T1_DE_KIT Space Monitoring

history_replica_data.csv

history_space_data.csv

kit_space_mon.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import bz2\n",
    "import os\n",
    "import glob\n",
    "import re\n",
    "import pandas as pd\n",
    "\n",
    "class PathNotExists(Exception):\n",
    "    \"\"\"\n",
    "    Exception raised when requested node does not exists\n",
    "    \"\"\"\n",
    "    pass\n",
    "\n",
    "class Node(dict):\n",
    "    \"\"\"\n",
    "    Nodes are representing entries in the directory structure and store cummulated size of all sub-nodes\n",
    "    \"\"\"\n",
    "    def __init__(self, name, size=0, replica_size=0):\n",
    "        self.name = name\n",
    "        self.size = size\n",
    "        self.replica_size = replica_size\n",
    "\n",
    "    def add_size(self, size):\n",
    "        self.size += size\n",
    "        \n",
    "    def add_replica_size(self, replica_size):\n",
    "        self.replica_size += replica_size\n",
    "\n",
    "    def get_node(self, relative_path):\n",
    "        return_node = self\n",
    "        for name in relative_path.split(os.sep):\n",
    "            if name:\n",
    "                return_node = return_node.get(name)\n",
    "                if not return_node:\n",
    "                    raise PathNotExists(relative_path)\n",
    "        return return_node\n",
    "\n",
    "    def __missing__(self, key):\n",
    "        new_node = Node(name=key)\n",
    "        self[key] = new_node\n",
    "        return new_node\n",
    "    \n",
    "def get_space_usage_chimera(chimera_dump):\n",
    "    root = Node('root')\n",
    "\n",
    "    with bz2.BZ2File(chimera_dump, 'r') as f:\n",
    "        for line in f:\n",
    "            current_node = root\n",
    "            if '/pnfs'in line:\n",
    "                prefix=line\n",
    "            else:\n",
    "                lfn, pnfs_id, chksum, size, access_time, pool = line.split('\\t')\n",
    "                lfn = \"%s/%s\" % (prefix, lfn)\n",
    "                size = long(size)\n",
    "                number_of_replicas = len(pool.split(','))-1\n",
    "                current_node.add_size(size)\n",
    "                if number_of_replicas:\n",
    "                    current_node.add_replica_size(number_of_replicas*size)\n",
    "                for name in lfn.split(os.sep):\n",
    "                    if name:\n",
    "                        current_node = current_node[name]\n",
    "                        current_node.add_size(size)\n",
    "                        if number_of_replicas:\n",
    "                            current_node.add_replica_size(number_of_replicas*size)\n",
    "\n",
    "    return root\n",
    "\n",
    "convert_to_tb = lambda bytes: bytes/1000/1000/1000/1000\n",
    "\n",
    "def read_cached_values(filename):\n",
    "    try:\n",
    "        data_frame = pd.read_csv(filename, parse_dates=['date'])\n",
    "        data_frame.drop(['total_size_ddm', 'total_size_non_ddm'], inplace=True, axis=1)\n",
    "    except IOError:\n",
    "        data_frame = pd.DataFrame()\n",
    "    finally:\n",
    "        return data_frame\n",
    "    \n",
    "def get_phedex_subscription(date):\n",
    "    pass #to be implemented"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#Read cached values\n",
    "my_space_history = read_cached_values('history_space_data.csv')\n",
    "my_replica_history = read_cached_values('history_replica_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2016-04-07 07:05:00 already exists!\n",
      "2016-04-08 07:05:00 already exists!\n",
      "2016-04-09 07:05:00 already exists!\n",
      "2016-04-10 07:05:00 already exists!\n",
      "2016-04-11 07:05:00 already exists!\n",
      "2016-04-12 07:05:00 already exists!\n",
      "2016-04-13 07:05:00 already exists!\n",
      "2016-04-14 07:05:00 already exists!\n",
      "2016-04-15 07:05:00 already exists!\n",
      "2016-04-16 07:05:00 already exists!\n",
      "2016-04-17 07:05:00 already exists!\n",
      "2016-04-18 07:05:00 already exists!\n",
      "2016-04-19 07:05:00 already exists!\n",
      "2016-04-20 07:05:00 already exists!\n",
      "2016-04-21 07:05:00 already exists!\n",
      "2016-04-22 07:05:00 already exists!\n",
      "2016-04-23 07:05:00 already exists!\n",
      "2016-04-24 07:05:00 already exists!\n",
      "2016-04-25 07:05:00 already exists!\n",
      "2016-04-26 07:05:00 already exists!\n",
      "2016-04-27 07:05:00 already exists!\n",
      "2016-04-28 07:05:00 already exists!\n",
      "2016-04-29 07:05:00 already exists!\n",
      "2016-04-30 07:05:00 already exists!\n",
      "2016-05-01 07:05:00 already exists!\n",
      "2016-05-02 07:05:00 already exists!\n",
      "2016-05-03 07:05:00 already exists!\n",
      "2016-05-04 07:05:00 already exists!\n",
      "2016-05-05 07:05:00 already exists!\n",
      "2016-05-06 07:05:00 already exists!\n",
      "2016-05-07 07:05:00 already exists!\n",
      "2016-05-08 07:05:00 already exists!\n",
      "2016-05-09 07:05:00 already exists!\n",
      "2016-05-10 07:05:00 already exists!\n",
      "2016-05-11 07:05:00 already exists!\n",
      "2016-05-12 07:05:00 already exists!\n",
      "2016-05-13 07:05:00 already exists!\n",
      "2016-05-14 07:05:00 already exists!\n",
      "2016-05-15 07:05:00 already exists!\n",
      "2016-05-16 07:05:00 already exists!\n",
      "2016-05-17 07:05:00 already exists!\n",
      "2016-05-18 07:05:00 already exists!\n",
      "2016-05-19 07:05:00 already exists!\n",
      "2016-05-20 07:05:00 already exists!\n",
      "2016-05-21 07:05:00 already exists!\n",
      "2016-05-22 07:05:00 already exists!\n",
      "2016-05-23 07:05:00 already exists!\n",
      "2016-05-24 07:05:00 already exists!\n",
      "2016-05-25 07:05:00 already exists!\n",
      "2016-05-26 07:05:00 already exists!\n",
      "2016-05-27 07:05:00 already exists!\n",
      "2016-05-28 07:05:00 already exists!\n",
      "2016-05-29 07:05:00 already exists!\n",
      "2016-05-30 07:05:00 already exists!\n",
      "2016-05-31 07:05:00 already exists!\n",
      "2016-06-01 07:05:00 already exists!\n",
      "2016-06-02 07:05:00 already exists!\n",
      "2016-06-03 07:05:00 already exists!\n",
      "2016-06-04 07:05:00 already exists!\n",
      "2016-06-05 07:05:00 already exists!\n",
      "2016-06-06 07:05:00 already exists!\n",
      "2016-06-07 07:05:00 already exists!\n",
      "2016-06-08 07:05:00 already exists!\n",
      "2016-06-09 07:05:00 already exists!\n",
      "2016-06-10 07:05:00 already exists!\n",
      "2016-06-11 07:05:00 already exists!\n",
      "2016-06-12 07:05:00 already exists!\n",
      "2016-06-13 07:05:00 already exists!\n",
      "2016-06-14 07:05:00 already exists!\n",
      "2016-06-17 07:05:00 already exists!\n"
     ]
    }
   ],
   "source": [
    "timestamp_re = re.compile('[0-9]+')\n",
    "\n",
    "space_history = list()\n",
    "replica_history = list()\n",
    "\n",
    "for chimera_dump in map(os.path.basename, glob.glob(os.path.join(os.curdir,'*.bz2'))):\n",
    "    date_of_dump = pd.to_datetime(timestamp_re.search(chimera_dump).group(0))\n",
    "    if any(my_space_history.date==date_of_dump) and any(my_replica_history.date==date_of_dump):\n",
    "        print date_of_dump, \"already exists!\"\n",
    "        continue\n",
    "    root = get_space_usage_chimera(chimera_dump)\n",
    "    directory_space = dict()\n",
    "    replica_space = dict()\n",
    "    for directory, node in root.get_node('/pnfs/gridka.de/cms/disk-only/store').iteritems():\n",
    "        directory_space[directory.strip()] = convert_to_tb(float(node.size))\n",
    "        replica_space[directory.strip()] = convert_to_tb(float(node.replica_size))\n",
    "    directory_space['date'] = date_of_dump\n",
    "    replica_space['date'] = date_of_dump\n",
    "    space_history.append(directory_space)\n",
    "    replica_history.append(replica_space)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "if space_history:\n",
    "    my_space_history = my_space_history.append(space_history, ignore_index=True)\n",
    "if replica_history:\n",
    "    my_replica_history = my_replica_history.append(replica_history, ignore_index=True)\n",
    "my_space_history.set_index('date', inplace=True)\n",
    "my_replica_history.set_index('date', inplace=True)\n",
    "\n",
    "ddm_columns = ['mc','data','himc', 'hidata','results']\n",
    "non_ddm_columns = [column for column in my_space_history.columns if column not in ddm_columns]\n",
    "\n",
    "my_space_history['total_size_ddm'] = my_space_history[ddm_columns].sum(axis=1)\n",
    "my_space_history['total_size_non_ddm'] = my_space_history[non_ddm_columns].sum(axis=1)\n",
    "my_replica_history['total_size_ddm'] = my_replica_history[ddm_columns].sum(axis=1)\n",
    "my_replica_history['total_size_non_ddm'] = my_replica_history[non_ddm_columns].sum(axis=1)\n",
    "\n",
    "ddm_columns.append('total_size_ddm')\n",
    "non_ddm_columns.append('total_size_non_ddm')\n",
    "\n",
    "monthly_space_history = my_space_history.resample('M', how='max')\n",
    "monthly_replica_history = my_replica_history.resample('M', how='max')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_size_ddm</th>\n",
       "      <th>total_size_non_ddm</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-04-30</th>\n",
       "      <td> 1823.753441</td>\n",
       "      <td> 35.614994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-31</th>\n",
       "      <td> 1844.585341</td>\n",
       "      <td> 39.611763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-06-30</th>\n",
       "      <td> 1883.914916</td>\n",
       "      <td> 32.920462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-07-31</th>\n",
       "      <td> 2295.816447</td>\n",
       "      <td> 54.253320</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            total_size_ddm  total_size_non_ddm\n",
       "date                                          \n",
       "2016-04-30     1823.753441           35.614994\n",
       "2016-05-31     1844.585341           39.611763\n",
       "2016-06-30     1883.914916           32.920462\n",
       "2016-07-31     2295.816447           54.253320"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "monthly_space_history[['total_size_ddm', 'total_size_non_ddm']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_size_ddm</th>\n",
       "      <th>total_size_non_ddm</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-04-30</th>\n",
       "      <td> 0.282364</td>\n",
       "      <td> 20.339355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-31</th>\n",
       "      <td> 0.321294</td>\n",
       "      <td> 20.339368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-06-30</th>\n",
       "      <td> 0.317070</td>\n",
       "      <td> 20.339355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-07-31</th>\n",
       "      <td> 0.309168</td>\n",
       "      <td> 20.339355</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            total_size_ddm  total_size_non_ddm\n",
       "date                                          \n",
       "2016-04-30        0.282364           20.339355\n",
       "2016-05-31        0.321294           20.339368\n",
       "2016-06-30        0.317070           20.339355\n",
       "2016-07-31        0.309168           20.339355"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "monthly_replica_history[['total_size_ddm', 'total_size_non_ddm']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x2a5e53590>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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56NatG926dePHH3/0flaSunKPb9euXd7P8r4/l+PKy+FwcOutt3LllVfy448/\nEhkZSXp6us8fAZKTk70JY61atTh69Kh3XWF3KM17PFFRUYXOTTyXNop/NBdBxD+KIRH/KIYCl5K4\nC6C4OW9Frc9NgsB9o4lvv/2WW265hfDwcEaPHl2ifT/wwAO0a9eON998k969e3PvvfeWaLtTp05x\n/Phx7+vUqVMMHTqUl19+mZ07d5Kdnc3EiRMZMmQIQUFBZGdnU716dcLCwjhy5AgTJ0701uVwOPjD\nH/7AlClTOHbsGD/99BPz5s07a4IUFBTEXXfdxYMPPsjBgwcBdw/kypUrAVixYgXbtm3DWovT6cTh\ncHh7ySIiIkp045SEhATee+89MjIysNayYcMG1q5dS4cOHQDf8382+Y/vP//5DwsWLCj0+Io7rnnz\n5vHxxx+TlZXFmTNn+OSTT/jxxx9p3749jRs3pmPHjkyYMIETJ07www8/8NZbbzFixAgAYmNj+fjj\nj8nIyGDfvn288sorZ2338OHD+de//sWSJUs4ffo0aWlpfP/998W2UURERETKWe4P1Yr2cjetoMI+\nB8r8VZyYmBi7atWqAp/HxcXZOXPmeJfnzp1rO3fubK21dseOHdYYY0NCQnxeL7/8srXW2lGjRtlq\n1arZ0NBQGxISYlu1amWfeOIJm5mZ6VOfw+Hw2T40NNRu2rTJfvTRR7Zx48Y2IyPDWmttdna2bdGi\nhV20aNFZjyUuLs4aY3xeI0eOtGfOnLFTp061UVFRtl69enbkyJH20KFD3rr79etnQ0NDbUxMjJ0/\nf74NCgqy27dvt9Zae/DgQdunTx/rdDpt+/bt7aRJk7znIa+82xw/ftxOnDjRNmvWzDqdTtuyZUv7\n2muvWWutffnll21MTIytVauWbdy4sZ02bZq3jqVLl9ro6Ghbp04dO3PmzCKPc926dfaGG26wdevW\ntaGhofbSSy+1f/7zn73rR40aZSdNmmSttXbNmjU2KirKZ/u81/zgwYO2d+/e1ul02nbt2tnHH3/c\n3nDDDed8XB9++KHt1KmTdblc1ul02iuvvNLOmzfPW8/u3bttnz59bFhYmG3evLn9xz/+4V13/Phx\nO3jwYOt0Om3r1q3tyy+/7NPmwr6jn3/+uW3fvr11Op02KirKzp8/v9g2FqYkMSIFrVmzprybIBLQ\nFEMi/lEMVXye31gFciVjz+HOiBeSMcYW1raSPgNMpDw9/vjjHDhwwOdREJWZ4vL8JCYmaiiLiB8U\nQyL+UQwnNr8fAAAgAElEQVRVfJ7fWAWGdymJEykFP//8MydOnOCKK65g48aN9O7dmzlz5tC3b9/y\nbtoFobgUERERKX1FJXGaE3eRCgkJITQ0tMDryy+/LO+mlaqFCxcWepxXXHFFqe4nKyuLAQMGEBIS\nwpAhQ3jkkUcumgRORERERC4s9cSJiN8Ul+dHw1hE/KMYEvGPYqjiU0+ciIiIiIhIJaCeOBHxm+JS\nREREpPSpJ05ERERERKQSUBInIlJOEhMTy7sJIgFNMSTiH8VQ4FISJyIiIiIiEkCUxJWSmJgYVq1a\nVWr1JSYmEhUVVeT6119/nYiICJxOJ+np6YSGhrJz504ARo0axaRJk0pUj4iUH90RTMQ/iiER/yiG\nAleV8m5AaTCmwFy/UlfcTRuMMRekHQCnTp3i4YcfZsOGDVx++eWA+zll5dEWERERERG5sCpNT5wt\nw1dFs2/fPo4fP07Lli2LLKM7BYpUfJqLIOIfxZCIfxRDgavSJHEVwYYNG2jVqhVhYWHccccdnDhx\ngoyMDPr06UP9+vUJCwsjPj6ePXv2eLdJT09n9OjRREZGEhYWRv/+/Qut+9VXX6VVq1Z8/vnnXHbZ\nZQDUqVOH7t27AxAUFMSvv/5a9gcpIiIiIiLlSklcKbHWsmjRIlauXMn27dv55ZdfmDZtGtZa7rzz\nTpKTk0lOTiY4OJhx48Z5txs5ciTHjx/np59+4sCBAzz00EMF6p46dSrz589n3bp1dO7cmZ9++gmA\nzMxM/vWvf12wYxSR0qW5CCL+UQyJ+EcxFLgqxZy4isAYw7hx44iMjATgySefZPz48Tz77LM+vWsT\nJ06kW7duAOzdu5dPP/2U9PR0ateuDUDnzp29Za21PPTQQ2zatIk1a9YQGhrq/VxERERERC5O6okr\nRXnvAhkdHU1KSgrHjh3jnnvuISYmhtq1a9O1a1cyMzOx1rJr1y7CwsK8CVx+hw4d4p///CdPPPGE\nN4ETkcpDcxFE/KMYEvGPYihwKYkrRcnJyT7vGzVqxMyZM/nll1/YsGEDmZmZrF27Fmst1lqioqJI\nT08nMzOz0PpcLhfLly9n9OjRfPXVV+fUFt2dUkRERESkclISV0qstfztb39jz549pKen89xzzzFk\nyBCysrIIDg6mdu3apKen88wzz3i3adiwIb169eK+++7j0KFDnDp1inXr1vnU26VLFxYuXMgf/vAH\nNm7cWOK2aMilSMWnuQgi/lEMifhHMRS4Kk0SZ8rwVaL9G8Pw4cPp0aMHzZs355JLLuGpp57iwQcf\n5NixY9StW5eOHTvSq1cvn16yBQsWULVqVS677DIiIiJ49dVXfeoE6N69O2+99Rbx8fFs2bLFZ13+\nsrnv8y+LiIiIiEjlYCpqj40xxhbWNmOMeplEKhjF5flJTEzUX0FF/KAYEvGPYqji8/zGKtAjU2l6\n4kRERERERC4G6okTEb8pLkVERERKn3riREREREREKgElcSIi5UTP5xHxj2JIxD+KocClJE5ERERE\nRCSAaE6ciPhNcSkiIiJS+jQnTkREREREpBJQEiciUk40F0HEP4ohEf8ohgKXkjgREREREZEAUinm\nxBlTYJhoqauo5+lczZ07lzlz5vD555+Xd1OkEtGcOBEREZHSV9ScuCrl0ZgysWZN2dV9/fVlV3cp\nOn36NFWqlO0lzcnJweFwlOk+RERERESkaBpOWYq+++47rrrqKpxOJ4MGDWLw4MFMmjQJgOXLlxMb\nG4vL5aJTp078+9//9m4XExPDzJkzad26NXXq1GHIkCGcOHHCu764bV966SWuvPJKQkNDycnJ4YUX\nXqBFixY4nU5atWrFRx99BMD/+3//jz/+8Y98/fXXhIaGEhYWBkBmZia33XYb9evXJyYmhueee87b\nqzJ37lw6derEQw89RN26dXnmmWfK/DyKXCw0F0HEP4ohEf8ohgKXkrhScvLkSfr3788dd9xBRkYG\nQ4cO5aOPPsIYw+bNm7nzzjuZPXs26enp3HPPPfTt25dTp04B7m7SJUuW8Nlnn7Fjxw5++OEH5s6d\nC1DstgCLFy/mk08+4dChQzgcDlq0aMEXX3zB4cOHmTx5MiNGjGD//v20bNmSN954g2uvvZasrCzS\n09MBGD9+PFlZWezYsYO1a9cyf/583n77bW/9GzZsoHnz5hw4cICJEydeuJMqIiIiIiIFKIkrJevX\nrycnJ4fx48fjcDjo378/7dq1w1rL7Nmzueeee2jbti3GGG677TaqV6/O+vXrvdvff//9NGjQAJfL\nRXx8PFu2bAHgzTffPOu2xhjuv/9+IiMjqV69OgC33norDRo0AGDQoEFccsklfPPNN0DBuX05OTm8\n9957TJ8+nVq1atGkSRMefvhhFixY4C3TqFEjxo4dS1BQEDVq1Ci7kyhykYmLiyvvJogENMWQiH8U\nQ4FLSVwpSUlJITIy0uezqKgoAJKSkpg5cyYul8v72r17NykpKd6yuUkXQHBwMNnZ2SXeNnc/uebP\nn89VV13lLb9161bS0tIKbXdqaiqnTp2iSZMm3s+io6PZs2dPkfWLiIiIiEj5URJXSho2bOiT+AAk\nJycD7iToySefJCMjw/vKzs5m8ODBRdaXe8fN6OjoYrfNe3fOpKQk7r77bv72t7+Rnp5ORkYGl19+\nubcHLv+dPOvWrUvVqlXZuXOnT7sbN25caP0iUno0F0HEP4ohEf8ohgKXkrhS0rFjRxwOB3/96185\nffo0S5cuZePGjRhjuOuuu3jjjTfYsGED1lqOHDnCihUrvL1thclNus512yNHjmCMoW7dupw5c4a3\n336brVu3etdHRESwe/du75w6h8PBoEGDePLJJ8nOziYpKYmXX36ZESNGlOLZERERERGR0lJ5HjFQ\nzo8BqFq1Kh9++CFjxoxhwoQJ9OrViz59+lC9enWuueYaZs+ezbhx4/jvf/9LcHAwnTt3LnIcsjHG\n2/t1rtv+/ve/5+GHH+baa68lKCiI2267jeuuu867/oYbbqBVq1Y0aNAAh8PBgQMHeO211xg/fjzN\nmjWjRo0a3H333YwePbpAW0SkdGkugoh/FEMi/lEMBa5K8bDviqp9+/bcd9993H777eXdFJEyFUhx\nKSIiIhIoinrYt4ZTlqJ169axb98+Tp8+zbx589i6dSs9e/Ys72aJSAWluQgi/lEMifhHMRS4Ks9w\nygrg559/ZtCgQRw5coTmzZvzwQcfEBERUd7NEhEREREJSOc6rediGRmk4ZQi4jfFpYiIiJQFYwxM\nKWHhKZUvidNwShERERERkUpASZyISDnRXAQR/yiGRPyjGApcSuJEREREREQCiObEiYjfFJciIiJS\nFjQnTnPiREREREREAp6SuHIQFxfHnDlzKkw9IlI+NBdBxD+KIRH/KIYCV6V4Tty5Pj/ifJRm16wx\nplTaXFr1iIiIiIhI4KgUSRzAGtaUWd3Xc/05lT99+jRVqlSaUysiZSQuLq68myAS0BRDIv5RDAUu\nDacsJTExMbz00ktceeWVhIaG8uWXX9KxY0dcLhexsbGsXbu2wDYnTpygTp06/Pjjj97PDh48SM2a\nNUlNTSUjI4M+ffpQv359wsLCiI+PZ8+ePRfysEREREREpIJREleKFi9ezCeffML27dvp168fTz/9\nNBkZGcyYMYMBAwaQlpbmU7569eoMGDCAd9991/vZ+++/T1xcHHXr1sVay5133klycjLJyckEBwcz\nbty4C31YIlJGNBdBxD+KIRH/KIYCl5K4UmKM4f777ycyMpIFCxZw880307NnTwC6d+9OmzZtWLFi\nRYHthg0bxuLFi73LixYtYtiwYQCEhYXRv39/atSoQUhICBMnTiy0R09ERERERC4emrhViqKiogBI\nSkpiyZIlLFu2zLvu9OnTdOvWrcA2cXFxHD16lA0bNlC/fn2+//57+vfvD8DRo0f505/+xGeffUZG\nRgYA2dnZWGt1QxORSkBzEUT8oxgS8Y9iKHApiStFuYlVdHQ0I0eO5M033yx2G4fDwaBBg3j33Xep\nX78+8fHx1KpVC4CZM2fyyy+/eBO8LVu2cPXVVyuJExERERG5iGk4ZRkYMWIEy5YtY+XKleTk5HD8\n+HESExN9bkqS95EFuUMq8w6lBHevW3BwMLVr1yY9PZ1nnnmmwL4q21PpRS4mmosg4h/FkIh/FEOB\nq9L0xJ3rYwDKUuPGjVm6dCmPPfYYQ4cOxeFw0L59e15//XVvmbw9ae3atSMkJIS9e/fSq1cv7+cP\nPvggw4YNo27dukRGRvLQQw+RkJDgsy/1yImIiIiIXFxMRe3JMcbYwtpmjFHvk0gFo7gUERGRsmCM\ngSklLDyl8o1S8/zGKtBro+GUIiIiIiIiAURJnIhIOdFcBBH/KIZE/KMYClxK4kRERERERAKI5sSJ\niN8UlyIiIlIWNCdOc+JEREREREQCnpI4EZFyorkIIv5RDIn4RzEUuJTEiYiIiIiIBBDNiRMRvyku\nRUREpCxoTpzmxImIiIiIiAS8SpHEGWPK/FUSMTExrF69uoyPVkQqC81FEPGPYkjEP4qhwFWlvBtQ\nWtasKbu6r7++ZOU0pExERERERMpapeiJqwhGjhxJcnIy8fHxhIaGMmPGDNavX0/Hjh1xuVzExsay\ndu1ab/m4uDgmTZpEp06dCA0NpW/fvqSmpjJ8+HBq165Nu3btSEpK8pYPCgritddeo3nz5tSrV4/H\nHntMCaNIgIuLiyvvJogENMWQiH8UQ4FLSVwpWbBgAdHR0SxfvpysrCyGDh1Knz59ePrpp8nIyGDG\njBkMGDCAtLQ07zbvvfce77zzDnv27GH79u1ce+213HnnnaSnp9OyZUueeeYZn3189NFHfPvtt3z3\n3XcsXbqUt95660IfpoiIiIiIlDMlcWXknXfe4eabb6Znz54AdO/enTZt2rBixQrAPfRy9OjRNG3a\nFKfTSa9evbj00kvp1q0bDoeDgQMHsnnzZp86H3/8cerUqUNUVBQPPvgg77777gU/LhEpPZqLIOIf\nxZCIfxRDgUtJXBlJSkpiyZIluFwu7+vLL79k37593jIRERHe9zVq1KB+/fo+y9nZ2T51RkVFed9H\nR0eTkpJShkcgIiIiIiIVUaW5sUlFkPcultHR0YwcOZI333zznLctSnJyMi1btvS+j4yMPL+GikiF\noLkIIv5RDIn4RzEUuNQTV4oiIiLYvn07AMOHD2fZsmWsXLmSnJwcjh8/TmJiInv27PGWz3tjkpLc\npGTGjBkcOnSIXbt28eqrrzJ48ODSPwgREREREanQKk1PXEkfA1CWJkyYwPjx43nssceYNGkSS5cu\n5bHHHmPo0KE4HA7at2/P66+/7i2ft/etsOfR5V/u168f11xzDZmZmYwePZo77rijbA9IRMpUYmKi\n/goq4gfFkIh/FEOBy1TU29QbY2xhbbtYn8UWFBTEtm3baNasWXk3RaSAizUu/aX/eYr4RzEk4p9A\niCFjDEwpYeEpJRvdFkg8v7EKzLtSEhcglMRJRXaxxqWIiIiULSVxhSdxmhMXIEpy4xMREREREan8\nlMQFiJycHPXCiVQyej6PiH8UQyL+UQwFLiVxIiIiIiIiAURz4kTEb4pLERERKQuaE6c5cSIiIiIi\nIgFPSZyISDnRXAQR/yiGRPyjGApcSuJEREREREQCiObEyTmZMmUK27dvZ8GCBeXdFKlAFJciIiJS\nFjQnrvA5cVXKozGl7UI8Q62yfSHOl55XJyIiIiJSvjScspLLyckp7yaISBE0F0HEP4ohEf8ohgKX\nkrhSEhQUxK+//updHjVqFJMmTQLcAdK4cWNmzZpFREQEjRo1Yu7cuT5l77vvPm6++WZCQ0Pp3Lkz\n+/bt44EHHsDlctGyZUu2bNniLZ+SksKAAQOoX78+zZo147XXXvOumzJlCrfeeisjR46kdu3azJs3\njx07dtClSxecTic33ngjY8eOZeTIkd5t1q9fT8eOHXG5XMTGxrJ27Vrvuh07dtC1a1ecTic9evQg\nNTW1LE6fiIiIiIiUkJK4MmKM8Rl6uH//fg4fPkxKSgpz5sxh7NixZGZmetcvWbKE5557jtTUVKpV\nq0aHDh1o27Yt6enp3HrrrTz00EMAnDlzhvj4eK666ipSUlJYtWoVr7zyCitXrvTWlZCQwMCBA8nM\nzGTYsGEMGzaMDh06kJ6ezpQpU3jnnXe8bduzZw99+vTh6aefJiMjgxkzZjBgwADS0tIAGDZsGG3b\ntiUtLY1JkyYxb948DakUKSVxcXHl3QSRgKYYEvGPYihwKYkrQ3nn0VWtWpWnn34ah8NBr169CAkJ\n4eeffwbcCd8f/vAHrrrqKqpXr07//v2pVasWI0aMwBjDoEGD2Lx5MwAbN24kNTWVp556iipVqtC0\naVPGjBnD4sWLvfvq2LEjffv2BeDAgQNs2rSJqVOnUqVKFTp16uRdB/DOO+9w880307NnTwC6d+9O\nmzZtWLFiBcnJyWzatIlnn32WqlWr0rlzZ+Lj4zU/UERERESkHCmJu0DCw8MJCvrtdNesWZPs7Gzv\ncv369b3va9So4bMcHBzsLZuUlERKSgoul8v7mj59OgcOHPCWb9y4sfd9SkoKYWFh1KhRw2d9biKW\nlJTEkiVLfOr78ssv2bdvn3c/wcHB3m2bNGlSGqdDRNBcBBF/KYZE/KMYClyV4u6UFUHNmjU5evSo\nd3nv3r1ERUWV+n6ioqJo2rQpv/zyS6Hr8w/jbNiwIenp6Rw7dsybjO3atcubUEZHRzNy5EjefPPN\nAnUlJSWRkZHB0aNHqVmzpvczh8NR2oclIiIiIiIlpJ64UhIbG8vChQvJycnh008/Zd26dSXe9lyG\nJ7Zr147Q0FBeeukljh07Rk5ODlu3bmXTpk2F1tWkSRPatGnDlClTOHXqFF9//TXLly/3rh8xYgTL\nli1j5cqV5OTkcPz4cRITE9mzZ49328mTJ3Pq1Cm++OILn21FxD+aiyDiH8WQiH8UQ4FLSVwp+ctf\n/sKyZctwuVwsWrSI/v37+6w/281A8vee5V/Ou73D4WD58uVs2bKFZs2aUa9ePe6++24OHz5c5LYL\nFy7k66+/Jjw8nEmTJjF48GCqVasGuIdWLl26lOeff5769esTHR3NzJkzOXPmDACLFi3im2++ISws\njKlTp3L77bef5xkSEREREZHSYMr6JhXGmJ3AYSAHOGWtbWeMCQPeA5oAO4FB1tpD+bazhbXN89Ty\nMm1zZTd48GB+//vfM3ny5PJuilQSisvzk5iYqL+CivhBMSTin0CIIWMMTClh4SnnNsItEHh+YxXo\nDboQPXEWiLPWXmWtbef57Ang/6y1lwKrPMtSRjZt2sT27ds5c+YMn3zyCQkJCdxyyy3l3SwRERER\nETkPF+rGJvmzx75AV8/7eUAiSuTKzL59+/jDH/5AWloaUVFRvPHGG7Ru3bq8myVy0avof/0UqegU\nQyL+UQwFrgsxnPJXIBP3cMp/WGtnG2MyrLUuz3oDpOcu59lOwylFAoTiUkRERMqChlMWPpzyQvTE\ndbLW7jXG1AP+zxjzn7wrrbXWGFPo2R41ahQxMTEA1KlTh9jY2DJvrIicn7zj6nOfO6Plsy/nflZR\n2qNlLQfacv5YKu/2aFnLgbb8yiuvEBsbW2HaU9Sy1w7Pf5sWsezZprzb68/yli1bOHTIfauQnTt3\nUpQy74nz2Zkxk4Fs4C4gzlq7zxjTEFhjrb0sX1n1xIkECMXl+cn7PxoROXeKIRH/BEIMqSeu8J64\nMk3ijDE1AYe1NssYUwtYCTwDdAfSrLUvGmOeAOpYa5/It62SOJEAobgUERGRsqAkrnyGU0YA/+t5\nblkVYKG1dqUxZhPwvjHmTjyPGCjjdoiIiIiIiFQKQWVZubV2h7U21vO63Fo73fN5urW2u7X2Umtt\nj/zPiBMRuRgUGOsvIudEMSTiH8VQ4CrTJE5ERERERERK1wW9scm5OJc5cZ7hmmWqop4nkYpAc+JE\nRESkLGhOXPk9YuACKcsLVvZJYknk5OTgcDjKuxkiIiIiIlKONJyylAQFBfHrr796l0eNGsWkSZMA\nSE1NpU+fPrhcLsLDw+nSpYv3rwQpKSkMGDCA+vXr06xZM1577TVvHVOmTOHWW29l5MiR1K5dm3nz\n5l3YgxKRMqW5CCL+UQyJ+EcxFLgqUU9cxWKM8Q7znDlzJlFRUaSmpgKwfv16jDGcOXOG+Ph4+vfv\nz3vvvceuXbvo3r07v/vd7+jRowcACQkJfPDBByxYsIDjx4+X2/GIiIiIiEjFoJ64C6BatWrs3buX\nnTt34nA46NSpEwAbN24kNTWVp556iipVqtC0aVPGjBnD4sWLvdt27NiRvn37AlCjRo1yab+IlI2K\n/oBVkYpOMSTiH8VQ4FISV4Zyh0w++uijtGjRgh49etC8eXNefPFFAJKSkkhJScHlcnlf06dP58CB\nA946GjduXC5tFxERERGRiklJXCmpWbMmR48e9S7v3bvXO5wyJCSEGTNmsH37dhISEpg1axarV68m\nOjqapk2bkpGR4X0dPnyY5cuXA75DMkWk8tFcBBH/KIZE/KMYClxK4kpJbGwsCxcuJCcnh08//ZR1\n69Z51y1fvpxt27ZhrcXpdOJwOHA4HLRr147Q0FBeeukljh07Rk5ODlu3bmXTpk1A5btFqoiIiIiI\n+K8SJXGmDF/F+8tf/sKyZctwuVwsWrSI/v37e9dt27aNG2+8kdDQUDp27MjYsWPp2rUrQUFBLF++\nnC1bttCsWTPq1avH3XffzeHDh91HpJ44kUpNcxFE/KMYEvGPYihwVYqHfYtI+VJcioiISFnQw74L\nf9h3JeqJExEJLJqLIOIfxZCIfxRDgUtJnIiIiIiISADRcEoR8ZviUkRERMqChlNqOKWIiIiIiEjA\nUxInIlJONBdBxD+KIRH/KIYCl5I4ERERERGRAKI5cSLiN8WliIiIlAXNidOcOBERERERkYCnJE5E\npJxoLoKIfxRDIv5RDAWuSpHEGWPK/FXeRo0axaRJk857+8svv5x169aVYosqjp07dxIUFMSZM2cK\nXT9lyhRGjhx5gVslIiIiIlI2qpR3A0rNlPKvOyYmhrfeeotu3bqValnA72Ry69at571toKsISbhI\nYeLi4sq7CSIBTTEk4h/FUOCqFD1xFcW53NzhfG4EUdkmaoqIiIiIyLlTEldKRo4cSXJyMvHx8YSG\nhvLnP/+ZhIQEWrVqhcvl4vrrr+c///lPoWVnzJgBwMCBA2nYsCF16tSha9eu/PTTT+fUhtTUVPr0\n6YPL5SI8PJwuXbp418XExLB69WoA6tSpQ2hoKKGhoYSEhBAUFERycjIAy5cvJzY2FpfLRadOnfj3\nv/9d7H5jYmKYOXMmrVu3pk6dOgwZMoQTJ05418+ePZtLLrmE8PBw+vXrx969e73rgoKC+Mc//sGl\nl16Ky+Vi3Lhxxe7vzJkzPPLII9SrV4/mzZuzYsUKn/U7duyga9euOJ1OevToQWpqqndd7tDLuXPn\nEh0dTXh4OG+88QYbN27kyiuvxOVyMX78+GLbIFIaNBdBxD+KIRH/KIYCl5K4UrJgwQKio6NZvnw5\nWVlZ9OvXj2HDhvHqq6+SmprKzTffTHx8PKdPny5Q9pFHHgGgd+/ebNu2jYMHD3L11VczfPjwc2rD\nzJkziYqKIjU1lQMHDjB9+nTvurxDCg8dOkRWVhZZWVncf//9dOnShcjISDZv3sydd97J7NmzSU9P\n55577qFv376cPHnyrPs1xrBkyRI+++wzduzYwQ8//MDcuXMBWL16NRMnTmTJkiXs3buXJk2aMGTI\nEJ/tV6xYwaZNm/jhhx94//33+eyzz866vzfffJMVK1awZcsWNm3axAcffOBzfMOGDaNt27akpaUx\nadIk5s2bV2BI5YYNG9i2bRuLFy/mgQce4Pnnn2f16tX8+OOPvP/++5V2/qCIiIiIBD4lcWXkvffe\no0+fPtxwww04HA4eeeQRjh07xldffVXkNqNGjaJWrVpUrVqVyZMn8/3335OVlVXifVarVo29e/ey\nc+dOHA4HnTp1KraN7777Lv/zP/+Dw+HgzTff5J577qFt27YYY7jtttuoXr0669evL3bf999/Pw0a\nNMDlchEfH8+WLVsAWLhwIXfeeSexsbFUq1aN6dOn8/XXX3t7/gCeeOIJnE4nUVFRXH/99d5ti/L+\n++/zpz/9icjISFwuFxMnTvQONU1OTmbTpk08++yzVK1alc6dOxMfH19gKOqkSZOoVq0aN954I6Gh\noQwbNoy6devSqFEjOnfuzObNm4s9ZhF/aS6CiH8UQyL+UQwFLiVxZWTv3r1ER0d7l40xREVFsWfP\nnkLLnzlzhieeeIIWLVpQu3ZtmjZtCuAzFLA4jz76KC1atKBHjx40b96cF198sciymzdvZvz48Xz0\n0UeEh4cDkJSUxMyZM3G5XN7X7t27fYY/FqVBgwbe98HBwRw5cgTA2/uWq1atWoSHh/uch7zb1qxZ\nk+zs7LPua+/evURFRXmX857nlJQUXC4XwcHB3s/y7j9XRESET3vzLxfXBhERERGR8qIkrhTlHbLX\nqFEjkpKSvMvWWnbt2kVkZGSBsuDusUpISGDVqlVkZmayY8cO73YlFRISwowZM9i+fTsJCQnMmjWL\nNWvWFCh34MAB+vfvz9///ndat27t/Tw6Oponn3ySjIwM7ys7O5vBgweXuA35NWrUiJ07d3qXjxw5\nQlpamvc8nI+GDRv69OTlfd+wYUMyMjI4evSo97OkpKRzvkOl7mgpF4LmIoj4RzEk4h/FUODSIwZK\nUUREBNu3b6dbt24MHDiQF154gdWrV9O5c2f+8pe/UKNGDTp27FigLEB2djbVq1cnLCyMI0eOMHHi\nRJ+6S5LMrVixgt/97nc0b94cp9OJw+EgKMg3Tz99+jS33norI0aM4NZbb/VZd9ddd9G/f3+6d+9O\n22jRO7oAACAASURBVLZtOXr0KImJiXTt2pWQkJBzOhe57R06dChDhw5l2LBhXHbZZUycOJEOHTr4\n9J6d63EOGjSIV199lT59+lCzZk1eeOEF77omTZrQpk0bJk+ezPPPP88333zD8uXL6dev33m1X0RE\nRESkoqkUPXHW2jJ/lcSECROYNm0aLpeLFStW8M477zB+/Hjq1avHihUrWLZsGVWqVClQdtasWdx2\n2200adKEyMhILr/8cq699lqf3qCSPCfuv//9r3eOV8eOHRk7dixdu3b1KbN7926++OILXnnlFe8d\nKp1OJ7t37+aaa65h9uzZjBs3jrCwMC655BLmz59/jlfDt6033HADzz77LAMGDKBRo0bs2LGDxYsX\n+5Qtatui3HXXXdx00020bt2aNm3aMGDAAJ9tFi1axDfffENYWBhTp07l9ttvL7CPkhyDSFnTXAQR\n/yiGRPyjGApcpqL2OBhjbGFtO5/nq4lI2VJcioiISFkwxpR8xN2UyjeayvMbq0DvQqXoiRMRCUSa\niyDiH8WQiH8UQ4FLSVyAef75573DIPO+evfuXWb7TE5OLnSfucMwy8K9995b6D7vu+++MtmfiIiI\niEig0HBKEfGb4lJERETKgoZTajiliIiIiIhIwFMSJyJSTjQXQcQ/iiER/yiGAldAPidOt38XERER\nEZGLVcDNiRMRERERkYuD5sRpTpyIiIiIiEjAUxIn50VjqEX8pzgS8Y9iSMQ/iqHApSROREREREQk\ngGhOnIiIiIiIVEiaE6c5cSIiIiIiIgFPSZycF42hFvGf4kjEP4ohEf8ohgKXkjiR/8/e/Ufbntf1\nfX+9h8Fqq8l1wAICcWgF0TQ6wgqaxqV3IhKSJmA1BdOGMEmKNTaaVq3YuNo1aZZmmq64kmgxsQqS\ntosEa6qQ1ADiDDEx8Qcy/kJAWgaUFFx1ZlQWalA//ePuywyXe8+P73vO3ee97+Ox1qw5e59zz/0M\nztMz77vfn3MAAGAQd+IAAIBzyZ04d+IAAADGM8SxiR1q6NMR9GgIejQ0lyEOAABgEHfiAACAc8md\nOHfiAAAAxjPEsYkdaujTEfRoCHo0NJchDgAAYBB34gAAgHPJnTh34gAAAMYzxLGJHWro0xH0aAh6\nNDSXIQ4AAGAQd+IAAIBzyZ04d+IAAADGM8SxiR1q6NMR9GgIejQ0lyEOAABgEHfiAACAc8mdOHfi\nAAAAxjPEsYkdaujTEfRoCHo0NJchDgAAYBB34gAAgHPJnTh34gAAAMYzxLGJHWro0xH0aAh6NDSX\nIQ4AAGAQd+IAAIBzyZ04d+IAAADGM8SxiR1q6NMR9GgIejQ0lyEOAABgEHfiAACAc8mdOHfiAAAA\nxjPEsYkdaujTEfRoCHo0NJchDgAAYBB34gAAgHPJnTh34gAAAMYzxLGJHWro0xH0aAh6NDSXIQ4A\nAGAQd+IAAIBzyZ04d+IAAADGM8SxiR1q6NMR9GgIejQ0lyEOAABgEHfiAACAc8mdOHfiAAAAxjPE\nsYkdaujTEfRoCHo0NJchDgAAYBB34gAAgHPJnTh34gAAAMYzxLGJHWro0xH0aAh6NDSXIQ4AAGAQ\nd+IAAIBzyZ04d+IAAADGM8SxiR1q6NMR9GgIejQ0lyEOAABgEHfiAACAc8mdOHfiAAAAxjPEsYkd\naujTEfRoCHo0NJchDgAAYBB34gAAgHPJnTh34gAAAMYzxLGJHWro0xH0aAh6NDSXIQ4AAGAQd+IA\nAIBzyZ04d+IAAADGM8SxiR1q6NMR9GgIejQ0lyEOAABgEHfiAACAc8mdOHfiAAAAxjPEsYkdaujT\nEfRoCHo0NJchDgAAYBB34gAAgHPJnTh34gAAAMYzxLGJHWro0xH0aAh6NDSXIQ4AAGAQd+IAAIBz\nyZ04d+IAAADGM8SxiR1q6NMR9GgIejQ0lyEOAABgEHfiAACAc8mdOHfiAAAAxjPEsYkdaujTEfRo\nCHo0NJchDgAAYBB34gAAgHPJnTh34gAAAMYzxLGJHWro0xH0aAh6NDSXIQ4AAGAQd+IAAIBzyZ24\nPd2Jq6pHVdVbquq1u8e3VNUbquodVfX6qrpw1mcAAAA4FNdjnfIvJ3lrkstj8TckecNa62lJ3rh7\nzDB2qKFPR9CjIejR0FxnOsRV1ZOS/PEk35nk8suAz0vyyt3br0zyxWd5BgAAgENypnfiqup7knxz\nkt+T5OvWWn+yqh5Ya33i7v2V5P7Lj6/4te7EAQDADcyduKvfibv5DH/DP5Hkl9dab6mqi1f7mLXW\nqqpr/i99xx135NZbb02SXLhwIbfddlsuXrz0qS6//Ouxxx577LHHHnvsscceH+7jD3vX7u9Pucbj\n3a/Z93k7j++99948+OCDSZL77rsv13Jmr8RV1TcneVGS307ysbn0atw/SvIHk1xca72vqp6Q5O61\n1tOv8uu9EneOPTwQYBsdQY+GoGdCQ16Ju87fnXKt9VfWWk9eaz0lyZcl+aG11ouSvCbJi3cf9uIk\n33dWZwAAADg01+XnxFXVFyT52rXW86rqliSvTvL7ktyX5AVrrQev8mu8EgcAADcwr8Rd5ztxD7fW\nelOSN+3evj/Js6/H7wsAAHBozmydksP2URdNgVPTEfRoCHo0NNd1eSUOgHku/RSY0zm0NRYAOI+u\ny524LdyJA9ivU91DSA7yLgIA++VO3HX+7pQAAAA88gxxbGKHGvp0BD0agh4NzWWIAwAAGMSdOACu\nyp04APbNnTh34gAAAMYzxLGJHWro0xH0aAh6NDSXIQ4AAGAQd+IAuCp34gDYN3fi3IkDAAAYzxDH\nJnaooU9H0KMh6NHQXIY4AACAQdyJA+Cq3IkDYN/ciXMnDgAAYDxDHJvYoYY+HUGPhqBHQ3MZ4gAA\nAAZxJw6Aq3InDoB9cyfOnTgAAIDxDHFsYoca+nQEPRqCHg3NZYgDAAAYxJ04AK7KnTgA9s2dOHfi\nAAAAxjPEsYkdaujTEfRoCHo0NJchDgAAYBB34gC4KnfiANg3d+LciQMAABjPEMcmdqihT0fQoyHo\n0dBchjgAAIBB3IkD4KrciQNg39yJcycOAABgPEMcm9ihhj4dQY+GoEdDcxniAAAABnEnDoCrcicO\ngH1zJ86dOAAAgPEMcWxihxr6dAQ9GoIeDc1liAMAABjEnTgArsqdOAD2zZ04d+IAAADGM8SxiR1q\n6NMR9GgIejQ0lyEOAABgEHfiALgqd+IA2Dd34tyJAwAAGM8QxyZ2qKFPR9CjIejR0FyGOAAAgEHc\niQPgqtyJA2Df3IlzJw4AAGA8Qxyb2KGGPh1Bj4agR0NzGeIAAAAGcScOgKtyJw6AfXMnzp04AACA\n8QxxbGKHGvp0BD0agh4NzWWIAwAAGMSdOACuyp04APbNnTh34gAAAMYzxLGJHWro0xH0aAh6NDTX\nzfs+AJyVqo965flYh/YSPAAAh8edOA6W+zzQoyEA9s2dOHfiAAAAxjPEsYkdaujTEfRoCHo0NJch\nDgAAYBBDHJtcvHhx30eA8XQEPRqCHg3NZYgDAAAYxBDHJnaooU9H0KMh6NHQXIY4AACAQQxxbGKH\nGvp0BD0agh4NzWWIAwAAGMQQxyZ2qKFPR9CjIejR0FyGOAAAgEEMcWxihxr6dAQ9GoIeDc1liAMA\nABjEEMcmdqihT0fQoyHo0dBchjgAAIBBDHFsYoca+nQEPRqCHg3NZYgDAAAYxBDHJnaooU9H0KMh\n6NHQXIY4AACAQQxxbGKHGvp0BD0agh4NzWWIAwAAGMQQxyZ2qKFPR9CjIejR0FyGOAAAgEEMcWxi\nhxr6dAQ9GoIeDc1liAMAABjEEMcmdqihT0fQoyHo0dBcN+/7AAAAwFxVdaqPX2ud0UluHF6JYxM7\n1NCnI+jREPRoaC5DHAAAwCCGODaxQw19OoIeDUGPhuYyxAEAAAxiiGMTO9TQpyPo0RD0aGguQxwA\nAMAghjg2sUMNfTqCHg1Bj4bmMsQBAAAM4od9s4kdaujTEfRMaMgPQeY8m9AQV2eIAwA4S3c+wh8H\n3PCsU7KJHWro0xH0aAh6NDSXIQ4AAGAQQxyb2KGGPh1Bj4agR0NzGeIAAAAGMcSxiR1q6NMR9GgI\nejQ0lyEOAABgEEMcm9ihhj4dQY+GoEdDcxniAAAABjHEsYkdaujTEfRoCHo0NJchDgAAYBBDHJvY\noYY+HUGPhqBHQ3MZ4gAAAAYxxLGJHWro0xH0aAh6NDSXIQ4AAGAQQxyb2KGGPh1Bj4agR0NzGeIA\nAAAGMcSxiR1q6NMR9GgIejQ0lyEOAABgkJuPemdVfe0JPscH1lp/7xE6D0PYoYY+HUGPhqBHQ3Md\n90rc1yX5+CP++oTdxwAAAHAdHPlKXJL/ba31V4/6gKr6dx7B8zDEPffc409voElH0KMh6NHQXEe+\nErfW+m+O+wQn+RgAAAAeGcfdiaskX5Dk/rXWT1fVC5N8fpJ3JnnZWuu3rsMZOYf8qQ306Qh6NAQ9\nGprruHXK/znJH0jysVX19ly6B/dPk3xekpcn+c/O9ngAAAA83HHf2OT2XHrl7fOT/PEkf2qt9XeT\nvCjJZ53x2TjH/FwR6NMR9GgIejQ013FD3G+uS34jybvXWr+dJGutleRDZ346AAAAPsJx65SfVFVf\nk6SueDtJPulMT8a5Zoca+nQEPRqCHg3NddwQ95259LPgrnw7Sf6XMzkRAAAA13TcEPcra61vvS4n\nYRQ/VwT6dAQ9GoIeDc113J24P39dTgEAAMCJHDfEwVX5Uxvo0xH0aAh6NDTXceuUn1lVv36N9621\n1u95pA8EAADAtR33StxPr7U+4Rp/GeBuYH6uCPTpCHo0BD0amss6JQAAwCDHDXHfc11OwTh2qKFP\nR9CjIejR0FzHDXG/ctwnqKovv8bzH1tVP1pV91bVW6vqr++ev6Wq3lBV76iq11fVhQ3nBgAAuCEd\nN8S9tKq+pKq+9Cp/fUlVfWmS/+pqv3Ct9ZtJbl9r3ZbkM5PcXlWfl+QbkrxhrfW0JG/cPWYYO9TQ\npyPo0RD0aGiu47475T9L8ieP+ZjXX+sda60P7t78mCSPSvJAkucl+YLd869Mck8McgAAACdy5BC3\n1rqj88mr6qYkP5nk30/y7Wutn6uqx6213r/7kPcneVzn92A/7FBDn46gR0PQo6G5jnslrmWt9btJ\nbquq35vkdVV1+xXvX1W1rvXr77jjjtx6661JkgsXLuS222778L9sl1/+9djjox5/2Lt2f3/KMY93\nzsv5PfZ4n48/TD8ee7z5cZJLjRzXz+7xvs/rscdbHm916s9/3Nej3a/Z9/8encf33ntvHnzwwSTJ\nfffdl2upta45Qz2iquq/S/IbSf7zJBfXWu+rqickuXut9fSrfPy6Xmfj9B4eyHlVVcmdp/gFdyb+\nneN6Ou8daYjz7rw3lJyyozs1xPX1SDVUVaf6+NP8e36jN1RVWWt91P/AN53hb/jYy995sqo+LskX\nJXlLktckefHuw16c5PvO6gwAAACH5kTrlFX1+CTflOSJa63nVtVnJPlDa63vOuKXPSHJK3f34m5K\n8r+utd5YVW9J8uqq+gtJ7kvygtY/AXtx3v/kEybQEfRoCHo0NNdJ78R9d5JXJPnG3eNfSPLqJNcc\n4tZaP5PkGVd5/v4kzz7VKQEAAEhy8nXKx661/mGS30mStdaHkvz2mZ2Kc697kRXQEXRpCHo0NNdJ\nh7gPVNVjLj+oqs9N8qtncyQAAACu5aTrlF+b5LVJ/r2q+pEkn5TkT53ZqTj37FBDn46gR0PQo6G5\nTjTErbXeXFWfn+TpSSrJ29da/+ZMTwYAAMBHOdE6ZVX9P0lestb62bXWz6y1/k1V/eMzPhvnmB1q\n6NMR9GgIejQ010nvxH0oycWqekVV/Vu75554RmcCAADgGk46xH1wrfXCJD+f5J9V1aec4ZkYwA41\n9OkIejQEPRqa66Tf2CRJstb6G1X1k0len+SWszkSAAAA13LSV+L++8tvrLV+MMlzknzrmZyIEexQ\nQ5+OoEdD0KOhuY58Ja6qPn2t9fNJ/nVVPeOKd/+TszsWAAAAV3PcOuXXJHlJkr+ZZF3l/bc/4idi\nBDvU0Kcj6NEQ9GhoriOHuLXWS3Z/v3hdTgMAAMCRjrwTV1V/sKqe8LDHL66q11TV36kq39jkBmaH\nGvp0BD0agh4NzXXcNzb5jiS/lSRV9flJ7kryyiS/tnsfAAAA19Fxd+JuWmvdv3v7hUn+3lrre5N8\nb1X91NkejfPMDjX06Qh6NAQ9GprruFfiHlVVj969/ewkdz/sfaf6GXMAAAD0HTfEvSrJm6rqNUk+\nmOSHk6SqnprkwTM+G+eYHWro0xH0aAh6NDTXcd+d8puq6oeSPD7J69dav7t7VyX5qrM+HAAAAB/p\n2JXItda/vMpz7zib4zCFHWro0xH0aAh6NDTXceuUAAAAnCOGODaxQw19OoIeDUGPhuYyxAEAAAxi\niGMTO9TQpyPo0RD0aGguQxwAAMAghjg2sUMNfTqCHg1Bj4bmMsQBAAAMYohjEzvU0Kcj6NEQ9Gho\nLkMcAADAIIY4NrFDDX06gh4NQY+G5jLEAQAADGKIYxM71NCnI+jREPRoaC5DHAAAwCCGODaxQw19\nOoIeDUGPhuYyxAEAAAxiiGMTO9TQpyPo0RD0aGguQxwAAMAghjg2sUMNfTqCHg1Bj4bmMsQBAAAM\nYohjEzvU0Kcj6NEQ9GhoLkMcAADAIIY4NrFDDX06gh4NQY+G5jLEAQAADGKIYxM71NCnI+jREPRo\naC5DHAAAwCCGODaxQw19OoIeDUGPhuYyxAEAAAxiiGMTO9TQpyPo0RD0aGguQxwAAMAghjg2sUMN\nfTqCHg1Bj4bmMsQBAAAMYohjEzvU0Kcj6NEQ9GhoLkMcAADAIIY4NrFDDX06gh4NQY+G5jLEAQAA\nDGKIYxM71NCnI+jREPRoaC5DHAAAwCCGODaxQw19OoIeDUGPhuYyxAEAAAxiiGMTO9TQpyPo0RD0\naGguQxwAAMAghjg2sUMNfTqCHg1Bj4bmMsQBAAAMYohjEzvU0Kcj6NEQ9GhoLkMcAADAIIY4NrFD\nDX06gh4NQY+G5jLEAQAADGKIYxM71NCnI+jREPRoaC5DHAAAwCCGODaxQw19OoIeDUGPhuYyxAEA\nAAxiiGMTO9TQpyPo0RD0aGguQxwAAMAghjg2sUMNfTqCHg1Bj4bmMsQBAAAMYohjEzvU0Kcj6NEQ\n9GhoLkMcAADAIIY4NrFDDX06gh4NQY+G5jLEAQAADGKIYxM71NCnI+jREPRoaC5DHAAAwCCGODax\nQw19OoIeDUGPhuYyxAEAAAxiiGMTO9TQpyPo0RD0aGguQxwAAMAghjg2sUMNfTqCHg1Bj4bmMsQB\nAAAMYohjEzvU0Kcj6NEQ9GhoLkMcAADAIIY4NrFDDX06gh4NQY+G5jLEAQAADGKIYxM71NCnI+jR\nEPRoaC5DHAAAwCCGODaxQw19OoIeDUGPhuYyxAEAAAxiiGMTO9TQpyPo0RD0aGguQxwAAMAghjg2\nsUMNfTqCHg1Bj4bmMsQBAAAMYohjEzvU0Kcj6NEQ9GhoLkMcAADAIIY4NrFDDX06gh4NQY+G5jLE\nAQAADGKIYxM71NCnI+jREPRoaC5DHAAAwCCGODaxQw19OoIeDUGPhuYyxAEAAAxiiGMTO9TQpyPo\n0RD0aGguQxwAAMAghjg2sUMNfTqCHg1Bj4bmMsQBAAAMYohjEzvU0Kcj6NEQ9GhoLkMcAADAIIY4\nNrFDDX06gh4NQY+G5jLEAQAADGKIYxM71NCnI+jREPRoaC5DHAAAwCCGODaxQw19OoIeDUGPhuYy\nxAEAAAxiiGMTO9TQpyPo0RD0aGguQxwAAMAghjg2sUMNfTqCHg1Bj4bmMsQBAAAMYohjEzvU0Kcj\n6NEQ9GhoLkMcAADAIIY4NrFDDX06gh4NQY+G5jLEAQAADGKIYxM71NCnI+jREPRoaC5DHAAAwCCG\nODaxQw19OoIeDUGPhuYyxAEAAAxypkNcVT25qu6uqp+rqp+tqq/ePX9LVb2hqt5RVa+vqgtneQ4e\neXaooU9H0KMh6NHQXGf9StyHkvzXa63fn+Rzk/yXVfXpSb4hyRvWWk9L8sbdYwAAAI5xpkPcWut9\na617d29/IMnPJ3likucleeXuw16Z5IvP8hw88uxQQ5+OoEdD0KOhua7bnbiqujXJZyf50SSPW2u9\nf/eu9yd53PU6BwAAwGQ3X4/fpKo+Psn3JvnLa61fr6oPv2+ttapqXe3X3XHHHbn11luTJBcuXMht\nt9324d3dy39y4PF+Hl9+7ryc51qPP+xdu78/5ZjHD/tnOw/n99jjfT7+MP14fE4fX7x48Vyd52qP\nk1xq5Lh+do/3fV6Pb6zHl5/rfr6tTv35j/t6lEfmn2efj++99948+OCDSZL77rsv11JrXXV+esRU\n1aOT/OMkP7DW+lu7596W5OJa631V9YQkd6+1nn7Fr1tnfTYOW1Uld57iF9yZ+HcOHqIh6DtVR3dq\niJke/gLNSZzm3/MbvaGqylrro/4HvumMf9NK8l1J3np5gNt5TZIX795+cZLvO8tz8Mjr/skLoCPo\n0hD0aGius16n/MNJ/kySn66qt+ye+2+T3JXk1VX1F5Lcl+QFZ3wOAACAg3CmQ9xa65/n2q/2Pfss\nf2/O1kfs+gOb6Ah6NAQ9GprrTNcpAQAAeGQZ4tjEDjX06Qh6NAQ9GprLEAcAADCIIY5N7FBDn46g\nR0PQo6G5DHEAAACDGOLYxA419OkIejQEPRqayxAHAAAwiCGOTexQQ5+OoEdD0KOhuQxxAAAAgxji\n2MQONfTpCHo0BD0amssQBwAAMIghjk3sUEOfjqBHQ9CjobkMcQAAAIMY4tjEDjX06Qh6NAQ9GprL\nEAcAADCIIY5N7FBDn46gR0PQo6G5DHEAAACDGOLYxA419OkIejQEPRqayxAHAAAwiCGOTexQQ5+O\noEdD0KOhuQxxAAAAgxji2MQONfTpCHo0BD0amssQBwAAMIghjk3sUEOfjqBHQ9CjobkMcQAAAIMY\n4tjEDjX06Qh6NAQ9GprLEAcAADCIIY5N7FBDn46gR0PQo6G5DHEAAACDGOLYxA419OkIejQEPRqa\nyxAHAAAwiCGOTexQQ5+OoEdD0KOhuQxxAAAAgxji2MQONfTpCHo0BD0amssQBwAAMIghjk3sUEOf\njqBHQ9CjobkMcQAAAIMY4tjEDjX06Qh6NAQ9GprLEAcAADCIIY5N7FBDn46gR0PQo6G5DHEAAACD\nGOLYxA419OkIejQEPRqayxAHAAAwiCGOTexQQ5+OoEdD0KOhuQxxAAAAgxji2MQONfTpCHo0BD0a\nmssQBwAAMIghjk3sUEOfjqBHQ9CjobkMcQAAAIMY4tjEDjX06Qh6NAQ9GprLEAcAADCIIY5N7FBD\nn46gR0PQo6G5DHEAAACDGOLYxA419OkIejQEPRqayxAHAAAwiCGOTexQQ5+OoEdD0KOhuQxxAAAA\ngxji2MQONfTpCHo0BD0amuvmfR8AgO2q6tS/Zq11BicBAK4Xr8SxiR1q6NMR9GgIejQ0lyEOAABg\nEEMcm9ihhj4dQY+GoEdDcxniAAAABjHEsYkdaujTEfRoCHo0NJchDgAAYBBDHJvYoYY+HUGPhqBH\nQ3MZ4gAAAAYxxLGJHWro0xH0aAh6NDSXIQ4AAGAQQxyb2KGGPh1Bj4agR0NzGeIAAAAGMcSxiR1q\n6NMR9GgIejQ0lyEOAABgEEMcm9ihhj4dQY+GoEdDcxniAAAABjHEsYkdaujTEfRoCHo0NJchDgAA\nYBBDHJvYoYY+HUGPhqBHQ3MZ4gAAAAYxxLGJHWro0xH0aAh6NDSXIQ4AAGAQQxyb2KGGPh1Bj4ag\nR0NzGeIAAAAGMcSxiR1q6NMR9GgIejQ0lyEOAABgEEMcm9ihhj4dQY+GoEdDcxniAAAABjHEsYkd\naujTEfRoCHo0NJchDgAAYBBDHJvYoYY+HUGPhqBHQ3MZ4gAAAAYxxLGJHWro0xH0aAh6NDSXIQ4A\nAGAQQxyb2KGGPh1Bj4agR0Nz3bzvA3Bjq6pTffxa64xOAgAAM3gljk3sUEOfjqBHQ9CjobkMcQAA\nAIMY4tjEDjX06Qh6NAQ9GprLEAcAADCIIY5N7FBDn46gR0PQo6G5DHEAAACDGOLYxA419OkIejQE\nPRqayxAHAAAwiCGOTexQQ5+OoEdD0KOhuQxxAAAAgxji2MQONfTpCHo0BD0amssQBwAAMIghjk3s\nUEOfjqBHQ9CjobkMcQAAAIMY4tjEDjX06Qh6NAQ9GprLEAcAADCIIY5N7FBDn46gR0PQo6G5DHEA\nAACDGOLYxA419OkIejQEPRqayxAHAAAwiCGOTexQQ5+OoEdD0KOhuQxxAAAAgxji2MQONfTpCHo0\nBD0amssQBwAAMIghjk3sUEOfjqBHQ9CjobkMcQAAAIMY4tjEDjX06Qh6NAQ9GprLEAcAADCIIY5N\n7FBDn46gR0PQo6G5DHEAAACDGOLYxA419OkIejQEPRqayxAHAAAwiCGOTexQQ5+OoEdD0KOhuW7e\n9wEAAPalqk79a9ZaZ3ASgJPzShyb2KGGPh1Bj4agR0NzGeIAAAAGOdMhrqpeXlXvr6qfedhzt1TV\nG6rqHVX1+qq6cJZn4GzYoYY+HUGPhqBHQ3Od9Stxr0jy3Cue+4Ykb1hrPS3JG3ePAQAAOIEzHeLW\nWj+c5IErnn5eklfu3n5lki8+yzNwNuxQQ5+OoEdD0KOhufZxJ+5xa633795+f5LH7eEMAAAAI+31\nRwystVZVXfP79N5xxx259dZbkyQXLlzIbbfd9uHd3ct/cuDxfh5ffq77+bY69ed/1+7vTznm8Sk/\nv8cen4fHp6Ufjw/l8cWLF697P5c/x6k+/7tyfD9Peehzn+b8HnvceXz5ue7n2+rUn/+4r0d5xpd5\nuQAAF45JREFUZP559vn43nvvzYMPPpgkue+++3ItddY/66Sqbk3y2rXWH9g9fluSi2ut91XVE5Lc\nvdZ6+lV+3fJzWA7faX8+z2n+naiq5M5TfPI7/ewf5jnLn3GlIW4EZ/1z4k7V0Z0aYqZz899zdx5e\nQ1WVtdZH/Q980x7O8pokL969/eIk37eHM9DU/ZMXQEfQpSHo0dBcZzrEVdWrkvxIkk+rql+sqj+X\n5K4kX1RV70jyR3aPAQAAOIEzvRO31vrT13jXs8/y9+Xsde4SAJfoCHo0BD0ammsf65QAAABsZIhj\nEzvU0Kcj6NEQ9GhoLkMcAADAIIY4NrFDDX06gh4NQY+G5jLEAQAADGKIYxM71NCnI+jREPRoaC5D\nHAAAwCCGODaxQw19OoIeDUGPhuYyxAEAAAxiiGMTO9TQpyPo0RD0aGguQxwAAMAghjg2sUMNfTqC\nHg1Bj4bmMsQBAAAMYohjEzvU0Kcj6NEQ9GhoLkMcAADAIIY4NrFDDX06gh4NQY+G5jLEAQAADGKI\nYxM71NCnI+jREPRoaC5DHAAAwCCGODaxQw19OoIeDUGPhuYyxAEAAAxiiGMTO9TQpyPo0RD0aGgu\nQxwAAMAghjg2sUMNfTqCHg1Bj4bmMsQBAAAMYohjEzvU0Kcj6NEQ9GhoLkMcAADAIIY4NrFDDX06\ngh4NQY+G5rp53wcAAK6PqjrVx6+1zugkAHR4Je46qapT/3We2aHmeju0hhIdsS/rhH+dfxrievN1\niPPCK3HX1Wm+KJ7/8OH60xAA+3bSr0Wn+zq0ZejzavmNyxDHJnaooU9H0KMhDs31/qNKDc1lnRIA\nAGAQQxyb2KGGPh1Bj4agR0NzWacEiO/aB10aArh+DHEHYB8XYe1Qc4jO5qr6temIQ6MhmEVDcxni\nDoTv2QcAADcGd+LYxA419OkIejQEPRqayxAHAAAwiCGOTexQQ5+OoEdD0KOhuQxxAAAAgxji2MQO\nNfTpCHo0BD0amssQBwAAMIghjk3sUEOfjqBHQ9CjobkMcQAAAIMY4tjEDjX06Qh6NAQ9GprLEAcA\nADCIIY5N7FBDn46gR0PQo6G5bt73AQB4SFXt+wgAwDlniGOTe+65x5/eQNO1Orr77pN/jttvf+TO\nA9P4WgQ9GprLOiUAAMAghjg28ac20Kcj6NEQ9GhoLkMcAADAIIY4NvFzRaBPR9CjIejR0FyGOAAA\ngEEMcWxihxr6dAQ9GoIeDc1liAMAABjEEMcmdqihT0fQoyHo0dBchjgAAIBBDHFsYoca+nQEPRqC\nHg3NZYgDAAAYxBDHJnaooU9H0KMh6NHQXIY4AACAQQxxbGKHGvp0BD0agh4NzWWIAwAAGMQQxyZ2\nqKFPR9CjIejR0FyGOAAAgEEMcWxihxr6dAQ9GoIeDc1liAMAABjEEMcmdqihT0fQoyHo0dBchjgA\nAIBBDHFsYoca+nQEPRqCHg3NZYgDAAAYxBDHJnaooU9H0KMh6NHQXIY4AACAQW7e9wGYyQ41nFxV\n7fsIcJB8LYIeDc1liONYp/0P0LXWGZ0E5ro7d5/o427P7Wd8EgBgOkMcJ3Llf4Dem3tzW277qI/z\nH6BwctfqCDiZe+65xysJ0KChuQxxAABwwLas9dusOt8McWzi1QPo0xH0XOsVBPdQ4aOddK0/sVk1\ngSEOADg4d5/wv1dv99+qwEB+xACb3Jt7930EGE9H0ONnXEGPr0NzGeIAAAAGMcSxibs80Kcj6PFd\n9aDH16G5DHEAAACDGOLYxA419OkIetyJgx5fh+YyxAEAAAxiiGMTO9TQpyPocScOenwdmssQBwAA\nMIghjk3sUEOfjqDHnTjo8XVorpv3fQAOT1Xt+wgAAHCwDHFsctQO9d13n/zz3H77I3AYGMpdBOhx\nJw56fB2ayxAHAJxrNjwAPpIhjk3uzb3+9AaadAQnd3c+es3jWg3dHmsecBK+Ds3lG5sAAAAMYohj\nE39qA306gh4NQY+G5jLEAQAADGKIYxM/VwT6dAQ9GoIeDc1liAMAABjEEMcmdqihT0fQoyHo0dBc\nhjgAAIBBDHFsYoca+nQEPRqCHg3NZYgDAAAYxBDHJnaooU9H0KMh6NHQXIY4AACAQQxxbGKHGvp0\nBD0agh4NzWWIAwAAGOTmfR+Aa6uqfR/hmuxQM8F5bijREeefhqBHQ5wVQ9x5ducj/HFwo7nzjD4W\nbhR3ntHHwo3izjP6WG541inZxA419OkIejQEPRqayxAHAAAwiCGOTexQQ5+OoEdD0KOhuQxxAAAA\ngxji2MQONfTpCHo0BD0amssQBwAAMIghjk3sUEOfjqBHQ9CjobkMcQAAAIMY4tjEDjX06Qh6NAQ9\nGprLEAcAADDIzfs+ADPZoYY+HUGPhqDnqIaq6jqehNMyxAEAAB/h7rtP/rG333525+DqrFOyiR1q\n6NMR9GgIejQ0lyEOAABgEEMcm7iHAH06gh4NQY+G5jLEAQAADGKIYxM71NCnI+jREPRoaC5DHAAA\nwCCGODaxQw19OoIeDUGPhuYyxAEAAAxiiGMTO9TQpyPo0RD0aGiuvQ1xVfXcqnpbVf1CVb10X+dg\nm3fmnXv5favqxH/BeXfeO4Lz7rw3pCPOOw3NdfM+ftOqelSSb0vy7CTvTfLjVfWatdbP7+M8nN4H\n8oE9/c7rFB8rfM6389+Rhjjfzn9DiY44zzQ0175eiXtWkneute5ba30oyT9I8vw9nQUAAGCMvbwS\nl+SJSX7xYY9/Kcnn7OksN6Tuy9Pvy/seoZPAjUtH0KMh6NHQXLXWaV7OfIR+06ovTfLctdZLdo//\nTJLPWWt91cM+5vofDAAA4BxZa33Uqy/7eiXuvUme/LDHT86lV+M+7GqHBQAAuNHt607cTyR5alXd\nWlUfk+SFSV6zp7MAAACMsZdX4tZav11VfynJ65I8Ksl3+c6UAAAAx9vLnTgAAAC22dsP+wYAAOD0\n9vWNTRikqm7KpZ/t98Rc+umM703yY8vLuHBiOoIeDUGPhg6LdUqOVFXPSfKyJO/MQ99B9ElJnprk\nK9dar9vX2WAKHUGPhqBHQ4fHEMeRquptufQz/e674vmnJPmBtdbT93IwGERH0KMh6NHQ4XEnjuM8\nKpdebr/Se2MdF05KR9CjIejR0IHxfzSO8/IkP15Vr8pDL78/OcmX7d4HHE9H0KMh6NHQgbFOybGq\n6jOSPD/JJ++eem+S16y13rq/U8EsOoIeDUGPhg6LIQ4AAGAQd+I4UlVdqKq7quptVfVAVd2/e/uu\nqrqw7/PBBDqCHg1Bj4YOjyGO47w6yQNJLia5Za11S5Lbkzy4ex9wPB1Bj4agR0MHxjolR6qqd6y1\nnnba9wEP0RH0aAh6NHR4vBLHcd5dVV9fVY+7/ERVPb6qXprkPXs8F0yiI+jREPRo6MAY4jjOC5M8\nNsmbdjvUDyS5J8ljkrxgnweDQXQEPRqCHg0dGOuUAAAAg3gljhOrqmdc8fiZ+zoLTKUj6NEQ9Gjo\nMBjiOI2/eMXjr9jLKWA2HUGPhqBHQwfAOiUAAMAgN+/7AJx/VXVTkmcl+eTdU+9N8mPLnwDAiekI\nejQEPRo6LF6J40hV9ZwkL0vyziS/tHv6SUmemuQr11qv29fZYAodQY+GoEdDh8cQx5Gq6m1JnrvW\nuu+K55+S5AfWWk/fy8FgEB1Bj4agR0OHxzc24TiPyqWX26/03ljHhZPSEfRoCHo0dGD8H43jvDzJ\nj1fVq/LQy+9PTvJlu/cBx9MR9GgIejR0YKxTcqyq+owkz89HXoR9zVrrrfs7FcyiI+jREPRo6LAY\n4gAAAAZxJ44jVdWFqrqrqt5WVQ9U1f27t++qqgv7Ph9MoCPo0RD0aOjwGOI4zquTPJDkYpJb1lq3\nJLk9yYO79wHH0xH0aAh6NHRgrFNypKp6x1rraad9H/AQHUGPhqBHQ4fHK3Ec591V9fVV9bjLT1TV\n46vqpUnes8dzwSQ6gh4NQY+GDowhjuO8MMljk7xpt0P9QJJ7kjwmyQv2eTAYREfQoyHo0dCBsU4J\nAAAwiFfiOLGqesYVj5+5r7PAVDqCHg1Bj4YOgyGO0/iLVzz+ir2cAmbTEfRoCHo0dACsUwIAAAxy\n874PwPlXVTcleVaST9499d4kP7b8CQCcmI6gR0PQo6HD4pU4jlRVz0nysiTvTPJLu6eflOSpSb5y\nrfW6fZ0NptAR9GgIejR0eAxxHKmq3pbkuWut+654/ilJfmCt9fS9HAwG0RH0aAh6NHR4fGMTjvOo\nXHq5/UrvjXVcOCkdQY+GoEdDB8b/0TjOy5P8eFW9Kg+9/P7kJF+2ex9wPB1Bj4agR0MHxjolx6qq\nz0jy/HzkRdjXrLXeur9TwSw6gh4NQY+GDoshDgAAYBB34jhSVV2oqruq6m1V9UBV3b97+66qurDv\n88EEOoIeDUGPhg6PIY7jvDrJA0kuJrllrXVLktuTPLh7H3A8HUGPhqBHQwfGOiVHqqp3rLWedtr3\nAQ/REfRoCHo0dHi8Esdx3l1VX19Vj7v8RFU9vqpemuQ9ezwXTKIj6NEQ9GjowBjiOM4Lkzw2yZt2\nO9QPJLknyWOSvGCfB4NBdAQ9GoIeDR0Y65QAAACDeCUOAABgEEMcAADAIIY4AACAQW7e9wE4/3Y/\nBPK5SZ64e+qXkrxurfXg/k4Fh6Gqvmit9YZ9nwPOO1+L4Gz4OjSTV+I4UlX92SRvzqUfDvlxu7/+\nSJKfrKoX7/FocChevu8DwHnnaxGcKV+HBvLdKTlSVb0jybOu/JPOqvrEJD+21nrqfk4Gc1TVa494\n9xeutf7t63YYGMjXIujxdejwWKdkK9M/nNznJXlRkg887LmVpJJ8zl5OBIfB1yI4GV+HDowhjuN8\nU5I3V9Xrc+n+QZI8Oclzkvy1vZ0KZvnRJB9ca91z5Tuq6u3X/zgwjq9F0OPr0IGxTsmxquqWJH80\nySfvnnpvktevte7f36kAuJH4WgTwEEMcAADAIL47JUeqqs+qqh+sqn9QVU+pqrur6ler6oer6lP3\nfT6YQEfQoyHo0dDhMcRxnL+b5G8n+f4kP5LkO5J8YpK/keRlezwXTKIj6NEQ9GjowFin5EhV9Za1\n1mfv3n7nWutTr/Y+4Np0BD0agh4NHR6vxHGcRz3s7W+54n2Pvp4HgcF0BD0agh4NHRhDHMd5WVV9\nQpKstT78cvtuf/oH93YqmEVH0KMh6NHQgbFOCQAAMIhX4ji1qvrJfZ8BptMR9GgIejQ0myGOLWrf\nB4ADoCPo0RD0aGgwQxxb/JN9HwAOwP+17wPAcL4WQY+GBnMnjlOrqmeutd6873MAcGOqqt+b5KlJ\n/u+11gP7Pg/A9eaVOI5UVc/Y/fXMy39P8v2Xn9/3+WCCqvrzD3v7SVX1xqp6sKp+pKqets+zwQRV\n9b9X1WN3b//RJD+T5K4kP1VVL9jr4WCAqnqgqr6zqr6wqqxRHgCvxHGkqvrdJP8qyW897OnP3T2X\ntdbt+zgXTHLFD1n9niRvSPJdSZ6X5C+ttb5wn+eD866qfnat9R/s3v6XSf70Wuu+3WD3Q2utz9zv\nCeF8q6q3J/nWJP9pkluTfE+SV621/tU+z8V2XonjOP9Jkt9O8j+ttW7fDW3ve9jbwOl82lrrO9Za\nv7PW+j+TPGbfB4IBardCmSS/k+QXk2St9f/lI3+IMXB1H1xrfdta6z9M8oeS/Otc+tlx76qqb97z\n2djAEMeR1lrfm+Q/SvKcqvqeqvqUfZ8JBnpSVf2dqvrWJI+tqkc/7H037+tQMMhfTXL3bjX5XyR5\ndVXdUVXfneSf7vVkMMxa691rrf9xrfWMJH8sH7ltxRDWKTmx3R24b0ny+9dan7Tv88AUVXVHkpVL\n3855JXntWuv+qnp8kq9ea/2VfZ4PJqiqpyZ5SS59Q5NH59Krcd+31nrdXg8GA1TVt6y1vmbf5+CR\nY4jjVHaXYT9hrfVr+z4LAADciAxxHKuqnpvki5M8cffULyX5/rWWFRY4oat09N5cehVBR3ACvhZB\nj69Dh8UQx5Gq6m/n0urK38+l2JPkSUlelOSda62v3tfZYAodQY+GoEdDh8cQx5Gq6hfWWk+9yvOV\n5BfWWp+6h2PBKDqCHg1Bj4YOj+9OyXF+s6qedZXnn5XkN673YWAoHUGPhqBHQwfGt7bmOHck+faq\n+oRcun+QXHr5/dd27wOOd0d0BB13REPQcUc0dFCsU3IiVfWEPOwy+Vrrffs8D0ykI+jREPRo6HBY\np+RE1lr/71rrJ9ZaP5HkK/Z9HphIR9CjIejR0OEwxLHF8/d9ADgAOoIeDUGPhgYzxLFF7fsAcAB0\nBD0agh4NDeZOHKdWVTettX533+eAyXQEPRqCHg3N5pU4jlRVX1JVj9m9/e9W1d9P8tNV9Q+r6kl7\nPh6MoCPo0RD0aOjwGOI4zjettX5l9/a3JXlLkj+W5AeSvGJvp4JZdAQ9GoIeDR0Y65Qcqarevtb6\ntN3bb15rPfNh7/uptdZn7e90MIOOoEdD0KOhw+OVOI7zpqr6H6rq45LcU1VfkiRVdXuSB/d7NBhD\nR9CjIejR0IHxShxHqqqPSfKNSf7c7qknJflgktcmeela6z37OhtMoSPo0RD0aOjwGOI4saq6kOTm\nJL+y/IsDm+gIejQEPRo6DIY4Nquqp6+13rbvc8BkOoIeDUGPhmYyxLFZVb1nrfX79n0OmExH0KMh\n6NHQTDfv+wCcb1X1rUe8+xOv20FgMB1Bj4agR0OHxytxHKmqfj3J1yX5rSQP/5elkvzNtdZj9nIw\nGERH0KMh6NHQ4fFKHMf5iSQ/u9b6F1e+o6ruvP7HgZF0BD0agh4NHRivxHGkqrolyW+utT6477PA\nVDqCHg1Bj4YOjyEOAABgkJv2fQDOt6q6UFV3VdXbquqBqrp/9/Zdu58zAhxDR9CjIejR0OExxHGc\nVyd5IMnFJLestW5JcnuSB3fvA46nI+jREPRo6MBYp+RIVfWOtdbTTvs+4CE6gh4NQY+GDo9X4jjO\nu6vq66vqcZefqKrHV9VLk7xnj+eCSXQEPRqCHg0dGEMcx3lhkscmedNuh/qBJPckeUySF+zzYDCI\njqBHQ9CjoQNjnRIAAGAQr8RxrKp6elV9YVV9/BXPP3dfZ4JpdAQ9GoIeDR0WQxxHqqqvTvL9Sb4q\nyc9V1Rc/7N1/fT+ngll0BD0agh4NHZ6b930Azr0vT/LMtdYHqurWJP9HVd261vpb+z0WjKIj6NEQ\n9GjowBjiOE6ttT6QJGut+6rqYpLvrapPSVJ7PRnMoSPo0RD0aOjAWKfkOL9cVbddfrD7fwB/Ipe+\nm9Fn7u1UMIuOoEdD0KOhA+O7U3Kkqnpykg+ttd53xfOV5A+vtf75fk4Gc+gIejQEPRo6PIY4AACA\nQaxTAgAADGKIAwAAGMQQBwAAMIghDoAbWlXdWVVfe8T7n19Vn349zwQARzHEAXCjO+47fP3HST7j\nehwEAE7Cd6cE4IZTVd+Y5M8m+eUkv5jkzUl+NcmXJ/mYJO9M8qIkn53ktbv3/WqSL8mlPwD9tiSf\nlOSDSV6y1nr7df5HAOAGZogD4IZSVc9M8ookz0ry6CQ/meTbk3z3Wuv+3cf8tSTvX2t9W1W9Islr\n11r/aPe+Nyb5L9Za/39796tiZRAHYPj9gYJhV7MXoWASBUEwi4aNwoIXYTAv3oLBYDQIBpPZZrYK\nYhMsoiDbxnAWlAWjuxzO88QPBmbiyzd/Ps3MzerZWuveeawFgN104bwnAABn7E71Zq11XB3PzNtq\nqmszc1Rdqfaqd3+NmaqZ2atuVa83b+RWmz93AHBmRBwAu2Z1EmWnvKwerLU+zsxhdffUmNpspfy+\n1rrxf6cIAP/mYhMAds376uHMXJqZ/er+yff96uvMXKwe9SfcflaXq9ZaP6rPM3NQNRvXz3T2AOw8\nZ+IA2Dkz87Q6bHOxyZc25+J+VU+qb9WHam+t9XhmblcvquPqoE3cPa+utjlT92qtdXTmiwBgZ4k4\nAACALWI7JQAAwBYRcQAAAFtExAEAAGwREQcAALBFRBwAAMAWEXEAAABbRMQBAABskd+FckmXP+NB\nrAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x288fe6910>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = monthly_space_history[non_ddm_columns].plot(kind='bar', figsize=(15, 15), title=\"Max. size of Non-DDM directories within one month\")\n",
    "ax.set_xlabel('date')\n",
    "ax.set_ylabel('Size [TB]')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x27b131190>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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PU9Y1btzY+zk0NNRvDBi4u+LlNyauINu3byciIsI737lz50Jb5kaNGkX//v2Z\nMWMG1atXL/Jx8tqxYwfNmzf3zsfExHDixAl27dpFo0aNePzxx/nggw/Ys2cPISEhGGNIT08nNDSU\nEydO+HXti4mJKfRYe/bs4dChQ/z5z3/2LrPWehOshx9+mIkTJ9KrVy8Abr/9dh599NFin1Pv3r3p\n3bs3AJ9//jkDBw7kT3/6E7fffvspZSMiIvz+TrVr1yY7O5s9e/accn7NmjUL6LwAhg0bxrBhw8jJ\nyeH//u//uPHGG2nfvj1169alfv361KlTx1s2JiaGtWvXFvl8fev4+++/5zv2sCh1DJZa4iQgGocg\nEhzFkEjwFEdSFHm7x2VnZ/PZZ58V+fH82dnZ3H///YwaNYoJEyaQmZkZcF2aNm3K1q1bvfOpqalU\nq1aNyMhI5s+fT2JiIsuXLycrK4stW7ZgrcVaS8OGDalWrRqpqal+2xamQYMGhIaG8ssvv5CZmUlm\nZib79u3zjsELCwtjypQpbN68mcTERKZNm+bXrTAQPXr0oEePHvz888/eZUXZV+75bdu2zbvM93Nx\nzsuXw+HghhtuoG3btvz8889ERUWRkZHhdxMgNTXVmzDWqVOHQ4cOedfl94RS3/OJjo7Od2xiceoY\nKCVxIiIiIlKunW7MW0Hrc5MgcD9o4vvvv+faa68lIiKChISEIh37vvvuo2PHjkyfPp1rrrmGO++8\ns0jbHT9+nCNHjnin48ePM3ToUF566SW2bt1KdnY248aNY8iQIYSEhJCdnU3NmjWpX78+Bw8eZNy4\ncd59ORwOrrvuOiZOnMjhw4f55ZdfmD17dqEJUkhICLfddhv3338/e/bsAdwtkMuWLQNg6dKlbNq0\nCWstTqcTh8PhbSWLjIws0oNTEhMTef/998nMzMRay+rVq1mxYgWdO3cG/K9/YfKe33//+1/mzp2b\n7/md7rxmz57NRx99xIEDBzh58iQff/wxP//8M506daJZs2Z06dKFsWPHcvToUX766Sfefvtthg8f\nDkD79u356KOPyMzMZOfOnbz88suF1vvGG2/ks88+Y+HChZw4cYK9e/fy448/nraOJSL34panyV0t\nKc+++OKLsq6CSIWmGBIJnuKo+PL7jQWU+lQUsbGxdvny5acsj4uLszNnzvTOz5o1y3br1s1aa+2W\nLVusMcaGhYX5TS+99JK11tqRI0faGjVq2PDwcBsWFmbPO+88+9hjj9msrCy//TkcDr/tw8PD7dq1\na+2iRYt1ji/CAAAgAElEQVRss2bNbGZmprXW2uzsbNu6dWs7f/78Qs8lLi7OGmP8phEjRtiTJ0/a\np59+2kZHR9uGDRvaESNG2H379nn33b9/fxseHm5jY2PtnDlzbEhIiN28ebO11to9e/bY+Ph463Q6\nbadOnez48eO918GX7zZHjhyx48aNsy1btrROp9O2adPGvvbaa9Zaa1966SUbGxtr69SpY5s1a2Yn\nTZrk3cfixYttTEyMrVevnp06dWqB57ly5Up7xRVX2AYNGtjw8HB79tln27/+9a/e9SNHjrTjx4+3\n1rrjNTo62m9737/5nj177DXXXGOdTqft2LGjffTRR+0VV1xR7PP68MMPbdeuXa3L5bJOp9O2bdvW\nzp4927uf33//3cbHx9v69evbVq1a2b/97W/edUeOHLGDBw+2TqfTtmvXzr700kt+dc7vO/rll1/a\nTp06WafTaaOjo+2cOXNOW8e8CooRz/J88yVji/E0nzPFGGPLY73kD8nJyerGIhIExZBI8BRHxVfU\n93+JlLVHH32U3bt3+70KorIqKC49y/NtblUSJyIiIlJFKImT8mrjxo0cPXqUCy64gDVr1nDNNdcw\nc+ZM+vXrV9ZVK3WBJHEaEyciIiIiUkxhYWGEh4efMn399ddlXbUSNW/evHzP84ILLijR4xw4cIDr\nr7+esLAwhgwZwkMPPVQlErhAqSVOAqIuLCLBUQyJBE9xVHxqiRMpf9QSJyIiIiIiUsmpJU5ERESk\nilBLnEj5o5Y4ERERERGRSk5JnAQkOTm5rKsgUqEphkSCpzgSkapKSZyIiIiIiEgFoiROAqKngYkE\nRzEkEjzFUeUSGxvL8uXLS2x/ycnJREdHF7j+zTffJDIyEqfTSUZGBuHh4WzduhWAkSNHMn78+CLt\nR6QsVCvrCoiIiIhI2TEm3+cmlKiiPEzFGHNG6gJw/PhxHnzwQVavXs35558PuN9TVhZ1EQmEWuIk\nIBqHIBIcxZBI8BRHJceW4lQe7dy5kyNHjtCmTZsCy+gpnlKeKYkTERERkXJh9erVnHfeedSvX59b\nbrmFo0ePkpmZSXx8PI0aNaJ+/fr07duX7du3e7fJyMggISGBqKgo6tevz4ABA/Ld96uvvsp5553H\nl19+yTnnnANAvXr16NmzJwAhISH89ttvpX+SIiVASZwEROMQRIKjGBIJnuKocrHWMn/+fJYtW8bm\nzZv59ddfmTRpEtZabr31VlJTU0lNTSU0NJR77rnHu92IESM4cuQIv/zyC7t37+aBBx44Zd9PP/00\nc+bMYeXKlXTr1o1ffvkFgKysLD777LMzdo4iJUVj4kRERESkzBljuOeee4iKigLg8ccfZ8yYMTzz\nzDN+rWvjxo2jR48eAOzYsYNPPvmEjIwM6tatC0C3bt28Za21PPDAA6xdu5YvvviC8PBw73KRikwt\ncRIQjUMQCY5iSCR4iqPKx/cpkDExMaSlpXH48GHuuOMOYmNjqVu3Lt27dycrKwtrLdu2baN+/fre\nBC6vffv28fe//53HHnvMm8CJVAZK4kRERESkXEhNTfX73LRpU6ZOncqvv/7K6tWrycrKYsWKFVhr\nsdYSHR1NRkYGWVlZ+e7P5XKRlJREQkIC33zzTbHqoqdTSnmmJE4ConEIIsFRDIkET3FUuVhreeON\nN9i+fTsZGRk8++yzDBkyhAMHDhAaGkrdunXJyMjgqaee8m7TpEkT+vTpw913382+ffs4fvw4K1eu\n9NvvZZddxrx587juuutYs2ZNkeuiLpdSnimJExEREaniTClORa6DMdx444306tWLVq1acdZZZ/HE\nE09w//33c/jwYRo0aECXLl3o06ePXyvZ3LlzqV69Oueccw6RkZG8+uqrfvsE6NmzJ2+//TZ9+/Zl\n/fr1fuvyls39nHdepDwx5fEugzHGlsd6yR+Sk5N1B1QkCIohkeApjorPGKMWJpFypqC49CzP9w6C\nWuJEREREREQqELXEiYiIiFQRaokTKX/UEiciIiIiIlLJKYmTgOjdPCLBUQyJBE9xJCJVlZI4ERER\nERGRCkRj4kRERESqCI2JEyl/NCZORERERESkklMSJwHROASR4CiGRIKnOBKRqkpJnIiIiIiISAWi\nMXEiIiIiVUR+Y2+MyXfITYmqTL/rZs2axcyZM/nyyy/LuipSSQQyJq5aqddKRERERMq3L74ovX1f\nfnnp7buEnThxgmrVSvfncU5ODg6Ho1SPIZWfulNKQDQOQSQ4iiGR4CmOKp8ffviBCy+8EKfTyaBB\ngxg8eDDjx48HICkpifbt2+NyuejatSv//ve/vdvFxsYydepU2rVrR7169RgyZAhHjx71rj/dti++\n+CJt27YlPDycnJwcnn/+eVq3bo3T6eS8885j0aJFAPznP//hrrvu4ttvvyU8PJz69esDkJWVxU03\n3USjRo2IjY3l2Wef9baszJo1i65du/LAAw/QoEEDnnrqqVK/jlL5KYkTERERkTJ37NgxBgwYwC23\n3EJmZiZDhw5l0aJFGGNYt24dt956KzNmzCAjI4M77riDfv36cfz4ccDd7WzhwoV8+umnbNmyhZ9+\n+olZs2YBnHZbgAULFvDxxx+zb98+HA4HrVu35quvvmL//v1MmDCB4cOHs2vXLtq0acNbb73FJZdc\nwoEDB8jIyABgzJgxHDhwgC1btrBixQrmzJnDO++8493/6tWradWqFbt372bcuHFn7qJKpaUkTgIS\nFxdX1lUQqdAUQyLBUxxVLqtWrSInJ4cxY8bgcDgYMGAAHTt2xFrLjBkzuOOOO7j44osxxnDTTTdR\ns2ZNVq1a5d3+3nvvpXHjxrhcLvr27cv69esBmD59eqHbGmO49957iYqKombNmgDccMMNNG7cGIBB\ngwZx1lln8d133wGnju/Lycnh/fffZ/LkydSpU4fmzZvz4IMPMnfuXG+Zpk2bMnr0aEJCQqhVq1bp\nXUSpMpTEiYiIiEiZS0tLIyoqym9ZdHQ0ACkpKUydOhWXy+Wdfv/9d9LS0rxlc5MugNDQULKzs4u8\nbe5xcs2ZM4cLL7zQW37Dhg3s3bs333qnp6dz/Phxmjdv7l0WExPD9u3bC9y/SLCUxElANA5BJDiK\nIZHgKY4qlyZNmvglPgCpqamAOwl6/PHHyczM9E7Z2dkMHjy4wP3lPnUzJibmtNv6PqEzJSWF22+/\nnTfeeIOMjAwyMzM5//zzvS1weZ/m2aBBA6pXr87WrVv96t2sWbN89y9SEpTEiYiIiEiZ69KlCw6H\ng9dff50TJ06wePFi1qxZgzGG2267jbfeeovVq1djreXgwYMsXbrU29qWn9ykq7jbHjx4EGMMDRo0\n4OTJk7zzzjts2LDBuz4yMpLff//dO6bO4XAwaNAgHn/8cbKzs0lJSeGll15i+PDhJXh1RPzpFQMS\nEI1DEAmOYkgkeIqjElQOXgNQvXp1PvzwQ0aNGsXYsWPp06cP8fHx1KxZkz//+c/MmDGDe+65h//9\n73+EhobSrVu3Ar8Dxhhv61dxtz333HN58MEHueSSSwgJCeGmm27i0ksv9a6/4oorOO+882jcuDEO\nh4Pdu3fz2muvMWbMGFq2bEmtWrW4/fbbSUhIOKUuIiVFL/sWERERqSIKeqlwedWpUyfuvvtubr75\n5rKuikipCeRl3+pOKQHROASR4CiGRIKnOKp8Vq5cyc6dOzlx4gSzZ89mw4YN9O7du6yrJVLuqDul\niIiIiJQLGzduZNCgQRw8eJBWrVrxwQcfEBkZWdbVEil31J1SREREpIqoaN0pRaoCdacUERERERGp\n5JTESUA0DkEkOIohkeApjkSkqlISJyIiIiIiUoFoTJyIiIhIFaExcSLlj8bEiYiIiIiIVHJK4iQg\nGocgEhzFkEjwFEdVV1xcHDNnziw3+xE50/SeOBEREZEqzJh8e2uVqJLuwmmMKZF6l9R+RM40JXES\nkLi4uLKugkiFphgSCZ7iqOR8wReltu/LubzY25w4cYJq1fQzVaQg6k4pIiIiImUuNjaWF198kbZt\n2xIeHs7XX39Nly5dcLlctG/fnhUrVpyyzdGjR6lXrx4///yzd9mePXuoXbs26enpZGZmEh8fT6NG\njahfvz59+/Zl+/btZ/K0REqFkjgJiMYhiARHMSQSPMVR5bNgwQI+/vhjNm/eTP/+/XnyySfJzMxk\nypQpXH/99ezdu9evfM2aNbn++ut57733vMv+8Y9/EBcXR4MGDbDWcuutt5KamkpqaiqhoaHcc889\nZ/q0REqckjgRERERKXPGGO69916ioqKYO3cuV199Nb179wagZ8+edOjQgaVLl56y3bBhw1iwYIF3\nfv78+QwbNgyA+vXrM2DAAGrVqkVYWBjjxo3Lt0VPpKJRZ2MJiMYhiARHMSQSPMVR5RMdHQ1ASkoK\nCxcuZMmSJd51J06coEePHqdsExcXx6FDh1i9ejWNGjXixx9/ZMCAAQAcOnSIv/zlL3z66adkZmYC\nkJ2djbVWDzSRCk1JnIiIiIiUC7mJVUxMDCNGjGD69Omn3cbhcDBo0CDee+89GjVqRN++falTpw4A\nU6dO5ddff/UmeOvXr+eiiy5SEicVnrpTSkA0DkEkOIohkeApjiqv4cOHs2TJEpYtW0ZOTg5Hjhwh\nOTnZ76Ekvq8tyO1S6duVEtytbqGhodStW5eMjAyeeuqpU45V0q8/EDkT1BInIiIiUsUF8hqA0tSs\nWTMWL17MI488wtChQ3E4HHTq1Ik333zTW8a3Ja1jx46EhYWxY8cO+vTp411+//33M2zYMBo0aEBU\nVBQPPPAAiYmJfsdSi5xURKY83n0wxtjyWC8RERGRiswYo5YnkXKmoLj0LM/3LoO6U4qIiIiIiFQg\nSuIkIBqHIBIcxZBI8BRHIlJVKYkTERERERGpQDQmTkRERKSK0Jg4kfJHY+JEREREREQqOSVxEhCN\nQxAJjmJIJHiKIxGpqpTEiYiIiIiIVCAaEyciIiJSRWhMnEj5ozFxIiIiIiIilZySOAmIxiGIBEcx\nJBI8xVHJMMaU+lRUsbGxfP7556V4tiKVQ7WyroCIiIiIlK0vvii9fV9+edHLqrunSNGoJU4CEhcX\nV9ZVEKnQFEMiwVMcVS4jRowgNTWVvn37Eh4ezpQpU1i1ahVdunTB5XLRvn17VqxY4S0fFxfH+PHj\n6dq1K+Hh4fTr14/09HRuvPFG6tatS8eOHUlJSfGWDwkJ4bXXXqNVq1Y0bNiQRx55RAmjVFhK4kRE\nRESkzM2dO5eYmBiSkpI4cOAAQ4cOJT4+nieffJLMzEymTJnC9ddfz969e73bvP/++7z77rts376d\nzZs3c8kll3DrrbeSkZFBmzZteOqpp/yOsWjRIr7//nt++OEHFi9ezNtvv32mT1OkRCiJk4BoHIJI\ncBRDIsFTHFVu7777LldffTW9e/cGoGfPnnTo0IGlS5cC7q6XCQkJtGjRAqfTSZ8+fTj77LPp0aMH\nDoeDgQMHsm7dOr99Pvroo9SrV4/o6Gjuv/9+3nvvvTN+XiIlQUmciIiIiJQ7KSkpLFy4EJfL5Z2+\n/vprdu7c6S0TGRnp/VyrVi0aNWrkN5+dne23z+joaO/nmJgY0tLSSvEMREqPHmwiAdE4BJHgKIZE\ngqc4qnx8n2QZExPDiBEjmD59erG3LUhqaipt2rTxfo6KigqsoiJlTC1xIiIiIlIuREZGsnnzZgBu\nvPFGlixZwrJly8jJyeHIkSMkJyezfft2b3nfB5MU5SElU6ZMYd++fWzbto1XX32VwYMHl/xJiJwB\naomTgCQnJ+sOqEgQFEMiwVMclZzivAagNI0dO5YxY8bwyCOPMH78eBYvXswjjzzC0KFDcTgcdOrU\niTfffNNb3rf1Lb930uWd79+/P3/+85/JysoiISGBW265pXRPSKSUmPL4aFVjjC2P9ZI/6H+cIsFR\nDIkET3FUfFX5PWwhISFs2rSJli1blnVVRPwUFJee5fn2E1YSJyIiIlJFKIlTEiflTyBJnMbEiYiI\niEilV5QHn4hUFEriJCB6N49IcBRDIsFTHElx5OTkqBVOKg0lcSIiIiIiIhWIxsSJiIiIVBFVeUyc\nSHmlMXEiIiIiIiKVnJI4CYjGIYgERzEkEjzFkYhUVUriREREREREKhCNiRMRERGpIjQmruxNnDiR\nzZs3M3fu3LKuipQTgYyJq1bqtRIRERGRcutMvD9NieMf9L46KQnqTikB0TgEkeAohkSCpziSMyEn\nJ6esqyByCiVxIiIiIlLmQkJC+O2337zzI0eOZPz48YA7YW/WrBnTpk0jMjKSpk2bMmvWLL+yd999\nN1dffTXh4eF069aNnTt3ct999+FyuWjTpg3r16/3lk9LS+P666+nUaNGtGzZktdee827buLEidxw\nww2MGDGCunXrMnv2bLZs2cJll12G0+nkyiuvZPTo0YwYMcK7zapVq+jSpQsul4v27duzYsUK77ot\nW7bQvXt3nE4nvXr1Ij09vTQun1QxSuIkIHFxcWVdBZEKTTEkEjzFUeVmjPHrerhr1y72799PWloa\nM2fOZPTo0WRlZXnXL1y4kGeffZb09HRq1KhB586dufjii8nIyOCGG27ggQceAODkyZP07duXCy+8\nkLS0NJYvX87LL7/MsmXLvPtKTExk4MCBZGVlMWzYMIYNG0bnzp3JyMhg4sSJvPvuu966bd++nfj4\neJ588kkyMzOZMmUK119/PXv37gVg2LBhXHzxxezdu5fx48cze/ZsdamUoCmJExEREZFyyXcsXfXq\n1XnyySdxOBz06dOHsLAwNm7cCLgTvuuuu44LL7yQmjVrMmDAAOrUqcPw4cMxxjBo0CDWrVsHwJo1\na0hPT+eJJ56gWrVqtGjRglGjRrFgwQLvsbp06UK/fv0A2L17N2vXruXpp5+mWrVqdO3a1bsO4N13\n3+Xqq6+md+/eAPTs2ZMOHTqwdOlSUlNTWbt2Lc888wzVq1enW7du9O3bV2MEJWhK4iQgGocgEhzF\nkEjwFEdVS0REBCEhf/x0rV27NtnZ2d75Ro0aeT/XqlXLbz40NNRbNiUlhbS0NFwul3eaPHkyu3fv\n9pZv1qyZ93NaWhr169enVq1afutzE7GUlBQWLlzot7+vv/6anTt3eo8TGhrq3bZ58+YlcTmkitPT\nKUVERESkzNWuXZtDhw5553fs2EF0dHSJHyc6OpoWLVrw66+/5rs+bzfOJk2akJGRweHDh73J2LZt\n27wJZUxMDCNGjGD69Omn7CslJYXMzEwOHTpE7dq1vcscDkdJn5ZUMWqJk4BoHIJIcBRDIsFTHFUu\n7du3Z968eeTk5PDJJ5+wcuXKIm9bnO6JHTt2JDw8nBdffJHDhw+Tk5PDhg0bWLt2bb77at68OR06\ndGDixIkcP36cb7/9lqSkJO/64cOHs2TJEpYtW0ZOTg5HjhwhOTmZ7du3e7edMGECx48f56uvvvLb\nViRQSuJEREREpMy98sorLFmyBJfLxfz58xkwYIDf+sIeBpK39SzvvO/2DoeDpKQk1q9fT8uWLWnY\nsCG33347+/fvL3DbefPm8e233xIREcH48eMZPHgwNWrUANxdKxcvXsxzzz1Ho0aNiImJYerUqZw8\neRKA+fPn891331G/fn2efvppbr755gCvkMgfTHkcWGmMseWxXvKH5ORk3QEVCYJiSCR4iqPiM8bo\noRolYPDgwZx77rlMmDChrKsilUBBcelZnu/dC7XEiYiIiIgUYu3atWzevJmTJ0/y8ccfk5iYyLXX\nXlvW1ZIqTC1xIiIiIlWEWuICk5SUxN13383evXuJjo5m7Nix6hYpJSaQljglcSIiIiJVhJI4kfJH\n3SnljNG7eUSCoxgSCZ7iSESqKiVxIiIiIiIiFYi6U4qIiIhUEepOKVL+qDuliIiIiIhIJackTgKi\ncQgiwVEMiQRPcSQiVZWSOBERERERkQpEY+JEREREqoj8xt4Yk++QmxKl33UiBQtkTFy1Uq+ViIiI\niJRzpZlklX6SWFQ5OTk4HI6yroZI0NSdUgKicQgiwVEMiQRPcVS5hISE8Ntvv3nnR44cyfjx4wFI\nT08nPj4el8tFREQEl112mbflIi0tjeuvv55GjRrRsmVLXnvtNe8+Jk6cyA033MCIESOoW7cus2fP\nPrMnJVJK1BInIiIiIuWOMcbb1XPq1KlER0eTnp4OwKpVqzDGcPLkSfr27cuAAQN4//332bZtGz17\n9uRPf/oTvXr1AiAxMZEPPviAuXPncuTIkTI7H5GSpJY4CUhcXFxZV0GkQlMMiQRPcVR11KhRgx07\ndrB161YcDgddu3YFYM2aNaSnp/PEE09QrVo1WrRowahRo1iwYIF32y5dutCvXz8AatWqVSb1Fylp\nSuJEREREpFzK7TL58MMP07p1a3r16kWrVq144YUXAEhJSSEtLQ2Xy+WdJk+ezO7du737aNasWZnU\nXaQ0KYmTgGgcgkhwFEMiwVMcVS61a9fm0KFD3vkdO3Z4u1OGhYUxZcoUNm/eTGJiItOmTePzzz8n\nJiaGFi1akJmZ6Z32799PUlIS4N8lU6QyURInIiIiImWuffv2zJs3j5ycHD755BNWrlzpXZeUlMSm\nTZuw1uJ0OnE4HDgcDjp27Eh4eDgvvvgihw8fJicnhw0bNrB27VpArzaQyktJnARE4xBEgqMYEgme\n4qgkmVKciuaVV15hyZIluFwu5s+fz4ABA7zrNm3axJVXXkl4eDhdunRh9OjRdO/enZCQEJKSkli/\nfj0tW7akYcOG3H777ezfv999VmqJk0pKL/sWERERqSIKeqmwiJSdQF72rZa4MyT3TlBRp/KuIoxD\nqGzXvKor7t+zvP9NK2MMlfdrXtVVxr9neY+jynjNRaR80Hvizqii3vnSP+IlZmIJl5MyVpy7x4qj\nEjGxlMpKGVEMnXETS6msiFRpaomTgGgcgkhwFEMiwVMciUhVpSRORERERESkAlESJwEp7+MQRMo7\nxZBI8BRHIlJVKYkTERERERGpQJTESUA0DkEkOIohkeApjkSkqlISJyIiIiIiUoGUWhJnjIk2xnxh\njPnZGLPBGHOvZ3l9Y8y/jDG/GmOWGWPqlVYdpPRoHIJIcBRDIsFTHIlIVVWaLXHHgb9Ya88DOgOj\njTFtgMeAf1lrzwaWe+ZFREREpAwE8lLyivgS85EjRzJ+/PiAtz///PNZuXJlCdao/Ni6dSshISGc\nPHky3/UTJ05kxIgRZ7hWUphSe9m3tXYnsNPzOdsY8x8gCugHdPcUmw0ko0SuwtE4BJHgKIZEgqc4\nKkETy8e+Y2Njefvtt+nRo0eJlgWCTig3bNgQ8LYVXXlJxOUPZ2RMnDEmFrgQ+A6ItNbu8qzaBUSe\niTqIiIiISPlmjMFaW+JlcxW3vEh5VepJnDEmDPgncJ+19oDvOuuOpHyjaeTIkUycOJGJEyfy8ssv\n+/V7T05OrnDz/pI9U0HzlHl9Tzf/8ssvl6v6FDbPFs9U2LyPsq6v5k/z9zxt/PjPl3V9C5rPXVZe\n6lPQfJHix2e+rOur+aoRP7nK++8DoFjxk7uP0qxfeTZixAhSU1Pp27cv4eHh/PWvfyUxMZHzzjsP\nl8vF5Zdfzn//+998y06ZMgWAgQMH0qRJE+rVq0f37t355ZdfilWH9PR04uPjcblcREREcNlll3nX\nxcbG8vnnnwNQr149wsPDCQ8PJywsjJCQEFJTUwFISkqiffv2uFwuunbtyr///e/THjc2NpapU6fS\nrl076tWrx5AhQzh69Kh3/YwZMzjrrLOIiIigf//+7Nixw7suJCSEv/3tb5x99tm4XC7uueee0x7v\n5MmTPPTQQzRs2JBWrVqxdOlSv/Vbtmyhe/fuOJ1OevXqRXp6unddbtfLWbNmERMTQ0REBG+99RZr\n1qyhbdu2uFwuxowZc9o6iL/kZPfv69z8Z+TIkYWWN6V5R8IYUx1IAj621r7sWfZfIM5au9MY0wT4\nwlp7Tp7tbGW7U+Juhi7qORX/ztKZlpycXO67sRhjit6FY6LuzpV3xYshKO9xVOliCBRH5VxliyEo\n/3FUHmMov9arYtezuCYW/bxatGjBzJkz6dGjB7/++isXXXQRixcvJi4ujmnTpjF9+nT+85//UK1a\nNb+yuWbNmsXAgQOpUaMGjzzyCMnJyaxbtw6AhIQEmjVrxjPPPFPg8ceOHcu+fft4/fXXAVi1ahVd\nu3Y9pW6+xo0bxzfffMPy5cv56aef6N27N0lJSXTo0IG5c+cyYcIENm7cSI0aNQo978jISBYtWkTN\nmjXp2rUr9913H3fccQeff/45gwcP5l//+hfnnnsuDz30ED/++CMrVqwA3ElcfHw87777LllZWfz5\nz39m7ty5XHXVVQUe76233uKVV17hs88+o3bt2lx33XWsXLmS48ePExISwiWXXELXrl2ZPHkyq1at\n4pprruHaa69lzpw5bN26lZYtW3LnnXfy8ssvs2LFCuLj47n66quZMWMGx44d48ILL2ThwoV+SbAU\nrKBWZc/yfPuylubTKQ0wE/glN4HzSARu9ny+GVhUWnWQ0lOe/6cpUhEohkSCpziq3N5//33i4+O5\n4oorcDgcPPTQQxw+fJhvvvmmwG1GjhxJnTp1qF69OhMmTODHH3/kwIEDBZbPq0aNGuzYsYOtW7fi\ncDi8CVxhdXzvvff45z//icPhYPr06dxxxx1cfPHFGGO46aabqFmzJqtWrTrtse+9914aN26My+Wi\nb9++rF+/HoB58+Zx66230r59e2rUqMHkyZP59ttvvS1/AI899hhOp5Po6Gguv/xy77YF+cc//sFf\n/vIXoqKicLlcjBs3zptEpKamsnbtWp555hmqV69Ot27d6Nu37ylJxvjx46lRowZXXnkl4eHhDBs2\njAYNGtC0aVO6devmTZ6ldJRmd8quwHDgcmPMOs/UG3geuNIY8yvQwzMvIiIiIuK1Y8cOYmJivPPG\nGKsiC4cAACAASURBVKKjo9m+fXu+5U+ePMljjz1G69atqVu3Li1atADw6wp4Og8//DCtW7emV69e\ntGrVihdeeKHAsuvWrWPMmDEsWrSIiIgIAFJSUpg6dSoul8s7/f77737dHwvSuHFj7+fQ0FAOHjwI\nuK9D8+bNvevq1KlDRESE33Xw3bZ27dpkZ2cXeqwdO3YQHR3tnfe9zmlpabhcLkJDQ73LfI+fKzLy\nj8dahIaGnjJ/ujpIcEotibPWfmWtDbHWtrfWXuiZPrHWZlhre1prz7bW9rLW7iutOkjpKe/96kXK\nO8WQSPAUR5WP71MQmzZtSkpKinfeWsu2bduIioo6pSy4W6wSExNZvnw5WVlZbNmyxbtdUYWFhTFl\nyhQ2b95MYmIi06ZN44svvjil3O7duxkwYAD/7//9P9q1a+ddHhMTw+OPP05mZqZ3ys7OZvDgwUWu\nQ15NmzZl69at3vmDBw+yd+9e73UIRJMmTfxa8nw/N2nShMzMTA4dOuRdlpKSUuwnVOqJlqWr1F4x\nICIiIiIVxMSyroBbZGQkmzdvpkePHgwcOJDnn3+ezz//nG7duvHKK69Qq1YtunTpckpZgOzsbGrW\nrEn9+vU5ePAg48aN89t3UZK5pUuX8qc//YlWrVrhdDpxOByEhPi3eZw4cYIbbriB4cOHc8MNN/it\nu+222xgwYAA9e/bk4osv5tChQyQnJ9O9e3fCwsKKdS1y6zt06FCGDh3KsGHDOOeccxg3bhydO3f2\naz0r7nkOGjSIV199lfj4eGrXrs3zz//RMa558+Z06NCBCRMm8Nxzz/Hdd9+RlJRE//79A6q/lI4z\n8ooBqXw0DkEkOIohkeApjkqGtbbUp6IaO3YskyZNwuVysXTpUt59913GjBlDw4YNWbp0KUuWLKFa\ntWqnlJ02bRo33XQTzZs3J+r/s3f30brnZX3fPxcMNg9gxgEK8lCHLgeRqoxiMZpUh5AgqU0wYkXb\nGCbJwhB8WK2m4krWaohUMrFLlwkWE42grEaI1qRCUwU1ghoTH9BRrPLUMsCQiK3MUVlEg/rtH3uf\nmTOHc/be53fN3ve+7vN6rTWLc+99hvkN8GbmM/e193nsY/NJn/RJ+czP/Mz7vRt0kl8n7h3veMe9\nX+P1WZ/1WfnyL//yfM7nfM79fs7dd9+dn/zJn8y3fMu33PsdKj/6oz86d999d5761KfmO77jO/IV\nX/EVuemmm3LLLbfkVa961TX8t/GRz/qMZzwjL3nJS/Kc5zwnj3nMY/Kud70rr3nNa+73c6/2+17N\n85///Hzu535unvKUp+TTP/3T85znPOd+v8/3fM/35Kd/+qdz00035eu//uvzvOc9736//0neZfNO\n3Ok61e9OuZXvTnn+vyPYBL475X7Zx++sd96dx++sx3YaOnvnsaEtv7YacLrO1XenZL/5OgTo0RD0\n6Qi4XhlxAABcN1760pfeewZ56W+f93mfd2p/zPe85z1X/GNePMM8DS94wQuu+Md84QtfeCp/PM6W\nc8oz4pzy7Dmn3C9Owc7eeTwFYzsNnb3z2JBzSjh/nFMCAADsOSOOTXwdAvRoCPp0BFyv/DpxAADX\nEd/6HeYz4tjEr80DPRqCPh1dO18P1+N7HJw93+PgypxTAgAADGLEsYmvQ4AeDUGfjqBHQ3MZcQAA\nAIMYcWzi6xCgR0PQpyPo0dBcRhwAAMAgRhybuKGGHg1Bn46gR0NzGXEAAACDGHFs4oYaejQEfTqC\nHg3NZcQBAAAMYsSxiRtq6NEQ9OkIejQ0lxEHAAAwiBHHJm6ooUdD0Kcj6NHQXEYcAADAIEYcm7ih\nhh4NQZ+OoEdDcxlxAAAAgxhxbOKGGno0BH06gh4NzWXEAQAADGLEsYkbaujREPTpCHo0NJcRBwAA\nMIgRxyZuqKFHQ9CnI+jR0FxGHAAAwCBGHJu4oYYeDUGfjqBHQ3MZcQAAAIMYcWzihhp6NAR9OoIe\nDc1lxAEAAAxixLGJG2ro0RD06Qh6NDSXEQcAADCIEccmbqihR0PQpyPo0dBcRhwAAMAgRhybuKGG\nHg1Bn46gR0NzGXEAAACDGHFs4oYaejQEfTqCHg3NZcQBAAAMYsSxiRtq6NEQ9OkIejQ0lxEHAAAw\niBHHJm6ooUdD0Kcj6NHQXEYcAADAIEYcm7ihhh4NQZ+OoEdDcxlxAAAAgxhxbOKGGno0BH06gh4N\nzWXEAQAADGLEsYkbaujREPTpCHo0NJcRBwAAMIgRxyZuqKFHQ9CnI+jR0FxGHAAAwCBGHJu4oYYe\nDUGfjqBHQ3MZcQAAAIMYcWzihhp6NAR9OoIeDc1lxAEAAAxixLGJG2ro0RD06Qh6NDSXEQcAADCI\nEccmbqihR0PQpyPo0dBcRhwAAMAgRhybuKGGHg1Bn46gR0NzGXEAAACDGHFs4oYaejQEfTqCHg3N\nZcQBAAAMYsSxiRtq6NEQ9OkIejQ0lxEHAAAwiBHHJm6ooUdD0Kcj6NHQXEYcAADAIEYcm7ihhh4N\nQZ+OoEdDcxlxAAAAgxhxbOKGGno0BH06gh4NzWXEAQAADGLEsYkbaujREPTpCHo0NJcRBwAAMIgR\nxyZuqKFHQ9CnI+jR0FxGHAAAwCBGHJu4oYYeDUGfjqBHQ3MZcQAAAIMYcWzihhp6NAR9OoIeDc1l\nxAEAAAxixLGJG2ro0RD06Qh6NDSXEQcAADCIEccmbqihR0PQpyPo0dBcRhwAAMAgRhybuKGGHg1B\nn46gR0NzGXEAAACDGHFs4oYaejQEfTqCHg3NZcQBAAAMYsSxiRtq6NEQ9OkIejQ0lxEHAAAwiBHH\nJm6ooUdD0Kcj6NHQXEYcAADAIEYcm7ihhh4NQZ+OoEdDcxlxAAAAgxhxbOKGGno0BH06gh4NzWXE\nAQAADGLEsYkbaujREPTpCHo0NJcRBwAAMIgRxyZuqKFHQ9CnI+jR0FxGHAAAwCBGHJu4oYYeDUGf\njqBHQ3MZcQAAAIMYcWzihhp6NAR9OoIeDc1lxAEAAAxixLGJG2ro0RD06Qh6NDSXEQcAADCIEccm\nbqihR0PQpyPo0dBcRhwAAMAgRhybuKGGHg1Bn46gR0NzGXEAAACDGHFs4oYaejQEfTqCHg3NZcQB\nAAAMYsSxiRtq6NEQ9OkIejQ0lxEHAAAwiBHHJm6ooUdD0Kcj6NHQXEYcAADAIEYcm7ihhh4NQZ+O\noEdDcxlxAAAAgxhxbOKGGno0BH06gh4NzWXEAQAADGLEsYkbaujREPTpCHo0NJcRBwAAMIgRxyZu\nqKFHQ9CnI+jR0FxGHAAAwCBGHJu4oYYeDUGfjqBHQ3MZcQAAAIMYcWzihhp6NAR9OoIeDc1lxAEA\nAAxixLGJG2ro0RD06Qh6NDSXEQcAADCIEccmbqihR0PQpyPo0dBcRhwAAMAgRhybuKGGHg1Bn46g\nR0NzGXEAAACDGHFs4oYaejQEfTqCHg3NZcQBAAAMYsSxiRtq6NEQ9OkIejQ0lxEHAAAwiBHHJm6o\noUdD0Kcj6NHQXEYcAADAIEYcm7ihhh4NQZ+OoEdDcxlxAAAAgxhxbOKGGno0BH06gh4NzWXEAQAA\nDGLEsYkbaujREPTpCHo0NJcRBwAAMIgRxyZuqKFHQ9CnI+jR0FxGHAAAwCBGHJu4oYYeDUGfjqBH\nQ3MZcQAAAIMYcWzihhp6NAR9OoIeDc1lxAEAAAxixLGJG2ro0RD06Qh6NDSXEQcAADCIEccmbqih\nR0PQpyPo0dBcpzriquoVVfX+qnrLJR97cVXdXVW/cPjbs07zGQAAAPbJab8T98okl4+0leSb11qf\nevjbD53yM3AK3FBDj4agT0fQo6G5TnXErbV+Isk9V/hUneYfFwAAYF/t6mvivrKqfrGqvrOqbtzR\nM9Dghhp6NAR9OoIeDc11ww7+mN+W5OsPf/ySJN+U5K9e/pNuv/323HzzzUmSG2+8Mbfeeuu9/0O7\n+NbvtNf3ufj6tqu8Pvh9dv2801/f612H//qEY14fOi/P7/X9X9/n4uvbjnmdc/X8U1+fuJ/D17t+\nXq+Pfn3yfs7H805/neSgkRP2c/Hf47w8v9dXfn2fi69vu8pr/30+EK/vdR38/dydd96ZCxcuJEnu\nuuuuHKXWWkf+hK6qujnJ69Zan3zSz1XVOu3nOmtVlYMvBzzRz855//O/9P+UzquqSl58wp/84pz7\n/8yvd9fWUHLeO9q7hhIdnXP71lBy/jvS0P7x93Nn73r++7mqylrril+G9qAdPMzHXvLyLyR5y9V+\nLgAAAPd3queUVfXqJJ+T5BFV9d4kfzvJbVV1aw7+Mca7kvy103wGTsd5/6c2cN5pCPp0BD0amutU\nR9xa60uu8OFXnOYfEwAAYJ+d+Tkl++Ejv7gXuBYagj4dQY+G5jLiAAAABjHi2MQNNfRoCPp0BD0a\nmsuIAwAAGMSIYxM31NCjIejTEfRoaC4jDgAAYBAjjk3cUEOPhqBPR9CjobmMOAAAgEGMODZxQw09\nGoI+HUGPhuYy4gAAAAYx4tjEDTX0aAj6dAQ9GprLiAMAABjEiGMTN9TQoyHo0xH0aGguIw4AAGAQ\nI45N3FBDj4agT0fQo6G5jDgAAIBBjDg2cUMNPRqCPh1Bj4bmMuIAAAAGMeLYxA019GgI+nQEPRqa\ny4gDAAAYxIhjEzfU0KMh6NMR9GhoLiMOAABgECOOTdxQQ4+GoE9H0KOhuYw4AACAQYw4NnFDDT0a\ngj4dQY+G5jLiAAAABjHi2MQNNfRoCPp0BD0amsuIAwAAGMSIYxM31NCjIejTEfRoaC4jDgAAYBAj\njk3cUEOPhqBPR9CjobmMOAAAgEGMODZxQw09GoI+HUGPhuYy4gAAAAYx4tjEDTX0aAj6dAQ9GprL\niAMAABjEiGMTN9TQoyHo0xH0aGguIw4AAGAQI45N3FBDj4agT0fQo6G5jDgAAIBBjDg2cUMNPRqC\nPh1Bj4bmMuIAAAAGMeLYxA019GgI+nQEPRqay4gDAAAYxIhjEzfU0KMh6NMR9GhoLiMOAABgECOO\nTdxQQ4+GoE9H0KOhuYw4AACAQYw4NnFDDT0agj4dQY+G5jLiAAAABjHi2MQNNfRoCPp0BD0amsuI\nAwAAGMSIYxM31NCjIejTEfRoaC4jDgAAYBAjjk3cUEOPhqBPR9CjobmMOAAAgEGMODZxQw09GoI+\nHUGPhuYy4gAAAAa54ahPVtXXnODf44NrrX/0AD0PQ7ihhh4NQZ+OoEdDcx33TtzfSPLQI3572OHP\nAQAA4Awc+U5ckv91rfV3jvoJVfVHH8DnYYg3vvGN/ukNNGgI+nQEPRqa68h34tZa/8Nx/wYn+TkA\nAAA8MI77mrhK8jlJPrDW+qWqem6Sz07yziQvX2v97hk8I+eQf2oDPRqCPh1Bj4bmOu6c8n9J8slJ\n/lBVvS0HXwf3Q0n+ZJJXJPlvT/fxAAAAuNRx39jk6Tl45+2zk/yXSb5wrfUPk3xpkqec8rNxjvl1\nRaBHQ9CnI+jR0FzHjbjfWQf+fZJ3r7V+L0nWWivJh0/96QAAALif484pH1lVX52kLvtxkjzyVJ+M\nc80NNfRoCPp0BD0amuu4EfePc/BrwV3+4yT5jlN5IgAAAK7quBH3G2utl53JkzCKX1cEejQEfTqC\nHg3NddzXxP2VM3kKAAAATuS4EQdX5J/aQI+GoE9H0KOhuY47p/yUqvrtq3xurbU++oF+IAAAAK7u\nuHfifmmt9bCr/GbAXcf8uiLQoyHo0xH0aGgu55QAAACDHDfivu9MnoJx3FBDj4agT0fQo6G5jhtx\nv3Hcv0FVfdkD9CwAAAAc47gR96Kq+oKqes4VfvuCqnpOkv/uLB6U88UNNfRoCPp0BD0amuu47075\n40n+3DE/5w0P0LMAAABwjCNH3Frr9jN6DoZxQw09GoI+HUGPhuby3SkBAAAGMeLYxA019GgI+nQE\nPRqay4gDAAAY5EQjrqoeXVXfWVU/dPj6yVX1V0/30TjP3FBDj4agT0fQo6G5TvpO3Hfl4LtQPubw\n9TuS/Pen8UAAAABc3UlH3CPWWv80ye8nyVrrw0l+79SeinPPDTX0aAj6dAQ9GprrpCPug1X18Isv\nquqPJ/nN03kkAAAArua4X+z7oq9J8rok/2lV/VSSRyb5wlN7Ks49N9TQoyHo0xH0aGiuE424tdab\nq+qzkzwpSSV521rrP5zqkwEAAPARTvrdKf+fJM9fa/3yWusta63/UFX/xyk/G+eYG2ro0RD06Qh6\nNDTXSb8m7sNJbquqV1bVf3T4scee0jMBAABwFScdcR9aaz03ya8m+fGq+rhTfCYGcEMNPRqCPh1B\nj4bmOuk3NkmSrLW+sap+Pge/ZtxNp/NIAAAAXM1J34n7Hy/+YK31I0memeRlp/JEjOCGGno0BH06\ngh4NzXXkO3FV9YlrrV9N8m+r6tMu+/S/OL3HAgAA4EqOO6f86iTPT/JNSdYVPv/0B/yJGMENNfRo\nCPp0BD0amuvIEbfWev7hv952Jk8DAADAkY78mriq+s+r6mMvef28qnptVf2DqvKNTa5jbqihR0PQ\npyPo0dBcx31jk29P8rtJUlWfneSOJN+d5LcOPwcAAMAZOu5r4h601vrA4Y+fm+QfrbW+P8n3V9Uv\nnu6jcZ65oYYeDUGfjqBHQ3Md907cg6vqIYc//tNJfuySz13TrzEHAABA33Ej7tVJ3lRVr03yoSQ/\nkSRVdUuSC6f8bJxjbqihR0PQpyPo0dBcx313ym+oqn+Z5NFJ3rDW+oPDT1WSrzzthwMAAOD+jj2J\nXGv96yt87O2n8zhM4YYaejQEfTqCHg3Nddw5JQAAAOeIEccmbqihR0PQpyPo0dBcRhwAAMAgRhyb\nuKGGHg1Bn46gR0NzGXEAAACDGHFs4oYaejQEfTqCHg3NZcQBAAAMYsSxiRtq6NEQ9OkIejQ0lxEH\nAAAwiBHHJm6ooUdD0Kcj6NHQXEYcAADAIEYcm7ihhh4NQZ+OoEdDcxlxAAAAgxhxbOKGGno0BH06\ngh4NzWXEAQAADGLEsYkbaujREPTpCHo0NJcRBwAAMIgRxyZuqKFHQ9CnI+jR0FxGHAAAwCBGHJu4\noYYeDUGfjqBHQ3MZcQAAAIMYcWzihhp6NAR9OoIeDc1lxAEAAAxixLGJG2ro0RD06Qh6NDSXEQcA\nADCIEccmbqihR0PQpyPo0dBcRhwAAMAgRhybuKGGHg1Bn46gR0NzGXEAAACDGHFs4oYaejQEfTqC\nHg3NZcQBAAAMYsSxiRtq6NEQ9OkIejQ0lxEHAAAwiBHHJm6ooUdD0Kcj6NHQXEYcAADAIEYcm7ih\nhh4NQZ+OoEdDcxlxAAAAgxhxbOKGGno0BH06gh4NzWXEAQAADGLEsYkbaujREPTpCHo0NJcRBwAA\nMIgRxyZuqKFHQ9CnI+jR0FxGHAAAwCBGHJu4oYYeDUGfjqBHQ3MZcQAAAIMYcWzihhp6NAR9OoIe\nDc1lxAEAAAxixLGJG2ro0RD06Qh6NDSXEQcAADCIEccmbqihR0PQpyPo0dBcRhwAAMAgRhybuKGG\nHg1Bn46gR0NzGXEAAACDGHFs4oYaejQEfTqCHg3NZcQBAAAMcqojrqpeUVXvr6q3XPKxm6rqh6vq\n7VX1hqq68TSfgdPhhhp6NAR9OoIeDc112u/EvTLJsy772Ncl+eG11hOT/OjhawAAAE7gVEfcWusn\nktxz2Yf/fJLvPvzxdyf5/NN8Bk6HG2ro0RD06Qh6NDTXLr4m7lFrrfcf/vj9SR61g2cAAAAYaaff\n2GSttZKsXT4D27ihhh4NQZ+OoEdDc92wgz/m+6vq0WutX6uqj03y61f6SbfffntuvvnmJMmNN96Y\nW2+99d7/oV1863fa6/tcfH3bVV4f/D67ft7pr+/1rsN/fcIxrw+dl+f3+v6v73Px9W3HvM65ev6p\nr0/cz+HrXT+v10e/Pnk/5+N5p79OctDICfu5+O9xXp7f6yu/vs/F17dd5bX/Ph+I1/e6Dv5+7s47\n78yFCxeSJHfddVeOUgdvhp2eqro5yevWWp98+Pobk/zGWuvvVdXXJblxrfV1l/0+67Sf66xVVU7+\npmPlvP/5X/p/SudVVSUvPuFPfnHO/X/m17trayg57x3tXUOJjs65fWsoOf8daWj/+Pu5s3c9//1c\nVWWtVVf63INO+Q/86iQ/leQTquq9VfWXk9yR5M9U1duT/KnD1wAAAJzAqZ5TrrW+5Cqf+tOn+cfl\n9J33f2oD552GoE9H0KOhuU71nTgAAAAeWEYcm3zkF/cC10JD0Kcj6NHQXEYcAADAIEYcm7ihhh4N\nQZ+OoEdDcxlxAAAAgxhxbOKGGno0BH06gh4NzWXEAQAADGLEsYkbaujREPTpCHo0NJcRBwAAMIgR\nxyZuqKFHQ9CnI+jR0FxGHAAAwCBGHJu4oYYeDUGfjqBHQ3MZcQAAAIMYcWzihhp6NAR9OoIeDc1l\nxAEAAAxixLGJG2ro0RD06Qh6NDSXEQcAADCIEccmbqihR0PQpyPo0dBcRhwAAMAgRhybuKGGHg1B\nn46gR0NzGXEAAACDGHFs4oYaejQEfTqCHg3NZcQBAAAMYsSxiRtq6NEQ9OkIejQ0lxEHAAAwiBHH\nJm6ooUdD0Kcj6NHQXEYcAADAIEYcm7ihhh4NQZ+OoEdDcxlxAAAAgxhxbOKGGno0BH06gh4NzWXE\nAQAADGLEsYkbaujREPTpCHo0NJcRBwAAMIgRxyZuqKFHQ9CnI+jR0FxGHAAAwCBGHJu4oYYeDUGf\njqBHQ3MZcQAAAIMYcWzihhp6NAR9OoIeDc1lxAEAAAxixLGJG2ro0RD06Qh6NDSXEQcAADCIEccm\nbqihR0PQpyPo0dBcRhwAAMAgRhybuKGGHg1Bn46gR0NzGXEAAACDGHFs4oYaejQEfTqCHg3NZcQB\nAAAMYsSxiRtq6NEQ9OkIejQ0lxEHAAAwiBHHJm6ooUdD0Kcj6NHQXEYcAADAIEYcm7ihhh4NQZ+O\noEdDcxlxAAAAgxhxbOKGGno0BH06gh4NzWXEAQAADGLEsYkbaujREPTpCHo0NJcRBwAAMIgRxyZu\nqKFHQ9CnI+jR0FxGHAAAwCBGHJu4oYYeDUGfjqBHQ3MZcQAAAIMYcWzihhp6NAR9OoIeDc1lxAEA\nAAxixLGJG2ro0RD06Qh6NDSXEQcAADCIEccmbqihR0PQpyPo0dBcRhwAAMAgRhybuKGGHg1Bn46g\nR0NzGXEAAACDGHFs4oYaejQEfTqCHg3NZcQBAAAMYsSxiRtq6NEQ9OkIejQ0lxEHAAAwiBHHJm6o\noUdD0Kcj6NHQXEYcAADAIEYcm7ihhh4NQZ+OoEdDcxlxAAAAgxhxbOKGGno0BH06gh4NzWXEAQAA\nDGLEsYkbaujREPTpCHo0NJcRBwAAMIgRxyZuqKFHQ9CnI+jR0FxGHAAAwCBGHJu4oYYeDUGfjqBH\nQ3MZcQAAAIMYcWzihhp6NAR9OoIeDc1lxAEAAAxixLGJG2ro0RD06Qh6NDSXEQcAADCIEccmbqih\nR0PQpyPo0dBcRhwAAMAgRhybuKGGHg1Bn46gR0NzGXEAAACDGHFs4oYaejQEfTqCHg3NZcQBAAAM\nYsSxiRtq6NEQ9OkIejQ0lxEHAAAwiBHHJm6ooUdD0Kcj6NHQXEYcAADAIEYcm7ihhh4NQZ+OoEdD\ncxlxAAAAgxhxbOKGGno0BH06gh4NzWXEAQAADGLEsYkbaujREPTpCHo0NJcRBwAAMIgRxyZuqKFH\nQ9CnI+jR0FxGHAAAwCBGHJu4oYYeDUGfjqBHQ3MZcQAAAIMYcWzihhp6NAR9OoIeDc1lxAEAAAxi\nxLGJG2ro0RD06Qh6NDSXEQcAADCIEccmbqihR0PQpyPo0dBcRhwAAMAgRhybuKGGHg1Bn46gR0Nz\nGXEAAACDGHFs4oYaejQEfTqCHg3NZcQBAAAMYsSxiRtq6NEQ9OkIejQ0lxEHAAAwiBHHJm6ooUdD\n0Kcj6NHQXEYcAADAIEYcm7ihhh4NQZ+OoEdDcxlxAAAAgxhxbOKGGno0BH06gh4NzWXEAQAADGLE\nsYkbaujREPTpCHo0NJcRBwAAMIgRxyZuqKFHQ9CnI+jR0FxGHAAAwCBGHJu4oYYeDUGfjqBHQ3MZ\ncQAAAIMYcWzihhp6NAR9OoIeDc1lxAEAAAxixLGJG2ro0RD06Qh6NDSXEQcAADCIEccmbqihR0PQ\npyPo0dBcRhwAAMAgRhybuKGGHg1Bn46gR0NzGXEAAACDGHFs4oYaejQEfTqCHg3NZcQBAAAMYsSx\niRtq6NEQ9OkIejQ0lxEHAAAwiBHHJm6ooUdD0Kcj6NHQXEYcAADAIEYcm7ihhh4NQZ+OoEdDcxlx\nAAAAgxhxbOKGGno0BH06gh4NzWXEAQAADGLEsYkbaujREPTpCHo0NJcRBwAAMIgRxyZuqKFHQ9Cn\nI+jR0FxGHAAAwCBGHJu4oYYeDUGfjqBHQ3MZcQAAAIMYcWzihhp6NAR9OoIeDc1lxAEAAAxyw67+\nwFV1V5LfSvL7ST681nrarp6Fa+eGGno0BH06gh4NzbWzEZdkJbltrfWBHT4DAADAKLs+p6wd//HZ\nyA019GgI+nQEPRqaa5cjbiX5kar6uap6/g6fAwAAYIxdnlP+ibXWv6uqRyb54ap661rrJy5+8vbb\nb8/NN9+cJLnxxhtz66233nu3e/GfGkx7fZ+Lr2+7yuuD32fXz3vSP5/z8jxX/c/7XYf/+oRjXp/z\nP5/r/fV9Lr6+7ZjXOVfPP/X1ifs5fL3r5/X66Ncn7+d8PO/xfz7n+6+XSQ4aOWE/5/3Px+uD1/e5\n+Pq2q7ye8d/npc96Hp7nqv95Xwd/P3fnnXfmwoULSZK77rorR6m11pE/4SxU1d9O8sG11jcdvl7n\n4bkeSFWVgzcfT/Szs29//rtQVcmLT/iTXxz/mZ9z19ZQoqO+a2oo0dE5p6Gzp6H94+/nzt71fXV2\n3gAAFv9JREFU/PdzVZW11hW//OxBZ/0wSVJVf6SqHnb44z+a5JlJ3rKLZ2Gbj/ynUcC10BD06Qh6\nNDTXrs4pH5Xknx/804zckOSfrLXesKNnAQAAGGMnI26t9a4kt+7ij80D4373/sA10xD06Qh6NDTX\nTs4pAQAA2MaIYxM31NCjIejTEfRoaC4jDgAAYBAjjk3cUEOPhqBPR9CjobmMOAAAgEGMODZxQw09\nGoI+HUGPhuYy4gAAAAYx4tjEDTX0aAj6dAQ9GprLiAMAABjEiGMTN9TQoyHo0xH0aGguIw4AAGAQ\nI45N3FBDj4agT0fQo6G5jDgAAIBBjDg2cUMNPRqCPh1Bj4bmMuIAAAAGMeLYxA019GgI+nQEPRqa\ny4gDAAAYxIhjEzfU0KMh6NMR9GhoLiMOAABgECOOTdxQQ4+GoE9H0KOhuYw4AACAQYw4NnFDDT0a\ngj4dQY+G5jLiAAAABjHi2MQNNfRoCPp0BD0amsuIAwAAGMSIYxM31NCjIejTEfRoaC4jDgAAYBAj\njk3cUEOPhqBPR9CjobmMOAAAgEGMODZxQw09GoI+HUGPhuYy4gAAAAYx4tjEDTX0aAj6dAQ9GprL\niAMAABjEiGMTN9TQoyHo0xH0aGguIw4AAGAQI45N3FBDj4agT0fQo6G5jDgAAIBBjDg2cUMNPRqC\nPh1Bj4bmMuIAAAAGMeLYxA019GgI+nQEPRqay4gDAAAYxIhjEzfU0KMh6NMR9GhoLiMOAABgECOO\nTdxQQ4+GoE9H0KOhuYw4AACAQYw4NnFDDT0agj4dQY+G5jLiAAAABjHi2MQNNfRoCPp0BD0amsuI\nAwAAGMSIYxM31NCjIejTEfRoaC4jDgAAYBAjjk3cUEOPhqBPR9CjobmMOAAAgEGMODZxQw09GoI+\nHUGPhuYy4gAAAAYx4tjEDTX0aAj6dAQ9GprLiAMAABjEiGMTN9TQoyHo0xH0aGguIw4AAGAQI45N\n3FBDj4agT0fQo6G5jDgAAIBBjDg2cUMNPRqCPh1Bj4bmMuIAAAAGMeLYxA019GgI+nQEPRqay4gD\nAAAYxIhjEzfU0KMh6NMR9GhoLiMOAABgECOOTdxQQ4+GoE9H0KOhuYw4AACAQYw4NnFDDT0agj4d\nQY+G5jLiAAAABjHi2MQNNfRoCPp0BD0amsuIAwAAGMSIYxM31NCjIejTEfRoaC4jDgAAYBAjjk3c\nUEOPhqBPR9CjobmMOAAAgEGMODZxQw09GoI+HUGPhuYy4gAAAAYx4tjEDTX0aAj6dAQ9GprLiAMA\nABjEiGMTN9TQoyHo0xH0aGguIw4AAGAQI45N3FBDj4agT0fQo6G5jDgAAIBBjDg2cUMNPRqCPh1B\nj4bmMuIAAAAGMeLYxA019GgI+nQEPRqay4gDAAAYxIhjEzfU0KMh6NMR9GhoLiMOAABgECOOTdxQ\nQ4+GoE9H0KOhuYw4AACAQYw4NnFDDT0agj4dQY+G5jLiAAAABjHi2MQNNfRoCPp0BD0amsuIAwAA\nGMSIYxM31NCjIejTEfRoaC4jDgAAYBAjjk3cUEOPhqBPR9CjobmMOAAAgEGMODZxQw09GoI+HUGP\nhuYy4gAAAAYx4tjEDTX0aAj6dAQ9GprLiAMAABjEiGMTN9TQoyHo0xH0aGguIw4AAGAQI45N3FBD\nj4agT0fQo6G5jDgAAIBBjDg2cUMNPRqCPh1Bj4bmMuIAAAAGMeLYxA019GgI+nQEPRqay4gDAAAY\nxIhjEzfU0KMh6NMR9GhoLiMOAABgECOOTdxQQ4+GoE9H0KOhuYw4AACAQYw4NnFDDT0agj4dQY+G\n5jLiAAAABjHi2MQNNfRoCPp0BD0amsuIAwAAGMSIYxM31NCjIejTEfRoaC4jDgAAYBAjjk3cUEOP\nhqBPR9CjobmMOAAAgEGMODZxQw09GoI+HUGPhuYy4gAAAAYx4tjEDTX0aAj6dAQ9GprLiAMAABjE\niGMTN9TQoyHo0xH0aGguIw4AAGAQI45N3FBDj4agT0fQo6G5jDgAAIBBjDg2cUMNPRqCPh1Bj4bm\nMuIAAAAGMeLYxA019GgI+nQEPRqay4gDAAAYxIhjEzfU0KMh6NMR9GhoLiMOAABgECOOTdxQQ4+G\noE9H0KOhuYw4AACAQYw4NnFDDT0agj4dQY+G5jLiAAAABjHi2MQNNfRoCPp0BD0amsuIAwAAGMSI\nYxM31NCjIejTEfRoaC4jDgAAYBAjjk3cUEOPhqBPR9CjobmMOAAAgEGMODZxQw09GoI+HUGPhuYy\n4gAAAAYx4tjEDTX0aAj6dAQ9GprLiAMAABjEiGMTN9TQoyHo0xH0aGguIw4AAGAQI45N3FBDj4ag\nT0fQo6G5jDgAAIBBjDg2cUMNPRqCPh1Bj4bm2smIq6pnVdVbq+odVfWiXTwDPXfeeeeuHwFG0xD0\n6Qh6NDTXmY+4qnpwkm9N8qwkT07yJVX1iWf9HPRcuHBh148Ao2kI+nQEPRqaaxfvxD0tyTvXWnet\ntT6c5DVJnr2D5wAAABhnFyPusUnee8nruw8/xiB33XXXrh8BRtMQ9OkIejQ0V621zvYPWPWcJM9a\naz3/8PVfTPIZa62vvOTnnO1DAQAAnDNrrbrSx2846wdJ8r4kj7/k9eNz8G7cva72sAAAANe7XZxT\n/lySW6rq5qr6qCTPTfLaHTwHAADAOGf+Ttxa6/eq6iuSvD7Jg5N851rrV8/6OQAAACY686+JAwAA\nYLud/GLfAAAAbLOLb2zCMFX1oBz8+n6PTbJy8M1pfmZ5GxdOREPQpyPo0dB+cU7JkarqmUlenuSd\nue+7iD4uyS1JXrjWev2ung0m0BD06Qh6NLR/jDiOVFVvzcGv63fXZR9/QpIfXGs9aScPBkNoCPp0\nBD0a2j++Jo7jPDgHb7df7n1xjgsnoSHo0xH0aGjP+C+N47wiyc9W1atz39vvj0/yxYefA46mIejT\nEfRoaM84p+RYVfXkJM9O8pjDD70vyWvXWr+yu6eCOTQEfTqCHg3tFyMOAABgEF8Tx5Gq6saquqOq\n3lpV91TVBw5/fEdV3bjr54PzTkPQpyPo0dD+MeI4zvcmuSfJbUluWmvdlOTpSS4cfg44moagT0fQ\no6E945ySI1XV29daT7zWzwEHNAR9OoIeDe0f78RxnHdX1ddW1aMufqCqHl1VL0rynh0+F0yhIejT\nEfRoaM8YcRznuUkekeRNhzfU9yR5Y5KHJ/miXT4YDKEh6NMR9GhozzinBAAAGMQ7cZxYVX3aZa+f\nuqtngYk0BH06gh4N7Qcjjmvx1y97/YKdPAXMpSHo0xH0aGgPOKcEAAAY5IZdPwDnX1U9KMnTkjzm\n8EPvS/Izyz8BgBPREPTpCHo0tF+8E8eRquqZSV6e5J1J7j788OOS3JLkhWut1+/q2WACDUGfjqBH\nQ/vHiONIVfXWJM9aa9112cefkOQH11pP2smDwRAagj4dQY+G9o9vbMJxHpyDt9sv9744x4WT0BD0\n6Qh6NLRn/JfGcV6R5Ger6tW57+33xyf54sPPAUfTEPTpCHo0tGecU3Ksqnpykmfn/l8I+9q11q/s\n7qlgDg1Bn46gR0P7xYgDAAAYxNfEcaSqurGq7qiqt1bVPVX1gcMf31FVN+76+eC80xD06Qh6NLR/\njDiO871J7klyW5Kb1lo3JXl6kguHnwOOpiHo0xH0aGjPOKfkSFX19rXWE6/1c8ABDUGfjqBHQ/vH\nO3Ec591V9bVV9aiLH6iqR1fVi5K8Z4fPBVNoCPp0BD0a2jNGHMd5bpJHJHnT4Q31PUnemOThSb5o\nlw8GQ2gI+nQEPRraM84pAQAABvFOHCdWVZ922eun7upZYCINQZ+OoEdD+8GI41r89ctev2AnTwFz\naQj6dAQ9GtoDzikBAAAGuWHXD8D5V1UPSvK0JI85/ND7kvzM8k8A4EQ0BH06gh4N7RfvxHGkqnpm\nkpcneWeSuw8//LgktyR54Vrr9bt6NphAQ9CnI+jR0P4x4jhSVb01ybPWWndd9vEnJPnBtdaTdvJg\nMISGoE9H0KOh/eMbm3CcB+fg7fbLvS/OceEkNAR9OoIeDe0Z/6VxnFck+dmqenXue/v98Um++PBz\nwNE0BH06gh4N7RnnlByrqp6c5Nm5/xfCvnat9Su7eyqYQ0PQpyPo0dB+MeIAAAAG8TVxHKmqbqyq\nO6rqrVV1T1V94PDHd1TVjbt+PjjvNAR9OoIeDe0fI47jfG+Se5LcluSmtdZNSZ6e5MLh54CjaQj6\ndAQ9Gtozzik5UlW9fa31xGv9HHBAQ9CnI+jR0P7xThzHeXdVfW1VPeriB6rq0VX1oiTv2eFzwRQa\ngj4dQY+G9owRx3Gem+QRSd50eEN9T5I3Jnl4ki/a5YPBEBqCPh1Bj4b2jHNKAACAQbwTBwAAMIgR\nBwAAMIgRBwAAMMgNu34Azr/DXwTyWUkee/ihu5O8fq11YXdPBfNV1Z9Za/3wrp8DJvDXIjgd/lo0\nk3fiOFJV/aUkb87BLw75hw9/+1NJfr6qnrfDR4N98IpdPwBM4K9FcKr8tWgg352SI1XV25M87fJ/\n0llVH5PkZ9Zat+zmyWCGqnrdEZ9+xlrrj5zZw8BQ/loEPf5atH+cU7KV9Q8n8yeTfGmSD17ysZWk\nknzGTp4I9oe/FsHJ+GvRnjHiOM43JHlzVb0hB19/kCSPT/LMJC/Z2VPBHD+d5ENrrTde/omqetvZ\nPw6M5K9F0OOvRXvGOSXHqqqbknxuksccfuh9Sd6w1vrA7p4KgOuJvxYB3MeIAwAAGMR3p+RIVfWU\nqvqRqnpNVT2hqn6sqn6zqn6iqj5+188H552GoE9H0KOh/WPEcZx/mOTvJ/mBJD+V5NuTfEySb0zy\n8h0+F0yhIejTEfRoaM84p+RIVfULa61PPfzxO9daH3+lzwFXpiHo0xH0aGj/eCeO4zz4kh9/82Wf\ne8hZPggMpSHo0xH0aGjPGHEc5+VV9bAkWWvd+3b74f30j+zsqWAODUGfjqBHQ3vGOSUAAMAg3onj\nmlXVz+/6GWAyDUGfjqBHQ7MZcWxRu34AGE5D0Kcj6NHQYEYcW/yLXT8ADPd/7voBYA/4axH0aGgw\nXxPHNauqp6613rzr5wDg+lRVfyzJLUn+77XWPbt+HoCz5p04jlRVn3b421Mv/muSH7j48V0/H5x3\nVfVXLvnx46rqR6vqQlX9VFU9cZfPBlNU1T+pqkcc/vhzk7wlyR1JfrGqvminDwcDVNU9VfWPq+oZ\nVeWMcg94J44jVdUfJPk3SX73kg//8cOPZa319F08F0xx2S+w+n1JfjjJdyb580m+Yq31jF0+H0xQ\nVb+81vqkwx//6yRfsta663DY/cu11qfs9gnhfKuqtyV5WZL/JsnNSb4vyavXWv9ml8/Fdt6J4zj/\ndZLfS/I/r7Wefjjafu2SHwMn9wlrrW9fa/3+WuufJ3n4rh8IhqjDE8ok+f0k702Stdb/l/v/IsbA\nlX1orfWta63PSvKZSf5tDn7tuHdV1Ut3/GxsYMRxpLXW9yf5vCTPrKrvq6qP2/UzwTCPq6p/UFUv\nS/KIqnrIJZ+7YVcPBcP8nSQ/dnie/K+SfG9V3V5V35Xkh3b6ZDDMWuvda62/t9b6tCR/Nve/tmII\n55Sc2OHXwH1zkv9srfXIXT8PTFBVtydZOfhWzivJ69ZaH6iqRyf5qrXW39zl88EUVXVLkufn4Bua\nPCQH78b972ut1+/0wWCAqvrmtdZX7/o5eOAYcVyTwy+Gfdha67d2/SwAAHA9MuI4VlU9K8nnJ3ns\n4YfuTvIDay0nLHACV2jofTl4B0FDcEL+WgQ9/lq0X4w4jlRVfz8HpyuvykHsSfK4JF+a5J1rra/a\n1bPBBBqCPh1Bj4b2jxHHkarqHWutW67w8UryjrXWx+/gsWAMDUGfjqBHQ/vHd6fkOL9TVU+7wsef\nluTfn/XDwEAagj4dQY+G9oxvb81xbk/ybVX1sBx8/UFy8Pb7bx1+Djja7dEQdN0eHUHH7dHQXnFO\nyYlU1cfmki8mX2v92i6fB6bREPTpCHo0tD+cU3Iia61/t9b6ubXWzyV5wa6fB6bREPTpCHo0tD+M\nOLZ49q4fAIbTEPTpCHo0NJgRxxa16weA4TQEfTqCHg0N5mviuGZV9aC11h/s+jlgKg1Bn46gR0Oz\neSeOI1XVF1TVww9//B9X1auS/FJV/dOqetyOHw/OPQ1Bn46gR0P7x4jjON+w1vqNwx9/a5JfSPJn\nk/xgklfu7KlgDg1Bn46gR0N7xjklR6qqt621PuHwx29eaz31ks/94lrrKbt7Ojj/NAR9OoIeDe0f\n78RxnDdV1ddX1R9O8saq+oIkqaqnJ7mw20eDETQEfTqCHg3tGe/EcaSq+qgkfyvJXz780OOSfCjJ\n65K8aK31nl09G0ygIejTEfRoaP8YcZxYVd2Y5IYkv7H8DweumYagT0fQo6H9YMSxWVU9aa311l0/\nB0ylIejTEfRoaCYjjs2q6j1rrf9k188BU2kI+nQEPRqa6YZdPwDnW1W97IhPf8yZPQgMpSHo0xH0\naGj/eCeOI1XVbyf5G0l+N8ml/2OpJN+01nr4Th4MhtAQ9OkIejS0f7wTx3F+Lskvr7X+1eWfqKoX\nn/3jwDgagj4dQY+G9ox34jhSVd2U5HfWWh/a9bPARBqCPh1Bj4b2jxEHAAAwyIN2/QCcb1V1Y1Xd\nUVVvrap7quoDhz++4/DXGQGOoCHo0xH0aGj/GHEc53uT3JPktiQ3rbVuSvL0JBcOPwccTUPQpyPo\n0dCecU7Jkarq7WutJ17r54ADGoI+HUGPhvaPd+I4zrur6mur6lEXP1BVj66qFyV5zw6fC6bQEPTp\nCHo0tGeMOI7z3CSPSPKmwxvqe5K8McnDk3zRLh8MhtAQ9OkIejS0Z5xTAgAADOKdOI5VVU+qqmdU\n1UMv+/izdvVMMImGoE9H0KOh/WLEcaSq+qokP5DkK5P8X1X1+Zd8+u/u5qlgDg1Bn46gR0P754Zd\nPwDn3pcleepa64NVdXOS/62qbl5rfctuHwvG0BD06Qh6NLRnjDiOU2utDybJWuuuqrotyfdX1ccl\nqZ0+GcygIejTEfRoaM84p+Q4v15Vt158cfh/AP9VDr6b0afs7KlgDg1Bn46gR0N7xnen5EhV9fgk\nH15r/dplH68kf2Kt9ZO7eTKYQUPQpyPo0dD+MeIAAAAGcU4JAAAwiBEHAAAwiBEHAAAwiBEHwHWr\nql5cVV9zxOefXVWfeJbPBADHMeIAuJ4d9929/kKSJ5/FgwDASfnulABcV6rqbyX5S0l+Pcl7k7w5\nyW8m+bIkH5XknUm+NMmnJnnd4ed+M8kX5OAffn5rkkcm+VCS56+13nbGfwoAXOeMOACuG1X11CSv\nTPK0JA9J8vNJvi3Jd621PnD4c16S5P1rrW+tqlcmed1a658dfu5Hk/y1tdY7q+ozkrx0rfWMXfy5\nAHD9umHXDwAAZ+i/SPLP1lq/k+R3quq1SSrJJ1fV/5TkjyV5aJIfuuT3qSSpqocm+cwk33fw6+Mm\nOXjnDgDOlBEHwPVk5XCUXeaVSZ691npLVT0vyW2X/T7JwSnlhbXWp57uIwLA0XxjEwCuJz+e5POr\n6g9V1cOS/LnDjz8sya9V1UOS/MXcN9x+O8lHJ8la67eSvKuqvjBJ6sCnnOnTA0B8TRwA15mq+ptJ\nnpeDb2zy7hx8XdyHknxtkv83yU8neeha6/9v3w5qIISCIAr2l4EVdKAALXjYwwrAIrfPAQ8kHaoc\nzPElPfsYY03yT3Il2fLE3S/Jkuen7pxzHq8fAcCniTgAAIAi5pQAAABFRBwAAEAREQcAAFBExAEA\nABQRcQAAAEVEHAAAQBERBwAAUOQGfHk8iAGF6cMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bdc15290>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = monthly_replica_history[non_ddm_columns].plot(kind='bar', figsize=(15, 15), title=\"Max. replica size of Non-DDM directories within one month\")\n",
    "ax.set_xlabel('date')\n",
    "ax.set_ylabel('Size [TB]')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x2a9d4a890>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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f+tSncvDBB+fAAw9Mkrz0pS/N8573vFx44YUppWSTTTbJd7/73fzyl7/Mdttt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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x298e05f10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = monthly_space_history[ddm_columns].plot(kind='bar', figsize=(15, 15), title=\"Max. size of DDM directories within one month\")\n",
    "ax.set_xlabel('date')\n",
    "ax.set_ylabel('Size [TB]')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x27e547710>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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nnHOOvv3tb6uyslKzZs3SmDFjtGXLFr377ruaMWOGHnvsMe3YsUPPP/+8+vfv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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x28d161690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = monthly_replica_history[ddm_columns].plot(kind='bar', figsize=(15, 15), title=\"Max. replica size of DDM directories within one month\")\n",
    "ax.set_xlabel('date')\n",
    "ax.set_ylabel('Size [TB]')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x2b36fc850>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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4evQol156KX/84x8pLS1l2bJlXHnllRQXF1NdXc3ixYv5/PPPqaioYPPmzYwd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\nWpIkSZIkSZvx//fGkaKqITkdAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2a6f05e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = my_space_history[ddm_columns].plot(figsize=(10, 10), title=\"Size of ddm directories\")\n",
    "ax.set_xlabel('date')\n",
    "ax.set_ylabel('Size [TB]')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x2b36fc7d0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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QRATnHGVl8zjwwDuT3ZRmKSg4nmHD3kl2M5qsomI2w4aNSXYzUlKmZPP++9/i888fpk+f\n/0x2UyTFqAZNRNi1ayXvvXcMI0euw6zecggRiYMtW15l6dLLGD78X5jpvr1Mo8dsiIhXWdnb5Ocf\nrc6ZSIJ16XI8WVlt2bz5H8luiqQYddBIj+elxJPyCZYu2cTrBoF0ySdelE+wTMnGzOjX72pWr57S\npP0yJZ/mSod81EETEcrK5rW6OzhF0kWPHmezc+dSyssXJrspkkJUgyaS4aqrK5k7t4BRo9aTk5Pe\nd82JpKpVq26nomIRhx32cLKbIgmkGjQRCbR9+/u0a7efOmciSdS79yVs3vw8u3atSXZTJEWog0Z6\njFXHk/IJlg7Z1NwgEA/pkE88KZ9gmZZNbm4XevW6iLVrpzVq+0zLp6nSIR910EQyXGucQUAkHfXt\nO5n166dTVVWW7KZIClANmkiGe/vtgxk48HE6djwi2U0RyXgffngOnTodTVHRj5PdFEkA1aCJSL0q\nK7ewZ896OnQ4LNlNERGgqOhq1qy5g+rqPcluiiSZOmikx1h1PCmfYK09m/Ly+eTnH4VZdlyO39rz\niTflEyxTs+nUaTjt2x/Mhg0zvNtlaj6NlQ75qIMmksHieYOAiDRPScmNrFx5s66iZTjVoIlksPff\nP5Xevb9P9+6nJ7spIhJj0aKxdOt2On37/iDZTZE4Ug2aiHyFc46ysvm6g1MkBe23342sWnUL1dW7\nk90USRJ10EiPsep4Uj7BWnM2O3cuIzu7PW3b9o7bOVpzPomgfIJlejadOh1Nhw5HsH79ffWuz/R8\nGpIO+eQkuwEiqWrDhgeoqPjAu83atav59NNnE9SicO3atUxXz0RSWEnJL/nXv8bTq9cksrPzkt0c\nSTDVoInUY8OGB1ix4lf06fNfyW5KXBUUnEh+/pBkN0NEAnzwwTgKCk6mX7/Lk90UiQNfDZo6aCJ1\nbN06hw8/nMDgwa/RocOhyW6OiGSw8vJ3+eCDb3P00Z+Snd0u2c2RkKXMTQJmNtbMlpjZUjP7aT3r\nv2Nmi8xsoZm9a2YnNHbflkiHsep4yqR8du5cxkcfncWhhz7cqM5ZJmXTHMrHT/kEUzYR+flHkZ8/\njPXr79nndeXjlw75JKwGzSJPwvwD8A1gLbDAzJ52zi2O2exl59zfo9sfATwJDGjkviItUlm5lQ8+\nGEf//r+gsPDkZDdHRASI1KItWnQS27bNrX3ts8820r17jyS2KrW1NB+zHAYMuIs2bbqF2KomtiFR\nQ4JmNhK4wTk3Nrp8LYBz7jbP9r93zh3T2H01xCnNVV1dxQcfnEr79odw4IHTkt0cEZF9bN36Onv2\nfJ7sZmSMFSt+yYEH/pGCgjFxPY9viDORd3H2BVbHLK8BvnILmZmdDtwK9AZqLmM0al+R5lq27GrM\nsjnggN8luykiIl/RpctxyW5CRtm48a9UVm5KahsSWYPWqEtbzrmnnHOHAuOAh8ys3p5lmNJhrDqe\n0j2f6uoq1q+/j0MPfZisrKb9myXds2kp5eOnfIIpGz/l49fSfHJzu1NZ+UU4jWmmRF5BWwsUxSwX\nEbkSVi/n3BwzywEKo9s1at+JEydSUlICQJcuXRg8eDBjxowB/v0HVne5RtD6TF+ukSrtCXt52LBu\ntG3bjzfe+KDJ+5eWlia9/am8rHyUT3OXS0tLU6o9qbasfPzLLc3n3Xd3kJU1n3PO+a9Q21fz+4oV\nK2hIImvQcoCPgROBdcB84Huxhf5mdgCw3DnnzGwoMNM5d0Bj9o3urxo0abINGx5k8+YXOOywvya7\nKSIikgLWrLmTnTs/5cAD74rreVKiBs05V2VmlwEvAtnAdOfcYjO7NLr+bmACcKGZVQIVwDm+fRPV\ndklv5eXv0bGjHtYqIiIRubndKCubl9Q2ZCXyZM65F5xzBzvnBjjnbo2+dne0c4Zz7rfOucOdc0Oc\nc8c65xb49g1L7KVH+ap0z6eiYiEdOw5t1r7pnk1LKR8/5RNM2fgpH7+W5pOb2509e5Jbg5bQDppI\nqnGumoqKhZruSEREaqXCTQKa6kky2o4dS1m06CRGjlyR7KaIiEiK2LVrDe+9N4JRo9bF9TwpM9WT\nSKqpqHiP/PzmDW+KiEh6ys3tRmXlJpJ50UcdNDSW35B0zidyg0DzO2jpnE0YlI+f8gmmbPyUj19L\n88nOziMrqy1795aF06BmUAdNMpquoImISH2SfaOAatAkYznneOONbgwf/iFt2/ZKdnNERCSFvPvu\n0QwYcAedO4+M2zlUgyZSj927V5GV1VadMxER+YrInZzJm49THTQ0lt+QdM2npfVnkL7ZhEX5+Cmf\nYMrGT/n4hZFP5EaB5A1xqoMmGUv1ZyIiEqRNm+Q+C001aJKx3n//NHr3nkT37uOT3RQREUkxq1b9\nlj17NjJgwJS4nUM1aCL10BU0EREJkuzZBNRBQ2P5DUnHfHbvXk919W7ati1u0XHSMZswKR8/5RNM\n2fgpH7/watB0k4BIQkXm3xyKWb1XlkVEJMMl+wqaatAkI61YcRN795ZzwAG/SXZTREQkBe3cuYxF\ni77BMcd8FrdzqAZNpA7Vn4mIiE+yZxJQBw2N5TckHfMJ4xlokJ7ZhEn5+CmfYMrGT/n4hZFPdnY+\nzlWyd+/OljeoGdRBk4xTWfklVVWbadfugGQ3RUREUpSZJfVGAdWgScbZvPllVq78NUOGvJbspoiI\nSApbsGAwhxxyf9xKYlSDJhJD9WciItIYyZxNQB00NJbfkHTLp6JiIR07DgnlWOmWTdiUj5/yCaZs\n/JSPX1j5JHPC9JyknDWOysrebvI+27d/RFlZuzi0Jj2kWz5lZW9TXHx9spshIiIpLje3W9Lu5Ey7\nGrR33hmR7GZIisvJ6cwRRzxPVlba/ftERERCtGLFr6mu3sX++98cl+P7atDS7m+oo45q+hU0ERER\nkbpyc7tTUfFeUs6tGjQ0lt8Q5RNM2fgpHz/lE0zZ+Ckfv7DyidwkkJwaNHXQREREROoReQ6aatBa\nTM9BExERkbBs3/4R//rXdzn66CVxOb6egyYiIiLSRJHHbOg5aEmjsXw/5RNM2fgpHz/lE0zZ+Ckf\nv/Ceg1ZIVdU2qqurQjleU6iDJiIiIlIPs2xycwuoqtqc+HOnU82WatBEREQkTPPnH8rAgY/TocPA\n0I+tGjQRERGRZsjN7Z6U2QTUQUNj+Q1RPsGUjZ/y8VM+wZSNn/LxCzOfZN0ooA6aiIiISIBkTZiu\nGjQRERGRAMuX/5ysrDaUlPxP6MdWDZqIiIhIM0Sme9IQZ1JoLN9P+QRTNn7Kx0/5BFM2fsrHL+wa\nNN0kICIiIpJCVIMWAtWgiYiISJjKyxeyZMlEhg9fFPqxVYMmIiIi0gx6zEYSaSzfT/kEUzZ+ysdP\n+QRTNn7Kxy/MfCI3CWwi0SN06qCJiIiIBMjKaktWVh5795Yl9LyqQRMRERHxmDfvAAYNepH27QeE\nelzVoImIiIg0U25ut4TXoamDhsbyG6J8gikbP+Xjp3yCKRs/5eMXdj7JuFFAHTQRERERj2TMJqAa\nNBERERGPZcv+m9zcrhQX/zTU46oGTURERKSZcnO7JXy6J3XQ0Fh+Q5RPMGXjp3z8lE8wZeOnfPxU\ngyYiIiKS5pLRQVMNmoiIiIhHWdnbLF16OUcdNT/U46oGTURERKSZ9By0JNFYvp/yCaZs/JSPn/IJ\npmz8lI9fPGrQdJOAiIiISArJzs7HuUr27t2ZsHOqBk1ERESkAW++2Y+hQ98iL68otGOqBk1ERESk\nBRI9m4A6aGgsvyHKJ5iy8VM+fsonmLLxUz5+8cgn0TcKqIMmIiIi0oA2bXqxZ8+GhJ1PNWgiIiIi\nDVi27L/JySmkf/9rQzumatBEREREWqBNmz7s2bMuYedTBw2N5TdE+QRTNn7Kx0/5BFM2fsrHLx75\ntG3bhz171od+3CDqoImIiIg0oE2b3uzenbgraKpBExEREWnAzp3LWLToGxxzzGehHVM1aCIiIiIt\nELmCtp5EXQhKaAfNzMaa2RIzW2pmP61n/XlmtsjM3jezN8xsUMy6FdHXF5pZqNPJayzfT/kEUzZ+\nysdP+QRTNn7Kxy8e+WRntycrK4+qqi2hH7s+OQk5C2Bm2cAfgG8Aa4EFZva0c25xzGbLgeOcc9vM\nbCxwD3BMdJ0DxjjnNieqzSIiIiI12rbtw+7d68jNLYz7uRJWg2ZmI4EbnHNjo8vXAjjnbgvYvgD4\nwDnXL7r8GTDMOfel5xyqQRMREZG4KC39BsXFP6Ww8KRQjpcqNWh9gdUxy2uirwWZBDwfs+yAl83s\nHTO7JA7tExEREQnUtm3vhD0LLZEdtEZf2jKz44GLgdg6tdHOuSHAKcCPzOzYsBqmsXw/5RNM2fgp\nHz/lE0zZ+Ckfv3jl06ZNn4Q9aiNhNWhE6s6KYpaLiFxF20f0xoB7gbHOudpKPOfc+uh/vzCzJ4ER\nwJy6+0+cOJGSkhIAunTpwuDBgxkzZgzw7z+wuss1gtZn+nKNVGlPKi2XlpamVHtSbVn5KJ/mLpeW\nlqZUe1JtWfn4l+OVz4ABfdi5c1mz96/5fcWKFTQkkTVoOcDHwInAOmA+8L3YmwTMrBh4FTjfOTcv\n5vX2QLZzrtzMOgAvATc6516qcw7VoImIiEhcbNz4GBs3Psbhhz8eyvF8NWgJu4LmnKsys8uAF4Fs\nYLpzbrGZXRpdfzfwP0AB8GczA6h0zo0AegGzoq/lAI/U7ZyJiIiIxFMi5+PMSshZopxzLzjnDnbO\nDXDO3Rp97e5o5wzn3H8657o654ZEf0ZEX1/unBsc/Tm8Zt+wxF56lK9SPsGUjZ/y8VM+wZSNn/Lx\ni1c+iZyPM6EdNBEREZHWqmY+zkSUU2kuThEREZFGmju3gKOP/pTc3K4tPlaqPAdNREREpFWrmZMz\n3tRBQ2P5DVE+wZSNn/LxUz7BlI2f8vGLZz6JulFAHTQRERGRRkrUjQKqQRMRERFppGXLfkpOThf6\n9/9Zi4+lGjQRERGREESuoGmIMyE0lu+nfIIpGz/l46d8gikbP+XjF+8atETcJJDIuThFJMVVVsKH\nH0JYlQJLl0LnzuEcK1ZJCRQUhH9cEZGGtGnTOyFX0FSDJiK1HnwQrr4a+vVLdkuCVVdDeTm8/TZ0\n757s1ohIptm5czmlpScwcuSKFh8rJebiFJHU9+ab8POfw+TJyW6J33XXwfjx8Mor0LZtslsjIpkk\ncgVtA845onOEx4Vq0NBYfkOUT7B0y+btt+GYY8I7Xrzyuekm6NkTLrkkvOHYZEi3z0+YlI2f8vGL\nZz7Z2e3Izm5HVdXmuJ0D1EETkagdO+CTT2Dw4GS3pGFZWZHh2I8+gttuS3ZrRCTTRG4UiG8dmmrQ\nRASAOXPgmmsiV9Fai7VrI1f87rwTvvvdZLdGRDLFokUnUVT0EwoLT27RcVSDJiINmjcPjj462a1o\nmr594e9/h29+EwoLYcCAZLdIRNJBTg706hW8PjIfZ3yvoKmDRmSsesyYMcluRspSPsHSKZu33w7/\nKlQi8hk6FO69Fy66CPbujeupQrd792zath2T7GakJGXjp3z8WprPxo3wzjswaFD96xMxH6c6aCIC\nRDpov/lNslvRPKefHvlpbWbPhjTp34dO2fgpH7+W5vPNb0ZKKII6aG3b9mHnzqXNP0EjqAZNRFi3\nDo48MvKvxjjeNS4i0iqcfz6cfDJceGH96zdunMnGjY9y+OFPtOg8motTRLzefhtGjFDnTEQEoFs3\n2LQpeH0i5uNUBw09T6YhyidYumQzb164zz+rkS75xIvyCaZs/JSPX0vz6d4dvvgieH3kJoH4zsep\nDpqI8Pbbre8OThGReGlMB23PnvXEs6xKNWgiGW7vXujSBVavjvxXRCTTPfkkzJgReYxPkLlzCxkx\n4hPatOnW7POoBk1EAn34YeR5YuqciYhENFSDBv++ihYv6qChsfyGKJ9g6ZBNvOrPID3yiSflE0zZ\n+Ckfv3jXoEH8bxRQB00kw6n+TERkX43poEXm44zfFTTVoIlkuMMPj0w8PnRoslsiIpIaqquhTRvY\nuRNyc+vfZtmya8nJ6UT//tc1+zyqQRORepWVwYoVcMQRyW6JiEjqyMqKzO/75ZfB27Rt2yeu83Gq\ng4bG8huMkjLcAAAgAElEQVSifIK19mwWLIAhQ4L/hdhSrT2feFM+wZSNn/LxCyOfhh+10Uc3CYhI\nfKj+TESkfg110Nq27R3XmwRUgyaSwb7zncicc2eemeyWiIikljPPhDPOgLPPrn/9zp2fUVo6hpEj\nVzb7HKpBE5GvcE5X0EREgjRuNoENcZtNQB00NJbfEOUTrDVns3JlZHL0oqL4naM155MIyieYsvFT\nPn5h5NPQw2qzs/PIzu5AZaXnToIWyInLUUXSwLPPRp6y77NsWeQqVGu0ZEnkAbVW78V1EZHM1r17\n5P+TPpEbBda1aLqnIKpBE6nHU0/Bj34Uqc9KZ+PGwde+luxWiIiknkcfhVmz4LHHgrdZtOhkioqu\nprDwm806h68GTVfQROpYuBAuuQReeAGGDUt2a0REJBkaN5tAb3bvXhuX86sGDY3lNyST8lm3LnJn\n45//3LjOWSZl0xzKx0/5BFM2fsrHLxE1aADt2x/M9u0N1MI0kzpoIlE7dkQ6Z5deGrm1WkREMldj\nrqB16jSKsrI343J+1aCJEJl37eyzIS8vMi+lCudFRDLbnj3QoQPs3h2Z+qk+e/fu4I03ujN69Cay\ns9s1+Rx6DppIA268Edavh/vuU+dMREQik6V36ABbtwZvk53dng4dDqO8/N3Qz68OGhrLb0i657N3\nL/zudzBzJrRt27R90z2bllI+fsonmLLxUz5+YeXTmDq0Tp1GU1b2Rijni6UOmmS8jz6Cvn2hd+9k\nt0RERFJJY+rQOncexbZt4dehqQZNMt706fDaa5HaMxERkRrf/jZcfDGcfnrwNrt2reHdd4cwatRG\nrIk1MqpBE/GYPx9GjEh2K0REJNU05gpaXl4/srLas3Pn0lDPrQ4aGstvSLrnM38+DB/evH3TPZuW\nUj5+yieYsvFTPn5h5dO9e8M1aACdO49m27Zw69DUQZOMtnMnfPIJHHlkslsiIiKpplu3hq+gQXye\nh6YaNMlob74JkyfDggXJbklqamo9haQ//T9WMskDD8DLL8NDD/m3Ky9fyOLF5zFixEdNOr7m4hQJ\noPqzhukvZKmhDrtkmsbUoAF06HAEu3evobJyM7m5haGcW0OcaCy/IemcT0s7aOmcjUgy6bvlp3z8\nEl2DlpWVQ37+CMrK3grlvKAOmmS4ltwgICIi6a2xNWgQ/vPQVIMmGevLL2G//WDLFsjOTnZrUlO0\nPiLZzZAUoc+DZJqKCujRA3bsaHjbzZtfZOXKWxkyZHajj6/noInUY8ECGDZMnTMREalfhw7gHGzf\n3vC2nTodQ3n5O1RXV4ZybnXQ0Fh+Q9I1nzBuEEjXbESSTd8tP+XjF1Y+Zo2/USAnpzPt2u1PRUVp\nKOdWB00ylu7gFBGRhjT2RgGIPA8trAfWqoMGjBkzJtlNSGnpmI9zkSHOlt4gkI7ZtBYlJSVMmTKF\nQYMGkZ+fz6RJk/j888855ZRT6Ny5MyeddBJbt24FYO7cuYwaNYqCggKKi4t54IEHktx6aYi+W37K\nxy/MfJp2o8Do0B5Yqw6aZKRVqyArC/r1S3ZLpLnMjFmzZvHKK6/w8ccf8+yzz3LKKadw2223sXHj\nRqqrq5k2bRorV67k1FNPZfLkyWzatInS0lIGDx6c7OaLSCvR2CFOqLmT841QbqZRBw2N5TckHfOp\nGd5s6XM30zGb1uTyyy+ne/fu9OnTh2OPPZaRI0dy5JFH0rZtW8aPH8/ChQv561//ykknncTZZ59N\ndnY2hYWFHKm5vVKevlt+yscvzHya0kHLy9sf5/aye/eqFp9XMwlIRlL9WXjCerh8c/7B2bNnz9rf\n27Vrt89yXl4eFRUVrF69mv333z+MJopIBmpKDZqZ0bnzKDZv/ifdu3+3RedVBw2N5TckHfOZPx9+\n/vOWHycds2mqVHosVn3DCkVFRcyfPz8JrZGW0HfLT/n4hV2Dtnx547fv2vU0li27huXL/7tF51UH\nTTJOVRW8917kGWiS/s477zxuueUWZs6cyfjx49m2bRtr1qzRMKeINEpThjgBeve+mN69L27k1sFD\nEKpBQ2P5DUm3fBYvht69oaCg5cdKt2xau9jJvM0MM6OoqIjnn3+eqVOn0rVrV4YMGcL777+fxFZK\nY+i75ad8/JJVgxYmXUGTjKP6s/Tw2Wef7bP80EMP7bM8adIkJk2aBMDXvvY15s2bl7C2iUj6aEoN\nWpg0F6dknB/8AA47DK64ItktSX2ae1Fi6fMgmejLL2HAgMi8zWHzzcWZdlfQysuT3QJJdfPmwcSJ\nyW6FiIi0BgUFkUnTKyshNzdx501oB83MxgJ3ANnAfc6539RZfx7w30Sq5sqB/3LOvd+YfWv06dP0\ndlVVzSYnZ0zTd8wQ6ZZP584QVn347NmzdTeVSBzou+WnfPzCzCcrCwoLI8OcvXuHcshGSVgHzcyy\ngT8A3wDWAgvM7Gnn3OKYzZYDxznntkU7ZPcAxzRyX6B5V9BmzwZ9zoMpHxERyWQ1dWiJ7KAlrAbN\nzEYCNzjnxkaXrwVwzt0WsH0B8IFzrl9j91UNmki4VHMksfR5kEx1/PHwi1/ACSeEe1xfDVoiH7PR\nF1gds7wm+lqQScDzzdxXREREJBRNmTA9LInsoDX6n11mdjxwMfDTpu7bHHqejJ/yCaZsROJD3y0/\n5eMXdj7JeBZaIm8SWAsUxSwXEbkStg8zGwTcC4x1zm1pyr4AEydOpKSkBIAuXbowePDg2kLBmj+w\nuss1gtZn+nKNVGlPKi2XlpamVHvisSxSn3h//kpLS+N6/Na+rHz8y2Hns337bBYsAGjZ8Wp+X7Fi\nBQ1JZA1aDvAxcCKwDpgPfC+20N/MioFXgfOdc/Oasm90O9WgiYSotdUcTZw4kaKiIn79618nuylp\nqbV9HkTC8oc/RGah+eMfwz1uStSgOeeqgMuAF4GPgL855xab2aVmdml0s/8BCoA/m9lCM5vv2zdR\nbReR1qFmeqeGjBkzhunTpyegRSKSDtK9Bg3n3AvOuYOdcwOcc7dGX7vbOXd39Pf/dM51dc4Nif6M\n8O0bFg3l+CmfYMom9TTmCk9jOnGSXPpu+Skfv7DzSUYNmiZLF5FWa+HChQwdOpROnTpxzjnnsGvX\nLgC2bt3KaaedRo8ePSgsLGTcuHGsXbsWgOuvv545c+Zw2WWXkZ+fzxXROb8mT55McXExnTt3Ztiw\nYcydOzdp70tEUksyOmiai1NEAqVyzdGePXs48MADueqqq7jssst46qmn+N73vse1117LlVdeyWuv\nvcYpp5xCVVUVF198MZWVlTz55JMAHH/88VxwwQVcfPHFtcd75JFHOPXUU+ncuTN33HEHt99+OytX\nrqRNmzbJeospJ5U/DyLxtH49DBkCGzaEe9yUqEETEQnTvHnzqKqqYvLkyWRnZzNhwgSGDx8OQGFh\nIePHjycvL4+OHTty3XXX8dprr+2zf92OxnnnnUdBQQFZWVlcddVV7N69m48//jhh70dEUlfXrpFJ\n06urE3fOtJssvTlma04zL+UTTNmA3RhOPZe7oWlXZtatW0ffvvs+r7p///4A7Ny5kyuvvJIXX3yR\nLVsiT+upqKjAOVdbf1a3Dm3KlCncf//9rFu3DjOjrKyMTZs2NfftSAvpu+WnfPzCzqdNG+jQAbZu\njczLmQjqoIlIizS1YxWW3r1719aV1Vi5ciUHHHAAU6ZM4ZNPPmH+/Pn06NGD0tJShg4dWttBq9s5\nmzNnDrfffjuvvvoqAwcOBCJX4TScJyI1aurQEtVB0xAn6F8hDVA+wZRN8owaNYqcnBymTZtGZWUl\ns2bNYkHkSZJUVFTQrl07OnfuzObNm7nxxhv32bdnz54sW7asdrm8vJycnBy6devGnj17+NWvfkVZ\nWVlC34/sS98tP+XjF498aiZMTxR10ESkVcrNzWXWrFnMmDGDrl278thjjzFhwgTMjCuvvJKdO3fS\nrVs3Ro0axSmnnLLPVbPJkyfz+OOPU1hYyJVXXsnYsWMZO3YsBx10ECUlJbRr147i4uIkvjsRSTXd\nu8PGjYk7n+7iRGP5DVE+wdI9G921J7ES+XlI9+9WSykfv3jk84MfwKBB8MMfhndM3cUpIiIi0gJ9\n+sC6dYk7n66giUggXUGTWPo8SCa77z546y0Ic5Y4XUETERERaYHevRN7Ba1JHTQzu7oRP5c2fKTU\nojnN/JRPMGUjEh/6bvkpH7945JPoIc6mXkG7Bujo+cmPbiMiIiKSNvr0iUz5lChNqkEzs9udcz9p\n6Tbxoho0kXCp5khi6fMgmay6GvLyoKIiMrNAGHw1aLpJQEQC6S9kiaXPg2S6fv0iNwoUFYVzvNBu\nErCIMWY2KLp8tpn90cx+bGZtw2hsMmgs30/5BFM2IvGh75af8vGLVz6JvFGgqTVofwR+DUw3s4eB\n7wEfAEcB94fcNhGRQCUlJbzyyitfeX3OnDkccsghSWiRiKS7RN4o0NQatMXAYUAesBbo4Zyrssgc\nKh845w6PTzMb3T4NcYqEKJWHtPbbbz+mT5/OCSeckOymZIxU/jyIJMJ//RcccUR4swmE+Ry0XS5i\nJ7DSOVcFEO0VVbawnSIiIiIpK5WHOLub2VVmdnXs7zXLcWhfQmgs30/5BFM2ybVw4UKOPPJIunTp\nwjnnnMPu3buZPXs2RTEVvCUlJUyZMoVBgwaRn5/PpEmT+PzzzznllFPo3LkzJ510Elu3bq3dfu7c\nuYwaNYqCggKKi4t54IEHkvHWMp6+W37Kxy9e+SRyiLOpHbT7iDzrrGOd3zsC94bbNBGRYM45Zs6c\nyYsvvshnn33G+++/z4wZM4hUXPybmTFr1ixeeeUVPv74Y5599llOOeUUbrvtNjZu3Eh1dTXTpk0D\nYOXKlZx66qlMnjyZTZs2UVpayuDBg5Px9kQkBSXyWWg5Tdz+S+fcXXFpSRKFPeN9ulE+wZRN8pgZ\nV1xxBb169QJg3LhxlJaW1nuDwOWXX0737pGL/Mceeyw9e/bkyCOPBGD8+PG1Nxv85S9/4aSTTuLs\ns88GoLCwkMLCwkS8HalD3y0/5eMXr3xSeYjz4ri0QkRaL7NwfpqhpnMG0L59eyoqKurdrmfPnrW/\nt2vXbp/lvLy82v1Wr17N/vvv36y2iEj6S+UhzrSksXw/5RNM2QDOhfOT0CbXf77i4mKWLVuW0LZI\n/fTd8lM+fvHKp3t32LYN9uyJy+H30dQO2iAzKw/4KYtLC0VEGiGMxz+ce+65vPzyy8ycOZOqqiq+\n/PJLFi1aFELrRCQdZGVBjx6wYUMCztXE7d93zuUH/HSKSwsTQGP5fsonmLJJHWZWe4NA3RsF6tu2\nvv2Ki4t5/vnnmTp1Kl27dmXIkCG8//778Wu0BNJ3y0/5+MUzn0QNczb1QbULnXND4tieFtGDakXC\npQeTSix9HkTg9NPhootg/PiWHyvMB9XObHlzUo/G8v2UTzBlIxIf+m75KR+/eOaTqDs5m9pB+7Kh\nDczs+81si4iIiEhKS9UhzuXANUB9l+Nc9PVfO+cOC6d5TaMhTpFwaUhLYunzIALTp8Mbb8D997f8\nWL4hzqY+qPZ1YFwD27zUxGOKiIiItAopOcTpnJvonPuPBn6ujFdj40Vj+X7KJ5iyEYkPfbf8lI9f\nPPNJ1HRPelCtiIiISCMl6gpak2rQUp1q0ETCpZojiaXPgwhUV0NeHlRUQJs2LTtWmI/ZEBEREclY\nWVnQs2f8ZxNoVgfNzHqZ2XQz+0d0+TAzmxRu0xJHY/l+yieYskmekpISXnnlla+8PmfOHA455JDA\n/SZOnMgvfvGLeDZNQqDvlp/y8Yt3PokY5mzuFbQZRO7W7BNdXgr8OIwGiYg0RuwUTbGOPfZYlixZ\n0uT96jNmzBimT5/e7DaKSHpKxLPQmttB6+ac+xuwF8A5VwlUhdaqBNOcZn7KJ5iyaZ0aW0fV2I6c\nhE/fLT/l4xfvfBJxJ2dzO2gVZta1ZsHMjgG2hdMkEZHGWbhwIUceeSRdunThnHPOYffu3cyePZui\noqJ9thk6dCidOnXinHPOYdeuXbXrtmzZwmmnnUaPHj0oLCxk3LhxrF27FoDrr7+eOXPmcNlll5Gf\nn88VV1wBwOTJkykuLqZz584MGzaMuXPnJvZNi0jSpfIQ59XAM8D+ZvYm8BBwRWitSjCN5fspn2DK\nJnmcc8ycOZMXX3yRzz77jPfff58ZM2bsc9Vrz549nH766Vx00UVs2bKFM888kyeeeKJ2G+cckyZN\nYtWqVaxatYp27dpx2WWXAXDzzTdz7LHH8sc//pHy8nKmTZsGwIgRI1i0aBFbtmzh3HPP5cwzz2TP\nnj2JDyDN6bvlp3z84p1Pyg5xOufeBY4DRgOXAgOdc4vCbJiIiI+ZccUVV9CrVy8KCgoYN24cpaWl\n+2wzb948qqqqmDx5MtnZ2UyYMIHhw4fXri8sLGT8+PHk5eXRsWNHrrvuOl577bV9jlF3OPS8886j\noKCArKwsrrrqKnbv3s3HH38cvzcqIiknEUOcTZ3qCaidk/N259yfY1571jl3WmgtSyCN5fspn2DK\nBiykf6m6ZmTZq1ev2t/bt2/Pujr/pF23bh19+/bd57X+/fvXdrp27NjBj3/8Y1588UW2bNkCQEVF\nBc652qtsdevQpkyZwv3338+6deswM8rKyti0aVOT2y5++m75KR+/eOeTiCHOZnXQgEpgjJmNAH7g\nnNsN9G1gHxFJQ83pWCVK7969a2vKaqxcuZIBAwYAMHXqVD755BPmz59Pjx49KC0tZejQobUdtLqd\nszlz5nD77bfz6quvMnDgQCByFU4PbxXJLCk7xAnscM6dDSwGXjez/iG2KeE0lu+nfIIpm9RRXydp\n5MiR5OTkMG3aNCorK5k1axYLFiyoXV9RUUG7du3o3Lkzmzdv5sYbb9xn/549e7Js2bLa5fLycnJy\ncujWrRt79uzhV7/6FWVlZfF7UxlM3y0/5eMX73y6dYOyMti9O37naNFMAs653wLXE3kmWr9QWiQi\n0gyxV7xq/tumTRtmzZrFjBkz6Nq1K4899hgTJkyo3efKK69k586ddOvWjVGjRnHKKafsc9Vs8uTJ\nPP744xQWFnLllVcyduxYxo4dy0EHHURJSQnt2rWjuLg4sW9URJIuEbMJNGsuTjMb55x7Jma5P3CR\nc+5XYTauqTQXp0i4NPeixNLnQeTfjj4a7rgDRo5s/jF8c3E2qQbNzA51zi0G1pnZ0Dqrn2tuA0VE\nRERak3jfydnUIc6rov+dWs/PlBDblVAay/dTPsGUjUh86Lvlp3z8EpFPvO/kbNIVNOfcJdH/jolL\na0RERERagXhfQWtSDZqZDQfWOOfWR5cvAiYAK4BfOuc2x6ORjaUaNJFwqeZIYunzIPJv06fD3Lnw\nf//X/GP4atCaOsR5D7A7etDjgNuAB4Cy6DoRERGRtBfvZ6E1tYOWFXOV7GzgbufcE865nwMHhtu0\nxNFYvp/yCaZsROJD3y0/5eOXiHxS7SaBbDPLjf7+DeD/xaxr7qwEIiIiIq1KvG8SaGoN2vXAt4BN\nQBFwlHOu2swOBGY450bHp5mNbp9q0ERCpJojiaXPg8i/VVdDXh6Ul0Pbts07Rmg1aM65m4Grgf8D\nvuacq645B3B585onIpKaxowZw/Tp05PdDBFJQVlZ0KtX/GYTaPJUT865t5xzTzrntse89olz7r1w\nm5Y4Gsv3Uz7BlE16i50+asaMGRx77LFJblHm0HfLT/n4JSqfeA5ztmguThGRVFBVVZXsJohIBorn\nnZzqoBEZxpBgyieYskmekpISfvvb3zJo0CDy8/N54403GDVqFAUFBQwePJjXXnutdtsZM2ZwwAEH\n0KlTJ/bff3/+8pe/APDLX/6SCy64oHa7FStWkJWVRXV19T7nWrJkCT/4wQ946623yM/Pp7CwEIDn\nn3+egQMH0qlTJ/r168fUqVMT8M4zg75bfsrHL1H59O0Lq1bF59i681JEWq1HH32UF154ATNj0KBB\nPPzww4wdO5aXX36ZCRMm8PHHH5OXl8fkyZN55513OPDAA/n888/58ssvAWqHLxtyyCGHcPfdd3Pf\nffcxZ86c2tcnTZrE448/zujRo9m2bRvLly+Py/sUkdQ0bBi89FJ8jq0raGgsvyHKJ5iySR4z44or\nrqBv37489NBDnHrqqYwdOxaAb3zjGwwbNoznnnsOMyMrK4sPPviAnTt30rNnTw477DCAJt2RWN+2\nbdq04cMPP6SsrIzOnTszZMiQcN6c6LvVAOXjl6h8Ro2CN96Iz7F1BU1EWmS2zQ7lOGOaMcVvUVER\nACtXrmTmzJk888wzteuqqqo44YQTaN++PX/729+YMmUKkyZNYvTo0UydOpWDDz64xW1+4oknuOmm\nm7j22msZNGgQt912G8ccc0yLjysircOBB8KOHbBmDfTrF+6x1UFDY/kNUT7BlE3zOlZhqRmiLC4u\n5oILLuCee+qfce7kk0/m5JNPZvfu3Vx//fVccsklvP7663To0IEdO3bUbrfBc798fcOhw4YN46mn\nnmLv3r3cddddnHXWWayKV0FKhtF3y0/5+CUqH7PIVbQ334Szzgr32BriFJFW7/zzz+eZZ57hpZde\nYu/evezatYvZs2ezdu1aNm7cyN///ne2b99Obm4uHTp0IDs7G4DBgwfz+uuvs3r1arZt28att94a\neI6ePXuyZs0aKisrAaisrOSRRx5h27ZtZGdnk5+fX3tcEckco0dHOmhhS2gHzczGmtkSM1tqZj+t\nZ/0hZvaWme0ys6vrrFthZu+b2UIzmx9muzSW76d8gimb1NCvXz/+/ve/c8stt9CjRw+Ki4uZOnUq\nzjmqq6v5/e9/T9++fenatStz5szhz3/+MwAnnXQSZ599NoMGDWL48OGMGzcu8MaBE088kYEDB9Kr\nVy969OgBwMMPP8x+++1H586dueeee3jkkUcS9p7Tnb5bfsrHL5H5xKsOrUlTPbXoRGbZwMdE5vBc\nCywAvuecWxyzTXegP3A6sMU5NzVm3WdEppbaTIDmTvU0e/ZsXS72UD7B0j0bTe0jsRL5eUj371ZL\nKR+/ROazaxd07QobN0KHDk3b1zfVUyI7aCOBG5xzY6PL1wI4526rZ9sbgIp6OmjDnHNfes6huThF\nQqQOmsTS50GkfiNHwq23QlP7hKHNxdlCfYHVMctroq81lgNeNrN3zOySUFsmIiIi0kyjR4c/zJnI\nDlpL/9k12jk3BDgF+JGZhTYpnsby/ZRPMGUjEh/6bvkpH79E51NzJ2eYEvmYjbVAUcxyEZGraI3i\nnFsf/e8XZvYkMAKYU3e7iRMnUlJSAkCXLl0YPHhw7Th0zR9Y3eUaQeszfblGqrQnlZZLS0tTqj3x\nWBapT7w/f6WlpXE9fmtfVj7+5UTnA7N5/XWorh5DVpb//6ezZ89mxYoVNCSRNWg5RG4SOBFYB8yn\nzk0CMdv+EiivqUEzs/ZAtnOu3Mw6AC8BNzrnXqqzn2rQREKkmiOJpc+DSLADDoBnnoHoRCWN4qtB\nS9gVNOdclZldBrwIZAPTnXOLzezS6Pq7zawXkbs7OwHVZjYZOAzoAcyK3v6eAzxSt3MmIiIikiw1\ndWhN6aD5JPQ5aM65F5xzBzvnBjjnbo2+drdz7u7o7xucc0XOuc7OuQLnXLFzrsI5t9w5Nzj6c3jN\nvmHRUI6f8gmmbETiQ98tP+Xjl4x8wq5D00wCIiIiIi0U9p2cCatBSwTVoImESzVHEkufB5Fge/dG\nHli7dCl07964fVLlOWgiIq3GxIkT+cUvftHs/Q8//HBef/31EFsUrKG2ZmVlsXz58oS0RSRTZWfD\nMceEN8ypDhoay2+I8gmmbJKrpKSEV199NfRtIfIv26B5ORvjX//6F8cdd1yz92+KlrY1Fem75ad8\n/JKVT5h1aOqgiUir1ZQht+YMz7Wm4bzW1FaRdBVmHZo6aMQ+aE7qo3yCKZvkueCCC1i1ahXjxo0j\nPz+f22+/naeffpqBAwdSUFDA8ccfz5IlS+rddsqUKQCceeaZ9O7dmy5duvD1r3+djz76qElt2LRp\nE6eddhoFBQV07dp1nytmsVfsunTpQn5+Pvn5+XTs2JGsrCxWrVoFwLPPPsvgwYMpKChg9OjRfPDB\nBw2ed+HChQwdOpROnTpxzjnnsGvXrn3W33777fTp04d+/fpx//3377Nu4sSJ/PCHP+TUU08lPz+f\nY489lg0bNjB58mQKCgo49NBDax/ymUz6bvkpH79k5TNiBJSWwu7dLT+WOmgi0io99NBDFBcX8+yz\nz1JeXs53vvMdzj33XKZNm8amTZs49dRTGTduHFVVVV/Z9pprrgHgW9/6Fp9++ilffPEFQ4cO5bzz\nzmtSG6ZOnUpRURGbNm1i48aN3Hrrv58AFDvkuHXrVsrLyykvL+eKK67guOOOo2/fvixcuJBJkyZx\n7733snnzZi699FK+/e1vs2fPnsBz7tmzh9NPP52LLrqILVu2cOaZZ/LEE0/Unu8f//gHU6dO5eWX\nX+aTTz7h5Zdf/soxZs6cyc0338ymTZto06YNxxxzDMOHD2fz5s2cccYZXHXVVU3KQUQi8vPhoIPg\nvfdafqxETvWUsmbPnq1/jXgon2DKBmbPDqf2acyYlg3R/e1vf+O0007jxBNPBOCaa67hzjvv5M03\n3wysBZs4cWLt7zfccAN33nkn5eXl5OfnN+qcbdq0Yf369axYsYIDDjiA0aNHN9jGv/71r7zzzjtk\nZ2dzzz33cOmllzJ8+HAALrzwQm655RbmzZsX2OZ58+ZRVVXF5MmTAZgwYULt/gCPPfYYF198MYdF\nn5Z544038uijj9auNzO++93vMmTIEADGjx/Pn//8Z84//3wAzjrrLP7whz806v3Hk75bfsrHL5n5\njBoFN90EQ4e27DjqoIlIi7S0YxWW9evXU1xcXLtsZhQVFbF27dp6t6+urua6667j8ccf54svviAr\nK4FL9VAAACAASURBVDKgsGnTpkZ30H7yk5/wy1/+kpNPPhmA73//+/z0pz+td9uFCxdy+eWX889/\n/pOuXbsCsHLlSh588EHuuuuu2u0qKytZv3594DnXrVtH375993mtf//+tb+vX79+nw5bbCY1evTo\nUft7Xl7ePsvt2rWjoqIi8Pwi4nfZZTBzZsuPow4aGstviPIJpmySK3YYsU+fPvvUbznnWL16dW1n\npu5djo888ghPP/00r7zyCv3792fr1q0UFhY2qdi+Y8eOTJkyhSlTpvDhhx9ywgknMGLECI4//vh9\nttu4cSPjx4/nT3/6E0ceeWTt68XFxVx//fVcd911jT5n7969v9LpXLlyJQMGDKhdX1PfBuzze2ui\n75af8vFLZj6HHAKNfULP//xP8DrVoIlIq9WzZ0+WLVsGRAr+n3vuOV599VUqKyuZOnUqeXl5jBo1\n6ivbAlRUVNC2bVsKCwvZvn37VzpJjemoPffcc3z66ac45+jUqRPZ2dm1V+JqVFVVccYZZ3D++edz\nxhln7LPukksu4X//93+ZP38+zjm2b9/Oc889572CNWrUKHJycpg2bRqVlZXMmjWLBQsW1K4/66yz\nmDFjBosXL2bHjh3ceOONTX5fIpJ86qCh58k0RPkEUzbJ9bOf/YybbrqJgoICnnvuOR5++GEuv/xy\nunfvznPPPcczzzxDTk7OV7b93e9+x4UXXkj//v3p27cvhx9+OCNHjtznKltjni22dOlSTjrpJPLz\n8xk1ahQ/+tGP+PrXv77PNmvWrGHu3LnccccdtXdydurUiTVr1nDUUUdx7733ctlll1FYWMiBBx7I\ngw8+6D1nbm4us2bNYsaMGXTt2pXHHnuMCRMm1K4fO3YsV155JSeccAIHHXQQJ554ovd91fc+U+GZ\navpu+Skfv3TIR1M9oWLLhiifYOmejab2kViJ/Dyk+3erpZSPX2vJxzfVkzpoIhJIHTSJpc+DSLg0\nF6eISDPdcssttUOTsT/f+ta34nbOVatW1XvOmqFREUl/uoJG67kUmizKJ1i6Z6MrJhJLQ5ypQ/n4\ntZZ8dAVNREREpBXRFTQRCaQraBJLnweRcOkKmoiIiEgrog4a6fG8lHhSPsEyIZua52TpRz+JlAnf\nrZZQPn7pkI+mehKRQC0dzmothbrJonxEJIhq0ERERESSwEw1aCIiIiKthjpopMdYdTwpn2DKxk/5\n+CmfYMrGT/n4pUM+6qCJiIiIpBjVoImIiIgkgWrQRERERFoRddBIj7HqeFI+wZSNn/LxUz7BlI2f\n8vFLh3zUQRMRERFJMapBExEREUkC1aCJiIiItCLqoJEeY9XxpHyCKRs/5eOnfIIpGz/l45cO+aiD\nJiIiIpJiVIMmIiIikgSqQRMRERFpRdRBIz3GquNJ+QRTNn7Kx0/5BFM2fsrHLx3yUQdNREREJMWo\nBk1EREQkCVSDJiIiItKKqINGeoxVx5PyCaZs/JSPn/IJpmz8lI9fOuSjDpqIiIhIilENmoiIiEgS\nqAZNREREpBVRB430GKuOJ+UTTNn4KR8/5RNM2fgpH790yEcdNBEREZEUoxo0ERERkSRQDZqIiIhI\nK6IOGukxVh1PyieYsvFTPn7KJ5iy8VM+fumQjzpoIiIiIilGNWgiIiIiSaAaNBEREZFWRB000mOs\nOp6UTzBl46d8/JRPMGXjp3z80iEfddBEREREUoxq0ERERESSQDVoIiIiIq2IOmikx1h1PCmfYMrG\nT/n4KZ9gysZP+filQz7qoImIiIikGNWgiYiIiCSBatBEREREWhF10EiPsep4Uj7BlI2f8vFTPsGU\njZ/y8UuHfNRBExEREUkxqkETERERSQLVoImIiIi0IgntoJnZWDNbYmZLzeyn9aw/xMzeMrNdZnZ1\nU/ZtiXQYq44n5RNM2fgpHz/lE0zZ+Ckfv3TIJ2EdNDPLBv4AjAUOA75nZofW2exL4HJgSjP2FRER\nEUkLCatBM7ORwA3OubHR5WsBnHO31bPtDUCFc25qU/ZVDZqIiIi0FqlSg9YXWB2zvCb6Wrz3FRER\nEWlVEtlBa8mlrbheFkuHsep4Uj7BlI2f8vFTPsGUjZ/y8UuHfHISeK61QFHMchGRK2Gh7jtx4kRK\nSkr4/+3dd5hcdfn+8fedhJ5QpFcRCFUgiALBrxIFBLEgil9FBARUpCgdAfWCCFhB+AGKqHwFlaIo\nKmABCyggSjNIVVqkiRRBIJRAeH5/PJ/Jniw7J5uQnZk9e7+uK1d2Zs5MztzZOfOcTzsAiy++OBMm\nTGDSpElA339Y/9st7R4f6bdbemV/eun2lClTemp/eu2283E+c3t7ypQpPbU/vXbb+dTf7tV8Wj9P\nnTqV2enkGLQxwN+BLYEHgWuAnSLitgG2PRp4qjIGbVDP9Rg0MzMzGy7qxqB1rAUtIl6UtB9wCTAa\nOCMibpO0V3n8dEnLAdcCiwIvSdofWDcinh7ouZ3adzMzM7NOGtXJfywifhURa0XEGhHxxXLf6RFx\nevn5oYhYOSIWi4glImKViHi63XPnlWrTo72c82nP2dRzPvWcT3vOpp7zqdeEfDpaoJmZmZnZ7Pla\nnGZmZmZd0CvroJmZmZnZILhAoxl91UPJ+bTnbOo5n3rOpz1nU8/51GtCPi7QzMzMzHqMx6CZmZmZ\ndYHHoJmZmZkNIy7QaEZf9VByPu05m3rOp57zac/Z1HM+9ZqQjws0MzMzsx7jMWhmZmZmXeAxaGZm\nZmbDiAs0mtFXPZScT3vOpp7zqed82nM29ZxPvSbk4wLNzMzMrMd4DJqZmZlZF3gMmpmZmdkw4gKN\nZvRVDyXn056zqed86jmf9pxNPedTrwn5uEAzMzMz6zEeg2ZmZmbWBR6DZmZmZjaMuECjGX3VQ8n5\ntOds6jmfes6nPWdTz/nUa0I+LtDMzMzMeozHoJmZmZl1gcegmZmZmQ0jY7q9A73g8ssvZ9KkSd3e\njZ7V5HxemPECv7rzV5x/6/k8+fyTc/z8R299lKXWXWoI9qwZnE8959PeSMnmdcu9jqMmHTXHz2vy\ncXleaEI+LtBsRLrxoRs5c8qZnHPzOay55JrsvP7OLD92+Tl+nZum38T6E9Yfgj1sBudTz/m0NxKy\nCYK9f7E3O667I+sts163d8d6TOPGoE38zsRu74b1uMefe5xp06ex24a7seuGuzJ+yfHd3iUzG6GO\n/eOx3PP4PZyx/Rnd3hXrgroxaI0r0K6696pu74b1uAXHLMiE5SYwSh6CaWbd9dgzjzH+lPHcuu+t\nLDd2uW7vjnXYiCrQ5ub9NKGveig5n/acTT3nU8/5tDeSstn3F/uyxEJLcOxbjx30c0ZSPnNjuOTj\nWZxmZmY96sCJB/Kt67/FtOnTur0r1kPcgmZmZtZlO/xwB7ZebWv2ecM+3d4V6yC3oJmZmfWwgyce\nzIl/PpEZL83o9q5Yj3CBRjOu2TWUnE97zqae86nnfNobadm8ceU3suRCS3Lh3y8c1PYjLZ851YR8\nXKCZmZl1mSQOnngwJ1x9Qrd3xXqEx6CZmZn1gBdfepHxp4znvPedx6Yrbdrt3bEO8Bg0MzOzHjdm\n1BgO2PQAjr/6+G7vivUAF2g0o696KDmf9pxNPedTz/m0N1Kz2fN1e/KHqX/g9kdvr91upOYzWE3I\nxwWamZlZjxg7/1gO3OxAPv+Hz3d7V6zLPAbNzMyshzz1/FOsccoaXLbbZay79Lrd3h0bQh6DZmZm\nNkyMW2AcB212EJP/MLnbu2Jd5AKNZvRVDyXn056zqed86jmf9kZ6Nvtusi+XT72cmx++ecDHR3o+\ns9OEfFygmZmZ9Zix84/lkImHuBVtBPMYNDMzsx40bfo0Vj95dS7d5VI2WHaDbu+ODQGPQTMzMxtm\nFpl/EQ7d/FCOvvzobu+KdYELNJrRVz2UnE97zqae86nnfNpzNmnvN+zN1fdfzZSHpsxyv/Op14R8\nxnR7B8zMzGxgC8+3MIdtfhif+f1n+MpWX5l5/z2P38PSDy/dxT3rbU3Ix2PQzMzMetizLzzLO899\nJw89/VC3d8XmsVv3vbXtGDQXaGZmZmZd4EkCs9GEvuqh5Hzaczb1nE8959Oes6nnfOo1IR8XaGZm\nZmY9xl2cZmZmZl3gLk4zMzOzYcQFGs3oqx5Kzqc9Z1PP+dRzPu05m3rOp14T8nGBZmZmZtZjPAbN\nzMzMrAs8Bs3MzMxsGHGBRjP6qoeS82nP2dRzPvWcT3vOpp7zqdeEfFygmZmZmfUYj0EzMzMz6wKP\nQTMzMzMbRlyg0Yy+6qHkfNpzNvWcTz3n056zqed86jUhHxdoZmZmZj3GY9DMzMzMusBj0MzMzMyG\nkY4WaJK2lXS7pDskfbrNNieXx2+UtFHl/qmS/ibpr5KumZf71YS+6qHkfNpzNvWcTz3n056zqed8\n6jUhnzGd+ockjQZOBbYCHgCulXRhRNxW2WY7YI2IGC9pU+A0YLPycACTIuI/ndpnMzMzs27o2Bg0\nSROBoyJi23L7cICI+FJlm28Cl0XED8vt24EtIuLfku4BXh8Rj9X8Gx6DZmZmZsNCr4xBWxG4r3L7\n/nLfYLcJ4LeSrpP0sSHbSzMzM7Mu62SBNtimrQErSeB/ImIj4O3AvpLeNG92qxl91UPJ+bTnbOo5\nn3rOpz1nU8/51GtCPh0bg0aOO1u5cntlsoWsbpuVyn1ExIPl70ck/RTYBLii/z/ykY98hFVXXRWA\nxRdfnAkTJjBp0iSg7z+s/+2Wdo+P9NstvbI/vXR7ypQpPbU/vXbb+Tifub09ZcqUntqfXrvtfOpv\n92o+rZ+nTp3K7HRyDNoY4O/AlsCDwDXATgNMEtgvIraTtBlwUkRsJmlhYHREPCVpEeBSYHJEXNrv\n3/AYNDMzMxsW6sagdawFLSJelLQfcAkwGjgjIm6TtFd5/PSI+KWk7STdCUwDdi9PXw64QFJrn8/u\nX5yZmZmZNcWoTv5jEfGriFgrItaIiC+W+06PiNMr2+xXHt8wIm4o990dERPKn9e2njuvVJse7eWc\nT3vOpp7zqed82nM29ZxPvSbk09ECzczMzMxmz9fiNDMzM+uCXlkHzczMzMwGwQUazeirHkrOpz1n\nU8/51HM+7Tmbes6nXhPycYFmZmZm1mM8Bs3MzMysCzwGzczMzGwYcYFGM/qqh5Lzac/Z1HM+9ZxP\ne86mnvOp14R8XKCZmZmZ9RiPQTMzMzPrAo9BMzMzMxtGXKDRjL7qoeR82nM29ZxPPefTnrOp53zq\nNSEfF2hmZmZmPcZj0MzMzMy6wGPQzMzMzIYRF2g0o696KDmf9pxNPedTz/m052zqOZ96TcjHBZqZ\nmZlZj/EYNDMzM7Mu8Bg0MzMzs2HEBRrN6KseSs6nPWdTz/nUcz7tOZt6zqdeE/JxgWZmZmbWYzwG\nzczMzKwLPAbNzMzMbBhxgUYz+qqHkvNpz9nUcz71nE97zqae86nXhHxcoJmZmZn1GI9BMzMzM+sC\nj0EzMzMzG0ZcoNGMvuqh5Hzaczb1nE8959Oes6nnfOo1IR8XaGZmZmY9xmPQzMzMzLrAY9DMzMzM\nhhEXaDSjr3ooOZ/2nE0951PP+bTnbOo5n3pNyMcFmpmZmVmP8Rg0MzMzsy7wGDQzMzOzYcQFGs3o\nqx5Kzqc9Z1PP+dRzPu05m3rOp14T8nGBZmZmZtZjPAbNzMzMrAs8Bs3MzMxsGHGBRjP6qoeS82nP\n2dRzPvWcT3vOpp7zqdeEfFygmZmZmfUYj0EzMzMz6wKPQTMzMzMbRlyg0Yy+6qHkfNpzNvWcTz3n\n056zqed86jUhHxdoZmZmZj3GY9DMzMzMusBj0MzMzMyGERdoNKOveig5n/acTT3nU8/5tOds6jmf\nek3IxwWamZmZWY/xGDQzMzOzLvAYNDMzM7NhxAUazeirHkrOpz1nU8/51HM+7Tmbes6nXhPycYFm\nZmZm1mM8Bs3MzMysCzwGzczMzGwYcYFGM/qqh5Lzac/Z1HM+9ZxPe86mnvOp14R8XKCZmZmZ9RiP\nQTMzMzPrAo9BMzMzMxtGXKDRjL7qoeR82nM29ZxPPefTnrOp53zqNSEfF2hmZmZmPcZj0MzMzMy6\nwGPQzMzMzIaRjhZokraVdLukOyR9us02J5fHb5S00Zw8d241oa96KDmf9pxNPedTz/m052zqOZ96\nTcinYwWapNHAqcC2wLrATpLW6bfNdsAaETEe+Dhw2mCf+0pMmTJlXr1UIzmf9pxNPedTz/m052zq\nOZ96Tcinky1omwB3RsTUiHgBOA/Yvt827wbOAoiIvwCLS1pukM+da0888cS8eqlGcj7tOZt6zqee\n82nP2dRzPvWakE8nC7QVgfsqt+8v9w1mmxUG8VwzMzOzRuhkgTbY6ZUDzmYYSlOnTu30PzmsOJ/2\nnE0951PP+bTnbOo5n3pNyKdjy2xI2gw4OiK2LbePAF6KiC9XtvkmcHlEnFdu3w5sAbxmds8t93uN\nDTMzMxs22i2zMaaD+3AdMF7SqsCDwAeAnfptcyGwH3BeKeieiIh/S3psEM9t+ybNzMzMhpOOFWgR\n8aKk/YBLgNHAGRFxm6S9yuOnR8QvJW0n6U5gGrB73XM7te9mZmZmndSoKwnMjnypgVrOx8zMrDeM\niCsJSFqgLG77rm7vSy9yPrMn6S2SFuz2fvQiZ1NPksrfI+J4O6ecT3uSVirrgNoAmp5P4z8QkjYF\nbgZWA25uHQwsOZ96klaR9BPgW8BrnU8fZzN7kvYBLpI0JiJe6vb+9BrnM7BSePwcOBZYpdv702tG\nSj6dnCTQLZOAr0fESd3ekR41CedTZwfgloh4X7d3pAc5mzZKa9D3gSWB48s4Wg8hKJxPe5IWB04E\nboiIyd3en14zkvJpXAtaq5lc0nzlrvmBe8vZ/rcl7SPpzWWbEXfG73zm2A7ATwAkbS9p8yY3qc8h\nZzOA8hlblhzju21E/FbSwi4+kvMZWOV4Oz+ZzeRy/zru/h2Z+TSqBU3Sl4EFgf3LJaEgDwSjgG2A\ne8j3/ANJr4+Ih7uzp93hfOpJ2gKYFhHXSRpVulx+B7xf0uHAIsA44ApJ50TE7d3c305yNrPXyiUi\nXpI0DVijLA20CzBB0q3AmRFxVzf3s1ucz8AkjQf+FRFPl7teDbxQLnP4XWA+4BFJ50XEzyufvxFh\nJOfTiKpT0kKSzgQ2BbaStFXl4XOBDwMvRsQXIuJk4M/A4Z3f0+5wPvXKJIljgMuAIyQtVfmA30Mu\nlPxgRLwb+BRZjEzozt52lrOZPUm7K5cGelPl7gWB3wCTyW68w8mxMh+VtFrn97J7nM/AJI2VdA7w\nJ+Cw1v0RcS2wHnAS8IOI2Ar4BfD18ngjio/ZcT7DvEBrNWtGxLPAmeQsxK8An2ltExFXAb8Gxkpq\nXb/zMvLLpdGcz6CNJSdKrE9+JraS1Gpd/jPwArA6QETcRLYULdKF/ewGZ1OjTLLZCpgK7CDpVeWh\nx4AHgM2A30TEHcDxwDo0rOeijvOptUL5+2PkJJsNK499DngPcDdARPwAuE3SxM7uYleN+HyGZYEm\naSlJPwS+Kukj5e4/RsRTwI+B6ZL2rjzlC+QB4TBJ3wcOAK7q5D53kvOZPUnvlfRBSWMj4jHgkoi4\nBTifvErFSgARcSdwFvC4pM9KeiewAfnl0kjOpp6khSWNKzfvBg4Ftiff+xbKGYkzyBOfS4Fty7Z3\nAQsDL3Z4lzvK+bRXxmkuWjL4B3msvQz4K7BPa7uI+DnZwriNpOUlvReYAdzSjf3uFOfTT0QMqz/A\nomSR8WXgjcA/gB37bbMNcCMwrnLfQsBbgH2BMd1+H86na/nMD5wHXEN27/4A2KLfNj8EDumXz4rA\nUeSg+C06sa/Opvf+AF8ku1zOBdYGRlce26N89lambxHwVUqm3wP+SXblqdvvw/l0PJcVgIuAW4HT\ngc/3e3zD8vnZvnLfKsBBwE/JImWrbr8P59PhXLq9A3PxH7kg2d88vtzegTwTW6/cFnk5qG8Any9F\nytsHeJ1GFiHOZ7b5rApcWLm9X8li3cp9byLPzpYFlgJWKvfPV9lGTfsicTazzWdT4FfAEuTYqVOB\nnftt8zPgk/3uGwe8Hlil2+/B+XQtm3cDPyo/rwr8C9iy8vjCwF6tbcp9o8vfq1Tua9znyvm0/9Pz\nXZyS1pd0nKStJC1Jzti4H1iuzNb4KTm+4b0AkWaQFfVngTPI/+zqitWKiEY0ozuf2VOudL8kQERM\nBdaU9Pry8CXAw8D7W9tHxBXA38hC5K/A/5T7XyivN7rkOOyXBXA29TTr9P2JwNMR8ThwAvAXYFKZ\nZdbyJWBLSe+X9H1JK0XEUxFxXUTcK2m0GrQkgPNpT9IKlZtjgTslLVg+Z58DPlcZJ/wM2WL9hKTL\nJV1MGUoA3Fdeb3RTPlfgfAajZz8IksZI+grZpTIa+ARwQOQ4qmfIL4ZFy+ZfB3aWtGh57nuAo8v2\na0fEFMjipPr3cOZ8Zq+MpboaOIJcOmTX8tB55ABTIgcnXwcsrpzyj6S1yLFWd5FddudVX7cUuMOa\ns6lXZpCdBBwvaY9y9y/JyTTjI+JJsiv438A7W8+LiD+Tn72TyYU072+d+JTHZ0QDZpk5n/YkvV3S\nlcC3Je0vaSw5xnd9snWZiPgO2dvx0cpT3wq8A3gOODIi/lm2bR2Xm/LZcj6D1LMFGtl9sgTwxog4\nHPg2sLxyBtlZZNfchpIWipw9dit907gvB14fuWQE6pt11iTOp4akCcCHgM9GxNvIfA4pD19BtjBu\nWW7fAbwOaK2zswjwvxGxQ0TcXc7qG7Nor7OpJ2kScC0QZEvhEWUQ8l3k2M0dy6Z3APcC45QWkzQZ\nuBhYIyJOhOac8LQ4n/Yk7UVOujoCOIbsun1bRFxCnjDvXNn8C+TJTssbyTUqt42IvzWlJbHK+cyh\nue0bHco/zDqAtPXzMmSXytLl9oHAN4FPkpX1n4AV+j1/dOvnJv1xPoPKaClg49b7JZvDzyELjGWA\nvckz/lFlm98Aa/bPmcog56b8cTazzeedVAYcA3sCZ5Sf304OaN+63N4auKiy7SKVn8c08fPlfAbM\npHVMXRvYvHL/KcAXy8/bAFcCm5Tbm5OTKkYN8HqNGgPsfObuT0+0nEhaICKeLz+PjtJUGRH3VjZ7\nDXmG1jqTP408s98HeB9wYkQ8WJ7XqCbPMkbo2Yh4RpVVkp1PexHxqKTHys8haSVgXeCZiJgm6XRy\nUPP5kt5EjsW7q99rBDl1e9gr4wpb/+/OZgCVjK4Cnq981pairLdErv22HHCqpH3JxXmnSJovIl4o\n+bUmSTRmHCc4nzqtzxbwd8heifL+7i23FRGXSFof2FvSJ4AtgNOj0qXbyrhJ2VSPPTifOdLVAk15\n3b5vAotJujUiju5fNFQKttWA6RHxrKQFgMUi4k+Sbo4c79BIyrWlvgPsD/ww+o3PcD7amrwSwnnA\nlIj4l/ouKROVg8N44A+VIuUlSR8jW49GR67p1SjKK0asR7aG3QO8WDnAjehsgNb1aLeKiF/BLCcu\nj5fHW10oCwP/qTz23fLYu4EbI+Jz1dctrzPsu+3Ke1wmIh4C51OlXIB3OnBPRDzRKjhaGUlqHac3\nAS6oFCgnkQXsTsDXI+L66utWthvWJG1Ofm/tFxG/b31POZ8507U+3PIBPoJce+kQ4C2SPidp+fJ4\na7Bgq2BbA/hjKVguIf9jobQYqWEXaa6M6xkH3ASsJWndfo+N5Hzmk3QicCxwJ/C/5BcC/YvYYgXg\nt5JWl/RTSeuXM/p7IuJONWv22HKSfgQcB6xJHvTeAW0PcCMmmxblAs7XAO9q99mo/B69g1y6Bklv\nLvf9Hzke5rPl/qZ9vvYBrga+JukdkpYq98/8PRiJ+ZTP1veAb5HL0FwE0L9Fp5zkLEp+v/1MuZjq\n7sBSEXF/RHw1Iq6XNKpJn62Sz1nk+LEngO3g5b01IzWfOdW1FrTyH7QmeeZ+b2nSPJKcln1BlC5P\nAEnzkzN/XkceNA6JiOtar1P+blR3S+WLdBzwIPmL/Bbg1spZiEpLyIjLh1yH67URsSnQuhD8zBXs\nq61o5a73kZe6GgX8InLixEwNy2cD4JGI+F8ASUeTl9CZ5ULCIzQbJH2NHO+yZ+SswrptlyV/r1aR\ndBowQ9K1wHPlszeKjLIxGUnagBxntiN54rcluYTGZwdowR8x+ZSCYk/gnxGxa7nvCkmrlO+w/hfp\nXpxsXfwS8DbgG63WyPLcxlzUG6A0rkwG7oqI3SS9D9hAfUtl9H+vIyqfudGxAk3SysBG5BfAjNIK\ndAOwiKRFIuI2SVeQB4JrqIx5iYjpyjEzB0XE98vrtT74jWjyVF4H80DgNuAvEXFzOesM4Ptkobax\npO3IA8QtlS6HxucDM7t774qI2yKn568j6UhyWZEPACuXg8T3IuL5SkvjEsDz5O/b0ZUuGjUlH0nb\nAHdHxB0Rcamk6iVPbqbMjop+4zkYAdnAzJO8F8v7v55c3PLPyvF3byJnJd4fEc/1+2JYlCxeVwS+\nHBHnV1+3KV8g/f6/1wYWjYj7gPuU1zd8r6TLI+K3Iy0fSeuV4+2Tkk6JMmRE0sHk8XlD4N4B3us6\nZHF7E7no6oPVB5uQTVXk8JIDI2JauWthcuX/o9o8ZUTlMzfUiWOwct2t84BHyVXrbyr3f4Q82/9B\nRNwgabGy3XERcWUpMkb1bz5WZSJBEyivi3kQeSmLMeRKyp+OiLskfR74I/kF+gvy4PnRiPjJCMpn\nWfpmGT4O/CMi9pe0Onkh5v2BD5KXkNkRuCkivlb90pG0YkQ8UH4eDVRb14Yt5ViPY8gZudPJFtYD\n+m1zNDAjIo5p8xqNzKZFuV7Xa4BbIuLIct/ZZFGxDLmg6krAb4Gvltb9Vuv0RGCjiPhG5fWa9vk6\nBHg4Ir5Xbq9EduGdFRE/lPQFspAfA+zVr8hvbD6S1iOvpLEg8Dvg96VAnY9sgd0H+Dm5ZM2UT8RA\nGAAADxpJREFUckya+d7LScH6UcZRNe2zJWljckmn4yLi3Fbh3spAUiu3AyPimgGe3+h85oUh79st\nRcQL5JTZc6gsmEr+ci8ATFSuKP1fcr2urSAr6GrxUWkqHfYf/pbyYV8W2CFyPbMTyZX91yibPEsu\nHHoF+QV8AX0DchufT7Eh8GREbAbsDqxaivsHgJeAP0XE38hLWl0NvEr9VpWOiAeUZhmsOpxJWpps\nGTs3IiaR3S8fKl+wlAMkwPKUFmnlhYgXLD+3xnk2LhvI9ydpf3KM3aeAjSSdIGlhcuziLeSZ++7A\nV8jxehtXXyMirm4VHyrrBTbl8yXpVZJ+Ry6r8tbStQl5/DkL+ISkq8hB2z8jx7OOqbRMNzof8gLv\nV5GzCf8JHClprcirZlwdEdtFxOnkZ3BnSctU33tETI++cVRN+2ytQV7I/F/AQcqVGPoPp1mS7BFa\nYKDXaHI+88qQFmjlLPQl4MqIuIE8G5kIvL78hzxOfvBXA74oaSNgM3Ih1ZdpWpNnOeN4gTxb/Tvk\nlyU58661XMZ/gbXI8TJbkJdxWls5U3MWDcyn9UXwCDBa0nKRYxTOJgv+NcnLDr1G0rLlwDAJeGig\nL4lITfnyAHgS+E5EfKd8nu4jJ4i8GiAinivbjQNulXQoObNqpfJ4tYBtWjat97c6cF3kquMfB5Ym\nW1vvIK8J+a+y+TVkIftA5bkzlWNZo6b2R8R/yEL1feTxp3U5uBkR8UPyOr67RcQeZDE7gTbDJpqW\nTzlxXodsNXuOnPRwJTnxhoh4rLL5Q+TJ4YALNpcT6UZ9tsjLK50UEVuTvRqHwssmsD1AHoteWx5r\nOxmngfnME/O8QKv+J7Q+yKVljMhrbP0C2I08KyMifkP+0j9MHix+HBGXz+v96hX98mmdcTwYES+U\nM/6xZFH2RHnsGxGxdfQNZj4tIk6LyiSKJtGss8RaXwQLkOssrVVun0+uwbUZOZ7oduBsSX8jLwNy\nbsd2uIPUbzZT+R24sfw8owwR2JQ82289Z01ysdDvkZdSOSAaumxGG63hFItXCtg3AONbnz9Jy5DH\nnufKn5dp8Jn9HyIv9XYjsIJy2ZrWyeMTkbN4lyOP0VfSZu274Z6PpIUqP7dOnKeS44Ipt/8fmdFb\ny3ZjJb2LbFB4krxcUSP1y0fl2NOaTPRpYHflZIko32PzlccuIicANKlltWPmWYFW6S5p9b9PUOUS\nQpUvl1PJ4myDcv+G5UzuCOBdUS7/Ua3Em2AQ+bTGS60ArBwRt5T71yp/z1+e/1C53cipx5Uvzer7\nu5b8YniDpJVLTr8DPh659tC+5IF0l4jYIyIea9rvDwycTeW+0eTvzp0RcX/laY+SrR97RcSuEfFg\nE393at7T42SL4drl9o/IlrI1yvPeTv5+PQ18oByLGqcmn1ZhdR3wD+Cdkhau/F69AfgpWXx8vmmt\n9ACSjgAOHaBX4ovAiuq77NnTZMGxYbn9AWBf4NiI2KdJLYhV/fOpNLxMLy33fyXHbx7TerwUtJA9\nHJ/twm43wis+UFcKj9Zg7M0k/R/ZjTDLF4lyMb9ngBOAEyXdDexZDh4vlm1GV4qVYW8O8mm937WA\nv0jaVDmrdYeSx/Tq6zbpQNn68lCfQ8lWDpQrkM8gvyReTa53BtkldaukRQAi4qaIuLE8f3SDfn/q\nsqn+/swgC49rlWOLvidpl4j4T0RMioiry/MbNXW93XuqtFRfTI5T3FzSauWL4xqyVRHgMuBNEXFE\nacVuxHpdLTX5zHJcioiHyckSz5Pj0TaXtGREXAu8JyIOKvk0privnCBfCbyZUsSX76FR5bvqG8DX\nyv3Pk7NWW0X8zyKvC/nr8npN+90ZMJ9+WsfZg8hVBrZRrmc6CSAiLm81Ntice0Uftv5fhJJeS17z\n8Y6IOHyAouJFZTfMvmR//T4R8anSBz1zgGGDvlznKJ9ibXLQ7hfI2TFfakoe7VT+76O81/Uoi85S\nulQi4kqy63KSpB+TXZvXRd+Ubiqv0Zim9Nlk0//3YkdgF/Is/xFyRjTQ97vYsOJs5nuS9FpJk5WX\niml1+Y6JHD90PjkR58vlM7g1ecZPRDwXuYbV6PKl3JjfndnkE/1bmSPiCrJAO5v8rL2q3P9vlQVD\nm/T702rxKu/7OrKbbly5r/W5+xbwoKRTJB1HThxoDT95DPoKsyb97kB9PpVtWjlNI1tZf0XOjq5d\nX9AGZ64KNFVmC0paRNL2kpaKiJvJWYYTy3YLDvD0RYFvR8RaEfHrVovH3L6BXvQK84Gclrxl5cys\nMWetkO+nX8vQhpKOVo6Xglxu5CVJ85cvl9bZ/p/IAuS7wKYRcXJX3sAQmsNsWq2yrd+P6WR33c4R\ncXC1xaNJXx79Pl8LKbspTyEnGx2uXLZmpoi4ijzh+QfZbfW7iLiw3zYzmlJ8zEE+6ve8j5FXdflM\nRLw6Iu5oPVY9iW6C8jlbVtJRkjYDjicnQWzeOt6obxzVbuRktlcBO0XEz6uv1aTPVstg8qlsO5+k\nT5KrNWwQEZ+IXE+wccNMOu0VrYMmaUfgcPKM4hngZHK9rvvJ/6g7VbMmjvoumNpIc5JPu26apn34\nq//nKrMyJS0BfIZcx+yrwCrkenkfq+Yizdr1XQr7xrQKvZJsynOWjYh/l5/brd7dKJJOJQchfygi\nrpP0DuBg4MOR4+1mrq2kfusGNq1FaCCDyGfmgtbKZVuei4inynMbc3xWXj3iPxFxrHI5jIeVY6pO\nIheZ/aL6LtB9QOtz1Oa1mrgI+Fzl0zomK7vDqy2KjTkud9OgWmYkbSnpNZXbC0nak+yb3yMitiK7\nVT5ELup3HHB62bztf1KDPvyvOJ9+X7Qqv/iNKM4kLdhqAYrs5l5EuXjoxZKOBTaMiEPIGXZHkoti\nblZaHWfm0q84UxNaPeZVNuX5rYPm6Ka1eLT0O7N/AzkweRQwtmxyJXkSdFC5PXPhy5LJi+U15HyA\nWQuNxyLiKUljSj6NOD4XPyPX61oL+LqkrSPHlP0IWEPStuQxeSHgHapM4KpqFfVNKs6Kucqn8tma\nWZw14bjcK2ZboEl6FTlF/9uSPl7ufo6cYjs/uc4Q5BfIw+SA2+PIi5+/tYG/yLMYinyiGPq9H3qS\nViAXM/x6KVznJ6erP0IuSLwCcGz5YP8f2X35ZvIyIUu0e90m5DOE2TSisIc8s5fUuuD2MuXA/wQ5\nE3zrUpT+gLyaBORyB+cAb5M0oc3nqzFfsPMyn+gbT/RiU/KBmSdzfwQuJa/7+BNyqAQRcRm5pte7\ngfmAM4CPUMbf9dfEwmMe59OYY08vGEwL2kvkGddZwG7KK86Pirx0wwnA+wEi4l5gKfq+OCZExO/n\n/S73HOdTI/L6an8mxx7uETkxYjKZ19nkGdl0+qZoX0Se3U8HFoPmLbnS4mwGpe7MfnXlNUgnA6tJ\n2r4UFreRl0Ob0r3d7hjnM3j7AG8lJx79V9Ku5f7fkAXIbuUztmvkrNaRxvn0mNkWaBHxBLmW0FLk\nWdhEcqDpfOSZ2KslnaZcsG8zcnwV5AWaGzfAvT/nMytJK0s6UdIby+0lyYVkzwK2kTQ+csHQ3YAb\nImIncpbdHpJWhZnN5b+htD425Wze2cyZQZ7Zv4cc7H4i8KXynGfLCVKjC1jnMzhljNToyDXuvkaO\nC74AOEzShmRGvyeXXyEipo6EXFqcT+8abHHwU2CBiLiO7Lo7jDwgPE7ODtqcnH78oYi4GGZpLm9c\nk/AAnE+f/yEL1WMkbVAKitHkGl2XAp8s260N3K6+a5HeSK50j3Kl7u3JM/0mcTZzp+7M/l3kZdDO\nJNfrmqVgbXIBW+F8ZqPV9RYRk8nLfS1O9nCcDEyPXMT5xsr2IyKXFufTmwY1i1PSLuQHPcjrah1P\nVtWPksXJpuTsn+PK4MHGrGU2GM5nVpIuJmcdnkp2xf0S+CjwY/KKEZ8G1iWbzd9GjpH5XEQ8W56/\nIjCttE42irOZM+qb5XwUmckh5EnPzsCHyQL2hNaXh0bAzMwq5zN4rfcu6YPAURGxjnK5munl8cbN\nmp8Tzqf3DLZAWwy4BzgnIvYr961JDmK+glz48VPkmdq/2r5QQzmfWUnamGwS34AsRF4kL059JLAf\nMDEiPiBpcWD5iLitPK8x0/rbcTZzT9K9ZAvk4uRA5Ssj4jNd3ake4nxmr3TxhqTfAqdHxPnyshAz\nOZ/eMuBU4v4i4r+SziJXCW5V0v8gF35E0lXAVVHWzxlpnM+sIuJ6Sb8nu14+SLYorkZOqPg1sKZy\nWZKpEfGE+tbsanwB4mzmXKXV5zDgC+XM/myf2SfnM3il+BhHrkt5d7nP2RTOp7cMeqFaST8np9he\n7Er65ZzPrJTLj0wFNomI2yWtEbkwr1uCnM0c85l9PeczeMrrRG4JHO3i4+WcT++YkwJtiYh4fIj3\nZ9hyPi8naTLwvoh47QCPjdixMOBs5kY5sz8bmBwR13d7f3qN8zFrlkEv8dAqPtSwZSHmFefzchFx\nFHC/pKX65zLSCxBnM1c2Jme0jrT1uwbL+Zg1yCu6FqeZmZmZzXtu7bEhV8bC2ACcjZmZDcQtaGZm\nZmY9xi1oZmZmZj3GBZqZmZlZj3GBZmZmZtZjXKCZmZmZ9RgXaGZmhaSjJR1c8/j2ktbp5D6Z2cjk\nAs3MrM/sprXvAKzbiR0xs5HNy2yY2Ygm6TPArsDDwH3A9cB/gY8D8wN3ArsAGwEXlcf+C7yXPMk9\nFViavMD0xyLi7x1+C2bWQC7QzGzEkrQx8F1gE2A+4AbgNODMiPhP2eYY4N8Rcaqk7wIXRcQF5bHf\nAXuVi91vCnwhIrbsxnsxs2YZ0+0dMDProjcBF0TEc8Bzki4EBKwv6VhgMWAs8OvKcwQgaSwwEThf\nUuux+Tu142bWbC7QzGwkC0rB1c93ge0j4iZJuwGT+j0HsnvziYjYaGh30cxGIk8SMLOR7I/AeyQt\nKGkc8K5y/zjgIUnzAR+mryh7ClgUICKeBO6RtCOA0gYd3XszayyPQTOzEU3SkcBu5CSBf5Lj0J4B\nDgMeAf4CjI2IPSRtDnwbeA7YkSzcTgOWJ8ewnRsRx3b8TZhZ47hAMzMzM+sx7uI0MzMz6zEu0MzM\nzMx6jAs0MzMzsx7jAs3MzMysx7hAMzMzM+sxLtDMzMzMeowLNDMzM7Me4wLNzMzMrMf8f49SZteL\nMG/QAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2764b5f90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = my_replica_history[ddm_columns].plot(figsize=(10, 10), title=\"Replica size of ddm directories\")\n",
    "ax.set_xlabel('date')\n",
    "ax.set_ylabel('Size [TB]')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x293d11650>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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9uNbUqrIzCSFcRlmPcHKUK1eu8OSTT7J7925at24NFM7D5YyyCCFEZZy/fJ7k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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2a9bbea10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = my_space_history[non_ddm_columns].plot(figsize=(10, 10), title=\"Size of non-ddm directories\")\n",
    "ax.set_xlabel('date')\n",
    "ax.set_ylabel('Size [TB]')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x28b5ed090>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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vZONGPm5hyIcCDQAAIGDoQQMAAIgDetAAAAASCAWawjFX7Sfy8UY2buTjRj7eyMaNfNzC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\nlrZOnTq2Xr16tmXLlnb48OF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9GRO5WjczM7PSbUufK0UKumuuuUbvvvuuOnXqJGOM2rVr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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2b1525550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = my_replica_history[non_ddm_columns].plot(figsize=(10, 10), title=\"Replica size of non-ddm directories\")\n",
    "ax.set_xlabel('date')\n",
    "ax.set_ylabel('Size [TB]')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "my_space_history.to_csv('history_space_data.csv')\n",
    "my_replica_history.to_csv('history_replica_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}