{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Reading data sets\n", "- IC50\n", "- Genomic Featuers\n", "- Drug Decoder" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline\n", "matplotlib.rcParams['figure.figsize'] = (10,6)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# let us import some functions\n", "from gdsctools import IC50, DrugDecode, GenomicFeatures\n", "# and data sets\n", "from gdsctools import ic50_test, genomic_features_test\n", "from gdsctools.datasets import testing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## IC50" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first type of data set to be used in the anlaysis is the matrix of IC50. There is a test file called **ic50_test** that gives the location of such a file\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "ic50 = IC50(ic50_test)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of drugs: 11\n", "Number of cell lines: 988\n", "Percentage of NA 0.20656974604343026\n", "\n" ] } ], "source": [ "print(ic50)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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g5i7ayIYdlRS+OJ+cLNi4q4qZEwYyWxP+RUQ6BYWzdvL8qs1U12mjc2mbgQV5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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = ic50.plot_ic50_count(marker='o')\n", "title(\"Count of valid IC50 values per drug\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = ic50.hist()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "drug_to_drop = ['Drug_999_IC50', 'Drug_1047_IC50', 'Drug_1049_IC50',\n", " 'Drug_1050_IC50', 'Drug_1052_IC50', 'Drug_1053_IC50']\n", "dummy = ic50.drop_drugs(drug_to_drop)\n", "data = ic50.hist()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Genomic Features" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f = GenomicFeatures() # default from the package" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is equivalent to " ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f = GenomicFeatures(genomic_features_test)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Genomic features distribution\n", "Number of unique tissues 27\n", "Here are the first 10 tissues: myeloma, nervous_system, soft_tissue, bone, lung_NSCLC, skin, Bladder, cervix, lung_SCLC, lung\n", "MSI column: yes\n", "MEDIA column: no\n", "\n", "There are 47 unique features distributed as\n", "- Mutation: 47\n", "- CNA (gain): 0\n", "- CNA (loss): 0\n" ] } ], "source": [ "print(f)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that this GenomicFeatures matrix must have 3 special columns\n", "to provide the sample name, Tissue Factor Value and MSI factor value. \n", "Then all features." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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TISSUE_FACTORMSI_FACTORABCB1_mutABL2_mutACACA_mutACVR1B_mutACVR2A_mutAFF4_mutAHCTF1_mutAHNAK_mut...BAZ2B_mutBCLAF1_mutBCOR_mutBCR-ABL_mutBLM_mutBMPR2_mutBNC2_mutBPTF_mutBRAF_mutTP53_mut
COSMIC_ID
683665myeloma000000000...0000000000
683667nervous_system000000000...0000000001
684052soft_tissue000000000...0000000011
\n", "

3 rows × 49 columns

\n", "
" ], "text/plain": [ " TISSUE_FACTOR MSI_FACTOR ABCB1_mut ABL2_mut ACACA_mut \\\n", "COSMIC_ID \n", "683665 myeloma 0 0 0 0 \n", "683667 nervous_system 0 0 0 0 \n", "684052 soft_tissue 0 0 0 0 \n", "\n", " ACVR1B_mut ACVR2A_mut AFF4_mut AHCTF1_mut AHNAK_mut ... \\\n", "COSMIC_ID ... \n", "683665 0 0 0 0 0 ... \n", "683667 0 0 0 0 0 ... \n", "684052 0 0 0 0 0 ... \n", "\n", " BAZ2B_mut BCLAF1_mut BCOR_mut BCR-ABL_mut BLM_mut BMPR2_mut \\\n", "COSMIC_ID \n", "683665 0 0 0 0 0 0 \n", "683667 0 0 0 0 0 0 \n", "684052 0 0 0 0 0 0 \n", "\n", " BNC2_mut BPTF_mut BRAF_mut TP53_mut \n", "COSMIC_ID \n", "683665 0 0 0 0 \n", "683667 0 0 0 1 \n", "684052 0 0 1 1 \n", "\n", "[3 rows x 49 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f.df.iloc[0:3]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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ib1Q8cDRwDDDO+Xk0xsLSVbI4Niaq9nM4iB+Aqqqq8radTpuyDGB22oxemEKQh4D9fVy9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1VNq3JtdP5QfmbAVMi4i+3E9al9vupPJnLrI7ut993Q5pCvBu4FxJd0XEOX08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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = f.plot()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "groups = f.df.groupby('TISSUE_FACTOR').groups\n", "to_remove = []\n", "for tissue in groups.keys():\n", " if len(groups[tissue])<40:\n", " to_remove.append(tissue)\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ovary 43\n", "large intestine 50\n", "breast 52\n", "nervous system 56\n", "skin 58\n", "lung SCLC 64\n", "lymphoma 69\n", "aero dig tract 79\n", "leukemia 82\n", "lung NSCLC 111\n", "dtype: int64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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vtH5uLXyUo8pixRF/pDbm1Con7d4FWrGWpGxrf7B5S/OGrBFZUxy+Vk/1fLQq\nep8TgSqLvMOAxcB7AJ+Z4TvT4xJ9rcxwb2xv2/SbNfG/r9qSuANYk+58lEom/YOk+oSKYHCEG66+\npF+/c8oDOZNdoitGKMdlAWXA004GbVjV0BoqDdUB+Vg9vADse3NffXha+LDn9SEJ4FonAlUWeQW4\nFGvia+vCAs/YgjzXBCdiq+R4tyGx7bdr488+taHtx8CLNXXxeLpzUirZtHhXvZrd2z5vjNf76U/k\n5c0Z7PHqtvIqmebgcPFuexWYRIfivXlz865Ec6LB5Xf19X0I7opWRVc5FKsEKAXe9rpwXTrJu9Ch\nuMphO/aZhj/G4v/8c13rbcCTNXXxfenOSalU0eJd9VoVweBA4BNn5OYuOScUPsUross/qmSbi7U0\nndPe5jB97/5h/pIkXK+n2Ak40ttcWeT1A1cAHwDmqmm+mXnZMtiJ2Mo5TS1m36Nvtq5+cG38zuY2\nHqmpi+uEVNXnaPGuep2KYFCAmT6RK6/MyyuflJWtt71VqsyKFUc8kdqY08vSbcRqD3HZnwFo3tJc\n38eL95ujVdHtRz/smMwHBgIbhgclUJHvnudQXOWAljYT/0d922sPROP/s32f+d+auviWdOekVLpo\n8a56lYpgMABcBpx2aiAn+ySff0S6c1J9Sg7W+uAvOhm0YVVDPFQaehMYBhwYadz31r4NodI+2zWz\nBljhRKDKIu8A4CNYy01y7UzfGX6PZDkRW3VPW8IkXn6v7Y1fvxr/3cYG88uauvjb6c5JqXTT4l31\nGhXB4CisiWsDgbdXNu0xTzfteX1hMDThlEBg1gCPRwt5lQpzcLh4t60GiuhQvO/fuH97oiWxx+Vz\n5SbhepnuumhVtO3ohx2TC7Haklpmj3YPnzDIpav4ZIC177fV37cm/pfXtyV+CrxeUxc/pHVMqb5I\ni3fVK1QEgxOArwCNWC0GALSBeaSx4bVHGhteOyUQGFWRk1s+0ustEl3cXSXPXOD7SYj7Fl31ve+M\nv+Mf4u9rrWG/jVZFHZkYXFnkHQ+UA/UCVE32LnLp34e0qt+V2HJ/NL7yxU1ttwP/qqmLO/UmTale\nQYt31VvsBtYBhVhb1b9Ph95ggBf37t344t69D47z+fovCoZOGe/3l3pEvGnIVfVus2PFEVekNpY4\n+qHH5R3780F97y1bW+r7WPHeBHzZiUCVRV4P8DGsvx+maop38pBc10gnYqvj935TYudDr7U+/9f1\nrbcBz9RcwMSxAAAgAElEQVTUxZ3eM6Fb8m98xFu/fLEuRanSTozRu1Cqd7AnquYDZ2Ktt22ArVhr\nNh8iz+3OOicUmnZyVnZZtssVTFmiqi+YFqmNveJ00FBp6GtYbWG72x/Lzs8ePPi8wZ9x+loZ7GvR\nquh3nAhUWeSdB3wcqM/LFv/PFmddl+2VHCdiq2PX0GyaHq6L//v3sdb/ak3wWE1dfE+6c+oo/8ZH\nxmKtInUW8MX65YvvSXNKqo/T4l31SvYykXOx/th6sZZ/a+rqWK+I6+xgcNLMQGBWf7dnaArTVL3X\nFyK1sR87HTRUGlqMNbFyY8fHRy0b9RWX15Xt9PUy0HpgYrQq2u0R2coibwj4HtYbof1fn+s/c/pw\n96zuxlXHbn+raf77+tbob9fGf9HYwh9q6uJOrRzkiPwbHxkI3AR8Bui41PBfgU/XL1+8IS2JqT5P\n22ZUr7SysfED4PcVweCjwCnAOVij8rux1oY+IG5M4s8NDWv+3NCwZnYgJ39ubm75cI+nUNteVTfM\nARwv3oE3u3qwdWfrBt9gX3ESrpdpPu9E4W6rxHpjv3/KUNfA0qGuMofiqqNoTZi25ze2xe5bE79/\nyx7z65q6+KZ059QuUFgmnn7DpgTGz/qBf3hxubg9Xb0pPgtYm3/jI18F7qxfvlhHQVVK6ci76hMq\ngkEP1u6JlcBYYD9d9MW3K/b7By4MBk8Z5/NPdovom1x1vLYDgyK1MUf/wIZKQ9nAT4BNdJi8mndG\n3inBScGznLxWBno0WhU924lAlUXeMUA11r9j251nZ10xKuw6yYnY6vASxpjVWxLr71sT//ObOxK/\nANZl0goyuZPm5+dMmPt9/8iJi12+7MAxnvYs8Kn65YvfSGZuSnWkxbvqU+y++HFYIyfTgTasvvgu\nJyENcnsC54RC0ydlZc3Mcrm0F1Ydj5MjtbGo00FDpaFvAGGgof2xQEFg2KAlg652+loZpAUoiVZF\nu10gVRZ5XcBXgeHAtgsneIo/Ntl3SXfjqiNbt71t02+i8cdf2Zy4A3i1pi7u9ITuExYoLBuUM+n0\nb2SNLrncnR0Kn0CI/Vg7/f5YR+FVKuiIoupTVjY2GqzWgzcrgsEhwDzgDKz/F94H9nU8fltb695f\n7tzxtF/kuSXB0MnTA4FZYbd7UKrzVj3SHMDx4h1YhXUH6UDxvnf93i2m1TSLR/xJuF4muM2Jwt02\nHRgPvB3w4jm/2Nvb71ik1XuNiW0Pro0/t7K+7cfACzV18YxZrSVQWBYKFJ16fd6Ca671hAYO6Uao\nLOBHwLz8Gx/5eP3yxTscSlGpLunIu+rzKoLBXGAWsARrRHMXHTbCOeT4nNxxp+XklA/1evU2uzqS\nhyK1sYudDhoqDU0AvkinSavDLh/2H76BvkKnr5cBNgPjo1XRbq9AUlnkDQDLgWag6cvlvrmnjfHM\n625cdaid+0zDH2vj//xTbettwMqauvjedOfULlBYlpU1dupl2fmlN3nzRuQ7HP4d4JL65YuTsVGb\nUoCOvCvFysbGPcDfK4LBfwCTgXOxJrfuBbbRaWOclU171q9s2rN+kj9r8JnB4KyxPl+JW8Sd4rRV\n5puTpLgbALE/DvxutrzfsqGXFu9fcaJwty0CcoEdhXmu8KxR7tkOxVW2vXGz79F1rav/97X4T/e1\n8n81dfHDDoSkWqCwzOMfETk7PPuyb/sGj50o4krGqgSjgafzb3zk/wE/0jYalQw68q5UJ3Zf/His\nF/opWP3wW4HWro4f5vHkLgmFZkzwZ83wu/rEcn3q2BVHamN1TgcNlYa+BWQDB4ranOKckQMXDvyU\n09dKs+eiVVFHCuzKIu8w4NvAe0DrrWdlXVSQ5+pLm1slVUubiT9V3/b6/dH4r7bvM7+tqYtvSXdO\n7QKFZeIdOPqU7HEzf+gfNn6muD2pGrh8GNA2GuU4HXlXqhO7L74OqKsIBocBp2P1xruw+uL3dzx+\nc2vrnrt27FgZEHlmSSg8ZVp29ilBt3tAqvNWGWkO1u+S01YDC+lQvDeta3pvwIIBcXH3ml2DE8B1\nTgSqLPIKcCnWxNfWhQWesVq4OyNhTOKf77atu29N/Hfv7Db/XVMXfzvdOXUULF1UHJx6zg/9Iyec\n4fL6Uz0n5BxgVf6Nj2gbjXKUjrwrdQwqgsEQMBs4G/u2Ox0mDHYkwBm5ueNPzcmZNdjjzU9ZkioT\n/SZSG7vc6aCh0lAJ8Hms/toDhn9s+BXevF4zF+Pn0aroUicCVRZ5Twa+BLztdSF3V2Yv7Z8tOvG8\nm157v23DfWvif3ltW+KnwGuZtOxjoPjUYbkTT/9O1qiJF7qycnPTnE4c0DYa5Rgt3pU6DhXBoA+Y\nitUXPwxr19YP6NQX3640K3vYGcHcWWO8vokuEVfqMlUZYlOkNjbK6aCh0lAIuI1OxfvARQPn5BTl\nVDh9vTTYCRRGq6Ld3nGzssjrx2qXcQENy2b4ys4q8Czsbty+bMOuxJb7o/GVL2xquwN4uaYu3pbu\nnNoFCsv6ByJzbsgePflKd27/TLsD+jBwRf3yxbvTnYjq2bR4V+oEVASDLqAYayR+Ih/2xXf5IjbK\n6w0tDoZmFmdlTfOJZKUuU5UBTorUxhxvJQiVhr6L1frY1P5YzsSc0QMXDPyE09dKg2ujVdE7nQhU\nWeRdBFwMbBgelMDtC7Ou83v0/8ETsa0psfOh11tffOzN1h8DT9fUxZ3a7bbbAoVlOdkFZVdmjZn8\nZW+/oSPSnc8RxIBz6pcvXp/uRFTPpcW7Ut1UEQyOxFor/jSsrpmtWEvRHSLocvnOCYVKp2Rnl+W6\n3P1TmKZKn09EamO/cjpoqDR0CdZ8jPfaHxOvuEctHXWjuHv0rsBrgKnRqmi3R3Mri7wDsJaG3Aa0\nfOd0f+Wkwe7S7sbtaxqaTdP/vRF/5Xevt97RmuCvNXXxxnTn1C5QWObzjyr5SPbY0m96B44ZL5KM\nBWQctx34SP3yxU+nOxHVM2nxrpRDKoLBflgF/CIggNVO0+USdy6Qs4LB4lmBnFkDPR7H2ypURvmf\nSG3sk04HDZWGpmBN6DxovffhHx/+cW8/7xinr5dCc6NVUUeKmsoi76eBacB7s0e7h3+p3Helq4dU\nd5lgf6tpeeKt1jX3R+N3Nbbwh5q6+AfpzqldoLDM5RtSMC/7pGnf9w0tKBWXu6e1JbYAS+uXL/6f\ndCeieh4t3lXa3bn0yXOB55etmL8t3bk4oSIYzMIqGM4FBgONWCMtXZqRHRg5Pzd31iivN6KFRa/0\nVqQ2Ns7poKHSUH+sXR0P7ntfPLAipzAnWWvMJ9tvo1XRjzoRqLLIOx5ry/p6AXNXZdaVg3NcmdxO\nkTFaE6bt+Y1ttfetiT+wZY+5t6YuvvHoZ6VGoLBMPOEhJwfGl9/qH150mnh8PX11pR8AN9YvX5xI\ndyKq59DiXaXNnUufzAHuAj6Ktfzir4EfL1sxP5bWxBxSEQy6gQlYO7cWYbXSbMVaAu8QY32+fmcH\nQ2Xj/f6pXhFf6jJVKTAqUhvb5GTAUGlIgO9j/T7ta3889+TcsQPmD/iYk9dKkSagOFoV7fa/U2WR\n1wNUAyFgxyemeKecH/Ge2924vV3CGPPqlsRb962J16zbkfg58EYmrSCTO2l+fiAy93tZoyYucfmy\nA+nOx0F/Bj5av3zxvqMeqRRavKsUK8kvDwHBq878ZsDtcv8BmNTpEAM8Cty6bMX8J1KeYBLYmz6N\nBhYA5Vg/41as26aH6Ody+88JhaZNzs4uC7hcodRlqpLoskht7H6ng4ZKQ5djtWptbn/MleXyjrx6\n5I3i6nGrG30tWhX9jhOBKou884CPA/V52eL/2eKs67K9kuNE7N5q3fa2d++Pxh//9+bEHcDqmrp4\nxowEBwrLBuVMOv3rWaMmXe4OhPulO58keRZYoivRqGOhxbtKmZL88nHAdRNGzSwpLz673OP2HG3F\nh1eBW4EHlq2YH09+hslXEQwOAOYCZwJ+rL74pq6O9YBrUTA0oSwQmJXn8QxPYZrKeb+I1MY+7XTQ\nUGloGrCMTq0zIz4x4lOesGek09dLovXAxGhVtNurl1QWeUPA94DdwP6vz/WfOX24e1Z34/ZW7zUm\nPnhwbfzZlfVttwHP19TFM+ZvbaCwLBgYX35d1pjJ13tCg4akO58UWA2cVb988fvpTkRlNi3eVdKV\n5JcLVsFaNWfiuQWRkdNnH2dr93vAT4AVy1bM35mMHFOtIhgMADOASiAPqy/+sFtolwcCY+bl5s4a\n4fGOF+2L74lqI7WxiNNBQ6WhAVg9swcV74POGXR6YFxgttPXS6LKaFX0YUcCFXkvx9oRedOUoa6B\n35jr/4y7592FSLqd+0zDn2rjL/+5rvW2hOHJmrr43nTn1C5QWJaVlV96WXZ+6de8A0aOTXc+KbYO\nOKN++eJ3jnqk6rO0eFdJVZJfngVcJsjcs6d/bOKogYVTuxGuCfgVcNuyFfPfdCTBNKsIBj1YrUPn\nAOM4Sl98oc+ftygYPKXA75/iEenpE7X6mqGR2thWJwPafe+3Yv3e7G9/PFgaLMibm3eZk9dKokej\nVdGznQhUWeQdg9Xrvglou/PsrCtGhV29ZcdZR+yNm32Prmtd/b+vxVfsa6Wmpi6+K905tQsUlnn8\nIyILs8ZO/a5v8NiJIq6+OlCxCVhQv3xxbboTUZlJi3eVNCX55XnAZ70ef/65M68sGxgaVuRQ6ARQ\ng9UX/4xDMdPK7osfC5wFzMTa7Gkr1uZPhxjgdmefEwpPL8nKmpntcqV76291bC6O1MYecjpoqDT0\nCaAM2NL+mCvg8o28auSNPeAuTQtQEq2KvtHdQJVFXhfwVWA4sO2iCZ7iKyb7Lulu3N4i3mbiT21o\ne/3+aPxXH+w1v62pi285+lmpESgsE+/AMWXZ42b80D9sfJm4PT15nwKnbAMW1i9f/Eq6E1GZR4t3\nlRQl+eUjgC8Gs/vnVc785BnB7P7JWqLtZayRx98tWzG/NUnXSKmKYHAQ1m3/BYAX6494l7e0fSLu\nxcHQpBmBwKx+bndf6AntyX4SqY1d53TQUGloBvAZOve9f2rEVZ5gxs+V+H60KnqDE4Eqi7wzsfr/\n3w548dx1TvayoF966+TGY5YwJvHyu23rfr0m/vt3dpv/rqmLv5XunDoKli4qDhSd+gP/iAkLXF6/\nP935ZJidQEX98sWvpjsRlVm0eFeOK8kvLwI+P6Tf6MCiqZcvyfIFUrGT6DvAHcBdy1bMb0jB9ZKu\nIhjMAU7B6osPA7vsjy7Nyck5aU5O7qxhHk9B5g+49knRSG3sZKeDhkpDg4Hv0mmzpsHnDj4ze2x2\nJk/UfA8oilZFu9zI7HhUFnkDWDupNgNNXy73zT1tjGded+P2dK9va9tw35r4Y2vfT9wJrM2kZR8D\nxacOy504/9tZoyZd6MrKDaY7nwy2DZhXv3zx6+lORGUOLd6Vo0ryy2cCS8cNLcmaN+n8c70eX6rX\n4m0E7gZuX7Zi/oYUXzspKoJBL3AyVhE/BmtN7/exlpw8xAS/f9BZwdApJ/l8J7tF9PZz5jDAwEht\n7LATk0+E3fd+O9ackAOrtYSmh4r6z+5/qZPXctgV0arofU4EqizyXgAsBt4pzHOFv7fAf63H1Xd/\n9zfsSmy9Pxr/xwub2m4D/lVTF8+Yu5KBwrL+gcicL2eNPvlqT27egHTn00NsBubWL1+8Lt2JqMyg\nxbtyhL2izCLg0sljZ+fMLFxQ6Xa50/ni2Qb8AfjRshXzX0pjHo6x++ILgIVYO7jGsfriu3xhHuLx\n5JwTCs2Y6M+a4Xe5etOGJj3ZeZHa2J+dDhoqDV0FlGK9qQPAHXRnjfjkiBsy9C7Mc9GqqCOr4VQW\neYcB38YayW+99aysiwryXBOciN3TbGtK7Pzd660vPvpm623AUzV18W4vvemUQGFZIHvcjE9l5U/5\nirffsJ60jGmm2AjMqV++uD7diaj00+JddVtJfrkHuBQ4c2bhgn6lJ81ZkmET5Z7H2kb+T8tWzM+Y\njUe6oyIYHArMByoAN9at1S5358sW8SwOhU6enh2YFXK7B6YwTXWoWyO1sS86HTRUGjoFuJrOfe9X\njljqyfVk2lyIBDA9WhVd1d1AlUVeAT6HtYPxloUFnrHXzPD1xN1lu6Wx2TQ9/Eb8ld+93vpfrQke\nq6mLN6Y7p3aBwjKvf9Skj2SPnXqLd+CY8Zn10tDjvI1VwDu6W7PqebR4V91Skl+eDVwFTJtReEZw\n6klzz8uwwr2jt4DbgF8uWzG/y42RepqKYDCItWvrEiAXqye+yx36BJifm1s4O5Aza4jX29fWTs4U\n/47UxqY7HTRUGhoG/Ced+97PH7woe0z2TKev100/j1ZFlzoRqLLIezLwJeBtrwu5uzJ7af9sGeRE\n7J5gf6tpeeKt1uhv18bv3t3M72rq4h+kO6d2gcIyl2/IuDnZJ03/oW9owRRxud3pzqmXiAHl9csX\nZ8wSnyr1tHhXJ6wkvzwX+DwwdnrB/OC0cfMu6CHr8u4Cfg7817IV899NdzJOqAgGfcBk4DxgBNbq\nNNs4TF/8yVlZQxbkBmeN9flKXKIb2KRQG5AXqY05Oqk6VBpyAf+F9bt9YHnRcFl4Qr9Z/S5y8lrd\ntAMYH62Kbu9uoMoirx+rXcYFNCyb4Ss7q8CzsLtxe4LWhGl7YWNb7X1r4g9s3mPuramLbzz6WakR\nKCwTT3jIyYHxs37oH148Vzw+3Y/CeSuxdmLNmN1wVWpp8a5OSEl+eQ7wBWDM1HHzgtML5l/oEldP\nKwLjwINY68V3+xZ+JqgIBl3AeKz5B5Ox1tHeilU0HmKExxtcEgrNjGT5p/vElZW6TPu0syO1sUed\nDhoqDX0Ga8Ovbe2Pefp7ckZUjfiS09fqhmujVdE7nQhUWeRdBFwMbBgelMDtC7Ou83ukV/8OJ4wx\na7Ym3r5vTbzmje2JnwN1mbSCTO6k+WMCkTnfyxo18RyXL6DzbJLr3vrli6vSnYRKDy3e1XEryS8P\nYPWZnlQ6dk7OjPFnXNwDC/fO/oHVF//IshXze8X/FBXB4AjgdGAO1ujk+3TYhbOjXJfLuyQYmjI1\nO/uUXLc7L4Vp9kXfi9TGbnQ6aKg0dCrwKTr1vY+8euQydyAj5jqsAaZGq6JdvpE8HpVF3gFYS0Nu\nA1q+c7q/ctJgd2l342ayN3ck3r1vTcvjr2xO3AGsrqmLZ8z8nUBh2cCcSfO/njWq5Ap3INzn19ZP\noW/UL198S7qTUKmnxbs6LnaP++eAcZPzT80uKzrrEpe4elMvYx3wY+DeZSvmdzkBtKepCAbDwGys\npfSysVoXupzQ5gJZkBssKs/JmTXI4xmdwjT7khcitbFyp4OGSkMjgVvoVLwPuWDIkqxRWdOcvt4J\nmButij7tRKDKIu+nsVZceu+00e7hXyr3XZW5U226Z3NjYvuDr8WfffLtttuA52rq4hnTKhEoLAsG\nxpdfmzVm8mc9oUGZNjG6r7iifvliR5ZcVT2HFu/qmJXkl2cB1wNFJWNm+WcVLbzU1XsnIX0A/Ay4\nc9mK+VvTnYwTKoJBP1bBUwkMBfYA2zlMX/y07Ozhp+cGZ432eidoX7yj4kC/SG2sy11zT1SoNOQG\nfoL13/TA8qH9yvuVhGeGP+LktU7Ab6NV0Y86EaiyyDse+BpQL2Duqsy6cnCOK1k7OKfNzn2m8U+1\n8Zf/XNd6W8LwRE1d3NHfl+4IFJb5s/JL/yM7v/Rm74CROvk9vVqA0+uXL3423Ykkk4jsMcbkishw\n4A5jzIXHce7ngF8YY7r9/5CI5APlxpj7D/P8MOAuY8wSEbkM+HKHp08GphpjVovIJVh/x9zAI8aY\nr9jnXws0GWP+54h5aPGujoVduF8LTJgwaoZrdmTJZa70ruOeKs3A/Vh98WvTnYwT7L74CNZI/ASO\n0hc/xusNLw6Fyor8WVO9Irp9uTMWRGpjjzsdNFQauh4oxCrgAfAO8gaHXzb8C05f6zg0Ye2k2u3J\n4ZVFXg9QDYSAHZ+Y4p1yfsR7bnfjZpK9cbP/sTdbX31wbfyn+1p5uKYuvjPdObULFJa5/cOLz8oa\nO3W5b/BJk8TVIxYo6As2A6X1yxdn/ECTiLiNMcfdOtdevJ/gNeuB6caYQ1ZjOt58RGQe8CVjzJLD\nPP8D4FljzJ87PV4C/NkYc5KIDABWAdOMMdtE5B7gXmPMEyISAJ4zxhyxDVBH09RRleSX+4FrgAnD\n805qKi8++5I+UrgD+IFPANE7lz751zuXPnlmuhPqrpWNjYmVjY2vAT8AbgZeBIYDowBf5+M3xOO7\nf7p9+99u3rL51ueamv66N5HocilKdVzmJCnuq1hLhh4Q3xZvbNvXls4C8DtOFO622cBIYEdetvgX\nFnjOcChu2sXbTPzxt1pfvfYv+7/2q9Xx8x98LX5vphTugcIyCZ9yYVmo7IJ/hGZ+5M/+oQUlWrhn\nlGHA/fk3PpKSO+Ei8icR+beIvCYiV3d4/EwReUFEXhGRh0Qk1368XkS+LiLPAheJyBQReVFE1ojI\nH0WkfxfXGGvHellEvtXh8XwRWWt/HRCR/7XjPCgiL4nI9E5xrsd6fVspIivtx/aIyC0i8hIwy87t\nZRFZKyK/aF/uWkQKRORxEXnV/pnGYc21OU1EVovI57v457kAeKyLxz8KPGB/fRLwhjGmfXGBx+3z\nsO8O1IvIEZf47SsFmDpBJfnlPuAzwKTcrH7vL5hyyVUet7dXr+hwBGcCZ9659Mm1wK3Ab5atmN+S\n5pxO2MrGRoO1LvgvK4LBPwGnYe3emoU1crun4/ENiUTLb3btfPG3u3a+tDAYmnBKIDBrgMfT69oV\nUmRukuLWY22CdJD4jvgG9wj3IS+QKbAeayJ4t1UWeUPAJcAWgGtn+uZmeyXHidjplDAm8fK7bW/e\ntyb+uw27zS9r6uLr051TR7mTzxofnHrOD/wjJ5zp8vr76t/+nmA+1pyXr6XgWp80xuwQkWzgZRH5\nPdZWIjcBZxhjmkTkBqwV6don1O43xswGEJE1wHXGmKdE5BbgG1hz6Tq6HfiZMeZeEVl2mDyuAXYa\nY04WkUnA6s4HGGPuEJEvABUdRt5zgLXGmK/b+bxujLnF/vrXWPumPAz8BlhujPmjiGRhDXjfyGFG\n3kVkrJ1PVzsbXwK03yV8Eyi2W3A2YS3x3HHg7F9Yr8f/PMzPrSPv6vBK8ssFuByY4nZ5Ni2Z8fGL\ns305uhKJtRzfL4ENdy598uY7lz45IN0JddfKxsYdKxsb/4z1x7a91y4fOORnawPzSGPDazdv3XL3\nvTt3/PKdlpaY0f674zUzVhxJRgvSu1j97geNwDVvbq5PwrWOxeejVdGuXshORCXWC9z+0qGugaVD\nXWUOxU2b17e1bbj5yea7v/1My4UbdpubMqlwDxTPHjr4gpvu7l/xyX9ljy2t1MK9R/hq/o2PnJ2C\n61wvIq9i3bUdhdWqdwpWG+ZzIrIaqALGdDjnQQARCQP9jDFP2Y/fQ9d3Ik/lw5HqXx8mj9nAbwGM\nMWuxVrQ6Fm3A7zt8X2GP2kex3gRNFJEgMMIY80c7/v5j6JkfRoeletuJSBmw184RY8xOrEHRB4Fn\nsAZdWjuc8j7W3YLD0pF3dSQLgXnA22dP+9jifjkDdWLSwYZijSp89c6lT94D/HjZivlvpDmnblnZ\n2LgPeLoiGHwOmAicg/WHeT/WH5SDRnVf3Lt344t7924c5/P1XxQMnTLe7y/1iOimLEeXBZQBjqy+\n0q5hVUNrqDRUh/XGa0f74/vW79sQnh528lLH4tFoVfRhJwJVFnnHYC17ugngyqm+RW5Xz51E/c7u\nxNb7o/Gnnt/Ydhvwck1dvPWoJ6VIoLCsXyAy58t5Z3z6ak9uXiYsMaqOnQC/zr/xkan1yxdvSMoF\nrJ7vM4BZxpi9IvIPrL9nAvzdGHO4ieknsqv50QaFTrR1a397n7s9ov5TrJ74jSJSzYc/z/HaZ5/b\n2aV8+EYEAGPMw1ij+9itRx377rPsWIfVY//4qeQqyS+fgvULt3HuxPPKRgw4KROWmstU2cBSoPbO\npU8+fOfSJ+elOZ9uW9nY2LaysXEN8B2sCYKvYPUad9kXv76lZedPtn/w6De2brn1pb1Nj+9LJLpc\nilIdJGV9782bm3clmhOO7up6FC3AZ50IVFnkdWHdAdwLtF00wVM8Kuw6yYnYqfbB3sSuFf9qeeza\nv+yven5jW1VNXfyFTCncA4VlgQELr722//yrorkT5v0/Ldx7rDzggST2v4exWkP2ikgx1og7WKPw\np4pIARzoRx/f+WRjzG5gp4icZj90BfBU5+OA57BqEIDLDpPLs1gbtSEiE4CSwxzXCAQP81x7sf2B\n3aN/oZ1nA7BJRM6z4/vtyaRHivUG1sDJAWKt1HYR9h2CDo8Ptj/3x2r/ubvD0+OBIy6QoSPv6hAl\n+eWjgWXA1pPzT80vHjmtx0/STBHB6pVbcufSJ1/B6ot/cNmK+Rnx4nwi7L74euAXFcHgH7B6tc/E\nKuA/oNNoys62tv337Nz5nFd2vXB2MDhpZiAwq7/bMzTVefcQc4H/TELct+hixCq+I77BP8x/uBc3\np90WrYqucyjWdKwXs7cDXjznFXvPcihuyjQ2m6b/e6P1ld/H4j9paePRmrp4xry5DRSWef2jS87r\nN+dj3/IOHDO+fbKe6tFmAV8BvpuE2I8BS+2+9Tqsoh171ZSPAw/Ih6uS3YRV0HZWBaywi+G3sBaF\n6OyzwP0i8lkObnHp6KfAPXYuq7DaZrpaUOEXwKMistkYU9HxCWPMLhG5C4hivda93OHpK4Cf2335\ncawifA3QarcN/coY8+MOsZpEZL2IFBhj3rQfngNsMsa81Smn20Vksv31LcaYjv9OpwLfPMzPDOhS\nkaqTkvzy/sDXAfeogYXuhaWXXel2ew4ZaVXHbBPwX8Avlq2YvyvdyTihIhgMYI22nAP0x/pjedhV\nMWzgksMAACAASURBVGYHcvLn5ubOGu7xjNe64CB7sdZ7d3TTnVBpyIv1oraZDm1O/ef2nxoqDZ3j\n5LUO4z2spSH3HPXIo6gs8gawVndoBpq+XO6be9oYz7zuxk2V5lbT8sTbrWsfiMbv2t3M72vq4of0\nw6ZLoLDM5Rsybk72SdN/4BtaMFVcbr0T37u0ADPrly9+Nd2JJIuIuAGvMWa/vRLME8B4Y0zaFpIQ\nkfOxloC86QTPLwW+YIy54ojHafGu2tlLQn4FGBnw5W6/ePb1S7N8gXSsUNEb7cGaCHrbshXzO78D\n75EqgkEP1m3KSmAsh+mLb1fk9w9YGAzOKvD5J7tF9K6fZVakNvai00FDpaEbsCY8HXhTlTUya8CQ\nC4dc6/S1unBFtCrqyI6PlUXeC7D2I3inMM8V/t4C/7UeV+b/7rQmTNsLG9vq7lsTv3/zHvPrmrr4\nO0c/KzUChWXiDg2elDO+/Ef+EcVzxePTwZneazUwo3754h579/dI7EmlKwEv1p3vG4wxj6Y3KxCR\nK40xdx/9yC7PXQCsM8bUH/E4Ld4VQEl+uQu4Eut224Zzy646d1j/MVPSnFZvlAD+BPxo2Yr5z6c7\nGSdUBIOCtW7tQqwWhzasTZ+6HFEe5PYEzgmFpk/KypqZ5XL1+KX+uunGSG3se04HDZWGzsJamuyg\nonHUNaO+6PK5Tmijk2P0XLQqOtuJQJVF3mHAt7FG8ltvPSvrooI81wQnYieLMYZXtybeum9N/OE3\ntidWAHU1dfGMeZHNmTB3dM7Eiu9ljZxY6fIHAunOR6XEzfXLFyejPU+lkRbvCoCS/PLFWC/2b08d\nN694ZuEZF6c7pz7gRay++D8sWzH/uHecy0QVweBgoAJrNQIP1kh8l7Pm/SLuJcHQydMDgVPCbvfg\nFKaZSf4SqY0tdjpoqDRUAHwVax3/A4Z+dOiF/iH+iU5fz5YApkeroqu6G6iyyCtY6z4XAVsWFnjG\nXjPD97Huxk2m9TsS7/0m2vL4v95L3AGsqqmLd3kHKh0ChWUDcybOvylrdEmVOxDul+58VEq1YO2+\n+nq6E1HO0eJdUZJfPg5rp81NA4JDs8875erPeN2+7HTn1YfUY21I8d/LVszPmIls3VERDOZi3cVZ\ngrU6wS77o+vjc3LHzc75/+ydd3xT193/P0d7WPIAA14ghhAGZMQ0ljFGJmYEQ0gIMWkGJE/SuHHa\nNIE2adKhp+OpO5w0+dUtfbrSNk0KSdqGQJ+mTUyz3KbNRATjsCQbbHkPecvS+f1xZLwHtqQr2ef9\neukFvr73nK9l+d7PPff7+X7VaXFS6cIghRgqtACIST5b6tebN+1KrRws7/0K+qUxxWTFrNWkaAJV\nB/pntv22PH8MtMsgTQFwEIBdKgL5xS5lXrSSxPpjbH/jbPXWHzntfuf1S54fAXjnWJk7ZBq3qfSp\nGpU+LV+hW/GgRDuLG8enLyftBTuyhA6C4z+4eJ/mGHVmFZirWQaQxtwNX7gjOiI2LMuwTQGaAfwc\nwNP5h7Mqxto5HLBoNFIAK8A6yyWBmTRrMUL93uVyxawtGk3afJnMKGZmpOnAmuSzpe/7e1DtSu3j\nAGaiX/UFpU45a9buWZ/z91xgNeUX2/bb6ic70C6DVA6WLiMC0JK/Vpa6dZFk22TH9TdNndT18ln3\ne3862/Okl+L1Y2XusRq4BA2VPlWu0K28VakzfU06I4mfzzkAcLO9YMdIVVs4YQYX79MYXwfVA2Bd\nyioyl+1en5y0JuzKsE1BegC8CJYX/57QwfgDX168HsD1AExg+fDVGNhV7ipxEklEjla7dqlcsVYu\nEk31p0APJ58tfXLs3a4N7Urt9QD2YFDqTFJ+0pdFUr+/pw/Y9tuK/DHQLoN0O1jtZke8hqie3q74\ngkxMAtGNdkK0u2nnq+d7Pj76iftwmxsvHytzj1hpKdio9KliefySrYr5q74rm7XASEQiXt6J04sd\nQLK9YEen0IFwJk/Iu/Y5AcUElp9snxu7eJYhYeVmoQPiAGB/l/sA7CvKK34LQCGAV/IPZ4VMDu21\n4qsX/ymATy0aTRxYC+pNAMRgefEDLihVPT2tP29oOKki5K0cbaRptVK5XiMWzwh23EEiE4DfxTuA\nC8Nt7GnscchmyZb4cZ5TAA77Y6BdBukMADeBlbnEA+tk14WKcHd7aM+bDs+Z52zu39a20+eOlbmr\nhI6pF5U+lUhiEtdo1+0plMcb0ohYwq/tnMHoABxCYHpLcIIMX3mfphh15hiwP+I2qVjeuS/jwXvV\nCu1soePijMg5AD8C8Ez+4ayQeTw/GSwajRaAGSwvPgIs9WLYLqAEwHUREYvT1eq0WRKpLmhBBod6\nALHJZ0v9ejLWrtQqAfwYrNfA1bFjrotZr1mu8ecTtkzbftubkx3EZ1L9LIDVACoz5orjD5ll9wrd\nG8BLqff9Su/5353q/qO9if7iWJl72JsioYgwbdWrDRt+IE9culUkVQzXmp3D6aUNgMFesOOK0IFw\nJgcX79MQX1nI3koOVdetyM1cFGfcJGxUnHHSALbK+eP8w1khs/I3GSwajQzAKrB68fFgF5g6jJAX\nv1KhjLtOE5E2TypbJmKtp6cCKclnS23+HlS7Uvt1AFHod1OkWqSKi82J/ayfpviDbb/tVn8MtMsg\nXQzgcQB2AtCf71LcM0stSvDH2BOltNZT/uwp919tNd4iALZQKvuoWrJhTsTSTd+Sz12eK1ZoRmrX\nzuEM5ll7wY5RGwBxQh8u3qchRp05CyzX/WKsNl67e/19D4hFYqnAYXGujW4AzwN4Iv9w1imhg/EH\nFo1GBHZDuQPAMvTlxQ9biSVJKtXu0GjXLVEoVssICfcVxweSz5b6JWe8P9qV2l1gN0WXr24kIHPz\n5z5CJJNOR2kD66Q66VW8XQapBIAVgBZAw10mqenGZOkNkx13olQ0e6ufs7nfeKfC8yMA/zlW5g6Z\nJjcqfWqUaknGw4p5Kz4niYiZKXQ8nLDDC2CpvWBHmdCBcCYOz4ubZhh15jgAt4GVkMOGpTuzuXAP\nS2QA9gPYX5RX/DpYXvxf8w9nhe3d+EmXywugFECpRaNJBKsVnwGWNVMNoKv//hVud8vhhvrXNCLR\nmzu12pUmpTI1QiQO147AmQD8Lt4BnAd7//qgoO4md7lspkw/ybH/xx/C3ccGAIkA7DFKIt+2SHKd\nn8a9JuravU0vnel598S5nicBvHGszB0y5j6VPlWlXLD2QHTWvY9Ko+OShI6HE7aIAHwVAF99D2P4\nyvs0wldd5mrjk8XxK5OyUvbcLXBYHP9xBsz4+Gz+4ayQER2TwaLRRIEJ+O0AVGDpNK3D7SsCyFaN\nZkmaSp02UyIJN3FTnXy21O91uLUrtWoA/w+s4szVk/2MLTPSI5ZGTEYgXwCwzLbf1jXmnmOwyyDV\nAvgeWEnLzq9nyresiRenTXbca8HVRdtOnOv58MUz7h93e/B/x8rcw3ovhEClT5XKk5bfoNSt/JY0\nVmcgQpsAOFMBD4Al9oId54UOhDMxuHifRhh15uUAvgTADhB6W+bBezXKqHiBw+L4nxqwBj0/yT+c\nVSt0MP7AotEowIyMNwCYBcAFZvQclrVKVWJWRERaklSaLAofsbMk+Wyp3x9la1dqvwl243P1pkdl\nUCXEbo+9ZxLD7rTttx2fdHAAdhmkd4BVHqpYOUc08+uZ8s+JRcHxMnT10O7iSz2252zuXzZ34cVj\nZe6Q+XtR6VNF0lkLNqgWrPmhLE6/iojE06XvASc4PGMv2HGX0EFwJgYX79MEo84sBasuIwPQvN6w\nzWSav0GwnFJOUOgE8DsAT+YfzioVOhh/YNFoxACSAewEe4LUBZZSM2wZzfkyWdT1Gm3qYrl8lZQQ\nWfAinRD3JZ8t/V9/D6pdqd0DYBt8qXIAADFEc++f+ygRk4mkzP3Ftt+2wx+x7TJI54HlulcA8BZd\nr7gjKVIU8KZCHi/1/POy59NnT7mfr3TR3xwrc5cHes7xotKnErF21jLV4rRCRULyJiKRhfrnlhOe\n9ABYbC/YcUnoQDjXDs95nz5kAJgNwK6SRciWJq3lNd2nPgoA9wK4pyiv+K9gTZ9eFzimSXHS5fIA\nOG3RaD4BMBdANoDeFItqMCPvVS51dzcV1de9GiUS/2OnVrt6hVKZqhKJtMGNetxsBOB38Q5WX//6\nAVs88PY091RIY6TXKpS7wVLvJs0ug1QE4HawrrvevUslSwIt3CmlOFXtvfjsKfcrZfXenwE4G0oV\nZNRLM5MiTNu/p0hctkskV6mFjoczpZEA+DKAQHRc5gQYvvI+DTDqzJFgOaVNADq3rrxt8/zZyRsE\nDosjDB8DeALA8/mHs9xCB+MPLBrNDDDhuxWAHCwvvm24fSWAaLtGuzRVpUqLkUhCLWXscvLZUr/n\n6mtXarVgPQIGrC7P3D5zo9qgtlzjcN+37bc94o+4dhmk6wDkA7ikkkLy853KfI2cRPlj7OG40OCt\n/L2t+/X3Kr1PAfjwWJk7ZJqeqfSpM9TLLF9VzE05IFZFBuw94HAG0QogwV6wI2Q8HpzxwcX7NMCo\nM98OllN6OTpiVsRec/4XRTx/crpTCdbA53D+4ayQae8+GSwajRLAOrDSiDFgefENI+2fplLNtURE\nmBMk0sUhZAJcmHy29KK/B9Wu1H4XbKXt6k2Nepl67szsmdeS81oJVhpyWMPwtbDLIFUBKABLe2r7\nklmWmTFPsmmy4w6Hs9Vbf/QT9zuvXfT8CMA7x8rc3WMeFCRU+tQIpX59vnKe6YuSyFl+NyxzOOMg\n316w4ydCB8G5NnjazBTHqDMngZXcqwCAdfrrUrlw54A1Q/ofAI8X5RX/BiwvPqwrD5x0uToAvGHR\naN4BqxO/C8ACsFSPIXnx/2xvL/9ne3u5XiaP2a7RrF8kl5skZEI54P5kIwC/i3cAHwHYjH7ivf3T\n9is0i/YQMRnvdeDL/hDuPrbD11VXHyOKTEsS+/1JYFMndR0rc7/3x9Kep7wUrx0rcw/7NEYIVPpU\nuUJn2he96a6vS2ckBTzHn8MZhfvAChxwwgi+8j6F8ZWGPAQmYKqVMrXstsxDD0nE0nBvaMPxP14A\nr4Dlxb8ldDD+wKLREADzwdJp1oL9jNVgzZ+GMEMsVu7URq4xKhTrlCJRRPAiHcAzyWdL/V4BQrtS\nuwLAF+C7ie8l/kD8AWmUdN44hnjHtt/mF4G9yyCNA/AdsJX8nie2KvYuihEt9cfYANDupp1/u9Bz\n6shp90/b3Dh2rMw94tOXYKPSp4plcYuzlQtWF8hmLUwhIlGoPPHhTG/S7QU7SoQOgjN++Mr71GY+\ngKUAHACwVn/dSi7cOSMgAivDeENRXvF/wPLiX8w/nBUynSWvlZMuFwVbxf6pRaN5ESx1LBuAFEAt\nmFHyKvUeT8czjQ1vyQgp2aHRLl+rUqVFicWzgxz2xgCN68DgZk0Aumu77eMQ714An/dHELsMUgLg\nVrCnIT3bFknm+0u4uz20502H58xzNvfvatvpc8fK3JX+GNcfqPSpRBKTuFq7bs8T8vjFaUQs5dde\nTiiRB4CL9zCCr7xPYYw68/0AUgA4RURM7sx65AsKqYqboTjjpRzA0wB+nn84a0oYmiwajRrAerBS\nk1FgJu6mkfbfqFYv2KiOSIuTSBYFMS0+Kfls6WV/D6pdqf0BmBDv6N0WkRIxf0bWjDvHOPRntv22\nPH/EsMsgTQFwEIBdKgL5xS5lXrSSxE5mTC+l9P1K77lnT3X/6VIT/QWAC6FUQSYi5bpF6uTMH8gT\nlm4TyRR88YQTinQCmM2Nq+EDv/ufohh15tlgqQIVALB64aZlXLhzrpG5AH4I4BtFecW/APBU/uEs\nh8AxTYqTLlcbgNctGs2bAIxgTxt0YIK2Bv26kALAm21tF99sa7u4VC6P3arRrl8gk6WIybhzxCfK\nRgDPBWDcj8FKxl4V7+2ftl+O2RTjJSM3RWoA8Lg/Jt9lkMoB3AnWXIt+drVs3WSF+9k6T/mzp9yv\nnqr2/hiALZREu0qfOjvCmP3NaMs9+8RKTaiWJ+VwAFZWOAeBOe9wAgAX71MXC1gLZC8AGBJWmYUN\nhxPGaAA8BOALRXnFfwTLi39X4JgmxUmXyw3gA4tG8yGARWBNjFaBNS6p9v17lTNdXbVnumpfmS2R\nFO/UatcukyvWykUiVYDCy0RgLqJnAGT13+Dt9Lp7XD1XpJHSkUpUfs223zZiJ9trZDOAGQAc8Rqi\nsswXX2uZyqtcbvHWPG9zv/FWuecpAO8eK3OHTHqXSp8aqVqScTBma36eJGLGpG5OOJwgsgdcvIcN\nPG1mCmLUmbUACuETIcmJa3SZy3fvFzgsztSiBOwz9uf8w1khUy97Mlg0mjlgN71ZAMRgefEdw+2r\nJESyQ6tNWaNUpWnF4pl+DqUs+WzpEj+PCe1K7QwAP8Cgeu+xO2M3qxaqhjOjfgxgtW2/zTPZuXcZ\npDPASkPWAuj+n83yXctniVde6zj17d7ml0p7/nX8054fAfjHsTJ352Rj8xcqfapSuWDNXQqd6VFp\ndLzf6/VzOAGmHUCsvWBH+5h7cgSHr7xPTcxg4qMHAJbNTV0vbDicKYjZ97pYlFf8IwC/yj+cFTKl\n+CbCSZfLCeB5i0ZzHOxnywEwCywnvrn/vh2U9rzY3PzBS83NH2RFROg3qNRps6XS+X4KxVC6JHl2\n8tnSaj+N10sD2M+hAMtxBQB0Xu50jCDev+An4U4A3AyWktSdMVccvyxWdE3CvbWbtp/4tOfDF864\nf9ztwV+OlblDJjdXpU+VyhOX7YrKuOPb0lidIYR6BnA414IK7AnkH4UOhDM2XLxPMYw6sxxMdNQA\nQIQiUhGjmb1I2Kg4U5gFYKbWbxblFf8vgKfzD2ddETimSXHS5XIBeNWi0ZwEsALAbrC8+Daw7q1X\nH1dSAK+3tp57vbX1XIpCMTs7QpOmk8mWiwmZbC+FjQBemOQYA2j5sIVqV2o/BjPsOnu3t5W1lUdv\njKaDROcfbPttb/ppaj3YzZCdANhvkl4/Xn3b1UO7iy/1nH7+tPtXTZ144ViZu8ZPMU0alT5VJI2d\nnx65/pYfyuL0qwnvn8EJf/aAi/ewgIv3qcdqAGowkYHl89KWiIiIX1Q4gSYKwJcBPFSUV3wULC/+\nQ4FjmhQnXa5uAP+xaDTvA1gM1lgoBaxOfDWYp+Qqpzo7q091dv45QSJ9PUerXZcsl6+WiUTKCU7v\nd/Hu4xMMKkfpbfd29zT31EmjpL352W1g/SEmzS6DVAJmUm0GQA+YpKZZalHCWMd5vNTzr8ueT589\n5T5yxUWfOVbmDhmjtEqfSsTaWcs0a274oSIh2UIkMpnQMXE4fmKH7tETYnvBjkk/ceMEFi7epx5b\n0K/03dyZ+mUCxsKZfkgB3AbgtqK84n+A5cWfyD+cFbbmmpMulxfAWQBnLRpNAlhOfCZYbfxqAF39\n97/S43b9rKH+dbVI9OZOjda0SqlcHyEWx1zjtJn+iH0YHBhUUQeArLum29lPvH/Htt/mr6cnGwAk\nArDHKIl82yLJdaPtTCmFrcZ76dlT7uNn67w/BXA2lCrIqJdmJkWs2PZdRdKy3SK5Wi10PByOn4kE\ne9r4gdCBcEaHi/cphFFnjgUr71cOABGKKEVURCxvvc0Rik2+V5kvL/43+YezhjWAhgsnXa4rAH5n\n0WiOgQnT68FyRRsAuPrv2+b1uv/Q3PSfo81N72VHaAxmtTotViKZO86plpcuSY5JPlvq7+6gtWAr\n63L03XTEebu8fwIrnXkerEHXpNllkGoB7IMvReeBdbJMpZSMKHgvNnorf3/KXfyfSs9TAD48VuYO\nmdU/lT51hnqZ5fGYzZ89IFZHRQsdD4cTQDaCi/eQh4v3qUVK/y+M89YvERHRSPWbOZxgYQDwUwDf\nKsor/imAovzDWf42YwaVky5XM4ATFo3mNbASk7314lvhq2Peu68XoK+2us6+2uo6u1qpjN8coUmb\nK5UuFZERa6sDrBtqBoCX/Rm3L+/9lC/mGgBaAPUSjeQnAL4K4CHbflvXaGNcAzeAPYnpXDlHNHPl\nHFHqcDs5W731L3zifufvFz1PAXj7WJm720/zTxqVPjVCqV9/f8x1eV+URM6KEzoeDicIbATwI6GD\n4IwOF+9Ti43olzKTFLuYp8xwQomZAL4G4MtFecXPAXgi/3DWaYFjmhQnXa4uAP+0aDTvAkgGsMP3\n77B58e93dFS+39Hx0jyp9LUdWm2qQa5YJSVEPsLwmfCzePdxGsxACrC664Xnv3G+2vgb4/ds+23H\n/THBLoN0Hlh6UQUA3LNKtl08qBFUcyd1vVzmfu+PpT1PeSleO1bmDplqRSp9qlwxz3RLVOZd35DO\nSFzIC8hwphEZQgfAGZsxV2UJIa2BDoIQYieEvNTv65sJIc/4/j+bEHKcEPIxIeQMIeQv/fZbTAj5\nCyHkPCGklBBy1Lf/JkLIkIsQIURKCCkghJwjhJwmhPybELJ9hJheJIQs8P3/O4SQisHvBSFkIyHk\nA0JIDyHk5kHf+yshpGlwHISQPxBC9BN4m0bFqDPPAkuZaQEAjTJaGaWeyVNmOKGIHMBdAGxFecWv\nFuUVbxE6oMly0uXynnS5Pjnpcn0fwNcB/AtAPIAkAEMMjQ63u/kn9fV/+5qz6ol32tpedXk8w51n\nNw6zzR/0mj/ngNVyt/m+9lcnVRGA28HqRnv3LpUsSYoUXT0Xdbhp55/Puv993/GOB18803Pzn8+6\nXw4V4a7Sp4qjNt6xNdJ867uaVTnPyGYmceHOmW7M1D16YqnQQXBGJ5RW3tcQQpZRSj8ZtP2bAP5O\nKX0KAAghKb5/FQBOAHiYUvqKb5sFwGgd7b4FIA7AckppFyFkNoYxhhFClgEQU0ov+ja9AuDHAM4N\n2rUcwAEMX5nhB2C5sPcN2v5TsKoc944S50Qwot+j+uVzecoMJyzYAmBLUV7xabBc69/nH84KmbSJ\niXDS5aoA8CuLRvNnsFWsbWC11evB0mqu0uL1dv++qfFfzwPOe2NmXFihVO4A0JteYipdkqxNPlvq\n75rm1WDNp1QAnm/5sIUCgG2/zV/G0LVg1XkuqaSQ7F4i3QoAbg/tebvcU/p7m/t3NW30uWNl7pAp\nKarSpxJJdPxq7bqbCuXxhjQilkqFjonDEZA0sI7MnBBl3OJu8Go2IeTHhJADvv/bCSH/7VuFthFC\nlvi2xxJC/u7b/jNCiIMQMlI3wh8CeGyY7XEALvd+QSk95fvvZwD8s1e4+753klI67GN4QogKTDB/\nnlLa5du/mlJ6dJjdb0O/x9WU0n9RSqsG70QptfviGdJhklL6OgYZ2Hy8BeA6QojfbpyMOjMBMwZe\nTZmJi5m30F/jczhBYDmAXwFwFOUVf60or3iG0AFNlpMuV8NJl+tlAA+D/WwAy4sfUnnGC7T9rKG+\nLvls6XoA6WC1lgmYKdavtHzY4gXwbwDHWz5sGXJemwy7DFIV2PmzBgDy18rS1TJEvlfpOXfob51P\nPPmv7ptq2ugPQ0m4R6RkL9Ss3PFS1Ibb31IkLd/IhTuHA55yG+L4c+W9jlK6ihByP9hK9D0AvgGg\nmFL6XULINgCfHeX4owDuJ4QMbihUBOAIIeQBAK8B+DWltBLsYv/+NcS3CEA5pXQ8q1jpAJ6/hrHH\nDaXUSwg5D1aO6VriH41YsHJsV2shR6lnzvPT2BxOMJkD9rTtK0V5xb8B8GT+4axPBY5pUpx0uToA\nvGXRaErALoo5YCvTnWAi1wtWB325RaMRnXS5SgCUlC5JXgDW4dXvtHzY8ptAjAtWCz8CQMPCaDI7\nUkHmff1k169OVXv/HwDbsTL3kIUOoVDpU2dHGLO/GW35r31ipUYrdDwcTgiRLHQAnNHxp3jv7cr1\nPoCbfP/fAOBGAKCU/pUQ0jjK8R6wVJOvAPi/3o2U0ld9uefbwC4MHxJClvsx7uGIAyupFihqwPJh\n/SXel6Ffykxc9LxomUQR4aexORwhUALIA3BfUV7xCbCmT/8QNqTJcdLl8gA4ZdFobADmgaUMrQf7\n23WCpdbMBlAFAMlnSy8CuDj8aKHHLoM0DsywWw9gXlUrbf9qcdedAP51rMzdI2x0faj0qZEqw4aH\nYrbk3y/RzBgtzZLDma5w8R7iXIt478HANBvFoO/3lhfz9Bv3Wp0+vwMT7wPy3imlDQCeA/CcL3Vn\no2+fa2lkch7AXEKIhlI6XDpLfzow9OfzJwrfHP5iBVjtZgDAvFnJfNWdM1UgYCvVOUV5xR+A5cUf\nzT+c5RY2rIlz0uWiAOwA/tei0fwR7Dy2BSydZh584j2c2GWQEgC3glUUcgM42u7GP46VuUOmrr9K\nn6pULlhzIDrrnkel0fHjrbfP4UxH5uoePaG2F+wICSM5ZyjXYmh0AFhKCJETQiIBbB7HMW8DuAUA\nCCFbAIza3IJS6gbwJIAv9m4jhGT58tVBCNEAWAhmFH0OgJkQsqPfvtsIIcYRxm4H8EsATxNCZL79\n4wghtw+zeylYmk2gWIxBNygTxagziwEsAXvsDgCYFZmQ5I+xOZwQYxWAZwFcLMor/nJRXnGU0AFN\nlpMuV91Jl+slAA8BeBq+BmthSBLYOfP3AL58rMz9f6Ei3FX6VEm05a6bojJufz/CtL2IC3cOZ0wI\nWH8OTogybvFOKa0Ay0s/BXaC/nAch/03gC2EkA/AUl6qMLyJsz+/xMAnAqsBvEcIOQXgnwB+QSn9\nD6W0A2xF7vO+0o9nwCq/1PiO20wIudzvlQbWhKQWwBlCyGkAf8bw6TEnwAygAABCyPcJIZcBqHxj\nWX3b1/q27wXwM0LIJ/2OeQvAC/3i2OrbPhtAx3AG2AkSB9YI5epjaa0qJt5PY3M4oUgigO8BqCjK\nK366KK847EuinnS52k+6XCdPulyVQscyQSoAPHaszH3kWJm7ecy9g4BKnyqKNO/LiFx/y9vazCli\n8QAAIABJREFUtTcelc1akEx43UcOZ7wsFjoAzsgQSv1VHWyYwVnzEQ+ltMcnnn9KKTUFbEI/QQhR\nAjgJIJ1S6tcW3YSQhwC0UEp/6Y/xjDqzGcwcXA4AUrFcfNd1jz/Gy0RyphFesBvxwvzDWSVCB8MR\nFpU+lYg1M5NVhvRCecISi0giH6kJFofDGZkH7QU7nhY6CM7wBLrO+1wARwlrA94N/9c2DwiU0g5C\nyDcAJMD/j7GbwHL7/YUBfX4DzI1dPJsLd840QwRmkr+pKK/4X2B58X/MP5zl1xtvTuijXpqZGLFi\nW4EiadlukVytFjoeDieM4WbuECag4p1Seg7AykDOESgopa8GaNxf+3nIxeiXijQ7KmmOn8fncMKJ\n9WDpffaivOKnAPwy/3DWWKl6nDBHpU+NUS/d9FjM5s/eLVZHjeqt4nA442KknjycECCUOqxyrhGj\nzqwEKy1X0bstQqGNFC4iDidk0IGZ361FecW/APBU/uGsitEP4YQbKn2qWqlfnxdz3X0PSyJnc68P\nh+M/+Mp7CMPFe3gTB1Yj+qpxQSmL0AgXDocTckQCOAjgwaK84hfB8uLfEzgmziRR6VNlinkrbonK\nPPAN6YykRdyHyuH4Hb7yHsJw8R7ezMCgWvpymYp3CuRwhiIBsA/AvqK84rcAFAJ4Jf9wVsh0/OSM\njUqfKpbN0W+ONN/6PdnshSlExP09HE6AmCF0AJyR4eI9vBlS51ouVfKVdw5ndDJ8r3NFecU/AvBM\n/uGsdoFj4oyCSp9KJNEJq7TrbiqUxxvMRCyVCh0ThzPFkQkdAGdk+KpFeBMLVsXnKnKJgq+8czjj\nQw+gCKxe/HeK8orjhA6IM5SIlOwFmpU7XozacNtbiqTlmVy4czhBQSx0AJyR4Svv4c0s9BPvcolC\nIhFLFQLGw+GEIzEAHgNwqCiv+A9gefGnBI5p2qPSp84iUsXN6iUb9ouUGnVPU+VpoWPicKYilFIx\nKBXJ5yzq3yejXrCAOGMS0CZNnMBi1Jm/DUAOoA0A4qJ1MTek3vN5YaPicKYEr4Plxf81/3AWP0kG\nEZU+VQvWkXsrWOdoJ1gjLg6HExjkAGTt5949KHQgnPHBV97DmxgADb1fRKln8nx3Dsc/bPa9zhTl\nFT8J4Nn8w1mdAsc0pVHpUwmAbQBuBqt0UQnAA3ae43A4gUMCgJ/fwggu3sMUo84sA6AEW5kCAMgk\nCt4GnMPxL0sB/BzAd4ryin8KoCj/cFatwDFNSdrPvUtV+tRIALyUJ4cTfC4JHQBn/PC0mTDFqDPP\nBPA99GvQtEKXrk9bsv0zwkXF4Ux5OgE8C+CJ/MNZpUIHw+FwOJzpB682E75EoF9zJgCg/E6Mwwk0\nCgD3APikKK/4L0V5xZuFDojD4XA40wsu3sOXIb87Cq7dOZwgQcBMla8V5RV/VJRXvFHogDgcDocz\nPeA57+HLEKXOV945nKDxKYA3el/5h7MuCxwPh8PhcKYJXLyHL0PFO7h453D8DaUU7V2u+prmK7XV\nTeWOmuYrz1Y2XHzFZi9pFjo2DofD4Uw/uHgPX4YKdb7yzuFMGkopbetyVTe2VjuqGhyOC06bo7m9\nngCIBKAGqz9eDeDvggbK4XA4nGkJF+9TCL7yzuFcO5R6aWtnS1WDq9pR1Wi3n686Vd7a2SwBEAWW\n2z4TTKy/DqAMgANAk3ARczgcDmc6w8V7+DJEqHu8Ht6FkMMZAy/1els7mivrXU57ZcNFx/kqW0VH\nd6sMbGWdAJgF1iDor2C57XabvaRFwJA5HA6Hw7kKF+/hyxDx3tJe7xIiEA4nlPF6PR5XR9PleleV\n40r9Rft5p+1yl7tDCUALJtZnAygH8DaYWHfY7CWtAobM4XA4HM6IcPEevgwR77UtVS2UUhBChIiH\nwwkJPF6P29XecLnOVWW/Un/RccFpq+zu6VID0Ph2mQPADuAkgPNgYr1doHA5HA6Hw7kmuHgPX9xg\nq4ZX6fF0e9yerlaZRBEhUEwcTtDxeHq6mzsaKupaKu2X6847LjhPOz3engiwRmYAW1m/COBvYGK9\nwmYv6RAqXg6Hw+FwJgMX7+FLM4Zp1NTZ3dHExTtnKtPjcXc2t9eX1zZXOirqztkvVX9S46VeLfrE\n+iwA5wB8COASmFjvEipeDofD4XD8CRfvYYrNXtJp1Jk7wH6HPb3bO91tzVpEJwoXGYfjX9ye7o7m\ntjpHTfMVe3ntpw5H7dk6Smlv2UYxgFiwXPWP0CfW3QKGzOFwOBxOwODiPbypBRMwV8117V2tvHEM\nJ6zp7ulqa2qrtdc2X3E4assc5bWfNoJVglEBkIKVbiwF8DGYWL9is5f0jDwiJ9yZc/IjPYDbAOwA\nIBc4HA5nOpHntJhKhA6CMxAu3sObagBL0U+8t3W2cPHOCSu63J0tTW21jprmyw57Tan9Sv1FF/rE\nuhxANIAzYCvrDgCVNnuJR7iIOcHGaTGdA2Cdc/KjpwDsBRPyGRjk++FwOH5HKXQAnKFw8R7eOAGs\n7L/B1dHIm8dwQppOd3tTU2uto7qpwn6p+ozD2VTeDtYQSQ72JIkAsAE4BSbWq2z2Et7DYJqgMGcu\nBWDB6ML8BfG8Ba/JzZvWSOYvXCtSR8QFKTwOZ7rBUxBDEC7ew5saDPodOhsdtQLFwuEMS0d3W0Nj\na43d2VTuuFR9xlHbfKULfWJdAybS3gdwGqyEYw0X69OaRt9rI4A4AJ0A6gAMeNricVxEu+OiA4BD\nok+eKVuz3iBZuHixSKnihn0Ox39w8R6CcPEe3jQBGCBynE3ljd09Xa0yiZxfwDiC0N7lqm1orXE4\nGx32i85PHA2t1R4wsS4FS4dpAvAumFh3AKi12UuG9C3gTE86S96oAvCcwpz5IgADgA0AVoOZk11g\nwn7A56XnXGlDz7nSTyESEdnq9fNkpjUp4oS5S4lUyvPjOZzJ0S10AJyhcPEe3jRjmGZNzW31FbGR\n8ckCxMOZZlBK0d7lqm5orXZUNTrsF6pOO5rb6wiYSBeD5as3AngLzGRqB9DAxTpnLDpL3ugGS5+y\nKcyZagDLwNJpDGBPaxoBtAw4yOul3f8psXf/p8QOheIv8rTMxbJlK1JEs+csIiKxOMg/AoczFagS\nOgDOUAil/Boarhh1ZhmAnwCoRL8V+Mzlu9cnJ67ZKlhgnCkLpV7a1uly1rc67VUNdsf5KpujtbNJ\nAibWRWCiqgbMXHoWbGW9iYt1jr9QmDNjAJgAZAFIADv31QEYsfEWiYpRKDZYlkkWL00RxcyYy7tQ\nczjjohuAwmkx8fN3iMHFe5hj1JkfByudd7XKzMI5xvhsU+69wkXFmSp4qdfb2tFc2eByOiobLtnP\nO20V7V0uGZhYJ75XFZhYLwPgsNlLeMUjTsBRmDMJgHiwlBoLWGqWG6yE7oh5uuLEeZHytI1GycLF\nKSKNNjYowXI44cklp8W0QOggOEPhaTPhzykAu9FPvNtrSp0er8ctFomlwoXFCUe8Xo/H1dl0pb7F\naa9suOQ4X3Xqcqe7XQEm1gHWvfQygLfBupg6bPYSl1DxcqYvnSVvUABXAFxRmDOPA1gAIBUsR16B\nkYyulx3N7S/87m0Ab0uXGufIVqcZJboFRqJQaoL7E3A4IU+50AFwhoeL9/DnwuANHm+P19XReCVK\nPVMnQDycMMLj9fS4Ohor6lqqHFfqLzguOG1Xunu6VAC0vl3mgDVC+geYWC+32UvaBAo37CnMzREd\nPHKcV9LxM50lb3gBnAdwXmHOfAEDja4isF4YQ4yu7jM2p/uMzQmR6DXZmjSdbMXqFHHC3GRudOVw\nAHDxHrJw8R7+VIBdnAbQ4Kou5+KdMxiPt6e7pb2hoq6lylFRd95+sfp0VY/HHQEm1imYWL8I4O9g\nN4blNnvJiLnEnNEpzM2RAFgDIBNAOoBfAfizoEFNcYYxui4HsAnAErDPeCNY1Zo+vF7a/e93LnX/\n+51LUChOyM2bFsuWpqSIZsfpiUg05PzK4UwTuHgPUXjO+xTAqDMXgAn49t5ty+euX7Bhac4dwkXF\nCQV6PO6u5vb68rqWSntF3TnHpeoz1R6vRwsgAkzI9K5YfgQm2stt9pIuAUMOawpzc+QA1oGJ9UwA\naWCNpzoA3HLwyPHjAoYXUrxevFAC4DNgN45/2Jx1oS6Q8ynMmTPQZ3SNA/v8j2p0FUXPUMrTNy2T\nGJYaRdHc6MqZdnzWaTH9XOggOEPh4n0KYNSZbwNraHK1pJNYJBUd2PyVQ1KxjLc2nka4Pd0dzW31\njtrmK47yuk/t9prSOkppJJiApGD5v2UAPgYT65dt9hJex3eCFObmKMEEeiaATEppKiFEMWi3JgA7\nDx45/nbQAwwDXi9emA/ghwCKATwL4OXNWRfaRz9q4gwyumaB3Tz0YCyja5IuSr4+wyhZuNjIja6c\nacI2p8X0qtBBcIbCxfsUwKgzrwFwPwY94tq59u6chBkLVgsTFScYuHu62pra6hw1zVcc5bVldkdt\nWSOYuVQFJtbdYCUbPwKrsX7ZZi/pESzgMKcwNycCLP1lI5hYX0sIkY20v5fSGhEh2QePHD8VtCBD\nkDSzmgD4LzCD6Qf/LGmr7v/914sXbgbwAlhfgFYAfwLwewCvbc664EGAUJgzxegzuqaDGV07ANRj\nkNG1P9KlKXNka9anSOYtWM6NrpwpjMFpMX0qdBCcoXDxPgUw6swxYCtXFehnyEpOXDMvc/nuA0LF\nxfE/Xe5OV1NbraOm+bLdUXPWcbn+QguYWFeC/e67AXwCVoXoEoBKm70kYOJnqlOYmxMJZnzsXVlf\nRQgZl1fI66WXRCKy+eCR45cCGmSYkGZWrwOQDyaQz4CttJ/6Z0lbMwC8XrxwEYBXwHLTe3ECOALg\n2c1ZF94LZHwKc6bMN/cGAKswSkfXq4hERLbWPF+WstooTkjiRlfOVKIBwExe4z004eJ9imDUmR8D\nMBvsQgMAIEREDmQ99pBcquArQ2FKl7ujubG1xl7ddNlhrzljr2p0tIOJdQWYoOiEz5wHtrJeZbOX\n8GomE6QwNycGvlV1MLG+ghByzYZFr5faRCKSffDI8eqx954+pJnV8wF8Eexc1ZsaYwPwBoAz3/72\nHDmAPwDYNszhZWCr8b/fnHXhYiDjVJgzI9DX0XWxb/NQo2s/iFIpkadlGqTLUlJEs+IWcaMrJ8w5\n7rSYdgodBGd4uHifIhh15nSwx9IDUme2r75jy7xYQ5owUXGulY7utobG1hpHdVOF/VL1GUdN8+Uu\nsOYzMjCx3ga2qn4arHtpNRfrE6cwN2cW+sylmZTSZWSSrkSvl74tEpEdB48cb/FLkFOMNLM6BsAD\nAOaD9QyIBvNkuAG8q1SSf33lK7PuEYnIF0cZ5p9gQv5IkI2u8RhHR1dRzExmdF2cnCKKnpHEja6c\nMOQRp8X0faGD4AwPF+9TBKPOHAngSbCL4VUxt3DO8vhs0z7ebTVEae9qrWtsrbY7G8sdF6s/cdS7\nnD1gYr23wVYLmLn0E7CV9VqbvYT/0U6QwtycBPSJ9Y0YmKIxabyUHhMRcsvBI8endMUeq9U6w2q1\n1k/0+DSzWgHgTrAUlQow4S4B6xYtA9C+d28kSUlR3DOap8B33N/QZ3QNWFlTn9E1Aaz05yawJ2Bj\nd3RN0kVd7egaoZkZqPg4HD+T7rSYSoQOgjM8XLxPIYw680EAOjCz1VX2Z33l80qZOkaQoDhXoZSi\nvctV3dBa43A2OhwXnDZHU1sdBRPrYgAELM/wY7CcYAeAei7WJ05hbs489FtZB7AwUHN5Kf21iJB7\nDx45LojH4PKjb4kALEssyLAFei6r1fog2Of2m1ardUKfzzSzWgRgO4BbAFSjX6lbAHIAM5culcfv\n2RO5SS4XqcYxpAt9RtfXg2R0XQ/A7Iu3t6PriE/CpMtWxMlW9xpdFRGBio/DmSSdACKdFhOvRBai\ncPE+hTDqzGvBqs44+m/fYtpnWTBn+UZhopq+UOqlbV0uZ4Or2lHVYLefd9rKXR2NIjDRIwIT67Vg\nlWDOgv3eGrlYnziFuTmL0JcCk0kImRuMeb2Ufv9LR088Eoy5huPyo2/JwURrY2JBht+ftBkMBmlZ\nWdnV1WWr1boDwHGwCjEHrFbrhEs7ppnVJjAjawfYzesA4uMlcZ/5TPTNUVHia1mAcILlzj+7OevC\n+xONbTz0M7pmgBldCdiNRBNGM7quS58vS1mVIk5ISiYS6WhPFzicYPOm02LKFDoIzshw8T6FMOrM\nagBPgdV7v7rqFKuN196YlvegiHADVSDxUq+3rbO5qt5Vba9suOQ4X3WqvL3LJQOrIy327VYFtrJe\nBsBus5c0CxXvVKAwNycZfWJ9IyEkPpjzU3YCPXTo6IkngjkvAGTr02cAaP31ngIZWNfWLABvJBZk\nbPLnPAaDYS2APQCeKisrqwIAq9W6GOwzDAAfALjBarVenugcaWZ1EpiRVQOgcvD31WqR7MCB6Bvj\n4qQTSXM6iz6ja0Ar//iMrr0dXQ0YqaNrP4hSKZGbNxmkS43c6MoJFb7jtJi+KnQQnJHh4n2KYdSZ\n88GqJNT037479d7dc6LnrRAmqqmJl3o9ro6mK/UtVY7KhkuOC05bRUd3mwIsFxZgK3CX0SfWHTZ7\nyYgXcc7oFObmEABG+PLVfWJ9llDxUEo9AO4+dPTEb4M9d7Y+fRGARxfNmHfy8U2fewis4RAAVCYW\nZCT4cy6DwZAC4BtgKSFPl5WVfWK1WiVgK+W9ZTOdAHZbrdZ3JzpPmlkdCfbk0ABmvB+QfkIIcOut\nUVlLlyoyJjoHgBL0GV0nnLM/HhTmzJkAVgDYDGAOmJCvBUtJGJY+o+vSFHHMjKRAxsfhjMJ2p8X0\nV6GD4IwMF+9TDKPOvAJsBWtA6kzSTH3s9avvvJ9XPZg4Hq+nx9XReLne5XRcqb9gP19lq+zu6VSC\nraz3Ug7gQwDnwcR6myDBTgEKc3PEYFU+ehsiZRBCQsK7QSntIoTcfPDI8ePBnjtbn24E8MVE7Zyo\nRzI/uyFCphp8AxORWJDht8+dwWBIAPDfYGkgsQB+C6D41ltv/RTAon67dgK412q1PjvRudLMahmA\nz4A9RbgM1rdgANddF7E8I0N9g1g8vnr7I+AG8CqY0fVYEIyuiWA3WBawpwtusJuhkY2u8xZEy1M3\nsI6u3OjKCR5dAGY5LSZeLSuE4eJ9imHUmSUAvge2ytPa/3t70x+4dYZmzuJhD+QMwePtcbe0N1bU\ntVTaL9dfcFxw2ip7PO4IsItvLxfBctbPAyi32UsCJgKmOoW5ORIwgdObBrOBEKId47Cg46W0RUTI\n9QePHH8n2HNn69PTANy3bNYi7/3rb9urkiqHMz2uTCzI+MhfcxoMBiWAn4AtCMjAhOjr+/btyyWE\nbB/mkO8BeMxqtU6ohKmvG+t1AG4HW6luHbyP0aiIv+EG7T6FQuSPHhYuAH9En9E1YKVXfUbXhWAd\nXTeAvZ8dGMvoutwUJ1udyoyucm505QSUPzktppuEDoIzOly8T0GMOvNGAHeDlRa8yuJ4U1JWys13\nCxJUGNDj6elqaa8vr22pdFTUnbNfqv6k2uP1aMDEOvW9zoOtrF8EUGGzl4z4CJwzOoW5OTIA69An\n1tMIISEtTLyU1ogIue7gkeMBr+jSn2x9OgGQDeD21KQVuHvVzXtlEqlihN1zEwsyjvpzfoPB8DSY\niO4GM1snWSwW/Zw5c9JHOOQVALdZrdYJp4mlmdXLAXwefavUA5gzR6K5/fbofVFRYn/6HKrQZ3T9\nwI/jDkFhzpSjz+i6Eux9bcFoRlexmMjWpS+QGVcaxQlzk4lEwo2uHH9zs9NieknoIDijw8X7FMSo\nMysAFIKtKA0Ql7dufPiuSFVMUCpwhDpuT3dHc1t9eW3LFXt57TmHo6a0zku9WrCGMRTM9HsOTKxf\nAhPrvHTWBCnMzVGCldbrzVlfTwhRChzWuPF66SWRiGw+eOR4QE2Pg8nWp4sA3Ahgd/aidOktxutv\nkojE0lEO+WpiQcZ3/BmDwWB4BEAcmLAEAJhMpuuSk5NHEu8AayS2y2q1Tvj9SjOr48HSAKMBXBn8\nfYWCSA4ciL4hMVG2fKJzjEIp+oyu9gCMf5V+Rtfejq5jG11VKqncvMkgTTamiGbNWciNrhw/0ARg\njtNimtJ9KqYCXLxPUYw68zaw+skDOq6u0G1YnLZk263CRCUs7p6utqa2OkdtyxWHo+ZTh6P2bAOY\nuVQFdrHsAatM8THYyvoVm71kxJxUzugU5uaoAaSjL2d93RgNd0IWr5eeEolI9sEjx2vG3tt/ZOvT\nJQBuA7D5pmVbNDsMm3aNo2rUbxILMg74Mw6DwfAZsJuuqt5ter1+wZo1a+4Y49A6AHusVuubE507\nzazWALgPzKzswDDpJXv3RmakpCiyAuTpoRhodB1SztKf+IyuJvQZXT1g7+PIRtcZsarejq7i6BmJ\ngYyPM6X5pdNiukfoIDhjw8X7FMWoM2vAVt8Hdf8juMPy5c+p5RrBqnQEi253p6uprc5R03zZYa85\na79cf74ZrMa6EuyC3A3WDOljsBSjSpu9pEewgMOcwtwcLVgeb28azGpCJmUqDAm8XvqWSERyDh45\nHlQDV7Y+XQ7gXgBr96+8cXbm/HVbxylO/5lYkGH2ZywGg2EjgAPotxgwY8aMqC1btjw4jsPdAPKt\nVuvPJzp/mlktBbAXwDawFfghK4MbN6qXZGVF3CSRkNGeSkwWN4C/ghldXwmS0XUN+oyu3RiP0XV9\nhlGyQJ8iitDMCFR8nClJltNiOil0EJyx4eJ9CmPUmW8Gu9gNqL+8asGm5HWLr7tFmKgCR5e7o7mx\ntdZR01xhv1Rd6qhqtLeCifXe3OAOsEf5p8BW8Kps9hJBumFOBQpzc2LA8nV7xfoKQoh4jMPCCi+l\nL4sIyT145HhQHyNn69PVYI2Lkh9Yf/vC1QnLr6U8Yl1iQUasP+MxGAzLADwMoKJ3GyGE3HLLLY+L\nRKLx/s6fBvCw1Wqd0N+cz8iaCXYTUY9hUkqWLJHP3rMn8lalUhQ5+HsBoAV9RtfiIBld14M9zZJi\nPB1dl5viWUfX+cuJXKEOVHycKcFlAHOdFhMXhWEAF+9TGKPOPAPA98Gangy4YO7b8OCdURGx8wUJ\nzE90drc3NrbW2J1N5Y5L1WfsNc2Xu8DSYBRgF7R2MKF+GmxlvdpmLwnYBXaqU5ibMwu+FBiwnHUj\nmcK1R72U/lJEyH0HjxwP6g1etj49CsBDIkISDmXcY0qOXbh6zIOGEp1YkNE09m7jw2AwzAHwbQxa\nCNi9e/f9SqXyWm4U/gYg12q1Tji2NLN6CYAvoK9u+gBmzhSr77wzOjcmRhLMOumV6DO6fhjIiSZl\ndE1ZlSKOT1rCja6cYfiB02L6stBBcMYHF+9THKPOfBcAMwaZvZJm6mO3r74jL5y6rrZ3tdY1ttY4\nqpvKHRecn9jrXVU9YCvrvY/JW9An1h0Aamz2Ev4BnyCFuTnx8Al137/JwkYUPLyUfu9LR088Gux5\ns/XpswAckotl0Y9m3peui06Y6HuemliQ8W9/xWUwGGQAfoZB/SO2bdu2Lzo62nCNw30KYKfVav10\novGkmdWzATwIYDb6PQ3oRSYj4jvvjM7R6WSmic4xCc6ArcY/FwSjqwbM6JoFVnOfAmjAMOU1e7lq\ndF2akiKKnc2NrpxeTE6L6WOhg+CMDy7epzhGnTkWwHcBVGNQnuT1q+/cOjd28XpBAhsDSinau1w1\nja01jqpGh/2i87Sjsa2Wgol1CVj30gawfPUzYCvr9VysT5zC3Jy58KXA+F6LRj9i6kHZCfHgoaMn\nngz23Nn69CQAX9LI1MrHNuVtnqOZ1JOx2xMLMn7vr9gAwGAwPAGWc33VOLlx48bshISEieTXNwG4\nxWq1/n2i8aSZ1WoA9wBYBZaLP+QJyY03atNWrlRmi0SCPCGiAN4BE/JHg2B0jUWf0XUW2NPH0Y2u\nM2NVcrNluWTxEiM3uk5r3nNaTGuFDoIzfrh4nwYYdeYcAHswaNVMLdfK92U8+HmpRC54LiSllLZ1\ntVQ3uKrtVY12x4Wq046WjgYRmFjvzamtBRPrZ8HEeiMX6xOnMDdnIQaK9XnCRiQslFIPgLsOHT3x\nu2DPna1P1wM4FKuOET268bM7YlRRcZMc8puJBRnf8EdsvRgMhoMA5oKVMAQArFq1apXBYNg5wSE9\nAA5ardanJhpTmlktBnATgJ1gqStDhKrZrFq0ZYvmZomEyCc6jx/oxkCja8D6Q/Qzuq4FsAlABMbb\n0XV9Ropk4WKjSB3Bja7Ti1ynxeTX3hCcwMLF+zTAV/e9t+7zAJNXmmH7yhXz03cFOyYv9XrbOluq\n6l1OR1XDJfv5KltFW1eLBCxnXeR7VaFPrDts9hK/5fBORwpzc5agz1y6kRCSIHRMoQKltIsQsufg\nkeMngj13tj49BcCDuqgE+vCGu2/UyNUxfhj2+cSCjM/4YZyrGAyGvWCNoip7ty1cuFC3bt26/ZMc\n+udg1WgmVJbVZ2RNA6vM0wSgefA+ixbJZu7dG3WrWi3yx3s7WVoAvAS2In8yCEbXRWBGVzNYimEH\nmOF3ZKOrcWW8bHVqimTuguVELvziDiegXABgcFpMvHhDGMHF+zTBqDObADwE1myoHwS3ZR68R6OM\nCqiQ81Kvp7WjqbLe5bRXNlxynK86VdHR3aYAoAVLgSFgefkfgeXEOmz2kqCW5ptKFObmELBc2F5z\n6UZCyGyBwwpJvJQ2iwjZcfDI8XeCPXe2Pj0NQN6yWXpv/vrb9iilCo2fhn4vsSDDr4/BDQZDOoD/\nQr9ykVFRUZrt27c/7Ifh3wBws9VqHdJJdbykmdWLwPLgJWBpggOIjhYr77wzem9srCSUjPpX0Gd0\n/SiQE/mMrslgRlcT2DnXhTGMrvLUDQulxpVGcXxSMpFIAlmGkyMM+U6L6SdCB8G5NrjKbxDYAAAg\nAElEQVR4nyYYdWYC4CBYubEBF7ZFccaEzSm33OPPwiFer6enpaPxcr3L6bhSf9FxvurUle6eTiVY\nreLeiSrAupeeAxPrbX4LYJpRmJsjArsg9zZEyiCE8EffY+CltFpESPbBI8dtwZw3W59OwFaxb1+f\nZCJ3rdpzs0wiVYx13DXQnFiQEeXH8WAwGJYAOIRBFWduueWWx8TiUTu+jpdLYB1ZT090gDSzeiaA\nzwNIAju/DLjASSQQ3XFH9LaFC+WhmN/7CfqMro6xdp4MwxhdvWDpUKMYXdVSefqmJdJkY4oodvYC\nbnSdEtQA0DktpoD1K+AEBi7epxFGnTkBwLfAHnsPaEaUs/auHYkzFq6Z6Ngeb4+7pb2xoq6lynGl\n/rz9gvN0ldvTrQYT671cAltZPw+g3GYvaZ/ofNOdwtwcCZhRrzcNZgMhJBi1racMXi+9KBKRzQeP\nHLcHc95sfboIwI0AbshelC67xXj9TRKRX8TvYGYnFmT4rSOswWCIBVCAQdVdbrjhhvtUKtUcP03j\nAnCb1Wp9ZaIDpJnVSgB3AUgFi3VI47WcHM2adetU20UiEooClAJ4G31G18Yx9p8UPqPrSjAhPxvj\n6eg6M1YlT7csl+qTU0TRMTz9Lnw55LSYCoM1GSHEDmANpbRu0PYSSuk1Gd8JIT8C8EdK6ZuEkGfA\nroW9KXMHKKUf+a6Jz4J5dSQAfkgp/TUhJBbA7yil2yb3EwkHF+/TDKPO3NulcMAFWCFVSXMzHsxT\nysaXb+vx9HQ3t9eX17VU2ivqzjsuVn9S7fH2RICJdep7nQcT6xfBxHrATFpTncLcHBmYAa1XrJsJ\nIREChxW2eL30Y5GIbDl45LjfxO14yNanSwDcBmDznmVbNdcbMncFsFxrRmJBxtv+GsxgMEgA/C8G\nrWhv3bp1b0xMzFJ/zQO2Cvy41WotmOgAaWa1CMzEugfMOzNkZXHtWqVu+3btLTIZUU440sDTDeD/\nwATI8SAYXZPQd57RgBlcazDMDVAvYt3CmKsdXdURoeAp4IyPagALnBZT0BbRRhLvExgnBsBfKKXr\nfV8/A+A4pfTFQfs9BiCSUvqIT7CXAZhDKe0mhPwawC8opUFPl/QHXLxPM4w6sxrA98AuZgPSVBbF\npSRsTrn5vwgRDcmf6fG4O5vb6hy1LZWOirpzjkvVZ2q81KsFq2RAwVZrzqFPrFfY7CXdgf55piqF\nuTkKMJNZb856GiEhLTLCBq+XviUSkZyDR44H1VORrU+Xg5kq1x5YddOcjbq1WwLc4+ruxIKMX/tz\nQIPB8H2wv/erYnjDhg1ZSUlJ19IBdrw8C+Aeq9U64e62aWb1WgB5YOkgQ1aw582TRt96a9RnIiLE\nMyceZtBoRp/R9R9BMrqm+V7jM7qmrEqQrUpNkcydv4wbXUOeg06L6YlADEwIUQM4Clb1SAzgW5TS\nI73iHUx7/AnAS5TSnxNCWimlEYSQTQCsYE9+lgN4H8DtdJBQJYR8FkA8pdTq+/oZDC/evwJ2Q5oP\nQAfg7wAWU0q9hJAbAGyllN7v9zcgCHDxPg0x6sxrwDoUXsKgnNAtpn2WBXOWb3T3dLc3tdU5aluu\nOMpry+yO2rJ6SmkkALXvmB6wu9iPfONcttlLJlQtggMU5uaowapB9OasryNE0NJ2UxIvpS+LCMk9\neOT4hAXhRMjWp6vBLiBLHlh/h351wrINQZj2u4kFGY/5c0CDwfAFMFF3tWa5yWRakZycvNuf8/Tj\nXQC7rVarc6IDpJnVOgBfBOu8PGQcjUYkP3Ages/s2VL9hKMMPlcAPA9mdA1oYx2FOVOBPqPrCrBK\nYM2+1/ACQiIRyVM3LJAuX5kijk9cwo2uIYcTbNU9ILnuhJA9ALZRSu/1fR1JKW32ifdNAH4B4LeU\n0t/6vt9fvL8MYBlYeu87AL5EKX170Pi/AfAipfQV39fPgN1kdgF4HcCjvgpiGgDHwDoSawDkUkpP\n+I5JAPBXSqkxEO9BoOHifRriM6/eA7ayOyB9RiySiOJj5s+oqDvXBFZjvXe1twtAKVjpRjuAKzZ7\nyYiPUjmjU5ibowGwAX1pMKsJIfwCF0C8lP5SRMh9B48cD2pJtGx9ehSAh8RElHgo4x7TktgFq4I0\n9UuJBRk3+3NAg8GwG0AO+plWdTpdUlpa2t3+nGcQlwHcYLVaP5joAGlmdTTYzdMCDGNkFYlAbrst\nKttgUKRNKlJhOI0+o2v5WDtPBoU5UwvACMAC9l4CY3Z0VUvl6ZYl0uTlvR1dhWiYxRnIfqfF9NtA\nDU4IWQzgVbDV9+OU0rd82+1gN33fp5T+vt/+/cX745TSbN/2nwJ4h1L67KDx/wbg65TSf/m+jgO7\nIZGBpfZdoJR+kxByM4B0AA+DFev4O4AVlNIW3/XWSSkNy8IOXLxPU4w6cwSYeRVgf0wyMLGuALuw\ndYJVPzgFJtarbPYSXgd2ghTm5kSDrVz1inUTIUQ8xmEcP+GltOBLR098JdjzZuvTZwE4JBfLor+S\neV/6vOiE5CBOfyqxIGOFPwc0GAzrAdyHfg3fIiIiVDt37vySP+cZhnYAB6xW6wsTHSDNrJYDuBPs\n77ACwzQs2rZNYzKbVTkiUVj+bVIAb4EJ+ReCbHQdX0fX2FlqudmyXKpfYuRGV8F402kxZQZ6El9e\n+vVgaWt/84lpO4C/gJWIvqM3HWaQeD9EKc3xbf8xgPcopc8MGvtlAE9SSv8xzLxXxyCEnABQ0O/m\noRhsVf7fvlX5UkppWHYW5uJ9GmPUmZcAeATspNsOtoJzCuzC7LTZSwKWUznVKczNiYUvBQYsZ91I\nSEhWtpjS+C4OBw8dPfFksOfO1qcnAfiSRqZWPLYpL3uOJlYX5BDaAUQkFmT47SRvMBj0YOeMAeUi\n9+7d+4hEIvFnqcvhoGALDlar1Tqhn8lnZN0GIBfMiDmkPK3JpEjauVObK5eLwjlnuxtMJPUaXQOW\nJuYzus4Fy2XeBJZa6QbriD3i01nJ/EUxstQNKZIFeiM3ugYNNwCT02I6E8hJCCHxABoopZ2EkN1g\n1V9298t5/xoAGaX0c779r1W8FwA4Tyn9he/rOEppFWEmoicBdFJKH/Wt3FdTSq2+PicfgK281xFC\nVgP4TrhWnOHifZpj1JkXgF3Aamz2Ev5hmCCFuTlz4FtVB1tZTyYBdiNyRodS6gFw16GjJ34X7Lmz\n9el6AAdnqWeIH9l4744YVVRcsGPwkZRYkHF57N3Gh8FgiAHwAwxKt9u1a9e9arU63l/zjMGLAPZb\nrdYJV8lIM6tXAHgAbJW4fvD3ExKkkbfdFrVPqxX7qwSmkDRhoNE1YOd5hTlTgoFGVwnGY3RdsTpB\ntmpdimTu/OVEJlcFKj4Ovu+0mB4J9CSEkK1g5wkv2A3D5yil7/UT7/UAfgWgllL65QmI9wwA91FK\nb/d9XQwgFqyHzEcA8iilrb6biGcAxPm+V9CbgkMIOQSgi1L6/wL3TgQOLt45nAlQmJuThH5iHUA4\nmd2mPL4Vn5sPHjl+IthzZ+vTUwA8qItKoA9vuPtGjXx85VcDRFZiQcZJfw1mMBhEYDmllegnxrKz\ns2+aOXNmMI1fH4LlwVeMuecIpJnVSWAdWbVgP88AVCoiPXAg5sb4eGkwU50CzWX0GV1PBXKifkbX\njQBSwMRTC9jNxPBIJCJ5asZCqdFkFMcnLiFibnT1I+UAljotpinRDJEQ8jaAHErpyJ+n0Y9/8/+z\nd97xcVVn3v+ekWZG0qi6SpYs1/HYyEW2ASON5coYAzYYF2xTDQsEsiEsyCQQ3uS9m93NanfDm2QX\nSIGQkIRsRAsBmRJi0yVKAFOEkSsusuWiao265rx/nJE1Gsm2PJqicr6fz/3YunPvOc+MRvf+7nOe\nAlwppQxpeFmo0OJdo+kFD65fMZGuYn18RA3SnBaPlLUmIS7PLywKe/1el92ZC3wja5Td848XXbsm\n1hyTcNaTQsvtGQV5vwzmgA6H40coj+opz7fT6VyYmZm5KJjz9IIK4CrDMN4LdICcXFsScAeqGsUB\n/LzDQsCGDcmLs7JiFvTJ0v7J53Qmugb8ENQbfBJdlwATvLsr6SFsqQNhi7ec6ug6YtREnejaZ66q\nWJz9fKSNCBZCiHlAo5TynB9CvTXfnVLKAft5aPGu0fTAg+tXOOgMgVkghBiQSS1DDY+UR01CXJxf\nWPRFOOd12Z0CcAHX5YydLTbNWb3WEm0OdQx4b3gwoyBvczAHdDgc3wTOQyUnAjBz5swZWVlZq4M5\nTy9pBm4zDCPgyhk5uTYLsBFYivJMd+tPsWRJfNbChbZVUVEiOmBL+y8SeIvORNeAPJm9JSZ34ShU\noutSVKhDOyo+/rRx+aaRo21W56LpZvvUmabkYeEKzxpMFFUszl4ZaSM0wUOLd82Q58H1KwSqrmxH\ncukCIcRgiHUdUng8cq/JJJbmFxZ9Hc55XXanCbgKuNI12Wm5esZla6JNUf1F5L2QUZB3ZTAHdDgc\nK4FV+MS9Z2ZmjnE6nbcGc55z5L+A+wzDCCjJPifXJlBe4RtQQrJb6cPp02PGrFqVuCEmxhTp1ZRQ\n0kxnouuWMCW6dnR07V2i60T7cMu8+TOiJ9hnmmy2lFDZN4hoBLIqFmfvi7QhmuChxbtmyPHg+hUm\nVAxmh2c9TwgxEDosak6DxyM/NZnEsvzComPhnNdld0YD1wJL12RdkniZY+FKkzD1p6pCX2UU5AU1\nZtvhcFyACjU5VVM8NjbWumrVqvuCOU8AFAHXGIZxMtABcnJtWagGdq34rCx0MHp0dPz116dsSE6O\nGgplDmtQycFPAm9GING1AVVD/gyJrudnqETX8Vk60fW03FOxODvs1bY0oUWLd82g58H1K6KAOXSK\n9flCiOQIm6UJEh6PfMtkEivyC4sCFm2B4LI7rcCtwAWb5qxOXTD+gmX9sMBQCxCXUZAXtB4NDodj\nIvA9/MpFrl27drPZbI50ecVS4ArDMPYGOkBOri0N1ZF1GKqTaRdiYkT0jTemXDF2rGVAdmYMkIN0\nJrp+HsqJvImu59HZ0VWgepGcOdH1orxJqqNrukMnup7ixYrF2VdE2ghN8NHiXTPoeHD9CjOdS7EL\npZS53oYMmkGGR8rnTUJsyC8sCtnyfk+47E4bqtTg1G9ddP3kuelZ88M5/zkyKaMgL2Ax64/D4UgG\nHsSvXOTKlStvjo+PHxusefpAJbDWMIw3Ah0gJ9eWANyGWqHbTw/e37Vrk+bPmhWztB8+sIWaz1Fh\nNX9cumRP0MqQ9oQ30XUmKqRpvHd3LxJdvR1dh3ai6wFgdsXi7KpIG6IJPlq8awY8D65fYQUuojNm\nPUcIoZdQBzkeKR8zCXF7fmFRWDv/uuzOZODuKGHK2Jx3S/bUkRPnhHP+AFieUZD3arAGczgcAvgl\ncBSVbAjAxRdffOXIkSOzgzVPH2kFvmUYxq8CHSAn1xYNXI1q6lRODwmVCxbYHEuWxK+OjhaWgC0d\nuHjomuhaG8rJYnIXjqazo+sI1HfvBGdKdB2VGm/NXaQ6uianDKVE1zZgQcXi7JJIG6IJDVq8awYc\nD65fEQfk4u1gKqWcJ4SwRtgsTRjxSPnv9z615Xvhntdld44CNlujLCn3L7p9/rjkMVPDbUMA3JlR\nkPdQMAd0OBw/BOLwSezMycmZP378+KXBnCcIPAT8k2EYAT3geRNZFwA3oeKv6/yPcTiso9asSdoY\nF2cayqF4zcAWOhNdu1XsCRbeRNdxdHZ0jaM3ia6Tpgy3XOhUHV3jBn2i63crFmf/Z6SN0IQOLd41\n/Z4H169IAJx0hsGcL4TQMY1DEKkuWPdsfmrLT8M9t8vuHAvcm2CxxXxv0e2u1ISR48NtQ4D8T0ZB\n3reDOaDD4bgVyEYJJgCysrLOmzlz5rpgzhMk/gZcbRhGwM1YcnJtDlRDJ4BuSdEjRkTFXX99yvrh\nw6MzA51jEFFNZ6LrW2FIdLWjklwvoreJrtnnZ1hmD9pE15eAFRWLs7W4G8Ro8a7pdzy4fkUyKlmp\nQ6zPFkJERdgsTYSRUrYDmzY/teUP4Z7bZXfagc2jbMNN311w6+XD4pLTwm1DH3gloyDv0mAO6HA4\nlqNCSk5VnElPTx+9YMGC24M5TxDZBaw0DKMs0AFycm2jUAI+Fb94fwCLRURdf33K5RMmWGYHbuag\n4wCdia4h7b0Qk7swlq4dXeFsHV3NZpN1Xt5k84zsGVFpGVNFVL8p8Rooh4DsisXZlZE2RBNatHjX\nRJwH168YgTcEBhWzPlMI0Z/K7WkijJSySQixJr+w6KVwz+2yO2cCd41PTpf3zL/5qgSrbVi4begj\nezMK8iYFc0CHwzEH+Ed8RKzFYjGvXr36e/04gbMG2GAYRsDx/zm5tjjgFmAuSph2C8dZtSrxojlz\nYpeZTP33g4gQn6HCav43DImuSXR2dB2PakRVxZkSXeMTLVbnwmnmqTNmmkaMnDAAE13bgMUVi7Pf\nibQhmtCjxbsm7Dy4fkUqnWJ9oZTyPNGP7/iayOKRstYkxGX5hUXF4Z7bZXfmArdNH233fHPetWtj\nzTEDsWpROxCbUZDXGqwBHQ7HOOD7+JWLXLNmzT0Wi6U/f0btwGbDMAIOu8rJtUWhmnJdARwGmrod\nkxM3admyhHVms87F6QEP8CYqrOaZMCW6zkEJ+eH0NtHVuWi6efLUmabklIGyynZvxeLsH0faCE14\n0OJdE3IeXL8iA69Q925TImuRZqDgkfKoSYiL8wuLQrrk7o/L7hTAMuDanLGzxaY5q9daos0x4bQh\nyEzNKMgLOGTEH4fDkQD8DJ+wGYDLL7/8xsTExPHBmieEPAZ80zCMgB5ovImsF6Hq/Nd6ty5MmmQZ\ncfXVyRttNtNAW6kJJ010Jrq+FKZE144ywr1MdHWMsMxzzoieMHmmKc7WX5OSH6pYnH1npI3QhA8t\n3jVB58H1KybQVaxPiKxFmoGIxyP3mkxiSX5h0f5wzuuyO00oz+qqZZPnW9bNuHR1tGnAx8JekVGQ\n92KwBvOWi3wEVXP7lPBZsmTJitGjR88N1jwh5m1gjWEYx8965GnIybVNQjV0ikaVzuxCcrIp5sYb\nh60bOTJ6YuBmDhmqgadRHvm3w5TomgvMA8yokJozJ7rOvmCsZfaFM6PHjs8SFktsqOw7R54Frq5Y\nnH1auzWDDy3eNX3mwfUrptAZArNACNEfGrVoBjAej9xuMoll+YVFAQurQHDZndHAdcCSNVmXJF7m\nWLjSJEyDIf8iP6Mg7/8Fc0CHw/F9IBk41dl23rx5ORMnTlwWzHlCzNeojqwBdw3NybWNAO4ExqJy\nALrcVKOjMV13XcolkydbL+yLoUOM/XQmupaGciJvout5qFDOjq65Pa6mnMJsNlkvWjDZPH3WzKi0\nDEcEE13fBpZVLM7uFrqlGdxo8a4JmAfXr/i2lPI+IcRAiQnUDAA8HvmmySRW5hcWnTz70cHDZXda\nUWEQF2yaszp1wfgLlg2iVIxfZBTk3RHMAR0Ox82oEIRTHudp06Y5srOzNwRznjBQD1xrGMYLgQ6Q\nk2uLBTahShYeoIcwjMsvT5g7b17cZSaTTsY/Rz6lM9G1PJQTeRNdfTu6euhVouuiad6OrhPCmL/1\nJTC/YnF2wCVQNQMXLd4150RWeqoARgLjRyXYnJdMn/Jv5qio/rJ8qBngeDzyzyaT2JhfWHTaZLJQ\n4LI7bcC3gKl35lw/ec6YrPnhnD8MbMsoyAtqAyWHw3ExcA0+ce+pqakjFi9e/I/BnCdMSOABwzD+\nPdABcnJtJuByYB1wBGj0P+b882PHX3ZZ4tUWi9DXzHPHA7xBZ6Jrt4ZZwSSgRNfRafHW3EUzzHbH\nDFNSSBNdy4GcisXZ3UqWaoYGWrxrekVWeuo4VALfDMAGCKBlWtrIlIsmZl49iDyUmgjhkfIxkxDf\nyC8sCmvspsvuTAbujhKmjM15t2RPHTlxTjjnDxMHMwrygtpAyOFwzAK+jU+5yOjo6Ki1a9c+MICr\nRz0J3GIYRsBhCDm5tvOB21He2m5e0cxMc8rGjckbExKiRgZu5pCnCShCeeRfDnGiq4nORNcFqETX\nFpSQP32i6+SpIywX5s6MnmCfYYqLC1qiq5SyVgiRV7E4O+BQL83AR4t3Ta/ISk9dBtyGanbSxfNw\n8bTJF2cOT3ZGxDDNoMAj5Y/ufWrLA+Ge12V3jgI2W6Msyfcvuj1vXPKYqeG2IUxIwJZRkNfNGxwo\nDocjAzDwKxe5evXqu6xWa3+tytEbPgBWGYZxJNABcnJt41ENneJQXvguxMebLJs2paxNTTXbA7ZS\n00EVnYmu74Qh0XUKnYmu0aiHtEr8ch1OIQTm7AvGWmZf0OdEVyllixBiecXi7NcDHUMzONDiXdMr\nstJTo4B8YBJ+N6MoIUxXzZ2+KTHGqhNVNeeEVBeguzc/teVn4Z7bZXdmApsTrfEx9y+83ZWaMGJ8\nuG0IMzMzCvKC5q1zOBxxwMOo5MJTXHbZZdclJSUFtSlUBCgHrjQM46NAB8jJtaWgGllNQoUWdbnZ\nmkyIa65Jvnjq1JjcPlmq8WU/8EdUouuXoZzIJ9F1IZCFWo0+e6JrzgK7OSt7RlRa+jklukop24QQ\nGysWZz/TR9M1gwAt3jW9Jis9NQX4F5TnvUsyYXJcTPzlM6feYo2OToqIcZoBh5SyDdi0+aktT4Z7\nbpfdOQXIH2UbbvruwttWDItNSg23DRFgTUZB3nPBHNDhcPwPqgX9qXrpixYtujQtLW0wVFZpBG4y\nDKMw0AFycm1W4HpUuMVBfD6nDpYti5/ldNpWRkWJqIAt1fTEdjoTXQ+HcqKY3IXJqJDSpUAm6kGt\nEmg43TkiIclqdS6aZp6aNdM0YtT4M4WaSSlbvcL92WDbrhmYaPGuOSey0lOzgO+gbkRd4v3SkxNH\nLJ02+R+io0wDuZmNJgxIKZuEEKvzC4teDvfcLrtzJnDXhJQMebfzpqsSrLah0kTn/oyCvIJgDuhw\nOO4HRuHjbbzgggvmTZ48eXkw54kw/wr8wDCMgG6W3kTWS4ANwDF6qFySnR2TsXJl4gar1WTrk6Wa\nnvAAr6PCap4NZaKrtxGUb6LrMFSi63FUnHyPmFLHJFhzF6qOrknJXRwJ3lCZqysWZ/8lVHZrBh5a\nvGvOmaz01KtQTWz24bcUPGX0iHG5k8ddbxLai6TpGY+UtSYhLssvLCoO99wuuzMXuG3G6CmeO+Zd\nsy7WHBMfbhsiyOMZBXn/EMwBHQ7H9YATqPDZN3nOnDnXBnOefsBzwA2GYZy2ZODZyMm1zURVNGpG\neWW7MGZMdOK116ZsTEqKGgqrQJGiCXiRzkTXgDrs9gafRNcLgTw6E12PowR9j0Tbp460zLnwwuhJ\nDoeIs1mEEGsqFmdvCZWdmoGJFu+ac8Yb/34HyrtwwP/1OZljps8am7Zm4Bac0IQKj5QVJiEuzi8s\nCmnjFX9cdqdAVUu6NidzNpvmrF5niTIPtRWidzIK8vKCOaDD4VgI3IjPdWDkyJEpF1988beDOU8/\nYTsqDr7bNa+35OTaMlAdWROBbqEcsbHCvGnTsFXp6ebzAjdT00s6El3/ALwb4kRXM6qjqxMl5qNR\n/QWq6J7oOhyAaPN/JP/zj2XF4uyQ1rbXDEy0eNcERFZ6agywGRXf1+0mtGDKhPmTRw0Pal1pzcDG\n45F7TCaxNL+waP/Zjw4eLrvThFopuvIS+3zr2umXro42RawjYiQ5mlGQF1SvrsPhmA7cjU+5SJPJ\nJNatW/d/TKZB0ZnWn6PAasMwAl41ysm1JaKcH9NQDz1dSqMKAevXJy/KyrIu1A6QsPE1nYmuO0I5\nkTfRNYvORFfoTHQdgfo+FDQVvxnSOH3NwEaLd03AZKWnJgEPoJYDT/i/vnz6lMvHJCeeH3bDNP0O\nj0duN5nEsvzCouPhnNdld0YD1wFL1k5fnnjplAUrTWJQisrekphRkBe0zrUOh2MMKom9S7OYq666\n6lsxMTHDgzVPP6MFuM0wjCcCHSAn12YGNgIXo0ptdouHXrIkPmvhQtuqqCgxFB80I8kndCa6Blwu\ntDd4E11noeLjM1EC/j+ait8M6byagY8W75o+kZWemgp8H3Xz6VIiyySEuCJ72oZhtrgpETFO0y/w\neOSbJpNYmV9YFDTR2BtcdqcVuBW44KY5a9Lyxp/v0p5Mzs8oyAu4/KE/DofDCvwCv3KRl1566cbk\n5OTB/nf/IPAdwzACaiqWk2sTwGJU2NFxVBhFF7KyrGlXXZW0ISbGlNgnSzWB4AG20ZnoGrLrl0+i\na1NT8Zs1oZpHM3jQ4l3TZ7LSUycB36OH0lgx0dHmK2ZP2xRvtY6JiHGaiOLxyD+bTGJjfmHRaVuK\nhwKX3WlDJQdO/XbODfbZY87TTcQUGzMK8v4UzAEdDsdPUImAp37HCxcuXDZmzJicYM7TT9kCXGMY\nRsAVTHJybeehOtW20cMK5qhR0fHXX5+yISUlKj1wMzV9pJHORNdXQpnoqtH0hqG8fKwJEqXlFXtQ\nzVpGAxbf15ra2lr/+sWuPza1tnVrE64Z3HikfMxkEmsjINxTgO9ECdOU+xbcNksL9y6Ewht+GOjS\nNbK+vr4qBPP0Ry4HSgzDCLgpVUmx+0vgn1Ge9wz/148da6t/+OETvz1woOWzwM3U9JFY4GrgBeDI\n1m2THtm6bZK+rmgihhbvmqBQWl7xMfB71M2nS5nImsYm96tf7PxtY2trt/JomsGJR8of3fvUllvz\nC4sCCikIFJfdORq43xplSfv+km/lOkZOnB3O+QcA9hCMeRA/8V5bWzuU/tbPA943DGNxoAOUFLuP\noOrJ7wAm4HcNbWqSbb/6VdWft29v3Cr1cnmkGY5KOH5n67ZJe7dum/SvW7dNmhppozRDCy3eNcFk\nK/ASKvGmS3Bxpbuh7uXPyn7T0NJyLCKWacKCVNx171NbHgj33C67MxN4INEan9Jfuk0AACAASURB\nVGws/bZrXPIYfUPtTijE+yHA7LujqqpqKIl3UILur4Zh3B7oACXF7nrgZ8ArqPrgVv9jnnmm9p2/\n/rX+T21t8rQNfzRhZQKqaMOOrdsmfbR126S7t26blBZpozSDHx3zrgkq3hrwtwEXocpvdfmCxVst\nsZfNdFynY+AHH1LKNmDT5qe2PBnuuV125xTgnlG24abvLrxt5bDYJN3opmeqMwrygtpR1uFwTAPy\nUSL+FOvXr3/AZDINxUopjwB3GYbRdtYje8CbyDofuBmoBrrF00+ZYh21dm3Sxrg4U3KfLNWEgnZU\nR9c/AM+FMtFVM3TR4l0TdLLSU83AJtQNaD9+dYzjLGbrZTMc1yTGxmRGwDxNCJBSNgkhVucXFr0c\n7rldducs4NsTUjLk3c6brkqw2oIqTgchIzIK8oLmGXc4HKOBH+FXLnLVqlV3xMbGjgrWPAOMrcA6\nwzACzvXJybVNAe5CrWJ2W7EcPjwq7oYbUq4ePjx6XOBmakJMIypO/g/AqzrRVRMsdNiMJuiUlle0\nAo+jymyNx+971tDS2vzipzv+UNPQuDcC5mmCjEfKWiHEkggJdydwz4zRU8S9ebes18K9VwQ7dKYK\nJTC7hMo1NjYOtdAZX5YCHxiGEXDoVkmxeycqkbUKGIt/KGJle8NDD5343b59LR/3yVJNKIkF1qMq\n1Rzeum3Sw1u3TcqNsE2aQYAW75qQUFpe0Y5KYH0ZJeC7JGA1t7W3vvjpjj9WuRt2RsA8TZDwSFlh\nEsKZX1hUEs55XXancNmdlwDfyM2cbfpWzvUbY80x8eG0YQAT1IozZWVlragysV1itBsaGoZKxZnT\nMRl4zzCM5YEOUFLsPoZa1dhOD9fR1lY8v/511Ysfftjwisejl9H7OSOAbwLXbd02SWsvTZ/QXyBN\nyCgtr/AAfwL+grrxdIl/bW33tL/46Y7C4yfdpREwT9NHPB65xyTERfmFRWH9/bnsThOwFrj2Evt8\n601z126wRJljwmnDACcUSauHUZ2WT1FfXz+UPe8dJAFFhmHcE+gAJcXuBlQc/QuoRNZu3/W//KXu\n/ZdeOvlka6tsCthSTTgoWLpkzzeXLtkT1ipcmsGHFu+akFJaXiGB54BCVBWaLlUp2j3Ss+Wzr549\nWntyeyTs0wSGxyO3m0wiJ7+waP/Zjw4eLrszGtWRcsXa6csTr55x2dpoU9RQTIrsC6Go9X6AoV0u\n8kxEAQ8ahvG4YRiWsx7dAyXF7nbUdfQRYBTQLVH1vfca9vz+99WPud0e/bn3T+5fumTP/ZE2QjM4\n0OJdE3K8An4LKoxmLH7L6x4p5ZbPy/6yv7L67UjYpzk3PB75hskkFuQXFh0P57wuu9OKqq+86Ka5\na9Ium7LwSpMw6WvYuRMqz3uXkI7KysqhHjbjz03ANsMwRgZyckmxW5YUu99D1YM3oZridWHv3pbK\nRx458djx4206n6if4PHIFuC6pUv2FETaFs3gQd/4NGGhtLxClpZXvAb8Gkinh6XfrTv2bPvkwOFn\n2j0enZHfT/FI+ZzJJC7JLywKa/kzl90ZD9wNzPl2zg2TFoy/wCWEONtpmp4JhXivxK8sbG1tbX17\ne7uuR94VJ/ChYRgzAx2gpNi9F5XIWkEPPTVqaz1NDz104g+7djW/3ydLNX2mvV3Wmkxi6dIle8Je\nPlczuNHiXRNWSssr3kQt/aYC3RIMPzlwuPT1r/b+urm1rSbsxmnOiEfKR01CrMsvLAqrIHPZnSnA\nd6KEyX7fgttmzR5znm5L3jfiD933drAbyfToZW9ubtYhHN0ZB7xrGMaqQAcoKXZXAv8BfIBqFNQl\ndKy9HfnEE9WvFBe7X/R4pI6vjgBtbfLrqChx/tIle96JtC2awYcW75qwU1pe8R7wY5R4H+H/+oGq\nmqMvfrrj0drGpq/DbZumZzxS/tu9T225Lb+wKKxCwGV3jgbuj4m2pv1gybdyHSMnzg7n/IOYYHvf\nO+qZ63KRvSMeeM4wjIA7EZcUu5uAXwFPo8IR4/yPeemlkx+/8ELd71paPA0BW6o5Z1pa5PvR0WLu\n0iV7dkfaFs3gRDdp0kSMrPTUNODbwEj8ujMCRAlhuvi8yZekpyRdGHbjNABIdYG4a/NTW/4n3HO7\n7M5MYHOiNT7me4tuXzY6foRuRhM8bs0oyHssmAM6HI4ClEPolFB0Op2LMzMzFwRznkHI/wI3G4YR\ncKWYnFzbXFQ+SAM9rIJkZpqTN25M3piQEDVUm2aFjZYWz58sFtONS5fs0SFjmpChPe+aiFFaXnEE\nlXz1GT0t/UrpebV018tflFe84JGyPRI2DmWklG1CiOsiJNynAA+Mjh8RYyy9c6UW7kEnFHHv5fhV\nnNHlInvFRuAtwzDGBDpASbH7I+BfgHagW0jUgQOtNQ8/XPnriopW3VcjREgpPS0tnv9z6fJ9G7Vw\n14QaLd41EaW0vMINPAw8j0q+ivU/5oN9hz55e+e+37a0tdeH276hipSySQixMr+w6I/hnttld84C\nvjshJSPqgUV3rEmJTUoNtw1DgFCI9/34/f3W1NRo8d47LkAlsp4f6AAlxe79qETWA6i4+i4hTPX1\nnpZHHqn8044dTe/2yVJNN1pbZU1Li3Rdunzfv0XaFs3QQIt3TcQpLa9oLy2v+DPw38BwoFuL+z3H\nqw699PlXv6pvai4Pu4FDDI+UNUKIxfmFRa+Ee26X3ekE7pkxeoq4N++W9QlWW7fvgiYohKLWewV+\n95QTJ05o8d57xqA88BsCHaCk2F2Dyid6G7Wa2aWvhseDfPLJmr+9+Wb9n9vb9WpmMHC7PZ8B0y67\ndN+2SNuiGTromHdNvyIrPTUTuAtIQNWO7oI5yhS1ZOqkZToOPjR4pKwwCbE0v7Doy3DO67I7BbAc\n2JibOVvcOGf1Wt01NaQ0AXEZBXlBuwE4HI7JwP3AQd/969at+050dHS3FTXNGfk34PuGYQT0+8nJ\ntQlgGXAtcBRw+x8zc2ZM+pVXJm6wWk3dqn5pzo6Ukurq9seHDYu+bemSPfpBSBNWtOdd068oLa84\nAPwQ2A2Mx+872truaX+1dNfL7+89+GRre3u3G5ImcDweudskxLwICHcTsBbYeIl9vvWmuWs3aOEe\ncmJQFUqCSY9e9qamJu19P3ceAJ41DMMWyMnehk6vAv8FJKFWNLvw2WdN5b/+ddWjtbXtR/pm6tCj\ntVU2nTjRfsO6tfv/QQt3TSTQ4l3T7ygtr6gFfgL8FSXgu3ntSg8f3f3C9h0/r3Y37gqzeYMSj0d+\nYjKJnPzCogPhnNdld0YDm4CV66YvT7p6xmVro01R0Wc5TRMcgh06Uwt48LuvNDY26k6rgXEVqh58\nZqADlBS7P0fFwTehmuN14fDhtrqHHjrxm/Ly1rA+sA9k6uvb95082Z69Yf3+30faFs3QRYt3Tb+k\ntLyiFVVC7WEgmR5agdc2Nrn//EnpH786cuxlj0e2hdvGwYLHI98wmcSC/MKiE+Gc12V3WlHl7Rbe\nPHdt6qVTFl5hEiZ9TQofQU1aLSsr86BCNLo8bDc0NGjPe+DMQiWyBtyYrKTYXY6qRLOLHlYzGxtl\n6y9+Ufn05583vqHDaE+PxyNlRUXrr2trPVPWrd1fFml7NEMbfaPU9FtKyytkaXnF+8D3UXG04/FL\nwAIo3nPgg9e+3PVLncx67nikfNZkEpfkFxaFtZKPy+6MB+4G5nw754ZJeePPdwkhznaaJriEImn1\nEH7i/eTJk1q8941RwDbDMG4KdICSYncdajVzK+o6avF9XUooLKx9c9u2+qfb22VrX4wdjNTXt1ft\n2tVyxbXXHLjlhusPaEeRJuJo8a7p95SWVxwD/hN4BrX0m+x/THlN3YlnPvri13uOVW7TNeF7h0fK\nX5mEuDq/sCisNYlddmcK8N0oYbLft/Abs2aPOS9gr6KmT4SiXOQB/Dp91tTU6LCZvmMBHjcM40HD\nMAK6b5cUu1uBPwC/QV1HE/yPef1195eFhTWPNzZ66vpk7SDiwIGWNz78sHHKN+84VBRpWzSaDnS1\nGc2AIis9dRIq1CIF1RTG43/M2GFJo3MnjVtls1p0ffDTIKX8l81PbflBuOd12Z2jgc0x0dbk+xd+\nIy8zeYwj3DZoTrEzoyAvqJ+/w+GYC/wjSsQDYLVaLatXr74/mPMMcV4GNhqGURvoADm5tmmo7tbt\nQLdwuZEjo2w33JCyISUlOiNwMwc2jY0e986dzfc//XTtQyXFbi2UNP0KLd41A46s9NQ4YA1wMarC\nRTcvUZRJmBZMmbBg3PCUPJMQeoXJi1R/8HdFqGtqJnBvojXe+r1Fty/TXVMjTiuqXGTQwgAcDscE\nVKWUQ777165dm282m3VJwuCxA7jCMIzdgQ6Qk2tLRZXlHYnf7wvAahVRN9yQsnLcOMuswM0cmBw+\n3PrJzp3Na//lh0f3RtoWjaYntKgJMUKIkMcSCyFuFkJ8LoT4TAjxhRDiSp/XNgshvvLu/1QIcYN3\n/xtCiG7d/IQQFwoh3hJClHnPe0wIEdfDcbOFEI/5/LxICLFdCFEqhHjT79goIcQnQogin31/EkIE\ntGxfWl7RUFpe8XtUKI1Albzr8l1u90jP61/tfePVL3Y+UtPQqC/AgJSyTQhxbYSE+xTggdHxI6zG\n0jtXauHeLzCj4p+DSSU93Fd0ucigMw143zCMJYEOUFLsrkDVky9FNXSK8n29uVm2P/po1fOffNL4\nNzlEvHxut6f+o48a7n/kkcrztXDX9Ge0eB/gCCEyUJ6u+VLKmcBFwGfe124HXMCFUsrpwAL8Wmb7\njTUaeBr4rpTSgbpBvEIPsZHA94D/8Z6XDDwCXCGlzALW+R17F8pT5MvPge/0/p12p7S8ohSVzPou\nSoR0s/NI7cnK5z4u/f1H+8ufam5rC3iZeaAjpWwSQqzMLyz633DP7bI7ZwH3TRw2NuqBRXesTYlN\n0uFM/YdgJ62eRHn0uwhBXS4yJAwDXjUM45uBDlBS7K5HXcdfBsYBVv9jnn229t1XXz35p7Y2Gdbc\nmHAipZS7djW/9+KLddnfufdIQUmxu1s4pkbTn9DiPUx4PdO+nueHhBCbvP//Wgjxz0KIj70e9Kne\n/SOFEK959/9SCLFfCDHCb+hRqBtmPYCUsl5Kuc/72veAb0op67yv1UopnziDmf8IPCGlLPEeL6WU\nz0gpj/q9lwRgppTyU++ua4DnpJQHvOcd8zk2A7gceIyuvA1cLIToU03v0vKKelQC1o+BaCDT+28X\nPj14ZMfTf//8oa9PVL811BJaPVLWCCEW5xcWvRLuuV1253zgnhmjHWLz/FvWJ1htKeG2QXNGgl0u\nUgJH8Etadbvd2vMeGqKBhw3DeMQwjICupSXF7jagEHgUSAUS/Y95552GnU8+Wf1YQ4Onuk/W9kOq\nqtoqX321/p4nnqhe8OivKvdE2h6Npjdo8d5/OCGlnIPySG/27vu/wDbv/j+jhKk/n6JqK+8TQvxG\nCLESTgnsBCnluVyMpgMf9eK484EvfH6eAqR4Q3E+6gjN8fJTlIe9iydDSulBdVHtczylt6TkZ6jW\n7C8BY+ihLnxLW3vbtq/2vP7y52UPV7kbhkRzJ4+UR0xCOPMLi94L57wuu1O47M5LgdtyM2ebvpVz\n3YZYs1XHPPc/QlFx5iB+5SLr6uq0eA8td6C88MMCOdnbkfVt4Eeoyjbdrp+7drUc/8UvKh89caLt\n6z5Z2k9oaZGtH37YUPTzn1dm/9d/HvuptxqPRjMg0OK9//Cc99+P6IxDnQ/8CUBK+QrQzeshlRd5\nOaq9/E7gJ0IIAxUeE6o4xTTguM/P0cBclIf9EuD7QogpQogVwDEp5ekeCI6hhHZQ8MbCPwP8H2AP\nMJEeQmmO1tVXP//Jl3/8cN+h/21qbRt0nqQOPB652yTERfmFRWHtnuiyO02o7+PG5fY8601z126w\nRJljwmmDpteEotb7AaDL71uXiwwLS4APDMOYFugAJcXuXaiOrCdQuURdwiyrqtobH374xO/37m3u\njZOnXyKlZO/e5l1/+lPNhr/8pW7Vtq313ZJ1NZr+jhbv4aONrp+3v5hp9v7bTmfYR6+61njDWz6Q\nUv47sAFY4w2VcQshJp6DjaUoEX42Gulq/yHgFSmlW0p5AngL5VF3AlcIIb5GPYQsEUL8wee8GO9Y\nQaW0vOIw8CCqKYmJ04TSfF5esfPpv3/+yN7jVW94PJ5B1XjD45Efm0wiJ7+w6MDZjw4eLrszGtgE\nrFw3fXnSuhmXro02RfUpNEoTUkLhee9WevD48eNVQyTnMdJMAt4zDOPSQAcoKXYfB/4d+ATlSOqS\nv9Daiufxx6uLPvig4WWPRw6o2PBjx9qOPf983X88/nj1RU/8tuq5kmL3kAqh1AwetHgPH/uB84QQ\nViFEErC0F+e8A1wNIIRYhqpt3gUhxBghxByfXdneuUBdgB8WQiR6j00UQtx2hvkeAm4UQszzGf86\nIYR/guEOYLLPz38B8oQQ0d7KNPOAHVLK+6WUGVLK8aiHim1Syut8zpuCemAIOt5Qmk9Qcf8voDz8\nqfg9ELW2t7e9Ubb3zS2flT1UWe/2T6odkHg88nWTSSzMLyzqJqJCicvujEEt3y+8ee7a1EunLLzC\nJEz6GtO/yTx039vdkhT7SCV+YXKtra1tra2tQzZhPMwkAkWGYWw+65GnoaTY3YAK4fwLKpE11v+Y\nF16o+2DLlpNPtrbKpoAtDRP19e0n//rXky/893+fWPLRR433lxS79UqQZkCjPWJhQkp5UAjxFKoS\nzC6UV+Ns/DPwv0KI9cCbqESwk37HmIEfCyHGAE2ocJbbva/9HIgHPhRCtKKqQDzoc+4W736AEinl\nOiHEBu94o1A34LfoDOnpeC9fCSGShBAJUsqTUsodQohXvO/NAzwmpfSNie+Gt7JNo5TySC8+h4Ap\nLa9oBJ7PSk99D9gIzEZ5BrvUhj9e7679y/YdT00cMSx9Vmba4pS42EmhtCtUeKR81mQS10Sga2o8\ncCdgvyv3xsnZadNywzm/JmBMKG9tMEOrTlcusspisSQFcR7N6TEB/2UYRhbwDcMwzvl64PVKP5eT\nazsEfAN176nxPeb99xv2HjvW9uj69UnXxMdHDQ+G4cGkpUW2fPxxw/bXX3cXuN2el0qK3c1nP2tg\nIoQQwFZgVUeRCiFEFPB3oFxKucK779eovDWBCrXdJKWsF0J8C3BLKX8TkTegOSd0k6Z+jBDCCrR7\n63PnAD+XUmZH2i4AIcTdwEkppX8VmXM5v05K+evgWnZ6stJTBTATuAFVZu0w6oGmG5NHDR87a2za\nkqTYmPHhsq+veKT8pUmIb+YXFoV1Kdtld6YA90QJ05jvLLh1zpQRE/rFd1TTa1ZlFOT9JViDORwO\ngVrFq8Hn72vx4sWXp6amdustoQk5xcBVhmEcO+uRpyEn1zYR+CdUMmuF/+tJSaaYG28ctnbUqOh+\n4fTweKQsK2su+9vf6n9x9GjbH0qKB2a1I68gF94CD2c79nLgYinl3T777kEJ9UQf8Z7oI+7/Hyov\nrcC7av6ulHJ2KN6LJrjoJe3+TSbKa/4p8N/ArRG2x5ef0xmnHwg1wJnKVgYdbyjNp6i6+M+iymxm\n0MMK1O5jlQef/eiLJ97dvf+Juqbmg+G0MxCklD+896ktt0dAuI8GvhcTbU39wZJvObVwH5AENWnV\np1xkl1ALXS4yYuQCHxqGEXBlr5Ji917AQP1eM/ELP6yt9TQ9/PCJJ3ftan6/L4b2FSml3Lu3ed/v\nflf90yefrLns+T/X/iycwl0IcY+3IeIXQoh/8u77DyHEN32OMYQQ+UKIeCHEVp8S0Vd6Xx8vhNgh\nhHgE+BhVAOInPuff6hXd/lyLCnPqOK7HMs0+wl2g/kald38D8LUQ4sKgfBiakKI975ohS1Z6agqw\nzLt5UB6lHhOYzhszatL0MaOXxMdYg1YdJxh4Ox9+e/NTWx4K99wuuzMTuDcpJsF6/8JvLNNdUwcs\nj2YU5J0pF+accTgcN6Iaxp3qETF16tQps2fP3hjMeTTnhBu43jCMPwc6QE6uLQa4EVWM4ACqEEMX\nLr00YXZOTtzlJpOI8n8tVEgpOXCgdf+2bfVv7NnT8jPg03A3WhJCzAV+i/reC+B9oCPH66dSyoXe\n475EVYg7DMRJKeu8/VveQyWQjwP2ArlSyveEEDZUSOpUKWWrEKIY+IaU8nO/+fcD06WUJ70/P4PK\ne0sANnd43r2v/Qa4DBUud7lXuCOEeABoklL6htdq+iHa864ZspSWV1SXllcUourQvwGke7duN50v\nDx/b89TfP3/0w32H/tfd3NJt2TgSeMOpromQcHcAD4yOH2H9v0u+tVIL9wFNKCrOHMCvW2d1dbX2\nvEcWG/CsYRjfD3SAkmJ3E6qZUyHKAx/nf8zLL5/85Pnn637X0uJpCNjSc+DgwZYDTzxR/cyjj1bd\nsmdPy20lxe5PItQhdT7wZ2/VtXpUrlielPITYJS3uMQsoNrb0FAAPxJCfAb8DXXv6aivv19K+R6A\nlNINbANWeBs4mv2Fu5dhPsL9jGWapZQ3oYo47ADW+7wU1PLNmtChE1Y1Q57S8opK4Mms9NS/orwR\ni1CxuhX4Vc34vLxi5+flFTtnjU2bNi1t1OI4i3lk2A0GpJSNQoir8guLXg333C67czZw58RhYz3/\nlLtpte6aOuAJRa33Svz6TJw4caJaSukRQminUeQQwA8NwzgPuNkwjHMu1esVxltycm1HUNWlYoAu\n1Vs+/rjxwPHjbY9u3Ji8MTExalQwDPenvLz14NatJz/aubPlD8BrJcXuurOeFFrOVNr5GVTvi1S8\nvVtQYS4jgblej/rXdJZgdvud/xiqctpXqI7iPdEmhDB54+M7yjRf5h0zUQjxB99qb1LKdiFEIXCv\nz5ghKd+sCT46bEaj8SMrPTUVFSs4H2hBLf138+QIELPGpk2zjx6RkxBjzQiXfR4pa0xCLM8vLAp7\nfKnL7swDbpmZOtVz+4Ub1+quqYOG+IyCPH/BEDAOhyMdVS2rSwOc1atX32m1WgPqAqoJOn8HrjQM\n43CgA+Tk2jJRiazxqDCQLthsJsumTSmr09LMjsDN7ERKSXl528E336z/ZMeO5g7RXnPWE8OAt2Tz\nb+kaNnO9lPITIUQWasViBLBQSnlECHEXMFlKeacQYjHKuz7BO1yRlHK63/gfo8T+TCllt+aCQoj3\ngOuklLv99i/CGzbjjXOfJKXc7f3/fwFIKTd7j/0fVNLqn9D0a7R412hOQ1Z66hjgClTd+maUiO/x\nD2bSyGEZ540ZfdGI+LhpofQseqQ8YhJiaX5hUVhr0rvsToGK09zozJwjbphz1TpLlDnY9cE1kWN2\nRkHe9mAN5nA4YlBJ7ft991966aXXJicnT+75LE0EOAKsMgzjg0AHyMm1JQPfRIVfHcTP0SEEbNyY\nvPS882LmBzqHxyPb9+xp2fPmm/VffP1169PAX/tjrXZvdZebvT8+JqX8qc9rnwMnpJSLvT+PAF5E\nlXvejvKWdzTX6km83wdkSyk3nGbu7wNH/CvA+Yl3E/A2qheAAD4F7vBJYv0YWOZttqjpx2jxrtGc\nhaz01LHAlaiSW02ouMAeYyqH2+ISZ2eOuXBMcsKc6Kiobo1N+oLHI3ebTGJpBLqmmlBLviuW2/Os\na6YvX627pg46rs4oyHs6mAM6HI7/BupRq1cALFq0aHlaWtq805+liQBNwD8YhvHHQAfIybVZUMmZ\ni1ACvlsJXpcrfsb8+bYroqJEr68dra2yeceOprJt2+q/PHGi/SXg5ZJi95AUlkKIIuAnUsqtp3k9\nDfidlNIV4PizgXuklNf3wUxNmNDiXaPpJVnpqeNQ3ud5KA/8UXyEiS/W6Cjz7Mz0WRNGpMyLtZhH\n9HVuj0d+bDKJSyLQNTUaVRd/0brplyYtn5K3QndNHZQ8kFGQ96NgDuhwOL6LivE91Vn1/PPPv8Bu\nt18WzHk0QePfgQcMwwhIFOTk2gTgQsVyH6N73DYzZsSkX3ll4oaYGNMZw+2amjwnt29v/Or11907\n3G7PVuCVkmJ3wHXqBzJCiGTgA+BTKeW6sxx7NfBKhyf9HOdxAbuklF8HZKgmrGjxrtGcI1npqcOB\nPOASOpO1/Dvfdh4/ZvRkR+qIi5ID7Nrq8cjXTSZxRX5hUX1ABgeIy+6MQfUWOP/muWvT5o+b61Jh\nkppByBMZBXmbgjmgw+G4BliICs0AYMqUKZPmzp173enP0kSY51HlJAO+1uTk2magui23oLpZdyEt\nLTrhuutSNiYlRaX5v1Zb237sww8bdr7zjvvLtjZeAt7sLzHtGk1/Qot3jSZAstJTY4E5qLj4UUAD\n6mbV4x9VenLiyJkZqfNGJ8bPMplMvVo69kj5rEmIa/ILi865vXlfcNmd8agbsP2u3Bsd2WnTcsM5\nvybsFGcU5DmDOaDD4chDxf+einsfPnx48rJly+4K5jyaoPMZcIVhGPvPeuRpyMm1pQN3ASlAuf/r\nMTEietOmYasyMsxZHo/0HDzYuuvdd917v/yyuQx4AXi/pNgdllKTGs1ARIt3jaaPZKWnmoCpqGSj\n6ajGJUfpoYEJQEKMNXZWRuqsjGFJs+MsltOWUfNI+UuTEN+MQNfUFOCeKGFK+86CW+fqrqlDghMZ\nBXlBLXvqcDiygLvxqTgjhBBXX331AyaTKWwNfDQBcRxYYxjG24EOkJNrSwBuB7JQdf/9r2Ni/nzb\nvC+/bKqtqmrfhfL6f1pS7O4WL6/RaLqixbtGE0Sy0lPTgcWocIEo1E3wtHVzJ4xIGeNIHTl7VGL8\njGiT6VT1FinlDzc/teX/htxgP1x252jg3phoa9L9C2/Py0xOC0qJN82AICWjIC9oIQoOhyMV+Ff8\nykVeddVV/xgTE9PnPBBNyGkB7jAM4/FAB8jJtZmBq1Ehhoe8Y5pRzYiib/8b1wAAF9ZJREFUgFJg\nC1AWocZKGs2ARIt3jSYEZKWnJqLq/V6OKstVj4qN7/EPzhIVZXOkjrwoK310Qqw5+rEIdU0dB2xO\nikmw3r/wG8t019Qhx4UZBXkfBmswh8NhAX6B8rqeYvny5RtSUlL0Q+HA4afAZsMw2gM52ZvIuhDY\n5N3VhKpp/nZJsfvI6c7TaDSnR4t3jSaEZKWnmlGhNEu8/0pUXLxvPGccKmb+8dLyirfCbiTgsjsd\nwD2p8SNN31lwy8qU2KTRZz1JM9i4LqMg78lgDuhwOP4fqkdCc8e+BQsWuNLT03UOxcDiFWCDYRi1\nZz3yNOTk2uyoJkXbS4rduounRtMHdK1mjSaElJZXtAKfAJ9kpaeOQNWKXwaMQy0hN6I88z8rLa/4\nJBI2uuzO2cCdE4eN9dyde9PqeGtcSiTs0EQcewjGLAcy8RHv9fX1lSGYRxNalgPvGYZxhWEYuwIZ\noKTYvQsI6FyNRtMVXa9ZowkTpeUVJ0rLK14BNqNqKn+A8sT/RwSFex5w18zUqWLz/FvWa+E+pAmF\neD8IdGlWVltb2+86Y2p6xVTgfcMwLo60IRrNUEd73jWaMFNaXuEBdnq3iOCyOwWqOs4G57i5phtm\nr1priTJbz3aeZlAzJQRjluN3n6msrNSe94FLCvCyYRh3G4YR9rwcjUaj0J53jWaI4bI7TcA6YMNy\n+4KYm+asXq+Fu4bQeN4r8SsRWFNTc7K9vV2XAxy4HABshmHoa4ZGEyG0512jGUK47E4zcD2w8OoZ\nlyZfYs9bYRIm3TZVA5B06L63R2UU5AWzDX0l0O371dzcXBUXF6eTogcIUso2IcRfgF8CfzMMQ1e6\n0GgiiBbvGs0QwWV3xgC3AXP+Ye66MfPHz9Wxqxp/7EAwxXs1SrwLfMqkNjU1VWrx3v9pbm6uOnDg\nwKGdO3e+X1dXd0dZWVlA5SI1Gk1w0eJdoxkCuOzOeOBOwH5X7o327LRpulSfpifswLvBGqysrKzN\n4XCcAGLwaVbmdrsrhw0bFqxpNEGktbXVffz48R27d+8+VF5eXgN8DbyshbtG03/Q4l2jGeS47M4U\n4B4g9YKMGW3jU9InR9omTb8lFEmrh4DJ+Ij3+vp6XXGmH9He3t5aXV391b59+3bv3bu3zuPxtABv\nAm8DB8vKynSYjEbTj9DiXaMZxLjszlRUacp4oPzDQ5/z4aHPfz5nzHmpC8ZfOHPKiAkzYs3W+Aib\nqek/hKpc5ExUh2EAampqdMWZCCOl9NTW1u49dOjQV2VlZVUtLS0eVDLqq8D2srKyhrMModFoIoQW\n7xrNIMVld44CfoCKNa7wfe3jw19WfHz4y4ooEfXa4onzJs4bO2vm+JT0adGmaHNEjNX0F0LheT+C\nX2UzXS4ycrjd7vLDhw+XfvXVV0fr6+vbUHkJ24CPgKPay67R9H+0eNdoBi/tqHjVqagul9XAyS4H\nyHb5tz3Fe/62p3hPgsVWdPHkXMf00VMcGUmpdl0+ckgy+dB9b4uMgrxgCrhu5SJPnjzZ0NbW1hQd\nHR0TxHk0PSCllPX19QeOHTu2c/fu3SeqqqqaUCFMb6Eaxe0vKyvznHkUjUbTnxBS6odsjWYw47I7\nhwPZwBJgDErUnwCaTneOJcpsyht//vjZaedNnTAswxFnjk0Mj7WafkBGRkFeebAGczgcw4Afo0Iy\nTnHFFVfcarPZxgRrHk0n7e3tLbW1tXsqKirKdu3adbyhocEMtKHEejGws6ysTNfa12gGKFq8azRD\nBG9X1QzgAmARKg6+DRWLfFohDzA3fXravIxZjsnDM6emxCbpEn+DmyUZBXmvB2swh8NhAn4FHMbH\nA+9yuVaPGDFiRrDmGeq0tLScrK6uLjt06NDOvXv31rS1tcV6XypFJZ9+qePYNZrBgRbvGs0QxGV3\nRqEqgMwGclFCHpSQrz/TuZOGZSbnjT/f4RgxYeqo+OGZJmHSnZoHF9/IKMj7VTAHdDgcP0KFaZ4S\nj06nc2FmZuaiYM4z1GhoaDh64sSJsgMHDuw+ePBgK2BBPSCVAu8BO8rKymoiaqRGowk6OuZdoxmC\nvLbr3XagDChz2Z1PAWOB6YATFR8vgDqgBp/mOgB7qg7U7Kk68D7w/vC45JjFE+ZNyRptd6Qnpk42\nR0VbwvpGNKEgVOUiz8NHvJ88eVKXizxHWltb62tra/edOHFi39dff324urrajPpbbQY+RCWd7ior\nK2s840AajWZAo8W7RjPEeW3Xux5gP7DfZXe+BIwApqE88h1CrgmVeNilUUtlQ03TM6WvfvZM6auf\nxURbo5zj5ow7b9TkCWOT0sYPj0seo73yA5JQlYuc67tDl4s8O21tbY11dXVfV1ZW7jt06NDXFRUV\nLUCS92U3qqHW58DXZWVlbREzVKPRhBUt3jUazSle2/WuBI57t7dcdmcCSsDPQyW9RqPi5CtR3r5T\nNLU1t2/dU7J3656SvQAJFpt53thZmdNGTRqvxfyAIhTivQLlIT7F8ePHtXj3o729veXkyZMHqqqq\n9h0+fHjfoUOHqqWUyahwmFjU51gEfAlU6LKOGs3QRMe8azSaXuGyO63AJGAOSszHoQTZSVSIzRnb\np2sxP2BoAWIzCvKCVj7Q4XBMBL6HCp85xbp16+6Njo6OC9Y8A4329vZmt9tdXl1dvf/w4cP7Dhw4\ncMzj8SQBHSU0a4FPgC+AvTp+XaPRgBbvGo0mALwJr5koMT8bcKCEvBbzg4OJGQV5+4I1mMPhSAJ+\ngl+5yJUrV94cHx8/Nljz9GeklDQ1NR0/efLkoerq6kMVFRWHjhw5UuX1rHc8wDQAnwKfAfuA49q7\nrtFo/NFhMxqN5pzxJrzu825/c9mdFlQZyokoMT8F1VXztGL+ZIu7taNBFHSK+Skjxo9NTRiZNjwu\nJS3OHJMQvnel8cGO+t0GizpUuFUUPt+DxsbGysEq3ltaWurcbvfh2tra8hMnThw+dOhQeWNjYzuQ\niKruZEXll3yB8q7vQ4XC6IZJGo3mjGjPu0ajCTq9EPO1+HXd7Im0hJG26aOnpE1IyUhLSxiVNsKW\nkhZviUsOoekaxZ0ZBXkPBXNAh8PxQ5SH+VQp0pycnLzx48cvCeY84UZKSUtLS3VjY+Pxurq6I5WV\nlYePHDlyuLa21o16v4mAGVW1qRXYCWwHdgPlZWVlZ1yh0mg0Gn+0512j0QSd13a92wLs9W4dnvmx\ndBXzHWE2DShB3+w/zpGTx91HTh7fjRI6AAyPS46ZmepIm5gyNm1M4ui0EbaUtASLbbgQwv90TeCE\nImn1EDALH/FeV1c3oJJWW1pa6hobG4/V19cfr6urO1ZVVXXs6NGjx5ubm1tRnvQElGBPAYahEkzf\nQgn2Q8BR7VnXaDR9RYt3jUYTcrxifo93e81HzE9AxcvbgdEo76QJJejrgW71qisbappe3/v+vtd5\n/1RYR1JMgmXmaEfqpOGZStDHJacmWOOHR5ui9DUuMEJR6/0AKtH5FP21XGRra6u7sbHxmNvt9hXp\nxxobGzseMK2Azbul0tkXYYd3OwQc0h1NNRpNKNA3No1GE3b8xPzfXHanQMUBpwFjUIJ+MioptkPQ\nN6E89I34NY6qbTrZ8vb+vx94e//fTyVECgTjU9KTJg3LHDEmcfTwUbZhI4bFJQ1PsiaMiDXHJGpP\n/RkJhef9mP+OEydOVEkpCffvwuPxtLW0tNQ0NTXVNDU1VTc0NNTU19dX19XV1VRVVVW73e4m76EW\nOkX6aFSoVxSqedke4CtUDftyoE4nl2o0mnCgY941Gk2/xWV32lCCPg3lDbYDo1AiyoQqa9gh6Hsd\njmCzxJntw8cNy0hMTRkdP3zYsLjklOSYxJQEq22YzRKbpKve0I4qF9karAEdDsc44AcosXuKNWvW\n3GOxWIKamOzxeNpbW1tPtrS01DQ2NtY0NjZWd4jz6urq6tra2nq/U6LpFOlm1Ps3oRoh7UeFfx1E\nPYAc1x51jUYTSbTnXaPR9Fte2/WuGxXvvht4G8Bld8aiQhXSUN75KShvfYf71oRKDGzwbi3+47pb\nGlq3H9lxdPuRHUf9X4sSUWJCSkZSZvKYYSNtKYlJMQnxCVZbgs0SF28zx8bHmmPiY6Kt8eaoaEvw\n33G/IQqVn1AWxDGr8GvUBNDc3FzZG/He3t7e0tbW5m5tba1vbW11t7S0uJubm+ubm5vdjY2N9Q0N\nDW63211/8uRJt094SweCzkZH8cBw1MNex6pOMyqsZy9KrB/zbm7tTddoNP0NLd41Gs2A4rVd7zbS\nWaayGE7VnU9Bld4bjoqnz0RVvImnM8xGoMR8E8pb3y1Jtl22y91V+2t2V+0/Y0McmyXOPCZhZPxI\n2/D44XFJ8ckxifGJ1vj4eKst3maJjY8zx8bHmq3xMdHW+AHqybcTXPFej/q8O7r0AnDo0KHtSUlJ\nR1pbW5tbW1ubvP82t7S0NDc3Nzc1NDQ01NXVuVtaWs62CmBGNTfybXLkoTMxugY4Ahz2blVAtXfT\nIS8ajWbAoMNmNBrNoMbrqR9BZwWQdO+WBiTT1QMLStz7bq34xdifCwJBgtVmSbDaLPGWOEucOdYc\nZ4mxxJljLTHRFktMdIwlJtpisUZbLJYoi9kSZbZYos0Wi8lsMUdFW8xRZovZFGWOjoq2RAmVgCvx\nXrg7rZLe/V1+7vyh6/ES6WnztLe2tre1tnnaWtwtjeZJwzPftkSZa1ChIm5gS0ZB3meBvu+ecDgc\n30d95id7eYrZu1m8mxkl/jt+Z6CEuQn1cHCMTnF+AiXYq4HasrKyoIUAafqOEGIR0CKlLA7R+D8F\nnpNSviWE+C2wEFWiFmCTlHK7jx0/RX23TkgpFwohLMDfgCVSyrZug2s0EUZ73jUazaDG66k/iF+s\nNZyqR5+MEvXJ3q3De9+xLxElFDti6jvEYjvdhX63G71EUtdc31LXXN8tfKcfMRb419d2vRvMxkw9\ncQgV5mRDheZE0ynCJV0FuUCtjtSgRHk1UOn9t57Oh4x6VHhLf/58Q44QInqACc1FqN9d0MW7EGIY\ncJGU8p98dt8rpXzG77hk4BFguZTygBBiFICUskUIsRVYDzwZbPs0mr6ixbtGoxmyeKvedMQ394jL\n7jShxGa83zYMJfSHobz6w1HhGr5e4Q6Ez7/Ce0x7D5v/fkkPceKnGftMrwuUWI5CPXj4/z/R+z5C\nLd7fRXnQfYV3IyqMqdm7nRLmZWVlA0mM9gkhxHjgZeAdIBdVweZKKWWjEGIS8DAwEpXHcauU8iuv\nR7kK1TthuxDiKiBbSlnjHXM34ER9Lx/3nn8cuMkrVn8LFHWIWiFEvZQyXgiRBhSivhfRwB1Syrf9\n7C0ArkA9sP4V+GfgM2CKlLJVCJHo/dkO3AHc7j32S+A+78/tQojrgDtRlXt+gQp3A/gnKeW7QggD\nVVK2I2n9HuAi4FLvZ7RSSum/qrIWeKUXH/s1KO/8AQAppe914Hng39HiXdMP0eJdo9FozsBru971\noMI8zhrq4fXk2+gM8/DfOkJA4ny2WO8W4/Ovjc64bV/kaf7f8XNP+0CF/rSgRLFvvH+jz7bnbO+v\nr5SVle1ENSzS9Iwd2CilvFUI8RSwBvgD8CvgdinlLiHEPJS3uKMz7RTgYilluxDCBFwF/MZ73NdS\nyqNCiBeB30kpnxBC3Az8N7DqDHZcA7wqpfw3IUQU6nt6Cq9n+ypgqpRSCiGSpZQnhRBvAJejhO8G\n4FmvkL8PmCClbPYeWyOE+AVQL6X8sXfMPwI/kVK+I4TIBF4FpnmnnAQsBs4DSoA1UsrvCCH+7DOf\nL07gGb99/yaE+AGwFbhPStns/ezMXrsTgJ9JKX/nPf4L4IIzfEYaTcTQ4l2j0WiChNeTP6TDNzR9\nYl9HLDbwETBeCBGP8sQ/7VMP3+pzztNSynbv/wtR5Th/gxLPhd79OcBq7/9/D/znWez4EHhcCGEG\nnvexqYM61EPgY0KILUCRd/9jwHdQYvom4Fbv/s+AJ4UQz9NdaHdwMXCez3tMFEJ0VCF62fsQ8Dlq\npajDq/45ML6HsdJQKwwd3I/qdmtBPQh9F/ghSgPNBZaiHpxLhBDvSSl3eh+GWoQQCVLK3uZoaDRh\nYSBWQNBoNBqNZjDiW/2oHSUuTUCNlDLbZ5vmc5zb5/8lwGQhxEiUZ/2508zTsSLT5h0foVSzBUBK\n+RawABWW8nshxA1dTlax9RcCz3rnecW7/13UA8dCIEpK+YX3lMtRYT9zgY+EED05Dk1Ajs97TPcR\nzc3e8T1Aq+ystOGhZydkIz4rV1LKI1LRjHqwudD70iHgFSmlW0p5AngLmOUzjhX1kKLR9Cu0eP//\n7d1ZiJZVHMfx7w8VTEnbSLrIFiyMxFJL28xCIZAijULIhFSCilaToGilRTEKTbpyWk0kiMxKqUhK\nS8OpXJlsr4tussVMNFrw38X/vPk0zYzNOOPMG7/PzfA87znPOe+Aznn+55z/MatDkpofMtPZz79P\n0uyubGM/7R8j6bXK9XBJ70tqkrRVUt9yf4qkLeX+vEr5GyRN746+m3WmiPgF+FrSFZCDbEmntVI2\ngGXAY8C2iPixfLSOjMQDTCXX1QN8Qw6oAS4ll3Uh6Thge0QsAp4ERlbbKbMBAyNiJXALcHrl4+eA\npeQgmbKU59iIeJuMyh9G7hnZRS5VqXkTuKHSRvWZ7bWNPAOi9qxjyk+RLxu1l4rlwFhJvSX1A8aU\nukg6Evi+hfX0Zt3Og3cz64lmAYsgs2iQ636vjYhTySwVf5Q/ro8A48v9QZLGl/pPATcd9F6bdY2p\nwExJm4EmcqDdmheAq9i3ZAby38J0SVuAacDN5f4iYJykRnLgWoviX0BugN1Irrtf0KyNQ4HXyvNW\nA7dWPltCbuBeWq57Ac+XJS8byXXtPwOvApMlbZI0tvTxjPIy/jG5obWjVpTv8HefSvtbyU3mDwJE\nxDZy1mAL0Ag0VGYLLgRWHkAfzLqM87yb1aFKVojFwIsRsbzcX0L+0T6CjDD1AoYBj5JT4tPIKeiJ\nEfFT2ai1iZxGHgDMiIjGkuFhMHnK5mBgfkQ8XtqYBcwoXWmIiPklU8brZETvLGAzGXm7HzgamFqe\nO5rMqXwIObU9PSL+dRCQpK+AU8oGt4nAlRFxVbMyZwJzImJCuZ5GTrtfX66Xlc8bO/I7NrP2k3Q5\nmSVnWjf34z3g4lrmnQ7Ufwm4o6X/n8y6myPvZvWtgdwYhqSB5Ma2WrRoGJk1YjTwELAnIkaQ62Kr\na1j7R8Q5wPVkxLpmKHBRqX+vpD6SRpX2xpCD9GskjSjlh5ARuuGl7pXAecBs4M5S5hPg/NKPe4CH\nm38hSScAO8r6VMiMECHpDUkbJN1e7n8BDJV0fInOT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8aV0E7NJ9c/je9L4k8cU+1zSjdWtZPwFcXVXvbw59EXhZt/0y4Aub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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "info = f.drop_tissue_in(to_remove)\n", "f.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Drug Decoder" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "GDSCTools provides an IC50 test file (ic50_test). The drug identifiers are\n", "usually encoded with a unique identifier that have no meaning. A decoder\n", "file may be provided. for example, we provide the drug_test data set" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "location: /home/cokelaer/Work/github/gdsctools/gdsctools/data/test_drug_decode.csv\n", "description: drug_decode in CSV format\n", "authors: GDSC consortium\n", "\n" ] } ], "source": [ "print(testing.drug_test_csv)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of drugs: 11\n", "\n" ] } ], "source": [ "dd = DrugDecode(testing.drug_test_csv)\n", "print(dd)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It can be used to retrive the name and target of the drug" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Nutlin-3a'" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dd.get_name('Drug_1047_IC50')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'MDM2'" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dd.get_target('Drug_1047_IC50')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.3" } }, "nbformat": 4, "nbformat_minor": 1 }