{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Analysing PPIs\n", "\n", "After the extraction, one can visualize protein-protein interactions (PPIs) via the PyMOL wrapper and get their statistics." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from ppiref.visualization import PyMOL\n", "from ppiref.utils.ppi import PPI\n", "from ppiref.definitions import PPIREF_TEST_DATA_DIR" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "In the examples below, we will reuse the PPIs extracted in the previous tutorial \"Extracting PPIs\"." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "**Example 1.** Visualize a dimer." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2024-06-21 17:52:28.817 Python[81810:4602120] WARNING: Secure coding is not enabled for restorable state! Enable secure coding by implementing NSApplicationDelegate.applicationSupportsSecureRestorableState: and returning YES.\n" ] }, { "data": { "image/png": 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cTj48WeGotkdqjCTRwkkkhRED2OjfJctmsQ6gxbJPNOnx1oDYEVNs45N9TqToqSVbEn+gXFDHR65/oRxVt+i5O+pxykH1HT/tliiWdUgKncSo5MbyzljOCdTj4sYTJndJmbDvpqut19JTcWrcyigSejsg/oBS8ecd1yx62QUaiD8gfb0HxNe7dgStG7h/WAfQYtlxgijAcbbzKbvWhJFV96HdzCg9v9gUMks3iQ6DpcNv+rnHi2LB89f3qXodsm5qXYck58hA6cKccthKcvHqCkPxG+kETt5NQOuXNnScDiftvJtl5kIu7QCWUTM/cFWWeR/p5yRuitvlaPG3D+Hfdb3PTQfdOoH7h60CtlgsCbq6uElz3XUxJRYAOfFS91jcYveyzqLkO7JCOHKl+HIcZ6nqaC0A9OIYOXJ7IWHpAhlEGfGnF+WS5PxURTesNOrP+8CLRaCuDO7cdeT3S27X9/3lRKBxDQCImcA7VKp0B8RfGfvk/GU/aKzyIS++Do33zS52FLAUY0PAFoslxgy7rmNmbxmp9hJ635kwtHEgdTaYCotmqRue8l0V3oqSY9Sh3Kah1ji8bITKxExwxRVXsyuugiuCKODq7opb5xaB4Me7HyGo78iYr1f2+Jos7N4Hnmz3EkLnsCNn1na84vNWMw3B9/3lUhbUNaDbrIhINNpvJUsUUJniL+v+ecfeXok/IC3+1iTU4j6jYMPBe4R1AC2WXWeauEjb2h8Ocmbvlj/Nx336ssdTB6OSOcYIxdZ9LqarQTs5947j8OPsR5iC365oYZM9BuXiiWtVOKDah0ycCZODCf6Bz+3dLdyC53iyqrhJv0H9vFdwAZnC05Onyb+flN/V9/18tXYVNfr7ZRGBWGtD6FjwNAzPXl1dyXm/BRQJv10P/5rpJMu8LlXo927kJjmB1gncbWwOoMWy45jVsdv6g7rJvMN19zNcuL9syKvh8zFz+gSCNm0e8QiQr4eZOwjF7qb5I/G9YNKdcHQsuzDfTqX468w7SbhTL841RKBZnblsRXBOZGfEV/acxQKwTv/EoEAUVyBuRKGI91guFKxfl2zV+SKyYV/t/k0mE57+1tPCx+yyAMzmuG6s0t/YT9NzbtkuNgRssewJmwzJFqGr+/Yd3/VTId1lHu87PuIHAdNklN0tt/zAD1w71zJ8y4/8ePNjqpKZkHRI14Env/OEv3/892nftGlP2nTGHZ52nsreci7QlrlvtVulVISBoYbILnJYF4VKdQ/FGpdHfHw1Tn9O/Ol9hUYouCaO+gKIgmav/dXVVeFzqxJ/u4yefuPibr5Qw0h5sKHg3cYKQItlxynqv7ZxlCho097ePjeJej6rCFrP9/DaHpO/mSAmgugu4oYb7rjjSH395PgnuI6L4zg4rrr50nFxHTd2X0JCvLnHSeeEk986ybWRiRsN1x+bvFEK29I0ICUCS3I1y6prY6ZKBFbkemZp0yYKokYthYIwKAz7/s3bv9lP8acKjBb1uVwXvu+n3m9WBO4uNgRssewB22wFE++TYCOLxrZDwKDCeb5aBKOw8X6DMEA8EnAA7XdtHj2SIWDxVuB1vdJm0DkiZA5hSagwDpcqmgqXyvFsRUJ+kcCsCAU3CQPHjwnyxyBuRCJ4S4jdP/X8PMe4f8k5d3CWEn9FvP27twvF3y6Gf+u0Ntr0vmF7qSuWZux/fMdieU9YNoS5wg6ZOuu1oFLTPlSxyTbQbUlCHdtsuB4JV3DIIcyQ4k/15/Of1piDGyXHsKi9zrqaXwdRsJ6FXrcF0ts1E/v1pdHgNcy1r0EVU5Rd2mrbseBTdoWIRFoEZgnA9d3ar3NVm5e3b9/y9Onyzt86+ls23qd+n6nnVLfZ81pR7++HkEbyULEOoMWyB2THpG2leGKFT/BlLUnuo6AF8iHMJvu+ur2ifdSWuX9jOOnu7qgvs2CltN+gpq62L3EBF+2r1vEWOIKVZKurs5XfS7w3KiebNKiULWzYXeS6Lthe4/eaurbNgqQUW3T9slgXcLexAtBi2RO2/cc0VT0bNmuhUZY3KG4EHMvv46rOAta9YC0rAAMC3vFOir8JnHR2V/xpFl0n8WvTxNwtE4E1JqM0YSlB2CYuSmnqoC4Uf3ofNSgN629gjnERApF/T92j+IPq2d+W+8d6sxbLvmCETNcW4qtL0x5zJX9ZcrleW4hqFxUwBCw+fwEB7+bvmLameHj4nT1xMIxpLkW92PTEk6W2qchud13X4yIBZwrE1H2XWMmy50AcCryZhxAi6fG3phVS3Ih0qHsDK28s/sw8U7vCWyqwVcAWy56g25kAW/nDnnI0NrU/p+R2z+gCGC3+tp1+uQq+76cqigP1tTKZ1jABwdarlH3fj2/LEoRBXvw5sshEzBPx12Qfpe5fGCTizySquK2Cajm0MwUpxvN5EN0EHhhWAFos+4Sx4G7lD+oK/fN2khpPJYgCHBx+LX4duyr3GUZbhqwIhLQTui6BINrNevPdN5XO5wxoSTHo+/Vd0uy5DEI5NjCIZI5k41FxZg/JBjef1YTxJkiNA9yBD3aWNPYlsVj2CN81Er0f6Lt31Xyy3MJtph6ptiXxfbOhTNUuJiJKt8/YQ1Ij7dQ5CAnjVkKFY/cWkQkFg8o9q6rI3RGqnqt348UuoOcWPxeBErst8OZeeX/OVUbymdto4K7ujONXwr6+hx46D3QJsVgeMAtyvN5Xrn64yrkt4lBIZ8ekpf4fqUW9YG4vGM7NmmembhvflS1wcJO5xroZdVOhAZSKwF29DmsVegBepNzesudxg7wOWsDxboQ0d134WXYbGwK2WPYMs9M+7MZCZLLtzv86p6sw1DY1bhnett4CsqecbjQsHIFA8Pb2bTIzdc/Cv0X4vhxnp8PCuh+inlgi7gTirkE4Nzsq7m5th7o2inL9UhSYUinXNMPkYMKkNdneh4EFTqIVf5ZV2ePPtRbL+0s2FLyxquAtNmtehiAMSh06cSfgsN52PMeTIlBtp3PUYcIknvu7q+5WU7Ro0D38tCPodTzCmzAWhrOZtE29g/qh3V1xo+MPIC7lM40rxB8k5+nq9kr+oCWvCWbNzsnKlDi0VvxZ1oF1AC2WPcV3tptg3ThfbMOkesYVpRhFwDt1u1P/N5lk/q3+Gk5u5S+mTOMikCDzte/4rnQEfRJX0HVcZrNZLP4ODw4JCaU7OC1wB0NyK8h9n5tcH8Fs67mSSltT/Jmvs3fkJSkDNT9MbJq9E387Ms/akmeHP9tbLJaFGOO4Nu7ArCO5fRNkCjtAuX964dbHPSclAjtORwq8kPTIsEM45JBZLnkwIVVRuwOu1yqkBEWo5u4eKhdQiZ72cZtwFjKbzvDahgMWAB+kXbH7cgJj8RdQPAJukfDTqRSZVdFre8UCeFsYLuDeiT8DOxJu97AOoMWyx/iuH09BgPXnA+78ghOVfA95x6ZFDnGrFvYA+Bvg1/JxM2a1nYuH5A76vs/Jhyd4bU8KvVtgBtPplNndjPZxO84VFLdCriAFT3nreaBVE0QqXD/drmXh++a+V8r2HrwXLXvHfV/WFotlRWIRCBvz9B3ZE2X3iUgXMxxnfl8gAmMOYDKdwFvge9kaZBkCagiKHUeLDe9YCcEbYiF4eHCImBnn+I7CXLt7FcOBccviytu+vEa+4z+IQiTL7mEFoMXyEDBcjn1Z2NZKkTjVod8aTmBqO3OSqtaAajFRgC4m2XdH0HScvMeJIzi7mzGZq4pYkHlyUCoCN30O6s4PFncinxNYRFXLui1XOz8k4Wd7Ae4eVgBaLA+AVGuYdTt12/y7XVa1meFXv/pV4c/FvKDvHzRO4Pcelbh/dQRhZqzXQxGBIB3BSTCRIvkQJrNMJU3J63df5yBub+PKSuel0dfPrubB7jL2nO0sVgBaLA8Ec1bwul3Aup/et7XQP336NPXvt2/fpoVv0aJjisACF1BX/zJvcCAFgtA7VoUlZq/GHRSBemTZIrIisON2ZG7gFDqPOulwMJQK422dAy36xJ3A63irCb8M3uH2WsA8JPfPFoDsJlYAWiyWnaFOonuR+9fxOuncvzqhupa8iUP1OCUQO+1OjQfn8X3ZVkXPZPVdP3bEHJydEoFmS586RRD6ddGFH51HHTrzTrHbClsTgSEhN86NPLZMM+t1Cj+QleHb4iGJP6v9dhcrAC2Wh8Qmem6pbTo4O9ELsNPJCLTIWOwPgaOKBxet4S0QoqF4NPB9P9VOJPU75cruXP6TDlGbbYQWuYFt8D5IxuN5x158rnIuIFSKwHUIQX0tipngb/nb+Ofrdv00VW2B1slDEn+pvxc79hawWG1usTxMKt7ZegpE7YXG/MN9z/k8v/rVr3LhXyEEdNU/jkhcqTuKP+IekneuDtT9W3Dyk5PS/ZsFB2WiL4eapuLgbG5iSwVBGKSc1SAI4t6JQgg8T4mlil6S8dQZwHO9RDjOiM+xmIp0j0Ao78nHav0CgzCQolNA53GHWTDbiOgDEDciX02+JOZrXyS4H5L4A8DlQY1UfGhYAWixPFBKXRZ3we/DdCjW9/3kvvf8FyPn/hVRIPAm4UTmrik8Ny0WxLGgM128bd/3CYKgvvgjP7Zvm2ixXyi2nETsxk5NwVjBIAyS6tlIiRTjeYip6geoxXa2Mbe+zApO2TIi8Epcpf7t3rmwXNR+OQoaj5dRJXp8x49F4EMUR9nr5r7/dljy2JfEYnlAiJaRA0VzR8TBAVfmVplhS3EjZMjvHtHun+laCSGYRBM6tx0Kn+6d6mV3tODY5ySuVlUImQbOn8lUzt11a/UhWQ+xW6lc25z7aLq5kfFvY1UoFH8GcW6gEoGFLmC8MZYWgVooiZt0qPm+r8kcYfPr40GKvyiw7t8eYHMALZYHQkCQhKp0HluELEQou2ValkTGF8g/4C4u7rHLO94hEMnMi3XnA1a0gLm6uopDv3HIEqT4e9xhkhvsq4RfTYHgHXiyVUhZ+5cVSYVgt1wMIn5Qoqng475+DVNthEwqxJ/Gd/1E9C1aURoWh+QKVFrJbWvir6r2w3gv+U55LmgZD1EYBQRxykNEtPejEh8y1gG0WB4AAQG33CY/UJMbfN+v/S6Pc8MgdoMiR4rB8F0Ij+TPBEK6i66xcFcIhE3xV3/1V3Q+6sCH0DFigN6B1zhXUUxFdYPodRBB6NRsdLgGdLgaRzan9hxDMKnzk6q61h8EnLwgW/jaRuD5XrqYpowKJzA+jgLEO8Pd3pBQX0hGpy7lBj9gAoK45YsVf7uPFYAWy56j/+jGAvDX1YUMZZQtZkEQyEVZNf8FCgWWWSiwToIgSLl+YIi/d8jRbb8rf+61VhQGqmBjIxjFINvEO/ZS00nK0LNxwRD5UGsR14+NX6dFJmeBCIwriVvgzTM5mteicTPvldDuuP5eC+YPraApQ/8dimTZ+4N0Nx8aNgRssewxQST/6F5zLQXg9+TE0qr4vs/Jhyd4cw+vJUeCiR9EOpSsENc1HKAGXF1dFf680+nQcTo8ffpUPt+/lrN7HeNrGUR7vcdvot22Nu2thYFjUT9VI+qgWuBOpfhrKTu0kYNjhJBrOWPqFIh3ItdGRrQEAuNnhvhbq/s3LblBXLTj+R7eh/JmyROEMiXExbXib8+wDqDFsqeYjtstt9Kx6W7uj6/v+nHOmOerxXAKb//DW1mccbhe8aSdv1SrEmThh1kNXBbmzorAyl58W2pvI6aCd+13TLXKUIdU9pqtpUo0QqYEuFLccUNpoYb4jRybNmeOuBH4x8vvV4vAslm94kYeC4fAB8YvjEksORG4Siu+mj0ys83Id6H35a6iiz1cXEJCK/72DCsALZZ9xZF/eH/Nr0EA3ub/+JoiUBP35btlbXl0QRDEws8Uf2/fvo3F38lJszB3kSu46QbNOadvCtP2lHYNxalbuOjv60xJKUILZO0ATg4mpRXi3u96hFGI4zi0jxuqYiOHMLt/UwSmKnm1s/cbkl6OGSbTCTjQmXfquX8Nm6Eve17fd/QH0Fj8hfZc7htWAFose4gu+hAIuFVh3xC20WUkJQJN/dQyJkUsu90S4QeJ87fOvhBakAAAIABJREFUELeDQ3f4b4j+U6UaDpAi9nc+TN1vTr/W9haGdtX5atOWLVMqchbFOyH7FUarL6y+68uwvU/pX33d8mU2m+E6zS8kM4ew8HdhkC4ScUjPXR6r/5cJwZas9I7F65JTb6xIWZ2AAMeRF1JIKFMFttfhyLImrAC0WLZAyjUzjRUzb6rmwhQEAcIXHKmGdd6Rt/VP31qsxf9eQzXk1d9e4T2Swu/mUM53PZ7JvjZaOGjxV7Q/x63356zLJQA9XtADev0/ZshrCEL5F7ENRCEYIqjFUH4zhHk/EYNNc/m8roeYCqbtqdpP9f2FEFIAPln9/MbFIHMQ8wLxqfq28Y644nsdmNd+LN7bIIKCyus5UgiWiEBIwsJ1+1yu/L6wI8xSpIo9aJgnatkpWvP5fL74bhaLpSlmCK8R0/JFK4gCOfBeNysey3yuXXA1li1sEFM50kv3dRNC4HSkmDueHedyAIvEXxAGlQKwy2Us+EbASIlAAEYjom8AhjCE8fUY2tDtdqWr2u9DX/0f0FUvY3rLP191XXh4hXlTQRAkBSkRnHjNq7qLuAqupJP2CJ62nqYnfuiFPYzivK6mxTRxXmpVt5vMe0IEBbmjelXqqhCwKlfsHKZHfnjTvAhc93shCFQzbOf9FjvaIbaVvg8HKwAtljWytOgrIDc3VK3FAun+3d7dcnKwHmGwDrICMJXAT7FjI2bSkSJQDtWNdLycjoMQgt92fxtY7DCWCUAt/MAQfaMRXI4Yn4/j+5kTOuLX0AFxJ2RfQaB71oUXPei9SO/k7JLx+Xnl8aWe87WAxzIMPL2eSgd3SrxPgLd/91Y29Z7B73V/r/a2FxGEAW/Dt/ABdO46nLST60e/fj5+XNUZh/dqbltM5dxcfc6akBOCamWa3Ezgt+T3WgCmehqyeWGm33/vqwBMTYQBK/4eCFYAWixrYJ3CTxPPCjW66ou/E/AhcABe5O3UH+Erilu2mGRFYCwAx6TDgTcyXFg3tFwkALX4G3Epbb+zl4zH48LHawGoRVDOpTO32+1CrwfnUgj2lBM4Gp0x7tUTgilxrEKMpqh5O34b7/+p+zR131Ve86sflAP4GJ4ePY23Zy7wPvK6c5zqSQ5F+X660CQr0JqQE4JaHH9QLSw3Kc7M9/cuvee2Qa6/pxV/DwabA2ixrEC8MCwSf3XeaUaukYgEYi540n6SjGaLwHvs7Uz3zsb5bwUOoHfo8fbmLdxC51GHyY8Tnv72U/yT5ReY7tkZnPcS8ddVwq+XiL9rrlOPyVYDe21PhtoP0k2RgZSI7J6dMVKa77x3zhkwGo0Y9xaEh7WokTvPcwjtwzbTaabSwUk7dU0IggDuZA/FSTiRaQQV16U+JymhV3F/8W71Zs2+48fNlnWOqZgqQfgbtf+Sp73sealL3EdR8T6IoJz4s5W+DwrrAFosS1LL9Wv6ESuSCfqHB4fQkhWZXstL5QXex/i1OmIvG/LV6Dm9HTp5B/BOyHm+k47MAYyWKygJwgDXdemevWR6firF3+iSv+79Z7UefxQnVRrH9k6kiiGqig6k6JSO4Dk9LoEqL1CHgQHpdjqJm3v1w5V049rAxOjZp6+17DVV4zowCzHEVDAZT3j6u0+TbQUg/KS4QowFdODo8IijyDg3GSco9ZwMAVjHAax77QZhELeOibdb46HrFIJXP1zJ8z9HVmaDPBcP2A3Lir/3Nfz9kLEC0GJZgk2IPy2gDjlkNp3JprczOOmk8/xMMdbYBVpw3NmigCaUCUCQItCc1zu5myS/nAO/gacfPc0/kPxzLDou8YPA+9DjhFeccsqrV694c/q8cHvTgv4hRQIQklDwIYfMmC2sPO2encGLF9CToeERo9JikTjMPJOjz3xHtcFpyWbMRHDyKPPa63nNRr5girKKVfWUxbV0Nb0P822D3k7f0ml34sIU0RIcHR5xO7tNRrMtEICTa/m6/t5P1pu3GB9n9qXfkhDMNYPOiPGHJo5S4u8Bi9z3HSsALZaGbEr8aZEByKbKOtR7k64CNf84N0nQj6k6dqd5mw1NlQDUTGaTdK7fHBmWfLd6fz8p/uAV8IZi8VdGq6KDtRZqbdpMmdY6L6YjCBQWiojrRABCMv9WHAjaTptHh48qX9/cdWgs2DlMzWvm+mUKXiYHE/l63HWY3Ez40PuwWgCaYwBvhewDWVHFvgxBEMRCzzwfqQkjdXa3QvhS7ys13aRAiO+7EDSvB8CKvweOFYAWSwPWLf60uDjiSM7yncm8OFCCSk1X8OZJq5emAjBerOqgxUAm763Wc6lyAO8m6dzFO2ButPUQy88wFj8I/pP/+9/Dqfx3U/EH1QIQiPMBG4nAbhfO01XDWTcwnp08k+FNcaNCwy1Z8FBn8c29vvr6NEVflDRjNgVg/HhXOXhHKlw/68jQvNuBQ1lwVNbaJd7uBoskFuX3mSJxIWsUNTnBtObtb5M419OKv/cGWwRisdRk4UzQBe+mbE+1a645ah/Rpi3z5AzxF6PHax0bP5sm+wqioN4faeUKiUjgHS/uG6hbgaxCSvTp/9+p/8+g0+4UPGpJlPi74pQ56/9M6x3IopDpgRzjVkcg62IRMyzczYSEvcdeLAJFpNrDtNo8Oqp2/0xKcyaLrseCDy/x40PgNzC5nsiQfacDjgqPF4i/1H5N0XkPq4p5LAuvW11Is2AOc6396g9lhhB0HIeAYK/cwJT4i1i7i2vZTawDaLHUJBaARQ5gwaJnzsiMFxvfWDCMIerib9TYL4dUXpYQIv6jnAoDN8wDjMNlOmxVdMxFocOai7mYCdlepKxCeZHwW8EB7A5+Tufij+EVXJ0WC8Bnrz43/nWayw9c5ADGh6mcwLo5gfExajcQKQQZkaoUFt+rsPtHXtzyZxMCYlEBUcrRUnN9b+9uub29jZsuZwXnNlqkLJX2UPcDjHHdr3L8ZsNo/WEviqKddtGKWvns8vFa1ot1AC2WGjQSfyo3yvGd8hmZblognvxOPtlfzETi/BXto4EL6PvG6DbdgsTYhrkP06ls02ZMundekcA6PDykRSv/u2yodxMtbLSWe/0KTk/jH6dFX5pnvAZkuLiu+IPECZwdzDjksHaoPOUGAvReSDcwkCLQa3uIuRSBEdHG5zqXXS+pOc+Oquw9kk26/eMFwuCe3L8y4hB3DUdQYwqipkLI/HAXtSNwwHXcnXQDC1NZrOv33rFDb1eLZQ/JvoMCtRBU/B01pyyUJab7vg+haorrJ2PSYszFtua7OBUm03ljZj86RUQUbzMiikOei5iHSvwdIQsJ2p16gm/xphfzCq6++HNOPv+vyaUAvjbuZHJ6yjNeMRnNFvftM1hWBAKM//RcThQJAF7Qffkdc5LZwrH7t4GF2GzuXEUsAqfEBTtiLuJiFYBcIfWmxcMK4jJVOFJXDEbLi0EzVzd0QhwcQsKdcAML+5bq186qgfcOGwK2WBZQWkFrOGZRWG/RrtteIdW37UeBd+Ll26GYU0I2vLjU6gN4u0DJFXdakQKwBV5nyRBw/+d0PlIOY+wGAryCV/DmzZvcY549eybdwi+eM1HKpuls31rh4MxpM0V4azCQM4bpM+/3k1m8G3otl9n+1Q9X0JXfe7cVr8+S/RvrYqZMNJ1PXLi9JcLD0NwVTOUGbjC0v/A4CkK9TNn462bZbawAtFgWUCUAm4g/MBbhqhFbmWIT35Xh28LcK3d7C8uiRXOhACzjlhUFYFcJQB3+fcWbL/Kir4hnn3/O5Iufxv9uLAKL+gSa3UkWLK5SBPaBb7ju/2KjuX/LXCdm1bCYJHORU3lzWxIQdcbTNd7mkkIQGjSyNnID48duQQTmCjs0yr214V6LFYAWSwXrbACbcv8qepKl9rngE/o2XUAoXzCXFn+wsgAEOHkmcyiL3L5FfHD2AZyfL2zcXIb4G1moc3h4iPuB2+iaaA1aUgD2nzPlU0LCtYuDVZv6xo+/57YgRS1s1rbtJhXvS4rBbMuYtT+HopY0kByvdfwsGXZkqqjFsges2v3fqA6sFH+Gy7jwj7XZnmMLOTy7lsyuuXpzxdWbq0YFHZrx+RjOLhkxokePLqPyOwfpm4/Pye+c4Lke7gdunO9Vl/nFHCK5QrujYfkkj1UwnadVBNx954jplkg0n1KzCF991cIhdy6CKCgOs5r7cP1UR4B1PIcgDNBfWZcxPl9TNWPZ9a34s6SwDqDFUkGu+ndJ8dfI/WvTKKk+21JmK+GlzOK1kgOoQlKrOICaZXoAatGop3f06CVzfBuEc7NtQOqGKltnLdzzC0JC5rxsfPyVx7TC2MB4G0u0YNkUm3QBU/vZoCOYDQkv8zxKj89w+2yI17II6wBaLCWkRk3B2hbBuu5fo+1FECIrDhc5Eeug9By8U7eGrCL+bo2v6YKvUgJZoctXlxBANxjFFd36tghduU0kq6cdnIVCIggDxudjpsr9azFs+Owrtm3uu74pmUeFDjfiTjZEX+uwfhcwtZ9lHMGSdjK5bfvLOYFBZLh9Jvq1CZTTp9w+i2URVgBaLGXoP+imKFt2zama05plmU/vprbZUqiucIF8pP7/ruBWxhKid1kKRaEh9DgbMfK/48J/Sdf/rvH2fV8uwLVFoHJuo7MhOC59oyXMKqT2GT0wN0gLUjYrAiERgsuEhxeKQOM9W/Y8TNHnOJk3tuo3Gos+G961NOS+szoslv3AQf6xXeKPrBm2IqS8R+AKQsh3fYIoIHIiXLbYfDaS7VAmkZwh+/ToKV03n0P3Jvz9ahFo/m7Zw76r/vXjg8eFP3f9pOPyfD6nNRgwuGAlMeY7spde5EqlUvR66OtiypTx92O6w88Y9mXrvfkK+1616GPXyTar3ta1XruxNCBuBMfeceUM4/h5ZBp+m9vXoi9SX6kxbQW5iBZLE2wOoMVSQNwoGVYec1Unh2pd47TMqmB3k6MkSDsc3X/7R3D6gvODT7gEYFRYSlFWYes7fj7kXpPbzm38fZnIK6OshU+LIRf0GQyHzPsriLGCykxTSGTzNlsM6dPnYtn9bUD8bWPU2zJsuqq21jGUVcVHsjLcQ472a9NmyjRpwq0jAU7STxLgCU9K77tL597yMLCfHyyWKtryU3gURsu/W8zw75LbaA0HmZ/0k/8NSUSKmpjQpr01Z6TLiPN/9L9xCZwxghEwugRGcAm86EFPzsDtMoLRJePeeW47y4awmlTd5vZZFhodDBleqBZ9K6B7OJpJ/wEB4kbw5PiJnAMdyl6CvuPDYAgXy7mAub6QD1ww5JzAGiMR134MJa6g53jS7W9D5ESp6SsODm0nsftbBy3e8Y5bbsudPotlA1gH0GIpIHYA1+HK6cVh0eSPgn2lhF9RfUCflEqZ00/3Btxwg+hW9FXcP4+Xl4y/ygs7TfflGXz1Iv531g1c9hyvIgCrXNLYBRwM4MIQY8Mh835zj06/xuJaQBce8Yh383d4s6QAxnf8pV3AZZs91zpuSETqjrGtyuC6FIV9y7oJADKNIlIu4Ds48dNzwS2WTWEFoMVSQCwAXVYKpaVyfIJyl6tIAErxpyy+4VD2jMvQGrTkffr92BQkCBn7hriqaDuzCi2G9KKPlfg7Y/zVeOFjui+70DtHa7/CkHCDIphVxB8sEIDDAf3+BUOGSnwPkeda3cF0XmsSBAHisaB72GU8H0vxlylO7rrfcdEwA3ETUzLibe+6ADQd1j3NeQyCIM593QURa3k/sFXAFksF65g7qmkS4qwj/kA2Ep5fXEghMlQWoe9yFspwq4OTSzJfB63hgD79RuIPkPcbnaETBHNNl3ekf1lrMJBhYOUCzvt96foN5c+1FmzctsWHJ4dPuOMOb+YlLTt0hLANDIcMqb/tIEzn/b1vpCpq9zRc6vvbaW9jsZhYAWixVBAR5Ryahhtodj8HWsOfJWHd0ZDx1+Navf3m/QtoDWA4ZOR+Ry/q8XMiPuL1+heVfl86Y5++ri3+NFUisKn4i5b8WshFH+YXOTGmBTeDQSy4awu1zGtY6lQ1bQWoW8m8B3l/pTwE4bvK3xmLZQmsALRYNojp+uXmCpfcj94LIITX3zD+ehy3ewgIFo6cms/nUggOBoxGnzGKRnzJc7qM1iYCdY4aQ6QYWoJCEbjFBbBKCMaCbogSgMNcQHY+nysnUInAYbVq0y5dWY5e6vV3htRVgfpa2OgEGOM0baPJ+DKkHLQdPcZF7ILzbXm/sALQYilCF4CsyVlwZGluNVPovvo5ODc4o9eMz1VBRWTcFIsWufmFEoKfXnIWSZV1BrRGXy37FICkKGVI0h5lWdcpJQKnMvftvjHdvHm/L0Pv6kdZkTefz6UAVOHgSozq3Mq0RQd43cAE3Mb8531rMLynYWBg70WsZb+wAtBi2RYVC1NAgDgWPD79IwCif3sTd/pP3abETlmtsPDFt4ynPRheyny9ngoxL4sOTS9wvOoSi0DZPHCto9AWkhFiLcPpS7VgUS5gkciTuZnVoWDtvOr2HqVOj1r8x2MZUl9UBmI6yrZwABtCtVgaYgWgxVJExvmrCt823VYW3RD4P/7H/x3XswlM4c3/+EVcIGDOo43FQwMR6Ls+4+fn8KlSWf0XS4WDzZY02TYoq+Sejb8cw6dnse01YLtCsDUcxOJvyFDm9xnoMHepHBuUH2vq9VlQodrYadviCD0zR3VnixTa6y3aulceyNOw7DZWAFosi9jQQqvnfOppENGL5zAGXn+H99grfVzWQaotAr88h6EUgUvlBGr3r0LwLIvMXeyncu60EMw3wV6d7uiMLiMGwEX/IhZ/c/rFFdcq0lt0LHEomLRwTU3loKZIjj8sVLe3MSt/tzIGLTu7dkdDlO2tquIN8B5Xc1u2jxWAFsummZIrOAhIigJCQvkHv+eCc8z49Dy5Twm+m1mQaziUsRM4vIQRdM/O4sKSRci2L5Kywo+lXMBM2E4XsAyHg1gI9vsXiRhcUhB2z6Tg6zLiDDjvndOjx5AhA4YMB4PqyRs65F3W9y8jinPir6lIU8Uxpc9V65wtCoVUuxpnRVd8E+y5eDJHIb631dyWrWIbQVssJcRNnM2xTMtsRzV5dVAj5cyCAIAQuq8/i8XFOPq4lruz7LSS1s9a8EkPeMG4nzRirtpX7GwNhpWVv42doYrz2mq1kgbXpQ2X6zeC7kG66+A3l8w/+bbWY1uDFqjnXSYUW8OBPM4wZOwu14hbXyvd0Rn93rcMS2YRxx8ONtTku/T4dmD+bhl6EsqmZ2Bvijozwy2WdWIzDSyWmgRhsNRi6/s+AQFt2vx49CNPeJISf3KbfRmGHA7geSIAq+b5+r6ahToF2vVnoc6/nctGx71LiHqpfRXlqZn5cXXbvnRHZ6l/F83+XXicmc+mKUGocZ7X3t6IS7gkqa5+UTCFpAzVEiY1CSTLYAjXz9ONtxsKNH2tOJcO0WlQuK9YKFQVlGyIeP6uumZCQqLo/vsP6nNSq8fjrrKGmeEWSxOsA2ixlJByACEOVy6z6AYEhIQccsgRR3I7hrDLzn9NhRAXFA+UzRGuojVQYiqMGH+qBFHB/sxxaFUh0tZgkIizyHDlRtl7XiZicA1TPwICut1u7ue6kraSBuJMPj/5fdUc4NbZz+BczjseR72lhFEQBXz00UdE4y8BN3XeU2PPtuz+pY7RGHGoc1jv07Xa5Ci8bbBr84wt7wf2c4bFUoGDQ+TI9h20WbrVhJgJjg+PueGGI45K/sgnDeV8x09EYJ13qXIBGzEE+o7cl5nP5Rhuotn2pSAU2Rqq9igX+n4Q93TJij9luHVHZzIXcU3UEntLEufgGfN/y3RwQMD1+S94PBrSO4Xu6LvGs4IBmML34+/pMsq3gtHu4j24fyaxE9iG0AlxcEod5K2g3yMhGxl9uHH2vHbFsp9YAWixlOC7fr4Qo908FBwQcHR4xA03crsF4i9uQWIypTIUnDs24/6LmF+oMLDCXNB1CKoVfUXfeamaPuddr5bujTeEuEx2OGQ8VYIsE2Htdrsy7NqD7uVZ7fy7MjbdjiTO6dPNnikvgEmFIIeXjHqf0O/3aQ0HlY5hIcpxdmjTV8eR20aD13pT6PdAEAZErjxox3GS12WRc12ner2GmDTP/T5O0zDdPxv+tWwTWwVssVRRlFLUrl/soBPTb6e3AHjk27u0BsWVnqmqS9L7XE8FphQ22uXSlcVdRpxF0HN6paHfeCrGEBhIgTK/uGA+n5cu2uPxGC5HxmSN9bd3WS+Jqzm/uCgXf8aYN4D519/CQLWzaSr+SPoBts9eMSBxXlONn1cQOq3BIK6oHkCqwnoZfNeXzluUycHT4wtLvnJMMzdqvs+Mc7+XGO7ffedSWt4vrAC0WKrQId+C9WXR4qR/HxHBTIo/B6eRePOddOsNSDsGIhTJfRuKgtQUC9UMuet+B1MYMWI0GsmK5CLikOgwV6xRxXg8htEIRo7a7xYnf5iss1bAlXlwERFa18wvLuKehss2th6ffwVhyEVF7mXTDwIthkm4HjnSTzvP0oVmqf6LvuvLa1VPrKk6v+ZYw4zgazr2UD//vc79s5W/lntijz82WSybJxUGVpWXJnpxyn5y12Ep3e7l5Pgk2U4236dvRFKLUOE+cS0QLRG7iOJGlD2iNjIU3AKnlzqC8fMv4ZR0PqCi1WrBXLVEqegJWLhwT6UI7D7uIp/4kNaQ5XLlVmVh3tWQPhcMK0w8XXygezma0zzm/QtawwHDPlzQp7WgkKaQzy4ZfO3Sp8+X+mdm+NdNQuGLBERKhGba+bRaLYb9PkOjylr3X1xUAGRifgiJ2xQVoc9V1XhEo9q5lH3Pndv347fsNVYAWiyLCMFxVd++kgUpiIK4qjUr/nKJ6WXvupICA9/1uQqu5OMOQUQClU6YFKYs4Wjp4xxfjFOP9x1fLt5li9MaxNp8Pk+1dVlKHK3IquG2VO5Wyfbm/QtagxaDiwvDYavxXFUu2Pjrc7rDzxj2IeJjziuKkKp6A8biT4ttwwUMCBjP04U03bMzhs+/gf4nmccX54MW0Xi0nUHq3JbkO+qeicBe5s7p5yhC9aFuH4tXLHuNDQFbLAvwXZ8oSuc2FaJyA8VMJCFBczHO5kgZDKG451soJ3V4jpeExhyYOJNEjBrOU2s4ULfqEF62zQyQyruKR38VLqz1wpllAkufj3iEWsEYtZ1AhXCzs4FjjIbeVe7b/GLOXPV4HGTG3FUxVS/IvC/DySM1xaR7eVb5OO0KakFo7kc7rZW5eMheidP+BWM+hrNvkpe831fh4c29VkGUEdZlqQ0LxPc+IMbKxVd/O3Z1xJ7lYWL7AFosNQkJ0wKuQMuJSNA+bsvF+wa8uZdUS5Z0+jd77Y1DlXNX5L5NQbQEHMrfT8IJnVmHE+8k3k6adNNi7TrlxF+oGhCbk0W006SnPmQqOrWoWORkpRa0kj6KsifhRdJnr6YTuFIVcM12JS2GhdNPlq3c7Ha7cN6D3gt6qkx6xIhxpmRa3AkODg644y4O+Xe//Tk8f84XnPL50V/kHlO4P6MXz5yXxecs8wEASE370CK3O+gqx9Z4fWpUSNcl5ehpSnodZt2/fRSAV79Wrv4cPNfb2QkrloeLFYAWS02CMMB1ZdPbFGoBFaEAF9pOm2k0zVX8incCjoApeC31u7bsi9frnRcKgSxiIuARcJz87IQTWUnsRNA2m++pbb14ofL5XIhCxk4vPu5c7mKmqXSpaGUo2/81FIClY98Gg1RYso4IXIcAXLSNWECNLlPTTARJ/mVRZfciyoQgwJheoQAUN4Jn/+xz+OI5vaNPksdkjg2gOxolbXhG8Kb3++njVdfsIuGUbfjcPmtDWDENRdNAFGZD6cDC8YsPYWyanv0rIsHJhye5MXv32ejb8n5gBaDF0oBSEYgUBW2k+CNUn+qz95kr4TBDhnWB7ssz+EpNj6jh6oiJAA84TMRH90yGBeMxZwbdbhd6PfiHH8MfHcuZuBHMnZeFz6+WABwO6PdlTlstF7DGFBUtAnVBzMLtlog3U5yVcgve0WLhZjpoWmiJiYBOs+2Ubt8QgkAsBqM7wb87+HfcvbpjfPpJfH9xK3j27Bl8eQr/6A9TjykiUufigEPumMEMXt29gtfHzHv5178IPX2k+9kZ7otjQm4g0iql7DUapr4tEoLmtZWajb2of+ADcP8gEYA46Z6KKRG4x8/PsvtYAWixNCQIg6QoxKDQFcqEiUWkQrgkLmC324WxFG51BCBIIcAj8A49BIJnn38OtzD+X36RLgpRIV0RCvDh2avP4fQ5veATHN/PVXjWFoCGY7dIqF3dXMVid9Fi1mq14OJC1Yb0CwsmtPCrJfTKWEYAAowuefOf/xlqmt9S7l/pvs50o+wXcHeDc+DwU36KY+wjulHXj8refvVP/gReALxIHL/ZDRzCIYfwCmbMpAM8BdrSOjZdxznVQrA1aCHTCSKjuOk5RHWqFsz8w4uc6ANqCz/NQ3D/NEEQ5IplUuP+wIpAy8awAtBiWYKsCNThX0CGeNvFwkDMBNzJ7+MwMInQqCsA9eIgrgXPfu8ZnJ5CBOMvf5FbMIIoQNwp4XAIz548g399Dj03HjU2VNMm6gpASOYXL2oTssycUzmF4zk9erwAzory5JYVgLIn93ICUNzAv3/Nm9MvVnb/Kvf7rItz2iP6hxHc/WF6qspUlYDrEr7X6j8HwOtXvP3iLaCEH6Sux9gNfoEKPwP04vSD3GvcaqVC80QRHINDn4hpIgKzL3+2RsT5Bi7h+vwXtGknDvqCUG8Rurl6FEUPVhhZEWjZBlYAWixLYoaDxVTEwqnKFRK3InaPmEkHj6ihAHSQrWVUqEhcC579V5/DHzq5XLDc/n8QeB8aYeNzGV68UG7bOPg4EWuLBKByAS9KnDpNKserIq8pG9I1w6Pn9HIi8F4E4K0SX69fM/7ZL5bbfw0EggMOeMzj4t/YSc+0AAAgAElEQVRPhRR8hyUbmAF35R9EIJ+HaOag+vipNj0poudKBLaJelNK+5dEIbyS92vjMGVIdBnJNAWj+KgJZvh3392/RVgRaNk0tg2MxbIkvusTBqF0/xzSEw1K8I48tDETL94O8OoSHJW8X4VDPG1CLwzekQfTY9kbMDNFAYyfBXDy4QnafBmfn8s2H8MhA4Zc0KfrLNi/wfziAgbJY8vamqRG2imRXGc02Hg8loL27JIzRvToyTYoI9UG5YeS25rIiT+T58+T41gzIpLC9k5bxQV4bU86yVPk9aRvU/kBxDv0KsUfpM/vSJ1fff21ui142YNP9IxfZJERkSwmuoGoN8WhLYWeSSjHgThOG7fnEvWmsoI+iuBjKdx8x1+uT+B71CvP9/30VBVnXSMgLRaJFYAWywr4vi8dvwk4c4eC2pA8s+RbMVMu1qX6QR8p7IpuqMXT94t7oDlOehyXcTMX3Hh2q2Lc/zIWcj16UvjUbGuiR54tEoFiLhAIhCMaV++Oz8+he8ZoNJJCpXdOlxHeh17hDeBI2aweXl4gThrtPs2t+Y8XiwX7MhzAQY0/zV5bijzv0LgtEH1FjM8NEdjrJWFikB82nIiICAcH1/kEx4ngE1Rfy2nmWgmN0XjTeEIKPRf4BByndPZ1XfZ67m9DsiLQcd+f527ZPFYAWixrwDv0OD44hiPZwDeu9i26b4ELaFbv5kSFcu+00Eu1VikQnL7vy9ms+lbgtORE4MWXMBgkTlCV+5Vh3k+cQN3kGDLNhm8rN7EQ6Vb1YHQZt0tZeIw61FskFNeRu6c00tpFoP6rXG4Arh1TBPIPehA68NwB15EiMIIoek7YC2Pn748dh1N+n8NX38JHAxh9I3NKu2eE3YESLa50DEGFkmu0kLGkMEVgRLRa+yOLxcAKQItlVYxGut7cox21YSLztG7mN8Vi8JZYBMYu4JmyAXWaW0gs/FIizjABVukTlgrNAuOvx9Jpc6QIbDKZY3zxJZwNGPIVEQE/I0gLNCM0LqbLV+/qkKXedJdRKhQrJnLbt9wuDMcvxS2JmL29oW7NTl3Encz9u+MO72AzBSZljP/0HAavVbzXwP1EjoTruxBAL+wRfTrkzznlC+D/Of0X/OX3f0n7u5Ysivr+nPl4LtsMtVZz+3YJPZUnddtSSDbrBFoRaFkHVgBaLCvi+2khxVQ6gl7LIwojuDVEHjKE9cR9It2/GXK+741g/D+fw1eXgEuX7wrdu7h3GCw1/zd37I6fyjEaj8dwdsaIEX36lS5bNn9vfD5mTI/R6CznJHpPvPR0kRWQbtUZjLRgfpEcp7Ftr7MBAfWR0YH7iFgEdkej9TiBOvy7RfePQKYWdD/rFvwy49h1z/jW9Zl//S1iIpiEE+bIOsK753eyTY2hH+dzOQZPj/vTLuCqYeBtY1bHxzikxu4FbHaUWzyeUR+TFYGWFbEC0GJZA9mwq25v4R15eI9kfhagUqTk1wkneHNPJu0fy5Fx85ffVs/GrZp/uux4VsNZEHPBmz9/A2eXDM2cwIzYrFroxr3zOFSbCiev0ZEzCxg03dtvkgrrFUPOlXjHiRN4BPwfN8kxrCACtfsXEW3H/QuMnNIsRrj2gj4MBszpo5tGBAR4HY+/5/49boNbCGF2N8M59nBo5wp75v2LxA1cMQRcNk97U8Qu3zRzi8gXXTmL5yyvQjZ1w4pAyypYAWixbAAtCONCDI2bqeQrCOvM+xcpEahn/AZhZoYvskmvbNS72rGa4sx55PDmX/0ZDIZxODjnBC7IRc9Wl57B2sLAqf2o3DUmN3AEz3gFbK4/X8wt8ErdtOjssXRIWNyKreX++frLEH5xs2eTfvK/+YUSflFa2EREdO46PHWfJnlqI/lCOziEhGmRMlhRBKpraFuFIFnHPZVb68gbU5L3cfaD0gbcQVMEOjhWBFqWxvYBtFi2QG7eqdHTKzv+Ke7BFjfgVf93vkke/41eAI1JCxervZWDMJAtSHw17SGIePbf/gmcv5AL2+i1FKfUdx5kr7lzVVTaY/Ttz3nzsy+A9U3RELeCZ//8GTz/Qk68+AHGH36y8HGLKA1/6x/f3JB6CtFxLABrN/RWCEQ8Dm2d00VigvKee7LfH6QUn/p+3jemxGRfcz1PWV3bXUb0ecnwq58x/vS8cOJHt9VVvQX7qW03eyoBLrL/5qZ7AZof1urk2wZBEE/fAVIflFKTT9bQ0y/1N8X2CLQsgXUALZYtkP3UnivkMMa3BQSMp+PECRwOAVP85be/qvjTx+E5Xlxt6DgOf33+P8Hn/7s8vn6f1nDQyMnQ1bujkRw7dnr6Bc9evVr5WEEWfAhkY+03X7yBzz+HfwO9D48bVTE3wtzs8XFpqLnJ/jcq/qrCvEUYnzn6fZmrl3X9gLi1UJbhYACvHbqffpZUD6svF1c2cR4um6uQ7DsklNvbMeJUEO0O6giAcR4AXMeN3dFlncFUEZftDmNZAusAWixbpGqyRirR3CGXW9TtduG58fMhbOLtG0QBAsHkdkLncYcDDviPRv+cqPccgDfR78ezfZvQHZ3BH3zM6WNZPVo1Mq8KMRHQkd8fcSQrfgEm8OzkmXIc05Mt4mMwhNkily4l4rJ6Tq/ZbeAY4kaOkSMdLhbPSNYOjnazlnFxqpzY2mP3TAewD/3+hRRyXz+XhUHmecocY2swgF6kzgEQmc6rEnphxPjTc7ofdRMX7MtT5v1vax1fEfp95OBsVAg2dQBrbc9w+x01J2Xp1z8zLeShT0exrBcrAC2WLaIX/bJZpqkQUvZT/ZbCPHpxFbqi05Hh2u7oDHovILph7CwXYu2ORpz2fp9XvOINp7Udr6zoAxLhl5nJG4ed/4EULrrDYnz8Bqa4ybpkLYY1C2u+MXIzHRjIB1X9adXzbEGFBCtG5FVRJACbiIBWS+WP9olDs+PoY/mBQ+VvnsuDTM3sbQ0GiVuoRsPJ78vE2FDOEf4OGI3gvMe4d154rFp0VZ0PPRJOO6ebEj7m+3Gd772i97l+LtDsNUyJShsKtjTACkCLZcvUyWEqajuxrT/ssQBEJAItQIqCyzM4/Rj+4lg2Zm5It9uFv/uCL9qnfM4rxhQISaNoRtzJEO9R2xB9upjkFpiA56tjNBxTM/fQ8V8yHBptRzK5Z2VOXWthqFL9PpIOmHP2Si7gQbn408Ivdn1YzbXRAnDZbaTcv+cRvHwRi+Lu6Ixe75xRNJI9/fRjYvGnzlsUSgHYg9ystmHmH6ESgX3iudVVTnjVNZ/Nq92ECIyFGutxAAv3kXEFU9QUdOa5sC6gpS5WAFree1rDgQynXlxsZX9BFOA4m3UuVkEvJgIhw7QtL16EZHFKD3ghBWDJolVF95/8HP7lc0455RezYgdQOLJKuNPuMGXK7TRx+7gF71g+btGiLEVcgZAzRGBVqLZYBBb9LIK+dhfd1Da1SEs5frC067dOYgHo9ODrRPwRKRF9fUGfPhdkXD/znD0PDSFW4gBmheAwYvz1ueGc5ouixI3gxDupPH5T+GzKDazjSK5lP1XuP9XCLhUKti6gpSa2CMTyXmM2pN1mc1o9W3UX8V0f8beqTUvGhZzP5zKEx6UMqZq90AraYBTx5s++gEN4XtAQWjgC4Qo67Q5P2k9o0eKII7zI46R9wknnhJMPT5J+iwspcfEMYddk4knp9vSsVtqgk/sJUsUKERFRpMK91D3+DeMCbk/quRHxa+g7PvPrefx00+IvQ53G3n3S4rHvpHvpQTxdQwiBEKL4w0WGuLgqSt5Tm27IvCnMAhKzPZSmqqVM3Mppuy0SLXuOFYAWi7GybUUEmt38d3WhMowccZPp2fcN+aKIBniuB4fH+K0ndF+P5CLelvt80n7CE6TwW1UstYb1X8vFIrDESTR5d0NEQIt3KbcvTvBHVYfugPDTYisWWacvGJ/2kupVzXAgC0JS4q+f+9apO97FeGj39WdJH71sg2WAWb33hymatLvqOM5aGjKn+gBukfg5BRSKwVTDaX2OVJ6mxVIXKwAtltidGEJ/u07gruJ1ktFtnuelR77Nx8AIRtB9eVa6DS0mim4ML6WG7KsQqSPz+2KXTM9AXlIs1RJ/mfBuuQisEH5RBI6qglUDQbp0eTz/X+WCHCTCbxcwhV/3o24iGkrauuRGwRWIv2xz8nok20m1M4nk9bZMexPf9VOtZ0yC7FdU7BLG837DIN14/Z5IuYKmGCyYPmJ+aNvWjGLLfmMFoOU9R88o7Sf/3LAITImaHYwC64XRa3vwQ+Z32k1pGzeDlMirYgQ3/Aj8BqG+brmNhUjtvnUFNHH+Fvekq/q90f4E4J99ByH8hnfQOl75eayTnODRIuI50HPgu9e5x1SGfYuo6z4ZoWD9WsVCx5c375EcoQjNxp35vrr+8EuncwBxdXtOEJYYmbvg2uZCxObz089RF8/swPFadh8rAC3vNfOLJM9JNlPOCML3EUOUnnx4kiymqMIQUCHgUXJ/9Ri9kC66cRgRMUnyIKey1cw6Fi49rWQZSl3AgfHzMJLOn76NIjmZJXLQitDF3ZkRXYVhVD2+DOS1nnnacXuYRYRyIxFTcBMLqp/7yrDg7ZUdT7gMZkPm+BrOiqasQNRhaE20m2IqJwbN47ZhYEtNrAC0WIy5u1IQynyvxW1AVqAgTLULpESLcXi+KxdR3RZmPB7Hv+uOVBjYEIIL+eUrfskv+SkwCSZxQ+hcqG7JHK7aInBIWtxRIAIHBdeBzlUbIoWfI09W33XpRfD8nl9bHcJMiT8j1LtQ1Cz6AKR/3c7+uM+F+uWQIcPhgGGrxbDoHC7CLBBZg5jOzvDNpSWEmVm/7u44uFXEYlA/tx0UrJbdxApAy3vP/OIi5YDErmC/aYXofpMNERaFcVOtKIxCkFgEQj0heAg/5af8BQ6d487iY1tCGFaKwGxNR4kInPcvmM/nxX39Rsr1i1BFLEqtTCHiOZ9v2QWMRV+YEX3qlhU0ZR3AFrp/pjZ0ZAHIeSTbxwxbLQYDVTgyUI20L/rAULbGaQ2S897PbizNOlzAJuyD2LNY1okVgBYLoFeleOG/uEicwSY5ZXXZsTCN7kGmQ7JVOXy++pqP58QqMDNhAygVguJawOmp/MeMem1Eyo57GcewTNMvcKliQek68NoBR90gfj2HgyGOK5smR1t6kXOiL0OtljmmDit1/zIFIUFIjx5R91PORp/J98uFuk8/gk/kbdz/kuuLaznjej5m3P843Yan4v1lFojsSkjdYnkoWAFosZB2i2LXb7idfMCdaAVjjNUyJ3EsYn4+l/lvZGbnmmSF4BHwB/DTKRwcbmaOqxaC4/6X4ESxVnPytQ5pDBFY6P4WdoMxnpyTNHmO+9Jt4PUtdPtMoprCL0Pd3L8+ffj8jBEjOD83fhOp8+3g4MTTPsx0BwcHPhvCKKxXZLJjH5YsloeCFYAWi2aQhKcGAKYL+IBDwUEUJOJviaR36Za+Bly6jNLhYBMtBG+B0+fysa9WOfJ6jHvncIm8AY5bfCtikHndF06L0W5mpP8XrbXSO87rK3JNDdFXO5w5VGJOV+SWCrK0+zdkCF8r4Xejfq+F36VDdDbk+9Mv5XkISbUwiSJ1cs7O5A+devmSmxLTFsv7ihWAFotifjFn3u/DcMiQoUxo187gmgtCUr3P7rEVTKoZMMuPkJr3tVh26fe+LXcDgWf/zeeccsov+SVXOhS8YcYpl6oYLQTdsxEu8Any1Hxap6AjcxfHl69veZfE5qSEX0Gl6ko5bA1M7jl9xtHHUsCdncHoDF5/g3P5iu97X/L9+ZeM346TAgvd3sVNF1wQAWdSlVeFd3flvWKxPDSsALRYMsz7F8zpMxwOGDCU/kj/ggHSCVxbTqA5EeS+Grc6smVJ09BvEVoEDhlywUu6fFd8xz99zvMZ/BIYMy6+zwaoIwJjzrSAlcUNkfE1vfga13VSN61MHBwi/Vqar+8q0yiiIG6WbbKOStX5fM5Qf7gpzYFM3L85/fhDw/h8zPjLMeOLMdfnv+D78++TiScVLnKr1UqcwWHyQWHROdrFqnmLZZ+xAtBiKSEWgoMhQyVsAPr9vhSC62gVk2nguk0CZOg3HlW2rh58g6ESzn0+UwUjmu7ojN6TT3gN/OXtTwGY3E5W3m9dGolAJf4AXi64p+NC+7iFcwyv//t/DIQ4rsNddI3+akpO+KmpHets9dEaDGq52336UvwFmeMxP0CUVI6n95fJMXxOyj0tFYFKTNswsMWyPqwAtFgWkMr7GgzT62Vf5olpQdiE+5wIovP+4mNZ46iy+cUFDAbKWRoyALrD7+gOP6OnigJe/V9/kXqMmIr8hjZElQhsG+fk8iwt+8x/jc+/qrez2+Tbt9FbwpIvXbRydXfFFVdc3V7x7vAd4ladFy3+VhB+cY206TZf9MsFoG7T0of4HZDZfeoDhOPTGgzkbThIvldTdXLiz9iKFoFlAs+GgS2W9WPfShZLLVRjwD4yTxC1oPX7MkisQmSD+N6yB9p8UQXxlGSKRhhspYmrmfcXEaV7+60JOVWFpLBgOKR/0Qd8hqOvGPd6CAQ3727gDjgCcSvwjjxEJPAcb+3HtAyXZy95UVfszWHWmgFJZcvR4y6fR2O+WNAbUU9YaR+0adPm+uiaKVNwQLwTciyaU+CQKVEkQgFtKs+baCkxeQRiJnj2X34O/+oPYXrOefRxcb5iHxgMCb7+OH38yv3rnp0RPY+SJ2de78a3Mm1C9gPMoivwgyggcqqLZnRltcViWR37TrJYGpGsalrkgMpruujL5U23QuvLfw8WiUG9fm4rDKzCdiGhzMPaTCcWQC7urcFANQPuM2TIvPdSulAuHD86VlWkwCGJy7NGt6dIMIzPz+meNS/ReAmUycH5u0Nax5cccpj+xS3x8xhHY7pOF4DgLohjMI95zNT44g68A0/+/lHFATnKPa2j4UN1HNqI+9fPgRt49Zqz58jrwAGI5HxgkO5gRpT5+LQ++xkux0QvIjUCb1EVSaaH4HCYbwStr0UldHMfTELi5xlEwVpda4vlfaQ1L2sHb7FYYhIRIxPha92/3zfWvT4XlDW9NRbYqFrxrDLnFuTCGou/Gjlbq9IatODigr4Sf5px9DGO4/AjP8IY0MNAVK5XoZO1pBiscoyyIrBdct+sC6j/1VVh4ikRMKJ13OKII/7gi/+XQx7H9/8X0Tg+/tZdCw6grRT/lCkzZtIJnSLdvprEs5lRj20vfqwIBc++eyXz79rwhlOePXsmf/kxMOvBC+idnjN6pYs0LtXoOwfcCPfFMSE3xeKv7O0xzHwzHEK/n7qm9QcD3ZYoKwKDKMBxin9nsViaYXMALZaaNGkHPb+4YN7vp4pIZMFIP7+lLRU35oo+tuGgGOJvTj9e+7vOiDbteLawxnO88jBmZNzWRN2ikKp8QElSzTpjxqvPT9K/voWJ+goPZLl1yu3Dwzvwaos/MRVLiT+AZ//0T6B3DO1j3lyfJuPiHgHHQDsCXjByRkkdTPQC+CQt/nT/P5OqN0k/802/n4sI+66fbqJdUBRiq4EtlvVgBaDFUgcdrlqi6FeLwUqi3DdrJZtYv3Hnr9WipVroxOIPFQYffgPAgJBuOMJ77OEdJuIl7hWXIdVbULcRWbF1DTStDE54iS4Guay838d3Aa3HrTg0HLt971TLlINmr4VApNMFwvriD4DzF1LXjS7luW97UgAeAs5POfgv7gzhB/Rc6Lvw+pu0+HM+SW+3ziek+PNPP/l3Bl3wERHhZucpG9XAFotlNawAtFhqoVeq5du+JCIwsw3HWMzK1rV+H4z2M03QRR+6XcemQ2etQQvmMqw3JB8yH/fPcUffMWJE39XTQ0Z4h15K+MWNhB2f7qefAVIEdhmlGyGHrCwG64jArAuomZoHM1cCD/hYBHxMQPugzf9Jm9n1TAqnG5jfzfEfyeda19EqdP3w8Nz64q/LiB49RhCPaQPgMRzcHXDAAXfcwfASGYt1IQrhLCv+MhfqUtMSVTFVQVqE70gRGBKmRKAukmrTtrOBLZYVsQLQYqnD6voPWFAIEhc+LBYEdYVgQBDPZY2LPjaIzJVMcrqy4k87kX/X+xI+PZMdSBzo9Xp0GRWKAd1GhFEyt61s0ki33eUsJLmRv5WxjAiULmDSzHr+TlU/P2qBB4/pxKFe786j43ToHHca5zOKacb1axDy1STib8RYWXxCfR1xxN3NHXd3d5z+9EtOT/8Mrardz/6pun5KxN8yZMPBBZSJQKKM6LZYLEthi0AslhrocObFclZHfnspoaMqRaKQnqNibxE4yg3TLWXk4Nby/Ztiy0yml5uTkz6WaTPT0hWbmST+bEGKbPnSj+9SJHbNIhQfn4CAj84+Izp/Ti+ET9yXDIyQMRgFOHr/mc3O6ad625WJPMddLFwc2qVOn4lZFBIxZXTWTX7pw8HBAf/yf/gPTLmDO3APfF4A4+sxHCEFYARdp1vfAdTu3xi8bnPXD4jFn5gJOIRD/n/23j1Gliu/7/se3urL22R3i1wupb27CrSOs5KcBE4MGLADIXBejlcSGd+hcwrgKuEAopJ1IvkfxwiS/GMECvJCkASGFUh/UPYQXjKog+xciVcW5TwEx0is1ToGrMQxvIoefyS83uU+uF3N28PbdVn54zzqnFOn3lX9mPl9iOadme6u90x9+/t73cITPJFFIH8KAPtR3PrFlxB9+s/jlfc2EBDIzoV0XM/84xdu+dIJYf5XWeBkO9g6f5UKQQhiOCQACaIBJmIkPCkJk8HLVaJS3z3F9k3p8pj77Fw9yx0DUlgVySWyLdZKROpKSgC9b5Su+BMlEaZv2q74E8GbuS5CMWPnrGpPZMDq8nWAc7O/MYQcT2aLPxvrENjnJQaKcWwVVInBSNlsTSLQF4AAcHm+Qn47B5szrLDCf/KX/g6e/uhZzFWo9556/dqqCF6hvQDswur8XOX6neEegHNcApfAe//an4TfpQaPgcXtBVbnK+DWywDP8N6PvoEFFlg9swJeqsrXC/9cX61mco7b/6V8Kq1ry2m6bqFFYIQIH+w+kD0PsSABSBADIAFIEA3Eqgm0iOPKG1QXmHVjNLdDYbl8D1CIwM/rPjK6pUxAHGVbJ6QYYYYMOxnmG1Dt64g6FkP/qWCMFT8vhfIqxJ91A8+yrPg6MEJMr5erY17nevriIzHiw6WtIIysOGtbEegIwDsyt2/zqxv8pd/6Gp6bf8q8/jXcxxr3Si7gM9EzgaX3Y3V5DpxJ4Zd9tME70TvAL98Bzs/x3nfec8XfEzjFN6vVCvirLwM5sP4zX5L9/mLLqQ4JQOtnCTjiOK53A2Nh8kMNLVxAoHC1Nx9ucOvZW7iFW3gBL9SsrJq6cXLUX5C4KZAAJIgamJppK4RoruRtuTyHWJRvmFkm23EEuQecARc4k67OuapAvbjnvkxXyS6li9jHuWSWOC2FexkrV3NWODh+bzeg2Z2UU1aaxLZ1LL1zw1vuryMMA0bcuz/zxcC7iqrfexdrIwB3H6d499/5AWT/SwZcAewJw8V73y29+xLA//DoLeDXgPfOXsLH2ceDJ59o4WfYXgF//QF++0f/a+AW8OzTzxbPecLPLEMLQBZhfXaBFVtVTvYINnb2nD77S/+6YIy5QlCJwKY+l+k2lfmQK+C2+q/Y53CKQ6vZwTsUOZbqwxS5i8R1hwQgQXgwP8TaZqRb0zKF52TFwtwUg82hq0TgfchY4tm9sgjcAXjjHjCvHu3RNo/R3t6hYW8d+v3g0QcAA16cv9jYi7CU91ci8ERPERgiS6VokLl9Z9YzsvhkviyO8UsX38JOOZzvfPHTYO8ysJ0ct+ELwNcu7wNnwI8/egTcfgmIIKtus3fwThQ44abWpa7VzL1iEy/vA/cv8d7PvwfkAJ4GPsw+xLOREoBPZLg3hC0AcR/A9hKVeX5cJy9wCNXs2zklQsgPDg23F3OdtQgDa9Jtis2tDXAbpT6Slfjifhd4Trvo6tSSACSuOyQACQJWrpuPJdRGW7YVTi1e44nAbeblAyrs4tc3lQjcXQLnD8orTnxB5H5Xt1d17l8XdOXmZrcBngJevDWR+LMZQQiKWAq4PMmtMKi1Xk9QvPyl9wAAt+a38Cuf/n7z83ueANR1xqvzc3z8Y4+B2y/j4+gJ8LJapi0CL4GmHoOG++Uq5s12gw+vPpQNniPg+25/X+0iCgH4rwPn53IqSFAAFukIwxMi7GtN/q/RBbRmWZuq9jZjFLXoy4Dlslrc2csnEUhcZ0gAEjeWktOnEZDCZ8R8P73cOicxPCYusG0aDoBzmXulHJcgiV1qYr/Zeom9HR3H3lXhiL8Z8CLqxV8MVeAC1OT9tezDM0AE2uJPw2JW9XLZxuattSzyyIDz+cq4SHxdLCNLU3xp6Sr69aM1Pr79sVkOAOARsHhmIQVZFWcALoH1el39GgCbjzZyuWrOcl2oWQvAiL2K7PwLFQJwXPEHeOHgFh846gRamnoNz2uEXuXyVcoCgP1NzCGIA0ACkLiROK6cCT8J56Y/aPmlMHI7J61RBPr6hwOcy/EKIm4WkDwxoxhqVlE4Mn1D30b8YYMZZngWz5Za0YS2tr7oo0cTxo5CUMSs8hqoFIFKLFxcrDHHEtttivPvU+ItBbj3J9a/CtJUCRo7B007jLti+X3ZfLRRUz7QLAJ/coXoF99CtqoXgKNWw+t80iRpLQCnbgNDLiBxE6BG0MSNQ+YdQeqJWBZ35DwZT/wJ4Yq/uH0YtXO41Tb+qlrD2C+PhXG4gs8z6zkhgiKtiRQpNh9tjPh7Gk8jQ4ZVfI7X50vECIs/ADX70LMDt+eKBpqQFM/ViD8A4ecsQ+88VqJv1m1U2XK5lKLYClEaZjBNwpc9/3PmCzdt1lXFzy3xh3hgN/QQynVv1VBQ7wONBCaIQZADSNw4jPsXyMUbvGwv5MfnR/wAACAASURBVIu43zoqncDgvVcASSJDwbo9TCPFa7glbIQQJie/yi2rk6gpZJXmp3/mi5hhhpd+4a86Ta3bIhzhNoLgCLiK9v41iT8bxwnUzt0ORpBcJGvMMUf8zAzYNjuANsYNBMp5bbt+jbzNslu4WmzFMF8n2K5i1wHUAnCk1AizPvsDBwfA6+dmO+HZno3N22BXrs+HWrAEcaSQA0jcPHQT4xHFHxOxJ/6Us9hzHb4TmPNEuZShmy9Xbp3oXfCgHzAFmdWiK4YybNT3LI7l4wuvYIW38cXZO3jlF856iz9AhrWTEdruFBtd3h/tBnYRf4DlBNoOlOdGfeF8Xjt2L1X/+Wg3cDmXM5A372/kcsaYfLYttrN2ju4qPEuF8+YK3S6UQupWP8BKLFE8lfizlz3DrF0bGYI4QcgBJG4cxgGM41HCvqHefmPeKGvX7TTq5eBcNZdudAErRmvoEGwcO85g4JUOb2cpsmiDd/AOXgYQ4Q6wPUM04CZtryNuUyBThb+rgeroPiP+WMzK4cgIiGaqx+FFAjC53bYLmCE11cBNRQZjFDU4y9umTnW57QSmaQosgU+sPiGbdb8EmLAv56ZZ+eCq+JjB5GCUclp57fL3mZu3j1xDgjgk5AASNxB115miyhf1N7CxyZPEPCBiCO0CtsgHLJHwUljUcQcVoSVnkZxT+zJeRpS9igivDRJ/5U1LkPRpRxPSuQFx3Ederi8CFbjaodoBCBTlZHAbT9eKv23q5OwNFX8A3FxDeE6g3aw76F5ygHMwIdpVrAeQH1h6FhbZ4fEjy/9L05ScQuLkIAFI3DiG9LWrZKRJIUPIkxyIRSECu2wP1yPUqt1DLQRj5obuvrN7WHyz6RfybUsnIVhngsZ6HB+QZVtkWYpX1CPN2t/M128qEZihNNsYgDPtoq34S7epFH8WY4g/s6z50hF4Zl8jGfIMUuqTqYWgFIN1gtCkCOjiqyqaCtStVLxjas1i5yWSCCROCQoBEzeSMUe8McZGLyYZgj1Lt9Tfz+Cpo0QGQYUA0KUf4fPAL3z7PTwAgCfAnVt3e293sI1Nn1PTtmYkks22zy7uwZ32AVw6HbcVGYDIUiHbLcCu5Mfof8saGee7ZwI4260d9+rLNeLPX+eY4s9ZV+Y5alZo1Rn11+Qml463aHjeeiLQ17LqA9q+W7OY9dWJdf8YDizUIYh9QgKQuJHoPn1987+OHbfPYU17DdWyRnfFCYUtw++DHFX3vPr+CYBvyC/9qtc+FA2hu76x5euU+AMA7ICzNy8Cr6kQgprNFXAbwL/9RTl2DQiHTt+6wFmkBKYqihFx7KQKOOFNzYTiz6xXCZgNNngOz5l8N1sA8oS3r8PW7nHpvPk/8KrlzffhFIpDNGc24fHA+nS+pGbzwQbYAYvFggQgcTKQACRuLEwIJFy2Thmzse0+YVXVunEscxzV1AYT2tVujhDWPFdL/Nk33yoxKCBvxs+iEFHvozYvq7soDHTsq6lMLm1fE3O1sTsAWaG8uCc+sjTFZXTpNmnWaAH4MbDOX8XqPDC5Q7eJuQTOvr12wuN6TU7YsOW4srFItyk2kZzUgifA4rEUMI4DyHm9ENd5ffaouE5Yjccr8mf37v5ZgrM0bSTzxLpy/jQkAIlTgQQgcWNhaoj9mGOtpqBS5FVh3389oVfIPSvnT/UrtPPVasm26gZ4JZ2/LYCFsgJZ++KAelFY17LZflnNqyqfyqxecvadXOUFBqqfg1uTbs1y1rszKZxCPQLVovkjd7lv6Ipcmz2HENNtis3tDW7fuo3HeIy7kCF8IwD1tcMrXMC4nBtYSY0JWCcCHbdtX+5fheAstc/JIK9/qx8kCUDiVCABSNxomIjBVc7RvkVgkTjf0THparDEIuzi6OkLbSuGLcGD7Ere8D4CwO4A83KzXB74qg7BmCUKWwrAyoVZYe+SSAwJQPc1VS1wSluVbbFW+YO2MGFfYG5FcOYuM8tSXOLSvFduy35cP5sUKR4/eYzHtx5jgYURWGUBmKC0903ir+11KrwvPBF4iLFsofy/tKKIJ7WE/DEVpxBEEyQAiRsPE8L0zxsrFNytTUZgnccWkd5uXbeKXQG37qhvwpMS+ghA+89Rqb/iEMyoMcAVgDU5figLQaFcY8N2i7PZGS5xiTx6zfw4RSpDwtaEEJ7kyEzF7SUuz+9j/cbFwVwjW1htrjZY3JEj45wcQDWfF7FQ4lyJwJL4A8pzgzti5wJaItAWXlMKQBYzgCfAS9YHHTFHzjlSpE6Fty307BA+CUDilCABSBCwqoJ7iMBKsXfgtjCjosO+Ot/JSsh3KmMtyu2Wy/RxXQcLw/httf2XtdM6NFoElsQfYITxGc7warSEgJvbt/pCkRd4lhSFJpfPnAP3zoBfuId8+RoOgSNqtnBy3nwBqCtzmc4lHVv8aSwRmPOk0+i3dJv2EtLO9ZRu4WrMubn2I8yQCYGcf9lZJ7l/xKlCApAgFH1F4KhO1TFicv6ghMIcRjl1FIBThtk7nYdsC7x+7jh0dfAkrxSA69kZVpfnAH9VvhZFZbl22UyByCUKEZ1BfkhI+N6LkJxCBm1gLfU/8gsWM7nfIi4EoJ7iMZUABAoRKID1W2+0Cv92FWK6C4DcXF4Et8UWiO7LrzP1iSe6h+hshsz65JODy9zEI+1NSBBtIAFIEBZ9ROCNEYBa7G23jisTyv/THEN1dfD8ZFvgHfX12+HZt5XYIjDdYj0/k8dnC6wevCvTCbI3sY7c3oKrZ4qQMM8TuVVMFt/s8ziFWqqEql5tAWhC6JUVwdz5ZxBWTuCav2F+XCUATQsde05wjRiz+2Qa4RcLR2xiCzMyb445tthiFb/u5Muus8+3Wh9BHCskAAnCo6sIvPYC0Hf7bAFoWSDHIPbawCDkPryrfpCpfejSANuumM62UuxlkCHf5AJnOIPTWVCFL5meopLL6nPBmFnWvo6fHfrVoipUaMFUUY6Q3cGLwpqOApBXPQGgsthHANi+DfzPwPrior4Zs5qXvLnaYPG8zGOsauAsi77kyBHdGilPkpIoxhbAshB/tig2eYIzyCIeqvwlThS/9ShB3HhycEsE4qT7BA7GzonawfzFMNWr6f4rV4eSgwNzIH3ZEz1cfhZ2WrloGjT+avs23pu9jHWyxuryshgsokWIEhd5nhciEGjfemckqvL+GtGV5HUExR+XTb2VuNZ+gzkGKgTuuHF6WW/fA+7JcGytw6bO4WKxkNfoDGaySYq0qGy2Kv7Nhzvt6Hmh3HQpj9MWW+c45UkO9goDzi5wFgErcYmcHyaHkyCGQrOACSJADg4hYsSOEJTuEYMo5qBed/cvkmJPP3Jwt3VJWwFxjOzCP8515a+wHj52v8PtFTAHfiB6Fys9OSSTojIkXPI8L5ZpLXvqa0lXq5pKVuVaOVNIqvIhnd6SgSedFEAuX8NiJJDVvHmeOxXe+vs8keHvBPL1TsueHp+5zJxjO7czAtjlK8r5gxz/aC3crzJOM6/i13P31skauLyPywzg/JR/AYibDoWACaIBnTMEhMNZAzvWHQ1VLmdoJFbdmKxTos28VwCua2fz6AJ46gqzp2fYYQdkd4qiGKt6trQ85UYJe2SfYgq3WYc4/dAvUN9nz4jS2LvG7U20ncGafW4L02Fxlae5PjtrLgABgJnXnkUVhqxeOwfeuocLnOEcl8jhtusxWBXuoeNkLxOQ7h9/9TWnSIYgTgkKARNEA/Yfd5kD5De8PZ3w8CBxcZ3/WjTsmwldPqOEoJ7+8H3nmK1/UYq/hoIYH/+DQykMOiZV4s8WhllWPg5CNIR/i0raBBj8u2CENouB5EJWUF+eIz/7cvWbVLgXkGJWi0Dj3L1xDxeZFH/r6Mz58GI7n8toGcyP1KT+5JboAQTmJ/X7TxA21/lPOkGMTh6YEHGMYeBRXST7Run/7NT/glh5jXVol2z9aA0A2KQbfPozn5ZFAi/8pEymef/CfVNLYZCDg8UMIklwsf080lk6qqvqNzF29nduFTqE1insWLW/P9xMFmw7TKaOkst6fo7o0VvI6nt1Y7lcFi4gXBHIIJDMX0MMgfVWpS5EwObJRvX2i5DtMtyd3TXPhfDF3zJamqpoflPzg4mTh3IACeIEycFrH0RLMtT2AUzT1O2ZB1Vtulxgt97h6+uvAznkSLxVuZ2MzhltIk9yQAjcnwErXDqCZgilvD87RIq0VOVaos1nm66zqgNIZ7388+y83bKX82WR0xnJ/daFXDEEEMdYzmVO5ibdAB8DUS5F8WK2QIoUD7/7EJsnG3z48Yfmmki3aVj8wf0w2G3yD0EcB6f++Z0gri1HI+RCLpn1M9txOTWWy6UzyssmzVJ3KkQGbB5tsFgtjHDCFlh/Y22OxYqtgpW9rFRJbs0pVk7h+qU3sMIlziBbyvSdbOFsvxfitH9u70NVMU+patna9IRzxGr7meoVmPuNslvA4hjGSlT/AJDX2OUlcO+i8r02y3nhBK7eucTZ2ZkcvfcFYcRauk2xWC4QIcIHjz7Ap3/qp+WbzwDcyqTQewJgJw/c+sxad6jdizl/R/K7ShAdIAFIEAPRbWOGvP8UiBAZUbKcLwuBccJ/RZz+b/pn/n5ZxQGL1aJoD5IWAlKHWI1gatnexRFMqvFw9sEGeHqB1f1zIIp6FRj4rqVdvBNF8gkt/upEpiv+rDAwV86aEWwyHKydsKZtZnFcrZlsEQggwgMA7VqtLOdLsBkDtlK4Xb5ziXXyRpH3N9dTWc6AlyLgLAK2KjT+BJj92gy7TOVzngErIV3d9b2LejF+Gr/CBOFwwn+6CeL4ORVxV8dyLpPjZ5ghm1nxUtsFRFpbqXm0WOIv3abYsA0WdxbFD/3Zx0BRIGDt7gwzGWYFKsVfDEDEsRR9DZfFCpfAvXsAihzTtteSL/6QAWkkRapx/aAqfhtqVoIOIOSou1irNGezZAsYpptHV9FmV9ThnCHq5jK/leBs93lc7i6xftmbxnJ+DuAM2EbW5kVyW+dAfhkBWVa0kcnOgFdfxerBu8grcjqvSxcA4uZBApAgRuA6CL1W2K6S7QLi9ESg3vbNTuaELeaLIh9QT4OI4IqkULuYir+i9jXBRAzBAZ4klQ6hblcS6YbG96Hm0r4q3TU1jaPOXTP79GQD3AKew3OYRbJFTab+G6N1T9xK3PEKDVj1Xh58bodAdXIFesZvhCUQPwDeOCvC8+crIDpTM36Fk8NnnOALtxUOYwx4NTJh7tKxD9XGEMSJQAKQIIhmMmAXlTsnL6PTE4FplmKTb4ofPAUsZouiIETleqXzspNWJZxkD0BUi0GeGBEYqg5mIgbevGe+X2dnwD0AM+lgmTm0NZXFD68eAnfk17du3cISS0f0mRy2wX/1OyieoKYLC73gKiIgu58BZ7Wvtt5XTBWxw+uMqSKT7BIAL1fzzxAkz3M1Gabq2JMCJE4XqgImCKIVJsTps4VTSes01z0SHqYP8XAnH5toI2/4MwAfAYt8YRy/u3fulpxNAJXiT8+hBVA5WURj3COtF5QGMo3GL+/jDGe4xGVpvN76rTdMM2YdEk6zFPq/hzsp/m7hFrCTBR5ZJse96Ykkg+bV2gM6uva9G6KPMjkLOGqrWjkANePXxkxfUXqN+ZXLNZNQpFikMC9x/SABSBBEM0rchG7Ey+UyKALHamXSlXSb4uFVIfge4qHM19OiDwCugEW2wOLjhRRH0dL0k0vhib9tu5BpK4El3G+kM6V6yWXKAXzHWp4lKtfJG8DlFsDWbOPm0UaGsNV+Pbl6gkW2GEf0Ve6CmLD3HXcfmbT+ZphVVmtrZDWxPMShauQ8zx3zUbfosa/TyvNsvSf0c4I4RUgAEsQ1J0u3Iyyk+DJ0I14u1dxb20GZT+8G6j5tD7/zUIq+TDl8t6wX7dTjCsAGWGwX0unzBFKKtJTvh7RB2EX6pdaO14qCImSY8wTIExmyFEKGfDM4hQtGBOqiBHEfyIBVdonN1QZ4GvKv+GMpaLWDOTVaBLaWgX30IgfyL39Zph9g1xy61s5kzfHX/RbNA8BqdlnMcO4ITVIlThkSgARxTcjSLeA8MiDNEGFmvtbPdRWFTkiy5ka8jJQbaF4aSTewwb0ZiqncVe08zGMD4LvA4kqKo7uLskDSoVQHFfL1Q7HtUKHaqubASqfoRsVCxSbPMhn+BeC6Uqrtzub9DfBxBnx4BURynxe3FljkCyyeLCbrxVgSOUIWuAglZge7gRVvNyHzXU36QWA5VdW6Zrl5Lh3CWIWKlfZbZZfl0DBBXGNIABLECWOLvrIuk9ZRZiykIp4oRaF6b+uVtbsRL+dFSFi/PoqiadxAVbix+XAj3b18gcVOib07d3H3+bu4+8m7QSFnhJ+X64d0YJWsFhEhIWLlppliBVVgEC2XUjuq05RupXDWj8WLC+CX3wGevVMUrGihugfXT200tMDNwSGUyB07IBwK4UaqHUwIWajRcR15jvXFG8Dr58D5feDyQTg/EKifdkKakThRSAASxImSeaJPa4ItMmA5N4/I+hrLuXzeiMFZe0fQykdrcvT02C3tBmbICjdwREdwuZQu3d1PKqE3b3btmoRfP9evQIYZ5delnDFLFGrxx+JYpaYJrF+yyl0DlanrtZxFjB1M7uIhyXkCoatkm/D7Bfrf6oc3WHg5XxYfJird554SdCaP6frionAEIcrubdfCF4I4AUgAEsQJYou/DDBCL1rOMW8QMPPl0gjBTKm6CGh0A/WNuHhDM8v5EkjhuoGIjCM4hhC0q2GrXEZd3GFPwjBsxxF+NjnnxjXSxQZMT87QrylmqkE/4WzDznvoYpRoDswbOjhPRlkI5UmOBChV3rZ8e4E1Fi+GOm5aiDV9+PAqq9vgVHBnulJYFNXCBHHNIQFIECeGLf5SZNLh68F8uURkHMFi2WNjCkQsIagdwb5C0Bd0dnWyLQSN2zcvKphNGDtTLVKGhE8r+scBKoetdU5ZMStY5/yVHiMK1K6YNioq709X3DqvSRK5Dyxuud9F0UbOE+RJLt8vhJmuwXkCBoHV/N2WHz46KDdvVF4x8aSrAiS1SJwm1AiaIE6INE2xhJ7lmo0iCubLJbZpirmSSFm6rRaVA8a/6W1NUynIsqgQnk6OYE3DZT2xIZoXYs4WdIiAzXYDzIENNkAkp2FM0xC5GV3IwGImdYIX3mQiBudJ53FiBwtICgBNo4ntjRNeTz7LqZPFJby0M8Ux042zZb7k+S4FIlkms8aZd+1x572tmAGr189VhfVlYNuOBxazcvNqghgICUCCOCHmxsVCY6i303I9EVhFsElyR2zRmm5TYOaKQURe+xjb+ZnLJsfv794HAGwfPcJTGfDCC98rxd+HG+BZ2TcOkO1DPsAHwA64O7srl3GAv3p5khvXzJmDYbcuaavqBA6Sk+ZMxYAUaKFiDbltvBhb11O36GWzmEFwNYkjA86iM1wCuI8Ul3i39fKcvL5M5RO+BMfA6y2yJhwIokcHBkfREcQASAASxAmhf2F3yEb/5dVFJKHlxio8luS56wJm6aBCBB1+1UIwtPINk339tDTdYIPZbIZbeAqL77mDW4jwBBki3MFzz0q3b/Oh6gV4S455i2aFwzjqqLouJ0HlBYqAUGhqXeJShGGDAmwvcICL0jawmCkBWD+zuAu2KGMxw+Wr93EZ3ZPj4TIAs3MzW7lUdONsMi/C2BFQtP677C38GGPK1Z1QAeq50VSIQowMCUCCOBHs8O+Y7p9muVyaHMCYMae/m/5aMOmifH73xqhumtOQWYtBFGHcO7iDK1wBGbCIFua1H+0eAXgsv2FqY3bA3WfvFsvLUmRRhqvHj3Dn9m18/fFDPPPUgL55aQYsvR2vmQPsIIreeSyOwZOin143xGEEgdZXluZxRGAfR7MD+Zdzk0IAAKvXV+WQcx1aAD5QFdU7YDn/cruV2/vu/3wq988StPnhAv/ENYUEIEGcCPv4Zb1cnctOHFrwWc+ZxHxwXM7Pcba7ANA9F7AJ4wpmKRbRQoZ8t+8X4k9PxQDwLJ4BAMzU0YmW89KBmm8jfPfxGk89rZ3Tp0zOYeftNkUyEb75ra/j6Rfk+m1XtBIuHdQYQuonrn7YtYhAwOTG7RsTBk4S42jK3nlueHJKZ1KP7AOA9cUaq8tzINsCl/Nm15G7HzBaFwAJXcG9v4NO4o+YGqoCJogTQYucFjMROiNYDLDY6aYhHwI8T8DzRIZ/FfMswuUz5+b7qvYrMeveoFcvT1f3brHFAgvcXd51KmKXy2X9sTANsmd44fYLeCF/AXn6MfAYWD/+wKynbYNq6Y7OZD/FdIv86eK5tkLCFNIC6C8mDlx1KooPCPY+VE4+mQAzIi8DgHtSfD94u/F9tvizW8s04VZBW/RoP9MGEn/EPiABSBAnws700RsX4Qm/uEL0AdLB0k7ga9sIsEWg18pFLpdDsNgITB1CriNF6rRsqWvV4ldBpw/ftyaczNRDNtL7zuY7uP34KXxPvsJTafGnTzeobiKK5jL0q1zAOwvl/nVW5OoI9ryv63y1fckCJoR6xNLpy3PEug2MccWsrdmTPl3Ol1jF58DL8vv1xUVto3F7vJ6pBO+Cmh/M4hgsZlbbmHGxJ5GQ+COmhAQgQZwIU+T9+eKPry+QrB/VvkeLQAHISR9aBFrVu+5yRbF8oFYIhsRfG7Q4nuMOfOGnp6M8f/dFRIs72CHD87dXePStjdOgutYNTLfIMhX+jeZI55bq6+AkAXD63PVG5RLWFj30hMWs3LzaEnpMCSHjAhqNolqx7LMw5dVINsZ++74rxNW1aEbpDRV/GoGiWbTFWPvMRFwczxYflghiCCw/toZHBEFUkqVbRF97CHz9u8CP/ZFBy4oZc3L9/un/9c/hDz3/WeB2BPzg3dr36vdzcHw+yqTeenRhnrt85hyvbSMwCNNTzS4sMZpBVTjq1jJzzLFV8+Pair80TRFtrqT421wBn5JFIlr42S7hVk1/mCGSr13cwTbKTFGBjVm/zvtbzoE0w9fvvI9nZqoQpaZnoQ+DAAdHgnK1alenR7cG0csbA71NTlaiFjzmG0v0CSFzARUJOGKrofXUSLGkRCe4LA6JEG7ObYn0IY2/Q67fWLdQe38QiwNWeBM3BXIACeKE+Eff/RZ+9+/+LvA3/h7w6n87aFmJFbrjeYJbX/0u8BtfA/73f9ju/coJXGYRllY4+Hy1wlkEvLnMsM7Xzut5nsDxv1hs8v2M+Mu6tWrRuYAZMino1CzkaDkvhYi1i7pDhii6g+gqwzKbY5nO8dHmET7aFY9v7L6Ob+y+jg/mHyKdZ/jm5uv45p1v9RJ/APyKGvWvcKqt22LGlkEgHuACMiFdvhhWpbfarhwcOedywkeiJnWor+2xbXo/YkhXcApXsrTdsSWWlEBdLpdmBrWZQ63H6AHyfA2Z+gJ53P3HGPj7Q+KP2AckAAliArZpiizdIku3xnUag+///u/HV37/14G/+7vA3/itVjl1IYr3CePCffsrvw387e/B//G3v9Z6ObqqFYAUgbPzUk5c6v33xm6NeCnw5jLDdgnMV19EhkyKv21HUaWYLxZytYu5KZZpIsuucJVdQSuET+YvIPr2LUS7W4jYLdxmt/DU1Q6PtinS7Tfx1NMMT8+KvL++bWSYsEaNcdkGpo9oynkCIYTK23Rzx5rWr0VfwmVLGgEBIWIp+sCbq2n1LrDYjG9DvB8RyIQoJqqI6n6DRhAewSi9Rsz+dJxmQhADoBAwQYyI7qO3Q1YSIn1n9ob4s5/5DH7+vR8BoAJzecebBpOej67yBQB89qeB+W3gH/w3nbenCCfLAGIaZbicAWdWWDg0Y0SsfgJngBRUj1r2Ywtg5iNHc2RZzSg7RZqmuNps8PziOWv7XL75eI1HH2/wDJ4G++gxbn/qRQADhF8cFzf6OC7CpwLgSgj2CZ/q5ToFqfp/emqIidxyE+IV+vk47uVkmXnAvhuY8MJNHHF6hRMiVeu9DmKJmRYzVPRB7BcSgAQxAj//Uz+FP/Pav4fn/8hnTUGCZqZn7GJcEVgq4GgrApX4s92/4udwf9YBXwTqbXJab9gqS83lvXzmHK/pJ3quW4+xQzSXPeEGHGfbsWUbOXHl6uoKi08+N2i5gJcHqAWNElDaiesnAtUEDm7nWLrLMYF3ldc3NMxo8uG8Gbq6T6CWgUPzAkvCD7g2OXJ+HiNB7BMSgAQxkH9zscCfe+U/x0f/6nP4oR/5Ecw/+clS4YGe4TtUQPgUIjAg6ALYhR8xhNvmZaAALLZHbotdAFIHY0zd/NrtQ4gxBeCUy3VdQFG4c7FwXTzRdTyct47AtIqxBZMjAEW5GEKLmwTcchzbu3baGXOLUq6H6wd4wvYa7RdxOpAAJIgB6EbHd3/wB/GZH/5h/Pu/9EvB15kQ5cgCUG9DYt/x6wRUhfvnLGOAAHRcwLy9gPHdw17bkG5HF4CAPnfSwsywG+ziMiGssbSimFErYoAnSvQUxy7YMka1Ijl2F8wUN/BA+FmjWtr4olW/2hSlXCOBROKPOAZIABJET+wpFwIN7SBUbuAW2ST9/HSLFece6ouoqtAvtABLgs91QruIPJGCpsOyjAjs8V4AVvPn3agCcHQX0GrhIhiTjqASgTnnhYMXcACrKoa1oDrWMKIfogaq9wWww9XXTxyR+COOBRKABNETLQAbxR8wuQDU2HmBAIyIKkKzxXi38vsGuG/WuqWfo93EboJkiAi0nTosR56XYsTlOMu28+SELY4CoV/GWCEY7KbLQccMvfMI94XZH91cutR4ECpH8frdmuS4vCJpksQfcUhIABJEBbpVilNdaT9vTbhoJwBn2GI7qQAEyiFhZgRBtcAb7ABa7qJpF8wTxIKVxsm13v6OIjBLt8DmChEiZIto1IIbu8p4rBCzdMUSlQNYhH+BHo2hvVDrj1dL8wAAIABJREFUsYvAmwj1+iOODRKABOHhu2ihjma2KNRC0Ey5CAkWe5rEnnD2o0FMFYUYaC8ATS/B4mjoyt+hjqKbEwjEiBuF5NXD7+DO5gp47nlk2Ravf/p7AQBvrNeDxeBURSaAVRhiF4UAgWbLaBQORUsY+T6SGC4mFA3Ath6nduKcwpxr6m4SpwcJQIJQOCIIhbjTDp+uepSyxG20EcOd6GALyBQZ/idVBfy2X3nbETvvsM1ybCGmm/QCFW1jtItXEbZ1Ko6dKQxKIgeLSroVgzibo5bRpso5S7fINhtEiPBPfvofxz+PK2TIcE92GcTZWvYjzNT4tz6C0LiAmI1SDOLDYiYPZcLh97vjAYGi+/gFQ8ZJMqi34HWDxQxu2LwcQrcZ85jZ4o9CvsQxQQKQIFAOmzb11WPW60Nuof2zDEAEbr5yKcLI2knUwq5pyofJt2tR9Vu4lH0p76Xe5kohymRYU4i4e6Nqe20BR9Zenl1h/RqTXRf/e2S4B+BNnMnn1he42mxwZ7FAXwG3TVPT3Hts8edjt4vRId3QxVWV9+cUmtxwESjFH1B59du5iAhUYA8o1HDyN0HOH3FckAAkCMAKZwb649UQqr4NhYV1K+iz0hKqg81VOYf2cs27QwJLCTA/9BusGA5uUzn4LceOtevvN0ZhicZ1A93teYBLWVyjxNkWGQSA9XqNB6tz3AMwW38J280Gy8VikjDuVNgVo7bYU18UDqwd1qwoDik1lLkBFahSgKlvAr0KS6/3KrC5c/SqXdfq5SnnEcffsoe4eZAAJAirgKGL+LOpdRC/8tvAC58D8ofA5+4Wq2XMCSeHqCs0KQm50lSP5n2q2wbfkezKGGHg0DL1tmbIcAcRMkgRCEjxB1jb7De3nqhVzJQw3SoGRZEHUO/mCvNvi5m8A5pOHzvG/Wsh/oLv5cVxB+Ac+TZikAQgccyQACRuNiOIP7Ooqpy1n/s1IPoc/r8X38dnXvljo2y2JiQCbeet65zgMV07AOb4tini6MI2TfFnV58oOX+ldXh5jZO2itkDpSKGkCWqv9AOoZcPGBI2wPQ9BFmFGJ1qvbb7N0botWhf4wpCt4ON66oW28BJABJHx+n9BSSIkXB74/V3ujS5lbvHVTMUwWLwn/wXgdkn8ZXv/x/xysgCMMlzyxXj/ecDK+TcVsjQMevRjNlDt4RJRr7JzxHhIt/1nLCyAzCT7z0RF1DTJGRMf0ElVBL1M8GLjyb2Muz2MUW7oP1SJQxtumwXi3UzcvWDFiZoG0qj7uIYws4f5AAEV73+xlsvQUwFOYDEzaUiR24MbHGJf/arwNMR8Bv/6ajrsPGdwD7iz16WDt2GmkZ3X9YIE0YCtBJ/ngM4ZTuXY0LnDnIoESgEEs4RC1GuGrb7EU4YDm4j9LrgFL3oBssc0GPytAu6j1ucEZ0OwhGBdKsljg0SgMTNxBJ/rGVRQ6916Lvq0zPg6kvjr0Mx1PmrXt6wcHDRWme8PEDNNk0rm2qnaYrXV6uw+DzBPMA+2CJQiBicJ5UVwdo5BEZugbIPG6zUL1FQrz2CaMFTh94Agtg7lvhrNcWjJzF0hWYCfLSbZB1AQPyNsEyeJ8X2A/KYNbSlCWGOLeeNbW26UjdRZblcSj804GZl5qvZqNtzbOQ8KaqEY9nRsqrgKE9y9dr+oo0JIR8oHpOihJ78Wn6fgyPnCYk/gmgBCUDiZqFdOSX+hjpldSR5riJR9vzPkfHyGGVK0jj7lOS5LCrx1gcWdxJz8hiIvWWXpWkKpFucAciybYUMkYI80xNarik5T6RBpoQ4R1W4EoWY6oARffZ7pzb9bOEHuY8559e+pQ1BjA0VgRA3hiHVsYPhfJSiCo0TWrX3RwkzwYY1X7bheVLKMeRA2RGsWJ8pLNmTBFwul8jSrawQvrxfOg47ZMAmQxQxILu61mFgQOb0MdXQWHBuGkyXXpfkUsjVnCbWQySORmDdJPoIoj8kAIkbg91Gd5/iL4ZAolzAmLHB1caCxY74s9vXCAB8ArfN3ma7F5+zHi0+4R7fPM+LMPWIIriOL6yewVt4C8AlsvSeqfbN0i2ebK4wXywA5IhwZ/JtOQpiXSTRTcCxKd3rLnjij4QfQQyHBCBxI7Dz5PYp/gSK+bvgHIkYdjN1x6KJ6QpYavAFrC0IAQSFnsw/M89Ojt6eHTLMUVQMRwAWiwWAIhfwJvwRzBM5y1q4XSMDyEQCe37tQSHhRxCTQTmAxI1g5JZgrdFiKYaQuYA86VUMwRhT+X4SAQB5UhJ/rSY/jEyS5+B5Ap7LKlNTOmLtZ3Ec+hWTdIUD2GGHz+BXkW2uHJGXqccW2cn1ARxCbucBTl6gMfT9gsQfQUwMCUDi2hMzZr7ea96fQkA2Qi6KIbpZK0XIt1he/X4cLk9Li0GzJZ7YM27ohCJQn+85HuAbX/tdRIslss0VACn8dkr4LWuqiK8toviIwCDqc/q2GaJthmi7xXybVb9utG3Tj7LwI/FHEONDApC49thVsodAu2JFWxjeSgDFAdePDWzMvC9idbR54GeGiUSgnoqyRYYrZMA/+g4iFI5fXfuYa4/w2sGoCSBt2rbMt1l7IWhftP7DP+9WtyEbEn4EMS0kAAliYmQ7GGG5gDKxvioUHDMGwWJnfJp2/U6lb3vVdgZF4MhCUB+1+wAWn/okskUELO7cbOGn0P3xOBB028zR+/VfA771SIXL72OHoo+lEYG85lFHkriC0N9GEn4EsRdoEghxrWFqrBmHFB9cjTcDhs/+7YpbPetmJYYaOOt7Y9yh0GPK0Wtd0MUqfrjaDseX5gOPtb1KUGbrC5X7N0OG3Y3K96uDxTGQFGPizM8AMxcYLMZLn/kEfv2Dj/Dh5q8AqohmZjXP3mGHrOmYBgUeD4aepxpBRxBEGBKAxLXEFxpNEzLs29HUIdZQD78QXYSfxu51eCgB6FQqe9tgnxdgfBFYHFsA6wvchJFvfWBqNByAQgQyZo4/t1xZYZ2TKN0aEagLa9JluY66aZycFoAk+gjicNyEDgjEDcYuuGibA6hFylQOYZ7nyqkDoDzJOOBKnuIns1g5rkC7sXSx3SYHGNwnkOREO3KegAkBzjliqI8hLcRYtpyrWcoAMEMEIE9fQgZ0clhJ+BHE4SEBSFxLklz2PfNvM/b3ouJnpmhkxGkaoe2TTplcYwIcNGTbSLptdNHsvMWqSuVEiV+bMUWgPndb1f+PqMaEYrl0Yv38TPN7IISbk6dSKbdpqiSgupG0uEYIgjgeqAiEuLZU9f7zhV9VPvrUPfW4mbOrvLI99MfrwzZNZdPkurm5XrVyV+E8bnEIxwPrs+0eGpicLDnnQCzKx9+Dibj0eObddzG7FO7xVdcIi1nr6mKCIA4DOYDEjYDniVMQom9JwpJ5Rd5SMbNiShdQb5ftBNqiZ+/ziiuYI5LOTrotuTx2yBeAGUvnTwfR1O2PCYMPdgPVGd1kwGJW/1ICeZKAxdqVDZwzziGq+gXO55i9+0D2CjxTxzqFrPS1YBCNeYEEQewXcgCJa0to6FXhUsl+ekmeI1cP5Alid5aFXMLEzpzrBHrbqpwwoR5N9HYta5Zv3D8vvOe3qkEu5XXp5957eMM4sqH9AjNkxYTfTUrVv22ouWwE0JgfmM3n2JpWMRGWafk15AYSxHFBApC4Mdi3sKoCDzPJohSenT4cXAjQ8v3YtFfTodGWgrANTcsxAirdYosM52ymQr5Fvp8e/eaG1d3/fOqE4JCQcIQILwPAIkK2uNP0cgKqb6N1yINnhnNPCLrnKFtqESiDwiERCOxhDB1BEK2gEDBBVKDDxqZ17sAK1Tb4wtTtHehtH1AKGSd5rn7WHG7Tws8OfFeGvFUIeL56HW/gTbNG3VvRF37J+hE4LkrVoboAxJYXHByXuERmZZNx3TTb35Oac5ClWzzAJTjO5PeQxSDU/rkdeZ6Dibi5Glg/74eFBZDxObbpVhXgSCcw9U6A7slpip8IgjgI5AAS1x7tPnWdwQvAhIYPVaihHckmhxBwBWFTKNgXf00IFmO7+gng7AI7CFziEnrGsc6pjCHA1xd4871vm/f5nzCTPJc5gp4r+JYSbXKb3K0q7Yl3Dq4efgfZQznu7VL9TAvPGznvdwglTVdzHXE7m7Yg5ATO03ApznGWPRHEzYAaQRPXEqc4QTlGoZ+1xTQY5gmEmLYwpAt1DqGNLijxizNC7ykVn1iOYgZhRJbt+sUQ2K0fAQB2yDBD5Io/Lw9vm6Z4ffUJvI3MiEi9rOp9KPdKzNSECmwyXG02iD71HMTqJ/AqXjV5nkR7WMwAniCP1Zmwjl9t6DZg10bpFnPMoD8GZMiwXUbBq5XOEkHsHwoBE9cSOz9tjNrDXPftE+Koahnbhoy5ymM084hbUAhmd2KJH+69WK/xCG+YUG8EIE1TzG0RaBWR2P3jXkWkllyIwAjl1i16lrIWJFr4SfF3ZV6XbjZqrcd1nk6FPJH9M/VZ1n0CzfPgYSEYONjZUoaDpQSMEEV3sEyvgMDkkBgkAgli31AImLiWVDlbg5apQ8FHPKjehIwBL1ysv6qvwNW4lbzFWDlb/P0r7/0ckjzHfLnE3Au1LpdL7JysPinabPEHwHsFHBFo/0xvy5a9YubSaq4gBeOdTz2H5xcLvG57lB1C9lm6RVbX6/CmYv3iBMVfzS9Wtpxju4zkec6ugOgOhYMJ4kggAUhcO+yqVjsEWGQ78NI0iq4Mff/UyPw85d9Z+YOmvQ1PnH6INqbiWD3PIMx8XzvX7/m7L9Zuw9wTgbvNBmxT3PzfWBe5gqFcs8g8J8mgehJaZADyRQRY1b7r9RrnuIQWvHVVzts0Nf0NpaM4u/EiMJgg0PTpyU5MDbxWikBYIjB8jEkEEsT+IAFIXDsa88l4OxfslHFKRSwBZIovRAzwqm599nQU4RR6yArfXcW7ymgReLXZYLZYIFJCbYfMuIZ15yIKfb06NxW+0XKO+XKJaDl3vMSL9Vr5gCLYyzFTok8Kypn1aL9vN4rW1ULevxaOCMQM8zRDFBCCJAIJYj+QACSuFcITO6XnAWBoHp8QRy8gdaWtxnfB5HGobhdTtIZxq3yl+PODu/XMl0tEi4X5PiT+7DN1pZaeITN5fnZ1r67w9cPO0XKOrbVdZ+sLIwIBjoy9LYVgukVUEn07ZNiV2tYcAzFjphH4WL0fO9F0qTvPqzMpwtu5XUaqQlgK7RlmQRFInQIJYnpIABLXCtv9CxW4F87YMAHXNDv1GLBFoAzrarElfxZ7xyK0T1r8vbR+A7mq8gWAqGN7lZ0SZrb4c7bVOh9FT8DIzSGEcv2Ayty++XJZEoE/iXcACES4lHu0egCsvoDL1RfMlmk38djEn87F1GF53atxX0Iwb+oJGESLwIrfkeVr2CLDTgnBGWbBkPDx/4YRxGlDApC4NlTl/tmYqllenxsWosj7E0FxeYwUPfckfgNmWwT6M33tsO/MhErLFbpt0GHakPhzkZ5jhAhXuDKO3xUyXAJYtmhcMF8usdlskG2ukG2u8Itfew/42s/hHA9U90KBDGf4PF4CVg8QrR5gvnp91OkqQ4kZC0xWOYwo6jbDV71WC8dYyIf7LLBc4gqZ8gF3gCUC/VkjMdQYuQpXcSgsjsGEXD6Lj+P8E8Q+oDYwxLVBNz8RDS1ABNCrnUvhw5yWN5HkudcepnACtQgsanzLTbOTPJeFEgCA3aguGc+TStF1p5jo63cVlFRMBcnSLRaL53G1+Q4iRMgg28RcrL+FDECKDK+vVoF6aPU907K3+oPE1Lhj9oTT7secyz1MptFUtn9pS2xPu3bP91zoszvDev0tp2cks65HzjlKbc6Vy5j3rMx3Jp8IIE+Ot8KfIMaGGkET1wJhZtOKxpuiaer8byT4lb/17+LHf/+/a7eSP/DTwId/CuL9v3aSDYYZY04o2Mb02XN+JjlbX5gbNLADWz0jj99Ix0Cw2IhRfQ59qWH/xNnOCgGo5eJ3Nh8gQoQPNh/gH/vc5yq3QYsqXxDqcXdVs6OnQFjOX9UxdrZ35GvR6f+Yu0ekUgSKym/Mt3Xiqjhn8hqzczFlc2rujKirKuOqlqg1M00ElJAUyBO6HRI3BxKAxMlj37DaTn/4lc/+NH78e18BvverwIP/oPH1/9Urr+AvLP4l4P018Kv/kfOcc8P2KIoi9ysiQugQts768xtGC+9r/dzbyPAqImCtZvuuzouFjig+bBFv36z9W3eTALR7DfZxK5m6nkrndF+i34zzq3YgS4J1xG0zH5ACAhDoJwLbOHT6vNVNkAGUIARXFytH5S9fFf52xsKIS3IAiZsECUDi9DGjyprdP4fzvwz8yZ8BvvEA+PMv1b709//Kr+OzH+2A33sf+C9+olb0ufgZTcVX+3YR/d6FISHol8fY36fIsMJlOCdshH3xBWCVZ1NqXjPhcSyd54nPWRv3TzOlCDS/UwEBCLQRgWUXsI24Kk2QAYIicGxYHKvdJQFI3ByoCIQ4aYQ1p7ZrhtI/+KHPAI9/D/hDf7TxtZ/9F/4p4I/+QYj/8pec5HyzHZWPcPq+Hs22z8ID//gkXiDN9Ai0Xm/noq1wWT1KbuR9qAnY7bUCm5sG2pJDnasQSZ6752uPBSw5ePiDAC99Efy2imWgpyP21pj7uFs7EcTYkANInDZ93T/N//YPgX/ih4BntpVOg8lPskOfCCfo16EduHCumVrihA6TzgF01+wKwFwJvNL2cQ7hVWFWdhCscI2asEP5cUM74H26gIC9bdOuSzuAXfIOu7iGrWlwAJ2XVrqBKrRqtYPp4rD5IeEpezRKB1D+HSEXkLgpkANInC4sVnN5Re8KxfUPfkKKv2he6TRcrs6V+LOcxjwBz5NOeX1JnptZvXo0W1EbqWQXi0d30zRNn/VCc0G0yPXFn34u6MZZzuZUI/P23YdRum2SqZw2ZuVodrmueJ4UR2MPLqDQ16h65EyUHgmzxJ9VwNGlzYo9SlB2hcSEY/rUEezV95AgThMSgMRJYkK/Qoqovkb26sUX1XiqLRCYA+vmgMmK0LFy93wx6JRe7Ck0XEhQ4f3cbEml2HIbSutXw3yt/9NCUD+qGFQks8djNZVEGBKMEd61M4TQObJFn9uW2n+YrZBi0N4UztXmdROB0XJuhGAEAOl2dCFI1b/ETYQEIHGSyAJAGbIZKsjsnKNINTsGXPGnXb+pKnmTPAeMk1P0PhtbBFb5ZnbVqy/6ws6gu6QqkVjRaa+elrOaD+kCTk3X815MfZFO8pDrxu536TekVlsHAYE48J+fAwtIIcj19vAeVbvYlxt4Wv09CWIoJACJ00OHfkU8rDmthcwtknMJkGYl8cfXF6OspwnuhYZNw98J0EUeIZdP5wIC7e/XWgT4+PN+pwoLXwdsl7GPCHSumxGwxb/+EGSnP/gPrp7T17G+lp3t4f2aSusxf3qs4FQhYVY1wo4grhkkAImTYqzQbwg5Q3YHsfrCQcSfRt9ICzdwPBGoj5eAe3P3RZr8uj70W0VIBCZIkGPi5Po9VsFOJWJ1Za8pxOm4T2PkAxbuusTOee1CrkShvl4S5l43fUTgcrk0LiAw8iirrp94COLEIQFInAyxrmIdKfTrM18ugeXcEX9/+r2WU0ImYCoRCLS7xyVGsNlioN1Nu6qKt5j2UYNyYA7dODuE3SjHL4awH8J7dMEWgQA6n/ei9VD3UHDxASvuLfzK24PRReBWhYMB7LFNDEFcL6gNDHE6WKHfyVpx2DfM9QXwEYDdxwAeA3efn2adDZhw9Ej7zuyWJoqqli56RJsugOlDEnL+qtqLKAESIzYzjJuXXz8ZZAy0kBrDHDJGU8dGz12ah3cZjVi8Xm/Y+L9j9izqOHDugz0FG9iqptF6fNzQhtEsZoBqVt1newji1CABSJwEsg+b/OOsxcHY2DfBGAIX6zXmiPBk8zFuzWbA7kNkizuj9CILz54NbJP1tXl1zz57znItQSO8f2GeUcfaqvBs6s9XRVAEAuV90QLcEh9NInCqnoBN56itHK47W02iLrgNLfavbp5vaRsmFn/2Nk0mAqO5rOQf8LvJ4hhIeO9tIYhTgwQgcRrs0f3zb8ofPvwmnsUtALeB2Qx4+il0cRz+wh/+w/hj/+cPl8SV3yQXZu3e6+yfT+AClsVfYN08gRCFq9THDSyJQJ1npn5c1Wx53wLQFipOFbj5ulv+qd2Au6YFeKUQDM4mbrOPyk2tmo9dGnPHE5VbO356BeCKWVYhSg8pApmIwXkCIQRy6gdI3ABIABKnQcPNbChN0xS+9fAbWGGmmsTcBp57Fsh0FtKuvMCvfxf4ym8Dv7EAfvPbwA/8y5bYc8etOdthtYDR2K5kAm7EGNA+JBgi5AK6WPJEC0/z6oIuYtARgfZNNqk+B/sKA9vCz8YuyjDCcASRCZQFYdWyy04gh75aqralKgxcDmdz82Fkqt8vd5skIRHY13kz03owQ4ZdL5eeqXQHmgNC3BRIABJHT9d8pn7LV1+j+oaqbzK7zRWeAnBrcQfQfQMjqx4xy4APHgNf+S3gN/8f+fjq70A8+giAGrnW8ddOu0hFEYUnujoeF784oPq26+YB1tFJCHJ3/2NRuH+hMWjNLqC1/z1C5KFiCX/MnxFOI16DVe6gvw57RFxZCMqtbYflPgPqQ4lVarS3kXoyz1ME1jdcBPYbG0cCkLhpkAAkjp+h835bLb/dDdC+yXywSfH0Yo5ZoBlF9uFH+L+++rfwS7/5m/jZn/3Z0Ta1JFa955tmyIZcLrPPFRWjxnlsIQL169tgi0AZXlZUOGC1y/Jv2y1FYOh4hOY7O2HhCa5BW+Br9HpCzmg4PzGwz47QA3z3ucss67Eo9oeDIZzOsG8RyBgz20H5f8RNgQQgcfxMGP51QlItnTn7JuP8HMDv/f2/h8/98T8+5iY6MMbUDUom91cVKtitN4DqCRyVxzMoBrlVFFJNITWahWDCc8f9qxLhUwhAX/zViSHtXE3tkvnbxPPEXKOhddflF4Y4hOALbofl6rPAB7shIsxvDt1GBLI4Bk8SCAgSgMSNYdQ+mgRxathuWtvPQtFyjlQlnhe/QDNEH2b43Dd/APiLfx/4O78MfPV3gPfXZvny32E34DzPjTiLGTPL8gsX3BKGMo3bYTlNoYbRbeBKtFdvA8B88QcOMFEScE0tYaQw7SbM2oo/+7UyHD4dej9DQd6Q8LSv2aC7i6JoJ8mPR9rEEJBbzpGDwz+zbIAQi5ZzbNPUOPNZum0WgVz52+FkWIK4lpAAJG4strgpbkjtWC6X5mt5swE+2qZ4dvv7wPZ3gO1jYPvj0DMLHJeGueG4prBtG/T7Q6FEjV292vYep5erXaiq9zV5fU7eV+nnlvjT6GM0QsubELZYaiPK9VYcLlzaTGnbrNSGY3D9bPI8V9XN8tjmTG5nqD1MH+bLJbZpWvygSQSqUDlV/xI3CRKAxMkw9p9mW3AMyYSYKzEYLefAH/hegP9z+It/4k/gn3ny23iCx9b6wluR8EQJHtFBDIYlV91+DD9+WpQlnSZM6MpliNgRfLY7WBSaeATcwKF0FX++Czo1tgtYXaFdT5EqMG1V7xAKEcjNh4ucCVMdPMQFBOTvZZqmsnALWaUIZDEDTxL1IZAEIHFzoFFwxNEz9Wj2KZb/H//Nv4lXHv01cDVKi+eJDKuqB1NiT0Co9iryNp/wvLIY45iw96uyDYk5srLFSFwh+LQzyaqaTDPhhLtbwdqd1TbLLOTJ/rC3q8+a9ylYh5Dnufo9sH7mj4uLGZjo9zuhZwdr/PxAAAAvdVkkiBsBOYDEiTC+TDvkn3zfqdNzjrlOQlKOoJ8cbztD+wzrVTp0ipAI5IAVhizOHzNVxWUHTjpX5WUlSII5gHbeY5s8QN/963IN7Ds9THcf7OMC1lWKHxu5l8eqnUABgOWQ7jGKucFdXbqlHw724SoH+OiPFEGMCzmAxNFTiIvuw+27Lf9wJHkOrpxBAd2bjRv3y2dqV3QUrPY9PE+M0CvESTn8muc5kPOgG5ioYGECjkT9V/RF5Er86eCydYSYKB728roI6APkhiV5bvaDI9yrMIT9umO4ttuSeG6gFoIAZHWGamXDVOVwF1dQu4C+48HUdJs2FesEcd0gAUicBPZN4TqTKyEYGxEohU8xvaFwr46ait6NOgzctP15nhsRKOcP2xNStCdWPIR1vHS7bLC4MhR89MfPwr72m0SgP8/61NAhYVsI5rFAniRALOTDHBBuxGBvdPHHtf/LQhBlKARMnBCnd0PrS7n6lh80N7BTjpTZzvrG3e0qb4UV1i0mVsSB8K0tlEJtcBjaV9SWENO2f6miaH/D3esgkBpgZ7IdY+VvW3RxiFMbzmInbYLFsRRvXL6inGgAQAjkKnwcqcfq/BzpqzDCr3D/SAASNw9qBE2cDmNPBNFCZYLm0l1oCtP5Y8DavGdsStMo/H20GhZrmka61QoUs3zt9umJJIlyBMNosRgjNsFhfXPXAtAO+bURSVJcqfDyIUKqLPZGwBW/A34jc7/445RCwD4sjsFFsd/BRtgxU0LQ7pvoyn8BIEq3emgjtqYSWFDuH3GjIQFInAx+eGuww6EbKo+wrKp+bV09y6obtj2J4iDTHOxxeZUvar6R+uLNHgdnTwQpCb88N+HcNgLQXp/+WcgBbC8Ala84UV/CWlgM8MQ0zS7Lm+YctlMVgr4IZAmv7dXHGDPOoOnuDGCeZibclb57qfTzaR4TghgLEoDEaWG5gIOFW4cZwFWEhJ9wvm64McN2Luq3xREiY+x/E7ZANi5aXa+0duJIC7jQtAsbAYDzwFg4UT0RxHfACsHKnXXbcPDm8z/hOMI6yj0I7XF8yvkSRbZfaPyf49yeILYIBIC4QQQGSbcAZsiwaz0fmCCuOyQAiZPCvyGOId76LKNK+PVx5+zpHU03a1csz20iAAAgAElEQVQEYlxBUhG6bsqQ0vKjyyg2HaJFYNlVws95f4UIrBKAUri64WMdTjYupCgKSfxrohQCnxo7BM65s20A3JAwTwAhStcCs35XTl4EWjmOLOdOfl8TxezuGbCktHeC0JAAJE6O4GSGHje2vjd1X/zpooShv0p2HzRDVZNlsw3hnMjQXFggIHQ75CtqMRWqLu06hxcoO4ECwgkJ1763owCEWpNep50rWH6fd3b1MZsoZ9RBO9ye6KsS4b7D2dQ7EsDJikA7F1bksiq4VRg33QLRHMi2ALl/BGEgAUicJMyretR0cfO6CsCQ+zhGPl5pNJm9VzXb5YpAtUVeYYAt1YZmr+2zrUhoTbmXLxiiTgBqF9AnRmzOoX0u/GPriLAJCodsN8+sL1RwU9p+4bjCxyYChSpiyU1Fc78KZUcAGuFX7wRu0xRzRABm2GJrxjYSBEECkDhxiv54gedQLwYdQdf2dS2XXbesppYqtghssw9+tWso87CL+POFnt6WfQnANmup2p/mEWjl520B6Py85MgWhSkAxhNRqsijq/AD7L6K8ApEROnaKc0XnkgEVv1O1p3XVlXZlgNrqn+B+lCwyv0DduT+EYQHCUDiWhAMn3r4Nz05dqxaAFYJv76uX117GP8GONSd7HL7rRN23JIMhxKAoT9RoekogC0AQx5oOxcwuE01xT6DhJQparLyOVuG5eOAaApWo1eIwLFdwLoPN/6Hmrbo37W2H9ZsbPePij8IogwJQOLa0UYMakI3oyo30XmuZ86hXFax1irRURJ0LdanBa3TL7BqW8y/9bdjv+p4atoK62oB6B+nsgAEEBSBbQpqQgIrbnE+g/jir8VbSu5sK+ey+PDDvOtqLBfQ/3DjX+PBQid0E4Ndncui+APk/hFEACqJIq4d9k2xnNPl0nTT1Y5fp0kYFegbV5slJXnu9j1krLW4SMCDgrH3HGXOIcRw8Tdmy5rEyieroyTcKyhaq9TD86QksOz+jILFrQRKcW71iLum7Wt//EMuMgcAVt7HLtdVFf51FSqIyr3fSb86uc0sjq5XoL65ZaAbHUGEIAeQuFFo0dAmDy80d/cwDZjDlb6llzaEtH3aCCjtANY1Xzav3fOxCW2/7wD6DqduCQOg1BZGPt+iJ6C1/laV1jYdRHiT6GvbxDr0Acj+YDPEBbTFX5fUiGAlf5f1ov44k/tHEM3QByPiRuHnSwGq55yInZyqumy6faLnPAC80a3J87yTwKgLPw95/zFjSyot/mz3qcu5tiuHbRyhxXyB2X4bbXHZFKqvwt5Ga7Juafl98AVwl+uhlNfXEe1oVn3QIfePIJqh3w3ixsJVyxSI9nNh941dFNDmZqnFTNtQZIiysKmf6XuqhCUVrxUWIca4bprknS/Wup5bPy0itMwu+OKvz7Xmpzn0InCubPePCj8IohoSgMS1wQl3nWiz2xBdXEDNGK5lnUA4RrHsonLrvGkeIYK9JDuKwO5bNpAB26eLMtrmH/qM2U5GfsApSpJ6YbWH+fa3v41PzKToI/ePIOp56tAbQBBDiRmDUAnuhwzXToW5wfLm2ua+ocLrgzsyzYbniVOIY7dO1sgRdQo2/Fj64mi8szPsSs/zHIl6dKGt+IsZM7+XIbdYsFgKNxZb12zbfao6e8Ds/SvzNbl/BFEPfUAiThZ9M/L7i8UQOHZ/qi9jV0qeMm0rgX3at1sRSFi4orot9vaN9fHEVM4OCPP3wc7ZqxJ/ut2LRheauM2heTHrWQjEiIviJSMti1fXY9URsxjLv/4fApsrpMs5liQACaIWcgCJk8N3/LTnE6s+btexsF0AJlexjmLfr6MXul9MzmXP9jlTiD9Ay6N2fQPHwi/YaCf+CkrTVEQMIWIp/vJcTvXgtgjsunfq9T/2nwH/9/+L5Q/e7fh+grh5kAAkTgo/1DtU+IXnRVwPevf9u8HoKyvJc7cNS8djOZX4s8PYAHqLUwcmasPdfvPoUHsaX/wl4MiVO2+33hEQ8mu1H6ZnoVD7wUc4Vq/95eHLIIgbAAlA4qSwBRsb6PjZVa7HXjQijM/ZrhJ4DIfopucTlkRgS+wq26myUoeIUwf7vRUiMPfEX+3IPPjta8KzpUPNow1jiECCIBohAUicDI6rMkKol/cKNR2aZkFy04VbX0JizRaBbRzVMVqstGGoQ+m+x16OqHiNfFVT0YgM8Loun0C4hZF9PEu/yzok7ISGO0DuN0E0QgKQOBmKyRxjLU8u7RTkUhdBcQr7cyi6jI9r+lnVsqcSf75LHRKBrcP+pdeVRaDwxF+dS25XFSd53vrDmbO9vccNVld+EwRRDQlA4mQY87Zq33iOPfzblbGKYJI8N7fV655POMZUjDGW0xUtAp262aZzVfm8KwKdOb0T/o4IW7j6IlCIGmHYIPyu+TVLEEMhAUicBH74dyjXufhjanSPt5tAm+uu6I03rvhre50neW5CrYYqN7BRFJVrd/f3AUmtW4u+vsKPIIhWkAAkToIxb672Tb1Pkn8nVIXlENEUWxWWbbaWjSjOhBcit8XOdRGBTdcWB69MFGDeSLTRtkk3rParfhveo91AeyRgsbFtHbFwA5e+tJ332/y72EP4kQtIEJWQACROijHkmp1LOFnPQK+1RgJ5E+/XuLjbzNUc4+ZKakLbfl1EYAh7tGCo+MFvjzIWoXPc3Q0URc24nrrRiZrCkIlwu3ra6yTHjyCmgAQgcRJMkVk1aflHPmLvN/Vvm60dO7dR5gHqmbHHVzFde0xCQsr6T38fwhZ/oetkn+KvD/q8DbvCh4vAYW70cOEncP3zVwmiLyQAiZNi6C3NDqd2nYM6aL0obkJdXLNOgo7FncTidUHva1dBVidobfHnXyfHLv40SZ6PsJXDRGDX48TGEHwgz5Ag2kACkDgpxhJt+7g5xNZ/pedaiED7NXXbK0yIr35Oa19sF/BY6eqOtqV0valJNGMzSaHFaM5XcXSnDvn3kawk+AiiH9GhN4AgmvDnkA5BJvRPT6t+c+oGHdozPVFBZ0XxPHHCkvZsVc4TVTEpGic19CXJczmD2Vp3XXHEdcAXZUI5rPqcTLWeURg97Nnv2qqaDVy9lnbpHtf3qiOI/UECkLiRiBFGpY0BD3wFzgE1G1XKOgHOBBLu3XyV6IMQRiRO2bDDFX+ncxMWVmh8yDKA4hiMFWo/DfHXPAKuzXbEEK0+yE1xXQkWX7t+nwQxFJZPVgZJEOMgb+BKcgz4I+44aBPeDHTiexvREcpD82+U/itMc+aJ3D6gHC6NPcFstu/AN1W7yMAOHxZitRglJkQ3YaSvkVDouKuzVbf8URlZ/OnWLL2uM29bWAsBOGXBEQlAgnAhB5A4epyJBIfckJGpuqnyhubD3Pt3DJry46rWFTO212IanzzPwRhDDg4GoUQgB+e85JD2oeq4DHVDJ7mOj0n8AeUPB4w1uoCmf+HIQvBYHH+COCZIABI3hn20MQm1vRAAcp4jFu0S6Kfezj7FEDrfT0C6f0Uo9LC31bIDqOSY0A2RhamG7brfTa/vKwK1MzlqWHIq8bfn85uAm3XbQpAgiPEhAUicDKcWwvFvXXYOX5UYnCpM3bcXmn8DTqzCFODwjmwCuyzGLYSxc/WmoqsI5HniFJOMwtTij8WjhPq1W9uELQLH4pAuNUEcKyQAiRuDDAMdWrJIEp7DdIepuLe2KV4Ys+q3yW2xp90ew7F0j48w4cV9u1ZtRaDJKTThSD48hH6Czl+bYhD7eT//lCCIcSABSBATk/vVuxaxYAAr3EGnAXGL216CBGBxbe+/kPvXNbTmij/lqOjK2ANUWNriTwuwQxamNIlA+/joljoJ1Db3ddj2Kf727ALa+GLQpu43hILHBFEPCUDiRjJV8UKXG1wsrHFjIpb9/Czqqn11qFh3NeRKSNQKwZ63xGJ0mnCW77dE2Rch8XcMVInA0PkY7LCdoPM3Bgl46XjW/b5RkwuCqIYmgRA3Bn+u7VRTDfI8d248TDDzcLaH29sD0/tPw3kie/sFbmJJnssbYZ6om7crBGOvkni4+JMcOinfF39j54oNxd4ajvZ5nJ1yNE9c/OV5Pui8+cdK/76FHgRBVEMCkLhR6MpQQFW2TjgoPnQTssUgE8yIwCEyJsnzkhDUoWEAZoJHV4z449LP8m/axVbvRzjYc5zHHnc3JgJqpu0p9flrcQ6nHgNHEMR+IQFInAxj3IDyPHdEICAdhamFYBVMMONk+eK061gPLQTlEmRAsu8xM76fmkoScmzsn0x5/Oxt0us9VvEHyHPZ6D5529+qTc2Bnb9jDw8TBNENEoDEyTBW1Wme5044WC57WhHTJhzli6ze4k25gQzF/nQ9cqa1SkD86e2y92lqaaDdP1/85f6aDywMW4m/GiqvwSMI+wqM5wJSeJYgDg8JQOLGovPodAiWA5PMUdW0uemVXMAe7mTcYRRdiMRqqNyUq7WvDLyi3OV4GSr+Khn5mtTHsa34KxILxmVIHiCFowliOCQAiRNhutu/dgPNGqbOC6yI7YZyBs1orJbbpG+MvefTWuKvahnh6ukJ+8Y1jMY7BsSI4s851yNei7aQayP+QsLv0L0fCYIYDxKABAGUQsJTikDkXAlBjlzdUm3x4G+LcQUbtskRSj02i3u3d70Nde1yhCUT9u3KdO0nN1UFc6hNz+Blsnh08adpEtFNjt9YqRJDBDMJUYIYDglAglAkfnuKiQsb6twYt2VNMX83tE0xY6OIL3ukWuyJv0TlTfpCx3zPffk4HnZzbBs//+8QLWEGib8aITbmkWwr/qYK9RIEcZyQACSOHrsh8tQkqkpYMm2bmCbB4oemTXNh1edvLOEHhPP+ugqbqT2ZoS7b2AJ1CucP2JP4s77uI/z2UfXdBOUBEsQwSAAShAc3rVSmFTW5EZu80m0sClWsfECUGzQPwRZ/xpXsIGwEAIhpxHnXMO++OGnxZz1/ao6fsD4SURiYIIZBo+CIk2DfNyqe60bKA2a1tkCg3aB72wcMzZrtSyH+ihYr/W6r0wxlq1yiJ5gbq5VHzacbJv70GD/A3b9DhH0PDc+TxnPjO/8k/AhiHMgBJI4e/al/CseljmKyRrVDN5SkxgUMhXn9qSFDbobcEX+it1Dwm2ofG2OLv17HXBd1sFjOs3WWOS5txd9QYTjluRbWfzYk/ghiPMgBJI4aZo3/2jdJnluzZ+VUjSlEaAyB3FpHE24D6yECEGbSxxAxkOS5Ea+9tqaFw+o4pR2Ex+jOn9qK1tdCxfqF9e9NdP409vnpmuN7CvtHEMcMOYDE0TNmvlvndecJAAFwPskoLD3hIoZAjO5ipW9hjAn9inHC28L6fxeM4A0Ipbb5f1Xh3ynCvm376DHGABaWd66DOx59xN+hRVSV0xeC3D+CGBcSgMRRcwwjo2IIKZR4MjgUzKyw7qGqGO1mz2O1TukqRPX+O0LK631n3+67Oq9jiT+TfqB9YCOYqtMCBIsrm32rdzr/jrOd1vL3KOr2FfIn8UcQ40MCkDgJpp7VW4dxfsTwgN0x3Mb0Ngh0mwXblqbzVIyqqxjvptrcaOe3rkG3LWBHb8as2+EE+w3Ka6G0ryxuJVbGOup+Je+hHb0p8HMmgeu5nwSxb0gAEifDIcWTCQUDkzeInpLEkn86t3EMYW2HR+vOky3+NL6Iia1Ciz7FP2PsT8nRtARH5b7qqnGuHhNTGtPWUxQdq5jyP6Acw4cngrhOkAAkjp59NIBuQ63zcwKERVe7NjRjEBJ/Nm6jG7fooi1ji7+q9ZtrgSdWKN86viK2ctsmcFm97w8p4qb4XUjAS5NeAHkkj1WwEsSpwfJjSLIiiCbUTSY+QDsYm6IqGL2KJw6V92dX6up+fwAK1wpicDGIk9PnLatJ/Pm0eZWfvzhGnlil+As1Ujbh3vJHFB78bqx8y8C6DtzSpa8o838fGgU/iT+CGA1yAIkT4nDVwJpj73nno+f3VrXbGNvV1EvWN3a72KXLuesqlfYh/gSLnYf9Hu49/CWPhV9BbLZ5zwJuDFfeFn8JWlTZk/gjiFGhPoDESaADaYfOA7J7Ax56W5oIOaXC+3mS58q5k/szpNehLTS51dOwrzhrEzwd6wNBXdi32KdhaxhKqH3MFEU8zdsxnqBttf0k/AhiEsgBJIiOOG5JR+dlH9mM2vUz67TC1qGbt9/fbqgTONakEr2s0DHT85DHQlcchwTJULE/xszdqXoH2rRxAd0m5ANQE1FqXzJCWgJBENWQACROgmMpBNHY+WddBNOUfo0v/Hx898+G54lb2WqFObsw1pSS8nKb1zeUKc6NqPi67zIO6TqHjnUncWyNw6sjhgCDOIoeoARxnaEQMHFCTFNR2Ye+oWAdch1zO+rQ/fSkC1Vf8cvzxLxeY+e6+dvuC7x9nZkpPgpMLf7sn3VZ1zGLP4eqcX4dPkToD1UCx9EAniCuOyQAiZPArmKdaiZvV4TVr27f29R2XbZIa/Me/RpfCHIVGnZ/5jLWVBGfKuEzlvtX27ewRysaoF6kthGB9VXF7Z7pA8+TkvPb+Tj3EH2aY/i9JoibAglA4rTgHFwcnws4dTL+0Btjk/tXtb56t9LuKziR+MvD4/ecamxLiHdefsPzRY10e9ocibplNou//V3/nc5rS+FX9UGBxB9B7BcSgAQxgCHio4mhN0TbxRtS2dtmPYAe7TaOMAPC4k+Hssegj6jjgZ/1JSQCq8Vfi61lAsjHzLtst4dNgrXNUkj8EcT+IQFInAwCABf7m1zRBqfBMot7NcQ95Zwnv9XLWFmaVcdxLPHXSpzmCeA5oGP7nPbxKgupw1zpOhe09jWomOOM7seIxB9BHAaqAiaIgbSZgWujq3X1Y2rxN1V4lg3s8xeC54k3paRgrBxDvfypcha7EmoT0/ucsWn3SbfL6Yu/XyT+COJwkAAkTgYxSkc1YgyYGvs2tvjrS1vB1HUd4UFv41IOmcr1xejZj3GgCAy5f1XCb0iPRBJ/BHFYKARMnAxFuPWYgsDT5gH2xRmztccbLbf+7SJDSsJsAvfPXoduaVNZ5ettT50IHJTnaP2rZzTriSyHoM30lr5760xbIfFHEAeHHEDiJDmmObzFzWycebpjM7aY0O7fWDS5cmOLP80YImQM8We+H3PqRQ8XsE78Vc857g6JP4I4DkgAEidF13y7m4p9kx3TnWwj/gpXq3m9QdEzooh2cgorqBOYdTJqTPHnO46mDU/fMHBH7A8JQv03pujT7h+JP4I4HigETBAjoKs5r7Mw3ZfzZ4v8Ie5fG0ctOJnFep9doCNYrKRR/76PwXdNNe+2ZVsYJ11gwiuYxB9BHBfkABInBRWC9GNoaLqt+GvrilWKP2s7O+UQlsbS8UETKerWsy/xN7ULGDNmxF8yYL+a0GMECYI4LkgAEieFnW93qET5UyHJcxN64xgmAscSB21CsprWlb3ethUfEtptcxtxMlRA79X5swls9r6EH0EQxw0JQOI04eO2ILmuuLmA/QpCWIf3VDU1BppDsn1EVsn5yxMlfBUtl8nBpQs4QU7iEPHX2znjXD4stPBLrP+mZuoWOgRB9IcEIHFyCAA4sokgx4ywbsNd3Z4ueX9jNlZuWmOoL50tMOXXygVsIeD0POeSCGXD9iq0H32W1zoM3EL47QsSfwRx3JAAJE6O4sZCErANdii4rSAy7+1wjOteOWaLk2CbksDyYzsU3LDPpUkcLJbv4f23u+p4dL1qG11ALfp84ScYYtEk/KbL+yMI4rghAUicHPKGKAB+PH33jv2GV4RF27tiXUK/gBZm7cSZj30ea4Vkh+UneV4SgfUhcLV0FoPzBACHEP2ur6qwb9fQtE3JBQyIPvPaRuE3HTTujSBOAxKAxElybGHgU8hH5EaACOlsMVEroLuGi0OvPoTzZ+OLwASJFF8shlCCsHwMOCDi3tW3dTl/9vZ2+fDiiKga4ccEA4Q4iPADhn8Q0uFqKvAiiOlh+dST6AliAmKTm8Zb9TqbHB0uFPF+qjsHIFisREpRsqHHkNmv6bRMM1KNI0YsM/TaVvsG3D8GV9z3EX+h9bj7rRfElWMmt19ASLHcqyglgLedsZ1X2WEfYsaQ8Io/12KoAz3cwQ4tIYZAm1tMneAjB5EgpoEaQRMnSTEXGPLfIxFd7ZuPHA6eJ4gZswK2RegTQK9jWYR/RSfxV708f9nVz7deptomLezMMoQ1y5nzXmKqS6VvkudGjAoWtz5Wumm1IwIHC79p6SL+qlx007KGhCBBjAoJQOJkiSEOFOiqQIhx57lOiL6ZSiHiFdVocQKokWBtGkD3oy73r2q9HBgk+EPnyIgxlVbQ3QG1XdDm7dPH9dg/LAyhy+9C3ZHQz8WMkQgkiBGhHEDiZEm8MV2HQq5bS6bTgucJkCcohpwV+6CnXhTeXv1kXECK8j4iuJP4mwinYKQHtb0ER6IkgCpyAbvTfjlsxOtcOtEtp8eE2vQQBNEbEoDESXMMDWE4MOKN+DAkeW6KRGIj9ewbfbUYLPa/28ivppt5WRROS64qpYcUMnC0m1DTdQ2CxXKqR+iQHeDaaxKBbT4EdBF/NqKxmpsgiDaQACROGm611jiEOyBvRDJvbExn5JDom3K9GLRrhOX+922ZHG6WXIywKzWXmdBhGyOE30bUdKq9i6Ha0hw3QhXutD2GQwLg5AYSxHBIABLXgkNJrwTcuF+nXlAfuqFWi0FRPNvD/YsZU0Hn8JkTFV9PzeCZvy1nHbfqsciEfLRa8RguYHkZpbU3CNG256rOweMVj+D6SAQSRG9IABInz5D2JaMgjr0N9DiUxaDKl9Pun+qt14WqXoN5uTRlcoZcO22Fn3l93ZNdhN9EuNmg1s8bGmMPcf/qhJ79vC8KSQQSRD9IABLXAluC7euGYBd/nEr1bxW9e95p90/dkjlPGidumLYeDdLOOaf6iwmPcx8Z31X4NRISfm1bvYyUC1gai+d8LZBXnLfWM6O9a6NJ+NVBIpAg+kMCkLgWuPNu93ND0ALoJrh/PjL0XTS+No6gkA2xEyQtEvXrb/3JHl3APkUFQ4RfaWzeWK5fTxEYW55uG6pEYBvGbH4TQ5gHQRDdIAFIXBtCInCqakHj/on2jXyPlX5imTuhb11FHGsRCNSKQHdUWbUQ3PeNvY0EGsP103srQ+ct9nGyhs9Vwd5+NP2+hdy/vlyXoiuCOBQkAIlrhS8Cp6oWPO2mL8OwQ7++EHJn75bDgvUCoSwEc91bTzHFuWz7IaFLhWtbOs3sHT0ULLzvugmqPgJsLPcvtkYFDgkhE8RNhgQgce3QIsRuJdKnQKGKQjCcfuuXPjN/5RfVcsEVgbwYMaefbxQ9bpr/lKFgW/xxVM/m4Pr/Y1xD7NADA8uunxbqrauy88SpetdLrMsDHMeNJ6lHEGNBApC4luR5btxAWzyMIQLt/K1Tb/3SFWfmb40b5ovA/uF4VVxi+z0ju4C1wk+Fe+sEbWvGyPMb5ALWh3t5gwg0r7PPuzk2xffTUUybIQhiOCQAiWuNPeECKNzAIbS7TV5PuvgviZqsYb+vU8jTJtcu4P7GkNlCxxG0qtK5E2O2demQD8gQo0+eX9XVHTpedtpFSOjHjAWPdWVvv4o1120XQRDdYflNszCIG0vM/v/27jU7UhsIw3Axx1sUi4RFMj/QpSQECBA0l/fJcZKZ2N247QmfS6pSEy1R9bJ9T1f0GB9r/mj9CBAznvpQeNxXp6qGu5fwBvtx+tzlg6//3Oe/9Hn1TWv3QIYO6EVnzfMr2ee3MrMv+yGSHvOXCW2Zz9mFvtIznNdPlU6/W4y00s5WKbcMIQcwIgDiU9IQKCKbgsSXA2Dv5/3Jps/dhyYRORoAo8c68Pq7x0mDSEmo1SGwX+oCP3uY81wI3BH8/If6f+ZDoBETwnhiLQTGz5Ov54aFfqN+ZFiu/rXy/FN4gF8gAOKTQpAYbzOtlB1lpoPDF8e/7AlfTdP4yuGuKmAaOGwVsLQKmUq/9nu+luNjuDCc+XyuOMkjCYBN34xB6MAWh7n9dUa9YiVf+/Gov9EwDIvL7XO7FXXsXFr6ffqfQ+BX2AOITwr7AsdbTSdl+7qizmIUq7l/70hHcBr+ZOdMv/Fj7JXo75umrd6kMsvuBWz6RqRTDUk7Pp/aw5S7YZDBvu1p/olG/xD+gFMQAPFZcXen29zfr97A37AN/cqjswaTDOje8grOLDfuMVahRGrtIZx0Bl98HFkrbRz8dj/OWP3WTTspvWRb+r0z1/yx1WxDCuEPOIQAiE/rhkHEVQPd3inX5Zm50ell4q+dP7qnA7Nx5/6apCP4wLm1vQ5ehSbNKBXCQzr0Or3Ks7TSigxmectC0edn5yyqxxkKQuBaoNPBr2w/4NyVjTo1fMjvEST8AYcRAAGxN5ShE3+erRgfBNOgt+XM1LcqDb+D0cOCw6vW9s0YApeC4Ez1b89rr8NfbqnThZZNy5VNuzj4+IwQ2EpbpeN1aa6hm6E5Z7YZY2Pwix8zVjqeB8B+BEBAyQVBY2+SuXBQEhg2B4sHKLm9N8nnrKuAUXBaC4LZ58718M5dSBgd08t0ZIi+Tnd04GrA/cVy71rVL5Ub12Krn2G5N8zvS+WWhH34s38e9Nue4Bc/dqBaTmKEP6Cav19fAHBHZuikaRrpJNyMOhsEO9XVaMRMjhOLHkdU2MncZC/tJm7GuXXuZt9Lv3rLngaA8oVXXf0rokPgwrDjTSEjCX9rr7V7TURCKIo+ZnPwO3bsWyvj89Wq+unHMfZ7QS+tpoZh8AE5zOdzjVPhnObS0S8l79eImzcZXr3milEv7mtLyMRHMAYGWBHPDhzDRCP6MPr1m9ryAIzxJlo6imYXH/rSa4mvYY4eEOxei8XrdWNQcqNK9M3dzNxsl+7BTVs2iHlD+Gtsg4hRI0ei+XfDjtM/IttCYNXg1zSzj1coTqEAABSwSURBVNPY7+2S8T6Nb6IZ6fl8a38GSvcP5gYFXRL+RKI/I/2ZfxaBmyAAAoVy8+PWdgP2kq+iTCtvSX2ldhXCh5dp4NPDf9MApK/RXVfRLMR0Dp4Kgn2vhjlvDIB6/t7cfri04aP09dQdq2boosHGdXqR1x/FBT+R60630D/glLxWOgh2Ylb+BIh93PnTRVI1O7U3UQHQXwvVQLwYARDYIA4XNjRVOJJMD70V/8jHbkBhAHP8uOHvBdeWWSbWFZpsFXBpCLILgvq0ijQE7qz+5Sq1W19DvRfObQPQYeeY+Y//RfDT9pywoqumSzsy3RJurno4uQ7p/Z+vGn+2ttJfb/3DAPBGBEBgj4pn0jphX6GMj22MSN/uC4Lu+oyx++mOdy67G2Njb9KzgaHgFIxWkg5aHQILqn+6Q3gu6O553dIqoPu9cGn1Q2DN5d4j9p5yE3/f5po57PsVVAF19e/ULRErdLgVIQTinegCBvbwJ0FMx2js1Q2DH04ddSHPjKPJcvMLXaDqx0c7GlJ7NT5lsNUZv3QcnYRRFjM76eJA6iqCC5epFpFFxAazph3Dn9Enu6jTWtzrUfj6jZ2v087YWovAOh619i/3vL/mvqZbP1M3D7FVr/tSY4l7rqXfy3VrX8nVRfroOx14FyqAwE5nDBdOHz+qCIrIXGUk3p84vl9aydk7uNo3f9juZ90Eki7/bZ//1kdVn/D7+ZAQL0cbaaSdXeaOfs9XQtV/n/l6pY0RLhS5gHO8Cqge62b/+61x1vXkz4WVLgOL5Lrm1cf8sOqW7tm929cJqIEACBwQBa+Kx5Zpub1tIuJvkLnmlLmb954QGPZluV/HewDzN/Fy8XJwwcfaMBc+LrwmS/vQol8lS+O51ysKQ5LvhN5KL4PeMVREP3RUCGBuKTX8gDDlGo86V8l1TUI/CoBpt/Mdv05ADQRA4KgT9gPmxM0i9vdkW9fkngA4uWmrTmCROATurQa6pdDSjttWNQvs6fT1z+GXysPSca76mFYey9towvU6nV3n/kWTQ4kaVcA5cwPRwxBptQz9o9dGz8kk/OHNCIDAQaE54ZqxFbkgKCJFz33k/GJ9U46rkmF5L98xXBDpMtXT9Dmmz72v09dfW6772ncpZwKeqhqGALpuUvXzPzDcMwTWrgJqaXVNxI5KstU/3/R0wnOXSLvAgTcjAAI12Jv6lTf0NAiWdE0eCoCLY1dERIy0Ejp1p/EoH5hy8/zmwp9IHLhrdIpGnb8r7+vCpqtkLYXAaMk4u2fzviHwyipgWv0bf08uD4Bnfs7AHdEFDFSwtMfplOezN6tW3TQ7MbNLbE7NG5vr/lRXJZ1tn8j3TuZ/d0v40xWkWp2irvvanQMtthO7lfHEl95dg3uflecNi8nh8VPGnTdtl8+PBPOniVt06vVXH6F/mKLrF19BAAQeRt+s0rBVo0M1Zy445kKgDoJtcjsNlR47ykXi4JOGvza5Geul3zOrNJ0Y6aSTQUzx554GPzN0i0FxDIHjRxo5Vp2tLZwGU59edNI7R9Ov9VXaE36oAJ6AAAhU0E9u/+dIK2AuZMzO5atgMWg1YyduHPRCz6xb3gv/3e0KNH6Tfds04zU37aTyl96MSwNJ2zSr1dA5/camnjTkipRXWkMItKNmdl5zbWfX5bphiMJ86787rg2BW4/BA96EAAhUEILKyTfOmZvVlhBYepPbsjfNzc3TIU8v8IWlYfHvZcT40Jc2juSClw5HS9WiMMNtXFrdEojjs4bXw8gkoKpl4lI6BJ5Vwd3rtDjmvyb5yHdFDEyrzYQ/fA1NIEAF0XFkJ91IdLPC3IgK/T4i++cBFo3AWHiM+T2RJpnfF967lzF0zf0vqfS82tx5ruPjL39Ov2zMSIdP/3IIsoj4r+0ZVbF4v10+Ap59BNvSPlPgK6gAAhVc1vxh/5oLMvoosyVrN9aj+6B0vBMR31Th9vy10ZJ5uNmv/zy6/krPhYtuodni1125g91P6K/2h/sBzxyFkoY/Xf1MnfVnqs9sNQC+6O/XFwBgG5Pp9nV76UTiMzH23ESLbvobA0ra2OEDpt9vN4azmoHDyPi6hIqg8c0W6RF5dxjJMvivob2apv1JOJmO9K4jF/5Exs87nQ/ox0E30x2WZqExZ8s1jE9O+MN3UQEEHmI6PiP8FVVtDjzH1eFHVwLXrnvr5+VC3TAM0R5JH67sP3Vn8q/3gZ3d0LNG/2DRVAyAc+HPGYZh8mzhnOhRmBe4/XVxTUbRpgPCHz6OCiBQgVEdjWdxlZL0OVxHrdaLFCynxorDz4FQkg5udpXL8ZlNlaqXPqtY63IVNvsRd+oATa+zdmV08bnV93Gt7eFr4c8J39/xMn7u+9s/bsHRh7ntCIx6AagAAlXE7QzncdUs/eZGwei3kpt3tAx6Qd/l3LFwna/+jO9xtOqlP/f0sSYVNlkOJb+i93Jetb+0tMt662NGVbyV19l97cLXp1/8/HPfK67aF6q7oXM+N1oI+CoCIFDRr4bZHnHlofdzASAdirxk6yvsgo2bN9hJGJ59r6ErsU4ti16xFKyrfzW+H/Z22g72Bxj3ua+eu9z00Zsx3XiusK/I99EpLgBGBEDgILdcV3PZ7EqbZs/tDCIloU1XIY8GnriCZqJGD/97P9xrV0oH1TOvMQy/rvdDjNkR/jQdApeuKAxht299K9Lb5hF3vB+ACQIgcNDdhveWcvujzq5Z+mEvBaNnap6pPDsSx1aDSkfm/FK6ZH0Gv0xr6lX/9L6/I4FSN/CITMcLxe/cRW9U/IBlBEDggDP2TV2tOF5cUCXT11LjWDS3R1K/pf9d5AlLwXaB/ISvQSdmXDLt64ydSZs+agRKd+6y/gFBvwHYjgAIHGAq75u6it6cf+Z1l1b/nLgKmLu1nxOye7nvMrBI/FlXvU639Nv3VX6A0ddWu7lmsGG+ubw9BngnAiBwwFXdv7WFwcfnOfrYV97e7x4lhjOWq9W+v6ONQI1tsHHO7Kx2QVAGk5ye8rQ/hcBvEQCBnXTzx5P2G+nq31mz/6Kh1RtfG7fnjdt5TL8eR5bH26aZhL8j37+Tbl+5bqxO58PgGAgBlCMAAjsZMXbj/LNcUf3zz7UjCOSWO5um5rkUwa4w/COuCmjE7ttT8+7cW9+0i+HQn4NrOqlx+kn6XHc4TQVAGU4CAXaKTyt4Bl2tKb1RT85PPZk7Eze/B7BuUJt7jrtxX4NOlj/3cUeqCRVb+1q5r7v/fPv20IkYrT+xI7x+V86TBHAcARDYoWkaGezm+SdVPPaOrNk6nsWIVJ2/dkbY1mF4HDZ8P5PgJiJzfdsm/ZUxdl9cHzUruf15Wz7fxlZK3XXkgt8zojQApxmeOLkW+LEwWLh/zKDZaK/WhupfTtHNvuLSYjTEucLr7QO8c8OvYai8hmmNrQ1zS6+Bq576z87Y9+3Dzsrx3/IVu6Xqa3R99rGo+gHPRAUQ+Ah31Nfa+aolViuCBwNVZ5eBU630UiNuPC38ucC2FszcDyZRxbTXIX6sDJq+j5eKlVyVONqXScUPeAUqgMAOT6sA7rneLfPmJmHg4GviAlA6my4XgDbvPVOf15F9cGcJldr46+Uqc3oBOD7ebkqPY5lUBlfkQh+A9yAAAnvYMRqP6Xrccb27A+DK4+eWNkXS/X3lExZLh02nz3vH8CciakRLCH+N7lYuCH2lgS1XZb3lawKgOgIgsIM+R/fuAXBvtbI0AG6q/qn5c74hIftIvfp7ubmvxVPCX3qGrrvGuQDoP86+lvzvHEAp9gACBzxhH1QUKAo/ZvdxYzMBzC9rmk76vo3DjDGTBgUXWEu6idMO1dzz6p5V2dgBeyUXUtMK3qD2ROaqe0/4PgRwLwyCBt6saf3Q3zMqXiVLv274cC8i0ttqpOnEL3P29kCvoVN7/lSbiR1wvCYdjuKHHutHvHG1NizH5pfpu2HwbwBwFAEQ2KH6uawn8IGiv2jpd+WxQvCTKPTJ0PnAo4/20ovArmM1t2ctvY7Wnkurf799wF7NpwylBvAOBEBgh24YQq1q73LpyfSRX6fLhKtWL8266+hbaaWNQt+cXBD0R6BZTXoUWWYMigzdI6pmYfkXAM5HAAQOuOvNOlT/2s3LniWVsrVaVXzmrPijx/aEMTN00iTDT3Lz66Lnl2dU/RwdZJ9QXQbwfARAYCd9o84tTf5SmCO3jymo0HnJ+7W+Y9VES71HqnCDXRpuxTWLjCEw1/XqRt08oern6J2KT7puAM9FFzCwkzutwti/0hD4qxt5GCRctvcvPforDX7xtL7lWJkbYlxzZ5t7zTt3JU1oG3Fh8Ik76dj/B+BqBEDgAH1kWXoTz+0NvGJJ0kWueMZeXhr+eulFmtZfp56dZ4ZuuvSqPp80AJc8/x5pCOzk/rMYAeBuGAQNVJCGnzQMpkHorAHSUfdrwePrgdatnbvnjhtzlc1sJbGJ9xY2TaPO173miLytn+udPe1oQQDPRwUQqGBuuTcEQ6P+bv/pqmlnBEFZr77p0NZLHw0bDp20fX6AdHLNgxj7fuXVx6NCRdKMAerBwYkFYABXIwACJ0qDoV5y9Td9u4/t6gCjd+flA+z0RIosG8Imy8UXGINm/+gAFQdxwiCAa9AFDFzIDToOHa2jqCJ4Md3gMc43dJP31oNcr872DbXE64RnM7edx7hGB74nVzEBPAsBEPiRbhjUoGMR19VaY6RMSQzLVZq2hCi9By+a0ndhiNEDuZ9aOTO6axoALkIABH4snW/XXVzNcpVIN79Px5C5MBpm/YnIj5dge//aPZMRETFPja8AnooACNxANwxRCDQnh0Ad7IZhkMbP7xsbOlxFLzefTr+viERL2b/oYA17FJ+3DKzPa35uhAXwRARA4CbckrDo8HVSoEmD3aB/nYS4NFR1yfveYYix27X4+yvZRi//sv8PwJUIgMDdDF3U3HB2c0gU8GwI0c0g7n3cmwtZTVKz+mUFq3/gTsAmWkYHgGsRAIEbMjoEmswJHAvcInL5+47aJMKlIdAk7+uWju8QYvSomqcsA6dH5gHAlQiAwE35ENi3xSGwZCeZDm1h5Et+FqDbm9jb92zdYOjMubu/XsJ80jJwqKSy9w/AbxAAgRszbkxMYQgsCRPRAGgxq0Ooh2Hw8ws7++/++m4Ut54Spdqkavrr4AzgmwiAwM3lQuDcMudgl2176bMjXNqo+lfvTOJnRK/fa5MOapZ+AfwKR8EBD2CGbgwPvTp2rWmj5dgcHQKNnTHoFB3zhmrS8TmEPwC/RAUQeIhwcogeGj2tCJaEurk9f1vovYQsYy5zlb+5hhsAuFozDJQAgKeJlxL1jrL1YFFr2VdE/J7Eqo+509hYca+uWleBNVReAdwMS8DAA7kA4fb0hXiRPeE3+reaQc2NkblDK4je23j19cwdmZc2yZihu8VrBQAEQODBdCUp7S51dMXpC+GjP2kUzGQPn+KC3lwnMlU/AHfDEjCA3fRS9C+XgaMl8crXoE8/iX5/8utp+CP0AbgrAiCAQ6KA9Ku9d83YHV1r/18TNW3oxeUQ/HTgI+gBeBoCIIDjKgewvc/fSrs7jLlOah9mjf08+rHrem3kDgA8CQEQwGGhCnh9CNzb/TsJfJOF3rHCR/AD8EYEQABVhCAmcmkIXKk+js0x8WJuYD9OGet9hD4A70YABFCNDoG99Kc3hYTmD+P35M316aqrjP4LgQ/AFxEAAdTlK3IitSuBehRLMmHP/sPYPXvOtDOXwAcABEAAJ6i5HDzdqzf9lX+e5N96Wxfkf3MAECMAAjjF3sYQt2evZJizDnpU9ACgHAEQwGmyQ5QzQTBf5UveR+Kgd8ezfwHgKQiAAE7VLhyhtmR1r17TjrP6+pYACAAbEQABXGItCG5ezq0w/BkAvooACOBSTdP4GGjs+JatAa5pGhns+BcZtlcXAeDr/n59AQC+Jf2Zc098I/IBwDH/fn0BAAAAuBYBEMBDTY9xAwCUIQACeCjCHwDsRQAE8GDsBgSAPQiAAB6H2h8AHEMABPA4TK8CgGMIgAAezR0jBwAoRwAE8EhuGZhdgACwHQEQwIOxGxAA9iAAAniknvAHALsRAAE8EvEPAPYjAAJ4pGEYfAikEQQAtiEAAng8GkEAYBsCIIDHYh8gAOxDAATwWB3LwACwCwEQwCuwDAwA5QiAAB6tVcvAbdP88EoA4DkIgAAeTXcDd9QBAaAIARDA49EMAgDbEAABPF43DP7faQYBgHUEQACv4GqALAIDwDoCIIBXYBkYAMoRAAG8QlgGNiwDA8AKAiCA12AZGADKEAABvMa4DMxSMACsIQACeA29DMxQaACYRwAE8D7GMBQaABYQAAG8Si8i0rMMDABLCIAAXiXsA6QCCABzCIAAXsXvAzTsAwSAOQRAAK/FPkAAyCMAAngd9gECwDICIIDXYR4gACwjAAJ4HT0PEAAwRQAE8GqcCwwAUwRAAK/EucAAMI8ACODF2AcIADkEQACv1BP+AGAWARDAK4VGEABAigAI4OUMjSAAkCAAAnit3v6dRhAAiBEAAQAAPoYACOC1aAQBgDwCIIDXIv4BQB4BEMBrDepIOBpBACAgAAJ4NU4EAYApAiAAAMDHEAABvNrYCMJuQADQCIAAXi1EPxaBAcAhAAJ4Nd8IYoy0TfPbiwGAmyAAAviMjiogAIgIARDAB/QiIj37AAHAIQACeD1OBAGAGAEQwOv1/u8sAQOACAEQwAfoRhBOBAEAAiCAj6EGCAAEQAAfQSMIAAQEQACfEE4EoQYIAARAAJ/QuX2AAAACIIDvoREEwNcRAAF8htsByCIwgK8jAAL4jLAPEAC+jQAI4DOIfgAwIgAC+Aw/EFoYCA3g2wiAAD7FHQvHPkAAX0YABPApPQvBAEAABAAA+BoCIIBPYSA0ABAAAXwYjSAAvooACOBz2AUI4OsIgAA+i05gAF9FAATwOXQCA/g6AiCAz6ERBMDXEQABfJKrAdIIAuCLCIAAPo19gAC+iAAI4JPYBwjgywiAAD6J+AfgywiAAD5pUI0g7AME8DUEQACf5aqA7AME8DUEQAAAgI/5DxV2pt6wJU0aAAAAAElFTkSuQmCC", "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pymol = PyMOL()\n", "ppi_complexes_dir = PPIREF_TEST_DATA_DIR / 'ppi_dir_complexes'\n", "ppi_file = ppi_complexes_dir / 'bu/1bui_A_C.pdb'\n", "pymol.display_ppi(ppi_file, sticks=False, letters=False, color_by_residues=False)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "**Example 2.** Visualize an interface." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2024-06-21 17:52:31.235 Python[81817:4602271] WARNING: Secure coding is not enabled for restorable state! Enable secure coding by implementing NSApplicationDelegate.applicationSupportsSecureRestorableState: and returning YES.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ppi_dir = PPIREF_TEST_DATA_DIR / 'ppi_dir'\n", "ppi_file = ppi_dir / 'bu/1bui_A_C.pdb'\n", "pymol.display_ppi(ppi_file, sticks=True, letters=True, color_by_residues=False)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "**Example 3.** Get the statistics of a PPI." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'KIND': 'heavy',\n", " 'EXTRACTION RADIUS': 10.0,\n", " 'EXPANSION RADIUS': 0.0,\n", " 'RESOLUTION': 2.65,\n", " 'STRUCTURE METHOD': 'x-ray diffraction',\n", " 'DEPOSITION DATE': '1998-09-04',\n", " 'RELEASE DATE': '1999-09-02',\n", " 'BSA': 898.378288445}" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ppi = PPI(ppi_file)\n", "ppi.stats" ] } ], "metadata": { "kernelspec": { "display_name": "ppiref", "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": "3.9.16" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }