v0.6.9/examples/gross_pitaevskii_2D.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Gross-Pitaevskii equation with external magnetic field"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "We solve the 2D Gross-Pitaevskii equation with a magnetic field.\n",
    "This is similar to the\n",
    "previous example (Gross-Pitaevskii equation in one dimension),\n",
    "but with an extra term for the magnetic field.\n",
    "We reproduce here the results of https://arxiv.org/pdf/1611.02045.pdf Fig. 10"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iter     Function value   Gradient norm \n",
      "     0     3.064853e+01     8.031630e+00\n",
      " * time: 0.0034520626068115234\n",
      "     1     2.872422e+01     3.927619e+00\n",
      " * time: 0.01581597328186035\n",
      "     2     1.928271e+01     4.008898e+00\n",
      " * time: 0.032022953033447266\n",
      "     3     1.405867e+01     2.676105e+00\n",
      " * time: 0.11735105514526367\n",
      "     4     1.232810e+01     3.506580e+00\n",
      " * time: 0.12948989868164062\n",
      "     5     1.224701e+01     2.975797e+00\n",
      " * time: 0.1411600112915039\n",
      "     6     1.007523e+01     1.629148e+00\n",
      " * time: 0.15286493301391602\n",
      "     7     8.892682e+00     1.648603e+00\n",
      " * time: 0.16461801528930664\n",
      "     8     8.438044e+00     1.325825e+00\n",
      " * time: 0.17624807357788086\n",
      "     9     8.233540e+00     7.573126e-01\n",
      " * time: 0.18779206275939941\n",
      "    10     8.166378e+00     9.814119e-01\n",
      " * time: 0.19676589965820312\n",
      "    11     8.083050e+00     5.237860e-01\n",
      " * time: 0.20556092262268066\n",
      "    12     8.069300e+00     7.612078e-01\n",
      " * time: 0.21447205543518066\n",
      "    13     8.044603e+00     5.990265e-01\n",
      " * time: 0.22327399253845215\n",
      "    14     7.986142e+00     4.366388e-01\n",
      " * time: 0.23208904266357422\n",
      "    15     7.922525e+00     4.692781e-01\n",
      " * time: 0.24103212356567383\n",
      "    16     7.897134e+00     3.585648e-01\n",
      " * time: 0.2503659725189209\n",
      "    17     7.873650e+00     3.831230e-01\n",
      " * time: 0.25938892364501953\n",
      "    18     7.869721e+00     5.088469e-01\n",
      " * time: 0.2683219909667969\n",
      "    19     7.858000e+00     4.313498e-01\n",
      " * time: 0.2777550220489502\n",
      "    20     7.834704e+00     2.994196e-01\n",
      " * time: 0.28693199157714844\n",
      "    21     7.815244e+00     3.418351e-01\n",
      " * time: 0.296065092086792\n",
      "    22     7.801572e+00     2.418865e-01\n",
      " * time: 0.30562710762023926\n",
      "    23     7.789103e+00     3.094291e-01\n",
      " * time: 0.3179469108581543\n",
      "    24     7.776449e+00     1.570042e-01\n",
      " * time: 0.33028697967529297\n",
      "    25     7.763614e+00     1.599361e-01\n",
      " * time: 0.33951401710510254\n",
      "    26     7.756710e+00     2.514865e-01\n",
      " * time: 0.3488318920135498\n",
      "    27     7.756056e+00     2.415029e-01\n",
      " * time: 0.3585491180419922\n",
      "    28     7.749525e+00     3.524544e-01\n",
      " * time: 0.3683810234069824\n",
      "    29     7.740761e+00     1.920991e-01\n",
      " * time: 0.38157010078430176\n",
      "    30     7.733919e+00     2.491474e-01\n",
      " * time: 0.3912670612335205\n",
      "    31     7.722286e+00     1.710827e-01\n",
      " * time: 0.40096092224121094\n",
      "    32     7.718729e+00     2.739167e-01\n",
      " * time: 0.4107019901275635\n",
      "    33     7.715922e+00     2.116974e-01\n",
      " * time: 0.4203629493713379\n",
      "    34     7.708390e+00     1.547255e-01\n",
      " * time: 0.4302220344543457\n",
      "    35     7.707042e+00     3.066302e-01\n",
      " * time: 0.44003796577453613\n",
      "    36     7.701642e+00     2.172196e-01\n",
      " * time: 0.45300793647766113\n",
      "    37     7.696708e+00     2.410515e-01\n",
      " * time: 0.4658939838409424\n",
      "    38     7.691069e+00     1.642459e-01\n",
      " * time: 0.4787099361419678\n",
      "    39     7.687370e+00     1.320677e-01\n",
      " * time: 0.48846912384033203\n",
      "    40     7.684869e+00     1.052816e-01\n",
      " * time: 0.4983189105987549\n",
      "    41     7.684100e+00     1.585718e-01\n",
      " * time: 0.5083110332489014\n",
      "    42     7.682800e+00     1.423136e-01\n",
      " * time: 0.5182199478149414\n",
      "    43     7.679797e+00     1.042916e-01\n",
      " * time: 0.5310111045837402\n",
      "    44     7.677765e+00     1.356282e-01\n",
      " * time: 0.5407040119171143\n",
      "    45     7.673509e+00     1.401235e-01\n",
      " * time: 0.6075088977813721\n",
      "    46     7.670254e+00     8.285267e-02\n",
      " * time: 0.6192500591278076\n",
      "    47     7.666169e+00     1.283240e-01\n",
      " * time: 0.6281208992004395\n",
      "    48     7.665128e+00     1.666791e-01\n",
      " * time: 0.6369531154632568\n",
      "    49     7.662586e+00     1.195202e-01\n",
      " * time: 0.645766019821167\n",
      "    50     7.661456e+00     1.738547e-01\n",
      " * time: 0.6545538902282715\n",
      "    51     7.659635e+00     1.463413e-01\n",
      " * time: 0.6636600494384766\n",
      "    52     7.658185e+00     1.270792e-01\n",
      " * time: 0.6725120544433594\n",
      "    53     7.653346e+00     9.461236e-02\n",
      " * time: 0.6812670230865479\n",
      "    54     7.649535e+00     1.246124e-01\n",
      " * time: 0.6900649070739746\n",
      "    55     7.649355e+00     1.773132e-01\n",
      " * time: 0.6987340450286865\n",
      "    56     7.648321e+00     1.248029e-01\n",
      " * time: 0.7076430320739746\n",
      "    57     7.646454e+00     1.338393e-01\n",
      " * time: 0.7164640426635742\n",
      "    58     7.643501e+00     1.048567e-01\n",
      " * time: 0.7253448963165283\n",
      "    59     7.641085e+00     8.072875e-02\n",
      " * time: 0.7370100021362305\n",
      "    60     7.638532e+00     7.148484e-02\n",
      " * time: 0.7457621097564697\n",
      "    61     7.638208e+00     1.403919e-01\n",
      " * time: 0.754709005355835\n",
      "    62     7.637273e+00     1.084078e-01\n",
      " * time: 0.7639811038970947\n",
      "    63     7.637092e+00     1.406007e-01\n",
      " * time: 0.7732589244842529\n",
      "    64     7.635933e+00     1.082790e-01\n",
      " * time: 0.782426118850708\n",
      "    65     7.634022e+00     8.774640e-02\n",
      " * time: 0.7916619777679443\n",
      "    66     7.632019e+00     7.344738e-02\n",
      " * time: 0.8038809299468994\n",
      "    67     7.629759e+00     5.504603e-02\n",
      " * time: 0.8161571025848389\n",
      "    68     7.629059e+00     7.657035e-02\n",
      " * time: 0.8254680633544922\n",
      "    69     7.628610e+00     7.601238e-02\n",
      " * time: 0.8349390029907227\n",
      "    70     7.627950e+00     6.829508e-02\n",
      " * time: 0.8445971012115479\n",
      "    71     7.627402e+00     5.458241e-02\n",
      " * time: 0.8544449806213379\n",
      "    72     7.627078e+00     4.669210e-02\n",
      " * time: 0.8642499446868896\n",
      "    73     7.626630e+00     4.010358e-02\n",
      " * time: 0.8773970603942871\n",
      "    74     7.626158e+00     6.665720e-02\n",
      " * time: 0.8873980045318604\n",
      "    75     7.625656e+00     4.493045e-02\n",
      " * time: 0.900360107421875\n",
      "    76     7.625317e+00     4.144523e-02\n",
      " * time: 0.9102649688720703\n",
      "    77     7.624953e+00     3.902635e-02\n",
      " * time: 0.9199678897857666\n",
      "    78     7.624549e+00     2.875387e-02\n",
      " * time: 0.929764986038208\n",
      "    79     7.624247e+00     4.469483e-02\n",
      " * time: 0.9394590854644775\n",
      "    80     7.624067e+00     5.950494e-02\n",
      " * time: 0.9490890502929688\n",
      "    81     7.623787e+00     4.068272e-02\n",
      " * time: 0.9619810581207275\n",
      "    82     7.623463e+00     3.531159e-02\n",
      " * time: 0.975074052810669\n",
      "    83     7.623174e+00     6.333561e-02\n",
      " * time: 0.984699010848999\n",
      "    84     7.622899e+00     6.057601e-02\n",
      " * time: 0.9943931102752686\n",
      "    85     7.622876e+00     9.952892e-02\n",
      " * time: 1.0040130615234375\n",
      "    86     7.622760e+00     5.706444e-02\n",
      " * time: 1.0138049125671387\n",
      "    87     7.622095e+00     5.028931e-02\n",
      " * time: 1.0235490798950195\n",
      "    88     7.621818e+00     4.752382e-02\n",
      " * time: 1.0822250843048096\n",
      "    89     7.620863e+00     4.527760e-02\n",
      " * time: 1.0912880897521973\n",
      "    90     7.620535e+00     8.786624e-02\n",
      " * time: 1.1001861095428467\n",
      "    91     7.619746e+00     5.142631e-02\n",
      " * time: 1.1117639541625977\n",
      "    92     7.619159e+00     4.623085e-02\n",
      " * time: 1.1204509735107422\n",
      "    93     7.618688e+00     6.119446e-02\n",
      " * time: 1.1291890144348145\n",
      "    94     7.618070e+00     5.331830e-02\n",
      " * time: 1.140815019607544\n",
      "    95     7.617729e+00     6.318177e-02\n",
      " * time: 1.1496551036834717\n",
      "    96     7.617086e+00     7.101925e-02\n",
      " * time: 1.1613030433654785\n",
      "    97     7.616505e+00     5.422527e-02\n",
      " * time: 1.1730530261993408\n",
      "    98     7.616166e+00     6.203030e-02\n",
      " * time: 1.1817739009857178\n",
      "    99     7.615711e+00     4.276814e-02\n",
      " * time: 1.1934270858764648\n",
      "   100     7.615343e+00     5.922140e-02\n",
      " * time: 1.202347993850708\n",
      "   101     7.615040e+00     5.645076e-02\n",
      " * time: 1.2110869884490967\n",
      "   102     7.614801e+00     4.679424e-02\n",
      " * time: 1.2198710441589355\n",
      "   103     7.614424e+00     6.272480e-02\n",
      " * time: 1.22900390625\n",
      "   104     7.614331e+00     6.228596e-02\n",
      " * time: 1.238158941268921\n",
      "   105     7.614002e+00     4.768302e-02\n",
      " * time: 1.2511720657348633\n",
      "   106     7.613527e+00     4.600170e-02\n",
      " * time: 1.2608489990234375\n",
      "   107     7.613518e+00     6.340237e-02\n",
      " * time: 1.2703170776367188\n",
      "   108     7.613226e+00     4.098458e-02\n",
      " * time: 1.280163049697876\n",
      "   109     7.613144e+00     6.575054e-02\n",
      " * time: 1.289659023284912\n",
      "   110     7.613001e+00     7.402516e-02\n",
      " * time: 1.298935890197754\n",
      "   111     7.612605e+00     2.947488e-02\n",
      " * time: 1.308255910873413\n",
      "   112     7.612277e+00     4.520349e-02\n",
      " * time: 1.3178589344024658\n",
      "   113     7.612211e+00     5.992683e-02\n",
      " * time: 1.3277499675750732\n",
      "   114     7.611955e+00     3.864056e-02\n",
      " * time: 1.3374249935150146\n",
      "   115     7.611775e+00     4.342243e-02\n",
      " * time: 1.3472249507904053\n",
      "   116     7.611519e+00     3.591867e-02\n",
      " * time: 1.3600969314575195\n",
      "   117     7.611217e+00     3.598254e-02\n",
      " * time: 1.369823932647705\n",
      "   118     7.610815e+00     2.419189e-02\n",
      " * time: 1.38264799118042\n",
      "   119     7.610613e+00     2.835290e-02\n",
      " * time: 1.3926301002502441\n",
      "   120     7.610478e+00     3.254908e-02\n",
      " * time: 1.4054429531097412\n",
      "   121     7.610234e+00     1.491802e-02\n",
      " * time: 1.4181859493255615\n",
      "   122     7.610122e+00     1.770463e-02\n",
      " * time: 1.430866003036499\n",
      "   123     7.610034e+00     2.270566e-02\n",
      " * time: 1.4404819011688232\n",
      "   124     7.609917e+00     1.833947e-02\n",
      " * time: 1.4535059928894043\n",
      "   125     7.609865e+00     4.327749e-02\n",
      " * time: 1.4633779525756836\n",
      "   126     7.609669e+00     1.623283e-02\n",
      " * time: 1.473134994506836\n",
      "   127     7.609610e+00     4.239019e-02\n",
      " * time: 1.482896089553833\n",
      "   128     7.609396e+00     3.937529e-02\n",
      " * time: 1.492691993713379\n",
      "   129     7.609164e+00     3.238064e-02\n",
      " * time: 1.5024070739746094\n",
      "   130     7.608860e+00     2.409427e-02\n",
      " * time: 1.546694040298462\n",
      "   131     7.608820e+00     4.490076e-02\n",
      " * time: 1.5554580688476562\n",
      "   132     7.608593e+00     4.870038e-02\n",
      " * time: 1.56427001953125\n",
      "   133     7.608397e+00     3.562430e-02\n",
      " * time: 1.5730130672454834\n",
      "   134     7.608189e+00     3.055247e-02\n",
      " * time: 1.5846021175384521\n",
      "   135     7.608116e+00     5.698404e-02\n",
      " * time: 1.5933520793914795\n",
      "   136     7.608024e+00     4.765325e-02\n",
      " * time: 1.6022100448608398\n",
      "   137     7.607750e+00     4.310979e-02\n",
      " * time: 1.6111729145050049\n",
      "   138     7.607425e+00     2.691758e-02\n",
      " * time: 1.6228001117706299\n",
      "   139     7.607346e+00     4.195626e-02\n",
      " * time: 1.631688117980957\n",
      "   140     7.607143e+00     4.325139e-02\n",
      " * time: 1.6405789852142334\n",
      "   141     7.606939e+00     3.402186e-02\n",
      " * time: 1.652216911315918\n",
      "   142     7.606831e+00     3.892369e-02\n",
      " * time: 1.6610889434814453\n",
      "   143     7.606708e+00     3.816887e-02\n",
      " * time: 1.669888973236084\n",
      "   144     7.606674e+00     3.021847e-02\n",
      " * time: 1.6787209510803223\n",
      "   145     7.606553e+00     4.206216e-02\n",
      " * time: 1.6875619888305664\n",
      "   146     7.606274e+00     2.733714e-02\n",
      " * time: 1.699700117111206\n",
      "   147     7.606207e+00     4.129431e-02\n",
      " * time: 1.7088780403137207\n",
      "   148     7.606018e+00     2.502373e-02\n",
      " * time: 1.7180750370025635\n",
      "   149     7.605789e+00     3.076097e-02\n",
      " * time: 1.7273080348968506\n",
      "   150     7.605659e+00     3.417170e-02\n",
      " * time: 1.7365849018096924\n",
      "   151     7.605490e+00     1.980488e-02\n",
      " * time: 1.748932123184204\n",
      "   152     7.605372e+00     2.668823e-02\n",
      " * time: 1.7612340450286865\n",
      "   153     7.605312e+00     2.882685e-02\n",
      " * time: 1.7704648971557617\n",
      "   154     7.605305e+00     3.802600e-02\n",
      " * time: 1.7801411151885986\n",
      "   155     7.605230e+00     3.010860e-02\n",
      " * time: 1.7899270057678223\n",
      "   156     7.605127e+00     3.744252e-02\n",
      " * time: 1.7996220588684082\n",
      "   157     7.605029e+00     2.341336e-02\n",
      " * time: 1.8124771118164062\n",
      "   158     7.604905e+00     2.128131e-02\n",
      " * time: 1.8253540992736816\n",
      "   159     7.604818e+00     1.708001e-02\n",
      " * time: 1.8380520343780518\n",
      "   160     7.604804e+00     2.025791e-02\n",
      " * time: 1.847733974456787\n",
      "   161     7.604745e+00     1.430979e-02\n",
      " * time: 1.8574531078338623\n",
      "   162     7.604735e+00     1.822069e-02\n",
      " * time: 1.8672130107879639\n",
      "   163     7.604693e+00     1.270004e-02\n",
      " * time: 1.8799901008605957\n",
      "   164     7.604633e+00     1.523765e-02\n",
      " * time: 1.8897581100463867\n",
      "   165     7.604627e+00     1.676233e-02\n",
      " * time: 1.8997249603271484\n",
      "   166     7.604589e+00     1.532376e-02\n",
      " * time: 1.909562110900879\n",
      "   167     7.604579e+00     1.800365e-02\n",
      " * time: 1.9193251132965088\n",
      "   168     7.604554e+00     1.213322e-02\n",
      " * time: 1.9291059970855713\n",
      "   169     7.604523e+00     1.189675e-02\n",
      " * time: 1.9389209747314453\n",
      "   170     7.604501e+00     1.378389e-02\n",
      " * time: 1.9489331245422363\n",
      "   171     7.604466e+00     8.967032e-03\n",
      " * time: 1.9618489742279053\n",
      "   172     7.604447e+00     1.643008e-02\n",
      " * time: 2.0028281211853027\n",
      "   173     7.604417e+00     9.474755e-03\n",
      " * time: 2.014698028564453\n",
      "   174     7.604405e+00     1.378552e-02\n",
      " * time: 2.0235280990600586\n",
      "   175     7.604393e+00     1.322419e-02\n",
      " * time: 2.032357931137085\n",
      "   176     7.604384e+00     1.681210e-02\n",
      " * time: 2.0411179065704346\n",
      "   177     7.604361e+00     1.550413e-02\n",
      " * time: 2.0499320030212402\n",
      "   178     7.604349e+00     1.334120e-02\n",
      " * time: 2.0586941242218018\n",
      "   179     7.604330e+00     1.580802e-02\n",
      " * time: 2.0675010681152344\n",
      "   180     7.604291e+00     1.215444e-02\n",
      " * time: 2.0762939453125\n",
      "   181     7.604270e+00     1.886301e-02\n",
      " * time: 2.084980010986328\n",
      "   182     7.604248e+00     1.732085e-02\n",
      " * time: 2.0937130451202393\n",
      "   183     7.604194e+00     1.556568e-02\n",
      " * time: 2.105380058288574\n",
      "   184     7.604163e+00     1.463800e-02\n",
      " * time: 2.114206075668335\n",
      "   185     7.604133e+00     1.775350e-02\n",
      " * time: 2.1258420944213867\n",
      "   186     7.604099e+00     1.001496e-02\n",
      " * time: 2.1375460624694824\n",
      "   187     7.604066e+00     7.685736e-03\n",
      " * time: 2.149385929107666\n",
      "   188     7.604047e+00     8.924950e-03\n",
      " * time: 2.158590078353882\n",
      "   189     7.604029e+00     6.323236e-03\n",
      " * time: 2.170898914337158\n",
      "   190     7.604024e+00     9.338043e-03\n",
      " * time: 2.1800179481506348\n",
      "   191     7.604012e+00     1.136305e-02\n",
      " * time: 2.189276933670044\n",
      "   192     7.603992e+00     1.029057e-02\n",
      " * time: 2.198496103286743\n",
      "   193     7.603987e+00     1.091054e-02\n",
      " * time: 2.207705020904541\n",
      "   194     7.603969e+00     1.199465e-02\n",
      " * time: 2.216926097869873\n",
      "   195     7.603939e+00     1.348590e-02\n",
      " * time: 2.2261669635772705\n",
      "   196     7.603932e+00     8.823553e-03\n",
      " * time: 2.2356419563293457\n",
      "   197     7.603895e+00     8.155785e-03\n",
      " * time: 2.2454020977020264\n",
      "   198     7.603884e+00     2.372553e-02\n",
      " * time: 2.255002021789551\n",
      "   199     7.603838e+00     1.636150e-02\n",
      " * time: 2.2647290229797363\n",
      "   200     7.603828e+00     1.162792e-02\n",
      " * time: 2.2744860649108887\n",
      "   201     7.603823e+00     1.491861e-02\n",
      " * time: 2.284147024154663\n",
      "   202     7.603798e+00     1.282482e-02\n",
      " * time: 2.2970879077911377\n",
      "   203     7.603790e+00     1.670479e-02\n",
      " * time: 2.3068559169769287\n",
      "   204     7.603744e+00     1.519446e-02\n",
      " * time: 2.319643020629883\n",
      "   205     7.603740e+00     1.964022e-02\n",
      " * time: 2.329369068145752\n",
      "   206     7.603699e+00     2.262660e-02\n",
      " * time: 2.339282989501953\n",
      "   207     7.603640e+00     1.417637e-02\n",
      " * time: 2.35246205329895\n",
      "   208     7.603600e+00     1.605070e-02\n",
      " * time: 2.362337112426758\n",
      "   209     7.603551e+00     1.112042e-02\n",
      " * time: 2.3751261234283447\n",
      "   210     7.603540e+00     1.697648e-02\n",
      " * time: 2.38496994972229\n",
      "   211     7.603507e+00     1.247357e-02\n",
      " * time: 2.3978030681610107\n",
      "   212     7.603480e+00     1.139893e-02\n",
      " * time: 2.410754919052124\n",
      "   213     7.603454e+00     1.328567e-02\n",
      " * time: 2.4205009937286377\n",
      "   214     7.603410e+00     1.564419e-02\n",
      " * time: 2.4644908905029297\n",
      "   215     7.603395e+00     2.244253e-02\n",
      " * time: 2.4734909534454346\n",
      "   216     7.603358e+00     1.187735e-02\n",
      " * time: 2.4852240085601807\n",
      "   217     7.603338e+00     1.192945e-02\n",
      " * time: 2.4940450191497803\n",
      "   218     7.603304e+00     1.301269e-02\n",
      " * time: 2.502798080444336\n",
      "   219     7.603294e+00     1.648888e-02\n",
      " * time: 2.5116209983825684\n",
      "   220     7.603283e+00     1.490564e-02\n",
      " * time: 2.520282030105591\n",
      "   221     7.603255e+00     1.490893e-02\n",
      " * time: 2.5318639278411865\n",
      "   222     7.603232e+00     9.751160e-03\n",
      " * time: 2.5433859825134277\n",
      "   223     7.603219e+00     1.170834e-02\n",
      " * time: 2.5521600246429443\n",
      "   224     7.603192e+00     1.277754e-02\n",
      " * time: 2.563755989074707\n",
      "   225     7.603177e+00     1.174417e-02\n",
      " * time: 2.5725018978118896\n",
      "   226     7.603168e+00     1.407575e-02\n",
      " * time: 2.5813310146331787\n",
      "   227     7.603158e+00     9.410011e-03\n",
      " * time: 2.5901060104370117\n",
      "   228     7.603148e+00     1.438652e-02\n",
      " * time: 2.5991721153259277\n",
      "   229     7.603131e+00     1.209288e-02\n",
      " * time: 2.611370086669922\n",
      "   230     7.603114e+00     1.311686e-02\n",
      " * time: 2.620457887649536\n",
      "   231     7.603091e+00     1.074913e-02\n",
      " * time: 2.632427930831909\n",
      "   232     7.603069e+00     1.004680e-02\n",
      " * time: 2.6415209770202637\n",
      "   233     7.603053e+00     1.040856e-02\n",
      " * time: 2.6506659984588623\n",
      "   234     7.603049e+00     1.232012e-02\n",
      " * time: 2.6598620414733887\n",
      "   235     7.603034e+00     1.053043e-02\n",
      " * time: 2.669128894805908\n",
      "   236     7.603010e+00     1.345531e-02\n",
      " * time: 2.6784260272979736\n",
      "   237     7.602984e+00     1.216045e-02\n",
      " * time: 2.6909399032592773\n",
      "   238     7.602959e+00     8.631026e-03\n",
      " * time: 2.7037899494171143\n",
      "   239     7.602933e+00     6.136671e-03\n",
      " * time: 2.7168209552764893\n",
      "   240     7.602912e+00     7.608303e-03\n",
      " * time: 2.7267799377441406\n",
      "   241     7.602890e+00     7.085789e-03\n",
      " * time: 2.7397210597991943\n",
      "   242     7.602879e+00     7.595562e-03\n",
      " * time: 2.7494099140167236\n",
      "   243     7.602859e+00     1.211725e-02\n",
      " * time: 2.7590830326080322\n",
      "   244     7.602837e+00     6.497561e-03\n",
      " * time: 2.7719619274139404\n",
      "   245     7.602813e+00     6.722600e-03\n",
      " * time: 2.784881114959717\n",
      "   246     7.602800e+00     7.333481e-03\n",
      " * time: 2.7948150634765625\n",
      "   247     7.602782e+00     8.378259e-03\n",
      " * time: 2.8044838905334473\n",
      "   248     7.602766e+00     8.277066e-03\n",
      " * time: 2.814276933670044\n",
      "   249     7.602751e+00     5.842592e-03\n",
      " * time: 2.8272531032562256\n",
      "   250     7.602739e+00     6.189387e-03\n",
      " * time: 2.8370730876922607\n",
      "   251     7.602728e+00     4.304538e-03\n",
      " * time: 2.850253105163574\n",
      "   252     7.602718e+00     6.948819e-03\n",
      " * time: 2.8601040840148926\n",
      "   253     7.602711e+00     8.552319e-03\n",
      " * time: 2.869892120361328\n",
      "   254     7.602711e+00     1.326443e-02\n",
      " * time: 2.8797109127044678\n",
      "   255     7.602696e+00     4.785539e-03\n",
      " * time: 2.9209139347076416\n",
      "   256     7.602694e+00     1.154981e-02\n",
      " * time: 2.9301071166992188\n",
      "   257     7.602683e+00     1.096910e-02\n",
      " * time: 2.9389500617980957\n",
      "   258     7.602668e+00     9.013274e-03\n",
      " * time: 2.9478859901428223\n",
      "   259     7.602654e+00     7.238498e-03\n",
      " * time: 2.959486961364746\n",
      "   260     7.602641e+00     9.201631e-03\n",
      " * time: 2.9682140350341797\n",
      "   261     7.602640e+00     1.090358e-02\n",
      " * time: 2.9770169258117676\n",
      "   262     7.602631e+00     9.745874e-03\n",
      " * time: 2.985766887664795\n",
      "   263     7.602619e+00     1.247895e-02\n",
      " * time: 2.9946420192718506\n",
      "   264     7.602600e+00     1.043036e-02\n",
      " * time: 3.0062880516052246\n",
      "   265     7.602579e+00     1.235685e-02\n",
      " * time: 3.01820707321167\n",
      "   266     7.602570e+00     1.689629e-02\n",
      " * time: 3.0269811153411865\n",
      "   267     7.602517e+00     1.082138e-02\n",
      " * time: 3.0386040210723877\n",
      "   268     7.602483e+00     1.264261e-02\n",
      " * time: 3.047513008117676\n",
      "   269     7.602454e+00     1.130792e-02\n",
      " * time: 3.060067892074585\n",
      "   270     7.602417e+00     1.505659e-02\n",
      " * time: 3.0692789554595947\n",
      "   271     7.602382e+00     1.305829e-02\n",
      " * time: 3.081265926361084\n",
      "   272     7.602347e+00     1.936061e-02\n",
      " * time: 3.093337059020996\n",
      "   273     7.602323e+00     2.239616e-02\n",
      " * time: 3.1026179790496826\n",
      "   274     7.602253e+00     2.887275e-02\n",
      " * time: 3.111785888671875\n",
      "   275     7.602198e+00     2.636830e-02\n",
      " * time: 3.124008893966675\n",
      "   276     7.602138e+00     2.180380e-02\n",
      " * time: 3.1361849308013916\n",
      "   277     7.602106e+00     2.194599e-02\n",
      " * time: 3.148715019226074\n",
      "   278     7.602035e+00     1.661420e-02\n",
      " * time: 3.1615869998931885\n",
      "   279     7.601967e+00     1.608810e-02\n",
      " * time: 3.174489974975586\n",
      "   280     7.601881e+00     2.140315e-02\n",
      " * time: 3.18416690826416\n",
      "   281     7.601760e+00     1.985140e-02\n",
      " * time: 3.1939890384674072\n",
      "   282     7.601689e+00     1.404572e-02\n",
      " * time: 3.206860065460205\n",
      "   283     7.601671e+00     1.870529e-02\n",
      " * time: 3.216625928878784\n",
      "   284     7.601617e+00     2.400773e-02\n",
      " * time: 3.2262449264526367\n",
      "   285     7.601552e+00     2.905163e-02\n",
      " * time: 3.2359659671783447\n",
      "   286     7.601460e+00     2.165801e-02\n",
      " * time: 3.2457149028778076\n",
      "   287     7.601313e+00     2.497425e-02\n",
      " * time: 3.2554380893707275\n",
      "   288     7.601191e+00     2.063394e-02\n",
      " * time: 3.2681379318237305\n",
      "   289     7.601165e+00     2.598575e-02\n",
      " * time: 3.277941942214966\n",
      "   290     7.601154e+00     3.374985e-02\n",
      " * time: 3.287677049636841\n",
      "   291     7.601002e+00     2.817131e-02\n",
      " * time: 3.2974979877471924\n",
      "   292     7.600984e+00     3.100217e-02\n",
      " * time: 3.3072750568389893\n",
      "   293     7.600907e+00     2.860326e-02\n",
      " * time: 3.317244052886963\n",
      "   294     7.600753e+00     3.375668e-02\n",
      " * time: 3.3302600383758545\n",
      "   295     7.600544e+00     2.310708e-02\n",
      " * time: 3.3400111198425293\n",
      "   296     7.600486e+00     2.956915e-02\n",
      " * time: 3.3811779022216797\n",
      "   297     7.600389e+00     2.824945e-02\n",
      " * time: 3.390315055847168\n",
      "   298     7.600348e+00     3.479060e-02\n",
      " * time: 3.3991169929504395\n",
      "   299     7.600244e+00     3.881410e-02\n",
      " * time: 3.4079160690307617\n",
      "   300     7.600093e+00     3.185301e-02\n",
      " * time: 3.4194979667663574\n",
      "   301     7.599864e+00     1.748742e-02\n",
      " * time: 3.4311180114746094\n",
      "   302     7.599742e+00     2.494470e-02\n",
      " * time: 3.4399020671844482\n",
      "   303     7.599567e+00     2.253750e-02\n",
      " * time: 3.4515140056610107\n",
      "   304     7.599456e+00     1.256655e-02\n",
      " * time: 3.463089942932129\n",
      "   305     7.599411e+00     1.690332e-02\n",
      " * time: 3.471951961517334\n",
      "   306     7.599296e+00     1.538068e-02\n",
      " * time: 3.480778932571411\n",
      "   307     7.599236e+00     2.368510e-02\n",
      " * time: 3.4894580841064453\n",
      "   308     7.599171e+00     2.580510e-02\n",
      " * time: 3.4982380867004395\n",
      "   309     7.599129e+00     4.112526e-02\n",
      " * time: 3.5070300102233887\n",
      "   310     7.599047e+00     3.146344e-02\n",
      " * time: 3.516123056411743\n",
      "   311     7.598871e+00     3.227715e-02\n",
      " * time: 3.5253989696502686\n",
      "   312     7.598575e+00     2.473981e-02\n",
      " * time: 3.534795045852661\n",
      "   313     7.598324e+00     3.578868e-02\n",
      " * time: 3.5438849925994873\n",
      "   314     7.598310e+00     4.566215e-02\n",
      " * time: 3.553041934967041\n",
      "   315     7.598122e+00     2.637006e-02\n",
      " * time: 3.5621559619903564\n",
      "   316     7.597854e+00     2.853247e-02\n",
      " * time: 3.5742440223693848\n",
      "   317     7.597697e+00     4.394871e-02\n",
      " * time: 3.583591938018799\n",
      "   318     7.597520e+00     3.042377e-02\n",
      " * time: 3.5928120613098145\n",
      "   319     7.597241e+00     3.237831e-02\n",
      " * time: 3.6021010875701904\n",
      "   320     7.597036e+00     2.380645e-02\n",
      " * time: 3.6146790981292725\n",
      "   321     7.597016e+00     4.428527e-02\n",
      " * time: 3.6244630813598633\n",
      "   322     7.596927e+00     3.083468e-02\n",
      " * time: 3.634300947189331\n",
      "   323     7.596714e+00     2.563071e-02\n",
      " * time: 3.643911123275757\n",
      "   324     7.596545e+00     3.428291e-02\n",
      " * time: 3.6536829471588135\n",
      "   325     7.596362e+00     2.300933e-02\n",
      " * time: 3.6665689945220947\n",
      "   326     7.596343e+00     3.005302e-02\n",
      " * time: 3.676269054412842\n",
      "   327     7.596242e+00     2.576625e-02\n",
      " * time: 3.6859920024871826\n",
      "   328     7.596239e+00     3.101523e-02\n",
      " * time: 3.6957459449768066\n",
      "   329     7.596223e+00     2.297109e-02\n",
      " * time: 3.705441951751709\n",
      "   330     7.596144e+00     1.704902e-02\n",
      " * time: 3.715204954147339\n",
      "   331     7.596081e+00     1.674268e-02\n",
      " * time: 3.724848985671997\n",
      "   332     7.596045e+00     2.777442e-02\n",
      " * time: 3.734637975692749\n",
      "   333     7.596020e+00     2.342090e-02\n",
      " * time: 3.7443389892578125\n",
      "   334     7.595976e+00     1.803131e-02\n",
      " * time: 3.7540690898895264\n",
      "   335     7.595912e+00     1.501865e-02\n",
      " * time: 3.7637929916381836\n",
      "   336     7.595853e+00     2.393060e-02\n",
      " * time: 3.77354097366333\n",
      "   337     7.595774e+00     1.136574e-02\n",
      " * time: 3.7863049507141113\n",
      "   338     7.595748e+00     2.100673e-02\n",
      " * time: 3.7961580753326416\n",
      "   339     7.595701e+00     1.318760e-02\n",
      " * time: 3.840725898742676\n",
      "   340     7.595662e+00     1.052936e-02\n",
      " * time: 3.8525500297546387\n",
      "   341     7.595627e+00     9.041211e-03\n",
      " * time: 3.8643710613250732\n",
      "   342     7.595613e+00     1.596107e-02\n",
      " * time: 3.8732869625091553\n",
      "   343     7.595579e+00     1.223803e-02\n",
      " * time: 3.884953022003174\n",
      "   344     7.595537e+00     1.520004e-02\n",
      " * time: 3.8940200805664062\n",
      "   345     7.595516e+00     1.443503e-02\n",
      " * time: 3.9027581214904785\n",
      "   346     7.595483e+00     1.373488e-02\n",
      " * time: 3.9115331172943115\n",
      "   347     7.595434e+00     1.270183e-02\n",
      " * time: 3.9201269149780273\n",
      "   348     7.595386e+00     1.783785e-02\n",
      " * time: 3.9289989471435547\n",
      "   349     7.595370e+00     3.146141e-02\n",
      " * time: 3.937875986099243\n",
      "   350     7.595295e+00     1.780111e-02\n",
      " * time: 3.9466400146484375\n",
      "   351     7.595231e+00     2.092296e-02\n",
      " * time: 3.9554619789123535\n",
      "   352     7.595208e+00     2.660733e-02\n",
      " * time: 3.9642679691314697\n",
      "   353     7.595133e+00     2.109035e-02\n",
      " * time: 3.975861072540283\n",
      "   354     7.595091e+00     1.893761e-02\n",
      " * time: 3.984808921813965\n",
      "   355     7.595017e+00     1.604037e-02\n",
      " * time: 3.9970180988311768\n",
      "   356     7.594956e+00     1.293477e-02\n",
      " * time: 4.009113073348999\n",
      "   357     7.594904e+00     1.808969e-02\n",
      " * time: 4.018378973007202\n",
      "   358     7.594853e+00     1.858039e-02\n",
      " * time: 4.027673959732056\n",
      "   359     7.594818e+00     2.294824e-02\n",
      " * time: 4.037117004394531\n",
      "   360     7.594734e+00     1.462532e-02\n",
      " * time: 4.049299955368042\n",
      "   361     7.594682e+00     1.934193e-02\n",
      " * time: 4.058629989624023\n",
      "   362     7.594653e+00     2.501321e-02\n",
      " * time: 4.067961931228638\n",
      "   363     7.594597e+00     1.736596e-02\n",
      " * time: 4.080883026123047\n",
      "   364     7.594534e+00     1.308780e-02\n",
      " * time: 4.090611934661865\n",
      "   365     7.594487e+00     1.377003e-02\n",
      " * time: 4.100481986999512\n",
      "   366     7.594442e+00     1.765504e-02\n",
      " * time: 4.110431909561157\n",
      "   367     7.594421e+00     2.097161e-02\n",
      " * time: 4.120074987411499\n",
      "   368     7.594354e+00     2.166976e-02\n",
      " * time: 4.130012035369873\n",
      "   369     7.594320e+00     2.021827e-02\n",
      " * time: 4.139777898788452\n",
      "   370     7.594279e+00     2.468631e-02\n",
      " * time: 4.149518013000488\n",
      "   371     7.594229e+00     2.278888e-02\n",
      " * time: 4.159159898757935\n",
      "   372     7.594161e+00     1.889996e-02\n",
      " * time: 4.168898105621338\n",
      "   373     7.594112e+00     1.641527e-02\n",
      " * time: 4.178692102432251\n",
      "   374     7.594112e+00     3.159993e-02\n",
      " * time: 4.188417911529541\n",
      "   375     7.594049e+00     2.178060e-02\n",
      " * time: 4.201427936553955\n",
      "   376     7.594011e+00     1.614525e-02\n",
      " * time: 4.21114706993103\n",
      "   377     7.593947e+00     2.104274e-02\n",
      " * time: 4.223963022232056\n",
      "   378     7.593907e+00     8.980192e-03\n",
      " * time: 4.2369160652160645\n",
      "   379     7.593880e+00     1.103577e-02\n",
      " * time: 4.24665904045105\n",
      "   380     7.593875e+00     1.887837e-02\n",
      " * time: 4.256398916244507\n",
      "   381     7.593837e+00     1.247712e-02\n",
      " * time: 4.300352096557617\n",
      "   382     7.593825e+00     1.481823e-02\n",
      " * time: 4.309344053268433\n",
      "   383     7.593791e+00     1.824779e-02\n",
      " * time: 4.318031072616577\n",
      "   384     7.593755e+00     1.692344e-02\n",
      " * time: 4.32689905166626\n",
      "   385     7.593750e+00     2.276148e-02\n",
      " * time: 4.335663080215454\n",
      "   386     7.593729e+00     2.229608e-02\n",
      " * time: 4.344280958175659\n",
      "   387     7.593704e+00     1.563635e-02\n",
      " * time: 4.353125095367432\n",
      "   388     7.593634e+00     1.273050e-02\n",
      " * time: 4.361804008483887\n",
      "   389     7.593569e+00     1.392164e-02\n",
      " * time: 4.370595932006836\n",
      "   390     7.593522e+00     1.723043e-02\n",
      " * time: 4.379470109939575\n",
      "   391     7.593480e+00     9.321325e-03\n",
      " * time: 4.391181945800781\n",
      "   392     7.593461e+00     1.640120e-02\n",
      " * time: 4.399971008300781\n",
      "   393     7.593432e+00     1.498716e-02\n",
      " * time: 4.411499977111816\n",
      "   394     7.593408e+00     1.111439e-02\n",
      " * time: 4.42038893699646\n",
      "   395     7.593391e+00     1.604840e-02\n",
      " * time: 4.429321050643921\n",
      "   396     7.593340e+00     1.960804e-02\n",
      " * time: 4.441320896148682\n",
      "   397     7.593312e+00     2.574316e-02\n",
      " * time: 4.450484037399292\n",
      "   398     7.593264e+00     2.260387e-02\n",
      " * time: 4.459635019302368\n",
      "   399     7.593202e+00     2.354532e-02\n",
      " * time: 4.468825101852417\n",
      "   400     7.593143e+00     2.133190e-02\n",
      " * time: 4.478231906890869\n",
      "   401     7.593103e+00     2.793262e-02\n",
      " * time: 4.4876549243927\n",
      "   402     7.593060e+00     2.172745e-02\n",
      " * time: 4.4999449253082275\n",
      "   403     7.592983e+00     1.564724e-02\n",
      " * time: 4.5121378898620605\n",
      "   404     7.592928e+00     1.609697e-02\n",
      " * time: 4.521260976791382\n",
      "   405     7.592921e+00     2.030494e-02\n",
      " * time: 4.530972003936768\n",
      "   406     7.592892e+00     1.560455e-02\n",
      " * time: 4.540647983551025\n",
      "   407     7.592853e+00     1.396382e-02\n",
      " * time: 4.553520917892456\n",
      "   408     7.592813e+00     1.281235e-02\n",
      " * time: 4.5663440227508545\n",
      "   409     7.592765e+00     1.037150e-02\n",
      " * time: 4.57918906211853\n",
      "   410     7.592763e+00     2.205158e-02\n",
      " * time: 4.588956117630005\n",
      "   411     7.592734e+00     1.866307e-02\n",
      " * time: 4.59868597984314\n",
      "   412     7.592729e+00     2.521551e-02\n",
      " * time: 4.6085569858551025\n",
      "   413     7.592700e+00     1.498748e-02\n",
      " * time: 4.621575117111206\n",
      "   414     7.592690e+00     1.520258e-02\n",
      " * time: 4.631542921066284\n",
      "   415     7.592654e+00     1.341266e-02\n",
      " * time: 4.6413350105285645\n",
      "   416     7.592645e+00     2.092474e-02\n",
      " * time: 4.650995969772339\n",
      "   417     7.592618e+00     1.547482e-02\n",
      " * time: 4.660833120346069\n",
      "   418     7.592614e+00     2.109676e-02\n",
      " * time: 4.670553922653198\n",
      "   419     7.592591e+00     1.351353e-02\n",
      " * time: 4.683409929275513\n",
      "   420     7.592566e+00     1.249484e-02\n",
      " * time: 4.693144083023071\n",
      "   421     7.592540e+00     1.018641e-02\n",
      " * time: 4.706105947494507\n",
      "   422     7.592532e+00     1.223752e-02\n",
      " * time: 4.715807914733887\n",
      "   423     7.592517e+00     8.304211e-03\n",
      " * time: 4.759813070297241\n",
      "   424     7.592505e+00     9.079048e-03\n",
      " * time: 4.768728971481323\n",
      "   425     7.592491e+00     8.283963e-03\n",
      " * time: 4.780416965484619\n",
      "   426     7.592484e+00     8.080636e-03\n",
      " * time: 4.789212942123413\n",
      "   427     7.592480e+00     8.947962e-03\n",
      " * time: 4.7980101108551025\n",
      "   428     7.592466e+00     9.663725e-03\n",
      " * time: 4.806731939315796\n",
      "   429     7.592448e+00     7.194001e-03\n",
      " * time: 4.818300008773804\n",
      "   430     7.592444e+00     8.302991e-03\n",
      " * time: 4.827141046524048\n",
      "   431     7.592427e+00     1.020154e-02\n",
      " * time: 4.835989952087402\n",
      "   432     7.592426e+00     8.747969e-03\n",
      " * time: 4.844785928726196\n",
      "   433     7.592412e+00     7.330739e-03\n",
      " * time: 4.856379985809326\n",
      "   434     7.592410e+00     1.135692e-02\n",
      " * time: 4.865123987197876\n",
      "   435     7.592403e+00     9.236657e-03\n",
      " * time: 4.873826026916504\n",
      "   436     7.592393e+00     7.070824e-03\n",
      " * time: 4.882528066635132\n",
      "   437     7.592385e+00     5.401047e-03\n",
      " * time: 4.894408941268921\n",
      "   438     7.592378e+00     3.773982e-03\n",
      " * time: 4.906470060348511\n",
      "   439     7.592371e+00     4.913462e-03\n",
      " * time: 4.915544033050537\n",
      "   440     7.592371e+00     7.493474e-03\n",
      " * time: 4.924777030944824\n",
      "   441     7.592369e+00     6.332865e-03\n",
      " * time: 4.934017896652222\n",
      "   442     7.592366e+00     6.061542e-03\n",
      " * time: 4.943247079849243\n",
      "   443     7.592361e+00     2.920183e-03\n",
      " * time: 4.955476999282837\n",
      "   444     7.592358e+00     5.896661e-03\n",
      " * time: 4.964792966842651\n",
      "   445     7.592355e+00     4.274751e-03\n",
      " * time: 4.976959943771362\n",
      "   446     7.592352e+00     3.006875e-03\n",
      " * time: 4.989557981491089\n",
      "   447     7.592350e+00     3.741405e-03\n",
      " * time: 4.999213933944702\n",
      "   448     7.592348e+00     2.869180e-03\n",
      " * time: 5.009023904800415\n",
      "   449     7.592346e+00     2.457786e-03\n",
      " * time: 5.018950939178467\n",
      "   450     7.592345e+00     3.616645e-03\n",
      " * time: 5.028742074966431\n",
      "   451     7.592344e+00     2.485592e-03\n",
      " * time: 5.0415990352630615\n",
      "   452     7.592343e+00     3.123882e-03\n",
      " * time: 5.0511860847473145\n",
      "   453     7.592341e+00     2.364690e-03\n",
      " * time: 5.060987949371338\n",
      "   454     7.592340e+00     2.255514e-03\n",
      " * time: 5.074065923690796\n",
      "   455     7.592339e+00     1.727282e-03\n",
      " * time: 5.087038993835449\n",
      "   456     7.592338e+00     2.048835e-03\n",
      " * time: 5.096975088119507\n",
      "   457     7.592338e+00     2.170625e-03\n",
      " * time: 5.106727123260498\n",
      "   458     7.592337e+00     1.730047e-03\n",
      " * time: 5.119596004486084\n",
      "   459     7.592337e+00     1.962076e-03\n",
      " * time: 5.129317998886108\n",
      "   460     7.592336e+00     1.627901e-03\n",
      " * time: 5.139055967330933\n",
      "   461     7.592336e+00     2.095592e-03\n",
      " * time: 5.149046897888184\n",
      "   462     7.592335e+00     1.819989e-03\n",
      " * time: 5.158703088760376\n",
      "   463     7.592335e+00     2.041779e-03\n",
      " * time: 5.168447971343994\n",
      "   464     7.592335e+00     1.559972e-03\n",
      " * time: 5.209891080856323\n",
      "   465     7.592334e+00     1.502821e-03\n",
      " * time: 5.219028949737549\n",
      "   466     7.592334e+00     1.437800e-03\n",
      " * time: 5.227859973907471\n",
      "   467     7.592333e+00     1.949373e-03\n",
      " * time: 5.236726999282837\n",
      "   468     7.592333e+00     1.196632e-03\n",
      " * time: 5.2483789920806885\n",
      "   469     7.592332e+00     1.454682e-03\n",
      " * time: 5.257167100906372\n",
      "   470     7.592332e+00     9.125931e-04\n",
      " * time: 5.268656969070435\n",
      "   471     7.592331e+00     7.501192e-04\n",
      " * time: 5.280106067657471\n",
      "   472     7.592331e+00     1.159463e-03\n",
      " * time: 5.288991928100586\n",
      "   473     7.592331e+00     1.243092e-03\n",
      " * time: 5.297919034957886\n",
      "   474     7.592331e+00     9.554176e-04\n",
      " * time: 5.309523105621338\n",
      "   475     7.592331e+00     1.225489e-03\n",
      " * time: 5.318265914916992\n",
      "   476     7.592331e+00     1.054291e-03\n",
      " * time: 5.327164888381958\n",
      "   477     7.592330e+00     1.504981e-03\n",
      " * time: 5.3359150886535645\n",
      "   478     7.592330e+00     1.009481e-03\n",
      " * time: 5.344696998596191\n",
      "   479     7.592330e+00     1.180422e-03\n",
      " * time: 5.353562116622925\n",
      "   480     7.592330e+00     1.143505e-03\n",
      " * time: 5.3628270626068115\n",
      "   481     7.592329e+00     1.396141e-03\n",
      " * time: 5.372052907943726\n",
      "   482     7.592329e+00     1.337683e-03\n",
      " * time: 5.381311893463135\n",
      "   483     7.592329e+00     8.382808e-04\n",
      " * time: 5.393502950668335\n",
      "   484     7.592329e+00     6.514706e-04\n",
      " * time: 5.405740976333618\n",
      "   485     7.592328e+00     9.864539e-04\n",
      " * time: 5.41497802734375\n",
      "   486     7.592328e+00     4.808101e-04\n",
      " * time: 5.427232980728149\n",
      "   487     7.592328e+00     9.591372e-04\n",
      " * time: 5.436336040496826\n",
      "   488     7.592328e+00     9.781714e-04\n",
      " * time: 5.445810079574585\n",
      "   489     7.592328e+00     1.251503e-03\n",
      " * time: 5.45555305480957\n",
      "   490     7.592328e+00     7.679474e-04\n",
      " * time: 5.465156078338623\n",
      "   491     7.592328e+00     8.659455e-04\n",
      " * time: 5.474786996841431\n",
      "   492     7.592328e+00     9.779491e-04\n",
      " * time: 5.484482049942017\n",
      "   493     7.592328e+00     7.170241e-04\n",
      " * time: 5.494213104248047\n",
      "   494     7.592328e+00     5.367899e-04\n",
      " * time: 5.50383996963501\n",
      "   495     7.592328e+00     9.546729e-04\n",
      " * time: 5.513556003570557\n",
      "   496     7.592327e+00     6.522341e-04\n",
      " * time: 5.523233890533447\n",
      "   497     7.592327e+00     1.082971e-03\n",
      " * time: 5.533021926879883\n",
      "   498     7.592327e+00     8.094269e-04\n",
      " * time: 5.5459229946136475\n",
      "   499     7.592327e+00     1.185019e-03\n",
      " * time: 5.55560302734375\n",
      "   500     7.592327e+00     7.501806e-04\n",
      " * time: 5.568403005599976\n",
      "   501     7.592327e+00     6.529665e-04\n",
      " * time: 5.581425905227661\n",
      "   502     7.592327e+00     5.961661e-04\n",
      " * time: 5.59437108039856\n",
      "   503     7.592327e+00     9.801370e-04\n",
      " * time: 5.604233026504517\n",
      "   504     7.592327e+00     5.670885e-04\n",
      " * time: 5.617047071456909\n",
      "   505     7.592327e+00     7.441720e-04\n",
      " * time: 5.626878976821899\n",
      "   506     7.592327e+00     4.550668e-04\n",
      " * time: 5.671191930770874\n",
      "   507     7.592327e+00     7.059030e-04\n",
      " * time: 5.680143117904663\n",
      "   508     7.592327e+00     4.104881e-04\n",
      " * time: 5.689081907272339\n",
      "   509     7.592327e+00     6.392020e-04\n",
      " * time: 5.698200941085815\n",
      "   510     7.592327e+00     9.700262e-04\n",
      " * time: 5.707016944885254\n",
      "   511     7.592326e+00     7.792334e-04\n",
      " * time: 5.715724945068359\n",
      "   512     7.592326e+00     1.119517e-03\n",
      " * time: 5.724883079528809\n",
      "   513     7.592326e+00     1.258885e-03\n",
      " * time: 5.733505964279175\n",
      "   514     7.592326e+00     5.519868e-04\n",
      " * time: 5.744997978210449\n",
      "   515     7.592326e+00     7.762452e-04\n",
      " * time: 5.753850936889648\n",
      "   516     7.592326e+00     4.938860e-04\n",
      " * time: 5.762639999389648\n",
      "   517     7.592326e+00     6.062477e-04\n",
      " * time: 5.771485090255737\n",
      "   518     7.592326e+00     7.284044e-04\n",
      " * time: 5.78027606010437\n",
      "   519     7.592326e+00     5.350015e-04\n",
      " * time: 5.791903018951416\n",
      "   520     7.592326e+00     9.267055e-04\n",
      " * time: 5.800689935684204\n",
      "   521     7.592326e+00     5.344616e-04\n",
      " * time: 5.812412977218628\n",
      "   522     7.592326e+00     8.578093e-04\n",
      " * time: 5.8214709758758545\n",
      "   523     7.592326e+00     1.357936e-03\n",
      " * time: 5.8306920528411865\n",
      "   524     7.592325e+00     8.061516e-04\n",
      " * time: 5.842741012573242\n",
      "   525     7.592325e+00     9.712815e-04\n",
      " * time: 5.8518640995025635\n",
      "   526     7.592325e+00     8.248700e-04\n",
      " * time: 5.861193895339966\n",
      "   527     7.592325e+00     6.508819e-04\n",
      " * time: 5.870413064956665\n",
      "   528     7.592325e+00     1.316635e-03\n",
      " * time: 5.879657030105591\n",
      "   529     7.592325e+00     1.121573e-03\n",
      " * time: 5.8889360427856445\n",
      "   530     7.592325e+00     7.700161e-04\n",
      " * time: 5.901305913925171\n",
      "   531     7.592325e+00     1.036684e-03\n",
      " * time: 5.914150953292847\n",
      "   532     7.592325e+00     9.291447e-04\n",
      " * time: 5.9237449169158936\n",
      "   533     7.592325e+00     1.177647e-03\n",
      " * time: 5.933551073074341\n",
      "   534     7.592324e+00     9.559855e-04\n",
      " * time: 5.946425914764404\n",
      "   535     7.592324e+00     1.232605e-03\n",
      " * time: 5.9563539028167725\n",
      "   536     7.592324e+00     7.672271e-04\n",
      " * time: 5.969274997711182\n",
      "   537     7.592324e+00     5.012191e-04\n",
      " * time: 5.982131004333496\n",
      "   538     7.592324e+00     6.505304e-04\n",
      " * time: 5.991950988769531\n",
      "   539     7.592324e+00     3.390358e-04\n",
      " * time: 6.005017995834351\n",
      "   540     7.592324e+00     2.552939e-04\n",
      " * time: 6.01774001121521\n",
      "   541     7.592324e+00     3.761909e-04\n",
      " * time: 6.027425050735474\n",
      "   542     7.592324e+00     5.943432e-04\n",
      " * time: 6.037230968475342\n",
      "   543     7.592324e+00     8.264915e-04\n",
      " * time: 6.046969890594482\n",
      "   544     7.592323e+00     1.001665e-03\n",
      " * time: 6.0566489696502686\n",
      "   545     7.592323e+00     1.114243e-03\n",
      " * time: 6.06644606590271\n",
      "   546     7.592323e+00     1.049214e-03\n",
      " * time: 6.076236009597778\n",
      "   547     7.592323e+00     1.063977e-03\n",
      " * time: 6.085987091064453\n",
      "   548     7.592323e+00     1.537692e-03\n",
      " * time: 6.127165079116821\n",
      "   549     7.592323e+00     1.234097e-03\n",
      " * time: 6.136106014251709\n",
      "   550     7.592322e+00     1.225870e-03\n",
      " * time: 6.144830942153931\n",
      "   551     7.592322e+00     1.164343e-03\n",
      " * time: 6.15359902381897\n",
      "   552     7.592322e+00     1.227824e-03\n",
      " * time: 6.162276983261108\n",
      "   553     7.592322e+00     9.446011e-04\n",
      " * time: 6.17098593711853\n",
      "   554     7.592322e+00     1.124422e-03\n",
      " * time: 6.179795026779175\n",
      "   555     7.592321e+00     8.848509e-04\n",
      " * time: 6.191364049911499\n",
      "   556     7.592321e+00     1.325449e-03\n",
      " * time: 6.200123071670532\n",
      "   557     7.592321e+00     7.469741e-04\n",
      " * time: 6.2116169929504395\n",
      "   558     7.592321e+00     1.149620e-03\n",
      " * time: 6.220439910888672\n",
      "   559     7.592320e+00     7.171785e-04\n",
      " * time: 6.232008934020996\n",
      "   560     7.592320e+00     1.308065e-03\n",
      " * time: 6.240684986114502\n",
      "   561     7.592320e+00     9.923394e-04\n",
      " * time: 6.252180099487305\n",
      "   562     7.592320e+00     9.186575e-04\n",
      " * time: 6.263736009597778\n",
      "   563     7.592320e+00     1.272761e-03\n",
      " * time: 6.272619962692261\n",
      "   564     7.592320e+00     7.612571e-04\n",
      " * time: 6.28172492980957\n",
      "   565     7.592319e+00     7.237127e-04\n",
      " * time: 6.290860891342163\n",
      "   566     7.592319e+00     1.262472e-03\n",
      " * time: 6.300031900405884\n",
      "   567     7.592319e+00     1.064429e-03\n",
      " * time: 6.309211015701294\n",
      "   568     7.592319e+00     1.191268e-03\n",
      " * time: 6.318428039550781\n",
      "   569     7.592319e+00     1.149823e-03\n",
      " * time: 6.327678918838501\n",
      "   570     7.592319e+00     1.088151e-03\n",
      " * time: 6.336900949478149\n",
      "   571     7.592319e+00     6.737654e-04\n",
      " * time: 6.349281072616577\n",
      "   572     7.592318e+00     9.255690e-04\n",
      " * time: 6.358701944351196\n",
      "   573     7.592318e+00     7.262259e-04\n",
      " * time: 6.368396997451782\n",
      "   574     7.592318e+00     4.846294e-04\n",
      " * time: 6.381277084350586\n",
      "   575     7.592318e+00     1.159499e-03\n",
      " * time: 6.390894889831543\n",
      "   576     7.592318e+00     7.718043e-04\n",
      " * time: 6.400695085525513\n",
      "   577     7.592318e+00     1.871600e-03\n",
      " * time: 6.410484075546265\n",
      "   578     7.592318e+00     1.894727e-03\n",
      " * time: 6.420233964920044\n",
      "   579     7.592317e+00     1.687998e-03\n",
      " * time: 6.4331440925598145\n",
      "   580     7.592316e+00     8.586119e-04\n",
      " * time: 6.445894956588745\n",
      "   581     7.592316e+00     1.063838e-03\n",
      " * time: 6.455600023269653\n",
      "   582     7.592316e+00     1.508208e-03\n",
      " * time: 6.465229034423828\n",
      "   583     7.592315e+00     1.093277e-03\n",
      " * time: 6.4750049114227295\n",
      "   584     7.592315e+00     1.520590e-03\n",
      " * time: 6.48478889465332\n",
      "   585     7.592315e+00     1.609745e-03\n",
      " * time: 6.494534969329834\n",
      "   586     7.592314e+00     1.291360e-03\n",
      " * time: 6.5073840618133545\n",
      "   587     7.592314e+00     1.893526e-03\n",
      " * time: 6.517067909240723\n",
      "   588     7.592314e+00     1.319726e-03\n",
      " * time: 6.530025005340576\n",
      "   589     7.592313e+00     8.270000e-04\n",
      " * time: 6.542897939682007\n",
      "   590     7.592313e+00     1.337971e-03\n",
      " * time: 6.584053993225098\n",
      "   591     7.592313e+00     7.843867e-04\n",
      " * time: 6.59597110748291\n",
      "   592     7.592312e+00     1.004725e-03\n",
      " * time: 6.605078935623169\n",
      "   593     7.592312e+00     1.461998e-03\n",
      " * time: 6.614120006561279\n",
      "   594     7.592312e+00     2.404159e-03\n",
      " * time: 6.6228179931640625\n",
      "   595     7.592312e+00     2.179463e-03\n",
      " * time: 6.6314849853515625\n",
      "   596     7.592311e+00     1.328550e-03\n",
      " * time: 6.643203973770142\n",
      "   597     7.592311e+00     1.153270e-03\n",
      " * time: 6.651928901672363\n",
      "   598     7.592310e+00     1.448547e-03\n",
      " * time: 6.660712003707886\n",
      "   599     7.592310e+00     1.027454e-03\n",
      " * time: 6.672194957733154\n",
      "   600     7.592310e+00     1.456277e-03\n",
      " * time: 6.681010961532593\n",
      "   601     7.592310e+00     1.243354e-03\n",
      " * time: 6.6897759437561035\n",
      "   602     7.592310e+00     1.122124e-03\n",
      " * time: 6.698492050170898\n",
      "   603     7.592310e+00     1.022768e-03\n",
      " * time: 6.707295894622803\n",
      "   604     7.592309e+00     1.538068e-03\n",
      " * time: 6.716093063354492\n",
      "   605     7.592309e+00     1.610365e-03\n",
      " * time: 6.724905014038086\n",
      "   606     7.592309e+00     1.344360e-03\n",
      " * time: 6.733966112136841\n",
      "   607     7.592309e+00     9.973585e-04\n",
      " * time: 6.74330997467041\n",
      "   608     7.592309e+00     7.219773e-04\n",
      " * time: 6.752471923828125\n",
      "   609     7.592309e+00     1.052421e-03\n",
      " * time: 6.761723041534424\n",
      "   610     7.592309e+00     7.093293e-04\n",
      " * time: 6.770914077758789\n",
      "   611     7.592308e+00     8.741400e-04\n",
      " * time: 6.783221960067749\n",
      "   612     7.592308e+00     4.678143e-04\n",
      " * time: 6.795396089553833\n",
      "   613     7.592308e+00     5.332545e-04\n",
      " * time: 6.807571887969971\n",
      "   614     7.592308e+00     5.131612e-04\n",
      " * time: 6.817116975784302\n",
      "   615     7.592308e+00     8.223674e-04\n",
      " * time: 6.826802015304565\n",
      "   616     7.592308e+00     7.470239e-04\n",
      " * time: 6.8397040367126465\n",
      "   617     7.592308e+00     5.170166e-04\n",
      " * time: 6.852629899978638\n",
      "   618     7.592308e+00     6.266819e-04\n",
      " * time: 6.862382888793945\n",
      "   619     7.592308e+00     6.010936e-04\n",
      " * time: 6.872162103652954\n",
      "   620     7.592308e+00     5.094341e-04\n",
      " * time: 6.882075071334839\n",
      "   621     7.592308e+00     5.158477e-04\n",
      " * time: 6.892052888870239\n",
      "   622     7.592308e+00     5.330892e-04\n",
      " * time: 6.901587009429932\n",
      "   623     7.592308e+00     6.805574e-04\n",
      " * time: 6.911298990249634\n",
      "   624     7.592308e+00     7.116852e-04\n",
      " * time: 6.921005010604858\n",
      "   625     7.592308e+00     5.896968e-04\n",
      " * time: 6.933785915374756\n",
      "   626     7.592307e+00     2.527110e-04\n",
      " * time: 6.94661808013916\n",
      "   627     7.592307e+00     4.579147e-04\n",
      " * time: 6.956408977508545\n",
      "   628     7.592307e+00     5.030096e-04\n",
      " * time: 6.966232061386108\n",
      "   629     7.592307e+00     5.975834e-04\n",
      " * time: 6.975974082946777\n",
      "   630     7.592307e+00     8.096380e-04\n",
      " * time: 6.985892057418823\n",
      "   631     7.592307e+00     9.882606e-04\n",
      " * time: 6.995687007904053\n",
      "   632     7.592307e+00     5.392521e-04\n",
      " * time: 7.039995908737183\n",
      "   633     7.592307e+00     8.195765e-04\n",
      " * time: 7.049139022827148\n",
      "   634     7.592307e+00     1.191321e-03\n",
      " * time: 7.057804107666016\n",
      "   635     7.592307e+00     6.560508e-04\n",
      " * time: 7.069370985031128\n",
      "   636     7.592306e+00     8.355319e-04\n",
      " * time: 7.0781331062316895\n",
      "   637     7.592306e+00     1.058108e-03\n",
      " * time: 7.086961984634399\n",
      "   638     7.592306e+00     5.076497e-04\n",
      " * time: 7.095710039138794\n",
      "   639     7.592306e+00     8.435335e-04\n",
      " * time: 7.104475975036621\n",
      "   640     7.592306e+00     1.051932e-03\n",
      " * time: 7.113246917724609\n",
      "   641     7.592306e+00     6.611367e-04\n",
      " * time: 7.12487006187439\n",
      "   642     7.592306e+00     9.691595e-04\n",
      " * time: 7.13359808921814\n",
      "   643     7.592306e+00     7.725163e-04\n",
      " * time: 7.142280101776123\n",
      "   644     7.592306e+00     1.342541e-03\n",
      " * time: 7.15104603767395\n",
      "   645     7.592305e+00     7.297925e-04\n",
      " * time: 7.162626028060913\n",
      "   646     7.592305e+00     7.026027e-04\n",
      " * time: 7.174267053604126\n",
      "   647     7.592305e+00     8.022325e-04\n",
      " * time: 7.183095932006836\n",
      "   648     7.592305e+00     5.439403e-04\n",
      " * time: 7.195167064666748\n",
      "   649     7.592305e+00     8.556021e-04\n",
      " * time: 7.204315900802612\n",
      "   650     7.592305e+00     7.473927e-04\n",
      " * time: 7.216418027877808\n",
      "   651     7.592305e+00     4.080620e-04\n",
      " * time: 7.228554010391235\n",
      "   652     7.592304e+00     8.911549e-04\n",
      " * time: 7.237834930419922\n",
      "   653     7.592304e+00     7.910937e-04\n",
      " * time: 7.2503039836883545\n",
      "   654     7.592304e+00     9.272278e-04\n",
      " * time: 7.259514093399048\n",
      "   655     7.592304e+00     8.384160e-04\n",
      " * time: 7.268996000289917\n",
      "   656     7.592304e+00     7.563084e-04\n",
      " * time: 7.278757095336914\n",
      "   657     7.592304e+00     5.946355e-04\n",
      " * time: 7.288717031478882\n",
      "   658     7.592304e+00     1.277367e-03\n",
      " * time: 7.298348903656006\n",
      "   659     7.592304e+00     1.267159e-03\n",
      " * time: 7.308145046234131\n",
      "   660     7.592304e+00     6.772797e-04\n",
      " * time: 7.317905902862549\n",
      "   661     7.592304e+00     6.378612e-04\n",
      " * time: 7.327642917633057\n",
      "   662     7.592304e+00     8.405640e-04\n",
      " * time: 7.337323904037476\n",
      "   663     7.592304e+00     8.467834e-04\n",
      " * time: 7.346930027008057\n",
      "   664     7.592303e+00     7.962879e-04\n",
      " * time: 7.356574058532715\n",
      "   665     7.592303e+00     6.169636e-04\n",
      " * time: 7.36939001083374\n",
      "   666     7.592303e+00     6.641147e-04\n",
      " * time: 7.382055997848511\n",
      "   667     7.592303e+00     9.316604e-04\n",
      " * time: 7.391762018203735\n",
      "   668     7.592303e+00     5.678135e-04\n",
      " * time: 7.401498079299927\n",
      "   669     7.592303e+00     5.417629e-04\n",
      " * time: 7.414341926574707\n",
      "   670     7.592303e+00     4.270726e-04\n",
      " * time: 7.427259922027588\n",
      "   671     7.592303e+00     5.092397e-04\n",
      " * time: 7.437057971954346\n",
      "   672     7.592303e+00     7.663222e-04\n",
      " * time: 7.446779012680054\n",
      "   673     7.592303e+00     5.964642e-04\n",
      " * time: 7.459805011749268\n",
      "   674     7.592303e+00     7.692522e-04\n",
      " * time: 7.500978946685791\n",
      "   675     7.592302e+00     4.707212e-04\n",
      " * time: 7.509960889816284\n",
      "   676     7.592302e+00     6.465102e-04\n",
      " * time: 7.518795013427734\n",
      "   677     7.592302e+00     5.926652e-04\n",
      " * time: 7.5275719165802\n",
      "   678     7.592302e+00     6.074850e-04\n",
      " * time: 7.539161920547485\n",
      "   679     7.592302e+00     5.583509e-04\n",
      " * time: 7.5478880405426025\n",
      "   680     7.592302e+00     4.857214e-04\n",
      " * time: 7.556641101837158\n",
      "   681     7.592302e+00     5.894926e-04\n",
      " * time: 7.565669059753418\n",
      "   682     7.592302e+00     7.734037e-04\n",
      " * time: 7.577194929122925\n",
      "   683     7.592302e+00     4.763698e-04\n",
      " * time: 7.588795900344849\n",
      "   684     7.592302e+00     5.450799e-04\n",
      " * time: 7.597620964050293\n",
      "   685     7.592302e+00     2.434395e-04\n",
      " * time: 7.609303951263428\n",
      "   686     7.592302e+00     5.470845e-04\n",
      " * time: 7.618089914321899\n",
      "   687     7.592302e+00     4.397230e-04\n",
      " * time: 7.626935005187988\n",
      "   688     7.592302e+00     4.250486e-04\n",
      " * time: 7.6357200145721436\n",
      "   689     7.592302e+00     3.265013e-04\n",
      " * time: 7.644603967666626\n",
      "   690     7.592302e+00     5.590110e-04\n",
      " * time: 7.653826951980591\n",
      "   691     7.592302e+00     3.999739e-04\n",
      " * time: 7.6630730628967285\n",
      "   692     7.592302e+00     2.930297e-04\n",
      " * time: 7.672240972518921\n",
      "   693     7.592302e+00     2.657512e-04\n",
      " * time: 7.681602954864502\n",
      "   694     7.592302e+00     2.763599e-04\n",
      " * time: 7.690948963165283\n",
      "   695     7.592302e+00     2.240598e-04\n",
      " * time: 7.703001022338867\n",
      "   696     7.592302e+00     2.366300e-04\n",
      " * time: 7.712255001068115\n",
      "   697     7.592302e+00     2.532983e-04\n",
      " * time: 7.724397897720337\n",
      "   698     7.592302e+00     1.912812e-04\n",
      " * time: 7.737028121948242\n",
      "   699     7.592302e+00     1.619428e-04\n",
      " * time: 7.749849081039429\n",
      "   700     7.592302e+00     2.504797e-04\n",
      " * time: 7.75954008102417\n",
      "   701     7.592302e+00     1.751467e-04\n",
      " * time: 7.772309064865112\n",
      "   702     7.592302e+00     2.961705e-04\n",
      " * time: 7.781970024108887\n",
      "   703     7.592302e+00     4.512521e-04\n",
      " * time: 7.791887044906616\n",
      "   704     7.592302e+00     2.398919e-04\n",
      " * time: 7.801624059677124\n",
      "   705     7.592301e+00     2.425935e-04\n",
      " * time: 7.811363935470581\n",
      "   706     7.592301e+00     2.401652e-04\n",
      " * time: 7.821069955825806\n",
      "   707     7.592301e+00     3.969697e-04\n",
      " * time: 7.830740928649902\n",
      "   708     7.592301e+00     2.756439e-04\n",
      " * time: 7.843619108200073\n",
      "   709     7.592301e+00     5.245574e-04\n",
      " * time: 7.853432893753052\n",
      "   710     7.592301e+00     4.864512e-04\n",
      " * time: 7.8631041049957275\n",
      "   711     7.592301e+00     3.222718e-04\n",
      " * time: 7.875938892364502\n",
      "   712     7.592301e+00     3.256756e-04\n",
      " * time: 7.885921955108643\n",
      "   713     7.592301e+00     2.875080e-04\n",
      " * time: 7.898927927017212\n",
      "   714     7.592301e+00     5.403833e-04\n",
      " * time: 7.908740997314453\n",
      "   715     7.592301e+00     2.765364e-04\n",
      " * time: 7.922034978866577\n",
      "   716     7.592301e+00     3.841330e-04\n",
      " * time: 7.962731122970581\n",
      "   717     7.592301e+00     3.422202e-04\n",
      " * time: 7.971642017364502\n",
      "   718     7.592301e+00     4.010781e-04\n",
      " * time: 7.9805519580841064\n",
      "   719     7.592301e+00     3.411993e-04\n",
      " * time: 7.989356994628906\n",
      "   720     7.592301e+00     6.415255e-04\n",
      " * time: 7.998102903366089\n",
      "   721     7.592301e+00     3.351041e-04\n",
      " * time: 8.009592056274414\n",
      "   722     7.592301e+00     3.147649e-04\n",
      " * time: 8.018649101257324\n",
      "   723     7.592301e+00     5.587827e-04\n",
      " * time: 8.027425050735474\n",
      "   724     7.592301e+00     3.309039e-04\n",
      " * time: 8.036287069320679\n",
      "   725     7.592301e+00     2.095549e-04\n",
      " * time: 8.047943115234375\n",
      "   726     7.592301e+00     3.098101e-04\n",
      " * time: 8.056720972061157\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "Plot{Plots.GRBackend() n=1}",
      "image/png": "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",
      "text/html": [
       "<?xml version=\"1.0\" encoding=\"utf-8\"?>\n",
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"600\" height=\"400\" viewBox=\"0 0 2400 1600\">\n",
       "<defs>\n",
       "  <clipPath id=\"clip900\">\n",
       "    <rect x=\"0\" y=\"0\" width=\"2400\" height=\"1600\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<path clip-path=\"url(#clip900)\" d=\"M0 1600 L2400 1600 L2400 0 L0 0  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<defs>\n",
       "  <clipPath id=\"clip901\">\n",
       "    <rect x=\"480\" y=\"0\" width=\"1681\" height=\"1600\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<path clip-path=\"url(#clip900)\" d=\"M141.853 1486.45 L2112.76 1486.45 L2112.76 47.2441 L141.853 47.2441  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<defs>\n",
       "  <clipPath id=\"clip902\">\n",
       "    <rect x=\"141\" y=\"47\" width=\"1972\" height=\"1440\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<polyline clip-path=\"url(#clip902)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"434.409,1486.45 434.409,47.2441 \"/>\n",
       "<polyline clip-path=\"url(#clip902)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"742.362,1486.45 742.362,47.2441 \"/>\n",
       "<polyline clip-path=\"url(#clip902)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"1050.32,1486.45 1050.32,47.2441 \"/>\n",
       "<polyline clip-path=\"url(#clip902)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"1358.27,1486.45 1358.27,47.2441 \"/>\n",
       "<polyline clip-path=\"url(#clip902)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"1666.22,1486.45 1666.22,47.2441 \"/>\n",
       "<polyline clip-path=\"url(#clip902)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"1974.18,1486.45 1974.18,47.2441 \"/>\n",
       "<polyline clip-path=\"url(#clip900)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"141.853,1486.45 2112.76,1486.45 \"/>\n",
       "<polyline clip-path=\"url(#clip900)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"434.409,1486.45 434.409,1467.55 \"/>\n",
       "<polyline clip-path=\"url(#clip900)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"742.362,1486.45 742.362,1467.55 \"/>\n",
       "<polyline clip-path=\"url(#clip900)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1050.32,1486.45 1050.32,1467.55 \"/>\n",
       "<polyline clip-path=\"url(#clip900)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1358.27,1486.45 1358.27,1467.55 \"/>\n",
       "<polyline clip-path=\"url(#clip900)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1666.22,1486.45 1666.22,1467.55 \"/>\n",
       "<polyline clip-path=\"url(#clip900)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1974.18,1486.45 1974.18,1467.55 \"/>\n",
       "<path clip-path=\"url(#clip900)\" d=\"M409.096 1544.91 L416.735 1544.91 L416.735 1518.55 L408.425 1520.21 L408.425 1515.95 L416.689 1514.29 L421.365 1514.29 L421.365 1544.91 L429.004 1544.91 L429.004 1548.85 L409.096 1548.85 L409.096 1544.91 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M448.448 1517.37 Q444.837 1517.37 443.008 1520.93 Q441.203 1524.47 441.203 1531.6 Q441.203 1538.71 443.008 1542.27 Q444.837 1545.82 448.448 1545.82 Q452.082 1545.82 453.888 1542.27 Q455.717 1538.71 455.717 1531.6 Q455.717 1524.47 453.888 1520.93 Q452.082 1517.37 448.448 1517.37 M448.448 1513.66 Q454.258 1513.66 457.314 1518.27 Q460.393 1522.85 460.393 1531.6 Q460.393 1540.33 457.314 1544.94 Q454.258 1549.52 448.448 1549.52 Q442.638 1549.52 439.559 1544.94 Q436.504 1540.33 436.504 1531.6 Q436.504 1522.85 439.559 1518.27 Q442.638 1513.66 448.448 1513.66 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M721.136 1544.91 L737.455 1544.91 L737.455 1548.85 L715.511 1548.85 L715.511 1544.91 Q718.173 1542.16 722.756 1537.53 Q727.363 1532.88 728.543 1531.53 Q730.788 1529.01 731.668 1527.27 Q732.571 1525.51 732.571 1523.82 Q732.571 1521.07 730.626 1519.33 Q728.705 1517.6 725.603 1517.6 Q723.404 1517.6 720.951 1518.36 Q718.52 1519.13 715.742 1520.68 L715.742 1515.95 Q718.566 1514.82 721.02 1514.24 Q723.474 1513.66 725.511 1513.66 Q730.881 1513.66 734.075 1516.35 Q737.27 1519.03 737.27 1523.52 Q737.27 1525.65 736.46 1527.57 Q735.673 1529.47 733.566 1532.07 Q732.987 1532.74 729.886 1535.95 Q726.784 1539.15 721.136 1544.91 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M757.27 1517.37 Q753.659 1517.37 751.83 1520.93 Q750.024 1524.47 750.024 1531.6 Q750.024 1538.71 751.83 1542.27 Q753.659 1545.82 757.27 1545.82 Q760.904 1545.82 762.71 1542.27 Q764.538 1538.71 764.538 1531.6 Q764.538 1524.47 762.71 1520.93 Q760.904 1517.37 757.27 1517.37 M757.27 1513.66 Q763.08 1513.66 766.135 1518.27 Q769.214 1522.85 769.214 1531.6 Q769.214 1540.33 766.135 1544.94 Q763.08 1549.52 757.27 1549.52 Q751.46 1549.52 748.381 1544.94 Q745.325 1540.33 745.325 1531.6 Q745.325 1522.85 748.381 1518.27 Q751.46 1513.66 757.27 1513.66 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1039.16 1530.21 Q1042.52 1530.93 1044.39 1533.2 Q1046.29 1535.47 1046.29 1538.8 Q1046.29 1543.92 1042.77 1546.72 Q1039.25 1549.52 1032.77 1549.52 Q1030.59 1549.52 1028.28 1549.08 Q1025.99 1548.66 1023.53 1547.81 L1023.53 1543.29 Q1025.48 1544.43 1027.79 1545.01 Q1030.11 1545.58 1032.63 1545.58 Q1037.03 1545.58 1039.32 1543.85 Q1041.64 1542.11 1041.64 1538.8 Q1041.64 1535.75 1039.48 1534.03 Q1037.35 1532.3 1033.53 1532.3 L1029.51 1532.3 L1029.51 1528.45 L1033.72 1528.45 Q1037.17 1528.45 1039 1527.09 Q1040.83 1525.7 1040.83 1523.11 Q1040.83 1520.45 1038.93 1519.03 Q1037.05 1517.6 1033.53 1517.6 Q1031.61 1517.6 1029.41 1518.01 Q1027.21 1518.43 1024.58 1519.31 L1024.58 1515.14 Q1027.24 1514.4 1029.55 1514.03 Q1031.89 1513.66 1033.95 1513.66 Q1039.27 1513.66 1042.38 1516.09 Q1045.48 1518.5 1045.48 1522.62 Q1045.48 1525.49 1043.83 1527.48 Q1042.19 1529.45 1039.16 1530.21 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1065.15 1517.37 Q1061.54 1517.37 1059.71 1520.93 Q1057.91 1524.47 1057.91 1531.6 Q1057.91 1538.71 1059.71 1542.27 Q1061.54 1545.82 1065.15 1545.82 Q1068.79 1545.82 1070.59 1542.27 Q1072.42 1538.71 1072.42 1531.6 Q1072.42 1524.47 1070.59 1520.93 Q1068.79 1517.37 1065.15 1517.37 M1065.15 1513.66 Q1070.96 1513.66 1074.02 1518.27 Q1077.1 1522.85 1077.1 1531.6 Q1077.1 1540.33 1074.02 1544.94 Q1070.96 1549.52 1065.15 1549.52 Q1059.34 1549.52 1056.27 1544.94 Q1053.21 1540.33 1053.21 1531.6 Q1053.21 1522.85 1056.27 1518.27 Q1059.34 1513.66 1065.15 1513.66 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1346.44 1518.36 L1334.64 1536.81 L1346.44 1536.81 L1346.44 1518.36 M1345.21 1514.29 L1351.09 1514.29 L1351.09 1536.81 L1356.02 1536.81 L1356.02 1540.7 L1351.09 1540.7 L1351.09 1548.85 L1346.44 1548.85 L1346.44 1540.7 L1330.84 1540.7 L1330.84 1536.19 L1345.21 1514.29 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1373.76 1517.37 Q1370.14 1517.37 1368.32 1520.93 Q1366.51 1524.47 1366.51 1531.6 Q1366.51 1538.71 1368.32 1542.27 Q1370.14 1545.82 1373.76 1545.82 Q1377.39 1545.82 1379.2 1542.27 Q1381.02 1538.71 1381.02 1531.6 Q1381.02 1524.47 1379.2 1520.93 Q1377.39 1517.37 1373.76 1517.37 M1373.76 1513.66 Q1379.57 1513.66 1382.62 1518.27 Q1385.7 1522.85 1385.7 1531.6 Q1385.7 1540.33 1382.62 1544.94 Q1379.57 1549.52 1373.76 1549.52 Q1367.95 1549.52 1364.87 1544.94 Q1361.81 1540.33 1361.81 1531.6 Q1361.81 1522.85 1364.87 1518.27 Q1367.95 1513.66 1373.76 1513.66 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1640.92 1514.29 L1659.28 1514.29 L1659.28 1518.22 L1645.2 1518.22 L1645.2 1526.7 Q1646.22 1526.35 1647.24 1526.19 Q1648.26 1526 1649.28 1526 Q1655.07 1526 1658.45 1529.17 Q1661.83 1532.34 1661.83 1537.76 Q1661.83 1543.34 1658.35 1546.44 Q1654.88 1549.52 1648.56 1549.52 Q1646.39 1549.52 1644.12 1549.15 Q1641.87 1548.78 1639.46 1548.04 L1639.46 1543.34 Q1641.55 1544.47 1643.77 1545.03 Q1645.99 1545.58 1648.47 1545.58 Q1652.47 1545.58 1654.81 1543.48 Q1657.15 1541.37 1657.15 1537.76 Q1657.15 1534.15 1654.81 1532.04 Q1652.47 1529.94 1648.47 1529.94 Q1646.59 1529.94 1644.72 1530.35 Q1642.87 1530.77 1640.92 1531.65 L1640.92 1514.29 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1681.04 1517.37 Q1677.43 1517.37 1675.6 1520.93 Q1673.79 1524.47 1673.79 1531.6 Q1673.79 1538.71 1675.6 1542.27 Q1677.43 1545.82 1681.04 1545.82 Q1684.67 1545.82 1686.48 1542.27 Q1688.31 1538.71 1688.31 1531.6 Q1688.31 1524.47 1686.48 1520.93 Q1684.67 1517.37 1681.04 1517.37 M1681.04 1513.66 Q1686.85 1513.66 1689.9 1518.27 Q1692.98 1522.85 1692.98 1531.6 Q1692.98 1540.33 1689.9 1544.94 Q1686.85 1549.52 1681.04 1549.52 Q1675.23 1549.52 1672.15 1544.94 Q1669.09 1540.33 1669.09 1531.6 Q1669.09 1522.85 1672.15 1518.27 Q1675.23 1513.66 1681.04 1513.66 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1959.58 1529.7 Q1956.43 1529.7 1954.58 1531.86 Q1952.75 1534.01 1952.75 1537.76 Q1952.75 1541.49 1954.58 1543.66 Q1956.43 1545.82 1959.58 1545.82 Q1962.73 1545.82 1964.56 1543.66 Q1966.41 1541.49 1966.41 1537.76 Q1966.41 1534.01 1964.56 1531.86 Q1962.73 1529.7 1959.58 1529.7 M1968.86 1515.05 L1968.86 1519.31 Q1967.11 1518.48 1965.3 1518.04 Q1963.52 1517.6 1961.76 1517.6 Q1957.13 1517.6 1954.67 1520.72 Q1952.24 1523.85 1951.9 1530.17 Q1953.26 1528.15 1955.32 1527.09 Q1957.38 1526 1959.86 1526 Q1965.07 1526 1968.08 1529.17 Q1971.11 1532.32 1971.11 1537.76 Q1971.11 1543.08 1967.96 1546.3 Q1964.81 1549.52 1959.58 1549.52 Q1953.59 1549.52 1950.42 1544.94 Q1947.24 1540.33 1947.24 1531.6 Q1947.24 1523.41 1951.13 1518.55 Q1955.02 1513.66 1961.57 1513.66 Q1963.33 1513.66 1965.11 1514.01 Q1966.92 1514.36 1968.86 1515.05 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M1989.17 1517.37 Q1985.55 1517.37 1983.73 1520.93 Q1981.92 1524.47 1981.92 1531.6 Q1981.92 1538.71 1983.73 1542.27 Q1985.55 1545.82 1989.17 1545.82 Q1992.8 1545.82 1994.6 1542.27 Q1996.43 1538.71 1996.43 1531.6 Q1996.43 1524.47 1994.6 1520.93 Q1992.8 1517.37 1989.17 1517.37 M1989.17 1513.66 Q1994.98 1513.66 1998.03 1518.27 Q2001.11 1522.85 2001.11 1531.6 Q2001.11 1540.33 1998.03 1544.94 Q1994.98 1549.52 1989.17 1549.52 Q1983.35 1549.52 1980.28 1544.94 Q1977.22 1540.33 1977.22 1531.6 Q1977.22 1522.85 1980.28 1518.27 Q1983.35 1513.66 1989.17 1513.66 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><polyline clip-path=\"url(#clip902)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"141.853,1272.82 2112.76,1272.82 \"/>\n",
       "<polyline clip-path=\"url(#clip902)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"141.853,1047.94 2112.76,1047.94 \"/>\n",
       "<polyline clip-path=\"url(#clip902)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"141.853,823.065 2112.76,823.065 \"/>\n",
       "<polyline clip-path=\"url(#clip902)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"141.853,598.189 2112.76,598.189 \"/>\n",
       "<polyline clip-path=\"url(#clip902)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"141.853,373.314 2112.76,373.314 \"/>\n",
       "<polyline clip-path=\"url(#clip902)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"141.853,148.438 2112.76,148.438 \"/>\n",
       "<polyline clip-path=\"url(#clip900)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"141.853,1486.45 141.853,47.2441 \"/>\n",
       "<polyline clip-path=\"url(#clip900)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"141.853,1272.82 158.699,1272.82 \"/>\n",
       "<polyline clip-path=\"url(#clip900)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"141.853,1047.94 158.699,1047.94 \"/>\n",
       "<polyline clip-path=\"url(#clip900)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"141.853,823.065 158.699,823.065 \"/>\n",
       "<polyline clip-path=\"url(#clip900)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"141.853,598.189 158.699,598.189 \"/>\n",
       "<polyline clip-path=\"url(#clip900)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"141.853,373.314 158.699,373.314 \"/>\n",
       "<polyline clip-path=\"url(#clip900)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"141.853,148.438 158.699,148.438 \"/>\n",
       "<path clip-path=\"url(#clip900)\" d=\"M54.5569 1286.16 L62.1958 1286.16 L62.1958 1259.8 L53.8856 1261.46 L53.8856 1257.2 L62.1495 1255.54 L66.8254 1255.54 L66.8254 1286.16 L74.4642 1286.16 L74.4642 1290.1 L54.5569 1290.1 L54.5569 1286.16 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M93.9086 1258.61 Q90.2975 1258.61 88.4688 1262.18 Q86.6632 1265.72 86.6632 1272.85 Q86.6632 1279.96 88.4688 1283.52 Q90.2975 1287.06 93.9086 1287.06 Q97.5428 1287.06 99.3483 1283.52 Q101.177 1279.96 101.177 1272.85 Q101.177 1265.72 99.3483 1262.18 Q97.5428 1258.61 93.9086 1258.61 M93.9086 1254.91 Q99.7187 1254.91 102.774 1259.52 Q105.853 1264.1 105.853 1272.85 Q105.853 1281.58 102.774 1286.18 Q99.7187 1290.77 93.9086 1290.77 Q88.0984 1290.77 85.0197 1286.18 Q81.9642 1281.58 81.9642 1272.85 Q81.9642 1264.1 85.0197 1259.52 Q88.0984 1254.91 93.9086 1254.91 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M57.7745 1061.29 L74.0939 1061.29 L74.0939 1065.22 L52.1495 1065.22 L52.1495 1061.29 Q54.8115 1058.53 59.3949 1053.9 Q64.0013 1049.25 65.1819 1047.91 Q67.4272 1045.38 68.3068 1043.65 Q69.2096 1041.89 69.2096 1040.2 Q69.2096 1037.44 67.2652 1035.71 Q65.3439 1033.97 62.2421 1033.97 Q60.043 1033.97 57.5893 1034.73 Q55.1588 1035.5 52.381 1037.05 L52.381 1032.33 Q55.2051 1031.19 57.6588 1030.61 Q60.1124 1030.04 62.1495 1030.04 Q67.5198 1030.04 70.7142 1032.72 Q73.9087 1035.41 73.9087 1039.9 Q73.9087 1042.03 73.0985 1043.95 Q72.3115 1045.85 70.205 1048.44 Q69.6263 1049.11 66.5245 1052.33 Q63.4226 1055.52 57.7745 1061.29 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M93.9086 1033.74 Q90.2975 1033.74 88.4688 1037.3 Q86.6632 1040.85 86.6632 1047.98 Q86.6632 1055.08 88.4688 1058.65 Q90.2975 1062.19 93.9086 1062.19 Q97.5428 1062.19 99.3483 1058.65 Q101.177 1055.08 101.177 1047.98 Q101.177 1040.85 99.3483 1037.3 Q97.5428 1033.74 93.9086 1033.74 M93.9086 1030.04 Q99.7187 1030.04 102.774 1034.64 Q105.853 1039.23 105.853 1047.98 Q105.853 1056.7 102.774 1061.31 Q99.7187 1065.89 93.9086 1065.89 Q88.0984 1065.89 85.0197 1061.31 Q81.9642 1056.7 81.9642 1047.98 Q81.9642 1039.23 85.0197 1034.64 Q88.0984 1030.04 93.9086 1030.04 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M67.9133 821.711 Q71.2698 822.428 73.1448 824.697 Q75.0429 826.965 75.0429 830.299 Q75.0429 835.414 71.5244 838.215 Q68.0059 841.016 61.5245 841.016 Q59.3486 841.016 57.0338 840.576 Q54.7421 840.16 52.2884 839.303 L52.2884 834.789 Q54.2328 835.924 56.5477 836.502 Q58.8625 837.081 61.3856 837.081 Q65.7837 837.081 68.0754 835.345 Q70.3902 833.609 70.3902 830.299 Q70.3902 827.243 68.2374 825.53 Q66.1078 823.794 62.2884 823.794 L58.2606 823.794 L58.2606 819.951 L62.4735 819.951 Q65.9226 819.951 67.7513 818.586 Q69.58 817.197 69.58 814.604 Q69.58 811.942 67.6819 810.53 Q65.8069 809.095 62.2884 809.095 Q60.3671 809.095 58.168 809.512 Q55.969 809.928 53.3301 810.808 L53.3301 806.641 Q55.9921 805.901 58.3069 805.53 Q60.6449 805.16 62.705 805.16 Q68.0291 805.16 71.1309 807.59 Q74.2327 809.998 74.2327 814.118 Q74.2327 816.989 72.5892 818.979 Q70.9457 820.947 67.9133 821.711 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M93.9086 808.864 Q90.2975 808.864 88.4688 812.428 Q86.6632 815.97 86.6632 823.1 Q86.6632 830.206 88.4688 833.771 Q90.2975 837.312 93.9086 837.312 Q97.5428 837.312 99.3483 833.771 Q101.177 830.206 101.177 823.1 Q101.177 815.97 99.3483 812.428 Q97.5428 808.864 93.9086 808.864 M93.9086 805.16 Q99.7187 805.16 102.774 809.766 Q105.853 814.35 105.853 823.1 Q105.853 831.826 102.774 836.433 Q99.7187 841.016 93.9086 841.016 Q88.0984 841.016 85.0197 836.433 Q81.9642 831.826 81.9642 823.1 Q81.9642 814.35 85.0197 809.766 Q88.0984 805.16 93.9086 805.16 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M66.5939 584.983 L54.7884 603.432 L66.5939 603.432 L66.5939 584.983 M65.367 580.909 L71.2466 580.909 L71.2466 603.432 L76.1772 603.432 L76.1772 607.321 L71.2466 607.321 L71.2466 615.469 L66.5939 615.469 L66.5939 607.321 L50.9921 607.321 L50.9921 602.807 L65.367 580.909 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M93.9086 583.988 Q90.2975 583.988 88.4688 587.553 Q86.6632 591.094 86.6632 598.224 Q86.6632 605.33 88.4688 608.895 Q90.2975 612.437 93.9086 612.437 Q97.5428 612.437 99.3483 608.895 Q101.177 605.33 101.177 598.224 Q101.177 591.094 99.3483 587.553 Q97.5428 583.988 93.9086 583.988 M93.9086 580.284 Q99.7187 580.284 102.774 584.891 Q105.853 589.474 105.853 598.224 Q105.853 606.951 102.774 611.557 Q99.7187 616.141 93.9086 616.141 Q88.0984 616.141 85.0197 611.557 Q81.9642 606.951 81.9642 598.224 Q81.9642 589.474 85.0197 584.891 Q88.0984 580.284 93.9086 580.284 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M53.793 356.034 L72.1494 356.034 L72.1494 359.969 L58.0754 359.969 L58.0754 368.441 Q59.0939 368.094 60.1124 367.932 Q61.131 367.747 62.1495 367.747 Q67.9365 367.747 71.3161 370.918 Q74.6957 374.089 74.6957 379.506 Q74.6957 385.084 71.2235 388.186 Q67.7513 391.265 61.4319 391.265 Q59.256 391.265 56.9875 390.895 Q54.7421 390.524 52.3347 389.784 L52.3347 385.084 Q54.418 386.219 56.6402 386.774 Q58.8625 387.33 61.3393 387.33 Q65.3439 387.33 67.6819 385.223 Q70.0198 383.117 70.0198 379.506 Q70.0198 375.895 67.6819 373.788 Q65.3439 371.682 61.3393 371.682 Q59.4643 371.682 57.5893 372.098 Q55.7375 372.515 53.793 373.395 L53.793 356.034 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M93.9086 359.112 Q90.2975 359.112 88.4688 362.677 Q86.6632 366.219 86.6632 373.348 Q86.6632 380.455 88.4688 384.02 Q90.2975 387.561 93.9086 387.561 Q97.5428 387.561 99.3483 384.02 Q101.177 380.455 101.177 373.348 Q101.177 366.219 99.3483 362.677 Q97.5428 359.112 93.9086 359.112 M93.9086 355.409 Q99.7187 355.409 102.774 360.015 Q105.853 364.598 105.853 373.348 Q105.853 382.075 102.774 386.682 Q99.7187 391.265 93.9086 391.265 Q88.0984 391.265 85.0197 386.682 Q81.9642 382.075 81.9642 373.348 Q81.9642 364.598 85.0197 360.015 Q88.0984 355.409 93.9086 355.409 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M64.3254 146.575 Q61.1773 146.575 59.3254 148.727 Q57.4967 150.88 57.4967 154.63 Q57.4967 158.357 59.3254 160.533 Q61.1773 162.686 64.3254 162.686 Q67.4735 162.686 69.3022 160.533 Q71.1541 158.357 71.1541 154.63 Q71.1541 150.88 69.3022 148.727 Q67.4735 146.575 64.3254 146.575 M73.6077 131.922 L73.6077 136.181 Q71.8485 135.348 70.0429 134.908 Q68.2606 134.468 66.5013 134.468 Q61.8717 134.468 59.418 137.593 Q56.9875 140.718 56.6402 147.038 Q58.006 145.024 60.0662 143.959 Q62.1263 142.871 64.6032 142.871 Q69.8115 142.871 72.8207 146.042 Q75.8531 149.19 75.8531 154.63 Q75.8531 159.954 72.705 163.172 Q69.5568 166.389 64.3254 166.389 Q58.33 166.389 55.1588 161.806 Q51.9875 157.2 51.9875 148.473 Q51.9875 140.278 55.8764 135.417 Q59.7652 130.533 66.3161 130.533 Q68.0754 130.533 69.8578 130.88 Q71.6633 131.228 73.6077 131.922 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M93.9086 134.237 Q90.2975 134.237 88.4688 137.802 Q86.6632 141.343 86.6632 148.473 Q86.6632 155.579 88.4688 159.144 Q90.2975 162.686 93.9086 162.686 Q97.5428 162.686 99.3483 159.144 Q101.177 155.579 101.177 148.473 Q101.177 141.343 99.3483 137.802 Q97.5428 134.237 93.9086 134.237 M93.9086 130.533 Q99.7187 130.533 102.774 135.14 Q105.853 139.723 105.853 148.473 Q105.853 157.2 102.774 161.806 Q99.7187 166.389 93.9086 166.389 Q88.0984 166.389 85.0197 161.806 Q81.9642 157.2 81.9642 148.473 Q81.9642 139.723 85.0197 135.14 Q88.0984 130.533 93.9086 130.533 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><g clip-path=\"url(#clip902)\">\n",
       "<image width=\"1971\" height=\"1439\" xlink:href=\"data:image/png;base64,\n",
       "iVBORw0KGgoAAAANSUhEUgAAB7MAAAWfCAYAAADJedKaAAAgAElEQVR4nOzbu64sB17F4X/1Ze9z\n",
       "bEAgYSGTEBIQkBHwzjwHEjkSIhpGyAODYDw+Z1/6UlUEzggQYA9r2f19L7C6andXdZ/fqeVv/uGb\n",
       "fQAAAAAAAACgyCH9AgAAAAAAAADgvxKzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAA\n",
       "AAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgj\n",
       "ZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAA\n",
       "AADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsA\n",
       "AAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQ\n",
       "R8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAA\n",
       "AAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2\n",
       "AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAA\n",
       "oI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAA\n",
       "AAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXE\n",
       "bAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAA\n",
       "AEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMA\n",
       "AAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADq\n",
       "iNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAA\n",
       "AACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wG\n",
       "AAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA\n",
       "1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAA\n",
       "AAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6Y\n",
       "DQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAA\n",
       "AKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAA\n",
       "AAAAAADqnNIvAAAAAPiR7MHtJbgNAADAz5InswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAAAKCO\n",
       "mA0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAA\n",
       "AACoI2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwA\n",
       "AAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAAAABA\n",
       "HTEbAAAAAAAAgDqn9AsAAAD4/7Lv6VfwaB70hD/oYceOewnt5scfUuyM+1MDAECEJ7MBAAAAAAAA\n",
       "qCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAA\n",
       "AAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0x\n",
       "GwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAA\n",
       "AFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdU7pFwAAAGn7nn4FCcGD\n",
       "fszp7HE/4Jv8AQ+ZgGUJvtGWJTcdW57ZQ+PJY06uB99mAAAwM57MBgAAAAAAAKCQmA0AAAAAAABA\n",
       "HTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YDAAAA\n",
       "AAAAUEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZ\n",
       "AAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAA\n",
       "gDpiNgAAAAAAAAB1xGwAAAAAAAAA6pzSLwAAgB77Hl3PLQePO7YdPOhti03PHjzufXu893j0fCev\n",
       "Zw96LZ1ZHmp2ZmYJbh8OufEluH0InfQl+DhIcjsr+B5/uGEAgF4P+3UYAAAAAAAAgF5iNgAAAAAA\n",
       "AAB1xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0A\n",
       "AAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACo\n",
       "I2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAA\n",
       "AAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAAUOeUfgEAAK32/dGGo9OzB8e3Lbi9ZrYf\n",
       "8ZhnZtbg9p4856Ht5Psseb6T19JHdDgsse0luH085rYPwe3jMfNcxuEUPObg+yz5t15y0zOx7Qc9\n",
       "3wAA/w1PZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXE\n",
       "bAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAA\n",
       "AEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMA\n",
       "AAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHVO6RcAAPTb9+h6\n",
       "bnnL7G5b7pij22tue72H/tgzcw9tr/fg+b493vmeyb7PUp+vR72mRO+bS3A6tH045A76eMxtH065\n",
       "5xOSx306Z477dD5Gdr/fzv2tk9vRz1doe4k+dpQ736n7BwDw0+DJbAAAAAAAAADqiNkAAAAAAAAA\n",
       "1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAA\n",
       "AAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6Y\n",
       "DQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAA\n",
       "AKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAECdU/oFAAD/M/ue3M6N71tuewttr/fcMd9v\n",
       "a2z7dt1i2/fg9u2aOee3W/B8J7eT77N7bnsNbW9r8Boe3E7eN2cJTi+Z8cMhd9DHU3I793zC6Zzb\n",
       "Pj8dI7tPz5ndmZlzcPvp+fH+1jO593jyc31IPvIUvI4Hb5vhcQD46fBkNgAAAAAAAAB1xGwAAAAA\n",
       "AAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAAAABAHTEb\n",
       "AAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAA\n",
       "UEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAA\n",
       "AAAAANQRswEAAAAAAACoI2YDAAAAAAAAUOeUfgEA8FOy78nt3Pi25rbX4Pb9tkZ2b5ctsjszc73c\n",
       "c9vvmfMd375ktlO7MzP3a277dst9vtbk9j1zLV233DV8D94/tugXhtx0yuGw5LZPue3TOfd8wvnp\n",
       "GNt+es5sP3/MHfPzh9w/3z1/DG5/yN03zx8yf++n4GcreU05nILbucv4zGTGl+gxA8D/niezAQAA\n",
       "AAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXE\n",
       "bAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAA\n",
       "AEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMA\n",
       "AAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHVO6RcAAP8X+x7a\n",
       "3ULDM7MFt++3LbZ9u66x7esls315vUd2Z2be34LbweO+vufeZ5fQOU+9v2dmbsnt4PVsTW6vmXtI\n",
       "9L6Z+rIw2ePec2+zmSUzeziEhmfmcMxtn0655xPOz8fY9lNo+/lj7pifP+b++e7jl+fY9u2L3HE/\n",
       "3zLb68fc/eP5Q+49fs4d9swpeA8JXcb31A17ZpbcNAA/YZ7MBgAAAAAAAKCOmA0AAAAAAABAHTEb\n",
       "AAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAA\n",
       "UEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAA\n",
       "AAAAANQRswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAAgDpi\n",
       "NgAAAAAAAAB1xGwAAAAAAAAA6pzSLwCAn659T25nxrc1d9D32xbbvl7W2Pbl/R7bfn+5RXZfX3LH\n",
       "/PY5c8wzM2+h8z0zc33PvcdTn6/kMd+uj7m93nP3kHXN3EP23K0r9l3h+/HcdNJyWCK7h2Nmd2bm\n",
       "EDrmmexxn865ZyPOT5nt57fcP6F9+CJ538xdyJP37NRvr+TvzX0Lbgfvm+c9dz1LXUsPwcfb9snd\n",
       "u5bcNAA/kCezAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACA\n",
       "OmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAA\n",
       "AAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGz\n",
       "AQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAA\n",
       "AHVO6RcAwA+z78nt3Pi2Zrbv9y2yOzNzudxz26+57beXW2z75VNm++W7a2R3Zub1c+58v78E3+Pv\n",
       "ue3bNXNduV/XyO7MzPWS277fctfxNXTvmpnZ1sxxb7nTnf2SFLQcltj28ZjZPhxz/0//EDzfh9D5\n",
       "nske9/GU2b5eche01HeF9Hbyu8p6z9xDUr9zZ2a2Lbed/LeFfX+8fx4/nZP3zdj07JO7dy25aYCf\n",
       "BU9mAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAA\n",
       "AAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0x\n",
       "GwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAA\n",
       "AFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdU7pFwDAD7Xnlrfc9nrf\n",
       "IrvXyxrZnZm5vN5j26+fb7Htl0/X2Pbn32a2X0K7MzNvL7m/9eUt9/lKfrZv18x2andm5nbJXMNn\n",
       "Zu633PYWvG+m7tnJY05uJx2PS277lPn/8odD7piX4HbyuA/J91lo+34N3ruS9+zk9i23vd4z95B1\n",
       "DX5PWR/ve0rakrqU5i7hcwp9V5iZOUQf6wue9OA0wI/Fk9kAAAAAAAAA1BGzAQAAAAAAAKgjZgMA\n",
       "AAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADq\n",
       "iNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAA\n",
       "AACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wG\n",
       "AAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOqf0CwD4Odj34PaW217X3IHfrpkDv7zdI7szM28v\n",
       "ue3XT7fY9stvr7Htz99mtl8+5Y45+R5Pfa5nZm6XNbZ9DW2ndtPb6z1444x+X8iMb6HdmZng9ByW\n",
       "4PbH3M/8p+djZPdwzJ3w5PXs8p7bTkr9vc/J7ym33N/6dssd9z24vd0zN5E1ePPag7/v9+SXpOA9\n",
       "OzeeO+glecLPue3DknuPR885wI/Ek9kAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAA\n",
       "AAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGz\n",
       "AQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAA\n",
       "AHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAA\n",
       "AAAAAECdU/oFAPxY9j25nRvfttz2etti29fLGtl9f71HdmdmXj9fY9svn4Lb391i26+h4357yR3z\n",
       "7ZL7XN+umc/1TO6aMjNzC23fro93DZ+ZWe+5496D9+zU94Xk95Rlltj28xfH2PYfffUxtv1nf/6H\n",
       "kd3zU+58/+qXn2Lb//JPue3kd5VlyXy27+fc/WO9597j25q7jifvm6nf+Ml/14iOhz7X308/3nbw\n",
       "kGcJPloX3U6OhyTfZ8DPz+NdRQEAAAAAAACoJ2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAAAABA\n",
       "HTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YDAAAA\n",
       "AAAAUEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZ\n",
       "AAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAA\n",
       "gDpiNgAAAAAAAAB1TukXAPDj2XPLW257vW+x7dt1jW1f3u6R3ffXzO7MzNvnW2z79VNw+/M1tv0W\n",
       "+ntf33Ofrej2JbedvJYuhyWye37K/b/W+y13vq/R+2ZuO3XOt+B3pOMx89mamfnwRe6n9h9//UVs\n",
       "+y/+6k8iu1/8/jmyOzNz/Nvc++zff/Ua2/70m0tsew9dVpLXs9Qx234sS+5yNktwfAk+6nUI/Q5I\n",
       "fkc6noLbx9wfezkEvxPHDjt5UclNA78bnswGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2\n",
       "AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAA\n",
       "oI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAA\n",
       "AAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXE\n",
       "bAAAAAAAAADqnNIvAPj52ffH2p2Z2bbc+P2+xbavl9z25e0e2X1/uUV2Z2beXjLH/P127rjfX3PH\n",
       "nXqfpXZnZq6XNba9rblr6cffO8e2v/r6y8ju+Sn3/1r/9Z9fYtvf/OK72Pbrp9y1NPXZTn6uj6cl\n",
       "tn15D9673nPX8Wto+3TOXc+S983o9jW3PaHLyhb8wbk/6Hbyd3bquJfcrWuW4PhyyG0fjrnt0ylz\n",
       "/zoFfwck79nH0Pmeyb7PDqnPdvJ6lpsGfkc8mQ0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1\n",
       "xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAA\n",
       "AABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YD\n",
       "AAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA\n",
       "6ojZAAAAAAAAANQRswEAAAAAAACoc0q/AIAfy77tse1tzW3fr1ts+3q5x7Yvb5ntt9fcMb+/3oLb\n",
       "weMO/a1ncu+z5Pm+Ba8p56fc/7P86k+/jG3/5V9/Hdn98g/Okd2Zmb//u1/Htv/j16+x7W//7S22\n",
       "fbuukd09d0mZbVti259/e41t//Ifv41tHw6Zc/70fIzszsx884vvYtu/CV5T3l9y31WW0Ef7tObe\n",
       "Z8nfusnr+J477Nj77HjMfR9OXcNnZg7H3PbxlNs+h+5fTx9y17Onp9z2Obh9OucupqnPdvBjPTPB\n",
       "8ehxw8+XJ7MBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6\n",
       "YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAA\n",
       "AACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2fCf7NvbjiTZWQXg\n",
       "PzIiM6u6Z3p8BDwW8gEjgTACARI3CHHN+8IDIITgBiNsCWPZY5sZN9MzPdMzfaiqPEQEF80juLR+\n",
       "VX7fC6zYcdixd6xMAAAAAAAAoB1lNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAA\n",
       "AAAA2lFmAwAAAAAAANDOlD4A4AFa10zsEomtqqr5nBlzVdXpmBv48W6OZd/dnjO5N5ncdPYhdL7f\n",
       "Zufus0PoHk8+W6dTbk7ZjEMse9rmfuP5+MkukvvuVzK5VVW7qzGWnZRcL6Sy1yU45txUWsucG/dv\n",
       "PngZy/7i+V0kN/n+iK7PgtlL8NlOXe/kmJOf74Yh93wNwb/gpO6z6Zh7eY1T7lqPd7mLfTfl5tLt\n",
       "7hTJ3QfX4rt9bj7bXeWer+0+d87HKfP+2mxyc0pdZjQ8aP6ZDQAAAAAAAEA7ymwAAAAAAAAA2lFm\n",
       "AwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAA\n",
       "AABoR5kNAAAAAAAAQDvKbAAAAAAAAADaUWYDAAAAAAAA0I4yGwAAAAAAAIB2lNkAAAAAAAAAtKPM\n",
       "BgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAAAGhHmQ0AAAAAAABAO8psAAAAAAAAANpRZgMAAAAA\n",
       "AADQjjIbAAAAAAAAgHaU2QAAAAAAAAC0o8wGAAAAAAAAoJ0pfQDA/VjXy8uel9ygz6clln06zrHs\n",
       "w10w+zaTfbg9R3LfZl/mtT4dctnn0POVnFPOp9z5vnuTm8ef/c/rWPZP/u3jSO7Vo9xW4Jf/9SKW\n",
       "/fLzQyz7GJzPUuuF+Zybz9ZcdA3Bn40f7nJrlTcvj5HcYTNEcvNy781hyJ3zcco8YJsLvc+mbW5C\n",
       "m7ZjLDv1YSO7D7jU7xq5Z3t7k7nH725ya4Wr61z28Zjb/+yCz1dqHl/H4DollpxPh4fKP7MBAAAA\n",
       "AAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFmAwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALSj\n",
       "zAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAAAABoR5kNAAAAAAAAQDvKbAAAAAAAAADaUWYDAAAA\n",
       "AAAA0I4yGwAAAAAAAIB2lNkAAAAAAAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAAAGhH\n",
       "mQ0AAAAAAABAO8psAAAAAAAAANpRZgMAAAAAAADQjjIbAAAAAAAAgHam9AEA92WNJS9LJnuZl0hu\n",
       "VdX5NMeyj4dg9t354rKj5/uYyz4ls4PP1/mcmc/m5Hx2zGUfbnPX+sNffBnL/uzZTSR32AyR3Kqq\n",
       "Vy/uYtlfPM9lH4LvzcNtJvsUfG8uuemsNsGfjY9TLnwzZuaVTXA+S435bXbuWk/b4H22yazPktf6\n",
       "yVf3sexvfefdWPbuaoxlv/z8EMm9fXOK5OvomzYAACAASURBVFZVnc+5F+cU2ndVVZ1PuXGn1knH\n",
       "u8v8hnVOZgfvs9R32jX3WCc/i1fllgvwoPlnNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7\n",
       "ymwAAAAAAAAA2lFmAwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACgHWU2AAAA\n",
       "AAAAAO0oswEAAAAAAABoR5kNAAAAAAAAQDvKbAAAAAAAAADaUWYDAAAAAAAA0I4yGwAAAAAAAIB2\n",
       "lNkAAAAAAAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAAAGhHmQ0AAAAAAABAO8psAAAA\n",
       "AAAAANpRZgMAAAAAAADQjjIbAAAAAAAAgHam9AHAQ7aul5qdCZ/PuUGfT0ss+3SYY9nHu8vLTp7v\n",
       "8zGZnbvHk8/XfM5kR+eU4H12CM4pyXfIF8/vIrnrkhvzMfruOueyk+MOZSfnswquh5fgz8bnOTfw\n",
       "YRhCuZHYt9mbXPh2l7vRhuDnpGnKjHt/NUZyq6q+/f0nsey/+Nv3Y9n769x99rP/eB7J/eVPX0Ry\n",
       "q8J7vm0uezrn5tLUOim554tmX+C3haqqJbQ2TH0frqpaK7c+G4J7kOCw4d75ZzYAAAAAAAAA7Siz\n",
       "AQAAAAAAAGhHmQ0AAAAAAABAO8psAAAAAAAAANpRZgMAAAAAAADQjjIbAAAAAAAAgHaU2QAAAAAA\n",
       "AAC0o8wGAAAAAAAAoB1lNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFm\n",
       "AwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAA\n",
       "AABoR5kNAAAAAAAAQDvKbAAAAAAAAADaUWYDAAAAAAAA0M6UPgDgnqzB6CWTu8yh4Ko6n4LZx1z2\n",
       "6QKzo9f6QrPnZPY5k73MuUk8ea1PxzmWPZ9y53xZMtmp+7uq6niXu9bJ++wcPOfzOXOfDcMQya2q\n",
       "Gi70p9trch8QCk/lpq2h90dV1WbMPdvb/RjJHafcpPLuV/ex7N/7zrux7OvH21j2sw9fR3LH4LN1\n",
       "CK5Tzsn12Tb3bKfWhtk934V+1wh+s0ztN1Pfh9+GB6Nz03gFo+HeXej2HgAAAAAAAIDOlNkAAAAA\n",
       "AAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAAAGhHmQ0AAAAAAABAO8psAAAAAAAAANpR\n",
       "ZgMAAAAAAADQjjIbAAAAAAAAgHaU2QAAAAAAAAC0o8wGAAAAAAAAoB1lNgAAAAAAAADtKLMBAAAA\n",
       "AAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFmAwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALSj\n",
       "zAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAAAABoR5kNAAAAAAAAQDtT+gCA+7GuuexlyYTPc27Q\n",
       "8zmXfT4vuezTHMzOjDt5vpP3+LIExx18vlLnPDWPVmXfH9ns4PM1Z56v4yE3h9/dnmPZqfdHXuge\n",
       "Tz7XNeSyg3NKci4dQqd8SAVX9lon14bJuXQOrccPwXfX86c3seyf//izWPb1o20s+9OnbyK5h9vg\n",
       "Hju41x3PuXl8CY57Cc3j0W8L0ezLu9bJ7Oh6OJZcwR0IPGz+mQ0AAAAAAABAO8psAAAAAAAAANpR\n",
       "ZgMAAAAAAADQjjIbAAAAAAAAgHaU2QAAAAAAAAC0o8wGAAAAAAAAoB1lNgAAAAAAAADtKLMBAAAA\n",
       "AAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFmAwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALSj\n",
       "zAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAAAABoR5kNAAAAAAAAQDvKbAAAAAAAAADaUWYDAAAA\n",
       "AAAA0I4yGwAAAAAAAIB2lNkAAAAAAAAAtDOlDwAetvUis9c1k70suTHP85LLPiezc+f8HBr3Ejzf\n",
       "a/AeDz3Wbw256GnK/O5vHIODDko911XZuTT1/jofc2M+HedY9pobdm2Cz3ZqHl/m3AtkM8aia7PJ\n",
       "XevkOU89X0PwWg/DZb6zk/dZ6h3y+uUxkltV9aufvohlvwmOe3+de7hvXp8iubeh3KrsfDaG9l1V\n",
       "VXNwPkvtA5JzePJ8R691dH2WyY5+R7rUj1jwgPlnNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAA\n",
       "AEA7ymwAAAAAAAAA2lFmAwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACgHWU2\n",
       "AAAAAAAAAO0oswEAAAAAAABoR5kNAAAAAAAAQDvKbAAAAAAAAADaUWYDAAAAAAAA0I4yGwAAAAAA\n",
       "AIB2lNkAAAAAAAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAAAGhHmQ0AAAAAAABAO8ps\n",
       "AAAAAAAAANpRZgMAAAAAAADQjjIbAAAAAAAAgHam9AHAg7YGo5PZSyo3N+hk9jznss/n0MWuqiWU\n",
       "veSGHH2uh1x07a9yy5V3vrKL5L773j6SW1X15tUxlv2bD17Gsp//75tY9vF2juQuwXdX0hD8Oe8Q\n",
       "nExT67P9dW4O/+b7j2PZ7339Kpb98vO7WPanTzNz6eEuM49WVW2Si6TgpDKfc++Q0zEzoR1uzpHc\n",
       "qqoXn9zEsm9en2LZu33upT2Omexxyo15GzzfS/C7xiVmJ/cBl/rtLnrOQx+TUrnAw+Sf2QAAAAAA\n",
       "AAC0o8wGAAAAAAAAoB1lNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFm\n",
       "AwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAA\n",
       "AABoR5kNAAAAAAAAQDvKbAAAAAAAAADaUWYDAAAAAAAA0I4yGwAAAAAAAIB2lNkAAAAAAAAAtKPM\n",
       "BgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAAAGhHmQ0AAAAAAABAO1P6AOAhW5PZwfA1FJ4c85LM\n",
       "nnPh0ezkA3aJhiEW/fhJbrnygx9+PZL7/T/5WiS3quqL53ex7GH4KJb9+stDLPv2zSmSOwR/1rrZ\n",
       "5OaU6Hoh+PJKTePffP9xJriq/ubvvxPL/sM/+0Ys++c/+SyW/c//8KtI7tMPXkZyq7J7vtxMWjXP\n",
       "Syz7fMyM/LTNjXlzzGWva2adUlV1PuUWK/urzB5kH/3bUTI8N5umvmFVVa2htWEqtyp8vi/0O9Kl\n",
       "jht4WPwzGwAAAAAAAIB2lNkAAAAAAAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAAAGhH\n",
       "mQ0AAAAAAABAO8psAAAAAAAAANpRZgMAAAAAAADQjjIbAAAAAAAAgHaU2QAAAAAAAAC0o8wGAAAA\n",
       "AAAAoB1lNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFmAwAAAAAAANCO\n",
       "MhsAAAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAAAABoR5kNAAAA\n",
       "AAAAQDtT+gCA+7KmD+CyrLnzvV5odsyQPoCMITju7W6MZX/lG1eR3Pe/+24kt6rq+nFuefjuV/ax\n",
       "7Gmb/I1n5gEbghNack5JvrrWJRc+jJl7PPlc/8Gffj2W/ed/861YdvL5+s9/+TiS+/H4KpJbVTXP\n",
       "F7geruxcuixLKDe47wpmZ8cdi47tdbMzSnKze5kb7dT1zn5HikVHXeq4AX5b/DMbAAAAAAAAgHaU\n",
       "2QAAAAAAAAC0o8wGAAAAAAAAoB1lNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAA\n",
       "AAAA2lFmAwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACgHWU2AAAAAAAAAO0o\n",
       "swEAAAAAAABoR5kNAAAAAAAAQDvKbAAAAAAAAADaUWYDAAAAAAAA0I4yGwAAAAAAAIB2lNkAAAAA\n",
       "AAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAAAGhnSh8AcF+G9AFcliF3vocLzY5Z1/QR\n",
       "RCSHfbg9x7KfffQ6kru/zi3Rvvz8Lpb92bObWPbxMMey19ADlsp9mx2Ljho2wfdm6KS/+uIQya2q\n",
       "+sVPPotlb8bctf7Fj3PjfvUic72X+UInlaDkNmATmktTuVXhPV903LHoWHh2h20uvRTZ70ix6KhL\n",
       "HTfAb4t/ZgMAAAAAAADQjjIbAAAAAAAAgHaU2QAAAAAAAAC0o8wGAAAAAAAAoB1lNgAAAAAAAADt\n",
       "KLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFmAwAAAAAAANCOMhsAAAAAAACAdpTZAAAA\n",
       "AAAAALSjzAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAAAABoR5kNAAAAAAAAQDvKbAAAAAAAAADa\n",
       "UWYDAAAAAAAA0I4yGwAAAAAAAIB2lNkAAAAAAAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA7UzpA4CH\n",
       "bEhmB8OHUHgqt6pqEzzfmzEXPgazN7GfYyWf7Jx1XWPZb16dYtm/+Mnnkdynv3wVya2qunl9jGU/\n",
       "+/B1LPtwO8eyU49X8LGuZQ6GJ9/ZwQVD6px/+vRNJLeq6p//8dex7B//67NY9qsXh1j2J7/JzOPL\n",
       "EomtquSaNCu5D5h2YyZ3m7vY210ue3eVOd9VVdt9Ljt1vYfkx4ULFf2WFLreyfsseb6T30qTe5Do\n",
       "uAF+Sy502wUAAAAAAABAZ8psAAAAAAAAANpRZgMAAAAAAADQjjIbAAAAAAAAgHaU2QAAAAAAAAC0\n",
       "o8wGAAAAAAAAoB1lNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFmAwAA\n",
       "AAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAAAABo\n",
       "R5kNAAAAAAAAQDvKbAAAAAAAAADaUWYDAAAAAAAA0I4yGwAAAAAAAIB2lNkAAAAAAAAAtKPMBgAA\n",
       "AAAAAKCdKX0A8KANwehkduhnMqnct9m5Ez6Owewpd9LHMZO9CV7r5HNday76eJhj2bdvTpHczz6+\n",
       "ieRWVd3dZMZcVXXzKpc9n5dYdmpaSb67kmukNXepa03O46Hsw+05E1xVT3/5Mpb98a9fxbKXOffS\n",
       "XkPRm+B6+FIl9wHbXSb76jr3Ce29b1zFsr/2O49i2bv9GMu+C72/jne59+YmtMeuyu6zk++QVHby\n",
       "O1L0Wiezgx90Uvu+IfoRC3ho/DMbAAAAAAAAgHaU2QAAAAAAAAC0o8wGAAAAAAAAoB1lNgAAAAAA\n",
       "AADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFmAwAAAAAAANCOMhsAAAAAAACAdpTZ\n",
       "AAAAAAAAALSjzAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAAAABoR5kNAAAAAAAAQDvKbAAAAAAA\n",
       "AADaUWYDAAAAAAAA0I4yGwAAAAAAAIB2lNkAAAAAAAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA7Siz\n",
       "AQAAAAAAAGhnSh8APGzDZUYPmfDNJjfoccz9NmicLjR7m8kep9x9NgTv8QudzmqZ10ju6ThHcquq\n",
       "jocllj2HznfaJvQO2e5yc/h8HmPZ51PuHk9Krc/G3KWuCo25qmpZcvNZcibdXODP5dc1d8Yvdf+z\n",
       "3WUmlnfe20Vyq6q+90dfjWX/0V/+Tiw7uVb59c++iOQ+/eBlJLeq6hRcIyX32Zvx8rKT749LPN/p\n",
       "7NQ+ILgUD4cD9+ECt5oAAAAAAAAAdKfMBgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAAAGhHmQ0A\n",
       "AAAAAABAO8psAAAAAAAAANpRZgMAAAAAAADQjjIbAAAAAAAAgHaU2QAAAAAAAAC0o8wGAAAAAAAA\n",
       "oB1lNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFmAwAAAAAAANCOMhsA\n",
       "AAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAAAABoR5kNAAAAAAAA\n",
       "QDvKbAAAAAAAAADamdIHANyPIZi92WTSxzE36nGby562ud8lXWL2OOXGHL3Hx+C4p+C450z2+Zwb\n",
       "8yb4U8chmh28z0Ir8t1+zASHnQ5zLPt8XmLZ83nNBA+5ZysYXUMwfA1d6qT1EgddVZvo/ufy9gHX\n",
       "72wjuVVV3/ruk1j2D//6d2PZ2+B9drzLrBc+f3YTya2qWt+cY9nJbwvRPX5oDxJ9fwSzN8HvGslz\n",
       "nspOroeT38WB++Gf2QAAAAAAAAC0o8wGAAAAAAAAoB1lNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAA\n",
       "AAAAAEA7ymwAAAAAAAAA2lFmAwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACg\n",
       "HWU2AAAAAAAAAO0oswEAAAAAAABoR5kNAAAAAAAAQDvKbAAAAAAAAADaUWYDAAAAAAAA0I4yGwAA\n",
       "AAAAAIB2lNkAAAAAAAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAAAGhHmQ0AAAAAAABA\n",
       "O1P6AIB7MgSjQz+T2Yy53+dMUzB7l8ve7oPZoXFP2+C1vtDsMZk9r5nccYnkVmWv9W4eY9nLlLnW\n",
       "ScuSG3PyPjuMuUXS8TDnstdM9vmUm8+ST/Wwyd1nQ3IfkAoPDnoTvNap9XBV1TY4j6fO+RJaF1ZV\n",
       "3b45xbK/+PQ2lp3c6968zpzzNfjyyn7XyO0Dpik3j4+hcx79thB8rqPfNYLfLFPvzdT34bfhFxkN\n",
       "D5p/ZgMAAAAAAADQjjIbAAAAAAAAgHaU2QAAAAAAAAC0o8wGAAAAAAAAoB1lNgAAAAAAAADtKLMB\n",
       "AAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFmAwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAA\n",
       "ALSjzAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAAAABoR5kNAAAAAAAAQDvKbAAAAAAAAADaUWYD\n",
       "AAAAAAAA0I4yGwAAAAAAAIB2lNkAAAAAAAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAA\n",
       "AGhnSh8APGTDkD6CjGGTGfg45U74tBtj2btk9v7ysrfBMSfvs2k357KPud/ezeMSyZ2m3JiX5D2+\n",
       "zWXvr3PZj5/sMsFrJraq6sWnt7Hszz/JZQ/DKZadklwPL5kpvKqqNmNu4GMwOzXuTWj/UZXb+1RV\n",
       "jcH1wrgN/jcidMrvbs6Z4Kr68OdfxrLXNbdg2AbXhp89u4nkng7Bfdcu91wn9z/JuXQKzaXb4LeF\n",
       "bPZlvjdT67MhuBGIfpK/0D4A7pt/ZgMAAAAAAADQjjIbAAAAAAAAgHaU2QAAAAAAAAC0o8wGAAAA\n",
       "AAAAoB1lNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFmAwAAAAAAANCO\n",
       "MhsAAAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAAAABoR5kNAAAA\n",
       "AAAAQDvKbAAAAAAAAADaUWYDAAAAAAAA0I4yGwAAAAAAAIB2lNkAAAAAAAAAtKPMBgAAAAAAAKAd\n",
       "ZTYAAAAAAAAA7UzpAwDuyxBL3oSiN2Pu9znTlMve7sdY9v4q9xrZhbJ3+3Mk92127lofd7ns827J\n",
       "ZZ8z2eN5jeRWVW1jydl7/NvffxLL/sEPvx7J3Yy5tcJPf/RpLPu///15LHuec/NZamk4bXNrpDV5\n",
       "ulML4qoap1x2ak08BH+mv+Ze2VGb4D0+DJnsObQurKp68eltLPt4N8eyt7vL+w9O8r2Z/K4RfXcF\n",
       "z3nqe87uKrfvSu75puB3jeTzlXpnh17X/x8ezAbuxeWtCgEAAAAAAABoT5kNAAAAAAAAQDvKbAAA\n",
       "AAAAAADaUWYDAAAAAAAA0I4yGwAAAAAAAIB2lNkAAAAAAAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA\n",
       "7SizAQAAAAAAAGhHmQ0AAAAAAABAO8psAAAAAAAAANpRZgMAAAAAAADQjjIbAAAAAAAAgHaU2QAA\n",
       "AAAAAAC0o8wGAAAAAAAAoB1lNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA\n",
       "2lFmAwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALQzpQ8AuB/DkAzPxI6b3KCnbe63QdvdGMve\n",
       "XeWy99eZ7P117tV5vDvHsk+H3LWeT0ss+3zOZC/zGsmtqtgcXlV1/Xgby/7d3383lv3Hf/nNSO4Y\n",
       "fHe9+uIQy/7o51/Gsl99mZtL19BUOk3B308H57PkuK8e59Yqj97ZxbJT7m5OsezD3RzLXpfcWmUM\n",
       "PV+bMTepJNeGh+AeZF0ub6+b/LYwbXPnO/tdI/fevHqUyU7lVmXP93aXfL5y2an313CJH6eBe+Of\n",
       "2QAAAAAAAAC0o8wGAAAAAAAAoB1lNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAA\n",
       "AAAA2lFmAwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACgHWU2AAAAAAAAAO0o\n",
       "swEAAAAAAABoR5kNAAAAAAAAQDvKbAAAAAAAAADaUWYDAAAAAAAA0I4yGwAAAAAAAIB2lNkAAAAA\n",
       "AAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAAAGhHmQ0AAAAAAABAO1P6AIAHaBgysZs1\n",
       "kltVNU6ZMVdVbXe53yXtrsZY9tV15hV2eDRHcquqjofca/t0XGLZ53Mue55D2WtuPttscvPZEPyZ\n",
       "5d2bUyz7+cc3kdxxyp3wm9e58500jrnnK7VWWdfcmDfB8/34nW0s+/3vPYll//4P3otlp3z0wctY\n",
       "9icfvo5lH+7OsezUWmXa5fY+yT3fFFwvjNvguEPnfJu8z/aX+W3h+lFun339OLNeSH1PqaraB691\n",
       "8vlKfjdMvTdDn4ffZueigXvin9kAAAAAAAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAA\n",
       "AGhHmQ0AAAAAAABAO8psAAAAAAAAANpRZgMAAAAAAADQjjIbAAAAAAAAgHaU2QAAAAAAAAC0o8wG\n",
       "AAAAAAAAoB1lNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFmAwAAAAAA\n",
       "ANCOMhsAAAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAAAABoR5kN\n",
       "AAAAAAAAQDvKbAAAAAAAAADamdIHAPDbMmyGWPZmzGVP29zvknb73Gtkfz1Hcq8eZXKrqk6HbSz7\n",
       "fFxy2edc9jKvseyUYZO7x5Pn+3//51Us+3B7zgTnXl31yUdvYtnHQ+4eT76zl9BUuq655zp5vp98\n",
       "7SqW/f0/+Vos+6/+7tuR3OTb+kf/9DSWfbgJvT+q6uWLQyw79f5KzinbZPZuzGXvc9mpve7uKjfm\n",
       "/VVuf3/9KJj9Tm6fff04M+598Hwn7/HtLjeXjlMue5P6XjoEN5zBaOB++Gc2AAAAAAAAAO0oswEA\n",
       "AAAAAABoR5kNAAAAAAAAQDvKbAAAAAAAAADaUWYDAAAAAAD8X/v2luQ4VkZh9OjmS2Y1858RA2AI\n",
       "XAKCNwLoyrQl8dDvBAFF713ltSbw+0iydOzPBqCOmA0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAA\n",
       "AAB1xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0A\n",
       "AAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACo\n",
       "I2YDAAAAAAAAUEfMBgAAAAAAAKDOmn4BwI9nmtKv4Nc3z7lFr1vud0mXa2729Z55hN0/98jcMcZ4\n",
       "BGc/H0ds9v7MzT72MzY7ZQrezz6/5q7xn//+iM3+Y2j2/sxd31//mTveZ/Btfbkusdnzknlmn0fu\n",
       "gC9rcp+SO9e3t9zH/Nv7lhkcfGOn9qRjjHG55a6zLfg5YBqZvcp6ya15u+TOdfLZlbzGU+/t5D38\n",
       "/iV0Dx9jvP10yc0Orvseem7eXvXZtQX34sHP2anvaV/w62Hg/8g/swEAAAAAAACoI2YDAAAAAAAA\n",
       "UEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAA\n",
       "AAAAANQRswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAAgDpi\n",
       "NgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAA\n",
       "AKCOmA0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB11vQLAPh2ptzk4E+DljU3fLsssdnX+xmZ\n",
       "+3wckbnp2cczc7zHGGPfc+ve98y6zzN3vKcpdy+d59zsz489NvsRmp18byWtW+65uSy5a3w7MveV\n",
       "IzR3jOz9bA8+N//y+7/HZv/ut3+OzA0+Nsdf/pA73ql9yhjZzwGp/ULy+XG55o735Zb8zJf72vL2\n",
       "tkXmvn3JzB1jjPefgrN/k5x9ic2+h8538r21Be9ny/aan3VHak8cXDLw4/HPbAAAAAAAAADqiNkA\n",
       "AAAAAAAA1BGzAQAAAAAAAKgjZgMA3GLqmAAAFxZJREFUAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAA\n",
       "AEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMA\n",
       "AAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADq\n",
       "iNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoM6afgEA38o0RafHJs/BnyUt\n",
       "W2745bpE5u5vuUfnsR+52bnR4zjP2OwzuO6UeX7mZi/Je+nrzZ6CD87k7OS9NHg7G8eRGX6G5o4R\n",
       "Pt57bvhf//SP2Ox//O0zNjvl4+sem538+HO75/bEqf3Cesl8/hhjjMs1+LnrljvXyevs7actNPcS\n",
       "mTvGGO+hNY8xxvtvcutOnesxxri/Z67xa/C9tW25e+m85O6lU/C7u+z3pQDfhn9mAwAAAAAAAFBH\n",
       "zAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAA\n",
       "AADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYA\n",
       "AAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACg\n",
       "jpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqs6RcA8COYXnT4suSGb5fM\n",
       "77GOI/foPI4zNvvMjR5jBIeHRk8v+r7++HmPzZ7n3Lrn0DFPnut1y/2m9vk8YrOPPXc/Sz1Dkms+\n",
       "gw+v5H08+cz++s9nZG70Hh6cvd5z+9LUs2uM3PNruyyRuWOMcbnlZl+D19ntPTf7/cslMvftpy0y\n",
       "95fZmTWPMcZ7ct3vudm30Psr9X3KGGMsa/CZHdyfTdlvDgG+e/6ZDQAAAAAAAEAdMRsAAAAAAACA\n",
       "OmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAA\n",
       "AAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGz\n",
       "AQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAA\n",
       "AHXEbAAAAAAAAADqiNkAAAAAAAAA1FnTLwDghzC95vAp+JOoZc0Mv1wiY8cYY5znGZudvMSn4PAp\n",
       "NHxZcotet9wbe92esdnb19zsx+eSmXvdI3PHGOPzIzf7+This/c9dx8/9sy6j9zhHiP43Eya59wz\n",
       "ZA49v+Yl9+yKHu/gXjx5zFN7lcs187weY4zrPff13e0tN/v+JTf77Uvmg9/bly0yd4wx7snZ77lz\n",
       "nXx/baH7SvIzX/K5mf1yITca4Efgn9kAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAA\n",
       "AAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGz\n",
       "AQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAA\n",
       "AHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAA\n",
       "AAAAAEAdMRsAAAAAAACAOmv6BQDwv5mm6PTY5HnJzF233O/AzuBjewqe62kOXmdz5nwva+46Wy+h\n",
       "N9cY43J7xGZ//Jx7f31+7C81d4wxHsnZn7nZ+/OMzT72IzM3M3aMMcZ55o73CI4OPrLHFNqYzkty\n",
       "r5DcD+dmJ/fEW2ivcr3n9ki3e26fcnvfYrPv0dmZY55c8+0td51dg9f4dgl+9grdS5OfsZNfYmW/\n",
       "PwPgf+Gf2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0x\n",
       "GwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAA\n",
       "AFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAA\n",
       "AAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQJ01/QIA+H5NU3R6\n",
       "ZOq8RMaOMcbYptxv0JLnOrjsMS+ZhS9r7oBvl9wBv9xyb7DPr3ts9sfXZ2Rucs2Pj+DsxxGbvSdn\n",
       "72dk7nlk5o4xxhGcnVz3mRud2p6NKbhRST6z1zX3zN6uuWd2ar9wveW+Qrvdg7Pfg7PfXm928jpL\n",
       "7sW3S2528j4+zZnZyedm9nskAL5X/pkNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAA\n",
       "AAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0x\n",
       "GwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAA\n",
       "AFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAA\n",
       "AAAAAADUEbMBAAAAAAAAqLOmXwAA/DemKTR4Tg2Ojh5r8PdvU/KYL5nZy5I73utlic2+XHOzP7/u\n",
       "udkfmS354yO35sfnkZv9yK17f+TWvT/PzNw9t+bjyKx5jDHO3LJf0hzcKyxrbva65fYLW3C/sN0y\n",
       "s6+hub/Mzn19d70nZ7/evjT53kreU+Y1ODv4OTv1xUbs+xQA+C/5ZzYAAAAAAAAAdcRsAAAAAAAA\n",
       "AOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAA\n",
       "AAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBH\n",
       "zAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAA\n",
       "AADUEbMBAAAAAAAAqCNmAwAAAAAAAFBnTb8AAPieTFN0emzyvMRGR4/5HFr4suR+b7huudnbJTf7\n",
       "ejtisx+PPTL3+Zlcc252ct3PZ272Hpp97Gdkbnr2eeZmB7cLYwo9tOc5t+hlzc1e19xzc4nuFzL7\n",
       "s8s1tyHegrOj6w7uDVN74iX4vk7eS6fk7Njk9HAA+H74ZzYAAAAAAAAAdcRsAAAAAAAAAOqI2QAA\n",
       "AAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6\n",
       "YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAA\n",
       "AACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMB\n",
       "AAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgzpp+AQDAf2aaotNzk5fY6DGFDvo0n5G5Y4wxL7lz\n",
       "vW6531nu1yM3+5m5yJ/P3HW2P3LH+/lMnuvc7GPPnO/jyF1nqTWPMcaZGx01hW7j85x7diWfm8ua\n",
       "e24uL7hfWLfcpnS95M71+qLXWeq9PQXvZ6nPPr/Mjo0GAL4D/pkNAAAAAAAAQB0xGwAAAAAAAIA6\n",
       "YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAA\n",
       "AACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMB\n",
       "AAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAA\n",
       "dcRsAAAAAAAAAOqI2QAAAAAAAADUWdMvAADoN03R6bnRoZ/9LWdm7hhjzMGTfQYXvqy5dR9H5kLb\n",
       "9tzxPoKz9+S6j9zsMzT7Fdc8xhhn8D7+iqY5dw+fg7OXJbju4OxlyTw35+BeIXqug9f4FNyXTrG/\n",
       "/ySPd2w0AMC/5Z/ZAAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAA\n",
       "AABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YD\n",
       "AAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA\n",
       "6ojZAAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAA\n",
       "AAAAgDpr+gUAALSaplcbPMY4c6ODqx7TnJs+p475mjvZxxEbPc4zt+7zCM4OjY4e7+D9LHkvPYPD\n",
       "p9SdPPgAST6y5+CzK/rcDB30Kfh3kOTxTl7jyTd3bHL0eAMAdPLPbAAAAAAAAADqiNkAAAAAAAAA\n",
       "1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAA\n",
       "AAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6Y\n",
       "DQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAA\n",
       "AKgjZgMAAAAAAABQR8wGAAAAAAAAoM6afgEAAPSYpuj0F5w8xhk95hlz8Ce1Z/Jsn8HRZ3B4yAsu\n",
       "mYDoczM4/BW3Cy+7R3rBfQoAAF38MxsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAA\n",
       "AAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2\n",
       "AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAA\n",
       "oI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAA\n",
       "AAAAAKgjZgMAAAAAAABQZ02/AAAAiJtecfRLLnqMMzg7eshTw4MHPHmu+XUl7ynZ4S8pdsSdagAA\n",
       "iPDPbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAA\n",
       "AAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgj\n",
       "ZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAA\n",
       "AADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoM6afgEAAAC/lmlKv4JX\n",
       "Ezzgr3quz+DsVz3mAAAA/N/4ZzYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAA\n",
       "qCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAA\n",
       "AAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0x\n",
       "GwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAA\n",
       "AFBHzAYAAAAAAACgzpp+AQAAAMA3MqVfAAAAAHw7/pkNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAA\n",
       "AAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgN\n",
       "AAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAA\n",
       "qCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAA\n",
       "AAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0x\n",
       "GwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAA\n",
       "AFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAA\n",
       "AAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6\n",
       "YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAA\n",
       "AACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMB\n",
       "AAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAA\n",
       "dcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAA\n",
       "AAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNm\n",
       "AwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAA\n",
       "AOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAA\n",
       "AAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBH\n",
       "zAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAA\n",
       "AADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYA\n",
       "AAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACg\n",
       "jpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAA\n",
       "AAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRs\n",
       "AAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAA\n",
       "QB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAA\n",
       "AAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI\n",
       "2QAAAAAAAADU+RehJHzYNSS7LwAAAABJRU5ErkJggg==\n",
       "\" transform=\"translate(142, 47)\"/>\n",
       "</g>\n",
       "<defs>\n",
       "  <clipPath id=\"clip903\">\n",
       "    <rect x=\"2160\" y=\"47\" width=\"73\" height=\"1440\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<g clip-path=\"url(#clip903)\">\n",
       "<image width=\"72\" height=\"1439\" xlink:href=\"data:image/png;base64,\n",
       "iVBORw0KGgoAAAANSUhEUgAAAEgAAAWfCAYAAAAI7rB3AAAL1klEQVR4nO3dwY1iQRAFwW5U3mM0\n",
       "WEDl8XOIsGCVetoRRWvmnvP+HH56Pf0P+HcCBYGCQEGgIFAQKAgUBAoCBYHC3Pv0P+G/WVAQKAgU\n",
       "BApz/S+9sqAgUBAoCBQECnP8EFtZUBAoCBQECgIFB7NgQUGgIFAQKDiYBQsKAgWBgkBBoCBQECgI\n",
       "FAQKAgX3oGBBQaAgUBAoCBQczIIFBYGCQEGgIFDwwixYUBAoCBQECg5mwYKCQEGgIFAQKDiYBQsK\n",
       "AgWBgkBBoOBgFiwoCBQECgKF8X/0zoKCQEGgIFAQKDiYBQsKAgWBgkDBPShYUBAoCBQECgIFHzWC\n",
       "BQWBgkBBoCBQ8E46WFAQKAgUBAoOZsGCgkBBoCBQECjM9WNsZUFBoCBQECgIFBzMggUFgYJAQaDg\n",
       "YBYsKAgUBAoCBYGCF2bBgoJAQaAgUHAPChYUBAoCBYGCQMHBLFhQECgIFAQKAgUHs2BBQaAgUBAo\n",
       "+EWTwYKCQEGgIFAQKDiYBQsKAgWBgkBBoOBgFiwoCBQECgIFL8yCBQWBgkBBoCBQ8FEjWFAQKAgU\n",
       "BAq+1QgWFAQKAgWBgkDBC7NgQUGgIFAQKAgUHMyCBQWBgkBBoOBgFiwoCBQECgIFgYIXZsGCgkBB\n",
       "oCBQcA8KFhQECgIFgYJAwcEsWFAQKAgUBAoCBQezYEFBoCBQECj4e/PBgoJAQaAgUBAoOJgFCwoC\n",
       "BYGCQEGg4GAWLCgIFAQKAgUvzIIFBYGCQEGgIFBwMAsWFAQKAgWBgo8awYKCQEGgIFAQKPhFk8GC\n",
       "gkBBoCBQECg4mAULCgIFgYJAwcEsWFAQKAgUBAoCBc+AgwUFgYJAQaAgUHAwCxYUBAoCBYGCg1mw\n",
       "oCBQECgIFAQKDmbBgoJAQaAgUBAoCBQECgIFgYJAwcEsWFAQKAgUBAoCBQezYEFBoCBQECh4QBUs\n",
       "KAgUBAoCBYGCg1mwoCBQECgIFAQKDmbBgoJAQaAgUPCnjIMFBYGCQEGgIFDwtU+woCBQECgIFNyD\n",
       "ggUFgYJAQaAgUPDdfLCgIFAQKAgUBAoOZsGCgkBBoCBQcDALFhQECgIFgYJAwcEsWFAQKAgUBAoC\n",
       "BYGCQEGgIFAQKDiYBQsKAgWBgkBBoOBgFiwoCBQECgIFD6iCBQWBgkBBoCBQcDALFhQECgIFgYJA\n",
       "wcEsWFAQKAgUBAoCBYGCQEGgIFAQKPioESwoCBQECgIF32oECwoCBYGCQEGg4IVZsKAgUBAoCBQE\n",
       "Cg5mwYKCQEGgIFBwMAsWFAQKAgWBgkDBwSxYUBAoCBQECgKFuX6MrSwoCBQECgIFB7NgQUGgIFAQ\n",
       "KAgUHMyCBQWBgkBBoOABVbCgIFAQKAgUBAoOZsGCgkBBoCBQECg4mAULCgIFgYJAwcEsWFAQKAgU\n",
       "BAoChfEzbGdBQaAgUBAoCBR8FgsWFAQKAgWBgm81ggUFgYJAQaAgUPDCLFhQECgIFAQK7kHBgoJA\n",
       "QaAgUBAoOJgFCwoCBYGCQEGg4IVZsKAgUBAoCBQczIIFBYGCQEGgIFBwMAsWFAQKAgWBgkDBC7Ng\n",
       "QUGgIFAQKDiYBQsKAgWBgkBBoOBgFiwoCBQECgIF96BgQUGgIFAQKAgU/L35YEFBoCBQECgIFBzM\n",
       "ggUFgYJAQaDgu/lgQUGgIFAQKAgUfO0TLCgIFAQKAgX3oGBBQaAgUBAoCBQczIIFBYGCQEGgIFDw\n",
       "iyaDBQWBgkBBoOBgFiwoCBQECgIFgYKDWbCgIFAQKAgUBApemAULCgIFgYJAwcEsWFAQKAgUBAoC\n",
       "BQezYEFBoCBQECi4BwULCgIFgYJAQaAgUBAoCBQECgIFgYKDWbCgIFAQKAgUHMyCBQWBgkBBoCBQ\n",
       "8FEjWFAQKAgUBAoCBe+kgwUFgYJAQaDgYBYsKAgUBAoCBYGCP2UcLCgIFAQKAgX3oGBBQaAgUBAo\n",
       "CBQczIIFBYGCQEGgIFDwwixYUBAoCBQECg5mwYKCQEGgIFAQKDiYBQsKAgWBgkBBoOBgFiwoCBQE\n",
       "CgIFgYJAQaAgUBAoCBQczIIFBYGCQEGg4B4ULCgIFAQKAgWBghdmwYKCQEGgIFAQKPgsFiwoCBQE\n",
       "CgIF32oECwoCBYGCQEGgIFAQKAgUBAoCBfegYEFBoCBQECgIFBzMggUFgYJAQaAgUPDCLFhQECgI\n",
       "FAQKDmbBgoJAQaAgUBAoOJgFCwoCBYGCQEGg4GAWLCgIFAQKAgV/bz5YUBAoCBQECgIFB7NgQUGg\n",
       "IFAQKLgHBQsKAgWBgkBBoOCFWbCgIFAQKAgUBAoOZsGCgkBBoCBQ8FEjWFAQKAgUBAoCBYGCQEGg\n",
       "IFAQKAgUHMyCBQWBgkBBoOBgFiwoCBQECgIFgYJ30sGCgkBBoCBQcA8KFhQECgIFgYJAwcEsWFAQ\n",
       "KAgUBAoCBQezYEFBoCBQECiM/6N3FhQECgIFgYJAwcEsWFAQKAgUBAoCBQezYEFBoCBQECh4YRYs\n",
       "KAgUBAoCBYGCg1mwoCBQECgIFNyDggUFgYJAQaAgUPCnjIMFBYGCQEGgIFDwtU+woCBQECgIFBzM\n",
       "ggUFgYJAQaAgUPDdfLCgIFAQKAgU3IOCBQWBgkBBoCBQcDALFhQECgIFgYJAwcEsWFAQKAgUBAp+\n",
       "0WSwoCBQECgIFAQKDmbBgoJAQaAgUBAoOJgFCwoCBYGCQMELs2BBQaAgUBAoCBQczIIFBYGCQEGg\n",
       "4B4ULCgIFAQKAgWBgoNZsKAgUBAoCBQECn5dcrCgIFAQKAgUfKsRLCgIFAQKAgWBgoNZsKAgUBAo\n",
       "CBQECh4vBAsKAgWBgkDBwSxYUBAoCBQECgIFB7NgQUGgIFAQKHhAFSwoCBQECgIFgYKDWbCgIFAQ\n",
       "KAgUBAoOZsGCgkBBoCBQ8IAqWFAQKAgUBAoCBQezYEFBoCBQECgIFBzMggUFgYJAQaDgYBYsKAgU\n",
       "BAoCBYGCQEGgIFAQKAgUfNQIFhQECgIFgYJAwbcawYKCQEGgIFAQKHhhFiwoCBQECgIFB7NgQUGg\n",
       "IFAQKAgUHMyCBQWBgkBBoCBQECgIFAQKAgWBgoNZsKAgUBAoCBQECg5mwYKCQEGgIFDwgCpYUBAo\n",
       "CBQECgIFB7NgQUGgIFAQKAgUHMyCBQWBgkBBoOBgFiwoCBQECgIFgcJcP8ZWFhQECgIFgYJ7ULCg\n",
       "IFAQKAgUBAq+mw8WFAQKAgWBgkDB1z7BgoJAQaAgUHAwCxYUBAoCBYGCQMHBLFhQECgIFAQKAgWB\n",
       "gkBBoCBQECg4mAULCgIFgYJAQaDgYBYsKAgUBAoCBQ+oggUFgYJAQaAgUHAwCxYUBAoCBYGCQMHB\n",
       "LFhQECgIFAQKDmbBgoJAQaAgUBAojB9iOwsKAgWBgkBBoOBgFiwoCBQECgIFB7NgQUGgIFAQKAgU\n",
       "fNQIFhQECgIFgYJnwMGCgkBBoCBQECg4mAULCgIFgYJAQaDgTxkHCwoCBYGCQMHBLFhQECgIFAQK\n",
       "AgUHs2BBQaAgUBAoCBS8MAsWFAQKAgWBgoNZsKAgUBAoCBQECg5mwYKCQEGgIFBwDwoWFAQKAgWB\n",
       "gkDBL5oMFhQECgIFgYJAwcEsWFAQKAgUBAoOZsGCgkBBoCBQECh4YRYsKAgUBAoCBR81ggUFgYJA\n",
       "QaAgUPCtRrCgIFAQKAgUBApemAULCgIFgYJAwcEsWFAQKAgUBAoCBQezYEFBoCBQECgIFLwwCxYU\n",
       "BAoCBYGCg1mwoCBQECgIFAQKDmbBgoJAQaAgUHAPChYUBAoCBYGCQMHfmw8WFAQKAgWBgkDBwSxY\n",
       "UBAoCBQECg5mwYKCQEGgIFAQKHhhFiwoCBQECgIFgYKDWbCgIFAQKAgUfNQIFhQECgIFgYJAwS+a\n",
       "DBYUBAoCBYGCe1CwoCBQECgIFAQKDmbBgoJAQaAgUBAoeCcdLCgIFAQKAgUHs2BBQaAgUBAoCBQc\n",
       "zIIFBYGCQEGgIFBwMAsWFAQKAgWBgkBBoCBQECgIFAQKDmbBgoJAQaAgUHAPChYUBAoCBYGCQMEL\n",
       "s2BBQaAgUBAoCBQczIIFBYGCQEGg4GAWLCgIFAQKAgWBgo8awYKCQEGgIFD4AhihEIwyqWJ2AAAA\n",
       "AElFTkSuQmCC\n",
       "\" transform=\"translate(2161, 47)\"/>\n",
       "</g>\n",
       "<path clip-path=\"url(#clip900)\" d=\"M2280.7 1298.13 Q2277.09 1298.13 2275.26 1301.7 Q2273.45 1305.24 2273.45 1312.37 Q2273.45 1319.47 2275.26 1323.04 Q2277.09 1326.58 2280.7 1326.58 Q2284.33 1326.58 2286.14 1323.04 Q2287.97 1319.47 2287.97 1312.37 Q2287.97 1305.24 2286.14 1301.7 Q2284.33 1298.13 2280.7 1298.13 M2280.7 1294.43 Q2286.51 1294.43 2289.57 1299.03 Q2292.64 1303.62 2292.64 1312.37 Q2292.64 1321.09 2289.57 1325.7 Q2286.51 1330.28 2280.7 1330.28 Q2274.89 1330.28 2271.81 1325.7 Q2268.76 1321.09 2268.76 1312.37 Q2268.76 1303.62 2271.81 1299.03 Q2274.89 1294.43 2280.7 1294.43 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2300.86 1323.73 L2305.75 1323.73 L2305.75 1329.61 L2300.86 1329.61 L2300.86 1323.73 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2325.93 1298.13 Q2322.32 1298.13 2320.49 1301.7 Q2318.69 1305.24 2318.69 1312.37 Q2318.69 1319.47 2320.49 1323.04 Q2322.32 1326.58 2325.93 1326.58 Q2329.57 1326.58 2331.37 1323.04 Q2333.2 1319.47 2333.2 1312.37 Q2333.2 1305.24 2331.37 1301.7 Q2329.57 1298.13 2325.93 1298.13 M2325.93 1294.43 Q2331.74 1294.43 2334.8 1299.03 Q2337.88 1303.62 2337.88 1312.37 Q2337.88 1321.09 2334.8 1325.7 Q2331.74 1330.28 2325.93 1330.28 Q2320.12 1330.28 2317.04 1325.7 Q2313.99 1321.09 2313.99 1312.37 Q2313.99 1303.62 2317.04 1299.03 Q2320.12 1294.43 2325.93 1294.43 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2356.09 1298.13 Q2352.48 1298.13 2350.65 1301.7 Q2348.85 1305.24 2348.85 1312.37 Q2348.85 1319.47 2350.65 1323.04 Q2352.48 1326.58 2356.09 1326.58 Q2359.73 1326.58 2361.53 1323.04 Q2363.36 1319.47 2363.36 1312.37 Q2363.36 1305.24 2361.53 1301.7 Q2359.73 1298.13 2356.09 1298.13 M2356.09 1294.43 Q2361.9 1294.43 2364.96 1299.03 Q2368.04 1303.62 2368.04 1312.37 Q2368.04 1321.09 2364.96 1325.7 Q2361.9 1330.28 2356.09 1330.28 Q2350.28 1330.28 2347.2 1325.7 Q2344.15 1321.09 2344.15 1312.37 Q2344.15 1303.62 2347.2 1299.03 Q2350.28 1294.43 2356.09 1294.43 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2380.28 1325.68 L2396.6 1325.68 L2396.6 1329.61 L2374.66 1329.61 L2374.66 1325.68 Q2377.32 1322.92 2381.9 1318.29 Q2386.51 1313.64 2387.69 1312.3 Q2389.94 1309.77 2390.82 1308.04 Q2391.72 1306.28 2391.72 1304.59 Q2391.72 1301.83 2389.77 1300.1 Q2387.85 1298.36 2384.75 1298.36 Q2382.55 1298.36 2380.1 1299.13 Q2377.67 1299.89 2374.89 1301.44 L2374.89 1296.72 Q2377.71 1295.58 2380.17 1295.01 Q2382.62 1294.43 2384.66 1294.43 Q2390.03 1294.43 2393.22 1297.11 Q2396.42 1299.8 2396.42 1304.29 Q2396.42 1306.42 2395.61 1308.34 Q2394.82 1310.24 2392.71 1312.83 Q2392.13 1313.5 2389.03 1316.72 Q2385.93 1319.91 2380.28 1325.68 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2406.46 1295.05 L2424.82 1295.05 L2424.82 1298.99 L2410.75 1298.99 L2410.75 1307.46 Q2411.76 1307.11 2412.78 1306.95 Q2413.8 1306.77 2414.82 1306.77 Q2420.61 1306.77 2423.99 1309.94 Q2427.37 1313.11 2427.37 1318.52 Q2427.37 1324.1 2423.89 1327.2 Q2420.42 1330.28 2414.1 1330.28 Q2411.93 1330.28 2409.66 1329.91 Q2407.41 1329.54 2405.01 1328.8 L2405.01 1324.1 Q2407.09 1325.24 2409.31 1325.79 Q2411.53 1326.35 2414.01 1326.35 Q2418.01 1326.35 2420.35 1324.24 Q2422.69 1322.14 2422.69 1318.52 Q2422.69 1314.91 2420.35 1312.81 Q2418.01 1310.7 2414.01 1310.7 Q2412.13 1310.7 2410.26 1311.12 Q2408.41 1311.53 2406.46 1312.41 L2406.46 1295.05 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2280.7 1127.64 Q2277.09 1127.64 2275.26 1131.21 Q2273.45 1134.75 2273.45 1141.88 Q2273.45 1148.99 2275.26 1152.55 Q2277.09 1156.09 2280.7 1156.09 Q2284.33 1156.09 2286.14 1152.55 Q2287.97 1148.99 2287.97 1141.88 Q2287.97 1134.75 2286.14 1131.21 Q2284.33 1127.64 2280.7 1127.64 M2280.7 1123.94 Q2286.51 1123.94 2289.57 1128.55 Q2292.64 1133.13 2292.64 1141.88 Q2292.64 1150.61 2289.57 1155.21 Q2286.51 1159.8 2280.7 1159.8 Q2274.89 1159.8 2271.81 1155.21 Q2268.76 1150.61 2268.76 1141.88 Q2268.76 1133.13 2271.81 1128.55 Q2274.89 1123.94 2280.7 1123.94 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2300.86 1153.25 L2305.75 1153.25 L2305.75 1159.13 L2300.86 1159.13 L2300.86 1153.25 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2325.93 1127.64 Q2322.32 1127.64 2320.49 1131.21 Q2318.69 1134.75 2318.69 1141.88 Q2318.69 1148.99 2320.49 1152.55 Q2322.32 1156.09 2325.93 1156.09 Q2329.57 1156.09 2331.37 1152.55 Q2333.2 1148.99 2333.2 1141.88 Q2333.2 1134.75 2331.37 1131.21 Q2329.57 1127.64 2325.93 1127.64 M2325.93 1123.94 Q2331.74 1123.94 2334.8 1128.55 Q2337.88 1133.13 2337.88 1141.88 Q2337.88 1150.61 2334.8 1155.21 Q2331.74 1159.8 2325.93 1159.8 Q2320.12 1159.8 2317.04 1155.21 Q2313.99 1150.61 2313.99 1141.88 Q2313.99 1133.13 2317.04 1128.55 Q2320.12 1123.94 2325.93 1123.94 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2356.09 1127.64 Q2352.48 1127.64 2350.65 1131.21 Q2348.85 1134.75 2348.85 1141.88 Q2348.85 1148.99 2350.65 1152.55 Q2352.48 1156.09 2356.09 1156.09 Q2359.73 1156.09 2361.53 1152.55 Q2363.36 1148.99 2363.36 1141.88 Q2363.36 1134.75 2361.53 1131.21 Q2359.73 1127.64 2356.09 1127.64 M2356.09 1123.94 Q2361.9 1123.94 2364.96 1128.55 Q2368.04 1133.13 2368.04 1141.88 Q2368.04 1150.61 2364.96 1155.21 Q2361.9 1159.8 2356.09 1159.8 Q2350.28 1159.8 2347.2 1155.21 Q2344.15 1150.61 2344.15 1141.88 Q2344.15 1133.13 2347.2 1128.55 Q2350.28 1123.94 2356.09 1123.94 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2376.3 1124.57 L2394.66 1124.57 L2394.66 1128.5 L2380.58 1128.5 L2380.58 1136.97 Q2381.6 1136.63 2382.62 1136.46 Q2383.64 1136.28 2384.66 1136.28 Q2390.45 1136.28 2393.82 1139.45 Q2397.2 1142.62 2397.2 1148.04 Q2397.2 1153.62 2393.73 1156.72 Q2390.26 1159.8 2383.94 1159.8 Q2381.76 1159.8 2379.5 1159.43 Q2377.25 1159.06 2374.84 1158.32 L2374.84 1153.62 Q2376.93 1154.75 2379.15 1155.31 Q2381.37 1155.86 2383.85 1155.86 Q2387.85 1155.86 2390.19 1153.76 Q2392.53 1151.65 2392.53 1148.04 Q2392.53 1144.43 2390.19 1142.32 Q2387.85 1140.21 2383.85 1140.21 Q2381.97 1140.21 2380.1 1140.63 Q2378.25 1141.05 2376.3 1141.93 L2376.3 1124.57 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2416.42 1127.64 Q2412.81 1127.64 2410.98 1131.21 Q2409.17 1134.75 2409.17 1141.88 Q2409.17 1148.99 2410.98 1152.55 Q2412.81 1156.09 2416.42 1156.09 Q2420.05 1156.09 2421.86 1152.55 Q2423.69 1148.99 2423.69 1141.88 Q2423.69 1134.75 2421.86 1131.21 Q2420.05 1127.64 2416.42 1127.64 M2416.42 1123.94 Q2422.23 1123.94 2425.28 1128.55 Q2428.36 1133.13 2428.36 1141.88 Q2428.36 1150.61 2425.28 1155.21 Q2422.23 1159.8 2416.42 1159.8 Q2410.61 1159.8 2407.53 1155.21 Q2404.47 1150.61 2404.47 1141.88 Q2404.47 1133.13 2407.53 1128.55 Q2410.61 1123.94 2416.42 1123.94 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2280.7 957.157 Q2277.09 957.157 2275.26 960.722 Q2273.45 964.264 2273.45 971.393 Q2273.45 978.5 2275.26 982.064 Q2277.09 985.606 2280.7 985.606 Q2284.33 985.606 2286.14 982.064 Q2287.97 978.5 2287.97 971.393 Q2287.97 964.264 2286.14 960.722 Q2284.33 957.157 2280.7 957.157 M2280.7 953.454 Q2286.51 953.454 2289.57 958.06 Q2292.64 962.643 2292.64 971.393 Q2292.64 980.12 2289.57 984.727 Q2286.51 989.31 2280.7 989.31 Q2274.89 989.31 2271.81 984.727 Q2268.76 980.12 2268.76 971.393 Q2268.76 962.643 2271.81 958.06 Q2274.89 953.454 2280.7 953.454 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2300.86 982.759 L2305.75 982.759 L2305.75 988.639 L2300.86 988.639 L2300.86 982.759 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2325.93 957.157 Q2322.32 957.157 2320.49 960.722 Q2318.69 964.264 2318.69 971.393 Q2318.69 978.5 2320.49 982.064 Q2322.32 985.606 2325.93 985.606 Q2329.57 985.606 2331.37 982.064 Q2333.2 978.5 2333.2 971.393 Q2333.2 964.264 2331.37 960.722 Q2329.57 957.157 2325.93 957.157 M2325.93 953.454 Q2331.74 953.454 2334.8 958.06 Q2337.88 962.643 2337.88 971.393 Q2337.88 980.12 2334.8 984.727 Q2331.74 989.31 2325.93 989.31 Q2320.12 989.31 2317.04 984.727 Q2313.99 980.12 2313.99 971.393 Q2313.99 962.643 2317.04 958.06 Q2320.12 953.454 2325.93 953.454 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2356.09 957.157 Q2352.48 957.157 2350.65 960.722 Q2348.85 964.264 2348.85 971.393 Q2348.85 978.5 2350.65 982.064 Q2352.48 985.606 2356.09 985.606 Q2359.73 985.606 2361.53 982.064 Q2363.36 978.5 2363.36 971.393 Q2363.36 964.264 2361.53 960.722 Q2359.73 957.157 2356.09 957.157 M2356.09 953.454 Q2361.9 953.454 2364.96 958.06 Q2368.04 962.643 2368.04 971.393 Q2368.04 980.12 2364.96 984.727 Q2361.9 989.31 2356.09 989.31 Q2350.28 989.31 2347.2 984.727 Q2344.15 980.12 2344.15 971.393 Q2344.15 962.643 2347.2 958.06 Q2350.28 953.454 2356.09 953.454 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2375.07 954.079 L2397.3 954.079 L2397.3 956.069 L2384.75 988.639 L2379.87 988.639 L2391.67 958.014 L2375.07 958.014 L2375.07 954.079 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2406.46 954.079 L2424.82 954.079 L2424.82 958.014 L2410.75 958.014 L2410.75 966.486 Q2411.76 966.139 2412.78 965.977 Q2413.8 965.791 2414.82 965.791 Q2420.61 965.791 2423.99 968.963 Q2427.37 972.134 2427.37 977.551 Q2427.37 983.129 2423.89 986.231 Q2420.42 989.31 2414.1 989.31 Q2411.93 989.31 2409.66 988.939 Q2407.41 988.569 2405.01 987.828 L2405.01 983.129 Q2407.09 984.264 2409.31 984.819 Q2411.53 985.375 2414.01 985.375 Q2418.01 985.375 2420.35 983.268 Q2422.69 981.162 2422.69 977.551 Q2422.69 973.94 2420.35 971.833 Q2418.01 969.727 2414.01 969.727 Q2412.13 969.727 2410.26 970.143 Q2408.41 970.56 2406.46 971.44 L2406.46 954.079 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2280.7 786.67 Q2277.09 786.67 2275.26 790.235 Q2273.45 793.777 2273.45 800.906 Q2273.45 808.013 2275.26 811.578 Q2277.09 815.119 2280.7 815.119 Q2284.33 815.119 2286.14 811.578 Q2287.97 808.013 2287.97 800.906 Q2287.97 793.777 2286.14 790.235 Q2284.33 786.67 2280.7 786.67 M2280.7 782.967 Q2286.51 782.967 2289.57 787.573 Q2292.64 792.156 2292.64 800.906 Q2292.64 809.633 2289.57 814.24 Q2286.51 818.823 2280.7 818.823 Q2274.89 818.823 2271.81 814.24 Q2268.76 809.633 2268.76 800.906 Q2268.76 792.156 2271.81 787.573 Q2274.89 782.967 2280.7 782.967 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2300.86 812.272 L2305.75 812.272 L2305.75 818.152 L2300.86 818.152 L2300.86 812.272 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2325.93 786.67 Q2322.32 786.67 2320.49 790.235 Q2318.69 793.777 2318.69 800.906 Q2318.69 808.013 2320.49 811.578 Q2322.32 815.119 2325.93 815.119 Q2329.57 815.119 2331.37 811.578 Q2333.2 808.013 2333.2 800.906 Q2333.2 793.777 2331.37 790.235 Q2329.57 786.67 2325.93 786.67 M2325.93 782.967 Q2331.74 782.967 2334.8 787.573 Q2337.88 792.156 2337.88 800.906 Q2337.88 809.633 2334.8 814.24 Q2331.74 818.823 2325.93 818.823 Q2320.12 818.823 2317.04 814.24 Q2313.99 809.633 2313.99 800.906 Q2313.99 792.156 2317.04 787.573 Q2320.12 782.967 2325.93 782.967 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2346.9 814.217 L2354.54 814.217 L2354.54 787.851 L2346.23 789.518 L2346.23 785.258 L2354.5 783.592 L2359.17 783.592 L2359.17 814.217 L2366.81 814.217 L2366.81 818.152 L2346.9 818.152 L2346.9 814.217 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2386.26 786.67 Q2382.64 786.67 2380.82 790.235 Q2379.01 793.777 2379.01 800.906 Q2379.01 808.013 2380.82 811.578 Q2382.64 815.119 2386.26 815.119 Q2389.89 815.119 2391.7 811.578 Q2393.52 808.013 2393.52 800.906 Q2393.52 793.777 2391.7 790.235 Q2389.89 786.67 2386.26 786.67 M2386.26 782.967 Q2392.07 782.967 2395.12 787.573 Q2398.2 792.156 2398.2 800.906 Q2398.2 809.633 2395.12 814.24 Q2392.07 818.823 2386.26 818.823 Q2380.45 818.823 2377.37 814.24 Q2374.31 809.633 2374.31 800.906 Q2374.31 792.156 2377.37 787.573 Q2380.45 782.967 2386.26 782.967 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2416.42 786.67 Q2412.81 786.67 2410.98 790.235 Q2409.17 793.777 2409.17 800.906 Q2409.17 808.013 2410.98 811.578 Q2412.81 815.119 2416.42 815.119 Q2420.05 815.119 2421.86 811.578 Q2423.69 808.013 2423.69 800.906 Q2423.69 793.777 2421.86 790.235 Q2420.05 786.67 2416.42 786.67 M2416.42 782.967 Q2422.23 782.967 2425.28 787.573 Q2428.36 792.156 2428.36 800.906 Q2428.36 809.633 2425.28 814.24 Q2422.23 818.823 2416.42 818.823 Q2410.61 818.823 2407.53 814.24 Q2404.47 809.633 2404.47 800.906 Q2404.47 792.156 2407.53 787.573 Q2410.61 782.967 2416.42 782.967 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2280.7 616.184 Q2277.09 616.184 2275.26 619.748 Q2273.45 623.29 2273.45 630.42 Q2273.45 637.526 2275.26 641.091 Q2277.09 644.632 2280.7 644.632 Q2284.33 644.632 2286.14 641.091 Q2287.97 637.526 2287.97 630.42 Q2287.97 623.29 2286.14 619.748 Q2284.33 616.184 2280.7 616.184 M2280.7 612.48 Q2286.51 612.48 2289.57 617.086 Q2292.64 621.67 2292.64 630.42 Q2292.64 639.146 2289.57 643.753 Q2286.51 648.336 2280.7 648.336 Q2274.89 648.336 2271.81 643.753 Q2268.76 639.146 2268.76 630.42 Q2268.76 621.67 2271.81 617.086 Q2274.89 612.48 2280.7 612.48 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2300.86 641.785 L2305.75 641.785 L2305.75 647.665 L2300.86 647.665 L2300.86 641.785 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2325.93 616.184 Q2322.32 616.184 2320.49 619.748 Q2318.69 623.29 2318.69 630.42 Q2318.69 637.526 2320.49 641.091 Q2322.32 644.632 2325.93 644.632 Q2329.57 644.632 2331.37 641.091 Q2333.2 637.526 2333.2 630.42 Q2333.2 623.29 2331.37 619.748 Q2329.57 616.184 2325.93 616.184 M2325.93 612.48 Q2331.74 612.48 2334.8 617.086 Q2337.88 621.67 2337.88 630.42 Q2337.88 639.146 2334.8 643.753 Q2331.74 648.336 2325.93 648.336 Q2320.12 648.336 2317.04 643.753 Q2313.99 639.146 2313.99 630.42 Q2313.99 621.67 2317.04 617.086 Q2320.12 612.48 2325.93 612.48 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2346.9 643.73 L2354.54 643.73 L2354.54 617.364 L2346.23 619.031 L2346.23 614.771 L2354.5 613.105 L2359.17 613.105 L2359.17 643.73 L2366.81 643.73 L2366.81 647.665 L2346.9 647.665 L2346.9 643.73 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2380.28 643.73 L2396.6 643.73 L2396.6 647.665 L2374.66 647.665 L2374.66 643.73 Q2377.32 640.975 2381.9 636.345 Q2386.51 631.693 2387.69 630.35 Q2389.94 627.827 2390.82 626.091 Q2391.72 624.332 2391.72 622.642 Q2391.72 619.887 2389.77 618.151 Q2387.85 616.415 2384.75 616.415 Q2382.55 616.415 2380.1 617.179 Q2377.67 617.943 2374.89 619.494 L2374.89 614.771 Q2377.71 613.637 2380.17 613.059 Q2382.62 612.48 2384.66 612.48 Q2390.03 612.48 2393.22 615.165 Q2396.42 617.85 2396.42 622.341 Q2396.42 624.471 2395.61 626.392 Q2394.82 628.29 2392.71 630.883 Q2392.13 631.554 2389.03 634.771 Q2385.93 637.966 2380.28 643.73 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2406.46 613.105 L2424.82 613.105 L2424.82 617.04 L2410.75 617.04 L2410.75 625.512 Q2411.76 625.165 2412.78 625.003 Q2413.8 624.818 2414.82 624.818 Q2420.61 624.818 2423.99 627.989 Q2427.37 631.16 2427.37 636.577 Q2427.37 642.156 2423.89 645.257 Q2420.42 648.336 2414.1 648.336 Q2411.93 648.336 2409.66 647.966 Q2407.41 647.595 2405.01 646.855 L2405.01 642.156 Q2407.09 643.29 2409.31 643.845 Q2411.53 644.401 2414.01 644.401 Q2418.01 644.401 2420.35 642.294 Q2422.69 640.188 2422.69 636.577 Q2422.69 632.966 2420.35 630.859 Q2418.01 628.753 2414.01 628.753 Q2412.13 628.753 2410.26 629.17 Q2408.41 629.586 2406.46 630.466 L2406.46 613.105 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2280.7 445.697 Q2277.09 445.697 2275.26 449.261 Q2273.45 452.803 2273.45 459.933 Q2273.45 467.039 2275.26 470.604 Q2277.09 474.146 2280.7 474.146 Q2284.33 474.146 2286.14 470.604 Q2287.97 467.039 2287.97 459.933 Q2287.97 452.803 2286.14 449.261 Q2284.33 445.697 2280.7 445.697 M2280.7 441.993 Q2286.51 441.993 2289.57 446.599 Q2292.64 451.183 2292.64 459.933 Q2292.64 468.659 2289.57 473.266 Q2286.51 477.849 2280.7 477.849 Q2274.89 477.849 2271.81 473.266 Q2268.76 468.659 2268.76 459.933 Q2268.76 451.183 2271.81 446.599 Q2274.89 441.993 2280.7 441.993 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2300.86 471.298 L2305.75 471.298 L2305.75 477.178 L2300.86 477.178 L2300.86 471.298 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2325.93 445.697 Q2322.32 445.697 2320.49 449.261 Q2318.69 452.803 2318.69 459.933 Q2318.69 467.039 2320.49 470.604 Q2322.32 474.146 2325.93 474.146 Q2329.57 474.146 2331.37 470.604 Q2333.2 467.039 2333.2 459.933 Q2333.2 452.803 2331.37 449.261 Q2329.57 445.697 2325.93 445.697 M2325.93 441.993 Q2331.74 441.993 2334.8 446.599 Q2337.88 451.183 2337.88 459.933 Q2337.88 468.659 2334.8 473.266 Q2331.74 477.849 2325.93 477.849 Q2320.12 477.849 2317.04 473.266 Q2313.99 468.659 2313.99 459.933 Q2313.99 451.183 2317.04 446.599 Q2320.12 441.993 2325.93 441.993 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2346.9 473.243 L2354.54 473.243 L2354.54 446.877 L2346.23 448.544 L2346.23 444.285 L2354.5 442.618 L2359.17 442.618 L2359.17 473.243 L2366.81 473.243 L2366.81 477.178 L2346.9 477.178 L2346.9 473.243 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2376.3 442.618 L2394.66 442.618 L2394.66 446.553 L2380.58 446.553 L2380.58 455.025 Q2381.6 454.678 2382.62 454.516 Q2383.64 454.331 2384.66 454.331 Q2390.45 454.331 2393.82 457.502 Q2397.2 460.673 2397.2 466.09 Q2397.2 471.669 2393.73 474.771 Q2390.26 477.849 2383.94 477.849 Q2381.76 477.849 2379.5 477.479 Q2377.25 477.109 2374.84 476.368 L2374.84 471.669 Q2376.93 472.803 2379.15 473.359 Q2381.37 473.914 2383.85 473.914 Q2387.85 473.914 2390.19 471.808 Q2392.53 469.701 2392.53 466.09 Q2392.53 462.479 2390.19 460.373 Q2387.85 458.266 2383.85 458.266 Q2381.97 458.266 2380.1 458.683 Q2378.25 459.099 2376.3 459.979 L2376.3 442.618 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2416.42 445.697 Q2412.81 445.697 2410.98 449.261 Q2409.17 452.803 2409.17 459.933 Q2409.17 467.039 2410.98 470.604 Q2412.81 474.146 2416.42 474.146 Q2420.05 474.146 2421.86 470.604 Q2423.69 467.039 2423.69 459.933 Q2423.69 452.803 2421.86 449.261 Q2420.05 445.697 2416.42 445.697 M2416.42 441.993 Q2422.23 441.993 2425.28 446.599 Q2428.36 451.183 2428.36 459.933 Q2428.36 468.659 2425.28 473.266 Q2422.23 477.849 2416.42 477.849 Q2410.61 477.849 2407.53 473.266 Q2404.47 468.659 2404.47 459.933 Q2404.47 451.183 2407.53 446.599 Q2410.61 441.993 2416.42 441.993 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2280.7 275.21 Q2277.09 275.21 2275.26 278.775 Q2273.45 282.316 2273.45 289.446 Q2273.45 296.552 2275.26 300.117 Q2277.09 303.659 2280.7 303.659 Q2284.33 303.659 2286.14 300.117 Q2287.97 296.552 2287.97 289.446 Q2287.97 282.316 2286.14 278.775 Q2284.33 275.21 2280.7 275.21 M2280.7 271.506 Q2286.51 271.506 2289.57 276.113 Q2292.64 280.696 2292.64 289.446 Q2292.64 298.173 2289.57 302.779 Q2286.51 307.362 2280.7 307.362 Q2274.89 307.362 2271.81 302.779 Q2268.76 298.173 2268.76 289.446 Q2268.76 280.696 2271.81 276.113 Q2274.89 271.506 2280.7 271.506 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2300.86 300.812 L2305.75 300.812 L2305.75 306.691 L2300.86 306.691 L2300.86 300.812 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2325.93 275.21 Q2322.32 275.21 2320.49 278.775 Q2318.69 282.316 2318.69 289.446 Q2318.69 296.552 2320.49 300.117 Q2322.32 303.659 2325.93 303.659 Q2329.57 303.659 2331.37 300.117 Q2333.2 296.552 2333.2 289.446 Q2333.2 282.316 2331.37 278.775 Q2329.57 275.21 2325.93 275.21 M2325.93 271.506 Q2331.74 271.506 2334.8 276.113 Q2337.88 280.696 2337.88 289.446 Q2337.88 298.173 2334.8 302.779 Q2331.74 307.362 2325.93 307.362 Q2320.12 307.362 2317.04 302.779 Q2313.99 298.173 2313.99 289.446 Q2313.99 280.696 2317.04 276.113 Q2320.12 271.506 2325.93 271.506 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2346.9 302.756 L2354.54 302.756 L2354.54 276.39 L2346.23 278.057 L2346.23 273.798 L2354.5 272.131 L2359.17 272.131 L2359.17 302.756 L2366.81 302.756 L2366.81 306.691 L2346.9 306.691 L2346.9 302.756 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2375.07 272.131 L2397.3 272.131 L2397.3 274.122 L2384.75 306.691 L2379.87 306.691 L2391.67 276.066 L2375.07 276.066 L2375.07 272.131 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2406.46 272.131 L2424.82 272.131 L2424.82 276.066 L2410.75 276.066 L2410.75 284.538 Q2411.76 284.191 2412.78 284.029 Q2413.8 283.844 2414.82 283.844 Q2420.61 283.844 2423.99 287.015 Q2427.37 290.187 2427.37 295.603 Q2427.37 301.182 2423.89 304.284 Q2420.42 307.362 2414.1 307.362 Q2411.93 307.362 2409.66 306.992 Q2407.41 306.622 2405.01 305.881 L2405.01 301.182 Q2407.09 302.316 2409.31 302.872 Q2411.53 303.427 2414.01 303.427 Q2418.01 303.427 2420.35 301.321 Q2422.69 299.214 2422.69 295.603 Q2422.69 291.992 2420.35 289.886 Q2418.01 287.779 2414.01 287.779 Q2412.13 287.779 2410.26 288.196 Q2408.41 288.613 2406.46 289.492 L2406.46 272.131 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2280.7 104.723 Q2277.09 104.723 2275.26 108.288 Q2273.45 111.829 2273.45 118.959 Q2273.45 126.065 2275.26 129.63 Q2277.09 133.172 2280.7 133.172 Q2284.33 133.172 2286.14 129.63 Q2287.97 126.065 2287.97 118.959 Q2287.97 111.829 2286.14 108.288 Q2284.33 104.723 2280.7 104.723 M2280.7 101.019 Q2286.51 101.019 2289.57 105.626 Q2292.64 110.209 2292.64 118.959 Q2292.64 127.686 2289.57 132.292 Q2286.51 136.876 2280.7 136.876 Q2274.89 136.876 2271.81 132.292 Q2268.76 127.686 2268.76 118.959 Q2268.76 110.209 2271.81 105.626 Q2274.89 101.019 2280.7 101.019 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2300.86 130.325 L2305.75 130.325 L2305.75 136.204 L2300.86 136.204 L2300.86 130.325 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2325.93 104.723 Q2322.32 104.723 2320.49 108.288 Q2318.69 111.829 2318.69 118.959 Q2318.69 126.065 2320.49 129.63 Q2322.32 133.172 2325.93 133.172 Q2329.57 133.172 2331.37 129.63 Q2333.2 126.065 2333.2 118.959 Q2333.2 111.829 2331.37 108.288 Q2329.57 104.723 2325.93 104.723 M2325.93 101.019 Q2331.74 101.019 2334.8 105.626 Q2337.88 110.209 2337.88 118.959 Q2337.88 127.686 2334.8 132.292 Q2331.74 136.876 2325.93 136.876 Q2320.12 136.876 2317.04 132.292 Q2313.99 127.686 2313.99 118.959 Q2313.99 110.209 2317.04 105.626 Q2320.12 101.019 2325.93 101.019 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2350.12 132.269 L2366.44 132.269 L2366.44 136.204 L2344.5 136.204 L2344.5 132.269 Q2347.16 129.514 2351.74 124.885 Q2356.35 120.232 2357.53 118.89 Q2359.77 116.366 2360.65 114.63 Q2361.56 112.871 2361.56 111.181 Q2361.56 108.427 2359.61 106.691 Q2357.69 104.954 2354.59 104.954 Q2352.39 104.954 2349.94 105.718 Q2347.51 106.482 2344.73 108.033 L2344.73 103.311 Q2347.55 102.177 2350.01 101.598 Q2352.46 101.019 2354.5 101.019 Q2359.87 101.019 2363.06 103.704 Q2366.26 106.39 2366.26 110.88 Q2366.26 113.01 2365.45 114.931 Q2364.66 116.829 2362.55 119.422 Q2361.97 120.093 2358.87 123.311 Q2355.77 126.505 2350.12 132.269 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2386.26 104.723 Q2382.64 104.723 2380.82 108.288 Q2379.01 111.829 2379.01 118.959 Q2379.01 126.065 2380.82 129.63 Q2382.64 133.172 2386.26 133.172 Q2389.89 133.172 2391.7 129.63 Q2393.52 126.065 2393.52 118.959 Q2393.52 111.829 2391.7 108.288 Q2389.89 104.723 2386.26 104.723 M2386.26 101.019 Q2392.07 101.019 2395.12 105.626 Q2398.2 110.209 2398.2 118.959 Q2398.2 127.686 2395.12 132.292 Q2392.07 136.876 2386.26 136.876 Q2380.45 136.876 2377.37 132.292 Q2374.31 127.686 2374.31 118.959 Q2374.31 110.209 2377.37 105.626 Q2380.45 101.019 2386.26 101.019 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip900)\" d=\"M2416.42 104.723 Q2412.81 104.723 2410.98 108.288 Q2409.17 111.829 2409.17 118.959 Q2409.17 126.065 2410.98 129.63 Q2412.81 133.172 2416.42 133.172 Q2420.05 133.172 2421.86 129.63 Q2423.69 126.065 2423.69 118.959 Q2423.69 111.829 2421.86 108.288 Q2420.05 104.723 2416.42 104.723 M2416.42 101.019 Q2422.23 101.019 2425.28 105.626 Q2428.36 110.209 2428.36 118.959 Q2428.36 127.686 2425.28 132.292 Q2422.23 136.876 2416.42 136.876 Q2410.61 136.876 2407.53 132.292 Q2404.47 127.686 2404.47 118.959 Q2404.47 110.209 2407.53 105.626 Q2410.61 101.019 2416.42 101.019 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><polyline clip-path=\"url(#clip900)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"2232.76,1486.45 2232.76,1315.96 2256.76,1315.96 2232.76,1315.96 2232.76,1145.47 2256.76,1145.47 2232.76,1145.47 2232.76,974.987 2256.76,974.987 2232.76,974.987 2232.76,804.5 2256.76,804.5 2232.76,804.5 2232.76,634.014 2256.76,634.014 2232.76,634.014 2232.76,463.527 2256.76,463.527 2232.76,463.527 2232.76,293.04 2256.76,293.04 2232.76,293.04 2232.76,122.553 2256.76,122.553 2232.76,122.553 2232.76,47.2441 \"/>\n",
       "</svg>\n"
      ],
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\"?>\n",
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"600\" height=\"400\" viewBox=\"0 0 2400 1600\">\n",
       "<defs>\n",
       "  <clipPath id=\"clip870\">\n",
       "    <rect x=\"0\" y=\"0\" width=\"2400\" height=\"1600\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<path clip-path=\"url(#clip870)\" d=\"M0 1600 L2400 1600 L2400 0 L0 0  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<defs>\n",
       "  <clipPath id=\"clip871\">\n",
       "    <rect x=\"480\" y=\"0\" width=\"1681\" height=\"1600\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<path clip-path=\"url(#clip870)\" d=\"M141.853 1486.45 L2112.76 1486.45 L2112.76 47.2441 L141.853 47.2441  Z\" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<defs>\n",
       "  <clipPath id=\"clip872\">\n",
       "    <rect x=\"141\" y=\"47\" width=\"1972\" height=\"1440\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<polyline clip-path=\"url(#clip872)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"434.409,1486.45 434.409,47.2441 \"/>\n",
       "<polyline clip-path=\"url(#clip872)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"742.362,1486.45 742.362,47.2441 \"/>\n",
       "<polyline clip-path=\"url(#clip872)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"1050.32,1486.45 1050.32,47.2441 \"/>\n",
       "<polyline clip-path=\"url(#clip872)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"1358.27,1486.45 1358.27,47.2441 \"/>\n",
       "<polyline clip-path=\"url(#clip872)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"1666.22,1486.45 1666.22,47.2441 \"/>\n",
       "<polyline clip-path=\"url(#clip872)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"1974.18,1486.45 1974.18,47.2441 \"/>\n",
       "<polyline clip-path=\"url(#clip870)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"141.853,1486.45 2112.76,1486.45 \"/>\n",
       "<polyline clip-path=\"url(#clip870)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"434.409,1486.45 434.409,1467.55 \"/>\n",
       "<polyline clip-path=\"url(#clip870)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"742.362,1486.45 742.362,1467.55 \"/>\n",
       "<polyline clip-path=\"url(#clip870)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1050.32,1486.45 1050.32,1467.55 \"/>\n",
       "<polyline clip-path=\"url(#clip870)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1358.27,1486.45 1358.27,1467.55 \"/>\n",
       "<polyline clip-path=\"url(#clip870)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1666.22,1486.45 1666.22,1467.55 \"/>\n",
       "<polyline clip-path=\"url(#clip870)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"1974.18,1486.45 1974.18,1467.55 \"/>\n",
       "<path clip-path=\"url(#clip870)\" d=\"M409.096 1544.91 L416.735 1544.91 L416.735 1518.55 L408.425 1520.21 L408.425 1515.95 L416.689 1514.29 L421.365 1514.29 L421.365 1544.91 L429.004 1544.91 L429.004 1548.85 L409.096 1548.85 L409.096 1544.91 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M448.448 1517.37 Q444.837 1517.37 443.008 1520.93 Q441.203 1524.47 441.203 1531.6 Q441.203 1538.71 443.008 1542.27 Q444.837 1545.82 448.448 1545.82 Q452.082 1545.82 453.888 1542.27 Q455.717 1538.71 455.717 1531.6 Q455.717 1524.47 453.888 1520.93 Q452.082 1517.37 448.448 1517.37 M448.448 1513.66 Q454.258 1513.66 457.314 1518.27 Q460.393 1522.85 460.393 1531.6 Q460.393 1540.33 457.314 1544.94 Q454.258 1549.52 448.448 1549.52 Q442.638 1549.52 439.559 1544.94 Q436.504 1540.33 436.504 1531.6 Q436.504 1522.85 439.559 1518.27 Q442.638 1513.66 448.448 1513.66 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M721.136 1544.91 L737.455 1544.91 L737.455 1548.85 L715.511 1548.85 L715.511 1544.91 Q718.173 1542.16 722.756 1537.53 Q727.363 1532.88 728.543 1531.53 Q730.788 1529.01 731.668 1527.27 Q732.571 1525.51 732.571 1523.82 Q732.571 1521.07 730.626 1519.33 Q728.705 1517.6 725.603 1517.6 Q723.404 1517.6 720.951 1518.36 Q718.52 1519.13 715.742 1520.68 L715.742 1515.95 Q718.566 1514.82 721.02 1514.24 Q723.474 1513.66 725.511 1513.66 Q730.881 1513.66 734.075 1516.35 Q737.27 1519.03 737.27 1523.52 Q737.27 1525.65 736.46 1527.57 Q735.673 1529.47 733.566 1532.07 Q732.987 1532.74 729.886 1535.95 Q726.784 1539.15 721.136 1544.91 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M757.27 1517.37 Q753.659 1517.37 751.83 1520.93 Q750.024 1524.47 750.024 1531.6 Q750.024 1538.71 751.83 1542.27 Q753.659 1545.82 757.27 1545.82 Q760.904 1545.82 762.71 1542.27 Q764.538 1538.71 764.538 1531.6 Q764.538 1524.47 762.71 1520.93 Q760.904 1517.37 757.27 1517.37 M757.27 1513.66 Q763.08 1513.66 766.135 1518.27 Q769.214 1522.85 769.214 1531.6 Q769.214 1540.33 766.135 1544.94 Q763.08 1549.52 757.27 1549.52 Q751.46 1549.52 748.381 1544.94 Q745.325 1540.33 745.325 1531.6 Q745.325 1522.85 748.381 1518.27 Q751.46 1513.66 757.27 1513.66 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M1039.16 1530.21 Q1042.52 1530.93 1044.39 1533.2 Q1046.29 1535.47 1046.29 1538.8 Q1046.29 1543.92 1042.77 1546.72 Q1039.25 1549.52 1032.77 1549.52 Q1030.59 1549.52 1028.28 1549.08 Q1025.99 1548.66 1023.53 1547.81 L1023.53 1543.29 Q1025.48 1544.43 1027.79 1545.01 Q1030.11 1545.58 1032.63 1545.58 Q1037.03 1545.58 1039.32 1543.85 Q1041.64 1542.11 1041.64 1538.8 Q1041.64 1535.75 1039.48 1534.03 Q1037.35 1532.3 1033.53 1532.3 L1029.51 1532.3 L1029.51 1528.45 L1033.72 1528.45 Q1037.17 1528.45 1039 1527.09 Q1040.83 1525.7 1040.83 1523.11 Q1040.83 1520.45 1038.93 1519.03 Q1037.05 1517.6 1033.53 1517.6 Q1031.61 1517.6 1029.41 1518.01 Q1027.21 1518.43 1024.58 1519.31 L1024.58 1515.14 Q1027.24 1514.4 1029.55 1514.03 Q1031.89 1513.66 1033.95 1513.66 Q1039.27 1513.66 1042.38 1516.09 Q1045.48 1518.5 1045.48 1522.62 Q1045.48 1525.49 1043.83 1527.48 Q1042.19 1529.45 1039.16 1530.21 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M1065.15 1517.37 Q1061.54 1517.37 1059.71 1520.93 Q1057.91 1524.47 1057.91 1531.6 Q1057.91 1538.71 1059.71 1542.27 Q1061.54 1545.82 1065.15 1545.82 Q1068.79 1545.82 1070.59 1542.27 Q1072.42 1538.71 1072.42 1531.6 Q1072.42 1524.47 1070.59 1520.93 Q1068.79 1517.37 1065.15 1517.37 M1065.15 1513.66 Q1070.96 1513.66 1074.02 1518.27 Q1077.1 1522.85 1077.1 1531.6 Q1077.1 1540.33 1074.02 1544.94 Q1070.96 1549.52 1065.15 1549.52 Q1059.34 1549.52 1056.27 1544.94 Q1053.21 1540.33 1053.21 1531.6 Q1053.21 1522.85 1056.27 1518.27 Q1059.34 1513.66 1065.15 1513.66 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M1346.44 1518.36 L1334.64 1536.81 L1346.44 1536.81 L1346.44 1518.36 M1345.21 1514.29 L1351.09 1514.29 L1351.09 1536.81 L1356.02 1536.81 L1356.02 1540.7 L1351.09 1540.7 L1351.09 1548.85 L1346.44 1548.85 L1346.44 1540.7 L1330.84 1540.7 L1330.84 1536.19 L1345.21 1514.29 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M1373.76 1517.37 Q1370.14 1517.37 1368.32 1520.93 Q1366.51 1524.47 1366.51 1531.6 Q1366.51 1538.71 1368.32 1542.27 Q1370.14 1545.82 1373.76 1545.82 Q1377.39 1545.82 1379.2 1542.27 Q1381.02 1538.71 1381.02 1531.6 Q1381.02 1524.47 1379.2 1520.93 Q1377.39 1517.37 1373.76 1517.37 M1373.76 1513.66 Q1379.57 1513.66 1382.62 1518.27 Q1385.7 1522.85 1385.7 1531.6 Q1385.7 1540.33 1382.62 1544.94 Q1379.57 1549.52 1373.76 1549.52 Q1367.95 1549.52 1364.87 1544.94 Q1361.81 1540.33 1361.81 1531.6 Q1361.81 1522.85 1364.87 1518.27 Q1367.95 1513.66 1373.76 1513.66 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M1640.92 1514.29 L1659.28 1514.29 L1659.28 1518.22 L1645.2 1518.22 L1645.2 1526.7 Q1646.22 1526.35 1647.24 1526.19 Q1648.26 1526 1649.28 1526 Q1655.07 1526 1658.45 1529.17 Q1661.83 1532.34 1661.83 1537.76 Q1661.83 1543.34 1658.35 1546.44 Q1654.88 1549.52 1648.56 1549.52 Q1646.39 1549.52 1644.12 1549.15 Q1641.87 1548.78 1639.46 1548.04 L1639.46 1543.34 Q1641.55 1544.47 1643.77 1545.03 Q1645.99 1545.58 1648.47 1545.58 Q1652.47 1545.58 1654.81 1543.48 Q1657.15 1541.37 1657.15 1537.76 Q1657.15 1534.15 1654.81 1532.04 Q1652.47 1529.94 1648.47 1529.94 Q1646.59 1529.94 1644.72 1530.35 Q1642.87 1530.77 1640.92 1531.65 L1640.92 1514.29 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M1681.04 1517.37 Q1677.43 1517.37 1675.6 1520.93 Q1673.79 1524.47 1673.79 1531.6 Q1673.79 1538.71 1675.6 1542.27 Q1677.43 1545.82 1681.04 1545.82 Q1684.67 1545.82 1686.48 1542.27 Q1688.31 1538.71 1688.31 1531.6 Q1688.31 1524.47 1686.48 1520.93 Q1684.67 1517.37 1681.04 1517.37 M1681.04 1513.66 Q1686.85 1513.66 1689.9 1518.27 Q1692.98 1522.85 1692.98 1531.6 Q1692.98 1540.33 1689.9 1544.94 Q1686.85 1549.52 1681.04 1549.52 Q1675.23 1549.52 1672.15 1544.94 Q1669.09 1540.33 1669.09 1531.6 Q1669.09 1522.85 1672.15 1518.27 Q1675.23 1513.66 1681.04 1513.66 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M1959.58 1529.7 Q1956.43 1529.7 1954.58 1531.86 Q1952.75 1534.01 1952.75 1537.76 Q1952.75 1541.49 1954.58 1543.66 Q1956.43 1545.82 1959.58 1545.82 Q1962.73 1545.82 1964.56 1543.66 Q1966.41 1541.49 1966.41 1537.76 Q1966.41 1534.01 1964.56 1531.86 Q1962.73 1529.7 1959.58 1529.7 M1968.86 1515.05 L1968.86 1519.31 Q1967.11 1518.48 1965.3 1518.04 Q1963.52 1517.6 1961.76 1517.6 Q1957.13 1517.6 1954.67 1520.72 Q1952.24 1523.85 1951.9 1530.17 Q1953.26 1528.15 1955.32 1527.09 Q1957.38 1526 1959.86 1526 Q1965.07 1526 1968.08 1529.17 Q1971.11 1532.32 1971.11 1537.76 Q1971.11 1543.08 1967.96 1546.3 Q1964.81 1549.52 1959.58 1549.52 Q1953.59 1549.52 1950.42 1544.94 Q1947.24 1540.33 1947.24 1531.6 Q1947.24 1523.41 1951.13 1518.55 Q1955.02 1513.66 1961.57 1513.66 Q1963.33 1513.66 1965.11 1514.01 Q1966.92 1514.36 1968.86 1515.05 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M1989.17 1517.37 Q1985.55 1517.37 1983.73 1520.93 Q1981.92 1524.47 1981.92 1531.6 Q1981.92 1538.71 1983.73 1542.27 Q1985.55 1545.82 1989.17 1545.82 Q1992.8 1545.82 1994.6 1542.27 Q1996.43 1538.71 1996.43 1531.6 Q1996.43 1524.47 1994.6 1520.93 Q1992.8 1517.37 1989.17 1517.37 M1989.17 1513.66 Q1994.98 1513.66 1998.03 1518.27 Q2001.11 1522.85 2001.11 1531.6 Q2001.11 1540.33 1998.03 1544.94 Q1994.98 1549.52 1989.17 1549.52 Q1983.35 1549.52 1980.28 1544.94 Q1977.22 1540.33 1977.22 1531.6 Q1977.22 1522.85 1980.28 1518.27 Q1983.35 1513.66 1989.17 1513.66 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><polyline clip-path=\"url(#clip872)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"141.853,1272.82 2112.76,1272.82 \"/>\n",
       "<polyline clip-path=\"url(#clip872)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"141.853,1047.94 2112.76,1047.94 \"/>\n",
       "<polyline clip-path=\"url(#clip872)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"141.853,823.065 2112.76,823.065 \"/>\n",
       "<polyline clip-path=\"url(#clip872)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"141.853,598.189 2112.76,598.189 \"/>\n",
       "<polyline clip-path=\"url(#clip872)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"141.853,373.314 2112.76,373.314 \"/>\n",
       "<polyline clip-path=\"url(#clip872)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"141.853,148.438 2112.76,148.438 \"/>\n",
       "<polyline clip-path=\"url(#clip870)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"141.853,1486.45 141.853,47.2441 \"/>\n",
       "<polyline clip-path=\"url(#clip870)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"141.853,1272.82 158.699,1272.82 \"/>\n",
       "<polyline clip-path=\"url(#clip870)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"141.853,1047.94 158.699,1047.94 \"/>\n",
       "<polyline clip-path=\"url(#clip870)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"141.853,823.065 158.699,823.065 \"/>\n",
       "<polyline clip-path=\"url(#clip870)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"141.853,598.189 158.699,598.189 \"/>\n",
       "<polyline clip-path=\"url(#clip870)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"141.853,373.314 158.699,373.314 \"/>\n",
       "<polyline clip-path=\"url(#clip870)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"141.853,148.438 158.699,148.438 \"/>\n",
       "<path clip-path=\"url(#clip870)\" d=\"M54.5569 1286.16 L62.1958 1286.16 L62.1958 1259.8 L53.8856 1261.46 L53.8856 1257.2 L62.1495 1255.54 L66.8254 1255.54 L66.8254 1286.16 L74.4642 1286.16 L74.4642 1290.1 L54.5569 1290.1 L54.5569 1286.16 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M93.9086 1258.61 Q90.2975 1258.61 88.4688 1262.18 Q86.6632 1265.72 86.6632 1272.85 Q86.6632 1279.96 88.4688 1283.52 Q90.2975 1287.06 93.9086 1287.06 Q97.5428 1287.06 99.3483 1283.52 Q101.177 1279.96 101.177 1272.85 Q101.177 1265.72 99.3483 1262.18 Q97.5428 1258.61 93.9086 1258.61 M93.9086 1254.91 Q99.7187 1254.91 102.774 1259.52 Q105.853 1264.1 105.853 1272.85 Q105.853 1281.58 102.774 1286.18 Q99.7187 1290.77 93.9086 1290.77 Q88.0984 1290.77 85.0197 1286.18 Q81.9642 1281.58 81.9642 1272.85 Q81.9642 1264.1 85.0197 1259.52 Q88.0984 1254.91 93.9086 1254.91 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M57.7745 1061.29 L74.0939 1061.29 L74.0939 1065.22 L52.1495 1065.22 L52.1495 1061.29 Q54.8115 1058.53 59.3949 1053.9 Q64.0013 1049.25 65.1819 1047.91 Q67.4272 1045.38 68.3068 1043.65 Q69.2096 1041.89 69.2096 1040.2 Q69.2096 1037.44 67.2652 1035.71 Q65.3439 1033.97 62.2421 1033.97 Q60.043 1033.97 57.5893 1034.73 Q55.1588 1035.5 52.381 1037.05 L52.381 1032.33 Q55.2051 1031.19 57.6588 1030.61 Q60.1124 1030.04 62.1495 1030.04 Q67.5198 1030.04 70.7142 1032.72 Q73.9087 1035.41 73.9087 1039.9 Q73.9087 1042.03 73.0985 1043.95 Q72.3115 1045.85 70.205 1048.44 Q69.6263 1049.11 66.5245 1052.33 Q63.4226 1055.52 57.7745 1061.29 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M93.9086 1033.74 Q90.2975 1033.74 88.4688 1037.3 Q86.6632 1040.85 86.6632 1047.98 Q86.6632 1055.08 88.4688 1058.65 Q90.2975 1062.19 93.9086 1062.19 Q97.5428 1062.19 99.3483 1058.65 Q101.177 1055.08 101.177 1047.98 Q101.177 1040.85 99.3483 1037.3 Q97.5428 1033.74 93.9086 1033.74 M93.9086 1030.04 Q99.7187 1030.04 102.774 1034.64 Q105.853 1039.23 105.853 1047.98 Q105.853 1056.7 102.774 1061.31 Q99.7187 1065.89 93.9086 1065.89 Q88.0984 1065.89 85.0197 1061.31 Q81.9642 1056.7 81.9642 1047.98 Q81.9642 1039.23 85.0197 1034.64 Q88.0984 1030.04 93.9086 1030.04 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M67.9133 821.711 Q71.2698 822.428 73.1448 824.697 Q75.0429 826.965 75.0429 830.299 Q75.0429 835.414 71.5244 838.215 Q68.0059 841.016 61.5245 841.016 Q59.3486 841.016 57.0338 840.576 Q54.7421 840.16 52.2884 839.303 L52.2884 834.789 Q54.2328 835.924 56.5477 836.502 Q58.8625 837.081 61.3856 837.081 Q65.7837 837.081 68.0754 835.345 Q70.3902 833.609 70.3902 830.299 Q70.3902 827.243 68.2374 825.53 Q66.1078 823.794 62.2884 823.794 L58.2606 823.794 L58.2606 819.951 L62.4735 819.951 Q65.9226 819.951 67.7513 818.586 Q69.58 817.197 69.58 814.604 Q69.58 811.942 67.6819 810.53 Q65.8069 809.095 62.2884 809.095 Q60.3671 809.095 58.168 809.512 Q55.969 809.928 53.3301 810.808 L53.3301 806.641 Q55.9921 805.901 58.3069 805.53 Q60.6449 805.16 62.705 805.16 Q68.0291 805.16 71.1309 807.59 Q74.2327 809.998 74.2327 814.118 Q74.2327 816.989 72.5892 818.979 Q70.9457 820.947 67.9133 821.711 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M93.9086 808.864 Q90.2975 808.864 88.4688 812.428 Q86.6632 815.97 86.6632 823.1 Q86.6632 830.206 88.4688 833.771 Q90.2975 837.312 93.9086 837.312 Q97.5428 837.312 99.3483 833.771 Q101.177 830.206 101.177 823.1 Q101.177 815.97 99.3483 812.428 Q97.5428 808.864 93.9086 808.864 M93.9086 805.16 Q99.7187 805.16 102.774 809.766 Q105.853 814.35 105.853 823.1 Q105.853 831.826 102.774 836.433 Q99.7187 841.016 93.9086 841.016 Q88.0984 841.016 85.0197 836.433 Q81.9642 831.826 81.9642 823.1 Q81.9642 814.35 85.0197 809.766 Q88.0984 805.16 93.9086 805.16 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M66.5939 584.983 L54.7884 603.432 L66.5939 603.432 L66.5939 584.983 M65.367 580.909 L71.2466 580.909 L71.2466 603.432 L76.1772 603.432 L76.1772 607.321 L71.2466 607.321 L71.2466 615.469 L66.5939 615.469 L66.5939 607.321 L50.9921 607.321 L50.9921 602.807 L65.367 580.909 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M93.9086 583.988 Q90.2975 583.988 88.4688 587.553 Q86.6632 591.094 86.6632 598.224 Q86.6632 605.33 88.4688 608.895 Q90.2975 612.437 93.9086 612.437 Q97.5428 612.437 99.3483 608.895 Q101.177 605.33 101.177 598.224 Q101.177 591.094 99.3483 587.553 Q97.5428 583.988 93.9086 583.988 M93.9086 580.284 Q99.7187 580.284 102.774 584.891 Q105.853 589.474 105.853 598.224 Q105.853 606.951 102.774 611.557 Q99.7187 616.141 93.9086 616.141 Q88.0984 616.141 85.0197 611.557 Q81.9642 606.951 81.9642 598.224 Q81.9642 589.474 85.0197 584.891 Q88.0984 580.284 93.9086 580.284 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M53.793 356.034 L72.1494 356.034 L72.1494 359.969 L58.0754 359.969 L58.0754 368.441 Q59.0939 368.094 60.1124 367.932 Q61.131 367.747 62.1495 367.747 Q67.9365 367.747 71.3161 370.918 Q74.6957 374.089 74.6957 379.506 Q74.6957 385.084 71.2235 388.186 Q67.7513 391.265 61.4319 391.265 Q59.256 391.265 56.9875 390.895 Q54.7421 390.524 52.3347 389.784 L52.3347 385.084 Q54.418 386.219 56.6402 386.774 Q58.8625 387.33 61.3393 387.33 Q65.3439 387.33 67.6819 385.223 Q70.0198 383.117 70.0198 379.506 Q70.0198 375.895 67.6819 373.788 Q65.3439 371.682 61.3393 371.682 Q59.4643 371.682 57.5893 372.098 Q55.7375 372.515 53.793 373.395 L53.793 356.034 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M93.9086 359.112 Q90.2975 359.112 88.4688 362.677 Q86.6632 366.219 86.6632 373.348 Q86.6632 380.455 88.4688 384.02 Q90.2975 387.561 93.9086 387.561 Q97.5428 387.561 99.3483 384.02 Q101.177 380.455 101.177 373.348 Q101.177 366.219 99.3483 362.677 Q97.5428 359.112 93.9086 359.112 M93.9086 355.409 Q99.7187 355.409 102.774 360.015 Q105.853 364.598 105.853 373.348 Q105.853 382.075 102.774 386.682 Q99.7187 391.265 93.9086 391.265 Q88.0984 391.265 85.0197 386.682 Q81.9642 382.075 81.9642 373.348 Q81.9642 364.598 85.0197 360.015 Q88.0984 355.409 93.9086 355.409 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M64.3254 146.575 Q61.1773 146.575 59.3254 148.727 Q57.4967 150.88 57.4967 154.63 Q57.4967 158.357 59.3254 160.533 Q61.1773 162.686 64.3254 162.686 Q67.4735 162.686 69.3022 160.533 Q71.1541 158.357 71.1541 154.63 Q71.1541 150.88 69.3022 148.727 Q67.4735 146.575 64.3254 146.575 M73.6077 131.922 L73.6077 136.181 Q71.8485 135.348 70.0429 134.908 Q68.2606 134.468 66.5013 134.468 Q61.8717 134.468 59.418 137.593 Q56.9875 140.718 56.6402 147.038 Q58.006 145.024 60.0662 143.959 Q62.1263 142.871 64.6032 142.871 Q69.8115 142.871 72.8207 146.042 Q75.8531 149.19 75.8531 154.63 Q75.8531 159.954 72.705 163.172 Q69.5568 166.389 64.3254 166.389 Q58.33 166.389 55.1588 161.806 Q51.9875 157.2 51.9875 148.473 Q51.9875 140.278 55.8764 135.417 Q59.7652 130.533 66.3161 130.533 Q68.0754 130.533 69.8578 130.88 Q71.6633 131.228 73.6077 131.922 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M93.9086 134.237 Q90.2975 134.237 88.4688 137.802 Q86.6632 141.343 86.6632 148.473 Q86.6632 155.579 88.4688 159.144 Q90.2975 162.686 93.9086 162.686 Q97.5428 162.686 99.3483 159.144 Q101.177 155.579 101.177 148.473 Q101.177 141.343 99.3483 137.802 Q97.5428 134.237 93.9086 134.237 M93.9086 130.533 Q99.7187 130.533 102.774 135.14 Q105.853 139.723 105.853 148.473 Q105.853 157.2 102.774 161.806 Q99.7187 166.389 93.9086 166.389 Q88.0984 166.389 85.0197 161.806 Q81.9642 157.2 81.9642 148.473 Q81.9642 139.723 85.0197 135.14 Q88.0984 130.533 93.9086 130.533 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><g clip-path=\"url(#clip872)\">\n",
       "<image width=\"1971\" height=\"1439\" xlink:href=\"data:image/png;base64,\n",
       "iVBORw0KGgoAAAANSUhEUgAAB7MAAAWfCAYAAADJedKaAAAgAElEQVR4nOzbu64sB17F4X/1Ze9z\n",
       "bEAgYSGTEBIQkBHwzjwHEjkSIhpGyAODYDw+Z1/6UlUEzggQYA9r2f19L7C6andXdZ/fqeVv/uGb\n",
       "fQAAAAAAAACgyCH9AgAAAAAAAADgvxKzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAA\n",
       "AAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgj\n",
       "ZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAA\n",
       "AADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsA\n",
       "AAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQ\n",
       "R8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAA\n",
       "AAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2\n",
       "AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAA\n",
       "oI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAA\n",
       "AAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXE\n",
       "bAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAA\n",
       "AEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMA\n",
       "AAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADq\n",
       "iNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAA\n",
       "AACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wG\n",
       "AAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA\n",
       "1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAA\n",
       "AAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6Y\n",
       "DQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAA\n",
       "AKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAA\n",
       "AAAAAADqnNIvAAAAAPiR7MHtJbgNAADAz5InswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAAAKCO\n",
       "mA0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAA\n",
       "AACoI2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwA\n",
       "AAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAAAABA\n",
       "HTEbAAAAAAAAgDqn9AsAAAD4/7Lv6VfwaB70hD/oYceOewnt5scfUuyM+1MDAECEJ7MBAAAAAAAA\n",
       "qCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAA\n",
       "AAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0x\n",
       "GwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAA\n",
       "AFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdU7pFwAAAGn7nn4FCcGD\n",
       "fszp7HE/4Jv8AQ+ZgGUJvtGWJTcdW57ZQ+PJY06uB99mAAAwM57MBgAAAAAAAKCQmA0AAAAAAABA\n",
       "HTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YDAAAA\n",
       "AAAAUEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZ\n",
       "AAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAA\n",
       "gDpiNgAAAAAAAAB1xGwAAAAAAAAA6pzSLwAAgB77Hl3PLQePO7YdPOhti03PHjzufXu893j0fCev\n",
       "Zw96LZ1ZHmp2ZmYJbh8OufEluH0InfQl+DhIcjsr+B5/uGEAgF4P+3UYAAAAAAAAgF5iNgAAAAAA\n",
       "AAB1xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0A\n",
       "AAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACo\n",
       "I2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAA\n",
       "AAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAAUOeUfgEAAK32/dGGo9OzB8e3Lbi9ZrYf\n",
       "8ZhnZtbg9p4856Ht5Psseb6T19JHdDgsse0luH085rYPwe3jMfNcxuEUPObg+yz5t15y0zOx7Qc9\n",
       "3wAA/w1PZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXE\n",
       "bAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAA\n",
       "AEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMA\n",
       "AAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHVO6RcAAPTb9+h6\n",
       "bnnL7G5b7pij22tue72H/tgzcw9tr/fg+b493vmeyb7PUp+vR72mRO+bS3A6tH045A76eMxtH065\n",
       "5xOSx306Z477dD5Gdr/fzv2tk9vRz1doe4k+dpQ736n7BwDw0+DJbAAAAAAAAADqiNkAAAAAAAAA\n",
       "1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAA\n",
       "AAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6Y\n",
       "DQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAA\n",
       "AKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAECdU/oFAAD/M/ue3M6N71tuewttr/fcMd9v\n",
       "a2z7dt1i2/fg9u2aOee3W/B8J7eT77N7bnsNbW9r8Boe3E7eN2cJTi+Z8cMhd9DHU3I793zC6Zzb\n",
       "Pj8dI7tPz5ndmZlzcPvp+fH+1jO593jyc31IPvIUvI4Hb5vhcQD46fBkNgAAAAAAAAB1xGwAAAAA\n",
       "AAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAAAABAHTEb\n",
       "AAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAA\n",
       "UEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAA\n",
       "AAAAANQRswEAAAAAAACoI2YDAAAAAAAAUOeUfgEA8FOy78nt3Pi25rbX4Pb9tkZ2b5ctsjszc73c\n",
       "c9vvmfMd375ktlO7MzP3a277dst9vtbk9j1zLV233DV8D94/tugXhtx0yuGw5LZPue3TOfd8wvnp\n",
       "GNt+es5sP3/MHfPzh9w/3z1/DG5/yN03zx8yf++n4GcreU05nILbucv4zGTGl+gxA8D/niezAQAA\n",
       "AAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXE\n",
       "bAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAA\n",
       "AEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMA\n",
       "AAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHVO6RcAAP8X+x7a\n",
       "3ULDM7MFt++3LbZ9u66x7esls315vUd2Z2be34LbweO+vufeZ5fQOU+9v2dmbsnt4PVsTW6vmXtI\n",
       "9L6Z+rIw2ePec2+zmSUzeziEhmfmcMxtn0655xPOz8fY9lNo+/lj7pifP+b++e7jl+fY9u2L3HE/\n",
       "3zLb68fc/eP5Q+49fs4d9swpeA8JXcb31A17ZpbcNAA/YZ7MBgAAAAAAAKCOmA0AAAAAAABAHTEb\n",
       "AAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAA\n",
       "UEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAA\n",
       "AAAAANQRswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAAgDpi\n",
       "NgAAAAAAAAB1xGwAAAAAAAAA6pzSLwCAn659T25nxrc1d9D32xbbvl7W2Pbl/R7bfn+5RXZfX3LH\n",
       "/PY5c8wzM2+h8z0zc33PvcdTn6/kMd+uj7m93nP3kHXN3EP23K0r9l3h+/HcdNJyWCK7h2Nmd2bm\n",
       "EDrmmexxn865ZyPOT5nt57fcP6F9+CJ538xdyJP37NRvr+TvzX0Lbgfvm+c9dz1LXUsPwcfb9snd\n",
       "u5bcNAA/kCezAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACA\n",
       "OmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAA\n",
       "AAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGz\n",
       "AQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAA\n",
       "AHVO6RcAwA+z78nt3Pi2Zrbv9y2yOzNzudxz26+57beXW2z75VNm++W7a2R3Zub1c+58v78E3+Pv\n",
       "ue3bNXNduV/XyO7MzPWS277fctfxNXTvmpnZ1sxxb7nTnf2SFLQcltj28ZjZPhxz/0//EDzfh9D5\n",
       "nske9/GU2b5eche01HeF9Hbyu8p6z9xDUr9zZ2a2Lbed/LeFfX+8fx4/nZP3zdj07JO7dy25aYCf\n",
       "BU9mAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAA\n",
       "AAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0x\n",
       "GwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAA\n",
       "AFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdU7pFwDAD7Xnlrfc9nrf\n",
       "IrvXyxrZnZm5vN5j26+fb7Htl0/X2Pbn32a2X0K7MzNvL7m/9eUt9/lKfrZv18x2andm5nbJXMNn\n",
       "Zu633PYWvG+m7tnJY05uJx2PS277lPn/8odD7piX4HbyuA/J91lo+34N3ruS9+zk9i23vd4z95B1\n",
       "DX5PWR/ve0rakrqU5i7hcwp9V5iZOUQf6wue9OA0wI/Fk9kAAAAAAAAA1BGzAQAAAAAAAKgjZgMA\n",
       "AAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADq\n",
       "iNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAA\n",
       "AACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wG\n",
       "AAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOqf0CwD4Odj34PaW217X3IHfrpkDv7zdI7szM28v\n",
       "ue3XT7fY9stvr7Htz99mtl8+5Y45+R5Pfa5nZm6XNbZ9DW2ndtPb6z1444x+X8iMb6HdmZng9ByW\n",
       "4PbH3M/8p+djZPdwzJ3w5PXs8p7bTkr9vc/J7ym33N/6dssd9z24vd0zN5E1ePPag7/v9+SXpOA9\n",
       "OzeeO+glecLPue3DknuPR885wI/Ek9kAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAA\n",
       "AAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGz\n",
       "AQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAA\n",
       "AHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAA\n",
       "AAAAAECdU/oFAPxY9j25nRvfttz2etti29fLGtl9f71HdmdmXj9fY9svn4Lb391i26+h4357yR3z\n",
       "7ZL7XN+umc/1TO6aMjNzC23fro93DZ+ZWe+5496D9+zU94Xk95Rlltj28xfH2PYfffUxtv1nf/6H\n",
       "kd3zU+58/+qXn2Lb//JPue3kd5VlyXy27+fc/WO9597j25q7jifvm6nf+Ml/14iOhz7X308/3nbw\n",
       "kGcJPloX3U6OhyTfZ8DPz+NdRQEAAAAAAACoJ2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAAAABA\n",
       "HTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YDAAAA\n",
       "AAAAUEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZ\n",
       "AAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAA\n",
       "gDpiNgAAAAAAAAB1TukXAPDj2XPLW257vW+x7dt1jW1f3u6R3ffXzO7MzNvnW2z79VNw+/M1tv0W\n",
       "+ntf33Ofrej2JbedvJYuhyWye37K/b/W+y13vq/R+2ZuO3XOt+B3pOMx89mamfnwRe6n9h9//UVs\n",
       "+y/+6k8iu1/8/jmyOzNz/Nvc++zff/Ua2/70m0tsew9dVpLXs9Qx234sS+5yNktwfAk+6nUI/Q5I\n",
       "fkc6noLbx9wfezkEvxPHDjt5UclNA78bnswGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2\n",
       "AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAA\n",
       "oI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAA\n",
       "AAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXE\n",
       "bAAAAAAAAADqnNIvAPj52ffH2p2Z2bbc+P2+xbavl9z25e0e2X1/uUV2Z2beXjLH/P127rjfX3PH\n",
       "nXqfpXZnZq6XNba9rblr6cffO8e2v/r6y8ju+Sn3/1r/9Z9fYtvf/OK72Pbrp9y1NPXZTn6uj6cl\n",
       "tn15D9673nPX8Wto+3TOXc+S983o9jW3PaHLyhb8wbk/6Hbyd3bquJfcrWuW4PhyyG0fjrnt0ylz\n",
       "/zoFfwck79nH0Pmeyb7PDqnPdvJ6lpsGfkc8mQ0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1\n",
       "xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAA\n",
       "AABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YD\n",
       "AAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA\n",
       "6ojZAAAAAAAAANQRswEAAAAAAACoc0q/AIAfy77tse1tzW3fr1ts+3q5x7Yvb5ntt9fcMb+/3oLb\n",
       "weMO/a1ncu+z5Pm+Ba8p56fc/7P86k+/jG3/5V9/Hdn98g/Okd2Zmb//u1/Htv/j16+x7W//7S22\n",
       "fbuukd09d0mZbVti259/e41t//Ifv41tHw6Zc/70fIzszsx884vvYtu/CV5T3l9y31WW0Ef7tObe\n",
       "Z8nfusnr+J477Nj77HjMfR9OXcNnZg7H3PbxlNs+h+5fTx9y17Onp9z2Obh9OucupqnPdvBjPTPB\n",
       "8ehxw8+XJ7MBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6\n",
       "YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAA\n",
       "AACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2fCf7NvbjiTZWQXg\n",
       "PzIiM6u6Z3p8BDwW8gEjgTACARI3CHHN+8IDIITgBiNsCWPZY5sZN9MzPdMzfaiqPEQEF80juLR+\n",
       "VX7fC6zYcdixd6xMAAAAAAAAoB1lNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAA\n",
       "AAAA2lFmAwAAAAAAANDOlD4A4AFa10zsEomtqqr5nBlzVdXpmBv48W6OZd/dnjO5N5ncdPYhdL7f\n",
       "Zufus0PoHk8+W6dTbk7ZjEMse9rmfuP5+MkukvvuVzK5VVW7qzGWnZRcL6Sy1yU45txUWsucG/dv\n",
       "PngZy/7i+V0kN/n+iK7PgtlL8NlOXe/kmJOf74Yh93wNwb/gpO6z6Zh7eY1T7lqPd7mLfTfl5tLt\n",
       "7hTJ3QfX4rt9bj7bXeWer+0+d87HKfP+2mxyc0pdZjQ8aP6ZDQAAAAAAAEA7ymwAAAAAAAAA2lFm\n",
       "AwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAA\n",
       "AABoR5kNAAAAAAAAQDvKbAAAAAAAAADaUWYDAAAAAAAA0I4yGwAAAAAAAIB2lNkAAAAAAAAAtKPM\n",
       "BgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAAAGhHmQ0AAAAAAABAO8psAAAAAAAAANpRZgMAAAAA\n",
       "AADQjjIbAAAAAAAAgHaU2QAAAAAAAAC0o8wGAAAAAAAAoJ0pfQDA/VjXy8uel9ygz6clln06zrHs\n",
       "w10w+zaTfbg9R3LfZl/mtT4dctnn0POVnFPOp9z5vnuTm8ef/c/rWPZP/u3jSO7Vo9xW4Jf/9SKW\n",
       "/fLzQyz7GJzPUuuF+Zybz9ZcdA3Bn40f7nJrlTcvj5HcYTNEcvNy781hyJ3zcco8YJsLvc+mbW5C\n",
       "m7ZjLDv1YSO7D7jU7xq5Z3t7k7nH725ya4Wr61z28Zjb/+yCz1dqHl/H4DollpxPh4fKP7MBAAAA\n",
       "AAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFmAwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALSj\n",
       "zAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAAAABoR5kNAAAAAAAAQDvKbAAAAAAAAADaUWYDAAAA\n",
       "AAAA0I4yGwAAAAAAAIB2lNkAAAAAAAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAAAGhH\n",
       "mQ0AAAAAAABAO8psAAAAAAAAANpRZgMAAAAAAADQjjIbAAAAAAAAgHam9AEA92WNJS9LJnuZl0hu\n",
       "VdX5NMeyj4dg9t354rKj5/uYyz4ls4PP1/mcmc/m5Hx2zGUfbnPX+sNffBnL/uzZTSR32AyR3Kqq\n",
       "Vy/uYtlfPM9lH4LvzcNtJvsUfG8uuemsNsGfjY9TLnwzZuaVTXA+S435bXbuWk/b4H22yazPktf6\n",
       "yVf3sexvfefdWPbuaoxlv/z8EMm9fXOK5OvomzYAACAASURBVFZVnc+5F+cU2ndVVZ1PuXGn1knH\n",
       "u8v8hnVOZgfvs9R32jX3WCc/i1fllgvwoPlnNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7\n",
       "ymwAAAAAAAAA2lFmAwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACgHWU2AAAA\n",
       "AAAAAO0oswEAAAAAAABoR5kNAAAAAAAAQDvKbAAAAAAAAADaUWYDAAAAAAAA0I4yGwAAAAAAAIB2\n",
       "lNkAAAAAAAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAAAGhHmQ0AAAAAAABAO8psAAAA\n",
       "AAAAANpRZgMAAAAAAADQjjIbAAAAAAAAgHam9AHAQ7aul5qdCZ/PuUGfT0ss+3SYY9nHu8vLTp7v\n",
       "8zGZnbvHk8/XfM5kR+eU4H12CM4pyXfIF8/vIrnrkhvzMfruOueyk+MOZSfnswquh5fgz8bnOTfw\n",
       "YRhCuZHYt9mbXPh2l7vRhuDnpGnKjHt/NUZyq6q+/f0nsey/+Nv3Y9n769x99rP/eB7J/eVPX0Ry\n",
       "q8J7vm0uezrn5tLUOim554tmX+C3haqqJbQ2TH0frqpaK7c+G4J7kOCw4d75ZzYAAAAAAAAA7Siz\n",
       "AQAAAAAAAGhHmQ0AAAAAAABAO8psAAAAAAAAANpRZgMAAAAAAADQjjIbAAAAAAAAgHaU2QAAAAAA\n",
       "AAC0o8wGAAAAAAAAoB1lNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFm\n",
       "AwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAA\n",
       "AABoR5kNAAAAAAAAQDvKbAAAAAAAAADaUWYDAAAAAAAA0M6UPgDgnqzB6CWTu8yh4Ko6n4LZx1z2\n",
       "6QKzo9f6QrPnZPY5k73MuUk8ea1PxzmWPZ9y53xZMtmp+7uq6niXu9bJ++wcPOfzOXOfDcMQya2q\n",
       "Gi70p9trch8QCk/lpq2h90dV1WbMPdvb/RjJHafcpPLuV/ex7N/7zrux7OvH21j2sw9fR3LH4LN1\n",
       "CK5Tzsn12Tb3bKfWhtk934V+1wh+s0ztN1Pfh9+GB6Nz03gFo+HeXej2HgAAAAAAAIDOlNkAAAAA\n",
       "AAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAAAGhHmQ0AAAAAAABAO8psAAAAAAAAANpR\n",
       "ZgMAAAAAAADQjjIbAAAAAAAAgHaU2QAAAAAAAAC0o8wGAAAAAAAAoB1lNgAAAAAAAADtKLMBAAAA\n",
       "AAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFmAwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALSj\n",
       "zAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAAAABoR5kNAAAAAAAAQDtT+gCA+7GuuexlyYTPc27Q\n",
       "8zmXfT4vuezTHMzOjDt5vpP3+LIExx18vlLnPDWPVmXfH9ns4PM1Z56v4yE3h9/dnmPZqfdHXuge\n",
       "Tz7XNeSyg3NKci4dQqd8SAVX9lon14bJuXQOrccPwXfX86c3seyf//izWPb1o20s+9OnbyK5h9vg\n",
       "Hju41x3PuXl8CY57Cc3j0W8L0ezLu9bJ7Oh6OJZcwR0IPGz+mQ0AAAAAAABAO8psAAAAAAAAANpR\n",
       "ZgMAAAAAAADQjjIbAAAAAAAAgHaU2QAAAAAAAAC0o8wGAAAAAAAAoB1lNgAAAAAAAADtKLMBAAAA\n",
       "AAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFmAwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALSj\n",
       "zAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAAAABoR5kNAAAAAAAAQDvKbAAAAAAAAADaUWYDAAAA\n",
       "AAAA0I4yGwAAAAAAAIB2lNkAAAAAAAAAtDOlDwAetvUis9c1k70suTHP85LLPiezc+f8HBr3Ejzf\n",
       "a/AeDz3Wbw256GnK/O5vHIODDko911XZuTT1/jofc2M+HedY9pobdm2Cz3ZqHl/m3AtkM8aia7PJ\n",
       "XevkOU89X0PwWg/DZb6zk/dZ6h3y+uUxkltV9aufvohlvwmOe3+de7hvXp8iubeh3KrsfDaG9l1V\n",
       "VXNwPkvtA5JzePJ8R691dH2WyY5+R7rUj1jwgPlnNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAA\n",
       "AEA7ymwAAAAAAAAA2lFmAwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACgHWU2\n",
       "AAAAAAAAAO0oswEAAAAAAABoR5kNAAAAAAAAQDvKbAAAAAAAAADaUWYDAAAAAAAA0I4yGwAAAAAA\n",
       "AIB2lNkAAAAAAAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAAAGhHmQ0AAAAAAABAO8ps\n",
       "AAAAAAAAANpRZgMAAAAAAADQjjIbAAAAAAAAgHam9AHAg7YGo5PZSyo3N+hk9jznss/n0MWuqiWU\n",
       "veSGHH2uh1x07a9yy5V3vrKL5L773j6SW1X15tUxlv2bD17Gsp//75tY9vF2juQuwXdX0hD8Oe8Q\n",
       "nExT67P9dW4O/+b7j2PZ7339Kpb98vO7WPanTzNz6eEuM49WVW2Si6TgpDKfc++Q0zEzoR1uzpHc\n",
       "qqoXn9zEsm9en2LZu33upT2Omexxyo15GzzfS/C7xiVmJ/cBl/rtLnrOQx+TUrnAw+Sf2QAAAAAA\n",
       "AAC0o8wGAAAAAAAAoB1lNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFm\n",
       "AwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAA\n",
       "AABoR5kNAAAAAAAAQDvKbAAAAAAAAADaUWYDAAAAAAAA0I4yGwAAAAAAAIB2lNkAAAAAAAAAtKPM\n",
       "BgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAAAGhHmQ0AAAAAAABAO1P6AOAhW5PZwfA1FJ4c85LM\n",
       "nnPh0ezkA3aJhiEW/fhJbrnygx9+PZL7/T/5WiS3quqL53ex7GH4KJb9+stDLPv2zSmSOwR/1rrZ\n",
       "5OaU6Hoh+PJKTePffP9xJriq/ubvvxPL/sM/+0Ys++c/+SyW/c//8KtI7tMPXkZyq7J7vtxMWjXP\n",
       "Syz7fMyM/LTNjXlzzGWva2adUlV1PuUWK/urzB5kH/3bUTI8N5umvmFVVa2htWEqtyp8vi/0O9Kl\n",
       "jht4WPwzGwAAAAAAAIB2lNkAAAAAAAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAAAGhH\n",
       "mQ0AAAAAAABAO8psAAAAAAAAANpRZgMAAAAAAADQjjIbAAAAAAAAgHaU2QAAAAAAAAC0o8wGAAAA\n",
       "AAAAoB1lNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFmAwAAAAAAANCO\n",
       "MhsAAAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAAAABoR5kNAAAA\n",
       "AAAAQDtT+gCA+7KmD+CyrLnzvV5odsyQPoCMITju7W6MZX/lG1eR3Pe/+24kt6rq+nFuefjuV/ax\n",
       "7Gmb/I1n5gEbghNack5JvrrWJRc+jJl7PPlc/8Gffj2W/ed/861YdvL5+s9/+TiS+/H4KpJbVTXP\n",
       "F7geruxcuixLKDe47wpmZ8cdi47tdbMzSnKze5kb7dT1zn5HikVHXeq4AX5b/DMbAAAAAAAAgHaU\n",
       "2QAAAAAAAAC0o8wGAAAAAAAAoB1lNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAA\n",
       "AAAA2lFmAwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACgHWU2AAAAAAAAAO0o\n",
       "swEAAAAAAABoR5kNAAAAAAAAQDvKbAAAAAAAAADaUWYDAAAAAAAA0I4yGwAAAAAAAIB2lNkAAAAA\n",
       "AAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAAAGhnSh8AcF+G9AFcliF3vocLzY5Z1/QR\n",
       "RCSHfbg9x7KfffQ6kru/zi3Rvvz8Lpb92bObWPbxMMey19ADlsp9mx2Ljho2wfdm6KS/+uIQya2q\n",
       "+sVPPotlb8bctf7Fj3PjfvUic72X+UInlaDkNmATmktTuVXhPV903LHoWHh2h20uvRTZ70ix6KhL\n",
       "HTfAb4t/ZgMAAAAAAADQjjIbAAAAAAAAgHaU2QAAAAAAAAC0o8wGAAAAAAAAoB1lNgAAAAAAAADt\n",
       "KLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFmAwAAAAAAANCOMhsAAAAAAACAdpTZAAAA\n",
       "AAAAALSjzAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAAAABoR5kNAAAAAAAAQDvKbAAAAAAAAADa\n",
       "UWYDAAAAAAAA0I4yGwAAAAAAAIB2lNkAAAAAAAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA7UzpA4CH\n",
       "bEhmB8OHUHgqt6pqEzzfmzEXPgazN7GfYyWf7Jx1XWPZb16dYtm/+Mnnkdynv3wVya2qunl9jGU/\n",
       "+/B1LPtwO8eyU49X8LGuZQ6GJ9/ZwQVD6px/+vRNJLeq6p//8dex7B//67NY9qsXh1j2J7/JzOPL\n",
       "EomtquSaNCu5D5h2YyZ3m7vY210ue3eVOd9VVdt9Ljt1vYfkx4ULFf2WFLreyfsseb6T30qTe5Do\n",
       "uAF+Sy502wUAAAAAAABAZ8psAAAAAAAAANpRZgMAAAAAAADQjjIbAAAAAAAAgHaU2QAAAAAAAAC0\n",
       "o8wGAAAAAAAAoB1lNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFmAwAA\n",
       "AAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAAAABo\n",
       "R5kNAAAAAAAAQDvKbAAAAAAAAADaUWYDAAAAAAAA0I4yGwAAAAAAAIB2lNkAAAAAAAAAtKPMBgAA\n",
       "AAAAAKCdKX0A8KANwehkduhnMqnct9m5Ez6Owewpd9LHMZO9CV7r5HNday76eJhj2bdvTpHczz6+\n",
       "ieRWVd3dZMZcVXXzKpc9n5dYdmpaSb67kmukNXepa03O46Hsw+05E1xVT3/5Mpb98a9fxbKXOffS\n",
       "XkPRm+B6+FIl9wHbXSb76jr3Ce29b1zFsr/2O49i2bv9GMu+C72/jne59+YmtMeuyu6zk++QVHby\n",
       "O1L0Wiezgx90Uvu+IfoRC3ho/DMbAAAAAAAAgHaU2QAAAAAAAAC0o8wGAAAAAAAAoB1lNgAAAAAA\n",
       "AADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFmAwAAAAAAANCOMhsAAAAAAACAdpTZ\n",
       "AAAAAAAAALSjzAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAAAABoR5kNAAAAAAAAQDvKbAAAAAAA\n",
       "AADaUWYDAAAAAAAA0I4yGwAAAAAAAIB2lNkAAAAAAAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA7Siz\n",
       "AQAAAAAAAGhnSh8APGzDZUYPmfDNJjfoccz9NmicLjR7m8kep9x9NgTv8QudzmqZ10ju6ThHcquq\n",
       "jocllj2HznfaJvQO2e5yc/h8HmPZ51PuHk9Krc/G3KWuCo25qmpZcvNZcibdXODP5dc1d8Yvdf+z\n",
       "3WUmlnfe20Vyq6q+90dfjWX/0V/+Tiw7uVb59c++iOQ+/eBlJLeq6hRcIyX32Zvx8rKT749LPN/p\n",
       "7NQ+ILgUD4cD9+ECt5oAAAAAAAAAdKfMBgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAAAGhHmQ0A\n",
       "AAAAAABAO8psAAAAAAAAANpRZgMAAAAAAADQjjIbAAAAAAAAgHaU2QAAAAAAAAC0o8wGAAAAAAAA\n",
       "oB1lNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFmAwAAAAAAANCOMhsA\n",
       "AAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAAAABoR5kNAAAAAAAA\n",
       "QDvKbAAAAAAAAADamdIHANyPIZi92WTSxzE36nGby562ud8lXWL2OOXGHL3Hx+C4p+C450z2+Zwb\n",
       "8yb4U8chmh28z0Ir8t1+zASHnQ5zLPt8XmLZ83nNBA+5ZysYXUMwfA1d6qT1EgddVZvo/ufy9gHX\n",
       "72wjuVVV3/ruk1j2D//6d2PZ2+B9drzLrBc+f3YTya2qWt+cY9nJbwvRPX5oDxJ9fwSzN8HvGslz\n",
       "nspOroeT38WB++Gf2QAAAAAAAAC0o8wGAAAAAAAAoB1lNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAA\n",
       "AAAAAEA7ymwAAAAAAAAA2lFmAwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACg\n",
       "HWU2AAAAAAAAAO0oswEAAAAAAABoR5kNAAAAAAAAQDvKbAAAAAAAAADaUWYDAAAAAAAA0I4yGwAA\n",
       "AAAAAIB2lNkAAAAAAAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAAAGhHmQ0AAAAAAABA\n",
       "O1P6AIB7MgSjQz+T2Yy53+dMUzB7l8ve7oPZoXFP2+C1vtDsMZk9r5nccYnkVmWv9W4eY9nLlLnW\n",
       "ScuSG3PyPjuMuUXS8TDnstdM9vmUm8+ST/Wwyd1nQ3IfkAoPDnoTvNap9XBV1TY4j6fO+RJaF1ZV\n",
       "3b45xbK/+PQ2lp3c6968zpzzNfjyyn7XyO0Dpik3j4+hcx79thB8rqPfNYLfLFPvzdT34bfhFxkN\n",
       "D5p/ZgMAAAAAAADQjjIbAAAAAAAAgHaU2QAAAAAAAAC0o8wGAAAAAAAAoB1lNgAAAAAAAADtKLMB\n",
       "AAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFmAwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAA\n",
       "ALSjzAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAAAABoR5kNAAAAAAAAQDvKbAAAAAAAAADaUWYD\n",
       "AAAAAAAA0I4yGwAAAAAAAIB2lNkAAAAAAAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAA\n",
       "AGhnSh8APGTDkD6CjGGTGfg45U74tBtj2btk9v7ysrfBMSfvs2k357KPud/ezeMSyZ2m3JiX5D2+\n",
       "zWXvr3PZj5/sMsFrJraq6sWnt7Hszz/JZQ/DKZadklwPL5kpvKqqNmNu4GMwOzXuTWj/UZXb+1RV\n",
       "jcH1wrgN/jcidMrvbs6Z4Kr68OdfxrLXNbdg2AbXhp89u4nkng7Bfdcu91wn9z/JuXQKzaXb4LeF\n",
       "bPZlvjdT67MhuBGIfpK/0D4A7pt/ZgMAAAAAAADQjjIbAAAAAAAAgHaU2QAAAAAAAAC0o8wGAAAA\n",
       "AAAAoB1lNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFmAwAAAAAAANCO\n",
       "MhsAAAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAAAABoR5kNAAAA\n",
       "AAAAQDvKbAAAAAAAAADaUWYDAAAAAAAA0I4yGwAAAAAAAIB2lNkAAAAAAAAAtKPMBgAAAAAAAKAd\n",
       "ZTYAAAAAAAAA7UzpAwDuyxBL3oSiN2Pu9znTlMve7sdY9v4q9xrZhbJ3+3Mk92127lofd7ns827J\n",
       "ZZ8z2eN5jeRWVW1jydl7/NvffxLL/sEPvx7J3Yy5tcJPf/RpLPu///15LHuec/NZamk4bXNrpDV5\n",
       "ulML4qoap1x2ak08BH+mv+Ze2VGb4D0+DJnsObQurKp68eltLPt4N8eyt7vL+w9O8r2Z/K4RfXcF\n",
       "z3nqe87uKrfvSu75puB3jeTzlXpnh17X/x8ezAbuxeWtCgEAAAAAAABoT5kNAAAAAAAAQDvKbAAA\n",
       "AAAAAADaUWYDAAAAAAAA0I4yGwAAAAAAAIB2lNkAAAAAAAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA\n",
       "7SizAQAAAAAAAGhHmQ0AAAAAAABAO8psAAAAAAAAANpRZgMAAAAAAADQjjIbAAAAAAAAgHaU2QAA\n",
       "AAAAAAC0o8wGAAAAAAAAoB1lNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA\n",
       "2lFmAwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALQzpQ8AuB/DkAzPxI6b3KCnbe63QdvdGMve\n",
       "XeWy99eZ7P117tV5vDvHsk+H3LWeT0ss+3zOZC/zGsmtqtgcXlV1/Xgby/7d3383lv3Hf/nNSO4Y\n",
       "fHe9+uIQy/7o51/Gsl99mZtL19BUOk3B308H57PkuK8e59Yqj97ZxbJT7m5OsezD3RzLXpfcWmUM\n",
       "PV+bMTepJNeGh+AeZF0ub6+b/LYwbXPnO/tdI/fevHqUyU7lVmXP93aXfL5y2an313CJH6eBe+Of\n",
       "2QAAAAAAAAC0o8wGAAAAAAAAoB1lNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAA\n",
       "AAAA2lFmAwAAAAAAANCOMhsAAAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACgHWU2AAAAAAAAAO0o\n",
       "swEAAAAAAABoR5kNAAAAAAAAQDvKbAAAAAAAAADaUWYDAAAAAAAA0I4yGwAAAAAAAIB2lNkAAAAA\n",
       "AAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAAAGhHmQ0AAAAAAABAO1P6AIAHaBgysZs1\n",
       "kltVNU6ZMVdVbXe53yXtrsZY9tV15hV2eDRHcquqjofca/t0XGLZ53Mue55D2WtuPttscvPZEPyZ\n",
       "5d2bUyz7+cc3kdxxyp3wm9e58500jrnnK7VWWdfcmDfB8/34nW0s+/3vPYll//4P3otlp3z0wctY\n",
       "9icfvo5lH+7OsezUWmXa5fY+yT3fFFwvjNvguEPnfJu8z/aX+W3h+lFun339OLNeSH1PqaraB691\n",
       "8vlKfjdMvTdDn4ffZueigXvin9kAAAAAAAAAtKPMBgAAAAAAAKAdZTYAAAAAAAAA7SizAQAAAAAA\n",
       "AGhHmQ0AAAAAAABAO8psAAAAAAAAANpRZgMAAAAAAADQjjIbAAAAAAAAgHaU2QAAAAAAAAC0o8wG\n",
       "AAAAAAAAoB1lNgAAAAAAAADtKLMBAAAAAAAAaEeZDQAAAAAAAEA7ymwAAAAAAAAA2lFmAwAAAAAA\n",
       "ANCOMhsAAAAAAACAdpTZAAAAAAAAALSjzAYAAAAAAACgHWU2AAAAAAAAAO0oswEAAAAAAABoR5kN\n",
       "AAAAAAAAQDvKbAAAAAAAAADamdIHAPDbMmyGWPZmzGVP29zvknb73Gtkfz1Hcq8eZXKrqk6HbSz7\n",
       "fFxy2edc9jKvseyUYZO7x5Pn+3//51Us+3B7zgTnXl31yUdvYtnHQ+4eT76zl9BUuq655zp5vp98\n",
       "7SqW/f0/+Vos+6/+7tuR3OTb+kf/9DSWfbgJvT+q6uWLQyw79f5KzinbZPZuzGXvc9mpve7uKjfm\n",
       "/VVuf3/9KJj9Tm6fff04M+598Hwn7/HtLjeXjlMue5P6XjoEN5zBaOB++Gc2AAAAAAAAAO0oswEA\n",
       "AAAAAABoR5kNAAAAAAAAQDvKbAAAAAAAAADaUWYDAAAAAAD8X/v2luQ4VkZh9OjmS2Y1858RA2AI\n",
       "XAKCNwLoyrQl8dDvBAFF713ltSbw+0iydOzPBqCOmA0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAA\n",
       "AAB1xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0A\n",
       "AAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACo\n",
       "I2YDAAAAAAAAUEfMBgAAAAAAAKDOmn4BwI9nmtKv4Nc3z7lFr1vud0mXa2729Z55hN0/98jcMcZ4\n",
       "BGc/H0ds9v7MzT72MzY7ZQrezz6/5q7xn//+iM3+Y2j2/sxd31//mTveZ/Btfbkusdnzknlmn0fu\n",
       "gC9rcp+SO9e3t9zH/Nv7lhkcfGOn9qRjjHG55a6zLfg5YBqZvcp6ya15u+TOdfLZlbzGU+/t5D38\n",
       "/iV0Dx9jvP10yc0Orvseem7eXvXZtQX34sHP2anvaV/w62Hg/8g/swEAAAAAAACoI2YDAAAAAAAA\n",
       "UEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAA\n",
       "AAAAANQRswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAAgDpi\n",
       "NgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAA\n",
       "AKCOmA0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB11vQLAPh2ptzk4E+DljU3fLsssdnX+xmZ\n",
       "+3wckbnp2cczc7zHGGPfc+ve98y6zzN3vKcpdy+d59zsz489NvsRmp18byWtW+65uSy5a3w7MveV\n",
       "IzR3jOz9bA8+N//y+7/HZv/ut3+OzA0+Nsdf/pA73ql9yhjZzwGp/ULy+XG55o735Zb8zJf72vL2\n",
       "tkXmvn3JzB1jjPefgrN/k5x9ic2+h8538r21Be9ny/aan3VHak8cXDLw4/HPbAAAAAAAAADqiNkA\n",
       "AAAAAAAA1BGzAQAAAAAAAKgjZgMA3GLqmAAAFxZJREFUAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAA\n",
       "AEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMA\n",
       "AAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADq\n",
       "iNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoM6afgEA38o0RafHJs/BnyUt\n",
       "W2745bpE5u5vuUfnsR+52bnR4zjP2OwzuO6UeX7mZi/Je+nrzZ6CD87k7OS9NHg7G8eRGX6G5o4R\n",
       "Pt57bvhf//SP2Ox//O0zNjvl4+sem538+HO75/bEqf3Cesl8/hhjjMs1+LnrljvXyevs7actNPcS\n",
       "mTvGGO+hNY8xxvtvcutOnesxxri/Z67xa/C9tW25e+m85O6lU/C7u+z3pQDfhn9mAwAAAAAAAFBH\n",
       "zAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAA\n",
       "AADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYA\n",
       "AAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACg\n",
       "jpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqs6RcA8COYXnT4suSGb5fM\n",
       "77GOI/foPI4zNvvMjR5jBIeHRk8v+r7++HmPzZ7n3Lrn0DFPnut1y/2m9vk8YrOPPXc/Sz1Dkms+\n",
       "gw+v5H08+cz++s9nZG70Hh6cvd5z+9LUs2uM3PNruyyRuWOMcbnlZl+D19ntPTf7/cslMvftpy0y\n",
       "95fZmTWPMcZ7ct3vudm30Psr9X3KGGMsa/CZHdyfTdlvDgG+e/6ZDQAAAAAAAEAdMRsAAAAAAACA\n",
       "OmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAA\n",
       "AAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGz\n",
       "AQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAA\n",
       "AHXEbAAAAAAAAADqiNkAAAAAAAAA1FnTLwDghzC95vAp+JOoZc0Mv1wiY8cYY5znGZudvMSn4PAp\n",
       "NHxZcotet9wbe92esdnb19zsx+eSmXvdI3PHGOPzIzf7+This/c9dx8/9sy6j9zhHiP43Eya59wz\n",
       "ZA49v+Yl9+yKHu/gXjx5zFN7lcs187weY4zrPff13e0tN/v+JTf77Uvmg9/bly0yd4wx7snZ77lz\n",
       "nXx/baH7SvIzX/K5mf1yITca4Efgn9kAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAA\n",
       "AAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGz\n",
       "AQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAA\n",
       "AHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAA\n",
       "AAAAAEAdMRsAAAAAAACAOmv6BQDwv5mm6PTY5HnJzF233O/AzuBjewqe62kOXmdz5nwva+46Wy+h\n",
       "N9cY43J7xGZ//Jx7f31+7C81d4wxHsnZn7nZ+/OMzT72IzM3M3aMMcZ55o73CI4OPrLHFNqYzkty\n",
       "r5DcD+dmJ/fEW2ivcr3n9ki3e26fcnvfYrPv0dmZY55c8+0td51dg9f4dgl+9grdS5OfsZNfYmW/\n",
       "PwPgf+Gf2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0x\n",
       "GwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAA\n",
       "AFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAA\n",
       "AAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQJ01/QIA+H5NU3R6\n",
       "ZOq8RMaOMcbYptxv0JLnOrjsMS+ZhS9r7oBvl9wBv9xyb7DPr3ts9sfXZ2Rucs2Pj+DsxxGbvSdn\n",
       "72dk7nlk5o4xxhGcnVz3mRud2p6NKbhRST6z1zX3zN6uuWd2ar9wveW+Qrvdg7Pfg7PfXm928jpL\n",
       "7sW3S2528j4+zZnZyedm9nskAL5X/pkNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAA\n",
       "AAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0x\n",
       "GwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAA\n",
       "AFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAA\n",
       "AAAAAADUEbMBAAAAAAAAqLOmXwAA/DemKTR4Tg2Ojh5r8PdvU/KYL5nZy5I73utlic2+XHOzP7/u\n",
       "udkfmS354yO35sfnkZv9yK17f+TWvT/PzNw9t+bjyKx5jDHO3LJf0hzcKyxrbva65fYLW3C/sN0y\n",
       "s6+hub/Mzn19d70nZ7/evjT53kreU+Y1ODv4OTv1xUbs+xQA+C/5ZzYAAAAAAAAAdcRsAAAAAAAA\n",
       "AOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAA\n",
       "AAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBH\n",
       "zAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAA\n",
       "AADUEbMBAAAAAAAAqCNmAwAAAAAAAFBnTb8AAPieTFN0emzyvMRGR4/5HFr4suR+b7huudnbJTf7\n",
       "ejtisx+PPTL3+Zlcc252ct3PZ272Hpp97Gdkbnr2eeZmB7cLYwo9tOc5t+hlzc1e19xzc4nuFzL7\n",
       "s8s1tyHegrOj6w7uDVN74iX4vk7eS6fk7Njk9HAA+H74ZzYAAAAAAAAAdcRsAAAAAAAAAOqI2QAA\n",
       "AAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6\n",
       "YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAA\n",
       "AACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMB\n",
       "AAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgzpp+AQDAf2aaotNzk5fY6DGFDvo0n5G5Y4wxL7lz\n",
       "vW6531nu1yM3+5m5yJ/P3HW2P3LH+/lMnuvc7GPPnO/jyF1nqTWPMcaZGx01hW7j85x7diWfm8ua\n",
       "e24uL7hfWLfcpnS95M71+qLXWeq9PQXvZ6nPPr/Mjo0GAL4D/pkNAAAAAAAAQB0xGwAAAAAAAIA6\n",
       "YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAA\n",
       "AACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMB\n",
       "AAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAA\n",
       "dcRsAAAAAAAAAOqI2QAAAAAAAADUWdMvAADoN03R6bnRoZ/9LWdm7hhjzMGTfQYXvqy5dR9H5kLb\n",
       "9tzxPoKz9+S6j9zsMzT7Fdc8xhhn8D7+iqY5dw+fg7OXJbju4OxlyTw35+BeIXqug9f4FNyXTrG/\n",
       "/ySPd2w0AMC/5Z/ZAAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAA\n",
       "AABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA6ojZAAAAAAAAANQRswEAAAAAAACoI2YD\n",
       "AAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAAAAAAgDpiNgAAAAAAAAB1xGwAAAAAAAAA\n",
       "6ojZAAAAAAAAANQRswEAAAAAAACoI2YDAAAAAAAAUEfMBgAAAAAAAKCOmA0AAAAAAABAHTEbAAAA\n",
       "AAAAgDpr+gUAALSaplcbPMY4c6ODqx7TnJs+p475mjvZxxEbPc4zt+7zCM4OjY4e7+D9LHkvPYPD\n",
       "p9SdPPgAST6y5+CzK/rcDB30Kfh3kOTxTl7jyTd3bHL0eAMAdPLPbAAAAAAAAADqiNkAAAAAAAAA\n",
       "1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAA\n",
       "AAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6Y\n",
       "DQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAA\n",
       "AKgjZgMAAAAAAABQR8wGAAAAAAAAoM6afgEAAPSYpuj0F5w8xhk95hlz8Ce1Z/Jsn8HRZ3B4yAsu\n",
       "mYDoczM4/BW3Cy+7R3rBfQoAAF38MxsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAA\n",
       "AAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2\n",
       "AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAA\n",
       "oI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAA\n",
       "AAAAAKgjZgMAAAAAAABQZ02/AAAAiJtecfRLLnqMMzg7eshTw4MHPHmu+XUl7ynZ4S8pdsSdagAA\n",
       "iPDPbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAA\n",
       "AAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAAAADqiNkAAAAAAAAA1BGzAQAAAAAAAKgj\n",
       "ZgMAAAAAAABQR8wGAAAAAAAAoI6YDQAAAAAAAEAdMRsAAAAAAACAOmI2AAAAAAAAAHXEbAAAAAAA\n",
       "AADqiNkAAAAAAAAA1BGzAQAAAAAAAKgjZgMAAAAAAABQR8wGAAAAAAAAoM6afgEAAAC/lmlKv4JX\n",
       "Ezzgr3quz+DsVz3mAAAA/N/4ZzYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAA\n",
       "qCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAA\n",
       "AAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0x\n",
       "GwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAA\n",
       "AFBHzAYAAAAAAACgzpp+AQAAAMA3MqVfAAAAAHw7/pkNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAA\n",
       "AAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgN\n",
       "AAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAA\n",
       "qCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAA\n",
       "AAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0x\n",
       "GwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAA\n",
       "AFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAA\n",
       "AAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6\n",
       "YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAA\n",
       "AACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMB\n",
       "AAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAA\n",
       "dcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAA\n",
       "AAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNm\n",
       "AwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAA\n",
       "AOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAA\n",
       "AAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBH\n",
       "zAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAA\n",
       "AADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYA\n",
       "AAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACg\n",
       "jpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAA\n",
       "AAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRs\n",
       "AAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAAAAAAAFBHzAYAAAAAAACgjpgNAAAAAAAA\n",
       "QB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI2QAAAAAAAADUEbMBAAAAAAAAqCNmAwAA\n",
       "AAAAAFBHzAYAAAAAAACgjpgNAAAAAAAAQB0xGwAAAAAAAIA6YjYAAAAAAAAAdcRsAAAAAAAAAOqI\n",
       "2QAAAAAAAADU+RehJHzYNSS7LwAAAABJRU5ErkJggg==\n",
       "\" transform=\"translate(142, 47)\"/>\n",
       "</g>\n",
       "<defs>\n",
       "  <clipPath id=\"clip873\">\n",
       "    <rect x=\"2160\" y=\"47\" width=\"73\" height=\"1440\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<g clip-path=\"url(#clip873)\">\n",
       "<image width=\"72\" height=\"1439\" xlink:href=\"data:image/png;base64,\n",
       "iVBORw0KGgoAAAANSUhEUgAAAEgAAAWfCAYAAAAI7rB3AAAL1klEQVR4nO3dwY1iQRAFwW5U3mM0\n",
       "WEDl8XOIsGCVetoRRWvmnvP+HH56Pf0P+HcCBYGCQEGgIFAQKAgUBAoCBYHC3Pv0P+G/WVAQKAgU\n",
       "BApz/S+9sqAgUBAoCBQECnP8EFtZUBAoCBQECgIFB7NgQUGgIFAQKDiYBQsKAgWBgkBBoCBQECgI\n",
       "FAQKAgX3oGBBQaAgUBAoCBQczIIFBYGCQEGgIFDwwixYUBAoCBQECg5mwYKCQEGgIFAQKDiYBQsK\n",
       "AgWBgkBBoOBgFiwoCBQECgKF8X/0zoKCQEGgIFAQKDiYBQsKAgWBgkDBPShYUBAoCBQECgIFHzWC\n",
       "BQWBgkBBoCBQ8E46WFAQKAgUBAoOZsGCgkBBoCBQECjM9WNsZUFBoCBQECgIFBzMggUFgYJAQaDg\n",
       "YBYsKAgUBAoCBYGCF2bBgoJAQaAgUHAPChYUBAoCBYGCQMHBLFhQECgIFAQKAgUHs2BBQaAgUBAo\n",
       "+EWTwYKCQEGgIFAQKDiYBQsKAgWBgkBBoOBgFiwoCBQECgIFL8yCBQWBgkBBoCBQ8FEjWFAQKAgU\n",
       "BAq+1QgWFAQKAgWBgkDBC7NgQUGgIFAQKAgUHMyCBQWBgkBBoOBgFiwoCBQECgIFgYIXZsGCgkBB\n",
       "oCBQcA8KFhQECgIFgYJAwcEsWFAQKAgUBAoCBQezYEFBoCBQECj4e/PBgoJAQaAgUBAoOJgFCwoC\n",
       "BYGCQEGg4GAWLCgIFAQKAgUvzIIFBYGCQEGgIFBwMAsWFAQKAgWBgo8awYKCQEGgIFAQKPhFk8GC\n",
       "gkBBoCBQECg4mAULCgIFgYJAwcEsWFAQKAgUBAoCBc+AgwUFgYJAQaAgUHAwCxYUBAoCBYGCg1mw\n",
       "oCBQECgIFAQKDmbBgoJAQaAgUBAoCBQECgIFgYJAwcEsWFAQKAgUBAoCBQezYEFBoCBQECh4QBUs\n",
       "KAgUBAoCBYGCg1mwoCBQECgIFAQKDmbBgoJAQaAgUPCnjIMFBYGCQEGgIFDwtU+woCBQECgIFNyD\n",
       "ggUFgYJAQaAgUPDdfLCgIFAQKAgUBAoOZsGCgkBBoCBQcDALFhQECgIFgYJAwcEsWFAQKAgUBAoC\n",
       "BYGCQEGgIFAQKDiYBQsKAgWBgkBBoOBgFiwoCBQECgIFD6iCBQWBgkBBoCBQcDALFhQECgIFgYJA\n",
       "wcEsWFAQKAgUBAoCBYGCQEGgIFAQKPioESwoCBQECgIF32oECwoCBYGCQEGg4IVZsKAgUBAoCBQE\n",
       "Cg5mwYKCQEGgIFBwMAsWFAQKAgWBgkDBwSxYUBAoCBQECgKFuX6MrSwoCBQECgIFB7NgQUGgIFAQ\n",
       "KAgUHMyCBQWBgkBBoOABVbCgIFAQKAgUBAoOZsGCgkBBoCBQECg4mAULCgIFgYJAwcEsWFAQKAgU\n",
       "BAoChfEzbGdBQaAgUBAoCBR8FgsWFAQKAgWBgm81ggUFgYJAQaAgUPDCLFhQECgIFAQK7kHBgoJA\n",
       "QaAgUBAoOJgFCwoCBYGCQEGg4IVZsKAgUBAoCBQczIIFBYGCQEGgIFBwMAsWFAQKAgWBgkDBC7Ng\n",
       "QUGgIFAQKDiYBQsKAgWBgkBBoOBgFiwoCBQECgIF96BgQUGgIFAQKAgU/L35YEFBoCBQECgIFBzM\n",
       "ggUFgYJAQaDgu/lgQUGgIFAQKAgUfO0TLCgIFAQKAgX3oGBBQaAgUBAoCBQczIIFBYGCQEGgIFDw\n",
       "iyaDBQWBgkBBoOBgFiwoCBQECgIFgYKDWbCgIFAQKAgUBApemAULCgIFgYJAwcEsWFAQKAgUBAoC\n",
       "BQezYEFBoCBQECi4BwULCgIFgYJAQaAgUBAoCBQECgIFgYKDWbCgIFAQKAgUHMyCBQWBgkBBoCBQ\n",
       "8FEjWFAQKAgUBAoCBe+kgwUFgYJAQaDgYBYsKAgUBAoCBYGCP2UcLCgIFAQKAgX3oGBBQaAgUBAo\n",
       "CBQczIIFBYGCQEGgIFDwwixYUBAoCBQECg5mwYKCQEGgIFAQKDiYBQsKAgWBgkBBoOBgFiwoCBQE\n",
       "CgIFgYJAQaAgUBAoCBQczIIFBYGCQEGg4B4ULCgIFAQKAgWBghdmwYKCQEGgIFAQKPgsFiwoCBQE\n",
       "CgIF32oECwoCBYGCQEGgIFAQKAgUBAoCBfegYEFBoCBQECgIFBzMggUFgYJAQaAgUPDCLFhQECgI\n",
       "FAQKDmbBgoJAQaAgUBAoOJgFCwoCBYGCQEGg4GAWLCgIFAQKAgV/bz5YUBAoCBQECgIFB7NgQUGg\n",
       "IFAQKLgHBQsKAgWBgkBBoOCFWbCgIFAQKAgUBAoOZsGCgkBBoCBQ8FEjWFAQKAgUBAoCBYGCQEGg\n",
       "IFAQKAgUHMyCBQWBgkBBoOBgFiwoCBQECgIFgYJ30sGCgkBBoCBQcA8KFhQECgIFgYJAwcEsWFAQ\n",
       "KAgUBAoCBQezYEFBoCBQECiM/6N3FhQECgIFgYJAwcEsWFAQKAgUBAoCBQezYEFBoCBQECh4YRYs\n",
       "KAgUBAoCBYGCg1mwoCBQECgIFNyDggUFgYJAQaAgUPCnjIMFBYGCQEGgIFDwtU+woCBQECgIFBzM\n",
       "ggUFgYJAQaAgUPDdfLCgIFAQKAgU3IOCBQWBgkBBoCBQcDALFhQECgIFgYJAwcEsWFAQKAgUBAp+\n",
       "0WSwoCBQECgIFAQKDmbBgoJAQaAgUBAoOJgFCwoCBYGCQMELs2BBQaAgUBAoCBQczIIFBYGCQEGg\n",
       "4B4ULCgIFAQKAgWBgoNZsKAgUBAoCBQECn5dcrCgIFAQKAgUfKsRLCgIFAQKAgWBgoNZsKAgUBAo\n",
       "CBQECh4vBAsKAgWBgkDBwSxYUBAoCBQECgIFB7NgQUGgIFAQKHhAFSwoCBQECgIFgYKDWbCgIFAQ\n",
       "KAgUBAoOZsGCgkBBoCBQ8IAqWFAQKAgUBAoCBQezYEFBoCBQECgIFBzMggUFgYJAQaDgYBYsKAgU\n",
       "BAoCBYGCQEGgIFAQKAgUfNQIFhQECgIFgYJAwbcawYKCQEGgIFAQKHhhFiwoCBQECgIFB7NgQUGg\n",
       "IFAQKAgUHMyCBQWBgkBBoCBQECgIFAQKAgWBgoNZsKAgUBAoCBQECg5mwYKCQEGgIFDwgCpYUBAo\n",
       "CBQECgIFB7NgQUGgIFAQKAgUHMyCBQWBgkBBoOBgFiwoCBQECgIFgcJcP8ZWFhQECgIFgYJ7ULCg\n",
       "IFAQKAgUBAq+mw8WFAQKAgWBgkDB1z7BgoJAQaAgUHAwCxYUBAoCBYGCQMHBLFhQECgIFAQKAgWB\n",
       "gkBBoCBQECg4mAULCgIFgYJAQaDgYBYsKAgUBAoCBQ+oggUFgYJAQaAgUHAwCxYUBAoCBYGCQMHB\n",
       "LFhQECgIFAQKDmbBgoJAQaAgUBAojB9iOwsKAgWBgkBBoOBgFiwoCBQECgIFB7NgQUGgIFAQKAgU\n",
       "fNQIFhQECgIFgYJnwMGCgkBBoCBQECg4mAULCgIFgYJAQaDgTxkHCwoCBYGCQMHBLFhQECgIFAQK\n",
       "AgUHs2BBQaAgUBAoCBS8MAsWFAQKAgWBgoNZsKAgUBAoCBQECg5mwYKCQEGgIFBwDwoWFAQKAgWB\n",
       "gkDBL5oMFhQECgIFgYJAwcEsWFAQKAgUBAoOZsGCgkBBoCBQECh4YRYsKAgUBAoCBR81ggUFgYJA\n",
       "QaAgUPCtRrCgIFAQKAgUBApemAULCgIFgYJAwcEsWFAQKAgUBAoCBQezYEFBoCBQECgIFLwwCxYU\n",
       "BAoCBYGCg1mwoCBQECgIFAQKDmbBgoJAQaAgUHAPChYUBAoCBYGCQMHfmw8WFAQKAgWBgkDBwSxY\n",
       "UBAoCBQECg5mwYKCQEGgIFAQKHhhFiwoCBQECgIFgYKDWbCgIFAQKAgUfNQIFhQECgIFgYJAwS+a\n",
       "DBYUBAoCBYGCe1CwoCBQECgIFAQKDmbBgoJAQaAgUBAoeCcdLCgIFAQKAgUHs2BBQaAgUBAoCBQc\n",
       "zIIFBYGCQEGgIFBwMAsWFAQKAgWBgkBBoCBQECgIFAQKDmbBgoJAQaAgUHAPChYUBAoCBYGCQMEL\n",
       "s2BBQaAgUBAoCBQczIIFBYGCQEGg4GAWLCgIFAQKAgWBgo8awYKCQEGgIFD4AhihEIwyqWJ2AAAA\n",
       "AElFTkSuQmCC\n",
       "\" transform=\"translate(2161, 47)\"/>\n",
       "</g>\n",
       "<path clip-path=\"url(#clip870)\" d=\"M2280.7 1298.13 Q2277.09 1298.13 2275.26 1301.7 Q2273.45 1305.24 2273.45 1312.37 Q2273.45 1319.47 2275.26 1323.04 Q2277.09 1326.58 2280.7 1326.58 Q2284.33 1326.58 2286.14 1323.04 Q2287.97 1319.47 2287.97 1312.37 Q2287.97 1305.24 2286.14 1301.7 Q2284.33 1298.13 2280.7 1298.13 M2280.7 1294.43 Q2286.51 1294.43 2289.57 1299.03 Q2292.64 1303.62 2292.64 1312.37 Q2292.64 1321.09 2289.57 1325.7 Q2286.51 1330.28 2280.7 1330.28 Q2274.89 1330.28 2271.81 1325.7 Q2268.76 1321.09 2268.76 1312.37 Q2268.76 1303.62 2271.81 1299.03 Q2274.89 1294.43 2280.7 1294.43 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2300.86 1323.73 L2305.75 1323.73 L2305.75 1329.61 L2300.86 1329.61 L2300.86 1323.73 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2325.93 1298.13 Q2322.32 1298.13 2320.49 1301.7 Q2318.69 1305.24 2318.69 1312.37 Q2318.69 1319.47 2320.49 1323.04 Q2322.32 1326.58 2325.93 1326.58 Q2329.57 1326.58 2331.37 1323.04 Q2333.2 1319.47 2333.2 1312.37 Q2333.2 1305.24 2331.37 1301.7 Q2329.57 1298.13 2325.93 1298.13 M2325.93 1294.43 Q2331.74 1294.43 2334.8 1299.03 Q2337.88 1303.62 2337.88 1312.37 Q2337.88 1321.09 2334.8 1325.7 Q2331.74 1330.28 2325.93 1330.28 Q2320.12 1330.28 2317.04 1325.7 Q2313.99 1321.09 2313.99 1312.37 Q2313.99 1303.62 2317.04 1299.03 Q2320.12 1294.43 2325.93 1294.43 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2356.09 1298.13 Q2352.48 1298.13 2350.65 1301.7 Q2348.85 1305.24 2348.85 1312.37 Q2348.85 1319.47 2350.65 1323.04 Q2352.48 1326.58 2356.09 1326.58 Q2359.73 1326.58 2361.53 1323.04 Q2363.36 1319.47 2363.36 1312.37 Q2363.36 1305.24 2361.53 1301.7 Q2359.73 1298.13 2356.09 1298.13 M2356.09 1294.43 Q2361.9 1294.43 2364.96 1299.03 Q2368.04 1303.62 2368.04 1312.37 Q2368.04 1321.09 2364.96 1325.7 Q2361.9 1330.28 2356.09 1330.28 Q2350.28 1330.28 2347.2 1325.7 Q2344.15 1321.09 2344.15 1312.37 Q2344.15 1303.62 2347.2 1299.03 Q2350.28 1294.43 2356.09 1294.43 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2380.28 1325.68 L2396.6 1325.68 L2396.6 1329.61 L2374.66 1329.61 L2374.66 1325.68 Q2377.32 1322.92 2381.9 1318.29 Q2386.51 1313.64 2387.69 1312.3 Q2389.94 1309.77 2390.82 1308.04 Q2391.72 1306.28 2391.72 1304.59 Q2391.72 1301.83 2389.77 1300.1 Q2387.85 1298.36 2384.75 1298.36 Q2382.55 1298.36 2380.1 1299.13 Q2377.67 1299.89 2374.89 1301.44 L2374.89 1296.72 Q2377.71 1295.58 2380.17 1295.01 Q2382.62 1294.43 2384.66 1294.43 Q2390.03 1294.43 2393.22 1297.11 Q2396.42 1299.8 2396.42 1304.29 Q2396.42 1306.42 2395.61 1308.34 Q2394.82 1310.24 2392.71 1312.83 Q2392.13 1313.5 2389.03 1316.72 Q2385.93 1319.91 2380.28 1325.68 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2406.46 1295.05 L2424.82 1295.05 L2424.82 1298.99 L2410.75 1298.99 L2410.75 1307.46 Q2411.76 1307.11 2412.78 1306.95 Q2413.8 1306.77 2414.82 1306.77 Q2420.61 1306.77 2423.99 1309.94 Q2427.37 1313.11 2427.37 1318.52 Q2427.37 1324.1 2423.89 1327.2 Q2420.42 1330.28 2414.1 1330.28 Q2411.93 1330.28 2409.66 1329.91 Q2407.41 1329.54 2405.01 1328.8 L2405.01 1324.1 Q2407.09 1325.24 2409.31 1325.79 Q2411.53 1326.35 2414.01 1326.35 Q2418.01 1326.35 2420.35 1324.24 Q2422.69 1322.14 2422.69 1318.52 Q2422.69 1314.91 2420.35 1312.81 Q2418.01 1310.7 2414.01 1310.7 Q2412.13 1310.7 2410.26 1311.12 Q2408.41 1311.53 2406.46 1312.41 L2406.46 1295.05 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2280.7 1127.64 Q2277.09 1127.64 2275.26 1131.21 Q2273.45 1134.75 2273.45 1141.88 Q2273.45 1148.99 2275.26 1152.55 Q2277.09 1156.09 2280.7 1156.09 Q2284.33 1156.09 2286.14 1152.55 Q2287.97 1148.99 2287.97 1141.88 Q2287.97 1134.75 2286.14 1131.21 Q2284.33 1127.64 2280.7 1127.64 M2280.7 1123.94 Q2286.51 1123.94 2289.57 1128.55 Q2292.64 1133.13 2292.64 1141.88 Q2292.64 1150.61 2289.57 1155.21 Q2286.51 1159.8 2280.7 1159.8 Q2274.89 1159.8 2271.81 1155.21 Q2268.76 1150.61 2268.76 1141.88 Q2268.76 1133.13 2271.81 1128.55 Q2274.89 1123.94 2280.7 1123.94 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2300.86 1153.25 L2305.75 1153.25 L2305.75 1159.13 L2300.86 1159.13 L2300.86 1153.25 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2325.93 1127.64 Q2322.32 1127.64 2320.49 1131.21 Q2318.69 1134.75 2318.69 1141.88 Q2318.69 1148.99 2320.49 1152.55 Q2322.32 1156.09 2325.93 1156.09 Q2329.57 1156.09 2331.37 1152.55 Q2333.2 1148.99 2333.2 1141.88 Q2333.2 1134.75 2331.37 1131.21 Q2329.57 1127.64 2325.93 1127.64 M2325.93 1123.94 Q2331.74 1123.94 2334.8 1128.55 Q2337.88 1133.13 2337.88 1141.88 Q2337.88 1150.61 2334.8 1155.21 Q2331.74 1159.8 2325.93 1159.8 Q2320.12 1159.8 2317.04 1155.21 Q2313.99 1150.61 2313.99 1141.88 Q2313.99 1133.13 2317.04 1128.55 Q2320.12 1123.94 2325.93 1123.94 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2356.09 1127.64 Q2352.48 1127.64 2350.65 1131.21 Q2348.85 1134.75 2348.85 1141.88 Q2348.85 1148.99 2350.65 1152.55 Q2352.48 1156.09 2356.09 1156.09 Q2359.73 1156.09 2361.53 1152.55 Q2363.36 1148.99 2363.36 1141.88 Q2363.36 1134.75 2361.53 1131.21 Q2359.73 1127.64 2356.09 1127.64 M2356.09 1123.94 Q2361.9 1123.94 2364.96 1128.55 Q2368.04 1133.13 2368.04 1141.88 Q2368.04 1150.61 2364.96 1155.21 Q2361.9 1159.8 2356.09 1159.8 Q2350.28 1159.8 2347.2 1155.21 Q2344.15 1150.61 2344.15 1141.88 Q2344.15 1133.13 2347.2 1128.55 Q2350.28 1123.94 2356.09 1123.94 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2376.3 1124.57 L2394.66 1124.57 L2394.66 1128.5 L2380.58 1128.5 L2380.58 1136.97 Q2381.6 1136.63 2382.62 1136.46 Q2383.64 1136.28 2384.66 1136.28 Q2390.45 1136.28 2393.82 1139.45 Q2397.2 1142.62 2397.2 1148.04 Q2397.2 1153.62 2393.73 1156.72 Q2390.26 1159.8 2383.94 1159.8 Q2381.76 1159.8 2379.5 1159.43 Q2377.25 1159.06 2374.84 1158.32 L2374.84 1153.62 Q2376.93 1154.75 2379.15 1155.31 Q2381.37 1155.86 2383.85 1155.86 Q2387.85 1155.86 2390.19 1153.76 Q2392.53 1151.65 2392.53 1148.04 Q2392.53 1144.43 2390.19 1142.32 Q2387.85 1140.21 2383.85 1140.21 Q2381.97 1140.21 2380.1 1140.63 Q2378.25 1141.05 2376.3 1141.93 L2376.3 1124.57 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2416.42 1127.64 Q2412.81 1127.64 2410.98 1131.21 Q2409.17 1134.75 2409.17 1141.88 Q2409.17 1148.99 2410.98 1152.55 Q2412.81 1156.09 2416.42 1156.09 Q2420.05 1156.09 2421.86 1152.55 Q2423.69 1148.99 2423.69 1141.88 Q2423.69 1134.75 2421.86 1131.21 Q2420.05 1127.64 2416.42 1127.64 M2416.42 1123.94 Q2422.23 1123.94 2425.28 1128.55 Q2428.36 1133.13 2428.36 1141.88 Q2428.36 1150.61 2425.28 1155.21 Q2422.23 1159.8 2416.42 1159.8 Q2410.61 1159.8 2407.53 1155.21 Q2404.47 1150.61 2404.47 1141.88 Q2404.47 1133.13 2407.53 1128.55 Q2410.61 1123.94 2416.42 1123.94 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2280.7 957.157 Q2277.09 957.157 2275.26 960.722 Q2273.45 964.264 2273.45 971.393 Q2273.45 978.5 2275.26 982.064 Q2277.09 985.606 2280.7 985.606 Q2284.33 985.606 2286.14 982.064 Q2287.97 978.5 2287.97 971.393 Q2287.97 964.264 2286.14 960.722 Q2284.33 957.157 2280.7 957.157 M2280.7 953.454 Q2286.51 953.454 2289.57 958.06 Q2292.64 962.643 2292.64 971.393 Q2292.64 980.12 2289.57 984.727 Q2286.51 989.31 2280.7 989.31 Q2274.89 989.31 2271.81 984.727 Q2268.76 980.12 2268.76 971.393 Q2268.76 962.643 2271.81 958.06 Q2274.89 953.454 2280.7 953.454 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2300.86 982.759 L2305.75 982.759 L2305.75 988.639 L2300.86 988.639 L2300.86 982.759 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2325.93 957.157 Q2322.32 957.157 2320.49 960.722 Q2318.69 964.264 2318.69 971.393 Q2318.69 978.5 2320.49 982.064 Q2322.32 985.606 2325.93 985.606 Q2329.57 985.606 2331.37 982.064 Q2333.2 978.5 2333.2 971.393 Q2333.2 964.264 2331.37 960.722 Q2329.57 957.157 2325.93 957.157 M2325.93 953.454 Q2331.74 953.454 2334.8 958.06 Q2337.88 962.643 2337.88 971.393 Q2337.88 980.12 2334.8 984.727 Q2331.74 989.31 2325.93 989.31 Q2320.12 989.31 2317.04 984.727 Q2313.99 980.12 2313.99 971.393 Q2313.99 962.643 2317.04 958.06 Q2320.12 953.454 2325.93 953.454 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2356.09 957.157 Q2352.48 957.157 2350.65 960.722 Q2348.85 964.264 2348.85 971.393 Q2348.85 978.5 2350.65 982.064 Q2352.48 985.606 2356.09 985.606 Q2359.73 985.606 2361.53 982.064 Q2363.36 978.5 2363.36 971.393 Q2363.36 964.264 2361.53 960.722 Q2359.73 957.157 2356.09 957.157 M2356.09 953.454 Q2361.9 953.454 2364.96 958.06 Q2368.04 962.643 2368.04 971.393 Q2368.04 980.12 2364.96 984.727 Q2361.9 989.31 2356.09 989.31 Q2350.28 989.31 2347.2 984.727 Q2344.15 980.12 2344.15 971.393 Q2344.15 962.643 2347.2 958.06 Q2350.28 953.454 2356.09 953.454 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2375.07 954.079 L2397.3 954.079 L2397.3 956.069 L2384.75 988.639 L2379.87 988.639 L2391.67 958.014 L2375.07 958.014 L2375.07 954.079 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2406.46 954.079 L2424.82 954.079 L2424.82 958.014 L2410.75 958.014 L2410.75 966.486 Q2411.76 966.139 2412.78 965.977 Q2413.8 965.791 2414.82 965.791 Q2420.61 965.791 2423.99 968.963 Q2427.37 972.134 2427.37 977.551 Q2427.37 983.129 2423.89 986.231 Q2420.42 989.31 2414.1 989.31 Q2411.93 989.31 2409.66 988.939 Q2407.41 988.569 2405.01 987.828 L2405.01 983.129 Q2407.09 984.264 2409.31 984.819 Q2411.53 985.375 2414.01 985.375 Q2418.01 985.375 2420.35 983.268 Q2422.69 981.162 2422.69 977.551 Q2422.69 973.94 2420.35 971.833 Q2418.01 969.727 2414.01 969.727 Q2412.13 969.727 2410.26 970.143 Q2408.41 970.56 2406.46 971.44 L2406.46 954.079 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2280.7 786.67 Q2277.09 786.67 2275.26 790.235 Q2273.45 793.777 2273.45 800.906 Q2273.45 808.013 2275.26 811.578 Q2277.09 815.119 2280.7 815.119 Q2284.33 815.119 2286.14 811.578 Q2287.97 808.013 2287.97 800.906 Q2287.97 793.777 2286.14 790.235 Q2284.33 786.67 2280.7 786.67 M2280.7 782.967 Q2286.51 782.967 2289.57 787.573 Q2292.64 792.156 2292.64 800.906 Q2292.64 809.633 2289.57 814.24 Q2286.51 818.823 2280.7 818.823 Q2274.89 818.823 2271.81 814.24 Q2268.76 809.633 2268.76 800.906 Q2268.76 792.156 2271.81 787.573 Q2274.89 782.967 2280.7 782.967 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2300.86 812.272 L2305.75 812.272 L2305.75 818.152 L2300.86 818.152 L2300.86 812.272 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2325.93 786.67 Q2322.32 786.67 2320.49 790.235 Q2318.69 793.777 2318.69 800.906 Q2318.69 808.013 2320.49 811.578 Q2322.32 815.119 2325.93 815.119 Q2329.57 815.119 2331.37 811.578 Q2333.2 808.013 2333.2 800.906 Q2333.2 793.777 2331.37 790.235 Q2329.57 786.67 2325.93 786.67 M2325.93 782.967 Q2331.74 782.967 2334.8 787.573 Q2337.88 792.156 2337.88 800.906 Q2337.88 809.633 2334.8 814.24 Q2331.74 818.823 2325.93 818.823 Q2320.12 818.823 2317.04 814.24 Q2313.99 809.633 2313.99 800.906 Q2313.99 792.156 2317.04 787.573 Q2320.12 782.967 2325.93 782.967 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2346.9 814.217 L2354.54 814.217 L2354.54 787.851 L2346.23 789.518 L2346.23 785.258 L2354.5 783.592 L2359.17 783.592 L2359.17 814.217 L2366.81 814.217 L2366.81 818.152 L2346.9 818.152 L2346.9 814.217 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2386.26 786.67 Q2382.64 786.67 2380.82 790.235 Q2379.01 793.777 2379.01 800.906 Q2379.01 808.013 2380.82 811.578 Q2382.64 815.119 2386.26 815.119 Q2389.89 815.119 2391.7 811.578 Q2393.52 808.013 2393.52 800.906 Q2393.52 793.777 2391.7 790.235 Q2389.89 786.67 2386.26 786.67 M2386.26 782.967 Q2392.07 782.967 2395.12 787.573 Q2398.2 792.156 2398.2 800.906 Q2398.2 809.633 2395.12 814.24 Q2392.07 818.823 2386.26 818.823 Q2380.45 818.823 2377.37 814.24 Q2374.31 809.633 2374.31 800.906 Q2374.31 792.156 2377.37 787.573 Q2380.45 782.967 2386.26 782.967 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2416.42 786.67 Q2412.81 786.67 2410.98 790.235 Q2409.17 793.777 2409.17 800.906 Q2409.17 808.013 2410.98 811.578 Q2412.81 815.119 2416.42 815.119 Q2420.05 815.119 2421.86 811.578 Q2423.69 808.013 2423.69 800.906 Q2423.69 793.777 2421.86 790.235 Q2420.05 786.67 2416.42 786.67 M2416.42 782.967 Q2422.23 782.967 2425.28 787.573 Q2428.36 792.156 2428.36 800.906 Q2428.36 809.633 2425.28 814.24 Q2422.23 818.823 2416.42 818.823 Q2410.61 818.823 2407.53 814.24 Q2404.47 809.633 2404.47 800.906 Q2404.47 792.156 2407.53 787.573 Q2410.61 782.967 2416.42 782.967 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2280.7 616.184 Q2277.09 616.184 2275.26 619.748 Q2273.45 623.29 2273.45 630.42 Q2273.45 637.526 2275.26 641.091 Q2277.09 644.632 2280.7 644.632 Q2284.33 644.632 2286.14 641.091 Q2287.97 637.526 2287.97 630.42 Q2287.97 623.29 2286.14 619.748 Q2284.33 616.184 2280.7 616.184 M2280.7 612.48 Q2286.51 612.48 2289.57 617.086 Q2292.64 621.67 2292.64 630.42 Q2292.64 639.146 2289.57 643.753 Q2286.51 648.336 2280.7 648.336 Q2274.89 648.336 2271.81 643.753 Q2268.76 639.146 2268.76 630.42 Q2268.76 621.67 2271.81 617.086 Q2274.89 612.48 2280.7 612.48 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2300.86 641.785 L2305.75 641.785 L2305.75 647.665 L2300.86 647.665 L2300.86 641.785 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2325.93 616.184 Q2322.32 616.184 2320.49 619.748 Q2318.69 623.29 2318.69 630.42 Q2318.69 637.526 2320.49 641.091 Q2322.32 644.632 2325.93 644.632 Q2329.57 644.632 2331.37 641.091 Q2333.2 637.526 2333.2 630.42 Q2333.2 623.29 2331.37 619.748 Q2329.57 616.184 2325.93 616.184 M2325.93 612.48 Q2331.74 612.48 2334.8 617.086 Q2337.88 621.67 2337.88 630.42 Q2337.88 639.146 2334.8 643.753 Q2331.74 648.336 2325.93 648.336 Q2320.12 648.336 2317.04 643.753 Q2313.99 639.146 2313.99 630.42 Q2313.99 621.67 2317.04 617.086 Q2320.12 612.48 2325.93 612.48 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2346.9 643.73 L2354.54 643.73 L2354.54 617.364 L2346.23 619.031 L2346.23 614.771 L2354.5 613.105 L2359.17 613.105 L2359.17 643.73 L2366.81 643.73 L2366.81 647.665 L2346.9 647.665 L2346.9 643.73 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2380.28 643.73 L2396.6 643.73 L2396.6 647.665 L2374.66 647.665 L2374.66 643.73 Q2377.32 640.975 2381.9 636.345 Q2386.51 631.693 2387.69 630.35 Q2389.94 627.827 2390.82 626.091 Q2391.72 624.332 2391.72 622.642 Q2391.72 619.887 2389.77 618.151 Q2387.85 616.415 2384.75 616.415 Q2382.55 616.415 2380.1 617.179 Q2377.67 617.943 2374.89 619.494 L2374.89 614.771 Q2377.71 613.637 2380.17 613.059 Q2382.62 612.48 2384.66 612.48 Q2390.03 612.48 2393.22 615.165 Q2396.42 617.85 2396.42 622.341 Q2396.42 624.471 2395.61 626.392 Q2394.82 628.29 2392.71 630.883 Q2392.13 631.554 2389.03 634.771 Q2385.93 637.966 2380.28 643.73 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2406.46 613.105 L2424.82 613.105 L2424.82 617.04 L2410.75 617.04 L2410.75 625.512 Q2411.76 625.165 2412.78 625.003 Q2413.8 624.818 2414.82 624.818 Q2420.61 624.818 2423.99 627.989 Q2427.37 631.16 2427.37 636.577 Q2427.37 642.156 2423.89 645.257 Q2420.42 648.336 2414.1 648.336 Q2411.93 648.336 2409.66 647.966 Q2407.41 647.595 2405.01 646.855 L2405.01 642.156 Q2407.09 643.29 2409.31 643.845 Q2411.53 644.401 2414.01 644.401 Q2418.01 644.401 2420.35 642.294 Q2422.69 640.188 2422.69 636.577 Q2422.69 632.966 2420.35 630.859 Q2418.01 628.753 2414.01 628.753 Q2412.13 628.753 2410.26 629.17 Q2408.41 629.586 2406.46 630.466 L2406.46 613.105 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2280.7 445.697 Q2277.09 445.697 2275.26 449.261 Q2273.45 452.803 2273.45 459.933 Q2273.45 467.039 2275.26 470.604 Q2277.09 474.146 2280.7 474.146 Q2284.33 474.146 2286.14 470.604 Q2287.97 467.039 2287.97 459.933 Q2287.97 452.803 2286.14 449.261 Q2284.33 445.697 2280.7 445.697 M2280.7 441.993 Q2286.51 441.993 2289.57 446.599 Q2292.64 451.183 2292.64 459.933 Q2292.64 468.659 2289.57 473.266 Q2286.51 477.849 2280.7 477.849 Q2274.89 477.849 2271.81 473.266 Q2268.76 468.659 2268.76 459.933 Q2268.76 451.183 2271.81 446.599 Q2274.89 441.993 2280.7 441.993 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2300.86 471.298 L2305.75 471.298 L2305.75 477.178 L2300.86 477.178 L2300.86 471.298 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2325.93 445.697 Q2322.32 445.697 2320.49 449.261 Q2318.69 452.803 2318.69 459.933 Q2318.69 467.039 2320.49 470.604 Q2322.32 474.146 2325.93 474.146 Q2329.57 474.146 2331.37 470.604 Q2333.2 467.039 2333.2 459.933 Q2333.2 452.803 2331.37 449.261 Q2329.57 445.697 2325.93 445.697 M2325.93 441.993 Q2331.74 441.993 2334.8 446.599 Q2337.88 451.183 2337.88 459.933 Q2337.88 468.659 2334.8 473.266 Q2331.74 477.849 2325.93 477.849 Q2320.12 477.849 2317.04 473.266 Q2313.99 468.659 2313.99 459.933 Q2313.99 451.183 2317.04 446.599 Q2320.12 441.993 2325.93 441.993 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2346.9 473.243 L2354.54 473.243 L2354.54 446.877 L2346.23 448.544 L2346.23 444.285 L2354.5 442.618 L2359.17 442.618 L2359.17 473.243 L2366.81 473.243 L2366.81 477.178 L2346.9 477.178 L2346.9 473.243 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2376.3 442.618 L2394.66 442.618 L2394.66 446.553 L2380.58 446.553 L2380.58 455.025 Q2381.6 454.678 2382.62 454.516 Q2383.64 454.331 2384.66 454.331 Q2390.45 454.331 2393.82 457.502 Q2397.2 460.673 2397.2 466.09 Q2397.2 471.669 2393.73 474.771 Q2390.26 477.849 2383.94 477.849 Q2381.76 477.849 2379.5 477.479 Q2377.25 477.109 2374.84 476.368 L2374.84 471.669 Q2376.93 472.803 2379.15 473.359 Q2381.37 473.914 2383.85 473.914 Q2387.85 473.914 2390.19 471.808 Q2392.53 469.701 2392.53 466.09 Q2392.53 462.479 2390.19 460.373 Q2387.85 458.266 2383.85 458.266 Q2381.97 458.266 2380.1 458.683 Q2378.25 459.099 2376.3 459.979 L2376.3 442.618 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2416.42 445.697 Q2412.81 445.697 2410.98 449.261 Q2409.17 452.803 2409.17 459.933 Q2409.17 467.039 2410.98 470.604 Q2412.81 474.146 2416.42 474.146 Q2420.05 474.146 2421.86 470.604 Q2423.69 467.039 2423.69 459.933 Q2423.69 452.803 2421.86 449.261 Q2420.05 445.697 2416.42 445.697 M2416.42 441.993 Q2422.23 441.993 2425.28 446.599 Q2428.36 451.183 2428.36 459.933 Q2428.36 468.659 2425.28 473.266 Q2422.23 477.849 2416.42 477.849 Q2410.61 477.849 2407.53 473.266 Q2404.47 468.659 2404.47 459.933 Q2404.47 451.183 2407.53 446.599 Q2410.61 441.993 2416.42 441.993 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2280.7 275.21 Q2277.09 275.21 2275.26 278.775 Q2273.45 282.316 2273.45 289.446 Q2273.45 296.552 2275.26 300.117 Q2277.09 303.659 2280.7 303.659 Q2284.33 303.659 2286.14 300.117 Q2287.97 296.552 2287.97 289.446 Q2287.97 282.316 2286.14 278.775 Q2284.33 275.21 2280.7 275.21 M2280.7 271.506 Q2286.51 271.506 2289.57 276.113 Q2292.64 280.696 2292.64 289.446 Q2292.64 298.173 2289.57 302.779 Q2286.51 307.362 2280.7 307.362 Q2274.89 307.362 2271.81 302.779 Q2268.76 298.173 2268.76 289.446 Q2268.76 280.696 2271.81 276.113 Q2274.89 271.506 2280.7 271.506 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2300.86 300.812 L2305.75 300.812 L2305.75 306.691 L2300.86 306.691 L2300.86 300.812 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2325.93 275.21 Q2322.32 275.21 2320.49 278.775 Q2318.69 282.316 2318.69 289.446 Q2318.69 296.552 2320.49 300.117 Q2322.32 303.659 2325.93 303.659 Q2329.57 303.659 2331.37 300.117 Q2333.2 296.552 2333.2 289.446 Q2333.2 282.316 2331.37 278.775 Q2329.57 275.21 2325.93 275.21 M2325.93 271.506 Q2331.74 271.506 2334.8 276.113 Q2337.88 280.696 2337.88 289.446 Q2337.88 298.173 2334.8 302.779 Q2331.74 307.362 2325.93 307.362 Q2320.12 307.362 2317.04 302.779 Q2313.99 298.173 2313.99 289.446 Q2313.99 280.696 2317.04 276.113 Q2320.12 271.506 2325.93 271.506 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2346.9 302.756 L2354.54 302.756 L2354.54 276.39 L2346.23 278.057 L2346.23 273.798 L2354.5 272.131 L2359.17 272.131 L2359.17 302.756 L2366.81 302.756 L2366.81 306.691 L2346.9 306.691 L2346.9 302.756 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2375.07 272.131 L2397.3 272.131 L2397.3 274.122 L2384.75 306.691 L2379.87 306.691 L2391.67 276.066 L2375.07 276.066 L2375.07 272.131 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2406.46 272.131 L2424.82 272.131 L2424.82 276.066 L2410.75 276.066 L2410.75 284.538 Q2411.76 284.191 2412.78 284.029 Q2413.8 283.844 2414.82 283.844 Q2420.61 283.844 2423.99 287.015 Q2427.37 290.187 2427.37 295.603 Q2427.37 301.182 2423.89 304.284 Q2420.42 307.362 2414.1 307.362 Q2411.93 307.362 2409.66 306.992 Q2407.41 306.622 2405.01 305.881 L2405.01 301.182 Q2407.09 302.316 2409.31 302.872 Q2411.53 303.427 2414.01 303.427 Q2418.01 303.427 2420.35 301.321 Q2422.69 299.214 2422.69 295.603 Q2422.69 291.992 2420.35 289.886 Q2418.01 287.779 2414.01 287.779 Q2412.13 287.779 2410.26 288.196 Q2408.41 288.613 2406.46 289.492 L2406.46 272.131 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2280.7 104.723 Q2277.09 104.723 2275.26 108.288 Q2273.45 111.829 2273.45 118.959 Q2273.45 126.065 2275.26 129.63 Q2277.09 133.172 2280.7 133.172 Q2284.33 133.172 2286.14 129.63 Q2287.97 126.065 2287.97 118.959 Q2287.97 111.829 2286.14 108.288 Q2284.33 104.723 2280.7 104.723 M2280.7 101.019 Q2286.51 101.019 2289.57 105.626 Q2292.64 110.209 2292.64 118.959 Q2292.64 127.686 2289.57 132.292 Q2286.51 136.876 2280.7 136.876 Q2274.89 136.876 2271.81 132.292 Q2268.76 127.686 2268.76 118.959 Q2268.76 110.209 2271.81 105.626 Q2274.89 101.019 2280.7 101.019 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2300.86 130.325 L2305.75 130.325 L2305.75 136.204 L2300.86 136.204 L2300.86 130.325 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2325.93 104.723 Q2322.32 104.723 2320.49 108.288 Q2318.69 111.829 2318.69 118.959 Q2318.69 126.065 2320.49 129.63 Q2322.32 133.172 2325.93 133.172 Q2329.57 133.172 2331.37 129.63 Q2333.2 126.065 2333.2 118.959 Q2333.2 111.829 2331.37 108.288 Q2329.57 104.723 2325.93 104.723 M2325.93 101.019 Q2331.74 101.019 2334.8 105.626 Q2337.88 110.209 2337.88 118.959 Q2337.88 127.686 2334.8 132.292 Q2331.74 136.876 2325.93 136.876 Q2320.12 136.876 2317.04 132.292 Q2313.99 127.686 2313.99 118.959 Q2313.99 110.209 2317.04 105.626 Q2320.12 101.019 2325.93 101.019 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2350.12 132.269 L2366.44 132.269 L2366.44 136.204 L2344.5 136.204 L2344.5 132.269 Q2347.16 129.514 2351.74 124.885 Q2356.35 120.232 2357.53 118.89 Q2359.77 116.366 2360.65 114.63 Q2361.56 112.871 2361.56 111.181 Q2361.56 108.427 2359.61 106.691 Q2357.69 104.954 2354.59 104.954 Q2352.39 104.954 2349.94 105.718 Q2347.51 106.482 2344.73 108.033 L2344.73 103.311 Q2347.55 102.177 2350.01 101.598 Q2352.46 101.019 2354.5 101.019 Q2359.87 101.019 2363.06 103.704 Q2366.26 106.39 2366.26 110.88 Q2366.26 113.01 2365.45 114.931 Q2364.66 116.829 2362.55 119.422 Q2361.97 120.093 2358.87 123.311 Q2355.77 126.505 2350.12 132.269 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2386.26 104.723 Q2382.64 104.723 2380.82 108.288 Q2379.01 111.829 2379.01 118.959 Q2379.01 126.065 2380.82 129.63 Q2382.64 133.172 2386.26 133.172 Q2389.89 133.172 2391.7 129.63 Q2393.52 126.065 2393.52 118.959 Q2393.52 111.829 2391.7 108.288 Q2389.89 104.723 2386.26 104.723 M2386.26 101.019 Q2392.07 101.019 2395.12 105.626 Q2398.2 110.209 2398.2 118.959 Q2398.2 127.686 2395.12 132.292 Q2392.07 136.876 2386.26 136.876 Q2380.45 136.876 2377.37 132.292 Q2374.31 127.686 2374.31 118.959 Q2374.31 110.209 2377.37 105.626 Q2380.45 101.019 2386.26 101.019 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><path clip-path=\"url(#clip870)\" d=\"M2416.42 104.723 Q2412.81 104.723 2410.98 108.288 Q2409.17 111.829 2409.17 118.959 Q2409.17 126.065 2410.98 129.63 Q2412.81 133.172 2416.42 133.172 Q2420.05 133.172 2421.86 129.63 Q2423.69 126.065 2423.69 118.959 Q2423.69 111.829 2421.86 108.288 Q2420.05 104.723 2416.42 104.723 M2416.42 101.019 Q2422.23 101.019 2425.28 105.626 Q2428.36 110.209 2428.36 118.959 Q2428.36 127.686 2425.28 132.292 Q2422.23 136.876 2416.42 136.876 Q2410.61 136.876 2407.53 132.292 Q2404.47 127.686 2404.47 118.959 Q2404.47 110.209 2407.53 105.626 Q2410.61 101.019 2416.42 101.019 Z\" fill=\"#000000\" fill-rule=\"nonzero\" fill-opacity=\"1\" /><polyline clip-path=\"url(#clip870)\" style=\"stroke:#000000; stroke-linecap:round; stroke-linejoin:round; stroke-width:4; stroke-opacity:1; fill:none\" points=\"2232.76,1486.45 2232.76,1315.96 2256.76,1315.96 2232.76,1315.96 2232.76,1145.47 2256.76,1145.47 2232.76,1145.47 2232.76,974.987 2256.76,974.987 2232.76,974.987 2232.76,804.5 2256.76,804.5 2232.76,804.5 2232.76,634.014 2256.76,634.014 2232.76,634.014 2232.76,463.527 2256.76,463.527 2232.76,463.527 2232.76,293.04 2256.76,293.04 2232.76,293.04 2232.76,122.553 2256.76,122.553 2232.76,122.553 2232.76,47.2441 \"/>\n",
       "</svg>\n"
      ]
     },
     "metadata": {},
     "execution_count": 1
    }
   ],
   "cell_type": "code",
   "source": [
    "using DFTK\n",
    "using StaticArrays\n",
    "using Plots\n",
    "\n",
    "# Unit cell. Having one of the lattice vectors as zero means a 2D system\n",
    "a = 15\n",
    "lattice = a .* [[1 0 0.]; [0 1 0]; [0 0 0]];\n",
    "\n",
    "# Confining scalar potential, and magnetic vector potential\n",
    "pot(x, y, z) = ((x - a/2)^2 + (y - a/2)^2)/2\n",
    "ω = .6\n",
    "Apot(x, y, z) = ω * @SVector [y - a/2, -(x - a/2), 0]\n",
    "Apot(X) = Apot(X...);\n",
    "\n",
    "\n",
    "# Parameters\n",
    "Ecut = 20  # Increase this for production\n",
    "η = 500\n",
    "C = η/2\n",
    "α = 2\n",
    "n_electrons = 1;  # Increase this for fun\n",
    "\n",
    "# Collect all the terms, build and run the model\n",
    "terms = [Kinetic(),\n",
    "         ExternalFromReal(X -> pot(X...)),\n",
    "         LocalNonlinearity(ρ -> C * ρ^α),\n",
    "         Magnetic(Apot),\n",
    "]\n",
    "model = Model(lattice; n_electrons, terms, spin_polarization=:spinless)  # spinless electrons\n",
    "basis = PlaneWaveBasis(model; Ecut, kgrid=(1, 1, 1))\n",
    "scfres = direct_minimization(basis, tol=1e-5)  # Reduce tol for production\n",
    "heatmap(scfres.ρ[:, :, 1, 1], c=:blues)"
   ],
   "metadata": {},
   "execution_count": 1
  }
 ],
 "nbformat_minor": 3,
 "metadata": {
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "1.9.0"
  },
  "kernelspec": {
   "name": "julia-1.9",
   "display_name": "Julia 1.9.0",
   "language": "julia"
  }
 },
 "nbformat": 4
}