{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {
    "autoscroll": "json-false",
    "collapsed": false,
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n",
      "/Users/michael/LabWorkbookForTrello\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "matplotlib.style.use(\"ggplot\")\n",
    "%cd ~/LabWorkbookForTrello/\n",
    "from pygments import lexers, formatters, highlight\n",
    "# Use like this:\n",
    "# print highlight(\"code\", lexers.DiffLexer(), formatters.TerminalFormatter())\n",
    "import workbook\n",
    "import pandas as pd\n",
    "import collections\n",
    "reload(workbook)\n",
    "wb = workbook.ExperimentRepository()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "source": [
    "#(BROKEN) Trying to reproduce the paper\n",
    "\n",
    "- Batch size: 128\n",
    "- Layer depth: 20 layers.\n",
    "- Architecture: No ReLU at the end. Batch norm before adding."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "autoscroll": "json-false",
    "collapsed": false,
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x114a29710>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEWCAYAAAB8LwAVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1109fa950>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = wb.meld_csv({\n",
    "    \"201601102039-wgq6T6HuK3\": \"ReLU, BN before add (ORIG PAPER)\",\n",
    "    \"201601102044-01lkOBJQu5\": \"No ReLU, BN before add\",\n",
    "    \"201601102047-YybNsWu8zs\": \"ReLU, BN after add\",\n",
    "    \"201601102047-jBrez4iUNB\": \"No ReLU, BN after add\",\n",
    "}, \"Testing Error.csv\",\"error\")\n",
    "df.drop(np.nan, 0).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "autoscroll": "json-false",
    "collapsed": false,
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x110b19390>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAERCAYAAAB7FtAjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115ac7c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = wb.meld_csv({\n",
    "    \"201601102039-wgq6T6HuK3\": \"ReLU, BN before add (ORIG PAPER)\",\n",
    "    \"201601102044-01lkOBJQu5\": \"No ReLU, BN before add\",\n",
    "    \"201601102047-YybNsWu8zs\": \"ReLU, BN after add\",\n",
    "    \"201601102047-jBrez4iUNB\": \"No ReLU, BN after add\",\n",
    "}, \"Training loss.csv\",\"loss\")\n",
    "pd.rolling_mean(df, 100).plot()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "source": [
    "Oops! I should not have a ReLU just before the softmax!\n",
    "\n",
    "201601102127-YCl5TEh7Wm is just like 201601102039-wgq6T6HuK3 but the\n",
    "ReLU just before the softmax is gone... The difference is extremely\n",
    "pronounced."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "autoscroll": "json-false",
    "collapsed": false,
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x111919950>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAEWCAYAAABmE+CbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQgySgiCEEAKQgiCEEGKQFAQhhBAA/AeHJhzjylKlAgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1119157d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = wb.meld_csv({\n",
    "    \"201601102039-wgq6T6HuK3\": \"Old (with ReLU before softmax)\",\n",
    "    \"201601102127-YCl5TEh7Wm\": \"New (without ReLU before softmax)\",\n",
    "    #\"201601102044-01lkOBJQu5\": \"Best (No ReLU, BN before add)\", # this doesn't have ReLU\n",
    "}, \"Training loss.csv\",\"loss\")\n",
    "#}, \"Testing Error.csv\",\"error\")\n",
    "pd.rolling_mean(df, 100).plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "source": [
    "# Impact of network size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 374,
   "metadata": {
    "autoscroll": "json-false",
    "collapsed": false,
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmQAAAFZCAYAAAA2HTNSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x14e763810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIsAAAFZCAYAAAAYQa/tAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x145c94f50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Nsize=3 (ORIG PAPER), 20 layers       0.0829\n",
       "Nsize=5, 32 layers                    0.0763\n",
       "Nsize=7, 44 layers                    0.0714\n",
       "Nsize=9, 56 layers                    0.0694\n",
       "Nsize=18, 110 layers, fancy policy    0.0673\n",
       "Name: 200.0, dtype: float64"
      ]
     },
     "execution_count": 374,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "experiments = collections.OrderedDict([\n",
    "(\"201601141709-AnY56THQt7\", \"Nsize=3 (ORIG PAPER), 20 layers\"),\n",
    "(\"201601141709-rewkex7oPJ\", \"Nsize=5, 32 layers\"),\n",
    "(\"201601141710-HxIw7lGPyu\", \"Nsize=7, 44 layers\"),\n",
    "(\"201601141710-te4ScgnYMA\", \"Nsize=9, 56 layers\"),\n",
    "(\"201601142006-5T5D1DO3VP\", \"Nsize=18, 110 layers, fancy policy\"),\n",
    "])\n",
    "df_loss = wb.meld_csv(experiments, \"Training loss.csv\",\"loss\")\n",
    "df_loss.index /= 50000.0; df_loss.index.name = \"epoch\"\n",
    "df_err = wb.meld_csv(experiments, \"Testing Error.csv\",\"error\")\n",
    "df_err = df_err.sort_index(na_position='first')\n",
    "df_err.index /= 50000.0; df_err.index.name = \"epoch\"\n",
    "pd.rolling_mean(df_loss, 100).plot(title=\"Training loss (Rolling mean over 100 batches)\", figsize=(20,5),\n",
    "                                   xlim=(0,200), ylim=(0, 0.5))\n",
    "#df_err.plot(title=\"Error\")\n",
    "df_err.plot(xlim=(0,200), ylim=(0.05,0.2), figsize=(10,5), title=\"Test classification error\")\n",
    "df_err.loc[200.0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 331,
   "metadata": {
    "autoscroll": "json-false",
    "collapsed": false,
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "outputs": [],
   "source": [
    "df_loss.to_csv(\"/tmp/loss.csv\")\n",
    "df_err.to_csv(\"/tmp/error.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "source": [
    "# (RUNNING) Reproduce the paper. Architecture considerations."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "source": [
    "- Batch size: 128\n",
    "- Layer depth: 20 layers.\n",
    "\n",
    "Within each block, the paper uses a batch norm before the addition and\n",
    "a ReLU just after the addition.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "metadata": {
    "autoscroll": "json-false",
    "collapsed": false,
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmQAAAFZCAYAAAA2HTNSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n+66yAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x135339f10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIYAAAFZCAYAAADtvyRdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRETkAqXAkIiIiIiIiIjIBer/A9EsW7oJwWdhAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12d3e69d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ReLU, BN after add                  0.0834\n",
      "No ReLU, BN before add              0.0862\n",
      "ReLU, BN before add (ORIG PAPER)    0.0829\n",
      "No ReLU, BN after add               0.0823\n",
      "Name: 200.0, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "experiments = {\n",
    "\"201601141709-AnY56THQt7\": \"ReLU, BN before add (ORIG PAPER)\",\n",
    "\"201601150239-QVYmYpbH3q\": \"No ReLU, BN before add\",\n",
    "\"201601150241-1hzPb7ciyU\": \"ReLU, BN after add\",\n",
    "\"201601150241-axhDiLqr7i\": \"No ReLU, BN after add\",\n",
    "}\n",
    "df_loss = wb.meld_csv(experiments, \"Training loss.csv\",\"loss\")\n",
    "df_loss.index /= 50000.0; df_loss.index.name = \"epoch\"\n",
    "df_err = wb.meld_csv(experiments, \"Testing Error.csv\",\"error\")\n",
    "df_err.index /= 50000.0; df_err.index.name = \"epoch\"\n",
    "pd.rolling_mean(df_loss, 100).plot(title=\"Training loss (rolling mean over last 100 epochs)\", figsize=(20,5), ylim=(0, 0.5))\n",
    "df_err.plot(xlim=(0,200), ylim=(0.05,0.2), figsize=(10,5), title=\"Test classification error\")\n",
    "print df_err.loc[200]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "source": [
    "# Effect of alternate optimization strategies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 319,
   "metadata": {
    "autoscroll": "json-false",
    "collapsed": false,
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "outputs": [],
   "source": [
    "experiments = collections.OrderedDict([\n",
    "    ## \"201601131450-saow6XW51R\", \"RMSprop, 1.0, alt\" # Canceled -- diverging\n",
    "    ## \"201601131447-2hTIt6NxCZ\", \"RMSprop, 0.1\", # Canceled -- diverging\n",
    "    (\"201601141709-AnY56THQt7\", \"Original paper: Nesterov, 1e-1\"),\n",
    "    (\"201601151303-ayJ2l8MOG8\", \"RMSprop, 1e-4\"),\n",
    "    (\"201601151304-6ZsIojJlPJ\", \"RMSprop, 1e-3\"),\n",
    "    (\"201601151305-7otmCNmpoe\", \"RMSprop, 1e-2\"),\n",
    "    (\"201601161504-tXataWU37D\", \"RMSprop, 1e-1\"),\n",
    "    (\"201601151301-Lnn44vqJzD\", \"Adadelta, rho = 0.3\"),\n",
    "    (\"201601151737-WwNIIPJPY1\", \"Adagrad, 1e-3\"),\n",
    "    (\"201601151737-crjAOCswyd\", \"Adagrad, 1e-2\"),\n",
    "    (\"201601151737-ksrtcnWFzb\", \"Adagrad, 1e-1\"),\n",
    "])\n",
    "df_loss = wb.meld_csv(experiments, \"Training loss.csv\",\"loss\")\n",
    "df_loss.index /= 50000.0; df_loss.index.name = \"epoch\"\n",
    "df_err = wb.meld_csv(experiments, \"Testing Error.csv\",\"error\")\n",
    "df_err.index /= 50000.0; df_err.index.name = \"epoch\"\n",
    "#df_err = df_error.sort_index(na_position='first')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 324,
   "metadata": {
    "autoscroll": "json-false",
    "collapsed": false,
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABWoAAAFZCAYAAAAB7xZiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIYQQQgghRDv7f24h6UXUE+9iAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x136c64950>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = subplots()\n",
    "ax.set_color_cycle([plt.cm.rainbow(i) for i in np.linspace(0, 1, len(experiments))])\n",
    "pd.rolling_mean(df_loss, 100).plot(\n",
    "    title=\"Training loss (rolling mean over last 100 epochs)\",\n",
    "    figsize=(20, 5),\n",
    "    xlim=(0,200),\n",
    "    ylim=(0, 0.5),\n",
    "    ax=ax,\n",
    "    legend=False,\n",
    ")\n",
    "legend=ax.legend(loc='center left', bbox_to_anchor=(1,0.5))\n",
    "fig.savefig(\"/tmp/fig.png\", bbox_inches=\"tight\", additional_artists=[legend])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 325,
   "metadata": {
    "autoscroll": "json-false",
    "collapsed": false,
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0IAAAHICAYAAABj6lrjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13beee650>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original paper: Nesterov, 1e-1    0.0829\n",
      "RMSprop, 1e-4                     0.1677\n",
      "RMSprop, 1e-3                     0.1055\n",
      "RMSprop, 1e-2                     0.0945\n",
      "RMSprop, 1e-1                     0.1354\n",
      "Adadelta, rho = 0.3               0.1093\n",
      "Adagrad, 1e-3                     0.3536\n",
      "Adagrad, 1e-2                     0.1603\n",
      "Adagrad, 1e-1                     0.1255\n",
      "Name: 200.0, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "fig,ax = subplots()\n",
    "ax.set_color_cycle([plt.cm.rainbow(i) for i in np.linspace(0, 1, len(experiments))])\n",
    "df_err.plot(\n",
    "    xlim=(0, 200),\n",
    "    ylim=(0.05, 0.2),\n",
    "    figsize=(10, 7),\n",
    "    title=\"Test classification error\",\n",
    "    ax=ax,\n",
    "    legend=False,\n",
    ")\n",
    "legend = ax.legend(loc='center left', bbox_to_anchor=(1,0.5))\n",
    "fig.savefig(\"/tmp/fig.png\", bbox_inches=\"tight\", additional_artists=[legend])\n",
    "print df_err.iloc[200]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "autoscroll": "json-false",
    "collapsed": false,
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "outputs": [],
   "source": [
    "for k,v in experiments.items():\n",
    "    print \"\\n\\n\", (\"#\"*30), k,v\n",
    "    print wb[k]['opt.json']\n",
    "    print highlight(wb[k][\"Source.git-patch\"], lexers.DiffLexer(), formatters.TerminalFormatter())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "source": [
    "# (RUNNING) Kaiming suggests using smaller batchnorm momentum\n",
    "NEEDS PATCHING CHECK"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "source": [
    "The NVIDIA CuDNNv4 documentation suggests setting momentum to 1/(1+n)\n",
    "at every iteration. This should give us more stable testing\n",
    "convergence.\n",
    "\n",
    "Kaiming wrote back with the following clue:\n",
    "\n",
    "    1. I noticed that you observed the results are unstable. This may be\n",
    "    caused by your way of doing BN (I am sorry that I have not checked the\n",
    "    code as I am not familiar with Torch). In particular, the way of doing\n",
    "    BN at test-time seems important. In our implementation, the BN\n",
    "    statistics (mean/var) used for testing are computed on (virtually) all\n",
    "    training images, and in practice, a very large batch of training image\n",
    "    will provide statistically the same BN statistics. If you compute BN\n",
    "    mean/var for testing on a mini-batch that is too small, the results\n",
    "    might be unstable. In my experiments, the variations of stopping at\n",
    "    different final epochs of a single run is within 0.1-0.2%; but \"more\n",
    "    than half of a percent\" sounds too much for me. Besides, the\n",
    "    training-time implementation of BN also seems to matter.\n",
    "\n",
    "So this experiment is using the batch normalization strategy suggested\n",
    "by the nvidia documentation.\n",
    "\n",
    "From printing updates, I see that CuDNN's BN has the following behavior:\n",
    "\n",
    "- Momentum=0 implies updates don't happen at all.\n",
    "- Momentum=1 implies that the update happens within every batch.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 327,
   "metadata": {
    "autoscroll": "json-false",
    "collapsed": false,
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "outputs": [],
   "source": [
    "experiments = {\n",
    "    \"201601141709-AnY56THQt7\": \"Original paper: BN momentum = 0.1\",\n",
    "    \"201601152147-5FnI40cDEn\": \"BN, momentum = 0.01\",\n",
    "    \"201601152146-zSNYQ6nPRy\": \"BN, momentum = 1 just for fun\",\n",
    "    \"201601152149-Cz6WnhMbTK\": \"Dynamic, reset every epoch.\",\n",
    "#\"\": \"BN, dynamic momentum = 1/(1+n)\", # canceled\n",
    "#\"\": \"BN, dynamic momentum = 1 - 1/(1+n)\",\n",
    "#\"\": \"BN, momentum = 0.99\",\n",
    "#\"\": \"BN, momentum = 0.9\",\n",
    "}\n",
    "df_loss = wb.meld_csv(experiments, \"Training loss.csv\",\"loss\")\n",
    "df_loss.index /= 50000.0; df_loss.index.name = \"epoch\"\n",
    "df_err = wb.meld_csv(experiments, \"Testing Error.csv\",\"error\")\n",
    "df_err = df_err.sort_index(na_position='first')\n",
    "df_err.index /= 50000.0; df_err.index.name = \"epoch\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "metadata": {
    "autoscroll": "json-false",
    "collapsed": false,
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIsAAAFZCAYAAAAYQa/tAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwv4f+5aawne5Pr8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12ce7ead0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x136d18350>"
      ]
     },
     "execution_count": 283,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.rolling_mean(df_loss,100).plot(\n",
    "    title=\"Training loss (Rolling mean over 100 batches)\",\n",
    "    figsize=(20,5),\n",
    "    xlim = (0.0, 200.0),\n",
    "    ylim = (0.0, 0.5),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 328,
   "metadata": {
    "autoscroll": "json-false",
    "collapsed": false,
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmQAAAFZCAYAAAA2HTNSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x151c26710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12d46e910>"
      ]
     },
     "execution_count": 328,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.rolling_mean(df_err, 1).plot(\n",
    "    xlim=(0, 200),\n",
    "    ylim=(0, 0.25),\n",
    "    title=\"Test classification error\",\n",
    "    figsize=(10,5),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 329,
   "metadata": {
    "autoscroll": "json-false",
    "collapsed": false,
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BN, momentum = 1 just for fun        0.0863\n",
      "BN, momentum = 0.01                  0.0835\n",
      "Original paper: BN momentum = 0.1    0.0829\n",
      "Dynamic, reset every epoch.          0.0822\n",
      "Name: 200.0, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print df_err.loc[200]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "source": [
    "# Test Kaixhin's PR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "metadata": {
    "autoscroll": "json-false",
    "collapsed": false,
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "outputs": [],
   "source": [
    "experiments = {\n",
    "    \"201601141709-AnY56THQt7\": \"Original (before PR #3)\",\n",
    "    \"201601160002-veS9TMCBjP\": \"Kaixhin's proposed nninit (after PR #3)\",\n",
    "}\n",
    "df_loss = wb.meld_csv(experiments, \"Training loss.csv\",\"loss\")\n",
    "df_loss.index /= 50000.0; df_loss.index.name = \"epoch\"\n",
    "df_err = wb.meld_csv(experiments, \"Testing Error.csv\",\"error\")\n",
    "df_err = df_err.sort_index(na_position='first')\n",
    "df_err.index /= 50000.0; df_err.index.name = \"epoch\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "metadata": {
    "autoscroll": "json-false",
    "collapsed": false,
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmQAAAFZCAYAAAA2HTNSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAACwjIIMAADAMgoyAAAAy/4Hj4jk7w28kNoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1269c9cd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIsAAAFZCAYAAAAYQa/tAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd0FdXexvHnnLSTBiF0EhAihBSIdKmidJQSLp1XBctF\nAVGKIkSRpoAIoaiIYsNcUUDk4r3SUSyhSC9JCGChSNNESkhC2rx/sDiXQxISSpxD+H7WYq3MzJ49\nv5kc533z3L33sRiGYQgAAAAAAACQZDW7AAAAAAAAADgPwiIAAAAAAADYERYBAAAAAADAjrAIAAAA\nAAAAdoRFAAAAAAAAsCMsAgAAAAAAgB1hEQDgjpOYmCir1aodO3Zc13kVK1ZUdHR0EVVl3rWuZfLk\nyerVq1eR9H31PTZp0kTPPvusfbtv377q0qVLkVwbxZOZ/938HZ/X7Oxs1ahRQ998802RXgcAAMIi\nAIDTsVqtcnFxkdVqzfNfUFDQTfUfHByskydPqk6dOtd13r59+zR48OCbuvbt5PTp05o6daomTZpk\n3zdmzBj778fFxUUBAQHq2bOnDh06dMuv/9577+lf//rXLe8XRWfJkiXq2LGjKlSoIKvVqi+//DLP\ndsuXL1dERIRsNpuqV6+ut99+O1eb2NhYNW7cWJ6engoMDNS4ceOKunxJ0s8//yyr1aqffvrpb7ne\n9XBxcdErr7yi4cOHm10KAKCYIywCADidkydP6sSJEzp58qSWLl0qi8WiXbt26eTJkzp58qS2bt2a\n53mZmZmF6t9isahcuXKyWq/v/wyWLl1aNpvtus65nb377ruqV6+eatas6bA/JCREJ0+e1PHjx7Vs\n2TKdOHFCDz300C2/vq+vr0qUKHHL+8XNy87OznN/SkqKmjZtqrffflsWiyXPNrGxserRo4e6d++u\nPXv2aPTo0RoxYoQ++eQTe5tff/1V7du3V7169bRz5069+eabmj17tiZOnFgk93MlwzDyrd0Z9OzZ\nU4cPH2Z0EQCgSBEWAQCcTrly5ez//P39JUllypSx7ytdurSkS1NOJk6cqKeeekqlS5dWu3btJEkz\nZszQPffcIx8fHwUEBOiRRx7RH3/8Ye//6mlol7eXLVumBx98UN7e3qpRo4Y+++wzh7qunuJSsWJF\nTZ48Wc8884xKlSqlihUravTo0Q7npKam6vHHH1fJkiVVtmxZjRw5Ui+88IJq1659Xc/k7NmzeuKJ\nJ1S2bFl5enqqcePG2rBhg0ObCRMmqFq1arLZbCpfvrweeugh5eTkSJKOHDmibt26qUyZMvLy8lJw\ncLDefPPNa15z4cKFioyMzLXf1dVVZcuWVfny5dWoUSMNGzZMhw4d0s8//2xvk5GRoZEjRyogIEAe\nHh6KiIjQF198cV33fPW0nr59+6pz586aO3eu7rrrLvn5+al79+5KTk52OG/atGkKCAiQj4+PIiMj\n9fHHH8tqteZqd6UmTZpoyJAhGj16tMqWLSt/f39NmjRJOTk5evnll1W+fHlVqFAhV1iRmZmpl156\nSVWrVpWXl5ciIiL08ccfO7Qp6PO4evVqWa1WbdiwQc2bN5eXl5dq166t9evXF/iM3n//fYWEhMjD\nw0NVqlTRhAkT7MfeeustlS1bNlewM2HCBIcAcP/+/YqMjJSfn59Kly6tjh07KiEhwX783Xffla+v\nr9asWaM6derIw8NDP/74Y571PPbYYxo7dqw6deokwzDybBMdHa2WLVtq3LhxCg4O1pNPPqmnnnpK\nU6dOtbd58803VbFiRc2dO1chISHq1q2bXnnlFc2cObPAUDglJUWPPfaYSpQooXLlymn8+PEOxz/5\n5BM1atRIJUuWVLly5dS1a1f98ssvkqSLFy8qODhYktS4cWNZrVaFhYXZz125cqWaNWsmb29vlSpV\nSq1bt9axY8cc+i/o87lixQo1adJEXl5eqly5sgYOHKgzZ87Yj+/Zs0dt27aVn5+ffHx8VKtWLS1Z\nssR+3GazqUOHDoy6AwAUKcIiAMBtLTo6WtWqVdNPP/2kd999V9KlaWyzZ89WXFycvvjiCx08eFCP\nPvqow3l5jRwYPXq0nnrqKe3du1eRkZEaMGCAjhw5UuD17777bm3btk0zZ87U9OnTHUKmYcOGae3a\ntVq8eLFiY2NlsVj0/vvvX/fIhYcffljff/+9Fi9erJ07d6pevXrq2LGjfvvtN0mXgp3Zs2dr3rx5\nOnTokNasWaO2bdvaz3/yySeVkZGhDRs2aP/+/Xr33XdVsWLFfK936tQpJSYmqlGjRtes688//9Sn\nn34qSXJ3d7fvHzlypD799FPNnTtX+/btU/fu3dW7d29t3Ljxuu77aj/++KO2bt2qVatWacWKFdq6\ndavGjBljP75w4UKNHTtWY8eO1e7du9WlSxeNGTOmUM974cKF8vDw0ObNmzVlyhSNGzdOnTp1ktVq\nVWxsrF599VWNHz9e3333nf2cRx55RKtXr9bHH3+shIQERUVF6bnnnnP4DBTm8yhJL7zwgiZOnKg9\ne/bonnvuUe/evXXhwoV86126dKkGDRqkp59+WvHx8Zo2bZpmzpypKVOmSLoUrp0/f14rVqxwOC8m\nJsZ+/ePHj6tFixYKCgrSpk2btGnTJlWtWlWtWrXS2bNn7eekp6dr3Lhxeuutt7R//35FREQU+Dzz\nExsbqw4dOjjs69ChgxITE+3BysaNG9W+fftcbc6dO6e9e/des//o6GhVr15dO3bs0BtvvKFp06Zp\n/vz59uOZmZmaOHGidu3apdWrVysrK0tdunRRTk6OPDw8tGnTJhmGoZUrV+rkyZP2YGzFihXq3Lmz\nWrRooS1btmjLli16+OGHHcKrH3744Zqfz5UrV6pXr1567LHHFBcXpy+//FL79+9X79697W169uyp\nKlWq6KefftK+ffv0xhtv5Bphd++99+rbb78tzOMGAODGGAAAOLENGzYYVqvV+P3333Mdq1ChgtG5\nc+cC+9i4caNhtVqN5ORkwzAMY//+/YbFYjG2b9/usD1v3jz7ORkZGYaHh4fxySefOFxvxowZDtt9\n+vRxuNYDDzxgPP7444ZhGMZff/1luLm5GZ999plDmzp16hi1a9e+Zs1XXmvfvn2GxWIxNmzY4NAm\nPDzcGDJkiGEYhjFlyhSjdu3aRlZWVp791axZ03j99devec0rbd682bBarcZvv/3msH/06NGGi4uL\n4ePjY3h7exsWi8WwWq3Go48+am9z5swZw83Nzfj4448dzu3YsaPx0EMP5XmPhmEYjRs3NoYOHWrf\n7tOnj8Pvt0+fPkZgYKDDPU6YMMEICgqyb9evX9946qmnHK47bNgww2q1GklJSfneb+PGjY0mTZo4\n7Lv77ruNRo0aOeyrWbOmMXbsWMMwDCMhIcGwWCy5nlFUVJTRuHHjfK919edx1apVhtVqNVatWmVv\nc/jwYcNisRjff/99vv00bNjQGDBggMO+119/3ShRooR9OzIy0ujRo4d9+4cffjBcXFyMI0eOGIZx\n6ff5wAMPOPSRnZ1tBAYGGu+++65hGIYxb948w2q12v97KYz09HTDYrEYS5cuddifk5NjWCwWIyYm\nxmH/9u3bDavVauzbt88wDMOoUqWKMWnSJIc2SUlJhsViMf773//me90KFSoY7du3d9g3YsQIIzg4\nON9zjh8/blgsFmPHjh2GYRjGoUOHDIvFYmzZssWhXcOGDY1evXrl209hPp+NGzc2JkyY4HBeYmKi\nYbFYjMTERMMwDMNmsxmLFi3K9zqGYRiLFy82XFxcjOzs7Gu2AwDgRjGyCABwW2vYsGGufevWrVO7\ndu1UpUoVlShRwj7C5vDhw9fs65577rH/7ObmpjJlyujUqVOFPkeSKlWqZD/nwIEDys7O1r333uvQ\npkmTJtfs82rx8fFycXFRs2bNHPa3aNFCcXFxki6NIjlz5oyqVq2qJ554Qp999plSU1PtbUeMGKGX\nX35ZTZs2VVRUVIEjfNLS0iQpzzWaqlevrj179mjbtm2Kjo5WeHi4w5S2y/fdokULh/Natmxpr/dG\nhYeHy8XFxb595fOWpISEhBt+3lf/LitUqJBrBE2FChV0+vRpSdK2bdskSbVr15avr6/938yZMx2m\n5BX283jl9StVqiRJ1/z8xcfH5/mMU1JS7H33799fX3/9tX2UUExMjFq0aKHKlStLkrZu3arY2FiH\n+kuWLKmTJ0/q4MGD9n5dXFxUt27dfGu5FYx8pq1dr8aNGztsN2vWTL/88ot9BND27dsVGRmpatWq\nqUSJEgoODpbFYinw/bBz506H0Xp5KejzuX37dk2dOtXhedevX18Wi8X+vJ9//nk9/PDDat26tSZN\nmqQ9e/bkuo7NZpNhGEpPT7/2wwAA4AYRFgEAbmve3t4O2z///LM6d+6s0NBQLV68WNu3b7ev95GR\nkXHNvq6cRiVdmqp2ec2fmznn71gs96677tKhQ4c0f/58lS5dWuPGjVNoaKj9D9WBAwfqt99+05NP\nPqmjR4+qbdu2GjhwYL79lS1bVpLyXOfH3d1d1apVU0hIiIYNG6Z27drp4YcfLpoby+PaV7qVz9vN\nzS1XP3ntu3y9nJwcWa1Wbdu2Tbt377b/27dvn/2btK7n83jlvV2+h4I+fwV56KGH5O3trUWLFuni\nxYtasmSJBgwYYD+ek5OjBx98UHv27HG4h8TERIfpUzab7ZZ8ji8vLn/y5EmH/adOnZLFYrFPjaxY\nsWKebS4fu16GYcgwDJ07d07t2rWTl5eXPvnkE23btk0bN26UYRgFvh8K41qfT8MwlJOTo1deecXh\nWe/evVsHDx5Uq1atJEmTJk3S/v371b17d+3atUsNGzbUa6+95tBvcnKybDabvLy8brpmAADyQlgE\nAChWtmzZoqysLM2cOVONGzdWjRo1dOLEiVztrv7DtygCneDgYLm4uGjTpk0O+zdv3nxd/YSHhysn\nJyfXosI//PCDatWqZd92d3dXhw4dNG3aNO3Zs0d//vmn/vvf/9qPV6pUSY8//rhiYmI0d+5cffjh\nh/kuFlyzZk15eXkVaiTQmDFjtH79eq1atUrS/+77+++/d2j33XffOdRbFEJDQ3M976u3b5UGDRrI\nMAwdO3ZMQUFBDv+qVq0qqfCfxxsRFhaW6xlv2LBBvr6+uuuuuyRdCsD69OmjmJgYffXVV8rIyFCP\nHj0c7mHfvn2qXLlyrnu4vLj8rdasWTOtXr3aYd/KlStVs2ZN+zWbNWumNWvW5GpTsmTJAheHv/q/\nr9jYWAUFBcnd3V379u3TmTNnNGXKFLVo0ULBwcEOi41L/wt8rl4YvG7durlquh4Wi0X16tVTfHx8\nrmcdFBQkT09Pe9ugoCANHjxYS5cuVVRUlObNm+fQ1969e9WgQYMbrgUAgIK4ml0AAAAFuZ7pKcHB\nwcrJyVF0dLR69Ohhn/ZRUJ+3agrMlfz8/PTYY4/pxRdfVKlSpRQUFKT3339fv/zyi/2P+cIICwtT\np06dNHDgQL3zzjsKCAjQ7Nmz9csvv+jrr7+WJL333ntydXVVw4YNVbJkSa1cuVIXL160f5PToEGD\nFBkZqRo1aig1NVX//ve/Vb169VwjZy5zdXVVmzZt9N133zmEC3kpXbq0+vfvr6ioKHXo0EElS5bU\noEGDNHr0aPn5+Sk8PFwLFy7UmjVr9MMPPxT6vm/EyJEj9fjjj6tevXr2+j///HNJtz4QDAsLU9++\nfTVgwAC9/vrruvfee3X+/Hlt27ZN586d0/Dhwwv9ebwRY8aMUe/evRUREaEuXbrop59+0pQpU3J9\nI9+jjz6qt99+WykpKerWrZvDaLxhw4YpJiZG3bp105gxYxQQEKAjR45oxYoV6tmzp+rVq3ddNSUn\nJ+vo0aO6ePGiJOnXX3/V7t27VaZMGQUEBEi69Du6//77NXHiRPXp00c//PCD5s+fr/fee8/ezzPP\nPKP33ntPgwcP1tChQ5WQkKBJkyZpxIgR+X5mL9uyZYumTJminj17KjY2VvPmzdPMmTMlSdWqVZOb\nm5tmz56toUOH6uDBg4qKinL4bFSoUEE2m02rV6/W3XffLQ8PD5UsWVKvvPKKIiMjNWrUKD366KNy\nc3NTbGysHnjgAVWrVq1Qz+fVV19Vp06dVKlSJfXr10/e3t5KTEzU4sWL9dFHH+nMmTMaP368unXr\npmrVqunPP//U2rVrFR4e7tDPhg0b1KtXr0JdEwCAG8HIIgCA08vvj/y89jdo0EDR0dGaM2eOwsPD\n9fbbb2vWrFkFnptXXwW1KUz4MGvWLLVt21a9e/dW06ZNlZGRoX79+uW5FtC1+o6JiVHLli3Vt29f\n1a1bV7t27dKqVavsoZOfn5/mz5+vli1bKiwsTPPmzdOCBQvs6/VkZ2fr2WefVe3atfXAAw8oJydH\nX3311TVrGDRokBYtWqSsrKwC73PEiBHau3evFi9eLEl644039Mgjj2jIkCGqXbu2vvzySy1evNhh\n/aCiGN3Vt29fTZo0SRMnTtQ999yjZcuW6eWXX5aU9/pL17p2YfZ98sknGjRokCZMmKCwsDC1a9dO\nCxcu1N133y2p8J/HwtZ0pW7dumnevHmaP3++atWqpTFjxmjkyJG5wqKGDRsqJCREe/fuzfUtbJUq\nVdKmTZvk6+uryMhIhYSEqH///jpx4oTKly9fqDqvtGTJEtWtW1dNmjSRxWLRqFGjVK9ePYdpVE2b\nNtUXX3yhpUuXKiIiQpMnT9aMGTP0yCOP2NtUq1ZNq1evtn/z37PPPqthw4Zp7Nix17y+xWLRiBEj\ntH//ftWtW1cvvPCCXnjhBfuUy4oVK2rBggX6z3/+o/DwcL388su5fh9ubm566623tGDBAgUGBto/\ns506ddJXX32l77//Xo0aNVKTJk302WefFRheXaldu3Zas2aNtm7dqubNm6tu3bp68cUXVaZMGVks\nFrm7u+v06dN6/PHHFRISok6dOikoKEgLFiyw95GQkKC4uDg99thjhb4uAADXy2IU8D+lJiUl6a23\n3tLZs2dlsVjUunVrPfjgg7naffjhh9q1a5c8PDw0ZMgQ+/BrAADgqFmzZgoKClJMTIzZpRTovvvu\n08MPP3zN9Y2cXVRUlGJiYnT06FGzSwFu2hNPPKFSpUpp+vTpZpcCACjGChxZ5OLiov79+ys6Olqv\nvfaaVq9erd9//92hzc6dO3Xq1CnNmTNHAwcO1Pz58wt18Zv9RhQAyAvvFjiTXbt26dNPP9WhQ4e0\nd+9eDR8+XJs3b9Y///lPs0srlPfee+9vWaD7VklLS9OMGTO0b98+/fzzz5o3b579/z+5WbxbYLbs\n7GzdfffdeuWVV8wuBbcQ7xYAReFm3y0FhkV+fn72UUI2m00BAQG5vhll69atatmypSTZ10I4c+ZM\ngRfnxQigKPBugbOZM2eOGjRooBYtWmjz5s1asWKF7rvvPrPLKpSQkJDbJtiSLk1DWrNmjVq3bq2I\niAi99dZbmjRpkn0q2s3g3QKzubi4KCoqSiVKlDC7FNxCvFsAFIWbfbdc1wLXp0+f1uHDh1WjRg2H\n/cnJySpdurR929/fX8nJyfLz87up4gAAuN3VqVNHW7ZsMbuMO8blhYkBAABw4wq9wHV6erqio6M1\nYMCAAhflBAAAAAAAwO2pUCOLsrOzNWPGDN13331q2LBhruP+/v5KSkqybyclJcnf3z9Xu7i4OIeh\nUHzlJ4CiwLsFQFHg3QKgKPBuAVAUevXqZf+WWkkKDw9XeHh4oc8vVFj0zjvvKDAwMM9vQZMufS3s\n6tWr1bRpUx04cEDe3t55TkHLq7jjx48XulgAKAxfX1+dP3/e7DIAFDO8WwAUBd4tAIpCpUqVbiqM\nLjAs2r9/v3744QdVqVJFo0aNksViUd++ffXHH3/IYrGoTZs2qlevnnbu3KmhQ4fKZrNp0KBBN1wQ\nAAAAAAAAzGMxDMMwswBGFgG41fhf6AAUBd4tAIoC7xYARaFSpUo3dX6hF7gGAAAAAABA8Wd6WJT4\nZ5oys3PMLgMAAAAAAAAq5ALXRen1H37X6+3uUllv03MrAAAAACgyPj4+slgsDvtcXFzk6+trUkUA\nbneGYSglJeWW92t6WORisSjH3GWTAAAAAKDIWSwW1icCcEsVVdhs+nAeq0ViFhoAAAAAAIBzMD0s\ncrEysggAAAAAAMBZmB4WWS1SNlkRAAAAAACAUzA9LGLNIgAAAAC4fY0ePVqzZ88usN2xY8cUGBio\nnJy81yF58803NWrUqFtdXrG2adMmNWjQoEj6fuSRR/TFF1/c8raXxcTEaPz48YVqm56erv79+ys0\nNFRPP/30dV3ndvbRRx9p8uTJplzb9LCINYsAAAAAwFyNGzfWjz/+aN9evny5wsPDtWXLlgLPnTp1\nqp577rlCXefqb4O70tChQzVt2rRC9RMdHa2ZM2cWqm1xd61nejNiYmLUo0eP6267ePFidevW7Zrt\nMzMzNWfOHA0ePLhQ/X/99ddKSkpSfHy85s2bV6hrXK/FixerSpUqqlmzpkJDQ9W+fXutW7dO0qVQ\nrnLlyqpZs6ZCQkLUsmVLLVq0qFD9pqamqmHDhpKkRYsWaeLEifZjycnJioyMVK1atRQWFqauXbtq\n69at9uP9+vXTl19+qeTk5Ft4p4VjeljkYrUom5FFAAAAAOAUFi9erJdfflkxMTG69957zS7HNNnZ\n2WaXcFsyDKPAAGv16tWqUaOGypUrV6g+jx07pqCgIHu/hbnGteT3u23QoIESExOVkJCgPn366Omn\nn9a5c+ckSRUqVFBiYqL279+vcePGadSoUfrll18KvNa+fftUu3ZtSdKePXvsP0uSt7e3pk+frj17\n9ig+Pl6DBw/WgAED7KPvPDw81KpVKy1ZsuSG7/VGmR4WWZmGBgAAAABOISYmRq+++qo+++wz1atX\nz77/qaeeUt26dRUWFqYePXrowIED9mPDhw/XG2+8IUmaO3euOnXqZP9jd8GCBWrdurUyMjIkXfoj\nf+nSpWrUqJEiIiI0Z84cez/R0dEaOnSopP9NWVuyZEmeba+UnJys/v37KywsTOHh4erevXu+9xcY\nGKgPP/xQTZs2VUREhF599VX7scWLFysyMlLjx49XrVq1FB0dLcMwNGvWLN17772qU6eOhg0bpvPn\nzzvU+Omnn6p+/fqqX7++5s2bZ+8vIyNDr7zyiv3YuHHjlJmZWWDNp06d0j//+U9FRESoadOm+vDD\nD+3H0tPTNWzYMIWHh6tVq1bavXt3vvd6+X5jYmLUvHlzhYeH66WXXnK4327dumnSpEkKDw9X06ZN\n9e2339qP9+jRQ59//vl1tT106JCioqK0fft2BQcHKzw8PM+6vv32WzVu3Nhh35Wfse7du+vgwYOS\npBkzZmjWrFn66quvVLNmTX388cd5XiMjI0MTJ05Uo0aNVLduXY0ZM0YXL16U9L/penPnzlXdunU1\nYsSIaz43SerTp4/S09N1+PDhXMdatWolPz8/JSQkFNjP7t277QHR7t27VatWLfsxDw8PVa9eXVar\n1R6AnTt3TmfOnLG3adKkidavX1/gdW4117/9ildxsUj5TFkFAAAAAPxNFixYoG3btmnx4sUKCQlx\nONaqVSvNmjVLrq6ueu211/TMM89ozZo1ufoYNGiQvvnmG82ePVuRkZGaNm2alixZInd3d3ubrVu3\n6scff9ShQ4fUqVMnPfjgg6pevbqk3FOq8mt75R/77777ripVqqR9+/bJMAzt2LHjmve5atUqrVq1\nSikpKerdu7eqV6+uPn36SJJ27typyMhI7dmzR5mZmVq0aJG++OILLV26VKVLl9azzz6rl156ySG4\n2rRpk2JjY/Xbb7+pV69eqlWrlpo3b67Zs2dr165dWrt2rSTpscce0+zZs/X888/nW7NhGBowYIA6\ndOigefPm6fjx4+rTp4+qV6+u++67T9HR0Tp69Kg2bdqkCxcu6OGHHy7w97p+/XqtWrVKZ8+eVceO\nHdWuXTu1bNlSkrRr1y717t1b+/btU0xMjJ5//nlt3749z34K07Z69eqaMmWKPv/8c3355Zf51rR/\n/361atXKYd/Vn7EhQ4ZozZo1GjlypCwWi3777Tf7c/fy8sp1jddee01Hjx7VunXr5OrqqiFDhmjm\nzJkaPXq0JOmPP/7Q2bNn9dNPP+W7btZlWVlZ+vTTT+Xj46Nq1app79699mOGYWjt2rX666+/VLVq\n1Xz7eP7557Vy5UqlpqbK3d1d8+fP14ULFxQZGakKFSo4BEBt2rTRzz//rKysLPXr10/+/v72YzVq\n1FB8fPw16y0KpodFVqahAQAAAICy/9nllvTjMv+rGzrvxx9/VNOmTXMFRZLUu3dv+8/Dhw/X+++/\nr5SUFPn4+Di0s1gsmjVrltq3b6/ly5dryJAhCgsLczg+cuRIubu7KywsTGFhYYqPj7eHRVf3VZi2\nbm5uOn36tI4cOaKqVava14fJzzPPPKMSJUqoRIkSevLJJ/Xvf//bHhZVqFBBAwYMkHRp1MeyZcs0\ncOBABQYGSrq0mHfr1q01a9Yse38jRoyQzWZTSEiIevfureXLl6t58+b697//rddee83+h/+IESM0\nevRoPf/88/nWvGvXLiUnJ9vXgKpcubL69u2r5cuX67777tN///tfTZ061V7/448/7lBLfvfr4+Mj\nHx8fNW3aVHFxcfawKCAgwH7vPXv2VFRUlP7880+VKVMmVz/X07YgZ8+ezfXZKexnLD8LFy7U+vXr\nVaJECUnSkCFDNHToUHtY5OLiYn/2+dm+fbvCw8Pl4uKiqlWr6oMPPrBf/+TJkwoPD1daWpqys7M1\nbty4fEdOSdL06dM1duxYde7cWevWrdOKFSu0bds2h9Fsl61bt04ZGRlauXKlffTZZd7e3vbRbH8n\n88Mii5RDVgQAAADgDnejIc+tMmXKFM2ePVsjR47UjBkz7PtzcnI0depUff3110pOTpbFYpHFYlFy\ncnKef8gHBgbapyn1798/1/GyZcvaf7bZbEpNTc23psK0HTx4sKZPn65+/frJYrGoX79+GjJkSL59\nVqxY0aER8wesAAAgAElEQVTWU6dO2bcrVark0PbUqVP2oOhy+6ysLP3xxx+SLgVaV/YXEBCg/fv3\nS7oULgQEBDgcu3ytQYMGacaMGblqPnbsmD2UkC6NYsnJybGvHXXq1Klc9Rfkymfo6empCxcu2Lev\nXDPI09NTknThwoU8A6DraVsQPz8/paSk2Lev9zN2taSkJKWlpaljx44OfRpXDEzx9/e/ZlAkSfXr\n1893RFSFChW0detWZWZmavLkyYqNjdUTTzyRZ9s1a9Zo2LBhyszMVE5OjurUqaPU1FTZbDYtW7ZM\nn3/+ucPaRZLk7u6url276v7771d4eLhCQ0MlXXrGvr6+BT6DW830NYtcLBZlkxYBAAAAgKnKlCmj\nRYsWacuWLRozZox9/7Jly7R27VotXrxYCQkJ2rx5swzDcPhD/Err1q3Tjh071Lx5c4dvfioqXl5e\neuWVV7Rx40Z99NFHeu+99xQbG5tv++PHj9t//v3331W+fHn79tXT4MqXL69jx47Zt48dOyY3Nzd7\nAGMYhkN/x48fV4UKFSRdCheuPPfKa3l7e+dZc6VKlVSlShXFxcUpLi5O8fHx2r9/vxYsWGCv58rr\nXdm/syjMwtOhoaEOi0Nf72fs6mv4+/vL09NT33zzjf3ZJSQk2IO7wtZVGG5uboqKilJCQkKeUzEl\nqV27doqPj1f37t01c+ZMxcfHq1SpUtq7d6/i4uJyBUVXyszM1JEjR+zbBw8edBid93dxgrCIkUUA\nAAAA4AzKlSunRYsW6bvvvtP48eMlSSkpKXJ3d1fJkiWVmpqqKVOm5PuHd3JyskaNGqUZM2Zo5syZ\nWrdunb755hv78fz++M9LYduuW7dOv/32m6RLIYyrq6us1vz/1H3nnXd09uxZ/f777/rggw/UtWvX\nfNtGRkZq/vz5Onr0qC5cuKDXX39dXbp0ceh/1qxZSktLU2JiohYtWqQuXS5NJ+zatatmz56t5ORk\nJScna9asWfaFrPOruW7duvLx8dHcuXOVnp6u7OxsJSYm2hey7tSpk958802dPXtWx48f10cffVSo\nZ/R3Klu2rE6cOJFrOtWVWrVqpU2bNtm3r+czltc1Lo/OGjdunJKSkiRJJ06c0HfffXeL7sqRm5ub\nnnrqKUVHR1+z3d69e1WrVi0dOXJE5cqVyzWyaceOHfbRSunp6Xr77beVlJSkunXr2tts2rQp1/pO\nfwfTwyLWLAIAAAAAc135h3lAQIAWLVqkFStWaOrUqerVq5cCAgJUv359tWrVSg0aNMi3nxdffFEd\nOnTQ/fffr1KlSmn69Ol64YUX7N/udHUAcK1AoLBtf/31V/Xp00fBwcGKjIxU//791aRJk3z7bd++\nvTp27KgOHTqobdu29nV48tKnTx91795d//jHP9S0aVN5enpq0qRJDm2aNGmi5s2bq2/fvho0aJBa\ntGghSXruuecUERGhNm3aqG3btoqIiNCzzz57zZqtVqsWLFiguLg4NWnSRBEREXrhhRfsa9YMHz5c\nAQEBatKkiR5++GH16NEj39qv9cwK076gc/Nr26xZMwUHB6tOnTqKiIjI89y2bdvq559/1unTpyVd\nWgOpsJ+x/K4RFRWlqlWrqnPnzgoNDVW/fv0K9dX2N6p37946fvy41q1bl+fxrKwsHTt2TEFBQdq3\nb1+ezyIjI0NRUVGqXbu2GjRooG+//VYxMTH2KX/p6en65ptv1LNnzyK7j/xYjOuJdovAs5//pPuq\nllDTKiXMLANAMeLr62vKInAAijfeLQBuFu8R8wUGBio2NlZ33XXXTfd17NgxNWnSRIcPH77mSCbk\nbeHChTpw4IB9BBty++ijj3TixAlFRUXl2ya/98rV629dLydY4Nqi7Gt/ax0AAAAAAE7H5LEXt7V+\n/fqZXYLTe+yxx0y7tunxp4uFaWgAAAAAgKJ3qxY5Lqr+AGdh/sgiKwtcAwAAAACK3tGjR29ZX4GB\ngbe0P8CZmD6yyGqxKIeRRQAAAAAAAE7B9LDIxcLIIgAAAAAAAGdhelhkTb+grKxss8sAAAAAAACA\nnCEs2v2TclIvmF0GAAAAAAAA5AxhkQxl5+SYXQYAAAAAAADkDGGRRcrJJiwCAAAAgNvNm2++qVGj\nRt3ytgUJDAzU4cOH8z0eExOj8ePHS5KOHTumwMBA5dzgIIWVK1eqYcOGqlmzpuLi4m6oj9vZRx99\npMmTJ5tdBv5mpodFLpJyWOEaAAAAAEy1aNEitWnTRtWrV1e9evU0ZswYnTt37prnDB06VNOmTStU\n/9fTtiAWiyXfY5mZmZozZ44GDx5cqPYFefXVVzV58mQlJiYqPDz8hvspjMWLF6tKlSqqWbOmQkND\n1b59e61bt06StGnTJlWuXFk1a9ZUSEiIWrZsqUWLFhWq39TUVDVs2FDSpd/zxIkT7ceSk5MVGRmp\nWrVqKSwsTF27dtXWrVvtx/v166cvv/xSycnJt/BO4exMD4usFimbkUUAAAAAYJp58+Zp6tSpeuWV\nV5SYmKj//Oc/OnbsmPr27ausrKw8z8nONu+Ligwj/wEHq1evVo0aNVSuXLlbcq1jx44pODj4hs69\nkdFMDRo0UGJiohISEtSnTx89/fTT9tCuQoUKSkxM1P79+zVu3DiNGjVKv/zyS4F97tu3T7Vr15Yk\n7dmzx/6zJHl7e2v69Onas2eP4uPjNXjwYA0YMMBeu4eHh1q1aqUlS5Zc973g9mV6WORiubH/gAAA\nAAAANy8lJUXR0dF69dVXdd9998nFxUUBAQF69913dfToUS1dulSSFB0drYEDB2ro0KEKDQ3VkiVL\nFB0draFDh9r7WrJkie69917Vrl1bs2bNUuPGjfXjjz/az7/c9vLUsCVLlqhRo0aKiIjQnDlz7P3s\n2rVLXbp0UVhYmOrXr6+XX34539Dqat9++60aN27ssM8wDH322WeqX7++6tevr3nz5jkce+utt9Ss\nWTPVrl1bgwYN0tmzZ5WRkaHg4GDl5OSoTZs2atasmSTp4MGD6tGjh8LCwtS6dWutWbPG3tfw4cM1\nZswYPfLIIwoODtbGjRuVkZGhiRMnqlGjRqpbt67GjBmjixcvFupe+vTpo/T09Dyn3LVq1Up+fn5K\nSEgosJ/du3fbA6Ldu3erVq1a9mMeHh6qXr26rFarDMOQxWLRuXPndObMGXubJk2aaP369YWqGcWD\nU4RF2UxDAwAAAABTbNu2TRkZGerYsaPDfi8vL7Vq1Uo//PCDfd/atWvVuXNnJSQkKDIyUtL/pngd\nOHBAL730kt5++23t3LlT58+f16lTpxz6vHo62NatW/Xjjz/q888/16xZs3To0CFJkouLiyZMmKC4\nuDh99dVXio2N1YIFCwp1P/v379fdd9+da/+mTZsUGxurTz/9VHPnzrWHWB988IHWrFmjL7/8Ujt2\n7FDJkiUVFRUld3d3HThwQIZhaP369YqNjVVWVpYGDBigBx54QHv27NHEiRM1dOhQh9E9y5cv17Bh\nw3TgwAE1bNhQr732mn777TetW7dOsbGxOnnypGbOnFngfWRlZenTTz+Vj4+PqlWr5nDMMAytWbNG\nf/31l6pWrZpvH88//7zCw8M1efJkzZs3T2FhYdq7d68iIyPVunVrh7Zt2rRRUFCQnnjiCfXr10/+\n/v72YzVq1FB8fHyBNaP4cDW7AKvFokxGFgEAAAC4w3X9dP8t6Wf5/4VcV/vk5GT5+/vLas09lqB8\n+fLau3evfbt+/fpq166dJMlmszm0/frrr9WuXTs1aNBA0qWg4sMPP8z3uhaLRSNHjpS7u7vCwsIU\nFham+Ph4Va9e3WGaVEBAgP7v//5Pmzdv1hNPPFHg/Zw9e1Y+Pj659o8YMUI2m00hISHq3bu3li9f\nrubNm+tf//qXXnvtNZUvX17SpdFB9957r9588037M7k87W3Hjh1KS0vTkCFDJEnNmjVTmzZttHz5\ncg0fPlyS1K5dO9WvX1/SpVE7Cxcu1Pr161WiRAlJ0pAhQzR06FCNHj06z/q3b9+u8PBwubi4qGrV\nqvrggw/s93Py5EmFh4crLS1N2dnZGjdu3DXXUZo+fbrGjh2rzp07a926dVqxYoW2bdumV199NVfb\ndevWKSMjQytXrlRmZqbDMW9vb50/fz7f66D4cYKwiGloAAAAAHC9Ic+t4u/vr+TkZOXk5OQKjE6d\nOuUwwqRixYr59nPq1ClVqlTJvu3p6alSpUpd89ply5a1/2yz2ZSamipJ+uWXXzRhwgTt2bNH6enp\nysrKUkRERKHux8/PTykpKQ77LBaLQ+0BAQHav/9SOHfs2DE9+eSTDsGQq6ur/vjjD3uAdNnJkycd\n7lG69M1sJ06csG9feTwpKUlpaWkOo7ZycnKuueZS/fr19eWXX+Z5rEKFCtq6dasyMzM1efJkxcbG\n5hugrVmzRsOGDVNmZqZycnJUp04dpaamymazadmyZfr8888dQjlJcnd3V9euXXX//fcrPDxcoaGh\nkqQLFy7I19c335pR/Jg+Dc3KNDQAAAAAME39+vXl7u6uFStWOOy/cOGCvv32W7Vo0cK+71rfKla+\nfHmH0CQtLU1//fXXDdU0ZswY1ahRQxs3blRCQoJefPHFawYsVwoNDc1z0efjx487/FyhQgVJl4Kj\nmJgYxcXFKS4uTvHx8Tp06FCuoEi6FNZc2Y8k/f777w5B1JXPyN/fX56envrmm2/s/SckJNiDqhvl\n5uamqKgoJSQkOKyZdKV27dopPj5e3bt318yZMxUfH69SpUpp7969iouLyxUUXSkzM1NHjhyxbx88\neFBhYWE3VTNuL6aHRW5WKSubsAgAAAAAzODr66vhw4dr7Nix2rBhg7KysnT06FE9/fTTCggI0D/+\n8Y9C9fPQQw9p7dq12r59uzIzMxUdHX3N9tcKfy5cuCAfHx95enrq0KFD+uSTTwp9P61atdKmTZty\nXWvWrFlKS0tTYmKiFi1apC5dukiSHn74YU2dOlW///67pEujgfILYOrWrStPT0/NnTtXWVlZ2rhx\no9atW6euXbvm2d5isahfv34aN26ckpKSJEknTpzQd999V+j7yY+bm5ueeuqpAp/z3r17VatWLR05\nckTlypWTm5ubw/EdO3bYRyulp6fr7bffVlJSkurWrWtvs2nTJrVq1eqma8btw/SwyKYcpRMWAQAA\nAIBpBg0apNGjR2vSpEkKCQlRly5dFBgYqM8//zxXuJCf4OBgTZo0SYMGDVK9evXk4+Oj0qVLy8PD\nI8/2V49SunJ77NixWrZsmWrWrKkXX3wxVxhzrRFObdu21c8//6zTp087tG/SpImaN2+uvn37atCg\nQfYRU08++aTat2+vvn372u99586deV7Lzc1NH3/8sb755hvVrl1bL7/8subMmaOgoKB863rppZdU\ntWpVde7cWaGhoerXr1+hvu6+MHr37q3jx49r3bp1eR7PysrSsWPHFBQUpH379uU5lS8jI0NRUVGq\nXbu2GjRooG+//VYxMTEqV66cJCk9PV3ffPONevbseUtqxu3BYhR2LF8R+WzC69pSPkKjutxjZhkA\nihFfX18W4ANwy/FuAXCz7rT3SGpqqkJDQxUbG6vAwMC/9doLFy7UgQMHNH78+L/1usXRRx99pBMn\nTigqKsrsUpCH/N4rV6+tdb1MX+DaZjWUnm12FQAAAACAm7V27Vo1b95chmFowoQJCg0N/duDIknq\n16/f337N4uqxxx4zuwSYwPRpaB5WQxf5MjQAAAAAuO2tWbNG9evXV4MGDXT48GHNnTvX7JIA3ADT\nRxZ5WAiLAAAAAKA4eOONN/TGG2+YXQaAm2T6yCKb1VB6Tv6LkwEAAAAAAODvY3pY5O5iUYZBWAQA\nAAAAAOAMTA+LbG4ujCwCAAAAAABwEqavWWRzddHFTMIiAAAAAMWbYRjy9fV12Ofi4qLsbL4eGsCN\nMQyjSPo1PSxyd3fVxTSrDMOQxUJoBAAAAKB4SklJybXP19dX58+fN6EaAMif6dPQXNzd5CpDGdlF\nk4YBAAAAAACg8EwPi+TmIQ9l62JWjtmVAAAAAAAA3PGcICxyk4eRpYuMLAIAAAAAADCdE4RF7rIZ\n2UpnZBEAAAAAAIDpTA+LLG7u8sjJJCwCAAAAAABwAqaHRXJ3l4eRqYwspqEBAAAAAACYzfywyM1d\nHtmMLAIAAAAAAHAG5odFrm6XpqFlExYBAAAAAACYzfywyN1Dtqx0XWQaGgAAAAAAgOnMD4vc3GXL\nusg0NAAAAAAAACfgHGFR9kWlZxIWAQAAAAAAmM0JwiI32TLTlcbIIgAAAAAAANM5QVjkLq+MVMIi\nAAAAAAAAJ+AEYZGbPDMuKDWDsAgAAAAAAMBs5odFLq7yykzThYwssysBAAAAAAC445keFlksFnkp\nS2kZ2WaXAgAAAAAAcMdzLajBO++8ox07dqhkyZKaPn16ruPx8fGaNm2aypcvL0lq1KiRunfvfl1F\nnLWV0O7T6dd1DgAAAAAAAG69AsOiBx54QB07dtRbb72Vb5vQ0FC9+OKLN1xEyMVTcjd9jBMAAAAA\nAAAKjGhCQkLk7e19zTaGYdxUET6WHLkSFgEAAAAAAJiuwJFFhXHw4EG98MIL8vf31yOPPKLAwMDr\nOt/TVUrPknIMQ1aL5VaUBAAAAAAAgBtw02FRUFCQ5s6dKw8PD+3cuVNvvPGGZs+efV19WG2esrlI\nqZk58nF3udmSAAAAAAAAcINuOiyy2Wz2n+vWrav3339fKSkp8vHxydU2Li5OcXFx9u1evXrJ19dX\nKV4+8naRLO6e8vX1uNmSANzh3N3d5evra3YZAIoZ3i0AigLvFgBFZfHixfafw8PDFR4eXuhzCxUW\nGYaR77pEZ86ckZ+fnyTp0KFDkpRnUJRfcefPn1e2q6tsytafZ87LWxmFLh4A8uLr66vz58+bXQaA\nYoZ3C4CiwLsFQFHw9fVVr169bvj8AsOi2bNnKz4+XufPn9egQYPUq1cvZWVlyWKxqE2bNtq8ebPW\nrl0rFxcXubu7a9iwYdddhMXDJk9LttIyc27oJgAAAAAAAHBrFBgWPffcc9c83qFDB3Xo0OHmqvCw\nyVNZSssiLAIAAAAAADCTc3xhvYenPI0spWZmm10JAAAAAADAHc1JwiKbPHMymYYGAAAAAABgMucI\ni2w2eeZcJCwCAAAAAAAwmXOERR6e8szOYM0iAAAAAAAAkzlJWGSTZ2Y6I4sAAAAAAABM5hRhkcVm\nk2dWGmERAAAAAACAyZwiLJKHp2yZhEUAAAAAAABmc5KwyCbPixdYswgAAAAAAMBkzhMWZVxQKiOL\nAAAAAAAATOU8YVF6CtPQAAAAAAAATOYkYZGnvNLPMw0NAAAAAADAZM4RFtls8kw9xzQ0AAAAAAAA\nkzlHWOTqJq/MC0rNyDa7EgAAAAAAgDuaU4RFFotFNlcXZWYbysoxzC4HAAAAAADgjuUUYZEkWTxs\n8nS1MBUNAAAAAADARE4TFslmk5ermIoGAAAAAABgIucJizw85W01GFkEAAAAAABgIicKi2zyIiwC\nAAAAAAAwlXOFRZZsXchkGhoAAAAAAIBZnCYssnjY5KUspWYwsggAAAAAAMAsThMWycMmLyOTaWgA\nAAAAAAAmcp6wyOYp75wMpqEBAAAAAACYyHnCIg9PeeVcZBoaAAAAAACAiZwnLPL1ldfFC0xDAwAA\nAAAAMJHzhEU+JeWddo5paAAAAAAAACZymrDI4lNCnmnnlMbIIgAAAAAAANM4TVgkm6e8LqboAmsW\nAQAAAAAAmMZ5wiJPL3kdPaCUDKahAQAAAAAAmMV5wiKfEvLNTCMsAgAAAAAAMJHThEWWkqXkbc1W\nKtPQAAAAAAAATOM0YZEkubu5KscwlJlNYAQAAAAAAGAGpwqLLB42ebladIFvRAMAAAAAADCFU4VF\n8rDpXKahtYfOmF0JAAAAAADAHcm5wqI/TkiSfjtz0eRCAAAAAAAA7kzOFRZlZKi0S5ZSWOQaAAAA\nAADAFM4VFknqlBKvyiXdzS4DAAAAAADgjuRUYZGlbVeVKOmrlIvZZpcCAAAAAABwR3KqsEily8kn\nI0UpGYRFAAAAAAAAZnCusMgw5LV3C2sWAQAAAAAAmMSpwiJLlbvlVbaM0rMIiwAAAAAAAMzgVGGR\n/ErJ89yfSsskLAIAAAAAADCDc4VFPiVlO/8XYREAAAAAAIBJnCsssnnK88IZpTENDQAAAAAAwBRO\nFRZZrFa552QqJ8dQZjaBEQAAAAAAwN/NqcIiSbLUrK0sQzp9IcvsUgAAAAAAAO44zhcWlSojSTpx\nPsPkSgAAAAAAAO48ThcWqVRpSdKkDcdMLgQAAAAAAODO42p2AbmUKqOGqX+oVI3qZlcCAAAAAABw\nx3G+kUWZGWpw4DvlGGYXAgAAAAAAcOdxurDIElJbJTNSdCaVNYsAAAAAAAD+bk4XFqlykEpkXtC5\n82lmVwIAAAAAAHDHcbqwyGKxqETmBR1IkbKYiwYAAAAAAPC3crqwSJLK2yySpKTUTJMrAQAAAAAA\nuLM4ZVjk8tcfkqSFe/40uRIAAAAAAIA7i1OGRZb/e1p3pRyXzdUpywMAAAAAACi2nDONcXNX5Qun\ntergGbMrAQAAAAAAuKM4ZVhkqd9MLU7vVKCPq9mlAAAAAAAA3FGcMyyyeSog9Q+dSGGBawAAAAAA\ngL+TU4ZFklSuzj3KlkUHk9LMLgUAAAAAAOCO4bRhkVspf0nS1t9TTK4EAAAAAADgzuG0YZH8Squd\n8btK2Vi3CAAAAAAA4O9SYBLzzjvvaMeOHSpZsqSmT5+eZ5sPP/xQu3btkoeHh4YMGaKqVavedGGW\nUv46fDhTa7aeUsfgUjfdHwAAAAAAAApW4MiiBx54QC+99FK+x3fu3KlTp05pzpw5GjhwoObPn39r\nKnN1V+Cfv96avgAAAAAAAFAoBYZFISEh8vb2zvf41q1b1bJlS0lSjRo1lJqaqjNnztx8ZSG19Y8j\n3958PwAAAAAAACi0m16zKDk5WaVLl7Zv+/v7Kzk5+Wa7lcXVTeXSLvWTnWPcdH8AAAAAAAAo2N+6\nenRcXJzi4uLs27169ZKvr2++7c/oUkiU4eKhcj4eRV4fgOLB3d39mu8WALgRvFsAFAXeLQCKyuLF\ni+0/h4eHKzw8vNDn3nRY5O/vr6SkJPt2UlKS/P3982ybV3Hnz5/Pt29Li3aSpC2//KH7q5W82VIB\n3CF8fX2v+W4BgBvBuwVAUeDdAqAo+Pr6qlevXjd8fqGmoRmGIcPIeypYgwYN9N1330mSDhw4IG9v\nb/n5+d1wQQ5C71FE1mmlZebcmv4AAAAAAABwTQWOLJo9e7bi4+N1/vx5DRo0SL169VJWVpYsFova\ntGmjevXqaefOnRo6dKhsNpsGDRp0y4qzlPDTcV3UxqPn1TG41C3rFwAAAAAAAHkrMCx67rnnCuzk\niSeeuCXF5FLCTw+e+q/O1vpH0fQPAAAAAAAABzf9bWhFqqS/vFOStPbns2ZXAgAAAAAAcEdw6rDI\n4uWtk56llZqZo1MpGWaXAwAAAAAAUOw5dVgkSe1tZyRJA5f/YnIlAAAAAAAAxZ/Th0Xl4jep1rnf\n5Ga1mF0KAAAAAABAsef0YZH8y6rZie3KzDHMrgQAAAAAAKDYc/qwyPJQT1W9cEKSlPhnmsnVAAAA\nAAAAFG/OHxaF1lHNc0fkkZ2h9Kwcs8sBAAAAAAAo1pw/LCpbQZJUPylB59KzTK4GAAAAAACgeHP6\nsEiSLN37q2RGiv46cszsUgAAAAAAAIq12yIssnboLtdy5bUriZFFAAAAAAAARem2CIsk6Zzhpu2p\nHmaXAQAAAAAAUKy5ml1AYbVJ/0Wn03IkhZhdCgAAAAAAQLF124ws8uvzqBL8qunCn0lmlwIAAAAA\nAFBs3TZhUcWSnpKkPYdOmFwJAAAAAABA8XXbhEVuLlY1zzymtAupZpcCAAAAAABQbN02YZEklfGw\nKOlcmtllAAAAAAAAFFu3zQLXkvTvnAApVeppdiEAAAAAAADF1G01smhchUuLWxvJf5pcCQAAAAAA\nQPF0W4VFdRqGS5IiVxIWAQAAAAAAFIXbKiyylvCz//z5h8tMrAQAAAAAAKB4uq3CIklakr1ekvSZ\nR6jJlQAAAAAAABQ/t11Y5P7oEFV0zVTdHKaiAQAAAAAA3Gq3XVgkSc8FuyrlYpaMC+fNLgUAAAAA\nAKBYuS3DotKVKyrJ6qmcYf8nIzvb7HIAAAAAAACKjdszLPIvqWSPksqwusr44iOzywEAAAAAACg2\nbsuwyMVqkSQd9SovY91XJlcDAAAAAABQfNyWYdFlv1ara3YJAAAAAAAAxcptGxY1ruyjFZXvk9zc\nzS4FAAAAAACg2Lhtw6KKPu76LVVSZobZpQAAAAAAABQbt21Y1CqopCTpH/dPk5GTY3I1AAAAAAAA\nxcNtGxZVLvm/6WeRnx0wsRIAAAAAAIDi47YNiywWi+pU9LZvp34y18RqAAAAAAAAiofbNiySpAmt\nKuutX2MkSbvjj5hcDQAAAAAAwO3vtg6LJKnS4b2SpKm1Byh7aG+TqwEA4P/Zu+/4KKr1j+Ofmd1N\n33SSQAgECL1LEUGliHrtIIrtXnsvP0WvBQv2hr1dey8oNlCveu2gKEgHqaHXkN6TbTO/P1YWQhJA\nZQng9/163dfNzJyZeWZNHs8+nnNGRERERGT/tt8Xi4zDjyarKi+4UVvTtMGIiIiIiIiIiOzn9vti\nkfmvK3j8wsEAlLlisedNb+KIRERERERERET2X/t9sQjAaRoAjOl3LdbkCU0cjYiIiIiIiIjI/uuA\nKBZtVRrhpmxLPrZtN3UoIiIiIiIiIiL7pQOmWHTXEVkAnDfodqwvP2riaERERERERERE9k8HTLGo\nZ0Zs6OfyT99vwkhERERERERERPZfB0yxCOD90zsA8Fq74zUVTURERERERETkTzigikURjuDj/JDR\nlyke/AwAACAASURBVO8X52HP+aWJIxIRERERERER2b8cUMUigBM6JQHwxLwyrGfvx/rmkyaOSERE\nRERERERk/3HAFYsu7JNOlr8MgNVxzbHfe6mJIxIRERERERER2X8ccMUigHvmPwfAdX3HAGDPntaU\n4YiIiIiIiIiI7DcOyGJRwj1P8Y+NPwNgYWA99yC239fEUYmIiIiIiIiI7PsOyGKRERPHknYDAPiq\n76kEDBPrhYeaOCoRERERERERkX3fAVksArhgUGsAVvY4glMHP4A9dzq2x4Pt92HXVjdxdCIiIiIi\nIiIi+yZnUwcQLj0zYgH4dlVwseuiyAQixpxDvC9YKHK8qLekiYiIiIiIiIjs6IAdWQRw3/BWoZ8v\nPuQWzh10B++1Ht6EEYmIiIiIiIiI7NsO6GJR1/QYJp3Zsc6+99ocBYDt8TRFSCIiIiIiIiIi+7QD\nulgEYBgG753WAYAkTzkdKzdgA2xa26RxiYiIiIiIiIjsiwzbtu2mDGDTpk175T7ryjwYwJWfrQbg\nqRkPkRnnwLz3eQzD2CsxiMje4Xa7qaioaOowROQAo9wiIuGg3CIi4dCiRYu/dP4BP7Joq1YJkbSM\njwhtX3Xw9VCQB8sWNmFUIiIiIiIiIiL7lr9NsQiCU9JeH5VTZ5/1yK008eAqEREREREREZF9xt+q\nWASQGOXk5sGZABgnnAGA/d1n2FWVTRmWiIiIiIiIiMg+wdnUATSFPi3iACgYNorri3Ioy3PDpA18\nOCITZ6y7iaMTEREREREREWk6f7uRRQBOM7ig9cWTV1EWsa04NGrSRgIXndhUYYmIiIiIiIiINLm/\nZbFoR6es+Sb087L4Vti/zdE6RiIiIiIiIiLyt/S3LRYlRwdn4F03qAX/uuVKJp7WAYBbel+G9cQd\n2G8+Q+CiE7F9vqYMU0RERERERERkr9qtNYvmzZvHa6+9hm3bDB06lBEjRtQ5vnjxYsaPH096ejoA\n/fv3Z9SoUXs+2j3o1ZNzqPVbRDmD9bJIp8mArDjKFy6gwhlNxLTviQTsaV+DOxEyWmJktmraoEVE\nREREREREwmyXxSLLsnj55ZcZN24cSUlJjB07ln79+pGZmVmnXefOnbnxxhvDFmg4bC0UbbVoSzUV\niW0559A7Afjwhxuw334OAANwvPjJ3g5RRERERERERGSv2uU0tBUrVtC8eXOaNWuG0+lk0KBBzJw5\ns167A2GNn/MOSquzPWrI+ND/tvIGrL0dloiIiIiIiIjIXrPLYlFxcTEpKSmh7eTkZIqLi+u1y83N\n5frrr+f+++9nw4YNezbKvWRIm4RGj1U4Y3jiy8Wc+u5yXp2TvxejEhERERERERHZe/bIAtdt27bl\nP//5Dw899BD/+Mc/eOihh/bEZfc6h2kw6cyO/HtQC545vk2dY+ccegffFQU/rklLiql+9emmCFFE\nREREREREJKx2uWZRcnIyhYWFoe3i4mKSk5PrtImKigr93Lt3b1566SUqKyuJi4ur027RokUsWrQo\ntD169GjcbvefDj5cju0eD0DX9AIeOK4DJ7wyJ3QsraaY/OhkLmEAEz57FzOlGZFHjWjsUiLSBCIi\nIvbJ3CIi+zflFhEJB+UWEQmXiRMnhn7u2rUrXbt23e1zd1ksysnJIS8vj4KCApKSkpg2bRpXX311\nnTalpaUkJiYCwTWOgHqFosaCq6io2O1g97b7hrfE8lQz+axO2DXV+P/vDAxsRg0ZT07FBjw/vwOA\np10XjLTm2IVbMFLTmzhqEXG73ft0bhGR/ZNyi4iEg3KLiISD2+1m9OjRf/p8w96NlannzZvHq6++\nim3bDBs2jBEjRvD1119jGAbDhw/nyy+/5Ouvv8bhcBAREcE555xD+/btdyuATZs2/eng9zZ78was\ncZfz33ZH8nLWkQDcOe95bu91CU/PGE+LmuAILPPmRzDa7N7zi8iep06XiISDcouIhINyi4iEQ4sW\nLf7S+btVLAqn/alYtNXK4lqu/WJNnX0RAS/v/nhrcKNbH/htNqQ1x7znOQzD2PtBivyNqdMlIuGg\n3CIi4aDcIiLh8FeLRXtkgeu/m3bJUdwyOJNY17aPz+uIwB55NjYEC0UA+ZuhurJJYhQRERERERER\n+TNULPqT+rd08+yJbQE4uUtwwe9RJd0YNWQ8+ZGJ2EClMxrrmrOwy0uwPnit6YIVEREREREREdlN\nmoa2h5z09tI62zEuk2qfRVZVHk/MfBSP6cIyDGL+dRkU5sGWTZgXX99E0Yoc2DScW0TCQblFRMJB\nuUVEwuGvTkPb5dvQZPdMOrMjU9aUk1/l4+35hVT7LADWx2ZQEhHHBQPHATD201fpV7QEAPvIEaGF\nsAN3XIUx7HjMw49umgcQEREREREREUHT0PYYwzAY0iaB0d1SQ/v+2TP489ZCEcD93c/j5CHjAbBe\nejj4///7CDauxX7zGezSor0YtYiIiIiIiIhIXSoWhcHbp7bnrVPac+p2hSOAy/tnbNu44Dp8Bfl4\nLzoJe7v1jOzpP9S7nu2pxa6pDlO0IiIiIiIiIiLbaM2iMJu2tpzxP23iozM64jANfAGLU95dXqfN\nRcs/5rhzT8G67zqIisaf1Zb1rXqSc/rp2D4f1uWjADCfeg9KisA0IW8DRs/+TfFIIvs8zf0XkXBQ\nbhGRcFBuEZFw+KtrFqlY1AR2XAwbwGnCm5GzifjiPcb1uoRFie24qG8axzx+Ifj9DV7H8eIn4Q5V\nZL+kTpeIhINyi4iEg3KLiISDikX7oYIqHxdOWrlbbVtXbmZtXHOenjGe9NpiHLYVOmbe+ihYFvb6\nVZiH/yNc4Yrsd9TpEpFwUG4RkXBQbhGRcFCxaD8VsGwqPAGiXSbPzMhjypryOsdHrPuBSa2G1Dvv\n9NX/Y/Tab4PXwODUIQ/y9IzxtKgpxLjwOsyDBwePXXQitO+C44YHwv4sIvsadbpEJByUW0QkHJRb\nRCQcVCw6wBRU+UiOdmLMnMrNs6pZkthmt8776IcbQj+/c+5j5M5ZxO0LXsJ86j3KLAeTl5VyVs9m\nOE0jXKGL7DPU6RKRcFBuEZFwUG4RkXBQsehvYtGWaublVTHxt6Kdtnt36s2cfvh9AEyYejMbYtK5\nvu/VoeMfFU3EHHosdOmN/eNXGM0yMLr2DmvsInubOl0iEg7KLSISDsotIhIOf7VY5NxDcUiYdU2P\noWt6DCd1SuasD3I5JCuOnhmxfLG8lLVlnlC7rYUigEWJbbmnx4V1L7RwFtbCWaFNGy2ULSIiIiIi\nIiLbmE0dgPwxcZEOJp/ViZsOb8kxHZJ45JjsRttuXyi6dcFLdY5VOaM4ech4HulyJtbaFdhLF/DF\nuHsp//R9AOx1q7BmTKGhgWd2cSH24rl75oFEREREREREZJ+iaWgHgN+2VLOyuJYPFhVR7gnw3mkd\neGNeAf9dVgLA5LM64QtYnPLucgAePDKLG79eHzo/zlfNg3Oe4oqDbwTgwx9uIGCYjB78AG8veZpo\npwEFmyEhGfOSG7HuGQOAefezWPdei3nzI1gTX8b8v3EYhtZEkqan4dwiEg7KLSISDsotIhIOWrNI\nGrSp3Mtln64iOzGSJ44LLpJ90ttLd+tcw7Z4YM7T3Njn/zh1zTcMyp9Py+p8THbxq9KuE6wM3sN8\n9kPsD17DPP2i4OikvA0YzbP+0jOJ7C51ukQkHJRbRCQclFtEJBz+arFI09AOUC3iIwC4fdi2Ak1C\nlKNOm8lndeK+4duO92kRC4BtmGy4PLj20fvZw7mm/3WcMuTBevfIdbfk5CHjyXVncf4ht7KksDZ0\nzHrmPuxvP8Wa8ALWxSdhjbsC69tP99wDioiIiIiIiEhYaGTR30xehZcvckv5V69mOM3glLGtI47e\nHJWD02FwxsTcBs/9OPpXAl98iIGN4+mJvPXwS3yQPZzUSINCT/DX6KFZT/Be9pFcv+hNXHaAdTHp\n5Ecl0bc4eA/Hi59gWxb2nOn4v/oYR94GjMOOxDz1/Hr3s1cuheYtMWLiwvFRyAFM/4VORMJBuUVE\nwkG5RUTCQSOL5A/JcEdw3kFpoUIRwD/aJwIQH+UkxrVt9NGdw+pOGxtZ059ThjzIqCHjGfHBGj7I\nHg4QKhSl1xRxfd+rmZXahUe7nImd1YZr+l/HfT3O55fUbnhMJ7UrlmFdMoKRy5I5tfUFUFOF/dUk\n7KJ8bNsmcNOF2HkbsP0+rAduwLr6TGzbxvr0XQJ3/h/2mm2FLNsKhO1zEhEREREREfm70sgiqWdR\nfjUrimo5qXMyALZtM+KdZQ22ffzYbK75fA3HdUwKLai9Ky/8ci8XH3ILAG/9eBuWYfJRq6H0L1xE\np/K1ABgDj8D++VsAVmf35vFmQ3li5qPA76OTli3EevgWjIuvx+g9AGwwXK5G72kvWwjNMjCSm+3e\nhyD7Nf0XOhEJB+UWEQkH5RYRCQctcC17xYQFBby7sIh3R3fAYcKEBYXERTgY1TWFKavLOLR1PCdP\nCBaUHhyawY3f54XOvWpABk9N37bduXQ1SxLbNHifj364od6+k4eMD/3ssnz4TBfvTr2ZCMsf3JmR\nCXEJmNffC6XFdQpCdmkRWDbWjcFpbsYRJ2B/+ynGiWdinnD6n/9AZJ+mTpeIhINyi4iEg3KLiISD\nikWyz1hTUovPsmmfEo0vYHHKu8sZM7A5Q9okMP7HjZzaLYVrPl8Tah/tNKnxW/Wuc17lHFLWLuLh\nrv9q9F5XLXmXoZFlsG5l3RhiM7ih/7WMnfcSvUuWN3r+hphmTGx9JNcueQcA8z8fhkYmWVO/xEhK\nxejeF7uyHGLdGIbR6LVk36NOl4iEg3KLiISDcouIhIOKRbJf2bqY9nMntiU9zsWEBYW0TY4iMdLB\nTV+va/S8yWd1Cp271YRTcph15x3E+auJ91axMTaNR7ucFTp+9sr/MjOlC0sS29DcquSZ5S/jyc/H\n2aUnk8rdvN32GN7+8VaiA14gOL0tcNOFBIoKyItOJevq67EeuAHjkKEYx47Guu2y4BS48hKM+KS/\n9DnYHg+4nBimY9eN5Q9Tp0tEwkG5RUTCQblFRMJBxSLZr/gtG2/AqrOQ9vbKav2c/eGK0PZxHRLp\nmxnHQS2Cb0SzJr7M3XnJzEnp3Og9WlQXsClm52sTDfOv5ztncAHvj364gU3RqTzXYRR50ckURiWF\n9jfGfO5jDIeDwNP3QJybk11HA/Dhic0x33sJe8YUzLufxcjIDJ0TuOhEzEtvxOgziMBFJwav88Q7\n4IrAnjsds//hO41Zdp86XSISDsotIhIOyi0iEg4qFskBx2/ZGIDDbHzq146jjLbqlhrJ3VVTmd5n\nBA/+tBmA10flcM52BSiAhEgHFd4A1k5++5/89WGe6XIaJ635jgGFiwDwGQ4+yTqcLqWr6Prwk/gv\nHsGD3c5mZmpXAI7Y/CvfNu8PwL1znqFT+Vp+SO/D4OMOx3zlMQDMGx/AevCm4E069+TnQotDChbi\neGEy/DYH0ptjpAX/sG2/H+uykzEvvxmj9wC2/rkahoE9dzq44zFyuoRitn0+rMtHYRw7GnPkPxt/\nuAOcOl0iEg7KLSISDsotIhIOKhbJ397WX+HHft7MmIHNG1xfaEO5h41lXg7OcocKTS+c1JaLJ68K\ntelbuJhZqV3qnduYZ2Y8yBUH3xjabl++jtz4VnXa3D/nacYedCVDN8+kICqZ35La8eZP43BaAQKG\nSWmEmysPvoEYfw3vDE3AuvsaAMyn3oOVS7Eev52N0c1YmNSOY+8Yy4arL+C+7ufxnwsGYV0yAghO\nn9sqcM1ZUFVRb/+ulNT4SYp27nb7rawXH8EYdhxGu05/+NxwUqdLRMJBuUVEwkG5RUTCQcUikT/o\n+i/XsLyolslnBQscNT6LaJeJXVrE/fNr6N8yDnekg/umbNzta751Sns2VXi54X9rAeiaFs2i/Jpd\nnnfOis94Ped4AC5Z9iFH5M1kQ0waufGtOGLzTEzs0NvgsqryWB+bAQRHMF2x7APKXTEk3nQfJUuX\nkjT4CKwrT4WYWKiuwhz7EKS3AIcDIiIhEACHI7ROUuCyUeD3ha7/+sk5JP5eMFq0pZouFWuxHrwR\n8z8fYLgiAPAGLFYU1dIlLQbrlcewf/keAOP40zFatYVW7cAKYDTLIPDkXZjDjsPo1me3P8c9RZ0u\nEQkH5RYRCQflFhEJBxWLRMJkXamHrISI4JQv2+bTZSU0i3FxSCs3Hywq4s15BYw9PJMBWe7QObZt\nh0Y2NTRVblhMBd9Vu+vs61G9ngUxWfXaxnsreT1jLSOLu+5WvK0rN3POys+IuOg6uoy/lDJXLOtj\n0+lWum301P3dzglNmRuYP58xSyZw6uAHALj7iCy63nYGk7IO5412x3Pt4rc5NH9+qJg0qa+PEbOC\nb4z76KdbwO8LXbcoIp4Ubznlrhg8ZgTpV12P9fAtwM5HONl+P4Zz24gm2wpAZTn2+69hz5+B48l3\nQ8esuTPY8PEHtLrroV1+FjvrdNnFBVCwBaNjt11eR0Rke/pCJyLhoNwiIuGgYpHIPmrWxkru/mED\nH5/ZkZHvLAOCb3V7fmYeny8vDbV7eWQ7Cn/4jhtLWjd6rdHdUpj4WxEAr3au4rwlsTu997G1uXwe\n1R6Ap2Y8xKNdzmS1O7Neu46JDpaVBkLbL/58DxcNvDW0/e7Umzn98PsAePOncfzr0LsAePLXh2hZ\nXYB53wuM+GrbsyR4KyiLcNdZHNx8YTKsWob1xB2Yj70dXBj89wW+AejSC/O8a7B/+hp78tsArI1N\nZ0y/63h0aBrtWiQDcPFL09gSncIr0+4i6ZpbuWJpJJsqfLw3ZSwuOwBde+O45k6g8U6XHQhgXToy\nGNezH9UpVNVpV1ONER2D7fNiXX4KECx67Vjc2hl7wxqsO/8P84GXMVLqL7hu2zbWxSdhPvomhjth\nt64pIk1LX+hEJByUW0QkHFQsEtmH+QI2LkfDC3UvKajmpq/WMfmsTtg+HyMnrsDGCE2P235k0uSz\nOnHS20u5rH86R8fXMOKbcgDeOCKJs78t4WF3Lv+uaL9bMZ234hMO2zKX8wfdHto3dPNMvm/eL7R9\n08LXeKD7ufwz3cNbWyLrXaNHSS4Lkhq/32MzH6XNlddgPXgTz7cfSVlEHNcteguvI4J1semkeMpI\n9ZSF2v+Y1gu/YTKg8DeiA97QaCaASae3h+pKRnyyeZfPFuWAl1JWkRxp4qmtxZ76Pxz3PBs6Hrj7\nGli3ChswAOPokZinnAf8vvaV1xucygeYT76L9X+nb7t4q3awbiXGyH9hf/wmsPNRU1sLYsZhR2Ge\nfWXwHpYFfh9GRCR2RTnWtf/EGHY85hkXN3odu7Ice/I7GKPOxoiK2eVnICLhoy90IhIOyi0iEg4q\nFokcwIpr/MRHOnCaBrV+iyinCUDA6yWvFjLjI0JtfQEbT8Ciyhvg4smr6JURw7y86jrXa50YyWPH\ntMYsL6HAGc9Fk1dy25CW9Imo5NM3J/Fy+hAAPj61DSPfXw3A4NZupqzd1oHJSY5iRXFtnet+fGZH\nHp22iR/XVtDVk0dy6WZ+TO+902ebdGZHCAQY8d6KBo+fuH4Kn2QNBuCaxe/weJczObNrIu8sKm2w\n/Y4+/OEGrul3LetjM3i0dTFte3fHM+ZsnHaAUb8Xo9746Xbcx52Mt7qa03yHcOqabzhjzVfc1PsK\nPJGxPDp9POYhQ5mysoTHu5zJ+1NuwrBtAoaJyw5Qeu+rJM38FqN739Di5AA0y8AuyAOCRSnz0bcg\n4Me6/lwA7NY5vHzwhcTP+IaDC3+jzbh7sR6/g+qjTyV24GDM36cyrivzEDf2XBJ8VQCYj7+DERsX\nuo3fsnH+/tZAe8USaJmNERUd3K6phspySEkLriPldDX4OdmeWuzP3sM48UwMlwu7qgJrzD8xDjsK\n44xLdnskVZ1rWhaGaW57O98hQzHPH7Pt+HZv9RPZn+gLnYiEg3KLiISDikUi0qiVxbU89vMmnji2\nDQ5z11/M35pXwJZKH9cd2oI1JbVc/fkaBrZyc+3AFvz7yzU8dmw2VV6Lf36Qy6BWbvq3jOOw1vF1\nrv3yrDw+Wbbrgk5KjJOian+jxycd5GHEnLqjmj48oyOjJgSn9E06KhGjWQZLCqr5ZmUZrVbN4RW7\nXaPXO3XNN7yfPbzOPsO2+HDKTcxPyuHOng2P7nl9VA7nfBgsaCVFmpR4rODPnnJKIuO54bc3GFD4\nGwDFEfFcuN00vu0NzpvN3OSODMubyaRWQ+sce2XanST6qkIjqt5qvhp/VCznrk4DqDOtD8C89m7u\nz09hxoZKrln8Dm0rN9KyuiD4TBeMwYhLwHrijroBZLfH9npwjHsCwxFc5NxeuRTrgbpTBq2xF0FR\nPpujU3D7qokfcxtGh23rOwUsmy9zSzm2fUKwyDT8BOwfv8bIaoPRpReB2y6HvA2Yl96Enb8J+6M3\ngte+4ymMzNbYltXgm/xsvx8Kt0BMDEZ8UvBe150N5aXYz08OFcUCz96PEevGPPtKqn0BSmsCtIiP\nCK53tWYFRtuOdR7b+uYTjPRMjO57b6F1e9FcaNsRI1ojwQ40+kInIuGg3CIi4aBikYiEzbLCGprH\nuYiPqju65IGpGzi3dxoZ7oh652yp9HLx5OCi2rcPbUnPjFgcpkFpjZ9yb4Cs+Aiu/Gw1G8q9AJzZ\nI5XTuqcChApUTxybTXZSFCVLlnDunGCRYPzRremYGt1orFuLEFtufJLLZmwb+dS+fB258a12+pwN\nTauL8nuoddafgteQ16bdwaq4TO7qedFutd/qslY+nl3X8IifvoWLmZXaBYCr+ybT/7HLiQ54Q8e3\nn6oH8Oq0O0MjkLa3MboZzWsKqXRFc+6gOxi57nv+teoLAO7scSHXLX6bOH8N05r1oKtZTsKWNeQm\ntOam3lcAvxeqOvUgf816Lh0wNnTdt3+8jTt6XsQ1SyaQUVPE453PCI0me+On24nz130boA14x9xH\n9SfvckHWP3l/yk24HnoVe+ZUiIrBfv0pqh2RfND6CE67+lyivVVY15/Hpy0P49WcEzi0lZt/90vG\nuuq0ep/BuAFJ9HjgYtbGZtDu1ruwxl7EHT0v4qojO5Hy8HVAsBBmGAYev8X7vxVxRo/UUJHT9nmx\nZ/6E0bU31r/Pwbz0Row+g/B9919O2RwsQE46owMBDBzGzkdE2bOnYT33YPCez08KjrCybWzANAzy\nKrwYBqTH1f/bkX2fvtCJSDgot4hIOKhYJCL7FMu26yzo3ZiT3l5Kc7eL505sfDQQwNpSD60Td69o\ns3X6k9vt5rwJCzi6fSLHtork16IA903ZyMk5MWQ1S2BwdnA0VENvrAP44PSOuBwG8/OqGPfteoA6\nC5Vv9a/yWbwZ37fOvliXyR3DsrCBV2bns7Swhut/e4OHup0dapPsr+Sln+7C8eIn9WK4LWE9d5cF\n3453WjMP7xXUffb/eKZwr78TG2PTSfaUUhyZCECn1CiWFm4rkkUbFufkfsJzOSPqPV9WVR7rYzN2\n9lGG3DnveUoi3Dze5czdar/V6z/dzjmH3snAeB8/lzdcENvq8V8fIat6S2h6IGwbTbV9UeyhWU9w\nfd+rgeC6WGP6XRs6du6KT3kt5wQOyV/ABSsmc+HA2wCYOOUmHLaF0bM/uUY8NyYeBcCpWSYnfXgP\n+dc9zLU/FgPQoWwtD8x9BgDziXc4+72llEcEp/09POtx/t03ONXwvaNSMKZ9w+iq3lzbxs9hC/6L\nPXsa5q2PErjnWn5p1p2eJbnEjT6XyoFH868PcgH4uFcNI+cFC547+9uQfZe+0IlIOCi3iEg4qFgk\nIrKDHTtdtm1T4QnUGyFl2TY/ra3gkWmbuOuILHpmxGLbdp2RIye9vZSkKAevjWpPwLJxmAaTlxTj\nDVic2i2Vx3/exPergwuOjxnYnMHZ8fVGnlT8PJVbNyVz7wmdiYt0BNczKi7A6Nid2h+/5opNLSj0\nO/jg9A64HGaogHTTYZkYBtw/dWODz/nRGR259JOV5Fc1Pp3vz7pzWBa3f7e+zr7egQIGJlnMdLfj\n142V9c5Ji3UyODuB9xcV0bFsDcsSshu8dpQDagMNHgq5a95zjOt1KQBHbpnF1+l9G2x35dL3eLrT\naQ0e+7O2vmHv9MPuxetwkV5TRJUzikpX/bcQZlZt4baFr/BC+5GcvuYrct1ZvNhhZOh4RMCH1xEs\nlp2x+ksmtPkHoGLR/kpf6EQkHJRbRCQcVCwSEdnBH+10bS0CNcSy7dCC0w2xbZs5m6rokxnXaJs/\nasd72raNJ2CztKCG279bT3K0k1dGtgsVpfyWzagJy2ibFMkdw7JwRzpCo6DGH90aX8Dm8+Ul3HBY\nJquKaxnzxRoAnj+xLZd8EpwyuLV48b/cUo7MScA06o+8eu+0DqFF1rd6afYWKj0Brhm47V9GW8/r\nYZSywA6OfPro1DY4IiLxezw4IiIYscMoLYDjOyZxQZ+0eiO4PjqjIyf/vlbVKyPbMXVNOa/NLSAr\nPoInj28Tan9mj1TeWVC408/25I7xdPvoSe7qem5o34nrp3D0ZedyxWerQ/smTrmJ0YMf4LGZj1Lh\nigkVrg7bMneni7ePXvM1E7OPrLOvfflacuNb19k3YXR7YlyOncYq+x59oRORcFBuEZFwULFIRGQH\nB3Kna0l+NZ3Tdr1w8o4jpBrjDVj4AjaxEfULFwVVPr7MLaVdciT/mZHHW6d22K0YS2r8nPvRCl4f\nlYMBJETVf6NafqUPG5tIhwkGJG7XZmux6cI+aQxs5SYlxlXvmWp8FtGuYOFqxvoK8qt8nNApmXJP\ngH99kMvE0zoQuV1hy/Z6wLK2vS0ubyM/1cbx7Te/cvvwbIzs4JpVP68r58Eft/176aPmq7AnPMeo\nIePJSojgqePa8MNvG3h8QRWTz+rEWe8vp9Jr1Xm2kZ2TOa17KqdPXA7A04clYiYmc/mnq7h7Dw0n\n8QAAIABJREFU7rO83OdcrjyqE+1TGl+DS/ZNB3JuEZGmo9wiIuGgYpGIyA7U6dq/+S2bck+A5Oj6\nRaa94dovVrOy2MPwdglcNaA5AOWeAHER5k5HmW0tcj19fBuyEiKxbJuZGys5uKUbCC7+nnr3ZdzU\nejR9Du3D6T1Sw/8wskcpt4hIOCi3iEg4qFgkIrIDdbrkr/IFbFyOXY/M2tGmci8t4ht/05k9bwZP\nfbMMR5+BXDE056+EKE1AuUVEwkG5RUTC4a8Wi8xdNxEREfl7+TOFImCnhSIAo9fBdCldRW1x8Z+6\nvoiIiIjI3qBikYiIyF6U3r8/c6ojmzoMEREREZFGqVgkIiKyF7Xp1ZVKM5KAZe26sYiIiIhIE1Cx\nSEREZC+KbdkSgJMnLG/iSEREREREGqZikYiIyF5kmA7OtlY0dRgiIiIiIo1SsUhERGQvO+mg4Oii\nmbMWN3EkIiIiIiL1qVgkIiKylzm79gLgnmUmFRs3NXE0IiIiIiJ1qVgkIiLSBJ4/LguAf/5Qzklv\nL6XCE2jiiEREREREglQsEhERaQIZibGc384V2v7nB7lcPGFBE0YkIiIiIhKkYpGIiEgTOWlAOyYd\nbPHYzEcA2GJFcNLbSzn/rXnYnlps2+aaz1dz7RdrmjZQEREREflbMWzbtpsygE2btFaDiOxZbreb\nioqKpg5DZLfZxQVQVsKHUxbxpqtzg20GJNkkOwJc2DsFs6IMo12nvRylKLeISDgot4hIOLRo0eIv\nna9ikYgccNTpkv3dzZMXs6jSJNlTymXLPuKxLmdQ7YwOHb93zjMw4p/8b20NJalZ3H10W8hdhL1w\nNsZJZ4LDiWEYTfgEByblFhEJB+UWEQkHFYtERHagTpccSOx5Mwg8cy9PDrySoxZ9xi29L9/tc984\nLpOz/7sRgAGpJkV2BPcveA4zPhHHpTdtu4dtq7i0G5RbRCQclFtEJBxULBIR2YE6XXIgs22b71aW\nkvXZK2Qd0p9LF0dRGuH+w9d5I2o2jq8ncW/387h1wctERrqwHnmLJTf/m66lqzCPGon91cd1znG8\n+An20gWQkobRLGNPPdJ+Q7lFRMJBuUVEwkHFIhGRHajTJX83DY0M+ubnxTy12uT1Zc8S2/cQ8qOT\nqfn8Q67rO2a3rnnchh9xWQEmtRrC+NlPckOf/6tz/JYFr9Cnai1G9z7kL/yNZE8Zrvuex4qJxfjl\ne/zTp2AcNRJnt94YMbF1zrVmTMF+6RHMB17GSGn21x5+L1JuEZFwUG4RkXBQsUhEZAfqdInsnGVZ\nvDF5Oh9XJ/P6qBzu/G49q0o8ANzsn8NTMX2p8Fp/+vrx3krKI+IAeGrGQ7Ts04t3so/k/Q0wduGr\n9CtaEmw47ATMo06ibN5couJicE3/Di6+Hkd0DAB2cSHWY+PAW4txzKmYQ46pc5+9PX1OuUVEwkG5\nRUTCQcUiEZEdqNMl8tdtKPPwn1/zuHd4Kz5aXMwhWW6au12h4sxJby8Nte3aLJpFBTV1zk+KdlBS\nE/jT9x83/0U6l61hWXxr8qJT6Fy2mpYnnMTpm7PxmS7+3SeBfo9ejssO3sNnOPAeexpxzZtDRRne\ngw4lMjERDCMUs52/GbYWlyIjsZ66B2PY8RgtsiAhGWLdGC4Xtm1DIIDhdAbP+70opdwiIuGg3CIi\n4aBikYjIDtTpEtk32LbNczO38GVuKT2SHNyeVc7MhPY88OOe+3d/t5IV/JaUU2dfek0RW6JT6F6S\ny8Kk9qH9g/Nm06VsNR+2GsYDc55meXwr3mx7DBtj07lt/ku82+ZIcuNbh9q/8dPtxPlrKI6I597u\n57HanUkvzyYuzf+Bgl6D6TaoL+UfvoPR7SAS+h4cLDKVl4I7HiorwBWB8fsoqcY+H2wLDBPDMILb\n+ZshORXDFYH10evYX3wIgHH2lRhde0PeBowuvYPnV1fVm+InIvsf9VtEJBxULBIR2YE6XSL7N9u2\neWl2PjU+i4v6phPhMJi6opDHZxZx5+DmdC9fQ8kzD/K/Cx5h4pIyAAZnx1NS42PBlpp61+tSuorF\niW3DGnOcr5pKV8OFoeem3483Mobmo0azJLsf477bwOg1XzMx+0ie/+U+xvQbg9d0ccWy93mi8xmh\n8+6e+ywGNrdu9wa8p2eMZ1l8K4ZsmcPWCXjGiWeyuUM/Fk3+jCM6p/N+6+E0i4QhXz9H7cK5GMef\nTvTxp4Dfj/32fzB6DcDodTD2mlzsryZhnH8NmA4M08QuLQ6OxkpIqvccts8L1VXY7gRM08QuKQLb\nwkje8+tO2YEAlBWH5doi+xr1W0QkHFQsEhHZgTpdIn8fld4AtX6L1BgXAAHLJmDbRDhMvH4LZ/5G\nzBZZofa+gIXTNHh/URHHd0zCYRi4HAafLSvhsNbxJEUHp56V1vgZ88Uaimv8nH9QGie0jcF88k48\n54xhwgabGF8Nb6+oZUzveLyzp/NNTQLLYjOb5DPYHcM2z2Ro3mxu631pnf2GbdG1dBWpnlKWxbdm\nc0z94syE+Y8QWbKF/zU/mOc7jmrw+qMLpjNyyac4LT8zL3qQh5dbtKvezPg+Mbzx1TzmturH+AXP\nkf/vx3CUFdK8eTPsqChKPDY/r6vg8Ox44jcsx7dhHYbLxbf/+4UeJblE9eiDu0MHzEVzIDOb2oQU\noia/ERy5lZGJFZ/I4qH/pMPsL4k6cTRUlGEvX4Qx8AiM5FTsqgoo3ILROqfBuEX2Beq3iEg4qFgk\nIrIDdbpEJBz+TG4JWDYTFhRyeHY8V/13Nb1jPNw+OBOSUgBYV+alZXwEhgEVngAJUc7QuQVVPlYV\n13JwlhsAy7aZn1dNx9QoHpy6kcz4CP67vBSAs1taHDWgI9MWb6LXy7ewqmV3Hsw6gRsPa8HXy4qY\nk++pE9eRVcv5OrbDn/ocepcsZ27Snzt3q8F5s5mS0edPnXvy2u9YEZ/Fgu2mGAJcteRdZjTrxq+p\n3QB4ddqdTMoawtq4DK5Y+j4XDbyVli4ftT6L9vnLuG5oGz63mzMospyUzp2hIA9S08AwCQQsDNPE\nYRrY5aXgcGLExu00LjtvIzTLAJ8HI6rx6YciO1K/RUTCQcUiEZEdqNMlIuGwP+eWH1aXcVCLOOIj\nHQ0eb+zNcrZt8/nyUt7/rZBrBragV/P6ayTZts3mCh9T1pSxsriWAekRHNGxGRU1Xh7+aRNnHJRB\nTnIUm4sqiJn8Om90GsmUdVVEEeDqgu/p59/Mi8mDmJ3Ugcv6p5MVbZDkjqS41sYTsNlU7gmtc3V+\njotXVvgAaJsUyQkdkxjSKpaHp+czbd1f+2czMH8+rary+LLFIZRGxtc5NjhvNq2rNrM0tQP/2PgL\nHgu6la7knu7nE+ev4ZiNP7PCncU3zfuRXbkZgGF5M1nSshcLW/Tk0IIF9OjWhqqySuzvP+Ounhdh\n2hYvLX+RpJx2LJ6/jFdzTuCC2oWkxTgoLymj9eZl2Lc8SmVcMlEVxeSXVlH5wmN0KF+H0aIVZLTE\ncLoIlBXjPOVcjOz25JdWseyzLxjQOgHH5nWQkERhp/7EB2qIzGwFEREENm/EX1pMXlpb4md8Q6JV\ni9H/cEhrDoBlg2kQXEcrEADLYsvmfIrKauhiVmBN/R9FuSswbn6Y1MRY2LgW6z/3Q0UZRMdgHDQQ\n36kXMPbbjUQ6DC7pl07KrO8IuONJaNsWe94MrHkz4OIbcSYmhX6HyjwB3A4bs7wEIqKguICA34ez\nXSes6iqsp+/Gf/bVRKZn1I2xuhL78w+gWx/KWncmMcoR3O/z4v/uc5ydukOrtqzMryChtpzUVpng\n9UJ5CeRtxC4pDBYDDz4cw+kK/TO3vvkEamuwl/+GecG1daZm2rYdPDbnZ4we/TDcCY3+XtmWBT4f\nRmRko23iYmOprKqqe57fD5vWQss2oYX6bSuAYTrq/L1uKvcC0CI+4vf7/d7GCoTWQ9tZbIZpNhoz\nLieGWT9n7HieXVMNkVENXuuPsL0ejIjGP6c/dK1Gni10vCAPyksx2nXaI/cT2RftlWLRvHnzeO21\n17Btm6FDhzJixIh6bV555RXmzZtHZGQkV1xxBdnZ2bsVgIpFIrKn7c9f6ERk36XcsudsLPeS+fuX\n2z8qv9KHYUCzWFed/R6/RcC2iXE5CFg2k5cWM7JzMj7LJmBBlDP4pdkwDJbkV5NfXkMf3xa+9afw\n32XFbPEEjzeLMjgxspA3SxLwmk56xlvML9/9L8HJDj/FAeeuG/4FiZ7yOgWtDmVrWZ7Qeidn/HEd\ny9awLCG7zr725etYHdcCvxl8viRPOdEBDzaEpjAmecop2aHYForbW0F25SY2RTcjPzqZKL+HTp4t\nzIttVaddZMBLq6o8cuNbNXidrXpVrKF7/iJ+SuvFavfuTQM9ctN0nFaAL1oOCu3LqCnEa7ood8WG\nni21toTCqCTivZWURwRHlXUqW83ShDYAXJA7mciAl7fb/oOyiODovwFVq0ku2cimpCw2RyZjej1Y\nhkFmdQFdHJXMMVOJ95QT56thVrOulLrqjlbLrC5gY0wz2hqVRFaW0rEol3JXHHnRKeRUrKfMFVdn\nRF5//2Z+dTYPbY9Y9z3T0nqSXlPMIQULcfuq2RCbxoaYNAKGg3hfFQm+SmamdGZtXIvQMwJkmrV0\nLcrFYRp8kdCNIXmzSKstoVltCbWOCFa4s2hbuYmCyER+yDiIniW5nLfiM35IP4jpzbpRHJlAcWQC\n8d5KTl37LREJCcw00+heuoJ1ydmsicmgV/MYKkvKiPFUs7Ia/IaDGNOiZ6CAVR4XQ/Jm06lsDW8e\nfD7tEpz0n/IWX3Q5Fn+th3fTBjI4robz86cSlZJKeUYbPqtNJmPZr7j91SzM7s+g8uXUrlrJD3E5\nDN4yB7/hwBETQ1q3rjxldCajMp8rS6fhjYrjw8IoPss6jF5GKV28WxhYnss6041dW0ufPh0p+OIz\nvut6LGvsGPqu/oXeHZoTXVvF+t5H8ENlNFEbVpK+OZeDfRtJT4lny4KFzEzrTklMMh9lDMRlB/AZ\nDoZlRpJSlkePFdNo1yyWGXYK1RnZZHuLmFUCLfJXkl25iQhPNZ8m9yYjzsXx0UW4omL4bXUeS+Jb\nUxURR2F8Bm0qN7K21mRmYkd6RNXSIW8xfTbOISmtGdPKnfSsWE1aeR5zkjthRsfQs3AJUw85g9oN\n61mQcwgVlpO2ER462uXEzvoOd04HElIS2TR3Hhty+tMhOw33uqXMKIaC+AxOaxdN2fSfaJEQSeTA\nYZTMnsliM4n25espMqOZndieQbG1xKQmk256sd5/lYLMjvzWshc9EgzurszmqIQaMt0RdO+Rgz1n\nOqsrfJDThejYaL5eVcEwdzWJX0wgfssabIcDIzEFo1Vbao8axeYKH0WLFpE3bz7dtixm1aCRlHfu\nS+uECFpuXEK0abGk2onpreWgmo2wYAblloOazHZEJCXyTnR3AtVVnNYzjZTEOBblVeKf9yt9HWVU\nDB/Fb5vKWbmlnIPap9OtbfDvyK6tgVVLsX/8Oli8HHwsdlY2fDUJSgowElOC051/ncr0U27A3aYN\nXTcvxMxsjT3zR2iWjtGyDfbCWfhm/kxF3yFEd+3BivxKYrp0Jz0xBnfufOw1uZCUQiCpGY6O3Sir\nqCGyupyIRbNYNXUagRPOJCfaj5GdgwOw338Fu6QIc/iJkNMFoqOpXDCX8tIKUioKcKU0w+x/KDWW\nSbTLxOPxEempIrNz193Ki43ZZbHIsiyuvvpqxo0bR1JSEmPHjuWaa64hM3NbQp47dy5ffvklY8eO\nJTc3l9dee4177713twJQsUhE9jR9oRORcFBuEQhOBzSAktoAydGNF4W2jv6w/X5wOLA9Hmq9flyx\nsbgcwcJUSY2fRfnVVHktjm6fSMCy8Vs2Hr/FxEVFDGntprakhLQYJ968jbQ4qDe/rK9g3uYqYlwO\n+reMY0VRLUtzN9B51QwGn/wPYjMzyS2o4slf88mOd3F6z2YYPi//XVJEVMDLoJbRtGjdkph1y6ht\nmcN7S0rx+fxkVW+B4kJy0uKYsNHAExFDAVF0bBZD70w3/VrE8PLMPLbUWNxwaAaeb79gbeteLKlx\n4jWdFNX4WVPioajax4XO1RwV2ACHHskHv6yiy4DerC7z8dHSUoo9Fv83IIPeEZV8P20RVnwSc/Nr\nubVyGl/1GokvNp5qn01cbCSd3PDJzDUMjSwlfeAgKtZvIGL+L5QuXgTRseTGZ7G2bV/KIt30THJw\nYsQW/rdwMwVRibRonkp2Tiu+mL2GNpsXc0L7BL6M7cTHKyvJTowkNS6Sw9sm8sv6Cr5aEVwov4Pb\nINryMb/KyVGtolhWblPhCWBUVxLtq6Zj5QYy3S7mR7ZgvhUcTeQ0bAZEVJBdsYkJrvakBqpIqiqi\nxJ3GFjOWdlF+VtY6aV+5kbWxGeRE+YjFT02NB0dkJBEuB4dmJ7Fh+UrWlnn5NbYNA2rWMj26NS3d\nLjJMD0Z1Jau8LryuaOL91ZyZWMY3hQ7mOtO4umYWRZFJvGW2q/c72DLCjzPgp8x20rI6H49tsjw6\ngy6OSlZYcXhtOKxiOT+6604rbW3WsNaKJtn0UWwFi7JJeGlZvpFSVywF0SnUEhxxlGNUssIOFr3i\nArW4TCgxogBo4yum0oigjbeQ+VGZeMxtBV4nFn5M4q1aMqihkCiKzegG/5bal68DINVXwS8p2778\n5pSvwxsTzzpnYp32nRyVLA3UnzbaoqaQTdGpDd7jj4oKeIjDT6EjlubVhWyO2XbdGH8tPYuXk1Ox\nnh/Te7MuNgPL2HXB2WEFiMCixnQ1eDy9poiCqCQswyTZU0pxZGKD7WL8NVQ763+WHSvXszY6jVpH\n/dFbEQEfXkfD991eor8KLw4SvRVs2m6Nu2h/LTXOqAbPMW2rzvNHBTwNxgCQUltKUVTDz/VHHVS0\nBAOYndK50TY55esod8XhN00CppOsyjx+S8ohyu+h1lk3xkR/NR08W/g1tk296yR7yoiwfORFpxIR\n8JGEhy2OhqcuOy1/qCi9uzqVrSbX3QqHHaB5TRGlEXGhInVjWlZt4eM7zthpm13ZZbFo+fLlfPDB\nB9x8880ATJo0CaDO6KIXXniBbt26MXDgQADGjBnD7bffTmLirv9Bq1gkInuavtCJSDgot4jIVr6A\njdNkp9O8dte+klsam47aWFtPwCbK2XAR5I9ca3u+gI2Njcs08Fs2Lkfd62+p9JIU7cTrt4nbblqt\nbdvYgG2DwzTq7PdZwZceAJTW+olymo3GDVDpCeByGERu1yZg2RTX+EmNdkBVRWjqYWmtn1XFtSRE\nOWmXXL9YsnU6nMdv4bdsYiMcu/xsCqp8RDoM3JGOXX6GtX4Lj98KrXdXVusnPtKBZcP8vCp6N49t\n9BpbywDbH98+tkpvgFiXyefLS6it9XJEh1QSo51Yto253TmlNX5Kav1UeAJkxkeQEuPCH7CCU2FT\n08EwWb9iDXGtWuOOicAZ8OENWET4PNjRsdRisrbEQ3yUk7WltUQ5TdrEO0l0WhAIQEzc71NLfdiz\np2E4nXh6HoLfhliXiWXDiuJaNpZ7GdTKjcM0KKnxkxrjxDAMvLVeygIGKdEOPAFYW+ohCQ+pCTE4\nIiLw+PysnTGbX61kEpol06+lm8JqPyU1ftokRRJr+9jsNZm9qYqUGCe1fguXaTC0ZTTRngpWE09Z\nrR93pAOfZVNW6ycpykl8lJPUGCemYeA0LMjbSNn6Dbxnt6ZnZjxO06B9ShSWZRHtMMA0Ka3xk/r7\nqNnCaj9xgRreW1FDVmIUKdFOIhw2pTUWy4tqaJcSzeGt3ZTUBqj2BnBsXoczIZECD6THOHhjeTUP\nn3bwTn9/dmWXxaLp06czf/58LrnkEgCmTp3KihUrOP/880NtHnjgAUaOHEnHjh0BuPvuuznrrLNo\n23bXr6lVsUhE9rR9pdMlIgcW5RYRCQflFhEJh7+6ZtFfW4VMREREREREREQOKLucLJecnExhYWFo\nu7i4mOTk5HptioqKQttFRUX12gAsWrSIRYsWhbZHjx79l6tdIiINcbt3Po9XROTPUG4RkXBQbhGR\ncJg4cWLo565du9K16+4ver3LkUU5OTnk5eVRUFCA3+9n2rRp9O3bt06bvn37MmXKFCC4xlFsbGyD\n6xV17dqV0aNHh/63feAiInuKcouIhINyi4iEg3KLiITDxIkT69Rf/kihCHZjZJFpmlxwwQXcc889\n2LbNsGHDaNmyJV9//TWGYTB8+HAOOugg5s6dy1VXXUVUVBSXXXbZn34gERERERERERFpOrv1zrZe\nvXrxxBNP1Nl35JFH1tm+4IIL9lxUIiIiIiIiIiLSJJp0ges/OgxKRGR3KLeISDgot4hIOCi3iEg4\n/NXcYti2be+hWEREREREREREZD/XpCOLRERERERERERk36JikYiIiIiIiIiIhOzWAtfhMG/ePF57\n7TVs22bo0KGMGDGiqUIRkf3cFVdcQUxMDIZh4HA4uP/++6msrOTxxx+noKCAtLQ0xowZQ0xMTFOH\nKiL7sGeffZY5c+aQkJDAww8/DLDTXPLxxx/z/fff43A4OPfcc+nZs2dThi8i+6iGcsv777/Pt99+\nS0JCAgBnnHEGvXr1ApRbRGTXioqKePrppykrK8MwDI444giOPfbYPdpvaZJikWVZvPzyy4wbN46k\npCTGjh1Lv379yMzMbIpwRGQ/ZxgGt99+O3FxcaF9kyZNonv37px00klMmjSJjz/+mLPOOqsJoxSR\nfd3QoUM55phjePrpp0P7GsslGzZs4JdffuGxxx6jqKiIu+++myeffBLDMJrwCURkX9RQbgE4/vjj\nOf744+vsU24Rkd3hcDg455xzyM7Opra2lhtvvJGePXvy/fff77F+S5NMQ1uxYgXNmzenWbNmOJ1O\nBg0axMyZM5siFBE5ANi2zY5r9c+aNYvBgwcDMGTIEOUYEdmlTp06ERsbW2dfY7lk1qxZDBw4EIfD\nQVpaGs2bN2fFihV7PWYR2fc1lFuAen0XUG4Rkd2TmJhIdnY2AFFRUWRmZlJUVLRH+y1NMrKouLiY\nlJSU0HZycrKSoIj8aYZhcM8992CaJsOHD+eII46grKyMxMREIJhMy8rKmjhKEdkfNZZLiouL6dCh\nQ6hdcnIyxcXFTRKjiOyfvvzyS6ZOnUq7du04++yziYmJUW4RkT8s///bu5uQqNY4juO/MynmIl9m\nGKuhZioGIQiCmmmRGKSLaGgxSG/SJjeR4KZ1SUS1EKmwFkGIoosyhggXtQyhLIyiEMyyLMNe1Bln\nhoxwXs9dxD2XXuQa1zrl/X5WM+cMnP8ziz/P/OY8z5ma0uvXr1VZWbmg8xbb9iwCgIVy8uRJlZeX\n68OHDzp16pQ8Hs83n+H2bQALgV4CYCHs2LFDu3fvlmEY6unpUXd3tw4fPmx3WQD+MLOzszp79qwO\nHjyopUuXfnP+v8xbbFmG5nQ6FYvFrPfxeFxOp9OOUgAsAuXl5ZKkkpISBYNBvXjxQmVlZUomk5Kk\nZDJpbSAJAD9irl7y9VxmenqauQyAeSspKbF+xNXW1lqrLOgtAOYrl8vpzJkz2rZtm4LBoKSFnbfY\nEhb5/X5NTEwoGo0qm82qv79fgUDAjlIA/OFSqZRmZ2clfU7WBwcH5fV6tXnzZvX19UmS+vr66DEA\n5uXrPdDm6iWBQEB3795VNpvV1NSUJiYm5Pf77SgZwB/g697y9485SRoYGNDq1asl0VsAzN/Fixe1\natUqhUIh69hCzlsM83s7q/0Cjx8/Vmdnp0zTVE1NjcLhsB1lAPjDTU1NqbW1VYZhKJfLqbq6WuFw\nWB8/ftS5c+cUi8Xkdrt15MiR724uCQB/a2tr05MnTzQzM6PS0lLt3btXwWBwzl5y/fp13bp1SwUF\nBTzeGsCcvtdbhoaGNDY2JsMw5Ha7dejQIWufEXoLgH/z9OlTHT9+XF6vV4ZhyDAM1dfXy+/3L9i8\nxbawCAAAAAAAAL8fW5ahAQAAAAAA4PdEWAQAAAAAAAALYREAAAAAAAAshEUAAAAAAACwEBYBAAAA\nAADAQlgEAAAAAAAAC2ERAADAAotGo9q3b5/y+bzdpQAAAPwwwiIAAAAAAABYCIsAAAAAAABgKbC7\nAAAAgF8hkUioo6NDw8PDKi4uVigU0s6dOxWJRDQ+Pi6Hw6FHjx5p5cqVamxslM/nkyS9fftW7e3t\nGhsbk9PpVH19vQKBgCQpnU6rp6dHAwMD+vTpk7xer44dO2Zd8/bt27p69arS6bRCoZDq6upsGTsA\nAMCP4M4iAACw6JmmqZaWFq1du1aXLl1Sc3Ozbt68qcHBQUnSgwcPtHXrVnV2dqqqqkqtra3K5/PK\n5XJqaWnRxo0b1d7eroaGBl24cEHv37+XJHV3d+vVq1c6ffq0Ojo6dODAARmGYV332bNnOn/+vJqb\nm3Xt2jW9e/fOlvEDAAD8CMIiAACw6I2OjmpmZkZ1dXVyOByqqKhQbW2t7ty5I0lat26dtmzZIofD\noV27dimTyWhkZETPnz9XKpVSOBzWkiVLtGHDBm3atEn9/f0yTVN9fX1qaGhQWVmZDMNQZWWlCgr+\nuXF7z549KigokM/nk8/n09jYmE3fAAAAwPyxDA0AACx60WhU8XhcDQ0N1rF8Pq/169fL7XbL5XJZ\nxw3DkNPpVCKRkGmaX5yTJLfbrXg8rpmZGWUyGS1fvnzO65aWllqvi4qKNDs7u4CjAgAA+DkIiwAA\nwKLncrlUUVGhtra2b85FIhFNT09b703TVDweV3l5uSQpFot98flYLCaPx6Nly5apsLBQk5OT8nq9\nP3cAAAAAvxDL0AAAwKLn9/tVXFys3t5epdNp5fN5jY+Pa3R0VJL08uVL3b9/X/l8Xjdu3FBhYaEq\nKyvl9/tVVFSk3t5e5XI5DQ0N6eHDh6qqqpJhGNq+fbu6urqUSCSUz+c1MjKibDZr82huCmaSAAAA\n6klEQVQBAAD+G8M0TdPuIgAAAH62ZDKprq4uDQ0NKZvNyuPxaP/+/RoeHv7iaWgrVqxQY2Oj1qxZ\nI0l68+aN9TQ0l8v1xdPQMpmMLl++rHv37imVSsnn8+no0aNKJpNqamrSlStX5HB8/m/uxIkTqq6u\nVk1NjV1fAQAAwLwQFgEAgP+1SCSiyclJNTU12V0KAADAb4FlaAAAAAAAALAQFgEAAAAAAMDCMjQA\nAAAAAABYuLMIAAAAAAAAFsIiAAAAAAAAWAiLAAAAAAAAYCEsAgAAAAAAgIWwCAAAAAAAABbCIgAA\nAAAAAFj+AqgqCxVgH8bRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13126eb10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12c453e50>"
      ]
     },
     "execution_count": 287,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.rolling_mean(df_loss, 100).plot(\n",
    "    title=\"Training loss (Rolling mean over 100 batches)\",\n",
    "    figsize=(20,5),\n",
    "    xlim=(0,200),\n",
    "    #ylim=(0, 0.5)\n",
    ")\n",
    "df_err.plot(\n",
    "    xlim=(0,200),\n",
    "    ylim=(0.0,0.2),\n",
    "    figsize=(10,5),\n",
    "    title=\"Test classification error\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "metadata": {
    "autoscroll": "json-false",
    "collapsed": false,
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Kaixhin's proposed nninit (after PR #3)    0.0875\n",
       "Original (before PR #3)                    0.0829\n",
       "Name: 200.0, dtype: float64"
      ]
     },
     "execution_count": 289,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_err.loc[200]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "source": [
    "# Architectural considerations on DEEP networks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 378,
   "metadata": {
    "autoscroll": "json-false",
    "collapsed": false,
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmEAAAFZCAYAAADQNPgWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvXd0ndWd7v/Z73t6UT1qlty7ZVNtjCljMJCQQuACCUPa\nzU0yyUwyCdNuEsLMZCVkwszlx2QyyS+FjHO5TEIIE5KBuXQIzTa44N4tV1lWb6fXd98/3lN0dI6k\nI1mSjdmftbyWz1v3KdJ59P0++9lCSilRKBQKhUKhUEwr2rkegEKhUCgUCsV7ESXCFAqFQqFQKM4B\nSoQpFAqFQqFQnAOUCFMoFAqFQqE4BygRplAoFAqFQnEOUCJMoVAoFAqF4hygRJhCoZg0Dh06hKZp\nbN++fVruF4vF0DSN3/3ud9lt/f393HLLLZSXl6PrOl1dXaxZs4avfvWrUz6en/3sZ5SVlU35fRQK\nxYWBEmEKxXmMpmnouo6maUX/zZs3b1Lus379epxO56RcSwgxKdcpBbvdTkdHB7fcckt22w9/+EN2\n797N5s2baW9vp7a2lueee44HHnhg0u579OhRNE1jy5Yteds/85nPcOzYsUm7j0KhuLCxnOsBKBSK\nkeno6Mj+f+PGjdx5553s2LGD+vp6AHRdn5T7SCknTTxNd/5zbW1t3uMjR45w0UUXsWTJkuy2ioqK\nSb3nSK+X3W7HbrdP6r0mk0QigdVqLXn7WBiGgRBiWoW3QnEhoSphCsV5TG1tbfZfVVUVAD6fL7ut\nuroaML9E77vvPubMmYPL5eKiiy7ikUceybvWj3/8Y5YsWYLT6cTn83HDDTfQ3d3NCy+8wBe+8IVs\na0/Xdb70pS+NOKaOjg4+/elPU1dXh9PpZNmyZTz22GMjHv+1r32NpUuX4na7mT17Nl/96lcJhULZ\n/QMDA3zqU5+ivr4eh8PB3Llzue+++7L7X331Va666iq8Xi/l5eVcfvnlvP7660BhO7KhoYHHHnuM\nZ555Bk3T+OAHPwjAlVdeWdCO/Jd/+ReWLl2Kw+Ggvr6eT37yk9l9jz76KFdccQXl5eXU1tZy6623\nZitcsViMRYsWZa+raRrLli0D4Kc//SlerzfvPk899RSXXXZZ9j733HMP0Wg0u//uu+/mlltu4cc/\n/jGzZ8+moqKCO+64g76+vhFfUxj7Pc+8Nj/96U+56667KCsr4wtf+EK2ZfzEE0/w/ve/H4/Hw/e+\n9z0ANmzYwLXXXovT6aS6upr//t//e9447r33XlasWMGvfvUrFi9ejMPh4NSpU6OOU6FQjIyqhCkU\nFwCf+tSnaGlp4ZFHHmHu3Lm89dZbfPGLX8Rut3P33XezceNG/vIv/5J///d/Z82aNfj9fjZt2gTA\nDTfcwEMPPcR9993HyZMnkVLicrmK3icUCnHNNdfg8/l44oknmDNnDkeOHMHv9484Nq/Xyy9+8Qsa\nGxs5fPgwX/rSl0gkEvzkJz8BTJF26NAhnn32WWpqamhtbeXw4cMAxONxbr31Vr7yla/wq1/9ilQq\nxZ49e3A4HEXvtXfvXj7/+c8TDof55S9/ic1mAwpbpF//+tf52c9+xoMPPsi6desIBoO8+OKL2f2J\nRILvfOc7LF68mIGBAf72b/+Wj3zkI+zevRu73c5bb73FmjVreO6557j00kuxWCzZ+wy917Zt27j9\n9tv5+te/zuOPP05LSwt/8id/QjQa5Wc/+1n2uA0bNuDz+Xj++efp7+/nj//4j7n33nvzjhnOWO95\nhm9961vcf//9/OM//iNSShKJRPY1+Kd/+icefvhhhBCcPn2am2++mbvuuouf//zndHd388UvfpG7\n776bF154IXu948eP88gjj/DYY4/h9XoLKpEKhWIcSIVC8a7gtddek5qmyba2trztBw8elEIIeeLE\nibzt3/zmN+WaNWuklFL++te/ljU1NTIcDhe99r/9279Jp9M55hh+9KMfSa/XK7u7u4vuz4zlnXfe\nGfEav/71r2VZWVn28fvf/375Z3/2Z0WPbW9vl5qmyc2bNxfdH41GpRBCPvnkk9ltf/zHfyxvueWW\nvOOuvPJK+ZWvfEVKKWV/f7+02Wzyxz/+8YhjHM6ZM2ekEEJu375dSillS0uLFEIUjOunP/2p9Hq9\n2ccf/ehH5dq1a/OO+c1vfiMtFovs7OzMjrepqUkmk8nsMd/+9rflvHnzRhzPaO/5lVdeKaXMvTaZ\n5z383Iceeihv+9/8zd/I+fPny1Qqld22efNmKYSQW7dulVJK+Y1vfENardbs2BUKxdmhKmEKxbuc\nrVu3ArBixYo8P1YqlcLj8QDwwQ9+kH/4h39g9uzZ3HTTTaxbt47bb7+dysrKcd1r+/btXHTRRfh8\nvpLP+c1vfsOPfvQjjh49SiAQIJVKEYvFGBgYoKKigj//8z/nrrvu4q233mLdunXcfPPN3HTTTQDU\n19fziU98grVr13LDDTewdu1abr/9dubPnz+ucQ9lz549JJPJ7D2K8c4773D//feza9cuent7sx6w\nkydPcumll5Z8r3379nHHHXfkbVu7di2pVIoDBw5kq0jNzc15/r4ZM2bQ2dk54nVLec8zrFq1qug1\nhm/fv38/V111FZqWc6lcccUVOBwO9u3bx8qVKwGYOXOmqn4pFJOE8oQpFO9yDMNA0zS2bdvGrl27\nsv/27t2bnb1XVlbGrl27+I//+A/mz5/PD3/4QxYsWMC+ffumdGxvvPEGn/jEJ3j/+9/P008/zY4d\nO/jXf/1XwGw1Anz4wx+mtbWVr33tawQCAe666y5uvvnm7DUeffRRtm7dyrp163jllVdYtmwZjz76\n6JSN2e/38773vQ+Xy8Wjjz7Ktm3b2LRpE1LK7Jgnm0zbNIMQAsMwRjy+lPc8g9vtLnqNkbaPxUTP\nUygUhSgRplC8y1m5ciVSSk6fPs28efPy/s2ZMyd7nKZprF27lu985zvs2LGDyspKHn/8ccAUAalU\nasx7XX755ezevZvu7u6SxrZhwwZmzpzJ3/7t37Jy5UoWLFhQ1MhdVVXF3XffzcMPP8zvf/97Xnzx\nRY4ePZrdv3z5cv7qr/6K559/no9//OP8/Oc/L+n+xVixYgUWiyXPAzaUvXv3MjAwwAMPPMC1117L\nokWLCp5vRjSN9Zo1Nzfzxhtv5G177bXX0HWdpUuXTvg5lPqej0Sx2YzNzc1s2rQpT/xt3ryZWCzG\nihUrJjxWhUIxMkqEKRTvImSR+Idly5Zx991385nPfIZf//rXHDt2jF27drF+/Xq+//3vA/Dkk0/y\nwx/+kB07dtDa2spvf/tb2tvbaW5uBmDu3Lkkk0mee+45ent7CYfDRe//6U9/mtraWm655RZeffVV\nTpw4wcsvv8yTTz5Z9PjFixfT1tbGL3/5S44fP84vfvEL1q9fn3fMN77xDZ566imOHDnCoUOHeOyx\nxygvL6exsZEDBw5w3333sWnTJk6dOsXGjRt56623suOeCBUVFXz1q1/lm9/8Jg8//DAtLS3s3LmT\n//W//lf2tbBarfzgBz/g+PHjvPjii3zta1/LEy6ZmZwvvPACXV1dDA4OFr3X17/+dTZs2MC9997L\n4cOHeeaZZ/jrv/5rPve5z51VS2+09/yf//mfxzy/2OfonnvuobOzk89//vPs37+f119/nc9+9rPc\ndNNNXHbZZRMeq0KhGIVzZ0dTKBTjYSRjvpRSplIp+b3vfU8uXrxY2u12WVtbK9etWyefeuopKaWU\nr7zyirzuuuukz+eTTqdTLlmyRH7/+9/Pu8aXv/xlWVtbKzVNG9EoL6VpUv/EJz6RvdayZcvkY489\nJqU0Td+apuUZ87/xjW/I2tpa6fF45K233ip/+ctfSk3Tsubuv/u7v5PLly+XHo9HVlZWyhtuuEFu\n2bJFSilla2urvO2222RTU5N0OByyqalJfvnLX5bBYFBKaZrPNU0b05i/Zs2aAoP6Qw89JBctWiTt\ndrtsaGiQn/rUp7L7Hn/8cblgwQLpdDrlqlWr5Jtvvik1TZO/+c1vssesX79ezpkzR1qtVrl06VIp\nZaExX0opn376aXnppZdKh8Mh6+vr5V/8xV/IaDQ66nhLmSgx1nte7LWRsvh7lGHjxo3ymmuukU6n\nU1ZXV8vPfOYzsq+vL7v/G9/4hlyxYsWo41IoFKUjpBw7WXHnzp088sgjSCm5/vrrue222/L2b9iw\ngaeeegoAh8PB5z//eWbPnl3SuQqFQqFQKBTvRcZsRxqGwfr167nvvvt46KGH2LhxI21tbXnH1NbW\n8u1vf5sHH3yQO+64g4cffrjkc0diqg3DigsD9TlRlIr6rChKRX1WFKVytp+VMUVYS0sLDQ0N1NTU\nYLFYuPrqq7PTozMsWrQoG+64cOHCbMJyKeeOhPohUJSC+pwoSkV9VhSloj4rilKZchHW19eXXRoF\nzFlMoy2n8corr3DJJZdM6FyFQqFQKBSK9wqTOjty7969vPbaa3ziE5+YzMsqFAqFQqFQXHCMmZhf\nVVVFT09P9nFfX192IeGhnDx5kocffphvfvOb2cTmUs8Fs6Q3tKz3sY99rPRnoXjPoj4nilJRnxVF\nqajPiqJUhn9Wnnjiiez/m5ubx4zTGVOELViwgI6ODrq7u6msrGTjxo3cc889ecf09PTw0EMP8ed/\n/ufU19eP69zRBnvmzJmxhjcqJ/qj/H8bz/CjD88r2CeP7Md45Ado9/8EoRUvCMpTxzD+97+gf8tM\n+E7dczfaP/wM4SkreQzy2CGMXz+MuOEW2LMN7U/+ZmJPRlEUr9dLIBA418O4YHjtD2/T1RnlY3df\nd66HMumoz4qiVNRnRVEqQz8rM2bMGLeAH1OEaZrG5z73Ob773e8ipWTdunU0NTXx0ksvIYTgxhtv\n5Le//S3BYJD169cjpUTXdR544IERz50uyhwWArEREq0XLAWnG3ZvhUtWFz8mEganK/fYWwEBP4xD\nhJGIg9WKsFoxkonSz1MozgGariNHWS5HoVAoFJNHSQt4X3LJJfzgBz/I2zZ08ds//dM/5U//9E9L\nPne68Np0gvFUdvHdoQghEDfdivHy0+gjirCQKdSyFyyDwAA0jENIJuJgtYPFCsnkBJ6FQjF96Lo2\n6pqFCoVCoZg8Luhli6y6wKJphBPFv1TE5VdDVzvy1LGi+2UkjHANEWGecrMSNh7iZiUM3QKqEqY4\nz9F1DSmVCFMoFIrp4IIWYQBldn3ElqSwWBDXfwj58lPFTw6H8tqRoqwcGSi+RtxIyEQcYbObQkyJ\nMMV5jq5pGEqEKRQKxbRwwYswr10nEB/BFwaIK/4IuX9n8Z3D25GechinCCOZMFuRFisklAhTnN/o\nuo5hjPzzolAoFIrJ470hwkYy5wNUVkM4hIzHCvcNN+aXTUCExeNgtZkiLKU8YYrzG03XKGE5WYVC\noVBMAhe8CCuz6/hHEWFC06CqBnq7CncWVMLKIDhOT1giDjYbWCyqEqY471GeMIVCoZg+LngRNmYl\nDKCmDro7CrdHwjDEmC+85Uj/wPgGkI6oMGdHKhGmOL9R7UiFQqGYPi54EVZu1xmIjv6lInz1yO7O\ngu0yHEIMb0dOpBKmIioU7xIsFh2JqoQpFArFdHDBi7AGr432QHz0g3x10FOsElbEmF+kEib3bh/Z\n3J9ImJUwq4qoUJz/aLqmwloVCoVimrjgRVhTmY3T/tFFmKipQ/YUVsIKjPlur2niH2Zclvt2IA/s\nKn7xRMyshOmqEqY4/7EoT5hCoVBMGxe8CJtRZlbCUsYoM7589aV5wqxWEMJsMeYdF4JouPi1M5Uw\n5QlTvAvQLboSYQqFQjFNXPAizGHRKLPr9IRHEUC+OujpLJyaP7wdCWZlLJIvuGQkXLAtSyaiIt2O\nVNP/Feczuq4pT5hCoVBMExe8CIN0S3Jw5JakcLnNStUQ071MJs1cL5s9/2Cn2xRnQ4mEkNFI0WvL\nZBxhsyE03ayiKb+N4jzGoiphCoVCMW28J0RYY7l9TF8YvmExFZEwOFwFC38Xq4QRCRcKswyJBFhs\n5v8typyvOL/RdVOEydHa9wqFQqGYFN4TIqypzEbbWOZ8Xx0yT4TlrxuZxVWsEjZaOzJmhrWC8oUp\nzns0TQMMlAZTKBSKqec9IcIay2y0+YssSzSUmnoYOkNymCk/S9FKWAhGaEeSTBvzQa0fqTjv0XUz\nJ0x1JBUKhWLqeU+IsFJiKqipyxdh4WChKR8QThcyPM5KmDXtK1PrRyrOczTNjKgw1AQShUKhmHLe\nEyKsymkhmpQE42ZyvpSSpw70kUjlvmgK25Hh4u1IpztPcMlkwqx2jRVRAWr9SMV5T6YdqSphCoVC\nMfW8J0SYECLdkjSrYS19UX6xvYujfdHcQb78dqSMhPOXLMowvB0ZCWcrZrKYwEqkIypAecIU5z1Z\nY74qhCkUCsWU854QYZBvzv/DsUHsumB/9xAxVVUDg31mNAWYPi+Xp/BCwyMqMhUzh6v4DEklwhTv\nIjTNzAlTSSoKhUIx9bynRNjpwRiJlGTDyQAfW+7jYHfOTC8sFiivgr5uc8OI7cgRKmFOV/GWZCIx\nRIRZ1NJFivOajCdMhQorFArF1POeEWGN5aY5f9uZIDPLbaydW8bB7kj+l41viDk/XDyiQjjdyLxK\nWAhcrrQ4KzJDMqEiKhTvHkxPmMRIKRGmUCgUU817R4R5zXbkq8cGuX5uOTVuK1ZdcCaQE0Wiph7Z\n04Hc+w5y+yaEr77wQiNVwhyFlTBpGGblyzIkokKJMMV5jBlOLEgmVT9SoVAophrLuR7AdDGjzEZn\nMEF/JMlfXNUAwNIaJwe6wzSWpStVvjrkf/4K6XCiffJLiBWXF15o+OzISMiMrYDCmIqk2YrMpu5b\nraodqTjvEUIjlUqd62EoFArFBc97RoTZdI1ql4VF1U5cVh2ApTUuDnRHuHF+BQDi4lVgsSLWfQiR\n8XENx+kqaswXUpozKocem4jn4ikAdLVskeL8RwgdI6UqYQqFQjHVvGdEGMDlM9xcPbss+3hpjZNn\nDvdnH4umuYimuaNfxOU2/WIZIiGzOiZloTF/6MxIQFisyGSCYatRTjoyGoFEHOEtn+I7KS5ENCFI\nqkqYQqFQTDnvGU8YwBdW1dNcmzPbz66w0x9J4o+Oo0WYbkdmDf15ERXDRFg8X4RhnZ6wVvnWq8j/\n/OWU30dxYSKETkp5whQKhWLKeU+JsOHommBRtYMDPSOs+1gEYbWCEGaVC0aPqBgaTwHTt2xRJIT0\nD079fRQXJEJoqhKmUCgU08B7WoRB2hfWVboIA/JnSGaiLIpFVCTjhSJsOjxhsSiE/FN/H8UFiWnM\nV5UwhUKhmGqUCKt1cqB7vCIsl5pvLm9UPKLCbEcOMeZbLJCYhkpYLArBwNTfR3FBommaMuYrFArF\nNPCeF2GLqp0c748SH8+XztBKWMSshAmnEzncE5aIg82eezxdlbBoBEJKhCkmhmpHKhQKxfTwnhdh\nTqtGU7mNo73RsQ/O4BqyfuTQsNZiIswytBI2ck6Y7GqfvKViYlEIBdTSM4oJIYSGoUSYQqFQTDnv\neREGsCSdF1YyeZWwcM4TNkZEhbl2ZGElTA70YXz7K9BxegKjL0TGopBKmRUxhWKcaJryhCkUCsV0\noEQYsNTnZP84RJhwupCZrLC8tSOHLVsUjyNsYxvz5bNPmP6xyWohxtLPJajM+Yrxo4z5CoVCMT0o\nEYZpzj/YEym9fZfJCksmzRgKuzNtzB//7EjZ3YHc8ibMWQihEJNCNApCU74wxYTQNB3DUO1IhUKh\nmGqUCAN8LitOi6DNHy/thEzVKxoGp9NcG7JIJawgJ6zI2pHyvx5HXP8hRO0MZCR4ls8kTSwKlVVq\nhqRiQmiqEqZQKBTTghJhacblC8tEVGRM+WBWuaREDk3EHx5RMWztSNneitz7DuKmW8HtnrxKWCwC\nVbVIVQlTTADlCVMoFIrpQYmwNEtrxpEXlql6peMpgHQ1zJlvzk/EwZqLqBBWc+3IDPIP/9dcLNzl\nBqcHwiNXwoy3XkW+s6m08cWiiOoaVQlTTAhN01Q7UqFQKKYBJcLSLKtxcqA7PPaBgHC6kdlKWG4t\nyoKYisTwsFZr3tqRsq8nt2C4e9jC4MPZvRV5aPeYY5NSmp6w6lqVmq+YEMqYr1AoFNODEmFpZpbb\nGYymGBhlMe9EymD9O53DKmHu3AHDYyqGR1Tolvy1I4N+8JSZ/3eNXgmTHW3Ivp6xn0giDroOZRWq\nEqaYEGYlTIkwhUKhmGqUCEuja4JFPicHR2lJdgQT/NfBflLpipcMhxFDK2HD148saswf4hkL+sFb\nDoBwuXOxF8OQhgGdbdBfggiLRcHhALdXzY5UTAhzdqQSYQqFQjHVWM71AM4nltY4+dWubl44MkA0\nafDxi32sqMtVujqDCSQQsrrwDDfmQ+H6kYlYYUTFUON+oMRKWF83CAGlVMKiEbA7ER4vhqqEKSaA\nacxXnjCFQqGYalQlbAgfWFjBx5b7+NDiShq8NvZ05nvEOoOmgAro9gJjPoBwuEyvWIZEAkYIa5XJ\nJMSjufNdo3jCOk7DvMUQjSDjsdGfRDwGdge4y1QlTDEhVDtSoVAopgdVCRtCmcPCtXPMylQglmL7\nmXxR1BVKizBhpyESMqte7rLcAU5nXjtSJuJoecZ8Sy4nLBQAlwehpXXwKJUw2XEa0dCE7O2C/l6o\nmzHyk4hGTBHm8arEfMWE0HUlwhQKhWI6UJWwEWjw2mgP5oe3dgYTCCCQEuYG/2Dh7MjhxnzLCIn5\nQ/xgQP6i4MPpaIP6Jqj0ma3J0YhFweFUnjDFhBGqHalQKBTTghJhI9DgtdIeyBdhXaE4jWU2ArEU\nON3Ivu58ETY8NT8RL9KOTFfCAoM5PxikBVwUWSSfSXa0IeqbEFW+sWdIxqJmJczpgkQ8L5dMoSgF\nXdORUlXCFAqFYqpRImwEyuw6hjTbkhk6gwkWVDkIxFOmyOnrNoNWMwyPqIgPi6iwWvIrYUNEmNA0\ns51ZzBfWcTpXCesfvRImYxGE3WGGx7o8KqZCMW40TSOl2pEKhUIx5SgRNgJCCLMlma6GheIpkoak\nsdxGIGaYsyL7e4qEtQ6JqEgOi6jQc5UwGfQjhlbCIO0LyxdhMhw0w1crq6HKN/YMyWjUXFAcTJF3\nAbYkU3//ZWRg8FwP44JF1zUzFkWhUCgUU4oSYaPQ4LVyJi3CukIJat1WvDYdfyxpiq9kMi+iQjiH\nzY6MF4moyPOEFRNhw8z5HW1Q34gQAlFZgxwrKyyTEwamL+xCrIT195jtXMWUYOaEKU+YQqFQTDVK\nhI1Cg8dGR8AUTZ3BBHUeK2V2Pe0JS1fA8iphTnN2YoaCsFazHSmlzM8Iy1AkpkJ2tCHqGs0H1SVU\nwmLp2ZFgzpC8wJYuklKaQjNS2hJTivGjqdmRCoVCMS0oETYKQ835ncEEtR4b3rQIE5kK2PBli4aK\ng2S+J0xouhm6ahgFnjBghErYaWhIi7DKmrFT82O5dqRwe5EXWiUsHgcp88WuYlLRVU6YQqFQTAtK\nhI3C0JiKzlCCOnemEmaYgkuIXNUJTEGWNubLUBASSbM6NhRLuhpWxBNWbOki2XEaUd9kPnC5wTBG\nXN4ISHvCMpWwyfWESSOFbD89adebELG0+IqqSthUoes6hpodqVAoFFOOEmGjYBrzzXZkV7od6bXr\n+OMpUxA5XLmwVUiHtaZF2LYNiOWXIYaGtULOFzY8JwxG8YSZIkwIkZ4hOUo1LBbJecI8k+wJO3YY\n4+EHJ+96EyEWBUCqduSUoWla0agUhUKhUEwuSoSNQoVDJ56SBOMpuoJpY75dJxBLIh3ufD8YpLO+\nzEqNfPtVxJrrCy+aWT9yRE9YToTJVAp6OvMT8seYISljUURmdqR7kj1hQf/IgbLTRVqEqUrY1GGx\n6BhSnuthKBQKxQWPEmGjYMZUmL6wzlCcOo8Vm65h0QTRYiLMagMjhew4bVawmi8rvOjQSthYERU9\nnVBRhRjqK6v0IUfLCovl2pHCUzapnjAZCp57Q3xGhEWUJ2yq0FREhUKhUEwLSoSNQYPXxqGeCBZN\n4LbpAHhtOgGrJ9+UT7pd6HAhX3sOseoahKXI0pwWi1ntEiDs9vx9w2dHdpyGzMzIDFU1o8+QjA6Z\nHTnZSxeFAhANmzMUpxhpGMh3NiKPHszfoTxhU46m6RhStSMVCoViqlEibAwaPFZ2dYSp8+S8XV67\nTqCmCbHy6sITHE7kplcQVxZpRYJZCevvA095wS7h8pjhrGlkVzti+GLdYwW2ZtaOhMn3hIUC5szO\neGzyrjkMKSVy2waMb38V49EfId9+Nf+AaKYdqSphU4XFoqllixQKhWIaUCJsDBq8NvZ0hKl1DxNh\nrgq0G24pPMHpBm8FzF1U/IIWK3Kgt7AVCYWVsK52qGnIO0RU+UYPbI1Fh+WETbIIg6n1hZ04gvH4\nz9Hu/B+Iu/6kQGzJeBQ07dy3RS9gVESFQqFQTA9KhI1Bg9dGJGlQ58n5srKBrcVwOhFXXme2Joth\nscCIIizfEya72hG1+SKMyhroG80TFsktW+TyQjg4ee3DULpKN5V+rMF+mDUfseLy9AoEw8RWNApl\nlUhVCZsydF1VwhQKhWI6UCJsDBq8ZgWsoBIWLy7CtA/cibjuAyNf0GKF/t7CdSMB3PmzI+k6A8NF\nWJUP+ntHFlbR3LJFwmIBm33SKldyGiphMhxEuD3mg+ErEIBZ6auouqAqYYFYin97p/NcDyOLrluU\nCFMoFIppQImwMahyWrDpotATNkIlTKxYiRie/zWUTDty+LqRAE6zEialRCYTZsWsuib/+naHOQsz\nWBg9IZNJMFKm0MswmetHhgJmy3QqTfHhkFkRBHP2aYEIi5gi7AIy5ncE42w6ef6sbKBbNBXWqlAo\nFNOAEmFjIITgyple5lTmZjKai3hPcPaY1QoDfUXbkcJqBV0zje89XVDpQ1ishdeo8pl+seHEzSWL\n8lqhkzlDMhQEX93UVqHCwZwIczgL7xWLIS6wSlgobhBNnj+ix6LakQqFQjEtFMlQKGTnzp088sgj\nSCm5/vr5m7hnAAAgAElEQVTrue222/L2nzlzhh//+MccP36cu+++mw9/+MPZfV/+8pdxuVwIIdB1\nnQceeGByn8E08NdX589Q9Np1Aj0TFGG6BfpH8ISBWQ0LBaG70JSfQVxzE8ZPHkD75JcQl6zO7Ri6\nZFGGyZwhGQzA7PnIcIgRHG9nTzgE1bXm/x2uwopXthJ24XjCArEUkaSBlHJkL+E0oll0JcIUCoVi\nGhhThBmGwfr16/n7v/97Kisruffee1m1ahWNjbn8Ko/Hw2c/+1m2bNlScL4Qgm9961t4PJ7JHfk5\nZFRj/hgIi9X0PRVrR4LZ7ouEipvy02g33IKcNR9j/T8j9u1AfPyL5pd3LOcHy97PXYYM+UsSTcZz\nTyL370D7zD2IYW1QmUxAMo6o9E2tAAoFYeY88/9F25FRKK+atryy6SAYT2FIiKckdsu5F2G6piph\nCoVCMR2M2Y5saWmhoaGBmpoaLBYLV199NVu3bs07pqysjHnz5qHresH5UsoL5ssyw2jG/DGxpnVv\nkZwwANzpSlhXe6Epfwhi4TK0b/0rcssb4B8wNw6dGZmhSCVMBv2k/v7LhRftbodUEuMf/gpj8+v5\n+zJtQqdrao35kRDCnQ7BtdkhkTCXb8rsj0ZN476mQyI+ZeOYTkJxU/CcLy1Ji1VVwhQKhWI6GLMS\n1tfXR3V1dfZxVVUVLS0tJd9ACMF3v/tdNE3jhhtu4MYbb5zYSM8jyuw6/ugERVjG4zViOzJXCdOW\nXTLqpYTTZQq1nk4or8zPCMtQzBM20AedbQXtLxkKmNlnvnqMH92P9NUh5i8xdwYD5rWcLjNsdqoI\n5Txh5goE6RmSmRmTGaHpcF4w5vxgWtBHkwajTOmYNnRdQ3L+tEcVCoXiQqUkT9jZcP/991NZWYnf\n7+f++++nqamJJUuWTPVtp5SzqoRlRJjXW3S3cHvMNRrHqIRlj/fVIXs6TbE0kies/XT+tkzyfSRs\ntj+z200BJGbPRyxsRna350RYKGgKIYcLIq2lPtvxM9SYD+AcJsLiMfM5Ol0XzPqRmc9SJHF+VJ/c\nbjsCwYljncydX3+uh6NQKBQXLGOKsKqqKnp6cgntfX19VFVVlXyDyspKwGxZXnHFFbS0tBQVYfv2\n7WPfvn3Zxx/72MfwjiBUzjUeKUkaYHe5senjm2AacbmIAd76RkSR9m24vBItGSPa1413zgKEzVZ4\nkaHXmzETERjA4fUS1yDh8eIe8rrFfbUkThzJ35ZMEAbcQqIP2e6PhHDV1mPxeonUzUCEgzjS+xNG\nklh5JbaqahKHE3nXm0wGI2E8NXVo6ev7XW7cusiO05+I466qIuz24NTAZrOdt5+TUokZZkaYsDnO\nm+eybPEa3tzwOssv+iyaZn7GN2zYQFlZGRdddNE5Ht3EuBA+K4rpQX1WFKUy/LPyxBNPZP/f3NxM\nc3PzqOePKcIWLFhAR0cH3d3dVFZWsnHjRu65554Rjx/q/4rFYkgpcTgcRKNRdu/ezZ133ln0vGKD\nDQTOn+yk4XhtGmd6Bqh2FYmQGAXDkODyEAwXb6UZVhu0HISyCoKxGMRGX6fRKKuEE0dIBAIYA/2g\nW/JeN6lbMQb68rYZPV0AhLo6EM5c1ckI+AmjIQIBDLcXOs6QSJ9n9HSB3UkUDSMwOGXvjQz5CUoQ\nmfvaHIR6uhEVPvNxOEQoaWDYHIR7e7DE4+fkcyIH+sBmR7jcYx88BgPhGLqAPn+IwNlfblK4+NIl\nHD2+n02bNnHxxRezY8cOtm/fjtVqZc6cOe/KNqXX6z2vf6cozh/UZ0VRKkM/K16vl4997GPjOn9M\nEaZpGp/73Of47ne/i5SSdevW0dTUxEsvvYQQghtvvJGBgQHuvfdeIpEIQgieffZZvv/97+P3+3nw\nwQcRQpBKpbj22mu5+OKLJ/ZMzzMyga3jFWFYrCP7wQCcbuSJlpJakQCiuhZj2wbzQSwyQkTFsGDX\nzOPhXrFw0EztB0SlD+PQ3ty+0BBP2BRldMlEAlKp/OfgGDZDMjMD9Bx7wuR/PQ51MxDvu23sg8cg\nGDc/R5HEBFvck4TxxguI1WsRdgeV1RYaqq/k7bdfwDAMduzYwUc/+lGefvppzpw5kzc7WqFQKBQT\noyRP2CWXXMIPfvCDvG033XRT9v8VFRX85Cc/KTjP4XDw4IMPnuUQz0+89gkGtlosxdPyM7g90HEa\nsXD0EmYWX51pzIe0J2zY7Mhixvz0bEkZDGSjK2QiAclE7vzKahi6UHjGEzaFIoxI2pM2tMoyXGzF\n0oG0ThfyHHrCZGAA4XSOfWAJBGMpaj1WoslzO4tYPvMEYt4iaJqLEII582sxLEvYvHkzd955J2Vl\nZTQ3N7Nv3z4lwhQKhWISUIn5E6Rsoub8MSphwukGKUuuhFFdCwO9ZoxDkZywomGtQT/YbLkFuSFr\niM8KoEqfuWxS9pyAeS3HFIqwUCjflA8IpzO7iLc0UmYshdVWPMh1OgkFwD84KZcKxg18Luu5N+ZH\nwpBIZB/OmGnFZbmIT37yk/h8Zjt4yZIlHDt2jNgYbfLx0NOVZPe2C2Om60QIhUL4/YXLkCkUigsf\nJcImyGjrR46K04UoH2ViQ3oW4EhBrcMRVquZOTbQW7wdaXdCKoUckqklQwGonZFfIcu0GzOUV0Aw\nYIa0Dt3vmkLxEw7mz9YEU2zF0hWveMz0YWmaOWvyXC5dFPAjAwNnfZmkIYmlDKqcFiLnMCdMGob5\nvg4RYRVVOtIQGMlcxc/pdDJ79mwOHTo0affuOB3nTGvigssTLJU9e/YUDbpWKBQXPkqETRCvbWIi\nTKxei/joZ0Y+IFMJKrUSBrmWZJF2pBCisBoW9EPdcBEWzMVAAELTwVsOg/0AZsq/22NePx7PC1Cd\nNMKhIiLMmYuiGBrBca4rYUH/pFTCQvEUbpuOy6oRPZeVsGjErMAmcyJMCEFDk422U/mhuJmW5GTR\n1ZEklZIE/edHREepGIYk6E/hHyj8WejrTjLYX9rPSH9/PwMDZyfowyHjPStiFYp3M0qETZCJesKE\nxYpwuEY+ICNCfKXnM2WywmQsihjejoS0L2xIuyPoR9Q1jl4Jg7QvrDd7Du6y/ADVSUaGg4hh7Uhz\n6aK02BoaRnsOc8KklObrFTh7ERaMG3hsGg6rdk4rYdlVEIZUwgBmzbdx+kScLW8GGehLAjBz5kxi\nsRjt7UUWkR8FaUj27YwQi+aeZzhkkIhLGpqs9PUkz+45TIBkYvwrekgpefv1IM89OcjmN0JsfCVA\nPJb/3u3dEWHH2yFzNvQY9Pf309/fP677DyUcTPHa8366Oqb/9VMoFGeHEmETJLN+5In+KP+xt4f9\nXZNUlSmvRHzgToTdXvo5mUpYvEhYKxSphJntSDnEE1ZUAFX6kBkRNrRSNs6li+ThfRj/8YuxDwzn\nV+OA/NmRsfOkEhYJmQuxBwbOuvoQjKfw2HQcFm3cyxZJw8h7D8+KzPuZzBdh3jKddR8qo6bOytYN\nIfbtMN+L1atX8/rrr2MYpY+55WCM44djnDqWq6x1dySoqbNQXWOhr3vqREQsatDVHs3blkpJXnve\nz5H9hf620d7XwKBB0J/i5tvLueHDZdQ1Wjl9Mve6+QdSxKIGNoeW91yLIaVkYGCAeDxeks/uxJEY\nG14OkkgvdSWlZOfWCDa7NqWvn0KhmBqUCJsgFQ4Lrx338w+vt7G3M8zTBydnKR9hsaLd/unxnTS0\nHWkbqRKWnhGZTEIsgqipG7UdCSCGzpAMBXOVsnHOkJRvv4p85b+Qg2P8tR8Kmss2DcUxxPs1RIQN\nNexPO0E/VFSZEwTOch3NYMwUYU6LNn5j/r4dGP/67bO6f5aw+TzkMBEGoOuCuYvsXHdzGb3dSQ7u\nibJkyRKsViu7d+8e89KxWIze7jjHDse4/CoXJ4/FsyKnpzOJr85CVY2Fvp6pieiQUrJzS5jXXuwh\nEs69xiePxnG5NU60xOjuSGSPPbgnwoaXRxa37acT1DfZ0HVzEsuseTZOHYtln1PriThNc2w0X+Lk\n8L5oVjAVIxgMYrPZqKysHLMlGYsaHNoXxeXR2PxGiGRCcvJonFRSctHlTiXCFIp3IUqETZBLGtz8\n5CPzePjWefzlVTPY3RkmVULrYSrItCOJRQpnRwLCU4bMVMLCAdN35i0voR3pg/5e84s5GTcFEYxL\nhEkpkXvegQXLkBteGv3gSKhQCDpcyGwlbMgC5cPzw6aTzDqa3vLc4ukTvVQ8hcem4bROoBLW2QYn\nW5DDKihysH/8nr3M+1lEhGWw2gSr17rpaEvQcjDG9ddfz5YtWwgGTcGSTCazs/wC/hQnjsTwD6R4\n+qmneemFzay43El9oxWrVdDdmUQaku7OJDX1VjxejURCcupUR94KHZPBmVMJImGDhUs97N8ZST9N\nScuBKMsvc3HZGhfb3w6xa+d+dm0N09WeJBI2CPiLv4YdbXEaGnP5gNU1FowUDPSlMAxJ28k4M+fY\nKK/UqZth5XCRSluGgYEBbNZyoiEPu7d30tudHLEKd3BPlKbZNi670oWnTGfzG0EO7Y1yyRUuqnwW\nBgdSpFLKF6ZQvJtQImyC6JqgwWtDCEGF00Kt28rhnnxRkJjEX4jBWIrQSJEYvlqzEhYrkhMG+YGt\nmagJtyc/oqJIJSybFRYaFl8xnpiKthNgtaJ99H8g33zRjJkYiVCwIKLCXDtySCXMMdQTdvaVMGPj\nKxgvPzW+k4J+M2akrOKszfmmJ8xsR467EtbdYYbbnjict9n44f2w8+1xXUqGM56w0dtndrvGmus8\ntB6Ls/MtC9UVS/jP37/ACy+8xPr163n88ccZHAjz9utBerqTvPmHk3R29uAPtdDQZEUIwez5Nk4d\njTPYn8LuEDhdGkIIqnw6G958kz179gDQciDK8SMxEvHRf46klLyzKcTRQ9GCfbGYwb6dES5e5WLF\nZWX096Xo7kxw7EgMX62FsgodX62VmsYIr7/xMn19A1x1vYcZM620txYK0nAwRTQiqfLllhwTQjBz\nno1Tx+J0dyRxuTU8Zeb+JSsctB6Pc2hvhJ6uZIFI6mjvRSY9zJ1fTSIVYNfWMNvfChccN9CXpPNM\ngkXNDoQQXLzSidurs3CZA2+5jsUq8Hh1BvrObeCvQqEYH0qETRKXNrjZ3p5rTfmjST77+xZ6wiNX\nFsbD+u2dPDVSy7Oy2hQGQX9xT5i7LFf1CgZMAeHyQDiY+6u7SCVMVPqQA70F+4TThSzRjyX3vINY\nfjli9gLzvvt2jHxsMV+aI2fAl7EoYrI9YadPmP/GgQwGEJ50JewszfmZ2ZETqoR1d0BdI/LI/tw2\n/4BZHTt1fHwDCRf3hBXD4dS47mYvq651s3r1SiyaE3+fh9v/293MmTOXF57dyqy5dlZe5cbqaWHl\nypW4PTba2toAaJxto6czyemTcWrqcnnRDneYnt4Ourq66O1OcvxIjN7uJK/8Xz/b3w5xcE+ElgNR\nOs/kj/H0iTgBf4qjB2N0deTv27cjQuMsG5XVFiwWjeWXOtmzLcLxwzEWLc/9rBjCHFvNjD4sVkF9\nk43204WvRXtbgvoZVvYf2E8ymWv/zZxjo701wfEjMWbOza33andoXPlHblIpOLArwktP+/PahseP\n9jCjsZr6hip0a5C17/NiGLDlzRCJhPmzGYsa7N0eYckKB1ab+YeQ0ASXXOFi3qKcd7Rqin11CoVi\n8lEibJK4tMHNjiEi7MWjg/hjKbaezveWHOqJ8MaJ8QUzJg3JltNBOoPFvyCFpputw3CoaDsyz5gf\n9IPbi7BYwWLLtvRkKB1BMZSKKnN2ZKZ6lsHpLtkLJfdsQ6xYaY5z7c0Yrz8/8sEjRVQUmx3pmKSc\nMH8/crzVrHQlTHgrTNFzFgTiKbx2zayEjXd2ZHcHYs31yKMHspvk/p1gdyLbTozvWtnZkaV9iWu6\nwFum0zTbxV0f/wCXX3YpO9+W2MVyevoPMnOeQTgc5vjx41xy6QqWLVvG/v2mWLRaBQ1NVo4fiVNT\nn2vr9Q60UFk2n97eXnZvC9J8qZOVV7m5/oNeqnwWNE0Qj0v2bo9wZL9Z9YqEDfbvinLpajeXrXGz\n4+0woWCKcMhg64YQg/0pFq/I/UzUzbDgKdOob7Ti8eaqWcePH2f+/Pm0d5gzPqt9OtGIQSiYX1nq\naEtQXSf5wx/+QFdXV3a7w6lRVavT251kxsz8pcwqqi0su9jJtTd5uWyNi60bQ/R1J+nuSBAMDjJ3\ngY+Kigr6+/vRLYKVV7lwezQ2vBTgtef9/OFZP26PlifuAA4fPkxra2v2cXWNfk5mmCoUiolT0rJF\nirFZWuPk9GAcfyyF26rx/OF+bl9Wxda2IB9YVJk97rf7eukLJ/mjOfmp+f5oEq9dL7ow8r6uMLGk\npCc0SpXCV2e2p2yFsyqF24uRMeaHAohMYn+mTel0ZRPz86ioNnPCgoP5VTKns6R4CBkOwqnjsHi5\nOY4r/gj55P9B9nUjqmoKTyjajhzi/SrICSs+BtnXbYa6jrZGZ+bYwX5T3I2HTDsymYSzDGwNxg1m\nV6QrYeNoR0rDgN4uxJXXIV/4PdJImWJ8/w7EH70P+c6m8Q0kEjJXcxijHVkMIQTzFjtweXRaj1tY\ntHghO3bswGKxsHDhQhwOB4sXL2bz5s3EYjHsdrsZfXEyTnWN+StISsmJk4cpd1xLPNmNgZ+GpnLA\nrCbNWWB+rnt7e/FHjtN6YiHJpMQ/kGLOAjvllaagWrjMwaZXg6SSMG+RncvWuLIG+sxYV17lhiE/\nZpFIhN7eXq677jqeeeYZ8zjNFIrtrQkWLDWvHYsa+AdSJIw+pJT09PQwY8aM7HXmL3ZQXpHAahv5\nb9vaeiuXrjaFmMUikMJPdXUlDoeDgQFztq3QBCsud9J5JonDISir1NG0wt8Le/fuxeVyMXPmTACq\nfBZ2bgkjDfMaCoXi/EdVwiYJq67RXOtkd0eILW1Bql1W7myuZl9XJNtmCsRS7O0Mc9ofIzxksWZD\nSr7yzHG+9YdWOoOFX4JvtwZYO7eMrtDIf+UKX106TV4v3OkZsn5k0J+rarnNliRQvB1ptYLLjWw/\nnd8mLLUStn8nLFyGSAtDYXcgVl6N3PxG8eMjISI2F9vPDKkeDm07DjXm22yQShadzWc89jPkmy+O\nPT4wjfXjbSlmXquyszfmZ9qRDosgMp61Iwd6TZ9eda3ZFj1zypwEsX8nYu0HIBQ0RXCpRMKmx62E\nduRI1DdaWXWNm9WrV7F371727NnDxRdfDJAVC0eOHEFKSUfXEQYTzxEImq9fW1sbdruN2toahFFJ\nVV2g4A+SAwcO8OSTT3Ls2GGS+lY6zySIRgwWLs394TFjluRk5+9ZdlmURc2OPAGWQdNFnqg5ceIE\nM2fOxOfzEY/HCQTMn5WGJmteS7LzTIKaeisdHWdwOp0FEwiqaywsWGrjxIkTvPjii5w4caLo61Tb\nYAqxqhpBNBamrKwMp9OJpmlE0n/cCCGob7RSUW0pKsAMw6Czs5PW1taspcDu0LA7NPyD767QW4Xi\nvYwSYZPIpTPMluSzh/r50OJK3DadRdUOdqbblBtP+bm0wc2CKgcHunJVnKN9UTw2nYvr3fz18yd5\n7nAuysGQks2tQT68uJK+SHLkGZjVtcX9YGB6woLDPGGQv7h3MWM+mG3O0yfy25ElGvPlnncQKy7P\n2yaWXoI8MkLaejjI4ZiV/7OjO3e81QoyvcD40IgKIcDhKoipkNGI6TsbKDEyxD8w7rwvGfQjvGWI\nsgrkWXrCAjFzdqTDohFPGRiljqO7E2rqABALliJbDpjvk82OqJsBjbPg9MmSxyHDwbMWYRm8Xi9L\nliyhurqa6urq7Pbm5mb27NnDc889x/bt25k/fx6///3vGRgYYP/+/SxdupTGmXaaZtYRCPbmXfMP\nf/gD27Zt44477uDOO+/EHxggoW/hyrVutCFCa8uWLRhGnKPH9lMqx44dY+5cc9HyxsZGzpw5A0B1\nrYVwyGxJnmiJZWcnnjlzhuXLl9Pd3Z13nc7OTn7xi1+wdetWEokELS0tI96ztsHKrAVxvF4vum7+\n4VRRUVFycn5vby8ejweHw5E3jmqfRbUkFYp3EUqETSKXNnjYdCpAqz/OmpmmaFnV5GFrm1mReP24\nn7Vzy2iuc7F3SLjrO2dCrGz0cEdzNf/4vln8/kAfm1tNcdTSG8Vh1Zhb6cBr1+mPjvAL1leXi5AY\njmdIYn7aEwZmm1IGA+aMxWi40I8FUFmNPH1iWDtybFO8NAzk3neyfrAsC5bC0YNmOy3veHMB8oC0\nFq5E4Ewn9MeGhdE6C0UY+7YDElmCCJOJRH4QbKlMYkRFKG7gteloQmDTBbESq2Gyux1Rk15VYcFS\naDmA3L8D0XwZAKJpDvL0OMz5k1AJG8o111zDBz/4wbxts2bNIh6P4/F4uOuuu1i9ejWrV6/md7/7\nHceOHWPx4sXMXWRn6fIZeX6r3t5eTpw4wV133UV1dTU2m42PfOQjDAz08+aGV7OBsb29vRw8eJDb\nbruNI0eO5BnnRyKZTNLa2sqcOXMAmDFjRlaEaZrAVwevPt/DmdYEV1zrxlcn6OrqYvny5fT29uaF\n1ba0tLBixQo++tGPsmrVKjo7O0e998DAAJWVOatCxhdWCu3t7TQ0NDBr1ixOnTqV3a7M+YoLgUjY\nIBgobaavYUiiEXPlDTlJMVHxuEFHW4Kjh6KkxtOhmADKEzaJzPBa8dg01s0rx5r+63xVo4cn9/XS\nGYzT6o9zWYMHp0Xjl7tyf71uPxPk4xeZHqmmMjt/eVUD//hGGwt9Tt5uDXBlk1mhqnFZ6A4m8Lms\nBfcW9U3I4TlfGVweCIfSCesBNG+mEpaOqYiEweEs2soUlT7k7m3560q6XBhjVMLkW69CVU1OKGTO\nLa80RWF7KzTOzu0Ih8Dhwh838MfMrKS8SIxouFCEOZxmW9SZG5vc/jbi8qvN3LSxCAyYQkrXzZbk\nSCJ2OBlPmG6ZhIgKsx0JZFPzndYS/jbq7oAac31RsWAZxjNPgH8Abd2HzP1Nc6B1HCIsHEI0zSlY\ntmii6LqerfBk0DSNT3/603ltxubmZgB6enpwuczlvGpqauju7s5+Bo4cOcLChQux2XLGdJvNxq23\n3sqzzz7LM888w80338wbb7zBFVdcQW1tLXV1dbS0tLBkyZJRx9nW1kZVVVX23o2Njdl1MaWUtHa8\nTiyV5EPX/TeEELS3t1NRUYHX68XlcjE4OJgVUqdPn+bqq68GoLq6msHBQeLxeN64h9Lf318gwkqt\nhLW3t9PY2Ijb7WbHjh2sXGn+sVNVo3NgdwTDkEXbmIrxkUxKdJ2iXt0LkVTSzO4rr9RxunK/h/p7\nzZDm5kuclFUUsbyMgJSSVBIs1rFfv2jE4NDeKD1dSZIJiRDg9mjMnm+nYaY1z1qQiBsc3hejvzeJ\nfyCFbhEYKUkyZdoCLrnChcttjr+3O8nhvVEWr3BQ5ctJno62BO2n45RX6JRXWUjEJb1dSXq6koSD\nKSp9FoQwcwavuNaN3aERCqbY806EWMRg1jw7TXOsxGOmYOvtSjLEIloySoRNIkII/uc1jTSV537p\nNnhteO06v9jexVUzvVh1wWKfk5MDMaJJg3hK0joYp7k2JwCW1rh4/8IKfvBWO92hBH+xxvyyrXFb\n6Q4nWVrs3rPno/3V/cXHpes5wZJeAxLItSOHpuEPp7IapJE7B8ZsR8r+XuRv/zfaX36n+HgWLEMe\n2Y8YLsJcbgLxFEkDIkkDlzX9w56eCSljUTTHsEpYOAxV6fsmE8i929C+8nfIf/vnEceXZXAAyitB\n08yKVk2J63VmRJjVdtYRFZlli4BsVlhlKVqwuwMuWmX+v77R9MsdPQB/di8Aomkuxluvlj6QTCWs\nr3vsY8+CYl9mGSGWweFw4HQ6GRgYoKKigiNHjnDTTTcVnGez2bjlllt4+eWXeeyxx9B1nRUrVmSv\nuWvXrlFFWCKR4NChQ8ydOze7zefzEQwGiUQitLa2Egz5zcT/3l58Ph9tbW00NjZmj+3u7qayspJ4\nPE5fXx/19eZnSNd1qqur6e7uzh4/nP7+fhoaGrKPM8+1FDo6Oli5ciVer5fnn3+eRCKB1WrF5dbw\nlukcOxxjwZIR7AmKkohGDN58KcDchXYWLJ3c1zIWNUCYuXvnA/09SU4cjdHZlsRTphEJG6y62k1F\ntYX+3iRb3gwxc46Nt14LsvQiB7Pmjb2sXjIp2bUlTHdHktV/5KbSN7Lc6O9Jsm1TiKY5NlZd7cZb\nriGl6cM80RLnyP4oF6dDiQODKbZuCFFda2HJRU7KK3WsaZEnDcnRwzHefCnA0oscDPanaD+dYM4C\nO1s3hLh4lYu6GRaOHjKXUFuwxEEwkKLtVASLVeCrtbDicicVVeZkGCklh/dFefPlILPm2tI/V3Yq\nqnROHo1zcE8ERIDKaj07yWi8KBE2ySzyFX6Drmr08Lv9fXzvplkA2C1me/FgdwR/LEVzrQurnv/D\neNdyH/e+dJJowmBBtfkLoMZtpWuUGZLCOcrC4O50TEWeJ8wD/X3FZyVmqDA9PXnxFaMY86WUGP/+\n/yOu/yBi1rzi11ywFA7tges+kNuWnp0ZSLci/dHUEBGWngkZjeSH0TpcyKHjOLgH6ptg9gIY7Muv\nphXDP2AKDyEKxJTctRVWXFZQHTQX7w6a1TzdAvEYMhFHWItXO0YjkTJISYnDYo5xPFlhsrsDLS0a\nhRAwfymEg7nPQONs06yfmTU5FhlPWOeZcT+PqSBTDUsmkySTSerq6ooep+s673vf+9i2bRtNTU3Z\n6tvcuXN59dVXs0IOzPeuq6uL48eP09raSnd3Nz6fjzVr1mSvp2ka9fX1HD9+nE2bNvGhD32I06dP\ns3PnTm688UbOnDnDsmXLAFOE9fT0sGjRItrb26mpqcFiyf1Krauro7OzM0+ERSIRnE7zMzwwMJC9\nFgnsOEwAACAASURBVJReCQuHw0QiEaqqqhBCUFNTQ1tbG3PmzDGDXFc5eeOlIHUzrHjLSq9aKHKk\nUmYAcN0MK0cPxahrnLzXUkrJ1g0hEHD1Ok/e76hwMJXNh7PaBC73yPeUhqSzPcnJozEG+1NcutqV\nF/kiDUk4bBD0G0RCBvVNVhzO/O+Z/p4kh/ZFCfpTphXgIicOp0ZHW4LNb4aYv9jO0UMxLrnCRd0M\nKzPn2ti2KURPZ5Jllziz1xvoS7JvZwSnU6Nxtg23V+OdjSHKKnUuvsLJlg0hLr/Kha/WHJ/ZQjTb\niP29SVoOxLh4lYv6IStRCAENTTYammycaY2zbWMIX52F7o4kyy52MHNukSQATbBgiYOaOgu7t0Xw\nlJmZhja7Rk29ha0bQpRV6MQiBtfc6M2r9hVDCMHi5U7cHp2OtgTX3OjJRtv46qwk4pKKSi+hs1jD\nV4mwaeCqWV62tgVZWpMTEM21LvZ2hukJJ7hsRqEXS9fMqlrrYAwt/UNa67bSOjj2Ir9F8ZTlAl2z\nsyPLTDN3KFDclI+5fqSEwoiKkeIh3noV+nsQX7p3xKGIhc1m+2wo6cW7syIslqI+c8uMBy0ey4vg\nEMM8YXLH24hLrzQFkd1pCk7vyDEV0t+PKEt/QQcGs6kFUkqMn/0T2rf+FeqG1ZcjYbBazZw1yAW2\nFovcGINg3MBty8WSOMeTFdbdkVe5E6vXmpEZmccut/med3cWPodiREJQVlF0tum5oLa2lq6uLnp6\neli4cOGoYloIwapVq/K26brO0qVL2b17N7NmzeL48eOcOHECTdOYO3cuq1atoqGhoWirsLGxkdde\ne43m5mYaGhqoqKjg0UcfZc2aNbS3t3PjjTcCplDMtC6HVsgy1NXV5c2QDAQCPPLII1x22WWsWbOG\n/v7+rEAEU4QNDg6O+cdDe3s79fX12WNmz57NqVOnsr42l0dn8XIHu7aEuXqdh1hMcvRgDP9gCodT\n4HBqNM2x5YmKTBvK6RK4vToWS/79UymzIhAMGCQTZovuopWugi/1ZFLSeSZBx+kEDTOtzJg5/j9O\nxouRkpw+Gae8Uqeswvx5ioQNjh2OEQqkKK/UKa+04KuzFDyvkdixeQCrzYwKKSvXs68lAtpbE3Se\nSbD8cle2AjMezrQmSKVMF8TJo/Fs/EpHW4KdW8I4XeY1oxGJ06XROMtqttEEIME/mKK3O0lPZxKn\nS2P2fBvzFtnZsTnM4uUOZs61cfpEnCP7zfVMPWVmpajlYJQrrvVQVqGTTEj27YzQ1Z5g4TIHs67J\nn+BS32jF4XSzY3M4XT0yf995y3WuvcnL4X1RXn8hwMJlDqIRg9bjcZZe5MBIwZH9UQb6UzRf7GTO\nQnNVGatV8M6mMHUzrPgHUgT8KWw287PodGlctc4zqsidMdOGr9asYF1xrZvK6tGlS3mlhWtvyu/u\nVFZbuGqdh5MtcVZe5S6pRZqhaY6NpjmFn2WrTZx121+JsGlgYbWTH3xwblZMASyvc/GbPT20B+Lc\nfZGv6Hk1bis17txfBj63hXfOTFBxu9OZYJFQtuol3B6MUBBCAcSI7cj02EoMa5VPP4b2J3+TEynF\nqJthVpCG5IXJULodGUuhCfLM+cKRXqw7Gsn3bTlyi3hLw0Du2oz2Px8w91VUwWDvqCKMwX6zHSmN\nfIN9YMDMyxroLRQww6M8MjEVExJhuVYkUPLSRTIcNAWXtzy7TVt1beGBTXNMkT2GCJPpbDDhdJmT\nFc4Dampq2L59O4FAgJtvvnlC11i2bBmPPfYYXV1dzJ07l49//OPYbLYx/T0zZ87kwIED2QqZ0+lk\n4cKFvPrqq7hcrqx/LNOOBFOErV69Ou86dXV1bN68Ofv48OHDzJs3j87OTv7zP/8TwzCy1wKzvWq3\n2wkGg3i9XqSUhMNh+vv7kVJm88A6Ojry2pgzZ87k5Zdfzrv3nAU22lvjvP2GGVjbNMfGvMV2YhGD\nUNBg0x+CLGp2MGeBjb6eFLu2hLHZBcmkJBQ0KCvXWXqR4/+x997RcZ33nffnudMrBoNeSYC9iqRY\nRYpdJNXdxMiW7eON42ziyHGas8mxnU02dhJv3rzObqq9cRLndZMic1UoqlCkxF4lsXeCBEgARAcG\nUzDtPu8fdzDAYACiUCygns85PhZmbp25vPc7318jv8hCJKxzdF8oLQjMZkFbS4KDu4I8tMaN1aYZ\nIu1UD1cvR8nNM1NUauH0sQihbp3JM2xEeyRnjkVovpFg0XIXeYUfzaMn2mMcmwSiZySaBm6v0TS3\nIvXg7OpIcuVClNMfRpi7yEFBUfa9qaMtwY36OIm4JNojCXZLlq91GWO2JltpuB7n3KkeggEjYTzH\nZ+Lge0GWrHRhHRBSTCYkwe4kTrcpS6QlE5KzxyPMW+LCZhPs22k4ltGIzvEjYZaucuHzp3rn6ZLW\nlgT1tXEarvX96HV5NPIKzEybZcfVr+Hw8rVuDu0Jcf5UD26viXmLnRmfc31tjAPvBZky087Vi1H8\nBWbWPOodUoz4/Mb7AzGbBTMfcFAx0cqZ40YYb/UmDza78TlMnGLLyknML7KwZKWLjtYkldVWvL5s\noT8cVpvGjLkjzNsdArfHxKz5t7aNjxolwu4QpgFqeXq+g4ttEYrcVorcI/u1WOiy0HqTXmE3Q7g9\nyKYGsDuNHDHoywkLZ7en+Ou99Tw2JZeZuakWA/3fT+WEDfzFLnXdEC4TJt38WISAVFsFsTglXiLG\nyKJANEmxe0CFpN1h5DzdrDqy5rwxCaBXcOT4jVBreV++TxaBDigqBz0JbX3VeLQZD1bZ0UbWbaI3\nH6yXWxhdFEy1p0ifzkjDkan2FMOJid4KSfHgQzffXjhkCGuL9SOrjrxVCgsLaWhowO12U1hYOKZt\n+P1+vvrVr6Jpxmfs8XjSPcBuRnFxMV/4whcyPt958+bxk5/8JCN/zev1Eo/H6e7uprW1NUMYAeTm\n5tLT05MOQZ4/f56HH36YsrIy9u7dixAi6zv0+Xxs376dWCxGR0cHZrMZn89Hd3c3ixYtYs6cOTQ2\nNmY4f4WFhYTDYYLBIG536geWEMxb4qSuJsb8JdmOVUWVlQ8Phqm9bMzmnL3AQUm5cR+SuqSxPs7x\nIxFcnijdXUkmTrExebotfbwFxWakDod2h5g938GJ98M4XBprHvWm91VSbuHwnhBtLQm6OoyH77zF\nTo7uDzF3Yd/+EnGJyTyy5PfOdiMR22wRIOH08QiVVVamzjLuC51tSQJdSeYtdqSb5pYa2pWmRsNp\nKiiyUFRqxm7XSOrGjNLuQJLKKiturwmfX7BkUg5Jva9n2wOLHOzZHmTiZCsLljnRNDhzrIcD7waZ\ntcBBsEunsyNJV3uCYFDH6TLyqjxeE/lFZiomGtuuuRDF5zeTnxJHVVOsfHgoTKg7yQOLnGkBBkZo\nraDIMqhoHAyXx8TD692EgnrGdnopm2DF4dKMEVhz7bfsUnpyTCxZOXgEZTB3yOc3D3pcH3fUJ3KX\ncFg0qnPtTBskh2woCpxGTtiwuU6D4fJAU32mgHB7jPymUDc4+9ydzp4E+2q7CcV0/nRtBdrz38rI\nxRIWCwjNcIv6d+hPdd+/qQvWu43JM+HSGVi80ngh1JeYX5ljTYclgdSw7kj2gPJ+OWHy0C7EohV9\n2/f5kZ2DiKh+yEAn2tTZyEQCrvYlRMvWlCDrbMteKRjIcNeE14cMdN10P0PRO7w7fTrmkYqwxhEV\nEYjyieiHdg2/vUhKhJkt94wIczqdaQfqVirTegXYaBm4T7/fz5QpU9Ihv95l8vPzOXXqFHl5eVgs\nlqxtFBQU0NzcjNvtJhKJUF5ejhCClStXDtqbbunSpQQCAXJzc/H5fNhThSidnZ388pe/TPcF6y0A\n6D3HoqKi9H56cbpMTJ8z+P3F7TGxfJ2bxutxCorNWPv9GBCaoLTCSlGphWtXYkyaZsvINeo9txkP\n2Dn5foQDu4LMnu+goirTZbQ7jDDTlYtRZs13pMNNdoeLw3tCXLsSIxjQCYd0SsotLFjmHPK77mxP\ncOF0D10dSfILzSQSRoh09vw+MQeQm28eMgG8qMTC6k1eLp3t4drVGNGIJJmUTJxsY9EKV0b1ndNl\npr9ed7lNbPyEN+P4Zs6zc/Gs4MyxHnJ8Jnx+ExMnWfH4TJhMgmRS0tmWpKkxzv53g7i9JgKdSR5+\npO87mjzDTlNDkMnT7Rn5UGPFYtXw+Ye+5v35ZlZuGCLqobgrKBF2F3l2Tj5F7pH/w3OlbpSheN/D\n+/iNEHOLhr55pXF7kOdOZoYVXe5UdWTIqIJM8X59kIVlLi61R7na0cPEBxZnb8+RqpDsL8ICHeDN\nzV52EMSUmZnVe72J+cEkZV4bXf37odlS8yOjkczZmA4HMtCJjMeQR/agffv7fe/5/NA1TK+wLiMx\nXyTi6P3drPZmQ5AM0mtMBgeEbj2+MfcKywpHWkYYjmy5gSgoGXY5yqvglz8efrnemZ1jHFt0u5g/\nfz7V1UMUd9wFNm3alPXvLD8/n5MnT2ZVePbSm5xfX1/PtGnTMtYf7N9sWVnZoNWUPp+PJ598ki1b\ntuD1erHZMpOSc3NzR9xjrBdNE5RVDu2GmEwina80GEIYOVPT59ozRFx/zGbBlAGVhT6/mRXr3bS1\nGGE9p1vj0K4g5070MOMBQzTeqI9z9kSEWFSSiEusNsHkGXYefMg16BSEkWKxiDGHtAZ+X0IIps60\nM3Xm4JWTJpMgr9BsVPHNtnOjPo4uDUHXf5mHH3Hf0g8NxfhGibC7yINlQ1QkDoEQggKXmZZQHLfV\nRFMwxp/suMZfbahkRsFNKiPBSMK/UZ8ZKnSmxhaFAkb+UIoj9UGWVXiYnu/klXPtfH3ZIDlFvSIs\np5/o6m35MBIqqqHlBjJshCEJB0n4C4l26pR4LFxq69c81eE03J+kbgiFXuxOw907fhgqqowRPr34\n/FA/TMf4XtEYj2UKqbZmmDAJ2TGEE9bfTfTmGLllY8AQYf3CkSNNzG+5AZU3D/kCUFgMoW7kjXpE\n8eBtEgDje3Q4U07YvdPoc8GCBXf7EDIY7EGZn5/PiRMnhmxDUVRUxNmzZ2lvb+fxxx+/pf0XFhby\nxBNPDBpS9fv9NDY23tL2x4IQAqt19ALC6TJlVP4tWuFi7ztBbHZBd0CntSnB3IWOdO6QNs57dWkm\nQekQgnc8n5fi1rk3mpQoRkyBy0JLqk3F0foQVpPg3ZpAxjLBWDK9TBq3B7raM1wcYbaA2Ypsa0G4\njArNeFLn+I0wD5a52TjFx+HrQdrCg4SoHK6sXmGyq91oxjoChNkMU2chj+4zXgiH6LZ7cFtN5NjM\nWTlhsqsD7PZMJyHVJ0zfvxPx0LrM7ef4h++a3ysaB+R1ybYWxKQZQ4QjuzPdxFt0wlz9nDCHeWRD\nvA0nbAThSM2E+MTn0X/0/xoh16G21+uEWe6dcOR4oaCgACFEVj5YL0VFRdTV1WEymcjPH7wAZzSU\nl5czY0Z2p0C/3097+whHdd2DWG0aS1a6uHg2iq5LVm70UFBswWbXMJmzc+cUivsFJcLGGYYIMx6o\n7zcE+fwDBeyvCxBL9j28/+nwDf7jWGbTzbT4Glgt6PZAc0M6J+xkU5iKHBs+uxmPzcTqqhy2nh/E\n6bE7skcXjcYJA7THNyNff8EIJ4aDBC1uPDYTXpspMyfM7jRCgwNnY9qdJBuvweWziAXLMt/z+W86\nP1JGe0AmjfNwew3HqHcETVszYtL0wdcf4IQJb86Y50cGYzoeW/9wpBi5EzbCxrJizePgyUG+9ouh\nF4qEEI57Lxw5HsjPz2fjxo1Z4cFePB4PVquV6dOn31YhkZubS3t7+6hmoN5ruDwmHnnSy/wlrjG1\nflAoxiNKhI0zep2waELnTHOEdZNyqPLbOXLdaF1xtaOHg9e6qQ8MeJime4MNSMp0uQ2xkXr9SH2Q\nxeV9YdKnpuey/VIn8eSAm/tgbSq62kecEwYYQqeiGrnrDQgF6TY78NpMeOymzBYVDocR8rMNyOWw\nO9CvXUHMX4YYKNCGywkLdII316hQM5sNodfbcK+9BaqnQaAje8ZlMIDICEf6xjy6aGBOmGMEifmy\nvdX4LEbYEkMIgfalryH3bUdeODX4QhHlhI0Vk8nE1KlTh3xfCMFDDz2U0ZT1duBwODCbzYRCg7eO\nGS9ot5DvpVCMR5QIG2cUOM00h+KcbApT7bfhtppYU5XDzhpDCPz8ZCufnJFHQyCW+au4d+yQe4AT\n1ivKXG6klBy+HmRxv1y1IreVfJeFKx2ZA677N0rdfqnTeD8wOicMQPvEc8htL0FXO90me9oJCwx0\nwrraYaDbkOoOPzAUCRhisLvLGAw+gO5okr01HYaA6sWTA92dRg8uXRrnYXdCcIDAGtgnzOMz+oqN\ngVAsmS62gOET82XjNfTv/TfEp75oCMcRIry5aF94Hv3f//egn4fRosJpiLD4vZMTdr8we/ZsXK7s\nhswfNb1umEKhGD8oETbOKHRZaA3HOVofZGGpIZaWVXg42xLhg4Yg51t7eGZ2HhaToKOn3wM35YQJ\nd6YTJvqJsKudUUyaoCInM4F0ap6D860DOuQ7+uZHvny2nQ8bQqPKCUvvv7wKMWMedLYTEMacTY/V\nRDCWJKmnRKTdYSSMD+J2WRatgCnZLoMwm43Cg0FcqvOtEX5Sq2e6dt5UXlhbC+QZeT748oxeY/0Z\n0KICjzGJYKBjNhK6o3qWExZJDB5OkpfPof8/30R84vNojzw96n2JBxYZ4vHkB9lv9g5BN1sgocKR\n45W8vLxRV0gqFIq7ixJh44wCt4XmUMIQYSnHymHRWFzu5nt7GvjMLD82s0aZ10pD/5Ck1WY8ZLOc\nMDdYbQiLlffrQywsyy6Xnl4wtAgL9CS4HohR3x0bdU5YL+Lpz4LDRbc047GaMGkCl0UjFEv27Quy\nwpHC6cb1+38+dK7NECHJjkiC5rhGPMff96InBxnoMioje6ssc/Oyk/MH5oSZLcZxjWF2WDCWxDPC\nxPyuH/8z4nO/gbZszaj3kz7WNY+jv7s1+43exHyTGXR9TIJScfdRTphCMf5QImyckWs3E+hJIAQZ\njtUjk3zkOkxsmGyE2Eo91oy8MCEEHb6SwcORqTFGl9ojTB+keezUfPsQIizEmZYITotmCL5Ax9hE\nWGEp2t/8mO64xJtKVPf0r5C0p8KOA52w4fDlDZpc39GTQEfQ6OobCi1SYUXZ1oLIM/KthM+f0aYi\nGE3QkLD2hXZ76R1dNEoGDUcOkhMmwyH+pPwT1E6cN+p99EcsWgF1Ncgb1zO3HwkjHKlecyazygsb\np4z3CkmF4uOIEmHjDJMmyHNaeLA007GaVeTkH56oxmoyvtIyr5WG7j4RJqXk9+Y/z1XbgIRulzs9\nkqi2M8rE3OwqrzKPlUhcpz3SL1/IX4Bsa+ZsS4RVE73UB6JGyNAxttwXYTG65PdWC2bkhfXOixyl\nCDO65mc/lDpTYdrrtr4Gtek2Fe39nDBfphO2v6adf538pDExoD+FpTBA2AxHPCnpjun47H25XUMm\n5l+7QrvdR1vPrTlUwmJFPLwB+d4bmW/0OmFwT40uUowO5YQp7gTNzc0cP378bh/GfYMSYeOQyhwr\nyyqzR0/0n09Z5rUawihFQ3ecrjhc7oxmruTygstDT0KnNZyg1JPdUFAIwdT8zJCkKC6Hxuucbg6z\nfIKHaEIn5Bt+nuHNCPQXYf0qJIXJBFbrqEXYUG0qOiMJipJBrpsHDuLuQt4kHNkVCFPvyp5jKCqr\nkXU1ozq0tnCcXLsp4zuzWwYPRybqLhM02ejsufWkebFqE/LAu8j+7UV6xxYBmM1wjwzxVowOt9tN\nIpGgp6dn+IUVACTuoebEd5pYLDbqBr/xeJw333yTw4cPc/LkyYz3otEogUCAQCCQVaUrpeTy5cuc\nOXMm4zPv7u7mgw8+oLNzbMVN9wOqY/445Fury4cVO6VeK/WBvofpuZYwmoCa9h7o12xdlFbC5JnU\ndUYp81oxDzJ4FWBavoPzLRGWVaSES1EpPW1t1HVGmZrnoNQmacirxDvo2iOjO5pMhyMHrZC0j0GE\nXb2U9XJHJMHsSD3X9Wnp14THh97dCR1tCH9vODIPvV9ifiAUpdmSQzShYzP3m7VXUY2+d/uoDq05\nFKfAlemoDdUxv/vadaRtWtrBGyuRuI7DXwDT5yAPvIdY81jqjf5OmGpTMV4RQqRDkqWlg0y5uMdJ\nJBLs37+fadOmUVRUNOgyJ06cIBqNZgww78/58+c5dOgQmzZtGnbwe01NDW+88QaPPfYYVVVVgy4T\njUaxWjNnYgaDQS5dusScOXMwmUyDrjcc586dw2KxMGnSCCZfpEgmk1y7do2CgoKsatvh5gkPPI9Y\nLMYrr7xCS0sLX/rSl3A6h5m4kmLfvn0UFRWxZMkSXnrpJTweDxUVFXz44Ye8//77WK3W9Pa9Xi/T\npk3D7XZz9OhRNE3D4XCwf/9+5syZQ2dnJ1evXmXixIkcPXqUadOmsXjxYhyOsY2Vuht0dXWlz3ms\nKBE2DhmJ21TiNvqJJXSJWROca42wpNxNTUemEyaqpiCqplB7qZOJvqHnxE3Ld/DCyda+9aw2LpbM\nZKJbGIUAphj13lKmj/206I4NEY4EIyQ5sE/YMIicPPTOw1mvd/YkeaTjEq+U9Kuq7A1H9nfCfP5M\nJywSRwoz9YEY1f5+grCiCq6NzglrCcUpHDA31GoSJHRJUpcZDlnnjWaYYDh4Y6WuK8pf7a7nH5+s\nRlu2Bv3dbZAWYeG+4gezVTlh45jekOR4E2GJRIJt27YRj8c5d+4c69atyxIogUCAgwcPYrVa8Xg8\nTJ+eebepqalhz549LFiwgJdffpn169cPOXu0vb2dd955h4cffph33nmH9evXZwmxS5cu8c4771BR\nUcGGDRuwWCwEg0G2bNmCpmlcvnyZRx99NC1ghhNCvTQ2NrJ7927AmLjg9d78p2s4HObYsWOcPXsW\nu92OlJJnnnkm3SD40qVL7Nu3j1/5lV9JD3zvTzQa5Sc/+Qkul4sVK1ZQWFjIK6+8gt/vJy8vjw8/\n/JDly5enl3///fepr6/HarVis9morKxkwoQJNDQ0UFNTw3PPPYfNZuPxxx9n69at2Gw2fD4fzz77\nLDk5OQDouk59fT3nz5/nypUrLF26lKqqKoQQtLW1ceLECfLz81m9ejU2m41wOMzhw4f52c9+xrPP\nPjtsS5eWlhb27NnDo48+esuiLZFIEAqFsFgsOByOEUdzuru7efHFFzGbzSxfvpwpU6aMaf9KhN2n\nWEwaeU4zTcE4ZV4r51oifGVhEd/dVZ/1kAe42hllwk1E2NR8OzUdPWlRB3CmaCYzzUZYq1SGaHSO\nrIHoUPTPCfPYTJmiw+4cYzgye/RQZ0+CWY2n+KeJT/R9Ft4coz1FJNzXP2xATlhXJIZbSuq6opki\nLL8IolFkoBPRv/fYTWgOxSkc4IQJIbCn8sJ6xxnJeIxAdzh93GOlMRCjsTtGPCkxT5kNP/q+McpI\nE9DTky5+MJww1aZivOL3+8ddm4peAWYymXj88cdpa2vjtddeo7OzkwULFqQfirt372bevHlMmjSJ\nLVu2kJOTkx4XVVdXx44dO3jqqacoKiqitLSU119/ndraWsrKyigsLCQnJwchBNFolNdff52HHnqI\n2bNnU1hYyGuvvcayZcsoKCjA6XRy4MABzp8/z1NPPcXJkyfZsmULa9as4c0332TmzJksWLCAgwcP\n8sILLzB79mwaGxtpaGjA7/ezZMkSKisr08edTCbTjlkkEuHNN99k3bp1dHZ2sn37dj71qU8N+eCP\nx+O8+uqr5OXl8YlPfAK/38/u3bvZtm0bTz31FFeuXOHdd9+luLiYgwcPsnr16qxt7N+/n4kTJ1Je\nXs4777xDIpGgqqqKtWvX0t3dzS9+8QsefPBB7HY7dXV1HD9+nFWrVhGPx9MCcMeOHQAZ0yFKSkrY\nsGEDuq5nCVhN06ioqKCioiLrePLy8lizJrPK2+l0snr1aux2O2+//TZPP/00mqaRTCbZuXMnUkqW\nL1+Oy+Xixo0bvPbaa+Tn57N79242btx40+urtraWt99+m6KiImbPnk1ZWRm1tbWcP3+ehoYG4vE4\nLpeLeDyOruv4fD4sqbxfm83G6tWrcbsz5zzrus5bb73FvHnzmDJlCtu2bePUqVM8//zzNz2WwVAi\n7D6mNy8sx2aiOZRgVqGTHLuJxmCMcm+m4KrtjKZbXgyG02KiyGXlSkcPU/KMXx5nXeU8EW0CoDTW\nySHL6Csje9GlzGjZkGMzUdc/f80xVhFmhBNlPIY8vJvYjAXEkzp5MoLXZqIlFKfYYzWarna0QmEJ\nQkuFGt0eiMWQ0SjCZqMrFGVGjonrXZkiRQiRcsOuwKz5Izq05lCCmQXZv+DsqZBkeqZkfS1deeW4\nrNothSObQ3F0aThwpV63IRzrLkNRGdgdfedsVg1bxzO5ubnU19ffsf1FIhGam5spLS1NP7gGUl9f\nT3Fx8aChu2g0yhtvvIHFYmHTpk2YTCYKCwvZvHkzW7du5caNG6xfv56Ghgba2trYtGkTZrOZ9evX\ns23bNsrKymhubiYSifDEE0+kw5jFxcVs3ryZc+fOcfHiRfbt20ckEiEnJwcpJWVlZcyePTu97JNP\nPsmRI0c4deoUwWCQyspKnn32Wex2OyUlJRw+fJhf/OIXLFu2jIULFwLw0EMPUVhYSH19PTNmzGDd\nunXU19eze/duLBYLJpOJjo4OYrEYlZWVTJ06lXPnzjF16lQmTZqEruvU1NRw7Ngx5s2bR1NTE01N\nTUyZMgWn04mUkh07duDz+Vi/fn1aqD388MO8/vrrvPLKK7S1tfH000/j8Xj4yU9+wuzZszNmlNbX\n11NTU8PnP/95bDYbkyZN4tq1a0ycOBEhBF6vl+rqao4fP868efPSrmBlZWV6GwsWLKC7u5uO37Tc\n9wAAIABJREFUjo6M1wEmTJhwC1dPNosXL2bLli28//77zJ8/nzfeMIqI/H4/P/3pT5k1axZnzpzh\nkUceoaysjJ/+9KfpkOZgnDhxgsOHD7Nx40aCwSBHjx5l27ZtVFRUMHXqVNatW5fhfkUiETo7O0km\nU8Vb16/z0ksv8alPfSrDsTx8+DAmk4mFCxfi9Xp59tlnuXDhwpjOWYmw+5hSj1EhaRKCKXl2TJqg\nOtdGTXs0Q4RJKYd1wgCmFdi50GqIsIQuuYCXGW1HgY2UhZtpcJSP+VhDMR2HRUs7dN6BQ7wdzr4q\nyZHi8UI4hOzuQv/n70G0h/aXt+Cb+2sIby7lXivXAzFDhDldYDL1hSJJiauUmyZzculKaqyuKuJs\nVzRrV6KyGnmtBjGMCNN3vwmXztFsW8LKG23IqkeNwoPe0xyQnC/raujOL2dCzq0l5vcOdG/sjlHq\ntSKmzkZePG04d45++SBm1aJiPHM7G7Y2NjamB5ELITh9+jQHDhzA6/XS3t5OWVkZ8+fPz3A/zp8/\nz44dO/B6vaxfv57i4r6Zp4FAgNdee43S0lJWrVqFpvXlWXo8Hp555hn27NnDz3/+c6SUrF27FnNq\nUkRVVRVr1qxJ54fl5uZmrN+7jf65Y7FYjM7OToLBYJZ46BVi/dft7u4GjPvAkiVLmDFjRlbocPLk\nyUyePDn999SpU5k8eTJ1dXVYLJa0q3LlyhXOnz+PxWJh2TJjzq2maTzyyCO8+OKLvP/++9hsNvLz\n8zl06BDz588nmUzS1dXFpz/96QynTNM0Nm3axM6dO9PhRYAlS5awa9eutLOWSCTYsWNHOuQHYDab\ns1yrhQsX8uKLL9LW1kZ1dXWW0Or9PDye7GKwjxpN09i4cSMvvPACNTU1eL1eNmzYgMlkYsaMGRw8\neJBNmzalr7E1a9awc+dOnnvuuYzcLF3X2bt3L1evXuUzn/kMPp8RoZg5cyaJRCJ9HQ3E4XBkhDfL\ny8ux2+388pe/ZMOGDcRiMVpaWjh9+jSf/exn09+LpmlZ4fGRokTYfUyZ10pNRw+hmJ7u/1Xtt1PT\n3sPKiX03k46eJALItd88yXRavoMDdd3ML3HRHklQaBe4rl4FoDjQQKNlCbqUaGOokOyOZjYu9Q6Y\nH6k9819GNZcSQGgm8OSg/+U3EHMWIn7l1whcbcZ3oA4xdRblOTauB6LpBrWduSV4/YVkfAqpkKS8\ndpWANYdZ5TlsrxukoqiiGk69f9PjkVIit76IWP8ULe1u8t9/CRbOMly0FPaByfnXaujyzWGCz8be\nuu5RnX9/mkMJvDbDBQUQU2eh799pTCtw9su/UC0qxjVerxdd17l27VpWKKijo4MrV65QW1uLzWaj\nvLyckpISNE0jFouh6zpOpxOXy5WVbHz58mXefffddP6O0+nEZrPx9NNPU1hYSE9PD1euXOHNN99k\nzZo1TJ48mZaWFnbt2sXmzZtpb29n69atVFZWpl2eCxcusGDBAubNmzdoOM5sNrNmzRouXLhAS0tL\nlnAaKt9rKKxWK4WFhcMm7A/FcLlbvWialuXMTJs2jWnTpmUt6/P5+PSnP43JZEoLhc7OTvbv38+N\nGzfYvHnzoILBYrFkheFmz57NqVOnOHDgALquc/36dfLy8oZN/vf5fEyYMIGmpiY++9nPjugcbyce\nj4cNGzZQV1fHQw89lBbXfr+fxx57LGPZCRMmUF5enhakbrc7HfIF2Lx5c1ae3FACbCjmzZuHxWJh\n586deL1efD4fTz755IiLGYZDibD7mDKvlb21AW50x3l6htEdvjrXzqvnMts2XO3oYaLPNmxC4oJS\nN7uuBPizd6/RHknw6EQ3vHcdKSXOzhacRYK2cCKr6m8k9E/KByMxv7v/EO/CMSYaV1YjqqchHnvG\nEFoWF76yUrTVz1N+oYNL7UY5vy4l35r6RTa4Q3yy3+oiNw/Z2U7o1HGsjvVM9NloCsaJJyWWfsOG\nRWUV+hsv3fxYmg3xpq97irYXL1I4sRxZdxnRT4Q5zCJjfqSsqyHw4CrKvVbCsWRGTt5oaA7FmVPk\n5EZ3SmBNmQn/8ffGLMwMJ8wCcZUTNl7RNI01a9awY8cOPve5z2G1WpFS8s4771BXV0dVVRVz584l\nFotRX1/P8ePHEUKkw2fhcJhQKITX62XdunUUFxfT1NTEjh07ePrppykqKiIUCtHZ2UlpaWn6nmG3\n25kxYwZ5eXm8+uqrhEIhPvzwQ1avXk1+fj75+fmUl5dz/vx59NREhg0bNgyaMzSQqVOn3nRI+ngn\nLy8v42+fz8djjz024kT/XjRNY926dXzwwQfk5+ezdOlSystHFp3ozQEbKqR8p6msrBzUkRuMlStX\nsm/fPn76059SVlZGa2srkydPzhBwt8qsWbOYNWvWR7KtgSgRdh9T6rVyrStGLCmZNsAJ6/8PfCSh\nSAC/w8yfrzf+YfQOB9dfMENXB3R1UOqxUB+IZYmw7miSxu4YUwd04z/dHGay347NrBHo6WtPAUZi\nfkY4coyYvvbtjL87IglyHcZ+ynOsvHclAMCR60GCZjs7dRef6H/z8/mhrZnOCxfxLt2ExaRR4DLT\nGIxRmdPvMyuugPZmZLRnyM7+8twJxPQ5tPcYgtOSVwW1l2H5+vQyDktfw1apJ42csKUu5jjMeGwm\nunoS5DlHf6NsCcXZONnH4eupEIs3F7w+5KWz6YkJQGp+pHLCxjNVVVVcvHiR/fv3s2rVKt577z26\nurr44he/mPGQnTFjxqDrSym5ePEiW7duZcqUKVy6dIn169en861cLteQ1WuFhYV88pOf5OWXX84S\nT06nk/nzR5YzqRhZFfxAioqKePTRR0e9nt1uH7Sycjxgs9lYu3YtK1as4MKFC8yYMWNUrT/uNqpZ\n631MnsNMT0Inz2lOu0x+hxmzJmgN9+UXDdUp/2YIIYybREk5NNRBMECZz5HRpb+XV86281e760no\nfcOpQ7Ek/+Pda+y6aoiggU6Yy6IRTejEk4MPtB4rXT3JdJf6Cq8RjpRS8vLZdn5thouoxc7l9n45\nX7485OHddBVUkOM0PqOKHBvXBuSFCbPZEGLXrwIgdR05cJ7k2eMwfa7RnsJlQUyYhKy7nLGIUR2Z\nOuemBvD6CCQMZ9BnN9M1huT8noROT0JneoGDxmCfwBJTZiGPH0b0c8KExYJULSrGPStXruTy5cts\n27aNpqYmnnzyyRG7HEIIpk6dyuc+9zlisRiLFy8eVegvLy+PL37xi6xYsWKsh69QjBqr1crs2bPH\nlQADJcLua4QQlHqtTB9QhVftt3O5va+rdu0InbBB91Fcjrx4Bpwuyny2jHmVYPyq3lMbQBNw6Fpf\nTtPOmi7sZo2Dqdf6t6foPXajV9hHW6nX0ZMg12GIsJxUDtzR+hCt4TgrFkxm7eRcdtb0696cmwf1\ntXRPmptevtxrzaqQhL7kfCkl8uc/QP/u7xluFilRdv4kYvrcVHsKs5ELdv1qehlI5YSlwpGyrgYq\nq9PC0Wc3jSk5vzkUJ99podhtoTkYJ9krhqfOhtpLmaOmlBN2X2C321m7di3hcJinn346nZg9GpxO\nJ4888ghz5swZ9boWi+WWpmcoFB8XlAi7z6nKtTOnyJn1Wk2HIcISuqQ+MCC0NhpKKpDnT4DXR5nH\nZgzy7seFth40AV9aUMjrF4yqLV1Ktl3o4LeXlnCmOUI4niQQTeK1ZhYGeG3mjLywmxFP6nSNQKB0\nRBL4UmJKCEG518YPjzbx1HQ/Jk2wpsrL7tpu4klDCAmfka/RVT6VnJRIHMwJA6Cy2hiQvf3llDB1\nw7FDxnsNteB0I/wF6W75wuk2epI1NaQ34bBoROJJZO0l5P4diIpquqJJvHbDCRtLm4qWoCH6bGYN\nr91Ea9gQWWJqKsehvwizWFSz1vuEqqoqnnnmmXHVgVyh+LihRNh9zm8vLWbVxMyqnkl+Wzov7EpH\nD/lOc8YYntEgisvhygXI8RujkgaEI/dcDbByopelFR5udMe52tHDscYQNrPGglIXMwsdHK0PZTlh\nAB774Hlh0QGjfeJJyXd31fPfd15L56oNRWdPgtx+Q7PLc6yE4knWTTI6PRe5rUz02ThcnwolFpXC\nnIUE7F5yUuuV5xitLbI+i4oq5AcHkNtfRfvtP0Hb9Cn07a8CvflgcwHS4UgAUTkJWdsXkrQHO4m8\n/Sr6D/4nomoq+spHCaX6p/kc5jF1ze8/IqnEY6UxlZwv/AVGSw6ncsIUCoXibqBE2H1OOnerH5P9\nDj5sDLH5hQt8+51rN23SOiwl5ZBIIHJ8FLkttIcTxFIuUlKX7K0N8PBEL2ZNsGmKj20XOnn9fAdP\nTMtFCMHSCg8Hr3UbTphtoBOWLcKSuuQrL1/m7w42Eo4n0aXk7w82YtYE8aTkZFOYm9HZk8Tn6BNh\nC0pdfHZOPk5L377XVuew83IXAMLrw/Tbf0JXNNkvHGmEXZP6AMFXXgVOF9rz3zIEzvxl0NHKniPn\nebMmCCkR1hzs1y1/wiSjaWoK++XTRCqmoH33B2if+DxBswO31Rj0nTPGcGR/0VfitnAj2CcgxdxF\niLx+kw7U7EiFQqG4Y6jqyI8hhW4LP3x6Eg6LliE+xoS/AKxWyPFj1gRzi5388EgTX11SzKnmMH6n\nOd0YdsNkH199rQaTJvjDh8sAWFzm5t8/aKY8x5blhA0mwmo7ozgsxm+H3912lbmlXhqDcf58XQXv\nXQnw6rkO5hYPXrklpUyFI/su++WV2b1/Hqr08H+ONmW4c4GeJFPyjOohh0VLTSGIYzdrvJ2au7mw\nzI3pL36Y3o4wmRBrH+eD07WcNU1k01RjVmVzKJGeGykqJ6VbW8hQEHvDFZqnLUoL565+4tRnN3O1\nY5Aw6DA0h+JpoV3czwkD0D73XzMXNqtwpEKhUNwplBP2MSXPabl1AQbGuJuiMsgxGg1+Y0UZ9YEY\n/3joBruuBHh4Qp/I8TnMLKnwsHGyLx3+9DnMTPDZuNAaGZEIO90c5oFiF19bWsKX5hcS6Enw7dXl\n2Mwaq6u8XGiNpIsDYkmdfz58I90tPpLQ0QRpETcUdrNGRY6Vun55X53RTPFWkWPjB0eaeH5rDa3h\nOFvOtPOVly+z5UzmrEqxYgPXohotVh+X4sbw3dZwX3gwnUem68gju/GUFNOV7Du+rp6+HLaxJ+Yn\n+oUjLTQOUsGaRoUjFQqF4o6hRJjilhEzHkCUGt2sHRaNb68p53ogxs6aLlZMyHSanl9SzHMP5Ge8\ntrTCg4SscGShy5KVAH+qOcysQiPReFmlh794bGpavNnMGhsm+3jtXDuxpM5f7Krn3SsBDqQqMDsj\nyQwhdTN6Q469DOxjtqzSQ6nXyv9+vIrfWlLC9zZO4E/WlPPiybascUvX3cVssrSw62qAzp4kdrOG\nPSVChScHHA5obULu20HF3BkZ59zVk8SbOuYxJ+ZnhCOtfQ1bB0N1zFcoFIo7hhJhiltGe+ZXETPn\npf92Wkz8yZpy/mBFaVbjVpOWnaO2tMIIlQ10whaVufmwIZROxNel5HRzhNlFQ4+LeGxaLntqA3zn\nves4LRq/taSYY40hwGhPMXIRZh0ghhLpnDAwQqu/vrAoo3HqxFw7Vbk2rnT0tf9oDSewO2w89uiS\n1PSCWF8+WC+Vk5AH34XONsrmzaE5FE9XZwaiyXRVps9hHrUTFk/qBKJJ/Kk8uGKPhcZgDH2oAgbV\nMV+hUCjuGEqEKW4LTospywUbiiK3le8/OhGrKfNy9DnMVPntaRF1rSuGy6LdtGO832FmeaUXr83E\n7y8vZX6JizPNEeJJnc5+3fKHoyzHmnbCdClThQPDC7hqvz1DhF0PxKjw2ijLcVDgsrD9cleWMBWV\nk5BvbUEsW4PVYqHQZUnvuyvaJ/5ybCaC0WR2QcBNaA0n8DvM6cHoTosJp0WjY6gqS4sZEh9tbzaF\nQqFQDI4SYYp7gmr/4CMzlld62JcaXH2qKXxTF6yX31xcxB+sKMOkCTw2E+U5Vs62RIzKyBE6YUY3\nfUMIhWI6douWMStyKKpybdT067h/rStKRY4xDHnVRC/vXemiyJ0twojFEMvWAVDps1GXagbb1dMn\n/kyawGU1jbh3GtDXGLYfxe7M5PwMVGK+QqFQ3DGUCFPc0yyr8HC0IUgsqXO6OcyswuFF2MBw5/wS\nF8caQ6m5kSMTYUVuCx2RBNGEbrhRtpE5aNW5mU6YIcKM6tCHJ3iRQMEAUcTkGYhHP4MoMYbtVuZY\nqes0hFxXTzIjDDra5PyWUDxdidlLiSezTUUGFqsKRyoUCsUdQokwxT1NrsPMRJ+NDxtCnGoOM3sE\nImwg80pcHLsRHlVOmEkTFLktNHTHUkJohA5ajo0bwXg6j+1aVywtwnwOMysmeKnyZbp+wuVG+9QX\n038bTpghwgLRxAARNrrk/KZgPCv8WeKxZk02SB+L2YJUifkKhUJxR1AiTHHPs7zSy3+ebsNmElmu\nzkiYlu+gsTtGXWcU3whzwsCokLzeFcuqjLwZFpOgzGu0t5BSZoQjAX5/eSmzhgmpVub0ibCuniQ5\n/XLRDBGW7YRF4jrheLY4618Z2csDxS52XgmkW3dkoFpUKBQKxR1DiTDFPc/SCjeX2npGFIocDLMm\nmFXo5EJbT8bIouEo91q5HojSOQoHDVKzOdujdPUkEUKM2EXrpcRjpS3cGwo15kb2kuMYPBz54qlW\nvv76lXQYs5eWULYTNr3AwZPTcvnenvr0dIM0FotKzFcoFIo7hBJhinuePKeFmYWOrEHko2F+idFF\nfzRiqndGZP+RRSOhOtWmoq4rSoXXOvwKAzBrghKPldrOKOHU3MhefHYznZFsx+tyew9zilx86506\njjWGiCd1LrZFqO/OdsIAPjXTT6HLwg+ONGXO21QtKhQKheKOocYWKcYF31xVnm5wOhYeKDEE3GjD\nkS+fbSfHZqLEM3IxVZVrZ09tgIocWzofbLRU5lg53RzGlZob2YvPbuL6gAa2xiD2KF9fVsK66hy+\nt7eeSFynzGtlRaVnUBEmhOBrS0v4b2/VsutqgNVVxgBzNTtSoVAo7hxKhCnGBS7rrY1YKvNY+e9r\nyrN6kd10Ha/RK6zEY2V6wWjCkTZqO6OGE5YzeicMjOT8k03hrFy0wRLz2yMJBEaPtDynhX9+qhqT\nEOnRUEPhsGj8xuIivr+/geWVHiwmTbWoUCgUijuICkcqPhYIIVhQ6h7VOg6Lhsdm4lJbz6jCkS6r\niRy7mSPXg7fghNk40xxJz43sZbDE/CsdUapybenWHE6LaVgB1svMQicVOTbevtRlvKCcMIVCobhj\nKBGmUNyECq+V5lB8xH3CeqnOtdEWSYzZCZvgsxFJ6Om5kb34HCY6B3S7r+nooSp38Ga3I+HzDxTw\nn6da6UnoyglTKBSKO4gSYQrFTShLOVmjrXCsyrXjtGjpmY2jpdBlwWoSWeIv124mpkvawn1CqdcJ\nGyvVfjszC51sPd+hWlQoFArFHWREIuzYsWP8zu/8Dl//+td5+eWXs95vaGjgW9/6Fs899xxbt24d\n1boKxb1Meaq6caR9wnqZ7LczwWfL6t4/UkyaoCLHmhUGNWmCB0vcHKkPpl+70tFD1RBjn0bK5+bm\n88rZdsKYlQhTKBSKO8SwIkzXdX70ox/xzW9+k7/5m79h37591NfXZyzjdrv51V/9VZ588slRr6tQ\n3MuUe614rFpGheJIWFDq4lury29p31W59kGHlS+pcHPomiHCwvEk7eEEZaOo3hyM8hwb+U4zDRGp\nwpEKhUJxhxhWhF26dImSkhIKCgowm80sX76cI0eOZCzj9Xqprq7GZDKNel2F4l5mcp6dx6fljno9\nIQTuW6zo/PWFRayrzsl6fUGpi7MtEcLxJLUdUSp9tlGLxMFwW00EkwKSCaSuD7+CQqFQKG6JYUVY\ne3s7eXl56b/9fj/t7e0j2vitrKtQ3As4LSY+O7fgruzbZh7cgXNaTMwocPBBQ4iaW8wH64/LaiIU\nTyXnJ1XXfIVCobjd3DN9wk6fPs3p06fTf2/evBmPx3MXj0gxHrBarR/L62TVlHw+aOjGZtaYUeL7\nSD6DXJeNhGYBixW3zYbmGl1Lj3udj+u1ohg96lpRjJSB18qLL76Y/u9Zs2Yxa9asm64/rAjz+/20\ntram/25vb8fv94/o4Eaz7mAH293dPaL9KD6+eDyej+V1Mjffwv852Em+08KqStdH8hnYNZ3WQBjM\nZoKd7QhdDr/SOOLjeq0oRo+6VhQjpf+14vF42Lx586jWHzYcOXnyZG7cuEFLSwuJRIJ9+/axcOHC\nIZfvP4dutOsqFIqR4XeYKfMa8yUn+D7CcGQsmeoVpsKRCoVCcbsZ1gnTNI0vf/nLfOc730FKydq1\naykvL2f79u0IIVi/fj2dnZ388R//MZFIBCEE27Zt4/vf/z52u33QdRUKxa2zuNxDd1THYflo2v25\nrRpNwZjqmq9QKBR3CCH7W1f3GA0NDXf7EBT3OB/nsEFHJMGZ5jDLJ3g/ku3trQ2wt7abb+z4S7Sv\n/AGifOJHst17hY/ztaIYHepaUYyU/tdKaWnpqNdXHfMVinFKrsP8kQkwMFpUpMORyglTKBSK244S\nYQqFAgCXVSMYS6pwpEKhUNwhlAhTKBRAqllrTA3xVigUijuFEmEKhQLoF45UTphCoVDcEZQIUygU\nADgtGpGETlI5YQqFQnFHUCJMoVAAYNIEDotGxOJCxmN3+3AUCoXivkeJMIVCkcZtNRE0OyChmrUq\nFArF7UaJMIVCkcZt1QiZ7SonTKFQKO4ASoQpFIo0rrQTpkSYQqFQ3G6UCFMoFGncVhMhzQ4qJ0yh\nUChuO0qEKRSKNG6rRrdmU06YQqFQ3AGUCFMoFGkMJ8wCcZWYr1AoFLcbJcIUCkUat9VEULNCQoUj\nFQqF4najRJhCoUjjtpoIopq1KhQKxZ1AiTCFQpHGbdUIYVY5YQqFQnEHUCJMoVCkcVlNBKVJiTCF\nQqG4AygRplAo0ritJkLSpMKRCoVCcQdQIkyhUKRxWzWCuoZUTphCoVDcdpQIUygUadxWE8GkpsKR\nCoVCcQdQIkyhUKRxWjV6dEiqPmEKhUJx21EiTKFQpNGEwGmCsH63j0ShUCjuf5QIUygUGbgsglDS\ndLcPQ6FQKO57lAhTKBQZuM2CbqlEmEKhUNxulAhTKBQZuK2a0aZCoVAoFLcVJcIUCkUGLquJoLDc\n7cNQKBSK+x4lwhQKRQZuq4kQSoQpFArF7UaJMIVCkYHbYSWoWZAtN+72oSgUCsV9jRJhCoUiA7fD\nSmjKA+g/+wFSyrt9OAqFQnHfokSYQqHIwGMzESqdBO0t8P6+u304CoVCcd+iRJhCocjAZdUIxiXa\nF76K/sK/IMOhu31ICoVCcV+iRJhCocjAbTURiiURk2ci5ixE//HfIQMdd2TfsuY88srFj2Zb3V3o\n//I3yI620a2n68jO0a2jUCgUY0GJMIVCkYHbaiIYSwIgnvlVRE4u+rd/C/0//w35wX70N15C/4+/\nRz+0C6knR719KSX6nrdJ/unXkFcu9L1++Rz6338H/e/+B/qhXbd8HvKt/4u8fhX9L7+BrLs88vW2\n/Af6H30F/Y2X0ucnmxvQ//Vv0XduVXlyCoXiI8P0p3/6p396tw9iKLq7u+/2ISjucWw2G7FY7G4f\nxn1FPKnz5sUunpruR1gsiDkLEUtWwcXTyPMnEVYbFJUi925HvvMqOFyQk4uw2Yfddq87xZljiJWb\nkP/x94iCYkjE0P/uz9F+9XcQa59A/vjvIBSEcDfy3W3ob/1fMJmhtBIhhLGtRBziCYTZPMh+Ash/\n/19of/hXiPIJ6D/8a4TdQSKRBJsdYbEOenz6/p3IXW+g/e6fId97A7nvHai9jHzhXxCz5iOP7EGe\nOY6YNX/IbSjGP+q+ohgp/a8Vj8cz6vWFvId/1jU0NNztQ1Dc43g8HiXWP2LC8ST/ZcslfvzpKdjN\nQ5vlUko4/SH69lfgynlDjFVNQUydjZg2Z4BgSiD3vI3c+gvEsrWIp59DWCzI2svo//BdiEXRvvBb\niAcfMpbv6kD/t78FoSGmzUYUFKO/uQWkRDy0Fi6cRp49BkkdpsxAzF2MWLIK4XQBoG/5MYRCaF/4\nqrG9Kxcwvfs68etXoanBEI3T5sC02YiKaigsgboa9H/4LtoffBdRWmmEJXe8Bh2tiEc/g/DkIOMx\n5Is/Qp58HzF9LuT4wZ+PqKyG8olZwkwm4nDiKEyYjMgrGPN3IiNhhMM55vUVo0PdVxQjpf+1Ulpa\nOur1lQhTjGvUzfL28N1d11lY6mbjFN+Ilpe6Di03kDXn4fxJ5PmTEA7BhEmIiirk8SPgz0f7zH8x\nBEv/dTvaoKneEDXD7EMe3QvHj8CMuYi5C8FshTMfIo/uQ9ZdRvuvfwh5hejf+k20b38fkVeYXr/3\nWpG6Do3XkOdOIi+cgoY6aG0CTaD9xh8h5iwc/nwvnUE2XofOdmhrQtbVQFM9lFQaonHqHGRDHXLn\na5BXCDfqEQuXIx57BuEfXIzJ7i7kmWOIknJE5STjtXAI+fMfIo/uRfvqHw96bDIeR774L8jmVF83\nqw1t9aMwc15aBN8JZHcXxKIZn/l45aO4r0gpkYd2Ife8jfbl38343mU8BskEwq6E9XhHiTDFxxol\nwm4PxxpD/OsHzfyvxyaO+UEuAx1GKK/2MmLiZJi14LaKAnl0L/rPfgAl5YiiMrQvPp/x/s2uFZlM\nQk8E4XKPff/xGFy9hDxviDuR40c88jSistoQWG+/jNz7NuKTX0A8vBEhRN+DetcbUF8LU2dDXQ0U\nliAWrkC++UvE7AWIhSvQf/jXaM/9ZtotNPYZR//nvwKTCW3lJuO1rnbkm1vA5UZ76nOImfOyj7W7\nC/nWFuSe7YiFKxBPfRaRk2u8J6XhOGpa5vIv/wSmzUEsejjre5RXLxqOZjyOmLsI8cSM/hLvAAAg\nAElEQVRmsNqQ50/B1UtQWoGYNhsKSqC7E27UG+I7GoGeHsSsBYiyysxttreAz4/QjDmmsu4y+tYX\nQEq0J34FMWHyyL6XUBCu1UBuPqJoZA/JtGDv7gKTOe2wprepJ+H0MfTdbxlO6dRZhrNaWAI2hxFe\n/8W/QHuLEcY+cQTtG3+J8PqQ9bXGZxXoguqpiAcWI6bMMpzjwULr7a3Q1gwTpxjucSIOxw+jH3jX\n+BEQjYDNgfbrf4AoHL0IuJ3InrBxnvlFGdfTkMvr+oiW+yiQPRGI9qSv+7GiRJjiY40SYbcHKSXP\nb73Cby4uZnbR+Pm1Lpsb0P/z39Ge/bUsR+ZeuFZk43X0H3wPUTYRsfZxI2zaE0F7+jmY8QDCYkUm\n4sije5GHdqGtfhzxwCJj3boa9P/9Z4hVjxquYWmlEbLVNLRf/8OMB7jUk8gje5Gv/gwKS9A+/SUo\nLjfy+o4dQh7aZYipVZuQ+3cg9+9ELFiGbG2C2stgtSI2fQaxcgNcuYj+L3+DeGAx8tJZQ9w9+2tQ\nXI4wW5AfHED///7BEL3TZiPfec0I4woBU2cZYqnxmuGOhoJgs0FRmeEM2R1gMiGP7kP7/G8iHlyO\njISRP/sB8thB0DSYMgukhNrLiEc/DUIg3/il4bLOnIfw+cHjg0QceiLIYACaGpBNDVB/1RAB5ROg\n5Qb4C4zzrp4KRWVGCL3usiEWYz2INY8hvLm43W4CW19EvvxTY7s5fiifCLpuiJ6mevD4ECs3IorL\nkal8STpaoScCiThizROIxz6DMFvQX/0Z8sNDiPVPIV/6N8TmLyPmL4Uzx5AnjhgOcluzEdJesAyx\n6GGwO5FvvoTc/TbkFUBTI0w0PkuKyxEPP4IoKgO7A3nuBHLbS2i/+2eIUkPMyq4OuHoReaMemhvB\nagWfH/yFiDkLhnXhZGcb8sODiPxiI+Tfb3kpJVw+i9yzHdwexMZPIrwpEX/pDHL3W0bRTXsruDwQ\nCUFltSES7Y6+/9nsRq5nrfHjhfZWxOpHERs/hfCO0IVvuYE8d8L43FxGTpZsb0Xuedv4QbZweZ+Q\nDwaMf1vHD8PFs2DSDIE4dzGifIIhoF1uI31ghGJQiTDFx5p74cF6v/L6+Q5ONoX5o5VlAHRHkwhh\nVE+OR+6Va0VGo8if/wB57JCRG7dqY/ohMey6N64j33kVWXsZrl+FOQ+i/fo3EObBZ33KRBy5603k\n6y9CIgFFpYgHFiEeWpcZHmu5gfzgAKKkHCZMhs529Nd+DlcvGs7Tl34bMWchMpk0ChbeeAmCXYbQ\ncuegPf/NDGdKxuNgMmW6aVIabuMguW2y9jL6P/0lYvYC5KkPjMKHzV82RNWFUxAJI5auNopCMFxH\nuX8nXL+K7Gw33DWzBewOhNNtnGdxGZRUQHEZQjMZbuf5E0bo+vpVQ0hFo8aDetocSCaRR/Yglq/D\n1HKDRHsr2q/9nuFuNdYj668iTGZDPPjyspy7m35vUiL/81+R7+9D+80/Rkyckr1MTwRqzhsi4YMD\noOuIBUsRTz2H8Ocb/founzNEQ0l51vr6wXeR//lviE2fRp48CrWXoHqaIdQKSwwx2dluiLLL5wwH\ndM4CZFsrNF2HWMwQaR4f8vwJOH8SMXeR4VhevWi4mC63cf4tNyCRMER6eyvy4HuIxSuR12og0IlY\n+7jxQ6G4AmE2G8K47jKytdkQqdEe4/97IhCPQkW14ZS6vIZDe2iXIZ5mPGC4w54c4/hiPeByG9+n\nnkTu2Irc9iJUT4eLZxAPLDY+yxNHjOOpu2xcO2sfh4tnkSePGoVGC5bCzPlgtcGls4YQbmk0jqet\nGYrL0b78e1kOaPq7aryOPLwLeXQvItqDtNrB7qDiH38x4muiFyXCFOOae+XBej8Sjif5ysuX+dvH\nqjjdHOZH7zeT5zTzF49U4rSMPyF2v10rMpkETRtRiFdGwhCPpt2KEe+jvhZcHsNtGvielMaDXYgh\nReCo9tXdZVShLlyOmLf0lrc37P5Sx9+/mEJ2tCHf2oItN4/Yuic/kvPK2GcyiTAN/29HxuPQ3YXw\n549u+8cOIg/vQSxYBnMXpUVr1nKdbUZ188WziIIiKC4Dqx26OqCr3RBFS1am3S8Zjxnh8nDIECpu\nL0yZ2Vd409GG3PWGUeQyf8mIf1QMeR7trcijewyH8uIZw300mQ3RFItCfpGxoMeL9sWvIYpKjYro\nAzuNUPqKRxAud1/x0J63EFNmGkVBrptXMMpE3Ci+OXsc7SvfgHAQef4UsvaS8dl0thsFQ4seRix+\nGHd5JcFWwwEtW75q1OeqRJhiXHO/PVjvNX54tIkDdd14bSa+trSEty510BZO8M1V5Zi0O5f0/VGg\nrhXFSFHXyr2D1JOgy3S4XUaj0NwAwYCRo3ibcsj0vduRL/4ISox8RlE9DXLzjdC015ferwpHKj7W\nqJvl7aU1HOdAXTebpuRiMQkSuuQ7712nyG3hNxYV3dHqu1tFXSuKkaKuFQUYbulw97hbFWGqY75C\noRiSfKeFJ6f7sZiMG5FZE/zhw6VcbIvwtdev8OMPmznbEkYf8FtOSklLKM6xxhBvXOigris66n23\nRxIk9cF/I3ZEErx2rp3/e6aNYLSva7+Uks5IYtT7UigUioHciR+ZyglTjGvUL9a7gy4lF9t6OHI9\nyKHr3YTjOisnepmcZ+d4Y5ij9UF0KSnLsVHoMnO0PsTm2Xk8Pi0XTQjawnFON0cIxZJE4jpJKbGb\nNRwWjfpAjMPXgzSH4swsdPIHy0vx2IwckzPNYX5xspVL7T0sKXejSzhaH2R1VQ4SOHI9SHskzq8v\nLM7qcXar10o8KYkkdADMGuMyL04xMtR9RTFSVDhS8bFG3SzvDa529LCntpua9h7mFjtZVOamzGtN\n/5Js7I7x/f0NmIQgmpQ0BWPMLnKSYzPjsGiYBPQkdCIJnTyHhUXlbqpz7fzkeAsHr3XzW0uK2VnT\nxYkbYT4/r4DllR5sqW7+reE4b17oxGoWLC5zY9YEf7y9ju+sr2SCry8xeahrpa4rylsXO/mgIcjK\niV6enO7PqgA92RTif+1vpCclwqJJydeXlbDi/2fv3uOiqvbGj3+Gi9xBEBERvIEMzDioiCaHjBRK\nqVQkrVCf1ANkipb8Mi+pmXoy08fynpT2mPnYRUtQsxSlo+dBPVF4SUwQKT3cVQQER5hh9u8PDvsw\nXGS8FJXr/Xrxkll77bXXrNnO/rL22mt1c/y1mlRoQ+J7RTCVCMKEB5r4svzjqDVIHPmlgo52Fvh3\ntMXCxIH9f/+5nM0/lBDW04lnNR1M6oE6fLGM3T+Vsmp4dzlYqz9XrlTpOF1UxcXSW2RdvUWpVk94\nTyf6e9hx8GI56fmVDO3hSA9nazwc23H88g2O/FLB9Ifc6d+lbjLX3NJbLEr9F4uGeOHToW7NzBP/\nukHWVS1PKZ3pYGv8VJ0kSZwsrOLEvyoJ7upAX3fbP9R4ugeN+F4RTCWCMOGBJr4sheZIksTqY4VU\n10qE9nDExcaCW1iS/GMh2ddu0c/dDp8O1vi4WKPsaGMUEBbeqOHIzxXkV9SQf6Mad/t2TBnQCSdr\n49nMj1++wQc/FLM0rCtfnrvG2eKb9Pew48gvFYT2cELTyRatzsCN6loOXywH4OFuDvzfpRuggEe6\nOVIrSWh1BuytzNF0ssXHxZry6lq+z6/kbPFNujtbMbBRr2KtQeL7/EpSLpZRdqsWFxsLXGwsCOpi\nT7/OdvJTq2W39BRX6ujpbIWlufHwX+nft5P/mVdJ9b9796wtzOjb2Q7/jjZNnnz95fotjv/rBlU1\n/8n7lNKZ9jb/aZOaWgMGiWbXG72pq+VkYRWFFTrCvZ2M9jOFQZI4VVjFwZwyLpZWo9UbqNYbeMLX\nmef7dpTr+49fKth59hq1/76sdXe24q+BbnJQrKuV+C7vBi42Fvh0sJHHOjbm4ODAj5ev8NHJK+gM\nEl0c2+Hp2I6+ne3wbPBZNGzPS2XVuNpZtuk8erUGieu39DhZWbT43hqTJImfrmi5elOPt4s1nR0s\nMbtPfyDc0hsovanHw/HXX+y+6EYNKRfLuVqlw8OxHR4O7ejjbouj9Z2da41JksSpoptcLqsm3NsJ\nu0afb/01yCBJeHbpcsfliyBM+EMTQZjQkpu6WnacuUpJpY5SrR7bdpY82t3e6Fbmvfr8x6t88uNV\nwno6EdO/EzaWZpRp9ez+qZSCGzXYWJhha2nGQM+6AKl+qaKThVVkFFZhbW6GtaUZ17V6zhbfpKiy\nBgszBf0626HpZEfu9bpxdyjA0cocGwsziit1uNpZMrxXe7o4tqNUq6e4soajv9zgRrWegZ4OXLim\nJa+8Bjd7Swpv6PDtUNerpwBqJYkzRTcxU8BfujriZF13Uam4VUtGYSUllTp8Othga1k3Ru/C1VtU\n6Wp5uJsjHWzrLmhFlTr+8UsFz2o6EOzlwDcXyjhwoQydQSLQw47B3RyRJMgpvUX2VS3Z127h39GG\nDrYWnPjXDcK92+PX0YYf8iv5oaCK9tbmPO7TntAejly7qSc9r5LMkpvo/311KrxRg52lGcN6taeP\nux02lmYYJFhzrAAJeDm4M5+fvcapwiriH3LH2cYCibqg7MCFMv6rb0ckYOfZq7jZWXJTZ6Dghg4/\nV2t6d7KldydbujpZUV0rcVNXS+ovNzmUfZXoAFfcHdqRX1HNpbJqfiiowtJMQYC7LfbtzLGxNONq\nlZ7v8ysxN1OgM0hMCepEcNe6uahuVNeSdVUrB4XmCgU2/x776GbffMBWUV1L8k+lHP/XDdqZ1+Xv\n2t6Kx33a4+1i3SR/3UMwelIulnHoYjm1kkRVTS12lua42Vvi4dCOLv8OSro4tsPNzpLKmlqua/Vc\nKL3FwZwyDBJ4ObUjt/QWlTUGhvRw5FmNq/yHR+GNGk4XVeFqa0kXx3Z0sLWgPkwzN1M0Cdpu6Q18\nnX2dpJ9K0RkkRvq5MFbdAXOzuies0/Mr8XBoZzRcoFpv4NwVLQ7tzHGxtcAMyL9RQ0FFDddv6dHq\nDFTXSnR1akfvTrZ0cWhHXkUNZ4tvciKvktzSWzzaw5Hu7a0ouKHjX+XV//7DyJ7QHo6UVOk4W3yT\nK1U6nlQ6M7ibo9EfG3X/hyo48a9KHK3M8Xaxpr2NOQdzykGCru3bcbroJk8pnenubMXZ4ptklmi5\nfquWqmo9NbUS37069M6+QBBBmPAHJ4IwwVS/xrkiSRL/qqihq1Pzk2LeqcrqWqwtzYx65iRJorhS\nx02dAa3OgKO1OV4tHC/n2i2+L6jEz9UGtZstluYKqmpqOVei5cpNnZyv1797AZu7JXr1po5frldz\nU2fglt5AF4d2+LvZNLnQXi6vJjG9mOyrWob2dGKknwsO7cw49q8bpF2qCyDqehttUHeykW8jX72p\n44vMa+RX1NDfw56gLvYUV9ZwIKeMjIIqHKzMGdjFnj7udlhZ1B3T2caC7u2tmtS31iDx8akr7Dlf\nykNeDkx/yL1JT8XP12/x3nfF2FiaEa1xxa+jjdzWmVducra47ie/ogZrSzNsLMzo79WeZ1VOTXo/\nJUni5+vV/HRFy01drfx5BHWxx9PRinMlN1l3oggPB0tu6Q1cLK2ml6s1Vv/uiaw1SPLYx8IbOro4\nWqJ2s5WPU3ZLz99zy/lLV0f5wRKtzsC5KzdJySnD0cqCjnYWlGr1XNfqqaqpK8vW0ozQ7o487tOe\n7s7W1BokKqprKa7UkV9RTcGNf/9boaOkSoeDlRnONnUBVVhPJ9RuNnLblmr1fJF5jSO/VPC4txMX\nS2+Re72awM52lN3Sk19Rw/Vb/3ki2SBJcrBo9u/zVqsz0LezHc/27oCDlTmr0grkPy72ZV3H1daS\nosoa1G62PKV05mRhFQculOHh2I5qvUF+MtrDsS5wdLGxxNpCQTtzM36+fosfi29SUV1Le2sLeney\npV9nOwZ52dOuUY/vjepa/v5zOWmXb9DZoR2aTrbYtzPjy3OlVFTXMqCLPYU3asivqKGiupaQrg78\npasDWr2BnGu3uFKlI7SHkzx8oKCihp2ZVym9qa8L3t1s6enuTG31TawtzERPmPDgEUGYYCpxrtx/\nkiShM0hNLn53S6szYG2huOPxcvkVNXg4WN63cXb3cq7U1BpIySnHzc6SAHfbFntddbUSOde0dU8J\n6+qCmnbmCob2dKKTfdPbd7UGiTPFN7mp+88taDtL8yZB+/1SUFHDvqxSlK42BHd1aPEzNkj/Dix1\ndbej699HwwC21iDx+dmrFN7QMcLPmV4dbOTesgM5ZQR0smOUvwtdTLxtKUkSVTrDXd/6lSSJ00U3\nuXBNK/cQejpZ3VU7PnBjwuzt7cWAVkFmbm5ObW1t6xmFB94f/VyRJInKysq2rsYDQQTsgqnuNQi7\ntxFrbUChUIj/HIIgPHAcHG6/5p0gCH88YsZ8QRAEQRCENiCCMEEQBEEQhDYggjBBEARBEIQ2IIKw\n34m5c+eyZs2atq6GcAeOHz9OUFDQXe//0Ucf0bdvX5RKJWVlZfexZvduzJgxfPrpp81uy8vLw9PT\nE4PB0OL+b731Flu2bPm1qvenExcXx9///ve2roYgCL8xEYTdRw899BB9+vRBq9XKaZ988gljxoxp\ndd/ly5fz8ssv/5rVkx07doyxY8fi7+9PcHBwk+2ZmZlERUXh7+/PgAEDWL16tclljxkzBm9vb5RK\nJQEBAcTFxXHlyhWT9r3dxT0hIYGVK1eanL+x48eP4+XlhVKpRKlUEhQUxKpVq4zyeHp6Eh4ebpS2\nYsUK/t//+38tlnu3T+rq9XqWLFnCp59+SlZWFu3bt299p9+R273v0tJSvvjiCyZMmCCnVVRUMHfu\nXPr160evXr0IDw/ns88+M9rvoYceks+dwMBAEhISjP4vNT4HdDod7777Lo888gi+vr4EBQXxX//1\nXxw9erTFunl6euLr6yufA4sXL6bxA+JjxoxBrVaj0+mM0hMSEujRowdKpZLevXsTHR3NxYsXAXjn\nnXfo3r27fH75+vqiVqtNPm58fDxvv/12i/UWBOHPSQRh95FCocBgMLB58+Ym6b8ntra2REdHs3Dh\nwma3T58+neDgYH766Sd27drFtm3bSElJMbn8ZcuWkZWVRVpaGlVVVSxZssTkfe+0re4kv7u7O1lZ\nWWRlZZGUlMQnn3zCwYMHjfIUFxeTnJx8R3W4GyUlJdTU1NCrV6+72v93PLMMn3/+OUOHDsXKqm5C\nUZ1Ox7PPPktBQQH79u3j/PnzLFiwgLfeeosPPvhA3k+hULBt2zaysrI4ePAgZ8+eZd26dS0eJy4u\njpSUFNatW8e5c+c4ceIEsbGxHD58uMV9FAoFhw4dIisri88++4ykpCT+93//V96el5fHd999h0Kh\naHJuAEybNo2srCy+//57XF1dSUhIkLeNHDlSPr+ys7PJzMxs9rhffPEFe/bsMepp7Nu3L5WVlfz4\n44+ttK4gCH8mIgi7z6ZOnUpiYmKL02gsWrSIPn364OfnR3h4ONnZ2YDxX/mTJk2S/2r29fXFy8uL\nnTt3ApCTk0N0dDRqtZrQ0FD27t17x3Xs27cvUVFReHl5Nbs9Ly+P0aNHA9CtWzcGDBgg19MU9QGC\ng4MDw4YN49y5c0bb1q9fT0hICBqNhqlTp1JeXn7H7+FeeXp6EhQU1OR9TZs2jZUrV5rUuwZ172fd\nunVoNBqCg4PZvXu3vK2mpoYlS5YwcOBA+vXrx7x586iuriY3N5fQ0FAAVCoVzz77LADp6ek8+eST\nqFQqnnrqKb7//nu5rDFjxvD2228TGRmJj48Ply9f5saNG7zyyisEBgYSFBTEihUrWgzOTp06xciR\nI1GpVPTv358FCxag1+vl7UePHiU0NBSVSsWCBQuM9jUYDCxZsgSNRkNISAiHDh26bZukpqYa9bDu\n2rWLwsJC3n//fbp06YK5uTmPPvooS5YsYeXKlVRVVRm1J4CrqyuPPvqoUSDT0NGjR/m///s//ud/\n/oc+ffpgYWGBhYUFoaGhLF68uMW6SZIkH8Pb25uBAweSlZUlb9+5cyf9+/fnmWee4fPPP2+xHGtr\nayIjI432vZ2Gx63/P9X4vQUHB7fatoIg/LmIIOw+CwgIIDg4mPfee6/JtiNHjpCenk5aWhrnz59n\n06ZNODs7N8m3detWsrOzycrKIjExETc3NwYPHoxWqyU6OpqoqCjOnj3Lxo0bmT9/Pjk5OQBs2LAB\nlUqFWq1GpVIZ/d7w1khrYmNj2blzJ3q9npycHDIyMnjkkUfuuC1KS0v5+uuv6dGjh5y2ZcsWDh48\nyJdffklGRgZOTk689tprd1z2vcrNzSU9PZ3+/fvLaQqFgoiICBwdHW97AW7oypUrlJWVkZGRwbvv\nvsvs2bPJzc0F4M033+SXX37h0KFDpKWlUVRUxLvvvkvPnj359ttvATh//jyfffYZZWVlTJo0idjY\nWM6ePUtcXBwTJ040Giv25Zdf8t///d9kZ2fTpUsXZs6cSbt27Th27BgHDx7k6NGj7Nixo9l6mpub\ns3jxYjIzM9mzZw9paWl89NFHQN3nFBcXx9y5c/nxxx/p1q0b6enp8r7bt28nNTWVlJQU9u/fz1df\nfXXbNjl//jze3t7y63/84x8MGTIEa2vjde+efPJJqqur+eGHH5qUUVBQwLfffmt07jSUlpZGv379\n6NSp023rcjvZ2dl899139O7dW07btWsXUVFRjB49miNHjnDt2rVm962qqmL37t1oNJo7Pm5OTg7f\nffddk/fm4+Nj9AeLIAh/fiII+xXMmjWLrVu3UlpaapRuYWFBZWUl2dnZSJKEj48PHTt2bLGcixcv\nMnPmTBITE3F3dyclJYWuXbsyduxYFAoFarWaiIgIuTcsPj6ec+fOkZmZyblz54x+b6lHoTlhYWHs\n27cPb29vhgwZQnR09B1dbBYuXIhKpSIgIIDr168b3Y7cvn07c+bMoVOnTlhaWpKQkMBXX31lcs/T\nvSgqKkKtVuPn50doaCiBgYEMGDBA3i5JEgqFglmzZrF69WqjnqKWKBQKXn31VSwtLRk0aBBhYWHy\n57Fjxw7eeOMNHB0dsbW1JT4+Xr7VWd8rUv/v4cOH6dGjB6NHj8bMzIxRo0bh7e1tdBv4mWeewcfH\nBzMzM8rKyvj222954403sLa2xsXFhbi4OJKSkpqtp0ajoV+/figUCrp06cL48eM5ceIEUNdzpVQq\niYiIwNzcnLi4OKPzct++fcTGxuLu7o6TkxMzZsy4bZtUVFRgZ2cnvy4tLcXNza1JPnNzc1xcXIz+\nn8TExKBUKhk4cCCurq688sorzR6jcZllZWWoVCr8/f2NAsDmDB8+HLVazeTJkxk/frzcE/ndd99R\nUFDAiBEj0Gg0dO/e3ahnE2DTpk2o1WoGDx7MzZs3eeedd+Rte/fuRa1Wyz/PPPNMk+P26tWLRx99\nlL/85S88//zzRtvt7e2pqKi4bd0FQfhzMWnG/FOnTrF161YkSWLIkCFERkY2yfPhhx9y6tQprKys\nmDZtmvxXXnx8PLa2dYtfmpub89Zbb93fd9BIbdzI+1KO+Qd77npfpVJJWFgY69evNxrzExISwuTJ\nk5k/fz75+flERETw+uuvG12w6lVUVBATE8PcuXPlJ/Dy8/PJyMiQe7UkSaK2tpann376ruvaWFlZ\nGRMmTGDZsmVERkZSUlJCXFwcrq6uTS4aLVm6dCnPPfccWVlZTJw4kcLCQnk5h7y8PGJjYzEzM5Pf\ng4WFRauD9y0sLJoERTqdDjMzM7ms1ri7u8s9PJWVlcybN4+XX36ZDRs2GOUbOnQonTt35uOPP261\nTCcnJ6MeHk9PT4qLi7l27RparZaIiAh5m8FgkIOuxmPZiouL8fT0NErz9PSkqKhIft1wSYy8vDx0\nOh2BgYHAf253dWlhAdnc3FwWL17MmTNnuHXrFnq9noCAAPnYjZfbaPi68faWjlHPycnJ6Baji4sL\nJSUlTfLV1tZSWlqKi4uLnPbhhx8SEhLCP//5T+Lj4yktLW12pnhnZ2d+/vln+XX79u05d+4cv/zy\nC4MHD75t/Q4cOEDXrl2bpO/atYtHHnlEfkhi1KhR7Ny5k9jYWDnPiy++yKuvvtpsuSNGjGDt2rWt\nHnffvn289dZb3Lx5EycnJ3l7ZWUljo6Ot627IAh/Lq0GYQaDgS1btvD666/j7OzMvHnzGDBggNEX\n8cmTJykuLmbt2rVcuHCBzZs38+abbwJ1F5tFixZhb2//672LBu4leLqfXnnlFYYPH86UKVOM0idP\nnszkyZMpLS3lhRde4L333mPWrFlGeSRJYvr06Tz88MNER0fL6R4eHgQHB7d4y2ndunWsW7euyQW+\nvofHlPErly9fxtzcnKioKKAucBk1ahSpqakmB2H1lEolL730Eq+99hoHDhwA6i7gq1atanZqh7y8\nvBbL8vDw4MKFC03qejdrdUFdr0NkZCTTpk1rdvvs2bOJj49n1KhRty2nvLwcrVaLjY0NUBco+/n5\n4eLigo2NDampqSbdMuvUqVOT95+fn8+QIUPk1w0/Vw8PD6ysrDh79qxJDyfMmzcPjUbDpk2bsLGx\nYfPmzezfvx8ANzc38vPzjfI3XLfVzc3N6HXjvI35+/uTm5srB3mDBw/m7bffNmonqOths7KykgNJ\n+E/P4EMPPcTYsWNZsmRJs1NdPPzww/zP//wPRUVFuLu7t/r+G2pu3NytW7fYu3cvBoOBfv36AXVj\n+ioqKvjpp5/w9/e/o2Pc7rhPPfUUBw4c4J133jEav5aTk4NKpbrn4wiC8MfRahdCTk4OnTt3pmPH\njlhYWBASEmI0XgTqBhTXDzTu1asXN2/elMeyNByQ+iDp3r07I0eONLqAnD59mpMnT6LX67G2tsba\n2rrZXpzly5ej1WqbDDAODw8nNzeXL774Ar1ej06n4/Tp0/KYsBkzZshjyRr+1I0hLgAAACAASURB\nVKfVkySJ6upqdDodBoNB/h2gZ8+eACQnJyNJEiUlJezZs0e+ONRPC9Hahbje2LFjuXr1qvyk2YQJ\nE1i+fLm8/7Vr14yeQquvW8MfSZJ48sknOXz4MEePHsVgMFBUVMTatWuNgqSEhITbTifR8Dysqqoi\nKSkJX1/fZvMGBwejVCrlByJuV+aqVavQ6XT885//5PDhw4wYMQKFQsG4ceNYtGiRPK6osLCQI0eO\nNFufoUOH8vPPP5OcnExtbS3Jycnk5OTw2GOPNXtcNzc3QkNDWbRoEZWVlUiSxKVLl+RbjI1VVVVh\nb2+PjY0NOTk5bNu2Td4WFhbGhQsX+Oabb6itrWXz5s1GPZMjRozgww8/pLCwkLKysiY9h40NHTqU\nY8eOya+ffvppOnfuzJQpU8jLy0Ov1/P3v/+dRYsW8corr7T4B1pcXBxHjx7lp59+arLtkUce4S9/\n+QsxMTGcPHkSnU6HXq9vdnyZKb755hvMzc35+9//TkpKCikpKRw5coSBAweya9euuyrzduLj49mx\nYwdXr16V044fP87QoUPv+7EEQfj9ajUIKy0tpUOHDvLrxmM4WsujUCj429/+xrx58/70T/407pGY\nOXMmWq1WTr9x4wavvvoqarWaQYMG4ezszNSpU5uUk5ycTEZGBiqVSn5KMikpCTs7O3bs2EFycjKB\ngYEEBgaybNkyampq7qieJ06cwNvbm4kTJ1JQUICPjw/jxo0D6nqIPvjgA95//33UajXDhw/H39+f\nl156CajrIfHy8mqx96FxG1haWhITEyNPRBsbG8uwYcOIjo7Gz8+PkSNHcvLkSaP9fX198fHxwdvb\nGx8fH9LS0vD19WXDhg289dZb9O7dm8jISPr37280RUBBQQEDBw5s8X2XlJTI8zgNGjSIiooK1q9f\n32LdZ8+eTXl5+W17mtzc3HByciIwMJCXXnqJt99+Ww5k58+fT/fu3RkxYgT+/v6MGzdOHrTf+HjO\nzs5s3bqVTZs2odFoSExM5KOPPpJvjTVXhzVr1qDT6Xj00UdRq9VMmTKl2dt+UDdOb/fu3SiVSubM\nmWMUvLq4uJCYmMibb76JRqPh0qVLRmPlxo8fT2hoKI899hhPPPEETzzxRIvtAXVPcn777bdUV1cD\n0K5dOz799FM8PDx46qmn8PPzY+nSpcybN8+op7jxe3RxcWHs2LG8++67zR5ny5YthIeHM2PGDFQq\nFcHBwSQlJbXYU9zcMert2rWL5557js6dO+Pq6ir/TJo0id27d5s0ZnHv3r1G84QplUqj78GG/Pz8\nGDRokPwAz6lTp7C3t6dPnz6tHkcQhD8PhdRKN9WJEyc4ffq0/GV59OhRcnJy+Otf/yrnWb58OaNH\nj0apVAJ1Y4LGjx9Pz549uX79Os7OzlRUVLB06VJiYmLw8/MzqXINb4HUc3BwaHH6B+HXt2bNGlxd\nXRk/fnxbV8WITqfj8ccf59ChQ5ibm7d1dR54b7/9Nq6ursTExLR1Vf4Q4uLiGDdunNHt58bEd99v\nR7S1YKqG58rdDI9pdUyYi4uLUZd544G09XkaPsp97do1OU/9FAyOjo4MHDiQnJycZoOwzMxMoyf4\nnnnmmWYH5IoLbNv6rWb1v1OWlpbytA9C25szZ05bV+EPpeGktS0xNzdv9jtRuP/atWsn2lowSeNz\npeH0RvVPSt9Oq0GYj48PRUVFXLlyBWdnZ9LS0ppciIOCgjhw4AB/+ctfyM7Oxs7Ojvbt28vjeayt\nrbl16xZnzpxpcQmf5irb3F8i4j+GIAgPotraWtE78xsRPWGCqRqeKw4ODk2mpmlNq0GYmZkZMTEx\n/O1vf0OSJIYOHYqnpycpKSkoFArCw8MJDAzk5MmTzJgxA2tra3mcU3l5OStXrkShUFBbW8vgwYPF\nmAdBEARBEARMGBPWlsSYMEEQhDriu++3I9paMNW9jgkTM+YLgiAIgiC0ARGECYIgCIIgtAERhAmC\nIAiCILQBEYQJgiAIgiC0ARGE/U7MnTtXnlVeeDAdP3682TU1TfXRRx/Rt29flEqlvGzY78WYMWP4\n9NNPm91WvxSWKbPSC4Ig/JmIIOw+euihh+jTpw9arVZO++STT1qcG62h5cuX/2YToR47doyxY8fi\n7+9PcHBwk+2ZmZlERUXh7+/PgAEDWL16tclljxkzBm9vbwoLC+W0f/zjHwwaNOiu6lpfnlKpJCAg\ngLi4OKN1DW/ndhf3hIQEVq5caXL+xo4fP46Xl5e8TE1QUBCrVq0yyuPp6Ul4eLhR2ooVK267vqUp\ni3E3R6/Xs2TJEj799FOysrLk5Y7+KO72fQuCIPyRiSDsPlIoFBgMBjZv3twk/ffE1taW6OhoFi5c\n2Oz26dOnExwczE8//cSuXbvYtm0bKSkpd1R+48DtXtpg2bJlZGVlkZaWRlVVFUuWLDF53zs97p3k\nd3d3lxdJT0pK4pNPPjFajByguLiY5OTkO6rD3SgpKaGmpoZevXrd1f6/45lqBEEQ/rREEHafTZ06\nlcTExBbnmFm0aBF9+vTBz8+P8PBwsrOzAeOemUmTJskLAPv6+uLl5cXOnTsByMnJITo6GrVaTWho\nKHv37r3jOvbt25eoqCi8vLya3Z6Xl8fo0aMB6NatGwMGDJDraYq//vWvJCcnc/ny5Wa35+TkMGbM\nGFQqFWFhYU0Cl8bqAwQHBweGDRvGuXPnjLatX7+ekJAQNBoNU6dOpby83OS63i+enp4EBQU1aadp\n06axcuVKk2+1SZLEunXr0Gg0BAcHs3v3bnlbTU0NS5YsYeDAgfTr14958+ZRXV1Nbm4uoaGhAKhU\nKp599lkA0tPTefLJJ1GpVDz11FN8//33clljxozh7bffJjIyEh8fHy5fvsyNGzd45ZVXCAwMJCgo\niBUrVrQYnJ06dYqRI0eiUqno378/CxYsQK/Xy9uPHj1KaGgoKpWKBQsWGO1rMBhYsmQJGo2GkJAQ\nDh06ZFLbCIIg/NmIIOw+CwgIIDg4mPfee6/JtiNHjpCenk5aWhrnz59n06ZN8tqaDW3dupXs7Gyy\nsrJITEzEzc2NwYMHo9VqiY6OJioqirNnz7Jx40bmz59PTk4OABs2bEClUqFWq1GpVEa/t7Z+VUOx\nsbHs3LkTvV5PTk4OGRkZPPLIIybv37lzZ8aNG9fkdh/U3TabOHEiQ4YM4cyZMyxZsoQZM2aQm5vb\narmlpaV8/fXX9OjRQ07bsmULBw8e5MsvvyQjIwMnJydee+01k+t6v+Tm5pKenk7//v3lNIVCQURE\nBI6Ojkbrid3OlStXKCsrIyMjg3fffZfZs2fLbfPmm2/yyy+/cOjQIdLS0igqKuLdd9+lZ8+e8rqZ\n58+f57PPPqOsrIxJkyYRGxvL2bNniYuLY+LEiUZjxb788kv++7//m+zsbLp06cLMmTNp164dx44d\n4+DBgxw9epQdO3Y0W09zc3MWL15MZmYme/bsIS0tjY8++gio+5zi4uKYO3cuP/74I926dSM9PV3e\nd/v27aSmppKSksL+/fv56quv7qyxBUEQ/iREEPYrmDVrFlu3bqW0tNQo3cLCgsrKSrKzs5EkCR8f\nHzp27NhiORcvXmTmzJkkJibi7u5OSkoKXbt2ZezYsSgUCtRqNREREXJvWHx8POfOnSMzM5Nz584Z\n/d5wcfTWhIWFsW/fPry9vRkyZAjR0dFoNJo7aoPp06dz+PBhLly4YJT+ww8/oNVqiY+Px8LCgpCQ\nEMLDw297y27hwoWoVCoCAgK4fv260e3I7du3M2fOHDp16oSlpSUJCQl89dVXv8kg76KiItRqNX5+\nfoSGhhIYGMiAAQPk7ZIkoVAomDVrFqtXrzbqKWqJQqHg1VdfxdLSkkGDBhEWFiZ/vjt27OCNN97A\n0dERW1tb4uPj5Xar77Gq//fw4cP06NGD0aNHY2ZmxqhRo/D29ja6rfzMM8/g4+ODmZkZZWVlfPvt\nt7zxxhtYW1vj4uJCXFwcSUlJzdZTo9HQr18/FAoFXbp0Yfz48Zw4cQKA1NRUlEolERERmJubExcX\nZ3Se79u3j9jYWNzd3XFycmLGjBl30uyCIAh/Gq2uHflHM+p/z9+XcpLH+931vkqlkrCwMNavX280\nRickJITJkyczf/588vPziYiI4PXXX8fOzq5JGRUVFcTExDB37lz5ibn8/HwyMjLkXi1JkqitreXp\np5++67o2VlZWxoQJE1i2bBmRkZGUlJQQFxeHq6srzz//vMnluLi4MGnSJFasWGG0X3FxcZOlHTw9\nPY0G8je2dOlSnnvuObKyspg4cSKFhYVyGXl5ecTGxmJmVvf3hCRJWFhYtDp438LCoklQpNPpMDMz\nk8tqjbu7u9zDU1lZybx583j55ZfZsGGDUb6hQ4fSuXNnPv7441bLdHJywtraWn7t6elJcXEx165d\nQ6vVEhERIW8zGAxy0NV4LFtxcTGenp5GaZ6enhQVFcmvG34OeXl56HQ6AgMDgbp2lCSJLl26NFvP\n3NxcFi9ezJkzZ7h16xZ6vZ6AgAD52I0/44avG29v6RiCIAh/dn+6IOxegqf76ZVXXmH48OFMmTLF\nKH3y5MlMnjyZ0tJSXnjhBd577z1mzZpllEeSJKZPn87DDz9MdHS0nO7h4UFwcHCLt4jWrVvHunXr\nmlyQ63tksrKyWq335cuXMTc3JyoqCqgLNEaNGkVqauodBWEAL774IsHBwfTr109Oc3d3b7ImaH5+\nPt7e3q2Wp1Qqeemll3jttdc4cOAAUHcBX7VqVbNTO+Tl5bVYloeHR5NeusuXL9/V2l8A9vb2REZG\nMm3atGa3z549m/j4eEaNGnXbcsrLy9FqtdjY2AB1bePn54eLiws2NjakpqbSqVOnVuvTqVOnJu8/\nPz+fIUOGyK8bniceHh5YWVlx9uxZkx5OmDdvHhqNhk2bNmFjY8PmzZvZv38/AG5ubuTn5xvlb/iZ\nu7m5Gb1unFcQBOFBIW5H/kq6d+/OyJEj2bJli5x2+vRpTp48iV6vx9raGmtr62Z7XZYvX45Wq2Xx\n4sVG6eHh4eTm5vLFF1+g1+vR6XScPn1aHhM2Y8YMeSxZw5/6tHqSJFFdXY1Op8NgMMi/A/Ts2ROA\n5ORkJEmipKSEPXv2oFKpgP9M42DKhdPR0ZEXX3yRjRs3ymn9+vXDxsaGjRs3otfrOXbsGIcOHWLk\nyJEmtevYsWO5evWqPJh/woQJLF++XK7PtWvXjAb617/Xhj+SJPHkk09y+PBhjh49isFgoKioiLVr\n1xoFSQkJCbedTqLhoPWqqiqSkpLw9fVtNm9wcDBKpVJ+wOJ2Za5atQqdTsc///lPDh8+zIgRI1Ao\nFIwbN45FixZx7do1AAoLCzly5Eiz9Rk6dCg///wzycnJ1NbWkpycTE5ODo899lizx3VzcyM0NJRF\nixZRWVmJJElcunRJvsXYWFVVFfb29tjY2JCTk8O2bdvkbWFhYVy4cIFvvvmG2tpaNm/ebNQzOWLE\nCD788EMKCwspKytr0nMoCILwoBBB2H3UuAdh5syZaLVaOf3GjRu8+uqrqNVqBg0ahLOzM1OnTm1S\nTnJyMhkZGahUKvkpyaSkJOzs7NixYwfJyckEBgYSGBjIsmXLqKmpuaN6njhxAm9vbyZOnEhBQQE+\nPj6MGzcOqOvR+eCDD3j//fdRq9UMHz4cf39/XnrpJaCuR8PLywt3d3eT2iAmJgYLCws53dLSkq1b\nt5KamopGo2HBggWsXbu2xZ6wxuVZWloSExMjT2wbGxvLsGHDiI6Oxs/Pj5EjR3Ly5Emj/X19ffHx\n8cHb2xsfHx/S0tLw9fVlw4YNvPXWW/Tu3ZvIyEj69+9PQkKCvG9BQQEDBw5ssR1LSkrkecIGDRpE\nRUUF69evb7Hus2fPpry8/LY9TW5ubjg5OREYGMhLL73E22+/LQfG8+fPp3v37owYMQJ/f3/GjRtn\n9EBDw3KdnZ3ZunUrmzZtQqPRkJiYyEcffSTPH9ZcHdasWYNOp+PRRx9FrVYzZcoUSkpKmq3nwoUL\n2b17N0qlkjlz5hgFry4uLiQmJvLmm2+i0Wi4dOmS0Vi58ePHExoaymOPPcYTTzzBE0880WJ7CIIg\n/JkppN/xBEGNb1tB3TQFLU3/IPz61qxZg6urK+PHj2/rqvyqdDodjz/+OIcOHcLc3LytqyMI4rvv\nNyTaWjBVw3PlboaziCBMEAThD0B89/12RFsLprrXIEzcjhQEQRAEQWgDIggTBEEQBEFoAyIIEwRB\nEARBaAMiCBMEQRAEQWgDIggTBEEQBEFoAyIIEwRBEARBaAMiCBMEQRAEQWgDIgj7nZg7d648C7zw\n53D16lWioqLw8/Nj6dKlbV0dAMaMGcOnn37a7Lb6JakMBsNvXCtBEIQHkwjC7qOHHnqIPn36oNVq\n5bRPPvmEMWPGtLrv8uXLefnll3/N6smOHTvG2LFj8ff3Jzg4uMn2zMxMoqKi8Pf3Z8CAAaxevdrk\nsseMGYO3tzdKpZKAgADi4uKM1g28ndsFAQkJCaxcudLk/I0dP34cLy8veZmhoKAgVq1aZZTH09OT\n8PBwo7QVK1bcdv3I29m+fTsdOnTg/PnzLFy4kHfeeUde/un3ypTFuwVBEIT7QwRh95FCocBgMLB5\n8+Ym6b8ntra2REdHs3Dhwma3T58+neDgYH766Sd27drFtm3bSElJMbn8ZcuWkZWVRVpaGlVVVSxZ\nssTkfe+0re4kv7u7u7yoeVJSEp988onRYt8AxcXFJCcn31EdWpKfn9/igt53o7a29r6VJQiCILQ9\nEYTdZ1OnTiUxMbHFJS8WLVpEnz598PPzIzw8nOzsbMC4p2fSpEnywt2+vr54eXmxc+dOAHJycoiO\njkatVhMaGsrevXvvuI59+/YlKioKLy+vZrfn5eUxevRoALp168aAAQPkepqifiUsBwcHhg0bxrlz\n54y2rV+/npCQEDQaDVOnTqW8vPyO38O98vT0JCgoqMn7mjZtGitXrjSpd628vJyJEycSEBCAWq1m\n4sSJFBUVAXWf586dO9m4cSNKpZJDhw6xbt069u7di6+vL48//jhQt6j7rFmzCAwMJCgoiBUrVsjt\n9/nnnxMZGckbb7xB7969eeedd5rU4dSpU4wcORKVSkX//v1ZsGABer1e3n706FFCQ0NRqVQsWLDA\naF+DwcCSJUvQaDSEhIRw6NChO2tEQRAE4Z6IIOw+CwgIIDg4mPfee6/JtiNHjpCenk5aWhrnz59n\n06ZNODs7N8m3detWsrOzycrKIjExETc3NwYPHoxWqyU6OpqoqCjOnj3Lxo0bmT9/Pjk5OQBs2LAB\nlUqFWq1GpVIZ/a5Wq01+D7GxsezcuRO9Xk9OTg4ZGRk88sgjd9wWpaWlfP311/To0UNO27JlCwcP\nHuTLL78kIyMDJycnXnvttTsu+17l5uaSnp5O//795TSFQkFERASOjo58/vnnrZZhMBh47rnnSE9P\nJz09HRsbGznQeffddxk9ejTTpk0jKyuL8PBwZsyYwYgRI8jOzpZ74GbOnImlpSXHjh3j4MGDHD16\nlB07dsjHOHnyJN27d+fMmTPN3so0Nzdn8eLFZGZmsmfPHtLS0vjoo4+AuvaPi4tj7ty5/Pjjj3Tr\n1o309HR53+3bt5OamkpKSgr79+/nq6++urvGFARBEO6KCMJ+BbNmzWLr1q2UlpYapVtYWFBZWUl2\ndjaSJOHj40PHjh1bLOfixYvMnDmTxMRE3N3dSUlJoWvXrowdOxaFQoFarSYiIkLuDYuPj+fcuXNk\nZmZy7tw5o98zMzNNrn9YWBj79u3D29ubIUOGEB0djUajMXn/hQsXolKpCAgI4Pr160a3I7dv386c\nOXPo1KkTlpaWJCQk8NVXX/0mg8GLiopQq9X4+fkRGhpKYGAgAwYMkLdLkoRCoWDWrFmsXr3aqEep\nOc7OzkRERGBlZYWtrS3Tp0/n+PHjJtfn6tWrfPvtt7zxxhtYW1vj4uJCXFwcSUlJch53d3cmTZqE\nmZkZVlZWTcrQaDT069cPhUJBly5dGD9+PCdOnAAgNTUVpVJJREQE5ubmxMXFGZ1v+/btIzY2Fnd3\nd5ycnJgxY4bJdRcEQRDunUVbV+B+2/tZ2X0pZ8Sz7e96X6VSSVhYGOvXr6dXr15yekhICJMnT2b+\n/Pnk5+cTERHB66+/jp2dXZMyKioqiImJYe7cuQQFBQF1Y4wyMjLkXi1JkqitreXpp5++67o2VlZW\nxoQJE1i2bBmRkZGUlJQQFxeHq6srzz//vEllLF26lOeee46srCwmTpxIYWGhvLp8Xl4esbGxmJmZ\nye/BwsKi1cH7FhYWTYIinU6HmZmZXFZr3N3d5Z6gyspK5s2bx8svv8yGDRuM8g0dOpTOnTvz8ccf\n37Y8rVbLokWLOHLkCBUVFUiSRFVVlRzMtSYvLw+dTkdgYCBQ1xaSJNGlSxc5T327tSQ3N5fFixdz\n5swZbt26hV6vJyAgAKgb39Z4/4avG29veFxBEATh1/enC8LuJXi6n1555RWGDx/OlClTjNInT57M\n5MmTKS0t5YUXXuC9995j1qxZRnkkSWL69Ok8/PDDREdHy+keHh4EBwcb3a5qaN26daxbt65JAFAf\nFGRlZbVa78uXL2Nubk5UVBRQF7iMGjWK1NRUk4OwekqlkpdeeonXXnuNAwcOAHUX+lWrVsmBZUN5\neXktluXh4cGFCxea1LW1IKUl9vb2REZGMm3atGa3z549m/j4eEaNGtViGYmJifz888/s37+fDh06\nkJmZyfDhw1sMwhqneXh4YGVlxdmzZ1sM2loL5ubNm4dGo2HTpk3Y2NiwefNm9u/fD4Cbmxv5+flG\n+QsKCuTf3dzcjF43zisIgiD8usTtyF9J9+7dGTlyJFu2bJHTTp8+zcmTJ9Hr9VhbW2Ntbd1sL87y\n5cvRarUsXrzYKD08PJzc3Fy++OIL9Ho9Op2O06dPy2PCZsyYIY8la/hTn1ZPkiSqq6vR6XQYDAb5\nd4CePXsCkJycjCRJlJSUsGfPHlQqFfCfaSFMvWCPHTuWq1evymOgJkyYwPLly+X9r127ZvSEYn3d\nGv5IksSTTz7J4cOHOXr0KAaDgaKiItauXWsUJCUkJNx2Oon6Ae8AVVVVJCUltfj0YnBwMEqlUn4g\nojlVVVVYW1tjb2/P9evXmx0435Crqyt5eXlyPdzc3AgNDWXRokVUVlYiSRKXLl2SbyeaoqqqCnt7\ne2xsbMjJyWHbtm3ytrCwMC5cuMA333xDbW0tmzdvNupxHDFiBB9++CGFhYWUlZU16REUBEEQfl0i\nCLuPGvdazJw5E61WK6ffuHGDV199FbVazaBBg3B2dmbq1KlNyklOTiYjIwOVSiU/JZmUlISdnR07\nduwgOTmZwMBAAgMDWbZsGTU1NXdUzxMnTuDt7c3EiRMpKCjAx8eHcePGAXU9RB988AHvv/8+arWa\n4cOH4+/vLw8KLygowMvLC3d3d5PawNLSkpiYGHki2tjYWIYNG0Z0dDR+fn6MHDmSkydPGu3v6+uL\nj48P3t7e+Pj4kJaWhq+vLxs2bOCtt96id+/eREZG0r9/fxISEuR9CwoKGDhwYIvvu6SkRJ4nbNCg\nQVRUVLB+/foW6z579mzKy8tb7I2KjY1Fq9Wi0WgYNWoUQ4cObfHYAE899RSSJNG7d28iIiIAWL16\nNTqdjkcffRS1Ws2UKVMoKSm5bTkNLVy4kN27d6NUKpkzZ45RUOri4kJiYiJvvvkmGo2GS5cuGY2B\nGz9+PKGhoTz22GM88cQTPPHEEyYfVxAEQbh3Cqlh98DvTMNbJfUcHBxanP5B+PWtWbMGV1dXxo8f\n39ZVMaLT6Xj88cc5dOgQ5ubmbV0dQbjvxHffb0e0tWCqhufK3QyPEUGYIAjCH4D47vvtiLYWTHWv\nQZi4HSkIgiAIgtAGRBAmCIIgCILQBkQQJgiCIAiC0AZEECYIgiAIgtAGRBAmCIIgCILQBkQQJgiC\nIAiC0AZEECYIgiAIgtAGRBD2OzF37lx5VnlBaM7Vq1eJiorCz8+PpUuXtnV1ABgzZgyffvpps9vq\nl7gyGAy/ca0EQRD+GEQQdh899NBD9OnTB61WK6d98sknjBkzptV9ly9fzssvv/xrVk927Ngxxo4d\ni7+/P8HBwU22Z2ZmEhUVhb+/PwMGDGD16tUmlz1mzBi8vb0pLCyU0/7xj38waNCgu6prfXlKpZKA\ngADi4uKM1j+8ndsFAQkJCaxcudLk/I0dP34cLy8veRmkoKAgVq1aZZTH09OT8PBwo7QVK1bcdn3L\n29m+fTsdOnTg/PnzLFy4kHfeeUdeTur3qrUFyAVBEB5kIgi7jxQKBQaDgc2bNzdJ/z2xtbUlOjqa\nhQsXNrt9+vTpBAcH89NPP7Fr1y62bdtGSkrKHZXfOHC7lzZYtmwZWVlZpKWlUVVVxZIlS0ze906P\neyf53d3d5UXSk5KS+OSTT4wWIwcoLi4mOTn5jurQkvz8/BYXHL8btbW1960sQRAE4c6JIOw+mzp1\nKomJiS0uebFo0SL69OmDn58f4eHhZGdnA8Y9M5MmTZIX7vb19cXLy4udO3cCkJOTQ3R0NGq1mtDQ\nUPbu3XvHdezbty9RUVF4eXk1uz0vL4/Ro0cD0K1bNwYMGCDX0xR//etfSU5O5vLly81uz8nJYcyY\nMahUKsLCwpoELo3Vr6zl4ODAsGHDOHfunNG29evXExISgkajYerUqZSXl5tc1/vF09OToKCgJu00\nbdo0Vq5caVLvWnl5ORMnTiQgIAC1Ws3EiRMpKioC6s6PnTt3snHjRpRKJYcOHWLdunXs3bsXX19f\nHn/8caBukfhZs2YRGBhIUFAQK1askNvv888/JzIykjfeeIPevXvzzjvvNKnDqVOnGDlyJCqViv79\n+7NgwQL0er28/ejRo4SGhqJSqViwYIHRvgaDgSVLlqDRaAgJCeHQoUN3iekyvgAAEo9JREFU1oiC\nIAgPGBGE3WcBAQEEBwfz3nvvNdl25MgR0tPTSUtL4/z582zatAlnZ+cm+bZu3Up2djZZWVkkJibi\n5ubG4MGD0Wq1REdHExUVxdmzZ9m4cSPz588nJycHgA0bNqBSqVCr1ahUKqPf1Wq1ye8hNjaWnTt3\notfrycnJISMjg0ceecTk/Tt37sy4ceOa3O4D0Ov1TJw4kSFDhnDmzBmWLFnCjBkzyM3NbbXc0tJS\nvv76a3r06CGnbdmyhYMHD/Lll1+SkZGBk5MTr732msl1vV9yc3NJT0+nf//+cppCoSAiIgJHR0c+\n//zzVsswGAw899xzpKenk56ejo2NjRzovPvuu4wePZpp06aRlZVFeHg4M2bMYMSIEWRnZ8uB7MyZ\nM7G0tOTYsWMcPHiQo0ePsmPHDvkYJ0+epHv37pw5c6bZW5nm5uYsXryYzMxM9uzZQ1paGh999BFQ\n1/5xcXHMnTuXH3/8kW7dupGeni7vu337dlJTU0lJSWH//v189dVXd9eYgiAIDwgRhP0KZs2axdat\nWyktLTVKt7CwoLKykuzsbCRJwsfHh44dO7ZYzsWLF5k5cyaJiYm4u7uTkpJC165dGTt2LAqFArVa\nTUREhNwbFh8fz7lz58jMzOTcuXNGv2dmZppc/7CwMPbt24e3tzdDhgwhOjoajUZzR20wffp0Dh8+\nzIULF4zSf/jhB7RaLfHx8VhYWBASEkJ4ePhtb9ktXLgQlUpFQEAA169fN7oduX37dubMmUOnTp2w\ntLQkISGBr7766jcZDF5UVIRarcbPz4/Q0FACAwMZMGCAvF2SJBQKBbNmzWL16tVGPUrNcXZ2JiIi\nAisrK2xtbZk+fTrHjx83uT5Xr17l22+/5Y033sDa2hoXFxfi4uJISkqS87i7uzNp0iTMzMywsrJq\nUoZGo6Ffv34oFAq6dOnC+PHjOXHiBACpqakolUoiIiIwNzcnLi7O6Pzdt28fsbGxuLu74+TkxIwZ\nM0yuuyAIwoPIoq0rcL+tXbv2vpRzLwOelUolYWFhrF+/nl69esnpISEhTJ48mfnz55Ofn09ERASv\nv/46dnZ2TcqoqKggJiaGuXPnEhQUBNSNCcrIyJB7tSRJora2lqeffvqu69pYWVkZEyZMYNmyZURG\nRlJSUkJcXByurq48//zzJpfj4uLCpEmTWLFihdF+xcXFTVaa9/T0NBrI39jSpUt57rnnyMrKYuLE\niRQWFspl5OXlERsbi5lZ3d8TkiRhYWHR6uB9CwuLJkGRTqfDzMxMLqs17u7uck9QZWUl8+bN4+WX\nX2bDhg1G+YYOHUrnzp35+OOPb1ueVqtl0aJFHDlyhIqKCiRJoqqqSg7mWpOXl4dOpyMwMBCoawtJ\nkujSpYucp3HbN5abm8vixYs5c+YMt27dQq/XExAQADT/2TV83Xh7w+MKgiAITf3pgrDfy9Nir7zy\nCsOHD2fKlClG6ZMnT2by5MmUlpbywgsv8N577zFr1iyjPJIkMX36dB5++GGio6PldA8PD4KDg41u\nLzW0bt061q1b1+SCXX8Rz8rKarXely9fxtzcnKioKKAu0Bg1ahSpqal3FIQBvPjiiwQHB9OvXz85\nzd3dnYKCAqN8+fn5eHt7t1qeUqnkpZde4rXXXuPAgQNA3YV+1apVcqDaUF5eXotleXh4NOmlu3z5\ncqtBSkvs7e2JjIxk2rRpzW6fPXs28fHxjBo1qsUyEhMT+fnnn9m/fz8dOnQgMzOT4cOHtxiENU7z\n8PDAysqKs2fPthi0tRbMzZs3D41Gw6ZNm7CxsWHz5s3s378fADc3N/Lz843yN/ws3dzcjF43zisI\ngiAYE7cjfyXdu3dn5MiRbNmyRU47ffo0J0+eRK/XY21tjbW1dbO9LsuXL0er1bJ48WKj9PDwcHJz\nc/niiy/Q6/XodDpOnz4tjwmbMWOGPJas4U99Wj1Jkqiurkan02EwGOTfAXr27AlAcnIykiRRUlLC\nnj17UKlUwH+mcTDlAuvo6MiLL77Ixo0b5bR+/fphY2PDxo0b0ev1HDt2jEOHDjFy5EiT2nXs2LFc\nvXpVHgM1YcIEli9fLtfn2rVrRgP9699rwx9JknjyySc5fPgwR48exWAwUFRUxNq1a42CpISEhNtO\nJ1E/4B2gqqqKpKSkFp9eDA4ORqlUyg9YNKeqqgpra2vs7e25fv16swPnG3J1dSUvL0+uh5ubG6Gh\noSxatIjKykokSeLSpUvy7URTVFVVYW9vj42NDTk5OWzbtk3eFhYWxoULF/jmm2+ora1l8+bNRj2O\nI0aM4MMPP6SwsJCysrImPYKCIAiCMRGE3UeNexlmzpyJVquV02/cuMGrr76KWq1m0KBBODs7M3Xq\n1CblJCcnk5GRgUqlkp+STEpKws7Ojh07dpCcnExgYCCBgYEsW7aMmpqaO6rniRMn8Pb2ZuLEiRQU\nFODj48O4ceOAuh6dDz74gPfffx+1Ws3w4cPx9/eXexgLCgrw8vLC3d3dpDaIiYnBwsJCTre0tGTr\n1q2kpqai0WhYsGABa9eubbEnrHF5lpaWxMTEyBPbxsbGMmzYMKKjo/Hz82PkyJGcPHnSaH9fX198\nfHzw9vbGx8eHtLQ0fH192bBhA2+99Ra9e/cmMjKS/v37k5CQIO9bUFDAwIEDW2zHkpISeZ6wQYMG\nUVFRwfr161us++zZsykvL2+xNyo2NhatVotGo2HUqFEMHTq0xWMDPPXUU0iSRO/evYmIiABg9erV\n6HQ6Hn30UdRqNVOmTKGkpOS25TS0cOFCdu/ejVKpZM6cOUZBqYuLC4mJibz55ptoNBouXbpkNAZu\n/PjxhIaG8thjj/HEE0/wxBNPmHxcQRCEB5FCavjn/O9M49tWUDdNQUvTPwi/vjVr1uDq6sr48ePb\nuiq/Kp1Ox+OPP86hQ4cwNzdv6+oIgvju+w2JthZM1fBcuZvhLCIIEwRB+AMQ332/HdHWgqnuNQgT\ntyMFQRAEQRDagAjCBEEQBEEQ2oAIwgRBEARBENqACMIEQRAEQRDagAjCBEEQBEEQ2oAIwgRBEARB\nENrAH27ZIkmScHBwaOtqCL8T5ubm1NbWtnU1hD+AP/q58jueTUgQhLtkUhB26tQptm7diiRJDBky\nhMjIyCZ5PvzwQ06dOoWVlRXx8fF0797d5H3vRGVl5T3tL/y5iPl8BFOJc0UQhN+bVm9HGgwGtmzZ\nwvz581m1ahVpaWlN1g08efIkxcXFrF27lhdeeIEPPvjA5H0FQRAEQRAeRK0GYTk5OXTu3JmOHTti\nYWFBSEgI6enpRnnS09MJDQ0FoFevXty8eZOysjKT9hUEQRAEQXgQtRqElZaW0qFDB/m1i4sLpaWl\nJuUxZV9BEARBEIQHkXg6UhAEQRAEoQ20OjDfxcWFq1evyq9LS0txcXFpkufatWvy62vXruHi4oJe\nr29133qZmZlkZmbKr5955pm7WgxTePCIp2UFU4lzRTCVOFcEUzU8Vz7//HP5d7VajVqtvu2+rfaE\n+fj4UFRUxJUrV9Dr9aSlpREUFGSUJygoiCNHjgCQnZ2NnZ0d7du3N2nfhpV95pln5J+Gb0QQWiLO\nE8FU4lwRTCXOFcFUjc+VhnFMawEYmNATZmZmRkxMDH/729+QJImhQ4fi6elJSkoKCoWC8PBwAgMD\nOXnyJDNmzMDa2pqpU6fedl9BEARBEIQHnUnzhPXt25c1a9YYpT322GNGr2NiYkzeVxAEQRAE4UH3\nux2Yb0o3niCI80QwlThXBFOJc0Uw1b2eKwpJrIUhCIIgCILwm/vd9oQJgiAIgiD8mYkgTBAE4f+3\nd7chTfVvHMC/Z1N8iNxUttJqsxqjIDAqe6EY1YJo9EKkJwlC30TiCKR6VRKREWJPViCEKFqUNcIk\nit5U0iOGPSCYZZqG9uB0DzYpddv53S+i/f+a/m//3N6e6b6fV/N3DpzrjMtr1/Y75/yIiBQwqQvz\np9NUL/hNs0tBQQFiY2MhSRLUajVOnjyJwcFBnDt3Dn19fdDr9SgsLERsbKzSodI0Ky8vx6tXr6DR\naHDq1CkA+J+5UVdXh4cPH0KtViM3NxepqalKhk/TaLxcsdvtuH//PjQaDQAgJycHK1euBMBcCVdO\npxMXL17EwMAAJEmCxWKB1Wqd2roiQkggEBA2m004HA7h8/nEwYMHRU9Pj9JhUQgpKCgQXq931Njl\ny5fFrVu3hBBC1NXViStXrigRGimstbVVdHZ2igMHDgTHJsqN7u5ucejQIeH3+0Vvb6+w2WxClmVF\n4qbpN16u3LhxQ9y+ffuPfZkr4cvtdovOzk4hhBA/f/4U+/fvFz09PVNaV0JqOpILftPfEUJAjLmX\npKmpKbiA/Pr165kzYWrZsmWYM2fOqLGJcqOpqQnp6elQq9XQ6/VISkpCe3v7tMdMyhgvVwD8UVsA\n5ko402q1SElJAQBER0djwYIFcDqdU1pXQmo6crwFv5ns9N8kSUJxcTFUKhU2bdoEi8WCgYEBaLVa\nAL/+aQYGBhSOkkLFRLnhcrlgNpuD+yUkJMDlcikSI4WOe/fu4dGjR1i6dCn27NmD2NhY5goBABwO\nBz59+gSz2TyldSWkmjCiv3P8+HHEx8fj+/fvKC4uHnd9UUmSFIiMZgLmBk1k8+bN2LZtGyRJQm1t\nLWpqarBv3z6lw6IQMDQ0hDNnziA3NxfR0dF/bP8ndSWkpiMns1g4hbf4+HgAQFxcHNLS0tDe3g6t\nVguPxwMA8Hg8wQtriSbKjbG1xul0staEubi4uOCHqcViCc7CMFfCWyAQwOnTp7Fu3TqkpaUBmNq6\nElJN2P+z4DeFn+HhYQwNDQH49c2kubkZBoMBq1evRkNDAwCgoaGBORPGxl4zOFFurFmzBs+ePYPf\n74fD4cC3b99gMpmUCJkUMjZXfn+oAkBjYyMWLVoEgLkS7srLy7Fw4UJYrdbg2FTWlZB7Yv6bN29Q\nVVUVXPCbj6ig3xwOB0pLSyFJEgKBADIzM5GVlYXBwUGcPXsW/f390Ol0KCwsHPeiW5rdysrK8Pbt\nW3i9Xmg0GuzYsQNpaWkT5kZdXR0ePHiAiIgIPnYgzIyXKy0tLejq6oIkSdDpdNi7d2/wuh/mSnh6\n9+4djh49CoPBAEmSIEkScnJyYDKZpqyuhFwTRkRERBQOQmo6koiIiChcsAkjIiIiUgCbMCIiIiIF\nsAkjIiIiUgCbMCIiIiIFsAkjIiIiUgCbMCKicfT19WHnzp2QZVnpUIholmITRkRERKQANmFERERE\nCohQOgAioslyu92orKxEa2srYmJiYLVasWXLFtjtdnR3d0OlUuH169dISkpCfn4+jEYjAODz58+o\nqKhAV1cXEhISkJOTE1zvbWRkBLW1tWhsbMSPHz9gMBhw5MiR4DEfP36M69evY2RkBFarFdnZ2Yqc\nOxHNPvwljIhmBCEESkpKsHjxYly6dAlFRUW4e/cumpubAQBNTU1IT09HVVUVMjIyUFpaClmWEQgE\nUFJSgtTUVFRUVCAvLw8XLlzA169fAQA1NTXo7OzEiRMnUFlZid27d0OSpOBx379/j/Pnz6OoqAg3\nb97Ely9fFDl/Ipp92IQR0YzQ0dEBr9eL7OxsqFQq6PV6WCwWPHnyBACwZMkSrF27FiqVClu3boXP\n50NbWxs+fPiA4eFhZGVlQa1WY8WKFVi1ahWePn0KIQQaGhqQl5cHrVYLSZJgNpsREfGfSYLt27cj\nIiICRqMRRqMRXV1dCr0DRDTbcDqSiGaEvr4+uFwu5OXlBcdkWcby5cuh0+mQmJgYHJckCQkJCXC7\n3RBCjNoGADqdDi6XC16vFz6fD/PmzZvwuBqNJvg6KioKQ0NDU3hWRBTO2IQR0YyQmJgIvV6PsrKy\nP7bZ7XY4nc7g30IIuFwuxMfHAwD6+/tH7d/f34/k5GTMnTsXkZGR6O3thcFg+HdPgIhoDE5HEtGM\nYDKZEBMTg/r6eoyMjECWZXR3d6OjowMA8PHjR7x48QKyLOPOnTuIjIyE2WyGyWRCVFQU6uvrEQgE\n0NLSgpcvXyIjIwOSJGHDhg2orq6G2+2GLMtoa2uD3+9X+GyJKBxIQgihdBBERJPh8XhQXV2NlpYW\n+P1+JCcnY9euXWhtbR11d+T8+fORn5+PlJQUAEBPT0/w7sjExMRRd0f6fD5cvXoVz58/x/DwMIxG\nIw4fPgyPxwObzYZr165Bpfr1ffXYsWPIzMzExo0blXoLiGgWYRNGRDOe3W5Hb28vbDab0qEQEU0a\npyOJiIiIFMAmjIiIiEgBnI4kIiIiUgB/CSMiIiJSAJswIiIiIgWwCSMiIiJSAJswIiIiIgWwCSMi\nIiJSAJswIiIiIgX8BdlUvs9Zmhi1AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x148eac950>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIYAAAFZCAYAAADtvyRdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12c408d10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nsize=18, ReLU, BN before add (ORIG PAPER)    0.0697\n",
      "Nsize=18, No ReLU, BN before add              0.0632\n",
      "Nsize=18, ReLU, BN after add                  0.1356\n",
      "Nsize=18, No ReLU, BN after add               0.1230\n",
      "Name: 200.0, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "experiments = collections.OrderedDict([\n",
    "    (\"201601181920-jmOtpiNPQa\", \"Nsize=18, ReLU, BN before add (ORIG PAPER)\"),\n",
    "    (\"201601181924-V2wDg0NKDK\", \"Nsize=18, No ReLU, BN before add\"),\n",
    "    (\"201601181922-8VYWhyuTuA\", \"Nsize=18, ReLU, BN after add\"),\n",
    "    (\"201601181923-Qfp5mTA2u9\", \"Nsize=18, No ReLU, BN after add\"),\n",
    "])\n",
    "df_loss = wb.meld_csv(experiments, \"Training loss.csv\",\"loss\")\n",
    "df_loss.index /= 50000.0; df_loss.index.name = \"epoch\"\n",
    "df_err = wb.meld_csv(experiments, \"Testing Error.csv\",\"error\")\n",
    "df_err = df_err.sort_index(na_position='first')\n",
    "df_err.index /= 50000.0; df_err.index.name = \"epoch\"\n",
    "pd.rolling_mean(df_loss, 100).plot(\n",
    "    title=\"Training loss (Rolling mean over 100 batches)\",\n",
    "    figsize=(20,5),\n",
    "    #xlim=(0,200),\n",
    "    #ylim=(0, 0.5)\n",
    ")\n",
    "df_err.plot(\n",
    "    #xlim=(0,200),\n",
    "    ylim=(0.0,0.2),\n",
    "    figsize=(10,5),\n",
    "    title=\"Test classification error\",\n",
    ")\n",
    "print df_err.loc[200]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "source": [
    "#(RUNNING) Alternate solvers on DEEP networks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 386,
   "metadata": {
    "autoscroll": "json-false",
    "collapsed": false,
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'NoneType' object has no attribute 'get_contents_as_string'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-386-63bd73a8600b>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     10\u001b[0m     \u001b[0;34m(\u001b[0m\u001b[0;34m\"201601201654-OApx8tj3ZU\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Nsize=18, Adagrad, 1e-1\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     11\u001b[0m ])\n\u001b[0;32m---> 12\u001b[0;31m \u001b[0mdf_loss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mwb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmeld_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mexperiments\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Training loss.csv\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"loss\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     13\u001b[0m \u001b[0mdf_loss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m \u001b[0;34m/=\u001b[0m \u001b[0;36m50000.0\u001b[0m\u001b[0;34m;\u001b[0m \u001b[0mdf_loss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"epoch\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     14\u001b[0m pd.rolling_mean(df_loss, 100).plot(\n",
      "\u001b[0;32m/Users/michael/LabWorkbookForTrello/workbook.pyc\u001b[0m in \u001b[0;36mmeld_csv\u001b[0;34m(self, experiment_mapping, artifact, column)\u001b[0m\n\u001b[1;32m     74\u001b[0m         \u001b[0mnames\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     75\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mexpname\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mlabel\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mexperiment_mapping\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 76\u001b[0;31m             \u001b[0mframes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mexpname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0martifact\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcolumn\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     77\u001b[0m             \u001b[0mnames\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     78\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mpandas\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconcat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkeys\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnames\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/michael/LabWorkbookForTrello/workbook.pyc\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m    109\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    110\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 111\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    112\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtuple\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    113\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mtuple\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mk\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/michael/LabWorkbookForTrello/workbook.pyc\u001b[0m in \u001b[0;36mget\u001b[0;34m(self, artifact_name)\u001b[0m\n\u001b[1;32m     99\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    100\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0martifact_name\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 101\u001b[0;31m         \u001b[0mcontents\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbucket\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_key\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprefix\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0martifact_name\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_contents_as_string\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    102\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mprocessor\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mARTIFACT_PROCESSORS\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    103\u001b[0m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mprocessor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0martifact_name\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcontents\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'get_contents_as_string'"
     ]
    }
   ],
   "source": [
    "experiments = collections.OrderedDict([\n",
    "    (\"201601181920-jmOtpiNPQa\", \"Nsize=18, Original paper: Nesterov, 1e-1\"),\n",
    "    (\"201601191725-OTEHdMJRtp\", \"Nsize=18, RMSprop, 1e-4\"),\n",
    "    (\"201601191726-X466YKOnlN\", \"Nsize=18, RMSprop, 1e-3\"),\n",
    "    (\"201601191725-71X8twhcfT\", \"Nsize=18, RMSprop, 1e-2\"),\n",
    "    (\"201601191613-QBvwLt6g9M\", \"Nsize=18, RMSprop, 1e-1\"),\n",
    "    (\"201601201357-GXV7SgYNlz\", \"Nsize=18, Adadelta\"),\n",
    "    (\"201601201427-K6bLlB26az\", \"Nsize=18, Adagrad, 1e-3\"),\n",
    "    (\"201601201448-qlko0nyx8J\", \"Nsize=18, Adagrad, 1e-2\"),\n",
    "    (\"201601201654-OApx8tj3ZU\", \"Nsize=18, Adagrad, 1e-1\"),\n",
    "])\n",
    "df_loss = wb.meld_csv(experiments, \"Training loss.csv\",\"loss\")\n",
    "df_loss.index /= 50000.0; df_loss.index.name = \"epoch\"\n",
    "pd.rolling_mean(df_loss, 100).plot(\n",
    "    title=\"Training loss (Rolling mean over 100 batches)\",\n",
    "    figsize=(20,5),\n",
    "    xlim=(0,200),\n",
    "    ylim=(0, 2.5)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "autoscroll": "json-false",
    "collapsed": false,
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "outputs": [],
   "source": [
    "for k,v in experiments.items():\n",
    "    print \"\\n\\n\", (\"#\"*30), k,v\n",
    "    print wb[k]['opt.json']\n",
    "    print highlight(wb[k][\"Source.git-patch\"], lexers.DiffLexer(), formatters.TerminalFormatter())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 385,
   "metadata": {
    "autoscroll": "json-false",
    "collapsed": false,
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmEAAAFZCAYAAADQNPgWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQgjRDP4/aRf7FHjYp+0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13beee1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x145c74110>"
      ]
     },
     "execution_count": 385,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_err = wb.meld_csv(experiments, \"Testing Error.csv\",\"error\")\n",
    "df_err.index /= 50000.0; df_err.index.name = \"epoch\"\n",
    "df_err.plot(\n",
    "    #xlim=(0,200),\n",
    "    ylim=(0.0,0.2),\n",
    "    figsize=(10,5),\n",
    "    title=\"Test classification error\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "source": [
    "#(TODO) Kaixhin suggests trying other nonlinearities"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "source": [
    "If this were true than a sigmoid would perform better than tanh, and\n",
    "ReLUs would perform better than Leaky ReLUs and ELUs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "source": [
    "# (TODO) Try Kai Arulkumaran's orthoganal initialization! See github pull request."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "source": [
    "# Showing artifacts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 376,
   "metadata": {
    "autoscroll": "json-false",
    "collapsed": false,
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "outputs": [],
   "source": [
    "def show_experiment(tag):\n",
    "    url = \"https://mjw-xi8mledcnyry.s3.amazonaws.com/experiments/%s/\"%tag\n",
    "    print \"[Model]({model}), [Loss]({loss}) and [Error]({error}) logs, [Source commit]({commit}) + [patch]({patch})\".format(\n",
    "    model= url+\"model.t7\",\n",
    "    loss= url+\"Training%20loss.csv\",\n",
    "    error= url+\"Testing%20Error.csv\",\n",
    "    commit= url+\"Source.git-current-commit\",\n",
    "    patch= url+\"Source.git-patch\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 379,
   "metadata": {
    "autoscroll": "json-false",
    "collapsed": false,
    "ein.tags": [
     "worksheet-0"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Nsize=18, ReLU, BN before add (ORIG PAPER)\n",
      "[Model](https://mjw-xi8mledcnyry.s3.amazonaws.com/experiments/201601181920-jmOtpiNPQa/model.t7), [Loss](https://mjw-xi8mledcnyry.s3.amazonaws.com/experiments/201601181920-jmOtpiNPQa/Training%20loss.csv) and [Error](https://mjw-xi8mledcnyry.s3.amazonaws.com/experiments/201601181920-jmOtpiNPQa/Testing%20Error.csv) logs, [Source commit](https://mjw-xi8mledcnyry.s3.amazonaws.com/experiments/201601181920-jmOtpiNPQa/Source.git-current-commit) + [patch](https://mjw-xi8mledcnyry.s3.amazonaws.com/experiments/201601181920-jmOtpiNPQa/Source.git-patch)\n",
      "\n",
      "\n",
      "Nsize=18, No ReLU, BN before add\n",
      "[Model](https://mjw-xi8mledcnyry.s3.amazonaws.com/experiments/201601181924-V2wDg0NKDK/model.t7), [Loss](https://mjw-xi8mledcnyry.s3.amazonaws.com/experiments/201601181924-V2wDg0NKDK/Training%20loss.csv) and [Error](https://mjw-xi8mledcnyry.s3.amazonaws.com/experiments/201601181924-V2wDg0NKDK/Testing%20Error.csv) logs, [Source commit](https://mjw-xi8mledcnyry.s3.amazonaws.com/experiments/201601181924-V2wDg0NKDK/Source.git-current-commit) + [patch](https://mjw-xi8mledcnyry.s3.amazonaws.com/experiments/201601181924-V2wDg0NKDK/Source.git-patch)\n",
      "\n",
      "\n",
      "Nsize=18, ReLU, BN after add\n",
      "[Model](https://mjw-xi8mledcnyry.s3.amazonaws.com/experiments/201601181922-8VYWhyuTuA/model.t7), [Loss](https://mjw-xi8mledcnyry.s3.amazonaws.com/experiments/201601181922-8VYWhyuTuA/Training%20loss.csv) and [Error](https://mjw-xi8mledcnyry.s3.amazonaws.com/experiments/201601181922-8VYWhyuTuA/Testing%20Error.csv) logs, [Source commit](https://mjw-xi8mledcnyry.s3.amazonaws.com/experiments/201601181922-8VYWhyuTuA/Source.git-current-commit) + [patch](https://mjw-xi8mledcnyry.s3.amazonaws.com/experiments/201601181922-8VYWhyuTuA/Source.git-patch)\n",
      "\n",
      "\n",
      "Nsize=18, No ReLU, BN after add\n",
      "[Model](https://mjw-xi8mledcnyry.s3.amazonaws.com/experiments/201601181923-Qfp5mTA2u9/model.t7), [Loss](https://mjw-xi8mledcnyry.s3.amazonaws.com/experiments/201601181923-Qfp5mTA2u9/Training%20loss.csv) and [Error](https://mjw-xi8mledcnyry.s3.amazonaws.com/experiments/201601181923-Qfp5mTA2u9/Testing%20Error.csv) logs, [Source commit](https://mjw-xi8mledcnyry.s3.amazonaws.com/experiments/201601181923-Qfp5mTA2u9/Source.git-current-commit) + [patch](https://mjw-xi8mledcnyry.s3.amazonaws.com/experiments/201601181923-Qfp5mTA2u9/Source.git-patch)\n"
     ]
    }
   ],
   "source": [
    "for k,v in experiments.items():\n",
    "    print \"\\n\\n\"+v\n",
    "    show_experiment(k)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  },
  "name": "Residual Network Experiment Results.ipynb"
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
