAAJpCiBIgksDI2DpsI2bdrI7rvvHnW65557UhQBi0UCJEACJEACJEACySUQkw+W3yEhrjp2\n7Cjbt2/3W11g2ebNmwss4wISIAESIAESIAESyEQCCQusu+++24irzp07y7Bhw6RBgwZSuXLl\nQEZVq1YNXMcVJEACJEACJEACJJBJBBIWWF999ZXhMH78eEEvQyYSIAESIAESIAESIIE8Agn7\nYDVs2FAqVaokdevWJUsSIAESIAESIAESIAEPgYQFFgZw/ueff2Tu3Lme7DhLAiRAAiRAAiRA\nAiSQsMC66KKLpHv37tKvXz+ZN28eSZIACZAACZAACZAACfxHIGEfrPLlywvGI2zWrJnsv//+\nZvic+vXrS3Z2ti/c/v37y/nnn++7jgtJgARIgARIgARIIJMIJCywMAD0McccIxs2bDA81qxZ\nI5iC0lFHHRW0istJgARIgARIgARIIKMIJCywnnrqKVm6dKnA2f2UU06Rgw8+WKpUqRIIp2nT\npoHruIIESIAESIAESIAEMolAwgJrypQphsMjjzwiRx99dCYx4bmQAAmQAAmQAAmQQJEIJOzk\nXrZsWSlXrpx069atSAXgziRAAiRAAiRAAiSQaQQSFlg5OTmydetW+eKLLzKNCc+HBEiABEiA\nBEiABIpEIGGBhV6BTZo0MT0DV6xYUaRCcGcSIAESIAESIAESyCQCCftgrVq1Svr27StDhw6V\nvfbaS1q0aCGNGzc24RpCoVABRscee6xgYiIBEiABEiABEiCBTCeQsMB6+umnZcyYMYbP5s2b\n5csvvzRTELCaNWtSYAXB4XISIAESIAESIIGMIpCwwEJohnhCLyCMAxMJkAAJkAAJkAAJlAYC\nCQssDJODiYkESIAESIAESIAESCA/gYSd3PNnw/9IgARIgARIgARIgAQsAQosS4K/JEACJEAC\nJEACJJAkAhRYSQLJbEiABEiABEiABEjAEqDAsiT4SwIkQAIkQAIkQAJJIkCBlSSQzIYESIAE\nSIAESIAELIGEBVY4HLZ58JcESIAESIAESIAESMBDIGGBNXbsWBPB/dVXX/Vkx1kSIAESIAES\nIAESIIGEBdabb74pixcvlp9//pkUSYAESIAESIAESIAEPAQSFli5ubkmm6pVq3qy4ywJkAAJ\nkAAJkAAJkEDCAmvgwIFStmxZeeCBB2TFihUkSQIkQAIkQAIkQAIk8B+BhIfK2XXXXeXyyy+X\nhx56SNq2bWumZs2aSa1atSQUChUA3KNHD8HERAIkQAIkQAIkQAKZTiBhgfXkk0/KmDFjDJ/t\n27fLF198YaYgYLvttltSBNbKlSvl66+/lm3btkmrVq2kZcuWQYfkchIgARIgARIgARIoEQIJ\nC6wTTzxR6tevH3OhDz300Ji39dtwzZo1ctFFF8mECRPyrT788MPliSeekCZNmuRbzn9IgARI\ngARIgARIoKQIhBxNJXXwWI+LmFtHHHGEfPrpp9K7d28555xzpFKlSvLss8/KU089JW3atJG5\nc+dKhQoVomb577//SsWKFSUnJ0emTJkSdVuuJAESIAESIAESIIFECSRswfI7IHoW/vHHH7L7\n7rtLdna23yYJLZs2bZoRVwceeKC8/PLLbh6HHXaYwLI1ceJEefvtt+XUU09113GGBEiABEiA\nBEiABEqKQMK9CG2B//zzT7niiiuMFQlWpT333NP0LmzcuLGgp+H69evtpgn/fvfdd9KoUSM5\n77zzCuTRt29fs2zp0qUF1nEBCZAACZAACZAACZQEgSJZsD777DM55ZRT5LfffstXdrQ6QhQ9\n+OCDxvL04Ycfyh577JFvm3j+OfvsswWTX4LTO1LTpk39VnMZCZAACZAACZAACex0AgkLrI0b\nN8qZZ55pxBX8o66//npjxapRo4b89NNPsnDhQrnrrrtk9uzZxn8Kv+XLl0/qCa5bt05GjBgh\nCHZ65JFHFsj777//lvHjx7vL0fOQiQRIgARIgARIgASKm0DCAmvkyJGyevVq02yHcQm9CT36\nMKGnISb4R82cOdM4l3u3K8o8xNNxxx0nEFnoRYj4W5EJ684999zIxfyfBEiABEiABEiABIqV\nQMICa968eZKVlSXDhw8PLCACjsLCBIGFXnvovZeMBOF0wgknyOeff26CnZ5//vm+2aJZ8rHH\nHnPXwYJ12WWXuf9zhgRIgARIgARIgASKg0DCYRratWsnmzZtMr5WhRUMzu/o8Tdp0qTCNi10\nPYblQUT45cuXy8033yy33357ofvYDRimwZLgLwmQAAmQAAmQQHESSLgXYb169Yyv1ebNm6OW\nD/5Y2CaeoKRBGS5evFgOOeQQI+oQRT4ecRWUJ5eTAAmQAAmQAAmQQLIJJCywOnToIBgipzCR\nM2jQIFPm9u3bF6nsCCQKKxisZu+++65ccMEFRcqPO5MACZAACZAACZBAcRFIWGBdeeWVUq1a\nNdNTEPGpvvrqKyO4UFD4Os2fP1969eolcIBHDKugMAuxnBgsYAgiCsf2999/X7p37x7LbtyG\nBEiABEiABEiABEqEQMI+WCjt66+/bnrpbdiwwRQe0dvhWA4ndAxvg4QQCm+99ZaxPpkFCfy5\n7bbbZNiwYVKnTh3p2LGjbw7oUdi/f3/fdXYhfbAsCf6SAAmQAAmQAAkUJ4GEexGiUCeffLIR\nPIjkPn36dBMTywYdxXA5xx9/vNx9992+IRTiOSn0QkT6+eefCwz2bPNp2LChneUvCZAACZAA\nCZAACZQogZgsWLBIYWrevHnUMQYxDuEPP/xgHNohsFIt0YKValeE5SEBEiABEiCBzCQQkw8W\nwiu0bt06X8wrxLUaPXp0PioQVXvvvbcZ7DnfCv5DAiRAAiRAAiRAAqWIQEwCa+3atQbJli1b\nXDQvvfSSCfLpLuAMCZAACZAACZAACZCAIRCTD1bbtm3NxuPGjZNOnToJQjRYsbV+/fqYUFas\nWFEqVKgQ07bciARIgARIgARIgATSmUBMPlgY2Llu3bqC30QT4mENHjw40d2Tsh99sJKCkZmQ\nAAmQAAmQAAkUQiCmJsIqVaqYcf8wlmDt2rWlfPnyZhxC5I35WKYyZWIylhVSXK4mARIgARIg\nARIggdQnELPqgZM7HNttuvDCC+Xxxx8XWIWYSIAESIAESIAESIAEdhCIyYK1Y/Mdc40bNzb+\nWDuWcI4ESIAESIAESIAESAAEYvLByhRU9MHKlCvJ8yABEiABEiCB1CaQsAUrtU+LpSMBEiAB\nEiABEiCBkiNAgVVy7HlkEiABEiABEiCBDCVAgZWhF5anRQIkQAIkQAIkUHIEKLBKjj2PTAIk\nQAIkQAIkkKEEKLAy9MLytEiABEiABEiABEqOAAVWybHnkUmABEiABEiABDKUQMyBRv3O/8cf\nf5TJkyebAKTLly8XDAq9YcMGqV69uon43qhRI+nRo4d0795ddtllF78suIwESIAESIAESIAE\nMo5AQnGwPvnkE7nvvvtk0qRJ4jhOoVAwlM4JJ5wgd955pzRr1qzQ7YtrA8bBKi6yzJcESIAE\nSIAESMBLIC4L1vz58+Wiiy6S2bNnmzzq1Kkjhx9+uDRs2FDq168vDRo0kD333NNYsdatWyer\nVq2S6dOny4wZM2T8+PEyYcIEufzyy+WWW26RatWqecvBeRIgARIgARIgARLIGAIxCawtW7bI\nkCFDjNVq1113lSuuuEJ69eolBx98sIRCoUJhwMr16aefytixY+Xhhx+WZ555RoYNGyb9+/eX\n7OzsQvfnBiRAAiRAAiRAAiSQTgRicnIfPny4EUZDhw41VqkHH3xQunTpEpO4AgyIsJycHHnu\nuecEfltnn322EWlPPvlkOrFiWUmABEiABEiABEggJgIx+WDNmjVLmjRpYpr/Yso1ho1Wr14t\nv//+u+y7774xbJ2cTeiDlRyOzIUESIAESIAESCA6gZiaCDt37lwgl3A4bBzcC2viy83NlRUr\nVkiZMmWMSLMZwV8LExMJkAAJkAAJkAAJZBqBmJoI/U764osvlrJly/qtyrfs/fffl5YtWwqa\nFZlIgARIgARIgARIoDQQSFhgxQIHVq6FCxeaTbdu3RrLLtyGBEiABEiABEiABNKeQExNhDjL\nW2+9VUaMGOGeMHoWondgtACi8HlCEyFShw4d3H05QwIkQAIkQAIkQAKZTCAmJ3cA2Lhxo7Rq\n1Up+/vnnuHjA96pnz56mB2GFChXi2jfZG9PJPdlEmR8JkAAJkAAJkIAfgZgtWFWqVJGvv/5a\nNm/ebPK55ppr5Pnnn5c1a9b45WtCM8BHCxYuiCwmEiABEiABEiABEigtBOJSPhBZmJAwxiDE\nEyK3M5EACZAACZAACZAACewgEHMT4Y5d0neOTYTpe+1YchIgARIgARJIJwIx9SJExPVnn302\npoGdYzn5bdu2yciRI834hLFsz21IgARIgARIgARIIJ0IxCSwKleuLOedd57st99+8vbbbycs\ntOC/9fTTT0vr1q3lpptuEoxryEQCJEACJEACJEACmUYgJoHVp08f+fzzzwVxrU444QSpV6+e\nGUvws88+K1Rsbdq0ST788ENBYNLatWsboXbggQfKN998I926dcs0njwfEiABEiABEiABEpC4\nfLDQtDdq1CjB4M8//fSTwVe+fHkjuDDsTf369Y3T+4YNG2TdunVmYGgEGrWxsDDkDiK6d+rU\nqUTQ0werRLDzoCRAAiRAAiRQ6gjEJbAsHQitcePGyZgxY4xla/v27XZVgV80L8JSdcYZZ0iv\nXr1M+IYCG+2kBRRYOwk0D0MCJEACJEACpZxAQgLLywxNgNOmTZPly5fL2rVrBdar6tWrm+bA\nRo0aSZcuXQRWrlRIFFipcBVYBhIgARIgARLIfAJxxcHyw4FYWEcffbTfKi4jARIgARIgARIg\ngVJJICYn91JJhidNAiRAAiRAAiRAAgkSKLIFC87u8+fPFzS/oZehTXBsh2/WX3/9JXPnzpX2\n7dvLVVddZVfzlwRIgARIgARIgAQylkCRBNa1115regVGc3K35AYNGmRn+UsCJEACJEACJEAC\nGU0g4SbCiRMnyv3332+sVPDDsqEXmjZtKh07dnTHLAS9IUOGSP/+/TMaJE+OBEiABEiABEiA\nBCyBhAXWG2+8YfIYOHCg6T04depUqVSpkuy///4ye/Zs05sQoRzKli0ra9asMbGy7EH5SwIk\nQAIkQAIkQAKZTCBhgbVs2TLDBZapChUqSLly5cxQOh9//LHL67TTTjOBSR977DGZM2eOu5wz\nJEACJEACJEACJJDJBBIWWIjUjqFv2rRp4/Jp2bKlsWbBYmXTSSedZJzf33nnHbuIvyRAAiRA\nAiRAAiSQ0QQSFljwtUJg0b///tsFBIGFhF6DNu25555GiC1atMgu4i8JkAAJkAAJkAAJZDSB\nhAVWq1atjIO7t0mwbdu2Btb06dNdaN9995388ssvsmXLFncZZ0iABEiABEiABEggGQS++uor\n+eCDD5KRVVLzSFhgnX766caB/ZRTTjHxrbZu3SoYzBmO7qNHj5ZJkybJ0qVL5eqrrzYFbtGi\nRVILzsxIgARIgARIgARKHwEMyffmm2/KRRddJA0bNjSuSuedd17KgSjSWITDhg2T2267zQzg\njKbCihUryjXXXCMPPPBAvhNFT8LFixdLSYssjkWY77LwHxIgARIgARJIGwK//fab9O7dW2bM\nmCHbtm0z5a5SpYp07dpVevToIeeff76UKVOk8J5JZVGkktx6663SvXt3eeGFF4y4Qsnuvfde\ncRxHnnjiCROqAY7w6EVY0uIqqdSiZIagq5dccolcccUVYptMo2zOVSRAAiRAAiRAAjEQqF69\nuixZssRYrCCoMA7yQQcdZFrTYth9p29SJAtWtNJiqByoTQisVEk7w4L16quvyqmnnmouOIYG\ngoUPzaZMJEACJEACJEAC/gTgp/3ZZ5/J5MmTZejQoYGWqI0bN+YLZO6fW2osTdgHC+MOQkQF\npezsbCOusM23334rK1euDNo0o5b36tVLILJq1qwp99xzj1Hab7/9dkadI0+GBEiABEiABIpK\nANaoESNGGEvU7rvvLkceeaTcddddMnPmzMCs0SSYLilhgXXxxRfHZJZ7//33BeEbHnzwwXRh\nUuRywvEfvRoQ5f7HH3+UE044QRAP7Oeffy5y3syABEiABEiABNKdwCGHHCLt2rUzneTee+89\nqVu3rlx66aXGeb1Dhw7pfnqm/EXywSqMAKxcCxcuNJuhl2FpShifcfjw4XL22Webng4fffSR\n8U0rTQx4riRAAiRAAiTgR6BLly5Sq1Yt6datm/HlbtSokd9mab0sZoEFh3aY8mxCeymc2SEk\nghJ8nmwzYqYo0qBzDVq+9957mx4PMIVCoTORAAmQAAmQQCYS2Lx5syAOJvyoECPz5ptvNi04\nfueKpsBMTzELrOuuu06efPLJAs1c3kjufrDQZbJnz57Sr18/v9WlYlkoFDKm0FJxsjxJEiAB\nEiCBUkMArVQTJkwwggq+UzaoOPywv/7660CBVRoAxSyw4FgGWFCoSIh39fzzz4t33EEvMIgK\nxL+ChSuV4lJ4y5gq8/DXQmR8MGMiARIgARIggXQhMH78eLn99ttNcRGaCDGpjjjiCMnJyZFq\n1aqly2kUSzljFlg4OkSW9eBHDAqIJ4w1yJQ4ATi+d+rUSVq3bi0jR44084nnxj1JgARIgARI\nIDkE0EIFq1TVqlXlgAMO8M30jDPOML3lIarQe55pB4Fii4O14xCpM7cz4mDFe7boZThgwADT\ncwIWrL59+8rdd9+dUvHD4j0nbk8CJEACJJB+BP7880/jQ/Xpp5/K1KlTZd68eWbM4T59+shL\nL72UfidUwiVOOEyDLTfaW++77z7TC6Bx48ZuUM1FixaZkPa4QEzBBOrVqydvvPGGoJdhmzZt\n5NlnnzVR7yGybFt28N5cQwIkQAIkQAJFJ/Diiy8KYlEdd9xx5ps+Z84cad++vVx55ZWSiuP8\nFf2Miz+HuJoII4vzxRdfGBG1YsUKd1W5cuXMPJahbRbOb+PGjZOTTz7Z3YYzBQmg3XrBggXy\n6KOPmujvN954o+yxxx5ywQUXFNyYS0iABEiABEggDgKwTq1bt06aNWvmu9dee+1lhp1B+IRD\nDz1U8IumQabECSTcRIi22X322UeWL18uCBiGARghpObOnWssL99//72ceeaZxtxYuXJlWbVq\nldSoUSPxkiZhz1RsIvQ7rd9//11GjRolt9xyCzsI+AHiMhIgARIggUACGAgZoYHwPYYPFSZ0\nUjvssMNkypQpgftxRXIJJNxE+NBDDxlxdfXVV5u22ssuuyxfj4GGDRua5RdeeKFAjI0ZMya5\nJc/g3GC5Gjx4MMVVBl9jnhoJkAAJFAcB+E+hA9q+++5rWkAQXum7776Tgw8+2Ais4jgm8/Qn\nkHATIdpnEX5h2LBh/jnr0qysLLnkkkvksccek8WLFwduxxXxEfjrr7/MA4Q4I0wkQAIkQAKl\ng8CGDRuMKwmMFkcffbTvSTdv3tyE/UFw7/322086d+4sCHiNsElMO5dAwgILTYOwUlWsWDFq\nieEkV6FCBUGzF1NyCPzvf/8zQxBB3GLcQ8bPSg5X5kICJEACqUJg7dq18vbbb5txbRErcenS\npcYShRFUEDcxSGDVqVNHvvzyy1Q5jVJdjoQFFhzl3n33XRN4NJrIghCD71OLFi1KNehknfz2\n7duNqP3222/l1FNPFdRS7rjjDkFcMiYSIAESIIH0IfDPP/+4Pe8jSw0/5vPPP99dvNtuuxnH\nc7zz999/f3c5Z1KXQMICC6bHN998UwYNGiT33nuv7xlCacNHCwkmSqaiE0Cz7NNPPy0Yugjj\nQ77++uumJoOOBnfeead5AIt+FOZAAiRAAiSQDALouYfx+eAHBdGEX0zo+IXv4ieffOJ7GITt\nGT16tAnfg0DUGBiZKb0IJNyLEH5AaP5bvXq1nHbaadK/f38TLn/GjBlmvEL4aA0dOtT0XsDN\ngZAOaCosyZQuvQjjYYReIhhQ84MPPpCOHTvK7Nmz49md25IACZAACcRJIBwOm5AHv/32m2BC\nOIMgq9L7779foIUB4Yzq169vwiIg9iFTZhJIWGABB1Q54lvhBgtKCJ3/zjvvBN58QfsVx/JM\nFFiWE3qOlC9f3jg02mX8JQESIAESCCaQm5srGzdudCcE2gyyFCGSOcbcw/cOPsUQWTbhO/ja\na6/Zf/P9Yji0p556Sho1amQm+C7DTwqdwJgym0DCTYTAgm6f8AWCszWc8WDyRPwNNGPhZjr+\n+ONNE2JpH/BxZ9xCiG/CRAIkQALpRABuJD/99JP5bsC/FN8PTHYeVvmg3tJwj4DYQcUZo15g\nsvPoCNSyZUtfFHCvgNUIwgo+UN6EVhe4Xvgl5I2mPYy/26RJE/OLeUwIiRCUIKbQysBU+ggU\nyYIViQu1gTVr1pgbLhW7hGayBSvyWkT+D/+sXr16sbNBJBj+TwIk4BL45ZdfZOXKlYJwAHAD\nwS+EyObNmwWRvk888UR3W+/MrFmzzJiqeMdi261bt7piqWnTpvL55597N3fnkXe0aOHr16+X\nXXfd1d3eOwMXFQzJ5pfQanLsscf6rZIbbrhBXn75ZalSpYqZcHzM4xfnB8OAX4IYZI9tPzJc\nFkSgSBasyExR00AtApFiEYsDYxMylTyBzz77zNSgEBkeL52BAwcKRj5nIgESyEwCiNqNFgVY\neDChy7+dR2xCjDfnlx5//HHT6uC3rl+/foECC6Jq/vz5poczfG3hY4RfCBcETg5K2AYVP1TI\n7YQWEDsfraI+ZMgQI/7gGoF88Gvn4fcblDDOK6Z4E8VVvMS4fdwWLIxnBKe9TZs2md5rMH8i\nQVhhuJy33nrLpYp1//d//xf4ULob7qSZ0mrBgsn9lVdekREjRpjR0YEbtT8IrTPOOMO8DHfS\nJeBhSIAEEiAA6wlaB9CpCBN6o/Xt21fg4+qXevbsacaB9VuH9wAG8PVLkydPlkmTJplROWDR\nsRNC8cB3qG3btn67cRkJkIAPgbgEFobHueaaa0z7uM0LIRquvfZauemmm+Suu+6yi91fqP6x\nY8fKueee6y4rqZnSKrC8vKdNmybDhw83QhhOmhhMmsMYeQlxngRSh0CfPn3MeHI//vijaXbz\nluyjjz4SDBLvlzAuLPxjrY8QxoG184inRGuMHzUuI4HkEohZYE2YMMH0GMRHuV69eqYJEANI\nwnKFpieIK5iCMSwOHnrUsrD8jTfeMDUfBByF6bckEwXWDvorVqyQkSNHmlpwUPfiHVtzjgRI\nIBkE0ALwzTff5JvgcF2pUiXf7A888EAjlBo0aGDeo/i1U05OjhFNvjtyIQmQQIkTiFlgderU\nycRYgrXKBhaFAyICpf3www/mRGBa9kYUh9M7Ir6j58XUqVMFwTBLMlFglSR9HpsESi8B+Dwu\nWbLE+EFFUoDv0j777BO52PyP5v1ofki+O3EhCZBAShCIORAHxkKCwyJ6o9kEU/PgwYPNv3Bq\nPOqoo+wq8wund9sjw4qwfBtk6D9g8vHHH5teNOl6ihDH8Le4+OKLBTG2vDFf0vWcWG4SSDYB\nVNoQRLmwYJEIRQAH7COPPFIuvfRSYz2GLysqn9FGuaC4SvYVY34ksPMIxNRmB3GE7rRwjI5s\n5rO9NerWrevbrl+9enVzNgi2VhrS4sWLBb1bkCBIu3XrZnruYWDO2rVrpw0C+G/AqfbRRx81\nE8qOsQ8RtR+js9OHI20uJQuaJAKoZEAULVy40AymiwF10dyHyggSXCPwHvRLeC9QLPmR4TIS\nyFwCMQksdO9F8vMTsAM9WyEViQqWLaS///47clVG/o+YL+hJiYGw0WSKYHiYIEjQDIAwCccc\nc4ygyTWVI/lCOENgwZEWEYzhgwefLUzwC8GQSEwkUJoI4HlFr1v4USHh3YeBd1HxhBXKvgv9\nmFBc+VHhMhLIbAIxCSyLwC+irrVk2F+7bWn9xUsWzaK2aRQ1V4itiRMnGlECfwsMt4AOAfBX\ng9jCL4ZoSLWEjwIsb5jQmeG9994zYgsikokEMoEAwh+gwwea+TAtWLDAVJBsxTDyHO+55x4T\n+BKiCrH+/N6JkfvwfxIggdJJIC6BVToRFe2s27VrJ5iuv/56U/PFoMwQW7BuvfDCC2ZCzRgW\nLStm9ttvv5RrgoP/CKIcB0VytpQQ1BQfqi5duphaPT9Algx/U4nA1VdfbWLCocKDaOXetHTp\n0kCncwzBwkQCJEACsRCgwIqFUpK2wZAPCMaKCTXnuXPnGrEFwYWhJBD24rbbbjNdr2HVguDq\n3r17Slq3gpC8+OKL8sgjj5jV8EE76KCDjNhCD9IDDjggajNKUJ5cTgLxEoBLQuXKlQN3w9ip\ny5YtM2PK4RlDUx8qNvgNcncIzIwrSIAESMCHQExhGubNmyeIlQQH98hxoTAoJ3wS/NbheBhM\nExN61g0aNMinCDtvUSqHacBQFnCghWULvxitHQkWIAgTNCVCcOEDkMrNsWhuwVBJCGiKCcN1\n2IRBwREbjYkEkkUAFRV0wkEIBDido4kPVinE3UNwzqCOJbBSYaSJyPdZssrFfEiABEggLgsW\nxNS6det8qUVb57sDF+YjgEjLZ511lpnQW2nOnDluU6K1bmGUd0RjhnULE3ooplptG/5ZmPr3\n72/OD93T0WwIsYUyB6VXX31VMH5aixYtpGXLluY3mtNwUD5cXroIIOgmhJQ37bLLLqanK+L0\nBQmsNm3aeHfhfIYSwHcJFWuMlQg/UgxCHTkFLcd22B8T4pFFznuX2XXoUWonvMcLm0cFARO2\ntfOF/R/PpUJlPN4JLivYB7/eyW+Zdz2MAfjf/nrn7TL7C4OMXY9ldgpahu3tNoX9YtvDDjss\nHkzFtm1MFiyMqj59+vQiFQIOoZhKMqWyBSsalyDrFm54WLQQfwwTevela28lhICAyLIJ51a/\nfn0jtgYMGOB2GrDr+ZuZBDDGKWJDrVy5UhB7D5YmDOUEH0C/hF59eK4hmPbaay/Zd999TXBj\nvKiZUpcAhAeuNcL/YMI8WjrQtOv367cMognXPnLyLsdxMiXhnZhIgmArTQkCDII3FVJMAisV\nCpqMMqSrwPKeu7VuoRkRE6xb9iUCn6fDDz/cFVzp1NsPH9RFixblG0IEMYZgMX3qqafknHPO\n8WJw55955hkzkDUsFbVq1TKTncf5YxlT6hOArx58ovws5Gj6Q689ppIngPcPOgXALQQTKt+R\n81iGbax48v5CSGEdRFCyEj6osHZXqFAh3xS5DCIdvUMxeeftMrsclVSsxy8mWEQwxTKPsnit\nMH7zkcsgnDBhuZ33+7+ovLwWsmjzuMbWombn7a+1rtn/7S++QZHzdpn9xXrMeye/ZXZ773bx\nzIMT3FFSIVFgpcJVKEIZ8DKbPHmyEVsQXN9//72bGwQGHHhh3YLwqlq1qrsuXWb++OMP80JE\ns49fuvLKKwWDkPslRMwePXq03yoz7NPDDz9sfHCqVatmfuGPA0bwzcEHnyk+AmhSgaUbFlfE\nzrO/mMd1hG9eUIJ1G7XOxo0bS6NGjcxvq1atjGUKTcb4wDEljwCaxeDnietS2C+2sWIKYikR\niwgECyqAmPAs23n7i2XolIBYi7H+WkHFeyN59wVzSi4BCqzk8izx3GD1QSgIiK1PPvnEDfCK\nl1DHjh1NtGlEnEZzIl566Z7wsscHAkFRMf3yyy/uPHou9uzZ0/cUn3vuOenXr5/vOuyHsTP9\nEgYxRzOU/SDgY4CaMibMI6hsUIK1DTU2W2P21qLRkSFIROKjBvGBGq6dbE0Z1xXL/BLYoOaH\nfSN/cWwIS78Ejh9++KG5d2BxQLON/cXwWHfccYffbuY6BPkEoowQWoj/5pdQVtTamRIjAIuQ\nFbT21ytyvctgJUSTW6wJosdbCfGbj1yGiooVT/iF9YeJBEobAQqsDL7isCjAwRyCCxHZ0bsK\nH3gkCALEqoLYwgRfrqAPdSYiwgcGztG2ecPW0NF8gSZG+Pb4JTRlwlnfKzogXpDwIcLyoATx\nYXuHRm6DaxM04C+C1r7zzjuRu5j/YYW75JJLfNdBCAX12uzbt2/g+HmwNGFwYr/UpEkTE5jT\nbx1E0k033STosIHOGPYX85j4kfWjFrwMzyrEECoNfpOtUEBIQQAXliDGcQ9igtBFcONYfjOh\nIlYYG64ngeIgQLt7cVBNkTxhKcGH0n4sbTMNmhQxwUqBCQmWCTQjWsGFZplMThBD6LEYb4LA\nwDiN3gQLESwIaHaJltBcCWuUX6+loN5uyA8hUqyvAn69U9DYd9ivYcOGAmscrF34uHp/IaiD\nEprmINxgkbOWOvsbLawBLFB33XVXULZc7iFgBT5EPsJM4NdOVkxBOOHeCkrgDYGEnpSRgtaK\nW+8vBBWthEE0uZwEkk+AFqzkM02bHPFCt2ILv94BufHhRldXfKDxawf1TpuTY0FJoIQIoPs+\nnq3vvvtO0KTsFVB2HpWdoAQxXLNmTWNJhfD2Tui0Yf/HPK2CQRS5nARKngAFVslfg5QpAeJQ\nWcH16aefGgdYWzjUhCG2Dj30UCO40KurNDUpWg78JQE0vUM4oUMJRBQm7zxiv8HK6JfgmI3K\nS7169UwYEu8v5jHhWaOlyY8el5FAehGgwEqv67XTSgt/GoRNgLO3nX799Vf3+HBqhQ8XBBcm\nDDPC2rSLhzNpTAD3Pprp4G8XOUFMYZ2fgIIoQlNdI+0FiQlNtJgQz80rntIYDYtOAiQQBwEK\nrDhglfZN0UPRii38ohZvE3ya0BOuc+fO7oRmDiYSSEUC8IGKFE/2fwzvhJh5kQkCCs1yEE+Y\nIJ7svP0fFiomEiABEgABCizeBwkTQLMImhIhtjAUTqTzNz46XsGF8AZwvGcigZ1BAD3wMDam\n3wQrlF+CYz9icaEzQ+SE5RRQftS4jARIwI8ABZYfFS5LiAAcd2fNmuVOs2fPNpGebWbo7o3e\na1Z0IS4XPlpMJJAIAYTHgBUVAgrWJ6+Qwv8IuRGZYIWCkziC8GKKFFG0ukYS4/8kQAKJEqDA\nSpQc9yuUAHxZMJ6cFV0zZ840Y8t5/VfQ7R/xn2DdwoR59FhETyomEoBIsuLJNuFZQQULql8Y\nA1hJYT21IsoKKfuLGHBMJEACJFDcBCiwipsw889HAHGgYNmC6Jo3b54JfgrHYW9CM0y7du1c\n0QXhhV6L8PNiyiwC8HWCFQp+T5hwL2DCPIRUUGBWxG2D9cmKJjuP/+FUzh6umXWf8GxIIB0J\nUGCl41XLsDIjivqCBQuM2EJEc0wIGeG1TuCDifHqYN1CIEz7i/l0HGMxwy5h4OkgACtiQlkR\nZcWT/UU0clg6IxOCokIoRQooK6SiBTyNzIv/Zx4BjJgAS2SQkIZfKCycuP8wQcjjPkMTMcZm\nDRo1Yc6cOabyh+3g0oBhfuywP+gJSpeGzLuXivOM0q4dBi9rfIDhjNqpUyfzW5yAmHfxE8DH\nMicnx0z2aHghLl68OJ/owv/oyRiZ4FPjFVxWgOGFyFR8BCCAEZwWwTMhoPDrnbAMjuZ+CR8w\nO6g2mvPw4fL+Ijo5m4n9yGXOMjT/rl+/3vTGDDorDOkEEY7tvMNawf8OYWRg6fZL99xzj0yc\nONFvlRnYPUhgYQzXW2+91Xe/aMNLwRo/cOBA49+HOGe4tzFhHhUFVAyYSh+BtBJYgwYNkjvv\nvNO1bKCWi/+vu+660nflMvyM0UyIIWIweRMENvy6YOHCZOc//vhjweRNtkcYPtboUh/5ixdg\nUA3Ym09pm0ckcnzU7Fh3fr+4DkHxoMALMdHwcWnTpo35wIA9BJQVUfifY9yVjjsL8fOuvPJK\nI7Yx6DREN34RsBXPOSxMQQmBj3GfQWyjImabhmFVitaj88ILL5Rjjz3WHYgd1i6Ielix9t57\n76DDyUknnWSsptgOlTy4NGCCGIw2vBSGNUJPar+EZ2DJkiV+q0x5pk+fLhiaDAFmmTKLQNo0\nEWLMvO7du5sHADUMfARuu+02QY1j5MiRMmDAgEKvDB4YPGiwlmBAW6bMIfDXX3+5osuKL1i7\n0EyAmEd+CS9tWLm8wguiC+O72QFx7W+6OkbjQ4GPA3p4wp8Jv5Hz+OB5BRXWY7+gBFGKeFCo\nmXsncLT/ozcexWsQwfRcjk4Gr7/+ukAwQVB4f9F8/8knn/ieGLa1vTMhqiEk8FzhF9PTTz8d\nGKQYx7BjYvpmnkILIRhh0cWEaP52HqLw/9s7EzCpiW2Pn/SAyiYKqKiAICCyK4uggIAPXBER\nuaiAFzfUJwoqIm73Xr18XnzXfUNF0auIG7iDIqIIKogCT0GQTUEFBAUFV0Cm886/+qXt7kn3\ndM9kppPMv74vk55KUqn6VVI5derUqWuvvdY1p9DyovOHgPOwPiqELWfr378/vfq7kgtGZCAE\nLHwgW7ZsaYQqfDChuULAA40HEUMVsOlw4tOhp4CVjky449FbRkOGZ8dtj+PFBRjYO8JW4h6N\nIoQv9KbTbYnHHa1N4oLNzm8Mezi/E/d4bmFzgg3vgvM73R49bkeYwtBKoi1bpnKijBhuhfCE\nLXHNu8R4eCsv7l3LdB8eyy8BCNRr1qxJEpAcgalLly4yYsQI1wyiM3viiScmHcOMTTwPWMnh\n5ZdfTjrm/ANhHe0z3hvYNDH8SQCC2G233WZ8CKJDCE549xHQ0Us3xI7j4AqtHIN/CQRiiBDO\nLPHgjRkzJqlhx8s9aNAgM0w4Y8YMoxLON2p89NAjw0cx0cDS+f3444+nzWLv3r2NDUvix9X5\n6L7wwgvGU7rbxdDkQcOHDzw+4In7gQMHpuWyc+dO84KG3fmn01PGR8AtoG4cwQs9ZjRqEFDc\n9lD1Q7D3c0CjiyEUNNDoHdeqVcv8Ttwn/sZ50DBwsoCfa9U9b2hv0EHABiHJ2UNLj5UV3MIj\njzwi119/vdsh83FPJ2BhiGzKlCnmWYFQhWcmm8kGeB5pHO6K2wyj33333fGDaJMh/ELY+uWX\nX+LxqT/QZqETBMUD6gUzrbHH/2Fvz1NZ+Pn/QAhYmNaP4NZgOHELFy5MK0iUZwXgpbjsssvS\n3vKhhx5Ka3uCBhIbhlYSN2gLMg3ZQHUPtwduAUagsEVwC48++qjJK9YVdIQQZ48JBMOGDXO7\nLHRx0DA5KvlsCgcNkSN8wfAWjR0E6sTNLQ7H0YAiJNZv4m/UdeL/+A2hGcMk2WzQQlWvXj2p\nI5JNmXhO/gk4Q7nOs4V9r1694sNrqTkcPHiwPP3006nR5n/YpjptY+oJRx99tIwcOTJJUHIE\nJmcoL/Ua/I+2YcCAAW6HGOcRAbzrEJKwZQqwS4M5w4IFCwT+BZ0A4QoubfA9oJbZoZK/fSAE\nLGgVENDTTg3oiSNA1ZoaYKeFmWdOcD5uzv9lsceQ0aRJk+LGldAm4QPuDBNl6l18+umnJcrS\nU089JdhQPucj7uzdmDk3gcq+W7du8R4w/A45ghzYpROw8HLD+BR2F9icOnDSDfsewxzY2CsP\ne03nXj68gxiWdWa9OTZvZ599dtpZkRB40EF0G8p94403igzLOblC5+m4444zgg8EJKdzhN/p\nZsnhWmi3sDEElwBmJWKCDzSY+G4sXrw4vqHtziRc4ZmsaG12vmo6EAIWenYIEAhSg/Og4EFL\nDTAyzDTzI/V8L/6HADVkyBAvkso5DfR+sGUbzjzzTMHmBAxHYmgMwwyZnHpi1gumLDsBQhwE\nLTTq3bt3l7POOss5xD0JBI4ABB18hCAkOQIS9giJz31iwdChQVsEzaVbwASddNohzLbEPdE5\nw7uEzbHzg8uRdOG6664TbAwVlwC02sccc4zZHApOJ9n5P3EPRQQm9kBjD3s7bLg+03OWeD1/\n50YgEAIWtEAIjvFfYhEhFCC4SezQMlx66aXx09GITZgwIf4/fyQTAEP0frFlChCkYDewevXq\n+OZ4Z4chOQWsTPR4rDwJoDfv2Cg59knQ9MDe0S1guAUfHLcAQ/90AhbaKEzHx/Cs404AAhM2\nCF6ZOixTp051ux3jSKBEBDIZvqPTgE4wHKo+9thjZsNNINTDAevkyZNLdE9e5E4gEAIWxpoR\nnF5kYlGcONgRpQY0bA888EA8Gr1MClhxHCX+0aRJE2PDkZgAeu5QVWd6uWEvAH84MDaHfyvY\niMBBaKZrEu/B3yQAAuhUwVYRvrbctNo454knnjDPKNx3pIaTTz45rYAFLRN69Wg7UrfiOh4Y\n5mMgAT8TwLDyu+pOAx0PrJ6B0Qhs8+bNM++Un/MexLyFRsCCmp0hfwRgY9a5c+eMGYB/KkfT\n5ZyIHj40Bv369ZMLL7zQieaeBAyBV1991fi6c/wKYQ+bTAhZN954o4wdO9aVFDpcmGXVunXr\nJNskaK8yDYfAtuX99993TZORJBAWAuicdOzY0Wzo9CJkmrUIW+abbrrJ2PzB7i/TOxQWRl6U\nIxACFrQcCHDXAE+7iQFxCOlmzCSey9/5JTB06FAzCwlLHaG3j5ku6D1Nnz7dDEtSwMpv/ZTH\n3dFzxnI669TtirO4M5wpYpq5W0DPevz48eYQhrAhNMGuEh0q2JGkCxDYsTGQAAlkRwDD2+kC\nvrNwFYQNAcPlELR69uxptMFwMsxQlEAgHI0i25h6ChsK+Adx/PVA/Y9GFpWNMeXi1i7DECE0\nLZhBQ0/uRR+GfMXABxXs49Kt14UZi/AfBk0XZlxBK1FcXeerLLyvOwGs0wYv4NBAOXaTzpmZ\nVmKAEAYzAJgJYPgObisYSIAEyp8AZi06S5JhmNExz8EM2XTuQso/l/66YyA0WECG2TJwKgqJ\nGb8xU2LcuHHGHxEW9eQH118PVi65Ka73M2vWLGN86RhgwmAYNlwQtvr06SNdu3bN5XY81wMC\n8CgPh4iY6ODsR48enVarhJnA6OCg3homLO6M35lcCsAVBt1heFBhTIIESkkAI0nYhg8fbiac\nweYWAlemtR3htiSXme2lzKLvLg+MBgvk8IHFmoOYCYEA+x0sM3DBBReY/4v7Qw1WcYT8eRyz\nR2EDgOEiDCtiW7VqlRGyIWzDqSJD+RA477zzzKoBcIGSOh38mWeeSTuDFOdyMkP51BHvQgJ+\nIXDDDTfIk08+aWYoYpklOM7Nxvu/X/Jf2nwESsBCYdFQwyEmJGPMZstFOqaAVdrHxT/XQz2N\nWYnQbqQzuMTaaFg/DUOKzlaRXu5sagtDs3Ct4bjcgOAK4/F0Ppv69u1rhuMdJ7PY4z3EHsP1\njkuVbO7Nc0iABMJNAItcY/USZzYv7CixSghWF8GIFDTYYQ6BE7BKUxkUsEpDL3jXwqgevafE\nUL9+fSNsQesJ4+qKGrDkyaJFi4zBeapNFGzeYMDqFiCQcTjejQzjSIAE3AigzcCoAzq7WDMY\n7Q4UJa+88oqgwxbmQAErzLVbwcsG7/5YnHnp0qWyZMkSs8dvrPF2zz33SLpFbZcvX25mucHj\nMWarwQmfXwP8QW3atClpW79+vZmh9+yzz5r1C93yjl4k1rCEBhCTC6CFOuyww4wmCjYVmRxj\nuqXHOBIgARLIhgDaLNhNDxw4MG07g/Ve4Sg86IECVtBrkPnPmQAEEgwtw4bPLVx//fVmAoVz\nDDNPIWhhw4yZiy++2DmUtIdAh8WfMUyG9LHPRtsDDRLyhOthPO5s+B89vXTuBnAMSzOhh+gW\nYLeWbtFYuEuALxwGEiABEvAbgcaNG5vOIYYSMZEJPhbdVmvxW75T8xOYWYSpGef/JFBSAvCl\nlClgyQgISNAEwa0A9tgwWw5evtMFqLwHDx6cdBhuBZAWXIOg1+YWkG46OzIIdxC43AKMxmHH\nACELrkpQLmxwaQDNVDo7KqRF4cqNKONIgATyTQAzjtF+zZ0714w63HrrrWbFBghbGFI89dRT\nA9N+UcDK99PE+/uOANbqwpYaIOik2islngMN1xlnnGEmYGASBmz+nH0moQ5LssAmCsNy2LCA\na+Jv3DNd7w1LwjCQAAmQQFgIwM8lXPNgmHDmzJkybdo044wabR0mLsEfZlAChwiDUlPMJwmQ\nAAmQAAlUQAJw1YOF2NfpChCpowR+xkG3yH6uHeaNBEiABEiABCo4AZhawDwjk3CFdW4xtDhy\n5EjZunWrL4hRwPJFNTATJEACJEACJEACJSUAW1YMH06cODHt7OmSpl3S6yhglZQcryMBEiAB\nEiABEvAFAUz4geYKxvF+cXhMAcsXjwYzQQIkQAIkQAIkUBoCmLHdrl270iTh6bUUsDzFycRI\ngARIgARIgARIQIQCFp8CEiABEiABEiABEvCYAAUsj4EyORIgARIgARIgARKggMVngARIgARI\ngARIgAQ8JkABy2OgTI4ESIAESIAESIAEKGDxGSABEiABEiABEiABjwlQwPIYKJMjARIgARIg\nARIgAS72zGeABEiABEiABEgg8ATs9z+Q6KSn1T9CRCJDh4jVuVNey0QBK6/4eXMSIAESIAES\nIIHSEohOfVGiZw4RsSzdRAonTJTIy1MkcuoppU26xNdziLDE6HghCZAACZAACZCAHwhER18n\nEo2qZFUosls3/R0dc31es0YBK6/4eXMSIAESIAESIIFSE9i0uWgSGzcVjSvHGApY5QibtyIB\nEiABEiABEigDAt27iVSu/GfCe1QWq2f3P//Pwy8KWHmAzluSAAmQAAmQAAl4R6Dg0QdFGjX8\nfxssNcJq2lQiD97r3Q1KkBKN3EsAjZeQAAmQAAmQAAn4h4BVr54UfP6pyCe66SxCadtG7d1V\n0MpjoICVR/i8NQmQAAmQAAmQgDcELAhW7Y70JjEPUuEQoQcQmQQJkAAJkAAJkAAJJBKggJVI\ng79JgARIgARIgARIwAMCFLA8gMgkSIAESIAESIAESCCRAAWsRBr8TQIkQAIkQAIkEBgC9mfL\npHDYpVJ4+kCJPjHJV/mmkbuvqoOZIQESIAESIAEScAjY27dL9N93iP3hR2JhZuD5Q8X+x1ix\nZ70jUqOayKbvzNI48N5uT39DIHAV3Harc3le95atIa85KMeb79ixQ6pUqSI9evSQ2bNnl+Od\neSsSIAESIAESIIFcCNi7d0th244iX3wpsnNnzMcVEigo0OVwdrsnVRCRgh83i1Wjhvvxcozl\nEGE5wuatSIAESIAESIAEsiNgv/GmyJo1MeEKl0AfhC2dcIVzCnU9wh9/xK+8Bw4R5r0KmAES\nIAESIAESqJgE7FWrxZ77ntifrxT7pVdEvvte5MC6Il2PiQlLuTgLxbmHNBCrQQNfwKSA5Ytq\nYCZIgARIgARIoGIQiL41S6KXXC7y5dpYgSupKJKolVrzhWqudMs11K4lBa9MzfWqMjufAlaZ\noWXCJEACJEACJEACDoHo7HclOnacyLtzY0N9zoFE4cqJy2W/xx4izZtLZOEHYkFY80nwT058\nAoTZIAESIAESIAESKJ6Arev+RZd/LtahjcTqdFTMVgoG6Lt2iVVNZ/hpsJctl8JHHxN5UYf/\nvv6m+ERzPaNvH4l07ybWpRf7SrhCMShg5VqZPJ8ESIAESIAEQkzA/u03sf/zpETfnyeyXx11\nj9BWZNs2seES4Z13RFasMkKU/PGHoaBm50VDrVoiDeqJLPksdiyqxuelCU2aiGzYEBtKxH0r\nVxbroguk4P67S5NqmV5LAatM8TJxEiABEiABEvA/AfunnyT6zrtif7pERP1OyW+/xzPtKkDF\nj6b58cMPIti8CKoVi9x9m1jNm0n0vvHq+0rdMJx0gljnDPYi9TJLgwJWmaFlwiRAAiRAAiTg\nTwJ2YaHIunUideuKPWeuRE8/M6aVykd2MaxYc2+JrPpMLHWxEJ3yktiLFxtBSpofLgUXnifW\nUeoPS0PBXbfnI4cluicFrBJh40UkQAIkQAIk4H8C9pKlEr33AbGX6lAdZub94A8fUbL33mIN\nHSK2ziS0WreUyKgrxKpdW0S3gutG+x9sFjmkgJUFJJ5CAiRAAiRAAn4iEN26VeyVq0WqVRHr\nsMMkoquUpIbok09JdOiFqdH5+3+vPUVathLrjNMkcu1osXLxcZW/XJf4zhSwSoyOF5IACZAA\nCZBA8QSw5Is9Y6ZAm2T/8qtE6h1stDfOTDukYOtSbpiVJ9V19h1cDmDYLCVEZ70t0SuvUSPz\nlUl+o2AjFTchh8uC1q1E/qunyF33pqRQBv/WqSMS0UVhdulSNtt/Sna/4NxOy2Ld9i+JDP9v\nsZC/ChIoYFWQimYxSYAESIAEyp5A9PMVIuq6wD5CFyZWtwTGU/mNN4uoxsks86JZMMLQ8JGi\ni+Oq5/FDRJo1FcGyMOrewAnmHLVLEggwXY4Wway8u+9zDqffI41Far+EzYvQsb1YRx6hswn3\nEzOs17Sx2Mf1kMjGb0UgKKas+Wfr0jaFjz8pohysPVVj1bGDRPqfJlbDhl7kJlBpcLHnQFUX\nM0sCJEACJJANgeimTRK9Xafwf/mlDqOpVujtd42rAaMhgsAwoL9E1AbImv+hFOq5VrsjpaCp\nCjoZwu7R14o8OEFkh2pr6qi9UJPGRpiS7dtVairRXLsMd8vzoX32kcgDd0tk0Fl5zkhwb08B\nK7h1x5yTAAmQQIUnYMO/kroYEB16sqpWNTx2j39YBBqikgR4AodtEGbZ4bet6f+xuyQpBeua\nqqpN69pFIo9NEOuA/X3ntDNYMGO55RBhEGuNeSYBEiABHxKwbVtsDIVB+1GCJUuiv/withpl\n2+/OURsjFXDq6LBYyxYi3Y8VeXVaTFu0114iDXVYbd3XMT9L6hTT05C4bEvCkJ2n98hDYtYZ\np4t1yTCxju0as9+CEKlCqa37CGyoGDwnQAHLc6RMkARIgATCScAIUCr8RKe/IfLa6yJf6PAb\nND0uQfU+sQCBKKIf80qVdRhNYyHAVFNNU7cuIrfeItayZWJv+UHTmy7y5luqLfrDuTKmmfpy\nXexef8aKrFeP3gwx4J6dCwAAHUBJREFUTZsKtcWGY46WyJSn/5y1l2BorjXDUEYEKGCVEVgm\nW3ICphHfskVsNeoscJtJo96Bo3feq2tbvRyzqaiss1J27og13vvuYxznSedOYo0YLgUHH5Rz\nRgoXLtIZP2+qAap+BGDAuZ/aWnyjDfrAM6RADT1tncET3bZdrA7tpECNOHevXSfy/ge6dIPm\nQ4corIPqSkGH9jnflxeEl4ANoUGfq+jm70QObyYFuqUGPPe5Tlu39V0o/GCemXlWqWfPpCTt\ndevErllTIvvumxTv/IOhNStFc1Goz7Z9xdUiny1Xj46q1cDz36VzTMD5dpNzaW57nR0XC396\nBhfEvfya2bIQD3K7n1/PhsYIMwQhkCZ4Sc8pu7psjcB+rE0rKbhmlFgwPE8IhTNnif2etkVq\nVybLV6hReg2xhpwtkdFX5fxsJSTLnyUkQBusEoJzu8z+/Xddu+kDsfGxXbFap9pqIzp/Qayx\nEm1G8KFu3drMqjDTWt+aFWvAHKGgpgoHszTup59FflW19x6VYxu6gng5N28WURW6VFa5uNnh\nIv1OFevsgVJQvbpbdjyL2/2dfhQ+WSKigoPM/yi2YOc2dVa3Uz8a78wW+fbbmNFn6lpTsIdA\nz3WXnodeK8qwpwohzv9ODtHDjTfCTmQF2GMIJXE4AsIkepb71BT5WesZQiMC4iDsHdk2tuEZ\nAK9WLUUOPDA2bLJho8hhTSXy3xdJRB34MZQtAXvlKin8280i8+bHbgRBBB9PzPiqoe/jBn0n\nMFQGoQT1lfpu4Cq8D3g/CuO6nuRMm/dlTz1HBR0IaJX0+YCwpEKTrF2X/p3BcwThCO+ZE5AW\nbGwwqwvvG2aApQZcl0YblXoq/8+BAOyZrh8jEZ1VKF2OEUs5R7UDGVW3DfK6duTwvfjue30e\nNM0+J0vBQ/cbh5vGSH/8IyKztY3VzpvV9xSJXHyhWC7+rnLIDU8tRwIUsDyCDf8mhd17qUZF\nZ5MwkIDfCUDQ7dZV5LmnJKJLU9j77y8FKdOt/V4EL/OHZUPg6To670ORaTr0BU0TBBIMv8C7\ndIvDdfhKOz9ffx0zeIZRNUMwCEBAVcFEjumkwsz8WGcR6+3t3BkTctERhBCcTYCAW7uWyPG9\nxLr8UpEpLxg7MLvXfxlXBpHdf4jVoIHaxUcF2kW4NYgkDMdlcwueEx4CFLA8qsvdrdurpmqZ\nR6kxGRLIIwFoMqCFgRYtUaOhq9cb7UfdA0Qw9Aoj5C+/0Ixq1/vgg1Vjs0W1r3qNrfFmyrrG\nw3cPNLSY0n7OoNgHR4ctIsd286yA0bnvS/T+B/QjqVrf5ioIbVHN0ceL9MOne9UeyFFHxbSv\n9TSPiz4R+V/dcAxDujBi/lE/hD9s8yw/TMgnBLS+Lbhi0GVXLO1AFBeiMJZXwdpW7Z4FE4WD\nVTt8+OFirVpthGpLNcgVyUlmcbx4vHgCFLCKZ1TsGbCvKNyjRrHn8QQSIIEsCKDHD4GtQX0d\nYtOhz60qAGGIDUOfOjvNDJVv0uFyhvASOOsvKgCrQP/6jNioAIT+ls1VYFdBHSYLEPDPPlMi\nKgRZLZqLpUPlxl3D2rVG42jhOWEggTwTUCMQhtISsNAQoKcOlTADCZBA6QhAq4QPJbbE8KNq\nmb7SITqG/BKAsHNoI5F2R4g1+Gyxehwr9oYNYj/0iPGdZP11iETatNZFfL+UwjnvqV3pbBWK\nVCCu30AsFZJsDMfdcY9qSH/+sxxIEzMLmzaRyITxElGnn7kGY7DfuHGul/F8EigzAtRgeYQ2\nOvkZiQ45z6PUmExWBKDpgH0FNh2NMka9qk1kIAESKCUB2BpVh23SrzHDeAy9tmunw7xnS6W2\nbUqZOC8ngYpBgBosj+o5gp6cLptQeNmVZjq2SRYfftie/KqNFDwB4+OfyWcJBIZ055gZR5pe\nok2MR3kvUTLIK7R2WB0deVPDTjlabV320EfqhVdU6NEeKWY76RIURvDZpbPesFxF3z5i6XU2\n2Dz3vPZilc0Qtc1Z/40uFLpd5OSTxFKfLQVo0DVE/99DMzwqR1WzUQkGqTmEQu0l269NU8PW\npQLXDWYm5MeLY8MMsDNq1SKW1yWfxWbjtWgmkauuKJGTRLdsIc821iZTuyUbmpmFem9dq0tW\nqe2STrWW+vXU3YTy+l3tPz5aGGMA2yCsQYYePcq7YlUsPt2zo2ySZiO6ZYRxZUOgbl218eoo\nor6cBDM5MZSJCQTOcGY9Heo8urNIpw5SoF6yLZ3xu3vmWzHjaLwjqv2JwGWD2orZ36ndz7Tp\nsXcchvVYmw5auwPV5g1Lsrz1duweB6lt0Kl9tDy2RGAXhHdGZwdGv/pKopOeEZkz17xrkQvP\nk4jOSotqmtEF+mx9uCDmbqRGNbGQFz0ONwzR198QefhR4zrA0vML7vifsmHFVEmgghGgBivg\nFY5V2gvX6McaDbt+xC018LXhwwYrm3c6Sio1aphUwt0b9SPwzPMxu5Z6B+linbpVV/sxeEb+\nfGXM9qVQhUG4ZdChz8gJvSRygDbwDIEggDXVbAj078wR+X5LzF4JwixchOjHXfQjLi+rQIe6\nxjPDkEwArDDkj4DfjnsRGOpDaIJQVE/tfho1ihlQn9A7di7/kgAJkEAKAQpYKUD4LwlURAKw\niynEIrbQfnyl2kT1lWT97TqxW7eKGRp/oNPbFy6MzbZTf29GkwrtGnwzQbMGH27w2+b4aotq\nHOxqoF2D5q6sh26hRUU+IBTBtxQ0rPAcDn9huL8TcB6ORQtjMVVVq9qyhVh/v14KKCw5lLgn\nARLwgAAFLA8gMgkSIIHcCezWoU9r7ntitT9SLDVqLpzwmMjTz+ryK6qR3f5TTHsEh5kQ0naq\nkOQ4ZcXw6fG9xbrlZilo1DD3G/MKEiABEigHAhSwygEyb0ECJEACJEACJFCxCGj3kIEESIAE\nSIAESIAESMBLAhSwvKTJtEiABEiABEiABEhACVDA4mNAAiRAAiRAAiRAAh4ToIDlMVAmRwIk\nQAIkQAIkQAIUsPgMkAAJkAAJkAAJkIDHBChgeQyUyZEACZAACZAACZAABSw+AyRAAiRAAiRA\nAiTgMQEKWB4DZXIkQAIkQAIkQAIkQAGLzwAJkAAJkAAJkAAJeEyAApbHQJkcCZAACZAACZAA\nCVDA4jNAAiRAAiRAAiRAAh4T0FVUK17YuXOnfPvttxWv4CwxCZAACZAACZBAqQgceOCBWV1f\noRZ73rVrl3To0EGWLl2aFRyeRAIkQAIkQAIkQAKJBH777TepUqVKYpTr7wqlwdpjjz1k5syZ\nMnz4cFcYQY5ct26dLF68WI488khp1KhRkIuSU95ff/11sSxLTjrppJyuC+LJP/30k8yaNUsO\nOeQQad++fRCLkFOeZ8yYIYWFhXLKKafkdF2YTt66davMmTNHmjRpIm3atAl80TB6MH36dKlb\nt64cc8wxgS9PpgJUpLJm4rBixQpZvny5HH300ZKt5idTen44VlBQkF02bIZQEHj00UdtrXH7\nkUceCUV5si3EQQcdZNevXz/b0wN93rJly0wdX3DBBYEuR7aZ146CfcABB2R7eijP++CDD0yd\njxo1KhTl+/777015Tj311FCUJ1MhKlJZM3G45ZZbTJ2/9tprmU4L5TEauWcnh/IsEiABEiAB\nEiABEsiaAAWsrFHxRBIgARIgARIgARLIjkCFssHKDkkwz9KhFGPTgH1FCh07dpRIpGL0E6pW\nrWrqGPY4FSHAzmzHjh0Voahpy7j33nubOm/YsGHac4J0oHLlyqY8zZs3D1K2S5TXilTWTIDq\n1atn6rxWrVqZTgvlsQo1izCUNchCkQAJkAAJkAAJ+I5Axej6+w47M0QCJEACJEACJBBmAhSw\nwly7LBsJkAAJkAAJkEBeCFDAygt23pQESIAESIAESCDMBApu0hDmAlaEsn355Zcyf/5848wN\nTjfr1KkTqmJv3LjRONiEAX823nOdwv/xxx/y6aefivoSkt9//904NwQfPwYv8vr111/L+++/\nL6tXr5a99tpLatas6ceimrqAU9xPPvnEOB7cc889c86nF7xyvmk5XACHwXDEma1T0Xfeeccs\n+6W+4Mohd7nfIpvyBOW5TVf6XNrflStXynvvvSdwGoz2LGuHlelu7pP4n3/+WT788EPzTqPd\nqVGjRtqcwQs63v958+bJtm3bTDuF9iqUIZTevSpIoXQ9Rfu0004zTtz04Yzve/bsaX/xxReh\noLB7925bPQCbsukLmXWZ4NRun332iTMBH52VZq9atSrrNMrrxNLmVWfa2XA+qsJjvLz4PWzY\nMFsFy/IqRlb3efnll+399tsvnk+daWX36tXLxrOcbSgtr2zvU97nbd++3dbZdXb16tWzurUK\nYobj8ccfn9X55X1SceUJ0nPrxi6X9lc98ttwrprYTmtn0X744Yfdkg5U3NNPP21rpz6pbGiz\nN2/eXKQcTzzxhL3//vsnnavCmH3PPfcUOTcMERKGQlTEMugSInb37t3Ngzpw4EBbl4yx3333\nXfv88883H9qWLVv67uNaknq6+eab4y9jtgLWq6++ahi0atXKfvHFF23tLdmXXHKJrb1FG3G6\nJmVJslIm13iR1yuuuMIw0uWCbF0KytbldOyTTz7ZxF1++eVlku+SJKraNVMvtWvXtp988knT\nCZg6daoNb/ydO3e28cEtLnjBq7h75OP4Dz/8YJ9wwgmmzrIRsL777jvj5R4fbD8KWNmUJyjP\nrdvzkGv727t3b1O36PQsWLDARkeja9euJg6rcAQ16DJOpl1V1zH2hAkTbF3n19ZBMVs1Ujbi\nEt9ptE3o+KnLEftf//qXOReCVbNmzQwHtAlhCxSwAlqjEKbQuKKnkBqcj+vzzz+feihQ/6Mh\nqlSpUlzjka2ApQt62+gVpWqrIIiC2ezZs33DobR5jUajpqz4KKu6PV4uHYIw8WjodDgtHp/P\nHygr+OsQSVI2UM9oeEeOHJkU7/ZPaXm5pZnvOHQCdI02w0bXS81Kg9W3b9/4e+E3ASub8gTp\nuXV7PnJpfz/++GNTt3h2E4MOLZrnXtdkTIwO1G9dJ9SUbdq0aUn5Pvfcc008hCon9OjRw8S9\n+eabTpTZf/TRRya+RYsWSfFh+IcCVkBr8T//+Y/pCbitPfjMM8+YBxY9iaCGX375xfSA0Mu7\n+uqrTXnUzqzY4jgN37hx44qcq7YeRrvjproucnI5RHiRV7V9MD1IXeS7SI67detmuPmhvOjJ\nQoOIYVq3gKExCBmZghe8MqWfj2PQPEPohFbvlVdesVGPxWmwMKyEa1566SWzh+bLLyHb8gTl\nuU3HNZf2F2uI/u1vf7PfeuutIskdeuih9r777lskPigR0Fpdc801NgTmxABtFJ5RZ+gPGj91\nCm1DiILZR2qAFgvtg9ux1HOD9D8FrCDVVpZ5dRbXnDRpUpZX+O80qNKhhUIvb8yYMeZlzUbA\nuuOOO8y5ixYtMoWCVgdDUxhS8VvwKq/OUIMa9MeLuGbNGls93Ntt27aNx+Xzx9q1a0299O/f\n3zUbnTp1MsfXr1/vehyRXvFKe4M8HEAP/8Ybb7Rho4NQnIAFrWy1atXs4cOHGxMAfMT8JGDl\nUp4gPLcleSSybX9huoB3dMCAASW5jW+vgbB1+umnm/f5s88+KzafsBPVFQvsxo0bF3tu0E6g\ngBW0Gismv1jBHQaHeGBzMRwuJtlyPQz7BHw4Jk6caO6bi4B15ZVXmmshmPXp08c0YEgLGz7u\nW7ZsKdeyZLqZV3ldsmSJsS2D0ezgwYONHR60IGiwoH73Q4DdG4Z73QQ+PKf40KCOUJZ0wSte\n6dL3Q3wmAQtDvdACoLf/66+/+lLASmWYqTxBeG5Ty1Pc/8W1vxA+Hn/8cfuss84yHcjWrVvb\n6HyEITiaOtQ53ufbbrstq2JhpAXvPjRhYQsUsEJUoxhWczQBQTWcxMcWAiJmRzohFwHLsbPC\nS65T3W1wePbZZ+OzLWHvkKrOdu5T3nuv8gr1OxozR5B09v/4xz9sHPNLcGwwnnvuuaQs3X77\n7fG8q0uNpGOJ/3jFKzFNv/3OJJBA0wUh1RGa0fNHXftJg5XKM1N5gvLcppYp3f/ZtL8bNmyI\nP+uouxtuuMFXk27SlS2beIw6OG0PDNwzdZac9NAWQBhr2rSpre4bnOjQ7ClghaQq0XNy3BmM\nGDEisKXCTDhM400c0stFwDrxxBPNSw6bnlQXBY5NEgQuPwQv8rpz505T7zCOvvPOO83UaNhc\n3XXXXbb6lzIzTdHw+yGgwUU+0aCec845RigcMmSIsTk69thjTb2pb6y0WfWCV9rEfXIgnUAC\nwRM2Kol2lUEWsIL03GbzaGTb/kKIgC0oDN8vvvhiIzDDLgk2aUEP33zzjb1p0ybjegKztdEZ\nyOSGApo8uGlRf2D28uXLg1581/xTwHLFEqxI2Nugx+D0iIKV+z9ze//995syQADCEIizXXXV\nVSYes/8Ql0kDdd5555lzkVZqeOCBB8yxbGarpV5bFv97kdcZM2aYMiV+eJ28/vvf/zbHMKvL\nLwF2JxjmgpCFBrhLly5mViH8eOH5zTRc4gUvv3BIlw83AQszQhs1amTss+BbynkvYLcFZvAj\nhjgILX4LbuVBHoP23GbiWpr2F/ZXqEO4KwlTgO0VygVByy047nfwXKvzVbdTQhFHASvg1Qi/\nI5h9hY8VZnQEOcBBKl7K4rYVK1akLSZm6+D6KVOmFDkHLzKODRo0qMixfER4kdfLLrvMlMlN\n8wM7NJQXgonfArRqib121H3VqlUzDpd4wctvHFLz4yaQwNdQce8EjsOux2/BrTzIY1Cf21S+\npW1/33jjDd++o6llzfV/x1zlq6++il+KzjFGWPC8oqMFjVeYQyUtKENACSxcuFDU/kKwbAiW\n11B/OAEtSSzbOvNEtMdTpAxY6gZLK/zlL38xy93otOYi5zgROjRofuJ87R060Wav9l1mry92\nUny+/vEir6oJMtnXIdUixVDDchOnti5FjuUjQp2Eig6liGqrRGfCxbOgEw/MckaqzRIdMojH\np/7wgldqmkH4Xx2xijqMLZJVndIuDz74oDRo0EDUZlHatWtX5By/RgTpuU3HMNv2V+0jRR1r\nygsvvCDHHXdcUnIOB52UkhQfhH+0kyRHHHGEef6wZFNqSC2bClfm3VcXF9KvXz+ZPHmyaKcq\n9bJw/R9m6THMZcNYPjziws4mWwecQeWRiw0Whkl0XTbjHTx1yr+jjteG0RcovMgrnMlqi2Sf\nccYZRQzaR40aZY75RbOJPCKvc+fOTeIPP2faGNvQ1GQKXvDKlL4fjqXT+LjlLcg2WEF6bt3Y\n59L+YvUBPPcqVBRJynEKjZnTQQwq1Jt3F0P/iQHfJLzTKoDFo8ePH284wIVD2PxdxQuZ8oND\nhClAgvKvM1yCZUYw485tc3NCGpTyJeYznYAFv09ouDBbMDHACSA8g8PQXXv4NjwHY1gQ5+Jj\n7qeQS14d3zKJNlVQucOTN8qGtc5gv4ZhB8emCRMf/NKYwVEoDLUxY+jee++1saagY1eF2VSJ\nIQx1m1iebH9XFAErSM+tW93l0v6irJi8g3cUS+ao5sY4icXsT8SpZt7tFoGIw6oMME/B+qJw\ns4BlumD7CTdBmNDiCF5wj+OsDataPNfvFb5hiWYDgQBQTCYpYBUDyK+H0TPAy5lpC/JswkTu\nuQpYuBYL4erQSZwP7NRGjx6d0UA+8Z7l+TvbvLoJWMgn7JkgOKJBc54HzM659NJLk5bPKc8y\npbsXVhmoW7duPJ/QwMIeJ3U5n3QCFtLNlle6PPg5vqIIWKiDID23qc9Mru0vJidgXVB0MJx3\nFDaHY8eOzWh3mHpfP/4PD/XOeoJO2bC2aKJdqOPb0Dmebo81LMMULBRGC8tAAqEkoEaUot7c\n5fDDD/d9+UqbV9jk6Iwmga2Daoky2jPlEwbyqQb4okNcorNfk+yxcslXaXnlci+eW3YEgvLc\nekEAz7xOtjG2R+oIWFTg8iJZX6ShPr5k48aNpu1RbZUv8pTvTFDAyncN8P4kQAIkQAIkQAKh\nIxCbghS6YrFAJEACJEACJEACJJA/AhSw8seedyYBEiABEiABEggpAQpYIa1YFosESIAESIAE\nSCB/BChg5Y8970wCJEACJEACJBBSAhSwQlqxLBYJkAAJkAAJkED+CFDAyh973pkESIAESIAE\nSCCkBChghbRiWSwSIAESIAESIIH8EeBiz/ljzzuTAAnkSAALfu/YsSOnq2666SZp3769DBw4\n0Dg3feKJJ6RWrVo5pcGTSYAESCBXAnQ0misxnk8CJJA3AjVq1BBdYiWn+7/++uuia8GJcy28\nTevSSTmlwZNJgARIIFcC1GDlSoznkwAJ5I3Aq6++KoWFhUn3nzp1qjz88MPSunVrufPOO5OO\n4R9d38/EDRgwwGi/qlSpUuQcRpAACZCA1wQoYHlNlOmRAAmUGYGePXsWSVsXhjZxWP+sV69e\nRY47EY8//rjzk3sSIAESKHMCFLDKHDFvQAIk4AcCWBwaa9sfcMABEonE5vcgDr/3339/k8X1\n69fLokWLpE2bNtKoUaOkbG/dulXmzZsne++9t7Rr184MOSadkPDPrl275PPPPzeLb2NB6xYt\nWvh28e2EbPMnCZCAhwQ4i9BDmEyKBEjAvwSaNm0qBx10kGzevDmeyUMPPVQ6deok33zzjRGa\n6tevL/369RPEN2/e3JwLo/r+/fvLfvvtJ3379pUePXpI48aNZcaMGfF0nB8Q4O6++26BNu2I\nI44QDEtiv++++5phTOc87kmABMJPgBqs8NcxS0gCJJCBwPbt26Vr167mjMsvv1yi0ahMmjRJ\nVqxYIWeeeaYUFBTI0qVL5eqrrzbaK9h8YVhy6NChRkMF43kn/PWvf5WnnnrKCFSjRo2SZs2a\nmXQeeughueSSS4xWCwIYAwmQQPgJUMAKfx2zhCRAAhkI/Pjjj1K9enVZuHBhfKjwoosukrZt\n28qcOXOM5goCFoYWEUaMGGGG/DZs2CAffvih9O7d28S//fbbRrjCcOPixYvl4IMPNvH4M2zY\nMOnQoYPcd999cu655xqtVvwgf5AACYSSAIcIQ1mtLBQJkEAuBP7+97/HhStchxmJtWvXNkkM\nHz48LlwhAjZYGPZDWLt2rdnjz9ixY83vf/7zn0nCFSIPOeQQM1wI7djtt99uzuMfEiCBcBOg\nBivc9cvSkQAJZEEA9lmJwbIsOeyww2T+/PnGFivxGH472qxEp6fLli0zp0EA++ijj1IvMcOF\niITxOwMJkED4CVDACn8ds4QkQALFEGjYsGGRMyBkIdSsWbPIMWcWonNg27ZtsmXLFvPvoEGD\nnGjX/Zo1a1zjGUkCJBAuAhSwwlWfLA0JkEAJCJTW+eju3bvjd8UQYaVKbFrjQPiDBCooAbYC\nFbTiWWwSIAHvCNSpU8fMHITBPFw6tGzZ0rvEmRIJkEAgCdDIPZDVxkyTAAn4jUCrVq1Mll56\n6SXXrGEGIYzjr7jiCtfjjCQBEggXAQpY4apPloYESCBPBDATEWHcuHGyYMGCpFysWrVKxowZ\nY/xnNWjQIOkY/yEBEggnAQ4RhrNeWSoSIIFyJoB1EM8//3x57LHHjONSOCmFVgszCmfOnCm/\n//67YC1FuH1gIAESCD8BCljhr2OWkARIoJwITJw4Ubp37y7XXXedTJ48OX7XatWqyTXXXCM3\n3nij7LnnnvF4/iABEggvAUvXzrLDWzyWjARIgATyQwBuG1auXCkwgIcbCApW+akH3pUE8kWA\nAla+yPO+JEACJEACJEACoSVAI/fQVi0LRgIkQAIkQAIkkC8CFLDyRZ73JQESIAESIAESCC0B\nClihrVoWjARIgARIgARIIF8EKGDlizzvSwIkQAIkQAIkEFoCFLBCW7UsGAmQAAmQAAmQQL4I\nUMDKF3nelwRIgARIgARIILQEKGCFtmpZMBIgARIgARIggXwRoICVL/K8LwmQAAmQAAmQQGgJ\n/B+7Be3q5oncmQAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ggcoxzph(test.ph)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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ZfQEE781arMreF14u3YwsRxiQ2myhHqRJizIZ6MM8y2tBWtGRo/5sF2CJij+fVC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AIWAI5EbACFZuqKygIWAIGAKGgCFgCBgC\n+RAwgpUPJytlCBgChoAhYAgYAoZAbgQKryIMa37qqafcCy+84Kaeemq31lpruVdffdXNOeec\nYRHbNgQMAUPAEDAEDAFDYNAh0JQG69lnn3UrrbSSW3TRRd2mm27qRo8ercDx/YgjjnD//Oc/\nBx2QdsOGgCFgCBgChoAhYAh4BAprsD7++GO3zjrruH//+99u//33dw8++KDW9d///tetvfba\nbtSoUe7NN990F1xwgb+GfQoCSZIoZuBWlvzvf//TqnzdZdXbq/UwBg2Lib0HDghjpMwxN7H2\n3vvv8TAsJvYdeNhvpXIc29gwPCoR6PsWjo1wu69E9lZhgnXuuee6jz76yD355JNujjnmcJtt\ntpnWPOmkk7orrrjCzTrrrO6MM87QvymnnDL7qoNwLw+zTz75xH3lK00pDTMR85PGf/7zH/eP\nf/wjs8xg2gkekCzDYiKhp+8Nj4m/AMYGZNPGRt8TwfAwLPoQ6NvyL+72W5mISfw7Yb71c28f\natlbhQnWE0884YYOHarkKqvKLbbYwp1yyinulVdecQsttFBWkUG5D2I1/fTTu2mnnba0+2fy\nfOeddzR10QwzzFBavb1aEXj8/e9/d4bFRIL1t7/9zcbGl4OZh+R7771nY+NLPBgbvBTbb2Ui\nIG+//bZh8eXYAAvExsZEQOKxgQbLpwqcWKL2/8LqlCmmmMLhg1VLPvvsMz30zW9+s1YR228I\nGAKGgCFgCBgChsCARqAwwVp66aV15eD1119fBQz+WUcddZT7zne+4771rW9VHbcdhoAhYAgY\nAoaAIWAIDAYECpsId9hhB4cf1kYbbeSWXXZZB6n6xje+4bbeemsH6fr888/dlVdeORiws3s0\nBAwBQ8AQMAQMAUMgE4HCBOurX/2qu+WWW9zBBx/sxowZo46j1PzHP/7Rffvb31by5R3fM69o\nOw0BQ8AQMAQMAUPAEBjgCBQmWOAx00wzaRiGX/ziF+7FF19U59G5557b8TfZZJMNcMjs9gwB\nQ8AQMAQMAUPAEKiPQGEfLF8dyxRZlcNqQeJeffrpp7mXLvo67NMQMAQMAUPAEDAEDIGBiEBT\nGixI1YYbbujGjx9fgQm+WAQY3XLLLSv22xdDwBAwBAwBQ8AQMAQGEwKFCRbaqh/84AeOIKLE\nu1pkkUXUyf21115zF110kTq7v//++26vvfYaTDjavRoChoAhYAgYAoaAIZAiUJhgjR071n3t\na19zjz76qJtlllnSipZbbjlHkNE99tjDnXrqqUawUmRswxAwBAwBQ8AQMAQGGwKFfbDuvfde\nzUUYkqsQtF133dX95S9/0b9wv20bAoaAIWAIGAKGgCEwWBAoTLDmnXde9/zzz9fE569//asj\nlIMFGq0JkR0wBAwBQ8AQMAQMgQGOQGGC9X//93/upZdeciNGjNCVgyE+f/rTn9zw4cPVTEhK\nHZP2IkBQVxJr/+QnP9HQGeQWm2qqqdw888yjuZLIl0QORP7Ypk9YnMAfRJl9/o9zp5lmGj3/\nu9/9rlt33XWVJPvzOZcyvrz/xBfv61//etV+fzzrk3qmnnpq9ePzxwnv4bfjTxZPhO3l/DXX\nXNNNmDDBPfLII9pOzoHY4x/IIosZZ5xRvy+44ILu9NNPV4zIA8l9ECB34403Vv/BOeecU8/n\nHvgjXyT1+DYQkoRzSGJOO/z+2Wabza299tpu//33d0ceeaTGhSM9FG3j/CWWWMIdfvjh7phj\njlGTuj+PY2BKW6iPrAeLL764m2666SquS3nK0Z/cOyFQ0BrznTpoK9eiDCZ7jlGnvw77qRsc\n/D4+uQ73Q1n6LjwW3h9188f1wjKTTz659h39xTU4Rn3HHXec23nnndN9/hzauuiii2r4Fr8v\n65P7oU7uA3eDhRdeuOK6nEOb55tvPr0nEs2vttpqigv1c32uFdbNGKM+7pNjvPT54+wnaLLH\nh2tzv/74zDPP7MZInD/K+X2+P4YMGVJ1n2CwzjrruNlnn13roT76hXO47jnnnOOefPJJd/HF\nFzvGHPcb4u2vwSe/Q8Yt44l6Cep89dVXuw022EDr59ywvN/m2nvuuaeWJS8nK70Zf4xh+h2/\n2C+++KLmQ+mhhx5yo0aN0liGJKZHSPi79957p2OF/h82bJgj4a0XrnXVVVdpFo8bb7wxczU5\nK845hgsJvxt+MwSpDuXhhx92Bx54oDvxxBMrknITY3HJJZdUvMhve99996WnESoIfMGM39wa\na6zh9tlnH8d+7oV7ypIHHnjALb/88m7++ed3++67r+M7fsRFhHyO6623nmIz11xzuSuuuEJP\np5611lpL9/Pb5X4Yo/TlUkst5UaOHOmOPvpod//99xe5XFr217/+tT6PGN/bbLON++ijj9Jj\nbNDv9DW/XcbYtttu63x/+oLPPfecwxrFuTxDH3/88Yp+u+mmm3Qe4bfz4x//WCMF+HNrfZKn\nmN8t45bnM/7arQrtu+eee9zLL7/calX9c750RiGRQZTIYEmktYlMRokM0kQm+GSxxRZL5GGi\n++XhkIjze/onQUkLXWMgFgajDz/8sLRbk+S1iUxEiUwcijn9YX+GgY0BGwNC7pJVV101kYk9\nEUKUPheE8CU77rijPoMkWHRy+eWXp8+kk046SZ/fQt4S/oTAJmKNSL7//e+n54djSybe5Jln\nnkneeOONZJVVVtHrcB7XFkKo1+AZJS9BiRCKRMhrRT20RSbjRBLnalkhghXHabeQgESS2Sdc\nS0hkxfFjjz02EdKq1wvbFW5zDeakn//85xXP3bvuuquiLn8O19hvv/0qytb7whzH/frzucdb\nb701kReBdJ8/FrcfrCgvRCvzEk899VTy29/+NpFEwxXHL7vssopnPvcoZK6ijPhCZ15fiHIi\nRD1hfqZdYEO7/B/9wfWECKdzOeW4xwUWWCARIq3XoV+FDOu9CgHSfddee23mNYV0pW27++67\nEyHWiRC7dF+9jWuuuUbHop/j5AUu4dqdFiHSFZf817/+pb+vip01vsBaCwmDWlh4oT95ky90\njYFYuGyCJYsNqga0/zHbp02yNgYG9xiAoIhmp+oZwWTJixmTK9uQFybULAIkGTmq9ucZV9R9\n3XXX6Qt2vfK0UTQlybvvvlvVTs4TbWVy/vnn6yQb1wMp4Hi8P+s79/b3v/89nVYgC1nl2Mdk\nDvlERHOWoFCQYNrpuX4DchnXwX2LdrNqf1wu/M45IYmCxGy++eZKesCHPrrkkkv8ZZOhQ4dm\n1g8ZhlCvtNJKmcfDa9baBlOuLZrhqjo4BlkSjWayzDLLpOOH9kHmIXpZ9Yp2XtvOmAuPr7zy\nyuk9ZW1IJIKqOrkW/VFPRBOpLwWURREk2rl6xXMd6yjBytUiK1SFQNkEa4UVVqgYsOHgte3B\nPbla/1v/i2koEVNN1TMCshFPhmI+rCrHGGJSjYlX3rElJvQK7VnWeWIyS0477bRETKaZ14d8\nSFzFCi2Rr4d2ZRFIfzz+DDUpWbj48mAjZspEcusqiQBH2nHCCSdUPNOfffbZqjY3i9dOO+2k\n9yLm6ERMjlW4QRYgoQjaQt/W8FPM01X9Gh7Pux2PjfA8iXuZHHLIIYWuI2bMRHIXZ7ZZzOUV\nmIZfbr/99sx+h6h5TVpYnu233npLyTj9Rbv5ZIyFBDY+J893I1h5UOrnMmUTLH6M4eC3bZtU\nbQzYGPBjgMl+q622qpikmHBqPTfQlvhzy/jk+o3qoT2Ys2pdG3IjvkGZGizqxtTlzUf1rkX9\nTLISIFtNTOJTVLNtmO4wRUFqwjppa6zJwi2mVtvDc+ttg1N4La4TY8fxO+64Q2cwNDjhPUOI\n0AbVu0aRY/G1/bnsF7871V75fXk+0biJP29m+9AwYVr0ZuJwis4isFwPYi1+3mHRdFt80xLG\nTNguvkPSW5FWCFZhJ3ex1auTo9hTK5zi5KZMOoiAd/ru4CXtUoaAIdAjCMiE6MSHpeIZzT7x\nYanKFyuTlhO/klLvTEhB3fpk4nNi+tJsILWuzSIeHNdxzKftsbzwwgtu++23zzwWlhUTljqF\ni/lOFwkccMAB6vQflvHb/8/evUDbmlWFgf7vo94FFPVAjY+6hVEK2wcmSGDQRAbqIEQjhEeS\nbm3AVhnB2FKk08NEQIqIoaM4EoIm2CYWD7VDBMVEIw9DYXeiLVi8Q4KpVBWgKFUUUFCvSz12\nz2+dO89de5317/3vffY591bVmWPsvf7Heq+55pprzrnmHwxLOcQRjE4+KqHn11xzzdyzkLKU\nwzPBlM09b2++/du/vRzGaJ+7j4V/CAZj+5Xx8awG79UdhApv+Of//J8PDnk4uOBAz4te9KKl\nfVAST/gLhrEbS50uv/zyctCkG6HzUJ/94i/+YknXeT0EEzWEGrocBmCw7zps+oaQ1g2hxi0H\nCNp0DlRo//Hjx0s/1Yc22jGTVr3h9ymDqMBK8Mu//MvbRnwx6LMf//Efn8WpwpXyeCBG3rQE\n6/d+7/fWFt/Du1PxszuL0z7lcMQ65Usvnd3UOulPRZr7Ul1PRf8sKzNOQp02Yx0L5ezCCy88\nbeqzrO/gXs6ZOi67K5IPkhASgU30cQ/PPZO/OrgmzXjZy142i5N9s9tvv70sA3GieU4iU9ez\nvu7lL+/wu1gkFMpwn2nynnSnlvjIh4owTsHPxc90wti87pBMyY9NVg3aweicWq9On9cOgVkf\nSX4Y7PfakHHrUDySNPX2i5ORs9e85jUzUp0W3vKWtyykp1PLzPKt6Xndhvp3kXqVNC9OZ5fD\nC8H0zeL7xKW6pG9tXr17fZzPHSAYUx2LQ2WbeBsnTIt00YEIKsnEA33nwAF7rt3AbiRYOLyV\nIXYWxdiM3lcjDOITnvCEguhx9Hbl/B4ICTbNYOmzOGK+jZCJmG1obGLnsTRem+5U3S8iCHDt\nVNXroNzVmHLENlwn7IohQSiJ+GvCO3Uc4FG4LdixUE5N34u3Tj16+Sx7pu65SCyLu+p7c+iN\nb3xjsTPCnPROf7V5LpqTbdz6XhvYDIVbh9m73vWuLpkP1xVrtxWT6AAVg3OG1tSfDLCdBKRG\nYmgfrjh24I9xpAYcoyfZ//L3o6Kjbk1gAxQuM0q9UyXVy4tKkvE52h9uXubqoYxevyorXFnM\nXvnKV5YwXO4UHGZLpN7hciarUZjLur/XvVYPDM3U9L15YL6/7nWvmz3/+c+fhaucclr1E5/4\nRDlcgKGfmnfGW4T/bAbrOogbbjKKbRY7MbwI5hZz/aEPfWi7v9a92HcGq66owuObhLPHPvax\nBWEgQvjdmL3zne88JUcq67qdTtebZrDsDhIZF4W4/EXIuijtwbvVmIrTsb+MvUWirZsFATFv\nn2/qXpkIrmP8drUkP70FZVPltfko3wZwUxKnmqC3ZS26l84ivMoc1E9PfepT5xaRRWWMvZNP\n3eeuLU5oh4Ufo6VudZw6L3UXZ922w6/wMbVNhjEm4Z9qFmq/wng5rRefVZvMBOvDZGTkTRpO\nimTNyefG3QGghFAHdvP/nd/5nYX4Lx8uLRh1c20gxCSFP7rCMGIo6r5y7Zm+FGLsSE568TKd\nMvI6w2c+85kzbgCAviHJyndC+ZPU/NZv/dbK46IumNB6vI0tCdDYGNdx63rU1+JgBM21bG+W\nxRVIr511+k1dY672Ak4pg5UNsovgZ6MmJI7R2kUcwKzsYjbpB4th4DLERIQYGOYua1n8++v7\nMeJxf21vtgvhe8UrXjELR5NLcSXTbDJEZC2CfClZTMPx48JFbZNlbzqvdXHI4mJHv2591i03\ny8MY5CLtZB+pVTjrLHXCmGS8NlQulR7VVPpNauMsu1euU4IJ1odcgKW1VoTT39E61PmrT7vY\nM1ehimoXcPHCXqoUe+211xb6VzNg/EZpV71W1WW5RjOdfgPhvHWuDHVpx0W7bCScPrzqqquK\ncCGcci9tW10vLg0woZ/5zGdmfHWRkrX1ch/OUWfhRLj7rhe/fkbSp67a52eMwqZpNK+2nXVe\ny67lTRWbbcz4+t0YteOW79cNwyavjNem/04Zg/Wxj32sEHATVqcYOBw47vqtb33rLLy5lo6E\ncA902LQES3/q3x4ymhTsCF7/+tcXQvJAZ7A2PZF7fb5fzxAmhH/sZE5bD8TsdHDpoR7xgfjZ\nz/3cz+1YnNo6n6r73SwmWec6D2Nl7u0W/8KrfLEtqfPO8paFubjZbFGdLKsLhrhlyD3LRXFZ\nefV7JgzpiDKMkXcsWnxq1QAAQABJREFUtHXcsWt1ecxjHtO1M1Iv6jR1q9O7p0FJsPnH+HCK\njckPD+pLcVC/ce3AsWWvz4xtXaZ75dQw5lKhTmdM+ZXkjFtfkZYpL8etLSfTjj3P971Qvpy+\nXn/99UUFSfNEjeeUXS++Z23fjsXrPYdz3CqQmiVjrV0Ye769Xv3qVxcJJ7svz7Qp2yUkEXNS\nc9FGIMsVPzzH192/set9ZbBIYX7hF36h6DezM3De8cmWWXwOYa5RuHELvYn9QIe9YLBIsexI\nEskyNGnjcxIF4X72Z392G7nz/f0pXLaTM8lN7nUWp9Otn9gVxGcjthctGxnShZyHY/WdQqDG\n0tbP7fyXlVXHr68Rajt6R93XlYjU+Z2K61z0xsqGY23/9BbnsfRjz+Fvm+9Y3N0+x8z08uB8\nMo2K2/eL5haGBp3CPLTplt3rb76ueo4vM23PSap3teTM2oP5efazn13UfFP6UhzzJj7/ts3s\nZJlCY2Js/dCY5z3veTuWOOrQOk3vWj7pPJPkarf4krSO1BRDad6RJPlhZJSRwGko31E/+qM/\n2q3n2Hj32jHlWTJrxlX/wg2Ap+DgVN0zTuanP7jyoGrOZ2MhlS4P+NTrhD4kppvQGu0rg+VU\nhAbancQ3n2bL9J48yz7rWc/KMX3AhnvBYDmdgmtn2Nki3SpO+Nq0m7xHfNtJs6n8tRFxW5af\nOiAum6rHFAK9rE6rvOcvBvHIEzzageAQ7cd3I5e2f8yRpDogaiRcy6SccAzEN86Wlresbeqz\njFmp81i0gNfx1rnWfovPlLTGga3JlLj31TiL+rq3+JsLTEFsons4ZJzRPtoO8VYZ9yl96AQ7\ng/U2rnZcd911BWedvjPG68xbByVaTYG8XxqffCH5efGLX1w0NqWgzl+PNrd1xQiAd7zjHZPo\nWZs+70nBGP1TL5K88WqOiYnvpc74iMJQAYIPkr/sj9p2KvMSJr2pny26Nrbm06I49Tv9SJX7\nlKc8ZWk6n1yaYiyPNiadh6/s/fTFbmBfGSw7BidPwg/FpDrvtnGTCrkPRNoLBgvSLVo8a2Te\n7XVORvm4tkNclifmh6EmqQuHgadSVWXy2yUtWkAwYb6JtoxI5ARe1v5NvFdfJ7B2s5u84oor\ntolp1kl/GB+qxlYllHGMs3J5trYTdFw83+02XKUPEVY/knIS8d2Wnen1AcnDMiloxrcQMZre\nlEQw88WYkE6uuqBl+v0Kjdmi+TNWD3gkXY9BG0sz5bn6yLNn46ZPuVAAGLBV8K0tu6Wx2sK2\nEfiuHpXjIuBSx7ceaRPavPOeIAKzkferhPo3pUEcqjpkln2t3ehZfv5HPdFkadoycmzRBbSw\ntT0zX5w2bG2tM5/wyTVjB5X3y0LzyOd9lsXzHh1aZwy1yXcTdwP7ymA5GcRwbQx+/dd/vXwo\nNP2cjMV7oD3fNINlF8JodQpy7jYOXyJs6yxEdmR55NqHSsfytltlb5NADD4Wt/fcbszR6CQU\n4iAK2twjDnUe3iexyOcm51/5K39l6QJtt8qXSqarQ4TH8W9h/XyvrhE0p5bsltchLupl0bbJ\nweRqP5sGRI3aBtiBj/Wnsn28Ftjx1mOxV20ey5cET3+Mva+fr8KoYC7h2tS8p8ar67PsmhTy\nox/9aDkQsO44Lyuj9743T3rx6mfmFZuw/axnXf7Ua/XE+JDyT3FnMzXfjMduqpaooBmtp/cy\ncU78cV+QaXuhscBwsFdqaVcvfvtMGoIPdLc3nzFZTidaN8ak3jYwX/ZlX1b8etFMOW3KcL8t\na+z+e7/3e2dXhb311DmiTpjgXn3rMlpcQ4f0Ux1n7BqtJhncDew5g+VYqOPWfnbDDNfyvg6J\nZFNcW+t6d9O4+0vaTTNYpFdjSLXqc8aiFtMWkTOf1sGdo9EkmWzuetIeOz66fQB3nPaZqoZB\nKBAJgCDot5yACBDClvVaFGaaOs4UwtWLw8Gk/rZbHWO+6nI2dc2GgsRmKsHqlasvHUnPo9+l\nY0/8USX0+qnNB+FEeNvnp+M9swX2h1Prxn8OY988qDM13SbjfcM3fEPZwGyacccAjEk+4RTm\nmlQSw9TD+7E2ilszF3W8VfKp043Vs46zyrUFmFSHxHGMrk3Nr50j8uvRPZu/Hvig9dSx1X/y\nb+s8hQZI09a1biNcl/9YHDSdypWQpGYW2a7V+Sy7Jo2dUl/uITDANu9jm7dePytf2lay2NZL\nO9UlHZ72xmbKsz1nsKaK8bKBdskHMN8Dm2awPv7xj6+E9Dk2vdDk56+k9w6S/pt/829KYziY\n5bzNJDUhIH9PbSS/+JRDyXPKRKvLRSTSORzGYFWCLb5NwKYYAvlhsHxsdSqRrNuz7Hqsf5Tl\nAMMY4VmWb/1enyKuTgzVMOWUU53P6X6N+TVOi4yi6zbA7XaxwcSvM867GScbHIxwXbdNXJsD\nz3nOc7o4xH7R5hiw4+zZT61TB/OlRxMW5YWO9BisHJuW2ViUV76TRptWpR+Zvg5pbOCEvMbm\na8bXp/F5mOJKgd8s9k9+Y4xCpqtDuJRtr5/v9XV8qqbgoL6zIcZwgTETgkX1oS40D6nVx+KR\nqgMMEAk5Zki79bXy9QPeox1D9aNSdTJ0LG/P9Tlnx7uFPWew7H5/8id/shzxtMDSzzru2f7Y\nr1ALkVocwHwPbJrBkjsDvkUINvUdRORteSw+GxyiZZ8nmLqQyHNq3LZcEi9g0rXvFt1TKf7b\nf/tvJ+v1F+VVv7NTGlu0EQPG5iSAdZop12whSE/GiKnFfko+U+IgUhxv1sA/1ZS0pyqOBdIJ\noinl+4Cvz5GAMenKlHzEwZis0je+lOB4Pdo4tYw2XruItO/Xve/hlgXq53/+57fptMVwHaay\nVycMyKbw1kaJs85V7Hp6ddrNM0buwCaTbdMyqQlpZM2EGVf4uMr4Yi6UlYzNVOn/btopbYsr\nyv2BH/iBtXAaY5VM6Vi9em4VaD7wGpg95hpwtZde3lM2BcaCs9zdwJ4zWHXl2NI4SXgAq/XA\nXjBYJBL1ZO4h4pRn8kjVbi8+ZLYTHmMyemnWZa7khYix9ZuqZ8/yTUanZTYlvZIvwrjI07E4\nCNGYBDDrVodsQq6++uoZiSBJX/1uL6+15bOf/ew24prHm1pYN11vOGnh97mRZXlzVpkqaYvx\nKovZWN4WRY42x97Xz9WVTRunlmMLQh1/6rVNyrL82kVxWd76BtOgX3MjvO58Ub9l5e3mPfcB\nYJGt527yX5bWuHJJBBiJs0VdlmbV8ejlJw+G8Wyieu/HnrXM3Vi8qc/h3ibaM1ZeSshKB5/4\nY4aBnm6SqWRWshvYUwbL8drdfl/w3e9+927ad79Iu2kGi1SRfYFJjxCMIfGU5yYRxF5l174s\n32ULw7L06rTOQonob4rwYz5MdMRuGcOIaeLCYFm7tYmhPEingm1fLGq3Oi163+ZV3+tTvnkS\nxvzf1GnWvd4UYV7FYD1tTNatc51uVSKfdh6bYvDUxby2YWAjVdetvl7khbuOV19TvftUTjJY\nGNRVccp8WEdqW9dj2TUNCUZwU7ikPH3K9mysbGWZY0482zRZu8zXZfM681tEe+Sx6H3mQX3L\ndcEqmx/4yvZwkdQn818lXET3drvu6I+WySIN3uR4a6s8dwN7ymDh3EkSHDHljXcqMF4j7cKF\nc173QIdNM1i9I7SrEsmcaI7qg9/8zd9cmdBmHnWI2ViFONRpd3tt0q7bD1k2fM36I3ZOI1FX\nLCMoCAO17TKmIPvb7rhVpyDAbL6yLm1osWXj2D53r35Z7957zxBMx6w55FtGyNRlEYEdK6N+\nrj8Y/zpKvxenueqyNnk9ZSFUHlwjAbJLJuWlol61Hsahh7OeU+uOSdLQAODTKauUyfgbg/X2\nt7+9ePR2ShXuaPMi/KltmtTp0ksvXancVeqoPzgnRZN2i4N1ufLCDDtZy7YKI2U+JQPFz5kP\nUAPextVj2bzP/I3Xd3/3d3fHUhx5LVNryePpT3/65DKz7AzNMa5HevhkHqbaMeOPhfpjP+Zr\nK13q1XusjlOew2emS7uBPWWwVMwxR7tDelXemB3dZkxaA4RleG3S/vRP/3RxyEfMTrx74LJh\n898i7IlQLb4maIt4no0RTgTHJ3US2NAtIwLyNwGTKNXl2Q1PPelXp9vUtbZu0hmk/BhPO0mJ\nMVnGPGlHbwzq9hk7/mpIh9s+RGAYf47lMfZc/lOJkwXDCcVFC4d3frs9NWkhTziVftDq/t/k\ndduHi8anLlc8c5LtmFNmLR5k3F5+5iwmiS9CHsqd2HayO9MsC9mk/NiP/VjBFwy+/Bzd57zW\nj81lmwdmiiaDNNeJWtA64GzTrHvP6N+awwSC2rXXB+vmrc/Zkybou9p2jp8nphDCHo0dK9fa\n6LuPi+qaYz6Wh+fwiVBjUZxl79Bv7hXglPFFF5wEhmdTpI7qMJWWLKvLsvdodUIP7+r06gRX\n0STX2qZPx75nKY5NSLqkyXJWDfecwVIhXD/1Qm0zYiAdI+fhuDYs1WhGenlKZdUG3R/jb1qC\n1dths61ACE0QkwuCMRZEUMd2uSQLPP5CbiJ5rjYQoFayUiO6a+W/4Q1vKJ9IQtx5ckb0PR8j\nMuqDaInTLkxt/uvcazPDeO4HEFL4OcZYrpL/WHtWyaOOqx8YjxLpu67fGSdAYjxWrjS9d4jq\nfuw66/qOXRtfKucErj02MRZj5a3yXD3qRTXTtn3qFFj7LOMKF9kt1vHqa+NDNfuqV72qOG8l\nLVl1LjhdSrKDEZH3GD7U5eZ1nh5s8U6fwEkGxvyCcSSsj7ivIOGqmZIcUxuBzLcX6rtkHLMf\nlWuRrOOL4xQhZhETpw6JK8YgpUJoEtoBrzK/Op8p18qvF1x2fvKcknZZnEV1Um7b52P5cYic\n/VbH+et//a+vhCs2g/rKSTzf/VtUv7qcVRjLOt061/zb+Uapk+O9+hlzh6u4inCIyeEMvAjn\noX/7b//tbb4D/4Hhhys2Dz4j1nNNk7i7SrgvDFZWCHIy0PXtQV9mtyu1+7Ejhhg+RJsGp5nm\nINy8BIsksSUMJmX7DNJjnMaQP8XJ0vnJw4mZXj6ZBwKJEcAg1MTKDq4lnplGSLLJZoRo3iLR\nm1AZv0dg8l0dvuhFLyrHddlJ2KGlZJUfF0zjonbIRzmrLnB1+bu5HqsbXzSAQbrxmVJG9qW5\niJBP7b867ymSyzq+a2XlYli/szCTPgBONBctLuvWty5v1WvSXuo36fQdHOjVMft11fx78eXV\nmktQ2/TiLnpGhbzOImhzbN5xOLsof7jjx1ZpEaD/Y/mwDSXJtthZQKnZzc23vvWtO1wyKCs9\no1Oxjs1HY2Z9YX5ivo+VPfbcfMM0sjdNrcoqElr4YY6sihM9vBqro7aToPXK+IM/+IOihh5L\ne197XrcRvrRrB7zANOk/jBY6QyBw6623lpOlbb+6x4A5hf5rv/Zrs+/7vu8rmwYChN3AvjJY\nu6noAzntpiVYTqDxBTJlUrWIWKfpLY7ejz23KNkFmxzyRbRzIaVe6KWj93/Na14zN/xE8HU9\netf1BKzfm3jeJVHOjBHeZLA8U58xJibz8168qYxMptvL0AdmE2xklpVV9xMixXGfnWFvLBbl\nxUP/Ilzppe1JOi3+NZBw99KSWpDk8JsER1Ytu5fnKs/grXm5aj+tUkbGNUbwlglFAjVxvp8a\nysPpz3Yxmpp+lXjqnIsLKUgeqCElYA6iLovy857qjEPiBEbNvTTsEkmvMKA1PtdxjRPmELDv\n7ZXvGfzzy3FNvErprjhOKlN3TmFU5YPxYSyNQcz86rpt6lpZ5kTNZCoPzc3NLM3BWB9tqh6n\naz7Gi28rdLGlPTnHctzz3nhj3NeFnAOZnmTMRmUKDFMiHcTZfQ9smsFSIxLD/Z4I1IE104IQ\nkF4CO4Wa+EBsCydmsAUSuJqITG2HSaMvOZkj9s6dqPxrBgsx8lX1ZfmajG9605tG9fjrSHWW\nlbnovfowDMeUaB+166qLKeliLiaLyqrfIVb6Mp0N1u/Grn02iU+89j3Gic2mBWnRKTcLNekq\nPOgtGEko2/w3de/DuJvKK/OhloH3eS80J4xn+000h4bqeL1rac0vki7H8J08xRi0ZfTSbuKZ\nhYzjzHoszP+p9nRwV/2p+jiS7NVJW6ZK8tQDjpLi1bQm84VLcM7coVpiO4mp631Cpl2gM48M\n1YvJBXUTrQ368rSnPW2uLzLupkL1x/w5IV63z/x48pOfXJis/aZJm2rbpvJB19kNT2GOs8yv\n+7qva5egyfcHDNbkrjp1EfeCwUoPwSZlPRkTqfYitCNt81V2AsTPOKRU6ZU932fIPi/jtfkt\nuldWttcEw4ykrj0ZLM47VyFCq6gJFtVtE+9qRsNCRg2z12MrfxIB4ATTlHZYOC2+/+pf/as5\nRln9jU/mYUGs7TPzuTDHsn6W15g0C6OTefls0+GyBVZ52jOVwRXXxsGmIvsg+6P+3BTDfwwA\nm1aEv9cuY09a4yPbLThQhMHJetXMTy+v3TwzRpjlXh5O32U7e+89036/sffSe78Kw7goT+/Y\n/6ZrIa4WFuXdq1s+Y79EvZ3gY8x7PRf1k3EdU+Nissb6ctPPnY49nWij9sF1ZiHUhJj2erO/\nqP2Y+3VhNwzWIYVGxQ5gj3sgROBDHPsdQsy+sZLCR8wQbjCGMG4fgrkgjRyC+JZfGKXuuK6f\nZbwMvavT99AibCqGYJiG2HnPtSHE10MsGuVZMDslDCI1xGQYwiBxiIVscN9CSDCGsJtqH690\nHxNsCJH5ELvaQRvCfmwIAluuV8pow5G1t/7FQjKoq77Lvsj3ih67hi9/9+/+3eFlL3vZpHSL\n8mrLyLg/9VM/NcQhBbdDMKdDiNMLPtX1zLixwAx+cfpnCE/0pU1hi1fGEc7Aj8TFkmH8ed77\nyT8kjXN4Bx/j4MwQJ6mGYJJLWXFwYQjGfd/HVP2MGxyNXfMQp/aySZPCWCiHkOKVfgpXN0PY\nDw1hRzPEQl3S53wMBnQI6WF5FszAEI5thzC+HuIE1OC+ByEVHsIYvOC7coKBK/O9F3fsmbYZ\nq2WgH1p64JmxDgZ4uz29eMvyDnujIQ6lLIs2+j4WzkFf1DTJPAsGZQgGfYhTc8P1118/mt4L\n8ZNuuY9TaUNItYf4uL3bbZBfaA1WxoPtDDoX5hKcnwrr9PHUvNt44S+t4H+45GhfnbJ78wiu\nx+a8rDno4vve974hToMO1sMePhtf89fasA6EKn9QbgKaBb+m4O3RTHQQ3vd6AGP1tre9bYjd\n8BASoQEiIMh+mJsECAYgX6iPhjAA7yJixhci2mF3Mbz2ta8dwth6CDH/cOzYsSHsP0paRCEX\nTURH+aFyGcKFR3mOSIWxdnkeu6CSTjyASJgMIXYfLC4JLRHP58IkRNImuLZIIKCxoymEKmwk\nBuXJK+MmU6DOntU/edX3Y9fyCLXbEPYkC+NnfllHoTpiSOKo9BCuGYZ/+S//Zf164bVxjKP8\nQ/jM6sZrF4dupCUPMcgWKYAQIRxwZYzwxym44bGPfWwZE/GMtZ8+DwlYeb6kyNHX+jmkvQXn\n4B0IQ+kh7MoKnoftT2HKMCf5U08/dclnybzU96OFLngRhwaGkBoM73znO8v4wbWQnA4hvSlh\nfO5jCFuu0vY2G/UJNVXp21DvjfanTYhNQZwCHeL7kEOcDtzOSnv1Q0hT5pitL3zhC0NID4eQ\ncJV2J74vmkPbmZ640GfGy3zBwI6lbfNGG4xRHGQY/vAP/7DMCXgYp5WHX/mVXxnCOWdhGM2l\nsTyzLnEQZdJClfHbMHGkfo5ZsknQLnRhGWDC4jNL29He+973FtoXtlDbz1yESnxtJt8m0zyL\nU9pzefbmGHoBb3t913s2l+GGbtQ3bCML7VLvkOJsKOctertqO9AFzHTYp5ZQZULCNqBFaLJ1\nJKS6hdHWp/VmCHMUp7I3Vv9VMjqQYK3SW7uIuxcSLLteEqyxXW5W95GPfOQQtlMDCRQmATG1\niCLsYxBHYof4Dtzca1KFsMeY2+0hBnaxYX81R6TmEsYNYhtG6UOoRAaLg90R5m3qRAtxcNmx\n9AgSQmoSIQgImLwRqBqmEPs6fns9mx2Ofj47FjMSmaPxOxxRhEfKL6+PHv1MxLtlOznCYPEx\n4bUVU0zaZ/Gt4a67Lo5nfzGYB/WWN0nR0eFrv/by2C195/CqV7062qRs75SJ0TwSxObsKO+q\n0cU7Io3CjTdeEWVeGIzCOcFAPyHyHCKfYfjABz4YO8LPnUh3kqHdenAoGJ1HhnTpD0ubLLba\no12YiFe+8pUDiVZvXO+882sD5/7HwIW74vfF+N0ZbdwKT17fHkzJi4cv//ILYpPwxajP54dL\nLnno8OY3v7lIKuXby3u0kdULuAMvFoW9d7mRsRDbKWtzbgzCG/rc7rYqruB8HJ4omyAbikUA\nRzADuTHCJJBixWmoksxiYvMStlzl3mYmTuXOLSRehHpyiIMeJc6UP/NXf7bzZVFau3dSY4Ce\ntKAP9QtJHAa0BXMCzQr1fmHQVim7zWsT9+rS1gE9wcACTC+GA9BChBq49Jk5jNmupWclUvWn\nrfpjFcBsK2ddPF+lrLG4dZ+su4mLA1CFHmBu0GUSQRul8G9W5jOmbUrfhLlAoe1hkjCErV6p\nMimS+YEuoO0kWnF6sAgP4kDVEF9UKBsxkbUF40/LsQ7sRoK1NoMFIVUcQLQ4+loIbbj4L41d\npyH35zR7wWCFd/GyqyeVWgZ24VQOCcaMZKDeueU7YfjEGajwLJ5Eq3buiGW9MxAPcod/lu2F\nwLMeiKcP7MSppFYh6vfcc14s3t8zvOc9H4oJeUakPSt+Z26HW8/OjLqcPRw79oiQnP3xiXiH\nY5fzE73qLH32sY9dFZKHb4wyCHn9Wkajn8XDHvaPh4suel3/pZxiQUNUWsLy+c9/W/Tvq0fT\njb04evTTwYR9a9RzdU3/tde+PYjQFsEay7/3/PLLXxHt+JXSBuViCtADTLzFKAzze8lCEvPM\n2An/w+67RQ/PPvsTIQF8yo4+W5Qm391990OCTt0euHFXPlortFAi9CRGxi6O+w/hL6ossNRc\n4XV8jnnTH37wHrNkQVgGpDFh4Fyi2YxQf7TzLYzoy3wk0Qy7ubks1TEcBQ/Pf/7z556ve4O+\na2uLW+oYNk7lnU0bJjAXvrqsyy67bGgZS/1B+qn/0IF2HnjfllfnWTMs9XUdZxPX6pHMrvZa\noD3D4Arf//73D9pH8kuStylAI42xzSwm9XQBdKvdFOqfcJswxOGN0WqS+lHx2yCYJ8YswUal\nVs3m8zbU3/AIw5YQ9otD2GJtzw9xMPvWOcxpC/DtXe96V/t40v1uGKy1VIRsL6iPNBoHH0fC\ni1REbREhHb5JpBvrBZIQkhOhgawHoJcGwTMx6HDZRiAONSx7Ly6RfZziKUykBUV7TxWEs8HJ\nRYdn5CH8yAxx+qaIWE0YRBxz1AM2OUT9L3/5y3e8Pn784THZLonn5w5PetJ3xS7ig7F4/q0g\njOcEwTw7wrMjxAS5Pxl++MM3D29968t2TNQdBTQPDh16VJRxRfO0fztPk2ZrMVj65oILviTU\nHOf0C1n4dGvTMRYFkaqJTMYL+rAWkGgtWpDGGLqtwlbbWWcFb73186F+OSkhTOYhfB0Ve4h6\n95tphFvMav1k2vVsdseOhXhayiF2zr8VjM6FsSjeEZJE6qLPBsN1S4zBLSV0vfX7/Pb94cOf\nCynVxyLOll2UsjACmApj58eWKnzuDCRU4f+t0MNencS1kJA2J9MFB/z0m1DeVJHGKsHcbpkr\n726++eYyh6kef/3Xf30uDklDjkXms26IYSLBoZ5WxxowmQnUaaQSvUWW2UALcDWczpb+s0C3\nbVyEy5kX6ZLFMvzpFengJtpsga7Ldp2LP4kguml8PA/fTEUdRTMwRQWZ9Z4SYqzgyekGcED7\na1zAKJOipnlAr87mCTWyfoPj1l+2lQBuxQnN7X7upfcMXrP3q9d3dpE17sjfOOWmw3jCrxzD\nut5j5ezF85MzemLuxP9xeq1IInDv4X23MFfhk2mIj90O8WmcYqvA8GwvgUQFY0dsT32E2GEG\nDHoPIG14fi0SGbpaUhm7bQbEYNl7cYjF2c/ghsOZarkntqQbPhWQiKrswK/4YWjOK7977jk3\n7l2fe+LZuSHtOhy66PdEu/9aLDgPGv7e37t5x6TJdhC9jhnxUS3deuu3l6ih5Qt4Srle9nf3\n3R/ZRvhlcev3x4+fVLnVz5dfI5pHo63zC8TydGIslzj08qEyXAbtrn0r/nrMzpbKcGeJVLHU\nvBZKonMMdgsYiMOHqYmVTQLGRk2svK+lYievZ7OTjIfYNYypnTFdD33ow8JOsI497XqrjtPi\ntrHuuWfLnsncOH4cYbcxWA5f+ZU/GJun/zQaEcEOn1ZFJWdnTjocH2YO/H5I4NxZ0a8Ytttj\n7t1bpBwIvgXKD8NVg2cYMJtEtAlNIpW2mbNAKCuZsQyvuuqqIU7phlT3PTFmW8yBuBa83QKm\n8MorryyMBPubHqOUZaCbFtFwH1HWBExHAjUqyV4P9Eu9QPbi9J5JR6LAJtShAeuANQiMMfZt\nPhbemilbls7iDXKRpqplk0fIQHOzLH1b/qL73TJXiQuLylj3XbY/0xv38PhfGCb4OwbZJmo7\nEkCbB0w2kw72U3iKRQBPwl1G0apgoKhk5Wkc6x9GLO/NKX3B3lhII3MqYGUGC4dN3IcTNRHf\n8pa3lHqzvSARgriMeUmV2MbsFZC+UGG94AUvKB34ute9rpzWMQA6tAUMld0GQ0wTn7ExXTcu\nGjFb9h6xQ9QYPjJwhWwYNvkJ9xsgzhZhuXT46EffXRipLdud5TWJ9bbA8573uTJmkL0FRqJj\ncPjw/CnCsXjt8/PO22mv0cbp3bPXWR3uDjxwQu2MCE8yWMT6xr7H5JiciOmxY8cCV94eUqz3\nRlpqHunl52d3yYbIc9eeYUi23p1zzofienU455z3BhF5diSUF0ZnK3T96Ef/hZAM2QWqh+fK\nzrC/20XM2DpoS3xDsSzyJEw1PPzhT69vN36d/cnWJryCD//oH/2TKONJMXfYpehr0s6z4pqU\nM6WeNgQ2Cn5b12ec8adr1U36LfXu6slrO7qx1Bgamy6/XHxuvvn7wk4rifndsfh+Ln6fDcaK\n5Gzrt3V9Uzyzwfn0ifCmoKd3lIUn/DgV+jpGP+Go8qgUSQVsdC06nqWNmOtc2MbqP/Y8pQHs\nWnpG5L10mHllhn+60h9oMNpsw70XoJ3x+ZSidgpXCqXsKe1F+7WLtMP6lZLFVeto0UdDwull\nyWdK2auWsU58bdqvusD/nj3ponpbt6y3NhlwRIhJxS+E5/VttWhuRtAQjBN7K3GoAT1LBmpR\nWd6JS/Dy3Oc+d1nUPXm/MoOFcFONGUiAm2dYyaARUA2aoDeE+pDR614AMbnTBETzyUw51UK6\nRP3XU09aXHDMaZyKI2YPZGdvwJe9py5jpIe5AgaYsWf4WZnEYMX3g4a7/8Jfsgyv1CWHX37l\ncPh/2jp9VyckWt0ysLRLXk9N+YX//SeG/+3wR4dnFxujrdxvCknGj8cCDiC2SdSChWAZHApG\n4KwwYj7r8PH43Tmce/Tu4Uuu+d3hH1z84ELUpE+ZyL+IXvngggzPOOOPQ0r5I4FzDKL9jpfw\n8XH9lMOxk4lw63fXcOaJ68PF9U5mehLNH3bb8eFPv+rhww/fcG2+3A5JNOEOKYJNwtln72zn\nv6j6ajvhjouT5eWrfxxtvCFvOuHRo7cETv3hjjfPCmP3J3/0+uHuM4NZ3PE2H+ws7313z8ru\nPt0vOK1lpx3fj8tE3fAh8fT/jDbC0vHyukmHH4s2fvbEK0bB7ElImElmwLXXfijG7dNB9E5E\nOhF8f7Tx0cWwf/75/N3ONr4rcOyNheE8GRNd8rPYY0YvueSfxILz4JgjDynhOed8+XD8CyFF\nuuvBwxfuechwx2zLePlkDltXLz9y23Dp4TOHe2IRreHvRBvrJ1vlnIxx770nTwBi7u655+Ly\n60yjk4ni6vHnv3P4ya8MNbhqv+PqYYv1PTr8RszFtzYjgeZZOBJc1ycPPWcV9MMhTT0SO/3D\n0ReH747Qdf5O3B9yf28w7PfcW959Ia6veNy3FPuW3iYky2xD/fDbwxnDV//yrw63vON3i+nE\nS2Id+J5h6wRzG7++hzdvnuvV+u349V87ftfwD//d24ZXFtxZXo6cLjn3guHeL/uq4R8E7UY/\nucxg8jEV3hNtfHDS8BByH/213xxefk+o6Ze083mxKft/YlJZG1eB50fbrjhBc6bMyaOHAuei\nP38/+vM5BZlWKS0Ykoj+4SVtqXM8593vH+49FLZU0SdPi/+PNLhax4W31k10KBkoa8x//pEX\nDt911jnDH3z15cPx+N0VDb35xAni7fSWpHPruTUMIVYY4njPdpTeBRxupWuzsCW+5y9/ey96\n99kFMVfuPrqlmTjy+787hCi+G6/3cCfV6sWqnuH+iQYB7pUO3u4lGR2iU0DKtVeQR0ZrPyUM\nAw0Ww8Aeg6WudXx1c5+GhFPeU0XWID0Rp0FMhtN7kq5wEFlHHR576bFhuOGPg+YvRoi5RHFz\nS0gh7oy6t2CXskUAv9C+mnQf+5zhzptuDfHu5weKk4RwblAujadTFz2DwYc+9P+O3ellsXid\nF4zuNWGQ+aZo/53Dq0JidEkwVOewdzk8omILSXIr14y9TJQ5TnioWh784N/JKm6HX5ULcyQN\nV6fDIeMQC8Whe2dxvxXGKY7h0IlrcYbP3jIc/9KHFWmmXT+Cpx/tpNioPfGJTyy4zK0CFWmt\nShD3m0nEtqsq762ah5Jmq+eq++2KxsUtQXyuU34DcNZYYkYwze2C/eA4KfgoJxUj3dbInCxT\nVsrNrnOtCPH+LL4hfeeXfk854ZZE3Q7RJmQLb6TegiR4duXHzjxreFzw1Ns1DTwApfy4LK3s\nhEr9VDC3n4z42oRBJWHIsoWYLuod5cMvP/PmolgULo9feJzc/t17OAo5FJKueDbE9b0Rz3V4\neiw/78+PVy04uEFtxn0JnLz44l+Yi+Jk7LtDyv0zJxatu0KF/PlgwG6J3+eC4brlxO/rj944\nnN2Zq50i5/JPleTcwwk3XxHSrC/txDuvjOb2aOyIoTxSs6NHPxVM140R+t00nCE/lY0Frfx2\npOw/4IPexpOEyObKWPklvUnm1b0x9S7DiwNPv+TeGNfQFNwZ0obDMQ+/IvBpaw7CW/MyCoif\n64SWHuTzZeF5UfbDT4zjsrjb72/69PBfQnr1Sx96b1FR1ozqdpwFF8diPC4oY3IiUiy+W7AY\nM/6Pv/PDw+/+3OqHWJT18Lq8BXUrr0p9Dg0fj7lz9llnF/qFkWxV9xgc0NIbYpNl5Rk58zE8\nuA73xDjeeyQO7jzorOHp3/GtwyOC1tKImNvJTCV9qddIZSd8MbRetx0/uZHH5PXmQsbP8IK8\nWBDC0zRbStX84T/55HDRddcvSDX/qjb6uPGTfzp88YT0cj5W/25lBovUhvEjmwMqKpOLWFhD\nGL8zvrRj7R3f7Vdh9aeYIZ2VHZY5EKn3RNqQCCPU7vLck8gtey9/TF2bXnkIDDuD2g4LE8o+\noobDQXDWAcjZIwKM0/U1senZZ78pdgV3xILitNStgdh3DI88dNvw9Lg/N6RN5woP3T6cF7vy\nEsb9KAN0opLcPxhrLg+Soc36X3bZLaGeNRXvCAnFRWGP8Efl1SVB7EhAVoVZMEVfvOeugkPw\nyC+JOvwyPvnM8/zdFcT84fceniPWU8oO98Rloa+lc/qYVDPHkej/uSFWdogCOC3zvmveG2b9\n03bKbT1mR+4Zjt9DPHESqKfZLrJbYSj6rGc9q7jGqInewy/7muHM6z9+MtHEqwc96LzCICdx\nk4w0yQk/p2+0V/vZaDl2jvnSr+d9LgzA/0LfjnFZ0V8cjg93BmHVDowORqsGEuf4lmUZS4yr\n8tTjjLtmw0XBSK4KQd6Hjx6+t+yItRNjQGIHd5kMIOieZ2i+Kv//e8MvDYfjOSbtjFD7XhSu\nNfw2ARdc8ObYtHwg2rYlMbv77odGex86XBK/O+L32bi/q8gJ5ku7KBiideCuu74yGKz5zZx8\nwjPX8LYjnxkeFszWJfF7WKgileF38ZGt8C+dy35rvtRDRw4Xpty4WCRrcM/YG6AL+rbG1Tgu\nMPzpKsxArNQYrfNC9f01sy1GxXz3A+11eXjiuTH9cw956PDJz9xSSpRkq7Zx0bmOXKOsrTif\nj7IuCOnOWDlZbvve/W3BkJ8R+WyVoawT+ZY6u99qU258kpH8xsBJNrM1zanzz7Y5scg/IN+G\nzFaGL9wuyy2oxsMz4yEs70+8s0nREQ//2q8ZfvJ//V+KvTCaFp/eKWNmznHky3UCOvCBD3yg\nzA956dNzj54x3BRttJEpm5qYIyevY84EfpTNz4kq1cEz/ufvGZ527KuK2Qx/hHBjS8uy2KQE\nHg33ztPGOt/dXqM1pFh5IO3wCeZynXwxjeFOfnLSlRksCzubDseBDYiTHFwzWADZWTD4xGjt\nJZj89cTOstQh/ZXkM2ES2TaNeyrDZe/l0Ssz82vL5KzRr4bvCuP7Q3/164ZDkGkFOP/r/4fh\ncMfXDAaWJJGjtVtu+b+KmpPUAPOJyfymw0eG8971u6Wke+4+GoyYHcVDA8m+YovKVHW44fob\nhk/d+KnyhIqH93ATEkIy4qdeuuGGG8p7zKPFM5lNIaKL4L43xLUULkcOHRkeE6rUM2NyHg3C\ncyQm9dETUiX3drZHYqdz+y2fH373nVcP/3V21/DfT5CRl770peVYL6/JTo3Im62co+CtUey1\nIcF625nnDE8K1d5ZZ7PjmQ3X/OE1w5988k9KXf3FfrrkjKh83ddtGeA+LE6QPurqdwwf/OAH\nyw7PpMFA0fPDaaB/qY31J+LD2Pfnw4j53/3QC1C2UtZll10WjHRfDf7pT98cR/o/G/h1fsHJ\nz/y/V5e8ETiMB2bASRh5J3A0iQDbAYqDIP/MN3xT1P9kHHH5ZSJNRdONx5lnbk34T33qxiJ5\nOC8kRd/2rGcMn4n08JZ0N4FrARJnUh4MF2akhllILu596nfVj8r13bEz/nTs/El8r7/h+rn3\nhwPXwHkXXjx8LCTa6tcDh0PYYFCrI3gkwObst3702uHQf7+uJPnsZz8Xp1f/IPoh7NziyT2h\nsiqjWPr8pPT3SOyaPxp4dlZF7NCkLBv+WkASjCsfbkwZzg+c/dB7P7AlLTMfY/zPfVCoDI/H\nQhCqgLPPf9Dw9YG/ZwX+W0zuibLvifC6j318OHTTnw1HI6+c+5l/hgzjH/Sg3yvuFhzC+df/\n+p+UPnvO0bOGx0e/nHPOucO7P3D98JnjDx0+d/dF8btw+HyEF4ft3h/ESF8YiyF6dNOnbypZ\nfvLEvPDMPOBWxYk9+AGXzj//EVl0Ex4aPnPPReX3X49f3rwzR+8efvUv/uXhyBnBJN1lA3N3\nzPsLhq/4mq8u9JwNpj5ThvkBhxg0o5fve9/ZsRn5W9GuG8Ik4z0xph8MXLxzuCby/LMzQ8r7\njY8cjpxQqWTB98Ymypgb/y/edUJaYYDjd1P8hfl/Rp0LCxMB0RtAF571mL80/Ombfq3keW/Q\nE2C+S/OImOPsZm+/LTadMaXvDZpzSczpmz9z83BjtCkUhSW+tsHBZHbKw/jLtud9hr93/kOG\n8yMNnIe/5553znDbrbeVOcEW7pxQdV108UWBAw8ezo9NTsLhL/9zZUPsMJY5qV/RznT7IZ4y\neefXx+Yp2n7bO/7DcN2731P6KfO69+57hw9/5MPF9i6fCY8eDjr2LX9x61FsFtkoA2VxidGC\nQwJ8RmGG9AN4WIzzn13yZcOHP/zhwLyT8y3TbtHT+efK/eqv+fPDhV9yyXAo1g4na+G+OaJv\nGbErR/tqjUDmeW3gw7d9y2NinE7SuRuuu2G4MeiNsVON8x90fkl7x50nzTb++4kM2Hhag6l6\ntbUGZdJGOPSTMIs4PRqX79vw+J1h5hLrC7gwxvHuoAvynQLBYHewd0JKkhNQG2IyfE8bpQlZ\nrB2F5IxhOTVAzdwg4BiCdMZXF8BjsUEnNUi48sorCzPxwhe+sHg0XvQex4/JYMyfwJ6FP45F\nBuEZlwqIum2Tn8qBvKRLFr16HLLMVUITym4GIdWP9QlF+ThJhIAwqiU5NCHrH1UxJggjQ7o5\nFQEdfSeJI2E0piZLCyYqAuGkkjLVESPypCc9aTB2aVenPzCXQgbeJItOez7mMY8pDGidL2bN\ngguX2AqS4LQSlzp+XlNx6SeT1m8qYNYwpoi+xcFpr5SWjeVhF4vQ1jYE8F1avmUWgWkNN7Sp\nZrAWpZn6TvsxwOqv7xA2jB4GdRP4TZ3hsArm1obNgqn/PNeuY8eOFUmfseaqANj4tWYJxtbJ\nPnXjGwqTQg0MP6gKHdiBT+a9TwTBQfiI8eyBsqmNMcDy9NO3cIyfJMQdrrFRZaZgDnimvBoc\ntmHYK4TH7DvF48OHLan2qjdzC2nldWXQKvUHvpBgc6D8T3zir4a/rNXNMagUH/GIbytfX7C5\naMHpPFJAvu9sBjgTTh9dT3jCpYFbi3bxYZEUjFagXvTvrPziE3IhPfyNYIZeXfo5lx39f9ll\nlxUpLjw3l42RzaOxME8/+tFvjLn8tKiixROzNQsa/41B+8+JvsJA3BNxb4l5cluUdSQ2RxcF\njTozxvF4nDb8D4UmpNrTHKwXYeWjO+gftai+OHbssjjM9KWh3fgvgW9MHbYOlZw8WJKHUKj2\nvzOY+j8XYx08UIjIvu3bbgucmF/kI4Nt0K/mj3kCT4z1lpbgwsjnCdFnJIdb0TM8IaMqD/MZ\nGmANdkji7LP/23b+5qU8l8Edd5hTDpEMIc2/Mda2jwXNPy/o99fGgYkvxtr6jnBxcn20X16Y\nicOxxjwkGJWvj/78Z7HmfGyuCEwj05jceGsTX23WDJtT8+/f//uHhc3zp2KcfHKKs2T4LDwc\nkvwnlesg9VGnQ8GcDcF83hptvCOk0p+KTf6FZT5hUNlNmxc24Db/aboDf8wlNEE/3377owN/\n3h9t+aUdGqW5yi+52Y0frLUZrCV12tPXFs74qnlZdNOXFaN3nLNFntF9C3a0Jq4BSWBjxIeL\ncNl79jGInlOTJiVw2od/Ds+XwenOYGX9LQraZ8L45bXQL4l8xj+dQpPOoruX6un9bK9Fm/qu\nltxhbl/72tfu8LLf1ssCtlcMVlvWfeHeooqBQgNOBSjfRkEITzN03ft5PxVIp2+88WgslEdP\nhCEBu8n1kXLv+qabjsRiZ6HcgrPP/kgwNs8sEj+Sv1XgMY+5LObZFrO3SrpLL/2RYIp+ZzsJ\n+mIzx161NffISBbLn/mZM6JtcQBgRfiWb7kjGN+T0mzJbdQwyOicOeKA08tf/vLCzOWGJ4Yk\n/CT++RVL24r+pjd9Ipg/DMRq8BM/4QsbU6yK5vN98IP/fTAYf6+0x+YW4zUF/uRPjg5PfOKx\nKVF3xHnhC18ZTOHr56S4xpL7JkyjtdjGMJloDJ+N4QUX/E6ke8iO/JY9+L7v+2xsTldTodv0\nXHONbxA+Khjts5cVsfD9bhisLU5hQfaINGZmVeg5nls1j7H4uH/O3nDM7Fcs/Ix32Qwlc+Uo\nvl0vMSnpDkbKd/TsEKXBiNk9sskAy96TOmCk+BQiqr8hpFl2wHZE9zVAXEg2komqw9OZgbqv\n9fNu60sqA7/MQUyWRYhaYp35uNu6HKTfXQ/knJuaCwYrmTBqFUxYqlza8EEPmgWNuyskqqQt\nJ4FU2YbwK77i9sLI/OIvvjGYrAdHPidVxpjOVYH0Yx24996TjIf+YHf4Iz/yIwuzQq9/+Zc/\nFAzWwmjdlz1BDpMW6nFSQPaHGIKW5r3hDb8S+f14N89lD08IGZdF2/E+eL21QV9iDknzp0Kv\nb6amPffc83dIyeBnSq8wsPoUngKMlgNFt93GJ9rqDNY995zEN3nR2Cir1bKUwk78oZM338xs\nZCmLUyfb+PXS0k3y9gTCxmuxRobEuj4lQTJk4aEWZBuW4NtH9L6O3mOwOCClFqC+wlAQK7IZ\nS8O3Ze+VwUBYmZgsg0vtaIKejmDXkIwTZip/p7sU6nTsy1NVJzhmMWBwzxsyaS2Gi+HoAdy/\ne8Ci6We+jkl39IAFJyVjGLFkvt71rncVKULmgR5eeOFDQw32p8Gs/XHpPIsg1dmq8OpX/1mR\nht1++6EIDwXzfzg2qz4JtPU7fnwrvCvO20eVQs1zZ+Dx+6MtN24XZV2hAlwGaNjTn/7EkD7y\nhM8e7MxYrI+HyvDz0XapLb5bP3T+jDO2bGW8u+CCedVsiR10kRrXrwdMId785t+IV+sxWNSE\n68BWW1ZP+ahHfXNoX15RTDPgylTYDYP1uMc9PtR0V23jnnKPHTu2beeEbrVqSnh69OiWBPVw\nnHDGiGZ4JI6uuq9DTcn7iy/eGkf2e2zUqHLhNZtVwo4xuOSSu2N9H3u7P8/vkyrCumtMUoQi\n7XDqd71rUitpxtRIy97Lk8iQpMwgT4W9VBEylFQfxCglU8IHGthF3Z9UhLsZPwTtQEV4sgct\n6KdSRXiyJvtz5XRq7SEbrcKYs1uBF2iFAwHsENHCWk256RrCReYbnHsaB2BR/sEf/MFiUL9q\neQ6HsA9DqxPQO3Zi6Ow6gG6QAtF6MOY/ftxpRvQ9fIkdOat8cP397/9Q2FBSOW499/6ss86N\n+P8s2rVlO/RVX3VXPFudybruujPC5nCLQcJs+W0xjsK837qu/zERj3zkyX6o3y26DoF42PGd\nXey9MFtbS1kcQIqm3XrrF4JR/2IwUW+LjZ2TprMQJDw2Tgc/I/DmSBxwuCvo7E3FJpatKyad\nsCElStZHgoxk/I01idKrXvXPoi+nr5l1/W0envvc5xa7s3xu3ffVg/T1l8/rEOO3CuNZp83r\nPVURZiFTQ5MJki5q9NS8psRLseSUuOKYiGPM1ZT34vgW1ukCCCfjXgavB3DQAwc9cNADegDD\nUAPGhhGwAwnsTbkA4AGdlN+p75SKot+YLfEzrK+9d++X18ppr90nuCb5d0KY0TyaxcSDeQZJ\nh/etxCPT9kIucKjM1SHBvedjm966Pr2ypPMcAyovgPEAR458MWy1Lg6V5jNKGzzL/C6//JEh\npfvP8cH1r/V4bXj4w+8KW6F5Fe/amU1IGAqZ2JT/13ICE7PNlpjqzSEjazcG9iMf+U+xXm6p\n+d73vv8WKtXPlcNAsrdZcUiDdNX6k8yVd9ZHtmC+cMAWykEYkqZ1mSt5MlpXXg3wk1H7fvEa\nddlTr6fLFKsc7XoYRhoQnCWAcDhWJxs8SwSskh1cHvTAQQ8c9MBBD+xDD/BFRqWSzIJFlH9C\nR/OdZk7pDztW13wbAkzGbnf8veYdC0kC/05UcGxod3Pq2SlPp9JIL6wz6uw0txOn60JKKZwM\nTntbm3GLOHWiU8b6kN0WA24nyDFl+tjJPSfJ05533TqQ8HGZwAQFQ0EKyTygFgi062q2X5jv\n2lB92ve+o+jkLAbJ+CdjaozYUDFNgDv6NplP3xAkmWKuoO+9A747TCrK/UvCZXEylM3zboBp\nkvrBR6Y82a7MkwRrE6eWM7+9CFdWERI7O/mhcSYsR4yOtjJig2w6nYiVjdQBnOyBvVIRYnIh\n4YEEKw5TH6gItxEOMTpQEW53R5F2bEJFSB2P2O8FE3Kytru/ssl1Oo8kgqSHjakPuNvts8eq\nASOBfueCWb+bcu0ovm+00lw4QOQ0maP5mwIMANtDjCFJm8WdcbxPpnEUTXq0W1ckyWBlnTFQ\nXEVwS8OnofUugUNi7lZqoCYjBVoXrJn6rZbKoevHgjHlQmKT+KbPjFNdVltvON5KjKiUtftJ\n4R7nXWHjVzM86sr0BjMmX+/Q4zb0zi/Vh67FyzTqwT0L1z2YTO12AA3zxgYaMyetcowJVzbU\nj2Og/3bbdy1umFsO1HHZshSiA1aCcHMQHvKPzEL3WtKFA69ZcMPlOhisWYhYZ7FLWinPB0Lk\nOA0zC+K80aYGosUnDj85C0LTzTf8AM1iIsxionTfn04PY/c2i5Ons1BtrF0t/SGfA5iFL717\nC24EU3HQHdEDQcRnQSjX7ovwXTSLhZzeaxZHzmexIK6d134mDI3CrMaBOMpf2qAd+QumZe0q\nwbM46DOLBbbkJwzmKvzVfmbtPNuEYau1nb86hyRpFie622i7uo/NyOT02dbsP2Ewp2VdDKfb\ns1XyUmj4NAtn6WH5XY1JXgdzMIuFfHLdpkR84xvfOAuVXrc85apL+LSbBeO9Hcd1SLxK9uGX\nbft51lMYDNZc8aGCnoXkbxYCmVlI4mbBxJf3IRSYveIVr5hdccUVs3B/tJ3GHA1meib/MP0p\nvxAczEIFOQut2SyYu5JPMLyz2DzMwtfWDM+x6BfM0Hb+616046mOwWROyg6HuRKE5f4sPoa7\nnSY+kzOL4+Tb9+GleRa+ZrbvDy62emA/GawQ7c5MdEhvgoY4vjBap+tYmGyYdkQK8Qx1xVpV\nPWCwTnbbAYN1si9c7YbBMp/CrmRuEYSv4aZlvpD7wF3YW80tnNphMV0XwmFqmbv1Qothw4Da\n+F155ZUl/3AAPdOPq4JxQxPq/F1bhBdBqLpm4ZKhLOTtAtlLNyVOpgsVYrdOSW8x4KHWm4Wa\ndhKzpW+kadvoHjMXKsgseiOhzQJa2yvPs1C7zULKOQspUhGYEJokc6UC8YWEOYbXGhNfSJir\nW0ifZnHwbLuftCOkPvGd5T+ZxYGsGRwxrtLKLyGka916hQYoo2yHaBwGCuMW6sTC4GHsMXAh\nBZuFOnpmTdgttLixpwzWD/zAD8y+4zu+Y7vO8SHFWYjhtu/D/1TpoJRwbb94gF/sJ4MVzvTm\nJoBJEyL0goyn2zCEvn9u4VJXO6jwU7NyVQ8YrJNddsBgnewLV7thsMIwfAeOYky+//u/f76Q\n+8AdvAh123Z7LHDmW3wlYa3av+lNbyqLZb1YW0xDjVcWZwupd55N3fXXFTGn9XWdv+vLL7+8\njjZ3HV/bKG0idVF+eKCfWfAXQbuILoprjSMJXMSkqKPyaXjg3iII1e0c01u3NVR1s3CsvSj5\nWu/iVGdhbkiyaukZ4Uic0iyMULg1Kv2undaPMAcqZWFo4tTg9piEurEwZHVF4jM/3TY997nP\n3fFc+SllpZGp2+/ae4KcUwUtbqzCYK18ZjIQuxjB0UsC3/i5IZxupk7a5ymiQ4pBYIlw8Lfv\nPeBTAgwUa2CvcO2119aP9uSaHp4RJF8lNbAjYEgbO8v6cfkcSBDfuWdBFMunROYeHtwc9MAp\n6gH2KMGYzJUei/5pb2A7V+ETN7FYFlqt/iAYmNI2bhSc8Gvtbk4kGw1Cm1FsaOoI8vRjH8q2\nC6BH7Jry4+l1/EXX6vk3/+bfLHamGS8Yl+LiIe/r0ElJHxU3XrEQlvIZSzMW3xQ4aeibkAzB\n+VkcA+WLx+FrC055siXj244zWMb16F4LjOqN2abBJ2c4yg7pUfnMEwN7p0qd+lOnq+LwQ36G\nKhibYu/GwbFxRa/Z8wXjURy2fuQjvgpw2VwV5SduDfgC9l/6pQZjxd0DcCJRObkmSKP9tY/L\nOu1pf70qV0j8RsSXaiciOaJAIsJwAjaLEx6zxz/+8atme7+Pv58SLPrpVqxuFxKGrmVswvB1\n5f5mvxLfRiti17HE9OR2bcqy64yTPSVqGCeWXQgxuB0zUXFMvvIuJvKOHbC6x2masWJGn8vz\nwAZrq3tIKuwGc2c42mkPkBe7kWDpImYRpDBB0Atuw/P4JMhp23vaS7sQC/QsjJMLbU5JShhk\n75ASaFe2LRazYsM3tXHxVYyyBmT6+PRMkZJlf2XepCXhHmJHtmwvX/va187iWxH9a+EAAEAA\nSURBVLY73nlA/cOWB/0IX1VF7Qi/exCbyG7bwrh/O7o4aCDbpsynlVJsR15yEd/D7UrYss2k\nL6T0NaBTVJzZP+gdKVs4vi70MdMK0UsSx/0EfREnMrv9GBvlSVUhldP2ui2uw1h9u935jpQu\nDkps5+ua2hCeqkcw5tvvTsVFixurSLBWtsHSwDgtMosjpNuL4Otf//ptxIAsvUl0KjrmdCpz\nPxks6jVGghYBSJ6/RGhjRO8/FeKkRiEiJjvmKfzZ7EiKaLUTyn3sgnaI0tUrTgSVPGLHOYuT\nOttMFpF+HIteKlbfUYF4cF9lsCx88WHUGftGi5u+3C0cMFjzPbhbBosBL7WXhTGO489CSjtf\nwGl295KXvGRuITPnMFyAahMNSHrQhuLGd1ZXapF5zLYnjdtDir6D8bDpYhdTQ/hHKvEwT+gF\nu6ndABpAnVW3CSMTLgOKGut7v/d7Cz3C7KFn3xoG2GzD2kV0lTpQkzoAgXbV5cqf+UxraP32\nt799R/+rzw//8A/Ppc+8wjfVKtXZdVx98exnP3tHHdH+3MCiL/FB9ll8dL7YauW414Wz5co2\nZBiSuhkbNmMNz/QZlWQN5lp8h7XY4rKlOtXQ4saeM1jZ4OT+3avEb//2bxdL/3x/EJ7sgf1k\nsBie2rlCagiM2UoEz9BJnyngJEiPcUp9fOYR34LcYaiJaCBoLeFB3C1WCU4OhiPCYhQaDupm\niPU6cLozWHHEuBiLOgiSJ2q0k10jYmNs9A2J8G6ZrAMGax6Ddstgzed2+t+1TAbcyjlPshlH\n23fM66QNwnXspdpeIXmxKKMfmJzcVGU8UmpMSF2uuKFSyyhrhZg7tMecwtSFO6EisWrpmHLV\n62d/9md3xWCR6mAQ5ZVlCAkherakBBAtTXSPca/7Iq/Vfz+BRDFPzGYd9CUGMCE+Ql9olf5V\n9/j03I7T7Pok02doLQKhXi0nCNsT8Izr2YHJ0xgKnYQ/lXDKGKxT2ej7Wtn7xWBR4UJMhC2R\nuhcSy04BJ/raiSJ/x25rCCd020xClofgiNfWxXMSm03DMgar3hBsuuxl+Tm9hegmIWYYy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3gWOETGJL8vQPuZHYvDotOU2jTGYP3+7//+\ntkQo+yxDfYfRSju7vfqKvYWMzY3ylG2BrW3b1P/6sKfJ91m/DFPVzU4mmQ3vXDvxRDWacevQ\ne1Jckt36+dg1ySpGc0wasOjAhTYkkFjV9VQeHGx38G2cul76iEQPcEQpvWdwPbyXZ1GTw3UY\nLIww421lZ93Gxgi960Hv26b613jvRt3aK6v3DH7U/Y6+kFRaRPMATrZJvN4JujH8yj658sor\nuyYPvfqs+8z8thnqSVbVA47za5Z1qkMS7EUwxmDZRNZzAe7t1nfhonpMecf5sk02bcVewZ4y\nWLhwO6dVf3vV2PtqvvvNYLEtQICTWJhgCOOpsnWYMm5sFur61kQhrxHEZIz4L6qJfcaZEsqH\n8e7pDhbnlmHEfC5yB6FNYwwW6VceRlnUT8bh0ksv3Xj3YPB6Y2wc65OkPvpdE/OsK/Vpjn+P\nIfERY+opu+26HHF9T82JtPp55utZ3c/Ktknh8b9VaUkj/thpVNJGGwGnmZwa+43f+I25RV16\nZcHBLFN5Fku2WFmnOrTYcznRc3Ug7arH2tdhsCADSQ9n0uqm/iQQvf4kkfr4xz9eXFpwW1D7\nnSKFxejKg5SFmiv9RlG7plRJeTZizApI/HiOH3MtIe4UaNWZ6sBfoEUUQ133uWtj35OwYlJy\n7Oo0Nid1W6fUaZ04PhCv/xfRPzjv5Kt4WUfXqRofK3eMwRLfnCBZ/s7v/M5JTlPTt9pYWbt5\nzvbPGpftg0PrHPhYVoc9ZbBkXn8WxzVmy4DZhdJXE9MzRIWMGltLGZZV/oHyfr8ZLP3K+NUY\nGSvEey/tHKhlXvjCF84scIzqqSLZW2Bipu5Mk+gmMeiFcCyBqqgXZ8oziwLHnac7cCfQW8Ds\nUH2+Yky0PsZgaa/5OaWPxKHCqz95NNZfyiORXEZQMTm9RcFiVXsK58OsV0eLbUJvsZQmJRRo\nkWvlsZmJb8bN4huP2+/b/BFoxuzULrkI9VwLGI/2sydZpzTizsVX+VROvTbnuGKQqEmob9vT\naHUdqcgxLhaV+rlFfVW197oMVraTFIcNYu8zUJhgHsv1v7qas1RmqdqVB1MBm3d5MNDO/tIu\nfeUAAMbGpisZaaHxWSa9zTq2IRyt+y2vScGtc2PMbe+0LsbP6cl2XPfD7uqP/uiPuu1IfMp2\nCeFGMo6umV8sg0UM1rK0+Z5NZ56gNL49Z8gZd53QRtFnlOq25jWv8i996UvLp5t6Hxlftbw9\nZbDayrCRsVg7udBy9k536VTc9QHM98CpYLCyBo7S5q4/n/VCxoVsoozv5ZdfPnvDG97Qi9Z9\nZtFOQpiIjviY9CbClNN7mHeLTZs+7+WlXrXn4Oc973mjC2amGwvHFsluAzsP7abNAwabvnuY\nYPGgiuXGgtE6ldi6QOLTq7++9bMwteo1ZdUMloXMt+jsPNWrXRR6+XtmccyFj/Fp2pSQ3PCP\ng4nGfGm7RVUaEglMzBj40n3mWZdrbDFBFm6Akajf53Wt4m6/AZdxMlQOhgyTilZR942pSPVJ\nTwqkH52QS9wWauuYI0pMb9s+beP3J/PI+mXoObUflXc+a0P1Uw9q9DZ/TFyLY3wiYdrQY9LO\n1mh7twxWPb5OFdt0a4cTkKSEiQ/ZDnWsv2eX6W0C2/agAT/0Qz9UxiOlE5kPZm1de62xDRkG\nwCLKcWs9RsoeO4Cj/uZBTa/U0ThdH+rOZeAUNtxk3zd1A5p5kty0/aLc1lxCfcQDyli2+cn8\nd8tg2WzXHtyzX1LFneUInchDP0h5V2GcMXCJE70QviVj3zJIdflTrtv0e3qK8EUvelGx9B+r\nWH6jCod/ACd74FQyWCdrMX6FQFsIamRF+KZ8wNUOzwSv07bXpFPLTjth3hE7k8PPJH3JS14y\nt2NH0OzESCOABdCHp9vy3FNfpDqj91572YSsA4i1Uy8msbrqq1z8MX01ofZuTJ20qGz9ZaFq\nx6VtCwa2hWSwMLbqqY7StYtZmxeCrH+VWS8enjs8gFHz3H0SsMw784ILY6cSSYTG2iNPkg4b\nAvYl7jNPoT411gmYJvYuVJn6qRefawdgcUnDfRKlum3qs0gCZBx+6qd+qkjrMXUYCvOlx2Sx\ny6rrnNf6w+doxgz3Sc0AyWQ7l9xrWzpH9S0/98ZJ3yuzXjyTBmc/6zcHS2rYJINV5+tav2S7\n6zDbWMfnXDTrmXG1ST+TImpjPhe6nyKFqcvIa+PY4oiySTwsopgQfZvlYU5rqVvmkyFXHi3u\nq98yaQ1JLfwzf4wNNzI9KVmW04Y2dm071KN2oaEN8l7nU2a7ZbAwj/X8Uhf1y29dZntspnju\n1xbv0bGp7hngWDtPctzqUB+s89HrrKNwXxksA2Ygx+Caa64pCDqFix/L4/74/HRnsJyoqREz\nr6n8lgGbg5ZIZvoMvV9mEGkn42SWnRhJGoaLtCrzyLCdrET1+a4O4SkV5aKJOEWdzZZEGaQ4\nCD+pTe8zJsqhGukxMXxwrQoIVUtI6/bV13ZVxgFzh6FiV2JBZ6SLkNdxF10bJyfAxvyVtWnV\nryWmFpkew2KXys0GVRdJV29c5EetTVIpn+xL9fIOTvSAqirjZh21O6UdNYOFMbN4+wqBxXqq\ns1zqBvNEexFuEr7abky9GALDz6yDNmoPhhcou5U0qDf6ALTDCUf5e27RUc807C+R4o+dGTUq\n/K6ZK+/Zx7Tz0X3tFHKTDBbJA4aTjyWqG22Fg9kHQmPXW+zF9bkt7RVPf4lr3pt37Zh63354\nOPtkUWiRNH/rOhknY2GTVS+i8GHM115dBtxq55b69SQ1mY56rx0beazq4R3+Jh7Kj/d1fQ9X\n9KV35vE6go7dMlg9Kas6Ec7UAB/auWLeTwWbb/1dj2nv2qZmN1Djhnz2VILl6CoCMLbzN6hs\ncA5gvgf2msH6j//xPxaVngm8DmCkeshprKcA9wj1ZGnzQigd0R4DtiviJPFBZEmfnGTrEdl6\nRz723a9nPetZpTiEf8y2pf6Aba9udkokadk2hILqb0xS0bY7733pYFWweLfMS+aXIQKDGQXc\nDeRC5b206pl1zzTLQnmS/i2Ll+9bImfBaCWfLeOpnk984hPnpJOZX4bGnUQLLrCPWeYfh2RK\nW6VTB8Q6fZ7VDBb3H05mUoGvIjmgFq37Vz0Z09cMjmtMbuIx5orhLebGc/MsvZlrl5/+w9Dy\nXq0+GDkMiw0HYr4qpM1N9mOGmCrAHQeVJGngOgtwXR8bakygftEW0kSqZPU3DmmDpZ9aFyuZ\nD4aGw0qmCSTdGCG2hdSc5nYyMfI3butAOw/UjUQWEwfaRXRRGdJQj1O9kjiqn7kG9xZ9N1Ge\n+r7FIXXRzlXBeJpX7cElTGuNk6vmu1sGizoaD5B0B34bu5ZngCuJm3WIUZwK2s8uTx/61fm4\n1tfrSjyzDi1u7CmDRcyuY0wqojectJM2Fk+LiM6sT4FkJR/o4V4xWETYiAfksuPX/+v4ukL8\npa0R1CIx1U6JVAdDYyK1BESe8rKwAaL43NEnXpAM5YTMOmgTJgPhzQXLO8SsPgFokmWaOuTU\nMWEsDinAIrCzTAKfeWtj6yIg3/VC8fP7hYvKat+ZyCRR0vfy9UxfU5dawOs+yvjUMu245rux\nUJ5UJT2C1aYxZk4l5pirq/Fy+rEGErw2rXpNYSCTSarz612TDrFpwTxYiGvmIRksH35WroVf\nndkOte5Cenl79uhHP3pHG7QpbdPqdJgG0rbEc7ZJ2UfSqANXIfUzz9FVqixqoHUXSThbzyV9\nnB9l1zfJDCgbg1BLtuo2TLnmMqTGL+WSpgB46YSgPl9mbMz+qa6zvqhpGmZw3Xrqx7qO8vbD\n6Ca0i2g+b0PSM/QArfXTl6RGJNraucyeCr1u62IcVvk4dVsnTHlrY9fGWeV+twyWsjB/VK82\nFD6vk+pt9TQ3rVlcfrQ0xmZ2VZCneY8fYbtnTHJsbBR3e6qzxY09ZbA0HkFyarAl6Owg1rE1\nWbVD74vx94LBIsY2Du2EdZ87MxMe0iEmdhXtJyCuD4NMu1BiXQbZSXyEjGTXIWokE3U+8MQ3\nLNUpd9cmFkYd4YSwTiC2jIQ4jGCpTVLCpm38/lhMExC3ury8ZvxtAUC42VOwdahxVn8sW8TY\nVZmsmafQPYLI6Ljt+zpeXnPG1yvH4ruMIOszqk5MS+ZXh1RtGBy2DPXzvLbpqb8fls8Xhdqk\nb4wJxoAUph0b6fUlvMZgUKGSwhD7t58UMk7q0SvTBo2UtPcun9V2Vznmq4b6nwSlZZYtbpj7\nMUCczQ8ME3Vy2w9wYdmOu+eYUt/BzWxjHWYdjStmyXwizSW1nTIf4RVpm4VGvhYZdTAudTmu\nzQ32ZT2QD8ZHPTB+2l9L/MzBNj/3Fs5VQD4to9nmq98XGUFz8gv30BebpnZMejiG6bTpQxOd\nsE5meFHdSYvrOW8czW9uG9TZPTtSjGy7MGe+NsDySCaACmsdBgkT7mCQMvUPOljTxSxvLERb\nSL+o82meHNiB7+Yzcw4S3t7mYSy/Kc9twnOsEz/dw3l9wg0EsGF3WM66RaLZquLrsthEkgCS\nKOJNrIsO2pB49+hunXbKdTuOe85gZaVMdgsgcfCY+DfjPtDDTTNYJhduv57sSZQgLEYXclko\n83mGFiyEklovn2VIxM1p27Id59h4MvzMvDI0kfjCsQC3OxbvnvGMZxTjxrotnlvYITMw8aRF\nlBATR+qT4OrbLKsOxUN8PJM3ewt2ExYfO57Me6wtnjPCreslL4tSqlswf1RRWU5dfl73Pu9i\nDNLNALukKfMHs1Pv8pXZ9mdbDwsjaVsbT930T9axFyrLrtDC3PaBcozpVCDBq+uu7FTPWgxJ\ne5wy69Vjkc3n1PLNBWr0Xv42Ej2w6Cazo/8wnPrTM3NMn9Sf0+nl4Zm29crNhab3buwZVRtp\nwEvjGDpfYYmHvbJJwixUCVSOPTygWu2BBa6th5OeNeTGJ+PJnxf0VQAtyvSLQpuIlILX+TvI\nYUzqBbttk/lW47t6ks4bQ9JMaUlZW8asLse1DU1bR3Ohztt7+WMOxqSv1GVo0G6c+bb0AD5h\nkpaBdVvabEfSDH1oE0odrz1Ja2moNgE281lmhspB/9hT1RoH6tucH+qnP9HiFkgP5WH81N/8\nyMMsbdx1708Zg7VuhR+I6TbNYNErQ6hE1DqEkIgOQ9j6eV6bOE5X1QtevoPUqxpc5njaAfbq\nhIg5fZZl9EK7KWo/KjH1smtPSYiFIpmRTKue6WW5lbxlnLYu7ldxPZHtIn3TZ/Jly9V+Z43P\nHhO8JbLie567Mvkh4Poewch6isOuaxkgHEkYpcn0i0L9RPJRl2c8SCVIP6WFL+JlG+v8pEOQ\nSQWyP43Pa17zmmXVnXuPwcHYZh8Z35ZwYRaS2Gcd1Ks1jp3LuLnBdP/qr/5qOYWYDLgoyifF\nadso/x/90R9tcpmVnXvbx/rCYmMRM4ap9tiRuPPAwpVtzz43DtnOVUJ9ZCy0hc3SFBcoqmRT\n1iuHdIxhNibY6U3SFJuPXlzP8gSvPPMQifpknUj8VgXS4Lp/xso2BldfffVc9rnItmmSfmRk\nDI35Y2NJctr2P1zIQxGZpg658bDpq9PV1235+kM5tAOkLJtc+Mfct8CzZUDarK1tfd1rT4v3\npH/LGM9lZXoPx9r57Z4qEf0nqVKvltarlzpx8VIDdWvbBvEwwaSo5uiUTXSdZ++6pVPyhEdT\nYFgWibiNKNugAMar7pf9luX7QHu/aQZrkcNG4mlgEWwROhFy0SkxXpPXgUV+fDA2WXYvZOQ+\nBr2ThPIgHgfq28uzJdgI3thJRrsraj9E1GLcAlUeKRMRPEayXrzFJWq/4oorihTGLh+hMtF9\nbysBQWDzMzYm9cKVaXqhflbfXpvbvNWDitjiqf3SYGJzEbQ4I9baZyfZy9NOPPOlat2N2gBx\nGtvVaysxvzqrqx8DVv02BbhCoEpFpP0wkSnxMKYWODZpdRstHj13C1QMLTOmPnba64A+Q5S1\nDZM+pvLNfq7ruOgaw2G3z/5nkTRLneFtLy+SXfUiycE8w18Ssl5cz6gNa2kDI37xqZowseuA\ndYb6LctsF/l8LmwPjFANtv3mftGRf/O83WDqA3S1B5h8fV3TFDiGwR2rK/wx36WDO8pzknY3\ngP6QuNb9UV/bbC4DKsw6TX2tD+r7vG4N1BeVgbaQlrY0EpNmTmaeQv1JRUsyXD9vr9WLJL4G\nG5yx+kpvfNC+3cKeMlgmrQlslwDs5t0v++22Ufe39JtmsEhF6skOoUxkO9AEBpktorpHfCz+\nLVHyDrGoHcVaDBnAWxQsdsukWyQxbb75QVA2D219xHVSbJHtAGPltq2IFYkIsIuuiZy4bR30\njTb0VJ92tiYqIii0+xlj+DBo8tEOjMqYFMNipu/yNBTG4pnPfOYOol73h0VmFUBM60VCG/3q\nPPVFevBXB1KMMSCZQZQyvb5wX/eteztJCxR1MpcANc6N5e25PnEKGUPMnoftD+macUQIMf2Y\nZps4Cxoaow7GkhoZI/RLv/RLZWeKAWpxhq1Z3X71TjWkPuipy7WVTR8bqxpISep2i+eeG4Yx\n0D5qSOr5HtMmnTgAE5P9nKG+ZceaY9ricMZrQ/Es5vC3tVUxd9BuuApfzEV9mnm088pz+TA/\nyDhtiBGTR0qQS4M29IcJJjF1UKoey7oOmNMajG3dDnVTf/g+BtfHBqXtX+NLutW6gTBn2rjZ\nTxgy9LFXV2lyLLP+GPpldpfqDE/YlcE389JJaM/MicyrDdVhmTpPnyxisOTZ4j28XLQpyj6m\n6qVm1W7jgXE3j2pAL6nxlCMezYa53Lalvdc2NKcGuN1ugtp0+j/nXJ12les9ZbBWqchB3PEe\n2DSDpSSTG0IhKIhevTuyY2590dTIB2H9asIhHwibKgcGjwwwTbBMa+LYLQOIS6pTTz6OJGti\npwxMOSR1nflkqI71brhk3PmzQ876WQAwQTXikz7ZLdpRep/5Z8hWJKUZdfZ2WXX7Mr5+caS6\nBjszdajjIJg9ps2uHhOb/WyBS8KS6eswDe6J0e3ILSLUEbUqjguO2g8Ug86nPe1ppb0WZnEt\nNohKEkl5TSUwiC9j16yX8vO6Do1ZjTv6xKlD/YVYkoj1ACPVLjh1vq71u7ydRKvHRTpt9MzP\nvZNIddvMgTY/6gZSxOyP9r179WffUxtwy7cn5aXO6AF1FFWbvNTPPOLHLKFd7NONQdbHnCG9\noyrRlxZBtn09XM40vdCY1UDakf2ob9UPbukP1zZN9XzN/lgmURBPfjU+ZrkkjrVNoXlKCt2T\nDGeaNtT/JBZtG9U1bfLqPiVVS/pC4tqz12nLoELSB3X7E69rNyPyauuR99L6ySefCTEX1HX1\ns7wec8Kb9bO5q3FPPxsvEj7XmU8d2thSQy4D9GJsLsibuhydynnmmU1Q0nhSQRsrzDq7tnoM\nHAhKXMu6oRXtRsg9v265qbHpyvi90IZ2THXrOVowRle0dRW86/Vfvc54r80bUxH2CvSs7jQ6\nexb7dpfZaWPpHqjP94LBMgYmP86+PpKujyFAD1nzmQXABPHtLMfPTV6qxRQFL1qUxLcTIXmS\nHwKTXsyf85znzBEs703S1g+N54jZMv8v18dOs1bruEb8WvGzNuuPMXWiRaX3xfVFxFP9iLoT\nqIfaBQ9BqV1GZNzsm+xvYapi6md5LR+LXd5niEDYxVLN5TO72NYNQpYrNAct7qQpdTx+hdg5\nXBqnNzHnJAU9ILXGZFvk2oXWWC7aNaqvfqNuRISVZYdPOud5tmFRaLFq+7kXH97Vu1pOQNUv\n48qH1BSjm8/GQnmRZNZA2tOL30qneO6uy8001CGkIYm/GMRa2ueTJ+gCJiiP6ZOWwB3tH1sI\n5T+2oHhnnMeYY31CeshOjesSm5+sb4Y9hiHf1aE61hITBvX1CWI4Wx+kWSQZrvu9vtZH+jHx\nCiPMMDwlgBbfPBmNBlJR1kx3nVd9za5z0Slg/ZTH+zEXPea97ou81ndsG6nDmAy042QO9DZk\n6majaSOWebUhHOvhmXiLVLNoAJtdm5Y2z959mjooyxijTcYuP9GT89hzG7IE/dnLb5npA9qg\nv9u0Nvc1n5HlCNGoxAHpzHM0TZ0yH9djG6I6r2XX+85gsedALCApcBojG2URWcahL2vQ/fH9\nXjFYPjfQMrXGZWwi5jghWGMqKb5rMl4vRDhbFaP8qEYwMr00vWcm7zKfXY6Y1wuNSeOkYg9M\nRhOPVKktT3/IB9NRg75LgtGmcS9N7tIxpOpcx/MeY4pRpNawu+kZX9Zpxq7HxswiUhNq10nY\nLDbUa6RD9ZfkLTJwIxksC712Zhn6EUFcBlxdSIcAaqvrKQxL3UZl1cSwfjd2vYiJyzQWvVrS\n4ESzvpHWT7nGe9H4Zl7CtF3MPukZ24qnnASMfosTdZ76Lfvcc/dj6md5YuLVu86jvfbeCU5M\nrDGp3/cWqvq9a6pq88TBhbZv5Nfre22ocTDzxLBTGdu82Fz14mRcofzhgs34VKBSo/qE62ib\njUhdb23GVK4C5vKyfqaWS8BIals9lnW76msSIIC+uk4mRZ2V2wN0w5q6aPwwb3W7s8ykBb18\nSblJQ9VhSt3lKV6L+9pOyt4rHy4Bm3V1zHoJjXe7+e/VkylFzcTa8I8xotJjvuqy1NnpVaYF\n6L/24kuSSe6VOfXZvjJYTkRoDPGnnVxKABBrdkFEm7jJA5jvgf1ksKjCaiRvrxHQ/F4WlQTx\nukMMiIgxbYl2nR5S+6ZUO9Hck1RQk9Tx8xoxs7s1UeVvAtitjUlR9J7JkenrcOxzChgsBIUk\nokdMEC+7yxbG3AMoU72JxO347cQQnuwf+ekPcbRfSBpB6lXXd9l15jcWr0d0qUK1U7nSZ7+a\nn6BlsHjKbsdMeVM8/yN++oincfMdIdXWsfqOPR+TqrTxtZd6qCag2tiOqXitvQyJJ/cFfqmm\nIj2t82rLy3tjV0MtNcw4wiTaFsWeW5I6bnsN7xfZLlHptmncG1/zVptTbUzajPleZSz0o3lu\nUWwXUeWQtvXwxDuqt947dZIvnOzVvfdMfCfsVgVuUZRX56lOtd3olDzZDtZ59K6pcWsgXbSZ\nUfdefM/UDX0Sj1SfJJhAgjqytUeq8zavWvxuy9BO0k24kO+MySJGZNFp88yjDcfmytj45mec\n0Mc00dBH6rvMkXPdB65tCFNw076r78fGYJGNZJ1+let9ZbAQFPYsqdd88YtfXAY7v7/ECBii\n9FQ4qzTq/hZ3PxksO4YeITSRiNNTn25C4PYR6CSSxMhjacUTH1FvJ6V3cCPHv30vf2JsNkKM\nbkmuWuaKgSt9P+/SDKHtii1IdV5wiyFlD5LB8g6jUafLayqGBMSaz5d8NxYmEyUtIpm2bT2C\naOJr41hevedO5I71ubJ7/a3sVn2njzlaBC2DRVTeq28t9cp+WRYaN8bovbaMPVM2xmLsff0c\nAwfY+jkxRvVHUsWRonyS0Wg/HjtWb8xELUEb62sbAEwrxp+Uji+ldrGxQzZ/9C+GrF7s6jaM\nXcNntlZjwK9WyzC5p7KXLk9/ZnoS2Ck4rD60C/mpGXOxV0dt70mAxcWQjdkRwr2e5KtXRj4b\ncymAgcW89sBp3UyfoTHKQ1i9NL1ncGlskZav9oxJ+I2DuSc9SYu4xtXPtedwzD1aMZZPXS8b\nhWxPL5QviQzpOCbGvXhwg1BjzFEpxjPjjuXbe957hpmr8V2+TADMhQS2vz7AbjxqCWC+31TY\n0r6sb0oPN1WOfPaVwfJ5ByLmBITLiY3sZOJvjV2HcGee98dwPxks/WdBMg65qJoMraEgiVO7\ngCyajG3cRGqhiZfG6qQ9udvJ/OzgqD+cBiNdqA2K1ReBIILOCYxIIdgcXWa58kK4xr5JVzNY\n8kTAe4spKYGFaZFNVN22vEbMLKrtApjvhcTcVIUvf/nLFxLMTKNNFjXexLOdOWYYK/lY9DP+\nspA6ALQMFnubui/0L2ljbpRKopG/sR0lBl0fG7PMWyjvup7uMafGLdtWv5fGYuSQQkpWsyra\nYVF1osq1EAPbO7CQaXqhdmJOqE2pkxIvsx7aYD7UdfeMZB5jSA1mTrFFkSYN/TP9lDDbSVox\nBuYBWqGflO9nPi0CC9+y8n34O2m0vDCdmNe6vfCaqrvnYFT+6j/GfHlPxSXOsrrkexupGjAi\n+dUBcwEDXddZXPdsQHMOGkdtgCMA47iMoRG3Z8qQfS7PVSQh1jq0TX2zbRnKi+QXkDS1m8ry\nIv5eGod4Mk0dMl5nE5VqadJLc6WOA0da33yZL/c43rfx4SBthU1xb07W8fNaW0jzhZ6hnyTN\nKSnOMvcyZNsGl8fqrG6tVHu39dlXBsvky50HYqWhjjknEIfqfKqaAzjZA/vNYCnZiQ8iWoxV\nT6LoCHtOnjrMhb5+NvUa8UsJT5smJwUCwQC6Jp4W35Y4I6IYDESCsazTVS972cuKOhNBSt1/\n9nLLYBHxt8RInRAcRKv3rq1ze7/M/sgEZ2gPOCC1w7XbItrP9rd5JoGkMnHKhzqPIXL2B6/1\nybC2aZPY5XNpHEDQt7UNlvpYNHLnp/+vu+46jwtglpwgShcMHjqVlBILi2HPJQWGgOG2eU86\nwo4JY1wv3FSD8ieVyIUx65thO5bKtxtOA3HxSLLWddaIwarTWhQxdPLVhxiLMX9q6mbhXmVe\n5NgJpcOY6cPsFwxn79CFdgPvnMqcQkcXqbjhnDmZEiF2TDbJGEfaB3XKMSDBQycwAS2ea4c5\n6FMn7YItvWfG3qGD/GxM5tsL4UGrKjVX6j6WZ21jZ1NkI8Lui9SXLRYaRlptbKXPsmyExpiZ\nVmJs/B0KItHGvF8fauZ1AL3N8utQm+o+IRlt6XHPLQZcaW3V0PNWUuh+TN0K79NGWn76vT5o\noZ35lYy6zr1r6Umm5Jd4DL/kmTRvWb+hS8wS0jZ0Wfz6vY0etX3OrV4d1cf7+gRvncc617th\nsA4pMCo6GYLoDjHJhrDYH2IXOcSEHcJGYwg7hyEI7BBGfEPsjIdA1sl5PhAiBnEawofUEDvA\njTXX0AXClvwCqVbON5B1iEV4Ll0gaLlfES2285B+StqYoEMQsyEIZEkbdkvDc57znO32ZIZx\ngmgISc4Qkq8hFroh3AAMwUgNQXyHkBYNwcQMIbXZrrP+0BdBJIdQJQ6xsOyoj7KDoJa03k8F\n6ZTdgyCiQxCzIRatIRaaHVG8i0V8CPuXHe+CQA3B/AzxSZ3yLk6UlXyCeSn3sQAM8o/d2460\n2irvGkISOMSis92XLW5og7aAUHcNodYdwl6k3Cc+BaM1hLpqOw8vQ0U0xMI/xOJb4tZ/xtzY\nx+dkhiDYc/2k7kFUy3gFk1z6vU6rfsGAlff18zDeHcJIfch+kE8Ytw6xYRjixNoANxJf63T1\ntXopWx+HpKfgRv0+FuYhduJD2MoMcfx/u6w6TjBjQ6g7hiuvvHIIIl+/6l6rUzDFQ0hStnEz\niPQQi8pcfPUPiX/B5XyhvvoimNJS53we9j+DeoRKZojTjfm4hN4FQzEIE0KFO4S9YcknjH9L\nP6HVoSouY6oc/RkL5hAL/hCL9HDs2LFMPoSrjSE2IUNIJ8qzYF6Gq666quRjXNSlBnmFVGS7\nvcFQlLbVcfIaPgdTOISqbRsPg3kaQlqTUbbDYA6HkM6UeWw+B9Ndrs3/2MgV/ICXsSEpeJW4\n4j2a8U//6T/dzstFGMyXPpx7GDf6Oxik9vFK93Aj1LXdeVpnBD9iIzWENKo81sdxMriOUq71\nU0hsSzvzZUjfBn1r/BLMZXUP053yKFyGlH6JzVHBAe89g4/wsp2/xjU2rktx2xyKzV+hC1l2\nhiERHNRNvyeoYz0/8QvGKdec2NAMYQYwaOcUCCay0MUeHWzTh3S2zNn2+Tr36GtNQ9HP/7+9\nM4G7r5z2+GOe4iJd9xISochMkZRUKCq6iboqQ4YmosHchJQGJZUiJYVcSjQoKWQK/YXKEEWG\na0jEdcP12Xd9l9Y+z37Os8/e+5x9znvO/7/W5/O+e3rG3/Oc/ay91nrWEqFSEHOR5uIEhE4k\nlakthFSoXxtmByGVKifLV45t9e9U8HKeGAkW25jh4Pv6Q3qAlIIvu65l8lUus6P1n/xwsl+u\nXcqI08oPTyUH2HXwVYaEI36enssLfOi5/DB16zHGp+xcRSrBOVjss88+te3liwsxc+wDiPak\ndTLHuceR53adpuOa7e5sGKBusMUmEVuSdFwwGKfdVgblgoFJhjG+rXMPYHnsyJjYeXykTH6n\nzA0kIGkb7Bo1W51kjDLkxTxUPpINJGyoFyiHMpCGgQ39qFNXofojPb7aKNvaSz7GimeUicEs\n85prxsnS2REVrLUZ6RpSM+YOagEcMvLFz5cu+ZHQoXa2vOy6Q6rBs/iPXWp1dm64xMCmEYmP\nldPmiBqSr+hRcwYc8BlmbcGJbzw3kBQgecJuknJsvLFTZHzxOYc0KnYJgksDbIRQU4MlKhUr\nXxiUoT6AMXWQht8O7+6dRO1DO5CM0EbU9FYGR1mQh8aGcsAe6Qjzt046TLn8VuPyOGdc4nlh\nGJuvM6Sp1n97Rh30k/y59wPzg2eYI4AVkhOuc2NNu9iNhySdNYx5xlzHJhWpL23jiLqWMuwP\nkxgkaqRHutLWFQLjaWXUOQ+lfiRzvFd4t7HGkoedvfbbQE0H5lYWc4W+gA2YoG1K5zxzhz/L\ng9o9hz042zsA7FGrYmpg+MdH8mNyQJsx8gdj7qHyxUccbc+5oUG6yjuEnev40LPfrrUtPsZS\nwLju3DlaFOaGjXlcTtdzJFhxHn5TU/eDhYgzFXOaDc5yziuN1b1ZqAiZ/BuKmB/bClQ2/Ihw\n4oarA1QS2Ehgo4OBJ4tv3Y8qN2ERf2Pgy4/Mfty5dOPew1hy3LxxPvkK1wUXnyi8aOJnds7L\ngueIu1ELwRTwIsq9pC1P05GXCiosFnRw5Y8FCpUKTJNIP1QsjhoOBsGwx6aFeu16VD1t0lh+\nmBXGOBbFYyCLyhW7C9QhseG35WtzZPyZYzk7lrr8MF+0CYNce2mTljFi0cKw3frH+PCCrBu/\nujrAm7ahVuTdlLoxoF4Mwgm+bSoVFjDsXOrKZJFGbZsu7nXp7T6qN+qxPtn99GiqFRah9Nmo\n66a5aowd9TMHUTnW9YEPP+xq6+pjHFiEURGDFWWm/QLbeFwpi2trh5VNG1J3GDApbLtnjsRj\nzjltx76JeQsTY+Vw5JoPJSinYuM3ie0Si761lzIZG45xXXG5Tefm0BnmOB4H6mD+pTjUlce7\nGZOHuufpfRgUxgFiowXMMIs9BJPMx4b1M84L5vw2YHaMuSQdG1WwV2NjRZzezmHW7R3J7ms2\n0NR9QJEnVzf3YUyxe7Ny0yP5GEuwg0lDYJASvEVd+WndpLMyGWM+fiehSVSEiBrHJkDj5WjO\n/kTUOXZZy3vGaTNY/Ojjlxk/Kr664xeATWwmMl9rvNTsXtMRmyUjbIKa0i/Vc35YuAmBYRrV\nBl6C4MCXHj9emNEuX0ijys49oy4Yktx45NI33Rv1sqEOvtp5GZsND1IDFjD6S1t48cTzpam+\nSZ9TL8a+uXLa7oIjbx2TEJdLXSzI8b30HIywQeJ3OWpM2i6WaflcI9nI3bd7LDxGML12v+8j\n/aubL9yPJWC5uskPI8AiWFdOLl/dPT4qjJAyMl5xuZzzocSR8Wa+MlfjNJTNNTtNkXgi1bGx\n4j7pkYjU2YNOOvdpU65/tJd5bgwfY5xLZ+3vMvf5zcKAGMFcsbsU21Q2ylj/6+rL3afMUW3k\n+X5i7zrqN5IrN71Hu9N7ddfY1fE+jgktB/OkLs+o+7Q9x7TF5Y86nzmDhUgvNpBmgCEGiq+N\nNrGWRnVoeXw2TQYL8TmuM0ZNstyzLhIIfrzmbwUj0Vx583Sv7QuUdIwNL3qkFU194OXNS6cp\n3VI+Z6emfanyoucDaFSIjKVsK3W3HSvS1i1saR/YKdqUljk96cKR1tvl2iQhvO+QPHfJuxRp\n+5r3xlgigTF17zj9oT2MIdJ5pLMwW0iRYWyZ83VRHcapq20e3g8wPaiUULmy0aYuL22PVdh1\n6dL7SKahcdyEpGW1uW7zUdOmnC5pEA6YtI6+skGnicFiPoB/Wg/3UwfTlNmWZspgoc9FncOC\njm4e+wsYLHSsHOkcNhpOVQSmwWAhFuZHxg81nVTTus7p0adV16zKpU9dFnlUfnU7hmbVZurJ\njXuO+eUF2daua5bt71oXL0+kH7l+x2WRjndTfK/v81Fqxaa6eOGjojZCEtHUp6Yy5/E5zCsS\npHiBhulFWgdhf5NbELv2hXqwf4rL4p7tnuta3iTpaQO7X42QxNWVxzsHz+51z+vuY6rBR1Tc\n37q0fdyfVT25tuIAG8K8gI/FcT6I+L2lTJKNT5tjmpd1d2o2WPgwQqfNtmUIHblJsLgmZAcv\nC/N2zD2nQqUkJgHqCw+2FI8z4XITeUW9x8sf+4Qu/ScPNjwwLV0Ysy51xGlziy8vjXjsaQc2\nJ7mXIf0jjEQs0SHdKHuKuP7cedPXZC7PpPfAAXsdDLtRd9aVhyoLG8R4Ya9LO+l92gT2Odzr\nyiZtvBGIj9a6tG3vUyZqIqTSzI04X3odP5vWObjwIYJkCSaCuYarClwz8DGOWm9adS9luTCN\nRk12dYwXGxFwx4HAgnmLBI6/3G/e+sVYz3JMsb2Kf0uzrJs+Y96ANBJJpWHQ5b2LD8ZJaKYM\nFqJ31A1GKYPF7ikDxdL4cToMFiFu4kXTJt+sjyz0fF2w6JnInx8hi/Csf4xd+26qtC75eMHh\ne4gdKnHUeysDGzBzyGtMEOOEP7JpqIJoDwbV1GltiI+8rGEGeUmSliOSIIyWMS6P087zOS9V\nY66YW/QlbS/zjQ8PVDOGfZqm7hqMcmXWpec+dWCjwjtxVLr4GcxGTKgK4+fjnIONfSjEfeAc\naV5uno9axMdpg+Wh3DTMTNxfO48Xbcs7yyPtzOEybhvAOu43GyjqyoJpsY8U8tEWrvkjqDK7\n6thByS7BujKmcT9+X9MuQv6gqmPDiNXHu8bORx1HfQSNypc+453J+hK3Dbz4S9PG1/wmMOSf\nlGbKYLGdHL2xUcpgXSLOFekkW9WdBghMQ0VIWJqui0g8AdNzyooncfo8vWYCw3DHXtnZtcaX\nKi8Knqd5uMaoFqNHfoBd6suV1eYeLwp+pBzT9PS564uePOwGNMKQnO3FfK0jjYiJa6QuccBT\ndntSRq49afvaXrNQ1DFYcRnUyw7AuJ22MMfpGL9pjg2Yj3pBYoZQN39GtQtM2fbOLkKkCaPS\nxv3lHNsWFsU2tnhpXnbmsissvZ9e0x7U+kaoB2F203TpNb+VcZgBMGaHIH3jNwCmfAThyBYJ\nSlpPX9cwBvF7wfobH+1jLK2Tucc8Te+n18whPlxGzaM0T3oNLkiO0vvjXLM2ppTbQMAcHTUv\nwcWMvFFFjUo7Tjub8oAnobXQVFlaGC2wsl3J7NSN28W8svcIUlQ+ciDcs6Tvua7jVZfePhqt\njRyZE0gA2SHNRhfUeZPSTBkstjzSEQKGQjGDxUsbVQTiTqcqAn0zWIjY+RHEk2uSc8SviO75\nYbO4NZXFj4aJn3qj5mu+jmGJf2ios64Vj8n4zqlbSHNtoIyc1K7uR0h6Nl4ceuihjX3K1Ze7\nR3thklCDc8TVAy9p7E1QoTcRQWBZRHJlj3uP8thWneYHq/hFaM/xrWOE2iZe0Bg/+pQrz/JP\ncmSsxCGpMgzxnJikzDQvNjks8EgT02d118YQjDtX0r5wzS4xm98c6Tve1I1QFda1J77PmLBT\nzkL12LPc2Nqz+Mj4srOWNlEWx3jM47Tx+ag0lJH7LVp+VIN8eOQI1xBIJSytHfkNIRmmXsq3\n+7kjUQfwoYYfKNwI5NKMukfbkUC3xTAti/G6MRkWAABAAElEQVSEUUUCycYvDNvZLMMfhu65\nXaTkQXplzEhapl3j6wzCOJv2jcJi1BhYeZMemTNE1DBC+s07j37w7mHckN6hVSHOLB8qRqhK\nxeGrRuCAPxjnQyFtP5jguT+HI9j3STNlsFjY+TKkwxi4Y1TLNZIM62waT6zPzi5qWX0zWNiY\n9PnDwrmeEe42mnYYUjdbt2Pia6GtETwvDL6g+SGeeeaZ+nXd9kXHS4q0LFZNLx5cSiAtSxem\n9AdLmem9UV/41JvLw8KAsz8kucTtQlqBZCMm7BRHLVxpO5quGQv6mZsPdQ4ycYQJg87HEOL/\nHXfcURkqpCn2O26qd9znYGd/45bRJt/pp59eiHf2oXGty4uEB2Na4rT1iQHjwtc2H6MWJ416\ncIyKb7q69sT3Wcz4zUMwWjBLfBSNswstLnfUOUbizOFRaUY9Y1EmTJJ4yS8lMrSfNYRNAulH\nEb8nnEPyHkE9NqpsxoeFFMmevQNYh/jNtmHORpXd9hntJ3QPLgBgLEa5O4jLrHt3xGk4RzLO\nx0+KE/nBljQweEjOc/M1VdHZ+9LwAu+2zA55MIuIiV2SJ598csHvDMEL72SYLdoCFjDKfECc\nffbZmsbqTftp17QXo3ZUkGnbLU18xClsDnP61KcN+EwZLAAGWHYKpgsi4tCYy40HY0U/75vB\nYjGIJ9uk5/zYYkKSxU65JiYjHm+kN+nLoKld/JAs+G3sbLIpX9Nzfszp/MzlIV3u5URaggPn\n8jTdg6EDT3uh8DLE55LRxRdf3KptTfXYcxYW28Fr9zjSf1SZuTFhEbKXNOm4xvlomxdbXMc4\n54bLOHm75KF/ORVNXRmkJ05c39JFqw8miS9/GKVxMOAj4aCDDlJJM3MJqck45Vh7Rh2ZE239\n3bVpAx9sFgOPaAbpBwb1oYaCkILnPhZoL+nq2s344aoBtSsfOGhZYBJhQqcljcXrfW6Rr2tj\nfJ93RHydnmOzab9Re0b/efcjYeYez/l9oxKL04IfbWO+8fGMJBeBSJzGyoShaWoL+ZAW5gjN\nR6ruZXzNprFuLK1+jqQ3pgjTl6b2kAdJYc6hNG1ljvVFM2ewrOGIeTFqpzN8pfSh77Syl7dj\n3wwWEsPcJIRZYELnnsUTOj3nh5ujV7/61SPL4ivaCHuBtNyma+pF1Au1faE3lclzmI42L35w\nQnwdMyG0CUkcdlNt6krT8ANP6+YeX+5GGLGmLx6wHEdiwAsXb8xpeVyjhmXBStuYXpMWG65J\nmIu0/rSOpbhOx6GpDbzou+ZpKtOeUy7b9plfdq/pGM9L0oIxElCIQMgwbU1lTPs5qjCYmKa2\n0G92zWEWkH7UcA3zCOU2jlgfmrCLd7RrYfIPI/+u70Orr81cGLdsomrgXT22dbJ6OdZ97JiU\nLk4LLrEhOk6TYztLsIDZTPHjGmY0zhuXyznvLhio2KzAsOWIXVaap+0185u5w05BI6TpbXDH\nJgwtSvrOoszPf/7zVtzExyVjsHItxwcIYnmnKgJ9M1gYTjPx7cfNOXGwsHvAhQAxIrsseEzy\nHLFAozaqm/CIY434YaQLQpsfGgaxEMyF9adNvlFpsHMY9dyeYawJYRBpeGEfhnQAGuXHxspI\nj+kP3p7Hhu6UjUNeQlVg+2MvQ9QClr7tkZcpzBtzjHGiHzAKfAHz8kMSWTd+Vgfp8a3D0e51\nPTbVQXlt0tTVO0netExezrmxHbVri9/YJPhYG1Lmwu6nRyRWOZU78wt7HyRCtCnN18d1l98x\ndmYQkoxR0hz6DROfU9cztkiMoTq1NszAqDnA2KD2RhKO9AY1OOqzNl7Ec+Vix9fHeNeNxwYS\nGxKqw5p3IXM0fify24ahTcedOYHEDpMLNEw5wnQn7g99RrKInVydtJ76+chuitKCqUHcT9oc\ntzt+ZufUH9tqWZvxk2bvYksbH3mGCxAIKRZ9t7rAhbUs/pi1csc9zoTBQo/KbhQMoLErST2j\n8oPnK9pEheN2ZnnN1zeDBU6EeCHkDQssdj6MgRHSRHY2MfmYdEiXbGzSFxWTc1QcSZisnHSK\nH4gZY1Ivvkp4iVIfz/gxs6Nj1I+FunlhQAQ0JT/p7QfDD4sXEG1OXyrxj87OSQejh6ogTk8Z\ntMnS2ZEt0UaoFmyXjN3ji9vStjlSD1jFfeYeO9vaErHSRtUVvyTBCUN7IzYdcM2Ly3b9wLzF\n7bGyYzzAjd80Yv00bWyoTV7qJ6/lB2ekj0jlKIc/qyM+Ui5xMdPy4zT0Bxs23jWoNZjf2C6h\nuoMBz+XFjok64zkTl5k7J5Ybc4Sxseec48TRruMjYwLDSj6CKcf54nR2zu/O8LF7XLNDkWd2\nr+5IWtTvublAP1Hh8xtH2jOqPMam7nlunLjH+OakJLm2ggO/NyN2j1FG/NuzfJRbN0bkYY1B\nkoFkx/LYkXqQkMVz357ZkX5SDnWk2FuauiMfVdjEgTcMILZVEMxFXR7u066muVCXnzh/TTZQ\neKSPPwQQXhBzMB1T+m0Mqo1F7ojJgI0BvxtUiEZsBorbyu/PNn5YmrojZg+8u2kXY0TZuTkQ\nlw/eOUJSxlpl+fnNI+njHYqUn7Bt/A6N6DfuGOBNsBNLGSJLN+4xLY/fHe/4NtQqFuE555xT\nDoot0oBoO8jgmM0mCDBS4+c2DVne00yDweKLkUW0bZwlJgYcP5ITxPRIvHbbbTdV7zbhD/PG\nzq/4xcUXmEleLD+GjTB2fEmiS4dp4QfBl639sPmRcc4PEulYzNyx4wSDUQLC8gWKpA4mCHU0\nxA+o7iXLS4Y2ggvEPKQO6uOrGKNImDnmMC/UCy+8UNM1/eMlR9n2ckB0zwv4lFNO0R8amNiL\nBVsI2gpjYOlhPswxb1NdPEfShb0EGNFXFhx8J/ESoc3gi2SDxbVuQwnjZQwWZWKMSh9skcLI\nmC902kj5tq2a3zKGpuCDtMHCVZxxxhmqdoXZAtcLLrhAmSXybr/99uVXMxJsGDzUPRZM2phm\nFi/KP/jgg9XImfphnhgbXuYY7KYfbrTdCKaRFzdYGzYWOJj2cM74Wj858lK2FzV95RxmzQgp\nELjywiR2HYTxdDze2HGl6hGkBTB8Nk421owXBtrXXHON9s3aCQY8w5wCHEbNYd6h1haChMdM\nJedgZoQ7CqSvSB9RAVEfC761n/7G/bd2csSmhryMKbhiVwtTRxv53cLoGpa0F4P1OL+d87uK\niY8SJOlIR6xu8tM2y5M7MidhJqztloaPNJh33l116jTwpR+Wp+nIOwBmGskMH5DpIhr3B/vJ\neAysbPoEk84Outxz0iEhx07IJDy8K/jDxGMUY8YzG2eYaSTqSOMg3g9I5ex3AMaMf1vC4TXv\nacpNiXcXfSJINsT7mA8LwrExJ0YRH6e8J8477zy1p+L3TRvpC/jgHob3IusOUvVRxLjA3MJQ\nogrvUyI1qt7cs3Ru9M5g8TXDxGah4cXNS5AXNS8qbK+Mw4bL5MflNIzAPDBYw63qfocfJZM/\nnXRtS4LR4MfNbiF+yBaMuG1+5h/MISoAglWzoMLA4IMmDm5s5dHePmJj8gPHGJ+FMyXu0R8W\nJmPuSMMLJ12Y07zTuk4ZLOphgfrgBz+oL0BrZ+4l22ebkGqyOMIw1G3Z71If8wUJEsyUGU2n\n+WHKYSixD4UIFIukgJc8jH/6UZDm55q2wijCPPBCHUXESWMBRb0IsxlHbIChRLIP02ZMNosY\ndnEwdSw6MHi28OB1OvYhyDjxgULbYVBYdEe1n48VPjLSBT/+MOIZzBNtayLe5+xaZIGFUTDm\nIj6yYOYIBp/fKUwG/RtlW0V5depFGFYj1qC4bjtnMYfRsevckTUM/OhLSqPeZ8zdFE/GwlwV\nMR6YZSCRMSYUvGHMjcElPx8t1M0cxlYsHhNrL8w3Hxxgbr/RtK1cw1jjDoGNAdTd5+8YLPhj\nd6Ax2PQD1Ru7X9sSvyHmPowSH6NLySS1bXMuXTo3emWwzNCXH0hM/Ij5CuArlcnDYPNSd8oj\nsLwwWPnezcddXkhdGbb5aHn/rcgxWP3XsjglsgDl7D0WpQeM56gFN+4HvwFbsOMjCzwfIXxw\nwMS1YbDicvmIicuz8ziyR5yeD4yLRXVkjCWSkBxTQTlIg3Le8GFkkGwasWibVMzqR0ICw4Ja\nuU5KRr0wLnWULqJxOhZUGGGTGLHewRyPWu+QAKVtIZ/tut5R1KqppI7+5D7g4rZM4xwmCIk4\nDC4MMVJymEXaaxhzBOeXv/zl02jCXJeZzo1eGSxE/oCb+vJhULjPl2GTuG+u0ZtR45zBmj7Q\nzmANMHYGa4AFZ4vOYFV7M/qKsUflFy+OMCUYfxuNw2BhHxWXaeex41QrP3VFgZ0ohPrZ8sVH\nJFAwfCzwtrDDoMB4mSmKlc3izzP+SIt6EMkdEpYcA8c90qJGrqN0EU3TwdghqcSkwnx1pWni\nayQ26a5KGDQzn/nyl79cYcDox/rrrx8XMZNzzDhgnGwswIlzGwO7Hx+RDnclJPk5jJmrqBWR\n0iLlTTcCda1nGunTdvfKYKEOAtxUHP/xj39c7yNqdmpGwBmsZowmTeEM1gBBZ7AGWHA2DwwW\nH6vYtMyCUKXBVMF8cMQAOFY9jsNg0W6kUCZBYmHOGSqzmMYLsp2jqoVwLIzNHcbkSJ5Mlcsz\nfsMYcSNtQvVoPvJ4FhPqeDy5s+MM1TeLdMoUwCyglsSOB0naKEoX0VFp2zxDtZpKqMCLcTHC\nVgkNEDggHYxVy5YmPfK7RtXGfG4r0UzLiK9h6mx82h7BGRVlG2Ke4TLHysYnl/m7Ir/Z1IIN\nDCi2ZW3LblN/H2nSuTFTBiv9uuijQ8tjGc5gTX9UncEaYOwM1gALzpaSwWJBwV7QFhm8sM/C\nNg8bKKQN2P0ggYlpXAbLygDPOsJcxPoaH4n60ZaYv3gBx41JG8LOL5UYcc39NpQuom3yNKXB\nVhAmC8YBKdorXvGKpiy1z8EDo3xjIk0qh01hzLDUFlDzYBwGizGtY3zTarCfQwpp84D2m0NZ\nJKKpxBGs8Es4T5TOjS4M1q2l4xORgDdRfs/sCDgCjsDyjIDsig0iQSm7KBuDgtgVldfTOhEj\n6yC2PkF2gwZZuHqtRqQM4TOf+UwQVRc70Stli8F/5douZMewnY48/uhHPwqi7guyKzCIdEfb\nLzvYRuaRGHdBbMsqabjm/igSBiyIYXkQFWWQsDRBPtJGJe/0TDYsBPoiarggtm/h+OOP75Q/\nTizqySCRMoLhAObC5AYxtA+itoyTVs7FzULlOr0Qpi+I9Ci9XV4Lgxj4i0kkg0HcJcS3sue0\nUXaCB5G4lc9pv8Ru1Otrr702iDS0fMYJ+HO/K5EvnYddy5hKemnUSDIVIV8l+Cmyv8MOO0y5\nUnZS2L34OLLQFfChS7CmP+guwRpg7BKsARacLaUEy3ZZywtc35kc+XJfyl1Vk0iwULfhqgRV\nIWo4VECpWie3I3CUDVQ8WuwKNlsgsELqgY+mJsJGCmkJ2HLkehQh3TJ1p9XD5q15I6R4qXQu\nnkuogVNC/RjniTcKpGnBCTUlm9aQrprUDdzZGMH8RbJEPTxj7W9LObcauN2AkLDG40yfGA9z\nGdOmDuz2sO9jzGkfsRt59/VJk0iwGv1gGYMVD2ib8z47uDyU5QzW9EfRGawBxs5gDbDgbCkZ\nLEJBpe9Mi15QbeXsrsZlsMARZ6lxf1iIsYWKCRUo7n1YQFm4ca2SI3wrofrCPQF2WWymisu2\nc5iuNoQLDGy6ODZRzsN7jllpKmfaz9nBaDjkjjCzMeGEM2VcyIfKsg3h8BV3Iex4ZMepOeUl\nf2wv16YsNjuYihAmiHaZewvyM97cYw7xHP9gXRgkbPViJplzXFz0SZMwWPWyQRkRSH4cQSz8\n/3nh/x0BR8ARcAQ6ISDOQoME1A2ycKgaA5WM7CbrVMa8JBZpShCpQaU5qH1iFSjqGnGZEERC\noeolnstiHcRHWCUfF2KoHsTfUqn6EjcAQRbairoHFZU4tB3Km7shEpMg0QJUNSVOVIO4igji\nhDMIE5dVR6VloHabhGQXXBAbI1XdiQQpCOMZJBbi2EXKxoggds61+YWhCOJnqvJcnA+r+rBy\nUy7E72BAbdlE8kEQ+JOdqGVSidhRnnc5EYlgQFUtuyqDMFFB/NeFTTbZpCxCdrYGCVwdxBt7\nEElZEAla+azpRJjo8MUvfrGSTOyjtC7x2Va5v1QXjQyWuGEIsqtjqdrn9ToCjoAjsNAIsIBI\n8NmAHY0Ym6v9leyQW8g+rbLKKrpQwjQZYYeLvZQRdkHi7DWw2BlddNFFioH4j7JbioU4yaww\nAzChKcFgiYowvV17LW4jgmwqKBla8S0VxLlxEIehlTziuT7IzsaSuYMBEKPxSpquF7IrLshO\nQS0T+ycYGpEwBdkl2LUoTU+b6kjUtMqoS/DvShKRjlau7aJvOzwrt+koPjQDf3WEzV5qtyeG\n+0E8FwRx4qoMGDZ5KTHvUmacNDC2c0N9itK8rHoEXEVYj01fT1xFOEDSVYQDLDhbShVhtSXz\ncTWuipDWY7uELQ7qGGxzUAHGDjIJhYSqTRa58g81ES4e2BmIs0q265sdb5wuPace7Gq6ECGM\nUDelZeGAlR2VhAiiLfhc4hx1LSoq4qrGMe6INCGSR71PdIAmYjdfrl7ib45LuHWIbamsT7QX\nm+ccYduXy9PWtgmVWKoWy9UzrXu4M8ELPnOLfjAH6kKCYVsGFoYL6kYxou+1aSkWXXYRNtpg\n9drSFbgwZ7CmP/jOYA0wdgZrgAVnzmBV8ZiEwaIknIvuvffeateDsXJMGMGzKNqiZ8cNN9xQ\nGS+zyYFBI5YlR0uTHllgiUVnxLzGgBvmrC6WKF7W03K4hvGibmMMMeg29xXpIipqvbJd+Ggi\nX5NrApizHINlweytD22PsgOx4gTU+oTHevOOX1cW/taIzQjDAQPc1l0F5S01g4VPsHRO0Ifc\nphBs+LD/w4YPWzX8c/ZN6dxwBqtvhHsozxmsHkBsKMIZrAFAzmANsODMGawqHqMYLBZn4tB9\n9atfrWbqcMVOMWMI4iPMSnzNubhSUMYESUTKmJFetu1rzcxp4t/C7MB48YzYjylhOB0v0KRb\nY401hspGQoIkC4oXUSRbMCZxO7mGsWkinKPGEhXqJlZgV0Jiho+ruCzaQ5sZm5SQIE46Zlbm\nUjNYFiQ+xp/ztj7RrB99HeO5QZldGKyqgwvphZMjsLwgIF95atiJ35XYF8vy0j/vhyPQNwIS\nriQIMxIwPn7KU54SxAt6xUaqbX2UkSMM4FMSF0Bqr4V9Gr61zLhadiuGs846S42fySOSK/3j\nt4x9E2WJ2itI3L9KkbRdVH+lUbss2AFja2G6KumEYQvCTFbucSEe1Yf6jPE7RvtNJMHUA7Zd\nK6+8chDv+UGkbwG7rC6EgbZIY9QGKbZ1owxZ34f6wZhho2RjJpK6ofZ3qX+p07JJIR0rbMFt\nXrRpH2N7ww03VDZLtMnXe5q+uDwvZzQCLsEajU8fT2MJFqJivjr50uVrFnF5l0jwfbRnKctw\nCVYV/WlLsFBVyA6pAm/leG0Xo+pqA+bsKifBuv7664ekPPx2ci4WrrrqqkIM1wsxQs72DPsl\n8sqCNfLvXve6l0oE4kKYu4SN4RjToYceOmRbxO/btuV/9rOfLYQ5KWRXXXGtSL1QKVlsO65T\n6RiSMGyyoFRKgcopTo8kKRcWKG5fH+eoV5F65XCjvcSYjD234w4jbif56sasbfvGkWARRFw2\ncpR4t60rl47673//+2s/6DNq19QNSC6f3UOSZ/63sOVink5C6dzoIsFyG6xJkO+Q1xmsDmCN\nmdQYLBY7DFfjlxQvSGxGVhRyBqs60tNksCibBSGebyx6xKObV8oxWPg/SlVSLPYwLEYwLeIZ\nXvvKMxgc4gKmxPwjJIrZJKUqN8NKJFZp1tprGCgWXMvLkXIJnCxezsu6uE+9KWOITybGBTUb\nR9SLxsSliyhhXOIxlV1wQ4xgbUMneJBjImkrNkgY3KexLBmzFBP6T1DqcakLg8W7VnbJlvOB\n9+6kDA3t5gMFZ7bMMfrPOLNZADsrxkKiIWS7h+E/6eM5wnjjkHRcSueGM1jjIjnFfM5gTRHc\nW4o2Bgvj0PgHZuc4pVtRyBms6khPk8GS7eTZ+YZt0bxSjsGCITSGyH4zLE6xkTlev1MmjEVV\nVHbZrrKwEYjZykuPXaXKBIc2xo5FV9RiKpnOMXCkSz3MI8lCur1s2bJKe9NFlIfMGSR1qRF/\nJWPPFwTCTiV/9ENCzmRruuKKK7LYEgNwXOrCYMHYpvPhnve859jMKBI5Ni/kDN1t7oAHcw6J\na0ri+2xoBys7WsVFR5q09XU6N7owWG6DJaPmtHwhsOqqqw7FXpOXVhBP0ctXR703c4GALMLZ\ndmADuEgkYVGCxaaTRVN/Q+LtPMROJkWFVfqNsr7J7rlw5ZVX2mXliN8skXANxbMjkRisB2xr\nuhA2V7IAa1w+/F2JSwh1TinM0FAx3CNWYkw4s8QJapt3gUhCwpprrqlOTnFairNTbKuw55JF\ntiwW2zHstvogMHnSk56kNkiMAe8tCQUTnv70p2eLF2Yjex+M8Mc1bRJp1dB8EKZZYzB2rZtY\nkNitiQuPIBsVKhjHZWF7x9/JJ58c39Zz4l0K51S5zzwQhqxyb1YXzmDNCmmvZ2YIyFe3Gpfy\nghQVhi4UvOgJuuvkCPSNAF7ac7Txxhvnbs/1veOOO06D8Yo6XX9D3/jGNyqOGyX8zZABMh0i\nKHOOCApNGSJRHXp80EEHDd1rc0PcPai39PXWWy9I+JYg/q1qs+Hkc1IiyDJt/fWvfx1gHsAI\nJouFG0/0LOowirRHJIO11YnKMjAnYCBgOnPEO4sAyTAPe+21VyCPqAFzSfUeXtLJkxJMBsb2\n0yaCPouKslIN7aFdXUh2rKrTV9rdZkMS8wknpCnhKJb3v7UJBvV+97tfEIlemnQ2163lZJ5w\nIgRcRTgRfK0ym4rQEiM+x6bhAx/4QC/Gl1buIhxdRVgdJVkMC1kgqzd7vMJ5pryxyz+RlNSq\nzXqsduyicirCNoWxVV6kOKoWQp2IumaPPfbIZsVQHRxyNkKyCBfCKBVtHHhmC7/lpux0LDGP\n8adt2OvwO4BQPZ122mmFSODKe7cUoYdUDRQ/I6ZiXDbnqE6JzRerx+gn7ckRfrtiHFBpSggl\nbRNqy0mIuIFp++zajPy7lN9FRUjbsQ8DB/rEfKA9XYkNBNjzWbs5Mkc4UmZ8355JmJxsNZiI\nYBdGAOutttpq4t99Oje6qAjdyD07RP3fdAarf0zTElMGK32+Il07g1Ud7WkzWNSGl/J3vvOd\nWaPvamuW/mpcBouWE5zZbLVYWG0nXtor7HNgRNLF0a5ZkLGlSRewtJxR1yJJqjA5lE3buG87\nHPFDRV3Y4rBYwwSZg1Ere1QbYBKtzXakXwSgtuv4mNp9UYftaovTcU6bYCTw3TUJifSsZEis\nDnbQjUNdGCzKx/O6hDIqRL1cYEM2DmEjFTOr9AGGFJs/bLLwaA/DZJhxv47w/A+mhi3e3ieh\ndG44gzUJmlPK6wzWlICNinUGawCGM1gDLDibBYNVrXG+r0YxWEgAjj/+eGWc2CUWEx7cTbJg\nCzkLIeWlhNsKGBtLlzuyCMZG9GkZTdcY0cMAsTgjAaFtsSNOpGjpwg1zxI7CmNJFNH4G0xwb\nnlMe7iDYNJP2CQYuxYzfYhMOYCiBqeNqO50jSRK/YcrQginlwZSMQ10ZrHHqSPPAtOCclrGB\nQQZjmEZ+t0bgyDwjbR2JLWB2fn7605+uy9J4P50bXRisvIWczBonR8ARcAQcgeUHgZtvvjmI\nikwNhMVfl9oOpb079dRTw0477aR2LLK4BWyusI8RCYwmxXhaFu+KYbMwD0HUNSENYP3kJz85\nnHjiiY1OL9vY3KTttGtsK9lkgDNhHEtiaxM7OZWdkUPG0uDw9a9/3YpoPGKPJotqeM973qP2\nQTguxbYLw3OM6MEJwt4HmyyOMQnDoIbq2FZRTo5klQ/iGiJssMEG+lgYAm2j+OMK2223nQbY\nzuWze8JkqmE5OLDpADsvcTNhj+f+yJz6yle+ovOFDRNsrhBmSgM9Y/QvoYt0vrLRIKZzzjlH\n5yfzVNxuhG9961s6d3FEa8T8lDBHQYQcdmt2x0b2zRP0goBLsHqBcWQhLsEawOMSrAEWnK3o\nEiwkHKhYkMTwJ0bZGk8wRglXC6lKD0kCKkGI+Heo3tI0SG0uueSSsihi8omBtapokKTIaqZ1\nIsWhPJOAIangOW2bFiF9sPpoB3+0H/unmFIpRfzMznHwKTstNT/9oN+813HHQXgX8Uhfkbig\nohSmQUO8YP+3zjrrDEm8rE1gYW4HCDoNLtRBW5HspCpNa9M0jkshwbJ+4GeNuYRDVfoPPhzB\ngPd7TNg9xjg94hGP0LyptJD82N+NS+nc6CLBchuscVHvmM8ZrI6AjZHcGawBaM5gDbDgbEVn\nsHj/GLPDosUiJK4KKiChXrEFPz7Kzjf1N8U9GAH+YC64pkwYB+abkYSGKRdH0pBWpGJqa/W1\nr31Nvd1ThkgpenFKafXWHWGm6C/MCn+oFFP/W+kimivr3e9+t+aPsaEfOa/9H/vYxzQtzB1p\nZEdgQd9TZs8wNcNwNuaQPq6DNp9wwgm5Jk3l3igGi98RTCN+uep8n7VpFO/qSy+9VL2/i0RR\nszD/zM4q7j/nzDOCfBuRNocTtlk4ImXO8SFBvic+8Ykj1YpWZt0xnRtdGCxXEcroOTkCjoAj\nsDwjgJovVsWh1pLwJpUu44NIvvYr6j+u+UN1CMkipEdZIIMscKpuFNshVefc5z73UXcMYrCs\n9zWh/CMtqjRiyUlQ4iA2QuqXiLJQOeJ/i7zTov322y/IjsUgoVy0HlRJ4/hFEtu0Coa0VxZw\n7VOslsSdA3XQb6MjjzxS1a3CiNotPQrDFYgdiLsJiDrAGzWmEXm4v9SEClakderzTBhWVZOi\n9hTpUm3TxB4tiE2cxnwURjzg0kQYFi3H+sRYiANZdV2BWjBHwjAFkfAFsQ0MYlQfROqp7imY\nx0bgTZmocpnvsnNU0xBvErVjG99nVlZvxzquze/3i4BLsPrFM1ea/MAK8YmTe7TC3XMJVnXI\nV3QJFlKmVHoiDFUVJLkSmylNh8G4LPQFLgrEtmpIWiALUCllQVIgzju1LOYd1/FzzlGtCXOl\nz1LJAyFRCE2zlJRKKXJtOfnkkyuSOfqFZCz19E66tP9cE74Gw21w5ZrxQMIS9/0nP/nJ0DiB\nJ97wZ0V1Eiy85lvbrf1rrbVWbbNQa5rhOvnoK5JMJEy5OZLDzO6BlfizKqWCdj8+UiYbHPAC\nn7aT+TcupXOjiwRr2EOZtNjJEXAEHAFHYPlBAAkK0hZRN+kfEgjZHTfUQVmcgqipAp7L8abN\nlz8Gx7J4DaW1Gxhu41UdQqolC3HFKBspjQRb1/I4l4XOsuoRT+gSzLdyb6kvJKZdEEZAnYfi\nLZ4+ynb/sMkmmwSwQwpHX44++ughp5oSJy/bfCRAouZSb/nggdPRL33pS4ENB0YYa4tPKC3b\n6thyyy3D1ltvbUmW7IgEEImUEZI1NhgwfjlC6imuS1QaRz4kqKeccoo6UgXPtiQMeNhmm23U\noSySPepNiXmHYT+SMDZypO1kTGLD9zT/tK4XWkUoTtRU9MwR8WPTrgnEieLYTicFYmkJHlnB\ntek5ieVrRX8U/MjYJTNN0XalcX7hCDgCjsCYCLATi8XQ1HcbispMpA/Z0sRYOPBnJO4W1Hs5\n1/HCZc9Z3FaTXWxGYqukO77weM67mecSqFn/cosj99hBNy/EzkOx21EVH2sCO9Muu+yyID6e\nArv7UD8RBok1B4YoJTyHw3ylfRX/W4rLUUcdlWapXOPBXRxkqgd8dhHSlnkg2oLaDUyM8GAP\nI5gj1HUpBiJZ0nBDeMRPn1kZzBdUgjDiMGQSXDzsvPPOFbWppeXIWsxOS/F3prdp53XXXVdp\nJ7tg69oZl9X7+bhis6XOhyiV3RuILXEsJltmC5n4tc1CfYTocPPNNy/ki0R3f7Drw6jpOene\n/OY3F/IFUxx44IEFOz022mgjNfizMkYdXUU4Cp1+nrmKcICjvLxUdTGJb51BaYt/JovCxB6d\nFx+FQQ/wJ4QPqbaEM0mRMhUSikR9QAkDoWoeU/3gHwvVidi7FBgtox6K1TSycKnhsSyeWfUZ\nKsmlnKuxGmiXXXZRdRZtjv/E7qcVXHi7p+9xX+lfF7xbVTSlRHUqQgl5pP2yMWcOoA6tI4Jq\np6pA8qDuRF3IX4wv5zzHCzs+1ESKWBYtdlVD88nyUgcB143EJcNQOz/4wQ/a487HeG6QmXnO\n2t+G4BIXkoSjLUTsXe5eYaCxFWBhyRG6WXS/bLWFhMMt1l9//UJEh3rd9Jx0OJaLw22wO4Uy\n25AzWG1QmiyNM1gD/JzBGmDBmTNYVTy6MljV3EXBYiu+iZTpYkfXJz/5SQ2ZwqInkoKC0Ce2\nAMZHbGHwMB7f45xFm/fpUlG8iOZszmCWLr/88rJ5rAMHHHBAIfFNC0K2wFgSOkdiFqpHfzHq\nL3AbABPBbk2RgJV55/2kjsGi3SKVUrcduOtgF+Ao4jcHljBNzAmOePeHREqoIXUIZwS27JTk\n+JrXvCZbpEhOlakRaVVlBytlilpwaN3v0s5shdHNeG5we7lnsPjSIdwBUiwjuxcbDNozjnyV\nEJMuJrzxwhlDTc+Rjom4Ms5eiFM3jadVx9TFiZ3BitGYzrkzWANcncEaYMGZM1hVPCZlsOLS\niPPHtviYaWKxxNdWfA8mCikYCzMLY/yM80lDmsRt6nrOIipOK5UpQtoUt42+4JcJH00QH/bx\nc85Z+GESkKbQN6Q38068I2D8xLaq4nJhFIM1Tp+og1A4MD0p4frCpFz3ute9lFlN08TXYrNW\nfPSjH9V0lDkLxnUSBmshbbCkwzKnQ8X+SQKQqiGmiGErRoOaUP6x/TO1l+Ka9FDT83XXXTfw\nF9NFF10U1lxzTbUxiO9jZMd20pjwrithG2r1znHatucy8TQpxoM33nhj22zLbTrwECbLsZAR\n9rlRnebgIQuKz41bYAEPYTp7wePss89WA3p+e0YY08tHZRDVjdZDXdi9yketzk1sbGJDZ2G+\ndBv9Ur3HsLPaYostKnY71hdhsNRAH3syjN9FemOPyiP9488Io2zxyRREpWq3xj6yzuDGgbUK\nT/W4nZAAy2OXR0aJl6juIbBJxobprne9a5CYkjoG/E6gvsaCTRL8pWVi4P/a1762XBNFSKKG\n6mysoD05YkOAbQowO8G+2pmrj3vpe4N5bu/Xujx2fyEZLJghfpD8xcSg5MAGEAYvnZRci5M4\nXZRHPY/rsHNxJKe7bd73vvfZrfIokrUgeubymhMMHDEQjf2bVBJMcMEEmEa5EzRpSbM6FgP4\neRE4HgM8HIsBFn3NDXZ5xcwVNfBOkmDIQRxoasgXQstgrC3SHW0AhvB77LGHLu58ILJhCKZk\nqcaH93kd0ReM9AmRc+6552YN2HN56R/9wv/XuCSqWN3NaMybeCQP7IiDGZqExI5Yd4gyBxg7\nPv7FrlgN+K3caY/FZz7zmSEsWSNFwql+sqwd83CMsViuGCx2G1xwwQUlxhLQcuhryR4yCUW8\na5flEQ6dH3b6EuCal0PT87KgW05OOumkwER/+9vfrtuP0+ds7+VLIyaJNB5EBKrO2eL7k5zz\nw4cxFBFrGStskvIWPS/jL+Epwj3vec9F78rE7efFKT7B9LfCTp8Vnfit8C7hN+gUVBrCew/J\n/6TE+w5XBuysY4HkfcRvEHcNfMQ+5CEPGapCwpyoxEi8mwfx3j20o3sow5RvMD9GEe4GWHto\nK2tJU3rKQkonhvFh7bXXHlX0yGeiaqxIS5D6sYtRbInD6quvPjLvqIfgHksQeV8wfrjyMGau\n7reCJA2JH45p63aijqrbnqFBAqN4XaZuygXreSHeo8S8NOKDwD4U7F7dce4lWCyYiKCNEDPj\nE4SBwK9FzFAh9hQDSktaHhHx8oNHxBsT6Qke2fTc8vCjkp2H6sfjsMMOC495zGPsUeUI08Zf\nTLzM7C++38c57adsp3/64XEsBipCnxv//FWAg2MxeEP0iQe/NxZ9mCwWbiRXsuM6NDH2MCtt\n/Tvxrj7mmGNU6vL4xz9eVY2oIfsicZSqLizqyiMIM/3EFxbSH3xaxYQLgNQfFAwMTNAk7yMY\nVpiflGBKJikXlR1MozFTlM+axZjx0Q7lyscVAr7SmD/0Dzy4J5sc1HcaGiTGFOFD0/hQzhFH\nHKFtgGlBI4VXeKR+lD8vlL432jDXZdtl8BaORJypxuWxgZv4eFHDd+Gus/1hxws7W2ISkXRB\nzCio6Tlp2OUiYQ10xwjXXciN3LugNV5aeem4J/dboJOXgLtpiKaRLCSVHcDRoxXytE8j92kB\niId0kfwXwlAVomIst+ljTC72sJXAypO2AUNmjKdFqjJkwC5+lcrd5xhZC3OiadghSDtYe9hV\niCE890S6oYbbrC+T0llnnaUG9LJga51sJmAnJr/vSUhsr7SNwjyU/cXlEVRn5E4fqd/awhED\n9X322afSRmGUSs/+TW0UJk83N4hPSt0AIYx0U5aZP5/EyB3ueCGJLbHsAhSplPpcEWO5QrwP\nl325TtwwfPjDHy5swNgFiA8rthQzOfGbIR5yNT+Zmp6L7l0ZOHYOMjnjPxb2JnIGqwmhyZ87\ngzXA0BmsARacOYNVxWPeGSze6zA7tsMsXtQ5h5ERu6hqpya4ihdRkcwU4sW+wBUQawhzB8K/\nFcydMSUwUuw4NNc9fPgfeuihui6JVKfMN0GzNKtI7pTBpF52z7O2TUoiMdLAyvTBsOUc9xJ1\nDBZrYDoeIuUqxMF3WYaVxVGkWZM2cy7yx3ODBjE/2vrBmnsVoQxUll75ylcG8UOiwSNNtLj7\n7ruXaTE0ZycfwSkxfmcHILYCeCVGz4x4GjG2Bf1ses5uGEj8eJR12AkGkLGq0u770RFwBBwB\nR6A9AvJhoO91TDHYeV1HvMMJHE0gYdRTqLcwqMewfFKibOzH+ItJPq5VdSVrrN6mrZxjrP2S\nl7xE7Wv33nvvOEsv56xZ/KHOy6ntxqlEnHHqznn6YCQMluL5lre8xW5VjthGoRaMCaywo8pR\nmjaXpu09ysK2b+EIjmyRSWy0SvFtm36ITnukGqnpeZs6cmlcgpVDpd97LsEa4OkSrAEWnLkE\nq4rHNCRYYIxfI5xH4pQZ9VZXQguBikkW0pF/SFskll8lrSz2xbgeu1MpRa7dJ5xwgjrMjNuG\nROvkEd7Mc+VM6x7Sp2c84xmF2MCpM1C86RvhgwrHp2CLZJAoJrH0ij6BH44+6yRYlIWvMqRY\nSK7o+2qrraa+JMlruHAudlRW9URHid1YrLrqqlq22LMVRAyYNaVzo4sEa2FVhLMGedL6nMGa\nFMHm/M5gDTByBmuABWfOYFXxmAaDJdKbigqJRVjcCVQrbriqUzfZ4o2ajHKxzTJVnT3jiE3U\nOJQuorkyZDdZIdqQ0t4IeySJcVfI7tRc8pneIzwM7TGmCUbqOc95jrYhF7YIrCSOYjlehuuy\nZctGMli8V3DwudtuuxWy0atALQrBGIs2SMdEdtCXalN9OOY/vOPHNl+0EaauzViNWWU2W1pf\nFwbrn05JBG0nR8ARcAQcAUdgHARQXx199NEVFRL33vnOd3YqThbRbHr8aJnfLJGQBInKoeq5\nNHFd/jTdONe4LcBHk4RYU/cWIqULIjVq3C05Tl3kQQUqhv6tsuPUVLiD0n0Euw8JTH399deH\nY489NhukWyRDQeyQ1XWJhPMJ559/vjoaHVUh+GJqIxFQgmwMK90OvelNb9Jd+uwGxGSmDzcL\n5sDW2kP/qJ92LgrllaeL0npvpyPgCDgCjsCSIIBbApxe3u9+91M715zNDe4VuhC2tXgqt7Kw\nu9luu+3Ccccdpy51REpd8ZsUl419Ep7ip0m4oCBSxzTpWvGdJQGP1Y0C9eBhHkeoIr2prRZH\noTC0KeGaCP9vOYIJSx1i59J1uccY9EW5/mIzlrvfV519l+MSrL4R9fIcAUfAEVjOEUC6gJRC\n7K3UU7moiILYRFUMkdl8hLSjC+EHycKkYDz9ohe9KIjtk0py8Ik4iowZG5VmEZ5JgOQg6rGy\nqUiExEVQeZ07wQs+kj0jGB1RAWooN/xN5YiNXvNM+CajT7FUkn6Jndk8N7vSNmewKnD4hSPg\nCDgCyx8CX/ziFwPhaVCvoGqZhHCyCROAN3EIqQKqQHbS4SQSYiGEOUJ11Ja++93v6q7wWOIi\nRs5aPl6/myQXSNTEtqxtdVNNRzvwYA9zwO48JFKoz5qInZPs8ENSZ4SkiR2Mo4iYh2ANUwsR\nI5expv7VVltN1YRpfglurc5b0/vzco1Kdtttt60wWOBCXMZFIWewFmWkvJ2OgCPgCIyBAGo3\n8dujCzDqJtlwU9rqjFGcem1PmTQWcuLmoT5D0oRq6sQTT6xIVZrqEkefuuXfymYxJSwLQYFh\nro466ihlVpBs5Qhv6pPE/cuVOe49JHuyc0+z0x+YHZiFmLBZww6KKCOEUiMyCf1MGUmwJeJI\nE6FaNZUgzGocoggpVqq+Qw2bi6XbVM8sn5955pmVuUqbsb9bFHIGa1FGytvpCDgCjkBHBJCG\nwOhgn8MCjhTlc5/7XK2hMKFuTj311HD11VfX1gQTE0tYSMjibcwN8QdhdroSjESO7D7xCyV6\nh0rJUmaBfOJsuhNDl6urj3sYp8vOs6Gi8JdlBJOw1157BXFeGggvc8opp6gEkH4hiTJ1H9Iv\n/t761rda1pFH8jWFKIoLoOw+iLklbjkC/iKbVLmj6oOBQrIGs00MwL7aN6rOqT4T7tppBgi4\nm4bpgywv/ZE+zqbfgvmpwd00VMdCGIyJt44zvyTGWvHQhz60kDik6uW7Wsv8XeEXCm/jsoiU\nf8L8FLhUiMOKMV9E7acuCEgvC5uGBqvr0dOf/vTSBxUuAcQea+LfHlE22JYvDJW2VZiFQgzo\nC3wTxvS9732vsn2ftkoM2qF0cZ6m83grPuFbxNmmhm4RhrMQh9TFGmusURDORZyaNhVVCINV\nYh3jTn+MHve4xw2loR/mu+q0005TNwti4F985StfsWwTHXfYYYdyzGgX9eETC/9YeIs3AosY\nD7tfd6S/hAliHoj0Tb3OX3755XXJa+/jEZ+wRPjZYo5SlqiZK22mDnEoW1vGNB6kWAgT2NqT\nu/vBmsaIZMp0BisDSs+3nMEaAOoM1gALzvpgsHDCyAveFk2YAUKpzDPhH4mF1NrMkYVejKaL\neBGEceB+nI58sksw272bb75ZnVWKylGZNeIG9kEiXVNHmfibwmmm7KjLFku6tddeuxBp2ch0\n2cyZm7aI4qwTHBhnFnrwYJwNF5EwFeL+IFNC9ZYYkJd5LG8cmxBnrHbfjjCWxmBVS+vnirLx\nXyUqScWNvljd9FWilGhFXRmszTbbrDJ3KFfcPnRutEgoK78v2iaq0UKkd8rAwcTD7PKenyXZ\n3LA6ncEyJObo6AzW9AfDGawBxs5gDbDgbFIGi/y24NqixHGchaTasulfEbOVRQ/JFMxCzCRu\nvfXWGltN1FKV+/QNKYKEoumlgTBk6ULVS8E9FWJte9KTnjTEkMbjzXmbOHRIYx7+8IerNA5G\nlbi3xP8zwit8zNAyJrJrzh5P/YjEL+0XzAzUlcESY/ShsphvXQlJWtomrnHw2oZodyrtbJOv\nKY3NDUvXhcHqRwErKDg5Ao6AI7C8IiAMVnYXGLYn8044mpQQI+Hggw9W+5x4Nxt2QewujA2i\nrT/sXsvdt+dtj9SLXRaG2qICCt/+9rc1qzBdGj+QHW8bbLBBuOiii9oWObV0xLCVj5OR5Y+K\nkWgZcWEhqkwti7mDfZIwt/Y4SCDpcMghhygmYCMhaMLJJ59cPp/2CTsuU8rdS9Pkrh/2sIcN\nGdCzczElfHmts846QSSPGtM3xVkYrNL2zPLiYLbJpgy7QYkAoFiSns0Dc0PGlflxugi4BGu6\n+FK6S7AGGLsEa4AFZ5NKsCiD0COxFAupw0EHHcSjhSBsnGThGfojbiBf5bL4qRQL2xekK9js\nTEqyC6yiYkOag6qH+p773OeWUjPUY0g9ZMd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pRvIi2SnWXHPNIeN11GeHHHLIUFkYsKeqNlkAS/WSLL7lOfexe+pq5yQM1pCtD+UIczTU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\nM1hzOSzeKEfAEXAEHAFHwBFYZAT+H9uusyq1h/2WAAAAAElFTkSuQmCC",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ggcoxdiagnostics(divorce.cox, \n",
" type = \"dfbeta\", \n",
" linear.predictions = FALSE, \n",
" ggtheme = theme_bw())"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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sgjEombbrrJX99www1uscUWC4tR+7m2HdRlVbYdmMY777zTSxMpBCosvPyop7iu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\nItRWiudRm0y2Jlp0M+kmfqy+44Ty8E/ap+2z3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ZcV4tFkerUuLgMClcD1R2EzEQYMWs/rYCDQCMekrmeCzTt+W8V3pI6Pls7cRiZrO+yO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\n1dlkgv5Hm0EsKFgqLTqO8s3weMYzwbyVb1xzz3TAo3awsZB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hIs0gjT+hmgGcdh0MIStGjJ0O/LX/7yntcRbnxJxLxAmDRZ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\nAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ggcoxdiagnostics(divorce.cox, \n",
" type = \"deviance\", \n",
" linear.predictions = FALSE, \n",
" ggtheme = theme_bw())"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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AmQAAmQAAn4n8CVK1ekcePGsn79ennq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js2fP2lbRrVu30uHDh6lNmzZUGDsIbeNq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\nGTekAgEQAAEQAAEQAAG/BP4f8oZWnn33FOgAAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# only makes sense for continuous vars\n",
"ggcoxfunctional(divorce.cox, divorce)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "R",
"language": "R",
"name": "ir"
},
"language_info": {
"codemirror_mode": "r",
"file_extension": ".r",
"mimetype": "text/x-r-source",
"name": "R",
"pygments_lexer": "r",
"version": "3.4.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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