{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sampling genomes for phylogenetic inference"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Select ~10k genomes out of all 86,200 reference genomes, such that they represent the largest possible biodiversity, as measured by _k_-mer signature, plus multiple other criteria concerning genome quality and marker gene count, etc."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preparation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scipy as sp\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from skbio.stats.distance import DistanceMatrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Input files"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Genome metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "meta_fp = 'metadata.ext.tsv.xz'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "86200"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(meta_fp, sep='\\t', index_col=0, low_memory=False)\n",
    "df.shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Genome distance matrix (calculated using MinHash)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "dm_fp = 'minhash.dm.bz2'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 56min 59s, sys: 4min 43s, total: 1h 1min 43s\n",
      "Wall time: 1h 4min 32s\n"
     ]
    }
   ],
   "source": [
    "%time dm = DistanceMatrix.read(dm_fp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Helpers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Core algorithm: **prototype selection**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def prototype_selection_destructive_maxdist(dm, num_prototypes, seedset=None):\n",
    "    \"\"\"Prototype selection function (minified).\"\"\"\n",
    "    numRemain = len(dm.ids)\n",
    "    currDists = dm.data.sum(axis=1)\n",
    "    maxVal = currDists.max()\n",
    "    if seedset is not None:\n",
    "        for e in seedset:\n",
    "            currDists[dm.index(e)] = maxVal * 2\n",
    "    minElmIdx = currDists.argmin()\n",
    "    currDists[minElmIdx], numRemain = np.infty, numRemain - 1\n",
    "    while (numRemain > num_prototypes):\n",
    "        currDists -= dm.data[minElmIdx]\n",
    "        minElmIdx = currDists.argmin()\n",
    "        currDists[minElmIdx], numRemain = np.infty, numRemain - 1\n",
    "    return [dm.ids[idx]\n",
    "            for idx, dist in enumerate(currDists)\n",
    "            if dist != np.infty]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def distance_sum(elements, dm):\n",
    "    \"\"\"Calculate sum of distances among chosen genomes.\"\"\"\n",
    "    return np.tril(dm.filter(elements).data).sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generate a histogram with an upper fence."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def hist_w_max(data, step, xmax):\n",
    "    \"\"\"Plot histogram with values > certain threshold combined in one bin.\"\"\"\n",
    "    bins = np.arange(0, xmax + step * 2, step)\n",
    "    plt.xticks(step * np.arange(len(bins)), [str(x) for x in plt.hist(np.clip(data, bins[0],\n",
    "        bins[-1]), bins=bins)[1]][:-1]+ ['Inf']);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generate a count plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def count_plot(data, percent=False, **kwargs):\n",
    "    \"\"\"Plot bars representing categorical counts.\"\"\"\n",
    "    ax = sns.countplot(data, **kwargs)\n",
    "    total = float(len(data))\n",
    "    for p in ax.patches:\n",
    "        height = p.get_height()\n",
    "        ax.text(p.get_x() + p.get_width() / 2., height + 3,\n",
    "                '{:1.2f}'.format(height / total) if percent else str(int(height)),\n",
    "                ha='center')\n",
    "    ax.set_xlabel('')\n",
    "    return ax"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generate a multi-panel figure to show the statistics of currently selected genomes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def examine_set(genomes):\n",
    "    \"\"\"Plot statistics of chosen genomes.\"\"\"\n",
    "    print('%d' % len(genomes))\n",
    "    gs = mpl.gridspec.GridSpec(1, 5, width_ratios=[1, 1, 1, 1, 2])\n",
    "    cols = ['markers', 'completeness', 'contamination', 'score_fna']\n",
    "    ymaxes = [400, 100, 600, 1.0]\n",
    "    dfc = df[df.index.isin(genomes)]\n",
    "    for i, col in enumerate(cols):\n",
    "        ax = plt.subplot(gs[i])\n",
    "        ax.plot(dfc[col].sort_values().tolist(), color='C%d' % i)\n",
    "        ax.set_title(col)\n",
    "        ax.set_ylim([0, ymaxes[i]])\n",
    "    m_taxa = df[df.index.isin(genomes)][ranks].apply(pd.Series.nunique)\n",
    "    p_taxa = m_taxa / n_taxa * 100\n",
    "    ax = plt.subplot(gs[4])\n",
    "    sns.barplot(x=p_taxa.index, y=p_taxa, ax=ax)\n",
    "    for i, p in enumerate(ax.patches):\n",
    "        height = p.get_height()\n",
    "        ax.text(p.get_x() + p.get_width() / 2., height + 3, m_taxa[ranks[i]], ha='center')\n",
    "    ax.set_ylim([0, 110])\n",
    "    ax.set_xlabel('');\n",
    "    ax.set_xticklabels(['p', 'c', 'o', 'f', 'g', 's', 't'])\n",
    "    ax.set_title('% included')\n",
    "    plt.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Genome metadata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot distributions of some metadata fields"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "mpl.rcParams['figure.figsize'] = (8, 2.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5510023d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist_w_max(df['total_length'] / 1000000, 1, 10)\n",
    "plt.title('Genome size (Mbp)');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550f7d0128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist_w_max(df['proteins'], 1000, 10000)\n",
    "plt.title('Number of proteins per genome');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f551c8f2080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist_w_max(df['protein_length'] / 1000, 250, 3000)\n",
    "plt.title('Total length of proteins per genome (kaa)');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550f80c6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins = [0, 50, 80, 90, 95, 97.5, 99, 99.5, 99.9, 100]\n",
    "plt.bar(range(len(bins) - 1), np.histogram(df['completeness'], bins=bins)[0], width=1,\n",
    "        align='edge')\n",
    "plt.xticks(np.arange(len(bins)), [str(x) for x in bins])\n",
    "plt.title('Completeness (%)');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550f497a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins = [0, 0.1, 0.25, 0.5, 1, 2.5, 5, 10, 20, 50, 100]\n",
    "plt.bar(range(len(bins) - 1), np.histogram(df['contamination'], bins=bins)[0], width=1,\n",
    "        align='edge')\n",
    "plt.xticks(np.arange(len(bins)), [str(x) for x in bins])\n",
    "plt.title('Contamination (%)');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550f721be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins = np.arange(0, 425, 25)\n",
    "plt.hist(df['markers'], bins=bins)\n",
    "plt.title('Number of PhyloPhlAn marker genes');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550f5e90b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df['score_fna'])\n",
    "plt.title('RepoPhlAn score of genome sequence (fna)');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550d44d550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df['n50'], log=True)\n",
    "plt.title('N50 of scaffolds');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550d4be4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order=['Complete Genome', 'Chromosome', 'Scaffold', 'Contig']\n",
    "count_plot(df['assembly_level'], order=order).set_title('Assembly level');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550d51c780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "count_plot(df['refseq_category'], log=True).set_title('RefSeq category');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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kSQDExcWxZ88e5yyBiIiINMzLVQcuLCzE39+fefPmcfToUQYPHsz8+fMpLi4mMDAQgICAAIqLiwGwWq2EhoY6+xuNRqxWK15eXgQFBTnbg4KCsFqtzj7du3e/NBAvLzp37kxJSQn+/v7fW5efX0e8vDybfLwibUVAQOeWLkFEmonLQoDdbufIkSM8+eSThIaGsnTpUufU/3cMBgMGg8FVJVxWScn5Zj2fSGtz5kxZS5cgIk2ooWDvsssBQUFBBAUFOb/djx07liNHjtCtWzdsNhsANpvN+a3daDRSVFTk7G+1WjEajfXai4qKMBqNzj6nT58GLoWOsrIy/Pz8XDUkERGRNsVlISAgIICgoCCOHz8OwJ49e+jXrx8xMTFkZWUBkJWVRWxsLAAxMTGYzWaqq6s5efIkBQUFhISEEBgYiI+PDwcOHMDhcNTrs3nzZgCys7OJiIho9pkFERGR1spllwMAnnzySR555BEuXrxIcHAwf/jDH6itrSUtLY1NmzbRo0cP1q5dC8CAAQMYN24c8fHxeHp6kpGRgafnpWv3CxYsYN68eVRWVhIVFUVUVBQAycnJpKenYzKZ6NKlC2vWrHHlcERERNoUg8PNltO76nrnnD++45LjijS3Z9IntHQJItKEWmRNgIiIiPy8KQSIiIi4KYUAERERN6UQICIi4qYUAkRERNxUo0LAnDlzGtUmIiIirUejQsDXX39dr+27hwCJiIhI69Tgw4LeeOMNXn/9dQoKCpxvA4RLbwjs06ePy4sTERER12kwBNxwww307t2bJUuW8OijjzrbfXx8GDRokMuLExEREddpMAT07NmTnj17snXr1uaqR0RERJpJo94dcPz4cZ5//nlOnjyJ3W53tm/atMllhYmIiIhrNSoEPPTQQ4wdO5abb77Z+VIfERERad0aFQJqa2u55557XF2LiIiINKNG3SIYFhbG0aNHXV2LiIiINKNGzQTk5eXx9ttv06dPH37xi18427UmQEREpPVqVAh4/PHHXV2HiIiINLNGhYARI0a4ug4RERFpZo0KAbfccgsGg6Feuy4HiIiItF6NCgFz5851/r2qqgqz2UxgYKDLihIRERHX+1GXA0aNGsVtt93mkoJERESkeTTqFsH/VF5ezjfffNPUtYiIiEgzuuI1AbW1tRQWFpKSktKoE9TU1HDLLbdgNBpZv349paWlPPjgg5w6dYqePXuydu1aunTpAsD69evZtGkTHh4ePPHEE9x4440AHD58mHnz5lFZWUl0dDTz58/HYDBQXV3No48+yueff07Xrl1Zs2YNvXr1+jG/BxEREbdzxWsCPD09CQ4ObvSagFdeeYV+/fpRXl4OQGZmJpGRkcyaNYvMzEwyMzNJT08nPz8fs9mM2WzGarWSkpJCdnY2np6eLFy4kCVLlhAaGsrMmTPZuXMn0dHRvPnmm/j6+rJ9+3bMZjOrVq1i7dq1P+LXICIi4n4adTlgxIgRDBs2DD8/P3x9ffH392/UwYuKivjHP/5BcnKys81isZCUlARAUlISO3bscLYnJCTg7e1NcHAwvXv3Ji8vD5vNRnl5OWFhYRgMBpKSkrBYLADk5uYyadIkAOLi4tizZw8Oh6PxoxcREXFjjZoJOHToEKmpqXh7e+NwOLDb7axbt47Bgwc32G/58uWkp6dTUVHhbCsuLnbOIgQEBFBcXAyA1WolNDTUuZ/RaMRqteLl5UVQUJCzPSgoCKvV6uzTvXv3SwPx8qJz586UlJQ0OqSIiIi4s0aFgGXLlrF8+XIiIyMB2LNnD0uWLOG111773j5///vf8ff3Z8iQIezdu/ey+xgMhss+f8CV/Pw64uWlNyGKfJ+AgM4tXYKINJNGhYALFy44AwBAZGQkTz31VIN9PvvsM3Jzc9m5cydVVVWUl5fzyCOP0K1bN2w2G4GBgdhsNue3dqPRSFFRkbO/1WrFaDTWay8qKsJoNDr7nD59mqCgIOx2O2VlZfj5+TVYV0nJ+cYMWcRtnTlT1tIliEgTaijYN2pNQIcOHep8m//444/p0KFDg30efvhhdu7cSW5uLk8//TQRERGsWrWKmJgYsrKyAMjKyiI2NhaAmJgYzGYz1dXVnDx5koKCAkJCQggMDMTHx4cDBw7gcDjq9dm8eTMA2dnZRERENPvMgoiISGvVqJmA+fPnO9cEAFy8eJE//elPP+qEs2bNIi0tjU2bNtGjRw/nav4BAwYwbtw44uPj8fT0JCMjA0/PS9P2CxYscN4iGBUVRVRUFADJycmkp6djMpno0qULa9as+VE1iYiIuCODoxHL6Xfv3s2gQYOci/i6devGsWPH6lwiaC1cNdU554/vuOS4Is3tmfQJLV2CiDShn3w5YOXKlfj7+zNw4EAGDhyIn58fK1eubLICRUREpPk1KgQ4HI4619o9PDyoqalxWVEiIiLieo0KAZ06deLgwYPOnw8ePEjHjh1dVpSIiIi4XqMWBqanp3PffffRv39/APLz83n22WddWpiIiIi4VqNCQHh4OGazmQMHDgAQFhbmfOmPiIiItE6NCgEAXbp0ITo62pW1iIiISDNq1JoAERERaXsUAkRERNyUQoCIiIibUggQERFxUwoBIiIibkohQERExE0pBIiIiLgphQARERE3pRAgIiLiphQCRERE3JRCgIiIiJtSCBAREXFTCgEiIiJuSiFARETETSkEiIiIuCmFABERETflshBw+vRp7rjjDuLj40lISGDjxo0AlJaWkpKSwpgxY0hJSeHcuXPOPuvXr8dkMhEXF8euXbuc7YcPHyYxMRGTycTSpUtxOBwAVFdXk5aWhslkYvLkyRQWFrpqOCIiIm2Oy0KAp6cnjz32GNu2beP111/n1VdfJT8/n8zMTCIjI8nJySEyMpLMzEwA8vPzMZvNmM1mNmzYwKJFi6ipqQFg4cKFLFmyhJycHAoKCti5cycAb775Jr6+vmzfvp1p06axatUqVw1HRESkzXFZCAgMDGTw4MEA+Pj40LdvX6xWKxaLhaSkJACSkpLYsWMHABaLhYSEBLy9vQkODqZ3797k5eVhs9koLy8nLCwMg8FAUlISFosFgNzcXCZNmgRAXFwce/bscc4SiIiISMO8muMkhYWF/POf/yQ0NJTi4mICAwMBCAgIoLi4GACr1UpoaKizj9FoxGq14uXlRVBQkLM9KCgIq9Xq7NO9e/dLA/HyonPnzpSUlODv7/+9tfj5dcTLy7PJxyjSVgQEdG7pEkSkmbg8BFRUVJCamsrjjz+Oj49PnW0GgwGDweDqEuooKTnfrOcTaW3OnClr6RJEpAk1FOxdenfAxYsXSU1NJTExkTFjxgDQrVs3bDYbADabzfmt3Wg0UlRU5OxrtVoxGo312ouKijAajc4+p0+fBsBut1NWVoafn58rhyQiItJmuCwEOBwO5s+fT9++fUlJSXG2x8TEkJWVBUBWVhaxsbHOdrPZTHV1NSdPnqSgoICQkBACAwPx8fHhwIEDOByOen02b94MQHZ2NhEREc0+syAiItJauexywKeffsqWLVsYOHAgEydOBOChhx5i1qxZpKWlsWnTJnr06MHatWsBGDBgAOPGjSM+Ph5PT08yMjLw9Lx07X7BggXMmzePyspKoqKiiIqKAiA5OZn09HRMJhNdunRhzZo1rhqOiIhIm2NwuNlyeldd75zzx3dcclyR5vZM+oSWLkFEmlCLrQkQERGRny+FABERETelECAiIuKmFAJERETclEKAiIiIm1IIEBERcVMKASIiIm5KIUBERMRNKQSIiIi4KYUAERERN6UQICIi4qYUAkRERNyUQoCIiIibUggQERFxUwoBIiJu5K23Xmf69DsYPTqSZcsWXnafl156gVGjhvPJJ3udbZ99to8HHribuLhokpMT6/U5ffpfPPDA3cTG3sBvf3tLnb7y86UQICLiRq66KoC77ppOQsKEy24/daqQv/99B926XVWnvX379iQkTGD27DmX7bdw4XwGDhzEtm0WZs2azZNPzqWkpKTJ65empRAgIuJGoqNjiIq6CV/fLpfdvnr1Cu699wHatWtXp/3aa4cwdmwCPXr0rNfn66+/4tixo0yffje/+EV7bropln79BvA//2NxyRik6SgEiIgIALm5O/D2bkdk5Kgr6nfixHF69OhJx46dnG39+w/gxInjTV2iNDGFABER4fz5CjIzn2POnEeuuO+FC+fp1MmnTlvHjp04f/58U5UnLqIQICIivPhiJnFx8XTv3uOK+3bo0JHz5yvqtFVUlNOxY8emKk9cRCFARET49NNP2LTpNSZMiGPChDhsNisZGfP47/9++Qf79unTl3/961SdIJCf/wV9+vR1YcXSFLxauoCfaufOnSxbtoza2lomT57MrFmzWrokEZGfLbvdTk1NDbW1tdTW1lBVVYWnpyfPPPNn7Ha7c7+ZM+/i/vsfJCJiJAC1tbVcvHgRu92Ow+GgqqoKDw8P2rVrx9VX96Z//4H813+9wMyZ9/LRRx9y/Hg+0dGxLTVMaaRWHQJqampYvHgxL730EkajkeTkZGJiYujfv39LlyYi8rO0ceOLvPTSC86fs7PfIyVlJtOn311nPw8PDzp37uyc0j9w4DNSU+9xbo+NvYGwsGE8+2wmAIsWLWfZsoWMGxeD0WhkyZIV+Pn5NcOI5KcwOBwOR0sX8WPt37+fZ599lhdffBGA9evXA3D33Xd/b58zZ8pcUsucP77jkuOKNLdn0i9///jPWfrWJ1q6BJGf7I/jl7rkuAEBnb93W6teE2C1WgkKCnL+bDQasVqtLViRiIhI69GqLwf8GA0lop/i1ZW3u+S4IvLDXk55pqVLEGmVWvVMgNFopKioyPmz1WrFaDS2YEUiIiKtR6sOAUOHDqWgoICTJ09SXV2N2WwmJiampcsSERFpFVr15QAvLy8yMjKYMWMGNTU13HLLLQwYMKClyxIREWkVWvXdASIiIvLjterLASIiIvLjKQSIiIi4KYUAaTGDBg3ikUf+/cYyu91OREREgw97Ajh06BBLl7rmoRoi7uCHPnsWi4XMzMyWKk+aUateGCitW8eOHfniiy+orKykffv2fPjhh426xXPo0KEMHTq00eex2+14eek/dZHv/NBnLzY2ltjYn/7cf332fv40EyAtKjo6mn/84x8AmM1mEhISnNvy8vKYMmUKSUlJTJ06lePHjwOwd+9e5zeW0tJSZs+eTWJiIrfeeitHjx4FYN26daSnpzN16lQeffTR5h2USCvQ0Gfv7bffZvHixQA89thjLF26lKlTpxIbG8v7778PgMPhYMWKFYwfP57ExES2bdsGXPp8/va3v+Wee+6pc0z5eVIIkBYVHx/Ptm3bqKqq4n//938JDQ11buvbty9//etfycrKIjU1lTVr1tTrv27dOq699lreffddHnzwQebOnevc9uWXX/Lyyy/z9NNPN8tYRFqThj57/8lms/Hqq6+yfv16Vq9eDUBOTg5Hjx5ly5YtvPTSS6xcuRKbzQbAkSNHmD9/PtnZ2c0yFvnxNE8jLeqaa66hsLCQrVu3Eh0dXWdbWVkZc+fO5auvvsJgMHDx4sV6/T/99FPWrVsHQGRkJKWlpZSXlwMQExND+/btXT8IkVaooc/ef/rNb36Dh4cH/fv355tvvgEuffYSEhLw9PTkqquu4rrrruPQoUP4+PgwdOhQgoODm2MY8hNpJkBaXExMDCtXrqw3dfjMM89w/fXXs3XrVp5//nmqq6uv6LgdOnRoyjJF2pzv++z9J29v7ys67nevH5afP4UAaXHJycncd999DBo0qE57WVmZc7HS5s2bL9t3+PDhvPPOpdc47927Fz8/P3x8fFxbsEgb8X2fvcYYPnw47733HjU1NZw9e5Z9+/YREhLigirFlRQCpMUFBQVx55131mufMWMGTz/9NElJSdjt9jrbDAYDAPfffz+ff/45iYmJrF69mqeeeqpZahZpC77vs9cYJpOJgQMHMnHiRO666y7S09MJCAho4grF1fTYYGl1srOzyc1bdLbXAAAAVklEQVTNZcWKFS1diohIq6aZAGlVLBYLa9asYcqUKS1diohIq6eZABERETelmQARERE3pRAgIiLiphQCRERE3JRCgIiIiJtSCBAREXFTCgEiIiJu6v8B4qQFEhR0R48AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550d50ab00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "count_plot(df['release_type']).set_title('Release type');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>phylum</th>\n",
       "      <th>class</th>\n",
       "      <th>order</th>\n",
       "      <th>family</th>\n",
       "      <th>genus</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>85672</td>\n",
       "      <td>81714</td>\n",
       "      <td>80829</td>\n",
       "      <td>80456</td>\n",
       "      <td>80413</td>\n",
       "      <td>86200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>153</td>\n",
       "      <td>89</td>\n",
       "      <td>199</td>\n",
       "      <td>429</td>\n",
       "      <td>2117</td>\n",
       "      <td>20779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>Proteobacteria</td>\n",
       "      <td>Bacilli</td>\n",
       "      <td>Enterobacterales</td>\n",
       "      <td>Enterobacteriaceae</td>\n",
       "      <td>Streptococcus</td>\n",
       "      <td>Staphylococcus aureus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>37109</td>\n",
       "      <td>25524</td>\n",
       "      <td>13496</td>\n",
       "      <td>11949</td>\n",
       "      <td>10454</td>\n",
       "      <td>7447</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                phylum    class             order              family  \\\n",
       "count            85672    81714             80829               80456   \n",
       "unique             153       89               199                 429   \n",
       "top     Proteobacteria  Bacilli  Enterobacterales  Enterobacteriaceae   \n",
       "freq             37109    25524             13496               11949   \n",
       "\n",
       "                genus                species  \n",
       "count           80413                  86200  \n",
       "unique           2117                  20779  \n",
       "top     Streptococcus  Staphylococcus aureus  \n",
       "freq            10454                   7447  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ranks = ['phylum', 'class', 'order', 'family', 'genus', 'species']\n",
    "df[ranks].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550d528ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpl.rcParams['figure.figsize'] = (9, 3)\n",
    "n_taxa = df[ranks].apply(pd.Series.nunique)\n",
    "ax = sns.barplot(x=n_taxa.index, y=n_taxa, log=True)\n",
    "for p in ax.patches:\n",
    "    height = p.get_height()\n",
    "    ax.text(p.get_x() + p.get_width() / 2., height + 3, str(int(height)), ha='center')\n",
    "ax.set_xlabel('')\n",
    "ax.set_title('Number of taxonomic groups per rank');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550d4abbe0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpl.rcParams['figure.figsize'] = (12, 4)\n",
    "f, axarr = plt.subplots(1, 3)\n",
    "axarr[0].scatter(x='completeness', y='contamination', alpha=0.25, data=df)\n",
    "axarr[0].set_ylim(ymax=200)\n",
    "axarr[0].set_xlabel('Completeness (%)')\n",
    "axarr[0].set_ylabel('Contamination (%)');\n",
    "axarr[1].scatter(x='markers', y='completeness', alpha=0.25, data=df)\n",
    "axarr[1].set_xlabel('marker gene count')\n",
    "axarr[1].set_ylabel('Completeness (%)');\n",
    "axarr[2].scatter(x='markers', y='contamination', alpha=0.25, data=df)\n",
    "axarr[2].set_ylim(ymax=200)\n",
    "axarr[2].set_xlabel('marker gene count')\n",
    "axarr[2].set_ylabel('Contamination (%)')\n",
    "plt.suptitle('Distribution of marker gene count, contamination and completeness');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Make a one-figure summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "86200\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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jg5kzZzJ//nz+7//+j3/9618sWLAAu93Ohg0bGD9+PLt27cLd3f2WYyhPiuNc+uc1wWKxMH78eF577TU6d+6Ms7MzTz75ZIHXpKLw0ksvce+99/LGG2/g6enJxx9/XOjR/Xx9fYmPj8dut2s/AOLi4vjXv/5VjBFXXLVr1873pkh8fLzW4nytxMREAgIC8sz7Z9J77Q3EixcvYrVaadeunTbPbrfne5OxMIojkRfiZi5fvsxXX33FV199xaZNm7jnnntwdnamSZMmLF++/I72ffUG+blz57QbFzfi5uZGdna2Nn3p0iXtta+vr9ZqC5CdnZ3nmSl/f3/mzp1LixYtrttvQduKoiPtf4WUmZmJ0WikatWqZGdns2DBgkJvO3PmTOrUqcMTTzyByWTCycmJwYMHM3fuXO0OdUJCAtu2bbvhPjZt2sSZM2dQSuHl5YVer5fuf0WsadOm+Pj48MYbb5CVlYXZbGbv3r307t2bZcuWce7cOTIzM3nzzTfp2bPnda0QhZWcnMzy5cvJycnhxx9/5MSJE3Ts2PG69YYNG0ZUVJQ2IEp6ejo//vijtrx69eraw7WQm8B/+eWXHDx4EKUUWVlZbN68mYyMjAJjutm2J0+eZOfOnVgsFoxGIy4uLtqP4TVr1mgtt5UqVQKQbgUUz7nk7e3NhQsXtBZti8WCxWKhWrVqGAwGtmzZUmKjqGVmZuLh4YGHhwcnTpzgiy++yLP8n+fmtZo2bYqrqytLliwhJyeHXbt28fPPP9OrV6+SCL1C6tOnD1988QWbNm1Cp9Mxf/58/P398x0AxNfXl4sXL+aZFxcXl+cG4LXfPVe7G/3yyy/s2bOHPXv2sG/fvjzdOYvCSy+9RN26dVm/fj379u3j2WefLZEbCKL8e/XVV3n66adxc3MjMDCQw4cPk5mZye7du++4hcnJyYlBgwbx6quvkpCQgM1mY//+/drAPtdq2LAha9euJScnh8OHD+e5UdW9e3c2b97Mnj17sFgsvP3223l6Nw0fPpyFCxdqN+2Sk5PZuHFjobYVRUd+/RRS//79CQgIoH379kRERNzSsyM6nY6XX34Zf39/nnzyScxmM1OmTKF27doMGTKE5s2bM3LkSE6dOnXDfZw5c4bIyEiCg4MZOnQow4cPp02bNkVxaOIver2e999/nzNnzhAWFkaHDh348ccfGTRoEH379uXhhx+mc+fOGI1GZsyYcdvv07RpU86cOUObNm1YuHAhb7/9NlWrVr1uva5du/LYY48xceJEmjdvTu/evdm6dau2/KmnnmLq1Km0bNmStWvX0qRJE15++WVmz55Nq1at6NatG6tWrSpUTDfb1mKx8MYbbxASEkK7du1ITk5m4sSJAGzbto2IiAiCg4OZM2cOb775ptbNrCIrjnOpR48eAISEhDBgwAA8PT158cUXmTBhAq1ateKHH37It8WzODz//PP88MMPNG/enBkzZlyXEP3z3LyW0Wjk/fffZ+vWrbRp04ZZs2bx+uuvU69evRKJvaK50U2RwYMH89Zbb3H69GmUUhw9epSUlBQ6duzI6dOn+f7777Faraxdu5bY2Fg6deqU7/59fX1p27Yt8+bNIyMjA7vdztmzZ9m9e3eRHkdBibwQt2Pnzp2kp6fTtWtXIPf7uWPHjnTq1Ildu3YVyWMWzz//PA0aNOCBBx6gdevWzJ8/P9+kZsKECZw9e5bWrVuzaNEi+vTpoy2rX78+M2fOZPLkybRv355KlSrl6dL373//m/DwcB599FGCg4MZMmQIhw4dKtS2oujolNzqEaLErFq1ihUrVsgPAiFEiTh69CgvvvgiJ06cwNnZmeDgYGbPnk316tVZvHgxK1euJCUlhbp16/LOO+/g7+/Pnj17mDt3LmfOnNG6D7Zs2RLIHeymb9++DB48WHuP9PR05s+fz6ZNm8jMzKRWrVo8/vjjRERE3DCuXbt2MWXKFO1G0fnz5+ncuTO///671nJ77Xv9+uuvzJgxg4SEBBo1akRISAi//PKLXEuFEKWGJFVClCBJqoQQQgghyp9Cd/+z2Wz079+fMWPGAJCamkpkZCTdunUjMjJSK5ALsHjxYrp27Ur37t1v+pyQqJimTZtGaGgovXv31ubJ+STuRFpaGuPHj6dHjx707NmT/fv3yzklikR+16trKaV45ZVX6Nq1K3369OH3338v4QiFEEKUBoVOqpYvX56nz3tUVBShoaFs2LCB0NBQoqKiAIiNjSU6Opro6GiWLFnCrFmzsNlsRR+5KLMGDhzIkiVL8syrKOfTwIEDpZWqGMyZM4f27duzbt061qxZQ7169SrMOSWKV37Xq2tt3bqV06dPs2HDBl5++WVeeumlkguulJs5cybBwcHX/Tdz5kxHhyaEEEWuUElVfHw8mzdv5oEHHtDmxcTEaHUs+vfvr40yEhMTQ0REBEajkVq1alG7dm3tYTkhAFq1akXlypXzzJPzSdyu9PR0fv31V+36ZDQaqVSpkpxTokjkd7261tXzTKfTERQURFpaWr515yqi2bNns3///uv+mz17tqNDE0KIIleopGru3LlMmTIlz1DJSUlJ+Pr6ArkFRa8dGvzaUUX8/Pzy1LcQIj9yPonbdf78eapVq8a0adPo378/06dPJysrS84pUSL+eT75+/vL+SSEEBVQgcVRNm3aRLVq1WjcuDG7du3Kdx2dTndHNZOsVhsGg/62txfFx25X7DwcR7P61fF0N5bIe97p+QQld04ppbhiTudSZhIp2VdINaWRakojw5JJliUbk81Mjs2KyWomx5aD1W4lx27F8tdrm92GzW7DquxYbJYSr7virHfG3eCKq8EFd2c3XJ1dMOqd0aHDSeeETpf3/05/zTc4GbS/UZ6/1DV/Nx03Xt68xn20rNmsSI7BarXyxx9/MGPGDJo1a8Yrr7yidfX7+23lGiVKDzmfHGfrT8fZvO5Ynnn3NPbH08tFm3Zy0tG6fR28fTxLOrzbdulSuqNDEKLc8/HxuunyApOqffv28fPPP7N161bMZjMZGRlMnjwZb29vEhMT8fX1JTExkWrVqgG5d33j4+O17RMSEvIUDcxPSkpWvoFXhItEaT/OkxfTmLd8D4M71aNnm9p5lhV0ct2KojyfoHjOqWxrNievnOVM2lkuZiZwKesyl7OTMNnMhdre2cmAXmfA4KTH2ckZg5MBF70Lemc9+r8SFb1Onyeh0el0OKFD91dCo9PpcNW74mIw4qJ3uSbR0eOk0+Hl6UZWlgWjkxFnvTPOOj0uBhfcDe54OLvj7uyG0ckZvZMBvc4JJ53jStX9829xu+eTv78//v7+NGuWm6T16NGDqKgouUYVkbJ6nEV5fbqZf55P8fHxcj7dhCOPc/23v3Py2CUA3NydadOpLvXv80Ovv/46aEcV2TVKCFExFJhUTZo0iUmTJgG5dSU++ugj5s+fz2uvvcbq1asZPXo0q1evpnPnzgCEh4czadIkIiMjSUhI4PTp0zRt2rR4j0IUG5PFCkCOrXirb4eHh5fK88mu7PyRdIwt53dwJPk4ir9bkpydDPi4Vae6mzfV3apR2aUSlYxeVDJ64WX0xFXvgoveJTe5cTKUSAJTUX6YXcvHxwd/f39OnjxJ3bp12blzJ/Xq1aNevXql8pwS5Ut4eDiffvopERERHDx4EC8vL63bqSg9Thy9pCVUoWF1CQq5y8ERCSHKmwKTqhsZPXo0EyZMYOXKlQQEBLBw4UIgt3Jzz5496dWrF3q9npkzZ6LXSzeHsspuz00inO6wO961Jk6cyO7du0lJSaFDhw48/fTTpfJ8Opd+kc+OfM25jIsA1K5Ui3uq3k29yv+ipmcNKrtUcmhLj/jbjBkzmDx5Mjk5OdSqVYtXX30Vu91e6s4pUfbkd72yWnNvNg0fPpyOHTuyZcsWunbtipubG3PnznVwxOKfrDk2NqzOHeo+OPQuSaiEEMWiVBT/ze/OekW5417aj/PQicssXHGIBzrVo1cxdv8rand6Tu2K28sXx74hx26lhW8zutTuyF1egUUdZpEr7efTzZTn86ksK6vHKedT6eSI41yxdA+XEzIAGDu1023vp6ydU0KIonXHz1SJii09Kwco2paq0u5I0nE+OfI1rgYXRjV+mCbV73V0SEIIIW7DgV1ntYTq4bFtHByNEKI8k6RK3JRen5tMZZutDo6kZJisJj47uhKdTse4ZqOoU7l2wRsJIYQodWKPJLJz00kAQjrWwauyq4MjcpxvvvmKtWt/4OTJWLp06c706S8BEBd3kcGD++Lm5qat+9BDjzBy5GMAfPXVZ6xc+TVXrqTi5uZG585defLJZzAYiv7nY1zcRd54Yx6//XYYo9FIp07hjB8/CYPBwPffr+bTTz8mOTmJJk2CeOGFmVSv7lOk73+jzwi46funp6fz1lvz+eWXHQAMGPAAo0aNKbK4zp07yyOPDKNTp87MnPkyv/12mCVL3uPYsaPo9U4EBbVgwoQpVK9evUjjsVgsvPHGPPbs2U1aWho1awYyZsw4QkPbkpOTw6xZ0zl69Ajx8XG8/fb7NG/eUtt23749LF36AcePH8XLqxIrV36vLYuPj2fEiMF53is7O5tx4yYwfPjDhY4BYM+e3SxY8BoJCfHce29jpk9/CX//GgBMmjSeQ4f2a/vKycnhrrtqs3z5VwXGoJRi+fKPWLNmFRkZGYSG3s9zz00vsKVKHggRN/XHqRQA/Ku5OziS4qeU4oPDn5BiTqVzrQ6SUAkhRBl1+s/L/LTmDwDqNKhO89CKfT2vXt2HRx4ZRURE33yX//jjJn76aRs//bRNS6gA2rXryJIly9iwYQuffPIVsbF/snLll8US4xtvzKNKlaqsWbOOpUs/48CBfXz77Ur27dvD4sXv8Oqrb7B27c8EBATw0kvTi/z9b/QZFfT+ixYtwGQysXLl93zwwTLWr19LdPR3RRbXggWv0bDh3z1m0tPT6Nt3ICtXfsfKlT/g7u7O3Lmzijwem82Gr68f//1vFOvXb+bxx8cyc+Y04uJynzNv2jSIGTNextvb+7ptXV1diYjoy5NPPnPdMn9/f+1c++mnbSxb9iVOTk506hR+SzGkpqYyffoUHntsLGvX/kzDhvcyc+Y0bds33ng7z/s0btyUsLAuhYph3bpo1q9fy3vvfcjq1T9iNpt5883/K/Azk6RK5CsuKZO5n+zlf4fjAPCp4lbAFmXfqbQzHE35kwAPf3rV6eLocIQQQtyGsyeT+PGb3wCo7udJj4GNHRyR43XsGE6HDp2oVKnyLW1Xs2YglStXAXJvPOp0Tpw/f744QiQu7iKdO3fFxcUFb+/qhITcz6lTJ9ix43906tSZunXr4ezszMiRj3HgwD4uXCjaOG70GRX0/tu3b+XBB0fg6upKjRoB9O7dr8iSqo0b1+Pp6UWLFq20eaGhbQkP74KHhyeurq4MGjSUw4cPasuLKh43NzdGjRpDjRoBODk50bZtewICAjh27AjOzs4MGfIgzZoF4eR0/UBP997bmB49IggIqFng+6xbF02zZsHUqBFwSzFs2fIzderUIzy8Cy4uLjz66GhiY//kzJnT1+0nLu4ihw4doEePiELFsH37ViIi+uLn54+7uzsPPfQIP//8E9nZ2Tc9FkmqRB45VjsLVxxk+ge7iL1wBYBOwTW5O/DWLsRl0a64vQAMqt8Ho75kCh0LIe5MxqEDnHn5JWxZmY4ORZQCp45fIvrrwwBU8/FgcGTLArYQAA880IcBA3oxd+4sUlNT8yzbsGEd3bp1JCKiCydOHKdfv4HFEsPgwcOJifkJk8nEpUuJ/PLLdkJC7r9uvavjq508GVsscRSkoPdXSnHy5Ik7fp/MzAyWLFnM008/e9P1Dh7cR506dW+4vKjiSU5O4ty5s9SpU++O93WVUop166Lp2bP3Lcdw6tRJ7r67vrbMzc2NwMBATp26/ljXrYumadOgfBO3wsSglMJisXDmzJmbxidJldCYc2yMfWMLh04kAVDL15P/jGzFv7vf4+DIip9d2dk37B8TAAAgAElEQVR/6TBezp7Ur3Lji5MQonTJPnYU85nT5CQkODoU4WBHD8WxblXu0Onevh4MHdWqgC1E5cpVWLJkOStXfs+HH35CVlYms2e/mGedbt16sGHDFr74YhX9+g3SCqkXtaCg5pw8eYLu3TsyYEAvGja8lw4dOhESEsrmzRuJjf0Ts9nE0qUfoNPpMJlMxRLHPxX0/iEh9/PZZ8vIysrk/PlzREd/h9l857F98MH79O7dF1/fGxcTj439k6VLlzBu3N/d7IojHqvVyqxZM+jRI4Latf91R/u61qFDB0hJSaZTp863HEN2dhYeHp551vHw8CAr6/ri6uvWRdOrV59CxxAScj/ff7+GuLiLZGRk8NlnywCkpUoUTCnFul1nGfvGFux/3YF5/sFgZj3amtr+pXcI2aJ0Ju08mTlZNKl+L/p8mrKFEEKUXvt2nmHT2mMA+AdWYsijklAVhru7Ow0b3ovBYKBaNW+effY5du/+hax8Wn5r1bqLOnXq8sYbrxV5HHa7nUmTnqZjxzB++mkb0dEbSU9P47333qZVqxAiI0fz4ovP8cADfalRIwB3d/ebJhtFqaD3nzBhMkajC8OGDWTq1El06dIdH587KwD+55/H2LNnN0OHPnTDdc6fP8fkyeN55plJNGsWrM0v6njsdjsvvzwDZ2cDEyc+f9v7yc+PP/5Ax47huLvf/Ln9/GJwc3MnMzPveZqRkXHdvg4ePEByctINE7f8YoiI6EvXrt15+ukxjBgxRBuEw9/f/6Zxyuh/FYhSij3HLpGRZQFg497zJCRna4nUVXNHt6kQA1Nc62jynwA08m7g4EiEEELcig2rf+fE0UtA7qAU8gzV7dP9VT7Fbs+/hKnNZivyZ5kA0tLSSEiIZ9CgoRiNRoxGI7169eWDD97lySefYdCgIQwaNASAs2fPsGzZh0XaDa0gN3v/SpUq85//vKKtu3jxOzRqdN8dvd/+/XuJj7/IoEG5XdKys7Ow2eycPn2Sjz76jPj4OCZMeJKRI0dd95xQUcajlGLevJdJTk5m/vy3inTUR7PZxKZNG5k7d/5txVCnTl3WrftBWy87O5sLFy5cd16sW/cDHTqE5Zu43SgGJycnRo0ao42auHv3L/j4+OLnd/NEXpKqcsauFCcvpGG22gD46ddzXErNba6MT84iv1LPd9esjELRoWkAre/1w8W54rXUnLhyCoAGVUruIi2EEOLOfLNsL4lxuYVvg9vcRZtO0n07P1arFZvNht1ux263YTab0ev1HDt2FC8vTwID7yI9PY2FC+cTHNwCT8/cblXff7+adu06ULVqNU6dOsknn3xMSEjR1/uqUqUKNWrUZPXqlQwb9jDZ2dn8+OMP1KtXH7PZzIUL56hTpx4JCQm8/vocBg8eTqVKlYo0hht9RrmJ5I3f/8KF83h6euLp6cXu3b/w3XerWLQo6o5i6dt3IJ07d9Omv/jiU+LjLzJp0jQuXUpk/PgnGDhwCP37P3DdtkUZz/z5r3L69CkWLnwXF5e8JQksFov2fJnVasVsNmM0GtHpdNjtdnJycrBarSilMJvNODk54ezsrG2/ZctmvLwq5RmK/VZi6NAhjHfffYvNm2MIDW3H0qVR3H13/TzdE81mEz///NMNE7cbxZCWdoX09HQCAmpy+vQpFi1awMiRj+HkdPMOfpJUlRMp6Wa+jPmTQyeTMFts1y33cnfG080Zu13RrmkN6tTIvRjU8vWkhrdHSYdbqiilOJd+gequ1fA0VuzPQgghygKlFJ8v3kVaau6zIp37NKLBfSXTHawsWrbsQ5Yu/UCbXr/+RyIjH+euu2oTFfUuKSnJeHh40LJlCC+9NEdb7/Dhg0RFvUt2dhZVqlQlLKwLjz32RLHEOHfu67z11ht8+uky9HonmjdvxfjxE7FYLMya9SIXLpzH3d2DXr36FEsMN/qMhgx58Kbvf/ToEd5++w0yMtKpVas2M2e+Qt26d3aD1tXVFVfXvxMINzc3jEYXqlatykcfRXHx4gWWLo1i6dK/k6WfftpWpPHEx8exZs0qjEYj/fp11+ZPmfIC3br15MEHBxEfnztC9MSJTwGwYsV31KgRwIED+xg//u/PqHPntgQFNee///073nXrfqB7915a6+jtxPDKK6/z5puvM3v2TO699z5mzZqbZ/utWzfj6el1w8TtRjGkpqby/PPPkpiYQJUqVRk8eFihBmjRKZVf20XJunQp/bp5Pj5e+c4vb+70OO1KEfXd7+w+kphnftsm/vj+NQx647reWhJVlAoqguZIt3JOpZhSeXHHXIJ8GvN4k3+XRHjFpiz/uykv51N5U9qP89KKL0lZv467ps/E9ZoRsOR8Kp2K4jhtVjtLFmzTuqj1HNSYf9WvXhTh3VRZO6eEEEWroGuAtFSVYVabnWfe3ka2ObdlKtDHg9F978OvqjvOBhmDpLDiMnNHDQvwrOHgSIQQQtxMdpaFj9/eoU33fziYGhWg5IcQovSTX95llN2uePGDXVpC9WT/xsweFUKgj6ckVLcoMesyAH5uxX+nUwghxO1JupSRJ6EaPrp1mUiopk2bRmhoKL17/10HJzU1lcjISLp160ZkZCRXrlzRli1evJiuXbvSvXt3tm3b5oiQhRC3QX59l0E2u51J724n8a8BKCYPC6JlwzsbvrMiu5ydW5fLx12SKiGEKI1OHE3k6w/3aNOPTmhLlTIySu3AgQNZsmRJnnlRUVGEhoayYcMGQkNDiYrKfdYkNjaW6OhooqOjWbJkCbNmzcJmu/45aSFE6SNJVRmTY7Xz+OubuZKROyz6uAFNuPdfxVOIr6K4bEoGwNtNPkchhChtdsTEsmH1HwC4uhkY81wHXFydC9iq9GjVqhWVK+dtUYuJiaF///4A9O/fn40bN2rzIyIiMBqN1KpVi9q1a3Po0KESj1kIcevkmaoy5rn3/+768J+RrSpMcd7ilJSdjKveFQ9D2bjrKYQQFYHdbufLD37lSkpur4zyVIMqKSkJX9/cHiY+Pj4kJeX2mEhISKBZs2baen5+fiQkJDgkRiHErZGkqoy4kmlhzvI9WgvV7EdbE+jr6eCoyocr5jSquFS66bCeQgghSk5aajafvb9Lm27X5W6atAx0YETFR6fT3fH3T9Wq7hgMuTUmH3zus6II65Z9/vpDN1w2cukzJRhJro8j37rhsrX/jizBSHL1Wr70psvnTl9RQpH87YU5g2+4bOsPL5VcIH/p0PvG7znx2y0lF8g1FgzoWOh1JakqAw7EXubtlX83/4/o1kASqiKSY7eSac2ipleAo0MRQggBHPstnp9/OKpNPzCyBT7lrFeGt7c3iYmJ+Pr6kpiYSLVqud3P/fz8iI+P19ZLSEjAz6/g+lspKVnFFmthlbZh3SWegpW2mEpbPJA3poKGVJdnqkq5b7ac0BIqg96JuaPbENa8fN6tc4Q0c+4/lsrG8vWFLYQQZY1SirUrDmsJlYurgccmtS93CRVAeHg4q1evBmD16tV07txZmx8dHY3FYuHcuXOcPn2apk2bOjJUIUQhSUtVKZRjtbP9cBzL1x/T5jW8qwpThgdLF7UilmZJA6CyS9EXRxZCCFE4NpudZYt2YDZZAbg3OICO3Rs4OKqiMXHiRHbv3k1KSgodOnTg6aefZvTo0UyYMIGVK1cSEBDAwoULAahfvz49e/akV69e6PV6Zs6ciV6vd/ARCCEKo8Ckymw289BDD2GxWLDZbHTv3p3x48ezaNEivv76a63JeuLEiXTsmNvvcPHixaxcuRInJydefPFF2rdvX7xHUU4kpGTxxcY/OXQiKc/8IWF30711LUmoisEVS25LVSVpqRJCCIf4Z0HfHgMbU6dB+SlxsWDBgnznL1u2LN/5Y8eOZezYscUZkhCiGBSYVBmNRpYtW4aHhwc5OTk8+OCDdOjQAYCRI0cyatSoPOtfW2MhISGByMhI1q9fL3dabsJqs7N83TH+dzhOm2fQ63ig0910bBaAi1E+u+KSbskAwMsoz6gJIURJS0rM4OuP/q4/NeyxVlSt7uHAiIQQ4vYUmFTpdDo8PHIvcFarFavVetMWkxvVWAgODi66qMuRX36LY87S3dp0DW93xvS9j7v8pOWkJGRYMgHwdJYvcSGEKElnYpNYu/KwNh35TFtc3cpO/SkhhLhWoZ6pstlsDBw4kLNnz/Lggw/SrFkztm7dyqeffsrq1atp3LgxU6dOpXLlyrdVY+HaoUCvVdAoG2VNlimH3b/HY7UpNu09x/GzKZgsf1dK/89jbWjZqOBRfkTRycjJbanyNEpSJYQQJeW3fRfYtuFPAFzdnXnkqftxcpIu7kKIsqtQSZVer2fNmjWkpaUxbtw4jh8/zvDhw3nyySfR6XS89dZbzJs3j1dfffW2gshvKFAfH69SObRiYdnsds4mZLD7SAJHz6QCcCbh+uP5V41KNAiszMAOdTE668vUMZeHpDczJ7eopIdBkiohhCgJW9cf5/f9FwGoEViZ/g9LTxYhRNl3S6P/VapUiZCQELZt25bnWarBgwfzxBNPALdfY6E8MVmsTPzv9jytUM4GJ1yMeqxWO8O71Mdo0FOjujttmgWWqUSqvDHZTAC4GVwdHIkQQpRvSikWv7GFhIu5o67eG1SDjj3ucXBUQghRNApMqpKTkzEYDFSqVAmTycSOHTt4/PHHtaJ1ABs3bqR+/fpAbo2FSZMmERkZSUJCQoWrsXD8XCrzPtunTXcKrsm9tavSsqGvA6MSN2Ky5iZVrgYXB0cihBDll9lk5aOF/9Om23etT+MWNR0YkRBCFK0Ck6rExESmTp2KzWZDKUWPHj0ICwtjypQpHD2aW6CvZs2azJ49G6i4NRYup2azfMMxfjuZrM2bO7oN/tXcHRiVKEi21YSL3oiTTupgCyFEcbh4NpU1nx/Qpvs9FERArSoOjEgIIYpegUlVw4YNtarf1/q///u/G25Tnmss2JXifGIGOVY73+84TVqmBYDT8X934QuuX50xfe/D6Fz+k8myLttqws3g5ugwhBCiXDr46zl2xJzQpif+pyvZ5hwHRiSEEMXjlp6pqshyrHa+/jmW//0Wh/maZ6UAjM5OGJ2d8HJzZkzfxtwdWNlBUYpbZbKa8HIp+wNuVHTh4eF4eHjg5OSEXq9n1apVpKam8uyzz3LhwgVq1qzJwoULqVw599+mFCgXovj9tOZ3Yo9cAsC3hhcD/90cz0quZF+SpEoIUf5IUlUIl1Ozee79nXnmhd7nR1UvV9rc60egrxSOLYuUUmTbTPgZfBwdiigCy5Yto1q1atp0VFQUoaGhjB49mqioKKKiopgyZYoUKBeimCml+HzxLtJSc59ZbdoqkLad73ZwVEIIUbwkqSqAUipPQjVpWBD1AirhapSPrqyz2HOwKzuuMvJfuRQTE8Mnn3wCQP/+/RkxYgRTpkyRAuVCFCOL2cqHb/49IEXnPo1ocF/FGgFYCFExSWZQgB92ntFevzuxgyRT5Ui2NbdGlZtekqryIDIyEr1ez9ChQxk6dChJSUnaCKU+Pj4kJSUB3FaBciFEwVIuZ/Llkl+16UGPNMe3RiUHRiSEECVHMoSbUErx7daTAIyKaCQJVTlzdTh1qVFV9n3xxRf4+fmRlJREZGQkdevWzbNcp9Oh0+lue/9Vq7pjMFzfPbA8FMAujNJ8nBluRlKAKlU98CrFcZZ3sUcS+WnNH9r0v8eF4uElpSqEEBWHZAk3se1QnPa6bZMaDoxEFIcsLamS0f/KuqsFxr29venatSuHDh3C29tbq6eXmJioPW91OwXKU1Kyrpvn4+NVIQp3l/bjzM7OHYE1NSUT0zVxluZEsLzZ8XMsB3efB8DNw5kRT4ai10uZCiFExSJXvZv4+MfcOlzDOtd3cCSiOGRrhX+lpaosy8rKIiMjQ3u9fft26tevT3h4uFYOYvXq1XTu3BnIHSkwOjoai8XCuXPnKlyBciGKilKKNZ8f0BKqeg19GPl0W0mohBAVkrRU5UMpxeLvftemu7QMdGA0oriYrj5TJUlVmZaUlMS4ceMAsNls9O7dmw4dOtCkSRMmTJjAypUrCQgIYOHChUDFLVAuRFGy2xVL39qOxWwFIDSsHkEhtRwclRBCOI4kVfl4f83v/Ho0EYB/d78Hpzt4FkPcmo8//pgVK1ag0+lo0KABr776KtnZ2TesN3QnsuWZqnKhVq1afPfdd9fNr1q1KsuWLct3m/JcoFwUra1btzJnzhzsdjuDBw9m9OjReZanp6czZcoULl68iM1m49FHH2XQoEEOirZkmE05fLRwuzbda3ATatfzdmBEQgjheNJG/w8xe89rCdWwzvXpFFzTwRFVHAkJCSxfvpxvvvmGH374AZvNRnR0tFZvaMOGDYSGhhIVFVUk7ydJlRDiZmw2G7Nnz2bJkiVER0fzww8/EBsbm2edzz77jHr16vHdd9/xySef8Nprr2GxWBwUcfHLTDfnSaiGPNpSEiohhECSqjyyzVY+++k4ABGhtenWSroylDSbzYbJZMJqtWIymfD19SUmJob+/fsDufWGNm7cWCTvZZKBKoQQN3Ho0CFq165NrVq1MBqNREREEBMTk2cdnU5HZmYmSikyMzOpXLkyBkP57ARyJSWb5e/8Xbdx5Pj78fb1dGBEQghRekhSdY2rz1HpgEEd6zk2mArIz8+PRx99lLCwMNq1a4enpyft2rW7Yb2hO5VtMwPgqpdhf4UQ10tISMDf31+bzq+m2UMPPcSJEydo3749ffv2Zfr06Tg5lb+v1ssJ6Xy+eJc2/djE9ri5Gx0YkRBClC7l83babbDZ7Rw6kftjfdao1g6OpmK6cuUKMTExxMTE4OXlxTPPPMOaNWvyrFPYekOFqSukO2UHoIZvNXw8y8/wyzKUtBAl53//+x+NGjVi+fLlnD17lsjISFq2bImn541bcMpa3bOzJ5NYsXSvNv3Ca73yjb+wSutxCiHEnZCk6i//+6smVSV3ZwJ9pDuDI+zYsYPAwECtnlC3bt3Yv3//DesN3Uxh6gqlZWYCkJGaw6Xs0luH51aU9ppCNyM/tERpU5iaZqtWrWL06NHodDpq165NYGAgJ0+evOkw/WWp7tnZk0lEf30YAGejnlHPtss3/sIqrcdZGHKNEkLcTPnro3CbvtlyEoB+7eo4OJKKKyAggIMHD5KdnY1Sip07d1KvXr0b1hu6U2Zb7sPkLnrnItmfEKJ8adKkCadPn+bcuXNYLBaio6MJDw/Ps06NGjXYuTP3OaPLly9z6tQpAgPLRxmOi+dStYSqUhVXRj3brlA9BYQQoiKSlipg95EEMrJzAGjXNMDB0VRczZo1o3v37gwYMACDwUCjRo0YOnQomZmZ+dYbulMmqwkdOlzkmSohRD4MBgMzZ87ksccew2azMWjQIOrXr88XX3wBwPDhw3nyySeZNm0affr0QSnF5MmTC9WaXtolX85kzWcHgNyE6qEn2jg4IiGEKN0qfFK1/XAcH0YfASD0Pn+cDdJ450jjx49n/PjxeeYZjcYb1hu6EyabGVeDi9x5FaIsU8W7+44dO9KxY8c884YPH6699vPz46OPPireIEpYVqaFr5b8CuR2+XtwTIiDIxJCiNKvQidVWw5cYNm6YwDUC6jEY70bOTgiUZKyrSZppRKivJCbI0Uix2Jj2aId2vSjE6TLnxBCFEaFTapOxaVpCdW9/6rK5GHBDo5IlLRsazZVXao4OgwhhCgVlFIsWbBNm35sYjucnCShEkKIwiiwr5vZbOaBBx6gb9++RERE8PbbbwOQmppKZGQk3bp1IzIykitXrmjbLF68mK5du9K9e3e2bdt2o107jF0pXl62BwC/au5MGhrk4IhESbMrOyarWQr/CiHEX77+aI/2+t/jQnE2Vtj7rkIIccsKTKquPs/y3XffsXr1arZt28aBAweIiooiNDSUDRs2EBoaSlRUFACxsbFER0cTHR3NkiVLmDVrFjabrdgPpLBsdjszlvxdwPDlUa2la0MFZLaZUSjcnV0dHYoQQjjclnXHSL6UW2bigZEt8PCSrtFCCHErCkyqdDodHh4eAFitVqxWKzqdjpiYGPr37w9A//792bhxIwAxMTFERERgNBqpVasWtWvX5tChQ8V4CIVzKi6Nz386zuOvbyYuKbfGxvMPBmPQy8AUFVFWjglAWqqEEBXe0UNx/HEgt1ZjeERDfPylHpMQQtyqQrXt22w2Bg4cyNmzZ3nwwQdp1qwZSUlJ+Pr6AuDj40NSUhKQWxyxWbNm2rZ+fn4kJCQUQ+g3dyoujZR0M99tP0V6Vg4p6WZtmQ54ZnBT7rmraonHJUqHbGs2IEmVEKJiS79iYtPa3OeLm7YM5J4m/g6OSAghyqZCJVV6vZ41a9aQlpbGuHHjOH78eJ7lOp3ujrrQVa3qjsGgv27+rVYvz8jO4bMfj3D4xGXOxOet2O7v7U5AdU8Ght1N47re6EtRC5VUaS95V5Mqd4N0/xNCVExKKT597xcAvCq70rbL3Q6OSAghyq5begq1UqVKhISEsG3bNry9vUlMTMTX15fExESt2KGfnx/x8fHaNgkJCfj5+d10vykpWdfN8/Hx4tKl9HzWzl/shSvM/WRvnnn31KpCcAMfmtStRg1vD21+cnJmofdb3G71OEuTspwMZlml+58QomLb9tOf2uvhj7d2YCRCCFH2Fdhck5ycTFpaGgAmk4kdO3ZQt25dwsPDWb16NQCrV6+mc+fOAISHhxMdHY3FYuHcuXOcPn2apk2bFuMhQHxyVp6EavKwIJY8H8bzDzWnW6taeRIqIUC6/wkhKrbkS5n8vu8iABFDmqKXwvcO8fHHHxMREUHv3r2ZOHEiZrP5pqMrCyFKrwJbqhITE5k6dSo2mw2lFD169CAsLIygoCAmTJjAypUrCQgIYOHChQDUr1+fnj170qtXL/R6PTNnzkSvv75rX1F6a8XB3IPRO/H+5I44yWh+ogDZWkuVdP8TQlQsSim++vBXAALuqsJddas5OKKKKSEhgeXLl7N27VpcXV155plniI6OJjY2ltDQUEaPHk1UVBRRUVFMmTLF0eEKIQpQYFLVsGFDrUXqWlWrVmXZsmX5bjN27FjGjh1759EVglKKhJTcVoe3xreThEoUikmSKiFEBXV1YAqAPsOa3WRNUdxsNhsmkwmDwYDJZMLX15fFixfzySefALmjK48YMUKSKiHKgDJf2e/EhdyuiVU8jbi5lPnDESXkakuVq0FqsQghKo601GyOHc597rnv8GY4OcmNSEfx8/Pj0UcfJSwsDBcXF9q2bUu7du1uOLryzdxowK+SVNqes5Z4CnazmI6UYBxXlbXP6J/KfBby26nci03ofTIMrCi8bBmoQghRAa35/AAANWtXoWZtKSviSFeuXCEmJoaYmBi8vLx45plnWLNmTZ51Cju6cn4DfpW00jbolsRTsNIWU2mLB/LGVFCCVeafTD16JgWAugGVHByJKEtMNun+J4SoWI7/Fk9GWm7Nxl6Dmzg4GrFjxw4CAwOpVq0azs7OdOvWjf3792ujKwN5RlcWQpRuZT6pOn4+d1ScxnW8HRyJKEu07n96SaqEEBVDzA9HAWjdoY7Du4oJCAgI4ODBg2RnZ6OUYufOndSrV++GoysLIUq3Mt3970qGWXvtYpQvCFF4WdZsDDo9Rr2zo0MRQohid3jPee1189C7HBiJuKpZs2Z0796dAQMGYDAYaNSoEUOHDiUzMzPf0ZWFEKVbmU6qjp5NBSC4fnUHRyLKGpPVhKt0/RNCVABKKf63MRaA9t3qF+oZHVEyxo8fz/jx4/PMMxqNNxxdWQhRepXp7n+xf3X9aygP24pblJWTjbsMUiGEqAAO772gvW7cvKYDIxFCiPKrzCZVSili9uV2Z2h4lyRV4tZk26SlSghRMWz/q5UqrNc9Do5ECCHKrzKbVH23/bT2OtDHw3GBiDInx27FardKS5UQotw7/nuC9rph0xoOjEQIIcq3MptUrfnfKQBG97lX+oeLW2LSCv9KS5UQonyL+T63hGf7bvUdHIkQQpRvZTKpOhWXpr1uI0V/xS3KtmYDUqNKCFG+nT+dor2WZ6mEEKJ4lcmk6thfo/51aBbg4EhEWXS1RpUkVeWHzWajf//+jBkzBoDU1FQiIyPp1q0bkZGRXLlyRVt38eLFdO3ale7du7Nt2zZHhSxEsfs5OreVqmmrQAdHIoQQ5V+ZTKrOJWYA0LyBDKUubl22dP8rd5YvX069evW06aioKEJDQ9mwYQOhoaFERUUBEBsbS3R0NNHR0SxZsoRZs2Zhs9kcFbYQxSYr00JmugWANh3rOjgaIYQo/8pkUpWYkgWAb1V3B0ciyqKrz1TJQBXlQ3x8PJs3b+aBBx7Q5sXExNC/f38A+vfvz8aNG7X5ERERGI1GatWqRe3atTl06JBD4haiOG387g8A/GtWQm8ok1/1QghRppTJ4r9GZz0A3pWkpUHcOmmpKl/mzp3LlClTyMzM1OYlJSXh6+sLgI+PD0lJSQAkJCTQrFkzbT0/Pz8SEhIoSNWq7hgM+uvm+/h43Wn4ZUJpPs4MdyMpQJUq7niV4jhLks1q58KZ3G7ynfs0cnA0QghRMZTJpOp0fDoGvQ5nufsmbkO2TZ6pKi82bdpEtWrVaNy4Mbt27cp3HZ1Od8cjhKb81Tp+LR8fLy5dSr+j/ZYFpf04s7Nyu7ilpmZhuibO0pwIFrfd23JHx/XwNFKpirTICyFESSiTSZWXmzOJqVZHhyHKKG2gCr0kVWXdvn37+Pnnn9m6dStms5mMjAwmT56Mt7c3iYmJ+Pr6kpiYSLVq1YDclqn4+Hht+4SEBPz8/BwVvhDF4sCucwB07CnFfoUQoqSUyaaexNRsanjL81Ti9siQ6uXHpEmT2Lp1Kz///DMLFiygTZs2zJ8/n/DwcFavXg3A6tWr6W64YIMAACAASURBVNy5MwDh4eFER0djsVg4d+4cp0+fpmnTpo48BCGK1LXDqNeu5+3ASIQQomIpcy1VVpsdgCyTtFSJ22OymgF5pqo8Gz16NBMmTGDlypUEBASwcOFCAOrXr0/Pnj3p1asXer2emTNnotdf/6yUEGXV9phYABo3l5IjQghRkspcUpWWmdt/vpafp4MjEWWVSepUlUshISGEhIQAULVqVZYtW5bvemPHjmXs2LElGZoQJcJmtZN8KXfAljZh9QpYWwghRFEqsPtfXFwcI0aMoFevXkRERGg/VBYtWkT79u3p168f/fr1Y8uWLdo2xVlcM/OvFipnfZnsuShKAZMtt6XKRe/i4EiEEKLoHN57HoBKVVxxdpYWWCGEKEkFtlTp9XqmTp3KfffdR0ZGBoMGDaJt27YAjBw5klGjRuVZ/9rimgkJCURGRrJ+/foi62JzJTP3B3ENb48i2Z+oeExWM046J5ydylxDrRBC3NChPblJVesOdRwciRBCVDwFNvf4+vpy3333AeDp6UndunVvWteluItr5lhzn6my5NiKbJ+iYjHbzLjoXe54mG0hhCgtbFY7mem53ePvbuTr4GiEEKLiuaU+dOfPn+fIkSNa8cxPP/2UPn36MG3aNK5cuQLkDlHs7++vbVPY4pqFdSk193kY36pSe0PcnmyrSZ6nEkKUKwd/zR1GvZqPh9wwEkIIByh0/6fMzEzGjx/PCy+8gKenJ8OHD+fJJ59Ep9Px1ltvMW/ePF599dXbCqJqVXcMhuu7B+ZXvLGSV+6PYR9vz3JT3LG8HEdZYbKZqOZa1dFhCCFEkflt7wUAWtxf28GRCCFExVSopConJ4fx48fTp08funXrBkD16tW15YMHD+aJJ54Abq+4ZkpK1nXzfHy8uHQp/br5f5y8DICTsue7vKy50XGWBWUxGVRKYbKaZZAKIUS5YbXayMzI7fpXr6GPg6MRQoiKqcDuf0oppk+fTt26dYmMjNTmJyYmaq83btxI/fr1geIvrnm1U4OrUUY2Ko/S0tIYP348PXr0oGfPnuzfv5/U1FQiIyPp1q0bkZGRWlfT22G2WVAo6f4nhCiUrVu30r17d7p27UpUVFS+6+zatYt+/foRERHBww8/XMIRwrHDuV3svX2l658QQjhKgS1Ve/fuZc2aNTRo0IB+/foBMHHiRH744QeOHj0KQM2aNZn9/+3de3SU9Z0/8PdcMgm5EJJxZkIwmxoMvypC/HVxNacF1kmTkITACLgttmw7RzZr6pFFkC2IZBWlXtZ10257ukzZVcSVo5vDDpRxlV9iEX7WVhf1l3pBzdqsCZAZHHK/zPX5/fFkBhMuSeaS55L36xwPZDJ55jP4zTPP5/l+vp/v7t0Akr+55lmvuAdHbhYvitVoz549WLp0KX72s5/B7/djZGQE//zP/4zS0lLU1dXB4XDA4XBg27ZtMR1/JCSuyUvjTBURTSAUCmH37t149tlnYbFYsG7dOlitVlx//fXR5/T19eGRRx7Bvn37kJ+fD6/XO+1xfvCuWPq3eMm10/7aREQkmjCpWrJkCT755JNLHl++fPkVfyaZm2tGNv+dk2VIyvFJOv39/XjnnXfwxBNPAAAMBgMMBgNaWlpw4MABAIDNZsOGDRtiT6qCYkv+NM5UEamDICTt0K2trSgsLERBQQEAoKamBi0tLWOSql//+tcoLy9Hfn4+AMBoNCYtnssRBCG64W/xjVcvtSciouRR3EY9Oq12zJ+kHp2dncjNzcWOHTtw+vRpLFy4EDt37oTX64XZLLYINplMk7oTfKXmJ7OyxMeMs2crck3YZKj1fRFdXeLL3i7XzXb8FiHt7e0IBoPYsGEDBgcH8Zd/+Zew2WxXPe5UmjNN5GxHDwAgIysVeXOzp/zzUuA5iojUSHFJVdeFIWSlp0gdBiVBMBjERx99hF27dqGkpASPPfbYJWsYNBrNpNYMXKn5ydkvxYQs7NMqtkHI1bDxCdH0CoVC+PDDD/Hcc89hZGQE3/3ud1FSUoLrrrvyBrxTac40kTf+j1hJcl3xNYr43ec5iojUSnHTPSl6LXx+bvyrRnl5ecjLy4vug7ZixQp89NFHMBqN0cYoHo8Hubm5Mb/GxfI/rqkioqubTDfbvLw8fOtb30J6ejpyc3OxZMmS6Hrj6fDZh+K5cfEtXE9FRCQlRSVVoXAYgWAY8+cpo8SBpsZkMiEvLw+ff/45AOCtt97C/PnzYbVa4XQ6AQBOpxNlZWUxv8ZIcLRRBddUEdEEFi1ahPb2dnR0dMDv98PlcsFqtY55TllZGU6dOoVgMIjh4WG0trZi/vz50xLf8JA/+vfsnFnT8ppERHR5iir/GxoJin/6ghJHQsmya9cuPPDAAwgEAigoKMDjjz+OcDiMzZs3o6mpCfn5+WhsbIz5+CMhcaZqFrv/EdEE9Ho9GhoasHHjRoRCIaxduxbFxcU4ePAgAGD9+vWYP38+li5dilWrVkGr1WLdunVYsGDBtMT3wbtnAQB/Mj/22XsiIkoMRSVVw6NlfxbekVOtG264AYcOHbrk8f379yfk+JypIqKpWL58+SXdbtevXz/m640bN2Ljxo3TGRYA4JPWcwCAG0vmTvtrExHRWIoq/+sb3TE+zaCoXJBkZDiyTxXXVBGRgoVCYfT3iTPvXyu+RuJoiIhIUUlVICjOVGm5YTzFKDJTNUvHmSoiUq7/Pn0eADDHmD6pjqhERJRcikqqzveKF8SW3HSJIyGl4ua/RKQGre90AgBu+t/5EkdCRESAwpKqsCCIf4YFiSMhpbpY/sekioiUSRAEnO8S93r6OtdTKVpfXx82bdqEFStWoKqqCu+99x56enpgt9tRUVEBu92O3t5eqcMkoklQVFL1+dk+AIBpDhtVUGxGgj5ooIFByw2kiUiZ3KOfhalpeqSk6CSOhuKxZ88eLF26FK+++ioOHz6M+fPnw+FwoLS0FMeOHUNpaSkcDofUYRLRJCgqqRoYCgBgUkWxGwmOIE2fxjUIRKRYp978HwDA/1qUJ3EkFI/+/n688847WLduHQDAYDBg9uzZaGlpgc1mAwDYbDY0NzdLGSYRTZKi2uhd6BdLt+ZksXMbxWYk5EMa96giIgX74vMLAICb/6xA4kgoHp2dncjNzcWOHTtw+vRpLFy4EDt37oTX64XZbAYAmEwmeL1eiSMloslQVlI12j52djpLtyg2w8ER5KRmSx0GEVFMvOcHAABarQYZvMGoaMFgEB999BF27dqFkpISPPbYY5eU+mk0mklVVuTkpEOvl7YU1GTKkvT1x2M8E7taTB9PYxwRSvs3Gk8xSZUgCBgYDsCg17J0i2IiCIJY/pdhkToUIqKYfPDuWQBA8UKex5QuLy8PeXl5KCkpAQCsWLECDocDRqMRHo8HZrMZHo8Hubm5Ex6ru3so2eFO6Pz5fqlDGIPxTExuMcktHmBsTBMlWIpZUzXkCwIAcmezaxvFxhfyQ4DAjX+JSLE++9ANACi55VqJI6F4mUwm5OXl4fPPPwcAvPXWW5g/fz6sViucTicAwOl0oqysTMowiWiSFDNTNTwiJlWZLP2jGA0HuPEvESlXIBBCwB8CABjNmRJHQ4mwa9cuPPDAAwgEAigoKMDjjz+OcDiMzZs3o6mpCfn5+WhsbJQ6TCKaBMUkVb6A+EFSYOIHCcVmODAMAJypIiJFisxSmefKb90BxeaGG27AoUOHLnl8//79EkRDRPFQTPnf4OhMlZbrqShGQ6MzVWmcqSIiBfr8k/MAgBu44S8RkewoJqkSBAEAEAiFJI6ElGokKCZVqTqDxJEQEU3dmS96AADzv26SOBIiIhpvwqTq3Llz2LBhA6qrq1FTUxOdku7p6YHdbkdFRQXsdjt6e3ujP7N3716Ul5ejsrISJ0+eTEiggWAYAHBNNjf+pdj4QuLm0QYmVari8/mwbt06rFq1CjU1NfjZz34GYPrPUUTJFPAHEQ6JNxdT07i2mIhIbiZMqnQ6HbZv345XXnkFL730El588UW0tbXB4XCgtLQUx44dQ2lpaXRvhba2NrhcLrhcLuzbtw+PPPIIQgmYXeruF/eoMugVM7lGMuMLjo4hJlWqYjAYsH//fhw5cgROpxMnT57E+++/P+3nKKJk+uNn4gaw5nyupyIikqMJMxSz2YyFCxcCADIzM1FUVAS3242WlhbYbDYAgM1mQ3NzMwCgpaUFNTU1MBgMKCgoQGFhIVpbW+MOVD+aTA37efFDsfEF/QCYVKmNRqNBRkYGAHEzzWAwCI1GM+3nKKJkav/sSwBA8Q3cn4qISI6m1P2vs7MTH3/8MUpKSuD1emE2mwGIey14veJdNLfbHd3IDgAsFgvcbvdVj3ulncC/uslW2qwLAICighxZ7rgcD7W9H7nyhUaTKi1LZ9QmFAphzZo1+OKLL3DXXXdJco5SMzm/z4F0A7oh/j/KlHGc8fKcEzeg/FqxUeJIiIjociadVA0ODmLTpk148MEHkZk5tq25RqOBJo6ufJfbCdxkyhqzi7H7/AAAwDfsl+WOy7Ea/z6VRM4XWpcTmaliowr10el0OHz4MPr6+nDvvffi008/HfP96ThHqZXc3+fwkPh73d09hOGvxKm089NE+nvFRjuz53BdMRGRHE1qgVIgEMCmTZtQW1uLiooKAIDRaITH4wEAeDwe5ObmAhDv+nZ1dUV/1u12w2KJv1yhZ0BcDxMe7QJINFXRmSodZ6rUavbs2bj11ltx8uTJaT9HESXLxYSK20EQEcnVhEmVIAjYuXMnioqKYLfbo49brVY4nU4AgNPpRFlZWfRxl8sFv9+Pjo4OtLe3Y/HixXEHakgRS29mp3OWgWLjH02qUlj+pyoXLlxAX18fAGBkZAS//e1vUVRUNO3nKKJk6WzvBgAYzZkTPJOIiKQyYfnfqVOncPjwYSxYsACrV68GAGzZsgV1dXXYvHkzmpqakJ+fj8bGRgBAcXExqqqqUF1dDZ1Oh4aGBuh0l65FmKpAUGxQkWqI/1g0M/lHW6ozqVIXj8eD7du3IxQKQRAErFixArfffjtuvvnmaT1HESXLmf8Rk6rC+VxPRUQkVxMmVUuWLMEnn3xy2e9F9qwar76+HvX19fFFNk6HR1xTxZbqFKtAKAgASNFOqT8LydzXv/716IzUV+Xk5EzrOYooWS6cHwQAzC3IljgSIiK6EsVkKFmjZX+cqaJYBSIzVVxTRUQK4h1NqrJz2KSCiEiuFJNUdY7OVGVwJ3mKkT/M8j8iUpZQMAwASE3Tx9XBkoiIkksxSVXa6AxVagpnqig2kZkqPcv/iEghPOfEJiwZWakSR0JERFejmKTqv8/2Ic2gg1bLO3UUG66pIiKlOe8WqzT+pChX4kiIiOhqFJNU6bQajPhDUodBCuYP+aGBBjoNZzuJSBm8o0mVea66NjMmIlIbRSRV/kAIobCABQVzpA6FFCwQDkKv1XFdAhEpRtdZsfzvGguTKiIiOVNEUtU3JG7aGg4LEkdCShYMBbmeiogUpffCEABg9pw0iSMhIqKrUURS1d3vAwAYs/mhQrELhkMs/SMixRAEAYIA6HQazrATEcmcopIqE+/UURwC4QBnqohIMYYHxSqNXFOGxJEQEdFEFJFUhUbL/nRaRYRLMiWuqWJSRUTKENn0NzOLNxSJiOROEVnKOa/4wTLXmC5xJKRk/lAABm78S6Qqal5p6znXDwCYcw0/+4iI5E4RSVUoxJkqil8gFEAKkyoidVLhkqOhAbH0/RpzpsSREBHRRBSRpXi6hwEAOdxRnmIkCAICIbGlOhGREvT3jgDgmioiIiVQRFKl14thMqmiWIWFMAQInKkiIsWIrKnKms01VUREcqeIpKq9S6wrTzNwlkHtQqEQbDYb/vqv/xoA0NPTA7vdjoqKCtjtdvT29sZ03EA4AABsVEFEU3LixAlUVlaivLwcDofjis9rbW3FjTfeiFdffTVhr+0bCQIAUvjZR0Qke4pIqvRasVieSZX6Pf/885g/f370a4fDgdLSUhw7dgylpaVXvai5mkBYvDhhUkVEkxUKhbB7927s27cPLpcLR48eRVtb22Wf9/TTT+Ob3/xmwl5bEAQE/CGkpvGcRUSkBIpIqrr7fTCkaLn5ocp1dXXh+PHjWLduXfSxlpYW2Gw2AIDNZkNzc3NMxw4JIQDgmioimrTW1lYUFhaioKAABoMBNTU1aGlpueR5Bw4cQGVlJYxGY8JeO7JHVeZslr0TESmBIm6BDfmCMKQoIv+jOPzkJz/Btm3bMDg4GH3M6/XCbDYDAEwmE7xe76SOlZOTDr3+YgIljHbRypiVBpMpK4FRy4/a3x/RdHG73cjLy4t+bbFY0Nraeslzmpub8fzzz+MPf/jDpI47/vwU8dXf3S8GxJJloylTdb/Tans/RESAApKqQDAMAEhPlX2oFIff/OY3yM3NxU033YTf//73l32ORqOZ9Gxld/fQmK89Q30AgIAvjPPn++MLVsZMpizFvj9eaJES7dmzBw888AC0U9jyY/z5Cbj0d/d/Pv8SAJA6S6/Y3+nL4TmKiNRqwkxlx44dOH78OIxGI44ePQoA+Kd/+ie8/PLLyM3NBQBs2bIFy5cvBwDs3bsXTU1N0Gq1eOihh7B06dK4AuwfEksgvpY3O67jkLy9++67eP3113HixAn4fD4MDAzggQcegNFohMfjgdlshsfjiY65qQqFxfI/Hcv/iGiSLBYLurq6ol+73W5YLJYxz/nggw+wZcsWAEB3dzfeeOMN6PV6fPvb347rtft6xHbqc3K58S8RkRJMmFStWbMG3//+9/HjH/94zOM//OEPcffdd495rK2tDS6XCy6XC263G3a7Ha+99hp0utgvZL8c3aeD1G3r1q3YunUrAOD3v/89/vVf/xVPP/00nnzySTidTtTV1cHpdKKsrCym44cEccZTp2EZKRFNzqJFi9De3o6Ojg5YLBa4XC78wz/8w5jnvP7669G/b9++HX/+538ed0IFAH6f2FwnO2dW3MciIqLkm/AK85ZbbkF2dvakDtbS0oKamhoYDAYUFBSgsLDwkvrzqRocFuvKc7lYd0aqq6vDm2++iYqKCvz2t79FXV1dTMcJCeIFCmeqiGiy9Ho9GhoasHHjRlRXV6OqqgrFxcU4ePAgDh48mNTXPj+6lcjsOUyqiIiUIOaFSi+88AKcTiduuukmbN++HdnZ2XC73SgpKYk+x2KxwO12xxVg5/kBAEChhbXMM8Wtt96KW2+9FQCQk5OD/fv3x33MUDgyU8Wkiogmb/ny5dHy9oj169df9rlPPPFEwl53ePSGYnqGIWHHJPkJhUJYu3YtLBYL9u7di56eHtx///04c+YM5s2bh8bGxknf2CYiacWUVK1fvx4/+tGPoNFo8NOf/hRPPPEEHn/88ZiDuFonpNQ08QMlNyddtYtE1fq+5CTSUp1JFREpgRAWAHDjX7WL7M04MCDeQI7szVhXVweHwwGHw4Ft27ZJHCURTUZMSdU111wT/fudd96Je+65B8DkFvVeztU6If3xTA8AIFWrUWzHoKthJ6TpwaSKiJSkr2eEs1QqF9mb8Z577sFzzz0HQFxGceDAAQDi3owbNmxgUkWkEDElVZFubADQ3NyM4uJiAIDVasXWrVtht9vhdrvR3t6OxYsXxxVgp0e8e5OTxTVVFLtwpFHFFNoeExFJIRQSz1daHTe8V7Nk7s0oBbndaGU8E7taTB9PYxwRSvs3Gm/CpGrLli14++230d3djWXLluG+++7D22+/jdOnTwMA5s2bh927dwMAiouLUVVVherqauh0OjQ0NMTV+Q8A3N3DANioguITaamuZfc/IpK54UFxKxHOVKlXsvdmlILcqm4Yz8TkFpPc4gHGxjRRgjVhUvXMM89c8tidd955xefX19ejvr5+osNOWjAUhnYKJxaiy4nOVLH8j4hkbqDPBwDIuSZD4kgoWZK9NyMRTT9Z37YfHt2n45rsNIkjIaULQ1z0zeSciOSud7RCY1Z6isSRULJs3boVJ06cwOuvv45nnnkGt912G55++mlYrVY4nU4AiGtvRiKafrJOqryjG/8amVRRnMLhSKMKWQ95isG5c+ewYcMGVFdXo6amJtqCv6enB3a7HRUVFbDb7ejt7Y3+zN69e1FeXo7KykqcPHlSqtCJLiuSVGXxs2/GSdTejEQ0/WLep2o6dF0Qa4TN3FGe4hSZqdLK+z4CxUCn02H79u1YuHAhBgYGsHbtWnzzm9/EoUOHLtuauK2tDS6XCy6XC263G3a7Ha+99lrc6z+JEiUYFMuVMzK5lngmSMbejEQ0/WR9hXm+V7xbZ8lJlzgSUrrImioNZ6pUx2w2Y+HChQCAzMxMFBUVwe12o6WlBTabDYDYmri5uRmA2LK4pqYGBoMBBQUFKCwsRGtrq2TxE43X1xOZqWJSRUSkFLKeqTr7pdhmdK6RSRXFJyyMzlRxTZWqdXZ24uOPP0ZJSckVWxO73W6UlJREf8ZiscDtdl/1uFfboHwmkPP7HJiVgh4AOTkZyJRxnFPRP1r6ns6ZKiIixZB1UhVpKjCbbWUpTsLoTBVbqqvX4OAgNm3ahAcffBCZmZljvjeV1sSXc7UNytVO7u9zaDgAAOjuHsTwFFrfytnwkNhSPW0WG1UQESmFrK8w2zrFheVsVEHxCmM0qQJnqtQoEAhg06ZNqK2tRUVFBQBEWxMDGNOa2GKxoKurK/qzbrcbFotl+oMmuoJweHRmXcvzFRGRUsg6qYp8oGTxbh3FKVL+xzVV6iMIAnbu3ImioiLY7fbo41dqTWy1WuFyueD3+9HR0YH29nYsXrxYktiJxhMEAcODAcyew5uJRERKIuvyvy7vEGal6rm3EMUtzPI/1Tp16hQOHz6MBQsWYPXq1QCALVu2oK6uDps3b0ZTUxPy8/PR2NgIACguLkZVVRWqq6uh0+nQ0NDAzn8kG8GAuP2DhrNURESKIuukSpxdEKQOg1Tg4poqXqiozZIlS/DJJ59c9ntXak1cX1+P+vr6ZIZFFJPhIXGNWAbXEhMRKYpsb9sHguLduuwMdj+i+EX3qeJMFRHJ2EC/DwCQa8qc4JlERCQnsr3C7BsUux9ZuPEvJUA4zPI/IpK/wdGkilUaRETKItsrzIHRNrnBMD9YKH4Xu//JdsgTEWGgT0yqstj1lohIUWR7hXlhdPPDP7GwBILiF2lUwaYnRCRnI6M3FLNZpUFEpCiyTaqGfEEAQCjEmSqKX6SlOsv/iEjOLnw5CADIymZSRUSkJLK9wvyyZxgAkJPFRhUUP4Et1YlIASJz6Wnp3J+RiEhJZH+FOSeTSRXF72L3P5b/EZF8dXuHAACzmFQRESmKbJOqTs8AACAjTdZbaZFCRNdUyXfIExFhaEDsfKvT8VxFRKQksj1rp6eKyZSeHyyUAGFu/ktECqHV8TxFRKQ0ss1Y/ni2FwCQxRIISgCBjSqISObCYQHBYBi512RIHQoREU3RhFeYO3bsQGlpKVauXBl9rKenB3a7HRUVFbDb7ejt7Y1+b+/evSgvL0dlZSVOnjwZc2CzM8S1VKkpupiPQRQR3aeKSRURydTIkFj6p9VypoqISGkmvMJcs2YN9u3bN+Yxh8OB0tJSHDt2DKWlpXA4HACAtrY2uFwuuFwu7Nu3D4888ghCoVBMgY34xZbqs7imihKALdWJSO6Gh8Q9qlJnsUKDiEhpJrzCvOWWW5CdnT3msZaWFthsNgCAzWZDc3Nz9PGamhoYDAYUFBSgsLAQra2tMQUWKf8z6DlTRfELC2JyrwXvABORPA30+QAARhPL/4iIlCam2/ZerxdmsxkAYDKZ4PV6AQButxt5eXnR51ksFrjd7pgCM45ufKjngl1KgMhMlYYzVUTqMtqEBipoQuMb3fRep+d5iohIaeKurdNoNNDE+WGWk5MO/bgZKV8ghFmpOpjNs+M6thKYTFlSh6B6YW7+S6ROYfXcMBkeFNdUcY8qIiLliSmpMhqN8Hg8MJvN8Hg8yM3NBSDOTHV1dUWf53a7YbFYJjxed/fQJY+d+3IAep0W58/3xxKiYphMWYp9j0pKBi+uqVL+3WwiuijS2RMqaO7Q0z0MAMianSZxJERENFUx3dqzWq1wOp0AAKfTibKysujjLpcLfr8fHR0daG9vx+LFi2MKzJCiw+BwMKafJRpPYPc/InWKJFUqumGSxkYVRESKM+FM1ZYtW/D222+ju7sby5Ytw3333Ye6ujps3rwZTU1NyM/PR2NjIwCguLgYVVVVqK6uhk6nQ0NDA3S62BpNaDUaZLIEghIkUv6nke/WbEQUi8jvtgqSqt4LYtVGeqZB4kiIiGiqJkyqnnnmmcs+vn///ss+Xl9fj/r6+viiAhAIhpHNDxZKEJb/EalUdKZK+TdMAgGxS2lqGm8oEhEpjWw/hYKhMPRa2YZHCiOwUQWRKglh9ZT/BQPiecqQyq1EiIiURpZXmIIgYMQfgl6v/A9JkodwdE0VxxSRqqioUUVfj9ioQg2ljEREM41Mkyrxzy97R6QNhKbVuXPnsGHDBlRXV6OmpiZaYtrT0wO73Y6KigrY7Xb09vZO+djRfarkOeSJKFZJXlN14sQJVFZWory8HA6H45LvHzlyBLW1taitrcV3v/tdnD59OubX0uu10HJvRiIiRZLlFWYoLH5IXmvKlDgSmk46nQ7bt2/HK6+8gpdeegkvvvgi2tra4HA4UFpaimPHjqG0tPSyFzYTiTSq0LH8j0hVhCSuqQqFQti9ezf27dsHl8uFo0ePoq2tbcxzrr32Wrzwwgv49a9/jfr6euzatSvm1xsZDmJObnq8YRMRkQRkeYUZDIkfkjoVlHPQ5JnNZixcuBAAkJmZiaKiIrjdbrS0tMBmswEAbDYbmpubp3xsbv5LpFJJXFPV2tqKwsJCFBQUwGAwoKamBi0tLWOeHLA/4gAAFDBJREFU841vfAPZ2dkAgJtvvnnMXo1TERxtUhHwh+ILmoiIJCHLK8xIqRaTqpmrs7MTH3/8MUpKSuD1emE2mwEAJpMJXq93yscLq6jtMhF9RaS0NwmfF263G3l5edGvLRYL3G73FZ/f1NSEZcuWxfRaI8MBAIB5rnI2VScioosmbKkuhRBnqma0wcFBbNq0CQ8++CAyM8eWgGo0mkklRjk56dDrL3bQ0qeI9w8s5uzEBitDJhMvymgGGb1hInX3v9/97ndoamrCiy++OOFzx5+fAOB8Vz8AIBwSVP87rPb3R0QzkzyTqtFyDp1OlhNplESBQACbNm1CbW0tKioqAABGoxEejwdmsxkejwe5ubkTHqe7e2jM1z5/AFqNFufP9yclbrkwmbIU+x55oUWxSOaaKovFMqacz+12w2KxXPK806dP46GHHsKvfvUr5OTkTHjc8ecnABgc8AEAsnNnKfZ3eDJ4jrro3Llz+Nu//Vt4vV5oNBr8xV/8BX7wgx+gp6cH999/P86cOYN58+ahsbExWmJKRPIly6zFHxRrylmpNbMIgoCdO3eiqKgIdrs9+rjVaoXT6QQAOJ1OlJWVTfnYYUHgeioiNYqU/yXhA2PRokVob29HR0cH/H4/XC4XrFbrmOecPXsW9913H5566ilcd911Mb+WbyQI4OLaKlK/ZDZnIqLpJ8uZqvDoTFXvgF/iSGg6nTp1CocPH8aCBQuwevVqAMCWLVtQV1eHzZs3o6mpCfn5+WhsbJzyscNCmHtUEalREhtV6PV6NDQ0YOPGjQiFQli7di2Ki4tx8OBBAMD69evxi1/8Aj09PXjkkUcAiBfKhw4dmvJr9feJW4jkmjIS9wZI1sxmc3S98PjmTAcOHAAgNmfasGEDtm3bJmWoRDQJsk6q8thadkZZsmQJPvnkk8t+L7JnVawEIcyZKpXasWMHjh8/DqPRiKNHjwLAVctn9u7di6amJmi1Wjz00ENYunSplOFTnITImqokrcFdvnw5li9fPuax9evXR/++Z88e7NmzJ+7XCQbF9xEeXVNMM0u8zZkut05vusmthJvxTOxqMX08jXFEKO3faDxZJlWRNVVaNqqgBAmD5X9qtWbNGnz/+9/Hj3/84+hjkfKZuro6OBwOOBwObNu2DW1tbXC5XHC5XHC73bDb7Xjttdeg00l7MUJxSOKaqukUSaaystMkjoSmWyKaM11und50k9taOcYzMbnFJLd4gLExTZRgyfJTKPIZye5/lChhzlSp1i233HLJIu4r7W3W0tKCmpoaGAwGFBQUoLCwEK2trdMeMyVQEtdUTaehQbFRhT6FCf5McrXmTAAm3ZyJiKQny6tMzlRRooWFMHRMqmaMK5XPTHXfIZI/IYlrqqbT0OgaYn7uzRzJbM5ERNNPluV/kTVVbCxAicKZqplrsuUzV3Ol9QpyrP9OBjm/T0+KFkMATObZ0BoMUocTM51ePD+lpadIHAlNl2Q2ZyKi6SfPpErgTBUlFluqzyxX2ttssvsOjXe59QpK3m9nKuT+Pv2+AADgS+8gNHpf9HE5J4KXc+5MLwDAYGD530yRzOZMRDT9ZHmVGQiJXZC4pooShS3VZ5Yrlc9YrVa4XC74/X50dHSgvb0dixcvljJUipegjvK/jAxxls2QKst7nURENAFZnr1HfOLmhwPDAYkjIbUQ2P1PtbZs2YK3334b3d3dWLZsGe67774rls8UFxejqqoK1dXV0Ol0aGhoYOc/hRNUklT194r7VLFRBRGRMskyqUrRix+OWawtpwThmir1euaZZy77+JXKZ+rr61FfX5/MkGg6hUf3qVJ4UjU0xEYVRERKJsurzMhnpEHijexIPZhUEamUIAAJaEYiNZb9EREpW1xncavVioyMDGi1Wuh0Ohw6dAg9PT24//77cebMGcybNw+NjY2X7CEzkWijCmV/RpKMCILANVVEKiSMJlVK5/cFkTU7VeowiIgoRnHfut+/fz8OHz6MQ4cOAQAcDgdKS0tx7NgxlJaWwuFwTPmYkZbqGmZVlCBhcKaKSJVUklT19YxAq+c5iohIqRJ+Bm9paYHNZgMA2Gw2NDc3T/kYF2eqlP9BSfLA8j8ilRLCii/9AwB9ihbDg36pwyAiohjFXcRtt9uh0+nwne98B9/5znfg9XphNpsBACaTCV6vd8JjjN9YM7ND3K8je3aa4vYaicVMeI9SCwsCtFomVURqI4QFQOG/24IgIBgIY+61UyuVJyIi+YgrqTp48CAsFgu8Xi/sdjuKiorGfF8zycXD4zfW7O0dBgAMDvpkvelkIsh9Y82rUVIyyJkqIpVSQflfKCh2Z9Kn8BxFRKRUcZ3BLRYLAMBoNKK8vBytra0wGo3weDwAAI/Hg9zc3Ckfl+V/lGgCBGjB8USkOoKg+PK/QEDcm3FwgOV/RERKFXNSNTQ0hIGBgejf33zzTRQXF8NqtcLpdAIAnE4nysrKpnzsSKMK7tdBiSKw/I9InYSwamaqjOYMiSMhIqJYxVz+5/V6ce+99wIAQqEQVq5ciWXLlmHRokXYvHkzmpqakJ+fj8bGxikfmzNVlGgCBIAzVUSqI4QFQOGlvcFI+R/3ZiQiUqyYk6qCggIcOXLkksdzcnKwf//+uILqGS2BYE5FiSAwSSdSL0FQ/KaGI8MBAPzMIyJSMlne3stKTwEADPmCEkdCaiDOUhGRKqlgTdXofR+EQjxXEREplSyTqsgHTFa6QdpASBU4U0WkXoIq1lSJjSpmz0mTOBIiIoqVTJMq8SJY2R+TJBcXZ6o4oohUR1D+mqqAP7KmStnvg4hoJpPlGTwyU6X0kg6Sh0hKxZkqIhUKC9AofE3V8LC4jpjlf0REyiXTpCpSriVxIKQKkfHEmSoiFVLB5r8pKWLXP85UEREplyzP4GFeA1NCsZyUSK2EsPLXVAmjH3opBrZUJyJSKlkmVREs/6NEiOx7plH4ugsiupQQCECTkiJ1GHEJs+SdiEjxZHmVyfI/SizOVBGplRDwQ5ui7E6xkZkqpa8NIyKayWSZVF2cWeAHDMUvWk3K8USkOuFAABqDwpMq3kgkIlI8WSZVF7v/SRsHqcPFFv0cUERqIoTDQCik/PI/zlQRESmeTJMqXgRTInHmk0iNBL/Yilyr8KQqOlPFpIqISLHkmVSN/slrYEqEMJikE6mREAgAgPLL/8S9f3njh4hIweSZVLETEiUSxxORKoUD4kyV0sv/BK4jJiJSPJkmVVy0S4kjcKaKSJUE/+hMlcKTqmhzJll+IhMR0WTI8hTOPTsokQSuqSJSpUj5n2paqvMcRUSkWLJMqiIzVUSJcLHxCRGpSbT8T+lrqkY/8tiogohIuWSZVEVoedeOEoAzVUTqFG1UofDyP85UEREpnyyTqoub/0ocCKkCW/QTqVOovx8AoE1LkziS+ET2qeJMFRGRcskyqWL3P0oGjicidRn+9DQAYFbRfIkjic/F2XSJAyEiopglLak6ceIEKisrUV5eDofDMaWfFThTRePEM57CnKmiceIZTyQPQjCIwT/8ARqDAWnXFSXtdSYaK4Ig4LHHHkN5eTlqa2vx4YcfTvk1vnb9Nbhh8VxcY8lKRMikAjxHESlPUpKqUCiE3bt3Y9++fXC5XDh69Cja2tom/fMXZ6qSER0pTbzjCVxTRV8R/3giqYR9PvjOdKL3/57AF0/sQeC8B1l/dis0en1SXm8yY+XEiRNob2/HsWPH8Oijj+Lhhx+e8utY8mfjzh8sQYpBl6DIScl4jiJSpqR8ErW2tqKwsBAFBQUAgJqaGrS0tOD666+f1M9HkyrOLBASMJ64TxV9RbzjCQCEcBiBvj4ER9f0RDaYjp68Ig9EG5kK474tXPE50SdF/xj3vEn8rHDJ41/5WrhSbF/puiqIzxPCAvovzMLwhQHxa0EAwuGLfxcEQAiLjRaiPxMWnxMOj33+uMeEcAhCMAiEQhBC4t+FQABhvx+C34ewb/S/4WGEBwcRGhhAaKAfX5V1620w37UByTKZsdLS0gKbzQaNRoObb74ZfX198Hg8MJvNSYuL1C0R5ygimn5JSarcbjfy8vKiX1ssFrS2tk7+57uHAHDRLoniHU+DgdHxxJkqQvzjCQDO/vyn+Kz1/yU6NFnqkDoAjQa6jExoMzNguPZaGMxmGOZdi4yFi2D4yv/HZJjMWBn/nLy8PLjdbiZVFLNEnKOIaPolp2ZiikymsXXke370LYkikcb490/x++q/qcl0I16e/0sJo5leHE+JN/7f1PRog0SRkBpc6Xd0pvzuzpT3OZ2++m/64lPfkzCSy3vO/lOpQxij+vlnpQ7hEg/uuVPqEMYwrXxY6hDGeOaO5VKHMKGkrKmyWCzo6uqKfu12u2GxWJLxUjQDcDxRInE80WRNZqyMf05XVxfHE8WF5ygiZUpKUrVo0SK0t7ejo6MDfr8fLpcLVqs1GS9FMwDHEyUSxxNN1mTGitVqhdPphCAIeP/995GVlcXSP4oLz1FEypSU8j+9Xo+GhgZs3LgRoVAIa9euRXFxcTJeimYAjidKJI4nmqwrjZWDBw8CANavX4/ly5fjjTfeQHl5OWbNmoWf/OQnEkdNSsdzFJEyaYQxLZ+IiIiIiIhoKpK2+S8REREREdFMwKSKiIiIiIgoDrJMqk6cOIHKykqUl5fD4XBIHc6kWK1W1NbWYvXq1VizZg0AoKenB3a7HRUVFbDb7ejt7Y0+f+/evSgvL0dlZSVOnjwZffyDDz5AbW0tysvL8dhjj0U35PT7/di8eTPKy8tx5513orOzc3rfoIJxPHE8JRLHE8dTonFMcUwRxer5559HVVUVtm7dKnUoJMhMMBgUysrKhC+++ELw+XxCbW2t8Nlnn0kd1oRuv/12wev1jnnsySefFPbu3SsIgiDs3btXeOqppwRBEITPPvtMqK2tFXw+n/DFF18IZWVlQjAYFARBENauXSu89957QjgcFu6++27h+PHjgiAIwgsvvCDs2rVLEARBOHr0qPA3f/M30/XWFI3jieMpkTieOJ4SjWOKY4ooHpWVlcK5c+ekDoMEQZDdTFVraysKCwtRUFAAg8GAmpoatLS0SB1WTFpaWmCz2QAANpsNzc3N0cdrampgMBhQUFCAwsJCtLa2wuPxYGBgADfffDM0Gg1sNlv0vb/++uu44447AACVlZV46623onf06Mo4njieEonjieMp0TimOKbkoLOzEytWrMDWrVtRVVWFTZs2YXh4WNKYnE4namtrsWrVKmzbtk3SWADg2WefxcqVK7Fy5Uo899xzUocDAGhoaEBnZyf+6q/+ShYx/eIXv0BlZSXWr1+PLVu24F/+5V8kjWdoaAh1dXVYtWoVVq5ciVdeeSWprye7pMrtdiMvLy/6tcVigdvtljCiybPb7VizZg1eeuklAIDX643uV2IymeD1egFc+T2OfzwvLy/63t1uN+bOnQtAbLealZWF7u7uaXlfSsbxxPGUSBxPHE+JxjHFMSUXf/zjH3HXXXfhP//zP5GRkYEXX3xRslg+++wz/PKXv8T+/ftx5MgR7Ny5U7JYALFM9dChQ3j55Zfx0ksv4d///d/x0UcfSRoTAOzevRtmsxn79+/HD3/4Q0ljaW1txbFjx3DkyBH86le/wgcffCBpPABw8uRJmM1mHDlyBEePHsXSpUuT+npJ2adqJjp48CAsFgu8Xi/sdjuKiorGfF+j0UCj0UgUHSkNxxMlEscTJRrHlPrMnTsXf/qnfwoAWLVqFQ4cOIC7775bklh+97vfYcWKFcjNzQUAzJkzR5I4Ik6dOoVvf/vbSE9PBwCUl5fjv/7rv3DjjTdKGpecvPvuuygrK0NqaipSU1Nx++23Sx0SFixYgCeffBJ///d/j9tvvx1LlixJ6uvJbqbKYrGgq6sr+rXb7YbFYpEwosmJxGg0GlFeXo7W1lYYjUZ4PB4AgMfjiZ4crvQexz/e1dUVPa7FYsG5c+cAAMFgEP39/cjJyZmW96ZkHE8cT4nE8cTxlGgcUxxTcjE+CWZSTEp33XXX4dChQ1iwYAEaGxvx85//PKmvJ7ukatGiRWhvb0dHRwf8fj9cLhesVqvUYV3V0NAQBgYGon9/8803UVxcDKvVCqfTCUCsDS4rKwMgdk1yuVzw+/3o6OhAe3s7Fi9eDLPZjMzMTLz//vsQBOGSn/mP//gPAMBrr72G2267jSe8SeB44nhKJI4njqdE45jimJKLs2fP4r333gMAHD16NDprJYXbbrsNr776arTks6enR7JYAGDJkiVobm7G8PAwhoaG0NzcnPRZD6X5xje+gd/85jfw+XwYHBzE8ePHpQ4Jbrcbs2bNwurVq3H33XcnvWRTduV/er0eDQ0N2LhxI0KhENauXYvi4mKpw7oqr9eLe++9FwAQCoWwcuVKLFu2DIsWLcLmzZvR1NSE/Px8NDY2AgCKi4tRVVWF6upq6HQ6NDQ0QKfTAQD+7u/+Djt27MDIyAiWLVuGZcuWAQDWrVuHbdu2oby8HNnZ2fjHf/xHad6swnA8cTwlEscTx1OicUxxTMnFddddh3/7t3/Dgw8+iOuvvx7r16+XLJbi4mLcc8892LBhA7RaLW688UY88cQTksWzcOFCrFmzBnfeeScAcXyy9G+sxYsXw2q1YtWqVTAajViwYAGysrIkjenTTz/FU089Ba1WC71ej4cffjipr6cR2E6HiIiIaMbq7OzEPffcg6NHj0odCinY4OAgMjIyMDw8jO9973t49NFHsXDhQqnDmjaym6kiIiIiIiJlaWhoQFtbG3w+H+64444ZlVABnKkiIiIiIiKKi+waVRARERERESkJkyoiIiIiIqI4MKkiIiIiIiKKA5MqIiIiIiKiODCpIiIiIiIiigOTKiIiIiIiojj8f8ZKR7vJTDhEAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550d1365c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "examine_set(df.index)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Criteria for sampling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "mpl.rcParams['figure.figsize'] = (12, 2.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Quality filtering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "85498\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550d1cd9e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "qualified = set(df.query('markers >= 100').index.tolist())\n",
    "examine_set(qualified)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "85308\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550bf3aac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "qualified = set(df.query('contamination <= 10').index.tolist())\n",
    "examine_set(qualified)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "81291\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550c05d2b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "qualified = set(df.query('completeness >= 80').index.tolist())\n",
    "examine_set(qualified)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "NCBI reference and representative genomes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5108\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550d3e6f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "refp = set(df[df['refseq_category'] != 'na'].index.tolist())\n",
    "examine_set(refp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Only representatives of taxonomic groups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Taxonomic groups with only one representative: phylum: 11, class: 8, order: 29, family: 80, genus: 834, species: 18227\n"
     ]
    }
   ],
   "source": [
    "singles = {}\n",
    "reports = []\n",
    "for rank in ('phylum', 'class', 'order', 'family', 'genus', 'species'):\n",
    "    single_taxa = [i for i, val in df[rank].value_counts().iteritems() if val == 1]\n",
    "    singles[rank] = set(df[df[rank].isin(single_taxa)].index.tolist())\n",
    "    reports.append('%s: %d' % (rank, len(singles[rank])))\n",
    "print('Taxonomic groups with only one representative: %s' % ', '.join(reports))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550bf538d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "examine_set(singles['phylum'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550bf7e710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "examine_set(singles['class'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "29\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550d16bf60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "examine_set(singles['order'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "80\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550be22fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "examine_set(singles['family'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "834\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550d38a898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "examine_set(singles['genus'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "18227\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550c06e400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "examine_set(singles['species'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "No defined taxonomy above species"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "519 genomes belonging to 504 species\n"
     ]
    }
   ],
   "source": [
    "df_notax = df[df['phylum'].isnull() & df['class'].isnull()\n",
    "               & df['order'].isnull() & df['family'].isnull()\n",
    "               & df['genus'].isnull() & df['species'].notnull()]\n",
    "print('%d genomes belonging to %d species'\n",
    "      % (df_notax.shape[0], df_notax['species'].nunique()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "519\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550be34c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "examine_set(df_notax.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "495\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550d325780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "single_notax = df_notax.groupby('species').filter(lambda x: len(x) == 1).index\n",
    "examine_set(single_notax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Prototype selection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "k = 11000  # number of prototypes to keep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 47.6 s, sys: 33.9 s, total: 1min 21s\n",
      "Wall time: 1min 25s\n",
      "Sum of distances: 60152796.\n"
     ]
    }
   ],
   "source": [
    "%time prototypes = prototype_selection_destructive_maxdist(dm, k)\n",
    "print('Sum of distances: %d.' % distance_sum(prototypes, dm))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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/e++9x6hRo144psL2DQgIICAggLS0NEJCQliwYAH/+9//ePXVV1m0aBEajYa9e/cyduxYTp48ibm5+QvHUNGUxvn0dNugVCoZO3YsX3zxBV26dMHY2Jj333+/0LapJHz66ac0adKEhQsXYmlpyZo1a4qcxc/W1pa4uDg0Go32iz82NpZXX321FCOu3BwdHfO9MRIXF6d94vykhIQE7O3t8yx7utP75I3EmJgYVCoVnp6e2mUajSbfm41FURodeUF4ngcPHrBx40Y2btzIgQMHaNiwIcbGxjRv3px169a91LEf3yiPjo7W3rQoiJmZGZmZmdrX9+/f1/5sa2urfVoLkJmZmWeOlJ2dHfPmzaN169bPHLewfYWXI571FUF6ejpyuRwrKysyMzNZtGhRkfcNCQmhbt26vPfee2RlZWFoaMiAAQOYN2+e9o50fHw8R44cKfAYBw4c4Pbt20iSRJUqVZDJZGLIXylo0aIFNWvWZOHChWRkZJCdnc3Zs2fp2bMna9euJTo6mvT0dBYvXkz37t2fefJQVImJiaxbt46cnBx27drFjRs36NSp0zPbDRo0iNDQUG0ClNTUVHbt2qVdX6NGDe0EWsjtwP/yyy9cuHABSZLIyMjg4MGDpKWlFRrT8/a9efMmx48fR6lUIpfLMTEx0V4Eb9++XfvUtmrVqgBiCMH/K43zycbGhnv37mmfaCuVSpRKJdbW1hgZGXHo0KEyy5SWnp6OhYUFFhYW3Lhxgw0bNuRZ//T5+aQWLVpgamrKqlWryMnJ4eTJk/z555/06NGjLEKvtAICAtiwYQMHDhzAwMCABQsWYGdnl2/CD1tbW2JiYvIsi42NzXMj8MnvocdDjE6cOMGZM2c4c+YM586dyzOMsyR8+umn1KtXjz179nDu3DkmTJhQJjcQhIrv888/Z8yYMZiZmVGnTh3++ecf0tPTOXXq1Es/WTI0NKRfv358/vnnxMfHo1arOX/+vDaRz5MaNWrEzp07ycnJ4Z9//slzo8rX15eDBw9y5swZlEoly5YtyzPCafDgwSxZskR70y4xMZH9+/cXaV/h5YgrnyIIDAzE3t6eDh064O/v/0LzRAwMDPjss8+ws7Pj/fffJzs7mylTpuDo6Mjrr79Oq1atGD58OLdu3SrwGLdv3yYoKAhXV1cGDhzI4MGDadeuXUl8NOEJMpmMFStWcPv2bby8vOjYsSO7du2iX79+9OrVi6FDh9KlSxfkcjkzZ84s9vu0aNGC27dv065dO5YsWcKyZcuwsrJ6ZjsfHx9GjBjBxIkTadWqFT179uTw4cPa9R988AFTp07Fzc2NnTt30rx5cz777DNmz55NmzZt6NatG1u3bi1STM/bV6lUsnDhQtzd3fH09CQxMZGJEycCcOTIEfz9/XF1dWXu3LksXrxYO6yssiuN88nPzw8Ad3d3+vTpg6WlJTNmzGD8+PG0adOGHTt25Pu0szR89NFH7Nixg1atWjFz5sxnOkNPn59PksvlrFixgsOHD9OuXTtmzZrFl19+iZOTU5nEXhkVdGNkwIABLF26lKioKCRJ4urVqyQlJdGpUyeioqL4448/UKlU7Ny5k8jISDp37pzv8W1tbWnfvj3z588nLS0NjUbDnTt3OHXqVIl+jsI68oJQHMePHyc1NRUfHx8g93u6U6dOdO7cmZMnT5bINIuPPvqIBg0a0L9/f9q2bcuCBQvy7dCMHz+eO3fu0LZtW5YvX05AQIB2nbOzMyEhIUyePJkOHTpQtWrVPMP43nzzTby9vXn77bdxdXXl9ddfJyIiokj7Ci/HQBK3dgShzGzdupVNmzaJiwBBEMrU1atXmTFjBjdu3MDY2BhXV1dmz55NjRo1WLlyJZs3byYpKYl69erx9ddfY2dnx5kzZ5g3bx63b9/WDhl0c3MDchPc9OrViwEDBmjfIzU1lQULFnDgwAHS09NxcHDg3Xffxd/fv8C4Tp48yZQpU7Q3i+7evUuXLl24dOmS9qntk+91+vRpZs6cSXx8PI0bN8bd3Z0TJ06INlUQBJ0SHSpBKEOiQyUIgiAIglCxFHnIn1qtJjAwkJEjRwKQnJxMUFAQ3bp1IygoSFsAF2DlypX4+Pjg6+v73LlBQuU1bdo0PDw86Nmzp3aZOKeEl5WSksLYsWPx8/Oje/funD9/XpxXQonJr916kiRJzJkzBx8fHwICArh06VIZRygIgiDoQpE7VOvWrcszvj00NBQPDw/27t2Lh4cHoaGhAERGRhIWFkZYWBirVq1i1qxZqNXqko9cKNf69u3LqlWr8iyrDOdU3759xdOpUjR37lw6dOjA7t272b59O05OTpXivBLKRn7t1pMOHz5MVFQUe/fu5bPPPuPTTz8tu+D0WEhICK6urs/8CwkJ0XVogiAIJaJIHaq4uDgOHjxI//79tcvCw8O19SkCAwO1WUTCw8Px9/dHLpfj4OCAo6OjdkKcIDzWpk0bqlWrlmeZOKeEl5Gamsrp06e17ZRcLqdq1arivBJKTH7t1pMen2sGBga0bNmSlJSUfGvMVTazZ8/m/Pnzz/ybPXu2rkMTBEEoEUXqUM2bN48pU6bkSYf88OFDbG1tgdxioU+mAH8ya4hCochTt0IQCiLOKeFl3L17F2tra6ZNm0ZgYCDTp08nIyNDnFdCmXn6nLKzsxPnlCAIQiVQaOGTAwcOYG1tTbNmzTh58mS+2xgYGLxUXSSVSo2RkazY+wsVz8ueU1Axz6uUrFTupcYRlXSXxMxkMnIyeZSdSkpWKunKDNKUGaQo01BrSnbomqmRCSZGJpgbm2IqM0EuM8Zcbo6l3BwTI5MXOlb7V9xoatugROMDUKlUXL58mZkzZ+Li4sKcOXO0w/seE22VoI/EeVV6khMz2P3bRa5d/q9jKzMypIatJXUcny1X8aR6DWrSuEXxChPrg/v3U3UdgiBUKDVrVilwXaEdqnPnzvHnn39y+PBhsrOzSUtLY/LkydjY2JCQkICtrS0JCQlYW1sDuXd54+LitPvHx8fnKQSYn6SkjHyDLk+NQXmLFwqPOTtHjYlx3i/5551ML6skzymoGOdVjmkGJ25c4FrSDW49ukNSdv5VzQ0wwNzIDHNjMxwsa2NpbI6ZkTnmxmaYyUwwkZlgLDNGLjNGbijH2NAIoyf+yQxkyAwNMTIwwshQhlwmx8jQCGNDY4wNjTA0KNp0y6L+fp/epiTOKzs7O+zs7HBxcQFyazaFhoaKtuop5S1eKF7MpdlWFeTpcyouLq7StFX6GO/Nf++z57fcxCByEyOatKxFw+Z2WNew0GlbJQhCxVNoh2rSpElMmjQJyK0X8cMPP7BgwQK++OILtm3bRnBwMNu2baNLly4AeHt7M2nSJIKCgoiPjycqKooWLVqU7qcQStz+M9H8euAG/xvlQTXLF3sCUVze3t7inAI0koaz8Rc4EP0Xt1OjtcurGFvSzKYRdhYK7C3sqGlug6nMlCpySyyMzYvc6amoatasiZ2dHTdv3qRevXocP34cJycnnJycxHkllAlvb29++ukn/P39uXDhAlWqVNEONxXK1vXL8ez//QoAdRvUoFtgUwwNX27UgyAIQkEK7VAVJDg4mPHjx7N582bs7e1ZsmQJkFuJuXv37vTo0QOZTEZISAgymRjKUN5cv/sIlVpDepaqVDpUEydO5NSpUyQlJdGxY0fGjBkjzingTspdfri0nvuZDzE0MKSlXRMaV2uEs5UTtmY1XnoYZEU3c+ZMJk+eTE5ODg4ODnz++edoNJpKf14JJSO/dkulUgEwePBgOnXqxKFDh/Dx8cHMzIx58+bpOOLKR6PRsHPzRaJvJgLQvHVtPH2cdRyV/tmyZSM7d+7g5s1Iunb1Zfr0T5/ZZvXq7/j++5UsXvw1bdq4A6BUKlm6dAGHDx9EpVLRvLkLU6ZMo2ZNceNAqNz0orBvfo/d9XH4wPOUt3jh+TG/Pf9PABaP8aSahTzPPuVFeTuvzsSdZ/3VzeRoVLxm34Zujl40fuVVvY03P8X9/ZaX86q8nVP5KW/xQvkZ8ldc4rwqGWkpWWz76TypKdkA9BzYAoe61vluW9HbKnj+HKpDh/7EwMCQU6eOk52d/UyH6t69u0ybNolHjx4xY8YsbYdq/fq17N27m8WLv8LCwpIvv5xLZmYm8+b9rzQ/iiDohef9/6/cY4SEfB2/+N8cgCc7U0LpkCSJXbf2s/ryBgwMDHi3+TDeaNSfGmY2ug5NEAShXLh1/QHrV5wkNSUbY7mMYe+3K7AzJUCnTt507NiZqlXzLwOwcOEXjBo1BmNj4zzLY2NjcHdvh7W1DSYmJnTp0o1bt26UeHyxsTFMnjwWPz8vevXyZdGiL7RPgx9bvfo7PD3dOH06/4RpglCWRIdKyGP+T2f5bsdlAHzcHHQcTeUQdmsvO27tpZq8KlPcxuBSs5muQxIEQSgXcpRqdm3+h91bLqLRSDjUtSJobHssq5rqOrRy688/9yOXG+Ph4fnMup49e/PPPxd48OA+WVlZ7N27i3bt2pd4DAsXzqd6dSu2b9/N6tXr+fvvc/z222bt+nv37nLgwH5sbGqU+HsLQnGIDpUAQFpmDh+tOMa1u48A8GiqYKB3fR1HVfHtifqTXVHh1DC15sM2Y6hlUXhGMEEQBAESYlNY+9UxoiIfYmJqRK/BLvQc6ILMSP8vbaZNm4aHhwc9e/bULktOTiYoKIhu3boRFBTEo0ePtOtWrlyJj48Pvr6+HDlypNTiyshIJzT0a8aNm5zv+jp1XsHWVkFgYHd8fTtx+/YtgoJGlHgcsbExdOnig4mJCTY2NXB3fy3Pk7CCnqAJgq7of6sjlLrYh+mMXXqE+8lZAAR1b8S7ASIjUmm7cP8iv9/cjZVJdca4vkt1k/yHXgiCIAj/kSSJs0ej2LL2HDlKNbb2VRjynju1C6krpU/69u3LqlWr8iwLDQ3Fw8ODvXv34uHhoa2jFxkZSVhYGGFhYaxatYpZs2ahVpdsrcHHvv8+FF/fHtSqZZ/v+kWLvkCpVLJzZzj79h2hUydvJk0aW+JxDBgwmPDwfWRlZXH/fgInThzF3f014PlP0ARBV0SHqpLbdzqa6d/9N/544ej2dHDJvyEVSs69tFjWXd6IsaEx77UYLuZLCYIgFMH9uFS2rjvHqSNRyGQGeHatT99hrTAxLV9PKtq0aUO1anlvooWHhxMYGAhAYGAg+/fv1y739/dHLpfj4OCAo6MjERERpRLX2bOn2bz5F3r18qVXL18SEuIJCZnGTz+tAeD69X/p0SOAqlWrIZfL6ddvIFeuXCI5Of8aicXVsmUrbt68ga9vJ/r06UGjRk3o2LFzoU/QBEFXip02XSjfElOyGLXoENnK3LtcVlVMmBfc7plCvkLJU6pzWBGxhix1NsObDKZOFdGBFQRBeB5Jkjh3/A6nDt8CoKadJX59m1WouVIPHz7U1i2rWbMmDx8+BHKLjj8uWA65BaTj4+Nf6r1UKhVqtRqNRoNGoyY7OxuZTMbSpd/kSf7w7rtv8cEHE2jXLvfpUOPGTdm9OwxXVzdMTU357bdN1KhRk+rVq79UPE/SaDRMmjSGXr36sGLFD2RmZvD557P59ttlqNWa5z5BEwRdER2qSkat0bBm51WOPpHJr+drjvTt6KTDqCqXg9F/kZiVROc67Wlj56rrcARBEPTaw/tpHNp9jfh7KRgYgKvHK7TtULdC1+UzMDB46c9nZWWOkVH+N0mXL1/OV199pX29Z88uPvjgA8aMGZNnO2NjIxwcFDg65s7vDQmZzpw5c3jjjb7k5OTg7OzMt99+U6Lp5BMTE4mPj2PkyHeoUqUKYMPgwQNZsmQJMpmMuLg4tm/fot32008/ZsSIEQQHB5dYDD/99BNbt27l2rVr9OzZk/nz5wPw+++/88knn2i302g0ZGVlsWXLFpo1a4ZSqWTOnDns378flUpFq1atmDVrFgqFmB9d0YkOVSWRrVSz9fBN9p2J1i6zrmrCZ++4Y2YiToOykqpMI+zWXiyMzOlR10fX4QhcpZW5AAAgAElEQVSCIOgtSZI4su86l87FAFBDYYlvn6ZUrW6m48hKh42NDQkJCdja2pKQkIC1dW7ad4VCQVzcfzdB4+Pji3SBnpSUUeC6QYOGM2jQ8GeWP127auPG7U8tN2Lq1E8L3e/lGFOrVm1WrVrDoEFDyczM5JdfNuHoWI8JE6YU+AStJGMwNa3CkCFBnDp1nKysbO2xPTy82LvXS7vdzp1/sGbNKmxtX+H+/VTWr1/LmTPnWL36Z22drhkzPhF1uiqI5904EFfSFZgyR82O41GcuBTPg0dZedZNeN0Fb/fyVTS2IjgQ/RcqSU3Aq15YGJvrOhxBEAS9FBOdzKHd10h+mNsp8PSpT7NWtSv0Uylvb2+2bdtGcHAw27Zto0uXLtrlkyZNIigoiPj4eKKiomjRooWOoy1d8+Z9ydKlC/npp7XIZIa0atWGsWMnUq1a3qGFhoaGVKlSBXPzkv0+7dTJG4CrVy9z/35Cgdvt2rUDPz9/7Xn5ZJ0ugC5durF8+aISjU3QT6JDVYFIkkRiSjbHL8Vx9J9Y4pMy86yvU9OS3p6v0qpBzQr9paSvHmWncODuX1QxtqRDbQ9dhyMIgqB3JEni5OFbnD9+BwC7OlXp3L0hVjYWOo6sZE2cOJFTp06RlJREx44dGTNmDMHBwYwfP57Nmzdjb2/PkiVLAHB2dqZ79+706NEDmUxGSEgIMtmLzXce97/fS+NjPNfSKb2Kva+zc0O++iq00O02b/6j2O/xsuLiYrlw4TzTpoVol/Xs2ZulSxfw4MF9LC2rlFqdLkH/iA5VBZCWmcP6fdc4fSUBjSTlWVe7pgU9PV6ldcOaGMlEUkdd+ivmJEq1kj5O/pjI5LoORxAEQa9IksTebZe5+e99ADr4ONOsdW0dR1U6Fi3K/6nF2rVr810+atQoRo0aVZohCS9o9+4wWrRoib39f+fok3W6ZDIZ9eo5MXHihzqMUigrokNVjsUlZvD11n+49yA9z3JX5xq4NbSlTWNb0YnSE5IkcTb+b4wNjUQiilLk7e2NhYUFhoaGyGQytm7dSnJyMhMmTODevXvUrl2bJUuWaNMVr1y5ks2bN2NoaMiMGTPo0KGDjj+BIFRO2Vkq/gy7QtT13Mx2fYa5Yldb1OYT9Nfu3WEMGxaUZ9mTdbpMTc34+ed1TJo0lu++y7+jLFQcokNVzqRn5bDnVDQHzt0lPeu/iZmOdlV43as+jctRYcPKJDr1HvEZ92ll2wIzo4qT5lcfrV27VjuZG/4rlhkcHExoaCihoaFMmTIlT7HM+Ph4goKC2LNnzwsPpREE4eU8iE9l0+qzAJiaGRMwyIUaCksdRyWUpik7ZpTp+/2v55wSPV5ExN88eHAfL68ueZZfv/4vwcHvU7Vq7s2Afv0GsmrVCpKTk18qtfzs2TM5c+YUWVlZWFvbMGTImwQEBBIbG8OAAb0wM/svUcuQIW8xfPgIAFJTU1m6dAEnThwDoE+f/rzzzshixyEUTHSoyomMrByWbo7g+t1HeZa3cLIhqEdjqlmIIWT67HT8eQDcFOLpVFkLDw/nxx9/BHKLZQ4bNowpU6YUWCzT1VX8jQShLDxdW6qGwpLAIa4Yy8VNDUG3CqrTZWSUe9m8a1cYnTp5Y26ed25fadXpGjr0LT78cDqmpqbcvh3FmDEjcXZuqB1tsWvXAW1sT1q+fBFZWVls3vwHSUmJjBs3Cju7Wvj7F39+m5A/0aHSc5IksfnQDXaduKNdVsvGnN6edXFraIuhoUguoe80koaz8RcwMzKjiU1DXYdT4QUFBSGTyRg4cCADBw4s02KZgiAUTY5Sxfaf/+Z+XBqGhgZ4+tSnSUt7kTBJ0Atr137P6tXfaV/v2bOLoKB3eeedkWRnZ3PgwD7mzPnymf1Gjx7HkiULGDSoDypVDnXrOpVIyvR69eprfzYwyP13795dbYeqIEePHuZ//1uKqakptWrZ07Nnb8LCfhcdqlIgOlR6SpIkdp+8w6aDN7TLTOUyZr7lRq0Klu3oaWvWrGHTpk0YGBjQoEEDPv/8czIzMwucB6Pvrifd5JEyhfb2bTE2FP/lStOGDRtQKBQ8fPiQoKAg6tWrl2f9yxbLLKhQZkkWtSwL5S1e0J+YDx8+zNy5c9FoNAwYMOCZYqKpqalMmTKFmJgY1Go1b7/9Nv369dNRtPopI13JlrVnSUvJppqVGQGDXKhSTQyFFvTHO++MLHBonImJCbt3H8x3XbVq1fnkk5IdXvjYggXz2bXrD7Kzs2nQoCEeHu159CgZgP79AzAwMKBNG3fef39cgU/EJEni5s0b+a4TXo64utMzGVk5rN55lbPX7udZPrx7Izq62OsoqrITHx/PunXr2LlzJ6ampowbN46wsDAiIyPznQdTHpwRw/3KzONilzY2Nvj4+BAREVGixTLzK5RZs2aVclXPrbzFC8WLuTQ6YGq1mtmzZ7N69WoUCgX9+/fH29ub+vX/u3u8fv16nJycWLFiBYmJifj5+REQEIBcLoZlAyQ+SOe3H8+hzFZjXdOCvsNcMZaLSxFBKMzkyVOZMGEKFy/+w/nzZ5DL5VSrVp1Vq9ZRv34DUlIesWjRF8yePYNFi74CwN39NdavX8v06Z+SmJhIWNjvZGdnFfJOQnGIVkxP3E1IY+Of17kUlaRdZiQzoH/n+vi41alUwyDUajVZWVkYGRmRlZWFra0tK1euzHcejL7L0ag4f/8fqptUo371uroOp0LLyMhAo9FgaWlJRkYGR48e5f333xfFMoUSExERgaOjIw4ODgD4+/sTHh6ep0NlYGBAeno6kiSRnp5OtWrV8p3bUBnd/Pc+e367BICidlUCh7iKYeuCzp2eNLbM37PNwmXF2k8mk+Hi0pK9e3fy22+bGTBgEI0aNQHA2tqGCRM+pHdvPzIy0jE3t2D8+MksXvw/Bg3qS9Wq1eja1Zf9+/eU5EcR/p9o5XUoR6Vh+1+32HPqDmrNf/WjrKqYMK5/C15R6McQl7KkUCh4++238fLywsTEhPbt2+Pp6VngPBh9d+nhVTJVWbxWqy2GBiKFfWl6+PAho0ePBnI75T179qRjx440b9681IplCpVLfHw8dnZ22tcKhYKIiIg82wwZMoRRo0bRoUMH0tPTWbx4MYaG4v/+5b9jOLT7GgAO9azxH9C8Ut0oFISSpFaruXfv7jPLH/+f0vz/NWXVqtXyDEFcufJrGjduWjZBVjKiQ6Uj247c5PejUXmWuTrXoF8nJ+xrVOw5Us/z6NEjwsPDCQ8Pp0qVKowbN47t27fn2aao82D0Yb7L8YsnAejW2JOaVsV7X32ZO1JUuorXwcGB33///ZnlVlZWolimUGb++usvGjduzLp167hz5w5BQUG4ublhaVlwGnB9aKtKQkHxnvrrlrYz1drDEf/++vEkuLz9foXKKSkpkbNnT/Paax0wMTHhzJlT7N+/h08/nculSxepUsWSOnVeITU1hSVLFuDq2lrb3ty7dxdLS0ssLatw6tQJfv99K8uXh+r4E1VMokNVxmIfpjPvx7PaGlIWpka86dcIt4Y1xd064NixY9SpU0c7z6Vbt26cP3++wHkwz6Pr+S730mK5mPAvDazqY6mqXqz3LW/zXYobr7iwEcqDosy727p1K8HBwRgYGODo6EidOnW4efPmc4eT6rqtKgkFxXv1nzgOhF0FoEM3Z5q1qq0Xn0u0VUL5YcC2bVtYsOBzNBoJOzs7xo6dhKdnJ/bt201o6DckJSViYWGBm5s7n346V7vn1atXWLZsIWlpqTg4OBISMod69Zx0+FkqrkI7VNnZ2QwZMgSlUolarcbX15exY8eSnJxcYNa1lStXsnnzZgwNDZkxYwYdOnQo9Q+i7xKSM1m14zKRT9SRGtTFmW5tHHQYlf6xt7fnwoULZGZmYmpqyvHjx2nWrBlmZmb5zoPRZ2G39gHQuU57HUciCEJJaN68OVFRUURHR6NQKAgLC2PhwoV5tqlVqxbHjx/Hzc2NBw8ecOvWLerUqaOjiHXr1rUH2s7Ua12caNaqto4jEoTyx8rKiq++yv+pko+PHz4+fgXu26WLD126+JRWaMITCu1QyeVy1q5di4WFBTk5Obzxxht07NiRvXv35pt1LTIykrCwMMLCwoiPjycoKIg9e/ZU2rkJiSlZhP5xmWvRydplrygsmTSwJVXMRdanp7m4uODr60ufPn0wMjKicePGDBw4kPT09Hznweir+PQEIu5fwrGqAy1qNNF1OIIglAAjIyNCQkIYMWIEarWafv364ezszIYNGwAYPHgw77//PtOmTSMgIABJkpg8eXKRnqhXNAmxKezeehGABk0VuIibh4IgVGCFdqgMDAywsMid06NSqVCpVBgYGBAeHp5v1rXw8HD8/f2Ry+U4ODjg6OhIREQErq6VL2X0n+fu8tPea9rXTvZVGdGzCQprcx1Gpf/Gjh3L2LF5s+487tiXFzuj9iMh4V3HUwzlFIQKpFOnTnTq1CnPssGDB2t/VigU/PDDD2Udll65feMhOzf9A+QmoOgS0FjHEQmCIJSuIs2hUqvV9O3blzt37vDGG2/g4uJSYNa1+Ph4XFxctPsqFAri4+NLIXT99vVv/3D239xaUmYmRnwS1Abb6mY6jkooC3dTYzgT/zcOlva0UrgUvoMgCEIFce92krYz5dzUlq4B4gn9i6hohe2FF/fdkt1l+n7vji94yKBQdEXqUMlkMrZv305KSgqjR4/m2rVredYXNetaQSpahqPp3x4lIvIBAL061OPdwOa6DOu5ytvvuDzYd+cgAD3r+YpU6YIgVBp3o5L445cLANRtUEN0pl5QRSxsLwiVxQtl+atatSru7u4cOXKkwKxrRcmC9LSKlOHos7VnuBWbAsCbvg3p7KofGY3yU5zfseiAPd/jp1O1LWvRxKahrsMRBEEoE1ciYgn7Nbcm16v1bfDr20zHEZVPFamwvSBUJoXePk9MTCQlJbeDkJWVxbFjx6hXrx7e3t5s27YNIE/WNW9vb8LCwlAqlURHRxMVFfXcdLEVyfp917SdqeCAJnR2FRmNKpsD0X8B4F+3m3g6JQhCpbB32yU2rT2DRiPR6rVX6N5ff0dl6LMnC9t7enpiaWlZrgvbC0JlUugTqoSEBKZOnYparUaSJPz8/PDy8qJly5b5Zl1zdname/fu9OjRA5lMRkhISKXI8Lfr2C3Cz+ZWrR7evRHtmtrpOCKhrKUoUzmT8De2ZjVoXkNMwhYEoeLbt/0SN67mzhcOHOpKrTpibk9xlWRheyh4OkVZ0acRLfoUC+hXPPoUS3lWaIeqUaNG2idRT7Kysiow69qoUaMYNWrUy0dXTtyKTeGbLblDHdo2tqWji72OIxJ0YcfNPag0KrwcPMXTKUEQKrzLf8cQeSW3MzUkuB1VrU11HFH5VpKF7SH/6RRlSZ+mO+hTLKBf8ehTLPrueZ1PcdX3knJUaj5bewaAurWq8F5vMW68MrqRHMWxmNMozGvS3t5d1+EIgiCUquhbiRzanZug6rUuTjg1rKnjiMq/JwvbS5LE8ePHcXJyKnCKhSAI+uOFklIIeR25EMPqXVe1r6e/6abDaARdkSSJTde3IyExoEFvZIYVf4irIAiV173bSezYmDsqo65zDVG0t4RUlML2glAZiQ5VMX3ywymiE9K0r1dN98FQrdZhRIKuXHx4hejUe7jatqCxdQNdh1PpqdVq+vXrh0KhYOXKlSQnJxdYw2XlypVs3rwZQ0NDZsyYQYcOHXQcvSDot/txqfy+ITc1+iv1rPHrJ0ZllKSKUNheECojMeSvGPaejtZ2pnq1f5VVH3mhsDbXcVSCLkiSxJ6oAwD0eLWrjqMRANatW4eTk5P2dWhoKB4eHuzduxcPDw9CQ0MBiIyMJCwsjLCwMFatWsWsWbNQi5siglAgZbaKzWvOAlBDYYn/65Ujg68gCEJhRIfqBanUGn4Jvw7AEJ8GBHaoh+FLFDUWyrfLide4lXIblxpNsbcUmR11LS4ujoMHD9K/f3/tsvDwcAIDA4HcGi779+/XLvf390cul+Pg4ICjoyMRERE6iVsQ9F2OUs2G704BIDeR0X94ax1HJAiCoD/EkL8XtPngDQAMgC6t6+g2GEGnstVKNl3bhgEG+NUVk4T1wbx585gyZQrp6enaZQXVcImPj8fFxUW7nUKhID4+/rnHLygNcXlLO1ve4oXyGXNFIUkS674+hjJbjYEBDB3VrsipuwVBECoD0aF6QXtPRwPw4RuuOo5E0LVD0Ue5n/kQb4cOvFJFdK517cCBA1hbW9OsWTNOnjyZ7zYvUsMlP/mlIa5Zs0q5Sjtb3uKF4sUsOmAlZ8vacyizc4fDvj3eE7mJuHQQBEF4kmgVX8Djwr0ADV+x0mEkgq5lqjLZH30IMyNTetQVc6f0wblz5/jzzz85fPgw2dnZpKWlMXny5AJruCgUCuLi4rT7x8fHo1AodBW+IOila5fiuR+X25kd9G5b0ZkSBEHIh5hDVUSSJLF+X27NjeHdG+k4GkHX9kQdID0ng66vdMbMyEzX4QjApEmTOHz4MH/++SeLFi2iXbt2LFiwoMAaLt7e3oSFhaFUKomOjiYqKooWLcQke0F47OK5e4T/cQWAjr4NsLIRyZcEQRDyI241FdGhv2MAkBka0NHFXsfRCLqUpkzn0L1jVJNXwdtBpNnWd8HBwfnWcHF2dqZ79+706NEDmUxGSEgIMpmoISYIAPExKRzZm5uA6TVvJ5q6iu89QRCEgogOVRGt2/MvAG/3aKzjSCq+lJQUZsyYwbVr1zAwMGDevHnUrVu3wFpCZW37jZ0o1Up61+uOXGaskxiE53N3d8fd3R0AKyurAmu4jBo1ilGjRpVlaEI5d/jwYebOnYtGo2HAgAEEBwc/s83JkyeZN28eKpUKKysrfvrpJx1EWnw5ShVb150DwKlRTVzaisK9giAIzyOG/BVB2PEo7c8ezURq7NI2d+5cOnTowO7du9m+fTtOTk4F1hIqazeSozgWe5paFgo61G6nkxgEQdANtVrN7NmzWbVqFWFhYezYsYPIyMg826SkpDBr1iy+/fZbwsLCWLp0qY6iLR5Jkliz/BgAJqZGdAtsquOIBEHQpS1bNvLOO8Pw8vJg7txPtcsvXvyH8ePfp3t3b3r27MqMGR/x4MED7XpJkvjmm2X06NGFHj268M03y5Ak6Znjnz9/Fk9PN0JDvymLj1NqRIeqEDkqNVsO3QTg3Z5NdBxNxZeamsrp06e1dYTkcjlVq1YtsJZQWVKqc/j56mYABjXsi8xQDA8ThMokIiICR0dHHBwckMvl+Pv7Ex4enmebP/74Ax8fH+ztc4fI2djY6CLUYtu95SKqHA0Ag4Pb6jgaQRB0rUaNmrz11jv4+/fKszw1NYVevfqyefPvbN68A3Nzc+bNm6Vdv337Vo4cOciaNT+zdu0Gjh07wvbtW/IcQ6VSsXTpQpo0aVYmn6U0iSF/hfj6t4sAGMkMxdOpMnD37l2sra2ZNm0aV69epWnTpkyfPr3AWkLPU9I1g9ae30xcRgJ+zp3xcC675AXlLf1zeYtXEIoqPj4eO7v/vgcUCsUzxaCjoqJQqVQMGzaM9PR03nzzTe3NoILoS32zcyduExWZ27a+M64DtV+p/kL7l7f/++UtXkHQhU6dvAG4evUy9+8naJd7eLTPs12/fgP54IP/hkDv3h3GoEFDsbXNzZ47aNBQfv/9NwID+2u32bDhJ9q2dScpKak0P0KZEB2q58hWqom4kfvl8tk74k5dWVCpVFy+fJmZM2fi4uLCnDlznhneV9RaQiVZM+h60k3CroWjMK+Jr33XMqvjU95qBhU3XnFhI1QUarWaS5cusWbNGrKyshg0aBAuLi7UrVu3wH30ob7Zw4Q0dmzK7Ry286qH3Ez2Qu8v2ipBqNwuXDhH3br1tK9v3bpB/foNtK/r12/ArVs3ta/j4mIJC/udH374icWLvyzTWEuDGPL3HL8dyf3D17IxR2Et0sWWBTs7O+zs7HBxcQHAz8+Py5cva2sJAXlqCZWFHI2KX/7dCsCwxgORy+Rl9t6CIOiPotQus7Ozw9PTE3Nzc6ytrXFzc+Pq1atlHeoLiY9J4dcfzgC5SShc3V/RcUSCIJQnkZHXWb16FaNHj9Muy8zMxNLSUvvawsKCzMwM7TyqJUv+x7vvvoe5ecW4vhYdqufYezoagOAAMSm3rNSsWRM7Oztu3sztzB4/fhwnJ6cCawmVhV239hOXkUDH2q9Rt5q40BCEyqp58+ZERUURHR2NUqkkLCwMb2/vPNt06dKFs2fPolKpyMzMJCIiAicnJx1FXLikB+najH52dari01vMFda1lJQUxo4di5+fH927d+f8+fMkJycTFBREt27dCAoK4tGjR7oOUxAAuHs3msmTxzJu3CRcXFy1y83MzEhPT9O+Tk9Pw8zMHAMDA/766zAZGRl06dJNFyGXCjHkrwBnruY+DTEAHO3EI/6yNHPmTCZPnkxOTg4ODg58/vnnaDSafGsJlbbo1Bj23j6AlUl1ejv5lcl7CoKgn4yMjAgJCWHEiBGo1Wr69euHs7MzGzZsAGDw4ME4OTnRoUMHevXqhaGhIf3796dBgwaFHFk3cpRqNn5/GoDq1mYEDnEt0nBqoXQ9znS7bNkylEolWVlZrFixAg8PD4KDgwkNDSU0NJQpU6boOlShkouLi2X8+PcZPvwd/Pz886yrW9eJyMjr2oQTkZHXtEMCz549zdWrV+jVyxeAtLQ0ZDJDbt6MZP78RWX7IUqI6FDlIyVDyTfbcpNR9PYseNy7UDoaN27M1q1bn1leUC2h0rTr1j4kJAY2DMTUyLTM318QBP3SqVMnOnXqlGfZ4MGD87weMWIEI0aMKMuwXphapWHN8qNIEhjLZQwc0VZ0pvTA40y38+fPB3Iz3crlcsLDw/nxxx+B3Ey3w4YNEx0qoUyoVCrUajUajQaNRk12djYymYykpETGjn2Pvn1fz5No4jE/vx5s3Lhem7zil1/W07//QADeffc9hg59S7vt0qULqVGjBsOH63e7+TyiQ5WPj1Yc1/4c0P5V3QUi6NStR7e58OAS9ao50sxGFHQWBKHiWL/yBKocDeaWct4IbouhoehM6YOSzHQrCCVh7drvWb36O+3rPXt2ERT0LgYGBsTE3GP16lBWr/4vedi+fUcA6N27HzEx93jzzUEABAT0pnfvfgCYm1tgbm6h3cfExARTUzOqVq1WFh+pVIgO1VMO/X2PbKUagGXjOog7dpWURtKw5fofAPR26iHOA0EQKowTB2+QnqoEoP9brTGWi0sBfVGSmW4LSsdfVvQpI6I+xQL6FU9hsUydOpmpUyfnu+6jjyY9d99PPpnBJ5/MKDSGJUsWFrqNvhOt6FN+PZBb9X5wV2cszYx1HI2gKxcfXOFWyh1cbVtQv7oY9ikIQsXw8H4a50/kJlzy69cMiyomOo5IeFJ+mW5DQ0O1mW5tbW2LnOk2v3T8ZUmf0ujrUyygX/HoUyz67nmdz0Kz/MXGxjJs2DB69OiBv7+/dh7L8zLOrFy5Eh8fH3x9fTly5EgJfISykZGlIjM79+mUj5uDjqMRdGnfnYMYYECPV7vqOhShiLKzs+nfvz+9evXC39+fZcuWARWzrRKE4pAkic2rzwLwqrMNdZ1r6Dgi4Wn6mOlWEITCFfqESiaTMXXqVJo2bUpaWhr9+vWjffv2bN26Nd+MM5GRkYSFhREWFkZ8fDxBQUHs2bMHmUx3j52L6khEDAANHF6sOrxQsdxIjuLmo9s0snLG3tJO1+EIRSSXy1m7di0WFhbk5OTwxhtv0LFjR/bu3Vvh2ipBKI5t6/9Go8mtAePbp5mOoxEKok+ZbgXhysmyHY7X2P35wwj1VaEdKltbW+1ESEtLS+rVq0d8fHyBGWfCw8Px9/dHLpfj4OCAo6MjERERuLq6Pu9t9MKeU3cA6NzSXseRCLp0IDr3SYXvq96FbCnoEwMDAywscie5qlQqVCoVBgYGFbKtEoQXdWDnVeLu5j6dHSySUOg1fcp0KwhC0bzQHKq7d+9y5coVXFxcCsw4Ex8frx37C7mV5ePj45973IImTpblpL2k1CyS03In6fp3rF+sLxt9mmRYVOUx5tKUkPGAv+9fpLZlLZyr19N1OMILUqvV9O3blzt37vDGG29UyLaqJJS3eKF8xqwvbl1/wNWIOAACBrWgurW5jiMSBEGoWIrcoUpPT2fs2LF8/PHHWFpa5llX1IwzBclv4mTNmlXKdKLcd39cBqDpq1Y8fJhWyNbPKut4S0JxYq7oFzVH7h1HQqLbK51FZr9ySCaTsX37dlJSUhg9ejTXrl3Ls74itFUvq7zFC6KtehkpyZns3pJbV7F569rUebXwZAaCIAjCiyk0KQVATk4OY8eOJSAggG7dugFoM84AeTLOKBQK4uLitPvGx8ejUChKOu4SlaNSc/xSbsxv+OhnRXuh9CnVOZyIPUMVY0ta2jbXdTjCS6hatSru7u4cOXKkQrVVgvAiJEli/YqTANRQWOLp46zjiARBECqmQjtUkiQxffp06tWrR1BQkHZ5QRlnvL29CQsLQ6lUEh0dTVRUFC1atCil8EvGt9suASAzNKCWjUUhWwsV1fmECDJUmXjYt8HIUFQUKG8SExNJSUkBICsri2PHjlGvXr0K1VYJwovYtfmi9ue+b7bSYSSCIAgVW6FXjWfPnmX79u00aNCA3r17AzBx4kSCg4PzzTjj7OxM9+7d6dGjBzKZjJCQEL3OmrX75B3+jnwAwMy33HQcjaBLlx5eBcDdTlx4lEcJCQlMnToVtVqNJEn4+fnh5eVFy5YtK0RbJQgv4p+zd7l9I3e+YP/hrZHJijQgRRAEQSiGQjtUbm5u/Pvvv/muKyjjzKhRoxg1atTLRVYGws/e1RbybddUwSsKMW1nsmoAACAASURBVOa+sspSZRHx4DJWJtWxNa+p63CEYmjUqJH2SdSTrKysyn1bJQgvIiE2hb/25X63eXatT0078d0mCIJQmirtuKart5NYvy93wnqHFrUI6tFYxxEJunQl8To5mhza2LliaCDu5AqCUD6p1Rq2rD0HQJ1XrWjuVkfHEQmCIFR8lfLKMUel4csN5wFwsLUUnSmBs/F/A+BaUySjEASh/Hqc0Q+g50AxJ1AQBKEsVMonVNO/O6H9edbbbXUYiaAPMnIyufjwKgrzmjhUqa3rcARBEIolJjqZOzcTAXhjZFtR+kEQhArFx6dDntfZ2dn06dOfCRM+BCA8fB8//LCShIQEFAoFwcGj6dixM5CbZO/bb5ezY8d2AHr27M2oUWOeaSfPnz/LmDEjefPNtwkOfr/IsVW6J1Q7T9zmwaMsAD4f2U7H0QgFUavVBAYGMnLkSACSk5MJCgqiW7duBAUF8ejRoxJ7ryuJ18jR5OCmaCkuQARBeK7Dhw/j6+uLj48PoaGhBW4XERFBkyZN2L17d5nFtnPTPwA0a1WbalaieK8gCBXLvn1HtP+2b9+DiYkJXl5dAbh/P4HPPpvJBx9MYO/eQ7z//jhmzZpOUlLuTabt27dy5MhB1qz5mbVrN3Ds2BG2b9+S5/gqlYqlSxfSpEmzF46tUnWoElOy2HzwBgADOjuhEF84emvdunU4OTlpX4eGhuLh4cHevXvx8PB47oXMi7qamDuXrolNwxI7piAIFY9arWb27NmsWrWKsLAwduzYQWRkZL7bLViwgPbt25dZbFcuxJKjVAPg6VO/zN5XEARBFw4d+pPq1a1xcXEFcjP9WlpWwcOjPQYGBrz2midmZmbcu3cXgN27wxg0aCi2tgpq1rRl0KCh7Ny5I88xN2z4ibZt3XF0fPWF46k0HSpJkpj8zTEAalQzpXs7Rx1HJBQkLi6OgwcP0r9/f+2y8PBwAgMDAQgMDGT//v0l9n7/Jt3AzMiMV6qIyduCIBQsIiICR0dHHBwckMvl+Pv7Ex4e/sx2P/74I76+vtjY2JRJXJIkcXBXbjbeLj0biSftgiBUeLt27cDPr4e2vWvUqDGvvlqXv/46jFqt5vDhgxgby/m/9u4+Lqo6//v4awBBEFMkZlAj0hW3vK+09GrNnyCg4qjp1i+3rOWX8ZPrKjcluzVaK7u2m/Xyt7u1D8jNNSvXcl1yme4eYobrbneWS7ZWskmCwqAIKjcyMPO9/jgyioaMzAznzPB5Ph49Yg5n5rynvpyZzznfmx/9SFvQ/MCBfzNs2HD384cNG86BA9+5H1dVVWKzbeXnP7+7S3l6xBgqpRS5L3/ifvzkout1TCM68/TTT7N8+XIaGhrc22pqajCbzQDExcVRU1PT6evExEQRFnb+ukJxcWemED7SUEPNqWOMHzwWi7mfD9L73tl5A0Gg5RXCU3a7nfj4ePdji8VCSUnJefts27aNV155hS+//NKj1/XkXHUhO97Tiqk+fSO4YWqSR8/xh0D72w+0vEIITVVVJXv2fM5DDz3m3hYaGsr06TNZufJRHA4HYWFhPPnkM0RGRgLQ1NREdHS0e/8+ffrQ1NSIUgqTycSaNc9x992LiYrqWu+1oC+oXEqx9Ld/42RjCwCP3H4tEb1k8U6j+uCDDxgwYACjRo3i448//sF9TCaTR1dga2sbz9sWF9eXI0dOuh9/UqXNiJUYmdBuu1Gcm9fouppXvtiIYLFq1Sruv/9+QkI87wDiybmqIy6Xi+L3tW7LKbOu1O18Iecq33E6ncyfPx+LxUJeXh51dXUsXbqUQ4cOMXjwYNasWUO/fsa8AChEd3j3XRtjxoxj0KAzE4l9+unHvPjib/ntb/MYPvxKvvlmHw89tIznn/8NSUk/JjIykoaGevf+DQ31REZGYTKZ+NvfimlsbCQlJa3LmYK6oFJKkfPCLncx9X9uGsWwy+QkZGSff/4527dvp7i4mObmZurr67n//vuJjY2luroas9lMdXU1AwYM8Mnxyk6UA3BFv8t98npCiOBlsVioqqpyP7bb7Vgslnb77N27l2XLlgFQW1vLhx9+SFhYGNOmTfNLps92fQ9ARO8wBifG+OUYonu1jSGur9e+/LWNIc7KyiI/P5/8/HyWL1+uc0oh9PPuu29z++13ttu2f/+3jB17NVdeOQKAq64ayYgRo/j0009ISvoxQ4b8iNLS/e4JJ0pLv2XIkKEA7N79KV9/vY/Zs9MBqK+vJzQ0hO++K+VXv1rtUaagHkO1ct2nHK93ALDijvFc+2OzzolEZ3JyciguLmb79u2sXr2aiRMn8vzzz5OcnExBQQEABQUFpKSk+OR439UdoFdIGAkyfkoI0YnRo0dTVlZGeXk5DocDm81GcnJyu322b9/u/ic9PZ3HH3/cb8WUUordpwuq9JtG+uUYont19xhiIQLNl1/+k6NHq0lObn9eveqqEXz55R7279e6QH/77df88597GDZM6wY9ffpMNm16jSNHqjlypJo//ek1Zs6cBcDddy9m48Y/s27da6xb9xo/+cmNWK1zeeSRxz3OFZR3qA5UnuDJ9Z+5H//ip2MYOugSHRMJb2VlZXHfffexefNmBg0axJo1a7x+TZdyYW88gjkqjl4hQfmnIITwobCwMHJzc1m0aJG7W1ZSUhIbN24EYMGCBd2aZ19J5elcIXJ3Kkj4agyxEMHqnXcKmTJlKlFRfdptv/rqa8nMvJsVKx7k2LFj9O8fw8KFmVx3nbZE0pw58zl8+BB33HErAFbrHObMmQ9AVFSfdq8XERFB796RXHKJ573agu5b5NZdByjYecD9+H/PHcXYYZfqmEh01fXXX8/112sTiMTExLB+/Xqfvn5NUy0OVwuD+sR3vrMwvMrKSh544AFqamowmUzccsst3HnnnRccf5CXl8fmzZsJCQlhxYoVTJ48uZOjiJ5uypQpTJkypd22jgqpX/3qV37N8uE72tipKTNkyYdg4MsxxNDxZCfdxUhjY42UBYyVp7Ms+7opR5vO8jz3XMfn1cWLF7F48aIOf//44yt4/PEVnWZYs+bXne5zrqApqJRS/PbPX7Kn9CgACeZoHs+cQIhMHys6cKhBu7o7OHqgzkmEL4SGhvLQQw8xcuRI6uvrmT9/PjfccANbtmz5wfEHpaWl2Gw2bDYbdrudzMxM3nvvPUJDZdIaYXxffXEIgJBQE8NHWjrZWwQCX48h/qHJTrqTkSYpMVIWMFYeI2UB4+U524WKvaApqJ565TMOVGr/E6Zfdzm3JMvChuLCDtVrBdUgKaiCgtlsdneLiY6OZujQodjtdoqKitiwYQOgjT9YuHAhy5cvp6ioiIyMDMLDw0lISCAxMZGSkhKuvvpqPd+GuEiOqkqO/uXPmH+2kLAeNPPZRzu09VNk7FTwyMnJIScnB4CPP/6Yl19+meeff55nnnmGgoICsrKyfDqGWIhA83//9nm3H/Phn1zj0X4BX1AppVix9mMqa7QrMYvnjOS6q+Rqnejc4baCqo+0l2BTUVHBvn37GDt2bIfjD+x2O2PHjnU/x2KxYLfbL/i63q4XZBSBlhc6znz4o2Lqd3/GZanJxA7rGZPLVFeewNHsBOAK6dIe9PwxhlgI4VsBXVAppbjvrDWm/nu2FFPCcxX1lUSGRdI/oudc1e4JGhoaWLJkCY888ki7Rfzg4sYf/BBv1gsyikDLCxfOXH+yCYDjJ5pwnbVPIBaNntpVVArAtf8rUeckwl/8PYZYCOFbAT1t+qoNu93F1LL/HMv1I6SYEp451XqKo001JEQP8uoLtjCWlpYWlixZgtVqJS1NW6CvbfwB0G78gSdrCokAoLR/9ZQ/Y6fTRVXFCQDG/0QKKiGEMIKALaje/KCU7w5rHyo5t45j1JBYnROJQHK06RgAlj6yNlmwUErx6KOPMnToUDIzM93bO1rDLDk5GZvNhsPhoLy8nLKyMsaMGaNLduGN0xUVPaOi+mxXGQCDEvoREhKwH+FCCBFUArLL31cHjvHOxwcBuC11OCOv8GzGGyHaVDdps0HGRUohHix2797NW2+9xfDhw5kzZw4Ay5Yt63D8QVJSEjNmzGDmzJmEhoaSm5srM/wFIKV6zi0qpRSf/1377JsweYjOaYQQQrQJuIKq1eni15v2ADBq6ABSru0Zg5CFb9WcvkN1qRRUQWP8+PF88803P/i7jsYfZGdnk52d7c9YQvjM/q+0SVPCeoUw6PL+OqcRQgjRJuD6C/y/N/7p/nnpzWMvsKcQHattrgNgQO8YnZMIIbzSg+5Q7Sr6NwA/mZakcxIhhBBn67Sgevjhh5k0aRKzZs1yb6urqyMzM5O0tDQyMzM5fvy4+3d5eXmkpqaSnp7Ozp07fRr234ePs+/7WgBW/td1MpmA6LJjp7R2NKC3XOUVIigE+cdBWelRTjVpkzBdOSZe5zRCCCHO1mlBNW/ePNauXdtuW35+PpMmTeL9999n0qRJ5OfnA1BaWorNZsNms7F27VpWrlyJ0+n0Wdj/ebMEgOuuMpNgju5kbyE6duxUHeGh4USFReodRQjhDdX5LsFgxztad9aJU4fKxUQhhDCYTguqCRMm0O+c1eeLioqYO3cuAHPnzmXbtm3u7RkZGYSHh5OQkEBiYiIlJSU+CVp66Dj1p6/O3W0d4ZPXFD2TUoojTTVc2nuAfDERIuAF/yx/DSebaWrQPv/GXZegcxohhBDn6tIYqpqaGsxmbbrpuLg4ampqAG0dl/j4M10RLBYLdrvdBzFh7V//BcC08ZcRKlPFCi/UNR/H4XRgiYrTO4oQwlunx1AF88WRr7/U1ksbMvzSoH6fQggRqLye5c9kMnl9go+JiSIs7PzpittWum881UJ1XRMAi386johexpzauC1vIAnEzN6qOT1+Ki7qUp2TCCF8JojrjAPfass8jBkvs9oKIYQRdamgio2Npbq6GrPZTHV1NQMGaOtAWSwWqqqq3PvZ7XYsFkunr1db23jetri4vhw5chKAgp3fAXC5JZoTdefvawRn5w0UXckcDAXY8WZtQeh+EZfonEQI4S33OlRBWlG5XC6OVGnn6YEJ/TrZWwghhB661HcuOTmZgoICAAoKCkhJSXFvt9lsOBwOysvLKSsrY8yYMV6H3PZZBQA3/8cwr19LGFtlZSULFy5k5syZZGRkuNcPutDMkherrll7bv9wKaiECHjdPG16cXEx6enppKamuidkOtvWrVuxWq1YrVZuvfVWvv76a6+OV7Zf61LfPzZKuvsJIYRBdVpQLVu2jFtvvZUDBw5w44038uabb5KVlcWuXbtIS0vj73//O1lZWQAkJSUxY8YMZs6cyaJFi8jNzSU01LvueS2tLhqbWwG46gpZMyjYhYaG8tBDD/H222+zadMmXn/9dUpLSzucWbIrjp5e1Dc2coCvYgshegCn08kTTzzB2rVrsdlsFBYWUlpa2m6fyy67jFdffZW//vWvZGdn89hjj3l1zLbufmMnSHc/IYQwqk67/K1evfoHt7fdOThXdnY22dnZ3qU6y1cHtC+/Pxp8CSFydS7omc1m94Qn0dHRDB06FLvdTlFRERs2bAC0mSUXLlzI8uXLu3SMtjtUMRGyBpUQwnMlJSUkJiaSkKDNtJeRkUFRURHDhp3pPXHNNde4fx43bly7bvBd8e1X2sROw64ye/U6IjBUVlbywAMPUFNTg8lk4pZbbuHOO++krq6OpUuXcujQIQYPHsyaNWvOm4FZCKEfw0+X9/E+7cNk3DCZQKCnqaioYN++fYwdO7bDmSW74qSjnhBTCH16RfkqqhBCL93Y5e9iZ7LdvHkzN954Y5eP17aQb6/wUMIjvJ5DSgSA7uilIYTwPcOfofd9r83INnGErAzfkzQ0NLBkyRIeeeQRoqPbL+Ls6cySHc0e2eRqpG9ENGZzYIyhCrSJQPTK+/DDD7Njxw5iY2MpLCwEuOBV3by8PDZv3kxISAgrVqxg8uTJuuQWvmG08UUfffQRmzdv5vXXX+90347OVXVHtUmYho+wBMR5IBAyns2Iebujl4YQwvcMXVC5lOJEgwOA2H69dU4juktLSwtLlizBarWSlpYGdDyz5IV0NHvk8VP1xET0C4hZGQNt9siu5vXFF5t58+Zx++238+CDD7q3tV3VzcrKIj8/n/z8fJYvX05paSk2mw2bzYbdbiczM5P33nvP6zGfQgfuWf78z9OZbL/++mtWrFjBSy+9RExM52N/OzpXff7RQQDiL7vE8OcBOVf5nr96aQghfM/QBVVFdT0AifHGu4ok/EMpxaOPPsrQoUPJzMx0b2+bWTIrK6vdzJIX61RrM02tTVzed7CvIguDmDBhAhUVFe22dXRVt6ioiIyMDMLDw0lISCAxMZGSkhKuvvpqPaILL6hu7PI3evRoysrKKC8vx2KxYLPZ+PWvf91un8OHD3Pvvffy7LPPMmTIEK+Od8SufeG/Ikm6vPc0/uyl0V2MdAfQSFnAWHk6y7Kvm3K0MdJ/G/A8j6ELqj2l2uxGQwcFRtcs4b3du3fz1ltvMXz4cObMmQNoM01mZWVx3333sXnzZgYNGsSaNWu69PpHGrSrepdGxvosszCujq7q2u12xo4d696vs7EwQgCEhYWRm5vLokWLcDqdzJ8/n6SkJDZu3AjAggULeOGFF6irq2PlypWANiZmy5YtF30sZ6uLxnqHjJ/qgfzZS6M7GemOpZGygLHyGCkLGDvPhYorQ5+l7ce0k8GoK2R6655i/PjxfPPNNz/4u45mlrwYtU1tM/zJ7Eg9jadXdS+koyu+Rrui1plAywsdZ26M7MUxoH9MH/p1w/uaMmUKU6ZMabdtwYIF7p9XrVrFqlWrvD7OoYPa+OH4y+Rc1ZP4u5eGEMI/DF1QHTraAEBSgkxvLXzjWFMdAP0i5K5nT9DRVV1Px8Kcq6OxLka7onYhgZYXLpy5sVEbZ1t3vAmHh1cSA8H332l3UwdfLp9/PYm/e2kIIfzD0AXVQbs2hio6spfOSUSwaLtDJQVVz9DRVd3k5GRycnLIzMzEbrdTVlbGmDFjdE4rusTlAsBkMvwqIBfl+39razAOlDtUPYq/e2kIIfzDsAVV4ylt/Y1LoqSYEr5z/NQJAPqGR3eypwg0y5Yt45NPPqG2tpYbb7yRe++9t8OruklJScyYMYOZM2cSGhpKbm6uzPAXoFRrKwCmXob9OOuSo6cnpIgbGNh32oQQoicw7CdQWaX2xdc8QBZfFb7zbc0BAPr2koIq2KxevfoHt3d0VTc7O5vs7Gx/RhLdQLVqF99MoYb9OLtoSilOHD9FVHQ4oaHBdedNCCGCkWHP1N9XaVfnrkmK0zmJCCa9QrU7nnKHSojgoFqdAJh0nB7a107UnQLgkv6ROicRQgjhCcMWVN8d0sa69JUuf8KHTjSfJCoskrCQ4LmaLURP5u7yFxY8nxXVbT00ZA1GIYQICIYtqA5WaR8oV8gHivChE831XBIubUqIYNFWUBEWPBdJGuu1mQv7x0qXdyGECASGLajcY6hipMuD8A2XclHf3EB0eB+9owghfEQ5tYIqJIgKqrYuf2aZkEIIIQKCYQuqVqcCoFcQ9YsX+mpoaUShZEIKIYKIatEmpQiqO1QNzQD06RuhcxIhhBCeMGRBdcrRiqPFyZWyoKHwobpmbVxetExIIUTQUM62SSmCp6A61agVib1lDUYhhAgIhiyo6pu0DxOXS+mcRAST+pYGAFpcLTonEUL4intSiiBaR6y11UVYrxBCQkx6RxFCCOEBQxZUjae0D8gEi/QfF77T3Kp1oxkcPVDnJEIIX1GtrRAaiinEkB9nXdLS4qRXr+ApEIUQItgZ8hOo5rg2ILd3uHygCN9patXaVWRob52TCCF8RbW2BlV3P4DWFhfhEcH1noQQIpgZsqBynu7qp6THn/ChJufpQj1MCiohgoWrsYGQ8HC9Y/hUq9yhEkKIgGLIgqq5RRtkbBkgU6YL33E4tbVdIkKD68uXED2Vs76eliNHiLgsQe8oPtXa6qKX9NAQQoiA4beCqri4mPT0dFJTU8nPz7+o555yaAVV73Dp8iDO8KZNATS7CyqZilic4W27Evo58fddAERdNaLbjtlZe1FK8dRTT5GamorVauWrr766qNdXSml3qKSgEueQc5UQxuWXgsrpdPLEE0+wdu1abDYbhYWFlJaWevz8tjtUEdLlQZzmbZuCMwVVuNyhEqf5ol2J7qOUoqW2loav9lL9p9c48uafCImKou+kG7rl+J60l+LiYsrKynj//fd58skn+eUvf3nRxxky/FKuHBXvo9QiGMi5Sghj88stoJKSEhITE0lI0LphZGRkUFRUxLBhwzx6/pk7VFJQCY23bQqgsaURgIhQWdtFaHzRrlrrG3CePIlCQdu4T/cAUNXuX20/KNX5Pu7fK7TXPnufCz1XnTsGtf0+DY1RNB+r7yDXWQNXXQqU63RWl/aCCpT7Z+0fddbP5z5WTie4XChnK8rpApcT5XSiXC44+99Op3sf1dKCcjhQLS24HM24mpo43OKg+fgJWutqUQ6HO2JYTAwDs++hV0wM3cGT9lJUVMTcuXMxmUyMGzeOEydOUF1djdls9ugYJpOJ9JtGERfXlyNHTvrlfYjA44tzlRDCf/xSUNntduLjz1xds1gslJSUePz8rw4cA+QOlTjD2zbV7HTwqf0LQLr8iTO8bVd1H37AtxvW+yOa33yvd4AuMIWFERIVRbglnl5mM+EDB9H7iiFEjRxFSK/uu0DiSXs5d5/4+HjsdrvHBZUQP8Tbc5UQwr8MMUgpLq79elO/uX+qTkm8c+77CASBmNlT5763N/7z9zol8U6g/T8KtLwX49z3FvfT2ST9dLZOaUSw6OhvJtD+liSvsZz9/l5/9jYdk5zvj5n/o3cEt5mvrNM7QjuPrLpZ7wjtxM36pd4R3FbfNEXvCB3yyxgqi8VCVVWV+7HdbsdisfjjUKKHkDYl/EHalbgYnrSXc/epqqqSNiW8JucqIYzNLwXV6NGjKSsro7y8HIfDgc1mIzk52R+HEj2EtCnhD9KuxMXwpL0kJydTUFCAUoo9e/bQt29f6e4nvCbnKiGMzS9d/sLCwsjNzWXRokU4nU7mz59PUlKSPw4leghpU8IfpF2Ji9FRe9m4cSMACxYsYMqUKXz44YekpqYSGRnJ008/rXNqEQzkXCWEsZlUu2mdhBBCCCGEEEJ4ym8L+wohhBBCCCFEsJOCSgghhBBCCCG6yJAFVXFxMenp6aSmppKfn69bjuTkZKxWK3PmzGHevHkA1NXVkZmZSVpaGpmZmRw/fty9f15eHqmpqaSnp7Nz50739r1792K1WklNTeWpp57Cl70sH374YSZNmsSsWbPc23yZ0eFwcN9995GamsrNN99MRUWFz7J3J6O0KTB+u5I25TlpV56TduUZaVOekzYlxBmvvPIKM2bMICcnR+8oPZMymNbWVpWSkqIOHjyompubldVqVfv379cly9SpU1VNTU27bc8884zKy8tTSimVl5ennn32WaWUUvv371dWq1U1NzergwcPqpSUFNXa2qqUUmr+/Pnqiy++UC6XS911111qx44dPsv4ySefqL1796qMjAy/ZHz11VfVY489ppRSqrCwUP3iF7/wWfbuYqQ2pZTx25W0Kc9Iu7o40q46J23q4kibEuKM9PR0VVlZqXeMHstwd6hKSkpITEwkISGB8PBwMjIyKCoq0juWW1FREXPnzgVg7ty5bNu2zb09IyOD8PBwEhISSExMpKSkhOrqaurr6xk3bhwmk4m5c+f69P1MmDCBfv36+S3j9u3buemmmwBIT0/nH//4h0/vsHUHo7cpMFa7kjblGWlXF0faVeekTV0caVP+U1FRwfTp08nJyWHGjBksWbKEpqYmXTMVFBRgtVqZPXs2y5cv1zXLunXrmDVrFrNmzeKPf/yjrlkAcnNzqaio4O6779Y9zwsvvEB6ejoLFixg2bJl/OEPf9AtS2NjI1lZWcyePZtZs2bx9ttv++1Yhiuo7HY78fHx7scWiwW73a5bnszMTObNm8emTZsAqKmpca8pEhcXR01NDdBx7nO3x8fH+/39+DKj3W5n4MCBgDZta9++famtrfVrfl8zWpuCwGtX0qbOJ+3Ke9Ku2pM25T1pU75z4MABfvazn/HOO+/Qp08fXn/9dd2y7N+/n9///vesX7+erVu38uijj+qWZe/evWzZsoU33niDTZs28eabb/Kvf/1LtzwATzzxBGazmfXr1/Pzn/9ctxwlJSW8//77bN26lZdeeom9e/fqlgVg586dmM1mtm7dSmFhIZMnT/bbsfyyDlWw2LhxIxaLhZqaGjIzMxk6dGi735tMJkwmk07pPBMIGXuaQG9XRs/XU0m7Er4mbapnGzhwINdeey0As2fPZsOGDdx11126ZPnoo4+YPn06AwYMAKB///665ADYvXs306ZNIyoqCoDU1FQ+++wzRowYoVsmo/j8889JSUkhIiKCiIgIpk6dqmue4cOH88wzz/Dcc88xdepUxo8f77djGe4OlcVioaqqyv3YbrdjsVh0ywIQGxtLamoqJSUlxMbGUl1dDUB1dbX7j7uj3Odur6qq8vv78WVGi8VCZWUlAK2trZw8eZKYmBi/5vc1I7WptjwQWO1K2tT5pF15T9pVe9KmvCdtynfOLUalOBWBZsiQIWzZsoXhw4ezZs0afve73/ntWIYrqEaPHk1ZWRnl5eU4HA5sNhvJycndnqOxsZH6+nr3z7t27SIpKYnk5GQKCgoArT9vSkoKoM2GZLPZcDgclJeXU1ZWxpgxYzCbzURHR7Nnzx6UUu2e4y++zJicnMxf/vIXAN577z0mTpwYcCdVo7QpCNx2JW3qfNKuvCftqj1pU96TNuU7hw8f5osvvgCgsLDQfbdKDxMnTuTdd991d7mssOmghgAAAfxJREFUq6vTLcv48ePZtm0bTU1NNDY2sm3bNr/e+Qgk11xzDR988AHNzc00NDSwY8cOXfPY7XYiIyOZM2cOd911l3+7ZuozF8aF7dixQ6WlpamUlBT14osv6pLh4MGDymq1KqvVqmbOnOnOcezYMXXHHXeo1NRUdeedd6ra2lr3c1588UWVkpKi0tLS2s1iVFJSojIyMlRKSopauXKlcrlcPsu5dOlSdcMNN6gRI0aoyZMnqzfeeMOnGU+dOqXuvfdeNW3aNDV//nx18OBBn2XvTkZoU0oFRruSNuU5aVeek3blGWlTnpM25T/l5eUqPT1d5eTkqOnTp6t77rlHNTY26pppy5YtKiMjQ1mtVvXggw/qmuXll19WGRkZKiMjQ61bt07XLG1+aFZOPfzmN79RaWlpasGCBeqee+5RmzZt0i1LcXGxmjVrlpo9e7aaN2+eKikp8duxTEr1kClrhBBCCCFEpyoqKli8eDGFhYV6RxEBpqGhgT59+tDU1MRtt93Gk08+yciRI/WO5XcyKYUQQgghhBDCa7m5uZSWltLc3MxNN93UI4opALlDJYQQQgghhBBdZLhJKYQQQgghhBAiUEhBJYQQQgghhBBdJAWVEEIIIYQQQnSRFFRCCCGEEEII0UVSUAkhhBBCCCFEF0lBJYQQQgghhBBd9P8BX46HgEWhu5QAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550bfe5eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "examine_set(prototypes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Formal sampling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Procedures:\n",
    " 1. Exclude genomes with contamination > 10% or marker gene count < 100.\n",
    " 2. Include NCBI reference and representative genomes.\n",
    " 3. Include only representatives of each phylum to genus.\n",
    " 4. Include only representatives of each species without defined lineage.\n",
    " 5. Run prototype selection based on the MinHash distance matrix, with already included genomes as seeds, to obtain a total of 11000 genomes.\n",
    " 6. For each phylum to genus, and species without defined lineage, select one with highest marker gene count."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "chosen = set()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Step 1: Exclude genomes with contamination > 10% or marker gene count < 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Genomes passed quality filtering: 84617\n"
     ]
    }
   ],
   "source": [
    "dfp = df.query('contamination <= 10 and markers >= 100')\n",
    "print('Genomes passed quality filtering: %d' % dfp.shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "84617\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550d36c940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "examine_set(dfp.index)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Step 2: Include NCBI reference and representative genomes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Added NCBI reference and representative genomes: 5082\n"
     ]
    }
   ],
   "source": [
    "refp = dfp[dfp['refseq_category'] != 'na'].index\n",
    "chosen.update(refp)\n",
    "print('Added NCBI reference and representative genomes: %d' % len(refp))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5082\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550d53d2b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "examine_set(chosen)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Step 3: Include only representatives of each phylum to genus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Added taxonomic groups: phylum: 14, class: 4, order: 12, family: 14, genus: 333\n"
     ]
    }
   ],
   "source": [
    "reports = []\n",
    "for rank in ('phylum', 'class', 'order', 'family', 'genus'):\n",
    "    single_taxa = dfp.groupby(rank).filter(lambda x: len(x) == 1).index\n",
    "    toadd = set(single_taxa) - chosen\n",
    "    chosen.update(toadd)\n",
    "    reports.append('%s: %s' % (rank, len(toadd)))\n",
    "print('Added taxonomic groups: %s' % ', '.join(reports))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5459\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550bfe7160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "examine_set(chosen)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Step 4: Include only representatives of each species without defined lineage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Added species without lineage: 380\n"
     ]
    }
   ],
   "source": [
    "dfp_notax = dfp[dfp['phylum'].isnull() & dfp['class'].isnull()\n",
    "                & dfp['order'].isnull() & dfp['family'].isnull()\n",
    "                & dfp['genus'].isnull() & dfp['species'].notnull()]\n",
    "single_notax = dfp_notax.groupby('species').filter(lambda x: len(x) == 1).index\n",
    "toadd = set(single_notax) - chosen\n",
    "chosen.update(toadd)\n",
    "print('Added species without lineage: %d' % len(toadd))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5839\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550d3570f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "examine_set(chosen)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Step 5: Run prototype selection based on the MinHash distance matrix, with already included genomes as seeds, to obtain a total of 11000 genomes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 43min 58s, sys: 11min 19s, total: 55min 18s\n",
      "Wall time: 59min 11s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "84617"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%time dmp = dm.filter(dfp.index).copy()\n",
    "len(dmp.ids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 42.7 s, sys: 36.9 s, total: 1min 19s\n",
      "Wall time: 1min 28s\n",
      "Sum of distances: 59433077.\n"
     ]
    }
   ],
   "source": [
    "%time prototypes = prototype_selection_destructive_maxdist(dmp, 11000, chosen)\n",
    "print('Sum of distances: %d.' % distance_sum(prototypes, dmp))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Added prototypes: 5161\n"
     ]
    }
   ],
   "source": [
    "toadd = set(prototypes) - chosen\n",
    "chosen.update(toadd)\n",
    "print('Added prototypes: %d' % len(toadd))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550d226080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "examine_set(chosen)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Step 6: For each phylum to genus, and species without defined lineage, select one with highest marker gene count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Added taxonomic groups: phylum: 5, class: 1, order: 1, family: 0, genus: 70\n"
     ]
    }
   ],
   "source": [
    "reports = []\n",
    "dfc = dfp[dfp.index.isin(chosen)]\n",
    "for rank in ('phylum', 'class', 'order', 'family', 'genus'):\n",
    "    toadd = set()\n",
    "    chosen_taxa = dfc[rank].dropna().unique()\n",
    "    for taxon in dfp[rank].dropna().unique():\n",
    "        if not taxon in chosen_taxa:\n",
    "            toadd.add(dfp[dfp[rank] == taxon]['markers'].idxmax())\n",
    "    chosen.update(toadd)\n",
    "    reports.append('%s: %d' % (rank, len(toadd)))\n",
    "    dfc = dfp[dfp.index.isin(chosen)]\n",
    "print('Added taxonomic groups: %s' % ', '.join(reports))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Added species without lineage: 2\n"
     ]
    }
   ],
   "source": [
    "toadd = set()\n",
    "dfc_notax = dfc[dfc.index.isin(dfp_notax.index)]\n",
    "for species in dfp_notax[~dfp_notax.index.isin(single_notax)]['species'].unique():\n",
    "    if dfc_notax.query('species == \"%s\"' % species).shape[0] == 0:\n",
    "        toadd.add(dfp_notax.query('species == \"%s\"' % species)['markers'].idxmax())\n",
    "chosen.update(toadd)\n",
    "dfc = dfp[dfp.index.isin(chosen)]\n",
    "print('Added species without lineage: %d' % len(toadd))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11079\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550a3f0e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "examine_set(chosen)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    11079.000000\n",
       "mean       278.761441\n",
       "std         85.486634\n",
       "min        100.000000\n",
       "25%        199.000000\n",
       "50%        315.000000\n",
       "75%        349.000000\n",
       "max        392.000000\n",
       "Name: markers, dtype: float64"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfc['markers'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/qiz173/Programs/Miniconda2/envs/py3/lib/python3.5/site-packages/matplotlib/font_manager.py:1297: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f550c04ef60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpl.rcParams['figure.figsize'] = (12, 4)\n",
    "f, axarr = plt.subplots(1, 3)\n",
    "axarr[0].scatter(x='completeness', y='contamination', alpha=0.25, data=dfc)\n",
    "axarr[0].set_xlabel('Completeness (%)')\n",
    "axarr[0].set_ylabel('Contamination (%)');\n",
    "axarr[1].scatter(x='markers', y='completeness', alpha=0.25, data=dfc)\n",
    "axarr[1].set_xlabel('marker gene count')\n",
    "axarr[1].set_ylabel('Completeness (%)');\n",
    "axarr[2].scatter(x='markers', y='contamination', alpha=0.25, data=dfc)\n",
    "axarr[2].set_xlabel('marker gene count')\n",
    "axarr[2].set_ylabel('Contamination (%)')\n",
    "plt.suptitle('Distribution of marker gene count, contamination and completeness');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Export results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('sampled.txt', 'w') as f:\n",
    "    for g in sorted(chosen):\n",
    "        f.write('%s\\n' % g)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['chosen'] = df.index.isin(chosen)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('summary_sampled.tsv', sep='\\t')"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
