{ "metadata": { "name": "", "signature": "sha256:051729ed538e143823c6ba08a8145071c52bc2f37da74ce5a34e5a6defe9d6af" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "0. Initialisation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All components to run the code in this section:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline\n", "from datetime import datetime\n", "import time\n", "from prov.model import ProvDocument, Namespace\n", "from provstore.api import Api\n", "\n", "api = Api(username='', api_key='')\n", "ao = Namespace('ao', 'https://provenance.ecs.soton.ac.uk/atomicorchid/ns#')\n", "incident_types = {\n", " 0: 'WaterSource',\n", " 1: 'InfrastructureDamage',\n", " 2: 'MedicalEmergency',\n", " 3: 'Crime'\n", "}\n", "responder_types = {\n", " 0: 'Medic',\n", " 1: 'Firefighter',\n", " 2: 'Soldier',\n", " 3: 'Transporter'\n", "}" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "# Apply to all components\n", "game_id = 1 # Set the game_id to aggreed value to be given by Nottingham" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "1. CrowdScanner Provenance" ] }, { "cell_type": "code", "collapsed": false, "input": [ "d = ProvDocument()\n", "default_ns = 'https://provenance.ecs.soton.ac.uk/atomicorchid/data/%s/' % game_id\n", "d.add_namespace(ao)\n", "d.set_default_namespace(default_ns)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "# submit the blank document to ProvStore. The actual data will go into bundles later\n", "stored_document = api.document.create(d, name=\"Game%s CrowdScanner\" % game_id)\n", "# The following document_id needs to be stored and used each time the CrowdScanner submit provenance to ProvStore\n", "document_id = stored_document.id" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "target_versions = {} # Dictionary to record the current (latest) version of a target\n", "posted_reports = {} # Dictionary to record the reports that have been posted to ProvStore" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 29 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "1.1 First Update" ] }, { "cell_type": "code", "collapsed": false, "input": [ "timestamp = time.time() # Record the timestamp at each update to generate unique identifiers\n", "\n", "b = ProvDocument() # Create a new document for this update\n", "b.add_namespace(ao)\n", "b.set_default_namespace(default_ns)\n", "# cs to be used with all targets\n", "cs = b.agent('agent/CrowdScanner', (('prov:type', 'ao:IBCCAlgo'), ('prov:type', 'prov:SoftwareAgent')))\n", "\n", "startTime = datetime.fromtimestamp(timestamp)\n", "endTime = startTime\n", "activity = b.activity('activity/cs/update_report_%s' % timestamp, startTime, endTime)\n", "activity.wasAssociatedWith(cs)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 30, "text": [ "" ] } ], "prompt_number": 30 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Assuming the invalidadted targets are not included here, for **each target**:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "tid, x, y, v = 35, 18.5576, -72.3, 0\n", "target_attributes = {'ao:longitude':x, 'ao:latitude': y}" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ "target_name = 'cs/target/%s' % tid\n", "target_v = b.entity('cs/target/%s.%s' % (tid, v), target_attributes)\n", "target_v.specializationOf(target_name) # assert that this is a specialisation of the generic entity, using only name is OK\n", "if tid not in target_versions: # this is the fist time\n", " b.entity(target_name) # create the generic entity for the target \n", "else:\n", " # no need to create the generic entity in subsequent updates\n", " target_v.wasDerivedFrom(target_versions[tid])\n", "target_v.wasAttributedTo(cs) # attributing the target to the agent (everytime)\n", "target_v.wasGeneratedBy(activity)\n", "target_versions[tid] = target_v # update the current version of target #tid" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 32 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now recording the links from the targets to reports:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "report_id, x, y, report_content, reporter_id = 98, 283.0, 220.0, 'La Plaza Hotel in Delmas 33', 2" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "if report_id not in posted_reports: # this is the first time we've seen this report\n", " # Extracting report_id, x, y, report_content, reporter_id here\n", " reporter_name = 'agent/crowdreporter%s' % reporter_id\n", " b.agent(reporter_name, (('prov:type', 'ao:CrowdReporter'), ('prov:type', 'prov:Person')))\n", " report_attrs = {'ao:longitude':x, 'ao:latitude': y, 'ao:report': report_content}\n", " crowd_report = b.entity('cs/report%s' % report_id, report_attrs)\n", " crowd_report.wasAttributedTo(reporter_name)\n", " activity.used(crowd_report)\n", " posted_reports[report_id] = crowd_report\n", "\n", "target_v.wasDerivedFrom(posted_reports[report_id])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 34, "text": [ "" ] } ], "prompt_number": 34 }, { "cell_type": "code", "collapsed": false, "input": [ "b.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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EWSiqSmWJk+pSJ9/4+Soee3EXj6xp5IGntpFOK6Qy7124KopKWlFJZxT0Oi2R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\nQmCC\n", "text": [ "" ] } ], "prompt_number": 35 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "1.2 Each subsequent update" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similar to the above. However, the version of each target should be increased every time the target is updated to avoid self derivations like this: https://provenance.ecs.soton.ac.uk/atomicorchid/data/12/target/35.0/prov.svg (see target/35.1)" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "1.3 Invalidation of targets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For each target (identified by `tid`) in a list to invalidated (`targets_to_invalidate`)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "if tid in target_versions: # we should have tid in target_versions, this is just to be sure\n", " target_v = target_versions[tid]\n", " b.wasInvalidatedBy(target_v, activity)" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "1.4 Submit provenance to ProvStore" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To avoid creating multiple documents when the CrowdScanner is run, we created only a single document (at the very first step) to hold the provenance submitted by the application. Each provenance update will be put into a *bundle*. The bundle name needs to be unique inside a document, hence, we use the timestampe in the name as below." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Create a bundle name to submit to the ProvStore document\n", "bundle_identifier = 'bundle/csupdate/%s' % timestamp\n", "bundle_identifier" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 36, "text": [ "'bundle/csupdate/1411042249.12'" ] } ], "prompt_number": 36 }, { "cell_type": "code", "collapsed": false, "input": [ "# Submitting the document created above to the store (as a bundle in the previouly created document)\n", "api.add_bundle(document_id, b.serialize(), bundle_identifier)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "True" ] } ], "prompt_number": 11 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "2. UAV Controller Provenance" ] }, { "cell_type": "code", "collapsed": false, "input": [ "d = ProvDocument()\n", "default_ns = 'https://provenance.ecs.soton.ac.uk/atomicorchid/data/%s/' % game_id\n", "d.add_namespace(ao)\n", "d.set_default_namespace(default_ns)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 50 }, { "cell_type": "code", "collapsed": false, "input": [ "# submit the blank document to ProvStore. The actual data will go into bundles later\n", "stored_document = api.document.create(d, name=\"Game%s UAV Controller\" % game_id)\n", "# The following document_id needs to be stored and used each time the CrowdScanner submit provenance to ProvStore\n", "document_id = stored_document.id" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 51 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "2.1 First time: Annotate the type of a target " ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Getting the timestamp to generate unique identifiers\n", "timestamp = time.time()\n", "\n", "# Required information from Crowdscanner\n", "cs_target_id = 4\n", "cs_target_version = 2\n", "cs_target_name = 'cs/target/%s.%s' % (cs_target_id, cs_target_version)\n", "\n", "# User input\n", "operator_name = 'uav_silver_commander' # or 'uav_bronze_commander'\n", "target_type_id = 3 # Crime" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 58 }, { "cell_type": "code", "collapsed": false, "input": [ "d = ProvDocument()\n", "d.add_namespace(ao)\n", "d.set_default_namespace(default_ns)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 59 }, { "cell_type": "code", "collapsed": false, "input": [ "operator_id = 'agent/' + operator_name\n", "d.agent(operator_id, (('prov:type', 'ao:UAVOperator'), ('prov:type', 'prov:Person')))\n", "\n", "target_version = 0\n", "target_name = 'uav/target/%s.%s' % (cs_target_id, target_version)\n", "targe_type_attribute = ao[incident_types[target_type_id]] # looking up the predefined incident's type name\n", "d.entity(target_name, {'ao:asset_type': targe_type_attribute})\n", "\n", "startTime = datetime.fromtimestamp(timestamp)\n", "endTime = startTime\n", "activity_id = 'activity/uav_verification/%s' % timestamp\n", "d.activity(activity_id, startTime, endTime)\n", "d.used(activity_id, cs_target_name)\n", "d.wasAssociatedWith(activity_id, operator_id)\n", "d.wasGeneratedBy(target_name, activity_id)\n", "\n", "d.wasDerivedFrom(target_name, cs_target_name)\n", "d.wasAttributedTo(target_name, operator_id)\n", "\n", "d.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Ky1coBxdHC4rYh4E2UbwmhBOCWNrUjwSDQbRabR9K2PovwTaU2iVI+T+Jd0uE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3nyqRUsXZrW7P7JW0/wxFPLGTmiI7fc3I5HH1vKj7vyL1r7WrVUMepOOJqVTEFBwUU77oWy2+2c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\nyWeffYbJZCIgIIAFC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"text": [ "" ] } ], "prompt_number": 60 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "2.2 Update the type of a target" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We should run this **only** when the updated incident type is different that the previous type." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Getting the timestamp to generate unique identifiers\n", "timestamp = time.time()\n", "\n", "# Required information\n", "target_id = 4\n", "target_version = 0\n", "target_name_v0 = 'uav/target/%s.%s' % (target_id, target_version)\n", "\n", "# User input\n", "operator_name = 'uav_bronze_commander' # or 'uav_silver_commander'\n", "target_type_id = 0 # WaterSource" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 62 }, { "cell_type": "code", "collapsed": false, "input": [ "d = ProvDocument()\n", "d.add_namespace(ao)\n", "d.set_default_namespace(default_ns)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 63 }, { "cell_type": "code", "collapsed": false, "input": [ "operator_id = 'agent/' + operator_name\n", "d.agent(operator_id, (('prov:type', 'ao:UAVOperator'), ('prov:type', 'prov:Person')))\n", "\n", "target_version += 1 # TODO: You need to update your internal version as well\n", "target_name = 'uav/target/%s.%s' % (cs_target_id, target_version)\n", "targe_type_attribute = ao[incident_types[target_type_id]] # looking up the predefined incident's type name\n", "d.entity(target_name, {'ao:asset_type': targe_type_attribute})\n", "\n", "startTime = datetime.fromtimestamp(timestamp)\n", "endTime = startTime\n", "activity_id = 'activity/uav_verification/%s' % timestamp\n", "d.activity(activity_id, startTime, endTime)\n", "d.used(activity_id, target_name_v0)\n", "d.wasAssociatedWith(activity_id, operator_id)\n", "d.wasGeneratedBy(target_name, activity_id)\n", "d.wasDerivedFrom(target_name, target_name_v0)\n", "d.wasAttributedTo(target_name, operator_id)\n", "\n", "d.wasInvalidatedBy(target_name_v0, activity_id)\n", "\n", "d.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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LDz7bwbP3XsBPrxjNfU8vTsfyyrvrGTm4gPtuOoPNOxp5fd4GRg4sYPm6fdQ2Bnjol2fz\n4/8YyZ2PfkgkmuDuJxaR7TBx5/UT+flVY0gk2v9t9tX7ueWP7xOJJRjaP4+X313P+0u247KbWLul\njj11bTz8q7MZPrDzK6zHIzUllTUhRPfS+ZW1HpqsXTttBBec1p8nX19FU1sofbvLbmTt5lB71cZt\nI8thRqfV8OkXe7nw9AGcNro0fWyOy4LDagAFhuyfj5PtNNMWiB52vjWba+lblEVZSTYAWs2hc3sO\nLNoYUu7hwdvO4tlZq/l07R5afGEATuiVxc3Tx/HG/E2cMbYvy9fv45KzBh31eSrA2KHFANw6fRw/\n+8N75GZZsJr1DO2XR3lvN59vrGFPbRtD++cBYLcYmXBib2a+u44pp5Zj0Gs4eVgv7FYDxXkONu5o\nRFHg5OG92Lq7iUdmLmfm/f/BwL45vD5vI1lOMzdPb19Acf3lJ2K3fnWblrWb61i7pS5dfRw5qIDB\nZR7ufOxDIrEkJQVOAAb2zaUoz86Tr61k6qnl6DQaXA4TnmwreW4rFpOBHJeFUDhOOBInkWz/vbZb\nDShAbraVLIcJh81Ir3wHJoOO/BwbNY3+dCz33zKZbbubefzVlSgKBEIxbBYDVpOefr3dOO1GSouc\nNLeFaWoL88GnO7j16asAsFkMuBztCfeHK6ooyLFx09Xtr8ENPzgJh9VITaMfo17LhFG9cdlNR/23\n665UqawJIbqZTq+s9cxUDRav2s2p05/n3Inl7QnB/hfizv+ayJihRTzzxiqWrd3Lk787F6fNSCAY\no6EpSGGuncJcOy67icaW0GGP256DHfyqqqRUlWVfVDNt8sCDVtIq7avl/n0YAHvrffzgF29w4qAC\nTh/T95AWKL/40Tiqqlt4+O/L+ME5g9Fovt2yXLfLTJ7bmv45zf7HNup1aBSFyl1N7ZEp7QlbXrbt\nsMdQFDiwD1IimeRPL37K2ePLmHBi7/Z+XPEke2vbMOp1FOba8WRbafMfnrweEE+kSKkqy9dVp2+L\nxhLodRqisUQ6mTLotRgNOoo8jsMe48ttYr7ud/rgYxXaVzEe8Pq8jdz75CKmXzAU88Hz/ZSDL7Zf\niceT+AIx9tb6jvicqut9WIx6CnPt5GZZafFF0vdrevhy6pSqSrImhOhWOvUdrSdX1t5csIm2QBRv\nS4iGpiDRWJJ9DX5mL9xMc1uYSaP7cPGZA+mV317ZOe2kUp54fSXPvLGKeUu288fnlhAKx0l+6fWL\nxJLp19Sg11Jd7ycWS7J9bzNjhhSljyvOd7CruoUtO70sWrmLaDzBhm0NVFY1sWpTDSajns07Gkml\nVKqqW4nGEljNesaPLGHLTi8nDi48+pPcnxNEYwlUFeYt2c5lUwZjMuhIJlPp+YrjR/Zi0Ak5PDdr\nNbF4e/yVu7xcf/mJ+/do/XdKE0skUWlvV/HMG6v5orKOG68cDcD6rfUM759Hiy/CnY99yOLPd/Ps\nP1excXvDV4Y4anABvQtc3PZ/8/nb21/wj3kb+ecHm/jBORWYTTo++HQHKVWlpsFHIpni1mvG7Y9H\nTWdlyWSKZKp971hVbY/twHNLJg/990mlVOL7hytT+9tMHDj2/15YSjSWZNOORoLhOC2+CA3NQRKJ\nVPr5H3jdHDYjwwfkccejC6na10rVvlba/BGCoRiTx/ahut7H3U8s4pNVe3j6H5+zfXfT/tjosfNE\nD1BlgYEQopvR3n333V93/9feeTQffvghhdYWBvTJ+T4P0yW57CbeXbwVgPMm9mfxql2Ul7hx2U3c\n/9xSXnx7Lc++sZq/vLICvV7LVecPJRZP8vDflrF1l5fbrhmP22XhL6+upKE5SP8+bjbt9PLP+ZtQ\nVZhyShkAG3c0cMrI3ny0fBeXnDkI/f45ZhNO6s0/5m3k7Y+28B+TB+IPxijyOBgxIJ91lXW898k2\nLjungs07G/G2hDl9TB90Wg1ZDjOnnVhKXs7hVa8vK8pz4G0J8c5HlSxds4fB5R6uuXAET7y2kg8+\n20k4kmDQCbn0KcriynOH8smq3by3eBsr1u/jzHEncM6pZTz52ud89kU1Gg1kOy08N6t90YVBr+XP\nf1tGcb6DfQ0+Zi/YzIcrd3Hp2YM46+QTeGH2Gl6bu4FTR/XmoskD0H5FJcVhMzLtjIEs+6Ka1+Zt\nRKOBm68eS68CJ5ecOZhX565n6eq9bNrRyM9/OJYBfdwsWLaTtxZuIZlS6Vucxd/e+YJUSmXM0GJm\nLdzEktV7sJh0DOqbyxvvb+TDFbvwuK3YLEZe/tc6YvEUZ48/gaf/sYotVV7y3TYG9M2lMNfOmws2\nU17qZuywXsz/dDut/giLV+1Gp9UweVxf/vLaSrbtbsbttPCzq8awZNVu/vjcEprbwljNBsYN78W4\nYe1ff521ijfmb+TMcScweVxfHvrbMlZvqsEXiDKgT26PHQpdsrqagJrL1KlTMx2KEEJ8F/d8+YZO\nbYr729/+lpG527nojAHf52G6jV01rdzzxCJumT6Oof3ySCbbK0w/umM2K1/7z0yHd0RPv7GKSPTw\nXmqebBv/cebAb7QA4Vh4ZOayI94+oE8uk8f2QSv7vPYYf3zuU2qSA3j00UczHYoQQnwXx7Ypbk8e\nBj2SDz7dwcw567j0rMFUlHlIplKs3FBzXHeknzCqJD2Z/mBmo+642uj+9DF9j3h7lt30refeia5N\n+qwJIbqbTk3WNBpNj58/c7AfnjuUQCjGk6+v5LW5G+hT7OKyKRUMOiE306F9pYF9j9/YDnZgtawQ\nqgpanSRrQojuo9Mra6pU1tIsZj23TB/HLdNlg2khOousBhVCdDed3xRXKmtCiGNITUmfNSFE9yKt\nO4QQ3YrMWRNCdDdSWRNCdCuqDIMKIboZqawJIbqVlIpU1oQQ3UrnbzcluZoQ4hhSUymprAkhupXO\nr6xJtiaEOIZS6uH7uQohRFfWqa07ioqKePSRvfz1XzWdeRrRzSiKyqQRObT6w6zedvhm9qePzGJf\nQ4DKfTFQ5Y+yOFQsnuCmU0szHYYQQnSYTt1uKhgM0tjYyFHOIbqJRCKBTvf9839FjZMdXACJAE2u\nSw+735NYRsq3nSb9aFR7v+99PtH9FBQUYDL1zL1RhRBd3rHdbspqtWK1WjvzFOI4kEgk2LFjB8lk\nkvLy8u//gLFW1G3NoE/gyDOApejQ+701qNFKbHwGWXkormEc4XdbCCGE6BZkFq74XlpbW6msrESv\n13dMogaorWtBTQAKats6DivwGtz/vlz3AWrzqg45rxBCCHE86tTKmui+VFWlpqaGvXv30rdvX3Jy\ncjpmBZ6ahKaVB65AaC8kgqCz/fsYgxMUTXur+kSwPWFLhlByT0UqbEIIIbobqayJ7yQcDtPS0kJF\nRQUej6fjWiUEdkDyoEUF8VaINBx6jGIArfnf11NRaPwEtXHp/oqcEEII0X1Isia+E7PZzMCBA7HZ\nbEc/+JtSU6htGw+9LRGG0J5Db9PoDq20AaTi4F2C2vBxe3VOCCGE6CYkWRPfiaIoHd8lPu6DSD2H\nzlFTUX2bDz1OowfdERauJCP7K2xLOjYuIYQQIoMkWRNHlUgkSCaPQbUqWg+xlsNvjzRA+KBefYoO\ntF9qy6AoYMiCrJEojoGdG6cQQghxDEmyJr5WJBJhy5YttLQcIYnqaIGq9vlnR6B6l/77ikYPWsv+\nKwooejC4UXpdhlJ4Hpg8nR+rEEIIcYzIalBxRKqq0tTUxI4dOygqKsLtdh/9h77vOVHBVNB+JRkC\nlH8vJEjFDzpSAb2j/T5LCUreGaj73mpfjGAu6PQ4hRBCiGOpU3cwEF1TIpFg7969BINBioqKyMrK\nOvZBNHzcnoy5Rx/5/lgLxNvA0gsULfi3orZtbK+safTHNlYhhBCi4xzWg0qGQcVhvF4vgUCA8vLy\nzCRq34QhC6yl7YkagLV3+wKDL7f5EEIIIbo4SdbEYfLy8qioqMBoNGY6lG9OY0RxDkRtXCS91oQQ\nQnQrkqyJwyiKgqJ0wZ0A7P0h7gff1kxHIoQQQnQYSdZ6uGQyyVHmLXYdWjOK5zTU5hWQPPKqUiGE\nEKKrkWStB2tpaWHTpk2Ew+FMh9JxHP1BZ4FgVaYjEUIIITqEJGs9kKqq7N69m6qqKnr16oXJZDr6\nD3UZCoprBGrb+kwHIoQQQnQISdZ6mGg0ytatW2lpaWHAgAG4XK6O24T9eGEpah8GleqaEEKIbqCb\n/ZUWR+P3+zEajQwePBiLxXL0H+iKtBYU1zDU2nlfuSOCEEII0VVIstbD5OTkUFpail7fzRvHuioA\nBbVt81EPFUIIIY5nkqyJbkpBKZwK/i2Q7EYLKIQQQvQ4kqx1Y6lUqvu05fguzEWgMUCoOtORCCGE\nEN+ZJGvdUCqVoqWlhY0bNxKN9uA5W4oWxTEItWkZqMlMRyOEEEJ8J5KsdTOxWIydO3dSXV1NSUlJ\n19oyqjNYS9sTtdZ1mY5ECCGE+E4kWetGotEoGzZsAGDw4ME4nc6uuW1UR9KaUHIntFfXkqFMRyOE\nEEJ8a5KsdROpVIpdu3aRm5tL3759u1/vtO/D1heMueCXPUOFEEJ0PfIXvZvQaDT07duXXr16SaJ2\nBIp7NKqvEtRUpkMRQgghvhX5q96NdPvead+HKR9QwL8t05EIIYQQ34oka12Qqqrda/P1Y0FjQMka\njlo/X+auCSGE6FIkWetiUqkUe/bsYcuWLT27h9p3YTsBtDbUli8yHYkQQgjxjUmy1kUcqKZt3ryZ\nYDBIRUWFrPT8thQtStF5ENgGCX+moxFCCCG+EUnWuojm5mYqKytxOp2Ul5fL/LTvypgLhmwIVGU6\nEiGEEOIbkWSti6iurqa0tJTi4mJJ1L4nxVmB2rIq02EIIYQQ34gka13EkCFDcLlcmQ6jezAXgtYM\nzSsyHYkQQghxVJKsdRHSO60DaQwoOeNRvcsg7st0NEIIIcTXkgzgOJNKpYjH45kOo/uz9Gr/8m0C\nZFWtEEKI45cka8eRSCTC9u3bqaurk7Ycx4CSMx41sBOS0UyHIoQQQnwlSdaOE4FAgPXr12MwGCgq\nKpK2HMeC0Q06O/grMx2JEEII8ZV0mQ6gp0smkzQ2NlJTU0NJSQl5eXmZDqnnULQorgrUmndR7OWg\ntWQ6IiGEEOIw3yhZ27p1K9GoDBV1hlQqhc/nQ6/XU19fT0NDQ6ZDAqCoqIjs7OxMh9H5LCXtvdea\nVoJnYqajEd9RPB4nEokQDoeJxWJA+wehL8//1Gg06PV6FEVBq9ViMpkwmUwYjUZZxCOEOG59o2St\nvr6e0tJSLBapPPQEO3fuZOvWrQwYMKD7twtRtCgFU1D3vI7iGgqGrExH1KOlUimSyeQh32OxGI2N\njTQ1NdHW1kZbWxutra20tbURCAQIh8Mkk0kURfnW0wdUVUVVVRRFwWAwYLPZsNvtuFwuXC4XTqcT\np9OJx+PB4XCg0WjQarXp71qttpNeCSGE+LdvPAzqdDpxOBydGYs4Tuzdu5ecnBz27NmDqqpkZXXz\nBEbvBGsp+LeBe3Smo+kxVFUlEAjQ1NRES0sLra2t6SQsGo2SSCSIx+OoqorZbMZoNGI0GjEYDBQU\nFFBSUoLBYECr1aLX69Hr9Wi1WnS6b/a2pqoq8XicRCKR/orH48RiMWKxGOFwOB1LJBIhHo+j0+nQ\n6/XodDrsdjtZWVk4nU5cLhfZ2dlkZ2d/4/MLIcQ3Je8q4ogOJOdbtmyhf//+3X5IVHFWoNbNR8k+\nERQZDuss8XicyspKtm3bxvbt22lpaUGn06UrWG63mz59+mA0Gg+rYHXGoptvshuIqqqkUqlDqn2J\nRIK2tjYaGxvZunUrPp+PQCCAyWSipKSE8vJy+vfvT25ubofHLIToeSRZE1/J7XbTr18/du/ejaIo\n3bvCZsoDvQu8n0LuKZmOpluIxWK0trbi9XrZunUrVVVVeL1e7HY7eXl5DBw4kNzcXKxWa6ZD/VoH\n5rcdqOAd4HA46NWrV/p6IpGgubmZhoYGVq9ezQcffIBOp6N3796ccMIJlJSU4HK5sNvtmXgaQogu\nTJI18bXcbjeqqrJ7926SySQ5OTmZDqlzKFoU9xjU3a+gOAe1b/YuvrUDvyubN29m9+7dhMNhjEYj\nbrebgQMnsdHtAAAgAElEQVQHYrfbsdls3XKul06nw+Px4PF4UFWVSCSC3+/H7/dTWVnJ559/DoDH\n46F///4MHDgQs9mc4aiFEF2BcpTmqyrAJ598wrBhw2TOWg+xbds2amtrD7tdq9UyatQoTCZT5wfR\n8HH7/p3HeA6ZWjMHdDYUz2mA9Lr7JlRVJZFIsG7dOt59911aWlro27cvgwcPJjc3V3oGHiQcDrNt\n2zY2b95MIBBg/PjxnHbaaWRnZ8tqVCHEAYe9aUplTRymb9++FBQUHHb72rVrSSaTGYjo2FFyJ6Lu\newfiftDLh5Ovk0gk2LlzJ+vXr2fnzp0YjUYqKiooKSk5Ngl9F2Q2mxk6dCgVFRU0Njaya9cunnvu\nOVwuF8OGDaN///7de7qBEOI7kWRNHEar1WKz2TIdRmbo7WDOb98z1D0209Ecl1KpFJWVlbz33ntE\no1HKysoYP348Vqu1Ww5vdgaNRkNeXh4ej4dIJEJbWxsrV65kwYIFDBs2jNNPP/24n8snhDh2ukTd\n/cCy+kxIJpMsXLgQnU7Ha6+9Rjwep6qqitNOO43f/OY3BIPB9LFvvvkmixYtSl9PpVL89re/paCg\ngM2bNwOwb98+Lr/8clasWIGqqmzbto0HH3yQZ599lgcffJAVK1aQSqU6JPZ4PN7tK2EdT0FxDERt\nXgWJ4NEP70GSyST19fW88sorvP7665SUlHDuuecyaNAgHA6HJGrfgaIomM1m8vPzmTRpEqeccgqV\nlZU8/vjjrFu3jnA4nOkQhRDHgS6RrM2bN481a9Zk5NxarZbTTz8djUbDpEmT0Ov1lJaWUlFRwS9+\n8Yv0p99oNEpDQwO///3v013TNRoNN9xwA7m5udTX1wPtE/YnTJjAqFGj8Pv9vPTSS/zoRz/iuuuu\n46c//SmPPvooq1ev7pDY33rrLbZu3dohj9WjmArAUgyNS9g/bbPHi8fjLFiwgJdeegmtVsuUKVMY\nOHCgJGgdLCcnh7POOouhQ4eycOFCZs6cye7duzMdlhAiwzp8GPTRRx9NrwYrKSnhwQcf5PXXX2fz\n5s0sW7aMn/zkJyiKQkNDA4WFhVxxxRU8/PDDrF69mldeeYW//vWvlJSUUFFRweOPP85dd93FW2+9\nhcFgYMiQIVxzzTX079+f3/zmN9x7773ccMMNPPvss+h0OhYvXszEiRP59a9/TW1tLXPmzGHp0qVc\nddVVnHPOOekYU6kUTz/9NA0NDfTr14+LL76YJ598EofDwfr167njjjtwu93MmDGDSy+9lLPPPhsg\nPQFYURR0Ot0h83JisRjDhw9nwYIFfPDBB0ydOhWAwsJCrr76ah588EEmTJjAK6+8wimnnIJWq6W5\nuZlwOJzuYWaxWLjwwgtZsGABXq+XJ598ksLCQpYtW8asWbPo27cvf/vb3/jiiy9QFIVbb72VO++8\nk3HjxrFq1SrKysrweDzs27ePX/3qV8yePZsVK1bwxz/+kY8++oj6+nq2bdvGpEmTGDt2LHfffTcF\nBQXMnz+fxx9/nN69e3f0r0PXpGhQ8s5ArXoRJTICTJ5MR5RRPp+Pxx57DIPBwMSJE2V4rpNpNBp6\n9epFUVERW7du5cknn+Tyyy9nxIgRmQ5NCJEhHV5ZGzVqFMlkknfffReDwcDq1asZP348zc3NvPXW\nWyxbtoypU6dyyy23sGrVKrZv384VV1yB1WolkUhwwgknMGbMGNxuNz/5yU8wGAycdNJJnHXWWZhM\nJqZPn05tbS2xWIxTTjmF4uJiCgsLcTgcvPHGG6xbt46mpiZefvllLBYL5557Llu3bk3vFwjtK7Is\nFgtnn302jz32GDNnzqRPnz5ce+21XHDBBVx66aUkk0luvvlmRo8+8mrEL6+iffnll9myZQsVFRU8\n++yzhwxfzJgxg7q6Oj7++GNWrFjB0KFDAWhra8NgMByyCszlcuH3+zn99NPZsmULd9xxBz//+c/5\n05/+xFtvvcXatWuZOHEijY2NRCIRWlpa6NOnD/fddx+RSISJEyeyZs0aUqkUI0aM4Pzzz6euro7l\ny5dzySWXMGPGDB599FGgvU+UxWJh5syZFBUVddjvQLegs4GzAvyVmY4ko6qrq3nhhRfIz89n8uTJ\nkqgdQxqNhv79+zNp0iTefvttPv7444xNBxFCZFaHJ2sGgwG32w1ARUUFgUAAg8GQ3oplz549KIqC\nXq8nNzcXv99PQUEBBQUFzJ07l3A4jNPpxGQyUVZWdthy9gkTJrBt2zY++eQT8vLygPb+RgUFBTgc\nDgoKCgiHw1RXVzNmzBiuvPJKZsyYcchwzYE9TmOxGD6f75BhhpNOOoktW7aQTCapqKhIr8zKyckh\nEomkfy6VSqVbEjQ3N1NXV0d+fj5jx44lGo2yYcOG9GNmZWVxxRVXcNdddzF9+vT0z3k8HuLxONFo\nNH3sihUr6N+/PwaDAYPBgN1u5+KLL8br9bJt2zby8vK44IILeOmll8jOzkar1dKnTx+ys7MpKytj\n3bp1hzweQCQSoa6uLn3OWCxGPB5Hq9XSq1cvnE6nbJFzBIqzAjVYBano0Q/uhoLBIK+//jr5+fmM\nHj36G3X770irVq1iwYIFx/ScX9bY2MgTTzxxSJK0bNkyHn744SMer6oqixYt4o477uCee+5h3bp1\n3+v8iqJQVFTE5MmTWb16dcamgwghMqtT5qwlEon0npJ9+vQhFAoRi8XSCdCmTZsIBAJkZ2dTXFyM\nVqvl0ksv5frrr2f06NEoioLf72fx4sUkk0lsNhvNzc0A2Gy29Nwuj+ffw1PxeJx4PE5ZWRk5OTnk\n5uby6quvsnPnThYtWpSeRwbtFa0FCxag1+tRVZURI0bw2muv4ff72bJlC9OnT8dgMPCvf/2LPXv2\nADB9+nTef/99WlpaqKqqwu12o9frSSaTPPXUU1x77bVMmTKFKVOmcPLJJ/Puu+8eMrn/oosuIicn\nhxNPPDF924E4t27dit/vp6qqik8++YRLLrkEaH/jPzCp+9RTT2X8+PG88MILLF++nFdffZXa2loS\niQShUIhoNMr9999Pnz59APB6vVitVrxeLy6Xi2QySWNjIw0NDZx00klYLBZisRihUOiwKqHYz5AN\nRs/+uWs9SywW45lnnsHhcDBo0KCM9EqbP38+FouFZDKZ/rDRmQ78XzvYG2+8gdFoTH+Yqa2t5d57\n7z3kw9gBqqoyf/58Pv30UyoqKqisrOT666/niy+++N6xuVwuhg8fzuzZs2UOmxA9UKckawc2Pz75\n5JPp378/ra2tjBw5kkgkwm233UYsFmPHjh1MnjyZ/Px8AIYMGcLzzz+f3ktPVVWCwSCqqnLqqace\nsjflOeecw8iRIykuLk7f5vV6icfjXHbZZVitVq6//nry8/OZN2/eYY1cHQ4HkydPTi8AqKio4Mc/\n/jFr164lGo1y7733Au3DpQeqab/73e9wOp0sXryY7du3M2PGDAwGA8FgkJycnEOSwZEjR5KVlYXP\n50vfVlRUxB/+8IdDqhN6vZ6f/exnNDQ0sGbNGrZv386sWbPSlb94PE5bWxtarZYZM2Ywbtw4Hnjg\nAT755BPKy8spKipiypQpeL1eNBoN99xzDxs3buSHP/whK1as4Mwzz0Sn05GVlcXPfvYzNm3aRF1d\nHddddx2pVIry8nK0Wu0hQ8TiIIoGJWtk+8rQaEOmozmmVq9eTSwWY9SoURlJ1FpaWqisrKS0tJQX\nXniB2bNnd+r5otEozz//PG+//Xb6tkAgwJw5czjjjDPSx2zduvUr98mNxWKYzWZ++ctfcsUVV/Dn\nP/+ZZDLZYdWw3NxcRowYwezZswmFQh3ymEKIrqHDdzBYsWIFc+fO5c477+yUjtxtbW288sorXHDB\nBel5Vn/961+x2Wxcfvnl3aZbuqqqDB06lMWLFx83TTKXLFnCiBEjjs28pQztYHA4lVDVW0RiComs\nkw+p5nZXsViMmTNnUlpa2mHPV1VVVq1alZ53lZ2dzU9+8pP04oWioiKWLl3K448/jtls5tVXX2X3\n7t1MnDiRn/70pwwaNIgHHngAj8fDnDlzaGpqora2lpNPPpkJEyawYMEC3nrrLW644QYef/xxHnro\nIbxeL2+//TbhcJjFixeTSqUYP348v/71r/nHP/5BZWUl0WiUW265haqqKm688UYqKip44IEHyM/P\nZ8mSJbz88ss88cQTKIrCnDlzGD58OPfccw+qqvLcc88d9hyTyWS6CqeqKhMnTuTWW29l2rRpHfI6\nplIp3n//fc477zwGDhzYIY8phDjuHJbIdHg2tW7dOkKhEH6/v6Mfmng8ztNPP43dbj9kQrzX62Xn\nzp3d6tPm4sWLGTBgAFVVVZkOpUdrbPSyeq+LDXVZbN68mb1792Y6pE53YHi8I7eXW7ZsGbNnz+am\nm27immuu4YsvvmDjxo28/fbbzJ07l2nTpnH++ecTi8WIRqO89957nH/++YwbN45kMslJJ51EYWEh\nTU1NvPvuu1x++eVMnDiR//3f/yWVSrFt2zaWLVtGQ0MD06ZNQ6/X89BDDzF69Gh+/vOfU1ZWxsiR\nI7n99tt54okncDqdnHfeebS1tXHnnXcyYsQIEokEo0ePJj8/n2QyyYoVK/jBD34AtFcav7xx+5cd\nWCV+wGeffUZZWRkTJ07ssNfxQDPdhoaeVekVoqfr8FnlM2bM6OiHTNPr9fzyl7887PZf//rXnXbO\nTJk4cWKHvsmL76atrY2k+u/PNPX19V/7B7s7SKVSJJPJDq2Mv/LKK4waNSq92fldd92VniqgKAq3\n3347P/jBD7BarWzevBm73X7EypHb7eb2229n/fr1bNy4kba2NoxGI0VFRWi1WiZNmpROmMLhMLW1\ntYwePRq3200sFqOxsZENGzbQr18/mpqauPDCC7HZbIdV5H0+H16vl1GjRrF792527NiRXoUdi8VQ\nVRWv10tOTs4Rn29tbS3Lly/nvvvu6/DKuM1mS08R6S4jCUKIrydLAIX4GgaDAUVR0n8YzWZzpkPq\ndIqipJ9zR9m3bx9lZWXp1zEnJwdVVRk3bhyvv/46//M//8PNN9/M3XffTSAQ4IwzzjhisphIJJg5\ncyZjx45l5MiRvPjii4fcf3Bl6/bbb+eOO+6gqqoqvTCpvr6e5ubmQ/rFHdgx5ODnW19fj91ux2Qy\nUVVVxQMPPMAf//hHgPT81CuvvJL58+cfFmMqlWLlypVceumlFBQUdHhSFY1GcTgckqgJ0YNIsibE\n1ygoKGhv1RKowqBTKCgry3RInc5gMGAymQgGgxiNxg55zMmTJ/POO+8waNAgevXqxZ49eygtLWX7\n9u2MHj2aZ555hl/84hf8/e9/Z+jQoVx77bXpnzWZTPh8PhKJBF6vl4ULF/LDH/6QdevWkUqlaGpq\nSle7Dk6MVq9ezfTp0xkxYgQmkyndVsjj8fDb3/6WGTNmoKoqO3fuZOzYsZjNZvx+P4lEgoULFzJk\nyBB0Oh2TJk1i5cqV6XgO/Nxzzz2HqqosXbqUvn37UlhYiM/nY9asWRQWFhIOh6msrKSuro7Ro0d3\nWKJfX1/PoEGDOuSxhBBdgyRrQnwNvV7PCSecQMqnomldidJBycvxzGAw0KdPHzZs2MCECRM65DGv\nvPJKQqEQf/rTn9K7epSXl/P+++8za9YszjzzTFwuF5dddhkLFy5M92oEuO6661i6dClNTU3Y7Xb6\n9evHgw8+yLRp0ygtLeWBBx4gEAiQTCaZPXs2Z555Jna7nd27dzNv3jwMBgM6nQ6Xy8WvfvUrbrnl\nFv7whz9w++23M2zYMK655hpyc3OZMWMGy5cvp6GhgcWLF/Pggw8e9XmlUqn0/Dq3283TTz/Nm2++\nic1mA9qrdZMnT+bkk0/ukNextraWYDBIaWlphzyeEKJr6PDVoJ3hQEPK47Vxazwe56GHHmLOnDlM\nmzYNv99P//79ufLKKzMdWofqmatB90sEUXe/jFJ4PpgLMh1Np2tpaeGJJ55g0KBBlJWVdbkhN6/X\ny7x585g6dSrZ2dkEg0FWrFjBRx99lG7N09UEg0Hmz5/P5MmTGTduXKbDEUJ0ns5fDdoZ5s6de1x3\n7tbr9Vx55ZWMHDmSm2++mRtvvJE333wz02GJjqSzgr0ctekzesLm7llZWVx99dVs2bKFffv2ZTqc\nb+3hhx/m448/Tl8/0Fj3rLPOymBU310ikWDlypWMGDGCsWPHZjocIcQx1uGlqkceeYRdu3alN3L/\n05/+xGuvvcamTZv47LPPuO666w7ZyP3KK6/koYceYtWqVbz22ms8++yzlJSUMGTIEB577DHuvvvu\nQzZynz59Ov379+eOO+7g7rvv5qc//SnPPPNMeiP30047jd/85jfU1tby9ttvs3TpUq6++ur0xurQ\nvjLt/fffJxqN0trayosvvshnn33G7NmzaWtr4+KLLyYUCqV3Xrj55pt55513+Mtf/sLrr7/OF198\nwY4dO/jv//5vrr/+en73u9+hKAqpVIpwOMxHH32EyWQimUzy3HPP8dlnnzFs2DBOPfVUbrvtNsaO\nHUtOTg56vT69g8BFF13Ep59+SkNDA/n5+Vx11VU8//zzVFVVEQqF2LZtG88888whjYDFsaVkj0bd\n8QxEm8B45FWA3UlJSQmXXHIJM2fOZMKECent3bqCG2+8kfvuu4/LLruMsrIyKioquPrqqzM2OvB9\nxGIx3nvvPU444QTOOuusLlflFEJ8fx1eWTvxxBNRVZW5c+diMplYvXo1p5xyCq2trcyZM4dly5Zx\n7rnncuutt7J69Wq2b9/OlVdeid1uJ5FIUFZWxtixY3G73eldAkaPHs3ZZ5+NyWTi2muvpa6ujlgs\nxsSJE+nVqxfFxcVkZWXx5ptvsmHDhvRG7na7nQsuuIAdO3Yc0qV/2rRpeL1enn76aSZOnMibb77J\n1KlT2bVrF48++ij//Oc/OeOMM7j11lsBeP/997n44osZOnQoPp8Pg8HAeeedh6Io3HzzzeldF+bP\nn89//ud/8sUXX/D73/+ep556itbWVi688EJ27dpFcXFxekP1//qv/2LWrFkMGzaMyZMn89hjjzF1\n6lRuu+021q1bR2VlJUOHDiUajfLnP/+ZMWPGsHPnzo7+5xLfhs4K9n4Q2EFPqK4BlJWVcckll/D5\n55+zdu3a9I4ex7uCggIef/xxFixYwFNPPcWNN96I0+nsUomOqqrs27ePjz/+mPLyci666CIMBkOm\nwxJCZECHV9YO3sh9yJAhBAIBiouL0xu57927N72Ru8fjIRAIUF5eTmFhIe+99x46nS79plp2hJV3\nEyZM4IEHHmDx4sUUFha2P4n9WyrZ7Xby8/PTG7lfcMEFDBo0iGAweMhG7kajEbvdjtFo5IwzzmDB\nggUYDAasViu5ublUVlam2wZUVFRQX1+PVqtl9OjRfPjhhxiNRk477TSAQ3pBTZkyhYceeig9t279\n+vVMmTKFadOmcd5556UTxuLiYmw2Gw8++CCPPPII/fv3Z+vWrSiKglarJS8vj0AgkJ4UDe29lQ7e\na1RkhpI9ErXxE5SskaA5thubZ4KiKAwZMoT8/HwWLlzIggULGDZsGMXFxV0q8elqgsEga9aswefz\ncfbZZzN48ODjds6uEKLzdepG7i6Xiz59+hAMBolGoySTSYYMGcLGjRvx+/1kZWWlm1leeuml3HDD\nDYwZMya9kfvHH39MMpnEbrfT1NQEgNVq5cYbb+Sxxx474kbu5eXl5OTk4PF4ePXVV9m+fTuLFi1K\nL1I4IJlMkkqliMViDB8+nGAwSCKRIB6Pc/nll7N06VKCwSB+v58hQ4YA7YniSy+9dMhQxNy5cwkE\nAjQ2NhIMBg+pPJx11lnMnDmTTZs2MWvWrPRzCIfDqKrKnDlzuP/++5kzZw4jRoxgw4YN+P1+nE4n\nxcXFRCIR4vF4eni1q1Q1ujV9FkoqCfGWTEdyTOXm5nLZZZcxadIkli1bxpIlSwgGg/IBogOpqkos\nFqOqqio9MnHDDTcwbNgwSdSE6OG0d99999fdfzfAnj17yM/P/0Y9l2pqali5ciWnnXYaOTk5lJaW\nsmPHDkwmE+Xl5YwePTo9jNm/f39KSkpQFAWPx0NFRQVDhw4F2hs/VlVV0bdv33Sn8wEDBgDQu3dv\ntm3bxkUXXYSiKKxZs4a2tjaGDRtGeXk5WVlZDBw4kH379rFz505OP/30dIUK2t8U//73vzN16lQs\nFgvDhg1j27ZtWCwWysrKmDx5Mi0tLYTDYTweD8OHD0ej0eB0Ohk8ePAhPY42bNhASUkJlZWVWK1W\nCgoK0h3L+/XrRzKZZMOGDUycOBG9Xo/NZqNPnz54PB7WrVuHw+Hgwgsv5JxzzqGuro54PE6/fv0o\nLS2luroak8lEWVkZjY2NZGdnZ3TJ/p49eygoKDg2QzHB3e2VK0vR0Y89ljRa1FQYWtaiOAdxhEU7\n3ZaiKBQXFzNixAgCgQCrV6+mtrYWRVGw2WydshdwT9Ha2kplZSUbNmxAVVXOOeccTj/99A7rcyeE\n6FLu+fINXXIj95dffplp06alh0G/7Ubu8Xicq666ihdffLFHdKTvKD26dcfBEgHUHU+jlFwO5p65\n4ONAtXfr1q3MmzePQCDAwIEDGTx4MHp99x8e7ii1tbWsWbOGhoYGTjnlFE4++WSysrLkNRSiZzss\nkenw2vqGDRuIRCLp4byOFI/HefbZZyksLEwnagDNzc14vV5CodA3SiTmzZtHVlYW9fX10lxSfHs6\nG2SfiNq8CqWwABTt0X+mm9FoNFitVkaMGMHgwYNZt24dq1evZt68ebjdboqKinA6nVitVkk89lNV\nlXA4TCAQoL6+ntraWpLJJAMHDuTHP/7xV+4zKoQQXaIprjg+SGXtIMkI6p7XUAqmgslz9ON7gHg8\nTmNjI3v37mXHjh3p/mx5eXnk5eWRm5vb41YzqqpKW1sb9fX11NXV4fP5cLvd9O7dmz59+lBYWJje\n7UAIIfbr/MqaED2C1oRiLYXgTknW9tPr9emq95gxY1BVlR07drB8+XI++ugjYrEY+fn59O7dm+Li\nYqxWKxqNJr1xfFd2YF9SVVVJJpPU1tayZ88e9u7dSzgcpqSkhFGjRjFq1Khj82FHCNGtSLImxHfl\n6I9atwDFNRy0pkxHc9w50H6nrKyMRCJBXV0du3fvpqamhvXr1xONRlFVNd1Kx2q1YrFYsFgsmM1m\njEbjcZnEJRIJIpFIunF2KBTC7/cTCARQVRWtVovL5aJv377pXpB2uz3TYQshujBJ1oT4rowe0DtQ\nmz5D8UzKdDTHNZ1OR3FxMcXFxaiqSjQaJRKJEIlEaGpqoqamhvr6enbs2EFLS3tbFL1ej8PhwG63\np79brVbMZjNms7lTE7l4PE4wGCQUChEMBvH5fPj9fnw+H6FQiGQyidVqxePxkJeXR+/evSksLMRi\nsWA0GjGZTNJuQwjRYb7xu0k0GiUcDndmLEJ0LYoWxT0GdddMcA0DQ3amI+oSFEXBZDJhMrVXI/Pz\n8xk8eHD6/kQikV405PV6aWxsxOv1snv3buLxOIlEglQqhdFoRK/Xo9Pp0Gq1h1xWFCU9LKnE42hD\nIRL7m20fSPJSqVS6t2IikUh/RaNRUqkUOp0OnU6H2WwmJyeHsrIycnJyyM3Nxe12y1wzIcQx842S\nNZfLRV1d3XE5JCGOHbvdLtWCLzPloziHoLasRfGcBor0Gvu+dDodHo/nkKbX8O+msQeqctFolFgs\nlk62Dlw+0Kg3lUqRSqXY+/bbeOfOZejDD6OzWA6ZJ2cwGNDpdOj1+vSX0WhMV8dMJpP0jxNCZNw3\nWg16lGNED3LMEvbjfTXowZJh1D3/QCn+D9DL3KTjzWsTJlDz2Wf8ZOtWnH36ZDocIYQ4mu+2GlQq\nakJ8DY0RxVIEbesgZ3ymoxEHad68mX2ffoqqqqz68585/ZFHMh2SEEJ8a1LfF+L7UjTgGITasgbi\nrZmORhxk/YsvQioFqRQbX3qJqM+X6ZCEEOJbk2RNiI5gLgRbX9T6D0FNZToaAURaWtj9wQfpaRzx\nYJCquXMzHJUQQnx7kqwJ0UEUz2kQa4HQnkyHIoCGNWvwV1enr6cSCba//TbJWCyDUQkhxLcnyZoQ\n/5+9Ow+PqjwbP/49s2aSmex7yAIhENawo4CKIm4obqgvIGhV3mpbN2xra/tqbWv9qdhaxaUCakVc\nQBAVBQvKKjsSwpqNkH3fZiaZzHp+fwRH0yCgBCbA/bmuXDBn5jzPnTMzmXuetatog1EiR0JTTqAj\nEUDF1q046uo6HGvYvx9baWmAIhJCiJ9GkjUhupK5F6rHKq1rgaaqx+zyrM/NpW7fvgAEJIQQP50k\na0J0JZ0ZJWIEatkycNsCHc15qyEvj8rt2+G/lh3yuVwybk0IcdaRZE2IrhaaCUEJqA07OLpUoTjD\n9i1YgEarxWCxoDeb0ZlMGCwWdCEhFH7ySaDDE0KIH0WWoxfiNFASJ6GWfQRtNRAUF+hwzjsD77qL\npIsvBsBWWkrukiUMu/9+NHo9uqPbXAkhxNlCkjUhTgedGSVsAGrtBpTkWwIdzXknMjOTyMxMAOoP\nHqRi82Z6TZqE1mAIcGRCCPHjSTeoEKdLaH/wOKBxF9IdKoQQ4qeSZE2I00UbhBI/AbVuG7RVBzoa\nIYQQZylJ1oQ4nUxJKFEjoG4LqN5ARyOEEOIsJMmaEKdbeBYqPmjKDnQkQgghzkKSrAlxummMKNFj\nUGs2QEtxoKMRQghxlpFkTYgzISgBJeYS1Jr14LEHOhohhBBnEUnWhDhTIodBcCJq3deBjkQIIcRZ\nRJI1Ic4gJepCcFRBw85AhyKEEOIsIcmaEGeSLqR9OY/6LdByhDOx/trixYtZsWJFl5bpcrmYOXPm\nD95vtVpPWEZVVRW33XYbtbW1PPHEE4wbN466ujqeeuop0tLSKCwsxOl08uCDDzJ37lyam5uZPXt2\npzektfMAACAASURBVDpWrFjBY489htvtPvVf7Fg8Hvj0Uxg27PSUL4QQJyDJmhBnmqkHSsI1qLWb\nwNV4WqtyOp3YbDaefvppXC5Xl5VrMBh44YUXjnmf3W7nySefPGEZUVFRRERE4PV6ueOOO9Bqteh0\nOmbOnIlOp8Nms2E0GvH5fNx5552EhYXx+OOPA5Cbm8uzzz4LwOjRo6mrq+uy360TnQ6GDoWqqtNX\nhxBCHIdsNyVEIJh7obgaUEs/REmbCdrO+1Xm5ORw0UUXsXLlSl5++WUsFgt/+9vfuOOOO3j77bdZ\ns2YNer2enTt38stf/hKtVsuiRYtobGxk6NCh3HjjjTgcDrKyskhPT+eTTz5hypQpAOzatYstW7ZQ\nW1vLddddx9q1a9FqtbS2tjJjxgxWrVqFw+HAbrfz8MMP43K5ePvtt2lubiYmJoaxY8dy//33s3jx\nYmJjY/nzn/9MREQEdrud6dOn89VXX/HWW28xc+ZMli1bRk5ODiUlJbz66qsUFhayZcsWHA4Hu3fv\nBiAtLY3U1FTmz5/PhAkTSElJYf78+Tz22GPExsZiNpvZuHEjL7zwAvPnz2f9+vWsWLGCWbNmYTab\nqays5LHHHmPTpk289tprZGVldbiWhooKlPBwOHQINmyARx6B6mp49VVwucBqhd/+FubNg+3boXdv\nePRRePvt9gKKZRavECJwpGVNiIBQIHwoSkhP1IpPjjlDdPDgwUydOpWSkhKuvfZaCgoKaGxs5IEH\nHiAsLAyj0cjw4cNxOBxUVFRgt9vJycnh2muvZdjRLrvXX3+dVatWYTabeeONN7Db2+spKSmhsLCQ\nG264gbS0NFavXk1ISAjXXXcdDz/8MBMnTuShhx7CaDSyevVq7rvvPiZMmMCvf/1roqKiyMzMZPv2\n7QC43W6ioqIYO3Ys8+bNIyYmhoSEBO6880727NnD9u3bmThxIkOHDqWkpITFixdz/fXXc++99zJo\n0CAANBoNt9xyC6+++iqHDh3iySefZPPmzSxcuJB77rkHaG9B+za5mzhxIqmpqaSmpgJgsVj485//\nzM9+9jP27NnT6Vq6EhNRtVrQ6+Gyy767Y8OG9n+vuw5eeQV8PrjjDtBq4a23wGSCWbPgrrtO/SkX\nQoifSJI1IQJFo4PY8Sj6UNSatcd8yP/93//x/vvv43a7SUhIYPny5QwdOhSNRoOiKGzfvh2TyYTX\n6yU5OZmbbrqJe++9l6+//pra2lpUVeWmm27iV7/6FVqt1p/ITJw4kUGDBnH//feTl5fHG2+8wd69\ne5k7dy6HDh3C5/MB0LdvX6xWK+vXr0ej0RAcHMyUKVPQ6b5rlDcYDDgcDpqbm2ltbe0Qf0NDA06n\nk4suuogHH3wQi8XCvn37MBqNKIqCXq/3P3bixIk4HA62b9/OyJEjSU9PZ8+ePcTHx/vr+SFmsxmd\nTkdYWBgej+f4111Rvvv/3/8O5eXw/POQmwvx8TBhQnsr24EDEB3d/rigzi2fQghxpkiyJkQgafQQ\nMx7F50Yt/xS8bR3uTkpKIjExkbS0NO677z5qamoIDQ3F6/XyySefkJCQgMvlory8nOrqalwuF6+/\n/jrbtm3jxRdf5KabbqJ///7079+fkSNHsmzZMpxOJ9u3b2fIkCE8/PDDHDlyhL/+9a/Mnj2blpYW\n7rjjDjZu3EhtbS02m40hQ4Ywbdo0XnzxRb7++mu++OILmpubUVUVu92Ow+HgjTfeQK/Xo9fr/TEe\nPHiQjIwMdu3axcKFC/nkk0+ora3FYrGwevVqjhw5gsfjwWazARAUFMSDDz5IVlYWQUFB3H777Ywb\nNw7laHLV2NiI1+vF4XAQHh7uP7euro6WlhacTicNDQ3+1sNOevWCTZtg504wGsFmg3/+E375SzCb\n4aab4N13Yd06+Ogj6NcPXn4ZcnKgsrI9YWtrO3bZQghxGmn/9Kc/He/+494pxGnTUtyeyAQnBTqS\n00+jg+BkFOt+cJRDcGr7saOGDh3q7/Lr378/kZGRaDQa0tLSqKqqYsSIEWi1WlJSUmhqasJsNjN2\n7Fj0ej0pKSmEhoYC7S1TFouFXr16AdDW1kZsbCzDhw/H5XIRFRXFJZdcwlVXXYWqts9S7dGjB5mZ\nmf6kyW63M378eFwuF71796ZPnz5ERUWRnp6OxWJh7NixhIaGMnr0aJxOJ/3792fEiBHU1NSQnJzM\n8OHDGTJkCDU1NSiKwuDBg4mLi8NisQDQv39/0tPTCQkJISkpiYyMDMxmMwB1dXWkp6f76/y2u9Vu\nt5OQkEBaWhput5sePXqQkpLiv36OujrKN26k9//7f2gaGiA9HcaOheRkcLvBYoELLoBRoyAyEurq\nYMwYuOgiSExsvx0Z2X5Oaiocp4VPCCG6QKcZWsq3f5R/wOlfV0CIY6lZD1oTRI0KdCRnkIpa/D7o\nglGSrg90MOeM+oMH2fa3v3HlggVoJdESQnR/yn8fkG5QIboNBSVpMgoa1JIPTvuyHkIIIc4OkqwJ\n0Z3oQiDhSpSgBNSKz8BtC3REQgghAkySNSG6G40BYsa2L+tx5N/QWgKqL9BRCSGECBBZFFeI7kjR\nQvSFKMbo9mU9LP1QokZyjKEMQgghznHSsiZEd6VoILQvSsI10LwXteTDTkt7CCGEOPdJsiZEd2eM\nQUmdDvoQ1LIPwV4k3aJCCHEekWRNiLOBNggl/kqU8KGoVV+g1m6QVjYhhDhPSLImxNlC0ULYAJS0\n6dBSjFr64dHZorIcohBCnMskWRPibKOzoKRORbH0QS1ZBHVbwOsIdFRCCCFOE0nWhDgbaQwQOQIl\n5TZwVKIWvwuOikBHJYQQ4jSQZE2Is5WiAX0E9LgBIkeiln+CWrMO3M2BjkwIIUQXkmRNiLOdokUJ\nH4ySfAuoHtSyZdCwA3zOQEcmhBCiC0iyJsS5whiFEnc5SvItqNZDqAXzpGtUCCHOAbKDgRDnGp0Z\nJeVWaNqLWvUFBMWhhA0EU4/2rlMhhBBnFUnWhDgXaYztExAsfcCWh1rxeXvSFnsJGCIDHZ0QQogf\nQb5mC3Eu04e2J23p96AYIlCPLEKtXAWuRtkFQQghzhLSsibE+UDRQczFKKGZ0HwQtfIzMMahhA+C\noDhkg3ghhOi+JFkT4nyhaCAovr071NOC2rAd9cg77V2l8RNBawp0hEIIIY5BkjUhfsCuXVBaGugo\nTgcFMAOXgXs4StMOkiPfI653H/aUjcbl1gc6wC7VWhZEaVkqzk8UFPmLd1bT62HCBAgKCnQkQpxZ\niqoed19B2XRQBEbN+vaWnqhRAQvhxhuhok4lOi5gIZwRiqKSHGclPtpKdm4CLve5ldFocRNEM61E\noUp371nL64WD2Qob10NKSqCjEeK06vSH6tz6qyxEF/IBF1+hMiDrfPjOYgEspA6D9t/8XKIFImn/\n7nk+PJfnJpcL5tdqUFVJuMX5R2aDCiGEEEJ0Y5KsCSGEEEJ0Y5KsCSGEEEJ0Y5KsCSGEEEJ0Y5Ks\nCSGEEEJ0Y5KsCSGEEEJ0Y5KsCSGEEEJ0Y5KsCSGEEEJ0Y5KsCSGEEEJ0Y5KsCSGEEEJ0Y7LdlBAB\ndDh3G+awGGLjex33caVHctDqDCT2yPxR5auqSlnxXiKjkwkxR5xKqGdMQ10pdls9KT2H+I9VVxZg\na65FURRMwWF4vW6S0wafcl2FudsIDYsh5gTX/3i8Xje5+zbQp/9FKBqFpoZKGuvLSOjR75jXvLoi\nH6ezlZSeWe3ne9w0NVbQWFdOQnLHcxwtzdTVHMHhsNKn/0X+43ZbPTWVhegNJoxBIcd8/VSV5+F2\nO0lOG+Q/5vN6yD+4mbraYkJDY+gzYBzGIHOHczweFz1SB3Yoy9FqpeDQFgYNu9J/rLI8F4/bierz\nER3Xk+CQsGNcGw8VJQdQNBrcLgfJPbPQ6QwAuF1tlBzZg7WpBrMlip4ZI/z3CSE6kpY1Ic4gj8eF\nx+Py3173xTzy9m844Xk7v17K3p2f+2+3tjSdVH1ul4OvPn8VR2vzjw82QA7n7WD7xsX+2zm7VrJ2\n5Wv4fF6+Wvka32xdzs6vP/xJZXe6/qteJ+/AxlOKt7qigJUfzTm69bKC2+XgtednUFl2qNNjmxur\nePmZ29iwesF3BxVwudp47e8zqK7I6/B4n+rjs6XP8sGbj/qP2W0NLH/vSZzOVhQFVi57jv171nQ4\nr6mhkleeuY2vv/r3d7+728nitx5l28YP6Nv/IgYNv6pDotbUUMnLz9zK5rULO8W9bcP7vPzMrf7b\nOzcvZc2KuSiKgs1Wz+dLn8HZ1tIxdp+XFUue5kDOl2i1evIObOLzpc/i8bjw+bxk71hB6eE9lBbl\n8Parv+DTD5467nUW4nwmLWtCnCGqz8fWDe8TG59On/5jAbjrgfknde6N059sL0NVqSg9wFcrX2PG\nz1864Xkt9kZ8Xg+W0JifHvgZNmLMTYwYc5P/9vsLfsOwC66nT/9x9Ok/7ieXq/p8bFn/LvFJfcjI\nHAPA3Q8uOMFZJ3akYBf9sy73twrFJ/WlxdaAqnbcNN7tbuPQ3nW4nI4Ox7VaPQlJfWmxNXY6J8Qc\ngc/nw+v1+I8d2rsWa1M1fQdchEajJXPwpSx87QGe+PtWTKZQ3K42Duas7VCPqqqsXfU6a1e9zlMv\n7yM6NrVDPS6Xg4M5X3WKDaChrozDedtRfT4AbM21/PvVX3DXr+bRI3UQsfGtrFkxl5KibDL6jfWf\nV3I4m/X/mc8fn91EZHQysQnpPPHQcIaMuo74xAwiohIZMeZmAOprS9iw5k3/61wI0ZEka0KcgjaH\nnX3Z/yHIaMZuq2PQ8KsJMUfg9brJP7gZj9uJ3VpH34GXUFl2kA///RgTr7ufPv3HYrPWcaRgFwCp\nvYayZf0iTMFhjBw7BZ3OwK6ty4lNSCchqS9FBTtpsTWQmj6UV5+bRmhYLI31FdhtdeTsWklKzyEM\nHDoRa1MNW9YtYuS4W4iKSWH39k9JTBlAbXUR2ds/ZejoycTGp7Nn5+dUledy7S2/x+lsZd/u/xAU\nFILdWs+AIZejaDRs37gYVVUZMXYKFksUu7d/Qog5kr4DLz7mtbDbGti+8QNQFEaOuZkQSyS7t32C\nOTSaPv3HUVNZQFV5HnZbPel9LyAmrielxXspyt/BgKwJ7N/zFWMumUZp8V7qqosYfuFNHCn8htqa\nImqqDpOzaxV9Boyj5HA29TXFXDh+Oj6fl8N5O2htaaLFVk9yzyx6pA7Ebqun4NAWFBQ8HheDhl1J\n/sHNLH37j1wx+UEyMsf4r7+iKAwcegVudxsFB7egqj7stgbSeg8nJq4nJYezKT68m+EX3sCuLcsB\nlRFjbiY4JByfz0vx4d2MGT/9hK+VgoNbSOk19GgL3E+3bcP7JKUORFHaO0bS+4zC2lRNUd4O+mdN\nIP/QZnr1GQnKdxVZm6rZvmkxWSMnsfebVWg0WrJGXEN4ZOLR2DbTq+/oDucA1FYf4eCeLxkwdCLb\nNn4AQN6BTTgdLaT1HgaATmcgNr4XG1a/2SFZa2qsxNFqxRTc3j2q1eowBoVQW11ESs8seh9NmFvs\nDZgtkcy87+VTuzBCnMOkG1SIU/DZ0mf4fOlzpKYPZfWKuSx753FUn483XppFRekB0tKHUV56gM+W\nPktyzyG0tdmI79EXAL3eyOK3HmXL+ncJNofT1mpj24b38Xk9KIpCU0MFUdHJaHV6/vPJP1mz4mUi\nopJwOlswh0ZhDo0iOjaVvbu+oLmxGkXRoCgKeQc2ERoWi6qqbFz9BpkDLyYmLo3Vn75ESdEedDoD\ndls9H7//FwA2/GcBS9/5P1J6DWXrxg94+7VfEWSy4HY7WffFPDxuJyjtyViIJfIHr4XJZMHtbmP9\nF/PxeFwoioLdVo85NIqGulKOFH5Dzz6jMBhNvP73mdht9WxY/QbvznuYg3vXUVNZgKr6OJizluXv\n/wWdzkBSSn+8HjfhkQn0zBiBXmdg15aP+GTx31BVldWfvsTWDe/RM2M4bncbb718L00NFbz09M3k\n7d9EWu/hLJr3MNnbV9AzY2Sn6//Bm79hy/r38Lid/P3J69rHyvUaiik4lH89fzvNjVUUH97Notcf\nZNvGD4iISmT5e0+y6qPngfbxak2NlUTFpBz3dVJWvB+7rZ64xIxTfs2Vlx4g2ByBcjSxCg2Pw+Nx\n0tRQQVnxPlpbmoiNT+9wjrW5hsqyQ2T0G0Nqr2Fs27iYl56eQoutgdIj+3A4rMTGdRz35mxr4XDu\nVi68dDpard5/vKGuFK/Pgzk0GgBFoyUkJJyy4r0dzjcag9HpDBTmbvUf0xuCaHPY/LfzDmzi1Wen\nsXPLR7icrad8bYQ4V0nLmhCnYNgF19O77wW4XA70hiBKj+xh945P2bz2HabeNQdzaDTX3PRbmhoq\nMFuiAIXgoy0N3yZEqs+HTmdg0i2/Y+9jl1FbXUREVBJRMalYwmLRaDSoqorP50WvD0KjaNDpjeiP\n/oy5dDpb1r3DBZf8D4W527jy+ofRG4LI278JRaMhOW0wGq0Ond4IgKLREGSy+Ftm+mddSnRsCm6X\nA53ewOH8HWi1eiZM+iXbNy2hrHgvlrAYFEVD/HGSDa1Oz+XX3s+Or5dSVrwPsyUSrdZAXEJv1h3t\nglu36nUAjEEhNDdWEpfQG5/Px4Xjp2EwBAPtH+herwdFoyE4JBwAgzEYy9HkQKcz4PN5qSrPY90X\nr/ObJ1dhCY1h3IQ7SejRD0tYDFff+Agh5kjc7jYAGhvKCQ4JQ1GOff23f72EvAMbefAPywgyWcjo\nN4bQ8DiWvvN/jL7oVhRFw2VX3wdAZHQKh/O2A/DNluXExKYdN4ltqC/jm63LufL6h/C421BVFa/X\ng8vlwGAw/ejXXHBIBHy/t1RVQVWpqy2mtvoIV90wG7e7DVX1+evxuF1oNFomTPolGo2Wm6Y/yfN/\nupot69/Fbm/g6hse6XTOoX3riYxJQfX52icSAC5nKzq9sT1R/F4MKuDzeTrEmdZ7JP2zJrDsncdx\ntrXg83mpKD1EWHi8/zGpvYYy9e45fP7RHF7/+0yCQ8I7TGIQQrSTZE2IUxAemcjmtQvbEyEVfD4f\n1RX5AP7xR6bgUEzBocc8//udTjqdgYFDr2DH1x8yYOjlRMemotFoOj3uvw0cegVffPwCu7Z8hMNh\nY8CQy1FVlW2bPuCyq+5Foz3+29wSFsu6L+aj1RlRfap/bJJWq2PsZTP4ZuvHmIJDiYpJ8Sd8P0Sr\n1TFm/HS+2foxxqAQomKS0ekM1FQVcuX1D3HxxLv8j1VVHwf3bgAFf6LW/rueXD9hi60eu7Ue39Hr\nrNFoyejX3rUWn9iH7ZuWMHDoRBRF6TQW7L811peDquJxu8DUnhxGRCV9N0ngeyEZjMF4fV58Ph+r\nlv+d2372nD/xPZZvtizn4N61HCnYCUBzYyX7d/+Hd/71AHfdP++kftfv65E6kNaW9vFtiqJgba5F\nZwii8NBW3G4nxYXfHK2nipydn+Nsa+GKyQ+gNwT5E6zktMH4vF42rnmTEEskJYW7AbA2VpO9YwWO\nViuH87YTFZuKVqOlqaESr8fF6/+4g5i4Xmi1OuzWeiKik1B9XhwtzaT2GtohTlOwhRn3zqUwd0v7\ndQXCIxOIie/pf4wxKISk1IFMmfEUW9a9S3VFviRrQhyDdIMKcQo+/eApDuxZS/+sy9o/DIGIqB4o\nisLWje/j83lxu9rIO7Dx6AeWiqr6frC8wcOvYteWj8jevsI/JqgTRcHn9fpvRkYnc8ElU3n/jd9g\nNJrQG4JobqykovQAF3xvLJWiKO0tJKqKz+tBRcXn87Fu1evs2rKcQcOuIMhkPhpj+6d6v8GXUVSw\nk69WvkbmoEtO6pr0y7qMw3nbWPfFPP/4tvDIJHZuWXZ0JqCPmqpCtqxbRMcmonYqtLcWnYApJAxT\nSBjL3/0TXq8bn89L6ZEc6mqO8I8/T8bRaqNnRvvYLVVVv/fz39dfJbFHPwAO57e3mPm8HlzO1uMm\nDqVFe2hqrKTPgONPerj82l/x6F/X8MAfPuKBP3xEeGQig0dc85MSNYDhF1xPefE+/+9RcGgLoaGx\n3Pebd/ntX1Z3qGfo6Mncdf88LGGxRMWkcORoIud02tEbTUyb9UKHc8IiExh+wQ3cdf88/vrSHh7+\nv0944A8fcc3Nv0WnM/Cr3y1h8m2PYQwy+6+V2+OiqiKfiyb8DFDbu82PPq9mSyRZIyYxaPhVfLb0\nGYaNuo64hPYuWp/Px3fPv4pWqyM1vWPCJ4RoJ8maEKcgIiqJpoYK1n0xH7MlkhZ7A2HhsVw88W7W\nfv4arz43jWWLnkBRtOj0elLSssjd175UR11NMS6Xg4b6MmzNtQAk9xxMWu/hDBk5yd9aY22qxm5r\noLmxksb6CvoPnkBNZQH1taX+OC696ueYgkMJC09AUTSUlxwgtdcwdLrvxhoNu+B6Nq55k/VfzKP0\nSA5RMSnk7d+AJTSaVnsjX618DZ1Oj8fj5tDetfh8XmJi0+g74GJGj7sVjUZ7UtckJq4nfQZcxKhx\nU/znjBo3BY/LyfN/uob3Fsxm6/r3yRoxidqqw6g+HyWHs/F4XLhdbdRWH8Zuq6ey7BDlJQcAaKwr\no7mpmjaHjYa6UmzNtWh1eiZc8wvyD27mhb9M5r0Fv6b0SA6R0cnEJ/Wh4NBmtq5/j5i4NA7nbaeh\ntuTo9V9/9Pofwe1qo6G+jF59RjHp5t+SvX0Fh/auI3ffBmLiejJx0q+orizA43FRcjQ5a2qooLWl\niXVfvM6V18/ucF0crc3sz/4Sr9dNdUUeLfbGE16v1pZm9mevwet1UVXe8Zyq8jysTVW02hupqTqM\nz+clPfNC4ntkkrNrJbn7NlBwcDN3/PIVgkzHbr0FCA2L5fLr7mf1ihfJ3b+RrevfZ8I1v6B35gUn\n9Zx+nyk4jFkPvkn+wc3kHfiaPTs+o2fGCFJ6DaGhroznn5zU4bVZX1vCisV/o9+gS7n6pt8ACs62\nFpa980dWr5hL/sHNZO/4jLsemN9hgoIQ4jvKCboHTvz1VojToWY9aE0QNSpgIVx/I/QZ5mNA1g+/\nDRytVmqrDmMOjUJvMNHUUEFkdDJGYzC11UW4XW2YQ6OJiEpEUTTtg7M9bmLie+FotVJTdRiNRkts\nQi+MxhCgPTkzh0b7kwCns5XaykK8XjdxiRl4vR6aGiqIieuJwdjefejzeXj5/93K/85+G2OQmRZb\nAx6Pi7CI+O/F2kxdTTE6nYEQcyRtbTYslmgUrZaaykKCg8MICrbQUFdGRGQilrD25T7s1nqCQ8JO\n2J36fXZrHcEh4f5zVFXF2lRNc2MVOr2BqJhUf/dom8NOZHSP9vpUlZqqQhytNqLj0gCVuppijMb2\nLlWtzkBNZSHOthZiE9IxBoVQX1uC02EnyGQhOi4VjUaHzVpHU0MFEVFJeNxOWuyNxCVkYG2uxuvx\nEBPf8+j1L0Sr0RGTkI5eb6ShthRFUdBotASbwzEGmamrOYKtuY7ImB4YjSFUVxb6HxMdm0qQyeL/\nvd3uNpobq7FZawkNjcESHttpXFpZ8T5/t/KxzgkNj0V/9By7rYHG+nJ8Xrd/4VlF0dDmsGOz1qLR\naNHpDB2e5+/q2UtwSDiR0clHXyNe6mtLjn4JUImITEL7vWT+u3MiiIzu0eF4i72R2uoi0tK/a+1t\nbqzC63Xj9bgJDY/DGBSC1+OitqaYmNhUPF4Pe3asoNXeREqvIaT0zPJ3o/t8XmqrinC22TGHRmEM\nMp9w0WaXC+a/oGHJIoXU1OM+VIizXaexIJKsie7pLEnWAs3ZZqexvoK936wi2BzJ2EtvP+11Pv7g\nsbuqLrh4Klfd+MhJt8AJ8WNIsibOI52SNZlgIMRZrKoin9fmTCdz4Himz/rHGanzz//cfUbqEUII\n0U6SNSHOYik9s/jT33eg0xs6rIUlhBDi3CHJmhBnMUXRYAwKCXQYQgghTiOZDSqEEEII0Y1JsiaE\nEEII0Y1JsiaEEEII0Y1JsiaEEEII0Y1JsiaEEEII0Y1JsiaEEEII0Y1JsiaEEEII0Y1JsiaEEEII\n0Y3JorhC/ACnAxa+qiEouPvuDXre6PEFmI/AoZ93QWG5wJfAL7qgrNNDqwWfVzZn/j7VBw11nbZM\nFOK8IMmaED9g7lwoKoJj7KkrzgCvz8uRhiKW5c/hy7L53Dn4Cf7nwVN/Lj77bAP/+tfveOKJgQwb\ndjGK0v2eX6OxHFWtxW6PQVWjMBiM3TLOM81kgoSEQEchxJknyZoQP6B37/YfcebV2mp5ee3LvLv/\nXQpqCoi1xHLftVczIu3Uy960qRyns4Wvv57DffcNISws7NQL7WJudyxWaxCNjY20tuZhNBqJjo4m\nIiICjUZGrwhxvpFkTQjRbaiqyuoDq7n733dTba3G7XUDkJWcRXpsepfUUVZWhqqqfP755yxevJhZ\ns2Z1SbldSa/XExUVRWRkJKqq0tDQQGNjI6GhoZKsCXEekmRNCBFwHq+HPWV7eG39a7yz9R3a3G3+\n+zSKhvF9xxMRHHHK9fh8Purq6oD2xPCRRx5h5MiRDBky5JTLPh0URUFRFKKjo4mOjj7mY3w+nyRw\nQpzj5B0uhAi4F9a8wJRXpzB/4/wOiRqAispNQ2/qknra2tqw2+3t5aoqdrud3//+9zQ2NnZJ+Wea\nz+ejsLCQwsJCWlpaAh2OEOI0kWRNCBFwOeU5VDRXdDquKAqX9LmEvvF9u6Qeu91Oa2ur/7aqqqxb\nt45ly5Z1SflnmkajISUlBY1Gw759+9izZw+1tbV4PJ5AhyaE6EKSrAkhAu6lqS/xh2v+gFHfcdaj\nRtHw1xv+2mX1tLS00NbWseXO6XTy3HPPUVlZ2WX1nElGo5GePXsyZMgQ4uPjaWhooKqqKtBhCSG6\nkCRrQoiACzOF8durfku/+H6YjWYU2sdqZfXI4oJeF3RZPS0tLTgcjg7HVFUlPz+fqVOn4vV6nSCo\nRQAAIABJREFUu6yuM81oNBIXF0dGRgYJsr6FEOcUSdaEEAHX5m7jqc+eIjE8kTfufIP+Sf0BmDR4\nElqNtsvqaWlpwWq1+m9/OzDfaDRSUlLCvn37uqyuQNFoNGi1na+Zz+ejuLgYq9Uq3aRCnGVkNqgQ\nIuA+3/s52aXZvHnnm8RYYugb15dX1r3CpMGTurQem83mn2AQERGB2Wzmf/7nfxgzZgxpaWlkZmZ2\naX3diaqqGAwGysrK8Hq9hIWFERsbS1BQUKBDE0KcgKKqx93QRHY7EYFRsx60JogaFehIxGlW2VzJ\nlf+4kn/N/BcX9rrwtNZVWFjIsmXLGDduHMOGDWPUqFH8+c9/5vrrrz+t9XY3VquV4uJibDYbGRkZ\nxMTEBDokIcR3Om1XIsma6J4kWTsvFNcXM3XeVG6/4HZ+fvHPu7TL82T8+te/xuv18o9//OOM1ttd\ntLS0oNfrMRgMgQ5FCPGdTsmajFkTQgSEw+Xgb5//jcv7Xc494+4544kawNVXX83OnTs7TTo4X4SE\nhBwzUfN6vVitVk7wZV4IcYZIsiaEOON8qo/3d7xPja2GR696FIMuMC0748aNo6WlhZKSkoDU3121\ntLSQl5fH/v37qauro62tTRI3IQJIkjUhxBm3Ys8K/rnmnzxx3ROEGEMCFofRaCQjI4Pi4uKAxdAd\nhYaGkpWVRUJCAg0NDeTm5lJQUIDL5Qp0aEKclyRZE0KcUYcqD/G7Zb/jpWkvMSQ58HtyDh06lPz8\n/ECH0e18u5l8RkYG/fv3x2QyodPJAgJCBIIka0KIM8blcfH3NX/nZ2N/xkUZFwU6HAAuuOACcnJy\nAh1Gt6UoCnq9nh49ehxzw3iPx3NWLyYsxNlAviYJIc6Yv372V2xtNmZdNCvQofglJCRQUdF5X1Jx\ncmpqaqirqyMmJobY2NhjLsgrhDg1kqyJc15zczNms/lHfYj4fD7q6+uJiYnBarXi9XqJiIg45VhU\nVaWlpQWbzYbJZMLlcqEoCl6vF51Oh6qqREVFHbMF42ymqior963k1XWvsvWxrYQHhwc6JL/o6Gja\n2tqorq4mLi7uJ5fz7XNbX19PdHQ0wcHBHfY5PVnNzc3+19u3+5iaTCb//W63m4aGBmJjY39S+aqq\n+je0j4qKoqGhAZfLRXBwMF6vl8jIyB/1XklMTCQkJITi4mJKSkqIiYkhMTFRFtsVogudW58IQvwX\nr9fL7Nmz+eqrrzoc/35LypEjRzqd5/F4+PDDDwHYsGEDf/zjH0+qvvLy8uPer6oqu3fvZty4cSxb\ntoyVK1eycOFC/vCHP7B582befPNN/wr755LihmL+ueafLJq1iPSY9ECH00F4eDjp6eksX778lMrx\n+Xzs3r2bzMxMCgoK8Pl8P7oMVVVZt24dzzzzDF6vl6KiIgoKCjo8pr6+nnvvvRe3233MMk60Ib3P\n52PHjh1ce+21tLS08MEHH3DLLbewc+dOnn/+eb788ssfHXdYWBiDBg2iX79+aDQaDh8+LLNHhehC\nkqyJc1pBQQHjx49nzpw5/v0Q6+rquOuuuwAoLS3luuuu63SewWDgnnvuASAzM/OkEqjs7Gx+8Ytf\nHPcxGo2G9PR0mpubmTx5MtOnT2fUqFH06dOHyZMnc/fdd2M0Gn/sr9nt/e3zv3Fh+oVM7Dcx0KF0\notVqGT58uD85P5VyMjMz0Wg0ZGVl/aTuQEVRyMrKwul0Au2vvQEDBnR4THh4eIeWtu/btWsXjz76\n6Anj7NOnD83NzYSFhTFp0iRiYmK44oormDhxIhs3bvzRcX8be2hoKKmpqfTt2/cntfoJIY5NukFF\nt7Vlxx4e+fNDzJs3j/vuu4/bb7+dG2+8kSeeeII5c+bw6KOPMmHCBDZv3syzzz7LihUrqK2txel0\nctlll5GRkYHD4eC6665jw4YN7NixgwsvvBCr1UppaSlr1qwhOjqasrIytm3bRnBwMNOmTePWW2/1\nrzP11ltvoSgKhw8f5ne/+x379u3jqaeewuv18utf/5rFixfz9ttvU1lZybhx48jNzaWkpISgoCDe\neustioqKUFWVxx9/nE8//ZSEhASKi4tRFIXo6OhOv3NUVBS5ubl89dVXJCUl8eWXX3L33XczePDg\nADwDp87r8/Lvzf/mUOUhnrjuiW77AT5y5EgeeOABDh48yIwZM5gzZw5btmxh9+7dzJ8/n6eeeorH\nHnuMjRs3otPp2LFjB1dffTVDhgzh6aefJjExEaPRyJVXXgm0fyH42c9+xrRp0/j6669xu90888wz\n3HPPPQwZMoRf/vKXPProozz99NN88cUXJCYmsn79eqZOndohWf/Xv/5FcHAwM2bMYP369TQ2NuJ0\nOiksLARg8+bNVFRUkJ+fz/Dhw2lububAgQNUVlbi8Xh47733yM/PJzQ0lEceeYSlS5eSmprK4cOH\n/XUoioLNZmPr1q0sWLCAWbPaxxM+99xz5OTksHDhQhYtWkTPnj0ZM2bMCa+loig/mKhWV1djNBoJ\nCQlBr9f/5OdLiPONtKyJbuvCkVmMHj2a1tZWxo0bx5EjR8jOzuaBBx7AaDQyefJkYmNj/V2cLS0t\nfPrppwwYMIAePXrgdrt58cUXueeee9i9ezerVq1CVVViYmIIDQ3l8ssvJzk5GYPBwOjRoxkwYABF\nRUXcfvvtPP744/4PRICkpCT+8pe/cNttt/HZZ58xdOhQoH0s0SWXXAK0LwERGRlJSkoKr7zyComJ\niTz44INcd911LF++nNjYWCZPnnzCfSiffvppLrjgAiZPnszUqVOZM2fOWTvbbnvRdl766iVenPoi\nSeFJgQ7nB/Xr14/Q0FCqq6uZOXMmGzZsYMiQIezbt4/q6momT55MWFgYffv2JSkpCY/HQ35+Pqqq\nkp2djcFg4PLLL/eXFxUVhdPpZNCgQfzxj39k5cqVhIeHM3v2bD7//HMqKyu57777iIyMJCsri9jY\nWBobGztNdEhNTaW5uRmn08maNWuYOHEiN9xwAz179gQgOTmZ9PR0QkJCyM7OZsSIEcTFxZGQkMD8\n+fNJS0tj9uzZXHHFFbz77rukp6czefJkbrjhhg71eL1ePB4PvXr18scwdepU/31RUVFd8oVBq9VS\nVVXFgQMHKC4u9o/JE0IcnyRrolu78sor+fjjj+nZsycul4stW7aQmZmJVqvl008/pbW11T+Q+YYb\nbuDOO+/koYceIicnh9zcXGbMmMGHH37IkiVL2L17t39RT0VRUFXV39KjqioajQZFUbBYLAQHB3eI\nw2g0otfrGTJkSIfB/6qq4vP5Oo3Pqaurw+l00rdvXy699FLy8vL8CdeJWhSampqoq6sDYODAgbS2\ntp7CFQycNncb/1jzD3571W+7xXpqx2M0Grnqqqv45ptvuOeee1i6dClNTU1cfvnlvPvuu/6JB/n5\n+WRnZ9O7d2+8Xi96vZ4nn3yS+fPn8+KLL/rLUxQFRVEwm80YDAb/cz9mzBjMZjP/+c9/SEpKQlEU\n9u7dy969e0lJSemUlH/bQuX1ev2tYd9vuSovL2fnzp0MHDgQt9vtf11D+2vQ6/WSmZnJuHHjOHDg\ngP+1+9/rpYWHhzNu3DjuuusuNm/ejMfjISkpiZSUFN577z28Xi9ms/mUr3N0dDSZmZn07t0bu93O\nrl27KC0tPeVyhTjXSTeo6NYGDhzIihUrePzxx/n3v/9NRkYG0D4jbs2aNYwdOxZFUdi0aRNHjhwh\nJSWFe++9l7KyMl555RXeeustoP3DqK2tjblz5zJr1iwSEhLYuHEjo0ePJjExkW+++YbY2Fh8Ph/l\n5eX+7qbm5maCg4P9EwPy8vK49tpr/Und4sWLcbvdOJ1OzGYzOp2OsrIy7r77bp544glaW1tJSEhg\nwoQJvPHGG3g8HiIjI4mMjMRqtWI0Gtm7dy9FRUVYrVZCQ0N58MEH+fTTT4mOjqagoIB77733rFsO\nQVVVXvrqJYINwVw7+NpAh3NSbrrpJj766CN0Oh233347ISEh/OY3v+H5558nKSkJVVXJzc31J0SN\njY243W6WLl3K448/zkcffUR+fj4+n4+tW7dis9k4cuQIMTExuN1uysvL/S20q1evJjIyEp/Px969\ne0lLS6OpqYk9e/b4ZyI7nU6Ki4upqqrCYDAQFxfHggULGDhwIKqqUllZSXFxMeXl5QQFBVFWVobF\nYkFVVaqrq5k2bRrPP/88jY2NJCYmMmnSJObOnYvVaiU8PJywsDDq6urYtWsXdXV1rFu3jm3btjF+\n/Hh/Mjd9+nSuv/561qxZ06XXOiQkhP79+9Pa2ioTEYQ4CcoJ3ijyLhKBUbMetCZ8ESOw2WyEhYXR\n2tqKXq/3t0wVFxej0+lwu92YTCY0Go2/hUyv11NeXk6vXr0ICgrC4/FQUlKCqqqkpqZSW1uLVqsl\nNjaW4uJiLBYLBoPBn/BB+4zRtLQ0DAYDFRUVBAUFodFoiIiIQFEUysvLcTqdhIeH43A4SEhIoKSk\nhNjYWIKDg/3dPImJiQQHB1NeXo7H48FisWCz2UhOTkaj0VBVVYXL5SIpKQmDwYCqqlRVVaHX68/a\npTzWHFzDzAUz+erXX5EZnxnocE6K3W7n5ptv5u2338ZisaAoCiaTicbGRv+yLU1NTTQ0NGCxWGht\nbSUlJYUjR450aEGrqKggLi6OxsZGoqOj0ev1lJaWkpqaSkhICD6fz/+ahvbZnc3NzYSEhOB0OjGZ\nTNjtdpKTk6mtrcXj8ZCcnExjYyN1dXWYzWY8Hg9RUVH4fD5qamoIDw/HarWSkpJCSUkJ8fHxGAwG\nSkpKcDqdJCUlYTKZKCsrw+v1Ehoait1u928nZbVasVgsuN1uEhMT/e+xtrY2HnvsMZ5//vkzOt7Q\n5/Ph8/lkxwRxvur0ZpNkTXRPR5M1okYFOhLxI1Vbq7njjTu4e9zd3DLilkCHc9K8Xi+33XYbf/nL\nX+jXr1+gwwm4wsJCVq1axdSpU4mMjDyjdTscDg4dOoTZbCY2NhaTyYTBYDijMQgRQJ2StbPr67oQ\nottbsGkBA5MGMmXElECH8qNoNBp69OjRYabk+aypqYmBAwee8UQN2ifufDvpo7y8nIMHD/pbCYU4\nH0kbsxCiy+SU5fD+9vdZet9SlM5fDrs1RVEYPHgwmzZtYtKkSYEOJ+CGDx8e0PqDgoIICgoiNjYW\nh8NBaWkpTqfznFyHUIgTkZY1IUSXKG8s584372T2FbPJiMsIdDg/Sa9evdi9e3egwxDfoygKwcHB\n9O3bl9DQ0E73ywQFcT6QZE0Icco8Pg/zNs5jZNpIpo2eFuhwfrJevXpRVlZGdXV1oEMRJ6m6upr8\n/Pxzcps2Ib4lyZoQ4pTlV+ezPm89T934FAbt2TsQvEePHsTFxbF27dpAhyJOUmhoKD6fj/3795Of\nn09ra+tZu4i0ED9EkjUhxClpcbbw2w9/y9RRU4kMOfOD0buSRqNh/PjxfPHFF4EORZykb7tIBw8e\nTEhICCUlJZSUlEjCJs4pMsFACHFKXl77MtY2KzMunIFGOfu//1122WW8//772O32Llm1X5wZJpMJ\nk8lEfHw8Pp/vrFtIWojjOfv/sgohAianLIePdn/E6zNex6Q3BTqcLjFy5EhUVe2wN6w4e2g0mmMu\npquqKq2trbjd7gBEJcSpkWRNCPGTvbHpDaaOmkrf+L6BDqXLGAwGhg4dSl5eXqBDEV3I6/VSWVnJ\n/v37KS0t9e8TLMTZQJI1IcRPkl2aze7S3WfVLgUna9y4cRw8eFCWhTiH6HQ60tPT6devH3a7nZ07\nd5Kfny8L7YqzgiRrQogfrc5ex4z5M7j3kntJCEsIdDhd7sILLyQ/P1+6zM5BRqORzMxMBg8ejMFg\noKWlJdAhCXFCMsFACPGjqKrKm1+/SXJkMjcPuznQ4ZwWMTExNDc343a7ZU/Kc5CiKJjNZsxms7Se\nirOCtKwJIX6UoroiVu1bxeszX8egOzcTmdDQUPR6PWVlZYEORZxmitJ5WzS73U5paSktLS2yBIjo\nFiRZE0L8KG9tfouxvceSGJ4Y6FBOm5CQEPr27cuKFSsCHYoIAL1ej1arpaSkhNzcXCoqKmRCgggo\nSdaEECctrzqPRdsWMX309HNiTbUfotFoGDx4sCRr5ymj0UhiYiKZmZkkJiZSWVlJdnY2bW1tgQ5N\nnKdkzJoQ4qQ4XA7+8NEfuGPMHfSJ7xPocE67rKwsdu/eTX19PVFRUYEORwSAoiiEh4czbNgwWltb\nZfyiCJhz96uxEKJLbSrYREVTBQ9NeAiFzuN8zjW9e/cmOjqa7du3BzoUEWCKohASEoJG0/kj0+Fw\nyCQFcdpJsiaEOCGP18P7O95n9hWzCTWFBjqcM0Kv13PVVVexZcuWQIciuilVVSkpKeGbb76hsrKS\ntrY2fD5foMMS5yDpBhVCnNDu0t3UWGu4pM8lgQ7ljLrhhht46aWXcDgcmEznxnZaZ1Jra+s5P5sy\nISEBm81GfX09lZWVhISEEBERIa8X0YmiKJhMpp+0b60ka0KI41JVlV+9+ytmXTSLKPO5NXbL6/Vi\ntVqx2+04HA5aWlpwOBwd/t/S0sKiRYsICgrqdL7BYPD/4TUYDAQHBxMSEkJQUBAmk4mQkBBCQkII\nCws7ZhfauczpdHLw4EEcDkegQzljfD4fNpuNmpqaYy4JIkR8fDy9e/f+0edJsiaEOK6P93xMvb2e\nKcOndOuxal6v159oORwO2traaGtrw2az0dTUhN1ux26343Q6/fd7PB40Gg1arda/Abher0ev12Mw\nGNBoNEybNg3gmEs3fP+Y1+vF4/HgcrlwuVx4vV58Ph9erxev14vBYCAoKMj/ExwcjMViISIiAovF\n4j9uMpn8P2dzgqeqKl6vl3HjxgU6FCG6hcLCQurq6vB6vfTq1Qu9Xn/S50qyJoT4Qc2OZt76+i2e\nmfIM4cHhgQ6nA5vNRkVFBRUVFVRVVdHU1ERrays+nw+9Xu9PvL5t7bJYLERGRqLVatHpdP4frVbr\nT9a6Mjn6NlHz+Xx4PB48Ho8/ofv2x+FwUFBQgMPhwO124/F4cLvdaLVaTCYTkZGRxMfHk5iYSEJC\nAmazucviE0KceampqTQ2NnL48GF69+590l2ikqwJIX5QTlkObe62gG0r9W3rzLeJTV5eHocOHaKo\nqIimpiYMBgMxMTHExcWRmppKVFQUISEhAYn1v30/+TMajSd9nqqq2O126uvrqaurY+vWrVRXV6Oq\nKhEREaSnp5OZmUmfPn383bA6nfwpF+JsYDQa6dOnD4cOHaKgoICMjIyT+pIo73AhxA9avGMxt4y4\n5YzW6fV6qa2tpaKigurqampqamhtbcXpdBIcHExoaCijR48mNDQUi8VyVncVHouiKFgsFiwWC2lp\nacB3Y6Gam5uxWq3s3LmT9evXYzKZMJvNxMbGEh8fT1JSEpGRkefcNRHiXKLVaunduzcFBQXk5+ef\nVJeoJGtCiGMqri9ma9FWZl8x+4zUZ7PZ+Oabb9i9eze1tbVERESQlJREeno6BoPB37V5Pg7c1mg0\nhIWFERYWBrS3vn3bZepwOCgtLWXPnj1YrVZiYmIYPnw4I0eO/FEtekKI06+pqQmPxwNAZGQkVVVV\nFBUV0afP8RcaV06wmJ+s9CcCo2Y9aE0QNSrQkZyXfKqPe9+5l7CgMJ675bnTUofX66WhoYGysjKy\ns7MpLi7GbDbTq1cvUlJSjjn7Uhxfa2srJSUlFBUVYbPZ6N27N0OGDCEpKYnw8PCftGTAT9XW1kZO\nTg6jRsl7WAhoT9RKS0s7LGfj8/lwOByMHTv2+w/t9I1UWtaEEJ3kVuXy5cEvWTN7TZeX7XK5yMvL\n87egBQcHk5iYSJ8+ffwtR+KnCQ4O9o9ns1qt1NXVsWnTJtra2khISGDo0KFkZGSc0aRNCNEuPDyc\n8PCOE7VcLhcHDhw44bnaP/3pT8e7/7h3CnHatBSDRg/BSYGO5Ly0cMtCYi2xTBs9rUvLzc3N5dVX\nX2XPnj2kpaUxfPhw0tLSiIiIkJa0LqQoCkFBQURGRpKamkpaWhpNTU188skn7Nixg+TkZCIiIk5r\nDB6Ph+rqapKSzs73cHV1NYMGDSI3N5ebb76Zw4cPM3v2bC666CLmzp3L+PHjT3lsYGNjI9OnT+eR\nRx4hKSmJgQMHsnv3bt577z1ycnIwGo3ExcXhcrlYunQpv//975k6dWqHMvbt28e8efO4+OKLOxzf\nv38/77zzDnv37kVVVRITE9m2bRtLlixh2bJlZGRkdHoNuFwulixZwhNPPMFtt90GQENDA3PnzmXr\n1q1s3ryZHj16kJWVxaFDh7jxxhspKirikUce4ZJLLiE8PJz58+ezZMkSJk6c2KHsJUuWUFhYSN++\nfTscr6+vZ8qUKTz22GOkp6fTt29ftm7dygcffEBOTg6hoaE/uDfva6+9htfrpUePHmzZsoXFixeT\nk5NDWFhYh3P27dvHwoULee+990hPTyc6OhpVVVm6dCm33347H3/8MZdeeilarZZXXnmFvXv3kp+f\nz8CBA/H5fLz00kvs2bOHvXv3kpWVRXNzM3PmzGHlypUEBweTnJyM1WrlmWeeYfXq1Wi1Wv940xP5\ndoxufHz89w8/+d+Pk1GoQogOrG1Wvi78mnsvubdLynO73WRnZ7NgwQKWL1/OoEGDmDJlirTwnEFa\nrZbMzExmzJhBZmYmS5cu5c0332Tv3r3+8TPnum3btrFnz54TPi43N5cvv/wSaE8wXn31VYxGI889\n9xyrVq3CZDLx0EMPnXKi5vP5yM7O5oUXXmD58uX861//oq2tja+++oqZM2dy/fXXs2zZMqB9weVR\no0ZRWFjYoYyKigoWL15Ma2trp7L/85//cOuttzJlyhRWrVqF0+lk4cKFzJw5k/vvv58XX3yRtra2\nDucZDAZGjx7N4cOH/cc2b95MZGQkDzzwAI2NjTQ0NLBkyRJee+019Ho9zz77LCtXrvSvIzh+/HjK\ny8s7lFtUVOSP4b/j3LlzJwsWLODdd99lzpw5WK1WNm7cyM9//nOuueYaFi1adMzrV1BQwNq1a3G7\n3TQ3N7Nx40buu+8+rr76ahYuXNjhsXPmzGHq1Kk8++yzPPPMM1itVpxOJ8OHD2fnzp0MGTKE3Nxc\n3nnnHTIzM5k1axZVVVXs3LmTN954g5SUFP73f/8Xu93Ohg0b/j979x0eVZ09fvx9J8mU9EYSCKkk\nkBB6EIIKitIUFFcUlF3boiKK4s8V13XFspa1i4iVXSs2IIKADSyAAtJDSSGE9JDeJ9Mz9/cHX2aN\nAUHahOS8nmeeR6fce2aGzJz5lHO46aabuPLKK3n88ceZM2cOhYWF3HXXXUycOJFHH32UO+64g7y8\nvBP4V3DiZBpUCNFGTnkOnh6eRIdEn/KxampqWLFiBRUVFQwaNIjBgwej1WpPQ5TiZHh4eJCcnEx8\nfDzl5eWsXLmSnTt3ctVVV7l1Cnrv3r28/PLLDBw4kK1bt/L444/T2trKSy+9xIABA9DpdOh0Ory9\nvTlw4AB33XUXxcXFzJo1i+eff56ePXuyYMECHn30UR555BGmT5/OkCFD+PTTT7FYLKiqSkZGBp6e\nnrz44otkZmZSWlrKgQMHmDBhAoWFhfz888/U1dWRn5+Pv78/ixYtYvDgwW3iTExMpL6+nnfeeYep\nU6diMBh4/vnnOe+88/jpp58YOnQoLS0tVFRU8Pjjj5Ofn8+WLVvIyspi2rRp9OvXz3UsRVEYMWKE\n67nFxcVhNpupqKhwNY0/ePAgdrvdtbnm10wmE7t37+aSSy5h7dq1bW5zOp0cPHiQgIAA9Ho95eXl\nmEwmCgoKXE3p6+rqMJlM7Ua0f3uehIQEXn31VbRaLQkJCSQmJrZ7TGJioivp/+2uxoaGBnbs2MF5\n553num7dunWUl5dz3XXXMWrUKAwGA06nk+joaJqammhqakKn0xEWFsaePXtwOBxs2LCByspKrr/+\nempra9m2bRv9+/d3naOlpQUvLy/Cw8PZvXs3DofD9Vxyc3PRaDTo9XpsNht1dXXExsYSGxtLRUUF\nwcHBDBo0iEcffZQPPvgAOFwPLTs7mzfeeINPP/0UgJSUFHbv3s2uXbvw8PBAq9USHR1NVlYWe/fu\nxcPDAy8vL/r06UNGRsZJdSo4FhlZE0K4qKrKqz+8ysW9L8ZXd/IFWJ1OJ0VFRbz99tuoqsqkSZOI\njY2VRK2D0Ol0xMbGMm7cOIxGI2+88QYFBQVui6dPnz58+OGHjB49mvHjx3PPPfcQFxfHJ598wqBB\ngygoKCA8PJwpU6YQGRnJQw89RN++fenfvz95eXk0NzczZswYvL29ufLKK4mJiQHgueeec021Dx48\nmGHDhqGqKllZWURHRxMcHMzPP//MhRdeyLp165gzZw4zZ86kb9+++Pj4tBv5VRSFgIAAsrKyMJvN\nhISEsHnzZuLj47n33nuZM2cOU6dOZceOHVRVVbF48WKamppQFIUvv/yy3bH0ej2KolBSUsI111xD\na2srLS0tri99jUZDXV3dUV+z7OxskpKS2uz4NZlM5OTkkJOTQ3Nzc5vCz3V1dfj5+bFq1Sp++eUX\nmpub0Wg0rsfs37//qOeJj49n8uTJvPTSSwDo9fqjvi5HKz3R2trKjh07mDBhQpu//V69ejFs2DBX\nr0w4PPp2yy23YLfbsVqtKIriekxdXR2JiYkMGzYMu93O5s2bmTZtmuucRx6j0WjQarWoqtrmdYuP\nj2fZsmVs3ryZmpoaVxLX0tLCf//7Xz766CMKCgooKipyxePn50djYyP5+fmu2o2BgYE0NjZy5ZVX\n8vrrr7N582Zyc3MxGAxcdtllLFiwgM2bN5OVlYW3t/dRX8+TJSNrQgiXA1UH2JC7gUevePSkj2G3\n29m0aRPr169n8ODBxMTESN2vDspgMHDRRReRl5fHsmXLuOCCCxgxYsRZL4+i1WpRFIX1AdvQAAAg\nAElEQVTu3bsTExPDc889x5FKBb169eLgwYNcccUVAEyaNIl33nkHh8PB3//+d5555hkaGhqYOXMm\nQJu1W4899hhPP/0048aNcz0nRVFITU0lMzOTuro6PDw80Ov1BAYG0qNHD0pKSn431iOJFPyv8HFo\naCi+vr54eHgQEhKCVqulqqqKhoYGZs2aRbdu3WhpaTnq8erq6qisrGTkyJE4nU4CAgJwOBw4nU5X\n0eejeemllwgPD6eqqoqDBw+yYcMG4uLiWLVqFaqqEhIS4uqG4enpSVhYGI899hjr1q1j9+7d9O7d\nGx8fHw4dOsSqVavw9PRst54MYNu2bQQHB7N8+XIeffRRJk2adMyYfqu2tpYPPviAr7/+mszMTLRa\nLb1792bgwIHt7mc0Ghk5ciSNjY34+PjgdDqx2Wx4e3sTGhrq+gzZv38/n3/+OevXr2fr1q3s3r2b\nm266CW9vb5xOJ3a7HR8fH0JDQ13Hf+KJJ1i7di07duwgOjratZ7N19eXhx9+mICAAGpqaujXrx/N\nzc2Eh4fT3NxMREQEgwYNorGxkR49elBXV0dERARz5swhPT2d7du3o9Fo6N+/P0OHDnVdZ7fbSU1N\nPaHX6ERJsiaEcPlw84eMShxFr269TvoYu3fvZt26dVx22WWn/dfl6ZKZmcl3333H7Nmz3bZurrKy\nkr///e+8+eabrmmlDRs2sGDBApYtW3bUx6xfv54NGzbg6+tLSkoK48aNOy2x9OrVi8DAQFasWIGn\np6dby22YTCbS0tJcoyqqqjJy5EgWL15MWloa+fn5XHTRRXh5eREZGYmqqkRGRrpGS77//nsGDhxI\naGgo+fn5PP/884wfP5558+ZhNptRVZUvvviCQYMG4e3t7bruSHLo7e2N1WpFVVUURcFutwO0Kbeg\nqipOp/Oo8TudTlRVxdPTk4aGBtauXcvo0aPZu3dvu/ersbGRlStXMm3aNGw2m2sBf3NzMzabjSFD\nhriSlF+fH+C1115zrfn65ptvGDZsGHq9nrlz56KqKv/5z3+ora3F19eXhIQE9Ho9SUlJdO/enQkT\nJvDuu+/i5eVFTEwMc+fOdR33t+dpaGhAVVV69uxJQkKCa7rzaK/Lb/8/NDSU+fPno6oqH330Eb6+\nviQnJ1NUVITVaqV37940NDSwfPly/vKXv2CxWMjIyCAgIACLxUJ1dTWjRo1Co9FQWFiI3W4nISGB\nF198EVVVeeWVV0hLSyMtLY2srCysVivl5eWuzR+5ubn4+PgQFxfH9ddfT1paGh9//DEGg8HVFcXP\nz4/Q0FAiIyO5++672bNnDwkJCRQUFDB58mTmzZvH9u3bSU5OZteuXVx++eX4+/szffp0Zs2axQsv\nvOBKDKdPn84DDzzAwoULCQ8PP/o/8JMku0FFxyS7Qc+6GmMNz3z9DI9d+RiRQSf3uldUVLBkyRIu\nuOCCM77b8FS89tprDBkyhOjoaHbv3k2PHj3O6PmsVit79+6le/furusWL15Mjx49GDFiBADl5eU8\n99xz1NXVccMNN7Q7xrp16/j444958sknGT58OM899xwOh4OkpKRTHglTFAVvb2+6d+/O1q1b6dWr\n1ym37fqju0H/9a9/MXXqVFRV5ZprrqG4uJji4mLi4uKYPHkytbW1lJSU0NDQwF//+lc8PT3RaDTE\nxcWRkpLi+mHw4YcfEhUVRXh4OP/5z3/w9/dn0qRJ9O3bl8zMTNLS0tBoNHzzzTf07t2boqIibDYb\nVVVV9O/fnx49epCdnc3gwYNRFIXNmzdTW1tLdHQ00dHRGI1Gdu/ejZeXF8HBweTk5NCtWzdsNhvl\n5eXExMRQXV1NSEgIY8aMYenSpWRnZzNp0qQ2vV2dTierVq3i888/Z9myZaxYsYJbb72V2NhY9uzZ\nQ0VFBWlpaQQFBWG1WtmwYQMtLS2kpKQQFBSEwWBwJR2qqjJkyJA272dYWBj79u2jrKyMoUOHEhYW\nRl5eHkuXLuX+++8nKSmp3XtgtVpZv349JpOJlJQUgoOD6dGjB/v376esrIzo6Gj69euHqqps3ryZ\nuro61+tyZEr166+/xmazkZKSgr+/vyvO5uZmunfvTmxsLFlZWRQWFpKYmMiyZctYuXIl6enpfPHF\nF9x2221ER0eza9cuqqqqGDlyJAEBAezbt4+ioiL69u3rOmZ9fT2JiYn07NmT4OBgVzmgUaNG4e/v\nz7Zt2zAajQCkp6fzt7/9jQEDBgCHi3C/8sor1NbWkpKSQt++fYmJiaG4uJi8vDwiIyNdU+hlZWXk\n5eXRrVs3zj//fGpra/nqq68YPny4a9drXV0d3377LUlJSUycOPGE/05OdDeoFMUVHZMUxT3rfsz5\nkfnfzWf5XcvRKH982rK1tZXXXnuN4OBgBg4c2GE7DdTU1PCXv/yFd999l48//pj6+nqefPLJM3Y+\ni8XCggULMJvNPPro4ello9HI7bffzvPPP+8aHVq7di1ff/01WVlZfPvtt22O4XA4ePjhhxk0aBDX\nXXcdcHgU7t133+WFF144ZmmDP+rIQny9Xs+1155am7E/UhRXVVV0Oh3FxcWEh4d32H8757r6+np8\nfX2P29qos6mvr8fb2/u0dfSor69Hq9W2+UHT2NiIh4dHm4T8RBypszZo0KBfX93uD0AWkgghAFh/\nYD0TB0w8qUQNoKSkhPLyclJSUk7rl+2qVasYMGAAO3fupKqqijvuuMO1C6y4uJg5c+bw8ssvM2PG\nDPbv38/BgwcZM2YM06ZNo6KigubmZmbPns2SJUsA+OGHH0hLS6O2tpYVK1awd+9eMjMzUVWVpUuX\nMn/+fObNm8eiRYuw2+2sWrWKqVOnkp2dzfTp08nLy6OgoIBnn32W559/nmHDhpGamsqMGTMwGo18\n+OGHPPzww9x2223s3buX/fv388UXX5CRkUFOTg4AOTk5REdHExkZidPp5LPPPiMlJeWYo1kOh4Os\nrCzi4uJc1yUnJ3Po0CEaGhpO22utKAqxsbFs374ds9l82o57PD///DMhISFs2rTpmNOL4tQFBQV1\nuUQNDj/v09l6LSgoqN3fakBAwB9O1P4ISdaEEDhVJ9sKtjE8fvhJH6O6upqwsLDT/mVwxRVXEBwc\nDEBYWBjDhw93reNZt24dISEh3HvvvdhsNhYuXEivXr149tln0el0KIqCh4cHY8aM4aqrrsJisbBx\n40amT59Ov3798Pf3Jzk5mZSUFFRVZceOHUyZMoWbb76Zjz76CLPZTGtrK3l5eTQ0NDB37lzCw8NZ\nsGABiYmJ/O1vf2PKlCmkpqby1ltv8f7773Po0CHi4uJobW3lgQceICoqCh8fH/r160dSUhKqqrJ3\n715Gjx7tOmdCQsJxpwstFkubLwh/f39Xg/vTKSAgAJ1OR1FR0Wk97u8ZOXIk5eXlXH311VJ7T4ij\nkA0GQgi2FmwFID40/qSPYbfbz1hpjl+P1CmK4vr/qVOnUltbS3p6OiaTyXX9kCFDCAoKIisri6Sk\nJAICAtBqtRw4cAC9Xk9iYmK7c2g0Gh588EF27NhBTk4OZrMZjUZDt27d8PT0bJMkHklmjpRyCAkJ\nwWg0kp+fz8yZM9Hr9YwdOxaNRoOfn1+b8zgcDgoLCxkzZgyVlZXk5eVxwQUXUFpaSktLCw6Hg0OH\nDhEeHu5KXBRFITQ0tM1ol9FoRKvVtquLdao0Gg2enp7tCqYKIdxHRtaE6OJUVeXltS9zce+L8dP7\nHf8Bx+Dv7+/aOXYmHG16bNeuXcyaNYsLLrigTTkBRVEYO3Ys6enpbNy40bWYOjc3l379+h11mlZV\nVV599VVMJhOTJk3C09OzzXP5dfmRe++9l5qaGj777DP0ej1///vfUVWV+vp6WltbXYuug4ODXSNf\nR45VXV2NzWYjNDQUm83G2rVreeSRR3j44YfZtWsXDQ0NPPXUU66F0YCrfc2vy0rk5eXRo0cP16jj\n6WK1WrFYLCdcnkEIceZJsiZEF1daX8qarDVMHjz5lI4TExPjqsB+uh3Z2VVeXk5hYSGqqlJWVsbq\n1asxmUw0NjbS0NCA1WqlpqYGgKFDh1JeXk5jY6Nrp1VGRoZrNxjgquRuNptdLXq8vb3Zt28fDoeD\nsrIyWlpa2pVq+OGHH0hISCA1NZVx48ZhMBhcJRIefvhh1qxZw4YNG1i8eDFms9l1HovFwtKlSxkw\nYAAGg4Ho6Gjeeecd3nvvPd577z0uvPBCQkNDee211wgICGD58uVs27YNT09PLrnkEr7//ntsNhsO\nh4PFixczduzY056slZeXExIS0mbnqhDCvSRZE6KLW5+7nv6R/ekd3vuUjuPn58cll1ziKgp5Ot1+\n++0sXbqUf//730RERHDZZZdx6NAhJk2ahN1u56uvvuK6666joaGBjIwMACIiIrj66quZOnUqiqJg\nsVgoKipyVbcHmDlzJjU1NRQVFaHRaBg7diwLFy4kJCSEYcOG8fTTT7Ny5UpsNhuvvvoq1dXVwOFR\nstdff51rrrmGyy67jNGjR7N582Zmz55NfHw8Tz31FMuXL2fatGl069aNO++801W8dNmyZZx//vlH\nfZ6KorQZwTtw4IAr+R0zZgxXX301Tz/9NE899RQXXXQRN9xww2ktOOxwOMjOzmb8+PFdrpDxli1b\nGDlyJNu2beO8885jzpw5REVFMWPGDGJjY8nJyWHy5FP7QfNbdXV1TJkyhaioKFdLo507d/Lyyy/z\n9ttvs3fvXuDwEoMlS5Zw5ZVXtjvG3r17eeqpp9pdv2/fPl5++WUWLVrE9u3bAfjll1+YP38+Dzzw\nQJv+n0fYbDY+/fRTpkyZ0ibGF154gZdeeokXXniB4uJi4uPjufPOO/Hy8mLGjBkkJiaSkZGBxWLh\nrbfe4oEHHmh37KVLl7Jy5cp219fU1DBx4kRiY2P54osvXHG+9NJLvPXWW8fsrADwxhtvsGXLFgA2\nb97sesyBAwfavUYvvvgi99xzj2uTz5FG7qmpqUycOJFDhw5hMplYsGAB//nPf/j0009dP9IWLFjA\nokWLePfdd10j6E899RQPPfQQGzduBA7vBn3iiSeYN28e69atO2bMJ0tKd4iOSUp3nBW2Vht3f3w3\no5NGc915153y8VpbW/nggw9QFKVNQc/OJC8vj9WrVzN9+nTCwsKw2WxkZmayaNEiXn/9dXeHd9Js\nNhs7d+50le041d1zf6R0R0fQ2NjIuHHj+Oyzz2htbaVXr15cdNFFfPnll+Tn5xMUFISiKPTs2fO0\nnM/pdLJ+/XoSEhKoqqpi7ty5fPXVVyxcuJCbb74Zh8PBW2+95Sr3UlhYyMSJE8nMzHQdo6ysjLff\nfhuHw9EmYXM6ncyfP5+pU6fi7e3Na6+9xgMPPMDf/vY3Hn/8cVpaWnj55Zf597//3a7PZ0FBAVdf\nfTW7du0CYPXq1VRUVHDTTTfx2GOPce2112K32znvvPPw9vamqKiIhoYGHA4HycnJ5OTk8OSTT7J4\n8WLXMfPz83n66acZP358m5IwTqeTtWvXMmDAAAoKCnjwwQdZvXo1b731FrNmzaK+vp5Fixbxr3/9\nq93rd+DAAR5++GHuvvtu+vfvz1tvvcXs2bOprq7mv//9b5vH3HzzzTz99NMEBQVx1113MX/+fLRa\nrasu3rx58xgzZgy5ubnExcUxbtw4XnnlFc4//3wyMjIICwtj8uTJLFy4kP79+/Piiy/y5JNPkpSU\nxAUXXMCSJUuYN28e/+///T8GDBjAgAEDWLly5VHXxv7WiZbukA0GQnRhdcY6yurLmJAy4bQcz8PD\ng8mTJ/PRRx+xbt06Lrzwwk7XD/STTz5hy5YtXHHFFYSFhWE2m9mxYwe33Xabu0M7aWazmU2bNqGq\n6mlJ1P6oPXv28PLLLzNgwAC2bt3KE088gcPhOGYj99mzZ1NUVMQdd9zBCy+8QFRUFPPnz+exxx5j\n3rx5/PnPfyY1NZVVq1axf/9+FEXhlltuYf78+YwYMYKvv/6a5ORkZs2axa5du8jPz6e+vp7q6mqi\noqLarWns168fxcXFvPnmm9x3330YjUbmzZvHuHHjWLduHRMmTODgwYMAPPTQQ+zYsYO9e/dSVFTE\n7Nmzj1oH79eN3LVarauRe2Vlpasv6fEaue/Zs4dLLrmENWvWtLnN6XSSn5/vauReUVFxSo3cFyxY\n4Grk3rt373b/PhISElydC47WyH3nzp0MHTrUdd2PP/5IeXk5119//e82cu/WrRt79+7F4XCwfv16\nKisrmT59OrW1tWzfvv2YjdwzMjL+UCP3oKAgBg8e3KaRe3R0NDk5Obz55pt89tlnwOFG7hkZGWRk\nZLRp5J6dnc2+ffvaNHLfvXv3CSVrJ6rz/ewVQpywsoYyAgwB+OhOrVr9rwUHB3PLLbeg0WhYv379\nGd104A5z5sxh9OjRPPHEEzz00EMsW7aMq6++msGDB7s7tD/M6XTS1NTE+vXrCQ4O5p577iEgIOCs\nx5GUlMTixYsZM2YMl19+OXfffTdxcXF8+umnDB48mIKCAiIiIrjmmmuIiorioYceIiUlhUGDBrka\nuY8fPx4fHx+uuuoq4uLi+O6771ixYgUhISEsXbqU8vJysrOz0Wq1zJ07lzfeeIPy8nJ+/PFHrrrq\nKv70pz8RHByMh4dHuxFhjUZDjx49WLVqFTabjZiYGJYsWcL555/PnDlz+Mc//sHMmTOZP38+OTk5\nLF68GC8vLw4dOsSGDRuO+px/3ci9uLiYa6+9ltbWVkwmk6uf5/EauScnJ7f5MdTS0kJmZiaZmZlH\nbeTu7+/PypUr2bx5s6uR+5HHZGdnH/U88fHxXHXVVbzyyis4nU50Ot1RG7kfbVfysRq5JyYmMnz4\n8HaN3P/6178es5F77969SUtLO2Yjd5vN5mrkDocL1x7Rq1cvlixZwqZNm6itrW3TyP1Icez8/HyK\ni4uP2sj9SHeMgIAAmpqauOqqq3j99dfZuHEjubm5eHt7c/nll/PKK6+wceNGsrKyTrkDyG/JyJoQ\nXdjarLUMjh6Mp+b0fhT4+vpy++23s27dOn766SeioqLo06eP64PwXObv78/f/vY3d4dxyiwWC5mZ\nmZSVlTFixAhXGyZ3ONLIPSIigsmTJ/Pss8+6buvVqxf5+fmu9VoTJ07kv//9r6uR+7///W8aGxvb\nNXLft28fKSkp3HLLLdxyyy00Nzfj4eFBXFwc/v7+2O12qqqqaGxsdCUGv1cjUKvVul6fI8nKkXZK\nRxq4H0m8tFotf/7zn/nzn/9MY2Pj7z73uro6V1slp9OJv7+/q5H7kdGlo3nhhRcIDw+nsrKS/Px8\nxo0bR69evfj2229/t5H7hg0b2Lt3L3369MHHx4fy8nK+/fZbPD09SU5ObneerVu3EhwcTHp6Oo8+\n+qhrRPlE1NbW8t577/Hll1+6GrknJib+dsqPmpqaP9TIfenSpfzwww9s376dXbt2cfPNN7tG5440\ncv/1aOYTTzzB999/z86dO4mKinL18vT19eWhhx7Cz8+PmpoaUlJS2jVyHzx4sKuRe319vauR+4oV\nK9i1a5erkXtqaiorVqwgIyNDGrkLIU6vNVlr+Ofl/zwj7X20Wi1jxoxh+PDhLF26lOXLl3PeeeeR\nkJAg7YTcyOl0kpOTw7Zt2+jfvz/33HMPPj4+HeY9MRqNjBgxol0j9w8//JC0tDQOHjzIxRdfjJeX\nFz169HA1GT8yWvLdd98xaNAgBgwYwO23385VV13F7t276dOnj2uE98jOXr1ez86dO13Fj1tbW13T\nZ0eauR+5768fe7SR4iPXBQcH88svv7Bp0yb8/f2pra3loosuOupzPdLI/brrrsNqtbJx40aioqJc\njdwHDx58zEbub775Jqqqsm3bNr755hvS0tLQ6XTcd999x2zk3qdPHyIiIhg/fjzvv/8+Xl5eREdH\nc99997mO+9vzNDY2tmnkfuT2YzVyP9LoHQ43cl+4cCGqqrJ48WL8/PxISUlp18h9xYoVx2zkftFF\nF7Vr5L5gwQJXI/fhw4dz/vnnk52d7WrkPnr06DaN3GNjY5k6dSrDhw/n008/Ra/Xn1Aj96uuuqpd\nI/eJEyfi7+/PtGnTuOOOO3jxxRddieG0adOYO3cur7322gkntCdKGrmLjkkauZ9xuZW5LPppEXPH\nz8VXf2bapByZ6unfvz8hISFkZmZSUFCAw+FAo9G4ugyIM8vpdNLQ0EBpaSm7d+/GbrczceJELr30\nUtdU3Ol2Ko3cp0yZQnFxMWVlZcTGxjJ58mTq6+spKSmhsbGRW265xTVNGB8fT9++fV1TVR999BE9\ne/Zk+PDhGAwGlixZwqBBg0hOTiY7OxuDwYBGo6GsrIwhQ4YQHx/PO++8Q0tLC5GRkcTExODt7c23\n335LQ0MDvXr1IiIigrKyMvLz84mOjsZut1NWVka/fv0oLy+nubmZyMhIamtrGTZsGCNGjOCdd97B\nZrMxadKko47YOZ1OVq9ezRdffEF6ejorV65kxowZxMXFsWfPHiorKxkxYoSrkftPP/2ExWKhb9++\nBAUFodfr0ev1rmTp19PwRxq5Z2ZmcujQIVJTU12N3NPT07n//vvp06dPu5iONIy3Wq2u8/To0YMD\nBw64Grkf6fbxyy+/0NDQ0K6R+5o1a7Db7a5G7kfiPDJSFRMTQ3Z2NkVFRSQmJvL555+zevVqPv/8\nc1auXMmtt95KTEwMGRkZVFdXM3LkSPz9/cnMzKS4uJjk5GTXMRsaGlzdP0JCQti1axc1NTWuRu7b\nt2/HaDSiqirLly/n/vvvd61za25uZuHChdTW1tK3b19XI/eSkhLy8/OJjIxkyJAhxMbGUl5eTl5e\nHmFhYYwYMYKamhpXgjxmzBjg8AjpmjVrSE5O5vLLLz/hvxNp5C7ObbIb9Ix77pvn2F26m8UzFp+1\nhMlqtVJQUMCOHTvIzc0lPDyc3r17S/PuM6S1tZWKigpyc3NpbGx01YaLjo4+45sIpJF7x9PQ0ICP\nj0+X6w9aX1+Pj4/Padvs1NDQgJeX11lt5C7ToEJ0QQ6ng9V7VnP3pXef1S9GnU5HUlISSUlJGI1G\n1q5dy/fff49OpyMhIYGEhAR0Oh2enp7yhX0SnE6na5F6Xl4e+fn5OBwOzj//fEaNGtWu9VVHsXHj\nRrp168bmzZu58sorpT/oGRIYGOjuENwiKCjotB7vaK/jmd6YI8maEF1QfnU+DaYGxiSPcVsMvr6+\n/OlPf2L8+PEcPHiQvLw8tm7dit1ux8/Pj7CwMEJCQggMDJTE7Xc4nU7q6+upra2lqqoKo9GIwWCg\nZ8+eTJs2jfj4+HblGTqaCy+8kLKyMneHIUSHJcmaEF3Q/or9JPdIJsj79P7iPBne3t7079+flJQU\nLBYLJpOJ4uJiMjMz2blzJw6Hg7CwMKKioujRo0eHHR06W1RVpbm5mdLSUkpKSqitrUWj0dCvXz8u\nvvhiwsPDXWt6JMkVonOQZE2ILkZVVfaV7WNkwkh3h9KGRqPB29vbtVV/yJAhmM1mCgsLycvLo7Cw\nkJycHLRaLd7e3gQGBhISEoLBYMDLy8tVeqEzTKG1trZis9lc9aPMZjO1tbU0NjZiMplwOBz4+vqS\nlJREQkIC8fHxXW4dkhBdiSRrQnQxrWor2eXZ3DPmHneHclwGg4Hk5GSSk5NxOp2uhu1NTU3U1tZS\nWVlJYWEhTU1NOBwOdDodPj4++Pn54evr60r+vL29O2QyY7fbaWlpwWw209LSgtFopKmpCZPJhNVq\nRavV4u/vT0BAAJGRkfTv35+AgAACAwMJCAiQkTMhughJ1oToYlqdrdS01BDuH+7uUP4QjUZDUFDQ\nMRcLm81m19RgcXEx+/bto6amxlX3ydvbG39/f1fy5uvr2yah02q1p22HpKqq2O12zGYzFouF5uZm\nTCYTLS0tmEwmjEYjjY2NWK1W4HCLnrCwMCIjI+nbty9RUVH07NnzrLd9EkJ0TJKsCdHF7K/Yj8HL\nQLB3sLtDOa0MBgOJiYlt+vGpqorJZHL1G2xubsZsNrsSp5aWFurq6rDb7TgcDlfNqiMjVmazmQ0b\nNjB8+PCjto/5dWsiVVVRFMVVHPVIn0AvLy/XiF+3bt1cyaGfnx9+fn74+/uf9tY0HcmhQ4fcHYIQ\nHdaRJQ/HI8maEF3M6j2r6R3eG2+tt7tDOeOONK328fGhe/fu7W5XVdVVud7pdLa5tLa2MmvWLDIy\nMrj//vvp27dvu8f/uj2TRqNpdzmSzB2tb2Jnd6TJ9Yl8EQnRlfXs2fO49+l6nyBCdHFf7v2Su0ef\n3fpqHdWRBtS/TaZUVWXNmjWsXLkSvV6Pl5fXMXs0iqPTaDS/rcouhDhJkqwJ0YXUttSSUZzBwKiB\n7g6lQ6utreW5557DYrG4iswKIYS7aI5/FyFEZ5FRnIGvzpc+Ee37Aor/+eSTT1i3bh1weMdmfX29\newMSQnRpkqwJ0YXsKNrBZf0vQ6PIn/6x7Nixg4ceeohf902WRfJCCHeST2whugh7q53dpbu5YuAV\n7g6lw6qpqeGBBx6gpaXFlawpikJ5ebmbIxNCdGWSrAnRRdS11HGo4RATUia4O5QO67PPPmPTpk1t\nRtUkWRNCuJska0J0ETXGGgIMAfjoOm9Nr1NRXl7OK6+8gsViaXO9qqrSZFwI4VaSrAnRRdQ01xDh\nL6UUjiUnJ4fKykoURWnTX1RVVUpKStwYmRCiq5PSHUJ0EVnlWSSGJx7/jl3U6NGjqaioICMjg8WL\nF7N27VoMBoOrgboQQriLJGtCdBHZFdmM7jPa3WF0aAaDgREjRvDDDz9w++23M23aNIqLiyVZE0K4\nlUyDCtFFFNQUyDToCdq0aZOrofoFF1zA5Zdf7u6QhBBdmCRrQnQBFruFioYKwv3D3R1Kh1dfX09u\nbi69e/d2dyhCCAFIsiZEl7C3bC9aT60kayfg559/JigoiJiYGHeHIoQQgCRrQq/72rUAACAASURB\nVHQJmw9uJi40Tsp2nIAffviBUaNG4eXl5e5QhBACkGRNiC5h88HNDIoe5O4wOjyLxcLWrVsZN26c\nu0MRQggXSdaE6OQcTgfbC7czOGqwu0Pp8IqLi2loaOCiiy5ydyhCCOEiyZoQndyh+kOY7Cb69+zv\n7lA6vPz8fJKSktDpdO4ORQghXCRZE6KTK2soI8g7iG5+3dwdSoeXm5vL0KFD3R2GEEK0IUVxhejk\nDjUeond4bxSUkz5Go7kRp9OJoig4nA70Xnp8db6nMco/xqk6aTA14K31Bg43qdd56VBQ0HnqTmoj\nhaqq7Nu3jxtuuOF0hyuEEKdEkjUhOrnyhnL6RPQ5qceqqPyY/SN7D+0loVsCei89Wwq2EGAI4M6L\n70RRTj4BPJZGcyMGrQGth/aY97E77Ly09iUuSLiAxLBE5nw6h6uHXI2vzpe9ZXt58qon//B5nU4n\nVVVVRERI4WAhRMciyZoQnZhTdXKo4RB9u/c9qceX1ZexbOcynr/meddoVb/IfuRU5JzOMF1ana08\n/+3z3DTipt/tY6rz0hEVFIXNYSMuNI5+PfpxYcKFRAZF8vmuz0/q3PX19VgsFoKDg082fCGEOCMk\nWROiE7O32ilvLGfBDwuIC41j9Z7VlDaU8tr013gw/UGenfIsX+79koiACDbkbmDaedMI9w/nrfVv\nEeIbwv6K/UQGRroSNUerA7PdTGRgJCoqW/K38NOBn9hdspuxfceSFJHEI188wtWpV7NsxzLuGHUH\no5NG85+f/sOhhkMU1xXzzJRnuG/JfUzsP5EWawul9aVcknwJm/I28a/J/yK/Op81mWuIDY3lyz1f\nkledx47CHdwz5h4CDYHsKNqBj86Hn/N+5prUaw4/UQUOVh9kT+keooOjASisLeSaN65h9iWzuWLg\nFdyx+A7+e+N/8Tf4H/W1+uqrr4iNjSUwMPCsvDdCCHGiJFkTohOzOWy0WFu4Ie0GthdtZ2jsUFav\nWk1pfSk3jrgRP70f/SP7o1E0NJoaKasvI9Q3lG2F25g+bDpp8WnkVeW5jufEyZ7SPWzJ38Ljkx/n\nm33fcGnypYxJHoOt1caQ6CEYrUamDp1Kvx79WL5rOVXNVRi0BmZeNJM9pXsI8wvDaDFyfq/zSQxP\nZNPBTfjp/diYtxFPD09iQ2IZnTyayqZKMkoymD78cBzBPsE8tfopHrvyMeK7xVPWUNbmuZptZjw9\nPDFajDhVJ7Ehsdx9yd2sz13P4OjB3DfmvmMmagDp6elMmDABDw+PM/Z+CCHEyZDdoEJ0YvZWOyoq\nD0x4gPQd6VgdVkYljiJ9RzqxobEoikJWeRZ7yvYQHRJNq9pKiE8I/5z4T5786klW7V5FSV0JDqcD\nAK2HlsjASLw8vPBQPKhoqiDYJ5hB0YNICEtAURQ8NZ54eXjhq/Ol1dlKnamORnMjSRFJTEmdgt1p\nR1EUAr0D8dZ6szZrbZvNAgCo/xsVjO8Wz/m9zsdP58fWwq1olMMfW16ath0G+kX244qBV2C0Gqls\nqgTghhE3kFuZy0+5P/1uUWCLxcK3335LamrqaX4HhBDi1EmyJkQnZnPYUFEJ8QlhfL/xRAZGct/Y\n+3A4HYT4hOBUnewt3YvRYqTeVM/e0r3UttSybv86npvyHJGBkVyQeAFvb3ibH3N+5Jf8X8g6lHV4\nPZkCg6IG8fLal3lv43vsK9tHYU0hJpuJBlMD2RXZNJgamNR/Euv2r+OltS/xyZZPaGhpoMXaQm5V\nLha7hR+yf6DB1ICKyobcDUQERLC1YCthfmH46nx5MP1BPtj8AVXNVUwfPp23NrzF2qy11JvqabG1\n0GBqoKSuhC35W1iTuYYw/zBXD1SNomHmqJnUttTi5XHs9lG7du3CYDCQkpJylt4ZIYQ4cYqqqr93\n++/eKMQZU7UePAwQMszdkZzTdpfs5qW1L/HWDW/hcDrw8vBC66GlydJEgCEAgBpjDQ2mBnx0Plgd\nViIDIymtL8VH64Neq8dP50dFUwWtzlY8NZ44VSfBPsHovfSYbCaK64rRKBqig6Oxtdo4VH+ImJAY\n6k31WBwWYoJjKGsoo9nSTI+AHnjrvCmoLiDYN5hQ31BK6kpQFIVWZys6Tx3eWm+MViM9g3rSYGqg\ntL4UX70vPYN6YnfYKa0vReelO/xcPLX4aH0oqStB66lFo9Fg8DIQ6hvqeg0KagooqCngkqRLjvk6\nLViwgPXr15Oenn7G3xMhhDiOdtvsJVkTHZMka6fFku1L2FqwlWenPIuHpmutxTLbzWwr3EZGcQa3\nj7odvZf+qPdrbW3l1ltvZezYsUyfPv0sRymEEO20S9ZkGlSITiy/Op9Q39Aul6jB4SngysZKLu9/\n+TETNYC6ujrKysqYMGHCWYxOCCFOnOwGFaITK6gpYFhc1xydDDAEcO3Qa497v+rqagwGg9RXE0J0\nWDKyJkQnVlhbKD1Bj6O0tJSePXu6OwwhhDgmSdaE6MQKagraLLYX7W3ZsoWBAwe6OwwhhDgmSdaE\n6KRarC3UGetkZO04MjIy6NWrl7vDEEKIY5JkTYhOqqS+BE8PT7r5SrJ2LM3NzRQWFhITE+PuUIQQ\n4pgkWROikyqpK8FP70eAd4C7Q+mwfv75Z3x9fYmOjnZ3KEIIcUySrAnRSZXWlxLfLR6lfcke8X++\n+eYbhg0bhlardXcoQghxTJKsCdFJVTRWEBMs03vHYrVaWbduHaNHj3Z3KEII8bskWROik6pqrqJn\nkJSkOJbCwkLq6uoYNWqUu0MRQojfJcmaEJ1UVXMVkUGR7g6jw8rJyaF///74+vq6OxQhhPhdkqwJ\n0Qm1OlupM9YRGSjJ2tGoqkp2draMqgkhzgmSrAnRCZltZkx2E1HBUe4OpUOy2Wzk5ORw6aWXujsU\nIYQ4LknWhOiEWmwtmG1mGVk7BqvVSmNjI5GR8voIITo+SdaE6IRMNhOKohDoHejuUDoko9GI0+mU\n9WpCiHOCJGtCdEImmwk/vZ+7w+iwvv/+e3r16oW3t7e7QxFCiOOSZE2ITshsM+Onk2TtWL755htS\nUlLw9PR0dyhCCHFckqwJ0QlZ7Ba8dTJqdDR2u51169bRr18/d4cihBAnRH5WCtEJWR1WDF4Gd4fR\n4ZjNZg4ePMiYMWPo2VMKBgshzg0ysiZEJ2R1WDFoJVn7rby8POrq6rjpppuorKzEbre7OyQhhDgu\nSdaE6IRkZK09VVWpr69HVVU8PDwwGo04HA53hyWEEMclyZoQnVCLtQVfvZSl+DVFUdDr9aiqCoBO\np0OjkY9AIUTHJ59UomNSNECru6M4ZzVbmgkwBLg7jA7FarWyfPlyNm/ejE6nIy4uDq1W6+6whBDi\nuGSDgeiYFA9wyhTVyWqyNBHuH+7uMDqMgoICHnzwQXx9fbn33nsJD5fXRghx7pCRNdExabSorWZ3\nR3HOajI3ycja/6murmbWrFn06dOH+fPnS6ImhDjnSLImOiYPHTiM7o7inGWymfDWdu06a6qqcuDA\nAa699lrS0tJ45JFH8POTQsFCiHOPJGuiY/LwBnuju6M4Z9lb7XhquvYqh82bN3PLLbdw9dVXc//9\n90u3AiHEOUs+vUTH5OkH1jpQnf+32UD8EY5WB54eXffPu7i4mJtvvpl///vfTJkyxd3hCCHEKZFv\nQdExefkdTtKsNe6O5Jxkd9rx0Hi4O4yzzm63s3z5csaNG8djjz3G5MmT3R2SEEKcsq7701t0bB4G\n0IWgmstQ9GHujuac42h1dMlp0PT0dF599VU++OADhg4dKnXUhBCdQtf7NBfnDp84MJVA0GB3R3LO\ncbQ6utTImsVi4eOPP+all15i0aJFDBs2zN0hCSHEaSPJmuiwFP8k1LIvoNV8eKRNnDC7s+tsMLDb\n7Tz33HNs3ryZ999/n9TUVHeHJIQQp1XX+DQX5yZdKCieYKsHgyRrf0RXGVlTVZX777+fnJwc3n33\nXXr06OHukIQQ4rSTBR2iA1NQfKLBfMjdgZxzHM7Ov2atqqqKmTNnkpeXx6JFiyRRE0J0WpKsiY7N\nJx7VVOTuKM45TqcTTScuedLc3My9996LwWDggw8+IDo62t0hCSHEGdN5P81F56ALBXvT4Ys4YU6c\nKIri7jDOiPLycsaOHYvBYODpp58mJCTE3SEJIcQZJcma6Ng8fcA7GqrWuTuSc4pT7ZzJWlZWFnfc\ncQfjx49n4cKF+Pj4uDskIYQ44yRZEx2cghI0BLUpE6zV7g7mnKGqaqebBt2zZw/Tpk3j0ksv5Z//\n/CcG2XQihOgiOtenueictEEQ0B+1ce/h9lPiuJzOzjWytmHDBm677TZuu+02Zs+ejVardXdIQghx\n1nTu7WKi01DCLkItXQH2etDKGqXj6Uwja+np6bz55pv8/e9/5+qrr3Z3OEIIcdZJsibODZ5+KL7x\nULcNIia4O5oOz6k6UTi3R9ZUVeXjjz/mpptuYs2aNVxyySXuDkkIIdxCkjVx7vBPRi3+DMVUAt5R\n7o6mQ1NRz+lpUIfDwTvvvMPnn3/Oli1bTqorgdPpJDc3l23bttGrVy/0ej02m42UlBT8/Px+97Gq\nqrJ7925SUlLw8vL6Q+e12Wxs2bKF2NhYMjMzsVgsREVF4XA4aGpqYuzYsX/4uQghurbOMU8iugZt\nEEpQKmrl99Bqcnc04gyxWq08/PDDfPjhhzz77LMn3T5KURR8fX15+OGH8fHxITQ0lLq6Ov7xj39g\nt9uP+/gTuc/ReHh48OOPP5KVlQXAihUrCA4OJjw8nIMHD57UMYUQXZuMrIlziAIhw8BUhFqfgRI6\n4vB1oh0FBRXV3WH8YWazmWeeeYaffvqJpUuX0qNHD5qammhsbCQsLIyysjK6deuGwWCgpqaG8PBw\n6urqXKOIwcHBtLS0YLPZcDgcRERE4OXlRUxMDIGBgURHR5OZmckTTzzBv/71L5qbm7FYLLS2thIe\nHk5NTQ0ajYampia6d++O0+nE4XBQWlpKQEAA/v7+lJWV0aNHD2w2G2azGavVSrdu3VyPA/D09ERR\nFFJSUvD393eNrF1//fU0NjZiMpmw2WwEBAQA0NraikajITAwkObmZlpaWtBoNFitVvz8/GhqaiI4\nOPi4I4JCiM5JkjVxzlHCRqOWfw2+vUAf7u5wOiYFzrVcrbq6mkcffZTm5maWLFniah9VVlbGvHnz\neOGFF/jnP//JNddcw8iRI/n000+ZOXMmd999N3fccQeLFi3iww8/5O233yYpKQmbzUZaWlq780yc\nOJHrr7+eu+++m9dffx0vLy82bNjAggUL+Pzzz3E6nfj6+rJp0yb+8Y9/EB8fz+OPP07v3r25/fbb\nef3117nvvvtYtmwZFouFTZs2ceutt+Lp6YnFYqF79+6UlJQwdOhQADZu3MiDDz5IQ0MDN9xwAwaD\ngWeffZaLL76Yuro6LrzwQnx8fPj666+59dZbKSws5N1332Xq1KmsWLGCgQMH4nA4MBqNPPjgg+f0\n9LYQ4uTINKg49+hCwK8PaunnoDrcHU2HdK6NrNXW1jJjxgzKysp47bXXiIyMdN2WnJxMr169MJlM\nBAYGkpuby8qVK7nxxhvR6/UsXLiQuro6vvvuOwDCwsK44447CAgIoFu3bu3O5XA46NatG7t27SIg\nIID77ruPzz77jLi4OIKDg0lISGD27NmukTU/Pz/mzp3LJ598QnZ2NnfddRcNDQ00NjZy55138u67\n7zJ69GheeeUVhg4dSmpqKklJSa7zpaam8sADD3Dttdei1+tJSUnBYDBw66238v333zNw4EDS0tII\nCgoiIyOD6Oho/Pz8GDNmDOeddx7BwcHceOON5ObmnvTUrBDi3CbJmjgHKShBg0HXDbViLTht7g6o\nw1GUcydZKykp4b777iMmJob09HT8/f3b3WfIkCG8//77jB07lqqqKlpaWggODsbpdDJz5kwiIiLQ\n6/WoqsqoUaP44IMPmD9/vmvd2BFGo5H09HTuvvtu9Ho969evx2KxYLfbXevJPDw80GjafjT27duX\n1NRUfv75Z4KCgvDy8iIzMxOj0QhAUVERlZWV1NTUAIc3KKiqitPpRKfTERwczJgxY0hNTUVRFBRF\nQaPRYDAYKC8vByAgIMA1zXlk9Eyj0bjuq6rnxvsphDj9ZBpUnJs0XiiRV6Ae+hLqd0JI++muLu8c\n+G7fuXMnd911F5dffjlz5szB0/PoH0nnn38+OTk5XHHFFdTV1TFu3DjgcFJUUlLCL7/8QkBAAMuX\nL2f37t2cd955XHjhhWzcuJHGxkbee+89QkJCqK2tJS0tjQkTJmA0GgkPD+eGG27g4osv5uabbyY7\nOxutVsuoUaMoKSlh27ZtDB48GIC5c+eyfft2fHx88PLyol+/fvz5z38mLS2Nm2++mdmzZ/PMM88w\nbNgwamtrqayspKCggNzcXA4dOuRqNv/NN99QWlpKZWUlc+fO5euvv6ampgaDwcCgQYNctzc0NLBv\n3z6CgoLo3r07VVVVGI1GgoODz86bI4ToMJTj/Fo7Bz7uRZdmrUYtWYYSMQ5845ENB4eNfXksb/7l\nTXp16+XuUI7p4MGD/OUvf+H666/nnnvucXc4QgjRUbT7IpNpUHFu03VDCb/08HRoSyHy++IwDR13\n2szpdLJmzRpuuukmZsyYwZ133unukIQQokOTaVBx7vNLRNHoUCvWovScDLr2i8q7Gg+NB84O2kf1\n66+/5v7772f+/Plccsklx5z6FEIIcZiMrIlOQAGfaJSQoaglS8FS6e6A3M5D40Grs9XdYbRhs9n4\n8ssveeKJJ3j11VcZP378H+4OIIQQXZH8pBWdhAIB/VCcdtRDX6J0nwCGHu4Oym062sia1WrlzTff\n5L333mPBggVccMEF7g5JCCHOGZKsic5D8YTg81A0etSSdJS4G8ErwN1RuUVHGllTVZVFixbx/vvv\ns379+qOW5hBCCHFskqyJzicgBQUnatHHKOGXgG8iKF1rxr+jJGt1dXW8+OKLbN26lQ8++EASNSGE\nOAmSrInOR9FA4AAUr0DUyrUoqhP8k90d1Vnlobh/GtRutzN37lwcDgfvv/++q32UEEKIP6ZrDTeI\nLkQBnxiUiLGoVeugZlOX6nTg6eHp1pG1mpoabrzxRsxmM6+88ookakIIcQokWROdm3cMStRUVGs1\navk34DC5O6KzwsvTC3ure/pIHjx4kNtvv52IiAjmz59PYGCgW+IQQojOQpI10fnpQg7vDtV4oub/\nF6w17o7ojNN6aN2SrNXX1zN9+nSGDRvG888/T1hY2FmPQQghOhtJ1kTXoNGhRIyH4KGH+4k27Aan\ne0aezgat59lN1pxOJ9u2bWPChAlMmjTpd/t8CiGE+GPk01R0HYoHSugI8IlGrVwHxnyUiDHg6efu\nyE47vacei91y1s63Y8cO5s6dy7333suUKVPQarVn7dxCCNHZycia6HoMkSgx14FGi1r8GZjLQXV/\nmYvTyVfvi9FqPOPnaW1t5YcffuBPf/oTs2bN4rrrrpNETQghTjMZWRNdk+KB0v0yMB5ArfoRRRsE\nwcNAF+LuyE4LH60PRsuZT9Y+++wz3n77bV5//XUmTZqEoihn/JxCCNHVSLImui5FA359ULxjoGYj\naskSlIix4Jvg7shOma/el2Zr8xk9x8KFC/noo49YuHAhqampZ/RcQgjRlUmyJoSHHsJGg6EHauUP\n0JyLEpQK+jDg3Bwp8tX6Utl4Zhram81mXn31VT788EPeffddSdSEEOIMk2RNCABFg+KfDD4x0LDn\ncDN433gIPg88fdwd3R9m0BposbWc9uPa7XYef/xxioqKWL58OQkJ5/4opBBCdHSSrAnxax7eEJKG\nEjgQtWwlFLyHEnklGHrCObQeS+upxWq3ntZjmkwmZsyYQWlpKenp6VJDTQghzhJJ1oQ4Gg8DStQ1\n0FKIWr3hcJ22oMHgE3dONIX38vDC4jh9pTtqa2t56KGH0Ol0LF++nNDQ0NN2bCGEEL9PUVX1927/\n3RuF6BJaLWAuRa39BVRQwi4C756crfVsJpOJlpYW18VkMmG1WrHZbFgsZqxWM1arDZvtf71P60x1\nVBorSQ47egN7jUaDTqf7v4vB9d96vR4fH582l+rqaqZPn86QIUN45JFHpH2UEEKcWe2+XCRZE+JE\nqQ6o3YrasAfFJwaCh4I2CJQ/NkDd2tqKw+HAbre7Lkajkfr6epqaGjEaGzEa62lursdsNqEoKh4a\n8PAAvV6Dj4+CTqeg06kY9KDTgVaroNOdeAxOJ1itYLWqWKxgsSjYrGCyqLS0OLHbVZyt0OqEyooq\ntm7bwYwZMwkK6oafXyABAQEEBQWh1+vx8vLE09MLLy8vPD09pXyHEEKcGknWhDhltnpo3o9qPAhe\nASgB/cA7+pjTo2azmbq6uv+71NLY2ERLSwtgwsPDiKeHCYOhFR8fBW+Dgl6vYDAcTsSOJGFarYKX\nF2jO0gyswwE2G9hsKlYbWC0qZsvhpM5scWJqgWajit2ho9XhS6vTBy8vA76+vgQHBxEcHEJISAgB\nAQF4eHicnaCFEKJzkGRNiNPGa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"text": [ "" ] } ], "prompt_number": 64 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "2.3 UAV Operator manually adds a new target" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Getting the timestamp to generate unique identifiers\n", "timestamp = time.time()\n", "\n", "# Required information\n", "target_id = 100\n", "\n", "# User input\n", "operator_name = 'uav_bronze_commander' # or 'uav_silver_commander'\n", "target_type_id = 1" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 67 }, { "cell_type": "code", "collapsed": false, "input": [ "d = ProvDocument()\n", "d.add_namespace(ao)\n", "d.set_default_namespace(default_ns)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 68 }, { "cell_type": "code", "collapsed": false, "input": [ "operator_id = 'agent/' + operator_name\n", "d.agent(operator_id, (('prov:type', 'ao:UAVOperator'), ('prov:type', 'prov:Person')))\n", "\n", "target_version = 0 # TODO: Store this version number internally\n", "target_name = 'uav/target/%s.%s' % (target_id, target_version)\n", "\n", "targe_type_attribute = ao[incident_types[target_type_id]] # looking up the predefined incident's type name\n", "d.entity(target_name, {'ao:asset_type': targe_type_attribute})\n", "\n", "startTime = datetime.fromtimestamp(timestamp)\n", "endTime = startTime\n", "activity_id = 'activity/uav_verification/%s' % timestamp\n", "d.activity(activity_id, startTime, endTime)\n", "d.wasAssociatedWith(activity_id, operator_id)\n", "\n", "d.wasGeneratedBy(target_name, activity_id)\n", "d.wasAttributedTo(target_name, operator_id)\n", "\n", "\n", "d.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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EYhDOKL/fz65du2hsbKRbt24YjcZoh9TOSUgpI5FdpeE9ogXhOKiiHUBr5fV6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\nQgghPPx/zkuLk8+1vmQAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 69 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "2.4 Submit provenance to ProvStore" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# submit d to ProvStore as a bundle \n", "# document_id = 28380 # This should have been saved previously\n", "bundle_id = 'bundle/uav_update/%s' % timestamp\n", "api.add_bundle(document_id, d.serialize(), bundle_id)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 70, "text": [ "True" ] } ], "prompt_number": 70 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "3. Planner Provenance" ] }, { "cell_type": "code", "collapsed": false, "input": [ "b = d.bundle('planner')\n", "planner = b.agent('planner_agent')\n", "plan = b.entity('plan/k', {'prov:type': ao['Plan']})\n", "p1 = d.entity('player1', {'prov:type': ao['Firefighter']})\n", "p1_33 = b.entity('player1.33')\n", "p1_33.specializationOf(p1)\n", "p2 = b.entity('player2', {'prov:type': ao['Police']})\n", "p2_35 = b.entity('player2.35')\n", "p2_35.specializationOf(p2)\n", "task = b.entity(\n", " 'task/j',\n", " (('prov:type', ao['Task']), ('ao:target', target_v1), ('ao:assignee', p1), ('ao:assignee', p2))\n", ")\n", "plan.hadMember(task)\n", "\n", "instruction_1 = b.entity('instruction/m.0', {'ao:recipient': p1, 'ao:target': target_v1})\n", "instruction_2 = b.entity('instruction/n', {'ao:recipient': p2, 'ao:target': target_v1})\n", "task.hadMember(instruction_1)\n", "task.hadMember(instruction_2)\n", "\n", "instruction_1.wasDerivedFrom(target_v1)\n", "instruction_1.wasDerivedFrom(p1_33)\n", "instruction_2.wasDerivedFrom(target_v1)\n", "instruction_2.wasDerivedFrom(p2_35)\n", "\n", "plan.wasAttributedTo(planner)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "b = d.bundle('headquarter')\n", "hq = b.agent('hq')\n", "confirmed_plan = b.entity('confirmed_plan/h', {'prov:type': ao['Plan']})\n", "confirmed_plan.hadMember(task)\n", "confirmed_plan.wasDerivedFrom(plan)\n", "confirmed_plan.wasAttributedTo(hq)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "b = d.bundle('player_1_confirmation')\n", "ca = b.activity('confirmation/m')\n", "p1_34 = b.entity('player1.34')\n", "p1_34.wasDerivedFrom(p1_33)\n", "p1_34.specializationOf(p1)\n", "ca.wasAssociatedWith(p1_34)\n", "confirmed_instruction_1 = b.entity('instruction/m.1', {'ao:status': ao['confirmed']})\n", "confirmed_instruction_1.wasDerivedFrom(instruction_1, ca)\n", "confirmed_instruction_1.wasAttributedTo(p1_34)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "d.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Couldn't import dot_parser, loading of dot files will not be possible.\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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iuvBEAhMEQUgw/f39rFq1KjYYefDWYDDg9/tZv359vEO8IMRAZkEQhASj0+l48cUXkSQJ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\nGM60CIS6wFUeDbO4FBh1E5jT+70Jj8fDqVOnaGl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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "d.flattened().plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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PP0ZRUTYXXVTH+edXk05rGAwKLpeVl17uxGw28oN/v5LycjePPnaAOXOKuOGGeUQjKf7x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733HjExMYP23lVVxeVykZOTg8ViGbT9CrBv376eVSbF1Hd94/V62blzJ5s3byY/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\ntTluTXt6gn/PwoUL+eabb1i4cCHdunVr13PbbDa2bdvGu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83GYDCwfPly/Pz8kMvllk0R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\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OHz7M/fff7zL9n/v27UtycjKG8prkWg0olUrate/KLwc90etvfwwqJ6cYfbGViym5GAzW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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "import time\n", "ts = time.time()\n", "print ts" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "1410190345.56\n" ] } ], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }