IPO Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "library('RODBC')\n",
    "library('quantmod')\n",
    "library('PerformanceAnalytics')\n",
    "library('colorspace')\n",
    "library('extrafont')\n",
    "library('lubridate')\n",
    "source(\"/usr/common/config.R\")\n",
    "lcon <- odbcDriverConnect(sprintf(\"Driver={SQL Server};Server=%s;Database=%s;Uid=%s;Pwd=%s;\", ldbserver, ldbname, ldbuser, ldbpassword), case = \"nochange\", believeNRows = TRUE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "#get the listing dates of all 'EQ' and 'BE' series stocks\n",
    "allStarts<-sqlQuery(lcon, \"select symbol, min(time_stamp), max(time_stamp) from px_history \n",
    "                            where (series='eq' or series='be')\n",
    "                            and time_stamp >= '2010-01-01' and time_stamp < '2017-06-01'\n",
    "                            group by symbol\")\n",
    "\n",
    "allStarts[,2]<-as.Date(allStarts[,2])\n",
    "allStarts[,3]<-as.Date(allStarts[,3])\n",
    "#remove delisted\n",
    "allStarts<-allStarts[allStarts[,3] == max(allStarts[,3]),]\n",
    "\n",
    "#print(allStarts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message in sys.function(sys.parent()):\n",
      "“closing unused RODBC handle 4”"
     ]
    }
   ],
   "source": [
    "cumRets<-data.frame(SYMBOL=\"\", LDATE=\"\", D0=0.0, D5=0.0, D10=0.0, D20=0.0, D50=0.0, D100=0.0, stringsAsFactors = F)\n",
    "\n",
    "for(i in 1:length(allStarts[,1])){\n",
    "    sym<-toString(allStarts[i,1])\n",
    "    \n",
    "    retSeries<-sqlQuery(lcon, sprintf(\"select time_stamp, daily_return from RETURN_SERIES_ALL \n",
    "                                        where symbol='%s' and time_stamp >='%s'\", sym, allStarts[i,2]))\n",
    "    \n",
    "    retXts<-xts(retSeries[,2], as.Date(retSeries[,1]))\n",
    "    \n",
    "    ###! there should be a better way to do this !###\n",
    "    d5<-ifelse(length(retXts) >= 6, Return.cumulative(retXts[2:6]), NA)\n",
    "    d10<-ifelse(length(retXts) >= 11, Return.cumulative(retXts[2:11]), NA)\n",
    "    d20<-ifelse(length(retXts) >= 21, Return.cumulative(retXts[2:21]), NA)\n",
    "    d50<-ifelse(length(retXts) >= 51, Return.cumulative(retXts[2:51]), NA)\n",
    "    d100<-ifelse(length(retXts) >= 101, Return.cumulative(retXts[2:101]), NA)\n",
    "    \n",
    "    cumRets<-rbind(cumRets, c(sym, toString(allStarts[i,2]), retXts[1]*100, d5*100, d10*100, d20*100, d50*100, d100*100))\n",
    "}\n",
    "\n",
    "cumRets<-cumRets[-1,]\n",
    "#print(cumRets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94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\niyDYAQAAWATBDgAAwCIIdgAAABbxfxA/Vg2IL+mQAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “New Listing Returns”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "uLimit<-1000 #if cumulative returns exceed upper/lower limit, ignore them\n",
    "lLimit<--1000\n",
    "\n",
    "cumRets$D0<-as.numeric(cumRets$D0)\n",
    "cumRets$D5<-as.numeric(cumRets$D5)\n",
    "cumRets$D10<-as.numeric(cumRets$D10)\n",
    "cumRets$D20<-as.numeric(cumRets$D20)\n",
    "cumRets$D50<-as.numeric(cumRets$D50)\n",
    "cumRets$D100<-as.numeric(cumRets$D100)\n",
    "\n",
    "d0<-density(cumRets[cumRets$D0 < uLimit & cumRets$D0 > lLimit,]$D0, na.rm=T)\n",
    "d5<-density(cumRets[cumRets$D5 < uLimit & cumRets$D5 > lLimit,]$D5, na.rm=T)\n",
    "d10<-density(cumRets[cumRets$D10 < uLimit & cumRets$D10 > lLimit,]$D10, na.rm=T)\n",
    "d20<-density(cumRets[cumRets$D20 < uLimit & cumRets$D20 > lLimit,]$D20, na.rm=T)\n",
    "d50<-density(cumRets[cumRets$D50 < uLimit & cumRets$D50 > lLimit,]$D50, na.rm=T)\n",
    "d100<-density(cumRets[cumRets$D100 < uLimit & cumRets$D100 > lLimit,]$D100, na.rm=T)\n",
    "\n",
    "lineColors<-diverge_hcl(6, h = c(130, 43), c = 100, l = c(70, 90))\n",
    "\n",
    "par(family='Verdana')\n",
    "plot(range(d0$x, d5$x, d10$x, d20$x, d50$x, d100$x), range(d0$y, d5$y, d10$y, d20$y, d50$y, d100$y), type = \"n\", \n",
    "     ylab = \"Density\", xlab=\"Returns\", main=\"New Listing Returns\")\n",
    "\n",
    "lines(d0, col=lineColors[1])\n",
    "lines(d5, col=lineColors[2])\n",
    "lines(d10, col=lineColors[3])\n",
    "lines(d20, col=lineColors[4])\n",
    "lines(d50, col=lineColors[5])\n",
    "lines(d100, col=lineColors[6])\n",
    "par(cex=0.8)\n",
    "legend('topleft', legend=c('0', '5', '10', '20', '50', '100'), lty=1, col=lineColors)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"ALL\"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "    Min.  1st Qu.   Median     Mean  3rd Qu.     Max. \n",
       " -95.670   -0.495    1.220    2.997    4.145 1053.950 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"c2010\"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. \n",
       "-93.370   0.000   1.430   2.764   3.810 171.000 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"c2011\"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. \n",
       " -94.95  -25.18   -1.78    0.83    5.72  242.67 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"c2012\"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. \n",
       " -93.32  -30.35   -2.76  -16.80    4.07   31.22 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"c2013\"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "    Min.  1st Qu.   Median     Mean  3rd Qu.     Max. \n",
       "-88.2000  -5.6325  -1.1300  -2.7111   0.9025 112.5000 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"c2014\"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "    Min.  1st Qu.   Median     Mean  3rd Qu.     Max. \n",
       "-70.6900   0.0025   1.4350  17.9486  13.2350 241.2600 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"c2015\"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. \n",
       "-95.670  -4.460   0.665  -4.503   5.440  50.000 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"c2016\"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "     Min.   1st Qu.    Median      Mean   3rd Qu.      Max. \n",
       "-89.98000  -4.60000   0.69000  -0.05567  10.26000  83.72000 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"c2017\"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. \n",
       " -65.52   -3.23    1.09   34.76   15.18  773.23 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cumRets$LDATE<-as.Date(cumRets$LDATE)\n",
    "ctemp<-cumRets[!is.na(cumRets$D0),]\n",
    "\n",
    "ctemp$D0<-round(ctemp$D0, 2)\n",
    "ctemp$D5<-round(ctemp$D5, 2)\n",
    "ctemp$D10<-round(ctemp$D10, 2)\n",
    "ctemp$D20<-round(ctemp$D20, 2)\n",
    "ctemp$D50<-round(ctemp$D50, 2)\n",
    "ctemp$D100<-round(ctemp$D100, 2)\n",
    "\n",
    "dIndex<-'D0'\n",
    "\n",
    "c2010<-ctemp[year(ctemp$LDATE) == 2010 & ctemp[,dIndex] > lLimit & ctemp[,dIndex] < uLimit,]\n",
    "c2011<-ctemp[year(ctemp$LDATE) == 2011 & ctemp[,dIndex] > lLimit & ctemp[,dIndex] < uLimit,]\n",
    "c2012<-ctemp[year(ctemp$LDATE) == 2012 & ctemp[,dIndex] > lLimit & ctemp[,dIndex] < uLimit,]\n",
    "c2013<-ctemp[year(ctemp$LDATE) == 2013 & ctemp[,dIndex] > lLimit & ctemp[,dIndex] < uLimit,]\n",
    "c2014<-ctemp[year(ctemp$LDATE) == 2014 & ctemp[,dIndex] > lLimit & ctemp[,dIndex] < uLimit,]\n",
    "c2015<-ctemp[year(ctemp$LDATE) == 2015 & ctemp[,dIndex] > lLimit & ctemp[,dIndex] < uLimit,]\n",
    "c2016<-ctemp[year(ctemp$LDATE) == 2016 & ctemp[,dIndex] > lLimit & ctemp[,dIndex] < uLimit,]\n",
    "c2017<-ctemp[year(ctemp$LDATE) == 2017 & ctemp[,dIndex] > lLimit & ctemp[,dIndex] < uLimit,]\n",
    "\n",
    "print(\"ALL\")\n",
    "summary(ctemp[,dIndex])\n",
    "print(\"c2010\")\n",
    "summary(c2010[,dIndex])\n",
    "print(\"c2011\")\n",
    "summary(c2011[,dIndex])\n",
    "print(\"c2012\")\n",
    "summary(c2012[,dIndex])\n",
    "print(\"c2013\")\n",
    "summary(c2013[,dIndex])\n",
    "print(\"c2014\")\n",
    "summary(c2014[,dIndex])\n",
    "print(\"c2015\")\n",
    "summary(c2015[,dIndex])\n",
    "print(\"c2016\")\n",
    "summary(c2016[,dIndex])\n",
    "print(\"c2017\")\n",
    "summary(c2017[,dIndex])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>SYMBOL</th><th scope=col>LDATE</th><th scope=col>D0</th><th scope=col>D5</th><th scope=col>D10</th><th scope=col>D20</th><th scope=col>D50</th><th scope=col>D100</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>26</th><td>UNITEDTEA </td><td>2010-01-08</td><td>171.00    </td><td>  4.53    </td><td>-21.40    </td><td>-36.69    </td><td>-45.81    </td><td>-47.31    </td></tr>\n",
       "\t<tr><th scope=row>707</th><td>WELINV    </td><td>2010-09-20</td><td>130.82    </td><td> 27.76    </td><td> 44.43    </td><td> 41.37    </td><td> 10.94    </td><td>-26.71    </td></tr>\n",
       "\t<tr><th scope=row>1094</th><td>ORIENTLTD </td><td>2010-03-03</td><td>125.08    </td><td> 72.44    </td><td> 63.70    </td><td> 61.67    </td><td> 48.79    </td><td> 65.66    </td></tr>\n",
       "\t<tr><th scope=row>357</th><td>BEARDSELL </td><td>2010-01-08</td><td>105.00    </td><td> 91.83    </td><td>110.37    </td><td> 66.59    </td><td> 47.81    </td><td> 29.27    </td></tr>\n",
       "\t<tr><th scope=row>235</th><td>CAREERP   </td><td>2010-10-06</td><td>102.63    </td><td>-15.48    </td><td>-21.18    </td><td>-24.21    </td><td>-43.37    </td><td>-46.71    </td></tr>\n",
       "\t<tr><th scope=row>1087</th><td>BEDMUTHA  </td><td>2010-10-14</td><td> 75.64    </td><td> 39.88    </td><td> -2.82    </td><td>-31.76    </td><td>-56.52    </td><td>-43.85    </td></tr>\n",
       "\t<tr><th scope=row>669</th><td>PRAKASHSTL</td><td>2010-08-25</td><td> 68.50    </td><td> 17.32    </td><td>-12.49    </td><td>-21.42    </td><td>-19.96    </td><td>-32.61    </td></tr>\n",
       "\t<tr><th scope=row>457</th><td>GRAVITA   </td><td>2010-11-16</td><td> 67.76    </td><td> 25.56    </td><td> 32.88    </td><td> 12.26    </td><td>  8.42    </td><td> 75.08    </td></tr>\n",
       "\t<tr><th scope=row>1116</th><td>ARSSINFRA </td><td>2010-03-03</td><td> 63.88    </td><td>  7.33    </td><td> 25.67    </td><td> 34.48    </td><td> 58.43    </td><td> 57.91    </td></tr>\n",
       "\t<tr><th scope=row>1270</th><td>GALLISPAT </td><td>2010-10-11</td><td> 62.10    </td><td>-32.45    </td><td>-35.47    </td><td>-35.23    </td><td>-35.60    </td><td>-14.93    </td></tr>\n",
       "\t<tr><th scope=row>375</th><td>JUBLFOOD  </td><td>2010-02-08</td><td> 58.00    </td><td>  0.50    </td><td> -4.04    </td><td> 24.79    </td><td> 53.86    </td><td> 44.39    </td></tr>\n",
       "\t<tr><th scope=row>680</th><td>BSLIMITED </td><td>2010-10-27</td><td> 53.73    </td><td> -0.64    </td><td>-44.96    </td><td>-55.36    </td><td>-63.93    </td><td>-78.18    </td></tr>\n",
       "\t<tr><th scope=row>4</th><td>TECHNO    </td><td>2010-11-10</td><td> 53.52    </td><td> -8.92    </td><td> -3.39    </td><td>-34.03    </td><td>-33.74    </td><td>-42.26    </td></tr>\n",
       "\t<tr><th scope=row>770</th><td>TEXMOPIPES</td><td>2010-03-10</td><td> 52.39    </td><td>  4.78    </td><td>-23.70    </td><td>-40.69    </td><td>-69.74    </td><td>-66.64    </td></tr>\n",
       "\t<tr><th scope=row>398</th><td>COALINDIA </td><td>2010-11-04</td><td> 39.82    </td><td> -4.09    </td><td> -2.63    </td><td> -6.01    </td><td> -8.58    </td><td>  0.04    </td></tr>\n",
       "\t<tr><th scope=row>990</th><td>MANINFRA  </td><td>2010-03-11</td><td> 38.83    </td><td>  3.37    </td><td>  9.80    </td><td>  7.27    </td><td>-13.46    </td><td> -4.32    </td></tr>\n",
       "\t<tr><th scope=row>495</th><td>KIRLOSENG </td><td>2010-12-24</td><td> 33.16    </td><td> -2.25    </td><td> -3.54    </td><td>-20.70    </td><td>-40.53    </td><td>-41.21    </td></tr>\n",
       "\t<tr><th scope=row>558</th><td>PERSISTENT</td><td>2010-04-06</td><td> 31.08    </td><td> -1.51    </td><td> -0.91    </td><td> -1.48    </td><td>  1.34    </td><td> 17.51    </td></tr>\n",
       "\t<tr><th scope=row>1554</th><td>WABAG     </td><td>2010-10-13</td><td> 30.38    </td><td> -3.82    </td><td> -5.78    </td><td> -2.29    </td><td> -9.87    </td><td>-23.82    </td></tr>\n",
       "\t<tr><th scope=row>453</th><td>KIRLOSBROS</td><td>2010-04-20</td><td> 29.48    </td><td>-14.60    </td><td>-16.64    </td><td>-21.27    </td><td>-22.88    </td><td>-18.93    </td></tr>\n",
       "\t<tr><th scope=row>570</th><td>TALWALKARS</td><td>2010-05-10</td><td> 27.46    </td><td> 10.08    </td><td>  4.47    </td><td>  2.82    </td><td> 11.09    </td><td> 42.26    </td></tr>\n",
       "\t<tr><th scope=row>465</th><td>DBCORP    </td><td>2010-01-06</td><td> 25.42    </td><td>  0.13    </td><td> -4.51    </td><td> -9.21    </td><td> -7.78    </td><td>-12.07    </td></tr>\n",
       "\t<tr><th scope=row>174</th><td>RKDL      </td><td>2010-12-27</td><td> 25.08    </td><td>-19.55    </td><td>-35.54    </td><td>-59.59    </td><td>-61.59    </td><td>-63.59    </td></tr>\n",
       "\t<tr><th scope=row>1425</th><td>UMESLTD   </td><td>2010-07-12</td><td> 24.12    </td><td>-12.99    </td><td>-14.54    </td><td> -1.20    </td><td>  4.94    </td><td>-17.13    </td></tr>\n",
       "\t<tr><th scope=row>709</th><td>MOIL      </td><td>2010-12-15</td><td> 24.01    </td><td> -3.44    </td><td> -2.95    </td><td> -4.92    </td><td>-14.27    </td><td>-19.57    </td></tr>\n",
       "\t<tr><th scope=row>50</th><td>TECHNOFAB </td><td>2010-07-16</td><td> 23.73    </td><td> -4.45    </td><td> -5.17    </td><td> -8.30    </td><td>-19.19    </td><td>-45.09    </td></tr>\n",
       "\t<tr><th scope=row>683</th><td>KAUSHALYA </td><td>2010-01-04</td><td> 20.10    </td><td> 15.70    </td><td>  8.26    </td><td> -2.69    </td><td> -7.85    </td><td>-17.56    </td></tr>\n",
       "\t<tr><th scope=row>1245</th><td>PATINTLOG </td><td>2010-01-04</td><td> 20.07    </td><td> 17.59    </td><td> 23.26    </td><td>  9.01    </td><td> -9.16    </td><td>-11.05    </td></tr>\n",
       "\t<tr><th scope=row>497</th><td>IOLCP     </td><td>2010-11-08</td><td> 20.04    </td><td>-12.18    </td><td>-18.50    </td><td>-24.55    </td><td>-18.77    </td><td>-28.97    </td></tr>\n",
       "\t<tr><th scope=row>1317</th><td>NAHARINDUS</td><td>2010-01-04</td><td> 20.03    </td><td> -5.78    </td><td> -1.01    </td><td>-14.24    </td><td>-23.66    </td><td>-24.67    </td></tr>\n",
       "\t<tr><th scope=row>⋮</th><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
       "\t<tr><th scope=row>819</th><td>HSCL      </td><td>2010-01-04</td><td> -5.65    </td><td>-25.24    </td><td>-22.47    </td><td>-26.42    </td><td> -5.15    </td><td>-24.47    </td></tr>\n",
       "\t<tr><th scope=row>1078</th><td>SKMEGGPROD</td><td>2010-01-04</td><td> -5.85    </td><td> -2.14    </td><td> -7.49    </td><td>-14.99    </td><td>-12.85    </td><td>-21.63    </td></tr>\n",
       "\t<tr><th scope=row>245</th><td>SUNTECK   </td><td>2010-01-04</td><td> -5.94    </td><td> -3.81    </td><td> -2.55    </td><td>-11.48    </td><td>  6.23    </td><td> 13.64    </td></tr>\n",
       "\t<tr><th scope=row>469</th><td>KHAITANLTD</td><td>2010-01-04</td><td> -6.78    </td><td>  7.71    </td><td>  5.95    </td><td>  5.73    </td><td> -7.27    </td><td> 13.00    </td></tr>\n",
       "\t<tr><th scope=row>343</th><td>DEEPIND   </td><td>2010-03-09</td><td> -7.38    </td><td> -6.26    </td><td> -1.31    </td><td>  2.52    </td><td>-19.68    </td><td> -4.56    </td></tr>\n",
       "\t<tr><th scope=row>1505</th><td>SHREYANIND</td><td>2010-01-04</td><td> -7.45    </td><td> -0.66    </td><td> -0.99    </td><td>-17.24    </td><td>-24.47    </td><td>-14.45    </td></tr>\n",
       "\t<tr><th scope=row>1012</th><td>RPPINFRA  </td><td>2010-12-06</td><td> -8.13    </td><td>-17.13    </td><td>-13.79    </td><td>-15.02    </td><td>-15.38    </td><td>  8.42    </td></tr>\n",
       "\t<tr><th scope=row>488</th><td>GUFICBIO  </td><td>2010-01-04</td><td> -8.70    </td><td> -5.29    </td><td> -8.99    </td><td>-19.58    </td><td>-27.51    </td><td>-35.45    </td></tr>\n",
       "\t<tr><th scope=row>1373</th><td>ASIANHOTNR</td><td>2010-04-07</td><td>-10.19    </td><td> -9.78    </td><td>-11.64    </td><td>-14.61    </td><td>-21.55    </td><td>-16.07    </td></tr>\n",
       "\t<tr><th scope=row>249</th><td>VASCONEQ  </td><td>2010-02-15</td><td>-10.27    </td><td>-15.03    </td><td>-17.70    </td><td> -4.49    </td><td>  8.58    </td><td> -6.38    </td></tr>\n",
       "\t<tr><th scope=row>611</th><td>JPINFRATEC</td><td>2010-05-21</td><td>-10.34    </td><td>-10.01    </td><td>-10.88    </td><td> -6.23    </td><td> -8.53    </td><td> -0.41    </td></tr>\n",
       "\t<tr><th scope=row>260</th><td>JINDWORLD </td><td>2010-11-25</td><td>-10.95    </td><td>-10.30    </td><td>-23.94    </td><td>  9.00    </td><td>-10.94    </td><td> -4.15    </td></tr>\n",
       "\t<tr><th scope=row>686</th><td>CEBBCO    </td><td>2010-10-18</td><td>-11.10    </td><td>  0.00    </td><td> -5.40    </td><td> -0.84    </td><td>-60.94    </td><td>-74.18    </td></tr>\n",
       "\t<tr><th scope=row>547</th><td>HATHWAY   </td><td>2010-02-25</td><td>-13.48    </td><td>  3.35    </td><td>  1.13    </td><td> -2.22    </td><td> -0.53    </td><td>-14.81    </td></tr>\n",
       "\t<tr><th scope=row>1465</th><td>PARABDRUGS</td><td>2010-07-01</td><td>-13.53    </td><td> -6.09    </td><td> -8.25    </td><td>-12.41    </td><td>-12.64    </td><td> -4.65    </td></tr>\n",
       "\t<tr><th scope=row>1434</th><td>RAMKY     </td><td>2010-10-08</td><td>-13.91    </td><td> -7.40    </td><td> -8.17    </td><td> -5.90    </td><td>-21.81    </td><td>-22.06    </td></tr>\n",
       "\t<tr><th scope=row>81</th><td>A2ZINFRA  </td><td>2010-12-23</td><td>-17.86    </td><td>  0.38    </td><td> -0.58    </td><td> -7.88    </td><td>-21.70    </td><td>-32.58    </td></tr>\n",
       "\t<tr><th scope=row>1561</th><td>INDOSOLAR </td><td>2010-09-29</td><td>-18.28    </td><td> -0.63    </td><td> -3.16    </td><td>  5.27    </td><td> -4.64    </td><td>-17.72    </td></tr>\n",
       "\t<tr><th scope=row>793</th><td>GUJNREDVR </td><td>2010-05-26</td><td>-19.93    </td><td>-11.78    </td><td>-16.63    </td><td>-11.89    </td><td> -4.63    </td><td> -5.91    </td></tr>\n",
       "\t<tr><th scope=row>3</th><td>CANTABIL  </td><td>2010-10-12</td><td>-22.22    </td><td> -6.38    </td><td>-13.00    </td><td>-29.14    </td><td>-43.86    </td><td>-60.38    </td></tr>\n",
       "\t<tr><th scope=row>1392</th><td>TARAPUR   </td><td>2010-05-18</td><td>-23.47    </td><td>-29.44    </td><td>-32.14    </td><td>-34.23    </td><td>-35.19    </td><td>-37.98    </td></tr>\n",
       "\t<tr><th scope=row>659</th><td>KTIL      </td><td>2010-12-22</td><td>-23.63    </td><td> -5.65    </td><td> 15.95    </td><td> -2.07    </td><td>-13.20    </td><td>-19.74    </td></tr>\n",
       "\t<tr><th scope=row>671</th><td>AHLWEST   </td><td>2010-08-05</td><td>-24.83    </td><td>-14.24    </td><td>-24.78    </td><td>-21.17    </td><td>-37.87    </td><td>-48.27    </td></tr>\n",
       "\t<tr><th scope=row>1322</th><td>AHLEAST   </td><td>2010-08-11</td><td>-29.07    </td><td>-10.49    </td><td>-11.98    </td><td> 10.03    </td><td>  6.69    </td><td>-10.05    </td></tr>\n",
       "\t<tr><th scope=row>594</th><td>EMMBI     </td><td>2010-02-24</td><td>-36.11    </td><td> -9.74    </td><td>-14.26    </td><td>-23.48    </td><td>-44.17    </td><td>-33.57    </td></tr>\n",
       "\t<tr><th scope=row>140</th><td>KIRLOSIND </td><td>2010-06-24</td><td>-50.98    </td><td> -7.27    </td><td> -8.55    </td><td>-14.75    </td><td>-21.13    </td><td>-12.87    </td></tr>\n",
       "\t<tr><th scope=row>553</th><td>KSL       </td><td>2010-05-19</td><td>-68.37    </td><td> -4.93    </td><td>-10.48    </td><td> -9.47    </td><td> 37.42    </td><td> 52.11    </td></tr>\n",
       "\t<tr><th scope=row>1001</th><td>FMNL      </td><td>2010-12-31</td><td>-77.61    </td><td>-22.57    </td><td>-43.13    </td><td>-42.84    </td><td>-57.49    </td><td>-51.06    </td></tr>\n",
       "\t<tr><th scope=row>1444</th><td>EMAMIINFRA</td><td>2010-07-28</td><td>-79.64    </td><td>-32.87    </td><td>-35.40    </td><td>-44.51    </td><td>-48.01    </td><td>-65.87    </td></tr>\n",
       "\t<tr><th scope=row>1564</th><td>ZEELEARN  </td><td>2010-12-20</td><td>-93.37    </td><td> 27.99    </td><td> 50.64    </td><td> 11.20    </td><td> 18.83    </td><td> 13.99    </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllll}\n",
       "  & SYMBOL & LDATE & D0 & D5 & D10 & D20 & D50 & D100\\\\\n",
       "\\hline\n",
       "\t26 & UNITEDTEA  & 2010-01-08 & 171.00     &   4.53     & -21.40     & -36.69     & -45.81     & -47.31    \\\\\n",
       "\t707 & WELINV     & 2010-09-20 & 130.82     &  27.76     &  44.43     &  41.37     &  10.94     & -26.71    \\\\\n",
       "\t1094 & ORIENTLTD  & 2010-03-03 & 125.08     &  72.44     &  63.70     &  61.67     &  48.79     &  65.66    \\\\\n",
       "\t357 & BEARDSELL  & 2010-01-08 & 105.00     &  91.83     & 110.37     &  66.59     &  47.81     &  29.27    \\\\\n",
       "\t235 & CAREERP    & 2010-10-06 & 102.63     & -15.48     & -21.18     & -24.21     & -43.37     & -46.71    \\\\\n",
       "\t1087 & BEDMUTHA   & 2010-10-14 &  75.64     &  39.88     &  -2.82     & -31.76     & -56.52     & -43.85    \\\\\n",
       "\t669 & PRAKASHSTL & 2010-08-25 &  68.50     &  17.32     & -12.49     & -21.42     & -19.96     & -32.61    \\\\\n",
       "\t457 & GRAVITA    & 2010-11-16 &  67.76     &  25.56     &  32.88     &  12.26     &   8.42     &  75.08    \\\\\n",
       "\t1116 & ARSSINFRA  & 2010-03-03 &  63.88     &   7.33     &  25.67     &  34.48     &  58.43     &  57.91    \\\\\n",
       "\t1270 & GALLISPAT  & 2010-10-11 &  62.10     & -32.45     & -35.47     & -35.23     & -35.60     & -14.93    \\\\\n",
       "\t375 & JUBLFOOD   & 2010-02-08 &  58.00     &   0.50     &  -4.04     &  24.79     &  53.86     &  44.39    \\\\\n",
       "\t680 & BSLIMITED  & 2010-10-27 &  53.73     &  -0.64     & -44.96     & -55.36     & -63.93     & -78.18    \\\\\n",
       "\t4 & TECHNO     & 2010-11-10 &  53.52     &  -8.92     &  -3.39     & -34.03     & -33.74     & -42.26    \\\\\n",
       "\t770 & TEXMOPIPES & 2010-03-10 &  52.39     &   4.78     & -23.70     & -40.69     & -69.74     & -66.64    \\\\\n",
       "\t398 & COALINDIA  & 2010-11-04 &  39.82     &  -4.09     &  -2.63     &  -6.01     &  -8.58     &   0.04    \\\\\n",
       "\t990 & MANINFRA   & 2010-03-11 &  38.83     &   3.37     &   9.80     &   7.27     & -13.46     &  -4.32    \\\\\n",
       "\t495 & KIRLOSENG  & 2010-12-24 &  33.16     &  -2.25     &  -3.54     & -20.70     & -40.53     & -41.21    \\\\\n",
       "\t558 & PERSISTENT & 2010-04-06 &  31.08     &  -1.51     &  -0.91     &  -1.48     &   1.34     &  17.51    \\\\\n",
       "\t1554 & WABAG      & 2010-10-13 &  30.38     &  -3.82     &  -5.78     &  -2.29     &  -9.87     & -23.82    \\\\\n",
       "\t453 & KIRLOSBROS & 2010-04-20 &  29.48     & -14.60     & -16.64     & -21.27     & -22.88     & -18.93    \\\\\n",
       "\t570 & TALWALKARS & 2010-05-10 &  27.46     &  10.08     &   4.47     &   2.82     &  11.09     &  42.26    \\\\\n",
       "\t465 & DBCORP     & 2010-01-06 &  25.42     &   0.13     &  -4.51     &  -9.21     &  -7.78     & -12.07    \\\\\n",
       "\t174 & RKDL       & 2010-12-27 &  25.08     & -19.55     & -35.54     & -59.59     & -61.59     & -63.59    \\\\\n",
       "\t1425 & UMESLTD    & 2010-07-12 &  24.12     & -12.99     & -14.54     &  -1.20     &   4.94     & -17.13    \\\\\n",
       "\t709 & MOIL       & 2010-12-15 &  24.01     &  -3.44     &  -2.95     &  -4.92     & -14.27     & -19.57    \\\\\n",
       "\t50 & TECHNOFAB  & 2010-07-16 &  23.73     &  -4.45     &  -5.17     &  -8.30     & -19.19     & -45.09    \\\\\n",
       "\t683 & KAUSHALYA  & 2010-01-04 &  20.10     &  15.70     &   8.26     &  -2.69     &  -7.85     & -17.56    \\\\\n",
       "\t1245 & PATINTLOG  & 2010-01-04 &  20.07     &  17.59     &  23.26     &   9.01     &  -9.16     & -11.05    \\\\\n",
       "\t497 & IOLCP      & 2010-11-08 &  20.04     & -12.18     & -18.50     & -24.55     & -18.77     & -28.97    \\\\\n",
       "\t1317 & NAHARINDUS & 2010-01-04 &  20.03     &  -5.78     &  -1.01     & -14.24     & -23.66     & -24.67    \\\\\n",
       "\t⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
       "\t819 & HSCL       & 2010-01-04 &  -5.65     & -25.24     & -22.47     & -26.42     &  -5.15     & -24.47    \\\\\n",
       "\t1078 & SKMEGGPROD & 2010-01-04 &  -5.85     &  -2.14     &  -7.49     & -14.99     & -12.85     & -21.63    \\\\\n",
       "\t245 & SUNTECK    & 2010-01-04 &  -5.94     &  -3.81     &  -2.55     & -11.48     &   6.23     &  13.64    \\\\\n",
       "\t469 & KHAITANLTD & 2010-01-04 &  -6.78     &   7.71     &   5.95     &   5.73     &  -7.27     &  13.00    \\\\\n",
       "\t343 & DEEPIND    & 2010-03-09 &  -7.38     &  -6.26     &  -1.31     &   2.52     & -19.68     &  -4.56    \\\\\n",
       "\t1505 & SHREYANIND & 2010-01-04 &  -7.45     &  -0.66     &  -0.99     & -17.24     & -24.47     & -14.45    \\\\\n",
       "\t1012 & RPPINFRA   & 2010-12-06 &  -8.13     & -17.13     & -13.79     & -15.02     & -15.38     &   8.42    \\\\\n",
       "\t488 & GUFICBIO   & 2010-01-04 &  -8.70     &  -5.29     &  -8.99     & -19.58     & -27.51     & -35.45    \\\\\n",
       "\t1373 & ASIANHOTNR & 2010-04-07 & -10.19     &  -9.78     & -11.64     & -14.61     & -21.55     & -16.07    \\\\\n",
       "\t249 & VASCONEQ   & 2010-02-15 & -10.27     & -15.03     & -17.70     &  -4.49     &   8.58     &  -6.38    \\\\\n",
       "\t611 & JPINFRATEC & 2010-05-21 & -10.34     & -10.01     & -10.88     &  -6.23     &  -8.53     &  -0.41    \\\\\n",
       "\t260 & JINDWORLD  & 2010-11-25 & -10.95     & -10.30     & -23.94     &   9.00     & -10.94     &  -4.15    \\\\\n",
       "\t686 & CEBBCO     & 2010-10-18 & -11.10     &   0.00     &  -5.40     &  -0.84     & -60.94     & -74.18    \\\\\n",
       "\t547 & HATHWAY    & 2010-02-25 & -13.48     &   3.35     &   1.13     &  -2.22     &  -0.53     & -14.81    \\\\\n",
       "\t1465 & PARABDRUGS & 2010-07-01 & -13.53     &  -6.09     &  -8.25     & -12.41     & -12.64     &  -4.65    \\\\\n",
       "\t1434 & RAMKY      & 2010-10-08 & -13.91     &  -7.40     &  -8.17     &  -5.90     & -21.81     & -22.06    \\\\\n",
       "\t81 & A2ZINFRA   & 2010-12-23 & -17.86     &   0.38     &  -0.58     &  -7.88     & -21.70     & -32.58    \\\\\n",
       "\t1561 & INDOSOLAR  & 2010-09-29 & -18.28     &  -0.63     &  -3.16     &   5.27     &  -4.64     & -17.72    \\\\\n",
       "\t793 & GUJNREDVR  & 2010-05-26 & -19.93     & -11.78     & -16.63     & -11.89     &  -4.63     &  -5.91    \\\\\n",
       "\t3 & CANTABIL   & 2010-10-12 & -22.22     &  -6.38     & -13.00     & -29.14     & -43.86     & -60.38    \\\\\n",
       "\t1392 & TARAPUR    & 2010-05-18 & -23.47     & -29.44     & -32.14     & -34.23     & -35.19     & -37.98    \\\\\n",
       "\t659 & KTIL       & 2010-12-22 & -23.63     &  -5.65     &  15.95     &  -2.07     & -13.20     & -19.74    \\\\\n",
       "\t671 & AHLWEST    & 2010-08-05 & -24.83     & -14.24     & -24.78     & -21.17     & -37.87     & -48.27    \\\\\n",
       "\t1322 & AHLEAST    & 2010-08-11 & -29.07     & -10.49     & -11.98     &  10.03     &   6.69     & -10.05    \\\\\n",
       "\t594 & EMMBI      & 2010-02-24 & -36.11     &  -9.74     & -14.26     & -23.48     & -44.17     & -33.57    \\\\\n",
       "\t140 & KIRLOSIND  & 2010-06-24 & -50.98     &  -7.27     &  -8.55     & -14.75     & -21.13     & -12.87    \\\\\n",
       "\t553 & KSL        & 2010-05-19 & -68.37     &  -4.93     & -10.48     &  -9.47     &  37.42     &  52.11    \\\\\n",
       "\t1001 & FMNL       & 2010-12-31 & -77.61     & -22.57     & -43.13     & -42.84     & -57.49     & -51.06    \\\\\n",
       "\t1444 & EMAMIINFRA & 2010-07-28 & -79.64     & -32.87     & -35.40     & -44.51     & -48.01     & -65.87    \\\\\n",
       "\t1564 & ZEELEARN   & 2010-12-20 & -93.37     &  27.99     &  50.64     &  11.20     &  18.83     &  13.99    \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | SYMBOL | LDATE | D0 | D5 | D10 | D20 | D50 | D100 | \n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 26 | UNITEDTEA  | 2010-01-08 | 171.00     |   4.53     | -21.40     | -36.69     | -45.81     | -47.31     | \n",
       "| 707 | WELINV     | 2010-09-20 | 130.82     |  27.76     |  44.43     |  41.37     |  10.94     | -26.71     | \n",
       "| 1094 | ORIENTLTD  | 2010-03-03 | 125.08     |  72.44     |  63.70     |  61.67     |  48.79     |  65.66     | \n",
       "| 357 | BEARDSELL  | 2010-01-08 | 105.00     |  91.83     | 110.37     |  66.59     |  47.81     |  29.27     | \n",
       "| 235 | CAREERP    | 2010-10-06 | 102.63     | -15.48     | -21.18     | -24.21     | -43.37     | -46.71     | \n",
       "| 1087 | BEDMUTHA   | 2010-10-14 |  75.64     |  39.88     |  -2.82     | -31.76     | -56.52     | -43.85     | \n",
       "| 669 | PRAKASHSTL | 2010-08-25 |  68.50     |  17.32     | -12.49     | -21.42     | -19.96     | -32.61     | \n",
       "| 457 | GRAVITA    | 2010-11-16 |  67.76     |  25.56     |  32.88     |  12.26     |   8.42     |  75.08     | \n",
       "| 1116 | ARSSINFRA  | 2010-03-03 |  63.88     |   7.33     |  25.67     |  34.48     |  58.43     |  57.91     | \n",
       "| 1270 | GALLISPAT  | 2010-10-11 |  62.10     | -32.45     | -35.47     | -35.23     | -35.60     | -14.93     | \n",
       "| 375 | JUBLFOOD   | 2010-02-08 |  58.00     |   0.50     |  -4.04     |  24.79     |  53.86     |  44.39     | \n",
       "| 680 | BSLIMITED  | 2010-10-27 |  53.73     |  -0.64     | -44.96     | -55.36     | -63.93     | -78.18     | \n",
       "| 4 | TECHNO     | 2010-11-10 |  53.52     |  -8.92     |  -3.39     | -34.03     | -33.74     | -42.26     | \n",
       "| 770 | TEXMOPIPES | 2010-03-10 |  52.39     |   4.78     | -23.70     | -40.69     | -69.74     | -66.64     | \n",
       "| 398 | COALINDIA  | 2010-11-04 |  39.82     |  -4.09     |  -2.63     |  -6.01     |  -8.58     |   0.04     | \n",
       "| 990 | MANINFRA   | 2010-03-11 |  38.83     |   3.37     |   9.80     |   7.27     | -13.46     |  -4.32     | \n",
       "| 495 | KIRLOSENG  | 2010-12-24 |  33.16     |  -2.25     |  -3.54     | -20.70     | -40.53     | -41.21     | \n",
       "| 558 | PERSISTENT | 2010-04-06 |  31.08     |  -1.51     |  -0.91     |  -1.48     |   1.34     |  17.51     | \n",
       "| 1554 | WABAG      | 2010-10-13 |  30.38     |  -3.82     |  -5.78     |  -2.29     |  -9.87     | -23.82     | \n",
       "| 453 | KIRLOSBROS | 2010-04-20 |  29.48     | -14.60     | -16.64     | -21.27     | -22.88     | -18.93     | \n",
       "| 570 | TALWALKARS | 2010-05-10 |  27.46     |  10.08     |   4.47     |   2.82     |  11.09     |  42.26     | \n",
       "| 465 | DBCORP     | 2010-01-06 |  25.42     |   0.13     |  -4.51     |  -9.21     |  -7.78     | -12.07     | \n",
       "| 174 | RKDL       | 2010-12-27 |  25.08     | -19.55     | -35.54     | -59.59     | -61.59     | -63.59     | \n",
       "| 1425 | UMESLTD    | 2010-07-12 |  24.12     | -12.99     | -14.54     |  -1.20     |   4.94     | -17.13     | \n",
       "| 709 | MOIL       | 2010-12-15 |  24.01     |  -3.44     |  -2.95     |  -4.92     | -14.27     | -19.57     | \n",
       "| 50 | TECHNOFAB  | 2010-07-16 |  23.73     |  -4.45     |  -5.17     |  -8.30     | -19.19     | -45.09     | \n",
       "| 683 | KAUSHALYA  | 2010-01-04 |  20.10     |  15.70     |   8.26     |  -2.69     |  -7.85     | -17.56     | \n",
       "| 1245 | PATINTLOG  | 2010-01-04 |  20.07     |  17.59     |  23.26     |   9.01     |  -9.16     | -11.05     | \n",
       "| 497 | IOLCP      | 2010-11-08 |  20.04     | -12.18     | -18.50     | -24.55     | -18.77     | -28.97     | \n",
       "| 1317 | NAHARINDUS | 2010-01-04 |  20.03     |  -5.78     |  -1.01     | -14.24     | -23.66     | -24.67     | \n",
       "| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | \n",
       "| 819 | HSCL       | 2010-01-04 |  -5.65     | -25.24     | -22.47     | -26.42     |  -5.15     | -24.47     | \n",
       "| 1078 | SKMEGGPROD | 2010-01-04 |  -5.85     |  -2.14     |  -7.49     | -14.99     | -12.85     | -21.63     | \n",
       "| 245 | SUNTECK    | 2010-01-04 |  -5.94     |  -3.81     |  -2.55     | -11.48     |   6.23     |  13.64     | \n",
       "| 469 | KHAITANLTD | 2010-01-04 |  -6.78     |   7.71     |   5.95     |   5.73     |  -7.27     |  13.00     | \n",
       "| 343 | DEEPIND    | 2010-03-09 |  -7.38     |  -6.26     |  -1.31     |   2.52     | -19.68     |  -4.56     | \n",
       "| 1505 | SHREYANIND | 2010-01-04 |  -7.45     |  -0.66     |  -0.99     | -17.24     | -24.47     | -14.45     | \n",
       "| 1012 | RPPINFRA   | 2010-12-06 |  -8.13     | -17.13     | -13.79     | -15.02     | -15.38     |   8.42     | \n",
       "| 488 | GUFICBIO   | 2010-01-04 |  -8.70     |  -5.29     |  -8.99     | -19.58     | -27.51     | -35.45     | \n",
       "| 1373 | ASIANHOTNR | 2010-04-07 | -10.19     |  -9.78     | -11.64     | -14.61     | -21.55     | -16.07     | \n",
       "| 249 | VASCONEQ   | 2010-02-15 | -10.27     | -15.03     | -17.70     |  -4.49     |   8.58     |  -6.38     | \n",
       "| 611 | JPINFRATEC | 2010-05-21 | -10.34     | -10.01     | -10.88     |  -6.23     |  -8.53     |  -0.41     | \n",
       "| 260 | JINDWORLD  | 2010-11-25 | -10.95     | -10.30     | -23.94     |   9.00     | -10.94     |  -4.15     | \n",
       "| 686 | CEBBCO     | 2010-10-18 | -11.10     |   0.00     |  -5.40     |  -0.84     | -60.94     | -74.18     | \n",
       "| 547 | HATHWAY    | 2010-02-25 | -13.48     |   3.35     |   1.13     |  -2.22     |  -0.53     | -14.81     | \n",
       "| 1465 | PARABDRUGS | 2010-07-01 | -13.53     |  -6.09     |  -8.25     | -12.41     | -12.64     |  -4.65     | \n",
       "| 1434 | RAMKY      | 2010-10-08 | -13.91     |  -7.40     |  -8.17     |  -5.90     | -21.81     | -22.06     | \n",
       "| 81 | A2ZINFRA   | 2010-12-23 | -17.86     |   0.38     |  -0.58     |  -7.88     | -21.70     | -32.58     | \n",
       "| 1561 | INDOSOLAR  | 2010-09-29 | -18.28     |  -0.63     |  -3.16     |   5.27     |  -4.64     | -17.72     | \n",
       "| 793 | GUJNREDVR  | 2010-05-26 | -19.93     | -11.78     | -16.63     | -11.89     |  -4.63     |  -5.91     | \n",
       "| 3 | CANTABIL   | 2010-10-12 | -22.22     |  -6.38     | -13.00     | -29.14     | -43.86     | -60.38     | \n",
       "| 1392 | TARAPUR    | 2010-05-18 | -23.47     | -29.44     | -32.14     | -34.23     | -35.19     | -37.98     | \n",
       "| 659 | KTIL       | 2010-12-22 | -23.63     |  -5.65     |  15.95     |  -2.07     | -13.20     | -19.74     | \n",
       "| 671 | AHLWEST    | 2010-08-05 | -24.83     | -14.24     | -24.78     | -21.17     | -37.87     | -48.27     | \n",
       "| 1322 | AHLEAST    | 2010-08-11 | -29.07     | -10.49     | -11.98     |  10.03     |   6.69     | -10.05     | \n",
       "| 594 | EMMBI      | 2010-02-24 | -36.11     |  -9.74     | -14.26     | -23.48     | -44.17     | -33.57     | \n",
       "| 140 | KIRLOSIND  | 2010-06-24 | -50.98     |  -7.27     |  -8.55     | -14.75     | -21.13     | -12.87     | \n",
       "| 553 | KSL        | 2010-05-19 | -68.37     |  -4.93     | -10.48     |  -9.47     |  37.42     |  52.11     | \n",
       "| 1001 | FMNL       | 2010-12-31 | -77.61     | -22.57     | -43.13     | -42.84     | -57.49     | -51.06     | \n",
       "| 1444 | EMAMIINFRA | 2010-07-28 | -79.64     | -32.87     | -35.40     | -44.51     | -48.01     | -65.87     | \n",
       "| 1564 | ZEELEARN   | 2010-12-20 | -93.37     |  27.99     |  50.64     |  11.20     |  18.83     |  13.99     | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "     SYMBOL     LDATE      D0     D5     D10    D20    D50    D100  \n",
       "26   UNITEDTEA  2010-01-08 171.00   4.53 -21.40 -36.69 -45.81 -47.31\n",
       "707  WELINV     2010-09-20 130.82  27.76  44.43  41.37  10.94 -26.71\n",
       "1094 ORIENTLTD  2010-03-03 125.08  72.44  63.70  61.67  48.79  65.66\n",
       "357  BEARDSELL  2010-01-08 105.00  91.83 110.37  66.59  47.81  29.27\n",
       "235  CAREERP    2010-10-06 102.63 -15.48 -21.18 -24.21 -43.37 -46.71\n",
       "1087 BEDMUTHA   2010-10-14  75.64  39.88  -2.82 -31.76 -56.52 -43.85\n",
       "669  PRAKASHSTL 2010-08-25  68.50  17.32 -12.49 -21.42 -19.96 -32.61\n",
       "457  GRAVITA    2010-11-16  67.76  25.56  32.88  12.26   8.42  75.08\n",
       "1116 ARSSINFRA  2010-03-03  63.88   7.33  25.67  34.48  58.43  57.91\n",
       "1270 GALLISPAT  2010-10-11  62.10 -32.45 -35.47 -35.23 -35.60 -14.93\n",
       "375  JUBLFOOD   2010-02-08  58.00   0.50  -4.04  24.79  53.86  44.39\n",
       "680  BSLIMITED  2010-10-27  53.73  -0.64 -44.96 -55.36 -63.93 -78.18\n",
       "4    TECHNO     2010-11-10  53.52  -8.92  -3.39 -34.03 -33.74 -42.26\n",
       "770  TEXMOPIPES 2010-03-10  52.39   4.78 -23.70 -40.69 -69.74 -66.64\n",
       "398  COALINDIA  2010-11-04  39.82  -4.09  -2.63  -6.01  -8.58   0.04\n",
       "990  MANINFRA   2010-03-11  38.83   3.37   9.80   7.27 -13.46  -4.32\n",
       "495  KIRLOSENG  2010-12-24  33.16  -2.25  -3.54 -20.70 -40.53 -41.21\n",
       "558  PERSISTENT 2010-04-06  31.08  -1.51  -0.91  -1.48   1.34  17.51\n",
       "1554 WABAG      2010-10-13  30.38  -3.82  -5.78  -2.29  -9.87 -23.82\n",
       "453  KIRLOSBROS 2010-04-20  29.48 -14.60 -16.64 -21.27 -22.88 -18.93\n",
       "570  TALWALKARS 2010-05-10  27.46  10.08   4.47   2.82  11.09  42.26\n",
       "465  DBCORP     2010-01-06  25.42   0.13  -4.51  -9.21  -7.78 -12.07\n",
       "174  RKDL       2010-12-27  25.08 -19.55 -35.54 -59.59 -61.59 -63.59\n",
       "1425 UMESLTD    2010-07-12  24.12 -12.99 -14.54  -1.20   4.94 -17.13\n",
       "709  MOIL       2010-12-15  24.01  -3.44  -2.95  -4.92 -14.27 -19.57\n",
       "50   TECHNOFAB  2010-07-16  23.73  -4.45  -5.17  -8.30 -19.19 -45.09\n",
       "683  KAUSHALYA  2010-01-04  20.10  15.70   8.26  -2.69  -7.85 -17.56\n",
       "1245 PATINTLOG  2010-01-04  20.07  17.59  23.26   9.01  -9.16 -11.05\n",
       "497  IOLCP      2010-11-08  20.04 -12.18 -18.50 -24.55 -18.77 -28.97\n",
       "1317 NAHARINDUS 2010-01-04  20.03  -5.78  -1.01 -14.24 -23.66 -24.67\n",
       "⋮    ⋮          ⋮          ⋮      ⋮      ⋮      ⋮      ⋮      ⋮     \n",
       "819  HSCL       2010-01-04  -5.65 -25.24 -22.47 -26.42  -5.15 -24.47\n",
       "1078 SKMEGGPROD 2010-01-04  -5.85  -2.14  -7.49 -14.99 -12.85 -21.63\n",
       "245  SUNTECK    2010-01-04  -5.94  -3.81  -2.55 -11.48   6.23  13.64\n",
       "469  KHAITANLTD 2010-01-04  -6.78   7.71   5.95   5.73  -7.27  13.00\n",
       "343  DEEPIND    2010-03-09  -7.38  -6.26  -1.31   2.52 -19.68  -4.56\n",
       "1505 SHREYANIND 2010-01-04  -7.45  -0.66  -0.99 -17.24 -24.47 -14.45\n",
       "1012 RPPINFRA   2010-12-06  -8.13 -17.13 -13.79 -15.02 -15.38   8.42\n",
       "488  GUFICBIO   2010-01-04  -8.70  -5.29  -8.99 -19.58 -27.51 -35.45\n",
       "1373 ASIANHOTNR 2010-04-07 -10.19  -9.78 -11.64 -14.61 -21.55 -16.07\n",
       "249  VASCONEQ   2010-02-15 -10.27 -15.03 -17.70  -4.49   8.58  -6.38\n",
       "611  JPINFRATEC 2010-05-21 -10.34 -10.01 -10.88  -6.23  -8.53  -0.41\n",
       "260  JINDWORLD  2010-11-25 -10.95 -10.30 -23.94   9.00 -10.94  -4.15\n",
       "686  CEBBCO     2010-10-18 -11.10   0.00  -5.40  -0.84 -60.94 -74.18\n",
       "547  HATHWAY    2010-02-25 -13.48   3.35   1.13  -2.22  -0.53 -14.81\n",
       "1465 PARABDRUGS 2010-07-01 -13.53  -6.09  -8.25 -12.41 -12.64  -4.65\n",
       "1434 RAMKY      2010-10-08 -13.91  -7.40  -8.17  -5.90 -21.81 -22.06\n",
       "81   A2ZINFRA   2010-12-23 -17.86   0.38  -0.58  -7.88 -21.70 -32.58\n",
       "1561 INDOSOLAR  2010-09-29 -18.28  -0.63  -3.16   5.27  -4.64 -17.72\n",
       "793  GUJNREDVR  2010-05-26 -19.93 -11.78 -16.63 -11.89  -4.63  -5.91\n",
       "3    CANTABIL   2010-10-12 -22.22  -6.38 -13.00 -29.14 -43.86 -60.38\n",
       "1392 TARAPUR    2010-05-18 -23.47 -29.44 -32.14 -34.23 -35.19 -37.98\n",
       "659  KTIL       2010-12-22 -23.63  -5.65  15.95  -2.07 -13.20 -19.74\n",
       "671  AHLWEST    2010-08-05 -24.83 -14.24 -24.78 -21.17 -37.87 -48.27\n",
       "1322 AHLEAST    2010-08-11 -29.07 -10.49 -11.98  10.03   6.69 -10.05\n",
       "594  EMMBI      2010-02-24 -36.11  -9.74 -14.26 -23.48 -44.17 -33.57\n",
       "140  KIRLOSIND  2010-06-24 -50.98  -7.27  -8.55 -14.75 -21.13 -12.87\n",
       "553  KSL        2010-05-19 -68.37  -4.93 -10.48  -9.47  37.42  52.11\n",
       "1001 FMNL       2010-12-31 -77.61 -22.57 -43.13 -42.84 -57.49 -51.06\n",
       "1444 EMAMIINFRA 2010-07-28 -79.64 -32.87 -35.40 -44.51 -48.01 -65.87\n",
       "1564 ZEELEARN   2010-12-20 -93.37  27.99  50.64  11.20  18.83  13.99"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "c2010[order(c2010[,dIndex], decreasing=T),]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>SYMBOL</th><th scope=col>LDATE</th><th scope=col>D0</th><th scope=col>D5</th><th scope=col>D10</th><th scope=col>D20</th><th scope=col>D50</th><th scope=col>D100</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>27</th><td>KICL      </td><td>2011-01-14</td><td>242.67    </td><td>-14.77    </td><td> -6.79    </td><td>  0.55    </td><td>-11.86    </td><td>-22.13    </td></tr>\n",
       "\t<tr><th scope=row>78</th><td>BANARBEADS</td><td>2011-12-29</td><td>237.28    </td><td> 15.61    </td><td> 19.30    </td><td> 15.26    </td><td>  7.02    </td><td> -8.95    </td></tr>\n",
       "\t<tr><th scope=row>1042</th><td>INDTERRAIN</td><td>2011-03-11</td><td>155.11    </td><td>-22.20    </td><td>-15.26    </td><td> -9.87    </td><td> -1.44    </td><td> 81.27    </td></tr>\n",
       "\t<tr><th scope=row>779</th><td>SUMMITSEC </td><td>2011-01-28</td><td>107.17    </td><td>-22.57    </td><td>-42.83    </td><td>-42.63    </td><td>-40.73    </td><td>-57.66    </td></tr>\n",
       "\t<tr><th scope=row>1020</th><td>PGEL      </td><td>2011-09-26</td><td> 97.76    </td><td>-39.32    </td><td>-46.77    </td><td>-47.74    </td><td>-48.96    </td><td>-54.58    </td></tr>\n",
       "\t<tr><th scope=row>718</th><td>TCIDEVELOP</td><td>2011-04-19</td><td> 83.22    </td><td>-22.22    </td><td>-20.07    </td><td>-31.70    </td><td>-34.39    </td><td>-42.47    </td></tr>\n",
       "\t<tr><th scope=row>1380</th><td>ELGIRUBCO </td><td>2011-08-10</td><td> 81.33    </td><td>-19.26    </td><td>-21.91    </td><td>-24.26    </td><td>-28.09    </td><td>-43.97    </td></tr>\n",
       "\t<tr><th scope=row>958</th><td>INVENTURE </td><td>2011-08-04</td><td> 76.71    </td><td>  7.71    </td><td>-20.05    </td><td>-31.83    </td><td>-24.23    </td><td>-27.35    </td></tr>\n",
       "\t<tr><th scope=row>1345</th><td>UJAAS     </td><td>2011-10-20</td><td> 71.18    </td><td>-19.72    </td><td>-43.34    </td><td>-66.76    </td><td>-81.16    </td><td>-78.69    </td></tr>\n",
       "\t<tr><th scope=row>115</th><td>PRAKASHCON</td><td>2011-10-04</td><td> 66.67    </td><td>-22.96    </td><td>-26.63    </td><td>  2.20    </td><td> -0.17    </td><td>-62.37    </td></tr>\n",
       "\t<tr><th scope=row>1254</th><td>RUSHIL    </td><td>2011-07-07</td><td> 65.97    </td><td> 31.13    </td><td> 42.13    </td><td> -0.42    </td><td> 51.62    </td><td> 28.45    </td></tr>\n",
       "\t<tr><th scope=row>344</th><td>SPYL      </td><td>2011-01-12</td><td> 58.33    </td><td>-46.53    </td><td>-43.89    </td><td>-51.26    </td><td>-31.16    </td><td>-29.37    </td></tr>\n",
       "\t<tr><th scope=row>130</th><td>ONELIFECAP</td><td>2011-10-17</td><td> 32.68    </td><td> 35.97    </td><td> 58.82    </td><td> 89.89    </td><td> 59.23    </td><td>125.32    </td></tr>\n",
       "\t<tr><th scope=row>1500</th><td>SANGHVIFOR</td><td>2011-05-23</td><td> 31.76    </td><td>-13.53    </td><td>-40.22    </td><td>-50.85    </td><td>-74.64    </td><td>-78.21    </td></tr>\n",
       "\t<tr><th scope=row>875</th><td>LOVABLE   </td><td>2011-03-24</td><td> 21.73    </td><td> -1.68    </td><td> 17.03    </td><td> 30.90    </td><td> 30.21    </td><td> 73.20    </td></tr>\n",
       "\t<tr><th scope=row>942</th><td>ASAHISONG </td><td>2011-08-29</td><td>  7.92    </td><td>  6.86    </td><td>  6.70    </td><td> -7.70    </td><td> -8.86    </td><td> -3.68    </td></tr>\n",
       "\t<tr><th scope=row>523</th><td>TDPOWERSYS</td><td>2011-09-08</td><td>  7.52    </td><td> 11.21    </td><td> -3.71    </td><td> -5.60    </td><td>-13.61    </td><td>-14.24    </td></tr>\n",
       "\t<tr><th scope=row>231</th><td>ASHIANA   </td><td>2011-06-29</td><td>  7.24    </td><td>  6.18    </td><td>  6.86    </td><td>  9.59    </td><td>  5.85    </td><td> 11.47    </td></tr>\n",
       "\t<tr><th scope=row>665</th><td>FLEXITUFF </td><td>2011-10-19</td><td>  6.81    </td><td> 29.15    </td><td> 37.48    </td><td> 55.39    </td><td> 56.48    </td><td> 52.34    </td></tr>\n",
       "\t<tr><th scope=row>483</th><td>HFCL      </td><td>2011-03-09</td><td>  6.38    </td><td> -9.15    </td><td> 33.93    </td><td> 61.97    </td><td> 68.72    </td><td> 61.45    </td></tr>\n",
       "\t<tr><th scope=row>1482</th><td>GAYAPROJ  </td><td>2011-08-22</td><td>  5.73    </td><td>  6.56    </td><td>  4.51    </td><td> -0.25    </td><td> -1.93    </td><td> -7.13    </td></tr>\n",
       "\t<tr><th scope=row>740</th><td>VIKASECO  </td><td>2011-12-12</td><td>  5.71    </td><td>  1.07    </td><td> -3.53    </td><td> -2.48    </td><td>-45.95    </td><td>-60.25    </td></tr>\n",
       "\t<tr><th scope=row>1549</th><td>CIMMCO    </td><td>2011-09-08</td><td>  5.05    </td><td> -8.48    </td><td>-14.09    </td><td>-13.28    </td><td>-13.70    </td><td>-30.24    </td></tr>\n",
       "\t<tr><th scope=row>961</th><td>KANANIIND </td><td>2011-12-14</td><td>  4.61    </td><td> -1.02    </td><td> -5.76    </td><td>  1.66    </td><td> 32.16    </td><td>  0.58    </td></tr>\n",
       "\t<tr><th scope=row>839</th><td>RASOYPR   </td><td>2011-12-12</td><td>  4.40    </td><td>  1.75    </td><td> 20.00    </td><td> 24.56    </td><td> 22.63    </td><td>-20.70    </td></tr>\n",
       "\t<tr><th scope=row>1059</th><td>MAITHANALL</td><td>2011-07-05</td><td>  4.24    </td><td> -6.36    </td><td> -7.59    </td><td>-13.70    </td><td>-38.32    </td><td>-46.34    </td></tr>\n",
       "\t<tr><th scope=row>272</th><td>BODALCHEM </td><td>2011-08-22</td><td>  1.85    </td><td>-33.03    </td><td>-22.14    </td><td>-38.66    </td><td>-25.63    </td><td>-42.43    </td></tr>\n",
       "\t<tr><th scope=row>1134</th><td>SHAKTIPUMP</td><td>2011-10-25</td><td>  1.58    </td><td>  0.60    </td><td> -1.91    </td><td>-20.55    </td><td> 20.67    </td><td> 13.38    </td></tr>\n",
       "\t<tr><th scope=row>299</th><td>BSLNIFTY  </td><td>2011-07-27</td><td>  1.47    </td><td> -1.29    </td><td> -3.54    </td><td>-13.29    </td><td>-12.12    </td><td>-18.55    </td></tr>\n",
       "\t<tr><th scope=row>1164</th><td>APLAPOLLO </td><td>2011-12-14</td><td>  0.76    </td><td> -8.34    </td><td> -7.48    </td><td> -4.08    </td><td> 16.68    </td><td> 14.10    </td></tr>\n",
       "\t<tr><th scope=row>⋮</th><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
       "\t<tr><th scope=row>1461</th><td>HINDMOTORS</td><td>2011-02-21</td><td> -8.48    </td><td>-16.89    </td><td> -5.45    </td><td>-17.17    </td><td> -2.45    </td><td> -6.54    </td></tr>\n",
       "\t<tr><th scope=row>1170</th><td>DSSL      </td><td>2011-12-01</td><td>-10.00    </td><td>-27.16    </td><td>-35.19    </td><td>-40.74    </td><td>  5.56    </td><td>-53.09    </td></tr>\n",
       "\t<tr><th scope=row>911</th><td>PFS       </td><td>2011-03-30</td><td>-11.07    </td><td> -8.03    </td><td>-10.44    </td><td>-14.66    </td><td>-26.10    </td><td>-30.12    </td></tr>\n",
       "\t<tr><th scope=row>726</th><td>TREEHOUSE </td><td>2011-08-26</td><td>-12.89    </td><td>  7.27    </td><td>  5.48    </td><td> 48.00    </td><td> 63.86    </td><td> 76.23    </td></tr>\n",
       "\t<tr><th scope=row>573</th><td>SURANASOL </td><td>2011-01-07</td><td>-13.43    </td><td>-13.39    </td><td> -2.86    </td><td> -7.20    </td><td> -7.02    </td><td>-15.88    </td></tr>\n",
       "\t<tr><th scope=row>563</th><td>WEIZFOREX </td><td>2011-06-28</td><td>-15.43    </td><td>-19.81    </td><td> 17.02    </td><td>  8.87    </td><td> 13.02    </td><td> -6.40    </td></tr>\n",
       "\t<tr><th scope=row>1404</th><td>DALMIABHA </td><td>2011-01-27</td><td>-17.12    </td><td>-14.79    </td><td>-26.51    </td><td>-29.69    </td><td>-13.49    </td><td>-20.89    </td></tr>\n",
       "\t<tr><th scope=row>1414</th><td>JISLDVREQS</td><td>2011-11-30</td><td>-19.97    </td><td>-47.04    </td><td>-56.57    </td><td>-63.37    </td><td>-61.64    </td><td>-57.46    </td></tr>\n",
       "\t<tr><th scope=row>455</th><td>SEZAL     </td><td>2011-11-22</td><td>-20.00    </td><td>-17.65    </td><td>-18.38    </td><td>-36.27    </td><td>-30.39    </td><td>-31.37    </td></tr>\n",
       "\t<tr><th scope=row>735</th><td>SHILPI    </td><td>2011-04-08</td><td>-30.36    </td><td>-25.60    </td><td>-27.58    </td><td>-50.26    </td><td>-69.61    </td><td>-74.40    </td></tr>\n",
       "\t<tr><th scope=row>1544</th><td>JUBLINDS  </td><td>2011-02-14</td><td>-31.64    </td><td>  3.06    </td><td> -7.21    </td><td>-16.91    </td><td> 15.05    </td><td>-11.67    </td></tr>\n",
       "\t<tr><th scope=row>1240</th><td>SERVALL   </td><td>2011-05-12</td><td>-34.31    </td><td>-27.03    </td><td>-39.90    </td><td>-44.62    </td><td>-59.84    </td><td>-67.98    </td></tr>\n",
       "\t<tr><th scope=row>100</th><td>APLLTD    </td><td>2011-09-20</td><td>-35.18    </td><td> -5.59    </td><td> -8.55    </td><td> -0.44    </td><td> -6.91    </td><td>  0.33    </td></tr>\n",
       "\t<tr><th scope=row>1548</th><td>BROOKS    </td><td>2011-09-05</td><td>-38.50    </td><td>-36.75    </td><td>-48.86    </td><td>-64.07    </td><td>-69.35    </td><td>-76.91    </td></tr>\n",
       "\t<tr><th scope=row>521</th><td>SRSLTD    </td><td>2011-09-16</td><td>-42.67    </td><td>  2.26    </td><td>  0.45    </td><td>  6.47    </td><td>  3.61    </td><td>  1.35    </td></tr>\n",
       "\t<tr><th scope=row>192</th><td>WINDMACHIN</td><td>2011-08-17</td><td>-46.03    </td><td>  4.97    </td><td> -3.94    </td><td>-18.84    </td><td>-33.56    </td><td>-47.77    </td></tr>\n",
       "\t<tr><th scope=row>166</th><td>OMKARCHEM </td><td>2011-02-10</td><td>-52.60    </td><td>-19.81    </td><td>-23.68    </td><td>-33.26    </td><td> 38.11    </td><td> 47.04    </td></tr>\n",
       "\t<tr><th scope=row>981</th><td>TEXRAIL   </td><td>2011-03-03</td><td>-57.17    </td><td> -3.68    </td><td>  1.95    </td><td>  1.16    </td><td>  6.14    </td><td> 34.15    </td></tr>\n",
       "\t<tr><th scope=row>924</th><td>VASWANI   </td><td>2011-10-24</td><td>-59.82    </td><td>-29.49    </td><td>-29.49    </td><td>-38.76    </td><td>-32.58    </td><td>-46.91    </td></tr>\n",
       "\t<tr><th scope=row>739</th><td>TRITURBINE</td><td>2011-10-28</td><td>-62.17    </td><td>  6.50    </td><td> -2.53    </td><td> -9.44    </td><td>  3.31    </td><td> 16.30    </td></tr>\n",
       "\t<tr><th scope=row>1501</th><td>BGLOBAL   </td><td>2011-07-28</td><td>-63.54    </td><td>-31.27    </td><td>-50.33    </td><td>-58.19    </td><td>-56.52    </td><td>-68.23    </td></tr>\n",
       "\t<tr><th scope=row>214</th><td>DHUNINV   </td><td>2011-03-18</td><td>-63.90    </td><td> 11.57    </td><td> 24.21    </td><td> 43.93    </td><td> 15.00    </td><td> 17.72    </td></tr>\n",
       "\t<tr><th scope=row>517</th><td>INDOTHAI  </td><td>2011-11-02</td><td>-68.72    </td><td>-27.86    </td><td>-42.55    </td><td>-51.40    </td><td>-49.89    </td><td>-52.48    </td></tr>\n",
       "\t<tr><th scope=row>1394</th><td>TIJARIA   </td><td>2011-10-14</td><td>-69.00    </td><td>-11.02    </td><td>-28.76    </td><td>-20.43    </td><td>-47.58    </td><td>-54.84    </td></tr>\n",
       "\t<tr><th scope=row>380</th><td>ESSARSHPNG</td><td>2011-11-15</td><td>-69.35    </td><td>-20.45    </td><td>-10.14    </td><td>-29.73    </td><td>  1.20    </td><td> -3.95    </td></tr>\n",
       "\t<tr><th scope=row>1571</th><td>KARMAENG  </td><td>2011-06-28</td><td>-74.71    </td><td>-22.49    </td><td>-16.51    </td><td>-31.34    </td><td>-42.58    </td><td>-25.88    </td></tr>\n",
       "\t<tr><th scope=row>941</th><td>BILENERGY </td><td>2011-02-15</td><td>-83.96    </td><td>-21.15    </td><td>-17.21    </td><td>-22.13    </td><td>-11.48    </td><td> -0.33    </td></tr>\n",
       "\t<tr><th scope=row>289</th><td>STEL      </td><td>2011-02-09</td><td>-86.90    </td><td>-18.10    </td><td> -0.57    </td><td>-10.34    </td><td> 43.10    </td><td>-12.36    </td></tr>\n",
       "\t<tr><th scope=row>51</th><td>BFINVEST  </td><td>2011-01-14</td><td>-89.51    </td><td>-22.54    </td><td>-30.84    </td><td>-14.77    </td><td>-34.48    </td><td>-38.28    </td></tr>\n",
       "\t<tr><th scope=row>862</th><td>SORILHOLD </td><td>2011-08-18</td><td>-94.95    </td><td>-21.19    </td><td>-41.06    </td><td>-52.32    </td><td>-29.36    </td><td>-36.93    </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllll}\n",
       "  & SYMBOL & LDATE & D0 & D5 & D10 & D20 & D50 & D100\\\\\n",
       "\\hline\n",
       "\t27 & KICL       & 2011-01-14 & 242.67     & -14.77     &  -6.79     &   0.55     & -11.86     & -22.13    \\\\\n",
       "\t78 & BANARBEADS & 2011-12-29 & 237.28     &  15.61     &  19.30     &  15.26     &   7.02     &  -8.95    \\\\\n",
       "\t1042 & INDTERRAIN & 2011-03-11 & 155.11     & -22.20     & -15.26     &  -9.87     &  -1.44     &  81.27    \\\\\n",
       "\t779 & SUMMITSEC  & 2011-01-28 & 107.17     & -22.57     & -42.83     & -42.63     & -40.73     & -57.66    \\\\\n",
       "\t1020 & PGEL       & 2011-09-26 &  97.76     & -39.32     & -46.77     & -47.74     & -48.96     & -54.58    \\\\\n",
       "\t718 & TCIDEVELOP & 2011-04-19 &  83.22     & -22.22     & -20.07     & -31.70     & -34.39     & -42.47    \\\\\n",
       "\t1380 & ELGIRUBCO  & 2011-08-10 &  81.33     & -19.26     & -21.91     & -24.26     & -28.09     & -43.97    \\\\\n",
       "\t958 & INVENTURE  & 2011-08-04 &  76.71     &   7.71     & -20.05     & -31.83     & -24.23     & -27.35    \\\\\n",
       "\t1345 & UJAAS      & 2011-10-20 &  71.18     & -19.72     & -43.34     & -66.76     & -81.16     & -78.69    \\\\\n",
       "\t115 & PRAKASHCON & 2011-10-04 &  66.67     & -22.96     & -26.63     &   2.20     &  -0.17     & -62.37    \\\\\n",
       "\t1254 & RUSHIL     & 2011-07-07 &  65.97     &  31.13     &  42.13     &  -0.42     &  51.62     &  28.45    \\\\\n",
       "\t344 & SPYL       & 2011-01-12 &  58.33     & -46.53     & -43.89     & -51.26     & -31.16     & -29.37    \\\\\n",
       "\t130 & ONELIFECAP & 2011-10-17 &  32.68     &  35.97     &  58.82     &  89.89     &  59.23     & 125.32    \\\\\n",
       "\t1500 & SANGHVIFOR & 2011-05-23 &  31.76     & -13.53     & -40.22     & -50.85     & -74.64     & -78.21    \\\\\n",
       "\t875 & LOVABLE    & 2011-03-24 &  21.73     &  -1.68     &  17.03     &  30.90     &  30.21     &  73.20    \\\\\n",
       "\t942 & ASAHISONG  & 2011-08-29 &   7.92     &   6.86     &   6.70     &  -7.70     &  -8.86     &  -3.68    \\\\\n",
       "\t523 & TDPOWERSYS & 2011-09-08 &   7.52     &  11.21     &  -3.71     &  -5.60     & -13.61     & -14.24    \\\\\n",
       "\t231 & ASHIANA    & 2011-06-29 &   7.24     &   6.18     &   6.86     &   9.59     &   5.85     &  11.47    \\\\\n",
       "\t665 & FLEXITUFF  & 2011-10-19 &   6.81     &  29.15     &  37.48     &  55.39     &  56.48     &  52.34    \\\\\n",
       "\t483 & HFCL       & 2011-03-09 &   6.38     &  -9.15     &  33.93     &  61.97     &  68.72     &  61.45    \\\\\n",
       "\t1482 & GAYAPROJ   & 2011-08-22 &   5.73     &   6.56     &   4.51     &  -0.25     &  -1.93     &  -7.13    \\\\\n",
       "\t740 & VIKASECO   & 2011-12-12 &   5.71     &   1.07     &  -3.53     &  -2.48     & -45.95     & -60.25    \\\\\n",
       "\t1549 & CIMMCO     & 2011-09-08 &   5.05     &  -8.48     & -14.09     & -13.28     & -13.70     & -30.24    \\\\\n",
       "\t961 & KANANIIND  & 2011-12-14 &   4.61     &  -1.02     &  -5.76     &   1.66     &  32.16     &   0.58    \\\\\n",
       "\t839 & RASOYPR    & 2011-12-12 &   4.40     &   1.75     &  20.00     &  24.56     &  22.63     & -20.70    \\\\\n",
       "\t1059 & MAITHANALL & 2011-07-05 &   4.24     &  -6.36     &  -7.59     & -13.70     & -38.32     & -46.34    \\\\\n",
       "\t272 & BODALCHEM  & 2011-08-22 &   1.85     & -33.03     & -22.14     & -38.66     & -25.63     & -42.43    \\\\\n",
       "\t1134 & SHAKTIPUMP & 2011-10-25 &   1.58     &   0.60     &  -1.91     & -20.55     &  20.67     &  13.38    \\\\\n",
       "\t299 & BSLNIFTY   & 2011-07-27 &   1.47     &  -1.29     &  -3.54     & -13.29     & -12.12     & -18.55    \\\\\n",
       "\t1164 & APLAPOLLO  & 2011-12-14 &   0.76     &  -8.34     &  -7.48     &  -4.08     &  16.68     &  14.10    \\\\\n",
       "\t⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
       "\t1461 & HINDMOTORS & 2011-02-21 &  -8.48     & -16.89     &  -5.45     & -17.17     &  -2.45     &  -6.54    \\\\\n",
       "\t1170 & DSSL       & 2011-12-01 & -10.00     & -27.16     & -35.19     & -40.74     &   5.56     & -53.09    \\\\\n",
       "\t911 & PFS        & 2011-03-30 & -11.07     &  -8.03     & -10.44     & -14.66     & -26.10     & -30.12    \\\\\n",
       "\t726 & TREEHOUSE  & 2011-08-26 & -12.89     &   7.27     &   5.48     &  48.00     &  63.86     &  76.23    \\\\\n",
       "\t573 & SURANASOL  & 2011-01-07 & -13.43     & -13.39     &  -2.86     &  -7.20     &  -7.02     & -15.88    \\\\\n",
       "\t563 & WEIZFOREX  & 2011-06-28 & -15.43     & -19.81     &  17.02     &   8.87     &  13.02     &  -6.40    \\\\\n",
       "\t1404 & DALMIABHA  & 2011-01-27 & -17.12     & -14.79     & -26.51     & -29.69     & -13.49     & -20.89    \\\\\n",
       "\t1414 & JISLDVREQS & 2011-11-30 & -19.97     & -47.04     & -56.57     & -63.37     & -61.64     & -57.46    \\\\\n",
       "\t455 & SEZAL      & 2011-11-22 & -20.00     & -17.65     & -18.38     & -36.27     & -30.39     & -31.37    \\\\\n",
       "\t735 & SHILPI     & 2011-04-08 & -30.36     & -25.60     & -27.58     & -50.26     & -69.61     & -74.40    \\\\\n",
       "\t1544 & JUBLINDS   & 2011-02-14 & -31.64     &   3.06     &  -7.21     & -16.91     &  15.05     & -11.67    \\\\\n",
       "\t1240 & SERVALL    & 2011-05-12 & -34.31     & -27.03     & -39.90     & -44.62     & -59.84     & -67.98    \\\\\n",
       "\t100 & APLLTD     & 2011-09-20 & -35.18     &  -5.59     &  -8.55     &  -0.44     &  -6.91     &   0.33    \\\\\n",
       "\t1548 & BROOKS     & 2011-09-05 & -38.50     & -36.75     & -48.86     & -64.07     & -69.35     & -76.91    \\\\\n",
       "\t521 & SRSLTD     & 2011-09-16 & -42.67     &   2.26     &   0.45     &   6.47     &   3.61     &   1.35    \\\\\n",
       "\t192 & WINDMACHIN & 2011-08-17 & -46.03     &   4.97     &  -3.94     & -18.84     & -33.56     & -47.77    \\\\\n",
       "\t166 & OMKARCHEM  & 2011-02-10 & -52.60     & -19.81     & -23.68     & -33.26     &  38.11     &  47.04    \\\\\n",
       "\t981 & TEXRAIL    & 2011-03-03 & -57.17     &  -3.68     &   1.95     &   1.16     &   6.14     &  34.15    \\\\\n",
       "\t924 & VASWANI    & 2011-10-24 & -59.82     & -29.49     & -29.49     & -38.76     & -32.58     & -46.91    \\\\\n",
       "\t739 & TRITURBINE & 2011-10-28 & -62.17     &   6.50     &  -2.53     &  -9.44     &   3.31     &  16.30    \\\\\n",
       "\t1501 & BGLOBAL    & 2011-07-28 & -63.54     & -31.27     & -50.33     & -58.19     & -56.52     & -68.23    \\\\\n",
       "\t214 & DHUNINV    & 2011-03-18 & -63.90     &  11.57     &  24.21     &  43.93     &  15.00     &  17.72    \\\\\n",
       "\t517 & INDOTHAI   & 2011-11-02 & -68.72     & -27.86     & -42.55     & -51.40     & -49.89     & -52.48    \\\\\n",
       "\t1394 & TIJARIA    & 2011-10-14 & -69.00     & -11.02     & -28.76     & -20.43     & -47.58     & -54.84    \\\\\n",
       "\t380 & ESSARSHPNG & 2011-11-15 & -69.35     & -20.45     & -10.14     & -29.73     &   1.20     &  -3.95    \\\\\n",
       "\t1571 & KARMAENG   & 2011-06-28 & -74.71     & -22.49     & -16.51     & -31.34     & -42.58     & -25.88    \\\\\n",
       "\t941 & BILENERGY  & 2011-02-15 & -83.96     & -21.15     & -17.21     & -22.13     & -11.48     &  -0.33    \\\\\n",
       "\t289 & STEL       & 2011-02-09 & -86.90     & -18.10     &  -0.57     & -10.34     &  43.10     & -12.36    \\\\\n",
       "\t51 & BFINVEST   & 2011-01-14 & -89.51     & -22.54     & -30.84     & -14.77     & -34.48     & -38.28    \\\\\n",
       "\t862 & SORILHOLD  & 2011-08-18 & -94.95     & -21.19     & -41.06     & -52.32     & -29.36     & -36.93    \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | SYMBOL | LDATE | D0 | D5 | D10 | D20 | D50 | D100 | \n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 27 | KICL       | 2011-01-14 | 242.67     | -14.77     |  -6.79     |   0.55     | -11.86     | -22.13     | \n",
       "| 78 | BANARBEADS | 2011-12-29 | 237.28     |  15.61     |  19.30     |  15.26     |   7.02     |  -8.95     | \n",
       "| 1042 | INDTERRAIN | 2011-03-11 | 155.11     | -22.20     | -15.26     |  -9.87     |  -1.44     |  81.27     | \n",
       "| 779 | SUMMITSEC  | 2011-01-28 | 107.17     | -22.57     | -42.83     | -42.63     | -40.73     | -57.66     | \n",
       "| 1020 | PGEL       | 2011-09-26 |  97.76     | -39.32     | -46.77     | -47.74     | -48.96     | -54.58     | \n",
       "| 718 | TCIDEVELOP | 2011-04-19 |  83.22     | -22.22     | -20.07     | -31.70     | -34.39     | -42.47     | \n",
       "| 1380 | ELGIRUBCO  | 2011-08-10 |  81.33     | -19.26     | -21.91     | -24.26     | -28.09     | -43.97     | \n",
       "| 958 | INVENTURE  | 2011-08-04 |  76.71     |   7.71     | -20.05     | -31.83     | -24.23     | -27.35     | \n",
       "| 1345 | UJAAS      | 2011-10-20 |  71.18     | -19.72     | -43.34     | -66.76     | -81.16     | -78.69     | \n",
       "| 115 | PRAKASHCON | 2011-10-04 |  66.67     | -22.96     | -26.63     |   2.20     |  -0.17     | -62.37     | \n",
       "| 1254 | RUSHIL     | 2011-07-07 |  65.97     |  31.13     |  42.13     |  -0.42     |  51.62     |  28.45     | \n",
       "| 344 | SPYL       | 2011-01-12 |  58.33     | -46.53     | -43.89     | -51.26     | -31.16     | -29.37     | \n",
       "| 130 | ONELIFECAP | 2011-10-17 |  32.68     |  35.97     |  58.82     |  89.89     |  59.23     | 125.32     | \n",
       "| 1500 | SANGHVIFOR | 2011-05-23 |  31.76     | -13.53     | -40.22     | -50.85     | -74.64     | -78.21     | \n",
       "| 875 | LOVABLE    | 2011-03-24 |  21.73     |  -1.68     |  17.03     |  30.90     |  30.21     |  73.20     | \n",
       "| 942 | ASAHISONG  | 2011-08-29 |   7.92     |   6.86     |   6.70     |  -7.70     |  -8.86     |  -3.68     | \n",
       "| 523 | TDPOWERSYS | 2011-09-08 |   7.52     |  11.21     |  -3.71     |  -5.60     | -13.61     | -14.24     | \n",
       "| 231 | ASHIANA    | 2011-06-29 |   7.24     |   6.18     |   6.86     |   9.59     |   5.85     |  11.47     | \n",
       "| 665 | FLEXITUFF  | 2011-10-19 |   6.81     |  29.15     |  37.48     |  55.39     |  56.48     |  52.34     | \n",
       "| 483 | HFCL       | 2011-03-09 |   6.38     |  -9.15     |  33.93     |  61.97     |  68.72     |  61.45     | \n",
       "| 1482 | GAYAPROJ   | 2011-08-22 |   5.73     |   6.56     |   4.51     |  -0.25     |  -1.93     |  -7.13     | \n",
       "| 740 | VIKASECO   | 2011-12-12 |   5.71     |   1.07     |  -3.53     |  -2.48     | -45.95     | -60.25     | \n",
       "| 1549 | CIMMCO     | 2011-09-08 |   5.05     |  -8.48     | -14.09     | -13.28     | -13.70     | -30.24     | \n",
       "| 961 | KANANIIND  | 2011-12-14 |   4.61     |  -1.02     |  -5.76     |   1.66     |  32.16     |   0.58     | \n",
       "| 839 | RASOYPR    | 2011-12-12 |   4.40     |   1.75     |  20.00     |  24.56     |  22.63     | -20.70     | \n",
       "| 1059 | MAITHANALL | 2011-07-05 |   4.24     |  -6.36     |  -7.59     | -13.70     | -38.32     | -46.34     | \n",
       "| 272 | BODALCHEM  | 2011-08-22 |   1.85     | -33.03     | -22.14     | -38.66     | -25.63     | -42.43     | \n",
       "| 1134 | SHAKTIPUMP | 2011-10-25 |   1.58     |   0.60     |  -1.91     | -20.55     |  20.67     |  13.38     | \n",
       "| 299 | BSLNIFTY   | 2011-07-27 |   1.47     |  -1.29     |  -3.54     | -13.29     | -12.12     | -18.55     | \n",
       "| 1164 | APLAPOLLO  | 2011-12-14 |   0.76     |  -8.34     |  -7.48     |  -4.08     |  16.68     |  14.10     | \n",
       "| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | \n",
       "| 1461 | HINDMOTORS | 2011-02-21 |  -8.48     | -16.89     |  -5.45     | -17.17     |  -2.45     |  -6.54     | \n",
       "| 1170 | DSSL       | 2011-12-01 | -10.00     | -27.16     | -35.19     | -40.74     |   5.56     | -53.09     | \n",
       "| 911 | PFS        | 2011-03-30 | -11.07     |  -8.03     | -10.44     | -14.66     | -26.10     | -30.12     | \n",
       "| 726 | TREEHOUSE  | 2011-08-26 | -12.89     |   7.27     |   5.48     |  48.00     |  63.86     |  76.23     | \n",
       "| 573 | SURANASOL  | 2011-01-07 | -13.43     | -13.39     |  -2.86     |  -7.20     |  -7.02     | -15.88     | \n",
       "| 563 | WEIZFOREX  | 2011-06-28 | -15.43     | -19.81     |  17.02     |   8.87     |  13.02     |  -6.40     | \n",
       "| 1404 | DALMIABHA  | 2011-01-27 | -17.12     | -14.79     | -26.51     | -29.69     | -13.49     | -20.89     | \n",
       "| 1414 | JISLDVREQS | 2011-11-30 | -19.97     | -47.04     | -56.57     | -63.37     | -61.64     | -57.46     | \n",
       "| 455 | SEZAL      | 2011-11-22 | -20.00     | -17.65     | -18.38     | -36.27     | -30.39     | -31.37     | \n",
       "| 735 | SHILPI     | 2011-04-08 | -30.36     | -25.60     | -27.58     | -50.26     | -69.61     | -74.40     | \n",
       "| 1544 | JUBLINDS   | 2011-02-14 | -31.64     |   3.06     |  -7.21     | -16.91     |  15.05     | -11.67     | \n",
       "| 1240 | SERVALL    | 2011-05-12 | -34.31     | -27.03     | -39.90     | -44.62     | -59.84     | -67.98     | \n",
       "| 100 | APLLTD     | 2011-09-20 | -35.18     |  -5.59     |  -8.55     |  -0.44     |  -6.91     |   0.33     | \n",
       "| 1548 | BROOKS     | 2011-09-05 | -38.50     | -36.75     | -48.86     | -64.07     | -69.35     | -76.91     | \n",
       "| 521 | SRSLTD     | 2011-09-16 | -42.67     |   2.26     |   0.45     |   6.47     |   3.61     |   1.35     | \n",
       "| 192 | WINDMACHIN | 2011-08-17 | -46.03     |   4.97     |  -3.94     | -18.84     | -33.56     | -47.77     | \n",
       "| 166 | OMKARCHEM  | 2011-02-10 | -52.60     | -19.81     | -23.68     | -33.26     |  38.11     |  47.04     | \n",
       "| 981 | TEXRAIL    | 2011-03-03 | -57.17     |  -3.68     |   1.95     |   1.16     |   6.14     |  34.15     | \n",
       "| 924 | VASWANI    | 2011-10-24 | -59.82     | -29.49     | -29.49     | -38.76     | -32.58     | -46.91     | \n",
       "| 739 | TRITURBINE | 2011-10-28 | -62.17     |   6.50     |  -2.53     |  -9.44     |   3.31     |  16.30     | \n",
       "| 1501 | BGLOBAL    | 2011-07-28 | -63.54     | -31.27     | -50.33     | -58.19     | -56.52     | -68.23     | \n",
       "| 214 | DHUNINV    | 2011-03-18 | -63.90     |  11.57     |  24.21     |  43.93     |  15.00     |  17.72     | \n",
       "| 517 | INDOTHAI   | 2011-11-02 | -68.72     | -27.86     | -42.55     | -51.40     | -49.89     | -52.48     | \n",
       "| 1394 | TIJARIA    | 2011-10-14 | -69.00     | -11.02     | -28.76     | -20.43     | -47.58     | -54.84     | \n",
       "| 380 | ESSARSHPNG | 2011-11-15 | -69.35     | -20.45     | -10.14     | -29.73     |   1.20     |  -3.95     | \n",
       "| 1571 | KARMAENG   | 2011-06-28 | -74.71     | -22.49     | -16.51     | -31.34     | -42.58     | -25.88     | \n",
       "| 941 | BILENERGY  | 2011-02-15 | -83.96     | -21.15     | -17.21     | -22.13     | -11.48     |  -0.33     | \n",
       "| 289 | STEL       | 2011-02-09 | -86.90     | -18.10     |  -0.57     | -10.34     |  43.10     | -12.36     | \n",
       "| 51 | BFINVEST   | 2011-01-14 | -89.51     | -22.54     | -30.84     | -14.77     | -34.48     | -38.28     | \n",
       "| 862 | SORILHOLD  | 2011-08-18 | -94.95     | -21.19     | -41.06     | -52.32     | -29.36     | -36.93     | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "     SYMBOL     LDATE      D0     D5     D10    D20    D50    D100  \n",
       "27   KICL       2011-01-14 242.67 -14.77  -6.79   0.55 -11.86 -22.13\n",
       "78   BANARBEADS 2011-12-29 237.28  15.61  19.30  15.26   7.02  -8.95\n",
       "1042 INDTERRAIN 2011-03-11 155.11 -22.20 -15.26  -9.87  -1.44  81.27\n",
       "779  SUMMITSEC  2011-01-28 107.17 -22.57 -42.83 -42.63 -40.73 -57.66\n",
       "1020 PGEL       2011-09-26  97.76 -39.32 -46.77 -47.74 -48.96 -54.58\n",
       "718  TCIDEVELOP 2011-04-19  83.22 -22.22 -20.07 -31.70 -34.39 -42.47\n",
       "1380 ELGIRUBCO  2011-08-10  81.33 -19.26 -21.91 -24.26 -28.09 -43.97\n",
       "958  INVENTURE  2011-08-04  76.71   7.71 -20.05 -31.83 -24.23 -27.35\n",
       "1345 UJAAS      2011-10-20  71.18 -19.72 -43.34 -66.76 -81.16 -78.69\n",
       "115  PRAKASHCON 2011-10-04  66.67 -22.96 -26.63   2.20  -0.17 -62.37\n",
       "1254 RUSHIL     2011-07-07  65.97  31.13  42.13  -0.42  51.62  28.45\n",
       "344  SPYL       2011-01-12  58.33 -46.53 -43.89 -51.26 -31.16 -29.37\n",
       "130  ONELIFECAP 2011-10-17  32.68  35.97  58.82  89.89  59.23 125.32\n",
       "1500 SANGHVIFOR 2011-05-23  31.76 -13.53 -40.22 -50.85 -74.64 -78.21\n",
       "875  LOVABLE    2011-03-24  21.73  -1.68  17.03  30.90  30.21  73.20\n",
       "942  ASAHISONG  2011-08-29   7.92   6.86   6.70  -7.70  -8.86  -3.68\n",
       "523  TDPOWERSYS 2011-09-08   7.52  11.21  -3.71  -5.60 -13.61 -14.24\n",
       "231  ASHIANA    2011-06-29   7.24   6.18   6.86   9.59   5.85  11.47\n",
       "665  FLEXITUFF  2011-10-19   6.81  29.15  37.48  55.39  56.48  52.34\n",
       "483  HFCL       2011-03-09   6.38  -9.15  33.93  61.97  68.72  61.45\n",
       "1482 GAYAPROJ   2011-08-22   5.73   6.56   4.51  -0.25  -1.93  -7.13\n",
       "740  VIKASECO   2011-12-12   5.71   1.07  -3.53  -2.48 -45.95 -60.25\n",
       "1549 CIMMCO     2011-09-08   5.05  -8.48 -14.09 -13.28 -13.70 -30.24\n",
       "961  KANANIIND  2011-12-14   4.61  -1.02  -5.76   1.66  32.16   0.58\n",
       "839  RASOYPR    2011-12-12   4.40   1.75  20.00  24.56  22.63 -20.70\n",
       "1059 MAITHANALL 2011-07-05   4.24  -6.36  -7.59 -13.70 -38.32 -46.34\n",
       "272  BODALCHEM  2011-08-22   1.85 -33.03 -22.14 -38.66 -25.63 -42.43\n",
       "1134 SHAKTIPUMP 2011-10-25   1.58   0.60  -1.91 -20.55  20.67  13.38\n",
       "299  BSLNIFTY   2011-07-27   1.47  -1.29  -3.54 -13.29 -12.12 -18.55\n",
       "1164 APLAPOLLO  2011-12-14   0.76  -8.34  -7.48  -4.08  16.68  14.10\n",
       "⋮    ⋮          ⋮          ⋮      ⋮      ⋮      ⋮      ⋮      ⋮     \n",
       "1461 HINDMOTORS 2011-02-21  -8.48 -16.89  -5.45 -17.17  -2.45  -6.54\n",
       "1170 DSSL       2011-12-01 -10.00 -27.16 -35.19 -40.74   5.56 -53.09\n",
       "911  PFS        2011-03-30 -11.07  -8.03 -10.44 -14.66 -26.10 -30.12\n",
       "726  TREEHOUSE  2011-08-26 -12.89   7.27   5.48  48.00  63.86  76.23\n",
       "573  SURANASOL  2011-01-07 -13.43 -13.39  -2.86  -7.20  -7.02 -15.88\n",
       "563  WEIZFOREX  2011-06-28 -15.43 -19.81  17.02   8.87  13.02  -6.40\n",
       "1404 DALMIABHA  2011-01-27 -17.12 -14.79 -26.51 -29.69 -13.49 -20.89\n",
       "1414 JISLDVREQS 2011-11-30 -19.97 -47.04 -56.57 -63.37 -61.64 -57.46\n",
       "455  SEZAL      2011-11-22 -20.00 -17.65 -18.38 -36.27 -30.39 -31.37\n",
       "735  SHILPI     2011-04-08 -30.36 -25.60 -27.58 -50.26 -69.61 -74.40\n",
       "1544 JUBLINDS   2011-02-14 -31.64   3.06  -7.21 -16.91  15.05 -11.67\n",
       "1240 SERVALL    2011-05-12 -34.31 -27.03 -39.90 -44.62 -59.84 -67.98\n",
       "100  APLLTD     2011-09-20 -35.18  -5.59  -8.55  -0.44  -6.91   0.33\n",
       "1548 BROOKS     2011-09-05 -38.50 -36.75 -48.86 -64.07 -69.35 -76.91\n",
       "521  SRSLTD     2011-09-16 -42.67   2.26   0.45   6.47   3.61   1.35\n",
       "192  WINDMACHIN 2011-08-17 -46.03   4.97  -3.94 -18.84 -33.56 -47.77\n",
       "166  OMKARCHEM  2011-02-10 -52.60 -19.81 -23.68 -33.26  38.11  47.04\n",
       "981  TEXRAIL    2011-03-03 -57.17  -3.68   1.95   1.16   6.14  34.15\n",
       "924  VASWANI    2011-10-24 -59.82 -29.49 -29.49 -38.76 -32.58 -46.91\n",
       "739  TRITURBINE 2011-10-28 -62.17   6.50  -2.53  -9.44   3.31  16.30\n",
       "1501 BGLOBAL    2011-07-28 -63.54 -31.27 -50.33 -58.19 -56.52 -68.23\n",
       "214  DHUNINV    2011-03-18 -63.90  11.57  24.21  43.93  15.00  17.72\n",
       "517  INDOTHAI   2011-11-02 -68.72 -27.86 -42.55 -51.40 -49.89 -52.48\n",
       "1394 TIJARIA    2011-10-14 -69.00 -11.02 -28.76 -20.43 -47.58 -54.84\n",
       "380  ESSARSHPNG 2011-11-15 -69.35 -20.45 -10.14 -29.73   1.20  -3.95\n",
       "1571 KARMAENG   2011-06-28 -74.71 -22.49 -16.51 -31.34 -42.58 -25.88\n",
       "941  BILENERGY  2011-02-15 -83.96 -21.15 -17.21 -22.13 -11.48  -0.33\n",
       "289  STEL       2011-02-09 -86.90 -18.10  -0.57 -10.34  43.10 -12.36\n",
       "51   BFINVEST   2011-01-14 -89.51 -22.54 -30.84 -14.77 -34.48 -38.28\n",
       "862  SORILHOLD  2011-08-18 -94.95 -21.19 -41.06 -52.32 -29.36 -36.93"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "c2011[order(c2011[,dIndex], decreasing=T),]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>SYMBOL</th><th scope=col>LDATE</th><th scope=col>D0</th><th scope=col>D5</th><th scope=col>D10</th><th scope=col>D20</th><th scope=col>D50</th><th scope=col>D100</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>440</th><td>SUNCLAYLTD</td><td>2012-10-23</td><td> 31.22    </td><td> 27.12    </td><td> 32.18    </td><td> 31.27    </td><td> 51.81    </td><td> 33.72    </td></tr>\n",
       "\t<tr><th scope=row>1585</th><td>MCX       </td><td>2012-03-09</td><td> 25.65    </td><td>  0.04    </td><td> -3.71    </td><td> -3.05    </td><td>-29.64    </td><td>-20.50    </td></tr>\n",
       "\t<tr><th scope=row>1555</th><td>CARERATING</td><td>2012-12-26</td><td> 23.01    </td><td>  0.15    </td><td>  0.12    </td><td>  0.76    </td><td>-13.90    </td><td>-20.19    </td></tr>\n",
       "\t<tr><th scope=row>1195</th><td>MTEDUCARE </td><td>2012-04-12</td><td> 12.94    </td><td> 20.25    </td><td> 21.97    </td><td>  3.32    </td><td>  3.93    </td><td>  5.37    </td></tr>\n",
       "\t<tr><th scope=row>623</th><td>PCJEWELLER</td><td>2012-12-27</td><td> 10.52    </td><td> 23.02    </td><td> 11.33    </td><td>  3.18    </td><td>-14.98    </td><td>-22.72    </td></tr>\n",
       "\t<tr><th scope=row>1493</th><td>THOMASCOTT</td><td>2012-01-30</td><td>  9.79    </td><td>-12.16    </td><td> -6.00    </td><td>-15.56    </td><td>-30.15    </td><td>-49.27    </td></tr>\n",
       "\t<tr><th scope=row>381</th><td>NDL       </td><td>2012-03-23</td><td>  7.61    </td><td> -9.29    </td><td> -5.05    </td><td>-13.33    </td><td>-14.75    </td><td>  8.69    </td></tr>\n",
       "\t<tr><th scope=row>1586</th><td>SPECIALITY</td><td>2012-05-30</td><td>  6.40    </td><td> 13.35    </td><td> 36.50    </td><td> 33.99    </td><td>  9.68    </td><td> 12.73    </td></tr>\n",
       "\t<tr><th scope=row>1513</th><td>MORARJEE  </td><td>2012-09-18</td><td>  5.44    </td><td>-23.81    </td><td>-25.79    </td><td>-26.59    </td><td> -7.94    </td><td>  4.37    </td></tr>\n",
       "\t<tr><th scope=row>284</th><td>KITEX     </td><td>2012-09-25</td><td>  4.07    </td><td> -5.91    </td><td>  6.86    </td><td> -2.08    </td><td>  1.76    </td><td> -7.34    </td></tr>\n",
       "\t<tr><th scope=row>866</th><td>DBSTOCKBRO</td><td>2012-02-29</td><td>  0.71    </td><td> -0.20    </td><td> -0.35    </td><td> -2.75    </td><td> -3.20    </td><td> -1.10    </td></tr>\n",
       "\t<tr><th scope=row>1442</th><td>BAFNAPHARM</td><td>2012-11-12</td><td>  0.53    </td><td> -0.85    </td><td> -0.11    </td><td> -0.96    </td><td> -4.46    </td><td>-21.68    </td></tr>\n",
       "\t<tr><th scope=row>475</th><td>MAYURUNIQ </td><td>2012-09-25</td><td> -0.03    </td><td>  5.45    </td><td>  6.02    </td><td>  4.95    </td><td> 26.17    </td><td> 14.40    </td></tr>\n",
       "\t<tr><th scope=row>1370</th><td>TARAJEWELS</td><td>2012-12-06</td><td> -0.04    </td><td> -5.61    </td><td> -1.52    </td><td>  2.35    </td><td>-16.16    </td><td>-29.25    </td></tr>\n",
       "\t<tr><th scope=row>520</th><td>SWANENERGY</td><td>2012-05-29</td><td> -0.21    </td><td> -5.40    </td><td> -8.01    </td><td>-11.11    </td><td> -4.63    </td><td> -2.54    </td></tr>\n",
       "\t<tr><th scope=row>1337</th><td>CHROMATIC </td><td>2012-05-29</td><td> -0.80    </td><td>  0.86    </td><td> -3.45    </td><td> -6.10    </td><td> -0.52    </td><td>  3.97    </td></tr>\n",
       "\t<tr><th scope=row>1194</th><td>DUCON     </td><td>2012-10-09</td><td> -1.29    </td><td> -6.27    </td><td>-11.64    </td><td> -3.31    </td><td>-10.75    </td><td> 59.24    </td></tr>\n",
       "\t<tr><th scope=row>722</th><td>COMPUSOFT </td><td>2012-03-02</td><td> -2.26    </td><td> -3.08    </td><td> -3.85    </td><td>-10.77    </td><td>-21.15    </td><td> -5.38    </td></tr>\n",
       "\t<tr><th scope=row>1417</th><td>ROSSELLIND</td><td>2012-09-25</td><td> -2.76    </td><td>  3.33    </td><td>  3.83    </td><td> 43.00    </td><td> 67.00    </td><td> 33.50    </td></tr>\n",
       "\t<tr><th scope=row>670</th><td>PREMIERPOL</td><td>2012-08-16</td><td> -3.03    </td><td> -1.56    </td><td>-23.13    </td><td>-29.69    </td><td>-20.62    </td><td>-13.75    </td></tr>\n",
       "\t<tr><th scope=row>42</th><td>ORIENTREF </td><td>2012-03-12</td><td> -4.90    </td><td>  3.50    </td><td> -0.92    </td><td> -9.94    </td><td> 22.01    </td><td> 15.59    </td></tr>\n",
       "\t<tr><th scope=row>1289</th><td>TBZ       </td><td>2012-05-09</td><td> -7.50    </td><td> -4.64    </td><td>  5.90    </td><td>  2.39    </td><td> -3.78    </td><td> 26.36    </td></tr>\n",
       "\t<tr><th scope=row>792</th><td>NBCC      </td><td>2012-04-12</td><td> -8.54    </td><td>  3.61    </td><td>  1.13    </td><td> -8.77    </td><td> -7.99    </td><td> -4.69    </td></tr>\n",
       "\t<tr><th scope=row>229</th><td>INFRATEL  </td><td>2012-12-28</td><td>-12.89    </td><td>  8.09    </td><td>  7.20    </td><td>  8.69    </td><td>  1.07    </td><td>-11.32    </td></tr>\n",
       "\t<tr><th scope=row>17</th><td>MINDACORP </td><td>2012-03-19</td><td>-22.68    </td><td>-27.13    </td><td>-16.00    </td><td> 36.47    </td><td>318.00    </td><td>150.80    </td></tr>\n",
       "\t<tr><th scope=row>939</th><td>HEXATRADEX</td><td>2012-04-20</td><td>-27.67    </td><td>-22.51    </td><td>-24.30    </td><td>-48.54    </td><td>-59.07    </td><td>-67.32    </td></tr>\n",
       "\t<tr><th scope=row>607</th><td>ZUARI     </td><td>2012-11-27</td><td>-28.09    </td><td>-18.61    </td><td>-19.32    </td><td>-27.09    </td><td>-41.78    </td><td>-55.13    </td></tr>\n",
       "\t<tr><th scope=row>766</th><td>PROZONINTU</td><td>2012-09-12</td><td>-30.35    </td><td>  4.00    </td><td> 21.89    </td><td> 18.53    </td><td> 49.26    </td><td> 42.10    </td></tr>\n",
       "\t<tr><th scope=row>411</th><td>EON       </td><td>2012-06-07</td><td>-45.14    </td><td>-11.05    </td><td> -8.25    </td><td>-14.39    </td><td>-21.75    </td><td> 21.60    </td></tr>\n",
       "\t<tr><th scope=row>596</th><td>PROVOGE   </td><td>2012-03-26</td><td>-52.05    </td><td> -7.34    </td><td> -4.28    </td><td>-11.93    </td><td>-24.46    </td><td>  0.00    </td></tr>\n",
       "\t<tr><th scope=row>705</th><td>GREENFIRE </td><td>2012-10-16</td><td>-52.48    </td><td>-11.94    </td><td> -7.46    </td><td>-32.84    </td><td>-44.78    </td><td>-62.69    </td></tr>\n",
       "\t<tr><th scope=row>1324</th><td>CINELINE  </td><td>2012-06-13</td><td>-54.50    </td><td>-15.28    </td><td> 21.53    </td><td> 20.14    </td><td>  1.74    </td><td> 18.06    </td></tr>\n",
       "\t<tr><th scope=row>1168</th><td>SCHNEIDER </td><td>2012-03-20</td><td>-68.69    </td><td>  8.74    </td><td> 23.97    </td><td> 51.34    </td><td> 29.15    </td><td> 30.69    </td></tr>\n",
       "\t<tr><th scope=row>318</th><td>NAGAROIL  </td><td>2012-03-28</td><td>-70.28    </td><td> 32.14    </td><td> 25.00    </td><td> 11.43    </td><td>-19.29    </td><td>-19.29    </td></tr>\n",
       "\t<tr><th scope=row>1200</th><td>SEPOWER   </td><td>2012-07-27</td><td>-83.72    </td><td>-22.41    </td><td>-53.08    </td><td>-64.21    </td><td>-59.25    </td><td>-36.84    </td></tr>\n",
       "\t<tr><th scope=row>638</th><td>VSSL      </td><td>2012-05-17</td><td>-86.14    </td><td>-16.32    </td><td> -7.24    </td><td> -0.92    </td><td>-11.58    </td><td> -9.59    </td></tr>\n",
       "\t<tr><th scope=row>1027</th><td>RTNINFRA  </td><td>2012-07-30</td><td>-93.32    </td><td> 25.00    </td><td> 32.14    </td><td> -4.76    </td><td> 41.09    </td><td> 51.50    </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllll}\n",
       "  & SYMBOL & LDATE & D0 & D5 & D10 & D20 & D50 & D100\\\\\n",
       "\\hline\n",
       "\t440 & SUNCLAYLTD & 2012-10-23 &  31.22     &  27.12     &  32.18     &  31.27     &  51.81     &  33.72    \\\\\n",
       "\t1585 & MCX        & 2012-03-09 &  25.65     &   0.04     &  -3.71     &  -3.05     & -29.64     & -20.50    \\\\\n",
       "\t1555 & CARERATING & 2012-12-26 &  23.01     &   0.15     &   0.12     &   0.76     & -13.90     & -20.19    \\\\\n",
       "\t1195 & MTEDUCARE  & 2012-04-12 &  12.94     &  20.25     &  21.97     &   3.32     &   3.93     &   5.37    \\\\\n",
       "\t623 & PCJEWELLER & 2012-12-27 &  10.52     &  23.02     &  11.33     &   3.18     & -14.98     & -22.72    \\\\\n",
       "\t1493 & THOMASCOTT & 2012-01-30 &   9.79     & -12.16     &  -6.00     & -15.56     & -30.15     & -49.27    \\\\\n",
       "\t381 & NDL        & 2012-03-23 &   7.61     &  -9.29     &  -5.05     & -13.33     & -14.75     &   8.69    \\\\\n",
       "\t1586 & SPECIALITY & 2012-05-30 &   6.40     &  13.35     &  36.50     &  33.99     &   9.68     &  12.73    \\\\\n",
       "\t1513 & MORARJEE   & 2012-09-18 &   5.44     & -23.81     & -25.79     & -26.59     &  -7.94     &   4.37    \\\\\n",
       "\t284 & KITEX      & 2012-09-25 &   4.07     &  -5.91     &   6.86     &  -2.08     &   1.76     &  -7.34    \\\\\n",
       "\t866 & DBSTOCKBRO & 2012-02-29 &   0.71     &  -0.20     &  -0.35     &  -2.75     &  -3.20     &  -1.10    \\\\\n",
       "\t1442 & BAFNAPHARM & 2012-11-12 &   0.53     &  -0.85     &  -0.11     &  -0.96     &  -4.46     & -21.68    \\\\\n",
       "\t475 & MAYURUNIQ  & 2012-09-25 &  -0.03     &   5.45     &   6.02     &   4.95     &  26.17     &  14.40    \\\\\n",
       "\t1370 & TARAJEWELS & 2012-12-06 &  -0.04     &  -5.61     &  -1.52     &   2.35     & -16.16     & -29.25    \\\\\n",
       "\t520 & SWANENERGY & 2012-05-29 &  -0.21     &  -5.40     &  -8.01     & -11.11     &  -4.63     &  -2.54    \\\\\n",
       "\t1337 & CHROMATIC  & 2012-05-29 &  -0.80     &   0.86     &  -3.45     &  -6.10     &  -0.52     &   3.97    \\\\\n",
       "\t1194 & DUCON      & 2012-10-09 &  -1.29     &  -6.27     & -11.64     &  -3.31     & -10.75     &  59.24    \\\\\n",
       "\t722 & COMPUSOFT  & 2012-03-02 &  -2.26     &  -3.08     &  -3.85     & -10.77     & -21.15     &  -5.38    \\\\\n",
       "\t1417 & ROSSELLIND & 2012-09-25 &  -2.76     &   3.33     &   3.83     &  43.00     &  67.00     &  33.50    \\\\\n",
       "\t670 & PREMIERPOL & 2012-08-16 &  -3.03     &  -1.56     & -23.13     & -29.69     & -20.62     & -13.75    \\\\\n",
       "\t42 & ORIENTREF  & 2012-03-12 &  -4.90     &   3.50     &  -0.92     &  -9.94     &  22.01     &  15.59    \\\\\n",
       "\t1289 & TBZ        & 2012-05-09 &  -7.50     &  -4.64     &   5.90     &   2.39     &  -3.78     &  26.36    \\\\\n",
       "\t792 & NBCC       & 2012-04-12 &  -8.54     &   3.61     &   1.13     &  -8.77     &  -7.99     &  -4.69    \\\\\n",
       "\t229 & INFRATEL   & 2012-12-28 & -12.89     &   8.09     &   7.20     &   8.69     &   1.07     & -11.32    \\\\\n",
       "\t17 & MINDACORP  & 2012-03-19 & -22.68     & -27.13     & -16.00     &  36.47     & 318.00     & 150.80    \\\\\n",
       "\t939 & HEXATRADEX & 2012-04-20 & -27.67     & -22.51     & -24.30     & -48.54     & -59.07     & -67.32    \\\\\n",
       "\t607 & ZUARI      & 2012-11-27 & -28.09     & -18.61     & -19.32     & -27.09     & -41.78     & -55.13    \\\\\n",
       "\t766 & PROZONINTU & 2012-09-12 & -30.35     &   4.00     &  21.89     &  18.53     &  49.26     &  42.10    \\\\\n",
       "\t411 & EON        & 2012-06-07 & -45.14     & -11.05     &  -8.25     & -14.39     & -21.75     &  21.60    \\\\\n",
       "\t596 & PROVOGE    & 2012-03-26 & -52.05     &  -7.34     &  -4.28     & -11.93     & -24.46     &   0.00    \\\\\n",
       "\t705 & GREENFIRE  & 2012-10-16 & -52.48     & -11.94     &  -7.46     & -32.84     & -44.78     & -62.69    \\\\\n",
       "\t1324 & CINELINE   & 2012-06-13 & -54.50     & -15.28     &  21.53     &  20.14     &   1.74     &  18.06    \\\\\n",
       "\t1168 & SCHNEIDER  & 2012-03-20 & -68.69     &   8.74     &  23.97     &  51.34     &  29.15     &  30.69    \\\\\n",
       "\t318 & NAGAROIL   & 2012-03-28 & -70.28     &  32.14     &  25.00     &  11.43     & -19.29     & -19.29    \\\\\n",
       "\t1200 & SEPOWER    & 2012-07-27 & -83.72     & -22.41     & -53.08     & -64.21     & -59.25     & -36.84    \\\\\n",
       "\t638 & VSSL       & 2012-05-17 & -86.14     & -16.32     &  -7.24     &  -0.92     & -11.58     &  -9.59    \\\\\n",
       "\t1027 & RTNINFRA   & 2012-07-30 & -93.32     &  25.00     &  32.14     &  -4.76     &  41.09     &  51.50    \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | SYMBOL | LDATE | D0 | D5 | D10 | D20 | D50 | D100 | \n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 440 | SUNCLAYLTD | 2012-10-23 |  31.22     |  27.12     |  32.18     |  31.27     |  51.81     |  33.72     | \n",
       "| 1585 | MCX        | 2012-03-09 |  25.65     |   0.04     |  -3.71     |  -3.05     | -29.64     | -20.50     | \n",
       "| 1555 | CARERATING | 2012-12-26 |  23.01     |   0.15     |   0.12     |   0.76     | -13.90     | -20.19     | \n",
       "| 1195 | MTEDUCARE  | 2012-04-12 |  12.94     |  20.25     |  21.97     |   3.32     |   3.93     |   5.37     | \n",
       "| 623 | PCJEWELLER | 2012-12-27 |  10.52     |  23.02     |  11.33     |   3.18     | -14.98     | -22.72     | \n",
       "| 1493 | THOMASCOTT | 2012-01-30 |   9.79     | -12.16     |  -6.00     | -15.56     | -30.15     | -49.27     | \n",
       "| 381 | NDL        | 2012-03-23 |   7.61     |  -9.29     |  -5.05     | -13.33     | -14.75     |   8.69     | \n",
       "| 1586 | SPECIALITY | 2012-05-30 |   6.40     |  13.35     |  36.50     |  33.99     |   9.68     |  12.73     | \n",
       "| 1513 | MORARJEE   | 2012-09-18 |   5.44     | -23.81     | -25.79     | -26.59     |  -7.94     |   4.37     | \n",
       "| 284 | KITEX      | 2012-09-25 |   4.07     |  -5.91     |   6.86     |  -2.08     |   1.76     |  -7.34     | \n",
       "| 866 | DBSTOCKBRO | 2012-02-29 |   0.71     |  -0.20     |  -0.35     |  -2.75     |  -3.20     |  -1.10     | \n",
       "| 1442 | BAFNAPHARM | 2012-11-12 |   0.53     |  -0.85     |  -0.11     |  -0.96     |  -4.46     | -21.68     | \n",
       "| 475 | MAYURUNIQ  | 2012-09-25 |  -0.03     |   5.45     |   6.02     |   4.95     |  26.17     |  14.40     | \n",
       "| 1370 | TARAJEWELS | 2012-12-06 |  -0.04     |  -5.61     |  -1.52     |   2.35     | -16.16     | -29.25     | \n",
       "| 520 | SWANENERGY | 2012-05-29 |  -0.21     |  -5.40     |  -8.01     | -11.11     |  -4.63     |  -2.54     | \n",
       "| 1337 | CHROMATIC  | 2012-05-29 |  -0.80     |   0.86     |  -3.45     |  -6.10     |  -0.52     |   3.97     | \n",
       "| 1194 | DUCON      | 2012-10-09 |  -1.29     |  -6.27     | -11.64     |  -3.31     | -10.75     |  59.24     | \n",
       "| 722 | COMPUSOFT  | 2012-03-02 |  -2.26     |  -3.08     |  -3.85     | -10.77     | -21.15     |  -5.38     | \n",
       "| 1417 | ROSSELLIND | 2012-09-25 |  -2.76     |   3.33     |   3.83     |  43.00     |  67.00     |  33.50     | \n",
       "| 670 | PREMIERPOL | 2012-08-16 |  -3.03     |  -1.56     | -23.13     | -29.69     | -20.62     | -13.75     | \n",
       "| 42 | ORIENTREF  | 2012-03-12 |  -4.90     |   3.50     |  -0.92     |  -9.94     |  22.01     |  15.59     | \n",
       "| 1289 | TBZ        | 2012-05-09 |  -7.50     |  -4.64     |   5.90     |   2.39     |  -3.78     |  26.36     | \n",
       "| 792 | NBCC       | 2012-04-12 |  -8.54     |   3.61     |   1.13     |  -8.77     |  -7.99     |  -4.69     | \n",
       "| 229 | INFRATEL   | 2012-12-28 | -12.89     |   8.09     |   7.20     |   8.69     |   1.07     | -11.32     | \n",
       "| 17 | MINDACORP  | 2012-03-19 | -22.68     | -27.13     | -16.00     |  36.47     | 318.00     | 150.80     | \n",
       "| 939 | HEXATRADEX | 2012-04-20 | -27.67     | -22.51     | -24.30     | -48.54     | -59.07     | -67.32     | \n",
       "| 607 | ZUARI      | 2012-11-27 | -28.09     | -18.61     | -19.32     | -27.09     | -41.78     | -55.13     | \n",
       "| 766 | PROZONINTU | 2012-09-12 | -30.35     |   4.00     |  21.89     |  18.53     |  49.26     |  42.10     | \n",
       "| 411 | EON        | 2012-06-07 | -45.14     | -11.05     |  -8.25     | -14.39     | -21.75     |  21.60     | \n",
       "| 596 | PROVOGE    | 2012-03-26 | -52.05     |  -7.34     |  -4.28     | -11.93     | -24.46     |   0.00     | \n",
       "| 705 | GREENFIRE  | 2012-10-16 | -52.48     | -11.94     |  -7.46     | -32.84     | -44.78     | -62.69     | \n",
       "| 1324 | CINELINE   | 2012-06-13 | -54.50     | -15.28     |  21.53     |  20.14     |   1.74     |  18.06     | \n",
       "| 1168 | SCHNEIDER  | 2012-03-20 | -68.69     |   8.74     |  23.97     |  51.34     |  29.15     |  30.69     | \n",
       "| 318 | NAGAROIL   | 2012-03-28 | -70.28     |  32.14     |  25.00     |  11.43     | -19.29     | -19.29     | \n",
       "| 1200 | SEPOWER    | 2012-07-27 | -83.72     | -22.41     | -53.08     | -64.21     | -59.25     | -36.84     | \n",
       "| 638 | VSSL       | 2012-05-17 | -86.14     | -16.32     |  -7.24     |  -0.92     | -11.58     |  -9.59     | \n",
       "| 1027 | RTNINFRA   | 2012-07-30 | -93.32     |  25.00     |  32.14     |  -4.76     |  41.09     |  51.50     | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "     SYMBOL     LDATE      D0     D5     D10    D20    D50    D100  \n",
       "440  SUNCLAYLTD 2012-10-23  31.22  27.12  32.18  31.27  51.81  33.72\n",
       "1585 MCX        2012-03-09  25.65   0.04  -3.71  -3.05 -29.64 -20.50\n",
       "1555 CARERATING 2012-12-26  23.01   0.15   0.12   0.76 -13.90 -20.19\n",
       "1195 MTEDUCARE  2012-04-12  12.94  20.25  21.97   3.32   3.93   5.37\n",
       "623  PCJEWELLER 2012-12-27  10.52  23.02  11.33   3.18 -14.98 -22.72\n",
       "1493 THOMASCOTT 2012-01-30   9.79 -12.16  -6.00 -15.56 -30.15 -49.27\n",
       "381  NDL        2012-03-23   7.61  -9.29  -5.05 -13.33 -14.75   8.69\n",
       "1586 SPECIALITY 2012-05-30   6.40  13.35  36.50  33.99   9.68  12.73\n",
       "1513 MORARJEE   2012-09-18   5.44 -23.81 -25.79 -26.59  -7.94   4.37\n",
       "284  KITEX      2012-09-25   4.07  -5.91   6.86  -2.08   1.76  -7.34\n",
       "866  DBSTOCKBRO 2012-02-29   0.71  -0.20  -0.35  -2.75  -3.20  -1.10\n",
       "1442 BAFNAPHARM 2012-11-12   0.53  -0.85  -0.11  -0.96  -4.46 -21.68\n",
       "475  MAYURUNIQ  2012-09-25  -0.03   5.45   6.02   4.95  26.17  14.40\n",
       "1370 TARAJEWELS 2012-12-06  -0.04  -5.61  -1.52   2.35 -16.16 -29.25\n",
       "520  SWANENERGY 2012-05-29  -0.21  -5.40  -8.01 -11.11  -4.63  -2.54\n",
       "1337 CHROMATIC  2012-05-29  -0.80   0.86  -3.45  -6.10  -0.52   3.97\n",
       "1194 DUCON      2012-10-09  -1.29  -6.27 -11.64  -3.31 -10.75  59.24\n",
       "722  COMPUSOFT  2012-03-02  -2.26  -3.08  -3.85 -10.77 -21.15  -5.38\n",
       "1417 ROSSELLIND 2012-09-25  -2.76   3.33   3.83  43.00  67.00  33.50\n",
       "670  PREMIERPOL 2012-08-16  -3.03  -1.56 -23.13 -29.69 -20.62 -13.75\n",
       "42   ORIENTREF  2012-03-12  -4.90   3.50  -0.92  -9.94  22.01  15.59\n",
       "1289 TBZ        2012-05-09  -7.50  -4.64   5.90   2.39  -3.78  26.36\n",
       "792  NBCC       2012-04-12  -8.54   3.61   1.13  -8.77  -7.99  -4.69\n",
       "229  INFRATEL   2012-12-28 -12.89   8.09   7.20   8.69   1.07 -11.32\n",
       "17   MINDACORP  2012-03-19 -22.68 -27.13 -16.00  36.47 318.00 150.80\n",
       "939  HEXATRADEX 2012-04-20 -27.67 -22.51 -24.30 -48.54 -59.07 -67.32\n",
       "607  ZUARI      2012-11-27 -28.09 -18.61 -19.32 -27.09 -41.78 -55.13\n",
       "766  PROZONINTU 2012-09-12 -30.35   4.00  21.89  18.53  49.26  42.10\n",
       "411  EON        2012-06-07 -45.14 -11.05  -8.25 -14.39 -21.75  21.60\n",
       "596  PROVOGE    2012-03-26 -52.05  -7.34  -4.28 -11.93 -24.46   0.00\n",
       "705  GREENFIRE  2012-10-16 -52.48 -11.94  -7.46 -32.84 -44.78 -62.69\n",
       "1324 CINELINE   2012-06-13 -54.50 -15.28  21.53  20.14   1.74  18.06\n",
       "1168 SCHNEIDER  2012-03-20 -68.69   8.74  23.97  51.34  29.15  30.69\n",
       "318  NAGAROIL   2012-03-28 -70.28  32.14  25.00  11.43 -19.29 -19.29\n",
       "1200 SEPOWER    2012-07-27 -83.72 -22.41 -53.08 -64.21 -59.25 -36.84\n",
       "638  VSSL       2012-05-17 -86.14 -16.32  -7.24  -0.92 -11.58  -9.59\n",
       "1027 RTNINFRA   2012-07-30 -93.32  25.00  32.14  -4.76  41.09  51.50"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "c2012[order(c2012[,dIndex], decreasing=T),]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>SYMBOL</th><th scope=col>LDATE</th><th scope=col>D0</th><th scope=col>D5</th><th scope=col>D10</th><th scope=col>D20</th><th scope=col>D50</th><th scope=col>D100</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>794</th><td>GSCLCEMENT</td><td>2013-05-15</td><td>112.50    </td><td> 25.41    </td><td>  5.88    </td><td>-12.47    </td><td>-27.45    </td><td>-26.46    </td></tr>\n",
       "\t<tr><th scope=row>1028</th><td>JUSTDIAL  </td><td>2013-06-05</td><td> 15.54    </td><td>  3.86    </td><td>  6.03    </td><td>  3.80    </td><td>  7.95    </td><td> 71.55    </td></tr>\n",
       "\t<tr><th scope=row>1210</th><td>IBULHSGFIN</td><td>2013-07-23</td><td>  4.95    </td><td>-22.59    </td><td>-24.59    </td><td>-26.64    </td><td>-24.57    </td><td>-12.72    </td></tr>\n",
       "\t<tr><th scope=row>1341</th><td>MOHITIND  </td><td>2013-03-14</td><td>  3.70    </td><td> -3.35    </td><td>-17.40    </td><td>-21.38    </td><td>-26.73    </td><td>-14.99    </td></tr>\n",
       "\t<tr><th scope=row>566</th><td>ATULAUTO  </td><td>2013-06-26</td><td>  2.01    </td><td> -0.64    </td><td> -1.82    </td><td> -2.05    </td><td>-15.36    </td><td> 53.89    </td></tr>\n",
       "\t<tr><th scope=row>1550</th><td>VIVIDHA   </td><td>2013-05-21</td><td>  1.39    </td><td> -2.92    </td><td> -8.31    </td><td>-20.49    </td><td>-39.49    </td><td>-60.45    </td></tr>\n",
       "\t<tr><th scope=row>438</th><td>NIFTYIWIN </td><td>2013-04-05</td><td>  0.91    </td><td>  4.66    </td><td>  6.23    </td><td>  6.20    </td><td>  7.47    </td><td>  1.05    </td></tr>\n",
       "\t<tr><th scope=row>25</th><td>ABFRL     </td><td>2013-07-17</td><td>  0.88    </td><td>  4.50    </td><td>  0.05    </td><td>-33.83    </td><td>-29.33    </td><td>-38.25    </td></tr>\n",
       "\t<tr><th scope=row>1207</th><td>LYPSAGEMS </td><td>2013-11-05</td><td>  0.68    </td><td>  2.48    </td><td>  0.34    </td><td> -0.47    </td><td> -1.34    </td><td>  4.16    </td></tr>\n",
       "\t<tr><th scope=row>445</th><td>NIF100IWIN</td><td>2013-08-27</td><td>  0.31    </td><td>  1.55    </td><td>  2.82    </td><td>  3.42    </td><td>  4.35    </td><td> -1.38    </td></tr>\n",
       "\t<tr><th scope=row>90</th><td>ANKITMETAL</td><td>2013-03-14</td><td> -0.29    </td><td>-23.53    </td><td>-23.53    </td><td>-19.41    </td><td>-44.41    </td><td>-38.23    </td></tr>\n",
       "\t<tr><th scope=row>536</th><td>NAKODA    </td><td>2013-03-14</td><td> -0.84    </td><td>  5.08    </td><td>  8.05    </td><td> 14.83    </td><td>  0.42    </td><td>-13.16    </td></tr>\n",
       "\t<tr><th scope=row>353</th><td>VIMALOIL  </td><td>2013-05-21</td><td> -0.88    </td><td> -2.56    </td><td> -2.07    </td><td> -0.64    </td><td>-13.53    </td><td>-10.34    </td></tr>\n",
       "\t<tr><th scope=row>1197</th><td>RELCNX100 </td><td>2013-03-28</td><td> -1.38    </td><td> -0.26    </td><td> -2.13    </td><td>  5.95    </td><td>  4.70    </td><td>  6.14    </td></tr>\n",
       "\t<tr><th scope=row>1127</th><td>SHIRPUR-G </td><td>2013-01-17</td><td> -3.03    </td><td> -1.21    </td><td> -4.91    </td><td>-18.49    </td><td>-25.01    </td><td>-28.77    </td></tr>\n",
       "\t<tr><th scope=row>1183</th><td>VMART     </td><td>2013-02-20</td><td> -3.19    </td><td>-11.81    </td><td>-12.37    </td><td>-15.84    </td><td>-20.34    </td><td>-27.05    </td></tr>\n",
       "\t<tr><th scope=row>43</th><td>ORBTEXP   </td><td>2013-11-05</td><td> -4.13    </td><td>  3.22    </td><td> -3.02    </td><td> -0.10    </td><td> -6.09    </td><td>  0.42    </td></tr>\n",
       "\t<tr><th scope=row>1032</th><td>CEREBRAINT</td><td>2013-06-26</td><td> -4.16    </td><td>-10.30    </td><td>-17.62    </td><td>-46.61    </td><td>-51.76    </td><td>-50.68    </td></tr>\n",
       "\t<tr><th scope=row>208</th><td>NTL       </td><td>2013-09-11</td><td> -4.74    </td><td>-12.15    </td><td>-21.58    </td><td>-28.11    </td><td>-17.22    </td><td>-28.11    </td></tr>\n",
       "\t<tr><th scope=row>1329</th><td>REPCOHOME </td><td>2013-04-01</td><td> -5.93    </td><td>  7.48    </td><td>  6.21    </td><td>  6.77    </td><td> 30.87    </td><td> 44.47    </td></tr>\n",
       "\t<tr><th scope=row>322</th><td>FLFL      </td><td>2013-10-01</td><td> -9.52    </td><td>-22.59    </td><td>-37.82    </td><td>-46.84    </td><td>-50.38    </td><td>-51.13    </td></tr>\n",
       "\t<tr><th scope=row>1275</th><td>PILITA    </td><td>2013-10-09</td><td>-16.13    </td><td> 42.31    </td><td> 36.54    </td><td> 57.69    </td><td> 73.08    </td><td>100.00    </td></tr>\n",
       "\t<tr><th scope=row>1452</th><td>JPOLYINVST</td><td>2013-11-11</td><td>-20.26    </td><td>-22.50    </td><td>-50.10    </td><td>-46.13    </td><td>-53.34    </td><td>-18.81    </td></tr>\n",
       "\t<tr><th scope=row>1330</th><td>ORIENTCEM </td><td>2013-07-12</td><td>-21.49    </td><td>-15.53    </td><td>-26.25    </td><td>-36.67    </td><td>-32.88    </td><td>-24.75    </td></tr>\n",
       "\t<tr><th scope=row>101</th><td>FCONSUMER </td><td>2013-07-04</td><td>-29.19    </td><td>  8.40    </td><td> 16.03    </td><td>  5.34    </td><td> -7.63    </td><td>-25.66    </td></tr>\n",
       "\t<tr><th scope=row>377</th><td>NIBL      </td><td>2013-04-16</td><td>-88.20    </td><td> 25.23    </td><td> 72.90    </td><td> 78.50    </td><td> 45.79    </td><td> 63.55    </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllll}\n",
       "  & SYMBOL & LDATE & D0 & D5 & D10 & D20 & D50 & D100\\\\\n",
       "\\hline\n",
       "\t794 & GSCLCEMENT & 2013-05-15 & 112.50     &  25.41     &   5.88     & -12.47     & -27.45     & -26.46    \\\\\n",
       "\t1028 & JUSTDIAL   & 2013-06-05 &  15.54     &   3.86     &   6.03     &   3.80     &   7.95     &  71.55    \\\\\n",
       "\t1210 & IBULHSGFIN & 2013-07-23 &   4.95     & -22.59     & -24.59     & -26.64     & -24.57     & -12.72    \\\\\n",
       "\t1341 & MOHITIND   & 2013-03-14 &   3.70     &  -3.35     & -17.40     & -21.38     & -26.73     & -14.99    \\\\\n",
       "\t566 & ATULAUTO   & 2013-06-26 &   2.01     &  -0.64     &  -1.82     &  -2.05     & -15.36     &  53.89    \\\\\n",
       "\t1550 & VIVIDHA    & 2013-05-21 &   1.39     &  -2.92     &  -8.31     & -20.49     & -39.49     & -60.45    \\\\\n",
       "\t438 & NIFTYIWIN  & 2013-04-05 &   0.91     &   4.66     &   6.23     &   6.20     &   7.47     &   1.05    \\\\\n",
       "\t25 & ABFRL      & 2013-07-17 &   0.88     &   4.50     &   0.05     & -33.83     & -29.33     & -38.25    \\\\\n",
       "\t1207 & LYPSAGEMS  & 2013-11-05 &   0.68     &   2.48     &   0.34     &  -0.47     &  -1.34     &   4.16    \\\\\n",
       "\t445 & NIF100IWIN & 2013-08-27 &   0.31     &   1.55     &   2.82     &   3.42     &   4.35     &  -1.38    \\\\\n",
       "\t90 & ANKITMETAL & 2013-03-14 &  -0.29     & -23.53     & -23.53     & -19.41     & -44.41     & -38.23    \\\\\n",
       "\t536 & NAKODA     & 2013-03-14 &  -0.84     &   5.08     &   8.05     &  14.83     &   0.42     & -13.16    \\\\\n",
       "\t353 & VIMALOIL   & 2013-05-21 &  -0.88     &  -2.56     &  -2.07     &  -0.64     & -13.53     & -10.34    \\\\\n",
       "\t1197 & RELCNX100  & 2013-03-28 &  -1.38     &  -0.26     &  -2.13     &   5.95     &   4.70     &   6.14    \\\\\n",
       "\t1127 & SHIRPUR-G  & 2013-01-17 &  -3.03     &  -1.21     &  -4.91     & -18.49     & -25.01     & -28.77    \\\\\n",
       "\t1183 & VMART      & 2013-02-20 &  -3.19     & -11.81     & -12.37     & -15.84     & -20.34     & -27.05    \\\\\n",
       "\t43 & ORBTEXP    & 2013-11-05 &  -4.13     &   3.22     &  -3.02     &  -0.10     &  -6.09     &   0.42    \\\\\n",
       "\t1032 & CEREBRAINT & 2013-06-26 &  -4.16     & -10.30     & -17.62     & -46.61     & -51.76     & -50.68    \\\\\n",
       "\t208 & NTL        & 2013-09-11 &  -4.74     & -12.15     & -21.58     & -28.11     & -17.22     & -28.11    \\\\\n",
       "\t1329 & REPCOHOME  & 2013-04-01 &  -5.93     &   7.48     &   6.21     &   6.77     &  30.87     &  44.47    \\\\\n",
       "\t322 & FLFL       & 2013-10-01 &  -9.52     & -22.59     & -37.82     & -46.84     & -50.38     & -51.13    \\\\\n",
       "\t1275 & PILITA     & 2013-10-09 & -16.13     &  42.31     &  36.54     &  57.69     &  73.08     & 100.00    \\\\\n",
       "\t1452 & JPOLYINVST & 2013-11-11 & -20.26     & -22.50     & -50.10     & -46.13     & -53.34     & -18.81    \\\\\n",
       "\t1330 & ORIENTCEM  & 2013-07-12 & -21.49     & -15.53     & -26.25     & -36.67     & -32.88     & -24.75    \\\\\n",
       "\t101 & FCONSUMER  & 2013-07-04 & -29.19     &   8.40     &  16.03     &   5.34     &  -7.63     & -25.66    \\\\\n",
       "\t377 & NIBL       & 2013-04-16 & -88.20     &  25.23     &  72.90     &  78.50     &  45.79     &  63.55    \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | SYMBOL | LDATE | D0 | D5 | D10 | D20 | D50 | D100 | \n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 794 | GSCLCEMENT | 2013-05-15 | 112.50     |  25.41     |   5.88     | -12.47     | -27.45     | -26.46     | \n",
       "| 1028 | JUSTDIAL   | 2013-06-05 |  15.54     |   3.86     |   6.03     |   3.80     |   7.95     |  71.55     | \n",
       "| 1210 | IBULHSGFIN | 2013-07-23 |   4.95     | -22.59     | -24.59     | -26.64     | -24.57     | -12.72     | \n",
       "| 1341 | MOHITIND   | 2013-03-14 |   3.70     |  -3.35     | -17.40     | -21.38     | -26.73     | -14.99     | \n",
       "| 566 | ATULAUTO   | 2013-06-26 |   2.01     |  -0.64     |  -1.82     |  -2.05     | -15.36     |  53.89     | \n",
       "| 1550 | VIVIDHA    | 2013-05-21 |   1.39     |  -2.92     |  -8.31     | -20.49     | -39.49     | -60.45     | \n",
       "| 438 | NIFTYIWIN  | 2013-04-05 |   0.91     |   4.66     |   6.23     |   6.20     |   7.47     |   1.05     | \n",
       "| 25 | ABFRL      | 2013-07-17 |   0.88     |   4.50     |   0.05     | -33.83     | -29.33     | -38.25     | \n",
       "| 1207 | LYPSAGEMS  | 2013-11-05 |   0.68     |   2.48     |   0.34     |  -0.47     |  -1.34     |   4.16     | \n",
       "| 445 | NIF100IWIN | 2013-08-27 |   0.31     |   1.55     |   2.82     |   3.42     |   4.35     |  -1.38     | \n",
       "| 90 | ANKITMETAL | 2013-03-14 |  -0.29     | -23.53     | -23.53     | -19.41     | -44.41     | -38.23     | \n",
       "| 536 | NAKODA     | 2013-03-14 |  -0.84     |   5.08     |   8.05     |  14.83     |   0.42     | -13.16     | \n",
       "| 353 | VIMALOIL   | 2013-05-21 |  -0.88     |  -2.56     |  -2.07     |  -0.64     | -13.53     | -10.34     | \n",
       "| 1197 | RELCNX100  | 2013-03-28 |  -1.38     |  -0.26     |  -2.13     |   5.95     |   4.70     |   6.14     | \n",
       "| 1127 | SHIRPUR-G  | 2013-01-17 |  -3.03     |  -1.21     |  -4.91     | -18.49     | -25.01     | -28.77     | \n",
       "| 1183 | VMART      | 2013-02-20 |  -3.19     | -11.81     | -12.37     | -15.84     | -20.34     | -27.05     | \n",
       "| 43 | ORBTEXP    | 2013-11-05 |  -4.13     |   3.22     |  -3.02     |  -0.10     |  -6.09     |   0.42     | \n",
       "| 1032 | CEREBRAINT | 2013-06-26 |  -4.16     | -10.30     | -17.62     | -46.61     | -51.76     | -50.68     | \n",
       "| 208 | NTL        | 2013-09-11 |  -4.74     | -12.15     | -21.58     | -28.11     | -17.22     | -28.11     | \n",
       "| 1329 | REPCOHOME  | 2013-04-01 |  -5.93     |   7.48     |   6.21     |   6.77     |  30.87     |  44.47     | \n",
       "| 322 | FLFL       | 2013-10-01 |  -9.52     | -22.59     | -37.82     | -46.84     | -50.38     | -51.13     | \n",
       "| 1275 | PILITA     | 2013-10-09 | -16.13     |  42.31     |  36.54     |  57.69     |  73.08     | 100.00     | \n",
       "| 1452 | JPOLYINVST | 2013-11-11 | -20.26     | -22.50     | -50.10     | -46.13     | -53.34     | -18.81     | \n",
       "| 1330 | ORIENTCEM  | 2013-07-12 | -21.49     | -15.53     | -26.25     | -36.67     | -32.88     | -24.75     | \n",
       "| 101 | FCONSUMER  | 2013-07-04 | -29.19     |   8.40     |  16.03     |   5.34     |  -7.63     | -25.66     | \n",
       "| 377 | NIBL       | 2013-04-16 | -88.20     |  25.23     |  72.90     |  78.50     |  45.79     |  63.55     | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "     SYMBOL     LDATE      D0     D5     D10    D20    D50    D100  \n",
       "794  GSCLCEMENT 2013-05-15 112.50  25.41   5.88 -12.47 -27.45 -26.46\n",
       "1028 JUSTDIAL   2013-06-05  15.54   3.86   6.03   3.80   7.95  71.55\n",
       "1210 IBULHSGFIN 2013-07-23   4.95 -22.59 -24.59 -26.64 -24.57 -12.72\n",
       "1341 MOHITIND   2013-03-14   3.70  -3.35 -17.40 -21.38 -26.73 -14.99\n",
       "566  ATULAUTO   2013-06-26   2.01  -0.64  -1.82  -2.05 -15.36  53.89\n",
       "1550 VIVIDHA    2013-05-21   1.39  -2.92  -8.31 -20.49 -39.49 -60.45\n",
       "438  NIFTYIWIN  2013-04-05   0.91   4.66   6.23   6.20   7.47   1.05\n",
       "25   ABFRL      2013-07-17   0.88   4.50   0.05 -33.83 -29.33 -38.25\n",
       "1207 LYPSAGEMS  2013-11-05   0.68   2.48   0.34  -0.47  -1.34   4.16\n",
       "445  NIF100IWIN 2013-08-27   0.31   1.55   2.82   3.42   4.35  -1.38\n",
       "90   ANKITMETAL 2013-03-14  -0.29 -23.53 -23.53 -19.41 -44.41 -38.23\n",
       "536  NAKODA     2013-03-14  -0.84   5.08   8.05  14.83   0.42 -13.16\n",
       "353  VIMALOIL   2013-05-21  -0.88  -2.56  -2.07  -0.64 -13.53 -10.34\n",
       "1197 RELCNX100  2013-03-28  -1.38  -0.26  -2.13   5.95   4.70   6.14\n",
       "1127 SHIRPUR-G  2013-01-17  -3.03  -1.21  -4.91 -18.49 -25.01 -28.77\n",
       "1183 VMART      2013-02-20  -3.19 -11.81 -12.37 -15.84 -20.34 -27.05\n",
       "43   ORBTEXP    2013-11-05  -4.13   3.22  -3.02  -0.10  -6.09   0.42\n",
       "1032 CEREBRAINT 2013-06-26  -4.16 -10.30 -17.62 -46.61 -51.76 -50.68\n",
       "208  NTL        2013-09-11  -4.74 -12.15 -21.58 -28.11 -17.22 -28.11\n",
       "1329 REPCOHOME  2013-04-01  -5.93   7.48   6.21   6.77  30.87  44.47\n",
       "322  FLFL       2013-10-01  -9.52 -22.59 -37.82 -46.84 -50.38 -51.13\n",
       "1275 PILITA     2013-10-09 -16.13  42.31  36.54  57.69  73.08 100.00\n",
       "1452 JPOLYINVST 2013-11-11 -20.26 -22.50 -50.10 -46.13 -53.34 -18.81\n",
       "1330 ORIENTCEM  2013-07-12 -21.49 -15.53 -26.25 -36.67 -32.88 -24.75\n",
       "101  FCONSUMER  2013-07-04 -29.19   8.40  16.03   5.34  -7.63 -25.66\n",
       "377  NIBL       2013-04-16 -88.20  25.23  72.90  78.50  45.79  63.55"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "c2013[order(c2013[,dIndex], decreasing=T),]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>SYMBOL</th><th scope=col>LDATE</th><th scope=col>D0</th><th scope=col>D5</th><th scope=col>D10</th><th scope=col>D20</th><th scope=col>D50</th><th scope=col>D100</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>908</th><td>AGRITECH  </td><td>2014-01-28</td><td>241.26    </td><td>-22.33    </td><td>-39.54    </td><td>-63.30    </td><td>-80.37    </td><td>-75.11    </td></tr>\n",
       "\t<tr><th scope=row>1113</th><td>NATHBIOGEN</td><td>2014-01-28</td><td>103.88    </td><td> 27.38    </td><td> 61.91    </td><td>162.62    </td><td>326.19    </td><td>297.14    </td></tr>\n",
       "\t<tr><th scope=row>385</th><td>SNOWMAN   </td><td>2014-09-12</td><td> 69.79    </td><td> 18.42    </td><td> 13.35    </td><td> -1.38    </td><td> 34.90    </td><td>  5.20    </td></tr>\n",
       "\t<tr><th scope=row>1100</th><td>GULFOILLUB</td><td>2014-07-31</td><td> 52.46    </td><td>  5.20    </td><td>  7.73    </td><td> 13.03    </td><td> 21.89    </td><td>104.74    </td></tr>\n",
       "\t<tr><th scope=row>1058</th><td>SHARDACROP</td><td>2014-09-23</td><td> 48.04    </td><td> 12.92    </td><td> 11.28    </td><td> 13.60    </td><td> 11.58    </td><td> 16.48    </td></tr>\n",
       "\t<tr><th scope=row>223</th><td>WONDERLA  </td><td>2014-05-09</td><td> 26.24    </td><td>  8.17    </td><td> 22.75    </td><td> 34.89    </td><td> 45.56    </td><td> 82.34    </td></tr>\n",
       "\t<tr><th scope=row>266</th><td>RELCONS   </td><td>2014-04-22</td><td> 20.27    </td><td>-21.59    </td><td>-12.84    </td><td> -9.19    </td><td> -6.54    </td><td> -3.89    </td></tr>\n",
       "\t<tr><th scope=row>77</th><td>CPSEETF   </td><td>2014-04-04</td><td> 10.89    </td><td>  1.24    </td><td>  3.77    </td><td>  7.08    </td><td> 33.18    </td><td> 33.59    </td></tr>\n",
       "\t<tr><th scope=row>36</th><td>SUPERHOUSE</td><td>2014-09-26</td><td>  4.89    </td><td>  6.15    </td><td> -2.59    </td><td> -2.47    </td><td>-23.11    </td><td> -7.97    </td></tr>\n",
       "\t<tr><th scope=row>652</th><td>CIGNITITEC</td><td>2014-10-13</td><td>  4.70    </td><td> -1.47    </td><td>  0.22    </td><td> -0.91    </td><td> -3.19    </td><td> -3.52    </td></tr>\n",
       "\t<tr><th scope=row>1203</th><td>CASTROLIND</td><td>2014-03-14</td><td>  4.07    </td><td> -3.42    </td><td>  4.28    </td><td>  1.09    </td><td> -2.35    </td><td> 15.28    </td></tr>\n",
       "\t<tr><th scope=row>105</th><td>PDSMFL    </td><td>2014-10-21</td><td>  4.01    </td><td>-22.57    </td><td>-38.83    </td><td>-42.30    </td><td>-14.53    </td><td>-32.58    </td></tr>\n",
       "\t<tr><th scope=row>1395</th><td>SDBL      </td><td>2014-04-01</td><td>  3.32    </td><td> -0.41    </td><td> -1.52    </td><td>-11.52    </td><td> -5.12    </td><td>-17.90    </td></tr>\n",
       "\t<tr><th scope=row>1143</th><td>AGARIND   </td><td>2014-05-26</td><td>  1.71    </td><td> -2.09    </td><td> -9.66    </td><td>-17.82    </td><td>-50.23    </td><td>-47.72    </td></tr>\n",
       "\t<tr><th scope=row>1099</th><td>CAPLIPOINT</td><td>2014-06-23</td><td>  1.16    </td><td> 21.48    </td><td> 56.06    </td><td> 80.20    </td><td>146.20    </td><td>132.12    </td></tr>\n",
       "\t<tr><th scope=row>1120</th><td>SREEL     </td><td>2014-01-01</td><td>  1.12    </td><td> -1.78    </td><td>  0.50    </td><td>  0.00    </td><td>-11.07    </td><td>-16.56    </td></tr>\n",
       "\t<tr><th scope=row>524</th><td>ARCOTECH  </td><td>2014-04-16</td><td>  0.86    </td><td>  8.89    </td><td> 38.54    </td><td> 46.23    </td><td> 74.83    </td><td>109.94    </td></tr>\n",
       "\t<tr><th scope=row>1308</th><td>SENSEXIWIN</td><td>2014-07-30</td><td>  0.71    </td><td>  3.59    </td><td>  4.14    </td><td>  2.70    </td><td> -3.55    </td><td> -7.83    </td></tr>\n",
       "\t<tr><th scope=row>127</th><td>RELDIVOPP </td><td>2014-05-22</td><td>  0.63    </td><td>  8.51    </td><td> 19.43    </td><td> 22.29    </td><td> 11.43    </td><td> 27.14    </td></tr>\n",
       "\t<tr><th scope=row>542</th><td>SHEMAROO  </td><td>2014-10-01</td><td>  0.59    </td><td> -7.72    </td><td> -6.23    </td><td> -6.40    </td><td> -7.05    </td><td> 30.06    </td></tr>\n",
       "\t<tr><th scope=row>1538</th><td>HATSUN    </td><td>2014-06-20</td><td>  0.06    </td><td>  3.17    </td><td>  8.98    </td><td>  9.35    </td><td> 10.30    </td><td> 20.07    </td></tr>\n",
       "\t<tr><th scope=row>951</th><td>BUTTERFLY </td><td>2014-04-28</td><td> -0.17    </td><td>  8.32    </td><td>  1.48    </td><td>  1.08    </td><td> -5.86    </td><td>-11.49    </td></tr>\n",
       "\t<tr><th scope=row>666</th><td>GOCLCORP  </td><td>2014-06-26</td><td> -2.22    </td><td> 12.77    </td><td>  9.01    </td><td>  6.31    </td><td>  5.50    </td><td> -2.64    </td></tr>\n",
       "\t<tr><th scope=row>528</th><td>KOTAKBKETF</td><td>2014-12-11</td><td> -2.56    </td><td> -0.68    </td><td>  1.44    </td><td>  1.77    </td><td>  0.25    </td><td> -1.77    </td></tr>\n",
       "\t<tr><th scope=row>355</th><td>8KMILES   </td><td>2014-01-29</td><td> -2.91    </td><td> 18.81    </td><td> 16.98    </td><td> 13.52    </td><td>  6.76    </td><td> 84.09    </td></tr>\n",
       "\t<tr><th scope=row>58</th><td>CNOVAPETRO</td><td>2014-02-03</td><td> -7.50    </td><td> -2.70    </td><td> -2.70    </td><td> 24.32    </td><td> 67.57    </td><td> 23.51    </td></tr>\n",
       "\t<tr><th scope=row>769</th><td>MONTECARLO</td><td>2014-12-19</td><td>-12.05    </td><td> -7.18    </td><td> -7.22    </td><td>-16.09    </td><td> -7.75    </td><td>  1.28    </td></tr>\n",
       "\t<tr><th scope=row>1537</th><td>INTELLECT </td><td>2014-12-18</td><td>-70.69    </td><td> 10.04    </td><td> 22.35    </td><td> 75.87    </td><td> 66.31    </td><td> 50.17    </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllll}\n",
       "  & SYMBOL & LDATE & D0 & D5 & D10 & D20 & D50 & D100\\\\\n",
       "\\hline\n",
       "\t908 & AGRITECH   & 2014-01-28 & 241.26     & -22.33     & -39.54     & -63.30     & -80.37     & -75.11    \\\\\n",
       "\t1113 & NATHBIOGEN & 2014-01-28 & 103.88     &  27.38     &  61.91     & 162.62     & 326.19     & 297.14    \\\\\n",
       "\t385 & SNOWMAN    & 2014-09-12 &  69.79     &  18.42     &  13.35     &  -1.38     &  34.90     &   5.20    \\\\\n",
       "\t1100 & GULFOILLUB & 2014-07-31 &  52.46     &   5.20     &   7.73     &  13.03     &  21.89     & 104.74    \\\\\n",
       "\t1058 & SHARDACROP & 2014-09-23 &  48.04     &  12.92     &  11.28     &  13.60     &  11.58     &  16.48    \\\\\n",
       "\t223 & WONDERLA   & 2014-05-09 &  26.24     &   8.17     &  22.75     &  34.89     &  45.56     &  82.34    \\\\\n",
       "\t266 & RELCONS    & 2014-04-22 &  20.27     & -21.59     & -12.84     &  -9.19     &  -6.54     &  -3.89    \\\\\n",
       "\t77 & CPSEETF    & 2014-04-04 &  10.89     &   1.24     &   3.77     &   7.08     &  33.18     &  33.59    \\\\\n",
       "\t36 & SUPERHOUSE & 2014-09-26 &   4.89     &   6.15     &  -2.59     &  -2.47     & -23.11     &  -7.97    \\\\\n",
       "\t652 & CIGNITITEC & 2014-10-13 &   4.70     &  -1.47     &   0.22     &  -0.91     &  -3.19     &  -3.52    \\\\\n",
       "\t1203 & CASTROLIND & 2014-03-14 &   4.07     &  -3.42     &   4.28     &   1.09     &  -2.35     &  15.28    \\\\\n",
       "\t105 & PDSMFL     & 2014-10-21 &   4.01     & -22.57     & -38.83     & -42.30     & -14.53     & -32.58    \\\\\n",
       "\t1395 & SDBL       & 2014-04-01 &   3.32     &  -0.41     &  -1.52     & -11.52     &  -5.12     & -17.90    \\\\\n",
       "\t1143 & AGARIND    & 2014-05-26 &   1.71     &  -2.09     &  -9.66     & -17.82     & -50.23     & -47.72    \\\\\n",
       "\t1099 & CAPLIPOINT & 2014-06-23 &   1.16     &  21.48     &  56.06     &  80.20     & 146.20     & 132.12    \\\\\n",
       "\t1120 & SREEL      & 2014-01-01 &   1.12     &  -1.78     &   0.50     &   0.00     & -11.07     & -16.56    \\\\\n",
       "\t524 & ARCOTECH   & 2014-04-16 &   0.86     &   8.89     &  38.54     &  46.23     &  74.83     & 109.94    \\\\\n",
       "\t1308 & SENSEXIWIN & 2014-07-30 &   0.71     &   3.59     &   4.14     &   2.70     &  -3.55     &  -7.83    \\\\\n",
       "\t127 & RELDIVOPP  & 2014-05-22 &   0.63     &   8.51     &  19.43     &  22.29     &  11.43     &  27.14    \\\\\n",
       "\t542 & SHEMAROO   & 2014-10-01 &   0.59     &  -7.72     &  -6.23     &  -6.40     &  -7.05     &  30.06    \\\\\n",
       "\t1538 & HATSUN     & 2014-06-20 &   0.06     &   3.17     &   8.98     &   9.35     &  10.30     &  20.07    \\\\\n",
       "\t951 & BUTTERFLY  & 2014-04-28 &  -0.17     &   8.32     &   1.48     &   1.08     &  -5.86     & -11.49    \\\\\n",
       "\t666 & GOCLCORP   & 2014-06-26 &  -2.22     &  12.77     &   9.01     &   6.31     &   5.50     &  -2.64    \\\\\n",
       "\t528 & KOTAKBKETF & 2014-12-11 &  -2.56     &  -0.68     &   1.44     &   1.77     &   0.25     &  -1.77    \\\\\n",
       "\t355 & 8KMILES    & 2014-01-29 &  -2.91     &  18.81     &  16.98     &  13.52     &   6.76     &  84.09    \\\\\n",
       "\t58 & CNOVAPETRO & 2014-02-03 &  -7.50     &  -2.70     &  -2.70     &  24.32     &  67.57     &  23.51    \\\\\n",
       "\t769 & MONTECARLO & 2014-12-19 & -12.05     &  -7.18     &  -7.22     & -16.09     &  -7.75     &   1.28    \\\\\n",
       "\t1537 & INTELLECT  & 2014-12-18 & -70.69     &  10.04     &  22.35     &  75.87     &  66.31     &  50.17    \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | SYMBOL | LDATE | D0 | D5 | D10 | D20 | D50 | D100 | \n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 908 | AGRITECH   | 2014-01-28 | 241.26     | -22.33     | -39.54     | -63.30     | -80.37     | -75.11     | \n",
       "| 1113 | NATHBIOGEN | 2014-01-28 | 103.88     |  27.38     |  61.91     | 162.62     | 326.19     | 297.14     | \n",
       "| 385 | SNOWMAN    | 2014-09-12 |  69.79     |  18.42     |  13.35     |  -1.38     |  34.90     |   5.20     | \n",
       "| 1100 | GULFOILLUB | 2014-07-31 |  52.46     |   5.20     |   7.73     |  13.03     |  21.89     | 104.74     | \n",
       "| 1058 | SHARDACROP | 2014-09-23 |  48.04     |  12.92     |  11.28     |  13.60     |  11.58     |  16.48     | \n",
       "| 223 | WONDERLA   | 2014-05-09 |  26.24     |   8.17     |  22.75     |  34.89     |  45.56     |  82.34     | \n",
       "| 266 | RELCONS    | 2014-04-22 |  20.27     | -21.59     | -12.84     |  -9.19     |  -6.54     |  -3.89     | \n",
       "| 77 | CPSEETF    | 2014-04-04 |  10.89     |   1.24     |   3.77     |   7.08     |  33.18     |  33.59     | \n",
       "| 36 | SUPERHOUSE | 2014-09-26 |   4.89     |   6.15     |  -2.59     |  -2.47     | -23.11     |  -7.97     | \n",
       "| 652 | CIGNITITEC | 2014-10-13 |   4.70     |  -1.47     |   0.22     |  -0.91     |  -3.19     |  -3.52     | \n",
       "| 1203 | CASTROLIND | 2014-03-14 |   4.07     |  -3.42     |   4.28     |   1.09     |  -2.35     |  15.28     | \n",
       "| 105 | PDSMFL     | 2014-10-21 |   4.01     | -22.57     | -38.83     | -42.30     | -14.53     | -32.58     | \n",
       "| 1395 | SDBL       | 2014-04-01 |   3.32     |  -0.41     |  -1.52     | -11.52     |  -5.12     | -17.90     | \n",
       "| 1143 | AGARIND    | 2014-05-26 |   1.71     |  -2.09     |  -9.66     | -17.82     | -50.23     | -47.72     | \n",
       "| 1099 | CAPLIPOINT | 2014-06-23 |   1.16     |  21.48     |  56.06     |  80.20     | 146.20     | 132.12     | \n",
       "| 1120 | SREEL      | 2014-01-01 |   1.12     |  -1.78     |   0.50     |   0.00     | -11.07     | -16.56     | \n",
       "| 524 | ARCOTECH   | 2014-04-16 |   0.86     |   8.89     |  38.54     |  46.23     |  74.83     | 109.94     | \n",
       "| 1308 | SENSEXIWIN | 2014-07-30 |   0.71     |   3.59     |   4.14     |   2.70     |  -3.55     |  -7.83     | \n",
       "| 127 | RELDIVOPP  | 2014-05-22 |   0.63     |   8.51     |  19.43     |  22.29     |  11.43     |  27.14     | \n",
       "| 542 | SHEMAROO   | 2014-10-01 |   0.59     |  -7.72     |  -6.23     |  -6.40     |  -7.05     |  30.06     | \n",
       "| 1538 | HATSUN     | 2014-06-20 |   0.06     |   3.17     |   8.98     |   9.35     |  10.30     |  20.07     | \n",
       "| 951 | BUTTERFLY  | 2014-04-28 |  -0.17     |   8.32     |   1.48     |   1.08     |  -5.86     | -11.49     | \n",
       "| 666 | GOCLCORP   | 2014-06-26 |  -2.22     |  12.77     |   9.01     |   6.31     |   5.50     |  -2.64     | \n",
       "| 528 | KOTAKBKETF | 2014-12-11 |  -2.56     |  -0.68     |   1.44     |   1.77     |   0.25     |  -1.77     | \n",
       "| 355 | 8KMILES    | 2014-01-29 |  -2.91     |  18.81     |  16.98     |  13.52     |   6.76     |  84.09     | \n",
       "| 58 | CNOVAPETRO | 2014-02-03 |  -7.50     |  -2.70     |  -2.70     |  24.32     |  67.57     |  23.51     | \n",
       "| 769 | MONTECARLO | 2014-12-19 | -12.05     |  -7.18     |  -7.22     | -16.09     |  -7.75     |   1.28     | \n",
       "| 1537 | INTELLECT  | 2014-12-18 | -70.69     |  10.04     |  22.35     |  75.87     |  66.31     |  50.17     | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "     SYMBOL     LDATE      D0     D5     D10    D20    D50    D100  \n",
       "908  AGRITECH   2014-01-28 241.26 -22.33 -39.54 -63.30 -80.37 -75.11\n",
       "1113 NATHBIOGEN 2014-01-28 103.88  27.38  61.91 162.62 326.19 297.14\n",
       "385  SNOWMAN    2014-09-12  69.79  18.42  13.35  -1.38  34.90   5.20\n",
       "1100 GULFOILLUB 2014-07-31  52.46   5.20   7.73  13.03  21.89 104.74\n",
       "1058 SHARDACROP 2014-09-23  48.04  12.92  11.28  13.60  11.58  16.48\n",
       "223  WONDERLA   2014-05-09  26.24   8.17  22.75  34.89  45.56  82.34\n",
       "266  RELCONS    2014-04-22  20.27 -21.59 -12.84  -9.19  -6.54  -3.89\n",
       "77   CPSEETF    2014-04-04  10.89   1.24   3.77   7.08  33.18  33.59\n",
       "36   SUPERHOUSE 2014-09-26   4.89   6.15  -2.59  -2.47 -23.11  -7.97\n",
       "652  CIGNITITEC 2014-10-13   4.70  -1.47   0.22  -0.91  -3.19  -3.52\n",
       "1203 CASTROLIND 2014-03-14   4.07  -3.42   4.28   1.09  -2.35  15.28\n",
       "105  PDSMFL     2014-10-21   4.01 -22.57 -38.83 -42.30 -14.53 -32.58\n",
       "1395 SDBL       2014-04-01   3.32  -0.41  -1.52 -11.52  -5.12 -17.90\n",
       "1143 AGARIND    2014-05-26   1.71  -2.09  -9.66 -17.82 -50.23 -47.72\n",
       "1099 CAPLIPOINT 2014-06-23   1.16  21.48  56.06  80.20 146.20 132.12\n",
       "1120 SREEL      2014-01-01   1.12  -1.78   0.50   0.00 -11.07 -16.56\n",
       "524  ARCOTECH   2014-04-16   0.86   8.89  38.54  46.23  74.83 109.94\n",
       "1308 SENSEXIWIN 2014-07-30   0.71   3.59   4.14   2.70  -3.55  -7.83\n",
       "127  RELDIVOPP  2014-05-22   0.63   8.51  19.43  22.29  11.43  27.14\n",
       "542  SHEMAROO   2014-10-01   0.59  -7.72  -6.23  -6.40  -7.05  30.06\n",
       "1538 HATSUN     2014-06-20   0.06   3.17   8.98   9.35  10.30  20.07\n",
       "951  BUTTERFLY  2014-04-28  -0.17   8.32   1.48   1.08  -5.86 -11.49\n",
       "666  GOCLCORP   2014-06-26  -2.22  12.77   9.01   6.31   5.50  -2.64\n",
       "528  KOTAKBKETF 2014-12-11  -2.56  -0.68   1.44   1.77   0.25  -1.77\n",
       "355  8KMILES    2014-01-29  -2.91  18.81  16.98  13.52   6.76  84.09\n",
       "58   CNOVAPETRO 2014-02-03  -7.50  -2.70  -2.70  24.32  67.57  23.51\n",
       "769  MONTECARLO 2014-12-19 -12.05  -7.18  -7.22 -16.09  -7.75   1.28\n",
       "1537 INTELLECT  2014-12-18 -70.69  10.04  22.35  75.87  66.31  50.17"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "c2014[order(c2014[,dIndex], decreasing=T),]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>SYMBOL</th><th scope=col>LDATE</th><th scope=col>D0</th><th scope=col>D5</th><th scope=col>D10</th><th scope=col>D20</th><th scope=col>D50</th><th scope=col>D100</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>429</th><td>LALPATHLAB</td><td>2015-12-23</td><td>50.00     </td><td> -2.49    </td><td> -2.57    </td><td>-11.64    </td><td>  4.12    </td><td> 16.73    </td></tr>\n",
       "\t<tr><th scope=row>11</th><td>VRLLOG    </td><td>2015-04-30</td><td>43.46     </td><td> -4.45    </td><td> -9.03    </td><td>  5.19    </td><td> 11.59    </td><td> 35.25    </td></tr>\n",
       "\t<tr><th scope=row>268</th><td>JMA       </td><td>2015-03-16</td><td>40.66     </td><td>-20.55    </td><td>-30.57    </td><td>-10.58    </td><td>-32.75    </td><td> -2.31    </td></tr>\n",
       "\t<tr><th scope=row>1427</th><td>PILANIINVS</td><td>2015-12-09</td><td>38.45     </td><td>-11.23    </td><td>  8.75    </td><td> -4.16    </td><td>-24.07    </td><td>-14.12    </td></tr>\n",
       "\t<tr><th scope=row>1259</th><td>INOXWIND  </td><td>2015-04-09</td><td>34.89     </td><td>  8.10    </td><td> -4.11    </td><td> -0.87    </td><td> -2.22    </td><td>-16.50    </td></tr>\n",
       "\t<tr><th scope=row>806</th><td>ALKEM     </td><td>2015-12-23</td><td>31.59     </td><td>  7.49    </td><td>  6.20    </td><td> -0.95    </td><td> -5.10    </td><td> -9.61    </td></tr>\n",
       "\t<tr><th scope=row>1128</th><td>APOLSINHOT</td><td>2015-02-16</td><td>31.23     </td><td> 27.61    </td><td> 62.04    </td><td>103.27    </td><td> 43.06    </td><td> 29.40    </td></tr>\n",
       "\t<tr><th scope=row>892</th><td>ANANDAMRUB</td><td>2015-12-01</td><td>28.77     </td><td> 26.74    </td><td>120.51    </td><td> 97.07    </td><td> 56.14    </td><td> 60.34    </td></tr>\n",
       "\t<tr><th scope=row>187</th><td>SYNGENE   </td><td>2015-08-11</td><td>24.22     </td><td> 18.21    </td><td> -0.11    </td><td>  7.63    </td><td> 20.11    </td><td> 31.81    </td></tr>\n",
       "\t<tr><th scope=row>67</th><td>VIPULLTD  </td><td>2015-04-23</td><td>18.55     </td><td>-13.33    </td><td>-18.46    </td><td>-18.71    </td><td>-18.54    </td><td>-25.58    </td></tr>\n",
       "\t<tr><th scope=row>748</th><td>SHK       </td><td>2015-11-16</td><td>15.69     </td><td>  5.71    </td><td>  3.24    </td><td>  5.19    </td><td> 20.41    </td><td> 13.33    </td></tr>\n",
       "\t<tr><th scope=row>1467</th><td>INDIGO    </td><td>2015-11-10</td><td>14.67     </td><td> 19.20    </td><td> 24.05    </td><td> 13.98    </td><td> 10.38    </td><td> 12.94    </td></tr>\n",
       "\t<tr><th scope=row>1204</th><td>ZENTEC    </td><td>2015-03-30</td><td>12.47     </td><td> 27.36    </td><td> 35.00    </td><td>  6.18    </td><td> 28.18    </td><td> 55.82    </td></tr>\n",
       "\t<tr><th scope=row>237</th><td>BALKRISHNA</td><td>2015-07-28</td><td> 9.95     </td><td> 60.68    </td><td> 60.05    </td><td> 57.63    </td><td> 58.13    </td><td> 74.54    </td></tr>\n",
       "\t<tr><th scope=row>1220</th><td>SATIN     </td><td>2015-08-27</td><td> 9.29     </td><td> 27.45    </td><td> 70.29    </td><td>113.83    </td><td>306.67    </td><td>287.08    </td></tr>\n",
       "\t<tr><th scope=row>1239</th><td>CAMLINFINE</td><td>2015-01-20</td><td> 8.42     </td><td>  4.35    </td><td> 17.21    </td><td>  4.75    </td><td>  5.74    </td><td> 18.71    </td></tr>\n",
       "\t<tr><th scope=row>1026</th><td>NAVKARCORP</td><td>2015-09-09</td><td> 8.35     </td><td> -3.24    </td><td> -7.44    </td><td> -8.22    </td><td> 11.88    </td><td> 14.13    </td></tr>\n",
       "\t<tr><th scope=row>164</th><td>RAMASTEEL </td><td>2015-08-24</td><td> 8.33     </td><td> 19.38    </td><td> 25.70    </td><td> 33.96    </td><td> 38.19    </td><td> 41.05    </td></tr>\n",
       "\t<tr><th scope=row>1458</th><td>LAMBODHARA</td><td>2015-02-04</td><td> 7.60     </td><td>-12.23    </td><td>-15.84    </td><td>-12.83    </td><td> -6.04    </td><td>360.23    </td></tr>\n",
       "\t<tr><th scope=row>1085</th><td>ADLABS    </td><td>2015-04-06</td><td> 7.03     </td><td> -9.19    </td><td>-18.12    </td><td>-27.36    </td><td>-22.40    </td><td>-36.49    </td></tr>\n",
       "\t<tr><th scope=row>179</th><td>VETO      </td><td>2015-04-29</td><td> 6.92     </td><td>  2.50    </td><td>  2.50    </td><td>  5.70    </td><td> 12.11    </td><td> -6.35    </td></tr>\n",
       "\t<tr><th scope=row>664</th><td>FCL       </td><td>2015-01-15</td><td> 6.22     </td><td>-10.32    </td><td>  5.28    </td><td> -7.96    </td><td>-18.46    </td><td> 18.32    </td></tr>\n",
       "\t<tr><th scope=row>627</th><td>SHARDAMOTR</td><td>2015-09-03</td><td> 6.10     </td><td>-13.10    </td><td> -0.02    </td><td>-10.17    </td><td>  4.78    </td><td>-13.31    </td></tr>\n",
       "\t<tr><th scope=row>443</th><td>LINCOLN   </td><td>2015-12-17</td><td> 5.22     </td><td>  2.31    </td><td> 11.34    </td><td>  2.47    </td><td>-33.02    </td><td>-29.55    </td></tr>\n",
       "\t<tr><th scope=row>502</th><td>LYCOS     </td><td>2015-05-08</td><td> 5.00     </td><td> 15.17    </td><td> 25.40    </td><td> 35.98    </td><td> 16.58    </td><td> -5.03    </td></tr>\n",
       "\t<tr><th scope=row>715</th><td>UMANGDAIRY</td><td>2015-12-02</td><td> 4.95     </td><td> -2.08    </td><td> -4.72    </td><td>  3.19    </td><td>-18.10    </td><td> -4.02    </td></tr>\n",
       "\t<tr><th scope=row>689</th><td>LFIC      </td><td>2015-04-17</td><td> 4.89     </td><td> 26.98    </td><td> 24.14    </td><td> 80.53    </td><td> 85.06    </td><td> 86.61    </td></tr>\n",
       "\t<tr><th scope=row>1556</th><td>ORTINLABSS</td><td>2015-08-21</td><td> 4.82     </td><td> -8.43    </td><td>-27.20    </td><td>-27.20    </td><td> 34.51    </td><td> 65.95    </td></tr>\n",
       "\t<tr><th scope=row>725</th><td>GANECOS   </td><td>2015-03-09</td><td> 4.50     </td><td>-10.51    </td><td>-13.91    </td><td>-13.16    </td><td>  1.35    </td><td>  1.45    </td></tr>\n",
       "\t<tr><th scope=row>721</th><td>TPLPLASTEH</td><td>2015-05-20</td><td> 4.43     </td><td>  2.03    </td><td>  3.43    </td><td> -1.40    </td><td> 54.99    </td><td>  0.86    </td></tr>\n",
       "\t<tr><th scope=row>⋮</th><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
       "\t<tr><th scope=row>762</th><td>SETFNIFBK </td><td>2015-03-25</td><td> -2.63    </td><td>  2.67    </td><td>  3.36    </td><td> -1.11    </td><td>  1.42    </td><td> -5.83    </td></tr>\n",
       "\t<tr><th scope=row>637</th><td>SHREEPUSHK</td><td>2015-09-10</td><td> -3.00    </td><td> -2.38    </td><td> -0.56    </td><td> 21.97    </td><td> 29.26    </td><td> 86.36    </td></tr>\n",
       "\t<tr><th scope=row>1382</th><td>SETFNN50  </td><td>2015-03-27</td><td> -3.05    </td><td>  6.16    </td><td>  1.92    </td><td> 15.91    </td><td> 10.06    </td><td>  3.35    </td></tr>\n",
       "\t<tr><th scope=row>400</th><td>NILAINFRA </td><td>2015-05-21</td><td> -3.23    </td><td> -3.89    </td><td>-12.78    </td><td>-22.22    </td><td> 10.56    </td><td> 32.89    </td></tr>\n",
       "\t<tr><th scope=row>1133</th><td>SALZERELEC</td><td>2015-12-02</td><td> -4.11    </td><td> -4.28    </td><td> -2.87    </td><td> -2.12    </td><td>-28.66    </td><td>-11.96    </td></tr>\n",
       "\t<tr><th scope=row>39</th><td>SIGNET    </td><td>2015-03-13</td><td> -4.39    </td><td> -8.40    </td><td>-14.75    </td><td>  4.22    </td><td> 66.60    </td><td>175.70    </td></tr>\n",
       "\t<tr><th scope=row>844</th><td>UFO       </td><td>2015-05-14</td><td> -4.43    </td><td>  0.69    </td><td> -2.81    </td><td> -6.53    </td><td>  3.18    </td><td>-11.76    </td></tr>\n",
       "\t<tr><th scope=row>1335</th><td>PENPEBS   </td><td>2015-09-10</td><td> -4.55    </td><td> -1.29    </td><td>  0.97    </td><td> -1.71    </td><td> -3.53    </td><td>-14.60    </td></tr>\n",
       "\t<tr><th scope=row>649</th><td>PNCINFRA  </td><td>2015-05-26</td><td> -4.63    </td><td>  9.53    </td><td>  5.23    </td><td>  5.53    </td><td> 28.70    </td><td> 47.43    </td></tr>\n",
       "\t<tr><th scope=row>1022</th><td>ARROWGREEN</td><td>2015-05-21</td><td> -4.76    </td><td>-21.64    </td><td>-27.06    </td><td>-28.53    </td><td>-32.97    </td><td>-35.55    </td></tr>\n",
       "\t<tr><th scope=row>288</th><td>PKTEA     </td><td>2015-10-06</td><td> -6.34    </td><td>-20.63    </td><td>-48.25    </td><td>-59.90    </td><td>-56.27    </td><td>-41.31    </td></tr>\n",
       "\t<tr><th scope=row>1474</th><td>AYMSYNTEX </td><td>2015-08-14</td><td> -6.55    </td><td>-28.75    </td><td>-35.68    </td><td>-46.59    </td><td>-43.40    </td><td>-45.74    </td></tr>\n",
       "\t<tr><th scope=row>757</th><td>MEP       </td><td>2015-05-06</td><td> -7.30    </td><td>  0.51    </td><td>  1.20    </td><td> -4.62    </td><td>  0.26    </td><td>-14.85    </td></tr>\n",
       "\t<tr><th scope=row>559</th><td>HESTERBIO </td><td>2015-03-13</td><td> -7.79    </td><td>  2.86    </td><td> -7.93    </td><td> 54.91    </td><td> 18.71    </td><td> 57.78    </td></tr>\n",
       "\t<tr><th scope=row>362</th><td>POWERMECH </td><td>2015-08-26</td><td> -8.35    </td><td>  3.73    </td><td> -0.30    </td><td> -1.10    </td><td>  5.35    </td><td>  5.10    </td></tr>\n",
       "\t<tr><th scope=row>49</th><td>KAYA      </td><td>2015-08-14</td><td> -8.50    </td><td> -4.73    </td><td>-17.47    </td><td>-23.32    </td><td>-23.80    </td><td>-21.06    </td></tr>\n",
       "\t<tr><th scope=row>1287</th><td>ORTEL     </td><td>2015-03-19</td><td>-10.36    </td><td>-10.97    </td><td> -4.75    </td><td> 12.91    </td><td>  6.04    </td><td> 20.65    </td></tr>\n",
       "\t<tr><th scope=row>984</th><td>GUJGASLTD </td><td>2015-09-15</td><td>-13.07    </td><td>-13.51    </td><td>-24.69    </td><td>-24.84    </td><td>-12.16    </td><td>-23.91    </td></tr>\n",
       "\t<tr><th scope=row>512</th><td>COFFEEDAY </td><td>2015-11-02</td><td>-17.55    </td><td>  1.28    </td><td> -1.81    </td><td> -4.79    </td><td> -5.49    </td><td>-16.81    </td></tr>\n",
       "\t<tr><th scope=row>1342</th><td>MAJESCO   </td><td>2015-08-19</td><td>-24.26    </td><td> -8.33    </td><td>  1.84    </td><td> -9.24    </td><td> 11.24    </td><td> 88.37    </td></tr>\n",
       "\t<tr><th scope=row>940</th><td>IDFCBANK  </td><td>2015-11-06</td><td>-50.09    </td><td> -7.67    </td><td> -9.38    </td><td>-18.04    </td><td>-38.06    </td><td>-31.13    </td></tr>\n",
       "\t<tr><th scope=row>434</th><td>GREENLAM  </td><td>2015-03-02</td><td>-56.16    </td><td>  4.79    </td><td> -7.60    </td><td> -9.61    </td><td>-16.85    </td><td>-32.30    </td></tr>\n",
       "\t<tr><th scope=row>541</th><td>GENUSPAPER</td><td>2015-02-16</td><td>-73.18    </td><td>-20.83    </td><td>-39.58    </td><td>-43.75    </td><td>-61.46    </td><td>  9.38    </td></tr>\n",
       "\t<tr><th scope=row>928</th><td>ARVSMART  </td><td>2015-08-26</td><td>-76.23    </td><td>-22.44    </td><td>-43.00    </td><td>  8.54    </td><td> 29.67    </td><td>101.60    </td></tr>\n",
       "\t<tr><th scope=row>798</th><td>MANAKALUCO</td><td>2015-03-30</td><td>-85.63    </td><td>-22.22    </td><td>-41.11    </td><td>-57.78    </td><td>-74.17    </td><td>-76.11    </td></tr>\n",
       "\t<tr><th scope=row>884</th><td>MANAKSTEEL</td><td>2015-03-30</td><td>-85.63    </td><td>  4.72    </td><td> -7.78    </td><td>-33.33    </td><td>-55.83    </td><td>-56.39    </td></tr>\n",
       "\t<tr><th scope=row>1130</th><td>MANAKCOAT </td><td>2015-03-30</td><td>-85.63    </td><td>-22.22    </td><td>-41.94    </td><td>-62.22    </td><td>-79.17    </td><td>-80.28    </td></tr>\n",
       "\t<tr><th scope=row>1377</th><td>MANAKINDST</td><td>2015-03-30</td><td>-85.71    </td><td>-22.07    </td><td>-25.14    </td><td>-52.51    </td><td>-56.98    </td><td>-61.17    </td></tr>\n",
       "\t<tr><th scope=row>499</th><td>SHYAMCENT </td><td>2015-07-28</td><td>-94.34    </td><td>-21.58    </td><td>-14.74    </td><td> -1.05    </td><td>-10.95    </td><td>-24.54    </td></tr>\n",
       "\t<tr><th scope=row>1158</th><td>ADANITRANS</td><td>2015-07-31</td><td>-95.67    </td><td> 26.99    </td><td> 44.75    </td><td> 17.21    </td><td>  2.35    </td><td> 30.07    </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllll}\n",
       "  & SYMBOL & LDATE & D0 & D5 & D10 & D20 & D50 & D100\\\\\n",
       "\\hline\n",
       "\t429 & LALPATHLAB & 2015-12-23 & 50.00      &  -2.49     &  -2.57     & -11.64     &   4.12     &  16.73    \\\\\n",
       "\t11 & VRLLOG     & 2015-04-30 & 43.46      &  -4.45     &  -9.03     &   5.19     &  11.59     &  35.25    \\\\\n",
       "\t268 & JMA        & 2015-03-16 & 40.66      & -20.55     & -30.57     & -10.58     & -32.75     &  -2.31    \\\\\n",
       "\t1427 & PILANIINVS & 2015-12-09 & 38.45      & -11.23     &   8.75     &  -4.16     & -24.07     & -14.12    \\\\\n",
       "\t1259 & INOXWIND   & 2015-04-09 & 34.89      &   8.10     &  -4.11     &  -0.87     &  -2.22     & -16.50    \\\\\n",
       "\t806 & ALKEM      & 2015-12-23 & 31.59      &   7.49     &   6.20     &  -0.95     &  -5.10     &  -9.61    \\\\\n",
       "\t1128 & APOLSINHOT & 2015-02-16 & 31.23      &  27.61     &  62.04     & 103.27     &  43.06     &  29.40    \\\\\n",
       "\t892 & ANANDAMRUB & 2015-12-01 & 28.77      &  26.74     & 120.51     &  97.07     &  56.14     &  60.34    \\\\\n",
       "\t187 & SYNGENE    & 2015-08-11 & 24.22      &  18.21     &  -0.11     &   7.63     &  20.11     &  31.81    \\\\\n",
       "\t67 & VIPULLTD   & 2015-04-23 & 18.55      & -13.33     & -18.46     & -18.71     & -18.54     & -25.58    \\\\\n",
       "\t748 & SHK        & 2015-11-16 & 15.69      &   5.71     &   3.24     &   5.19     &  20.41     &  13.33    \\\\\n",
       "\t1467 & INDIGO     & 2015-11-10 & 14.67      &  19.20     &  24.05     &  13.98     &  10.38     &  12.94    \\\\\n",
       "\t1204 & ZENTEC     & 2015-03-30 & 12.47      &  27.36     &  35.00     &   6.18     &  28.18     &  55.82    \\\\\n",
       "\t237 & BALKRISHNA & 2015-07-28 &  9.95      &  60.68     &  60.05     &  57.63     &  58.13     &  74.54    \\\\\n",
       "\t1220 & SATIN      & 2015-08-27 &  9.29      &  27.45     &  70.29     & 113.83     & 306.67     & 287.08    \\\\\n",
       "\t1239 & CAMLINFINE & 2015-01-20 &  8.42      &   4.35     &  17.21     &   4.75     &   5.74     &  18.71    \\\\\n",
       "\t1026 & NAVKARCORP & 2015-09-09 &  8.35      &  -3.24     &  -7.44     &  -8.22     &  11.88     &  14.13    \\\\\n",
       "\t164 & RAMASTEEL  & 2015-08-24 &  8.33      &  19.38     &  25.70     &  33.96     &  38.19     &  41.05    \\\\\n",
       "\t1458 & LAMBODHARA & 2015-02-04 &  7.60      & -12.23     & -15.84     & -12.83     &  -6.04     & 360.23    \\\\\n",
       "\t1085 & ADLABS     & 2015-04-06 &  7.03      &  -9.19     & -18.12     & -27.36     & -22.40     & -36.49    \\\\\n",
       "\t179 & VETO       & 2015-04-29 &  6.92      &   2.50     &   2.50     &   5.70     &  12.11     &  -6.35    \\\\\n",
       "\t664 & FCL        & 2015-01-15 &  6.22      & -10.32     &   5.28     &  -7.96     & -18.46     &  18.32    \\\\\n",
       "\t627 & SHARDAMOTR & 2015-09-03 &  6.10      & -13.10     &  -0.02     & -10.17     &   4.78     & -13.31    \\\\\n",
       "\t443 & LINCOLN    & 2015-12-17 &  5.22      &   2.31     &  11.34     &   2.47     & -33.02     & -29.55    \\\\\n",
       "\t502 & LYCOS      & 2015-05-08 &  5.00      &  15.17     &  25.40     &  35.98     &  16.58     &  -5.03    \\\\\n",
       "\t715 & UMANGDAIRY & 2015-12-02 &  4.95      &  -2.08     &  -4.72     &   3.19     & -18.10     &  -4.02    \\\\\n",
       "\t689 & LFIC       & 2015-04-17 &  4.89      &  26.98     &  24.14     &  80.53     &  85.06     &  86.61    \\\\\n",
       "\t1556 & ORTINLABSS & 2015-08-21 &  4.82      &  -8.43     & -27.20     & -27.20     &  34.51     &  65.95    \\\\\n",
       "\t725 & GANECOS    & 2015-03-09 &  4.50      & -10.51     & -13.91     & -13.16     &   1.35     &   1.45    \\\\\n",
       "\t721 & TPLPLASTEH & 2015-05-20 &  4.43      &   2.03     &   3.43     &  -1.40     &  54.99     &   0.86    \\\\\n",
       "\t⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
       "\t762 & SETFNIFBK  & 2015-03-25 &  -2.63     &   2.67     &   3.36     &  -1.11     &   1.42     &  -5.83    \\\\\n",
       "\t637 & SHREEPUSHK & 2015-09-10 &  -3.00     &  -2.38     &  -0.56     &  21.97     &  29.26     &  86.36    \\\\\n",
       "\t1382 & SETFNN50   & 2015-03-27 &  -3.05     &   6.16     &   1.92     &  15.91     &  10.06     &   3.35    \\\\\n",
       "\t400 & NILAINFRA  & 2015-05-21 &  -3.23     &  -3.89     & -12.78     & -22.22     &  10.56     &  32.89    \\\\\n",
       "\t1133 & SALZERELEC & 2015-12-02 &  -4.11     &  -4.28     &  -2.87     &  -2.12     & -28.66     & -11.96    \\\\\n",
       "\t39 & SIGNET     & 2015-03-13 &  -4.39     &  -8.40     & -14.75     &   4.22     &  66.60     & 175.70    \\\\\n",
       "\t844 & UFO        & 2015-05-14 &  -4.43     &   0.69     &  -2.81     &  -6.53     &   3.18     & -11.76    \\\\\n",
       "\t1335 & PENPEBS    & 2015-09-10 &  -4.55     &  -1.29     &   0.97     &  -1.71     &  -3.53     & -14.60    \\\\\n",
       "\t649 & PNCINFRA   & 2015-05-26 &  -4.63     &   9.53     &   5.23     &   5.53     &  28.70     &  47.43    \\\\\n",
       "\t1022 & ARROWGREEN & 2015-05-21 &  -4.76     & -21.64     & -27.06     & -28.53     & -32.97     & -35.55    \\\\\n",
       "\t288 & PKTEA      & 2015-10-06 &  -6.34     & -20.63     & -48.25     & -59.90     & -56.27     & -41.31    \\\\\n",
       "\t1474 & AYMSYNTEX  & 2015-08-14 &  -6.55     & -28.75     & -35.68     & -46.59     & -43.40     & -45.74    \\\\\n",
       "\t757 & MEP        & 2015-05-06 &  -7.30     &   0.51     &   1.20     &  -4.62     &   0.26     & -14.85    \\\\\n",
       "\t559 & HESTERBIO  & 2015-03-13 &  -7.79     &   2.86     &  -7.93     &  54.91     &  18.71     &  57.78    \\\\\n",
       "\t362 & POWERMECH  & 2015-08-26 &  -8.35     &   3.73     &  -0.30     &  -1.10     &   5.35     &   5.10    \\\\\n",
       "\t49 & KAYA       & 2015-08-14 &  -8.50     &  -4.73     & -17.47     & -23.32     & -23.80     & -21.06    \\\\\n",
       "\t1287 & ORTEL      & 2015-03-19 & -10.36     & -10.97     &  -4.75     &  12.91     &   6.04     &  20.65    \\\\\n",
       "\t984 & GUJGASLTD  & 2015-09-15 & -13.07     & -13.51     & -24.69     & -24.84     & -12.16     & -23.91    \\\\\n",
       "\t512 & COFFEEDAY  & 2015-11-02 & -17.55     &   1.28     &  -1.81     &  -4.79     &  -5.49     & -16.81    \\\\\n",
       "\t1342 & MAJESCO    & 2015-08-19 & -24.26     &  -8.33     &   1.84     &  -9.24     &  11.24     &  88.37    \\\\\n",
       "\t940 & IDFCBANK   & 2015-11-06 & -50.09     &  -7.67     &  -9.38     & -18.04     & -38.06     & -31.13    \\\\\n",
       "\t434 & GREENLAM   & 2015-03-02 & -56.16     &   4.79     &  -7.60     &  -9.61     & -16.85     & -32.30    \\\\\n",
       "\t541 & GENUSPAPER & 2015-02-16 & -73.18     & -20.83     & -39.58     & -43.75     & -61.46     &   9.38    \\\\\n",
       "\t928 & ARVSMART   & 2015-08-26 & -76.23     & -22.44     & -43.00     &   8.54     &  29.67     & 101.60    \\\\\n",
       "\t798 & MANAKALUCO & 2015-03-30 & -85.63     & -22.22     & -41.11     & -57.78     & -74.17     & -76.11    \\\\\n",
       "\t884 & MANAKSTEEL & 2015-03-30 & -85.63     &   4.72     &  -7.78     & -33.33     & -55.83     & -56.39    \\\\\n",
       "\t1130 & MANAKCOAT  & 2015-03-30 & -85.63     & -22.22     & -41.94     & -62.22     & -79.17     & -80.28    \\\\\n",
       "\t1377 & MANAKINDST & 2015-03-30 & -85.71     & -22.07     & -25.14     & -52.51     & -56.98     & -61.17    \\\\\n",
       "\t499 & SHYAMCENT  & 2015-07-28 & -94.34     & -21.58     & -14.74     &  -1.05     & -10.95     & -24.54    \\\\\n",
       "\t1158 & ADANITRANS & 2015-07-31 & -95.67     &  26.99     &  44.75     &  17.21     &   2.35     &  30.07    \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | SYMBOL | LDATE | D0 | D5 | D10 | D20 | D50 | D100 | \n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 429 | LALPATHLAB | 2015-12-23 | 50.00      |  -2.49     |  -2.57     | -11.64     |   4.12     |  16.73     | \n",
       "| 11 | VRLLOG     | 2015-04-30 | 43.46      |  -4.45     |  -9.03     |   5.19     |  11.59     |  35.25     | \n",
       "| 268 | JMA        | 2015-03-16 | 40.66      | -20.55     | -30.57     | -10.58     | -32.75     |  -2.31     | \n",
       "| 1427 | PILANIINVS | 2015-12-09 | 38.45      | -11.23     |   8.75     |  -4.16     | -24.07     | -14.12     | \n",
       "| 1259 | INOXWIND   | 2015-04-09 | 34.89      |   8.10     |  -4.11     |  -0.87     |  -2.22     | -16.50     | \n",
       "| 806 | ALKEM      | 2015-12-23 | 31.59      |   7.49     |   6.20     |  -0.95     |  -5.10     |  -9.61     | \n",
       "| 1128 | APOLSINHOT | 2015-02-16 | 31.23      |  27.61     |  62.04     | 103.27     |  43.06     |  29.40     | \n",
       "| 892 | ANANDAMRUB | 2015-12-01 | 28.77      |  26.74     | 120.51     |  97.07     |  56.14     |  60.34     | \n",
       "| 187 | SYNGENE    | 2015-08-11 | 24.22      |  18.21     |  -0.11     |   7.63     |  20.11     |  31.81     | \n",
       "| 67 | VIPULLTD   | 2015-04-23 | 18.55      | -13.33     | -18.46     | -18.71     | -18.54     | -25.58     | \n",
       "| 748 | SHK        | 2015-11-16 | 15.69      |   5.71     |   3.24     |   5.19     |  20.41     |  13.33     | \n",
       "| 1467 | INDIGO     | 2015-11-10 | 14.67      |  19.20     |  24.05     |  13.98     |  10.38     |  12.94     | \n",
       "| 1204 | ZENTEC     | 2015-03-30 | 12.47      |  27.36     |  35.00     |   6.18     |  28.18     |  55.82     | \n",
       "| 237 | BALKRISHNA | 2015-07-28 |  9.95      |  60.68     |  60.05     |  57.63     |  58.13     |  74.54     | \n",
       "| 1220 | SATIN      | 2015-08-27 |  9.29      |  27.45     |  70.29     | 113.83     | 306.67     | 287.08     | \n",
       "| 1239 | CAMLINFINE | 2015-01-20 |  8.42      |   4.35     |  17.21     |   4.75     |   5.74     |  18.71     | \n",
       "| 1026 | NAVKARCORP | 2015-09-09 |  8.35      |  -3.24     |  -7.44     |  -8.22     |  11.88     |  14.13     | \n",
       "| 164 | RAMASTEEL  | 2015-08-24 |  8.33      |  19.38     |  25.70     |  33.96     |  38.19     |  41.05     | \n",
       "| 1458 | LAMBODHARA | 2015-02-04 |  7.60      | -12.23     | -15.84     | -12.83     |  -6.04     | 360.23     | \n",
       "| 1085 | ADLABS     | 2015-04-06 |  7.03      |  -9.19     | -18.12     | -27.36     | -22.40     | -36.49     | \n",
       "| 179 | VETO       | 2015-04-29 |  6.92      |   2.50     |   2.50     |   5.70     |  12.11     |  -6.35     | \n",
       "| 664 | FCL        | 2015-01-15 |  6.22      | -10.32     |   5.28     |  -7.96     | -18.46     |  18.32     | \n",
       "| 627 | SHARDAMOTR | 2015-09-03 |  6.10      | -13.10     |  -0.02     | -10.17     |   4.78     | -13.31     | \n",
       "| 443 | LINCOLN    | 2015-12-17 |  5.22      |   2.31     |  11.34     |   2.47     | -33.02     | -29.55     | \n",
       "| 502 | LYCOS      | 2015-05-08 |  5.00      |  15.17     |  25.40     |  35.98     |  16.58     |  -5.03     | \n",
       "| 715 | UMANGDAIRY | 2015-12-02 |  4.95      |  -2.08     |  -4.72     |   3.19     | -18.10     |  -4.02     | \n",
       "| 689 | LFIC       | 2015-04-17 |  4.89      |  26.98     |  24.14     |  80.53     |  85.06     |  86.61     | \n",
       "| 1556 | ORTINLABSS | 2015-08-21 |  4.82      |  -8.43     | -27.20     | -27.20     |  34.51     |  65.95     | \n",
       "| 725 | GANECOS    | 2015-03-09 |  4.50      | -10.51     | -13.91     | -13.16     |   1.35     |   1.45     | \n",
       "| 721 | TPLPLASTEH | 2015-05-20 |  4.43      |   2.03     |   3.43     |  -1.40     |  54.99     |   0.86     | \n",
       "| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | \n",
       "| 762 | SETFNIFBK  | 2015-03-25 |  -2.63     |   2.67     |   3.36     |  -1.11     |   1.42     |  -5.83     | \n",
       "| 637 | SHREEPUSHK | 2015-09-10 |  -3.00     |  -2.38     |  -0.56     |  21.97     |  29.26     |  86.36     | \n",
       "| 1382 | SETFNN50   | 2015-03-27 |  -3.05     |   6.16     |   1.92     |  15.91     |  10.06     |   3.35     | \n",
       "| 400 | NILAINFRA  | 2015-05-21 |  -3.23     |  -3.89     | -12.78     | -22.22     |  10.56     |  32.89     | \n",
       "| 1133 | SALZERELEC | 2015-12-02 |  -4.11     |  -4.28     |  -2.87     |  -2.12     | -28.66     | -11.96     | \n",
       "| 39 | SIGNET     | 2015-03-13 |  -4.39     |  -8.40     | -14.75     |   4.22     |  66.60     | 175.70     | \n",
       "| 844 | UFO        | 2015-05-14 |  -4.43     |   0.69     |  -2.81     |  -6.53     |   3.18     | -11.76     | \n",
       "| 1335 | PENPEBS    | 2015-09-10 |  -4.55     |  -1.29     |   0.97     |  -1.71     |  -3.53     | -14.60     | \n",
       "| 649 | PNCINFRA   | 2015-05-26 |  -4.63     |   9.53     |   5.23     |   5.53     |  28.70     |  47.43     | \n",
       "| 1022 | ARROWGREEN | 2015-05-21 |  -4.76     | -21.64     | -27.06     | -28.53     | -32.97     | -35.55     | \n",
       "| 288 | PKTEA      | 2015-10-06 |  -6.34     | -20.63     | -48.25     | -59.90     | -56.27     | -41.31     | \n",
       "| 1474 | AYMSYNTEX  | 2015-08-14 |  -6.55     | -28.75     | -35.68     | -46.59     | -43.40     | -45.74     | \n",
       "| 757 | MEP        | 2015-05-06 |  -7.30     |   0.51     |   1.20     |  -4.62     |   0.26     | -14.85     | \n",
       "| 559 | HESTERBIO  | 2015-03-13 |  -7.79     |   2.86     |  -7.93     |  54.91     |  18.71     |  57.78     | \n",
       "| 362 | POWERMECH  | 2015-08-26 |  -8.35     |   3.73     |  -0.30     |  -1.10     |   5.35     |   5.10     | \n",
       "| 49 | KAYA       | 2015-08-14 |  -8.50     |  -4.73     | -17.47     | -23.32     | -23.80     | -21.06     | \n",
       "| 1287 | ORTEL      | 2015-03-19 | -10.36     | -10.97     |  -4.75     |  12.91     |   6.04     |  20.65     | \n",
       "| 984 | GUJGASLTD  | 2015-09-15 | -13.07     | -13.51     | -24.69     | -24.84     | -12.16     | -23.91     | \n",
       "| 512 | COFFEEDAY  | 2015-11-02 | -17.55     |   1.28     |  -1.81     |  -4.79     |  -5.49     | -16.81     | \n",
       "| 1342 | MAJESCO    | 2015-08-19 | -24.26     |  -8.33     |   1.84     |  -9.24     |  11.24     |  88.37     | \n",
       "| 940 | IDFCBANK   | 2015-11-06 | -50.09     |  -7.67     |  -9.38     | -18.04     | -38.06     | -31.13     | \n",
       "| 434 | GREENLAM   | 2015-03-02 | -56.16     |   4.79     |  -7.60     |  -9.61     | -16.85     | -32.30     | \n",
       "| 541 | GENUSPAPER | 2015-02-16 | -73.18     | -20.83     | -39.58     | -43.75     | -61.46     |   9.38     | \n",
       "| 928 | ARVSMART   | 2015-08-26 | -76.23     | -22.44     | -43.00     |   8.54     |  29.67     | 101.60     | \n",
       "| 798 | MANAKALUCO | 2015-03-30 | -85.63     | -22.22     | -41.11     | -57.78     | -74.17     | -76.11     | \n",
       "| 884 | MANAKSTEEL | 2015-03-30 | -85.63     |   4.72     |  -7.78     | -33.33     | -55.83     | -56.39     | \n",
       "| 1130 | MANAKCOAT  | 2015-03-30 | -85.63     | -22.22     | -41.94     | -62.22     | -79.17     | -80.28     | \n",
       "| 1377 | MANAKINDST | 2015-03-30 | -85.71     | -22.07     | -25.14     | -52.51     | -56.98     | -61.17     | \n",
       "| 499 | SHYAMCENT  | 2015-07-28 | -94.34     | -21.58     | -14.74     |  -1.05     | -10.95     | -24.54     | \n",
       "| 1158 | ADANITRANS | 2015-07-31 | -95.67     |  26.99     |  44.75     |  17.21     |   2.35     |  30.07     | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "     SYMBOL     LDATE      D0     D5     D10    D20    D50    D100  \n",
       "429  LALPATHLAB 2015-12-23 50.00   -2.49  -2.57 -11.64   4.12  16.73\n",
       "11   VRLLOG     2015-04-30 43.46   -4.45  -9.03   5.19  11.59  35.25\n",
       "268  JMA        2015-03-16 40.66  -20.55 -30.57 -10.58 -32.75  -2.31\n",
       "1427 PILANIINVS 2015-12-09 38.45  -11.23   8.75  -4.16 -24.07 -14.12\n",
       "1259 INOXWIND   2015-04-09 34.89    8.10  -4.11  -0.87  -2.22 -16.50\n",
       "806  ALKEM      2015-12-23 31.59    7.49   6.20  -0.95  -5.10  -9.61\n",
       "1128 APOLSINHOT 2015-02-16 31.23   27.61  62.04 103.27  43.06  29.40\n",
       "892  ANANDAMRUB 2015-12-01 28.77   26.74 120.51  97.07  56.14  60.34\n",
       "187  SYNGENE    2015-08-11 24.22   18.21  -0.11   7.63  20.11  31.81\n",
       "67   VIPULLTD   2015-04-23 18.55  -13.33 -18.46 -18.71 -18.54 -25.58\n",
       "748  SHK        2015-11-16 15.69    5.71   3.24   5.19  20.41  13.33\n",
       "1467 INDIGO     2015-11-10 14.67   19.20  24.05  13.98  10.38  12.94\n",
       "1204 ZENTEC     2015-03-30 12.47   27.36  35.00   6.18  28.18  55.82\n",
       "237  BALKRISHNA 2015-07-28  9.95   60.68  60.05  57.63  58.13  74.54\n",
       "1220 SATIN      2015-08-27  9.29   27.45  70.29 113.83 306.67 287.08\n",
       "1239 CAMLINFINE 2015-01-20  8.42    4.35  17.21   4.75   5.74  18.71\n",
       "1026 NAVKARCORP 2015-09-09  8.35   -3.24  -7.44  -8.22  11.88  14.13\n",
       "164  RAMASTEEL  2015-08-24  8.33   19.38  25.70  33.96  38.19  41.05\n",
       "1458 LAMBODHARA 2015-02-04  7.60  -12.23 -15.84 -12.83  -6.04 360.23\n",
       "1085 ADLABS     2015-04-06  7.03   -9.19 -18.12 -27.36 -22.40 -36.49\n",
       "179  VETO       2015-04-29  6.92    2.50   2.50   5.70  12.11  -6.35\n",
       "664  FCL        2015-01-15  6.22  -10.32   5.28  -7.96 -18.46  18.32\n",
       "627  SHARDAMOTR 2015-09-03  6.10  -13.10  -0.02 -10.17   4.78 -13.31\n",
       "443  LINCOLN    2015-12-17  5.22    2.31  11.34   2.47 -33.02 -29.55\n",
       "502  LYCOS      2015-05-08  5.00   15.17  25.40  35.98  16.58  -5.03\n",
       "715  UMANGDAIRY 2015-12-02  4.95   -2.08  -4.72   3.19 -18.10  -4.02\n",
       "689  LFIC       2015-04-17  4.89   26.98  24.14  80.53  85.06  86.61\n",
       "1556 ORTINLABSS 2015-08-21  4.82   -8.43 -27.20 -27.20  34.51  65.95\n",
       "725  GANECOS    2015-03-09  4.50  -10.51 -13.91 -13.16   1.35   1.45\n",
       "721  TPLPLASTEH 2015-05-20  4.43    2.03   3.43  -1.40  54.99   0.86\n",
       "⋮    ⋮          ⋮          ⋮      ⋮      ⋮      ⋮      ⋮      ⋮     \n",
       "762  SETFNIFBK  2015-03-25  -2.63   2.67   3.36  -1.11   1.42  -5.83\n",
       "637  SHREEPUSHK 2015-09-10  -3.00  -2.38  -0.56  21.97  29.26  86.36\n",
       "1382 SETFNN50   2015-03-27  -3.05   6.16   1.92  15.91  10.06   3.35\n",
       "400  NILAINFRA  2015-05-21  -3.23  -3.89 -12.78 -22.22  10.56  32.89\n",
       "1133 SALZERELEC 2015-12-02  -4.11  -4.28  -2.87  -2.12 -28.66 -11.96\n",
       "39   SIGNET     2015-03-13  -4.39  -8.40 -14.75   4.22  66.60 175.70\n",
       "844  UFO        2015-05-14  -4.43   0.69  -2.81  -6.53   3.18 -11.76\n",
       "1335 PENPEBS    2015-09-10  -4.55  -1.29   0.97  -1.71  -3.53 -14.60\n",
       "649  PNCINFRA   2015-05-26  -4.63   9.53   5.23   5.53  28.70  47.43\n",
       "1022 ARROWGREEN 2015-05-21  -4.76 -21.64 -27.06 -28.53 -32.97 -35.55\n",
       "288  PKTEA      2015-10-06  -6.34 -20.63 -48.25 -59.90 -56.27 -41.31\n",
       "1474 AYMSYNTEX  2015-08-14  -6.55 -28.75 -35.68 -46.59 -43.40 -45.74\n",
       "757  MEP        2015-05-06  -7.30   0.51   1.20  -4.62   0.26 -14.85\n",
       "559  HESTERBIO  2015-03-13  -7.79   2.86  -7.93  54.91  18.71  57.78\n",
       "362  POWERMECH  2015-08-26  -8.35   3.73  -0.30  -1.10   5.35   5.10\n",
       "49   KAYA       2015-08-14  -8.50  -4.73 -17.47 -23.32 -23.80 -21.06\n",
       "1287 ORTEL      2015-03-19 -10.36 -10.97  -4.75  12.91   6.04  20.65\n",
       "984  GUJGASLTD  2015-09-15 -13.07 -13.51 -24.69 -24.84 -12.16 -23.91\n",
       "512  COFFEEDAY  2015-11-02 -17.55   1.28  -1.81  -4.79  -5.49 -16.81\n",
       "1342 MAJESCO    2015-08-19 -24.26  -8.33   1.84  -9.24  11.24  88.37\n",
       "940  IDFCBANK   2015-11-06 -50.09  -7.67  -9.38 -18.04 -38.06 -31.13\n",
       "434  GREENLAM   2015-03-02 -56.16   4.79  -7.60  -9.61 -16.85 -32.30\n",
       "541  GENUSPAPER 2015-02-16 -73.18 -20.83 -39.58 -43.75 -61.46   9.38\n",
       "928  ARVSMART   2015-08-26 -76.23 -22.44 -43.00   8.54  29.67 101.60\n",
       "798  MANAKALUCO 2015-03-30 -85.63 -22.22 -41.11 -57.78 -74.17 -76.11\n",
       "884  MANAKSTEEL 2015-03-30 -85.63   4.72  -7.78 -33.33 -55.83 -56.39\n",
       "1130 MANAKCOAT  2015-03-30 -85.63 -22.22 -41.94 -62.22 -79.17 -80.28\n",
       "1377 MANAKINDST 2015-03-30 -85.71 -22.07 -25.14 -52.51 -56.98 -61.17\n",
       "499  SHYAMCENT  2015-07-28 -94.34 -21.58 -14.74  -1.05 -10.95 -24.54\n",
       "1158 ADANITRANS 2015-07-31 -95.67  26.99  44.75  17.21   2.35  30.07"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "c2015[order(c2015[,dIndex], decreasing=T),]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>SYMBOL</th><th scope=col>LDATE</th><th scope=col>D0</th><th scope=col>D5</th><th scope=col>D10</th><th scope=col>D20</th><th scope=col>D50</th><th scope=col>D100</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>1005</th><td>TMRVL     </td><td>2016-12-14</td><td>83.72     </td><td>-14.44    </td><td> -4.20    </td><td>-14.39    </td><td> -16.51   </td><td> -14.44   </td></tr>\n",
       "\t<tr><th scope=row>776</th><td>QUESS     </td><td>2016-07-12</td><td>58.71     </td><td>119.35    </td><td>454.76    </td><td>506.52    </td><td> 538.22   </td><td> 636.92   </td></tr>\n",
       "\t<tr><th scope=row>631</th><td>SFL       </td><td>2016-12-09</td><td>41.37     </td><td> -7.04    </td><td> -8.78    </td><td> -6.40    </td><td>   1.42   </td><td>  37.11   </td></tr>\n",
       "\t<tr><th scope=row>650</th><td>THYROCARE </td><td>2016-05-09</td><td>38.74     </td><td>161.02    </td><td>151.89    </td><td>146.73    </td><td> 125.85   </td><td> 154.23   </td></tr>\n",
       "\t<tr><th scope=row>147</th><td>ENDURANCE </td><td>2016-10-19</td><td>37.06     </td><td> -4.91    </td><td> -5.75    </td><td>-15.44    </td><td> -10.09   </td><td>   9.20   </td></tr>\n",
       "\t<tr><th scope=row>593</th><td>NH        </td><td>2016-01-06</td><td>34.78     </td><td> -3.56    </td><td>-10.61    </td><td> -4.47    </td><td> -12.85   </td><td>  -7.97   </td></tr>\n",
       "\t<tr><th scope=row>255</th><td>RBLBANK   </td><td>2016-08-31</td><td>33.07     </td><td> 39.08    </td><td> 37.40    </td><td> 32.57    </td><td>  49.21   </td><td>  73.84   </td></tr>\n",
       "\t<tr><th scope=row>1518</th><td>ADVENZYMES</td><td>2016-08-01</td><td>31.48     </td><td>164.68    </td><td>145.98    </td><td>153.14    </td><td> 242.97   </td><td> 236.67   </td></tr>\n",
       "\t<tr><th scope=row>1070</th><td>GROBTEA   </td><td>2016-07-14</td><td>31.13     </td><td> 59.38    </td><td>101.93    </td><td> 20.99    </td><td>  -7.64   </td><td>  -7.96   </td></tr>\n",
       "\t<tr><th scope=row>1244</th><td>SHRIPISTON</td><td>2016-06-09</td><td>25.00     </td><td> 80.86    </td><td>130.80    </td><td>275.87    </td><td> 559.84   </td><td> 436.55   </td></tr>\n",
       "\t<tr><th scope=row>1530</th><td>NBIFIN    </td><td>2016-12-07</td><td>25.00     </td><td> 27.59    </td><td> 62.78    </td><td>165.04    </td><td>1044.84   </td><td>1399.97   </td></tr>\n",
       "\t<tr><th scope=row>910</th><td>MGL       </td><td>2016-07-01</td><td>23.59     </td><td> 45.85    </td><td> 47.73    </td><td> 48.44    </td><td>  79.67   </td><td> 124.24   </td></tr>\n",
       "\t<tr><th scope=row>829</th><td>EQUITAS   </td><td>2016-04-21</td><td>22.91     </td><td> 10.79    </td><td> 41.37    </td><td> 44.24    </td><td>  74.70   </td><td>  75.39   </td></tr>\n",
       "\t<tr><th scope=row>583</th><td>BLS       </td><td>2016-06-15</td><td>21.57     </td><td> 21.00    </td><td> 48.70    </td><td> 54.22    </td><td>  52.14   </td><td> 157.29   </td></tr>\n",
       "\t<tr><th scope=row>599</th><td>TEAMLEASE </td><td>2016-02-12</td><td>20.34     </td><td> 34.69    </td><td> 18.12    </td><td> 14.75    </td><td>  11.69   </td><td>  21.36   </td></tr>\n",
       "\t<tr><th scope=row>831</th><td>DIGJAMLTD </td><td>2016-07-13</td><td>20.31     </td><td>-22.02    </td><td> -6.03    </td><td>-27.92    </td><td> -28.58   </td><td> -11.20   </td></tr>\n",
       "\t<tr><th scope=row>930</th><td>ASPINWALL </td><td>2016-06-14</td><td>19.87     </td><td> 66.32    </td><td>152.15    </td><td>271.32    </td><td> 181.40   </td><td> 132.52   </td></tr>\n",
       "\t<tr><th scope=row>1265</th><td>GNA       </td><td>2016-09-26</td><td>18.38     </td><td> -2.22    </td><td>  6.41    </td><td>  1.75    </td><td> -19.73   </td><td> -18.41   </td></tr>\n",
       "\t<tr><th scope=row>1253</th><td>NDGL      </td><td>2016-08-30</td><td>16.02     </td><td> 40.97    </td><td> 26.22    </td><td>-17.50    </td><td>   6.94   </td><td>  10.15   </td></tr>\n",
       "\t<tr><th scope=row>674</th><td>HIGHGROUND</td><td>2016-11-24</td><td>15.20     </td><td>  7.07    </td><td> 11.56    </td><td> -0.14    </td><td> -22.45   </td><td> -31.70   </td></tr>\n",
       "\t<tr><th scope=row>1066</th><td>PNBHOUSING</td><td>2016-11-07</td><td>14.99     </td><td> -9.24    </td><td> -9.30    </td><td> -2.86    </td><td>  -7.09   </td><td>  33.58   </td></tr>\n",
       "\t<tr><th scope=row>1318</th><td>DBL       </td><td>2016-08-11</td><td>14.95     </td><td> 12.06    </td><td>  3.69    </td><td>  4.35    </td><td>   7.29   </td><td>   5.47   </td></tr>\n",
       "\t<tr><th scope=row>622</th><td>PARAGMILK </td><td>2016-05-19</td><td>14.88     </td><td>  9.56    </td><td> 16.52    </td><td> 18.13    </td><td>  48.72   </td><td>  40.96   </td></tr>\n",
       "\t<tr><th scope=row>1402</th><td>LAURUSLABS</td><td>2016-12-19</td><td>12.24     </td><td> -5.25    </td><td>  1.25    </td><td>  1.01    </td><td>   6.18   </td><td>  20.14   </td></tr>\n",
       "\t<tr><th scope=row>1233</th><td>UJJIVAN   </td><td>2016-05-10</td><td>10.26     </td><td> 29.59    </td><td> 50.96    </td><td>109.90    </td><td> 144.24   </td><td> 175.94   </td></tr>\n",
       "\t<tr><th scope=row>1076</th><td>SPAL      </td><td>2016-08-12</td><td> 7.74     </td><td> 10.69    </td><td> 24.79    </td><td> 25.10    </td><td>  31.96   </td><td>  33.89   </td></tr>\n",
       "\t<tr><th scope=row>552</th><td>ABMINTLTD </td><td>2016-06-29</td><td> 7.51     </td><td> 21.02    </td><td> 14.41    </td><td> -7.85    </td><td> -56.35   </td><td>     NA   </td></tr>\n",
       "\t<tr><th scope=row>1450</th><td>FRETAIL   </td><td>2016-08-29</td><td> 6.62     </td><td> 11.28    </td><td>  7.79    </td><td>  3.14    </td><td> -13.14   </td><td>  16.93   </td></tr>\n",
       "\t<tr><th scope=row>668</th><td>STAMPEDE  </td><td>2016-07-25</td><td> 5.85     </td><td> 17.26    </td><td> 12.95    </td><td> 11.57    </td><td> -12.31   </td><td> -42.52   </td></tr>\n",
       "\t<tr><th scope=row>307</th><td>KIOCL     </td><td>2016-11-29</td><td> 5.00     </td><td> 25.71    </td><td> 59.05    </td><td>156.67    </td><td>     NA   </td><td>     NA   </td></tr>\n",
       "\t<tr><th scope=row>⋮</th><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
       "\t<tr><th scope=row>1052</th><td>SETCO     </td><td>2016-07-01</td><td> -4.35    </td><td>-12.36    </td><td>-19.32    </td><td>-12.62    </td><td>-21.09    </td><td>-32.95    </td></tr>\n",
       "\t<tr><th scope=row>1496</th><td>SOMICONVEY</td><td>2016-07-18</td><td> -4.35    </td><td>-12.57    </td><td>-25.42    </td><td>-19.25    </td><td>-50.04    </td><td>-31.18    </td></tr>\n",
       "\t<tr><th scope=row>329</th><td>TCIEXP    </td><td>2016-12-15</td><td> -4.36    </td><td>-19.28    </td><td>-14.97    </td><td>-18.54    </td><td>-16.57    </td><td> 27.33    </td></tr>\n",
       "\t<tr><th scope=row>846</th><td>CUPID     </td><td>2016-09-16</td><td> -4.42    </td><td>  1.39    </td><td> -4.65    </td><td>  3.71    </td><td> -1.48    </td><td> -0.44    </td></tr>\n",
       "\t<tr><th scope=row>564</th><td>PALREDTEC </td><td>2016-05-09</td><td> -4.55    </td><td>-23.49    </td><td>-29.79    </td><td>-35.35    </td><td>-33.96    </td><td>-44.72    </td></tr>\n",
       "\t<tr><th scope=row>446</th><td>PRECAM    </td><td>2016-02-08</td><td> -4.60    </td><td>-18.92    </td><td>-23.60    </td><td>-19.63    </td><td>-25.83    </td><td>-34.93    </td></tr>\n",
       "\t<tr><th scope=row>61</th><td>KREBSBIO  </td><td>2016-10-27</td><td> -4.92    </td><td> -4.63    </td><td>-11.53    </td><td>-16.75    </td><td>-18.23    </td><td> -4.88    </td></tr>\n",
       "\t<tr><th scope=row>6</th><td>NECCLTD   </td><td>2016-03-02</td><td> -5.59    </td><td>  3.14    </td><td> -1.56    </td><td> -9.77    </td><td>-20.54    </td><td> -8.52    </td></tr>\n",
       "\t<tr><th scope=row>180</th><td>ROLLT     </td><td>2016-11-22</td><td> -5.66    </td><td> 21.33    </td><td> 20.00    </td><td>  4.67    </td><td> 21.33    </td><td>-18.33    </td></tr>\n",
       "\t<tr><th scope=row>1206</th><td>HPL       </td><td>2016-10-04</td><td> -6.29    </td><td> -9.35    </td><td> -2.56    </td><td>-14.41    </td><td>-47.46    </td><td>-42.28    </td></tr>\n",
       "\t<tr><th scope=row>89</th><td>PREMEXPLN </td><td>2016-06-17</td><td> -6.68    </td><td>-17.78    </td><td>-14.28    </td><td>-13.33    </td><td>-19.69    </td><td>-23.00    </td></tr>\n",
       "\t<tr><th scope=row>609</th><td>MOLDTECH  </td><td>2016-07-07</td><td> -6.81    </td><td>-11.44    </td><td>-12.98    </td><td>-18.27    </td><td>-27.69    </td><td>-30.57    </td></tr>\n",
       "\t<tr><th scope=row>331</th><td>ICICIPRULI</td><td>2016-09-29</td><td>-10.91    </td><td>  6.39    </td><td> 10.10    </td><td>  3.18    </td><td> -1.08    </td><td> 19.11    </td></tr>\n",
       "\t<tr><th scope=row>1266</th><td>MARATHON  </td><td>2016-09-29</td><td>-11.64    </td><td>  6.80    </td><td>  3.84    </td><td>  5.95    </td><td>-12.75    </td><td>-11.90    </td></tr>\n",
       "\t<tr><th scope=row>269</th><td>CROMPTON  </td><td>2016-05-13</td><td>-12.78    </td><td>-16.85    </td><td>-20.22    </td><td>-19.59    </td><td> -7.48    </td><td>  3.96    </td></tr>\n",
       "\t<tr><th scope=row>746</th><td>KINGFA    </td><td>2016-11-15</td><td>-15.42    </td><td>-13.08    </td><td>  0.71    </td><td> -0.67    </td><td> -4.66    </td><td> -5.34    </td></tr>\n",
       "\t<tr><th scope=row>1529</th><td>SETF10GILT</td><td>2016-06-23</td><td>-19.46    </td><td> 67.70    </td><td>163.87    </td><td>-15.56    </td><td>-83.00    </td><td>-84.20    </td></tr>\n",
       "\t<tr><th scope=row>821</th><td>QUICKHEAL </td><td>2016-02-18</td><td>-20.92    </td><td>-42.80    </td><td>-29.81    </td><td>-34.85    </td><td>-21.45    </td><td>-25.20    </td></tr>\n",
       "\t<tr><th scope=row>254</th><td>HCG       </td><td>2016-03-30</td><td>-21.56    </td><td>-29.96    </td><td>-40.05    </td><td>-42.93    </td><td>-42.68    </td><td>-32.52    </td></tr>\n",
       "\t<tr><th scope=row>1531</th><td>NAGAFERT  </td><td>2016-06-15</td><td>-21.87    </td><td>-36.02    </td><td>-54.65    </td><td>-54.65    </td><td>-60.14    </td><td>-61.70    </td></tr>\n",
       "\t<tr><th scope=row>1443</th><td>LSIL      </td><td>2016-07-18</td><td>-31.58    </td><td>-70.48    </td><td>-76.81    </td><td>-76.11    </td><td>-79.62    </td><td>-74.96    </td></tr>\n",
       "\t<tr><th scope=row>274</th><td>JSLHISAR  </td><td>2016-01-28</td><td>-39.31    </td><td>  4.21    </td><td>-40.89    </td><td>-42.96    </td><td>-37.35    </td><td>-25.13    </td></tr>\n",
       "\t<tr><th scope=row>562</th><td>TVVISION  </td><td>2016-09-15</td><td>-40.60    </td><td>  6.22    </td><td> 18.17    </td><td> 18.65    </td><td> 14.32    </td><td> 17.39    </td></tr>\n",
       "\t<tr><th scope=row>290</th><td>GOKULAGRO </td><td>2016-03-11</td><td>-47.10    </td><td>-21.56    </td><td>-14.17    </td><td> -5.55    </td><td>-38.55    </td><td>-26.54    </td></tr>\n",
       "\t<tr><th scope=row>1328</th><td>BIGBLOC   </td><td>2016-09-02</td><td>-48.36    </td><td>-43.64    </td><td>-32.18    </td><td>-27.71    </td><td>-39.49    </td><td>  7.92    </td></tr>\n",
       "\t<tr><th scope=row>782</th><td>UVSL      </td><td>2016-06-24</td><td>-56.58    </td><td>-82.89    </td><td>-86.56    </td><td>-93.89    </td><td>-93.89    </td><td>-95.05    </td></tr>\n",
       "\t<tr><th scope=row>1295</th><td>PDMJEPAPER</td><td>2016-03-30</td><td>-61.59    </td><td>-87.24    </td><td>-94.86    </td><td>-95.30    </td><td>-95.65    </td><td>-95.50    </td></tr>\n",
       "\t<tr><th scope=row>16</th><td>MAXINDIA  </td><td>2016-07-14</td><td>-63.74    </td><td>-70.45    </td><td>-70.49    </td><td>-72.60    </td><td>-70.05    </td><td>-69.84    </td></tr>\n",
       "\t<tr><th scope=row>653</th><td>SABEVENTS </td><td>2016-09-15</td><td>-76.23    </td><td>-22.55    </td><td>-43.16    </td><td>-46.61    </td><td>-45.83    </td><td>-44.38    </td></tr>\n",
       "\t<tr><th scope=row>333</th><td>MAXVIL    </td><td>2016-06-22</td><td>-89.98    </td><td>-87.84    </td><td>-98.55    </td><td>-98.73    </td><td>-98.93    </td><td>-99.19    </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllll}\n",
       "  & SYMBOL & LDATE & D0 & D5 & D10 & D20 & D50 & D100\\\\\n",
       "\\hline\n",
       "\t1005 & TMRVL      & 2016-12-14 & 83.72      & -14.44     &  -4.20     & -14.39     &  -16.51    &  -14.44   \\\\\n",
       "\t776 & QUESS      & 2016-07-12 & 58.71      & 119.35     & 454.76     & 506.52     &  538.22    &  636.92   \\\\\n",
       "\t631 & SFL        & 2016-12-09 & 41.37      &  -7.04     &  -8.78     &  -6.40     &    1.42    &   37.11   \\\\\n",
       "\t650 & THYROCARE  & 2016-05-09 & 38.74      & 161.02     & 151.89     & 146.73     &  125.85    &  154.23   \\\\\n",
       "\t147 & ENDURANCE  & 2016-10-19 & 37.06      &  -4.91     &  -5.75     & -15.44     &  -10.09    &    9.20   \\\\\n",
       "\t593 & NH         & 2016-01-06 & 34.78      &  -3.56     & -10.61     &  -4.47     &  -12.85    &   -7.97   \\\\\n",
       "\t255 & RBLBANK    & 2016-08-31 & 33.07      &  39.08     &  37.40     &  32.57     &   49.21    &   73.84   \\\\\n",
       "\t1518 & ADVENZYMES & 2016-08-01 & 31.48      & 164.68     & 145.98     & 153.14     &  242.97    &  236.67   \\\\\n",
       "\t1070 & GROBTEA    & 2016-07-14 & 31.13      &  59.38     & 101.93     &  20.99     &   -7.64    &   -7.96   \\\\\n",
       "\t1244 & SHRIPISTON & 2016-06-09 & 25.00      &  80.86     & 130.80     & 275.87     &  559.84    &  436.55   \\\\\n",
       "\t1530 & NBIFIN     & 2016-12-07 & 25.00      &  27.59     &  62.78     & 165.04     & 1044.84    & 1399.97   \\\\\n",
       "\t910 & MGL        & 2016-07-01 & 23.59      &  45.85     &  47.73     &  48.44     &   79.67    &  124.24   \\\\\n",
       "\t829 & EQUITAS    & 2016-04-21 & 22.91      &  10.79     &  41.37     &  44.24     &   74.70    &   75.39   \\\\\n",
       "\t583 & BLS        & 2016-06-15 & 21.57      &  21.00     &  48.70     &  54.22     &   52.14    &  157.29   \\\\\n",
       "\t599 & TEAMLEASE  & 2016-02-12 & 20.34      &  34.69     &  18.12     &  14.75     &   11.69    &   21.36   \\\\\n",
       "\t831 & DIGJAMLTD  & 2016-07-13 & 20.31      & -22.02     &  -6.03     & -27.92     &  -28.58    &  -11.20   \\\\\n",
       "\t930 & ASPINWALL  & 2016-06-14 & 19.87      &  66.32     & 152.15     & 271.32     &  181.40    &  132.52   \\\\\n",
       "\t1265 & GNA        & 2016-09-26 & 18.38      &  -2.22     &   6.41     &   1.75     &  -19.73    &  -18.41   \\\\\n",
       "\t1253 & NDGL       & 2016-08-30 & 16.02      &  40.97     &  26.22     & -17.50     &    6.94    &   10.15   \\\\\n",
       "\t674 & HIGHGROUND & 2016-11-24 & 15.20      &   7.07     &  11.56     &  -0.14     &  -22.45    &  -31.70   \\\\\n",
       "\t1066 & PNBHOUSING & 2016-11-07 & 14.99      &  -9.24     &  -9.30     &  -2.86     &   -7.09    &   33.58   \\\\\n",
       "\t1318 & DBL        & 2016-08-11 & 14.95      &  12.06     &   3.69     &   4.35     &    7.29    &    5.47   \\\\\n",
       "\t622 & PARAGMILK  & 2016-05-19 & 14.88      &   9.56     &  16.52     &  18.13     &   48.72    &   40.96   \\\\\n",
       "\t1402 & LAURUSLABS & 2016-12-19 & 12.24      &  -5.25     &   1.25     &   1.01     &    6.18    &   20.14   \\\\\n",
       "\t1233 & UJJIVAN    & 2016-05-10 & 10.26      &  29.59     &  50.96     & 109.90     &  144.24    &  175.94   \\\\\n",
       "\t1076 & SPAL       & 2016-08-12 &  7.74      &  10.69     &  24.79     &  25.10     &   31.96    &   33.89   \\\\\n",
       "\t552 & ABMINTLTD  & 2016-06-29 &  7.51      &  21.02     &  14.41     &  -7.85     &  -56.35    &      NA   \\\\\n",
       "\t1450 & FRETAIL    & 2016-08-29 &  6.62      &  11.28     &   7.79     &   3.14     &  -13.14    &   16.93   \\\\\n",
       "\t668 & STAMPEDE   & 2016-07-25 &  5.85      &  17.26     &  12.95     &  11.57     &  -12.31    &  -42.52   \\\\\n",
       "\t307 & KIOCL      & 2016-11-29 &  5.00      &  25.71     &  59.05     & 156.67     &      NA    &      NA   \\\\\n",
       "\t⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
       "\t1052 & SETCO      & 2016-07-01 &  -4.35     & -12.36     & -19.32     & -12.62     & -21.09     & -32.95    \\\\\n",
       "\t1496 & SOMICONVEY & 2016-07-18 &  -4.35     & -12.57     & -25.42     & -19.25     & -50.04     & -31.18    \\\\\n",
       "\t329 & TCIEXP     & 2016-12-15 &  -4.36     & -19.28     & -14.97     & -18.54     & -16.57     &  27.33    \\\\\n",
       "\t846 & CUPID      & 2016-09-16 &  -4.42     &   1.39     &  -4.65     &   3.71     &  -1.48     &  -0.44    \\\\\n",
       "\t564 & PALREDTEC  & 2016-05-09 &  -4.55     & -23.49     & -29.79     & -35.35     & -33.96     & -44.72    \\\\\n",
       "\t446 & PRECAM     & 2016-02-08 &  -4.60     & -18.92     & -23.60     & -19.63     & -25.83     & -34.93    \\\\\n",
       "\t61 & KREBSBIO   & 2016-10-27 &  -4.92     &  -4.63     & -11.53     & -16.75     & -18.23     &  -4.88    \\\\\n",
       "\t6 & NECCLTD    & 2016-03-02 &  -5.59     &   3.14     &  -1.56     &  -9.77     & -20.54     &  -8.52    \\\\\n",
       "\t180 & ROLLT      & 2016-11-22 &  -5.66     &  21.33     &  20.00     &   4.67     &  21.33     & -18.33    \\\\\n",
       "\t1206 & HPL        & 2016-10-04 &  -6.29     &  -9.35     &  -2.56     & -14.41     & -47.46     & -42.28    \\\\\n",
       "\t89 & PREMEXPLN  & 2016-06-17 &  -6.68     & -17.78     & -14.28     & -13.33     & -19.69     & -23.00    \\\\\n",
       "\t609 & MOLDTECH   & 2016-07-07 &  -6.81     & -11.44     & -12.98     & -18.27     & -27.69     & -30.57    \\\\\n",
       "\t331 & ICICIPRULI & 2016-09-29 & -10.91     &   6.39     &  10.10     &   3.18     &  -1.08     &  19.11    \\\\\n",
       "\t1266 & MARATHON   & 2016-09-29 & -11.64     &   6.80     &   3.84     &   5.95     & -12.75     & -11.90    \\\\\n",
       "\t269 & CROMPTON   & 2016-05-13 & -12.78     & -16.85     & -20.22     & -19.59     &  -7.48     &   3.96    \\\\\n",
       "\t746 & KINGFA     & 2016-11-15 & -15.42     & -13.08     &   0.71     &  -0.67     &  -4.66     &  -5.34    \\\\\n",
       "\t1529 & SETF10GILT & 2016-06-23 & -19.46     &  67.70     & 163.87     & -15.56     & -83.00     & -84.20    \\\\\n",
       "\t821 & QUICKHEAL  & 2016-02-18 & -20.92     & -42.80     & -29.81     & -34.85     & -21.45     & -25.20    \\\\\n",
       "\t254 & HCG        & 2016-03-30 & -21.56     & -29.96     & -40.05     & -42.93     & -42.68     & -32.52    \\\\\n",
       "\t1531 & NAGAFERT   & 2016-06-15 & -21.87     & -36.02     & -54.65     & -54.65     & -60.14     & -61.70    \\\\\n",
       "\t1443 & LSIL       & 2016-07-18 & -31.58     & -70.48     & -76.81     & -76.11     & -79.62     & -74.96    \\\\\n",
       "\t274 & JSLHISAR   & 2016-01-28 & -39.31     &   4.21     & -40.89     & -42.96     & -37.35     & -25.13    \\\\\n",
       "\t562 & TVVISION   & 2016-09-15 & -40.60     &   6.22     &  18.17     &  18.65     &  14.32     &  17.39    \\\\\n",
       "\t290 & GOKULAGRO  & 2016-03-11 & -47.10     & -21.56     & -14.17     &  -5.55     & -38.55     & -26.54    \\\\\n",
       "\t1328 & BIGBLOC    & 2016-09-02 & -48.36     & -43.64     & -32.18     & -27.71     & -39.49     &   7.92    \\\\\n",
       "\t782 & UVSL       & 2016-06-24 & -56.58     & -82.89     & -86.56     & -93.89     & -93.89     & -95.05    \\\\\n",
       "\t1295 & PDMJEPAPER & 2016-03-30 & -61.59     & -87.24     & -94.86     & -95.30     & -95.65     & -95.50    \\\\\n",
       "\t16 & MAXINDIA   & 2016-07-14 & -63.74     & -70.45     & -70.49     & -72.60     & -70.05     & -69.84    \\\\\n",
       "\t653 & SABEVENTS  & 2016-09-15 & -76.23     & -22.55     & -43.16     & -46.61     & -45.83     & -44.38    \\\\\n",
       "\t333 & MAXVIL     & 2016-06-22 & -89.98     & -87.84     & -98.55     & -98.73     & -98.93     & -99.19    \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | SYMBOL | LDATE | D0 | D5 | D10 | D20 | D50 | D100 | \n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 1005 | TMRVL      | 2016-12-14 | 83.72      | -14.44     |  -4.20     | -14.39     |  -16.51    |  -14.44    | \n",
       "| 776 | QUESS      | 2016-07-12 | 58.71      | 119.35     | 454.76     | 506.52     |  538.22    |  636.92    | \n",
       "| 631 | SFL        | 2016-12-09 | 41.37      |  -7.04     |  -8.78     |  -6.40     |    1.42    |   37.11    | \n",
       "| 650 | THYROCARE  | 2016-05-09 | 38.74      | 161.02     | 151.89     | 146.73     |  125.85    |  154.23    | \n",
       "| 147 | ENDURANCE  | 2016-10-19 | 37.06      |  -4.91     |  -5.75     | -15.44     |  -10.09    |    9.20    | \n",
       "| 593 | NH         | 2016-01-06 | 34.78      |  -3.56     | -10.61     |  -4.47     |  -12.85    |   -7.97    | \n",
       "| 255 | RBLBANK    | 2016-08-31 | 33.07      |  39.08     |  37.40     |  32.57     |   49.21    |   73.84    | \n",
       "| 1518 | ADVENZYMES | 2016-08-01 | 31.48      | 164.68     | 145.98     | 153.14     |  242.97    |  236.67    | \n",
       "| 1070 | GROBTEA    | 2016-07-14 | 31.13      |  59.38     | 101.93     |  20.99     |   -7.64    |   -7.96    | \n",
       "| 1244 | SHRIPISTON | 2016-06-09 | 25.00      |  80.86     | 130.80     | 275.87     |  559.84    |  436.55    | \n",
       "| 1530 | NBIFIN     | 2016-12-07 | 25.00      |  27.59     |  62.78     | 165.04     | 1044.84    | 1399.97    | \n",
       "| 910 | MGL        | 2016-07-01 | 23.59      |  45.85     |  47.73     |  48.44     |   79.67    |  124.24    | \n",
       "| 829 | EQUITAS    | 2016-04-21 | 22.91      |  10.79     |  41.37     |  44.24     |   74.70    |   75.39    | \n",
       "| 583 | BLS        | 2016-06-15 | 21.57      |  21.00     |  48.70     |  54.22     |   52.14    |  157.29    | \n",
       "| 599 | TEAMLEASE  | 2016-02-12 | 20.34      |  34.69     |  18.12     |  14.75     |   11.69    |   21.36    | \n",
       "| 831 | DIGJAMLTD  | 2016-07-13 | 20.31      | -22.02     |  -6.03     | -27.92     |  -28.58    |  -11.20    | \n",
       "| 930 | ASPINWALL  | 2016-06-14 | 19.87      |  66.32     | 152.15     | 271.32     |  181.40    |  132.52    | \n",
       "| 1265 | GNA        | 2016-09-26 | 18.38      |  -2.22     |   6.41     |   1.75     |  -19.73    |  -18.41    | \n",
       "| 1253 | NDGL       | 2016-08-30 | 16.02      |  40.97     |  26.22     | -17.50     |    6.94    |   10.15    | \n",
       "| 674 | HIGHGROUND | 2016-11-24 | 15.20      |   7.07     |  11.56     |  -0.14     |  -22.45    |  -31.70    | \n",
       "| 1066 | PNBHOUSING | 2016-11-07 | 14.99      |  -9.24     |  -9.30     |  -2.86     |   -7.09    |   33.58    | \n",
       "| 1318 | DBL        | 2016-08-11 | 14.95      |  12.06     |   3.69     |   4.35     |    7.29    |    5.47    | \n",
       "| 622 | PARAGMILK  | 2016-05-19 | 14.88      |   9.56     |  16.52     |  18.13     |   48.72    |   40.96    | \n",
       "| 1402 | LAURUSLABS | 2016-12-19 | 12.24      |  -5.25     |   1.25     |   1.01     |    6.18    |   20.14    | \n",
       "| 1233 | UJJIVAN    | 2016-05-10 | 10.26      |  29.59     |  50.96     | 109.90     |  144.24    |  175.94    | \n",
       "| 1076 | SPAL       | 2016-08-12 |  7.74      |  10.69     |  24.79     |  25.10     |   31.96    |   33.89    | \n",
       "| 552 | ABMINTLTD  | 2016-06-29 |  7.51      |  21.02     |  14.41     |  -7.85     |  -56.35    |      NA    | \n",
       "| 1450 | FRETAIL    | 2016-08-29 |  6.62      |  11.28     |   7.79     |   3.14     |  -13.14    |   16.93    | \n",
       "| 668 | STAMPEDE   | 2016-07-25 |  5.85      |  17.26     |  12.95     |  11.57     |  -12.31    |  -42.52    | \n",
       "| 307 | KIOCL      | 2016-11-29 |  5.00      |  25.71     |  59.05     | 156.67     |      NA    |      NA    | \n",
       "| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | \n",
       "| 1052 | SETCO      | 2016-07-01 |  -4.35     | -12.36     | -19.32     | -12.62     | -21.09     | -32.95     | \n",
       "| 1496 | SOMICONVEY | 2016-07-18 |  -4.35     | -12.57     | -25.42     | -19.25     | -50.04     | -31.18     | \n",
       "| 329 | TCIEXP     | 2016-12-15 |  -4.36     | -19.28     | -14.97     | -18.54     | -16.57     |  27.33     | \n",
       "| 846 | CUPID      | 2016-09-16 |  -4.42     |   1.39     |  -4.65     |   3.71     |  -1.48     |  -0.44     | \n",
       "| 564 | PALREDTEC  | 2016-05-09 |  -4.55     | -23.49     | -29.79     | -35.35     | -33.96     | -44.72     | \n",
       "| 446 | PRECAM     | 2016-02-08 |  -4.60     | -18.92     | -23.60     | -19.63     | -25.83     | -34.93     | \n",
       "| 61 | KREBSBIO   | 2016-10-27 |  -4.92     |  -4.63     | -11.53     | -16.75     | -18.23     |  -4.88     | \n",
       "| 6 | NECCLTD    | 2016-03-02 |  -5.59     |   3.14     |  -1.56     |  -9.77     | -20.54     |  -8.52     | \n",
       "| 180 | ROLLT      | 2016-11-22 |  -5.66     |  21.33     |  20.00     |   4.67     |  21.33     | -18.33     | \n",
       "| 1206 | HPL        | 2016-10-04 |  -6.29     |  -9.35     |  -2.56     | -14.41     | -47.46     | -42.28     | \n",
       "| 89 | PREMEXPLN  | 2016-06-17 |  -6.68     | -17.78     | -14.28     | -13.33     | -19.69     | -23.00     | \n",
       "| 609 | MOLDTECH   | 2016-07-07 |  -6.81     | -11.44     | -12.98     | -18.27     | -27.69     | -30.57     | \n",
       "| 331 | ICICIPRULI | 2016-09-29 | -10.91     |   6.39     |  10.10     |   3.18     |  -1.08     |  19.11     | \n",
       "| 1266 | MARATHON   | 2016-09-29 | -11.64     |   6.80     |   3.84     |   5.95     | -12.75     | -11.90     | \n",
       "| 269 | CROMPTON   | 2016-05-13 | -12.78     | -16.85     | -20.22     | -19.59     |  -7.48     |   3.96     | \n",
       "| 746 | KINGFA     | 2016-11-15 | -15.42     | -13.08     |   0.71     |  -0.67     |  -4.66     |  -5.34     | \n",
       "| 1529 | SETF10GILT | 2016-06-23 | -19.46     |  67.70     | 163.87     | -15.56     | -83.00     | -84.20     | \n",
       "| 821 | QUICKHEAL  | 2016-02-18 | -20.92     | -42.80     | -29.81     | -34.85     | -21.45     | -25.20     | \n",
       "| 254 | HCG        | 2016-03-30 | -21.56     | -29.96     | -40.05     | -42.93     | -42.68     | -32.52     | \n",
       "| 1531 | NAGAFERT   | 2016-06-15 | -21.87     | -36.02     | -54.65     | -54.65     | -60.14     | -61.70     | \n",
       "| 1443 | LSIL       | 2016-07-18 | -31.58     | -70.48     | -76.81     | -76.11     | -79.62     | -74.96     | \n",
       "| 274 | JSLHISAR   | 2016-01-28 | -39.31     |   4.21     | -40.89     | -42.96     | -37.35     | -25.13     | \n",
       "| 562 | TVVISION   | 2016-09-15 | -40.60     |   6.22     |  18.17     |  18.65     |  14.32     |  17.39     | \n",
       "| 290 | GOKULAGRO  | 2016-03-11 | -47.10     | -21.56     | -14.17     |  -5.55     | -38.55     | -26.54     | \n",
       "| 1328 | BIGBLOC    | 2016-09-02 | -48.36     | -43.64     | -32.18     | -27.71     | -39.49     |   7.92     | \n",
       "| 782 | UVSL       | 2016-06-24 | -56.58     | -82.89     | -86.56     | -93.89     | -93.89     | -95.05     | \n",
       "| 1295 | PDMJEPAPER | 2016-03-30 | -61.59     | -87.24     | -94.86     | -95.30     | -95.65     | -95.50     | \n",
       "| 16 | MAXINDIA   | 2016-07-14 | -63.74     | -70.45     | -70.49     | -72.60     | -70.05     | -69.84     | \n",
       "| 653 | SABEVENTS  | 2016-09-15 | -76.23     | -22.55     | -43.16     | -46.61     | -45.83     | -44.38     | \n",
       "| 333 | MAXVIL     | 2016-06-22 | -89.98     | -87.84     | -98.55     | -98.73     | -98.93     | -99.19     | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "     SYMBOL     LDATE      D0     D5     D10    D20    D50     D100   \n",
       "1005 TMRVL      2016-12-14 83.72  -14.44  -4.20 -14.39  -16.51  -14.44\n",
       "776  QUESS      2016-07-12 58.71  119.35 454.76 506.52  538.22  636.92\n",
       "631  SFL        2016-12-09 41.37   -7.04  -8.78  -6.40    1.42   37.11\n",
       "650  THYROCARE  2016-05-09 38.74  161.02 151.89 146.73  125.85  154.23\n",
       "147  ENDURANCE  2016-10-19 37.06   -4.91  -5.75 -15.44  -10.09    9.20\n",
       "593  NH         2016-01-06 34.78   -3.56 -10.61  -4.47  -12.85   -7.97\n",
       "255  RBLBANK    2016-08-31 33.07   39.08  37.40  32.57   49.21   73.84\n",
       "1518 ADVENZYMES 2016-08-01 31.48  164.68 145.98 153.14  242.97  236.67\n",
       "1070 GROBTEA    2016-07-14 31.13   59.38 101.93  20.99   -7.64   -7.96\n",
       "1244 SHRIPISTON 2016-06-09 25.00   80.86 130.80 275.87  559.84  436.55\n",
       "1530 NBIFIN     2016-12-07 25.00   27.59  62.78 165.04 1044.84 1399.97\n",
       "910  MGL        2016-07-01 23.59   45.85  47.73  48.44   79.67  124.24\n",
       "829  EQUITAS    2016-04-21 22.91   10.79  41.37  44.24   74.70   75.39\n",
       "583  BLS        2016-06-15 21.57   21.00  48.70  54.22   52.14  157.29\n",
       "599  TEAMLEASE  2016-02-12 20.34   34.69  18.12  14.75   11.69   21.36\n",
       "831  DIGJAMLTD  2016-07-13 20.31  -22.02  -6.03 -27.92  -28.58  -11.20\n",
       "930  ASPINWALL  2016-06-14 19.87   66.32 152.15 271.32  181.40  132.52\n",
       "1265 GNA        2016-09-26 18.38   -2.22   6.41   1.75  -19.73  -18.41\n",
       "1253 NDGL       2016-08-30 16.02   40.97  26.22 -17.50    6.94   10.15\n",
       "674  HIGHGROUND 2016-11-24 15.20    7.07  11.56  -0.14  -22.45  -31.70\n",
       "1066 PNBHOUSING 2016-11-07 14.99   -9.24  -9.30  -2.86   -7.09   33.58\n",
       "1318 DBL        2016-08-11 14.95   12.06   3.69   4.35    7.29    5.47\n",
       "622  PARAGMILK  2016-05-19 14.88    9.56  16.52  18.13   48.72   40.96\n",
       "1402 LAURUSLABS 2016-12-19 12.24   -5.25   1.25   1.01    6.18   20.14\n",
       "1233 UJJIVAN    2016-05-10 10.26   29.59  50.96 109.90  144.24  175.94\n",
       "1076 SPAL       2016-08-12  7.74   10.69  24.79  25.10   31.96   33.89\n",
       "552  ABMINTLTD  2016-06-29  7.51   21.02  14.41  -7.85  -56.35      NA\n",
       "1450 FRETAIL    2016-08-29  6.62   11.28   7.79   3.14  -13.14   16.93\n",
       "668  STAMPEDE   2016-07-25  5.85   17.26  12.95  11.57  -12.31  -42.52\n",
       "307  KIOCL      2016-11-29  5.00   25.71  59.05 156.67      NA      NA\n",
       "⋮    ⋮          ⋮          ⋮      ⋮      ⋮      ⋮      ⋮       ⋮      \n",
       "1052 SETCO      2016-07-01  -4.35 -12.36 -19.32 -12.62 -21.09  -32.95 \n",
       "1496 SOMICONVEY 2016-07-18  -4.35 -12.57 -25.42 -19.25 -50.04  -31.18 \n",
       "329  TCIEXP     2016-12-15  -4.36 -19.28 -14.97 -18.54 -16.57   27.33 \n",
       "846  CUPID      2016-09-16  -4.42   1.39  -4.65   3.71  -1.48   -0.44 \n",
       "564  PALREDTEC  2016-05-09  -4.55 -23.49 -29.79 -35.35 -33.96  -44.72 \n",
       "446  PRECAM     2016-02-08  -4.60 -18.92 -23.60 -19.63 -25.83  -34.93 \n",
       "61   KREBSBIO   2016-10-27  -4.92  -4.63 -11.53 -16.75 -18.23   -4.88 \n",
       "6    NECCLTD    2016-03-02  -5.59   3.14  -1.56  -9.77 -20.54   -8.52 \n",
       "180  ROLLT      2016-11-22  -5.66  21.33  20.00   4.67  21.33  -18.33 \n",
       "1206 HPL        2016-10-04  -6.29  -9.35  -2.56 -14.41 -47.46  -42.28 \n",
       "89   PREMEXPLN  2016-06-17  -6.68 -17.78 -14.28 -13.33 -19.69  -23.00 \n",
       "609  MOLDTECH   2016-07-07  -6.81 -11.44 -12.98 -18.27 -27.69  -30.57 \n",
       "331  ICICIPRULI 2016-09-29 -10.91   6.39  10.10   3.18  -1.08   19.11 \n",
       "1266 MARATHON   2016-09-29 -11.64   6.80   3.84   5.95 -12.75  -11.90 \n",
       "269  CROMPTON   2016-05-13 -12.78 -16.85 -20.22 -19.59  -7.48    3.96 \n",
       "746  KINGFA     2016-11-15 -15.42 -13.08   0.71  -0.67  -4.66   -5.34 \n",
       "1529 SETF10GILT 2016-06-23 -19.46  67.70 163.87 -15.56 -83.00  -84.20 \n",
       "821  QUICKHEAL  2016-02-18 -20.92 -42.80 -29.81 -34.85 -21.45  -25.20 \n",
       "254  HCG        2016-03-30 -21.56 -29.96 -40.05 -42.93 -42.68  -32.52 \n",
       "1531 NAGAFERT   2016-06-15 -21.87 -36.02 -54.65 -54.65 -60.14  -61.70 \n",
       "1443 LSIL       2016-07-18 -31.58 -70.48 -76.81 -76.11 -79.62  -74.96 \n",
       "274  JSLHISAR   2016-01-28 -39.31   4.21 -40.89 -42.96 -37.35  -25.13 \n",
       "562  TVVISION   2016-09-15 -40.60   6.22  18.17  18.65  14.32   17.39 \n",
       "290  GOKULAGRO  2016-03-11 -47.10 -21.56 -14.17  -5.55 -38.55  -26.54 \n",
       "1328 BIGBLOC    2016-09-02 -48.36 -43.64 -32.18 -27.71 -39.49    7.92 \n",
       "782  UVSL       2016-06-24 -56.58 -82.89 -86.56 -93.89 -93.89  -95.05 \n",
       "1295 PDMJEPAPER 2016-03-30 -61.59 -87.24 -94.86 -95.30 -95.65  -95.50 \n",
       "16   MAXINDIA   2016-07-14 -63.74 -70.45 -70.49 -72.60 -70.05  -69.84 \n",
       "653  SABEVENTS  2016-09-15 -76.23 -22.55 -43.16 -46.61 -45.83  -44.38 \n",
       "333  MAXVIL     2016-06-22 -89.98 -87.84 -98.55 -98.73 -98.93  -99.19 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "c2016[order(c2016[,dIndex], decreasing=T),]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>SYMBOL</th><th scope=col>LDATE</th><th scope=col>D0</th><th scope=col>D5</th><th scope=col>D10</th><th scope=col>D20</th><th scope=col>D50</th><th scope=col>D100</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>963</th><td>DOLLAR    </td><td>2017-04-21</td><td>773.23    </td><td> 13.73    </td><td> 27.82    </td><td> 16.13    </td><td>    NA    </td><td>   NA     </td></tr>\n",
       "\t<tr><th scope=row>1221</th><td>DMART     </td><td>2017-03-21</td><td>114.58    </td><td> -2.00    </td><td> -1.47    </td><td> 17.88    </td><td> 21.52    </td><td>   NA     </td></tr>\n",
       "\t<tr><th scope=row>785</th><td>SHANKARA  </td><td>2017-04-05</td><td> 37.49    </td><td> 19.84    </td><td> 15.93    </td><td> 11.49    </td><td>    NA    </td><td>   NA     </td></tr>\n",
       "\t<tr><th scope=row>1449</th><td>BSE       </td><td>2017-02-03</td><td> 32.66    </td><td> -6.00    </td><td> -9.54    </td><td>-11.21    </td><td> -5.24    </td><td>   NA     </td></tr>\n",
       "\t<tr><th scope=row>454</th><td>HUDCO     </td><td>2017-05-19</td><td> 20.92    </td><td>  0.55    </td><td>  0.62    </td><td>    NA    </td><td>    NA    </td><td>   NA     </td></tr>\n",
       "\t<tr><th scope=row>311</th><td>PRICOLLTD </td><td>2017-02-10</td><td> 18.40    </td><td>-16.93    </td><td>-15.91    </td><td>-27.15    </td><td>-21.88    </td><td>   NA     </td></tr>\n",
       "\t<tr><th scope=row>1446</th><td>BHANDARI  </td><td>2017-01-30</td><td> 18.37    </td><td> 20.69    </td><td>  5.17    </td><td>  0.00    </td><td>-10.34    </td><td>   NA     </td></tr>\n",
       "\t<tr><th scope=row>1574</th><td>RADIOCITY </td><td>2017-03-17</td><td> 11.98    </td><td> -3.81    </td><td> -3.31    </td><td> -8.42    </td><td> -6.50    </td><td>   NA     </td></tr>\n",
       "\t<tr><th scope=row>1243</th><td>HISARMETAL</td><td>2017-01-05</td><td>  9.96    </td><td> 21.43    </td><td> 51.57    </td><td> 25.96    </td><td> 79.44    </td><td>72.47     </td></tr>\n",
       "\t<tr><th scope=row>1162</th><td>BHAGYANGR </td><td>2017-05-17</td><td>  9.24    </td><td>-10.34    </td><td> -2.82    </td><td>    NA    </td><td>    NA    </td><td>   NA     </td></tr>\n",
       "\t<tr><th scope=row>60</th><td>URJA      </td><td>2017-03-28</td><td>  8.70    </td><td> 12.00    </td><td>  0.00    </td><td> -4.00    </td><td>    NA    </td><td>   NA     </td></tr>\n",
       "\t<tr><th scope=row>1292</th><td>APCL      </td><td>2017-04-10</td><td>  5.60    </td><td> -5.27    </td><td>  0.08    </td><td> -6.23    </td><td>    NA    </td><td>   NA     </td></tr>\n",
       "\t<tr><th scope=row>378</th><td>NRAIL     </td><td>2017-04-05</td><td>  1.43    </td><td> 22.06    </td><td> 18.86    </td><td> 20.08    </td><td>    NA    </td><td>   NA     </td></tr>\n",
       "\t<tr><th scope=row>1006</th><td>PODDARHOUS</td><td>2017-04-10</td><td>  1.09    </td><td> -4.00    </td><td> -1.06    </td><td> 15.32    </td><td>    NA    </td><td>   NA     </td></tr>\n",
       "\t<tr><th scope=row>1041</th><td>SCHAND    </td><td>2017-05-09</td><td>  0.90    </td><td> -9.02    </td><td>-15.17    </td><td>-17.04    </td><td>    NA    </td><td>   NA     </td></tr>\n",
       "\t<tr><th scope=row>200</th><td>ARIHANTSUP</td><td>2017-03-28</td><td> -0.28    </td><td> 23.52    </td><td> 23.42    </td><td> 40.76    </td><td>    NA    </td><td>   NA     </td></tr>\n",
       "\t<tr><th scope=row>773</th><td>NAGAAGRI  </td><td>2017-04-07</td><td> -0.48    </td><td>-10.88    </td><td> -8.32    </td><td> -6.24    </td><td>    NA    </td><td>   NA     </td></tr>\n",
       "\t<tr><th scope=row>741</th><td>AKSHARCHEM</td><td>2017-03-28</td><td> -0.61    </td><td> 13.06    </td><td> 13.50    </td><td> 13.30    </td><td>    NA    </td><td>   NA     </td></tr>\n",
       "\t<tr><th scope=row>1521</th><td>CAPTRUST  </td><td>2017-01-16</td><td> -2.40    </td><td> -2.73    </td><td>  3.06    </td><td>  2.99    </td><td> -6.57    </td><td>   NA     </td></tr>\n",
       "\t<tr><th scope=row>1528</th><td>TASTYBITE </td><td>2017-03-23</td><td> -3.07    </td><td> -3.41    </td><td>  2.11    </td><td> 16.06    </td><td> 13.31    </td><td>   NA     </td></tr>\n",
       "\t<tr><th scope=row>1473</th><td>CORALFINAC</td><td>2017-03-29</td><td> -3.39    </td><td> 16.29    </td><td> 24.10    </td><td> 36.40    </td><td>    NA    </td><td>   NA     </td></tr>\n",
       "\t<tr><th scope=row>752</th><td>JITFINFRA </td><td>2017-02-27</td><td> -4.92    </td><td>-14.31    </td><td>  9.14    </td><td> 46.29    </td><td> 28.22    </td><td>   NA     </td></tr>\n",
       "\t<tr><th scope=row>182</th><td>INTENTECH </td><td>2017-03-23</td><td> -4.98    </td><td> -7.64    </td><td>-11.68    </td><td>-18.32    </td><td>-26.78    </td><td>   NA     </td></tr>\n",
       "\t<tr><th scope=row>29</th><td>PSPPROJECT</td><td>2017-05-29</td><td> -5.00    </td><td> 10.25    </td><td>    NA    </td><td>    NA    </td><td>    NA    </td><td>   NA     </td></tr>\n",
       "\t<tr><th scope=row>784</th><td>CLEDUCATE </td><td>2017-03-31</td><td>-15.92    </td><td> -3.92    </td><td>  2.46    </td><td>  4.75    </td><td>    NA    </td><td>   NA     </td></tr>\n",
       "\t<tr><th scope=row>1499</th><td>WIPL      </td><td>2017-04-18</td><td>-19.56    </td><td> 27.17    </td><td> 61.96    </td><td>111.41    </td><td>    NA    </td><td>   NA     </td></tr>\n",
       "\t<tr><th scope=row>510</th><td>SPCENET   </td><td>2017-01-10</td><td>-65.52    </td><td> 50.00    </td><td>100.00    </td><td>220.00    </td><td> 50.00    </td><td>   NA     </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllll}\n",
       "  & SYMBOL & LDATE & D0 & D5 & D10 & D20 & D50 & D100\\\\\n",
       "\\hline\n",
       "\t963 & DOLLAR     & 2017-04-21 & 773.23     &  13.73     &  27.82     &  16.13     &     NA     &    NA     \\\\\n",
       "\t1221 & DMART      & 2017-03-21 & 114.58     &  -2.00     &  -1.47     &  17.88     &  21.52     &    NA     \\\\\n",
       "\t785 & SHANKARA   & 2017-04-05 &  37.49     &  19.84     &  15.93     &  11.49     &     NA     &    NA     \\\\\n",
       "\t1449 & BSE        & 2017-02-03 &  32.66     &  -6.00     &  -9.54     & -11.21     &  -5.24     &    NA     \\\\\n",
       "\t454 & HUDCO      & 2017-05-19 &  20.92     &   0.55     &   0.62     &     NA     &     NA     &    NA     \\\\\n",
       "\t311 & PRICOLLTD  & 2017-02-10 &  18.40     & -16.93     & -15.91     & -27.15     & -21.88     &    NA     \\\\\n",
       "\t1446 & BHANDARI   & 2017-01-30 &  18.37     &  20.69     &   5.17     &   0.00     & -10.34     &    NA     \\\\\n",
       "\t1574 & RADIOCITY  & 2017-03-17 &  11.98     &  -3.81     &  -3.31     &  -8.42     &  -6.50     &    NA     \\\\\n",
       "\t1243 & HISARMETAL & 2017-01-05 &   9.96     &  21.43     &  51.57     &  25.96     &  79.44     & 72.47     \\\\\n",
       "\t1162 & BHAGYANGR  & 2017-05-17 &   9.24     & -10.34     &  -2.82     &     NA     &     NA     &    NA     \\\\\n",
       "\t60 & URJA       & 2017-03-28 &   8.70     &  12.00     &   0.00     &  -4.00     &     NA     &    NA     \\\\\n",
       "\t1292 & APCL       & 2017-04-10 &   5.60     &  -5.27     &   0.08     &  -6.23     &     NA     &    NA     \\\\\n",
       "\t378 & NRAIL      & 2017-04-05 &   1.43     &  22.06     &  18.86     &  20.08     &     NA     &    NA     \\\\\n",
       "\t1006 & PODDARHOUS & 2017-04-10 &   1.09     &  -4.00     &  -1.06     &  15.32     &     NA     &    NA     \\\\\n",
       "\t1041 & SCHAND     & 2017-05-09 &   0.90     &  -9.02     & -15.17     & -17.04     &     NA     &    NA     \\\\\n",
       "\t200 & ARIHANTSUP & 2017-03-28 &  -0.28     &  23.52     &  23.42     &  40.76     &     NA     &    NA     \\\\\n",
       "\t773 & NAGAAGRI   & 2017-04-07 &  -0.48     & -10.88     &  -8.32     &  -6.24     &     NA     &    NA     \\\\\n",
       "\t741 & AKSHARCHEM & 2017-03-28 &  -0.61     &  13.06     &  13.50     &  13.30     &     NA     &    NA     \\\\\n",
       "\t1521 & CAPTRUST   & 2017-01-16 &  -2.40     &  -2.73     &   3.06     &   2.99     &  -6.57     &    NA     \\\\\n",
       "\t1528 & TASTYBITE  & 2017-03-23 &  -3.07     &  -3.41     &   2.11     &  16.06     &  13.31     &    NA     \\\\\n",
       "\t1473 & CORALFINAC & 2017-03-29 &  -3.39     &  16.29     &  24.10     &  36.40     &     NA     &    NA     \\\\\n",
       "\t752 & JITFINFRA  & 2017-02-27 &  -4.92     & -14.31     &   9.14     &  46.29     &  28.22     &    NA     \\\\\n",
       "\t182 & INTENTECH  & 2017-03-23 &  -4.98     &  -7.64     & -11.68     & -18.32     & -26.78     &    NA     \\\\\n",
       "\t29 & PSPPROJECT & 2017-05-29 &  -5.00     &  10.25     &     NA     &     NA     &     NA     &    NA     \\\\\n",
       "\t784 & CLEDUCATE  & 2017-03-31 & -15.92     &  -3.92     &   2.46     &   4.75     &     NA     &    NA     \\\\\n",
       "\t1499 & WIPL       & 2017-04-18 & -19.56     &  27.17     &  61.96     & 111.41     &     NA     &    NA     \\\\\n",
       "\t510 & SPCENET    & 2017-01-10 & -65.52     &  50.00     & 100.00     & 220.00     &  50.00     &    NA     \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | SYMBOL | LDATE | D0 | D5 | D10 | D20 | D50 | D100 | \n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 963 | DOLLAR     | 2017-04-21 | 773.23     |  13.73     |  27.82     |  16.13     |     NA     |    NA      | \n",
       "| 1221 | DMART      | 2017-03-21 | 114.58     |  -2.00     |  -1.47     |  17.88     |  21.52     |    NA      | \n",
       "| 785 | SHANKARA   | 2017-04-05 |  37.49     |  19.84     |  15.93     |  11.49     |     NA     |    NA      | \n",
       "| 1449 | BSE        | 2017-02-03 |  32.66     |  -6.00     |  -9.54     | -11.21     |  -5.24     |    NA      | \n",
       "| 454 | HUDCO      | 2017-05-19 |  20.92     |   0.55     |   0.62     |     NA     |     NA     |    NA      | \n",
       "| 311 | PRICOLLTD  | 2017-02-10 |  18.40     | -16.93     | -15.91     | -27.15     | -21.88     |    NA      | \n",
       "| 1446 | BHANDARI   | 2017-01-30 |  18.37     |  20.69     |   5.17     |   0.00     | -10.34     |    NA      | \n",
       "| 1574 | RADIOCITY  | 2017-03-17 |  11.98     |  -3.81     |  -3.31     |  -8.42     |  -6.50     |    NA      | \n",
       "| 1243 | HISARMETAL | 2017-01-05 |   9.96     |  21.43     |  51.57     |  25.96     |  79.44     | 72.47      | \n",
       "| 1162 | BHAGYANGR  | 2017-05-17 |   9.24     | -10.34     |  -2.82     |     NA     |     NA     |    NA      | \n",
       "| 60 | URJA       | 2017-03-28 |   8.70     |  12.00     |   0.00     |  -4.00     |     NA     |    NA      | \n",
       "| 1292 | APCL       | 2017-04-10 |   5.60     |  -5.27     |   0.08     |  -6.23     |     NA     |    NA      | \n",
       "| 378 | NRAIL      | 2017-04-05 |   1.43     |  22.06     |  18.86     |  20.08     |     NA     |    NA      | \n",
       "| 1006 | PODDARHOUS | 2017-04-10 |   1.09     |  -4.00     |  -1.06     |  15.32     |     NA     |    NA      | \n",
       "| 1041 | SCHAND     | 2017-05-09 |   0.90     |  -9.02     | -15.17     | -17.04     |     NA     |    NA      | \n",
       "| 200 | ARIHANTSUP | 2017-03-28 |  -0.28     |  23.52     |  23.42     |  40.76     |     NA     |    NA      | \n",
       "| 773 | NAGAAGRI   | 2017-04-07 |  -0.48     | -10.88     |  -8.32     |  -6.24     |     NA     |    NA      | \n",
       "| 741 | AKSHARCHEM | 2017-03-28 |  -0.61     |  13.06     |  13.50     |  13.30     |     NA     |    NA      | \n",
       "| 1521 | CAPTRUST   | 2017-01-16 |  -2.40     |  -2.73     |   3.06     |   2.99     |  -6.57     |    NA      | \n",
       "| 1528 | TASTYBITE  | 2017-03-23 |  -3.07     |  -3.41     |   2.11     |  16.06     |  13.31     |    NA      | \n",
       "| 1473 | CORALFINAC | 2017-03-29 |  -3.39     |  16.29     |  24.10     |  36.40     |     NA     |    NA      | \n",
       "| 752 | JITFINFRA  | 2017-02-27 |  -4.92     | -14.31     |   9.14     |  46.29     |  28.22     |    NA      | \n",
       "| 182 | INTENTECH  | 2017-03-23 |  -4.98     |  -7.64     | -11.68     | -18.32     | -26.78     |    NA      | \n",
       "| 29 | PSPPROJECT | 2017-05-29 |  -5.00     |  10.25     |     NA     |     NA     |     NA     |    NA      | \n",
       "| 784 | CLEDUCATE  | 2017-03-31 | -15.92     |  -3.92     |   2.46     |   4.75     |     NA     |    NA      | \n",
       "| 1499 | WIPL       | 2017-04-18 | -19.56     |  27.17     |  61.96     | 111.41     |     NA     |    NA      | \n",
       "| 510 | SPCENET    | 2017-01-10 | -65.52     |  50.00     | 100.00     | 220.00     |  50.00     |    NA      | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "     SYMBOL     LDATE      D0     D5     D10    D20    D50    D100 \n",
       "963  DOLLAR     2017-04-21 773.23  13.73  27.82  16.13     NA    NA\n",
       "1221 DMART      2017-03-21 114.58  -2.00  -1.47  17.88  21.52    NA\n",
       "785  SHANKARA   2017-04-05  37.49  19.84  15.93  11.49     NA    NA\n",
       "1449 BSE        2017-02-03  32.66  -6.00  -9.54 -11.21  -5.24    NA\n",
       "454  HUDCO      2017-05-19  20.92   0.55   0.62     NA     NA    NA\n",
       "311  PRICOLLTD  2017-02-10  18.40 -16.93 -15.91 -27.15 -21.88    NA\n",
       "1446 BHANDARI   2017-01-30  18.37  20.69   5.17   0.00 -10.34    NA\n",
       "1574 RADIOCITY  2017-03-17  11.98  -3.81  -3.31  -8.42  -6.50    NA\n",
       "1243 HISARMETAL 2017-01-05   9.96  21.43  51.57  25.96  79.44 72.47\n",
       "1162 BHAGYANGR  2017-05-17   9.24 -10.34  -2.82     NA     NA    NA\n",
       "60   URJA       2017-03-28   8.70  12.00   0.00  -4.00     NA    NA\n",
       "1292 APCL       2017-04-10   5.60  -5.27   0.08  -6.23     NA    NA\n",
       "378  NRAIL      2017-04-05   1.43  22.06  18.86  20.08     NA    NA\n",
       "1006 PODDARHOUS 2017-04-10   1.09  -4.00  -1.06  15.32     NA    NA\n",
       "1041 SCHAND     2017-05-09   0.90  -9.02 -15.17 -17.04     NA    NA\n",
       "200  ARIHANTSUP 2017-03-28  -0.28  23.52  23.42  40.76     NA    NA\n",
       "773  NAGAAGRI   2017-04-07  -0.48 -10.88  -8.32  -6.24     NA    NA\n",
       "741  AKSHARCHEM 2017-03-28  -0.61  13.06  13.50  13.30     NA    NA\n",
       "1521 CAPTRUST   2017-01-16  -2.40  -2.73   3.06   2.99  -6.57    NA\n",
       "1528 TASTYBITE  2017-03-23  -3.07  -3.41   2.11  16.06  13.31    NA\n",
       "1473 CORALFINAC 2017-03-29  -3.39  16.29  24.10  36.40     NA    NA\n",
       "752  JITFINFRA  2017-02-27  -4.92 -14.31   9.14  46.29  28.22    NA\n",
       "182  INTENTECH  2017-03-23  -4.98  -7.64 -11.68 -18.32 -26.78    NA\n",
       "29   PSPPROJECT 2017-05-29  -5.00  10.25     NA     NA     NA    NA\n",
       "784  CLEDUCATE  2017-03-31 -15.92  -3.92   2.46   4.75     NA    NA\n",
       "1499 WIPL       2017-04-18 -19.56  27.17  61.96 111.41     NA    NA\n",
       "510  SPCENET    2017-01-10 -65.52  50.00 100.00 220.00  50.00    NA"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "c2017[order(c2017[,dIndex], decreasing=T),]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94\nAAAgAElEQVR4nOydd3wU1frGn91N7yGFVEhI6CA9SBOQqiBFRRAQ/akEBBTx3otyr14pio0m\nXkVBQSwIiggKSDHSQq9SQgqBhJBeSG/bfn+c3cnsZhNmkpA9ie/340dmZmdnTs7Mzj77nvc5\nr0Kv14MgCIIgCIJo+iit3QCCIAiCIAiiYSBhRxAEQRAE0UwgYUcQBEEQBNFMIGFHEARBEATR\nTCBhRxAEQRAE0UwgYUcQBEEQBNFMIGFHEARBEATRTCBhRxAEQRAE0UwgYUcQBEEQBNFMIGFH\nEARBEATRTCBhRxAEQRAE0UwgYUcQBEEQBNFMIGFHEARBEATRTCBhRxAEQRAE0UwgYUcQBEEQ\nBNFMIGFHEARBEATRTCBhRxAEQRAE0UwgYUcQBEEQBNFMIGFHEARBEATRTCBhRxAEQRAE0Uwg\nYUcQBEEQBNFMIGFHEARBEATRTCBhRxAEQRAE0UwgYUcQBEEQBNFMIGFHEARBEATRTCBhRxAE\nQRAE0UwgYUcQRG14e3srjNja2rZt2/aLL74QXo2Ojh41apSvr6+zs3O3bt3eeeedsrIy9pKL\ni4uiGmYHv3r1qkKh6N69O1sV7+no6Ni7d+99+/YJO587d27MmDFBQUHu7u59+/bdsGGDTqdr\n8L83KSmJNcDd3V2r1bKNbdu2ZRsPHz58584dhUIxfPjw6u+dMmWKQqE4d+4cWz148ODDDz/s\n4+Pj7+8/evToI0eO1LNtZt0lBbMmEQTR7LGxdgMIgmgCPPfcc/b29rm5ufv37589e3ZYWNjw\n4cNv3bo1cuRIjUYzZswYDw+Pw4cPv/XWW9euXfvhhx+EN77wwgs2NvKeM7NmzdLpdDExMceP\nH3/88ccTEhICAwN37NgxadIkvV7fv39/Nze348ePR0ZGHjt27Jtvvmnov9VAYWHhX3/91bNn\nz4yMjBs3bgjbnZ2dZ82a1aFDh9rfvn79+lmzZqlUqoEDBzo6Oh46dOjgwYNfffXVc889d58a\nTBAEAQB6giCImvHy8gJw9+5dtvrGG28AWLt2rV6v/+677wA888wz7KWSkpKIiIiIiAidTqfX\n652dnQGUlZXVcvArV64A6NatG1sFoFKphFf79+8PYOfOnXfv3mWBw3379rGX0tLS2rZtC+DX\nX38VH3D69OkAdu/erdfri4qK7OzsAgICNBrNhg0b2rdvb29vHxwcvGjRIrVaXVOTbt26BcDP\nz8/Gxmb16tV6vf6nn34C0Lp1awCHDh1KSUkBMGzYMLb/yZMn+/Tp4+bm9vjjjz/66KMAzp49\nm5eX5+7urlAooqKi2G4nTpwAEBISwlY/++yz8PBwOzs7f3//BQsWqNXqY8eOAXjiiSfGjRvn\n6uoaERERHR1dS3ex5UcffXT27NktWrQIDg7+5ptvammSXq8/cOBA7969nZyc2rVr9+WXX+r1\n+s8//xzAoEGDdDrdO++8A2DixIns8hEE0UQhYUcQRG0wYffcc8/NmjVr0qRJbm5uvXv3zsrK\n0uv1Fy9eVCqVbm5uCxYs+O2335KTk8WagAm7F154YZaRr7/+2uzgNQk7nU535coVf39/ACdP\nnvz9998BPPbYY+L3bty4EUBkZKR4I9tz1qxZer3+t99+A/Daa69duHABQIcOHd5///1hw4YB\nYIrNIkzYhYWF9evXb8KECXq9fv78+QEBAQ8//HB1YZeenu7i4mJnZzd79uyHHnqI/Vo+e/Zs\nVFQUgOHDh4uPnJycfOvWLb1ef/z4cdaexYsX9+vXD8A333zDhB2AadOmLV261NnZ2dHRMSMj\no6buYstMlk2dOlWlUtnZ2eXn59fUpJiYGJVKFRoa+tFHHw0cOBDADz/8oNPp2Jjyhg0bXF1d\nvby8zM5IEESTg4ZiCYK4N19//bWwHBQU5OTkBKB79+4HDhz49NNPt2zZsnr1agCtWrV6/fXX\n58yZI+z81VdfCcvl5eXPPvts7SfSarXiVLyhQ4dGRER89tlnAMLDw8V7tmvXDkBcXJx44/Dh\nw319fVnEjuXnTZ06tbi4GIBKpfL29l65cmVCQkKrVq3u+ScPHjx4/fr1Op0uOjr6oYceys7O\nrr7P999/X1xcvHDhwg8++ECtVvv4+BQUFABISkoC0KZNG/HOwknd3d03bNjQq1cvjUYTGxt7\n8uTJxMTE0NBQAEFBQd9++61CoSgoKFi5cuVPP/00b968WhrZvn37I0eOKBSKzMzMqKiomzdv\n/vnnnxabtGnTJq1W++677z799NMTJ04MDw/fuHHjlClTvvrqqy5dusycORPAtm3bWrZsec+e\nIQiCZ8g8QRDEvWFDsYWFhW+99dbOnTuXLl3Ktg8bNmzHjh0ZGRlZWVmbNm0qKiqaO3cui5Ax\nxEOxYnVYCyy89/LLL2/YsGHfvn1KpZJJOnGiG4DExEQAbEBWwMbGZsqUKampqRcvXty3b1/b\ntm179uw5YMCA999/v6Sk5MUXX+zevfu7776r0Wju2YzBgwfn5eWdPn364sWLQujLDCbg2JCx\nra1t79692Xam4VJTU8U7R0dHHz58WKfT+fr67tq1KyIiYsyYMTExMeJ9evfuzXQtO9Tt27dr\nb2SHDh3Y/n5+fgC0Wm1NTWKRyKlTpyoUCtafTBO3atVqxowZAMLDwydNmnTPbiEIgnNI2BEE\nIRVXV9ehQ4cCuHjxIoBPP/3Uz8/vvffeA+Dj4/Pcc8+NHDkSQHp6ep1PoVKpPv/8888//3zt\n2rUvvviinZ0dgAcffNDLy2v37t0HDhxgu2VkZLz77rsAxo0bZ3YElma3atWqxMREpmNiYmI6\nd+585syZa9euvf3225cuXVq0aNE9W9K/f3+lUvnBBx/odLqahB0TcCx/Tq1Wnz9/nm3v2bOn\nq6vrvn37hC3nz58fNGjQ7NmzlUrl6tWrd+/evWLFiszMzKlTp4oPeOLECWb1jY6OBhASEiKp\n1yQ0KSAgAMD69esvXrx45syZTz75hCXVJSQkbNy4UaVS3bhxQ6LyJgiCZ2goliCIe7NgwQJ7\ne/vi4uKDBw8CGDNmDIBRo0b9+9//fvPNN3///fcuXbrExsYeOnTI39+fhYsY8+bNE7ti//nP\nf5qNqErBw8Pjiy++eOqpp0aPHj1gwADmii0oKJg+ffpjjz1mtnPv3r3btm37/fffA3j66acB\nnDp1aubMmX379n388ceTk5MB+Pv7JyYmjho1qm3btiwtrzpubm49e/bctWuXl5dXx44dLe4z\nderUt956a82aNUVFRTExMfn5+Wx7ixYt3n///blz5w4cOHD48OEFBQVMaf33v/8FwOKFO3fu\nTE5O3rx5MwC9Xs/emJWVNXLkyLCwsI0bN7q7uz/11FNy+6qmJj3zzDOffPLJl19+WV5evn//\n/j179nz44Ydarfb//u//ysrKfvrpp1mzZr366qvDhw8PDg6We1KCIDjCWsl9BEE0CZh5gmFj\nYxMSErJkyRKtVstePX/+/IQJE/z9/W1tbYODg2fMmBEfH89eYuYJM44dOyY+eO2uWDPOnDkz\nevRof39/V1fXPn36fPHFF0IzzFiyZAmAnj17slWtVrt06dI2bdrY2dl5eXk99dRTWVlZ169f\nB9C5c2ez9wrmCb1e/49//AMAs1Aw10V1V+zhw4d79erl4uIycuTIwYMHw2hB1ev1e/fufeih\nhzw9PVu0aDF48GCW+afX69PS0oYPH+7k5NSrV6/3338fQJ8+fZh54umnn37yySfd3NwiIiLO\nnDlj1rbq5onx48ezl6ZNmyacuqYm7dy584EHHnBwcAgPD//44491Ot3KlSsBjBkzRq/Xr1mz\nBsDIkSPJFUsQTRqF3vhLkSAIgrAW0dHRgwYNeuGFF7788ktrt4UgiCYM5dgRBEEQBEE0E0jY\nEQRBEARBNBNoKJYgCIIgCKKZQBE7giAIgiCIZgIJO4IgCIIgiGYCCTuCIAiCIIhmAgk7giAI\ngiCIZgIJO4IgCIIgiGYCCTuCIAiCIIhmAgk7giAIgiCIZgIJO4IgCIIgiGYCCTuCIAiCIIhm\nAgk7giAIgiCIZgIJO4IgCIIgiGYCCTuCIAiCIIhmAgk7giAIgiCIZgIJO4IgCIIgiGYCCTuC\nIAiCIIhmAgk7giAIgiCIZgIJO4IgCIIgiGYCCTuCIAiCIIhmAgk7giAIgiCIZgIJO4IgCIIg\niGYCCTuCIAiCIIhmAgk7giAIgiCIZoKNtRtQd/R6fU5Ojk6ns3ZDCIIgCIIgJOHg4ODu7n7/\njt+EhV1OTs6hQ4es3QqCIAiCIAip2NnZTZgw4f4dvwkLO51Op1AoJk2a1IDHvH37tq2trb+/\nfwMes55kZGRUVFS0bt3a2g2xQFpamk6nCwoKsnZDTODwIlZWVsbHx3fo0MHGhrtP3NWrV0ND\nQ52dna3dkCq0Wu3169fDw8MdHBys3RYTkpKSnJycfH19rd0QE/Ly8nJzc9u2bWvthpgQHx/v\n6+vr4eFh7YYYqKioSEhI4O0zmJqaCiAwMNDaDTGhqKgoJSWlU6dO1m5IFXxevrqRlpZ2+vTp\n+3qKJt9HDYu3t7dSyVfeoYeHh1artXYrLOPp6anX663dCnM4vIi2traBgYF8PpKCgoIcHR2t\n3QoTVCpVYGCgvb29tRtijre3t62trbVbYY6rqyuHt5afn5+Tk5O1W1GFnZ0dh5/BFi1aWLsJ\nFnBycgoICLB2K0zg8/JxC3WTCVw9iRi8BS3E8CYIGBxeRIVC4enpae1WWIafmIoYPrvLxcXF\n2k2wgK2tLYdy083NzdpNMIHPzyCfj1CVSsXbY4HPy8ctjS3sNBrNxYsX09PTNRpNYGBgr169\nSIMTBEEQBEE0CI0qqqKioiIjI+3t7Tt27AggLi6upKRk06ZNQ4YMaYSzazSae1poMzIybGxs\nvL29G6E9EsnNza2srKxzxphKpVKpVA3bJIHMzEydTsdVNhuAtLQ0GxsbrhKhNBpNQkJCu3bt\n7t+1qDOxsbEhISFcBYZ1Ol1cXFx4eDhvgaiUlBQnJycvLy9rN8SEwsLC3Nzc0NBQazfEhMTE\nRF9fX1dXV2s3xAD7DLZv356rPI2MjAwAfn5+1m6ICWVlZSkpKe3atbN2Q6pQq9U3btzg7fJx\nS6MKuzlz5uzZs6dDhw7ClqSkpAkTJly6dOl+nzo9Pf3YsWP3+ywcYmNjM27cuPsUFtVqtRxO\nN6PRaBQKhbVbYYJOp9NqtRzmIwLQaDS8JXHq9XqtVqvVankTdqxV1m6FORqNRqPRWLsV5vDW\nV6w9Op2OK2XAVRcJcHhHsUcob5ePWxpV2KnV6pYtW4q3+Pj4NM6dXVFR4eDgMGjQoEY4Fz8U\nFxefPHlSq9XeJ2FH5gmJkHlCFmSekAWZJ6TAZ/Y9mSckwufl45ZG7aY33nijV69e/fr169Ch\ng0KhiIuLO3HixMKFCxvn7Eql8u+WfXm/9Q1vgoDB1dcJg+fMX96ypBl8dheZJ6RD5gkp8PkI\nJfNEU6dRAxuRkZFHjx4dPHiwVqtVq9UDBgw4dOjQrFmzGrMNBEEQBEEQzZXGDmwGBQVFRkYK\nq3q9XqPR3DO+mp+fX33Ir7i4GEB5ebmQ911eXg7R/CBmq39zau+cuq0y8wT7IdWwR67PKjNP\nsIABJ62ysbFh5gm1Ws1Pq9hqbGxsQECAnZ0dP61i5ong4GAbGxt+WgUgJSXFzs7O3d2dq1YV\nFhZmZ2cHBgZy1arExEQPDw9nZ2dOWsU+g+3bt6+srLR65wir+fn5APz8/Hi4ZMKqXq9n5gl+\nWqXRaFJSUph5ogGObGODAwcQEVHu4mKVv+h+o1q8eHHjnMkicXFxLVu2rL0N5eXl+/btS0xM\nvGlKeno6ABsbGw8PD5VKVVFRkZiYePfuXYurOTk5OTk5XNl8GgHWCR06dNBqtbV0Tp1XS0pK\nNBpNRkZGgx+5PquFhYU6nS49PZ2fVrm6uubl5bm5ud28eZOfVrHVjIyMwsJCqzdDvKpQKLKy\nsgoKCrhqlUqlys3N5a2vVCpVQUEBh63Kzs7mqlUuLi7sk8jVZ5CNodvb2/NwyYRVR0fHwsJC\nNzc3flpVUFCg0+m8vLzUanX9j+z1xRfKyEjd0aPxgwZVREV5PP64IiurYuDAxvmLioqKUlNT\n2dwg9wmFdZPfNRpNfn5+3aYXiY2NvXz58lNPPSVl56SkpKtXr44dO7YOJ2q6FBQU7N+/f/z4\n8fcpD72srEyv1/OW01ZaWqpUKrmK1Or1+vz8fD5zRPLz893c3HizmwgKz9oNMaG4uNjW1pY3\nV4darS4rK+Mtp62wsNDJyYmfbHc+P4NlZWXgL9NOq9UWFRVxlWbXwJdv0CBER8PGBtnZGD8e\nR48CwJ9/YujQhjl+rbCSYhMnTrx/p7Dyp463SeMIWfD2PGLwJjTBd+YvV49vAT67i8wT0uFN\naPL5GeTzEdrMzRNaLS5eBACNBu3aITvbsH3LlsYRdo0AXz/TCYIgCIIgGgC9HmfOYNs2lJdX\nbbx2DSUlhmVB1QE4exapqY3avPtGo0bsnnzySYvbt2/f3pjNIBoKqjwhEao8IQuqPCELqjwh\nBao8IZ3mU3li6VKwDP6FC/HBB4aN589b3vmvv9CmDU6fRvfu9WorBzSqsFu0aNGTTz753HPP\nDRgwoDHPK5GMjIyffvopKyurW7duEydOrNt3sIeHx507d2xsbBwdHdkXgFarnTx58meffaZU\nKvPz819//fWDBw9WVFT06NFj5cqV7du3b+i/o/GgyhMSocoTsqDKE7LgsE4A+OsrqjwhHQ7v\nqDpWnrhwwbBw9WrVxpycGvevrMQnn+Crr+rURo5oVGHXq1evZ599tk+fPsOHD2/M80ohKirq\n8ccfLywsZKt9+/aNiopydnau8wHd3d1zcnIAJCcnDxs2bOfOnePHjx8+fPijjz56+fJle3v7\nHTt2DBky5Pz587zN8S0dqjwhEao8IQuqPCELqjwhBT5LF1DlCYnU8fIVFBgWhDHW7dvx1lvm\nu/n7Iz3dsJyQUOdG8kNj3+XWnV2FkZCQIAg4RmVl5eTJk9lGW1tbtVp9+vTpWbNmLViwwOy9\noaGhcj+KrVu3HjFiRGxsrF6vd3d3X7JkCYsnTZ48+fr16x999NHq1avr9wdZDd4EAYOrrxMG\nn4nbDN6ypBl8dheZJ6RD5gkp8PkIbT7mCUHYpaUBgE6HzZtRUWG+W8eOVcJOeEtThq+fL43D\nvHnzDhw4UNOrbApZAN9///33339v9uq33347ffp0WadLSEjYv3//ypUrz58/P2LECPEo4ciR\nIxctWiTraARBEARB3BtBpeXkoLISM2di927DFhsbCMPNHTrgzz8Ny6ZBnyYKXyNWzYmCggI/\nPz8/P78BAwaMHTt2/Pjx1ffhbcRQLpmZmenCDx1uSEtLy8rKsnYrTNBoNNevX+cznyY2NrZc\nbBnjAJ1Od/36deEnFj+kpKTk5uZauxXmFBYW3rp1y9qtMCcxMbGoqMjaraiCfQZ5ywnOyMhg\n/gmuKCsri4+Pt3YrTFCr1XW5fIJK0+tx8ya2bKl6yc8PQhp9hw5V2yli10T5z3/+8+KLL4q3\nVFRUREZGlpWV2dratmjRIjMzE8CwYcOq17GNiIiQeBZ3d3ezT2yPHj3WrVv3+uuvC0G7gwcP\n9u7du45/BgeQeUIiZJ6QBZknZMFhqjv46ysyT0iHwzuqjuYJsUo7fRriP8rDA08+ibVrodOh\nVy84OqKsDACKiqDXg7NvELn8HYXdQw89VH2jra3t9OnT1Wo1U3WhoaFbt25t2MmTJ0yY8N57\n77399tuvv/66nZ3dL7/8smnTphMnTjTgKRoZMk9IhMwTsiDzhCzIPCEFMk9Ip5mYJz75xETJ\npaSYvOrigtWrMWoUiovRvz9WrcLq1YiPh0aDkhJwmU0rHb7ucisyefLkTp06bd68OSMjo2fP\nnrNmzaqPJdYiKpXq4MGDCxcu7NKlS2lpaY8ePXbu3MnbDEay4E0QMLj6OmHwmbjN4C1LmsFn\nd5F5QjpknpACn4/Q5mCeUKvx5psmW+7cMVll3++jRxtWZ8+GUgk2RldYSMKu+dC1a9cVK1bU\n8yD5+flmC2I8PT03bNhQz1MQBEEQBFEjZ86Y2yDM5iWuHrgRhGNeHjgLWMqFrxEromlB5gmJ\nkHlCFmSekAWZJ6RA5gnpNAfzRFycYUGQaOfOmexQvSaKkHlVywzGTQQSdkTd4S0/msGhG4DM\nE7IQzBPWbog5fLaKw1R38NdXgnnC2g0xgbdeYnB4RwnmCalvSEwEABsbbNtmeQd3d/MtzUjY\n0VAsUXfIPCERMk/IgswTsiDzhBTIPCGdpm2e2LgRMTGGYmKtW5tE5oKC8OijWL8eAKrngAo1\noEnYNTeSk3H6NCZOBH+Pbw7hTRAwuPo6YfCZuM3gLUuawWd3kXlCOmSekAKfj9AmbJ7IyEBk\nJIQgaNeuEPfwpEno379GYdeMInZ8BTasTGkphgzB5MmgahAEQRAE0bQ4fRrioe0HH6wSdo89\nhnfegTAOUF3Y2dkZNu7fj+Tk+93S+woJOxEffoikJABYuxaxsXU5wrlzUCiwY0fVlqVLoVCA\nJad7eKC4GPn5UCjg7Y0WLRAainffhZA3kJmJ6dPRujV8fTF5MvLyqo5z+DAUCgglzsrLDQfx\n9oanJ2bPhjVyR8g8IREyT8iCzBOyIPOEFMg8IZ0mbJ44dapq2dUVU6dWCbuICDg5wcHBsGox\nouzjAwDR0Rg71lBetmlCws7InTv46CPDslqNl1+u43G8vPDzz1Wrv/1mwX3j5YWcHOTl4cQJ\nHDiAdesAQK/H5Mno2hXx8UhJgbs75s+vesvWrYiIMMkDdXdHTg5ycnDpEv74Azt31rHB9YDb\nzF/eWkXmCVmQeUIWHKa6g7++IvOEdDi8o6SaJw4fNiyoVPjtNwQHo0ULhIRAocCDDwKoLWIH\n0Wjs1av49NP6N9ta/C1z7N54w3xKGwBXrqC0FAA8PXH3Lv74Az16oHrliTfewLBhtR28Z09c\nuoTycjg4IDERXl6WbyCGvz8+/hjTpmHuXBw/jooKLFxoKGayfDmEGe/Uavz8Mw4exIAByM+H\nWfZD69YYMaKOIcb6QeYJiZB5QhZknpAFmSekQOYJ6TRV84ROh7/+AoAxY/D66xg0CACUSly8\niJwchIcDQJs2sLeHVotOnSwcgUXsGE25aCxfd3kjcfEi/vijxlfv3jUsXLpk4dVnn73HwZVK\nDB+Ogwfx2GP45Rc88QSuXq1t/y5dkJQErRaXL6N//6oSdd7eVal+UVEIDUX37oiIwK5d5m1I\nSMD+/Vi58h4Nuw/wJggYXH2dMPhM3GbwliXN4LO7yDwhHTJPSIHPR2jTM0/odPjwQ5SWGuq9\njh9vUHUMD4+qaEhQEK5cgVaLtm0tHEccyuEsQUUWf0th17YtzBJlrl83hOtsbaFUQq02pKwF\nB8PX12RPwRFdC08+iS+/xGOPYdcu7NiBJUsktap6QL6kBI6OUCqxdSueeAIAxo3Djz8ahF1B\nAVg5Mp0OU6Zg/HhJZyEIgiCI5sT+/SaWR4vROAGLkq76SxUV9W6W1fhbCrv//c9kNTe3Sqeb\n5Ws/8AB275Z9/P79ERmJpCTY2ZmEdi1y9SpCQqBSoWtXfPcd9HpD0K6wEAEByMyESoVffsHB\ng1i3Dmo1srORlwcnJ7i7w9pZt5mZmTqdzt/f37rNMCMtLc3GxsbXTJFbFY1Gk5CQ0K5dO5VK\nZe22mBMbGxsSEuIg5BRzgE6ni4uLCw8P5y0QlZKS4uTk5CXl110jUlhYmJubGxoaau2GmJCY\nmOjr6+taPcPYSrDPYPv27bnK02DOCd4qhpeVlaWkpLRr187aDalCrVbfuHGjxsvHpiNmKBTo\n0qWOp3ntNVy9ih9+AChi19Tx8sIXXyAqCmbpYo6OWLCgLgdUqTB0KF5+GRMn3mPP7GwsWICX\nXgKAhx6CnR2WLsXrr0OrxcKFeOQRODtj5060aYMLFwyCr29f7NyJqVPr0rCGhsNkZAAajUYh\njGjzAZknZCGYJ3gTdpTqLh3e+kowT3Al7LjqIgEO7yjBPGHh8l27hjNnqlbDwy1UlZCIgwMG\nDiRh11yIjERkZEMe8MknMWwYPv/c8qu5ufDzg04HJye88ALmzAEApRI//ohXX0VoKPR6DBtm\ncMtu3YqZM6ty7154Adu2cSLsyDwhETJPyILME7Ig84QUyDwhnaZknjh/HhERJrN9dexYrzMJ\nV4SGYgkDvXtj3z4AePjhqvjfnTuGhfx8w0JNYsjf30Jhu61bTVYFDSoczXrwJggYXH2dMPhM\n3GbwliXN4LO7yDwhHTJPSIHPR2hTMk9s22Y+h2ubNvU606hRaN0ayclNOmLHV2CDIAiCIAhC\nEtHR5lvCwup1QE9Pg/eiKUfsSNgRdYcqT0iEKk/IgipPyIIqT0iBKk9IpylVnrh+3WQ1PByP\nPVbfkzEnGWdPRVmQsCPqDm/50QwO3QBknpAFVZ6QBYep7uCvr6jyhHQ4vKMsV55ITzdJSZo3\nDwkJaN26vidr+sKOcuyIukPmCYmQeUIWZJ6QBZknpEDmCek0GfPElSsmq9UrRdUN9uRpykOx\nfN3lRNOCN0HA4OrrhMFn4jaDtyxpBp/dReYJ6ZB5Qgp8PkKbjHmCFRATaKjr2/QjdnwFNgiC\nIAiCIO6NmbBrqCgjCTvi7wyZJyRC5glZkHlCFmSekAKZJ6TTNMwTej3OnataVakweHDDnIyG\nYpsQlZWV58T3wd+AysrK+3p8DpORQZUnZMKzeYK3EUZKdZcOb31FlSekw+EdZaHyxKFDiIsD\ngEmTEBuLsWPvXcBTIoKwEyp8NjX+LsLOy8srICDgnjEA9jHjqqAnEwR1y/lVKBRhYWF2dnYN\n3ioGmSckQuYJWZB5QhZknpACmSek0zTME1evGhbWrGmwQVgGG4rV61FZCf6eQl6oIfoAACAA\nSURBVFLg6y6/f7i6uj744IPWbkVzgzdBwODq64TBZ+I2g7csaQaf3UXmCemQeUIKfD5Cm4Z5\nIiUFABwc4O/fIKf46aefcnJyZs+erRDEXEUFysrw/vsYMgSjRzfIWRqHv4uwIwiCIAiimXD7\nNgAEBzfIaGlycvLkyZP1en1YWNhIFrEDUF6ODRvwwQfYsAH8JdfWAl8jVlYnLS0tOzvb2q0w\nIScnJzU11dqtsAyZJyRC5glZkHlCFmSekAKZJ6TTNMwTLGLXqlWDHD85OZmlFUVHR0McsWP9\nwN8oUO2QsDOBw6RRDpskwFt+NINDNwCZJ2RBlSdkwecjgre+osoT0uHwjrJQeYJF7BpI2OXl\n5bGFS5cumQg7dpb6V7NoXGgo1gQO8+49PDw4/OQzyDwhETJPyILME7Ig84QUyDwhnSZgnti2\nDWlpQMMIO71en5mZyZYzMzMhHoptUPnYaPB1l1sdrp5EDAfhJuMP3gQBg8OLyGfiNoO3LGkG\nn91F5gnpkHlCCnw+Qrk2T+Tk4ORJrFwJFlOot+QqLi7u06dPHJs5hYXuxBE7Jh8DA+t5lkaG\nhB1BEARBEE2Bhx+uKhHr5YURI+p5vDVr1sTGxgqrJsIuM9NQf8LPr55naWT4GrGyOmSekAWZ\nJyRC5glZkHlCFmSekAKZJ6TDr3nixo0qVQdg9GgEB9fzsMuWLRNvyc/P1wkzv44fb1ho2bI+\nZ2l8SNiZwGHSKIdNEuA285e3VpF5QhZknpAFn48I3vqKzBPS4fCOMjxCT5822dq5cz0Pm5yc\nbFafSafT5Qs/KYVOaGrCjoZiTeAw757ME3Lh8CKSeUIWZJ6QBZknpEDmCelwa55QHTxoWFcq\nER6OOXPqedi1a9eyBZVKJXzPxmdkmBcz4Kw37glfd7nV4epJxCDzhFw4vIh8Jm4zeMuSZvDZ\nXWSekA6ZJ6TA5yOUX/NETg4A2NoiPx92dqi3TD948CA7+J49e/7666833nhDr9f/eeGCibAb\nNAidOtXzRI0MX4ENgiAIgiAIc5Ytw7p1AODlBSen+qs6ACzB8emnnx41atTChQtZAPXLnTv7\n29lVpfI9+GCDFLdoTEjYmUDmCVmQeUIiZJ6QBZknZEHmCSmQeUI6PJon7t7VL1mCu3cBwNu7\n/gfMzs5OS0vLz88H0MkYkHN3dwdwKynpZGXlN76+hl2bmiUWJOzM4DBplMMmCXCb+ctbq8g8\nIQsyT8iCz0cEb31F5gnp8HhHXbqkEDpKkFx1ZePGjS1btgw0zk7n7+/PFsT5A3cFb6zx1SYE\n5diZwGHePZkn5MLhRSTzhCzIPCELMk9IgcwT0uHQPGFjnEAYCgWmTq3n0Xbt2iX+5goLC2ML\nLGLHKBR2qLeObHz4usutDldPIgaZJ+TC4UXkM3GbwVuWNIPP7iLzhHTIPCEFPh+hPJonWM6P\nSoUTJxARUbeDZGdnv/jiixqN5uTJk8LGDh06PPTQQ2xZfNMWkLAjCIIgCIK4L7DSXr6+dVZ1\nAJYvX/7rr7+abQwMDFQYvREmETthoKypTWIHyrEzg8wTsiDzhETIPCELMk/IgswTUiDzhHQ4\nNE/o2RdNPdLdrl69umbNmurbvUVWDHHErpBlGSqV8PKq80mtBQk7EzhMGuWwSQLcZv7y1ioy\nT8iCzBOy4PMRwVtfkXlCOjzeUWlpAPT1MKgmJydb3O7j4yMsDxkyRKFQqFQqsKFYpRJDhkCl\nqvNJrQUJOxO8vb15y8Pw8PDwbgh39/3A09OTw+RfDi8imSdkwbN5QjxYwwmurq4t+Rst8vPz\n4yolkVvzBIePUA7NE4qMDACKekTszGLtNjY27AnjLzrmpEmTMjIy5s6dC6BIo0FaGvbvr/MZ\nrQhfd7nV4TDvnswTcuHwIvKZuM3gLUuawWd3caVUBMg8IQU+P4P3foSWl6PRvwK4M09otWDZ\nNfWI2OXl5YlX3d3d33vvvSNHjjz//PPi7b6+vuxjXlZW1hSz6xgUsSMIgiAI/liyBI6OeP99\na7fD2mRlgQ1YN1zEzt3dfebMmd99951fNbHIInlqtZq3gXvpkLAzgcwTsiDzhETIPCELMk/I\ngswTUmh65onKSnz8MQAsWoTFi9G+PQIDcft2I7SKO/OE8VvGYo5daWnpPZ8VpaWlR48eFW+p\nJadCGCXj7cEoHRJ2JnCYNMphkwS4zfzlrVVknpAFmSdkwecjgre+anrmiQsXDBW0ACxZgvh4\npKXBVJ3cJ7i7o4y+B11QkNkr8fHxAQEB7du3LykpqeUA69atky7shOzeioqKurSWAyjHzgQO\nixZQ5Qm5cHgRyTwhC57NExxms1HlCSlwa56o8bWYGAsb8/PvX2MErGyeqKjA6NGorMSBA3B2\nBoCkJPaKylgiQmD16tUFBQUFBQXx8fE9evQwe/WHH36YN2+eVqsVbkWlUsnEffMWdnx9/1kd\nJycn3swKDg4Ozuzm5g9HR0eunt0MDi8in4nbDA8PD950MABPT09h1lB+cHFx4VBu2tra8uZU\nAODm5saViuLzM+jo6Fjjz6rYWAsbCwrua3sYVjZP7N+Pw4dx4gR27oRej2+/BZt/ztUV1SaI\n2Lt3L1sw80YAKC8vj4yMzMvLKygoEFKG2rRpwxaqp9YJiIdi09LSnnnmmc2bN9f3j2pcuHug\nEwRBEMTfHWOYyoRGEXZWIzER//oXpk83rL70EgIDMWOGIbOwe3ez3VNTU28bkw7vCsPWRm7c\nuFFcXCzeolQqx48fz5ZbtWpVUyvEEbv333//u+++e+211+r091gNEnYmkHlCFmSekAiZJ2RB\n5glZkHlCCk3PPHHnjoWNjTIUax3zRGkp+vXDihUQbpuiIoi+X3I6dTK7fOJvn+rCLjEx0WzL\nypUrx44dy5YlCrvdu3cD6N27t5y/xPqQsDOBu6RRLpskwFt+NINDNwCZJ2RB5glZ8PmI4K2v\nmp55ggk7s+HsRonYVVRUxMTEnDlzphHOVcWePag1qlIWFmZ2+cS/sqoLuwsXLphtCQsLa9Wq\nlUqlUigU3bp1q+lEYmHHoio9e/aU8AdwBEc5EDzAYd49mSfkwuFFJPOELMg8IQsyT0ihiZkn\niosNZe/btTNxUVSTL/eDZ5999tdffwVw8ODB4cOHN8IZAeDatarlVavARj8dHeHtjZQUAO59\n+5pdvlqEXWFh4aeffgpAoVCwLylHR8cePXoEBQUdPXpUrVZ37dq1poYIOXa5ubmVlZWo3ePC\nJXx9/1kdDvPuyTwhFw4vIp+J2wwyT0iHzBPSIfOEFMzNE5cuYfNmaDQ4edIwJe/QoSZvqKHg\nacNy+NAhtnD8+PFGOJ2BzEwAcHTEf/6D+fMxahRcXLB3L7ZuhVKJgAC3Bx8U715ZWSmOKZoJ\nu+joaCb7ZsyYwbaMHDkyKCgIQP/+/QcPHlxLQ4TPuDDUy+GdUzvcPdAJgiAI4m9Hfj6GDsVz\nz6FzZ+zZY9g4bJjJPklJuG8DOOnp6W3atOnXr5+QHHn9+vX7dC4Dx4/jH/9ATAzUaoOwa9MG\n77wDpRL79iE/H0OGoH9/3LiBK1dgZyd+69y5cz9mEzgDAPJNsw8FTTZx4kS2EBwcLLFRgrAT\n0h8pYte0IfOELMg8IREyT8iCzBOyIPOEFJqAeeKDDwzeiPh4rF0LAC4uMJu5rbLSsqmiOtnZ\nWLYMV65Ib8w333xz69atU6dOCek1N2/elP72uvDss1i1Cp07IzQUTESKy7OqVIaF0FC1q6vZ\n5bt06ZL4SIcPH3777bfZckFBwU8//cSW+/TpwxZCQkIkNkoQdikpKWyBInZNGw7TkDlskgBv\n+dEMDt0AZJ6QBZknZMHnI4K3vrov5onz5+tZ48ukl3burHqBPStat0a7doYCqUJmQq0lFqp4\n8038978YOhQ1uW5N2b59+//+9z+zjYUsitaw6HQYMQJBQTh7FoJwTE01zNtXw/Ry7BGq0+nK\ny8vZ3Z6TkwNg0KBBAwYMAJCZmbl06dLo6Oi7d+/Onj17//79ADw8PAICAhYsWDBw4MBJkyZJ\nbKCQX/T111+zBe9q8+dxDkc5EDzAYd49mSfkwuFFJPOELMg8IQsyT0ih4c0TBw5g1Cj4+CAp\nCXX9S03G+JhbQkxICBwcsHkzVq9G27aGMJ5EEf/HHwCQm4uPP8Z771nep7ISNjZQKgHMnj27\nejS66H4MfRw9amjbyy+j+tdH69YW38QuX0JCQt++fQMDAy9dusSEXZ8+fdJE/bZ9+/apU6cK\nkTZ/f38Aq1atktXA1q1bu7i4FBcXl5WVAejcuXPHjh1lHcHq8PX9Z3U4zLsn84RcOLyIfCZu\nM8g8IR0yT0inOZgnjh/H/Pk1xuS++goAsrNx7lydW1VlnigtRWGh+csdOgDAiBHYuxeCO1WK\nsMvKqgqGrVmDU6cs7HPpEnx90b07KitLS0st5hgUVVZK+jMkUlyMH36o+kNOnwYADw+Inz81\nDJgqFIqNGzeOGzeuqKgoNjb21KlTbPJhb29vcZGM7du3C6oOwDPPPFOHZtra2ordFb169eLq\nTpYCdw90giAIgrA+kZFYuxbPP4/qSahZWVUjp+fPN8C5LMpHcaBI0Ba15J7evo2HH8aYMQbN\nxCgvx/ff49w58zHct95CQQGuXMGff9aUKl2i0zXYeNHBgwgIwNSp5uaPd94xGX4NDbX4br1e\n/+9///vGjRtsNSoqii14e3uL9bqQj969e/djx44tWrSobo195ZVXhGUfH5+6HcSKkLAzgcwT\nsiDzhETIPCELMk/IgswTUqiLeYL1alQUvv3W/KWzZyFEs0yz+GWRkZGRu3s3eveGsSICxPPG\ntW9ftSwIu1oidrNn49Ah7N2L1asBQKEweBHWr0efPnj8cZOdz52rAO4AOHy4pse4Tv44Zo18\n9BEs3g/t20M8V3ANEbvs7OxKUfhQKN4aFhYWWk0L+vn5Xbx4ceDAgXVu7MiRIzt37syWSdg1\neThMQ+awSQK85UczOHQDkHlCFmSekAWfjwje+kq2eSI3F2VlhuXqulk8abAc52n1VjmvXYvz\n58HqXz3yCLZsqXq5bduq5XsKu6Ii7N9vWGYT0XXrhpkzARg06NmzAM6ePdu7d+/2ISHDMzJ6\nAa2A7ceO3a7ZArL5k0/MKq7WkZrMvAEBVVpWpaopx45l1AmwBru4uAwcOLC9WP4CqLVcmHQE\nwwQJuyaPWVyXBzw8PLi15Hh6enI4wQ+HF5HME7Lg2Tzh7u5u7VaY4+rq2lI8SQQf+Pn5ubi4\nWLsVVcg2T4iFyNat+Owzk1eNU/gCQFJSnVvVwsPDXly5a+pUeHsjMBAA3N1N5v64p7DLzISZ\nbB02DI89VrWan4/Kyk2bNp0/fz4+OTkKuAbogf03bpw4ccLsYDbGvLdrKSnC1CH1glkcFAo4\nO6NHj6rtAQGYPt3gPgkONpusTqCwegIiEBYWZmdn16VLF7NnResa1KEsvLy82IL0eVL4gYSd\nCRzm3ZN5Qi4cXkQyT8iFzBPSIfOEFGR/BsUJMLdu4eWXIQSuSktx8CAAMIt0YaEFd6c0HHNy\nFOLyry1bQqHAF1/A3x9z55rsek9hl5dnvqVTJ0RE4O23wW4PvR7Z2SXVZku5kZNz9dw5AA5A\nV+Dt4OBZs2atnjBB2KEBMluKiw1VbpctQ2Ym3njDsL1VK3h4wNcX69bB0xMvvljTAYQ2iONz\nTMC1aNHizz//fPLJJ4XtHZjppH4Iwq5du3b1P1ojw90DnSAIgiCsjFnamU5XNR3J5csGddW3\nLwBotRYMrRIRuxwA+PoCwJgxSEvDu++avCTMs1OTsBOyP4UAPCtdv3gxjPOxYdeuMuP4sgpw\nt7UFEK/TFaSnAxgNXPb2XnzkyOeffx45fPhsgE0QXCCWnnVDcKq2bg1nZ/TvDxb5njrVsH3G\nDOTl4T//qekAK1asYAtvvvmmYINt06YNW+jfv/+zzz4r7NyvX7/6NhgICAgA4OHhEcgCqE0K\nEnYmkHlCFmSekAiZJ2RB5glZkHlCClLNEzk5WL0a775rYYA1IgK7dgGipLohQwwLpvWsZLTq\nrbdM1tlcxBaRHrH76y989x22bEH37oYtgu30lVfKjTewv739f5ctA5AGJKSnA3AHMGcOQkPL\nyspyy8vXASxmlV//x6nRzWoopBEUhGvX8NNPWLJEyrsTExOPHTsGoHPnzlOmTHn11VfZ9tGj\nRwv7dO3alS1069at9lKwEpk7d+78+fO//fZbDocO7glHoXIe0Gg0vF1FPjOjGQ0/k3tDwOFF\nJPOELATzBG+zAfNmCGDw+Yjgra8E84RJ4kFiIl55BW3bYsgQsMHHxx4zzPrGhi/t7KrcrwUF\nWLsW48cjORkAbGyq7Jz5+TVl/dfG7ds28fFVq336GCJ2FrnndCfCb+wWLTBtmslLDzwAR0eU\nlUGrLTNqrBaBgQOMwrRErQYTdoGBADQaTUWLFgA8gCwgv/6RBUHYhYcbFgIDIRo8rYkDBw6c\nOnWqm7GfP/74Yxsbm1deeeXcuXPBwcEjR44U9mzduvWiRYvi4+M3bNjQIAlCPj4+a9asqf9x\nrAIJOxM4LFpAlSfkwuFFJPOELHg2T/CmNUGVJ6Rh2Tzxz39i714AWLsW586ha9eqSenY6GrX\nrtBo8Ndfho1nz0KrNcw5FxAAwdZWt4jd1auGhXffRUICXn9d/GJaWtq1a9eGDx/OfqaevX49\nCxgD4MQJtG1rMkUI45tvAMDbG9VTCZ2dMWUKNm0CUG40wHr5+QUHB4v3coNhLNjJyUk7bhyW\nL/f4978B5Ne/sBjz/Lq7Q47DVKvVPv744yUlJYKwY8Ojnp6ev/32W/X9ly9fXt92Nhf4+v6z\nOhzm3ZN5Qi4cXkQyT8iFzBPSIfOEFMw/g+Xl+OIL/P67YVWvx7vvYu9e83hYZCS2b4cggIqK\nkJFhyBgLDoZQ8+Du3drOnZMDiyUchKS96dOxaRNEKf9arXbgwIEjR47cuHEjgPPnzw+YOnUs\ncBjA6tWIiDBUVhXDFNuUKbD4cZ43j/1rnMEFDz/yiNlDyQ1gwkulUnl4euLVVz0UCgD50qrN\n1gZLFTCmxEkkIyODWT3+MgprDt3ffMLdA50gCIIg7i8rVmD2bFRUVG357Td8/LH5biEhCA/H\nv/5VtSUz0yDIAgOrhF0tEbu9e+Hnh1atEBdnsj0ry2CtVShMSi8AAI4fP87yJvfu3Qvg+++/\nV2s0ABLZy5WVVX4IAD//jN9+M4QYaxrMNQYXWTrtODe3N99809HR0UGlEnZxByCO4Tk6BrVs\nCSCh/nnnTNjVUFXCImVlZWaz69nZ2XH785g3SNiZQOYJWZB5QiJknpAFmSdkQeYJKZibJ37+\nueo1Np+FWg02nVtEBISQP5un8+WXIYz9ZWWBDU22bFlbxG7ZMrz4Iu7cQVQUtFpkZppMfadW\nY8IE/PgjAF2LFtUnb7tqHKX9448/srOzhQdalT2VRdFycvDJJ3jySYwbZ5hypaZJT43bWcTO\nzTjFoKdocMMrJAStWgEoKyuLj48H0L1dOwA5Gk0ySyusAxs2YPx4g7CTPCHc6dOnvb29H3nk\nEfFGPz8/DjN/+ISEnQkcpiFz2CQB3vKjGRy6Acg8IQuqPCELPh8RvPWVSeWJO3cMaXMeHhgx\nAkJuFgvgTZ6MAQMMW4QJ2IXp01JSDFOytWwJNzfDuCeL2On1uHnT8P///hdffYUuXXDhguGN\nQlRPr8fgwTh5kq1d9/ScOnXq77//DmDDhg3PPvtsVlZWvnHnwsLCw4cPCz8nqgKDTEqOHQtR\nVVOgZmHn5IR+/QoAZp11NI7de4pyado9/DBbEO6o9sZitSlCOqAs4uIwdy5+/dVQbFeasMvI\nyBg1alRpaanZNCtDhgzh0KvHJxzlQPAAh3n3ZJ6QC4cXkcwTsiDzhCzIPCEFE/PEtm2G+NbB\ng+jdG+fOmewaFoZOncDKzBtnqa0qAiEYKXx9oVTC3R137+Kdd5CTAycnrFiBhQthVEgoKMDh\nw1XLjPR0QdUBeK+k5Icffrh48eLQoUPnzJmj0Wh8fHzECaa5ubmWhZ1eX9UYgVrKFO3evTUk\nJL+oCICDUbC2cHNDdjYAG6Ddo4+yjU5OTsym4G4cPC28ebPGw9bCkiUmOYvSjMPR0dEWZ84b\nMGAAh/c5n/D1/Wd1OMy7J/OEXDi8iGSekAuZJ6RD5gkpKBQKT8AwlQkbV+3QAb16AUBAgMmu\nrVph5EgoFOjYEUIFOTc3g2YS/BZszjn2udbp8N132LYNAE6ehEUZJIgV00SRaxUVAO7evZuU\nlMTiZCtXrvzjjz+EHZYvX56QkMCWmbArBXD9Ovbvh1kShUKBWooutGhxffp0tujYpw9b8DLa\nVEMBe+O8viqVik0C7GpM/iusW3LL0aMmq9Jy7K6KooMKhUKo6NVdmJaPuBfcPdAJgiAIoo4U\nFGDuXKxfb749Nxe9eqFfP2zcaDCQ9uoF9uPBzw9ivd6qFcaORXy8eVmITp0AGESboyP69wdQ\nNbdIYaHBLVtSYpCPLi5YswbCz3JB2IlmD9EBcYWFAPLz81966SVh+1+iUFxKSoowMpsPTAbc\ngV05OTCqtCr6969timMg1qg43Yx6zqdLF7bQ3tnZXOACbkYrRlHttt/qVFTgjTdMyrLZ2UFC\nba7c3Nzt27cDCA4OXrVq1dWrV1euXAnA0dGxo3FcmLgnJOxMIPOELMg8IREyT8iCzBOyIPOE\nCUuX4rPPMHs2Ll4Ub9b9/LMhhX/LFoPgCAoyvKZUMtMAADg6GoZfw8Ph6mpyZHHEKDzckH5X\nfT650lL8+isAPPII5s/He++BORWqCzs7u1SgTKMBUFFRcVgYtAVqSnHJBX4FNMABiGqIMfr1\nww8/WHyXQFJSEoCOHTs+//zzbIuPUeG1F81pLJgn3IwD0IVM2JWW4tQpSYVxV63CBx+YbOnW\nDRKi3Vu2bLl27RqA4cOHL1iwoFOnThMnTtyxY8eff/55584dyrGTCAk7EzhMQ+awSQK85Ucz\nOHQDkHlCFmSekAWfjwir9dXu3QCg18N0Dlt9TIxhKSrKMKucIOwgSv+qpfaDqIBVlaniiSfM\nd0tKMvgkBg0CgJdfxoMPAiJhd+cOACgUOHLkkngiFQnEGecrKRY2hYbigw/QuzdWr4bphMMA\nKsTzuQAsRjB69Gh/Y2BPEHbdBg4UdhPuKBdfX5YPUcTmUpkyBf364Z137t3QzZtNVoODsXTp\nvd8FZGZmAlAoFE8a61IoFIqJEyf26NGDz0JHfGIhB6KsrGz79u1mP0yF6mz1oby8nCU/JScn\nR0dH29nZPfTQQ1xNOchh3j2ZJ+TC4UUk84QsyDwhCzJPmCDM+isUngcAqIxpalWII3DCKGQt\nwm7oUDg5obQUQIm7+4NduxYWFu7Zs6fL+vWIjKzaTYh/CyOPbLhWGAtiI7ytW+PBB9NM3Q8K\nhUL8RO3bt+9p0+Fg4Vu5KhY6cSIWLsTChdXb+89//nP16tUDBw5Uq9UffPDBAw88UFxcDEBc\n1V5QeL179xY2CuYJpbu7C1AEFBYWorQU+/cDqPL51kR6usmkfTt3YvhwSMsUZ8LDx8fnUaOT\ng2G5cAhRAxa+/2bMmDFv3rxDhw5Fi2iQk7F8zB9//LFv375RUVFRUVGDBg3azX5g8QGHefdk\nnpALhxeRzBNyIfOEdMg8UUVREYqNwSwWGBMwHZnFL79AFKOqmiK4FmHn4ACj5+CCVnv16tXb\nt2/379+/mDkwqiPURWXiSchaOXsWAJtRJYp5b6veES4sKxSKgwcPLrSk2CCO2HXtanEHjUaz\nYcMGnU539OjRkydPrlixQkjpEQu7MWPGTJs2beHCheIMNsE8AWdnNhpdVFyMS5cMkc57ZiOY\neUf695eo6gDk5OQA8K7m7eX5EcohFj54v//++/nz59sL0/Y0NIsXLz506BC7jdLT00eMGDF2\n7Nj7dC6CIAji74I45Vcs7FJTTV4aMQITJpi8URB21YpAmNCxI44cAZBi/NVRVFR0p6zMshNV\nGIxixywsxKefYsoUQ0u6dQNwUjTvCYB33313/vz5LHE5LCzM1dW1XQ2GgyphV8P8JpcuXSpk\n46cAgISEBIvCztXV9bvvvrP8xwJQKp2USuh0paWlEAqLpaUhK6s2BSzuaqWyathaAkzYeQmz\nzBB1wsIv9fDw8CBx8kFDo1AohNrDbm5upaWl9+9cciHzhCzIPCERMk/IgswTsiDzRBViMZee\nXpXmHx9vsltYmPkbBTMp87rWhNFDekcU5M61eKM6OcFY3aHq4AsW4PJlw3LnzhqNRvz87NSp\n06RJk06dOtWmTRuVSsVK2rsIBzGlStjVIJvOsrgg0KNHDwA3b94UKnQFVHO/miGYJwA4KpUA\nyisqqqprJCYiLMy8SxmVlUhOFs/SB39/iKqW1c7BgwfPnTsHUeafgFqtNikcQtSKBWH33nvv\nzZ49Oy4urqysrNxIg5zM1dW1Z8+eFRUV8+fPB3Djxo3x48cLOZI8wGEaModNEuA2l5y3VpF5\nQhZknpAFn4+IRu2r7dvxyy8AcP161cbcXCxebFhOSjLZv3pAaOBAeHsjNBS1fx9Nm4b/+z8s\nXHhbFNjLLSxE9YwUcUBLmFtOrcaOHYblkJDU1FRxF82cORNAq1at4uLi0tPTJ02ahLoKu7Nn\nzy5YsACAjY3NnDlzAFRUVAiJ8vcUduI7ytHGBkBZeTny8kSnL8aaNeZvu3YNvr4ICcGqVQBg\nZ4c338SWLbWfS0Cv18+bN49lAXYxCmgB9gglYScRC0OxTz/9dHFxsVl4tkG+k7Kzs+/evZuQ\nkMAuXn5+fmRk5BPVXUXWg8O8ezJPyIXDi0jmCVmQeUIWf3fzxP79mDQJCgXOnze3Xu7YgSVL\nAMCs1Gl1YRcUhNRUKJWovSc9PLBxI4C4ESOEbbm5ufDwgNnQk9gU+OCDgKEuVQAAIABJREFU\nWLYMb70FAP/7n2Gjv//NS5fY4ptvvtmvXz/BLmBjYyOErGoSdlnAVaALLAu7/fv3Mz9s+/bt\nx40bN3v2bK1Wy752W7Rocc/Pu2CegCDsyspw5YrJTtWrx+7bB3HFiNBQLFtW+4lM/qKsLCFM\nOHToULNXyTwhCwvd9PXXX/fo0eM+Jex7enpGRESw5d69e/fq1eueqkWn0yUmJlbfjY2Z5uTk\ntGjRQqlU6nS6vLw8AM1ylfWD1Zthturo6KjT6VhWBD+tcnJy4rBVnp6ePDSj+qqbmxsPzTBb\ndXd3Z4OeXLXKyckpLy+vqKiIq1apVKrKykrenoQuLi6NcyL9xo0KAHq9/r//VWRlAdDb2yvY\nNB8xMbqCgjy12u3MGTvRd0eRnZ2zTscOlZiYmJ+f36tXL6WdnU6ny5P23LguCg1mZ2fD07PK\njQtAodBPmpQrPtSgQSa/NR0ccrRaYeK62bNn29vbW7yCNQm7EuBl4FeFwtnDo3qb2dC8s7Pz\nunXrlErl9OnTNxvnH2nZsqWUW8XDw4OtOjBhl5+Pb781aUFenskztqhI/+mn4jHXii5diuTc\nk7GxseyNc+fO7dy5s8VGgsvvQbmrFi9ow2LhHPPmzbtw4YK3Kffp9HFxcff8BaxWq1MswSbj\nLiwsZJpPo9EUFhbSKq3SKq3S6t9nVRh+VRgnWMgXSjjodNpbtwoLCmxOnACA1q2hUOgdHPLb\nt2fvPXDgQPfu3SMiIsaOHcsqekk5b0lJSZpIxh0/fpwNvOqECKWfX1S3bhMmTFi/fj2LnGlN\nY4R5Pj7/+c9/VqxYASA4ONjHx6em8xrcqZY4DPgBF69cqf7elJQUAG3atOnbt29hYaFQlQuA\nl5eXrH62s7EBcBfIMD27PjdXvLP2zBmVaaJnUZcuFo+cnp6elZUlrP7www9+fn4vvPDCn3/+\nyd74xBNPFBUVWf2+uo93bCOgr8auXbsefvjhixcvlpaWqo1U361BUKvV2dnZdXvv9evXt23b\n1rDtSU1NzcrKathj1pPs7Ow7d+5YuxWWycjISEtLs3YrzElNTc3MzLR2K0xQq9UxMTEajcba\nDbHA9evXy8rKrN0KE7RabUxMTGVlpbUbYs7t27dzcnKs3QpzCgoKbt68ae1WmHPjxo3CwsL7\nfpqUFL2jox4w+S8hQd+zp2F53z59SgpbTv/Pf7SpqXrjE/706dP+ogJcc+fOlXhOwYXAplXy\n8fHRnzihnzZN/+WXhpM+8MCoUaPYPl27dt23b5++rEzv5CS08AXReQcNGlTLuYqLi1Ern332\nWfV39e3bF8DIkSPZ6tatW4X9Z8yYcc8/sLS0NC4uji0/bZy62QVId3ev6mRvb5P3fPONYXt4\nuGEhJsbssEeOHNm6dauDg4OXl1d0dPSaNWuys7MFA6wQykpISKjepMrKypiYGK1We8/G809q\nauqOHTvu6yksDMU+//zzRUVFzEoj1n/31IhS0Gg0Fy9eTE9P12g0gYGBvXr1un/hwDqg0Wh4\nmz1Lo9Fo+MuMZmi5zGbl8CKSeUIWeqN5greENtYqa7fCHD4fEY3UV48/jrIyAAgJMTgkgoIQ\nHo7t29GmDQCkpgoVS8tDQ3W+vkobG9a8adOmiU2pceI5dS1RWVlpZ2cHQDDdt2vX7vLly3l5\nebq+fZX9+lVNiezjw4YpAVy5cuW11147cuSI98yZ+PhjADrgV2PtV5hOPlIdZ2dnV1fXWvzF\neWJPgxFWOkyY3UL8JXtP5wRM7yhH45ygxUDsI4/4HTlimM3k7l3odBAGFlnKnUKB6GgsXIiw\nMJiWdv3pp58mT57MnoHl5eUPP/xwZWXl/v37BZs5+yqxsbGx2CE6o3mCt/xpPrEg7K5evXqf\nThYVFRUZGWlvb88msYuLiyspKdm0adOQIUPu0xnlwmHePZkn5MLhRSTzhCzIPCGLv695IjkZ\nxkk9MHmyoTjpsGEAEBAAGxtoNFi82KC3FAqPQYOEjoqNjb1x4wZbdnNzKywsTKhemkLEhQsX\nBg8e3LVr1+PHjwvCrkOHDpcvX9ZqtQUFBZ6enlU+Bh+fu6JxyZiYmP79+8dfv46vv0ZBQSqQ\nzcQoAKBt27a1/5V+fn5FRUUqlcriF8FdYRYSAIBOp9u2bRsrzNXB6MZtZayEa2NjI4QSa8HE\nPCGa7D2msjL1hRcmbt3qdOMGtFpkZ1d5RFiGnL8/WrY0rycGAHj77bfFXxaVlZUADh48aLbb\n888/b/FxROYJWVjopj/++KP6xunTp9f/ZHPmzNmzZ49wtwFISkqaMGHCJaM5yOpwWEeBtyIK\nYngTBAwOLyLP06bXksRjRfjsrpoy2a2Lra0th3KzMYphCCWRJk9mhRwAQ0UH2NujTx+cPFkV\nRYuI8BBN9isMpwKYOHHi5s2bU1JSCgsLa2r2oUOHiouLT548efPmTWGuU2Ea/7y8PE9PTzg7\nw8EB5eXw9WV6q3Xr1snJyQASEhJup6a26tQJJ0/eHjcOv/7K3ujm5jbBbKrkaoSEhCQkJPj6\n+lqcNHTjxo3R0dFeXl6//PKLnZ3dxo0b2bQpADp16sQWwsLCnJ2dS0pKOnXqJCWMUlV5AnAU\n2Sjn79yp2bHjHxMnrmCaOCGhStixayGqSybm+vXrYruJQPVIs7j2hhieH6EcYiGw8bWRTZs2\nLVmy5MUXXzxw4ECDnEytVptVhvXx8eE2HEUQBEFYgX378M9/3rt0FRMT9vb45ht07w5HRzg4\nYPhww6vibCIHB7z3nvitKUbBt3btWjaXqk6nO3/+fE2nEnLdYmJiMow1GATlVDUe+vTTcHHR\njRtXUFAAYOrUqYL4u3DhAn75BTt23DZOlbd58+a8vLyePXvW/leuWrXqlVdeYU4Lhko05e/d\nu3dPnz69d+/eCxcu7N+/f968eWx7cHDwoEGD2LJSqezTpw+AXjVVP6sZR5HS0uh0AOKEcWQh\nxllebhiKNZZcM+PUqVO1nKKFaMYWPn9nNjksCLs/jERFRcXHx69YsUKcYVof3njjjV69ek2b\nNm3ZsmXvvPPOM88888ADDwg3Ig9Q5QlZUOUJiWio8oQcdFR5Qg6FzazyxOnTGD8eK1dWTflm\nkeRkfPklAPTqBTs7BAcjNhaxsQgNNezg6lq186uvagYNEpcuYBE7lUr10ksvde/enW0UZtyo\nTklJCVu4du0as8S6ubm1NhoLqoTdxo0oKiro2ZOdqGXLlrt27WKvpKamomVLTJy4a88eAAqF\nYuLEidnZ2YJMrIkuXbp8/PHH4jl7zeIjjDt37syePZuZcAFMnjxZHH3ctGnTmjVrPvzww9rP\nxRBXngjo18/s1WzBzyHcdcaEwprqjJkNyo0bN87FxUXIhP7www+FLEB3d3eLR6DKE7K4RyqS\nQqGYOXNmbbXk5BAZGXn06NHBgwdrtVq1Wj1gwIBDhw7NmjWrQQ7eIHCYhsxhkwS4zSXnrVVk\nnpCFnipPyIHPR0Td++qttyQVm//oI7C/WghltWoFo9ICAPG4+ciRrD2CMmBSODg42MbGpmXL\nlkxk1PKrXojYXb58mf2a9ff3F8JLZoluwg/LFi1aCPUzhSOcOHECwMiRI11dXaX3kji9rLX4\nzzRy9OjRJGOBDUdHR7OSTiEhIfPnz5doVRTfUc8///z6Tz91FMUIs3JyDNM4L1uGTz4BRFeq\nhuOzdMagoCCWzPDSSy+lpKRcuHDBycnJw8Nj7NixvkZFWFPETkeVJ+Rwj1REvV6/devWBvzp\nHBQUFBkZ2VBHa3A4zLsn84RcOLyIZJ6QBZknZNHczBOCOzUtDSdPolrEyMD27QAwbFiNO4iF\nXa9eZtn3N2/eBNCmTRsAtra2np6eeXl5tUT6BVl2+PBhV1dXAAEBAUJ4qbCwULyzkE8WHh7u\n6OjIfA/CEVjwj3kmWtRQ6bU64uHXkJCQk+J6rACAL1n8EgDw2muvsRlP6obYPGFnZzdzzpwl\ny5cLA0fZ2dlwcgL7k//8E3PnVgm76iU9ABiFXd++fZctW5aZmcny/Lp3737z5k0bGxsvLy+h\n0ga7ItUh84QsLHSTOEFYq9WWl5d/9NFHjdgka8Jh3j2ZJ+TC4UXkOfOXz6QWPruLzBPSqaN5\nQq0WZifBzz/j55+xbh1mzzbfrbgYmZmA0QNrEeFiKRRwcRF/Bs+ePXvmzBkAYWFhbIuPj09e\nXl52dnZWVparq6tCoWAP3qKiotzc3JCQEEGWpaens4idWNgViEtpAdeuXQOgUCg6deqkUChc\nXFwKCgqEgenS0lIYH1PSH6FiTRMcHMzqGfj5+QkjuWVlZQCUSuWPP/44btw4iYe1iNg8wRg2\nbNg333zDlouLi0v9/JyYsNu3D/b2VXmNloSdVqtlocTw8PCOHTt2FE2DIowp+/n5AQgICCDz\nRINgQdiZDYd7enp61SDDCYIgCKLB2LkTZgMUFudMELK7agjwACJh5+IC0xD+sWPH2KCeUKnc\nx8cnLi7u119//fHHH5VKpaOj47Fjxx544IEePXrcunXrrbfeYhE+Mf7+/s7OzjY2NqyugPgl\nJuyCgoKY8mPCjklDFisBILdop1jYubi4BAUF3b59m/l5S0tLPTw8WCmmGTNm3I/y65988klA\nQMDt27e3bNkCIN3e3qCIWXruvn2G/SxJhS1btrDJTQQZXZ25c+fevn17dnUFT9QJCyNWly9f\nDhfh5eW1nQW9/waQeUIWZJ6QCJknZEHmCVk0K/PEV1+Zb7HY4cLfK1glqiMIOzc3GD+DMTEx\nL7/8MlMnXl5ewqRubFJc9kHQ6XQlJSXr1q27detWYmKiTqdbsmTJX3/9ZXZ45ilk0s1ixE7w\nzLJALxN2LFwHY8QuIyPjnuYJhljYOTg4bN68+V//+tfixYujo6N37dr12muvsZceeeQRKUer\nHbF5guHm5vbee+8999xzbDWtpgix2LACAEhKSlq6dClbrkXYDRo06MSJEzNmzKhpBzJPyMIk\nYsc8ybNmzRJPTl1UVPT888+bZWI2VzgsWsBnZjSDz2xWDi8imSdkQZUnZMHnI6IufaXX49gx\n842WKitAmIXOOPWuBUyFHWvPa6+9JkyKKwgvAB1NyyQA2Ldvn1n5JTMEYZebm3vixIns7OyC\ngoItW7Y8++yzLKVMOGYtwk56F4mFnb29/ZAhQ1immq+vb48ePYQh3XaiufrqTE13lCAM0iwm\nMSuVqJYGM3r0aNYbdnZ2YmOvXKjyhCxMhN2UKVMA5OXlsQWBv0+AlMO8ezJPyIXDi0jmCVmQ\neUIWzcc8kZUFo+6pwmLEjs1CZ28PSxN/GBB8CW5uMGbfi0c/IiIihGXxtPnGM6TMmTOnpmMr\nlcquXbvCmEp4/vz5sWPHJicnZ2ZmHjlyhKk3QQYxs4WZsGNDsXUzT1RPvB42bNjy5csdHR2F\nqVvqg9g8IUaY+CythreZDXmr1Woh8rd161bfGiZDkQKZJ2Rh0k0sw3HkyJENNSNxk4PDvHsy\nT8iFw4vIc+YvmSekQ+YJ6dTFPHHnjmHBxQXCZGnVhV1aGq5cAYCgINQSm+/YEc7OKClhwo59\nBsWZNsOFlH/TCUSWL1/+73//2+IhQ0ND2ah3nz59WPyJZf0DYG4MABcvXmQLwkvstmED02YR\nu7qZJ6p/KSiVykWLFkk81D2pbp5geHp62tnZVVZWvpuUNA0wl2nVxmEzMjLYL39nZ+exY8fW\np0k8P0I5xEJgY//+/Tt27JgzZ84TTzyRkpKybds2DqMyBEEQRLNCKP8lHk/MzoY43yM+Hm3a\n4PffAaD2oT1bW4wYAQDGIddFixbl5OQAGDhw4Pbt20ePHi3sKy48P378+JoOOYIdEBAmhKte\n6VWY006IbzGRxAwWwkTHcn9/ioWd9Dhfw6JQKFjULbey0mCXsLOrernazx4hA3vx4sUc/vZo\nxlgQduvXr3/xxRc9PDwOHz6sVCpffvnlVatWNX7LrAKZJ2RB5gmJkHlCFmSekEXzMU+wil5K\nJUSDpKiogNheEB0NY3EF3HOqtm+/xb59+PBDANnZ2R999BELUkyaNMnMOurv78/yNwIDAzt2\n7CiEZrt27SrMrObo6Ci8S5BWteS0CRE7scHCbCi2buYJsQy9H1Q3TwgIE5ScZv98+mlV0NR0\norTVq1cLU+sNHTq0nk0i84QsLAi7TZs27dixY/ny5Swx6Jdfflm7dm3jt8wqcJiGzGGTBLjN\nJeetVWSekAVVnpAFn48I2X2VnW0oY/DAA3jzTbzwAoSiRMnJSEjApk0oLwcrP8+4Zz17FxeM\nGsWiSseOHRPaI0yHK2BjY8NKRIwaNUqhUDBvqZOT0549e5YtWzZgwAA7O7u5c+cKs6wJU4CN\nHTs2JCTE4snNymQxYSfE89jGulWesJgA14DUckcJws4w3hwaWpXmKBqK3blz52uvvbZhwwYA\ndnZ29bd0UOUJWVhIRYyJiRGXJe7UqROHP1LvExzm3ZN5Qi4cXkQyT8iCzBOy4NY84bJ8OXbv\nxrp1MFajr40zZ8AmDZkzB4GB+PJLXLmCL74AgKtXsXIl4uKQklJVeD4w0CSw9//snXdYFFcX\nxt/dpTcBUUFEUVFEsJdYY+wtJrbEmmLsGr/E3o1GjTExxW40GkVjiS1NYzf2EmNXQAQVBEQB\nAZG27N7vjzs7O7sMMLNsGeL8Hp6HO+3O3aln7j3vOSVxn2MRFjbsAPzwww/79++fM2cOgI0b\nN9atW7d58+YBAQGDBw8ePHgwIUShUOTm5tI0EmwNgYGBW7dubVvoByoUCtb4o+6G+fn5UVFR\nNM8sdMaZCeIJe3t73vabkaLEEwDq169/8OBBALdVKtK8uaJ5c1SvznSpcnrsblEnSABA9+7d\n3Qu534lFFk+Iguf916xZszVr1rAv7PDw8CZNmli3VTbDxcVFamIFJycnsaEsrYazs7MElQoS\nPIlS9vz19PSUmh0MwMvLS2oxawC4ublJ0Ny0t7c3Mc2DJfE4dEi5dCnu3IEuY0EJ3L7NFNjQ\nWqz5MmoUk2csIoKJYFenDk6dAkcoWiJxbISUIgy7rl27rlu3rkqVKgDc3d3nz5/fo0cPdim9\nGp2cnObOnduhQ4fBgwezi3gzt7q7u7PfAGyCig4dOlDDjjXOnJ2dBX5WKRQKattVrlzZ0jds\nUeIJAJ9//vmECRMAvNBonu7fD3d3JpSgQvGyY0c6+J6enr6Sdr4CTk5O3FxnJiPlR6gE4bF/\nV61a1aVLl/Dw8OfPn4eGhqamph4+fNj6LZORkZGRKZNkZOCDD5iyQE872sfj7w/2/a2zh/Sc\nPMnEQ3n9dRQd7ZYXGvOBUpq4G5999pnRnICAgFq1akWzXYkAOGO14Bh2iYmJW7duBeDr62uC\ncWZnZ6fRaOiQsa2wt7dv06YNtduePXtWqVIlvPcejh073qlTn/nz1bNnb9myxdnZOU0XfbBj\nx47skLSM1eC5tkJCQqKiohYvXvzVV18tWLDg3r17DRo0sH7LbIIsnhCFLJ4QiCyeEIUsnhCF\nFMUTV6+CvagKh6bjhRp29erp5zg7w6h/NDmZMRP5OsmKh32KKhQKs5saEydONJrDNey4plh8\nfDyAerqfKVw8AZ2bnRUMu2LEE+CYxcxjtls3JCdvd3J68eJFbm7u//73P5pVVqFQeHp6Tpky\nxSxNksUTouAfsXZxcenTp4+VmyIFJJi0QJqe0RRperNK8CTK4glRyJknRCHFR8TVq/qyEMNO\nq0VkJFAogkm5cuD9SCsmRWwRsB97FStWNPt1NWbMGC8vr3379u3evZvOadasGbu0TZs2c+fO\nXbhwITuHzc0l6nLy9vZ++fKlWXJLFE/xV5SxYWdYTk5OpjlImzZtysb2Kz1y5glRGBh2Go1m\ny5Yt9+7d6969e7t27R48eHDt2rWHDx/u3bv33LlztmqiNZGg370snhCLBE+iLJ4QhSyeEIUU\nxROnT+vLushtxfHsGfLzgUIpwjw9+Q07TjYwgdCu1jp16rCpS82IQqEYOHCgh4cHNexatGhh\nFErinXfe4Rp2bNZUURHpfvnll5MnT44fP94cTS6OYsQT4Hgocke3aIBALgMGDDBjk2TxhCgM\nDtPMmTNXr17dokWLzZs3z5s3b9KkSRUrVqxcuXLhdCv/VSQoBZCaDoCL1AwCigRPopQ9f+XM\nE8KRM08I5Z9/9OUSe+x+/hm//MKUdUF9GejF6eEBb28kJTER7FQqiOy1ysjIyMvLAzBixIh3\n3nlH1LbCYUOB+Pr6GpkgVJPBwo2NJ7z+Fi1atGjRonRtFEQx4glwXAZ/+eWXbdu2DRs2bMyY\nMUYuTF5eXmyvpFmQ8iNUghhcfNu2bdu9e3ePHj0uXLjQqlWrZcuWTZo0SWqjWjIyMjIy0oUQ\ncF/z2dnQaHDoEL78EgoFNm82GEi9cgXvv6/PLaEL6stQpQouX0br1jh4EIsWYe5cAAgIgMjP\nXe44rOifIxjWsCsc3cPLyysoKIiGXKlZs6Y0v6YE4uDgQGO+nD17FsCVK1fatm1LDbvBgweP\nHj3a3t4+ICCA62UoY2UMRqySkpJoBLtmzZo5Ojr26tXrVbPqZPGEKGTxhEBk8YQoZPGEKCQn\nnnj+HFwPrZcvMW8e3nwTZ8/izBmMGYODB9GvH27fBiFYssQgY5jRCOB332HRIqxdC3BEsiL1\nsOCEBbZoMq6KFSvSNyZv2DY2U1nPnj3ZmaLEE1ajePEEDMeRtFrt0aNHacK0unXrvv766y1b\ntjTqoSw9snhCFMYj1rQD2c7OzsnJyYGbBu7VQIJ+91L0jNYhiycEIosnRCGLJ0Rh+0fEjh34\n4w988QVoDgbdtzEpX16RmorsbHCd6K9excSJuHcPSiWmT8e+ffpFbdrAKItD1aqYPZsps71c\nhdKzlgjN+oAiTC5z4eDgUL169djYWN5cFEuXLu3WrVtERMQHbCAYkeIJq1HiFeXs7PyS4zp5\n6BCTOdZyHaKyeEIUsiuiARL0u5fFE2KR4EmUxROikMUTorC9eGL8eDx/jsxM/PknCMG8ecz8\natVADbv4eP3Kqamg/WeXL4PtFnJ1hUKBLVtQzJ3Lut8NHGi0RK1W379/PyQkpKhN09PTacHS\n44MHDhy4cOECN3wxi0ql6tSpU6dOnbgzLdqDaDLFiydQyDXwwoULtMAORpsdWTwhCuPDtHr1\naprnIDc3d/369exlZ65oNBJHgn73snhCLBI8iVL2/JWmu480D5csnuAhK4sx1A4fZnrmdEoI\nRUgIrl6FWg0aHLhSJSQnA2DGXuPicOYMACgUiI2FgwOKvxQ7dMDXX8PbG+3acWdrNJpu3bqd\nOHFi0aJFs9nuPUNYw87SV3udOnVEaQ2l+QgtXjyBQs2m47CwZI+dlB+hEsTAsGvduvXRo0dp\nuWnTpqc5kvVXxLCTkZGRkRGBLvkpCgowcyY6dmQmW7dG5874+WcAjJq1c2ds22awLV3q5wch\nBoFSCb7X0JEjR06cOAHg22+/nT59Otup8/fff1epUqV8+fIPHz5kh2LLFc5mISMetrvBz8+P\n62ZtuR47GVEYGHZU5PIqk5iYaIUUy6JISUnJy8vz9/e3dUN4SE5O1mq1fkYRCmxNYmKinZ2d\nReVvYikoKIiOjq5du7ZKTHZL6xAZGRkYGCipjmGtVhsVFRUUFCS1cc/4+HgXFxepyf0yMzNT\nU1Or05Sd1oc17ABcvMh0znl7P1y+vGJiokHnea9euHABMTH6OTSNROkeIMeOHaOFtLS0iRMn\nJicnL1++/Nq1az179vT09PTx8bl//z7NpatSqaTWQ0aVE75GWmBbk5OTEx8fX0wkZPYw1q9f\nn2vYWa5TjY62BwcHS83NRprII9YGSNDv3vae0UUjiycEIosnRCGLJ0Rh40cE17DLzkZsLABU\nrZrv7q4xsleqVcPOnZg9G0eOGMwv3TdYDMdSXLVqFQClUkm/NtPT0+kgLB0rLFeunNTuQQle\nThAmnqCFsLAwbip5y/kqyOIJUciGnQES9LuXxRNikeBJlMUTopDFE6KwsXiCN+CRn5+vr69z\n5cooVw66YVBUrQo/Pxw8iLNn8eGHTN8eSmvYsf5zLKdOnQoODi68ZmhoqNTuwTIqnmA7+F97\n7TXuVpY7vLJ4QhTyYTJAgn73khojM0JqBgFFgidRyp6/snhCOLJ4gociDDs6+okxY7B0KQCo\nVKAOWCoV2rWDn58lDDsHB4f8/PynT5/yhmZs3759aXZkCaT5CBUonlCpVM2bN2dnWvTukPIj\nVIJIq2NDRkZGRqYswWvYhYUxBdY+KF/eIJQJ10+xiM6hDz/80NXVlXWhKwpq2HXq1On3339f\nvnw5AK1Wa9SNN23atBkzZkycOLH4qmQEQkNn+Pv7c/v7LRojUEYUPIYdIWTfvn3jxo3r169f\nfHz8rl27JDjcZiHkzBOikDNPCETOPCEKOfOEKGyceYL36dSuXUxMzIsXL0D77QAYKdK4xhyf\n7EOr1e7YsSM7O3v//v3F75/acGFhYb169eIVmbm4uCxdunThwoVJSUlS8wkuo5knhg4dGhgY\n+PHHH6tUqqZNm9KZFjXs5MwTouAx7NavXz9ixAhPT8+///5bqVROmDDh22+/tX7LbIIElQoS\nbBKLZH3JpdYqWTwhClY8YeuGGCPNVtn4EREVBeiyQdjbY+xYfPklGjdmjlVRht306WDz2XNT\nx+p4+vRpfn4+gESuOKMQGo2GCiPo0GHdunULC8/pEB5tj9QsgzJ6RXXt2vXBgwdTp04F8O67\n79KZFjXsWPGE5XbxX4LHsPvpp5/27dv3xRdfUI/v/fv3r1ixwvotswk+Pj5SG8inin1bt4If\nLy8vCTr/SvAkyuIJUUhZPCHBQGju7u42ix+Wng7a4TR8OA4cwKlTWLMG06cD8PX1dXNz0yd4\nNTLsatTApEkA4OqKoKDCFbPDFMWPCURGRtLvJRqjqmbNmmfOnBn6eJ28AAAgAElEQVQ6dCh3\nHfqMkqb3vbe3twQfoSWKJ7h8/PHHdGUP1oi3ANI8fZKFx7C7e/du48aN2cm6detKcPTBQri4\nuEhNrODk5EQdGiSIs7OzBJUKEjyJUvb89fT0lJqIGICXl5fUYtYAcHNzk6C5aW9vb9F3anGw\nAoiaNdGjB1q2ZJd4eHjY2dmhYUOm065NG+Nt+/fH7t04fRp83xWPHz+mheJ77L766isACoWi\na9eudE7Lli179+7NXYdaTtK8B52dnaX2WQUB4gkjRowYoVKpjA67eZHm6ZMsPA/0Zs2arVmz\nhh02Cg8Pb9KkiXVbJSMjIyMjeVhn1qK6DAMC8PAh7t7F//5nvEihQP/+4HQicGF77FJSUora\n+eXLl8PDwwG8+eabNWvWZOc3atRIpVIpFAoa+Fea0d3/SyxYsCA/P3/EiBG2bogMA0/H5qpV\nq7p06RIeHv78+fPQ0NDU1FRuBML/NnLmCQB48ACBgRDQXyJnnhCInHlCFHLmCVHYMvMEa9gV\nut1iYmIqVqzo7u4OLy+I72thO+pyc3OLCkt79+5dWli4cCF3fo0aNU6ePJmfn1+pUqWtW7eO\nGzcOuntQaqkLymjmicJY+qjKmSdEwWPYhYSEREVFHT58OC4uzt/fv0uXLjbr57c6EkxaYG3P\n6ClT8M03mDABAhwrpenNKsGTKIsnRCFnnhCFLcUTRffYlfJYsT12hJDDhw+vWrVqxIgRffr0\nYVfIy8u7fPkyAJVKFRISYrR527ZtaWEpjaLHEU9IyjKQ4OUEm8tx+JAzT4iCx7A7d+5cq1at\nuLfQq4MEkxZYNfPE7t1YvhwAhPXRypknBCKLJ0QhZfGE1GxN2CrzxMGD8PNj8ok5OqKQpsTX\n17c0DrjcGE8zZsy4efPmwYMH165dO2bMmIsXLzo7O8+ZM+fPP/8E4O/v7+DgUGKF0vS+l6By\nAiLFE9ZBmqdPsvAcps6dO1epUmXYsGHvv//+q+adIEEpgPXGyAjBqFGgH2oPHqCgACXdRVIz\nCCgSPIlS9vyVM08IR848wXDkCHr2hLMzAgMBICyssOdGKcd5uKEob9++TQsXLlxo0qRJq1at\n7Ozs2F75QNqGkpDmPSjNR6hY8YQVkObpkyw8HRtPnz5dsGDBxYsXa9Wq1b179927d+fl5Vm/\nZTLW5sEDsOHa1Wo8emTT1sjIyEgV6tyWk4OICIBP8VpquIHiWX+PhISEbdu2EULUajWNcgfA\nNs6FMjIShsewc3NzGzRo0G+//ZaYmPjuu+/Onj1bat7xluOVzjxx44bBpIDkDXLmCYHImSdE\nIWeeEIUNMk8YJUvgG9hhMk+YBCGEVwx75cqVvXv3Gs2swRffuDD0HpSaT3AZzTxhfeTME6Lg\nH2sjhNy4cWPv3r179ux5+vRpv379rNwsWyFBv3vr+bFevWowmZZW4hayeEIgsnhCFLJ4QhQ2\ncHU3skX4ZMKlOVaZmZlshxyXjIyMjIwMdpLe5m2E9RfK4gnhyOKJsg6PYTdt2rS9e/cmJSX1\n6tVryZIl3bt3l6AXs4WQoN+9xcUThODCBYSE4J9/AMDNDVlZgCDDThZPCEQWT4hCFk+Iwgbi\nieRkg0m+1DilEU8YDZv069cvJCRk0aJFRqutXbu2Xbt2derUEVKnNL3vZfGEQKR5+iQLf3Cg\nzz///OnTp7t27erdu7cEH6+WQ4JJCyyeeeKHH9C6Ndq2xZkzAKAL4C7EsJMzTwhEyp6/cuYJ\n4ciZJxiMXB34euyYzBMmVm9Qf1hY2IABAwqvVrduXYFWHaR6D/43Mk9YAWmePsnC80D/888/\nhwwZIk39l4wZSEjAmjXYuRM9e+L0afz5JwDcuYPsbAAYMAD0NU/ny8jIyBhh5Ihs7ky1rAyW\nUrNmzdDQ0M6dOxutJqkg5DIy0sHAsLOzs9uyZYsdH7Zqn5V5JcQTw4dj/HgMGoSDBzFoEM6e\n1S9ydUWvXsz39/HjKMnNQhZPCEQWT4hCFk+IwgbiCa6yoWZN8MkXSiOemDNnDi3079+/V69e\nvXr1UigULVq0MFpNlGEniyeEI4snyjoGFtv9+/d9fHw6duxoq9bYHAn63Zvfj/XaNX3ZKMF2\nQACcnDB4MJYvByFITS3+W1wWTwhEFk+IQhZPiMLaru5ZWcjJAQAXF4SGYtEi8A3lm3ys8vLy\n2K/r8PBwdqTS3d2dFtzc3LKysvz9/UUNF8riCeHI4omyjoFhRyM9HjlypG/fvtz5e/bs6d+/\nvzWbZSsk6HdvZvFEWlpxcUyow2zLlkz+iZSU4g07WTwhEFk8IQpZPCEKa4sn2DGNVaswbFhR\na5ksnnj+/DkteHp6cq9M1rCbPHly48aNQ0NDRX2/SdP7XhZPCESap0+yGBymixcvAhg9ejT3\npL548eKjjz56RQw7CUoBzKwDuHWLZ6ajI2gMahqwkNW48YWS4iI1g4AiwZMoZc9fqXlJU6R5\nuKTpeWztzBOs90WxX32m6TkmTJjwyy+/0PLo0aO5i1jDLjQ09K233hJbszTvQWk+QmXxRFnH\nwLAbOHAggLS0NFpgGTNmjFUbJWM5Ll1iCt274/p15hndtCmio/H0KeMrwxp20nMnkpGRsTEP\nHzIFYbm8hFNQULB27Vp2gMLIKYiNk9+gQQPz7ldG5j+GwYjVw4cPHz582LFjx4eGsK6s/3n+\n++KJc+cAoFo1HDyIDz4AACcnDB+OXbswaxY+/RQAKldmMj8eOlR8ZbJ4QiCyeEIUsnhCFNYW\nT9B9KRTFG3YmiCeePHnCvUeMhinbt2+/cuXKrVu31q5dW1S1FFk8IRxZPFHW4RmxPnz48O3b\nt9N1aUOzs7MHDx7Mm+Dlv4cE/e7N7MdKg9W9/joAzJuH6tXRti1CQgDgjTeYdSpUQMeOOHYM\nJ04gLw9FuzrJ4gmByOIJUcjiCVFY29U9Lg4AKlZEsT4PJhwroy9Yo1SWCoXi448/FlVh4fZI\nzftegpcTZPFE2YfHsJs7d+7SpUudnJzs7e1dXFwSEhImTZpk/ZbZBAn63ZtBPHHnDmbMwMCB\nOHcO1DG5USMAcHbGqFH8m9SsiWPHEBODL77AggVFVSyLJwQiiydEIYsnRGFt8QSV0pfkXC9W\nPJGTkzN+/HhadnBwWLp0qXn996XpfS+LJwQizdMnWXgO048//njkyJFy5cqtXr36xx9//P77\n7yXYK2MhJOh3XyrxxIsX2L4du3bh5EmDgMNVqpSwIRsg6vLlYtaSmkFAkeBJlLLnr9S8pCnS\nPFyyeALQiScMu9MKI1Y88c8///z7778A3N3db9y4Ub16dVPbx48070FpPkJl8URZh6djIz09\nvVGjRg0bNoyIiFAoFBMmTNi4caP1WyZjBj77DGPG4ORJ4/nCDbuICACIiioxWLGMjMwrATXs\nzN2jc/fuXVo4ePCg2a06GZlXCh7Drnbt2jt27KBeSg8ePMjIyEg0CmP73+W/Jp44coR/ftWq\nJWzIGnZxcZg+HXXqYOTIwmvJ4gmByOIJUcjiCVFYWzxBb66S0oiJFU9ERkYCcHV1bdWqVSka\nVySyeEI4sniirMMzFPv5558PGDCgc+fOAwYMaNasmaOjY48ePazfMpsgQb970/1YU1OZ/jYu\n9eujdWv4+5ewbZs28PNDUhIIwbp1gE5Oa4gsnhCILJ4QhSyeEIVVXd1zcpjO+5JGpcUeK/r5\nGhAQYCEHWVk8IRxZPFHW4THsevfunZqa6ujoOGHChFq1aqWkpAwYMMD6LbMJEvS7N108cfw4\njKyucuVw8SKEeHVUrozDh1G/PgBkZgL8Me1k8YRAZPGEKGTxhCisKp54+ZIpuLoWv6JY8URy\ncjKASiV1BJqMNL3vZfGEQKR5+iQL/2FifYRfnb46igT97k0UTyQnY9w4/aSDA/bsQe3agqw6\nilGQqvR0aDRQqbjzpGYQUCR4EqXs+Ss1L2mKNA+XLJ4QbtiJFU9Y2rCT5j0ozUeoLJ4o6xgY\ndsUMYEmwY0amOC5eZPrYPv8cTk4IDYVYG93dHS4uyM5mJrVapKWhQgUzt1NGRqYMIdiwEwv1\ni63IevfKyMiYioFhFx8fb6t2SITExER7e/sKUjJfUlJS8vLy/Ev0igOQmYmWLeHoiLNnERPD\nzBw3DuXLm7hvX1/ExuonU1ONDLvMpUtRUOAxaxak5NOWmJhoZ2cnqTdEQUFBdHR07dq1VYZd\nnlIgMjIyMDDQzCmJS4dWq42KigoKCpLauGd8fLyLi0t5k28oy5CZmZmammolJalgwy4mJqZi\nxYpsgtei63s5Y8YMPz8/GhK/SomCfVOh92BwcLCk/DSocsLX19fWDTEgJycnPj7etAwfFkKt\nVt+/f19qp0+yGBh29Kbatm1b4fWGDh1qpRbZFAn63YvwY92zBzRkwMGDjGHn6Wm6VYdCht3J\nk6hTRz957ZrHjBkA4OVlMOxrayR4EmXxhChk8YQorOrqLtiwK+ZYnThxYsuWLbNmzQoODl61\natWqVavYRZbLAyuLJ4QjiyfKOjw+dps3b6YFQkhcXFx8fPy77777ihh2EvS7FyqeyMnBtGlM\n+fRp3LkDALVqlWrfRp1ehw9j7Fj95PnzTOG33yRl2EnwJMriCVHI4glRlDnxxP/+9787d+5k\nZ2dv3bp1w4YN3EVNmjQxRyt5kKb3vSyeEIg0T59k4TlMx44dY8uEkNWrV786Q7QS9LsXOkZ2\n7ZpeuHrvHm7cAIBSfv4a+c9SY5G7R8r9+6Xai7mR4EmUsuev1LykKdI8XLJ4ovTiCY1GEx0d\nDeDUqVNLliyJYZ1GgKpVq1rODUaa96DUvqkosniirFNCx4ZCoRg5ciTv4KyMtPj3X335/Hmk\npwNA06alqrNcOYPJ2Fjk5+sndZHiERcH6cWSlZGRMT9ZWUzBVPHEo0eP8vPzATx79uzw4cMA\nWMfT1q1bm6GFMjKvPCUYdoSQnTt3SjAEvIUow5kn/vlHX2YDvrds+dVXX7Vq1Wrnzp2mZBcw\nMuy0WnAPDhv9uKDAwBXP1siZJ0QhZ54QzqueeYIQfcrpksRJRWWe4I7/XLt2DcBrr702fPjw\nd95555tvvjFbUwshZ54Qjpx5oqzDMxTLHW7QaDS5ublff/21FZtkSyTody/Uj5V6vDk7IyeH\nmWNvv/fevenTpwO4cOFCz549/2QfygIpPJhy6RI6dYKHB6KjmU5BSlQUgoPFVW4xJHgSZfGE\nKGTxhCis5+r+77/Yvx8AypdHSQ4PRR2rdM5zg3bd+fr6/vjjj+ZsZ9HtkZr3vQQvJ8jiibIP\nj2F3/fp17qSXl5fU5P2WQ4J+9yWLJ/7+Wx/fZN48rF2LuDgAqFx595497FrnWa2DcNgeO5pe\nDEC/fggKwpQpOHnSYM3oaNGVWwwJnkRZPCEKWTwhCuuJJ1gv24CAEtctSjzBNewo1gkvJU3v\ne1k8IRBpnj7JwnOYgoKC1Gr1S9ZJFkhPT5eaK6WFkKDffQniiX/+Qfv2TNneHu++iytXGMOu\nShWuY/Lz58+zs7PF/UC2x65HD2zcyJTv38eYMUw5IAApKcjJQXKyiGotjARPopQ9f6V5a0vz\ncL3q4gnW+yIoqMR1ixJPZGRk0EL16tXpCLKPj495mlcs0rwHpfZNRZHFE2Udno6Nb775xtXV\n1csQ67dMRhCXL+vLH3yAGjUwezbtaXvm62vkJ7Fjxw7qrSyU2rWhUMDODiNH8q8wfjzoF6f0\nHI9kZGTMDNW/+/pi6VKT66A9dgqFgg1ZJyj6uoyMjGB4DLuFCxd+++23aWlpLzhYv2U2oYyJ\nJ5KTcfCgfrJ5cwBo1AjffYdWrTb4+GRmZoKT8HfEiBHdunUbPnx4hQoVfv7555L33bAhTp3C\nhQuoX9940Sef4OLF5A8/VNPv8rQ0kT/LgsjiCVHI4gnhvOriCbqXRo1Qo0aJ6xYlnqA9dm5u\nbmySCevkzJDFE8KRxRNlHR7DzsPDY9SoUV5eXm4crN8ymyBBp9Eim5SXh9df1xt21aphwACm\nPGwYOXv2jxs3AAQEBCxbtowrJti0aVNKSsqiRYsE7b5tWzRtCicncL3WWrfGokV47TWNRqOl\nvblSettJUA0giydEwYonbN0QY6TZKus9tahhJ8wOK+pYUcu4XLlyfn5+dE5gYKC5Glhie6Rm\nGbzqV5RgWPGErRtSNuAx7D755JMJEyZER0dncbB+y2yCj4+P1MadPT09jX1Q1q3DjBn47TfQ\nj6pq1bBzJy5fJu7uy5YtW7lyJYDTp09fvHgRQO/evUNCQkJDQ42qjYyMnDdvntC7V6HQi+BG\nj8bZs3BzA+Dl5WVXqRIgLcNOgidRFk+IQsriiXJGMYAkgLu7eyV6G1qI1FRotYiKwvPnAFDo\nYcKLr69vfHz8d999l5GRQQi5du3a2LFj27dvf+DAAQAhISE0yUTFihVr1qxpwcbrkKb3vbe3\ntwT1E7J4oqzDc5hcXFzWr1+/fv167kxpdjaYHQn63RuLJ3bvZvJ60bzRCgVu3qQqhz//+GPq\n1KkAWrRocVnnezdjxgwAw4cPnzhxolHNCxcuTE9PX7FihaB2uLoysUkbNWLnOTs7M+GspGTY\nSfAkStnzV2pe0hRpHi5pjl1YVjwRHo4PP8SgQejYkZnz+utCtnNzc+vdu3dsbGxCQoK7u/v8\n+fO5S3v16tW1a9erV69WqlTJOsoPad6DUvumosjiibIOj2G3YMGC5cuXDxo0SILC/leaHTuw\neTOOHGEmqWdGlSqsdpV1mztx4sTVq1cBVKlShX54jR8/nhCSnp6+cOFCro1+9OhRoXtnrSUj\nT2fam5iairw8SK+LRUZGxkRyc9G5M65cASHYsYMJkGlvjzp1hGx97ty52NhYAHfv3k0r5INL\ne+kacb4SZWRkzAXPUKyrq+uYMWMqVKjgycH6LbMJ0hVP5ORg5Ei9VcfSti39r9FoWCvt8uXL\nNGrda6+9RufY29tPnDhxwYIF27Zts7e3HzJkSK1atQDcu3cvISGB9Qd/8eLFNTYDrBFsBiFO\nF31ycnImNeYKCtC0KaThliGLJ0QhXfFEXh6ioyGlg/YKiSdycrBmDc6eBb02CGFCEwcEQNhw\n2O+//04LMTExN2/ehOHgQ7Vq1czc4JKQxRPCkcUTZR0ew27WrFmffvrpgwcPcjlYv2U2QYJO\no0yT/vxTn35bFyYA5crh889p8f79++xn8W+//fb48WMAbdq0Mapt8ODBOTk527ZtW7x4MQCt\nVhsYGFipUqU1a9YA6NmzZ+PGjdetW8fTDrbHTufyDECj0RSwRv/t2wb5am2HBNUAsnhCFIQQ\nkpmpev111K6Njz6ydXP0vCqu7s+fIyQEkyfzLBKgh6XcunWLFqKjo3NycgAMHDiQzrG3t7eO\nEpaLLJ4QjgTfg7J4QhQ8316TJ0/OyMhYu3Ytd6Y030lmR4JJC5jME6tXA4CHBz77DJ98gu+/\nh0aDN99EzZoHDhz45Zdfojm5H+iTwtXVdcSIEYUrpCm32S9megNPnjy5W7duZ8+eBXDkyJEx\nbAhiFtpjp1KBEybey8tLyf3yPncOuj5CE0lJQfnyKF1CMAmeRFk8IQqVSlVz7Vol9RPdvh3z\n5sEq/vUl8qpkntizB48eMeW6daFU4vZteHnB3l64nc0OfbDvjkGDBtWqVevSpUvvv/++9R1h\npel9L0HlBGTxRNmH5zDdp1EoX0kk6Hfv5OQEtZoJRPzee5g0CQD7MZ2fn//BBx+ww0N2dnZK\npZJmYAwODi7G19toKCQ3N3fixIn0EUz984yhR8bHhzsQ4+zsjNq19evcuoWPP0ZqKjZuLDGV\nJA/r12P0aIwYgQ0bcOIE7txB/fpo105sNRI8iVL2/JWio0V+vuPu3Uy5oABBQZg8GcuW2bRN\nwKsjnvj7b305JASffopNmzB1KkJChNeRRJMQcggMDOzSpYs52mcK0rwHpfZNRZHFE2UdHsPu\n0KFDhWcOHTrU8o2RKYJbtxjP5RYtjJacPHmS6/QzduzYqKioI0eOACgc4oRLxYoVPTw8aARj\nlUql0WhYn5hHjx6dPHmyPZupjEI1E1wzjhIcDH9/0BDKe/YwytnGjTF1qrjfCGD7dgD46Sec\nO8ckL6Ka37Aw0VXJlGkuXEB2tsGcXbukYNi9Ejx6pM8JC6B6dbRpg0JOHcWjVquTC6UZDBCQ\nYVZGRqb08IxYbdbx008/LViwYMSIEUcK++z/R7GUeCInB19/jWnT8NpruHRJxIaPHqVGR+fO\nnMlMtmxptJwGq2MZMGDAlClTQkND33333dmzZxdTsUKhePvttwF4enp27tzZaOmywi/RxYvx\nzTfYtIk7Lzk5OenJE3zxBTM+y8Y7FJW4jKLRgOo2NBp9SkpCcOKE2Jpk8YQoJCieILS7zt5e\nP7KfkIArV2zYJMp/Xzzx4AHq1MGNG/o5Ik06yt27d6k7FNsj5ebmZtveKVk8IRxZPFHW4emx\nO3bsGFsmhKxevTo+Pt6KTbIlBQUFitI5ePHz7beYM4cpT52K06cFbXX4MHr29HJ1VdLMPP7+\nRp5GI0aM2LhxI4Dq1asPGDDAxcWlVatWCoXi9u3bQqpftGgRNe+ysrJoN23Lli1DQkI2bdp0\n8ODB6Ohoqpxl8PFhRoE5MN6s77+PlBQDV+uicqAVw8GDyMzkmS9ekGGpk1gKZPGEOC5eBKBt\n0ULZoAHzIUQIOnXClStC0s9bjv++q/uVK2Ct/HHjMHIkGjY0oZqDuow4PXr02Lt3LyTgTMaK\nJyTlgCvBywnSFk9I6vRJlhKOkUKhGDly5LZt26zTGptjkLQgKQlm+T44fNhgFOnsWeNhJl72\n7kWPHtBolJmZoAaBoZwlOjp6k67/bNiwYUuWLJk7d64og6Zq1apbtmzp27fv22+/TaP8N2/e\n/COdc3RMTEyJNXh5eTHPayPf9sRE4c1gKOwAQF3lrl8XW5OceUIUthdP7N2LkBBs344lSxAW\nhmPHFFFRAJQNGugF4AAyMow6jK3Pfz/zBKuZUCrRt69pVh0hZPPmzQBCQ0Nb6LxHbG7YSdP7\nXs48IRBpnj7JUoJhRwjZuXOnBLNxWwgXFxcm2NKyZahcmcnxYBqXLqFSJXTrhpkzkZ6un08I\nHj8uYVtCsG4dtFoNMBzoDiz29W3z5ZeHDx8GoFarz5079+OPP9IeoPnz589kx2pNoly5ct9+\n+22XLl3Gjh3rr4s/nCCg183Z2ZlRKjRsCJUKALp3B4DMTPDl/y6OCxcMJitVwrBhABARgbw8\nUTXpTyLLjz+iWTOcOSOuSeZDyp6/np6etvwIfvwYEyciMhKffYb583HnDnr2ZMb069fHhx8i\nPBwnTqBuXQDi3BgsgJubmwQTndnb23voopSXFupE4eGBmBh9qgmR/PTTT3Qgb8SIERV0Inqb\nmy/SvAednZ0lqJ+QxRNlHlIIVw70Bfn1118XXs001Gr15cuXf/vtt7179168eFGtVptcVURE\nxK5du8zVMJZDhw7Vr1fPR6kcABBnZ5KZaUotiYmkWjUC8P8tXUry8kh+fpGb799P19xieLI8\nPDy+//77kSNHsnPq1atn8i/lJS8vj77m58+fL27LM2fIkSMkPJz5jdHR4jZ3dycAGTCAbNlC\nPvmEnDtHfvmFqeriRXFVEUJu3ybvv09OnyZXrpDy5YlKRQDy9tui65GxNOPH898j5cuTjAz9\naiNHEoC4uxONxnZt/a/z6BFz8Fu3Lk01NJ9EpUqV0tLS/vrrL/qk6t+/v7maKSNTpklISNi3\nb59Fd8Fj2EUbkpKSYq6dHTt2rEaNGiEhIX379u3bt29oaGhgYODJkydNq80Shl1CQkLnZs1Y\ns+k+QObONaWiuXONX1RKpb5crhypVIn4+xPeY5uXR9q2pZt8yJe9hx1vValUhw4dKuVPLgyN\nhBIWFlbimk+ePElMTDSYdeCAKdZYaiqz1bJl+pkPHjAzV64UURUhCQkJud27M8YBtRfpn0JB\n/vpLVFXmQq1W3717t6CgwCZ7L56IiIicnBzb7FurJTVq8Bp2GV275nO/fH78kVl0+7ZtmkoI\nISQuLs6Mz0NzkZGRERsba4aKdN+T5OhRk+tIT0+nX4bjxo3LzMzMysoKDg425UPR3NB7UCOx\nD4OkpKSkpCRbt8KY7OzsqKgoW7fCgPz8fAmePtOwgmHHM2IdZDH35HHjxh04cKAOx1h5+PBh\n7969r4v3o7IQ0dHR0bqA6QBWAd8JEyIYw0bhUihASDJQcdYsxe+/337ypMrTp54ZGcjIAIAd\nO/Dxx8bbzplDBw0vV668zTCmoFKp1Gq1ROeDv2XLlq5du5rSvGIZOnTo4sWLb9++nZ2dXXxM\nOJ5Q4OXLMwVR4sG4OKZQtap+ZmAgXF3x8iViY3k22bIFiYmYNg0ADh5Egwbstsrr1+3/+Yen\nDTQtUrduIhpmJmTxBD9z5zInV6EA9+D4+6e8915ljUYfno2N3fP++6heHYMGoV8/67YV+M+L\nJ+ijT6EoHFZJOFFRUfSZEBoaqtFo3N3dz58//88//3Q0dWDXXMjiCeHI4omyjvEx+vfffz/7\n7DNapp71F4ycn0qBWq02cvKtUKGCdK7siIiITh06POSEfvgJiGJtDuE8fpwYGekPNKpQIbdv\n3y8AX2DS06c/ffppvadPDTIzTJgAXfQ4hmvXWKXFlfLl6d1Fw6K+9tprBw4coN119vb2K1eu\nHDJkiOi2CaC2LlhdYkkaCL14gsU0w4512Q4MNJhPHf4Ke/tFR2PYMMyahSFDMGgQ3noLb7zB\nJhWt9OmnypQU/h3ZyM1OFk/wQ9OP+vmhTx9mTlgYfH1x7JhXjx4G3mxsvpOrV7F3LwYPFneB\nmYn/uHiCfkZWroxSxGFmRVeNGzemDy5vb++uXbva/OKXpve9LJ4QiDRPn2QxMOyOHTvWqlUr\nNjlVkyZNnJycXn/99RPiY4nxMmPGjCZNmgwZMmThwoWLFniU8h0AACAASURBVC1677336tev\n/3HhLisbYZeXpzLsf8oAvjIhD0dk5C9AInD92bM+kZHfAAB+2Lp1+vTpAO4BBoE72ZBRT59i\nxw5s3w5CoFRi5Mg0XdKFjz766NatW8ePH+/WrVvbtm0BTJs2zXLHjdVP/P3338V3MunFEyym\nGXZsFC6jDJJVqgDAw4fo2xfNm2PhQmb+8eNMB8+uXUzn6IMHTMS7xEQFJ7saAAweDAAVKwJA\nRAQ2bhTRMDMhZc9fm4kn8vNBz9R772HoUCgUaNMGt24hKQl16nh5eRlIvH18jLe1hY3+HxdP\nUJusdNnbqGGnUCjq168vqdewNO9BWTwhEGmePsli8ECfP3/+rFmzttMEAEBYWNj27dunTp26\nkH2hlo5Ro0adPn26Xbt2Go1GrVa3bt365MmTo0ePNkvlpadWRsYmQAH4KZWjy5f3dXYGkCAk\nNIkR9++zkQAP3bmTBgDIyclhQx/fBODiAjrMRPuWsrLQqhUGD2a66+rUwfr1aSoVAJVK1b17\n97CwMFdXVwCHDx+OiopatGhRaX5p8bDfaiNHjvz+++/FbVyuHBwcAEDUEDYdj3N3N35/01D1\nly9j/3788w/mzQMNm8kNoMryxx8A9DEC33gDAJRKrF2LZ89w4gSj2927V0TDZCzHvXugcvvQ\nUPTpg4SE4oJRs9eVkxOT1G7DBvNEI5KhZGUxEcKpANlUqJre29tbgpn9ZGReEQwMu5s3bw4Y\nMMBojcGDB9+8edNc+6tSpcqoUaPmz5+/YMGCMWPGBAQESGgsv0mTvh073ura9V5q6rqUlGZV\nqwJIVqvFhtt4fu1a8Zk6PgW07dqBZmtNSUFSEnr0ADduXM+eANLS0gBUrly5Xr167BInJ6fa\nhfN6mZWgoKDqup6zf6izWhEkJycbZ4RUKkHTQe7ahS1beLcyJi8PW7cCQGGlSGEPwqNHAYAb\nMbt6ddAvObpo61YAxN0dq1fjtdcweTI8PODjg9BQvPUWAH6PPQsjZ57ggfWspcHq/Pyg86jT\narURERHGUZao0f/GG0wYjoMHYfWMOP/lzBMbNjDxNXv1ErtpbGzs22+//cMPPwCgeRT8/Pxi\nYmJeiI15ZEnkzBPCkTNPlHUMusp5Rxns7Ows5/QdFRUVEhJSfP1qtfrq1auFzyjNc3r8+HFn\nZ2eFQkEIycnJAVCaScycqVQqM+7ezcnJcXB2BvAEuLFjR0pAQFHbut28+cLFJadyZTqJgoIX\nv/9O30g9e/bMzc09fvy4QqFwdnbO1nX+3QV2pKW1VKlqAGn37qV99lmQ4bjSlWbNfp8379y5\ncwAcHR0jIiLi4uLM8gMFTnbr1m3t2rX0BJ0/f76olXNzcwkhd+/e5S6t6OcXBCArC8OGXfH0\nfOHkVGvNGm2lSgnDhvHu1zUurkV6OoCYDh0eHj/OXZrv7t5OqVRwTn3q5s1RjRo1jIpyATJC\nQh737p3ZtWuVn38O2LABUVFXVqxoevAggKS2bSOSkrB4sbOzs+LCBbqjIHv7aoA2NvbS6dPZ\narV1jiSddHR0zMrKSk1NzcvLs+Z+hUxmZGQ8fvyYXqLW3G+1v/6qDGjt7C6lp0N3jqBLQpWZ\nmZmQkMBtVe2qVX0SE+MrV85o3jz06FGFVvswPDzRw8OabX758iUhRKlUSuoM5uXl5eXlxcbG\nmlyVKju7xbffOgE51apdsLcnIh+qmzdv/v33348cOVKzZs2oqCi6QkxMTGxsrHSOlTTvQQAK\nhSI2NlYKFxI7aW9vn5OTk5KSIqlWqdXq58+fA5BUq0yYzMnJsfRHvoFhV69evYMHD9Yx7Dj5\n7bff6pauc74YgoKCSszNqlQqXV1dCxt2tJvBxcXFxcWFHjvqlFOaSXt7e6VSqVKpFAqFV2Ag\nrl9/BpR7+DA7OJh3W/eLF2uMGVPg5nZ13z7/X38td+YMCgp26b7Axo0b9/z585s3b7Zs2fLl\ny5fHjx93dXV9+fIlgKGXLrmpVJGAb2SkytDDKcvNbcTixTd0o42enp6enp4ODg5m+YECJ9u3\nb7958+acnJznz5+7uroWtbKTk5NWq6U9K+xSLatsJcQ7KanckydVfv8dQM5bb+UGBBSuylN3\nAZDQUDp8w12aXbOma3T0yyZNNK6uHqdPe9+4Ufn8ecekJAA5oaGZvXq5uLho6tenu6tKO+2A\n9PfeK1yVuk4dAEq1usqJE4+7drXOkaSTzs7ODg4Ojo6OKpXKmvsVMqlSqehTxsr7dYuLA5Bb\nrZqLpydvq+gtz24bs3jxk+hoTfPmCpUqNzjYOSLC58aNDFdXa7bZzs5OrVYrFApJnUFHR8fs\n7GyVSmVyVTVWr3Z6/BhAet++zm5uYpuRkZFBH8g///wzVVxVrFjRy8tLUsdKmvegg4MDvdql\ncCGxk05OTvRwSapV9CPB5s0w46QFIRxOnjzp7Oy8fv36vLw8Qkhubu7atWsdHR3/Ml/0L+kH\nKGb5cf16eojuDhtW5EojRjCRn/r2ZUNwTQUAODo6cuOWxcbGTpky5XdDDewMoKBQBK+NbOJz\nQKlUrlu3znK/sRgmTJgAoFy5cqK3vHxZ/3NWriSjRzPlY8d4VtZoSIMGzArJyTwrnDtHhg0j\nd+6QEyf04eho4Ycf9OuwUW0BUqkS0Wp5qsrLI76+cqRiCxIbS1q1IlOmMJOpqSQvT790714y\nYADp2pV8/z0hhAQGMiGpTWDGDOaMz5lDunUjq1eXuullmbffJt7e5MoVcVup1SQ8nCxcSJYs\nYe6p1q3Jixcm7L9Hjx5Gr5UVK1aYUI+MzKuADQIU//HHH/7+/kql0s/PT6lUVqhQYf/+/eba\nmfQDFHO5evUqfUj91KAB/xpqNalYsXBs1Z4Aigjwm11IirGVu227dsdq1WJt+dq1a180IemC\nmfjqq69oM1JSUsRF1s3LI506MckegoKIoyPz68LDeVY+eZJZ2rFjCdWq1cTb2+BQ37nDLLpz\nx2D+4MFFVjJoEAFIlSoifo6McAYMYE7B7t3ku++IgwMJC2MyrERHM5cE/fvzT8aY+PxzU3YU\nHc0Y8ezfhQvm/SllhuPHmSNQuzZp04Y8eCB0wzffNH52bd9uWhOacYK6A6hcufJ/I5CsjIwl\nsE3miby8vJs3b+7bt+/atWvUicpc1K5dOyIigjvnwYMHDYoym0rCQpknnj59Sstqtbq8gwOA\nN1xcyN9/k8IG6OnTzAPR3p59OB4F6FbvvPMO7y7cDGNEzQXUwA/AwLp1+/XrN2rUKDp/+vTp\nNBbxs2fPHj9+bN6fKYQ/qMgUeP/991Uq1Zw5cwqvw5N5gmX4cOPXxqef8qy2eDGzVHfYi2Pa\nNH1t9vaE7e5NTOTu6PmyZcm8nX+EkJkzmW2t++J5JTJPPHtGHBx40ki0akUuXyazZhnMbNeO\nKfz6a+GaNBrN3bt384vJuUcI+fVXgwrZ7ltLIrnME8+fk2bNDI7D5MmCNszL4z61CEAqVyap\nqaa1ItAw/OTAgQMJIffv3880LR+jZZAzTwhHzjxhUaxg2PHEr3JwcKhXr16fPn0aNmxo3qBN\nEg9QDMOI23Z2dm9WqwYgNicHHTqgQwfcuWOw9rFjAKBUYtw4AAeAUQEBXRWK1Px8AG3atOHd\nBRWcvvPOOzRQ0D1gJTAa2Hn37t69e9evX0/XWbJkCe26s1UQ8LCwMFoIDw/XaDQ7duwovE5x\ngfhr1TKe88MPyMmBVouMDH3guvPnAaBGDX0E2mJYsgTu7kw5MBBslCzDkEs5DRoU2SpfXwBQ\nq1FUBGPLIC7zxL17sOIZN1vmiaNHkZ/PM//8eXTtii++MJh56hRTaNiw8BaEkJJzPHTqBK6f\nSillobGxWLUK6enFryW5zBNTpsBIt37sWBGrGhIVxcSaoUFklErcvAmTIuVqNBojXSfNFSu1\nY8VmnrB1QwyQ2lGiSDnzhK0bUjawamBSiQcoBuDj48ONgujt7g4gnZAdWu12QnD3LgBoNMx7\nl4Zqq1ULkyfHBAW9rVBsiI/XEgKgW7duRf2u8PDwzz//fM2aNVWrVgWwC1hQaJ369euzA7Ke\nnp4+RtHdrEJgYCAbqRhAXFxc4QcQT+YJFhoQmEtODoYMgaMj/P1RowYWLoRazbzgdaGYS0Cp\nxPLlTJlrEDg7w8mJnfKsW7fIUJZ+fkzBuiEGRGSeWLIEwcEYMcLyjWIwW+aJs2cBwMGBiRdI\noZfx8+fMZPPmaNxYv7RCBSbojyEqlcrf37+Er0pXV3CuT6xdi6wsE1uek4POnTFhQomHXVqZ\nJxISeCIK3bqFxYvx3nsIDMSVK0Vuq/Mzwfbt6NQJixbpQ4uL5P79+9xwOa6urj179gTg6+vr\nVooMFmZHmqkL5MwTApHm6ZMsVjXsJB6gGDqlJzvpVa4cgExgMDAE+PfiRWRkoGZNBAQgKYlG\nRDvr7X0/L2/vyJEaXX/M/Pnzd+zYUVQ0/4YNG86dO9fHx4ftvMwotE779u3ZspOTEw1NbH1e\n48g41Gp1PDd6HADezBMsXMOufn3mZb9/PwoK8PIlACxZgjZtmJdxp05C2/Thh5gyBUOHwihy\nMmsfODk5+/lxT6IBrGH36aeIihK601KjEBg2/eVL/PQTAJgvj1+JmC3zxL//AkCLFkxcurZt\nMXcuVq7Ur/DmmzhyBDNm6OcU0asN4MmTJ3Xr1q1Xr15xEdq6dwd0eecyMmBCuE261YwZTHTD\nffvw8GExq0sr88S+fcwX5tKlCAoCVTBotZgzB9u24dEj6JJD8kAvMDc3vP02jh7FzJkm7H/j\nxo1ffPHFNRrWWMfgwYNDQ0MBeHh4SOo1LPQetC7Ozs7m+awyK3LmiTKPRQd6LYqlxROEkBW9\ne3OP1bZu3ciUKYxLypdfEg8PqnF1c3OjVpqHh8f48eO1vJLMQowbN66ok3KHlQXYlBGGHRhr\n1641WmH58uUNGzY8xit35Wpje/cmrVvzeF+xf48elbat4eFMVdWqFbdaQoJ+p7VrE6k5vX37\nLdO2ihUN5hcUkFLox61BXh5xcSEA+d//yLVrZPZskpBACCEFBXqB0alThBCSmsqoKOrXJ0U5\naBIyZswYetWNHj26yJ1qNCQmhsTEMPVT/XhmJrl5U1Cbs7MZZS73b/Fi8uSJmF9uO6gbq48P\nM/nyJWndWq8ZB4iLC788nBDSvDnj6WgqsbpA3wEBAQCUSuX777/v4eFx5MgRk+uUkXkVsI14\noqxgafEEIST8o4+4ls1we/vrQCaQDpCWLQnwhqFBNn36dOH7SktLq05TZgFKhYIdui1XrhzX\nRdRW4glCyJQpU7i/rqOhcPX69et0vLhHjx48G8fG6l8wH35IBg8u0qqrXt0MbU1OZjz333gj\nISGhSPGEVktcXfW7PnFCv2jNGlK1KqFX1K+/kjVrzCiwECqeYIPmODjoZyYkkBo1iJ8fefKE\neU9nZJDvvyd79hBCyOPHZPRo8uefJrfNPOKJFSuYlhe+JXv1IgBxciLsXmbOJPXqkWvXiqpM\no9EE6G4NHx+flStXFiek0GqJszMByMSJJC2NBAURgGzaVHKbN27kvyBVKrJ8Oe8W0hJPvPYa\nveAzMjJiY2OZmcuXG/wWXiN161Zm6fjxJu/85MmT3IdDUFCQ0QqyeEIIsnhCILJ4QhS2SP4t\nYYycRr0M/U42qtVNgECgKvDon3+uA6cMN+/QoYPwfXl5eX2mGytpXq3aN998Q33pxo4dyx0a\ns6Efq1HX97lz57hZnv744w9CCACaecIYriuSp6exXzZ3aaEgWKZQsSIOHcKkSVixojg1gEJh\nkOOcJqEHEBeHCRMQF4clS/DgAfr1w7hx+OsvMzQMgHDxBDuqlZ8PXWB6LFmC2FgkJSEoCNWq\n4elTfPEFPv0U/fvj9Gm89RZ++AHDhpmcONUM4on0dMydCwCBgXj7beOlH34IBwcMH673g/zi\nC9y8ySuboOTm5tKUowBSUlImTJiwZs2aIveuUDAD8Zs3Y9483L8PABs2lNzsQ4f452s0+OQT\nRtZjvERKru40CWGdOgaPCJoimaXwQPbNm5gwgSnrBFJiefz48apVq7hzOhXyppDWsZLFE2KQ\nxRNlHdmwM8BIPBEUFGR0gDRAGpAJbC4oWAMQwN7OrnXr1nZ2dn5+fq1btxa1u0a6+E9BLVo4\nODicOXNm9+7dixYt4q5jK/EE3TV3Mjc39z59awIALuj8wOLi4mg6DQM8PPSiRW9vA9fsnTvx\n009QKFC3Lr7+Goa/13Tat8c336BePaOTaExoqL4cF8cUrlwBfbzevIktW5hyIZ9CkxEkntBq\nobNmAOgVmqzsMSsL8fE4d06vfFy0iPGCf/YMkZGmtc0M4okvv0RGBgCsWIHCLmh9+yInB4Z2\ngBGPHj3iWr1xcXFGT/Dw8PDiGkANu+fPwdp/Fy7gyy9LaPa5cwDAfkSFhBgs7doVNWogOZk7\nz8biCY0G16+jUSOMHYuEBEbZHRjo7u6ujzZQvz6+/BLvvcdMGl3DBQUYOpS5tDp0QL9+pjVk\n3Lhxe/fuZScDAwNXrFhhtI4snhCCLJ4QiDRPn2SRDTsDjMQTdTp0+Ful2qdS1S30ujoO/A0A\n6NCixdmzZ2NjY+/cuSNW5cDKTmuFhACoU6dO//79VVxRoU3FE6xhV15nloWFhXXt2hVAdnb2\ndV0Sd61WywZz1mNnB7bZ5csbGHbduqFPH9y7h8uXMWUKzO2la3QSjeH2UrCe8qzfvVaLpUuZ\nclqauZokyPP32TODcCGvv44WLfDwISO+ZomNhS7dHHQp1ABOb59ISiueyM1lujYbNcKbb/Kv\nU3T9hJAePXoEBgZOmjRpw4YNu3btAuebgT2P9+7du3XrVpFtqFGDKXDNwW+/1fd6Fmb5ciQm\nAsCYMWjWDOPG4ZNPDFbIysKDB9Cln6HYUjyRmoqGDdGoEa5fx7p1CApi5gcG2tvbe3h46Nec\nPl1/DbNhfV68wLNnCA8HPYzz5uH4cUExhviIY7+IAABvvvmmvb290TqyeEIIsnhCINI8fZJF\nNuyKJSio7bVrfW7caMft5gEAXALoMN4bXboACAgIMOGyK1++fO/evStVqtSnTx8ztNbcsB9t\ngwYNogWtVnvkyJFJkya5ubnRpJCUK7yBFdi+DR8fvWFnbw/6EgoKgk0M1r59ERAA+jC9fJmZ\nuW+ffgU2doP5DDtBcI4nANy/j0uXULMmjHpD167lj3Knc2YXTUICWrSAyeL0H35gzOL69SE+\nAeLVq1f/+usvAKtXrx41atTAgQM3bNhAM+/5+fm9qbMUs7KyGjRocODAAf5aPvkEXMOCxmZ7\n9gyFupEMmk3p3x+XL2P1aui8+gzQhem2PStWGJj49CpVKhkNshHlyzPnIjUVAPbtQ5Uq8PWl\nETdhZ2dsxYokMzOTLdepU2emSaJaGRkZCyEbdgYkJiY+0+WkZ6hXD6GhVapUoVOTPv6Yht9k\nu1a6v/VWafa4f//+J0+e1KtXr6gVUlJSErgjdFakXbt2y5YtW7ly5bJly7hJi7/77js6cMaG\nO+GPScEaduXLo3VrJrZw//4mvP5FkZiY+PTp0yIX16mDuDjMmwcA0dFIScHZs+DtDSrKsMvK\nwrZt2LUL7dvjl1+ENKmgoCAiIqIEZxrWMuMen8I+JdSzqjDnz6NJE7z1FgqlrSuelKVLcekS\n1q/HxIn6gHPCOXyYKXCdFwVzWWdbs+6bP/74I73g69WrV79+fXZNQsjXX3+9e/duHj+b4GB9\n55OTEyIiGCvtyhXk5OCjjwxirKxZg9deQ0QEAHTuDNZ9onFjeHjA1RVHjmDNGsbSvXoVL16w\nm8bHx6dSU8mipKdj61YYPYjY48zt0R82DHXqZGZmGt+ADg7M59OOHRg0CO+8g8xMaLXIywOA\nBQtMi0XMwhp2vXv3vnPnDu+wXUxMzAvOobM59B6UmpPWkydPnlg3pqYQcnJy7t27Z+tWGKBW\nqyV4+qSLRaUZFsUSqthHjx7x5si6cuqUq719q6AgQgi3d8rP0VFgcBOTSUpKevjwoUV3IQSD\nsR4drVq1ql27NoA+ffrwbNOqFSO+o/rHmzfJihWmZRkXRVEn0YB9+/Rha8aMIQCxs2PSj7q5\nkUqVmCgtvPTpo1cd1qolpEl5eXm3bt1SFx+yZPZsRpLJamPZP24MC/qnVJIWLYhSSRo3JvXq\nGSz64gshTWLJopEv6N+QIaK2JVot8fQkALG3Ny1bK5tDj0WpVFasWBHAkCFDHj161KVLl7Cw\nMO7lN3PmTJ6KGjdmfkK9eoToEqGGhpJdu5j5NO3ykyf6g+nszMRkYXn2jLB66j17mNX+/Zdd\n/uDBgyIF12ZkyBDm0srOZuakpTExYtq0IX//zVyfAPnpJ0JIamrqvXv3jCupUYNf8+vvX2QM\nFMGwY6wrVqwoap2oqKjnz5+XckdmJDc3t+R70Oo8fvzYVkEPiiEzM1MiIbdYpHn6TEMOd1Ic\nljDsXr58WVToBzZtbm5uLusVMbxLF/M2oDA5OTlZWVmW3kuJVDPMEODj41OhQoUdO3ZQNVzT\npk15tvnqKwIQb28rGHNcijmJei5dMn7htW5Nzp8nn39Obt8mnTsTgAQFkdu3jTdMTjYws5RK\nIb9Oq9WmpaUVt0ZiIqlZk7FLVq82blvlyqRPH+Lurp9TqRLJz2eCWRw/btAkw6g0JZCTo3V0\n1G/r4ECuXBGxeXQ0s+HKlSK24lBU5j0AU6dOZVc7zPZXAd7e3jxRD9gwH9Qcp/EmHR3JvHnM\n/IULCSHkxAn9j+3bt7iWXbvGrLZ8OfnkE3L8OCHkxYsX5k2fzYNGQ7y8mF0fOUImTSLdu5Pp\n05k5R48SQsjixaRyZfL11zS6YX5+fkZGhnE97GcV/evaldSrR1xciorkIhxWKTV69OhiIvhk\nZGRI6jVc8j1oC7Kzs7NZ810yFBQUSMooJ1I9faYhG3bFYYUAxUWxa9euKlWqBAQExMfH26QB\n1qehLjhFgwYNOnbsyHYi0iDGFY0C6rJERko03Cs3UjH9mzBBv5R2ngGkalWmeyMvjxw4QH76\niaxcabyhST1VxrD2x9dfk507jXfRrBkhhBQUEG9vZk6DBgabDxigX9nTU8R+d+ww3lfTpuTX\nX4VuPncus9XlywK32LVr17p169h+bioJ5FVvLFu2jN0qIyOD6wywdetW43pzcoidHQHIlCmE\nEP1pev11pjBoECFEbzT37Enu3i2uoZmZjLlMDd8qVQT+wNJy44bBeeeeGhcXIjzi4IED+tDQ\nw4ebsYGsc+06GhFaRkZGDLJhVxw2NOwolh6ElRQ0y5lSqXxh2EG1cOFCAAqFQmpfeCVQUMAE\nNGb/Vq3SL/3rL/38c+cIIWTYMGMDiLVpVq82Q3vefpsApHp1kp9Pjh7Vd8vRAjvSvWEDM8co\nKHRmJpk8WT8mW7j/piho9ODy5Un79iQ0lNlcoSB//GGw2suXZOFC8vrrhJtl5NQpxvTx8BCY\nGGPbtm3UJjh69CghJCkpiU5Omzbto48+2rRpEzeYyJ+GUZdr1arFLnJ0dExNTTWufcoUUrcu\nuX6dEEJ++435Lfb2TKFVK0IIeestAhAfH0HDkezwLj0mpQ/jLIT1642vNPZv8GBxVdFuy4AA\n82ZYuXPnDj0L27dvN2O1MjKvCHKAYmvDI54oGoWFRQAUG4onuNBYejVr1uTGpkpOTqZvYkKI\nn5/fORoYzFQIIffu3St9YMwSxBMUlQq1axvMYeNHAKhTR1/+5BNs3sykcGVxc8Nnn4HqoAuH\neilECeKJly+ZSpo0gb29XkHcty/efBMeHtCpktGnDypWhJsbjPLRubtj2TJ9xs9Ll0psEgBo\ntThzBoCme3ecOMEEGQZACFj96eHD2LABDRpg7lycPo3OnXHiBAA8e4YBA0CDzw0YAGGBLU6d\nYkJ604CIEVTBAHTo0GHjxo3Dhg3bostq7+TkZBQVcsWKFQMHDpwzZw6AvLw8o8wHAPD117hz\nh1GJsp4DbEjtGzfw9df4/XcA6NZNkIKnZ099mRA8fmwN8QRVkxRuXsOGWLuWdwse8QRl5kx8\n9hl27YJhBKVSwg6L1+HeJoWQxRNCkMUTApHFE6KQDTsDJBhxWyJNGjt2bNOmTelrlUWj0bB6\n4dzc3A8++KBdu3YLFizgJqgQCCGkS5cuwcHB7+liq2ZmZnKjKghHaCoFoxA2vr76ctWq+lAs\nV64YW3UAGjWCSsXUIOAJWELmiYkTmUCytELWsPPzwx9/ICMD77zDzClfHjExePzYwOZgYcWJ\nCxeW2CQAiI+nsWoLmjYFgG7d9PbQzp2Ii8Phw+jRA6NGgQ1MTQjWrQOAlStBX0grVjBzBJCV\nlUULCQkJkZGRmzZtopMhuuDAb7/99gcffGBnZzdr1iyjYITdunXbsWPH7NmzaVjH2bNns7Xx\nEBwMo8hqL19i2jQAsLPD/PmCmmt0hcTF6fMEvHyJPn0wZozJCT+K5N9/AaB1a318RzpOPWoU\n+ARMKOYR4e2N+fPRsqV5G3jz5k0Avr6+ND5AUUgtp4KceUI4EnnpcJEzT4jDov2BFsXK4glb\nIRHxBC/Z2dlpaWnBwcFGF9XcuXPFVhUVFUW3LV++fF5e3q+//urj4+Ps7FzUKV61atXMmTN5\nU4gKPYkHDxJvb+LkxIxzGfkCLlnCZB0FGEEi92/BAkII+fBDAhBf3xJ3VYLnb0gIU+2OHYQQ\nkptLXFwIQMLDS/4VXB48YOrx8BA01Kgb89VSl3xCiFpNRo1iKmndmiiV+p/cvTt55x0CkAoV\niFZLmjYlAGnSRFQD39LFBhowYICfnx8tOzs7G4kh8vPz09LSinJ1GDJkCN1w586dxe2MO5DK\nLbdtK7S59+4ZqFJmzdKEhGi6dCF5efoB06Iz3pqCWs249E2eTAYOZHaxYQMpLHrlwC+esBg9\ne/YE0Lhx4+JXk8UTQpDFEwKR5ukzDdnHrjhs7mMnyit6wAAAIABJREFUQ3n48CEbwZjSwMi1\nXwBbt25lN+fmnaxYsWJeXp7RypGRkXQcfPfu3aVtfe/eBCB2djx+SA8fGhhzQ4aQ3btJrVqk\nYUPGiW3RImZRaSzv7Gy94RgZycw8c4asXy/Qcc2A4cOZqmJi+Fd49IjExRFCSF4eY5wB5NEj\ngxWqVDH44TVrkq5dSXS0XnnAKhImThTVOjaZMjcnQVhYmKhKEhMTafqHicXvfcsWppFKJfnl\nF7234v37Ina2Zw/ZuJGUK0cA4urKVNKlCxPkBSDvvEPM+GKOjGSq3bSJMbvt7IgEoh1xad68\nOYCuXbvauiEyMmUS2bArDtmwkw4JCQnu7u729vY0eoW9vb3Yjs8JbGLyQly9evXw4cN79uxh\nV16rczYaMmRIySHriufTTwlAAgN5FqnVjNCS/l26ZLzCpk0lWFFCuHyZqeTzz02vhOWff9ju\nJf1M1kD84w/i5EScnMjatcTPj1mzXTvjSriB9Hr3JpmZzHw2Agj7t3+/qNZRm8CIadOmif2V\nrVq1Yjt3i1tvxgyiUpFevYhWS1auJIW1tAJp2bJIQQNA6tYlV6+aWDPLo0dk5ky9DJZG3Ttw\ngJw5U9qazU316tUBDB061NYNkZEpk8iGXXFYwrBLSEh4+vSpeessJc+ePZNgBEvKkydPWLsq\nISEhNjaW7XiLZDufhNGiRQuj932ozsNp0qRJNBzG+PHj6cpjxoxhV/Pz83vw4AG3qoSEBBFR\nZBMSyP/+R6OU8cCOxjo58XTpHTjALD1/vvidqNXqu3fv8gf9YoWuIo9YUXsibm4EIPb2JD2d\nEELWriUqFenfnxw6ZDC0Sv9CQyNv3DC2wj/5RL8C96cVFOhj6alUZNgwsaFu69atyz3FzZs3\nf/ToUeEhV41Gc/fuXd5xdgrrnHfz5s0SdvnyZenj8ZJ+/Yoz7AAyenRpd9Gpk0EXqZhoeRkZ\nGbGxsaVtgGCofGrSpEnFr3b//v1M9pNAAtB7kCcCok1JSkpKSkqydSuMyc7OjoqKsnUrDMjP\nz5fg6TMNWRVrbSToNCrBJrFwPX8rV65cvXp1f39/OvnHH3/cZz3uBRAdHW00Z+rUqXTE7bvv\nvqM+s6tXrz5//jyAx48fs6slJSV9/PHH3A2LEk/k5+cXnonKlbF8OXRDhMawKa1CQnikhZUq\nMYXkZP7NdRQnntizBwC8vAxkuSbDKgPUaiaP1pYt0GiwZw9GjTL29G/UCMeOqZVK48PFZk2t\nVs3A9V6lQv/+AODggCtXsGmT2OxwRnKHTz/9tGrVqoXV5YSQ4p3KG+gSpEZGRpawSxcXM6Sw\nY080S+fOWLcODg5M5SYn6gWg1eLSJUZrTOnVC46Owiuw5iNCrVbTk+hdUlIyqckCZPGEcCT4\n0pHFE6KQDTsDfHx8vGgMC8ng6elJQ41IEC8vL6Pnu69OWzp16tTGjRtnZGQIqSc7O5tGkRg4\ncCCV2ikUiiZNmtBBH649NGPGDADxVEOq4/Dhw/M5OkcvL68jR440adLk559/fvr06alTp+Lj\n49944w1vb++zZ8+K+4WNGzMF3mS+gg07e3t7f39/u8IxQdLSQMN2DBpktpgU48YxZsG6dejX\nD9evM/Pj4gDDTKMDBsDXt0qVKmwmFQY2jIWRLBTAwoUYMgTr10MXsFoUbNICAG5ubu+++y7v\naiqVyt/f37Fo4yY4OFilUgG4cuXKoEGDunXrZtnIGkaGXffuOHIEo0frBcsPH5pe+ccfo0UL\nA5u78GEvFnd390qFTU/LwN7R3IiDvPj6+nJDI9kcBwcH/nvQpnh7e5doIlsfFxcX3vy/NkSa\np0+6WLQ/0KLIPnYS5LlhFvlLhf3S+GD7XcLDw6Ojo4cNG0Z7qnv16sVWRbOF2tnZZWdn05eK\nQqFgO3tUKlWCLu9nnz596Ew3Nzf6IGATG7QVroik/P03Mzr21Vc8SwsKGIf6UaPEVUt58YL4\n+zP1m/dKNkonxf0bP57Urct45UdE8G+ens44F06ebM5WEcK11VrRiMGmQkfq7XUxTcwgoykG\nbtDgTz4xGJSfOZMZ+H750pSa4+P1umxPT9KrF2nUSKLJWgghhMTExNADvmXLFlu3RUamTCIP\nxcqUMTw9PbkfoA+F9WTE6kayAgMDg4KCNm3aRI0zmu6CMm7cOAAFBQUrVqyg3Qbr169/+PDh\n2LFjAWg0mvXr1wM4f/78b7/9RjfJysqiAwpsB/6NGzfE/Z4WLVCnDtzc0KMHz1KVCjSI7pkz\n4qql7N8PNvS0SR1gRTJ/PnSR4QBdIDRK27b4809MmIDDh1FUgNly5TBnDpo3x0cfmbFReXl5\neXl57GR9dpjbJKhMh42YuH///tLUVgLt2+sjMAcHG/R6Ut9QtRqnT5tS82efITeXKbdpg99/\nx9WrPCO/kkF4j52MjIytkA07A0RlnrAOEsk8wUtycjKbFYrlww8/ZMs0lunTp0+LGSl7/vz5\niRMnACgUirCwMO6icePG0Si1np6ebAg0GiTZ1dV18ODBVatWXbNmTbNmzQD88MMPiYmJH330\nUTF+GJmZmYsXLxbxCx0dcesWkpOLHB2jMs9795Cdzcx59KiwncefeUKXhgFKpT4ysFno3Bl3\n7+LgQSZkMRvfGEBYGKpXx4oVrFthZGRkLmtbsHz2GS5dgqHWoZRwx+Xd3NwGDx5c1JparTYi\nIqL4MNddunThTm7fvt2CsfKDgtiI0JmsAyLljTcYO+/vv0VXm5uLXbv0k5z+aVEUmXnCAqSl\npdFCiYadnHlCCHLmCYHImSdEIRt2BkjQaVSCTWLh9fydM2dOkE4HsG7dutu3b1erVi04OPjF\nixdz5swZMmQI14M+ISEhMDBw2bJlAIKD/8/eeYdFcXV//C5LXUDpIBobiCZRo4ItRCUxxsQ3\ndiXN2BLljfqqUaPEEk1iNGjUmPizELuxRNTYYwFRRGwoCEFABGnSYSnLsn1+f1y9GWbbzNaL\nuZ/Hx2dmdnb2MHfmzpl7z/ecrowARwcHBzgwM2rUqL59+w4bNgwAAM/GsGHDBAIB3A0O5pWV\nlQ0YMAAmOqYXOwoPD7ezs+v1fEhs48aNtbW1HP5IW1vw/Ic0AA+rVIK0NAAA+Oor0LEjGDwY\nHDxI30uzeALVIvP15RQszxYYCrZxI4iOBosWAQDA55+re6hsC3UYDXLs1q1bV1hYOGjQIG17\nUvrEEwAAmPGEToJhY2YsWb4c9OpVO3euhJGxpVUrAAswcA3fBADs3Alg0GFEBDhxAsycaZhp\nFusihEIhyg6t17HDTRZAxBPswfChQ8QT3DDrRK9ZIZUnrI5YLG7UFFqkUChWr14NL7BJkybB\nhf3798OFbdu2oT137NiBLsWl9NRrzyktLd2zZ09tbS1FUenp6WjnDRs2oH3+/vtv+iX9zjvv\n3L17Fy7zeLzKykqlUpmdnY0i7TZt2mSyU1BY+CxAasMGqqyM8vd/tjpnDn0vDWnTZbJnNQYA\noMLCTGaPDrTknhAKhZZJIoAa5cyZM3p31lF5AsEQFRmQD48rDQ0NEvVEJLNmUQBQLi6U3tPY\n2Ej170/16EHV1FBZWc9yx3h4aGsalhhWeWLbtm2DBw9OTU1l/xV0CwMAcvXlbiSVJ9hAKk+w\nBM/mMwwSY2dpBAIBo0Kl1XF0dHRGdUsxw8nJSaBpNIvP56MsdIcOHYILc+fOhQsHDhyIjo6G\n76kwfQnkLU05R/z8/KZOnQqHB1555RVPT08AQKtWrdDMLAAgICDAhhZG9r///S8kJASOGo4e\nPdrLy8vGxiYoKOjatWtQPHjz5k1j/upmvPTSs+Qg27aBdu1AScmz7c9jzCE8Ho+ptr5wAcCA\ns//8B/zyi8ns0YGrq8bNbm5u9LNnPtjP4gEA3N3d1dOgMEC5D+Ge6Pjmw8XFRYNWF+ZeEYn0\nJz25exfcvg3S08HRo2DDBtDQAHg8cPSotqZhiZ2dXSstZWR1sGLFioSEBJTrmw1oTNTf3/8l\nxpS0Gq1atcJKw6jhHsQAJycnpiYdA/h8vhsqVYwHeDYfthDHjmAWOnfuDBfQ4DmaAE1KSoqI\niBg9evTixYuvPY8zs7Gx6YNyi2jBxsbm9OnTUVFR+fn5gbSsb46OjvTgPBiVf/To0e++++63\n335D2994442BAwcCAFJSUoz865oBZQqPHwP65IXuCJW5c8G4cc+W16zRnEvlhePHH3+EC6aK\nu58xYwYAwMPDA14MFnDsNIPm/XUnbpTLAXqNOX0a3LkDAACDBoGhQ81pnGbEYnFVVRUAoBAm\nwXlOQ0PDG2+8ERoa+vDhQ7hl8+bN/v7+33zzDQAAxjm4ubnt3LkT6ZEJBAJ2mHU80KyQyhNW\nh155ggEnwUdAQMC3335rjCVRUVHwUI6OjkVFRdoqTyxevBgAYG9vb8rJx4gIzYlFaPUwmlWe\nkEope3uNM7ZWITMz0wLhB8hRAAAUFRXp3llv5QlEUlJSfn7+4MGDAQBh5p/RLiwsrKqqYm4t\nKHjWmjDGQKmkKiuZ+0gk1Pvva7hI5s413ioDKk/QEztv3rwZbszIyBg+fDjcGBgYqFAoamtr\n4aibra1tYWGhj48PAGDq1KlsfoJUnmADqTzBElJ5ghNkxK4ZGAaNYmgSQkfkL33Y/K233kIP\njNatW8PHMMLPz+/GjRtwSMBg+vfvDxc6d+4Mw2w17tahQwcAgEwmUxfzGg6jYgRK7JmcjLY1\nE08cPw5QDYylS01mhqGYTzxRX1//6quvBgQElJeXo1m8SZMmofIk2qBYiCcgAwcO7NChA8yw\nU1NTs3fv3tdee23fvn3GG68RzVa1bQvg8BVM7jN5MvDxAc+Lnj1j5Upw9qyGIzbX9hqGAV0E\nvXbLvHnzMjMzS0pKxowZc/HiRbjx8ePHN2/evHPnDjyyQqEYN25cRUUFAACmENcLbrIAIp5g\nD4YPHSKe4ARx7JpBKk9wQr3yBMLJyQlFKwYEBKCkZT169Dh79mxISAjac9y4ccbnzQ8ODoaW\nfPrppzoasWPHjnBhy5YtsNaFCfj4Y+Dp+Wz555/BrVvPlmkRV80qT2zY8Gxr586gTRvT2GAE\nGipPGEF1dXVaWlpGRkZNTc3YsWMfPnyYl5e3bNkyOFZqZ2e3c+dOvcFzeitPMICRl48fP/78\n88/T0tKmTZt28uRJI/8QjXh5eWmYR+bzn83G3rgBCgvB4cOAosBzD+kZ9Aw4zs4gJAS8+iqY\nMAG8957xVhlQeaIEBYMCAAAYN27cRx99xCjrt2DBAqR3AQAkJycDAOzt7T/99FM2P0EqT7CB\nVJ5gCZ7Nhy3kNDVDoxTAuuAm5qCj2yFwc3ODKZo6dOjg+dz18fb2dnV1PXr0aERERM+ePb29\nvWcamuWBjouLy4MHD6qqqnrpzPTbp08fPp+vVCp//PHHw4cPp6SkqLuAYrF4+vTppaWlx48f\nZ+VS+/uD7t3BtWuAzwczZgCBAHh6gupqQEst9k/kb0kJgEmSx4wBGzdy/jvNgAmjpBMSEt5+\n+225XG5raztmzJgrz+uf7tq1Cy6EhYWxdNc4vV/16dNn165d4uepBCmK2rlz55gxY7jYzgqt\nnsrbb4P0dHDrFjh79llxMHpyMpXqWTacrl1BQADYvh3oUx5wwtbW9pdffpFKpd9++y1LHUx5\n8yJ4WVlZaHLW2dm5Z8+eN2/evHv3rnp55YEDB7JsGgP0HGYFz+h7DJUTgIgnXgDMOtFrVkhJ\nMcx5+Xnxg8OHD99/nrMtIiLCulbR858dOXKE8alcLkeJc/fv38/2oDDMrkePZ6uhoRQAVMeO\nGvJfzJ//LLjq4kVj/go8WbJkiY6upk+fPmbK7MCoHQwAsLe3LywsNMdvaWb//mfNOmDAs4Wu\nXf/5NDv72cadO83x4+jmusj6olq0aBEAwNHRsV27dvTzFhkZKZFIMjIy+LTqGmiYxN3d/fr1\n6+b4EwiEfw8kxs7SkMoTnNBYeQKBXrACAwN79+49e/ZsDw+PifQqCOahpKQEBgNp5DWYnAIA\nAEBqaipcoChq4cKFU6dO3blzJ8rPwiEOb9UqsHw5QKFd0DXMzwf37sEN/1SeiI0FAIDQUJME\nV5kEzZUnDIKukIAEBwejMaR58+axHJ9gU3mCTrt27dAkOxx0l8lkCxcuZPl19hQVFWmewe/a\n9dnC7dvPFugjds8vAxMXjqNZ9fx37uneEwFH7Hx9femF3VxcXD744AMHB4dXXnll/PjxcKOj\noyMq1tK/f3+YMJwNpPIEG0jlCZaQyhOcII5dMzAMGsXQJITuyN8PP/yQz+cHBQX16NEDPA9r\nG2r+5A661QD00O9t27bB+bu0tLSNGzfu27dvzpw56FMOHa6fH/j+e4COjHLsQTcOiSfkcgAn\nvJrLR+jk5ubOnTv3DsyFYRFMJZ4Qi8W3UHwhAD179tyzZ098fDws+AYnZ1keimItnkAgR6R/\n//4ffvghACAmJoau/TQJWq169VUAfVZUXKSuDty6Bc6cART1rAyJq6uZ8tog/+nbb7/VXTP3\nzp07HTp0+PTTTwsKCgAAfn5+8HawtbXNzMysrq5GkQywyoudnd2PP/6IlE+cIvlwkwUQ8QR7\nMHzoEPEEN8w6HmhWSOUJq6Ot8gSiqanJ8tnndTeiWCxesWIFfPYDADIzMymK2s3QMAIAAPjo\no48MNyIwkAKAGjECrj1Lm56f/2xKbscObd+DhvXt29fwn+aISSpPqFSqL774Ap63d999t337\n9mfPnoUfwRS4Y8aM4XRANpUn6KDBqqlTp6JKJPQaJyZBc+UJyC+/MFOZ8PnPJuhtbCgAqGnT\nTGsMgl4QIjAwUMee9LTe8ArPy8sbOnTo6tWrGXvK5fIdO3Zcu3aNoiiY8Q5wrO1BKk+wgVSe\nYAmezWcYFpiKJY4d4d9IfHw8fFZ9/fXXFy5cYIitYODwoEGDNH63oaFBf/zW5MkUAJSPT7ON\nCQnPHvl//aXte3CmuG3btpz/JKvy/fffw1MXGhr6LF0fjYKCAnM/4xUKBVQXrlu3TqVSwTCA\nmTNnmvVHm1FerjmdIfq3caOZfplel8/JyYmiqOrq6tu3bzM8Y5VKxRCHffPNNyx/AsbLmvtp\nRCD8GyAxdgSCWUBi/rVr144cORLOO8CA8cDAwPDwcABASkqK+iyJTCbr1atXQEDA+fPndf0A\nrIRRUQHo5RBQZrtOnTR+6ZdffoFhamiMRC+JiYkdOnTQrVowN0VFRdCx69y584EDB+hx95D2\n7dubO08Bn88/d+7cxo0bZ8+ezePxgoKCAACPdZeCMC1eXs+y2Tk6gr59NezwXEtkchobG9Fy\nU1NTfX39G2+80b9//08++YS+W2lpKRIOQ1555RWWP3Hz5s2HDx+OHTvWeGsJBIK5IY5dM4h4\nghO6xRPWQrd4AtKGlkAOBukPGDAgLy/vyJEjly9fhumORSLRhAkT0G63b99+++23P/roo9zc\nXLlcvlR3bmEUTf/oEQBAIZNVzp8PYE2twEAQFKTxS6tXr4bGSKVSloHne/fuLSws3LBhAyMz\nGXuMF0/cvHkT5sXYvXt3Jy0+Kye4iicgAwYM+PLLL+GgFCwy9vjxY4qi9u/ff+7cOeOtAjrE\nEwAAG5tnSUxGjQLPJ/qbfarR2zMFjFpqZ8+ezczMBACcOnWKvj23ef1iAEC/fv1Y/kTr1q1f\n5uiYEvEEG4h4giVEPMEJkseuGQqFQm/2VAuDYRwrAs9oVjaN6Orq+tJLL9HTZAwfPrx9+/bt\n27cHz90CAMDJkycLCws9PDzWrFkTFRVF/2PT0tK++uqrSZMm0WW2/4Bct127wLp1vC5dvDdv\nfrZl+nSgybzy8nL6S0V1dbWrqysAQKVSff3113K5fP369XAwjKKo06dPKxSK8ePHw/KdSqUy\nLi6OZeZYBsaLJ/Kep2LWW+2XJdRz8YTBBUmhf/n06dO//vprypQpfD4/MzOzS5cuRhqmJ9R9\n2zZw7BhYvhyov1cMGPBPFmtTw/CfZs2aBRdgQViUi5GRf7hDhw4m8cK1gZssAIknWKb6swxY\nnSIEhg8dJJ7AqvmwhTh2zfDy8sLtunFzc8Pz5gcAuLu7U0gGiA0sGzE0NPTIkSNolZ73gZ7c\n6/DhwwCAtWvXMr5OUdRPP/104cKF9PR0DUfv2BHY2ACVCuzcCQD4Z25yyBCgJSHztWvX6KsV\nFRUwhcfRo0fXrVsHAHj99dfhCOLPP/+8YMECAMDGjRtv3rwJ9zf4DdvIyhOJiYnffvsteJ56\n2uDj0OFaeUIdONWuVCrPnj0LF06dOgWTt2nkxIkTSqUyNDRUd8J9Ly8vXb7mO+88y2LTvj04\nfRpcuQJ+/hkAAJYuBf/7n2F/CBvg0CaPx4M3Y11dHfqosLAQOXZxcXEAAFtbW1tbW4lEQh+N\nNgd+fn5Y5XvHs3QBhmUnAKk88QJg1gg+s0LEEwRjuH///pAhQ5Avcu/ePfSRRCJBY379+vUb\nOXKkjjsI6mo10K4dM3y+dWttxqSnp8NcEqjQyG+//QY/GjduHNzy1ltvwS0ol5izszMy45VX\nXpFKpSY7O6xB+mJtWhOrgLJ+oEEpHRpnNFHL5/MvX75sMiMaG6nhw6n33qPMLHuE10PHjh3X\nr19PL9YHADh58iTcJyUlBW7p3r37gwcPNm3aVF9fb1arCASCRoh4gkAwF71797569WpwcDBc\nhZOwEAcHBzRt9/fff6Oscn379oXjH1OmTJk+fTrcqDV+KyCAuUV7Ial9+/bBnLHr16+HtZj2\n7t179OhRAACq13nlypW//vpLIpEge+hR8w8fPkxG4gxLcevWrRMnTsBlU83DmgQUQ/nkeWG3\nlJQU9QJZAICDBw9+9tlncFmpVP71118mM0IgABcugPPngTnLRu3bty8xMREAMGrUqEWLFs2Y\nMYP+aXFxMVxAzfTBBx/07Nlz/vz5phpeJRAI2GFWt9GsmGPE7unTpxUVFaY9ppFUVlYWFxdb\n2wrNlJWVlZSUWNsKJk+fPi0vL2e5M1QOCgQCRm6Ix48fM56Rs2fPrqmpSUtLi4qKghmV4GiQ\n1gxtn3/OGLFTjR2rccf8/PyuXbsCAF577TWVSkXP4fz+++/TbeDxeFu3bmXcwl999RVc8Pf3\nX7p0Kaf0bxRFZWZmVlRU5OTkcPoWZDAt0/Lp06cNOIJGlErlw4cPZTKZwUfQqDdSrxFXXV3t\n7e1N3+edd97RcdjCwsKqqiqDrTIHnTt3BgDY2trCXuLMmTP0P6d9+/YPHjyQyWSDBg2CF5jF\nDHv8+DFWg4Jyufzhw4fGp2w0LaWlpaWlpda2golYLM7Ozra2Fc2QyWQYNp9hkBE7S4Nh0CiG\nJiFwi4+GcFIDvPnmmwCAoUOHMvQWAQEBKOMuZM6cOe7u7j169Fi8eDFMkwZlE+p1tJ6BQvWj\noqiXXxaOG6f86SeNOy5atAhqIPr168fj8ehaRRgiBgCAUYMURf0IpbUAfPbZZ3379j1x4kRU\nVJSnpycAoKSkZM2aNcePH2f5t0MaGxtff/31Ll26dOvWjX2aFQBAZWUlHCuaMmVKYmKi7glr\nTlDcK08w8Pf3Vy9Cj8Y+IWKxuFevXgwV/I0bN8aMGYMGuhjgdsE/ePAgPz8fAPDpp5+2bdsW\nANChQwf6DoWFhcuXL3/55ZevX78OAKAXSjY3uJ0rUnmCPRg+dEjlCW6Y1W00K6TyhNXRW3nC\nKnBtxPz8fI2DQzKZDMXvOzo6qufdhRlPbG1tNQe3paZSTk5UUBAllepOm+7j4wN/ZevWrRRF\n/fbbb4yb1MbGZvbs2fQtrq6u9CNcvny5devW8KMpU6aw/9vr6upeffVVdNivv/5a254SiWTn\nzp1nzpxBWw4cOAC/ZY7C8FwrT6gDc9ag5gMA9OvXDx3zzp07q1evpp9SNCkPAHj77bfv3r3r\n6+s7ePBg+iCBrsoTFqeqqgrVx9u7dy/a/u233y5cuJD+5yOSkpIsZh6pPMEGUnmCJXg2n2GQ\nyhO6IOIJgrlBeU969uyp/ikqRKZ1HlMopPT5AXDEBQIFHIzZNABA586d5XL58uXL6V4I4zhF\nRUVwqK9Pnz7s/8CVK1fSf4jH433zzTf3799n7CaVSlHBUBSPD4d/PD09sXp+I2bS1MejR4+G\nC5GRkenp6WFhYeij9u3bJyYm3r59+9ChQ/TzAAdlwfNkeBiC0gV7e3uXlZUxPmVkJ27Tps32\n7dutYieBQKBDpmIJBGuCqp7DSCYGaNoLllTXgJsb0JezIzU1FS588803UH/g5+cHt7z55psw\nuUbPnj1tbW2XLVuGAt4Z4kcAQLt27aCnlZmZyXJyR6lUbt++HQDQt2/fhIQET09PiqK+++67\nfv36xcbG0vdcvnz5xYsX4TIsYFVVVXXr1i0AwGeffYZnDgI0ZGVvbw9LiQAANm/e/Prrr1+9\nehXttmDBgtDQ0H79+vXq1QtNx1MUJRQK4TI92aEFUKlUkyZNGjRoEKx+q1Kp0tLSNM6LQQ1N\nmzZtEhIS0IWKYMzJzps3LyIiwmxWEwgEjCCOXTNI5QlOtNzKEyxBz8uXNAla9Tt2z4FZ79X9\nraVLl8Lkanw+H2kgkGMXFha2ZcuW4ODg+fPnAwAcHR1PnTrl7Oxsa2vLiP+DwApRTU1N9FFA\nHaSnp0Mp7rRp0wYNGrT5eQplhULxn//8B1YvEIlEkydP3rZtG/rWlStXRCLRqlWrYLwLGskz\nIYZVnmAwZswYGHo4fvz48ePHw7RtTU1NMJ1vt27dPv3007t3786bNw/u//LLL587d+7kyZMM\nuSjdsdNVecJE7N+//+DBg4mJiW+88UZ5efnSpUtfe+21mWq5DymKgj3V5MmT/f39kfgXwXgV\nsXw1MFJ5gg2k8gRLSOUJThDHrhkYBo1iaBIC28hfU1mFfCxtjh1MwYryj2gDRv5SzZM5379/\nf+3atbCe6ciRI11cXOB2f3//wMBAPp8/ePCSXbEzAAAgAElEQVTgmTNnJicnDxkyBH705ptv\nPnz4MDMzU2O5C1T0ac2aNdosefToEaqgunHjRrgAh/o++eSTtWvX9ujRAwAgk8l27NgxY8aM\nESNGHDhwQCQSAQDGjx8PAJBKpYmJiTAVS//+/enCWFNBGS2eAAB4eHhcuHBh3bp1O3bscHBw\nYETU7dixY//+/YyBz/fee2/06NHvvvsuAGDSpElwAC8/Pz8nJ0cqlQKLXPCLFy+GCxKJ5Pr1\n6zABNSN5NQCgrq4OZm/x8fHR2EWMHj36vffegwqSrl27BmmpYmc+cOsciHiCPRg+dIh4ghtm\nneg1K0Q8YXVeDPGEDqKjo+FtEhcXp3GHd955BwDQrVs3uCoSiQ4cOJCcnMzYjRH5m52dvWfP\nnsjISHhwBwcHRsqDhoaGgoICrtaKRCLP53WrUlJS1HdISUmxs7Ozs7O7dOlSVFQUdFzCwsLo\n+oDCwkKNlaZatWoFJwehwXBh165dXI1kifHiCQYKhcLe3h79OTrSu8BMgUqlEkZYurm5gedp\nUMwtnlCpVLBqHOS1116DeXDs7OzkcvnNmzeTkpJ++eWXuro6KKMGABw4cEAmk9XV1Wk84Pbt\n2/38/OjSCotBxBNsIOIJluDZfIZBxBO6IOIJgrlRqVSxsbE6VJ8rVqwAAPD5fOjgwpQfAoGg\nqKhIx2Fh9mNU92zUqFGmMvj27dvwmNHR0YyPRCIRGl1D3oOzs3N+fj5jT1RsFOLv79+pU6eT\nJ0/KZDJ6OF2bNm0wdOt1gEY0eTweG8snT56M/liBQGABC+HIKPIm6S0FXyEgc+fOPXnyJFy+\nePGiBQwjEAimgognCARrwuPxhg4dikp4qQMrzCqVyoyMDIqi4JSZWCw+ePCgtq/I5fLc3FwA\nAJxWCAsL27dvn6kMDgkJgbNvhw4dop7P/B4+fPjUqVM///xzQkIC3AJnf9q0aXPs2DFGlD2g\nKTPat28/bdq05OTkvLy80aNH29nZoZwgfn5+CQkJWBUD1QucZQYADBw4kI3loaGhaFksFlsg\nYgz9BCrUhubpLl26hHY7fvz4+vXrAQCurq59+/Y1t1UEAqFlQRy7ZhDxBCdeePGEXtAgUE5O\nzoULF+rr69EqfTe6eKK8vJweKfLxxx+j4RnjsbGxgQWyrl69GhMTAwC4cuXKxx9/PHbs2E2b\nNgHaMKGDg8OOHTvefffdrKwsiURCP8jYsWOhdzht2rTdu3ej8lwAAKistLOzW7RoEcoFY3JM\nIp5QZ+HChba2tgKBAM2w6yYsLIyetrqiosLc4gk0YgdnYNWB2QqfPn1648YNAEBISIi7u3t9\nfb26eMLqEPEEG4h4giVEPMEJHPMUWBGFQsGoQGB1MIxjReAZzWrJRuzcuTOPx6MoavPmzXQJ\nBUOXShdP0PvxkJCQSZMmmdaklStX/v7775WVlTNmzPjuu++gN0lRFPRI5s2b5+XlpVKpxo4d\nC1MTq2tN3Nzczpw5c/369blz5zIOPm3atD59+nTs2BHlQzYH1HPxBMz2Yir69euXmZnp4OCg\nUQqjTlBQ0OnTpy9duvTrr78CAIqKiuLj4zt06IDKBJsc5An5+/urf+ri4pKbmzthwgSUrgX+\nIXh2EbjJApB4Ar3b4ABWpwiB4RWFxBNYNR+2EMeuGV5eXrhdN25ubnje/AAAd3d3qrnSEwcs\n2YhOTk7+/v5Pnz5lCGPhZCvCzs6ubdu2MEDtjz/+gBvXrl2L9BMmpHXr1itWrJg7d259fX1G\nRgbj0wEDBqCkbpB27do5qVWpHzx4sDa5q0ZBrmnh8/lt27Z10JcC0AC4jjK+//77L730EnTs\nPvjgg4qKChsbGz6fX1NTM2PGDCRkNh6RSDRnzhyUPM/T09PBwQFKcb28vDw8PB49ejRjxgxP\nT8+DBw/C6mHguWPn6uqKYSpBPz8/rGbq7e3t0T2IDx4eHtY2QQMCgUDjq4UVwbP5sAUvJ8bq\nCAQCWH0IHxwdHZ2dna1thWacnJyw6rshFm5EeiIJZ2dnGJCXn59PrzdKr2QQFxcHAPD09GRo\nFEwII2mwg4MDTJji5OSkHi/o5uaG28sMAMDd3R2TsfPu3bvDoEM4v69SqaZOnbpgwQJPT8+g\noKCPPvpo586dTU1NRv7KmTNn9u3bd/r0abjq4uKC0un17NkzMzOzsrISpqfx9/fv2LEj/AhG\nDdrZ2akXxrU6rVq1wuoxTL8H8cHJyUn9tcrq8Pl8E8aHmAQ8mw9bsOvQCYSWBUwLDBk0aNC6\ndevgsrbkdnl5eQCADz/80HwPY4FAMHHiRLjM5/M3btx45syZ/fv3p6Wl4fYijj98Pp+uokDI\nZLKcnJwjR47MmDEjKirKyF+BmaIR7u7uyLHz8fGxsbHx8vJCn8Jc1r6+vqNGjTLydwkEwosH\nceyaQcQTnCDiCdC8uldYWBiSU6A8wIAmnjh+/HhdXR3QUqPMhBw6dOjUqVObN28WCoWzZs1y\ndXX99NNPNU5EqosnrI6ZxBMGozGxH50LFy4Y+RN0TUZoaGhgYCDy+318fBg7z5o1Kz4+/u7d\nu3Cwh4gn2EDEE+wh4omWDnHsmoFh0CiGJiFwi4+GmLDyBBsmTZoE09f5+fnNmDHDzc0NDq6g\nFLKAJp7YsmUL3ALLwpqVUaNGzZ07l1EgSx0Lny42UKaoPGFC6L57r169HBwc/P39YTJCGCN1\n//59Y2ZjJRLJmTNn0OrIkSNtbGxQw7Vr1079K2FhYUgCgmcXgVULAlJ5ggsYXlGk8gQniGPX\nDC8vL9wm8pGjgCHu7u4YBv9auBFtbW337Nnz448/xsXFwbMB5QWHDx9G7+JQPMHj8ZKSkgAA\nn3/+eVhYmMUs1I1G8YR1MZ94wjAGDhyIprB37dpVWFiYlZV19erV06dPQ09dLpc/ePDA4OPv\n2rWL/vVBgwYBALy9veGqXg2vq6srKmqMD35+fiYUlxgPntH3Hh4eGHahRDzR0iGOXTOIeIIT\nRDwB8fT0XLJkCQq2W7hwIQCgqakJFlcFADQ2Ns6bNy8sLAzW98QqqSwRT+jFxsYGKl26d+/e\np08fHx8fV1dXf3//kSNHDhgwAO6Dan4YAEoc/eqrr96+fRuW7oX/AxaOHRFPsAHP6HsinmAJ\nns2HLdh16ARCS+ett96CfVBycjKc0fjzzz8PHDiQmJgIdwgICLCmfQTufP311xcuXICKZjqd\nOnWCU6Ww6Ihh/P333wAAHo83ffr0fv36wY3jx493c3Pr0KGDBfLLEAiEFwni2DWDiCc4QcQT\nGnFwcFi5ciUAQCaTwartt27dQp/y+Xy6kNbqEPEEG2xsbIYPHy6VStUrT8ChNYOnYmtqamA4\n5rJlyxYsWIC2d+rUqaSkJCcnR++EJhFPsIGIJ9hDxBMtHYyGynGAVJ7gBJ7RrDg0IhplGT16\ndG1tLf2j6OhoepEuq4OzeMK0lSeMR2OoOyz/VVBQIJVKOcUFnj17tr6+HkaFAwDeeustxg4s\nJ+nw7CJwkwWQyhPswfCKIpUnOEEcu2aQyhOcIJUntNG7d28+n69UKuleXVBQ0NatW4cOHWpF\nw9Qh4gn2eHl5qfua0LFTKpXp6el0/axunjx5Mnr0aJVKBaPUPT091XNHs4RUnmADntH3GCon\nABFPtHzwcmKsDhFPcIKIJ7TRunVr9YQmYWFhuHl1gIgnuODi4qLubg4aNAiewOPHj7M/1NOn\nT+Fod0lJCQBg8uTJBg9PEvEEG/CMvifiCZbg2XzYgl2HTiC8GPTu3Zu+KhAI5s6day1jCOaj\nffv2cNCOnrlQL/X19WiZx+N9+eWXpreMQCD8KyGOXTOIeIITRDyhg549e8KFAwcO7Ny5MzY2\ntlu3btY1SSNEPMGeoqIidfEEAKB9+/bwUx3f3b59+6uvvnru3Lnk5GSKomABEkj37t315jTR\nARFPsIGIJ9hDxBMtHYyGynEAh7h7BhjGsSKIeEIHEydOPHXqVFBQ0KRJk2Qy2aNHjzCMRwRE\nPMEFbYIA6NgVFhZq+2J1dfWiRYsaGxtHjhxJUdQXX3xBL1NmZF5DPLsIIp5gA1anCIHhFUXE\nE5wgjl0zcIi7Z0DEE1zBpBF9fHwuXboEl2HlCaxCjhBEPMEejeIJ8LzqV2VlpVwu17hDbGxs\nY2MjAADeL9u2bUMf2dnZhYeHG2MVEU+wAc/oeyKeYAmezYct5DQ1A6ueCGJ1HYAOcHMIIBg2\nIs6Rv7hFSUPwPF3aUsr5+PgAACiKqqys1PhEvHnzpsYv2tjYPH78GA74GYydnR1uQ5sAANz0\nHHjeg3h2oUQ80dKx/sAGgUAgtGhQXVdtEbr0iCUej+fn5weXXV1djfTqCAQCgQFx7JpBxBOc\nIOIJlsDAbTyn1Il4gj3axBN6HbuCggK03KlTp8jISLhsEq+OiCfYQMQT7CHiiZYOmYptBiZx\n93QwjGNFEPEES2DkL4bxiICIJ7igTRCg27GjKArqKkaNGuXr6xseHg6nbgEA/fv3N94qPLsI\nIp5gA1anCIHhFUXEE5wgjl0zMIm7p0PEE1zBsBGJeIITLU48gRw7jUPFhw4dEolEAIARI0ZE\nRETAje+88861a9c++ugj460i4gk24Bl9T8QTLMGz+bCFnKZmYNUTQYh4gisYNiLOkb+4RUlD\n8Dxd2sQTHh4ednZ2crm8vLxc/dNNmzYBANq0afPJJ5+gjRcvXpRIJCa5u4l4gg143oN4dqFE\nPNHSwWtgg0AgEFocNjY2cNBO3bGTSqVpaWkAgEmTJjH8Qpzf2QgEQsuFOHbNIOIJThDxBEuI\neIITLU48AQDw9fUFmhy7hw8fwj+EUWLOhBDxBBuIeII9RDzR0iGOXTMwDBrF0CQEbvHREAzV\nAEQ8wQkknrC2IUx0WAVjkujqVwgqIPvqq6+aySo8uwjcWhCJJ6xtSDNwO0sQDK8oJJ6wtiEt\nAxJj1wwM4+6JeIIrGDYiEU9wosWJJwAAwcHB586dy8jIqKysRFoKAEBOTg4AgMfjBQYGmskq\nIp5gA57R90Q8wRI8mw9byGlqBlY9EQTnQBzcHAIIho2Ic+QvblHSEDxPlzbxBAAgNDQUAEBR\n1LVr1958801PT0+4/caNGwCAdu3ame+yJOIJNuB5D+LZhRLxREsHr4ENAoFAaIm0bdsWLkyc\nODEwMDA9PR0AUFxcDOsFjxw50prGEQiEfxMWdexQjHZBQcHBgwdjYmI0ZgewIkQ8wQkinmAJ\nEU9woiWKJ9q0aYOWa2trN2zYAAA4f/48jFWYMmWK+awi4gk2EPEEe4h4oqVjUccOju4ePXq0\nf//+cXFxcXFxgwYNOnv2rCVt0A2GQaMYmoTANvIXN6uIeIITLVE84e7uTg8KzMjIUCqVMTEx\nAIA2bdqEhISYzyo8uwjcWpCIJ9iD4RVFxBOcsEKM3apVq+Lj419++WUAQGlp6bBhw95//33L\nm6ERDOPuiXiCKxg2IhFPcKIliiegPCIjIwOupqenu7u7wyGr8ePHm/WCJOIJNuAZfU/EEyzB\ns/mwxQqnicfjvfTSS3C5VatWYrHY8jZoA6ueCELEE1zBsBFxjvzFLUoagufp0iGeAAAcOnTo\n/PnzUql01apVUqlUKpXC7f/5z3/MahURT7ABz3sQzy6UiCdaOhYd2HB1de3Tp49UKp03bx4A\n4PHjx6NHj54wYYIlbSAQCARz0LNnz8jIyAULFtAfigEBAW+//bYVrSIQCP82LOrYVVZWxsXF\nHTp0CNZMrK2tnTlz5tq1ay1pg26IeIITRDzBEiKe4ERLFE8gXF1d9+/fD5fHjx//559/mnv+\niIgn2EDEE+wh4omWjqWnYt3d3fv16weXQ0JCgoODsXraKRQKHo9nbSuagWEcKwLPaFYMG5GI\nJziBxBO4zTCyDHUfOXLk1q1bbW1tP//8cwtcinh2EbjJApB4AqsAXKxOEQLDKwqJJ7BqPmyx\ncihidnb2yy+/jM8DD8O4eyKe4AqGjUjEE5xoieIJBl988YW5jUEQ8QQb8Iy+J+IJluDZfNhi\n5dMUGBiI1dQnVj0RhIgnuIJhI+Ic+YtblDQEz9OlWzxhLYh4gg143oN4dqFEPNHSsbRjp1Ao\nUlJSSktLFQpF27Ztg4ODvby8dH9FIpFcvnxZfdQKTgJmZWV17tzZ3t5eKpXCQBOySlbJKlkl\nq2SVrJJVDFeB+eFZciotLi5u5syZDg4OMIlddnZ2Y2Pjnj17wsLCdHyLoqjS0lJ1x662tjYz\nM/Pdd991dXXl8XgURcFYXWNWGxoa7O3tvby8jD+UqVbr6+sBAO3atbOuGRpXKyoqlEolHMbA\nx6rS0lI+nw9fhTGxysnJ6fHjx126dIHJfTCxCq5mZWV5e3vb2dnhYxVFUdnZ2X5+fnw+Hx+r\neDxeUVGRjY2Nq6srVlbV1dVVVFT4+vpiZVVubq6Li4uTkxMmVsF7MCgoqLGx0eonB602Njby\neDxfX18cmgyt2traFhcXd+nSBR+rlEplWVlZ165deTwePlYZtlpSUnL79u2xY8cCs8GjLOjY\nde3a9dSpU926dUNb8vPzx4wZk5qaasDRysvLExISJk6caDoDQWFhoZ2dHb06kNUpKyuTSqUd\nOnSwtiEaKCkpUalU7dq1s7YhzcCwEWUy2aNHj7p164ZhjMjff//dqVMnZ2dnaxvyD0qlMjMz\nMzAwELc4hPz8fIFA4OPjY21DmlFTU1NdXd2lSxdrG9KMR48e+fj44DOjJ5VKc3JycLsHYcYD\nVGgYExoaGoqKil555RVrG/IPeDafYVjAsbPoOZLL5b6+vvQt3t7eWCkDMIy7J+IJrmDYiEQ8\nwYkXQDxhSVyJeIIF9lhG3xPxBEvwbD5ssehpioyMDA4OHjhwYLdu3Xg8XnZ2dlJS0uLFiy1p\ng26w6okguA1a0MHNIYBg2Ig8jCN/8RlToYPn6SLiCfYQ8QQb8OxCiXiipWPRgY2ZM2cmJCQM\nGTJEqVTK5fLQ0ND4+PiIiAhL2kAgEAgEAoHwomLpgc127drNnDnTwj/KnpKSEjs7O29vb2sb\n8g9VVVVSqRS3IAxIeXm5SqXCKpoNAFBSUmJra4tVIJRCocjJyQkKCuLz+da2hUlWVlbHjh2x\nGhhWqVTZ2dmBgYG4DUQVFRUJBAJPT09rG9KM+vr66urqTp06WduQZuTm5vr4+Li6ulrbkGfA\ne7Br165YxWnAshN+fn7WNqQZTU1NRUVFQUFB1jbkH+Ry+ePHj3FrPmyxqHiCTkhISHJysjFH\nKC8vv3btGiNoz0gkEgmPx8MquEcmk6lUKqyeuwipVAoAwOp0ASwbUaVSicViZ2dnHmYlMQAA\nIpHIyckJK4+ToqjGxkaBQIBbJ97U1MTn8y2TsIA9crlcLpfjFoEgFovt7e3xCYrC8x7EswtV\nKpUSiQQrQRWezWcYUqm0sbHxxRFPmBZPT8/XXnvNtI6pXC7n8Xj4dEYAAIVCoVKpcHuWQGA1\nT9yGVTBsRIqiJBIJnvE0rVq1cnR0xK27bGpqwtAqmUxmY2OD1aUFAFAqlQqFAjfnQCqV2tnZ\n4eOa43kP4tmFqlQqqVSK1bnCs/kMxtx/iNV6qOnTpxt5BFtb265du5rEGAKBQCAQCIQXAKtN\nxRIIBAKBQCAQTAsu4+QEAoFAIBAIBCMhjh2BQCAQCATCCwJx7AgEAoFAIBBeEIhjRyAQCAQC\ngfCCQBw7AoFAIBAIhBcE4tgRCAQCgUAgvCAQx45AIBAIBALhBYE4dgQCgUAgEAgvCMSxIxAI\nBAKBQHhBII4dgUAgEAgEwgsCcewIBAKBQCAQXhCIY0cgEAgEAoHwgmBrbQMMp66u7urVqxRF\nWdsQAoFAIBAIBFa4uroOHTrUfMdvwY6dRCKRyWQDBgywtiEEAoFAIBAI+hEKhbm5uWb9iRbs\n2EFeeukla5tAIBAIBAKBoB8+n29ux47E2DWjtra2oaHB2lY0QyQS1dbWWtsKzTQ0NNTV1Vnb\nCiYYNqJKpSotLcUzbKCsrEyhUFjbimZQFFVaWqpSqaxtCBOhUNjY2GhtK5hIJJKqqiprW8Gk\nsrJSKpVa24p/wPMerK+vr6+vt7YVTORyeXl5ubWtaAaezYctxLFrRn19vUgksrYVzRCJRBg6\nT5CGhgbcXCiAZSMqFIrq6mrc/CdIVVUVVg9gAIBKpaqurpbJZNY2hEldXR2Gjp1YLBYKhda2\ngolQKBSLxda24h/kcnl1dbVSqbS2Ic3AswuVSCTV1dXWtqIZeDYftrT4qVjTIhAI+Hy+ta1o\nhqOjI24mIRwdHTF8hcKwEfl8vouLC25WQVxdXe3s7KxtRTNsbGxcXFxsbbHrnZycnBwdHa1t\nBRMHBwdnZ2drW8HE2dnZwcHB2lb8g62trYuLi40NXmMZGF5OAAB7e3sXFxdrW9EM2Hx4dqEY\nwsPwwcyS8vLyhISEiRMnWtsQAoFAIBAIBP2UlJTcvn177Nix5vsJvF5fCAQC4d/AkydPwsPD\nw8PDk5OTrW0LgUB4oSCOXTMwjLsn4gmuYNiIOEf+EvEEe0wonqitrY2JiYmJiXn69KmRh8rJ\nyZk3b15kZOSjR49MYptJIOIJNhDxBEvwbD5sIY5dMzCMuyfiCa5g2IhEPMGJf7N4ws3Njcfj\nLViwgP1X8vLyfvnll6ioqCdPnpjPMK4Q8QQb8OxCiXiipWPR8GSJRAJjRQsKChITE+3t7QcP\nHuzr62tJG3SDYdw9EU9wBcNGJOIJThDxBCdwaz4IEU+wAcPLCRDxRMvHole5m5sbAODo0aP9\n+/ePi4uLi4sbNGjQ2bNnLWmDbry8vNzd3a1tRTPc3Ny8vb2tbYVmPDw8PD09rW0FEwwbkc/n\nd+zYEbeHCqRDhw729vbWtqIZPB6vY8eOGDp2vr6+rVq1srYVTJycnKxtggbatm0rEAisbcU/\n4HkPenp6YtiFOjg4tG/f3tpWNAM2H4/Hs7YhLQMrdJ2rVq2Kj49/+eWXAQClpaXDhg17//33\nLW8GgUAgEAgEwguGFV5feDweqgPWqlUrrOIwMIy7J+IJrmDYiDhH/hLxBHvwrDyBYTAiIOIJ\ndhDxBEvwbD5ssahj5+rq2qdPH6lUOm/ePADA48ePR48ePWHCBEvaoBsM4+6JeIIrGDYiEU9w\n4t8snjAAiURibRM0QMQTbMCzCyXiiZaORadiKysrhUJhTk4OfO7W1tbOnDlz/PjxlrRBNxjG\n3RPxBFcwbEQinuAEEU9wArfmgxDxBBswvJwAEU+0fCzddbq6uvJ4PJFIdOLEibZt244bNw6r\npvLy8rK2CUyg4gRPPDw8rG2CBjBsRBj5a20rNNOhQwdrm8AEiiesbYUGsJLwI7AVT1jbhGbg\neQ9iqJwAGIsnrG1Fi8Gijl1cXNzMmTMdHBygciI7O7uxsXHPnj1hYWGWNINAIBAIBALhhcSi\njt2sWbPOnTvXrVs3tCU/P3/MmDGpqamWNEMHtbW1fD7f1dXV2ob8g0gkUigUeI7bNTQ0qFSq\n1q1bW9uQZmDYiCqVqry83M/PD0O5fllZmZeXl2XmPcVisVQq5fF4uq9niqLKysp8fX1xmzgT\nCoX29vbOzs7WNqQZGAYjAgAqKytbtWqFz2wsnvcgVE7glkNHLpfX1NRgNT6NZ/Nhi0X7Tblc\nzrhWvL292YRDNjU1NaoBQ4blcjn9+Eauorh74w9lqtX6+noknsDHKrgKI3+tbgZjFTai1c2g\nryLxBFZWweWqqqrGxkbL/O6iRYs8PDyCgoJ07wzFE2Kx2Oonh7FaV1cHL3iTHJmBwYdSF0/g\ncK6EQqEJz5Xxq/Ln0fc4nBy0isQTWFmFxBP4WNXU1ITEE/hYZfCqubHoiF1kZGRwcPDAgQO7\ndevG4/Gys7OTkpIWL16s+1sSieTs2bPagvSzs7ODgoLs7e0lEsnjx48BAMasent7m+pQJlyF\nQWNWN0N91dHRUSaTZWdnY2WVQCBQqVRYWRUQEODi4iKXy/Py8vCxCq4KBIKioiLL/C49cY+O\nne3s7AQCQX5+vtVPDmPVzs6uqqqqqqrK+EOhYTaolUafoo3sL2A0hsE4lHXPlaOjY1lZWVlZ\nGSYtCO9BmUyG1T3o4+PD5/OtbgZjtWPHji4uLlY3g7Hq7OyM4bkyYBWYH56FVY3FxcXnz58v\nKSmhKKpNmzYjRoxgE6QpkUjUB/Zyc3OzsrLGjRuHZpFgv0ZWySpZxXN11qxZ27Zt8/b2rqio\nwMcqq6ympKT06dMHAHDy5MnRo0ejT728vOrq6r788st169axPNTNmzdff/11AMCFCxeGDx+O\nyR9IVskqWdW4WlJScvv27bFjxwKzYWu+Q2ukXbt2M2fORKsURSkUCvTHa0OjJhx6vvTvMo5D\nVskqWcVqlREzh4lV1lplgMmhyCrOq5s2bcrKygoMDPzqq6/wsYqscl01N1aOTc7OzsYqCROG\nRQtI5QmuYNiIOKdNJ5Un2EMqT7CHVJ5gA9fKE+fOnYuOjj5z5oz5TAIAyEnliRaOlR27wMDA\nyspK69pAB8OiBaTyBFcwbEQFqTzBBVJ5ghMSUnmCBXIsSxfg2YVKSOWJFo5FhwcBAAqFIiUl\npbS0VKFQtG3bNjg4GKt0shgWLSCVJ7iCYSOSyhOcIJUnOIFb80FI5Qk2YHg5AVJ5ouVj0a4T\n/wTFWHmZEDwz2EFI5QmW4Jw2nVSeYA9Wmb0QpPIEG/C8B0nlCZbg2XzYYlHHDv8ExQQCgUAg\nEAgtl5aRoNhiYBh3T8QTXMGwEXGO/LWkeAIG8+k9D0Q8wQkLByMKhUKhUNjU1KR7NyKeYANX\n8YRlIOKJlo5FR+wMS1BsSerr6+3s7LCqRiUSiaRSKZ4TsniWFMOwEaF4wsvLC8NwqKqqKldX\nV8sEtO3evRsAoDemHoon3N3dcYtAqqurEwgEuJUUs7B4wsfHR6FQLF++/Pvvv9exm1AotLW1\nxSfMDkbfe3t7YxW7CV9BcSspBsUTWCwopzcAACAASURBVAUe4Nl82GLREbuZM2cmJCQMGTIE\n1nUJDQ2Nj4+PiIiwpA26EQgEuD1LHB0dBQKBta3QjKOjI4bxPRg2IhFPcOJfKJ74/fffeTwe\nj8czYJzSKs335MmTlJQUHTsQ8QQbHB0dceusABFPtHws3XUyEhTjBoZx93iO1UGIeIIlOEf+\nEvEEe7Aaw0BY5eXq4MGDlZWVFy9e1LYDEU+wwfLiiYsXL6ampjo7O8+ZM0fbPkQ80dLB7p2Y\nQCAQCAQCpLq6GtZN7t69u/FHO3ny5Pbt2/38/HQ4doSWDl7j0lYHw7h7Ip7gCoaNiHPkL6k8\nwR4inmAPEU+wgY144vz58yEhISEhIcXFxZaxiognWjrEsWsGhkULSOUJrmDYiKTyBCdI5QlO\nkMoTbMCzdAGeXSipPNHSIY5dMzCMuyfiCa5g2IhEPMGJf6F4QiObNm0KCAgICgrSvRtuzQch\n4gltnD9/PiYm5u7du4CIJ1hDxBOcwK7rtC4Yxt0T8QRXMGxEnCN/iXiCPRYWTwiFwry8PL0P\nMwxfrgART2hnzpw5T548mTJlyt69e0nlCZbg03wtAuLYEQgEQssjKSlJLBb7+flZ2xACgYAX\n1h+XxgoM4+6JeIIrGDYizpG/RDzBHmuJJ54+faq+cfr06cOGDVuzZg2GwYiAiCfYQSpPsATP\n5sMW4tg1A8O4eyKe4AqGjUjEE5wg4gk6SqVy7NixOnYg4gk24Bl9j2cXSsQTLR0yFdsMgUCA\nW3imo6MjbiYhHB0dMXyFwrARiXiCE0Q8wQncmg/ygokn/v7776SkJADAlClTTPh3YXg5Ae7i\nCalUCp341q1bm0meQsQTnCAjds3w8vJyd3e3thXNcHNz8/b2trYVmvHw8GAf/Hv37t3o6Oid\nO3ea1SSAZSPCyF/U5b355pshISEbNmywrlWQDh062NvbW9uKZkDxBIaOna+vL25lPQHG4gmN\ncv709PRhw4YNGzZMd0Uyk8O4B7kSFxcXERERERGhexiyqalJKBSyD57x9PTEUD/BVTyxZ88e\nDw8PDw+PiooKM5kEm4/H45np+C8Y2HWdBERVVVVBQQEAoEePHrg9eg3g5MmTa9assbe3//zz\nz61ti5VJTU2tra0dNGiQtQ0hvMj89NNPSqVy4MCBgwcPNvJQBQUFVVVVdnZ2PXv2NPJQtbW1\nsbGxAICamhojD4UhK1as2LBhg6urK4aRc4R/D2TErhlYxd2fPn0aJhx/9OiRtW3RDBFPsATn\nyF8inmCPweKJo0ePRkZGrlu3zuQmAe2VJ5YtWxYZGamxnGtlZWVsbGxsbCzLO+WHH34ICQkZ\nMWIEe6uIeIINRDzBEjybD1uIY9cMDOPuAQC4uSkIPCN/MWzE+Pj4qVOnTpw4EbfuEvzLxBNl\nZWU8Ho/H423fvt2Arxssnjh37lxUVNSOHTs4fauwsJDNbgaIJ27cuAHnQ3Nzc7l+l6XDjcQT\nt27dioqKioqKsm7kO57R93h2oUQ80dIhU7HNwDDuHuAaYAuIeII1RUVFly5dAgCYaczGGIh4\ngj0WFk8cO3aMzW64NR8EiSfi4+OXLl0KAJg/f74Vb0x8Kk/QwbNvJ5UnWjrYdZ3WBcOiBQAA\nDKNrIaTyBEu4Pk4OHTqUlpbm4+OzYMECM5mEIJUn2GNA5QmFQtHQ0GDy0cc1a9YUFRXBZWzF\nE9Y2oRl4li7As28nlSdaOni9vhAIuCESiYRCoYWnS06fPh0VFWUBBTGe3LhxIyYmBobYt3SS\nkpI8PDyOHDli2sP+/fff+GSJW7VqlYeHh7U8udjY2Ojo6JiYGB37FBQUhIeHh4eH37lzx2KG\nvdh8/vnnw4YNW716tbUNIWiAOHbNwDDuHgCAYXQt5AUQTyiVSqFQKBQK5XK5xh0mTpzo4eHx\nzjvvGGMShhPWCAzFE1FRUeHh4ZGRkdY2hIm1Kk/oxuqZnDXm+DBGPLFixYrIyMi//vqLzc6/\n/fZbRETEqlWr6Bvff//9gICAL774Aq7W1dXFxMTExMSgYU5MaLniiZs3b8bGxqanp1vGJCKe\n4ASZim1GfX29nZ2dq6urtQ1pBoa+JqShoUGlUrVu3drahjSDUyOmpaX16dMHAHDy5MnRo0eb\nySQU8/vzzz8XFBTgM9YCAKiqqnJ1dcUqoA123xiqYuvq6gQCgbOzs2Ffpyjq3r17AIDAwEAT\nWsUQT2zZsqW4uLhbt24m/AmNPHz4MCIiYubMmRo/FQqFtra2huXy3bBhQ1NTEwDgvffeM8y2\n4uLivLy8wsJCeMJR/jPcLirYt+OWHBGKJwwIPDAfUDzh7e2NVU+FLWTErhkCgQDDaFYMTYI4\nOjrqju/5+eefQ0JCjE+jxQkMGxHF2O3evfv06dNWH2Khg6F4Aj6GjU9GqlKp4HCsqU64keIJ\nmUwGExjBGgamgtF8+/fvj4qKYim8yM/PN/h3i4uLo6Ojtelq2VSemDt3roeHR48ePQy2QTcl\nJSXwhKPRRAzFEzh0Vv/9739DQkKQj24V8cTYsWNDQkJWrFih8VMinuAEcX6bgWHcPbBqgK1S\nqYRJkr28vNRfK/WKJ4qLi+/du2fyEdDq6uq6ujobGxuN4bRWacTk5OS4uDgAwLx589R7atwe\nJ3QwFE9AuDp2N27cyMjIcHR0nDx5MtySn58fEBAAANi3bx/aaAxYjWEgjBFPHDp0aMyYMSY0\nZu/evQcPHuTz+RcuXNC7s1gsFgqFlvQhLFa6oLS0tKmpydHR0d/fX8dumIgnHj16dO/ePdQQ\nVhFPZGRk5OTkaBtpJuIJTuD7vLE8crkcvt+TZDmI6urqgICAgICA33//3aw/1KVLFx6P9+mn\nn7LZ+YcffggICOjVq5f57Hn69Om9e/fYVz26ceNGZGRkZGQknEL6V9HU1JSXl5eXl2fyavQ1\nNTWwVNFvv/2md+cjR45EREQsXLjQtDa82MhkMpjQ7syZMyY5YG5ubmxsLHzJMRKJRIJtFIo6\nmZmZPB4P1QmcMmVKQEBAeHi4YUdLTEyEFcyEQqHpbCQAAMDNmzdhX41hvKypII7dP1y4cAE+\nRVJTU+nbKysrYeCt+Qrh6QbD6FrICyCe0MYvv/wSEhLyxhtvMLaXlpbeu3fv3r17nMJ4cY75\nNV48cf36dej9379/31RWQSiKgu9aJncZDaOliydOnjwZExND799UKhUsQVFcXGxaq7iKJy5d\nuhQVFbVlyxbw/H7ZvHmzycvuGX8nLlmyxMPDQ3dpNbFYDGP79KJNPJGVlRUdHR0dHW3J662p\nqenevXvZ2dkvduWJe/fuwYzZL/BLuIap2KampmPHjjEST8+fP99SJmHHw4cP4YvXlStXfHx8\nLG/A0aNHu3fvbvnf1Yte8QR0hbnejTdv3mxsbPT19TUs+MasCphdu3bBKBC5XM4+jNeEY8B3\n7tw5ceIEAGDp0qUmibluueIJiqI++OADAEB4ePiECRMsYJiR4gkzwd7rnTZtWm1t7fz584cM\nGWJWkwB38cTJkye3bdvm6+s7Z84ctFHjK0dtbS2MBpsxY8awYcM4WWW8eAJOH+vuXpRKJctK\nuFzFE/BFOjMzs7i4uF27diy/xZKcnBz4Nnv+/HnDxBPHjx+fPXu2aa2CWEs8UVBQoFQqW7Vq\nhWeYljY0jNhNnjx5zpw58fHxiTQsbxkB8csvv1jbBM3oFU/A9F1cQ9dhf/39999z+lZSUhKc\nVCovL8chHpkO+xi72bNnBwQEJCQkaNshNTUVvm6aqmxayxVPUBQFh9IfPnyoe89du3bp+HTn\nzp0RERHffPONXsPMVHli/vz5KAjBgGY1oPnMEVkhl8t5PN7atWvh6vnz51evXv3rr7+a/Ick\nEglsdwPqoS1YsCAoKGjatGkmt8owOIknLl++DJ34qqqq3NxcOEyuO4GfNmpra8PDw6uqqjR+\narB4gmunrY5EIoFTIoyXYWuJJ0JCQgICAr799lsL/66RaHB+//rrr3v37nXt2tXy1hA0gm3o\nvWUqT0RHRwMAgoODg4ODdewG65oDANatW+fu7s71V1auXLlly5ZvvvmGMfsDH7SFhYWlpaVt\n2rTheliIxhaUSqUymcze3p6+sby8PC8vj30Gmfnz52/evNnd3Z3lCIE6L4x4QgelpaU6Pr1y\n5crhw4e7du363Xff6T4OHMNITU1VKpW+vr46hkx27NgBy8dxrQ/LdXg7Nzf3+PHjbPbMysqC\nc6MSieTJkyecfgUil8tjYmJYWhgfH3/69Ok+ffpYZjCVJXDGmZN3fvny5WPHjv39999G/nRe\nXh50wuguCyfxxOLFi9HdqlQq8/LygKGBOtA5/umnnzR+2qNHj6qqqs8++2z9+vVsjoYuCeMn\njvPz80NCQgAAQqHQzc0Nbefz+e+8845SqZw9e7Zh9XjKyspOnz4NAGAkXHwh0fC8CQwMNPkY\nb8vizp07t2/fNtPBy8rK6EFa8fHx0dHRJk9MbyoePXoEF6wYJQaDiE0V3C2TyWAZ+DVr1tC3\nP3jwIDY2Vj2MEnZVJSUlJo+w3LZtW0REBL28RF1dHWN089y5czBjvvGp7zp16sTj8cw6VvHw\n4UM4mshyjLawsBAOvWiMiRSLxVilk21oaBAKhSKRaMiQISEhIZs2bdKxc21tLRSU6L1xtm7d\nev36dcbG9PT0nJwcNlZlZ2dv3bpV40fwpw8fPgyP/+DBAxhUZPC11NjYGB4ezrUrQNOp9+/f\npyhKd/xrQ0NDRESEqUIXTKK9SEtLi46OZmSoKSkpCQgI4DQemZWVBWP2dYS05ubmwvu9sLBQ\n99HMemvU1dUJhUIDrhOzPiaePHmSl5eH1CQbNmz4+OOPBQKBh4fH0aNH9X49JycHPkpwCx80\nBxpG7NauXfvf//53+fLl7du3Ry/NuM1tmZVZs2b16tVLXRG5ceNGmUw2fPhwYw6+Z88eWBJb\nIpE4ODjs3r37999/DwwM/PDDD7V9xYpO1dmzZ3XYwClBMSztoFKp8vPzzSpcb2hoaGhoMHmM\nXXFxsaurq16dgYeHx7hx4xiDKNpaEOaGgHE/gwcPHj58OKNDf/ToEXzLZyMLNYyysjIvLy+T\nRK6kpqb+3//9HwBg9uzZjJFIjdy4cePjjz8GAGRlZalPEWRmZm7cuNF4q0xF//79MzMznZyc\nDJ4Pogd4oT/t0qVL6vEMsbGxt27dMuxXGDx58sTyTzKKopBbgGq63Lx5s2fPnv/5z390fLGp\nqSk6Ohqd4aysrIyMjFdffdUwMzjN1TY1NcHuLjg4uHPnzrp3VigUdCeDE9Bthf/D8TYUY1dT\nUwPv9//973+6DwIHn/Dnzz//VCgUQUFBr732msEHkUqlRUVFjF707NmzV69eBQA0NTXFxMQc\nO3YsKCiIU4mzW7dulZSUCASCSZMmiUQieMf17NkTRdKPGzeOITZoKWgYsfvoo48OHz7crVs3\ngUDg9BzLW2ZdKioqoqKiGJG2Z8+effDggd7vSqVSOCZnqmvCYMfujz/+iIyMZDmcbgDQhWK5\nM+zoFQpFfHy8meyBNDY2mir+jA4sUmTYuJ2OEQiKouB75JdffmnaOYLly5cPGzaMHoqukaqq\nKoNLP7GnsLAwIiJC25XMSJNr8jeZwsJCA+KxGMBGNEZJR58RxkTny6CmpgaKZI28FJVKpV6Z\nrUKhgLGPOiYTlUqlxZx7oVAIR8vYFyk2bGQR+tnw6cCpC6UoCvnouhuovLxcPVItMzMzNjZW\nd1gC+iGWJullypQp4eHhBw4c0LsnfNpqVBM/fPiwS5cuOs52dnZ2TEzMlStXONkWExMTERGx\nZMkSAEB+fj4M0abHN4tEIpwTGuhAw2v63r17e/fujZvyy8KUlJRERkYuWLDAgPi25ORkmCZj\n//79KCY6MTERKot1C/hzc3NhzoiRI0caYndzzp07d+DAgYCAgK+++srIQ0kkkvPnzysUih49\nenTq1AludHR01Hjd379/n83YuJnAJJk7HTZXkcaErqgvW7hwIX3Slg2pqamxsbF689EYL55g\nU0ehqqoKxkoCABQKxbBhw1xdXSdOnAi3jBs3jh6dY1h0HYwyrK6uPnPmDOP2kUql1kpt0FLy\nCZw/f/7EiRMODg7nzp0DAFy7dm3w4MH37t2DXo4BCXFMFeculUqPHTtWXFzs4+MzZsyYhIQE\n48PdTIXxFxWnnkqpVFZWVsLlkpISHXv+/vvvixYtAgDU19ejuYsff/xx//79OnTK7FtZJBLB\nNxPcykwjrl+/PnXqVADAsWPHevfuzem78+bNk0gkXAXXWKHBsZszZ86vv/46duxYy1uDISqV\nin4LnThxYuTIkS+//LKOr+zbt099Y11dHXwX6d+/v/qnJSUlq1evXr58+eXLl2Hhavp7FVfn\n8s6dO3BUjL22Pzo6OiYmxtHRUVsoW35+PvQO3333XVicOz8/v7q62sHBQT3+Nz09PSoqCmjX\n64nFYqjLGzRo0EsvvTR27Fjd/ZRGKIrKy8vj8XjI0YS4ubmxFE/s27fP5KnXNGKw/AW14IkT\nJxiOXVpamu6k9npRKpVwyKRfv37GZHvmmo0W5k7z8PBAjp1MJouPj4cX2OHDhw0zA75jUBRl\n2optK1eu/P333w2uEKBXsWty4HlAE6CQtLQ0jXO7qJ95+vRpSkoK41ZKSkqKjIwEAOjIHP70\n6dM//vgDqPU2eif3b968qXsHyMGDB8+fPw8nPf/3v/89efIExYf8/vvvS5YsMWy8WSQSwX6s\nX79+6vohesUdHQcpLy+vq6szrFi2WCyuq6vjdF0Z6UXBkVEdpwuNHep9s0pJSYHSDbPOVFIU\nBSvj0fvP48ePZ2dnw3yHOhCLxdBC6ID+9ttv2jILikSiY8eO0Ste7NmzxxzBPJZEw723devW\nzZs3d+rUqWvXrujBjFWaK0vS2NgIw4Agt2/fLi4u1u3YMVi7dq3eAgZisTg9Pd1AE9W4du0a\n7I4/+ugjll95/PhxbGwsp2HaVatW7du3r1OnTvD+4UR9fX1ERAQAYMuWLSNGjEBzHyUlJeyd\nUalUGhAQ4OzszJh4PX/+fO/evXUXQ4P8+uuvLPOIcgLNssGnkZmGDy9fvty5c2c4emHYfIFc\nLoetsHbtWoZjV1RUVFFRYWtrqyMy5vr161KptG3btgb8NACgsbGR7qoKhULYFgaMgmzYsIFN\nshLDqKqqysvLE4lEdI2eaTFtZXqYw+LSpUv0TvvAgQM///wzXG5qasrKyoLLycnJOg6Frisd\nwWT5+fnwRkOONUs7jQ/JKC8vNzh5e1lZGcxOeuDAAXXHrra2Fhaj051qav/+/RMmTBAIBBRF\ncW3Ea9euLV26NDU1taGh4cMPP4SB18YwadKk8vLyLl26tGrV6s6dOwYfB6Wdh36eUCgMCwsT\niUSjR49etmyZkTXQ8vPzL126BAAYP3683kNRFAXb6L///S/amJmZmZmZCQcO2LNhw4bs7GyN\nH9XX1+/btw+l6Xkx0OCuTZ8+vaGhgTF62UJnmnEgMTHx/PnzQUFBBh+BzckXCoVQJb5q1SqD\nf8gAjHwm3bhxgx4EduXKFb3pIb755hs4W6SNu3fvNjQ0yGQy1DXrjURGiEQi6F4Yo8tDs5/e\n3t5KpXLFihXQEvbAFq+vr9cRLLhnz56ePXvC0TIjb0/1Rly/fv2vv/7q6empnulKLpeLRCIo\nkCwrK0OFwxkcOXIEJlO4cuWKRsdaKpWimBiVSsVSBPpCwmbM6dChQyKRqGvXrgbkFs7Ly6PH\nhqpUKpaCR3RhPH36lOVvoa9wHV6CboTuK/nu3btoLtJITKVNAQC899576B2Jqw1wxsDf33/6\n9Ol+fn7sv6ueWCQxMbGgoKC2tla3s64XmUwGL0j4v0KhSEtLAwBs2rRp4sSJNjY2H3/8MdcI\nUVjFKzQ0VKlUwhO1YsWKioqKGTNmoAgNTjx58kTjywZU2QMAPvvsM7Rx3rx59NEH3eG2U6dO\nNT4FgdXR4NiZNYJBoVCkpKSUlpYqFIq2bdsGBwf/a8cC1cnKytq8ebP6dh2dHayOAgBYsmQJ\nvHbpMVWPHz822Jjhw4dXV1erj+GlpqZKpdJHjx7BTChGOnbqb5Z6Y8Li4+PhTzMmmxDQ80Cq\nTE5h4Pfv34eRGTNmzGD/Lb3ocBM1Pv/g/k+fPtWh1TDhhCOnZ/C5c+focRrR0dGBgYHqu1VU\nVEAX+f79++PGjaOfAfXrGdYL0rGD+VixYsXdu3f17qZQKFDqH8ujVCoXLFhQXl4+ZcoUAxy7\nJUuWsBEp60X3dcJoNfVr/ujRozq8Hzb5O9LS0ugPXfbDderTvteuXWPzxZSUFPOFkaFsghcv\nXty/f//ChQvRW25GRobu76LTlZGRER0dbbG6CLAwtN7dcnJy4IgsvCru3LmTlJQkEAgOHjxI\n3w2WKgYA6NZ4qb/5HDp0SKOQMSMjQ92xq6iooD8sdA9nYlgz0AA0OFUaNUGTJk0y/sfi4uJm\nzpzp4OAApzKzs7MbGxv37NkTFhZm/MEtTH19/ffff3/hwoU2bdpcunTp9ddfl8lkU6dO1StC\nRFy5cmXgwIH0LXV1dWiKhCUlJSXwOtbYY6o/sYRCIWzf0NDQxsbGd999FwCA4hXEYrGHh0dE\nRMTatWvT0tLKysrUQ6/KysqUSmVcXBzLEBndGKNV1OZT8vl8R0dH9Om2bdu+/vrrP//8EwDQ\ns2dPRhQRV5A7denSpREjRrD5yvr161FFOG3OqF4oioJ+Etd3ZbFYDKczYOdYXV1dU1PD4/Ho\nUne9ce5nz54tKSlp06aNRk2P+rBijx49ULyOUqnkmhXChKmJ9XLkyBHG+09GRsaNGzcyMzP7\n9u3LNXuzWCwuKysDpg4qF4lEUA6pfiZZOsEsd9P9VNM4sojePRg/Ac/A06dPkfsFZ2w18uDB\nAzaeFsMA9hJ1hlNeX1+P1F27d++2s7ODtenU2bNnD8uf0Ijuty96ay5ZsgTKMyHsBZ5XrlzZ\ntGlTcHAwPP+MEc3Ro0dv3LixV69ely5d0vYCc+zYMY3TlGjozgBu3boFH0n0oQH1o8FwW2in\njqPt3bvXMDMAANOnT9ebSF8sFqu/JEgkkpY7jaBZFQsXKIoqLCwsKioKDw83iWM3a9asc+fO\n0aMU8/Pzx4wZQy9KjT8JCQm1tbUFBQVwpgmONKSkpKjraCZPntynTx9txxkxYsSbb76J3n6K\nioq0BaHTQ0fz8/PhMbdt26atM2IAb/jt27dfuXIFhaNOnDhx5cqV8NfpD2ahUMgpyEkkEj15\n8sRIb0kj5eXlsbGxaA4IvanrHam6du1aQEAA9GYgEokErq5fv37u3Lk6voveg7WFPKJxCPYu\nqUQiQafU4BlepVIJp9p1269Obm4ufPuHscBnzpyBoS0bN26EMh2gz7ETi8UrVqxITU0dMGCA\nRscOujJ06OlLli9fzsZONFIrlUo1KmnKy8thBo1evXqZtbLQ1atX0evZqFGjtGVrV6lU8Pbx\n9vaG57ampmbAgAHwYTBr1izzWahQKNA51zFqRX/zoS/rGA0yIJuPtuTqUKRcXl7OJvcQy5gw\n9reP7k5MpVKh8xYfH9+zZ0+WfSlXTJvASOOrLOzelUolXGB4z/Hx8bAhcnNztc2nX7p0SeMd\nd/Lkya5du37yySfGW24AV69ehckljCQrK0vHUxhy5coV9VgpqVTKSMPUgtAg1ot9Tlxc3KNH\nj3766SeDKykxkMvljLrCMAjJJAe3GKtXrw4PD0ceABxBgbfcqVOnGMPUYrEYppzV6I7Ex8ej\n+/DmzZvLli1DH/3www/0yakhQ4bweLyhQ4eqVCqhUCgUCouLi+nxT0jhAaVedOANf+/evZiY\nGJTj3rCaQhBnZ+cvv/wSLguFQr2vNXK5PCQkhGW6pqamJnhJJCQkDBs2DKlWoSKkrq5Ob18p\nl8vpadNVKhUcrgMA5OTk6I40QHtqE1VoUw1v375dx2FRB2H81a7uRelG2whfU1MTOpPawooB\nADU1NRcvXoSvXoY9pVheaeh9sr6+Hp18+uzB7t27Q0JCQkJCkAjASLZv3x4QEKBjGEk3DQ0N\nsFjniRMn4Ba5XG6ZV3yxWKxReXD9+vXMzEy9X7dMPQ8T+jScZscuXrwYExPDGNo0edkYfID9\nampqqsGxGTpCEQoKCtiHVyKKiorQLBDDGWU/kj127FgjawHohZ4SQW/axZaFnvg2Ho83Y8aM\nzp07cxWhaCQyMjI4OHjgwIHdunXj8XjZ2dlJSUmLFy82/shWhKKo2NhY+MDOzMxkBK7W19dD\nT4Kr1m/Lli0odEnjNMqiRYuWLVumnk8kOTmZcY0+efKEx+P17dtX228dPHjwpZde4mQeJ+A0\nIsvqw9rqdd65c+fOnTtsZrrh6ULB0QqFYvLkyXA5Ojoa9fhNTU0GJI7XJu/X+BhDnZrxQWOo\nQ4TJ1vVy6tQp3TrrZcuWoReJU6dOadxHIpEMGTLEyKBbY6LdNQbemSq1b0VFBeM1rHv37hkZ\nGVyzXhnAjRs3zHHYH374QZsEm34FGhBFZEAIgQmlvmxclqqqquLi4nbt2i1cuDAjI4ORVJ/x\ndmEqBQZ74uLiDJvVLSwsNLdXyv4GX7p0KZv64HV1dWgIFj74ULGNlStXavyKXC5Xv8Z05KLS\nlh6L09wx/aow+AUPT/Sk16Io6siRIwYHBjGYOXNmQkLCkCFDlEqlXC4PDQ2Nj483QEyEFU1N\nTcOGDUMjMbdu3dJdjl1vVCwChf4olUp4nzC8CqlUiqY5UGfd0NAARUwa0djbnjp1Su/9ADXq\nxkBPWWzW5F7wMaB37KSmpsaARC3WguuLQXJyst5yk4i6urp3330XjTwhlEolJ69OY1Zqkzzg\n/+///o+eEd5gUPd9//59xhQhmsyio1AotN0axvi7XFPkG48BrXDjxg00MG/MI0DvWAjKTGQM\nFRUVOsaGGb2BxncDIy8w3R17YT8R3wAAIABJREFUYmIijIHhSmhoKEw1bDB6U76x5+rVq4xe\n4saNG2xG0NGdxRCcopvoyZMnOvor9RuTMTGFJtZR9V426cMsUHHHWmgYsXNxcUHLSqVSIpGY\nsCaVn59f7969/fz8oCrWyAyrVgQ9FRjX3KZNm+jpeXbv3s34omEvi3rTfKMbRrcHgH69sbFR\nXf0A/xaNR9AxuIVSQR49epTH44WGhup9bpk1bsO0WcHYUFVVpXsYyUwmmUrApVKpLl68mJ6e\n7uvrGxoairarj5TU1tbqqA5k2ogiOtnZ2QKBQNunUqk0KipK3fm4ffs2Y8u6devgwm+//caI\n4Hn8+LF6CeOkpCT1Pwq2pvrBTcuWLVvUL5vy8vKYmBhvb2+z/rRp0RuoJBKJfvjhB7PawOYG\nZCOO1oE2Of/169eTkpLMNEYLaFmFtaGj616xYoV69SBOOYcVCkVTUxOjmsW2bdv0fhH2LaZS\nmqtnZdLhtKCWwrZshvFocOwYUgZ3d3cjcxIiXiRVLMp+rg79xoA52ekY8G7K5vnNdbLvyZMn\n2jJ6cB0cunLlCsx/YWNjo1Kphg4dqjvNypIlS3QPauogOTlZbz4UBqatQ4BYv379vn37Fi1a\n9OGHH2ZmZur2abi2jo7nEHLNZTLZ7Nmz0fGFQiGPxzMmiW5JSQnj3DLMyM/PP3r0qPrAHsJU\nQ/sa0RGeKJVKIyMjx4wZw9hOF1oOGTKkpqaGHrqQmJjI2B+OGdCvXjaB/zExMcOHD2ckIUPB\nrAZz584d9SLd6enp4eHhFohnVygUhiUY00FFRYU2JYpJWLBgAZKfG8NPP/2k4yLnyuXLl7//\n/nuDa8/oRd2nYdDQ0HDv3j2Nb55//PGHVCplSJG4zvzSj0xR1LBhw3QInFnWuuUK7GAlEgnq\nsuh/BWMoV6M/p9s/3rp1KxoLbBFocOzS0tLGjRtH33Ls2LEJEyYY/2MvhiqWE+pPIwNGWejP\nV4PvB8bvmrAGOXqcQzvj4uJ0q22MCXA5c+YM6hrQj0ZHR/P5fG2ZnNjX2Kaj10cpKiqC5Rk0\nfhodHR0bG4v8Oa6aCR2OnUYfUSqVenh4ODo6Hj161JgqwwkJCREREdrmziQSiUnEnrrdXG3P\nVB0BBgzWr18/fvx4zmY9P+30C4bNO/25c+cqKysZjp3u97eKigpONyB6EYIvXQbEhuqFcZso\nlUpGyjHjUalU5hvTBQAkJyc/ffpU3RvWC0NNkpOTg2eeC8NCde/duxcSEsI+STtXfv31VzTg\nCiPOdezMuKHQRJOR49/wOA8ePNDYc7K5X1quAFYjzRw7GG8eERFBnyFtaGiYPn26SRy7FqeK\nFQqFpsqV+v/snXl8E1XXx88kaZKmTdt03/eF0kKBQmlZZasIsggUBESUpaA+qCwKgvAga13w\nERQVFBAeUUHBRwQEEfBVAQVEWUvZZWtLl3Tfssz7x6XjZLLNJGlyi/f78SNJOpk5mTtz59x7\nz+8ch9Qgv3z5ss1PVtvC2tjR6+Y4cOCADXt2FFqtdtq0aXK5vH///s4/+qZNm0zmH0EaZOat\nzXP+FmYOjLuwhoaGf/3rX5mZmSaX6vhcyT/99JMT1GGW18Vsc8TZmPSZ+My98cS4Nb/++ut2\n7drxrwooNH0jMyvD5LYwt+XChQstrFlbwPIsu81T7LZh80OhsLDQhrkxc+IhPlheY62vr3dg\nPLE9ER0m29fhQWZWLeQMmJlOiY+a2/6j/3MwcOwef/xxACgvL0cvGNiV2uzBNlUsKlZh3Jmi\neMlDhw7J5XKKomiaRh26zW+NpwSCgoLYEYdshC7w2VzTkHNQ/toLQbBFRiUlJYcOHUI/kOnQ\nLcxgGfuszMlh32m2ucicwbSxGArtVq/X8wzXYBbK+cj49Xq95RnWW7duHTp0iPNEP3XqlG11\nwdnHRS8szG6yH37M3XHz5s1Dhw5FREQYD0D5eDYW8p44DasTupcuXVq2bJlGo2nXrp3JL9bV\n1aEoT/bkLrombR6nsa9/43v/l19+OXbsGDuNqkPCd8w9qCzXnnZI7AHHHbFnjtDcmLaFZu/Q\nSRPkGur1+hUrVvDMAsNZMXj99dfRUqbJOlT37t3bsWMHOKWYiuWeyjgNFoNl26yup2k0Gkaq\nb/O1Z/9wzuFwIsWPHj1qp4PBvK2vr29pH5QybtTs7Gz7JZDmuH379t69e+/evUvTdEhIyKBB\ngyIjIy1/RavVnj171vhGraioKC8vDw4Odnd3pyhKr9ejc2fP20GDBglaKv3Pf/4za9Ys43PY\noUOHK1eu2DZJEBUVpVarkSOIotbMbYn+iq4b9ImHhwdjf3Z29oIFC3bt2rVq1SoLh7N8CMu0\nb9/e6gKZUqlEAbbmNpBIJOgpuGbNGnPZd93d3dl7CA8P1+l0JmcTX3311S5dujB5zGUyGZ9R\nqZubm1QqNdf09pwihsjISBTC5eXl1blzZ3avERUVhVbuhg8f/r///c+keRzH2tfXF/ncXl5e\nVscMzBkODAxsbGxEgXQRERE7duygKKq6uvqtt97au3ev8RfFYrFOp0M/f8yYMT/99BP7nItE\nomPHjhUXFw8dOhQAXnrpJZRz27INDMOGDUMzJbGxscby5F69epWXlzukvCH6FSb/FBER4fCk\nbpxfqlKp9u/fT1HU1q1bzekHv/32W5QCGmy92Ly9vS3EniqVyurqavR/5sO2bdvymUxatWrV\n7Nmzmbeenp41NTXdu3c/ceKEuaf4okWLhgwZUlNTs379+s8//9x4g/T0dJN5IocNG3bmzBkm\nIsr4mkFweoNZs2ZVVVV9/PHHVn9LmzZtLl68yHSYY8aMMY6B5iCXy01OAI8aNers2bMWBkIm\nr2rEsGHDBgwYwGRuGjlyJHL+OMTFxbFndplOgOkuLIN+LOfDgICA0tJSk56c/c99hULBeLec\nNkIY92MIcw3NIS0tjVNGDB2Rc4OnpqYy/cbo0aNNSvXZSKVSmqbNzVxIpdJffvnFUQ4GeltX\nV1dSUmJbuAhPTMTY7d+/f+fOnT/88ENxcfE777xz9OjR0aNHO6rIT3h4OLtqOE3TWq3WcrlY\niURiMrPUxYsXy8vLe/Xq5RDDEMOHD+cfWTJ06NDnnntu9uzZxveJj4+PzTVwx48f//3336N8\neOi0Z2RkmMzM3rVr12HDhh08eJBZDGWHwQYGBvbq1cvqeIvdsj4+PoKG0T179rTq2DEOjVUD\nLCS64yyvDB069PDhwyYdu5iYmK5du5r7ojm8vLxUKpU9pXWtwiyQrVu37s8//2Q7dkzuMXOx\nicZ3HyMCGDp06Keffmr50MzX3dzcmB7Q3d2dSW1obg/oixKJpKmpKTw8PCAggDnnbdq0ee+9\n9zIyMphVwsjIyPT0dOa7nOeKRCLp1q0bO6MEs17M/Hz2ECUwMLDlNGs5OTlooXz06NHFxcVW\nT6BJ2NZyPme/9fHxQefZWKvB0L59e1S7wvjrlvn++++zs7OBdT2YBPVFnB7JuAy0OduMd+Xt\n7W3hzoqJiUFVUvbt22dyg4yMDJOO3eTJk7/44gvGsTN3CM7nkZGRPIfQzElGMHFB8fHx5u59\nczVOEhMTLUdlBQQEJCUlmZwn8/f3Zweam7vrU1NT2Y4d86stBxEyTpLJ9o2Pj2duWI4/pFKp\nLOyWD4mJiczjJjMz89dff62vr2ePnaRSqUn/SaFQcEannEEIIjo6muPY/fzzzzExMSEhIewf\n0qdPH8ax44R+mWT+/PmRkZGTJk0y+VeRSGQhBaxt3L17V5D02AZM3Dnr16+fMmWKj4/Pjz/+\nKBKJZsyY8fbbb7fQ4QsKCix3SU7GuK6IBZKTk00af+jQoa1bt6IOukV/3fr16+fOncvOT2ED\n7J6LEwCOD4LiZkQiEbOAzrPWmVgsZrpXhUJhW0VtpVKZmZlpwxdbGoeXXqUoav78+f369bOw\nDcchcHNzY9JEm4PdyuYS7VqFzyI4M7aMiYnh2OlwbP4hfJDJZLGxsbGxsZabWCKRqFSqHj16\n1NTUpKWlmdvM5vgBjsPkQnr37m3DtyzctuZCcUzCTt4rl8vtzHRtW3Mw46XRo0dbTiJjw5XJ\n/2aRyWTommS7rWhUwKczN5mIw7jsGxqQcy5+qVQqtMTzg4eJU7xp06adO3euWLHCzc0tLCzs\n66+/XrNmTQsdPj4+3vlJwC3gEK1oREREaGgouto6dOhgwx7Y4znAON2OQ6J5TD6TOA4xZ9zM\nSZtk/N3Nmzej10xFDasTqJMnT0YvnnzyST7jPGMCAgIsJLng04gxMTE8Z6CZk8bHaWNH0xuH\ntBYVFQld+6MoasKECYK+YkxWVpaFMAyRSGRbWJLN9Q+ZQi+tiPT0dFQL2HLx3A4dOpSXl+/a\ntcvDw8PCtW1bBl0AMBk/UFJSwr7m+/bty8frGjhwoNCjx8XFJSQkoNcokRYHZu7KhnQ8FpQo\nxmotjhcYGhoaFxdn9RBML/r++++zU/bYmSFFKpX6+vqqVCpzP0GpVAp1gCxfZhEREeY2UCgU\nJ0+eRJ2wsUPJnEl/f//k5OR+/fqZ3A+nD+/YsaPJPLht2rRhFrj8/PzMFZxlOnzLOHxU7BxM\nXDoXLlxgF81t27atA6cNtVrtiRMndu3atXPnTqRwtm12pIUYO3as0OlJdPvJ5XKeSxsIyzN5\n//3vf/38/Ji5cfY8s22SN4TV0ulCuxLjjpLpYXlSVlZm8hehEYW5b1kea1ZVVRmHd1g9b+np\n6ajjsJouwbaBOJ9o7j59+rDrBTMYm+Tl5QUAGRkZfFKaMRdbVlaW8V9LS0tdoibr27dvbGys\nub82NDS0XLy5SqWiaZqmaSYRIAAYZyc2h+W+3vKowx4UCoXJi7Ours4JsflCUavVbMdu2bJl\n5spJsbHh5nr44YcfeeQR9NpkF8e0l2NHyCtXrrTcYT733HN8cvszjl1CQoJjn4bTp08vLy9f\nsWKFyb+GhoY6NpCJORvdunXLycnh/Ck9Pd3kjRMaGsr4l/7+/hcuXPjhhx9eeukl9AnbmVMo\nFPv27WOa2NfX11yvLhKJVCqVSqUKDw8fMGAA+09MH8ix8AHDxHXZpUuX999/n+kptmzZwg6d\nsYeDBw8mJSVNnDhx8+bNW7dunTx5ckJCAs/al84hJCREaApNdAG9+uqrf/zxx7p169atWxcY\nGMjZhqIo9CRmsDoNXlpaWl5eji5idvfBM3TPy8srIyOD86HJ77Zt25YZaPJcOGZcWONulOlh\neQ50jCfSmT0/+uijfPZgjEKhkEqlnA9R0I8FUlNT0fmx+mDu2bOnDVahnYvFYj7FFjmY8zX9\n/f35FPlFZ7hNmzYmK+0qlUrmAuvfv789yW/d3d23b98eFhZm8q/Dhg07efIkH4NXr169ePHi\nwYMH22CD8UXO+cTb25tPyIGFJUvLj3NzP99OUlNTjxw5snDhQuaTPn36oAcbs+zVEpjzJq3i\n4eFhdSTpHJAUEQz7q6SkJD5elFwu59+g/McGbFr6LFm4XM09Tey8nPr162cuZM2YW7duGc8i\nP/300+gF29H39/dHEaVW8ff3Ly8vLy8vN56WY09aMchkMpVKhcnl6hBMNPl77723du3alJQU\ntVqdkpKycuVKRy3FogTFFy5c2LFjx44dO86dO3f48OEXX3zRITt3CP7+/oKCKgDg3r175eXl\nCxYsSEhIyM3Nzc3N5fhwACAWi+2proH8LalUmpuba3zLhYaGGq8ihYWFGWekNHm7duvWDTk9\niYmJKITC6l391FNPoRcW3NOWy7RuFXYjikSiuXPnzp07l5NzWyj9+/fn489JJBIkETUGPYM9\nPT159k1s7IzTSkhISE9PHz9+vMm1sKioqMGDB6O+1cPDw/jq5Y9EIsnJyTEXceXv75+ens72\nm0NCQmJjY42jtj08PJKTk6364gjOlWY8iOdczyqVis+jWmg/0NIkJSVx4jrc3NzQT2tRF6pt\n27ZCp+ERYWFhjoowtjN5UFxcXFlZWXl5OQpHFolEsbGxTz31VGZmZnp6OjNVbxKxWMzfr7Vt\nLt/c/idNmtS2bVsbdsgfcze7A3vvtLS0AwcO7Nq1S9C3xGIx6rfZsyQREREtNIAZN25ceXl5\nS9e1cyYmLujk5OSCgoL9+/ffvHkzLCwsOzvbnr6eTatLUGzMiBEjqqurXZKSV6FQrFu3Dom3\nExISOnTogPq7qVOnhoWF8Zne8PT0REGEHh4e4eHhHK1+aGionZMNISEhJkv6cO5GJlUHAvWq\noaGhtvUmmZmZer3+woULJpVxYrE4Ly8P7K7wfeDAgcLCQsuljS1UmTMJRVHu7u4m01/xx8PD\nw6SWWSqVMks8a9asMTlOZRg1atSKFSs4CboA4PDhw6GhoWlpaWhXnTp14l/+AQXJbdmyZeLE\niea2+eyzzwBg+/btKMur5V7bnGRboVA4MPmwZZCQUCKRML0WSv/hnKNzcKzr+fLLL1sNT5w+\nfbrJ4rktzcSJE9mTC6ij4JPohwENHhhJL6M2Ret0r7zyCrNlv379Jk+ePGXKFDtvTESfPn2+\n//77Rx991IZw5Pj4eEEebUZGxogRI95//30ASExM5GR5ZDh16pRJB9QGBYxEIqEoih2QExsb\nq9Pp2EM1lUplQ+p4pt/et29fVlaWTCabPHkyOhvdunWzrV5fRkZGhw4dLITS2hyeiyGmH6UK\nheKxxx574YUXRo0a5SivDpoTFI8fP37p0qXLli2bMGFC+/btTS4PuYqKigomPItZVWSzceNG\nc1MyjmLcuHGcT9ihIU899VRubu6yZcu2b99uvKplOSkgU0jUy8tr3rx5zOe5ubl5eXnsNDSW\n8fT0zMnJycnJ4ax4ikQiyzEuCE5dBLSrBQsW2JYgZvPmzb/99hvbEnYjCmLy5Mm5ubnGS9g8\nsewW+/r65ubmMpOdACCXyy2HkzOR19OmTTO3TVRUFNODp6SkMJ8zXnKvXr1MLjkxix1FRUVa\nrfbbb7+9evXqhx9+yN4mIiKCrbhkBg8Wlik5jB8/Hk3R8fHamW1omi4sLOTEjTlNeokiDUzO\nkhqr5h0uuRCLxWvWrOETqMfMTTY0NNg/PF65cqXVcV1oaKjVyWMvLy9kvAVVHGfSmt2y7u7u\n6enp0dHRvXv3NreyiWywkB3JJBaSjbN7HpVKNXbsWNRHtWvXjv+Sokl8fHwGDBhg+X4x6fOl\npaUJnadMS0ubO3fuX3/9RdN0QUGBSdG6hfE/uyqBSCQyl5CSjbe39xNPPIFeT58+/cMPP7x0\n6dLVq1dnzpwpyHILDBw4cMGCBXPmzPH29i4uLqZp2vIYVSQSmVNLjBgxYt26dTZ3760Lg0ep\nTqfbvHnzpUuXHnnkkd69e1+/fv2PP/64cePGjh07LBdO4Ulubu6gQYOYBMXdu3dfvny51QTF\nzoQdd295ekYoaWlpFRUVfOaN2JOaMTExDQ0N7H7nP//5j4Xv9urVC6XwMZma6/HHH4+IiIiK\ninr44YfZWfLHjh2LXlidjwkMDDx27Jifnx/qdJYsWWL15xjj5eWVm5vLlBhfu3YteiEo2jIw\nMDA/P79Pnz7Gz1p2IwqK03rvvffQC3YkE4NYLEbB/swDlZ0O2iqPP/74008/LWhxKikpyc/P\nT6lU5uTksCcVBgwYYLJGrUnP+MknnzR5izG5oEtLS5VKJfNQHz58+LZt29hTqt98841Op4uK\nimKSSJnUHppELBZv3br1xIkTgp5SNE2XlZWlpaVNmjRp48aNxhv4+/sz6bg4v7pt27aTJ09+\n9tlnGV+nU6dOR48e5X/0oKCga9eu2bn8Z4EFCxZERkZacNZnzJixaNEi/uWeHCWe8PHxoWm6\nurransH80aNH0QBDrVab8+Y5OrOvv/6amdSJi4tDKTwBYMqUKRbKycTExKAQe6vL0Oh21mg0\nfJIesF3qzp07z5w5E82BAcC8efPc3NyWLl1qdSdW6dat2/nz55H9JsddUVFRPHVyMplMp9Px\n1IV06tRJqVSiOfjx48f7+voyGeNQVcarV69ev36doqiRI0cePnzY6g47duy4adMmAPDx8RGU\nLatz5859+/YdMWIEz4UajUZTVlbGTAq4u7tPmTIFvUYjT5RXkqIoTk6JfyYGfeIrr7yydu3a\nzMzMTz75ZNGiRbNmzQoMDAwNDXXgmeIkKMYNk3H3DmHJkiX37t0Tmkfj4sWLFRUV8+bNM5mg\nmGHQoEGoZ0fT1wBgMjije/fuTDaBpKQktK4k6Pcyzg2C7aY8/fTTPIOixGKxZaf5rbfesich\nHLsR7UwlxSYwMBCt4Ny+fRulx/vzzz8/+OADnl9PSUkRGgj10EMPoa6fM6bv2bOn1WVf1NlN\nmDBh9OjRlrdUKpXsdszOzp40adJbb73FfMKM3SUSCfJlBQnAR44cKTTHOkVRnp6egYGBxtki\nBg4cuGzZsieffJJx7DiEhYXl5uay5a7t2rUT5NhZID4+XlBRy++++65bt24OObQFZDKZPWJ5\n473l5eX98ssvJq8xpli71cgzDw8PnnPwycnJ6M4S5Bn4+PgIEjZKJBJzw6oxY8bs2bMHFWpD\n04c//fSTVqvlTBL7+fk5KmrQ3d29bdu2e/bsKSsrQyXabSYtLe3OnTsWCiSOGTPGy8uLWSuI\ni4tjZ63Py8tDMTmBgYEHDhxYsGABUtG2XP7FJ554Ii8vj33RjhkzZt++fT/++KOFYAyJROLp\n6cl0oXK5nFP4lMDG4Mb79NNPv/zyy0GDBh07dqxbt25vvfXWrFmzWmkeF9tgx93bGY/8wgsv\n1NXVXb9+/cSJE/bsx8fHZ8GCBVOnTrXNntTUVJOFqrKyslCoELuDXrRo0csvvxwfH8+z5jc7\nyicnJ+eRRx4xOb9iTI8ePebOnWvur+np6d27d2fGoHK5fOrUqXK5nOdY2QYFjCCYwQlPeyIj\nIyUSSXR0tENCkj08PPjniPfy8rK6gmmcy8pcyHZMTIxcLq+trW2hTn/GjBmo/B1FUeaW4Xx9\nfdPT062eyczMTAuVHthkZ2ejyTmTZZ04oFBuiqLS09NPnz5tcpqE3WEqlUqrs1/BwcFst4yd\nyYwnHh4eQtepMzIy+vXrZ7JrkkqlKO05mnizOXsLf/GEVCp17PKIScRisbm2SE1NDQkJYVfg\nddo6ErP6wR+hzmVgYKANUzOcgBmH0Lt378rKynbt2nF6sOjoaKtTHmKxGPUJQ4YMCQkJadG8\n3w8ABo5dYWEhWsDu0qWLTCYbMmTIP8qr42BuuPnss8+iFVXLlUYWLVoEACdOnOjXr5/xc2jU\nqFH19fVffPEFH0siIiL4JIkAAB8fHzSjxjRc3759FQqFyQyixri7u6Nidnw2BlPR7v7+/uZK\nLSGOHDnSrl07pVJpuW4BG5lM9sYbb5w+fRo5Um+++ebYsWMdNQfjcIznTo4cOWIuh058fHx6\nenpAQADyRD08PEy61CiUePXq1YWFhdnZ2f/617+8vLxGjBhhIQ9ca2TQoEGW6xozfPvtt8Y1\nRQICAq5du4bOZGJiIk/HLi0tDYVA7dy5k6edMpns5MmTvr6+arXa+K/Mzd6pUyc+A4yOHTv6\n+/snJSUdOXJEr9cjl4LZCacI7DPPPDNmzJi+ffvyqRZqAQvTV4gePXqYi1VqFezYsaNFa3G2\nKO7u7hbqCbWWh/K5c+dommYCu8GODNhs+vXrx//ZAQDPPPMMyjDFSWhnAQvVpVsLpnM+SSQS\nuVzeQouSOMMn7l4kElmtK8zQpUsXOyvN1dTUaLVa9u1hgenTp0+fPt2ewwnCOAxo6NChEonE\nQoZ3PnNICIqiYmJirl+/znkCxcXFGUd5o84uJSUlKSnJZvEEg8mCNjwxuUyp1+uLi4uDg4M5\nnbJxIiF2TXpmYyT+l8vlhYWFaB7Fanku/hQVFfn7+9tc2piiKDT+duAYGoknOIP41atXp6Wl\nIVfJZJg/u5ScA2GLuEePHv3UU0+xj2LhYj527Bj/LvSjjz764osvjAW2wcHBbMfOx8fHx8eH\nc0c0NDRgWJyGU3mCjZubW3l5+UcffWRh2l4QKIEiAGi1WhSza3wlWBBPWGbAgAEtV0W6qqrK\n2Co/Pz/jCjHOITQ0FOV/4al9ZoasxgtKPMs58sRcF2qVgIAAoQJNkUjU2h07lyUbwxOTRQuc\nwLx588ylZa+pqWH37FjRqVMn/nH0QhGLxX379gUe0TzQ7AP16dOne/fughrR5OoMp5Oyf4is\n1WrLysqEPn05ztYLL7yQl5fHs5ZXWFhY//79+SgHS0tL+cfpG+Pn54dygTKxzPaDxBOcyMLA\nwMDY2Fjj7N+WiYyMFCoFWLZs2dWrV5mQeXaQokKhSExMZOeTM87xZu5qYTJZ8vH2Jk6caGGS\nPjU1FUlH0du6urrhw4c70Nd3CGq1mjPAi4uLy8vLy8vLi4uLs1DqygZQAsWcnBzjk8YciI94\nQiaTGUsZ3njjDUfZaUx1dTXPvCrMJG6L5tF97rnnTp48eeDAAaSosMqQIUPQi5ZeG0Xiidbu\nbzkN7jB97dq1aMqhoaFh/fr1TJb8OXPmONs0V2BOPKFQKByS1sgcfn5+5m4MuVyObUbstLS0\nyMhIQeHkTkCQAiYpKenEiROWY7bsP/9isZgd+dsShIWFMU5PdHT0tGnTTN6zvXv3RgobZtaH\nI57AASSekEgkffr0mTx58oYNG8xtOWzYsPz8fAuzCx4eHujXubm5xcTEXLp0yeqsXkBAgLk1\nbrlcztynL7zwQn19fVJSEieu1Jy/wkQu8pkcffvtt/Pz89nTt2w41fZkMtlzzz13+/btLVu2\nWN2zSZ588kmHZxQ3Fk9ERkY6aoqOPzNnzkTqH6urzwCQlpZmOXCW8dptS9psDP+VMblcjsar\nxr9i/vz51dXV/JMQWUUqlZp8Hrkw7TxHPEGwjMGN1717dyb1bufOndm5Of4hjp2/vz8qEQaG\nF7FMJrPfsXN3d8/Nzf0KyEAmAAAgAElEQVTss88EZTTluQjrHDhxvr6+vk5br5dKpehxiwYe\n6enpbm5uJvsyPuIJniE4nTp1OnXqlP0zdkzkb8vRpk0bZu1jyZIl5ib2unbt2rVrV/YnxuKJ\np59+msly5wSCgoJQtovAwED04E9LS0OnKysrq6amxtixk0gkqKeKi4uzKvtFUBSVmJh46dIl\ne6YW/P39mfk/NMWuVqu/+OKL77//3uZ92o+Hh4eHh8ft27dt3kNL1LcNCwvr2rUrym9l2x6Y\nri8tLe2VV1756KOPzEmhGeRyOeoljKf5LYgn+MM8FGwueMiBv3giJCTEZEwnADz77LMOMYZB\nJpOZFE8Y94QikQgNFG0rtMgfJ3ShDxIGjh3PcOMHm/79+6OQGiZ1iKNQKpXr1q3bv3+/Scdu\n4MCBKEzEaYlY8/PzOcGt5ujfv//Fixdv375tcyQWHwICAlD+AqZPSU5O7t+/P3rL5ERA8Iyy\nNwfPYKwW/b0Op3fv3kx2wFZE7969mUTNPG86iqKYzGf9+/dXq9Xsa8M25syZs3//fqHfUqlU\nzz77rEMcu+jo6Lq6OnOlhB2YuEco4eHh/CuOsBk8eLBEIrHZsZs2bRq6zWUy2YoVKzIyMh57\n7DHLX+ncuTO6Ehy4ZieTydatWwcAmZmZdhawEYlEer3eQXY5BjQy9/X1tW1lHNVsdLRRzoCi\nKJQxkVFko3IdZ8+ebS3yFAu0pueWE6ioqBCLxU5zrdjEx8ebzGIvSDwhCP7BrStXrnz99deN\nNU3V1dUWdBIMPj4+Wq3WauRySkoKR5Uye/bs2bNn87GQnebefvEET0aMGIG0z1axOfJXEFlZ\nWWiyWdAEjJ3iCWMiIiKampqEBsOxoWm6qKgoKChIJBJ17doV9b/m4gVXrlxZWVlpLqEg//k5\nPltWVlYKTePHn7Nnz1r4q8lCOIiGhgaby5qJRKL9+/dbrjmxa9cuGy6PkpISB1Ytsh/L4olX\nXnnlqaeeMulVu7m5MblXjx8/jm4xyzfye++9ZzITZ0BAAKdwn0nxhMNJT09HsxXGA1r0ZOnY\nsSP7GtBoNCbDG5KTk7///vuGhobU1NTy8nIHdhovvvjiyJEjLVwwVrtQkUi0b98+QR1seno6\n+21mZma/fv3Yt2Hfvn1bLoi8RSGOnQFVVVVubm7Gjt2oUaM++ugjl5hUU1PT2Nhoj2PXsWNH\nQfk/BwwYwDMPS3V1tTlBAHODeXh4nDt37quvvhKUTdQenKaA4ZODxtPTUyQSIfGEv79/S0Sz\nKZVKlUrl6ekZExPDMwEhG1R5woF9tP3TV3q9vqysTKVSyeVyLy8vTv8riDlz5pw/f95Oexiq\nq6ttduyY5eP4+HjHLt3W1dWZW6Tjgw2lPDnI5XI01cH+UK1WYzXhbVk8wTO3y5QpU9gioRkz\nZqxevdp4s+zsbJNBeHv27OFczPzFE/YgkUj4J78EgIaGBpPiCbFYjPYzaNCgTz/91IEzIJmZ\nmZaT0jOVJ4wvqoSEhDNnzrBn8R3FpEmTxo8f79h9OgeMbjwcUCgUJsMzXZj5xX7xhEwmE5Tw\n7O233z5+/Lharbb6tJDL5UhEFhoaaq7sKRojpqeno+UMJ2QibbnyIRYYO3asyeHmZ599Fhoa\nqtPpWi7yd8+ePfZ8HUPxBEpcYo9b8MILLzCahocfftjLy0ssFv/f//2fnYaxxRNCEYlEDn/w\nIGQymYeHhz2+nQ3ExMRUVVUlJCR07do1KSlp4cKFnGBHDw8PyzPHffr0QX1Ci6YTZ+AjnhDK\nU089hRy7lJSUXbt2CSqKiLAsnli9evXp06enTp1qj5E2YE484UIsiCcGDx585swZoqtgQxw7\nA0yW7XMtzhdPhISEXL16dfHixa+99prlLX19fWfPnj1ixAiFQsEJ0Zg7d+7PP//MhKTExMQ4\nrZScSfFE+/btDxw4cP78+RdffNE5ZrDhRP4OHDhQpVJhMp9hLJ6wgNXodYdgofIET9iPpV69\nevXq1QsAnnjiibq6OnPeRo8ePaxWXGWLJ/DBfvGEDVy4cMHyBpaXdwEgJSUFJWV0Dg4RT3Bo\n165denr677//HhERERsbe+zYMaF74IgnFAqFSqViPunSpYsDk8KYZM+ePVqtltMXmRNPuBAL\n4onU1NScnBzcRqeuxcSj5erVq8YlGv/h9O7dG5X6cXh4jYeHR1ZWlqCHK1Z07tyZZ4lYZ5Ka\nmoomA5g4Qh8fn/79+z/00EMo3VdLd5eWeeihh5isZgSnIagUKX88PDw49SEI/xDEYjFyiRwV\nO7t69WqTa7sAEBISUlBQwBGF7N27t3379vYc0epyqkwmsyfPpRMYN27cuHHjHLKrRx99NDg4\nGBWudcgOXYWJtDTJycndu3f/4IMPnDM6x4qKigqTsQUoI0P//v0dPssSERFx4MABC/FnNTU1\nPJOAO5bFixd/++23lreprq7G8HlWUVHh4+OTm5ubm5vLCeFHsSYqlcqxw7uZM2cuX76c/Qln\nAKDX6wsLC61OCLmEoqIiZ9YtGDRokNVtUOUJ3PSD0Cye4HzYv3//yZMnC9pPhw4d5s6d66iw\nhIaGBgz76pKSEqwcApsrT7Qo/MUT06ZNY/cqaGW/TZs2VmdGbYAtnsBkJsw5XWi/fv3mzp3b\nGnMLcDDh2BUWFj755JPbtm0LDw8fNmzYl19+6ZJiDC6hqqqK0Zc9/vjjb775pmvtAbwrT1RX\nV/NMUO5M2I3oHMLDwzkSY5VKdfLkyZMnT6JFQNsqTzgHOytPCIVP2g4knuBUnsABJJ6wfz8Z\nGRl5eXl8xDdSqRTVVLAQ/G5SPOHygpBqtbqFZAFr1649efLk/PnzBX1Lo9FMnz793r179mfG\ncSA2iyekUumBAwccW7aLwZx4woWQyhOCMDH/5OfnN23atGnTpt25c2f79u0zZsyYMmXKqFGj\nJk2aZKEy8YMBWzwRHR3dqVOnljvWxx9//P7771sN+cS58oRcLsdwFsqcAsbheHl5Gf/8CRMm\nZGRkeHp6suVvTqg8YTMPpHiiJdi5c2dCQoLVoPK2bdsiUblDzqqHh4fVytQmxRMxMTEFBQX2\nGwAAYrEYOUMWnMvY2FgURMtsY1U8YTMJCQnsqm48kUgk/v7+fn5+LiyfYAyeNdlNiidWrFjh\nwOIWQiGVJwRhuuvU6XTHjh3buXPn119/rdVqR40a5e3tPWzYsOnTpy9btszJJjoTJ4gn1q5d\nW1dXFx0djUKerW6PVeUJDibTPhUUFKC8xz///LPzTQLHNWKnTp0yMjKOHz8u6FvsdLsMOKdN\nxzC+037xhENAIlb2UldQUJDVbzElUqzy66+/2mwbG5PiCV9fXwdG/ln9RYzsnQGdt6ysLJSG\nsE2bNg6xxGZa6B6cN2/evXv3LE++IieJqWnEhn/lCWfCFk/4+vqiBZCXXnrJhWMtnLtQDDHR\nTtOmTfvf//4HAI899thHH3300EMPoebMzc3t1q3bg+3YOYHBgwe72oSWpYVWB5yPUql0Sapq\nAiagtHOnT59euHChq20RzLx58yIiIsaOHeuoeTvbsDMNIf4gUZ1lkOsWFxcnKO2Ua+nVqxfy\nyHft2rVkyRJXm0MQhgnHTiqVbt++vUePHpxpz6ioKOTwPcC4sPKEOVqu8oT9VFdX6/V63Eac\nfBpRJBKhVdS6urrGxsaWXp1xTuUJ23B45Qn7YVeecLUtBqjVaqlU2kKVJ2yGU3kiPj7e29vb\nx8enY8eO/v7+HMcuISGhrKzMXBkPB4IqT7TQaqxVjGuY4nkPOqfyhFA0Gk1jYyPyyL/77jtX\nmwOAa/Nhi4ne/N133zW5qbu7O4oEf4AxV3nChdhfeaLlwNOxE9SIxhn4AODRRx9NSEhITEws\nKytziEktWnnCThxeecJ+2JUnbNtDeHg4mm9LTU11oGGVlZUKhQI3x44jnli9erUF6fF7772H\nXhw4cGDu3Lkt95hElSdc5dhRFMWpYWqhdIELcU7lCaE0NDSUlZXxCTxwGng2H7YYnCMLNzmG\nMfItgdPi7vlDxBNCsb8RZ82ahV4IVd6Zg4gnBGG/eEKhULREmQd3d3eTvmZiYqLDj8UfC5Un\nNmzYUFNTYzIx74ABAwYMGNByVrWceMI2UPQ9bnPAcrkcJSUGM2oblUqFVCnMMm54eHifPn1a\n1L+RSqXOKQfCHyKeEITBxXHr1i1X2YEJpPKEIEyKJ1wOho2Ic+QvEU/wx9wcxpAhQ6ZPn+5k\nYxgsVJ5wwpKrOVoiv5o9uPAeDA4Ojo2NNXlC/Pz8Hn74YQslnkNDQzmqlOjoaLTK3HLIZLLI\nyMgWPYRQcO5CMcTAsQsPD3eVHQQCgc3SpUsfeJ0NgfBP4KOPPnK1CYR/Fgbz0hKJZPPmzRJT\nuMo+J2Ou8oQLcVXlCT5gW3nCUY343HPPnTx58ujRo3bux4a06X379k1ISLDzuHxwcuUJPmBb\neUKtVmMY6o4qT3h7e6PqOJjMWGNYeQLD6i9VVVVVVVWutoKLRqMpLi52tRUG4Nl82GLgsV25\ncsXf379fv36cjTC88loIIp4QxAMgnrBMWFiYQ1aUiHhCEPaLJ1oInMUTSUlJSC+CCQ4XTwQG\nBqK4SdtubTyj79EQ1GQQpAsh4onWjsE5QmvYHh4e58+fZ2aJ6urqxo0bh2EtwpaAE3evVCqR\n5NuFrh4RTwgFQwUMEU8IAqvKE1FRUaj2Q0ZGhkQiwc3XhGbxhKut4OJw8US3bt3s8VydIJ4Y\nP378+PHjBX0Fw8sJiHii9WOi61y4cOHrr78ul8vd3NwUCsWdO3cYkeADD2cVo0uXLihJowtx\n4Vxdz5490c9PTk6eNWvW6NGjOZNzRDzBE/6Rv0xCV6d1rEQ8YRkfH5+cnBxXW2EJnjVsnAwR\nT/DBz8/P1SaYgIgnWjsmHLuPP/74+++/9/b2Xrt27ccff/zOO+9gGOxCcALe3t5M1visrCzX\nGvMPITMz0+VjiVbH8OHDo6KiMHRuCAQCVoSFhaEEhw9MhSSTmHDsKioqOnbs6OXllZ+fT1HU\njBkz2rdvP3v2bOcb53xI5QlB4Bljh2Ej4pw2/QGoPJGdnZ2dnd3SVgHelSdwm6h2beUJY/C8\nB1H8Om4xdhqNpry8HKsYO0c1X1RUVEsni8EBE/1mYmLi559/jk7f9evXKysr796963TDXENV\nVRW7OA8O1NTUYKg8RVRXV+MmIgYsGxGJJ3ATnyJKS0uxUi9Cs3iiqanJ1YZwqaysxFAVy6k8\ngQlqtRqrmgoo+l6n07naEAPw7EKReMLVVhiAZ/Nhi4lh+pIlS8aMGTNgwIAxY8Z06dJFJpNZ\nKFDzgIFh3D0RTwgFw0Yk4gmG7OxsFAJvYT4AK/EEG3OVJ1zLP0Q8YSfYVp5wtQkmIOKJ1o6J\nrnP48OFlZWUymWzGjBkJCQmlpaVjxoxxvmUuAbflDGjNlSfGjRuXlZUVFxfnNHsQGDYizpG/\nThZPhIaGhoaGWt4GK/EEG6uLU0FBQTNnznSOMQxEPMEHPO9BIp7gCZ7Nhy2mx8SMt+7YubqG\nhgY0QPnrr79++eUXqVTaq1cvrBbyCQ5k2rRprjaBQHAq8+fPT05OdrUVBILDGDlyJCpMR2bL\nWhHceem6urpVq1bl5ORkZWXl5OS8/fbb9fX1jjoYmnzavn17165dDx48ePDgwZ49e+7evdtR\n+7cfUnlCEA985QlHgXPadFJ5gj9WK0+4ZGUNVZ5w/nEtQypP8AH/yhPJyck5OTk5OTmuFZ3g\n2XzYYjBjd+/evS5duri5uQ0bNiwjI6OoqOj9999/9913jx8/HhAQ4KhDLl68+PDhw2hcW1hY\nOGDAgEcffdRRO7cTUnlCEHiqYjFsRFJ5QhCtrvJEUFDQ1atXwUVhAEg8gVsEgv2VJ7y9vXNz\ncwHAIbX18CxdQCpP8ATP5sMWg3M0a9asdu3aff3118zjJy8vb8SIEbNnz96yZYujDklRVERE\nBHrt5eWFlXIKw7h7Ip4QCoaNSMQTgmh14gmxWBwbG+t8exAPqngiMDBw3bp1jrKHiCf48w8X\nT7i5uaHbGbeTwB+DrvP//u//tm/fzu7l3dzcFixYMHr0aIccTKlUdurUqbGx8YUXXtiwYcOV\nK1emT58+atQoh+zcIeA26oXWLJ5wFRg2Is6Rv6TyBH+wmsNgIOIJPuB5DxLxBE+c2XzR0dFo\nAr71YuDY3b5923jcmZCQcOvWLYccrKSkRK1WX758GaUZq6ioyM3NHTlypEN2TiAQCAQCoaXJ\nyMhobGwMDg52tSEE03DnpY2nOh07+alUKimKqqmp2blzp06nGzFiBFbrUxjG3RPxhFAwbESc\nI3+JeII/VsUTLoGIJ/iA5z2Iv3jCJDNmzNi+ffuaNWucZhKezYct3CiWTz75hLOu7MAYuIMH\nD+bm5spkMqScKCgoqK2t3bRp00MPPeSoQ9gJhnH3RDwhFAwbkYgnBNHqxBOu5UEVTzgWPKPv\niXiCJ3g2H7YYnKOUlJRPPvnEeKOUlBSHHOzZZ5/ds2dPmzZtmE9u3LgxfPjwP//80yH7tx8M\n4+6JeEIoGDYiEU8IotWJJ1zLgyqecCxEPMGff7h44gHAoOs8d+5cix5Mo9FwBgEBAQFYVX/D\nbdQLRDwhHAwbEc/AbQQRT/AHqzkMBiKe4AOe9yART/AEz+bDFqeOiefNm5eenp6VldWmTRuK\nogoKCo4ePfryyy870wYCgUAgEAiEBxWnzkvn5ub+9NNPvXv31ul0Go2me/fuhw8f5lN4qr6+\nvtaIpqYmANBoNMxmGo3GzrdM3L39u3LU24qKCkY8gY9V6C0ST7jcDM5b1IguN4P9lon8xcoq\n9LqoqKi+vt7lZrDfIvFEY2MjVlYBgFqtRhe8E47LCXKwsHFDQ0NxcbHLTw7nbUlJSW1trcvN\nYN7ieQ8y4gmsrNI0iyfwsaqxsZERT+Bjlc1vWxpnR7GEh4ejZOIImqa1Wq3lYJqGhobdu3eb\ni+UqKChITEyUSqUNDQ1XrlwBAHveenp6ymQyNzc3+3flwLceHh4+Pj4uN8P4LfKfUDYcfKyq\nqqqiKArJdTGxKiYmpqysTKlU3rhxAx+r0NvS0lKkqcTHKrFYXFZWVlZWhpVVUqlUrVYjMZkT\njovkt6jfs7xxZWVlSUlJSUkJVueqvLwcOQeYWBUdHV1WVubl5XX9+nV8rPL29haJRFKplM/G\nCK1WW1BQ0KJWhYWFlZWVeXt743AhsX9+QECAVqvFyiob3kLLQ7k2+P3ixYvJyclWbaivrzfO\nfVBaWnr8+PHhw4czod/II7bnbWVlpVgsVqlU9u/KUW+rqqr0ej0q6YaPVehteXk5TdNI0oWP\nVaWlpUisgI9VIpHo1q1bkZGRKKIUE6vQ27/++isgIMDNzQ0fq2ia/uuvv4KCgiQSCT5WAUBx\ncbFUKvX09HTCcQcOHLh///7MzMxjx45Z3ri2tlatVgcFBWF1ru7cuaNUKt3d3TGxCs97EE3X\n+fn58dnY39+/qqpq1qxZeXl5LWqVXq8vLi6OjIzE4UJCb3U6XVFRUVRUFEVR+Fhl29u7d+/+\n9ttvjz32GLQYLnbstFptRUWFbdHuxcXFP/30U05OjsOtIhAIBNfyyCOP7Nu3j3HsCARvb2/k\n2K1atcrVthBsxwmOnbOXYrVa7R9//FFYWKjVasPCwtLT0zHUMBIIBAKBQCC0Rpwqnjh48GBS\nUtLEiRM3b968devWyZMnJyQk/Pjjj860wTIYFi0glSeEgmEj4pw2nVSe4A+pPMEfUnmCD620\n8oTzwbP5sMWpM3b4JyjGsGgBqTwhFAwbkVSeEASpPCEIUnmCDxosSxeQyhM8wbP5sMWp50iD\nfYJiDIsWkMoTQsGwEUnlCUGQyhOCIJUn+EAqT/BHSipPtHJIgmIDcBv1Aqk8IRwMGxHntOmk\n8gR/nDmHERwcHBsbGxoaanVLUnmCD3jeg6TyBE/wbD5scapjl5ubO2jQoL179969e5em6e7d\nuy9fvhy3C4hAIBBczqZNm1xtAoFAaJW4OEExblRUVIjFYqzCs2pqarRaLZ7zdnjG2GHYiCgv\nVHBwMEVRrraFS1FRkb+/P1brnjRNFxUVBQUF4bZwplarpVIpbtNjDQ0NNTU1uE1Ul5SUeHl5\n4bMai+c9iJQTuMXYaTSa8vJyrGLs8Gw+bHFZv9m5c2dXHdoCVVVVNTU1rrbCgJqaGgyVp4jq\n6mrc9KeAZSMi8QRu4lNEaWkpVupFaBZPoJqBWFFZWYmhKhaJJ1xtBRemSgcmoOh7rEK6Adcu\nFIknXG2FAXg2H7ZgNEzHAQzj7ol4QigYNiIRTwiCiCcEQcQTfCDiCf4Q8URrx2Vd56RJk1x1\naAvgtpwBRDwhHAwbEefIXyKe4A9Wi1MMRDzBBzzvQSKe4AmezYctLhu+PPvss646NIFAIBAI\nBMIDCV7z0i4Hw6IFpPKEUDBsRJzTppPKE/whlSf4QypP8IFUnuAJns2HLcSxMwDDuHsinhAK\nho1IxBOCIOIJQRDxBB/wjL7Hswsl4onWDnbhya4Fw7h7Ip4QCoaNSMQTgiDiCUEQ8QQfiHiC\nP0Q80drBrut0LRjG3RPxhFAwbEScI3+JeII/RDzBHyKe4AMRT/AEz+bDFryGLwQCgUAgEAgE\nmyGOnQEYxt0T8YRQMGxEnCN/iXiCP0Q8wR8inuADEU/wBM/mwxbi2BmAYdw9EU8IBcNGJOIJ\nQRDxhCCIeIIPeEbf49mFEvFEa4fE2BmAYdw9EU8IBcNGJOIJQRDxhCCIeIIPRDzBHyKeaO1g\n13W6Fgzj7ol4QigYNiLOkb9EPMEfIp7gDxFP8IGIJ3iCZ/NhC17DFwKBQCAQCASCzRDHzgAM\n4+6JeEIoGDYizpG/RDzBHyKe4A8RT/CBiCd4gmfzYQtx7AzAMO6eiCeEgmEjEvGEIIh4QhBE\nPMEHPKPv8exCiXiitUNi7AzAMO6eiCeEgmEjEvGEIIh4QhBEPMEHIp7gDxFPtHaw6zpdC4Zx\n90Q8IRQMGxHnyF8inuAPEU/wh4gn+EDEEzzBs/mwBa/hC4FAIBAIBALBZohjZwCGcfdEPCEU\nDBsR58hfIp7gDxFP8IeIJ/hAxBM8wbP5sIU4dgZgGHdPxBNCwbARiXhCEEQ8IQginuADntH3\neHahRDzR2iExdgZgGHdPxBNCwbARiXhCEEQ8IQginuADEU/wh4gnWjvYdZ2uBcO4eyKeEAqG\njYhz5C8RT/CHiCf4Q8QTfCDiCZ7g2XzYgtfwhUAgEAgEAoFgM8SxMwDDuHsinhAKho2Ic+Qv\nEU/wh4gn+EPEE3wg4gme4Nl82EIcOwMwjLsn4gmhYNiIRDwhCCKeEAQRT/ABz+h7PLtQIp5o\n7ZAYOwMwjLsn4gmhYNiIRDwhCCKeEAQRT/CBiCf4Q8QTrR3suk7XgmHcPRFPCAXDRsQ58peI\nJ/hDxBP8IeIJPhDxBE/wbD5swWv4QiAQCAQCgUCwGeLYGYBh3D0RTwgFw0bEOfKXiCf4Q8QT\n/CHiCT4Q8QRP8Gw+bCGOnQEYxt0T8YRQMGxEIp4QBBFPCIKIJ/iAZ/Q9nl0oEU+0dkiMnQEY\nxt0T8YRQMGxEIp4QBBFPCIKIJ/hAxBP8IeKJ1g52XadrwTDunognhIJhI+Ic+UvEE/wh4gn+\nEPEEH4h4gid4Nh+24DV8IRAIBAKBQCDYDHHsDMAw7p6IJ4SCYSPiHPlLxBP8IeIJ/hDxBB8E\niSdefPHFuXPn9u3bt0VNAiKeaP2QpVgDqqqq3NzclEqlqw35m5qamsbGRjwXZKurq/V6vbe3\nt6sNMQDDRkTiCX9/f9yi2QCgtLRUqVRiFdCGxBMqlQq3CKTKykqFQoHbuicST+AWgaBWqyUS\nCT5hdij6PiAgAKtLHQ1Bvby8+Gz82muvtbA590HiCawCD/BsPmwh58gADOPuiXhCKBg2IhFP\nCIKIJwRBxBN8IOIJ/hDxRGuHwvDBzJPi4uKffvopJyfH1YYQCAQCgUAgWOfu3bu//fbbY489\n1nKHwGv4QiAQCAQCgUCwGeLYGYBh3D0RTwgFw0bEOfKXiCf4Q8QT/CHiCT6QyhM8wbP5sAW7\nKBahXLt2zYF7Ky8vF4vFWKkBqqqqNBoNnumOKioqaJpWqVSuNsQADBtRq9Xeu3evpqYGwxiR\nu3fvqtVqrMKh9Hp9UVEREsG42hYDysrKpFIpVrocAKitra2trcXNPyguLlYqlQqFwtWG3Afd\ng7W1tViF2aFBO27auIaGBtzGMHg2n204YaamFcfY1dTU/Prrr461X6vVUhSF1dNXp9PRNI1h\nIDkAoJke3GzDsBFpmtZoNFKp1NWGmKCpqcnNzY2iKFcbYgCeVmk0GpFIhNWlBQB6vV6n0+Hm\nBGs0GrFYjM9jGM97EM8uFMNzhaFJ9uDh4dGtW7eW238rduwIBAKBQCAQCGxwGU4RCAQCgUAg\nEOyEOHYEAoFAIBAIDwjEsSMQCAQCgUB4QCCOHYFAIBAIBMIDAnHsCAQCgUAgEB4QiGNHIBAI\nBAKB8IBAHDsCgUAgEAiEBwTi2BEIBAKBQCA8IBDHjkAgEAgEAuEBgTh2BAKBQCAQCA8IxLEj\nEAgEAoFAeEAgjh2BQCAQCATCAwJx7AgEAoFAIBAeECROPp5Wq/3jjz8KCwu1Wm1YWFh6erpE\nYqMNTU1N586d0+v1jrWQQCAQCAQCoYVQKpVJSUktt3+nOnYHDx7Mzc2VyWTJyckAUFBQUFtb\nu2nTpoceesiGvanV6itXrkRERDjYSgKBQCAQCIQWoL6+/tatWw+OY/fss8/u2bOnTZs2zCc3\nbtwYPnz4n3/+adsOKYrKyspykHUEAoFAIBAILcjdu3d/++23Fj2EU2PsNBpNUFAQ+5OAgACd\nTudMGyxD07SrTTABnlYhMLQNQ5MAV6sAV8OIVYLA0DBiEh9omsbQKsD1XLnahFaDUx27efPm\npaenjx8/funSpSlwsZEAACAASURBVMuWLZswYUL79u3/9a9/OdMGy9y9e7e4uNjVVhhQUlJy\n584dV1thmqKiosLCQldbwQXDRtRqtfn5+ViNYRguXrzY0NDgaisM0Ov1+fn5TU1NrjaEy61b\nt0pLS11tBZfKyspr16652gouV69eraqqcrUVf6PRaDC8B4uKioqKilxtBZe6urqCggJXW2EA\naj4SUs8Tpzp2ubm5P/30U+/evXU6nUaj6d69++HDh6dNm+ZMGyyj0+lwu3R0Oh1unRGDXq/H\n7XQBllYhk/AccWJ4gdE0jefpwvDSAmIVP/C8B3E7SwgMrdI342pDWgfOVsWGh4fn5uYyb2ma\n1mq1VoWxDQ0Nxs8eNM1QVVUlFovRJ1qtlqIom99qamuXP/ywqLq6SKMRSyR9vL0n5+Xp+vWz\ncc8ajdunn+o6ddLp9fJVq6jGRn1sLFVYWL9wIZ2QwHNXV65cefXVVwMqKh6pr//q1q0Xk5K6\nuLtTYjEdEPDb2LGvT5smqqvT0LREqRTV14v1+gq9vn1U1GuHDgFNL+jd+8KtW0BR8sDAJcHB\nbSZNEv/xh/jmTaqiAqRSTe/ekl9+0cyaBb6+bkuWNA0cCEFBsg8+AIkENJqGGTN0PXtaNdLd\n3Z2m6crKSntOu8Pfenh4UBSFlVUikcjf37+xsbG2thYfq9DbgICApqYmnU6Hm1X19fWNjY1Y\nWeXp6QkO7XMc8lYsFnt6errKKvnKlZLjx2kvr6blyzXh4eivkq+/jt64kZJKtW5umqVL9QkJ\nzHcpipo/f/61a9cWLFiQmpp67ty5t956Kz093Uup3PX227KaGnexOF2pPFpbWxMT4xUYuHLl\nysjISJNmyDdsEO/de7ahYWF+Pnh5/XvbttTr1yW7dsGdO9oBA3QvvMBsDADL//3v37/4wlss\nro2PD5DJyv/8s0mnk3p66mprfQIC/jV5cqdnngEA6n//k27aBEFBTStWuOXlwc2bjYsWUamp\nnJ+/YcOGXRs3xpeVvTFpkvjll20+k/X19fPnz6+oqJg0adJQmeyTBQt+rqnJ++ADSVzc/MGD\n62tq3k5J8Vu4sLFjx7y8vOLi4jfffNPd3d2eJisoKFiyZIlIJIqKinJ3dy8oKFi2bFlgYOCc\nOXPKy8sbGxvT0tKSk5O3bdvm7++/cuVKLy8vHK52yf79CevWga+vViajy8spkQjc3Kj6+hWX\nL/+fWp2RkLCkXTtapYLqaqqggA4Npdu1E//8M/IwaLm8+PnnX9qwobKykqZpT6k08tKl/NJS\n9/h4VUpKSXFx/V9/BcbFBcbEqNVqdIZb9Bc5YYWEcu0I5uLFi8nJyZZtaGho+Pbbb51g5929\ne2du3sy8FQPcCgv7+e23bdtbm2++af/ZZ3qxuC4gwJM12X6zW7dfm3scy8iqq/fMn//RvXvM\nJxkAhwD2AswFqBKLy8xMtKyePFmjVs/ZuZP5xBNgAUXNMzqH1SEhlF7vWVysk8loAEljI/q8\nLDHx4NKlPH8pgUD4ZxJ05kzv5cvR6ztduhyZMwcA2m/dmrBvn7h5Jf1qdvbvkyczX7l06dLC\nhQsBoGvXrrNmzZo9e/bt27cBQERRelOd/NChQ8ePH2/8ubKw8JGZM4GmRwN8CQAAnaOjf7tz\nR6TRoA1+WL68PD4evb558+ZLL71k+bfMzMnJHDVqyPTp7mo1ADR5eEhrawGgIjr6x1dfbVIq\nmS11Ot2ECRPQXEMngEVr1jQaxo7z57PPPvvmm28AIDQ09BRFhd+5owV4nqIio6PnXL8OAHMB\nlnh6vtqr15t79wLASzNmdO7Rw7ZjITZu3Lh//372J8OGDQsMDPzoo4+YT8RiMfp1U6dO7d+/\nvz2HcwjuZWWDn39epNVyPr8EwChLL7JeM5wHWAGgAyj19T1YXs7nWM8//3z37t3ts9c6FEXl\n5OS03P6dPWPHIT4+vqSkxPI2crn80UcfNZ6DvXr16sWLFx9++GFmwg+NzGx+25CZueGbb85V\nVKBPdADX7959tEcP2ttb6K6oe/eUs2YBgEin8zQMoYg4f947O1vi5mZ1V9LFi7exvDoAOA7Q\nD6AG4DoAmF8+o8rLr5w7BwBSAA8ANUANwPs0Pc9oS2VzhJy42aUDuRwaGnyrqnieWJqmURfg\nqFaw/y1N0xRFudyMVmEVYNmCxCqhbzUaDUVRzjsuTbv95z90dDR16xY0E3b69MDOnamSEuWu\nXcAiyscnePBg5rvMHEZJSYlWq0VeHQAgr04JUA0GKBSKwYMHG5vhPnMm0DQAXGze8tSNG3UA\nngAA0ADw43ffJUyZEhERcfLkSYVCAUZIANiewp2jR4eOHStXq9Fb5NUBgM+NG4PKyzWPP878\nhOLiYmYF6RRAUmNjBOsHCjqTyMcFAE1TU1lFBbJnDU0PvH4dfX4YQFpTU7lvH3obWV1t8mzw\nf/v5559zzoNGo+GEcTO/jqIoBz5hbX4Le/cae3X/A5jJelts5NjpAIagZyUAWPTq5ADMHFpN\nTc3gwYNb9BcVFxefPn3agj324/oExf7+/la/xUyNspFKpQDg7e3tKNu8vb2nLV06Y8YM5pP9\nNN1t925grR3z5ZNPwIzigaqs9AYADw8re9i4Mf+tt/YYfcwWSXcC2JGauv7evZWG/t+lgoKz\nhYUAkCGRpGi16wAAwIr7jFAqYeZMWLKEKi72lstBJrO8eVFRkV6vDw0N5bNvp3Hnzh2JRBJk\n6xi6JdBqtZcuXUpKSmKeaviQn58fExMjl8tdbcjf6PX6ixcvxsfHo3scH27evKlQKPh0Wc6k\nsrKyrKwsLi7OeYf86itYsgQoCoKDAQAoCmgampq8Xn4ZmpOSamJixGKx6MoViUYjYXV3muYZ\ntRs3bqDJKgYFwIqYmBnNPg2irKzMw2RvuXs3AOh69bp85Aga5eoBRgDcBvgS4BjA8l9+ER87\n5uHhwV6kZvNkYuLGS5cAIBLgJsDVu3fla9aY/LnS4mKRTLZp06Y2bdr07Nnz8uXL7L9W//mn\naQutQdP0zZs30etKtfpJ1lj9x+YXxwGOAJQ1z2vUqNW2HYuBUbRQ1P31umvXrilZ85FsLl++\n7MAnLF+amuDxx0Gjga+/BvToZyZHFAqoq0Mv/wNwg/WlMuYVuhoBrqamXj93jrNvMUXpDCeG\newNMBXii+e2VK1fsPMNWcUJn61TxxMGDB5OSkiZOnLh58+atW7dOnjw5ISHhxx9/dKYNlhk6\ndOhLgwYxb78AgJ9+smVHhw+fArgCAAClAO8B3AaoAHgRrRrwEdbt3fszAEdUJhIZtNcmgOix\nY1/KyXm6+RMfsRgArpeU5NfWAkByfHxMc3ffAFCDXlnwLYKDISYGAICmoXkkbQE8o1kxtArP\nwG0EEU/wB8NLC1xiFeocaBrQlH+HDvc/P3sWfv0VAMDd/e7q1bSPDwAwT2IE41jo9fozZ86w\n/5QEkMrKckoBAMC9ixfBmJoaKCkBgCNJSQ2sq/cAQD7AXA8PlBlVp9Ohw3Gu8JEAO2JjPzx0\naMGCBe/OmfNoYCAAXKFp+uhRAIDm5ZS/WbXq8/T03Nzchx9+uLa2lpMKoMzIe+BJSUkJE27V\npNP9zvoTOwjrKgDzwKhonlC0jVOnTh1FvxEgNDT01VdfBYDLly8z/iWHe4ZTBk7if/+D3bth\n/37Ytg1qamDVKli+HAD0CoX2/Hk4exa2bIFXXy0OCoLmsFdgO3bjx8OQITBu3CWjaKIUuXyM\nUa8SBDACIKz5bYmh195aoZ1IYmJifn4++5Pr16+npaXZtrf8/Pxt27Y5wq6/qa+v37JqFXNy\nRADHune3YT+/+ftTAAqRqCQ2Fg0FsikKhXjIADRHjlj5fkUFHR7O2IE6uMDAwB07djC2LQGg\ng4Lo0lL6r7/owYM3jhnzxRdfDAkMBAA5hb4B7z722MVp05hL9gYAPW8e/cMPdJcuNEXRANz/\nsrLovXvvv/71V6s/s6Ghob6+3obz06LU19c3NDS42goD9Hp9RUWFq60wTWVlpU6nc7UVXCor\nK5FvhxW1tbWNjY2utoKLRqOprq526iEXLDDoN2bM4PYn8fHV1dX6hx6iAehevdhfffPNN5lO\nDK1MMXNC/wKo/ve/IyMjlSLRdwBPAQBAiEJhwoBz59CBxpsKhwqSyXpbfOpd9vWlq6qYna19\n5hn0+VVk/OLFdEDA/R8ilaIXK5u/e+LEiXVvvMHe26c+PradxRMnTlg08z6TWYuMue3b23Ys\nxIoVK5jdpqWlcYLtjImIiLDncIL57jt68GCDC0ksZl5re/QoLCzMysp64oknaJpWqVQA8PTT\n96c18pivrFmDdjZ37lzOz9kFsLz5NTNpNgOAViiuAqBYQn83t5b+lXfu3Nm5c2eLHoIkKDZA\nLpe37f13n6AH+PDKFcF7KS4+UlpKA9Tp9Ru9vI4AAMCPAFsAAKARoOSrr6zs4csv4fbtmuZ3\nE596auHChV999dWQIUPQ4lSEt/fClSvh55/Bzw8iI2H37qe/+GLMmDERvr4A0EDTACAGGD9u\nXNKQIe8372eOWPxcebmmV6/Kb7+Fa9eAWbthZp4DAoCZeK+stPpDZTIZVkt4CLlcLrO2iOxk\nKIpywYoGP7y8vDgzwTjg5eVFNY9P8EGhUOC2OgwAEomEmbdwEpw1h9RU4ESCBwZ6enpSKLLN\ncMauuvrvIDoUeNSrV6/ZU6dOBVgJ4BkRUVBQcKdLl4EAAQAAUMGE/7L56y8AOAWw9cgRABg6\ndKhSLofm0KLSpibLsy7+AwYAa/GxU9eu6MUp9E96OjD+YvOL2uaN8/PzCw1LJZVVc8IC+WJc\ncklk6prfAMDklKuorv7111+XLl1a0RwLLoj8/Hzmtb+/P7sKlEmcmomwuBiGD4c9hvFHLPfg\ni+Dgxx577NixY59++unvv/+OzkB0dLS7WAxoxk4uhw4dYMQIACguLn733XcBQNK8QqWUyToD\nMLGWMSKRCgAA4gGgU6dYANTS5RqN1iier9VBEhQbQNN0enr6N998s2PHjmC5HADUNiiTb948\n3/xy7p9/ooCRJppmcuYWb9oETz8NU6eCuQvo3DkAqKEoABCJRCNHjlyyZEnPnj3d3NwmTpzo\n6em59r//hXnzICGB871YVrhbMIAqKwsGD/Zvljt9pdO9v359ZmamT3Dwf77+Gh5+GABALAZm\nZCPQsQMss4FjaBLgahXgahixShDONozj2Pn4QFSUwSeBgTRNA3Ls6uvZfzH2FVQFBW/t2bMe\n6R6CguRyOQr5QoHVDTqdiV93+zYAME7KokWLDr/++n8B0GSgjqbvGm4+ISvrKQAUEu8G4G0Y\nFpzUXJfyfvRJVBS0awcAIBLBhAnoM8axu3DhQuG1awAQACAViwHgsk4HNTVgSFlZ2fr16y0k\nHz558uSHH37I+TCFFSgpBvA2Cn1T19aOHj160aJFq1grS/xh0g67ubnl5OT4+vqy/9q/f/+h\nQ4eyP6mpqXHeKv/XXwPjxBtF1dMAU3ft+hUt9APs27cPXRWBgYG+7u4AoAaA336DP/6AsDAA\nOHbsWF1dHQA83xxbNTAsLITl2Pm6u+8BWA2QCwDp6dA8kNADYJiEXCgkQbEBqGjB0KFDR4wY\nkezjA+bGi5YpLPzd4t8vV1TAJ5/Axx9Dc7iDAfn58O67AFCjUACASqXqwISwAKxfv766unrI\nkCEm9zxp/HjmTo2gKAgNBYDkkSPZkx+nTp0CgI0bN8LChTBjBuzZAwsX3vcRk5IEOXak8gRP\ntKTyhBBI5QlBuKDyRFmZwVsfH/DyMvgkOPjq1asaJAmsr4eGBli3DoKCICSk6to1APDy8mIm\n+30uXYK7zZ5YYCAAII8QPdtpgPr6+jNnzhjMo9y6BQC3m2eaExMT0x9//Ak/v1BTM5cSiWRL\nv36bAFCakEQAys/PwPyEBBRVd19hFhUFEyZAly4waxaMGYMWNBjH7cyZM4XFxQAQJhb3TkoC\ngD0AYBT69vzzz0+bNi0mJua1114z7o5Wr17dpUuX3383eFBQAO8sX56SkoLeJlNUSFgY54u3\nq6uRgtW2ehW3bt0CgLFjxzY1NU2bNs3T05M9Az1y5Mh169ahT9AquU6ne9vWhF+CYUQzYjEc\nPnw/0rFDBxg8GAAqAepZHcLHH3+MXsTFxan8/ADglp9fVXQ0swGj8x3SnB0m+uZNYDl2KqUy\nS6V6Hq3JdukCFJXY/Ces4v5tw9lLMChB8eLFi1977bXp06dHRkY62QDLsCtP+Hh4AEBFs4aL\nP+pr15iQYJO5l5cxry5cMPH95ctBrweAGrkcADw8PPg7BKpJk9o1R/5GymRAUQCgUqlikCSC\nxfnz54sAYM2a+/N2330HW7fCCy8IcuxILDlPiHhCEDQRTwjBBVZxkkf4+ABnbqltW71eTyPX\nra4OXnkFpk/X3LtXXFT056FDAJAiEqUn3Y8cM4hRCAkBuO/YMUEezz33XFpa2iOPPPK3h3T7\n9jGA7WIxAHh7eyuVSggMhOvXg7/80thYHx8fOHUKAGYBfAawGwAMHTuKovwkEkCOnVIJXl6Q\nkADHj8Obb4JCAXPngkjEzNgdOnjw6J07ABCiUHRKSgKAu2DCsbt+/ToANDQ0LF68ONcorwLj\nlwAAI7HuJJf3zck5fPhwt5gYJcA7PXoYJxy4XF+P2rqax/rv8ePHX3zxxW+++eazzz6rr6/X\naDToBCYmMj4MsCft/Pz8goODv//++w+HDl3W/CD48MMPW3AwU1cHv/+ORKz3hTjBwXDyJHTt\nChs3wjPPwA8/wMaNkJ1dZJjL8MaNGwDg6enZq1cv36goANhfVpaYmFheXg4A+/fvnz17NgBI\nJJKu6eko0ihVqwWWYxfi4wO7d0OvXtCpEzzyCPTo0bt5LPHh+++/9NJLZZzRS+uiRSP4WpQW\nEk8wcfdPp6UBQBRFCd3JyebbeOWyZVOmTEGvOXr7q0xk6OHDBl++dImJFX0sIgIAUlNT6+rq\n+B99RWQkAAQA7ImJYT5kzGDTtWtXtVrN/b5efz9edcgQq8ci4gmeEPGEUIh4gj8uEE9ERBhE\nuF+9Sm/caPDJiRPV1dXbBg0aBnBBqazr02czQCgA1SwFmw8wFPlwAO8w3xo2jEaNPmkSDcCs\nU4aHh6MXc+bM0VdUvJWYuF4mY8JQUlJSGLvq6+sHDx7sbxjPGhcXRyuVNAAtEt0/0DffcH5Q\nO6USAAYCfBMScvjw4V+bpWOnTp3atm2bbswYgxVKAAB4OiLi9eauvmbfPs4O2eFrIpHomWee\nYf7E8RjGAkjFYjFFfb5ixd/fLyyktdpTp05loUVhIwYPHmyljXS6FNZ4/vnnn//rr7/Q6/Xr\n1zNbtW3bltnmzJkzNE3Tej3t5bWVdax169bxuyyEM2gQDUAnJ9OTJ9NIatOtm8kNjxw5YnwS\n0tPTaZoeNmwY88n777//0ksvMdlbwsPD6T/+OAawAUADQLu5fde82L2yd2+DAzQ20suXR7B2\n/uqrr7bQj37QxBP4w4679/byAoAKmuYZbcZwt1lv0S87u1OnTgAQHh7OXk4FgHMoD6dOB7/9\nZvDl/fsBQAewZsCAcxIJACiVSpNp/MzxyogR+QB3AAaxwjWmTJkil8s504e//fbb888/z/0+\nRd1fVdmzB6xNAxDxBE+IeEIoRDzBHxeIJ9gTVBEREB19f6aNomD0aJg/H9LT3d3dnzt8+BuA\n/9TWvnL69ESAu80OHAAkAPg2x6UFA4BCAZ6e8M47aJEBrX4yPQuTxPjWrVt7X399zqVLuY2N\njKiNcfsAQC6X7969e9G//8021tvdHdD81quvwtSpMGsWDBzI+UH+SiUA7AMYVljYp0+fzMzM\n3bt3NzQ09O7de8yYMcPKy88YneFgPz9flMYPoNwoXYharQYAlBFNr9d/+OGHTHAh42AhhgKc\n/eGHs+fPP/7KK6y9B4NY3LFjxyeffBJMYXXG7vacOedZGQGPHz/OnEb2GWNm7Nzc3JLQHGph\nIVRVsdeAHT9jN28eDBsGd+7AgQMAAPn5sGHD/cxize4+hwvNq1udO3dmPoyNjQXDScf//ve/\nb775JnNyUlNTwcMjE2ASEta8+KJi4sT732WdBAAAqRRSUlSsD2xb7MYE7Dp010KzVn+8g4MB\noBpAJzB+5W7z9qGhobm5uTt27Pjxxx979uwJAPHNQ6jHAGIA7gEAE0p87x58/jn8/jsNMNnN\n7YUDBy5fvw4AXl5etKA1qeXL2wQGugFAc6cDAF27dr179+4vv/zCycCO4u24PPIIAIBez8ej\nFWabU8DQJMDVKsDVMGKVIJxqWFPT31oBb29YvBhEIsjOhlWrYMsW2LYNli8Hivr9999L6+sB\n4K5ef8JIwhkE4Nf89A0GgCtX4NYtYGKkBg0CudwdxduxKC4u3n3oEHrN/OCIiAjOZtHNlcQQ\nPs0hpHSfPrB+PaxaBUbeeVRAAOeTzZs3X758GbkIuw8cuGEkjwgOCvJtjoErv8tRa9x37EaN\nGuUulQIATdN/btuG/nSruVxHTkDA/wDGiESJ3bsnJyeDKZRmHJ0aI3s4nGrOjSWXSADg8uXL\nTNhZGBO6p9UGNP/wuLi4+4OWCxcAoBfAhwAysZj5LQ7j99/h9ddh1y6YOhXYkU5oHoGjwrlv\npnbJkiXo9dtvv83k4kbToijvCYJRV0il0gkTJmzYsAEYj/yJJ2D58uT4eF8AL4BuaWncw4SG\nsh07B/9q50IcOwPYcfdBsbEAoAcoMun9IOrrYcYMWL36708uXSpsLn0YFBQkFotHjBgRFxf3\nxhtvHDhwYGdzCIgeoAzgBDQ7dlotZGfDuHHwySe/AmxuvtzFYvHQoUPvmCliYRqFAvLyICsL\nmpMzIVQqVdeuXVevXg0AvXr1QqOcq1evmojOyc6+/8Kaop6IJ3hCxBOCIOIJQThbPME88JYt\ng7IymDQJAEAkglmz4AkmgT8cQJMxAMUAV/R6aF6ERQQCMGFuwSoVhIQAymaMGDgQamvls2Zx\njlxw9uyPBQWcD8M5Uy8AHTp0kEqlIgDkI4SjJRSR6JJMZu4eTDKKQv7xxx8/++wzkxsjQsLD\nfZsPXW44u1NbVYWu3hSK+rA5f1bB4cPoBTOcXlNSMgyADggwkRK5GXNzsZYdO/XVq681TyLO\noSgAKCsrW7t2LfrkvmN3+jSEhAQ2Z+D/e+140yYAoACmAQSIROBAF6eoCLZsgczM+2+/+w4A\nQCoF9ty8UQGVpqam06dPI2/4ySef7Nmz52uvvQYAEokEFRGOYvmCaITj7e198uTJLVu2hIaG\ngq8voGWlPn3AzS0gJOQawA2AcONKLcSxe1BhiydiOnVCL64Zpkc34PPP4b334MUX4eZNWLEC\n0tJg4MDbWi0ABPn6spc+3dzc+vfvH2I4HPkKoAk5T7/+Cs3F4w6xNvjggw9GjBgh2CF4+mk4\nehS6dTP+y5QpU65du/bDDz8sXboUABoaGs6ePcukF793794PP/ygZ3pYa1c2iSXnCRFPCIIm\n4gkhONsqpluIjbVQxuZKc0TKFbQ0AdCZJVoMAkDPVQVApMlJKZHI3Ug6UFhWdtFotJlmNPUS\nERFx6tSp37t0OQCwHCAPAAD03btrlEpzF1USK9QMTVyVlpbm5eVxNmMcEHeAjIwMZsZOfeYM\nlJbCnTvwzjtQWFh+/Dj63Gfz5uHNPndV83n7bOtWAIgHQDldtRaLH5pz7NRq9f+zd51hUVxd\n+N1lWXrvVUClKDZEULFgLFhjI7FEjSWWaNQUNRoTY9R0S4yJ0Wg01i8qSaxo1FgTNRbsooIF\npAlKk86y9/txd4bZyq4su2Oy78PzMPXes/dOOXPOec9R8T2WlITwcLRtu2nJEqo8egFDGDPB\nyZMnAVhZWblQ7sj77+PJE3cm4E/Gxk1JAaeYrJNAAH2pOL/+ikaN8Prrikm+PvuM61yCvLW1\nd+/ejo6OCUzm1ylTpgAYOXLkpk2bEhMTqe+YGybItNGkBRubaGGBvXuxbJnsqyMgwEEkchIK\noZzDz8PDiaNivtCKnYk8IQdu3D2b8mdj795qT5g8WRaNO2cOGzhMwzciIyOVD1c2QmyIiCAX\nLxIbG3ruMebZ4eTkdPjwYUJIZWWlTuQJLcFWaRQIBGZmZj/99BMhhAYCLp82TfZb/vxTcyMm\n8oSWMJEndIWJPKE9DE2eOH5c9nw4elTDUX1oRAcHC0aPNhMKAXgDEqAG2A6cB0hsrMoWTjG5\najsDr0EFFixYcEiJtVCLt96qJXM4O0svXCgqKlJ37AVObP5PP/2k7nXJahAdBQKSmUm5mQA2\nACQykgwYQAASH3/sk0/o9kRAwjzSFzK0AHcXFwBTGNlqNNLU/lEIwubg9ddfVzw6Koq2+a6b\nGwAhsNDenjB5XiiaNGkiO9jZmQCrmO0JCQkkL4+8+qqszEPnzgToIhIB6NatmwYJtQXlRij/\nHTtGBg6UI+IwKGJigVjtNj09XbnhvLw8c3mTZ3x8vCZJLl4kZ8+q3PMRR40ObNSoXr9XPUzk\nCUODG3cfFBRkKxQCOMrJ1q0ItibM0qXsNhqhquwgAGBubm4tH6ieUViIgwdRWloFVAL/MLEj\ns2bN6tmzJwCxWKwTeUJLsCVACCE1NTWzZs0qKiq6evUqgH/YYht1uWJN5AktYSJP6AoTeUJ7\nGJo8wUaGKGVZ40LZ4BETG3vun3++mTfv/KBBZvb2QmAE0A6AUnwbhZWrLBNIW+B1VQd07Ngx\njmZrUgnumEybJoiMtFdItseBN8ea2JVTfEgBPZgFZ1tbeHuzN3URgGvXQJ2tmZm3mAR1zQEz\nJolGCRNTSBPnsnXmhUoxglxokDkhIaFnz555ebLse3jyBIylMCsvD0BjK6uP588HMIhzlhe1\nj/7yC81ZQ+2mZmZm0S1aIDwcO3cCQM+eZjExANwkEnBywtULasrRwtcXbFpWsZgbY8dWsKV+\nZ4FA4KHKL28eUwAAIABJREFUuunq6nro0KGhQ4eyW1qooRLL0LZtrTtYHu80bfox0A0AUMCz\neB6dwLsHunFBOIZ6kUjU3dkZwEV1hZBLS8F6aRlXyE9MPnR1KfrsXVwAREVG0kIoRUVFZffu\nfQAEAn7AYQCAo6Mjt84daQCflLt8YHJBQcGWLVtoR/fYeJFLmhMtN5Rs9QQPRQJfpQJfBTNJ\npRMMKph2il2twsHAPSQkMjJy5mef+fz+O7gxba6uUAVLhunlC3CLQbFwkU9HpwiuYte3LzSO\nEo2HBhAQENC4cWNWY2vfvn0Ik2/P1tKS1ZCcra0B2NnZ0Y+PYnA4JaWlt86dA2AnFPqlpSEk\nhMpRUlpKZSirqADn5xBVJgAWnlw3pTxKS0uPHj26d+9e2TrnPUWpHN4eHhg2DJaW3Ge9LDfe\nDz/Q1d7ABi+v/fv2+T58CKrKiMVYv57Y2QFoCQBISUl5vgpmtSBEdtn4+KBTJ7BKmJkZ/Pzw\n2muy6yEkhDr3Hz9+3KNHj2nTpnHbcHNzU/dZ9dJLL3ErHWhQzTXDyc9vIUDrkJTyL8ZXe5gU\nOzkoxN272tsDKFGXozgpSRYuYG0NoBjYBEwEagCRSDSaqUWjgA6dOgEYNWaMi4UFgMKnT9fs\n2PE5kAXkATS81tfXl817l5eXp58PJnkof/qwobV3HzyoadsWAA4f1tyIiTyhJUzkCZ1gIk/o\nBEOTJ+jjyN5eMSmxPHKVvocpHU0GDpNRnWLn6upK30/BgBOgnIpTB8WuefPq6moN96CZmRn9\nFKcmQJoazdbWdt++fV9//XX//v1dXV1nz54dwOiaznZ29CxbCwtQxY7Fkyc38/IANPP0FPj7\n48ABW3NzACXl5QAqKiqkhIAqdrGxNd7eT1QFQ7NwdHTU7LGpvSA5mjS1dPn4+aFRIxw96sbE\ni4Mqdtu24fRpALCwEADjsrN7E4JPP5UdMXVqmatrbnk5gDYAAMIJTHpOPH4sKxc2dy5On8bE\nibLtHTvC0hKWlkhMxPjxtORScXHxSy+99Oeff55iiB0U7dq10xBLGhERQR2yw4cP79Spk7rD\n6oCvL5g8O9VSKT+f2NrApNjJgUueAGBjaQmgtKYGffuiTx+FatYs3QGDB5cBLYGxjCM1Li6O\nm26Hi19++eXu3bvTp0939PAAsBvYIF9LEfIE/gaKbbe2tma/Beln0O3bt+lqcXHxSfrEvHsX\nN2+qaQAwxZJrDRN5QicQE3lCFxhaKqqxaQz5r6qqUqZtunIVOK5ip0SSoPD09Nzp6/stU+PV\nUekAbRU7oRC2tnXegxs3bnz33XcXLlwIYM2aNV9++eXevXtdXV0HDBiwb9++vLy8BYsWeUVH\n0w9ud0Z+B2dnAOx3ZA6ArKxkQgA0o3UaGze2s7ICo9iVMS8Ra7EYR4/mnD9fJU8XUDkOANRF\nJtS6vBkN79aQITRRXjBVGWNivDmlLyLCw/HeeyAEVlZgohiRnCyrb9m7N5Yvl0qlEmtrcKpi\n1Ndil5IiW6DKfffumDgRAQFYuFC2PTQUP/2Erl0BnDp16paqmkzt27fXcJ27uLjs27dv9erV\nW7duNVPP6akDI0bAzY3Vo8uVXs0vCkyKnRzc3d252Q5lih0hCw4e/OjQIalCaVd68Tk44LXX\n/gLYpJMjRozQEH4rFoubNm0KwMHDA8BTQFl14uY0cnZ2dlfK56QXdOvWDYCtra2y4XoPfXYX\nF8tlclGCi4uLq5qvbSPCzc1Nobi10WFubu7n56eyvpzR4e/v3xBBnPUBNZ/wMJrN3d3d0VFZ\nwTAy7OzsvNRkO2sQUMuQmsA4iszMTKpCiZjwTSuhUC7CnRPTBvWFJYf6+U0HhN7emDTJhlEl\naXSaj4+PhvgzgKPY2dlBIBCLxf7+/hruwa5duy5btoxqUVZWVnPmzKFPSC4sW7T4GOgOjGC+\n26litxX4DBgJeAHzmJqzjRjepa2VFYBnZWXgKHY2jRvDzMzFxaUO9ZT5zndS82N37do1YcKE\nOXPmkNxcAIlA+O+/U+21GXW8AKE9etB7qSkwSiKRuVxXrED37rJRunRJ5n3q0wcCgbW1tXNQ\nEDjV3op0zNKvCMZqAOrXFonw44948AAvvaR87OXLl7mr7B0XHR2t+REaFxf35ptvPr9WB6BT\nJyxcyIaN882VoT1Mip0cFOLubaytAVQDi4ElwBmFqibUC+nnhz59zjMJnAQCwaJFi1TGeCrA\nUf393Ja5IdFg5AkA7777buvWrefPnx8bG0u3hIaG0kTK2+7elX2qsEQKVTCRJ7SEiTyhK0zk\nCe1haPKEFood+25uzcTC2ym8khcswCAmYk1VTloZaA6OHj2wdq1NVBTdNsPFZe/evQp+OhVg\nx8TeHoBAIKhDEdQG7dp9BBwFAjrQQKza7LgfATRNyC+M38aLKclKZ6ekqgoXLpQxZXatg4MB\nWFpa1vkI/eSTT15++eWFb73FbuHeGvfv39+wYcPXX399+aefkqjXiBAA9vb29GEOQNy4cbiN\nDYBWANjANapU0cFnWBc084hQKLTq3RudOulNsaOeXEtLOYVeFXJycrZt2wbA09PzvffeO3To\n0Jo1awBYWFhER0fXSwYt4e/Ptdg9e/ZsyZIlNFPMCwQ+mhCMCEII956xka/TQDMP4/hxVFUh\nLg6PH2cCfR4+DH31Vfod5u7uvnLlyiZ1mdYpNHxkh4eHa5BKX4iMjKTPXzZbd/PmzQcOHHj6\n9OmnZWU3gUgAdcXuNJBs9QEPRQJfpQJfBTNJpRMMKpgWih2t7CkSiWJbt75IK+goKMSOjnjt\nNezeDVtbcGPvFLBqFeLj0aULAFvGctPEy2sAy6PUAHnFDnoZpREjUF4OFxcMHkw3BAUF/fXX\nXwBYH+EjZsGTSYHr4OQEWkMyLq6U8YFYN20KRgnTLFVsbGxsbOzV/fvZLW5MakAuHt258zFj\nLAQwevRoLvFi1ZdfbnjrrVmAzDJnZSUbdh8f3LxZ+5xnsyXY2wv277d3dqa8QLYe2nOCumI1\nJj6k2LFjB43n69+//9KlSwFIpdLq6urAwEA7jTGdekPfvpZBQXRAKioqPv300y+//NLd3Z1v\ncduawbsvdeNCIe6eVvpjkff4Me7eRY8e6NMHSUnIyfkJuF5SsmvXrgMHDgDo0aPH8OHDtexr\n4cKFjhxTXGcmy6JAIOCqhg1EnuCibdu29JsyMDCQ7Vr2gMjIwI4daNQI332nfKKJPKElTOQJ\nnWAiT+gEQ5Mn6AhoVOwOHToEIDIy0ot5rNkpW8uGDkVCAk6dggaPhKUl4uLoATasYsdYwuoA\nG8Fibw9AM3lCW5iZYeJEDBnCFktQ/oxnO/BkPt0d3NxAU6IUFJQxhkbrJk0A5OTkaFmTVMTR\njANURQr+XVLCBH1DIBC8/PLL3L0d+/dfD9Tm5GV1LDqPbIP+/gDKysru3LkDBwfb9u2pIqYf\nxY4GHWoEHQ2hUMiyD4VC4ahRo6KiopKTkw0RSyoUsnl2ysvLd+zYAfngqBcCBrXYxcfHq9zO\n5pU2OmpqarhuKRt5B0deXh7OnZNlNvnjDzx+fEj+9AgO+ahO+Pj4tA8OPnT1KgA7YMXcuZFj\nxgAICAjgVnQ1QGy7ubn5mjVr9u/f/9Zbb1UzFOAnZmaoqUFNDebPR3o6fvwRHF8AhSmWXEuY\nyBM6wUSe0AkGlaq6WlbfU/6jl4u7d+/S4PeePXs6sK5YZT+GQABO7rE6EdWpk/OqVfZAxPTp\nWp0QEgJHRxQWUsWuge7BKMZBrAw2IMchLAwHD1JfZsn69XSjrb8/lUrLjkQcj20AcF7pgB85\ny9OnT+/FVoakcHODQFCrwLHub66C3qYNTTvCXlGCtm3tz5wpqI8rdu5c7NkjswhqodjRLDme\nnp5dunThbpcyMEDcCJtnp6ysLCMjA8Dz02yNBIMqdvPmzYuPjx87dmxMTIwh+9Ue7u7ucq5Y\necVu2fnzf5w/3xOoBpacPl1cVnZB/nTl2iaaMW3gQKrYhQGt+vVzdXV98uTJJA6DCYCzs7MB\n3ruvvfYarbvHsp+ejBlDiwbi3j1AdXkxFxcXHr593dzc+OYvM5EndAKfyRM8nEQ7Oztz9cVG\n9QyWJ6j+mlmyZAkAgUAQHx+fwtAh6x/f5v/KK1lPngidnc2ZmOA6IBQiPh7r1yMmBkCd5Inn\nQ1xc3DfffPP2228r72JZEfaOjgBKAQmlzQIAPIKDUSexlwMRJ264ESAACOBqZvaEeTtQzUsg\nEKxcuXLs2LGK51tbo18/sP5clrDCVewYI5+1tbUsM0PTpnZAAVCsnVlREUeO4Msva1eVy7Mq\ngSp2bkr24AaaPpWwYj5asrOzJRIJFAjdLwIM+pBq27bt66+/3q5dux49etR9tDGgEMdqLx/w\n/kwqPQucBQB0uXAhG6BF74RCoVQqFQgELVu21Kk7F+aTzsPSUuTsfOzYsRs3brzyyivcYwz8\nenNwcDA3N6+urs6Tjy9UWYWCbxwFCh7yOXhOnjC2CCrAT6msrZWz5BofBiVPsCmf1Ct2Z8+e\nBdC7d++WLVuWlpbSjXoIkBIILKZO1e2UtWvx/vu0/Kh+yBOqoEyeBWBhYcFOCr33CfAmwOZl\n9vL2hi4PK67Fzg7wFoszq6oGSaVbgQrAFqDZZYZ17z5dnUVz5050746LF1FdDda5xFWhmPQI\nQqFQNl9BQfSKL2NKyuqGzz+XW9UQTAkAqKiooEEFyokgGm76lMFa7B49kgVMKiuaPIehvz4X\nsnlreAmF6Nqo5s27A+lAitKRJ588oXPuZm9/LyPjq6++CggI8NGYil0Zzkxwq6eDA4AWLVqo\nrIViyMhogUDg7+9/7969Excvyu0oKUF1NZQMAzwMJ+ehSOCrVOCrYCapdILhBKvLYldSUkLf\nze3atQPQvn37vn37JiYmGseZJRRyi8o30CiFhobaWlmVyOc842ZcYj/qfgKoTczZ3JyaybUh\nT1BwLXaWwPqqqn0hIfPv3BkHPABSAFqedvCYMWqbsLLCmTO4fx83bqB/f9nG9u1hYYHKSohE\naNeOPVY2Vo6OdJrLlLIS1o2cnFqyLUVoqJpDZZg2bdqNGzegpiCnwS5yK05pWrrwwlnsjEye\nIIRQUydPoEiecHQ8CtwFeiodeRmgKRTbNG1qZ2e3ePHiCRMm6NqdE6vYqc+7ZgDyhAIGDx4M\n4J8LFyQKZgAlo52JPKElTOQJnWAiT+gEg5In6lLs0tLSaHiWs7NzcXGxQCDYs2fPw4cPp+pq\nbNM39EOeUAWxWDxg0CCFjVwfK5sShQB7AAC+DBFEB/IEZ8AtgN7A9ykp3kBH4DWAjW0K1lwm\nFUBQEF5+GWykWosWOHgQHh6YNInlEcvIEwDs7anxqlwhOX+dOHMGAQFg7LUA4OmpIWEh7XTz\n5s10mU3UwoJOn2FiSa0Z6/J6JiCygVLJNhyMrNjduXPHcNEhWkCh8gRbM8dLKWDzLkBTLjZj\nKgk+B1yZEhPt1AcfGD62PSAgAIBUKs3nZoeHKm/s06dQV0jXeOBhhLuJPKETTOQJnWBQqVjF\nTo1XOiuL1imFm5sblUokEjXSkKnOUGjQe3Dp0qXR0dFcdzM31UinTp1C5Y1Vr/bty5VKmy64\nrlhL5mQAMDNDUFAP4IuePb/55pvWrVvrLH23bsjJAVNSUk4qe3uZxY4qdl9/DX9/HDxYd5sL\nFshqiLFgbYRqkJmZSa08fn5+yulsWPJE3V3XGwHe3lTDpZSRxg4OzepZUc3gMLJi16RJE+Va\n0UaEQuUJREcjPh7DhjkzbGczRsN7ANAnXMtWrZ67O6GT0yUgCRig3k/RcJUn1IH91nyqENPA\n2KVlyMnxjInx7tQJqsq/GBGmyhM6wUSe0B6myhN1WuxYxa5FixYGSjymHRo0+t7b2/vcuXMb\nNmygq142NpRBQuHs7LyREtEYdHz9dbqgTeUJCjN5V2wthg/HxYuCo0ffP3Ro5syZzye/AmrJ\nE4zFrqSsTFpdjU8/xaNH2LSpjvOLi8FNHz14MH7+GatXqzz2woULL7/88sqVK9kyYhs3blR2\nfRqSPCG2s+vDWe1SVKRzcKexYeg3jUQiuXz5MiWb+Pj4tG3btk7vdUVFxf79+9Wp6jdv3mza\ntKlYLK6srExNTQWg59VduyorKy2ZOs37v/56x/XrP//8MytAeHT0zZs3n7Mjc3OzV18Nu369\n+uWXzQENB0PjXv2ushEhuVZW3Ow9NQkJZt27sweH3LolKioCUPDhh1mLFze0VNqvWlpaVlZW\nPv+kNMyqg4MDH8RQXrWwsEhOTja6GMpS0Qc9r6QyMzOjNE9eSVVTU5OWlmaYfnNu35YZ36ys\nVB7M1pzw9fWl5af5M1b29vYN2hFbLiyiXbvWrVtzH0EKn5o+Pj66PqDKOM5QN07iEkl09J2s\nLHh6NpVI9PiL7OzsKisr7z16RPX3a1lZjQMCrhQVOQDSnByh5vdRcjKYtFkA8P33lc7OqXfv\nPnz40MHBYcSIEQ4ODkuXLr19+/b48eNHjhyZmpq6b98+lmvi6uqqbnBgkPdgiLn5J8B+xnbj\nBcDVVY8dwQAgBsTRo0eDgoLCwsKGDBkyZMiQ5s2bBwQEHD9+vM4TCwoK8pWQlJS0Y8eO8vJy\n9rDy8vJ6rlJbvfLeX4YNA+AMVKWkHDlyhB09MVBVVVX/fp9PqgZaTUpKor+ur5dXOkDYv27d\n5A5evJhur2nf3gBSab9Kh8voYrwQUlHB+CCGSar6rJaVlRmmo8pdu2RPg0uXVB5MKZl2dnY8\nHKuGvgevXpVlCB42bJjCXolEwiouNjY2EomE7mUdxHV2VMBJOJX0+uu1j+U9exp0rMZxjGQn\naY9BQeTBA01N/fprrXgCAamqIoTs3buXG3ZFR2PEiBEKColAICguLlbZsuHeg7/8QgA2P+G3\nAOnfX48dZWZm/vbbb6QhYVDFLjg4ODk5mbvlwYMHrVq1er7WkpOTd+zYoQ+5apGRkZGTk6O8\nXbp37yHgjqsrkUjYzEwAWllY6FcAZeTm5j569Kihe+GCdaYAmMFV7Hx95Y4bNUr1dmND3SQa\nEdXV1Tdv3pRIJMYWRAVu3brFfQDxATU1NTdv3qysrDS2IIpIS0vLy8szthSKKCwsTE1NNVBn\n//uf7K6/dUvlfppBrVGjRikpKUVFRQaSSgtUVVU19D3I6l5vvPGG8t64uDi6t3fv3uzGrKys\nrKwsbRqv5tjA8n7+ufax/PffevsBDEpLS9k39VROMOW3wI9AMUAsLEhSkooz798nhw+TMWNq\nxfP2pntUJnxQNl9RnVgZdPpqamr0/mNVYM8eArAhgXsB8u67emzeAIqdQWPsqqur2WTcFG5u\nbrwK3FYkTzAQDBgQd/588NWrMDPz9/dn87d1bHgWtOFj2728vNhyNHJ8rcxMcImKNHExgOxs\nOcO7scHDCHcTeUInEBN5QhcYVCrWIch53z99+nTWrFl//PEHgPz8fADOzs58GysD3IOOjo40\nXFVl0solS5b06NHDx8fnnXfeUZBKm8ZFIhFN9mFpYeHCJaM0wDuIK5U1J7bvHWASsABAZaWK\nIpN//42mTdGrFyi51dIS77+PrVsB3Lx58/r168odKTPf27Ztq0EkA11R1tYA2MD2cEAzn5eH\nMGiM3dy5c9u2bduhQ4fQ0FCBQHDnzp0zZ87MmTPHkDJohkLlCTkwOX7EYvGyZcvemTFDKpVO\nGjmyoUUyTOUJBXTt2nXv3r0A8rlbCUFBAVslurZudE0NMjMREGBICTXAVHlCJ5jIE9rDVHkC\nTMpWcILGVq1atWzZso0bNz59+pQqdk5OTt7e3ry6rgwTfT9z5szff/992LBhyrsiIyO5YTwU\n2leeAGBmZiaRSHz9/ATciL0GUOxqyROAFYeNS99Dd+lKRobiaYmJ4L6qQkPxxRd08fTp0xq6\n8/LyYtNmOSmkYmBgSPIEJQZRVc4JCMCLp9gZ1GI3adKkU6dOde3ataamprq6OiYm5vjx45Mn\nTzakDJphaWmpTTWFadOm3bpz5/rFi62/+qqhRRKLxYZ/PrIFEPMVduQzGwoL5RKdPHhgCLG0\ng5aTaEjwvPKEAcov6gp7e3u+aecArK2teahuGq7yRGYmPvsMAGxswGG80rSR+fn5z549Yy12\ntra2ZrTMPD9gmNIFn3/++e3bt9txMv1qhqWlpQ7FJ0QiAP7+/rVatUiEBqBp11aeAEKUNC1Z\njlCFhI7p6VB4G3bowC6y0YcUY8aM8fb2Zuu4LF++nM0Oo06xM2TlCWqxmw7MBn4BBAB/zBZa\nwtBfn76+vgq1UHkFonVu6ybKNa0bDNpLpS906tRp4MCBe/bskelxYrHMCbt8OYYNQ48euHgR\nXKfGw4eGFE8zDD9c2oCfUoGvgpmk0gkGEuzaNdlzQD6ihq0QP3z48IcPH4KpIs23seKnSNCu\n8gS4ih2r/QQGomG+ytixei042OvWrUHAM2aXasXu+nUo1Bro3p1dpOmOmzdvXlpamp2dPXPm\nzI0bNz558iQmJsba2rp///6ff/45TdSsIVOV4abPxgaAMyBTVCMiEB5uiH71B6N9qUdGRhqr\naw3gYdECw1eeoAgMDARrsWveXLZ1/Xq8/DJmzMC8eQAgEIDeacpmeeOBh5NoqjyhE0yVJ3SC\n4SpPsGG1nOy7AAqZ1OWJiYk0K8fAgQPv3btXXFxsCKm0Q8NVnqgPtK88AYBmOW7fvj1sbECd\nEsHBDSFVbeUJAPb2LwFcRT4XIFBS7NhrY9EiCARwcUGvXuxO2lrbtm1v3ryZmZkZEREhFArd\n3d1TUlKuXr1qa2tLg++FQmG4GhXKkJUnEBgIJsEZAPTvr1xLk+fgnQvGuFBHnjAijBXbTvML\nPgPKAPTuXbujvByrVuHiRQDVzZsTGxtAVVEK44FvUdswkSd0hIk8oRMMJxX78pYvb8Ba7Cic\nnZ179+7Nt7Hi5z2o0ygdOXLk3LlzsuAlyp9o06bBpXJwAPAeAMayWAU8BVBWBm4BWZoswtYW\nH36IGzdw4wbrrM/OzqYhdMHBwdbW1irDCkNCQgBERUW5ublpEMlAV5S5Of7+Gz16yFZfND8s\nDO+KZTF+/Hhjda0BmsgTRoJRyBOgBn+AAOmWlmYdOwYBivEyZmaCt9/Gxx+jpATyT3bjwkSe\n0Akm8oT2+K+TJyhzIjAQy5ZxNysodhEREQKB4L9JntAVOpEnHB0do6OjZSu//opjx9Awr1Eu\neQL29gCmAF2BM6NHv7F5M4AMwBXA3buIiJAdRktNRERAIECzZtzWpk+fTvXpYPX2xU8//TQ8\nPLxPnz7qDjDC9LEhfS8acwJGtNgZvSa0SvAw7t4o5AkAbHnHyS1bBg8YMFFh97x5ePhQNGGC\ngEZ78Mlix8NJNJEndIWJPKE9DEqeANCkCeTj/Qvlb38af/zfJE/oCp3IE3IID8eMGWiYeeeS\nJ9g4nDAgnNHYZJE3ycmyY6qqQLOZdOmi0NQbb7zx22+/0eUQ9XXV7e3tJ0+e7K9ehTLC9LEj\n4Otr0H71Ad490I0LvhnqKYwiFY2xA3Dq/HkAJ7n7nJ0xc6bscqecLD5Z7EyTqBP4KZhJKp1g\nIMFoKK2PD3ebVCp9+vQpdwtV7Hg4VvwUiYdSgTtWI0aASUnmGxpKF2SK3aVLMgpdXp5sQV4H\nkkqlW7ZsoU2NGDFCXfycziIZBqweaVLsXnTwMO7eWOQJX19fbr3z2vjemBjcvUtpcTk5ORXU\nNsYnix0PJ9FEntAJJvKETjAQeaK8HDTZmLxZJScnh3v9iESirl27AjCRJ7SBTuQJg0GOPAHg\no4/Qpw8GDfLo2ZNa99cIBOUAVqzA4sUAkJcnO1I+Qu7Jkyf0LjYzM1u9enV9PAMGJU9QUPti\ncDAlyb5YMCl2cjCRJ1gIBII2nMjcMkD2kO7XD0xciFQqldLPGj4pdnyL2gZfA7cpTOQJ7cHD\nSwsGkCo5GZWVuHxZln5WvjbUA/kcloMHD6YZD/g2Vvy8B/k2ShSKUtnaIjERv/8usram5Iar\nhBygu44fR2JibVYEd3duO6xJ4vXXX3esX749g5InKN58EwcO4M8/Ddej/sCvSFKjw0Se4MJd\n/i7NBuwhl8LKxcVFRFf5pNiZyBM6gZ/kiYqKihYtWohEogMHDrBRAUbHf5E8sWIF3n0X/fqh\nXz/ZFib77v79+3Nzc9mgQ4FAQAjx9vamqybyhDbQiTxhMMiRJ+Th5eVF/SF/A/EATpzAiRNg\nJp212Eml0tWrVyczQXj1L0NghOkTCtG3r+G60yv4dZUbHc8Zx9qQMGKwtkJE9mUgBHKKXVZW\n1t7790cBLoWFIAT8UKd4OIk8J08YWwQV2L59e0pKCoC1a9d+wRQmMjqsOQVS+YOGIk9IpZgw\nAfv3A0BiIk17AXNz+PkByMjIGDhwoFQqbdWqFQCBQLBixYrExET2FW4gPofW4C15wtgiqIAc\neUIebImI89ytWVmyBUZP3b179/Tp0+mySCTSwIfVEvycPt7C5IqVA98M9RTGkkrh0XyI/mPM\neCUlJV26dHn78OH3AUgk4E3NX9Mk6gR+Cnb27Fm6cPDgQeNKwgU/xwoNJNiJE/j5Z1keWkKQ\nkAAAXl601EFGRgb1i9FqUZ6enjNnzvzjjz/CwsIaUKT6gZ8i8VAqqB+r1kwKw6tM6Vg5MOrg\nP//8w27r169fPf2wmkUyQRkmxU4OPIy7NxZ5AkqK3UX6jzG2Hzt2LCMjA4DM2r50KU8Ki/Fw\nEk3kCZ0glUpv3bpFl5Nv3ZoxY0YJNxWq8fAfIk+sXYsZM+S2UC4LQ4ktKCjg7mzcuLFCAyby\nhDZ4McgTHCxatGjmzJkAStnaYgzOmpufOHsWQHZ29rfffks32tjYbNiwof4iGYE88SLDpNjJ\nwUSe4EJBsbsNVAFwdaWrFy5coAtp7BEXLxpKNE3gYTwyPwO3KXhInigrK2N1gmqJZNWqVatX\nrzYMOgitAAAgAElEQVSuSBQ8vLTQEFJduoQpU3DzJgC4uYFbvrNlSwCVlZWHDx/mnvH22283\nuFT1Az/vQb6NEoUGqczNzbswyeq4it1aoGN1dbdu3T744IMTJ06w34oDBw7UUP5VV5F4OFb8\nhCnGTg4m8gQXCopdDZBlYRHAbLxJn/tANlAFiAFcv474+Hp1mZyMJk3qWZjPRJ7QCTwkTygb\nXPfs2TOHB77+/wp54tCh2uXQUPj5Yft2TJiA7t0xYACAadOm/fTTT+whgYGBQ4cOVWjDRJ7Q\nBi8ceQKcMDvuXXqaWVi2bBnNM2xhYRETE7NgwQK9iMTP6eMtVAxTeXl5QkKCQs5J5Q+yfyV4\nGMrKB/KESCSSSCQA9ltbD83O9vLyAnCPKRwpBR4CwQDu3sXkySgowMaNz5P754svMG8eXn0V\nO3bg8mVcv44WLZ6jGCIPJ9FEntCAzMzMXbt2vfLKKz6Mmy9TybF4/8oVg8ulAv8V8gR3tH19\nsXEj3nsPbdqw7CgaV8ciKipKuQ0TeUIb8PBhBY3kCQAeDH8uB8D8+fj0UwC5zN6qqqrU1FQA\nvXv33r17t75E4uf08RYqFLsxY8YcPnw4NjaW+xWoL8UuKSnp4cOHsbGxrHl2586dr776ql4a\nrz8IIXwz9sB4UrGP5vDw8CtXrgCYXlDwRbt2aWlpAoGAG9Zzmyp2+/ahtBQAOncGQ4nSAX/8\nAQB79mDAABw4AEIgFOLaNbamjZYwTaJOMK5g5eXlnTp1evjw4Z9//tmpUydnZ+eJEyee3rWL\n7m0CpAIA8srKbt682VzHK0Hv+K9MIk1ETOHrC7G4tiQoAKCU3uYMhgwZ0uAi6QP8FAkA36SC\nxrFi02DdB34ViTq7ubnn5eUqHfbGG28YTCQTFEGUYGNjc/v2beXt9cdXX33l7+8/atQof3//\nixcv0o0WFhbP11pycvKOHTv0Jx0hhGRkZOTk5Oi3zXoiNzf30aNHRun68uXLAoFAKBSuW7eO\ne80sWrTIRt4g97W1NQFq//r0eZ7+3N3lGqF/69bp2gwPJ7G6uvrmzZsSicTYgqjArVu3ysvL\njdU7y55js9Jv2LChf9OmAEKBMbQSMQBAIBAcOXLEWHJSpKWl5eXlGVcGZRQWFqampuqnraIi\nEhlJzMxqb8Bt25SPYgtJu7i4LF26VGVLKSkpRUVF+pFKH6iqquLhPZiVlZWVlWVsKRRRWlqa\nnJysbq9CaFBjS8sSgHpnvb29IyIiIiMjJ06cSCMa9QU6fTU1NXps01jIzMz87bffGrQLFRa7\nJk2a+DZMcbQVK1ZcunTJy8vr2rVrQ4cOTUpK0mDvNQpqamr4VhDdiLHtrVu3PnnypJWVVatW\nrSZOnMhu/+STT6hI5ubmNJdsTps2+Pvv2jOfg+eVmopc5a8+gInk0x48jLHlZ+A2hXHJEyz5\njp2yXbt2FeXmAvCztfVv1AgM+5IQ8tuvv/bo0cMoclLw8NKCfqU6c6aWAjVsGMaNQ69eykex\nFrvOnTu/9957DS6VPsDPe5BXQ8RC89wJhUJLS0uWHnGvomIfQLni48aNW7JkScOJJJVK+faC\n5idUjNHnn38+ZcqUO3fulJeXVzDQS2c2NjZUk2vZsuXYsWNnzZqll2b1CHd3d71QePQIZ2dn\nhQoQhkTnzp0jIyPNzc0taE1YAACrBwQHB9N4izyF01SqaJqxZ4/q7Uzucu3h5ubGt0k0kSfU\nQTmrwrlz5wrKygA4OTv3j4y0A1jvS8K2bcOHDzdiLht3d3e9ZOTSL+zs7GjYqx7AzawUE4O4\nOJVZx8vKyuhC06ZN1bXk7e3Nq+92fkbfu7i48JA/oZk8AUDhiZHo4yMBwAm/0zv4OX28hQrF\nbsSIEf/73/9CQ0Otra2tGOils/Hjx8fExNDMBe+//35aWtrIkSNpVD5PYGlpydVg+ACxWMwH\ncpnKUOiIiAiqdOZVV8s2UVHz8qDrl3FSkuKWJk0A4PZt3drh5STynDxhxI/gh0q5DwsKCtKq\nqwE4ubpGT5tW6OX1KDLyHZEIQN6zZzt27DDiB6G1tbURyUzqoE/yBFXsBAJMnozRo1UeIpVK\ny8vLAYSGhmqIo7K1tTUzM9OPVPoAP6PvLS0tecif0EyegJJid5Qx7+ntA0MJ/Jw+3kLFAz01\nNTUnJydPHnrpbO7cuVu2bKGfAiKRaN++fX379q1/FTk9gm+Gego+SKVwn3ft2nXGjBmLFi2i\nNaHzqqvh6Ql7e9AHfVWVztVjKc+O5etERGDUKAB49Ajykdp1QsVwrVmDVq1w4oRuIukVfJhE\nlTCuYGl37ypvpOYgJ39/tG4tzMryuXAhnqlnAODAgQOGkk4R//5JpCXP3dywZg3U2CbLyspo\nd+PHj9dQKoqHY8VPkXgoFeoaKwV6eDbDtmEzoRheJBO4UKHYpaWlOTs7u8pDL50JBIKWLVsO\nGDCArpqbm7/22msrV67US+N6AQ+LFhix8gQXXIZsXFxcQkLCypUrLS0tKYsi9+lTpKbi0SOw\niQ/k0+XUjUePAGDKFGRmYscOHDggI8NKpWCKEGiJrKysvDt38N13SE/HgweIicE77+DaNaxa\npZtI+oOp8oQ6pKm3yNq3bcsuB3OWCwoKaMkTw+NfXnni0SOcOgUAzZppOIr1w9poTGlkqjyh\nDV64yhMUrMXOjSlERNFwip2p8oROUKHYdejQwdvbe/z48QkJCUVFRQ3a/Z07d/ScWrN+MFWe\nUAdWsUtMTDx06BDV9aVSKQ0Qyc3NhY0N7O1rv/J1stiVloK+A3x84O2NV1+FpydatJDtvX5d\nJ1GlUqnNxx9j+nQMHozRo3HmDKjicuzYc0Ts6QX8DNymMOQFJpFIpkyZEh8fT0uEVVdXZ5WU\nAIgD/ACFnBkunNBS16gorhtm/vz5hhBXCXwjBFDoTSr27pg3T8NRLHNCc1Y/vo0VP+9Bvo0S\nRZ1SsVPfRj7PaMPFC5oqT+gEFYpdQUHB5s2bPT09ly1b5uXl1a1bt6+//rqBum/SpIm+/Lx6\ngYk8oQ7UFSsWi9kssgBcXFwCAgIAVFRUyL4B2EgynT4JsrJkC97etRubNAENldXRGuHm5mZF\nPzeTkuS4uoWF2L5dp6b0BRN5guL7779fu3btr7/+euTIEQAZR47UEAIgHkgHfgW6cg5my40D\nQFhYNABALBIB2Lx5s1HM2P9y8gRrPWW/qVSBtcNpDuwzkSe0wYtOnuDepA0aBsfP6eMtVAyT\njY1Nr169unTpEhcXt3///jVr1pw4cWL27Nl66U8ikVy+fDk7O1sikfj4+LRt27ZOP29FRcXh\nw4eVVXVqZrh9+3ZQUJBYLK6srHzw4AGAf+UqAOOKQePrAwICqqur2b0WFhYsDap///6bN2/2\nsbamseWSJ09EWsvcODOTmm0fSSSl7IRKJGZOTqK8PGl2tlChKTMzaa9ekrS09E2bGvn7my9Y\nUP3SS/fataN7LVeswI0bKq8laVKSYlOGGkkHBwc+XEjKqxYWFnfv3jVMv2fOnKET8fjx48rK\nyrtz59JVfw8PPH4M4HsgHABgZ2dnZWXF3t1V9va/AGcBc4kkDgCwd+/ebt26GXiszMzMqNOT\nVzNYU1NDfdP1berhQwBSS8u7RUVBLi7qDv7999/prDVu3Pj27dvqWjY3N09JSTH64HBX7e3t\n+SDGC7FqZ2enYS+r2NEPewpLS8uUlJR/93tQL6swAJRT23388cexsbEWFhZhYWFTp05NSEh4\n8uSJXpLmHT16NCgoKCwsbMiQIUOGDGnevHlAQMDx48frPDErKytdCefOnduxY0dxcTE1sEul\n0uLi4nqu0vyHemnqXybVr7/+GhYW9sMPPyjsPcQpK/n+++8/uXqVAASQrlunQ0fbthHgEvDm\n8OFHjx5l99a0aEEAMmCA4rl//017qWnZktBjrK2f5eQUFxdLa2qIgwPhpji2tKxd9vAgUqlR\nRlJqpH7rXK2pqTFYv8OHD6eXypIlS6RS6SbGOn573DgCEJGobMeO3i1bAli+fLncuenpdAaL\nAcq0fHf8+H/3WOm0WlRUpIem4uMJUBMcrPngCRMmgKlh/WKNFQ/vQRr8Y3QxdB0rWhpYLBbT\n6mEUnp6eDT1WPBmceq4aIEGxCsUOgL29/Ycffnj9+nX9JnoODg5WyGf94MGDVq1aPV9rpsoT\nRkd2dvaFCxfYZBkCgUAkEvUE8gGiJh+9anz1VQVAnbgtW7ak2x4/fpzVtSsBSJs2pH9/EhFB\nFi+WHb9ypZzqRv927yaEkPv3Zats9vw1a0jXrqRPH9nqypX6HQRtYKo8QREfH08vlbfffvto\nYmJn5pVQcuECiY6m81tZWZmSknLz5s3KysraM0tK2ImmQT0iMzMNyfEbCP/yyhNRUQQgPXtq\nPopq5yEhIZoPM1We0AYvYuUJQgjNV9+8eXOpVMr63Oq8JOoDU+UJnaAixi4rK2vdunX5+fkj\nRoxwd3cfNGjQsmXL6mETrEV1dbVCAkM3Nzc+MANYmMgTOkEqlXp6er755pt0lRAikUiOAJ8B\nUMpPpgmZmXcBGpRHE5ulpqYGBwcH/vXXPgCXL2P/fiQl4aOPcO8eACQn7wfWA4TbyMmTAHDp\nkmz1pZcAQCDAyJE4cQKrVslyqdCKtIYF/fwlPAvcpjDkBcbSbx89ehQ/bNhpAICjtbVNZCTO\nncOHHwIQi8WBgYGKw2VjA+rCcHIaamYGQFJTw5YjMxjoPBq40zqhH6kqK2VVXtTnHKYoLCwE\nUGesId/Gip/3IN9GiaJOqT744IOpU6f+8MMPAoEgNjaWbmzQPHOsEbHhuvhXQZ3GJ5FILl68\n+P7779va2gqFQr1okWvXrg0MDBw5cuSiRYsWL148atSooKCgNWvWPF9rDWGxo8U29NtmPVFZ\nWUkTR/EQFRUV1NijUEamHUB8fcmzZ1q1IpWSsLCdnNM//PBDNsNwCCDlmuW2bCGEpMfF0S+S\nRIB4eRFbWwKQ6GhCCJk6VeZ+vXKFtGlDZs6s7ejllwlAGIugISGVSgsLCw3frzYoKioy2Hdw\n9+7d6bRyM0iHN26sUir6Gq6FhwcBSI8eVV260NDgD8aNM4zYLEpLS+XsiPxAdXX1My3vNQ34\n7TfZLbZrl+YDO3ToACAuLk7zYc+ePeOVeUwqlfLKgkhRXl5uxErN6kDd6FoefOnSJZraonv3\n7g0nEj+n7/lgHIvdqlWrBg8e7Orq2rdv3+zs7PXr1+srddOkSZNOnTrVtWvXmpqa6urqmJiY\n48eP8ypBMQ+LFoj5UXlCJSwsLGja9IEDBwoEAgD+/v4AUgBkZKBZM5SXA0BlJTTUF8nIQHIy\nN5vZl19+WVlZSZfvAI+4B58+DSDp4UP64Xa3Tx8kJ4PWsb16FQUF2LwZADp1QqtWSErCN9/U\nnksrIBsjBZqp8gQFrVgAgJ1fAOFc9itHKoFCMSvKmG7UyHzChCYAgLN//dVAcqrDv7nyxIYN\nAODkhN69NR9ILXZ1Xs+myhPa4AWtPMFFREREVFQUgAYqMU/Bz+njLVSwYrdt29a3b9/58+dH\nRETo/Ynv6+s7adIk/bapRxBCFF8nPAA/paKgsoWHh+/cufPZs2f5+fmzZs0qBJ4Aro8e4fZt\n2NmhXTu4ueHqVajUUB89AsDNhlnNFigDANwD/nZ0LAYmFRYKjh0DcINJIn1EKHw5Pz8wIgIA\nKiqwdStKSgCA8Q7LgRL48/ORng5//3r/dN3A20k0pGAKmZA9gC8dHQf8+KNWUq1Zgx078Pbb\n8PPr/eabt8vKTqSkFBQUODk5NajMdUjFD9RXsGvXcPQoAAwZgrp0RC1dsTwcK36KBIBvUkHH\nsdq4ceOuXbvGjx/PH5H+41Cht507d6579+4bNmwYOHDgm2+++Tc3E5j+EBkZ2RDN1hOmyhM6\nIScnhy0mEx8fP27cODb7US799/AhEhNRWIiUFLVVX+/dg7xiR8E+JvYArxUWTiks/BRAaioW\nLkxjMmkdOHAgJiYmn9UXDx6k//NCQ1V01KOHrKI5teoZEKbKExSsxY6iBfB6eLhy5kipVJqc\nnFxVVSW3NSoKy5ZR7bxTs2YAiKpSsw0K3laeeJCSUq8mZs9GRQUEAgwbpk130MJiZ6o8oQ1e\n0MoTCmjatOkHH3zQoPXETJUndIIKxW7r1q1xcXFSqbRLly6EkF69em3bts3wkhkFJvKETlCO\nZmVf0vn038OHuHJFti83V2UTWLwYgLJ/tGPHjjQd5U9WVjTgeQFwH8Ann+RxOs3Ozl64Y4ds\n5dQpAJKAAIlKK05kJGhpy4b5VtEAfgZuU+jzAnvwAO3bY9Ys1XsPHSpPT+dumAGgcWPlAwkh\nmofLL5qmK8ajxYvRty/Wr39ukXUCH8O3CbEeNCigdWucO6fzuXv3YsUKLFyIw4cBYOJE9Oyp\n+QyJREJLitXpquPbWPHzHuTbKFHwUCoTeUI3KIfdhYaGHjp0iF3dv39/WFiY3oP7vv/++3q2\nYCJPGB0seYLFJYaU2sfMbA3NVOLoKAvK3rxZRROnTxOgBhAJBAC6devGBmocPnxYOWhjOUCA\nGPmNPu7u3LwnkpEjlSfx8ePHSUlJZNQoAhA/v4YbE5X4r5AnJkyQzUJaGjl/nri7kz59COVA\nPHpErKy4X/QC4BlQm8JGSSpF8gQHWdeu0Ua+o90JBOTiRf38BI3gI3nizBnZmHfpQt56ixQU\naHvixImKCYN++aXOk9gik8uWLdN8pIk8oQ3+BeQJw4Cf0/d8MA55Ij09nfKeKDp16pQu/52t\nF0ydOlXvbdYfJvKETmDJEyxYi93BmpopQObly7VFY1X6uJOSABQAEkIADBw4kNY46dixY+fO\nnbnlyyhWAwAUitBl5uaO5ayadeiwfft2R0fHr776SiKRXLly5fHjx9HR0REREbuob8jgVez+\nE+SJqirs2iVbDg1FVBRyc3HwIFatQnk5jh1TcMT6AbYAQkLUSaUhnsajeXNrCwsAl4EIoAkh\nuUxNiwYFH8kTP/8sWzh1Ct99hx9+0OosQqDgh3F0BJO3QgO0LBQLE3lCO/wLyBOGAT+nj7dQ\n8UAPDw/fzAlC2rJlS3h4uAFFMiYIzwz1FPyUikJBNoW6h3IOVkq7U8D16wDyGKXHzc1txowZ\n9+7dO3nypKWlJVexCwkJAXAfqAKohtioUaNWrVpRpWQzG9UHTD56dPz48UVFRZ9//rmHh0eb\nNm0CAwNpMNaq69cBoKJCxrEwIHg7iXoT7OxZsDFVXBVu5kyMGYMlSwBwFbsg+o86x3WUSigU\nNgsLA/AzcBm4B5w8e/a5BdcevJvEhAQoUE9On9bqxIwMlJXJbTlzBvJJRlWCVexsbGw0H8m7\nseKrSDyUCnwdK2OL8MJAhWK3YsWK+fPnt2vXbvjw4e3atZs/f/7y5csNL5lRYCJP6AQueYLC\nzs6O+ykvFxWcnIz79/H33/jjD6xbJ3uvnD8PILcJzV8BNzc3AEFBQTS6rm3btuzZvXr1AiAF\nDjCpjOfNm3flyhVq+iXAYQBAFbCJoVAUFhbm5+eDE7N/m418N6zRTgfyRH4+vvtOt/TO9YPe\nyBMXLqjdlZCAlBQJwGVDBAIwM1Op2KkmT8ijRZs2ANgBzdAl1lsFtm5F1651hqnxjjyxaJHi\nlvPnAaCyEpofGizZgtYCad4cYWHadKi9YmciT2iDfwd5wgAwkSd0ggrFrmPHjikpKZMnTw4L\nC5s8eXJKSkrHjh0NL5lRYCJP6ASV0ayxHIeOTEdmvVc9eqBTJ/TujUmTMHYsnj3DjRsAUr28\n6H5uSWkAtColAIFA0KlTJ7q8hvEb9u7dG8Dy5cupmTABALAUqFSvEDwtKZGZKQz7etYhcHv2\nbEyfjnHjGl4oGfR2gV2+DACenuA6nTnciFJ512okgKZNVWbAIXWRJwC0adOGu/pNUlLlc0eM\n5ObizTdx6hTeekvzgfwK3758mRq8CddF9fQpxoxBVBT8/PD772rPvXFDtrBiBW7fhtaObO0V\nO36NlYk8oQt4KJWJPKET5BS7uQyWL1+emppaXl6empq6fPnyuXPnGks+A8Pd3V05+YJx4ezs\n7O7ubmwpVMPFxYUtFMhi7Nix7LLMLBAZKXt/P3hQe9zevejWDVIpgNtiMQALC4vAwEBuUx4e\nHtSGFxwcHBkZSYOuDkulAAIDAxs1agTA3Nx84MCBAI4AOcD3SoFZ3FAtKSHz6NK8eXLCNDDM\nzc39/PyoGVITKipw4gQgy+1nGPj7++sniDM5GQBatQKlrL73Hh4/xqZN7P7S99+nC92AVcAU\nQB0H08zMzN/fX3M0m0K+pHTgOmOp1QE1NSgsxBdfyFzzly5Bo6HC3d29zvxthgPNPAdIDx+u\nmjevNhf3li24dg2E4Ntv1Z5LuepubvD1RUgItI5e0l6x8/b25lWcllgs9vf3r/seNCxcXFwU\nwlf4AGtrazZxFU/Az+njLeQUu4qKioqKiqysrC+//PLChQsFBQXnz59ftmwZD6M7Gwgm8oRO\nUCZPABgyZMj48eNdHBwAbAKygaArVzqJxVXAeWA3W+C1shKXLuUDLYCV+/YBCAkJUb5vqf2v\nd+/eQUFB7733Hru9Xbt27DI13ZUBXYEsQgD05GgMS5Ys6dOnz+jRo+nqL4AEwJ9/gilIbwBo\nS55Yuxb37wPAs2cNLRIL/ZAnpFKZShQaiv/9D/v24bPP4O6OmBgw2a1KW7WiCxMEgrcAYUwM\n1Md4aCZPAGislCfluq5hdjU1iI6GkxNWrKjdqLGUML/IE9Sd6upqFh0t/uwzTJuGMWPA5Sto\ncI5TLVzH4OmqqqqPPvqILtep2JnIE9rARJ7QEvycPv5CmSg7cODAjRs3sqvr168fNGhQA5Fy\n64OGSHeiIcOCEcFPqSjUyfbpu+/SC+xT5ko7BtAH2D5OhgVuidi33npLuZ3S0tLjx49XVVUR\nQrhF3z/55BP2mIsXL3Iv6bi4uHOcYKn09HRCyHkaewQA+J0V4NKl2p7u3ycLF5K0NPqrSFWV\nPodJy0kcPVommKVl7UaJhMyeTd5+m1RXqz7r9m1Sj4Q4+rm6jh2TSb5hg+Kunj0JQMzMLjPp\nA3/v148EBJB//qmPVFKpVEG3mN+xI5FKyVtvkcaNtcp+kpiomO+D1jju1o3cv/98UhkUsbEE\nIB06EK5g330n93NUZj+5do3Y2EiAx6NG6dThkSNH2NG+c+eO5oP5NVaEEL6KxEOpCF/Hytgi\n6AfGSXdy/PjxIUOGsKuDBg06duxYnQrivwMm8oROUCZPsPBmanZtZ7YcB2iIPteMcIuz3L59\ne+V2rK2tY2NjaZHp0NBQ1orDDbFSSHfXvXt3Hx8fann18/OjPoV27dotX76cmltq44lYv1tl\nJXr1wsKFeOcdVFaiZUt4etKSGHqBtuQJNvKpogJsXbXNm/H11/jmG3z0EX79FQD27oW1NUJC\nkJuLpUsRGlpnfU8N0A954sMPAcDCAi+/rLiLxly2b1/CxMfYzJyJBw8QFaWuMW3IEwKBICgo\niLulOCMD+/fju+9w7x5WrqxbZpXGuYwMHD+OLl1U5tPmF3mCMmwaNy4qKrpPDb1QMsIpV0aW\nSjFnDkpLXwU8t23bsmWL9h2yX0cCgUA5BkMBJvKENjCRJ7SEiTyhE1Qodl5eXvv372dXDxw4\nwDd3e8PBRJ7QCRqiWb0YGsRNZsuXzMJJd/cT9PUvEt3iOCibNm2quTt7e/uuXbsKhcJ58+b1\n7duX3e7m5sZ1kAUFBZmZmfXr1w/ALE4VhHfeeYd2UfvEysqSLSQlITUVAE6dwqlTuHED+fl6\nLFChbeB2WlrtMuuN3bdPtvDFF4iPx/nz2LIF5eW4excJCViwAAD++uu5vbd6uMDOn5dF38+c\nCeWAoblzcfQo9u3TKVOGNsPFptukT7Fn6elgwvhw5Ajky5epFpsLc/Pa5YwM7NqlzE3mRfh2\nSQlqakCI7Or19ZWTqm1bNGlSS0lR/iZcswaHDgE4AhBCjh8/rn3Pt5mqgN26daszFpkXY8WB\niTyhPXgolYk8oRuUjXgJCQnm5uZDhw794IMPhg4dKhaLd+/e3aBmw+eDqfKE0aFceYLFVbaS\nmBqsiYp69OWXzZo1o6sCgaBAi6T5VVVV2dnZyttbt27Ntnz37t2Kiorq6uoHDx4oHDZ48GAA\noayj6t13ZTt+/rnWezV2rGxh5UqdRkMDtKo8UVVFBIJaMR4+lG1v1kzOufa//5HGjWXL7AJA\n/v77+WTTQ+WJ118nALGwIOnpGo5iOc5XrlzRRqo6PS/Hjx8XCoU+Pj7BtrYAhig4VceO1XSy\nVEpsbQlAnJxkvu8xYxTdsmIxSU7mnmTkyhMVFWT3bmJhQTp0IBcvyoRctaq6uvrZs2e1h9XU\nkFu3ZHu3bpVrobSUuLgQoJwxqA8ePFihkx9++GH16tXsJZGSkjJz5sxTp04RQrp16wYgICAg\nNTW1TmFNlSe0ganyhJbg5/Q9H4zjih06dOilS5eCg4MzMzPDwsKuXLlCWYf/BZjIEzpBJXmC\nwqEu8uCU8+cD58+nNgAXF5dp06Zpwzc0NzdXWWq6T58+dEEoFAYEBFhYWIhEIoXkKQCo7bnW\necxa7Lh+BzYjP1M9qf7QijyRmwuuOaFLF7Rti8JCRY/wgwdg/W7cXXfvPp9s9SVPSCSyRCcx\nMVBv2i8uLmZLTtdpsYMW5AkAsbGxKSkp165dc7G3B6BosfztN2hwMX/1lYwJ+9FH+OYbHDyo\nou5CVRXkPZXGJE88fYpWrTBoECorcfZsrSPb21skEtna2tYeKRSC9ZOydV8ofvkFT58CyJs9\nm264evXqM46t99y5c2+++ebUqVPnzZsHQCqV9ujRY+XKlSNGjJBKpRkZGQCio6OVmSvKMJEn\ntIGJPKEl+Dl9vIUK8vClS5fatGnz2WefNUR/JSUlYrFYLBanp6dfu3YtPDxc+e1rRBBC6tiG\njEUAACAASURBVHydGB78lIpCnWzcN02oj49EIklVCl6USCR0YefOnS+99FJ9xGCLo7i6umqg\nxHt4eAAoAspdXKyePsXVq7IdTOYIALXBbXqNEKp7EhWCutLTkZ4OX19UVspt37ULKt1JzxuI\nSZ49E8ydixYtMGXK85y/YQNo5VaNARtXrlyhkXz29vZeTNpCTVJpd83TMDu7kBBkZdWqJ1ZW\nKC9HcTHWrcP06arP3M4Ef7ZujW7dAChWYqCQ91Qa805cu1bu84P6pMzM0KKFCsHYbySq2KWk\noF8/5OfLriWRKI9hKN+/f3/GjBkbNmwQCAQnT54cOXIk3f7NN98sWLDg8ePHaWlpADIzM//6\n6y+q2ClXcFYJHj61+CkS5FMy8QT8HCu+icRbqPhS79Chg7e39/jx4xMSEor0Z7QAsGbNGg8P\njyZNmnz33XdRUVE//vhju3btdIrebWiYyBM6QQN5gqvYBfv7RzHZSUJtbLaz71QAQJs2beqp\n1YETn+fr66thEtmMgLmjRgHAnTsoKcH9+5Dn1cqgWbGrqMDOnVpWsNCKPKFyJJm4tFpQ85gy\nHj3CDz/UBuRpjcdffYXVqzFtGm7dqvtoZbCqD+PdY1FeXt6hQ4dWrVoVFBQ8YLIGJiYmapPb\ntk7yBBd2zs4AngF/Av0EgpNbtshyrNB8Hxcvypkznz7F+vUynkrHjmCzr4eHQyyGSITERGza\nJMsRfeVKraJvXPKEylphY8agaVM58gSFuTnoDXj7Nk6eRPv2SEnB06cyI+WcOXkcLfbnn3++\ncuVKVVXVxIkTsxgbdlVV1dWrV5NpVhQAwLx582gFF4UMgupgIk9oAxN5QkuYyBM6QYViV1BQ\nsHnzZk9Pz2XLlnl5eXXr1u3rr7/WS2dLlixJTk4+d+7c9OnTz549u3fv3lu3bjWQafD5YCJP\n6AQN0awWFhbmzNeVm5ubF1Pr3aVZs1deeYX1nAKIpvls64fmzZu7uLgIBIJJkyZpkMqDqYb5\nmIZ+S6XIyMC+fTIbGOuRpO54dV81u3cjMBCtW2PYMDAWDs3QKnCbfZJqmV2M/gQLC7i5AcD2\n7Zg6FQMHQkcOuyXVFKVStG6NXbt0OhdArU7MhEuy2Lp167lz565du7Z58+YvvvgCgFAo5CYg\nVAeiHXmCBXUbZQPxQCIhL48ff5dqmffv48IFREUhIkKmgldWokULTJwos3itWgU29MLfH1ev\n4soV9OmDMWPQpQsAlJdzKRQGCt9OSEBQUG3CYQBSqazcma8vVq+u5UaEhqqVihrttm5FbCzy\n82u3W1nho4/yuVuAnTt3zpkzJ4WtMwYA+O6771i2BIAzZ84AYGlJdYJvoe4m8oT24KFUJvKE\nblAXfFdeXn7ixIlZs2ZR04teAvp8fX1pTO60adPolpqampCQkOdrzUSeMDo0kCcIIc4MzXDe\nm28uXbqULvft25cQcunSJV9f30GDBs2dOzcnJ0cvwmRlZd24cYNonMTr169TMZo1arSXRpfH\nxZGoKAIQb28yZw4JCiKffkrat68GSO/eKpqQSIifX218vYODNrJpRZ544w0CEGdn8umnilH8\nNjbEwUFxy5UrZN06kpVFZs+W2zV+vDYisajhMjBatdLpXFJaSoRCApAxY4hEUlNTk5CQ8PHH\nHy9evPjgwYOs38TJyYkuNG3aVMuGtSFPsFhAqcEczKCMEy8vsnq17KfRZ8WNG7U/tnlzTY3+\n+afssKNHOT/XIOSJyEgCEIGA3Lsn28KKvW4dIYTExBCAtGhB0y4qkicowsPlrgo6TQDp25cQ\n8v333yuMmDmHFEzLvVhZWbF8FxbNNQ8aBybyhDYwkSe0BD+n7/lgAPKECo3t448/jo2NtbCw\nCAsLmzp1akJCwpMnT/TS2ahRowYNGnT79m26evz48UGDBk2ZMuX5WmsIxc4EPcLf25u+DFZ9\n+y3rfh05cqQRRaqpqWHzb1kA97lvPiYLd2FhYSsHBxfgnosLOXlSsYmUFEWtSy+K6Y0bxNGR\nAKRXL7J+vWIXQUHk3Dny9de1Wxo1qj23rIzY2dXuiozUod8nT+SouADR6Ylz6ZLsrF9+IYRw\nwyoUarlSReH8+fM6NK41/lDKSBfl4yPTZt5+WybhrFmEELJvX+0vnT9fU6PsRL//PunTh3By\ntjcsysuJWFw7qj17Ej8/Eh8v23LjBiGEPHpENm0iJSX0DIlEMnXq1AkTJsgpnYMG1f5SFxfy\nzz/k4EGyYgXJzCSELFmyRFmfAxAbG3v8+HGW5qKc02TmzJkGGgcTTPiXwjiKHQB7e/sPP/zw\n+vXr9c2DII+qqqrt27cnMxkEfvzxx59++um5v+pMlSf4AA2ysalMfv311/T0dEqRY421RhGJ\nENK9e3f2LbWdq9DQFz8hbGXknwHi7k7oLSCVkhs3yMGDZMMGRa3r1Kn6S0XmzZO1lpBAdu1S\n7KJDB9lhISGqtbclS2oPtrbWRh4ZuHle2Ja1+0WEELJwoeysW7cIIbMZrqVK9OnTR3u5dLrm\nnz59qtCXSCh8TAWLjpZJ+OqrhBCycqVsddu2OoqLlJcTM7NaW5eHh65SPScuXKidC4VMN87O\nRNUDmc0bnJiYWLs1N5dERMgsf+vXK5xCq/PZ2NgoJHn+7LPPCCG5ublcUqS1tTVdaN68eZXW\nFVl4+NTip0g8lIrwdayMLYJ+YJx0J1lZWevWrcvPzx8xYoS7u/ugQYOWLVum4XmtPczNzUeM\nGBEaGkpXJ06cOG7cOMKnoAcTeUInaCBPgMOf8Pb29vPzmz17tr+//7BhwxpaKs2TGBgYyC5z\nA86Lvbxyc3NPnz5No8EA5APIzZVRCj76COHh6NMH48fLTti6VbagBeegbvIEDbALDsbQobWU\nRjaxC8P5wMKFilsoPvgAW7agVy8AKCvTgc+7dy8A4u6OadNA8/1evIiXXlKRnPnYMcyeLUfd\nTU7GokUAYG+PkBAAadwEywCAiIgIdjle6+K8upInnJ2dWaYt/X6QSKWb6HpSkuwgSgugOpCr\nK0aMgLyxShGWlqDC07Ce3FxUVRmCPEEpxhQKl9bgwVCVmIaNvpcLknNzA62Y7O8PJY9qQUEB\nACcnJ27iEnt7exo/5+bmxlZbNjMzY8OgfXx8zDUPGgcm8oQ2MJEntISJPKETVFeeePXVV7/9\n9tuff/75jTfe+PPPP+fMmdNA3d+5c0f7J4UBYCJP6ATN0axhYWEAzM3N6cvj888/T0tL69y5\ns3Gl4qbXYV+hRUDTRYuCgoK++uordq8svPzTT3HhgmKJKnNzxMeDsju1UOzqDtymtE1KMWEz\n3vXvj86dIRSCTSTZtStsbCASYexYudMFAowaVcvkUFUOSzXOnwdQ06kTvvsOEyfKNkokstpl\nFITg3XfRuzeWLkVEBNLT6U/CtGkypadXL6pwpNNdAAAPD49PPvnkwIEDbHaMWOVEcWpAdCRP\ngEPBadOmTfPmzQGsACrBSV7z4AFu3EBCAgB07gxt8iZwydqE4PFjQ4RvM2GgimjWDMuXq9xT\nztTYuMZVCgHMmYOFC/G//3G30aQzhYWFAJycnFiL3alTp54+fdqyZUu6yi4MHTqU5btok2mS\nBd9C3U3kCe3BQ6lM5AndoGzE+/bbbwcNGuTo6Oju7j5mzJhffvklPz+/gQyG1dXVeXl5z3eu\niTxhdGgmT5SVlW3atOmU9n49PUHzJJ49e1YsFtO4fgGQDxDgL1W3xjTq/7KwIBMnKvorw8MJ\nIaRVKwKQfv3qFKkO8sT+/cTcnADk3XdTU1PfGjXqHO3lo48IIUTht6SlkZQU1e0cPCgTb+rU\nOkUihJCCAnq89PPPCSHkwQMiEsla6NKFEELKykh0NK1VUPtHpfr9d9nq2LGkrIwQUlBQwE21\nOnr0aNrJ0KFDATg6OurkSdGJPEEI2bx5M+23f//+GzZsoMtnFWbN2VmZD6EJP/4od/o//8iR\nJ7KyiBa1UnRGr14EII0byxzB7N9776k7Y+fOneywr1mzRkPbhw8fFovFPXv2pClLunXr9sMP\nPwBwd3dXGO0bN254eHj069evurqaNd5MnjxZ+99hIk9oAxN5Qkvwc/qeDwZwxapI5bpt27a+\nffvOnz8/IiKCpqTXo0VdIpFcvnw5OztbIpH4+Pi0bdu2zmLSlZWVx48fV7ZaVVdXA0hJSQkI\nCDA3N6+qqqKeoH/lKgA+iKGwamFhUVVVRR1AynutrKyGDx+elpZm4DmytLTUIFX79u3T0tI2\nbdo0d+5cAuQATsAjVRdePnP9SXbvVrhPnjVubFldbd6oEa5erUxJSdfiBzo4OKjb22TFCkF1\nNYA8W9t33nln375954F/gCdVVQW0Ze1m36KigqaSI0eOpKr5+dzVwOJi+rtyrKxKaEd//UVm\nzBCcP49TpyT794v++AP//CP7zZ6ecHJCcnLF7t2PRo9uvH27EICDw72335ZmZAQEBKxdu5Za\ng2bPnk0ImTlzJu1o4MCBly9fnjBhQnV1tfYTamlpmZqaqv3suzA1at3d3du3b0+XrwF0iVha\nCioqaNYP4umZ6u8Pba7JJk3kZj0zU9SoUXpuLrG0DKysFEVGEnv7+3/8IbW11eMF3OTGDQEg\njYqqtrS0uHkTAF57rSYs7GFcnFSNzOWcqrgrVqwYN26cuo7WrVtXVVV15MgRerCvr++YMWPK\nyspCQkIkEgn34ODg4JycnKqqqgcPHrDPf3t7e3W3lfKqWCym2fX487yyt7fngxgvxKqdnR0f\nxHgh3oO6rqLhoUKxO3v27M2bNwsLC2niorKyspEjR+olsuTPP/+cNGkS5dsCuHPnTmlp6caN\nGzX7aMRicVhYmLJil5OTk5GRwVYaMDc3pzpifVZpgI5emvrXS0VXRSIRH8TgrhJCNB/s4eHB\nJjTODwgoe/jwJ/lLSyQSSSSSgmbNqJtVRFOgublBLKYFHgSvvCISidCoEQBxdrY2F6EGqQSM\nRcSqefOcgwcB5FpYQCQSx8XpdHkLWreGtTXKygQPH7o6OMDcvI7riibpBWybNbOkHUVHY9gw\n6p8VTZjAdemSKVMEBQVITra4e9fVwUFIi3bExjr7/7+9M4+Lqnr/+DPDsIiALLIvCqIguKEo\nKi5omUuoJaHmmi1kZlqmZWlqambZpvXVXH6a5pJmtnz9WllkuGYmpKKyqeygmIKyzzD398dh\njncWhjv7mel5v3zVvXfuPfcz59659+GcZwkBgKysLOKJFRUVtXjxYg8PD5FIxHFc+/btExMT\np02bRldNdF/FxsY6Ojo2NDQEBgZ26dLF2dm5traWJmFrnDzZ8YsvyLJoyhShLcfGQnAwd++e\niGQ0PHTIYerUMC+veydP2n3zDTQ0iCoqfG7elHXsaKwbWFRXJyorAwBRZCTn5wcKw048apRn\nZWVLx/KdEcvLy7WcKC0tjX+fBwYGtmnTZtasWdpVeXl5BQYGkgqTtv1ksMiznUFVzPYVCzIM\nXzUH6oN4S5YsIcUHPTw8AgMDAWABrZVuGF26dLmqXFT7xo0bPXVNnaXAFFOxxcXFxkqrZixu\n3bpVVFRkaRWaKSsrKykpsbQKVYRcxL8UaXUT/f1fVf5F2NvbP/zwwwAQGR6uNBe2ZAknlXKv\nv57/yisnT5zgOI57//3mj1qbtpBKpZcvX9Y8M1Vd3ZxwxNGRKykJCQkBAE9PT9UZWIF8+mmz\nJEVSIVVqazky9SOTNU8lA9QXFDzYQS7nYmKUvvjMmdzOnVxjI7djx4PIWbLw5pvkoJEjRwKA\nSCT68ccf9ZGtTFNT0+XLl3XNGLdly5akpKTCwkKO4yIiIgAgmXSsRMKdPMkBcA4O3P79nE6x\ndQ0NXG0t5+vLATRPlwNwDz3Eubg0L0+dyhkxsx3NV7dnD3f5MufkxHl5tTrhy08gLxKJZDLZ\n5cuX9+7dqzLHV1dXp1KR6dNPPxWo6/r160eOHNFpcjw3N5epubPGxsYWf4OWo7S0tLS01NIq\nVKmpqVF5U1sccvmMm6bDUlgmKnbbtm1Hjx5NS0t7/PHHi4qKPvroowBFQjIDkUqlNPU/wdvb\nm6nIAAye0Ak2vVmFqKIzd4fLykjIt4ODw9SpU4ODg19++WXigXStoEDKr2KelAQSSf2KFf32\n7Bk0ePCBAweaSz4AQGvj2doct3NymutebNz4yYEDJAL63r17nLBi87/99pu3t/f8+fOb12kZ\nj9RUDXsXFUGHDtCxI5w8CQ89RErl3hsxQqboDQAAkQh48SXwwguwfTvMmAH29tCrV/NGWm2i\nf38AyM7OPnr0KAC8+OKLo0aNEiJbO5zuwRMA8Nxzzx08eDA4OBgAyF+kpWFh4O4OM2ZAfDyc\nOgV//gkTJwoKm6A4OECbNkBCR2kcRmpqc20uANizB558EgwPbGxqgt9+A0Ueb+jUCaKi4Pp1\nyMmB1kIWyAw4geO4ysrKRx55ZMqUKY8//jh/t7KyMpUuVcl1ooXQ0NDRo0frVKmTtYcDBk8I\nh0FVGDyhG+q2nqOj4927d5uamgYMGMBxnFQq7dq1q1GsyM2bN4eGhk6ZMmXlypWrVq2aNm1a\nWFiYdm9fLWDwhMXRHjxhKYRcRHW30cTERPrpF4ppu/dJ0mAAzs5OWlOza9eujRs3ko/i4uK4\nH35o/vTcOe2n0xY8sW9fcyMXLvjR/CYA1Yr0s9pJSUkBAIlE0tw+TW/r6clJpRzHcZcucTNn\ncj/+yBUVcf7+zeeiKXCDg6vKy1X/Dn7hhQfDdUePPtje0PDgQADuscfI6NfXikJk58+fF6JZ\nCLoGT6gwbdo0AOjYsaNx1Iwfrxo9o/Kv5cgGocyZ86A1f39Ol5/822+/zb+Tv/32W7LQtm1b\n/m6n1FLY5OfnGyq7ZTB4QggYPCEQNi+fflhmxK5Lly779u0jf5zduHGjqqqKVoY2kJSUlOPH\njw8dOrSpqUkqlcbHxx87duz55583SuNGwcnJyZHWjmQDBweHNrQ0JGM4OjryAyEZQchFdHV1\nbUezigAAQISimi0A0KRoy+7dI4Mh9SEhyVOnzpgxY86cOeSjjIyMBje35gPUEuSqIBKJVE73\ngPPnAQAkkrqgIH76vaqWKtUqU1RUBAAymewEKRLv5ARPPgkAcOcO/P03AMDSpbBzJ4wfD4sW\nAU06SLyygoLgv/918/UVq2RHo/Zlu3bA9391cIBBg5qX9+6Fb78lo180lyEZLTMKbm5uOo0P\nqUCuYHl5eUlJSXBwcGxsrPCseBrgj2jSLTNmPFi9cUP/xgGgqQm++urB6ujRoMtPXuWrfaNI\nVVNTU1NTU0O3q6TD9PDwIPP+JsLFxcWOP+BtaUQikRv9wTKDk5MTg49QsVjMz1DNAmxePmbR\n4Mq3cuXKSZMmjRgxYtKkSX379nV0dBwzZoyxzhcUFETGGNiE4zhDXicmgk1VBAa1CZTUrVs3\n/hgGP1Ort2KOtV4uzwAIAniqquq3777jH97Y2PjIokULAcZC64adNlVkfGXAgPybNznePNG9\ne/eIC0Rtbe3IkSOlUumvv/5Kcj5LpdLPP/+8trZ20aJFxLADgHxaq375cti5EwBg8mS4eLE5\nL1pjI/CSYjQzejT07KlBWGBg80JEBKjEcL30Evz+Owwa1Gw+AoAiQS51EDYKBt5XZKq9vr7+\nu+++Ky4uLi4uPnHiBL/oiG6ofC83N8jMBG9vmDABVq2C8+fBkBTit27B55+TiN1meLeiEPhT\nsQCwm6bOBqioqGhLsi0qZxkEgP79+5v0l2u9TwZzQn7yrKkCVvuKNUnMomHErn379oWFhR06\ndHjppZd27dr17rvv7tixw+gnJm5MrIGVJ3RCe+UJSyHwIvKLIoBy4mJq2AHArwCfA/zGf+8q\nOH7u3CtkiYTNtkyLlScKCuD6dQCAUaP+JgNsCkhtAAA4ePDgyZMnz549+53Csly7du28efMW\nL168ZMmSyyRwkj8eExraPMJ07Rr07w/U4CPuKbyvBoMHA0BWVpaKZQDR0Q+aUuGxx6CsjO/A\nd/r06Y8++ggA/Pz8jPXY1bXyhDrUh/LcuXNk4cyZM1r2v379OsnN0VJzdLEpIgL27gU/P7Cz\ng/HjgSTyNeQX+tRTsHy50pauXXVqgPgVODo6qmdSuMWLa75y5QoAtG3bNiEhQSQSTZ48WT+9\nAsHKE0LAyhMCwcoTOqHBsJs8efLp06ft7e3FYvGYMWNmzJjB2uyk6cDgCZ1g05tVoKqlS5e+\n8cYbdJDJh1ekiz/ylAqQ03Ij1wBKAEgUQquSOBXH7epqiIsjkRMNkZGfffYZ8IqyX7t2jSzQ\nCvd0oXnWFWDz5s20zSv8AhiKUgFw6RKodMWrrwKp6ubtDSNHgsYbLCYGyPSQIimMEj4+wAva\n37VrF7ELaYUJw+H0Cp7gQ6vX0zqqSuW2lMnOzo6KioqKioqPj7+hcVKVd2/Ujx0Ljz764KMO\nHQAAysoehFPoREkJKLLKgb8/7NgBq1fD2LE6tVFRUQEAPj4+Z8+eTU5O5n9EDbvCwsKdO3cC\nQIcOHX755Zfi4uIZ/KlkE8DawwGDJ4TDoCoMntAJDYbdxo0bP/vss7///ruurk6mwOgnfprW\n3GQJHx8f+kpgBE9PTx+VwqDM4OXlZcTZN2Ph7e0t5CL6+PisWbMmXJGElj9K5+TkRKsn5To4\n5CrsmMDAQJKIaMSIEY+QwqwAfwAvSrQF7O3tg4ODVZMY/fwzKEYWP09PJ2kjZ8+eTTyTsrKa\ns7DRhW+//ZaYUBcUdiQd1QOAH3744cFs7Nq1tMwXACjFgXbsCFu2wObNcO4csVdCQkJUnTgd\nHWHTJnjySZg9W/v34jguVTF616VLF+07C8fOzi4kJMRBWFywRuiIHR140DLsvXnz5oaGhoaG\nhtOnT+9TLsDVzPDh1JZ1VPEjJOO+TU2gsCB1Y906oE/X2Fh46ilYsgR0SXZVXV39008/AUBs\nbGxMTEx8fDz/U5p/NDU1lZjvffv2lUgkxkp0oIWAgACm/LQcHBxCQkLMl0hMGF5eXl7qHpyW\nxtnZ2Yj+skaBzcvHLBoMu6effvrkyZMxMTHOzs72Cox+YuqEzhQYPKET1hs8QeFXLOBvX7Nm\nDUkGUSaVZtnZAUDXrl137969evXqLl26LFmy5LvvviO/iz8BICcHtI6qag6eUAy8AcCl4mIA\ncHd3X7FiBTnvt99+u2nTJo7jcnKaRwxramoOHDhQUVFxS7kULH1JUxMQevaEn3+GH38E8mYd\nOvTB3h07gpsbpKQ0DzUBuLm5qQZPAMBTT8HevQ+c7Vpg3759pD4EAERGRmrfWScMDJ6gl5X+\niX/16tVqTYNqK1as+PTTT+mq5gnZkBAYMoQsSlQc4BRVLh6U6BAOx4EioBgAHgSm6MI777xD\nzP1nnnkGlAebQTGYB4qRSzc3NxrWbWoweEIIGDwhEDYvH7uoB8qWacKkobn6YYp0J4ZkWDAd\nbKoiMKhNJ0kzZ84EADc3N/WP9uzZw/+lfPnllyo7dOvWDQDGkhQVeXkcx3HXrnHz53NjxnCF\nha2rGjGiOT9wu3Z9+vQBgIEDB3IcN5Y3E6f+98+HH37IX3VxcSEDNgAQERHxzTffKJ3i+++5\n6dO5a9e4gQM5AC4mhlPLQGHIFSTjQxKJxMfH58qVK3q3o46B91WFJq/H7du3q5/Fw8ODv89D\nDz2kucU9eziRiEtIUO9ArkMHDoBLStJZ5dWrzflNBgzgli/XLyV1hw4dAMDT05MkRfrxxx/5\nX6dnz54FBQUcxw0ePBgASAYr82DtTwbzQCeIWYNBVQxK0g/LpDvx04Q229CGwOAJnbDq4AnC\n0KFDAUBjUbtw5VKhMTExKjuQeIsCskLKcz31FKxfD0eOgCITHkFz8MTVq+T/r4rF58+fBwBS\n6Kwrz3defXyFxjwuWbIkOTn50qVLjzzyCPnzOjs7Ozk5+eLFiw/2HjcOdu2CsDD46SfYuROO\nHAG1QZSsrKw333wzISHhC2XNrVJXV0cKeMydO/fmzZtddXT514LhwRPt27d3dnZW2ajuDz53\n7lz+dDYA5OXlafbGmzIFyssLt2+/rbw/gGI2lkQft8q9ew8CYJcta17YsgVWrADd5wpkMhl5\nOEyaNImM6/M9CgDgwoULW7du/eCDD9LT0wEgmobFmB4MnhACBk8IBIMndELVsKutrf3www+T\nk5MHDBiQnJz80Ucf8StM2zwYPKETbHqz6qRq1qxZhYWFNPUXHxWnMX7YLIEMljQbdunpUFAA\n1KgqKFCXxPEdt2tqaCjlKcVMKDmjRu+Wvop4CBI8a2dnt2LFigMHDnTs2FEkEtGiUnK5fO/e\nvRq+p6srzJgBmv5Cu3Llytq1a9PS0mbNmqVSS1Q7f//9d0NDAwAMHDhQ+FFC4AwOngBN3ahi\nsWVmZvLtZpJKpqCgICIi4quvvgKAoqIiJdPEx0cuEmm4tYhFe/06tGqJ3r4NYWHQsSMUFsKp\nU0DuusRE0NfeWr9+PXGAptPxPXr0SEpKevjhh2k15C1btixatIgktBs2bJh+J9ID1h4OGDwh\nHAZVYfCETigZdrdu3erateumTZtCQkImTJgQEhKycePGqKgojfMaNgkGT+iEVQdPUDSENQAA\ngLu7O3XVat++Pc0HRiH5XasA7gPAjh0QFgY0q7AivRxBQ/DEmTMkHla+bl2O4m8nYtipTA4C\ngJOT0/bt28npyJvJz8+P39rzzz//8ccfkwOp05sQKioq5syZQ992mkMHAABAJpPt27fv119/\npVtowKnRUxcZHjwBCrObQCoZPvBBBMjLy/vyyy/J8tSpU5955pkFCxaQVY7jVq5cefTo0bCw\nsO7du/MHDn18fNzVC3yR1NYyGWhJmEK4cAH++Qfu34fvv4f/+z+Qy6FNG1i/XrcqZwrKy8v/\n85//kOWePXuSBXt7+4MHD/7yyy+0XBj1yAwNDR0/frweJ9IPDJ4QAgZPCITNy8cu1kwx8gAA\nIABJREFU/HnZqVOnPvroo42NjXRLY2NjYmLi9OnTTTofrB+m8LFDED500K5Pnz7qn5L8EQCQ\no15jKjJSW7tbt3Lt2pE98xUeciKRKCcnh+O4I0eOqPxIIyIiOI4j9VgJcXFx6q2OHj0aAHr3\n7i38C7777rukQfJ2EYlEx44d07gnrRDzyy+/kC1DhgwBgJCQEOGnMycvvfQS7S6as40Mcc2f\nP59GZnTv3p3sf0A5gTN9seXm5rZyprQ0DeXXNLJ7d/OekyY1ez0OHar3F5w+fTpRmJCQoF5D\nTyWbycCBA+/evav3uRAEMRbm9rFLS0tbsmQJPwbW3t5+yZIlv//+e8uWoU3BMTZQT2BTFYFB\nbUaURAfPNLqZknEgALil/lluLig7GD1QxXGwYEHz2N5TT+UpnN4+/vhjMn1GT0pHwkJDQwFg\n4MCB9LepMbcI2U1zJrYWIGVeSREOFxcXjuMeeuihhISE+/fv83f76aefNm/eTJaJASSVSv/4\n4w8AUKk0bywMv4g0SlckEg0fPpwsv/fee4mJievXr6ftTyJZ/RS9R6ElPfjzFZpV0dhh7aUX\n/+//YOHC5uX//a+5lJym61hUVJRJXDa1cvLkSQAIDAzcvHmz+ugmvTkJDz/8sIaxRlNi208G\nY0Few5ZWoQEGVTEoiVmUDLvi4mI6gE/p3LlzkfK8kg2DwRM6YQPBE9qhU7oqPukEOkWudDLi\nMNfUBIqaB6ASPFFcDNRseu21PEUi4scee0zlpMOGDSNDTSNHjgSAtm3bvvPOO+SjUaNGqesh\nc7V3794V6LReWVmZkZEBAGPHjo2IiCBjcnK5PC0tbc2aNfw933vvPbpM/sw7f/48maMk8bzG\nxfDgCQAgcaAAEBkZOW7cOGK3lZaWkiBisVjs6+u7f//+N998k+wWGxu7bt26FStWqKRZ4Rt2\nRUVFNDPcA2hOOPI7/ftvWLUKVHY7fRpeeQWom3x1NTQ0ACgCL3jcu3evR48ePXr0IElY7t27\nt3v3bg0nBaisrASApKQkX19f9SwtKobdIL1yqRgCBk8IAYMnBILBEzqhGjyhnnmIqVxEpgaD\nJ3SCTW9WI6qig2ca3Rzpu/OBYTdwIGza1LxM0wWrOG4rZj9BInljx47Vq1cDgKurK63cwLcm\n9+zZU1RU9PLLL5MtCxcuXLhw4ezZs5944gl1PdSrTKUqaEtcvnyZSCIBv/PmzaORpGvXriXF\nuGpqambMmEGSJ5OEW3l5ef/88w8pIyYSieLi4oScSyc4YwRPdO/ePSkpyd7efs2aNb6+vtQd\njbBhw4by8vKJEyfyzbiFCxcuX76cXAjqUsnPGqj51mrTprmYbH4+cBwkJ8OyZbBqldI+GzaA\n8iAoAICzMyQlqWw7ePBgZWUlx3Hz5s3Lzc1dsGDB9OnT1dO5y+XyqqoqAHB3d9eoil/72M7O\nrj/Nt2cuWHs4YPCEcBhUhcETOqHqivjFF1+Q6DBKbW2tGfVYGB8fH9bKDHt6ejJr2Hl5ebH2\noAQAb29vY11EathpHLHz9fV1dnaura294unZnMNi+3YIDYUXXgC5HIqL6Z5KwROkhJREcnXC\nhLWKaNYnn3yS/gXVvn37MWPG/PXXX6NHjxaLxfxSXfwAWHXIiB0AnDp1iuTY0w515iNlc0NC\nQi5fvrxo0aKDBw8CwNGjR+vr67/77jsaZDB58uQvvviC47icnBwyD/j4448bseAExSjBEwBw\n8ODB+vp6Yo92Vi6P1r1795aOmjx58gcffLBy5cpXX30VlA07Hx8fze7bPXtCaiqcPg0XLgAJ\nXlGxrRWpbQAAZsyAqVOhthaCg0HtvnrjjTfocmZmJgmFuco/HAAA7t+/T15y7u7urq6u6jnk\nx40bt23btlWrVhUUFERFRZk/jiEgIICpzOpset8zGDkBGDxhA/Ad7qJbxqSOfvqBwROIqVm7\ndi35mXz99dcadxgwYAAADHR35wA4e3uOBB75+nIA3LPPajigtJQTiTgAbvlymmtDJBKVlJQY\nrvb27duk5Ia9vb3GBhsbG1NSUubOndvQ0FBdXU0yuavEhZSWlgYGBoLaIKWdnd2xY8fIMvVL\n+/jjjw2XbR4aGhr45n5mZqaWnevq6jiOI46VI0eOnDNnzk8//aSt9bfe4gA4sZj75JPm8IhB\ngx58KpNxTk4cADduHPfFF5xUqqUlvjm7aNEiEu5K3B/50PJx6lmX+bz//vv29vYbNmzQJh5B\nEDNihuAJJftXiMeuEfnkk0/oHBMjcBzH2ogdsKqKwKA2I0p68cUXOY5zdHSkDnAqdO/e/cyZ\nMzn19QAAkZElt25t2rSpl7v7Ezdvwh9/aFC1YQNwXCrAT1evFly5Qj4KDw83Su1OLy+vzz77\n7LnnnpNKpZcuXVJvc//+/Vu2bAEAd3f3CxcuEBeopUuX8vfx9/ePi4s7dOiQSuGyWbNm0VGu\n/fv3kwUSh2sKjH5fOTg4+Pj4UOdL7SMlZJAvOjq6vLz8559/BoDDhw+TEg6aVZHhQLkcvv++\necs//zz4ND8fyB0ydizMnKnlvDKZjO9Z+Omnn5Ix4+rq6srKyp9//rmmpubMmTNvvvkmdV8j\nIREtCVu0aNHChQst8gu17SeDseA4DgBYUwWs9hVrkpjFrAOb27Zt46+uWrWKTPs+++yz5pSh\nhdLSUolEouJ3bFkqKioaGhr483HsUF5eLpfLzVBQXCeMeBFdXFwWL16sZQfiyXS7vv7eyy+7\nTZkyffr0Y8eOScTivgAdMjPh2jXo1AkAZDJZTk5ORESE3alTADDD3r5UkVzD0dFx/vz5hksl\nUEsrNzeXhFxQZDLZ559/Tpbfeecd8kbp1atXeHg4na8kqMxavvLKK8OHDx89erSdnR2Zeibb\np02bFkFSuBkbuVyelZUVHh5u+Gwsn6CgIGLY2dnZCZkCi46OTk1NJcvkwKKiImdnZw25G2ny\n6pMnmxf44Q40f15r5XRpNvhu3bplZmbW19fT4KSkpKTffvuNLMtkssTERLLs5eVVVVV1+/bt\nTipFbBVY6l147do1Hx8fdup7SqXS3NzciIgIprzGSeSEv7+/pYUoUVtbW1hYaNzqzwZCLl9k\nZKSGwtaIGmbto2PHjs2bNy8jIyMrKysrK0sqlZIFc2rQDgZP6ASb3qzmVEWjyK/PnAl9+164\ncAEAZHL5IbL1zBm+JI7j4MIFOUC5TEZbGDdu3IsvvmgsPQEBAeRVelatJv327dtPnTpFlolV\n17lzZxIiqnKD0Qd6dHT0wYMH33///cTERPI6pIlw/f39qe+d0eGMETyhDjV9EhIS1J3S1OEX\n4GpoaKitrW3x1qJGlVTavHDnDtA9T58GABCJICpK+xmpYUdDeinUqgOA9PT0w4cPA4Cbm1ts\nbCz+DIWAwRPCYVAVBk/ohFkNuz179uzYsePChQvEPdnT0/ODDz744IMPzKlBO1h5Qidso/KE\nIdBA1KKiojt37txRlAEtIE6+iownzcETdXVw714lgJz3dqGmklEQiUQkE8rBgwfJYE9lZWVM\nTMygQYNISASfV1991dfXNyQkRMXJ/eGHHyZ/Fg8bNiwpKYnvsEzTrEyYMMGIslUwVvCEClOm\nTAEAkUikMvvcEioBFnfv3tVceQIAAgJAkSqvmaYmWL0a5s+HO3fg0CEAgP79obXbko6G8stm\nqHPx4kVS9CwqKsrZ2dnV1ZW1IR/AyhPCwMoTAmHz8jGLubtp0qRJgwYNSklJiYuLY3Agij8h\nxQhGf70ZEUfdy5abAXNeRDoNXVpa+t///pduv9muHfzzD2RkkFWRSNSuXTvIyQGAO7zDRSJR\nS957ejN//vwDBw7U19fv3Llz8eLFhw4dIuVlCf3796+oqLCzs3vuuedI4jr1ybKgoKCXXnrp\n8OHDTz31lMpHr776qrOzc0xMzHAVO8bYmGIKb/z48Vu3bnV1dU1ISBCyf9++fadNm3bu3DmS\n06uysjKQ5iJWZ906UEnpt3w5AMDWrUDG4QRU1KUjdi39ZbJv374ZM2ZIpdL6+npQBGtLJBKV\nVAYswJokkUjEzrwwhcE3DgCIxWKmjHJg9fIxiwXs38DAwP/+978bN240eu1ww2HTPZNNVQQG\ntZlTkq+vr1gslsvlmzZtIvOwhHJi8l6+rKSqvBwAqFN9u3bttmzZEq1vAfiWGDhwYFRU1JUr\nV9auXXvy5MliXtYVAEhMTFyyZAl/i8bu+uSTTz755BP1xtu2bbuQlk8wJSa6iDq580okki+/\n/PLXX38dMWIEANy9e/fPP/9s3769ehZ3AABFrhlVFLYaKFe2aGHf5p01juL4+PhMmjSpsrLy\nhRdeoFvIwr/8ZygQNiUBBk8Ig0FJzGIZP0SxWDx37lySrETG8zeyOFh5QidsvvJEq0gkEvJy\n5Vt1AHCT3NV37pDCYqTyhDwrCwCorbdhw4aJEyeaQhVJwFZVVfW///1PRZi6UZKVlUWGf9jB\nKJUnjAUdPFu+fHlcXFyvXr3+4Ue88vYD4pXv6Kh5cE6jOcijsLCQWuGurq50qD4oKGjIkCEi\nkWj27NkikejRRx+lh5ARu6qqKvXKExYHK08IAStPCAQrT+iEhQNMsrOzhXgxmw0MntAJNr1Z\nzayKPz0nFotJ8rMbd+82e9HfuEEkiSsqRF9+CQC7HRxAuYCp0RkzZozKFppgWT3SjcEbzETB\nE/oRFRXVsWNHUIQv3L9/PzExsXv37ocPH1bKCCMWAxk/S0gAjVlgWk6JDADp6emdOnWinovO\nzs60CkiHDh3S0tIaGhrefvttAAgKCqLTZMQTAH+GQsDgCeEwqAqDJ3TCwoZdeHg4vxSjxcHg\nCZ3A4Ang1XsAgF69er3//vsAUC+VNtcKKCgAmcy+tDQiKUl08iQAlDg7A0BiYqLpUtj4+fnx\nr0vv3r0PHDgQHx+/Zs0aUj1MRT9TFQLAZMET+uHk5KTiNPLHH39kZmaOHTs2NDR04MCBn3/+\neXPQw/z5EBEBb74J6gExgYGg9XJnZGTIZDJqYbdp04ZeFBKuQf8AFolE8fHxZJlUgMXgCSGw\n6X2PwRMCYfPyMYu5u0kmk2VkZJSVlclkssDAwD59+rRqGTQ2Np46dUp9xpbMH12/fj04ONje\n3r6xsZFMZNjkKukHi8tQWXV0dGxsbCTTQOyocnJyMqcqfpikv78/rUKWC9ADQLpggf1jj0Hv\n3iLF/F1pfT0AhIaGmlTVkiVLli5dWlNTM2rUqPfff79t27a7du3SeCM5OTmRMgbsXEGi6saN\nGxaXQVZbMnxra2vPnDlz5syZ4uLi1atXN77ySnFyMgAE9+xp/+ijXGamqKAAALjISNFbb2k/\nEY2nJrRp04Zacu3atVPZefHixWlpad26dSMOmnK5/NatW7du3WKhr+iqg4NDQUGBxWXwV93c\n3FiQYRWrrq6uLMiwivegrqsaHybGRWKGc1BSU1NTUlIcHR27du0KANnZ2TU1NTt27NAepCaR\nSAIDA9XHYCsqKurq6tzc3EiGLYlEQqJmDFklWR6M0pTNqyKrdnZ2LMjgr3IcZ87z8ic3Y2Nj\naXbfUjs7aGqyv3YNAETnzwMAiERZ27ZVP/MMAPj7+5tU1bRp0wYOHFhfXz9kyBC5XE7sBmu5\ngqypCm5t9OLcuXNKx7q6wuHD3PHjoqFDAYDbuVPUr59ELtdyourqatra0KFDu3Tp0rZtW7Lq\n7u6usvPgwYPz8vIcHBzIAIZEInF1dRWJRCz0FZtXECzxZBD4bGdQFbN9xYIMw1fNgcmKlWmg\nS5cuV69e5W+5ceNGz5499WvNFLVii4uLy8vLjdumgdy6dauoqMjSKjRTVlZmlCKnxsXMF/H+\n/fvEthOJRJcuXZLL5SQLzOvt2jWXDaX/vLwWLFhAfne7du0ym0LtXLlyhZRGZYempqbLly83\nNDRYWkgzBxRlQkCR4kckEvFz/QQEBGg+8j//4TZtEnKKV155hbb22muvcRzXr18/srps2TLt\nx1ZWVubl5en4nUxObm5uVVWVpVU8oLGx8fLlyzKZzNJClCgtLS0tLbW0ClVqampU3tQWh1y+\npqYmSwsxAuauFWtqpFKpSqEnb29vphy3m5qaWKtYwqBvO4VNb1Yzq3JxcXnrrbdmzpw5Z86c\nbt26AYC/v39+fn6RWpI/zseHlKgKDQ1Vj2+wFAzeYBxLwRMAEBcXR5fXr19fWVlJqpMdPHgw\nNDR07969paWlVVVV7dq1Uz1yzhwh7dfU1Pzwww90lcRq0OAJGvjSEvgzFAKzwROWlqAB1q4d\n8IInWHtBs4lZDbvFixf36dNnwIABkZGRIpEoOzv79OnTr732mjk1aMfHx4e1TDmenp6svXcp\nXl5erD0oAcDb29vMF3HKlCmTJ0+mT5zo6Oj8/Pwf7typAWjL240LCrry++8AkJyczI7HNAZP\ntEpISEinTp2uXbsGAEOHDqWT7wsWLPj222/37t0LADk5OX379tWv/f3795PGAcDZ2XnYsGEA\nQJ01W42dcnV1NY/jjk4EBAQwdV+x6X3PznOADwZPWDtmNX5TUlKOHz8+dOjQpqYmqVQaHx9/\n7Ngxkv6eEZycnFirpuDg4MDU85GPo6Mjg5nTLXIR+X9HPv300wBQLZNtIutjxgBAY3h41rRp\nUqkUFF7AjODm5sbgH8Fubm5M/YlFCoQEBQWp5Ivp0qULWTAk79dpUkwWoFevXiUlJeQUPXr0\nIBtbHbGTsFp5wnweRQJgs3SBk5MTg49QrDxh7Zjb/g0KCkpJSTHzSYXDMZnbmk1VBAa1WVzS\ngAEDyMKHAAsBYMuWvKyswVOnls+cSbYzlZzC4t2lEdZULVu2zMfHRz31YOfOne3t7aVS6cWL\nF/VunMT/AkB4eDgNsu7fvz9ZCGmppgUP1roLUJIwOKw8IRgGJTGLxf5Sj42NtdSptYCVJ3QC\nK09oxN/fnwR63xKJGj/+GAIDU/PyynmSmDLssPKEENzc3F577TUfH5/bt2/ztzs4OJAYf0MM\nO5Jupl+/fuvXr6cbR44cuX79+l27dnXq1En74Vh5QghYeUI4WHnC2mFuCsayYOUJnWDQxxbY\nUDV16lQAkHNc2eOPAwDf0JRIJK2+qs0JgzcYa8ETFI23FjHs9DatamtrCwsLAWDkyJGkkgRB\nJBLNmzdv+vTp+qmyOKypYjZ4gqleIjCoCitP6ITFXBGJHxJrYPCETmDwREvQOmNLly798ccf\n+ZUw3nvvPZXYcMuCwRPC8fHxUXffJhVESAJSPUhPTyfZ19WLgggEgyeEwKb3PQZPCITNy8cs\nFuumOcISAZgZBv1YGXy9UVgLNCGwcBHpY3H37t0AQMrGu7u7P/vss3PnzrWkMjXYdElmUxVN\nQcKHGHZ1dXX//POPTu/pTz/9tLKykkau0MR1usJs8ISlJSjBpvc9Cw8rdTB4wtpB+1cJNt0z\n2VRFYFAbC5IiIiKcnJxUfNeioqLWrVtnKUktwUJ3qWNFqjp06EAW8vLyhBt2WVlZ8+bNAwDy\nBu3cuTMd5TWWMMuCkoSAwRPCYVASs6CPnRIW97tXB4MndIWFi2hvb0/qePIhzlisgcETwikq\nKlIJngAAmr6OZJ8WyD+K2sH3798HgHHjxumtCoMnhIDBE8LB4AlrBw07JTB4QifY9GZlRFV4\neLjKlgkTJlhEiXYYvMGsK3giKCiIZCTJysoS3lRtbS1/dfLkycZVZXFYU4XBE8JhUBUGT+gE\nTsUqgcETOoHBE1oICwsjC8OGDWtqapo1axY7ZcT4YPCEcDQGTwCAn59fYWHhrVu3hDfFN+xc\nXFx69eqltyoMnhACm973GDwhEDYvH7NgNynBoCsrg683CgZPaIGO2G3bto0aeQzCpksym6o0\nBk+AojhERUWFlmN//vnnLVu2LFu2rGfPngBQU1NDP4qKijLkjYXBE0Jg0/uekYeVChg8Ye2g\nYacEm+6ZbKoiMKiNEUnJycknTpyIjIwkVh0jqtRhU5h1qSLlXLWM2Mnl8meffba4uDg9Pd3D\nw2Pt2rX8EbuIiAgTCbMgKEkIGDwhHAYlMQv62CnBgt+9Chg8oSuMXERXV9cdO3a8/vrrACCT\nyRh03CZg8IRwNAZPgMKw0zJid+7cOZLoLj8/PyMjY/bs2WfPnqWfGliGB4MnhIDBE8LB4Alr\nBw07JTB4QifY9GZlUBWbjtsEBm8w6wqeAACSgLqhoUElJIJy6dIl/uqNGze2bdtGlleuXPnC\nCy+YQpVlYU0Vm79B1nqJwKAqDJ7QCZyKVQKDJ3QCgycEYm9vHxwczKbnLwZPCKel4Il27dqR\nhcrKSo1+eJmZmRobtLOze+uttwxUhcETQmDT+x6DJwTC5uVjFuwmJRh0ZWXw9UbB4AmBiEQi\n+u5nDTZdktlU1VLwhLu7O1moqqri13ulkGqwFF9fX+It0FKDOoHBE0Jg0/uewYcVYPCE9WPW\nqVjqylNQULBnz56vv/6aBV8oPgyOPwGrqggMamNQErCqClgVZl2q+CN2GnfgP+hcXV1TUlLI\nsrGsHwa7CyUJgeM4BlUBq31laQlWg1kNO/J37YEDB+Li4lJTU1NTUwcPHnz48GFzatAOI373\nfDB4QlcYvIgYPKETVhc8wR+x03ggCZglo+9xcXE0/U2nTp0MV4XBE0LA4AnhYPCEtWOBqdgV\nK1YcO3aMlFcqKysbMWJEYmKi+WVopKmpidbkZgQGfdspbHqzMqiKTcdtAoM3mNUFTwgcsZs9\ne/bEiRN79OhB/1SLiooynSrLwpoqNn+DTHURhbVrB7zgCdZe0GxiAcNOJBJRx0w3N7eW4sgs\nAgZP6AQGTwgEgyd0wuqCJ7SP2F2/fp0UhA0KCoqPjweAyMjIHj16XLx4ceTIkYarwuAJIbDp\nfY/BEwJh8/Ixi1mNX1dX1969ezc0NMyfPx8A8vLyxo8f/8QTT5hTg3acnJxYCwhwcHBg6vnI\nx9HRkUHnXwYvIuPBEwz+Eezm5saadQ4Azs7OGs1NDw8PsnD37l31T2lmk9GjR9ONp0+fzsnJ\nMUr5YGaDJ+zs7Cyt4gFset87OTkx+AjF4Alrx6z2b0VFxd27d3Nzc6urqwGgsrIyJSUlKSnJ\nnBq0w2ZuazZVERjUxqAkYFUVsCrMulQ5OTm1adOmrq5Oo2H3/fffA0B8fHy3bt3oxrZt23bu\n3NnUwiwIShICVp4QDoOSmMXcf6l7eHj069dv+PDhABAbG5ucnMzUXB6DfvcYPKErDF5EDJ7Q\nCasLngDFbKy6YSeXy69duwYAZBLWFGDwhBAweEI4GDxh7Vh4CiY7O5sp7xCsPKETDPrYApOq\n2HTcJjB4g1ld8AQoZmPVDbuioqKGhgYwUgCsrqosCGuq2PwNstZLBAZVYeUJnbCwK2J4eLiW\nAovmB4MndAKDJwSCwRM6YXXBE6CoKqZu2N24cYMs0BQnRgeDJ4TApvc9Bk8IhM3Lxyzm7iaZ\nTJaRkVFWViaTyQIDA/v06dO+fXvth0il0vPnz6sbEGScv6ioyN/fXyKRSKVSMqZtk6ukHywu\nQ2XV0dFRKpUWFRUxpcrJyYlBVe3atWNBhvpqmzZtyFw/a6qKi4stLkNl1d7evqVPyRu6sLBQ\n5Yl08eJF8rzy9/c30T3Jcdzdu3fv3r3LVF85OjqWlpZaXAZ/1c3NjQUZVrHq6urKggyreA/q\nugqmx6yGXWpqakpKiqOjI0lil52dXVNTs2PHjoSEBC1HicViFxcX9TFYuVxeVVXl4OBAYvrE\nYjH5E9+QVTLSY5SmbF4VWRWJRCzI4K9yHMeCDKtQxeYVtEZV0dHR33///fXr12kuTPIpnZEI\nCgoivoxMfaN/1RVk8DcoEokYVMVsX7Egw/BVMyAy51RaRETE999/HxkZSbfk5+c/9thjf//9\ntx6t3bx58/jx48nJycYTCCUlJRKJxNfX14htGkhFRUVDQ0NQUJClhWigvLxcLpdrLI5pQRi8\niDKZLCcnJyIigqkEEISrV6+GhoYylXNBLpdnZWWFh4eTpyE7FBYWOjs7a5xk+PrrrydOnAgA\n6enpMTExdPv8+fM3bNjg5ubWUlEKw6mqqrp9+7bpfPj0Iy8vz8fHh50UFVKpNDc3l7XfIAk+\nI2NR7FBbW1tYWMh/U1sccvkiIyPNZhuZjtLS0rNnzz7++OOmO4VZ+0gqlaq8br29vZlyIMPg\nCZ1g05uVQVVsOm4TGLzBrDF4gv55U1paKpPJ6PYTJ04AQHh4uEVUWRDWVLH5G2StlwgMqsLg\nCZ0w61Ts4sWL+/TpM2DAgMjISJFIlJ2dffr06ddee82cGrSDwRM6gcETAsHgCZ2w3uAJABg/\nfnxAQMCff/7p5+dXWlqakZFBNppOFQZPCMGBSe97DJ4QCJuXj1nMOmKXkpJy/PjxoUOHNjU1\nSaXS+Pj4Y8eOPf/88+bUoB0GixY4YOUJHWHwImLlCV2xrsoTwDPsmpqaioqKPvroIwA4d+4c\n2ZiQkGA6VRKsPCEANksXYOUJgbB5+ZjF3PZvUFBQSkqKmU8qHDZzW7OpisCgNgYlAauqgFVh\nVqfK09OTOMKT1czMTAA4deoUAEgkkj59+lhKmKVASULAyhPCYVASs1jsL/XY2FhLnVoLDBYt\nwMoTusLgRcTKEzphjZUn7O3t+YMcBQUFAPD7778DQGxsbNu2bU2nCitPCEGKlScEg5UnrB3m\npmAsCwZP6ASb3qwMqmLTcZvA4A1mjcEToBwhkZ+fP3r0aBLvP2jQIAuqshSsqWLzN8haLxEY\nVIXBEzphMVfEp59+2lKn1gIGT+gEBk8IBIMndMIagycA4JtvvklLSysuLl66dGltbe1PP/1E\ntvfr18+kqjB4Qghset9j8IRA2Lx8zGLWPHbGxRR57BAEQQzh8uXL3bp1o6sSiaS0tNTb29uC\nkhAEYQdby2PHPmyauWyqIjCojUFJwKoqYFWY9aqKjo4eNWoUXX3iiSfMYNXcuekeAAAOdElE\nQVQx2F0oSQgcxzGoCljtK0tLsBrQsFOCQb97DJ7QFQYvIgZP6IQ1Bk/wef3118nCe++99+WX\nX5pYFAZPCAKDJ4SDwRPWDs5YK0HrPLIDg77tFDa9WRlUxabjNoHBG8xKgycoCQkJn332mb29\nvXlSOzF4wwN7qtj8DTLVRRTWrh3wgidYe0GzCRp2SmDwhE5g8IRAMHhCJ6w0eILPiy++aGox\nFAyeEAKb3vcYPCEQNi8fs2A3KcFgEnAGX28U1go8EBi8iIxXnrC0BA2wqcrZ2dnSEjTAbOUJ\nS0tQgs3SBQw+rAArT1g/OKqpBIPjT8CqKgKD2hiUBKyqAlaFoSqdYFAYShICBk8Ih0FJzIKG\nnRIM+t1j8ISuMHgRMXhCJ6w9eMLMYPCEEDB4QjgYPGHtWHEeu1u3bv3+++8eHh5GbDM7O7uh\noYHUriaV6WgtP1qoTmWhpR1aPVB9TyqDfyxx+JVIJPzdhGvTckb+sSpl+NQPVG8TAJqamog2\nFc0aGxd+CpV9hGjmL8tkMpFIpHIRNXrdqWtW72HtB2q/FnzBUqmUOkJpvBYCL64QzRoPVF8g\nexJhfM3qV1zXUxh449HuavWG0XgRTXfjkVtLLBZrPFBjRwm/8bR0i/qB/FNwHNfU1CSRSLQr\n0biFnld9TwNvPKlUamdnR1zdhT/xVPpfoDb1Dhdyq2s/UOVmUP9IRUxL/9XejkwmAwDqOqbf\nE8/oN55cLpfJZHwvIC2naFWJxgO176l+G5DLFxoaSu4oQ554KnuCgBvPycnJiG6sUqm0oaHB\npHnsrNjHzsvLy+gFZ/fv3y+Xy7t06WLcZkHTb0kgeXl5NTU1PXv2NLokw8nKympqaoqOjra0\nECUuXbrk4OAQERFh9Jb1voh1dXWnT58eNGiQ+b0SW9Wcmprau3dv4/6BZCBSqfT48eNxcXGs\n+Wmlp6e7u7uHhYVZWogSJSUlhYWFAwYMsLQQJU6dOhUWFubv729pIc3U1taeOXNm8ODBTHkt\nX7lyBQCioqIsLUSJ27dvX7p0adiwYZYW8oCampo//vgjJSWlVa9EvZ/SWvDz83N3dzdig6b2\nrbRiw87Ozs7oT9gbN264ubkZy15U/6tLj0bS09OLioqeeeYZo0gyLidPnqyrq5s5c6alhSjx\n448/enh4GN3oBwMuYklJycqVK5955pn27dsbXZU6wm88juPeeOON0aNH9+jRwwzCBHLv3r1l\ny5ZNnDgxNDTU0lqUOHDgQHR0tCluLUMoLy/PyMh46aWXLC1E6WZbv359165d2emroqKiVatW\nPffcc56envztprADhHPs2DEAmDFjhqUEaOTPP/9MS0tbtGiRpYU8oKCgYPXq1c8//7zGv42N\n8qrVQkBAgJ+fn3HbNCnoY4cgCIIgCGIjoGGHIAiCIAhiI6BhhyAIgiAIYiOgYYcgCIIgCGIj\noGGHIAiCIAhiI6BhpwQ/Q5V+qCc6Ul9u9UDjSmr1pHq3r582nQ5R37nVw0mmMV1VaT81P+mR\nTgcSiB6Tlq/mX0pdbzzz19XWfuO12l2m+0VoQSWDnUlPpHG5JWi6OEt1C2i68cRisfb7ysCH\nj66QxJbkvy09pVvF6Gpb7SVTnLTVE4nFYtJROh1oUp3qzwT1G0/gU1oPtRb5ZRmCFScoNgUX\nLlyoqanx8/PTkouSbhGLxSrb6Uayhe6g3oh6RkTaiFgslsvlZAe5XF5RUVFdXR0WFsZvXF2M\nxnyYrWomuSj5mtXv4JZyY3IcV1paKpPJQkJCxGJxU1MTPxmpeoeoiyELWrpCvQWqmd+giub8\n/HwHB4eAgICWco3SfiaajXIRVc7C10zUnj17Ni4uriXNhlxEvTWTLX/99VevXr3s7Ozs7Oz4\nNx6/EaNrbvXGO3v2bGxsrJ2dnfAfixluvJycHA8Pj/bt22vpEL4k9Y4C3o2nRbNON979+/cL\nCgq6deumfuOZ9CJq13zx4sWwsLC2bdu29GMRKbIrm0czAJw9e7Z///4qN57hT+lWbzz6TemX\nos0WFxcDQHBwsCFPPNB042nULPDGa2hoyMzM7N27t3qHqPxMNGo24kWkD4qmpqZz587179/f\nwB8L6H7jSSSSwMBAnSxdi4OGHYIgCIIgiI2AU7EIgiAIgiA2Ahp2CIIgCIIgNgIadgiCIAiC\nIDYCGnYIgiAIgiA2Ahp2CIIgCIIgNoJ1G3Ycx7377rudO3cOCAhYt24d2bhly5awsLDIyMjU\n1FS65/nz55944gm6qnEf7Z+qtKB9f29vbycF9fX1hn9To6B3d2ncQjGwu6RS6YwZM0JCQoKD\ngzdv3mzgdzQK+nWUxqP4GNhRrbZvQfTrsVYvveG/RO37WwRDfoYAMHXq1G3btqk3a2N9pXcv\naX/22lgvEfTuq6NHj/bs2TMgIGDTpk3qzdpkX/1b4KyZCxcu9OjR4/79+yUlJSEhIenp6UVF\nRaGhoXfu3Lly5UpYWJhUKuU4bsWKFaGhoUlJSeQojftQhLSgff87d+7ExMSY/tvrjH7dpXEL\nxfDu2rdv32OPPdbU1JSfn+/s7Hz//n2TdYBQ9Oso9aP4bRreUdrbtyz69Zj2S294j2nf31Lo\n/TPkOO6rr75q06bN1q1bVdq0vb7Sr5e0P3ttr5cI+vXV3bt3O3ToUFBQcPPmTV9f37KyMn6b\nttpX/xIkljYsDaKgoOD55593cXFxcXEZMmTIjRs3SA5DDw8PDw8PR0fHjIyMvn379u3bFwAu\nXbpEjjpy5Ij6PrRNjZ+qtMBHfX+O4+7duxcdHQ0Ab7/9Njt/r+jXXQCg09fXtbt69eoVExMj\nFovt7e29vLwcHBxM9f0Fo19HqR8VExND2zS8o8rLy7W0b1n06zHtl97wHtO+v6XQ+2dYUlKy\nYcOGWbNmqbdpe32lXy/l5uZqefbaXi8R9OurH374ITExMSQkBAAyMzNdXV35bdpqX/1LsO6p\n2LFjx86ZMwcALl68mJaWlpCQUFpa2rVrV/Jp165dy8rKAGDMmDHx8fH0KI37aP9UpQXt+1dX\nVw8ZMuTs2bNff/313LlzCwsLjfiVDUG/7tK4hWJ4d0VGRkZERMydOzcwMPD1119nwbDTr6PU\nj+K3aXhHaW/fsujXY9ovveE9pn1/S6FfX8nl8pSUlPXr17dp00a9TdvrK/16Sfuz1/Z6iaBf\nXxUWFlZVVcXHx3ft2vWrr75ydHTkt2mrffUvwboNOwCQyWRr1qyZMGHCoUOHPD09OeX6JDKZ\nTP0Q9X02btwYGxsbGxur8VP1FrTvP3z48O3bt7u4uERFRY0ZM+bEiRPG+KLGQY/uUse43UUW\nPvvss2vXrq1atYoRO1i/jlI5yugdpdK+kb6rcdD71uJfelPcWgyiR19t3LixX79+5JvSLbbd\nV3r0kvqz1+Z7iaBHX9XV1Z07d2737t1HjhxZt25denr6v6Sv/g1Y91SsVCodN25ccHBwenq6\nm5sbAPj7+586dYp8mp2dHRgYqH6U+j4TJkwgf/EIbGHOnDla9v/rr7/c3d3Dw8MBwMHBgYUh\nKIJ+3aWO9q+v6/5bt27t3LlzQkJCWFhYv379Ll68SGYHLIh+HaV+lHE7Sr19dtCvx9QvvXF7\nzKhf0Wjo11cnTpw4ffr0jh077ty5Y29vX11d/fLLL9twX+nXS+rPXryjWlLu4+OTmJgYGhoK\nAMOHD/+X/Pr+JVj3iN3+/fs9PDy2bNlC33Njxow5c+ZMbW1tfn5+dXV1nz591I/Svo+QFrTv\nf/369RdeeKGmpqasrCw1NXXw4MHG+r4Gol93acfw7rKzs9uwYYNcLr99+/aZM2e6deumz3cz\nKvp1lPpRfAzvKO3tWxb9ekz7pTe8x4z17YyL3ndXUVFRfn5+SkrKe++99/LLL/M/tb2+0q+X\ntD97ba+XCPr11ejRo48cOVJdXV1SUvLbb7/17t2b/6mt9tW/BOsesTtz5syBAwcOHTpEVnft\n2jVx4sSFCxfGxcWJxeIdO3ZIJBq+YEhIiJZ9tH8qpLWkpKQ///yzW7dubdq0+eijj/z8/Iz1\nfQ1Ev+7SjuHdNXPmzLNnz0ZFRQHAhx9+2LFjR92/mZHRr6M0HkU/NbyjtLdvWfTrMe2X3vAe\nM853MzZs/gz1+SamRL9e0v7stb1eIujXV126dJk7d26fPn3q6+tff/31Hj168D+11b76lyDi\nOM7SGhAEQRAEQRAjYN1TsQiCIAiCIAgFDTsEQRAEQRAbAQ07BEEQBEEQGwENOwRBEARBEBsB\nDTsEQRAEQRAbAQ07BEEQBEEQGwENOwRBEARBEBsBDTsEQRAEQRAbAQ07BEEQBEEQGwENOwRB\nEARBEBsBDTsEQRAEQRAbAQ07BEEQBEEQGwENOwRBEARBEBsBDTsEQRAEQRAbAQ07BEEQBEEQ\nGwENOwRBEARBEBsBDTsEQRAEQRAbAQ07BEEQBEEQGwENOwRBEARBEBsBDTsEQRAEQRAbAQ07\nBEEQBEEQGwENOwRBEARBEBsBDTsEQRAEQRAbAQ07BEEQBEEQGwENOwRBEARBEBsBDTsEQRAE\nQRAbAQ07BEEQBEEQGwENOwRBEARBEBsBDTsEQRAEQRAbAQ07BEEQBEEQGwENOwRBEARBEBsB\nDTsEQRAEQRAbAQ07BEEQBEEQGwENOwRBEARBEBsBDTsEQRAEQRAbAQ07BEEQBEEQGwENOwRB\nEARBEBsBDTsEQRAEQRAbAQ07BEEQBEEQGwENOwRBEARBEBsBDTsEQRAEQRAbAQ07BEEQBEEQ\nGwENOwRBEARBEBsBDTsEQRAEQRAbAQ07BEEQBEEQGwENOwRBEARBEBsBDTsEQRAEQRAbAQ07\nBEEQBEEQGwENOwRBEARBEBsBDTsEQRAEQRAbAQ07BEEQBEEQGwENOwRBEARBEBsBDTsEQRAE\nQRAbAQ07BEEQBEEQGwENOwRBEARBEBvh/wFR7XiIAn7uZwAAAABJRU5ErkJggg==",
      "text/plain": [
       "Plot with title “”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bseIPO<-sqlQuery(lcon, \"select PX_CLOSE, TIME_STAMP from BHAV_INDEX_BSE \n",
    "                        where INDEX_NAME='IPO'\n",
    "                        and time_stamp >= '2010-01-01'\")\n",
    "\n",
    "ipoXts<-xts(bseIPO$PX_CLOSE, as.Date(bseIPO$TIME_STAMP))\n",
    "ipoRet<-dailyReturn(ipoXts)\n",
    "\n",
    "bseMid<-sqlQuery(lcon, \"select PX_CLOSE, TIME_STAMP from BHAV_INDEX_BSE \n",
    "                        where INDEX_NAME='BSEMID'\n",
    "                        and time_stamp >= '2010-01-01'\")\n",
    "\n",
    "midXts<-xts(bseMid$PX_CLOSE, as.Date(bseMid$TIME_STAMP))\n",
    "midRet<-dailyReturn(midXts)\n",
    "\n",
    "allRet<-na.omit(merge(ipoRet, midRet))\n",
    "names(allRet)<-c('IPO', 'MIDCAP')\n",
    "\n",
    "charts.PerformanceSummary(allRet[-1,], main='BSE IPO vs. MidCap Index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>IPO</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>Cumulative Return</th><td>67.71311</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|l}\n",
       "  & IPO\\\\\n",
       "\\hline\n",
       "\tCumulative Return & 67.71311\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | IPO | \n",
       "|---|\n",
       "| Cumulative Return | 67.71311 | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "                  IPO     \n",
       "Cumulative Return 67.71311"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>MIDCAP</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>Cumulative Return</th><td>80.44093</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|l}\n",
       "  & MIDCAP\\\\\n",
       "\\hline\n",
       "\tCumulative Return & 80.44093\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | MIDCAP | \n",
       "|---|\n",
       "| Cumulative Return | 80.44093 | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "                  MIDCAP  \n",
       "Cumulative Return 80.44093"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>IPO</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>Annualized Return</th><td>7.894077</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|l}\n",
       "  & IPO\\\\\n",
       "\\hline\n",
       "\tAnnualized Return & 7.894077\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | IPO | \n",
       "|---|\n",
       "| Annualized Return | 7.894077 | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "                  IPO     \n",
       "Annualized Return 7.894077"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>MIDCAP</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>Annualized Return</th><td>9.060017</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|l}\n",
       "  & MIDCAP\\\\\n",
       "\\hline\n",
       "\tAnnualized Return & 9.060017\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | MIDCAP | \n",
       "|---|\n",
       "| Annualized Return | 9.060017 | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "                  MIDCAP  \n",
       "Annualized Return 9.060017"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "100*Return.cumulative(allRet[,1])\n",
    "100*Return.cumulative(allRet[,2])\n",
    "\n",
    "100*Return.annualized(allRet[,1])\n",
    "100*Return.annualized(allRet[,2])"
   ]
  }
 ],
 "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": "3.4.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}