Ino de Bruijn Add notes after Chris discussion. Add note to Kraken  almost 10 years ago

Commit id: 8da8526baa9dd8c3606785b1a62c450c72ab6c9d

deletions | additions      

       

{  "metadata": {  "name": "",  "signature": "sha256:302117332ea3ca4199078f925af229307fc75c5cca66527ac8f12b4d040a0979" "sha256:1f5647cc554b70fa218fc2b46ce87db9125c142071ca4eade02502a229edc08b"  },  "nbformat": 3,  "nbformat_minor": 0, 

],  "prompt_number": 11  },  {  "cell_type": "markdown",  "metadata": {},  "source": [  "It seems like all the assemblers are able to deliver about the same number of bases in completely pure contigs. They differ mostly in the number of bases they deliver in impure contigs (could be the log scale as well ofc ;)."  ]  },  {  "cell_type": "markdown",  "metadata": {}, 

"mpl.rcParams['figure.figsize'] = 10, 8\n",  "\n",  "mg_length = np.sum(m_even.avp.velvetnoscaf31.genome_contig_coverage[\"genome_length\"])\n",  "f, ax1 axes  = plt.subplots(1, 1, plt.subplots(2, 2,  sharex=True, sharey=True)\n", "#ax1.set_xlim([0, 600000])\n",  "#ax1.set_title(\"filtered-refs-filtered-pairs-noscaf\")\n",  "ax1.plot(m_even.avp.velvetnoscaf31.contig_metagenome_coverage_purest_single_aln[\"cut_off\"], \n", "def plot_metagenome_cov(ax, masm, strategies, category, colors):\n",  " for i, s in enumerate(strategies):\n",  " m_even.avp.velvetnoscaf31.contig_metagenome_coverage_purest_single_aln[\"metagenome_cov_percentage\"],\n", ax.plot(masm.avp.__dict__[s].contig_metagenome_coverage_purest_single_aln[\"cut_off\"],\n",  " 'k', masm.avp.__dict__[s].contig_metagenome_coverage_purest_single_aln[\"metagenome_cov_percentage\"],\n",  " colors[i],  linewidth=2.0, label='velvetnoscaf31')\n",  "ax1.plot(m_even.avp.raynoscaf31.contig_metagenome_coverage_purest_single_aln[\"cut_off\"], label=s)\n",  " ax.set_title(category)\n",  "\n",  "plot_metagenome_cov(axes[0][0], m_even, ['velvetnoscaf31', 'raynoscaf31', 'metavelvetnoscaf31'],  \n", " m_even.avp.raynoscaf31.contig_metagenome_coverage_purest_single_aln[\"metagenome_cov_percentage\"],\n", 'noscaf', ['k','r','g'])\n",  "plot_metagenome_cov(axes[0][1], m_even, ['velvetscaf31', 'rayscaf31', 'metavelvetscaf31'], \n",  " 'r', linewidth=2.0, label='raynoscaf31')\n",  "ax1.plot(m_even.avp.metavelvetnoscaf31.contig_metagenome_coverage_purest_all_aln[\"cut_off\"], 'scaf', ['k','r','g'])\n",  "plot_metagenome_cov(axes[1][0], m_even, ['velvetnoscafminimus2', 'raynoscafminimus2', 'metavelvetnoscafminimus2'],  \n", " m_even.avp.metavelvetnoscaf31.contig_metagenome_coverage_purest_all_aln[\"metagenome_cov_percentage\"],\n", 'minimus2', ['k','r','g'])\n",  "plot_metagenome_cov(axes[1][1], m_even, ['velvetnoscafnewbler', 'raynoscafnewbler', 'metavelvetnoscafnewbler'], \n",  " 'g', linewidth=2.0, label='metavelvetnosaf31')\n", 'newbler', ['k','r','g'])\n",  "\n",  "\n",  "for ax in [ax1]:\n",  " ax.set_xscale('log')\n",  "plt.gca().invert_xaxis()\n",  "\n",  "for ax in [ax1]:\n", axes.flatten():\n",  " ax.set_ylim([0,100])\n",  " ax.set_xlim([10**6,0])\n",  " \n",  "for ax in axes.flatten():\n",  " ax.set_xscale('log')\n",  " ax.invert_xaxis()\n",  " handles, labels = ax.get_legend_handles_labels()\n",  " ax.legend(handles, labels, numpoints=1, loc='upper left')\n",  "\n",  "#plt.ylabel('Metagenome coverage (%)')\n",  "#plt.xlabel('Contig/Scaffold length')\n",  "\n",  "plt.ylabel('Metagenome coverage (%)')\n",  "plt.xlabel('Contig/Scaffold length')\n",  "# Legend\n",  "handles, labels = ax.get_legend_handles_labels()\n",  "ax.legend(handles, labels, numpoints=1, loc='upper left')" "# Set common labels\n",  "f.text(0.5, 0.08, 'Contig/Scaffold length', ha='center', va='center')\n",  "f.text(0.08, 0.5, 'Metagenome coverage (%)', ha='center', va='center', rotation='vertical')"  ],  "language": "python",  "metadata": {}, 

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nCfaG/SUhutDNbYsULELNkjXTJWTVvKrhVMDpltdXkiYiIiL3vIwWBnz++ed0\n7tw5S/PSw6+Hm3PHzv1BcPAGgs/9wZGCUSRnUIystGvpdMlYLe9aVPCogL3dnVUuU5ImIiIi97Sg\noCAGDhxISEgIAP379+fjjz/OcGFAspFMSIS5ujL4QjDBYebPc9fO3dTWPhkeii1CrZI1qVW3FbXK\nPpJuuPJuqQSHiIiI3JNutzAgJiGGQ+GH/kvILgSzL2xfhqsri8RBzTCodQFqGSWp1SSQat0G4+T3\ngFU/051QT5qIiIjkKTcuDChcuDBvvP8GjTs05mD4QfaF7SP4grm6MslIuun80gWKUSuiILX2h1Er\nNJlaF6BCUlHsu6QUm23QAKxQukvDnSIiInLPOHDwAL2G9uKP0D/AG4rXKI5DKQfCYsJuaptudSXe\n1Np7mppLtuN18qLZwM4OWrQwE7O2bcHp1pP8c4OSNBEREcmX0g5X/nb2N374/QfOJpyFrK6udPTB\nafmqjIvN9uoFPXpAmTLW+jg3UZImIiIieV749XDLMGXq41bDlS5JLjSu2JhHyj5y8+rKWxSbxc0N\nunSx6nDm7WjhgIiIiOQZ5t6Vx9MlY8EXggm9FnpTW3s7e9zi3Lh69CpcgHKFyjH1/am08m9184UP\nHzYTs7R7Z9rZwdNP22w4M7cpSRMREZFsiUuM48DFA1lbXZlmuPLhkg9zes9ppo6cypVL5sKA1B0D\nChYs+N9Jme2dmQeGM3ObkjQRERHJEsMw+CfiHzYc28DGkI38eOJHYhJjbmqXWTHYw4cP079/f37+\n+WcAWrRowfTp0//bMSAfDWfmNiVpIiIickvX4q6x9cRWNoZsZMOxDZy4ciLd8YeKP0QdnzoZ7l2Z\nVkxMDB999BETJkwgISHh5h0D7sPhzNvJb2moFg6IiIjkIsMw2Be2z9Jb9vPpn0lMTrQcL+ZUjBYV\nWxBQKYAWFVvgXcT7ttfMaMeAcePG4WEYGQ9nVq4MvXvn++FMre4UERGRu3Lp30sEhQSxIWQDm0I2\ncSH6guWYvZ09j5Z5lICKAQRUCqCOTx0c7B2ydN2LFy8ydOhQFixYAEC1atWYOW0ajaKj74vhTK3u\nFBERkTuSmJzI3tC9lt6yX0N/xeC/TpDSrqUJqBTA0xWf5skKT+Lh5HFH109OTuabb75h2LBhREZG\nUrhwYaYMGEAfe3scOndOP5yZWmz2uefuu+HM27FVmvoO0ANIBg4AvQEXYAlQDjgJdAKu3HCeetJE\nRESy4WxTftOgAAAgAElEQVTUWTYe28iGkA1sPr6ZK7H//RNb0KEgj5d7nICKATxd6WmqeVVL7QW6\nY2kXBrgDYx56iJcKFqTwvn3/Napc2UzMevbM18OZt5Mfhzv9gK3AQ0AcZmK2DqgGXAImAG8DHsDw\nG85VkiYiIpIFcYlx7Di9w9JbdvDiwXTHH/B8gIBK5hBm03JNcSnoclf3S10YMGn8ePwTExlQqBCt\nk5JwSEyZz1a06H/DmY8+ek8MZ95OfhzujAISAGcgKeXnOczetaYpbeYC27g5SRMREZEMGIbBsYhj\n/5XHOPkj/yb8aznuUsCFJyo8Yektq+BRIcfuHRQUxKS+fWl25gwhQCmAuDgNZ94lWyRpEcAk4DQQ\nA2wEgoCSQOruqWEpr0VEROQW/k34l83HN1sSs+ORx9Mdr1mypqW3rFHZRhR0KHiLK2VP+D//sLZ7\nd6r++isb0h64T4Yzc5stkrSKwBDMYc+rwDLM+WlpGSkPERERucGJyBNM/XUqs/6clW5umaeTp1ke\no6JZHsPH1Sd3AoiL49Qbb+A+bRq9U6YhxRYqRIEePXDo2/e+Gc7MbbZI0uoBu4DLKa9XAA2BC4B3\nyk8f4GJGJ48aNcry3N/fH39//9yLVEREJI8wDIMfT/7IlD1TWH10tWU1Zr1S9Xi28rMEVAqgrk/d\nLJfHyGYQsGwZ0a++SrnwcAD+dHOj1KhRlOzf/74fzty2bRvbtm3LsevZIs2tCSwAHgFigTnAXsxV\nnZeB8Zhz0dzRwgEREbnP/ZvwLwv2L2DK3imWyf8F7AvQpXoXBtUfxCOlH7FOILt3Ywwdit0vvwBw\nENjaqhUDv/+eAgUKWCeGfCY/ru4EGAa8gFmC4w/gRcAVWAr4ohIcIiJynzt15RRTf53K1398TWRs\nJADeRbwZWG8g/er2y1Kl/xxx8iQMHw5LlgDmpPGRdnZUmzSJV4cMyXapjvtBfk3SsktJmoiI3LMM\nw+CnUz8xec9kVh1dRbKRDECD0g14rcFrBFYNzPHJ/7d09SqMHQuTJ0NcHLF2dkwyDKYWKcKspUtp\n2bKldeLIx/JjCQ4RERFJIyYhhoUHFjJl7xT2h+0HzCHNrtW7Mqj+IBqUaWC9YBITYeZMGDkSLl0C\n4DtnZ17/918c/PwIWruWatWqWS+e+5iSNBERERs5ffU003+dzsw/ZhIREwFASZeSDKg3gP51++fe\n6syMGAasWwdvvglHjgBwqWpV2oWE8PO//9K4cWO+//57vLy8rBfTfU5JmoiIiBUZhsHPp39myt4p\nfP/X9yQZSYC5SnNwg8F0rNqRQo6FrBvUvn3wxhuwZYsZY8WKrGzYkA7z52MAPXv25KuvvqJQISvH\ndZ/TnDQREREriEuMswxpBl8IBsDR3pGOVTvyWoPXaFC6gfUn4Z87B++9B7Nnmz1pHh4kvvsuA/bv\nZ9a8eQCMHTuW4cOHa4FANmhOmoiISB5mGAarj67mjU1vEBIZAoCXsxcD6g1gQL0BlHItZf2grl+H\nSZNg/Hj4919wdIRXX+Xyyy/Trm9fduzYgZOTE/Pnz6d9+/bWj08AJWkiIiK55tDFQwzZOITNxzcD\n8FDxhxjeZDidq3W2/pAmQHIyzJsH775r9qIBtGsH48dzOCGB1k8/zYkTJyhVqhRr1qyhTp061o9R\nLJSkiYiI5LCImAhG/jiS6b9NJ8lIwr2wO2P8xzCg3gAKONio8OuPP5rzzv7803xdty58+ik8/jgb\nN26kU6dOREVFUbduXVavXk2pUjbo4ZN0lKSJiIjkkMTkRGb8NoP3t71PREwE9nb2vFzvZUY3G01x\n5+K2CeroURg2DFavNl+XKQPjxkG3bmBvz//+9z8GDx5McnIygYGBzJ07F2dnZ9vEKukoSRMREckB\nW45vYfCGwRwKPwRAM79mTA6YTI2SNWwT0KVLMGYMTJ9u1j4rUsTcOeD118HZmcTERAYPGsS0adMA\nGDFiBGPGjMHe3t428cpNlKSJiIjcheORx3lz05t8f+R7AMq7l2dSi0k89+BztlkRGRcHX3wBH35o\n7hpgbw8vvWQmbN7mVlJXrlyhU6dOBAUFUbBgQWbNmkWPHj2sH6tkSkmaiIhINlyLu8bYHWP5dPen\nxCfF41LAhRGPjeD1hq9T2LGw9QMyDFi+HN5+G06cMN9r0QImToQa//XmhYSE0Lp1a44cOYKXlxcr\nV66kUaNG1o9XbktJmoiIyB1INpKZv38+wzcP53z0eQCer/k8454YZ5tyGgB79sDQobBrl/m6alWz\nxEZAQLpmP/30E+3bt+fy5ctUr16dNWvW4OfnZ/14JUuUpImIiGTR3tC9DFo/iL2hewGoX7o+UwKm\nWHdvzbROnzbnmS1aZL728oIPPoC+fc3aZ2nMnj2b/v37k5CQwDPPPMOiRYsoWrSoDYKWrFKSJiIi\nkgWz/5xNv7X9SExOxKeID+OfHE/3h7tjb2eDifZJSfC//8GIEWZh2kKFzJ604cPhhsQrKSmJd955\nh08++QSAIUOGMHHiRBwcHKwft9wRJWkiIiKZMAyD0dtHM3r7aABeq/8aHzb/ENdCrrYJ6NAhs6ds\nzx7zdWCgOe+sXLmbmkZHR9O9e3dWr16No6MjU6dOpV+/flYOWLJLSZqIiMgtxCfF029NP+bum4u9\nnT3/a/k/Bj4y0DbBxMWZ9c3GjoWEBChVyiyv0aZNhs3PnDnDs88+y759+3B3d+e7776jefPmVg5a\n7oaSNBERkQxcjb1K4LJANh/fjHMBZ5YELqF15da2CWb3brP37PBh83X//ua+m25uGTbfu3cvbdu2\n5cKFCzzwwAOsXbuWypUrWzFgyQmqWCciInKDs1FneWz2Y2w+vpkSLiXY3mu7bRK06GgYPBgaNTIT\ntAcegG3b4Msvb5mgLVmyhKZNm3LhwgWaN2/O7t27laDlU0rSRERE0th3YR+Pfv0oBy4e4MHiD7K7\n727qlapn/UA2boTq1WHKFLMg7fDhsG8fNG2aYXPDMBg9ejRdunQhNjaWfv36sWHDBjw9Pa0cuOQU\nDXeKiIik2BSyicClgVyLv8Zjvo+xsstKPJ2snORcvmxu3TRvnvm6Th34+muoXfuWp8TExNCnTx8W\nL16Mvb09kyZNYvDgwbbZ8UByjJI0ERER0pfY6FK9C7PbzrbuzgGGAUuXwqBBEB4OhQvD6NFmaQ3H\nW/9zfeHCBZ577jn27NmDq6srixYtolWrVtaLW3KNkjQREbmv3Vhi4+3GbzP2ibHWrX929iy8/DKs\nWWO+9veHmTPNOWiZ2L9/P61bt+bMmTOUK1eONWvWUKOGjTZ0lxynJE1ERO5bNi+xkZwMM2aY+21e\nu2YWop040VzJaZ95knjw4EGaNWtGREQEDRs2ZOXKlZQoUcJKgYs15LfBasMwDFvHICIi9wCbl9g4\nehReegl27DBfP/ccTJ1q1j+7jRMnTtC4cWPOnz/Ps88+y9KlSylc2AabukumUuYEZjvXUpImIiL3\nnbNRZ3lmwTMcuHiAEi4l+KHbD9ZbwZmQAJ98AmPGmAVqS5Y0t3jq0AGyMNH//PnzNGnShOPHj+Pv\n78/69euVoOVRStJERETuwL4L+2i1sBWh10KpUqwK67uvp7xHeevc/PffzaHMffvM1717m8ObWSyT\nERERgb+/PwcOHKBu3bps3bpVm6TnYXebpGlOmoiI3DeCQoLosLSDbUpsTJ8Or75qzkMrX95cGPDk\nk1k+/fr167Rq1YoDBw7w4IMPsmHDBiVo9zgVsxURkfvC7D9n88zCZ7gWf43O1Tqzqecm6yVoq1bB\nK6+YCdrrr8OBA3eUoMXFxdGuXTt2796Nr68vQUFBFC9ePBcDlrxASZqIiNzTDMNg1LZR9Fndh8Tk\nRIY1GsbCDgutVwPt11+ha1ezDtoHH8Cnn4KLS5ZPT0pKokePHgQFBVGiRAmCgoIoU6ZMLgYseYXm\npImIyD0rPime/mv7Myd4DvZ29nzR8gtefuRl6wVw8iQ8+iiEhZnzz2bNytLigFSGYfDSSy8xa9Ys\nihYtyvbt26lVq1buxSs5SnPSREREMhAVF0WHpR0sJTYWd1jMs1WetV4AV65Aq1ZmgvbEE2Y9tDtM\n0IYNG8asWbNwcnLihx9+UIJ2n1GSJiIi95yzUWdptbAV+8P2U8KlBGu7ruWR0o9YL4D4eLOkxuHD\nULUqLF8OBQrc0SXGjx/PxIkTcXR05LvvvqNJkya5FKzkVUrSRETknrI/bD/PLHjGNiU2wJx71r8/\nbN0K3t6wbh24u9/RJb788kveeecd7OzsmDdvHi1btsylYCUvU5ImIiL3jLQlNpr4NmFVl1XWW8GZ\n6qOPYM4ccHY29+IsV+6OTl+8eDEvv2zOm5s2bRpdunTJhSAlP9DqThERuSfMCZ6TrsRGUM8g6ydo\nCxbAe++Zc88WLoR6d7aLwbp16+jZsyeGYTB27FgGDBiQS4FKfqAkTURE8jXDMBi9bTS9V/W2TYmN\nVNu3Q58+5vPPP4e2be/o9B07dhAYGEhiYiJvvfUWw4cPz4UgJT9RCQ4REcm3EpIS6Le2n+1KbKQ6\nehQaNoTISHjtNZg8+Y5O//PPP/H39ycqKoq+ffvy1VdfpZZvkHxMe3eKiMh9KSouisClgQQdD7JN\niY1U4eFmLbTjx6FNG1ixAhwcsnz633//TZMmTQgPDycwMJDFixfjcAfnS96lJE1ERO47Ni+xkSom\nBpo3h927zfln27bd0W4CZ86coUmTJpw+fZoWLVqwevVqChUqlHvxilWpmK2IiNxXbF5iI1VyMvTs\naSZovr7mSs47SNDCw8Np0aIFp0+fpmHDhqxYsUIJmqSjJE1ERPKNPFFiI9Xw4fDdd1C0qFkLzds7\ny6dGRUXRsmVLjhw5Qo0aNfjhhx9wuYMET+4PWt0pIiL5QtoSG52qdbJNiY1UX34Jn3wCjo7mHLRq\n1bJ8akxMDG3atOH333+nYsWKbNy4EQ8Pj1wMVvIrJWkiIpKn3Vhi461Gb7GowyLrl9hItW4dvPKK\n+XzmTHNfzixKSEigc+fObN++HR8fH4KCgvDx8cmlQCW/03CniIjkWTeW2JgSMIVX6r9iu4CCg6Fz\nZ3M+2v/9H/TuneVTk5OT6dOnD2vWrMHT05OgoCDKl7fBXDrJN7S6U0RE8qS0JTacHJ1YHLiYNlXa\n2C6gixehTh0IDYVu3WD+fHNngSxISEigX79+zJkzBxcXF7Zs2UKDBg1yOWCxNa3uFBGRe06eKbGR\nKinJTMxCQ6FRI/jmmywnaFeuXCEwMJAtW7bg5OTEqlWrlKBJlihJExGRPOXGEhvruq+jgkcF2wY1\nZgxs2QJeXrB0KWSxVMapU6do1aoVhw4domTJkqxZs4ZHHrFhsin5ioY7RUQkz9h8fDMdlnYgKi7K\n9iU2Um3aBAEB/z1/8sksnfb777/TunVrLly4wEMPPcS6devw8/PLvTglz7nb4U6t7hQRkTxhTvAc\nWi5oSVRclO1LbKQ6exa6dwfDgFGjspygrV27lscff5wLFy7g7+/Pzp07laDJHVOSJiIiNmUYBmO2\nj8k7JTZSJSSYKzkvXYIWLczVnFkwbdo02rZty7///kvPnj1VB02yTXPSRETEZhKSEui/tj+zg2fn\njRIbaQ0fDrt2QenS5kpO+8z7NZKTk3nrrbf49NNPARg5ciQjR45MHfISuWP57ZujOWkiIveIPFdi\nI63vv4f27c0dBbZvN1d0ZiK112zFihU4Ojry9ddf88ILL1gpWMmrVIJDRETyndCoUJ5Z+EzeKbGR\nVkgI9OplPh8//rYJ2sWLF2nTpg179uzBzc2NFStW0Lx589yPU+556kkTERGrOhB2gGcWPsPZqLN5\np8RGqthYMyn7809o187cQD2T4cqjR4/SsmVLTpw4ga+vL+vWraPaHezjKfc2re4UEZF8Y/PxzTSZ\n3YSzUWdp4tuEnX125p0EDWDwYDNBq1DhtgVrf/rpJxo2bMiJEyeoV68ee/bsUYImOUpJmoiIWEVG\nJTaKORezdVj/mT/f3DC9UCFYvhzc3W/ZdOHChTz11FNERkbSpk0btm3bhre3txWDlfuBkjQREclV\nebbERlqHDkH//ubzKVOgdu0MmxmGwUcffUT37t2Jj49n0KBBrFixAhcXFysGK/cLzUkTEZFck6dL\nbKSKjob69eGvv6BHD/j22wyHOQ3DYMCAAcycORM7Ozs+/fRThgwZYoOAJb/Q6k4REcmT8nSJjVSG\nYfag/fUXVK0KX355y3loM2bMYObMmTg5ObFgwQLatWtn5WDlfqOeNBERyXE3lthY03UN9UvXt3VY\nN/vySxg4EFxc4Ndf4aGHMmz2119/UbduXWJiYli8eDGdO3e2cqCSH6knTURE8pS0JTYqF6vM+u7r\n89YKzlS//26u5gRzwcAtErS4uDi6du1KTEwML7zwghI0sRolaSIikmM2H99Mh6UdiIqLoolvE1Z2\nXpm3VnCmioyEjh0hPh4GDIBu3W7Z9N1332Xfvn1UrFiRL774wopByv1Ow50iIpIj5gbP5cU1L5KY\nnEinap2Y+9zcvLWCM5VhmIVqV62COnVg504onHGcmzZt4umnn8bBwYGdO3fSoEEDKwcr+ZmK2YqI\niE2lltjotaoXicmJvNnwzbxXYiOtSZPMBM3NDZYtu2WCFh4ebtl/c/To0UrQxOqymt25AGUBAzgL\nXM+1iDKnnjQRkTwkX5TYSOvnn8HfH5KSYOVKaNs2w2aGYdC2bVvWrFnD448/ztatW3FwcLBurJLv\n5ebCAVfgJaALUBwIS7lRSeAysAD4CojO7s1FRCT/yhclNtK6eBE6dzYTtDffvGWCBvDll1+yZs0a\n3N3dmTdvnhI0sYnMsrstwGJgNWaClpY30AboDDyRO6FlSD1pIiJ5QNoSG17OXqzttjZvlthIlZQE\nAQGweTM0aQJbt0KBAhk2PXz4MHXr1iU2NpYlS5bQqVMnKwcr94q77UnTwgEREbkj+abERlqjRsHo\n0eDlZW6gXrp0hs3i4uJo0KAB+/bto1evXsyePdu6cco9xZpJWgngNcAZmA78k92b3gUlaSIiNrTl\n+BbaL21PVFwUjcs2ZlWXVXmzxEZamzaZvWipz5988pZNhw4dymeffUbFihX5888/cXV1tVKQci+y\n5urOScAm4HtgYXZvKCIi+dPc4LkELAggKi6KjlU7svn5zXk/QTt7Frp3N8tujByZaYK2adMmPvvs\nMxwcHFi4cKESNLG5zJK0jcDjaV4XBE6kPArlZlAiIpJ3ZFRiY3Hg4rxbYiNVQoK5UODSJXjqKfi/\n/7tl0xvLbdSvn4fn18l9I7MuOHfg/4AywAjMhG4k5nDnp8DPuR7dzTTcKSJiRQlJCQxYO4Bvgr/B\n3s6eyQGTebX+q7YOK2vefNOsiVa6tDkPzcsrw2aGYdCmTRvWrl2rchuSo6wxJ60i8CFwLuVnZHZv\nlgOUpImIWElUXBQdl3VkU8gmnBydWNRhEW0fvHXZijxl5UpzVwEHB9i+HRo3vmXTadOm8corr+Du\n7s6+ffvw9fW1YqByL8vNOmmVgAFAPPAmZrK2GPgBmAokZfemIiKSt4VGhdJqYSv2he3LHyU20jp+\nHHr1Mp+PH59pgnbo0CHeeOMNAGbMmKEETfKUzOakLcJcJLAN+Bb4CQgArgJBuR6ZiIjYxIGwAzw6\n61H2he2jcrHK7H5xd/5J0GJjITAQrl6F556DoUMzaRpLt27diI2NpVevXqqHJnlOZj1pqQsFXDDn\noYG5LdRcYFkuxyUiIjaw68wuWi5omb9KbKQ1ZIg5/6xCBZg9G+xuPdL0zjvvsH//fipWrMiUKVOs\nGKRI1mQ2TtoYGAokAOOAfVaJKHOakyYikkv+Cv+Lxt80JjI2ksCqgcxrNy/vr+BMa8EC6NEDChWC\nXbugTp1bNt24cSMBAQE4Ojqyc+dOreaUXJGbc9J2pjxEROQed+7aOQIWBBAZG0mbKm1Y1GERjvaZ\n/RORxxw+DP36mc8nT840QQsPD6dXypw1lduQvCyzOWk/AB35b6gzLRfMfTvX5UZQIiJiPVdjr9Jy\nQUtOXz1NwzIN81+CFh1tzkP791+zcG1qspYBwzDo06cPFy5coGnTprz99ttWDFTkzmTWBVcCeBUI\nxFzJeT6lvTdmD9wSzFWe4bkcY1oa7hQRyUFxiXG0XNCSH0/+SJViVdjZZ2f+moNmGNCzpznU+dBD\nsHcvFClyy+Zpy23s37+fsmXLWjFYud9Ya+9Ob6BcyvNTwIXs3vAuKUkTEckhyUYy3Vd0Z/HBxXgX\n8eaXvr/g5+5n67DuzIwZMGAAODvDr79C1aq3bHro0CHq1atHbGwsS5cupWPHjlYMVO5HuTknLa0L\n5Gxi5g58DVTDXDHaG3PD9iWYyeBJoBNwJQfvKSIiaQwLGsbig4txLejK+u7r81+C9scf8Npr5vOZ\nMzNN0NKW2+jdu7cSNMkX7mSD9Zw0GXM+20PAw8ARYDhm/bXKwJaU1yIikgs+++UzJv0yCUd7R1Z0\nXkEt71q2DunOXLlizkOLj4f+/c25aJlILbdRqVIllduQfCPbXXB3wQ34E6hww/tHgKZAGObw6jbg\nwRvaaLhTROQuLT64mK7fdQVgfrv5dH848wQnzzEMaN/e3PqpTh3YuRMK37pUyIYNG2jZsiWOjo7s\n2rWLRx55xIrByv3sboc7s9qT5gxUye5NblAec7HBbOAP4CvM1aIlMRM0Un6WzKH7iYhIih9P/MgL\nK18AYMKTE/Jfggbw6admgubmBsuWZZqgXbx40VJuY8yYMUrQJF/Jypy0NsAnQCHAD6gNjE55P7v3\nrIO5cvRX4HNuHto0Uh43GTVqlOW5v78//v7+2QxDROT+sj9sP88teY74pHheq/8abzZ609Yh3bmd\nOyG1bMacOebOArdgGAZ9+/YlLCyMpk2bMmzYMOvEKPetbdu2sW3bthy7Xla64P4AmgM/YiZoAAeB\n6tm8pzfwC2aPGkAT4B3M4c9mmAsUfFLup+FOEZEccPrqaRrOasi5a+foWLUjiwMXY29nq2nJ2RQe\nDrVrQ2govPEGTJyYafOpU6fy6quv4uHhwb59+1RuQ6zOGsOdCdy8yjI5uzfETMLOYC4QAHgSOASs\nAV5Iee8FYOVd3ENERFJExEQQMD+Ac9fO0bRcU75t923+S9CSkszFAaGh0LgxjBuXafNDhw7x5ptm\nT+HMmTOVoEm+lJXhzkNA95S2DwCvAbvu8r6DgAWYm7iHYJbgcACWAn35rwSHiIjchZiEGNosasNf\nl/6imlc1VnZZmb/240z14YcQFATFi8PixVCgwC2bxsbG0rVrV2JjY+nTpw+BgYFWDFQk52SlC84F\nGAG0SHm9EfgAiM2toDKh4U4RkSxKSk6i47KOfH/ke8oULcMvfX+hTNEytg7rzgUFwdNPm883boSn\nnsq0+ZAhQ5g8eTIPPPAAf/zxB0Uy2YFAJDdZa8eBvEJJmohIFhiGwavrXmXab9NwL+zOz71/plqJ\narYO686Fhprz0MLDYeRISLN4LCMqtyF5iTV2HFiDudIy9SYGEIW5MnMGtulRExGRTHz888dM+20a\nhRwKsarLqvyZoCUkQOfOZoL25JPw3nuZNk9bbuODDz5Qgib5XlZmjp4AooGZmDXNrqU8Kqe8FhGR\nPGRu8Fze3foudtgxv/18Hi/3uK1Dyp533zVLbpQqZW6g7uBwy6aGYdC7d2/CwsLw9/fnrbfesmKg\nIrkjKz1pjYB6aV6vBn5Lee9QbgQlIiLZs+HYBvqu7gvA5IDJBFbNp5PmV60yS2w4OMCSJVCiRKbN\np06dyrp16/Dw8GDevHk4ZJLQieQXWelJc8Hc9DxVuZT3AOJzPCIREcmW3879RuDSQJKMJN5u/DaD\nGgyydUjZc/w4vJBSkenjj6FJk0ybHzx40FJu46uvvqJMmXy4OEIkA1npSXsD2AEcT3ldAXgZM1Gb\nm0txiYjIHQiJCKHVwlZcT7hOj4d7MPaJsbYOKXtiY6FjR7h6Fdq2NYvWZtrcLLcRFxdH37596dCh\ng5UCFcl9WV1xUBiz+r8BHMV2iwW0ulNE5AYXr1+k8TeNORZxjKcqPMXabmsp6FDQ1mFlz8CB8OWX\nUL48/PEHuLtn2nzw4MFMmTJF5TYkT7JWCY4aQFXMZC01S/o2uze9C0rSRETSuB5/nWZzm/HruV+p\n7V2b7b2241rI1dZhZc/CheauAgULwq5dULdups3Xr1/PM888g6OjI7/88gv16tXLtL2ItVmjBMco\noClQDfgBaAn8jG2SNBERSZGQlECn5Z349dyv+Ln7sa77uvyboP31F/TrZz6fPPm2CVpYWJil3MaH\nH36oBE3uSVlZOBCIub/mecztm2oCmfc/i4hIrjIMgwFrB7Dun3UUcyrGxh4b8S7ibeuwsic6Gjp0\ngOvXoVs36N8/0+aGYdCnTx8uXrxIs2bNVG5D7llZSdJigCQgEXADLgLaqVZExIZGbhvJN8Hf4OTo\nxNpua6lcrLKtQ8oew4ABA8yetIceghkzwC7z0aH//e9/lnIb3377Lfb2+WyzeJEsyspw56+AB2bh\n2t+A69z9BusiIpJNM36bwQc/fYC9nT1LApfwaJlHbR1S9s2caRaqdXaG5cvhNhP/Dxw4YOk5+/rr\nr1VuQ+5pt5vMZofZa3Y65XV5oCiwLzeDyoQWDojIfW3VkVW0X9qeZCOZma1n8lLdl2wdUvb98Qc0\nbAjx8TBvHvTokWnzmJgY6tevz8GDB3nxxRf56itteiN5mzUWDqwDqqc8P5HdG4mIyN355cwvdPmu\nC8lGMiObjszfCdqVKxAYaCZo/frdNkEDePvttzl48CCVK1fm888/t0KQIrZ1u4F8A/gdqG+FWERE\n5BaOXDpC60WtiU2M5cXaLzKy6Uhbh5R9hgG9e8OJE1C7trma8zbWrVvHF198gaOjIwsXLsTFxeW2\n58YCStUAACAASURBVIjkd1npSXsU6AGcwpyPBmby9nBuBSUiIv85f+08AfMDiIiJoHXl1kxvPT11\nGCV/+vRTWLkS3Nxg2TIoXDjT5mFhYfTu3Rswy23UvU15DpF7RVb+K/e7xfsncy6MLNOcNBG5r0TF\nRfH47MfZF7aPBqUbsOX5LbgUzMe9SDt3QtOmkJQEK1ZAu3aZNjcMg1atWrF+/XqaNWvG5s2btZpT\n8o27nZOWlW/6SczFA81Snl+/mxuKiEjWxCfF035Je/aF7eMBzwdY03VN/k7QwsOhc2czQRs69LYJ\nGsAXX/w/e/cdHkXVhnH4R0gCMRTpIL0EkCaoNKVJlY4UQapIFQREkN4FsSFFUbooSBMIvSRBUIpY\nIIAEkAQQUbokoYS0zX5/TOBDpWyS3Z3d5LmvK5e7m52ZFw3rk3PmPecTtm7dquU2JE2yJWxNAJ4B\nSgElgfzAKuB5x5X1QBpJE5E0IcGaQBf/Liz7dRl5fPOwr8c+imUrZnZZyWexQOPGEBgIzz0Hu3aB\nl9dDD/n111+pXLkyMTExrFmzhtatWzunVhE7ccZI2ktAS/5/P9pfgJvuOyIi4h5GBI1g2a/LyOSd\niS2dtrh3QAOYPNkIaDlzwsqVjwxot2/f5pVXXiEmJoaePXsqoEmaZEtIiwES7nnuxmPtIiKub+b+\nmXy470M8PTxZ8/Ians73tNklpUxgIEycaOwk8PXXYMMCtMOGDSMkJETLbUiaZktI+waYi7FfZ29g\nB7DAkUWJiKRVAacCGLx9MACLWiyiYfGGJleUQn/9BZ06GctujB0LDR/959m8eTOffvopXl5eWm5D\n0jRb50kbJn4BbAcCHVPOI+meNBFJtSKjIyn3eTn+vP4nE2pPYHwdN14LDSAuDl54wejorF8ftm2D\n9OkfesjFixepUKECV65c4f3332fYsGFOKlbE/pyx48AQYAUQkNyLiIjIo70d+DZ/Xv+Tyk9UZnSt\n0WaXk3KjRhkB7YknjGnORwS0hIQEunfvzpUrV6hbty5Dhw51UqEirsmW6c7MGAFtD/AGkMehFYmI\npEEBpwKYf3A+3um9WdxqMZ4etvwO7cLWr4ePPjKC2cqVkDv3Iw/55JNP2LZtG9mzZ9dyGyLYFtIm\nAGWB/kA+4HuM+9JERMQOrsdcp+eGngBMrDORMrnKmFxRCp0+Dd26GY+nToUaNR55yJEjR+5ObS5Y\nsID8+fM7skIRt5CUX1MuAxeBv4FcjilHRCTteTvgbc5dP8ezTzzL0OfcfIovOhratYPISGjRAmyY\nsrx9+zYdO3YkNjaWXr168ZINi9yKpAW2hLR+wC6M0bOcQE+0b6eIiF0EnQ5i3sF5eKf35ouWX7j/\nNOfgwXDwIBQpAosXG8tuPMKd5TZKlSrF9OnTHV6iiLuw5dOgEPAmcMjBtYiIpCk3Ym7QY0MPAMbX\nHk+53OVMriiFli2DOXPA2xtWr4Zs2R55iJbbEHkwW0bSRiT+cwBG48BTjitHRCTteDvwbf6I/INn\n8j3DsOfdfKmJ48ehd2/j8YwZ8Mwzjzzk4sWLdO/eHYApU6bw9NNuvmiviJ3ZEtIGAUsx7kPLk/h4\noCOLEhFJ7YJOBzH3wFy8PLzcv5vz1i1o29b45yuvQN++jzzk3uU26tWrx5AhQ5xQqIh7seVToSdQ\nlf/v3fkesB+Y5aiiRERSsxsxN+52c7r9NKfVaoSyY8egdGmYN8+m+9DuXW7jyy+/1HIbIvdh69+K\nhAc8FhGRJBoeNJyzkWd5Ot/T7j/NOX8+LF0Kjz1m3IeWKdMjD7l3uY2FCxdquQ2RB7BlJO0L4Edg\nLcbWBq2ARY4sSkQktfr2zLd8/svneHl48UXLL/BK72V2Scl38CAMTLz7Zc4cKFv2kYfcvn2bV155\nhdjYWHr37k2rVq0cXKSI+7IlpH0MfAfUAKzAq0CwA2sSEUmVbsbevNvNObbWWCrkcePVjCIijPXQ\nYmKgVy/o0sWmw95++22OHTtGqVKl+Pjjjx1cpIh7s2XTz2rAMeB64vMswJMYo2vOpg3WRcRt9d/c\nn89++YxKeSvxY88f3XcUzWqF1q1h3TqoWBF++AEyZnzkYZs2baJ58+Z4eXnx448/UqlSJScUK2Ke\nlG6wbss9aXOAG/c8v5X4moiI2GjnmZ189stneHp4srjVYvcNaADTpxsBLUsW4z40GwLavcttvPvu\nuwpoIjawtXHg3uErC5DeAbWIiKRKqWqac98+GD7cePzFF1C8+CMPSUhI4NVXX+Xq1avUr1+ft956\ny8FFiqQOtoS0MxjronkB3hjrpp12ZFEiIqnJiKARnIk4Q8W8FRlZY6TZ5STflSvw8ssQH29s/9S6\ntU2HzZo1i+3bt5MjRw4ttyGSBLbMk+bBWBPthcTnOzCC2mVHFfUQuidNRNzKrt938cKXL+Dp4cnP\nvX6mYt6KZpeUPBYLNGkCAQFQvTp89x14PXrK9vDhw1SpUoXY2FjWrVtHy5YtnVCsiGtI6T1ptnR3\nXgLaJ/cCIiJp1a3YW7y2/jUAxtQc474BDWDKFCOg5cgBK1faFNBu375Nx44diY2NpU+fPgpoIkmk\nMWcREQcZuWMkZyLO8FSepxhZ042nOYOCYMIEYyeBr7+GggVtOmzo0KEcO3aM0qVLa7kNkWRI9hCc\nSTTdKSJu4bvfv6POl3Xcf5rzr7+gUiXjfrSxY2HSJJsO27hxIy1atNByG5KmOWMJDhERSYJbsbd4\nbYMxzTmqxij3DWhxcdChgxHQ6tWD8eNtOuzChQu89prx5586daoCmkgy2RLS8gILgW2Jz8sAPRxW\nkYiImxu1YxSnw09TIU8FRtcabXY5yTd6NOzZA/nyGdOc6R+9+tK9y200aNCAwYMHO6FQkdTJlpC2\nGAgAnkh8Hgrob52IyH18f/Z7Zv00i/Tp0rO45WK803ubXVLybNgAH35oBLOVKyFPHpsOmzlzJgEB\nAeTIkYPFixdruQ2RFLDlb09OYCXGIrYAcUC8wyoSEXFTUXFRd7s5R9UcRaV8bjrNd+YMdOtmPJ46\nFWrWtOmwQ4cOMWLECAAWLVrEE0888YgjRORhbAlpN4Ec9zyvBkQ6phwREfc1ascoToWfonzu8oyp\nNcbscpInOtrYOD0iAlq0gKFDbTosKirq7nIbffv2pUWLFg4uVCT1s2WdtCHARqAYsA/IBbR1ZFEi\nIu5m99ndzPrRmOb8ouUX7jvNOXEiHDgARYrA4sXGshs2GDp0KMePH+fJJ59k2rRpDi1RJK2wtS3U\nCyiZ+P7fMKY8zaAlOETE5UTFRfHUnKcIuxbG6JqjmVx3stklJc/Ro8ZyGxYL7N1r7Cxggw0bNtCy\nZUu8vLz46aefqFjRTbtZRezMGTsOeAJNgCKJjxthbLiulQlFRIAx344h7FoY5XKXY2ytsWaXkzwJ\nCdCnj7EvZ79+Nge0Cxcu0KOH0fA/depUBTQRO7IlpG0EbgO/AgmOLUdExL3s/WMvM/bPuDvNmcEz\ng9klJc+CBbBvH+TNC+++a9MhCQkJdOvWTcttiDiILSEtP1DB0YWIiLibyOhIuq/vjhUrw58fzrNP\nPGt2Sclz6RIMH248njkTsma16bAZM2YQGBio5TZEHMSWv1EBGFOcIiKSKM4SR7tv2hF6LZRyucsx\nrvY4s0tKvrfeMro5Gzc2OjttcOjQIUaONPYj1XIbIo5hy0jaPsAfI9DdaRiwAlkcVZSIiCuzWq28\nvvl1Ak8Hkts3Nxs6bHDfac6AAFi2DHx8YPZsm7o5o6KieOWVV7TchoiD2RLSPsZYG+0ouidNRIT3\n9rzHwuCFZPTMyIYOGyiarajZJSXP7dvw+uvG4/Hjoahtf44hQ4Zw4sQJLbch4mC2THf+AYSggCYi\nwoqjKxj17SjSkY6vW39N1QJVzS4p+SZPhtOnoVw5Y8rTBuvXr2fOnDl4e3uzbNkyHnvsMQcXKZJ2\n2TKSdgbYCWwFYhNf0xIcIpLm7PljD93WGdslfdTwI1o/2drkilIgJMTYmxNg7lzw8nrkIefPn9dy\nGyJOZGtIOwN4J36lwwhpIiJpRujfobRc0ZJYSyz9K/dncDU3Xm4iIQH69oW4OGNttOees+EQY7mN\nv//+m4YNG/Lmm286oVCRtC0pq+BmTvznDUcUYiPtOCAiTnc16irVF1Yn7FoYTf2asq7DOjw9bPkd\n10UtWAC9ekGePHD8OGTL9shDpk2bxtChQ8mZMydHjhwhX758TihUxL2ldMcBWw4sD3zF/zdZvwJ0\nw2gkcDaFNBFxquj4aOp9VY995/ZRKW8lvu/+PZm8M5ldVvJdvgylS0N4uNHV+corjzwkODiYqlWr\nEhcXx/r169XNKWKjlIY0WxoH5gFvAYUSv4YkviYikqolWBN4dd2r7Du3jwJZCrCp4yb3DmgAQ4YY\nAa1hQ+jQ4ZFvv3r1Kq+88gpxcXG8/vrrCmgiTmRLujsMPGXDa86gkTQRcZqRQSN5b+97ZPbOzN7X\n9lI+T3mzS0qZoCBo0AAyZjQ2Uy9e/KFv//vvv6lXrx6HDx+mXLly/Pjjj+rmFEkCZ2ywfgYYCyxJ\nvFAn4HRyLygi4g7mH5jPe3vfI3269Kx+ebX7B7To6P+viTZu3CMD2rVr12jQoAGHDx+mZMmSBAQE\nKKCJOJkt052vAbmBtcAaIFfiayIiqVLAqQBe32wEmjnN5tCweEOTK7KDd9+FsDAoU8aY8nyIiIgI\nGjZsSHBwMH5+fuzcuVONAiImSPYQnEk03SkiDnXk0hFqLKrBjdgbjHh+BFPrTzW7pJQ7fhyeespY\ncmP3bqhR44FvvX79Og0aNOCnn36iePHi7Nq1iwIFCjixWJHUwxnTnaWAoUCRe95vBeom96IiIq7o\n/I3zNF3WlBuxN2hftj1T6k0xu6SUs1igZ08joPXq9dCABjB27Fh++uknihYtys6dOxXQRExkS7o7\nAnwOHAQsia9ZgQOOKuohNJImIg5xM/Ymtb6oRfDFYJ4v+DxBXYPI6JnR7LJSbvp0Y8unfPmMXQYe\nsiban3/+SYkSJYiJieHQoUM89ZQZ/WEiqYczRtLiMEKaiEiqFJ8QT4fVHQi+GEyJ7CVY12Fd6gho\noaEwapTxeO7cRy5a++677xITE8PLL7+sgCbiAmxJdxMwFrBdC8Tc8/o1RxT0CBpJExG7slqtDNg6\ngNk/zyaHTw5+6PEDfjn8zC4r5RISoHZt2LMHunSBr7566NvPnj2Ln58f8fHxHD16lDJlyjipUJHU\nyxkjaa9iTG8O/dfrRZN7URERV7Hg4AJm/zwb7/TerOuwLnUENIBPPzUCWt68MGPGI98+efJk4uLi\n6NSpkwKaiItQd6eIpFnXbl/D7xM/rt2+xletvqLLU13MLsk+wsKgQgW4fRvWrYOWLR/69lOnTlGq\nVCmsVivHjx+nZMmSTipUJHVzxrZQvhiL2c5PfO4HNEvuBUVEXMXEXRO5dvsaLxR5gc4VOptdjn0k\nJECPHkZA69jxkQEN4J133sFisdC1a1cFNBEXYku6W4XRydkVKIsR2vahbaFExI0dv3Kc8p+Xx4qV\n4D7BVMhTweyS7OPTT2HAAMidG44dgxw5Hvr23377jTJlyuDh4cFvv/1GsWLFnFSoSOrnjJG04sD7\nQGzi81vJvZiIiKsYEjAEi9VCz0o9U09AO30ahg83Hs+Z88iABjBp0iQSEhLo3r27ApqIi7ElpMUA\nPvc8L84/uzxFRNzKmmNr2Bq2lSwZsvBO3XfMLsc+7kxzRkVBhw7w0kuPPCQkJITly5fj5eXFmDFj\nnFCkiCSFLd2dE4BtQAFgGfA8RseniIjbCb8dzhtb3wBgar2p5PbNbXJFdjJ3LuzaBblywSef2HTI\nxIkTsVqt9OrVi0KFCjm2PhFJMlvnSXMC1RIf7weuOqacR9I9aSKSIj039GRh8EKeL/g833f/Ho90\ntkwouLjff4dy5eDWLVi9Gtq0eeQhhw8fpmLFimTIkIFTp06RP39+x9cpksY4Y520ZzDWSTufeKFC\nQFbgLBCf3AuLiDjbt2e+ZWHwQrzTezO/+fzUEdCsVmOa89YtaNfOpoAGMGHCBAD69u2rgCbiomxJ\nd/sxgtqRxOflgRCMoPY6sN0xpd2XRtJEJFmi4qKo8HkFToWfYlKdSYytPdbskuxj7lzo2xdy5jT2\n5sz96OnbAwcO8Oyzz+Lj48Pp06fJmzevEwoVSXuc0d15HqiIEdSeSXx8GmgAfJDcCwPpgWBgY+Lz\n7EAgcBIIAB5PwblFRP5h4q6JnAo/Rbnc5RheY7jZ5djH2bMwNHEzmNmzbQpoAOPGjQOgf//+Cmgi\nLsyWkFYKY+TsjmNAaeAUxjRocg1KPNedc4zACGklgR2Jz0VEUuzghYNM+2Ea6UjHguYL8E7vbXZJ\nKWe1Qs+ecPOmMcXZrp1Nh+3fv58tW7bg6+vLsGHDHFykiKSELSEtBPgcqA3UAT7DCFcZgLhkXrcA\n0ARYwP+HAVsAXyY+/hJolcxzi4jcFWeJo8eGHlisFgZVHUTVAlXNLsk+FiyAoCBjLbTZsyGdbTMq\nd0bRBg0aRK5cuRxZoYikkC1/qx8D+mEsvQGwFyOoRWPsPnAjGdf9BngXyIKxcXtzIBzIdk9d1+55\nfofuSRORJHl/z/uM2DGCwlkLc7TfUTJ5ZzK7pJT74w+jm/PGDVi+3FgXzQa7d++mVq1aZMmShTNn\nzpA9e3YHFyqStjmjuzMK+Cjx69+SE9CaAZcx7ker84D3WHnAVOqdjiSAOnXqUKfOg04hImld6N+h\nTPhuAgBzm81NHQHNaoXevY2A9tJL0L69zYfeGUUbPHiwApqIA+zatYtdu3bZ7Xy2pLuSGKNeZfj/\nzgNWILn7h7wLdMFYviMjxmjaWqAyRmi7COQDdmLc+3YvjaSJiE2sVit1v6rLrt930aVCF7566Suz\nS7KPRYuMJTeyZze6OW288X/nzp3UrVuXxx9/nDNnzvD44+rNEnE0Z3R3fgHMwQhVL2DcL/Z1ci8I\njAIKAkWBDsC3GKFtA9At8T3dgHUpuIaIpHELgxey6/dd5HosF9MbTTe7HPv4808YPNh4PGuWzQHN\narUydqyx5MjQoUMV0ETchC0hzQcIwkiCv2NsE9XUjjXcGRp7D2NZj5NA3cTnIiJJdv7GeYYGGEtT\nzGo8ixyPPXqjcZd3Z5rz+nVo0QI6drT50MDAQPbu3UuOHDkYOHCgA4sUEXuy5Z60aIw1zcKANzDW\nTfO10/W/S/wCo1Ggvp3OKyJp2ICtA4iMiaSpX1Pal7X9ni2X9uWXsHUrPP44zJljczfnvaNow4YN\nI3PmzI6sUkTsyJa/5ZWBExiLy76DcQ/ZBxg7ETib7kkTkYdae3wtbVa1IZN3Jo71O0bBrAXNLinl\n/voLypaFyEj46ivo0sXmQzdt2kTz5s3JnTs3p0+fxtfXXr9ji8ijOOOetKIYXZzngFeB1hj7d4qI\nuJSI6Aj6b+kPwHv13ksdAc1qhT59jIDWrBl07pyEQ613OzpHjBihgCbiZmxJd8FAJRtecwaNpInI\nA/Xa0IsFwQt4ruBz7O6+O3VsoL5kCXTtakxzhoTAE0/YfKi/vz+tW7cmX758nDp1Ch8fn0cfJCJ2\n48h10hpj7AqQH5h1z0Uyk/ydBkREHGLnmZ0sCDa2fFrQfEHqCGgXLsCdG/1nzEhSQEtISGD8+PEA\njBo1SgFNxA09LKSdBw4ALRP/mQ6jE/MGMNjxpYmI2OZ23G16bewFwJiaY3gy15MmV2QHd6Y5IyKg\nSRNjNC0JVq9eza+//kqBAgXo1auXg4oUEUd6WEg7nPj1NeCFcR/aCWcUJSKSFBN2TeBU+CnK5S7H\n8BrDzS7HPpYtg40bIUsWmDvX5m5OAIvFcnd3ljFjxpAhQwYHFSkijmTLfEBjjHvQtiU+r4Sx8KyI\niOkOXjjItB+mkY50LGhuTHe6vYsXYcAA4/H06VCgQJIOX7FiBcePH6dIkSJ0797dAQWKiDPYEtIm\nAFUxNkAHI7Ald0soERG7iU+Ip+eGnlisFgZWHUjVAlXNLinlrFbo2xfCw6FRI0hiyIqPj2fixIkA\njB07Fm/vVBBaRdIoW0JaHBDxr9cSHFCLiEiSfPzDxwRfDKZw1sJMrjvZ7HLs44svYP16yJwZ5s9P\n0jQnwNKlSwkNDaV48eJ0TeJ9bCLiWmwJaSFAJ4z71/yAT4B9jixKRORRQv8OZfwuo3txbrO5ZPLO\nZHJFdhAcDP36GY8/+QQKJm2dt7i4OCZNmgTA+PHj8fS0ZVMZEXFVtoS0AUBZIAZYDlwH3nRkUSIi\nD2O1Wum9qTfR8dF0qdCFRiUamV1SyoWHQ5s2EBMDvXpBt25JPsXixYs5c+YMpUuXpmMS9vYUEdeU\n7AXWTKLFbEWEBQcX0GtjL3I+lpPj/Y+T87GcZpeUMgkJxqbpmzfDM8/Anj2QMWOSThETE4Ofnx/n\nzp1jxYoVtG+fSvYsFXFjjlzMdiPGumj3O7kVaJHci4qIJNeFGxcYGjAUgFkvznL/gAbw7rtGQMue\nHVavTnJAA1i4cCHnzp2jXLlytGvXzgFFioizPSykVQP+xJji/DHxtTuBTcNZImKKN7a+QWRMJE38\nmtChXAezy0m5wEAYN85oEPj6ayhSJMmnuH37NlOmTAFg4sSJeHikgt0WROShIS0f0AB4JfFrM0Zg\nC3FCXSIi/7H2+FrWHl9LJu9MfN708ztTCe7rjz/glVeMZTcmTIAXX0zWaebNm8f58+epWLEirVq1\nsm+NImIaWz/hMmAEtY8w1k371FEFPYLuSRNJoyKiIygzuwwXbl7gk8af8EaVN8wuKWViYqBWLfjp\nJyOcbd4MyRgBi4qKolixYly6dIkNGzbQvHlzBxQrIsnhyHvSADICTYEOQBFgJuCf3IuJiCTXsMBh\nXLh5geoFqtOvcj+zy0m5wYONgFa4MCxdmqyABvDZZ59x6dIlKleuTLNmzexcpIiY6WHpbgnG0htb\ngJXAr06p6OE0kiaSBu36fRcvfPkC3um9Ce4TTJlcZcwuKWWWLDE2TPf2hr174dlnk3WaGzduUKxY\nMa5evcrWrVt5MZnTpSLiGI4cSesE3AIGJX7dywpkSe5FRURsdTvuNr029gJgdM3R7h/QjhyBPn2M\nx59+muyAZhz+KVevXqV69eo0apQK1ooTkX9wt7tuNZImksaMCBrB+3vfp2yushzsc9C9N1CPiIDK\nlSEsDF59FRYtSvK2T3dERkZStGhRwsPDCQoKol69evatVURSLKUjaerTFhGXFXwhmI/2fUQ60rGg\nxQL3DmhWqxHMwsKgYkX47LNkBzSAGTNmEB4eTu3atalbt6796hQRl6GQJiIuKT4hnp4be2KxWhhY\ndSDVClQzu6SU+eADY+P0xx+HNWvAxyfZpwoPD+fjjz8GYNKkSe6/FImI3JdCmoi4pOk/TOfghYMU\nzlqYyXUnm11OyuzcCaNGGY+XLIFixVJ0umnTpnH9+nXq169PrVq17FCgiLgid/v1S/ekiaQBYdfC\nKP95eaLjo9naaSsvlnDjrsW//oKnn4bLl2H0aJicssB59epVihYtys2bN9m3bx/Vq1e3U6EiYm+6\nJ01EUhWr1Urvjb2Jjo+mc4XO7h3QYmOhXTsjoNWvDxMnpviUH374ITdv3qRx48YKaCKpnEbSRMSl\nLDy4kJ4be5LzsZwc73/cvTdQHzQIZs2CggXhwAHIlStFp7t06RLFihUjKiqKn376icqVK9upUBFx\nBI2kiUiqceHGBYYEDAFg5osz3TugLV9uBDQvL/jmmxQHNID333+fqKgoWrRooYAmkgZoJE1EXEbb\nVW1Zc3wNTfyasOmVTe7btRgSAlWqQFQUzJ4N/VK+jdX58+cpXrw40dHRBAcHU7FiRTsUKiKOpJE0\nEUkV/I/7s+b4GjJ5Z+Lzpp+7b0C7fh3atDECWufO8Prrdjnt1KlTiY6Opk2bNgpoImmEu30KaiRN\nJBWKiI6gzOwyXLh5gU8af8IbVd4wu6TksVrh5Zdh9WooVw727wdf3xSf9o8//sDPz4+4uDiOHDlC\nuXLl7FCsiDiaRtJExO0NCxzGhZsXqF6gOq8/a5+RJ1NMn24EtCxZYO1auwQ0gHfffZfY2Fjat2+v\ngCaShmgkTURMtev3Xbzw5Qt4eXhxqO8h991AffdueOEFsFjA3x9atbLLac+cOUPJkiVJSEggJCSE\n0qVL2+W8IuJ4GkkTEbd1O+42vTb2AmB0zdHuG9AuXDCmOS0WGDbMbgENYPLkycTHx9OpUycFNJE0\nRiNpImKakUEjeW/ve5TNVZaDfQ665wbqcXFQr54xklanDgQGgqenXU4dFhZ2N5idOHGCEiVK2OW8\nIuIcGkkTEbcUfCGYD/d9SDrSMb/5fPcMaAAjRxoB7YknYMUKuwU0MDZPt1gsdOvWTQFNJA3SSJqI\nOF18QjxVF1Tl4IWDDKwykJmNZ5pdUvJs3QpNmhjBbNcueP55u536xIkTlC1blvTp03Py5EmKFCli\nt3OLiHNoJE1E3M70H6Zz8MJBCmUtxJR6U8wuJ3n+/htee814PHmyXQMawMSJE0lISKBHjx4KaCJp\nlEbSRMSpwq6FUf7z8kTHR7O101b33EDdaoX27Y3tnmrWhJ07IX16u53+6NGjVKhQAS8vL8LCwihY\nsKDdzi0izqORNBFxG1arlT6b+hAdH03nCp3dM6ABLFtmBLRMmeDLL+0a0ADGjx9v/Lvq00cBTSQN\n00iaiDjNouBF9NjQg5yP5eR4/+PuuYH6uXNQvjxERsKCBdCjh11PHxwczNNPP03GjBk5ffo0+fLl\ns+v5RcR5NJImIm7hwo0LDAkYAsDMF2e6Z0BLSIDu3Y2A1rz5/+9Js6Nx48YB0K9fPwU0kTROI2ki\n4hTtvmnH6mOraVyiMZs7bnbPDdRnzYJBgyBXLvj1V8iTx66n379/P9WrV8fX15fTp0+TO3duC2bk\nSQAAIABJREFUu55fRJxLI2ki4vLWnVjH6mOr8fXyZU6zOe4Z0I4fh+HDjcfz5tk9oAGMGTMGgDff\nfFMBTUQU0kTEsSKiI+i3uR8AU+tNpVDWQiZXlAxxcdClC0RHG9Oddtz26Y6dO3eyY8cOsmbNypAh\nQ+x+fhFxPwppIuJQwwOHc+HmBaoXqE6/yv3MLid53nkHDhyAIkVgxgy7n95qtd4dRRs6dCjZsmWz\n+zVExP2425yD7kkTcSPf/f4ddb6sg5eHF8F9gimbu6zZJSXdjz8aC9UmJBi7CtSqZfdLbN26lSZN\nmpAzZ05Onz5N5syZ7X4NEXE+3ZMmIi7pdtxtem3sBcDomqPdM6DdumVMc1osMGSIQwLavaNoI0aM\nUEATkbsU0kTEId75/h1Cr4VSJlcZRtQYYXY5yTNsGISGQrlyxpSnA/j7+3Pw4EHy5ctHv35uOh0s\nIg6hkCYidnfo4iE+2PsB6UjHguYLyOCZweySkm77dvjsM/DygqVLIWNGu1/CYrHcXRdtzJgx+Pj4\n2P0aIuK+FNJExK7iE+LpsaEHFquFN6q8QfWC1c0uKemuXTO6OAEmTYKnnnLIZVasWEFISAiFCxem\nZ8+eDrmGiLgvhTQRsasZ+2dw8MJBCmUtxJS6U8wuJ+msVnj9dbhwwWgYePtth1wmLi6OCRMmAMZe\nnd7e3g65joi4L4U0EbGbU9dOMW6nMX03p+kcMmdww5vgly+HVavA19chm6ff8eWXXxIWFkbJkiXp\n0qWLQ64hIu5NIU1E7MJqtdJ7U29ux9+mU/lONPZrbHZJSffnn9C/v/F4+nQoXtwhl4mJiWHSpEkA\nTJw4EU9PT4dcR0Tcm0KaiNjFF4e+4Nsz35LDJwfTG003u5yku7N5ekQENGsGDrxHbP78+Zw7d45y\n5crx8ssvO+w6IuLeFNJEJMUu3rzIkABjK6OZL84kl28ukytKhtmzISgIcuSA+fPBQfuLRkVFMWWK\nca/eO++8g4eHPoZF5P706SAiKTZg6wAioiNoXKIxHct3NLucpDtxwlgTDYzN0/PmddilZs+ezcWL\nF3n22Wdp2bKlw64jIu5P20KJSIqsO7GOl1a+hK+XLyH9Qij8eGGzS0qauDh47jn45Rfo1g0WL3bY\npa5fv07RokW5du0a27Zto1GjRg67loiYT9tCiYhpIqMj6b/FuNF+ar2p7hfQAMaNMwJaoUIwc6ZD\nLzVjxgyuXbtGjRo1aNiwoUOvJSLuTyNpIpJsfTf1Ze6BuVQrUI093feQ3sMxy1U4zOrV0K6dsczG\njh1Qu7bDLnXt2jWKFi3K9evX+e6776jlgH1ARcS1aCRNREzx3e/fMffAXLw8vFjQfIH7BbSjR+HV\nV43HH37o0IBmXOJDrl+/ToMGDRTQRMQmGkkTkSSLjo+mwucVCL0Wyvja45lQZ4LZJSVNeDhUrgyn\nTkGnTrBkicO6OQEuXbpEsWLFiIqK4scff6RKlSoOu5aIuA6NpImI0036bhKh10Ipk6sMI2uMNLuc\npLFYoGNHI6BVqmR0czowoAFMnTqVqKgoWrRooYAmIjbTSJqIJMnhi4d5Zt4zJFgT2PvaXvfbQH3U\nKJg61VgP7ZdfoEgRh17u3LlzlChRgtjYWA4dOsRTDtqsXURcj0bSRMRp4hPi6bGhBxarhTeqvOF+\nAW31aiOgpU9v7M/p4IAGMGXKFGJjY2nfvr0CmogkiUbSRMRm0/ZNY2jgUApmKUhIvxD32kD96FGo\nVg1u3YKPP4bBgx1+ydOnT1OqVCkSEhIICQmhdOnSDr+miLgOjaSJiFOcunaKsTvHAjC32Vz3Cmjh\n4dCqlRHQOnWCN990ymUnTpxIfHw8Xbt2VUATkSTTSJqIPJLVaqXBkgbsOLODjuU78nXrr80uyXYW\ni7Fh+rZtULEi7N0Ljz3m8MseP36ccuXK4eHhwcmTJylatKjDrykirkUjaSLicIsPLWbHmR3k8MnB\njEYzzC4nacaONQJajhzg7++UgAYwfvx4EhIS6NmzpwKaiCSLRtJE5KEu3rxImdllCI8OZ8lLS+hc\nobPZJdnu3h0FAgKgbl2nXPbQoUNUqlSJDBkycOrUKfLnz++U64qIa9FImog41MCtAwmPDufFEi/S\nqXwns8ux3b93FHBSQAMYO9a4d69fv34KaCKSbBpJE5EHWn9iPa1WtsLXy5eQfiHus4G6k3cUuNf+\n/fupXr06vr6+nD59mty5czvluiLiejSSJiIOERkdSb8t/QB4t9677hPQ7t1RoGJFp+wocK8xY8YA\nMGjQIAU0EUkRhTQRua/hQcM5f+M8VfNXpX/l/maXY7tx40xpFADYuXMnO3bsIGvWrAwdOtRp1xWR\n1EkhTUT+4/uz3zP3wFy8PLxY2GIh6T3Sm12SbdasgXffBQ8Pp+0ocIfVar17L9rQoUPJli2b064t\nIqmTQpqI/EN0fDS9NvYCYGSNkZTNXdbkimx09Ch062Y8dnKjAMC2bdvYu3cvOXPmZNCgQU69toik\nTgppIvIP73z3Dif/PsmTOZ9kVM1RZpdjm3/vKOCELZ/uZbVa796LNmLECDJndqPdGETEZam7U0Tu\nOnzxMM/OfxZLgoW9r+11jw3ULRZo3hy2bnXqjgL3Wrt2LW3atCFfvnyEhYXxmJOvLyKuSd2dImIX\n8Qnx9NzYk/iEePpX7u8eAQ2MRoGtW01pFACwWCyMGzcOgNGjRyugiYjdKKSJCAAz98/kl/O/UDBL\nQd6t967Z5djGxEaBO1auXElISAiFCxemZ8+eTr++iKReCmkiwunw04zdaXQmzmk2h8wZ3OCeKpMb\nBQDi4uIYP348AOPGjSNDhgxOr0FEUi8zQlpBYCcQAhwFBia+nh0IBE4CAcDjJtQmkuZYrVb6bOrD\n7fjbdCzfkSZ+Tcwu6dFMbhS447PPPiMsLIySJUvStWtXU2oQkdTLjMaBvIlfh4BMwAGgFdAduAp8\nAAwHsgEj/nWsGgdE7GzxocV0X9+dHD45ON7/OLl8c5ld0sO5QKMAwNWrV/Hz8yMiIoINGzbQvHlz\np9cgIq7NHRsHLmIENICbwHEgP9AC+DLx9S8xgpuIONClm5d4a/tbAMx4cYbrBzQwvVHg/2WMIyIi\ngoYNG9KsWTNTahCR1M3sJTiKAN8B5YA/MEbPwKjr2j3P79BImogdtV/dnlUhq2hUvBFbO22981uf\n61qzBtq2NRoFAgKgXj1Tyjhy5AiVKlUiXbp0HDlyhDJlyphSh4i4NnccSbsjE7AGGATc+Nf3rIlf\nIuIgG37bwKqQVfh6+TK32VzXD2ghIf9sFDApoFmtVt58800SEhLo16+fApqIOIynSdf1wghoS4B1\nia9dwrhX7SKQD7h8vwMnTJhw93GdOnWoU6eOA8sUSZ0ioyN5ffPrAEypO4XCjxc2uaJHcJFGAYB1\n69axc+dOsmfP/o/PIxGRXbt2sWvXLrudz4xfndNh3HP2N3DvJ+0Hia+9j9Ew8DhqHBBxiNc3vc6c\nA3Oomr8qe1/b69obqLtIowBAdHQ0ZcqU4cyZM3z66af079/flDpExD2kdLrTjJG054HOwBEgOPG1\nkcB7wCqgB/A78LIJtYmkervP7mbOgTl4eXixoMUC1w5o4DKNAgAzZszgzJkzlC1blj59+phWh4ik\nDS5+E8p/aCRNJAWi46N5as5TnPz7JONqjWPiCxPNLunhXKRRAODChQv4+flx69YtAgMDqV+/vmm1\niIh7cOfGARFxssnfT+bk3yd5MueTjKo5yuxyHs5FGgXuGDVqFLdu3aJly5YKaCLiFBpJE0kjjlw6\nwjPznsGSYGHPa3t4ruBzZpf0YOHhUKUKhIVBx46wdCmY2H36888/U6VKFby9vQkJCaFEiRKm1SIi\n7kMjaSLySJYECz029CA+IZ5+lfu5dkCzWIwOzrAwo1Fg/nxTA5rVamXQoEEAvPnmmwpoIuI0Cmki\nacDMH2fyy/lfKJClAFPrTTW7nIcbP95lGgUAli9fzg8//ECePHkYPXq0qbWISNqikCaSyh28cJDR\n3xrhYk7TOWTOkNnkih5i7VqYMsVoFFi5EooUMbWcW7duMWzYMACmTp1KlixZTK1HRNIWhTSRVOxq\n1FVeWvkS0fHR9Hq6F01LNjW7pAcLCYGuXY3HLtAoAPDBBx/w119/8cwzz9DtThODiIiTqHFAJJWK\nT4in0dJGfHvmW6rmr8p3r35HBs8MZpd1fy7WKABw9uxZSpcuTXR0NHv27OH55583tR4RcT9qHBCR\n+xoZNJJvz3xLbt/crH55tesGNBdrFLhj2LBhREdH06FDBwU0ETGF+Z+ESaORNBEbrDy6kg5rOuDp\n4cmOrjuoVbiW2SU92Jgxxn1oOXLAL7+Yfh8awO7du6lVqxY+Pj6cOHGCQoUKmV2SiLghjaSJyD/8\neulXXtvwGgDTGk5z7YDmYo0CABaL5e6SG8OHD1dAExHTKKSJpCLht8N5aeVLRMVF0aVCFwZUGWB2\nSQ92b6PABx+4RKMAwBdffEFwcDAFCxbk7bffNrscEUnDNN0pkkokWBNovrw5W0K3UClvJfa+thcf\nLx+zy7o/F2wUAIiMjKRkyZJcvnyZ5cuX06FDB7NLEhE3pulOEQFgwq4JbAndQg6fHKxtv9Z1A5qL\nNgoATJ48mcuXL/P888/Tvn17s8sRkTTONT4ZbaeRNJH7WH9iPa1WtsIjnQfbO2+nfjEX3gDcBRsF\nAEJDQylbtizx8fH8/PPPPPPMM2aXJCJuTiNpImncb1d/o4t/FwCm1pvq2gHNBRsF7hgyZAhxcXF0\n795dAU1EXIJG0kTc2I2YG1RdUJXjV4/Trkw7VrZdeec3N9cTEgJVq8KtW/DRRzBkiNkV3RUQEECj\nRo3InDkzJ0+eJG/evGaXJCKpgEbSRNIoq9XKq+tf5fjV45TNVZZFLRe5bkCLiIBWrYyA1rEjvPWW\n2RXdFRcXx+DBgwEYM2aMApqIuAyFNBE39d6e91h7fC1ZM2TFv70/mbwzmV3S/blwo4DVamX8+PEc\nO3aM4sWL310fTUTEFXiaXYCIJN22sG2M/nY0AEtbL8Uvh5/JFT3E+PGwZQtkzw7+/vDYY2ZXBBgB\nbciQIUyfPh0PDw8++eQTMmRw0a2zRCRNUkgTcTOnw0/TcU1HrFiZUHsCzUo2M7ukB3PRRgGLxULv\n3r1ZtGgRXl5eLF++nMaNG5tdlojIPyikibiRW7G3eGnlS4RHh9O8ZHPG1h5rdkkP9u8dBeq7Rtdp\nTEwMnTt3ZvXq1fj4+ODv70+jRo3MLktE5D8U0kTchNVqpdfGXhy5dAS/7H4seWkJHulc9LbSiAh4\n6SWXaxS4desWbdq0Yfv27WTNmpXNmzfz/PPPm12WiMh9KaSJuIkZ+2ew/OhyfL188W/vT9aMWc0u\n6f7uNAqEhsJTT7lMo0BERATNmjVj79695MqVi4CAACpWrGh2WSIiD6SQJuIGdp7ZyduBxmbfi1st\npmzusiZX9BAu2Chw+fJlGjVqxKFDhyhYsCCBgYGUKlXK7LJERB5KIU3ExZ2LPEf71e2xWC2MeH4E\nbcu0NbukB/t3o0DRomZXxLlz56hfvz4nT57Ez8+PoKAgChUqZHZZIiKP5KI3tIgIQHR8NK1XteZK\n1BUaFm/I5LqTzS7pwY4dg27djMcu0ihw8uRJatSowcmTJ3nqqafYvXu3ApqIuA2FNBEXZbVa6b+5\nP7+c/4UijxdhWetlpPdIb3ZZ93dnR4GbN+GVV1yiUeDw4cPUrFmTP/74g+rVq7Nz507y5Mljdlki\nIjZTSBNxUXMPzGXRoUX4ePrg396fHI/lMLuk+/t3o8CCBaY3Cuzbt486depw+fJlGjRoQGBgINmy\nZTO1JhGRpFJIE3FB+87tY+DWgQDMbz6finlduAtxwgSXahQIDAykQYMGRERE0Lp1azZu3Iivr6+p\nNYmIJIdCmoiLuXDjAm1WtSEuIY5BVQfRqUIns0t6sLVrYfJkl2kU8Pf3p1mzZkRFRfHqq6+ycuVK\nbfUkIm5LIU3EhcRaYmn7TVsu3rxI7cK1+bDBh2aX9GAu1ijw5Zdf0rZtW2JjYxk4cCALFy7E01MN\n7CLivhTSRFzI4G2D2XduH/kz52dl25V4pfcyu6T7c7FGgVmzZvHqq6+SkJDA+PHjmTFjBh4e+ngT\nEfemXzNFXMTiQ4v57JfP8E7vzdr2a8mTyUU7ERMSXKZRwGq1MnnyZMaNGwfAxx9/zODBg02pRUTE\n3hTSRFzAL+d/oe+mvgDMbjKbKvmrmFzRQ7jIjgJWq5WhQ4fy8ccf4+Hhwfz583nttddMqUVExBEU\n0kRMduXWFVqvbE2MJYbeT/em59M9zS7pwVykUcBisdCnTx8WLlyIl5cXy5Yto21bF96JQUQkGRTS\nREwUnxBPhzUdOHf9HNUKVGNW41lml/Rg9zYKvP++aY0CsbGxdO7cmW+++QYfHx/8/f1p1KiRKbWI\niDiSQpqIiUYEjeDbM9+SxzcPq9utJoOniy4X8e9GgSFDTCkjKiqKNm3asG3bNrJkycLmzZupUaOG\nKbWIiDiaQpqISVYcXcG0H6bh6eHJN+2+IX+W/GaXdH8JCdC5s+mNApGRkTRr1ow9e/aQK1cutm/f\nTqVKlZxeh4iIsyikiZjgyKUj9NjQA4DpjaZTs3BNkyt6iPHjYfNmUxsFLl++zIsvvkhwcDAFChQg\nKCiIUqVKOb0OERFnMneDvaSzWq1Ws2sQSZFrt69ReX5lToefputTXVnccjHpTN7r8oHWroU2bYxG\nge3bTbkP7dy5czRo0IDffvsNPz8/AgMDKVy4sNPrEBFJqsTP9mR/wGu1RxEnsiRY6LS2E6fDT/N0\nvqeZ03SO6wY0F2gUCA0NpUaNGvz2229UqFCB3bt3K6CJSJqhkCbiRON3jWdb2DZy+ORg7ctr8fHy\nMbuk+3OBRoEjR45Qs2ZN/vjjD6pXr86uXbvIk8dFF/gVEXEAhTQRJ1l3Yh1Tdk/BI50HK9quoPDj\nLjoi5AKNAj/88AO1a9fm0qVL1K9fn4CAALJly+bUGkREzKaQJuIEJ66eoKt/VwDeq/ce9YuZuxn5\nQ5ncKBAUFET9+vWJiIjgpZdeYtOmTWTKlMmpNYiIuAKFNBEHu3jzIs2XN+dG7A1eLvsyQ58banZJ\nD+bvb+qOAv7+/jRt2pSoqCi6devGqlWryJDBRdeOExFxMIU0EQeKiI6g0dJGhF0Lo1LeSixssdC1\nGwW6GqN9ZjQKfPXVV7Rr147Y2FgGDBjAokWL8PTUKkEiknYppIk4yK3YWzRd1pQjl45QMkdJtnXe\nRiZvF522M7lR4JNPPqFbt25YLBbGjRvHzJkz8fDQx5OIpG36FBRxgFhLLG1WtWHfuX0UzFKQwC6B\n5PbNbXZZ92dio4DVamXy5MkMHDgQgGnTpjFx4kTXHW0UEXEizSWI2JklwUIX/y5sP7WdnI/lJLBL\nIIWyFjK7rAebMMGURgGr1crbb7/NtGnT8PDwYN68efTo0cMp1xYRcQcKaSJ2ZLVa6be5H6tCVpEl\nQxa2d95OqZwuvH2Rvz+8847TGwUsFgt9+vRh4cKFeHl58fXXX9OuXTunXFtExF0opInY0cgdI5l3\ncB4ZPTOy8ZWNPJ3vabNLejCTGgViY2Pp3Lkz33zzDT4+Pqxdu5YXX3zRKdcWEXEn7nbjh/buFJf1\n/p73GbFjBJ4enqxrv46mJZuaXdKDRURAlSrGfWgdOsCyZU65Dy0qKoo2bdqwbds2smTJwubNm6lR\no4bDrysiYoaU7t2pkCZiB/MPzKf3pt6kIx1LWy+lY/mOZpf0YAkJ0KKFcR9ahQqwbx/4+jr8spGR\nkTRr1ow9e/aQM2dOtm/fztNPu/BIo4hICqU0pGm6UySFVoWsos+mPgDMbjLbtQMa/LNRYN06pwS0\nK1eu0KhRI4KDgylQoACBgYGULl3a4dcVEXFnGkkTSYFtYdtosbwFcQlxTH5hMqNrjTa7pIfz94fW\nrY1Gge3bnXIf2p9//kmDBg04ceIEJUqUICgoiMKFXXTfUhERO0rpSJrWSRNJpr1/7KX1ytbEJcTx\nVrW3GFVzlNklPZwJjQKhoaHUqFGDEydOUKFCBXbv3q2AJiJiI42kiSTD4YuHqb24NpExkbxW8TUW\ntFjg2guwmtAocOTIERo2bMilS5eoVq0aW7ZsIVu2bA69poiIK9FImoiThf4dSqOljYiMiaT1k62Z\n23yuawe00FBjy6fQUKNRwAk7Cuzfv5/atWtz6dIl6tWrR2BgoAKaiEgSKaSJJMFf1/+iwZIGXLp1\nifrF6rOs9TI8PVy0/+baNRg8GMqWhe++g5w5ndIoEBQURP369YmIiKBVq1Zs2rSJTJlcdM9SEREX\nppAmYqOrUVdpsKQBZyPPUjV/Vfzb+5PBM4PZZf1XbCzMmAElShj/jI+H7t3h8GGH7yiwbt06mjZt\nyq1bt+jatSvffPMNGTNmdOg1RURSK4U0ERvciLlBk6+bcPzqccrlLseWTlvI5O1io0NWq9G9Wbas\nMYIWHg716sHBg7BoETzxhEMvv2TJEtq2bUtsbCwDBgzgiy++wNPTRUcZRUTcgEKayCNEx0fTckVL\nfj7/M8WyFWN75+1k98ludln/9MsvULu2sbxGWBiULg2bNkFgIFSs6PDLf/rpp3Tt2hWLxcLYsWOZ\nOXMmHh76eBERSQl9ioo8RHxCPB1Wd2Dn7zvJlykfgV0CeSKzY0ekkuTcOejSBSpXht27jfvOZs+G\nI0egaVOHNwhYrVamTJnCgAEDAPjoo4+YNGmSazdSiIi4Cc1FiDxAgjWBHht6sP639WTLmI2ALgEU\ny1bM7LIMN24Ya51NmwbR0eDtDW++CaNGQdasTinBarUybNgwPvroI9KlS8e8efPo2bOnU64tIpIW\nKKSJ3IfVamXwtsF8dfgrfL182dJpC+VylzO7LKMJYNEiGDcOLl0yXmvfHqZOdXhTwL0sFgt9+/Zl\nwYIFeHl5sXTpUl5++WWnXV9EJC1QSBO5j3e+f4dZP83CO7036zqso1qBamaXZGzjNHQoHD1qPK9W\nDT7+GKpXd2oZsbGxdOnShVWrVuHj48OaNWto3LixU2sQEUkLFNJEEv0R+QdbQ7eyKXQTm05uwiOd\nB8vbLKd+Mcdvn/RQISFGONu2zXhepIgx1dmuncPvOfu3qKgo2rZty9atW8mSJQubNm2iZs2aTq1B\nRCStUEiTNCvOEse+c/vYErqFLWFbOHr56N3vpU+XnnnN59H6ydbmFXjpkjGtuWABJCRAliwwZgwM\nGAAmrD0WGRlJ8+bN2b17Nzlz5mT79u08/fTTTq9DRCStUEiTNOXCjQtsC9vGlrAtBJwK4HrM9bvf\ny+SdiQbFGtDErwmNSzQmf5b85hR5+zZMn27cZ3bzJqRPD/37w/jxkCuXKSVduXKFF198kYMHD5I/\nf36CgoIoXbq0KbWIiKQVCmmSqlkSLPz01093R8sOXjj4j+8/mfNJmvg1oYlfE2oUqoF3em+TKsUY\nLVu+HEaONJbWAGjeHD74wFj3zCR//vknDRo04MSJE5QoUYLAwECKFCliWj0iImmFQpqkKrGWWI5d\nOUbwhWB2nNnBtrBt/H3777vf9/H0oW7RundHy4pmc15H5EPt3g1DhsDPPxvPK1Y0lteoW9fUssLC\nwqhfvz5nz56lfPnyBAQEkDdvXlNrEhFJKxTSxG2F3w7n8KXDHLp46O7XsSvHiEuI+8f7imUrRlO/\npjTxa0LtwrXx8fIxqeL7OHUKhg+HNWuM5/nywZQp0LWrMc1pol9//ZUGDRpw6dIlqlWrxubNm8me\n3cV2WhARScUU0sTlWa1Wzkae/UcYO3TxEGcjz/7nvelIR6kcpaiYtyLVClSjiV8T/LL7ud4K+OHh\nMHkyfPIJxMXBY4/B228bX76+ZlfH/v37adKkCeHh4dSrV49169aRKZOL7VUqIpLKKaSJS7kzXfnv\nQBYZE/mf9/p4+lAhTwUq5q1496t87vL4epsfch4oNhY+/xwmTYJr14wlNLp3h3fegfwmNSr8y44d\nO2jZsiW3bt2iZcuWrFixgowmdJOKiKR1CmliGlunKwFy++amUt5K/whkftn9SO9h7pSgzaxWWL8e\nhg2D0FDjtbp1jfvOnLABuq3Wr1/Pyy+/fHfB2kWLFuHpqY8JEREz6NNXHC6505X3fuXN5KY3q8fG\nwurVMHMm/PST8VqpUvDhh9CsmdMXo32YJUuW0L17dywWC2+88QYzZ87Ew8PD7LJERNIshTSxq1Q/\nXWmrS5dg7lxjavPiReO1HDlg4kTo3Ru8vMyt719mz57NG2+8AcCYMWOYNGmS693HJyKSxiikSbKl\nqelKW/3yC8yaBStXGqNoAOXKwcCB0KmT0SDgQqxWK1OnTmX06NEAfPjhhwwdOtTkqkREBBTSxAZp\nerrSFnFxxhIas2bBDz8Yr6VLB61aGeGsTh2Xmta8w2q1Mnz4cD788EPSpUvH3Llz6dWrl9lliYhI\nIoU0+YekTFdm9MxIhTwV/jFClmqmK21x+TLMm2dMaZ4/b7z2+OPQsyf06wdFXWSh3PuwWCy8/vrr\nzJ8/H09PT5YuXUr79u3NLktERO6hkJaGJWW6MtdjuaiUrxIV89wzXZnDD0+PNPgjdPCgMWq2fPn/\npzTLlDFGzTp3dol1zh4mNjaWrl27snLlSjJmzMiaNWto0qSJ2WWJiMi/uNr/YV8EZgDpgQXA++aW\nkzokdbqyZI6SRhDL88/pSne7kXzXrl3UqVPHPieLiwN/fyOc7d1rvJYuHbRoYYSzunVdckrz36Ki\nomjXrh1btmwhc+bMbNq0iVq1apldluns+rMiqZ5+XsRZXCmkpQc+BeoDfwE/AxuA42YW5W6SM115\nbxgrn6c8mbxTx8rydvkgvXIF5s+Hzz6Dv/4yXsuaFXr0gP79oVixFNfpLNevX6d58+ahHRoHAAAI\nqklEQVR8//335MyZk23btvHMM8+YXZZL0P90JSn08yLO4kohrQoQBvye+HwF0JJ/hbTzv5+878H7\n9v/Ic9WqJvl7tnzf1vck570pOS7GEsPx8N848ncIvyZ+HQv+DUthy3/emzNjDirkKEeFHGUpn6Ms\nFXKUpXjWov+ZrrRevc4Nrj/0urv37aPmc8/ZXKdZYm7c4Made8Xu8bD673zP49QpvOfNw/Obb0gX\nEwOApWRJ4vr25dtChajZsKFxwI0b9z/P7t3UrFnTpjqT8t7kHhMZGUmrVq04cOAA+fPnJzAwkCef\nfNLh/7NJDf8ze9if4VF/Plv+/En5d5Tcf5/2+O/gjP+W7v7zkpKfFXu+JznvTckxjjyPWed3Fa4U\n0vID5+55/ifwn8SS/8tS9z96J/DbA878sO/Z8n1b35Oc99rjuHudhpK+UPHiP7/y3vybdHwHfJfC\nC8BPgDvcwZQByPzxx/95/WH1//t7CcAmYBYQdPIkvPWWnat0ruLFixMUFESRIkUAfZDaQiHNfudw\nhWs4kkKa/c9j1vldhSvdRNMG4560O2sAdMYIaQPueU8YUNzJdYmIiIgkxymgRHIPdqWRtL+Agvc8\nL4gxmnavZP9BRURERCR5PDESZxHAGzgEPGlmQSIiIiJiaIxxV1YYMNLkWkRERERERERERERERETE\npaU3u4AUSgdMAVoBuYDD5pYjLq4OsARjTb6bwH+3XBD5P19gH3AeCDW5FnFtpYF3gG5AFiDY3HLE\nhbUEhgCdgEjg9MPe7OGMihyoFcb6arH8txNU5N8SgBsYS6jp50UeZRiw0uwixC2cAF4HOgCNTK5F\nXNt6oDfQF2hvci3Jsgi4BPz6r9dfxPiLEAoMT3xtOP9fV+0bp1QnriYpPy931gXMDSx1SnXiSpLy\ns9IA4wO0G9DUWQWKS0nKzwtAc2Ar0Nop1YkrSerPCsBHQEXHl2Z/NYFK/PMPmx6j47MI4MX/l+fo\nBLRLfI9+402bkvLzcoc3CvVpUVJ+ViYD04HtwDpca+FvcY7kfLaAMVIiaUtSflbSAe8D9Ww5sSst\nZnvHbow/1L0etK/nTOATjH9Bu5xSnbiapPy8lMaYingc4+dG0pak/KyMSXzeDfhfe3caolUVBnD8\nPxTjVpbmEkE1pFFU2mqYkzmEmCR9aLGgQCossMjCij5EoETRDlEQWRBSZig4UdlmWSYOkabNuEVE\n2acWs802i5o+POfy3hnfdZycd5z/D+R977n3Pefcy2F4fM699+wCOv//7qnO1DJexhAZtMHEAn8a\nWGoZK9OJAG048YL+p8tVXI9BWjGl1vX8A5jbJz1SPSs1Xh4AWvukR6pXldYMXnJgu6M6V2q89M7C\nyDqYlBort1BDkqC/PDjg/2JVC8eLquVYUS0cL6pWr4yV/hKkVbOup5RxvKhajhXVwvGiah3UY6WJ\nrjfgua6nymnC8aLqNOFYUfWacLyoOk0MkLGyjHh55F5iPve6VO66nirG8aJqOVZUC8eLquVYkSRJ\nkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJKuJo4CXi5YwbgVXAiT2s6zZgSG57FTC8it9NBhan\n3y4FOog3fa8DhvWgH43AO8BmYDYwFdgGbAIGl/hNE13fLp73PnB2DeX74whgXm67BXi1l9uQ1Ef6\ny9qdkvpeA9AKrAHGA+cQb9Ee28P6bgWG5rZnAb9U8buZwBtEkPc1MBGYAFwP/N2DfpxFLIZ8JrAC\nuAa4P5X/2YP6Oim+uHKp8v0xAripl+uUJEn9zIXA2jL7HyaySx3AlamshcggrQB2AC+k8vnEEiod\nwLupbCcwMn2/B/iUyI69CNyea2cdkXF7HFhQoi9zgHZivbwlqewS4EMiQ7YaGJP+fQ78RGTSbgR2\nA18Az5c5ryYKmbQhRHZxO7AytVEsY/YeEfgBzADagI+B5RQygDuBham8AzgplY9Ofd4KPJOOOyq1\n+3vq+0PAtNRO9+stSZIOYvOBx0rsuxx4m8i2jQG+IqZGW4gA6Ji0rw2Ykn7zJYWgLL89iQg6GoHD\ngM8oBGOjiEwewOnAt6nOe4nsHsCpxHp5Wd0j0ueRubbmAo+k79PoOkX4HHBZmfMaS9cgbQHwbPo+\ngcjmZcFYXhakjSKC3Wyq9y4iKM2uwc3p+zwiIAN4Mh0HcBHwbzq/4+k67drCvte7uUhfJPUDTndK\nqla5qbpmIuPVCXxHBCGT0vZHxOLDnURmq6lMPQ2prpeBv4BfiQCqIe2fAbyVvrcDJxCZrpHABuBk\nIuO3HPghHfdj+jyWCLg6gDuAU3Jt1nJe53Y7ZiqFjFWWcSt3fpNT221EMDoHOC53zMr0uYnCtWom\nsmYQ55+dU7G+13K9JdWxQ/u6A5L6jW3AFWX2dw8YsqBub67sHyr/3ensVldDrq6ZwKO5fb8R98m1\nEtmli4ngrljw8gSRPXuNyJ4trNCPfPvd+1fpmEpWA1eX2Jddr+7Xqto2ar3ekuqUmTRJ1VoDDAJu\nyJVNBM4n7hO7ivibMhq4gMjolAss9rDv05ydwHri/rFBxHTnrLSvIbXXnranUJjKbCSyUztTP2ez\n73TncCLDBHBtmX5lbVHmvPI+oBBwnZb6WEoncc9aMzAulQ2j8hOy6yncDzeDwjntAQ6v8FtJ/ZRB\nmqRaXApMJ2623wrcRzxh2UpM87UTDwLcSUwPlnuicTHwJoUHBzIbgVdSfa8TU4g/Ezfjb84dN454\nKKGDmBrcQEwVbk/9WktM92WZt4XEDfUbgV25fhXrY7Zd6rzyxzxFBJPbgUWp/nK+J4LEZaneNgoP\nCHTvQ9bGIiI420JkM78hArTdRAC3BXiwwrlIkiTtt+xpx6FE8HUGcDeFbNJA0wgckr6fRwSlkiRJ\nB9xSImu2g8JTjQPZeCIw+4SYbu3tl+JKkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJklRv/gP7b41j\nlVRvPAAAAABJRU5ErkJggg==\n", "iVBORw0KGgoAAAANSUhEUgAAAmsAAAH6CAYAAABYngufAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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W3btowZM6bcOuf/PM/qk2tRAStTWqFa945xgxSiEpa6DlmOa7kPMnIzaLqqKRl5GcQOjaVP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\nSoKAAEhLYy0wz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"text": [  "0x501da10>" 0x724da50>"  ]  }  ],  "prompt_number": 19 52  },  {  "cell_type": "markdown",  "metadata": {},  "source": [  "As we can see, metavelvet and ray provide way more metagenome coverage but at a cost of purity. It would actually be interesting to also do these plots with only pure contigs, so one can see the difference. The number of bases in impure contigs compared to the pure ones are actually quite low, so I'm guessing there is little difference to be seen."  ]  },  {  "cell_type": "code",         

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"cell_type": "markdown",  "metadata": {},  "source": [  "### Check coverage distribution over entire genome" metagenome"  ]  },  {         

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"cell_type": "markdown",  "metadata": {},  "source": [  "As expected, most of the kmers come from a closely related species/genus. Kmers from higher up in the hierarchy are less likely to be included. It's interesting to see that there's also quite a few kmers that don't exist in the reference genomes." genomes.\n",  "\n",  "Note to self: check with only pure contigs to see if that is different from impure contigs"  ]  },  {