Ino de Bruijn Add quast analysis  almost 10 years ago

Commit id: ae9567a72f07a231789d3830aa191639d93d1b13

deletions | additions      

         

{  "metadata": {  "name": "",  "signature": "sha256:f436898dc53df7a5977b3d31403ed83ddfe809a6eb26bbffee2200b4f0fd00aa"  },  "nbformat": 3,  "nbformat_minor": 0,  "worksheets": [  {  "cells": [  {  "cell_type": "markdown",  "metadata": {},  "source": [  "## QUAST for metagenomics\n",  "Quality Assessment Tool for Genome Assemblies (QUAST) is a tool that can help you assess the quality of an assembly with and without a reference genome. It has been updated to work with metagenomics since version 2.2. Apart from the excellent plots it outputs it also outputs the stats in several tsv files, which we will be looking at to make our own plots."  ]  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "import pandas as pd\n",  "import glob\n",  "import matplotlib as mpl"  ],  "language": "python",  "metadata": {},  "outputs": [],  "prompt_number": 37  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "# There's a separate folder for each reference genome with a report tsv file\n",  "reports = glob.glob(\"/media/milou//glob/projects/masmvali-partdeux/reassembly-filtered-reads/Sample_1ng_even/metassemble/assemblies/velvet/noscaf/noscaf_31/quast/quast_results/latest/ref_*_quast_output/transposed_report.tsv\")\n",  "reports.sort()"  ],  "language": "python",  "metadata": {},  "outputs": [],  "prompt_number": 26  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "reportsdf = pd.read_csv(reports[0], sep='\\t')\n",  "for r in reports[1:]:\n",  " reportsdf = reportsdf.append(pd.read_csv(r, sep='\\t'))\n",  "reportsdf['ref'] = [r[r.find('ref_') + len('ref_'):r.find('_quast_output/')] for r in reports]\n",  "reportsdf.set_index('ref', inplace=True)"  ],  "language": "python",  "metadata": {},  "outputs": [],  "prompt_number": 55  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "%matplotlib inline\n",  "mpl.rcParams['figure.figsize'] = 10, 6\n",  "reportsdf.ix[:,['# local misassemblies', '# misassembled contigs', '# misassemblies']].plot(kind='bar', yticks=range(5))"  ],  "language": "python",  "metadata": {},  "outputs": [  {  "metadata": {},  "output_type": "pyout",  "prompt_number": 60,  "text": [  ""  ]  },  {  "metadata": {},  "output_type": "display_data",  "png": 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sWrSI4uJievTowZdffkl+fj5PPfVUxM+3a9fO939WVlbA8+bNm7Nnz55an+nW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YOPrXAxHeaqDPErFDy5Pcpo+jTpitpWjn4YzS7avZGrz+Kzbin2hfDL5I9CcydFaNtk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\nN7SeTCEcjOaxh1ExyT8JyydcgYwnw+qR/QxumX2oxVIMphXVC3Jad9gcb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"text": [  ""  ]  }  ],  "prompt_number": 60  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "has_misasm = (reportsdf['# local misassemblies'] > 0) | (reportsdf['# misassembled contigs'] > 0) | (reportsdf['# misassemblies'] > 0)\n",  "%matplotlib inline\n",  "mpl.rcParams['figure.figsize'] = 10, 6\n",  "reportsdf[has_misasm].ix[:,['# local misassemblies', '# misassembled contigs', '# misassemblies']].plot(kind='bar', yticks=range(5))"  ],  "language": "python",  "metadata": {},  "outputs": [  {  "metadata": {},  "output_type": "pyout",  "prompt_number": 79,  "text": [  ""  ]  },  {  "metadata": {},  "output_type": "display_data",  "png": 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4p5xyCm3btuWKK6446G+YOnUqqampDBw4kBtuuIHnn3++weX76aef8uqrr/Lo\no4+SmppK586d+f73v8/vfve7ePaioiI2b95MmzZtOOOMMxL9y5o100WRiIg0Xzt27CAzM5PMzEwW\nLVpEfn4+AwYM4IMPPiArK4tf/vKXDd4/Jycn/ntqamqN8+3atWP37t0H3adfv3489thjTJs2jZyc\nHK655ho++eQTANauXcsll1xCt27dyMjIYMqUKWzfvh2Ac889l9tvv53bbruNnJwcbrnlFsoq+6Ze\nfPFFXnnlFXJzc8nPz48XPRs3buSRRx4hKysrftq0aRNbtmw57L+h+jBg7969azxWXTZu3Eh5eTnd\nunWLZ7j11lvZtm0bAD/72c9wzjFs2DAGDhzIzJkzG3y85s50UWRxrFyZErOWB+xlspYH7GWylgeU\n6WjLzs5m586dTJ8+nZtvvpmSkhJGjhzJnDlzKCkpYdKkSYf92A3teXXNNdewYMECNm7cSFJSEnfd\ndRcA3/3ud8nLy2PdunXs2rWLn/zkJzV2gZ84cSIFBQW89957rF27lp///OcAnHrqqbz00kts27aN\nUaNGcdVVVwG+aJkyZQolJSXx0+7du7n66qvrzeYSNEwXFxfX+L1Hjx4N3r5Xr160bduW7du3xzPs\n2rUr3tuUk5PDk08+yebNm5k+fTr//u//zkcffdTgYzZnposiERFp/goKChgyZAgAK1asOOw9z6oX\nFPUVF2vXrmXevHns37+ftm3b0q5dO1JSUgDYvXs3aWlptG/fnjVr1vD444/Hi6uCggKWLFlCeXk5\n7du3j9+vvLyc5557jl27dpGSkkJaWlr88W6++WaeeOIJli5dinOOPXv2MHfu3Dq3YAX14x//mH37\n9lFYWMisWbMaLLAAunXrxgUXXMB//Md/UFZWRkVFBevXr+ef//wnAC+88AKbNm0CIDMzk6SkJJKT\nW25pYPovtzhWrkyJWcsD9jJZywP2MlnLA8rUWJYvX86QIUPYvn07rVq1IiMjI+F96toSVP2y2HxJ\nta/bv38/d999N507d6Zbt258/vnnPPjggwA8/PDDzJ49m/T0dCZMmFBjT6zS0lImTJhAdnY2ubm5\ndOrUiTvvvBOAZ599lmOPPZaMjAyefPJJnnvuOQCGDh3Kb37zG26//Xays7Pp378/zzzzTINbsRL9\nDWeffTb9+vXjvPPO48477+S8885r8O8FeOaZZ/jyyy/Jy8sjOzub0aNHs3XrVsAXe6effjppaWlc\nfvnl/OpurKImAAAgAElEQVRXvyI3N7fefM2d6cN8zJ8/39ymYWVKzFoesJfJWh6wl8laHmi6meo6\n3EF2evohzyV0KLLS0thRWtpojy+SyOEc5sN0USQiIkdOxz6TlkjHPhMRERE5TKaLIotj5cqUmLU8\nYC+TtTxgL5O1PKBMIs2d6aJIREREJCzqKRIRaebUUyQtkXqKRERERA6T6aLI4li5MiVmLQ/Yy2Qt\nD9jLZC0PNN1MWVlZ8XlsdNKppZyysrIO+fVkuigSEZEjt2PHDpxzoZzeeOON0J6rqWaylqe5Ztqx\nY8chv1bUUyQiIiItRlKSeopEREREGmS6KGqq4/dhs5bJWh6wl8laHrCXyVoeUKYgrOUBe5ms5QFl\nijFdFImIiIiERT1FIiIi0mKop0hEREQkAdNFkcY4g7GWyVoesJfJWh6wl8laHlCmIKzlAXuZrOUB\nZYoxXRSJiIiIhEU9RSIiItJiqKdIREREJAHTRZHGOIOxlslaHrCXyVoesJfJWh5QpiCs5QF7mazl\nAWWKCVIUtQOWACuB94AHGzWRiIiISASC9hS1B/YCrYCFwP+p/AnqKRIREZEm4mj0FO2t/NkGSAEO\n/dCzIiIiIoYFLYqS8cNnnwJv4IfRGp3GOIOxlslaHrCXyVoesJfJWh5QpiCs5QF7mazlAWWKCVoU\nVQCDgJ7AWUB+YwUSERERiUKrQ7z9LmAucCowP3bh+PHjyc3NBSAzM5NBgwaRn58PVFV6h3M+Pz//\niO7fGOdjl1nJU7uSVh6dP9zz1l5v1vLE6PXf9PLofOLzzfn1Fvu9qKiIRII0WncCvgJ2AqnAa8C9\nwOuV16vRWkRERJqEI2207gbMw/cULQH+QlVB1Khqf+uwQJkSs5YH7GWylgfsZbKWB5QpCGt5wF4m\na3lAmWKCDJ+tAoY0dhARERGRKOnYZyIiItJi6NhnIiIiIgmYLoo0xhmMtUzW8oC9TNbygL1M1vKA\nMgVhLQ/Yy2QtDyhTjOmiSERERCQs6ikSERGRFkM9RSIiIiIJmC6KNMYZjLVM1vKAvUzW8oC9TNby\ngDIFYS0P2MtkLQ8oU4zpokhEREQkLOopEhERkRZDPUUiIiIiCZguijTGGYy1TNbygL1M1vKAvUzW\n8oAyBWEtD9jLZC0PKFOM6aJIREREJCzqKRIREZEWQz1FIiIiIgmYLoo0xhmMtUzW8oC9TNbygL1M\n1vKAMgVhLQ/Yy2QtDyhTjOmiSERERCQs6ikSERGRFkM9RSIiIiIJmC6KNMYZjLVM1vKAvUzW8oC9\nTNbygDIFYS0P2MtkLQ8oU4zpokhEREQkLOopEhERkRZDPUUiIiIiCZguijTGGYy1TNbygL1M1vKA\nvUzW8oAyBWEtD9jLZC0PKFOM6aJIREREJCzqKRIREZEWQz1FIiIiIgmYLoo0xhmMtUzW8oC9TNby\ngL1M1vKAMgVhLQ/Yy2QtDyhTjOmiSERERCQs6ikSERGRFkM9RSIiIiIJmC6KNMYZjLVM1vKAvUzW\n8oC9TNbygDIFYS0P2MtkLQ8oU4zpokhEREQkLOopEhERkRZDPUUiIiIiCZguijTGGYy1TNbygL1M\n1vKAvUzW8oAyBWEtD9jLZC0PKFOM6aJIREREJCzqKRIREZEWQz1FIiIiIgmYLoo0xhmMtUzW8oC9\nTNbygL1M1vKAMgVhLQ/Yy2QtDyhTjOmiSERERCQs6ikSERGRFkM9RSIiIiIJmC6KNMYZjLVM1vKA\nvUzW8oC9TNbygDIFYS0P2MtkLQ8oU4zpokhEREQkLOopEhERkRZDPUUiIiIiCZguijTGGYy1TNby\ngL1M1vKAvUzW8oAyBWEtD9jLZC0PKFOM6aJIREREJCzqKRIREZEWQz1FIiIiIgmYLoo0xhmMtUzW\n8oC9TNbygL1M1vKAMgVhLQ/Yy2QtDyhTjOmiSERERCQs6ikSERGRFkM9RSIiIiIJmC6KNMYZjLVM\n1vKAvUzW8oC9TNbygDIFYS0P2MtkLQ8oU4zpokhEREQkLOopEhERkRZDPUUiIiIiCZguijTGGYy1\nTNbygL1M1vKAvUzW8oAyBWEtD9jLZC0PKFOM6aJIREREJCzqKRIREZEWQz1FIiIiIgmYLoo0xhmM\ntUzW8oC9TNbygL1M1vKAMgVhLQ/Yy2QtDyhTjOmiSERERCQs6ikSERGRFkM9RSIiIiIJmC6KNMYZ\njLVM1vKAvUzW8oC9TNbygDIFYS0P2MtkLQ8oU4zpokhEREQkLOopEhERkRZDPUUiIiIiCZguijTG\nGYy1TNbygL1M1vKAvUzW8oAyBWEtD9jLZC0PKFOM6aJIREREJCzqKRIREZEWQz1FIiIiIgmYLoo0\nxhmMtUzW8oC9TNbygL1M1vKAMgVhLQ/Yy2QtDyhTTJCiqBfwBlAIrAa+16iJRERERCIQpKeoa+Vp\nJdABWAaMAt6vvF49RSIiItIkHGlP0VZ8QQSwG18MdT8qyURERESMONSeolxgMLDk6Ec5mMY4g7GW\nyVoesJfJWh6wl8laHlCmIKzlAXuZrOUBZYppdQi37QD8EZiE32IUN378eHJzcwHIzMxk0KBB5Ofn\nA1V/VHM5v3LlSlN55s+fz8qVKxvl8dPTsykrKyGR1NQO7N1b1uh5juR8jPLo/JGcb0mv/+aSp7rG\nePyLL76UfftqfCQeJC0ti9LSHXr9R/R6i/1eVFREIkHnKWoNzAFeBR6rdZ16ipopP+4a5H+bhNYB\nEWmJgr1P6j3SkoZ6ioIURUnA08B2YHId16soaqZUFImINExFUdNzpI3WZwJjgXOAFZWnkUcrXENq\nb2q0QJkSs5YH7GWylgfsZbKWB5QpCGt5wF4ma3lAmWKC9BQtxPgkjyIiIiJHSsc+k3pp+ExEpGEa\nPmt6dOwzERERkQRMF0Ua4wzGWiZrecBeJmt5wF4ma3lAmYKwlgfsZbKWB5QpxnRRJCIiIhIW9RRJ\nvdRTJCLSMPUUNT3qKRIRERFJwHRRpDHOYKxlspYH7GWylgfsZbKWB5QpCGt5wF4ma3lAmWJMF0Ui\nIiIiYVFPkdRLPUUiIg1TT1HTo54iERERkQRMF0Ua4wzGWiZrecBeJmt5wF4ma3lAmYKwlgfsZbKW\nB5QpxnRRJCIiIhIW9RRJvdRTJCLSMPUUNT3qKRIRERFJwHRRpDHOYKxlspYH7GWylgfsZbKWB5Qp\nCGt5wF4ma3lAmWJMF0UiIiIiYVFPkdRLPUUiIg1TT1HTo54iERERkQRMF0Ua4wzGWiZrecBeJmt5\nwF4ma3lAmYKwlgfsZbKWB5QpxnRRJCIiIhIW9RRJvdRTJCLSMPUUNT3qKRIRERFJwHRRpDHOYKxl\nspYH7GWylgfsZbKWB5QpCGt5wF4ma3lAmWJMF0UiIiIiYVFPkdRLPUUiIg1TT1HTo54iERERkQRM\nF0Ua4wzGWiZrecBeJmt5wF4ma3lAmYKwlgfsZbKWB5QpxnRRJCIiIhIW9RRJvdRTJCLSMPUUNT3q\nKRIRERFJwHRRpDHOYKxlspYH7GWylgfsZbKWB5QpCGt5wF4ma3lAmWJMF0UiIiIiYVFPkdRLPUUi\nIg1TT1HTo54iERERkQRMF0Ua4wzGWiZrecBeJmt5wF4ma3lAmYKwlgfsZbKWB5QpxnRRJCIiIhIW\n9RRJvdRTJCLSMPUUNT3qKRIRERFJwHRRpDHOYKxlspYH7GWylgfsZbKWB5QpCGt5wF4ma3lAmWJM\nF0UiIiIiYVFPkdRLPUUiIg1TT1HTo54iERERkQRMF0Ua4wzGWiZrecBeJmt5wF4ma3lAmYKwlgfs\nZbKWB5QpxnRRJCIiIhIW9RRJvdRTJCLSMPUUNT3qKRIRERFJwHRRpDHOYKxlspYH7GWylgfsZbKW\nB5QpCGt5wF4ma3lAmWJMF0UiIiIiYVFPkdRLPUUiIg1TT1HTo54iERERkQRMF0Ua4wzGWiZrecBe\nJmt5wF4ma3lAmYKwlgfsZbKWB5QpxnRRJCIiIhIW9RRJvdRTJCLSMPUUNT3qKRIRERFJwHRRpDHO\nYKxlspYH7GWylgfsZbKWB5QpCGt5wF4ma3lAmWJMF0UiIiIiYVFPkdRLPUUiIg1TT1HTo54iERER\nkQRMF0Ua4wzGWiZrecBeJmt5wF4ma3lAmYKwlgfsZbKWB5QpxnRRJCIiIhIW9RRJvdRTJCLSMPUU\nNT3qKRIRERFJwHRRpDHOYKxlspYH7GWylgfsZbKWB5QpCGt5wF4ma3lAmWJMF0UiIiIiYVFPkdRL\nPUUiIg1TT1HTo54iERERkQRMF0Ua4wzGWiZrecBeJmt5wF4ma3lAmYKwlgfsZbKWB5QpxnRRJCIi\nIhIW9RRJvdRTJCLSMPUUNT3qKRIRERFJwHRRpDHOYKxlspYH7GWylgfsZbKWB5QpCGt5wF4ma3lA\nmWJMF0UiIiIiYVFPkdRLPUUiIg1TT1HTo54iERERkQSCFEVPAZ8Cqxo5y0E0xhmMtUzW8oC9TNby\ngL1M1vKAMgVhLQ/Yy2QtDyhTTJCiaCYwsrGDiIiIiEQpaE9RLvAX4KQ6rlNPUTOlniIRkYapp6jp\nUU+RiIiISAKmiyKNcQZjLZO1PGAvk7U8YC+TtTygTEFYywP2MlnLA8oU0+poPMj48ePJzc0FIDMz\nk0GDBpGfnw9U/VFBzqdnplO2q6zB50oBDiTI0yE1lbK9ew/5+Q8nT9BMWWlp7CgtPaI8AO07tGff\nnn2h5YH5lT8TnSd+/5UrVx7233c0zl98ycUJl1FroLzBW/hl9Kc//znx8118Kfv27W74wZKBioZv\nEiRTh9RU/vLKK0e8vC4bdVnCdTtInlimRK+3yy67krKykgYfJy0tiz//+U+B8h/x3x8gD0Bqagde\neeUv8fuvXLmy0fKlp2cnzFQ7T2O/3tq3T0u4bqemdmDv3rJQ8oT5+ofgr7cqsfP5tc5T5+2jWD4Q\n7PUP9j5vDzdP7PeioqIE9zbWU5SUlATTEtxoWpDRW47K+G2gPBYzHaU8TbWnKOz1KGhPQZNbtwPk\nCZrJWt+FxXXb2jICm5kSaenrdhD6bDuynqLngUXA8cDHwA0B7iMiIiLSpAQpiq4BugNtgV74XfTD\nsSG0ZwpOmRI6eJOyAcaWkbk8YC6TxfVImRKzlgfQuh2EsWUERJLJdKO1iIiISFhsF0XHRh2gDsqU\nUFWTtiHGlpG5PGAuk8X1SJkSs5YH0LodhLFlBESSyXZRJCIiIhIS20WRxjiDMZZJ4+UBWMsD5jJZ\nXI+UKTFreQCt20EYW0aAeopEREREomK7KNIYZzDGMmm8PABrecBcJovrkTIlZi0PoHU7CGPLCFBP\nkYiIiEhUbBdFGuMMxlgmjZcHYC0PmMtkcT1SpsSs5QG0bgdhbBkB6ikSERERiYrtokhjnMEYy6Tx\n8gCs5QFzmSyuR8qUmLU8gNbtIIwtI0A9RSIiIiJRsV0UaYwzGGOZNF4egLU8YC6TxfVImRKzlgfQ\nuh2EsWUEqKdIREREJCq2iyKNcQZjLJPGywOwlgfMZbK4HilTYtbyAFq3gzC2jAD1FImIiIhExXZR\npDHOYIxl0nh5ANbygLlMFtcjZUrMWh5A63YQxpYRoJ4iERERkajYLoo0xhmMsUwaLw/AWh4wl8ni\neqRMiVnLA2jdDsLYMgLUUyQiIiISFdtFkcY4gzGWSePlAVjLA+YyWVyPlCkxa3kArdtBGFtGgHqK\nRERERKJiuyjSGGcwxjJpvDwAa3nAXCaL65EyJWYtD6B1OwhjywhQT5GIiIhIVGwXRRrjDMZYJo2X\nB2AtD5jLZHE9UqbErOUBtG4HYWwZAeopEhEREYmK7aJIY5zBGMuk8fIArOUBc5ksrkfKlJi1PIDW\n7SCMLSNAPUUiIiIiUbFdFGmMMxhjmTReHoC1PGAuk8X1SJkSs5YH0LodhLFlBKinSERERCQqtosi\njXEGYyyTxssDsJYHzGWyuB4pU2LW8gBat4MwtowA9RSJiIiIRMV2UaQxzmCMZdJ4eQDW8oC5TBbX\nI2VKzFoeQOt2EMaWEaCeIhEREZGo2C6KNMYZjLFMGi8PwFoeMJfJ4nqkTIlZywNo3Q7C2DIC1FMk\nIiIiEhXbRZHGOIMxlknj5QFYywPmMllcj5QpMWt5AK3bQRhbRoB6ikRERESiYrso0hhnMMYyabw8\nAGt5wFwmi+uRMiVmLQ+gdTsIY8sIUE+RiIiISFRsF0Ua4wzGWCaNlwdgLQ+Yy2RxPVKmxKzlAbRu\nB2FsGQHqKRIRERGJiu2iSGOcwRjLpPHyAKzlAXOZLK5HypSYtTyA1u0gjC0jQD1FIiIiIlGxXRRp\njDMYY5k0Xh6AtTxgLpPF9UiZErOWB9C6HYSxZQSop0hEREQkKraLIo1xBmMsk8bLA7CWB8xlsrge\nKVNi1vIAWreDMLaMAPUUiYiIiETFdlGkMc5gjGXSeHkA1vKAuUwW1yNlSsxaHkDrdhDGlhGgniIR\nERGRqNguijTGGYyxTBovD8BaHjCXyeJ6pEyJWcsDaN0OwtgyAtRTJCIiIhIV20WRxjiDMZZJ4+UB\nWMsD5jJZXI+UKTFreQCt20EYW0aAeopEREREomK7KNIYZzDGMmm8PABrecBcJovrkTIlZi0PoHU7\nCGPLCFBPkYiIiEhUbBdFGuMMxlgmjZcHYC0PmMtkcT1SpsSs5QG0bgdhbBkB6ikSERERiYrtokhj\nnMEYy6Tx8gCs5QFzmSyuR8qUmLU8gNbtIIwtI0A9RSIiIiJRsV0UaYwzGGOZNF4egLU8YC6TxfVI\nmRKzlgfQuh2EsWUEqKdIREREJCq2iyKNcQZjLJPGywOwlgfMZbK4HilTYtbyAFq3gzC2jAD1FImI\niIhExXZRpDHOYIxl0nh5ANbygLlMFtcjZUrMWh5A63YQxpYRoJ4iERERkajYLoo0xhmMsUwaLw/A\nWh4wl8nieqRMiVnLA2jdDsLYMgLUUyQiIiISFdtFkcY4gzGWSePlAVjLA+YyWVyPlCkxa3kArdtB\nGFtGgHqKRERERKJiuyjSGGcwxjJpvDwAa3nAXCaL65EyJWYtD6B1OwhjywhQT5GIiIhIVGwXRRrj\nDMZYJo2XB2AtD5jLZHE9UqbErOUBtG4HYWwZAeopEhEREYmK7aJIY5zBGMuk8fIArOUBc5ksrkfK\nlJi1PIDW7SCMLSNAPUUiIiIiUQlSFI0E1gAfAnc1bpxaNMYZjLFMGi8PwFoeMJfJ4nqkTIlZywNo\n3Q7C2DICTPYUpQD/jS+M8oBrgK81dqi4raE9U3DKlNDKlSujjnAwY8vIXB4wl8nieqRMiVnLA2jd\nDsLYMgIiyZSoKBoGrAOKgHLgd8DljZypyhehPVNwypTQzp07o45wMGPLyFweMJfJ4nqkTIlZywNo\n3Q7C2DICIsmUqCjqAXxc7fymystEREREmpVERZELJUV9DBbTypRYUVFR1BEOZmwZmcsD5jJZXI+U\nKTFreQCt20EYW0ZAJJmSElx/OjAN31MEcDdQATxU7TYrgVOOejIRERGRo+8dYNDh3LEVsB7IBdrg\nC6DwGq1FREREDLkI+ADfcH13xFlERERERERERKSxpEQdQERM6ATsjTqEMScDn0YdQqQF6guci9/Z\n6/OIs5iQXXmKWm/83EwLgf8CWle77qUI8mQAPwRuxfd7TQXmAPcDqRHkqU/XqAME8GLUASo9GcFz\nXoSfK3YhMBgoxPcObgbOiyBPTCfge8D/Vp5uBzpGmOcAfib/+/GT11oWxXp0KH4ddQDsLKMRwB3A\nBRFmGFf58446Tv8RQZ7qn6eX49+fZgJrgRvCDGLp2Gd98AXINmBp5Wlb5WW5EWV6CpgPTAS6A2/i\n37jB5w3bLCAL/w12PpAD/AxfEP1PBHnq80rUAQLoG+JzZddz6gj8W4g5Yn4KXAzcCbwO3Agchy+I\nfh5BHvA7cKwChuJ7GD/ETx67ChgQUaZ3gSvwW9T/XHn+P4nu/cjaenQovh7S81hcRkur/X4zvkDs\ngP9SG1WfbvvKn2mVWWKntMpT2Kp/nv4nfivRDcAZwOQI8piwGLgavwUkphUwpvK6KLxT6/xY4D38\nB8iK8OPwbuXPJPwE6MnVzr9b5z2iEcWyOVRhZqzAf/Op6/RliDliqv/tH9e6LqrjD7wIXFXH5d8k\nuq16tdeR/w94FD+J7aLw45hbjw5FWK83i8uo+t9eAHSu/P0YYHX4cUyqvoyW1brO4DFRwvHhYV7X\nmAqBdrUuOw+/J94n4cepsXLMrHWdpaLotqgDBBBmUbSO+rcs1i5KwrAAuAX4AX4dn4yfqf56/BbI\nKKw9zOsaU33rSDKQH2KOGGvr0aEI6/VmcRm9S9XWqtrLIaoP/NjB3X9dx+lXEeQ5AJRVnsqBbpWX\ntyXkz7ZWiW8SmuX4PoKnqVp5e+PfqKPa8jADP4Hl/GqX/QMYjR+2Ctsy/KbNMmqOs/YDSiPIU10O\n0BPfGPfHiLNY8xh+2HNjHddFMVx1A7437RNgOPAL4O/AGvxQWhT2HOZ1jenhei6vIJri0dp6ZJHF\nZZRO1dYPh2/F2EI0w1Qx71X+XIbPVH0i5yiOZFHfTl+p+C9woUk0o3WY2uLfkC+j6vhqm/Fj+TOA\n/RHlaiqS8W/WYRsMPA5k4ocVwBdHO4F/xxe7YeqC3zxdWOvyE4HP8H1qABcCr4WYSxq2CV+c1fWe\nNBm/Tok9qfgP989qXd4F/+VtX+X58fieSCvOx38RiFJ7/E4pH0Wcw5rYTlY7onhyS0WRRR3xe8Bs\nxjdd341v/HoPeAAoiSBTJv6wK7HCcRP+wz2qI9e8A0wAltS6/HRgOuEfAub3+C2Ob9a6/Cz8XnvX\nhpynIcOBe/B7g4XtXHy/Ti/8pusPgN/ihx+iMI2Gv6HeG1KO6tLwzeix5fQlfi+9x4nmA/6bVH2r\nr+vb/Z8iyPQb4K8c3Pd1Jb7w+G7oiYJZgf9CF6Ycan7htzDdQxf8MHoeVXswO/z7Q5j64A8f9g1g\nV+VlGfgdQf4TKAo5jwmt8Y3MseOsXQ/8N37rUVTF26v4f9Tj+M3lv8Z/uN4PvBxBnuvwb8pP4Ic/\nfogvPD7CL68oNNTvFcUHbO0mvepqbz0Kywj8XlR78XuiDMWvP8vxHx5h+yn+Q30c/sPsYXxhu4K6\nm50tCXNvnT/jhxp74XdTvgc4HngG/6UobLPwvYQzge3Vfo+dotDQluD3GrguamG2ZAzG7yy0Bt9+\n8Y/K3xcDQ0LMUZe/Azfh85yNX4+iaA2xuKNV5Gbge1H+jP+2/xL+Tfv3RDcWHNv7LAk/BlzXdWFa\ni99SVFsW0TWj/wq/C/7V+K1oZ+JX5FfwRW3YLDbsLsc35rYDRgFf4LdARqX6Hi+tqNqTKovoCseg\nwvwwq93gWVD5Mxm/ZS1KVvbwXHOY10UtzOX3Dn7PxdpOJ5rPkepiRW31db2grhs2MjM7WllqtD4d\n3/fRGr9ZsRu+j+h5/D/uzggyJePHN2NzOByL37WzE7bmeIqiMS7me/g5b2r3gv030cxXtA4/H8nc\nWpdfjN/KFoUkqhpzX8I3gUZRMMYcwA8Nb8f/z2LrchTDwZbtwW/lW4CfUG575eVR9O5Z9Rn+A7/2\n8PkwDu4zaqnac/DyAb8F5JiQs9QWm6ZgK3AJ/st/VgQ5zOxoZakoKq/2819UNVZ/RXQf+r/AV6kl\nwDX4zZ4b8JPJ/VcEeX6CHx76G1VNzb3wM6PeH0GemFewM2Hj9/EF0Wj8skrCD1edgX/RRyEDP0wW\nGwZuXe18FL0gD+DfhD4ETqCq76ML0X9zteRWfJ9Vf/wWtO9UXt4ZW5OlRun/AH/AD+1Vf71dj99i\nbNWGEJ/rVfz7Y+wDPwn/vn0dvh8rSj/Bjz7cgW8PSSeayRKvw7fK3EvdO1qFxlKj9V+BbwG7a13e\nDd9/MSz0RF4bfGFWgV9hBuBfUNsaulMjysbvOdW98vxmfJEUSad+Ak/ie1XC1g7fUH1i5flCYDZ+\n2CoKs6hZ2CfVOh/qNPaVOuJn9f6Q6Jr0D0cUDbJW/KXa77EtWDEOv7U2Cjn4ucmqv97+m2i2FFls\nRge/pfpyar5v/xk7XyalkqWiqD7H4IeuLHTqg9/N/H+jDoEvjg5Q1akfZY66xGbZ7lHP9Y2lP/5N\nemGty7+On5cnqiG0IK7Hf5sMQxJ+2KP6m/RSoh2KDeK/iKbJubYbCL+5Ob+B6xwH73EZhqBTYIRl\nFlXr8GX4wqO6KL6AWFT9WHTVi8fYsvteuHHqNI/w94Iz798jfv66Dpa3Hb8nShQHzeuB3/NlF37L\n1ceVp2nUPFhtmKxNqz8Xf2y42k6m5jdti8IaO78A33v1V/zw0G8rf1+P3woZhUcJ7/hYR4OVGaSH\nRvz8v8fvtVTbWfits1Gy0ozeCj8Uez9+R5Tqfhh+HMDPGzUevzV/If74nt/Db318IoI8q/BfoldV\nO+2vdnmLZK0AAT+U93v8gfum4ouPkmrnw/YGcA6+qr8SP3trB/y4cFRHgLY2rX5De05YP85QWG/i\na6j7oKbHEt0eQ9vw/7ti/C7BFobIVjVwsjKZbNQf/BanwIiJetnEzMAXiJPxy+sX1a6LOuMSan6h\nbk3dTeGN7c/Ac/gDQ/fBvz99XO33FslaAQK++/2P+Dfp2FGFw2zQq612E2z1OUKi2kX4dmBQPddF\nsQm2obmRopqYMKiw3iA/pO4ti22IbhnF/vbj8fMBFeLX6amVl0XhU3xxllvHqfYUHVGJ+kPV4hQY\nMVEvm5hV1X5vjZ/w8k/43seoM36A7y+MySa6z5IrqdrTE6L9rDXBWgFS3Sj8XC6jiTbT6/i5m3rg\nC47YLLLJRP8GZMXvqLu5+2Z80W1ZWG+Qd+MPRHkX8O3K039WXhbFXpVQ999+Cn6iyaj6wJ7CNzTX\n5fkwg1SqaxqQKyp/1jV/WRhewU+BUdvF+L2uwvaXaqedtc7X7i8KS11bX6cCbxHd/HIxN+CnCHm6\n8u9WXQoAACAASURBVFSEH1aLSgf8UPrL+D5HwU4BUlsH/My//4wwQx/gBfww0HNUHUm4I36vCyui\nGsoDfyyht/FNp7+oPL2JnxOkWwP3syDMuYvy8MVR7MjY/1l5WVSi/sZ8JOrb2eBoW4Gfz622m4ju\nvfJ4/BeyWVT1pTxN1XQPYctv4FRX71MYnqPuQ/ncRNVUNFHqht86czn+/dOCQfg+LKlkoQCRwxfl\nB1xsz6Rz8W/QE7GzB8P38XMWJeH7DFYQXWOzNVEeMfxIhbW+fx0/hP4bfCE2BP8F4I9Ed8Dc2/HD\nQN8BHqk8fafyMgva4IdAu0QdxLDLqfrfXRpxlpg0/E4EUW0BbVJqH3iwMZ2Gb25+Fj+893f8nl//\nIppG0I74za434T9Yp+D3tvo50cxCWp8ojz5veYtDbC+KC4H/BwwkmrxpwH34vp1S4HN8c+X4CLLU\nVlevU+fQUxyaMP+HrYEf44eGPib6otra6206/nUF/gvI+/ieni3YOhh0lFvTq/spvi3jO/jJE/8O\nPBhBjurT3Hwdv8PFG/hJiusanpVqwnwR/gu/2fMa/D9nNL4Y+Qb+G1rYYgeofQI/JBT1AWrBf2Ot\nfepY+TOKKezfrSdT7BSlWMPlr6g6EGwUHyrWDnQKfq/KTfg9Tv+G3xMuxtoHb21h5rsG32P1IH5v\nvRnUbJQNm7X/TfWD0H4ff1gd8MNCK8OPUy8ry20VkFLtfAo1G8PDUn15zKfqQLl9aXgPRyHclan6\ncxXXui6KF5i1A9SCb8yrb56ij/EfdGNDzPNlA3k+CjFHXWbhP/DX4QvGdKJ5wVs80GkBfsK/JPzM\n9uuA4ZXXWfkAqU9Y+f6B3zIcKxhT8MPDHwG3hJShtgNAWT2n0gjyVP9fvELNyRotFUVRbk2v7l1q\nFtUdiWZeoBX1/F7XeaklzAW0FL95+ir8B3xsT4+ziWYuh1X4rR298W84sTfHTkRT3QfRGb8J+8RE\nNzxKLL+AUqg5Tt6RuieabGxvU7VX1eXUfIOOqiiq/UZ8Ij7LKGz/TyG8fFfWc3lXfDNvFKz9b+bj\n+2KG4IcYYztXtCa6Objqko2NI0pcg9/7bBZVe59Fccy6fVTNAbabqnaQFOzPLxe5MF+Ew/Avsufx\ne379A1+MLAdODTFHzA344YXYkeDXV2bahD+gnlWXUXNOpcbU0PqRE1KGhvTEH5z2LHxxfVYEGU7B\nDw3vxO8WHNtLqDPRTe9fwMF7vvTEbwGtfTzEsAzD71pe28XUnEk6rOGrjAauq28C1cbW0Ostiln2\nT8AX+e9Qs0fuQnwjcRSm4iclBGiL75XZgT8MyvkRZYrpiD/Uz+X49+lu+CGrsOXWOrWpvLwT9X8Z\nkEpRNxbW5foQn6sNVfOVpOOPX1W7ETWsrTKHIqxitvaxjbLwjemv4499FqWH8N/EXqHm/CniPxzq\nmgQ0k+gOhfAGdc+mm1t5Xdiqf7F4vYHrwjSl1vlk4Dx8r1MUB4QN6u4Qn+s9qrYKTcB/0U7BF0r/\nCjFHXRZRs9jOI/qZyKVSXcc+WUXTOPaJtU3I1vJAuJna4zcL/xnfC7YTP09JSgP3CcNa/DdFCwbg\ndxjoUOvykRFkqc+QxDdpVA0dMibqZlRrfRfD8TsQFOO37I0n+h0bGhJVb+qfqDn/TtT/t3/DT33T\nAb/1s5D6j1DQmHrhj8H4U/wXoZn4YbP/SwueTmElfgX5ATWPfxI7WRb1il2btTwQXqbn8Y2nT+Dn\nJ0rBziSgr2JjPp7v4ft1XsL3E4yqdp2ldSfqLNYOGWOxKHoQX+z/Fb9bdzZ2Xm8NCXN5LQZOwm/R\n30HN4amoeviquwLfZ7iKaCbcBL/lcyJ+C94a/GSyvSsvC3MaHlqF+WQJDMIXQ9fgmwbfw3/AvQZ8\nFWEuOTrCOoDm1/Cb7d+vPB0I6XmD2Icv/l+nank4wu/jmYD/Vrgb/4Xjj5U/Hws5R3WtsTG7b3Wv\n4w+2/EP8/wn88NC9wLwI8nTGT6GQVOv32HVRuAm/B+Xj+KL/y4hyWPZ9/GusM/4QFrG9YP+N6IY9\nf13rfDq+R/V2onlP6lgt03fxW4yovOzGMINYKorAf4jdU3kag++Gfwg/OaHY9nX8B/5u/PHZBgO/\nxG+JgLoPT9AYqhfXb+CPvp6Gb+LdGlKG+vyZg4+/5Oq6YSNLoqp5uQg/tPgifutsVHvELOHg4bL7\noghSzR34Tfrrqdqd+xT8sNpNEeT5LVVbGqv/Dn6W6yh0w/eDjcEfpmY+kIrNIjcqi6l7C8zcylMU\nllH13pNE1VBxEtG9J8X831rXRd32EKme+Deit4A5+A/X2j0PFoV5zKogFkfwnKvwK/Yp+E3Tt+En\nmIzaqfi9TorxTYXii8XafQOt8ZM3VoQfB4h+qKwhx+H3zLm08nfrwmwirq4dfo6pF4FPgdkR5Qgi\nzAMfX4/fOzh2ur7WZVFrix/eO4lo9hgEPwFxXa0F/fFb2UJjYZ6EmFiz1x/wzWjbqVmx7ogg0x34\nw3r8ttblN+L/gWEPN8S+SddXzUe1KRb8h9pg/O6nm/HLbDnRN8vGJOPn5okVancT/nT2x+NnjM7D\nf5sG/38MexfYXvhv8bW3nCUBZwILK89nE97rbhP+4L11vSe5yuvCNhL/On+h1uXfwr8v/D30RMHE\nXotRSsf3qj1Tef56/Jb/sKTi36dPpOo4bA7f9xS2/+bg9+skfJHdk2i3hOTj/y+xLfq98f8rC19o\n6xL2ehSpIuqfHTmqmYiXUzVfQnVtiGbvkwr8nnhv1HOK0j/x374+xA9VRTVdfFBRbJl4C7+78rv4\noapp+G9IVoW5jD7BF9T1naKwiLr3fOlMNFtjg7K41S3sTH/Ev7Y+wn+Q/h2/d1zUkvEz/K8Cfk80\nk7dWt5yaQ3vHE+2X60QsrtstSkNTAUQxy+b38R+sc/GbXS3syRTTDb9lLTZTcuwbh1VRvLhibzar\n6rjMoqh2W7aioUOwqOA/NGFnivWAxd7DWxPNUQhiWuP70Nbgt3REtZdXbXV9xlmeAqfR1yNLjdZ9\n8Jukd1aePxe/+bUIv/kxir0akqi7QTeHaJrRHqs8HQdcjd87ZiN+D5moj+vzCTVnjC2mBW3mDOgL\n/Ba0dfi9PLYQzUFzm7Iwh/TSqLthuDVVQzJiU+zzYhe+V2Yr0e2hdzt+b67X8QcYtzRlwTJ8q8Oz\n+M+7b9Pw/FwSoqX46cbBN4Fux295eIaDe3rCch1+pcnHv0Gm4Y/mXUDNKeSjcCLwY3zReHW0UQC/\nN1PsQJD78UN9URwQMqgovk2fhl+HeuGPNfQnwtsr73CEuYyCHiojzEw/xU8iV31njzTgKfxesVaF\n2UQcVNivt5vxBfTZ+CJkGzUnTQxTBb4oszgxcVv85+yfKk+TsTPBbF0sbgVtNNVXjoeBn1X+nky0\nm6ovwvfLbK88/bPysigch59Wfyl+zHw0VQ27liTjt/L9NNENIxT2B0cKfr1uSiy+AYWZqRV+Hf4c\nP8y5vPL3h4huLx3wr/nb8XMDzaw8PRVhniCs7aEbplwOnoy4+ilKkwJeZkWLWo+qFz4rqHm4Acvj\n92GqwB/o8F58dX8HfgK32E9rohzS64ufKO3/UXWMsdpzBIXt/2/vzOP0Gs///56ZIHsiEUtajCB2\nsbRqCWKvn71BqSKqltqL6kIrpS1KtQS1JyqlFWIpWluF1BZNZLOFMJaq2mJfKsn8/vicu+ecZ84z\nk/Yr93WN3O/X67ye55yZvObK85zluq/lcz2Mj45Pb4NO/xtiOkV3Zq/dUUHsutl7azwWER+HZmg1\noLlnj2E7p/IX5JPWyd7/zMiWVZGOWy1DsZd4qLqeLO7bJ1Ct/XUwOrei4eEGHTgfFev+E7Uqroby\nwgPRw8xiKv05qP7j4prjhwErISnymIzMXqvaO1uRs2TF8ML7RvRw3RLNRLJgOkq7ziTX3mnFttX0\nYnQ+jwM+zI61orB1TO5Fg3Nbao43o6jDVpHt+W+I2W7uobW9iqmoxGA6ctQWQzIKXzG0KdiyA0pT\n/RiJ8Fl9fuEzKmL1fd6GJEBqU2XronrQXaJbJHHbb6DGmImF473QFIBtItszBZUS1NYOL45KWNaJ\nZYinQuvjUG3MssiDDh/OMrSdxByLrdEstlouQ9ErK6fII7uQO2tz0QN3NzNrVNRsvXqupSsqEt66\n5nhsp6gXbR0ismNLRbXEN32Ar1FfOyn29xbwVEQcCJ/RTsgZsujOLdKIrrePs/1uVMurxGAZ6nd5\nrRTZlsCDKAAxAC3+w/f3LjZ1Tl2obqb6N5GDN56covlo1tmSwCpoRT0L27qGJahW+J2PTZTtUCSj\nPyv7+1eiCE0LKvy2bO8eYfi3qxiFnMg7KM9dS5+RplDXw0uN2tKUO7xezF63jWhDH9pfxVs5RZeh\nIuJTUBS9J4rMWDIZpRsHoahIb+zU0UHzM+9B98gGFBn9Xbv/YuHR3vVm1cX4QrZ11OjxEHGi/d46\nvV2wBOrIeRs5QlOz96Ox8/AfRWJWtayKTdvi4+QFnt9AD/j+6EExsd4/isRVlC/+JbEt/jwTKWvf\nhx+By9E125XYfEaXoLB90bFvRHUqlxrYU2RXJAD6Aeoamo/Oews8Fpp7JaTMwz2gP/bChDsimZBz\nsK1v+gNa0NZyCBJw9Eysa8Bzp7cZpyPvvihI2AuFYq1Uf3dENUUjyGfDHIRu2jsZ2FMsgLuGcgGa\n9Q28qjjPstB6NnbOdD32RJG94UjV9gbaTquOQU90o36OvBV3NrpBWwuCTkcpvHA+b4Wdc13vmuqK\nOj+t6Ir0ZE5Gw7NPzV4tWCN73aBm2xA/I36sWRZFXO5D42rOzd4/jOpoPRPzueKp09sFj1MtZNcT\nu5XiJsDaKOw6Odt+R8SirxqmoLRiVzRwce3Cz54ysShnGgrpB/ph2zV4Ewq9eqYR3Syt8DjoNKhI\nTyOfCWWl5VK8zrughdBYdO3dYGKRuAM5sCehrp0Ts1cLLsteJ+Bj9NAD2WtRNy1slrppDaiW8Bjg\naNrWFUL5/ukF68X2Ik17Nz6rh6u3E2JnlBL6F/nNCBRyvM3CoAIHAE+jqN7PsveWE6DvA+agOgcv\nLfm1rI4ikbH5KtWRjj2B7SLbUsvdKFp1AYpmnY+KQi1oQNfWJcBLqBX+X9i35VsXMScWDt6eNxDP\npnOoFtc8DN96dwuV6chTrt36Y7dS9HiSLkZZfwMUYetZ8buxWQutgo5Ck+AtGVZns6S4en0XpWGH\nt/svFg6eB532QBGixVDa+hjs9JJeRk71PuRRbA8jGi7Fvl4nMBx16NXbrLh6AY95wuJ505M8Irsa\nihwXhUljZUWmoMh5LY1EzhR56j7rTfsDGC1YCUUYqmhFJ1BseqN6gtWz/SdQ196bBrbU8jhS/O2K\nPp8VyLuGYjPB6O+2hwfHFdTU8FrF8dexn8W2NOpA+Qg1XnRDaVCL8/t6dI2HMTr17gWx2RzVNj5P\n3lnZio2jVJTiqMKqQ2/tmv0ulIVJE+J+JIGzJErLPorO9/2yn8fK0njr9O5UrBXxbz2DBAiHVWxb\nRrQjsAbSlrgKSbF/F9U4vULuJFnhqWsIfM1iC0Wn9bbYzKJ6TMVi6Du0ZDLlAvklsB1Q2YjqPy5D\nkaP30UPD0sFtrrMlNL7nPaSVVqwnegv/aRiLSFH4m0eTa/JNM7DDW6d3pyLmieMtfXYDsHfF8eHY\nFn6Cr66hWqxnsU1ARacPo4nroWj/U2wKrT0POq3qWLS4SVexOIqMXINN5Kp39lpVZuChSHdn9GD9\nSWGzwrsDVIWVU7QJujeFgINFDa+3Tu9ORcwT58aKYz2B/bEpbJ71P/4sBp66huphKREASiUUc/Rr\nY+PMeh10Ciq0Liqh74ZE+LxRLLaO9R2Ge04LisYWt+ci2VCPS1DU+mUkETATzUCLTa0kgHVUtoql\nUWlB2AIWtXNbogaU72f7K2MzCcBbp3enwsKbXgIVDY5DKZgx2Myrae//bh3V8tQ1BLke0HDUaXUm\ntu3voPqvBTm2sPE66BSkZv8I6vZ6CX1nq5ha1DExr70Gyg9SL4ToQlgI9UTz2GIzgWppAA/ird5K\nDDxh/fz6D54KrT2yAxqctzW62H4HfBk7hc0BwPFUF55Zzz7aHRXHfhcV6fXGdkCtt1lskA+pHYu+\nw29gkxoK58qH+IvmPYsGm/ZC39/7tua45HbaFhJb81H2+iHwBZReXNbAjmEGf3NB+RmKiNyFBtNu\nhbIOllQ5iq1U6ygtEnRGp+iTjn/lM+PPwK1oPswr2THLIaOXU19x+LI6x2MRHl7zUCTNmhHWBlRw\nEPAdVCQP6vz4rYEdXgedBnZGkg7FuVCnGdnijVaUWtgImGRsS5FbUQfT2eSpdOt70jqoOaV4HlnN\nPwPVEL6BahybkENynqE9AN8rvO+KIutzDexw0+ntsdVtKKr9eB950eujE+cFA1vWQ5Gir6ExCONQ\nvtxj+LrID4EzIv2tB4DN0PdV25rbSl4cGov2xma0It0bS5Yg77J4Ct0oY/Mm7QtZHhTLkAouQW34\noeNrL5ROO9jQpo54DN2nYvE0Sim+gFIxYNeSX0XXbHvb0IaRqF5mLVSLtSNK5+1paNPdwB7o3rwU\nksX4ErCpoU1VPIoyIjF5Bvg29Rdq98U1xxcz0AczBN1sjsT+A2lAD/4LUEv8n6ke8OcFN/lZA0YA\nB2avtduBJhblDEMPsvuzrQUbaQfP54eX2pT/htjDRpvrbJZMR+3wXsbFzETRmJCeXgY5JZYEoUQP\nwqSBYvfiUkjt/mkDOzzfk8wJH86pyHMEdcd4oQnYnnK7eUztpAXB4gTrjAqysZmCVGMDg7E5t70O\nOoU8JfQwqk3pis0olCKDkZDjk/jp9oL6XUwWNKMOpslIV+ZEbG16NHudjNLFDdg87L3TQn5OP4Pq\nnYYa2OGt09sV96MVxzOoUK8J28GiC4I3L9dSBCzQBZvOqj+1s1nPPqsqarYodPY66BSkbbMkqm14\nNdtON7VIKeJt0Xe1IkrNWNrkvYtpVVS7M8/QhovQeXQ4+qymIm0uC6qG03oYUusRL53erlgOTXze\nPNtfAfu0R0csyk6RNwXZYR1sloxGxfLDUOfJ5dgIXHoddFpLV6CvtRHk0bwZFccs8CqU2kweLZqE\n7uMeaMZPvZU3uqHv6UbUYPFdyoXpsdgBOUAvIod6FxTFSnRSvDlFPzL4mx4VZLtTTldZ0xXdgMaT\n34CWMLDD46DTbbLXegNGLXkQRaxvRMOOv4ZtKsajUOoj6D74Q2CQsS0gx3848GvgXFTg7IEh5EOz\nhxjbAorIXIEc663RQm2cgR3zUSR/YOGY9T3JDZ5mVi0osZ2is1FX12JI7fcN7PUuQDUgmwJbFDYr\ndkUPrpZsf33s02de+A2qibmR3DGyvgEFTasxKKJWu1myEZLCWB7ZNx7JdFjhTSgVfC0+QFIXd6JO\nym8Bf0EpNUuORQXgp6H06wzsu2G9CMquhxT1n0Hf1cHYDRN3jfXMqgXl4ch/L3RU7IG8/D7YrxTP\nQg7I7ZTreKyYglIvRYd1ppEtYeU1o2Kz+t48DjqF6iiDh8gD+EkveupiCouxE5Cw7AmF7Xgjm0By\nF42F/cbsmCUzyCOzZO+t62XHIkHJwMbYNsh0tk5vM6xnVg0lf1jsj8KxK9qZ85+iyiuQ/gbYD82c\nhU0qqB6PZK9Fp8jKAQkh4eY6mzXWg06LVNXqTK44FpNN0er5pWx/CPZRB1C0uH+2WQ2EPSx7HYk6\nhsMW9q24lfK11Zwds2QGquEJdMPOKQqLsidRNuYFtKidnx3zgEmnt0dF6+GF941osN9HdX43Fr9F\nhXpD0OrnclQMZqExA4rAPAV8jBSSl87eWzIbPVxjKo63x+No3EgX1A1zDHYphqCG3mL09zvi3+SR\nvdpBp8Mr/8VnzxpIxbovudp2EP+0KPws8huk33Jztj8Nu2sf5Ij8lLy8APRZWUTULsleRxr87SpC\ndLoXerhPQp/NRuRt+laMRou18ej83h27Avnajq4gvOtJ0HkeSoHeWTg2loUslOrRKfI4s2ousml3\n4ELkFFkq7P4A+CXwDjpxPsD+M/oIRfTuIXeMLBWkjwZOzmy5FrgDuzbqKrXvgIXqd3t8WHgf8yE7\nGF37fSjfsN8DDoloRz1q6xssRiEEvodmn71haEMto9C5HB6qrej+9HdyZzIGvyr8/doHfL1rMBbn\nIiHioZktI7Br0mkpvF8PdXu3AhOxzzqY4tEpGmFtQAXvoY6ub6KTJ+TzrTiQsmcf3lvO9bmFtoXM\nljehD9B3ZtGJV0tIvf4MRY3GZvv7Ue62WJS5Ods2xb5ouJYXUZ0DKBp6DLYphuewj57X0hUVW48j\n7/x6HkXXtwKOi2THhAX8vYco19LEYGOUhg3p4N5o+PEjdf/FwudYtOgI0auxqM7QcsanKZ5CZcWZ\nVbUrDrCt0l8OTTSfhDzpFdCFfpWRPReQfy5dUTvzFGzn+njjbvR5hPlL/VDEKPZIhiLTaauXUnXM\nC7FneoFSwYegGpCwaGtFHURWDEDzF7dF96U70f3Iqv5qA9QF9xBKfYL9XL9HkOMYImhd0HiWoah2\nZQ0ju+phcW5Pzf5muHc3oUhabDuKzEDOWpih1wM1Dq1T91/YstC/N0+RouA9b4pqC/6IbkB7Ya/W\n+k/ysCxo5WjlEIE0Lor0RZ+XJYOBX6DvLhQTWtU5gMTtigMp30Lzjyz5AEUbr83290GptUTOzUjV\n/i7K9TKWvI4WRV64FDn9M9BnVIwWW9EXRUTDNdcTLUTmYl/v6Ini9zSPXGfKkvl13nvES81qVB6h\nnJpaDNvwIvjXTlocdX9Z4m0UwmTKHYLN2M/QWwmlGN/Itpux6z7rAvy+g9+xiKpZd5pW0Q0tRC5C\nhbFhs8KbWCyoxvJ5FMEak70/BEUezjazqj4Wn+GNKJq3GLpnHwvcZGBHkePRPXskKt6fhkRlLemH\n0ooe9O5c8DRlzY1++Brk50E7qagDdBu6AZ1laA/4G4XwVRTRG5ttL2bHEjl/w5eMAqjuaidrI2q4\nHjn4z6F6vruwrbn4BepAW47ylHNrBqJ74274r5WzcIqWQRH917LtWpQutmZD5KAdg20qD+RIzwDm\nAPei2rm/xjTAU01R4CDktU7I9rfM9seYWFOfqahq34JhhfdzkcbES9W/Go0HURH69agD7RXgDGyV\nbgegFQcoT27drdMNrajXpNxmblUvczWwOopeha6zVtQlY8X7SBbg38Cn2THrDr1wrYf6r8WQQ/mV\n9v7RQqSFtukyy1R14AvktWDBvvvNrGmfdbAXTrSk1omureF9K6ItRWYCX0b1cuuh+9MZRBzT4qmm\nKDAayXx/BX1B30eTsi3xpp30IqpzCjZ0QzejFiN7QCuN7mi1cTp6iFkP8g0jR0AXvaXCNsgJeRJF\nrH6K6ossu5hmZ1sj9krWAS92FAnFzO+gh+mryOG2ormDn2+HolkxOQspoj+BamUCVk7RJiiatyZK\nVTUhhzs41zEdou+jz2dUxc+sCuSn0L5MiJWD/TH5c60r0uOLurD25BStgR4QG6IvJUQ+BmabZSrG\nm3bSOMrtpPNRhOZLNubQhG6IJ6K6qxFGdhQ5E604fo8comOQk/RDQ5tWQR1xu6FC/WtQxMGKkdlr\nD/LuEw8siQQ3i9E0y4jDZWhlfQqKqvUEfmxoT0f8kvhpkD3Qw8tLIewFqJHhOnRfPAC7qHWYJVal\nzG5VIN9s9Hc74iV0/d+EHPs5+BW9Xehclr1OQLnE2s2SoRXHNqs4FouqYlRrwa2H8ZWOnUG5s6MJ\n+3D5pOx1Ioo4DEB1KlZ4HF8Ragrexqim4HOARb3Mn5GKtBeCA1Ic7eOxiN8Du6Hu6nNoq3RtyTA0\n2HvxmH/UU6QoqNYOszSiDucjbZAiF2BXlPYGOpGDUuxu2NfLTEX2jKNcnzLeyJ5W1CYctGT6Yt+2\nfCm+Ig7exleA0rChpmAr8poCS5ZCc7yCEvFENOncek6cJ7wp2n+AmgimocjZq9gv2lZD0fRmyhpc\nW1sZhJ+IelWjQHBoexKxxsmTUxQYTtuH1zto9fhaZFs2QSfI0qh1MVxUvShPYI7N4egkviDbf5l8\nWrUVXdGJW3uBWzlFZ6CU64Rsf0s0HsWKRpRafAtJ/a9kaEsRT+MrwEFNQQV/QN9ZmMn2DdRFtK2l\nUc7wpmh/ALrmjkIt5l8k3hy/eoxDczQvJ6+7sl6o7YQKmoM9Y5BzG9sp8lrj5ILb0IPjhmx7E+UW\nn0UnekxC59s/KU+APh7VPFjTE5+FqV4YiKJouwLLGtsC9tPea7kepYEfQyHqE5EDYMlNqKZgJIrI\n3ALcbmkQ6oipxToV2x5WC5FE+3i7/kHRmKIETn/KKcdFDutwYhV3oqjHv7L9ZVDXzr6o2HItA5ua\n8VHstT/6LE6g7FUHRVvLVurRNfvBPsvxDENo2yJs+cA4E6U5/0i5sNmq/dXb+IpahqFuob+Qd4BZ\ncC6asB5U4/dCU9dPMLNINWlB2sFy9uE49HlUOYmtxB9h056zamFPkZFIHX085YJ0q+sf9Fw9E9Xv\nNZBH1C0XR7uhruFWFKGN2jXs0Sl6kvKcnAZUDLoGNvNqQOmzk2g7wiJ2Lvgw4BJ0cVWFGn8a1Zoy\ne5Lb1A11o7yCptVbMBo9OB6nLF1/kI05gF99GS90QVGZ1a0NqSFoJ4XzqJHcqbXQUBqJHl5rocj6\njqiL0WL24UB0nTfX+XlLNEtEcwc/b4lgQ3t/u+q+bZFK3wxNIeiK6nm+jGx7FGVGrKitcdoHzYez\n7Bo25yJ0oR+IWrv/hPKwPbDrQrsL+Daqb9gSPXB/aWQLVHfDVR2zpBEVy1rxBD6d/vbYLvLfG4Wa\nCMLr+UhR2lJu4mbK41kSbZmJuilDx+kyaBZaIrGghFSe9eijWsy7hj0WWh+FChpDp8dVqLaox+ba\nwgAAIABJREFUFXWjWNAfFccdg8J59yHv1YpRtI2YVXXIWTIYW4G7R1Fkz3qY8H9DbH2ZrqiIeRxy\nIIejkTHromvtuIi2BPqh72wS5WjMrga2FDEN6dfwESqMnQv0QQ0oyxvaA2oiqOUddB2eQHzpiffJ\nozKLIxXyonijBT1QPeoKqNt6VXT93Wpgy1wkg/NF9OwoLiAtuwbNu4Y9OkVBiPB6a0MKhHqGV4Gd\nUbh4SQM7QjfcANp2w1lPWy7ehFpRTdj37cxhNIpUvUq5RdiypsAb66Iweug4uwilYYZiV0jsURTR\nS9ty4FF0/7kMLc4+QGN2LDkP6V1dm+3vA6yMSh6uJL7USrEBpRE51RtHtqGW0ShCs2m2/wp6zlk4\nRTsD2wDbZzbVOkVWhK7h2hqnRZLiJPrazXoi/S7IY10HtXhPwWbl6r0bzhOz0Xc0CNUZhM0zsUX3\nnkbndaAvMMvIFs+Yh/TbYSXUUGBNVcdSEEu0FpYNWIs3hpRV8dqy/mw8nDu1mHYNe4oUeW4tD6Hy\nt7EVlwypu/H4bJv0NJ7hNdrqpiTK/BLdoO/L9rdEE9h7YFej4jHtYR7SzwgjkKrYANv6kA/RqJ9x\n2f6eSHMKbD4rb/MqQRHrboX9lbEbi1I1hy1gmT7bA0WJgqBsX2B3JNURBY+FqCvUOV4rMheTUehE\nKU4SfgeFrm+u948WIn9Daq2jUUj/HQMbajkEXUjLowftxih9ZaXW+ltUb/En8vSnpcL2gjAe1dPF\nZCBqLw+dJ69E/vvtUUx7WIbQvbQtT6B9B8Oq5hL0gD+PPEX1MKpJ+wdySGLP+BtD23mVlxFfALjI\n9sDJqNbxLpS6HoFNA9EIys+0IqGW14JptI1eTUUCk1Hw6BTNJD+Zu6Lw8NPY6BMFLqO6ILUfKiC0\nKEgdjDSA9kJFqaORzowVM8nHM6xHPp5hDyN7anWTApYt+XsjzZ13Ue3MBsDpxF/h1w5fLjr7GNjT\nEVFvijU0omtsIn7aljsjP8R+XIsl4Ty6h9xxfATpFiVyptO27nMGKl2JgkenqJYNgCOBgw1teIRy\nQWoXygWpa9T5dwubLii0eD6KFjUCP0LderH5O5pGPRVd9B+jtvg1DWxpQqkhS3G9KsLFPRS1vp+D\nnKOvRLbjMhTZm0B15MEy4lCV9tgSNRlYMTmzw5qqEUhFPEdBY2nMeU0LgZ/zqEhVlMpyHttoYA5w\nIfJPjkRlGSNiGeCppqgeU4j/0KilL6p5ejvb74miRHPJ8+YxGYJOkp1RGHZn9DkNRGFrC6foJXTy\n3pTZNAc7obR5yIkNSt9eCPOFdkaOya0oUhQbz8OXd6Ft2sNSNwl0Pp+IvRJ58bOpwrNTFIvJtJ8W\nssTLeVTke4X3XZHjbTn/8Gi0UAzq8XchxygaHiNFxdV9I4oU9QN2sDEHUJTqFNoWpF6DusG+V/3P\nFhr3I92k68kn0gcOwEbuv8gw2o5n6Efci/9i5CSOI/+MrGuKbkM1FtuhVfPHKApp1QHSDTiC8vT3\n32Lj6HumBT9KxJ0Vq2kEnmihc5xHj6JU8SKJR6fo1ML7sFK8AfsbteeC1M5A7JvimOy19iZkWVPU\nA/gqyps/AyyH0mlWtWDjUH3TWPLp731Q7YMV3dAiJIzU8TBDzxvLAj8HvoDOpzVRevEKS6M6INb1\n356opgcRUG/0K7xvRCUQ56Ea2picBxxL9fcX9XvzlD67Gg08fQf4jbEtgdoW2Jey12WzLXZBqudh\nh94YYW1ABf1R7VUreZflU3bmsBblmq+/ojowS65GReBfRbP8vpntW3Ig1St8q4jsGFR7cXK2/wxw\nHb6donEd/8pnwq8i/Z3/lbXJB/kGLCP7U2ibrrao3w2fQdX3Z532NOMJFI2ZjrzX2s2CCagQrd4W\nm+YONs/EFgNcDXV6hDEf66IUqCUzkWM7Az3I5mI7hmQs5QLmjZFTYkkQ2As6XIuhFKMlF6AC3lEo\nbf0ctor7YcRQ8ZqyFiY8G6XMF0PX3RtokWtJd+JHPNpjJHpuvIac2lexO482QpHqwAgUpRmF3fMW\nqju5Lbq7XXAMWhF+gtrdi1vsuTmdgWVQ4eXOwNLGtiwIsZ2i+1GBfvi7Dfibg7YBtqv7p9BYnRfQ\nCnE+ugZnYCcOOil7nYhSiwPwd/33Be4w/PsTUNQxnNsbk9c7WhGUmfdA53QfbAVmd0VSLi3Z/vrY\ni7l6GuT7GLnzswWSmBiOumItHf6q54S1w2/OxR383MKLPRAVMNduVuyNHmS/y7YWbOtAFoTYTpHH\n1XQVMw3/dnMHm8V8v0PQNb4lWhC9DhxuYEd7LE4+DsWCDdGss3ey12ewH9cQFhxXADtm7y1HWExB\nzmvx+re81kC1qKAOuT5oofa0kS3F7+ZCFMWq+lks9kWRqrez17BNQJHHaHiqKQp0dAO8h/hdDEG0\nDVT8uTW66KxywadkNgV11gHoc4mVt69iFeBlVBC/FVrl/45cxmDbyPa8ntkU2BN7wb2qzsp/GNkC\nHUsmWHQMXZa93kd1V86BxFfbLRZ/NqKakOsi21BkMnIaQ2roaeBTO3MAfUZPoev/Oyh6bdkc8yn5\nvScw38KQAp4G+TahVOen6N58aOFnFn7Bg+j+PADpt4UmsPewnw/nHg+DKq3D5zModw42Yj+gchq6\nmFZBq+izgdsN7VkZOYofoU7BB7CvuxpJPsT3ZGA/ygWX3vBwrdViYdOwbNsSyRcsb2BDLZuh86cY\nxbamP/ng3B4YDPMscCX6fGageYyj6DgLEZOqQb4xpzacjByRW9A11ZgdXxXdKxdZPLbkd4QHvYvF\nUSh2sNHfPxtdUNeg7/DrKH9/kpE9kH8vJyFHZBQ+vqse6IJ/z9iOzoiH768WK5uakcN/NyrgbcLu\nnBoLDELp4HmF40fbmPMf1kHq/kUpBatoencUUd8+278DCaVaS7u0R+xzexPkuN5JLiY5GIkTW436\nGY7mDC5DefyQ5UBo91isFIs5zttQrcNZBnaATpQV0MlzbrZZzRcr8gjSuZlJnvawzOF3RSvFk4Gf\noOjMTwztAamz9i3s98M24tgRKVIkDkWpj9nZ/mAi1znU8CT+FrQj8dNZ1QWb7uD/Kx6vt9jMxm5s\nFuCzpsgjxRznXFTk/FL9X1/o3I70LizGedTjW6ge7OfIaRyEVrRW3IxqCibjZ3U4gHKdw1toRZTw\nzZGohfnhbH8Wth2fM1E7tScB2T1R9HoKEkhdBvi9kS1zUf1QX9rWFSV88yrGumQenSJvBbsglc8/\nYFsUG2hFD/qNyNuXPfA45fD9cygMasUXsB0NU8U8YEXkVINSMtbFn+sBm5OP+SgWNVpcax1hUe/w\nSbYFumArKDcA6bpNIrfLWq35I3R+z0WdVa9hW3v1Aaonuos8NWQ9EDbRMX9Hc89uIh8RFXU8k0en\n6AbUcroKcAla8V8D/L/s528a2NQL5V3nIOdoHPAvAzsCGyOl3xcoX/CWitbPVxxrRREjCx5En4el\nVkotJyPH4z4UedyCctdHbI5FLfDjM3vGos6Y87OfW1xrx6H0y7tIKHED4AfkacajDGy6D3133dHc\nuiNof5zEwmZk9hocMw+Djz11VoHO6doHqfVn1BGfdPwrn3v6IAd7+5rj0Zwib3lp8FuwCwoP741C\nxS8D2xjZ0VzneEtEG2pZqvC+K/qM+qOJxzEJXXhNqJPiecqraetRKAOQU9uK0jFvGNoyI7MlONY9\nkE3rmFkkJ3ZdFOU7HJ0/V2N7/Teh0QfFot3LsX3ILksuFTKJXJ7DAyuhhaSnBYkX+qH70hKFY/cb\n2ZLoJHgr2C2yHEoRPYiPC35pVHQdNm9YdDA0Z9uKtBUjXNHAniJfo1xo3RfY3cgWkFPUrbDfDXtp\nh/D3z0efF/gvQI1d2+dVvPULwKYoArpl9hqboNU2o2KzvmcfktkxBxWCf4TmDSZyPI5nMmctFB3a\nN9sfhMLnlhyBlDWfQEMq12z3txc+uyIV2w9QJGQ+9iMsNkSpjg1QDdbh2IpuVc3wsp7rVfV5WKps\nH48eFCPReT0N+K6hPaBhp3cCz6LIVW9UQ+eZ2E7bdMqF3gOwf+CfhZyz2yl368ZmYPbaXGezZCZa\neIRrfnXgRjtzXNIZxjMlgDNQQWo9Yo8emY7SVeHE2QqJlVkygXxQ7l2otsByGGPtg6oL9hPgqx5c\n1pGZDVFt0TH4SFE3IZtCRK0/9inPjojtFHkUb51FOSXkgWWB3dCMSEshyUAYPTSVXLTV+p7kDfPx\nTB4Lrb0V7AL8sIOfxx498imqRWlED5F7gfMi/v0qhhn//cCP0PfVjbK43qfApSYW5UxGulIXoofa\nkdhEQXqjQuZ+6HpryY63ZsfeMrApMA/ZNBjfat+W/AXVNRXFW/9sapH0ZRbHT7Hwt5EuWdArugA4\nDdsBzC+jYvSb0MJxDrZ1oB7xOJ7JnKUK2xdRN8rpphZ1TOyV4t2okPEC1A13PradHqDOpWK9TDO2\n+fKO5ABiSuoHeqI0w9+z7QyUIorNbdlrC3JAipv1RPpQd/E2nafuIvb134DEW3+NH/HW8cgxuhSV\nP4wi72K0YBaKMgb6YzvEt5ZhqAxicWM7vOFxPJNLrCTHF5TYN8We5AP9RqDUR//2/kEEDkODKXdC\nbeazUNjaK5bFu72yzZKgjO4N73UX/WibzvOmh2XBiGw7MNvCeysepJzOWwLbhWMXNDA3sWD0wOge\n6TF9tiF5q2sjKtptqv/riyTvZ6/zUGGqBy5B+fG/otTeBqSwZy1BiDQ4sK+jB4dVd2VQRvfEx2iV\nCEqfPYVtbRpIp2gXdL+cjL63B8iL0mOPavE4H2oMcjzCPMinUMraitlIXuLmbH83VNN3Avqszo1s\nz1y0aCyKtyZyTii8r5K6iPZ9eXSKfkX+ocxFIf69zazxiceb4v4oh38AWknfjuT+LburvHEp6vgK\ndQ7DsmObGtjiVRn9JfzVXfRBNVjfRk7tqdgWNv8S2BnjcQg1DAOuIn/gr4Ac/vuM7JmdbeFZcnP2\nvqeRPaAo4+PoeiuK7loqkXuhF/osVkP6W7egZ9vO+Lo/JTJWIS/63Aqlq4r1M7FTV+ZD8yq4iXKb\n8Eb4dogs0mdVLfmWsgVPo2jjc/jRcikyDB91FzOQRtmd6LwG28/JYtRJR0yhHNEbjI+yBw+p6sCw\nbNsy28L7RM5Eyt9Xr+xYNDxGipZCK7Gh5POYTsNm5EDA2+gR86F5FQQRwu7Ah8i736j+r5tj0SXz\nPLlCcwOwH7aFzaEWpjguwgNNKAr6HLJpWeBFQ3tOQymyB9B5vTLSCYvN8OzVfD5UBV2Qkx2Yhe3z\nxVuqGiRb4lmJ3ANLU067fkrk4cteboJF7kYh17HIvm8gj9pyOKWX0SPhprgFurg83RQ3RaMPeqFB\nkOuhgusjDG0agjoXws3Z+jPqh0QSN8v2JyLhxDlWBiFnfygSAH0A+9X90WhR9BqKYgUsR494YQzt\nzzs7KKo1ZUaj7yvct/dDNaHfMrLnISTPUUxV/wKbVHVgb+Bs8pTiFsD3yFW4E5ox+HXyeYy7owXA\nL2IZ4NEpmknb4s8Z2N4UH0E6QD9CBZfPU23nwmYMfm+Kk5CmxM3kzuLj2LS+g27S62Q2FCfRW35G\n3vgJGg8RbkC7AddjK4ExG0UYLSPDtXRDs8/WJB+L0ordA98jXZHuVtHhvwg73aJpaFHU0bGYTEeL\n+xAdGoDaz72Lk8ZmQ2BzdI3dT7nUwVpHzYRz0YiPxmz7Oiq+tmQtpLkRRo+sBHzfzhyXhGK44gls\nWS/zBP6c/rsp16L1I37nUpFZlAUSu2Gv5XIvkprwRHAUn0MpmLuw1eBZGY3QeAOlhW7GVtzWIzeh\nVHUzul+fgr20g0cl8s6G9zmInynvIwXi99DKfm62zaesTGxFd6SZ4oGrKD9cl8R+zMf1aJX4GCqM\nPREJS1pxFXZRqnpUFZ5bFqPfi86dwJLYCyVeCfwNqZKfkG3Hm1qUf0ehuHoxFD224hHU7blYtn3T\n2B5QBP0xlAoO9/F3De3ph8ocpmTbeZTPdQvORsX6I1DE+i+okzCx4Cx0p8hTobV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