Ino de Bruijn Add Kraken plots  over 9 years ago

Commit id: 8caa1c1ad4bd38a99fd30d04a527a2873be9f8e7

deletions | additions      

       

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"language": "python",  "metadata": {},  "outputs": [],  "prompt_number": 37 2  },  {  "cell_type": "code", 

"#t2 = axes[0].get_legend().get_title()\n",  "#t2.set_family(t1.get_family())\n",  "\n",  "plt.savefig(\"/media/milou/glob/github/masmvali-publication/plos/figures/Figure1.eps\", "plt.savefig(\"/media/milou/glob/github/masmvali-publication/plos/figures/Figure_1.eps\",  \n", " bbox_extra_artists=(lgd, t1, t2), bbox_inches='tight')"  ],  "language": "python", 

"#t2 = axes[0].get_legend().get_title()\n",  "#t2.set_family(t1.get_family())\n",  "\n",  "plt.savefig(\"/media/milou/glob/github/masmvali-publication/plos/figures/Figure2.eps\", "plt.savefig(\"/media/milou/glob/github/masmvali-publication/plos/figures/Figure_2.eps\",  \n", " bbox_extra_artists=(lgd, t1, t2), bbox_inches='tight')"  ],  "language": "python", 

],  "prompt_number": 65  },  {  "cell_type": "heading",  "level": 2,  "metadata": {},  "source": []  },  {  "cell_type": "heading",  "level": 2, 

" #ax.set_axisbelow(False)\n",  " #sns.despine()\n",  "\n",  "ax.legend(title=\"Contig "lgd = ax.legend(title=\"Contig  length\", bbox_to_anchor=(1.05, 0), loc='lower left', borderaxespad=0.)\n", " \n",  "# Set common labels\n",  "f.text(0.5, "t1 = f.text(0.5,  0.95, \"Even Community\", va='center', ha='center', size='xx-large')\n", "f.text(0.5, "t2 = f.text(0.5,  0.08, 'Purity', ha='center', va='center', size='xx-large')\n", "f.text(0.08, "t3 = f.text(0.08,  0.5, 'Number of bases 'Bases  in contigs with purity x $x$  (log)', ha='center', va='center', rotation='vertical', size='xx-large')\n", "\n",  "plt.savefig(\"/media/milou/glob/github/masmvali-publication/plos/figures/FigureS1.eps\")" "plt.savefig(\"/media/milou/glob/github/masmvali-publication/plos/figures/Figure_S1.eps\", \n",  " bbox_extra_artists=(lgd, t1, t2, t3), bbox_inches='tight')"  ],  "language": "python",  "metadata": {}, 

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vhJDN15ikQkRsD5wM9AFfyMz/7mxEkiRJklSM16v6TgjZfI1JKgDPA/4ILAX+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\nkiRJkiRJkiRJkiRJkiRJkiRJk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TgX+ES9k7YXsH9E\nvCQz3wn8Bjg8M6+hZH4fnpn7Ao8Hngk8vSYRTgMOycw9KImGL0TENsDbgS/WYz8XeFpETKMkE/ak\nVB88jvKh4GX135LMnJ+ZD6e8gb0yM/+J8ob6z5l5AkC9GP8AcCNl2MR36/ovZObxlNJjSe31WMpF\n7GspFU3zagXAp4ATM3MV8ElKsoGI2A0I4Et1/ycCfwM8mnKB/JKIeBBwAfCm2p8dQUmyzgGOAYYy\n80nA04BHRsS2EfH8ut28zHw8sBQ4Dvhb4NbM3DszH0UZ+nBcZp5HuZg+PzNfCev6s+MoHxoeBFxS\n119T79D9ahJ+fpImx1zgfZn5aGA58A7KNdCewBsi4umMct1GSSK8htLPPCciHka91qr90buA99bh\noGdRrgGJiO0pVVCfiYhXUa6rnlKHiH6VkrToGK7LL6s3ewCOAj5ej3M28Iraz70AOC0iHlrPdXtm\n7lnPPxP4fWbuQ0mALoyILSPiKErfN7fG/GPgnHqeD1GGfz0ZeDewb11/KvCz+vPaG3ht7a/fBLw7\nM+dR+vvnR8QTM/NllOvTwzLz8wCZuTYirgCWAIsz8491/Xsz8xRK4kLqO1YwqB98C7h/TRTcDvwF\npZN/MPCNiOhstwZ4BOWNpDPEofNmdB3lzeRtEbEVpYPfPiLeV7fbCtiDcpE90pcAMnNlRNxIuRB+\nLPD1zFxWv3dFRPyOcuftIuBTEfEUSiLkzbXi4VnApzLzznrcQzsniIinRcRbKXf9Hgesq8RgxHCN\nzHxHzZQvpiQ5jtzYD09Sq9yUmTcBN0XEuyPiWODhlKquFXWb04BvdY3XXVz7oGHgssy8GyAi/otS\nZbAXcGNmfh8gM38SEUvqMb8KfCUi/orSn52YmSsi4tnA52vClprgpB53aUS8kdIfP4NSrQWlLxvZ\nn30M+Fjti/+9bi+peZZm5o/q6yHgT5m5GvhDRKygXGONdt22G139Qmb+MiKOBF5ZP3DPo1yjQUkE\nXFOvl15OuZnz54h4HqVK6tp67BmUqk66jrs0In4EvCAivklJYhxF6XN2otwk6my+lnJT6SejtPML\n9esPKFUGWwHPody06lQQ/Cvwzoi4H3A+cElEXApcTplLC8qwhrfV2FbU81GrZw+sFWKPplSVbXCo\nWGbuFxE7AJdHxM8y85yubzs8Qn3JCgb1XGYOUxIFr6J8mD6T8rf5jcx8YucfZRjDj0fsfg7w0jpZ\n2OzM/Db3zFGwd9e+8yllb6O5vet1J3lxrwvlGtMWtazukcDnKXcL/ysiHk4pX1snInaIiJ0i4oPA\nyZSM/xnAf4w49nDd/qkR8cj6M1lNuUu55wZiltROKwEi4kDgUsqF8CWU6oDpAJmZwA3AwZThCd13\n8u7oet3dn400g9KfXUsZVvZxShnuNRGxN3B398a1quFhNeFxZo3zPOCzjHItERF71EkfO87C/kxq\nsjtHLK8esTzM6Ndt/929UUTsCVxJ+VD9NcpwgU7f9kvgeuB5lOvBxXW36cDCruPOBZ4+SoxnUq4l\nXw5cVCu+ZgA/HSWu/9hAO2+vsXQ+vI92TTidepM2M99Vj3dtjfnKWtU68ppw1zpc7LuUaoifUq4N\nf8UofXREvDgitq7nuIXyPmAfqkZoXYIhIl4aEWdGxKm1LErNcA6lbO0llAz2N4EDIuJRsG4s3Q8p\npXbdmfBfA1dTPrgvrutWUCoEjq/7zqbMrfD8uttqSoVEx8iOfbjr/LvWYzyTMjbumihzRrwsMz8H\nvIFyV3EXyt2/wyJiZh03dwblTe4A4CO1hPj3lLF9nSRI95vWfsC/RJkAbTpwOPCNTf4JSmqTZwNf\nyswzKBVaL2T9CV7/jXKn7KrMvHkjxxmm9IePiognA0TEYynDIf4zIhZSynW/ALyF8mHgkZT+7JA6\nLAzK3C9vpfRn52Tm2ZRxyM9n9IlndwfOjojOXcZXYX8mtdm3Gf26bUvKddf96nZPB76fmR+hXJuN\n7NsWAycCD8jMK+u6rwHHdPVHCyg3YTo611EXU5IPx3BPcuIqytCvp9e4dqfMT/PgGtd9TZw9XM9/\nVB2mC2WYw7eAtRGxFNiq9tVvAP66tvXrlAqKznXoNyhVX0+iVIpdQrl2fMQGYng98Mau/V/AvfvQ\nfpmwXFpP6xIMlP+Ar6NkMY/pcSzaRJm5nHIR/aPMvDkzf0Ip/T0/In4IvA84qGajR84YvBh4Auu/\n2RwGzIuIGygJiM9m5mfr9y6px92/Lt+rxCwzf0qZU+GiWmb8j/X8KygX2ofXuK6iZMm/TUkoXFf/\n3UAZS/fRuv2HI+IqSmnzv1PeUDrn7pz/g5Sxyj+ivCnfRRnjOJIlcVJ7df5/nw7sGxE/AL5CKb2d\n07XdpZTS3dM3sP86mfkHSvL2lNonngccmZk3Av8CPKH2c9+nTJT72cz8KiXZu6Tu85fAPwAfBl4X\nEddSnmpzCaUEunPu4XrOcymlxtfWsuVHUcZhb6i9kvrbyP+rwyNer2b067bbKdWna+p10GeAHSLi\nx5SbOT8EtqvDW6EMW30Ypeqp40zgy8BVdb/OXDLrxZKZd1GGLEyr1Vlk5u+BFwEfqnF9mjIP1k2U\n67TrI+InEfHAjbTxLErC4JqI+AnlmvPwzFxDScx+JiKuo1S2vrrGcRzw6Nr/fRf4xyyPR/9APed3\nKTeSvsI914TdjgT2qft/GzirJoJHxmcfKk22iJgXEZ+IiJMi4kObeYwFExxWz7WtTW1rD7SvTW1r\nD7SvTW1rD7SvTRtqT0TMr0mBxhmU31GTta1NbWsPtK9NbWsPtK9NbWsPtLNN/aBRFQwRsVeU2VSJ\niOkRcXpEfC8irqgTxUApeTqaUrp002ae6qQJCLfftK1NbWsPtK9NbWsPtK9NbWsPtK9N92pPRHyS\nchfw76Y+nAnR+t9RC7StTW1rD7SvTW1rD7SvTW1rD7SzTT3XmKdIRMQJwCuoE2BRJreamZnzI2Iv\nYFFddyulrHMmZfySJEmtkZlH3PdWkiRJU68xCQbgRuAQ4Ny6vA9wGUBmXh0Rc+vrb1GqFyRJkiRJ\n0hRpTIIhMy+KiDldq7bhnmeCQ5k8Znpmrp2I8404Vyu0rU1taw+0r01ta08btfF31LY2ta090L42\nta09bdTG31Hb2tS29kD72tS29mhyNCbBMIoVlCRDx2YlF+rkHuuNv9l6661ZuXLl0vGF15fa1qa2\ntQfa16a2tee2iBg5Y/PJmbmgF8GMhX1do7WtPdC+NrWtPfZ1zdC2NrWtPdC+NrWtPY3t6/pZo56f\nWrNmn83MvSPiEMrjb46KiHmU53gfOEHnWHreeeex0047jfdwklri5ptv5vDDDwfYNTOX9TiccbOv\nkzQa+zpJg6BtfV0/aWIFQyfLdDGwf0QsqctHTeRJdtppJ3bZZZeJPKQk9R37OkmDwL5OkqZGoxIM\nNbs0v74eBo7taUCSJEmSJAmA6b0OQJIkSZIkNZ8JBkmSJEmSNG4mGCRJkiRJ0riZYJAkSZIkSeNm\ngkGSJEmSJI1bo54isSki4kDgRcD9gEWZ+cMehyRJkiRJUuu1LsEA3ALsDMwEbupxLJIkSZIkDYQ2\nDpE4Bngp8EHgwB7HIkmSJEnSQGhUBUNE7AUszMz9ImI6cCqwO3AncHRmDlHa9L+USobH9CxYSZIk\nSZIGSGMqGCLiBGAxsGVddTAwMzPnAycCi+r604GzgOOAc6c6TkmSJEmSBlGTKhhuBA7hnqTBPsBl\nAJl5dUTMra+vAq7qSYSSJEmSJA2oxlQwZOZFwOquVdsAK7qW19RhE5IkSZIkaYo1qYJhpBWUJEPH\n9MxcO9aDRMQC4KSJCkpS/1izZg1DQ0P3Wr/bbrsxY8aMzT3s0ojoXj45Mxds7sGmin2dpDGyr5M0\nCBrZ1/WzJicYlgAHARdExDzghs05SP0DWtBZjog5wNLxhyep14aGhjj8+MOZte2sdetWrVjFeYvO\nY8SbyVjsmpnLJiK+qWRfJ7XXhpKpMK6Eqn2dpEHQyL6unzUxwTBcv14M7B8RS+ryUT2KR1Ifm7Xt\nLLbabqtehyFJk2a0ZCpMSEJVkvreJFWsajM1KsFQs0vz6+th4NieBiRJktQHTKZKarsNJRKWLl3K\nGVefwewdZ69bd9vy21h46EITrD3QqASDJEmSJGnwbKha69bf3MrcQ+ey/UO271Fk6maCQVIrjJbV\nXrrUYbeSBtfw2uFR+0HLhiU11WjVWqtWrOpRNBqNCQZJrTA0NMS+++7LFlvc063dcccdPOaAx/Qw\nKknqndtX3l7KhpdZNixJmhomGCS1xhZbbMHMmTPXLd999909jEaSJt5Yq7Vm7zjbsmFJ0pQxwSBp\noGyoZBgsG5bU/6zWkiT1s9YlGCLizcATgEcCn87M03sckqQ+MlrJMFg2LKk5rNaSJPWr1iUYMvOj\nEXE/4GMmFySNxpJhSZIkaeJN73UAk+Qw4MJeByFJkiRJ0qBoVAVDROwFLMzM/SJiOnAqsDtwJ3B0\nZnZmPXpaZh7dqzglSZIkSZvHx483V2MSDBFxAvAKYGVddTAwMzPn18TDoroOYFYPQpQkSZIkjZMT\n2jZXk4ZI3AgcAkyry/sAlwFk5tXA3M6GmXnYlEcnSZIkSZoQnQltO/980lczNCbBkJkXAau7Vm0D\nrOhaXlOHTUiSJEmSpCnWmCESo1hBSTJ0TM/MtWM9SEQsAE6aqKAktd7SEY+yPDkzF/Qolk1mXydp\njOzrJA2CRvZ1/azJCYYlwEHABRExD7hhcw5S/4AWdJYjYg7gDCKSNmTXzFzW6yDGyr5O0hjZ10ka\nBI3s6/pZExMMw/XrxcD+EbGkLh/Vo3gkSZIkSRp4jUow1OzS/Pp6GDi2pwFJkiRJkiSgQZM8SpIk\nSZKk/mWCQZIkSZIkjVujhkhIkiRJkrQxa9euZenSe8/vuttuuzFjxoweRDQ4TDBIkiRJklrjz7//\nM5c+7FJ2WL3DunW3LLuF4ziOEY+l1AQzwSBJkiRJapUd5uzAjrFjr8MYOK1LMETEY4A3AzOBD2fm\nf/c4JEmSJEmSWq+NkzweDfwKuANY1ttQJEmSJEkaDK2rYAB2A44AngS8Cjitt+FIkiRJ0oatWbOG\noaGhe613UkI1TaMSDBGxF7AwM/eLiOnAqcDuwJ3A0Zk5BPwOWAX8kXZWaEiSJElqkaGhIU48/0Rm\n7zh73brblt/GwkMXOimhGqUxCYaIOAF4BbCyrjoYmJmZ82viYVFddzqwGJhGmYtBkiRJkvra7B1n\ns/1Dtu91GNK4NCbBANwIHAKcW5f3AS4DyMyrI2JufX0dZYiEJEmSJKlyKIYmW2MSDJl5UUTM6Vq1\nDbCia3lNREzPzLVTG5kkSVIzrF27lqVLl95rvR8upNG17QO5QzE02RqTYBjFCkqSoWOzkgsRsQA4\naaKCktR6S0e8AZ+cmQt6FMsms6+TBPDn3/+ZSx92KTus3mHduluW3cJxHDfyw4V9nUQ7P5BPxVCM\nDSVmoO+SM43s6/pZkxMMS4CDgAsiYh5ww+YcpP4BLegs1yqJe6f2JanYNTOX9TqIsbKvk9Sxw5wd\n2DF2vK/N7OukyrkRxm60xAz0ZXKmkX1dP2tigmG4fr0Y2D8iltTlo3oUjyRJkiSpi4mZwdSoBEPN\nLs2vr4eBY3sakCRJkiRJAhqWYJAkSZIkTZwNTf4KfTdfghrABIMkSZIkDajRJn+FDU4AK22UCQZJ\nkiRJGmCbOPnrqEZ7YsSGKiLUfiYYJEmSJDVGgx6B2FNT9cF/aGiIw48/nFnbzlq37tbf3MrcQ+dO\n+LnU/0wwSJIkSWqMBj0CcVRt/OA/a9tZbLXdVuuWV61YNeHnUDOYYJAkSZLUKE1+BOIgf/Df0ISS\nVp60R+sSDBGxB3AKMAR8MjP/s7cRSZIkSdI9+u2D/1QZbUJJJ5Nsl9YlGICnAL8FVgP/3eNYJEmS\nJLWId+HHZzwTSqr/tTHB8F3gfGAn4G3A/+ltOJIkSZLaYqruwpvIUBM1KsEQEXsBCzNzv4iYDpwK\n7A7cCRydmUPAEygVDH+iYe2TJEmS1P+m4i68wwnURI35AB4RJwCvAFbWVQcDMzNzfk08LKrrllHm\nYLgbOLkHoUqSJI3Kx+tp0Pg3Pz4OJ1DTNCbBANwIHAKcW5f3AS4DyMyrI2JufX0lcGVPIpQkaUBs\n6EODHxg2rumP15PGamhoiI/d+DF2mLPDeuv77U78hvq0yXh8pNRmjUkwZOZFETGna9U2wIqu5TUR\nMT0z147luBGxADhp/BFKGhBLR1wMnZyZC3oUyyazr9NEG+2DcpM/JE9lwqQhj9ezr9OEacJd+NEe\nHQmT9/hI9Y1G9nX9rDEJhlGsoCQZOsacXACof0ALOss1iWGqUtKG7JqZy3odxFjZ12kyTMUH5an6\n4N+2hMkEsK/TwBn56EgYnMdHDrBG9nX9rMkJhiXAQcAFETEPuKHH8UiSpAk2lR/8G1JZIElS32pi\ngmG4fr0Y2D8iltTlo3oUjyRJmkR+8JckqRkalWCo5Svz6+th4NieBiRJkiRJPTbacLLJmKByqs6j\n5mpUgkGSJKkpvBCXNFWGhobYd9992WKLez7e3XHHHTzmgMc08jxqLhMMkiRJk2C0WemdkV7SZNli\niy2YOXPmuuW777670edRM5lgkCRJmiQjZ6V3RnpJUptN73UAkiRJkiSp+UwwSJIkSZKkcWvlEImI\n2BH4cmY+udexSJIkSRo8o030Ck72qnZrXYIhIqYBbweW9TgUSZIkSQNqtCcugE9dULu1LsEAvB74\nNHB8rwORJEmbzsc6SmqbkU9cAJ+6oHZrVIIhIvYCFmbmfhExHTgV2B24Ezg6M4eAZ9d1T4mIF2Xm\nhb2LWINmQ6VwALvtthszZsyY4oj604Z+Tv6MpMHmYx0lSWq2xiQYIuIE4BXAyrrqYGBmZs6viYdF\nwMGZ+aK6/adMLmiqDQ0NceL5JzJ7x9nrrb9t+W0sPHQhEdGjyPrLaB8iVq1YxXmLzvNnJPWZqR5D\n7GMdJUlqrsYkGIAbgUOAc+vyPsBlAJl5dUSsd3sjM181teFJxewdZ7P9Q7bvdRh9Y0MlzyM/RAyv\nHR71A4tVDVJvjZYQhGZXFjgUQ5KkydGYBENmXhQRc7pWbQOs6FpeExHTM3Pt1EYmaWNGm+BotMmN\nbl95O2cz9SpbAAAgAElEQVRcfQazl91T/WHlh9QfRiYEodmVBZMxFMOkhSRJDUowjGIFJcnQsVnJ\nhYhYAJw0UUFJureRExxtaHKjhlR/LB2R8Dg5Mxf0KJZNZl8nrW+ih2JsajK1QezrJA2CRvZ1/azJ\nCYYlwEHABRExD7hhcw5S/4AWdJZrlYS3HNQ3nDiy7+yamct6HcRY2ddJk29Tk6kNYV+nvmB1kCZZ\nI/u6ftbEBMNw/XoxsH9ELKnLR/UoHmlSbWj882RMiujTHSRJUj/x6TJSszQqwVCzS/Pr62Hg2J4G\nJE2R0cY/Twaf7iBJkvqNT5eRmqNRCQZJk2+qkhmSJEmS2mV6rwOQJEmSJEnNZwWDJEmSpIHhxJHS\n5DHBIPUR3/AkSZImVwsfKyv1DRMMUh/xDU+SJpaJW0mjadljZaW+0boEQ0Q8CTgOmAackJm/63FI\n0pj4hidJE8fErSRJU6eNkzxuCbwFuBTYu8exSJKkHuskbjv/ZsyY0euQJElqpdZVMGTm9yJib+Bt\nwEt7HY/Uj0YrGQbLhiVJkiRtvkYlGCJiL2BhZu4XEdOBU4HdgTuBozNzKCKeDFwLPAc4CXhzzwKW\n+tRoJcNg2bAkSZKkzdeYBENEnAC8AlhZVx0MzMzM+TXxsKiu2xr4BHAXcEYvYtVgaPrEYSPnegDn\ne5A0NayikiSpnRqTYABuBA4Bzq3L+wCXAWTm1RExt76+AriiJxFqoAwNDXH48Ycza9tZ69bd+ptb\nmXvo3B5GJUn9zyoqSZLaqTGTPGbmRcDqrlXbACu6ltfUYRPSlJm17Sy22m6rdf/uv/X9ex2SJDXC\nyIkXnXxRkqTma1IFw0grKEmGjumZuXasB4mIBZS5GqQNavpwCE2opRHRvXxyZi7oUSybzL5O0hjZ\n12nKeb2lHmhkX9fPmpxgWAIcBFwQEfOAGzbnIPUPaEFnOSLmAPZkWo/PUVeXXTNzWa+DGCv7Oklj\nZF+nKef1lnqgkX1dP2tigmG4fr0Y2D8iltTlo3oUjwbEyEkRnRBRkiRpYnm9JTVboxIMNbs0v74e\nBo7taUCSJEmSJAlo0CSPkiRJkiSpf5lgkCRJkiRJ42aCQZIkSZIkjZsJBkmSJEmSNG4mGCRJkiRJ\n0rg16ikSmyIingW8DJgFfCgzb+hxSJIkSZIktV4bKxgekJmvBT4MHNDrYCRJkiRJGgStSzBk5pcj\nYivgTcA5PQ5HkiRJkqSB0KghEhGxF7AwM/eLiOnAqcDuwJ3A0Zk5FBE7AB8C3pOZt/QwXEmSJEmS\nBkZjKhgi4gRgMbBlXXUwMDMz5wMnAovq+kXAjsAHIuJFUx6oJEmSJEkDqEkVDDcChwDn1uV9gMsA\nMvPqiJhbXx/Rm/AkSZIkSRpcjalgyMyLgNVdq7YBVnQtr6nDJiRJkiRJ0hRrUgXDSCsoSYaO6Zm5\ndqwHiYgFwEkTFZSk1lsaEd3LJ2fmgh7Fssns6ySNkX2dpEHQyL6unzU5wbAEOAi4ICLmATdszkHq\nH9CCznJEzAGWjj88SS21a2Yu63UQY2VfJ2mM7OskDYJG9nX9rIkJhuH69WJg/4hYUpeP6lE8kiRJ\nkiQNvEYlGGp2aX59PQwc29OAJEmSJEkS0KBJHiVJkiRJUv8ywSBJkiRJksbNBIMkSZIkSRo3EwyS\nJEmSJGncTDBIkiRJkqRxa22CISKeGRGLex2HJEmSJEmDoJUJhojYDXgCcP9exyJJkiRJ0iBoZYIh\nM4cy8597HYckSZIkSYNii14HMFYRsRewMDP3i4jpwKnA7sCdwNGZOdTTACVJkiRJGkCNqmCIiBOA\nxcCWddXBwMzMnA+cCCzqVWySJEmSJA2yRiUYgBuBQ4BpdXkf4DKAzLwamNu9cWa+ckqjkyRJkiRp\nQDUqwZCZFwGru1ZtA6zoWl5Th01IkiRJkqQp1Lg5GEZYQUkydEzPzLVjOUBELABOmsigJLXa0ojo\nXj45Mxf0KJZNZl8naYzs6yQNgkb2df2s6QmGJcBBwAURMQ+4YawHqH9ACzrLETEHWDox4UlqoV0z\nc1mvgxgr+zpJY2RfJ2kQNLKv62dNTTAM168XA/tHxJK6fFSP4pEkSZIkaaA1LsFQM0zz6+th4Nie\nBiRJkiRJkpo1yaMkSZIkSepPJhgkSZIkSdK4mWCQJEmSJEnjZoJBkiRJkiSNmwkGSZIkSZI0biYY\nJEmSJEnSuDXuMZX3JSLmA6+ti2/OzNt6GY8kSZIkSYOgjRUMx1ASDGcBL+txLJIkSZIkDYQ2Jhhm\nZOZdwG+BB/c6GEmSJEmSBkGjhkhExF7AwszcLyKmA6cCuwN3Akdn5hCwKiJmAjsDN/cuWkmSJEmS\nBkdjKhgi4gRgMbBlXXUwMDMz5wMnAovq+o8DZ1CGSpw71XFKkiRJkjSImlTBcCNwCPckDfYBLgPI\nzKsjYm59fT1w1HhPdvPNFj/oHsuXL2fatGnrrZs2bRqr71zN3bffvW7d2rvXcsdtd7DqAavW2/aO\n2+5g+fLlzJo1a0LOA7D6ztWbdMxNPc+GzjWe82zoXJv6s9vUn9t4z7Mp52prn9DWdmniLF++fNQ+\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p8EHgwB7HIkmSJEnSQGhUBUNE7AUszMz9ImI6cCqwO3AncHRmDlHa9L+USobH9CxYSZIk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"text": [  "0x2d94cd10>" 0x2cad0b90>"  ]  }  ],  "prompt_number": 67 7  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "mpl.__version__" "mpl.rcParams['figure.figsize'] = 16, 12\n",  "\n",  "cmp_purities = [\"velvetnoscaf31\", \"raynoscaf31\", \"metavelvetnoscaf31\",\n",  " \"velvetscaf31\", \"rayscaf31\", \"metavelvetscaf31\",\n",  " \"velvetnoscafnewbler\", \"raynoscafnewbler\", \"metavelvetnoscafnewbler\",\n",  " \"velvetnoscafminimus2\", \"raynoscafminimus2\", \"metavelvetnoscafminimus2\"]\n",  "f, axes = plt.subplots(4, 3, sharex=True, sharey=True)\n",  "labels = [\"$>10^2$\",\"$>10^3$\", \"$>10^4$\", \"$>10^5$\"]\n",  "for i, s in enumerate(cmp_purities):\n",  " ax = axes[i/3][i%3]\n",  " avp = m_uneven.avp.__dict__[s]\n",  " \n",  " # interval lengths\n",  " len_intervals = []\n",  " len_weights = []\n",  " ivs = [(int(1e2), int(1e3)), (int(1e3), int(1e4)), (int(1e4), int(1e5)), (int(1e5),float(\"inf\"))]\n",  " for l, h in ivs:\n",  " leni = (np.array(avp.contig_purity[\"contig_length\"] >= l) & np.array(avp.contig_purity[\"contig_length\"] < h))\n",  " len_intervals.append(list(avp.contig_purity[leni][\"max_aln_purity\"]))\n",  " len_weights.append(list(avp.contig_purity[leni][\"contig_length\"]))\n",  " \n",  " ax.set_title(s)\n",  " ax.hist(len_intervals, \n",  " weights=len_weights,\n",  " range=[0.0,1.0], log=1,\n",  " label=labels,\n",  " color=sns.dark_palette(\"palegreen\", len(ivs)))\n",  " ax.set_ylim(1,1e09)\n",  " #ax.yaxis.grid(True, c='white')\n",  " #ax.set_axisbelow(False)\n",  " #sns.despine()\n",  "\n",  "lgd = ax.legend(title=\"Contig length\", bbox_to_anchor=(1.05, 0), loc='lower left', borderaxespad=0.)\n",  " \n",  "# Set common labels\n",  "t1 = f.text(0.5, 0.95, \"Uneven Community\", va='center', ha='center', size='xx-large')\n",  "t2 = f.text(0.5, 0.08, 'Purity', ha='center', va='center', size='xx-large')\n",  "t3 = f.text(0.08, 0.5, 'Bases in contigs with purity $x$ (log)', ha='center', va='center', rotation='vertical', size='xx-large')\n",  "\n",  "plt.savefig(\"/media/milou/glob/github/masmvali-publication/plos/figures/Figure_S2.eps\", \n",  " bbox_extra_artists=(lgd, t1, t2, t3), bbox_inches='tight')"  ],  "language": "python",  "metadata": {},  "outputs": [  {  "metadata": {},  "output_type": "pyout",  "prompt_number": 68, "display_data",  "png": 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n3Xdi59j5vjazr5Mq50YYv36JGRjK5Ewj+7ph1sQEw2j9eTFwcEQsrcvHDige\nSZIkSVIXEzPTU6MSDDW7NL++HgVOGGhAkiRJkiQJaFiCQZIkSZI0ecaa/BWGbr4ENYAJBkmSJEma\npvpN/gpjTgAr3SsTDJIkSZI0jW3k5K999XtixFgVEWo/EwySJEmSGqNBj0AcqKn64j8yMsKCNyxg\n9vaz16+75Re3MPfIuZN+Lg0/EwySJEmSGqNBj0Dsq41f/GdvP5ttdthm/fJtq26b9HOoGUwwSJIk\nSWqUJj8CcTp/8R9rQkkrT9qjdQmGiNgHOB0YAT6emV8bbESSJEmSdLdh++I/VfpNKOlkku3SugQD\n8ETgl8Aa4L8HHIskSZKkFvEu/MRMZEJJDb82Jhi+BZwP7AK8Efj7wYYjSZIkqS2m6i68iQw1UaMS\nDBGxH7AoMw+KiBnAGcDewJ3AcZk5AjyWUsHwOxrWPkmSJEnDbyruwjucQE3UmC/gEXES8FJgdV11\nODArM+fXxMPium4FZQ6Gu4BTBxCqJElSXz5eT9ONf/MT43ACNU1jEgzADcARwLl1+QDgMoDMvCoi\n5tbX3wa+PZAIJUmaJsb60uAXhnvX9MfrSeM1MjLCB2/4IDvtvtMG64ftTvxYfdrmeHyk1GaNSTBk\n5kURsXvXqu2AVV3LayNiRmauG89xI2IhcMrEI5Q0TSzvuRg6NTMXDiiWjWZfp8nW74tyk78kT2XC\npCGP17Ov06Rpwl34fo+OhM33+EgNjUb2dcOsMQmGPlZRkgwd404uANQ/oIWd5ZrEMFUpaSx7ZOaK\nQQcxXvZ12hym4ovyVH3xb1vCZBLY12na6X10JEyfx0dOY43s64ZZkxMMS4FDgQsiYh5w3YDjkSRJ\nk2wqv/g3pLJAkqSh1cQEw2j9eTFwcEQsrcvHDigeSZK0GfnFX5KkZmhUgqGWr8yvr0eBEwYakCRJ\nkiQNWL/hZJtjgsqpOo+aq1EJBkmSpKbwQlzSVBkZGeHAAw9kyy3v/np3xx138MhDHtnI86i5TDBI\nkiRtBv1mpXdGekmby5ZbbsmsWbPWL991112NPo+ayQSDJEnSZtI7K70z0kuS2mzGoAOQJEmSJEnN\nZ4JBkiRJkiRNWCuHSETEzsAXM/MJg45FkiRJ0vTTb6JXcLJXtVvrEgwRsQXwJmDFgEORJEmSNE31\ne+IC+NQFtVvrEgzAq4BPAm8YdCCSJGnj+VhHSW3T+8QF8KkLardGJRgiYj9gUWYeFBEzgDOAvYE7\ngeMycwTf91cAAAAgAElEQVR4Rl33xIh4fmZeOLiINd2MVQoHsOeeezJz5swpjmg4jfU++R5J05uP\ndZQkqdkak2CIiJOAlwKr66rDgVmZOb8mHhYDh2fm8+v2nzC5oKk2MjLCyeefzJyd52yw/taVt7Lo\nyEVExIAiGy79vkTctuo2zlt8nu+RNGSmegyxj3WUJKm5GpNgAG4AjgDOrcsHAJcBZOZVEbHB7Y3M\nfPnUhicVc3aew44P2nHQYQyNsUqee79EjK4b7fuFxaoGabD6JQSh2ZUFDsWQJGnzaEyCITMviojd\nu1ZtB6zqWl4bETMyc93URibp3vSb4Kjf5Ea3r76ds686mzkr7q7+sPJDGg69CUFodmXB5hiKYdJC\nkqQGJRj6WEVJMnRsUnIhIhYCp0xWUJLuqXeCo7EmN2pI9cfynoTHqZm5cECxbDT7OmlDkz0UY2OT\nqQ1iXydpOmhkXzfMmpxgWAocClwQEfOA6zblIPUPaGFnuVZJeMtBQ8OJI4fOHpm5YtBBjJd9nbT5\nbWwytSHs6zQUrA7SZtbIvm6YNTHBMFp/XgwcHBFL6/KxA4pH2qzGGv+8OSZF9OkOkiRpmPh0GalZ\nGpVgqNml+fX1KHDCQAOSpki/8c+bg093kCRJw8any0jN0agEg6TNb6qSGZIkSZLaZcagA5AkSZIk\nSc1nBYMkSZKkacOJI6XNxwSDNET8wJMkSdq8WvhYWWlomGCQhogfeJI0uUzcSuqnZY+VlYZG6xIM\nEfF44ERgC+CkzPzVgEOSxsUPPEmaPCZuJUmaOm2c5HFr4O+AS4H9BxyLJEkasE7itvPfzJkzBx2S\nJEmt1LoKhsz8z4jYH3gj8KJBxyMNo34lw2DZsCRJkqRN16gEQ0TsByzKzIMiYgZwBrA3cCdwXGaO\nRMQTgKuBZwGnAK8dWMDSkOpXMgyWDUuSJEnadI1JMETEScBLgdV11eHArMycXxMPi+u6bYGPAH8E\nzh5ErJoemj5xWO9cD+B8D5KmhlVUkiS1U2MSDMANwBHAuXX5AOAygMy8KiLm1tdXAlcOJEJNKyMj\nIyx4wwJmbz97/bpbfnELc4+cO8CoJGn4WUUlSVI7NWaSx8y8CFjTtWo7YFXX8to6bEKaMrO3n802\nO2yz/r/7bXu/QYckSY3QO/Giky9KktR8Tapg6LWKkmTomJGZ68Z7kIhYSJmrQRpT04dDaFItj4ju\n5VMzc+GAYtlo9nWSxsm+TlPO6y0NQCP7umHW5ATDUuBQ4IKImAdctykHqX9ACzvLEbE7YE+mDfgc\ndXXZIzNXDDqI8bKvkzRO9nWacl5vaQAa2dcNsyYmGEbrz4uBgyNiaV0+dkDxaJronRTRCRElSZIm\nl9dbUrM1KsFQs0vz6+tR4ISBBiRJkiRJkoAGTfIoSZIkSZKGlwkGSZIkSZI0YSYYJEmSJEnShJlg\nkCRJkiRJE2aCQZIkSZIkTVijniKxMSLi6cCLgdnAaZl53YBDkiRJkiSp9dpYwXD/zHwl8I/AIYMO\nRpIkSZKk6aB1CYbM/GJEbAO8BvjYgMORJEmSJGlaaNQQiYjYD1iUmQdFxAzgDGBv4E7guMwciYid\ngNOAd2TmzQMMV5IkSZKkaaMxFQwRcRKwBNi6rjocmJWZ84GTgcV1/WJgZ+A9EfH8KQ9UkiRJkqRp\nqEkVDDcARwDn1uUDgMsAMvOqiJhbXx89mPAkSZIkSZq+GlPBkJkXAWu6Vm0HrOpaXluHTUiSJEmS\npCnWpAqGXqsoSYaOGZm5brwHiYiFwCmTFZSk1lseEd3Lp2bmwgHFstHs6ySNk32dpOmgkX3dMGty\ngmEpcChwQUTMA67blIPUP6CFneWI2B1YPvHwJLXUHpm5YtBBjJd9naRxsq+TNB00sq8bZk1MMIzW\nnxcDB0fE0rp87IDikSRJkiRp2mtUgqFml+bX16PACQMNSJIkSZIkAQ2a5FGSJEmSJA0vEwySJEmS\nJGnCTDBIkiRJkqQJM8EgSZIkSZImzASDJEmSJEmasNYmGCLiaRGxZNBxSJIkSZI0HbQywRARewKP\nBe436FgkSZIkSZoOWplgyMyRzPynQcchSZIkSdJ0seWgAxiviNgPWJSZB0XEDOAMYG/gTuC4zBwZ\naICSJEmSJE1DjapgiIiTgCXA1nXV4cCszJwPnAwsHlRskiRJkiRNZ41KMAA3AEcAW9TlA4DLADLz\nKmBu98aZ+bIpjU6SJEmSpGmqUQmGzLwIWNO1ajtgVdfy2jpsQpIkSZIkTaHGzcHQYxUlydAxIzPX\njecAEbEQOGUyg5LUassjonv51MxcOKBYNpp9naRxsq+TNB00sq8bZk1PMCwFDgUuiIh5wHXjPUD9\nA1rYWY6I3YHlkxOepBbaIzNXDDqI8bKvkzRO9nWSpoNG9nXDrKkJhtH682Lg4IhYWpePHVA8kiRJ\nkiRNa41LMNQM0/z6ehQ4YaABSZIkSZKkZk3yKEmSJEmShpMJBkmSJEmSNGEmGCRJkiRJ0oSZYJAk\nSZIkSRNmgkGSJEmSJE2YCQZJkiRJkjRhjXtM5X2JiPnAK+viazPz1kHGI0mSJEnSdNDGCobjKQmG\nc4AXDzgWSZIkSZKmhTYmGGZm5h+BXwIPHHQwkiRJkiRNB40aIhER+wGLMvOgiJgBnAHsDdwJHJeZ\nI8BtETEL2BW4aXDRSpIkSZI0fTSmgiEiTgKWAFvXVYcDszJzPnAysLiu/xBwNmWoxLlTHackSZIk\nSdNRkyoYbgCO4O6kwQHAZQCZeVVEzK2vrwWOnejJbrrJ4gfdbeXKlWyxxRYbrNtiiy1Yc+ca7rr9\nrvXr1t21jjtuvYPb7n/bBtvecesdrFy5ktmzZ0/KeQDW3Llmo465secZ61wTOc9Y59rY925j37eJ\nnmdjztXWPqGt7dLkWblyZd8+aCL/z46nDxpk3zBMfdB4zzPWuf64+o+s/tVq7rfN/davW/2r1ayc\nWc7d1j6hre1qgpUrV7J67YZ/c7Dh3133tm34/+jezjOeNm3secbTpo09z3jaNJ5/o4m8d/Z1zXDP\nv/ghFhG7A5/OzP0jYglwYWZeVn/3U2CPzFw3zmMuBE7pWX0rMGfiEUtqmX59w6mZuXAAsYyLfZ2k\ncbCvkzQdNLavG2ZNTjAsBpZl5gX1dzdm5oMn6TyjwB6Tcawhspx2talt7YH2talt7QFYnpmN6jfv\njX1dI7StPdC+NrWtPWBf1wRt+7trW3ugfW1qW3ugZX2dNkFE7B4R366vj4iIj9bX8yLi0kk8z+hk\nHWtYtK1NbWsPtK9NbWsPtK9NbWsPtK9NbWsPtK9NbWsPtK9NbWsPtK9NbWsPtK9NbWsPtLNNw6BJ\nczB0dP4QLgYOjoildXnC8y5IkiRJkqRN06gEQ2auAObX16PACQMNSJIkSZIkAQ16TOUUO3XQAWwG\nbWtT29oD7WtT29oD7WtT29oD7WtT29oD7WtT29oD7WtT29oD7WtT29oD7WtT29oD7WyTJEmSJEmS\nJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmS\nJEmSpMmxxaADkCZTRCwEHpCZf7uJ+y8BzszMayc5rrcCrwS+AiwEzgH+FJgJvC8zP9Gz/TuBHTe1\nHZK0uUTEMcCpwPXAi4GPAA8HZgAfz8zTerZ/BXB4Zj53ikOVNMQiYg/KNdALNsOxvwacnpkXbsK+\nc4CLM/NpkxzTDOBi4M+BDwA/Ak4DtgJuB16Tmd/t2n5r4IvAWZvSDmlQZgw6AGmSjU5w/2eweRJv\nrwBekpl/BXwQ+GJmPhZ4OnB6ROwKEBG7RcS/AW9g4m2RpM3h5cCbM/NZwLuA/5eZjwGeAJwQEfsB\nRMSfRMRZwL8MLlRJQ+whlOTk5jDKpl9H7UjpzybbbsAhlATDh4HzgePq9eD/Bc7tbBgR+wPLgCfh\n9aAaZstBByDdm4j4FHBNZi6uy68CngqcB7wVmAXcBrwxM5d17XcwsDgz967LOwA/AfYAtgVOB/6M\nkjU+PzPfExHvBnYFPhkRR1M+CN4KrAPWAm/KzG9GxC7AWZQPxXWUzPLpETEPeC+wNfBA4PLMPC4i\nPlOP9ZGIeEdmHlaz2AC7A2somWsoiYivU+4M7jhJb6OkhouIp1LueK0GtgO+BexbX28BHAd8H/gZ\nsF9m/m/d73JKf3cLsJhSNTUKvCczL4qITn84n9IXXZKZb42IAP4V2IbSL36fUq2wiHLhvXtE/Glm\nvjYiZtYwH0Tp/26tyy8Efg68EXjOZnhbJA1Q7ZfeQ/n//FGU67FTgNdQrpEuzMzXR8Sh9FyzAd+h\nfMneNSK+lJnPioi3AIcB96P0PW8EPg/8lFIFdU097/nAlZl5dq0QPYJy03QF8OrM/GUNcYt6bbd9\npyI0Ip4JLMzMeRExn9KnbUO5nluYmZcCHwXuHxHXAnNrmw4H/gj8BjgmM2+qydR/AWbX370xM6+s\nVVuvrO39k3qOTwKXUa47rwWeD+yamWsjYgtgT+Dmrrf3b4G3ACdtwj+NNFBWMGjYfQg4umv5GMow\ng3cDz87MfYG/Bi6KiNmUC+3RzLwc2DYiHl/3ewmlauBWSob4I5k5F9gPODgiXpiZbwV+ASzIzO9Q\nytZOyMwnAG8HDqzHOgP4cWY+AtgfeGVE7En5QH17Zs6jfNA+NyIel5kvrsc9KjM/C5CZ6yLiSmAp\nsCQzf1vXvzMzT6d80ElSt0cBR1IuXB+QmfMy81HAJ4CTM/M24OOUZAO1XwpKie2pwD/Vfu8VwEH1\nmO+kXAT/OfBY4EkRcWA9xkczcz7wMEpy9tmZ+TrgasqF9PsB6gXyucB1wJVA1vVnZ+a7gDs243si\nabDmAu+q10QrgTcDz6YkQP8mIp5Cn2s2ShLhr4CRmlx4CPA04CmZuQ/wNuCdmbmOMqz0GICI2JFS\nbfqpiHg58GjgiZn5OOBLlKRFx2hdfnFEdG6qHgt8qB7no8BLM/PxlMTGmRHx4Hqu22u8DwJeC8yt\n14P/ATwxIrYCLqEkJR4DHA+8PyK2o/Sfz6r7HwmclpmrgWfV4z4uM39S+86dKYnh9wLv6wSemUdl\n5pc27Z9EGiwrGDTsvg7cryYKbgf+D+Vi+IHAFeUmG1AqDB5G+TDpDHHofCBdQ/lAeWNEbENJFOwY\nEe+q220D7ANc0HPu84FLIuJS4HLu7vifTsmqk5mrgMcA1KqH50TEm4FHUDLa247VsMw8KCJ2Ai6P\niB9n5se6fm05nKReN2bmjcCNEfH2iDgBeCilqmtV3eZM4Otd874sqQnNzwD/Wu8kfoVyNxFKf/a6\nzBwF7qrHIiK+ARwSEW+i3InclQ37sw2GkmXmy2qF2YXAOyhzzUhqv+WZ+YP6egT4XWauAX4TEaso\n11f9rtn2pKsfycyf1vldXlaTo/Mo12dQEgHfiYjXU24YfT4zfx8Rf0mpqLq6HnsmcP/u4DJzeUT8\nADgsIr5KSWIcS+nrdgE+1xXXOso13fVdh/gZ8APgexHxJeBLmfnViNgXWNNJAtS5u/YBqHEdGhEP\noyRuO+24xxDczFwJPCgiHlffo/UVaFJTWcGgoVYves+hjPk9hpKJngFcUTPAj6tZ6ycBP+zZ/WPA\niyJiH2BOZn6D8uEDsH/XvvMpJX69535bPe7V9dzfrmVsa7q3i4g9ImJ7SsnyMymT9pxK+VC6x4dJ\nRLygliWTmTdTMuD7juNtkTQ9rQaIiOcAl1Iuhi+hDNmaAZCZSakkOBw4ino3LzM/RLlwvhz4C+C6\n2m/19mcPiogHUBKsx1NKjv+JUtLb3Z+N1u3/IiIeWM/xh7qf/Zk0fdzZs7ymZ3mU/tds/929Uf3C\n/m1KIvPLlDv6nX7tp5Q+6C8p12NL6m4zgEVdx50LPKVPjB+mXEe+BLioVnvNBH7UJ67/6N4xM0cz\n80BKNe1vgH+OiPdTErIb3AyKiEdGxG6UhMSDgW9SKjH6XQtuHxHP6zrP9+p+j+4Tv9QorUswRMSL\nIuLDEXFGLX9S832MUrr2QkoW+6uUO2sPh/Xj6b5PKbfrzob/HLgKOJv6YVQrDpZRJlHszBT8TaAz\nu/kaYFZEbBkRy4FtMvNs4G8oJcRbUe7+Hdu1/xWU6onHU8qUL6HMufAw7k5odHsVZWxdZ//D6jG6\n+YQXSWN5BvCF2jddAzyPDfuaf6VUXC3LzJsAImIp8LjM/DilRHkHyjwvXwGOjogt6ozlF1Iu0A+h\nlCd3Krv2o39/9kLK+OTOjOcv4p79maTpq1MN1XvNtjXlmmurut1TgO/WoVff5J792hLgZOD+mfnt\nuu7LwPF1WAKUyqmPd+3TuZa6mJJ8OJ67kxPLgL3qEA4iYm/gx5RqizWdc0fEPhHxQ8rQ2EXA+4G9\ngf8BRiPiGXW7fSlDxPYHfpWZ767DdQ+tv++9rlsHnFPngSAiHkW5zrzq3t5MqQlal2CgfFn7a0q2\n8vhNOUCURx22SpPbVMvHrgF+kJk3Zeb1lIvi8yPi+5RZzA+tGeneWYOXUMrTuj9wjgLmRcR1lI78\n05n56fq7S4DPUMYn/x1ljN81wGeBV2TmH4ETgUfUkrtvAf9QS+PeA1wbEd8CFgD/Tkky9DoGOKDu\n/w3gnMz8XM+/0URmPx4KTf6bG0vb2tS29kD72tSnX4BSsXBgRHyP0s9cTpkwtuNSSknuWV3rTgLe\nWSct+ypl3PBPKdVWf6TcObsWuDQzL6ZMLnZxRPwnZcjDhfTvz94AzImI/wK+S/mC8IGebTboz1r+\nb9QKbWtT29oDQ9Wm3muV0Z7XayjDtXqv2W6nVJ6ujYhllLkOdqpf5r9KSULsUIe2AnyB8tSJc7qO\n/2HKHDPL6n77sOG8XaMA9drtfGCLzLy6rvs1ZaLF02pcnwReVoeh/YJyPXc9cCPlGvDqiPgu5Rru\ndfWYRwCn1L74TEpS5IvAzyLifyLip5QKj19yd//ZiWk1pdLs/XX/cyhPG/vFvb7bAzREf3OTpo1t\n0mYQEfMi4iMRcUpEnHbfe/Q9RqO/2PXTtja1rT3Qvja1rT3Qvja1rT3QvjZtSnsiYn79wj+U/Dca\nfm1rU9vaA+1rU9vaA+1rU9vaA+1s0zBo1CSPUR4Hs6hOjjeDMpv/3pTs4HGZOUIpbTqOUmr1mIEF\nK0nSFIuIj1Mmsn3ZoGORJEnTT2MSDBFxEvBS6iRXlLKiWZk5vyYeFtd1t1DG6c+ijHWXJGlayMyj\n73srSZKkzaMxE8lFxBGUmbHPzcz9I+KfKBNYfbb+/meZudsknWuU8szvNllOu9rUtvZA+9rUtvZA\neRxXY/rN+2Jf1whtaw+0r01taw/Y1zVB2/7u2tYeaF+b2tYeaFlfNywa9YZGxO6UCfn2j4glwIWZ\neVn93U+BPTJz3TiPuZA6A3bHtttuy+rVq/vvIGk6uxWY07Pu1MxcOIBYxsW+TtI42NdJmg4a29cN\nsyYnGBZTKhguqL+7MTMfPEnnWH7eeeexyy67TPRwklripptuYsGCBVASmSsGHM6E2ddJ6se+TtJ0\n0La+bpg0Zg6GPpZSni17QUTMowyfmDS77LILu+02KSMuJGlo2ddJmg7s6yRpajQxwdB5nMjFwMER\nsbQuHzugeCRJkiRJmvYalWCo5Svz6+tR4ISBBiRJkiRJkgCYMegAJEmSJElS85lgkCRJkiRJE2aC\nQZIkSZIkTZgJBkmSJEmSNGEmGCRJkiRJ0oQ16ikSGyMingM8H9gKWJyZ3x9wSJIkSZIktV7rEgzA\nzcCuwCzgxgHHIkmSJEnStNDGIRLHAy8C3gs8Z8CxSJIkSZI0LTSqgiEi9gMWZeZBETEDOAPYG7gT\nOC4zRyht+gOlkuGRAwtWkiRJkqRppDEVDBFxErAE2LquOhyYlZnzgZOBxXX9WcA5wInAuVMdpyRJ\nkiRJ01GTKhhuAI7g7qTBAcBlAJl5VUTMra+XAcsGEqEkSZIkSdNUYyoYMvMiYE3Xqu2AVV3La+uw\nCUmSJEmSNMWaVMHQaxUlydAxIzPXjfcgEbEQOGWygpLUessjonv51MxcOKBYNpp9naRxsq+TNB00\nsq8bZk1OMCwFDgUuiIh5wHWbcpD6B7SwsxwRuwPLJx6epJbaIzNXDDqI8bKvkzRO9nWSpoNG9nXD\nrIkJhtH682Lg4IhYWpePHVA8kiRJkiRNe41KMNTs0vz6ehQ4YaABSZIkSZIGZu3atYyMjNxj/Z57\n7snMmTMHENH01qgEgyRN1FgfQuAHkaRmsl+TNJ2NjIxw8vknM2fnOevX3bryVhYduYie+RU0BUww\nSJpW+n0IgR9EkpprZGSEBW9YwOztZ2+w/rZVt3He4vPs1yS13pyd57Djg3YcdBjCBIOkacgPIUlt\nM3v72WyzwzaDDkOSNpuxqrWWL3ce12FigkFSa/X7IPJDSFKT2a9Jmq7Gqta65Re3MPfIuQOKSr1M\nMEhqrX4fRH4ISWqykZERDjzwQLbc8u5LuDvuuINHHvLIe2w7um60b/LBeRkkNVW/aq3bVt02oGjU\nT+sSDBHxWuCxwF7AJzPzrAGHJGmAej+I/BCS1HRbbrkls2bNWr9811139d3u9tW3c/ZVZzNnhROf\nSZKmRusSDJn5gYjYCvigyQVJkjSdOeeMJGkqzRh0AJvJUcCFgw5CkiRJkqTpolEVDBGxH7AoMw+K\niBnAGcDewJ3AcZnZmfXoyZl53KDilCRJkiRpumlMBUNEnAQsAbauqw4HZmXmfOBkYHHX5rORJEmS\nJElTpkkVDDcARwDn1uUDgMsAMvOqiFg/LXxmHjX14UmSJEmSJspH8jZXYxIMmXlRROzetWo7YFXX\n8tqImJGZ66Y2MknDwA8iSZKkdhjPI3k1XBqTYOhjFSXJ0LFJyYWIWAicMllBSRqMKfwgWt7zeLdT\nM3PhZJ9kstnXSRon+zpJA7Wxj+SdoEb2dcOsyQmGpcChwAURMQ+4blMOUv+AFnaWa5WEtz2lBpqi\nD6I9MnPF5jjw5mRfJ2mc7OskTQeN7OuGWRMTDKP158XAwRGxtC4fO6B4JElqrX7DjzrrAWbOnLnB\n+j333PMe6yRJ0vTQqARDzS7Nr69HgRMGGpDUY6wLcfCie9itW7eu75wN/rtpuhsZGWHBGxYwe/sN\nH9B0yy9uYa+D9mLOznPWr7t15a0sOnIRPeWmEzJWv+r/m5IkDZ9GJRikYTcyMsLJ55+8wQU3bJ6L\nbv1/9u49zq6qPPz/JxeDhktAqAFFSYw8KCoCRgn5gYhcqqVoDFVQKJcWrVSEVjBivRDES1Riq1YE\nAW+IotTEGwJFBdGoUUSlBetTxsTKVwk3IcQQDMn8/th7kslwZjLnzLnu+bxfL16cvc85ez3rZM46\naz97rbWb66F7HuLqPa5ml0d32bTv3pX3cjqn+++mntGqJOfUHaay7Y7bbrFv7eq1TJs+jZ2eslND\nx6xluMVaL15+ccsTGZJUS7uSnCZTm8sLR51jgkFqsmZ3uIfjD1Hz7TJjF6bH9E6HITWs15OctUZL\n3P/7+5l93OyWt6u2qZJqqdWutqJNbVc546Wt88JR55hgkHpU1X6IxssPntQsw13tb1eSs1WGjpZY\nu3ptW8rtdJsKtndSt2pXu9qOcsZTW+eFo84wwSD1sCr9ELWrHKkTWpFAG+lqv0bWyeRMr48ykdT7\nbOvUSg0nGCJiAvAXwE7APZl5f9OikprMq+NjU6XMvdQJrUqgdepqf6/rdHLGtk7SeGBbNz7VnWCI\niHnAScBhwHaD9j8EXAN8MTO/1rQI6xQRewNnAlOACzLztk7Fou7h1XFJnWZHq7uYnJE02HAXo2ot\nFChpeKNOMETEIcBHgecAPwE+DfwG+BPwROBpwMHAkoj4JXB2Zn636RFv3anAncCTgZUdKF9dql2r\nnUuSJKl1WjG/f6Rb8jr1TBq9USUYIuIDwMkUCYaXZ+ZvR3jtHsBpwJcj4tOZ+ZZmBFqHWRQjLJ4P\nnAh8os3la5zo9BBbSd3J5KMktVar5vcPd0veocZ6C8R2/U74e6ROGO0Ihu2AyMwHt/bCMvlwTkRc\nALxnLMENFREHAIsy89CImAhcCOwDPAKcmpl9wN3AWuCPwMRmlq/eMNrGdLgfBxj9D0Q7htjWM2TP\ne/5KnWfyUZJar5PTzsZ6C8R2/U60qxwTGRpsVAmGzHxjvQfOzHuBN9Qd0TAiYgFwArCm3DUPmJKZ\nc8vEw+Jy30XAJcAEirUY1MU6ubJ6rR8HaM09csdy4l/PkL2x/uD5AyE1h/P7BbapGn9a0a/r1u/R\nWG+B2K7fiXaUY2Jdg/XSbSrvAOYDl5fbBwHXAmTm8oiYXT7+GcUUCXWZ4X4gLl5+ccdWVm/X/XHH\neuI/2iF7MLY6memWpOax063xphWLavs96g0m1jWgkbtInAT0D/P0RooRBpmZt48lsKEyc0lEzBi0\na3tg9aDtDRExMTM3NrNcNc9IPxCDh7hVdZh/u5IZY9VNme5mTGORRuItbNVqdro13rRi6sJ4/R5V\nsU9cxTppS42MYLiMUaxtEBHXAa/MzHUNlDEaqymSDAMaSi5ExELg3GYFpZGN5gdirFf71XrN+HFo\n9G8BOv73sGJIuedl5sJOBFIP27ravIWtNCzbOqnDqtgn7sI69WRb180aSTAcBlwNLAKuAP4ATAde\nTdGgvxF4gOLuDe8E3t6USB9rGXA0cFVEzAFubeQg5R/QwoHtcpSEY7U7rFeu9o9X7fxx6MK/hZmZ\nubLTQdTLtm54nVwoTOpitnUaUTdOd6zi1fEu7AeNWZfVqSfbum7WSILhAuBfM3PwHSJ+C3woIqYA\np2XmnIh4ErCA5icYBqZnLAWOiIhl5fYpTS5H0gi67MdBkjQKVTwBU2d049oIXXh1XBp3GkkwPAd4\n2zDPLacYtQDwa+CpjQQ1nDK7NLd83A+c1szjj0fDzT8GOxuSJFWNJ2BqptFMd2z3ekpeAJE6q5EE\nw/hDmiMAACAASURBVF3AIcC3azz3IuDu8vEuFFMl1MWGuwXi2tVruWLxFXY2JEmqGE/A1E5dup6S\npBZpJMFwKbAwIvqBLwOrgN2AVwFvBRZFxHTgLcAPmxWoWqfWLRAlSZLUe7rx7jgmtaTxo5EEw/sp\nFnV8O/COQfv7gYuB84DXALOA1401QEmSmqEbFySrGuf3S51Xa3SqI1M1Em8LrmaqO8FQ3gryjIi4\ngOKOErsC9wPXZ+ZvACLiauCqzHykmcFKktSoblyQrGqc3y91B0enqh5OY1EzNTKCgYh4BnA+8BJg\nR+Ae4EURcV4W/tjEGCVJaorRLEhWRe0cWeBQaKn79G/sd3SRRmTbrWapO8FQJheWA9tQLPR4F/Bk\nYB5wVEQ8PzNr35agDSLiecDHgD7gs5l5Y6di6WX+EElSdTiyoPs5vUSt9PCah7l4+cVMWzlt074H\nVz3IouMW2QZIaqpGRjC8D7gPOCQz/zCwMyJ2A26kGNnw2qZE15gXAn8AHgVu62AcPc0fIkmqFq9O\ndTeTQGq1adOnsdNTdup0GF3BNXmk1mkkwXAYcObg5AJAZv4hIs4HPtyUyBr3A+BKirUhzqa4s0Ul\nDLcqMLTmCoc/RJIktY9JII137Trx7+vr45BDDmHy5M2nQuvWrWPvI/duelnSeNNIgmEyxZoLtdwH\n7NB4OCOLiAOARZl5aERMBC4E9gEeAU4tp2bsSzGC4QEaXGOiW/X19XHOlecwbfq0LfY7skCSJEmt\nUsUT/8mTJzNlypRN2+vXr296GdJ41MgJ+G0UUyCuq/HcccCvxhTRMCJiAXACsKbcNQ+Ykplzy8TD\n4nLfSoo1GNZT3DKzUhxVIEmSpHbyxL8xw40+djqGqqyRBMMHgSURMRX4PMVogSdTnPzPB05pXnhb\nuKM8/uXl9kHAtQCZuTwiZpePfwT8qEUxqMu0K6PuXD1JkjSeVenEv11qJWbA6RiqtroTDJn51Yh4\nG7AQOGbQU+uAt2fmZ5sU29Byl0TEjEG7tgdWD9reEBETM3NjK8pvN09oR6ddGfV2leO/u9R57VrN\nf7hyWlGWpM5qxTpaY7067p1L2mNoYgZak5yxD6lu0dAaBZn5gYi4GDgQeCJwP/DjzPxjM4PbitUU\nSYYBDSUXImIhcG6zgmqWvr4+jj/reKbuMHXTvvt/fz+zj5vdwai6U7sy6u0ox0WHesKKIeudnJeZ\nCzsUy6h1a1vXjdq1mn+tclpVltQA27omqtWvA1i7ei1XLL6ioe/7WK+Oe+eSavFiWMN6sq3rZg0v\ngpiZDwDXNDGWei0Djgauiog5wK2NHKT8A1o4sF2OkuiKb8nUHaay7Y7bbtpeu3ptB6NRuzgEsevN\nzMyVnQ6iXt3c1nWjdq3m710D1MVs65psaL+uGcZ6ddw2qFq8GNaQnmzrutmoEgwRsRToH+1BM3N+\nwxFt3UAcS4EjImJZud2qtR9UJxe00WAVzHRLktQU/Rv7naagnuPFMI1ktCMY9qM4sZ8witeOOhFR\nrzK7NLd83A+c1qqy1DgXtOl+7UwCVTDTLUlSUzy85mEuXn4x01ZuvgW5tx+X1MtGlWDIzBktjkMV\n064FbdSYdieBzHSrXsMlwbyqJ6lqvAW5pCppeA0GSb3NJJC6WV9fH+dceQ7TpntVT5IkqVdMHM2L\nIuIHEbFPPQeOiOcPWh9BkqS6DFzVG/hvcLJBkiRJ3We0IxguBG6IiBuAzwLfyswNQ18UEVOAI4B/\nBA4CTm9WoJIkSZIkqXuNdg2GL0TED4D3A0uANRHxc4rb/vwJ2AnYA3gBMAX4ErBvZrpUfBdxNX9J\nkiRJUquMeg2GzPw/4PiIOBf4W+BI4K+BacB9wErgvcCXMzObH6rGytX8JUmSWssLOpLGs7oXeczM\nO4Bzy/+6UkRMB76ZmS/odCzdxtX8JUmSWscLOpLGs8rdRSIiJgBvoRhRIUmSJLWVF3QkjVejuotE\nj3kD8HlgXacDkSRJkiRpvOipEQwRcQCwKDMPjYiJFHe32Ad4BDg1M/uAw8t9L4yIYzLzK52LWJIk\nSd1q/fr1HDbvMJ6w4xO22H/A3gfw7re/u0NRSVLv6pkEQ0QsAE4A1pS75gFTMnNumXhYDMzLzGPK\n13/O5IIkSZJGss20bZi046Qt9k1+XM90kSWpq/TSFIk7gPnAhHL7IOBagMxcDswe/OLMPLGt0UmS\nJEmSNI41lJ6NiMUUowkOHrglZUScBHwjM+9vYnybZOaSiJgxaNf2wOpB2xsiYmJmbqznuBGxkC6+\nI4akrrMiIgZvn5eZCzsUy6jZ1kmqk22dpPGgJ9u6btbo+K8/Ap8E1g7a903g9Ij4emb+YsyRbd1q\niiTDgLqTCwDlH9DCge0yieHNiiUNZ2Zmrux0EPWyrZNUJ9s6SeNBT7Z13azRBEM/8InM/P3Ajsy8\nD3h3RLwHaEeCYRlwNHBVRMwBbm1DmZIkSY+xYcMG+vr6tti3YoXntZKk8aXRBMMS4OcR8XPgRuB7\nwE8z81HgCSO9sQn6y/8vBY6IiGXl9iktLleSJKmmvr4+DjnkECZP3ty1WrduHXsfuXcHo5Ikqb0a\nTTC8G3gHsDvwl8C7gAkRcS/w6SbF9hjl8JW55eN+4LRWlSVJklSPyZMnM2XKlE3b69ev72A0kiS1\nX6MJhlsy85KBjYjYBpgDvBy4rhmBSZIkSZKk3tFogmFtROyVmb8GyMxHgO9FxE+Af6FYH0Gj5LxN\nSZIkSVKvayjBkJkfiYgzIuKozPwwQES8BPgWxfoMqoPzNiVJkiRJva7REQxk5keH7Po+cBbFgo+q\nk/M2JUmSJEm9rOEEw1CZuR74eLOOJ0mSNFZOQ5QkqX2almDoFhHxfOB0YAKwIDPv7nBIkiSpQ5yG\nKElS+0zsdAAtsA3wT8DVwIEdjkWSJHXYwDTEgf8mTZrU6ZAkSaqkyiUYMvOHwN7A2cAvOhyOJEmS\nJEnjQk9NkYiIA4BFmXloREwELgT2AR4BTs3Mvoh4AXAz8DLgXODMjgUsSZIeo9a6CODaCGqtH/3o\nR1x00UVMmDBh074NGzawfv16HsfjOhiZJFVH3QmGiPjLzLyuFcFspdwFwAnAmnLXPGBKZs4tEw+L\ny33bAZ8C/gxc3O44JUnSyGqtiwCujaDWWrFiBd///ve3SDBs3LiR3ffbvYNRSVK1NDKC4ZqI+D+K\nk/hPZeadTY5pOHcA84HLy+2DgGsBMnN5RMwuH98A3NCmmCRJUgOG3p4ZvEWzJEm9rpE1GA4CvgO8\nBVgZEd+KiFdGREtXTMrMJcCjg3ZtD6wetL2hnDYhSZIkSZLarO4RDOUiij+MiDOB44C/B74CrIqI\nzwGXZub/NjfMmlZTJBkGTMzMjfUeJCIWUqzVIEmjsSIiBm+fl5kLOxTLqNnWSaqTbZ2k8aAn27pu\n1vAij5m5BrgUuDQingl8nGJUw1si4jvAezPzxqZEWdsy4GjgqoiYA9zayEHKP6CFA9sRMQNwlSlJ\nw5mZmSs7HUS9bOsk1cm2TtJ40JNtXTcb05SCiDg4Ii4DfgS8mGLqxBnARuC7EXHWmCN8rP7y/0uB\ndRGxjGKBx39uQVmSJEmSJGkUGrmLxO7AScDJwCxgFXARcElm/qZ82b9HxJeAt1Gc/DdFmV2aWz7u\nB05r1rElSZIkSVLjGpkisRKYAHwbOAf4WmY+WuN1vwJmNx6aJEmSJEnqFY0kGD5AMVph5VZe934X\nyJAkSZIkaXxoZA2GBNbUeiIidouIBQCZ+chYApMkSZIkSb2jkQTDp4GnD/PcvsD5jYcjSZIkSZJ6\n0aimSETENcBeFGsvAHw1ItYNedkEYDrFGg2SJEmSJGkcGe0aDBcAbyof70ExTeKBIa/ZANxPcUeJ\njomIw4BjganABzPz1k7GI0mSJEnSeDCqBENmfgf4DkBE3Aiclpm/al1YY/KEzHx9ROwLHAmYYJAk\nSZIkqcXqvotEZr64BXE0TWZ+MyK2Bc4AFnQ6HkmSJEmSxoPRrsGwBFiQmXdExFKgf6TXZ+b8ZgRX\nI44DgEWZeWhETAQuBPYBHgFOzcy+iNgF+CDwrsy8txVxSJIkSZKkLY12BMP+wLbl4/0oEgwThnnt\niMmHRpW3vzyBzbfInAdMycy5ZeJhcblvMbAL8P6I+GpmfqUV8UiSJEmSpM1GuwbDjEGbfwDenZnX\ntCSi4d0BzAcuL7cPAq4FyMzlETG7fHxSm+OSJEmSJGncm9jAe/YBHm52IFuTmUuARwft2h5YPWh7\nQzltQpIkSZIktVndizwCNwDHRsT3MrMl0yFGaTVFkmHAxMzcWO9BImIhcG6zgpJUeSsiYvD2eZm5\nsEOxjJptnaQ62dZJGg96sq3rZo0kGFYCrwdeGRG3snlNhE1atcjjEMuAo4GrImIODd6OsvwDWjiw\nHREzgBVjD09SRc3MzJWdDqJetnWS6mRbJ2k86Mm2rps1kmD4a+D35eOo8XyrRzUMHH8pcERELCu3\nT2lxuZIkSZIkaRh1JxiGLPjYVmV2aW75uB84rVOxSJIkSZKkzVwUUZIkSZIkjVndIxgi4ky2Mg0i\nMz/acESSJEmSJKnnNLIGw7+O8NyjwCOACQZJkiRJksaRRhIMT6+xb3vgEOCtFItASpIkSZKkcaSR\nRR5XDvPUf0XE44EPA4eNJShJkiRJktRbmr3I483AgU0+ZkMi4iURcUmn45AkSZIkaTxodoLhL4GH\nmnzMukXELGBf4PGdjkWSJEmSpPGgkbtILOWxd5GYBDwNeB7w702Ia0wysw/4cERc3ulYJEmSJEka\nDxpZ5HE/igTDhEH7+oHVwLuBRU2Ia1gRcQCwKDMPjYiJwIXAPhR3rzi1TC5IkiRJkqQ2amSRxxkt\niGNUImIBcAKwptw1D5iSmXPLxMPicp8kSZIkSWqjRkYwEBF/AZwJHAo8EVgFXAt8LDP/1LzwHuMO\nYD4wMPXhoLJcMnN5RMwe/OLM/NsWxiJJkiRJkkp1L/IYEXsBtwFvpVhE8bfAjsB7gF9GxJOaGuEg\nmbkEeHTQru0ppmYM2FBOm5AkSZIkSW3UyAiGCyjuFHFwZv56YGdE7A1cDXwIOKk54W3Vaookw4CJ\nmbmxngNExELg3GYGJanSVkTE4O3zMnNhh2IZNds6SXWyrZM0HvRkW9fNGkkwHAy8YXByASAzb4+I\ndwL/1pTIRmcZcDRwVUTMAW6t9wDlH9DCge2ImAGsaE54kipoZmau7HQQ9bKtk1Qn2zpJ40FPtnXd\nrJEEw3qKOzbU8keKW1a22sBtMpcCR0TEsnL7lDaULUmSJEmShmgkwfAZ4F0RcWNm/nFgZ0RsA5wN\nfKpJsdVUZpjmlo/7gdNaWZ4kSZIkSdq6Rkcw7AH0RcQ3gDuBJwEvBZ4M3BURnxt4cWae2IxAJUmS\nJElS92okwfBa4EFgAvCiQfs3AL8D5pTbE9g8lUGSJEmSJFVY3QmGzJzRgjgkSZIkSVIPm9jpACRJ\nkiRJUu8zwSBJkiRJksaskTUYulpEzAVeX26emZkPdjIeSZIkSZLGgyqOYHgdRYLhMuDYDsciSZIk\nSdK4UMUEw6TM/DPwB2C3TgcjSZIkSdJ40FNTJCLiAGBRZh4aEROBC4F9gEeAUzOzD1gbEVOAJwN3\ndS5aSZIkSZLGj4YSDBHxNOBgYCdqjILIzI+OMa5aZS4ATgDWlLvmAVMyc26ZeFhc7vskcDFF3f6h\n2XFIkiRJkqTHqjvBEBFHAV8BpozwsqYnGIA7gPnA5eX2QcC1AJm5PCJml49vAU5pQfmSJEmSJGkY\njYxgOB9I4J+BFcDGpkY0jMxcEhEzBu3aHlg9aHtDREzMzKbEc9dd7ZtdsWrVKiZMmLDFvgkTJvDo\nI4+y/uH1m/ZtXL+RdQ+uY+0T1m7x2nUPrmPVqlVMnTq1KeUMV9ZYyqmnTn9e82fW3L2Gx2/7+E37\n1ty9hlWTHlv2WD67WuUMV9ZY/41GW6ex/huNpZx66jQe/43a2Sa0U7fWa9WqVQ23QSMds9l/380u\np56yRlvOWOtUq5x66tSKNqiev4WxtA3tKge653eiW9uEsbrrrrt44IEHaj634c8bHvPZrXloDXfe\neWdDZdnf6t7f8nrLqadO9rd669+oqm1dN3jsX/xWRMTDwKsz8xstiGdrZc8AvpiZB0bEYuDHmXlV\n+dzvMvOpDRxzIXDukN0PAtPGGK6k6qnVNpyXmQs7EEtdbOsk1cG2TtJ40LNtXTdrZATD3U2PojHL\ngKOBqyJiDnBrIwcp/4AWDt4XEf3AzDHG121WUK06Va0+UL06Va0+ACsys+7EbDewretZVasPVK9O\nVasP2Nb1gqr93VWtPlC9OlWtPtDDbV2lRMQ7IuL7EbFtB8qeERE/LB9PiIhPRMSy8r9oYjn9zTpW\nt6hanapWH6henapWH6henapWH6henapWH6henapWH6henapWH6henapWH6henapWH6hmnbrBqEYw\nRMRSYOAfYBJwIPB/EfEzNt/VYZPMnN+0CLc87kpgbvm4HzitFeVIkiRJkqT6jHaKxH4UCYaBISQD\nq97UGjVgJkiSJEmSpHFmVAmGzJzR4ji6zXmdDqAFqlanqtUHqlenqtUHqlenqtUHqlenqtUHqlen\nqtUHqlenqtUHqlenqtUHqlenqtUHqlmn3hMRJ0bELsM8t1tELGh3TJIkSZIkqbMmNvCezwBPH+a5\nfYHzG45GkiRJkiT1pNEu8ngNsBeb12D4akSsG/KyCcB0YGXTopMkSZIkST1htIs8XgC8qXy8B5DA\nA0NeswG4H7ioOaFJkiRJkqTKiogbI+JZnY5DkiRJkiRJkiRJkiRVyIStvwQiYgmwIDPviIilQP9I\nr8/M+c0ITpIkSZIk9YbRrsGwP7Bt+Xi/rbx2xOSDJEmSJEkSEfHsTscgSZIkSZK6y6R637Dzzjuv\n2nnnnV+78847P23nnXdee9999/2uFYFJkiRJkqTeMbGB9/w18B3gWOD7EXFXRFwaEX8dEds0NzxV\nVUQsjIiPjeH9l0TE/s2MqVERcWRE/DYilrfqO1B+Xp8Y5rmV3fJZSOptEbFvRPRFxM0R8bQWlXFy\nRFwzzHM3RsQxrShXUmMiYmZE/EeLjt3wdz4ipkXEd5sdU6Mi4u1lf/CyFpZxY0QcW2P/jIh4qFXl\nSvUY7RoMm2Tmt4BvAUTEc4Gjyv+WAusi4j8z086Btmasa3UcDlzUjECa4Djgk5n53haWMdLn5bon\nkprl5cB3M/N1HSq/H9s0qdvsAezVomOP5Tu/E/CCJsYyVn8HvCYzf9jCMmwf1fXqTjAMlpn/FREb\ngT+Vu/4/4JVjjko9JyK+APwsMxeX228AXgxcAbwdmAKsBc7OzB8Pet8RwOLM3Kfc3hH4DTAT2A74\nGPA04HHAlZn5/oh4L/Bk4PMRcRLwQeCHFH9/TwO+D5yUmf0RMQ94F8V0oNXAmzPzpxHxTOAyYBuK\nu6lcmpmfiIjJ5fGOAh4tj/uPwBOBi4EnAbsCvwVeDZwMvAJ4OCKmUXwXZpav2QO4Bzg2M/8QEU8Z\npj5LgW9m5mURMacs8+mZuTIi3g7sUH52e0XEjcDOwM+Bf8zMNUP+HY6u9XlHxELgwDKuX2bmiVv/\nV5VUr4h4MfARYA2wPfADioWSt6doa04FfgHcCRyQmf9bvu96ivZhPkVb9RzgqcD/AMdl5p8i4mCK\n9mkq8GfgHZl5XUTsCnyOom0AuDoz31Ue923AiRTt2f9StFkbgE8Ae1K0bQ8Br6XoqJ8GTIqIJwDX\nl/FsKF/7Z+DEzLytbO8+Usb5OIqRjW8BLgDWZOY7y7h+DxyWmTdExPEUCYxvAdMj4lvAUyja09dl\n5qohn+VcYBHFItMbgYWZeXVEnAz8ffk5PJCZh9XxTySNO2W79H7g/wHPpugfnAucQZE4+EpmvrlW\nHwL4CXAp8OSIuCYzXxYR/0LR93k8xffzbODrFN/leZn5s7LcK4EbMvPisj8zn2L09EqKPswfyhAn\nlH27HTLzTeV7X0rxnZ8zXFsAfBp4QkTcAswuY34/cARFP/EjmfmR8njvpLgg9CiQwOmZuSoi5pd1\n3kjR1r0lM79ftl8XlZ/PRuCizPxY2U/7AEX/cTfg+sw8NSK+BOwOfCoi3kXRdxyub/qY+gDXAndR\n/C78JiLOAd6QmTPK+K8HPlx+Xq+IiLMp2sArMvN9Nf7Na37eZT/yPuCZwIWZ+fGh75XGqu4pEhGx\nV0S8ISK+FBGrgP8C3gs8CJwFPK/JMao3fBI4adD2ycC3Kf42/ioz9wf+AVgSEVMpOtr9mXk9sF1E\nPL9832soTrYfBC4HPpWZs4EDgCMi4lWZ+XaKTuvxmfkTimzu0zPzEOC5wEuAF5VJhE8A8zPzeRSJ\nhq9FxPYUHeGvl8f+K+DgiJhA8YOwP7APRcd5e4rpQMcCyzJzbmY+neJH7G8z80MUP6ofzswFZb0O\nAv4mM58F/LGsN8PVB1gCvLR8zUspfmCOKLdfDlxVHvfpwDGZ+dxy+x2D/wEiYs/y835Zjc8bipOV\n/UwuSC33bIqO7OuBnTNzTmY+myIJcE5mrgU+S5FsICJmAQF8o3z/fsBfAs+i6CS/KiJ2pmgLzijb\ns5MokqwzgNcBfZn5fOBgYM+I2CEiXl6+bk7ZbqwATqdoZ+7PzAMzcy/gpxSd7SsoOtRXZuYJFO3M\ni8rnngsso2g7Af4VuLlsz/YH/gJ4M7Xbs8PL7VewuT17Rnnc51H0Iz4y+AOMiJ0oTh5OKOv1CuAT\nEfHU8iV7A4eYXJBGbTZwftk3WQW8jaL/sz/wxoh4ETX6bBRJhL+naGNeFhF7UPazyu/vO4B3Z+ZG\nigs3J8Om7/DhwBci4kSKPtULM3M/4BqKpMWA/nL72PJCD8ApwCe30hacDDycmfuX5U8B7snMg4C/\nARZFxDYRcQpFezS7jPm/gc+U5XwQOC0zXwC8Ezik3H8h8D/l53Ug8PqyrT4DeGdmzqFo618eEftl\n5rEUfdPXZuaXGb5vWrM+FG3914GXleW/FHhcROxZJnSfR9GvnkCRmDgAmAOcUCZjNtnK591P0f4/\n2+SCWqWREQy/ovjjvIXiassNwE8yc30zA1PP+R7w+DJR8DBFZ3MKRXb3OxEx8LoNFB3LfopGEjb/\nIP2M4gfl7IjYlqKR3ykizi9fty1FA3tVjfK/AZCZayLiDoorec8Gvp2ZK8vnboiIu4HnU/xofi4i\nXkjRYJ9ZZpUPAz6XmY+Uxz1uoICIODgi3kxxJe85wKaRGEPcMGhkwc/LOkwdoT4XAB+OiEnAkcD5\nFMmHbwLTM/PmiPhriisM95Xv/TTwIeCccnsCRVJiN+C7w3zePy5/gCW11u8y83fA7yLinRFxGkWC\n8MUUoxOg6FB+r7zK9HrgkrIN6geuHfhNjYj/ohhlcABwR2b+FCAzb4+IZeUxrwG+FcWaCd+mSGKs\njojDgS+XCVsy86yBACNiRUS8iaJ9eDHFlTYo2pKBthmKkWm/Lx/fQnFFDIr1mF4QEX9fbj+B4krc\nBcDuEfEXFB3k9wAnl6OoXkTR1r+a4qrfb8r3XkaR5Bgwgc0jrr42qD3bSNFR7wduHTqCS9KIVmTm\nL8vHfRSjfx4F7ouI1RT9kVp9tlkMahMy87flKKK/LU+457D5VvafBn5S9pVeQ3Eh56GyD/MC4Oby\n2JMo2gwGHXdFRPyS4ur8dylOyE+haJ+Gawtur1HPr5X//znFKINtKU7aP5WZD5fPfRR4e0Q8DrgS\n+GpEXE0xautD5WsOoxiZQWauLsujHDl7VDk67FkUowi2qxEH1O6bjtS2LQXeEBGfLV/zBYq+3R+B\nazJzffkbcWnZn3soirUxjqA4Pxuwtc/7+8PEKzVFIwmGr1B86fcv3z8N2D4ibiqvymgcKjvGl1EM\nxX2EIlM6EfhOZg4+SX8axdDgwVNpPgPcEhGXAtMy86aI2KF87sDMXFe+dxeK5EUtg/cPJC+GdpQp\nY5pcDrPdk6JRPgw4txyy9ujgF5dlTgb+maKxvgz4brlv6LEHyl5XI5aBO7Y8pj7l0OefU4xWmEYx\n0uFcYB5FImTgOIOTAxMphisPrdtIn/efkNQOawAi4ijg3yhOur9KMd3hBIDMzIi4leJ7PjA9YUCt\nNqRWezOJoj27OSJmUlwtfAlFB38esEXiv2xXd6K4avk6iosEV1AMl505TF2Ga3MnUozU+nV57B0p\nRqX1R8Q3KDq4BwB/S3Gl9FXADzNzbdnhHdqeDb1IMRH4VXmVcCD+p1BceT2B8jOWNGqPDNl+dMh2\nP8P3IV40aN/+FCfxi4HrKC4wfQI2JR9uofj+nwycWb5tIrAoMy8ujzGFzVO6BruUoh85HVhStheT\nGL4t2L3GMR4uY+kv25pa/cGJlOdAmfmOsv96ZBnzOeXFsqH9wZkUbeX1FMmLa4EvAy+kdvu8KZbS\nQFs+Uts2ufwMjgJupEgY/yNF/+3KQccaTX9wpM/b9lMtVfcUicx8FcXV6TkUV5JnU3Sc/hgRN0XE\nuc0NsT4R8eoo7mpxYTkMSe3zGYqhXq+iyGJ/FzgyIvaCTfPpfkEx3G5wNvz/Acsp1ji4pNy3mmKE\nwFnle6dRZFxfXr7tUYoREgOGNu79g8qfWR7jJRQ/Rj+JYs2IYzPzS8AbKa4q7k7RmL82IqZExMQy\nptdQ/PD8WzmE+B6KxMRA0mDwD9fQOCYAEzLzoa3UZynwPooRF2uAX1OMTviPQcd5eUTsWP7Yvp7i\nqmWt+o74eUtqm8OBb5SdvJ9RJPoG3x764xRXy36cmXeNcJx+ivZjr4h4AUBEPJtiOsSNEbGIYsju\n14B/Am6jGGn1bWB+FNPCAN5NMY3hSOAzmflpirnIL2f0t60eaEuuA94cERPKzutSio4w5eMFFKMM\n1lO0Te9nc3sGcGhsvkvFaZSLRw+p755RDNsmIvahSNDsNso4JdXnJmr3Ibah6HM9rnzdi4CfixIM\nfQAAIABJREFUZua/UfRjhrZrl1D0X56QmT8q910HvG5QW7SQYprYgIF2ZSnFecXryuPAyG3Bo2y9\n7eovyz8lNk8ZPYMiMbIxIlYA25bt9Bsp1iZ4HEX7eUpZ5jSKdWaeQTEK9pzM/CpFv/EZI8RQq286\nbH3KC1Dfo7jINJC8OZBi6u21g455YvnenShGhF0zpKzRft5SSzRym0oyc2Nm/jQz35eZh1J82b5B\n8QV4VzMDbMArKOaNXUrRQKlNslig62cUiwjelZm3U5wIXxkRv6AY+n90OdJl6KrBlwD7smUD+Fpg\nTnmVbznwxcz8YvncV8vjDqxV8JhVdTPzVxQd3iXlMOP3leWvpuhoH1/G9WOKTPlNFAmFn5X/3Uox\nn+4j5esviIgfU2Tq/4PiR2Wg7P4aj4duj1Sfr1HMwb6+3L6O4srkDwcd53bg6jKu+ykWCBpc33o+\nb0mtM/Bduwg4pByh9C2K7/eMQa+7mmL47tA74tRqz+6jSN5+rGxDrgBOzsw7KNZD2Lds535KsVDu\nFzPzGopk77LyPU8C/oViRMU/RMTNwJco2tNZg8oeTXt2Rhn7reV//00xlxmKhMKT2bI9exKb15jo\nL99zWRnz7hSJj8H1vRc4Bvhg2Z59nmLdm9/ViEvS1g39zgz9bj9K7T7EwxTf7w1lH+gLwC4R8d8U\n3/VfADtGMbUViu/5HhQjPgdcCnwT+HH5voF1ZLaIJTP/THGlfkJm3lzuu4fh24LfU4yAvT0injhC\nHS+jSBj8JCJup+hvHp+ZGyiSsl+IiJ9RjEj4uzKO04FnldM2fgC8LzNvoUiW3hIRPwCOp2jbn0Ft\ntdrykdo2KJIse1LczWdd+fkuK2MaOOYDZbzLgI+W/dfB5Y3q85a6SkRsFxEvj4h/j4iMiI0R8UAU\nCz++tsOxzYmIT0XEuRHxwa2/o+YxFjY5rI6rWp2qVh+oXp2qVh+oXp2qVh/orTpFxNzyBHuk1yxs\nUzhtU7U6Va0+UL06Va0+UL06Va0+UL06Va0+UM06dYNG7iJxE8XV068CR1NcmfhL4EmZeWxmfqG5\nIW5R9gERcUP5eGJEXBQRP4yIG6JYaAaKIVOnUgwr+t1wx9qKjk7zaJGq1alq9YHq1alq9YHq1alq\n9YEeqVMUi3h9gc3TCobTE/WpU9XqVLX6QPXqVLX6QPXqVLX6QPXqVLX6QDXr1HGNLPK4LcWq0F/P\nzF80OZ5hRcQCtlzYaR4wJTPnRsQBFIvNzKNIfnyaYn7+G9oVnyRJo5WZJ239VZIkSb2l7gRDec/W\nTriD4vZYl5fbmxY8yczlETG7fPw9itELkiRJkiSpTRoZwdARmbkkImYM2rU9m+8nDsXiMxPL+8KO\n2ZCyKqFqdapafaB6dapafaqoiv9GVatT1eoD1atT1epTRVX8N6panapWH6henapWH7VGzyQYalhN\nkWQY0FByoVzcY4v5N9tttx1r1qxZMbbwulLV6lS1+kD16lS1+jwYEUNXXz4vMxd2Iph62Nb1tKrV\nB6pXp6rVx7auN1StTlWrD1SvTlWrT8+2dd2sp+6DWmbNvpiZB0bEfIrb55wSEXMo7gF+VJPKWHHF\nFVew6667jvVwkirirrvu4vjjjweYmZkrOxzOmNnWSarFtk7SeFC1tq6b9OIIhoEs01LgiIhYVm6f\n0sxCdt11V3bfffdmHlKSuo5tnaTxwLZOktqjoQRDRLwUWJuZN0XEM4DPAE+luOXWv2Tm0KEmTVFm\nl+aWj/uB01pRjiRJkiRJqs/Eet8QEScB3wKOLnd9HNgX+DnwZuCtTYtOkiRJkiT1hLoTDMAZFCMV\n3hoR04HDgPdm5jzgncDJzQtPkiRJkiT1gkYSDM8ELivv2PDS8hhfL5/7CTCjOaFJkiRJkqRe0UiC\n4WHg8eXjw4F7MvO2cntX4IFmBCZJkiRJknpHI4s8/hw4OyJ2Ao4BvggQEfsB7wJ+3LzwJEmSJElS\nL2hkBMPZwHOAzwMPAu8p918P7AS8ozmhSZIkSZKkXlH3CIbM/GVE7Ak8C/ivzFxbPvV3wA8y8/5m\nBliviDiKYmTF44DFmfmLTsYjSZIkSdJ40MgUCTJzNbB8yL6vD/PydrsXeDIwBfhdh2ORJEmSJGlc\nqDvBEBEnAf3DPL0RWANkZt4+lsDG4HXAq4EDgaOAz3UoDkmSJEmSxo1GRjBcxijWboiI64BXZua6\nBsoY7pgHAIsy89CImAhcCOwDPAKcmpl9FHX6E8VIhr2bVbYkSZIkSRpeI4s8HgaspbhjxCxgKjAT\neGu5/xTglcDzgHc2J0yIiAXAJcA25a55wJTMnAucAywu919EkQQ5Hbi8WeVLkiRJkqThNTKC4QLg\nXzPzPYP2/Rb4UERMAU7LzDkR8SRgAfD2JsQJcAcwn81Jg4OAawEyc3lEzC4f/xhvlSlJkiRJUls1\nkmB4DvC2YZ5bzuZRC78GntpIULVk5pKImDFo1/bA6kHbGyJiYmZurOe4EbEQOHfsEUoaJ1ZExODt\n8zJzYYdiGTXbOkl1sq2TNB70ZFvXzRpJMNwFHAJ8u8ZzLwLuLh/vAjzQYFyjsZoiyTCg7uQCQPkH\ntHBgu0xirBhjbJK61IYNG+jr66v53KxZs5g0adLWDjEzM1c2O65Ws62TVCfbOknjQU+2dd2skQTD\npcDCiOgHvgysAnYDXkWxDsOiiJgOvAX4YbMCrWEZcDRwVUTMAW5tYVmSKqKvr49zrjyHadOnbbH/\nwVUPsui4RQzJYktS1xsucbphwwaAxyROR5lMlaSeMFwbaFvXGY0kGN4PTAf+BXjHoP39wMXAecBr\nKBaAfN1YA6xh4BaZS4EjImJZuX1KC8qSVEHTpk9jp6fs1OkwJKkp+vr6OP6s45m6w9Qt9t//+/vZ\n89A9t0iomkyV1KuGSySsWLGCi5dfbFvXJepOMJTTEM6IiAuAw4FdgfuB68vbRBIRVwNXZeYjzQy2\nHL4yt3zcD5zWzONLqpZaP0QrVjhSVlL1TN1hKtvuuO0W+9auXmtCVVJljJRMnX3cbNu6LtHICAYA\nMvP/gE8N89wfG45Ikpqk1g/RwI+QJEmSestwyVR1j1ElGCJiCbAgM++IiKVsnqZQU2bOb0ZwkjRW\nQ3+I/BGSJEmSWmO0Ixj2BwZ66PtRJBgmDPPaEZMPkiRJkiSpekaVYMjMGbUeS5IkSZIkAUys9w0R\ncWJE7DLMc7tFxIKxhyVJkiRJknpJI4s8fgaYA9xb47l9gfOBD44hpjGJiDPLOPYEPp+ZF3UqFkmS\nJEmSxovRLvJ4DbAXm9dd+GpErBvysgnAdGBl06JrQGZ+JCIeB/y7yQVJkiRJktpjtCMYLgDeVD7e\nA0jggSGv2QDcD3TDSf1rga90OghJkiRJksaL0S7y+B3gOwARcSNwWmb+qnVh1RYRBwCLMvPQiJgI\nXAjsAzwCnJqZfeVLD87MU9sdnyRJkiRJ41XdazBk5osjYteIOIXi1pWPWSgyMz/ajOAGKxePPAFY\nU+6aB0zJzLll4mFxuQ9garPLl9TdNmzYQF9f3xb7VqxY0aFoJKk1bOskSd2s7gRDRBxFMf1gyggv\na3qCAbgDmA9cXm4fBFwLkJnLI2L2wAsz87UtKF9SF+vr6+OQQw5h8uTNzdq6devY+8i9OxiVJDWX\nbZ0kqZs1cheJ84HbgX8C7gQ2NjWiYWTmkoiYMWjX9sDqQdsbImJiZtYVT0QsBM4de4SSOm3y5MlM\nmbI597l+/fpRv3fjxo01rwLOmjWLSZMmDd61IiIGb5+XmQvrjbXdbOuk6hhLW1cH2zpJHdPG0Vo9\n2dZ1s0YSDHsDx2TmTc0Opk6rKZIMA+pOLgCUf0ALB7bLJIZjDaVx5qF7HuLqPa5ml0d32bTv3pX3\ncjqnM+SHZ2Zmrmx3fGNlWyepTrZ1kjqmjaO1erKt62aNJBjuBiZt9VWttww4GrgqIuYAt3Y4Hkk9\nbpcZuzA9pnc6DElqmTpGa0lSR7VptJaarJEEwyXAWRFxXWY+0uyARqG//P9S4IiIWFZun9KBWCRJ\nknpGHaO1JKlnmUztnEYSDNsBzwXujIhbgD8NfUFmzh9rYLWUw1fmlo/7gdNaUY4kSVJVOVpLUtWZ\nTO2cRhIMxwIPAhOAvWo8319jnyRJkiRJbWEytTPqTjBk5owWxCFJkiRJknrYxE4HIEmSJEmSel8j\nUySIiGcA5wMvAXYE7gG+R3Hf0GxeeJIkSZIkqRfUPYKhTC4sp7hF5I+ATwO3APOAn0TErKZGKEmS\nJEmSul4jIxjeB9wHHJKZfxjYGRG7ATdSjGx4bVOia0BE7A2cCUwBLsjM2zoViyRJkiRJ40UjazAc\nBrx7cHIBoNw+Hzi8GYGNwanAncA6YGVnQ5EkSZIkaXxoJMEwmWLNhVruA3ZoPJymmAV8DPgP4MQO\nxyJJkiRJ0rjQyBSJ2yimQFxX47njgF+NKaIRRMQBwKLMPDQiJgIXAvsAjwCnZmYfcDewFvgj3iVD\nkiRJkqS2aCTB8EFgSURMBT4P/AF4MnACMB84pXnhbRYRC8oy1pS75gFTMnNumXhYXO67CLgEmECx\nFoMkSZIkSWqxuhMMmfnViHgbsBA4ZtBT64C3Z+ZnmxTbUHdQJDAuL7cPAq4tY1oeEbPLxz8DTmpR\nDJJaZMOGDfT19T1m/6xZs5g0aVIHIpIkSZJUj0ZGMJCZH4iIz1NMT3gixWiB2zPzlmYGN6TMJREx\nY9Cu7YHVg7Y3RMTEzNzYqhgktU5fXx/nXHkO06ZP27TvwVUPsui4RUREByOTJEmSNBp1JxgiYhrF\nAopPzcxnlvteBtwcEV8HXpOZDzc3zJpWUyQZBjSUXIiIhcC5zQpKUuOmTZ/GTk/ZqdNhbM2KIQmP\n8zJzYYdiGTXbOkl1sq2TNB70ZFvXzRoZwfBeYD+2XN/gRor1ET4CvAt425gj27plwNHAVRExB7i1\nkYOUf0ALB7bLURIrxh6exqPhhvlD7w717+TUhY0bN7JiRe2vYwc/z5mZubITBY+FbZ2kOtnWSVRv\nCmfV6tMEPdnWdbNGEgyvABZk5hUDO8oRC1+IiO2Bc2htgqG//P9S4IiIWFZut2RxSaketYb5Q2uG\n+rfrB6KTUxceuuchrt7janZ5dJct9t+78l5O53SnTkiSpJaq2hTOqtVH3aeRBMMTgd8N89xvgN0a\nD2dkZXZpbvm4HzitVWVJjWrXMP92/kB0curCLjN2YXpM70jZksYPr+pJGk6PTOEctXbUp4qjejU6\njSQY/hd4JXB9jeeOAmr/JUlquqr94ElSp3hVT5Kap52jetVdGkkwXAhcFBHbAV8GVgFPorhl5UnA\n6c0LT5IkqT1M2kpS/WqNVlixYoVt6jhVd4IhMz8ZEbtRrLNwwqCn/gy8LzM/0azgJElS73CawdY5\nbFhSuwx34t9sfX19HH/W8UzdYeqmfff//n5mHze76WWp+zUygoHMPC8iPgwcCPwF8ADwo8y8v5nB\nSZKk7jRcx/XqDVezy4zNC7OOdVHWqt3JxmHDkkbbro21/Wvnif/UHaay7Y7bbtpeu3pt08tQb2go\nwQCQmQ8B/9nEWCRJUo+odaJ85213cvAbDm7qwqxVvJNNrWHDwyUzHNUgVU+tE/8/Pfgn3vum9zJz\n5sxN+5qRtPXEX+3WcIKhW0XE84CPUSw2+dnMvLGzEUmSVE1DT5QfXPVgW8pp58l4u+5kUyuZ4S15\npeqqdeJ/8fKLmbaytUlbqdUql2AAXgj8AXgUuK3DsUiVNNbOfbvmBEqqpqqejHtbXml8a1fSVmql\nKiYYfgBcCewKnA28tbPhSL1jtCf+Y+3cuxiQpLHyZFxSMw233oEXQKT69FSCISIOABZl5qERMZHi\nlpn7AI8Ap2ZmH7AvxQiGB+ix+kmdVs+J/1g7984JlFR1jtaSeketPhB4AUSqV8+cgEfEAorbYq4p\nd80DpmTm3DLxsLjct5JiDYb1wHkdCFXqmGbMS/bEX1LVees2SbUM7QPB+OgHteKOORq/GkowRMSu\nwMuAbYGJQ5/PzI+OMa5a7gDmA5eX2wcB15blLY+I2eXjHwE/akH5Uter6rxkSWomb90mSZu16o45\nGp/qTjBExFHAV4ApI7ys6QmGzFwSETMG7doeWD1oe0NETMzMjc0uW+qkeucEOi9ZkrbOE39JVTLW\nkVmj7T869Utb08gIhvOB24F/Au4EOnVCv5oiyTCgoeRCRCwEzm1WUFKzOSew66wYksk/LzMXdiiW\nUbOtUy+w49pVbOukHtLX18chhxzC5MmbT+/WrVvH3kfu3ZPltFFPtnXdrJEEw97AMZl5U7ODqdMy\n4GjgqoiYA9zayEHKP6CFA9vlKAl7M9qqdnaEx+ucwC41MzNXdjqIetnWqRe4ZkFXsa2TeszkyZOZ\nMmXzIPP169f3dDlt0pNtXTdrJMFwN9DJlT76y/8vBY6IiGXl9ikdikfjlB1hSWo+py5IktS7Gkkw\nXAKcFRHXZeYjzQ5oJGV2aW75uB84rZ3lS0PZEZZUdd4bXpIkjVYjCYbtgOcCd0bELcCfhr4gM+eP\nNTBJktR5rgMjSY0xQavxqJEEw7HAg8AEYK8az/fX2CdJknqU68BIUv1qLYgIPb8oojSiuhMMmTmj\nBXFIqihXhZfaZ7irZQCzZs1i0qROLqEkSfUbrl3rlTZt6IKI0POLIkojamQEgySNWgVvZyR1rb6+\nPs658hymTZ+2xf4HVz3IouMWMeRWXJLU9WpN01q7ei1XLL7CNk3qQqNKMETEEmBBZt4REUvZyjQI\n12CQNFjFbmckdbVp06ex01N26nQYktQ0taZpSepOox3BsD8w8K3ejyLBMGGY13Z8DYaImA58MzNf\n0OlYJEmSJHUPp29KrTOqBMPgdRe6fQ2GiJgAvAVY2eFQJEnSOOEJi9Q+/Rv7h/1+jWZtBqdvSq1T\nxTUY3gB8Hjir04FIkqTxwRMWqX0eXvMwFy+/mGkrG19vxumbUmv0VIIhIg4AFmXmoRExEbgQ2Ad4\nBDg1M/uAw8t9L4yIYzLzK52LWJIkjReesEjt43ozUnea2OkARisiFgCXANuUu+YBUzJzLnAOsBgg\nM4/JzNOA5SYXJEmSJElqj14awXAHMB+4vNw+CLgWIDOXR8TswS/OzBPbG57UO4a7p7TzhSVJkiQ1\nqmcSDJm5JCJmDNq1PbB60PaGiJiYmRvbG5nUPO1aJKzWXGFwvrAkSZKkxjWUYIiIlwJrM/OmiHgG\n8BngqcAXgH/JzHbcqnI1RZJhQEPJhYhYCJzbrKCksWjnImFD5wqD84VHacWQxaPOy8yFHYpl1Gzr\nJNXJtk4jGm405Gju4iB1kZ5s67pZ3QmGiDgJ+DTFmgc3AR8H9gW+DbwZeBBY1MQYh7MMOBq4KiLm\nALc2cpDyD2jhwHY5SsJx4uoYFwnrejMzc2Wng6iXbV31eFtEtZhtnUbU19fH8Wcdz9Qdpm7at3b1\nWq5YfMWo7uIgdYmebOu6WSMjGM6gGKnw1oiYDhwGvDMz318uxPh3tDbBMDA6YilwREQsK7dPaWGZ\nkiR1lVqd+/t/fz+zj5s9wrskqXmm7jCVbXfcttNhSOoijSQYngmcnZkby6kSE4Gvl8/9BHh3s4Ib\nqswuzS0f9wOntaosSZK63dDO/drVazsYjSRJGu8auU3lw8Djy8eHA/dk5m3l9q7AA80ITJIkSZIk\n9Y5GRjD8HDg7InYCjgG+CBAR+wHvAn7cvPAkSZIa51oVUu/w+yr1vkYSDGcD/wl8HlgFvKfcfz2w\nHnhHc0KTJEntVMXOfTvvziNpbPy+Sr2v7gRDZv4yIvYEngX8d2b+qXzq74AfZOb9zQxQkiS1R1U7\n996dR+odfl+l3tbICAYyczWwfMi+rw/zckmS1CPs3EuSpEY1lGCIiG2BfwReBjwZ+BvgSODmzLyp\neeE1FNvzgdOBCcCCzLy7k/FIkiRJvayK06cktUbdCYaI2AW4CdgT+B8ggG2AFwPvjYjDM3NZM4Os\n0zbAP1EkPA4EvtbBWCRJ0hC1TlbAExZV13B/8wCzZs1i0qRJbY6oPlWdPiWp+RoZwfABYAfgOUAf\n8GegHziWYqHHdwIvbVaA9crMH0bEgRSLUb66U3FIkqTaap2sgCcsqq6+vj6OP+t4pu4wdYv9a1ev\n5YrFVxARHYps9Jw+JWk0GkkwHA28NTN/HRGb3p+ZD0fEBcClTYtuiIg4AFiUmYdGxETgQmAf4BHg\n1Mzsi4gXADdTTN84FzizVfFo/HBooCQ119CTFfCERdU2dYepbLvjti0vZ7jREr0wUkJS72skwbAd\n8P+GeW4t0JKWMyIWACcAa8pd84ApmTm3TDwsLvdtB3yKYmTFxa2IReOPQwMlSVIvqDVaopdGSkjq\nbY0kGH4FvAb4zxrP/RVw+5giGt4dwHzg8nL7IOBagMxcHhGzy8c3ADe0KAaNYw4NlCRJvaBdoyUk\naaiJDbzng8BJEfEl4FXlvtkRsQh4I/CxZgU3WGYuAR4dtGt7YPWg7Q3ltAlJkiRJktRmdY9gyMwv\nRcSuwHvYnGC4CFgH/z97dx5nV10efvyTCQZMWKSmglZrYvRR1FLRICGCCIp1w2K0brjRIop1BYuo\nRRJtNS5grb/iEnfEDQVL1aJW3IiCG4q4PWVMLFaJoDYxhCXL/P4430ku48zk3pk7c+859/N+vfKa\ne84995znO5n73O99zvd8D6sy8wPdC29Sm6iKDKOGMnNHpzuJiJVUczVIUjvWjRliuiozV/YolraZ\n6yR1yFwnaRDUMtf1s6lcIkFmvi0i3gcsBxYCvwe+mZm/72Zwu7GWasLJCyJiGXDVVHZS/oBWji5H\nxCLA2fskTWRxZq7vdRCdMtdJ6pC5TtIgqGWu62dTuqQgIv4KOCQzPw9cAbwK+H5EvCEi5nQzwHGM\nlJ8XATdHxFqqCR5fNsPHlSRJkiRJE+h4BENEPBt4P9WX+q8B/wY8APgv4FRgI7C6izHuVKpLy8vj\nEeCUmTiOJEmSJEnqzFRGMLwY+Ajwiog4AHg48M+ZeTxwJvCc7oUnSZIkSZLqYCoFhvsA7y0TKj6q\n7OPi8ty3gEXdCU2SJEmSJNXFVAoMNwF7lcePAK7PzB+V5QOB/+tGYJIkSZIkqT6mcheJK4GXR8T+\nwBOBjwJExCHAa4DLuxeeJEmSJEmqg6mMYHg5cH/gw1QTOv5TWf9FYH/gH7sTmiRJkiRJqouOCwyZ\n+QPgXsDhwJLMHL238N8C98vMq7sYnyRJkiRJqoGpXCJBZm4Crhiz7uIJNp9VEfFw4CnAfOBNmXlV\nj0OSJEmSJKnxplRgiIi7AEcAewJzyuohYG/goZn55O6ENyW3z8yTI+IBwCMBCwySJEmSJM2wjgsM\nEfHXwCeA202wyboJ1s+KzPxMRCwAXgyc3stYJEmSJEkaFFMZwfAq4CfAqcBzgRHg/wGPAf4OWN61\n6MaIiMOA1Zl5dEQMAecCBwO3ACdl5nBELATeBLwmM2+YqVgkSZIkSdIuU7mLxP2B12fmpcDngXtm\n5jcy8x+Bi4BV3QxwVEScDqyhuiwD4HhgXmYuB84Azi7rzwYOAN4QEU+ciVgkSZIkSdJtTWUEwxDw\n6/L4GuB+Lc99Gvgg8PxpxjWea4AVwHll+QjgEoDMvCIilpbHz56BY0uSJEmSpElMpcDwc+C+wNeB\n/wZuHxH3zsyfURUf9utifDtl5oURsahl1T7Appbl7RExlJk7OtlvRKwEzpp+hJIGxLqIaF1elZkr\nexRL28x1kjpkrpM0CGqZ6/rZVAoMnwDeGBFbM/N9EXE18OaIeDPVpQrZ1QgntomqyDCq4+ICQPkD\nWjm6XIoYPZ2oUlJfW5yZ63sdRKfMdZI6ZK6TNAhqmev62VTmYFgNfBYYnd/gpcAjgK8Ch9OS1GfY\nWqqJJYmIZXg7SkmSJEmSeqbjEQyZeQtwQkTMK8uXRsT9gEOB72bmcJdjHGuk/LwIODYi1pblE2f4\nuJIkSZIkaQJTuUQCgMy8NSJuD5wE3Af4GfCbbgU2wTHXU26DmZkjwCkzeTxJkiRJktSetgsMEfEi\n4IVUIwjOAT5EdVnE0pbNTouIh2TmL7sapSRJkiRJ6mttzcEQEc8D3kZ1e8qfAm8HPgYE8GzgIOA5\nwP44c68kSZIkSQOn3REMJwP/lpkvAoiIZwIfBF6ZmeeVbX4WEQuBF3U/TEmSJEmS1M/avYtEAJ9p\nWR59fPmY7a4A7jLdoCRJkiRJUr20W2BYAGxsWf7DmJ+jtgO3m25QkiRJkiSpXtotMADsmLEoZkBE\nHBMRa3odhyRJkiRJg6CTAkOrkQ7Xz6qIWAI8ANir17FIkiRJkjQI2r5NJfChiNhSHs8pP8+PiJta\ntlnQnbCmJzOHgXMi4rzdbixJkiRJkqat3QLD19pctwn41dTD2b2IOAxYnZlHR8QQcC5wMHALcFIp\nLkiSJEmSpFnUVoEhMx82w3G0JSJOB54BbC6rjgfmZebyUng4u6yTJEmSJEmzaKpzMPTKNcAKdl2i\ncQRwCUBmXgEsbd04M585q9FJkiRJkjSgalVgyMwLgW0tq/ahuixj1PZy2YQkSZIkSZpFnUzy2I82\nURUZRg1lZke304yIlcBZ3QxKUqOti4jW5VWZubJHsbTNXCepQ+Y6SYOglrmun9W9wLAWOA64ICKW\nAVd1uoPyB7RydDkiFgHruhOepAZanJnrex1Ep8x1kjpkrpM0CGqZ6/pZXQsMI+XnRcCxEbG2LJ/Y\no3gkSZIkSRpotSswlArT8vJ4BDilpwFJkiRJkqR6TfIoSZIkSZL6kwUGSZIkSZI0bRYYJEmSJEnS\ntFlgkCRJkiRJ02aBQZIkSZIkTVvt7iKxOxGxHDi5LL4kMzf2Mh5JkiRJkgZBE0cwPJeqwPBe4Ck9\njkWSJEmSpIHQxALD3My8Ffg1cOdeByNJkiRJ0iCo1SUSEXEYsDozj46IIeBc4GDgFuBbj9ZKAAAg\nAElEQVSkzBwGtkTEPOAuwHW9i1aSJEmSpMFRmxEMEXE6sAbYs6w6HpiXmcuBM4Czy/p3A++iulTi\nvNmOU5IkSZKkQVSnEQzXACvYVTQ4ArgEIDOviIil5fH3gBN7EqEkSZIkSQOqNgWGzLwwIha1rNoH\n2NSyvD0ihjJzRzeOd911Xl2hXTZs2MCcOXNus27OnDlsu2UbW2/aunPdjq07uHnjzWy5/ZbbbHvz\nxpvZsGED8+fP78pxJjrWrZtvZfNvNrPXgr12rtv8m81smHvbY493nE7a1O5xOmlTu8fppE2d/B/t\nrk1NzQlNbdcg2LBhgzlogHJQp8fppE3mupk33vsVYNst29p6b073WNM9Trt/d7N1nF7nuukcp5M2\nNTHX9cvnUa9zQpP98V98HysFho9m5uERcTZweWZeUJ67NjPvNoV9rgTOGrN6I7DfNMOV1Dzj5YZV\nmbmyB7F0xFwnqQPmOkmDoLa5rp/VucCwAjguM0+MiGXAmZn52C4dZwRY3I199ZF1NKtNTWsPNK9N\nTWsPwLrMrFXenIy5rhaa1h5oXpua1h4w19VB0/7umtYeaF6bmtYeaFiu0xRExKKI+EZ5PCci3hER\na8u/6OJxRrq1r37RtDY1rT3QvDY1rT3QvDY1rT3QvDY1rT3QvDY1rT3QvDY1rT3QvDY1rT3QvDY1\nrT3QzDb1g9rMwQCQmeuB5eXxCHBKTwOSJEmSJElAjW5TKUmSJEmS+pcFhvGt6nUAM6BpbWpae6B5\nbWpae6B5bWpae6B5bWpae6B5bWpae6B5bWpae6B5bWpae6B5bWpae6CZbZIkSZIkSZIkSZIkSZIk\nSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIEwJxeB6DBEBEr\ngTtm5oum+Po1wDsy83tdDWxqsTwSWANcBzw0M29p4zXPA+6QmW+cZJsHAWdk5t90Ldjxj3NP4B3A\nQmAe8N7MPGcmjympP0XEA4BPAb8HVmTm/7TxmuOAR2TmSybZ5i7ABZn5kK4FO/5x/hR4F7AE2AP4\nLPCKzByZyeNKTRYRi4E3Z+aTZmDfXwHenpmfmsJr9wMuysxjuh3XVETEq4GTgf/KzL9r8zVrgI9m\n5qWTbLPbPmM3RMRfAf9ElTt3AK/MzC/M5DE1GPbodQAaGNPt7D0CeGc3AumCpwLvzsx/bvcFmfmu\nNrb5LjCjxYXi/cD7M/N9EbEv8O2IuDIzvzwLx5bUXx4PXJqZz233BZn5H8B/7GabXwEzWlwo3gpc\nnZkrImJP4AvAc6jynKSpuTtw7xna9whT7xPuDxzaxVim62+Bp2XmN9p9QTu5tp0+43SVYs35wJGZ\n+ZOI+AvgaxFx18y8caaPr2azwKApiYiPAN/NzLPL8vOBh1Elq1dTnRnfArw8My9ved2xwNmZeXBZ\nvgPwc2AxsDfwduDPgdsBH8vMN0TEPwN3AT4cEc8G3gR8g6rz+ufA14FnZ+ZIRBwPvAaYC2wCTs3M\nb0fEfYD3AntSjdx5T2a+IyL2KPt7LLCt7PcFwJ9QnRW7E3Ag8AvgyVQd178GbirJ+UbgnsA9SoxX\nUHVwn13adHpmfqx1BEdErKfq/D68xP/xzHxFRDyMqqr/FxHxAeAmYGk5/ieA64HjyvJJmfnlst0P\nW/4fdi5HxCnA84BbgZuB52XmT4D3lP2RmZsi4poSh6QOlfft24DNwD7AZcADy+M5wEnA94FfAodl\n5n+X132RKt+toMpV9wfuBvwUeGpm3hgRR1Llp/lU7+N/zMzPR8SBwIeAO5YwPpuZryn7fSXwLKp8\n9t9UOWs71aile1Hltj8AT6fqqJ8CzI2I2wNfBJ4E7AUsAv4H+DfghUAA52TmORHxHOCJmXlcORv5\nR/mY6gvKDzNzn5L/ltBBnixt2bkcESuoPlt2lPb8Q2Z+Hbiw/M7JzFsi4keYzzTgSl56A/C/wP2o\n+mNnAS+mKhx8KjNPLaORbtNnA75F1U+4S0T8Z2Y+OiJeRdX32QtYULa7mKpvdHw5QUJEfAz4cma+\nq5zdXwEMAeuBF2Tmr0uIc0rfbt+W9/ujgJWZuSwilgOry7F2lPWfpeo73T4ivkfVP9pS2nksVW55\nW2a+rezvTKoTQtuABF6YmRsmyiUlr76z/H52AO/MzLdHxDLgjVT9xzsDX8zMkyLi48BdgfdFxGuo\n+o7fAY6h6ju+DTgAOKq048mZefXoCA7gu8CXqEZdHUaVm1+dmZ8Yp894PlU/9Y7l//EhwIOArcDj\nM/PXZbsntvxfrC+//x8A/6+85laqPveJVN8BTyn9QoCfUH1mLaTq20pTNtTrAFRb76bqHI56DvBf\nwD8Dj8nMB1J9ub0wIuZTJa2RzPwisHe5HADgacBnMnMjcB7wvsxcSpVsj42Iv8nMVwO/Ak7IzG9R\nVb7vkZlHAX9BlcwfWooI76Aa5vuXVIWGf4+IfYB/AC4u+34McGREzKH6QHggcDBVB38f4Cnl39rM\nXJ6Z96D6EHtmZr6Z6kP1nMw8vbTrIcCjgIOoPuQOKrG9EFjV8jsaafm5IDMfCiwHXhQRdx/nd/yX\nwDKqD9GXAX8ow43fBpzRsq/WMwEjwEhEzKU6s/dXmfng8v/1EIDM/GBm3gQ7P9CXA5eMc3xJ7bkf\nVUf2ZKpO4bLMvB9VEeCMzNwCfJCq2EBELKH6wj46CuAQ4K+ocshdgL+JiDsCFwAvLvns2VRF1kXA\nc4HhzHwQcCRwr4jYNyIeX7Zblpl/AayjykOPAn6XmYdn5r2Bb1N1ts+n6lB/LDOfQZXPjqDK50HV\nOX5KGY78GOCfSt6E2+adP8rH4/yO2smTY89qtua3N1F1hg8FzqTqtJOZF2bmb8rv9RCqz5SLxjm+\nNGiWAq/LzIOADcArqd7HDwT+PiIeyjh9Nqoiwt9R5ZhHl/7JMVSXhP4l8I/AazNzB9WJm+cARMT+\nVKNNPxIRz6LqUz04Mw8B/pOqaDFqpCw/pZzogepL77vLft4PPKPkuL8G3hERdyvHuikzH1iOPw+4\nPjOPoCqOro6IPSPiRKp8s7TEfDXwgXKccXMJcC7w0/L7Ohw4ueTqFwNnZuYyqlz/+Ig4JDOfQtU3\nfXpmfqK06e7ld7mCqijx5XKcS4DRS4Rb89pi4JLMPAx4RYmt9Xc0+nPPzHwAcBpVf+5fyvK1o79/\nxu8PQtXHOyozDy594J8Df5GZv83MC1q2fy3ws8z8BdI0OYJBU/VVYK9SKLgJ+FOqRH9n4EsRMbrd\ndqoz/CPsmvNj9APpu1QfKC+PiAVUSX7/iHhd2W4B1Zfs1gQ46j8AMnNzOQN/R6rE/1+Zub489+WI\n+A1VlfdC4EMR8WCqQshLyoiHhwMfyl3zKDx19AARcWREnEp11u/+wM6RGGN8MTP/UF7zK3Z9Wf85\nVUV6PP9eYvxViXHsdiPAf2TmdmBDRNw4yX7/aC6VzNweERcA34yIz1KdLfxI6zZlNMhbqCreGyaI\nU9LuXZuZ1wLXRsSZZfTQPahGdW0q27wD+GrLNbtrSg4aoepgbgWIiB9Svb8PA67JzG8DZOaPI2Jt\n2ed/Ap+LiD+nymdnlNFIjwA+UQq2ZOZpowFGxLqIeBFVPn4Y1agDqPJHaw75dmb+7+hrqHIHVHln\nL+D2La+DkqvK8Ubz8Z9Qndls1U6eHG9eqNF1HwM+XfLZF4E3t25UriU+j6pwctU4+5EGzbrM/EF5\nPAz8X2ZuA34bEZuo+lfj9dmW0PJezMxflFFLzyxfuJdR9c+gKgR8q/SVnkZ1IucPEfE4qhFS3yn7\nnsuu3DG633UR8QPgryPiUqoixolU+elAqhNEo5vvoCpg/nicdv57+Xkl1SiDBcCjqU5Y3VSe+1fg\n1RFxOybOJQ+nGplBZm4qxxvtKz22jA47iGpE2d7jxAFVXxOqvAa3zXNH/fHmbM3Mz7XEP1GfcXS+\nip8D12XmD8vyMNVlI5O5CtgeEVcAn6cavfLt0SdLgeccqiL3w3ezL6ktjmDQlGQ1gdZ7qYbiPoeq\nEj0EfCkzDxn9R3XW6uoxL/8A8OSI+Etgv8z8GtWHD8DhLa9dTjX0bTw3tTweLV6M7ShTYtqjDK27\nF9WlAYcAP4yIe1ANndspIhZGxIER8Uaqs2obqC6V+MI4+x499q1j1m2dIObdxT9WO/sd+9rRS0DI\nzGcCjwOuoaqMXwgQEXMi4mxgJfDwnGSiIUlt2QwQEY+lGu66A/g01eiAIYDMTKqO3vFUlye0ns27\nueVxaz4bay5VPvsO1Zmvd1NdyvCtiDicMTmijGq4eyl4vKfEeT7wUSb+/B87ae22cbe6rZnMZwBk\n5j9SfZ58h+oz55ujz5UvNx+iurTk/DbilQbB7t7LI4zfZ/tR60YR8UCq99veVF9Q38iuvPYL4HtU\nfY3nUE2ATXl+dct+lzL+yKb3UPUjnwZcWEZ7zQV+Mk5cE00+eFOJZfSM/Xj9wSHKSdXxckkZmTW2\nP7g4qnmqLqMaDfETqn7hL5l4kvzb/M7LSaJR4807ceuY59vZ70R9zLGvn1di2EhVTDqNqoD08Yh4\nKewcdfJ54L5UI99+OcG+pY40rsAQEU+OiPdExLnljaOZ8wGqoWt/Q1XFvhR4ZETcG3YOv/8+1Vmv\n1mr4/1Jdg/suyodRqRZfTpUARyef+TrVBGRQJf55Lccem4RHWo6/uOzjGKrr474V1ZwRT8nMjwN/\nT3VW8a5UZ/+eHhHzImKoxPQ04JFUQ9DOp5r74Fh2FUFaP7g6uRPLTGx7PdUHNxGxkGp480hE3DEi\n/odqWPTbqIYBHlxe869Uw6oP9Uyf1FWPoBp59C6qEVpPYFfegGo+gzcDl2fmdZPsZ4QqH947Ig4F\niIj7Ub1vvxIRq6mG7P478FKqLwT3ospnK8plYVANeT2VKp99IDPfT3Ut8uPHxDVd3boj1eiIM8qo\ntkdSLvkqoykWlN/t3wP3KXn7NKpL3Q6zWCp15GuM32fbk6rPdbuy3UOpRjb9C1W/bGxeW0N12ebt\nM3O08Pd54LktuWgl1WVio0ZzxkVUfZjnsqs4cTnVZV8PLXEdTDU3zZ1LXLvLXSPl+CdGdYkuVJc5\nfBXYMV4uKW39L6oRFKN90C9RjfgavcPXp6n6jfecJIbJcmGnebKd7Vv7o9dTJsCMat6IO5fHj6Nq\nyzczcxVVMfbgiJhHVbT5OdXltL/vMD5pQo0rMFB94X0eVVW07Vmx1bkyrP67wA8y87rM/DHV0N+P\nRcT3gdcBx5WK9Nhrw9YAD+C2HzhPB5ZFxFVUBYiPZuZHy3OfLvs9tiz/USU4q4lqXkA178MPgdeX\n42+i6mifUOK6nKpS/jWqgsJ3y7+rqK6ne1vZ/i0RcTnV0OZPUn2ojB57ZJzH42l3u93t94/mWSiP\n3w7cOSJ+CnwY+HL5XfyW6tZDX4qI71CNBDmpXMP4AqpLSr4YEVeWf63zaUjqzOj78Z3AURFxJfA5\nquG3i1q2+yzV8N2xd8QZL5/9lqp4+/aSE88HnpOZ11DNr/KAkue+TdVB/Ghm/idVsXdtec2dgFdR\nXQr1vJILPk6VT5e0HHuyPDVeHposP4332nbz5PnA9RHx31S/q7Ww8yzgS6mu7f4u1Ui0vy2vW0X1\nheiilnz2ykmOJQ2K3b2XtzF+n+0mqpGn20sf6CPAwoi4mupEzveBO5QiIFSXSN2dalTrqPcAnwEu\nL68bnUfmNrFk5q1UlyzMKSOzyMzrgScCbypxfZhqDqxrqfpo34uIH0fEn0zSxvdSFQy+FRE/pupv\nnjBRLilxvBA4qFy2cRnw+qxujf6GcszLgBOocvs9GV87/baJtm9dnixnTrTfVwAvKZ8/J1GN0KDE\n+yPg6oj4NtX8EiupPl8eBDyY6lKW0fx5vwmOKw2uiFgWEe+LiLMi4k27f8W4+1jZ5bB6rmltalp7\noHltalp7oHltalp7oL/bFBHLS1Ggk9esnKFweqZpbWpae6B5bWpae6B5bWpae6B5bWpae6CZbeoH\ntRrBEBGHRcSXy+OhiHhnRHwjIr4c1cQzUA0JOolqKNS1UzzUWV0It980rU1Naw80r01Naw80r01N\naw/0aZsi4oNUZwJf0OFL+7I909S0NjWtPdC8NjWtPdC8NjWtPdC8NjWtPdDMNvVcbe4iERGnA8+g\nTKZFNVHWvMxcHhGHAWeXdb+jGiI6D3h+L2KVJKlVZnoZkiRJarzaFBioZsJfQXUbKqgms7sEIDOv\niIil5fFXqUYvSJIkSZKkWVKbAkNmXhgRi1pW7cOu+4tDNRnNUGbu6MbxxhyrEZrWpqa1B5rXpqa1\np4ma+H/UtDY1rT3QvDY1rT1N1MT/o6a1qWntgea1qWnt0cyoTYFhHJuoigyjplRcKJN73Ob6m733\n3pvNmzevm154falpbWpae6B5bWpaezZGxNiZnVdl5speBNMJc12tNa090Lw2Na095rp6aFqbmtYe\naF6bmtae2ua6ftate1fPilI1+2hmHh4RK6hup3Niud/rmZn52C4dY93555/PgQceON3dSWqI6667\njhNOOAFgcWau73E402aukzQec52kQdC0XNdP6jiCYbTKdBFwbESsLcsndvMgBx54IHe96127uUtJ\n6jvmOkmDwFwnSbOjVgWGUl1aXh6PAKf0NCBJkiRJkgTAUK8DkCRJkiRJ9WeBQZIkSZIkTZsFBkmS\nJEmSNG0WGCRJkiRJ0rRZYJAkSZIkSdNWq7tItCMiHgs8EbgdcHZmfr/HIUmSJEmS1HiNKzAANwB3\nAeYB1/Y4FkmSJEmSBkITL5F4LvBk4I3AY3sciyRJkiRJA6FWIxgi4jBgdWYeHRFDwLnAwcAtwEmZ\nOUzVphupRjLct2fBSpIkSZI0QGozgiEiTgfWAHuWVccD8zJzOXAGcHZZ/07gvcALgfNmO05JkiRJ\nkgZRnUYwXAOsYFfR4AjgEoDMvCIilpbHlwOX9yRCSZIkSZIGVG1GMGTmhcC2llX7AJtalreXyyYk\nSZIkSdIsq9MIhrE2URUZRg1l5o5OdxIRK4GzuhWUpP62fft2hoeHx31uyZIlzJ07d3e7WBcRrcur\nMnNld6KbOeY6SR0y10mqhYn6dk3u1/WzOhcY1gLHARdExDLgqqnspPwBrRxdjohFwLrphyepHw0P\nD3PGx85gvwP2u836jRs2svqpqxnzITOexZm5fqbimynmOmnwTLPTba6TVAvj9e2a3q/rZ3UsMIyU\nnxcBx0bE2rJ8Yo/ikVQz+x2wH/v/2f69DkOSumKiQsK6det41xXvmmqnW5Jqw75d/6hVgaFUl5aX\nxyPAKT0NSFJfG6/TvW6dJ7IkNcvw8DAnnHYC8/edf5v1v/vV71j61KV2uiU1wmTFVPWPWhUYJKkT\n43W6RzvcktQk8/edz4I7LLjNui2btvQoGknqvt0VU9UfLDBIarSxnW473JIkSfVkMbX/eVtHSZIk\nSZI0bRYYJEmSJEnStFlgkCRJkiRJ09a4ORgi4iXAA4B7AR/OzHf2OCRJkiRJkhqvcSMYMvNtwMnA\njywuSJIkSZI0OxpXYCieDnyq10FIkiRJkjQoanWJREQcBqzOzKMjYgg4FzgYuAU4KTOHy6ZHZuZJ\nvYpTkiRJkqRBU5sRDBFxOrAG2LOsOh6Yl5nLgTOAs1s2nz/L4UmSJEmSNNDqNILhGmAFcF5ZPgK4\nBCAzr4iIpaMbZubTZz88SZKkmbV9+3aGh4dvs27dunU9ikaS+tOOHTvGzY1Llixh7ty5PYhocNSm\nwJCZF0bEopZV+wCbWpa3R8RQZu6Y3cgkSZJmx/DwMEcddRR77LGrC3fzzTdz30fet4dRSVJ/+cP1\nf+Czd/8sC7ct3LnuhvU38EJeSET0MLLmq02BYRybqIoMo6ZUXIiIlcBZ3QpKUm/M4lm9dWM+mFZl\n5sqZOFA3meuk5thjjz2YN2/ezuWtW7e2/doOzuqZ66QGGq+/BN0/sz/RcWbiWBNZuGghB8QBu9us\nlrmun9W5wLAWOA64ICKWAVdNZSflD2jl6HIZJeFYQ6lmpntWr4NO9+LMXD+9aGefuU4SdHRWz1wn\nzaLZ+uI/PDzMGR87g/0O2G/nuo0bNrL6qau7emZ/vOPM1LGmqZa5rp/VscAwUn5eBBwbEWvL8ok9\nikdSn5jOWT2H0kkaFG2e1ZNE8774A+x3wH7s/2f7d21/E40i7fZxVA+1KjCU6tLy8ngEOKWnAUlq\nFDvdkiSpVRO/+Hfb8PAwJ5x2AvP33XUjv9/96ncsferSSV6lpqpVgUGSJEmSZpNf/Hdv/r7zWXCH\nBTuXt2za0vVjqB4sMEiSJEnSLPGL/+55S976ssAgSZIkaaBNNNfCTH2presX/9niLXnrywKDJEmS\npIE23qgCcC6BXprO5N3qHQsMkiRJkgbe2FEF4MgCqVNDvQ5AkiRJkiTVX+NGMETEfYGXAPOAt2Tm\nj3ockiRJkiRJjde4AgNwEvBL4C7A+t6GIkmS6mCiCd6WLFnC3LlzexCRpEG3Y8eOcSeZrHNeamKb\ndFtNLDAsAZ4NPAh4FvCO3oYjSZL63fDwMGd87Az2O2C/nes2btjI6qeuJiK6dpyJChlgB1tq16C8\nj/5w/R/47N0/y8JtC3euu2H9DbyQF3Y1L82mJrZJt1WrAkNEHAaszsyjI2IIOBc4GLgFOCkzh4Hf\nAFuA3+McE9K0eVZP0qDY74D92P/P9p/RY4xXyICZKWZITTVI76OFixZyQBwwo8eYaFQBzEx/bzba\npN6pTYEhIk4HngFsLquOB+Zl5vJSeDi7rHsnsAaYQzUXg6RpmK2zepI0KGajkCE1XS/fR00b5j/e\nqAIYf2TBeCeeJipOaDDVpsAAXAOsAM4ry0cAlwBk5hURsbQ8/i7VJRKSumQ2PsQdKSFpPOYGSf2m\nH4f5T/eLf7ujCoaHhznqqKPYY49dXyNvvvlm7vvI+7YfrBqtNgWGzLwwIha1rNoH2NSyvD0ihjJz\nRyf7jYiVwFnTj1DSdNRopMS6MfGsysyVPYqlbeY6ddtsffGvUW5oGnOdNIl+G+Y/m1/899hjD+bN\nm7dzeevWrV0/xiyqZa7rZ7UpMIxjE1WRYVTHxQWA8ge0cnS5FDEc5yP1QE2GDS/OzPW9DqJT5jp1\n22x+8a9Jbmgac51UMw374j9bapnr+lmdCwxrgeOACyJiGXBVj+ORJGmg+MVf0kyr8zX/E430qkv8\n0lTUscAwUn5eBBwbEWvL8ok9ikfqCa9LlqT+VucvRlK/GB4e5oTTTmD+vvN3rvvdr37H0qcu7WFU\n7RnvsgVwzgI1W60KDGX4yvLyeAQ4pacBST3kdcmS1N/q/MVI6ifz953Pgjss2Lm8ZdOWHkbTmbGX\nLYCXLjRNRNwPeCMwH9gb+NxU5nGIiCcAlwM7gNdk5t+38ZqVwK8z812dHm+cfe0PPCozPxoRHwA+\nmpmf73Q/tSowSP1uolEFMDMjCxyeLEmdm82RBXX+YiQ1laOL1C0RcQfgo8ATMnM4IoaoLuF/3hS+\n9L8Y+HFm/gzYbXGhGNn9Jm37S+DxVO2Z8n4tMEhdNN6oAnBkwVRNdJ9p8FIQqYna7fRP9x70jiyQ\nBpu3WlQX/TXwpcwcBsjMHRHxLOBWgIg4G3hI2fYjmfmvZXTAzcAi4M7Ac4C7AA8APhgRzwQ+lJmH\nR8TjgFXARuD3wFWZuWq8QCLiDcARwFzgnMz8ZER8BbgSuD+wL/A3mfk/EXEmcDxwPdXIizOBVwMH\nR8Rzyy6fF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"text": [  "'1.3.1'" ""  ]  }  ],  "prompt_number": 68 8  },  {  "cell_type": "code",  "collapsed": false,  "input": [], [  "r"  ],  "language": "python",  "metadata": {},  "outputs": []           

{  "metadata": {  "name": "",  "signature": "sha256:09bbd71b62a48ddda9f23cd83869250b4e6eb50401304c5a4c790895ea5cd2ef"  },  "nbformat": 3,  "nbformat_minor": 0,  "worksheets": [  {  "cells": [  {  "cell_type": "heading",  "level": 1,  "metadata": {},  "source": [  "Kraken"  ]  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "import pandas as pd\n",  "import numpy as np\n",  "from matplotlib_venn import venn3, venn3_circles, venn2, venn2_circles\n",  "import matplotlib as mpl\n",  "import matplotlib.pyplot as plt\n",  "import seaborn as sns\n",  "import os\n",  "sns.set_style(\"white\")\n",  "%matplotlib inline"  ],  "language": "python",  "metadata": {},  "outputs": [],  "prompt_number": 53  },  {  "cell_type": "heading",  "level": 3,  "metadata": {},  "source": [  "Import Kraken output"  ]  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "import sys\n",  "import os\n",  "import re\n",  "sys.path.append('/media/milou/glob/github/masm-vali/masmvali/')\n",  "import assembly\n",  "reload(assembly)\n",  "import nucmer\n",  "reload(nucmer)\n",  "import refgenome\n",  "reload(refgenome)\n",  "import validation\n",  "reload(validation)\n",  "import metassemble\n",  "reload(metassemble)\n",  "import kraken\n",  "reload(kraken)"  ],  "language": "python",  "metadata": {},  "outputs": [  {  "metadata": {},  "output_type": "pyout",  "prompt_number": 41,  "text": [  ""  ]  }  ],  "prompt_number": 41  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "even_fd = \"/media/milou/glob/projects/masmvali-partdeux/reassembly-filtered-reads/Sample_1ng_even/\"\n",  "tax_names_file = \"/media/milou/glob/src/kraken-install/databases/Mircea_07102013_selected_refs/taxonomy/names.dmp\"\n",  "nodes_file = \"/media/milou/glob/src/kraken-install/databases/Mircea_07102013_selected_refs/taxonomy/nodes.dmp\"\n",  "kraken_files = [os.path.join(even_fd, k) for k in [\"metassemble/assemblies/velvet/noscaf/noscaf_31/kraken/kraken.tsv\",\n",  " \"metassemble/assemblies/ray/noscaf/noscaf_31/kraken/kraken.tsv\",\n",  " \"metassemble/assemblies/ray/noscaf/newbler/kraken/kraken.tsv\"]]\n",  "contig_purity_files = [os.path.join(even_fd, k) for k in [\"metassemble/assemblies/velvet/noscaf/noscaf_31/val/contig-purity.tsv\",\n",  " \"metassemble/assemblies/ray/noscaf/noscaf_31/val/contig-purity.tsv\",\n",  " \"metassemble/assemblies/ray/noscaf/newbler/val/contig-purity.tsv\"]]\n",  "tids_file = \"/media/milou/glob/projects/masmvali-partdeux/reassembly-filtered-reads/Sample_1ng_even/tax_ids.txt\""  ],  "language": "python",  "metadata": {},  "outputs": [],  "prompt_number": 86  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "m_even = metassemble.MetAssemble(\n",  " \"/media/milou/glob/projects/masmvali-partdeux/reassembly-filtered-reads/Sample_1ng_even/metassemble/\", \n",  " \"/media/milou/glob/projects/masmvali-partdeux/reassembly-filtered-reads/Sample_1ng_even/phylogeny-references.tsv\",\n",  " \"/media/milou/glob/projects/masmvali-partdeux/reassembly-filtered-reads/Sample_1ng_even/metassemble/reference-stats/ref.stats\",\n",  " \"/media/milou/glob/projects/masmvali-partdeux/reassembly-filtered-reads/Sample_1ng_even/contigs_to_refs.tsv\"\n",  " )"  ],  "language": "python",  "metadata": {},  "outputs": [],  "prompt_number": 82  },  {  "cell_type": "heading",  "level": 3,  "metadata": {},  "source": [  "Find LCA rank between all taxonomy ids"  ]  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "taxonomy = kraken.Taxonomy(nodes_file, tax_names_file, tids_file)"  ],  "language": "python",  "metadata": {},  "outputs": [],  "prompt_number": 42  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "krakens = [kraken.Kraken(k, taxonomy) for k in kraken_files]"  ],  "language": "python",  "metadata": {},  "outputs": [],  "prompt_number": 43  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "mpl.rcParams['figure.figsize'] = 6, 9\n",  "asms = [\"velvetnoscaf31\", \"raynoscaf31\", \"raynoscafnewbler\"]\n",  "panels = [\"A\",\"B\",\"C\"]\n",  "f, axes = plt.subplots(3, 1)\n",  "for i, s in enumerate(asms):\n",  " ax = axes[i]\n",  " #ax.text(0.05, 1e08, panels[i], fontweight='bold', size='xx-large', ha='center', va='center')\n",  " #ax.text(0.09, 1e08, s, size='large', ha='left', va='center')\n",  " ax.text(1, 85, panels[i], fontweight='bold', size='xx-large', ha='center', va='center')\n",  " ax.text(2, 85, s, size='large', ha='left', va='center')\n",  " (krakens[i].lca_rank_kmer_count_sort.sum() / krakens[i].lca_rank_kmer_count_sort.sum().sum() * 100.0).plot(ax=ax, kind='bar', ylim=[0,100])\n",  " \n",  "for ax in axes.flatten()[:-1]:\n",  " ax.set_xticklabels([])\n",  " \n",  "sns.despine()\n",  "plt.savefig(\"/media/milou/glob/github/masmvali-publication/plos/figures/Figure_3.eps\", \n",  " bbox_extra_artists=(ax.yaxis,), bbox_inches='tight')"  ],  "language": "python",  "metadata": {},  "outputs": [  {  "metadata": {},  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ZzBoC2cDMMOqKiEiYah3mzrmtwDUVLOpe525ERCQsR8w7QEVEvExhLiLiAQpz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\nokOy1a1sgHfY3gvA9uGSbiUam0rIkqA+nNAvupX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"text": [  ""  ]  }  ],  "prompt_number": 118  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "krakens_uneven = [kraken.Kraken(k.replace(\"even\",\"uneven\"), taxonomy) for k in kraken_files]"  ],  "language": "python",  "metadata": {},  "outputs": [],  "prompt_number": 83  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "mpl.rcParams['figure.figsize'] = 6, 9\n",  "asms = [\"velvetnoscaf31\", \"raynoscaf31\", \"raynoscafnewbler\"]\n",  "panels = [\"A\",\"B\",\"C\"]\n",  "f, axes = plt.subplots(3, 1)\n",  "for i, s in enumerate(asms):\n",  " ax = axes[i]\n",  " #ax.text(0.05, 1e08, panels[i], fontweight='bold', size='xx-large', ha='center', va='center')\n",  " #ax.text(0.09, 1e08, s, size='large', ha='left', va='center')\n",  " ax.text(1, 85, panels[i], fontweight='bold', size='xx-large', ha='center', va='center')\n",  " ax.text(2, 85, s, size='large', ha='left', va='center')\n",  " (krakens_uneven[i].lca_rank_kmer_count_sort.sum() / krakens_uneven[i].lca_rank_kmer_count_sort.sum().sum() * 100.0).plot(ax=ax, kind='bar', ylim=[0,100])\n",  " \n",  "for ax in axes.flatten()[:-1]:\n",  " ax.set_xticklabels([])\n",  " \n",  "sns.despine()"  ],  "language": "python",  "metadata": {},  "outputs": [  {  "metadata": {},  "output_type": "display_data",  "png": 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iImGqd5g757YCV1Yxq2eDuxERkbAcMp8AFRHxMoW5iIgHKMxFRDxAYS4i4gEK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\nXgC2D5d0K9HYVEKWBPXhhH7RrUSH668AL0j6rhs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"text": [  ""  ]  }  ],  "prompt_number": 104  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "v3.radii"  ],  "language": "python",  "metadata": {},  "outputs": [  {  "metadata": {},  "output_type": "pyout",  "prompt_number": 107,  "text": [  "array([ 0.21471988, 0.39329017, 0.4158365 ])"  ]  }  ],  "prompt_number": 107  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "mpl.rcParams['figure.figsize'] = 6, 9\n",  "asms = [\"velvetnoscaf31\", \"raynoscaf31\", \"raynoscafnewbler\"]\n",  "panels = [\"A\",\"B\",\"C\"]\n",  "f, axes = plt.subplots(3, 1)\n",  "for i, s in enumerate(asms):\n",  " ax = axes[i]\n",  " cpurity = pd.read_csv(contig_purity_files[i], sep=\"\\t\").sort(\"contig\").reset_index().set_index(\"contig\")\n",  " cpurity_lca = cpurity.ix[:,[\"max_aln_strain\",\"max_aln_purity\",\"contig_length\"]].join(krakens[i].lca_rank_kmer_count_sort, how='right')\n",  " pure = cpurity_lca.max_aln_purity == 1\n",  " impure = cpurity_lca.max_aln_purity < 1\n",  " chimeric_kmers = cpurity_lca.ix[:,range(3,12)].sum(axis=1) > 0\n",  " error_kmers = cpurity_lca.unknown > 0\n",  " v3 = venn3(ax=ax, subsets=(\n",  " (impure & ~chimeric_kmers & ~error_kmers).sum() * 10000 / impure.sum() / 100.0,\n",  " (impure & chimeric_kmers & ~error_kmers).sum() * 10000 / impure.sum() / 100.0,\n",  " 0,\n",  " (impure & ~chimeric_kmers & error_kmers).sum() * 10000 / impure.sum() / 100.0,\n",  " 0,\n",  " (impure & chimeric_kmers & error_kmers).sum() * 10000 / impure.sum() / 100.0,\n",  " 0),\n",  " set_labels = (\"Correct\", \"Erroneous\", \"Chimeric\"), alpha=0.4, set_colors=('g','r','b'))\n",  " #ax.text(0.1, 0.5, panels[i], fontweight='bold', size='xx-large', ha='center', va='center')\n",  " ax.set_title(panels[i], fontweight='bold', size='xx-large')\n",  " plt.savefig(\"/media/milou/glob/github/masmvali-publication/plos/figures/Figure_4.pdf\")"  ],  "language": "python",  "metadata": {},  "outputs": [  {  "metadata": {},  "output_type": "display_data",  "png": 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SO2WkA/tcveE+N3OxKwv+7D5e4rk6Fvgx9vUzDHxZa706U/+TfBCURbAztVop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\n8+d+FZrks7BqmsnJcfrDjY0XfyQc7p7rOLGCnp7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"text": [  ""  ]  }  ],  "prompt_number": 114  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "!epspdf /media/milou/glob/github/masmvali-publication/plos/figures/Figure_4.pdf"  ],  "language": "python",  "metadata": {},  "outputs": [],  "prompt_number": 116  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "contig_purity_files_uneven = [f.replace(\"even\",\"uneven\") for f in contig_purity_files]"  ],  "language": "python",  "metadata": {},  "outputs": [],  "prompt_number": 99  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "mpl.rcParams['figure.figsize'] = 6, 9\n",  "asms = [\"velvetnoscaf31\", \"raynoscaf31\", \"raynoscafnewbler\"]\n",  "panels = [\"A\",\"B\",\"C\"]\n",  "f, axes = plt.subplots(3, 1)\n",  "for i, s in enumerate(asms):\n",  " ax = axes[i]\n",  " cpurity = pd.read_csv(contig_purity_files_uneven[i], sep=\"\\t\").sort(\"contig\").reset_index().set_index(\"contig\")\n",  " cpurity_lca = cpurity.ix[:,[\"max_aln_strain\",\"max_aln_purity\",\"contig_length\"]].join(krakens_uneven[i].lca_rank_kmer_count_sort, how='right')\n",  " pure = cpurity_lca.max_aln_purity == 1\n",  " impure = cpurity_lca.max_aln_purity < 1\n",  " chimeric_kmers = cpurity_lca.ix[:,range(3,12)].sum(axis=1) > 0\n",  " error_kmers = cpurity_lca.unknown > 0\n",  " v3 = venn3(ax=ax, subsets=(\n",  " (impure & ~chimeric_kmers & ~error_kmers).sum(),\n",  " (impure & chimeric_kmers & ~error_kmers).sum(),\n",  " 0,\n",  " (impure & ~chimeric_kmers & error_kmers).sum(),\n",  " 0,\n",  " (impure & chimeric_kmers & error_kmers).sum(),\n",  " 0),\n",  " set_labels = (\"Correct\", \"Erroneous\", \"Chimeric\"), set_colors=('g','r','b'))\n",  " #ax.text(0.1, 0.5, panels[i], fontweight='bold', size='xx-large', ha='center', va='center')\n",  " ax.set_title(panels[i], fontweight='bold', size='xx-large')"  ],  "language": "python",  "metadata": {},  "outputs": [  {  "metadata": {},  "output_type": "display_data",  "png": 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U2xCjppR6Aji9z6cNtsxMLfBzrfX3sxyWiCApLyMyqR3Y5t52YZ9fC4FblFI3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\nD1cD/7+9c4+Pqrr2+PfMTGYySSAPkvAMEihbQal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