{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Prerequisites\n", "This tutorial requires installing the [pynwb](http://pynwb.readthedocs.io/en/latest/getting_started.html#installation) and the [allensdk](http://alleninstitute.github.io/AllenSDK/install.html)\n", "!pip install -q allensdk\n", "!pip install -q pynwb" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import warnings\n", "\n", "import pandas as pd\n", "import numpy as np\n", "%matplotlib inline\n", "import matplotlib as mpl\n", "mpl.style.use('seaborn-notebook')\n", "from matplotlib import pyplot as plt\n", "\n", "from allensdk.core.brain_observatory_cache import BrainObservatoryCache\n", "import allensdk.brain_observatory.stimulus_info as si\n", "import pynwb" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "brain_observatory_cache_manifest_file = 'boc/manifest.json'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Quick Start" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "ophys_experiment_id = 570014520\n", "boc = BrainObservatoryCache(manifest_file=brain_observatory_cache_manifest_file)\n", "exp = boc.get_ophys_experiment_data(ophys_experiment_id)\n", "legacy_map = pynwb.legacy.get_type_map()\n", "io2 = pynwb.NWBHDF5IO(exp.nwb_file, extensions=legacy_map, mode='r')\n", "with warnings.catch_warnings(record=True) as w:\n", " nwb_data = io2.read() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Using allensdk to access the Brain Observatory:\n", "This notebook documents the use of [pynwb](http://pynwb.readthedocs.io/en/latest/). The [allensdk](http://alleninstitute.github.io/AllenSDK/) provides functionality to download and cache Neurodata Without Borders (nwb) files associated with experiments from the [Brain Observatory](http://observatory.brain-map.org/visualcoding/).\n", "\n", "To begin, we use the allensdk to download the Brain Observatory experiment containers. The experiment container describes a set of experiments performed with the same targeted area, imaging depth, and Cre line. \n", "\n", "\n", "if you find an experiment in the Brain Observatory using the interactive website: [http://observatory.brain-map.org/visualcoding/search/overview](http://observatory.brain-map.org/visualcoding/search/overview), you can just set the container id manually. For example, container `580051757` is summarized at a glance [here](http://observatory.brain-map.org/visualcoding/search/experiment?id=580051757); to get data for this container we would input the container id directly:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " acquisition_age_days cre_line donor_name experiment_container_id \\\n", "0 159 Nr5a1-Cre 279430 569811199 \n", "1 157 Nr5a1-Cre 279430 569811199 \n", "2 160 Nr5a1-Cre 279430 569811199 \n", "\n", " fail_eye_tracking id imaging_depth reporter_line \\\n", "0 False 570014520 300 Ai93(TITL-GCaMP6f) \n", "1 True 569811201 300 Ai93(TITL-GCaMP6f) \n", "2 True 570087662 300 Ai93(TITL-GCaMP6f) \n", "\n", " session_type specimen_name targeted_structure \n", "0 three_session_B Nr5a1-Cre;Camk2a-tTA;Ai93-279430 VISp \n", "1 three_session_A Nr5a1-Cre;Camk2a-tTA;Ai93-279430 VISp \n", "2 three_session_C2 Nr5a1-Cre;Camk2a-tTA;Ai93-279430 VISp " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "boc = BrainObservatoryCache(manifest_file=brain_observatory_cache_manifest_file)\n", "ophys_experiment_list = boc.get_ophys_experiments(experiment_container_ids=[569811199])\n", "pd.DataFrame(ophys_experiment_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each of these three \"ophys experiments\" corresponds to a single 2-photon microscopy recording session. In each container, the particular visual stimulus that was presented is indicated by the `session_type`. Each `session_type` contains several different stimulus sets; for more information, take a look at the [whitepaper](http://help.brain-map.org/display/observatory/Data+-+Visual+Coding).\n", "\n", "Lets use pynwb to load the data from `three_session_B`. If this is the first time through this notebook this might take a minute to download these files, and will require approximately 300Mb of total disk space for the three nwb files: " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Getting nwb file for ophys experiment: 570014520\n", " nwb data stored in: /Users/nicholasc/pynwb/docs/notebooks/boc/ophys_experiment_data/570014520.nwb\n" ] } ], "source": [ "print('Getting nwb file for ophys experiment: %s' % 570014520)\n", "nwb_file_name = boc.get_ophys_experiment_data(570014520).nwb_file\n", "print(' nwb data stored in: %s' % nwb_file_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Reading legacy nwb files with pynwb:\n", "Now that we have downloaded the nwb files using the `BrainObservatoryCache`, we can use pynwb to load the data and take a peek inside. Because this file was created from [version 1.0 of the NWB Schema](https://github.com/NeurodataWithoutBorders/specification/blob/master/version_1.0.6/NWB_file_format_specification_1.0.6.pdf>), we have to use a object called a type map to help the [NWB 2.0 schema](http://nwb-schema.readthedocs.io/en/latest/format.html) interpret the data in the \"legacy\" file. A lot has changed in the transition from NWB 1.0 to 2.0, including a more modular software architecture, a simplified (and extended) specification language, a mechanism for easy creation of custom schema extensions ([Click here for more information](http://www.nwb.org/2017/09/06/what-is-new-in-nwbn-v2-0/))." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "legacy_map = pynwb.legacy.get_type_map()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can create a reader object, and load the data:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "nwbio = pynwb.NWBHDF5IO(nwb_file_name, extensions=legacy_map, mode='r')\n", " \n", "# If nwb_version < 2.0, some warnings will be thrown; this is expected behavior\n", "with warnings.catch_warnings(record=True) as w: \n", " nwb_data = nwbio.read()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets take a peek inside one of the nwb file objects and see how to access some of its data: " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Allen Institute for Brain Science\n", "Brain Observatory Visual Coding Experiment 570014520; NWB-1.0.5; Fri May 19 08:23:57 2017\n", "2-photon recording of visual areas in head-fixed mouse with visual stimulus\n", "Thu Feb 16 16:00:07 2017\n", "570014520\n" ] } ], "source": [ "print(nwb_data.institution)\n", "print(nwb_data.identifier)\n", "print(nwb_data.session_description)\n", "print(nwb_data.session_start_time)\n", "print(nwb_data.session_id)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can query the stimuli that were presented during the session:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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0
0natural_movie_one_stimulus
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" ], "text/plain": [ " 0\n", "0 natural_movie_one_stimulus\n", "1 natural_scenes_stimulus\n", "2 static_gratings_stimulus\n", "3 spontaneous_stimulus" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.DataFrame( [stimulus.description for stimulus in nwb_data.stimulus])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `natural_movie_one_stimulus` is an example of an [ImageSeries](http://pynwb.readthedocs.io/en/latest/pynwb.image.html#pynwb.image.IndexSeries>). An ImageSeries stores the indices-to-image-frames relationships inside an associated `index_timeseries`. This allows the static image template stack to be stored somewhere else, and the images in the stack to be referenced out-of-order. The data field stores the index of the frame in the referenced ImageSeries, and the timestamps array indicates when that image was displayed. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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datatimestamps
002346.39460
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" ], "text/plain": [ " data timestamps\n", "0 0 2346.39460\n", "1 1 2346.42786\n", "2 2 2346.46112\n", "3 3 2346.49437\n", "4 4 2346.52763" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "natural_movie_one_stimulus = nwb_data.get_stimulus('natural_movie_one_stimulus')\n", "stim_table = pd.DataFrame({'data':natural_movie_one_stimulus.data.value, \n", " 'timestamps':natural_movie_one_stimulus.timestamps.value})\n", "stim_table.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets use the allensdk to plot one of these image templates from one of the natural movies that was shown during this session. The template is has an original shape of 304x608 pixels, however this source image is stretched to fit on a 1200x1920 monitor, and warped so that scene appears flat from the perspective of the viewer, whose eye is close to the screen. For more information about the Brain Observatory Stimulus, check out the [stimulus whitepaper](http://help.brain-map.org/download/attachments/10616846/VisualCoding_VisualStimuli.pdf)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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SUkrbEfFKAI+PiPnGS/yzyED3ryKCxgv7/SYRccuU0r83/z+BvOzjOsv60833xLybUjrT\nbMb5Hsj6w5TSWxv5f0fkNZb/iHxKA1A2/m4E4PpJy6906akCwBsm/Tzy+p0SMLkXshK+V0rp47xY\n2umGbkV4unnmaMqLdEm3mqCOk9TjoPQiAD+JvEGjSyh/pPku7dS7HYDrG+8f6cXIHtZ7IC+6BroB\nDemDyArkIyM8hV30ZwC+PyLunAobQSLirsh9/1sHyPti6zaSUkqDiHg5siJ4VcHzRPpIU5fbIm++\nULotgH/H4VAXX38EWcF/MXI4FEC76P/4RZb/PuTQ4UVRRBxH3nzwUymlp8r121xs3gX6IIA7pZTe\nODLl+PRPyOsPvwp5UxYAICJmkc+N+8OO50bR5fIQnUD2sk+nlA797UQR8XTkdco/oiHqMWkJef4c\nQTa4boHs4XfPXUKWFSkibtTI8Hci787+fOSlHyTuvi95gcehRRS80imlBAHKEXHPpl6vK+Rxa/Rv\nsKp0haiuAbwBUkrpQ8gW6g8C8B3BtHDbsYuIY8hrN5zWUD5WgKBBj1ZYBvDgCao5ST0OSs9CDpV1\nHiSaUuKmg4foLtNmF9s3Y//OytcjA+AHIoda3iFWdBe9DM0mhtLNGP0mjKcjr4/6HU/b/P9t5LH6\n5RH5XIq6jUu/jBzu//meNH+H7HF4RAMIWIf/C3kjz58dUl14/Ijz9quQ+fpH7fpjkZWT88Ik9DcA\nbtSE5S6G9s2bhh6DwwdBL0E+guQH/EZELHBnd/N/rGNgGrDxegAPsqNNHozsDTroYdBdsupQqVlD\n+cfIB5yX3nJxrf0f6xiYJu1PIPPaU1NKv9mT7iaFa8eR1/N+NKVEb9mTANwbeUMHPz/Z3PvF5h7n\nwkuQef/7LOvvR94Y86a+NnXU6VbIhvLf+r3Cs48D8I8ppb+0e0cBfBGA/78vj0pXhqoH8IZBpfDM\nU5E9VbdFtrpJr0We0H8WEb+DbC1+P7Lr38HiO5GV8ZOQ10V9uvEGvBZ5XdGzG4t1D8D3IivvW4xZ\n50nqcSBKKX0UOQzi5P31E8jK/20R8XvIlvQPIwO9p1ieOxHxMmQAuIQxTqlPKX0oIn4SwNMiH03z\ncmQvwhciC+XfAfD/9Tz/b5HfBvACAO9p6vhhZMv4YcgbDB6Y5A0T49IkdYuIb0Be+/gzKaVSv/aV\n826MCI01fft45ONN3hIRL0LmhUcDYDj/MOidyDzwtIh4MTIfvjKl9O6IeC7y8okbAXgz8ls6Hoy8\nC3uscFwH/TmaXcPIhsmBKKV0PiLeAuBxkc/i+ziyoXJrHGyNYR89H9nI+a2IuBuyEp5GBuP3a8r9\n+ybto5DfrvKNyBu5+uhJTV5vifyqwJsjA5/XpJSGPECRz9N8U0rp7iPy7JJVwOH3yxOQ2/n2iPhd\n5MOar0E+wuTuGN6w8HxkQ7nXWRIR90YGZe8H8K8R8T2W5HUpJYZjXx0RH0PeoPJp5LWpD0UO77bn\nKHZEC84i98ffppReKWnfFRHPBvC9jfH1ZuRNPvcF8LTGUO5r03si4i+RjenTyLuqH4bC2bQR8SZk\ng+jfmjr/ADL41w13pHs2339auFfpStOV2HpcPxc+KBxrIvee3dz7R7v+rchHn6whe/MeiyxA/AiX\nz0Fev3WmufcGufdlyK8N2kAGI49G+RiYD6GwtX/CerwR+RVao/qis6xR/YUs7N6CvJ7qNPJ5Z7ft\nyOMeTR7bAD6/cP/JKBz9gAyo3oy8keQc8kHIvw7gNmOO9R2QQeDHkD2CH0cWxl/aUYd9b9kojdG4\ndWvGaxfA949R110Avz4iTVcdvxPZG7iOHHp6LoCbWprnADg7Tt83ZfyUXXsishGzrf2BrNR+Elk5\nDdAcoQFgdlJeK9Tt5QBea9du2ZT/mHH6prl3U+Tw6UnkY0dehPwqsKF29vRvV9+9EftlxTSykfPu\nZjyuB/AOZBC3Uiir9xgYSX9n5B3ba8hH//w65M0gTZpldByFU8ivKKvQfQzMPxbyKI5piZeRQd5v\nNPzBufhaAA8r9OnIY2Ck/7o+Wv9HIs/V65BDvZ9Clld3HqMc9sd9CvemAfxU0w8D5GUQjyqk29cm\nZPD/9oY/NpHXh74AwB0Kz/8ycph5van789DxFqOGt988yTyrn8v3iWaQKlWq9FlOEfFLyDtPvzjJ\nMS2VxqPIhyy/EcDtUkojd1Re7RQR34IM6u6UUvqXK12fSpeXIh/R9SHk8xoPa/lHpUOkugawUqWr\nh74BwM9W8HcwSvkcytei/40MlS7QNwJ4UQV/Vy39CLKntoK/GyhVD2ClSpUqVapUqdJVRtUDWKlS\npUqVKlWqdJVRBYCVKlWqVKlSpUpXGVUAWKlSpUqVKlWqdJVRBYCVKlWqVKlSpUpXGVUAWKlSpUqV\nKlWqdJVRBYCVKlU6FIqI5Yh4SkS8OiJORsReRDzY0kREPDQiXhERH42I1Yh4T0Q8KSLmO/L9voj4\nl4jYiIj3R8QPd6S7WUS8JCJOR8TZiHh583aUg7bnSU09P9W05ad70j4wIt7Z1PHTEfGsiLixpbl5\nRDw5It4eEaci4kREvLHr/dkRcSwintnktxoRb4iILz9oeypVqlRJqQLASpUqHRZdi/wmgtshv1Kq\ndMbUEvIbbq5FfqH9jyC/geApyK/zG6KIeASA3wXwHuTX+/01gN9o3ruq6ZaR33d6V+T3Ff80gC8H\n8KbmtXAHoZ8D8FXIr0vrPC8rIh4J4IXIb1F4DIBnIr9q8PXN695I34782sIPIL+J42cBrAB4XfOq\nQM0zkPvjgchvrPgJADdp2vNFB2xPpUqVKrVUzwGsVKnSoVDzDtIbpZQ+HRFfifwS+YemlJ5nab4y\npfQ2e/anAPwMgHumlN7QXFtAfiXVX6eUvl3SPh8ZTN0ipXS2ufY4AL8A4KtTSn/fXON7tH8xpfST\nB2jPF6SUPtp48k6g8A7lpj3XAXhXkvfdRsS3Ir//9FEppf/dXLs9gOtSSqck3RwyWF5OKd1Srt8f\nwIsB3Del9CfNtWuR3zX7qpTSgyZtT6VKlSopVQ9gpUqVDoVSStvpwgvv+9K8rXDrT5Bfcn97uXY3\nANcAeIal/d/InrNvlWv3BfC3BH9NWf8K4C8B3J/XIuK5TZj2tpphRLy2CVt/njz/0b62NPSfABwH\n8BK9mFL6c+T3Uj9Qrr1XwV9zbQvZ03fzxoup7fkUwV+T9vqmnG9vgGelSpUqHZgqAKxUqdINgW7a\nfF8v17je7Z2W9p0A9ni/CZfeCcDfFfJ9B4AvEnD1aGRv3nOb5xARPwjgHgB+OKX0qQnrzXWLG4V7\nG9KGPropgPXmQ/py5NCz0zuQw+hfMkEdK1WqVGkfVQBYqVKlGwI9DsBZAK+WazcFsNt4vlpKKW0D\nOAngZs2la5CB2CcL+fLazZpnzwL4PgD/BcATIuJWAJ4O4E9SSi86QL0/gLw+8C56sfEw3gTAYt8a\nxIi4DYB7A/ijNLwe56bjtKdSpUqVDkozV7oClSpVuropIp4I4O4AHplSOie3FgFsdTw2aO5Dvjc7\n0mkapJReFxG/A+DJAO6H7Kl75EHqnlI6GREvAfCQiHgfcij75sgbN7YAzDZln/ZnI2IRwEuRPX9P\ntNuLPe0JbU+lSpUqHYSqB7BSpUpXjCLiAci7bZ+VUnqm3d4AMLf/KQDAAi6EXfldOkZmwdKQfhzA\nKQD/GcCjU0onJqm30Q8ir+N7OoAPIu9GfjeAP2/ur/oDETGFvMnjdsgbPdzbt4Hu9iSUQ86VKlWq\nNDZVAFipUqUrQhFxTwDPRd4tW/LAfRLAdLP7VZ+bBXBjAJ9oLp1C9pbdFPuJ1xxgfQWAz2l+33Hi\nygullM6llO4N4JYA/iuAW6WUHgLg8wCcMK8m6VnIm1geklJ6c+H+J9Hfnk8U7lWqVKnS2FQBYKVK\nlS47RcR/AfAy5E0ND0gp7RWSvQs53PlVdv2rkWXXuwCgWTv3nkI6APgaAB9KKbVeuIhYAvAcAP+M\nfGbf45tjay6KUkofSym9NaX0HxFxHMBXAnidp4uIpwN4CIAfTSm9xO839C5kkOr0tcgh4/dfbH0r\nVap0dVMFgJUqVbqs1JyH9+cAPgTgXiml0lo3AHgD8to59w4+EsAaLoRYAeCPAHx1RLSgqdmIcXfY\nES0AfgnALQA8GMBjAXwEeVfwYR6t8gsApgH8ml5sDrB+LICnppR+s+f5PwLwuRFxH3n2WgDfCeCV\nzUaYSpUqVTow1YOgK1WqdGgUEf8v8rl4nw/gEchevn9obv8G8vq1f0EOZT4R+0OZH9RzApu3bPwm\ngD8G8BrkEOuDADwxpfSLkm6lKecIgF8GsIP8Vo4A8OUppZNNursje+WenFL6+ebaXQC8GcCvpJQe\nL3k+CDmsuwzgCQDeiAxKAeB5KaX/aNI9Hvk8wLc35d4bwDcBeFJK6X9Kfvdu2vF+5HWPTq/lWsRm\njeBbAdyhac/1AH4IwBcA+KqU0gcKz1eqVKnS2FQBYKVKlQ6NIuLDyCClRLdGBmQf6sniuSmlh1me\n34fsNbs18ptB/ldK6X8Vyr4ZgF8F8M3I0Y03AvixlNKHmvsryKHiEwC+VsPOEfEryGcE3iWl9I7m\n2huRAWeJ7pZSekuT7luQX4F3e2Sv37uRweTLrH5PRn5FXRe1eTbpjyFvLPkO5F2/7wDw4ymlf+h4\nvlKlSpXGpgoAK1WqVKlSpUqVrjKqawArVapUqVKlSpWuMqoAsFKlSpUqVapU6SqjCgArVapUqVKl\nSpWuMqoAsFKlSpUqVapU6SqjCgArVapUqVKlSpWuMpoZJ1FE3BjAf0M+MHXQn7pSpUqVKlWqVKnS\nFaAFALcC8Bqef9pFYwFAZPD3BxdZqUqVKlWqVKlSpUqXnr4HwAv7EowLAD8CAHe9611x7bXXYnZ2\nFjMzM5idncXs7CwWFhYwNzeH+fl5zM3NYXp6GtPT05iamsL09DQiov2emZkZ+j81NYWIAID222lq\nagpTU1NtGn3G0zHNqDwPQtPT08XrrFOpvJQSdnd32+/d3V1sb+e3OPH/zs4Otre3sb29jc3NTezu\n7mJzcxMbGxvY2trC1tYWdnZ22vR7e/n82r29Pezt7SGl1P5mOpbHOuh5j3t7e5iensbMzEw7ZgsL\nC+14Li0tYWlpCXNzc0NpZmZmMDMz044H28o6sAzWZ2trq23T1tZW2x62N6XU5kGe4Yf8pXy1uLiI\nqakpzMzMYHp6ur1HfvTx0DFhP29ubrZ14vfGxgY2NjYwGAxw/vx5bG5utn1MPmaZ8/PzWFpawvLy\nMubm5to+m5uba//PzMwM3ZudnW3rUulgtL29jcFg0M4T8hxwgb+d78j/09PTOHLkCI4fP46VlZVD\nlQmVbtiUUsJgMMDZs2dx4sQJXHfddTh37hw++MEP4uMf/zhWV1dx/vx5rK6utnKT/KEyU6+pfKG8\nUp6ijKTsmJqaauWz162rzpq2JL/39vZa/ma9+Zw/722gbF1cXMSRI0ewsrLSXlteXsbS0lIr73id\n/6kDVcdq/geVczqf+8j7gteYRyl9F7H/utJ7WaW8fJz66rq3t9f2j5Z9GGcxK99ubW3hBS94AdDg\ntj4aFwAOAOD48eM4fvx4UTEvLi5iYWEBCwsLrQLUCaKAb3Z2dggMKpjoYiCm1fTjgsBLoXx1IvDb\ny1bGdLDH33ptc3Oz/WxsbGB9fb0FJgROOzs7+8CdAj7mqeDQBQIZkeBuYWEBy8vLQwDw2LFj7Vhy\nXAm2FHBpO7sU8ebmJgaDAdbW1jAYDLC+vt72AdvBMVUAFRFtuQSl5DkaHqz//Px8m0dKqeU3jguB\n92AwGPqwr9fW1rC2toazZ89ibW0NOzs7bX9R+DE/AorFxUXMz88PfVZWVtq5sLS0hNnZWczPz7f8\nrsC00vi0vb3dGkPb29vY2dlpeZr8x3lAQE+DaHp6Gtdccw2uvfZaHDt2rALAq4j29vZw5swZfPrT\nn8bMzEzLM5R5W1tbLdCZmppqZYcDEs5ZlZ2c02p8al4KmEoGSxc5MPG6kPd5XeW/fjtRflFWHTly\nBNdcc82QnDp+/DgWFxfbdrmRXXK+XAzw0/4YBwh534zbpwRIKjP6APne3l6rS7QMT98HADk+qiP1\neumZcchW72s3AAAgAElEQVTzcxoM2lV6I5frjQsAh4iAZmdnB1NTU9je3m4Zhh22u7s71IH0OgF5\nEKenpydqvKJn/X2lhLl6F0oD4tajWo387xNH/zvALE14ZUAyLOuijKl9pOkJchSczMzMtMqWbeP4\nUqDx2dnZ2bauPmFSSi0/7O7utgKEQsU9l9vb2y1Q4/2FhYXWW6ptoGWtgJc8RSGu/a59TQHtHmhe\n50ctdgJvPrO3t4fV1dW2znxmaWkJ586dw+LiYmtJr6ysYGVlBXNzc61yUWOm0njEflPPrHrDyW9q\nUFE+cS7Vtx59dhFli3vggAvybWNjAydPnsQnP/lJXHfddThz5gxOnjyJwWDQ8goBVZe3Rw1LoOz9\nIqnTQdMclPdKXiiV7w4kRpVDHUQDms4YGt+MVrgHsy+idrEG7bh9MwrgeV1cB47y5mnbmI961hwQ\nOoDs8xyPSjcOaV4HzcPpQACQ4E7BgApdV7wKTMi8VKR0j6ulVGKorutd6XSyjvvsQUgFkJatbXYv\nIftNLU4FMP7NvD3kq4yo1g3BtYKyEkhlHrQYNN/t7e0hAUCww7bOzc1he3sbs7OzbRvcA6jChiBw\nZ2enBUzkIy2bfQqgDcVGBLa2tlqwRe8gQZmHoFkX8ihwQSDzmi5T0PFh3VQpqLBlP66vrw95DwBg\nfX29taTpYVhcXMSxY8ewvLw8dI1tqDQece4wsrC7u9vKDiU1Tvqs90qfucQ5ubm5CQBYXFxsx9qj\nDufPn29Dv6dOncLp06dx7ty5Nh11lgKIkjeJ1xT8qYeP5Aa9yuXDaruSyr4+T5oCU8qo+fn5IV2j\nS3xUV+nvrnwPu10l6uvHkn53kDSJt3BUeQCGDMsuQF4iB5J9VPK2HqYsmwgAOoJWsKchPCplZU51\n3fokU0uujyb1Air4uhSk9S0NigIGgjydXArS2GcKQDSUMDc31/Y3MOwRLDGJX6PSdAbitcFggJ2d\nHayvr2NhYQG7u7s4duzYEJDWZ+hxIWlIWNtDEMi1JOrF1Emj/7e2tlpFz75gO1VY8TkaIOrZ83pp\nG1h3CvC5uTkMBoMhJcDP1tbWkDeQbVNgrWCS48d8Z2ZmWo/gysoKlpeXsby8jCNHjuDIkSPt+tmS\nF6PSBWI/c1wI/ilXSn03OzvbjmsNu392EGXmYDDAuXPnWqNyfX29XWvM78FggJMnT+LEiRP41Kc+\nhdOnT+P8+fMtAOTyGkYZAOwz9tyL52uLlTyqUFL044IPr4/+L4GMPuChOprAT+XO9PR0CwrV+6ey\nbZTH86A0Ljjui7BpPdz75sBsVJl9/dg1duOsPdT69fFASZePU4eD0sQAUAGHbjyYnp5uFTG9NX2A\nh2FkDXsy7z4vILB/PUbJ/T9unhdLCqgUyLrnD7jgmVIBwcnGvvJQJD9Mq2CoJGDoFWH6Uii4xJwE\n9GwD893Z2cFgMMDi4iKOHj3aKmECo7m5uaG8KEDUivI209PGcpR/9Bltm6+fVIOC4HF3d7cYXnVL\nTfuYZasHsyT41YgpgQ9f56qbpKhszp49264TXFlZwdGjR1uPoK4ZZB9XGiadM5wL2k/KezoPNXxf\n6TOXVB6dPXsWZ86caQ1BLluh128wGGBjYwOnTp3CyZMncf3117frfAkCz58/j62trV5w4fOwT0Gr\nvHf5MS6Ns6mga+1aH/hjW+gBpHHKa1xXrXNM9U6fPHK97O3we06Tev80wsQ2antLeU4aCegCgH3X\nxvUcus4uyaUS8Ouqw8XQRADQvUAEVu6J4YcAREO97oFSpayh4EnoUnv6ukjDv6p0ShPCJ6GGaYHh\ndXS6E5bfDLkSpClYKTGTh8FLaUnefynlsHBEtKFbbkghEDxy5AiWlpaGwD7boVYwx51e0FL4lWu7\nlJ+2t7fbe1xruLm5ienp6aFd0bznfa5t1VAwQSLzJZ9yQww9CNqPuqmG/ZNSauuhY6VjzHIGg8HQ\nxpWtrS2srq7i3LlzrUeQ6wVpoXPMta+udnJB7+F7/p+fn2/5jV7zg8iVSleeKCO5OY6byM6cOYON\njY3WGNzc3MT6+noL8rjpbHV1FadPn27Tnzt3rgWQ3FxXKrNPn3SBIpU9lyP8q3qg5FkqeSj1BA+P\nzvjGOd/8ViLKbf4u1bdr7h3E+9cH/sZ9ns91galxvHPjgj3PV8dolLfPy7oY8NpFBwKACiYIfKgo\nuWFArW6CgFLYExhecHnYXkDt7Eu5FpCkXiGtK9ul4M/7T72BGkbkmiZ6k3TDR4kBtTwlVZbKwDpB\nWTY3ZjA0TC/W3NwcVldX25Dm8ePHW8Di3hbd6OOKWnlDr5M/6NHTDRisr641ZZ213zUvlk+BpgCQ\noJoATncgMyykoV+fWBwr1lEVA8GHenWZL9dOst4EhGtra0M7i7kDW8PK6hG+mqkkM3jN14kS0FcQ\n/ZlDKgMI6tbX11tgp14+yinu4N/Y2GjDwjS06PHjPUYS+oAAMKzrPPyrc7B0vQuw9ZXV99/Dv+Os\nO1NDVg1fN8DVG6j3JpUzpTqUHCJ96bueV1neVy8HZyWPbl/YdhQALOU7ifdP8xrVv5OAv5IRMIoO\ntAmk5AmkwtMdwVRaXV5ABUAXq9RuCF5Ato/t0fClTkQPZREw6+TTyeqARUMBJQGmgLvkeS15YfVZ\nek8ITgjs6B1bX19vd7vSi7WwsNCCFw9ra9s1VEqe4bfWQ5cHEPxRoes5byqgfT0Y268C3D1/vviZ\n/3UstW4OnAnklJdpCFG4zs3NDQHFzc1NzM/PDx3/w/+DwaDdnafnM3YtDbiaPYQuRPk9PT3dLnDn\neDC8VemGTzqPtra2cObMGZw6daoFfQSB9Ojt7Oy0Z/nRU7i9vd0Cx3PnzmF9fR3r6+sA+tdu+zx3\np0eX4laZ7s+NSx7mdBmtoK9U376yVLbpbl/1CmrUZtTmj1Id+u53hTQnIY1kjUuTevkmya/L+aL3\nS+NzKeRQiTfGoYkBYKnynKxcl6MfVd5UiKysgkdVrGTEcb2AXXS5vYDuIi65jH0zjH6osPgcJyu9\ngApe+qxX9mmJIbrCwQQ0bvXt7eXz/DRP9Qiura214I/r2PjNM6R0p5muufN1WbpmkROGBoU+rwdm\ns180TKveZQ8bqleVgFrBtgo9DdN3CV6CM84BFfzk8cFg0I7x5ubmUDifgHB2drYFglyQrd9cs0PB\nTYNJz2V0EPvZDnhGhekIBHWzWqXPDNre3m43cHziE5/A6urq0KH4XOtHAEgPOgGi7gbm8pXNzc12\nx7CuM1bqC6E6D5V+Kwic1BvTR31AtVROKfzr4I+ygrKFdefccU+bn8E3zrKKrs2d7P+uCF5Xuyf1\nmPV5JEvPjevB69K7ylt95Y1D43r/LobPDuQBJKmniwNNcEAmImNROXoY0r2AB6FJ1wQcNqkHU0FM\nF7mQcctLw4dctKveQA0jEwx6/ppviblLYeDSOGjeCq7U67a1tYW1tbU2ZMnjTvh97NgxzM/Pt+Vo\n29wbyPoTaPqOaHrbaOnTgo3IR8Wo57DECwRPPGtQ38JCj5qOQ8k7yTrqJgQ1ZHRdp6bXw6jn5+fb\nNtDLx93PXC/Ib3pVHewxzOk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NKikVCgq0xwGAwIX1fgCGFBAVOYEGPXhevrdZ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\nqF2ODs5T19faPo3sdOUxisbpH5UJXWDMQ6cqy4DhOaS8XQK9pTYoD2g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79u3bcBwL71Sm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MUUAPR1Az6zAv4jDOxQHAoUY1GFjSijDXkq40qoz1LJPNL7WDpJ0/NEmSfDlEbG6/+syGmvBBN8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\nXoD/+Ph48LJ0gyYAIOFizt9yGun1UZYEKAacvdAo/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bxW4fPuz8drSWMf0zTP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\nNjY2NjY2Np4M/wW2ILhyW5whnwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "frame, timestamp = stim_table.iloc[0]['data'], stim_table.iloc[0]['timestamps']\n", "image = natural_movie_one_stimulus.indexed_timeseries.data.value[int(frame),:,:]\n", "m = si.BrainObservatoryMonitor()\n", "fig, ax = plt.subplots(1,1, figsize=(10,5))\n", "m.show_image(m.natural_movie_image_to_screen(image, origin='upper'), ax=ax,origin='upper', warp=True, show=False)\n", "_ = ax.set_title('Natural Movie One, Monitor (frame: %i, time: %5.2f) \\n1200x1920' % (frame, timestamp))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have explored what was shown to the animal, what can we find out about the data that was recorded? Lets start off by gathering a summary of the metadata related to the imaging plane:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Unprocessed in-vivo two-photon calcium imaging of neuronal activity\n", "[512 512]\n", "[ 0.0004 0.0004]\n", "imaging_plane_1\n", "VISp\n", "2-photon microscope\n", "31Hz\n", "GCaMP6f\n", "910 nanometers\n", "8\n" ] } ], "source": [ "for two_photon_series in nwb_data.acquisition:\n", " print(two_photon_series.description)\n", " print(two_photon_series.dimension.value)\n", " print(two_photon_series.field_of_view.value)\n", " \n", " imaging_plane = two_photon_series.imaging_plane\n", " print(imaging_plane.name)\n", " print(imaging_plane.location)\n", " print(imaging_plane.device)\n", " print(imaging_plane.imaging_rate)\n", " print(imaging_plane.indicator)\n", " print(imaging_plane.excitation_lambda)\n", " print(two_photon_series.bits_per_pixel)\n", " \n", "dimension = two_photon_series.dimension.value\n", "field_of_view = two_photon_series.field_of_view.value" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, lets see what processed data associated with this experiment is available. Lets call up the `brain_observatory_pipeline` processing module:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MotionCorrection\n", "DfOverF\n", "Fluorescence\n", "BehavioralTimeSeries\n", "ImageSegmentation\n", "PupilTracking\n", "EyeTracking\n" ] } ], "source": [ "pipeline = nwb_data.get_processing_module('brain_observatory_pipeline')\n", "for container in pipeline.containers:\n", " print(container.name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each of these modules contain the result of some processing of raw data signals acquired during the session (For more information on the processing, check out the Brain Observatory [whitepaper](http://help.brain-map.org/download/attachments/10616846/VisualCoding_Overview.pdf)). Now that we know the types of processed signals, lets start with some behavioral measurements from the experiment. We can look at the running speed of the animal (`BehavioralTimeSeries`), as well as information about pupil size and eye position obtained by processing a standard camera recording the gaze of the eye during the session:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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5dS+3HSTmO+FM8iTTpdjd1BYvc/7lE/b5xjWNT6oLNuA/23cx3mNb+yhUDqdR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\nffW2Vbs2cMcdeuvs00f+P/nkw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VuFoNHeddeke+BOIZzDOCg1IbEMgNlCiP8KIb4UQjwB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\nmNnADBYvAdi4c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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(3,1, figsize=(10,12))\n", "for ii, container_name in enumerate(['BehavioralTimeSeries', 'PupilTracking']):\n", " ax = axes[ii]\n", " ds = pipeline.get_container(container_name)\n", " ts = ds.time_series\n", " data = ts.data.value\n", " timestamps = ts.timestamps.value\n", "\n", "\n", " ax.plot(timestamps, data)\n", " ax.set_xlabel('time (%s)' % ts.timestamps_unit)\n", " ax.set_ylabel('%s\\n(%s)' % (ds.name, ts.unit))\n", " \n", "ds = pipeline.get_container('EyeTracking')\n", "for ss in ds.spatial_series:\n", " if ss.name == 'pupil_location':\n", " \n", " ax = axes[ii+1]\n", " data = ss.data.value\n", " timestamps = ss.timestamps.value\n", "\n", "\n", " ax.plot(timestamps, data, label='hi')\n", " ax.set_xlabel('time (%s)' % ss.timestamps_unit)\n", " ax.set_ylabel('%s' % (ss.name,))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now lets look at the responses of some neurons in the imaging plaine. Lets plot a birds-eye view of the segmentation:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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ic0RraysHDx5k+fLldhUJGEyP9mKluru72b9/P8XFxeYEyPZ2hMeOHaO4uNjq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\nikHS0dHBe++953RQuXTpkl+lT6zO2LFjPbJVRGMJU+FJf38/PT09pu3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "image_segmentation = pipeline.get_container('ImageSegmentation')\n", "segmentation_mask = np.zeros(dimension)\n", "extent = np.zeros(4)\n", "extent[1] = field_of_view[0]\n", "extent[3] = field_of_view[1]\n", "for roi in image_segmentation.plane_segmentations[0].roi_list:\n", " segmentation_mask += roi.img_mask.value\n", "_ = plt.imshow(segmentation_mask, cmap=plt.cm.gray, extent=extent)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each of these segmented ROI's has a dF/F trace stored in the `DfOverF` processing module. Lastly, we plot this data for each cell:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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FtXY7a+0PcIaC/xXwOXALMNEY87PowxapriSjkKTUgJVre7V0bEVERKS2BKkBqwP2tNZ+\n5bWAtXYBMAQYYoy5GDgZ2AH4oJggRdyokO6tVPvGb3I1bVp5tiMiIiJSaXwnYNbaM4Os2FrbAjwe\nOCKRMlEhX0RERETKrehh6I1jG2NM4kZUlOqmPmD+lGMQjqi3V0nHSURERCSI0AmYMeZIY8xHwEpg\nFrBP6vH7jTE9I4pPxFMtFdKDJjXl3je1dCxEREREihEqATPG/AF4DZgOnJu1nq+A3sWHJpJfsYX+\npDdBTGINmIiIiIgUJ2wN2P8BA621fwAeyXpuArBXMUGJ+FHtTRDTJaUGTMmciIiISHHCJmA74dSA\nuVkGbBRyvSISsUochl5ERESkWoVNwL4Bfuzx3D7AzJDrFfEtTC2PkoPieO3zUtYs6piJiIhINQmb\ngD0F9DPGdE97zBpj9gL+AjxRdGQiNS6JzSW9kiElSSIiIiL+hB06vh+wJzAUWJh6bAiwBfAf4Kai\nIxMpQH3AvMX5PqNOxir1mImIiIi4CZWAWWubgGONMYcDvwQ2B74F3rTWvhlhfCKeqr1gnv7+iklq\nylE7pSaIybFkCWy4YfV/PkRERCpVUZMnW2vfAd6JKBaRskp6wb6YAnSlj4Ko5CGct96Co46CE06A\np5+OOxoRERFxU1QCZozZENgOWCf7OWvt6GLWLVJILTVBrDVJT46T6sgjoaUF/vUvJWAiIiJJFSoB\nM8ZsCzyI0/ww52nAAh2KiEukICVT/mgY+trR0hJ3BCIiIlJI2BqwR4HdgAuAKUBTZBGJ+FRsAlZJ\niYJbrJtu6r18uZsgRr09JdciIiJSrcImYAcCp1hrX44yGJFSq6SCfVSxVlKiKSIiIlLtws4DNhVY\nM8pARMRbUoah9xOHEj4RERERb2ETsEuBq40xu0UZjEgQlVSbFUYl1YBV+7EQERERiUrYecDeMsa8\nCUw0xtQDi3MXsfsWHZ2IeMqXWJU7IcoXi7VK0ERERETahB0F8WbgYmAUGoRDYqJCvT+V3iSw0uMX\nERERSRd2EI6zgGustddHGYyIuEtKHzA/lDCJiIiIeAvbB6wJ+DjKQETKIT0xSXqiUCiJiiP+MMPQ\nJ30/i4iIiJRT2ATsAeCUKAMRCaqWmiDWWhJTS8dWREREakvYJohLgcOMMR8Ab+I+CMeAoiITkcTR\nMPQiIiIixQmbgN2U+n974CCX5y2gBEwSp5KaIEYl7mHoa2U/i4iIiPgRqgmitbauwF+HqAMVqSYL\nF8JFF8Hrr3svU0wzvDgnYhYRERERb2H7gIlIEc45BwYOhP/5H3/LuyU+6Y+NGQPTpvl/rYiIiIjE\nI2wTRACMMesAOwHrZD9nrR1dzLpFSiEpTRCff77wMn5rsUaPhi5dnNuLFsHGG8dbA6aET0RERMRb\n2ImY1wLuBf6YZx1qhihlN20adOgAP/qR+/OVmhzki3vQoPbbo0ZB9+7+X1sOcW9fREREJEnCNkHs\nCxwJnAYY4HygN/AWMAP4dQSxieSVXcvz9dew886www4wd2774yNHwn77ZSYqbq9Psu++C7a8+oDV\npko6p0VERGpV2ATsd0A/4NnU/U+stY9Za48A3qeIBMwYc4gx5hVjzBxjTKsx5pis5x9OPZ7+91rY\n7UnlWLAAevaEhx5yf/6pp9pvv/JK++1DDoHPP4ezz05OE8SgBeWhQ/0tl4QEKeoYkvCeKoX2lYiI\nSPKFTcC2A6ZYa1uAlcAmac89gZOghbU+MAY4D2c4ezdDgK2ArVN/fyhie1Ihzj/fSbL+9Kdgr1u5\nsjTxlJrfJK3QchqGXkRERCQ5wg7C0QBsnLo9HTgMZ0JmgN2KCcha+zrwOoAxnsW6Rmvt/GK2I5Xn\nvfcy78+bF08cSZEvsammpmjV9F5KobXVORc6qNdtxWhshLffhoMPdgbNERGR2hK2BmwYcEjq9gPA\nFcaY540xTwO3AS9HEFs+hxlj5hpjvjDG3GuM2bTE25MEuuUW7+eqYbS+MIlHoeHqK1Glx19Kq1bB\n/vvD7rvDsmVxRyN+XXQR9OgB3brFHYmIiMQhbA3YX4HNAay1A1M1VScA6wJ3AddGE56rIcDzODVv\nOwM3Aq8ZYw62NlhRbdKkSTmPdezYkY4dO0YRp5SZn4QlKbUpUcTRdra7rSvO95n9KQyTQCXlOCXd\nSy/B2LHO7XvuiTcW8e+++5z/246diIiUT0NDAw0NDRmPueUEpRQ4ATPGrAFsA3zd9pi1dgAwIMK4\nPFlrn027O8EYMw74CqcZ5DtB1nXKKafkPNa3b1/69etXRIRSKtVUE9LcXHiZMO83rhqwqBOmajrW\npZTev3HFisznrFUiKyIikm3QoEH0798/1hjC1IC1Ah8BPWjv9xUba+10Y8wCYBcCJmBPPPEEnTp1\nynhMtV9SaZJQyFbCFD8dAxERkcL69OnDMcdkDLLOpEmTXCtmSiVwAmatbTXGTCNz5MPYGGO2AzbD\nGRgkkE6dOtG5c+fog5KSiCLRSMow9NUsiv2ahKSyEhQafVL7UaL04ovw8MNO/9sf/zjuaEREwklC\nd6OwfcBuAK42xoyw1tZHGZAxZn2c2qy2osNOxph9gW9Tf31x+oB9k1ruZmAK8N8o45DK5pUEVHvS\nla9fWClpGPr4RdH3TiSf3/7W+X/0aJg9O95YREQqWdgE7HfAlsA0Y8xYYC6Zc3ZZa+2xIdf9E5ym\nhDb1d3vq8UeBc4F9gF44w+DX4yRe11hrV4XcnlSIqAuU1VI7UC3vQ4LTsZc4zJkTdwQiIpUtbAK2\nAfBF2v0fRBALANbad8k/PP5RUW1LqpdXwbSamiD6jb/c77PS92trK7z7LuyzD2y2WdzRhFfpx0FE\nRKRa+U7AjDH7AFOstSuttYeVLiQRgeJGQVQTxPAGDoRLLoEtt4S5c+OOxr9K288iIiK1KshEzJ/h\nNP/DGDMt1S9LJJFqqTBaKNmq9H1R7vgvucT5f9688m43apV+3EX8WL4cvvkm7ihERIIJkoAtAzZM\n3d4BWDvyaESKEHQi5mosoJaiBqwa91O1yHc+67hJtWtpgT32gI4d4YsvCi8vIpIUQfqAfQoMMsa8\nl7r/f8aY+R7LWmvtn4oLTUT8SFoNWNSJgAaaECm/pia49VbYc0/4zW/ijsbdxIkwc6Zz+4or4KWX\n4o1HRMSvIAnYn4DrgD1xRifcDdjOY1ldexUpsbbExi3BSVIfsGKpJsebasCkVO68E66+2rm9ZAls\nuGH+5eNQ7S0aRKR6+U7ArLUzgD8CGGNagT9aaz8pUVwiRfH6MS71D/a8ebB0KeyyS/Trztba6m+5\nchRMNEVA8qhAKsV47bX224sXKwETEYlS2GHod8SZg0skMeIutC9fDltt5dweNw722qu49RUqUKxY\n4fzv9r7j3BdRFIRUmBJJjqR+HpWAiUil8j0IhzFm9Yw41tqZfic+NsZsGiYwkUozalT77dtv916u\nGiV5GPqnnoJHHok3hjjEvd+lsg0b1n57vldv75gpARORShVkFMQZxpiBqfnA8jLGrG+MOcUYMxI4\nJ3x4Iv75+QGu9h9pt/dX6e95la9LPe5Gj4aePaF3bxg+PLqYkkIFUCmH6dPjjsCdzn8RqVRBmiD+\nDGcQjs+MMdOAEcBYYD7QCGyM0zSxC9AVWAzcDPwjyoBFKkE5CwOFmiBWesHk/ffDvza9VvLDD+HQ\nQ4uPp1JU+nGX5Lj/fvjd7+KOIlfczc5FRMIKMgjHOOA3xpidgF5Ad+AkMucDm4WTmJ0C/Nta2xxh\nrFLjChUo9WOcjEJ3FKPxpb9m882Liydqzc1QV+f8xU2jIEo5vPlm9OtsaYH33oPOnaMZ4GPhwuLX\nISJSLoGLENbaadbaftbaQ6y16wKbAdsC61hrd7DW9rTWvqjkS2pZOZPBJCSepYxhzz1Lt+6gvvvO\nGeFyn32KaxopUuuuvRYOPxx+9rNo1vfxx9GsR0SkHIq+hmutXWStbbDWNkURkIiXqAv5pawhiHsk\nwCQkZVFJUk3OPfc4E79OmJD8SV+TtN+kNgwfPpwuXbowePDggstee63z/4QJJQ5KRCSBwg5DL5Io\n+2QNDVOrhc8kDMIRdVO4JB3LtqH/AZoSfskpSftNKt933xVeplu3bgCceOKJWJ2AIiKeEtCLQcSf\nfL/n22xTulqfpiZ4++3MwneSlHoesDjKUZVQdktCjNU02Iok15ZbQr1m/hQRiYwSMKlZfgusZ54J\n3bvD8cfnXy6pzf4qvWCepPizE54k14Ilab9JZZs3zxk0I6xm9QgXEcmgBEwqUjlHfHvsMef/IUPy\nL5eEAm9bDEmqGYl7+6XSq5dT8zpjRnwxJOk4S3V75hnv58aNg06dAK7Kee6992DTTeHCC0sWmohI\nxVECJhUjXw1TLQ/BXeomiEFFve+LWV+pz4OFC+GCC0q7jbBq6TMgpTd/vvdzPXrAF18A/C3nuV/8\nwuk/dtddJQtNRKTi+E7AjDFjjTF7ZT12sjFm4+jDkkozfz786U/w7LOl20aSCvZukjBKY1yDcCTh\nvRdSqqR02bLSrNcPzQMmSTB7tvdzSW6mK8kxb948xo8fH3cYImUTpAZsL2C9tjvGmA7A48BOUQcl\nlefss+Ghh+Ckk+LZfnZh06uwXY2F0qTVgEUtqmMWxXrc9ms5z6lp05y5k+6+u3zbFBEppVWrVrHV\nVlux99578+6778YdjkhZFNsEsYqKeVKMN96Id/thCsFTp0YfRxLV8jD01ZSIAvz+9zBsmL9mj9V4\nsUHik/1ZqrRh5j/9FLbaCnbYAcaMiTsaSTc7rQr1+uuvjzESkfJRHzCpSn7KBpMmlT6OcnMbhKMc\nktoEscLKiAWNGhV3BCKOhx/+T9whBHLAAc5ojjNnwqGHxh2NeKm0xF4krKAJmNsnQ58WKTu3WpZq\nq+2ISql/z6ZMgaVLS7uNKFTj+aE+YFIu2efTRRftE08gEfAzqbSUj0n7IlMCJrUiaAL2jjFmqTFm\nKbAo9dh7bY+l/S2JOE6RvIr5zm5qgnffhZUro4snLm2/Y+Uanvydd2D33fPXzMTZBDFqlZTEJWm/\nSfVZuvRHHs+cULJtfvUVrFhRstVLTEwlfbGKRGSNAMv2L1kUIkUqprB57rnw4INw9NHwnyJa1TQ0\nhH+tm6hGQSyliy8ufQxJb45Yzn0eZCoGkSj5LyMPJmj3cD8tGP77XzjqKNhzT9BgedVLNWBSK3wn\nYNZaJWASm0WL4JtvvJ8vpvnVgw86/7/6avC42jQ2woknhtt+sarx4mFU+y/qfRP3vg6yX1SOkUrh\nJwE77TTn/wkTSh6OlJmaIEotCjwIhzFmHWPMEmPMr0sRkIibffctvEycheNp0zLvxxVLKQbhiLsJ\nYZInYk6yWn7vUln8nKvVPt1GLVMCJrUocAJmrV0JLAeaow9HxN3XX2feT/qAA0mK54UXYPLk0qw7\n7nmxgqjGwlo1vicRN5X0XSPBqA+Y1KKww9A/CpwRZSAixbA23h/jOH8//FwZPvDA8sRSCipktQvS\nB0xzHUmUSvkd13butrRAjx7wy1/CqlWFX9faWrqYJB6qAZNaEWQQjnSLgIOMMWOB14G5ZA5Hb621\nA4oNTsQvv9/Z1f7d7vX+llTYuKSlOE5RrDPuC7X5an6zm8HOm1f6eESi0HYeP/ccDBni3H78cTj9\n9PZlVANWvdQEUWpR2ATsxtT/HYG9XJ63gBIwKZuFC5NXC1Usv79DcfaN8LOduPuQlVqc8aVPJv7i\ni/HFIRKFRYvaby9Y4L1c26Ada4QtwYiIxCxUE0RrbV2Bvw5RByrJFnfNwMSJ4V6X70e+ksV5PJI6\nDH3c52gp5BuOO+mJa7W77TZnmoaWlrgjSZ7s5oVugwdln79uzykBE5FKpa8vqUhRFS6PPjqa9SSl\ncK9Cd3XLPs9++MN44pD8JkyAyy5zbv/4x3DWWfHGE4Uov1saGzPvjxsHXbr4T8BaW6GuTt931UJN\nEKUWhR2EA2PMmsaYs40xDxpj3jDG7Jp6/CRjTKci1nuIMeYVY8wcY0yrMeYYl2WuNcbUG2OWG2OG\nGmN2Cbs9iUYSvjPvuqv9tt94PvmkNLHUyjxgpWqCmITzyU1SEu02m2zi/VxS92EtmD27/fbnn8cX\nR1Jln5sLp8uyAAAgAElEQVRt/RfzJWBur2/WWMxVQaMgSi0KlYAZY3YCJgO3ALsA3YENUk8fCvyl\niJjWB8YA55E5sEfbti8Hzgf6AAcAy4D/GmPWKmKbkbLWufp57rkapalU3H6cZ8woexirXXNNfNuO\nk9txiLrJlRIJbyq3JJ/O31zZv4s3pnqV5zuf3ZKzv/892rgkfqoBk1oRtgniXcB8nARoMdCU9ty7\ntA/SEZi19nWckRUx7pdFLgSus9b+O7VML5xRGH8DPBt2u1EaNsxp/w/QtSv07BlrOGVR6wXBZ56J\nOwJHEn67Bg+Odn1JeE/51Or0B+JNxyW/7M/Md985/wftA/bII5GHVtXq6+vp2LFj4mqc1ARRalHY\nJoiHAddbaxeQW0v1Dc7oiJEzxuwIbA281faYtXYp8DFwcCm2GcasWe23p06NL45qVgvf0cWMglgu\nbtueOzfzfrWPghinrbbyfk77TZIq33QKXo/NnNl+288cYZLp0UcfZdttt+Wcc86JO5QcSsCkFoVN\nwJoBr2LfVsD3IddbyNY4CV9WEY+5qecCmTRpEqNHj874a2hoiCJOKbFC39G1+h2ehPcdRQzFrMNa\nS6sN3/bXbzOoJOiYdqnrjDPii0O8JeEz6dezzz7Ltttuy5NPPlnS7WQ3QXQbBTGf+vpo4ym3hQvL\nf3H2tNNOA2DQoEHl3bAPSauRk+rX0NCQU/6flD6vSxmEbYL4LnCJMWYI0PZValNNBs8irYaqTAwu\n/cUKOeWUU3Ie69u3L/369YsgJKll1TQIR9D3Eme/x+bWZn76wE/5vul7PuvzGfCDwOuopAJz+rHP\nHpL7vvucvjX//a9GSyy3Si1PnnTSSUDbb2P0befb5u/yk4Dl+x5pe27FimjjK4emJth2W2ckyJEj\nndEfpZ1qwKQcBg0aRP/+/WONIWwCdjnwATAJeBkn+TkPZ1LmXXH6hpXCNzjJ1lZk1oJtCXwWdGVP\nPPEEnTplDtjYsWNJWk9KxAp9R8ddAHriCXj88fi2X67fMLf93NLSAkQ3FWCQ9/LyFy8z5psxANzz\nyT1sbC+PLI5ymzULnn0WTj4Zttmm8PL19fVA+4IffeT836cPDBlSmhilsGopT7oNrtPUBGsFGP6q\nLQHrkPX1sHix87/f7+22BMzvgD9jx/pbrhwmT24fhv+66+Cll+KNJwnUBFHKrU+fPhxzTOYg65Mm\nTXKtmCmVsBMxfwF0AUYAfwBagF8BU4EDrLVfRRZh5nan4yRh3dseM8ZsCByIkxAG0qlTJzp37pzx\nV0wC1q8f7LADjBoVehVSYvpuL70xYzJLO+XsA7ayeeXq28tXLQ+1vaDJe6nOqYMOckZT7d698LIA\n8+bNd3280ptrSTKMGZP72PTpwdbR9lmpyyp5LFrk/O93GPobbgiWtey7b6DFS8rveyxk7ly44AJ4\n++32x9544w123XVXHn300fArzrJ8ef7ayFWrnGVEKknHjh1zyv/ZFTKlFnoeMGvtdGvtqdbabay1\na1lrt7bWnlJs8mWMWd8Ys68xZr/UQzul7m+fuj8QuNoY82tjzN7AY8BsnJq4WPXv73QUvvvuuCOp\nfkqkkmv8+PE5jz311FNcfPHFLPf5Sx1JPzJs7DWhxWjrjvrFF97LlGoeNhE/wl6s8Don/SYnTz75\nRLANJ0hUCVjPnk5ZI/0CzZFHHsnUqVNX9/cq1pQpsPXWcPjh7rE2N8NeezlNKufNi2STIjUj7Dxg\n1xtj9og6mJSf4DQnHIXTtPF2YDTQH8BaewtwNzAIZ/TDdYH/sdY2ua5NqlItDMJRCe/BvQCW+bWy\nYsUKevbsyYABA0K1uQ6yH0rdmdtt9eVM8rK3lXm/grPNKlPJiX+bA3x0JMiuyXKz7rrtt9tqUopN\nwOC7whtOs/POgRYvqagSsLfK0NP+3HOdKQKGD3dPsIYNc5K0xYvhhhvCb0dNEKUWha0BOxMYZ4wZ\na4y53BizQ1QBWWvftdbWWWs7ZP2dnrZMv1TN23rW2iOttYkd7F3fJdXviSeSczU2GedbZumzsbH9\n2shbIUoN48aFiyLsD3kpmyBaC1deCZdeWr5jVartWAtvvglfflma9Uu81lkn877b58JPAuaWcBSf\ngAX7kPqJs1wqKTlf2d6i27UZYnofvKYiLoErAZNaFPZrqSNwFDASZ0COr4wxHxhjzjPGbBlZdFJz\nli1bxiuvvMLSpUvzLpek7+g//vGPRb2+2PeS/YPe2NjIrbfeWtxKi5IZUPqPa2uJh0g0WduO+jwp\ntvA0dCjcdBPcfju8HKLRdL7Jaf2+Jiovvgi//CXstlv7oAKSK+7vqtbWVoYOHcrM9Im0fPATt5/z\nz21kw3InYEkV97lRSKHjEWcyOWoUvP9+fNsXKVbYQTharbVDU7VSWwG/BWYCNwFzjDH/jTBGqSG9\nevXi2GOPZbPNNuPkk09mXNjqjxplLdx22208/vhjMUaR+atcl3b52e/Vzaj6gJVDkFi/SushG33N\nUXlLQ3fe2X57wQL3ZRYvhhdegO9LNTNkQiWpluOxxx7jiCOOYIcddgj0uq5dM++7nefeNUvtOyAJ\nNWBJkr7P4pyyw48gzSWjSib9/EbMmQM/+QkccgiMHh3NdkXKreiKeWvtKmvtyziThvwRZ3j4XxS7\nXqlNL7zwAgDNzc08/fTTdO7c2XW5pPYB+wVDGciFbI77iHSlkF3Yez/my4LGZH+tlLEGrG1nDL+K\nh8/rw4wZYdYRaUiewpyj+WKL82q617aPOgqOPx422MDpS5JtwoQJjK7yElTctRzXXXddqNdtsknh\nZbzPR0NzMwwenJl8R5eAzSgcXEJF1QesHILUgJUzARsxov324MHRbFek3MLOA7aaMaYrzlD0JwBb\nAONwBskQKVpzc3PcIQQylCMA2JmvgP/4ek3b3DhRqYu5w4MxdZ4/xmVr3//236jHae4XVNAQ46zt\nSPq2P/64/fYFF8DDD7ffr6+vZ6+99gKcRGyPPUo1rlP5JakGLJ21NvRANUH7gN11F1xySeZjxTRB\n/MlPVjFy5Jqpe6vyxppkST033CQ1WUyfRy7ptYgiXsKOgri/MeYWY8xMYDhwBHA/sJe1dj9r7c1R\nBimSze+PwZtvljYOL7/i1aLXEeYHz0nmDOVqouM+KqB3H7BK72Dt9n7DvqUwBbH8oyC6K8cu97ON\nRx7JXO6dd95ZffuZZ56JPigBohsZ1K2gm68Jols31Lbj71VozlfgHzcufX7BCspi8kj612EcCZif\n34j0887vZNwiSRP2Uvko4GTgOeBAa+1u1tprrLWTogtNxFuh7+i2H46QrW8qSnb5avz4c4GxrsuW\nQ0tLj4z76ccq6j5gLQF+ff2WQ0t5hbq0BZrkF0rPOcf98UpPzINYsSK+bQfZz9mLBhuEweS9WBGm\nBqyxMW1IvgJFl+XL4Zpr4N//zrtYLLzeY3OzM6lxWI0lGAknjkE4giZgqgGTShU2ATsc2N5ae4m1\ndmSUAUlliuKLuKFt5tkIeDeBi2wTkYk6ppkzexReKI/sAmLw+Nb1fCbKPmAvvvgiG220ETff3F7h\nnj0KYjkEHYY+SkE+d/fffz+XX3554Ga9kydP5owzzuDj9PaEIQ0a1H67mmpGgxhb5msjXjVgX331\nFXvttRePPVaKAXvct1ncKIjpo4LkP/Gvvda5+HbMMcmrIXF7j42N0KkT7LSTe1/JQurrYfHixdEE\nmKZcg3AE/fwrAas81sJf/uI0Rdcxc4QdBfFdYGtjzE+NMT8xxnSMOC6pMf/85z/ZZpttfC/v9/t6\n8uSQAVWoKMqxf/ub/2WDz5kVXUH7t7/9LcuWLeOKK67wue3INh2bsBc6Zs2aRZ8+fbjlllu49957\nA7324IMP5sEHH+Sggw6KJJb21ye/xi4K2efd8OHxxAGZn79ddjmaCRPu5NRT3efmyz48QWqbvbef\n+X++beb/vNbR0rLM89n0KR4qIQF77jmYOhVmz4Z//CP4Onv1iia2bHEMwuFHeh+wpB1fcff223Dr\nrXD33c75LiESsNRcX18Cs4GPgI+B2caYL40xHg1MpKKtWOH0ps5zpTT9yzfM1Y0zzzwz0PJ+m2rM\nnRs8lkJWroStt4bDDot+3WFEXY79bwknkfCqAfPT3MmPKAr1+Vbh3uctmnUXz7vWIb12+YMPPgi0\n1kWLFhVcptjCV7XVgOU7zhMmlC8OyPeZGAJ0Bx51eW6tnERx4sTcHgbeh829CWKU84B9/fXt3s8m\ndPAIcI8tfRLjMC0JSzXwrZogSlTSpyGMfgqWyuR7FERjTAdgMPAbYAowAJiF86u/PdADuMcY8wvg\nd9ZafSyqxQ03wB13OLePPRY22ijv4jvuCLvv7hTkS1XgTI1WX3b19XDYYZa5cw1z58IrryTr1z2K\nwkbUgyiG6QMWVFNLE2t1WCvvMlGci1EOwhFEa2szdXVr5B2EwyuO5uZkNver1RqwOGUe+x3zLPkU\nr2aNI7Ry5Ur3RV25H9so5wFravJusp69niQdA7f3WGzCWKr3VwmDcCgBqwzpxyxJn8c4BSlqnQsc\nDZwOdLLWXmqtvctae2fq9h7AacCvANWEVZNhw9pve8yomv5FPWsWDB1a2iu9hcoCXh/wOXOK2+62\n28KXX7a/2SFDilsfFN9fLeofyVKWi621DB8+nN///vdZjxe33g1u3IBHxjxS3EpSkjjzQXOzey1U\n5rFyP3AtLclMwNInpU5KTAD07Qu/+AXMDz+XX9Ba1OQ53tdS+Q5bsYNw5FdHvn5glVYDVmy8ra2l\nuaARx0TMfvoJqwli5Uk/l5Q0O4IkYL2BgdbaR6zHr6W19jFgIPCnKIKTylbMiE6FhP2yv/TS/M+/\n9lp0cbz44mx23hluLvGkDJ9/3n77lVeKX18ppxGz1tKtW7fAw44vWbIk7/NNLU30frl3LINwlEf4\n0k1jYwvD0i6iWGtZsQK6dYMTTijvMPrprr66uNeXxPffOyM4vPUWXHRRJKtMUgJQvkS3FINwFF5/\n8PWUX6FmzJVUA9b2/Jo0sXKF5dNPi4mlQ2o7hVdQGRcxJJ1qwHIFKWrtjtNovJDXU8tKDXH7QJXy\nQxZ23YVGmDr66GAXvvPF8dvfbsy0aeBzjIjQvvii/XYEA9WVtAli2D5g119/faRxhH1N8QNPeD83\nbpyTlASpgfMTT339N/zlL3/JeOzOO53BIJ5/Ht591//2vIT7PCavVi7jqtHEiSXZxKQyT9ZSyqae\nQfuARTkIh5u2r5dKKaBHVQNWKn7i2p5ZzGFb/vTk4RxwgOWGG4Jv54svOgBzgScDJ2BJ2l/iTc1G\ncwUpajUB6/tYbr3UslKNEvJtV8owZs+OKo4fRLCOwuJsghi0oBN2GPqFCxeGel3USlmw22cfZwTK\nvfZye9b9wGYee6/gOmTcs9ZmDE6zdGmgMD22HWoNGTElQkQHOP3tjBmT+VwUF0nCKtV+3mwzf8u1\nfYxLVQPmNseatclKyKqpD5gxcDuXsAULOIx32YlpoWq2zzlnA2Az4GRfvxHpcS3zHgxTEkQJWK4g\nCdhInD5ehfQGPg0VjVSsck8uGvYHJ+ofqnKVGzt08H6u1AlYsUMcpxf6ZqYPhZRm1iz/6wgrTCHM\nTw1Y1OdikKkTJqR1tGxt9eoMkZuA6QpyaaW3mB09Or44IMoasNz1BK0BGzXK+d+tADZrVubnK3/f\nHvc+YG37PX0933zzOCtXzsi3srIqRV+YuBKw88+HH9DeL7wD4TpkLV4c7GJMemH+6adDbVLKrL6+\n/bb67TmCJGC3A8cbYx40xmyf/aQxZltjzD+B41LLClVYuPH4MXdrNlXK915NV1DmzSu8jN/O7qXY\n5//6V3Gv9xPTt98WWoe/NxZFYXPdtHmkTzgBPo3wclLUx+fxxx9ffXupZ1VWbvaejBqBRAThrUxf\n3pXzG9El55H33vNaNngfsB/9KPN7Pf/80N4DzmSbMuUcrE12o5zMkWKLe31ha/i+yJM+2FX2Nhoa\nnIG2bASf48ykVH3AqlF6//snn4wvjiTxnYBZa18HLgN6AVONMZ8aY543xjxnjPkU+Ao4FbjMWlvC\nmYREKqnQUphX7aHf9xhn59aofgizE+qw7+PaGTOKjiXdiy/CAQdEs67Zs+GctPFhR44sfp1Tp7ZP\nqOLdBDFztpHsZDauQTgyY0jIBzqGkl2gt3733U6m8vbbIbcV7X4eN8753y3xcbsoV+jCWfruX7w4\n75K4JWFt28xumuv92YhX2+EYMCD3sai0tKygvv6faY+8zI9/DA88UPi16adZdlyBZiUIIGgTxGrS\n2NhIfXpVUZUq1OKlVgTqbm+tvR04AHgS2ARn7q+jU7efBH5qrb0j6iAl08iRI+natStPJ7zuPYmD\ncPy08X2G0Y2jfI0n47n1tDiKf5MFBvgrKP3HKEj/NT/rK5fCQxz728/j8nQICDOsv5/n/M5rnD2o\n3nPP+XsdtL//7O3PnfvN6turVnlNmJz5NZ/dBDEKxX4Mqi0BC7KaQG/9gguc0kv37oFjKoW22HOT\nJUODyzRdO+yQf31rrtl++4wzUjdWroTbbsta0r3o4t6nKrml9bZ4P/ss97GgvGr/p0+/iilTzkx7\npAcAZ50VbP3Z08pE+R3iZzqNdKUcqTcu1loOOuggtt12Wz766KO4w5Ey8H0aG2MuMMZsaa39DOgH\n7GGtXTf1t4u19k/W2jEFViMROOigg/jggw84+eSTy7PBspfItwQuB3bxXCLsnCT/XnwI3RjOkNSP\nUFD96Mt8tuDnvOcrDj+++abwMvkcd1zxMaSLoywcVQJWal4fBT99IAs1s8zP6/23P75qlddAJZlB\nR1UDVrzNcWYt2SauAPJrbCzLZsq5/6P+HOXrA+Zmu+38r3vttVM3br4ZLrvM1/orLQFzq+yJ+nyY\nPXtgJOuZNi3zvutw+kVMl9HGz/tPyM9BpFauXMmY1Ig9f/pTdc/kdMghcUeQDEGuIwwAdkjdng7s\nF3k04ktL1fdgHArcBHzpuURcX8B9uZbNWch7HBpZHH76s1mL6xVlgPX9jE0agHe/jlx+cnM/bfqj\nS8Ci7Y/g97nly4vebGDOLklPwLyGostNwLLfR9jRKYtzOHAh8FJiEuwMkyY5bVBLrNRvPZ5h6MMt\n7xqqayfUOtf35ZaAgWHOnF0LxpbRZLKEo0ol8VT3w2tAoij6gKXz83tR7RL5fRih/fePO4JkCJKA\nLQR2St02eF+SlWpWli+GfdJuu+f5U6dm3j+T+5nCrnRjGFBZP3J+EzCv5oVxtoeP6mplVH3A/MYx\ndmzuFV2AN96If4CX9GZY7dybIKYnV/Pne9Xq5q8Be/75F9h00015LeAs5NGddz9NToEj+0399reh\nVhPk7cRbA2a5hNvgn/90Xb7w+rye2cL10UKfLdf1dehA7oxs0daATZ8O22wDxxyDM6zehhtC374F\nX1cst/eblI9CtuxjV6rfHT/vf7312m+vtVY0cxnGrZQXSpImqed4uQVJwF4FHjPGzMApDbxkjJnm\n8fdVSaKVqlUHuF+j/Mz10ezC8/30YVemMozDAXj55WjieuON/M8n4YukDBfpi/Lpp3nG0E8px35s\n28bYsbDvvrDzzrAordvUo4/CkUfmv/jt9RsZR7/pX//6GJ9L5n7Np7+PJ598kiVLlnD00UdnLHPW\nWdCjB8A6BbcQ++egvh6uugo+/7w822tK9qh66dwKdo2NjfyKf2Op4zYugzPPbB9RI4A33oB33nF7\nxn3uirbzxO18Wd3kMGvZb61lz5yl3T+IbZVlQROwc8+F+fPh3/8GTj7ZqQ679tqCryuW236YOTOe\n75NCts8a+zpsvuA1n1gbP7Xx6etoaoLDDgsXS1Il5oJUicR9kTMpgiRgZwHnAM/hfPsNB172+Hsl\n2jDLY8iQIZxxxhnMmTMnsnXW0EWNvKy1fPDBB57zQD0MTAH+N9i4MJ6iuCI2dKhTIM+nlE0Qs9d9\nxVuXuy4X58Sufs7vzTcvYxPElsJNh9JH/0rv63zaaf424WaffZx9MXZsuNeHmQz51Vf/43PJtXMe\nKdTpfeRIZz8NGQJwUc7zueuI2a9+BTfeCPulasybmpxZraO6EpNuwADYYAN4+GHPRUo2CEeR2j5H\nI0eO5N9kJfD/93+B1zd2LPy//+f2zBEe2/deV1OT+/OfufbFc/+dGDAAvv8++LlZ7EBIYbl99z/1\nFGy7bfuk1Umxxx6Z98P0AXvzTdh6a7g9a6Kilpb29p+zUkPkzZlzL5MmnUpzc8iZ4itM1DVgH30E\n/41pPPKWlmXMmnUrS5e6F06qPL/0Lcgw9KustQ9aay8FZgI3WWsv8vorXcil06NHDx588EFOOumk\nyNYZ9ET78EPo0we+SlIdYshPS/rLXn/9dbp27coOO+xAo8sPatv10gFEd2lkbNjScEr+eWgcQXfN\nNddAVkUDTz3l77VvT38z2MYSYtttg13RdH/e546eelegbQQ9fp6/kWYVrLOYffcNtr42558f5lXh\nfrD97MtFGQMq/tDHOkOFkvb6IlfwWVZN+YABcPXV8JvfOCVyv/wUgi6+2MkWTj89WIweElMYcUlW\n60L3NDjY9dF87zX7ubb77kfPfRj6RYucMTvSm6gnbRAOv8f79ded/x9//HGOP/54Zvsa4nYdoDtu\nF12CuOqqq9g368vMqw9YEL/8pTPvZfqcUACzZ6fHezQtLcv48svzmDv3MaZP/2vwDVWsDYETaW7+\nQVFrqa+Hgw+Go44K1qc7Kl99dTnTpv2F0aMPcn0+Md95MQtV3WCt3dFaW6a2HuU3YsSI2Lb9s5/B\n/ffD4YfHFkLkGhrg1lvbL3l9U2DYv7XxM8FI4U/we2X45gnyRTJ/Plx3HWR3tZk71335Z555Jnxg\nibQmzg9MLq/CV/t9vzVg3qNhuHfQD8bztX88Ei7pCJtNCbXetPmUPUT3i+VnXwYdFrrkbrnFGYLd\nbXIpN/9prx188bHvcobQ9hRDySCOGjCvq+0d14L7t4CjGMJOfM8LjOByJkW4ff/Pf/rpp1x22WWs\nt8YaLkvW4XVe1tdnX0AofP6Wqza3tXUVCxb8e/V9Pwlpr169eOGFF+jZs6ePLTwDvAk84iuebt3c\n5wO78cYb817AbGlpYfz44E1W/dmH1tb2MoBXLUq1cT6TLwHPMGfOvUWta9Rt7e2CBw/OenLMGNhr\nr9xqyAg1NOSfZE4JmCNwAmaM2cEYc70x5i1jzARjzHhjzJvGmP7GmMKXSsWXr78u7vW9e/dm7733\nZt68ecUHE/LXyVp45RWnc/OECVenPZ7/0/copxZc95Ilpf9S9vO2g3yRtI+UZ1mP9vmq3LYzY8YM\n7r7buzYnKZqaCg/V7YxqVQeMARpoH0w1fZn222PHwoIFmc9H0SbebRWjRxe9WsdnB8A9p8HP3ZuJ\nFstai7WW1tb0EVDD14BlnnMbAlcAB7avucw5V97jO3EiXH65Mwnx/fcHXve55znljSRZc82VHHnk\nI2y33ZRYRkH0SsDqm+DM+TCEHvRlAhvRzFF4XCEKIUgCNnLkp9x2220M++47lyW9T9Aw/UvKdb7P\nnn0nX3553ur7QWIdPnw406e33++Q1bXWOaZtzUp/73Od/ucDSz82F1xwAUce6TQz9RoFsbGxgY8/\n3o2JE90Tx+HDh/OPf/yD5pyLKh7JtbVw0kmw//50+C7vLN0VzLnyvmLFT4taixnQnlzlfOaOOsqZ\n1C27GrKMlIA5AiVgxpiTgUnAVcBuwBLgO2B34P+AL4wxJ0YdpARTX1/PI488wvjx47k0xg8Z48dz\n7LHOzXnzDlv9cKHC9Ek8W3DVra2F+/qUdVShvZbANv7GIn+do5jHluyNc4Vxo41yl5k/f36U0QVy\nYoBPcFOTn9pKgL2BPYD1gJtznm07Jd54wxkg4wj3LiSuDNB1JvzA57RN6adF0G4vnqfUuAdh8T9g\nqHfBoNjT8V//+heNjX73t7fcBGwgcCMQbPLPKD9eeb8T0vvkhhhko9i5ib78Eq680vnf9zYL7Jsz\nzvgrV1zRm8cf3913YWToUPgQ9yY9fgW5kLEhPmsbA2hLOPyF4ezEWa59wLx3cPZ0HV5NEKO4NhnU\n11/fmnE/SJNMqGOnnWD8eOde+S+StN++9957cauVT/+sTZ16EStWfMm8eU/R2Jg7h0q3bt0455xz\n+Pvf/56zlqwtO/+NHw/PPgtjxrD1oP7h3kQpTZ/ujOQUck6SKMsr6cch5zzyanJTRmWaYjHxgkzE\n/GPgIWAEsKe1dntr7c+stQdba7fHKWF9BDxqjNmtNOFWt6im90rvY1Uf43BKtoSTCfpp1/9uyJE4\n2kZh8l0Dtt9+cPdn8OQnfL+O94hxxsAarOJI3mB9lvM4fwRgp53clnXbeHkuG225pf9l/f1mGDal\nhZF04SF6A7lNitp+JP7q0dw/p+CYdv+vwPsPw/sPpR74+kBis3xY0SOYeRXKrrnmmqxH3PvBFF6/\nWw1YPu7bSB8htNgrmgMGDOC8884rnCDEcOm0c2e46Sb4aXEXpTOceOIdq2/7eUsffeRclPgZHzKL\n7Qu/II3bd8naJcg+DudtHuY0dsK7A3Pbe21sdB/oKnNfOHG77x7vokv2wANevxUHH2xXdw8sZTLT\n3LyEOXPuYfnyqRhTlxFPsNPZed1NN6XuxZiApR5J/dseiMmYl7C9oG/tqtT8pRcC1wFON81u3eDp\np5/OWm9mDdjq74SV7Ref1lyYvxtDLHbayRnJ6ZJL4o4kkgmxS+mRR+KOIBmC1ICdB0wDelhrcxqF\nW2snAP+DM0nzednPS2HDhkWznvQf3DiHM32W0lWG+knAPv3001DrXrkyYC3Dccetvjkle6zeNNk/\nmOvi1OLVeX4Ks15gynMss5u25OO3EPA3GujCaHrzCDuQW/gLNAjHt9/CbruR6qOe+jmHfecC8zrB\ng+wwT98AACAASURBVO41OVF8FLzfb/sTXjWISWl24TYRc5u2wmvQPmBh39vZ3McT9GRjnKvqrv1v\ny1nSdHkjbYX0Uo2U5+dqcPpUEx8T/gJD2+doXY/RaDOWDbjut+nOaTzK6xyVZ/vO/5Mn+2n3lkrA\nXA+//4sPXr8V06YZNtjA1yqK8sUXp/Pll+fzySe7kjsnX5A1mYzXZH8s8tWgNDWtFWRDrrwSsMxH\n0mMwGc889thjwF3ANcAo9tsP+vVzK6N4NEFMe38bfhTT8H5+/OMfoV4WZVktbw2YJEaQBKwbcL+1\n1nMCFGttI3A/cFiRcdUkv/3LC0nKhH534H4lKJovGj8dq4sbJc73ywO8H7f28i0tLk05ynAMly6F\nP/+5fe6cNlEnYNbCdrR/bazDKtdlCq1v8uTJ/OY3v+GrXr1g6lSOBDrnLOQ9N1YUp93IkYWXKc0Y\nPtblnIh+FMSjjnL64IU5/Zpbm3l7+tssWelkKoU6z6/BKu7jXHryFG0Nswr2WfV7EGP+DgxyrhWa\nazBn3QGPu9t3ifWzf9Yo3Mzbza44QxDWYdmXRayX1pSxbb+sWDHV7aWu+61xI7ciR5CiS+H3+v77\nAVYX0IIFL6y+3dSU2RQvWBPEzAQs+8Jdvs/1t99uXSjMLLn7108Cllnzkrnfx7e1nQQgXyd3jyaI\nadZYuijnscR69124446ytbtbsmSJErAKEeRb7IeAn2FvxuHWyz6hFi4s7aRwcZ/8SZzQL4qYFizY\ntuAyxSZgUS67ZMmS3CuWqS/JBx74JydmVZtkxt4A3ALfRfsFfsUV8Pe/wx/+kHmefv31m4DlhxS+\nSu4vASu8j9o+g17rs9ZyxBFH8PLLLzPi1VdXP57T4LPJ+5K2nyTvSF7nwDx9ofJM/VSQ13ZbfJ5D\n5bqwkjuxrr/t9n2nL90f687PHvoZgOcQxOBcbFojrWBeXM8mfxL4VQiUd1LS1ReXvKvd263lNviF\nf6cyg4F8zt20TxEQpoXpjisO5niOhzyF+/zrjCkZv+462HVXfuCeawLR1oBFxRnnZglkDYYVtAli\n5mstdRnnXCtrz4NNPwST8wFIxgXkSLS2OrNEX3KJM09hxKy1DBgwgEGDBq1+7Ka2NqrOEpFvU6IT\nJAHbAGfAjUK+B4qbxKBMPv4YttoKTjgh7kjCc+tPmV5Q227RdszoP4PmJdF3qI5Tff3OBZdZw3X4\n4sKcUfvCjYLodWX5sssuc553+XFZsWI5gwcP5nvP+YqOBC6HVyfDhn7mgvFn6NDcx5YtW8bgwb/k\nDi5mJjvwvwwoejt//vM6wI55l/HTBLFtgs68i74Xfs6YQxjO6/wPH3EwW5N5pTqtlWlobqeGtXDq\npElZj7W/ww6r58Vze9eZKzwA/yOD5ju3rQ03DP0N798AwMT5E1n0dv4r1M8/n11wa9t29AWGQP0h\nItp+kMJx0L6/6e/n7elvM25uiOHAy5DM90pdwNkpbcTX9N27AUt5kNM5i0HZL00xbMEWHF1/Jedz\nPt0zmi7X+b4gMXNmTAX6a66BqVPZO2dgVH99wPLVgH377VDA/wU5E6D5ep8+4BThHimwZKF1ZjZB\nzD5eB58E+1wFJ+UUYgxdu3b1EWkFJBfpH26/E34G8Nprr3HxxRdz9tlnM2rUKMAZwMtgOfTQ53j5\n5c3YeefihrSX0glaj18BZ7x/f/6z8/lIb18fpzC//YUmcD19zOnM6DeDLy8IMIRXGa1Y4d3MpTfT\neYRPWDZpmecy+fTu3TtsWL5Zi68DN2zYMJYsyWzn0l6Qcn6YWj0vhY9zxq04rxUu3h42jf5Ytr2F\nJamOLhcxEIABXJz3dX7KQB9+uCZkDBzwC/AY6TJouTDI4h9++CFTp07N2UZro7Pff0f7hCn7MSZj\nmZdeglT+5yOSF9yXcAl2xx3hyVFLMx5rSf1o/y9TeIUR7MmS1Ouzv4IzV/gDjylrs+XrA+bH99+P\nZ8aM67PWmbnM590/h4mdPNcxZco3/hOwMMG6Nbvz8f1aKAEM8h29AUtTSbHlgw+8l1trYe4IcX68\nNe0tuj/WnX3+sQ+LV/obltsGqD6xJehz2r7/DDdyJafzMIM4e/Xcj9n7dxu2WX27M+lJvf9z4pJL\n4q1RWftb7+fC/OZbC2PHHoG1mU25/SWkWwTfYNp2Z8yYkfOb7dUkNn887W/8rDnZA7LUMXHixNxl\ns9Z3CDHMMBxUeswluLj0ySefrL49ceJEVq2CKVMO5RMOoH//37Hhhovo0kVDMiRV0HnA3jHGLM33\nB7xVikDTGWP6GmNas/4mFn5lJqec8yUQ0fCDMZjo8q7dvvjmPpZ5lclaG80cYQT/XmkrBLz22mts\nvPHGXNirV84yP2QmvZjJj1jOhONzZ1HdeecxOY9lW2+99YIFlrJihf9hZP1esbfWMnHiSR7P5h6v\ntsL2pix0HtgeaOtH3fUW3/Gle+01ZwStpqa2baTH5/xf56dpUgEXcCdj2Zv90poe5fpdxr0gg3Ck\nL7oPm/iO6/XXX2e33XIHaJ068C0mTvxDxmNutSZ5rhVkOd71UbfyyMyZQO/cTncrZ63kWOpZjxZu\nxntC1DDNdVautHmSffjww494Na2ZZ7aRI/dmxgwf4/cPP9TzqcbGRv8J2NK0BLWIIZT9fFRffvnl\nvM/7HVjVGMvwE3fkhV8fxDncx/HupwQAhzyQ+/2Xz+hUz8eHxjy0+rHJCybnicXl+yWCz3kY6afd\nz2jPStfCrZ+X8X0vv9InYMOHQ48ewft/+p4gPE3bPqyry992dWna56a9Bmxg8A2mjB79GTvuuCP7\n77+/5zL5miCmJwtg+Q54HljsMghH5kPu6/wDTzONHenFoz6ij0mJE7B01lruugvee68X16wemiqZ\nDoxxoOIkCfIt3B+4Fbi9wN+twLXRhulqPLAVsHXq7+fBV/EMznRmf4wyrtjlvfLU3AwffEDvk09m\n66235qWXXipfYFmOPvpompqauOvxx3Oeu5A7V99eMTVcZ/CwBg8eTENDA0Pd2uhlmTMnq1O155K5\nP5bZNWDphU9jDE/yJfMIMCZ8AUcf7cxndNttbdvIXSZoPyO3xe/kf9mb8bxFd9/rCZuAbZ6VyOVn\nXAv4c/b4HfPm/avg4AZ5B8k5GQg7THlL7lXpib9vv7KyPi34GYTD7+AM7703nYED9wW+cH3+2Wef\n5bbb0pP86Auw2e+lZSv4gVfD9fQJuKZMWX1zyZIJzJr1MK2t0fWNHFRgBDO/U/x06PAqi8/5li8v\nhpt3O49VuePOrNZxck6nuxzpu+smrsx53vpsnNJ2/sfVlCX94+fWdyinSbdnpNEOwuGYTHa/J7+6\ndYMhQ+DnIUohXlasgF//Ovfx9krM/EdxzJi2i5Tp+8q7VrqQG290+hZNnpyZ7Lt975x4Ijz6qNO3\no6WljqFD38maFsZyInACkHtZso7W1vRmmu41YOfwD3ZkBo9yWuD3UjYBkq7s6Usasie0c5E94vVD\nD+VZOEGCTHVTzXx3krHW9i9lICE0W2uLnK22rZDxNBB9+9xEuvBCuPdejgEeBY477rjCtTgR9xfw\nU2tUl5awuC3up2N12P4kS5Ys4ayzzmLOnMIdf5qbWzIC9OoD9u23ZzBn5V3YvZ+kcSKsnVHp6p6A\nnYzH6V1k06CXXoKrrsp8LGwNWL5TY1P8j1TlZxCO1bcznpnuexttcgZD2SB3fPHcK7lf40x36GEb\nnGs5eWY+8DOEfZulHy51WS6fb5nJM8CWdODHHMJ7jKYzS3GZ5ZuvUonEcUDOjCIpwQY8cPusPT6h\nh+fy6fvi+x1hwUMweCUsXeo5yG6GxkbYc8+1aGz8JW++eRP75ln2af7AFHbDNt0H666Zd71RDXTS\noUP7ibDsh2AXeC8b9sK48ZlYuL6nmGrACiVg/gckMYBhp53GMm3aPj6W9bb++usDy4BDwWWKjHTW\nwgMPwCabwO+CXPvJWIe/4/byy/D667mPt+/DQs1l2/oypxfzwv92NDYW/my2HcfBgwH6cOihV3HB\nBR+wdOmWwLmwuqbTrp5GJLd1bh2rVt0BXJT5cFJH0YnI7Kzu3aeeeipvFBgiNSkjXgdV5YfSt3i+\nhaOxqzFmjjHmK2PME8aYYLNTxiyqSZfdOB/KDXB+ULLc63TI/G3pNl+Qn8SoQ3qzUNflS/fFY61l\npJ/xxt1e65mAXclF077BHn8q13XLenK7abB5vj5g0WrfTPt+XbzY6UNijCF3+uxdPNcVqnuO2/wx\nBbqmeJ0zliCJSv5g84/m9UNWrSruQ+t/X7n1XypUA9abadwP7E1/+vIO/4/3CzYKcK8BS23RX6gp\n3bv/Kuexh8Z7TwmQHvvMVAOEddaBNdaY6Wt7zz8Pc+bsyoIF23HPPVnVS1mXkg/lPc7gQeouv6zg\negsVaPwXHPx/MFpLOErfd599R69ZveiUqvkINAqiD4ZW/sVJvMSxvpYvlIB9lDEAab794swVtdFG\neTLbjGW9tddqFm6S/9prziAVJ54Ik71bfQbS7FG1/k3OXMPtg3A4A+VknozZ5257AlaXtmz4kq8x\n3vuxbRfeziX0o+/qx0eM+A1ff707S5ZsAvyk/QVr5WtO0IGWlv9Nu+8v5j333JPHXVrTJEbArMNP\nC5zM1Yfo29vQAJ06QaobSHSDIEX1PVrdKjUB+wg4DWd4uLNxhlgbboxZP86gWHsJHHA3bDYl72Kj\nR8MWW8CZZ5YymBFAboeFJWvDY/tC/3j3VEHpNWBu379rrlm6OTVaW1tdBjzwYgJ/m9z487ZXWtju\nQzjjDjgfFjf660hfrLbpSNInnP7b35wR7Orq6vhnzivyzdmS6ad8UnghF0F2oc1zLz/nR8EzySvw\nozF0aJ4JuosqRBd+7ZpnXFzgnHxl9a2/4hzLvRnvsawP55wbKL45c/KMtZ3t9ttZO31Ek7S3ZJr9\n1YClN+lralo788kv3BPLurvvhAEDMpoxZmt7py249wweMsRrxL48Cuy+QKM08jrOd3smr4LTqM6j\n6LK4C/cSfCS09EE4NsR9FuoevMZJPMuxaeefm4fozQ/4bvVgJNYa18/bp3lqkDMF6URS6Py9Fa+B\nc7K1TdFgTKtr/+swDjrIfRKGxkb3JmgvvggnnTSL77/P7P96332Zn4O2c6K1dSXtH7LM8+R6/spM\nfgif5euv6/BKwCawgM1wCmRHMJS+XEtX3k9tO71/a1rt80X5stdwxdKJEyfSy6U/eWIU+JHzTJ6+\n/TazH2zGazKbIPptIr3aJZc435ePP84D117LpptuWpZuKXm6GNeUikzArLX/tdY+b60db60dCvQA\nNgFOLPBST6NHjw71uuefd/rWTJoEHHMG9LgA/rx73tccdxwsWgT/zC3pRmhv10dPPh5OPQ76nR7d\nlkpxNWP9tKGL3conBx/874LrCHs1x722Ie8L2m/6fN3fevakfotNYP/2Rtvj5rcPJ13KpgVt82Gm\n75+FC/MM1ZXlvffeo0ePHrz//vs5PxqfeBSMCs0VE2Rum2ITMH9L5q738st9bOskYC+PdWZs/mVg\nuO+41njqRepyzucozhELa2alGptuBp1+HHA9OTOyebv0UrZ89JHV+zj9Qv6PfM6IW/A88Vrg4oth\nd+/vZ2MMK3F6yvwYyO59es89Z/uKL+PYBL9G42EE8D/Az/n6/7N33nFWE+v/f+dshYVl6b33KoIg\nIoJSRBAVpYioqCii4lURLFwLWEEU5druFRC5ioLKRUUsiAVF6UVRQARh6WUXlt1l+56T3x9JTibJ\nJCfnLN7v74qf10s5m0xmJslkZp72eYhtjjC++ZoLFkR1XRxyi0V1NzdpG25iHo/zqCvjsFwItd9f\nCdr3/jBwFHXLj57ufOXCdplIz+kOEjim5c5p25afGzf2LF2v3m8sWlSHlJTrItTrDwZ9uB3FxUdw\nm98yMpwOPw8/bNWq2te/2wF79syHeJoG7Nc2MTHicdZQCBYqjIZ6CgJFEb06hO1motcHIX9fU6dJ\nD592zJ07l8mTJ4fZaMuEKD586eeckQH160OTJpDnZIO2zwFuuZ4bNNhtsdgavTpxwJTYnpw8mZMn\nT3Ll6ci58j+Aw4cPs2nTJst/27e7ueT/MfifFMDsUFU1G/gNL1+pCOjcuXNM1w0dqrkl9O0LtF0U\nPt6mzWrOOmuF9JqMMkauRYLXwvypQQJX9Q/sQKAEurwKDeQ0sX4EIzFJq9QCFlJ5nh+ZxHZ5AQcW\nAt7+1E5Ev2vyc0UoEODhW25h5MwHEBcbMeDc8Q5FK8FpYu0M5prPOD9fU+f6eTc9e/bks88+44IL\nLvDt8mAXwEbxb5bTlxZoq0KsMWDOjdu7QFvA3X0jy39omr0X7qd2DYCQou3cXfIKmvf2NTAY6AUc\nxK8g9YeI5NO3wOJVUN9YiFUIOFkZI2NiVKUt7034+craNbzhle1acVoxHUO2jNLOW2jcuLsgIr9a\nMJhPfr5Tmx8I/BFv6z/hXxsom8ty5a8ikxX7Jfbwi3NZy7Zti2jRtCkbNuT6SOCbaOtDPrACeAqY\nwUcff80BF36mx3iUbCpxNQuJtM0JEGQLU1jSqhW8/DId5s4lo5IsdlLDAw/cRJUqR0lMfJtQyINd\nRcD06XO4996vKCgoH2Vi6NPzDsofK+VVoLZbfT4IHwKWeaEKGvMQFEvWo8p6/G8gIJ4T3oPnN2p9\nX8XFQWbMgEWLXIqfRqSnp3PzzTfz+OOP8/rrrwNaV8ePh/vuK+PUIrm4uLiYyy67jOuvv16+9r78\nsuYje/y4FrwdAW4WsP37mzBQD8k92hd++AgO94fXSrqHy/xvRpPFjtdee43OnTtb/rvuutOjVPGL\nP4UApihKBaApEFtCFdy1UH4hhh3USoZXXunOzJkXUaGCP8taUWkRO3LXg1L2OKD/08BMJQQD74RL\nx8HonhDndCmKOgYMwnliDDRc04izOcnFHKVVxPzgy4BrgP54pnIS+uf3GdpvZTMwG9Diad8B3HOY\n7a9Tw+K6Jm6ovNq/hgV8wGBp+9HgxEnTZSU3N7bxH4sABvBvbqQvX/EZA7TzEe7DnYTDfuEIYBtw\nsUtNzfDa30fohfRoHKXw0RsQUKFKN2h5P79ne7nIimaAnyTn5Q81II0BK+O33iULKgRhwq98S082\nczblVPs3q+m1alKT3B/dvjWrAis34jcpQHisa/PyGD06OvN8mQWwBQs0V5z8/LAFzEAkR+cNGzqx\nbl0rMjOtFnlXRscocPDgQSZNmiSw2VmxeZPpNhYtC2K0CLjRi6NwohzkJElPW6CgkpMzjJ27d/Py\nywd9sCBeb7s+FZF05+csyJS8oHLl+vAoT5BAKQu5hkjfSDfW0IqjLO7XL3xsfSt3C3Bqqhh35u95\nfvbZzWze3JsFCx70VT7a+qVXqirs3Embx6DuOg/3aR2LF3u7YSpKnP4vaMrMl1zLJuu2Y1cBzFN5\nYN2WlpRsZeLESK66MzzO+cf+/aa7/SrdX/bDD2HmTI09OAInhjck396sWbNYunQp8+fPZ/36CEoR\nyfV2F8RTHqkgd+/W/t3+EJSmwo4H4WBnc+P6R+8aG7CXH+jO33nqD27JH8aOHcvGjRst/82fP/+/\n2of/SQFMUZRnFUXpqShKQ0VRuqPtaErR6Axjgldui2hxlqA8q1YtsqscwJD3hnDPtq5wkY/8OgLK\nxNvQHkg9zS6EA8fBObPMv+Njo5CPt7m8PMMDlr/L55srfnkX95gVK/QfylKNtgr4Pi2N93v1oiAx\nUXoNQFZWVswuiHcoCrdipB2+Fo35yeta8xNUVZVQqISnn97C8OEqe9Lg0pFAR+slyRQxmI+oSE6Z\n3l0hzl1TtBu0WC1gBproG6q9EbgX3Ek4okFdkFCMmHVFvwS9xJ2coArdjbic9lOh1gCGLV7HrgnW\nuCjzWcW41P2BkcuVymXRk5V05CfGFayBbJE5rQfJJLOQhWw8e6NLguU2lr+mMEXaTpquGW+BPA4r\n4ngKEwtYrpKW8YWCAhg5Ep5/HsaNcxIZRLxcs37t2OE+rmJ1Qbz88suZNm2a69r033aXAZXLOUhP\nwe2wsHwO9e6FRvfAKfcp1Tfs3CBOwfLN8K9S6TMtoqDga9sx70FlxBuLpdxcyTUXL0Fppob48Ujk\nnJQGjh2zug4mJ0caGFZ7fzQIhULQrx81VkDHN3P0GtzbqzJkCHluPqJAXt6VBALw2mtgV7jYkUQh\nF174Ho0bb8W8B7/bzdNngf/000/p2rVrRDZBA3aBBmCXMI3v2WO/IgoIk8CBAzBgACxZYo6HnJzj\nsg5Jr5dXH3mSKSmxhhqI1tjTKQzI9k9vMorurOYpHj6NLcWO2rVr06lTJ8t/rVvHnqYhFvxPCmBA\nPTTzwq9ovmUZQDdVVSUj2B8KSv97uaYK4g7DxROhnkn59MlOPSqx59NR1bVPYtLxLTwMAcaZmhFf\nkHzklkNdvPPo+IXdAnY3L/K0kP/Gz7L04Yd6qUntYPFi6NmTu197jeFTpnDX3/5mLdxhPpylORyt\nXPmdb/ceVbXtrhzsYm/iDetivnXrELp3P4s7rhvK0OG6y+hgtyvVqDd2yclyi1x0bjHRQ9SEyjYB\n03T//mhdEG/1ZPITr7gObcqIrAl266MMd/IKqeSyjP6W45sbBznw/AFKjpsuSvJ7U6npY2PVcfZs\nDl9hZ5ozrpMTJJiIPJZF0puqgQJaZuzhTl6ios4y2YQmZuEPIscIbGp6Et5YByP2ERdXQrduS6lc\n+SjPcy+gMROG7yIG4cRziovmoxCIaJg3T2JljBWia3FscMYlCy7KMdYZqwVMAXqSyXh28hhbqaVb\nOH7t8g0FCZBVDj6IEDZo/6YcCo+4EEVxVmWa0tR+pyaxVEiVpRSQEc/42+YorlZ2DUePLuHCCxuR\nkmJ+b3ctfpCzx/zDUTYYkruJ2+fZtDSvb1PBz7frhlnpsxyaLa957UIg5Sp3fuRTp4bStSs0bx65\n7Yk1n2Ly5Ktp2XITffpEqxc/fdvSSy+9lPXr19O/f//IhZELYAG/npM2zJ59khFXfyo9N2qUlmJg\n+fII7KFRzkeRPUncwxf+aAtYG0zWmqZN/+DG/kfwPymAqap6jaqq9VRVLaeqagNVVUeqqloW3cRp\npN+0CQelxfDII4TpnwDubAXdZ8At5/mowYo337Ru6GXdjsp6k1RGK1oMiDoGTMckxChcs46Ig7if\nHnT/2GNk6hkA5wwSaLPrbICrrocrb4T6miWjsLAQUt37uaxLF2iVoyWBVVWUENQ9QOy7LTQB7Pjx\njwkUw9hnfmNTHXk5Yw2PVgC7+OI3Wbq0EqNGPeasUzX+9RMML5zxOdQ6dBA23JKHdPSo9/WiQCxe\nXd/DxdPEKuBt4CtkDHJmvebNHOI74C6w0Ny7P+wKkn4UJ8CUhyZz550dOXRIdC+xPrSAj6Xvp2bN\nONa/v6QP2Wj8Q15YGLF+sdbGdYv59cUreIm7eDWSBdcNz02FRvkwdjfXX/8kU6dexrx5rekZJh4R\nxoGX/sKOP9i9Onb3bft7kZNwfPlljNW71x4VMjP90LZrEFkQFVQ6CXn96ukCWDR6G6/Nv4IKc9fz\na1PBl7/x19JMKgCppDLiqzeZfsSLGdSs3Vf/PMiUbrvtNrZvv4KqVfdStarJDz/nyRaw1OnT/N7W\n93y1GYnnoSpFvMRLjMavW655D4sOOYOmomPcdCLeb+bY2qZvaMeO3+i/BEuhh69cAnEoZRA8ywKZ\nACYOhVBI+5ZHjYKBA6HYhbQ1FCqhTp0G3H67oD0Vxtc6CVlwxH2RqmoKI6FRe38j84Z4rOWRLhWw\ncydMnSpLleCs7emnn+LIkSOW9fW1GMhk/4z4nxTA/gicTiHEMpB/+w2efBLOP988lhwpd1FnzISF\nVtxwww2Wv//bwlNucRSxHSBVb8cqgFnq8PgratQRuI/r/YvwG3ShdFnRoSOXTJ8O/9xEUYqmQb/v\nWZh/PQw73ju6tlXnhJ+2GRI8hkhJjBq5SZNuIC4uyE03TeFhmxeAoZmVvRuvhK9e+9WTyUCytmlL\nEZIde27EorSA+UO2y29bG/p9hoCNzECLcZhkKRENxsyGdetnMXToT/z2W19UPbYqiULiiCOFWHJB\npAq/E9Di3SL1KzLFtKWF8uYqfh1vAzZXMD+77rQa4Z833PC4Vm+qlf0kbHUr4+crjQHzK0j9QQKd\nm0VZCDOKCpG66VeBGCuzm/2blXUn2idZFdNhRUGFBgVkpQmKjIbfusa2jWY0lfJr0aUQruHrMO15\nLD0zvnuZAPbUU1q8ymtuO8btctfTw6fs4ehPmnVb4n69+3Yvv9OOdlzP9QT07Vq7dj8IQo2AKjth\nfAO43MMd1gcCBKngEsMZU97HSoabjqBl0wkuZLiKQDg22FLPaSaF8Qv7Pa9YAW+9BZ99Bv/8p/ya\n/PxfSUnJJSkqwjWpNt38nZcHDRtqLK463aFMYPSCM1ecGBrgHx06wN//DoOc6R8dePjhhxlkK1g5\nks7wDMFfApiOYOgP+rgjaBzl38xmwNSgpaenM2jQIObNm+fr+tNpzRPx5lmQ9nZ7Hlj+ANmFkdye\nyoY4gmSXz2ZnrZ3SRXjfgWjywEQBRQvCzM7Oxm1nOPcic4HLqbIPVJUBn2t/33FEd8+qBtwICRfI\n3GQECDFgO7N2epQzf24QLGNFRf7yJgHE5UHtjyH5CDz1lP069+m3geOIMGl7zNrPnQfcWw/KWT2D\nYxHANAtYIpZcMr4RpRuH5a/lrmciYV9D6NynYvjSvDyN6KQvXzGb2SxiERVYwGEmo1FsR4v7kWer\nssPH/VsCYLyLZmTI6oveAUFGQx9LDJhM2DkZY0q9WC1gp33O3b4dMRpB85S0tRFDk5Vj3PkojllY\ntf0LJYrG0+g3E2BzzOAa0xoqPn/ruxD/qoDJcvIv7uR7LqAxu9HSO9jh0wUxXDpIXJsTFNTSFXDr\nFgAAIABJREFUNo+nB1pst2ysDgeuRRb8r9JQTISQoFK73yZeeqkHL7zQm6ZNbbFnV94AlQ5Ap7mU\nBd/Rk6PUpDVlSHQmDpbSZOLsFi0JpboBhQD9dcbirVu7MXFiWZgvokMkgUZVtbRcBmw538WaqP41\ndLtWOHTsGFx0EZSUxLZv+/JLrY70dC2kgljmKxmRk4ZohAHDc9uNu66gwHTtVpSyk9z9WfGXAKYj\nGPxjXBAj1epuwTInqGHDhvHJJ59w0003Ods6Td1OT09nzpw55Oa6W7huuFJzk5u+ajr1X6jP8fzj\ncOIEypibGZ7wjvyiGGOLFIKMuGcEt952K6tbrI5Q1g2xPhzFU1OcL4gkAYLylzASaAQlfUpo1Hu8\nZ1sGHl31qP2QFHvT4KhuPOnQ4SzvwgJazoCWz0OXUUDD76Rl/FnAFDSaEW//9Se/ARLzofNsm0dW\n9O+lqMhgQNuJ6nPaqlnTiH8QGq8S2QVrXV2gerQ9hGp5UN/mS6mqUG4/nDccJmzTNmEdCZJYOZFp\ng6Zxqt7bwBzgFZ+tlGBokhO5T1oiqMCRKFn4iuOLeQM3u7vVArZli6xElegaxHschG64CSZNcj0f\nKQZss09ehMNH3Df5fpFfCjeuPcmAtwfIN1FRkHAUh0IUpKdDGy1ioqF+3C2/T7T49dfYEkAGXGxR\n4vT+9zpaBgZNNeZU0EV0QYTwlD1kyD84p8uyqF7I+fwAHILGsKWmtXYDFcmhOsc86xnG+6Rc+ytr\nfYUuOe9p82aYNUtS1NYXgLbHv+VdYD7Xm0Q+AtLELzIAZ/393fCf3brZstmmiHOP/Fn7mXvPZxXl\nKWAWt0Ys6wv51QlGsdUMCWXvvHM1GzfGaDaOAZFiwOz7NbfvWlEU2j5hO1hUZJrPYoG4Jyn19hBy\nh+2DEm4gp29fuP9+SE2lrAg5DBqtqCGQ9/xfEnX//4S/BDAdRcWxDuiywX1hNk9s2LDB9Xp3AU6F\nprkU+MyP2qpVK8aMGcPYsWOdJyVfS25xLi+vexnuuotvN29iycdVYYIku32MLoih+BIKEzUtyrR+\n08L5BWpyhFmMoSHpZhOutcQggFWvTu06RpCV8/ovm8DRVNOiU1prj/wlCvvR9J4zo+qCCjjS0Qo3\nWZAAtSdCsNpv7NmTLqmhCHgCWGI5WkP3WokrAW6yLmonTlyo5YKRcLQ7Y5QCwD7gQ/bvj8A/rWr/\nU30KYG4T8/79A4A6aFtSZxJSGWbMMNxBhUqbCJaaQAlc348HtoChf1lUayzdxwDjQPMQNGmJIyHj\nWdg3YgRJgo/+l1+dYNxYyM6EQce+0nujcO+N9/LtOd/CLUbJrUJN2rScVx6WXgpHLJvJPkAd4lnJ\nYA5K+zF4BNSZAJ+HXWi1+z+P87jDJaYrPyGL0cBMIO7HihHv9ZNPoCaFdOGE/j7d8ya5wSsGLPDm\nPI2ZZblbPjchJtCu5IlCK/W3v8Gv1eDDVloat1gsYAv3w++ngny+63NW7tNiHS31RBDAjOdQFArR\nct06GuzaRZbOY29EkNi7NY37EW3Tfmnojx9fJvWkiIRzsK5Bsqd0xGIETfesz67UMZ5BippHnTq/\nc+ed99C2zRpbGffawnU0Ogw3wFm3Q1Z47dMGVRKF/E5TDlOb+kJCErsL4g0e2d9WrBjKgQOmb7oi\nWSO6doUdO/y9j7OFuKjurHKcT/KIhXK2LY65yAJYZVd1i4ZEyXm3z0NRNJr2DbMgmGw/F906HPo/\n3JZGigFTVfglIQvmrIfe8sDlUsqR92Op+xd5XM4VJ3227j75jv7u0xnZepLBAryV1uHqhd+HH3pI\no2a8+25f13pBnO+0LvpnCj2T8JcApmPt2rX/J+26C1D+grtkhhpVVaH/UZizkVtdNXFWFOkq1gUL\nFph1hNtwYc5Dha++os+MGRQmJcGgmNOwSSo3p4ZcJRfD624+1zGGOVzG0vD5sitThIDgIUMYMs2F\nzqvadvqNgu9bmjE1+1svAMX/Jt0B1fkJloTgAvvBNNtlChT2fQz53T8HPIpmoTIzM77MOJZwmbQb\nmzd/ChdcgCqxOsgtYBrS070lfEXFdTMQDUIhM/rbrwWsbl2D3tNlhAy4C5p+ybos+C4DkqjIk12F\nTV99EFkTb3CxUoUUKPcQKFMgLwFqnTgBahAyf2fT5hw2FoBoA1VROVbJroV3PqPnJsKMiTDKwruz\nEgiRzDXcjpy+dGlLbXwMsOWUfJqnGcYw6TUGSoG+gS9thmvVssFXUHjuOVjIGqazhYFRpF/MT3Sy\nYXqmPnRxAfPMW6fPXSsbwNeNrafe6mD9+8ctKq3vhCtHwJxOsQlgOYLuLr/E+N6EjZzPepZkZpJe\nWEhmfDz/GDLEcs7erTV0By6Kuq+qitSTIhKGcp8tlYRen+vdOV+q8b4HM5glLOEYvRxlKgezqFrV\n1a8rDLFdSw86mm7c28JWbK23F/EN1ckkjhD3M93ZPx+C+2OPvU9pqTfffmTjhDg2xGfq3b6C4mSO\nFKF/tLVP1Ka6qs1bv6Kleze2AWIbLwx8isOXmJeXxMVx7UMPce8dgpIm6XdLE3EuDPGdO2v/nWoO\nB4bIy0REs1yoUcgKLtTvx3r6vxEDFkkAA5iS+hM0zYNH5GkgNvIa23pkcUQSxwZQ9MlbpKbKgsOM\n+8sDvjY6JHZOKOp8Fk8+qcUZaiylbiZz682sW9ufq2u+wbpOTU3ik44dJdfFDkWBDh3Wsn8YBGOJ\nIPgT4y8BTEdxsW3BOHAAfv6ZUCgUc+CyH7gJYImJLinN/eJBjZ77QH0IKkEKEv3T7B89uoAffqjC\noUOzCAbzyc11t8ChKKgRqcus8BcsKn8wlWt/xefNQCXItMHTeOTqRwgF/MdBySG6y6h8XqV3+LcF\nhtue5bACFeQ5jXxB4qIpNcbKqOiVEHLhYqnw2xQu/8bLXMESDlNL3pfff5eK/Qp2fzb/2eKv/BVA\nLbMLonXMlMHvXa+mopJlSZmQfrQWagB+6vST9DKADjhz9L3UFWqNh0J9YanwkL6R2zoZtt4STo9l\nikr+s42t0PfXJZL9XnmChJQQRLBwt+RX5424oRy8OR6WfgTr50IwDv79BEydW5/8dk15cPhjLO+w\n3CGQX8delwqdWNfQnIdk48Ah/9iSEKvApk1w8qRHOgFV5WDlAnqOhj43wI/CcB91FaytKxQNmCP+\nqQtsAti58MZwHDGMjj5bmo59kxgUri3R6ebCcUmOKdb9nebl5fHDDz9IUmlcyS+/XOi7PyIL4s3s\nopIQp+gUxew/3QWwu7mbClRgm5ArThmRDkAoOxFVopQCu2u/cz5QbPOMObUqkFyKOs4jxhZTABO/\n0PMBtXt3V2drV+uOy3G7tVa09jiIThStN679lbRRK6sW77z4Du+xjtS8VC4DvgMMv5ZAoJQHHriR\nf/3rHBre9zg7HoAcPdjwX5dfzjt9+/LCsGGsa9UKBZVWSVZX9fouzgfJwjxUnAYHhrp2W4422TB7\nI7y7hsxk3X0kqk/p/fAv399gKATffWcN6rLhyy/hJ2FJOHnSaqWUNVWge2js4H7HuaIqsHrKz7w9\nvxY/pHRhutSNfACap4MHop1namjzZUmJda+0eXNvbl94E/kzfqefEe98GvwDxe6VLw//+Ecvfr8D\n9vnfOpwR+EsA07Fxk7lglAdtpunQgetbtqRp06bk5ERiLjQRzV7RTQALBGJ3ifxVDBhQVe4afRdX\nTbyK347LBYWMAiuX6PbtIyktPclvv42luPgwya5Uo7HBzwQZEMkF9GeYWQ7OGatp9mf0Xc2yjsv4\nvvX3ZHZ6O7oOlObB7tnQ7DO9Q9aXZNkApO2BS2+HeqvNjthXhopl0cw5hQP/lxrEFB51SirdG44s\ncUImHgQYYzviP8j7P++h9bOMLoixx/NpLYYRTICOb/CtYrUxvvnmZI5VcV+IAScvZ8ox7hoIGTaX\neUVV4bgezzFcbzaaPgInKkj6YvtuHrjuAbgPLSuiC1Y6banu6AVd2kNqBchvBKuvgBuDMGnfQfYP\n/ZS1bVbw9FVPk94g3XJZSXwR9JjqrC/3N8i0xrWEhE/LlyBuu+c9OVXp3Bke+HtXuOYyuGyMsxZV\nZUtDU6nycQvr6ZUNYMOhDY55aF8aZh4wBRgAW9oAA/+GNv4uBcBun5EN2YxCayk/+yWL9l0xhArj\nnPe14r307t2bHj168MQTZhDKRioDi3niiW/QEpLL4eb+paDQRxI7pbq6ukVHz6tcdUCrLyWEqioa\nkaWjTqHdqOaDAIzYBw0EYgCpgGjUbbb06tOQd2Q1H7r127d1X1NiFRaWD7cC4/mWDz3uxC5mRt4Y\nX/KjadLq+ntXdtnOd7rkUy655N+0bGlakHP172NXXXNcHEvTXC662bY9v1sNYmZPhY7mtIXjPYR+\n+3lGQw+Ef5ZrpFuHstIs5B1e80WcoKHctOkliorkVvlQCK65Bq68Ekpnvgy9ekHbtkJfzWd86pRK\nv35WwsajR53U/tHgsE4GGIgL0aTHBu7jOUG9adyfmbIlGhdET9QqBIKcf34Py+HygvL6OikRTNkx\nfLj5e+8o7d+MqNgh/7z4SwDjOmAoJSXmx91OODto1y727t3LzJnRxfH4hdvCXFgYOQ7DDRPF5AzF\nmWyrv43CxELGfTpOWv71+V7CpULQK8znNGhLZIPQYgHTm7hptEll+kY3Uy1VXFGbbE8lwnPdgTTD\n3uDycHe/BvvfgesGOs+pKhnHa5t/j+qnWUpu6e5BKGK2UxzBr94Lkxbr7n++H6kKyNyJArYy9qvc\nGwhJzlUkkbbSBKc+oZQ9BsxQVAQI0tqFItmjA+bPH2+Euutob4m5AtiNYte8K55/QpKcCVR2C8cS\nYWNtkD9hJ6Zf4XSRsk8WG5pugDjCQp4M1cl06ZENigLlIFlwMVrZWF70vWve09rV8Z9eb0Dfv1sL\nlebDprGw1epCGLTllgIs3mqRjOlrjzbSfpz7ErRcCp3nkJl0wFEuPmjec4nNberFbtBldhdeXPsi\nR47ZYpGMASg+0/qr0AhgtKSqEz36Z2yZvz7yn/CxQz5j2r3UJtLn4jIfrdOTDE2ZMiV87AeqCiXa\nS6/LoQU/8BE7mKD1x3PfLDnp8Y0vAz7CfdcVvrQ4wJEjrzJiBJzYH62ghcszUUhteMRSUyuc8coy\nF8QT58Hml2xNWNqwCXIJQeAZnM9nDgDr1hluaUuBmfzMN2F/Bfm8aHX99YbtvKS6KnWc7p3hvJK2\n+9ccHq3HdrSDdyN43BdVi9BNGYRmzuv0JlnJLWD4Il5ic/ik17pRSgKGnmXMmLvZsOFsabmlS2Hh\nQvjwQ3hrgh5KIOyXRIHmxAlZe0r01ic36NUYXnnFxRGYdiQuiL4FMEUFfmbnTqsVeNofGJv1/feX\nM3/+36lY0Tl5HTn8x7uT/i/gDBfAzgbeAt7nqEEbVgEyLoCduhXcGN75+U6XwNJQKbReDFXseiYT\nW3tXpyDR3Wf84EE3a4LTfO0XJS4TRGGp3G1n7vdLpcc1KBRXlZ+J2t0mDbgaPj/wueWwbP+oKE6b\nwVKB2lRca6qhMds1vhvuuxi4pylUdG7KwshcaTtgncTyC4R3XUWm8pPf91zm0p/+cqOUWy4mYdNf\nvqS8R+0SKCHgdsfhimJMW5SaaJlwtoFH+YX2jMCbFuyf3OZaq4iy+PK/zs309tjIyWG7p09kyVue\nZX8dm6nXdplmAROtyy4BEZLvYu+tmvWWTnN8CWCZFSVsjUK9xxD66h2S4g+BgGPgba4pL1pYrhAa\nmX+vafuVs1CRnGkuKLGAyTb6PyfAP86FT2q4sCtWMt0eiwJO9+p4wdT2RC/YkwaP6yFH+3W+kHuW\n3eO4rlbtk6TXAwsHfFwxov0zy36RBEHBteHlrj4uwCaA2SxgJSXWNAXncIJE4dueMWMGvXr10tNn\nRNOSiV94kiAVOIwkuY8Cjw99nOmXT0cVZonSBPmcbLcwXQI8KRBfOKo33P/2l+f48bc5dgy+etHH\nrQgNay6IUnWeVrewWe3FCtfa7HNg0DNdX1Pgav3nKfhwFTxRAmyyldPKFBeX0wW4PQDUpS5Z9CZE\nvGReVInKBVG1JgsYtMn6Hl/gHuncK9p0WrONOdxM/DnHpAJYZm34lyT01DLl2ZpoRQ63uMSryjBk\nzDx+TnsAQnG0JpeE2loMeqR1wxCpt2+HkhI5QYZoeTkiuuLXqQNz59oEGmd7Ccdh//DhvPiiNjgj\n5k72Pg2Yn83+/e6SbXZKCtuqCHOhqqKqKiHDVDwIHyGhqqO/bT3yYtrx1Vdf0bx5c94wiLqUEPS7\nn+k/OJWF+fkpTJ68mEWL7gE6OM6rpX9cWM//Ev4SwHTs3aOtylWvhT19oI1uLAq7JUi+tJfXvQxX\nD4G7mru2cKJ+OZ4f5h74/ttvbhTlosCnEM2rcrXTuM0W/Sd41vZVDWgtN575sIAJbY4AWsP96+63\nxCfI9nldEZIjG00IrpXinfTWA1YzxYXy4vug+wq3Trt3V1FQCWlO7een2U9Kyxvv5i10etkLZRW7\nsKGISTmVEKdKYba+t7z/wwhCuBIC4m0HVTryk+VvvzhU0ds+s4CRntffhkuyUkW1bc7c+xQ8Kc+H\nZYzdGz0YygAUaR5s56Lq6IEC31xgZV2jNpqBsb2WYkGz8SQDunAfchHAZDC0wpe7CalWHKpsaqor\nkMtNzKW9KuV/t1ij5PAY76Fi7T9wPJTMcu6XBYTvPi6ojcFrG8D1BjGfYh+XGoIBs5GAzA1Mr/aO\n3nDPABg0RttInUqEL5pCSZyPhVtVCdgS3Ha5FSZLNiih2j9Z/h5y1Xry7PcdV4z4DFXgVCPY/iCU\nEuCQYlrMjXFaHDIt4cdTYleaG62uWWMdm1dyiHMw3VQ/WvIR3333ncXq5Yrrr5ceLkXzuhh15yiU\nKTb3wvbwTbtv+KzTZ6xvuh6F8UAe+9oI87RlIo/xhoX5MP+Eu4ujuBwGLYGQpv+KeammXFBd1io7\nC6KXh0BCgtVKoSgZaDk7C2D8ekgsgh49oHyEHFrxpRAHc+PmUp+H2WeZW4PAFhzPsKjQ1jcV+ADC\nDJWK5XmdtdeaouReXiBHcXrWfGtcraq8yjiaspvkIZrA9HMNl+ffbiEMHCf1ArA/vcbkca2H8K3d\nivWqQmFOU97YABJhsKywPMvDh+FmawJrZwwl1PhSoV5mJn/74APtQIT8EI0Y7dPnAVLzJJ4dinbX\nTd9+m7bXXcdnXTVtTigYpMvGjUzbvx86Aeegsa00kKeXMbrgnIckHgku6Nu3L7t27WL0aD2VRYf5\ncP6zPPDlA2w+vJnS0lI++ugj9u3bR35+JaZOvZT//Kc2Xbs6Bcsq6XYFxZmJM1wAEzTKx7TfhvdZ\nqT4BeAlgU7+XxD1IsKe2uUB/8803lnOBPAX6uee50L7vrWh8Rh47IlcIG/yQR+C6B4adB79K8iL5\ncg8RF1BB4fThB6ZXvcxGY9k/hdWt5ubLujBLJriEfLh4KTT6WtInjwlRVbVhMXYsXGkjq+iVBkk1\nsS6MCpS3pSqWxeRM7enSoLixU5mXDr/nQUMasrW+3U3OfqmKGZFyCFAlm1r/Loh1J8AxT21vrPAn\ngO3ZA6c2n5Ke85dwGJQe0qPCb+35nJSQVzjGcw801vsh19pKGpHo8ud4YuFC7z5Kj1rbTio1/X7v\nYSajeIsX4++VVxgDs1TlypBUAVh7rfZfqBCsoXrEeRhPRUNDfCiejmlwS2MY3Ri6VgECcgHsaEUn\nC6J468anufYc4aJAgIHXQv/rYd4Ac7PpClUlPmhd2o6XlxctHmSzgqlQYHe5DpQgLpUqsP61AEf7\nQzwh1nKeo96BtfzYyWzNeMSAHTvmtCiWixMsfzoz+t69ex3lxHoAlNatpWVAZXvd7eyvtl//S7im\noVnDvmr7UNgDvEBBJeE+hRzPUceAGetrpvnwXYXWeEAgqt3J3XqbKpBMkyNNmPPqHIK5huLTewNs\n76tsfszRhdNFi2pTq9YeSS27YcJAuOUWCIWo2FBiAW63AIYP4UBREdwzBcbD4PsHM3n4ZPYxUpgX\nbwbO4vjxVyLEgG0DrgK6AP5i1BMU/7HlCirr66Ip+gaN1WKhDQy9Brq+KlXeqsVJ8Esb3+3YcSxD\n4fBRQVETAgKytS067N+/n2CwFI3k4hKCUgWQ+Yx3SRybAnnWeUV9+RWNf18CFZV9CXP5GqlWMPyB\nKWhT+MuLX9YOtEETpgIQ+nYlpXFxHK+kGQjGj9M04b9kZ7Px1Cmyg0FTuQfQzSVUxkdaAvOgT7fG\nmqbyal/2Pp599lkGDx5Mw4YNUVXo2nUZcXFBatVykhiFSsv2Lv8sOMMFMHMQJPnMlyXCT1AsQEhw\n4O/d2/oxXjwqR6PakSAY1PyVNX+Y5mgTs59+yf86lSdbOGKHqqrRWcAE/PKuGVMk21qvEP8w5E5h\nRY4s+uklLnzMcrTRHkgssvdZcg+DnbSD1+ZUo2na7IgtSzvXrbZmOFkApAsFbJq/Y7pCLVApwCed\nbYk27c3EB9E+4bfRAuu18WGt0b8ABvBpW++JsQrejHBS+AxU79wZdjoYFzX4tSAEpOWsWuMurONp\nOzdFPCjRJg1v9YH08MmlXi69kklXATr9Co1NZUH1bFPj0QenEqEK7oEW1RLhijqQGpaBrPdVpw68\n/z7M+zcEijOhOBNyvnMMFfmz1BCn6xOWnbWMfTV/p76gG2pUHlDkZrkFnSUsiBIBTAwBVVVY2VD7\n/U0np0uwvZv7i46xv4o/FllHDjEk9x0IYreAKYny78QQ4isJQrGCv/FrURPYBLDc3GbY77Q4Xog3\nbeS/bvdYVni3+7tCMaE9wYvove7vaT/K2zb9QmhZrAJYG8VHrGlTUBPMvhXY8gI+M/8Zmh5rSuik\nQaeuSYbVjpRjJ38jn/qW52F8X4qqghpCDTlXpA5o1ufU1CzKlTPHlrn8PQhFhbB3L+zeTcNcTWCz\nvLGhI6HNYqYdPgQVcqECFCQVsLLNSqwWHs3Kn5U1T/PGcIUYv+MjFUrVHeQ3XuM4bNxDkWK15szl\nCBCCVh/CObMsrLFhNF0GWMd38aY+MDvKJM4CGcRjU6CkVLDMqIDi33Xd6Ms/1/9Tk7X0qahBgwas\nWbMA+BxYxha2OmoUBbDMTD9rpwr3yZgM4ckhT8L9sKl+ZAbqMP1J8kktJuMioBts/uKYJTbP+LX5\nR5fYreoultcrqgK/EwyCkKaSY5VMV81YLYxNj0O5Qxk8bEkZ4l1XUtz/Td7d/99whgtg5iBJKa9i\nzziTBcTpARaqqnLixBfs3fs0waBmSbL4C1dzty6VONzETMQXuw/UW26BG28Uj8RgARP6+Mt+j+td\n1mSvIE8VlZ2pJZoGfddLruVkKNhhTkoyAeyg2KyhFBUmopCwOciWugbqtcZbF5U3RkNqrrefdzAk\nib8Bbnkd5txud+GQtO32SuegOarPMwvECbEqxoZHVUH12v0a/WyRj7a6GNyub6Ci2D7qEAmEqIu/\nDWkGLgF/OnbRzPO8HP5IOLKyIDcWc46ASAJYHQ6yjnM5Yf8Uzo2hsVSXOMOUFGg6DqqeLz39S1ub\nla8jcPkPcEOfsEtP64NuVorI+FcnuKc5PNkOrqgC2BI2jxmj5fOpVQWaGvKuWmI3VLoKYNc2gMVX\nq2y5ZTXTrpzmOB9QwG1pCQnziaHRlsvnwncRxb6gJAANto1hXu8ILk86ZEo0RYVzKsOjrdEES8Up\ngNlrMfsau5uUZVayzbs5OS0d5Qsl8Vdu7e9DZN+TQ0Xl27bfSs+JyomMShlQMRUWXexalxIhfslZ\nXkPXPp+aB91ca4Pe3hfVTtmUE+VuJsh2bp3RhoNcxUasMaCN9fgkBeDAIgg658q9LhKu+ZqEDWUo\nRJcjRdx9CdS8D8baQuqyJWltQkpQOi9mc9JsyzFWbZb9SAqk0T0oqisXcIMKvF/5I8uxVzhMSuZ3\nkOoh3BlrlnisOMp9yrlAG5NGHkUhRIgtbOFRHiX0246oBDCAE8Vwx6d3aHUL03B6+mFq1NB+H+U4\n05nMfszEZZFiwD4plefRlOHr9l9DAjwxcj15kmVtRSONkdXy1pIFi3IzOEFl7XzWRji+OjwvnDp1\nyuiwtZtBr4DgYRQXw5tCXsnnxwhskcXZcMIj5ZAETU5oW7+L+4yxqARlii0RJeu8GYfPFJzhApip\nXTr3xCqesJ2tCsyjOrCE0lKVLVv6s2fPQ+zb9zRgmxBryeOTAD5RJGx7XggAiTBvnkeZeEzBxCfU\nigc9zyso3M3dMGuM5ahrfarK9RdmQeEhOLhYXihFHowvwnc4psv8uxxYZT+oqFCuPrRy+mhbLB3S\nfGMRtDP2TU5+7J/RpQdN7a2qmPo1Nc7HYpNcCjh9+u0WsBn8yHzWcRFH9SNaibb8QnmsSbZfVdyC\n/TRUFjYEvmF7xrFo2oo9FBUi5EKDGadwHl/IL5Qb3rwRchEWHx0H9YZCuyelp98fZhPwRVK6Cto7\nCrjkQjLh/jyq6vNC+0qw5CbAI24uPFYy3tYEMGHw1MwV+nCc8Id6S2NIiYcO15rMh87QAnn/hmw2\n3bG9LGCoptKq6KSkLpcF3hCsB272N+eqqnP2CYTg2Q5wUQ2Y2RGHBazUQ0egqipLI1hAZUhPT9cC\n6j3qtWN9cyH+ymO4nCCR9VSBFh/DfTUgKCfTOVzZO99I21QY01iz7im9e0O5eEiuIy2bkpINb9wE\nz03AjyAWpwsllo3baKugFTB+B+WxYa7zyt03khe4hRVtV+iXp1AiZLY3Ersrqgq7ZQQ9PiAkGC+n\nnqLF3/bx1gWQkQKzzvG4TkcwIF8FiwRWXXsiZqW8sE51XQ8VD5Goeqy3KZnS1VxR4LKRkBnvVDyO\nPLCQG7zibpUQ9AWuEY/5NPca39EAsE8CKip3czcrWUnR+Nt8CWBFcaa1OSNX8DnWl9geWXRWAAAg\nAElEQVSEBGjX7jPefVdzcEmgHOdyIb9zJyGJ4q9Jk5OMGfMg1aqZirZVQamPO199bE23kV49Pfz7\nVLkSqj4A3zW0Tltzz4aeo7XnEL6zkKCsV0DpkcEP74W4+OhE+OXvFBRpHgCFxXmghiDOJsjERfbi\neF+QddeJBEHBPPhZs+atXr06Yj0AowVuMTGQ5miJ9x6qcK//vLR/ZvwlgOmofdzJ0qMCSzkIXMa2\nbeYsevTof9DGp7e2xECW4sLkhZZ93oFb0biO09Ith5Mp5aK4OOjbGx6sDxOAFG3DNmPVDMZ/Pp7S\nUCm5lpxl/t2q+tCHwQyGBSNhi7ErdL8+fW86+5PltOvhq6o56X5BSw5NPNAWTkkY90OyZsWgWIsX\nn4rTC1uF5vdAipOO1iI4KyoOETAqt0oF1ld2P23gyDJo6zycmpcGX0yH3ReFBTAVOHq5nMXJ2k4I\nK10bNGKP5aNeTVfa6/EBj7Kde/iNEHUZ8TP8Qns24GN3UFa0XOIrBswLshgYGeRrv8TKITvg8dpl\nebAti6WIjs6YIE80EfuhjcVI7pC+n6Dk23Ld59uOt94vrM4n8ST7EOtUAEWVu05VLDA3OuGYDqkL\nonn/i972FgzETbvxq9GxRp7XmLB9+6p1UaySiMMClu0R3rJm7Rouu8yqJffjgti4cWOef8n0IihQ\nahMkSYhBBk/FkMwC1h42Nd7ERkPYGHk5pGSihp5xqcS9kwoKL58NIxvAQ60g4LZ10Psx/Jp3oNFe\n6LwJ2v9snncxmgVkD6gOtnlDh5dXnuy7SdaUTP+62HShOxUmLXfedUxGzLqmNfLK0GK6VfMfSgMa\nAVMkGnrtL6HSOqfASHEw8GZIzmHORVaGYTvcBLDPXHjEktQg56guDL5G/+wyiaJa34NsUr4FeAir\n4GYgRWbh9I4BW9ISUieB2ld7f8uX3Si0r3l1XHghXHXVCgDuvhuqYO7LQvrkJlrAXn/9G0aOfIZn\nnhlAJLw/eYrl7521rXTvRfFwiS0JsXGHoXLCmxeZdQMQ/8QWQlVhkh7zmJevucJmV6kGO/8B1d4F\nMQS9ugtRk9iu8Ghv/VjuRt+9e3cOHPBgkhbuoTAhgZvuv5/8u/swaVJr6ja/nEmHvdfr4n3+PHL+\n7DjDBTA1/O+kY//wLHlKkBImT36G7t3heKYwybjM2ordr8eGeu+9x6GqNrevWmjU0v2svsXvsJQ+\nI0bAQ49Anze1Mj2e4dfMX5m4fCIz185k9sbZtkBsn6uAAg3ELzmzmnnCBd+//Y7U4nBtA/ioO3Sp\njDARWwseSjykac6GwX/udNaxX0aNWEvu36zIlq6qOyGQiM3Ao5W3W8CcjuDSduSNK5Dlgwd8xzQY\nhoPy8fvj58Oq++DNrwkpIUqL4HAGFDbwQZhyMgv7puxthpEu/F3dRtl+BYcIcTtv6vNua3611tn1\njcjtSlATj01yZqsyC2AWPxIPyC1gLnzqdhxt53pKGnHlJoD5vL8+W/rw+MLHqZkl9E8JQd21NDna\nxP3CKNqwY03zNajCZ24Z6rb9TTAksIA29d+bNgdao2ZtlJaTuSCKkH16WUmSj1jAjh0m85ex1zO+\n8bap0LeGxywW0dKIzgIguBlKpXcNy5cvd1wep0CBh8JXQYWEBFZ16RI+dkzpyTYeEWrOxzMBur1P\nLYEhMOGGCRxL8We19ptTuEsVzBduSzht9CO1gsDoliR4IXSX1xkXVq7Z7fdmp6oZ8acu+3BtXnHm\nuTIQslniA7rwbWdBLBcFualpsTXrrqMe1OsXC9o6XQwIhK/BgNwF0bPt+kfhXnywoJpoXymqJlDx\njgWVuiACS/GIX66MGfRkeNaKFYxQOFTdOa68ns8V10BxPGFhsLBASL6n+UTT0ubFK3NjlYVcNGni\nHpdojJ0DTddZ65EoAgpcLOdKQLuzd9sCl9wt9FveIkB25WpweIl2SEb65RO9NjvZCC/YqpF/Pf30\n0y5XWRMbTr/mGuYNGMBdly/n4ou3U+32j3nOyTxvQajwLxp6OOMFMG1SvNRrsrBh0aK7+eILzam7\n2ELmEHnyzD1Ugj0nwrEqVXjwVpeAVVv80pXsZPqIEdYySojM9O18uADuWQ2bDts+qCiECVk8xKFD\n7m6LNZFvbG5pDBUTYHoH6F1xEx1bzaWcYqVY3ZqxCbppv0skrpQHa9gONAJqCLEzYsNJkjW5qhGs\nH+m9xLKRtV3jyMficWlt65/pBQ2Fy1S2zoI9bkSAdhw8AFgDo1eyGZGmwNXY4aZMrLrX5YQ7KpLD\nEfuNicit637ON/zRM8o3Cz6mORXUL553PT1HcqxCyG1X7W9MPbz4YS749QKmvD/FPKiEYOQgKhaY\nCp+gpP+u9NwRMOnaSaiCVeys9A5UztUtuLYq7VTuftHkWGPYKUkkjVUAuxqN8EG8lbAFzLKBkert\nw78yMn4PZ2crrqVtoBUUysXBy2fDQ62hn4sMLtsoBaTfhiCA2R99sekGpASc9V3q8WmA7lrXoQOk\nWjc2xy1KhxcAUynjmKvtFjDBMJ5VNd27A0Y/vKyujilPhZMSIgB9qKoRhGbHZboAZo8dEYWmviyX\n9sXaTyv7pFj0FKfIFZK4X6enDbELYElRCDRhpJsuaGpIq8fiDWbPa/k0iHxGwUCQuAjO+K6kXzb3\n6SBB5jOfryXkPdWjDFuACIK51IUfvpC4encx8qVJYW1k2UXLrKej2Kmqqq3P+rVDhtjKuQpgMzGS\nrnuh5okT5OvujcVJ+RTFQY7+fAMhbwux/ZgKjBgGtBWyskmqUIEiEuUW4xgg0z99p5Np/POfNnfc\nRmiswJhBZKoCPzW1aufubK7S2eYU5MRfLIhwxgtg2iBexNCIJVetupQlS27llVdEms/IFjCtmMph\n+rOx7g+MwRkr9W2y3K/YMWkj+35VWjz2ElfsgBeWQfa+qgSDLTyvMDCuKTzXAcrHuRc799xurteX\n2hcqyTP4etDj/DjiZkJdrHmwGhze7lqvFPaUXGKzAY+Q7EiaFiWE9TOIbmLrVuEEb9y4EHp+G2sV\n5mWKyskdUVyvAFg3uh9HuOQUp7iXe3EhNI8JF/GNdwEl6IuEwxv+dkWRBDCjG45NxUn0WB//eEh1\nElDEglaHBE5tJQTlIzNNnlSjpzkPQ7j3278cy9x/zg0fF6cBXzm3nFXyaWf3zYuYB+w5dAu/ZC0W\nXRClX7dIDFBVqyK9TRo7X4e3uoAaCGnugzr62BU64colApi0oHm0sNBGMpBpWuACkkTA9crBC2wm\nd7Mkz0+4H9Z7NPZvQuSZ+7XWgnp9Yl3+NjuGUN+lshYDl9rQXfkWCAG/aQqLlhU1K2NA6EdJi7VC\n33zEgElyLol90lvVD8rryCUTsqzPSXy9hYFCXuXV8N/DeV+vThfAIvbSCZl+c8sqTYMWtHRd8v4s\n7yjIXeiZpytWhNtug86dLWPfVQCzHV7KUl7ndZ5wRLW77P8lbspieW8+KD/xXlqZgDGHS1+1tZ44\nB4uq/zWjtNSa0sFo3+5RJ5tXZq59B25aBGmtHOfsaHTkCLtbKZSW1xyZ290BdSbAsdRjrjG88uXJ\nZUWUvJdsUmlEOqVF5uSWXIZdfMiyLrtjy9EtcCNaXsyqN4KuvAgppuICgCA08xFPnSRzTToD8ZcA\nBiTjJGoArMHxwAsv2BLNWhZvlwki8wcILGMHDwIwUkIXu09p4DgGSLVLil3IUVQqbDX9jZdPvRNC\nqURCzSQYWg86V4YbG+lV2T7BXbvOorj4Itc6Np8P+y0uDe6TZPH5VhfPqpFYSO2zgTPfsFm0djO+\n/vebxASD4zZGTG24lUbVsjTuXF/t6f+WOh9AWNsblQBmHU+qgt1DAID8xHxeaP0ClyVfxmY28woI\nrop6u3WHQNsnOVo5ovqKBIqpXft32rZdhRetPeDYfHgLYG7n3JlErXVLOxD5wp8go/NdvtqIFpUq\naeQF7SJ/lrpLrGLV7ZRhfMpgf8Jp+WnSE8XxLvOiBCHhWq+nHZTcirjHDgSA86AgxbQuSg0zzQQN\nuW7tWX2HJmVVTYLElAJHXJoctt7ateeSGvbssbmqqub4Doac7siKAh3JZlO36JOPKgD1zoZu670/\nAd29KewCKdyD6mKlsOOLDisAzXPhnMpQ/h8Tw+dqZttNiNrzSFA01s2HWsPA2ggWsOiC7ONcLGBS\nS2/IeTwfeJ8H4buf+FGgZ7eUqgAbMFneSvUHGjTif7yUqPHy+5EJYMsXaAqUTDE8uupOZ0HhtQQD\nQZPgaPx4uPpq1/xSjrZtfZiJSy4ol/56hKgDNgHMrhtStJu0PDlFleqjT4TNtLJWxIOKUziK4IJo\nR0BUOuhj8v77rWXiE6xtAsw9OA0afg9DRpKeB1O2wgaB5yIQCJLVCYorwZpx45i1/AkOhSCrQoBd\nVSEvEeb2nhu2rNvnQmeLcrdHQLqOqwocoTY//6JZx/vXhKU94KZG8ioiwc8TVVWVz3YKSrVGJ4FR\ngEZ8IrrT1PzKX7tFZWQ7/rPgDBfAIixMQ9CS4rkiQqApQN5ucEugGulaPwtn+VLLrJp7qJZHYRPJ\ngoKpTjKOSTwnN40xY34kJ0eSyNgV/jfWkZZnh/eTjcrX8uhrVCevgTUXDIYbX8QZRqW5/TNQ3CeH\nEoqZkvFv5h4ZQGrQhUpVbzMAdK+qacAdePVVePRRy6Fv47/12Wejn85DP0xGiwu4zFrVI0MfYcnV\nS2CkWdakatG0WTS7E6qdz23jx3s2O7XyMKacV5GHrhxG27arCEWaRgJB6/v6r1vAxLat/4ahQkF3\neT4+N3TSGXyVkELd43WFkFJrJyZN0sgLXnLywTiQFCjSYxrNOk6HACaSJtg3S/ITULHQj8TohGee\n8wi3oihAf2wrk+SlZvQxf+/VSrRUfxMqClk3O27tqlaBqTgImyNMocXF7n5cGzY42QyMW1FdmDxV\n4F+2MWM8JwXgls1wyddabiCAFlCQaJtBdZ1JgRFsZnmt/r63la3cmc8SS63PSQuLU6ggCIXXNQDP\nPbYLCuMhI/tTyNpMUbE1Iaf0O1Cd97RT6w6PPw7lpz4Oep4h9/GmhgUwCwuiGx5M40BZeAMqSGJk\nheW9JDFIsaH36tVLWoWdBVE4UTZEyJlsqd7udapoq4jl0SmqlKG52JjDZY/ZOik54vWi3amGRI2Q\nPscdPmwtkyQVh3TU+om7foRvM+E+gUNmyJCZ/DQD1v1b+7sRWTQotI6zkBIioAa4pr4mHPWsJp4T\nWjSGcyCK78V40Hqi+Qdbaa6uoxr6rcD6riJZwIKhILOWd2TzrqecBVMyeO58+AGTVTXJGnLuirp/\nWcCAM14A8zHs23ucC5R4nDwNMCahZp/R7Op2bK0uLBJHj8IaoPlhy+4igJ1UQn6P4vx0fjWgXDK7\nL2xIjm72/tcseQxHJFzixndgEzIjrRnFkRQk4sQhc195R/83kq+0EqKDaAEtygTFPcntqoYL6NWp\nkMa1Chl9ZKq8kN7kpbXhqXbwVldJmQ8+gJUrLYfW9F5vuT4ivB5iZ2tVm1ro2nfB2Grq7RcCpoVy\nYwvRhdWJx+9YxEP9i5lfvBlFUSMLCIpVAPNiszIQj/3bct8lfNMIbhgMu6q4CWA+HmjUcR9fkKR3\n8d6l9zL/pfmM+MGIz7S2d24UOcauUA5o4peiEkcpI1hAguh+JghxVRLhouqQGGEWH8xgPhHiXF2f\nRsVUy5tMKPVndfSs0waZBUwcDoriJEKRC+zCQD4MWbZ6VUW1zHHuI9Sa2Pmpg7Ba6pAgPOR4j3lf\ncRJlRCT8UsCFhM7a77P1A33hxTte9K7TYgHz93biQu4fgSXnGOgslwp1BeVSTYkiTy/s2e6TPeHQ\nqQ9gy73s22f1FbX23V26U4AePeCCC6BFtyzot1xa1BDcSojnST3zZ8gWAyZFfDH5wei9yxMD+vcp\nU6aKnluJQbYZiUijje+xPfMEEkhxiZmNVlYLgvWmfSiRGPwRcQK5bklcid623roPF0SHABblk/9t\np2gBs9WtwvYcKLEkA3Y+mVyJl84dd2hW4VI7mYmwBwspIRRV4dYmWjzqYwL7sewuFDcXRBn072Hb\n77JNRfSQeUquZS5TmUoccbz4wyPctnoL7+6VBKY3XUZJHBxRdoKRzsPnAKsSUQV/ZuAMF8B8WJi8\nglZTBaYeH9aq4vhiFnZf6DzhNmiNmJTrBrKr9VbOv1k4d/vtWkL3d74lI8+k/JR9ykkBp5+wo7f3\nP8DXk3swUfd6yMuPQfuthnjA1XU6OgHsI7kSUIqSU1mQ8Z31YBB9UowkgNnOH/rAU4VfmGjajdIU\nb3ax4QI7keL4geZSFCcIfyn6+z4dApiOg8ARF4bCUgwS7s+Be8LH7Ulg7TDYnNbUgxMnaka0gClK\naRQxYCoPMpVsKjGERR7lTPS+Ed7sCP2uN9Zae7Jorb3UVOjcSTtywt4FjzhIOfqzTC8/aJNmnh37\n5VhLe7GgY+AYiqqgKiqD+ZCxWGMnuUL/V4E5neHRNnBnBIbCLLJIRrAs2LXVOlIvGIQ1dML/8uDP\n3Q+2185xHLOScDziPC97ntYBxfgBUCwkqre73bn2yZZ0faWzezp0BUZz4MG1boWkWH4MNjYWWSFt\nBAX2OAog1y0u5yygBmSnZVuP2/6MRQDLU90Xu1PJ1g2YlpNLIa3QFvARAOL9fwE/0YGF7bQ45Mtr\nQ/rvayznxb4blioU5z3tBNLEOOFK2gORCvxALqn8yNmQVhSmIPdEITROcY4jt6mytFRbcxecq/2X\nnCzZwApDNC8Qz+JO7u7+nhCVW6EAc5jDIhZR0yf7q9f3+ivwu8h6aXdXdLn4YkEAC+mCTrhopMGh\nKITibRVH4YJYkYrE51Y3D9gEsLf2wh2bYcXV5ncc+4ytocYpYZwqqmsMmNTipLhG9zmhzxMZWdFR\nHzYS0qKplrnB/B2vd7n/feNJbpjMQAZy3zcSRbxxTZygiIpSafAXB6KGM1wA80Ef7pfATVUhzpup\nbf4F83ntYnscmcfAtW0ispOFhTpLD8Lfl0V+gc0CJiCZQt45FxZ2gxRhnQnZmz2vG5Tms7PGj65J\nISPD/V4S7YQiEXyRolC+U1yYDdsmWw+6+prZIBOcPa5RhE+mSaozcSUQfgxSBwfj8iQ0meeuZtb4\ngrqE3QcjInKoFr2Ba6TJVjQWZNmbjiSAiYiLC0a0gCmKLQYs4B1bNJW/U54CFjHMdz8A0itDvRwY\nzhSSLawt2pt46ikYNEhzvfzIfnEi/gQwwTI7tbV7MRPR6ZwzkneHXRC7scazbGV9+rqsjrfb3349\nTrA4Xh6vYaDTTzazcxRrqlhUQgQYxuftJTThFgHM2WgpyY5jNp9WfuoBG4RcTChWJzW35xNqbP27\nRIW+UoFWd2+8Fr/hiNar6wjukTxgOadiFcDqs48u574EjXfT43GNKCle1yUNCg5i3GfjSLBng7bc\nX19EC6FfASxHlflKa7BvKPttq0+DY3UY8/Utzn647Crat4cJzYFapi9Yf5YRUOHeFjC+BbzwDyv7\nnSqbRW3fXQYZDMX2jvX1pdSVjM6Iey0Mt+DJLPdvl3rcxlUILqmlWamrJMKAK2c4CwnNHeQoT2wc\npB10ISTxs01vdrgZDWhAMsmMYYzjfJLkebjV2jy5Ofk054tTwDPAqojNh1FNGErmUr/V4wrre1bj\nbB2NsFPtURX+0RFaV4TneZ7DkwSfvPD41zoyb6/219HG2vqdnQpN577J0ClTXPoTGU9+ZQb8eQlg\nq1s7F40mgShWiRjZb59yybCyXsijbjBkZqdkM/6m8RzqfoigJFF9uLPiHu7dhXzunYLOgl1lFnn/\nHDjDBbDekYuISsFej8MNvSFlM9g3kWoIKnq7bn3VXhKhWOJhRfEZPE22OdmEOr0OWYMhS0ueeJHy\nPVUSoVKCtlELl3OMfxV+ugd+Gs+8C+dRdsdyK1IUq9tOkeqPVtwPQookZ5ai/6+jt1ZxaIN3+GiA\nLdg5oLgugkeEhEj1K1jfXbVqMH06XNUGqNwFNcEUAsIL9SC9b53R6IMrHYB2ulW0EI1pyC98UApX\nk2ewArSUKWXVRAUCwYgWsIASJCgsSIFmn3mULtvEvHEWvMt1zGQ4r79usICpwIc89dRuTuVWYo/s\nwm5Eng07AZMwcxn5ymEd3Xf0QvEMSimNmmb+TkkuPQOl5UvJqJjBQyMeAtyfcEANWPRBwShYEKPB\nXuB1MAnBLQKY87tzKAT6TMKSRCkZfiuGkKDpVnFRgETAxTXhIemUEfu4VLAKQYmJhc4CAv7FbVyc\nuhjm3kzyBRpR0qDakJaXxoSfJzB07VCGrxruUkd5YDmophYnN9ElVtUOD6WYffN/zr5azH5hCg0y\nbf6adXA+Kv3eX3wRBtUBnjXzWx6lFqhx7iyVki6NSITzBO6hqWiu4DIB7HBlqyeHKdDp/5YEwvNX\nwGXO1yqCYh+pGQ0Eg1ZFRAckDJjCc5pccj9MnEAzFliUsnYWxGhiwAKi24tepnwUyoNZhbOYxiw2\nrUVbm5zM8q5eoV1FxXV47HuNQ2sNQQdzp/f390Q76FAJXu0EzWjGcXHZq1QAo4He8jreuAn2N67C\nf3r1gvINpWU0PMfEiZAp0bseE6o2YsBk+KbjWeHfxmubqkSzSkSYh/LrSA/XcdGtzOnsXtXGi+W5\nHMMZZ8Q1au7rPPMM5C+QXuHAe3gl9z5zcIYLYF0iFzEQKIGLJkPjb+DSTlCzp/W8osJJbVBFt1R7\nfH0yFsQItRVf/jcI7YctTuIPMS+JtI+nNKam+T3nx7bdiMIMfTrFu5JEl8RZSTWggrd/1qKR4yhN\nkMR0uNzLHtpKjwM8/mB5unSBv50PdJiOmmAu/kpCKpy7ANo/A02Ai4ULDYvjPDid5ECXcinv8z53\nc7drGdmaGs27V5RQRAtYXMvFrFp9uXlNoquf12kbGGOZxfz5RlBFPHAFR440ZtnnN8Re6eVoM6bx\n7tz6WpYcLQE0ljfksXVuTV51lXuBfRP2MXzCcDY00xjg3CxgJ5OtrqofdP3QUVdFlw2cv3grDe2A\nWwDDYdPqghjB3RDggmmQttJZTHStKV/Dt1ukiL4uXlutHT5+/qEA2eWyeb/b+5ByjIoVTzgKXCWk\nJykviY+onAgVi0y/xHb7bSrtsMVf9xETntm3k3KomTYlckejyAMGkBiUTFZ5SKRf28X1rPT2hUg2\njbrLlBgLpOpE5guWQTsh2N8QDmUC2OSbRocPta4IM984CZd/ZHqKhAh/ZwFVBQf9uYliieHezQIW\nDFq/lQ77JJlpxeVdr6ciz9nmD/e5RObWLgr6SkPhxOlIxegBzxlPCaEQJCLbh3kBpXba/ihcEB1I\nLtYMwj2hVCJjnxSdJQJeXlH3sXEjPPus9pf4lf7T1rVdtXZJa1DXmm4rxtgJRuOCGOkZHHHfn4Rr\nKKvxyYgDFN+RfgP3+fSizZYpJM5AnOECWBQQhaHqwGFr5nNkplofGBW3iMktJspzOSQ6o0BlgcLx\nHjlixE2cZX2ylRtkSzxonC9f3mOzLGnN/Yz13KePRM6z4Rc5J9Itfw+vBwtehHZJh+UXRML3X8KE\nCbBvn+PUUfWo62WtW1hfouXZN7oJkmtBla5wfSPblfqzkYdqxYyJaAHDgxnsWiYsukbhdigiLoKV\nJD8BAoESmmftDR/zQ8JxemGOvby8NO0vcTgG8Z0XMi4YR7PDzRhxNbx/PpxVCbjmHZg8BcoZbAsW\niSK6roa0DWWGIqeT8qpNUXC4Z2mdtv3tsjneVNdqmZS1Nc9FZ+XXBTGAOeYMZWmREK4hFcAkaFS0\nw7tAnI3jrIyCfd7Ulv4KStpJCMKSLkt49ZJX4ZrLnIUUyFK9ucA1udwUeBwJpPWpJzlRu+vmqpD0\nKDmJoyP8TC7uD8lNo++AocuKYpMnrft+oxqrHdOUaZwNyAQwMaXGy2dD/UYhGD/T3MyHTKtSIBgi\nzs1nMUoEg5AqCGBFikR6s3w02j+nOGXZIRcLll4/FjCL5Vz87j3C3Gpmu5kffcCHwjAltJvzGUS3\naoe0GFaZU4btdW6rt5ny5aGOIZtH/VqECo+DwbPld+VRPAjWduoZBXoIMXZ7heewufFmZvedLe/V\nXqc79W/XJjLqNp+mSbXY+7zdNTkCYp4WLwaSBCFKASrB5x4WNWu7Ee7jDMFfAphvCIHX5XHGAUiS\nJkdCtUS4Ke5tLqz2hQuNaMhK0iCiB5q7WkVojlzbAu4CmB0T4l62XQcDB87h4489MiA7GnOf3gxm\nIANF7a+znHcLlrajRQX4eytoLsZ+2ybv25tCrWrwEtHndRpRH+5Je4m4X37S+MMtUClxyxkXAUq8\n0OGUqCn3/jCUlcezRo19ri6IdwyEKg9Ag2zoJLgcNMSNFq4M1ikJUjjFWfyIuOyGjChoY8zkAS8A\nM/G1Oj/8n4eZ/dpsxt4G1ZJgZkfg1tlw4bdw8+tYK4eol7gSULNUZl8lX8DDwo2k2ldeAdzDeABt\n6FnCK2wCT6R9cxUXBbFfC5hMEDoyQDzvb4s06mfnyLVa9kJleQsO7OtWG6pXdy/g8eC6HIZCw+2w\n3jpKSqybDz+yiqKAqphziENo0W8wVKRyFj9yqSpaL1WoHnnOyam7mVvqy8u56ujtgqB+eZdd/lja\nbmYObTLcN2Niu7tp4pZMgRTgHokAtksI8rMqBvTr8837LZeT5up6DnLLQdwgpAJFMGgd605WP6zz\njX5jO9npaaJIEtaf8Bpo8WwRLGCRcj7oSAjGENRowMj75jGIq6hHiKeQdzI3adaT0bJS1gqan4RP\nPoG334ZOnaBcpETkbtgNvKT/p/qx/ijEBeOoc9I9F4UxRDahKWNDCvwiEKTleCmtGzgt98Vdc+l7\ntfX+3DwNyFrscsKAfoM1Y9Pm9trjEvmSiTVeobvtvEJUTMIK0Sj2/7z4SwDzhaTUdogAACAASURB\nVB0Q38v8MwW42VYkBkr6roLSs72d1hQ0oa6C1eIStoD1BRqhuUUJSA5ADSM26PjqMMUuWBeESFOz\nAlx99RimTlO5oykM8eXC4L15CggLQnDrPZZzhbYJJz4IdSTf6GudoV9NmCVqWtzDnKJCywCMbQJX\nXAGDBwOHTMKAntUguHgwAweucK/AsZk17zfgZRWJMbDWFdV6QqpL1K0N4WlfzCUXhbkgMbHA1QXx\nnfZQFA+/2d5P5ZDbhuvNiOQskXBMCC1cR1d+5GxGsTR8bP8B3fJqPPLv0EwyOZD6NnSKoG+4cNuF\n7iebyRQhUd6PznLnBq/aWreGxh7EZzWS4P3ztDgnX6jWA2r081VUZgE7v6qTobHtMVMDbKWi0K91\nxH7I71kB6pbTEgHL+qAGiMkF0RU7noU4jx3GjstcG2po817Mycmy/P1QHBGlMM0CZj4bY3OdbCw7\nervFqAxlkY34TTUpzjxQs2Ih1zaxKRIr5EJ8Cff28KdZ7/f/2Dvv8KiK7o9/dje9AgFCgIQmVQi9\nK0UpCiJNkCZSRBQEFVEBC0WKoAhIkyJFRDqoFOlBOkjvIL1IQg+Qnuz5/TG72bu7d1MQ+b2+736f\n5z57d+7cuTNz586cNuekwN5qEJ5TI6jKYH6bSQ/WLM6apcIZSjrQeAKtllGpwR0+Aorq9P0V0Y0p\nYNPCR/tirqz28prSDIjz5ugMUSACXYYizcnnlJ5prebcFX/rxGja4ieVtFqkal6t0Wiz/0xnwKqC\nsbN++Rk9+7HBoLS3B/iWr+d+jdGsNxbt18e5mm9m7Fh4Q7Zk+XF2fWZ1DPEQSM2CsENgxMLh/Djx\nR9dZLIUYMDAZTzZkh/4oYAsEbu32eZft56rBpWFFLRUM3QkGT0CIYot++dZCA1xsy8gEW+bC64cd\nEvcBk4DFGdxoIJt7b/QI3v89uBkwR/hFQME2oNFYeLHKmbsPc/if32bC50rK4ujKt7FGyPKUgzdf\nQO0Nysz0IxRasIJxvMs9QwCzqsCiGsrenWODHJgAGzKbcxMx8v77EOAPbQrCO09ZAjZngDC55vqi\ngQzdWjsGXl4zH659Aw1dK/eoYCWWszEBXnj6If2r3eN1jcbR3wRrS8M0TbympzSezI2oWB6mnPdp\n2TKDYL0B9sEFsx5A9zEyYCG14OmhUHFilrLryRWzw4BVqbIhXQO214FJb31S/TryVBkLXO3HSGPW\nU8W6eduUxMxKcDgDBuItTcDuMqgKzGWwc0Zrl2s64P45GFseu9hG6Xgmozpb8DgYab15QIOMzPsy\nu969sIpLYwcHE1I7mjBfQyg9SJnOZgI9WnJ4WWjt4C057IGNkP8y05IUYoLuOqXlKQU/VoNvK2ju\nFEX4njkDqYbUx2qCSPQayK1v5eBtBM/zrhnV4g7V9/Oz/7+pDZlOAQaDA5MrRqauhLtfwvPn0Ezo\ngniKPQMmZlVAJkYaulL3/H9Bs5VUC7nqfM0jBRrZ7yJdUAziRgAVHKk418jqV+OJpC/DBgSe3QZ9\nJtHxk4uEhzsWajUr1G/04fyxtj0sxZQplcEsfD3/a938oL+uL9wDPjrfrKMTjoByp50NH6wEdkBx\nKrWvQp++BuVKPwMviDcSbPsA18ekX1DFeMCXL12C794CY1q69vDtPrCyDvS59qyLcrM+bzUL06cd\nfDLRflznBe5TjsoXKvPMyWcYsx5kiNK46NUov4OMLkwuZ7meB4ocsP1xuCXOwZHK4pqLSTFpHna3\nPNX/rMEf/GGX701s3qvT0uD0KcXovUMKL3tnwZu2tTo6TTh4D85qSMN6edV+/a90tg16BjekAvqO\n2/J7VCM0KXuKgNccLK+28Qyd1zvs1bPKLzOy+s4mJ5GTupln+h+AmwFzRNW5UKwXlByQnpSLlMxX\niUj9wMXaycpRNa0VtukSTp73qWawxfgq5AcBjqpbI2ygIX2YhF/QQ8IsxOM7FgZCax72emGYUjFr\nFnCnCOTOHdDG5M2dgde9ov7wk+dbLq9n5BkI0gO7p6PhefW7/keopztJ27QVIV7gnfdZKPoWGDN2\nDXhw0iyqhCXRpbDNRr9DhPLXIZp5VEuwNXVktrMAI/bu2Y0GoTQnqMUOEEFH0P/IKFYMmjYFT08g\nTz3dPNX+rEaJa85eOnXJk2xQq0WKnEBI4mwuqN5DyQseFlH0z/e/6t9zoYiL8l9wThqAF19xhFwk\nEfjsAHq8DBXedl2fnY6EmAWeFpvzNEz2e8B0qlJaLwZTA9fPTIf1pWpW2f3T7B/wVtFMyrBmT4Sj\nW+8S72Ct6W2EiRNh5Igs1MexaL1uz8pA9A6l+C14e6/zpS82wZwV9vuxM2ICf3/qQYZu3A357An3\nF0Lhxa/msd6BdixjiVBQKgi7dzhhAvTsCZsPrHusJogAlNA3nV1UA374eIidNk6L6w7ahxYtDOzf\n/zwxMWqwftUNcmWyJ8KIgyBD4K394JMGG+dp0n08MLe9hsmBAcu7OwqvMRB+USVd8nOWWukucWKA\nvDf0rkDbxdDEft9gdGOdfEEZmxsdG+76mtaMLj8J9nLQyCPppyaH7/6gQUnYjb76dW/x5kFo2guA\nAvlVMO6gG/mpeNl1pGE94jn6EwdrDAtSUuCiRh6Xo8IpJjoUXdAHwu4Dlacztuk+WrUUBg6EysnH\nWLBuFoPG2zsqMPj5Y07QaEGtJ5a1s1045PJLg5JnoOLB9L5rG668H7bq4Gz+BmA02Tfs1i1nDZ4V\n/Uqg67HSpckcagilYptUAxID6HMW/uwNv6bv7HDoXMe/RgMh3HYuW+d5O0rtcFmX9g7z5tTGUzlR\nUOMev2EvtpfazkfWTYgWTMNG25jNMH1uSPr/5KtZ38/kak6Ky7KFpVDC6xbRwc5a48ufHqRnvkSo\n8ofOffrooFEQHztWkzps47mE4xCf8Z5UJzxNtuTIg13Fdfgfg5sBc4XctdNP/fqMpUKk5oPRo1ky\nMUHUqsU9DVDM354BM+kt3jkucLJnfSgzhApV+zGnKkwKfgvjhZma50JNnzV4uBBvet2wD85QOkhJ\nPTKjsYP5XdU7i2Y8+nvYFDwMYE4KJNUjmXwaLVrbYzB7BeR5CGcz+N6j5kIVHeVaUAo0TISlNWFm\n6fMYwtuQu9grGdQSCnMx/dyqDfDPxAS+1SN4kHJ0NJHDEMcUejOCT+mUFM+Nr1Tbgb+tOZk5E/r3\nhw4dABH8eZjOcFgxev5ops2YRrlL5ezSXS9VWYeZOay1MPxn3oV9s+DPDLbfPbfHBUFXw/U94SRg\nqjpJ91pWvKU3RsUXSsUDAUa2MPBjFQNeOjNgi5O2c1dEdcawvc9St+0LeDUcauiM9TeKKI1OYeu1\nhTBv8DmGDbPP1yw/lC2rwvbpoWxh+/9ae35dzbwpDUyZrP4GI2cmwZQ1zpc+3aZMVpqcsU8v6GIv\nmtEAlMrA2UPN8Xb/rYHdPR0DyWva4mN5lvgWYOVKdX7s/EG7+SqrrzHDfJFxusnBnpAv1x1qhKCc\noLyZ8TOuXu1E//4badfucvo76WFSTAAx+k5+vI1gDrDt6/BwNOOyyp0SryIesFIja+kzIZUba46R\nnARX5qi0U4HOTpBcMmCu0HqZTn6dfANGuyxCDHC7tkOii0c+5C+X20zSbJZ3AGwnDyAY9ZxfWFFZ\n7bMsWvQoAB6ZBJ90ZdkS7qDRNBnA9BO85MB3FvGHOhfVeRhwZRxcGW//HqtVg69zDiBf43k0jBxH\nYQrbyp08BXMum+mW435Quxhfnil4+sfjn4VoL88Wt/lV37UL2rSBzz93nb92iENCHERv13fPDnCr\nLhg066FRjBwdCddegQNTlSC1lEc0RTmHL/Hk8Ux2ZsAMMI737dKuBMFTfeF1Bx9TKaYUAu7rm3ym\nHHBOvudvr1H6rJ1zMHi7YgT+THk0JxK6QygNbmTRX1j55Lt0+6Uc57/v4HQtpmog9Vtvh68+ci00\nyQC//aaxpY2u4DqjBf5GeD2/xRLJj/TGmbMw22YmcPpfgZsBywImvHyLcV9CC6tHHmeLGPDVn32s\nH5zWBnxkOZhZBSppbHx1GTDgQd58kKcub/op6sfPmIj/X/NtGYwBGGqN4QiwXYdZ+jj/CacyK8VD\nuyNOybYigdUWX9tms00tVDHadj29ugElIKQedS/pl1XMz8CKmgY+yBPJ52VgQXVoaJGgLVoKXQ4r\nTcm7L8BdHeVVqh/cqAvtzzlfe+cPGGPZF1+Qa1TkIEvyz3fOqIGdUxLrxvVM+J9HYY+MmO1MJop4\n2CbEnsH3uPY5lO7nKDnMvnOOvBppZKtWkNt4jyW0YTZdbe7tNfh29rd2nqsWAIULg4+PppUbN/IO\nuHSVoYUICFsxWdbX6y+rtL9cO17k7eg9dv89rK5AMnABbUDwFn1GwVPDZJTMCQfHwy0HBsXKEKfi\nQVq4B3mMwuUjQtkczvZDrU8poUAhP1heC0ZmbTsdGM0EOIYH1JF06Jk4doxQ6V+8ZKGYLqqfPfZd\nRYBlvGzfrg5HdHKwhIuMgYIG+G4llNBzrNhjBmxsSHMdT+AGjZpwdY0atBo6VKcAhQjNno2Qv6Dw\nelivE+PAZAAMU4CfdMsxAPXPu3yMQqqF4Lag2xuA0QdxMJXU9nywJxS7DdN/hZrOzk0fCwyg9uVe\ngZv6TiwBOHjQRuClWexxR49PgjVrKPF5O917XgyzX0N8U1wsGPlhXPhSTmjmhdB7zgvW5PrOg8f3\nrA5XX8jFxP6YcLW1c1qk2GyvtE448nKZ+i7KcfzMqlX7jbRaOzH5ZM6BpCZb5pUMnEhlCo1m+8v2\nkP9jKKajGft9jhrfHTMOGarwXBReWNZf/4csKtSKkXySftnKgBkt06bdOpX7FlVHj2FRRvt2LAgI\nsLYfBg1SpzutQZfDnAOnO/Z10EI4PB/6ZiB0M/vaCO7wWANxmr2hY8vD1LwL+Z43WENTFpc+Qqy9\nnJCjDZeS1zOGi4Wh77Mw1gi9msL5XPCDA6+Qakplek/0ofvZZL7Ca3OkpYE4aA0/LKHWCwTYBYY/\n7B8UoMPbp/fj1qqM6jPAOYMO3iq9G2+fJGo5MsFAbA3N4lPEhdkQrgUJdgxYagb7TQyKgMi7ABb1\nhb5BMK4LNMyGVWGAt9sNPbgZsCzB+vH0tu4LyoDBf2nfS1Q/b4vQWsxfOcYQgyiXc8kuNle6gklR\na1qNighMXalMfwyGNBIC/6Q80NLxXhcfWu0rMDLKOd2IMlGcXx2S/f0sz7KtLGM3KCnbD9WUO2pP\nkzdUngZlB5Pgr+8h7NOIPAR4CvVrraOuJcsgB1fZTf6EnREwsUIpLtKJFNSimRAG21fDiSFQvKNz\n2Y4Wje3JPAqgo1fIskHQUkfDpV1kimQ1ZvRNm1mPiTSKakL+Pp16iytXirNrVxOSyyRypwYkREDv\n/KpW1rusqJgDXg4D71QP2uxsQ4UL+hKp/v1t50YjvB6wA18SKcBfUPaYfWZjGpQ9SulGgIcHDBxI\nk1HPMns2/LZaac54+BCmTmUykBUrt9GnAdLSTZ5mzIDnnoMFWQzICLYwCoYcLfjS4pohORhO9Qfq\nKE2sEUln8sB+aHtr+LKhtSC2PBwbBRdrF05/3z6WqC0peBLrUY4ePRSxcfmAs+b6gaEkgcnQv4T6\n9muGZFETZhAejIJXZBMfMRo/4nQ/QQPKZBdv58iuYf7OMaC0yO+j3CB/9pk6rC6RrfBy4GHbFA5m\nXh1oXBpq6GzjoZjidt4rbktKToapU+H66gMU4ywtct+k9ajB7KpTXKcAhSBNtQ9+D9s3wahRzvk8\nDIAhAGivW47BAKt/0A8mmv65H7AXmiw4hi7zHqHRTOT3hQ3zoMcB2DnLPl/jUHut5G+/waRJkOTA\nTD8VAEPLqICvVnz33Ri++GI+KSme6l0vAH6D3r3t7y0dCDk9rW20SUBStW6jv/qKb791bjeAlxEm\nPXcXGiuLBoOrpftNuO9h0dTdAJKgYe5F9nXxgnM6WliD2YPz58ty+nQlW2LVrJszQfaV+ed6O6cN\nYxgITFoNQzfbDE7CAVtLxE47V7AFPEiFjRvh3j2oXn0t98udwpC6Vfe55YOVF2KAAR+rcsRg5hCH\n9JnnzCilmrbTKj0yzjplNaQWcX198WLo2lXzbRe6CPM7YnJwT2cC+j4FP09U4ytNYO5c6NcP7jRc\niNEjDX8/x9Jdo+VJncRBI52S/EwqOLinASLuwX1LUOzrGWhxpraz2Jc3XUXb1/QeZI87Ne3/v/XW\nRrauhYuzodUwqLwJol34cUgxubBGEshbHaLqKosDgCJ3oLxFsJyTOxhdWBJp5WApKTjRgE3CYGol\n4CywDmS1cFqzZ6qtw15YUN+KwWyAW/3BMES/zg7Qajkdl6TNoiFUHsGqRrQE1Z2n4M/GkKYjFM1R\nEZLgwklITISvv4YKhWGQRUGZlb3vt4pn4lDgfwRuBiwbMBlgWBnwcWGpUOFCBT5Y9QGNPG2rW+3c\nyvNYXMgVmACMgwcOzP/x43DJImjsuLUjU6dPxSvFfmOnVpvy3DnotL8onQ8b6XMwgV3btyoVsCY2\ndO6HuYgaqsNlAck50WUiq+ZSJor5fCC5o6JqzRrvGOd6wwv5lKQ+wg8aaMKrXwzV36jvrxPLzBFW\n4r3OnqlcpDs7WMUefmCPRkgeqLN35uqrkBRsI2Ay/PDv3IaLF6mCLbp7hB9MrAjR0YrgPKejZcsW\n8ti0oC2wD2LbZq8nnTufYdCg1axfb9sUUjwF8LsN1SZBN9VX3jeg3iXoXRg+T6hMr/W9GDd3HAaz\ngWZhagGJskib8mto1YAAR2+LDpPwuxNgYl9mdAP/1i2gUSM+rLGNe/cgKgpaJi6ABBsl7Sgj3011\ndlPdLm1dDGwnBpNZ7an7yfLOpk+HuyE2hvR2pDcJIUZuUZNE8nKf0pylF0nk5ntDZ/JxnbaT6/Ix\nai/lmQ8guikwdAig2mV0aE50Hdj2mTcVXKw1F4df5CyKwltEe5bTghQecsDXxvjcuuVsonSNlryx\n5y3KahZ4Rw11WhpcuOAgTTSaMXtCb79ZvMha3mS6rgas91PwfRXg275QYxe0WOGUxxUqGOGwZpvU\nEQdNdrDDfvDaNZRq6mJ3iNd3CGcHEVi2TBGBf379K2Pu9ODdAld4k+kswNnsxYrqGuZuj4O58I0b\ncPCgKrtJGC78HCsYgJmVHH0cW65Zu/K+Ulbs3duYb7+dwN34EPgrldmf2H/Ajo4BiujsXW8cCgNK\nwahyMLsKlPSEMWNUH3z5pRIkVPNRZlczKkOdPDDBIgs5e7YcixZ9yObNHVi4sC/DngYsbXck4qdU\ngoU1rO2wEUrpDNhdT6AT3hlsYc3nb1bmfPmv4dt9OvEOfOrAwu35rLQlNt0ZYArwHSQOsg/8PKUm\nNNIJa5b8IJTu3Y/y1lv7OXnSEvCtsV6odgt0zBOTPNXiuHTpu/z446D078PHgd4yA9HoOy/wMBp4\nLRYqvg+FInLQxrsin3mUcIhbnGZHHHpUhV7XYMQIpYmJiQnn0t38VDlk0bxY6jF79hAGDfqV4U8F\nscRC5Kemqc3Ev8fs5H3ep21bnUqZ1Bh2Bc9seHIvdRt8U+yqZYepU+HiRXj/fYvnyzldmfvzuwwe\nvISEBNvYqZdXCQ8D/dX4DTXBnDmqnuOXOmuuMoKnAV5xNJYxmKGgs9Smai74OhIGFoVP9flbJyQU\nsMy5/cdC8Qw8a2UEC7WaYum7D5roZ7sWco1uvZQ2x26ECiwaok47RsBzeWD7LCh1C6rwB0t5heF8\nauP4NfLLmgDduvLVsiL8stKIZz57u9lRo+DsCSiqsQT4UeNI0WrqriW4u12vybyJ8/A1JLlkmEQg\nKqoNJ05UtzYhHY5f30nRmB0ahP37n2fLFuctGVkKxLx2AsxfC9t1NHMeAXYPT9TKEQVMWYjncq58\nNveY/ZfiX8uAGQyG3gaD4YLBYEgwGAy7DQaDixChmeNmHbhTSQWN1SIoPshphnw2D3R3DOgeHAm+\nBRm3fCjSfTrksl/wAjxgZ9VxyhVqAvysoc1PnIB33oEuXaDQrVy8UfEepbotYcbMqRiAscXOMYG+\neGoiNvXyqcc+ZrLFcw3j14K5T3n4CIwaqZHX9ZzUpz4jnQVY3KsMVzyasW9fA3r33snevWrntNbV\nfHID9TwRk+UX4oraS8pzeyppkYlU/A3O0nwAHx0pvxUCXKENl2mnvEDW30y090WiinxPbLWLdnlT\nUz0oEevsHSGhmK1fqsg+p+sIDLo+AY9XX4GuXTmhWWQKWaSD7dsrgvONN5xvj/BzZpizgjexj+OU\nWt5GKS9e/AHJFrrAA+C5z6BJH4hQE1fSFBg3DubNg1ov7UFy3iKBBExmE/00pislApwdZpX20Yw9\njYMFQbhRYyUzZ8KZWChQJT895Ds2bICWLWHYMPjjm+2W2TkfIBxiKyl4YPaAUxSnJrupyS41yRos\nnjuT4TcAM3ilT8qVgJzMqFmKnA9z8rqhIEcnJLFnqZljjGA3izjQ7AWuzlrD/h4ViRyylAP5S/H0\nmRuIAeLC4bbGGupm4E0M3Epn1HPGB5LqaeTNYKg3IokXUrzUemC5rl1grmGzcWrJL0TQhuggHXEk\noF1Van75nd0Vxz1IX3wB3bqphXfAAIvJTskz7JsBf/yhPPGV5ZguA5aOEn/CqEE87D6XTZva8eBB\nDt3F65qGoQkKUZpOKxwXU3GgabWb6c/myXjxLRWoBEbHNITHvXtKI9YKfSbx5McGpk4x0NrLwHHr\nXnaN1D01FV59tRH9+u3i7bcbUjWAdAZsl6kqc4u8bFenN4vCgbd/5m3z08yqbGvj6NFQ/hcIM0HJ\nauDrDR9/vJYVK/pSevt0mJbEiZ32HNaQ4ur7iIlRbbjUEbZEwYOnoFy00kgNKGWtpwentnXm6FGb\np4QtW5QgQZYpj46gtGJxFgXT4cM2IuL3350jYG/Zophla/u8jEoDGBtrsxbYubMpN2/mp8EP+1i8\neFOWiKO5jTrRafgxPmqp2nPeEhKl3nc/81xeFZsuxGp6dheupvsueBYswWObR8Ivr0LXLlCjPEQU\nLMaVTbYNh716aTyuBDv40bfCy3kfR2ydVE6cqM7kyeP5/vsRzJw5kgcPDKxaBYcPP8uePUoT0oRn\naU8tevT4gvr11d4jKzzbLSc1ZgSNesTQYu9a7iQFsz01P+NeTeZqYSUVSa50AdopfVhCgtp/tMUi\nW7tyZSTt2l1m15VylD3lAeu+gqHC6NHf88MPg9m1qxnTpo0iLQ1GjA7Fu0wx7pWFn+9tSa+D9buJ\nj4fvvgNS1Ld+zUG4YEXXyjD/J3h7Inz4IdSvrwQPjjg5AJJC4PPjcOF1SAgTmwm2A+Li4E3/jty4\nkY85c4axdesrzJ1r25ylkT0S7AnVgmwM6cWL+vXU4uHDYH755S2iowvxfv68mEo4zFWbn4ccLt49\nUL8gWbaaDw44y2VDxg6y9BAdrYwyrDh4EBo1UnvU8gVCmIWxT072Yu/eRsTFBXKqwKn0uHsFtRpA\nh6n1szKQ1yIfHskgjAg12U0+q+ZxKbz3G3Q9AFQsyHOvFaBKrgsEBZhplXudXVnr1yvGv7R2H6JG\ngtkoVG296KERJOeot4sCycEMb7CIBg1/oFoum2OxO3f8EYHff3+FYcMW07v3buoHBdntN3R0dlRT\nQ//daLae/v03MnToEjZtameZVyoCeYDX6NOng9035xJRwwEvVATtaviv+Y6Wd4LsrAu0c9bULO5l\nK/Wz63H1vwSDZIkd/s+CwWB4FZiL2u68F3gfaAOUEBEXW0Ht7q8E7Pfx2UD9+ufp3Plz8uWLIT7e\nly5dTmNo8hcTWzXn4qkY8lyrTZGWOzCbDWzY0Injx2vRs+dHrL7+gDXT4YVK0LatAaNRWL3awNix\nOejT5x7Nm8PRo7UoWvQogYH32bhRSecAXntNEW8AgwfDVosUqUuXUF57LQajEe7fh2FjTTSpm0a9\negZLfA+Fhw+9WbmyC9Onf8eQdr2JemYKR2LhtRxBtCxzH7MZnn8+HIgF7vPcc2pBeEbjSvvy5ZK8\n/vqp9P9RUbavefHifkydOpZ27brTs+cshgxZxJ9/VuLbb58lJEQ/wN+UKXDkSE5GjbqLj48KCvv0\n0/B8AyNenvYznwiM3A+fFM1JrCmR6OgQSpa8yogRsHGjP5BE06b+rF6tCKqffirCwIGriYmJ4Jtv\n6hMWdo4cOdS+ht27YeBAA8WKrSE1tSBTptTEz0/N2GlpRjZvrsbIkZeAe0AJAgMn0LXrYlq2nJKe\np0GDfCg/48+zcOFAQkNtTMzcuUqqGBnZglOnJlCy5C+8915fChTw4ObNwhQseJa7d33YubMZPj4b\nGT78LqNHQ6FCsGyZgUaNhPBwT1JSPGnWzLaJ38/PwNdfq9hNh8d3Y2NaDKua5aJJrrOsaWObGadO\nheXLYfMmA4M+EcqUgZkzTVSvnsbiH408VcZMr15gMgXg4xOH0SiYzQZGjBjFw31FaJCYH/9u3zLx\n5yVEa17dsKEBjPnqod3iBlBn+Nts/XRK+v+uDUbSaeAnpKQoq8VXXoF4M/yyCLy9lbmhFX36wMSJ\n8yFdU9KcDUWa8GDsp5w4YaBo0Zvkmzgcw/4qNDG9QEKCMqFs2hRIgx0NPqR21FdOY0sE9i9vz7Z8\nC6iYN5g6xWK5ft2HTp1SsPpxjIoCjpTj2y3erFjxPDCTjRvvYTxQgfAFJqL778PjISSWMHPmDPTs\naf2ehqHsRryBb+jbty916szhwAGoWxe8vOzrkZqqfhs39gSigAPAJ0AcZcqYKVMGli4FxVrnpm1t\nIy++kcjOnd145pmVRESc5sABLz788A6NG3/NW28N4d13N3PxYn2Cg48ye3YkU6JhYy8sdfoIMNGm\njR+rVrUiPHwmOXN6smfPWKAQL7+cg/DwXeTMqcbc8uX5aNnyLqmpkQwYdh1bEgAAIABJREFUsJD7\n9z2IjJxNZOR0fvzxLxo0yMPAgTd58AACA+HMGU+2b49g/vwcfP75fs6eDeKnn7pZvpcFBAUlkZLi\nwZgxqRw5Uoc9e54lPHwX58+n8fHHv/Ppp35cvWod12/wzTdb6devIrAFaAX8Atik8atXG9i0K5zL\np95l6dIPAChe/FMqVx6Pt3ccr7wCq1b1Y9q0sXTvPohOnUaxejV8/bUHkEbXrkJniwK5fn1HeXAR\n1OY5bXoJlOHacpYu/YKhQ9Xcm8MLCpdR3//p08KYMf25dMnqydaIo+Rt0iQoXhw6dtQ6G6iNVU+c\nL99c3nijC8OdPPqpCF4bN6owYicv56DX69o9WcMJC3uV69eLA8eBskycqBytOOLo0Vr8+mtRNm68\nCdgIwPbtoXprI+VDbPNsmzbWeuamTp3mbN0aDpZwDJs3G7h1qwBt215DxT2YgIvouIwfX4ykpPNc\nuwarVsH58yWBnLz33m6efTaUtWs7cu3ab6xZs5PcuWcwe/ZHfPvtRDZseEdTSl/gZ0BtvhsypDVD\nhmgdeMwHTgEr+PZbD1avfo9167ro1mfcuCqkpu7H31/NnWlp0KDBPJQBfmWgJ2icNaxd6csLzfTM\nevcD35AnzzskJeVi0KBejBu32ZUPlHR8+qn6bvbtgyVLPOjePRVvb6hf359vvqlMZOQ+pk1LA+qj\nuJOqVKiwkHHjTnH/fk7ee+93ypXbxvvv90ZEaXVv3szP2bMVqVhxM0lJCSoGpR2KAkq7W6XKer78\nsjGpqWr+vXIFTp2C6tXhwYNQOnUqAewGDEyaVAERE2XK7GLbNpg1y4PLl/cDkdSu/S5nz75CTIyj\na/pfLX34MrCUL764w2canxRRUYohio1V1hczZnzKggVBqKh+QmBgBSZNOsnq1fkoW/YStWoZ2bTp\nVUaNUqYR5cu/wOHDO1DSaMiZE+7ehRdfzEO5cpGMGTMImED//r+yejWctFgrrlun1p/nn7fWpAtv\nvnmf5s2XYzYH06yZohUqVIjiUAu1KHl5FKTgrKucP28AutCq3zkMl1JZtuwT4Ae++WYRT+3Mzcu9\nlxCl2V3YanQ17q5VAoipA6B6buh3MYImEZf54w8jr71m5mWH+KsKRYByqG8zCcjLyJFlOX16CyVL\nmoHKLF36Or17f0PRohcBtZZs2tQOP79blCu3EQ8PaNKkAbAa9V2EYA322rp1Wd55x+ax8cYfpclb\n1dmc85tv3mHt2qGkpNgERB980ISxYx29KFVlxox9LF4MoaEV+fFHHQ8lAHwN9LdLmTcviNdes0mm\n164lQ+29FvWsXf0fyHscOHCAypUrA1QWEVcd8vggIv+6AzXDTND8NwBXgY+yeH8lQGC/WNwI/O2j\nWrVnMsmTIrBP4Kom7YjAA4GYv/18f/+LUqlSZalbt9tja5M65tr9z5v3jDRu/I2ASGjoEfHzu6hz\nzx2BZQJtHNIPpp8/88w8gcl/o16rH3M7H+cRneW8Pj7nHNI+zcZz9gocEvhLk+ZqLI0ViNX8/yOb\nbYoVuCJwzPJ+tddO/Y2+ShMYJvCehIVtFhCJiPgx/XqvXvXSz8uXr/vE36WfX/cn/sz/7uNmJtdz\nZ1rGU09tE3//6w7pJ7JVjwYNqmYj/6/ZyLteYIPA54+lv7y8LmTznhn/Ae/433p4CuQU2KxzbZHA\ni49cdo0ajR/xXlfzeXWB7I6Nv3tY16rsrB3TH9Ozb0mOHJGPcN+OTPOEhS0QWOfi+jHNuXbuuiTQ\nWqCcQL1Mn+F4fPNN5UfshxOSO/dWqVp1lYSG7hOw0V/lym2SPHm+eMJjYr3A5Wzft7tQSflPxP79\n+0XxBlQS+ed5mX+dBsygdjDHA61F5FdN+hwgWEScfFHolFEJ2K+kYJUyy+6GG2644YYbbrjhhhtu\nPAb8J7IeT1oDlo2to/8xyI3S7TsaC8QAOluLM4KeN54wy+GGG2644YYbbrjhhhtu/Dfh+vXrXHdw\n3XnyZOYeOh8n/o0MmCsYILshmzrppA0Ghvz92rjhhhtuuOGGG2644YYb/1GYNm0aQzOIbfkk8G9k\nwG6hdt6HOqTnxVkrlgl+BBy9V7m1X2644YYbbrjhhhtuuPG40bx5SeB0pvn+SfTs2ZOXHbypnDx5\nkk6d9BQz/wz+dW7oRSQFtXkr3R+OwWAwWP7vdHWfHqZO7URIyCzUPrCSQCrQAHiaoKBRFCjQAehH\nwYJ1ePrpYKAgytMNKF7vJccSURq08w7pMzXnb6E8PulhE6Af+NLHZ5huuvKcNQqYDUwCqgPXgXbA\nDkueb4GGQD9grcP9Vr/sK12Ur0Uv0MTRyj5GALczzPHmmy8SEXEM+Anl/ck5joUz9IMnwn2H/1Y3\n1XvtUqtWnUzVqs8DxYF3LanbUR6hlqDeZxLKG1B74BCgjYD7PcoTnp4PVodgyBwAHGNruIi+ChiN\nCcAXFC06VpN6UTdv3ryawCOUBTYAyyx1B9iJn9+vwLtUrPgdZcq0wctrBx07diEy8ll8fRen392h\ngzfQTPc5ZctaYwNdo2nT7unpbds2o3z5VixbFsJvv/nRsGE3IiOHoDx4DUMFJ+oErEB9AxcsddyN\nGodHLSXZPD0pOAaoUfDxuU/OnFZfvxc1V94C5gCjgbYor2jasXAJf/8RlC5dEyyBn7OGwyjPhzYY\njTuA4cDrwHLUt3gJ2KbJtQT1jl+nV6/iFCw4hrZtqwOVyJPnTYoU6QaUoXz5z1CRfNsAyt20n991\nVIC/kyjPglpsAz5Ajede2L6DP1B9uAL4BlgF7CE09GVy5eoCvGfJNwfloW6h5f91YJ4lbaOLPpiA\n+o7M5M3bldDQRjjPKa8CL6aXUazYSubO9UB5ReyRXs/ixYfQvn1BYLqLZ1mxztL+3pbDitMUKFAe\n+/kVQkN3oebCycAsy3O7oGR3VpwE7gA/YAuzOhbbErLIcs9C/h5aAHeB9zCZolBeIUcBVdH/7q3f\n4Fzsx9AB1Pu3yhjt5zB7LKN48bEEBS0CGqPeKXh7T3LKaTLdwTYvWuHq3WcE57KVB8+/gwNk3E59\nvPHGh3h76wf6Vrj0yDXKOvQDqptMr6He/UK081xw8E8Yjcp1et68UwkMPIwa99r2W73j2lzXhodP\no337uixYkIePPiqEl9cHus/18rKO90fFLN3U/Pkd17dHwa+ZZ9GgYsVf8PDoZfm3CuhLjhxP6ebN\nkWMlMJOCBYuinGa3Q63fVhzBStOEh2/A1/c2RYu+Rt261WjTZjh16oyjQIEogoKW4u3ditKl7ePi\nqfVZi+LAVizBWbKB+6j10HruCno6hjWocbJDk3YcV7SkQipqLWvnkL4NRdtsQs2fWowCtMHXbAEp\n27SpycyZefDz62p57h8ob5pdAWjQoCtdujxFy5Yl+OknT+7eO5NB3Z4MwsLCqFSpkt1RurRzOJF/\nEv86JxwABoOhLWqF6onNDf0rQCkR0Ytj73h/JWB/vXofM3jwaG7eLMC+fY2YNGk88fFBhHpcY7jf\nRwRVPkfez9Xi/NJLynVwUpI3ISExlCmzhyNHniUhIYD4+EBC81ygkvd+wq+mcbl0Dj6e8iIHDnlx\naN9ADCbo2nUo239vhflKBOWbzGfDmLd55cth3LwJgYEeeHmlsWxZH8qV3kBSmomyZU9iMqUxaeJ4\n9v9RHS9fT6KjC1Oq1B5Gj24KwNo5/bh9rQiH7pXgq68ac3hVR7bta0ysp9C9+2f89ls3Vv7yFr7+\nD0n8Kz8lQs9RL2AFsUE7aPL6FQLKn8A8tglrjrfg7rOXyRN2heU/DOTP62GUqbiL9i/NYMmKznj7\nelG58gYCA++xZMn75A6+wRtvt+f06QYsX/YJ9+8F0LjMAOpdzcv1536narsjBKwKQdqoV/Hjjx9z\n+nQh/vzzRRIT/QkMvEu+fBcpWXIfTV6chcGYxtUDV/G43pxir/xGUI542F2dC0eLkuPMDj4+upqW\nSUZW+OfgRmogsUm+FPK5wHiOkmIAr8JX+LH+HFpUvkDQ1gYErujA7ld/pkYHRXhMn/Q13XoMJDE6\nhPcGzqdu8DbyeefDOy4vwy80JV/+87z9dn92HKhEgYCjLFkxiorxflxLycFpgqjnu58i9QdxptgF\nhq/5iJT3x7LxQBGmLv6RB4m+5Cy6iribFehQ+D063WzD1VKHCGy9kP0LipOQ1oqcnb/gz0VVaNn2\nJDlLOge2BFi79nXKlviDgkVP8OGH6zh5sjo+SceIrPgpwQUqUrZsNM8/vwBOloJPRoBvAmk/vM6O\nHc05vqsRx9e240pQCg8f5mD2nNJEhKtgl6Ob/cHBh2WJwZs8ng+4hzdpKZ6YEFIwYcKMH2mU9omh\nkPEhgcZEdsUV5J2Ow0n2TmVPXDhLl75HaqonRqOZvn170bz5DAZ/tpSt21ujmDsPcuWKQcSEZ4dI\nFq0aTWzYZYJHDSbxRi588qqF/2asN4EBSQw8BuPKq3bf3fgsn68cTFxsPj4f0oazZyvy88+98fGJ\n4+7dUO7fD+H27TC8veNJTPTFmyRMkSuZ8vnrFApxDqIMwMVCMKUXxIRC0fOwpR6v+ZTG7GMmxSjc\nvheKL0mMKfQNOcSfNX6BrLzehMmVv6bgJ+Odihs6dAG//96Wnj0/4uzZSDZueQVS/QgihQfAGx1G\n0aHH4PT8qanKZbIjbl2PYMxXMwmK86J206+pH3wfrhZk06qXWCNPc8vbg2up8TyV7zpdnp9BWM4b\nRETVx7CpAcdb/sgWwxxq1oQb+1tz9WEe3ug5F/wUAXC6/yekBMViqH+amD8iKHjnaYoP+RBMaWhD\nkZnH92VudH6ea/ktCTdzU+olFZ9OBAwnS7Phr3I0bGBjxG/fhqAg8NTEHDrRfxiTE55n8mT7YKTX\nVj1HgYK3kds5MeytAQO/TL+25kJLzpz/k5zXmlKr1GpSPb355IvV3L0byme1hvBchyXw9AnMZluc\ns7g48PeHy1eK4H3HF89NLzLhSkO2H2nApk22Dl61qjvbtrVm714VY6pQoZMMHlaD20cLIBeep+o7\nGkJi4au8+ssw8oTcwmRK5a+/ijHwVjQP8WAw5cmZ8xqFKy3l9N7mdPfbx52Wy4nxiqd+hfXkTUug\nWDGQv0K5c7408nkvAlr/xpqwJKacKkDx8It813kJAE2aRJNgSoWASzxT9CAmQyj7DjUkLk7Fscrf\nohPF8x1i25rxFJCCBAbe5cHNXNy4GU4Sl4BQgoLM5EsUzibnAqPQvPFAerw6F6PJg4HTPqVX3vkk\n+vny4dKl5MkTTZ06y8iX7xJ7975A3bpLWbHiHY4fr0W9egt5tU8PVp5uRKHFAfx+/CviC9wgX77z\n9O74HgXLXsBsVjEpw8PB11e5WY+MVO7G9+6FiAgVkykpScUNBOVCPSEB/vpLhUC4cgX8/GDzZuWq\nvUYtD45dLYB/jmh2zU4iNfA7tm9vTs6cMcTfyod/nmt8/VoHlj94lnxLr/LVpd8oXPgYgb6xxKf4\nEhu+hdgL5TGXPIl5+ysUL3qc82e/IDXhdwxMwZs3ScRII6bQmAV86LcHs2kBHg9a0e3NgbRvP4bm\nzW9SrtwO2nfrS+qDy8THQ40aqq537iiX6pUrK1fuBw+qGH7du6tfDw8DTZsayJ/fjIiKJxd7pzDr\nFkLd1hfVOE18mt2H2mE2e1Kv/iJKljhIvkERLErqS8kP+5MrlwplMazjCs57liApyZf4+CCeCjtN\n8OmDxBWrBCH3iIkpxL1rtaieWp19pt3cSXuXfPm6Eh5+mhEjXoRbAcwfOZSzhT+gaiG4+hes+z0A\nDxFiJQ6feymEEU+uYruo1+oFliyBXDnHUavqFY7+FU7y9cIMHNidgFx3SE21fc8iKkaeh4cKk3D2\nLMyaZeD+faFGDfj+exWDr1o1eL3jaXwCrnPlSiWSk30QMeLnV4aVKxUxnZwMq1er8VCggAp9c+9+\nMQqFn0v/rpOSVJkxMVC4sIo5WKoU9Oih6nPunOqv8HAVYmDnTihZEvZHPceLr24GYNbS2oSVuYTp\nyA2+nvUq3qYJmD3SCPCLp1Chk5hMydy/H0J8fBDR0UUwGMwkJKgYolNr+bKoR0Gunr5Hky8/YVFo\nS27fDsNgMBMcfItbt6wxIlfj79+RlJRYSpb04cwZSE1KJReNKFK4H/nzXODnP7oDq/DxiSYxcRH5\n8m2hSJFIrl27T85c5zh2FL6dkIstv8fi5ZXGoUNw/LgKaXHliurXggVNzJmThskST23uXPUeOnVS\nMefy5lXvRgT2H6/I5LE/cvNmMxo3TmXTpjykpc0lISGIiIh3aNv2IbVqbaZFCxUepndv9T3Gx0Mu\nTdzjBQtUoPjOnVWcQh+fPBw4UJ6wsM2ULm2mZEn4/vsv2LcvknfeGcXTT+/m2LGaTJw4kQsXypKS\ncgooT2joRSIjt7FpUzRm8xGgDIUKjaJsWR/OrjnENcmNeFQgwdAPc0p3Ro5sRs2aq2nXDn7//RQl\nS2bTZcMTgNsNfRYPlMj3IkrUtAuoko17s+yGPizsnHh5xT+Ce05zpnmMxlQJCrqV7bIjIk5I6dK7\n/obrULOkYZJEgqUnUx+5DL10X+IkNzceqbwRDJTFtJK8RMtJSsoV8kugnev0zOtQjLNSWePu/nEe\n/X0/ltdeDpQ+jb3lBVY5Xa/qESWTypSTz3J3dFmGJ4nSh0lS3WelKBfs2avDFPZJFFHSOgP3uj4+\nD6RYsYMu39E/cfTrJ1KkiAiBV4Xao4TQg4IxRTAm2/Ll3yt0qyVUmyg+g3yk8muVpXTL7LgDtz+C\nwvdJrqdXSlD4fjEaU6R05ZVSpHNbCX03VLw+8RK8Y4Vcfwo+d7NWXu5D0qjyUAkJ2ysgYjSmiNGY\nmuX6mExJUqPGr1Kp0noJqv6VFCvzvRj9HN2lZ+/wIlXyoZl/cp8UTEkCImXKfielis93umfz5gvp\n58ZnRgpDENq2FgrsFB+s7bGNjRLelyWKKOkU8YOAWQIDb0lu4qV5yfVSr/BOKVZ6rnSs1k+6R46W\nBkV/EPz0wyz4FVknLzXsIKGVJoqJNAn2eCj+/taQBWXEYMBlOzsXni5r8vwkUVGo45dAaTY0rxhd\nfCNVaw+WqNpfSOuaH+qXGbZPqDRdMCWJv/89CXzmC3mvynvSoGUDNS4d8ufM+W3G7yLklIQPDRb/\nzvbuxA0O35iHR5J4eibY3xvgut25c2c8/5ctK/L22+q8ZMl4MYX/Lng9cMrXsqVtnpw/X8TPT53H\nxWUyxrxjJWwUMnZ6iPw2pqK8FjlDmgQfl1/a9pa2PatI2Ae55eX36knp2tNl5MimMmpEU8nje1vK\nl28skyfbwohERv4u/ft3l7Cwc5I79xVp0mSG+PvfE+gpUEDKlCkjBw/aP1tEpE5ISXned7FK89wi\nkFPq178u0MShrnUFSkuJEiVk2rRpYk5IkEPjx8vVw4dFreXaI0Cgtpw+/ad9X5dfLhdDkRzBvtKg\nwTwJDLwtIBKS84R8XWCa1Himv/i2bSNd+7wh9eotFJNJzV0Gg/MYDCq8U2p06S4eAc5u4rtQT+Lw\nlYGMkPIclJrpc3WQgKc89VS8hIfHy7Vr9yQtTWTs2AT5+efLsnfvXjGbzbJ161aBajrvq5WcOHFC\n1qxZIz/99JPcuXNHoqKi5OOPPxbIIfCOgIfT9125sq3+1jYTckoIvCp16v0kU6eXk4EDX5Na1VbK\nxL6dpX/HT2TAgM5S7dlF0vT1XvJW73ekUKHjDnUxCJaXuHLlSlm+LDT92w0PPyn9e74rBQuq8CRe\nXvEyeFB7eeuNj8TH56G8N6aC7TuPQiIiTghESKVKn8imjUZZtSCn+HnclxkTi6bneeWZFgIi/jyQ\nEQyU7jyred+OY0UdW7eKXL0q0qZNmsyb91BeeOFbKcWJ9Ay+vCbx8SJms1lGjz4n06dHp7sjj42N\nlSNHjsilS5ckNTVVEhISpGfPnjJ+/HgZN26cgJ9ApCQmJsmePXskLS1NLl++LCtWrJDY2Fg5dOiQ\nnDlzRkCkcOHDMmli9fS2VK++2q79UVGIv39BqVTpl/T/pUrtkago5LuJVaVKlXVSrtxWS7WvyrRp\n0+XTTz+VLVu2yBdffCENGzaUM2fOiIhIRMQmmT3bRzp3fkGWLs0nUVHIwIGvCZgt49gshcN/kspl\nO4nJlCz16i2SkJBrdv3Ws+cFOXlSJDlZJDZW5JlnzLJhg8iVK2ny/ffLZfny5fLOO4cFRF55ReT8\n+WiZMWOGtGnTRu7evStpaWly/foDiYtLlNTUVDl16pRAHYGaUrBgQZk7d66+D/j/ADxpN/T/+AP+\nE4/sMGD/rUcJTklzVoiRrBOYT/IwkioeJP+jz7h0KXv5A7gvZ3hKdlPNZb+ZcCbuHufhTaqUIFYO\nH8468/bXX//su9q8WU1en32Wjfs84iRn4aXpzMS/6ciVy3b++efZu7dwYZFr1/65urVoIWI2i4SE\naMZn0GV5csy4/nOG9Ogu9286M6OjRmn+m5KE6uPF+NwgodpEIeAv3bImTbJ/1r59Ih9/bLv2zTc6\n9TIlCjW+EQpHyYQJIpcvi/j6qveRmJgmaWlpcvFiJm0zJmepH81mkVOnRF5+WWT5cvVtWK/5+Ihs\n3y4SEiIyYIBIaqpIyZL293t7q3tiYkQSE1V5167Zl+N4OOLBA5GkJP177t4VOXs2C+8y1xkhfLvu\ntevXM66P7UCOHTuWXq+kJJGFC9XzRURSUlJEyzxZsXPnTqldWzHFzzzzk5w+fdq5kRbcuHFDYmJi\nJCUlRe7fvy/jxo2T8+fPi4hIzZq2umzblCjHjx6Vmzczi0Xn+vj1V5EZM+wZ4EKFUuTaNZGJE0Um\nT1Zt1q5dBsNmmTPndnp9zWaRtDSXzRERkV9//VXq1ZskERG29SQ5OVk3b0JCgrz99tsyefJkiYuL\ns6tbQoK65/PPT4vJlCT16t2TuXPN0qXLGqlefW222t69+5X08/Hjx8uFCxfS61Cq1B5ZuTJI+ve3\nj5t47JhOWZ5xQvXxSkhiSWvXrqOkpKSJyZQsRmOqhIcni1/QNVkyN1SmTygh7/dbJ4mJyQIjBN4W\nQHLnzi2ALFmyREwmVc5XX2Xcr1BE4CuBMtK7d++MM7tAamqq/Pzzz+lMT8bPU0fu3Fdl6NBW8sIL\nsyxjIk0GDeooH3/8unh7x0mxYsUEpssLL8ySOnWW2PVX1arbZPDgBNm06bjExNzL0vNAxN9/shQt\nqhil/PmT5ZNPPpH69Z+TqlWryocf6guu1q279Uh9khkSEhLkzp07/0jZjxNuBuxJNNrNgLkP1AeX\n3XsMKCnSv6nuWcm7eLF+ev369v+rVBEJDRVZsUL9r1vXNnmdP////04f59G6tciHH9qnJSQoAurk\nSZFdu7JIyKIIbbPZ1lcZ5d2x49Hq+8EHNsLObBaJj//n+ub0aZFt20T278887/PP29rueO1RvkHH\ne6ztjbYIsM+dy/j+Bw9Uvjt31PvUwtPTOX/ZstmvnyOmThWJjBT54w/1X0uAP3wo0rKl7f4PP9Qv\nQ0SkSxfn52WUX8Simbbk3b7dln7ggJJgP8r7d/U+QaRgwYz7whHLli0TQNq3b5+1G7KBM2dEwsJU\n/2qR3fb26ZNkR9zr9YUVdevWFSghECd16ybLjRs3Hrn+8fEi06crRiarcDUWHfk3sznr7V+9Wn0r\n48er+UnvmVaNoePzz54VKVdOCRyKF7dfO9u1+1ZOnryaXs4vv4h066YYfG2+adMUQ71q1SoxGo0y\nb948MZvN6UT95csiK1eKpKRk1jc2Zv/KlStZ79RHhJ5QsmpVkWXLbP+jotLEbDbL0qVaoe52uz7M\nKuyfFZ5+3quXc94FC9R63qJFqpQrFy8nTz6eNv+b4WbAnkSj3QzYv/bw8Xl8ZYlkbxH6TzpEspZv\n3DiVNypKxMNDP0/TpipP/vzO137/3Xb+9NOKcMxokZsx4/G079w5kUGDRKZNE1m7Vi3KTz8t8u67\nj1begAEis2aJVK7sfC1PHtd9LKKk2kWKqD7Uw5IlIsHBmb8vLV580f66VYKbP7/q44oVRYKCXNfN\n8WjUSL9uWe0fPz+R334T6dAh87xaQjRTEzfsCVSrpgqUJiQrdXT85h3vcURaWsblxcW5HL6SmKjG\n8M8/K8Zx0iSVrjdutMfhw2p8WDVV2UVCgnr3/v5K8+UKsbEiPXqIfP+9EgDMnq2Y+4xw5YrI2LGu\n6+brm/3vyQpX165ezVzLo0V0dLSkZeeGbMCRQRJR7yuzNoaHi4werYQNjsho/N24cUO+/vprOX36\nz8ffmCxgwQJVr19/zThfdta+zPDTTypf7twi69eLPPOMyKZNzvkchUIZQZtv/frM65AVrF+/XgDp\n1KnT4ykwC5gwQaRAAdWO4GCRmzdt17Tfrtks0r27SLt28dKzZx/5+OODcvx49p6l7bO9e/dKkybn\npXZts/wLlE//EXAzYE+i0W4G7F97BAQogje79/Xv75xmhat7ihb9/2+v9XjvPee6O+aZMEHEYFDn\nembWt28roig5WeSLL2z3WYlMPWldaqrtfPx45zIdsX3742lvRniU8nbvtt2/b5/9tfDw7NfBEVrG\nIitlWff1gNIonjihyrBYTklqqiJWHj60vVPtoWVKcuUS+dMFradXl7JlFcG0erVigqzPFFHmadl5\nN2azSKlSrvNqNaQiinkfN05k6dKM66g9Pv1UpFAhES8vkUOHnO9xRGaEZXx8Rm9SH5Uq2e7fskXk\nxg2RMmUUk3b5cvbL00NcnOr/Jw1X2m/rsWuX0hoGBytBgZaAHDdO9YM1b/nyT77+j4qqVZ3bGhQk\nMny40uxmhGHD1He3ceOTqes/hZs3lVDrjTdEGja09cO+fUrD/eKL6jwrOH9eCTAyg79/9uf5DRuy\nVoesICUzNdk/BD1BwOPGo65fbii4GbAn0Wg3A/avPbp3Vx9KgwZzPMgJAAAbbklEQVTZu2/NGiXV\n1pug9PKvXZu5dD85+fG375dflDTcMX32bNv5kCGq3lqGafRolXb9utp8nJXJft48RUhY16MHD5yf\nK6IW4LlzMzfvEHFmwLT7pVwdY8aoxXvYMCXdz4z4eZR+1QrXHd9rRIQ9UQBqb1B2kBEDpmdZdeqU\n7frevRmXfeGCPXEEIkeOKLOqDRucTYtc9VXv3koSm5lUVc/MLaN+iY8Xl/unHBmwzOqod+zYYTOp\n1LsnozIdtWdVqjwaIdS4sa2M+/ezf/9/MjLSGFoZXhGlfbt9W7+MnTtF+vZ9fMzok8LOnfYmptlR\nwj0JgvpJ4sEDkY8+Uubl/ySs1hiOZqGO0I5DPW2aG87IbF50I2O4GbAn0Wg3A/avO4YOFRk4UBEB\nIiKtWmWcf/Ro+/96exasSEhQRLJe/vLlXT/DsTztoZWYZ3R07Khfp9WrbWlvvy0yZ459X4gohmjB\nAmVO87jgaEKYXWzbZn//gAE28zpXR1akplpkd+ysWWN/v9ksUqOG7Xr79spzHCgN64wZynFJdjBg\ngP0zAwNt59Y9R47YsiV7EnTtWMkq1qwRKV1aaY1FskY0JieLrFun9s6ULy/SrJl65uTJGd/ftavK\np90DpNV0ucLly67f3c8/699jHWezZ+tfP3pUvdPbt5WG7rnn1Du1OqbILi5cUO3q0OHR7v9Ph9ks\n8uWXygzSumesS5f/71o9GaSkqO/w/0P7+L+Ku3czn4us8w4oLawbmaNdu0dfu91wM2BP5HAzYE/2\nSEmxeod69MMR2k3rjkfu3CrPuXNq07tWQ5BRmXrXIiMzrlP16q6vZaVd9+7ZzosUsT131Spbep8+\nShJt/f9Pmr0cP257TpMm2b9/61b79s2dq8zcsvNuM8O4cdkbO3p7alJSFJPesaPIrVuKGDh40Mbg\nZxcxMbbnffKJcnBQs6ZinB8XYmNV248ceXxlZoSUFNueP62ZoivExytG78YNpeFbty5rDN/t249v\nbOjhcWkq/ts0Hhkho31ybrjxJBAbqwRAL730v/Xt/R3cuaOEgW6N4aPhSTNg/8pAzH8X1kDMKgJ6\npf/v6vxrkSMH3LuXcZ4RI2DQIEVOWQOsggrs+OWXKvDjm29m/izHYdqqFaxY4Zzv88/h9dehaFH9\ncrRBaR3L1LtWvjwcOeK6TpcuwVNPqeC7jtdatIBfftG/V5uvcWPYsgW2bVP9ArBqFTRrps7ffRfG\nj4cff4TERHjjjYzL/DuIi4OAAHX+88/QvHn27j99WgXWtCItTfWr9t074lGmoJ07oXZt19f79YOa\nNSE0FJ59NvvlPwpiY1VbcuR4Ms/7b8GdOxASYp+WPz8MHw5du/7/1MkNN9xww43/LTzpQMwZkEVu\n/C9CBBo2tP3PiDk6dAh69sy4vIED1a/BAKtX29JnzoT69RWB/HcxcqT6bdQIhg51zXxlhqNHFeF+\n44YtzRWz066d+i1UCJKTYcYM5zzz5sHChfbt1sNvv0FMjI35AtAGia9XT/126vTPMl8A/v6qH377\nDV5+Ofv3lywJw4YpwjkpSTFeWsbWily51G+bNo9Wz1q1YNYs2//+/WHfPujYEXbvhrFj4ZVXnhzz\nBRAc7Ga+HgVBQbbzgAB48ACuXXMzX2644YYbbvz3wq0Be4IaMA8PZ01JRqhRQxGTWhgM9hqDgAB4\n+DBr5Q0YoLROGcFa9p076jwkRJ+AbtLExli4IrAPHFAMihaJiUpTYGW80tJUv2SGjDRghw9DzpwQ\nFpZ5WWXLwvHj0LkzzJ2b+XNTU2H+fLh8WWnXrJg/Hzp0sM/boAFs2uRc30uXoHBhdT5mDHz0ket2\nabFwIdy6Bb176/fxvwk7dsAzz9j+X74MGzYoBiww8NHKTEyEYsXUeDp37vEw8278/+DSJbhwAerW\n/fePdTfccMMNN/59cGvA/otx6ZI98Z0RWreGXbucmYQXX7T/v3+//f/ly+3/T5yoTNcOHXL97OrV\n1e/kyba0XLmczYIATpyAr75S2h09TJ+unhMT48x8Afj42BPKJpNiQp5/Xr88V3BkXMLDs8bIbd2q\nGLfvvsvaczw8lEnjp58qc0Qr9IjEefMUY7d0qX16oUIwZQp88AG8/759ORmhXTt4553/DoK0dm1l\nNlixIvzwg3pf3bo9OvMFaiz9+Sdcvepmvv7tKFRIaXr/G8a6G2644YYbbmSGLJCsbjwODBqk9jWM\nHq20IFb4+kJCgnN+KyHSubMyb9u+3T7dihIlYMIERdiPGgUtW9pf79zZZuJz+7Z+3bZsgTNnoFy5\nzNtRurQ6tNi2Te1RGjQIKj2iQjG7hJfJ9Gj35sql9mZlFwYD/F97dx4mR1Wvcfz7JiEBkiAxkxgk\nEUEQIghywxIQIiGQoEjA5yq4gQJ6FXDhCiK4XEJcEFxREhDZl+tVuORGNBgIqyQgGERZQkCCLGaC\nmQAhbGY7949T7dTU9Mx0z/RUdc+8n+epp7uqTlWdrt9UTf+6Tp069NB4tQ3K39O01VYdX1U74YTW\n9/PmxVh1t/ldo9pnn3hVtJY23zwOZmZmZo3CV8BycuaZre/33LP1/V13xS+mWemkYs6ceBXm6qvL\nJxtf+EJshlW6wpVNkEo23bTj6bvu2v1fn/fbL1716W7yBbFpYDXOPTfWe/x42Hnn7m+3GkOHtr7f\nbLPur+fNb45XJidN6nmdzMzMzKyxOAHLwaxZMHhw6/j118ekZebMmLQsWtR+mXT5pia4/PLYwUD6\nJv8RI1rfl3qug44TraFD4ZJL2l49qsbxx3dvuUrMnFld+e22g+XLY9PKznrYq6XPfz7eczRhQrwH\nzszMzMysWk7AcpBNEMaOjc32vvGN1mnXXNPaBHD48NhErZxp01rfd3RP18aNre+zV7WOOw7OP7+y\nepcsWhS7k//Rj6pbrhrZe4EWLIi9GgIceGD5ZUaMaJuo9rbhw2NTzfvuq+x+MzMzMzOzLCdgvaTa\n+3s++tH4vKl166C5OXZSUM6RR8Zmd9ttF6/IlHPOOfF12LC2zea6a5994v1dPekwoVpTpsRmjXPm\nlH/eV1E66lbdzMzMzKwS/h2/m7beOj6rJu2II+KDhW+/HZ55Bq69Nk4vPcepEoMGdX51ZfBgeOih\n2AtgR00Jp02LTfPGjSvfPK9RnjwwfHj3OswwMzMzM6tXTsC66bLL4Pvfh5tuivdmnXhifDhsyciR\ncd7AgbDTTrXddiX3PHXW1Xm6iWI9qrZLejMzMzOzRuEErEo77gijRsUkYfLk+KDcMWPKlz344Hzr\n1ujuvhvmzo1d6puZmZmZ9UW+B6wCH/94vJJ1442wZEl8mO+AAbGpYEfJVz076qjW9/VU/4kTY+cj\no0cXXRMzMzMzs97hBCxx6KHlp++/P1x5ZbzSdcghsQOGRu+EId0xR7orezMzMzMz6139OgFLJyJD\nhpQvM3VqTLjSz9/qSxo9mTQzMzMzayT9OgGbMaP1/aRJ5cucckouVclVOtlMP4vMzMzMzMx6V7/u\nhGPy5Nh74cqV8fXkk9uX2Wyz/OvV2wYMiN3kL1sWm1iamZmZmVk++nUCJsGsWa3jc+fCSSfB9Omw\nalXfvPpVMnZsHMzMzMzMLD/9OgHLmj49DmZmZmZmZr2hX98DZmZmZmZmlicnYGZmZmZmZjlxAmZm\nZmZmZpYTJ2BmZmZmZmY5cQJmZmZmZmaWEydgZmZmZmZmOXECZmZmZmZmlpP+moA1AaxcubLoevRb\nzc3NzJgxg+bm5qKr0m85BsVzDIrnGBTL+794jkHxHIPipXKCpjy213AJmKS/SdqYGjZIOq3K1TQB\ntLS09EINrRLNzc2cddZZPtkUyDEonmNQPMegWN7/xXMMiucYFC+VE+SSgA3KYyM1FoCvAz8HlExb\nU1x1zMzMzMzMKtOICRjAyyEEtx80MzMzM7OG0nBNEBOnS2qRdL+kUyUNLLpCZmZmZmZmXWnEK2Dn\nAfcDzwP7At8FxgCnVrGOwQALFy5sN6OpqYlRo0b1vJbWqSVLlrR5tfw5BsVzDIrnGBTL+794jkHx\nHIN8rVy5sl0/EKmcYHAedVAIIY/tdF4J6WzgK50UCcD4EMJjZZY9FrgQGBZCWFfh9k4EZnWnrmZm\nZmZm1iedFEKY3dsbqZcEbCQwsotiy0II68ss+w7gQWCnEMLjVWzvKOBVYG1mdksymJmZmZlZ39JE\n+94OBwObA78MIazq7QrURQLWE5I+BlwONIUQVhdcHTMzMzMzsw411D1gkiYCewO3Ebue3xf4IXCV\nky8zMzMzM6t3DXUFTNLuwGxgR2AI8CRwJfCjSu//MjMzMzMzK0pDJWBmZmZmZmaNrFGfA2ZmZmZm\nZtZwnICZmZmZmZnlxAmYmZmZmZlZTpyAmZmZmZmZ5cQJmJmZmZmZWU6cgJmZmZmZmeWkXyZgkk6S\n9KSk1yTdI2nPouvUF0g6U9LGzPBIav4QSbMktUhaI+k6SaMz6xgn6beSXpG0QtK5kvrl32klJO0v\n6deS/p7s7+llysyUtFzSq5JulrR9Zv4ISddIWi3pBUkXSxqaKbOrpDuTY+YpSV/u7c/WKLqKgaTL\nyhwX8zJlHINuknSGpHslvSTpOUlzJL09U6Ym5x5JB0haLOl1SY9J+kQen7HeVRiD2zPHwAZJszNl\nHINukvRZSX9OziGrJS2SdEhqvo+BXlZBDHwM5Cg5L22U9MPUtLo5DvrdF1tJRwE/AM4Edgf+DMyX\n1FRoxfqOh4A3AWOSYb/UvB8DhwL/DkwC3gz8b2lm8gc+DxgETAQ+AXwSmJlDvRvVUOAB4CSg3UP9\nJH0F+BzwGWAv4BXi3/vgVLH/BsYDU4jxmQT8LLWO4cB84oPP/w34MjBD0qd64fM0ok5jkLiRtsfF\nRzLzHYPu2x/4KbA3cBCwCXCTpM1SZXp87pH0VuA3wC3AbsB5wMWSDu6VT9VYKolBAC6i9TjYCjit\nNNMx6LFngK8AE5LhVmCupPHJfB8Dva+rGPgYyInihZVPE7/jp9XPcRBC6FcDcA9wXmpcwLPAaUXX\nrdEHYlJ7fwfztgD+CXwgNW1HYCOwVzL+XmAd0JQq8xngBWBQ0Z+v3odkX07PTFsO/GcmDq8BRybj\n45Pldk+VmQasB8Yk4ycALekYAGcDjxT9mett6CAGlwHXd7LMTo5BTWPQlOzP/ZLxmpx7gHOAv2S2\n9QtgXtGfud6GbAySabcBP+xkGceg9nFYBRzrY6D4GCTvfQzks8+HAUuBA9P7vN6Og351BUzSJsRf\nJW4pTQtxzy0A9imqXn3MDopNsZ6QdLWkccn0CcRfFNL7finwNK37fiLwYAihJbW++cAbgJ17v+p9\ni6Rtib+ypff5S8AfaLvPXwgh/Cm16ALiL3V7p8rcGUJYnyozH9hR0ht6qfp9zQFJ06xHJc2W9MbU\nvH1wDGppS+K+ez4Zr9W5ZyIxLmTK+H9He9kYlHxM0kpJD0r6TuYKmWNQI5IGSPowsDlwNz4GcpeJ\nwaLULB8DvW8WcEMI4dbM9D2oo+OgXyVgxF/lBgLPZaY/R/yiaj1zD/FS7TTgs8C2wJ2K97KMAdYm\nCUBaet+PoXxswPHpjjHEL0Gd/b2PAf6RnhlC2ED84uS41MaNwDHEX+NOA94DzJOkZL5jUCPJPv0x\ncFcIoXT/aa3OPR2V2ULSkJ7Wva/oIAYA1wAfBw4AvgMcDVyVmu8Y9JCkXSStIf7KP5v4S/+j+BjI\nTQcxWJrM9jHQy5Kk913AGWVmv4k6Og4GVVqwjxMd37thFQohzE+NPiTpXuAp4Ejg9Q4Wq3TfOz61\nU8k+76pMKXlwXLoQQvhVavRhSQ8CTxD/Cd/WyaKOQfVmA++g7b2nHanFuccxaK8Ug3enJ4YQLk6N\nPixpBXCLpG1DCE92sU7HoDKPEu9J2ZJ4j8uVkiZ1Ut7HQO2VjUEI4VEfA71L0ljijz8HhxDWVbMo\nBRwH/e0KWAuwgZgFp42mfTZrPRRCWA08BmwPrAAGS9oiUyy971fQPjalcceneiuIJ4XO/t5XJOP/\nImkgMCKZVypTbh3guFQt+UfbQjwuwDGoCUnnA+8DDgghLE/N6um5p6sYvBRCWNuTuvcVmRg0d1H8\nD8lr+jhwDHoghLA+hLAshHB/COFrxA4IvoiPgdx0EoNyfAzU1gRgFLBY0jpJ64gtTr4oaS3xb31I\nvRwH/SoBSzLixcSexoB/NZeYQts2ulYDkoYBbyN2BLGY2KlAet+/HXgLrfv+buCdmR4ppwKrgXRT\nFqtA8kV/BW33+RbE+4rS+3xLSbunFp1CTNzuTZWZlCQFJVOBpUmSbVVIfqUbCZS+oDoGPZR88T8c\nmBxCeDozu6fnniWpMlNoa2oyvd/rIgbl7E78tTh9HDgGtTUAGIKPgSKVYlCOj4HaWgC8k9gEcbdk\n+CNwder9OurlOCi6t5K8B2JzuNeI92TsROzqeRUwqui6NfoAfI/Yrec2wL7AzcRfFUYm82cTu9E+\ngPhLxULg96nlBxB/LboR2JV4L9lzwDeL/mz1OhC7QN+NeMLZCJycjI9L5p+W/H0fRjwx/R/wODA4\ntY55xBPTnsRmQ0uBq1LztyAm0VcQmxYdBbwMHF/056+HobMYJPPOJSa92xBP2n8knsg3cQxqsv9n\nE3uo2p/4q2Rp2DRTpkfnHuCtyT4/h9hz1onAWuCgovdB0UNXMQC2A75OfITCNsB04K/ArY5BzWLw\nbWLT222AXYi9pK4HDkzFyMdAQTHwMVBYTNr0PFlPx0HhO6eggJwI/I2YiN0N7FF0nfrCQOyG89lk\nvz5NfLbRtqn5Q4jPimkB1gDXAqMz6xhHfL7Cy8kf/TnAgKI/W70OxMvrG4lNa9PDpakyM4hf3l8l\n9tSzfWYdWxJ/IVpN/BL1c2DzTJl3Anck63gaOLXoz14vQ2cxADYFfke8Evk6sAy4gMwPPo5Bj/Z/\nuX2/ATgmVaYm554k1ouTc9zjwNFFf/56GLqKATAWuB1Ymfz9LiV+OR3mGNQsBhcn55fXkvPNTSTJ\nVzLfx0CBMfAxUFhMbqVtAlY3x4GSFZmZmZmZmVkv61f3gJmZmZmZmRXJCZiZmZmZmVlOnICZmZmZ\nmZnlxAmYmZmZmZlZTpyAmZmZmZmZ5cQJmJmZmZmZWU6cgJmZmZmZmeXECZiZmZmZmVlOnICZmZmZ\nmZnlxAmYmZl1SNLhkk4oM/0ySX8pok5Zkt4v6VlJg1LTxku6VtIzkl5LXm+QdEiRde0uSS9I+q8q\nyt8s6YzerJOZmXWPEzAzM+vMEUC7BAyYCXw057p05JvA90MI6wEkbQf8ARgDfAk4BPg68CrwnqIq\nmbNvA1+W9IaiK2JmZm0N6rqImZlZWyGEJ4uuA4CkycDOwFWpyccBATgohPDPZNodwBU5V68wIYTb\nJb0AfAL4SdH1MTOzVr4CZmZmZUm6jPgFfmdJG5Ph0mTe5ZIeTJX9ZDJ/gqT5kl6R9KikKYq+KWlF\nMnynzLZ2kjRX0ouSXpb0m+RKVleOAe4IIaxKTdsSeCmVfHX2GbvcblL/L0l6RNLrkpol/VLS8FSZ\nSZIWSnpV0kpJl0gakZq/TbJ/Pibpp5Kel7Rc0vckDchs73BJS5Kmk/dI2qNMvd8t6Y6k3i9J+ouk\nozPFriXGz8zM6ogTMDMz68hMYB6wDNgbmEhs7gfxClNIlS29vwK4gdh08e/A9cB5wFjgaOB84HRJ\nHy4tKGlbYBExcToG+AgwClggaZMu6ngQsDAzbTGwtaQLJO0mSeUWrGK75wPfBX4NvB84EVgDDEvW\nMwG4CVgNfBA4DTgMmFdm298CNgAfAi4ATgE+larTu4DrgKXAB4j781fA4FSZ4cBvgBeBo4DDgZ8l\nnyNtEfAuSSPLfX4zMyuGmyCamVlZIYQnJa0E3hJCuK/CxX4SQrgIQNJy4EFgjxDCvsn8myUdTkxA\n/ieZNgN4nthkcF2y7N3ExO944MJyG5I0BtgayHYGcgUwGfgP4DPAGkm3ApeGEG5Iletyu5J2AD4L\nnBFCODe17JzU+68BzcBhIYQNyXqeBeYD7wN+myp7Twjh5OT9LZIOJCZtFyXTTgeeAj4QQgjJul4H\nLkmt4+3AFsBXQwgPJ9NuK7OL/gwI2Au4scx8MzMrgK+AmZlZrQRgQWr8seR1QabcY8C41PjBwFxg\no6SBkgYSr+78Cdizk+1tlbyubFOJEDaGEI4BdiEmNHeWtiHprCq3OyV5vbSTeuwHzC0lX0kdbk7W\ntV+m7M2Z8UeIVwdL9gJuKCVfiesyyzxBvAJ3oaQPSWrqoF4tyetWHcw3M7MCOAEzM7NaerH0pnRV\nKT0tsRbYNDXeBJwMrEsNa4nJyzg6tikx6St7r1cIYUkI4dwQwmHANsTE6nRJpaZ6lWz3jcD6EEIL\nHRsBPFdm+nPJ8mld7YutgH9kPsca4PXU+IvEppcvAVcCKyTdJmmXzLpL+2WzTupuZmY5cxNEMzMr\n2vPEe5pmEZvMpa3pYjnR/t6ndkIIq5JORc4DdgDuq3C7q4BBkpo6ScKeB0aXmf6mZF41mrPrSu75\nSidphBD+CBwqaQixueUPiM0id0gVK+2XdAclZmZWMCdgZmbWmewVmt6wgNhc8IFM07uuPEms37bp\niZJGhxD+Uab8jsnriiq2e2vyeizwvQ7K3AUcIemUEMLGpA4HExOg31fyQVLuBQ6T9KVUnT7UUeGk\np8ffSdoe+LGkwSGEtcnstxKvEC6tsg5mZtaLnICZmVlnlgDHJr0WPg60hBCeqvE2ziQmHjdJuojY\ndG8M8aHJd4YQflluoRDCWkmLgQmZWd9IehP8BfAwMYGcRnyg9JwQwjOVbjeE8LikC4FvJb0J3gIM\nJXaucWYIoZn40OOFwG8l/TRZx9nAPVTf+cV3iVfn5kqaDbyN2FPia6UCkt5H7CRkDvA0sdni54G7\nUskXwB7Ay8ADVdbBzMx6kRMwMzPrzCXEDil+Aowk9jB4XDKvkqtV2e7q09PjmxCekLQXsYv2WcTu\n3ZuJnWdkezjMuo54H1faVcAQ4HPEXhI3AH8jJjIXVLvdEMJJkpYBn062tYr4YOc1yfz7JU0lJl3X\nAa8QO/c4NXNlraP9ld4XD0j6IDERux54iNjV/PxUub8mn+lbxGaOLcn8r2bW+15iwlnNVUUzM+tl\n8nnZzMwaVdID4NPA1BDCXUXXp14kD4FuBqaEELLPSTMzswK5F0QzM2tYSccYF9D+Klh/9zlgoZMv\nM7P64wTMzMwa3dnAA5LcrL7VKuJ9YWZmVmfcBNHMzMzMzCwnvgJmZmZmZmaWEydgZmZmZmZmOXEC\nZmZmZmZmlhMnYGZmZmZmZjlxAmZmZmZmZpYTJ2BmZmZmZmY5cQJmZmZmZmaWEydgZmZmZmZmOfl/\nnuVAhH5f9DkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds = pipeline.get_container('DfOverF')\n", "ts = ds.roi_response_series[0]\n", "timestamps = ts.timestamps.value\n", "data = ts.data.value\n", "\n", "fig, ax = plt.subplots(1,1, figsize=(10,4))\n", "# plt.plot(timestamps, data.T)\n", "\n", "ax.plot(timestamps, data.T)\n", "ax.set_xlabel('time (%s)' % ts.timestamps_unit)\n", "_ = ax.set_ylabel('%s (%s)' % (ds.name, ts.unit))" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [default]", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 2 }