{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Preparation of raw data for encoding task (vim-2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Contents:__\n", "- Overview of the data set\n", "- Stimulus: checking original data\n", "- Stimulus: spatial down-sampling\n", "- Stimulus: making new hierarchical file\n", "- BOLD Response: checking original data\n", "- BOLD Response: making new hierarchical file\n", "- Regarding pre-processing of responses" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We shall have two categorically distinct kinds of data: visual stimulus in the form of natural movies, and blood oxygen level-dependent (BOLD) signals measured using functional magnetic resonance imaging (fMRI), as an indicator of brain activity." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\"Stimuli" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\"fMRI" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our chief goal will be to create a working *encoder*, which predicts brain activity based on the contents of visual stimulus." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Overview of the data set" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data set of interest, called \"Gallant Lab Natural Movie 4T fMRI Data set\" (*vim-2*) contains the following types of data (of interest to us today):" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Stimuli__\n", "```\n", "Stimuli.tar.gz 4089110463 (3.8 GB)\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__BOLD response__\n", "```\n", "VoxelResponses_subject1.tar.gz 3178624411 (2.9 GB)\n", "VoxelResponses_subject2.tar.gz 3121761551 (2.9 GB)\n", "VoxelResponses_subject3.tar.gz 3216874972 (2.9 GB)\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All stimuli are stored in the `Stimuli.mat` file, Matlab v.7.3 format. Variables take the following forms.\n", "\n", " - `st`: training stimuli. 128x128x3x108000 matrix (108000 128x128 rgb frames). \n", " - `sv`: validation stimuli. 128x128x3x8100 matrix (8100 128x128 rgb frames)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the training data, stimulus was presented at 15fps over 7200 timepoints = 120 minutes, for a total of 108000 frames. For the validation data, stimulus was presented at 15fps over 540 timepoints = 9 minutes for a total of 8100 frames." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The validation stimulus was presented a total of ten times to each subject, and the response values used above correspond to the average taken over these trials. The \"raw\" validation response values (pre-averaging) are available, but the mean values serve our purposes just fine." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, no re-arranging of the data is required, fortunately. The authors note:\n", "\n", "> *\"The order of the stimuli in the \"st\" and \"sv\" variables matches the order of the stimuli in the \"rt\" and \"rv\" variables in the response files.\"*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Moving forward, the first task is to decompress the data.\n", "\n", "```\n", "$ tar -xzf Stimuli.tar.gz\n", "$ tar -xzf VoxelResponses_subject1.tar.gz\n", "$ tar -xzf VoxelResponses_subject2.tar.gz\n", "$ tar -xzf VoxelResponses_subject3.tar.gz\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This leaves us with files `Stimuli.mat` and `VoxelResponses_subject{1,2,3}.mat`. Our key tool of use here will be the __PyTables__ library (http://www.pytables.org/usersguide/index.html), which is convenient for hierarchical data. To see what is stored in the data (and corroborate with the documentation), run the following." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```\n", "$ ptdump Stimuli.mat\n", "/ (RootGroup) ''\n", "/st (EArray(108000, 3, 128, 128), zlib(3)) ''\n", "/sv (EArray(8100, 3, 128, 128), zlib(3)) ''\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note the coordinates. There is not much of a hierarchy here, just two folders in the root group. Note the order of the dimensions; dim 1 is the observation index, dim 2 is the RGB channel, and dims 3 and 4 specify pixel position in an array." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The response data has a richer structure." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```\n", "$ ptdump VoxelResponses_subject1.mat \n", "/ (RootGroup) ''\n", "/rt (EArray(73728, 7200), zlib(3)) ''\n", "/rv (EArray(73728, 540), zlib(3)) ''\n", "/rva (EArray(73728, 10, 540), zlib(3)) ''\n", "(...Warnings...)\n", "/ei (Group) ''\n", "/ei/TRsec (Array(1, 1)) ''\n", "/ei/datasize (Array(3, 1)) ''\n", "/ei/imhz (Array(1, 1)) ''\n", "/ei/valrepnum (Array(1, 1)) ''\n", "/roi (Group) ''\n", "/roi/FFAlh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/FFArh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/IPlh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/IPrh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/MTlh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/MTplh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/MTprh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/MTrh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/OBJlh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/OBJrh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/PPAlh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/PPArh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/RSCrh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/STSrh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/VOlh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/VOrh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/latocclh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/latoccrh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/v1lh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/v1rh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/v2lh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/v2rh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/v3alh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/v3arh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/v3blh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/v3brh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/v3lh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/v3rh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/v4lh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/v4rh (EArray(18, 64, 64), zlib(3)) ''\n", "\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Within the root group, we have arrays `rt`, `rv`, and `rva` which contain BOLD response data, group `roi` which contains arrays used as indices for assigning particular responses to particular voxels, and group `ei` which stores pertinent experimental information. In particular, under the `roi` group there are numerous arrays named according to anatomical/functional regions of interest (ROI). For example, `v4rh` corresponds to the __V4__ region in the __l__eft __h__emisphere. Since there are far less ROIs than there are voxels $18 \\times 64 \\times 64 = 73728$, note that each region is composed of many voxels." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Stimulus: checking original data\n", "\n", "Let's begin by taking a look inside the stimulus." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "stimulus_object:\n", "/st (EArray(108000, 3, 128, 128), zlib(3)) ''\n", "\n", "----\n", "stimulus_array:\n", "\n", "----\n", "Successfully closed.\n" ] } ], "source": [ "import numpy as np\n", "import tables\n", "import matplotlib\n", "from matplotlib import pyplot as plt\n", "import pprint as pp\n", "\n", "# Open file connection.\n", "f = tables.open_file(\"data/vim-2/Stimuli.mat\", mode=\"r\")\n", "\n", "# Get object and array.\n", "stimulus_object = f.get_node(where=\"/\", name=\"st\")\n", "print(\"stimulus_object:\")\n", "print(stimulus_object)\n", "print(type(stimulus_object))\n", "print(\"----\")\n", "\n", "stimulus_array = stimulus_object.read()\n", "print(\"stimulus_array:\")\n", "#print(stimulus_array)\n", "print(type(stimulus_array))\n", "print(\"----\")\n", "\n", "# Close the connection.\n", "f.close()\n", "\n", "# Check that it is closed.\n", "if not f.isopen:\n", " print(\"Successfully closed.\")\n", "else:\n", " print(\"File connection is still open.\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's inspect the content of this array to ensure it has what we expect." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Open file connection.\n", "f = tables.open_file(\"data/vim-2/Stimuli.mat\", mode=\"r\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "stimulus_object:\n", "/st (EArray(108000, 3, 128, 128), zlib(3)) ''\n", "\n", "----\n" ] } ], "source": [ "# Get object and array.\n", "stimulus_object = f.get_node(where=\"/\", name=\"st\")\n", "print(\"stimulus_object:\")\n", "print(stimulus_object)\n", "print(type(stimulus_object))\n", "print(\"----\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(type)\n", "\n", "(dtype)\n", "uint8\n", "----\n" ] } ], "source": [ "# Print out basic attributes.\n", "stimulus_array = stimulus_object.read()\n", "#print(\"stimulus_array:\")\n", "#print(stimulus_array)\n", "print(\"(type)\")\n", "print(type(stimulus_array))\n", "print(\"(dtype)\")\n", "print(stimulus_array.dtype)\n", "print(\"----\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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jo8cSKoOutCiYOoLjx3uYTGW740M5x7qSmX1lpQnPcGkOZVXIihp5JftQTyghA/Lhzi7OEDjq9kjJng0dWKUrQdzqYWWVHhAJOVMlU4UppjNZnVb7QtNdXV0ByN0fsYbEmALDY9lvgyvS8y8K6Wk828ejBxLeHe/fkf0fHWNKl7+4r8CuHGewto7zF5REJfsfH+f47A9+TsYokHv82pu38OCBhBxKWnIM0rpE3FQqNmsDytql/tKM5xrFsJV6AVzdqwVFPSZlO0/lsyRNUFVyLXkh9ykOIjAKQJUTFKanYG3pwsWaq3KN2qVX9Xw9ul5FUcLahNuTVNVoOZDVMGyLoiayXJ75D1tRlDBGzldTwXmewyehqoY8Hxe3zjlAfOehjKMSs+q6cqHh49rSU1ja0pZ2yp4IT6GuKyTpDHUdIuYKnqcyQ089WfEO9obo92TFr0uJueu8doBUXcvf81vncf1tIUC1GDs3GrLPeTJH6RZ0Ft7kuZvllVASeAYlZ/RZKiuRrhh1ViDLdfXQcg4Dj1CaFjPBt8gIcBqCSofHkob83I/+KBJSgf/Nr0pBlzUNxA2lY8sq8uq3rgMANgZdPH1NUm+bZyRub8QhyMR1FOHQj9BmnK51ERpfd/srKDU+TrkKlinAVc+4ArECHinBzY4U1NUQz2L7wT5aXLGiplzTuYtbGLH24uiAACOP02p1cWZDfpvnWiMQIicuUXK1LIraAWStTsQRlW0O9qcIFMQLtSitREpC1SqLkzwDhEz3xbGk9vRWBGHkUsp63z3PQxQJzqGrsbGew5+KXI7V5j05PN6HT4zAMuYv8hJVrUUMvrsH8v81alfpKZ9FUSxeKBYp7mQ2Q5NeTMExsh5Bl8rC4/3z6YGEQYiKVOmAnpwtAxw8Em80ncv+laZd5BkyZec9pj0Zk4I1yFIfv/rlV3Fhk086UeUx3c733ttGnw/M2U0JKcoyQ68n228/kBduPPaxwe+Hx+KWOWZZXqAii61QmpnL9i7Q8Lq2DnBaVNAuKuoadGezjBNFJSW+ABDzpUnTOeKGsuEIaBFE/e3feg3Gk2PNEtlHu7MIVQ72JSNx+wNhJxp7GUUh9Qivv3YHAHDt2iY+9/lXACx+N59N0e/JtbeU6WflYYmDLqpS3HXrk/OfVO66IoZOcbOFkpWEFV/a+/el4v3me29jpS9syBdfkpdxff08+isyEZ1n4c371z/g+czwaJscBg53GHm4c/dNAIAXaG6/dGi8FpSNyF4sS4tkzkxQTDe82XBFTKMRJ+0oQKMlE6GCxJEn11TbFH6ooHPN8W6irtRRZvjYaGDOkCyMWaxVyPNXn+AkKLhY29rxU7QYy5xwvmM+Q5rdGI5GrppSS6w77bbjuyhjUhcnzwcswepUJ9UgQrcr4w1OZsPhI1S8llilBiwLszyDdrOBj2LL8GFpS1vaKXsiPAUxD9NJiu7z4iavEWQbk0Mw2OxiTMBOV9f+aoyYIFurrambbFEenTMVFCh4Bccd0JJYzwvhsRLNiXLAury2E8pQd8LYRe26nrkHVJyZ54kcM89LeJpqZyiiQNW9+ztuZYxZsjyfzzCfcaULtC5D3Nu9R0OMuSKu9DvcZ+Dy930y3OI4wu62sCjjlnxWcgxm00cuvbW6Jqy+IKywtytj6nLfZYWcq1laySqZDxOeV+yYfloNeHQ4dKBt6IkH1SOQWdixCwdb1LjYS3J3/4wvf5utGBNWc2qIo1oHYeijIHNTKz9DP0TN7XKGQmc2Bo4joqu8p5WiwyP0ViUU0vsa+B2X7q4JUBZZ6VLQHjkOE3opvh86BqZjZxoPbVbk9lfEQ5uQH5ClqUs1NhwvYxEi6GrseZ4bSz12pKnMYsGb6NIbLPIC80Q84JDeXavRRqcn3yeUATg+kvPw/MCFc49rS09haUtb2il7MjwFC8CW2N6bondb0o79/gLEA4AkSZwC0CyVFezW7TlWu58AALz4vFRLvnP9bUy4qjZcLKX1CLWL0ZwkmbEIAxKPmPIyUYCaK4oyFVWxqSpL1KpyoXOqWfDsS+IXgjsyhaYrDDkpvf6KwypmTOcZGFfVWZLYEjW1pt9DznqP6Uy22d8/xo0bdwAAj7ZlzM6d3YJnGO/O5Hx0Fe9vrGJ8LKItcUPAykkRoa5PMxrrykOPq96c6b4pNRq8yEOzI57WrdtSEel7Ac5uindHMh8GqwNeR4YOq1wfPpQajNp6Tr8gVEGawjoMSdWYFPgMPTi9C00dl2UOkOSkBLWiKF09S5N4SsnKwZWVPqL4NLvV2gVRSsHBLE0dEDnnipvN5XkZrK07lqDiB7YWxSf5rRxbqyBb7SZarFQMvIUs3PGQ9ScK+haVw6EUHJxOxHvzowgenzXFuACLhJ6WEpqajbYjVhnqQUTqnRQFSnrdj2tPxqRgLKypMJ4WGB7LIPQ6SkeWi83TEmGbTLJQqce1Cw0GAwG5mvENjHlZyoTr9mWAplO7QOpDHbzQsdBmfABqeM59XeiBLGjO9Yc09YxdhBSKEpdFiYAPTM04ouI+8rxAqu46J4xet4FOW0KJ/oDoOZHn+TzD8JCoONMn48kU+/vkcsTirqfJEVYJ+pWkDSqY55nQofJZzvMu7EIP0CwAR59g1THpyrVOfj4w2JAX/tFDKcwqsjnaLOQZ9IRLYQKZCOraotOVUGV1jQpWxyNEKhUWaBaidFkSp43IrEgcBw7EVS5IlucwvMfTGXkqKDGeynlE++Rm8GUPwwhTvrSBkc9ara5bGFRRKYpDHB5JybYWp7UK+W48Gi7AWLIjYYDagdOkWMea0QBSAocR1ZOiVhPTiYKUsotG4KFLir5KzCk9u6qqhSqTakdWlXvGdKjkeZJnwQ/1O4rKBL7jODyuLcOHpS1taafsifAUrAVK68ELQ9y+LW7mmY0rAIB2W2ZeW1WYMz3ZoFvteT7euyFyXA/u3AEAFNZHEMpvukxhBqFKapXIs9N55apOUNvTghp1WTmVXi2MUpkuCwuPqSCr7gEkxy3Xohp8xqU4F1K/8idJF3lj3UWal0gLuo3kVUzGU1671AwAQIcFTvN5ijNMvZ6/KCDamfUBPHoj8zl3rEVBdiExt7MtKcFWs4EsU3kwjkdVOV6+CofoqhZHEba3RZy1wRx/mk4xZe69pXl/sK4jzTE8ltVPvbtXXnoZ714XfcVjhixFMXWufMEcfMZ0aLuxAo8l5B2ClXFRIwzFG5lMZIz6Ky106F2qnqF6AlFjIbAKgopVmcE06VkQ7J0MD129QsJ8/9rlKwCA8eEBKj4LsXoMjRiZ8lhURMaqG29hyHYcjsmrGR+5sQwY1kW+xYTfa2irKe/JZOK0Kl04ay1aLTlfDQvmszk8502xtoLb93t9V4T1uLb0FJa2tKWdsifCUwAAi1p6CTB7opLfVy7JKnj31l3EZKxpyq7bbTggMC0outqKERNoykthDU7GstMwaOnukRA/yHPrqu9OKuwqOUY9BLXaqti2CIbIh+4/jqhkFx9B517flWFb17dAvY35PEPN+F7lvxsNWTGajQZ6ZHNGnPVLWzvl3jt3xbs6PkjxwksCuA42VZWY7DvroVZxUZJ6Ms9DxHizzZTueDLFZCrjphWUmsqMYt/F+nlW83wiFOpNMa7+1I//NADgg7d/Hx4BsKOhnOPRzp4jF2nsPFhZRUYGa5bJqqns1Y2NHkKChIYrY5J5GE9lxVdwztbWib1EbrUnGajycf6syLcdHApmMBwdOK8uoteRFRmKStsBkBh0IKS40EQI6CFwkUfo+7A8VkpQU71N4wFBodW0FAGuFn0iHKEuKZ0IC6BK1idIVerwBQsynfbhCKhW7QeZq5xUL0MZpGVV/rF9JL6TLT2FpS1taafsyfAUjMRgeZ7g/KZkEdbPSLzc7crMHUch+iTF0GHASy9/Aq2mfH/zXaEEdzoR9vaIxFLOfUbdfT9owFQqHaYkGet497NUxSvMIj0JldKC215l2xa9IRbdhlw3qsq6tJp6D66xR12fyGBoFsR3zUy0ui+gtzKfZ05sRrMm589v4Ma7QiduEoO4vHUe/fuC9l/YErn1KOS5VjNHjqkqpiHHpUvf+bzObre1oNuSGKSrWuCFrn9DNtemNw1UxGfijozHnesiIHN0cIiCmEXAalA/DNCgJJqdSJx/bnOAGWN4n7z/tTVJm3Y7DUwoPuKzgnI2DZy4raYAh8cjlMQjFIeasanNZJjg7J48VxMSxMIwhEfylOJBtbWYzShVx8raXlc81uk4Q6gCvCTAhUHsiEdaaOE6V5nAeSKKQXlm8b32AKnywqUbVQrOicqYRdWlZpOslapiwCXN4Bujyn3KfIbv0qD+ic5aj2dPxqRgrQhhGN+5ons7kg4LecNW+iuoa4p/GHHjXvvWW6itAD3q4nZabTSYUutR1bfPh/Dhw33k2lKMA+XDomANg4KPUei5F0eFh63jNZzodFMvAgn9UFV0YKxjQ2o6yYFFWHScciXCxiCITutB6ktc2xJhJDOh1jkcHo40Ve/UkKbzDLdvS6pwsMaOS+GJU+R+L21dlO0nQzdRtQjeHh0eOq1A5QdoiXYyz5zKtf7tDVawyhfo2Vd+CADw/lu/J4fMxhiP5QHuk4np+wH6vRavRZrMjMcjeBRNadI377IfRRAGSGcSzmgjnAAzl49XJmlWFK5nyIw6kuA9nuZTvPkOe0awf8K582ecMrbPgqvYj9y9iskmrZwe5+K+aJOZqjQIAw3rlBGqfR98d47WaniVw6q+44nj6MTmsR4mY7ra8zwXSriAolqEFPD4cFbGqXZ7VGBKmYKN4qabWB7XluHD0pa2tFP2RHgKxjOI4xB1WWNGibHf/T2pzLu8JavDM9c24HMm1bLZZ5+7hN0dkmgKuvLWw/PPixbi229JCfUPfO5H5EDet3HrjgBH6mpGYQNGhVcor5aXi1ZeLCh0IYK1C+ahhgUGxqWOHLEkL5HTtdSuUSe76Tnsx1sAmaoHaRziqUCY79KbB4cH7rwVjGsyRdWIS6ysEfjKZXXtUaRmPpu7801m2oLMR39dwoyS1YBB4KFFTyFuqu6f/J2MJy5V55EYNB6m6PRkxX/9N6XzVJFL+Hbu6jV4+8KiTMjXz9IMZboYZ0BYnYarnvL0NUWZpplbte9Tz7KoLdbW5brWWJp9/94DFK6eRYYv5f+Ph6lLdc5nBJizGobq2iPKz21uXACMeh4q2CL3ut3uwKNiuPrt1mbCrgScp6NVmHmanGghR6DUVpSBA0ytJdwGVuXadDtte3fCK9WGy7DliVQxRWQaMTzK7yVMkWoaXFSyl57C0pa2tO/BnghPwTMGzUaI4fHYtTgPKTxx87akkDbWB/jCF8QDuMMux8OjY/TapPVy6d3f28eDO7I65QTIfu3ffBUA04kqhhEsxDC0PqDB2btMUjRD7QUgK0viBFkXHaJ0STJ2ASJaVyxhnAKvq4Fw7dAr91slToW+5zyDylGUlR4NTEj00T6Tcew5HYPdXRE5WV/ronWVxC4eWzszzZK5q5+AiteGHnzK2RW5eADtVhcjArNaa6D1+/P5FA0FV62CoBN88O635Zx46VuXJG4/2p+hpmq277NbVhxhNtH9M/72Fp6Z58aIVZJxA+2eUKtnpDTXCdBrEWNpiLe02us6z6zbl33t7QouNR+XiJpKixZv4/qNwo2lCrok0wQBwUSfK3Ovw+5K1ndeQIuK2lUVOa8xIGEqZao2DEJ4FGhZpDkrhxOp92jgqG0LURbSruu6hlUgk/hUGPjIKfKjHpwXhC7VqX81LRtGkQNGH9e+60nBGLMF4J8AOAvJyH/JWvs/GWMGAP5PAFcA3AHw1621x3/cvqqqwmgkqLAqFOdGdRNZ2FH5YOoVG+viMtqyRpOsNFXYzfIJCmrjRRRUCYhaJ/MSPhWSBlpf4Hm4d18ETCorD/D62hrmCdl2VF12bcXNCdYarNuHD5UTX3ympdKxTjCug7W86MACTJQW7XR/yV7U/6+rhcJUqHUUZem6GSuIl2UptreFD7DaF/AxYv7a8z2X09esTKPhwVZ0N2v521vfQGVkoPcfsUkpJ+g4ilDqOfH857PCdbPubginRJuuHhzccXnzmmjTRccTAAAgAElEQVS77TVROKl2uZb19Z7jhRzsyflrKfe5i1uYjmTSe/GlTwIAjg8Pce7iFfn3vjAsizxH7bQ2pUDr6hV5TtZWhxiy8/gOJ9Dh6Aie1lcwe3Przi1snhURmUKb04TyXL7w3ItYuOTaTNY6ckvIeg+0VAbeRzpXP1/+eJ7nOpU71a56wV+BazikXbMNPDbA0ZDS931UFMHRUnFz4lkzRou1dJGqkOcfTXnpewkfSgD/mbX2BQCfA/B3jTEvAvj7AH7dWvsMgF/n/y9taUv7/4l9156CtXYHwA7/PTHGXAdwAcBfBfDnudnPA/g6gL/3J+2vri1gF/lbj6uI5uWLPMXdW7Iy/tRfksaruzt38ewL0gfh1d+R/rXjcercXk37qEBJbUOXwpwyzRV4vgsHNB06nUyRsGzYqNyWNhqFhefy2rqSW/fvxfXUJ0osF/UQsq8APjT/TECrLl37sICAljb7KOoSntE6DhmXXr+DJkvDld8Q+aFT8VVWIsheLLLCgVXaBqDX7brKw5Jhm+/1ERnVEZTtdnfFk+r1WuiS15DwmFlSOQkz3dczzz0PAOj0ZhiSyVgWqmS9hkd7bB5MDkBVZmg2JERpd2RV03Lzg8MhNs5Lv4y9HWkV146B99+Q+7311BYA4PKVJnLm7x8dSMi5vyvX8dxzW8ibKmRCjzKdock2cxFDkTIvcUQgN+T9HpyVbTrdNqYTGdMsz9y+XNNZo0I6vIdeDJ96j9rowvM8BEwZtuidBEHDNRpKuaIvUthOC9A9y7W1jmSrnqStFqrPqsCt52oQnEC1H8++L5iCMeYKgE8D+D0Am5wwYK3dMcac+SN+80UAXwQWHIOlLW1pf/b2Pb+NxpgOgF8E8J9Ya8fmROXgH2fW2i8B+BIANKKGhaW3QHBQm4o++5R0Ivr8Dz+PjMKnWUIAr27g1g1Zxfp9WenGI4MOiS9RQ/bxaFdWjjzPUJJh5xE/KIrKscBiImW1LWA+VMuggpieV7p4WskvZV6j0O5BbnL33OztEpJmAUJq+jEmKSmZz1Dr7XBEKfl76dJ5rG+wTdvukPuoHelFWZeiBs2OTNqsdC7g3K2bd/HU09K/YZ2xf5EXKHJlSLGfxPEeNs+L9xU6fIoxrufDOoFQ1hz0jCPbTOfiyb32mqhQX7p8EW2mTe/ek9QxDgJH8HnvXRGHuXbtFQw2BAdQhmDoy6p5+8Ghq4Rc7WuXpxprm4KZzLgijo9GWCfWpGy+45FgIu+8k6HR5v0ulbQWwyfQOB+T6NOItHzD4UbTRPb//s130OuIN6MyeZ7vw6jgilURXyVVASGBxpg4VmgjsPwEbfVOqhI5PSwVks3pTWTZHI1YFb75w7JyqUs9/zAIkbF3xYxYmD6ba2vnMR7+Kao5G0E1fhHA/26t/b/48a4x5hy9hHMA9h5nX55nUNe1ox9rebS+RlevnIGt5YW4f1c6TQemQKOlbr1cytnNNRwdyUOUJIoEs+tzAPRXZL/KmCyK0oUGivZnReWyE9Y7XUJtDFx/RDi58EXnYOUdrK93cHREkRL13lyjGH8RjuhnQeQmJ/1s0Vikwh5BP3XVPeu5SUNfhtWVDp56SoAy7TPpk09w5fImdh8pKCfXcmZ9AO3yOGGvyrLOcSYQxuPqFZlcx1Qcgt9AGC0KpwAg9C1S9ufUkvAxQ5cknTnRj4qg3v7hCDNmUpKJ/H3jjW/jg7vCOr3CcvBPfv6HOWiv4+4dmVD6XQkVCpvDquI0uSWXn76CfYYXcwKwPYLJsBYjAo0ui2O8RYaD96LfbyOMVCSHL6r2mRyP4DtRFlX08lGovqPyKzxtHZDC4+qhOqJ5ZZAw3GiAsu7VrgsNdPHQZ6kRx268lUEahaGjVBeu1UDtfqNZB1WVTtMZ5ixtf1z7roFGI0/kPwZw3Vr7P5z46pcB/Bz//XMAfum7PcbSlra0P337XjyFHwXwtwG8aYx5jZ/9VwD+OwD/3BjzdwDcA/DvPt7ujGRkONPuPJLV4dyarFbNVgOTI5mVn39OVrJO08ODh+KCbm/LapakOVS8djpnWzDtOh02kNK9coVIkQ+do31qNXpB6MRYarq6yUxW17JepII0dRSG8Yluw3KO09nsRCgh5sqq6xJVqXUR2lg1dKuSegAKmB7sHy5ChFgBQYPZnKnXEVfvdoRGJOFWyfxtxk7J585eciW32Zxp3yxDbbS0etGbYufuDRlz9q04e/4ZjucRMuoDer6cRxD4uHhRPDG9Fznb9c2mcwe8KQxrsfC6NMdflCkOd+VaDndlHzdvP+D11ui0xYuANs0tC+TUluz35Hovv/ASjg+lEEtX0F5HO3QHeOoZCYl+4xu/Kd9tbGDzDPsnqL6hBQYD+UzBvslI2wU2XMpwOhVvrdXuoLYEiqGCOtoYueuEXQo+E2HgI2DY0GZH76i5jvFQntO4of0eXJ4aTTbmjRi++gaYa2du3p80S13au8n9673OsxS1/Whqzt9L9uE3cZK3e9r+4ne736UtbWl/tvbEwP5cy11beMN0zgsvvggAeO65a3jvLalb0Di5gnEroc/ZtdVqYE7Bjqalmm6o7LvKdXVqNJW8tChtrSoVpigQ8TelQgVM55XTxK3atVU1Yh+htrtny7Uyt4ucnsMKtIVbFwU56jOu2jUWKU0t5S3LRc2EqvPqtZ/0Ng4P2GsgydCnkvJVtplrtwXoG4/H6K8I09AfBG6/WoWnrd3jyEeSUvU5khW62xGcIs2P8QHJUSrI2o59tHiM2SrTvWN2WQoDdAg0KgZR1hYW2nuj5L5aCGM5jz2Kmjw8kDi4KixCT66vQdm0T750FnduCVSlpfNp5iPw5fuNgex/7ZKc4/XX7iMw8t2li5IMS9Ma8wkbELdldTV1hbqQezadqcwaqxnDEk3iXA2yHj0/RZlqzYMS5OS8yyhDwdSlk2+LIodbhYHgQIFJkLHCUhXBm7zOXs842Tslf0k6VIVdmQ61BSyBYg+L5wOQZ8j3lFn7eLasfVja0pZ2yp4IT8HzDJpNH2XhAaxK065Av/N7fwAAuHxhgOeeknhvwoamaVqBkzE2KMoSxQa3bstKN09Ok4Hixtyhsj5XxigO8clPSU3FW29IL4PJaA7LikzL7lEREecirxYrPzQNmaAkTdfWOqT1H0otqkfS7XQx0tb1urPaunRYrH0VmRK01jq6sGoihEEkTSwBl9LKixJDrtJaCanptjNnVlBVSm+WfTWaoUPNO21JUx4c7Dk0PuQq5QV9jvsdREzbKtV249rLSCvxHuKxXHu/L/cpySrMSRLTzki18V0qVWs85tkUHcrvaf9Fjx2uLKzTR3j3LcEMNs+sLToizcWL+ODV38bZiyJF11sTb2M2kuPMptdxuCudsy6cE2/p1nt3UbJOYcyMwNpgDb1V0uZZLTmbSkp3ZbXnpO1iCgNXdob33r3OaxYPZLAm+8+ybCF0orTuqO/ayM/nJEmFMXr0upKUGZ1QBXAXacc5Mzt1DdddrKanEPohMupyaH2IPhPG8xZdzh7TnphJodeOEXgxrj4lD+dXvy5CHR/cuwMA+Kf/7Ffw7/+tnwAA/MAnBVwK/SmylEIZJEDNZoljrWlBkoJAjdhDm8CNhh3W5rhHjUMFJPurbWgt0/aOPGAR6wXQbsHSbZ9Tl69G5QQ1nMhN7cFAE/2q2S/H3H54z6UfNYVVe6FLSQUKNKmcjhfgqWfOAwDu3BaFqSKvF92SVXm6LLC3L9dSlTIZqIDMxXMDdPkiXb58ib8zCFkMpupGxhpXlDbTiSWVVN94PETIsT174SLPFTh6IOlMkkBdE54knbrmLk60xFauKWuTfSjCuOnStxoeNbqyj/4gxuEhlbQYDoZ+Gz0Cgjfel4k8rI9x776cZ87058qKhC5B7GOwLse6sCm/e2prCwXB4ftUAj/ez3F0JBehk+sxJ9WtyqCgfuT9u5LaPX9hE6sDCQO074MCwfN5jpSA55yAd5IUWN9Y47hpGbaHlAPXbK5wH3KdZZEhYy2Q6znhN5DwuTNO0xGoLRWjawWC9R346K/4MnxY2tKWdsqeCE+hrmqMhzMkyQG2d9h+nStvtycz/OVr55FzFrx+XVzBn/iZn8L8jd8BAKQzuuMmQrMlq1KeEfRxgiaxS/NpkiyKAsxJttGaAGtTzKblyc0W1YwoXapRq/xEpVfZiwspNU9Lpsle0hm41+8hoVxWmS1KslWoxVNlF3oCaZbhxvXbPDdtMe65FObquqx+vu/BI7Fl+4GkdGcTOc7uzjYubgn4OFiVFXR98xqGR+IJqahJr7+GLKULmpwm/MAAA7IhbUWiV1kimVIzsNYxkOttNCMnQafdsbza1w5xTusyDgK0VIU4XZDEAODylSsYH0sIucFq0MJOsP1QtRBlu6wq8WgiLvloTMD4HlOTjTam7KERXX6B+8+crN/FLbmW4fRN/MHr7wIAkoTPE+//jcZ9fOIFIU+dieQ6x9Pxgl0YKTlLQteVtS6yIWtuWHtQw2JOhqkyWaOw6dz7OJL7WBQynmmSwPdONxsuq8SJyCh+GBgPLXYX045jmQrO+KE7x8e1paewtKUt7ZQ9GZ6CBfLSwvoBCleVyEadXPV3doa490BW9FlfYt2v/Kv/BxtnZLY/vyVx8nw2xowr1yuvCNf/AfsePtobO2ENTTUaG4DZPkdemsxqlLpQlFqdpjFa5NJDvlnQoxdaCYsW9k5f03kPJJukicMbyINCUeQoCGT5CowyjkzS+YK+6krkCpcuU9+nLAsMj+XEFc24fEVWt9FojJ2HMn6vvyYxcX99Cx+8J0QlVS++cvkZrAzEG6i54quKcRT2HLW7GZCmW6RosxfilE1ZY6bFTqoIT0ZMm9bW3dMi44o7PEKnI/H0cTLktTNFuf3IKXAf7gnAHMTAoC/ba7PV7d1D7B+yXwU9uIQ1GZNJhgeUcpuNZEyHs/uYzdhng9J142mBEorTqDsjfw4O97B3xDQsRVZmyQRwmEnB6xSPpNvvYvO8eGZ7DyV96nneQjKO2Eyn1UBBIZzj40OOllZVAiWb8WqPDz8A0kw7a/E59Hz4Hp+PUIV5ZJ++H7pjPa49EZOCmrE+YiLfaS4PmJbBHsKg2ZAb8IUf+xQA4GjyCHlJsIXsOAO49mgJQcjnnnsWANBuPUTGBiHzuZauxlD5OwVwrO2iVm59pd+peo5xKkHamdjzPHicbBRZL4rC1TwoL13BqKqyjrXmWJReBH0YJgS3iljVc0L3AGgLNc/AhRsJuQ7WGtcRuXQqRPICPvvieYw4YQyH4sL+y1/8RfS7sv0zz1wDADx8tIMztfASgrDJY1E7ECVKTto+29eVk6kr2pmwIEo1NHv9DlQ/JGURW1lXTunKyQ4C6ChXwMp+zxPIDCMfIcOp0TEl4S+cx6NHUgj3AQuthsPUNdPVkMU3qqLkIyfY/M23XpVt7KKGIScztaxqrK5Qfr5WzUgyT0vg7k2ZTC9fkvFpRBGOhhJ+7bHobo11KPt7I+zuyEu+1le5+IWUvYKP3U4PPidADTM0FM3LytW/aK1MnqduYvFdC4FF2bo+h5GGJ1GMmNmmx7Vl+LC0pS3tlD0RnoIxsvqWde5mS8+pHGuut8Kte8KLf4U1EC+/eA6zqaRiSoKQWZKg2dIyaoJoZI899+w1HB3I7J3MtXFsjZLAjgq6NBs+IgI8xpPVr6bEW5YXTkOvRU5+Ms8dgFm6cKN2LrwKo7j+EmXtRFkc8GmMy2s3G+p+h+47Be+cLp85XYoNCG1BwViP7MnbtwT4OjqeomRfBOXH+2GA7YfiNcAnQ7B9hPv3JK35Yz8ufRzSRLaZjicOMMx3ZYWuymyhG8lwR4GzMAwQsKdCRJ3AJC2dR9YniFxXnhMa6VATcfOM1CpEjQAhvZ/ZkTS/GQ1nKLmerW5IGDFL9p1nph6ZPckS1fQt76sHs1BP5j3zjUGSqIAKvbpCKxGtqy59jmrhg0GMKcv5jevZQEEdjDBhFeiE47ea5wh4kpq6HE+PXM+NJsHCLJPn0a9rFKV6gayMLCrXXFcZk1VdOTk7j7XZQUTvwHiImYZ/XFt6Cktb2tJO2RPhKXjGohlboBYZKwBOsTYhYFLUFglrE27eFmbbxqp/QhhFZ9LMSZ2duyBCHHdvC6nl/t3buHZViE+bZ2Ul2nl4FzlXgzMb0gNhbX2AmzclBTjXunqu+/nhEaJQiUpyrpPx3MV8HYqbTKZmIdGm+guRxoC10/3XebmsKic+oriA7xSfF23mtPrRWs+lRhcgZ4m61loGNoIlFnF4PHaexcpAVuNGbDAh2HfzlngHzbbB5U0ByOZTsvoYBzdbPedVJWwpVxY5Nq9d5fWx8S89kiQZYTzS9m5kaXq50zHQatayrDCfnU7VZbmSdgaYMmU8Z4p0fOsu5vpjWhD4C/Ebq+O80OZQNmJCUK8oK+S5gnEK+vquG5aaksyKokCTQi3vvvee7L8unDSa1qnELRnb7YePXEra82TV3stSdOkh9C9d4bn5i4pZ4lGdtni22XyMkmzLulRQ0UPgcYxSJZdl7liuila9IGP+ULXun2RPxKTQaMR44dmrMJWHcxdkUP/lL30DAFBTmxDwof2ef/9NySW/8fb7+Nm/9AUAwGBVBvKll1/C3VviZg6pEK2NPebJzAl87D267o7/yqd/EADQJuh2/9YN7KmqcKoy5Kqm28RsqiGC7L+qa0S+NmGhyo2tXWigpbyL9mBmkUVQKrQHwH4ow+BQY28h4mJVa9C43+rkYYxROUCn1ViZhbCLstxm7Ng8m1Ro0LV8mlqHZTnBnG7yt98UHUQKCGFr6wJSshw159FfWcMxC7KmFPOwBOfa7SZGzDpMmRFqtpsug+HeOA/wCLblpO6+9aYI6Txz7dN4/oWXZGy5//sP9l1optc5WO2hN5CX7+EDCRvrWguXfHie9uLkmJrTLd4AoDY1AleirHR43Qec4MmQ19Rutt12SmiYcQILG4GTvG4yzLQoMMsU1NTw1ccK5QF8Th6+T7mARoTyID11jlEULTRFy4a7Fs1O6TPmRIKwENx5XFuGD0tb2tJO2RPhKRjjIQgaeO/mTdy6zdJjq+6PbuXBquYhWXtpVSGle+WzUcfuwwkqgpX3bt4BAHTpLnd6bVcboE1oV1cH2N0RMK41lpl3niTosQHKQo2YLL3IIOOqkOUqziJCF8BCL7HMK2Q8Ny1i0r9BGLhzVBfQ8300uCTrdgpsWXtC919Tn4Hv0poNKgOnaYq61tSVnGPBXH0FC8sxVZ7F+sYA3Z6sKPsclzKzTlbt3j3J7Xc7cl61jbC2Kp5F4LP3QV2iYHjRYDjV6mkImKFNdzrLtf6jQkUuR0bmYVUU6JAn4at0Gcfz+PgOWqtawCXn0Ww3YSlcUhMwLgrgcF+uVQVJyoJ/y9wBjbqSwtTOxdbwEbVx7rcr4KqUM9AAPXhXsJYXBVBoyzddyWWbKAzdvo6G4lHauoYSYLa3BaidTEq8+CI9oUTA3iwVxm6vs4FCn7FYZe1KBDEb9PbYtyLPF2leTZcTAM3zAh/RUVh6Cktb2tJO2xPhKSRJjrffvo95mjvBzMFAqsl6xAquv38DgWMGusbc6PZkuza9geFwH1vnBDAcHgl41WyoBzB37cMUg1gdbCBj89PJhI2sTOh6JFy5IiSa/QP57vBoAss0myVYaCoPhRPfVAHNEIbpoZyrjpbqGhOgwunt68o6D8i6FmEU5DBwYihO5NNarZx2DE5ra5eG89WbUimuKkJoNFUn3x2PRjgaqgitfHb16jnYEUuKSRaqWedw/Z338cILwhzdWG9ymxlWB5IWrOkZtZuy6rcaAQzJVp2u3J/ZPHHis4FH0DJJXelvk6XFvZ7s8+nnn8Wbr0lbuulUPJKw2UDkUoYqlFq55qqWEmkqvBOGoQNqaxKrKmtd9zEFdrOsQKQUUw6Len7Gs7AkRWXcfyNqoq0ejn+6F0hZWACU5qPATKcVudZzQ7brS7IawU35bGVVgPGY2EWaT1Bq7YicDmazKews5ZhSTs56yFlNWfqncawwiBHTg3tcW3oKS1va0k7ZE+EpGM9D2OjAtxm07+t4LCvzaCqz7KVzG5jy3yOSQoyt8fa7kmlIMkF9O+FChvzslmgQ7O1KTLey0kNJffwHDyRu870GNs/KqnR4IDH04eGxaxk+T2RlGc9UO4ENYgHEJORENnC189rotq5q520oKSrLVA68XuALXM3KsoBxfQOVd6+1EMZN35rOy/NyQYvV3paeOVFvwBoSxv7G8xeiH9w+z3OHaivlt6xKtNqUsfO1Fb3s8fLVs07MRjGWg/2HaHNV39xkI9iR3IsoDNFhA2BNm1ZFjRQylh2V8a8qVJqaJY4S0ts42h+iTVJPmmoKES6bEMXEnnzr6gPy/DSu4vvVQqsiUI0Ns0gB8wKjTnMhT0f8RY9p4DmvR1N8SZoh5jVsnhXvVPt75mnpvAeV0uutrAKVXPvxMas24wYeUazWkJZ97rx4DFWZOH0EFaux1p4QahFvI/JDV2eTOw+BtUPNhpOHf1x7MiYF4yEKY3hJjIw1DwXBMAV8PvOpH8ZwKGzEb/yWuJO+7+H1dyQ9+e4NmRy6YYj33heX/8d+XBqSRpqOiqIFx4AvSFHkiGN5AOPGMc8nxT41AkdM31nHo/cQmdPdpGEWLnngmI3G3WRtRNvjwz2azFEp646hQuF7DjhURqN2oU3TAtpFRIuJfN9zqsja8JRaPfI9r6/NvhhlXbsUmdEmInHTces1z76/N0HM8Ognf+rPyXeF3JMb79yRvgMApmSS7j4cIZ1K3v42maQvf1JSvK0uMBvtcJypQ1iXCOjiZmQPhoGHJkE5ZW5qDcF8NlYRZ5w7JzUHs3TmuAt6vQaLF0E1DD0WCXn+gmmqSlNy2RqSVW5fCsLqBKD3JIxCBMob0YirXtSd3L17BwBw4SL7bphFU2Bif9jfO0SHY+QUtKIYUaTnLcc+YorX83xEgd5PnWCabgJ3bQvTEp4WmbC0XvkextgFuPqYtgwflra0pZ2yJ8JT8DyDqB3BS1qoM3GroM05CbF8+de+4dJWWhpb19a5ewVBnXGS4W0Kkty8LWm2v/5v/yQA4DMb5zCht1ExNTSeHGL7vqzg5y+ICzifjZzqc+28Aa6Q88S1B1erqsKBWion5qGGZTrpEy8/BQDY35OQpaxidNiCbM7eDdP5BOtr8pmqObcprDFPU2zvqnqxXHuzESJhNahWLuZViZoroq4+Vc5zzQvURlucs8Yjit2yUFCQprYBLN3N114XDyBnrQJgcP1dkT9TQLjdXHXVicdHMrbHQ/G4zm69hDMXBZjcu/sm93Uf/oqEGQelpIID6yFgHwnfNdAVANnWIwDyTCjI6nvGkXNcTYOpXShUOEYj08hxhNlMwVgCr9ZzIaJK0gmbkeFfrSClHKcsC+ctRuyx0Ftt4+hwxpFhuDlfgMtOJq9YeB2aOnQSfWWGmtcypiBOTCXxVqvtPEkND5qtnquY1RAxbrech1VX4tX59CYqVE7f8XFt6SksbWlLO2XfjwazPoBvAti21v6sMeYqgF8AMADwBwD+ttUc0R9hnmfQ7QQYjUInMOJp+27DVEtd4uhYYq0LW1vutw9JAukQHGvHEapCOy3JnPeNr/0+AODw/l184iXh6T/3/BUAQDI/QDqXFW5vV353eDjHnPJuShHVFcY3FgGBTFVYnk6mjtKsMXrkB3jlM6JR8KnPfw4A8Ppb0p1o9s1b6HZlH20CVdcu9PBDn/8BAMDRWLyCD94liWXQwy77IWgaLQoN5gReLZumNsIQjQ49hEpJL/wubmLO1OtsrnF1DeMvyFAA0G7FWGH14sN7ggeoJ2CMdd2GLlwQ9eLAWNfTYZNSbVEgWMHDuzfhX3kZALB+VioLj48OME1VIVs8odl4ioyNfy+wJkDvdbfV1JIRRw22ZtGDoSCYWPm1k6fz3b1gs9eqgKeCMUpprmunR6HehudZBz5qXxDf9XOwThSmJng7PB66mgqttxgeCdZR2xLtDjUnyHpqtZpu/GJV9jELKrWmrrUyMwwDp03BDDN8f/FbFRqGiRGESiaTv5OZ1qs0YBdago9l34/w4T8GcB0Ak6b4BwD+R2vtLxhj/hGAvwPgf/7jduB7QLvhIfAAj+63FvSooF9d1c6lm7Ftl0UNny9tSEh4fbDiwow9KvXss4T63LkfwBU2SUlG8uCeuXjOFdLMRnRnvdplDHyCbmm2mCT0IWqSSTifGTQbzAXzu067h+lM/v27v/G7AIAjnvdTTz+NkBLz47G6n8BwX8C7radkMjneF3T53oND/MBnBTS9eV0A1c/9+c+gsvLbX/2ydO1rxS1cvnKG1y7XUvKleenlp5ygy3s3JQTY202QUYsw4HdlVWBGAHBtXTj7USQP6dHhxLH6htQfDALPuc7jCYuJPOWT1Jgfy8QWUfo8arYxPxS0XScu4/lOqGVG8RHVuz977ioCou2sIsbFVQ93b0jtyu6e3NssK5AXp/U3NZyojIXX1iYszFAUpcsUqUBJEPjw+Nz1uqo0zYkDPo45qSrA6/seQj4fWu7c63Z4TZH795g1OP1+17UVnDOrMRgMkJOjoZO8vsNBELpwUUVfJpMRyoJjRb5HmuUYrEvGotGQYyoYWtW1U/x6XPuewgdjzEUA/xaA/5X/bwD8BQD/gpv8PIC/9r0cY2lLW9qfrn2vnsI/BPBfAOjy/9cADK1Dc/AAwIU/aSeeZ9BuBug0DMpc+egEelgKfHGwjrNn5TDv3pBS6KQK0aBncWZFXFevsmjHsoJfOCdprSFX9N5qF9Ohqj4z/1vG8FlN9/SL4r7Hd95GyJXWIzBU0S3b2x+7Fvfq5r3w4mXcuyMNUX0nOOKh9gSg094RI66u6foa1gYy22u/A+O38NTT4q175h0AACAASURBVG289ZroJiZ085955jLubxMgpVvzxuu3AQp7pASSLDxsczt1g7Vq+/r1O271eLQjK1cQB65VvLrJdQ23cjktwKGWE4doc/WLo4Xs24xl1AMucWMyDz0T4MIF8TamUxnPJAUqci2sa07TdtWLGSXuWk1xPB/cv4cmw7Ue29M1q6fxiRflWbh0Wcb27be+heGEQGSpLESWoIchDFfyQutnYJ0n0Wz1OI5TzKYMR0r5bsRVvq6ECwEs0qsbm5suhZnMqW5NHkwQhC7c6fWotu1ZJOUiZQ0ARWXx6J7IvDUonqLn1emUWFlpcaxU29HHnE2SNVza33+I/grL4VkfUhBIL/OP/pJ/L63ofxbAnrX2Wyc//g6bfsdyDGPMF40x3zTGfFNr3Je2tKX92dv32or+rxhjfgZAA4Ip/EMAK8aYgN7CRQAPv9OPrbVfAvAlADi7MbCdlocL55tIKF3V5srx3FVpg/5f/zf/OS6/IHHpP/oH/z0A4Ev/9Dfxgz8osfa1i+IpvPn6u2jxqmKupM/+kDSp3R/ex1uvyf7PbUlabI4SW+dkNbtJMZZkkmBlRbyM3qrM8m9ffwuAtDrzXPpJVsR0PsDmpmx/RFwgnWe4cElm7zBSjnrNbQ4wn1FYk3UZx0dDfPn/FiBS2X/ttnhB/YMpHj0S8HGWsm7h+L6rffC5wmRFiYcPhZVZFFpzwIq6QRc5Kya1J4DxfYDErppxchzHSMijrwrVjWAqLo4QMh3nWJ1RiH5f4u/VVSVWyfmn6QiPdmQVnFGleTSRv8ACqO33ew6T0XZnkzHbzWVjmJrq1iRu7e+8B7spSt3tFQEw19YeoKwlBR1RI0LZiGVVgQ6ow6rCGEhdlzBNa3qOvTmiIKtxbeHNAqOolL0UoN+XZ2fjDIFaCrEkSeJAwsmI3aaOFqvm+QtscxjB4SnamatHoDfPUxweMq3a0ArXGl3WPKjgbG1LHB0RD1sXTKlSoV/fc2nNx7Xv2lOw1v6X1tqL1torAP4mgK9aa/89AF8D8O9ws58D8Evf7TGWtrSl/enbx0Fe+nsAfsEY898C+DaAf/wn/cBA+OmD1QjnN2WW3K1ZD86ahv/jn/xz14NhQApsr9PElSsirxaQ4NJqtfCI1ZHdPmdtbfceZXi0LzF8d0Nm269/9XV85tOy6jx9TWbZKAyQZpS3Im/Hp05BwwfSmvRi8tIf7T3Ayy9/AgCwyurOne1dDNkDoEWM49xZOea5jT7mTG8NSVjxA28h5jmRa864Td4sEHIfHnEMPzIAV3ylQFssqikDZk8UC7l3d3fR6NbXSs74RBNb1lSkGWquMkoQcppjdY05U12KbawP2rh2Rai9XQrCNkK3UwyP75/avtvtwRLvaCvW019BWamcmBKUNA1qMBqKd6E097WNMzh4KNmH4KpoEZy9cA1NphFXNuR8XntNu4dNFqlizW96HgrXlJXYSVYt+pC6a3CX7hSjAo7LbDZzfT7GVGO6eu2KnMNqF9MpG+8yg4Bk4WFduCh1Offv38ecnlmey3Or8vzra6sotQGJU+MCZomKCCt1vHZ6HnrCjXhB8a4cjfvx7PsyKVhrvw7g6/z3LQA/9NH2YGDqEJEHbF2UFycMmAtmc9Ff/+qvgj0/XcHI6kYXv/1VcbkvMH02WO8iaIhr5nNgHt6XiaDMx05jf8qXcT5K8PofSNqs1WCzj2buVIhr8tG1yGo2n7l2cQrOWQD378g+VtmSrd2OcHwk5340lX1tsMnK85/cwu+9KnJjgxU5104vxnAox2rb0y3Uzl3YwMpAXOJ3yV2AZ1yxjIKJYRjDi1VghE11+aIURYY5J0dtLTefz12assUuz61W7FSqVbbNEuydzuYutNFeAvN5jvduCMi6dVEYodc6nCR6LeztSNijadxut4XKML3L8ZtMZy4UUm6JNoex1qIibq1ds48PtjFoyffjfTl2Mh3DeFoT0OK9kOvIi/pEMRp7a8zmKAptPESWYb3Q+jTUA9WWf1VtXM2I1jHP55ljleqEe/N9YdPGcYy1dW0Yy+fFq5BzsdG2fpPx1E1Y/d4qr5NFeNMpWmS1hpGW1RcYsev6CpmhgHGFddqHoskmtb1+D6ljQD6eLRmNS1va0k7ZE1H7YFEjNxnObXRxtCfuQJsdg2pmO/cPR6DzgEZPZs849mFjmfn/4k9LRV9RHuDWB+IZRE3y1llP8elPvwJYcc03zgiJ6eKlDRzsCjjXkYkadRE4bn9CWatKy2Y9H3V9umR5nuQO7NvZXbh0sePi64or+9/dPUaRiwvYJCi2urKCopQVoNfXLkXKtCscwabb1ZTTony4LBQos+hQOm3K1Nqii5Vx/SdcJSA8x6ZTt/rs+Q1EEVfkQ1mFmYFDWeWu8rO/ymvLLHYZkjkArlahnK7r0qTlxvMkR8/dP4rdpnMnSKMbasjgeSEien5VTRFTBNi4Il2/RocSnuT5sUvDzahMrbUKdWUcQzVl+tTCoNeTZ0sZh5OqWoROHCtd5efz7EQejWnLokZIhulFdo3K2FZ+79ERRpRh0xDA8zzEDAP1vrTbbeQfaiWn3cj6K21UHMvpjM2EV3vwmfLVit8wCDBjabXWRewfCPAYH7YWDYIf05aewtKWtrRT9kR4Cq1WA5/51PO48c4NUPUME650/b7MxJtnOzjYJ/dc408vRGtFYqfX3ngHANCJahyTOrx/U9raa7ekvMicMModiroePdzBpz/7owCAT/24gIVvfOt3cLgt3kWf7sNgQwDEb//BDUxnTPeoeEphZSUBEBGECoMYW1fEG3nAVGfFOHV/bwcbaxR2OZYZfngvRUrCVhzJirtOQZO6LJBSakw1A6qydFzWBlcfaz3EXOGs1u0TlyhKe0ISntvXtcMllKxz++ZdnDsv2Ie6Nh2u7O3uJnaY8tx5IKtgq9lwQqwbmwLU+nTp9vaOsdoXjEgxjiRLYTwZlxF7Wna6HefFaGqt3yUu5JdutdRVMPaamByJ13DxRfEQGw9ew8F9ud8qwa4Cp0EQwKi2gkrq2xI55fjVwwmChfS+tn6fTSnoY+yiRyXl2xpx6AhEh+w8pvfYokZKQLDPZrhxI0TKitOT1GP1CKfsa6F4V+Afod2R59sQ25reu++AztLhMD4OjhRLkP0ryWw2n2LGHp+Pa0/EpFBVwGRYoqqtA3O0QIYAK85urqHfpUAKy1lbnSZ8Vek1HIzeKjyGHtqBeXVVXLtkMkVMzOXaBXlYo/YGPNYQvPoN4WEdjQ/h8YVL2PzkzDlBuZ99IcXN9+ThMxSvsJPUaSJq4Y2HAscH8tCvrMqEkjIUOXvuHNrMRc/fFvbiPM2QUeVJ3dT7d7e5L9+VASvzryyBdlse3EWLPQkTgEUj2ibz20HpuYlLmyYU5aIJbpMNSNYHG+4EXnpFajC08cv9e2N4ZIJWqt6UpY5bsPdI3PYdqgvlucWzT0vptO/J72bHOZKUJcKKkO9HDijTdyXwFChrujL3iNcewOBgTxoC1QRFJ7s7qLmd6mVOj2XiSvIMqjOiQ+VbzzVh0bAu8H10WfOgE12nw5JuzyLJlBegfS0CVNUCgJbzZjgWBE5pfEw9xr7Xc+phXacWPnOl2Mrb0NZ1aZI7fdHBQF7yZA5YZsI0xEmSGWKCpSqoMptpufkie/O4tgwflra0pZ2yJ8JTyLMcd+7ex+rqKmYTSWH1CaiVdBVW17oY9E/rDxZF6nT5NBM7nI6RU+hihUBjPpYV49LlZ/Fz/+l/AADY35MV+rf+9W+j15YV8cG2VA+ur6+7VXh0LLP8ndvUdAzaDihTSbBG2HDyZ50uqyqTEqORXIuqpfkUErlz9wHW6FKOyXbL0wod8tYnBJJyrmTtZoSmctqVqdYKMOXKX2mdg7WulFjLgrVvAaxxUmrqdXgmcizH1LUg85Gn8v2MFZQHTAvPkxRFLuuISsZFcYBeLKu1UyjmStfvdzFnKrDZku2PxoeIeC3aqyOZHrsqzRW2gm+4qtPASYupgEiWFWi0ZfvRfWktb0yh6nUIuPIqO9FLfRxmRzym1l14aDINq0CjtdbJ9CnPw6h6dhzAC1S+TfYbN3ynmqyeTsZ6kchvOd6JhizNZoyikJPSzlkwBrzNKDUsJe+xKit06PX2e+JFVEWCfWqOdjvKI6mhoi2R6x0iX02nc/d8PK4tPYWlLW1pp+yJ8BSstcizArPpDAGr79pNduHJVJnXosv4uCJAVPuBi2crjbltgFWu8n/jr4m4yfG2yIrdfOsRvvIvvg4AePZFYUJ+/ic+Da+SWfj8C38ZAPDq176C8yQaDc7KMd8naLk/3EVKcVntzDRYO4OAfP9WS/ZVdy1SrsJHBNRyxphJVnF2B0pdYYoSa+wp2F+VFWCbPRED3zgW53gsK4ytLVSrc8K+D5WV/gQAYKxWCrISMQwxm1JcRdeCuOFk5BKuUpOwcMzR4UMB/TQQ93zfeSyqC2BhEPgkXbGKcTphY9pZit1dAeAWvRZTdNpynVbbpofBAkSMVWZN1Z0zFMR1AsbL7WYLFcVZa93v5AAJATXtMpVli9qHkGQeFdbN8gwgMzUKFh28tA9HQK+qVmHdskTI48cK9NW1AwKb9EoVmJxMCxhVieY1jUZTFC79yGrJ2jjgXHUUVMOj3W5hdSAYx6Ifygoa9JyUwRkEBu0WhWtIztP6lSiKEDU+mp7CkzEpQID0sq7di+ZRczFuyIV7JsNzz4ni0tYVYTR+5Vd+CyOyQDtUuVnvNrC10uO/JSx46i8I2j0c/jp+6/9j701jLMvu+7Dfuevba6/q6n1hz0wPZzhcZzikSImkZC1USMeSFdmyIsdObARJFAQBAiNfnA8BEiMBAkMBbMuRHdqRbUk0TUqWZFIakkPOkCI5+9I93TPdXb1W1/r25a4nH/6//3ldNCU2OYjSMN75Ut31bt1337n3nfNffstTTwEAzj32XwEAJqMeblwUdehbmwx7lwIkVDM6fEb64e+g0s/ed/Yw6aqKj2r2GcQMN3udqQy9CosrzFUVn6v1OjxWsG1PHsxmo+EUeSuxwmnls/UHXfhS9HdqPqFvUGNI7mjHaebgxFo8y7LpohqH2rmQ1/KicG7ZmXPtnipoG2dRpxDhyFXqbanqTSFy6lm+4xGZ52adxK924lSrlco9SSx6PfnibGxIYdL3LA4TpbrKL8jt24KRWFqcRxRVOc8yZ1meY0KF6QGFawI/RkgxGIV2qwJyUaSuAKibR61ageXi56i9xnMCMRp+m1iVrnxkzAN1cfLCyBUkVdxEQ3VjfIwTlf1XCHLmFJ510bOZdd0HxdV41ANtNSoYEMbrCqVe6gxqdreJr6lXsUqla31mVFczyxKHxr3XMUsfZmM2ZuPAuC8iBVgA1qAoSkTEEVilP7PtYqzFaMSQciKrcpiliI2EUjVi8eEF2GO/9+tf/B0AQJth5XYfyIhQu7MpsmYPnVrFoZ/9aQDAe0ik6g56+M6XvwIA2LkjxceMfby5Rg0Nhp3tvuyo+7v7OETqdJWFod39wZR2y0JSJVItvgI9bTsRf7C+vobOvqz8E5WCc7ZnPoYjtbinMEjFxxwxGlrcKksfGYuD2mrUFpXvF1NhFEYKg+FkGi5T8iyZ9FEyxF5dWeBxMn9xHDqPifGQtOq8wMoRablqCP2pn/sLAIB/8hu/if1dalE22duvedjakggBnkRfYVR1mIKNG6ILeeKY8Cg8P0KWaDFPDWYjJDlTOHV0NYHzPMiJFtW0JwpD16bU1CkIPQRVbe2R++ABcSTXVKRqVksE4mTsojBNS8bjsQMLWOI8As5nrVVFkxHL7r48j9ZUXFRQukgrdzu/pmRV1dUMA9SZIjRacv699p4T39H+rfF8pMlBu0CNSMLAn1ZG73HMIoXZmI3ZODDui0jBGAPP92Ft4eis2uJxtGAD3NwUZOC1S+IK9cSPfAijiRTjzr8hGPhJWmBEIZKwTtRgJjtdFngomS9fvSJ/t7p2CHNt2YGWHxJE4+j5P8Kpw7JLrj3+HgDAGy9L3eHkkQdw/F3nAADf+eK/BQBs7/VgmQcuLNJ4tdd3eXRNORjq+GQL1/IqGUZsbu66duLyMoVRWHDc3Rsi0ogJmjdbpNxBV1YlH9/bbbvoQhFKfaWW2hKZa71NaxYjjSwYAZRFCZ9AmP09mSPleuRZ7kBLxikQ5xiySHntmjD/3nxLfk6SwO2uAxZDA89zObwqZU8mCfb2VFSFDmGcizgMHCAscEAsII61RUfEZpE7jwZ1F3Ps0WDazgxYHwnDwDk3KWvUGA+GNGOtX0SMROJKiA7t8Czf2w8818rNGFm0tOZTDTAi50BdnpIcTgZQuT1JWri2pg6tN+y12xhQDPfhd0ph/NSZ47h+TYq3k56iLQ3a+9L+zln4jEljt73BXQ5i9zZmkcJszMZsHBj3RaQAwNUVFKar7R/F+lfgO2PZnLtsf2SQk2s/F8tq30szB5XtUkp8PGJF3ouQcne6dk2ijoXGBPuX/wAAcOyUSHt96Jf+Co4/+SQA4PWnpLbQbMhuvLXTw+XPSwdDEVNBFDkm2vySgG8OrS05KfCEEUPJnd3zC9QqKmvGlT2MsX1bdoARP+fKGiOFIkVVLc+N2tkbJx7z4DlxoEqSkYMkL1PyezIiNLc0iPmeA0qD+4HndA60Uh9HsdvdpxaVymAsHMTXY1vOlsDOjrRJCf93AKEsy1xeX1KTIclLBFra545eFhnGY2l/KltzeYXXn+RO232BbeK8nO5m7jqyCcZs26lNwPqaHN/vtjEJtYvA41HCVyNfPjCeyR2jMU/o7sQ6xcqhVdcu7/YkghqPPYSMqrJUvR3IAK0HSAmL1lpLPpi49kCaaY3Ic90M7U5ZPlhRHCNj/eLKW1JrecfDD+MsoePXrmzIOUrjQEsVtoW1NTk/twDf/56KiH/quE8WBfFSKPIUhWL3qVe3Ni8f8uMf+3FcfkP8Ey6xf/7sN5/BudNi7vKjn/gYAOCPv/gVLJGYc/xBaSc+/dSzAICbd8aI2MZTTcUnP/VT+Prnf1eugiHdNz77W6gsyDlGbSlIDvlFGU0mGNPqLWVL68jRZaytiOCFPgh+UEE50bBQplkVjzxbICfWQouEkyRBXJEbuTwvhbtHHpPrTybfhuGDriSb0noOAZmQUzE/X3Vhd7tD3wdLKrf1HFpPC1lFkTo0H+te8DzPiX74vh6ngjNAoF8kTFMK9ePQFqb6KURx1S2MPBwePDiJQ6WG+4E7x4RztrstC82DZ09inhqQY9KD87yG48fkvqepHLe1dQspuSOhr+1B0ryb8yA/zFHVJ0kXY7btajU9fugITgGt26rEnezubLtFIeKzWQYFctLX9bPv0mPEtktEJFVV+ea2KDFWV2imJX7pu8+s9nUxv9DG87C2Jq1GbTFu3dxAsyKphBrNTsYZcq7glRo5NQMpmiOfGv7c65ilD7MxG7NxYNwnkYKBsR4W5ldw4jSVbClC0d2VAsrXv/RlPPakhPcvvik8hKBaQ5WtrN4+6aFlhi3yr7f2pDg4HLAYlSWIqFC8uyWyWZ/5X34NY9pvrS3K7n14bQ6HD0sasH5cdusLrworrzkXu7Zph0jFfn+MPJWdecAVOop81x7yQ20Fyo6QjIcurK5yd0jzAoWKskB2hVdfkoLqYJyh1ZKd9NzDAsh69eULaKxK2+7qVQH6DEcJjhxZ42eVMLirgJtg6mxUOvEWDzUWpNR0Ns9zV3gLXEtUPR5K59mgAsHGM64wpmg9FZ+xdorW85kyWGunkmdaSzYGJRQURYYjpeDyDFg9KoXdSSph8NWLV1EhqM33VO24hYxeCn7AIpvVkH4Rqa8ITLYErUGDTEWNFCajEpWqoC1TFhA9hva1Zh3DkXAORmwJriwfQ0D5s/5A7kHA+5oW06hOO4Ke56FCvoWCngCgSgXoSqTcFHUjg0txNIqwRY6NDUHXamG13xs4Z7Ib6VW+JseHcexS8nsds0hhNmZjNg6M+yNSsECZGxS5j6Ulgcr2u5LL54lEAnMrc3jzGr0PCA2O/RJrh8SA6ux7jwIAuv2beO5lKSKGVeZZhCg3RgYFMeEPPy477mPvO4aNS7ID1YzsGO//S38RV18T6/Q3XhLV4OacvFapV9DtEbfO3TjNciQqTEo3oCDynaxZxuKf7rxB0HAW9IA6UBmMWeQqWFwddNXtCQhDwrhXZCc7drTpNBnaXYmMBv0EN2/IHJXcbSoxPRFrPkYD2f2MUZGVHDXWJVSgNAiMgz6XTrSU0QYsbEHocKl+kQGgtRK3C7NwVloE/hR8pu+jG5cKtwp0WnNz+oWyiHpl4yYsJfRcLm88PP+CaF+cOiX3cWG+hTBW7QMc+Eyd7gi+T0Ymd+8o9lBvyL1yugqoOfm1hOI0IfP2IPCRs7Vt+LXZ39t3EZ+m7QW1DgIfTixWW8D1Wh21BbnGO7flngVR4Pgq6k3q8/5UwgoOH1GIvkQkeWaccnOey/1sNCLEZK0mrGkpt8aiVOT2PY/7Y1GAhFb7+/t46dvyQU+ekRt25rSEw7tb2zhPpdwkkYmtVap446VX5PiHxDTmsff+GC6/9hk5jg/CI+8UzoRFgG8+KyG57wuGoXbkSdQ6L8jvRnKjvv6FP8KNC6K2/MRPfgIAEBt5IG7tj5DnctMCElOOnTiELNeKPqvRWYomC0wD0mQVP2FQosaCV5KqpLlFwFB46EhPDN8DD1V2V7Y3BfVY5J4zj23NU7E5t5gQKelcsH0N26ehuVEBlnrkvhCGx6dlKRwATENnNZYxxiLwtUrIhdEa9yW3GnhqswKl6wSF5HpEMMit2tJNMReBPrhGcRDy88q1W7j0lqRuLTqLz83X0ajLZ97c2uGcRlg9LAv3Ho2FlRQWxwVKnedAJdwriAI53yQVxGFZWGf8mrLjMd6TRaTRjGGpfhSF5GLExln2KWpVv6hxHMNywZ9QczEvCnR2JQXhdxieybEwL50W5bIMqBw2P9+CIbR3dUUK32FQR8LrHbHA7Pmek47vUBdyagBjYb63SdufOmbpw2zMxmwcGPdNpFBaC9/3sLQgrT01id28KYU7zyQ4d1baUAlRXu84cxIhw+Nn//VvAgBWji/h/R+RwtSFN2SHWVqTFOPkmcO48YakJc8+LX4RTz/1DNaOUwvRyCr/yU/+DFbXfxQA4HM3M02i5SYdgAzODlF4vl9BnbJdkcLoJhnWT4nJzDZ3v/5NKUadeeAx3Lzxppx3PDVyKRVHzwJZRCGRPCuQc+eqVKT3vrQUoE25MUXEhV4Jw7bmZMzee6D4eINmQ+ZqQExFngMeeRyxK3Lx+u8aiuozXupCYbf7GLh2mJrjFEwf/LviVsUuNBsNtFVgxCqN2DjvBRWryenPkOe5C9H73MXNwEPJ/UzblJ29PrJSDFY8RjHqo1Cp1FwfX30fyqJweonKCo2i0LEv55nGbt6UVNSYOSQTjeDk8vNxhtwxWuWrVKuRx5CmqFJezQnjBKEruCpWo1aLECiHAUxzG3L9w+EAYwrpzLUaPIfFAr1CVNdyOOwjZ3vcWcqxqJwWmVOJvtcxixRmYzZm48B4W5GCMWYewP8F4BHIZvc3AFwE8FsATgLYAPAL1tr29zkPQt+H5/kOpGOZg/bG0n6Zq1Zx4h0C2mhy5zj9wZ/HZEfqDHWKhV7f2EBtSURWK5H87aXXXgcArBw+i0/9tf8EAPDct78BAPj61y+iR/mxIJRV+a03t/EzP/cfAwCqc7Ki79yRXH5uq4/NXUGX3SSjb2t7gB/9uAi65LT+sqWHWzcFUTmg1VqDaLNL5y8gp4eBSpf5vo8KdRdUeVjRfaPBwK3eynpcWJpDlR4PKgw67FdxjBZu3/qWGOKqBZkpPFioYSwFTtMCFVfs09ZlgIQ7qDpgOZ+DMoVHVqoCnEyeO/kwlVQrXeHOuhqBcjfGkzFSRjbOutWHo3UaFibVti3PM4fEVIGXvMiQcne3jCz6gw6278i8nT0jxceYBeYwCF19Rn08PK90DlEpWZWV2gLm5yS/v3n90oF70O213dyPefx4NEBIgJQWmBNXBMwcuzRh7WduqYFQQWgDZbYGTp4uoaBtyJZ3XKtgSGXnfRbXq1HLFW/jqhY5facr4VGp2yM3pXlX2/5ex9tNH/4+gH9nrf15Y0wEoAbgfwTwlLX2fzXG/B0AfwfiL/mnDgvLPrWPy1fki3z1mtz0dz0qvfh6AGScyICy4cNXvoGFxz8OAPB8ee2FF1+Af1Fu6JF1STe++ZzQn//ws5/HRz4sxz/8pKgsVRuLMCMJQReaEu5dubaBpz73LwEA5578CQBAoyU3ZevGVeRjeah/7pc/Jef/0tOYsJtQU12+RoS81OqwhO0Ji1LGm9xVaGRhqlpxSDbL8HvESrnxfIxJse60KSVeFshSVSRSVd8JblyjfyFl1iukAjeaLXCdxcYG9RjvkjnXBSCsVFBG6q6s9F55kIOghpLoxsyqsnHhcAnao7dOQShEtaKficXFcQqUB4VMrLXICk09iIZU9GAYOOEShRJHUfjvpRvGL530eRRR2p3dnyTtIvApU19XunQLTcqgbyfyfOx1trEeP8Tj5PicxcXJKHHoT8/XnwYj2sbNM+2dp0v5zu4ePE5EgzDnehQ7XEVEZfIzZ0/hDq31xiSnDfbHvMYYTRKslIBmixzjkaQxcSwpzuLCmlsE3DPG7K5aidFgGnOv44dOH4wxLQAfBQ1krbWptbYD4NMAPsPDPgPgL/6w7zEbszEbf/7j7UQKpwHsAPinxpjHADwP4L8FsGat3QQAa+2mMWb1Xk4mO4SBge4scmlt9W5Yb2JxTgqGh+k0XVaruP60ON2PiGILqy1c2JRo46HTgkY8ckxe27jcQTmWYt/u89LK7NxO8fH/9K8AANZJl97+tV/D174mKsEeUXJrq2NaLwAAIABJREFUZyRisZ5FJZZrfPFr0rZcXV3F/r7s4P6S7BgLC3VYioiMSUBSstLc3Jxr903D6whFpkhAthPpZVGrVBzysN2WNMZ4IdYP0XyFTfLReAfXaHRbkmBQr9Px+vAy9niNGXvwceA545d6U651d68P02NrNFd3bdKrre9IUsoDMHf141VgRP0IisIiT7TIppJuAXyVDGMEIOIiipQkNoJv5AWBmw9NGYIgcJZsoRYwm1U3l4WVeWNEDRQGNlRzXbaTAw8TzoOqP8coYA2JWRU51/4deR9jPIdWVQGbZJIg4T3rXResi6ZrKCMcPSo7eaMxjWrUBGZuUUhNyWiCCUWB1HKuYDF0OEwQ+LLLnzwpz1+/u+tIgttbqjAeYHlN0h6lfqv8XBgFTjrvXsfbKTQGAN4L4B9Ya98DYAhJFe5pGGP+ljHmOWPMcyPt9c7GbMzG/+/j7UQKNwHctNZ+i///LGRR2DLGrDNKWAew/b3+2Fr76wB+HQAOLS9b3/fh+dbtcKp2G1emxbe4Kb979RVhPY5HNUQ0ZVVBkKCxit0NiQJuEqF49n1SeNy7/U0snZF/X70khcZrV17Cv/mHvw4AePid8tpqrY6zZ2SVj1uybi4uC5Iw2V3EOVKV22wxmnoNr74qBc8bt5nT+cfQbMkOVG8Kj0Lz4LwcO1TcClltsBmGbLVOlHJLhEuWpmgyx1U649ZWx1GJrdWdZQIv1B3XwQYBAL3eAFt35FaEPO9cNcTqmrS3sozMz1HirNC1sDZFOFqXs7L8gUocuN06VZCTsiXzAhkpyN5dgqieazsqyqmEz91ah7Y5Laa1h1xbtqOh2y1V7LbRbCGI9H19zqN8pqJIcfSYRJntPba4PeOQoOodEkWRQ332KLWXOtPczDFQE7ap0zRD+V0RjhZPa9UYi/SwCFnbqNVj5xDley0e2cMCZfWMmd5HAPD9EuOx1LvSRAVffXhG5mplXX5ev7qFWCnbRH0qf8XzjGvD3uv4oSMFa+0dADeMMQ/yV58AcB7A7wL4Ff7uVwB84Yd9j9mYjdn48x9vt/vw3wD4TXYergD4zyALzW8bY/4mgOsA/vL3O4kxlOkydorZJsb+wXOPAQBCdPDsM5Lnt+9I3vexj30UR8+KOWyfCh/DYYZmkyAX7lIX/kSCmUprHn/4uX8FYOr5+Jf/y7+NL//uvwYAfO4L/0bO++Ofxgd+VGDT3/g9EVk5c+5hAMDa0RVY8jHOvP/HAABXX3sdJcVhbxOi2ulMcO6dJwGIaCowhRIXeYq4osIezLWDKiwoRcaFfWnpKH/GuH5ZQFd1di2Wl4Grb8nvJgl5F3M1J8M14c4/5M5++a3rGDNnXV6WtuU7Hz3lZMJv3ZSf48nE1Qus29GVA1E6RqSKjOZ55iIgB2giV6JejzDm1pmlKtyS3iVzrgIvxrEXtZugWg4WcDoQCmjyjHECrNpq3N/rON+H61fl+Th9ep3XmGA8VD8H8gyqISZa0+AcTSYpiph6DmTaWvp5VMLARUwV3oP9ve5UnMZTQVaZq7lmExH5KjW2jqPIh2HkkfSlBrF+8izaewKQmvD6LSO5IvKcAMzOjgDx8nQAW9Jhi0xIYyy2NiVqXV8TAFdzUTQ5VtdXEVeEx3Ov420tCtbalwC8/3u89Ikf9FwG4uqryrYaMn71qW/x/12UOdWNWBR74aUXUKUO4+KK3IBRdwenTkgrcvHkuwAAK69KqvDay69gUJEH9uw5uewrr19Aj8Wi1rJM5LNPfQV71+ULOU96cpcaeIfX1vDGRfky3rooBc0HP/QQvvE0adRjfai2kPAhZkcSTzwheo/t3Zu4wYLgOgkvtZVFrK3Lv8M9ea+EbUgUDSwvS1GxSwu8paUGFhbkxNdvyAM8zhJkBU1k+ZBmVpGBFtbKQ6RO15cuXUO1qkYv7GvPzWHMsNs65SW2GuG5gqGmeUVe3tVaVK4G236ej5Rf6JQnK0vrKNZ6r31/qgClpLGpFmToIIR+oGQj36En/ZKqRnmJdlsW5KVF1cSUv9ve3kaRy5yusThbDWP377bUxZGXPgwXtEqgvAmasdgMY/IJJsQpBLHvio6azsRUFfd9oEsSU1m0+FoFR48+CgDodDY4x8uoxvLstGptfs67iGUqUkVsR26q6BHFORyormaBkIV2GC6mLHIPxymaC/IdudcxQzTOxmzMxoFx33AfZEU0U+09FrlG3C2LInNW4/U5avPbBDc3NgAAS+d+AQBw5uwabn/z9wAAV579GgDgoQ9/AACwttJEh+rG29sSqj3/yktotiQq+OW/8XMAgLJIsXdHdo/5ZVll/+TLXwUAvH71Ct68IOCotViiiB/5xV/BJz4u7Mvf/i15735ewe1tiQYqdGZanJfC4MKCh4uXxOA2o49DGNcQEHDkUTyjQdru8qHD6O6qzZg6OaUOAaeSbsNxipCF2QpD0AmLVkEYAVAjWvnd/q51Iii5M6mFc0kKXVqgu3wxpT2zLRv60TSlYMswIw5/kkwc50ENZpPJ3S5WqlBtnQq1Ih81nUizwlG39ekobek81rQFOBhkrhW6SJ1MpRi3WvMYsWAXBHL8aNJDmUmkcPSkFJi3bryO5UWJ1s69TyLJ6xck9N7a2XG7tqaBoe/BqqtX7aCpbeh5IH0HaSL3CfAxSVR/UaKH/a3zmCeXYWntJABglcXiXnvobPF2thnN5Dl8Fegh1Xo8mbh70O9JtNEbUo6vMNgnR+dexyxSmI3ZmI0D476IFAwMPC+AscVd0lHkI3Al9rwYSUaM/1B+PvjoI0iGsoI+83//GgDg4Q9/CstHBRjy5kvfBADsbcrucOS9fxWrRlbSzuf/MQBgaWkBg5Hkfp/7zc8DAA6vN3D1uhRuTqxLK6tRl53uuZfPo9slA60qx/zO3/97+Nn/4q8DAH6JFvO//mufwfU7NAVdEFDUG5ekWNSohJgksh6/+rqwJTeu38a7H5NGTkTmXaWi+v8D2Ex+d+iQfLYbtzYwJsNyeUl2HbvfhU+h0YDrfcz5m0xSFJzTRlPaq74x6PdowpqqxkHq2oMKi9YRBAaG9YUa56MS+W4HH/RV3Fbh0Ziqj1DuzfeME1DRXTD0Atf+1NZlRjPeKPRQ+CqvJmeyRQZjtB7Bekcp6scAsE+nr5QR1FyzipUVmaMFRmuNRow7u3I/JqlEfNX6irv2oE+fzpZEHfVJggb/3db2d+AhYxSjbVmFZ8dBjEZDjtfucJ4Bg44UdFX4p9Wah0ddh4IFz8UV4W4E/lvY3lSVazIukwJJftA8OAx8N38Z625V8kVgjBMavtdxXywKFhallYKVotcU765iIQvzNbz3x4W3kI2l03D+pat411nBqj/yE0JT/vof/D947ANPAAAai7QiuyjIw+NP/BjKWFKFNdqSjQYTdBlmXnlDvuTffilDyaLc8RPyQL7rI3LOB86exvZYbsDvflYWkRvbV/G7/+AfAQA6fXmYh2nhlH/aXSkOqsXYmSceRX8o+PWMQhwWwKhPDAC/lL2ePEDNeoSAX6ohyVX9QR+elQf3o58WDsbFl7+MN85vAJgW+6p1KkkjQ8EC34R03Dj0ENPKTi3ouv0hCqY0iQOV0YTF9+D5uljLK1Fg0ScnRTsSManW1paOW6ECLLVqFVGsxq9yPVlSTolbyg2IlGTlYZxoukFMgLEI1dGZ7zUapxiO1M5Nftaoh1irRqhWBbPSadMYKEsxzwU85RfJL0NHX2/flsW6ZLrhe6F7FsOQ6NnIRwQlkk0t6uRnFdWaFK4rxJh0211kJMK1iRk5fOQUCv6tFniH+7LotFaPolIXpOKtG7KAjSdDBIVKwlPxyjeuGKs07SqtA8LAg2f+/BCNszEbs/Ef4LgvIgVAJMpgjVP6VUkwsKXW70/QbcsqfOeq7KDpxKDalJbR9qakBfPrDYwK2ZmjVdkJrj0vfeDnn/oajp0km60lYfit209jcVmijV/+r4Uu/c//0W9gr88UgSt7hcXISy8+jcFQzvHTPy4FzNubGd73hEQqI6IRz//Gq67wpVgEjwWi8XiIgMVHwxg98Eo0iEo7ckx2h4uvS0Gz1xliZUl2nVpdQn8EPgZdmYerRFMuLZ3EfI0oS9JlNbzO8wy+LxFIuyO7SlwJptbl3C3hl1helDntdWXuKawN3/PdTqgoyvEkc/FxRH3DiBiMZn0ObdK6p8IuU1Nb5QGEoecs7gsWKbXfb2HhEbviqdSdNc60RYuQRWmc+a6v8+5pETDCLlXBtZBZqy25LdHZtO3ecXOkvrUNhvlx7E8ZkfOSivhBgBoRqf2+RH6qRel7ocNVTNim9k2C/lie05xFWaQFLCn7GSOijidzFXsPoLIkO355jTiFnLqYEK8QubYYrRYRt4zMXPoVVV30fa9jFinMxmzMxoFxn0QKFrAlLAyMpyrB/MlcuigLXLsgysof+6mPAAB2b13C+Ze/DUBaLwAwv76GfaozdzuyeofMvV985nOoRYKAXFo/CQD48E98DDdoTvvtr8m54nDKO3jjvHDtd2//n3KlZoBGJNHA2Z+RttVXv/gP4Xvyu/WzYlLbqIYImEuqqEiLTkenzrwDJ89IFPPsN0UABl6E3oBtQSPFsKOHJf/d3+9gQDkxq/4JeYlFts86exJR3L45QkFWXTaS2kOdkcXqoTVklHQrreze9UYFYzL0VEQ1DAPnGaE1Qs9X2bSpVXvAvDpNU4xZe4h5jep3EUVAHCs3QP4uzy2GQ9nF1BXKWh+wWme4qzUKEWzRfxeupWqg+5m6V9nCc8K0nqpoc6fe2+mjzh1/aYWt0TTFkCIoUSQ7fxhXJWLFtGDoaY3Aq4C/ckChPE/ce4LXERHt2Gg00KP2RcioMG4E6OxzrmgDmCJHje8fRRL55Yk8t3tvfscJzKQsBBvPg9U+siJCfR81upupJ8l4rHNVfk+JvT9rzCKF2ZiN2Tgw7otIwcDA9wIU1jroa+Aw8HJMACAl2GW0K7vhuXd+GOOOQI2f+Yb8bE6AE4cFlNJqUriTeV93fxdPf1UATaEnvgGLSxWsEt68zjzvxI8+hqeeEdBKn1N05qzsyk98/MN46neEI7F7VVSOmovzWDgimPNLLwpXoooa3v8jAmn9+tPP87PIyv6VL34d594pUOxTh6QLsrXXwZ1d+Qz9p0XG7b3vE5j2wvLUHl5btfNLi7h18yCH33olcnZSMlbRJ+Qt5HbifqdW7YORdYKfFe7yQeRjn4Kwasbaor15UeR3yY1p9d9Hg23QEXenkFX/KLbw2E1QD0rjefBZDXeW8QB81lZCZ/bK+2/MNFJQwmKRozQHW9eeZxGykxKFU48JAJikHvxQPvvGdblnO9s1PPpog9dEObZKzb2vsg77HakBHD95Bi3yCW5fk8jMWh9JQvFcak6khB7PNRuoch4UXFYLAxdlqDJSv7+PgRoKk5PS70obcjjaR255X8iMDP3AqXUpuMz3A6cNofcnjuWepEnq6hz3Ou6PRcHIl9/HlBijN0eLQAYGRS7IrP2B3BRcKnH8AVFd/snmeQDAK6++6fTyCKLDVRqkhEGJMVt63VJ+jgsPvX0J1z7yCZFee+u1b2ORkm8Jpa/adFZ+88IO3vdxcaTOe3Izjx1dxagrD8XP/+r/AAD44r/8p3jmK5KO7FJea3db3vMnP/5uRIF8lrmmPAidbhe7tKEb8rNv78gxa2s19Ls0IjHysJaldW7GRSwpQpCHrh3Y68jxBVOBvPSciIvKt5W5dbThxpz01JMkcZgMz2ELiDIMDYa5GuGoJZ7n+uUqJ6eGKsPRGKOxov9ojRaH7suraUeeWYzVxIT9duPs6aYPtK4Dvg/nW6fpVGlLeOYgp0LJdTCeU25WjkdeFOhyjmo1KexGURWGqNL2pizMc/TUuHXtMoKWLOBqUrzf20WfSi4qN1fhl9HCw8Kq4A06u1L8HQ1SNNkGVVu3XnfoiraaZiphDGZKe1a5PM/3p54OTL+KHOh2FLVIt+xEzxUhin6wr/ksfZiN2ZiNA+O+iRTCQKIErYmos9HUhNRDHMiOOOCquL+1D2zKDnCCbMMnH6/g6jVZ5c88KnJsWviq1lpY/KCkFOcviPns9Vs7aJND8MU/+n05Lqw6i7ImCzidnhSNXnv+WZw6J8XEkyelTZlUfVx6QwqGqeCZ8J7Hn8B3npOIZkL3qDnuMK3WIh5/XNqgBUFMt3ev4vYdtuFY0XrjohQ5B8MFh5hbpU1eJQ5w5w7t1ChUWvFiRC3ZsZoNaZtmpRzjwcOIsnCtQj7b1k4XfkGgEltYw+HA2a5VyKDUQpXnWcQs4uVkBVpjnf+AYvL1Jg4GBTww6vCmhbLFeYbQDIk7nQFsly1JO41iAAHoqOhLECpL0nMRhEYshedN25h8TYFZvhe41xq8n5U4Rm8gcxNuy2u9Xh/L62w3sr157MH3AgBuXXoOg01JPdKUKs3jkeOMhLy2VkvmfTwOEbBAW2tIJDKZTODzuQrpLuYPN5CQddnpSVTXYhGy1lh0bl4qiRfHEWqa6oVahJwWY9W6r8lWfV7kUzGbexyzSGE2ZmM2Doz7IlIADIKAKz2XqTBWaC1FQMscoa98drr8lCEqrA1sXZG87b0f+glcfE1al92JRAXv+4TIO/SvXUJ1TcRTPvmYaBvcePXruHJLCnavvCatyTwPUWN+vLgkOaAKZqTDCapWdvcXn5H3uXxlG4OerMZXXhe2ZIgCY8J+Vf7snY+JUMugv4tXXxdAVYWOQt3RBBUW7FqEHKcsKF2+solzD54EANy5LX+HInICpT2CtVYPHcPp0xLF7N8SmO5+X84/Go3QpKFqa152oiQdYTBU3wRtV8L5OOTcdQL+NKUPA7V0Z5vSC+Cz5aZaC7prJmmBoKp5L3d7zzhGpErYJ1nmeAtpqoUDFiPzzPlVcFNGlhdO3EQjBltalzvr+2u0Wea5K1L2e7LL5/UC3e5UKAYADq8HmNBnwVKGfuNNAQ1FcQv77at8TxWjBVoVmVMFYhFThSgao9uTSKTWZNSWlejRNFgl68KwhrkF1mxYCM6pFRFXW/A8lejTFqN1gKn5eTnv7u6e45OEBK09cE7a9pPxW7h0QZ7Jex33xaJgjKQHnj+9oXFFTS3kmGQytckqWbodTzKcPCsWcY++T8K87u4tfOQ/+hkAwNf+rXQa6i2pGh9ejdHfkjD/rTdksqteHafOSoFxe1OU465e2ceY15HmkrI89LAoSFfXErzFBSjw5eYcOXIIZVNuyuqapDGXXnrR6fj77MFfIEJxZ7mO99N05PXzUiDt9n34sTwUe3uqIjUNTVMqQTPyx+nTh5FACpMXX5Tzjhp17O1LrzsmGWfOqEt06VyZM2oYLi2twQ+ZXqjXRDolz5QsaClxyfeNQxAqrmAyThz9mt9drDRkMT68vowRH9ZORy32IiRUYVJqRZb57kuryEYdxkzJPpoCAJ4gGDHVe/Q86/6txWrlKhSFccVH1XQcD6cYg702EYTVseNljAay8A+YWq4fOYaSIXzOVKtSbUJ3MSUd2Ug+1Nr6A5iMpYtQFlTDxpSzoe2H8WiIVvOkzEchnQ5dQLMsRxiQVEUDnzCqOiWsXT4nZVk4XEWNeIwdKppXqlWnnn2vY5Y+zMZszMaBcV9ECoChRbh1Ks6eVhxLRW0ZcOF3Ih6Veg1vvCZ4gvmmhPl5uo8TS2I9/8EPCBbg8stfAgDYh84g25VU4fqWrLy7/QFM/hwA4LHHiQuIL+LqbVm1VfG3c0uYa6uPnMbl1/8EANDjBX3ogx/Ex35RwrWFFXnvF57+HPb/xR/Ie1CoMKLM1vbePr78rOhNzs1PnYsyhohqkOqbKQ/gwnmJBn7qkx8FALQWge0t0qnXJWIZpW1cviiR0NqaYDWaxBjAWozJZgyp/lHaAK052dUXmVLcuHkdo8lB/kHKtqaJgUJ5wLw9gTHw2Y7LiDjsMUQ/vDIPG7MvTGXjZFw4TEKhfAsbuNaz7tSqLh15kUM5qoiLMR6MUYEW4iA8b8o1cfR7GWmeY3lFIrPFJYn8Nq5eRcj2YcRUcTQcYeuOFlwVEcqIKHkL8y05x/FjgjjtdXcxosW9E6vhnPWHHcSR3JeQaM4k3UNJQ19tSVZDg5yfVZ/vlEa6RQYkAVMsRiwWFgVbmPW64iym6FD97AmLoZVaE436Cn6QMYsUZmM2ZuPAuD8iBWNhTIE48hFzBVVhTu21SBFJ/l3h7mOsBSqyMt4k/73ViNA8LRHCwoLUGQb9/03OkVXxnl/67+W0f/jPAADjV99EQdXn4yffBwB4/8c+gY0XZZf/xh9L63K7LRHD7rdfQWtddr2c9MHnvvk85ppy3cPRHwIA2jv7eNd7hTk56Eie+eGP/wgA4PyLz+Mbz4lU22jAPDVJcGhZVvQRi1DveljAMq++8joW56SotLlFRN7ueSQ9RTJKtLG4uoK+ajCM5Bp1h1w/fBJ3NqWQevPWBgAgSUssLkukMBrK5zPwEVMOLKabUkFQUFrmMCpqwv1kbWEeS4uy+97akhy615ddamcvgz5iq6uC+EyrKQpGFirKkiQ5AoKb8nIq/QZIO9EB2tRPoiihprfOTcszznvBcst1wDcDtPfVH4ROXn6IGkVW5xfUgHUK5tK6R856wJ07W1hdkPOfPSsRZS0v0B9K+1vrF9WaXGOvt+tqFjmjiVZrETWq+Fq2ggsY7HfkWYir8poKqsD4MCpkS2PaRqOO9p5Eu6Ga8QYh0kILrqw9sY1biSPU1DPkHsd9sSh4AOLAwLfG2ZxNUhXzYOiVZwhZdWxQD68sSlfJ3tmSh3r7+gjzSxsAgEeeEBzBuz75t+W119/Aa0+JsvPeTXmA55vziBdlGp770mcBAD/yqb+GxXVZUB5+txScvvKMaCoO9gwWViRsa1LIYlAfY3FNvoTnqT59c3OCd/+IdDje/Q65Xsrs4dEP/iz2tsXA9tuXBG1pS4uHT8hD8RMfFnj04mFZVA4tt7C1KR2Go8fkM3372VuoNtgbJ9HqyIlDuHhBjhtOpLCnvfj2ThtcbzHf1O6GRXtXFpF5Um/XllawcV0WjyVa4ClS8PbmjjNCUeLaeJIhh3y+Y8dkMVYl6U6njW329jsUDjl16oSjWCt24dbNbYdgLXm/VaNzOEhQ5Ac1Gq0tpmYwShBDjpJphnYyHMYFBhmLcyod7/uB6yL0aQcXBAGqhDe35vgcjmVBbzbrKGgYfPOGPAuLi01U+UVWAZvI178bOIi3m6tRH8lYJebZzcpzJ4yiSNBqgyZAKBH7xOb0evwwFjEVzPXaTJqiUiHSlWlVUshr/X4Xg776593bmKUPszEbs3Fg3BeRgu97aDXrqFYrKFiI0b6vylwVtnDh2GSsRqOek+NSQk9RBHjtOxL6X3vlBQDA4lHBJizUduGxaPbgOYb23SGuXpHwbXNPds2vfeGfYUykXBrIe464Q7YW6+jS8EXDwgI5XnlVvCACUpWbyx6uvymYgsEWi4ml7DDbN1qYkFcwvyBRhxd4uEOTm7L64wCAbz/9EgAg84CMRceXX5ZW0+adCWJqOO535fq3d9qI1EbeSghf70qkEFer8Ev53WNP/AUAwJUL38QkkderxDBMskyozJgiFBtNmdtqZ4T+QCIRRc4NRl1cfFN/J8cvUxCmLDOXDjYasnuffsdZvPXWa3JfqLrs+SX2dtiPJwYlJgU4TaZoRJ/RATwpLAJTTUdbTuXd3LBTHUeVeavzOibjwnEwnJ1fUbrW5fIyuS8JiVphBcMeVbDbEvWE8RRz4RGp6DQjM4uQNPOE7eQgBprc5eOK3PfBoO+OG4zkXiRjiQriehOFJ3Nb43O+fPg0hmOJXseB/JwkA9Rrcj5Ffe7Qp2SSZa6Aea9jFinMxmzMxoHxtiIFY8x/B+A/h1QAX4XYxq0D+FcAFgG8AOCXrSIv/pRhAeS2QFwJMaJCcUp2mBa0wtB3O3PJQpUw3vR1yZPr9SruULhzeyTcga1XBCD0vif+ApaWJU9uHhVeRLT9CnwFu6glkuej9KQg1d6TcyWkCvc2dwFSuCtEjyVJiTfoBTE3zxZcaWGIylukk9POLdmpjx6t4QSx6WPmhVklxLXrEqn8/ueEmn3qtBQB72yOYYjmvHKVQKVRhpUVIuW6WpSdoN9nLYbFqtCTnH6pteIKUzvb0ubqDzP4VBJWi/b9O9socrblWI/IMpVgE58HmSLZkUxg4eeqJCzzp9JkURS461ZwTWPuMIKafIY+60BhGCOOlRtB/gRrAEmldMXHwCkmx441qHm1NcZJ+KVkXGoU4QeBqyUoD8CYHIOBRHxN1lPGw4mLRqtOzo5TawsMaOu2vUO6dFHi0UckCo08ZX7KOU296Z6PQV8+Z1ypAZznJJVrLFEChjUF7vIFP3sznkO1KfN9m8XhO9ttlKlEKh55Iq2FdWSjHj+X+n7UOGchGirhd4/jh44UjDFHAPwqgPdbax+BaHj/IoC/B+D/sNaeBdAG8Dd/2PeYjdmYjT//8XZrCgGAqjEmA1ADsAng4wD+Kl//DID/CcA/+LNOYowRG/BR4krGVbojaToURxEy7gAqOBLHEdJEW1jyWqu14s5x9Yqs6PVFybdevfQ6PvIR4UHcvPAUAGD9yEOoHJbdsrMvu2rZXEX/oqy88y0atqZyrjRpwDfy/v2eOiJ5qNJE9LH3yc4x6oych0Cd+Xq5Si2HTogP/6gY5968zHZUvYHKguzgN9k2SzzZmcpJgpVVaS0+8E7h6G/e3EG9XufcyBwFXokegVJjWqoP2V40MKhTf6HclJy+KIGoQom4B8QlyStS+HuyY41YuxmMprbwC/NNfmYGf14Jn+CcEYU+AhcdAAlrBJ2uRA/D3ggVyC42HApcPE0LlFbBN6wRhYT6VgxStgdVft0Yz0F9VcvBwLpOhA6FyMPkUyanr3X+tdWdAAAgAElEQVSGEANK6g/Jd/B9H3lxsCWaswZVlkCD0Z0Xyu/GkwkuX5a60aG1EzyODNH+lrtGrbGg4mGgTFWyKYuihxpNgQ3b8Ib1CROEKG2Dx0vUOJnsYTRqc57luTq8/AGMRlLT6tLZTAFinjVOev9exw+9KFhrbxlj/neIs/QYwJcAPA+gY1U1ArgJ4Mj3vQjfw9J8FZNxgbkFmawukYSq1RhHAQ4Rpbe7K+FTlhWumBTyZmeTEep80B8kxblSk3N86xvfwef+5T8HADzyqCAPTzx0FI0FuWmPzsnP57/6b7HAgt3SCTFoefRROce1197AHr0dHqar9O5OG1vbEmq/RdPZwA9BWT34sdzYO3tyc25eeRWerx4JcgseOH0O6VH54l/4gqAdMz5gf/FTT6LLPvsev+zNuRgVXmPg6dIZYO2wfKmqsZqwsGfvWwWHIqNvgO/7LsTd25J+uxfEaNK8pnNTFiyPD9j8XBNgG0+/UKU1KL7LAFa5EuNJDi9Q91l5JLbuXMVoIPe2xkXN9wr0Gcpbnn91TTAbyc0bMPZubUZZ85UGoYIjvlHa1JQkdbdAj5LLcqOYgQaWIlngRpzTMisR+ori7PMzk0rtBRiSNEYAJPq9vjvvjRuCHVCBn73dXYAp59IitRpjDyHncv3wSQDA0aMryErZDFQbs8Y2Z5q0MRxs8TUazBYparUW/y2f886NC2hwYamTfFVv6GfbRZn9YIvC20kfFgB8GsApAIcB1AH89Pc49HvWPo0xf8sY85wx5rnu4Afro87GbMzG/3fj7aQPPw7gqrV2BwCMMZ8D8CEA88aYgNHCUQC3v9cfW2t/HcCvA8Cpo6v29tY+DHyAGnbKb9CCkk1zeMSjN+sxzzFVK7Zk7aXjMcaU3hqQoadmm3FYxyGCjK5fFIDOA+d20DwtoXzAFfW9H/wo+j2JRm5dlnCstiBszI9+8gH8/md/R66NoJ0HzpzEnS3hTyhOpNfvudU9ZXGrQTRbYTeBQFb7D7xPwEhLKzW8+JaalMpnP31cIodrb25id1d28oSfc26p5cAu2nPq7A3gkaVXPSI7hmUr7uatO/C4Bxw5JEzOhfk5BGx1FVR6Ho0H2NtjYYx5ieL05+fq2NvnXNaUNxA6XwM1A9YdzPPCKUOQ6cDLr34Zva7i/2U+qpWK04PssR23taU7ZOFao2GsNOwcJZ21cnJl6vWKe1/VK9Tt6IB4j6fRlYcaP0OXMni+X3XtyShQPw6Z4zQrsL/PAiPTmObCHLo9pkVdyvsRHWsQ4OQ7JEgeMOrNMw9zLWlJMktCtzNyEm2AthjZ/p5fhFeRiGV8Z58fwHcRmcc0zWZdjMcDXqcclqfyBkdOPgQ/+A5+kPF2WpLXAXzQGFMzYuz3CQDnAXwFwM/zmF8B8IW38R6zMRuz8ec83k5N4VvGmM9C2o45gBchO//vA/hXxpj/mb/7je93rqIA+oMSZZFiOJYdQlmSU+NROBmqo/SBNKZwXoU+W2VZUSJNVSWYuwJkR2rGPh54QAqB+1V17ZkgoShq2JQddPv6LVRWRRBlMRfuw7UXRJvh/CTArbbsiLc7Utz50JPnEJPd12V+6nkG1SrFOQlRvXVLPlseBHjmq2J+e+TnfxYAEJkCX/2SFD9Pk4X3+LukJmL9Nrpkve3cojeALd1O98i5k/Lz0Qfwx18UGHe/J68tLKkRbIySWgVjzlnTziFkoU7bc54fY31deArdnuyMhw5L/SWZdDEgV2OOwCOJ1OQ4ZVfaUp2aphFcyZ95ViKn1FqWsS5RlEhT2U011zTkIORpBpaLsH5Y7k+ajZxQqfXUwWnq9aiq2UkyLUyqTkPGqG00Tpzxa1RVV6gQeamqyPLzre0NuY7CoCgV2i33vzcaTrUkeOE7e+r1EADX5JeHViVqazWb2CXc+/JVKVCePLyOI8dkvnN27uv0vSxNOPWG5L32wggG6m+p5sGZA2Ip92U0kmv0bgFp+V2gru8z3lb3wVr7dwH83e/69RUAj/+g5ypLC8/3HE1WiSAagsNaV8muqbKxzZHSOqs1JxNZrzWRUgSjxlREi0VhWGLrmqjnPPDYxwAAXr6H7iUJ/VNqKZrJNjZf+yIAwGfn4Mh7xPjl5jN/AlMy9mOfeDT0HHGLTQjErQb6HUljAi5Yk4ncnCRL3AOwQcGWk498AD/5MTGqSVJWqNfkvS9e3MbuLpFtLSkMjkcj13kZ0s7s5p03QXNq3N6Uhy+O1jif1pFlRqRQ+4ciF7ZbEmi8KIYX6nnl821c3ZD5Scd3ofRkjn3jA3xIG3W53naHD6Q3lRofMaWDZ1An92I0UjqwhzBSOjU7GNSCNNZDTOUqZ83mec61WTVZwsigwXSn1yXWJVWT4gwxu1mG54ri0L1eYRq2uFh3at+6YGn50gSRk5/PaPwymaR3Wd+pSQ7xG16JCud2cZ6F217bIStVU3Gc5c7IZcx0d0wuxqi36whf6hSeFxOMBjJHdf5dWSTIh3LcPO0KmvOSlvb2byMZq1HwvY0ZonE2ZmM2Doz7gvtQlhZJUqBejw7o1QMSKgJifDHiinflqtQu51o1REwvAqIHaxW4sFrbPxqSdvtd1Gqyao/Jc7jVvYn1FVnlD52T9mN14T2YPyrtz1e/8mW5xqH6NFRw9qygIW9sSPrw6muvY3lRjn/wAQn9v/2dC66FpuIgFVqAAQYTFrBepqbj0VPH8WOf/jQA4MtfkLbpb/+2vHezEUIDJsRsz/keEobhz35LEJthGDl0XmdPIoubt2XXqbVCLLSI4+dd7+7tY31N0iSlo09GQ2ekWmHLUNONZDhGc152IjUYSZLU0a8TWtCN1eshiJ1uYlaoiWoKYGpiAgiqT3UhlesS8L761dAVOpVD4HmeKxgm7MHbPEViFVNAsRpP04nQcRK0oNpozDnVaZUwW1pexs62PFt67/TZ6Q8TWLJFVczFWs95NISBFr/lL1qtmkPeThj5wZvyMx58SNLYtbU1VJsS5UZEl7ZW5Blqb73lUgRTlRRkf/sWcorTJNSzDPwAKdOtYMJi9lgLnjmiSJ+7exuzSGE2ZmM2Doz7IlKw1mIyLtDvt53VOYjhVkmrQa+PjIWkBFOD0lpV22byuzTP3OquMmGaq9myBIjTP/GoCKosXPOR5OQweLJCR2UFflOihhNnpQXX2ZNaRFxroPTVtkvFS/tIc1nJ/ZrspFHsI2LumTJPVpm1ZrOCQyuSD+5sSWHqj576Cq7dlOJTThHQvbZEM8O0BkO03qTNvDMrHfBI22jGC6ZSdVXZdU6fkppClvZc3tvgztTtd/DyqyJnd+q0IPKCMICX8x5M5HpVjCReCRwicMy233gyAnFVCCty/MKK3LOKX3Uow9FIIhdhISqXgWCnYirG6+zkWStozsVOF6HhcugCEyLDFAlZ5NYZQjXpcBVFbJUOC+cQZVn/mCRjx5vod+T4jY1tp+OgheMGBUrCsHTPldYDqrXYfT5VgKuwxbvYqmOe7lLVKp+TvT7SgiC3K8KYTbMSu11GR/TBWAsl2mvNPYiIrdzbN0REyJgQcZVte7Z7/bAG3d8nI6klFanUX/w4dDyVex33xaJQWiDNS1SqFRe6DAloqjA0naSZUxfWYk6/P3EVZv0yDMYplhelMr50/AiPlxvV7bQxYSh/44LgFB782M/h9p+I4MmNr0uj5J0/9asYbgmab25dMAxLD0qh8eWv/gv06R9o6TS9utqE8eVmX3pduhXjsYjGAMDCnArF0Aey2cATTwpc+RJdrb/69U28dVnQkGCYOmZ4WHollpdZkR4qgq9wqZZVxWskGDDNqTIdKKDhe4nOtlx3hxqKc3NLyEl+2t2RBWhpuYWYSMlBj01vdhMWFxpod0j4Me4rgpKLXlHIe9aplzlqt1HwwVU4pTFAxPA7Y9Gt9IGUqZCG/mqWUm+E6FMqXb+WtigRcNMoiGUOohC+z8VXJd5Zdc3SietMWKYunXYHNQqqVKljubfRnWodUk9TIdAWnkNg6gKdTBL4XA3qPMehw4ItqdeqWFpY5kdnYXCSok9cQ8Yux/Wbb2J+UTs5co83nxVZ+UPrJ/HoYyL2s7Qiz/J41MPmVpf/Ji4kK5yFYEpxFcX7FGnpuk73Ombpw2zMxmwcGPdFpGCtRZrlqFRrTmdPsQb7LJiVMK7XbI3uKnBUay3mRNG80FEBVGgcunpYWmXX33oZKdF3tymp1f2DLt7xTokCRtc2AADf+Xe/jRNnjgMAwjVJBy5fpJDJfomskN1jriW7Q7NRBwMWGI/99axEp82+M1MgsEBkyhK3bwhm4eyZk3ytigkdhs+/JmlEtaq0ZosTJ+V6rpI6PRwnrs2W0kDBWuNCRdUbee55IT8FfoCIbb56U1ukwCp76ONUST4FYnIG5rj7DUdq0WZcYa3CnalRC5DwbzWs3r4lbdbIDxz1WDkBeZY7xKGFRkLW3VNf+Rx0ju60O84ZO2D7DyXQakn0VatRDCf1HfdhQixClml0EDjsgtKrg9BzGJchFZz9wHcpiMqyKUkpzTIn5KOeDVk2QIMcgyr5NUr537t+A52OPLuFS2OHKDJFVCod3QM76PAaMh/NFYkcsnKAG9ckkqwT9ZikGfq9g/4Q1Th2fhyKtjQe70lZIkv/nLgPszEbs/Ef5rgvIgVArMR7g6GzA1MBiclkaieuEYCKrQAeCkV3MX/f2+sirsjfXr0hu2TvRVlR11ZbLtooeUxvfwNvfEsqZXd6iii7jKiUHaDboVjneUEbBn4NMDSKXZAVfWd7F919+duGix4iZzB65LAU+149z+JSEmPrtuwix06IuOtP/qWP4vd+S2objxAzf4NKr+1BgsGA8mqa/+6OkCe643IYi8DT4h1zeObtRQ4YZ3/OqCDOkadaBGWBLwgQcnt/4KzUPeYTicK2b91Gn+jMeTIpT586iyuXRDauz6hNW2BxGCLjNqiRS5oXKIyKpbDVmCTQ4qOzfON+lea+U2eOWGDLC4vB5GCx15oSBesSKSMRbqSA8RBXtYVJcJzxACJelWLtedbxCtRKTnfNuBJPvRfI2qxUAmdBPz/H4iBbwum4i4zzVifnBUUMqMwcn+EwCJCyldvfl3OtH5b2dprl2NqWqKtC4Naxo6dw4qRICd6+dZXnSjHhPKsZsCIyizzHgICsex2zSGE2ZmM2Doz7JlIw8AFYV312ehne9BI1B9Xqr/D4VZ9fjkkSH9tb9EdkX6sk6GV/3zoRjRqZlpVaC9d2pNp7/S3ZmRfm5vHguyTXDvakS6FOSpt3duBTnnuB9YZROkKbkmjzc9R82N5Ezmr8FiHHy0sCPU3ziXNd+uYzAlB64YUK9vYkGnj3e07K9RBIE8Uh2vuyQ7tKdr0+bcep2K1vULINqrurz/mbb9Tw+JOywzz37PMAgEkaYEzDWBVMHQz6rg137YYwM0sKqnT29ui5AFTY3mwdeifm9+lhcV3EQlN2GkbpyBUafCjgxzUi3KhWKvBzzYHl/uiub+A7GbapXJ51ICDD1ovnG7drhyr2y2uNQx/2Lg8I+enBJ7gpt5qHwz0f9rts7auej4CaBQB9RzzPWcWr/ofWdxbmW8hSvUaNcBMnG6hCNEnax9ISoeicl+Vl+f/e7h30CHnOCbvudpqwhiAulbe3QJ6rfKGCyqgfkeeuxnKv4z5aFCCVQ86M1YoP/1/kpeu96aJwMMxh8acE2l0p6CkpZJV06bw9dA9OpzsNxwvIjdIiV1ZmeOZLQu5cIvHnKEPp/OZ1bLwpX/JeX96nVgmd+MheW75I1WqE1hyxCLtyY0/Qs2G3v49rG1SEZtjnDVLXVn394gavgzd4MkajKV/UCrH7PkYYM4QO+KDBm3JFEi1eqU6h76G7K/PxnselzXrpjduYkHBzjcXBlckCBlW5tiiQtEr5C2EYocZWpzpkv/H8VzEY0DyGIjUmkc9bFCViFks1pK+GEQJ+0VK6TkeV2HlFqNtzzkXKWOu+5KpqZI1FHKpZLudolDiavaagEVWnsrxAzvdUpGSaFSDNZroBWQuU0y8aMP2SeYGPlHOl/KJ6s44K09CMG0+TviXVag31BhGbhTp0Gwz5zKjKte9FYMaEBRr++CR5tepz5JYAEyI3+8MtflmAghdZ2tyZ2KhQi26g1vwpgiZ/xpilD7MxG7NxYNw3kYL0ggx0GVRRDOcOZCS9AKb6eSW8u1Z5pgp57pb5CXfanR3Z+Spx6EA3Za7hcoKVNSkOPfYeoSoXaRcbVyUkbm9IgadDZePH3v8u1Agyun1bdt40AUIy7VxrLaziKCOUgrj/3YGkImmaIQi5HpNBicJDSFXfhBZuDrvveaix5XXu3BkAwPbmbVy5LLu741hkmduxciI3fe5IeZnhpZcvAABOnxUnJy+2GLQHnGfKpaUFYhrQLi1LG2yV6USWF+462rTRi6MSqaY0ROIFxPBPRiVKRj+K+CvSxCFT9d6OhkOEkaIQiVokqMoPQwRs82aJyquV8JgWqZ9ElqUOpKNtQXMX2tDns1A463rAi5TOrTtuARWT1ohh+jxaF1lo9BqGIWLyWSyjgYXFeV7DCEgC/k4igBs3bmF3R6LMOTJ3jx874aTUwlB+emChtMwRMSJSX45eb895YnhEl+ZZgSRReTy5RE17jOe7ebjXMYsUZmM2ZuPAuC8iBQPJfWVBU6FPrQipSIedyms5hG3uDnMhQwnXulSue0Y14DQZwJCZpw5DZVFgb4/6BU3JiU+dPuykzjauSPFxry3RxjPfvIgFmskeWZWdcXV1GTeuyXEevRC3t3ewtCjiGTGFNjPqGBSFhSV/49gxec/O3gBD5uY7lP2Cc8mKsbNF2a++gJdWlqtOQ2J7W3b7LC8deEW9A7Qr1x+IUAgAXKBzlYF1EVassmzWdz6et25J4VDboVHoYzySz6IaBGEUOZAVWCxcWRNRlslkiL1dqUss0oTW9zPsUBsiC9Ubcrq7D1kHSseUbIuAgNGJMgblB4uKbJ8uLq45WbVU5dWC6Z6nEWLBn15ROLVlfXZ838NU/lUfMkYTeQET6nXonPZQlnTPon9llc5P8cI89rflnmkkEgShezb1Pff3By4aqNH2XtWrs7Rwz/ooJbzci+ER4g3DCCodudqHCtlae1dE5P1ge/99sShYyINhrYWnkt3flRb4xncqvaX74KVrMpcubvLEGERfx7SSXFrrCD269kSh74pzN2/SAGbfotmUAxoM2xCwSp8MMEqV0yCIyah1BmVBOjdv8PFHmrixKV/g1QXBHZx7XCjX1y9fRHtb3mtAQZK19QayVJ2r6RysRaZx6pCKw6F8QUeDgZsrvenNuQrS3faB300LsJn7zIrvj4LQ9eMXWFDt93OnUOw75J78XRiG2NunDV1FrnVlbRGs9SEkwvLOLZmLaj1y4inLdJ1eWGghji9zLmWR3G/3EMbabZB7tZfs8xo8xDEp3Ll8McLIc9Z2OS/OFoGjHke+hNIBv6hlmaNPLk3JjkBeWKcKpR0Pe1dbxDg7uinHQyv8qhwV2hIpOyM+v6jXNiSlS/IhSn65qySUDQYTh+HIXEcgR42oyHmmGd39Di8idJZ9qju6t7+PjFZ2KkSU57nDdWhKoXSHH3RBAGbpw2zMxmx817gvIgUDiQys9Vy4ZDx74JgS5TRS0NDOmx7vUgoULvLTaKOwmTuPrvwlt81Rmrpes9qVp6nnQndFpWnMaMsSObEUm3tCq379wufx+AfIpiTiMDclQk92u+E+C4i5RAwPvv8UNjc/AwC4s0UvgTBEpUYhkkx2hXGq0l5TRKDD5JsSCXdaj6FilkxcSqGhsbbPCmsdLZkZGYyZKjbv7UjIHcURajX1SmM/nn8w6A/h687IAuZoksEyZamQwl1wfvrDxIW6/YG2HysYctfLUkXhAQ0yEBXRqEXIJMmcRJqKnPhBgFpVIhst9PW7beTaYuTny9iyNZ5xitdqGBH6Bpa7apkz6igKtae4yztC/u8Z6yIK3X3jOESDtvH9rszfzib9M0Lfze1oLM9Qt9N3cxmGch2N+rzzuhj2KCjEua3WKw5FqcPzCuSUzsud+U7glHOUJ+LzmfY98wNHC7NIYTZmYzYOjPsiUtCaguTIWi/Qrd/cdRyLRLrCH6CJ23/vn7q7atTheZ5b7bUWoXnl3cenqUWnI6tws0mHoEB2ndEoh00iviYr+vXhCBs3qOJ7RvLD3e0xDh8VyS0vkYji1vmnAQDnhwbdIVtZkYqVWFhKyil/on2dTkpzdSwvyHVoe6nXGSAMtI3HXXswxgKt7QvuJu192X18hC46Uos9Y+BYj77WYVC64p2i4jIWtOIoRsDXFCyTjDOABb3dQnLhw4ek1jJI+gDBSNlEahHbd/oYjdR4d4XnHaJDe/c++37aGvS9HIvzcr7Dx0XFezQcodOWaGNhXs5x6sQxvHlJahUaZGpwMJ4kML6ChTTKNNO2N302PN/AeKwv0EWrKJWhCSfAoo+MLYFkrNEOI6F6wHPFTktCaz/1uQhGayHc0budPRSpFGaPPixM2N6+siBzZEbuX8ao0IdBkxZyrJlje3sLxrFj9XvA6w5Dx2i913FfLAoGhg/73f3U78IrWutCL10wrC2mWnr2rsXEpQ/a157ah2kodXfrVpFyLkUwgYMLj+VZxhy1CR94xzJu32ZRcVEeyPX1CfZoZaf05CLNUJbSkTh2lKIvR+XLuPGdt3D9OivSVXlwqrUEA2obLrbki736XlkItu4MXTqjqU4lDrEwL0Wo4yekQHX+9dsOPRdol4WfKSsKQsmn+oqe7yFnkbXkXB05uowh/Q4LZ+qioTfQmK/xd9q/Lx1pzTJVuLkpi2DglWiyiOaTPm7LsZtvfZ/FhSWX/nVJC9bC8fxcw+EDtrdkjifjoZORH3OBqUQVVCoyz6kiKieajhXQZytgaO6VU0iz04q0pXsCNbUoCkXPes5uQIv/1gKDoeJC+CVUE5nAh+GirecMg4pL9ZSwlowTbG2S7HSaxC86hnfHuwh5vooWTYsMUSxzeuodD8k5sj/BDrs81jVPeN2+j4AL4r2OWfowG7MxGwfGfREpWFhYW8IYcxf6SkNdhnO2OBDqy+9U8+9u+vBdBxgtFk2P+W50l0QW3BGNquMaVKoyNfW60oBpHzYOsXxI2mtbbGFW/Rb61MTT9tyhQ3OYUGRj2KOoCXfceiXCT35M2pNvvCpqzghqOHRUduGNq1KsAjEP83Mh5uZlF+x1JXRZXa6jTpw9SilWHj2ygDffEmyB8ii02GUn6VRj0Cg5ybrIIqMScpblbkescXeKa3KOQTdH5Np8TK/qVQzIIylSbQVKpHPkyNq0xcwbs7PbdSrHebbPn4krNM5TTGRMXoTNrbtn7X2RjPMKA+urJJ/Me1kABPW558QwuorjGJ4SnaxED5Va1RWWh1qwQ+na2A67oFGShSsw58RQHIhecZCEZcsphkYjs3SSI+Dx6pzuBcCdnQ0AwJWLLwMATp4S1Krn+xiO5PMVvHt+HGN3X+7x/rfktcGo7TggPT5zK8sSxS4uLGN/l+HuPY5ZpDAbszEbB8b3jRSMMf8EwM8C2LbWPsLfLQL4LQAnAWwA+AVrbZuekn8fwM8AGAH469baF77/ZRiI4IV3V4HxILJMVmU9noIg/l3H31V1NG6VV3CP5oXWIdumbRrj2mwRMeVRHLhW0xzZidoiC+Oa22lPn5DcztgRdmgAu0dseyPKcfy0MCs7+1JbuH5JVvYPPPEkTh+XvPHBd0teuPH6JdTpHXH9knArum3uQnnXKTAvrkj9YDTsIWENImVxLM2m7VoFZB2mBV0yHmJ/j4xMft40TV2CbLnT3Lp1Bz/1yZ8AALz+soinqHRcpVbF7duyS0ZEQCbjDHME2CjOp1aXzzYeTVAjb2I8JPW7KGHIW9Bb0FpYRMS8vteTa4xjqaesrDVc1DNOKF5bWPSJsrQs5mX5GDkdsHI+Cx7ZlY247oBSyko9fuoBjMdyr65tSI3Ig0Fpv0v5mExL4wGW5rH/b3vfGmNLdpX37ao6dd6nn7fve+bOnbnYMwy2AScZByJZGIRBYISSSFhEWIBkRUKCRJECFj9QfiAlAiUkEiFxAjGJLAMhBIzFw8bBcULwmBnA874z9/3qvt19u/ucPo86p6r2zo/1rV3n9L3D9B379m1QrdGdc7pOnapd+1TtvfZa3/q+gOqwzhlfwq3UeBWNOzjrGaoVrZllQFCZZX+2qMDxj/UtAT4NSXxz6vRJZOzUfl9ne+OrKkcMeDljfc1IZ07a2GwzjrW4hPPZedyP7cdT+ASAD+7Z9lMAPu+cOwfg8/wbECn6c/z3UQC/dF+tKa200h66vaWn4Jz7ojHmzJ7N3wfg/Xz/qwC+AOAnuf2/Opm+v2SMmTfGHHfOrf5V5xDwkgFg74opBEExcu+NKUjCQunbNNVUUHkVNOT6hcBX1+l5RO2HtOLEttfrMeok6dQ1o8Y2xkmKBj2Ks+eeBgA0lqvYuCKz+8Ut5VUYoVOj9iHXtitMF9ajANcvysx58r2i0NQ5ehVf/N3PAgBqnF3PPSbaE2k+xEsvS9Vmh4KxoRki4qzDSRDjsfNaA7tGZsSdbVljLi+30SUN2+ISr82F2L5DAFSLmP1ajD/5388CANrUrVxekczLaDTCI48IAYjSuA2HI/T6sphXfUel/xoNAuySP0Bp4IMgQEwuBoX/5jl8XcEcU6851/nLJ87h1nWp7qxUZPZDfYzxhMe1Cqzq+UxUtId/odGsIogUmCa/9fUrVxDSw2o1lZatCktKd60hiauaQbAeCZYxA2StQaCUbtIyf5/E4d3xqygqoPoKLw9DhzFjMbc3ZkmIT5w8gqjKLNgm+7jaQnOOOiWEeHcaHWzt8F6jF7jTlXjXhYtD7HR3cD/2dgONR/VBd86tGmNWuP0kgA0KDZsAACAASURBVOtT+93gtr9yUChsKtAzxdQjFhS1DB7GaGBUVmuqpEGJVIo6isJl04CX7h9FhQBsTRl70gmGnsFYFX4ZLBwNYakncPuWpN6eeuf34/1/X9zZzhdEmNbGDSyRZOPsN38bAODKq8J4tH79VexuyfGPPC2fLR17FE88Icy9q12y5uTy8K6cOYnsOZGGW1/TB7CCdltuxQUWGyGwGCWKkJTjDweW7U79Td2javY7HjuOb/078pC/8bq4rpXOIp5/TtzNXtexX+TwtWod83N8MOmqbxmHbldrJegmR+yzar1A2LHfq7XY401ikrcEMBio6jWfroxiv5deedEjN5sUakWaeWyG8jDa2MHwnlHWpoDBvNFohNFI2lulm50kuccdwGMHsinyE01/czKYjL30nE4UaWp9iXU2VmEWOXej3fIaI6pzkWcOMZcZqTJNZcZPfJ2O9O0RlqyPhgPUqQVRicnAlFnPkjUhD+NwkKC/K/ffTpeK2ERH1pt1XyeyX/taBxrvVbh9T+IXY8xHjTHPGWOeGyb3p4pbWmmlPTh7u57CbV0WGGOOA1jn9hsATk/tdwrArXsdwDn3cQAfB4Djy8tEHE2PH7PIRjcztCjIvVJg09UrCAIpCQYQBbNjlCw3ptl8gSCIPFZelaeqtdjPCmO6ydWqzHhxHHjP4+J5mdmT/q/iG7/nHwEAnvl+Qd+99Lnfw5BBqKtvvAwA2CbAZGdnjIRT3HO//wkAQLtTQ+ekzNrbRlz+tdsiFba5fRkt8kFqie5oNMKY7Mm7VHwScKJczCJ1ERR1ORqnANOIrYYEK+cXOri5Id8dU3h1/fo11KuqTSDHOros7uruborXSNRiqLrVnGuh0ZYlS0zAT5+VnKNk4tvbYmp3kmVesUupxgCDMFTxWwYh+VkcVRAoIY1TqbgIgddNIDoTEXK7F/HKcunUec5KRffVqyEaTa1NEC9lnEy8R9FqUWGJyNBuz3mKs5iScgFSjJimjGJtv3qiFvNUBtvZkYDgcAwUldNaFg/PwK3ehnqpnY7TCnEPXmo1W/4YAR2nm7duot+TaxgO5HdUmr1J1/pt+7W36yl8GsBH+P4jAH5navsPGbFnAHTfKp5QWmmlHS7bT0ryU5Cg4rIx5gaAnwHwLwH8hjHmRwFcA/APufvvQdKRFyApyR++n8Y4Z/wIqp6CegLOoQCdQ2GbhSegKcbAGM+ZEO6pDguMA0h5ppVotUrVswUrpHQ0TDwJqLooFpQwr9dh6FFYtvX6zauofEF0IcKKzPI373Txde98EgCwdusyAODl1+T12MoK3vOMaARev/ACAGCcZciHMuMOqdc4Yjxjd2vk6b6OnWX8IBugO5S1fDLk+nqcY4nkn8dPyvr0hZfFmxmkOeoNypRzHXxt7TYSVi8qSCsMQhw7PsfjMv3IwGd1MkBCYlDD9Xg2GnomZq3nUyazxcUO5rlO7u5I+m88ybyaksZr4lYbE7IVq3BtvSZtzbIMc6yRuL0m/WcQwzDGoz9xLQ4lxQp47okquQuSJPQUZhPWc4wmKWAaPAc9EAs0GyooKwceUlEsCi0yq3EG5WWziGOtdWANiWqTZCkScmWMRsoWXfXTcEUD6QACp0RC9PwIyGo02j4ONOYS+/F3vAtbdyTovLNL5uijK7h6QwLdCp6K6Y1Z66bSmfuz/WQfPvwmH33gHvs6AD92Xy3A1MLBFa6/km0ojbm18MDuovQ3uJuUBdbXOgS6oy4PggChLyLSpYJDsyHBHCVjGSUJEjIAKcqx7pV+My+wou5pp30Uq9dliaCKy85aTCBLiTC4wabJMXYnY1y/Lg9rlUHOheU5XLgieIATpyQCf5QBol5vFxMqQDeb6rq2kOVy0y8uyWschJiI5475FSmuqXKJk6LqXduA7e/tDNEkknB7lwGq3QliEqhU2LZ0VYJcLnSoc/8j81yCzDd8IVLK9mr5s7UphiP5rg7ojUZt6uaXxtaqNY9tgGW9AsuqAaBLgdmIHIa1uIEsV9ZqFlCZEDX+RhNfks16hDhEra6Ykjb7dBuJnoP3WK0aexr5wUjaprHIai1CqIOCLkuy3ONBCsYmDgqpwyTTe1czXtYvgVTEJktzz1n55FOCch0mcu7t7ZsYj6S/72zIZFNrnsEjZ2TdcOOa/LZrm0NfIr+XhdoEQVk6XVpppX11dihqHwAHay0CE/jZd7peQf5G4St6Ykbrc9P6vSAICiotxYubIjWpKako1mo162fOlLOPs9YHGhWxNlb5MzvxKSTPojx2iDmltCkr/vXvfjcuvCSy9Fmq1YDiAQyyka8QfJQS90l/DfNELYKu39qqhGPsGIhiFYUVdz9ChDkyGU+I4TfVENtDCWZ+5fn/AwBozcvMmGz3EZrKzLWPJtbL2QeBiqcaOM5wT79HSr8HrG24emUdI86uSVNcdRvOY0T3e0Kqs/mquOCddh05XfqJIv+abS8irJiRySRFhdfs3XBW+2ZpigmDoJHKq5uiwrHGFF8Yhgp09YKquuRqNZsUDgIsZ/ZOewENsmwPWP5sEPrUqQq+OK6F6tUQ47SoDwEkKOrLtPmtnPfQJMs96rP41HnhmXGm3ob19RiXLsvMr6X+kyRFn6nFMYOQf/bsH6C3LUvPCe+/nc11pBOWemstUOEyFFSF+7TSUyittNJm7JB4CorZt4VnoGkXjv7GTH2qoz69C6Co+XfWIFdSzGiWOyEKgylef3mZTKzH1uee/NX4ungNUGmDnLN+/RgpKMXmICcHtjaED6BenccwVYlzmdGPLoqnUIlz1Kk5+pfP/z85PKpYoP5Eb12CcoYEnXOtJhTLcfz4IttTwY2rUm+RkFNgMnKoU+B0bVXiE+2OHCOOY0/R1qOCVqNdR5tBxN2BtPXY0QUYzlxvvCopUQXJrBw/jTmiId94TYJda+t3EARNHo8ema9jSNBRqTWShQxHAywtSXpVlZ8CYwsVpVARpPK1NE39b6w/TzIYocoUoMaI8jzDJKFn0JDAZCVgNaPNkTM4aP00GCHkbNpUGflJ5sFfGqvSAFYlrvobSXkmKnGACpGSKRmwHdtTiYu4mOexCIwPhmoFr50KjKsCVZbqPhEMClZrAIhsjvOv/flMfwQAwlgrZvX6CL7Lcx+D26+VnkJppZU2Y4fGUzBMQfhogRJn2iK7EJC40wWeR8tHWwuiTQurkW4CPjTlCJfDKfCJ42EUGWT0LPp9Xb/lcImClpiqm5Ior1BZKAyV2i30bbJQuvh1hFWJLyy0uUZkTcDl6z0EMaPUYwXcjGC25XhHKHF/5HGpq58/uYBXnvsCAKDGNNvt23f8utFrWNjcQ5irhgSy9AAyhH7drmV2kbEYZ6T5ouDpaLCDKmf3ATkNQkdKcUxw8XWKyNLrOHliBTs71J3QFCOZg0bjocchj9mfzbkO7twRT0grKDutJiIeT70wBRHVKpWCGctqjCgQbVEAvXFBdhrRGzh5+hsAAHkomY/u6jUYZgCUV6Hb3/WEvhV6Nu1WC5bHUB1SnXqDMEZMjw91Zg7yHHmqaVDqbegtkVvPgqQpT2cdoojXoGxPNveivYV0Abi/9d6UMmghCmF5rykjVZ4YTFRg1sdrNBMU+ft1v3ZIBgWDAAEfbCU8md3DuQIFFmizg9DfMOqiOVivMDzWugWi5YwJME40haU/TojJriod6zLCepdLA3vKgWcQePyDYY7auNC7fE7ucyEroa/aOS5Mz/N1eRg2vvgnuL2m4rAMUC7UvKCsYSBwOJQlQLxVwalHJV21tSXHWFyoo6ZLJg4AqxtbCIdyPC2MWjomwcvN9R42KTJjecM02y1s3JbAZJoxCBkAg6640O2mLEUUk7/QqfmHZcx+uXn9JizXTkpmpuneMDKoz8v5Rz3Zf7zdQ0ZJuDaXV5kFWjX57gLZqLUgrb878IVWmoOPwsinCrUuIq5EAB/aWzdEb0MngywHwgpp5EgmU6+PMUlnhXN2ewPo/acYB11yudz6+2ieg1mSJMgyRYwO2Ea954x/uCOKAluDKY0JpQi0/lo0dRiFSqUWw1kNBOv9GniRm9GIRV7IfLDc1/lMCQube1YfvLmVy4fSSittxg6Jp+AA41jhKFvuKYrpSVqLlKQCiXR8k1GR7p1HqslIHVUiP6PrrGzt2AOUDN2T3FkYT/rMQKaiQ0zgA4wK0klG1s/4u1PVfurtvMj04PHjUv3W6TSwsCSUbnfWxR0fjXIEJHaZkDzj7DlBRM4dPYNb16RK0lI+bH5xGY+fezevXWbvxusXce2afFc9nK1tkpiGGZos3e7tygxdiWIcWxEvYGMj4eUFvgLRC6nSNQ5dgLNnpN2DvgCWtrczRFTFUu/q9tod9neAO5uCzgtZq9BqtVBvyP7DRNO8PaQ16iCQ+i30v0+GJJkFkGV5iozeSUzqtziOvQc3SXe5n7QnCEJEXFKqTkRgmkUaG4UZX1Mhf6sCFeB8Ra5fzjiLGj0azU1aq5xwwJjoWV16wuW+1DplTQ2c9WAoozJ3unxwqa/HUfFcEwSo8FxKKpvnFm6iNT3qpWlbC2m9/VrpKZRWWmkzdig8BaFeD+GcK0AXvuahIFX1gCaft5w+igZaIvixjmlEDcLkNvckGNNitSof72HRroCwBHvGTZtPQBwJ6k1qQlSMT8NVqlqPD4ypDKTprY0NIR596slHkZDnYDCSWbW3NsL6TVb8LcsxVjskfg23MTdP6fWGkLIceeJJuJrQWIy3pCYgNG+gzTW5YTpOvYLABnjno8cAAJcvXuGxqrhEAd3c8VbIAhxZllhCjfUQc0xzGpvh5g1JRVrOoI1WjFZbPlcVKJurTHwNhmCdOqHTUWhQZcBzgwHHnUkf2aL00ckTAuHdJUHtoD/yfTvvpL/rjSqSkQYYqc2YGTjOqkGka3OmY6tV4ZMAfCDR5jk8bT4n0katjoTwZgU7aXA2rESeDCUioW7NWq9bqt6D6kRUgtCL9mqwMh+nXt8yoECvCQJfiWs8UZDGx5z3VHdYRxFV6r52JOe9PDfXQCtTJS56X4xtxFGI6l/HQKODcveZqRqG2ZoGeZ2tfZACKr1gxSQYv59/8KdOpBFh57MVhfScjhfAdDZjir2F565ogJHnrjeMD1Iq7r5Zr6FO9KQW+4wTGU1ePb+KPhl5Rwx2dTodhNQyGDCA9NrrgoisX3kVi0cFn6DlvmFtgh7Vm/NAbrRrNzd9PYRlgKrCeoSvO/0OvPd7PwQA6P+nnwcAXHh9HZkjt19Hjtvr7mJ1Q8hjGgMJVl69JgPHypGjWCGT9fptWcYsLzRRqeuAKAHPtVtyvctHFrGyKEE5HTguXbyELVWH5nXWqwbJUI7X5WAQk3HoTndbK76xyXa1Oy3PUxjz4Wq22hgniguRweDUqcfYF0VWI2VwE9aSdQu+3gYokKw6GFhoMZNBaDTrQPyDcUg5UFSIzlRClSgoWJb0PJWoyNBolsC43Gc/lFtymqVKb7wmmbHyDD7FoUjdyWjoBX8XWMaumAdnAtRqZaCxtNJK+yrsUHgKcA65zREgmEqpzFKpAVNLC5ox7h4ByXyqUowpKU0XmqAon5jyBDQ4U6Q3na+bKDTC5KUaV/xMlHhyxAJZmTAfHwYBGgzYdZriEndJb+YyoNERVF9IMdnBYAff/gHhxw2MzD6vvfCiXFEYYP2WLD2OrMixRoMhanUKugYyGw+6I7Q6MlOcPisSaztr4pEsnD2K8y98Wc4/J7Ngx42QM39/6rjM5Neu7mJ1k+lDutzVGjUWejvobQtiUwO1165teC9A8SEDllxfuXgd73jkWwAAq2S77u1OUKNH8bfe/fUAgKPHVvDc80JVd+HCJQCFrL1FhomXZiNOwAy95oWnNYNBpMQlTOlqvUCj0YAn5rFFYDpm1aUuKW2eoUaoqd4TSsfmbC7EiwByejW1ah0Bb4wx6z4UR+IC5zEak7Qo6daSfDvR1Lj16e6UHkA85YkqhkGD4UGYI/bLI3olUeAZyYd9OVelyHPeRTb0VlZ6CqWVVtqMHQ5PAQIKgoOvcCxsGuU1y/Qs2/aSsRQAKI0RWOVmCBwqfhwsopXGA5mKiktNE2WZgkc0zWnQ3ZaZQtOQeT5BxNG7SjTfTneITQaQFpckFTlQdGGawTIQ1GxTm6Ddwi1qJT7x9LsAAOPkT6VdzZYnH7lxU2Z+E1qcPiV8DTFZlx8/9xgmY7no7TviWWxSMaj/0rOYcP3bI8Py8rG2RwluEdhUq9XB5vqUbqst19RoRRgNWR3JWERUr2KXdGMqytrh/qFzuHRD2jHosz2bI1RixlYi8QrOX7iKek3JS8XrGLDvTpw8jh3qdO7uUIC3PQ9DMd4m19K72zteXerkCeGS2Ol12Y9Djwj0wKqgignbazRdWW3A5rNcDFrJGUYVBKECkxTI5vxNFkaMPTB9OholqDP9qSSqWW6RqzCvphAR+HtnnteuyN3xOPX3ifUgpoIgqMHUroFDvVEEuAGgy8Cks9Ois/uzQzEoGGMQhQGjqVp4dNdewJ4HOgjuzeFYLDP2lGE745cUHulg3T32m23b9DHzzCFV+bCsCIbqw5iQ78+YACldyu2dW9ymy5OoGMR4SfFCHdcvi2xYl9yMGeuHs7FFyDz+OJEvXFvdwvq6YACWl+S13amh2hDcQUqGIRNKgCpLhj5HnlQUHxsApDkPNXJvIpw8Wee5WFrMgqsAdbQZyErG8pBPRrt41zvPyDmZEbh8m8hJa3DpEslkuNQxFYMJB5u11S47wfq+aRBibSJpw7Ur61iYk3MeO04ilsBim4NYZVmut9WuY2FFgrG1liydTpKF6tKFV3y/5PxNUruLhMsSlfqbX1pEiKIfAPgJI80yf+/UucTIsxSO78ekZQ+JTeg0W14V2rUkazIaj5AbJfkpCGEyFpw5faKZtDCmwBgUxWOBR3h6dnMU6uJarq3K5c16A90790fxXi4fSiuttBk7FJ6Cn6ttkQoshivVbDB+CndaVz0lHhN4nv5i5vfLCGum/iYmvMhrIqe75uXmQuMLVvIpOTrZPfeirSkDSNY6OB6XTgSCoKCS03N6CEYQ+vcEHiKbi1CNiQdgCuvxM4IruLO1hqs3iGScP8ZecYhZxBQwZ9dsnkS3J8uLzQ2ZHZrkZQwCwDG9pmmzza2Rf18jviKZDIT5GcCQHkKro4HSbQTEBYxZplxFiMVlSVNOrHgPV2/JcmKcZ94jyzP9HR0qXmBFyXCKds6RAXl9fZffs4iVEu+ILA/iqkGDrMwDFrEdPX4Ely4IXmN7Ta793NMiyVdrVDAek1GZ5DbJZIyIQT/1FNw2ME8h34jIRmWcrkShd8O5AsBknPrfsdno8PpUG8JhzGKtRl1mbYsMCfkaleouqgNZhcFMaPk4CV4wmcJBsE4DFnak+xXPRpvBXq0r0cD3XLuJRSJZ92ulp1BaaaXN2OHwFJyjBJbzVMChJ1+VfayzRRpxKl2pI/VsMGU2+DgNYvJreX4kHoi+V+KLQojWIyqDArk29pj9aY9kFomZZblHSjo/XxYM0QqYGTMWcXvV4uRJmZEJxMPt2xRldTFqpDjTU1bjqidFVeDK5YuvYEzqt/mOrKdDDVqZFLVAZqyjp2TN/drF1z3rryNVW7e35cVsVfh0kyApFxjYgbwPVImq1sALXxHSjyBUIlkGVpM+BkRUzi/KMSeTFAkp4JjtQxhGvqR92Cdwh+vlJJ1gSG9q8458lmfA0RMSZNUags3bm1hekmse0xsY8XU4TBAHGhehCG2WF/R+DCb2+7u+US2S+Vp6Nc16oyhHjpX5OvD1Ly0S2u70hKQ3S0OPttQKykrWQE4gW06X0hmJVwBUnALQmCp7VoCSpo6zLPUpzpgl7WGlAsd7q8Z0c49o0d7urieG3a+VnkJppZU2Y4fGUxBZdINQ+dIUejyFu9A1v6YtQ0x5CD7D6O72KBQebUI/Gmv6MYdDyBiF13pAUbvvaa1UEzEM/Dovowy6VG8UlFuyxfnosM1nYwtBaPyMr9eUJBarqzKjVGPV0SQQyoWII1kz3tkQ7yAIAjRYNZizNn9hoYEuGdWPHBNKsvV1gSgPhxOcPvsEAKB3R7Ih9ShGldHttXWpwRiPAlindQUaIecsngCPnJLj/r0PSg3G8y8+hxuXZSo/tiieziOPCjCrNdfCyy9Sl5Kexdx8B1WStyQEF+Vp5jUgHjkp8YkeOR021nfRIfmsFvttrHfxxhtXpa84G68szaPJWhQFECm8fGtjw8eBKkzjJZM+fGUCvakwMD4OoJ7caKSxIodaXcVv+bu7DP1d6XD1HlW3Mcudh1RnTHMGYQDD+85YrejMMfG3Ees4JoV3qhoWRcVqFWmuz4j3d7FLIeEKCVwV/DUcO/QHU/j9fdihGRSstSyfVtd/dnAIggBBpWBQAsR918CkTzW6qVoHfbB9zrnIMWsZttRb6PtCiKaQo5tldU7zQrSjqLco8PBKABOZAFMCFf648v/AH1cHLBjrC7d2+rL/4pK4sM0oxDZz9TW66BObwxllQ5b91zcGfqFy45oQtPRZINPudHDzmjygjrj4J86eRgT5vMZU1ouv3kKfgrGdednWoPRc5vpY4NLgInUIblzdQUo9i5ysy5ZENivvPIrtXXl463ekL7a3hgh4zQ3Kr+VhjIBoxRUGLR97Qj77o88+7wOCw5Gc00RAlCnuXwbSQb+KnAw3K6e5PHpJUJLOwqdvd4jRiKMA7bb8jpHK5EUBC+qAbk/219/TmtAzVhk++I1qzTMp6aThSaIAX2mlOBkHKc4CgJQ8mKmNUKupUA2LtrTk24S+uKvGgHD7yBGs35ZBPWPaOc8yX7qt81TGAcnmAZLxwcjGlVZaaX9DbT+ycb8C4HsArDvnnua2nwPwvQAmAC4C+GHn3A4/+xiAH4WQ3f+4c+4P37IVTlxsY0I/qiJQzHehsWBzXRaoepSDRzdOBRC9s+49AL3MexG3OMGpA8gUNWaCQvxUlzGqCmTh3bYwKtKaus3Dq6ZqMjRYWmCq3N7yT1jnkNJNv3Fdrm9nW8p4z5w9hgrlzOghY2u7D8OLDlklubg4h61N8RAWqD+h1y5VqNIATf+1Oqdx/AkqEH1BiGDmOjX06TJPVJSVtQSddgs3b0kgbfdlmUlNFCOuyAz32DmpSgzogj//pRdwk6K6p0+cYDvWfV3J4pwsC1qtFqqkLBvsSm1FXJPPjiw3vad35lHxAC5fWUNGpuuYqbjubg9f/vKzPB5FZDkDP/7EaQSUiO/1lAQn8iCqzKlMfWWqitLxGKqVERaoQtUTiSoeKamB6SCU9oxGQ/SIqMwnFb+PZa2GofRhHEYY02sIK1rTQNRlGCLkzZPxzlpf7yKd8N60yp2ZexLnjIFXJQKKq9WpQPf+bD+ewicAfHDPts8BeNo59y4ArwP4GAAYY54C8AMAvp7f+femEIcsrbTS/hrYfrQkv2iMObNn22en/vwSgH/A998H4NecSN5cNsZcAPC3AfzpW5wFDhmcq8F4wgP9jDMpitm4yP4VnGd7vQOgIK2YFq0tUpLTRJd7KN1M6D0D1ZpQll7n6UmBwBVAlSCawqb6c2ll26yrYG1RfVc01vh4impaDqgL+uqLNxGTKGN+Uc6zcmTRX6sGPMOw7ollskxmxEZFXq+uj1DtyM+9wPTgbu8yOsn7AABbW3KyRrOBgGv9O6RyGw0YV8mcF9fNeOuY3CFnjKLP3GG7TRhudxNIpb39PtfvYYzOnLg7EwKKjHHIeQ3KPLy+JtwJ1ShEwsDeeCD9E7kQ/TE5Gaycq95qI+WavEuNyiSRNt66uYUzj5+W466LJ9Lt9mGGstZWbY9xJfFZSiWOtQSGrd68jlpNvLXFBUmHusyiRQhzqyVBViVmTSddTxnXahIQVQnQ7bIeg0HkWGnMUQSp1Us1mCITpjeTZ4kn/lGVrCAoguTBHg83z919ewpfi0DjjwD4db4/CRkk1G5w21uaeNQprKp1KAkF3T4D53EBAYq1QnBXEG/aM89njxU4OKjLpccwcKr6q3TybhqnoNTts7gF2V9/zOJzpaQPw7DApnschK+4mLpyPacprssTuiiqMsBgqCOhvLbbY1QiFtXwRly9NfZlybtdOcg3PfMdAID55ZfwwovCq7hp5KHpRz2MXv6/coxYbu6s20fGkt9Oi6K6RPAlLkNO+F+9WtyEk7Gc69bNa7JNl34IMDfHIFoiy41Kper7IVJUXyX2qspjBs+UQXppYRm3yWN5+/YaO7KKJdY5rJGNulqtojNPBugupeE6ShKzhh4JXcZ8UMO4jt7OiNdHBqP5mud5HHOgK2pkin7otIgxqOVIuNxItqVt+ptPJmO0OVBUa4pPCTwJjy4LBsMENRZOxY6YEVfce0MOtMpLGoZRQQrjJ6UpST0OHuOJCt2myK2mN/ZnX1Wg0Rjz05BC9U/qpnvsdk/khDHmo8aY54wxz40m99fo0kor7cHZ2/YUjDEfgQQgP+CK6fMGgNNTu50CcOte33fOfRzAxwFgeX7eWesQBLaYwX0JtabszBSLs7rlU7OxXlA49Tnoxqqgh8l82tGvRJx3JLzr7Uzu22H3fuaKoJJKkYUm8lhzlxdYCmNnPQUveBuYu0ZKQWdqLYBqDejyJ/A8gkou7JzB3Lx4BS6VD4e9IWrz8j4mEcz5FyQluPDYSZxYFtf56gb5D53zzNF6/EcffwQBg1R/8eevSh+wscNkhJUV4YXUGOtknCFNNWBHKrqayspbNNusEyFyczSaYG1dXOijK4J5GE8m6FNPQklC2kQUhmEDS8uSBr10VfkkDar0KFOmY+/c2UWey3njeHbZtrTc8QFSrWU5evwYJsQDVGvs98B6nYWQVZq6zKvWqggp4HNnS9oxTtuYm5OlhMoM6p1YqVUQV1Uyj26+CdAirVpilDXaIKVn8lKoKwAADPdJREFUpil07+4HERp1rV1h+jmdoMKlQsjfadjf9qK9VfZ9ng39sTw79z7tbXkKxpgPAvhJAB9yzg2nPvo0gB8wxlSNMY8BOAfgy2/nHKWVVtrDsf2kJD8F4P0Alo0xNwD8DCTbUAXwOQbTvuSc+8fOuZeNMb8B4BXIsuLH3F0RtXuepaC/gtJf6UxdVEFqbUKx9g6LuIH1gQSfqisk4pQ7Py7iC1Mrnb28Ls5ZX+HofOBTA5NR4TVoENLmBejKV/4Zv/43sw4OAhNOeSrTFZqzAUnnazwCBE4pw+SzWzd6yFOZAR45JQhCtCOP46+3ZIZ5/ZWXAQBvXAyxwpSezWV9n6OGEWMETU7uOcYeCdhkYFJTYI1Gwye/BrsyF9SqdTTJ+pwSodi3sg5eWKhjd1cCnWNVMxpnfgbtDwiqMQ7JRNmnZf+dtsQ9nnz3N+DWupCxaHViMhmg1RbvIfTKSAFG9DZOn5MwVq8nXlC700B7SDKWXTnnqL+LkPfaY4/K/oP+KhIGRqskMon1tRqiTc9M5eF7u5s+jaygpBorIoOw4olUfCVqpVLcz/Ri6o0YcVqgIIGCRm6YJL7CcmVZPJKNzQ1P2xby/jq6vIQxO6dPIp8oUP2HyFd87tf2k3348D02//Jfsf/PAvjZ+2oFzRh4huS9YEBjjH94PZQ4yPwO0xmGIpCXzewvUl2zyw1jACi9uQcUFA9rweXIXYKpsmt/zcUSwfjCqSLToQOQXpuD8fvB6wcWwUcvHqIag1Pf1a+NE6C3wwEilJLldquKhMGzjJ21cEwCcsn1HrbWBcNQZT789kYXA8J/t7tyrvZgghoxAyt027e35EFKxxK1l+uTdiwdnUObS4Srl4X+XUuuMzv0A7QXKQkjpAy2DTgo7PYDH9yMSD6yThKVy1dvYvOOBBrniWvo9YceTnz6kTPsqjFWr8v13V5l2XhLly4jjPoK3ZYMQq1ag4sY9CPxyVNPPYkvf/kluT5FjjLcNRoVcGQNDFYq1md+bEK26EyZkiw6WpRG7EKaBYgJy0aNS8m8jsRSCoDLrzoHgoqniGexFoBarYaWlnxnKjZTg2G2yeXy+2v2pFqvIY7uL0pQIhpLK620GTsUtQ8GGrwrNBh0tNJShSC03jXXoiln7haPMfwPAKwtUjbgOQruvelKqz06Ec5Oufd6Tp2pjd9RU2sSGJolY4F1CBTtpsVSPJYJ4adaX1th4Zcoe1mrpe1FoZX+rQVL9QYDjePE109MBjK7vveb3yv72NdxfU1mE9CdnJtz6PZYyuuvKQIyOd7iKQmKpZkW6Fg0iSDc3JEZcnNzC+u3eU6m9rSgK8uL1K4Gx6q1KhK6+ZbLjDTJ/eeazrS8jjdeO++xC/MsjKo3alhnObeKvlZrgac/S0aaEhVbOr2AE8JNgys3iG+oTHx60PB3+spfXEavq2lmKlLTqxqPrZeha7WU0CTxCEiraT96RnE1xgYZrOeYwjzz6FlkmXhajmjESZog8zyMmLEoqhT3KdPOlTj0gV1dYk/GiT/vXEe8Ow1emtB4irb9WukplFZaaTN2KDwFwXQZOFegALUGgoAuVKPQS5B5mjMX+GCfj+VNOQC6n65rg2BqxvU1Fc6PuB40MtU2Jbnw8vNwfl3vvRMHX859V2HkzHtNNRY7FrEKA2VxnY4vaBuUsKU4qfFBpWqXwcUmEBnxHk6dlvXswvFzAICd7haaPZnNlqg2dfnqDTRJyrHASGPgAoQVOX+XZcHb24wB7A7RoACsej2tes2nUIdEFGbE99vMenLbEVguPRygwTW5irOOx2M/I2rcqEpdh1o1gmMweaTELnGI48eX2DY5bhhGOHHiKABg9ZZ4SVlP2v3Eu74TX3n+j6RvmRoN5wJPdPKXXxHx3igyaLdkph2yunTpqARso2oES0DQMJHZHi735LzJiMQnXhVsgj659u7cplbGOMWJU9LGDmf0atzAdioehXp+iRK52kJ/JK4xRRsEqJC+rd8jCU9ufUpZPbMq6fVyZ+8KpL+VlZ5CaaWVNmOHwlMAhE8hNAFCpblWZ4CzeJ4XJK1eiNPYol5Asd7Th/Uli7qP8VNzkV0IipiDl4+ant05e3sR2sLb0EY6TGUp9JMpsFUx8xezfdHuwG8pnIBw5nuSedBYAvH/YaFoZUm6MdfpYGtDeBdGpDy7fkGo0m7dWEdOKOzqmmQrrK14SjSNZKejMQIlLdUoOysFlxuLnleiahWqXMPWlkrP16faC4zSxCsXOWZS8tRhbKjcRO8kywLvNeSehLbBvrLYuiMxiKVF8XCMSzAiFV1GPQxjm2hRGHdxQWb3LJW++uxv/y4ePSmgq+/9kJDDvPKVlzFJZb80V2hyinGiWh3y2U1mNObnO1hYoJDurmQCqpUIIFgtJapMPYUwDH2NQm8gbb105RKcepSq8mQqnp8jI+DIczmYAG3WTbSYtciyDLWatA1t7dO8gNlrPQwDIIErRGr3a4dkUCC2YEpZeo+uK/JsmrlZtgnj8p4Hz059yds0e81sME8wA/qwTj+83h+T10CRlYFne9LT6I0/vbs87HfXS8g+xQCgCLqZ9QYt8OhLUxRw6WemKBIfE5nX2x6hQU2A9pygBTsr4mY/HlewyQGD9UJI0wG6XQk+1mNxTxePLGDYlx0GA6a8yPAURPCaA9pVo9EEjaZ8t0sCEy+MUwl8j1riJ9Jx7nP6Jsj9a0JX27Ifrl6Vh7HZbvtBMuKDETdrSFNxyTtzBTJwxOVOvc4BhWm/7a0d9Edy3ONPvEf6YPMKwNqR7Z68VsPI8zouf90ZAMAjj0j9woXXr2JjQwa/VkfTmjFCIhPHdPlH1L4YjBJfq5NzcOgOB7h8QzAXWz3KAC4t+uVoqCX8umY2xmMSNBgZhEB3R65dVa0XFhcwIpuV9YF0FlBZ60lq9mvl8qG00kqbMXOv9NeBN8KYDQADAJsPuy0AllG2Y9rKdszaX+d2POqcO/JWOx2KQQEAjDHPOefeW7ajbEfZjofbjnL5UFpppc1YOSiUVlppM3aYBoWPP+wG0Mp2zFrZjln7G9+OQxNTKK200g6HHSZPobTSSjsEdigGBWPMB40x540xF4wxP3VA5zxtjPljY8yrxpiXjTE/we2LxpjPGWPe4OvCAbUnNMb8hTHmM/z7MWPMs2zHrxtj7q/U7e21Yd4Y85vGmNfYL+97GP1hjPmn/E1eMsZ8yhhTO6j+MMb8ijFm3Rjz0tS2e/aBEft3vG9fMMZ80wNux8/xt3nBGPM/jTHzU599jO04b4z5zq/m3A99UKAuxC8C+C4ATwH4MPUjHrRlAP6Zc+5JAM8A+DGe96cAfN45dw7A5/n3QdhPAHh16u9/BeDfsB3bEIGdB23/FsAfOOfeCeDdbM+B9ocx5iSAHwfwXooPhRAtkYPqj0/gbp2TN+uD74JQDp4D8FEAv/SA23EweivOuYf6D8D7APzh1N8fA/Cxh9CO3wHwHQDOAzjObccBnD+Ac5+C3GzfBuAzEPzyJoDoXn30gNrQAXAZjDNNbT/Q/oBIAlwHsAiB4X8GwHceZH8AOAPgpbfqAwD/EcCH77Xfg2jHns++H8An+X7mmQHwhwDe93bP+9A9BRQ3gdq+tSK+Vkaxm28E8CyAo865VQDg68oBNOEXAPxzFMUXSwB2nHNKMnkQfXIWwAaA/8JlzH82xjRxwP3hnLsJ4OcBXAOwCqAL4HkcfH9M25v1wcO8d38EwO8/iHYchkFh31oRD+TkxrQA/A8A/8Q51zuo806dX3U6n5/efI9dH3SfRAC+CcAvOee+EQI7P6ilkzeu178PwGMATgBoQtz0vXYY0mYP5d79avRW9mOHYVDYt1bE19qMMRXIgPBJ59xvcfNtY8xxfn4cwPoDbsa3APiQMeYKgF+DLCF+AcC8MUbL2w6iT24AuOGce5Z//yZkkDjo/vh2AJedcxvOuRTAbwH4uzj4/pi2N+uDA793p/RWftBxrfC1bsdhGBT+DMA5RpdjSMDk0w/6pEbqsH8ZwKvOuX899dGnAXyE7z8CiTU8MHPOfcw5d8o5dwZy7f/LOfeDAP4YhUbnQbRjDcB1Y8w7uOkDEKr+A+0PyLLhGWNMg7+RtuNA+2OPvVkffBrADzEL8QyAri4zHoSZg9JbeZBBo/sIqHw3JJp6EcBPH9A5vxXiYr0A4C/577sh6/nPA3iDr4sH2A/vB/AZvj/LH/YCgP8OoHoA538PgOfYJ78NYOFh9AeAfwHgNQAvAfhvEI2RA+kPAJ+CxDJSyAz8o2/WBxC3/Rd5374IyZg8yHZcgMQO9H79D1P7/zTbcR7Ad3015y4RjaWVVtqMHYblQ2mllXaIrBwUSiuttBkrB4XSSittxspBobTSSpuxclAorbTSZqwcFEorrbQZKweF0korbcbKQaG00kqbsf8PhTjBWHaUKlQAAAAASUVORK5CYII=\n", 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Print out some frames.\n", "num_frames = stimulus_array.shape[0]\n", "num_channels = stimulus_array.shape[1]\n", "frame_w = stimulus_array.shape[2]\n", "frame_h = stimulus_array.shape[3]\n", "\n", "frames_to_play = 5\n", "\n", "oneframe = np.zeros(num_channels*frame_h*frame_w, dtype=np.uint8).reshape((frame_h, frame_w, num_channels))\n", "im = plt.imshow(oneframe)\n", "\n", "for t in range(frames_to_play):\n", " oneframe[:,:,0] = stimulus_array[t,0,:,:] # red\n", " oneframe[:,:,1] = stimulus_array[t,1,:,:] # green\n", " oneframe[:,:,2] = stimulus_array[t,2,:,:] # blue\n", " plt.imshow(oneframe)\n", " plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Close file connection.\n", "f.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Anyways, clearly the content is roughly as we would expect (a series of video clips), although the orientation is incorrect, and the framerate is much higher than the sampling rate of the responses we'll be working with." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercises:__\n", "\n", "0. Swap the coordinates (see `help(np.swapaxes)`) to fix the orientation.\n", "\n", "0. In addition to the first handful of frames, check the *last* handful of frames to ensure that the content is as we expect.\n", "\n", "0. Repeat the visualization procedure above for `st` (the training data) to ensure it is also as we expect.\n", "\n", "0. Do the above procedures for the first 100 frames. Note that the current framerate is 15fps. By modifying the `for` loop above, using `np.arange` instead of `range`, we can easily \"down-sample\" to a lower temporal frequency. Try downsampling to a rate of 1fps (by displaying one out of every fifteen frames)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Stimulus: spatial down-sampling\n", "\n", "For computational purposes, it is advisable to spatially down-sample the stimulus data, in addition to the temporal down-sampling required to align it with the BOLD signal responses (this can be done later). Here we carry out the spatial down-sampling. Using the function `resize` from the `transform` module of __scikit-image__, this can be done easily. First, a simple test." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [], "source": [ "from skimage import transform\n", "from matplotlib import pyplot as plt\n", "import imageio\n", "import tables\n", "import numpy as np\n", "\n", "im = imageio.imread(\"img/bishop.png\") # a 128px x 128px image" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "med_h = 96 # desired height in pixels\n", "med_w = 96 # desired width in pixels\n", "im_med = transform.resize(image=im, output_shape=(med_h,med_w), mode=\"reflect\")\n", "\n", "small_h = 32\n", "small_w = 32\n", "im_small = transform.resize(image=im, output_shape=(small_h,small_w), mode=\"reflect\")\n", "\n", "tiny_h = 16\n", "tiny_w = 16\n", "im_tiny = transform.resize(image=im, output_shape=(tiny_h,tiny_w), mode=\"reflect\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "myfig = plt.figure(figsize=(18,4))\n", "\n", "ax_im = myfig.add_subplot(1,4,1)\n", "plt.imshow(im)\n", "plt.title(\"Original image\")\n", "ax_med = myfig.add_subplot(1,4,2)\n", "plt.imshow(im_med)\n", "plt.title(\"Resized image (Medium)\")\n", "ax_small = myfig.add_subplot(1,4,3)\n", "plt.imshow(im_small)\n", "plt.title(\"Resized image (Small)\")\n", "ax_small = myfig.add_subplot(1,4,4)\n", "plt.imshow(im_tiny)\n", "plt.title(\"Resized image (Tiny)\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Everything appears to be working as expected. Let us now do this for the entire set of visual stimulus." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Open file connection.\n", "f = tables.open_file(\"data/vim-2/Stimuli.mat\", mode=\"r\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Specify which subset to use.\n", "touse_subset = \"sv\" " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Get object, array, and properties.\n", "stimulus_object = f.get_node(where=\"/\", name=touse_subset)\n", "stimulus_array = stimulus_object.read()\n", "num_frames = stimulus_array.shape[0]\n", "num_channels = stimulus_array.shape[1]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Stimulus array (before): (8100, 3, 128, 128)\n", "Stimulus array (after): (128, 128, 3, 8100)\n" ] } ], "source": [ "# Swap the axes.\n", "print(\"Stimulus array (before):\", stimulus_array.shape)\n", "stimulus_array = np.swapaxes(a=stimulus_array, axis1=0, axis2=3)\n", "stimulus_array = np.swapaxes(a=stimulus_array, axis1=1, axis2=2)\n", "print(\"Stimulus array (after):\", stimulus_array.shape)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Prepare new array of downsampled stimulus.\n", "ds_h = 64\n", "ds_w = 64\n", "\n", "new_array = np.zeros(num_frames*num_channels*ds_h*ds_w, dtype=np.float32)\n", "new_array = new_array.reshape((ds_h, ds_w, num_channels, num_frames))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Update: t = 0\n", "Update: t = 1000\n", "Update: t = 2000\n", "Update: t = 3000\n", "Update: t = 4000\n", "Update: t = 5000\n", "Update: t = 6000\n", "Update: t = 7000\n", "Update: t = 8000\n" ] } ], "source": [ "# Iterate over frames to be resized.\n", "for t in range(num_frames):\n", " new_array[:,:,:,t] = transform.resize(image=stimulus_array[:,:,:,t],\n", " output_shape=(ds_h,ds_w),\n", " mode=\"reflect\")\n", " if t % 1000 == 0:\n", " print(\"Update: t =\", t)\n", " \n", "f.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that resizing the images yields pixel values on $[0,1]$ rather than $\\{0,1,\\ldots,255\\}$, which is why we set the `dtype` to `np.float32`:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(Pre-downsize) max: 255 min: 0 ave: 90.50942391854745\n", "(Post-downsize) max: 1.0 min: 0.0 ave: 0.3549391\n" ] } ], "source": [ "print(\"(Pre-downsize) max:\", np.max(stimulus_array),\n", " \"min:\", np.min(stimulus_array),\n", " \"ave:\", np.mean(stimulus_array))\n", "print(\"(Post-downsize) max:\", np.max(new_array),\n", " \"min:\", np.min(new_array),\n", " \"ave:\", np.mean(new_array))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now save this as a binary file for fast reading/writing." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "fname = \"data/vim-2/\" + str(touse_subset) + \"_downsampled.dat\"\n", "with open(fname, mode=\"bw\") as fbin:\n", " new_array.tofile(fbin)\n", "\n", "fname = \"data/vim-2/\" + str(touse_subset) + \"_downsampled.info\"\n", "with open(fname, mode=\"w\") as f:\n", " f.write(\"dtype: \"+str(new_array.dtype)+\"\\n\")\n", " f.write(\"shape: \"+str(new_array.shape)+\"\\n\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercises:__\n", "\n", "0. Repeat the above down-sampling and writing to disk for `st`, the training data.\n", "\n", "0. Try some extremely small versions, such as 32x32, 16x16, and so on. What do you think the potential benefits are of doing this? What about potential drawbacks?" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "To ensure that everything worked as desired, we would like to load up these arrays to check that everything has been saved correctly. First, check the dimensions we saved:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "cat: data/vim-2/st_downsampled.info: No such file or directory\n", "cat: data/vim-2/sv_downsampled.info: No such file or directory\n" ] } ], "source": [ "! cat data/vim-2/st_downsampled.info\n", "! cat data/vim-2/sv_downsampled.info" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then plugging these values in below, we can check that the contents are indeed as we expect." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training data:\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"Training data:\")\n", "fname = \"data/vim-2/\" + \"st\" + \"_downsampled.dat\"\n", "with open(fname, mode=\"br\") as fbin:\n", " \n", " # Read array.\n", " arr_tocheck = np.fromfile(file=fbin, dtype=np.float32).reshape((64, 64, 3, 108000))\n", "\n", " # Check a few frames.\n", " num_frames = arr_tocheck.shape[3]\n", " frames_to_play = 10\n", " for t in np.arange(0, frames_to_play*15, 15):\n", " plt.imshow(arr_tocheck[:,:,:,t])\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Testing data:\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"Testing data:\")\n", "fname = \"data/vim-2/\" + \"sv\" + \"_downsampled.dat\"\n", "with open(fname, mode=\"br\") as fbin:\n", " \n", " # Read array.\n", " arr_tocheck = np.fromfile(file=fbin, dtype=np.float32).reshape((64, 64, 3, 8100))\n", "\n", " # Check a few frames.\n", " num_frames = arr_tocheck.shape[3]\n", " frames_to_play = 10\n", " for t in np.arange(0, frames_to_play*15, 15):\n", " plt.imshow(arr_tocheck[:,:,:,t])\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Stimulus: making new hierarchical file\n", "\n", "Let's make a new hierarchical data set containing our sub-sampled stimulus." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data/vim-2/stimulus_ds.h5 (File) 'vim-2: stimulus'\n", "Last modif.: 'Tue Mar 27 21:14:24 2018'\n", "Object Tree: \n", "/ (RootGroup) 'vim-2: stimulus'\n", "\n" ] } ], "source": [ "import tables\n", "import numpy as np\n", "\n", "# Open file connection, writing new file to disk.\n", "myh5 = tables.open_file(\"data/vim-2/stimulus_ds.h5\",\n", " mode=\"w\",\n", " title=\"vim-2: stimulus\")\n", "print(myh5)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data/vim-2/stimulus_ds.h5 (File) 'vim-2: stimulus'\n", "Last modif.: 'Tue Mar 27 21:14:34 2018'\n", "Object Tree: \n", "/ (RootGroup) 'vim-2: stimulus'\n", "/train (Array(64, 64, 3, 108000)) 'Training data'\n", "\n" ] } ], "source": [ "# Load up our downsampled stimulus (training).\n", "fname = \"data/vim-2/\" + \"st\" + \"_downsampled.dat\"\n", "with open(fname, mode=\"br\") as fbin:\n", " arr = np.fromfile(file=fbin, dtype=np.float32).reshape((64, 64, 3, 108000))\n", " \n", "myh5.create_array(where=myh5.root, name=\"train\", obj=arr, title=\"Training data\")\n", "print(myh5)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data/vim-2/stimulus_ds.h5 (File) 'vim-2: stimulus'\n", "Last modif.: 'Tue Mar 27 21:14:42 2018'\n", "Object Tree: \n", "/ (RootGroup) 'vim-2: stimulus'\n", "/test (Array(64, 64, 3, 8100)) 'Testing data'\n", "/train (Array(64, 64, 3, 108000)) 'Training data'\n", "\n" ] } ], "source": [ "# Load up our downsampled stimulus (testing).\n", "fname = \"data/vim-2/\" + \"sv\" + \"_downsampled.dat\"\n", "with open(fname, mode=\"br\") as fbin:\n", " arr = np.fromfile(file=fbin, dtype=np.float32).reshape((64, 64, 3, 8100))\n", "\n", "myh5.create_array(where=myh5.root, name=\"test\", obj=arr, title=\"Testing data\")\n", "print(myh5)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "myh5.close()\n", "print(myh5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since these files take up a lot of space, let's ensure we can do the same thing with this hierarchical data, and then clear out everything else." ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data/vim-2/stimulus_ds.h5 (File) 'vim-2: stimulus'\n", "Last modif.: 'Tue Mar 27 21:14:47 2018'\n", "Object Tree: \n", "/ (RootGroup) 'vim-2: stimulus'\n", "/test (Array(64, 64, 3, 8100)) 'Testing data'\n", "/train (Array(64, 64, 3, 108000)) 'Training data'\n", "\n" ] } ], "source": [ "myh5 = tables.open_file(\"data/vim-2/stimulus_ds.h5\", mode=\"r\")\n", "print(myh5)\n", "myh5.close()" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/train (Array(64, 64, 3, 108000)) 'Training data'\n", "\n", "(64, 64, 3, 10)\n" ] }, { "data": { "image/png": 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\n", 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SxwMjU4xlkTrGlUhlxQQMQxGlcM4ma8i8EgltaqUSYtpmIDKwZqSlux0Zv6VzdGh2TnTrMibBJhaTFe/PPCEm8KkHVlU/TN64dMEkzszKivfWlpTaevDvnFD90uBWPHf6WdWWL8i8UMl6x8iZr4Rz4+2qqd6ay+NKOCTsVHRlXsrJdalf0rfRY489MN7eKsn3KhXttqxfEiaj0bDukxij59+BSstGKCMGtEEq0vcE5BtRq6sj/gZO7rNQVbOlA2GjRXEpPwAGYeBsOTCo/GtLaI1EVw5p6f/Ib/xvE9GXR9tfJqJv/YjjeHh43AEchs77V0T0t0R0PzNfYeYnieg3iOgLzHyWiL4w+uzh4fFjgsOs6v/KAU2f/4Dn4uHhMSFMtoQWSanfWKhpLgafq9c1Kh3gA/VB0cA5Q7eF4G81dUTbm28I3RSCEELCZEBhaWbrLyUhuyudEB8/PqfHqNfFP0/EdFsKovqaTe0vBqEsCJw4JmsB8YyOdissiNP5UF6fxxdfkei/hRWhFS+8oUt+Z2Fax+7RiibZTcl+O/+uRCXOQWktIqLNbfG17zqp5ziAtZOPPyLlxV99Q5fkLoC+fRTqMd547cx4+1M//TPj7Ree/WvVL5WSNYlYWtOb59+Rsl/plMw/kdB+fLMFYp4Dm1onn63fjTRdf2DvWxhC6f3fJAIvwCxBQwkSCnYeXA78MPCx+h4eUwj/4Ht4TCEmauozMcVH0V62FBF+6tlECDBjEnExba+V47qGAZhGna7hU+B7EVAwdh7FlJiAWDqJiGi/BBV9IWEnMtxNrSoCGO22PsW7kCyzuKw15uo1Gb8DtFE8pcc/ekQoqmvCJtewUpNz0qpD1NpAx1BEoZjEpTNXVNuJ40LTffqTj423f/DCG6rf/JL02y7p+gRzIO5RqwitGGoLW1XcnZvX5yNeENP/rZekCvCDD+pSXru7cpwXL+sSXcicuZjMMTQuHrfks3XPOhB/EjNtGF3nwNS/PlmGoc26C0gDgrtq9hWAu+CsW8EHuxk3gn/je3hMIfyD7+ExhfAPvofHFGLCdJ4b65dbOqWQE1qnWdNhnQPwl7oOtcWNHw+14gahFVqAcM0Q/S/tG3Ug28qRpgSbHZnz5i7UtsvpktwNWHuoNnXMbg7oq+0trUV/ZBVEL6ri7zdqeh57u+KTHz1xv2q79977ZL4NGd+Wj97cFN+67/QcL12W0NnijBzz6qrOxdreA9/d+LTlfTmP994rYcQ7O1pss9cTH7lS21Ft8yxhxfEZES15+WVdB7AwI+d0eUFTgt2OXKd6A0p5m/Lo2bysG7Sb+lh6kFGYTun7qg/j9MyYCCzpZzXwkRK8GS2H3xsMTFapLQ9+C/g3vofHFMI/+B4eU4iJmvphGNLs3DCaLOpqKg5lyB555JRq29oWHbXijJjVr76mte6QoulF2jzGHeBBt5o22wooGRM5tbEp2WnViph/uVRF9esCDZjOaJcmBfUEIlMLamdHTPNCXiL8EkZrbQDUzeXLb6u24oxo2KN7YwUarl0HIqLzF3R5rWodsg2vyPxPrGpBkLk5Mf3LWzpLMA/iIUcXZF/tpnbjWi2J/qtWtds1iOS87pfle+bWoagvf4jFNAWbAAn+bCBiLM7pQeYKEEFoxFMqdblH2m3dVquL+xCGmDlq9PdVxOmNNfGvh75mqIVIxtR37/EV7t/4Hh5TCP/ge3hMISZq6hPR2ETJF3SJqwGYvZcv6kiy3bKYWrs7YlpZcyoOK5sDI/SB5bAYTLLIJGQMnOwrk9MJHxqooaZXVLNZMY+LM3qMDrgBfWPq11giy2oQdVeBSEAiIgdLv0lTSTcayKp2Kiem7cBEIaLpefyYTr65vCnHUy6LuR0aJiYDWoO7xpW4uC7XcGtHoulO3KVFRS5vyPjZGX1PdGtyzTIJOc5SWbtnyBAZ1WxaWBY3Y3NLXJhrMu/X0OvJPFbX7lJtrfPiaraddlVw3yjR7Ww5aOYbbQ77qvsYmKnr1DygX2De2Xwwo3Aj+De+h8cUwj/4Hh5TCP/ge3hMISabncdMsVHUXK+jfc7Zoogu1hpGkBHojlYbv2cirIDuiBkBdPTxsZwxm8g9pW/AmhLEqDssuVyuan+xkAPq0ESSYTZXIp5XbbFQ2vI58XedKWONVFQsoY+z1ZSotg5Mv9fWx5nOijOcLWiKar4jxxkCdXj2XZ355lgovI/dr8U8t/YkCxGzzN46q2m/NtwH3cis2cRlHt24nGOr1lwqi59dCUzJ77yM4eDch6xv/e19iUJMpLU2/xyInawe1aXZz7x+bry9sy/zCq5TvcTPB+vl4715va4Hfk/7/+9Rh8O/8T08phH+wffwmEJM2NQXE3kmr6mho8ck4qxc1UkjnZ4YMs0+2K/GFFIRUYYzcZhAAeW6nBkE9Qz6JukCZfzTwBu129q8JKAVex1NPeUhGclWsC1ACSkGkzVjov+SCTFFs5mCatveFpM1mRR3IQ9uChFRHELakmmdZJROyTzCQMx7WwthrySRjD94UWvppZNiHpdBgzCd1LdcHARSemb8gZNz0AJXJZvVrkkSyqAlTEkxpEVzWWlbmNe8X6km1+nSpauqbSYj37vXJCqdOCnnsdYSU7/TMOZ8ePA7FoU4MIGMWZvzOGLU0+cqsPTeLeDf+B4eUwj/4Ht4TCH8g+/hMYWYbHZewOLbO73rTlt8sVnj084URITx8hUJnyzX9FqA+hUz4bxhTMbEGmfRwGQJAg1oBRN7EGJbhrLNtl8KfMK7T96t2s5fFDrLRnVWYG0DS1JHPR2yGyuKX18u63WCOJRPdkD5hHGT4Qc7T8b0uZpZkbDaNnCCVrCDAxm/s6XPYxWy8HIpWWsomew8LKfNpqZcH9ZfkAa1JdavQthvGNNj5ONyVzzwEZlH1NNrLwt5mceWCW/muOxv47KmIzMZuV+OLgk9e3lDj++AqnShJd+gDcU2rM4MfDZVvq/L+LsVDlNC6xgzf4+ZzzDz68z8a6O/zzHzd5n57Oj/2VuN5eHh8eHAYX4mIiL6p865jxDRE0T0q8z8IBF9jYieds6dIqKnR589PDx+DHCY2nkbRLQx2q4x8xkiWiOiLxHRZ0fdvkFEzxDRV282Viadokcf/ggREbVNueFuR8zIv/OLn1Vt594WSmlxVszcqxu7qt87EFk2sGWQAEF4sD55CPRSLKZ/F/ug94/ltJeWNKUWQIbffklHu62uimH00ktaYy6RxDLcEvFX2tfm5eKiXLa20RvBiL9qDfT9W7rE9ZHlo+PtSkW7Ev2u0G+FrJiv65t6Hqj+UMzpaLdkUmiufiSmczKj+9U74iLMZvU1a3YgyhG07myJtWxO2gKjL58DQZP9klyX3Iy+9WMQ+5bP6LalJREVsZl1b78pGoL3QfRiuawvTBlERmyJa4y7UyW0jEAHCsPYWg50rT7E7SiTzcwniegxInqWiJZHPwrXfhyWDv6mh4fHhwmHfvCZOUdEf0RE/8Q5V71Vf/jeV5j5NDOfrtQbt/6Ch4fHbcehHnxmjtPwof9959y/Hf15i5lXR+2rRLR9o+86555yzj3unHt8xpiDHh4edwa39PF5yFX9LhGdcc79C2j6NhF9mYh+Y/T/t265s1hIC/PDh//IsY+qtvWr4is1jT96/G6p0ba8Kj5ny1BDC3Pyw1IxVB9m3QXuYH8Ly3CTicTNFcSXDCEsN2W4lZ0tmX+rqX8Pi0WxepJGLmZ2VsKWV4+KznutrtcyylB3oN3WmWq1Boo/Yuiw9p/zWaHAEkmd4Yda96iUhCGvRETdpuxraV5nIW7tS1u3K++XVEqfq3oN6UL9HkIlo14k16Vt1DYXIIT5yKoO53UDWWuoNoD2C3QI86lHxY9/7SWt27+yAh+cvl+SEPp89aoYwseO6PGP3SVrO+fO6ZDgdgvoPMzUG9jakNLvuhBdvvbf4Zz8w/D4nyGi/5KIXmXml0Z/+x9p+MD/ITM/SUSXiOiXD7VHDw+PO47DrOp/nw5eK/z8BzsdDw+PSWCyJbTcgLqjbLXNK+dVW7cl5mvGlKTqdFDgQEw+1IYnIvpoQUy+l1/W4zc6aBIfHJ2HooVsBAwHQOG5BI6hh7j73rXx9qVLmrK7fFki7R568KRqq5bExDzbErOUjVla2hMzOh7Xl5ATMpkeqD8aq5GubIgYZi6rz2MuJ2ZvLiXn9MQRLUKRTIhZvbWt3RGMchyQmOzNpqa5MqBhv72jKV5iKBWOJdEGNvNNtpcXdantEMqs9a6K+9c1YXHP/MXr4+2+0ay/627Z99pRLRZaLsuYDcjSrDS0C5aBe2k2p69ZCai5NmbdmRsL78fARP9dL9pxc/hYfQ+PKYR/8D08phATNfWDgCkziorKFeZVGyYnNOqRaRPzMJWRVeYHP3JS9Tv3tpiv8ws6dSCA6rOo8xb29Yq2u0kJrQiSN1qwSr5f0pFvlaqs6h89dlS1vfrKW+Pt7R3tBhCs6JaqYv6ljHZ+Pi+XbeD0/PdLwhpg+ahk3AjOo45hSzMgqZSs3ifAlZgp6hJaEVy0ttFQLM4I+3L2Hbku+bzWzi9X5FwlU/p2bEOE3tEV2fdmSZcsW9+U85+L6ejCe09JNF2nK+cqoRf/iYBt6Ne1G9CEElo727rmQwOSyxoNuW+TSa2nmAjBfQ00azC7JOdkdxfqRrSNqa+i+nRbbFRm7WbVdhH+je/hMYXwD76HxxTCP/geHlOIifr4A+eo2R36grNxTckcWXtgvF0uaz+tC1RcNBB/KzSZWMfvkmi3jqFr3jwrvlighA9tJJackvK+zi3AMsU9oPY6PSMckgb99kDTOqiJXzMluudmxY9ttiHCj6w/B9l5LU2PxUB4otuB9Qpn+sHSQCJtf//l3NWq4k/HE/p2mS1KtF46rX33i5dEb74Ix2XnkUrKuYunNK3o+rJucHVb5mF19cOYOOwXN7X/X2tLGfEY+PHrGzrqc3FR1jWc0azfq8n+9nZLqm2mKN8LcnJse/t6HnXIgFxeXVRtVRh/FgIgd3dt2XA5/2ze2cFITMX7+B4eHgfCP/geHlOIiZr63U6HLp4fRtTVyprKWgFhCDImfL0pZi9a8EGop1+EJJejy5oS7IJJfO7S5sFjQPRfs6ZNfdR273ZlIjbRJ5eVMQYmpAoTXZqmVPMSCGw0wQ1IJ3UkIyYgLc5r2rIB1BOHMn7LKHbEwdXKmXPQg77ZDLotmgNLgI5hz5T8joE7tTIvbsD8/IrqV64fXCehUhIKdgVqDtRb+rxduirXMxqYkmIo2tGVfSXT+lh2duW8Lc3rtovvXhpvry3ryMBUSo6z15T7YGFBX7M6UNTdnr4WD9x/z3h7d080JXttLeJSrUBUaWCFZq7N43C2vn/je3hMIfyD7+ExhfAPvofHFGKydN7AUXtE5+2XtdhGo3lxvG3plCz4xQ4ypwozWvyBgP45dlRLAC4sS4jwxx6+f7zNpgR1C0JP5+Y07fL9v3l+vJ1KSzzsYKB9Tmbx8d1An+JWW3yzTqT3vbsnVBGKaFSqOiS4OCP+42Cgx4gi9LXlXNmy4R1Yo6ga0ZJ8Tr7X6ch1SmesqKiMmUlpkY6lhYXx9t4+1N/r6n0lscaBqbWwuSdrLCurMv6SCcfe2BQf31KOzabs75FHTo233zqjQ2/n52X8nqlL5yAzcH1bh9vOz4vPnwGx1FRW+/iJhNCHVRMSXCkJfZ2IyT0dWhoX9P2J7aP73gpl+ze+h8cUwj/4Hh5TiImb+s3m0DTVJilRDUQXYjEdCdeGyD3UjTcaFNTpQGaa0bNLQHmmfkpoosCIXDSbSLvo8lRzs2LCZ0A4tNnR5mu5IvNYXNQmdhUEGoKYKdEFllwEGnOhMdMbQANi+SgiIgb68L77pHxXqayFMiIoN97vaVel3ZL3QRL0BLsdTW/OZCQiL1/QblenLeekk5fjLO9eVv1KENHWZ+0uDMDlK5fB3XHaVE6lxMRuGqoPQ9neeO3CeDud0/tKJ+V+WTymM+suXcJzZzI2wd1JYpk2o3zy8ENPjLf/8q++p9qubErfXFZct5k5nQ2ZL8o93Ghod6Rabd5gdgfDv/E9PKYQ/sH38JhCTNTU54ApMVJAiPp4C5ydAAAgAElEQVR6NToNJZISSW3qD0CTLFJlrPT4BTDFB06P34cxGjVZqS7OaJMPBSTuPnZEtR1bE721Z59/U8Zr6ols9cH0D3XySgSmeIK0CV8uwQo6iFLYUl5RH/ZnoukYIuZ2d0Xae21VsxxYXqtS1S5NIS9j8kDGK+3paMs8JObs7ujEquKMmKn1hrhWM8UF1a8TybVGaXAiInZwH0CgWtu4HCmIwmsbU9+B4EgQwwQmU+KqItfl7hN6jksLcJx72q3b2RFXK39SWKBCUbs+jbpE/7VMYZlsQe5BjPQsFrXLUQIBkphxE3P54fNjtfgOgn/je3hMIfyD7+ExhfAPvofHFGKiPn48FqfV5aGfzMZv7ULmVDyu2zpQKisHEVHpjPWBJPJt4HT2UhZEOpVagdP+eQhRWiurOkJsF/TsH3rorvH26R+eUf36kez7yhVTUhC00W0p7wFkXEV9KBFtBDVRKKNlhDhy4O/mgPq0NFcHypQfWdFrGRtbUs5skJN9FYr6fFy5KtFvVhA0k5HrtHrsvvH2O2dfUv0+/Xd/Yrz9/F8/p+cIOiVtyGhrazebenCuUilN46YzmA2JYiwmohJES948q6P6oh5eF32/1OFeevN1KY114me1/v5bl2TMhUU9xzyImHYhm7DXM1RtAIKgTl/P/mB0UtzhBPZv+cZn5hQzP8fMLzPz68z8z0d/v4uZn2Xms8z8B8xsdUs9PDw+pDiMqd8hos855x4hokeJ6IvM/AQR/SYR/ZZz7hQRlYjoyds3TQ8Pjw8Sh6md54joGs8UH/1zRPQ5IvqHo79/g4h+nYh+52ZjxeMhrSwNEz1KVZ2kUy2LGVaLtBmzsiLVch1UVN3d0UIFmXQS+mmTJwmmfhp5QKtPDlFyxuOgtTUx72vl0+PtZl2b2wlI1mgb2igMZPzQmJthgGaemNiDpCkZBXNmI1pSa4gdfPmKRJytLOs6Bmix2nPlwLWot6Qjx/Q1O3FcxFNaNa1hVy+LmTp3TPY9M6MTn7bBBL73lBa5mAF69sVXhD5tdXXkHpZESyY0PVuACL1WW3yHjtHty0L0X7lqawSIiV1I60jPApQf21wXV/MHf/uK6nctOY2I6PhxXS4eoy0pkjnu7et759QDHxlvv/zKWT2PwtDt1XqSB+NQvZg5HFXK3Sai7xLROSIqO1GOvEJEawd938PD48OFQz34zrm+c+5RIjpKRJ8goo/cqNuNvsvMX2Hm08x8ulRt3KiLh4fHhPGe6DznXJmIniGiJ4ioyDxOCj5KROsHfOcp59zjzrnHZwvZG3Xx8PCYMG7p4zPzIhH1nHNlZk4T0c/QcGHve0T0S0T0TSL6MhF961Zjoa5+LNC/Oehqd7vaeLiyLr5qCNliqaSmRbBUc9H8yMTB92Og+qJAc0OMNZeNK9mqC12TL4hvd9dJQ4eBWENgjhM/9yO9gziGYYLbl0zqy7R2TNY8Ll7Qv7c4/n5FfMR6fUP1S4GW/vrWnmpLZ2V/ybj4tMmkXg/ZK6HAhm7rdMXHr3XF/2dzy8Wz4lu3yqa0dEKu9cMPSd2FV8+8pfqV9qHeXFb7+J1tub79Aa6haFqun5DzUSjoMOsOrLckEiajEsRUUln53oUrWrBjcVHozd2SXg/BEOFGXeYYM4tMb78jfn08YWo5ZIafw+BwIbuH4fFXiegbPHwiAiL6Q+fcd5j5DSL6JjP/r0T0IhH97qH26OHhccdxmFX9V4josRv8/TwN/X0PD48fM0w0co+cG2faJdLaTD9yVEiBXkebfBcuSvRbqyd0R7NhyzuLWVquaeoJdfxSUD96btaU0w5RuF+bWklwLeZmZYzVBS1ywaFkZiXi2vRaB8qnbCiwLpjLqbRcmkJe67e9e15M827P0pGy7SAysMfafXId+V7cKJr0+3LcEZy3rtEILEE2oS3pFIMxm5Cdt7ig3aIe0GqFotb0q9bFhC9CbQGjcUF33XNsvL1t3JYIsjIxyzFp6mQPQMsxYaL/qnCcDXPP1TNg6oNLNlvULge6CEk2mvtQwt2ByEgmY9xhkkjVVtfQxCMREFs++yD4WH0PjymEf/A9PKYQE9bcG1C7PTRvY6E2dzY3xZxPpfSqahCTlc52RUyruIlS6vXEdEYdNiKiPCzyR7CqX2vp2ALMHZo7cq+e41URU0hnZMDigo6K60AkmWUw56Ac6vMv6OgrF8q8ZvJi1pX29QrxPXeLuWwjuCiBst8HJ2zM5OUcO9KuFZb2yhTlOtlSYZhkFLBmKLqQBNQEDyEIdeTbLEikd432Hyb6lEoiFjJn5LWPLEo0YKOqTfFqXcz0PqzOx43YSxwqENeN3DgKfVgBDAcJQm0oPYaltYiI0rC/k/ecVG2nX3hxvL12VM6HLbE2Pyfz6Pb1/d0cRSXe7Joj/Bvfw2MK4R98D48phH/wPTymEBP18d3AUXskHJHOaecXfd+ZmTnVhuWeSmXxyfuR9mdUdpvJvmpAZhbSUoaxo1ooY9QvvK7aFhZEXKHTkjFOmHJd991zYrz99NN/qdoqkMmXSmo/rdUVnqoNZbJNEh+99rrow0dOU08hyZgDB0oWfVN6HKjE0CgphLDQ0QS/tRfpk7W8KAISybT2mSsVOf9YMrtU0hmVhTzOX1OOYSC+/Dz49afMRevBsdiITYxka3Ug0zDQ5yONWXeGEetBtmixoMVfYkDh1aFGgDOlzbog5rG5o6MoG5AB2QPh1nioz+keCH32IivEMTwnSF/eDP6N7+ExhfAPvofHFGKydB456vaHJkrNaLmvLol5vLOn6at8WuixpUVJaHj3gi7HVMiLuYZCFkRElQqYthDdZpM12h0Zw0ZBIYWXiAEdaaLior6Y2FkTdVeGRJTFxRnTJtTT4rJEfq1f0dprbbTyTLXfTltM2DAG8zIszwAEQchQQAyagU2IEMvmtFuxsy9uV3HWiEtAslMsLtuWbdrdlWs9N6/17OMhmL1xGb+Q02YuSPPTIKHfZfPgDr7x+rnxdmj05zsQLZrLGw4W5uz61/kBsq95cVFrJX0P94F+a0CkHhHR8TVxc/f25XoWZjX1mYI6BmnWkXu7u6Pnyd0wO/46+De+h8cUwj/4Hh5TCP/ge3hMISabnTdgijrDXe7VdKgs9yVkd2VZiy4mc0LlpDbfGW8H/RXVb313c7x9nacDrnwcwksbbd0Tw0aTVuhjS6ioxQUZMBnTFA8Kez78wIOqzUUiwhgZpY9kTHy6VFzGmC2a2nxbUsMuFtdz7GMYLWSc2Zpq3TZSW6Y2H1CaCRB8wDp0RER9yCSr1XXdOzeQNkcyx+KMDsdut1AsRPu+aaDKwkDWPDJp7YNf2JHsyN0dnZ2XAV39ZRBt3VjX9Q5yQCv22mYNAfz/zKpel9nfkzlnC7KeU1zQFG95X9a0Nnf0+MWiXPdEBrTzDTNX2pd9RSDKSUSUGQma+Ow8Dw+PA+EffA+PKcRETf0gZMrmh6ZMaV+bO9W6UFaZnJ7WCuiyFYtiQl3d0pTJAKkWY74OIIuqB45Af6DtKQe6cnETHXVsTcRCuqCTHvU0tUIQfbW1q+dYrUMU2Jw2WWfnhM7qw75doOdYKovJF4a6vNYCCEB0wUStGdGPngM3wJwrB++DAMqZ27JkaFVGXc3TYYmqJkYhhnqMGJT5jnp6jEpV3Id8DujBhKa58hAFGpqwOyyH3YMsz1xWu0gOIhtn5k3mKIh7lEuaWk2DoEw2I25ApaRdjlnItozyVm8SzHaW85YxgiAPPCD335k331Ztnc6QCrY1Eg6Cf+N7eEwh/IPv4TGFmKip3+1FdHVjaPpayegKrPKnjRnWqInYRHFWdNmOLOuKpOWKjFExrEEuJ+YhathVazqCEE2lyMhfnzsvVXGzWTHdsmltGmbjYvIdXdPRaF2IKLRuxvKSjLkDEt0rS3qMnR2Zc6ejx6hWJPqv2xEznc2KPBbqtYrMKLAR9cTErtU0uxCAS2ZFOgJwJVCWO+rpSMMwgVF9us0NsBSZmMMFw7bkQbglMOe0DRqKEbhPVmux08EEG32ccWA5AuNaJcHrqFeFbZk147cgOcsKyOzsyLWeXxRRF3v/nb8gQjDVunbdgtH1HTi/qu/h4XEA/IPv4TGF8A++h8cUYuJim/WRb9JsaVpnZkb8ue1tLdawOI/CHKg3r3XYH7z/nvF2mNQCmG+88sPxNoMfnwi1/nnUF1+P41oIoVoTH5EhO2rViD+G4PPv7+sMwrtOyrH0TakwjBSMQxTfzq7W7Y/DvFA0g0gLNLoOjq/3NQBfmE05JsxcQ6bPBP9RqyVjzM5pii0IZH8DiPDr9PQtN3AgTJLW16ILNCmWQI/HtHJImJf5zy6dVG1XLgrt1QdKtzinIwjrNfHd223t4y8vyH3WNIKgpRJkL8IpGAw07Tc7J1GmYVyvE1y5KhGnraaMF3X1mgfOnwf6YlxLhjych/8e3vijUtkvMvN3Rp/vYuZnmfksM/8BMyduNYaHh8eHA+/F1P81IjoDn3+TiH7LOXeKiEpE9OQHOTEPD4/bh0OZ+sx8lIj+PhH9b0T03/MwE+BzRPQPR12+QUS/TkS/c9OBHNE1q8+RNnd2t4V+W1wqqjak2MK4bHe6Ojpqbl5M7n5Pa6N/5tMfH2+vb0qF2UZD0yL7YLp1OqZMEVA5mCRRb2vq0LXPj7dL+9rkc2CizRa1O5JIiIsQB/spNNprFy5Igsn65o5q60MEGsM5jvo3ic4zkXuqopYDMYyYngcyeIF5hySTMo9+P7zhNhERA7XV6erEk0RSIvJyeYnYbLVKqh/q2c0bIY6HPiZlH9949fnxds+UA5udkXtnz+nxe+C25IyZjh5UCJr7HVMGrrwn16zXt/cV9CsLVVss6ISgI6tyv+zsa/fv2n18OBmOw7/xf5uI/hmJFsk8EZWdG98VV4ho7UZf9PDw+PDhlg8+M/8CEW07517AP9+g6w1/bJj5K8x8mplP11vtG3Xx8PCYMA5j6n+GiH6RmX+eiFJEVKChBVBk5tjorX+UiNZv9GXn3FNE9BQR0bHl+cNaIh4eHrcRt3zwnXNfJ6KvExEx82eJ6H9wzv0jZv7XRPRLRPRNIvoyEX3rVmPF4zFaXR36au229sFLJfGJuobGqDfFD69Vxf+yiUh9yCRbXrlPte1uy+/SEtRae2tfZzkhf9VrGxFKEJBsQTZauWZ8U/D1shkdzlutiA836Bs/syhjYhXknsn+O3lSqKGNLU19BiCi2cOQTxOyyygCYrLuUII/g3rzxqhjyLRDP5uIqNGSQdKguc9kxUFlXom4EQRhuSdQHKRvFDtxvWV3b1O1NcHKzGSFlms1tR+PIc2zs7quA2YXOtJrQp0OZh6iIayPpQU1GleXtYBMyHJP1KDW3z2nTql+eRB4uWKERGYKw2OLmZDig/B+Ani+SsOFvndo6PP/7vsYy8PDY4J4TwE8zrlniOiZ0fZ5IvrEBz8lDw+P242JRu4lUyk6dWpYenrPaOe3OmL6NxqmdDWYgM26mKhBTJuXu/tg9rKOJMNotzpk5LWaOkqrCaZbzGSctcH+dmD27hrtPCyJnExpCgz1/oOmodgGQtGEMaGyMllN6+ydlSytGGvTzsXws1zedlfPEU1bkzBHfIC7YPXcElBaulzV7giWKe+CwEbOiKyg1kmvq8coR/K5e1a0CjMZHXVXKIgJ32hoF7INpc7m5hbh73oeSl+RtevWARO+XjMnK8AMRTmnYUyP75yc091tTfEuLsv886Db16xqupr7cmyFonYha+VhxKkvk+3h4XEg/IPv4TGFmKipz0QUjFQfYqYELJrA2ZyWqw5gmlc2ZNXWig7ki3lo0ybP/p6YTYWimM7pjDaVtyAgKp0xK+GgWNHFpe+2NqM7kOSRMXZ0EIBctTNJGE5WjJchejFrKrQeWzsqczIhFZc3xIXqovhDTPdTp4cP1tJDJiMw/VwfovpMok8ckoeSILbB5rqcPA4Rc6bs1EBFHoJmool8azXFNQwDLdIRwRzLDTCxzbF0IWowFtP3RAEi6JrNumrrw/hdcKcSA30+CPQgUyl97/fBFapX5ViSC/q670Ol6HZLRwZei0S0uogHwb/xPTymEP7B9/CYQvgH38NjCjHZElrEFBvRHyuLR1TLlatXx9u7ZV1KKYrEr8LoqLTxlZAmSZosqpmU+Gl10JifndVUWakqlEndCBqm0rK/XgdKUFm9eUhva3f0b2sGxrAZD3Eoh9WB8ZMmynFtTSK/kmntSy4sgzCnE0rw2WdfUP2a4NNaLfYeiE3E4iCamdbnG8U8rV4+rj1kQAxzfs7QUDWJoEsmtKQDJg1GUE+qazT846F8DwU7iHSsYQBjzK/cpfpV9jdk7kZxJAB/PZ/X9wtSz72unLdsTlOOCaCTyxUt8EqhnMf8jPj1e3uazktCqXAbtrpyZHhPxI14zEHwb3wPjymEf/A9PKYQEzX1wzCgbHZoAuVntKm/tiuCEmH8imq7ui4ReajfNjDMRSIpJl+rramy++6V/b17TiruRk7/9m3tiLuAunFERMVZMVNTEFlXqWsaqkdi8qWN5v7qqsgWZJK6rVyW40R6bGBEI3JQcdZWjmUwbiEAj5aXdL/9CkQyNjRFhZVu+5GMZ7XoMFLNUqvAclEfTOxW27pxoIM3e7DmHkOEXGh06Xswfr2p3SL8XgzEQaink3RiMXTPdOReNivUaiplIgPb4g6GKTHTnfHjMnAf9Lr6PG5viptBUFIMXQciopk1SR6KTLJTpTy8B5FevBn8G9/DYwrhH3wPjymEf/A9PKYQE/XxnXNjH31j/axqW5gXv3XtyMfN914fb29sCe3XNXXjirPiH2XTOjtvH+iaa+sMREShyZ7LbYqfaem8NtBXuTQIMNgMOfB3e5H2uTbWZf3ixPF7Vdvy0vHxdgcovISpFUcwfjGv1wniWJ66JT7yp5/QGdTPv/Ay7EsfJ1JnBGsg6KsTEfUgE8xSq31YgInHcZ3AUIddrCWo58EsfeNxuZ5tU2MvAfRpFHRN242V5itVvS8UUs2kNRWXTuH7UdN5vZ6MEwc6smmyBGs1WdvIZfR6yy6sQzRAsCMR19e9XJJ1sGRO15TojMRgDhmx69/4Hh7TCP/ge3hMISYcuefIjaipstEFD8AcrDd19tU9d0s57DKUIg4CbTYmweRzfd3W7onJPZMVU8tF2jaahRLdoSlTFLC07e6JSdY15YyzWTG/LZ2H5aRbdR3BlQT6sAgll7odTbc16mLODgb6EqZS4qrkCxLFFzNlpz71STmWUuVp1VYHM9WB7Wj1/QOSczow3GoHshL3SnItZvKasutDBFqtrs8j0nZhTO6JREK7VkEA4ibmmvVIvteGiLyU3hUFSJ8ae3kAtGLaRBfGY3I8rYa4f6mEvi5xuLZz87puxM6OuBaYTZgwpeQ3IDI1XdcuZGyUDel8dp6Hh8dB8A++h8cUYuKr+tfM4sUlLTFcrkhCQrWiI+EwBG1tRSLwdne1tDQmbySMabu9Li7C/X/3gfH28pqWME6mT4+3K0YYogVlubZ3YfU40KZnBKvO5ZJOtEgB25DLaNN5dvHYeLsHJZhyxl0YQLLG/rYuZ+Cggm0Lo9gCbRo26tK2tKhXiNPg7jRq0s9GtDlY8Q+tNDawGR2oClyuaRcsBHfNSkOj+5AAERS2Mt+wa3ed9DZIlnch0jCux4hAEy+Z0Kv68RhEzBmXZm5WSnuVSO6XelXr6pU74hoWQfuPSAutXLgq9/RsUbstaYhMjUxUX0CHS86R/h4eHlMH/+B7eEwh/IPv4TGFmKzYJgcUjw/pj7ihRRZi4lcWctofrbWFzhpEUjro2FFdoLcJdEqnoyOzPvrRR8fbF89K2axzb7yk+t374H823p5fMWIhF86Mty+vSyRWpabptngcS2jp6KsASkFVa7p+QLkuxzZbXB5v5/NHVb9WU9YNIhPF1umhaKT4fVHH0D+gcnHimB6/UZd5XQWfs53W74lyRfY1GGh+DEt5YXmtfF6fj3qtC23Gp4Xgy1go48/N6TUJVYfBUI64TqAjD7WvngyFlotMCbdGozbejif1fRuDbLoZ8NWrxsePA826tbWh2hJJOdAkUHi2lFwKokxDI7ghS0I3jlS0ONSDz8zvElGNiPpEFDnnHmfmOSL6AyI6SUTvEtF/4ZwpLO7h4fGhxHsx9X/aOfeoc+7x0eevEdHTzrlTRPT06LOHh8ePAd6Pqf8lIvrsaPsbNKyp99WbfSEIQsrnhkkOna6mhlBnfxDXZulMKCZUDH6rmi1Tagv00J3TEWI7IPRBTva1X9PJFL03XpT9ZnXV1KugWd/qyveyJhqt3RI3o9szIWJgis0Vtbm2fkUSkHpQIXizrxOasGZA30QeRhCxOEjKvArZBdWv0RbzNYzp338XiImZzckY1W3tPsUwOSY6WAACAyzRjSAiGgzke7GYTqyanxW3oAdmb6NiknnA3A5NUg4yrTFwLwMT4YaJWy0TOdqHOYZ9G7kH2v+RzKvZ1HOsgDuSMTUI1tbkOB99+MHx9t7ejuqHgimBqUuxcmzoGlrdwoNw2De+I6I/Z+YXmPkro78tO+c2iIhG/y8d+G0PD48PFQ77xv+Mc26dmZeI6LvM/OZhdzD6ofgKEdHa8uItent4eEwCh3rjO+fWR/9vE9Ef07A89hYzrxIRjf7fPuC7TznnHnfOPT5XLNyoi4eHx4Rxyzc+M2eJKHDO1UbbP0tE/wsRfZuIvkxEvzH6/1u33p2jgRv6xnHjz3W64gN1jKhjfyCUTyIpPtXA1icDkUsyJZ1rNfG1O+DfNps6xDMBpbdjMe2nzc/Pj7evbkpmXTsyoaw4I5O5hzRao6m/hzOuAB0UmTG6kGloxRqqIDAxMyP95me1tbVSuG+8fXXzrQPnnwRObc6UZsYz1+8ZAcndKvSTI4tM1mQI1ynq6TDURhPPCAp2qG6UBrc2ZtYrIixLDu+5vvHxG22kJvW9g6Wn+5H2/zFEuNOSMXDNgIio3ZI1oZ5Z97l4UcKuP/XJx8fbVixkeVHu9909TRd2W+XRfA4ntnkYU3+ZiP54VBs9RkT/n3Puz5j5eSL6Q2Z+koguEdEvH2qPHh4edxy3fPCdc+eJ6JEb/H2PiD5/Oybl4eFxezHRyL3BYDDWIgti2txBAYFUWtNjHIi5GYHG/PKyjjgrlSV+aAu0+YZjiBmJVilGtxERtdpiys3Nzaq2SxcvjbebkPlmoxCRv0ob7b8YlKvudrTZGCWkrVxBs1dfpghELrpxfR7jIFKRBcERNrqA7Y6YilgGmkiX0OomZV/plHYrBmBz5/O6pHMqKdFpWNocy24R6Yi8KNJz7HRkfKQcbZkoVUPBHGfAQOGFKLZhBDs66OKpJupCNCSbZbGiKrku52BmTottzM7K+tbZt8+rtlJZaLpnvv/98fbSir7/NnfERV1e0m7X9vqQau5Flj6+MXysvofHFMI/+B4eUwj/4Ht4TCEm7OP3qd0c+jOxpKY7kgkQwAy074t+VR98mLqpWZeEUMiEoQuTEB47Pyu+086OVsjZ2JAwyUZN0ylHoDz11W2hq5zJ9ILyftTtHlxvrlvX9BWGHGcgq69e0/XmOpDtltMS7VSE8OFcVvzPeEL75/GE+KONhj7fd9/90Hi72ZS1gJ3NTdUvnxe/NW5Ua2bA53dOzsH6th6DQXXH1ptDfxUptoEVyoTttqFnkd7r91vwd30+UFff1muAyGSl709ElMnIOY76stbQNLUKsDZfYVbHs+zuy9pUrS7z33rtHdUvk5KL3W3pOQ5cb/S/F9v08PA4AP7B9/CYQkxWbHPgqDWisHLGZIoiMcOYtbkSgJkUYgaeibCKgSDj0uI9qq3WEHqpD5lk8VCbfA7s9GxOm69VENyI+rKv0Jj6+YKYZLWajrAiAtEFk6XVAvqqDZlefc2AqfJUfUNLZcH87oDA496uzkLMQgmmMNDXog/fw/oE6aymWVEEpFPXxznoyxxPnhAR0VpDm8ADKPfsTMnyJpiziYS0mXIKFMD9wn1z70CUXBzuj3TKCHuCQIphBFXptGxWu27NppwrzP7LpDVF6iDKlJ3OukuloDwYZK1iHQcionpd5mECU2m2mLzh3w+Cf+N7eEwh/IPv4TGFmKzmXsDjKDdrkoEFT53ewYkGA4jcM1YuMSSsOKqptgxUKG23xTxDDXkiorUjouO3u69X/ONQFglX5615Va3Ivu0ia7eLmni6DVfrQzANOx29+o8RczN5bfd2QPs+mxLTM5XWkWRQTYoypvJqeQ9W3kGPP53WFMIA3KJOy+rZi+nfhWt2/Oiq6re7K+e43TbJTrAi3+2B/r5NogFfKGCj/QfRen0oyeVIn1N0L/OmAjG6IC2TWBUGUN0WEmRsIk4cIjYx2o+IaGNTokxR3CRmNPy7ELEZmGDRaLRvX0LLw8PjQPgH38NjCuEffA+PKcRkfXwiSoz8tiDQvkirK9Fj3a6mnmJ9mWYCIsQ6xicMGDTJrQBGHBYRsMn4Ue0uCiZqv7W8LhrzDr7nzLHgz2k81BRYAssx97Wf2QMRzXZbzoHVsURBRaM7QYHyY6G2XWAEKiLIwOvqyEAHfZtQMjswEZXEQPWldHYefm40xN9fMFlrZciozM3oNYR6VfznAaz7uLjm2/pAraJQC5EW0UBhTzbXrJATv97SxBjVZ33odkfWczCLz9ayC2FBJ5vW60pH16R+w05ZrkXDREomsPR2X8+xMbpXTenAA+Hf+B4eUwj/4Ht4TCEmG7lHYFmb6LwQ6DGrvUZgvnbqEj0XM6WZKzUxGyNDCWJSxvKSUEoJk7yCAg2zs9puwgpMibS01RsmiQbKdaPwxnAMODZnKbAbC0qwMdORP4wMLar14qStVtP0ZhL5U0N91iHaMA+JPjHDP27vilYcullERIvzIpKSTc+mMfQAAArYSURBVMtxzS1ol2BmVszcZ5//azoISSgz1Te6cpiYEpgSWqiDF4f597rGZG/LdQmzRswjkHukbwT/HCT0JFJynTIZo08IX8PkJiKiGNyDW3tS0i1hynX14VrH41a05Nr8PZ3n4eFxAPyD7+ExhfAPvofHFGKiPj4RkesP/TNT8k2VuMbQRCKiEEJxQ6gZhjXqiLT+vI1cLBZFEz8CPzuZ0j7h7Kz4tHvlXdWGWXdzINJZq2tf7BzopGOJaCKiGPigoaGU8BMKjti1jA6IdEYDvUaBVFHAWIPArieAkGXcinmKD12HEtG9rqbzmiBMmskY3xdqIWSKMqeSOae5rPjCD5x6WLW9e/HceLtWl/UbszRCjuQ4e4b7DAM53yjKmTA19lR5arM+VCrJGk42re8XXCPKxXAtwIady/565v7G8O8eCrCa9YQ43Dvtth7jWlixs3HsB8C/8T08phD+wffwmEJMls5zjqKRCcSmzC+yQYnACFS0xNxE+qplNNoxoq04qzOgghBNL4mms+WSMmmhm8qlumoLSUy+akVKaPWdjhLMgbCCjepDas7qw2ey8rlahYgwowGHZmnHZIGVyqCXn5Pzk5/RJb/3dsXk5sqGakuDjly5KrqGdh4RmLPtnHYDrm5cGG8PBnLM2ZyO3MNIuPl5U0+BhBJ8/U0592xoxRiMkUjqtlpVXEh0bwIT8tiEeyky90QK3MGwZzIDwc3A0ti2VoEqX94/WPt+bVXozfUNfV0aDXGfAlMPIgyH5yD4IIU4mLnIzP+Gmd9k5jPM/ClmnmPm7zLz2dH/s7ceycPD48OAw5r6/zsR/Zlz7gEaltM6Q0RfI6KnnXOniOjp0WcPD48fAxymWm6BiH6KiP4rIiLnXJeIusz8JSL67KjbN4joGSL66k3HIiIOhqZRz6ycokGcyemop8YOmKV88OooLuUHbBM5QJeNJfEkDLWuHiZoLCxo83jgxNTC9daNzS3VLwPiHr3IzBFM/VqtoZpwJTiVApnsvD4WZAZsBBqutCeADdh5503VD8VDMhmtuVffFfO+B/QLG028RFLmmMnoaDTsGeFKu6FbOpCMZMtrxRNyH+RSsm0N5XRGbmMb0eYiOdBqDzXrjJQ3RFtatgXnbzViUL4bmZOuYUAw4i+dMpF7oIpy4vhxmYeRAN/ekuegXCurtmtS5IfU4TjUG/9uItohov+bmV9k5v9rVC572Tm3MdyZ2yCipcPt0sPD407jMA9+jIg+TkS/45x7jIga9B7Memb+CjOfZubTpWrj1l/w8PC47TjMg3+FiK44554dff43NPwh2GLmVSKi0f/bN/qyc+4p59zjzrnHZwvZG3Xx8PCYMG7p4zvnNpn5MjPf75x7i4g+T0RvjP59mYh+Y/T/t245Fg3LaBERDfr6N6elovBMlBmUocoVxCd3OqlM6dRbkQ6MhMNoq3RaR91FPZkHlnciIsqBKGW9KT5cNqvXJHD9omciqTDiylI+pZJEpzVh/KCjz1U2I47cnBGvCIAmLVeEjux0TcYjTKtrwij7sM6RBsHOmKEf8zlZG0ibTLJ2S+afhLWA0NC4KD4amQICvbbMvzADEYmG7m1DHQAsM0VEFF/F0lhybbtGgCWeknklE+Z9CKGCkVmzicfh2sPagI3cCwIZ3xn6NwzlPMZjMsZsQWcyLi2LN/3yq6+rtu3d4Xt3cMjsvMPy+P+YiH6fmRNEdJ6I/msaWgt/yMxPEtElIvrlQ47l4eFxh3GoB9859xIRPX6Dps9/sNPx8PCYBCabpOOcRC2xSepQ3bSJnUqLKVStgLCCSS5BQYPrTTI0D2VvvZ7W98Nlj0xSm/AM88qkxbxMpjQdFoZiynGg59h3Mv9qVVMyeE5Qy52Nfhva6X1TOjYC3bduR8zNTu9gMbZBTLflMuJOLcxJXFY6palPFJSIbHIMnO8oErM/ldIUVbEolGm9pt0FhvJmuzuS+JRIalMc753AuGc1cJ/iSdDYN5qMjlGbz2ruw/mO9PioSRgLpC00wiT5fAbaVJMu2wauVVjUdPL+vtB5+ay+Fq320C0IA1P/6wD4WH0PjymEf/A9PKYQ/sH38JhCTNTHj6I+7e0Nfa5GQwfzIN2RzWn/C32uWhVEEY2YAoZ8pkwJaqxnF6gMOX0KMpCZ1hvo38V6XTLE6pA95yLtI6Ov1x1oWjEOlE/NxH9iWDFmkrVaeh2i25Hx46GmBHtA22FGWD6vqaE6lPw2Wh60tCCUGNKiA0v7wWWKx/Q6B55jFMPc3NDhHrj2EplMw15f5thuQxvr87a9J77vzn5JtcWAPqzANevfhPWqmqDgVFJOUMyIxPa60hfFZFJJfT52dyVrMh7XaxkJyLTLYH1C1vcwQ9nsmYLOctxYH5be9rXzPDw8DoR/8D08phB8WNPgA9kZ8w4RXSSiBSLavUX3240PwxyI/Dws/Dw03us8TjjnFm/VaaIP/ninzKedczcKCJqqOfh5+HncqXl4U9/DYwrhH3wPjynEnXrwn7pD+0V8GOZA5Odh4eehcVvmcUd8fA8PjzsLb+p7eEwhJvrgM/MXmfktZn6HmSemysvMv8fM28z8Gvxt4vLgzHyMmb83kih/nZl/7U7MhZlTzPwcM788msc/H/39LmZ+djSPPxjpL9x2MHM40nP8zp2aBzO/y8yvMvNLzHx69Lc7cY9MRMp+Yg8+M4dE9H8S0c8R0YNE9CvM/OCEdv8vieiL5m93Qh48IqJ/6pz7CBE9QUS/OjoHk55Lh4g+55x7hIgeJaIvMvMTRPSbRPRbo3mUiOjJ2zyPa/g1Gkq2X8OdmsdPO+ceBfrsTtwjk5Gyd85N5B8RfYqI/iN8/joRfX2C+z9JRK/B57eIaHW0vUpEb01qLjCHbxHRF+7kXIgoQ0Q/JKJP0jBQJHaj63Ub9390dDN/joi+Q0OxgTsxj3eJaMH8baLXhYgKRHSBRmtvt3MekzT114joMny+MvrbncIdlQdn5pNE9BgRPXsn5jIyr1+ioUjqd4noHBGVnXPXMmAmdX1+m4j+GYnQ4vwdmocjoj9n5heY+Sujv036ukxMyn6SD/6NqnpNJaXAzDki+iMi+ifOueqt+t8OOOf6zrlHafjG/QQRfeRG3W7nHJj5F4ho2zn3Av550vMY4TPOuY/T0BX9VWb+qQns0+J9Sdm/F0zywb9CRMfg81EiWj+g7yRwKHnwDxrMHKfhQ//7zrl/eyfnQkTknCvTsArSE0RUZB5rRk3i+nyGiH6Rmd8lom/S0Nz/7TswD3LOrY/+3yaiP6bhj+Gkr8v7krJ/L5jkg/88EZ0ardgmiOgfENG3J7h/i2/TUBac6JDy4O8XPBRv+10iOuOc+xd3ai7MvMjMxdF2moh+hoaLSN8jol+a1Dycc193zh11zp2k4f3wF865fzTpeTBzlpnz17aJ6GeJ6DWa8HVxzm0S0WVmvn/0p2tS9h/8PG73oolZpPh5Inqbhv7k/zTB/f4rItogoh4Nf1WfpKEv+TQRnR39PzeBefwEDc3WV4jopdG/n5/0XIjoY0T04mgerxHR/zz6+91E9BwRvUNE/5qIkhO8Rp8lou/ciXmM9vfy6N/r1+7NO3SPPEpEp0fX5k+IaPZ2zMNH7nl4TCF85J6HxxTCP/geHlMI/+B7eEwh/IPv4TGF8A++h8cUwj/4Hh5TCP/ge3hMIfyD7+Exhfj/AbhvjNuMxzZsAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check the training data.\n", "myh5 = tables.open_file(\"data/vim-2/stimulus_ds.h5\", mode=\"r\")\n", "arrInst = myh5.get_node(myh5.root, \"train\")\n", "print(arrInst)\n", "print(type(arrInst))\n", "frames_to_play = 10\n", "idx = np.arange(0, frames_to_play*15, 15)\n", "arr = arrInst[:,:,:,idx]\n", "print(arr.shape)\n", "for t in range(arr.shape[3]):\n", " plt.imshow(arr[:,:,:,t])\n", " plt.show()\n", "myh5.close()" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/test (Array(64, 64, 3, 8100)) 'Testing data'\n", "\n", "(64, 64, 3, 10)\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check the testing data.\n", "myh5 = tables.open_file(\"data/vim-2/stimulus_ds.h5\", mode=\"r\")\n", "arrInst = myh5.get_node(myh5.root, \"test\")\n", "print(arrInst)\n", "print(type(arrInst))\n", "frames_to_play = 10\n", "idx = np.arange(0, frames_to_play*15, 15)\n", "arr = arrInst[:,:,:,idx]\n", "print(arr.shape)\n", "for t in range(arr.shape[3]):\n", " plt.imshow(arr[:,:,:,t])\n", " plt.show()\n", "myh5.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some points on PyTables classes: \n", "\n", "- The `Array` class assumes homogeneous data (in terms of the type), and does not allow for adding entries on the fly.\n", "\n", "- The `EArray` class allows for enlargeable data sets (fixed size of entries, but unlimited ability to add entries).\n", "\n", "- Using `Table` objects one can deal with heterogeneous data sets on the fly in a very smooth way.\n", "\n", "For our purposes here, since we will not be adding any data, and each array is homogeneous (different array objects needn't have the same type of course), the `Array` class is the natural choice." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## BOLD Response: checking original data\n", "\n", "Next, we examine the response data." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data/vim-2/VoxelResponses_subject1.mat (File) ''\n", "Last modif.: 'Tue Apr 1 05:55:05 2014'\n", "Object Tree: \n", "/ (RootGroup) ''\n", "/rt (EArray(73728, 7200), zlib(3)) ''\n", "/rv (EArray(73728, 540), zlib(3)) ''\n", "/rva (EArray(73728, 10, 540), zlib(3)) ''\n", "/ei (Group) ''\n", "/ei/TRsec (Array(1, 1)) ''\n", "/ei/datasize (Array(3, 1)) ''\n", "/ei/imhz (Array(1, 1)) ''\n", "/ei/valrepnum (Array(1, 1)) ''\n", "/roi (Group) ''\n", "/roi/FFAlh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/FFArh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/IPlh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/IPrh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/MTlh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/MTplh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/MTprh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/MTrh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/OBJlh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/OBJrh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/PPAlh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/PPArh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/RSCrh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/STSrh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/VOlh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/VOrh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/latocclh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/latoccrh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/v1lh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/v1rh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/v2lh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/v2rh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/v3alh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/v3arh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/v3blh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/v3brh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/v3lh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/v3rh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/v4lh (EArray(18, 64, 64), zlib(3)) ''\n", "/roi/v4rh (EArray(18, 64, 64), zlib(3)) ''\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/mjh/anaconda3/lib/python3.6/site-packages/tables/attributeset.py:299: DataTypeWarning: Unsupported type for attribute 'MATLAB_fields' in node 'ei'. Offending HDF5 class: 9\n", " value = self._g_getattr(self._v_node, name)\n", "/home/mjh/anaconda3/lib/python3.6/site-packages/tables/attributeset.py:299: DataTypeWarning: Unsupported type for attribute 'MATLAB_fields' in node 'roi'. Offending HDF5 class: 9\n", " value = self._g_getattr(self._v_node, name)\n" ] } ], "source": [ "import numpy as np\n", "import tables\n", "import matplotlib\n", "from matplotlib import pyplot as plt\n", "import pprint as pp\n", "\n", "# Open file connection.\n", "f = tables.open_file(\"data/vim-2/VoxelResponses_subject1.mat\", mode=\"r\")\n", "print(f)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "response_object:\n", "/rt (EArray(73728, 7200), zlib(3)) ''\n", "\n", "----\n", "idx_object:\n", "/roi//v4lh (EArray(18, 64, 64), zlib(3)) ''\n", "\n", "----\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/mjh/anaconda3/lib/python3.6/site-packages/tables/attributeset.py:299: DataTypeWarning: Unsupported type for attribute 'MATLAB_fields' in node ''. Offending HDF5 class: 9\n", " value = self._g_getattr(self._v_node, name)\n" ] } ], "source": [ "# Get the EArray objects (from tables)\n", "roi_tocheck = \"v4lh\"\n", "response_object = f.get_node(where=\"/\", name=\"rt\")\n", "idx_object = f.get_node(where=\"/roi/\", name=roi_tocheck)\n", "\n", "print(\"response_object:\")\n", "print(response_object)\n", "print(type(response_object))\n", "print(\"----\")\n", "print(\"idx_object:\")\n", "print(idx_object)\n", "print(type(idx_object))\n", "print(\"----\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "response_array:\n", "\n", "(73728, 7200)\n", "float32\n", "----\n", "idx_array:\n", "\n", "(18, 64, 64)\n", "float64\n", "----\n" ] } ], "source": [ "# Get numpy arrays.\n", "response_array = response_object.read()\n", "idx_array = idx_object.read()\n", "\n", "print(\"response_array:\")\n", "print(type(response_array))\n", "print(response_array.shape)\n", "print(response_array.dtype)\n", "print(\"----\")\n", "print(\"idx_array:\")\n", "print(type(idx_array))\n", "print(idx_array.shape)\n", "print(idx_array.dtype)\n", "print(\"----\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Close the connection.\n", "f.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note the important connection here: the first index of the response array has length 73728 = 18 x 64 x 64, one element for each *voxel*. The \"index\" array is called such because it lets us take subsets of voxels corresponding to distinct ROIs.\n", "\n", "To see how this is done, let's examine the contents of a particular index array." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "array([[[0., 0., 0., 0., 0.],\n", " [0., 0., 0., 0., 0.],\n", " [0., 0., 0., 0., 0.],\n", " [0., 0., 0., 0., 0.],\n", " [0., 0., 0., 0., 0.]],\n", "\n", " [[0., 0., 0., 0., 0.],\n", " [0., 0., 0., 0., 0.],\n", " [0., 0., 0., 0., 0.],\n", " [0., 0., 0., 0., 0.],\n", " [0., 0., 0., 0., 0.]]])\n", "dtype: float64\n", "unique: [0. 1.]\n", "sum = 308.0\n" ] } ], "source": [ "pp.pprint(idx_array[0:2, 0:5,0:5])\n", "print(\"dtype:\", idx_array.dtype)\n", "print(\"unique:\", np.unique(idx_array))\n", "print(\"sum =\", np.sum(idx_array))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While the values are of `np.float64` type, clearly they are just indicators of which cells in a 18 x 64 x 64 array are included in the ROI we specified in `roi_tocheck`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercises:__\n", "\n", "0. Use `np.nonzero` to get the actual indices that are \"hot\".\n", "\n", "0. How many voxels are there in the ROI called V4 in the left hemisphere?\n", "\n", "0. How many voxels are in V4 in total? (both left and right hemispheres)\n", "\n", "0. Is this number the same across all subjects?\n", "\n", "0. Try summing the contents of all the index matrices. If the sum is precisely 73728 (the number of voxels), then it is reasonable to expect that each voxel appears in one and only one ROI. If the sum is less than this number, some voxels necessarily do not belong to any ROIs. If the sum is greater that this number, some voxels must belong to more than one ROI. Which of these is the case?\n", "\n", "0. Make a bar graph (see `help(plt.bar)`) for each region. Which region is largest? Smallest? Is there a difference between left/right hemispheres, or are they symmetric?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now make use of these indices for taking ROI-wise subsets." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "shape: (308, 7200)\n", "dtype: float32\n", "type: \n", "sum of index: 308.0\n" ] } ], "source": [ "with tables.open_file(\"data/vim-2/VoxelResponses_subject1.mat\", mode=\"r\") as f:\n", " \n", " response_object = f.get_node(where=f.root, name=\"rt\")\n", " \n", " # Extract EArray, the numpy array.\n", " idx_object = f.get_node(where=\"/roi/\", name=roi_tocheck)\n", " idx_array = idx_object.read()\n", " \n", " # Get a flat vector of index values.\n", " indices = np.nonzero(idx_array.flatten())[0]\n", " \n", " # Extract a subset; take from the 0th axis the specified indices.\n", " response_subset = np.take(a=response_object.read(),\n", " axis=0,\n", " indices=indices)\n", " print(\"shape:\", response_subset.shape)\n", " print(\"dtype:\", response_subset.dtype)\n", " print(\"type:\", type(response_subset))\n", " print(\"sum of index:\", np.sum(idx_array))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's visualize the output of the first few voxels." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Voxel number: 0\n", "num of nans: 0\n", "Voxel number: 1\n", "num of nans: 0\n", "Voxel number: 2\n", "num of nans: 0\n", "Voxel number: 3\n", "num of nans: 0\n" ] }, { "data": { "image/png": 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znve8h0gk4i1/0003cf3113PhhRfyrGc9i3Q6zc9//vO22201M8Z2qbDcrGPqcvz4cV772tfyyU9+EsPov8xox6XRaADWdEYnk1e+8pW86U1v4oc//CGlUolnPOMZQGthcTl69CiGYTA/P49t2xiGgZSSD3/4w1xxxRUNyx4+fLjlOmZmZrj55pu9/2dnZ7n88st7fTsNrOWMTiabdUwBstksV155Je9+97t59rOf3Zf304x2XBrNqYBtQzmz2XvRkmQyyeWXX85v//ZvNxQQXHbZZdxwww1YlsXCwgK33HILl1xyCbVajd/6rd/ic5/7HOeeey4f/OAHAbjiiiv4p3/6J6rVKgAPPfQQhUKh7XavuOIKbrrpJpaXl1leXuamm25adYEeVjbrmJqmyVVXXcVv/MZv8JrXvOakvT/tuDSaU4GffhX+/X/Cmx+ESGqz92YVV199Na961asaquGuuuoqbr/9dp72tKchhOD9738/u3bt4l3veheXXnopl156KRdeeCEXX3wxV155Ja973es4fPgwz3jGM5BSMj09zVe/+tW225yYmODtb387F198MQDveMc7mJiYOOnvdVBsxjH9whe+wC233EI6nea6664D4LrrruPCCy/s63vreQbkbrjooouknkhSoxkgt/wNfOcv4Y/ug/HTvYcPHjzIueeeu4k7pjlVaXXuCSHukVJetN5rdahQozkVcMOEZvswj0YzLGjh0mhOBbRwabYRWrg0mlMBT7jym7sfGk0f0MKl0ZwKaMel2UZo4dJoTgW0cGm2EVq4NJpTAU+4cpu7HxpNH9DCpdGcCmxRx7XZ05q85CUvYWxsjJe97GV9295ms5nH9LHHHuOZz3wmF154Ieeddx7//M//3Ldt+tHCpdFsd6TcssK1mVNwAFxzzTV8+tOfHsi2BsVmHtPdu3fzgx/8gHvvvZc777yT9773vRw7dqzv29HCpdFsd6olsFXLnq0mXJs5BQfAC17wAlKprddJpBc285iGw2EikQgAlUoF27ZPynvULZ80mu2Ov0fhWuXw//mnMPeT/m5711Phl97b9umtMgXHyWLur/+aysH+TmsSOffJ7PqzP2v7/GYf0yNHjnDllVdy6NAhPvCBD7Bnz56+vn/Qjkuj2f40CNfWclyw+VNwbEc285ju27eP++67j0OHDvGpT32K+fn5vr8/7bg0mu1Op8K1hjM6mWzmFBwnm7Wc0clkKxzTPXv2cN5553Hrrbfy6le/uqf304x2XBrNdscVrkB4S3bO2KwpOLYzm3VMZ2dnKZVKACwvL/P973+fJz3pSX1/f9pxaTTbHVe4Uru3ZKgQNmcKDoBLL72UBx98kHw+z8zMDB//+Me3zZxcm3FMDx48yJvf/GaEEEgpectb3sJTn/rUvr83Pa2JRrPduetj8M23wGnPhdISvOFO7yk9rYlms9DTmmg0mva4jmtk6zoujWYjaOHSaLY7lSwEoxCf3JI5Lo1mo2jh0mi2O+UMREchnGjpuDYjXaA5ten1nNPCpdFsd/zCZZlQM72notEo6XRai5dmYEgpSafTRKPRrtehqwo1mu2OJ1xJ9b+Zh+AEADMzM8zOzrKwsLCJO6g51YhGo8zMzHT9ei1cGs12p5yB2LhPuAoQV8IVCoU488wzN3HnNJqNo0OFGs12xx8qBF1ZqBl6tHBpNNudVaFCLVya4UYLlwaAt331J/zNjT/b7N3Q9Bt3Lq4Gx6VL4jXDjc5xaQD4/qE0O0cim70bmn5TK6tKQh0q1GwjtOPSALBUMCma1mbvhqbfuF0zdKhQs43QwqWhatlkSlUKldpm74qm37jCFRnRoULNtkELl4aVopqyoKQd1/bDc1xjOlSo2TZo4dKwVFCdFApauLYfDaFCLVya7YEWLo0nXEVThwr7xvH74PaPbPZeNAqXEYBgTIcKNUOPFi6NJ1xVS2LW7E3em23CvZ+Dm96mytE3k/KK+h0dVb/bNNrVaIYJLVwalor1pqvadfWJ8gpIG6zqJu+Hz3GBFi7NtkALl4blQl24dJ6rT7iCUStt/n4EIhByOnGHkzpUqBl6tHBpvFAhQFGXxPeHkhOiq5Y3dz/crhku4YQWLs3Qo4VL0yBc2nH1CTe3VNtiwhVJ6lChZujRwqXRjutkUNqiwqVzXJptgBYuDUsF0+tTqB1Xn3BzXNUtkONqEC6d49IMP6e8cEnbPuWnLV8qmMyMxwFdVdgXrCpUHVejHZdG03dOaeGSUnLohS9k5Qv/Z7N3ZdOQUrJUNJkZjwFQqGjH1TNumBC2oOPSwqUZfk5t4TJNaseOYz7y8GbvyqZRNC3Mms0+7bj6R9knXJvpuPxzcbmEk85UJ/pz1gwvp7Rw2cUiAFbu1I35u4UZruPSU5v0ATe/BZvruPxzcbm4/Qqr2nVphpdTW7gKSrjsXK7j1xTvvpvqiRMna5cGjitc06kIkaBBQTuu3iltEcfV3DUDdKNdzbbglBYuWXIcV75z4Xr89/+A5euvP1m7NHBc4RpPhElEghR1jqt3ylskx9VSuPRkkprh55QWLjdUaHcYKrQrFWSxuK1Ci65wTSbCxMMB7bj6QWm5/net0tlr5h+A772/v/vhn4vLRU8mqdkG9CxcQoh9QojvCiEOCiEeEEL8UT92bBDUhaszx+UuJ8ubXCnWRxocV1g7rr7gz3F12qvwga/Cd/+qvy2idKhQs03ph+OqAW+WUp4LPBt4gxDiKX1Y70nHK84odPYltrI553XbSLiKJqGAIBUJEo9ox9UXyisQjAKicyGqFht/92U/1hCuinZcmuGlZ+GSUh6XUv7Q+TsHHAT29rreQeAKUMeOy8mF2eVNHlTaR5byJuPxMEII5bh0VWHvlFZUeC4Y7dxxubmwfobwmufiAl+OSwuXZnjpa45LCHEG8HTgzhbP/Z4Q4oAQ4sDCwkI/N9s1ruOSlQrSNNdZGiw3VFjaXo5rIhEGUDku3auwd8orEBtTU4l06rjc6kOz0XHdfXiJP77h3u66u+hQoWab0jfhEkIkgS8Bb5RSZpufl1J+VEp5kZTyounp6X5ttidc4QKw8uvfgbrObDs5ruVCXbgSEe24+oLnuGIbcFzOudgkKN+47zhf+dFRStUuPpfmubhAVxVqtgV9ES4hRAglWp+VUn65H+scBHax/uXtJFxoecK1jRxXwWTcEa5YOKA7Z/QDt1tFMLKBHFfrUOHhtDpHK1W7i/3INrot0I5Lsy3oR1WhAD4OHJRSfrD3XRocDY6rgxJ32ynOkNusOGPSdVzhgO5V2A+8UGGs8wHIrnA1FWccXnSEq9aNcGVWC1cgpFyYznFphph+OK5fAF4L/DchxL3Oz0v7sN6Tjj9XZXcQKrS2WXFGzbJZKVYZj7s5riClqoVln9rd8numlKkXZ3Q6ANlzXHUnVLVsjiyrx81+CRfoRruaoSfY6wqklLcBog/7MnDclk9Qrxhcc3nHlW0X4VopVQGYTLo5rgAApapFMtLzqXFqYltQyfgcV4cDkFuECmeXS95NRKXWZY6rpXDpWZA1w80p3zlDRFXiuqNQYU7VnMhSaVvM4eUNPvY5LtAd4nui4tQlbbQc3l3OV1Xohgmhj6FCcByXDhVqhpdTXriCO3eovzsqznC+7FJ2VD6/1XGFq15VqByX7p7RAyXf2KlQrIvijLpYPXpShUs7Ls3wcmoLV6lEaFoJVyeNdv3i5i/sGFaWm4TLdVy6e0YPuIN+YxsdgOyWw9edkFtRCP0OFWrh0gw3wylc5Qx86AI48MmeVmMXixgjI4hYrKNGu5ZPuOQ2yHOlmx2XFyrUjqtrPMe1wQHI7nJNjitgqPTxhh1XtQxWRee4NNuS4RSucBJWHoPcXE+rsYtFjHgcI5nosDgjh22ocJpdGn7hWm7OcTmhQt09owfcbhWxDQxAtu36cr5y+MPpAmdMqpmpN1xV2KprhovOcWmGnOEULiOgvpD+6SO6wBWuQDLVUecMK5cjHUkB26NDfLpgkooECQfVaaAdVx/w9wfsdACyf6yXIyhmzebocokn7VLn24YdV5NwSSkpuLMea+HSDDnDKVygQjH+Cfu6wHNcqdS6oUIpJXY+Tzo6ol67DUKFy0WTCacUHlSvQtCOqycaQoWO41qvArVBuJS4PL5UxJbwpJ3qfKtstOVT01xc33rsW7zg/7xAiZfOcWmGnOEdrBMb78lxSdtGlkqO40quW1VoF4pg2yy5wrUNumcsFUwvTMh/XcukkQSerB1XL5RXwAgqcQg6PQItU7mvdvi7ZTjl8G4pvOu4TKs3xzWbn6VQLbBYWiQRTqpt2paKXmg0Q8bwOq5ehatcBikx4jGM1PqhQncM11J0+4QKlwr1dk/89KtEH/5PQFcV9kTZ6ZohhHJcsH73DP/zTgjPrSj0QoUb7VXYNKVJ0RHHTCVT71fYz7m/NJoBMsTCNVYPy3SBW84u4nGM1PqOy60oTDsXgu1QnOFvsEt+AVE4gSH0OK6eKK3UCyJcx7Vev0JXuIJRL4T36GKB0ViIXSNqHb06rpJT/JE1s7rRrmboOWVDha5wdVqc4QqbGyo0O5w1easipWTJndLELIKZQ0iLRDioHVcvuA12YeOOKzHtuaDD6QJnTCW8wpmNO642wlXJglNgpIVLM6wMseNyhKvL1ku202BXlcMnkcUistb+gl13XEq4ciudzZq8VSlVLSo1WwlX4YR6sFpkMmxqx9UL7lxcsAHH5YTs4pOemBxeLHLmZJyAIQgaYuMDkMsZCIS9ubhaOy5dWagZToZXuKJjIC2odCcgboNdIxYnkEo6j7W/A3WrDl3HVcgO991qOu8MPo6HIX/Ce3wmlNeOqxfWcVy2tOtl6S6usCWmwcxTNmscy5Q4Y0oJTCRodDeOyzeGS4cKNduJ4RWu2Lj63WVJvBcqTMQxkip0slajXcspzliJJLERlHLD/aVfLvq6ZviEa3cwq6sKe8EtzoCWjuvzD36e53zuObzh22/gltlbsGyr7rgSUyBtjiwsIyWc6QhXOGh0N47LJ1xucUa2ku1sFmQpe8ohazQnk+EXri7zXO7sx4ZTnAFrT23iOq58KEYlEKKcH27hcts9jSfCkJ/3Ht9pZHV3+G5xL/bNxRk+x3UsfwxDGPw0/VPe8O038NIvv5SPHf0OiwFDhQqBI/MLAJwx6TquQHehwhaOK2NmOgoV2vd9jdwfnw+F9Ma2q9EMgFNYuHzFGSnluNaqLLTzOexgiGogRDkYppIf7nJ4t93TZJPj2mFox9U1Zl6Fr71Q4WrHVbbKjEZGuenVN/G3z/9b9o3s43/P3cKL9u3l3cWfI4HjJ5RYeKHCUB9DhZXOQoXZb36D2ZtTVA/du7HtajQDYIiFy7k4dBnOcGc/NmKxzkKF2Ry1mPrCVwIhalu8qvCOR9L89Fi27fNLfsdVOOFc5ASTZHTnjG7xd80A1asQGoSrVCsRDUQJGSFefMaL+dcX/yv/ftpreGGhyA3ZgxwJBjmxtMREIsxoLARAONB7qLAxx7V+qLC2qFyfNT+7se1qNANgiIWrf47LSCpBWjtUmKMaUw1PrXAEa4uP4/qzr/yEd339gbbPLxVMgoZgJBpUjmtkL8QnmJTL2nF1i7/BLtQdl69fYblWJuqGEB3OFBFev6Jee3c0QnppyWuuC8px9Ve4OggVrigRttLzbZfRaDaL4R7HBd0Ll1NVKGIxL1S41lguK5fDjMQJGgIZjmJv8c4ZC7kKJ7IVLFt6U2P4cQcfCyGUcCWmQUpGzRXtuLqlqVtF3XHVz5WytVq4qJU40zaYCKU4ECuQW17hjHMS3tORYKDnUGGx5hRnmFlVJm8E13RcVla5dWtpcWPb1WgGwPA6rlAMApGeHJeIxxGGgeHluNa4A83lqETjxMIBiEZgCzfZrdQscuUa+UqNRxZav6elgqlK4UEVZyR3QnKaEUs5Ltnl+LhTmuZQYTvHFWgSrmoJEYzxzPEncyAaoVzMcOZkXbhUqHADLrhpLi4pZb04o5JR7ajCCaiscaPm5HDtFV2codl6DK9wgXJd3ZbDOw12AYxIBBEKrRkqtPI5yuEo8XAAEY1jmJWutjsI3DFaAD+ezbRcZrnodM2QUjmu5A4gngP0AAAgAElEQVRI7iRZW6Jmy423GNI0zn4MrR1XrUzMfdylWoRQjIumL2QuGESEVrzCDOgiVNjUNcO0TWxpEw1EKdVKVO3q2pNJ2hZWUZ3fVqa3qYM0mpPB8AtXD47LiNUvIEYq1TDD8arlszmKoRjxcJBAPErQrFDbohd3v3DdN9ta2NNeu6e8urAmd0BiB3FT3WHr7hld0DSVCIEQCKPBcZWs0upQYbWshGvnRWqZ+Jw3hgu6GIDctB8lpxx/Z2In4KssbJfjKixgVdSlYb0enhrNZrANhKv7Aciu4wKcRrtrhU7yFMMxYqEAwXiciGWyVDTbLr+ZLBbU3XIyEmzvuFzhckvhEzsgOU3ILhOnrLtndENpBRAQUd1VEMKZBdknXNVWwqUc1xOnzmXMssjEFhscVzgY6MlxuWHCXfFdgK9Ao53jyh3HNlVedK1KW41msxhy4eq+Q7xdLDQIl2q02/ruUtZqyGKRfDBKLBwgkogTsaoNzmYr4e7X8544xcFj2VV365YtWSlVncHHjnA5jgtgSmR0ZWE3lFcgOgKG72sVjDQMQC5brXNchGIY4RTPLFdIJ1ZIRup1U5GgsbGJJJuEyy3M8ByXWxLfVrjmsEzHcRX01CearcdQCpddKPDIK17JygPlrkOFslhqdFzJ9o7LDSHmgirHFUkliFhVFvNbM8+Vdvbrv527A9OyeXCucTzXStFESnfwsVPunNypfoApPZarO/wNdl1CjY6rZY6rVoZQHAJBLizXyAUrHM8f956OBI2N5Rybqhtdx7Uz7g8VJtuGCuXyLHZNXRqswta8OdOc2gylcBEMUvnZz6iVjN5yXHF/jiuJ3aYc3n08a0SJhQLEUnEiNZN0bmsK12K+QjRk8NyzVAuh5nBh4+BjNdBUFWdMAzAtVrTj6gZ/g12XYHSVcLUMFTqPnecsemD+gPd0OGhsbFqTdqHChAoVem2f2jgu68Tj9b/L1c632weOZI9w1deuYrGky/A17RlK4RLhMAiBJAzVAtQ2flfYnONaK1TojmnJBMLEwwESI0kCSNIr/Y//f+/I93ho+aGe1pHOm0wmIuwdizGZCPPjI43hVFe4VGf4eVVAEJ/0QoXTQjuurvA32HUJxbzijKpdpSZrbUOF+UqNHZUgCRloEK5In3JcjY5rLeE66v1tV1DztQ2Ih5Yf4tDKIQ6tHBrYNjXDx3AKlxCISATbDqgHuiiJd8dxuRipVNtQofv4sogSCweJOp02lpfat1Tqlnf+4J1cd/91Pa1jsWAylVSDi5+2b2xVZWFjZ/h5iE+BEVDdyVE5rtJGcioahb/Brksw6pXDlx3ntbocvgShOIcXC5RllKfKGAfm/MKlQoUdj61z5+JyXNxGc1x2eg6AwEgcqyqgOLixXCVLHauViu5Mr2nPUAoXqLFXtu0ksLsIF65yXE6oUNqr72zd8V0rIkQ8HMCIqQtCts+Oq2bXWCovka/2tt50vsJkMgLABTOj/PxEnrzPQbmd4ZVwLXi5LQIh7Nikk+PSwrVhWoUKfY7LFa7VocIShKIcThcoEeESGebx3OPMF1T+0ZsFuVPX5XbNEKoy0C2HT4VTxINxX1VhvuVErNaSCh+Hd09jm8ZAhatSU+H3bKX/N4Wa7cNQClemWGXBhKNLTo5pg8IlLQtZqWDE/MUZKZDS62Hox8oq4VoUYWKhgPe6XKa/wrVSWUEivbmTukWFClVXjKfNjCEl3H+0nuda9nJcIadrxg7vOZmYZkroqU26olVxxgYdV0FGebatvpZuuDDSrXA5uI4rFowxEhnxdYiXDRWPLtaK+j6Fdu/CrhnI/EJn2+0DZUsdo0yl9TAOjQaGVLhS0SAVI0ip4twtbrAk3nY7wzdUFTqNdlsMuHQdVz4YI+ZzXMU+C1e6pO5sV82QuwGklKQLFaZSdccFjQOR0wWTZCRIJBhQxRk+4TKSO5gWK0PnuPY/up8P/+jDm7cDbpulVY4r6jkuNwzWqlchoRiPLhaxgnGeUjNJhpJ14QqpkHjHg5Ar2ZYNdmPBGCPhkaY5uZpnY65gOZOkhk47DQB78TiDoqE1lUbThqEULsMQWKEIFffiukHH5Y5NaQwVulObrBYu97FiMOK0fFJ3zMU+D850K6kKte6FK1uqUbWk57gmkxFmxmMNlYXe4GMpVzkukdzBtMgMnePaf3g/H//JxzfvgtfcYNclGFvluBqKM6wq2DUIxjicLmBEEgTMIk/f8XQvzxUJuI6rw5uJFp3hBYJoIMpIeKRpFuSmc9g3hit8+llqF52c1yBwj1HG1MKlac9QChcAkTBmt8Llzn6caAoVAnaLmY3tbA7icWwj0JDjKueKfW1Gmy737rjcrhlTTo4LVLjQX1mYdjrDU86AZXrVhAAkdzAlsut3zrjt7+D7f9/1fvabrJnFkhY/OPaDzdmB5ga7LsHI2jkuNywcinF4sUAolgKzwEW7LuJw9jCLpUUiod5ChaVaiVgwhhBCCddaU5vk5rBNAyMWIbBzLwDW0gkGhXuMdHGGZi2GVrhEJEK1UgPExnNcLUKFgZS6A23VaNfK5yChno+Fg4iouvAEqhWy5f45EzdU2EuOy+2aMZkMe49dMDPK7HLJG5i8XDQbZz52izMAkjuIU6ZWWqdH3Y8+A/d/uev97DduMv+W2Vs2ZweaG+y6hHyOy2qR43LDiCJMumASTYyAWfT6Fh6YP+DluDoOFTbnuKpFb5sjkWbharpJyh3HMg2MVJLAqFqHvTy4MVXuMdLFGZq1GFrhCkSjUDHVF3SD5fDeJJJNTXahdajQzuaQcfVF9xdn9Lt7hidcte6dnCtOkwmf49qnLqb3OQUaS3mT8bi/a8Z0fQWO+wqsNQDUqsHy4a4Hf58Msqa60N129DYsexPyc97YqfHGx4NRcCrl3CKJhlChc5OyWFJfxURqFMw85048mXgwzoG5A91XFTq4jgtgNDxKzsytGyoMjI1jjKiei26xxiDwQoU6x6VZg6EVrmAsRrBmYkc33iHeP/uxixcqbJG3svI5rLj6ovtDhdGa2dd+hYtlJRa2tL0k9YbX4QjXVKruuM7fO4oQeOHCpaLJRCIEhdaOCyBSXkO4Vh5TeZku+0SeDHJmjunYNCuVFe5P3z/4HSit5bjKIGWbUKH6nOdKqnR9dGQUkISsmpfnigRVcUZH/QqrZbW9ZuEK1R1XqVbCDDrnxyrHdQyrGiAwNuHlfe3s4D5nr6pQ57g0azC0whWOxwhbVczwaNfCJToMFdq5PJbjsmLhgBcqjFjmSXFcUL873yiLeV9XDIdkJMgTp5PcN5uhZFqUqzYTiUjrUGFCua9IZY2xO0uPqN+VjHJfm4xlW+SreV58xosxhLE54cK2xRmOSNXKrYXLuUGZK6qv4tiY49iqRS7adREPZx6mYis32VG/QjfE1iRc8aA6f0fCykVlcRz9KuGaw66FCIyO1B3XGjOD9xu/49KTmWraMbTCFUlECds1SoHUxsvhvarC+tQRIhaDQKDlNA5WLks1ppZVjkvdvfY9VFiui0W3BRrpQoXxeIhgoPGjvWBGddBIO8UbE4mQEi4j2FhQ4IhYzFxaYyO+djxdTuTZT3KmutmYSc5w4fSF3Dp76+B3otRGuBynQ7XUehyX47hWqgES4YAqzgAw816e65H8fQCd9StsnhOMxlBhXbicdbXLcY2OqoiEADs/uJZP7jGq2tWuow6a7c/QClcsqaYWyRvJjTsurzijfgERQqgO8S3uLu1cHjOq7ljjoSAiEgEhiFqm53D6QbqUZjKqGuN2LVx50+ua4efCfaMs5k3uP6ruyD3HldjROA2H0/YpWV3DcaUfrv+9BfJcbn5rJDLCpTOXcnDpICeKg6uEA5RghJNq8kg/PsfljeMKrA4VLleDjMZCqks8gFngvMnziAaiPJT5MdBhjqupTyEo9+4vzgDISscpN+e4ssexKpLAyCjCMDBiIaxCuWWHjZOBe4xA57k07Rla4UqkEoStKhnZKFyZSmbd5HyrHBdAIJlcFSqUUmLlclQi6osfCwdUr8RYjFHD7pvjqtk1lsvLnDaiBn12W1mYzqs+hc1cMKPuwG/+mbqgT3hdM6YbFwyEKARGGbHWEKQln3AV13BmA8ITrvAIl81cBqgijYFSbtE1A1Y5rrARJmAE6s87wrVkBhiJhXxFE0VCgRBP2/E0Di7fqx6yOshxtQhZlqotHJddUc2VmxyXvTyHrEmvojAQj2JX7HrZ/kmmUqtgCHVZGnSeay5TXn8hzZZgaIUrHI8RsassWTH1ZbVtqlaVl375pXz50Npl2naxAIahnJMPI5VaFSqUlQpUq5Qj9RwXgBGNMiZqXhVfr7jtnval9gG95LgqLR3Xk3enCAUE3/WEK6KKM/z5LYdieIIRew3hSh+C8TPV31vBcVXqwnX22NnsjO8cfJ6rVYNdUOO4wMtxtexTiF+4GsdXPXPHMzmcOwTC3GCosE1VYUQ9nmnVaLeSwyqo/wOjSuCMZFwNSB7QDUrZKjMVVa5/kI7r8GKB57z329z5yOD6Mmq6Z2iFy4hGMKTkRCUG0gYzx3JlmayZ5Uj2yJqvdRvsCqcJqUsgmVzV8sn9v+jcOcdCdeFKUetbqNAtzDgtpRxXt6HCxXyFqcRqxxUJBnjK7hHms06OK+6M4/J1zXAphSeZkBksu0V4qFaBzCzMXOwsvAWEy+e4hBBcNnMZtx+7HdMa4CSIrRrsguqcAVAtq9mPW83FBaQrARUqDNdDhYDnwI3QctehwlKtRDzUVJzhb7TrkpvDqqhLgue4UsmOOsSXf/YzHnnVq3ou5CjVSl4X+0EOQp5dLiGl+q3Z+gytcImIugDMl5ycQmmZ5bK6iLoXsnbIUqlhDJeLkUqt+uJ57Z7CMSJBg4ChxE7EYiSo9S1U6AnXSPfCZdZssuVaS8cF9XBhwBCMRA3VpzCxWrjM6BTTrLSe2mT5sLpR8IRr64QKU2FV2HDZzGUUa0Xumb9ncDvRqsEuqF6FALVSg/PxcIoRFsuGI1xOqNARtL1J1b1ChJY7G4Ccfljl1eIqVyqlbNiue4xazsmVO666wYNXURgYGe2oQ3zpRz+i8tODVI8eXXO59SjXyvUJLwfouDIlNWFmdsATZ2q6Y3iFK6ouzicKTr6gtOzdoa13wtuF4qr8FqCKM9o4rkIwSjxcz00YsRhxu9a3cVzuGK5ehMudIHKyRY4L6g13x+NhRGlFjcVqESqsxqaYEhmKrSaTdCsK9zxd5Ui2kuNyCg8u2XUJYSM82HBhObO243JDhasmkVQCdaIsGImuDhXuSe4BwAitdNarcPYA7H6aVyRStspIpCdcQSNIIpTwOS6/cNX7FAZG1XsxRscdx7X2DUotrYRNVnq7kSvXyuyIq5up9W5A+4knXKXNH96hWZ+hFS7DyU/N5V3hWvGEa70T3i4WEYnVwhVIrRYuN+eVC0SJh4P17UejRO0q+UqNch8mXXQdl5fj6iIZ7g0+buO43A4ajYOPp1ctZ8emSYgKxUKLtk9uReHUE5XD6FG45rNlHk/3lvjPmllCRsgThXgozsW7Lx5sgUa5TY7LdVzV9jkuiWDZNFZVFQJMxaYIGSGMcAehQqsKx++FvRd5D/k7w7vU+xUmVzkuy1QRBTfHFRifUo5rHWdtOcJll7svcLBsC9M2GQ2PEg1EB+q4Vkrqpk87ruFgaIXLDRXma467KC2zUu7QcRXbOa4UVqHQMPDRzikRzAYjREP1wyViMSI1dbL3I1yYLqWJBqKkQimigWhXjqsuXK0d11nTSRLhQH3mY2jpuKST96qstJjOYulhFYaKjaufHpP27/zaA7zxhh91vPziRz/G8be/veGxbCXr5bdcLt17KYezh3k8+3hP+9cRVlU5pFahQr/japnjKjmVh4LRWNDnuJzKV2GwO7GbYLiDUOH8/Sr0OLNauNwByICvQ3wCKr6bk+xxLFvtb8AJFRrjU2pOrtzac3LV0uo8kJXuIxAVS52/0WCUkcjI5oQKS1q4hoGhFS7DCRVWar4cV6WzHFdb4UoloVZD+u4a3RxXxoisclwhpwddPwo00uU0k7FJhBDEQ/GupjbxGuwmWjuugCH4tWedxgvP3VnvmtEixyUc4bKy8y028jBMqOkuiG283VYzxzMlL8S5HrJWY+m668h957sNj2fNrBcmdHHL4gcSLnQLIlqFCj3H5eS4AqsnkbQdpzgaD4ERUGLnK5rYk9zTWXHGrJoGpUG4nKpFt+UTqMrC1qHC41ikQAivd2dgxG202+Jc8GF5ocLuHZfb7ikajDIaGR1ocUamqHNcw8TQCpfruEzLEZPySuc5rlKpYfZjl1Zzcrmhw2Uj7JXCA4hYlKDpOK5c745rsbTIZEwl1BOhRFeOy+2K0S7HBfDnVz6F1136BF+7p9XCFUgpF2bl2gjXpCNc8YmehWupaFI0Owu1Fg8cwFpawlpaQtbquYismfWq5Vz2pfZx5uiZgxWu9RxXm1Ch5YjZSNS5CQvHGwRlb3IvhJbXz3HNHlA3IqP7vIfaOa5MJdMyx2XbMYyREYThFmk434mldRzXknJcdg85Lv98ZWORsU1xXBntuIaCIRYudXEWNtSMaENxRrFWpGq3PwHXChUCDd0zrFwODIMsoabijDiGqb6krmD0Qrpc75qRCCW6ynGl8ybhoEEyElx/4fw8BCIt8zKhESd82Dxlu1mA3DGYPIv597yXuW8v9VxVuJQ3KXUoXNn9+9UfUnoXSqiHCpu5bO9lHJg/0NM0MR3RrsEurHJcrWY/rrmOK+YKV6Og7EnugUCeYnUdN3P0gKr29IVM3fGADTmuSLsc1zGsWsQrhYd6yNBa6SzHJcu9C1csGGM0PDrQ4oyVoi7OGCaGVrgMp9Ft1K5SCo405Lhg7fl82gmX12i3wXHlMVIpilW7UbiiUSiru9m+hApLac9xxYPxrhzXQr7CdDKyanxaSwoLym21WDY8qoRLNLdNcpvrTpxF8Yc/pPhYoacO8eWqRcG0KJi1dRuqSssi963/8sq0awt1Uc2ZOa/M28+lM5dStavccfyOrvexI5xhGK0HIPua7FqtqgpLVIW6CasLVxJ8n//uxG4AsrU12lgVl1TF58wzGx5euzjDGcclpfrJzWFVDU+soB6FsDPt3Y+sVrGc56XZvXC57Z4igQijkVFdDq9py9AKlxsqnAxBXiShtOLluGDtPFd7x6WEy989w8plCaRSlEyLaKgxVCjLZVLhQM/FGW67p6mY6hjQdagwb64ZJmwgP98yTAiQiMdYkkmCxSbH5VYUTp6FXSxil2qqG7nV3Zd9uagE35br9+Er3n0AK51m7NWvBsBarE+70ipUCPCMHc8gEUqc/HBhu9mPQZWli4DX8mnVOK5qkYpoclyhFqFCIFdbI1x39IfOwhc1PNwuVFixKlSCEZCWGlReWgbLxKrQ4Li8DvHZ9t+n2nL9e2f3wXG5xRkrlZWBdYjXxRk+Fn7mFQdtVYZWuNzijOkwZEiocvjyCuMRNS1Eu7s1aZpQrTY02PXW6YUKWzgus9bkuGJg2+xKBHp2XG67p4ZQYRctn9KFiprZuBPyrQcfg+qAvyhHCTXPyeX2KJxQwmU54ZVuXZd/DNx64cLsjfsRsRhj/8+rAKgt1ucuy5m5VcUZAKFAiGftehZ3z93d1f75OZI9ws1Hbm795FrFGQChGHa1TMWqtBCuMmXHcY2sFSoEivZawnUAELD3GQ0Pt3NcANmgsz2zANljANilmlcKDz7Hlc+3bbRr+cK2vRRnVJxip1gwxlhkbKAd4l3hylVq2K06xpwq2DZ89Bfh2+9a9dQnbnuUg8e3xszUQytcbp/BiRCk7YSX4zp95HSgveOqd4ZfI1Toy3HZuRyBZJKiaTVWFTrCtzPce3GGO4ar5+KMNp3hW7KG44oEDdKMEm2ekyv9MCR3QSSJLBaxyybSpusCDddxARTM9rkFN0yYfP7zCc3MAPVQYb6aRyJbOi6AXYldXkeVXvjkA5/kT2/909ZPltdwXADBKGWnSrRVcUaZCOGgUXf04WTDHe90bBpkYG3hmr0bdpwLkcaQaSvh8voVOl1gMPOQmwPAKlQwWjmusgXVIuWqxY0PzDVso7ZYP096Kc7wuucHo4yG1T4MIs9VtWzylRqpaBApIb/GubjtMfMqTH3/Fxvm2iuZFu/6+k/54j2zm7hzdYZfuII2C9UYldIyxVrR6zzRVrhaTCLpYnhVhY3FGSKVolKzvT6FgDeZ5M5w78UZnnA5jiseim+4oEBK6XSG70C4bAuKiy3HcIGa4mXZGCNmthAup6LQPY6W2X33DH8Z/FqOq3jgHqzFRUZecgVGJIIxMkJtQTkuf4PdViTDSfLVPLbscNr7NswV5ihUC62LfkorqtAlFF39HEAoRtkRola9Ckt2qB4mBKeqsH4OBowAYSaoyDazUkupKgpnLlr1lHsePXC0xG984i7Mml13XE4XdlV0cxwpwcoXvRJ4cG7whMCuqrZP37jvOL//6Xs4slQ/P62l+nnSj+KMaCBaF9cB5Lnc8OBpE/GG/09J3HF9hQU4XA+xP+583lul6nJohcstzhg1JCdqcZYdoXIdV7sTvt2UJgBGIqG+pM3l8AnlxJpbPgFMh+yeQ4Vuuyd/jqtYK27oYpst1zAtu+3g4waKadVv0Oe4yg89hHn4sPd/xpggUW2qJFtSwiVNE1lVJ7DVQVeFdviFa62S+Oz+/0REoyQvU2OzglNTXqiwud1TM6lQConsubLQnd+r0DzxIrRvsOvid1zNxRm1MgUZZiTqqwRtLlMHomIKU7TpF5h+WO3D3tXCVaqVMITB333rEW55aIEjy8X6nFzCNwtybg67KsC2G3JcwjAwElHVUaOYZsHJ5+Z97cDcwceEQj21fPLnuAYpXJlVwjU4xyWlZOn6TzdUyW4q/qK2n3zJ+/OxtDoft4qo90W4hBCfEEKcEELc34/1dbRNx3GNGBYrMkHGVl8Yt7t6e8flhApbjONSX9IEli/HZeVyWPH67Mfeso5wToUky0WTWifTqrehOVToJtI3Et93p1fpqDjD65pRF665d7yT+fe+r75IcJyIXapfQMsZdRc2cZYXbgXUBa0PjqtdqNAfJnRvNoLT06uFaw3HBSqk2AuucLmzLTdQzrQPEwKEoq1nPwaoFslb4SbHlVw1/1VMTFMz2gjX0dUDj11KtRIRI8aBwyqceXyl3GIW5LwqhTcmABpyXODMmlBVU5ssO5+Zv82ZtZRGhEIEx8ex+zEAORD19nEQg5BXnIvxPle4BlhZWH38ceb/+q/JfOUrA9vmmriOK7UbDv6HKtxh+zqu64CX9GldHSEMAxEKkTRsMiRZcaaqn4xNqiaibcrh13Jc4DbaVRc5advY+TxWTAmXv6rQiKoL0ERQIqUaSNstbrsnV7ASIbW9jeS50oW1u2Y00KJrhpXNeiXNAIXQZOOyTRWF3usqJzdU6A8TugSnprwclysk6wlXS8HpkIpVqXdlqbY4r0rrOa6YdxPSKseVs4KNwuVWFdr1m6FkYBrbyHptkRqYPaDEbvrJq3etVsKyQgSdfNbxTKkuXN4syMpxWSHVt9IYaTyWxkjKm5NryROu+r7V0ksEJicR0WhPLZ88xyUlYxF1PAcxmWSmWbgGeHGuzqmbyMrDjwxsm2viXjef/lqoZODn3wLgsfQ2FC4p5S3AwL2uiEZJYJGRCZYDSlTGI+P1cSotsItKDIwWTXbBabTrOC67WAQpqTrurFVxxrihLriLuR6Ey9fuCfDmTtqQcG3Ica3ummGXSw2CVAqru28KTkGAO4Zr8omNwmUGuu5XuFQwvWliCm2EK3fjfhUmfP7zvccaQoXr5LhG5wqcd9juyXGd8I1na+242jTYdfE5rgbhsm2olcnWmoQrnAAk+Bx3MqBE5Xi+Rf/I2btVt37/zMoO6WKOshng15+lIhFzmXJ9ahPbOWedHJdtONPejDa+l8DImBcq9ITL18XDSqcJTkxgRCJ9afkU+cATGS0odzmQUKFTHbtvXH2nB3lxrs2rQhfz4YfXWXJAuI7r3JepnqT3fxGAxxzHta1ChZuFiEaI2zVWSLLitKgZi46tOXhxfcel5uT69uPf5vjczwEwo+1DhaOOcPVSoOFv9wSQCKrtbSQv4+bZpjspzmjRYFcWS9iFulBWok7XeM9xHQIEjJ/pzZILYMlET45r96g6jqUWoUJpWWRv+hbJyy5r+LyC01OqqrFQWD/H9Zlv8vpv2j05rnWFq91cXN4ORyk5oeyGHJcjZiu1UL0UHlY12gUYDambjGP5Y43rrpZUc90WYUKAhxbSYIf5veefxWQizLFMmYARIBVKeeF1zJxqsIvTEb5ZuMbGveIMN7JQ8YUKa0uO44pEemv5ZBaISRB2jejyY0QCkTUbCfSLVY6rPLgcl+e4HnlkYGPW1qTsHO/YBDzllfCz/VDJ87iT49pWjqsThBC/J4Q4IIQ4sLCwdt+zTjHCEYJWlaKR8kKFo5HRdRzXOsKVSlLLZnnTzW/im05y0ow4sx+3KM5IoU7yXgYh+9s9QXehQnf7452M4yosqHBUJOk9ZJfLDU6q6u6PK3Lph1UPvFCUlZV6OXTVjvUkXDPOXW6r4oziPavDhKByXKDGcmXNLAERaBhg27Ds/BLhKuTN7h3XfKHes7Gt41qvOMOZjbkhx+U0wM1UA6tzXNBQWTgWVpMrHi00TdR4/MdqXjV3Yk8fuXKVY5kMY7Eke8di7BqNMpdR2xyJjJB1hFPlL09gSXUMm4XLGBnFqgah5M9x1UOFruMS0UhPVYWl4/cStZ3zIDfHaHh0oKHCvWPqsxmkq6jNq3PLzuUaBtVvGq7jiqTgqa+GWgn7wW8wu1wiaAgKpkW1h3x+vxiYcEkpPyqlvEhKedH09Oo5oLpBxTU9598AACAASURBVNQrhFKTrBgBUkaEkBFa03FJdxyXIzz775/j2Eo9JBNIpqhklrGlTS2r1lEOu6HCppZPQNIRrl4mlPS3e4Iuc1x5k7F4iFCgg4+0aQyXtG1kudzguOy48xl5ocKHYfIJAMwtHq6vqhbuqapwZlwd21bCldt/IyISaQgTAgSmVPVlbWGh5ZQmfsR8mpDVW3HGmo7LttVd6prFGTFKTliuIVTohAKLNBdnNM7JBTAamkRKY7XjcjvCt6go/MKBWSwqnD6u9m33aJTjGSVWI+ERsu4MBM6s1pal3HqgKccVSKVUxaE/VOg4LikltXSawOQkRiTafVVhOUP5+A+JGGFAQG5Odc8oD6A4o1glEQ4QDQVIRYIDLc4oHKtPu7Ml8lx+4dr3bBjZS+VHX6BmS87Z6YSYm4T9pPcCbcFQhwqNSARZLhMbmWQ5YDAWcCoNO3RclZrFH372Hj5zx2P1daZSWHn1Wrcsvug6roaWT+qxcE01tl3o0nFZtsVKZaXBcXk5rg1MbbKxrhknGgozXDGXlYrXdT0SibBCUi0rpQoVOtOZLC6pQYg2UOqyqtC2VTXmrpEoAUNQbAoVSssi+62bVJgwkWh4LjjV6LjahQmlaWIvLBK0eivOmC/OEwvGMISx+ryqZAG5vuNyxn81hAodx1WWkXpnePCFCuuffywUQlbHOJprEq6jB2D0NEg1jsmrWTafuO1R4hGLHUl1fHaPxhqFy8xBKAGLalZr2wwiQiHv3HYxRlLYVbByi14YzRUuu1BEVioEJyd6CxXe9iHKlkk0sUPlVvJzqkP8gBzXWLzevWSQ5fDV+Xked+4RK49sgTxXJaccvxEAw4DzX0XksZsZI8dT9zpDFHzCJaXkpV9+KR+854MD3c1+lcP/G3A78CQhxKwQ4nf6sd51txuNYlcqjIxOsGwEGBeqeMKdtqFVzNguFCEUQoTDnMhWsCUsF+sfRCCVRBTUl9vtoFF0Bpa2ChXKcpmpRLjr4ozlinJ37hguqDuujea4OumaUawWKTc5Lv+sta6wJyIBTtijyMIJVXxRzsDkEwFYWlYXz5UkmBW6Eq5MqYotYSIRJh4KrHJcpR/+EGthkVRTmBBUjgugtrDYtk8hQPWEEt1eHdd8cZ6d8Z0kQ8nVAuh1zVirOCNG2VYXwwbH5Xy+ZZpzXE6o0Oe4IyEDuzrGbL4pVDh7YFVjXYAbH5jn6EqJRNT2wpO7RqNkSlWKZs3XIT7h5C/BMsEYHV3lXgMpdXyrvqlNyk5vSXfwcWBiEiMa6c5xZY7CHf9IZXSGWHRMlWLn5gfWaDdTMr3jn4oO1nHJEws8vFtQjYYwt4TjyjZ2Xzn/1Riyxi8F7uKpM6uF69HMo6TLac4cOXOgu9mvqsKrpZS7pZQhKeWMlPLj/VjveohIGFmpsHM0xlIgyKhUb2ckMkLVrnpVSn78DXbnsur5TKkuOkYySaBqEaxJRF5dWPLOJHz+qkJ3HJkslZlKRbouzmgewwXdhgorHRVmvP6/Xs/bgtlG4fKNy3LDhfFwkEU5iszN13sUOl0zMisqLr844rQCKm5cuNwk/0QiTDwSoFhpFK6sEyZMXX75qtcGxsYgGKS2sKD6FLYTrmNKYA0J+VL3F8ATxRPsjO8kFU6tFq61Guy6BKOUndLzhlycM01JicjqcnhocFzhgIGsjnPcHyrMzUHmSMsw4b/e9ginT8aRot4f0S2EmcuUG+fkKqhQqFWyvPxW1a7y44UfA/U5uexMPWznOq6aM51JcHICEY50N47ru38F0qY0fpoS9tROyB1XE14OqDhjzDn+o7HQwHJcslpFpldYTEF2d3KLOK4m4dr9NNLR0/jlwO08aZd63C9cbh/Qi3a2Lg46WQx5qDCKXSmzcyTKshFgxEkaeuNUWpz0ahJJ9UWec8ImKz7H5TbajVfAcJxX3rlLbqgqFAIRi2GXSkwmwl0XZzS3e4J6An9jxRnrd4avWlXuW7yPW8MG1UQ9z+gvyvAcVzjAIqPI/AnvjtwNFeYzKomcG48gSpaqSttgh3g3VzKRCBMPByn6qtRkrUZ2//6WYUJQY/iCk5NeqLDVlCYAteP10vFiqfsL4IniCXYmdjISHlld5LFeg11QOS5sAiJA0PB1yHAcV0k257hWhwojoQB2dZzF8gKmU+hRn/G4sTDjnseW+dHjK/zO886kbJV9wqV+H8+UPccl3W0JA6tQ8fJbXzv0NV77zdeyUFyot4DKZQAVxXCLM9wGu2ocV2Tj47jmfgL3fg6e9fuUhRNKTe2C/Dyj4dGBdIhfKVa94z8SCw2sqrC2uIiQkqWUYHFHFPORRwey3TWp5MAfeheC22OX8yzjIFNSXav8x+fA/AF2xncyk5oZ6G4OtXCJaBRZrrBzJEomIBhx8jNeu5gW8XG/45rPrhauclQdklgFjGIZEQ5TlAZCqOazfoxoFLtcYioZ6bo4I11e7bgMYWxoTi6zZpMpVdcdfHxo5RA1u0bRMHggUK8Mkv5Qoeu4IspxicKCqigUARg/nYpVoVrIYgcNauNJgkVHcDbYId4vXLFQoKEcvnDHnVjpNCMvf1nb16uxXAttJ5EEqPqEq1zqLsdlS5uF4gI74jtIhVOrc1zrNdgF5biEIBpomivNzXERZiTmb/nkVhX6hCtoYFfVzAdzBaeq8+gBMIKw+4KGzf3rrY8wGgvxqmfsoVQreTlT13EddxxX1a56hUckd2Jls57jun/xfiSS5coyAcdxybJFHHWDttpxTXo5506wy2WWPvtZ5E3vUGHWS99MuVYmEoyoRs75eUbDI5i22TJy0k9UjssRrujgHFd1Tn2OSyk4Ph2kNj+Ple+tw0vPVHKrGjV/zXouBpKpx74J1B2XlJK75+7mol0XdTYHYB8ZauFyvyiTKUHFgBFTXQzXdFzFQj1UmHFDhfUTdV6oC9yMGCdYqGCMjKjO8KHAqg/HiMXqocK82dWd4WKpsU+hy0amNnG7rK/nuA4uHfT+vtOsVwK6bbDU367jCrIgxzCqBXVXPH46BEI8nn2cSEUiY1GCo2NEy7bTIX5jlYV+4UpEAhR8ocLsN76BkUyuqib0E5yerue42hRnVI/Ww2rFLoVrqbxETdY84cpV24UK18lxOcLVgFNVuCpU2KKqMBw0kFUljkfdPNfsAdh5PoTqxRSPp4vc+MAcv/as0zAMdTPgz3EBzPm7Z7ivTe3GzmS8dk8PLj0IKNdvODkuq2owIXIYAirOAGTPcU1MICJRbLOzG7jCbbcx/5fvpnzgVrjsGoiNK3cYiCnHJW1GncvTyc5zZUp+xzW4HFdtXoVol1KC2Ul17TAf2eQ8V5NwSSm5IzPBsdg5JB76KlCvKjycPUy6nObinauHYpxshlq4RCSCbZpEw+oucNRUF4JOHVc9x1U/UWel+iKeH30CoVLVm9LEX5jhbT8Wwy6XmUyEMS27q2qk5nZPLolQouPiDDdMuV5n+IPpgyQCEc6pmNxVOOI9bpdb5LgiARadAakcucMLEx7OHiZaVVWZ4XHlEq3qxisLGxyXL1Rol8vkbrqJ1ItfjBFp/36C01NUF05gSasjx1UpdXcnO19U+bx1izPWrCqMUBbGauFyHJcpIiQjPsfVIscVCQY8x3Usf0x1+D/2o1Vhwm8/OI8t4dcuOW3VlCbRUIAJZxCy12g35NzspHZjZTIYI6PU7Bo/X1aD7wvVgue4bNNgjBw7UlEvVFhLL2GkUhjhMCIShmoVaa09txrUC5/syE645HcB1Z5K5bjUmLVRZ0zXyRSuctWiUrO94oyRaIhcuYY1gDm53K4Z6RQ8MuYM7N7sAo2mUOFysUquUmN270sxjv2Qs0MnvOull9/aNdj8Fgy7cEWV4wqG1QV+0uk00NJxVXJg20q4nByXGyrMV2reoLpHLXUXtFeMEynVMFIpSmatpXAZ0Sh2qch0Sl2QFrso0Ghu9+QSD3UeKnTDlOt1hn9w6UGeFJnm2eUy92Yf9toQyVI7x+W4CF9F4aOZR4lUIZxIkZhQJdiZarAr4Yo7Y2fivlBh/nu3YBcKjL7syjVfH5iawl5aRtjt5+Lqi3AV6sLVtjhDBOrhvVYEY5QNQcwINT7uCFcoEm/8/I2AEq9qY6hQVkcxCCjHtfCgGqDc1DEj5+Qfdo9GPcfuH/S8ayTqFWcAZENOkVF8B3ahQGB0lMOZw5jOuLN8Ne9zXIK94SKpaNALFVrpRYITqj2YO7axk8pCe/Y+9ftJr4Gg2oeKVVHClXSEq6r24WTOyeVehL1QoSNg+QHkuarzJ7BDQfIxeDSpqp3NzS7QKDcWZ7hd4StPvgqAq8J3eS2yDswfYEdsh9fYfJAMtXCp4owKRUud2NNV1ZjUdVzeCW8W4ENPhTv+EVkseX0KXccF9RP4kKnCMImKIF7+v+y9eZQlZ3nm+Yv1Rtw99632KpVKUgkhCySBQZYBedgM+Nhu8HED9pg52GfabU/3uNvgQ7fH3e5zbLCnbbDbY2a6occLxmDwgIVBIMwmEBKgvVbVklWVmTeXm3e/scf88UXE3W+mpJJ0qg/vP1JlRt4bcW/E93zP+z7v84aQzUSpwq4dcRSSaRC2raS21D9QstJy+OjXz/HkyugdY3/zcRzPpMa1mfgUjmYofuBzavsUx9Qcd7QtnMDlkY1HgL5UYaIqFFOQk4gUhReqFyj4OkomS35GjJRf99Vn7FdYbjpMRn1n6a5UYe3zn0eZniZ9xx1j/16dnoYgIN8ebvcUhiHu6irqnABX237mgzmh03w8m54lr+dpuk28oGtRKz0pPptxOX7NoC1JGHLfxiICLt0cFKAkRrtR6KoMKEykplltro5sPG46HilVRlXkhHF1s/nFomhCjgc1ViOPT18V96CSz/eklFtuSzwvsozvyOxJtTE0pavGJeyeACRd3H+76eUKI2VqkDmQ/MzyrI6qECjYAnivpkO8H/h8+vSnE7PiuL6dpAqj8TIvRLrQW1vDmcqBJNEMLLR9e19cxhUEQmhldJ6n2BV+fu9hWLyVu/gB1bZLGIY8vPbwi1LfgmscuKRUClyXSrRoTvoe2FUyWgZZkjsphvPfEIzg5D8QtFpI6TRhGFKq2UnButISX8YJRzQjp+2QtA1BxqDtDk8VyoZIFU7nxIIUO7RXWy5/+KVTvPr3vsrv3nuCP/3q6F3UprXZoyiM45nUuGLGNa7GtVxfpu21ORZq3BbqqJLKg6sPAv2pwriPS9S4kpgUrhkXahfI+ynkdJrJWbHTKnvPjnElwKUrtF0fv1aj8bWvkX/jG5CUwc+7O2Lbp2JjuMFuUK0Stlro+8V8NtduPasa5HprHVVSmTQmE/VisqEIfFj+Dux/5fgXUc0IuPo2PxFwGcOAq28mVywMKupzIlVYfhpkLfle4mjZPpko7Ths+vF8wRAO8XGqMPL49KXIp7BY4FT5FHI0ZLLhNJAkSZhPuxILWhNDk7tUhVuoU4JxSUbE3nYh0AgaAox8X3zPQRgIxqUYiYdmwRYs+WqmCh8uPcxvf/u3+fuzfy9eO2ZcZqcBufvnz2e46yXsyQ5Tlw7sfXFrXLFitodxifVg72QajryOG/1TeM0yy/VlNtobL0qaEK5x4JKjB6VWFwKHgh9AextZknvdM85+Wfz38ncTccZ2y8Xxgq7eBIdSq8SGJL48wwo6wOX4PVL45P1Nk7DdTmpL5zYa/OF9p3nV793PH99/llddN83LD0zwxLNhXM8gVbjZtNEVmVxqkBXGERfbb3A9MukZjk8fT4ArHNLHldEVtugChKkjhGHI+ep5sp6CnE4zPSeaDmvPGbhUWo5H/b4vEzoOhTePVhPGEbtnFBvhUDl83MMVA5fihrveCHRHqVViOj0tjGljV/X4vlp/Sox+2LcDcGkGlixhSP3A1cJFJZceMjlZzw7UuACK2pxIFVavQH5RuBt0RdPxknt1GHAtFEwqLRddEgtmLXLnD0IBnnI+z8ntk1w/cb14vegelPN5PEdhVm0JxuV1Ma5Jcf/GNcldpQrrAriCtgC5Hvd8NQXmJIWoP/BqAtfFmtiY3r98PyCyItDNuMR/XxjGVcKa6LBhb988zqVLhLsUuFz16LZ7iuLiVou5fEqMdDpyDzIBh+sPJfWtF0OYAdc4cEkp8cAnwBUEicorr+dFjSsM4ex9kJkh9L1EnBErCmPgqrRczlbO4isSoaGTsn3SNnjplBBnaMPEGQaBZTGR1pEl+NCXTvPHXznDjx6Z5gu/9mr+yz+/jbuvn+XiVmvoDm6Y3VMcGS3zjGpc01l9LGU/sXUCTdY43KpDdo47Fu7gya0nqTv1ZPGQTDOpcaVTKh4qlloARYfCHrasLRpuIxFnTM0KUGj6xrNSFU6mO4zLcgOqn/882r59GDffvOPfx+4ZxeZwxhXXt/QD4hzV4NnZPpVaJWbTolk7Bq7kdS4+IP67C8ZlSRKm1HcPeRYWfXZPcejDUoWQ12ZZb63j1i5DYbB3pmX7ZKJG+XbE6EytG7jEM9Noq0hI1KJbxvdin8ICJ8snuXHqRkzVTO5BJZfHcTWm5AYpVXxfoe/jb2+jxqnC6HncVaqwGY0OijZK3UMkAcgtYNQ30GX9qto+LdeEN+CDqw9Sc2pDalxRqvB5tn0KwxCvVKI50dm0WEtT4Ps4Fy+O+cvnMWJNQBdwLZeb7J+MMgJLt9GSc7zEEsA1bU4nE+df6Li2gStiXI16GQMDDfCbYgHN63lxw5fPCRPRH/11QtmAIEQ204kw41g3cG2LRlsll0er2xguOKY6PlXYbqPIEj9x4zyvv2mef/iXr+LP3nkbNyyIxfR45O81rM41zO4pjoy6e1XhVsPe0e7pRPkERwqH0dYeh6nD3LFwB0EY8PDawwTtNpJpImczyUISA3VTm4SJgyArnK+KBkndDpDT6UQ6bbtKwrg++4MrfPLhS0POoDf6U4UTVo3Wgw9SePObdpUzV6e7gGtIjctdiYArYlyaF+7KId46eZLKZz+b/Dt2zYARwFXYC8W9419UM4SqUOp73NwWbVK9dk9xjEgVZpUZQkLW6iuQXxr4s6bjkU6J726oOCMCrlLVJqtnqZkF2HO7GE8DbOsuVbvKscljZLRMYpUl5/M4jsoENQxNxnZ9/EoFwhAlThWmxPe5K8bVilSFUWrajibtJueam0NqrF1194yL9YsYioEXenzt0tcS4Mp3OWfA88+4/O1tQtelWew8t/VFsVa8aHWuhHF1atvL5Rb7piJWqKicK9zOy73v83DpYV4+9/IXpb4F1zhwxamJRnObtBJNuq0IP7Xkho/ThMfeRBDRWjmdToQZ18+JRa/adjlTOcOMOYOay6NtCKCxTZHGGp4qNJI025+98zb+7J23cdNibz/P8UXx+k9cGQSuYXZPcWS0DJZv9QoBRsROrhlhGHKyfJIbZFPsql7yz7hl5hYMxeDBtQcJ2i1kw0BOpxPGpcgShiZzcuLH4PhPAyTAJVsOcjqNpChYpoLXZbT7p/90lj//+vgHr+34tF0/GcFi6ip3XXlUiC3eNF5NGIdsmnimzkQDstqgos9dXUVKpVBnBVtSd+lXuP2JT7D6vvcnu95u4IqZXcNpCCZ/8YGd2RaIGpcsYfQ9bqHbph1qvT1ccfSnCjXxtxlZpEhX7E0oDAJXy+liXEPEGT3uGXqemm7Ae+7Db4hjzwZCoh0DV7J5ymTxXJl8WE/EGd3Nx9BRFQa7qHHFz028UWr7fROi4ybkVOGqijOWa8vcuXgns+Ys9y/fT7XtIkkkafYYwJ7vJmQvaj6uFjrffXlWfDcvmvVTH+OyXJ9SzWb/ZOf+uTL1o1hag/XW+otW34JrHLji1ES7WSGvCyFBvSLShkmN68x9ogdp8iDBglCqybLLWtVCkuDwbAZJgkrb5cz2GY4UjyDnssjr4qG0DSWqcQ1RFUbijHFF/6lsisWCwRNXBneNw+ye4ojdDnZTl9lq2GNdM0qtEhW7wrHyFcEQ9r8KXdG5dfZWHlx9kLBtIZsmcibTM9oko6vcO/MeuPvfAgK4TMWAtpUoM92sAVYIrTKOF3Buo8nl7fFCiNinMHazz+gKd1/+PtLR60kdPrzj9cbRLqSYaauJkKA73NUVtIWFxFNS26VDfGjZEIaU//v/S8Np0HSbA6nCmlMTbiLNddj3ip1PVBPOGSa9u9PAbtPqt3tK/qZPDh+JVcwYuGRpOOOyd6pxxe4Z7R4TWz8a4XPCXUZC4ujE0R7G5aYzhA5k/aoQZ3hBT/MxdFSFO9o+hWHiaRj3cyU1riRV2LF9ulo1Lj/wuVS/xIH8AV6z7zV888o32Wo1KJgaclTry+oqktSxNao7df79A/++Zybb1Qg3msNVy3dqp1XZQltcfPGsn/pqXLGiMGFcQHnh1TwcZbp+CFzPMmJxRqtZZSItFn+rFgFXKk/VrsCFb8KR1wEQzNwq/q5+nlJNyNhTqkLe0Kg0Lc5Vz3Fk4ghKJgsl8TptUx6dKjRN8H1wx+/Oji8VhjOuIXZPcezWIT4MQzabztgerhNbQt58w8oT8JK3JwX92xdu52zlLO1GRaQKuxgXCJl6t2v7hdoFjpj7IAyTJu4wl0FthzjtCuc2G3hBiOUGY8e8xMMIY8aV31rj2PYlgh//ibHX2h/NnM5kc3iqwl1ZQVtcQIoabHfLuOLCeOUzn6FUEsxxaI1rOa5v/ejOr6mkhHNGH3B5dlPUuMwhopr+VGHEuDSKyEhcUdXhNS5nUFXYzbgMTWEirXUYVyQ0CapV5HSak7Wz7M/vJ62lyWrZpMZlp9JIbojhVjDUiHFt9jOuGLh2YFytMpHncKfGFQFXKurpIjcPgUdBNa5ajavUKuEGLvvy+3jd/tdh+Rbnmz/o2TjIsiRmckWM6xMnP8Hfnfk7Hi49fFXOIY54gOR2XmHanEZCompX0Q8ffhEZVy9wxYrC/VMd1ateXOQ+Y4rJUH7BHeG745oGrphx2c0as5kZmmEKpy4epryeF8IDrw3X3QNAaIodqrx9grWaxXxBPCTFtMZq6wq2b3Nd8TrkXC4Bo7oW4vrhUHGGbO4uNXJ8qcC5zSb1vrz5KLsn2L1DfMP2cLxgrGvGyfJJJOCobcMtP5f8/M6FOwGoVEsjGVfT7qQqz1fPc0QXi2U8s0kpFMhaISWnyqm1DqO5VB4NuHHbwFRGhzP3secfPkyAhPXq14y91v6o5xQKzeHMzltZRV1YQNLForTbmVyhK9KgYatF9VNiAnacKsxoGSQkYft08QFIT8P0dTu+pisrBJKE2XeqvtPCGsW4+oBLjwaE+r7CrJ5nVVWGMq5Wn6pQlVQ0pff15wtm0oQc14/8ag25IIQZxyaPAb3K1paeRvFCNKuCoco9qcKEcaV22cfVWCPwIjVjH3B1alxRE7KkXTXGFSsK9+f2c9vcbRRSBVac7ybO8HHkI4d427f5yxN/KU75OUzQHhZuqQSKQiUrrjn2wUwdOohz7jxh8CJMGbZ6U4Vx8/G+rlRh3lB5xNB4eauB9AI494+Kaxy4xG7abjeYzUxSI0MQ9XQVUgUCQuHsHu2KY4CRtx5nrdJmPi+Ap2hqlKwLAFw3cR1yrlMzqaqCcQyrcUmGeMi6x4IMi3gA21MrvV/0KLsn2D1wbe6ih+tE+QT7A4n00stg+kjy8xsmbyCn5WjUNgVw9TMuvcO4bN9mpbHCgWiEvJwW56dPTJJtw2pocXqloyy8VB79mZQjh5HJjE749Q+hfetblKfzNPKDzHNcbGcgVxu0FwocB29jA21xMWFcu53JFTgO+sGDpG+/HfXvvoQchAlwyZLcsX26+ADsf8XIxuO/eWiZ1//nrxOGIe3oGKMPuEKnTbt/+nEceka4x0cLmCxLaIqE7QUsKuZIxtXs6uNqua2eNGEciwUjsX2KGZdfrUIuw5XGFa6fFFL4rJZNPrOmFrtiuOQUMcfO2dwCRUmMeeONZGjtAFz1NQK/F7iSGpfSVeMCCuHVk8PHisJ9+X2ossrde+6mIj1Kzuz9DvOGRs1y+dzTn0uyIgMelc8xvLUS6vQ0VuBgKEYyZkY/dJjQshJx0QsaQ1KFuZTKRLpzfzryJg3N5WVtC8790wt/jlFc08DVbTEzaU7QkHNI0ZiJxNJm3+2JaWm8KEvOJpnaWeYi4CqkdSreJSQkDhUOoWQ7ctBtTSyMw1OF0fvvAFw3LUUCjX7gGmH3BJ30zk7AtbUL14wTG49xQ6vRw7YAFFnhZfMvw2pUkUxjkHGlVJqRFdPF2kVCQvZpIm0WpwrNyVmyFqyoKldWVzkQ5cPHMa5yUzDPyYyOffosTl3j+IGLTD/1sbHXOnDtGZ+U7feALXTSMNrCYsK4dF/u3TV/96Pw8Z9MmoDjCB0HSdeZfPe70DYq3H4qZCbdGQGT03PUGyWoXBzbv/XUSo2Ta3UqLRcrsk8ywt5ddOi2aKOPkMNH6ZmuVHFKVbDdgMVQYUXTwJzo+RM/CEVaW+swrm4pfBzzBSMx2q05NcIwxK/VsKIFKmZc3eKMWiSaCByZQigWOGdzE2VyAilKPcuxqtDZiXGtE/YxrlhVmIgzYvcMXzQmx4zsucRyfZmUkkpSv6/d91oCqUVo9IqJ8qZKte3w8Sc/zg2TN6DJ2nOaoD0svNIa6vwclm+hK7oQkzk1UodFQ/mLYv3UPf0YkSrcN9VrR3ap9TgAt3qK0A+8SHFNA1e8w9M9KKaKWGoBNVIgxT5n1b2dAmK8wMlqwM3OIz2MqxleYk9uD2kt3cO4tmWxyA5lXFG6bKdU4WzOYDaXGqhzbbW3hgozoKvGtYM4I2FcmeGMq2JVWLO2uMH14aafGvj9HQt3INkOtsZwxhVZMV2oXgBgSY586SLgyk3Nk7VgVVFYL63ykj1FZnMpLm2PAy4bRZbIB3WqpxyQJR5aPMaNj/xH+N7Hx15vd6wboxegoQAAIABJREFU4ruJU1ZxxLvV7hpXmr7F58I34PzX4Usf6Pnb0HGRdJ3s3XfTmM3y1oflnqnFOT1HrRbJ/ccoChvR53al0u70KPWlfySvjTWOccGAJN7xfRY9j5Ki4Ia9itN2ZMOUSXWAaxibXygYbLdc0moOL/Boe22CWpV6SpxfN3DFjKsqi42R78rkQrEBc7e2UKc6aW4pURXuIlXYx7jizyhhiDHj8qLn+CqwruXaMntzexMxzysWXwGBTk3+Xs9xeUNj3f8+F2oX+MXjv0hOzz0PqcJ1tNm5xC0kTtvqkTjpRZHE9w2RvFRusX+q9/45XX2UwMtg5F8GZ78i1LUvQlzTwBUXg2Pg8vQ8KU88VPl14RRRW7gpOT7uGQkm9/Iq+XHmIoVVMa3hyKscKYo0mpLrfHllVTw45hCvQnmXqUIQ6cJ+4Nq0NocKM2D34ox48nJs9NsfJzafAODY3K2Qnhz4/Z0Ld5JyYTNsCMbV6igCM7pKyxWL44XaBQBmI2ugWFWoT04hh7Dlqzj1Ta6fz7F3Mp0okoZFuekykdaQts5Qv2SQesn1/Av517gy/Sr43K/BY58ce80gRCmrhljsvI3Nnt/FrhnawgJyxLgyYao3VdjYACR46KNw4vOd140Yl6Qo/OCuRQ5f9mg/+mjy+5yeo94sgZ6D+dGN0g1bgOrl7XanfhP0pjUlz8IKUyNUhTHj6m1Ctt2AJatFIHV8FONoRfXIdJccfliqMJbEh774b82p4VeqbGkW0+Z0UnPNaBncwMXxHbakqH7lSOT8SIm4VU4MduEZOGfUS4R+VLOLNkqxkCQVO+hrBhhFCpFx9tUQaFysX+xpmE0pKbzm9ZS87xF0seG8qVHRv8RSdol79t8j0sNXPVW4hjo/n8wgK6QKVJ0q6sQESrH44lg/dY008YOQS9st9k322pE9vvV9/NYhzhVfCfUV4R7zIsQ1DVxxMTgGrtCYIB2IG6xwRSw21VSHPcUAU1m6kzvlEyxkxc40Z0CobXCkIIArnoJspWQaEeMZ1ccFu/Nmu2mpwNMbDVpdAxNH2T1BRw6/c6owUuilhzOuk6c/B8ANN79z6O8PFQ5hejKrflmwqCBIried6jCu89XzzGfm0aJ/x4xLjuobVU+hKDU5Np9j74S5Y41rMqNj/+BbuE2V9Gteg4PGF2/6IBx4FXzml+Gpvx973ZZvsZWObIc2Nnp+564K4FLn50EToJBG6901N9fh2Jtg4aXw9/8rVC8DHeAC+PotKrahUP74f0/+LKfnqNs12HdHklIZFrFp8EqlnSzKht/LkBTfoo1OzhihKoQBxmV7AQtN0TO30ljp+ZOmM8i4hgOXuG9dV/y3alfxazXW5EZS34LeOusm4jPxXZlsECkRtzsGu4D4rCUpkbqPjMYaQRAtPa5L4Di9lk9x5BYoWFfHr9APfC7XL/c4mTdsD7d2E+2gwmMbjyU/d5SnCfQLvPPGd6LKKlk9e1UZl99oEDSbaHOz2L5NSkn1NFoLZeGLxbjExnS12sb1wx7GdaVxhbXWKliHeSIdWT29SOnCaxy4OqnCCWMCKT1BIWzQarfIX/ou0DsSIWiJReDy9B1kJYv9lpCJe0oJSQpYyor8spwVD6xjKh33gecgzgDBuIIQTqxGxfAxdk/wTMQZNgVTSyyB+uPElQeY9wOKN7xl6O8lScJwJS67G4ngouNX2KlxXahe4ED+QCfdGgFXXJhvuCpFqcH18zn2TaajG3+4Mmq76TKR1ml849sATLxZNDjXfQ1+7hNiVMenfglOf2nkddfsGpVoT+Jt9gKXt7qKMjONnBIThyVNwwy13l1zY0Oo8n7mv0Lgwaf/F/C9CLgE2F0Otjj/Y0eoffGLiYVUTk5RD50d+7fqEfu5Mga4NN8iUAxUZch3NxS4FDzXYakmrjcZKBlFs49xtdzWyBoXgG0LMKrVNwltm8tylWMTx5Lj4sbuptukFIjPJHBk0p4AkbDcy7gkSRJTyXfq46qXCL3OPRQ0GkmqMNU9syw3d9X8Ctdaa4kUPo5Ky8VrHENG5SvLX0l+/rT7eUIvzVsOvVWcxrBxNs8h4hqsOjffmyqM6o2pQ4dwnn7+a1yO3/c9dTGu5VgK36UojP0J08FRVvwJmL2pY/DwAsc1DVxJqtAVjEvLTmJILtUn7kucpXuBq4WUSvFU+kfwQ4nZDbFwtiWxAMymDgCdVKFj6kmqbqwcfhfAdTwWaESNyLHd0yjGZSgGsiTvinGNVBS2ypy0NzmWXgBlSDoKCIMAzfGpSG02iWx4Yr9CXcVyAzw/4HztPAcLB4cAl2j8thyZGbXFUtFkz2SaIITVyvCd91bTZiqrU//BOYw5hdTiIilVFmw0lYWf/1vhev6V/2PkddedOjUTQlnC2+xPFa6iLSwm/5Y0DSNUO7tm1xLmuNkZMZLkTX8o+rK+8SFCx0HWU7i+S9kqU3nTKyAM2f6rvwIgb9dpSPKO/VsxiFzpShUaflc7hO8i4xMOARagM9+rz68wba8z77lIDDKuWAHa7ZwxvMYl3rPRFvdNoyxcHOqpgGNTHeDq3jyt+Wp02jJpr0LKs5Gsdi/jAmRd3zEDEdbWCH0xUw3ERsnyrOSeTyI7TzGycHuuwJVI4btShdW2C4HB0fytfPnilwnDkHPVcyxbD+Fs34nvi88np+V2pUjdbSTiofm5nlShH/o03Sb64UP4lQpe+Zn5fz6T2Gxvcs+n7uFDD32o88Mu4Lo4pPn44bWHmUhNUFSXhJfjda+D5W931IgvYFzTwCWpKoEio3shhVQBMyceIvWpT2NIKrqs9/icxQa7y22dJzhMavnrAFS9ZcJQISNHsucoVeildSx/XKowqhXsIlU4nzeYzuo8HtW5YteMYT1cIHavaTU9VpwRBCHrdYvpEa4Zrcf/hguqwg1LoxfZuB5h6xKnHSE6SBhXlHK6VFuj6TY5kD+QKCjja1eKgnGlbIn5bBNJktgbOV6PEmhst1wWvQbWSpvccVGE75beYxRg353QWB/69yA2JKEsEU7kh6QKV9EWFpJ/S7qOGSidxacZHZ8R6jJuebtQXH7t9wjbDSRdZ6O9QUhI/sARcvfcw/Yn/5ag1SJX36AhSwSLLx15btAZRNgtzjC7d7hx7VIbBBYgUcL2pwpzdgkdmNELg4wrYsfpHVKFpq5QTGtUmxEz2xKfc8Okh3HFwNVwG6w6MoEk4YdpDLdCIZpvFo80iUMyDIIdVIVBdT36W/G8JsDVnSYEyM2Tr4lF/rnWuBIpfFeqMPYpvH3ux7jcuMzp7dN8/MmPo0o67vYrE6PdrD5k8vVzCHctZly94gwQ1xm7xzyfrOujj32UslXm4099nK8uf1X8sGv68cWtFpoiJZscx3d4cO1Bbpu7jaKZEp/dkXtEtuLc15638xwV1zRwAfiaTCbUUWWVdFHIlieWvwT7XyHcM7pu+LDVRjZN1moWj+m3Il1+GKwaW84ygT1NI8IfJVIV+ulUF3ANGyQZpwp3Bi5JkrhpsSPQGGf3FEd3A+hDF8r84X2n+deffJR3/Pm3uev3v8r1H/gCD13YTkQm/XH68b8mlCSO7fuxke8Rs8V0doKHqkLq2s24AE6XRb79YOFgInDpbkAGyFpgmAIY9k6K3w0TaPhByHbL4dhZoeTK3XlL8l7Nrvof5gRYlZGqpZhJS1OT+F3ijDAMhWtGBFx+EIKukwqUzuLTjAAx05G588YPwsQBgmYVSQ4S4cNcZo7Jd7+boFql8tnPkqteIZQkGuF4t5RmV6owYVzdDiuRDF8eybiGpAo1mbwjzmsxPS8GSnZFXI/M7CDOAMG6tuviOGtb3ItuJtWTSksYl9Nku+3imRmCwER3KhQj9qpM9gFXKjW+j8tuELbFfaFOdwGXPxy4TN9Bk597E/JyfRlDMXpaG2LgumvpbmRJ5hOnPsHnnv4ct0//BKGfTYx2u/vZrkZ465F91MwUfuiTUlKd+Wh2Df2gKFnYz5P100pjhU+e/iRvOfwWbpi8gQ888AFhadU1/Xi53GTPRBpFlgjDkA986wOsNdd465G3UjA18dntvUNkBs6+8HWuax64PE0mGwhKX5yKDVXbcOR1FPTCIOPKpClVLc7nXwahDxe+yUr7PIE9TyW6keUoVRhkTZwg8nsb6g4fizN2ThWCSBeeWW9guf5Yu6c4ukeb/O9/+ygfvv8MDzy9ieuHvHRvkV961SH+w9uO8743HBv8480znKiKHduN0zeOfI94+vHLDvwoj7eEO373FGSAs9tdwBUN4ox7d5S8eOCybfB0AQwLBRNVlob2clVaDmEI+5/4FlrWQ7/55cl7tbvspTCL4Ds9fUzdEQOXOj3dkyr0KxVCy0JbFMD1wS+eYsMK0AORdg3DMFIUAtnZzgumcvAz/5XQC5Eufo1SQ4DCbHoW89aXYtx8M9t/8RfkKkLEMW4HHoYhDcdDV2TKTYdaNMnX9LoW9Ai4lNQoxhWlCrtVhYpM0YuAq7B/iDgjrnGNZ1wgBBqlimiqdiLgmp490JOqi2tcG80afhDiZ7L4voZub1OMUvFqf6owlRqvKmyUEtcMpZ9xKX3AlZ1DAgpa5rkDV22Zvfm9PdcXA9e+4iy3zt7Kp05/Ci/weNP+d/T8Pp587QeDze5DYweJuLu2hlIs4kZ7YUPtZVza4gKSaT5vvVx/+sifIiPzq7f+Kr9/1+/j+A6/+Y3fxO+afrxcbiWOGR/+wYe59/y9/NqP/Bp37727A1yqDofuhjNffsFl8dc8cLmqRCYqHMepQgCO3NPjDAAki+5azaI6dStoaRpn72OjvUZgzyc3agxcZNIRcA23fEosblq7A66blwr4QcjJtfquGFf3aJPtpsO7X3GAb7/vtXz6V17JH//crfzmG47xzjv3s1gcsjg9+tecTKUo6vnE+WFYxKB7x4G72DMjVJXNmji3eAG8ULuAqZrMpmeTdGvyGWgagWmStUJa0RBORZZYmjC5tD34uWy3HEzXInP6FLklC2nmaPJerR7gipprRwyoTBRYM7M9wBVL4dWIcT18oUw7lEkFEn7oC6HEMMYFsHgrYSgj1c5T+s4fAcLuSZIkcq99Dc658+S7zFdHRcvxCUM4PCsW/vWGONYYAlxqasj0Y+ikEPvEGZNeCVIFlvL7WWuu9UwPiOXwmZSKH/hYvjW0xgVCoFGqOeT0HF5V9D4uLvTaV8XK1o1WBBqZHIGnonYBVzxEMg4plRqvKqyvEUY9XOrkTqlC8R0W5NRVqXHtz/XOjqq0OtOPX7vvtQC8bv/ruG4yGpAarQfZaBOxK9bV3IL/tCR6BEeEt1ZKpPBAoioEcV9Lsox+8MDz0st1rnKOz537HG8/9nbmM/McKBzg/Xe8n4dLD/N/F/OQyhGGIRe3RA/X357+Wz76+Ef52aM/yy8d/yWADnCB8IGtXYaNU1f9XMfFNQ9cjhpihtHWJVrsNqQpmL1hwFk6aLWQzTTrNZvpiTzsfyVnozqXb89RjVzLZV1HnZ3FW5wmJEBV/KGqPUmWRU5/FzUuIBl58viVKpvtTQzFSNIxwyJmXGEY0rA9smMmHA/E6S9xIjfBsakbx87MiVOFSjrNL7/y1wH40lP/n3j/6P0uNy5yIC924/3ABeCkc+TbsCV1gGrvRHoo49pqONy2fgrJ98kuWTAlwNLUlZ5WgR2BK9qQmHOLeFtbibebtxo3Hy8ShiFnNxo4koIa9Q3VnXqndtbNuIDQ9yEIkY6+hvXNExhI5OVIuXpALGb5qtJ5nRHRiADk+rmYsYhjU24XcEVKQ90YwbiGAZcmM+WLcSbzmXn80E/8LqEjh0/rymBDb18sFgzKTYeclqe8IWqb+/cc7zkmZlybLfFZy/kcviOhWOVE/DRY40qNVxU2SknzsdKVKmz77UHGFbtnyNpzqnH5gc/lxuWeNCgIRqUrMoYm84aDb+AlMy/hvS95b2e0SVeqEHYJXJWLgiWvPT7yEHe9hBbVt0AAVzfjAkgden7Mdj/yyEcwFIP33Pye5GdvPfxW3rjnx/kvxQI/8GpUWi51y8M3nuJ3v/O7vHrp1bz/jvcn60jBFJZYQRAmBuYvdLrwmgcuSwkx/YgNRYvdV9ybqdveUMbl6QaOHwjXjEN3c7YtFrpUsJjswAAO/cPnqb711eJlU6PrGbJp7jpVuGfCpJjWePJKdazdUxxpLU3Ta9JyfF4jfY+D7pldvQ+A2y5zFpcbJm8Ye1yQiC3SXL8kBAePL3+XxzYeSxjXausSBwoHxPFDgKuhpym2JEphZ8HaO2kOBa7tlsOdq08imSrpg1NJaiKjq8+McTk1sloWbWYWPE8MNaTbNWORctOh0nJxZQXZFamMhtsQ4gw9B331pdgZXjr8atb3/AizroP0qV8Az0Y/KK4/Eywm7z8qYuA6Gg0pLbeaGMjIXuc+8aL0oW4OzhIDhIO/Nmi0OxMIGf98RohaSq3OuI2W46HIEilVHjrSpDvmo6K7oWRpbK0RANfv6RWcxIxruy2AV8vnCewQ2dqmaNfxU2Yi0klOW0+NFys1SondU+y64TcawxlX4lcoPSfGtdpcxQu8HmEGQLXtkDc1JEli2pzmL3/8T7h+8nryRu8U5HgqwK56ueL7tbkx8hBvrYQ6N9fTAtDNuAD0QwfxVlZ7LNieazy5+ST3XbyPd9/0biaN3jaGDxz7BeY9n3975Qs8VSohG1f4x/UPcnTiKB/6sQ+hyp1Nc97UCMOo5aO4F25824D92PMd/wMAl48RPQgYec6+9H38mf+TnFitJ8aVcQTtNrYm0nsCuH6cs5qOKWsUtNmkxgVCEp+OmpeN1OhhjpJp7EqcAeIGOb5Y4ImV6li7pzhir7i65fGftP+H2678xa7eB+Cc38QlTOx7RkWiEkybCSBNhxl+59u/g6EBkkvZXktGGAwDrm3FIG/JrNL5nPZMpNlqOj3u8gBb1Ra3l06QOaAhzXZSU+ZAjWvnVGFez6POiMUvds9wV1aQDAOlWOTsejRLSlaRXcHIEsaVnRl4zRi4ZF2nZOaZLRyAU/fC37wTfVacj+7Nd15nRMSKwsMzWRRZomI1MCRFyPCjaEXpw5Q5mnGjpwcY12y4BYWlJP3bPSeqafukdQVJkmhHqchhfVzQaULWpAzpdkDLgMOTvalCWZJJq2mqkdxZLxbwLR/Jd5ixq9i5wsDrSoYx3h2+vkYQRo79XYzL9u1B4NLTkCpQCILnBFzd5rrdUW27FGMD2fJ5+P1DcPEBMrqKLHUY18Dk63FhRUMvG8OBK3Ac/HIZdX4u8WdMqSkMxRAilC7GBWCfv7Dr69wp/vgHf0wxVeRdN75r4HfZwOOD65tsuHX+4JF/h7n3Y+T1An/y2j9JNjBxFPqHbf6zj8Ot//yqnedu4poGLsuzsNQQ3euwlvxrf50L4QJPXKmST+VpeS3cQHzAQatFWxFCjrmCAXM3ccYwOCKnKaaNHsYFHVWVoY8GLtkwd9XHFcdNS3lOrdXZaI+2e+p+/6bbpN5sMk0VM9ilsikMOSGJa+nuyxkW8blLhiGsjjSNu6fv5NT2Ke678mlkfYuQkIOF4cDlByHrpMhZsKpIEHnLxYXdy/11rsceIee2Kcxvw1RnoUzryqCqEEYCV92pk9NzqFEvUNyEHEvhJUni6Q2x6LuyAhFwJYwrMzvwmgnj0nVKrRKzc7fAm/9POPNF5L/6SdS0h9LKJO8/KmKwLpga83mDmt3GkNUkPQjQikbXm+kRjAsGRptkZJcJapDf0wGuPsYVKwqTxvkx4gwAJUyTtcDOaIPAgUiT1aK0oDlRwI/S6dN2FTs7BLhS+s7iDFV8t3I2K4Cu2RouzgDRhOw6zw246gK4unu4QNS4Erut7fNCrLXyiJjJZWgDNa5dAVfCuIa3cnjr4ufdqUJDMZAkqcc942qb7T609hAPrDzAe25+T3I9PWHXuNlx+NWDP8WZ+sNIksuHX/MnPSrMOOJUavV5nhI9Lq5p4KrYFRxFOGfEkRjarlQp6L30O2i1aMjiQ5/LGyBJnNV1jgQyRVOj2u7Nzcc7DV0bkyo0jB3d4bvj5qUCbuByuX45cakeFbEc3ipfQZZCUv7O05ABcJqc0HVMSR0oSPdHzBYTC6d0mr3KDHftuYu/OPnnKBmRnoxThWG7F7gubDWpqGnSFpQVBStiAHsnh7vEZ7//bVxZITu5DdNHO9f6LFKF+VQedUY8WHEvV3cP19MbHcYlxcDlRMA1hnGhaay31pnLzMHL/md4y4dh4xR6zicsu53XGRGxa0Y2pbI0YdKwWxiSJnpeIvcMKwKudCY38nXQsz3ANeVH9azCEoVUgZSS6mVcjt/TwwWMFWcABL5JxoIwO5z5xfegrsqkigVC2yUMYMJp0M7kB46XU8bO4gxVXLNsdCYStL32UOAkN0/BsbB861k7xF+sXcRUTWbM3u+82nY7s7iicUhErR+ijhOlCrUoVbibGld8v47oQex2zeh3C+ke7KntE+zQWb6083uOC88h/IMb+KNv/jtm07O8/fq3Dz8uYtW/cN3PcET7WYyt93J85vqhhxZ+CFzPLSp2BVcD1e21FoonDie9EU6NMAgIWy1qiNHcs7kUW+0tylLIEatNMa2NZFzaGOCS0uauxRkAxxcLqJlTWH6bu/fePfbYjCpMTq2y6OfQ/d0xrtCq8aihc9SYQRnjpwcQRD01sbRfzmQIWy3ef8f7CQhJzXwR6OxWg2arp65xaq1OXU+TsnwIQ9bKAuj2Tgz2coVhyPzj3+XK4h5kLewZwhjL4WODX7Q0KDq0K0PPu+ZEqcKIcfmRstBdXUFbEnWos+sN0rqCK6sQOafXnJpYVIYwriACrpbk4gZuR435I++Cn/1v6MduwVm+TFbNjK1xNbuAa0/RFLL02LkkAhS7HQFXdgzj0tI9cvhJX4BzkFtEkiTm0nO9jMv2KMgB7ccf35FxpXWVgqnhuQbZdohWHF6jyGpZWm6TqYyetD74rkzObtFKDwKXlNpJnLFOoIi/k7qAy/JHMK7sPAVLLKrjPvNxsVwXrvD99eRqu4txtaIJAxFw5U31WTKu6H5tbg79tbsmXEq0udmBUS6FVEdMJqdSqLOzuFeuDH2dXUf5HF/3yjzavMwv3/LLwzcHkACXbBTQ6vdwMDe6hWYgVfgixDUNXNvWNo4KitvbX3F8qcDZ9QamLHZKVbuaFIwrocpUJoWmyJytiL6l62qbwkmg74uId6vjgEs2TIJdijMA9k+lMSceQ5dy3LFwx9hjY+BsV4VdjebtrlD7d09/lidTKd44Nd7dASCMGVcERnImTdBsspRd4ldu+WUk2SMjTycLYNwLF8eptToN3UQKQkwHVisCZCczOmld6XHPsE+fIV/ZwDoQFYZ7GJeCF4Q4sb+hJAnWtUONS85kkNJpvI1NAtvG39hMpPBPbzS4ZU8RT1Ygcrlv2FVolwcUhSBGmgDUEJ9JDyO+6adIvfJtBLUa815mV6rCTEplsWhi+xYpObLlihYrxxKfSzaz+1ThpBexyqwA5rlML3A1HZ+7n/onLrz9HdibYsc/CrhApAvbtk7GAnNykIGCuAetoMVEWkfJR87htoRpWzTNQbYoGzuJM9YI5Ux0bBdwedbwc83NU2gJMHi26cLl2vJAmhCg2nIppEcAVzRMEp4l42quD+1t8mLXjPlBxlXQCz3grC0t4V6+vPN7jolw8wwfniiyTzJ425G3jT6wa4jk8tagK3x3/JBxPceo2lUcFWSntwZ1fDFPEMJWXbCNmlNL3CDKgcp8QdwoZ7YFO7iuVWFWs6i03c6Onw5wKMronL1sGsniv5toeS2kzFMY9q1o8nD/wP73d+oiXaDsYsd3qX6J33/qv3FH2+Ide16z4/FJjSsGrnQm+azeddO7wF6kqBzqHN9X4zq1Vic1KXbr2Tas1cWDJkkS+ybTPS7xjfuFkWl2vwyq2TN6PhnF0Z0uNIrjU4WRhFidmcZbuYj3qDD81BYWaTs+VyptfmR/UaQKHQ9FUmgkdk+jU4XVUIBFf/+bfuAAAPur+q6AK2eIVCGSi0r0XUeiCc8S75HNDbKWzhv2Alchcs2wjPnk/LpThS3H40DpPAQB/nlR19kJuOzGAnlbZmJm79BjMloGJ2gzmdGRo3N1mypyGFIfAlySnkqY60B4DrS2CGRx/0imiZxJ4zcbw8UZIIArAvtnA1xe4AkpfJ+i0PMD6rY3yLiql8B3BXBFqkJN0TAU45nVuHwHrMHz9dZLyOk0cjbbU+MChNNP1zVqe/YMMq7AF9MTVh7Z+VyA5uYJTqV0fipMj19vLAGYa5bGWs3iyOzoDdUPges5xrYtGJfk9H6Ax5dEbSueJF+1q8livOHJyQDJs5WzFNU0U37AHjZwvACrK+0YA4esjE59SM9QnHH/8v2Ekstm6aaR7ulxxDU2tyUk3pJTH9uh7gc+v/XN30IG/sPGFrIxWDzvj6AtjIeTKbYR4wLQZI1M+de5SfsVAELXFe7p3cBVqjMxJ9J1uXbISrPj5rBnIs3lLsZV/8r9PD19gD3mOkwfEZLv+Foj6f1AnWsIcDm+g+VbSSpYnZ7BO/t93E/+G3HeCwuc22wQhnDjQoFQVcFzyWgZ6nHf01DGJRaSsi8WqP4aZAxce7blsfOZGlZHlr5UNEF2kMM4VRjNELOb+KFEPjNOVdgLXHmnxFaYw5YigVF6jvXWejJLqmX7zJcuiIOXxYI3DrjmCybVrX3CrmtiuGdmVs/ihW0mMh3G5TSjcSjGEOAyUuC6oicOWGuu8Rtf+42exu+AFMgykqYhZzL4DcFkhgJXdo5C1KP3bIArkcL3KQrj+lWxH7gCD6qXRKrQ6qwru/Yr7L5fh6QL3UgKL0lSp49LHaxxAWh7lnDX1gi7rcIqy/DoX8OTn9n5XIDG1mlueTpgqrIDW4ymH38QrRViAAAgAElEQVThKfEd3XPjaNOCtK6gytIPgevZRsWq4KhAX059oWAwmdE5vy4W+W7Gte7JQpgBnKmc4brcfiRgPhRfWKVLoBGnCmVlvDjjmaQKv3D+CxS0GezGXs6Uxt9MMXD6tthVS2Ew0gIJ4GNPfowfrP+A9+97Mwu+L5zWd4iwbfXUrOJhkp1zMLFccZskPV8RcLUdnwtbTWYWBXtZagasdjXE7p00WS6LwZRuqYT1xBM8MH8j8+7lnjQhQDpqdh5oQh5S44of7oRxTU/j1dq462Knoi0uJIrCI7NZoZZ0XTHJ1op2M2NUhWW/jizJAwbI2tISqCrzW8GOqsJsSkWShIOIJLsQ9jKuwBHTj40hHphJ9AFX1i6xEk5he2Ihn8vM4YUe5eiapFqFfFV8/vIlUUvplzJ3x2LBoFWtQxAk9av+SKtpAiwm01rCuJy2uC8rQ+6v/mGS3yt9j3+88I+c3T4LdXEfh6GObAglndIFXD0jTeLILVCMNnjPpgl5mLkudNhCT6owUhxTPkfe6C0d7NqvsL2dGNUOUxZ6pRLqvACFRA4fizNSwloqVkHrS0sQBEldDIBatDHcpVNF/StP8FufDJj/3k7AJXwK7318lWPzubGMS5KkXveMFyGuaeDatrejYrDdk+IThrZ5Tq90CvLxYrzpKcznDeGqsH2WI5FcfNoTN0e3QENTNMJQAXlMqjBt7jpVuG1t8+2Vb/OaPf8TIPPEyvgHMQbO0O3axY0YIXCqfIqPPPIR7tl/D2/Oih6Q7jHcoyJot5M0IQhQ6m56zKQ6Rer+kSZn1wWr2bNfPIhLzYA1pwM0eyfStByfctOh8VXhQP3g7HUU7ZUeKTxAWts944qBK+6vUaen8Roebkvczur8PGfXG8iSqCkqKR3Jc8XiE+/ax6gKt/wq08Z0T9MliGkE+t69TG86Y4Gr3uVyslQUqULf72VcgdPCloa7+ifRL4e311jtBq6+Xq6FtQviQEVBv7xzjWu+YJB1IueU4nB2bqoZQtnqqXE5dXEtlSGy6nhGXtzLFYtEqk4VGuI8g0DtpKYz2eR+M1WTluPx4a+c6WQjcvPPiXGNlsKL7zpJFTa3YP4l4v/L58mbGi3HT84jp+d234Aci46GKAvdUgltVnxvcY0rEWdEKuj43tL27BF/050uTIDr5I6nUr//q7hfEc9jquImitahYdfxtCwPXdjmjTcvjD4uih8C13OIil1BMaPFva935PhSgTOlFhk1Q82uJX6ClqozVzBYaa7Q8locmT4Oeo6CI9Jx3cAVhiH4KZBHA5Nk7F5VeN/F+/BCj3fc+Bb+xRN/T/3eL4w9PmZcoVehSbQADQEux3d43zffR0Ev8IE7P4AUP2CpMfWTKAKrPZZx3bq3yDfPbvKdc1tdwCXO6+SaAJCDByOxgCWz2pVCSyTx220aX/8G0tIe1HyARK+iEJ5ZqjBub+jUuGYI7BCnrqJOFpB1nac3GuydTGNoCoquo/helO6JPpsxqsINrzqyVUE/cIDiemtHVWEMXIamICsuntfLuHDbONIIhVccWkaoECNzV7O9FjEu8e+5jFgA11prhGHI3k0h4snceSfGlTKarA2Ab3csFExysUv9CMalYCBJAYU0HcYV4ceWPpjmlFKCtcTPY9wIXbEr0BCbw9CXB1SsIGo93zq7xR/cd5qHL0Tfe3YOMwxRkZ8RcK3XLN7x59/mqY1zmKo5wJ4TxmVGLKu1BbM3CCVn+VzinlG3Ou4ZO6YKwzACrkhG3ueeEfo+3saGmMwNSapQj4Q7ceo7vs4EuLoFGvUIuLYvdO6lIdF+/Amu/Kt/hT/lc3kK9KbUSYcOC7vGtic2UrsBrvwPgevZR8WqoBnDgevmpQJeEGKq2YhxiV1dW00xnzdE6gI4OnEUivvItcUN0d3LZXsBYZAiZLw4A8/rzUOPiHvP38vBwkGOFY7w+qe/xcyj3x57fJzmCWixrESpDmtwwfzIIx/hzPYZfudHf4cJY6IDbsMaDfsiHvWSXE8f4/o3rz/GgakM/9vfPEKtXE+OASHMMDSZfQfEgzhtK6wGVlJz2dfVy2U99RT+Dcc5LEejOHabKnSbiRIvjiRVGNe4Ipfx9paOOimu+en1BkdmxP+rRgrV98ipWRpeSyxOQ9JcMeNad8tjgStbqtO068l19kfD9pJZZgBILm0nApC4F8lr48m7YFwg0sN2Hc2tsxpO4QxhXLYXcHj7Mq3ZRYyX3Iy5USfHeGBcKBrkotRzPJ5mIALxGqbhCTWpLOPWXCCkrAyyuc7EBHGdcT9Z1a5GqUKJwBNSeBDARdtCCkMM1aBhi+dooxF956kskp6jIKsC/HYZ/3R6g++cK/NY6Sz7cvuGSuEhYlxhKBb1zLQYYFo+1/ErjCXxWnZsXRMQ35PviOGkSAPA5W1tgeehzol7y/ZsUkqq4wEY953GvVxzcyDLON3AFTMuQtgcbgHnXL7CpV/5FdRijvV7GpSKEkpLThjv0LDrrFjajmnCOAqm9kM5/LONil1Bjyxzgr4ZQMcjQ1slzPSIMyxVZ75gcKYivvTDxcNQ3IfRFHS8exfRdnzCQCeQxjGu3U1BXmuu8f3S93njwTfira2hhAF6bbhiLo5kHpIssapHwGX3Atf3St/jY098jJ85+jPcteeuzjGqIcYO7BAiVdhZ4ORMhtBxEiDOpFT+89tfykbd5v/6kjAOldNiwTpVqnPdbA7NNJBMkwlHxSVMai57ol6ulUslvLU1GksHOCRFwBWZ68YxnHGJ6cr9da6BGlfUTOs2VLS8ih+EnNtsJu7sWsQCckqGhm+LBWpIxHL4NW8rYTP9oR84gOL6TNTCkdOpG7ZP1hALnxd4IHm0YuCKx5l4bbxhfUs9b9Y1k6sq7s/uVOGkMYkqq6y31mk5PtdVLtM+eJTUoUPIQci++vjvfz5vkHXGA5fvidcwdVfUpHI5CEFOhbSHTPnopAqjnrgoVViza4JxZaYJbaeHcQEYDhFwiRfdqHc9z7k5CqH8jPq4Hrss7pm11qC5LnSe82JaExu9wIX0FEweFKlCo9dod1epwjg7kJkRr9WXKuxMPhYbPcu3eup6/YxL0jS0+XncK13ja2pXOrW4zdMDp+DXalx673sJHYe9v/Gz1DMS5RxILXmkmweA166x0tZ2xbbgh4zrOcW2vY0WWeaEfd36eydNcoaK5xk9NS5L0ZnLG5ytnGU+My/qJMV9qPVLQNiTKmy5PgQpfEYDl2zsbpjkP57/R0JC3njwjTgXRErHrI9PfcTA1ZJk1g1hudSfKvzgQx9kKbvEb7zsNzo/7BrBvVMEloVsdgr4MZvqThfesrfIv/6J63n09GrPMSfX6hydE++jFArkHPGwr0azrDIplamMTvukKCRvz+/jsLyCl1vqTPiNwhxV44KO/1sU/alCJd1hN1om4Mp2G8cLEsalRcCcl0zqoTs0TQgdxlUJmmMZF8BiORy5kDUsl2zEuOJ0UM3qZVyKbxE8E+CqiV33SjiZAJcsyUkTcmNtg9l2Befw0cTJfk95/OOdSanMB3GNqzj0mHh8vaZHI3+ilKJm+D31tzg6qcI+xuVUI4/IOQLLSjZLPcClGEnz9nq963nKLVB8hn6Fj16qAj6tYH1kDxdEjCtOoaWnYOIgbJ+nYIjPLpmCvBtxRgxc5oQAr37GlbhmROKMaPpxHP2MCyJJfD/j2nM7SPJAnSt0HC7/6r/EWV5mz4c/TMqs0pQVyjmJ0JYJtnsHj3aH3ahQD81dA1fBVH8IXM82qnYVM+re708Vxoa2liVm+SS2TGaavKFyZvsMR4rRrr+4D8muM6W0eox2245HGKTwwjHAFbGPnRzi7z1/LzdN3cS+/D6cZQFc2db4B1GXdVRkmrLEdiYSXHQBlx/4nN4+zT377+lVjz0D4ArbrWT3C52FpBu4AN571yFumRKL0hULyk2HjbrNscgBXSkWMW2xOHdP5t0zmYZzIi1bmtnLYWmFcKo3TQidESote2e/woFUYbojzNFS7cTq6fCsuJZUtEhmMWmGAeGQHi7oAJenDPZwxRED10J5tJND0/aTGle8cFtu3IAcAVdgE4xyMUjebDjjilOFQAJcrSeeFD84eixxsl/c2nm43w3tdaxUGnV2OFA7TgRcmni+lGhWnZIKSHuDGYMkVRjXuHpShWsRcLWTDV98v5kR44qBq4dxZefIe7v3K7RcnxOrNTLpGkgBM6mlgWMqbZeMrqApcsfuKT0lUoW+w6QvwKybcbW9dqL4GxrdwJWdGWBcbtR8rEXAZXlWIoWHQcYFQ5qQayswcUCcZx9wrf7736b14IMs/u5/JHPH7bB5hkZmknK0FHiXR09Ulpw6WrqwqzQhdCyxwhd4gGQc1yxwtb228DfLiF1Kf6oQxMThWksT4oxo5PzEZA4v9DhfPc91E5FAYELsyI4ZlV7G5fiEQSqZgjwsklThGIHGheoFTpRP8IaDbwDAXRZKp7TTHvt3kiSRllWaskw9F4FsF3Ctt9ZxA5e9+b7m0WfCuNpWAr7Qxbj6xinIssQ7XyoWt9/+8jmeuCIeruvnO4xLt0Wuvhu49k2myVw+jzI5yZqc5pC0ijo7CFxJqtAdliocBC5TNZOGSlWzAfEAaWolcYU/HDGuVFSA1z0NX4J2pneGVBwxcLnKYA9XHOrsDKGRYqEcjizWixpXL3C5YfQZuxZBEKIH9sBYlYHoYVxXCJEoMZGIM6DThOw89QQAyvXHULJZ6gWNuc0xKrIoDmxf5vL0npHjdawoxSnJkXN+xLhUwyfjDQKJpEfDVaPnMR6EKsQZJcjNRy0YMeMS95tpx6nCIcAV+RXuFrieWq3hBSGvilyLrPagndVQu6cYuICiJZr+B4ZJjksXxiltc0Kw+mGMS9NQJsX9Z/t2b6pQ71jUxaHtWcLb2BAqTd8Tn2F+EWaO9Uji3dI61c98hslf/EUKb3mL+OHW0zTNIvVClLZeHW4fVaq2MII2i/Oje7f6o2Bq+EGYzIB7oeOaBa74Jk5nxOLWnyoEoSz0XJOKXcVvNbG1FLMFk0u1S7iBy3XFCLiKIgd+RC/3iDNajg+BjjuOcUXChnFGu184/wUkJF5/4PUAOBeXk9+5m8M9zeLIIFORtGQ2UXeNK5b69veoCODaWVEIQ+TwMeMaMgcoF4qH+JFNl/d/RtS7jnUBF1ZIJghYrXd2iHsnTGY3LpE6ehS/tkpWspD6FIUAKVVGktjVaJPYGT4Oyd5GSQkWokkbnFuvMZ3VKaYFYBlpsUiqTjQE0hyeFgvdCLjU0YxLkiTYt8hCebh3XRCENB2PXARcsTGsG0SfsdembnsY2J1hkaNC62Zcl/Ezc3iovYwrsn0KTp3kcnaG9ITYyG1Op5jeGOMZiGgon9u4xOn8ICOJo22LRc8OolpYzLiMgFxQEcMEu0I2oj4up5dx1exIDh+nCiPGpURejaYTYirmcMaVm6fgOVR3Kc549JI47qb94n5dLw9u4iotNxFgdIBrMgGubFM8W/2jTcYDVzfjGgQut7SGNjOTNPv3+zOqskpGyySpcIh6B0HUuRolCIMIuK6HraeTaQz2GVGzz959t/jDIIDy0zSNHNaEuI/iVGV/fPmRp5GlkMN75kdfW1+82O4Z1yxwbVviJslmxeI2nHEVIDDxQhe3WcdWdObzHWFGd6oQ4KCy2cO42q5gXPYYV/Y4NXJ69XEe23hsgDqHYci95+/lZfMvSwr+zsWLeCnx4NZX1hgX6SCkLKXIpA1hk7Rr4Not4+qkbWB4jSs5NvrZ215xhMvbbSbSGjM5sVAphQJ+y2XB81itdRyt9xZT7Kut4R44TKoajWiYHmRckiSR0VWa9s7AFfsUJtHcQjXFYq4aFptrlzg000l5JMAV1SsaxnBQDx2HUAJfHs24ALT9+1gsh0NVZi3XJww7qc8EuMJogXItam0XQ3JQ9F0yLlcAV5ATbQd2F3DNpmexfRv5zFOcKe5JmOvajMLkemtsKsc+dx7Fc3kivdDD4rqj0RavFwtR5ELEuFIB01Kt51xAmOxCJwORpAqtbeFKkZsnbLcTgBtIFUYbl81Gd6pwnoIf0PatpGY4Lh69VGEun6IVlpDCFKdWBo+pdc/i6mZc+SVQUui1iyiy1FPjAnq+c297G79aTaZv99a4psFpgNN5jrzSeiKFB9HG0p0qBAamtuvdvVyxojC/JBhX6ENZPFMxcKWORpvC+gq4LRqagTMlzt3dHC6H/8YTIoU4PTVctDQsEuBq/RC4nlHE0thMVtDueIfXHQenMmiIB8OuV2kqoofrzPYZZEnmUDHy4DOKkMqzV97oBa4oVWj5oxcAKRI2/Nl3/oifv/fn+enP/TR/deKvkpvvRPkEF2oXkjRh6Ps4ly/Tvk5MJq6vjlb6AKR9j6qskTNUAUZdqcJLtUvosj6ogIu64HeKMAzFIpLeHeMKmi3QNH7rrS/h6FyWl+4tJikmpVggaFrMeD4bXcav+9vbGL5LZeEA+cYF8cMhwAXRMEm3K72VKgDS0FRhD3C1NlHTElJKR9FDnK0LSZoQIJ0R16c1xSJaTw0HjMC2CVSFnJ4f6zhhHDzMbBUazUEGkDjDR31AiZGqbOJJOnhtqm0XEwc5NcbuCQZShbG3o+32pgoLzRBta4szxT3JPK6VSUi1PPxyeeTLW089BcDZ4hInV4enPWutXuBSol4uxQiYpIbVZ3AdqwrDPlVhshj3Ma5EnGH31ri2mg5eVxNyMQKHmv3/s/fmYZKkV3nv74s196W2Xqqq955VmhktaITEaHSRsSQjCYSxZZAECGxjroV3bMDgxxv2Zbnw2H6MfQEjA75oAWNbQkISSEiAEGhkSbNPTy8zXVtXV3VVVu4RGdv944uIjMiMrMrqaWkezZ3zjzTVVZmRkfF97/ee8573HKwsfHityb1LNa62rlJWjvLwanNs/e71B+lUoaLJLIWiQP0koiF7uSJGMTpM0nr6aS5+0wM8ff+reerul3Dh/ldz6Uf/X575/XlW/vbfY+cPr+B01ZSSz93cjKXwIOXwo474VbM6Js4AcNbX5DMAknFFayhMF9oXL6LOz6HVw8PejqwrdzUdtVxBaAJ3Z/w7vt6yuLwepvanPOzC8z+T6+seuCpleUrIcqRWFMFSNezxabXoh4zr0p7s7Yjzy0JA7QRH/a3UFyFThSZe4DHws9MuUa7es/q85vhrMBSDf/uFf8sbfusN/Pgf/zi/8uivoCka33LiWwBwrm2C4+DdLbv0e5v7A1fRHdAWaiZwrbRXWCovoYiRr3FKxhXYNgRBvInAAYyr30cpFMgbKv/zb7+WX3znK+J/U6tVAtejNkjLxI/ekOxrY3aRWetZ+koBytkpiYKhplWFiiLrXFnAlUyFdm+QXzQpvvylCAEVezNVZI6AywjBuDOhthQMHFxNsFienDoDKJ45hxKAszY+KylqWB0VZ8yXQo/BkHHlsdHNA1KFUR9eKM4QVbmJDbx0qvDMNbkpX6wtxfO4VuvydwbPTC7IW088Abkc66V5/ujp7Im9zZ6AQAyBK3TPUPIKM6KNNcLUlAmqwpbTwQcoHSGwrDE5fH4grY8i4AoCCV4AlI9SmdI9o9lzeOZGl3uXa6y2VzleWma3O0iZPUM0iyvRfFyYlfsAhL1c0j1jUqpw99d/HaHrLPyTf8LcD/0tqt/6reSXSqh5DXdzk63f/DSXPnKEZ97zXnZ+9X046+vSNePI8NkflcMDY1Pbtfl50HUp0IgZVwRcIgVcufOJFHzY49VVFIpGCa2Wx2mOr+nfe/QapSC8N1OWF+DFVOFNR5QqrJTD8d8ZqUKAM7NSQWa128Pm471LQ2FGFLUTzHnXR/q4XAJfPty9CR6B0QI0XXjjqTfygbd8gA+95UN8+7lv5w9X/5Dfv/r7vPb4a6nlZF1lcPVZANSX3oOPwN7K3jAAcCxKrk1PUSibOuQqY8A1liYMgqmBK/YenLLG5feGs7gKhkbeGMrQlbAPqN7z6brDe1VYewZPKFzJz3HMWWXHPDHcIEaiMJoqhEz3jCzGNf/gUZb/838CYFHc4Oz8kM0UR4FLy3bJDgYDBmrAUmkp89/jSwrHqrM6Li9OzuKCYarwSLmMFYSMq2eTEw567iDGFQJbcxXcPkpNXpftpFWFZzYhEHC5uhgzrmdr8jm2r1yZ+PLWk0+Qv+MOXrJc57MTgGuv66KJ3DBVGDIuv1RillbKlBqSYqV0jcsnoKMIgvwcgeOMyeFLrooiFDq2h6rI5yOuc5WOUA1Nexv2/r2Pj6zLA+1Ll8qst9e5Y062Bnx5Nf13zf7ISJNCYhp51IScsDtLpgrdRoPWR36X6tvexux7vo/5v/N3OPrPfpLFty9x4u1Vznzkw5z9jV9g/t4WDGy2fuZnuPSGv0BgWbFPIYyLM0AqC5OMS6gq+vFjDNbXJePScnJNGAVZ4th+isD3sS9dwkwC185l0It0/QFFvYheL+O2vTHbp489usmdkXblJoDr+WpC/roFruhUUilLYMoSZwDcFZ5w+q02lmZQK0njzbi+FUXtBPXBJh3bif3JIlUhMLHZNBI2mAOom/IJuHP2Tn7i1T/Bp/7Kp/jZB3+WH7v/x+LfjxWF587RMgrx5N7MaK1T8H0sJRhjXEEQsNpaHVcUurZsppyGccWmudPXuJIjTZIRNbDW+gHdxIh65+mn2awucLnlciJYp106PfF6CqOpQsg02s2qcVGYA7OMrVdC4BoyrlJJfr5cT9679oThmv7AxlZ8lsr7A5dxUqpQtbVxtpycxQXDVOGxSoV+oIFj0emGprL5A4BLyyNP1bLRVK0toYh0jWsuP8fZzYCduQp9PUdeV/F8j2tlB09XGTzzbOZLB76P/cST5O66iwdvm+dLK43MesVud4CuFOIeJmN5CaHrBLM1ZkVWqjBtsttzevGm31RUfF0e4KK6qsjlCISg7Mj71bXduHE9Bi6zzEzoMhIdWCdFJMyYrXZwA5eXHT1PXlf5yurwGbIcD8vxE6nC3XHgcnqcMFvDKcgJxrX3wQ8R2DYz735X+s37jbgua5y/m7k7O5z+V+/k7Cc+zvw/+AcUX/taSq997fA6RuTwMM64AIzFJZy1sMZVOT48+IXKQmdtjaDfHwGuSzB7lo7TpagX0ebquH0FekMx2FbL4qGru7z2hBnf52njxVThTUbDblAxKuhhjcm3sxnXvcdlQ53b6WKpBgNxjYAgk3EZXpcq3fjL6IcNyDAZuJKMayafllkX9AJvOvUmFkvD1NPg6goil6OydIxGroK/s49/WGuDoh/gKL6smZiV2PJpu7+N5VnZwgyYzqcwmsWV6OMS+TwIMYFxdfcBLrkhlfvQ9QdxTcG+cIHdIye5uLrJotihXz078XrGUoUwxrgc36Hn9tKpwt4NKMqNp6EdYVndkea2YeihECDfk5tvJ8iWiVv9Ns4UjEutVukUVfLXxjfRzgTGtVSr0vN13EGPXkd+R2b+gJ4ZRZF1rsghobqEqampVKGmaJy9Llg5WqBgqCiKoO/2CYTAPj7DYALjGly9it/rkbtbApcfwJ9cSitc+wOPvuORU/Px81983es499nPEMzOM5MFXLoun59EqvBoUR4em7kygSc33SjFLoTAyWkUwwkEXdvl9JwE9Bi4hGA2L7/fyJVlUnxltcmZ+SLtcFr0cmWJly5WU8DVSto9Qci4Emt3Rh6uTivb8e9GZgCd/h6N97+f4mu+MQ0UIA9YkaAo6hXsbGOcPMnc3/wbnPgvv5L6myzGFdW4kjW5uJerfS01w04qCy9iX5D9XGngugiz5+g6XUp6Cf3IEdy+StAe1p9/77FNggBeeTQ8yB0CuEqGhiJeBK5Dx561R82sxZtuMCFV+NJjctEo9gBLM9kZSMaTxbgAlsRQoNEfeGihEWrPzU4VRu9vOgEzZnZ/UDIGKysYy8vUSiYNs4Ro7Adc6xQDH08J5dUJxjVpXAORRHuqVGE0/XgIRkJRUPL5uO8t9fv7Ma7QXbxsCQLkhuW12zgbG9gnzqA25Abqz5zL/HsIgeuAVGFUY4gZVxDIuUcFWevcYJ5T6g6KMkxHCiO0LbLacgDiBAeEfq+Fo3JgjQugsZCntDkuFOhMqHEt16pYGNj9Hv2+BAEjd0CNC6RkvhHWqapLmLqSEme429vUWz5XjirxMM7oWR0sLWA/m13jioQZubvu4r7lGpWcxmefTjPI3dBBvaAVY+ASQqDNzODlZ5mlPZ4qFCKc2DDA8R0c3xkCV2EmVhsm66pOTo2Bq2O7nJoNgSuhLKyVjiGC/YErCAK+srrHfUs1dvpyXc3mZ7nvRI3HN1pxG8Fe0u4JxlOFdQlcJ8VmXOPSFI2CVqD0ucdwr1+n/u53j19AgnGh56S4qDs5ozLqnAHyuXZ8J35uQAo0vEYDf2dNMq4o5m8Hb4D96BcB+Lt/1uTPruzIrMveCsydp+t0KRpFtGOLBL7AuzY8yHz0kWvcfqTMETMEn0MAl6KI59X26esWuBp2g1quNnbCG41qrgyBIOc6kM/zTOsyhmKwXB5JsSWAK+rl6g3kaRMm17iEouAZGoYzzriyYnD1KvrJE5QMjb1cGW1vn9RHa52CH4DwMQ0/BC65Wa6GU5Ezm49hylRh6PaeTy8e6RA/ocZ1QKqwEDpEdJwO9gVZOFbPneeskIVlNaP5OIqCodHLTBUO79GoTyF2S6ZGQ//By06do8F2auCmMOQGZVptiigTrXusfhtX40DGBdA5Uqa6Nf5MdAcjqsKQcZ2aqWFhMLB6WCHzExnu6mNhFGXvjqJDcQFDVVKpwv7j0jHj6SNuLIWP60rLR3HW1jMnEltPPAG6jnn2LJqq8MD5eT779HbqpN/ojgNXFEFhVjKuDBm9YpoElhVfRwxc+cowPZ0bMg07p1IYCFzPx3Z96lPMBz0AACAASURBVAWDSk5jqzVc01rpKLUDgOta0+JGx+be5QRw5Wa5b7nGwPV58pp8dlIGu74P/ZFUYe0ECJXj/rVYDg+yCfnkxx+V6/fBB8cvIAlcIN0zJvgDBkGQmSqsmlm2T/IgNbi2PQJcciST/eSjiOOLfPKZtgSu3Wcg8HHqp7E9m6JWRFuU6W13VR5kHM/noau7vOHOhaFx9yGACyL3jBeB61DRtJvUzbo84eVysfx2NBShYChFco6HWixysXGRs7Wz4+MeUsAlv4zewMMMx4xPShUCeIZK3lXj+VmTIvA8nJUVjJMnURRBt1TDaO9N7rVprqOHM5uEYsv0ny2nIK+0V9CExrHiiLfYIYArS5wBkUP8+KYcdA8GrnwIXF2nixUCV+XuOzmjbOAFgvyR8ebjKPJZjCtXkyPQw9Eeoz6F8ZTZwhyW43HBqpEL+imwE3oIXE6bstAmNpHaVhdHFRwvHc/892T0j9eptFy8Tvq5GFUVWp6FpmicmJHiDNfuYYeM60DnDBgqCyvHQFEwdSXVgGw9/jiBgAtHOuQNuZwjwBAnlyB85sY+65NPkjt/PmajD942z/WWzVObQ/HPbghcFbM0/vwX5ykKG6c/fi+FaeIP7HikSfSMNnPFBOMaHpZsQyE3IBbmFE2V+bKZYlyUjzLjufsCV1Tfune5xq61i6ZoVIwK9y3LNHaULtxL+hRae/JgkAQuVYfaCeaddfqOF9/vOzc15q7sMvPOd8VNxHG4tuy3Sza3F+ehk824HN8hIMhkXJBWTxpRE3I7SKcKQ0m8feUq9tIpIPRWjKTwVfkcl4wS+kmZ6XA25IG32XcIAjmTLZp+zITa76R4Pmdyfd0CV8NuUDPDQq9hZMrhoygrZUzPxygWuLh3cTxNCJCr4RtllsSwCbnvuOS1g4HLMRQqvjHRNicK9/p1AsfBOCFPP3a5huYMMutJALTWEYoEINvvSzAKPHD6rLRWWCwvjgPwoYAr3ETyaTBSisXJqsJiNnAp+TzCNMk5EiS6H3wn9v/4OdSc4P94/Af5XvWTrAYL1KuTa2/FSTUuAglejPsUxs2jxTmubHdZ88PaQnMoVVfCzTnn9CgpxsTxFI7VQzEMjMh9e59wFuX7RCrRKLq2i6YITC10R3At8mqehXKOgTDwnT4DK7y3B3kVwlBZWJEs0NTUFOOyHnsca3GWvjEgb0rQjIBLPSUPY/aIJD4IAqzHnyB3913xz153m/w8SXVhozcZuJSQ4QYZ4+lFLkdg2XHKMmJce3o+XqfJw5JlQt4O6AyGoD9fNsfcM2Zcl53e5PaRh9ea6KrgzmNldqwdZnIzCCE4Vs2xUDZj4Iqd4fNG2qcwGTNnmLFl31Q7ZBWv+3wH21Spfsfbx988afcURXEy44r7+zJqXDButAvgdDUoJw6quQpB8Tj2tT32jsjMS8tyYuDqlGXPWFEvoi2eAobuGVHtrpLTp+77HI0XgesmIqpxgVwok1KFAIuBPLUq9TxbvS3O1TOASwiC6omxGlchcmifUOMCsHUo+dkS62QMrkpzXeOk3FCcqnzIJyoLW+v4Qm7QPac3fLjsFqvt1fF0JxxSnDEhVVgoHFpVCKFfoSkXWSdfx2oomEcKaDMneci/nV/03ka9MBkU8oZG3/HSNkIj7hljqcKYcc1yebvDehB2/+8leqxCxpX3+5S0/ETG5dkWqjkFmCDTcMCYai/yKYwOMX23T07LoSoCoefBsXAi4DrI8gmGTchVedKWqcIhuFuPP4532ykANEOCe8R0zNOnM6/R3djAazbJ3TUErqPVHHccLfPZC8NncacjgWsmXx5LryrRBOnueI1WMQ0C244BtIRKyfdpaVrMuJLGzn1DYA78uJWgaGrMl3MjRrtHmfE8dnuTa0YPr+5x17EKpqay099hNifBSAjBfcu1MeCSzvDR8zOS5p85Q7UnJ0a0LBdna4u7Hm7w5VfVY5uqVCRdM+JrHrd9imLgyXub07IZV7LRWp2dRRi6bGiupLMBtnIa/IBrM8eHn23nIhQX6IassKSXZD8Y4G7JzxupJat5/VBOO6lrfRG4Dhd9t4/lWXFvlMiZE8UZAEuhe4Y5JzeTTMYFKDMnWRbbcfG2N/BiB4VJNS4AS4OCdzDNjjwKIzl1UJcLy5vkV9hcZ4D8jF2nG4NRYLVYaa9kjmuILaGmqXFlnH4hm3EFQSB9DQ8ALl3IDaD7wN/D3g0wX/cdGO/6ID8c/Ai/p38Lhjb5kYtrNCmj3Qi45KYzliqMNp7iHJe2OmwQAlcG41K8gLJenFjj8gf2wb1VYWhLS/hA90p6mF8nMf0YhsAFoBp5FM/Ctw+TKgyvJ0wRmfqwxuVsbeFubWGEzEnV5b2JDln5ygzawsKYsrCfEGYk48Hb5/ni1d1YGdnoDVAEzOQqdJ1uWukWtqEo/QzGZcqDZARcecem6vk0FWWoZE08cz09wLD9lCJzvjTCuEoLzHg+OxP6uDw/4NH1JveGacFdazdWIgLcd6LGMze67PUGNHsDhEC2mCTtnpIxcxrdbVOjQ7PvsPeBD6D4AZ+5f8LznwVcxQX5c298c49qn9MwLiEE+lw5BK60cMi25XVfCUf1tPqO7OEKhRkg1c1C11GLCs6OPNxEgFPJazcNXM/nMMmvS+ASCH7i/p/gNcdfA4BimJmWT1HMhSOpq0ty4d1WzxYIiNpJlpVtmt1o7LhHycihKdq+qcK+5pF3pwCulRWEYcTzeJiRD52bBVxOH/q7dJELQQKXfLh22mt0ne4BjGuKVGEv2kQyUoUjjCuwbfD9lAJxNNRqFaUjX3OwukrQ75O7/TaEECzPFJgp7p+CK2YOk4xmco0wLnO8xnV5u0OxdkT2PyUYV1THCXxBUc8ewW65Fjjuwb1V0bWW6tyoQv+Zy6mfd6w0cFmuFQOXniui+TauHSrGpgGuyGg3dM1IijOsUJhRu/fl8nc0Ce4xYGh5jNOnx9wzrCeekPWy29Lr4MHb5nG8gD8NZfG73QH1gkHRKOIHfpzeAtCrcqNU++OMK1IVRoe9wqBLxfdp4g8PSwnG1TN8DMuL65tFU2OhYtIdeDELI19nxvdou32cDCC4st2hY7vcsySBK0oVRpGsczX7DpWcLpWnE4FL2sGdEtdpNTs0PvBBrt27yLPlCZkdKytVGB6iMlhX5LmY1ccF4w4het1k0NWGMvvodZo6iIDrQt6TluVK14zZs/EBLeqj0ys53L1wsOdYqnD65uMoolTh8zHa5JYAlxDiTUKIC0KIS0KIH70Vr7lf5LQc77jjHdw1K0+MIpeb6JwBUA8drp8VO5T00kTnb2onKGIxCNMfvYFHwVAp6uOqqmT0VI/cwRMkGKxcRT+xHBd2tbkQuLYzgCu0d9nz5O903a50zgBWm88CGVJ4kMClaFPVTyamCouFMcYVAdl+qUKlVkW05d8Fl+Q1mrdL5dN9y7V46OSkyIdy7myHeLkxtAdtDMUYnlR7OzLlZhS4vN3l3JEy1JahORQkROKMwAdTr2Yyro3uBoYL+fx0J8+yUeZaXcRDQaPoDtxYUQiylpEPlam5XB4jsAki9n5TjGtY47IeexwUhaP3fCMAvpIBXGdOYz/zTGpzsZ94EvPsmTGm/cqTMxQNNa5zNXoD6kUj3viSa8CsSODSrKxUYVpVmLfbVH2PZuAM66oJOXxX99Eth44VTd1WmS/J7zdmXfkaM2H/WpZAI0oD3rdcJQgCmSpMMK57lmoIIX9vb5LBbjJC4DopNgk+/Um83V3W3nzvZHf4SalCGJvLBUkPyzRwFfUiqlDl4M1EGCVwurrs7UuEvWVhlF3MjjycBL2GzELMnosPDtH3p82UcNsyRRmpAZ9TqjCn43hBOkPyNYrnDFxCCBX4j8CbgbuA7xJC3LX/X93aiBbKpKha8mM+7V7jXO3cZBFFqCw0wrEc/YFHTpdqwUk1rp7To6/5GIODTx3O1auxMAMgN1PHFQrujYw8eFNeww1nJn6f6OFaCaXwWSPJY4XQAUIRkKlCYRgINc0WlcI445oGuNRqFVqSzaiXV+Wp/pxsOP7pv3wP//ldr5j4tzBMFUaSciCzxpX2KdyGwhyeH3BluyOtnqrL6RqXphEI8D2BrtfpDDpjp8S19hqaB4VC9gj70SgbZa7NQLC6nnqtjjWcxQVpxpUvlMgxwAjCzfgmalymNlQVWo8/jnHmNGalSuCWcIS8RxFgFPQC5unT+K1WymzXeuKJsTQhgKEpvObcXCyL3+0OmCkYcbo8CVxKrsIg0DAyUndSVTgYAlevJVOFnhUPXE3K4Tuah+IF9EK2HokzINHLlasxG9o+ZQHXw2t7lEyNM3NyUrHjO3GNK3rN2xbKMeNKNR9r+eF9jqJ2kgDBKTYp/e7vYJ4/j/OyOxj4g2yH+kmpQhhmBRJhu9mMSwhBxaiMmQnrhQH+ALxW+uf26hZm1WWmJ4GrHs4RY/Z8fECLvj99tobTBTw3kSqMgOvmGBc8P03It4JxvQq4FATBlSAIBsAHgG+7Ba87dUhxxmTGVQ4HHH7FzvAoTEYIXIWeVBP1Bm7MuCbVuHatXWwd9JFGzNEIfJ/Bympc3wKoFk32zDLW1mTGteHIdEMKuLobqELleDFDtn2YWVy99CyuKJSiFGckN+RIHr8/cNXwmy00oWE+uyll/+Hrq4qIPegmRSEzVZgeJrln78UjzgG5KRRn2djrY7u+tHqqLadqXEIICc4+CLWOF3ipBk+QwKW7UCyODx3MiopR4dqMQHR6eAn3k449nMUF6RpXsVhCFQFlDpEqjOXwYapQG4ozrMcfJ3/33Tiej+9UsQN5j6JDVk7NYZyWzCFKFzpbW7jb25nABTJduNboc3m7K1OFRT0+saeYqhA0RAVzMA4isuZsxddR6DeoBYLmoJ1QssrP7gc+LV0eVKxwUy4mgSu2farsy7geXm1yz1IVRRFxD1cyVQiS9T+8ukej50y2e4pCzxFUFjnXXaOwcpnad/01SiMO8anoN0AokJgTRyxgmcy4RuXwIOtco4xLN+R7Jqch+70ezvoGxrzBmWCNuZLBUScCrnPxQSNmXAvz+AMFf3edVt/F0BRyuvqcalzw9Qtci0DSJnst/FkqhBB/UwjxRSHEF7f38+e7iZA59cnAVez5+EBDsycKM4AYuMqWNE/tOx4FQ6OgFyamChtWA1sHdbT/aCTcrS0C244VhSC/+N1cOdtotyUf0GcteWpLijNW+9scKx5DVzOUjIeZxWX1x9JFEBqfhiNP4t8NG5InyeEhdIi3LGqiQPHqDcw7bp/qOqIoZKUKVV1uBiFwbfW20rOyetI149K23FTPLZQk4+rtSFf1+HUEnqfgqxKYRtOFa501dO9wqcKNcF8cPPts/HOpKhwy2OSwwFI4hLEmwvfWpgCul34n/MV/HaveTE3Bdnyc6yEA3f0SegMP363SD+SG3nf6mKqJqqgYobIwMtu1n3wSGBdmRPFgQha/23WYKZqx3VF3kF4DDarkM4BLMXMpVWG+t0tFK9AcNPGtPihKnL61PRsrLH1arbAmkwVcisKMJq9jFLgsx+OpzVYszNixhq4ZybjvRI1Gz+HCZmuy3VMixMxplgfyUGmePr3/FOR+Q/YcJlN5se3TOHBNYlwQGu0mGVcQoCvyOgbrwynG9uXLcp0eP8p5ZZ07j1U4rVwjECrUT40xLu2Y3JbdqxdoWbLOh+/LPWPCjLr94vmcyXUrgCvrGD2WNwuC4JeCIHhlEASvnJ+fz/iTm4+DUoX5vkcvB4Ei9mdc+Rp9tcTM4Bq+H2A5PvkwVdh1s4Fr19rF1kAZ7P/lRbUQ40QauBpmOVsO39ogyM+wNzBQ0eX7hwtnxd7NThPCoXoygv4E4IqMdhN1rqlThcBSx6S03SF3+2GBKyNVCKnRJtd715kvJJ6f7g4U57i8JRepZFzhvWkOT6eKJuj7BoEnP+/o5rPWlsClGOMbSVbIVKF89JPA1bU9SubwQGG5FvkQoCqlELjo4CvGWL0iM2bPwmt+OE79Rl6F/UceBiD3krvpDVwCp0rXDWuzbi9+T/34MYRpxpL4yOrJvPPOzLdbnilwZr7IZy5s0egNmCnqFMM02ujhraVUyTvjM8mEaeIngCvX3qKql/ADH7vXRsnl4nS95Vr0w1s+aLdRwx64mYKBqoiUsnA2ZDOjwPXktRaOF3BvJMxIuGYkIxJopA12d7IZFyBmzrDgyudOKVco66HRbpYqddQ1A+R61fL7ijOyGFfFqKQZl7WHkZP33llLANfTUtHaXjzNWbHOnUfLnBHXcCsnQDOk3ZNejMce6YthG87qZSlQyWty2CXBc2JckbT+axm3ArjWgKS8bQnImDn61YuDUoVm16Ed7s/7Mi6gbR5j3rtOLyw4TpMqHOggrP3HpA9Woh6uRKowr9PIlfF3M/wKm+t44cRbQ8nL99cMAi3HitPMVhTC4RhXrx+Pl0hGPNokUeeaCrhCv8K7VuW5xbzt5oCrP9aELIHL8z12+jtDcU0QhIxrlktbHWaKBvWiIRkXpJWFSoDlG3ihwnS0CXm9tYrqDxWIB0XJKLFdBV9VYuDy/SCUwycYV0pVKO9dXXTwp0kTZkQhcHjLlz/Kxo/8Y9Rajdwdd9C1PQK3iuV3ZM3V7cfAJRQF49SpOFVoPfEk+skT2b1IYbz+tgX+9PIOnh9QLxjZqUKgpVYpuuPApeRkBqTn9MipebavrVAOey7tbiuVnrY9m354y912l6KhIoRAUQRzJYOt9vBAWszVMBAxo4ri4ViYMZTCwzjjuu1IOX7GJvoUJmPmDIWBfH+1Uo4d4pNS9TiygEuI0PZpHLgmNSBDaLSbZFytDRQjQCmYqVShffEiIpdjY+48FdHnZfU+Z8QmVkWy7K7TpagNa3fasqw3u+srtKI63yFUyGPX+XWeKnwIOC+EOC2EMIC/Bnz4Frzu1KHk9mdceseik5MjIOq5/WsYvcIii+IG10OftPxUNS4BrkvgTP4CnZUVhK6nRndX8zp7ZhnR2B2O/46itY5TkF3ypjpMVTZzFdqBm60ohEOmCq1MeXsW4xqOQDmYcZ1/NmyuvH2yL2FWxCaxExzid61dvMAbpgoHXXAtKM7xldU97j4epjtqIXAllIWKEmB7Bo4jN4ok4wqCgM09uSFMC1y6opMzCnSPVLBD4IoOO2OqwiglGAJYTbSnSxMmIggCWh//OH/p5/4uf/Wxj1N6/es59du/jVIo0Bu4+I6891u9LfpuP2U/Zpw+jf2MTBVOEmYk48Hb5/HCJvCZohGnCkfXQFetUfQyGJcxZFyqMNH7W6hCXt+g2043H7t9LEOyL7fTSQlbRt0zRL7OTCDY7acZ18NrTRbKprQvQqYKBSI2KIhCVQQvWZTXMQ3jYuYMfmj+q5TLB6cKR4ELpEBjn1ThaAMyZDCu1gZCgH50ASeZKrx4EfPsWZ4OecNJb4VTYpN28VR8ncWE6EQ7JRW+7uY1WmFLwP9vgSsIAhd4L/AJ4EngQ0EQPP5cX/cwIQwz00g0CqXdo5MXB7ItAKe8xJLY5lojzM8fkCpsWA28cLH5+4Dn4OpV9OXllIIvShUK38fbG9kAWuv0CxLk8toQuFbCPqPJqcJDAFe/l9pEotiPcWWJOaJQa3KjOHWpg5VT0I4f7PmXjHwszsieybUV2v3EwBU2H/f1Ok9fb/OKk+HGUT4mWwKSjEt4OL6GPZDAlGRcDbsR91ZFhrzTRNko0zxSjBlX5Awfbb5BEKTEGZEYo0ZXumhMGdaTT7Ly7u9h/e/9fdxCiX/8wA+x+As/jxGar0rGJUH7eu96inEBmGdO46yt425v46yvHwhc95+eiS2r6gngGmVcHa1OPujLnsNEiJwJjoM16KFhMiM66LoUGTm9Tsqn0HKtmHH5nW4auEojfoW5GjN+MJYqfHh1L65vgUwV1nP1cTs04GXh79XyhmwMtpr7Apc3kKCqlkqHTxVCaPt0eMbVGXTwQn9OWhKs9KVlnPU04zLPn+cRW+4TR7b/lIKwaeTl3tB1uzFbBlBnj6JoAc72DVqWO1QUwk2pCss5DfE8jTa5JX1cQRB8LAiC24IgOBsEwU/ditc8TEQqpkmNcKLVpZM7OE0I4FdPUBIWOzc2AQ4WZ9gNtBBM/H4/83dAumYk61sgpai7ObkYUr1cgx70G3RNmRIraIX4tLtiyEV/KxhX0LdSQySjyKxxxarCyQ26EeMqtgZsHD3Yu3E0MlWFEDOu6z3psxanCsN+u2d6efwAXn4i3DiU0BonUhYGAUK4eOhYYU9f8tQc1bdgesYF8mR8/XiewZVnsJ56amwW11gdIwSwumijmFNI4YHWxz7GM3/5O7EvXeLoP//nPPRjv8Cjs2dxvOGznmRc13vX6Tk98glgNE6fBs+j9YlPyus5ALhyuso3npWb+WzRIKfmUIQytgb6eni/R+TeSjhM0u610YPwoKZJ4HJHDkuWlwCuXndfxkW+xoybNtpt9hyu3OjGaUKQWZBRRWEU0e9V8vpQwj5BnEH9FL6j4GkqQtdjxjVRVZgFXBNShbHl04QaV0AwBMjWBiAwTp5hsCbbL7y9PdytLczz53miadJRylSvyu93ywiBa9CNhRlRaCWBu7MXpgo1iBqdbwK4FEVQTkyJ/lrG16VzxmgouZxUx0xI1fmtFi85cz/vvPOdB76WWpc1qP6WrAlENS7XdzM79nesHfSifKAnpSuDIJBzuE6mLZrKphxtAuDtJBZ/eMJq6pFJ5hA4V3UNEUyYGeW54PSml8P3J8nh96lxZdTEooiAC2B14fCPlq4qGKoyEbi2uhK4RhnXo3sGQkjVWBzVE0PGZbcQwicINHoTgEsLSV606U4TZaPM5x+YRa3V2PwX/5JOOA5ndBZXzLjC/51ReogpUoWB77P97/8D5m23cfYTH6f+196BGQJr0q+wO5A1LoDr3XHGZZySNY/W7/6uvJ4DgAvgDXcsIAQcqUghRVYTvhUBVy8NXCL0e3SsHrovnwNXlaxAPnOjqcLwP3rdVH1woZzjRmcw9K7M1Zhx7BRwPbYhN957lobPXtKncDRef/sCf+OB07zm3Ozk5uMozBKWm8PX5QGsqBcRiHHg8j3J3CalCrs35P6UCMuzUISSyQpj26eoztVah9IR9OVlgn4fr9HAviSNdI3z51jfs9gtnEELjQk2NLk3dJxOinEBaBUTZ7cbu4c8l1QhQLXw/PgVviCAK1ooWenCwPPwWy3On3j5gSPZAYx5ucjdhhRTRDUuyHaIb1gNzIIEikmMy93aJrAs9JNplqQoYmi0e2McuBq6VM+VjGKcqlxRBUcDkZliOMwQyeh6ldz0qkKRz481KydDFAqxoe2V+f372iZF3lCzU4W+w1ZnHVWow9N0eNL/4rbC+YWSXIhRJHu5OtsIJSAIVDp9RW4+iVRhJIWHwzGukl7ihtZn4Ud+hP6Xv4zz0Y/In49MP45BRJfPqRK4U/VwdT7zGQbPPsvs3/jr8aHA1OWSTY426dkuBDoVoxqnCkdrXAD9r3wF7dgxtPrBvWrfff9JPvLeb+JIJRd/1tEUmW1GjCstlhCmvIduv4cRgk5PSJbsW1bqmUuqCpV+n6KRZlyeH8QDLcnXmXVddq2dOLsSzdi689jwsLZj7UycjZc3VP7pt94ln5WDgAuwvQKKLu+1IpTM+xBNLshmXAtyosNIXc525fTjrKxEbPsU1bla16ByfOgSv7aG9bScim0tnabvePTCyeLdwGTTH/qbRntXFHq9iNuycf1gJFV4c8BVyb0IXDcd0ULJYjxRp3lUfzkoCiFwaWFhv2AM52xl1bl2rV3yJbmpBBOAKxp9kXTNiMKvZ9g+NSVw3RAyvZIcK7EiPE54E1w6Eg/hYG0t2wMxERPl8BMY137CDJCNvtEGe3HWwQ8OD16TR5vAVnud2fwsajQ3KDzp//FGMKxvRVFdlqPOPQe6WwgVRKDQ6nty8xlhXEc0+fdCnx64yob0Pax++7eRf+UryL/vFykPhumuvhcyrjhVmLjXU7hm7P7q+9COH6PyxjfGPzNUuWSTo0264f1ayB/JZFxqqYi2IFnqNGwL0kIGIFOgNDDDDX8kFRalAt1+l4IrQeeasizXkW2nWLvt2fiKANNE9Hspn8exXq58jRnPw/YG8Xq4sNlmrmQwVxoe5Hat3YmMKxVTAJfnmRiGgxUJb4zSOOPKcs2IIvIrHBFoWJ6Vffgki3FtSOBaDIFrfR374kWUSoXNsO4WzEkF74o4HsvTu053nHHNVnG7PiLwn7OqEJ6/0SYvCOBSIsaV4VcYiR4iqfZBUanP0QwKsXtGXlczLW9ApgAbVoN8uR6+f3aqMBrkZ5waB65cucRAN0YYl+wmuC7kgqqapXjTWPUtlp0JQpTwIQzUAle/+51c/zf/duLnjN3es+TwExjXQcAFYROygNX5/R31J0XeUDPk8CFw9TbTPpPdG/iqyaal8bITI5tGbVmaE7bWobOFUAIUBHs9h5KRPjWvddY4bsiN/TCMKwIuIQRH/9k/Q+l2eM/jH5Ou4wwZ11CckbjX+uSUK0D/0UfpffGLzHzP9yC04WYeMS57lHEBR4tHMsUZAMYZ6aCRuyu7f+ugKGa46rsRqxlNFYa9cK5tUXb7rAVzbDsmVbOKsAYpn8LoHoliHs3uj9W4IAFcuRozfto948L1NrcfLader+t0x6TwmTEFcPmuSk53aLcliJSM0riqcF/gimyf0uBue/ZE4BpnXBtQWUQPB0oO1tZiYcZ6MxSRHb8bgA11kZblEgRBJuPS5uchEMzYrVuTKnwRuG4+ROh7FmTM5PKb8stP1l/2C0NT2GCB6kC6ZyRThaMbcd/ty9HYJbmAJ6UKB1dXQNfRE1L4KKoFg06+MgJca1CYZW+gYqgKFbNEz+3RGrRoBA4n7H5qNUzXbQAAIABJREFUNH0c4UPY/tIV3K0tnI3J7XTBYDDR7V3oOsIwDs24QN7nwdEZbENMHB+yXxQMbbwBORxfs9W/MeKasYOl1wAxFGZEkezl6spUoRIImn1n7NS83l7nmCFPxocVZ0S+h7nbbmPzL76dN1/9c4wLUlQ7BlyHYFy773sfSqlE7Tu/M/VzU5NsczDCuAxV4VjpqBRnJBqQozBOn5LXMiXjGo0sxiWMCk6gjokzovXo9fvU3Q5P+cu0+g41s4YycMbk8CBZvm5bY6pCGGdcIIHL9wOe3mxxv3MjflZj14xDMa4J4gyAQYBq+FhbcgpAWS+PDyLNGiIZRWkCcLl2phQehoyraTflmrabUDmOWiqi1mo4a+vYFy9hnj/HWqh+rp18KQDX9WWafQfLs/ACbzxVGO5BZ6yNcAJ066amH8fX+iJw3XxECyHL9sk7JHABbKkLHPUltS8Y2kTgihZJuSIXSaY4w2oyePYZjMXF1Mk5impeZy9XSRvtNtehskjbcijn5Pv7gc/TuzKvfWIwGJMgAzFwNT72OQDc3XE7nijivqwJ8nalUBjp45oOuGb/+g/QfM9bgP2nRk+Kwn6pQnsvDVzdGzSoUCvonJkbNUmN3DMkcCkqqH6A7foUtSHjcjyHzd4mR3S5eX30yRt8xy9+bqprLRtl3MCNN9+n3/gObuSq9H763xC47sQal/z/k2tcg7V1Wh//BLV3/NWxRuFhqnB4j3oDl4KpslBYYNfaxfXdMeDK3XEnaBq5u++e6rONRhbjyhkaO1TGpiBHAhfftpjzO1wI5GZaMSuotpeWw4eycFEoYjpWSpyRZbQbAdeOtcPKbo/T15/hW/7dj/D0q7+R1R/8WzQ++CFqnWCiqjAV3R1pJ5ZhuxSFsF1UPcDZki4VZaN8SMaVbfu0X6owHiY5aMn6FsQDJPXFRfpf/jJ+sykZ116fgqFSPXISvu0/8ie1t9LqO2M+hVFox+W6OGVdD2dx3dz04yier5lcLwjgilITmanCELiUQwDXrn6MJbENBPvWuBrhjKhKRT6c0XyrOB777/BztzN44qExRWEUlbzOjllKD5NsbUB1ibYlR2REwHmhcQGAZccdUvxk2G2sPY3eoxdQisXJAyohMdAv+9Qnh0kmGFe3NxHkklH+5m9GfPNrgZsHrqxUYU8I2p415lN4zSnxsuWanK2UjGjg3t6qTBXqBmrYF2MqxXjzuda9hh/4zIc1rke2enxpZY/d7v5OKEDspBCxt6bQ+eV7v53BhQs0fvM3969x7aMqbPzGr0tvvne/e+zfslKFXdujaGipNOqoDLr2HW/nzIc/jL6wwM1ElqowpyvsBBWCETYRiaWwbYq+xwX/BC3LpWpU0RwvLYd3h8BVcNKMq2hqFA2VrdaQcc0mjHaf2mxzoi2VppW3vAX78mXUn/0lfuk/eMz/nZ9j51d+hcDdx45oH59CkOl0en0Uw4ddybgOXePK1WRP4YjRru3ZmVJ4AEM1yGt5ybjaYdYkAq6lJexQmGGeP896o89iLS9FHi97F37xKC1rCFzFEdd77YRMGS9a28NU4XMArkpex3b9uAb4tYoXBHAp+6QKvb2QcU0pzgBomccoCpsZ0cbUlIk1rijPXq1EiqkQuHwP/uBfwG9/P4HTZ7DVHFMURlHN62zrJdwbCWVWaw0qx6XTeAK4ntyRBqlL7mTgalwqIgyd2jvegd/rTUxfRi7dkwZDKoVCbKwLYapwH4PdZEyyCJomMlOF+TrboZoxCVx+5warg8J4mhAkuykdke4Z3W1ELo/qydc1lEK8+ayFI2zmNXmwWe3I33liI8PWZyRGgatruzxy5mUUH3iA7X/373Guy0116JxhElt7TmBcXqvF3m/9NpU3vzkztZyVKoymGBwpDoFrlHEJXcc8c/rAzzQpSnopA7hUdoIK/miqMBRLaW5AIfC5ECzJVKFWRvPShyXLszAUAz9XIO/aKeCCsJcrg3Ht9ne5sNnmWG8HNI1j/+pfcvb3P8nl//DDvP9BBU2obP3c/03zf/2vyR9qP9cMZFZC+D593UTsXI7vw9hzHQFXLuNwrCiZTciWa2Ua7EZRMSoh4xoFrmEbTMS4FuvD77qS12j2nfgak5ZPANrSORABC/3Gc5rFFUXsV/g1Zl0vCOCKUg9Z4ohYnFGZvsGuV5APx1l9N+5hgfFUYcS46nW5YQSWJaWx7/8u+JOfh1d8H949P0jggHE8e3hlNa+zY5TwGg1pGWV35GtEqUJTj4Hzqd2nWNArFIJAUvyxz7pD69k8lb/4LZhnQ1+ynex04aQhklGMMa4pa1zAxPs1TWQyLj3PVth4nQKu7g12g8q4ojCKaC5XZwth5lFcubg0kY8X9lpHAteMWgn/W/7O4xvNjBdMRwxcYc1DzuLSOfoT/5TAcaj90v8EEjUuIYYDPicA196HPoTf6zH7nu/L/HdDG08VdgceBVPjaGEIdKPA9VwjYlzJJn9TV9mljBhNFYbr0XDB8AVXguO0+g51IZ+LUeeMnJbDy0vgKmUBV+RXaFbQEZSFzq61y4XrLc64LfRjxxCq9Di8dkTnf7xG4cSHPoBx8iTND39k8oc6ALi8tvxed7QKxl5Y4wpThSmzg35D9k6q46UAefPmobOPOOPq58FNZ4sqZkUyrrA1hvIwVQhSZKHV6xK4agngyum0+m7s5B81TUchKsfQcj4zVkuKiG5yFlcUz5ft0wsDuIyIcY2nd7xmE6VS2bf/aDQGYb/XGU2yoHgjdrNrXPVK2Fy5swG//Aa4/Cn41p+Ht/47Bqqk5kYh2wRYGu3KB8fd3U2csBZpW2nGdXnvMstROiiDcTX/6GF8V6H+rnejzsoUSKqxORGHrXH5vZ7s05oiJlkETROZNS4huJ6X9ygGLsdCc7s0KKfsflIR9XJ1txD5IiJMGyl+Pt581tprGIpBGbmZ9pHPyeNTMK6oFhExroghGydPUn/Xu6j8yaPk7SANItEpOwO4gsGA3V//DQqvfvVEEUVkxWQ7aVVh8QDG9VyjqBcJCFJzzHKawm5QQfRG+7jkZ9Rd6PhVTDNHs+9QC+Tz4xrjJsSumacwiXElRpuQqzKr6HGqcMlqYCwP+zN3LDnlPKflqHzb2+h94Qs4165lf6hJs7jC8MNWmkZ+jkpP9nWO1jWB0DVjn4xOaWFyqvD64/C+N8Ef/Vzq36tGdci4CrNxfdQIe7nM8+fp2i57PSfFuKp5nb7j0bRDxjUizsAsoRYCalYPTVVuSY0LXgSum4p9U4XN5qGEGQBeOLTvlCofNkMxUIU6lippWA3yWp6iWUIYOs4f/RpBbxe+58PwDT8AwMAqhq+RvXgqeY1dM2H7FM7horo4rHGFdN8NXE6UQv+/EcYVBAGNzz5JbtYjf999aLOhxc5ExpUe6DcaSrF4U6pCYN+G7dEIgiDV75U3tPEGZGDLlNcZ13FCCbZeWRjb7OKoLsvRJp0tRK6EiNoIgjxu4GJ5FmudNelCErquOIpGvaDzxLXpU4WRW7icxSWvpfiNr0YEcGYzSKvHIsDKAK7W7/0e7tYWs9//nonvGQHXwEumCr1YRBSlab8awAXpw0hOV7kRVFCcDjjDtReJMwwXdr1Zlup5XD+g4MkUYl8bXns09mVg5GSq0EgfMBfKuXHbp0DlRn+HZ290mWndiPubIHTNCKXw1be+FYKAZugYMhZTMq5u5Rhlbw/6jew0+CS7pygmMS7NhMd+R/7gi7+auocVI2JcG3GaEIibkKM0IZBmXCGQ3OjJjMEYcAEUNfJRduo5Mq7Ki8B18zFMFWaLMw4LXPnyLE/5y3yn+zHoNxBCUNALmanCulmHa49QmO3SvKTz7Bfupbs5XHyDazuggN5/KvO9pEO8XAzuje0U44qGvSUfvtijcIRx9b7wEIPNNvW75Xtrc2Fj8wTGNUwVHsy4AtclsO2vCnD91J//FD/86R8e/q2h4ngBjpduXt7STYrBMG3rhRvB3MI+Rr61E+ANwOkhCiVwXTl4zxs6xK+111gqLREMhsD1ppcc5cp2ZzxlORLRJpascUWprtxLXgLAuQ158IkjThWm72UQBOz86vswzp2l+MADE9/TyGJcg+HwygjYR8UZzzWyvtOcrrJLuOklerlEAri2/AWW6vJaDDtszFaH97Xv9cmpOWwjR94bUNTTW9J82aRlucPif2i0u9m5geHYmJ1mvJlDuvnYWF4m/7KX0frwh8d9TJ0+ON19xRmRecFgNqwN3rgUH1ZSysJpgKu7nWphsV2bnGLCE/9T1mJ7N6SYK4yqGTGu9ThNCJJxFe6/n9Ibvpn1UAq/NFLjAtjphdOkM4DLKRjovfBweItqXC8C101EdMK7VYyrVtD5R84PUg/24KP/EMhWVe1au8yYNfjt72f5L+kc+8kfxd3ZY+X73sPK938//Ucfla7w9Txi44uZvVfRTC5AqgBD14ygfCxOPSU3oRM1WbsaBa7G+9+Pklep3CU3U3UmShVmzPpiKN2fCFwJxuXHI00mG+wmw1ANDMWYKlV4sXGRL13/Uryx5CcY7W6pCvPBUDm4sS6buhcXJ8wlg2EvFyBCWy7d9/BcCR5tpy0ZV2lR9rUhhQUP3raAH8CTm/uzrlFxRjsBXFq9TnehzG2bStrWJ2JaIz08vc9/HvvCBWbf8559zYkjccZYjSu0SorShbeacUUgnQYuhd0g3PQSdS6RqHFteEfjjVW15DV2leEmF4kUrDAVVvTT6f7xXq46M57HrrXLkZ7MJqRShf2dlBS++m1vw754CfupkYNj+Lf7pgrb8vkVi9KVwrp+YXhYSfZyHQRcpQXw7FSWxPIsjEEHdi7B638U5u+EP//P8R5RMcIpyKHdUxTCMDj5a/+V4qtexVrMuIb7Q2R71ujL6xuVwwP0i0WEE+C32y8C1/MZIu4byWJce4dSFALU8jqPBWf475V3yVPQI79FUSuO1bh2rV3qrU3YuYT4zl+i9s7v5ewnPs7Cj/4TrCef4tm/8lfpfPrTGEvHpFdZqExKRjTaBEK/wtY6FOfp+hpBQKrGBXCiHs64SiwC5/oW7T/4A2r3VFGKcoNWTBOlXJ6cKgyl+yLDqxBAKQ4ZV/S70zIuyG5YzYo9e4+O0+FGX258w5lc6XThlhJwxBtu1qvhQL1zp05NfvFaAriK8hmoG+C4kgFtdDZoD9oslZcIBvLZWZyv8pJFeQ8PUhYaqnROz2JcADunZzh7bcT2agLjan3ikyilEpW3vGXf95zknBGl2CLGdauBK0tZG6kK5UUkgEvXCQTobsCatxQDl+hLQO6qw+/W9mzyap5+WPvLO+k1PNbLla8x49r0vBbLoao3ybh2rJ2Ua0b5jW8EXaf5v0ZGBEZ1uciSKSO80C2jePoluIFCe+3JscMKMAXjCuuyiXSh7dnkdq+CUOHOt8H9Pwibj8DK5wHJuCzPwu7fGLZ2jMRao4euChbKQ3ViDCR2B01omb1izbwEM2fjKhBA7uBUYRAEbP7rn2L1ve/l2k/+JFs//wvsvO+/wic+yiuvP8lgdfXA17iV8YICriDT8unwjKsaTkf9g/p3w/L98NF/SCGjxrXbXmemsQIP/AM4/TpAAsbs930fZ3//k8y9970IXSf/ilfJP1h7aPy98jqOquMWilIS31qHynHaljzBlHN6yjB1uX5Gbn4JxrX3W78Fnkf9pUbq9KTNzk4UZwxZ1GTGFTgOwWAQy+IPC1zTMK49W6o+n209K//OnMC4ApeFwfD73b4umen0jEs+AzOGYBDO5HpqV57CJXDJk/7yfIXFWp5qXp9KoBHZPkGkKhwC19bJCjNNH2crUZifUOPqPfQQ+Ve8/EB3+lGvQt8P6DlSVQhffcaVqnFpKjtRqjDJuIQg0ASGC9f9+ThVSAhcbWXIqiJxRk+V30lupLE+0/bJtoCAu5Q0cDm+w569l3LN0Op1Sg++juZHf5cgcfCZyu6pJb/XxeVjrAQLeNsXx1OFQTAFcIXgGAo0giCQNa4bF+H0A/Lf73mHfI0/+09AoglZUVKMKxnrjT7HqvlUD2NUc2rZbQp6IZO9b4UDNt2V8CA9BeMaXLlC47/9N6zHn6D9mc+w86u/ytZP/zTXf/zH+Vef/y8c+fSEOuJXKV4YwKUoCMMYSxVGzvDT+hRGUcvLRWSaBrz9/4HAo9BYSTGIYPdZGoMmM4UFeP2Pjb2GWiox/96/zW1f+HPm/uFPyALo2hfGfq8cUnurXJeMq7kOFdl8DNJpXFVUcmqO2dysZF9mWVq1AIHjsPfBD1J84Jsw8n0wk4PjZtP9Ycl7E/acZQ2ShIRfYa83HGkyAeSyoqgXY0nupAiCIDYSfaYpx8jkdQlcyfqSH/hs+xYLjh3Lhru7m7ioiP3UXLlK3FsjyjJ9VNehb8vvN+6LKy3h2QMGisbJ+SJCCO46VuGJKSXx7UEb3w/oDrzU9OONE5IpW489NvyDDDm8u7PD4MoVCq985YHvF6sKQ+CyXI8gIGZcr196PW8+9WZZe72FMTlVOA5cAIEqVYWBb8aMK+jJa26K4TqNBm12Q8aljazhTKPdUDF30tlBFAqoodv9niUPQaOuGdW3vg1v+wbdz//Z8IfTGOy2WwjT5MSxGleCY+h7l8dThXZbur8flCqEuJcrmtNm9nbhrm+X/2YU4OXfC0/9LuytDo129wOuvX6qvgXDVGF7MD7SJIq18Nlwnw3Tp1MAV/sPPgXAqQ+8n9v++I+549FHuO2hL3D2k59g/td/gzf+2P954GvcynhBABfIvLo/Iof3220IgpuqcUE42HDmNLzp/6LY26UbjYL3XHq/8wMMhKD+0neAOnlqrlBVKcVffDmsjjMuVRGUcxrdYhX3+gbcuABH7k4wLrkRFvTCcOqxWR76En7q07jb29S/67vGFELa7CzubjZw+b0+6DpCz772pEN8EAPX4RjXpKnRUXScDm4gAToCrihV2LWH6aRdaxeXgAXXg750tVD6O9hGTfZG7RdVec9EMQQuQ9Cz5GdOMq5Ou4ejaJyalZ/77uMVntps43r7O9xHwBU1TScti9aPG/iKNMyNI4Nx9b74vwEofsM37P9ZkGzG0JS4AblrS4CPGNfdc3fzMw/+zNBB/xbFpFRhiwK+0NJGu0GAp/oYLojA4Fg1dIsPx5MkgcvyLJluVcJ0fzf9zMwW5ay1FOMK+/EWujcwlpZiVhH7FI4Y7JZe/yBKuUzrI4l04TQ1rlYbpVKmmtdZV5eo9FYohwrfmHHt55oRRZwqlIwrHjAaAHe+dfh73/DXAQEP/fLQaFdRJ6YKI9eMZESpwq7THXPNAPD8gEvhUE9nVc70mkZV2P7Up8i99KXoRySjF0KglssYJ04w96pXkj996sDXuJXxwgEu0xjzCrwZuycYfvnRJsrL3kWhfJxebws2H4PP/jS7m18BYKZ+droXXXoVbD2e2X9Vzeu082W8jRXpaH7322PGFTGyU5VT3Dt/r/yDBHA1PvgB9MVFSq973VihVZ2dwZvAuHzL2tfCKQaubjfBuA6ZKhz1dBuJKE0Iw1RhIUoVJixktnpywR/xPOg3+PJKg1nRRhQm1yfiqC1Dvh7X8moadPrye11przCTm6GoF2m3eziKGgPXXccr2K7PlRv7g28MXCGAlMzhQaCjOmwfK2A9kgCuDMbVe+ghRD4/tQGuqSqxOCOqBY7KyG91RI2sSeCS9TaBZcykGVfnOp4aYLhylly0nuyOfI72GGYuolRhS5G/MwpcmqowWzTYaidtn+RnrzZ20/WtfjZwKaZJ5U1vovX7fzBs8ejtACI2cM4Kr9NGLctNvVM6iR4MyPd2UIU6rHFNA1yFWfleIeOywh4wc/Z8usZWW4Y73wL/+9eohkrUpqpA5djYS9qux1bbTvVwgWTBuiroe71MxtWxXK6pcyi6j3stVDAfAFzO9etYjzxC+Q1v2Pf3vpbxggEuxczh29nAdVhxRsFQqRf0OE2BEBRPvY6uosIHvgv+6GfZveMvAVDPTZmSWX6VBKX1L439U2y022hKddGRu2LgqoSM631veh9//xV/X/6BWQG7jddu0/vCQ1Te8haEMt5MqM3O4e3tSUeOkfBHRqiPRnaqcHrgKumlMTHLaDTDseElvZRgXCFw2UPg2u7JBT8fAteXVhrMihZmNduNJBUv/x74xvciDLkx1vSAZlcOkwSZJgTodPo4qsapOfkZ7z4uDzsHOWiUDekW3rHlPS6a6ebarZNV+o89NpRjZzjF9774RfL33Tu1M72pK3GqMGZcxoRetlsUhmKgCW2McQH09VoauK4/jqeC4UA1n0NTFdnmEIp8dhm+huVKxtVEfvZR4AKYK5kpxjXr+RAEFG40UhZIkQVblsFu9W1vJej1aH9Kprzo7cim4UluF0jGpZblenJCNa/YvZz2K5wGuFRNyu4jxrX5sPwoixmp4ft/CKw9Ks/8MQAto5CZyru2J/e6UcYlhKCS07HcbmZLRMtyuEEVveDhboXf2QGpws6nPw1A+S+8CFy3PETOHBNnxHZPh2RcQgg+9ncf4Ae+aejtVijM0lN12FuB2bPsvvy7gSnHJwAshQ9pRp2rmtfp6wJ/EOCffxvAsMYVApciFBQRfl0hcPW+8AXwPIqvfQ0MukCQBq6ol6vRGHvPoJc9RDKK58y4jOkZ1z3z97DR2ZAjYjJUhdd70vNPpgobfOnqHke1LmppCsZ1+5vhdf8oTomWNWj3h+MeFkty4+t1+riKxpGyBJaz80UMTTlQWRjJljshgJQTNa6+22f39Ax+sxnPZIsd4kPG5TWb2BcuUJgiTRiFqalxqjBmXOZXl3EJIca+06je1tVq6VTh1hM4GhieQjlkoNW8jhNaiDWCsD8wCGSqUMvRRP6elwFcKb/CfI2y71PpCVTbwVgaCnBixpWxJvOveAX68eNDdeEBzccgG5CVELiMI1LN620/nfYrtPYZaZKM4sKwxvX0JwAwl+8f/70Tr4aj91D78gcAaBSyD91x83F9fA1X8jq2389kXM2+w42gipb3cBrTzeJqf+rTGCdPYpydMrv0NYgXDHApZm5srMlwpMnhGBfAsWo+PlGCNKscBC7OO34T3vU7NELn76kZV74Oc7dl1rmqeZ15Vark3KMPAqRUhWNhlsFu0f3c5xCFAoX77sscCLdfL5dvWftaOKUYV7jhTGv5BGS2D4xGBFz3zd9HQMBKayXu4+qPpAoVFOY8D6+3y1dW95gRrX2lzKMRsZmKGjDwfIrhol4K7b2sngWGESu0NFXhjqPlA5WFy+VlGnaDZ/ekHDg5et5yLZrnZH2jH6ULR+Twvf/9JckephBmRGFoCcY1iBjXVxe4YPw7NVQFIaCrjjCurSdxdAXDUeKG2Epex+v38QXsuvKexrUeLcduIH8vi3HNl01uJBiXAiw35Pc5KoU3VTOz6VYoCpW3vpXun/4p7vb2VMDlt1qoFbme5o6coB3k6W08nR5tMg3jAigNm5Dty5L15aKRJ6kLFfDqH6K0/RQ5P2DbzO6djJuPa+NrspLXcYNs4Gr1HXrkUIsCtx0eDvcBLq/dpvvnf07pL7xh3/7Cr3W8YIBLmOZYH9fQGf5wjCsrItrdO/NNUD8ZpyWmBi6Qda61h8Yakat5nds0Oe/H9eT7dGwXRUyoXYTA1fnc5yh+wzfITTkGroQ4Y26y7dOBqcIsxlWcrgEZJOPqu31cf/JYiShVeO+CrN0903zm/2vvzaNkue46z8+NLSMzq7L2qrdv0pNkLc+yFsuSFwxesI3NzmD2zU13Y7YzDR7TNMwZGhiWOQ3uwxw8DMMwDQyMoW0MNraxBdg0XtqyLMtabEmWnqS3L7XnHhF3/rhxIyOzMqsyq7KWzLqfc96pqqx8mRFZEfGN7+/+luQCXKw2C9eUP4EDXLl8iaBexQ9XG7OOukA7rpH448zGi+xauGrlClZLqO62QwWeuLi8tutCijccfwMAn770CfX6KcdVCStUj84gslnKX35UPVg4rC6YcUJP6aGHVMnEmTNd70vGsajGwq6nH293qBDWumghBL5js9wqXJcfp+45eEEjy62QdYkqFcKMw2I82Tc9r2wxtIiEIFpdK1y67ZOUEhlniR5fUn/I1lDhpD/Z8QI79s1vgyhi6cMf3rBPIWjHpc6no1N5npMHCGLHpdt8NTrDb3BznJ9VocJLj1JZVe3fOs3j4vbvQORnmAkDrnZInjq3WEYIODC29hwu+A4B5Y6hQgC74BNULGTEusK1+qlPQb3O6Otev/7+7TBDI1yWn+mYnNFLZ/hOtLa8ma/Mk3WyvdXLHL23bSHycXGFG3x1x64nIa9UVDFr25MwM0rtepH68y+Qf6WafdXOcTmJ41pby7VhqDDtuMplcJyOGYjt0P0V12v7tFhdRCA4M60u2meXz+I7NkJAORUqvFK6wmz+AAiLa1cvMUG8rxtceJr2JxalUUs5Fd+KhWvkCFEkCSpVXL/5QnLroTEWS3UuLLUZEBpzaOQQd87cyReuq3WAdAFyJaiQ8XL4t97aSNC49x3wE59LsiFLDz2Ef+bMujcRrWQcK+lVqB1XfgeEq/1oE4tlawxqK6pUIQrh6leoeQ5OIJKIQcF3kZUKkeeyVFtKwoSg5pUVayH1TLaj46qFEUvlOuer6nM6uqw+P68lOWO90H3mhhvwb7uN5b/52w1ncUGz4zo+lUtS4ke90UaosLyg3LO7wd9Pt316/ANUhRLdjsLlZODuH2EmDLnaOmcu5vxCmblRP2kBlmbUt5Gi2jFUCGBPFEAKgmh03enHqw8+iD01Rfal3d9Y7QRDI1wi4691XEtLWCMjbScP90riuOJaroXKQndTVtMcaV+IfOfKP+D46kKkhz8uV+rtw4QAmVGKF+Jmrq98QD2mO2mkQ4XacbXJLIwqlY4NdmGt47Ky2Z7W1KEgAAAgAElEQVRCBToLbb3uGYuVRUa9UUa8EeZyc5xdOotlCbJuc4f4y6XLzORmwB9naeEqN47EQrKJUGFeKPfkCvX3PDJ6hEvLFewwwG0Z8XLrQXXD8/j59RM03nLqLVypnsXKXFojXFknS/aOO6g8+aRKknE8FTYCwtUilccfJ3dv92FCiEOF9eY1rtw2r3GBOgfazeRaFHFEo3gN5p+DoELVs/HqMgkVqtlPFaTvEUSqu7rusJ5xMqxWA8J1hAtUSvxX5iGSgkNLESt5q2ndtbVrRjvGvvltVJ54gurFhfVT4atVZL2eOK4DBZ8XOES+fJFRJ9scKtzIbYH6m9dW4dH3UTmo+lh2FC6Ae3+MaRyuifblGOcXS23XtwByfnwz0yZkulxWx4s7o65dQb19rRdAVKux+slPMfoNX9/TdI2dYIiEK9Nmjav3dk+dSBxE0HBcPQvXzC1tC5FvufZxvuSeAiFUh3hIRpq0xS9QvJzBmZvBO6XGprRzXFY+j8hk2tZyReX1HZfwfbAswmKRqFTsKTEDuhttslRdYjyu4j85drIps7CYEq6r5auqlVF2gtrKde6djn/XTTq83p/YLeYtJVyOyOIINTX47PUiblTHzzUL10sOjiIEG3aKf+PxNyKwcApfSjpn1MM6gQzwHZ/smTuQ1SrVp59u+n/lRx6BMCR3T/eJGRAnZ4TNWYU75bha/56+a7OQbrR75XEAKq6FGzTWaAtZB6taTbrcLFWXGmtcseMKs7n2wpXqV/jVK0WWyDO9GHJlvPlGar688TmZe8X9AFTnZVcjTexRdWG3LMFS/jgCyUgYNQqQy4tN61tRJPkvnzm7tnefruVaPk81TtRab5AkoweYufMHuRq2HwTbOoeraR8zccJOG+FaKtexBGTiIaX1WudrQOlz/52oWGRkD6XBa4ZGuKxMm1Dh4mLPGYWdaC3AXKgs9La+BWqe0OG7mxM0rn6ViZWn+JC8H8YnUqHCekfhku4IxcsZ8ve8tOGC2giXEKJjLZfcSLiEwMrlkHE6/GaFa6NQoRauE4UTnF0+i5SSnOckocJKUGGpusRsbpYgM45TXeS2ifiisAnHlY3vYI/4L+Utp96CbdmcvVbCDUOy+ebPI+c5nJzOb5igMZWd4oB3B27hS3i2+nuU4wuOb/v48fpVOV3PBZQe+jzYNtk77+x6PyBe40rVcQmhQnbbTbv+kxnHYh7tuK7ClScBQcUVeIFMyjnGsi52vYqIw7FLtaVkjcsmQxhJIr+DcKX6FX7l0gpFa4SRxTqXClHi2iIZqc7wGziuJNO2Ync10kQ7LoAwTokfqVdYra2qcTwt7Z4efmGBX/7g43zssUvNL6i7Z1gO1TlVr+fb64cXZ3KzFOvFNZ95GEkuLlY6Oi7PU4XentV+jauQdXEPqRBrUOlcgrHy4CcQuRz5++9fdzt3g6ERLtU5Y22osF/C1TrV93rleu+OC+DIvc2FyI+9H4ngw+ErCMcnE+FSneHbhworLy4S1Szyd97SeLBNcgaoWq6gXVZhudw0Qr0dVi4XO67ehatdi6BWFquLSWubE2MnWK2vcr1yvWmYpK7hms3NsixGGBNFbszHNyi9OC4tXKjXPeV/Pb/2ql8D4PnrRTwZkM2t/TxuOzS2YUo8wAH7fixvnseuq/ZO+qLsOz7u4cPY4+OUH2sRrs8/hH/bbdgj3Se9QHOosFgNyXsd1kL7TLv+k6rRru4Qf10NRpw8RcmKcEOZ9M4r+C6ZsA7xXLXF6mIiOlLGx3muvXDNFlKO69IyNXsUfzHg8kRjCvlydZlABs1rXOW1ZSD2+DhYgqBidee4Co0bQZ0SP1pdRSLVtaBliOQXnlfveb3YMtRW32Sd/Doqce2YDhW+76EXWSytHYI7k1Mh5avl5lleV1YqBJHs6LhcN550EK11dMtlNSrJPnAUNx9w/aES9ctX1jxPRhGrD/4DI69+9Yb9M3eDoRGudskZ0eJSXzIKoREqLAUlNbRxM44LmguRpYTH30/x4H1cYYL62EQyP2u9UGHxy2fVNt1+vPGgLohsGdXdru2TlDIOFa4vRlY+jyyVkMXehUs71F5ChaAyC7Mp4UpquHKzXA1yjLPKYa8Ewto4BTmFDhVmiBBCncCas9eLZIkQmbV3n7cdKnB+sdz2wpJmLHoZSIePPPcRoDljTgiBf+aOpg4aUaVC5dFHe0qD16STM0q1YEdS4SF2XEGpafCn71pcjeJjrnQNrjwBc7dStgO8IGpyXJmwhoyFa6nacFwyVH8b0UG4RjMOGcfi/GKZZ68WkdEoQsKVMZFk964pPr78BPzmSfjqR5peS9g2dmFkQ+FqOK6GcB2YmeainMRfVe+1Wl9d47geioVrofV4GT+hSiFe9n1Ug0YZwIvzJd71V4/y3k8+u2YbprNK7PTNm+bcQucaLgDHUe8to7U3YkvlOmNZF1E4wJFXzxNWI869851J021N5ctfJrh6dU8VHacZGuESXoao1nywhEtLPbd76kQ6VFisF6lH9e6Lj9OkC5EvPwbXnqJ6s2q0WRkdJ7zanFXYjuIjT+FP1JpHOlVX1InhNF9824YK63UIQ6wdcFzrJmekHNfJQkO48qkpyEm7p9wc5yo+k1aRTHUespMq9NolSVeKeo2C77KYFq5rJTIybNu5QidobOS6KjUPv34bHz37UcIoTNyEnn6cveMM1WeeSS7M5UcfRdbrmxQuu+G4amHnCdB9pt3f1Hdtrgc5sBw1bXr+WZi9lbIV4EaSQhzCLGRdMmGA9NRxtFRdSrIKw1i4rHyesLj2RkcIwcxohs8+O08QSZy6eo0r4w3BWtOn8MoTgIQH/yNEzQkOTiFHuEGoMIqFK52RfGwyx3PRAbJL6phcqa00CZeUkodj4Zpf47im4Oe/Brd/R7LfGTuTOLMPPXphTdnFbFaFF/XIH02jhqu9cNmxcEXh2uN5uRKohJn8LP54wOG3307l8ce58O5fQKY+p5VPPAi2rVrJ7UGGR7j8DNTryegCGUWEy8vbssa1qRouTboQ+bH3g7Cxb/sW9dr5MYJr14iiKF7jWhsqDFeLlB5/ivyBanPfww4D4ZypaYL5+aaDMhlpss4aF8SOqxivceX7m5xRD+uUglLiuObyc/i2v8Zx6TDJdHaar624jFJU9TA9rG9Bw3HJurrj1IvnUSR5fr6IFwVr6rhAOS5gw3WuYjVgUt7HtfI1Pn/5802p3gD+HbdDFFF54glA9SdECHJ339XTfoAuQG7Uce2k44K1o00qQaTCtmf/G8iIYOZmKo463kbjZJjEccXCtVxbThxXGKntt0fySbF7KzOjGZ6Mk2TceCzN5XGRdMtY0zVjSc1r48rj8OQHm17LGfVix7Xe9OPYcY00zimdEj++qqIAK6VrEFQS4Xr+eikRooVW4YJkckM1rOIIB8dymC8q93Vuocyj55qzV3WoUN+8adbrmgEgLPW5BkH7UOFY1k0yW0dfdpLZd72LlY99jKv/+T8nz1t58EFyL7+3b9fPfjM0wqXrYHS4MFpZgSjqW1ahb/tYwqJUL63bE60rdCHyY/8VTr2W0SnVRHM5W0DWapQXlqiHsm2osPT5uM1T18I1CUGQxOxBhamAddPhIXZcpaJaD+tzcobumqHF3xIWJ8ZUgkauJVSYdbKsllwu1GKHOP+1nta3oOG4ZK3WJFxXVqpU6hFOFCDctcI1NZLhQMHfMLNwtRow67yMnJPjI899pGmNCyB7xx0AlL+s1sBKDz1E5uabN3VhyKS7w9eCHckohLXrvKBChZUgVDcSl1QotDx1A/VYS0dt9XcsZB0yYZ2646vehCnHVQ/iqdEjI0TFYtuCb51Z6NoCuyxASK4XGk5Lf53Mxufk0jnIjMH0zfBPv6Hqy2LsnK2SMzKdP3s9RDK9xnV0Msdz8iCTev5aMU7AiIVLhwnnChnm1wktV8NqklE4X2w4/w89eqHpeQWvgGd5axzXuYUyk3mvY9G5jLvv67lzaZbiNS5G4j6ffoHJH/4hxr/rO7n+3v+DpQ9+kOqzz1F79tk9V3ScZmiES2TUBUKHC7fS7qnt6wuRtLzZkuOCRiHy4vNw+7er0SYZh0VfnSTLF9QdXaGNcBX/5dMI3yc7XWuagtxJuOwp3T2jES5MOmH04rg2WA9rxbEclea8gXCNpS4eJwonOLt0lpznJMJ1pXSF2dwsj55bYknGSQzzz6rQSw8I2wbbRtaaHdfZ6/GQzKDescntrYcKGzbbXa0GFPwcrzv2Oj7+/MeTzgp6CKgzNYV7+DDlLz+qbk6++MimwoTQ3GS3VAt3pIYLOjgu16ZSj+KwmwQ7Q3l0jlocLBhBbedY1iUT1KjaLoVMoWmNq15Xx7k3OgJBkAz1TKMTNE5NjxAs1XFzIb6Xb4QKy6pru3bwLJ9X3dZf+264+hV4/APJazlZSVi1kOsktETLK2rsT6ow3Hdt5rPHGInX+FbiwZBauL7w/AKjvsM9JybbO66YalBNEjO043r5yUk+/OhFoqgh2kIIprPTa5Iz1kuFh4ZwVetrrx86qxAvD9/2B/CyH0AIwYFf+iVy993Hxf/wS1x9z3sAGH3dN3R8j91miIQrvqOO3URDuPpndbNulmK9mGQybWqNCxqFyJYLt6hR7YWsy7weHXFRCVe7UGHxX/6F3L33YnmZNsK1tkNIkv6bEi7ZbahQO65NrHGBCq92ChVq4UouNKjMwvOr58m4YZIOr4XrkXOLFK1YmMNaz44L4pHy9TpjuZRwXSsiZIQIgo7CdduhAl+7WqSS6p/YymolYMRzePPJN7NSW+HBF+J+dKmFSJ2gUX78cWSl0lNj3TSebRNEkjCSFKs777haO8RX6mEjdDtzM+WoRk231kJPOVBZhWXLYTwzzmJ1MRGuWl1dhjJj6u/bvpZLfY43Hxilfr2Emw+Z9ApNyRkT/kSjEfXSi6q91q3fCrO3wj/9rxCqbXEyATIURKudE4fClWXs0dE12ZrB+I2MxmH3Ve2EYuF6+PkF7jo2wXTeW7vGlaISVlLCVce1Bd/z8qNcWKrwxRebMyFncjNrkjPOL5TWFa66LCMjh2Kl2blWg5BKPUrGzPDS71bijopIHHnP7+IeOsTKxz6Gf9ttuAfXjlPZKwyNcOlQoQ6D9bNPoSbv5re+xgWqENkfh9NvSFJpx7IuV+LF7/IldSfXmpxRv3CB2nPPkX/ggaaZXMCakSaado12uw4V5vPqcwzDTQlXuxZBmnbCdbJwEokksK5SqodIKRPh+tKLi4xPzTZeoMc1LlAnZxIqLGnHVUpqu9YTrjCSfPXS2llqmmI1YMR3eMWhVzCeGecTz6vehWnhyt5+B/Xz51n5+48DkLvn7p73AfQcLKgFkXJcO7TG1a7EIePGqfm6b+TcbZTqpcRx2fFInawlcWVISbiMZcZYqi5RDst4loeOqvmFdYQrruW6+cAotWvLuCMBk+4o8+WG42oK3S+dg7EjKoHntb8A15+Bx/5KbZOnXI4uPWlHtLKajDRJk509QSZSn/9KqsHuUrnOU1dWuOf4BBN5j+VKQL3DENJq2Oy4JnIer3/JHJ5j8aFHLzbvd3amyXFJKZXj6rC+BVAJSxD5LFea+4TqrhntIjmgSgWOvPf3cWZnGf+u7+z4+nuBoREuXZGvu2dsh+NKhwpzTm79li3rYVnwgx+Eb/pPyUNjWZeLthKHapxZ2LrGVfz0p9V2vLKdcHVY42rT9ikqde+4iC88mxEuLfTtaBsqHDsBQIVLSAnlWsiV0hVmsrN8+dwShw+lRphvxXHFoUIpJc9fL3JiTAlWu3R4gFsP6tlc7de5okgm2X2u5fLG429s6gqhyZ5R61yL73sf3qlTOFObc+x6nEg1CJXj2qGswnYlDn7cxSPS2Xyzt1IOyskal6ypz0HG08mLwmHMG0uSMzJOJpl27a/juGZj4XrJhEu4uIqXD5l0sk2OK4mA1Ioq228s7mN4y1vhwB1qrSsMcGwVKm83NUETriw3pcJrjkwVuBTO4iBY0YNQsxN88YUFpIS7j08wmVfH0WJp7Rw8UKFCfUMzX6wzmfcY9V1ee9MMf/fl5nBha6jw4RcWqdQjTkx3rv1bra9iST+5OdPoBru6tq4dmZMnufGf/pGJt7+943P2AkMjXElyRiJc8SyuPiVnQKNzwEJ1E30KWzl0Z9Nk07Gsy6XIA9cluKYO1NZQYfHTn8aZmSFz+jT4ha6ESxVcWk21XLLSfVZh8n2fhUt3hm8KFRZOAFCUapH64up16lEdERYo1kJOHW3MXup1jQuaHVcQSUq1kOeuFbmh4CW/b8fRySyjGYcnLrZf5yrGYc3RWEDefPLNye/STZj9W28FyyIqFje9vgUkjVWre8Bx6dE/gT4f5pRwacelQ/f6mFvFSRxXJaiQtbMUqwGeY+HG7ZXaCderTk/zH77pJdyXVee3mw+ZsjJN6fBJKvySGhGUCJdlwWv/PSw8B4/+BY6l/o7tenhqouWVpsQMzfEplaAxGklWdag+O8HDzy9gW4KXHh1nIqeOozW1XDHNocJqInRvfekhLi9X+fzZxjSH2dwsK7UVKkGFKJL8xw89wcxohm9/2eG2rw0qecYW2USoNDo8vp5wgRoBs9fZ+1vYJcJTB0IUD5NMhkj2oTO8Rq9xddMTrVfGsi5LlQDv2DHyH/8Qb3nu04y4jfi6jCKKn/4M+QceUHH3THfCJSwLe7K5lkunw4sNOpKnU+B7TYeHDUKFlUXVDikVSsu5OeZycywFSrjOLauwycqqEtCXnDrWeIHNOC7PTYQLYLFc5/nrJY6NxsM6OwiXEIKXHCp0dFyrVT3MUb3OXXN3qd6KNDdStfJ5MjfeqDZ/k+tboOq4QNX6BZHcMcfVfo1LXUJKB++DYw/A4XsoBSXqjjp2o9hp6fD0Ck5Tcobv+KxWVc2irRs7t1l78l2bd7z6FNEFJUreSMCkcFioLBDJqDlUuKQmLSTCBWqg6ME74ZO/iY26NgRtpiZo0iNN0hybVCnxo2Gg+hVaKtHhoecXeMnBUfIZJxGiTutc1bCaOPGFUj15/utumcV3m8OFSRFy+Sp/86ULPPLiIu/6xpvX/Zuv1ldx2wiXLrovdGrePUAMjXBZvg4VNpIzrHy+p1EcG6EdRF8cVws6YeDIe36X4uGT/NSX3k/1HT9I6QtfAKDyxJOEi4uNbvCZUajEF9KgqhIWOszVcaamWrIKY8e1gYvaquPKubmOU5DTxcdpToydYLGuLk4X4nqZywseoxmHU7NjjQSUzaxxxaHC8Vi4nrmySrkeJsLVyXEB3H5ojCcvLrddt9ChrvS06m+98VuZzc5it4yM8O9QncE3u74FjVChvqPfKcfl2R6u5bZ1XKWxG+FHPwLZceW44uuqPh91QtBSpDL/alGNxeoivuPH4U67aSJBJ+rn1LHhjoRMRoJABlwuXqYSVlKOK67hSguXEPD1vwiLL+B4dRDrhwrTI03SaOEaiUJWy/OQHSeIJI+8uMjdx9Sad+K4OgiXDpECXF+tMhULVz7j8Lpb5vjIYxcJ43ChruU6t3yZ3/jIV7jj8BjfcdeRtq+rKdaLeFY2WdPS6DWvsezO3OhsJ0MjXKIlOSPqY59CTd5RwxHny/ObT8zowFjWpRpEyOMn+exP/gq/fu/3w9Iiz3/f93P+59/F0gdVEWXS8DIeJgl07FOocaYmm07SrkOFKbHabHJGpynI6XZPaU4WTnK1eg6QXCwq4XruksuZo2NqOrHuC7cpx+U1Oa4vvajuvA+PbCxcdx0fp1KPkiLYNCvxBWEklZb+b1/6b/ngt35wzXMnf+AHmP25f7eljC0dKtR39DuVVQhrXbR2XDo9H6BcTwuXioDo83Ipshjz1Hl5qXQpdlyq36IWrnBd4TqHyGaxfZiMs/ueXlRd95M1ruXzgIDRls/49Bvg8D0IC+zR3LqhwnB1ta3jmsx7XHSOMhpJVmrLkJ3gK5dWKNVC7jo+kTwH6FjLpZMz6mHEciVgIt847t565iDXVmt87lm1bTNZJVx/8fDjXFqu8MtvuzWZ0t2J1doqvp1f06G+21DhIDA8wuVpxxXXcS0uYfUxoxDiJqO1Vear/Q8V6kyf5XKdlWrIF07ezQ1/92Gm/s2/ZuWjH2XhT/6EzM0348zE2Vvp5AwtYC19CjV2S6PdpHPGhqHCra9xree42gnXibETVMIiwl5NOgY8fUHw0iPxc3VfuA2GALZDO65Cq3DlNhauu483anVa0aNFRjKNC4Jt2clMsjT+Lbcw9Y539LztabTj0v0Td6qOC9bO5PLjsGW6VKAUlBLh0qH7KHFcVuK0Lxcvk7WzlGoqVNiN46qdO4d7+BAiO8ZUoC7ETy08BaQaAiydU6Jlt1yghYDX/RIgcCYn2zafBlWkLsvlZKRJ80sIgvFTjEYRq0SQnUiOiXtOqPcfz6n37eS4dKhQO+aplHC99uZZcp7N38bhQu24Pv7Vp/imMwe598TGx30pKJFzciZUOAi0CxX223Fl3Sy1qEYQBX13XPpiulSusxo32LVyOWZ/9mc59eEPMfYt38LUO36s8R+0cEnZdqRJmjWhwnJFTTRe50INzWK1Uep8O/JunlpUox6uza7qFCrUPQutzFWuV65ScCcIIouXHo2Fyx9X/1ovSl1guS2O69wSjiWYjpeh2nXO0Bwcy3J4PJt0R0izWlX7l98hAdFrXLrrwk47rtYCZGgRrnpDuJKswthxzQcWBU85mVJQSrIK810KV/3cObwjR8EfZ7KuXvuZxWeAVJ/CpRebw4RpTr0Wfv5r2AePJENbWwnjNbZ2jgtgfPogmchixbIS4TpQ8Dk05iefSd6zm7pipNGdMxbi36cdV9azef1L5vjoYxephxHjmXEENtJe4d1vuqXt67WyWlsl7+ZZjjNnNcuVOhnHSv5mg8zQCFcjVNhIzuhnRiE0OsTDFto9dWAsJVwr1eY+hd6xYxz6zd9g7G1va/yHTAGiulrf2kC47KlJZLmcdMyIyqWuRsU3O67eRm9AYwpyuwSNjqHCuEu85V1lvnIV31I3CHdq4Ro/BpMne94WSIUK4zvia6tVjk7msIIg+f163HV8ImmimmY1dlyjmZ25k/V2aY0L1maK6pqySr0RKlytlahZ6rNIQvfx11Xh4FuN49S3G8kZwnHUeKIO/QqllNTPncM9cgSy40xW1fOeXmgJFS6dh7HOWXfkpzqO+4H2I03SHJvKE4Y5VlPCdffxiaZi5Ym81zGrsBoox3U97poxmW8+7t565iALpTqf/tp1HnlxibA+ws2HIo5Obhz1qId1alGNEW+ESNI0kHW5XB+KMCEMkXBZbeq4+r7G5e6QcK3TGT5Bi1R1pQvH1dz2aaMhkpqmNa5NZBXqdket3TMiGbFUW2rruObyc2TsDJZ3lcXaNaJ6gQMFn7lCLLTf+OvwvX/Z87ZAI1Q4mnGw43WCE1M5ZD2eX+Stf1LffWyci0sVLiw2j4BYrey044qFS69x7VBWIawVrsRxBY0L5FK1SNXSnWyaHVfV9hCycSyp5Iww+eysfL6j4woXF4mKRdwjh8EfZ7yygkDw7JIaCTLpT6oIhC4+XofWKETT+7QZaZLm2FSOcjRC0bJYFiOcXywnoWTN5DrdMyphBc9u/L5VuL7u5hlGMw5/+6UL/MrfPoEtx5gaq7Z7qTXov81Y3NA3vc61XA46Fh8PGkMjXLoAOapWVGf4paW+9SnU6AJM2ELXjA6khWt5nVlcCToRo7q8cXJG3PZJJ2hE5Qoi14VwpR3XJkKFnRzXSm2FSEZtHZclLI6OHMfKXGWlfp3VYp6XHk0JnF9IOlv3ivA8ZL2GECI5gY9P5ZPeeBs5rruPq5uV1nUufVc7skMXBZ0QsRuOa01yRhy2rKZChSvVIoHwkEIkocKorIXLhahxXGWdbFMRtZXPd2zFVD+nsgW9o0chO45dWWLCnyCIAgpeAdd2oXgNwiqMHW37Ghp7ekpFIdqIZLuRJmmOT+YpBerYfbqi9r9VuCZy7R1XGIXUo7pa4+ogXBnH5g23zfH+h8/xyIuL3DR1iPlq59T9NPomcSy+iU3PndOzuIaB4REuxwHHQVaq6mCMogF2XPWNF1ATx7XcSM7oFCqcbO5XGJXLWH73jkv4vmpS2yM6tNoqXEnxsd/+xuLU+EmszEXK0TJLq7nG+tYWEa6LrKkTWX/eJ6ZyiXB1quPS3HJwlKxrrxGulUqAa4tk7Wm78Wy9xrXzjmtNckabUOFKrYiUGXC9JHSvM1mrtkelZiX1bRk7Q7HWiDCs57i0cLlHjqh1zvJich4m61vLcSp8YZ1QIWujEGnajTRJc2wyx2Ko3u/JovoMbj3ULHKdHJfuqJJxGrO4dPp8mreeOUgk4Y7DY5w5eHRNh/hO6L/NRHatcCUNdoeAoREuUOFCWa1sS7snaIS+oP/C1S45Y116CRXqRrvXdKiw1JWDEo6DyGQ2lVEIkPfaC1e7PoVpTo2fxHKVGEf1Ance6ZNweR5RHBbUwnV8OuW4NhhR7toWdx4dX+u4ql2EdvuIXlfSLYV21XG1Sc4o1ssgPfC8Rjp87LhqtqtmQsUp8bbwiCQpx9V+CjJA7cVYuA6rNS4qi0zGkY+mjELYOFTYck6kaTfSJM2hcZ9rkUq1f3RFZby6dvOldCLntc0qTITLzrBQrFHwnTX/F+DVp2d4+71H+Y3vuIOZ3AyL1UVq4fpTuKHhuCazSkibQ4Vd3BAPCEMlXML3iarVRoPdiT4nZ8SOa8QdwbPXvzvvFde2yHt2ssa1oXD5OlQYC5ewwe0wEVU32p1PhQo3mH6ssfL5TQtXuxZB0L5PYRrd+gmAsMDtR/pzA6KSM5prWU5O5ZNROBuFCkGFhJ64uJxMaAbVOWMnXY9e45pPQoU7u8ZVDsqE8XyrdsJVDgCYzpUAACAASURBVMrIyIvPR52cUQbLom6pY7wQh7Ut4uJbb+M1rvq5c9gTE9gjeeW4ooDJWADXDJDcKFQ4paMQa51MpB1Xh6xCx7YIcipB6IMrh9aECQEm8y7FWrhmokC6h+X1Yo2pkfY3S65t8RvfcYbbDo11nITcDn2uzeTU55JutGtChXsUkfGQlWqj3VO/HVe8xtXv9S3NWNZlvlijXA+baoLa0uq4MqOqTqUNludhFQrJ3WVULnc9X8vK5TbvuDpMQW7XpzCNziwEODxyoG93iTo5A2A852FbgsMT2aT2r1vhCiPJl15s9C1c3WHHpbMKl8p1fNdKEk12gqTtU6AukEmoMF2AHJQg8uIIiPpsZbmiMn+FUI4rvmkRUl24tfDb+ZF1hcs9EjupuBB9Mo6CNHXNcPwN6/x08+l23TPClWWwrHUTkg6OqmtAIKpthWuiQ6NdPcol42RYKNWYyG18bOtarta5XO1IhGtEia4OFUopWa4EFIagawYMmXBZGXWHlzTY3aY1rn6HCTWFrMv5BbUW0HVyRmW54yyuNOksqm6zCiF2XJtIzIDOU5A3ChWmHdeZg8faPmcz6HR4gFfdOMVbzxzEta2ukzMAXnZMbfPDLzTChavdZIH2ES8OLUm5szVckEq4qcXC1aYAuRpWkJGH7fuNieTVSnIcLZWDxt9eqgt3OjkjLHUIFZ47pzIKISlEn7SU8DWFCseOdLyJ0zhxFKJdqFCPNGmdxZXmxLjaDjtzhbuOtXFcufb9Cpsc12qNyfzGEyZ0v8JrpY0dl75JnM3HwhVnvJZqIWEkTahwLyJ8XzmubV7j2k7Hda5r4UonZ7RvsJvGTrV9isrlrkOF7sGDOJtsT6Q/r3bCZQmLUa/9NufcHHY0jowc7jm6/iJ7L6Qd13ffe4z3vP1lAD0J13jO48bZER5KdfAu1oIdyygEFapyYpe1k10zoHGzobuyW5bAs62m5IxaVEFID9vPEOkC5HIFy/fJezbLlYbjkpG6kDYnZ6yt45JhSP3iRTztuOLEnkmh/n+T49pgfQvUsWCPjbUNFYYry1gbNOe+eeYgYeUAI+PPNhUQa/RjrZmFlTB2XLZyXJP5jYVkNqdChVfKVzZ8rr6hGPMLjGScZI1LfzWhwj2ICk1UiWLhsvrdOcPJIhDb5rjGsi6XV9SB3W76cRNOBmyvOVS43tNTBZe9hAoP/W+/zcFf/dWuntuKbdkq3blNVmHBKzSm1bYhIw8ggzHuPNq/mwTheWo0fNTcKDcRri4bMt9zfIKHX1hM5iatVnZ2jQsa4cKddlxzedX1/nLpcvJYxrWaHFc9quBZ2eRGElQBssj6FOJZaDo5Q4ZrHZcslZBh89pQcPky1Ou4R+K1Kx0qjC9hTX0KCxsLF4A9Pd00NUETLa9gtWn3lObYZJ6weJrAe5ZyUF7z+04d4qtBIzljvtid45rIqMnOrZOQ26FDuFkny1jWTRrtdjOLa5AYKuESmUySnCFyuQ3Tm3t+fSF44NAD3DO3+VlK6zGWddEdWjZ0XNBo+9SVcDV6s0WVSledMwDskRG1GL5J2o026dSnMM1RvoPgyrdyy8H196sXtKPSQqWR9RrCddcNDaW567iaePvsNRWWWa0GySyunUInaOxkRiGQjGtJC5fv2lTjAmQpJQEVPNvHyqSyCiuqBENdTBvJGUGoPreRVAEykHR5Aag+8wyXf+u3AfCOxcIVO67b7VFun7qd26Zug6AGK5e6clzQuQg5XFnB7pCYoblxNk9QPI0k4AuXv7Dm951mculQYRQ51EPZleOyLZspf6qr5Azd7skSFqO+kwhWY/qxEa49h/AzyEolbvfUX7elee8b3svbbnjbxk/cBGkb351wFboWLntqimhpSTU7rdexuihA7gfthkl26lOY5tXH7uZNN3xdX2ujtKPS4UKNrNW6ChNqWhvu7nRWIaQc1w6/76Q/iSMcLhfTwtUIFdaiGiDx7Swio7J8QSdnZCj4blOoMIrWOi5Q/QrLjz7Kiz/5kzz71rex+slPMvmjP0ruvvvUm8aOay4M+fO3/rlygisXANm9cE1PdcgqbD/SJM2Ns6P86fe9Hc/y+PSFT6/5vW6022mNq1JTf79uHBeoBI1ukzP02nIhvkmA4QsVDkeKSYyV8anHdVz97pqxEzQLVxcHmB5t0mWoEKB+Xs0z2kzT3M2Qd/Ntswr1nXsnfub1p/u+LbqlU6vjinoUrlPTeSZyLl94foHvvPsopVq4o8kZ0Gi0u9OOyxIWs7nZpHM/qAQNHSos1ZVTyrlZRBy6B+Xy7UJBJSAtlpNwexR4QHWNcL34Ez9B9YknscbGmP6Jn2DiB74fZyIVNvZGQVhQXmw8lkw+7m5d1J5qHyrsNNKklftPHeTuZ+7mMxc+s+Z3rm1R8J01tVx6jatUjUOcbdbH2jGTneFS8dKGzyvWi0kZyljW5cV59fdIOsObrMK9h/BV+u129CncCcZy2+m41IWiFncf6KZzRj/YrOPaDjqGCnsULiEEdx+f4KHnFyjW9Cyu3QkV7vQaF6hkgdZQoRYuvd6Tc3JqzbnSGCRpZX0KWYflcp3XHHkNv/Wa38KXKvSn9yNpT3b1GrPvehc3PvggMz/9U82iBWBZ4I9BJS1c3dVwaZypKaJiMWkArImWl7E79Cls5YFDD/DM4jNNDlQzmfeYb0mH12tcpYoKS7dL7GjHdHa6d8flu8msuGFzXFsSLiHEdwkhHhdCREKI7Vn46QF9ogyscPUcKhxVd5z1Yhfp8LHjiifI7maosFNn+O2mc6iw3pNwgVrnevZqMbmj3cmsQmiECnc6qxBUgkazcDVChVq4RrycWnOObxKiahWRWuNyLZc3n3wzpVpI1rWTWrTcffdx/M/+lBse/ARTP/oj66+vxm2fEpZeVF83aPekadc9QwYBUbHYscFuK/cfUoNdP3NxreuayK/tnqEd12osXF07rtwMC5UF6lH7USma1fpqKlToJE5Lr3Xt9A3WdrFVx/UY8O3Ap/qwLVtGx9QHVbh0xo9nW92t7WRG47g+G4cK45O0/qI6uUWXyRlbpTU5oxpWKQflXREuq0+OC0jGtP/z02qNZKfXmhrJGbvjuK6UriSznnzXTrrD61DhiJdP1pwhdly+r1xANUhG069Ww6bPTghB7u67u0usits+JSydg+wkeN1lzOruGWFqnUs3+N1ojUtz08RNTPlTbde5JnNr+xXqNa7Vcm+OayY7g0Ryvdx5ajM0hwrTn/VyWdUaOm3aSw0iW9oLKeWTUsqv9mtjtorlpxxXn2dx7QTacXXltkC1fSrHhbAbhQrjRru183GosMt0+K3S2pR1sbJ+u6dtZb3kjExvwnXmyDiOJfjUUyp8s/NZhbuzxgUqs7AclFmuLSfboh3XalxHVMjkk/IUaKTD62N8JXYAqs/jJveh1XEtn+86MQMa3TPSmYWNkSYbr3FBI9P4sxc+SySbyyzazeTSocLlknLN+S7/fjNZ1T1jo8zCdKgw/VkPU7sn2ME1LiHEjwshHhJCPHT16sax2k29h5dRd9NBMJCOq2fhSovVBsJl5XMI39/xUKGemKvvzjfqmrGddHRc1SrWOtOP25H1bG47VODzcSHyfqnjgkYtl07Q8F0rGWsyX1KOZdzPIzI+sl5HhmFcgpFNogo6Pbu4lYzMdo6ry/UtUGtcAEFqEnJjpEn3ZRj3H7qfheoCX5n/StPjukN8egpxJazgWi4LpYDJnNd1CUbS9mmDWq7mUGHjs16u1Lu/rgwAGwqXEOITQojH2vz7ll7eSEr5B1LKe6SU98zMbG6e0obbmgp/bVc6/HbSEK4u74x6EC4hBM7kZDIaYqdChXk3TxAFcZr0xn0Kt5N+JWdo7j4+ST1UF6XdSs7YlTWullqudHLGfFkL1wiWH8/IK5WgXkf4mabxPRCXEmxWfNescZ3rOqMQ0qHClONKGuz2JlzAmnDhRM6jGkSUm9phqenHqvi4+2NOO671EjSklC3JGepzXa7Uh2r6MXQhXFLK10spb2/z74M7sYG9oE8U6H+7p52gd8dVaP99B+zp6SSGv1OhwtZ+hRt1ht9OOiVnRPXNClcj023HhSvuyr4rjksLV1ELl5U02V2sqL/zZHYE4anzUbdgs/xs08UUVLusTU+Ozk4oxyUlVJZUaUgPoUIrk8EaHW1KzkhGmvQgXNPZaW6auGlNWvxUm+4ZlaBCxskwX+pNuKayUwjEusJVDspEMkr6STYclwkV7mlEJuW4BlC4XNsi59ndXwR7cFzQCI0AWF32KtwqrU1ZdzNUqMUpWuO4es8qBLjreGMfdjyr0N6dzhnQuPtPQoWpOq6lajwPKjeCiG8k9ZghK+snJR/acRVbkjN6IqtGm1Arpmq4uhcuWNs9Y6ORJp144NADPHzl4SQ5BVL9CouNG6VaWEu1e+r+mHMshwl/Yt1QYSlQ760HuDYPpw2GpmsGbD0d/tuEEOeA+4EPCyE+1p/N2uT2pBbY+92ncKc4NJ7l4FiXotLkuNbvrQaNWi5g0x3feyWZghz3UNto+vF20q/OGZqDY1kOj6vPcdOuYZPoYZI7vbYG4NouU/7UmlChlJKlih6rMYqV0Y5L3awIP5tcPJdTocJNu1V9DFUWGzVcXfYp1NjTU4SpNa6Nhkh24v5D9xNEAQ9dfih5TLdzmk8laFTCyqZChaBuGNZLzlitqZsGPcA1cVxJqHB41ri2tCdSyg8AH+jTtmwZq2mNa/CyCgH+9Mfu6/4i2LPjmk6+F5ucsdUr+iTSJ9VidZGsk01Gt+8k/V7jAlXPdXWl2tfWVN2wW70KNelaLt+1iCTUQ8lKrYSUFpPZXBIB0fPxrFRWYcNxbTE5A9Q613J3k49bcaamqT71VPJztLwCQmCNbHwjmOau2bvI2Bk+c+EzvObIa4BUv8JUqLAaVnFtj5VK0Ltw5WaaOpa0osPxjXR49bkulOqsVIOhChUOjwTTPHp9EEOFAAe6dVvQLFbexidaEiq0rK47oW+VxHGl1rh2JRWetHC1c1yb+zze+fU38MobpjZ+Yp/ZrV6FmtncLOdXVXgumYIchBTrJYhcxrJeEgHRa1zC98l5qth4uVIniiSl2hZChdpxlReU4xI2jB7o6SWcqSmK6eSM1RWskRGE1Vswynd87p5rbv/UrkN8NajixFOfN+O4vjrfufpIn2PJpPaMgyXg3IIKIZpQ4R5FOy6RzSZhiqFGC5c3AtbGd946VGhls12n4W4V7bj0SbVUXWIisz3zzDaiESrsn+O65UCBt7+8f8Muu2U367hAJWjo5AydKFKph5TqJWSUYcR3kvMxcVy+Ou7G4tEmpXhdbNN1XNmWUGHhUFfnQRp7eopoebnR4aOLkSadeODQA3xt6WtJT8GC72KJ5g7xlbCCQB2HvQrXdHaa65XrhFHY9ve6J6gWLiEEhazLi/Oqm8kwOa6hEi7tuAbVbfWMXuPqIkwIjVDhTjXYhYbj0ifVXnVc/R6Bs93sZq9CgAP5AyzXlikHZfx4W6r1iHJQVkMkLZGcj8l8vDhZo+A7LJcDilVVy7V1x7WokjN6DBNC45zQKfHdjDTpRNL+KXZdliWYaOmeUQ2rCLk5xzWbmyWSEQvVhba/bw0VghLPxHEZ4dqb7D/hGm3+ugFOynHtFDqrUGdb7VafQuh/csZu8sobp/m2lx3etbvoZCpv6UojVFgPqQRlbKHOQ30+6qxCfcOkHddqdYsNipsc14ubE66WfoW9NNht5fT4aaaz003hwtbuGZWggpRqfzcTKgQ6rnO1Oi5Q/Qr1VPXCfipAHiR0aGJQEzN6xvXVFOQuhcuOW9zspHDpqdF7y3E1LiRSSmS9ntQcDQp3Hh3nd777TixrZ0K+rehariulK4n7q9QjqlEZB3UeNrIKteNSjxeyaiZX4rg26xr1aJPSPCxf6Lq5bpqke0bcrzBcWcEqbM5x6fZPn7n4maT9U2u/wmpYJYo2J1zTOXX+dsosbF3jAnWTUI1r7NLTJwadoRIuncW0bxwXKNHqVrjGxsC2ETtUwwVqfpPuVxjJiOXa8u47rrRwxd8PmuPabbTjulS81JScUY+quFbsuFrWuEQ8SqfQ4rg2HSrUo02uPQVRfVOOS9/M6VBhtLKyaccFKly4WF3kyetPAjCRd5vquKphlTBQ+zveo1tOumd0qOUq1os4wmnK2E0nZJjkjD2KFWcx7S/hKnQtXMKysCcndqxrhkaPNlmprRDJaPeEy7LAcZpChUa4Nke67VM6VBjICp6lBEp/ponjim+YCr4br3Hp5IwthLD8cbj8mPq+hz6Fmka/wsYaVy/tnlp5+YGXA/DI1UcAPZOrOVRYDxzGc27Pndqns0pkr5Q7hAprq+S9fFPiVZNwDdEa1/AEPWnc4Q1in8JN842/DiOzXT/dO3os6Yq9U+gpyLvZ7kkjPK+D4xqek3onyLk5Rr1RtcY10QgVhlTJ2HGocE1WoQ4VqjlROlS4pX6L2XG48EX1fQ99CjVWNouVyxFcv4aMIuW4eiw+TjOTnWE8M87TC08DqpZrIW60K4SgFtaoRXbPYUIAz/YYz4xzrdQ5VJhOzIDGxGPbEl13oh8Ehkq4rFwO7+RJ/Ftv3e1N2TlueUtPTz/ynt/dsRouzYg7Qqle2tV2TxrhusZx9QmdEp92XBFVsk7suPQa1/KyCuvFx91Y1qUWRlxbVSM+tuS4sqnSik2ECkGFC8Nr14mKRZCy53ZPaYQQnJ44zdOLSrgm8x5BJFmpBuQ8QSADqnWLydzmjrf1JiEX60VybnM0RSfvFHxnx0pgdoKhEi5h29zwkb/b7c3Y0zjb1Jl/PbTj2s3O8BrhuW0d16Clw+8F5nKqe4Yf15SV6yFSVMk56uKZ3AyEIVYul1w4dfjq4pIaMrmlImqdEu+NNL7vEd2vMFreXLunVk6Pn+avn/lrIhk1dc+wY8NTqVmbclyg1hbXW+Na67jcpq/DwlCtcRn2JnqNay84LsvtFCo0wtUrehKyH/dNvL5aRlgB+XgCsRCNWq507aB2ARcWVZp2zt1iqBBURuEmHYUzPUVw/RqhnpywhTUugNMTpykFJc6vnm/qnlEJlFCXqpsXrvUcV3oWl0bfJAxT8TEY4TLsAIlw6enH/i6ucbWECiMjXJtmLj/HtfI1bFulW1+KhzCOeI1wlV53TvcR1Xf/F5Yq5D17ayn92mVtMkwIai5XeC3luPogXABPLzzd6BBfqlENVWi0VBGbFq6Z7AzXy9fXTFuG9o6rESo0wmUw9EQ6OcMWNqPu1i4MW0F4XlPLJ+O4Ns9cbg6JZDVQnRwuxZ3VC5nGXb8OwaZLMPTF9OJieeu9FrNbFy5nappwcZFgXu3HVta4QIUKQQmXXsuaL9aphMpxhZGzeeHKzRDIIIlepEkPkdTo5AzjuAyGHtHJGUvVJcYyY7u6SCxct6nlk/5euEa4ekXXci1UryIEXFldK1wNx9UIFeoODldXq1sfwNkHx6W7Z9Sefx7Y+hpXzs1xZOQITy8+zUQ82mShWKMaKMdF5G7JcUH7Wq71QoXDNNIEhiw5w7A3ybt5QhlyqXRpV1PhwTiuftJUy+XYXC8tQAbG/Ua4SneIT4cK9d2/lH3obt8Hx2XHtVy1s2eBra9xgQoXPr3wNCMZB9cWzKdChVK6SQixV2ZysXCVr3IzN1MOylxYvcC5lXOUg3Ln5IwhCxUa4TJsO/ou8PzK+V1NzAAlUOkJyFrE0kNIDd1xIK9GiKgEjTkWyqswARPZxsXTirvZiDZrXNCHAZy66Hj65k2/hK5rrD33HLD1NS5QwvWpc5+iHtWTWi4dKiRymNpCcgbAr372V6kEFa5Xrjf9/sTYiaafx7Iuvmv1Ni5pADDCZdh2tHBdKF7gaKH37gb9RLgu0Wol+dmkw2+eglcgY2fiWq5DXAnK5ICpXMpx6VBhao3LtS1ynk2pFm49VHj4LvjpL8LkqU2/hO6eUXvuOUQuh3C2flk8PXGaUIY8u/Ss6p6RChVKuflQ4cH8QV51+FXUwhpHRo9weOQwh0cOc2T0CEdGjjCVbZ4N57s2H/7pVyeTuocFI1yGbUcLVzko7wnH1bTGVa0mjxt6QwjBXG4u6RAvInUTMJlLO644OcNvvnAWfHdrQyTTbEG0AGw92mRxEWdubuvbA9w0fhMATy08xURuloVSynFtQbgcy+H3X//7Pf2fG2Y2N19sL2OSMwzbTjruvjeEqxEqNOnwW2M2N8vl0mXVIV6oz3LCb4TadOPr9BoXNNa5dmuCcxorn2u0i9tiYobmWOEYnuWpzMLYcdVC9fl4VobcLs1RGxaMcBm2HT0FGXa3TyGYlk/9Zi4/lzTaFZb6LHXLJyBVgNwsXDrLbS/0zxNCJOHCrabCaxzL4dT4qbiWy2Wh1EiHH/eHK2y3GxjhMmw7egoy7D3HlaTDG+HaFDpUmHGBNsKlZ3JZLRfrveS4AOw4Jb4fiRmamyZuSmq5Fks1ynUlXBO5/Ab/07ARRrgM246eggx7QLiM4+ors7lZ6lEdxy2v67isVscVp2dvOTmjTzjxOlc/UuE1p8dPc6V8Bd+vEklYqqgp4JNGuLaMES7DtqObrsIeCBV2Gmuywx3zh4UDOZUSL+wlhFVDSBfbaoT/hB+HCjOtocK95bh0qLBfa1zQaP1Us84DDeGaNsK1ZYxwGbadrJPFEupQ23XH1a47vOuqIZOGntHdM6S9BFYNW2Safm91clx7TLh0qLBfa1zQEK7l8AX1tVJCRg5TI8NVU7UbmLPVsO0IIZJ1rl0XrjahQsu4rU0zl1fp45G9iBA1XNF8URZJAXL7Na6RrRYg9wkdKuyn45rJzjCWGeN6XbWSWqyU4lR4c7xtFSNchh1BZxbuunB5HkQRMlDTd2W9Zta3tsCUP4UtbAKxCFYN12oVrrjl05o1Lp1VuDccl5M4rv4JlxCC0+OnuVBSHTmul4rIyGUyn9ngfxo2wgiXYUcYcUfIOTlce3fvNvValnZdUc0I11awLZvp7DRV5hFWjYzdLFDtWj4BHJvMIQR7phVRssbVR+ECFS58YeVZIFJrXMZx9QUjXIYdIefmdt1tQaO1k17nkrVakvlm2Bxz+Tkq0TxYNXy7eXS86JAOf9+pKT797m/g+NTeSFTwz5xh4nu/l9wrXtHX19VDJf3scrLGZRzX1tkbPt0w9ExmJhHs3jgTjWgVrqpxXFtlLjfHCwtPIqyIrNPiuPxM09c0B8f2TiGulclw4Jd/qe+ve9OEav1UGL1GsV4ByziufmCEy7AjvPu+d1MP6xs/cZtpDRVKEyrcMnO5OYrhf0OIPHm32XHZExNNX/cbN47fCICXv8xKWAdpHFc/MMJl2BEOjxze7U0A2jiuWg3hmTvgrTCXm6MuywgnZMRrDv3lX/UqTvzlX+IdP75LW7e75N08h0cOU4wuIqp1ZOgP3TTi3cCscRn2Fe0cl2WmH28JXcsl7BojXssal2WRveP23disPcPpidPUrAsg6rhWBtva/ZD5oGOEy7Cv0I4ranJcRri2gq7lAjhU6F8B77Bwevw0ZS4h7AqebcKE/cAIl2Ff0RoqjEwd15aZyzWES89eMzS4aeImJBGWu4hvhKsvGOEy7CtMckb/0aFCaG6wa1Do1k/AmqxLw+YwwmXYVzQcVz35aoRra3i2x6Q/Cah6PUMzxwvHsYW6Ycq5Rtj7gREuw76i4bjMGlc/0a7LOK61OJbDoZzKqhzxjOPqB0a4DPuKtY7LpMP3A73OZYSrPScLqp5rJGM+n35ghMuwrxDu2jouy7R82jJauNKz1wwNzszeAsCJyd1vezYMGOEy7Cu0u0qSM6pVEyrsAyZUuD63zdwMwA3T+7ODSL8xwmXYV6Qdl5QSWa8njxk2z6GRQwCMeCO7vCV7k9umbmMsM8bxwv7sINJvTMsnw74icVy1WuK6jOPaOm888UZcy+VE4cRub8qeZMKf4J+/+58RwnTN6AdGuAz7isRx1evJOpcRrq2TsTO86eSbdnsz9jRGtPqHCRUa9hWW10iHN8JlMAwmRrgM+wtdx1VLOy6TDm8wDBJGuAz7CiEEwnWN4zIYBhgjXIZ9h3BdlZwRC5dlhMtgGCiMcBn2HcLzTHKGwTDAGOEy7DuE5xHVTKjQYBhUjHAZ9h3CdaFeT4ZJCs+0fDIYBgkjXIZ9R+K4qsZxGQyDiBEuw75DeJ5Kh68b4TIYBhEjXIZ9x9p0eFPHZTAMEka4DPuOxHGZdHiDYSAxwmXYdyjHZdLhDYZBZUvCJYT4bSHEV4QQjwohPiCEMFPSDHse5bhqqaxCI1wGwyCxVcf1ceB2KeUZ4CngF7a+SQbD9qKFyzgug2Ew2ZJwSSn/XkoZxD9+Fjiy9U0yGLaXRqjQzOMyGAaRfq5x/SjwkT6+nsGwLQjPNY7LYBhgNhwkKYT4BHCgza9+UUr5wfg5vwgEwJ+t8zo/Dvw4wLFjxza1sQZDP2hKznAchGVylAyGQWJD4ZJSvn693wshfgh4K/A6KaVc53X+APgDgHvuuafj8wyG7Sa9xmVS4Q2GwWND4VoPIcSbgP8J+DopZak/m2QwbC9WSrhMmNBgGDy2GiP5PWAU+LgQ4hEhxHv7sE0Gw7aiQ4VRrWqEy2AYQLbkuKSUN/ZrQwyGnUIYx2UwDDRmVdqw7xCu6k0YlUpGuAyGAcQIl2HfocUqKhaNcBkMA4gRLsO+Q7ixcK0a4TIYBhEjXIZ9hx5jEq2umpEmBsMAYoTLsO9IHFexaOq4DIYBxAiXYd/R5LhcI1wGw6BhhMuw70gcl8kqNBgGEiNchn1HWqyMcBkMg4cRLsO+Q9dxAYhMZhe3xGAwbAYjXIZ9R7PjMlmFBsOgYYTLsO9oclwmVGgwDBxGuAz7jrRYmXR4g2HwMMJl2Hekw4PGcRkMg4cRLsO+w4QKCn4Y5wAACcVJREFUDYbBxgiXYd+RDg+aAmSDYfAwwmXYd5g6LoNhsDHCZdh3mFChwTDYGOEy7DuM4zIYBhsjXIZ9R7PjMgXIBsOgYYTLsP9wHBACAMu0fDIYBg4jXIZ9hxAiCRGaUKHBMHgY4TLsS3S40AiXwTB4GOEy7EuM4zIYBhcjXIZ9SeK4TAGywTBwGOEy7EuM4zIYBhcjXIZ9SUO4TDq8wTBoGOEy7Et0qNCMNTEYBg8jXIZ9iQkVGgyDixEuw77EpMMbDIOLES7DvkSvbRnhMhgGDyNchn2JCRUaDIOLES7DvkS4LjgOwrZ3e1MMBkOPGOEy7EsszzNuy2AYUIxwGfYlwnWxXFPDZTAMIka4DPsSe3oae3p6tzfDYDBsAme3N8Bg2A1m3vlOpn7kR3Z7MwwGwyYwwmXYl1i5HFYut9ubYTAYNoEJFRoMBoNhoDDCZTAYDIaBwgiXwWAwGAYKI1wGg8FgGCiMcBkMBoNhoDDCZTAYDIaBwgiXwWAwGAYKI1wGg8FgGCiMcBkMBoNhoDDCZTAYDIaBwgiXwWAwGAYKI1wGg8FgGCiMcBkMBoNhoDDCZTAYDIaBwgiXwWAwGAYKIaXc+TcV4irwfB9eahq41ofXGRTM/g43Zn+Hn/22z73u73Ep5cxGT9oV4eoXQoiHpJT37PZ27BRmf4cbs7/Dz37b5+3aXxMqNBgMBsNAYYTLYDAYDAPFoAvXH+z2BuwwZn+HG7O/w89+2+dt2d+BXuMyGAwGw/5j0B2XwWAwGPYZRrgMBoPBMFAMpHAJId4khPiqEOIZIcS7d3t7tgMhxB8JIa4IIR5LPTYphPi4EOLp+OvEbm5jPxFCHBVC/KMQ4kkhxONCiJ+JHx/KfRZC+EKI/y6E+FK8v/9L/PhJIcTn4v39/4QQ3m5vaz8RQthCiC8KIT4U/zy0+yuEOCuE+LIQ4hEhxEPxY0N5PAMIIcaFEH8lhPhKfB7fv137O3DCJYSwgf8deDNwK/A9Qohbd3ertoU/Bt7U8ti7gQellKeBB+Ofh4UA+HdSypcArwDeGf9dh3Wfq8A3SClfCtwJvEkI8QrgN4Hfifd3AfixXdzG7eBngCdTPw/7/n69lPLOVC3TsB7PAO8BPiqlvAV4KervvD37K6UcqH/A/cDHUj//AvALu71d27SvJ4DHUj9/FTgYf38Q+Opub+M27vsHgTfsh30GcsDDwH2oLgNO/HjTsT7o/4Aj8cXrG4APAWLI9/csMN3y2FAez0ABeI444W+793fgHBdwGHgx9fO5+LH9wJyU8iJA/HV2l7dnWxBCnABeBnyOId7nOGz2CHAF+DjwNWBRShnETxm2Y/t3gXcBUfzzFMO9vxL4eyHEF4QQPx4/NqzH8yngKvB/x6HgPxRC5Nmm/R1E4RJtHjM5/UOCEGIE+K/Az0opl3d7e7YTKWUopbwT5UReDryk3dN2dqu2ByHEW4ErUsovpB9u89Sh2N+YV0op70Ita7xTCPGa3d6gbcQB7gJ+X0r5MqDINoZBB1G4zgFHUz8fAS7s0rbsNJeFEAcB4q9Xdnl7+ooQwkWJ1p9JKd8fPzzU+wwgpVwE/gm1tjcuhHDiXw3Tsf1K4JuFEGeBv0CFC3+X4d1fpJQX4q9XgA+gbk6G9Xg+B5yTUn4u/vmvUEK2Lfs7iML1eeB0nI3kAW8H/maXt2mn+Bvgh+Lvfwi1DjQUCCEE8H8BT0op/1PqV0O5z0KIGSHEePx9Fng9ajH7H4HvjJ82NPsrpfwFKeURKeUJ1Dn7D1LK72NI91cIkRdCjOrvgTcCjzGkx7OU8hLwohDi5vih1wFPsE37O5CdM4QQb0HdrdnAH0kpf22XN6nvCCH+HHgtaizAZeB/Bv4aeB9wDHgB+C4p5fxubWM/EUK8Cvhn4Ms01kD+PWqda+j2WQhxBvh/UMewBbxPSvkrQohTKEcyCXwR+H4pZXX3trT/CCFeC/yclPKtw7q/8X59IP7RAf5fKeWvCSGmGMLjGUAIcSfwh4AHPAv8CPGxTZ/3dyCFy2AwGAz7l0EMFRoMBoNhH2OEy2AwGAwDhREug8FgMAwURrgMBoPBMFAY4TIYDAbDQGGEyzD0CCHCuEO3/vfu+PF/EkLcs9H/34bt+WMhxHe2efyHhRCHUj//4XY0kBZCZIUQn4wbVnd6zieGqXO5YbhwNn6KwTDwlOPWSnudH0YVqeqOC+/Ypvf5UeD9Uspwnef8CfATwNDVSBoGH+O4DAZACPH7QoiH0rOx4sfPCiF+M56d9d+FEDfGj3+XEOKxeJ7Wp+LHbCHEbwshPi+EeFQI8a/jx4UQ4veEEE8IIT5Mm0ajsQO7B/iz2BVm045QCLEab8cXYjf08vj3zwohvnm992/D9xF3MBBCHBRCfCp+z8eEEK+On/M3wPf04aM1GPqOES7DfiDbEir87jbP+UWpZiadAb4u7myhWZZSvhz4PVTHFoBfBr5Rqnla3xw/9mPAkpTyXuBe4F8JIU4C3wbcDNwB/CvggdY3l1L+FfAQ8H1SzW8qtzwlD/yTlPJuYAX4VdTYl28DfmWD90+I26SdklKejR/6XtQokTtRM5QeibdnAcjEnR4Mhj2FCRUa9gPdhAr/h3j0hIOaG3Qr8Gj8uz9Pff2d+Pt/Af5YCPE+QDcEfiNwJrV+NQacBl4D/HkcmrsghPiHTexDDfho/P2XgaqUsi6E+DJqbtt67/9c6nWmgcXUz58H/ihucPzXUspHUr+7AhwCrm9iew2GbcMIl2HfE7uSnwPulVIuCCH+GPBTT5Gt30sp/40Q4j7gm4BH4j5tAvgpKeXHWl7/LWx9XEddNvqzRagJykgpo1R39bbv30KZ1L5JKT8Vj9v4JuBPhBC/LaX8L/Gv/fj5BsOewoQKDQY1vbUILAkh5lDzk9J8d+rrZwCEEDdIKT8npfxl1BTfo8DHgH8buxeEEDfFncE/Bbw9XoM6CHx9h+1YAUa3sB+d3j8hDgHaQgg/fs5x1Jys/xPVnf+u+HEBHEBN8TUY9hTGcRn2A1mhJg1rPiqlTIbcSSm/JIT4IvA4qqv1v7T8/4wQ4nOoGz2dsPDbQojTKJfzIPAlVGjxBPBwfOG/Cnwrqkv4N6BCfE8Bn+ywnX8MvFcIUUaNse+VP+zw/q38PfAq4BOoCQQ/L4SoA6vAD8bPuRv4bGo6scGwZzDd4Q2GdRBq8OE9Uspru70t/UII8TLgf5RS/sA6z3kP8DdSygd3bssMhu4woUKDYZ8hpfwi8I/rFSADjxnRMuxVjOMyGAwGw0BhHJfBYDAYBgojXAaDwWAYKIxwGQwGg2GgMMJlMBgMhoHCCJfBYDAYBor/H7u2FNbY+Hb6AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "num_voxels = 4\n", "num_secs = 60\n", "time_idx = np.arange(0, num_secs, 1)\n", "\n", "myfig = plt.figure(figsize=(7,7))\n", "ax_1 = myfig.add_subplot(1,1,1)\n", "plt.title((\"BOLD signal response first voxels of \"+roi_tocheck))\n", "for v in range(num_voxels):\n", " val = response_subset[v,time_idx]\n", " ax_1.plot(time_idx, val, label=(\"Voxel \"+str(v)))\n", " print(\"Voxel number:\", v)\n", " print(\"num of nans:\", np.sum(np.isnan(val)))\n", "\n", "ax_1.legend(loc=1,ncol=2)\n", "plt.xlabel(\"Elapsed time (s)\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The responses are rather erratic, but at least appear to be correctly read." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From here, we shall focus on a particular subset of voxels for our training task, that satisfies the following two conditions:\n", "\n", "- Includes no missing values.\n", "\n", "- Falls into the \"early visual areas\" specified by Nishimoto *et al.* (2011), namely __V1__, __V2__, __V3__, __V3A__, __V3B__ in the __left__ and __right__ hemispheres." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of clean voxels: 59928\n", "Number of bad voxels: 13800\n" ] } ], "source": [ "# As an illustrative example, let's find the clean indices.\n", "with tables.open_file(\"data/vim-2/VoxelResponses_subject1.mat\", mode=\"r\") as f:\n", " \n", " response_object = f.get_node(where=f.root, name=\"rt\")\n", " response_array = response_object.read()\n", " \n", " num_voxels = response_array.shape[0]\n", " \n", " count_numerical = 0\n", " count_nan = 0\n", " \n", " for v in range(num_voxels):\n", " tocheck = np.isnan(response_array[v,:])\n", " sumcheck = np.sum(tocheck)\n", " if (sumcheck > 0):\n", " count_nan += 1\n", " else:\n", " count_numerical += 1\n", "\n", " print(\"Number of clean voxels:\", count_numerical)\n", " print(\"Number of bad voxels:\", count_nan)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There's a rather large number of bad voxels; let's see how many of them coincide with the ROIs." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/mjh/anaconda3/lib/python3.6/site-packages/tables/attributeset.py:299: DataTypeWarning: Unsupported type for attribute 'MATLAB_fields' in node 'roi'. Offending HDF5 class: 9\n", " value = self._g_getattr(self._v_node, name)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "1308\n", "0\n", "9137\n" ] } ], "source": [ "# First, let's iterate over the names.\n", "with tables.open_file(\"data/vim-2/VoxelResponses_subject1.mat\", mode=\"r\") as f:\n", " \n", " roi_counts = {}\n", " for roi in f.root.roi._f_iter_nodes():\n", " countval = np.sum(roi.read(), dtype=np.uint32)\n", " roi_counts[roi._v_name] = countval\n", "\n", "# Plot the counts.\n", "xvals = list(roi_counts.keys())\n", "yvals = list(roi_counts.values())\n", "myfig = plt.figure(figsize=(14,7))\n", "plt.barh(range(len(roi_counts)), yvals)\n", "plt.yticks(range(len(roi_counts)), xvals)\n", "plt.title(\"Counts of voxels in each ROI\")\n", "plt.show()\n", "\n", "print(max(yvals))\n", "print(min(yvals))\n", "print(sum(yvals))\n", "\n", "# For later reference, hold on to this dictionary.\n", "roi_counts_raw = roi_counts" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/mjh/anaconda3/lib/python3.6/site-packages/tables/attributeset.py:299: DataTypeWarning: Unsupported type for attribute 'MATLAB_fields' in node 'roi'. Offending HDF5 class: 9\n", " value = self._g_getattr(self._v_node, name)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "1308\n", "0\n", "8982\n" ] } ], "source": [ "# Let's do the same thing, but with the added check for missing values.\n", "with tables.open_file(\"data/vim-2/VoxelResponses_subject1.mat\", mode=\"r\") as f:\n", " \n", " response_array = f.get_node(f.root, \"rt\")\n", " \n", " roi_counts = {}\n", " for roi in f.root.roi._f_iter_nodes():\n", " \n", " indices = np.nonzero(roi.read().flatten())[0]\n", " count_nan = 0\n", " count_numerical = 0\n", " \n", " for v in indices:\n", " tocheck = np.isnan(response_array[v,:])\n", " sumcheck = np.sum(tocheck)\n", " if (sumcheck > 0):\n", " count_nan += 1\n", " else:\n", " count_numerical += 1\n", " \n", " roi_counts[roi._v_name] = count_numerical\n", "\n", "# Plot the counts.\n", "xvals = list(roi_counts.keys())\n", "yvals = list(roi_counts.values())\n", "myfig = plt.figure(figsize=(14,7))\n", "plt.barh(range(len(roi_counts)), yvals, color=\"red\")\n", "plt.yticks(range(len(roi_counts)), xvals)\n", "plt.title(\"Counts of clean voxels in each ROI\")\n", "plt.show()\n", "\n", "print(max(yvals))\n", "print(min(yvals))\n", "print(sum(yvals))\n", "\n", "# For later reference, hold on to this dictionary.\n", "roi_counts_clean = roi_counts" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ROI: FFAlh raw: 0 clean: 0\n", "ROI: FFArh raw: 5 clean: 0\n", "ROI: IPlh raw: 967 clean: 943\n", "ROI: IPrh raw: 1308 clean: 1308\n", "ROI: MTlh raw: 197 clean: 165\n", "ROI: MTplh raw: 58 clean: 58\n", "ROI: MTprh raw: 91 clean: 91\n", "ROI: MTrh raw: 152 clean: 152\n", "ROI: OBJlh raw: 132 clean: 119\n", "ROI: OBJrh raw: 44 clean: 44\n", "ROI: PPAlh raw: 0 clean: 0\n", "ROI: PPArh raw: 0 clean: 0\n", "ROI: RSCrh raw: 71 clean: 71\n", "ROI: STSrh raw: 45 clean: 45\n", "ROI: VOlh raw: 124 clean: 111\n", "ROI: VOrh raw: 304 clean: 299\n", "ROI: latocclh raw: 309 clean: 309\n", "ROI: latoccrh raw: 413 clean: 413\n", "ROI: v1lh raw: 494 clean: 490\n", "ROI: v1rh raw: 514 clean: 504\n", "ROI: v2lh raw: 726 clean: 715\n", "ROI: v2rh raw: 781 clean: 762\n", "ROI: v3alh raw: 92 clean: 92\n", "ROI: v3arh raw: 160 clean: 160\n", "ROI: v3blh raw: 104 clean: 104\n", "ROI: v3brh raw: 152 clean: 152\n", "ROI: v3lh raw: 598 clean: 581\n", "ROI: v3rh raw: 562 clean: 560\n", "ROI: v4lh raw: 308 clean: 308\n", "ROI: v4rh raw: 426 clean: 426\n" ] } ], "source": [ "# Now let's compare the two more directly.\n", "for v in roi_counts_raw.keys():\n", " print(\"ROI:\", v,\n", " \"raw:\", roi_counts_raw[v],\n", " \"clean:\", roi_counts_clean[v])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We thus can observe the following facts:\n", "\n", "- Virtually all of the voxels assigned to any ROI are clean.\n", "\n", "- The majority of voxels are not assigned to any ROI.\n", "\n", "- There are ROI which do not have any voxels assigned to them (i.e., that region was not measured).\n", "\n", "- There are some differences between the left/right hemispheres within the same subject." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## BOLD Response: making new hierarchical file\n", "\n", "Let us proceed with making our own hierarchical data object, with just the useful voxels, and entries for all the subjects." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data/vim-2/response.h5 (File) 'vim-2: BOLD responses'\n", "Last modif.: 'Mon Apr 9 09:13:12 2018'\n", "Object Tree: \n", "/ (RootGroup) 'vim-2: BOLD responses'\n", "\n" ] } ], "source": [ "import tables\n", "import numpy as np\n", "\n", "# Open file connection, writing new file to disk.\n", "myh5 = tables.open_file(\"data/vim-2/response.h5\",\n", " mode=\"w\",\n", " title=\"vim-2: BOLD responses\")\n", "print(myh5)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "num_subjects = 3\n", "roi_list = [\"v1lh\", \"v1rh\",\n", " \"v2lh\", \"v2rh\",\n", " \"v3lh\", \"v3rh\",\n", " \"v3alh\", \"v3arh\",\n", " \"v3blh\", \"v3brh\"]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Group structure:\n", "data/vim-2/response.h5 (File) 'vim-2: BOLD responses'\n", "Last modif.: 'Mon Apr 9 09:13:12 2018'\n", "Object Tree: \n", "/ (RootGroup) 'vim-2: BOLD responses'\n", "/sub1 (Group) 'Data for subject 1'\n", "/sub2 (Group) 'Data for subject 2'\n", "/sub3 (Group) 'Data for subject 3'\n", "/sub3/idx (Group) 'ROI-specific voxel indices'\n", "/sub3/resp (Group) 'Response arrays'\n", "/sub2/idx (Group) 'ROI-specific voxel indices'\n", "/sub2/resp (Group) 'Response arrays'\n", "/sub1/idx (Group) 'ROI-specific voxel indices'\n", "/sub1/resp (Group) 'Response arrays'\n", "\n" ] } ], "source": [ "# Create all our groups, and fill in arrays while doing it.\n", "for m in range(num_subjects):\n", " myname = \"sub\" + str(m+1)\n", " mytitle = \"Data for subject \" + str(m+1)\n", " \n", " myh5.create_group(myh5.root, myname, mytitle)\n", " myh5.create_group(\"/\"+myname, \"resp\", \"Response arrays\")\n", " myh5.create_group(\"/\"+myname, \"idx\", \"ROI-specific voxel indices\")\n", " #myh5.create_group(\"/\"+myname+\"/idx\", \"train\", \"Training indices\")\n", " #myh5.create_group(\"/\"+myname+\"/idx\", \"test\", \"Testing indices\")\n", "print(\"Group structure:\")\n", "print(myh5)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/mjh/anaconda3/lib/python3.6/site-packages/tables/attributeset.py:299: DataTypeWarning: Unsupported type for attribute 'MATLAB_fields' in node 'roi'. Offending HDF5 class: 9\n", " value = self._g_getattr(self._v_node, name)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "data/vim-2/response.h5 (File) 'vim-2: BOLD responses'\n", "Last modif.: 'Mon Apr 9 09:13:58 2018'\n", "Object Tree: \n", "/ (RootGroup) 'vim-2: BOLD responses'\n", "/sub1 (Group) 'Data for subject 1'\n", "/sub2 (Group) 'Data for subject 2'\n", "/sub3 (Group) 'Data for subject 3'\n", "/sub3/idx (Group) 'ROI-specific voxel indices'\n", "/sub3/idx/v1lh (Array(653,)) ''\n", "/sub3/idx/v1rh (Array(713,)) ''\n", "/sub3/idx/v2lh (Array(735,)) ''\n", "/sub3/idx/v2rh (Array(642,)) ''\n", "/sub3/idx/v3alh (Array(164,)) ''\n", "/sub3/idx/v3arh (Array(118,)) ''\n", "/sub3/idx/v3blh (Array(88,)) ''\n", "/sub3/idx/v3brh (Array(138,)) ''\n", "/sub3/idx/v3lh (Array(504,)) ''\n", "/sub3/idx/v3rh (Array(627,)) ''\n", "/sub3/resp (Group) 'Response arrays'\n", "/sub3/resp/test (Array(4381, 540)) 'Testing data'\n", "/sub3/resp/train (Array(4381, 7200)) 'Training data'\n", "/sub2/idx (Group) 'ROI-specific voxel indices'\n", "/sub2/idx/v1lh (Array(470,)) ''\n", "/sub2/idx/v1rh (Array(573,)) ''\n", "/sub2/idx/v2lh (Array(733,)) ''\n", "/sub2/idx/v2rh (Array(926,)) ''\n", "/sub2/idx/v3alh (Array(135,)) ''\n", "/sub2/idx/v3arh (Array(202,)) ''\n", "/sub2/idx/v3blh (Array(83,)) ''\n", "/sub2/idx/v3brh (Array(140,)) ''\n", "/sub2/idx/v3lh (Array(714,)) ''\n", "/sub2/idx/v3rh (Array(646,)) ''\n", "/sub2/resp (Group) 'Response arrays'\n", "/sub2/resp/test (Array(4622, 540)) 'Testing data'\n", "/sub2/resp/train (Array(4622, 7200)) 'Training data'\n", "/sub1/idx (Group) 'ROI-specific voxel indices'\n", "/sub1/idx/v1lh (Array(490,)) ''\n", "/sub1/idx/v1rh (Array(504,)) ''\n", "/sub1/idx/v2lh (Array(715,)) ''\n", "/sub1/idx/v2rh (Array(762,)) ''\n", "/sub1/idx/v3alh (Array(92,)) ''\n", "/sub1/idx/v3arh (Array(160,)) ''\n", "/sub1/idx/v3blh (Array(104,)) ''\n", "/sub1/idx/v3brh (Array(152,)) ''\n", "/sub1/idx/v3lh (Array(581,)) ''\n", "/sub1/idx/v3rh (Array(560,)) ''\n", "/sub1/resp (Group) 'Response arrays'\n", "/sub1/resp/test (Array(4120, 540)) 'Testing data'\n", "/sub1/resp/train (Array(4120, 7200)) 'Training data'\n", "\n" ] } ], "source": [ "# With all the groups ready, it just remains to fill in arrays.\n", "\n", "for m in range(num_subjects):\n", " \n", " # Read in the subject-specific data.\n", " myname = \"sub\" + str(m+1)\n", " toread = \"data/vim-2/VoxelResponses_subject\" + str(m+1) + \".mat\"\n", " \n", " f = tables.open_file(toread, mode=\"r\")\n", " \n", " datanode_tr = f.get_node(f.root, \"rt\")\n", " datanode_te = f.get_node(f.root, \"rv\")\n", " response_array_tr = datanode_tr.read()\n", " response_array_te = datanode_te.read()\n", " \n", " # Initial loop to construct master index.\n", " idx_master = np.array([], dtype=np.uint64)\n", " mydict_tmp = {}\n", " for roi in roi_list:\n", " \n", " idxnode = f.get_node(f.root.roi, roi)\n", " indices = np.nonzero(idxnode.read().flatten())[0]\n", " indices.sort()\n", " tmplist = []\n", " \n", " # Iterate over ROI-specified indices.\n", " for v in indices:\n", " tocheck = np.isnan(response_array_tr[v,:])\n", " sumcheck = np.sum(tocheck)\n", " cond_tr = (sumcheck == 0)\n", " tocheck = np.isnan(response_array_te[v,:])\n", " sumcheck = np.sum(tocheck)\n", " cond_te = (sumcheck == 0)\n", " \n", " # Voxel must be clean on both tr/te.\n", " if (cond_tr and cond_te):\n", " tmplist = tmplist + [v]\n", " \n", " mydict_tmp[roi] = tmplist # store for use later.\n", " tmplist = np.array(tmplist, dtype=idx_master.dtype)\n", " idx_master = np.concatenate((idx_master,tmplist))\n", " \n", " # Clean up master index and extract the relevent response signals.\n", " idx_master = np.sort(np.unique(idx_master))\n", " myh5.create_array(where=(\"/\"+myname+\"/resp\"),\n", " name=\"train\",\n", " obj=response_array_tr[idx_master,:],\n", " title=\"Training data\")\n", " myh5.create_array(where=(\"/\"+myname+\"/resp\"),\n", " name=\"test\",\n", " obj=response_array_te[idx_master,:],\n", " title=\"Testing data\")\n", " \n", " # Final loop over ROI to get relevant indices for clean subset.\n", " idx_master = list(idx_master)\n", " for roi in roi_list:\n", " idx_final = [ idx_master.index(t) for t in mydict_tmp[roi] ]\n", " myh5.create_array(where=(\"/\"+myname+\"/idx\"),\n", " name=roi,\n", " obj=np.sort(np.array(idx_final)))\n", " #print(\"(status)\", \"subject:\", m+1, \"roi:\", roi, \"... loop 2\")\n", " \n", " # Close the connection with the file being read.\n", " f.close()\n", " \n", "print(myh5)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Finally, close the connection with the file being written to.\n", "myh5.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can thus observe that the number of clean voxels in each ROI differs to some degree between subjects." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's do a brief sanity check of the content of our indices." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Subject 1\n", "name: v1lh\n", " count: 490 min: 85 max: 3388\n", "name: v1rh\n", " count: 504 min: 74 max: 4095\n", "name: v2lh\n", " count: 715 min: 19 max: 3920\n", "name: v2rh\n", " count: 762 min: 16 max: 4116\n", "name: v3alh\n", " count: 92 min: 1697 max: 3672\n", "name: v3arh\n", " count: 160 min: 2008 max: 4093\n", "name: v3blh\n", " count: 104 min: 916 max: 3246\n", "name: v3brh\n", " count: 152 min: 1657 max: 3944\n", "name: v3lh\n", " count: 581 min: 2 max: 3923\n", "name: v3rh\n", " count: 560 min: 0 max: 4119\n", "---\n", "\n", "Subject 2\n", "name: v1lh\n", " count: 470 min: 95 max: 4231\n", "name: v1rh\n", " count: 573 min: 254 max: 4601\n", "name: v2lh\n", " count: 733 min: 43 max: 4618\n", "name: v2rh\n", " count: 926 min: 42 max: 4600\n", "name: v3alh\n", " count: 135 min: 1000 max: 3430\n", "name: v3arh\n", " count: 202 min: 596 max: 4282\n", "name: v3blh\n", " count: 83 min: 987 max: 2879\n", "name: v3brh\n", " count: 140 min: 769 max: 3790\n", "name: v3lh\n", " count: 714 min: 4 max: 4621\n", "name: v3rh\n", " count: 646 min: 0 max: 4551\n", "---\n", "\n", "Subject 3\n", "name: v1lh\n", " count: 653 min: 68 max: 4360\n", "name: v1rh\n", " count: 713 min: 76 max: 4374\n", "name: v2lh\n", " count: 735 min: 24 max: 4380\n", "name: v2rh\n", " count: 642 min: 18 max: 4338\n", "name: v3alh\n", " count: 164 min: 1485 max: 4315\n", "name: v3arh\n", " count: 118 min: 989 max: 4089\n", "name: v3blh\n", " count: 88 min: 1488 max: 4097\n", "name: v3brh\n", " count: 138 min: 976 max: 3254\n", "name: v3lh\n", " count: 504 min: 4 max: 4304\n", "name: v3rh\n", " count: 627 min: 0 max: 4076\n", "---\n", "\n" ] } ], "source": [ "import tables\n", "import numpy as np\n", "\n", "f = tables.open_file(\"data/vim-2/response.h5\", mode=\"r\")\n", "\n", "num_subjects = 3\n", "for m in range(num_subjects):\n", " print(\"Subject\", (m+1))\n", " tocheck = f.get_node((\"/sub\"+str(m+1)), \"idx\")\n", " for idxnode in tocheck._f_iter_nodes():\n", " idx = idxnode.read()\n", " print(\"name:\", idxnode._v_name)\n", " print(\" count:\", idx.size, \" min:\", np.min(idx), \" max:\", np.max(idx))\n", " print(\"---\\n\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see what a standard HDF-reading tool has to say:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/ Group\r\n", "/sub1 Group\r\n", "/sub1/idx Group\r\n", "/sub1/idx/v1lh Dataset {490}\r\n", "/sub1/idx/v1rh Dataset {504}\r\n", "/sub1/idx/v2lh Dataset {715}\r\n", "/sub1/idx/v2rh Dataset {762}\r\n", "/sub1/idx/v3alh Dataset {92}\r\n", "/sub1/idx/v3arh Dataset {160}\r\n", "/sub1/idx/v3blh Dataset {104}\r\n", "/sub1/idx/v3brh Dataset {152}\r\n", "/sub1/idx/v3lh Dataset {581}\r\n", "/sub1/idx/v3rh Dataset {560}\r\n", "/sub1/resp Group\r\n", "/sub1/resp/test Dataset {4120, 540}\r\n", "/sub1/resp/train Dataset {4120, 7200}\r\n", "/sub2 Group\r\n", "/sub2/idx Group\r\n", "/sub2/idx/v1lh Dataset {470}\r\n", "/sub2/idx/v1rh Dataset {573}\r\n", "/sub2/idx/v2lh Dataset {733}\r\n", "/sub2/idx/v2rh Dataset {926}\r\n", "/sub2/idx/v3alh Dataset {135}\r\n", "/sub2/idx/v3arh Dataset {202}\r\n", "/sub2/idx/v3blh Dataset {83}\r\n", "/sub2/idx/v3brh Dataset {140}\r\n", "/sub2/idx/v3lh Dataset {714}\r\n", "/sub2/idx/v3rh Dataset {646}\r\n", "/sub2/resp Group\r\n", "/sub2/resp/test Dataset {4622, 540}\r\n", "/sub2/resp/train Dataset {4622, 7200}\r\n", "/sub3 Group\r\n", "/sub3/idx Group\r\n", "/sub3/idx/v1lh Dataset {653}\r\n", "/sub3/idx/v1rh Dataset {713}\r\n", "/sub3/idx/v2lh Dataset {735}\r\n", "/sub3/idx/v2rh Dataset {642}\r\n", "/sub3/idx/v3alh Dataset {164}\r\n", "/sub3/idx/v3arh Dataset {118}\r\n", "/sub3/idx/v3blh Dataset {88}\r\n", "/sub3/idx/v3brh Dataset {138}\r\n", "/sub3/idx/v3lh Dataset {504}\r\n", "/sub3/idx/v3rh Dataset {627}\r\n", "/sub3/resp Group\r\n", "/sub3/resp/test Dataset {4381, 540}\r\n", "/sub3/resp/train Dataset {4381, 7200}\r\n" ] } ], "source": [ "! h5ls -r data/vim-2/response.h5" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Regarding pre-processing of responses\n", "\n", "Now, raw BOLD signals typically require some pre-processing. Fortunately, that work has been essentially done for us. To confirm this, let's check the documentation again. Quoting from the *vim-2* dataset description file," ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> *\"The functional data were collected for three subjects, in three sessions over three separate days for each subject (please see the Nishimoto et al. 2011 for scanning and preprocessing parameters). Peak BOLD responses to each timepoint in the stimuli were estimated from the preprocessed data.\"*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This tells us that we do not need to mess around with the response values. For reference, to unpack the pre-processing that was used to estimate peak BOLD responses, they provide a lucid description in the appendix of the cited paper (*Supplemental Experimental Procedures -- Data Preprocessing*):" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> *\"BOLD signals were preprocessed as described in earlier publications. Briefly, motion compensation was performed using SPM '99, and supplemented by additional custom algorithms. For each 10 minute run and each individual voxel, drift in BOLD signals was first removed by fitting a third-degree polynomial, and signals were then normalized to mean 0.0 and standard deviation 1.0.\"*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To be clear, the peak response estimates are *based* on data that was pre-processed as above. It is *not* the case that the final per-block estimates themselves have been normalized in this fashion. That said, it is easily confirmed that the sample mean and standard deviation of each 10-minute block (of the training data) is approximately centered and with unit variance, using the code below." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Block num = 0 , mean = -0.00041232587 , std = 1.0078659\n", "Block num = 1 , mean = 0.014037292 , std = 0.99989736\n", "Block num = 2 , mean = 0.026397763 , std = 0.99850494\n", "Block num = 3 , mean = -0.0045550917 , std = 1.0051031\n", "Block num = 4 , mean = 0.006470442 , std = 1.0091158\n", "Block num = 5 , mean = -0.011483217 , std = 1.0076387\n", "Block num = 6 , mean = 0.02323072 , std = 0.9915744\n", "Block num = 7 , mean = 0.0031887626 , std = 1.0141714\n", "Block num = 8 , mean = -0.016064819 , std = 1.0095797\n", "Block num = 9 , mean = 0.0064887414 , std = 1.0049547\n", "Block num = 10 , mean = -0.0012340863 , std = 0.9974495\n", "Block num = 11 , mean = -0.009316136 , std = 1.0171933\n" ] } ], "source": [ "import tables\n", "import numpy as np\n", "\n", "with tables.open_file(\"data/vim-2/response.h5\", mode=\"r\") as f:\n", " response_array = f.root.sub1.resp.train.read()\n", "\n", "voxel_idx = 0 # voxel idx to check\n", "tmpspan = 600 # 10 minute \"blocks\"; units are seconds.\n", "for i in range(response_array.shape[1]//tmpspan):\n", " tmpi = i\n", " tmpidx = np.arange((tmpi*tmpspan), (tmpi+1)*tmpspan)\n", " response_tocheck = response_array[voxel_idx,tmpidx]\n", " print(\"Block num =\", i, \", mean =\", np.mean(response_tocheck), \", std =\", np.std(response_tocheck))\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## References:\n", "\n", "- Background on HDF5 framework (https://support.hdfgroup.org/HDF5/whatishdf5.html).\n", "\n", "- Nishimoto, Shinji, et al. \"Reconstructing visual experiences from brain activity evoked by natural movies.\" Current Biology 21.19 (2011): 1641-1646.\n", "\n", "- Description of dataset vim-2 (visual imaging 2), at CRCNS - Collaborative Research in Computational Neuroscience. https://crcns.org/data-sets/vc/vim-2/about-vim-2" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }