{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Usage Examples\n", "\n", "Here are examples for how to use the API to compute the connectivity measures of interest." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from spectral_connectivity import Multitaper\n", "from spectral_connectivity import Connectivity\n", "from spectral_connectivity import multitaper_connectivity\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Power Spectrum\n", "#### 200 Hz signal" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Frequency Domain')" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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eIAQjICp0btu2zXJ/ch2CIAiCIMY2FK5pxq9V4AtRjgtBELnny1/+MpYuXYqFCxdi+vTpuPHGGws9JIIgCIIgRjnk5JnxSyePRB5BELnnO9/5TqGHQBAEQRDEOQY5eWZkTl6IyhkTBEEQBEEQBDH6IJFnJkBOHkEQBEEQBEEQoxcSeWbIySMIgiAIgiAIYhRDIk8lEiEnjyAIgiAIgiCIUQ2JPJWAUn6cnDyCIDLk61//OhYsWIDFixdj6dKleOWVVwAAH/3oR7Fv376s76+ioiLjbXz5y19GWVkZ2tvbU9ruxRdfnPG+CYIgCILIDiTyVKJEHjl5BEGkz7Zt2/DEE09g586deOONN/DMM89gypQpAIBf/vKXmD9/ft7HtHnzZtxxxx0J16uvr8d3v/vdlLZt1Q+QIAiCIIjCQCJPRebjAUCQRB5BEOnT2tqK+vp6eL1eAEI4NTU1AQDWrFmD7du3AwB+9atfYfbs2VizZg3uvPNO3H333QCAO+64A5/5zGdw8cUXY8aMGXj44YcBiIbnV1xxBZYtW4ZFixbhsccey/rYP/zhD+OPf/wjuru7Yx773ve+h4ULF2LhwoX4wQ9+oC+Xbl9raysuu+wyvfffiy++CADYsGEDLrroIixbtgzvfve7qXE7QRAEQeQQ6pOn4icnjyDOSf72eeDsnuxuc8Ii4Jpv2D68bt06fOUrX8Hs2bNx5ZVX4pZbbsHq1auj1jlz5gy++tWvYufOnaisrMTll1+OJUuW6I+3trZiy5Yt2L9/P9avX4+bb74ZJSUlePTRR1FVVYXOzk6sWrUK69evB2Msay+toqICH/7wh/HDH/4Q//3f/60v37FjB37zm9/glVdeAeccK1euxOrVq3H++efr6/z+97/H29/+dvz7v/87wuEwhoeH0dnZia997Wt45plnUF5ejm9+85v43ve+h//8z//M2pgJgiAIgjAgkafi7zfuU04eQRAZUFFRgR07duDFF1/Epk2bcMstt+Ab3/hGVLjkq6++itWrV6Ourg4A8O53vxsHDx7UH7/xxhvhcDgwf/58tLW1AQA45/jiF7+IF154AQ6HA6dPn0ZbWxsmTJhgO5aVK1fC7/djcHAQ3d3dWLp0KQDgm9/8Jt7+9rdbPuczn/kMli5dis997nP6si1btuCmm25CeXk5AOCd73wnXnzxxSiRd+GFF+LDH/4wgsEgbrzxRixduhTPP/889u3bh0suuQQAEAgEcNFFF6VwNAmCIAiCSAUSeSqUk0cQ5yZxHLdc4nQ6sWbNGqxZswaLFi3CfffdFyXyOOdxny9DPdV1H3jgAXR0dGDHjh1wu91obm7GyEj87ytZ8GXz5s249957ce+99yYce01NDd7//vfjJz/5SdLjBYDLLrsML7zwAp588knceuut+Jd/+RfU1tbiqquuwoMPPpjw+QRBEARBZA7l5Kn4qbomQRDZ4cCBAzh06JD+/65duzBt2rSodVasWIHnn38ePT09CIVCeOSRRxJut6+vD42NjXC73di0aRNOnDiR9bFLPvvZz+LnP/85QqEQACHg/vKXv2B4eBhDQ0N49NFHcemll0Y958SJE2hsbMSdd96Jj3zkI9i5cydWrVqFl156CYcPHwYADA8PRzmWBEEQBEFkF3LyVNTCK+TkEQSRAYODg/j0pz+N3t5euFwuzJw5E/fcc0/UOpMmTcIXv/hFrFy5Ek1NTZg/fz6qq6vjbvcDH/gArr/+eixfvhxLly7F3Llzc/Ya6uvrcdNNN+H73/8+AGDZsmW44447sGLFCgCiFYQaqgkIt/Db3/423G43KioqcP/996OhoQH33nsv3ve+98HvFxfQvva1r2H27Nk5GztBEARBjGVYMuE3xcby5cu5rEyXVV78LvDsVwCHC1j5ceDtX8/+PgiCyAtvvfUW5s2bV+hhJGRwcBAVFRUIhUK46aab8OEPfxg33XRToYdVEKzeM8bYDs758gINadSRs99HImc0f/5JAMDxb7yjwCMhCGK0Ee83ksI1VfwDQuB5KylckyCIvPDlL39Zbzcwffp03HjjjYUeEkEQBEEQoxwK11TxDwqB5yqlcE2CIPLCd77znUIPgSAIgiCIcwwSeSr+AcBTCTic5OQRBEEQBEEQBDEqIZGnEtCcPB4hJ48gzgE451ltEk7kjtGYH04QBEEQxQrl5Kn4+wFvBeDykpNHEKOckpISdHV1kXgYBXDO0dXVhZKSkkIPhSAIgiDOCcjJU/EPAmV1ABg5eQQxypk8eTJaWlrQ0dFR6KEQSVBSUoLJkycXehgEQRAEcU5AIk/FPwDUTAXCQXLyCGKU43a7MX369EIPgyAIgiAIIu/kNFyTMTaHMbZL+etnjP2jaZ01jLE+ZZ3/zOWY4iJz8lwl5OQRBEEQBEEQBDEqyamTxzk/AGApADDGnABOA3jUYtUXOefX5XIsSeEfECJvpI+cPIIgCIIgCIIgRiX5LLxyBYAjnPMTedxn8kQi5OQRBEEQBEEQBDHqyafIey+AB20eu4gxtpsx9jfG2AKrFRhjdzHGtjPGtuekkEJgUNx6qLomQYw6giNAJFzoURAEQRAEQRQFeRF5jDEPgPUA/mTx8E4A0zjnSwD8L4C/WG2Dc34P53w553x5Q0ND9gcpRZ63EnCXkpNHEKOJn6wCXv5pfvbFOfCzS4E3H8nP/giCIAiCIFIkX07eNQB2cs7bzA9wzvs554Pa/acAuBlj9Xkal4F/QNx6K8nJI4jRRCQC9BwD+k7lZ3/hIHD2DeDsm/nZH0EQBEEQRIrkS+S9DzahmoyxCYwxpt1foY2pK0/jMvArTh7l5BHE6CHkE7fhQH72Fwlq+6XvCIIgCIIgipOc98ljjJUBuArAx5RlHwcAzvnPANwM4BOMsRAAH4D3cs55rscVg79f3MqcPB4GwiHASa0ECaKoCQyJ23yJvLAm8oK+/OyPIAiCIAgiRXKuYDjnwwDGmZb9TLn/YwA/zvU4EhIwOXmAuFLvrCjcmAiCSIz87IZD+dlfRNsPOXkEQRAEQRQp+ayuWdzoOXkVisijvDyCKHrIySMIgiAIgoiCRJ5Ez8mrEuGagJHrQxBE8RIYFreUk0eMIhhjUxhjmxhjbzHG9jLG/sFiHcYY+xFj7DBj7A3G2LJCjJUgCIIYfVDCmSQqJ4+cPIIYNejhmsH87I+cPCI7hAB8jnO+kzFWCWAHY2wj53yfss41AGZpfysB/FS7JQiCIIi4kJMnCQwCDrdw8XQnj67UE0TRk+9wTcrJI7IA57yVc75Tuz8A4C0Ak0yr3QDgfi54GUANY2xinodKEARBjEJI5En8AyIfj7HowisEQRQ3UuRF8lR4hZw8IsswxpoBnA/gFdNDkwCoDSBbECsEwRi7izG2nTG2vaOjI2fjJAiCIEYPJPIk/kFRWRNQnLxREq4ZGAZ+chFwYluhR0IQ+SeYbyePcvKI7MEYqwDwCIB/5Jz3mx+2eEpMiyHO+T2c8+Wc8+UNDQ25GCZBEAQxyiCRJ/EPAB4p8kaZkzfQCrTvA9reLPRICCL/5L26JoVrEtmBMeaGEHgPcM7/bLFKC4Apyv+TAZzJx9gIgiCI0Q2JPElgYBQ7eVrhidEyXoLIJrrIy1PhFenkBUnkEenDGGMAfgXgLc7592xWexzAbVqVzVUA+jjnrXkbJEEQBDFqoeqaEv8gUFYn7o82J0+f5JLII8YgheqTN1q+H4hi5RIAtwLYwxjbpS37IoCpAMA5/xmApwBcC+AwgGEAH8r/MAmCIIjRCIk8iX8AqJ0m7o82J0/2+AvlaZJLEMWE3kIhzzl5VHiFyADO+RZY59yp63AAn8rPiAiCIIhzCQrXlAQGRY88YBQ6eXKSO0pEKUFkE70Zer6qa2r7iQSBSDg/+yQIgiAIgkgBEnkSv5qTN8qaoQfIySPGMHnvk6fk/pGbRxAEQRBEEUIiDwAiESGUYgqvjBYnj3LyiCKjbR8wmKd+XfkO11QLvIyW7wiCIAiCIMYUJPIAY5IowzWdoywnj6prEsXG794FPPvf+dlX3qtrKmGh5OQRBEEQBFGEkMgDDJEknTynC3C4Rs9Ven+enQyCiEc4JHo3nt2Tn/0FZU4eOXkEQRAEQRAAiTyBf0DcSpEHiLy80eKMSSdjtIyXOLfxdQPgQMcBEQqda+RFmkgQ4Dz3+6OcPIIgCIIgihwSeYDhhEWJPO/ouUqf75wkgojHkJaLF/IBvcdzvz95kQOIDqXMFeTkEQRBEARR5JDIAwB/v7iVOXkA4CodPRM4yskjionBduN++/7c7y8wBL3dWD4udFBOHkEQBEEQRQ6JPCA2Jw/QnLxRIpooJ48oJoY6jfvt+3K7r0hYXIwprRH/5+MzQE4eQRAEQRBFDok8QMnJU528ktEzgaOcPKKYkOGa3mqgI8dOnjz3S2rEbT4qbFJOHkEQBEEQRQ6JPEDJyasylo0mJ0/PyRsl4yXObYY6AIcbmHIh0P5WbvclRV5enTwlXHO0XAgiCIIgCGJMQSIPsMnJG01OnszJo3BNoggYagfKG4DG+UDnwWhRlG10kVcrbsnJIwiCIAiCIJEHQIgkh1u4d5LR5OT5yckjioihTqC8HmicJ5y17qO521ewACKPcvIIgiAIgihySOQBIifPWwEwZiwbVU6ezMkjJ48oAoY6NCdvnvi/I4chmzFOXp6qazLtq5OcPIIgCIIgihASeYBwwtTKmoBw8oKjQOSFg4aDR04eUQxIkVc/BwDLbV5eTOGVPFXX9GjfF6PF7ScIgiAIYkxBIg8QTp7HLPJGiZMn8/GAzCe4gx1A15HMtkGMbTgX51FFA+ApA2qbo0VeJAz84grg5Z9lZ3/y/NcLr+QpJ8/pBpxe0fCdIAiCIAiiyCCRBwCBAWsnbzRcpVedjEzDNTd9DfjDBzIeEjGGCQwJ4VPeIP5vnBct8g7+HTi9HWjbk739AfkN1wxrIs9dMjrcfoIgCIIgxhwk8gAjJ09ltDh5suhKWV3m4ZojfYCvO/MxEWMX2SNPFXndR4wLEK/eI26zlcsWGBa3UuRF8uHkhbRCTaXk5BEEQRAEUZSQyAPsc/JGk5NXWgfwSGbl6sNBKiRBZMZQp7iVIq9hnhBFXYeBjgPA0c1iedZEnnaRI5/N0MNBwOkiJ48gCIIgiKLFlesdMMaOAxgAEAYQ4pwvNz3OAPwQwLUAhgHcwTnfmetxReEfiO6RBxhOHufRVTeLjcCAuC0bJ27DfjEBTYdIiEQekRlD7eJWdfIAoH0fcHKbyGOrngwEh7Ozv8CQqHQpL9LkpbpmUDh5zEFOHkEQBEEQRUnORZ7GWs55p81j1wCYpf2tBPBT7TZ/BAYBb1X0MpcXABdX7V2evA4nJaSTV1YnbkN+wFOe3rbCQTGBDYfSF4rE2MYcrlk/C2BO4NSrwK4HgYXvAvpPZ9HJGxIXaJzaZzQvOXkhrfCKOzMnb7gb6D0JNC3N2tAIgiAIgiCA4gjXvAHA/VzwMoAaxtjEvO09EtFEnoWTBxR/Xp6ekyedvAwmufK55E4Q6aKLvHpx6/IC484DdvxGNC5feRfgLsuekxccEhc1nG7xf76qazpcWk5eBt8PL/8E+M214juIIAiCIAgii+RD5HEAGxhjOxhjd1k8PgnAKeX/Fm1ZFIyxuxhj2xlj2zs6OrI3OilsXN7o5fL/Ys/L00vIa4UnMhlvRMvnozwjIl2GOgFvdfTnqWGu+JxNvhBoOh9wl2bXyXOX5dnJU6trZvA6RvqFSJUhrgRBEARBEFkiHyLvEs75MoiwzE8xxi4zPW6V8MZjFnB+D+d8Oed8eUNDQ/ZGJ4WNwxSeOFqcvEA2nTzNBcmWy0KMPQbbRY88lcb54nbFx8StuyzL4ZrlisjLd3XNDL4f5Ge1ryU74yIIgiAIgtDIucjjnJ/RbtsBPApghWmVFgBTlP8nAziT63HpyJLrDnf0cl3kFbuTZ+oTlpGTpx2LYhe2RPEy1GHk40kW3QysuAuYf4P4312a3cIrnor8hmtGVdfMQKzqIu9U/PUIgiAIgiBSJKcijzFWzhirlPcBrAPwpmm1xwHcxgSrAPRxzltzOa4oZMsBp1nkyXDNIhc8gSHAXW6I0kx65ZGTR2TKUKeRjyepnwVc+22jgFG2wzWjnLw8VtfMtJemvCDTSyKPIAiCIIjskmsnbzyALYyx3QBeBfAk5/zvjLGPM8Y+rq3zFICjAA4D+AWAT+Z4TNHoTp5duGaRO3mykbucQIeyEa5Z5MJ2LPPIncCm/yn0KOyxcvLMuMuEOMpGwZGAufBKHnPyXJk6edp3C4VrEgRBEASRZXJaJ59zfhTAEovlP1PucwCfyuU44iKFzWh28jzlov8YkJmTFyEnr+hpeQ3w9RR6FNaEQ8BwF1DeGH89d6m4DfnSb/chkee/I5/VNUPiopA705w8bawk8giCIAiCyDLF0EKhsOiFV0wiT5+IFrvIGxSTXF2UZuLkacei2F9zoSmk0xn0GcV2ig1fNwAeG65pxl0mbrMRsinPf4dDCK9IPnLyAtFOHo+pE5UcMkqAcvIIgiAIgsgyJPLk1XSHM3r5qGmhMAR4KpWcpExy8jSBmK18qXORnfcD/zMZ6DxcmP0Hh4tX5JkbodshL6BkReQNGW6g05O/cE2H1kIBPP19nuvVNdMVvwRBEARBZAyJvIhd4ZVR0kLBP2By8rIRrpni5PvlnwFP/nP6+x0tHN0MPPFP4jgNthVmDMFhwE8iD4BwrSNBReS58xeu6dRaKADpvw75WfV1G1VyzyU2fwP4wweASLjQIyEIgiCIMQeJPNsWCqPIyfNWZKe6YLrhmoc3AvseS3+/o4GOA8AfbzMm9vLiQD4JBcR+i9XJG9REXkWSOXmZ5n4GNWHk1kSew51HJ09roQCk/x2huu59pzMfVzERDgE77tWOlTPh6gRBEARBZBcSebYtFEaJkxeTk1eAwivD3cLFCRdA+OSDoS7g9+8RFUyv/4FYVgiRJ9+XYnV9dCcvUU5elpw8eRzyHa4ZCUY7eaE0X0c4CFSMF/fPtby8Q08Dg2eBC24v9EgIgiAIYkxCIs+2hcIocvI8lUp1zUycPJmTl6KwHe4CwI1J/rnGk58FBs4C730QqJsulhVS5AWHizMEbqhDfI5KauKvpxdeydDJixF5eQrXDIeEoJROXrqFeEJ+oG6GuH+u5eXtuA+omADMenuhR0IQBEEQYxISebYtFIrMyRvpB76/CDj8jLGMc8XJk33y0hSlkQjAtb5lqToTsqT/4Nn09l3snHwZWHATMOVC42JAQUSe8r4UY8im7JHHWPz1su7kVYhbpydPOXlauGbGTl4AqJkGMMe5JfL6WkQI9/kfBJw57dJDEARBEIQNJPLsnDxnkTl5rbuBvpNAy3ZjWdAnhJm3IvM+eWrp+VQm3+Eg4O8X9wdyWIzk7J7CVOvz9Qjx2jBX/F9IkaeGaRZj8ZVkGqED2WuhoIs8bXv5rK7pdGfHyfOUAZVN55bIe/134ntp2a2FHglBEARBjFlI5MmwN3PhFYdDTBqLxck7u0fc9p8xlqlOhnQi0+2TF05T5A13G/dz5eR1HAB+9jbgxEu52X7cfR8Ut7rI045zwZ28IszLS1rkZanwSiHCNTkHeFicB9nIyXN6gerJ505OXiQM7PwtMGMtUNtc6NEQBEEQxJiFRJ4ermkRVuQqKR4nz1LkDYhbT4UIkXN68+/k+RSRN5AjkSfDQeVtPuk8IG4bZotbWSmwEDlxQUXYyfe+mMi7k6e5mXq4Zh6qa6rfF5k6eWG/GPO5JPKOPAf0twAX3FHokRAEQRDEmIZEnl0LBUAUX0n3Kn22kSJvoNVYZnYyXN7sOHmpvObhLuN+rkSenLjnI9/KTMcBIfZrpon/iyUnryjDNTsTV9YEsthCQXt+VHXNHJ8j6vdFJk4e5+ICkks6eadFXuxoZ8e9QFk9MOfaQo+EIAiCIMY0JPLsWigAxePkhQJAx35xX3Xy5ETfqxaeSLdnl+rkpeBMyHBNhyt3DcILKvL2A/WzDAevoDl5iigqtnBN/6AQXYl65AFGUaOst1DIp5OXYU5eJASAG+GakSAw1J61YabM0eeBrT/ObBvD3cCBvwFL328UgiIIgiAIoiCQyLMrvAJozlgR5OR1HhDjbJgnwiPlpNJcXTATJy/dcE3p5I2blUMnTxtbpBAi7yBQP8f4X54nhRCcqvNVbNU19R55SYRrMiZCNjPOydOOgVtx8nJ9jkhxn6mTJ8WoywNUTxH3C1l8ZdfvgZd+kNk2hjpFvuLEJVkZEkEQBEEQ6UMiz66FAlA8Tp4M1Zy9TtzKkE09Jy8LTobayDyVSavMyWucd+45ef5BUdFUFl0BFCevEDl5arhmkeXkDXWK22REHiBCNrPh5DnchmuUj3DNbOXkye8Vp0c4eUBh8/L8/elfIJLIC2KyxyhBEARBEAWDRJ5+Zb6Inbyze4Rr0HyZ+F8XeeY+YRkUXlHFYarVNd1lQO00IfJykVckJ5/5DpHsOiRuG1QnTxZeSWIsh58VPfayRVThlTyFa+64Fzi+JfF6upOXRE4eoDl5WRB58gIHkJ9wzWzl5MlxRom8Ajp5I/3pf3dIpHCV4bgEQRAEQRQMEnlq+JWZYnLyxs83JoMyL89vqi7o8mQerukuT13klY0DKiaIY6lW28wWhXLyOmRlTSsnLwmR9/fPA89/K3vjCfoAMPGXr3DNzd8AXvtl4vWGNSevLFmRV5qFcM1h49wHxGc4nzl5TjcAlpmT5/ICJdWAp7KwIs/fJ8aUSS9KcvIIgiAIomggkRe3hUIROHmcC5E3YRFQNVEskyIvYC68komTp4mWkqrUWyiU1gKV48X/ucjLkxP3fOfkdewXoq5uurFMhvUmEnmRCNBzInO3SiUwLJwrT3n+qmsGhqMrqNqRqovjLs38sxUYNBqhA3mqrqk4/4yl/zr07x2v2E715MI7eeCZueVhcvIIgiAIolggkRe3hUJJ4UVeXwsw0itEnrdKOG1quKbDJSa3QHYKr3irUm+hUFYnnDwgNw3R5YQ4707eQWDczOh8zWRz8gZaxaQ3U7dKJTgswhw95fnrkxccjm54b0e83FYrslJ4xSpcM185edrrdJWkJ+SlIJLbKXSvPH+/uM0kckF1JwmCIAiCKCgk8uK2UPAWPlxTFl2ZsFhc8a+aGO3kyUboQIYtFDRx6K1MvYVC2TjFyctB8ZVwgXLyOvZH5+MBAHMkN5ae4+I2mxcJgsPCOfJU5CcnLxzUSvt3Jl43kqLIS1ccqQSGosM1nZ785uQB6Tt5ZkFUSCePc83JQ2bHTx4HJ4k8giAIgig0JPLitlAoAiev7U0ADGicL/6vnBjt5KmT3ExEqXQoSqqEUEy2euRwF1CaayevADl5wRGg51h0+wRACGqHK3HoaM8xbTtZDNcMauGa3or8hGtKp224K3GuVjiOI25FNgqvBAvh5JkuCqXt5CmFVwAh8oa7onsh5ovAkGh9AJCTRxAEQRDnCCTywkGAOQ03TKUonLw3gLoZRt5d1SSl8MqAsRzIzMmQzpS3StwmI24jYWCkTzh5njLx3Jw4eQXok9d9BOCRWCcP0EReAZy8gHTyKvNTeEWKl0gwccuGSBxH3IqsFF4ZEmJRktfqmtpFobRz8mSfPE0Q1UwVt/2nMxtfOshQTSCzCptUXZMgCIIgigYSeZGQ/cS0GJw8WXRFUqU5eZFIbE5SNpw8b6W4Tcad8PUC4CInDwAqxsc6eVt/DPzt8+mNSR+bdPLyGK7ZsV/cqpU1JQ5XYqdTirx0Ki/aEfQpOXl5EHlqSOhwgpDNeBdLrMhWn7woJ09rhp5JhchEWOXkpRWuaeHkAYXJyxtRRF4mvfLIySMIgiCIooFEXiRkH2JW6BYKI/1CLKgir7JJjHm408jJkzi9GTRD155XUi1uk5mAy6qLZeO0sU2IdfJe/x3wxh/TG5N5bPl08joOiPy7cTNjH3M4Ezt53TJcM5uFVzTnKm/hmso5kKj4SiSYvIsHZLHwinr+a/vPZcimVU5eOkJeL7xiEnm9BRB5WXPyqIUCQRAEQRQLJPLCQev2CYBxlT6XzkA82vaK2wmLjWVqG4WYnDxP+qI0nXBN2ROvtFbcmp08/4BwxHzdIqwzXQpRXbPjAFDbDLgtQs8c7uTDNSPB5PMbExH0ibBYT0V+wzWBxG0UwnEulliRqZPHubWTB+T2YoCek6d9Z7hK0muGbna9Kk3tUfJJtp08KrxCEARBEAWHRF4kGMfJ0yYruc7zsUOvrLnQWFbZJG4HWi1y8jJx8pTCK0ByLovu5GnhmtLJk6K4dTcA7b4UPWmNrUBOnlWoJpA4J88/IJzWUu24ZKv4ih6umafqmkFlH4kqbEbiXCyxwl0m3td0Q3BDflEsxErk5fLzGuPklaTp5MmwT23MTrdwxIfaMx9jqviVCzCZVtd0uFI7DwiCIAiCyAkk8sIJcvKAwuXlnd2ttSeYaCyr0kRe/2mLnLxMnDxzTl4Sr1mG8MlwzYrxwtWQ4V+ndxrryvDFdJAhZPnKyQuHgK7DQP1s68cTiTwpaGVF1GydP4Eh4YB5NScvEsnOdu1IycmLc7HECnepuE3HBQMMkWuurinHkiticvJK03sN5nBNQHPCCyDyVJc9k3DNcICKrhAEQRBEkUAiLxIUOVZWSCevUHl5rbuBiUuii1lUNIoCF/2tWk6eOsn1iklaOuGlMYVXUnDyShUnDzDy8s7sBMrqxf2MnDwZrpkHR3WkX+QQRoJxnDxn/BBMXeTNE7e5cPKAaKctF0QVXklC5KWUk6eJvHSPjQxXVc9/KTJz6uSFoveVrpNnVaSkohEYzEF12kRkLVxzJFq0EgRBEARRMEjkJSq8AhTGyQv5gfa3hMhTcTjFFf++FjEuT6XxmEuGq6XhZOgiL8WcPKfXmGhXaA3RZV7e6R1A89uECOzJxMnLQ7jm/ieBX18DfGs68NgnAW81MGWF9boOV/xjLF3LRk0kZkPkRSLCMZLVNYHch2zq42aJq2tGgta9Ju2QrQ/SLb5i6eTlIVxTd/JkTl66Tp6puiagOXkFEHnZLLxCTl5KMMZ+zRhrZ4y9afP4GsZYH2Nsl/b3n/keI0EQBDE6yanIY4xNYYxtYoy9xRjbyxj7B4t1CvsjFs+BKKST175PCNCJS2Mfq5oIdB0S981OHpDeRC2STk5et8jHk06j6uQNdQK9J4FJFwB107Pk5OUwXHPzN0RvvIs/A9z+BPAvh4Fx51mvm0y4ZkmN0SA+3ZBEFbkNT5nhtua6wqYUeZUTE1fXzLeTJ8/PglfXzLaT157/Qk9RTl6GffKosmaq3Avg6gTrvMg5X6r9fSUPYyIIgiDOAXKdIR8C8DnO+U7GWCWAHYyxjZzzfab1XuScX5fjsVhTrE5e625xa3byADHpPvaiuK8WXtFFaQBIda6lO3myhUKSOXkyVBOIdvJkPt6kZeK1tLyW4oDUseXYyeNcCLPFtwBX/lfi9ZMReWplzmz0ygtookYN1wyYGpQ/dBvQMA9Y+4XM9wcY4aDVkxOHa8YrYGRFxk7eYPR2AMXJy3NOXtgvnFZHCtfMzIVXAC2ndUQ4a7KVST7w94t2ITySYeEVPzl5KcI5f4Ex1lzocRAEQRDnHjl18jjnrZzzndr9AQBvAZiUy32mTKIWCkBhnLwzu4Tgqm2OfayqyaiIF+VkyEluOk6ebKGguUTJuE++bqOyJiAmpq4SYOCsyMdjDuFE1jaL8NJ0J996M/QcTd59PWKia3WsrUiYk3dMuJdSgGTDyQuqIk9zb81O3vGXgNZdme9L36c27upJiatrxitgZIXu5KUpgAsVrqnn5GnfGe40LwSF/SK3Vs0H1i+S5Ln4yki/UTyJnLxi5CLG2G7G2N8YYwsKPRiCIAhidJC3nDztauX5AF6xeLhwP2LJtFAolJM3cXF00RWJrLAJmPrkZRBeGg6ISWcqYXTDXdEijzEjr+j0DqB+jnAa66aLcvd9aTZ6luIuUW+6dJH5gnXTk1vfGadPXiQswlRrm42LBNlw8nSRV2q4t2pOXiQs3o9shnAGh4WoLG9IzslLtRk6kEHhFSny8hyuaeXkAal/R1gJIl3k5Tkvz98v3mMg8xYKJPKyzU4A0zjnSwD8L4C/WK3EGLuLMbadMba9o6Mjn+MjCIIgipS8iDzGWAWARwD8I+e83/RwYX/EirGFQjgoGqE3LbV+vFIVeVlyMsJB8fxUHJbhbsMB0Mc2QTh5p3eKUE3AcMjSbaOQaydP5gsm7eTFCdfsaxGP1U5XjmWaIYkqeg5auVFsR22IPtwFgMeGcGZCYFi8hrJxwEhv/OOfbguFrBZeyUd1TVNOnhQ1qYrVcCC2EmWhRN5IH1CuVcElJ6+o4Jz3c84HtftPAXAzxuot1ruHc76cc768oaEh7+MkCIIgio+cizzGmBtC4D3AOf+z+fGC/4hFQolbKGTDiUmFjv0inMuq6AogCq9ILHPy0gzXdLrFn8OVePIdiYhwTTUnDxAT1dbdohqjLvI0hyzd4iu5zsmT46qZltz68USeKhizeZEgoDh5erimIuhkiF82K24GfYC73BDyvh77dSPphmum4eSFAsChDSIc2KtUl81LdU3tfZev1Z2mkxcOWDh5jeK2EOGaupNn8d2x9cfA729JvB2qrpl1GGMTGBPhHIyxFRC/2QlsdYIgCILIceEV7cfpVwDe4px/z2adCQDaOOe8ID9ikSDgKLd+rFBOXryiK4DJyVPD1WR1zTSdPIdaFj7Ba/b3iUINZSaRVznBKMnepIm8yolibOm2Uch1dc3uY0B5Y7RgjofDae9qWYm8bLRQkNtwl1uHaw5p7nZWwzWHDCcPEG6hFCJmwsFoVy0R6Tp5gWFRYObwRuCqr0S/Z1J45SqsF9AuNDDjwlCi97jjAHBiK7D8Q9HLQxZOXmmtcAgHzqY/vuCIOKbmz2U8/H1KTp7Fd0frbqBle+LtWAlXIi6MsQcBrAFQzxhrAfBfANwAwDn/GYCbAXyCMRYC4APwXs7zXX6VIAiCGI3kurrmJQBuBbCHMbZLW/ZFAFOBIvkRK8YWCq27hXirsynhrzp5UTl52qQx3Zw81Z1IJExkSX1zuKYMOXN6gPELxX2HA6idln64pnw9uXTykg3VBDSn0+b49BwTj1dPNsIps3GRQM3J06trKoJOirxANkWeL1rkxSu+knJOXhpOnq9HOEotrwHX/xC44I7ox/PVJ099nYmcvF0PAFv/V4xVza8N+2NFnp7TmoGTt+V7wJ4/AZ95Pbn1OReOcEm1uBBj5eSFfMm9T6ER40ITkRSc8/clePzHAH6cp+EQBEEQ5xA5FXmc8y0ALCqHRK1T2B+xSMi+iXMhnbwJi+xLsnvKReVNf59NTl664Zra890lyYs8c7im7JU3YZEhOgERstlzIvVxAYqTlyuRdwKYuir59ROFa9ZMFU6PK4OQRDOqyHM4ReESy3DNwdTL+dvu0yfOL9XJsyMcpxWJFem0UPjDB0Su582/ARbcGPt4vqprqq8zkZMX8hutCVSXyy5/raIxs5y8/tOi8A/n1kWbzAQGxfi8VWI8Vk5eyC+EXqJtUgsFgiAIgiga8lZds2gpNicvEgbO7rHPx5PICptWzdCtJmqJiAnXTCBMfHZOnibyJl0Qvby2Wbhc6Zi0uczJCwWA/pbkK2sCiUWezEF0ukXeWDZFnny/PeXW4ZrqupkS0MI1ZVGOeCIvEqcViRVOT+rH5vQO4MKPWgs8wDh/c11dU32diZw8+d1hfk9koSMzmTp5wRFxbiZ7DshG6CVVYjxWAjk0ognVBMeVqmsSBEEQRNFAIi9uCwXp5GVhkp4snYfEBM0uH09SNVG4IWrRGFcmTl4wxXBNbcJfVhu9vGaquJ2yMnp53XThGiQqxW+FXl0zB7lWfafEBDbVcE27Pnndx4xtMZZcfmMyqIVXABGyaRWuCWQvZFOGa0q3Nq6TF0jNyWNMnL/JijzOhWCKlzeZqZMXGAY6D8dfx/x9kcjtl2Mxv06rcE0gcydPjmPEXMTYBpk/K508q+8OWXgq0fdgKEBOHkEQBEEUCSTywvHCNb0AWH6rayYquiKpnQ6UmYqQ6oVX0nAy1BL4meTkNcwGPrIRWHCTabzN4jadvDy9T14OHBpZDCZlkWchOH09otWAuq1kjmUy6IVXtDBHb0V0kRXV/clW8ZXgsCj04vIIEZAoXDOVnDxAOzZJOk6REAAeP+crU5G3/dfAzy6JX6HULifP7jtCd/JM50DIpkhJxXhRmdbuIkIi5H5G+pJbX64nnTzLcM2R6G3bERqJDtEmCIIgCKJgkMiLhOzDzHS3IUvhb8nQulu4P/Wz46+39t+BDz4cvSyjwismJy+R+zTcJcSOtyr2sSkrYttS6G0U0hF5OeyTp1fDzEK4psw5VEM/kzmWyRAcEgJHHldLJ0/Ll8pWr7zgsCFiysYlDte0u1hiRyoCWB7DeOGAep+8NB3fwbNiP2377Nexy8mzc7nCduGacZw8Holf5CYe8jj5k3TypOPnrbZ38uyEqkokLM4BcvIIgiAIoiggkRcvXBPInhOTLK27gAkLE+c3lY8DGuZEL9OdvAzDNV1JvGZftyj5nkxxB0BU1wRS75XHuZKTl4Nwze5jYmIqq4Img8NlLSSkmybzEgGx7Ww5eZ4y438rkVc9WdzPVq88WXgFECIvnvCIl9tqRyoXUKTDFFfkZejkSQf07Bv269jl5Nk6eXbhmnGcPCD9kE15PJN18vxqTp7bxsnTxh7vYoUUgpSTRxAEQRBFAYm8RGFmqeQNZUrQB7S+kThU0w69UEy6hVdSDNc0h2rGw10q+uWlGq4ZCQPQirXkompiz3HRBD2VapQOp7XglOOLCufLksgLDBuhmkB0uCbnQuRJBzEb4ZqcG4VXgCSdvHTCNVN08qzcL0nGIk9zQM/usV/HNicvkZNnEa5p9b2ji7w0i69IsZlyuGa8Fgo2bqSKfB45eQRBEARRFJDISxRmlkreUCacfAX42dtEqN3Mq9LbRiYtFFSHItkWCub2CYmonZ66kycn7A53jsI1T6RWWROwD9eUOYPq5D2ZSqXJEDSJPE+54eSN9InjJENOs1F4JeQHwA2RV15v5GFakVZOXgoXUJIREXq4ZprniTxu8USe+XWm7eT5rfMLZbP5dJ08ea6l6uTFbaEgc/KScPLiiXCCIAiCIPIGibxEYWa5DtcM+oCn/x349dvFBOu2x4A5V6e3rUycPNWhSLaFQlmqIq859Zw8KfI8ZQB4+gUprOA89UbogL3IkyGcDpMIyEbhHjU/DgA8lUZYpqysWTdD3PqzkJOn9+WT4Zp1oiCIXQuMVJuhA1q+YrJOngzXjCMiGNNCaTMM12zba3+emS8KOZzi/U41Jy8UsH4tGYdrppGT53CJ98Lpie/kxXuv9JxJcvIIgiAIohgY2yKP8yRy8nJceOXZrwDbfgws/xDwya3AjDXpb8vhAsAycPJkM/QkWyikKvLqpgMDramJZunKeCqi/88Gw13COU1V5Dnd1iLAyslLRcjEIzgc3RPRq+XkyVBNwHAks5GTpzZfB0S4ZmjE/rMQzle4ZoKcL7teb8kgC9aEfEDXEet1rC4KxRPy8XLyrF6Lp0y4aumGa6bj5HmrtHYf3tiiTZwnV12TcvIIgiAIoqgY4yIvIm4ThmvmyMnjHNj7F2DudcB13we8lZltz26ilgxqlVFZEdLOteE8/XBNwKhCmQxSsMpQxWy2UUinsiYQJyfPKlwzmzl5qpNXLs7f4LAhCKRYzUa4prllg2zXYZWXJ/Mmc1l4RQq3RE6R051+gR7/AFCvFTOyK75irq4px5Rydc2AfWhjJr3y9Jy8ZJ28PlF0BbAWyOp3SdxwTXLyCIIgCKKYGNsiT5+UF0jkte4CBs4Ac9+RvW06vek5GebCK4B9NT3/gBBbqRReAQwRkkpenh6uWW6MM1voIq85teclysnLSbimz5STpzmbgSHDyauYINbJZrimrOgp32urCpvyPUm1hUIqAlgXEQlyvjJx8vyDwOTl4v2zy8szV9cEtBzWVPvk+e1fS8X49Jy8SMQQlUkXXuk32qBYXSBSvwPihmsmKcIJgiAIgsgLY1vkWU3KzXjKcxeuuf8pgDmAWW/P3jZdnjT75CnV/lyymITNpM4nG6Gn6ORVNYnbgTMpjEuGa2oiL5ttFGSlT9neIVkS5eSZnbxcFF6Rrq9/wOiRVzYutrVCugQswjUB6+IrVmGqyZBK4ZVkRURG4ZqDoi1I41x7kWcV3h0vhzVsEa7JuX3hFUBz8s6mNnYgWpAlm5Pn7xeVNQHrC0TqNpNy8qjwCkEQBEEUA2Nb5FmF15nJpZN34G/AlFWi5122SNfJiyhVA93aRNrudcuJfqrhmhWNABgwkEIomnwtUuBk28mrnBgdBpkMDhfAw7HhrBELR8tdlqPCK5roDQwK16dsnHCY1NYKme4PMAqvlMtwzXhOXjo5ecmGayZZvdHhSu8ciYTFWLyVwITFQNubNuOwyMlzeRM7eaoIlBcIsu3kqYIsLSfP4gJRlMiL817pOXnk5BEEQRBEMTC2RZ6cbMXNyctRn7yeE0DbHmDutdndbtpOnhquqQkqWyevR9ym6uQ53UKMDLSmMC61uiZSy8kLBYAXvmM/AU+nsiYgcvKAWDfP6qKBO1tOni+68Io5XLO8QVtenqPCK9p7bZmTJx3MFMM13WXiucmIMt0pylHhFRni6qkAJiwSOXFWFyMiodjvi3jFdaycvETtBioahcMWSDGCQBVhyebkxTh5pvdC/S6J2ww9yfeHIAiCIIi8MLZFXtJOXhYmzWYO/l3czsmyyLNraJwItQR+ogbPUuSV1qa+n8oJqRWVkO+RdJTCKYRrtrwGPPdV4PgW68fTFnnaJN8s8iIWLRRcpckLGTvMjckBJVxzUIi8CinyKlMP13zu68C+x6OXmQuveKsB5rQWeWovw1TQe8wlIWb0cM1kRF4ax1oeM2+lEHmAuAhjxtLJSyYnT3mN8njZhmtqbRSGUnTz5Bic3tScvBLFyTN/d6jiNN7FLmqGThAEQRBFxdgWeUk5eVmYpFux/0mgfjYw7rzsbtflSa9PnqWTZzNxTTdcExAibyCFfKNMnDw5sbYSESE/0H869cqagL3I08MWncayRKGvyRAOivBQy8IrAyK0r1xrou2tSK3wypldwAvfAvb8KXq5ufCKwyFc2HiFV9Lpkwckd2z0cM1EIs+d3mdVhrh6K4DxC8R9q7w8q5w8OycvEjHOVysnL164JpB6yKYcQ8X45HLyIhGjhQIgjm3IHx2GHFVdM4kWCtQMnSAIgiCKAhJ5QNSkjXOOgRFlkqgLniwWX/H1Aideyr6LB1g6ef0jSUx6VYdCFyY2r1l38mpSH19Fqk5ebE5eIBSBL5BEU3Q5fqsws96TAHiaTp52nGKcPE0AMGYs013R+Hl5cd8j6SRHiTzN2ZROnh6umWLhlS3fE7fyPZWYC68AQuTFC9dUPkdD/hDCEZsWHJJUPlvJ9mFLN1xTHjNPpXCoq6dGiTzOuXiPwqHknTx1HKpASujkaYI91TYKcgyV48XrSeB69/f3AODRTh549HmddHVNaqFAEARBEMXE2BZ5phYKwXAEd96/HZd84zm09WuTllTchiTgnOOPf9+ELcG5CM+6JivbjMLljXLyntrTivO/shG/3nIs/vOiwjUTtFDwdYur/9r6e1r68IdXT6JnKInJdaVWVMKqmbgVpuqaPUN+vONHL+Kmn7yEYDgS/7nyPbMSETIvUFb8VBgJhvHrLcfw5uk+cKtegXpOnuk1WDbKTpDfCOB7Gw/i/K9sxNbDFi6Z+lyPIvK8mpM31CEm9BXxc/I2HWjHX3efwUhQGXPnISNM09dr2qcUeco+y8ZZV9c0fY4OnB3AJd98Dv/0x13Wr0eSymfLJPLa+kfwm5eO4WSX6b1N28nTnC95XCcs0kVeKBzBx3+3A5f8z3NoDZbZ5ORZiTzVBbMK1zRcL845/rT9FF442IFwWZoiT3Xy1NdkwYa9Z7HsWy/j56Hrop08wD4PL251zVgR/vc3z+K3244nFvsEQRAEQWSdFCslnGMoLRQiEY5/ffgNPPNWO5wOhu88fQDffveSrDt5rxzrxr+94gHwRUz4/SBuPH8/3r9iKqaOK0v43KRweoBgLwDgpcOd+Mc/7AIAfH/jQdywtAnjKizcg0hYNNY298mL5+Rp+Xicc/zjH1/HkY4h/Mdjb+LyuY24+YIpuHJeI5jqaEkqJojQw+Euw7GIh+LkDXEv7ni8G0c7wwhHOB54+QTuuCROuKUermkxObUSThoPvHISX31iHwBg9vgKvHPZZNyyfApqy7VJebycvJhQvvhO3m9eOoYfPXsITgfDV57Yhyc/cymcDtNxC1gILhmuKXv96eGalTHVNXuGAvj4b3fAH4qg0uvCtYsm4pYVU7Bs5w/EpHz6aqBtb/Q+gz6Rg6eG35WPA9rfin0RyufoVPcwbv3VKxgYCeHx3WfwwVXTsGK6TVhvEgJYJxQdrvnNv+/Hn3eexn//dR9WNNfhncsm4aZlk+B1ulMvWAIo4ZparuOERcCBp8D9g/jiX4/g6b1tcDoYvjV0Lb7vNDmldv3+QjZOnkW45s6TPfiXh0UD9vGVXtwYfD/e19aL5lRegzzPVZFnURzp5aNduPvB18E58KPQTbiJO9EIGO+16kCmWV2Tc44fPHMQjDF8cFWKLUoIgiAIgsgYcvIAcIcLX3vyLTz6+mn887rZ+MjbpuPhnS1483Rf1p28+7ceQzUbwg9nvY4FTdX4xYtHcdNPXop2WDJBc/J2n+rFXfdvx/T6cjz0sYswHAzj+88ctH6OuSm8Hq4ZJydPE3kvHe7CkY4h/MMVs3D7Rc3YcaIXd96/HY/vtumFV6lNQJPNy9PG5neW4+PBf8KbHSH89APLcMnMcfjBs4fQOxzHPZTvmVWYmZVTBSAS4fjttuNYMqUGX79pISpL3PjG3/bjY7/bYawkRZ7ZMQoHYitMuuwF819eFyJl3fzx+P4tS7H/7AAe2n4qubE63ULwyF5/5nBNxYF8aPsp+EMRfPNdi/D2hRPwxBtncPNPt+LArheBZbcB9bNiwzVlXz5VqNuFa2phgR0BF2791SvwhyJ45BMXY2J1Cb76xD5E7JycVAqvhP0AGOB0o2vQjyd2t+KGpU34l7fPQeeQH5//8x5842/7sxCuqTh54PjGY6/hoe0t+MwVs/Dx1TPwaGAFdg2aCg65S60r2oZt8tks8gvv23oClV4XfvjepVg0uQa/Cl+DG18+L7mwZIk8zysniFuL4itvnu7DR+/bjql1ZXj4pioE4MZ339DeByk6o5w87X5JdYLqmtFO3qvHurH/7ADuuHia9cUegiAIgiByytgWeZoT85M3Hfj1S8fwoUua8am1M3H35TNRW+bBV57YB56oMXgKnOn14em9bXiv4zncsLABv7rjQvzy9uXoGgpg84GOjLcPAHB6cGSkAnf85lXUlntw/0dW4IJptbh11TT8/pWTOHDWoiiH3sxam+Qlci99PbpDcO/W4xhX7sEn156HL103Hy9/4XJMqSvFwztarJ9bOVHcJivyQn5EOMNnd47Di5HF+MZlHqxbMAFfesd89PuC+OGzh+yfqzt5ViJPVo+M7pH3/KEOHO8axocvacYHVk7DI5+4GP/y9jl49Vi3ERoYr/CKnZNnEsybD7Tjn/+0G6tm1OFH7zsf1y+eiBXNdfjO0wdi8/PM7Qwk3gqgRxN5MlzTWwGA6yGb4QjHb18+gZXT63DLhVPxnXcvwaZ/WQPGOR4NXQJc/Gkh2INDpiIbw7EuZ9k48d6bw1QjQQzwUtyxIYK2fj9+fceFWDqlBv969RzsOd2HP79+Gpak6uS5vABj+MNrpxAIR/Dpy2fiU2tn4tnPrsa1iybgsV1nEHR4rRvVJ8LCybsn9A78fOcwbl01Df905Sx8Ys1MNLBefOXIzOgwXruG93ZFS/RKoeLz1t4/gqf2tOLdy6fghqWT8Mvbl+PexofQG/Lg2f0phGyanTxTG4XjnUO44zevorrUjd9+ZAXOrxnG7c6n8dDBsLigJUWnlTgtqUncDN3h0kOZ79t2HNWlbqxfMin58RMEQRAEkTXGtsgLB9HOa/Cd7WFct3gi/uMd88EYQ1WJG5+9ajZePdaNp1u0SXsWwjUfeOUEIhz4oHOjHtZ06cx61Fd48Phum4lwqri8+FbvWnAAv/vISoyvEvv5hytmobLEja89uS82z8zczDpRsRCfcPJOdQ/j2f1teN+KqfC6xOTO5XRg/ZImvHS4Ex0DFu6GXjkwWScvgBcji/DkSTf+1fUg3n2eGPu8iVW45cKp+O22EzjSYVNoRM/JiyPyXNHC6b6tx9FQ6cU1Cyfqy25YKvL2/vqG5k7qIs8sdqyKcsj8RmMMnHN86S9vYmZjBX5x23KUuJ1gjOE/rpuP7uEA/m/TYdNYZaXL8ujlngpRIRQwwjX1JulC5D37Vhtaeny44+Jm/WmNjkFc6tyDvzouR6RqitEKQ3XzAsOxorKsXoT1mvP3wkH8Nnwl9nZx/OSDy3DBNLG9G5ZMwpIpNfj20/sxHLAQXqnm5Dm9CIUj+N3LJ/C2mfWY2SgEGWMMN50/Gd1DAWwZmpxmnzxNEGlOXpdrPL4Zei+ubujGl9cvAGMMFV4X/sX9MHb2V+Kvbyi9HvUKvGbRL8WcKZzTlJP3wCsnEYpw3HaREdZ4Ub0P450DeGyXjSNuhTknz+TkfXvDAfhDEdz/kRWYWF0KjPTj065HUVPqEN8Lek6eGq6pfYZLaxMUXvHr3xv6xawLp6DU47R/DkEQBEEQOWNsi7xICBvDy8ABfPryWXAouVDvvXAKZo+vwP972Q8/d2Xs5I0Ew3jw1VO4YmYFpjg69QmRy+nAdYub8Mxb7dFVPdPEhxI875+N9Uua0FxviILacg/+4YpZePFQJzYdMJVmNzezTqYZemkdfvfyCTgYwwdWTY16+IalkxDhwJNvWExQ5QTUqtG0FeEgno4sR5kL+LDz71EtFD571WyUuJ34n6cs8sTU8Sfp5B3rHMLmAx14/4qp8LiMj8bk2jJc2FyLv7x+WgjkeM3QrYpyAFEuyL7WfrT0+PChS5pRWWKIwkWTq/HO8yfjN1uORxcUsXEd9dBCQAnX1JwoLfzw/m0nMLG6BFfNH2+se/gZ3OB4EacDZdhxssda5MlwTRXpcgVMbnAkiKfDF2JJoxNr5xh5lg4Hw39eNw9t/X787PmjiCHVFgouLzbsa0Nr30iUIAKA1bMbUF3qxuM9zemHazrcerjhswc6EIYTd08+ZuRIco53sU2YX+nDN/+23wixlsVGzBdF9FDHGts+eYFQBL9/9STWzGmI+rw6Kxtxvfd1bD7Qjr7hJL8X5HGUIdFK4RV/KIzN+9tx3eImnNegnTf+PlSzYXz2ssl4+Wg3NpyROXkWhVdKaxO0UBjRj4O4mMUpF48gCIIgCsgYF3lBbIwsx7QqB2aPr4h6yOV04D+um4+T/WE8FF6TsZP35But6B4K4I7F2n6UogvrlzYhEIrg6b0pVtOzYMvABIzAg3XzJ8Q8dutF0zCjoRzf+vuB6AfMzaydboA5rCd1kTDg64XPU4c/vHYKb18wXrgCCrPHV2LuhEo8ZpWX5y4Rk94knbxIKIBnwhdgzVQ3SlgwKg+uodKLuy+fiWfeaseOEz2xT9ZbKCQn8u7fdhwuB8MHVk6NWX390kk41D6I/WcHDLfOqoVCTHXNWCdv4742MAZcMW88zPzr1XPgdDD84Fklf9Kq8ApgVIL0VhlhoXKZfwCH2wew5XAnPrhqGlxO5aM+3IWrHDtQ4nLgsV2nbUSeL3Z/LgunB0DbQBC7+Uysm2ESoQAumFaH65c04efPH4nNn0yphUIAcHlx79bjmFxbGnPsPC4Hrl00AU/3TIQvjWhN+AfFsdPyxzbua0OTowcLvMpnMhKCk3H8x7w2nO714YFXTorldtVo5eeqtMa28Mrf3mxFx4AftytOKwCgaiJuiDyDYJjjb2+2IimC9k7e1iNdGAqEsW6Bcty0x9930QzMaqzAt153ilTOkEXhFfNrMBMWTqt+MWvueEypy1IxKYIgCIIgUmZMi7wBXxBbIwtw1YwSy+IAl85qwMxxXjwduTAjJ49zjvu2Hcd5DeW4ZJK2H6Wf1PlTajClrtS+WEkKbOiZgEoMY+WM2Kp6bqcDt66ahv1nB3CiSymzb25mzZiYuFqFa470AeB4rGsy+nxB3H5Rs+U4blg6Ca+f7I0tcQ+k1BB9d5cD7ajFVbM0F8kkrD64ahrcToYNey22F9fJGxaiVnvNQ/4QHt7egmsXTURjVWyvr3csmgiXg4n3yDYnLxTbDFq+z8oYNuxtw/Jptai3qHQ6vqoE71g8Ec++1Y6QbBFhUyRGd/Kki6cuCwzivq0n4HE68N4Lp0Q/z9eDCkcAV84bj6f2nEXQU6Mv1wlahGs6LZweABuPi+Nw1UxTOKnGhy5phj8UwfMHTXmnKYVrjuCtyBS8eqwbt66aFluBFMD6JZMwHHHhWd+sxNszExjUXVBfIIwXD3VgXekBsGDs5+SixgDmTawyzrlknTwZJq0UXrlv63E0jyvD6lkN0c8dNwsL+WHMqHUnH7Ip9y/PByUnb8PeNpR7nLj4vHHG+iP9gMMNl7cMt13cjCN9wBHeFOvkMadwcRMVXnF5jYtZZtFKEARBEEReGdMi7/mWEAJwY93MCtt11s6qwSuReRjypS/ydp3qxRstfbj94mYwPU/HmOAzxuLnsSVJKBzBM111uNy5C26n9Vsrw+miCr3o4ZqKQHGXWjssvh5wDtx3vAZzJ1Talse/fonIafurXchmkj3ANp4tgxNhXD5bm5yaKlpWeF24sLkuNgQViN9CITQSJWL+/PppDPhDuP1i6xCzunIP3jarHo/vOoMIs+mTF4kXrinOn1Pdw9jX2h8dPmli7ZxG9PmC2HWqN/p1xIRraqLKQuT1Dw7ikZ0tuG7JxNi2Gb4eoKQGN5w/SeSxtXuM5RKrcE15fpicvI0nI2hmZzGrPtbJA4Alk2tQV+6JLS6UUrhmAPcPXwKvy4H3LJ9iucqK6XUY7/HjsZHzE2/PjH9Ad0FfONSBkWAEV1Uej27HoLSKWDunAdtP9IgiORYhuWLMMp+tBgA3RJ92Du/pCGPnyV7celFzVKg4AKBhNhgD1k8N4OVjXTjbF0dgSYI+cVHB6RbngebURSIcz7zVhjVzGvXcWfGa+0UjdMawdo44hzZHlsZW13SViIs+cVsojIA7S4yLWTPH2a9LEARBEETOGdMib+MJjjr044LJ1g4EAKydOx5BuLDFrFU4B574LHBmV8L9PLS9BeUeJ965bLJxNdwZPfG+YekkhCMcT+1JMjTLgh0netATdGOd4zUgYt0ovLm+HDPqy/HcfkUU6YVXFIHiLrUWR8Pd2Mun4a1eJ269yL48ekwem0rlxKRz8ja0VWClYz+qy7WJdCQ2P+nyuY042DaIlh7TJFSO366FgiKaHt5+CvMnVmHZ1NrYdTVuWNqE070+7Oxg1mOxbIYeHcq3cZ943VdZhNNKLp1dD6eDGe+RXeEVmSNXoYg8Taj8/bAPw4EwbrNyWn29QGmtkcd2QNu+OVzTXF1ThhgrOW8DI0FsPctwlWM7mMvkYmo4HQyrZzdg84H26MbYTrc451TxsOM+oHV3zDZGAkE8NrwA65c0Gf0KLfZz/fgubA4tTD6PTeIf0I/nhr1tqCpxYUVVT3RjeVlYxenG5XMbEY5wvHiwM46Tpx2nkhrtf9nSQ4ioh/cNoMTtwLuXT44dzzjhRq6vOSa+aqwulpgJjRjOsbcK8AuRt6ulFx0D/tgLCyP9eiP0ybVlmF3nwnORpdEXUoI+EQrsLknYDP0gn4Q3Wvpw6ypqm0AQBEEQhWbMirxgOILnTjtwhXMnnDaTUwBYPmMCKjCMza2mdXw9wPZfAYc2xt0P5xzPH2jHpbMaUOF1KeXTo0MC9Ty2XelX2dy4rw0eRwSrHbvjFp9YM6cR2452GT249EIQikBxl1qLI1+PuNoP4O0L7IUKYMpjU6kcL3LyzOLPxNGOQRweKsU61y5jbObedNrrAYBNZqcoUeEVTYB1Dvqxu6UP1yycEHdyetX8CShxO/DYEW3cyTRDd0W7PBv3tWH2+ApMr7e/sFBV4sbyabXG6wkMixxJcyioHq7ZGLNs0ymOidUlWDK5OnYHWjN7PY9tfxd8rEz0P5QErJy82BL7mw90IBhhWOfcEetiKqyZ04Ce4SB2t/RGP+AuM94fXw/wxD8CO++Pef5rA3UY5h5csyj+OXfDxF4E4Uo+j00SGAQ8FQiFI3hufxuumDcebk+JaC0hiRgXQ5ZOqUF1qVs4yLY5eaqTB+N1hgPgHNh0ZBBvm1mPqhLTOQMIh62yCTNG9mLx5OrkQjbVPMqSat3J27C3DS4HiyqKA8Bw8jTWTi/Fa5G5GPDZOHlhv+3FI4T82DQyGwBwtVKZliAIgiCIwjBmRd4rR7sxEGS4yrHDqJZogcfjxqXOvdjUURHtSMnKdQmKRhxqH8SZvhGs1sKh9ImgKzYf64alk7DTLo8tAZxzbNjXhovrR1DBRuKKvLVzGxAIRbDtaKdYIMWKKlDMZd8lvm5sDi/FovElljllKjKPLWaCWjFBjM/cgNuE7np59xpjs+iBdl5DOabWlWHzflPIZtw+ecP65PwFLVdMf49sqPC6cOW88XjyaAhB7rSurmluhu50CfET8qFnKIBXj3cLR+W5rwHb/s92X2vnNuKt1n4Rphf0Ae7y6MbkgHW4prcCQe7EljY3Vs9usBatvh5deKxfMgnDgTCecb4trXDNjfvaMM4bwTJ2MNbFVFg9uwEOhtj3SA0LPrFVtGiweL82D0yCh4Wxakb8MMCFNSHMYGdSaz0A6IVXtp/oQc9wULxHnvLocE0ld9XldOCy2Q3YfKADEf242Dl5mtAOGk7eMT4BJ3v9WD07zjlXPwvoPIj1S5qw53SffasQfX8jRgGekio9J2/jvrNYNWMcqstM789IvzE2AGvPq0IQLrx0WrmQIqtmWhQQit63H5t90zF3QiUmVMfmtBIEQRAEkV9yLvIYY1czxg4wxg4zxj5v8ThjjP1Ie/wNxtiyXI8JADbsO4sSJ8eljj1xJ6cAsNazH2f9HrzVqjhSfu1+ApG3WcsVW6OLPFlZL1YgyTy2p1J1IQAcaBvAye5hrGuSeT/2Im/F9DqUeZxGOKC58AqgTb5jJ3R9fb3YyWdhzezEOTcyj+3JPWeiBbIs8Z6g+MqGfW1YUN6PSe5BQzxZOHlMyyl66UinUdYeSODkGTl5mw90oL7Cg4VNFq6XifVLmtA9wvFyZJ51dU2zkwdo+Uw+PLdfhCuumz8BePPPwO4/2O7n8rnSnWwXbpI5Hw8wKmmq4ZrucuzkszAQchjnnBmf0TZh5fQ6jK/y4snwisSFV0zhmoFQBJv2t+OKiSNwMm792jVqyjxYNrUWz5lzJ9Xz7NiLxr5NbB6ahpXlZ1HmsXcLAYC5XLjesQ0vH+tKLb/VPwB4KrFhbxs8LiHghMizcvLE67x8bgM6B/14s1f20rRx8mS4pnxd4YDuhq8xu2sqDXOAjoO4fvFEMAY89UaC74Wgz3AVNSfvcPsgjnQMWeeA+o1wTQC4YGo1KjGETS3KhYHQiNimXd6hxkAggu3DExNeKCEIgiAIIj/kVOQxxpwA/g/ANQDmA3gfY2y+abVrAMzS/u4C8NNcjgkQrtfGfW24bLwfpSwQd3IKAGtKRY+vqOIeSYu8DswZX2m0GQjbi7zJtWWYN7EqOl8uSTbuFWX5r5yiiZyQ/QTX63Likpn12LS/Q4ivSPIib0tLCBE4sGa+RR6RBVfOG49T3T4c6VAmyxVayF2cNgodA37sPNmDdbVtwkHSnTzrXKu1cxsxEozg5aNdxsJELRTcZSKv6lAHLpvVEFv8woJLZzXA6wSei5wfW3jFKicP0PKZfNi4rw0TqkqwaFK1aCjfecg2/G1WYwUm1ZRi0/526/w4wOiJp4ZrOl14nl8AF4vg4pn11i9CEXkOB8Plc8dji/88BIa1kvuRiOYKxQ/XfPloFwb8Iawbr723iS6WzG3Em6f70d6vCAV3mfE+HZciL1pInOoexpHgOKyuTiKP0+nBVc4d4Byx1TzjERgE91Ri41tn8baZ9SK02lMeHa6p5OQBwGWzGsAYsOmU9h7aVde0CNd8PrIYM+rL47cZqJ8NBAYwnvVi8aRq6+JCUftTnDxvFeDvV3JALUTeSF+Uk+f2lOAyxx5sOuM0LspIJ0+Gl9s4eVsHmxCCA2tmxxGtBEEQBEHkjVw7eSsAHOacH+WcBwD8AcANpnVuAHA/F7wMoIYxltOkjjdP96O1bwRXJTk5bSwJYWFZj+7KATBEXsBe5A36Q3jteHf01W2bwiuSy+c2YMeJHvT5UiscsWFfG5ZOqUGjLEoRju9irJ3TiNO9PhxuH1QKr6jhmtY5eZvbSlDFhrFkqnVVzZj9SEdKFa6VmsiLU3zl2bfawDlwVU2LeH/0nDzrJmirZoxDidsRXcExUQsFdyneaOlFz3AwaQei1OPERZNLhBNjmZNn4TS5SzESCOD5gx24cn4jHIiI4ichH9DfYrkfxhjWzGnAS4c74R+x6FkHWIdrAtgcWYJllX3WuV6RiJjclxoFZi6f24jBiBfbezRnUL7vdoVXtDDEjfvaUOp24m31WhhhnJw8QKnsqooveTFhqBNoe1MsM104kWJtTU1n3O0DAJweLGDH0VjhTiyKJJwDgUHsD9bjVLfPEETuMhsnT7zOcRVeLJlcg00nNNfcrk+eyckb8QfwcmR+4nOuXuS4ofMA1s5txOunetE9FKfRu4WTt3HfWSycVIWmGgsneCTayYPTgzWOXWgfcWJfqxaOLnPy9J6G1k7eZt90VDiCWN5sX7iIIAiCIIj8kWuRNwnAKeX/Fm1ZqutklQ37zsLBgCsaNaGWYHIKdxnWVrRgx4keo6Gz7uTZl3/fdqQLwTDHGjXvJk64JiAmwuEIx5ZDSUxoNc70+rDndJ+YnLpi86Ys9zNXjOm5/e1KuGb86pqcczzfXYNLvUeim2vHYVJNKeaMr4yecMtmzXGcvA372jC5thTzPFr1Qr03nbX4LXE7cfF59Xhuf7vhQugiz66FQgk2H+gAY8KhS5a1M8pxjE/EsV6rnDzrcM0tXVXwBcOiqqavF4A2xs6DsetrXD63EUOBMF7rq7YWeROXiCqMDXP0Re39I9gXnow1VTY5aX7R51AVeRefNw4eFsamAe1jZ9d8XemTJ93wS2fVowQWhXssmDexEhOqSqIFvyy8cnyL+N9bHSOWNh/owGRHN86rSOLCh9MNxoA151XjhYMdRq/BeASHAR7Bhq5GrUm95kZ5yoVQk58Pi7Dmy+c2YnfrCLq4RR85GydvW1cp/PDED9UEFJF3CGvnNIJzI3/U+nX4onLy2n0Mr5/qxVXzLIrVRMJAYCCq8ApcHqx2isqm+nukVtcELCMXOOd4fmQmLqnusm3dQhAEQRBEfsn1L7JV/Ju5pGIy64AxdhdjbDtjbHtHRwphWBa8c9lkfPvmJahzyabE8SencJdibdlRRDjwghRfeuGVIdunbT7QjnKPE8ubFddLF3nWxQlk1b5UQjafeUs4YuvmT7CsgGjFxOpSzJ2giS89XNPcJy9awO5r7Ud7sBRrKlOrALpmbgNeO96NgRFtP94KEWpok5M35A9hy+FOrJs/ASwSFONiTAg9i5w8ydq5jTjZPYyjnUPCnYkbrikKi2w+2KH3cUuWtTNEmKQepiexy8lzl2BjzwRUel24aMY4Eaop6bAXeRedNw4elwOb+iZY5+RNWAh8ejtQZpxf0iVbU3bMeqMy7066SwDKvS6srOnHppGZYoFdXz793Apiz+k+nO0fERVWrQr3WMAYw9q5DXjxUCeCUnzJwivHXhCVQaesiBIS/lAYW490YrV7H5g7fqEfMUbxPq6dUY6BkRB2nIhf3EfsRDiRG9urcP6UGjRWap9N6ZRKN8/ida6d0wgO4PnIktgLPjFOnnj8+c4qlCCAlTY9JnUqJwinreMAFk2qRn2FJ747qbZQKKnGs8FF4Bx4+0KrfDztIlWUk+dFI+vD4mqfUdlVra4p92HiUPsgzkRqsXpcEseaIAiCIIi8kGuR1wJA7Vw8GYDZYkhmHXDO7+GcL+ecL29oyCy5f3p9Od51wWQjpyqhk1eKJa6TqCv3GFe4Ezh5nHNsPtCBi2fWw+NSDrMUeeZy+BoupwOrZzfg+YPtiERitK4lG/a2YUZDOWY2Vig9u+I7eYAQRduP96DfZxWuWRIjjmTY3Oq63qTGJbl8TiOCYY6XDivuZOV4W5H3wsEOBEIR4UyGA4YId7htnTwAekPnTdKd5GHxOiKhWHEY9KEbVXijpde+QIkNU+tKcB47jU2nTR+fcMjygkHYWYZn+idjzdxGcS6orQriOHllHhdWzRiHTUNTrZ08C54/2IFG5yDmsVPWK0iRVxodVrd2gh+HI0041d6niDy7cE0/Nuxtg9PBRIGYcBAAi1ulVrJmTqMexiz2oV1MOP4iMO1i0atOcV53HO/BcCCMNY7dtiHOUWjn8NumeuFysNi2Glb4B3Caj8ObvW6sU9uC6CGKRsEUAFGO94KmKtSXu/Fc+PzYPNiQX3y3SLEoRV53LS5yH0aJO8HxYkyvsOlwMKye3YjnD3ZE9xpUUdqCwFuFDZHlmFLjwZzxlbHr9mtfsRWKANTO3TXj+vD6yR70DAWU6prSyYv9vnteO8Zr6hNU/yQIgiAIIm/kWuS9BmAWY2w6Y8wD4L0AHjet8ziA27Qqm6sA9HHO0+8IngqmHBtb3GVwhob0hs6hcCRhTt6RjkGc7vXFlkgP+7VCIvaHfu3cBnQOBrDndF/Cl9DnC+Llo13CxQOiQuoScfncRoQiHC+c1iaNCQqvbD7QgfmuM2istnCV4rBsWi0qS1zYtF+ZcFdMAAatc/I27GtDTZkbFzbXaiLPY4zPJicP0Bo6j6/As2+1GxPzUs0tMU9Ogz68ONAEzhG/jL0VDhfWOnbhlXYnhvzKeCJBy3Pp9dBUdIVLsU7meg1rxWHcZaL4Shwun9OAo8FxOBZJXNAiFI7gxYMdWF15BixoM+G2E3lThKG+ad9Je5GnuMQb9p3Fhc21ojF5RAtTTaIB9ttm1sPjdOC5t9qNffSfFmK3+dKY827zwQ54nA5czN6wDXGOHqM4hytdEVzYXBcdGmpHYADPhC8AAOM9Aow+hNLJs8hddThEZdcXIosRCFg4eU6l/UBwGCe6hnBspByrSw4nHhcA1M/RLwSsnduA3uEgdp2yccwUJ2/QWY2XIgux7rwy6zYaHfvFbeNcYxljgNOLy+s6EeHA5oPtxjb112CRp3uwHbNZC5oqqAE6QRAEQRQLORV5nPMQgLsBPA3gLQAPcc73MsY+zhj7uLbaUwCOAjgM4BcAPpnLMUUR1ibliSan2sTz7QsmoGc4iK1HuhJW15QFQGJcIhn+FAe9al8ShSM2H2hHKMKNYhG6k5dY5C2bWov6Ci+eOKGdBg5zTp5Pb1jePxLEjhM9WOPcHSMQEuF2OnDZrAZsOqDky9k4ecFwBM/tb8cVc8eLvL9w0BB5Dlfc1hAAcPWCCXjlWBfae7Rw2jKt1YOFyNvcU4/aMjcWT65J6fVIkReIMHEuSFTXUWHD0Cy4ETbOBRmuOXl5XCcPgO4sPdE3I+Gwdp3qRf9ICGvquvQQxBh8veLW9B5Ob6hCMzuLTQc6jWNlLryivQ/H+4CDbYPGhYWwTZiqBeVeFy6dVY8n97QKp9pdKhqRA8D0y8T/ioO8+UA7LmyuRXlkIEmRZ7R5WDu3AQfaBnC61z5vFgDgH8SGyHKcV+PAjIYKY7l8/Xq4pkUVWojm3/0ox5Y20/hCfuF+KgJJ/14oO5r4tQDCyRtoBUb6cemsBjgdLPpiiYrSDP2FzkoE4Ma6qTbb7TgAMAcwbmb0cpcXi8t6MLG6BE/sbjVEnh6uGX0sh/whvHasG2scu5J7fwiCIAiCyAs5z5LnnD/FOZ/NOT+Pc/51bdnPOOc/0+5zzvmntMcXcc6353pMOnY5VGa04hBr5jSgssQlGi0nIfJmNlZgcq1pohwasQ3VlIyr8GLplJqkQs027G1DfYUX50+pEQuUSW4inA6G65dMxHNn3OjjZbE5eeC6WHzpUCfCEY41/FXDHUuBtXMb0T7gx94zmviSTh6PDj177Vg3+nxBQ7SqwskZP1wTANYvbUKEA0+8qbmEZZqYUSen4SAi4RBe6K7GZbPFxDklHC5c6NiPclckWoiHQzHnE+ccG/qn4CLvUVTKapcyXHPKKmCoPW5T+KaaUqxwHcJfuiZH9xq0YPOBDjgdDG8bNxBdFVLFxslDaS3WOl7H1pPD8A1rzzU7eQ4H4HBhY5sIP9Tfo0gotgl8HNYvbUJr34gI2ZT7KKkGJiwSgkITmWd6fTjYNog1s7SxJvjcRK0TDuq9BjcnuFjSNzCAlyPzsO48k0Oth1nKcE3r3MNLZzeiBoN47ExV1HLh2nsNgRT0YfOBdjR7BtDsTTK0USm+Ul3qxgXTau3zdZUWChtanKjFAC6otan+27EfqG22yLv0wBHxY/2SJjx/sAM9AZfm5MlwzeicvK1HuhAIcxJ5BEEQBFFkjO1SaDY5VDFoxSFK3E5cs3ACnt57FiM+bSJsIfL6R4J49Vi3dRhgKJDQyQNEQYc3WnrROWjvyPlDYWw+0I6r5o83eryl4OQBwA1LJyEQYXg6fGH0sTBduX/mrXZUep1Yxg6l7OQBRkikPuGunCCOnX8gar0N+9rgdTlw2Wytx1tUuKYnbrgmAMxsrMSCpio8trdXLNDDNZXJadCH1/lMdAVcqYdqAoDTDQ8L420NfmxSq3lGgjFi53D7II77K7HOs8dYONwlhMKkZeL/BCGbNzi34oiv3ChrbwHnHM+81Ybzp9Sgukxxx8zoTl5N9PLSWqx17II/DLzcoh0rq2IvTi82tFdj3sQqo8dbCk4eIMRhqduJx3afMfbRfKnI6ZPVNjnHs1pBodVaoZtkPjdGq40gzmuowOTa0oQhm5uO+RCGE+vmjot+wG0uvGLt5HlcDlzr2YUNHXUYDijnZyggnDynC3B6MOQbwbajXVhd2ZKcYAWMyqkyZHNOI/a19uNsn6kACud64/JgOILnTgRxhXMnXAGbc6bjANAwN3a5ywuEAli/tAmhCMdTIwu1nDxTfqLGs2+1ocztwHLHgeTeH4IgCIIg8sLYFnk2OVQxKHlCNyydhEF/CM91aULHIifvT9tbEAhHcONSi04QspBBAmTJ9OfjuHlbj3RhKBCOziPS86YSO3kAsGRyNaaVB/F45OLYcE0ACI6gdziAJ/ecwXWzy+FikahqjsnSUOnF4snVhjspe+UpeXlGWf4GlHm0sahtCRyuhE4eANywtAm72wI4HhmvhGsq71PQhwdCV6DMGcGVVk2iE6EVGFk7fhitfSM40DZgjNUkdjbIZtTOHcZCX7cYl+7SxAnZjERwLV6Ci3E8vsumLQKAnSd7sf/sAG44f5KoXhoYjHFJxb57RK6Z+eJGWR1WOPaj1MmNqqEWxV46HXXY0VcZfc7ZhKnaUeZxYd2C8XhqTysCTkXkAZpjxMGDI3jglZOYN7EKs2q1cyHFcE3GGNbOacRLh7swEgzbPmXDSaARPVgyzdQ83lxd06KFguSG0jfgizj15uNifb/xeXSX4s+nqzESjOCGyv3Ju161zeK8V/LyAOD5gybhKqteukvw6rFu9PsjWOfYLnrhmQkHga7DUa03dJweIBzA/IlVmNlQjsdCq8R3gd4M3RCX/SNBPL77DK6dVwMPC5OTRxAEQRBFxNgWeeFkRV6ZcLQiEayaMQ4NlV481tMsHosEoyo3RiIcv912HMum1mDR5OrYbSUp8hY0VaGh0ovn4oSabdzXhnKPExedpzgQSgXEZGCM4YamfmyNLED7sNISQCkW8dD2UxgJRnDbPM0tTMPJA4Rw1av2yap+A0aNnb1n+nG612chINTCK4lF3vVLmsAAIVylIFUmp139A3gichHeNT1o3TA8Edo5s7ZBiLvn9rcLQcXDMQJgw742LKkcwPiw8j4Od4tx1UwTr63jgP2+gsOoZYNY3TiMx3efsa24ev+246j0uvDO8ycJEccj1qHEvh7r96+0FiUsiEsahvHcaYfQhxYi77nwUkTAjFBNQGsCn9pxvGFpE3qHg3ixRxNW06XIE/t89Wgb9p8dwB0XTwOTRYSSCteUTp64yHH53Eb4gmG8cqzbcvWRYBjPn/XgSucOOLymKpQxOXn2rSIuLGvFRPdwtBAPBfTPOneV4b7TE7F4cjXOd6fg5DndQN15usibM74STdUlsSGbMo/SVYoNe8+ixO3ApY49ovG9me5j4nvLzskL+8X3wqJGvMrn4Uyw3LLwysPbWzAcCOOO82u0sZLIIwiCIIhiYWyLvEjspNwStxG66HQwXL+4CZuGpos8NiBqMv38oQ4c7xrG7Rc3W28rHEhK5DkcDJfPacSm/e3oGIgVbJGIcL1Wz2mILsWeZJ88lfUTexCBA0/sVSbC2pX7cMCH+7edwIrpdZhXprkCaYq8K+Y1IsKBR3a2GE7egOF8bNjXJprUy2bUYgBK4RW3MdGOw8TqUqyYADwWvhi8NNbJ+8POdgTgxu3z06wGqIm88Z4RLJxUhT/vPI1QILbn4tm+Eew+1Yt14wfERQLprPl6RBip06VN4OOEa2qT6vVTA0Yem4n2gRE8tacVNy+fjHKvK9aBUvH1xIZqAqJfGnPiitpOtAy78HJknmW45obAEkzyDGNBk5J/Fo4NU03EpbMaUFvmxmMDc4AbfwY0zhcPaOfdfS+fRnWpG+uXTDJc6RTDNQFg1YxxKHU78aft1i0lth3pwlDYgascO43jJpHVNfWcPOnkxb5Wh9uL9bXHRR7bkDZeWUkXwFa+AId9FbjtomawSHLfATpaGwVAXJS5fJ5opdDWHx2CDADcVaK74aXOiNHPU0VW1rRz8rT2K+vn1wAA/nq2VnsdTL9YEolw3K9dzFpYr/2MkJNHEARBEEXDGBd5STp5pj5XNyxtQgAukcemLAeA+7YeR0OlF9csnGi9rdBI0le8P7Z6BgKhCL63Mdbp2dXSi44Bv1HhUKI7ecmFawLAzNJhLGDH8NgbSrVLzVF57nAvWnp8uOPiZqNoRxrhmgCwaFI1Lp1Vjx89ewg9Dm0bg8Y+N+5rw/JpdRhXoRyfkFp4JX4zdJUbpoVwhE/CPr/mFGk5eaFwBL/b3YdLHG9iZn1yvedikOdMJIy7187C4fZBPPjaSe0xQ+RtlE3qJ/qEsybHPtxlFIRpmB0/XDMohNpVU5mRx2bi96+cRDDMcdtFzWKBdKRM+Y4AgJFea5HOGFBag5tqjqKpJICvhT6IsDNa5A0HQngxMAtX1ZyOLsufbAEjBbfTgWsXTcTGg70Ynv9uo8KtuwxneB2ePtCL9144BaUep+HCupJx8qILD5V6nLjz0ul44o1Wy8boG/adRbkzhItLT8ZW2ZVOpsxv1FuuWLxWVwnWVx4SeWxvau50yK8Ln3uHL0GdcwTXLZ6ondNJOnmAEGPdR/Xz585LZyASAb79tPK9oB2jvQPlONM3Itxwb5W1k9exHwAT7RliXodXv0A0rQpYyg7h8dMV4tjIfEmYLmbp7w/l5BEEQRBEsTC2RZ6a7xUPJXQRABZPrkYza8PjWC2Wa47J8c4hbD7QgfevmBrdAF1FmfglYkaDuPL/x9dOYd8Z44o85xwPvnISLofIOYoiDScPkSBucL2M3S19ON4pKyuKCdv9uwcxsbpETBpl6f80nTzGGP7juvkY9Ifwwy1tYlKotVF4/WQP3mrtx7oFphw52WsMSNgMXeWapmG4EcLjpzXBo01ON+5rQ+tgBLc7n05/Usq09zYSwtsXjMfK6XX4/nPHtAql4nwKhCJ4eEcLpteXY2at5rTKCp/D3UauYP1soOe4fXitNu6ysjIjjy1khNUGQhE88MpJrJnTgOn12sUIvb+bRfEVXw9QUmO9r9JalAS68PnzTmIvn45Hdke3uPjzztPww411lSein5dsASMTNyydBF8wHJ3H5i7F70NXIMKBD66aJpbJY5OUk6eJJ+U8+djq89BY6cVXn9gXFe7aOSiauq+paYfXa7FtdykAZuTdxsnJg6sE811nMLOxQlTfBXQX+lT3MJ71zcL7avcL111x+JKifrZwsLuPAQCmjSvHh97WjEd2tmBPiybitPPkgaMlmhs+XlQstcrJ69gP1EyNbZEBiM+avEAUGsENzq3Y2+vG4fYB8Z2g7ed+9WJWKu8PQRAEQRB5YWyLvKRbKETnozAewXrHFmwNzUY7rzEmPttOwOVg+MBKu+ZUSKpPnso/XDELVaVufO3JfXoVx59sPoI/7WjBhy5pRnWZafx6dc3knTyEA7jevQOMAY9Lp8hdhsORJrzYEsYHVk4VPet8PQBzCocgTWaPr8T7V07Fb185icMli4DBNhxuH8RH7tuOybWluOl8U7EatU9ekjl5AFDrGMJqx248fowjwpkusO7dehyTK4ArHDstc86SgjGtCExIF649wyH8OHQj4HAjHOH47EO7sPtULz5zxUwwvfy8FrLp6zaqftbPFrl83TZ906TAcJcZeWyHjGI8f997Fh0DftwuXTxAFF4BrHvl2eXkAWK5rwfX153GMudRfPvpAxjUmr1vOtCOLz++F6tKTmJl6eno5yXriJtYPq0WTdUlUXlsI6wED4YvxxXTvUr1Tu1cTiknzzhPyr0u/OvVc7HrVK9+fg+MBHH7r1/FUCCEu+r3GsdMhTHh4sfk5Fm8VncJWMiHG5Y04dVj3TjT69Mv6PzulRNgAD5Q+bpYN4ULPQCUAj2Gc3f32pmoK/Pgq09o3wuhEfw8dB0ePOTAbRc1o67cA5TYOXk2lTUB7TPm18f5DufLcMiiP65SIDQiLmYdVC5m6SKPwjUJgiAIolgY2yIvnGR/L3P5cP8A1ju3IQIHPhj4An75WidOdA3hT9tP4dpFE9FYFUfEyQbJSVJd5sY/XTkbW4904Zm32vH7V07i208fwI1Lm/CFa+bFPsHhFEIsFScvHMJE9yBWNNfh588fwRcf3YMd7Qz3hdfB4+B47wpNtA53CyGQqHl8Av7pytko8zjx9eEbcaZ7ALf96hU4GPC7j6yMDtUEois3asIqKYI+rHduRetgBO8L/DsePuzAjhPdeOVYN26dHYGTcesWAcmi5AcunFSNdy8Zh3vDV+O4z4v/evxNPPFGK7547VzcdP7k6IsE/n7xvDJF5AH2IZvynHOX6nlsX/jzHnzr7/txuH0Q9209juZxZdGtIHQnz5STx3lSIo+FhvAflU+gY8CPn20+gh0nuvGJ3+3AnAmV+EXTk3CGTeX7k3XETTgcDNcvbcKmA+34xO924Jl9bXjsuAtdqMYd85WvJj0cMLXqmirvPH8SFk2qxjf/vh+9wwF89L7tOHB2AD/94AVY4j5lHDMz7jI9ZDaRk4eQH+uXNgEAbvv1q7inZxlOhmrxx9dOYV3VSTSh3RhbKk5e3XRx22M4qJUlbnxu3Ry8erwbf3/zLB7a04f/Cb0f153nwn9cp+U3llTH5uSFQyIH1CofD9BaKGjfHUEfGlkfLpnI8Mstx/CFwfdge08p7tt2HE6mXMwikUcQBEEQRUfql9/PJdJ08uAfwEzHGfzgvJ34zdEqfO2lIXztpc0AYF9wRRIaSTms6f0rp+L+bcfxhT+/ge6hANbOacC3373E6I1nxulJuromAK2/mxvfeNdi/OjZQ3h052n8/pUwgHV459Rh1Evh5etOOx9PZVyFF5+5fBa+/lQINx6rh88dwoN3rUJzvanwBeex1TWV/Me4BH14h+NltFzxHTz03Fn8885aYOc2eF0O3NI8COxDhiLPJQr3aPzzpQ14YvdpvGdzHdpHTuJjq2fgrsvOEw/qhXtGjEbo0skbN1Pc2oo87fW6y+F2OvDzW5fjp5sP4+cvHMVPNh8BAPzHdfOjzwVd5Jly8oLD4njairw64fIEfTi/rAM3NjfhnheP4v5txzGhqgT3fmgFKh9BbHuONKprSu5eOxPBEMdju07jb2+K8NDz2Glc0jjNWEm60sl8buQ4TGN0OITj+p6fb8O677+A9gE/fvjepSLcecuAkcdoxlNuuKkJcvIQ8mHauHL86H3n4zcvHcP/a78S/68XAIK4fdYxwOczxpaKyJM9K00Xbm65cAru33YcX/rLm+gZDuBSxxv43ror4ZTngrcq1iHuPSG2Y+vkeYxjp32HfP1SL35wqB6Pvb4YDx7wAAeOY/2SJuNiVioinCAIgiCIvDC2nbxIKPkWCkCUkwcANzaH8Jj3P/HMjcAn15yHOy+djmVTa+JvK8nqmlG7dzrwpevmo3MwgGVTa/GTD1wAtzPOW+dSJmqDHcC3ZwGHn4kzJiF2p9eX4/u3LMVrX7oS37l5Ma7zvI67q7YY68VzgVLk9oub0ewdRG+kBL+4fTkWTrJoNxEJA+Cm6prJhWsiOAyn04VPXjEfmzyfxSMrj+DWVdPwpXfMQ41TCqdMRJ4zylVsLAU+5XoM7SMO3LJ8Cj5/tTKJdikXCWReo8zJ81YAVZOBDhuRN9wlbkvE8VkxvQ6/+dAKbPvC5fjSO+bhpvMn4T3LJ0c/xy5cUxbOSeDkIegDPGX416vnwsFE8ZLffmQlGiq91hcQ0nTyAOFI/ef18/HyF6/Ar25fjnfOq8CXXL8DCyliXoqINMM1JSum1+HaRRPQPuDHl6+fjxtkH0v/YAKRJ528UPQ+VDQnDwDWL2nCo5+8BM+N+zbubjqED18yHStrh/TiP2prhaTQ3cno1+TUhGvXUACLxnH8zP19eLzKOW2Vk6dX1rQReaqTpx33qXVl+N57luK16b/Ad5s24brFE/GZK2Yaz6HCKwRBEARRdIxtJy/ZghEWTh4AvQ3AzHIf/nWVzaTJTArVNVXWzmnEH+5ahYWTqkXFwXg4lYnawb8BQ+3AvseAmVdar2+apFd4Xbh5+RTcfOI4cPR5gP9AhGgO9wDVk623kSIelwO/W7QLgwdfxNwZN9qMS+ZiuY3bcPLhmnCXAQ4HmMuLCyo6ccFVC8VjL2dD5JkqfUZC+Jjzr1h82Y246IqF0dUn1Zw8eQ6pjmi8CpvdR0T4bU10nmdjZQk+eukM6+fYFV7x9YpbqxYKgBB5/n4hDNxlaKopxSOfuBh15R5MrNaOlcsbK6AiQcBpE+6YJG6nA1fMG48rxg8BP9od1dfQaKGQSrim9cWAb928BLdf1IyVM5TekoEB+3BNT7kRrhkJAmBC4Me8gJIYl3kGTuOfpx8Drp8PPFGqtGJIsfCKwyHONwt3/pKZ9XjoYxdhbudGlD/pjz6nS6pjc/J0kTfbel9Or+LkRYu3cq8T73K+gXe9/zvRz6FwTYIgCIIoOsa4k5dCM3QgVuTJht5WTaftCAXSvuK9asY4VHiTGK9Lmagd+Ju4Pb7Ffn274zD9MiEQpQDJopMHAJOrnJgbOWy/grnghsOVkpOnT3jdJYaLIh8D0i+8oo9FEZzhIFwsgksnO0WRGhXp5IV8hjNXqoi8+tkiT4pzxNB1WAi8FPI4bXPyknHyAGDgjH7sFjRVGwIP0ML5LJy8NMM1YzC75kBqIsImJ09S4XVFCzxAc/Li5OQFlJw8u4tCipOnE/YbF3TcpUbhnTTc/KgwShMrptehyiGboSvfLd4qIWCVsGJ0HBDOsZ1z6fLEOHn6NpUWClHozepJ5BEEQRBEsTC2RV6aLRT0YgZS5AVSEXkjub/iLUPqAsPAkU2At1rk5vSdtl5frWCp0nypuD32grjNUk6ejrtcCB91EmoeF2By8pIVeT5F5JVFi4agT7RBSMVNMWPKyYubr6WfPyNKuKYq8mYJt6jf4v3pOmLk7SWL0yUm5uY+ecmKvP4z4r2xQg3nk0SSLGCUDFJQqKJcD9dMRuTZh2va4k82Jy9O7qGWkxdFKGCIc3epkROpjjNZEp378niZnTwg+jzo2G9fdAUwOXkmce0qiXZYJeTkEQRBEETRMbZFXgaFVwDo4ZpJO3mRiNhnridD0sk79ryYeF72ObHczs2L2ISt1jYD1VOFyAuOiNeZRSfPaDJvc/xinDx3StU1dVfIPDkN+oS7lkmVUFNOXtx8LXPhFeYwJuCAkR/Vvj/6eZynJ/IA4ebFhGsmKfJCI/ahrE53rKOUaycvlXBN2d7CxvWKIeQXn8l44ZryOIaD9mLWVSLOBzWc2OzkgRvfHam6Xk5vrIOqErJw8kq0VicyZDMSEbmfdvl4QLSTpxf9KTVug1Yij3LyCIIgCKLYGNsiL4MWCgCA8noALHmRF87TFW/p5B14SoRsrfiYaIB9/AWbcdmEazIGTL8UOP6iEmaYTZGnHVc7J9Qs8qwERv8Z4HvzRbijSlS4Zml0mJnq8qVLTLhmwFhuRnentHDNkprovK5GreR9+77o5w2cFQ7fuPNSH5+3Ir3CKxKrRtlAtNMjUdtcZIrTLUSwKspTdYrihDbGII9RPCdPfr7jXRSSeZdy3OEQwCPGmOV3iMyLTCtcMwknL0rkSSdPizzoPSHEYEInzy8uMJibnEs30gw5eQRBEARRdIxtkZdsTp7TIyaeZifPU2mfp2JFKmFnmeDyin0d+Dsw8woxAZ12ib2TF2+SPv0yIQ5OvCT+z2a4pnRPgkPWj1sWXjFNdLuOiDDHs3uil0eFa1qJvAzy8eRYVJEXMYWWqqhOsFXIa1kdUDEhVuR1ixYJaYk8T0VsTt5IrxApdq+9TBF5duu4vEZLA0kGLRRiYCz2MyVFRLKfm1TCemWbiXh98pLNyVPHquepKeGagOGqpRoqbHWBQyXkE2NwKF/pXpOT16E1U2+06K8pkeGlkVBsawStGXrsvv3ie9SqIA1BEARBEAVhjIu8JCencuIZUJw8T6WYULlLYyfTduTrirfTA5x5XRRNmXOtWDb9UqDnONB7Knb9SMh+0inz8vY9Jm6z6eRJIWF3/MxhelbhmlIMjPTGLtfDNU2TU9XlS5cYJy9kjNGMLgB8WkN5C6E8fj7Qtjd6WZdWlCbtcE2LnLx4zezV99Y2XNOm8Eq2cvIAcbxUkRf2iwqjye7D6Um+QI+8YGPr5FWI8yUSSZyTBxhhk+bPujwX5XmaqsizyoVUCVr035RO3ki/eI9OaBd56m0qawKGkA75LQqvlBjFY1RCfgrVJAiCIIgiY2yLvGRbKADRoUr+fmNS6EnFyTOFP+UKl1fkETGn0Tah+W3i1srNswvXBIDqSUDdDODQRvG/lUBJF5mTl3S4pivWoZGTahmKKIlx8tRqjSNGeF26mHPydCfP4jiaC6+UjYtdp3G+cFrUnK6uw2LSXZVG2wq7cM14It1bDUATgHaFV2QopDrRTza3NVmsnLxU+8qlHK5pl5OnhGonysmTYwViz13dyevV1k81XDOBOxmyCEGWOXnPfQ341gxg6/8KgWfXQkMdVzggPicOt+HQuUoBHrb4DOahmNQ5CmPs14yxdsbYmzaPM8bYjxhjhxljbzDGluV7jARBEMToZGyLvGTDNYHokD9V5LnL7MMNzeTNydO2P+1iIzSwcYGY4FuJvEiCKqPTLzPcm1wUXjEXCJGYq2taNUOXuUgy10lfroo8ixYKmYZrWrRQ0McYs65Ty5PUnDyrkNfxC8Qx7j5qLOs6KgS2I42PqV3hlXjvn8NhCAA7J0+G86kT/VQuliSD21SpMmWRl0q4pnaMPDZOnpqPm0xOXtDOydOOpzxPUw7XTCBcrZy8ivFCuPt6gAU3Abf8DrjzucT7ATQnz+TQ6QWEzFVEycnLgHsBXB3n8WsAzNL+7gLw0zyMiSAIgjgHGOPN0JNsoQBEl+FXS66nk5OX8+qa2kRtzjXGModDy8uzKL4SDsR3YpovBXbcK+5ntYWCRSVF87iA6MIrkZBwkWTIoXxuTLimWnjFooWCXXhesphFnu7k2UzeXVplwuFua6GlFl+Rjaq7Dov2CulglZPn60nsCpbWivXiFV4BhCDV87dSuFiSDOYcSrVKZTI4EuSvqejhmnZOntJzMJ6YtXXylHw2IAMnz6LgjYpVCLKnHPiXw1oxmyQrybqU9zfoi3a8dSE7El0dlpy8tOGcv8AYa46zyg0A7ueccwAvM8ZqGGMTOeet+RkhQRAEMVoZ405eCgUjVDGnijy1j1Yi9ByzHF/1lhNLVeQBQqz1ngR6TpjGlaDK6PTLtO16MnfAVHQnL1HhFaWFAhAtrqRwtgzXtGuhMGJMutPF3CcvXgsFQEyQfd3CBbESyg1zRHEfWXwlEgZ6jqVXdAWwCdfsjR+qBxgCNF7hFSC6+EoqF0uSwVVqEa6ZgvOVqBKlinTybHPylLzReGLWNifPrvBKOn3y4hVesXDy5P5TaRWiO3mBWIdOfmbMF2VSFeFEKkwCoCZSt2jLomCM3cUY284Y297R0ZG3wREEQRDFy9gWeakUjDCLPJnvYldW3Aq9umYGTbiTYfJyYM47RKifynStiIqslCmJ2DRDl1Q0it5apXWZ9ZYzk1DkmZuhu6KXA8axV8M1ObdooZDtwis2OXnxRED/GXHfKifPXQrUnWcUX+k7JSb16RRdAYzCK2runK83cbitLvLi9MkDDMHBucjTympOnpXIS+HCSCJBpOJPUF1T7eWYVHVN2ULBVBHU3EIh5T55SYRrZnpOy/0AYvxmh07t96iSajgtkQpWX7g8ZgHn93DOl3POlzc0NORhWARBEESxM7ZFXiSUYk6eXbhmsiIvT4VXVtwJvO/3scsb5gmhduzF6OXJNLNe+XFg0c3ZGyOQgZOnijxtwqmGa4b8ALh94ZWs9MlzW+fk2Tp5ZaLVA2BfvGb8fMPJk5U16zJw8njEEEvhoBB9CUWeNjbbwitKOJ/cLpDd6pox4ZqB1ERRKk6edDttWygoeaPxnH81lBEwnE47Jy9VUeTyJi68ko3vFdWpDZkcb7UVSNS+bVxEIhu0AJii/D8ZwJkCjYUgCIIYRYxdkcd5alUBowqvDBg9qFLKyStw02CHQxRjOfVK9PJkHM3lHwLe/vXsjidhTp4pz013kdRwTVlds9dYJrentlCIBI3n5aLwirwfTwToTp6NyGucD3QfE6K3S/bIy8DJAwwBLY9Ppk6eOVwzUS5iOrhLTYVXRnIYrjkgzg+781+tAJtUdc0ETl66LRSc7sQtFHLt5Jlfo4ScvFzyOIDbtCqbqwD0UT4eQRAEkQxjt/CKzKdKtfBKJGLKyStLoU9engqvxKOqCThucvKyXQI/WRxOMcG2ra5paoYuXdcoJ89K5GnLVCcPEMLBWZmlFgquaLGZyNFSe/XZOXmN8wFwoGO/EHmeShEqmw5S5I30AhUNRs5i1sI1TU5eNs+fmJy8QOrhmsl+Jv2D8YvwqG5zJAg4bBxOswDSnTxTdc20m6EnCNe0aqGQDrqIj1Nd03xRJuSPLsRCJA1j7EEAawDUM8ZaAPwXADcAcM5/BuApANcCOAxgGMCHCjNSgiAIYrQxhkVeghwqM9LJCw4B4Eq4ZmnyTp65uXch8FYJkapWqAwnyMnLJZ4y+8I10rmIcfIswjUDA0bOlC7yNPdE7VPnLtdEXqZOnl1OXoJwPsA6Jw8QbRQAoP0tEa45bkb6OZBN54vbw8+ICp1S5JXUxH+eFHmeROGa0slLUHAmHWJy8kZSq4aaak6eXWVNQMnJG0ozJ88UrikvRqTiTAKJ20JYtVBIB/X9DfqiLwqonyMVcvLShnP+vgSPcwCfytNwCIIgiHOIsRuumSiHyowMy9RLrkuRVy6uokciibehF14ppMirFLlaqtMRyXKfs1TwlCdReCVeTp4iEKVLoodrmpy84LARBphxTp5NnzxbEaDsz85Nq20W67Xt00RemqGaANA4F5iwGHjjj+J/GSaYyMmbuFj0V6ucYP24FCfSqZJiKqstFEpiWyik5OSlWF3TLh8PMC4GBIbi5/DG5OSZQrNlr0Q9XDOdFgpxwjWz5uSZ+uSp25TncEy4JuXkEQRBEESxMXZFXqIcKjOyeMdIv/hfdfKA2AbBVuSr8Eo8ZFVQf7+xLBzI7iQ9Fdzl9s3kzeGaljl5yoRTuiTmcE3VZTG7fOmSck6eNhZPpb2L43AKcda6S1TXzETkAcCS9wJnXgc6DirhmjXxnzPtYuCfD9qH39kWXsmmk1cmPk+yMmgokGJOnjv6QkA8kg7XTLW6pqloECDOgXQLryQSrrlw8mKqa0ohaxGuSU4eQRAEQRQVJPIczuTWd5eKUvG+bvG/LLyiTgITUejCK4Ax7hFV5GW5z1kqxOszaG4o7bRy8hRxLV0Sc+EVtSqgXD/TCXFMn7yg6HPnsPlIyQlyombyjQuAk9uE25puZU3JwneJMb3xx+Rz8hKhF+bQ3oNUL5YkQ0x+20ga1TWTDNcMDMQXeQ6nGE9wKH7uqtMDgCljtvisu8vE+wpkt08e59l38nSRp+bkyUJJJieP+uQRBEEQRNGRM5HHGPs2Y2w/Y+wNxtijjLEam/WOM8b2MMZ2Mca252o8MaQTrgkAA2fFrdnJS6aNQjGIPOnQSCcvEgbAC5yTl2SfPDnBVie7QZ8RRiaFjF3hFVXk5aJPXjyhI8eYSOSNn28IgUydvMoJwIw1wJ6HgOEuACzzAhlqOB+QoxYKUkzI9g+B1D4zifLXVPwD8cM15XgCQ8JBtvu+YEyrCmp28iz6zJmXJ4PLK445j2mRphR0yqKTF/LHijxzw3d9/ymG0xIEQRAEkXNy6eRtBLCQc74YwEEAX4iz7lrO+VLO+fIcjieaRIUyzMgJ2mC7uFX75AFJirwRze0pYL0bOW4p8vTqiEUarsmchttq10KhaqK4L8M1Q6aQTJcSUmt2+dLFadEnL94FA+nk2VXWlDTOM+6Pm2G/XrIsvgXoPQkc/LsI1U3WubbDHK6Z6ucoGfSwQO19TDUc0JFK4ZXB+IVXAK2x/LAm5ON8Tlxei5w8NVxTOefSqa4JHu0eS7J14QIwjnM4EKe6plWfPHLyCIIgCKKYyJnI45xv4JzLWfDLEE1ci4dwilUB5QRtsE3cpiPyZAGJdCsmZgNzuKY57y3fxC28EoieDNu1UKhsEvf1cE1TSKY6OZWuRy4Kr8QVAEk6eY1ahc2ycZmHVgLA3OvEOXp2T3a2F1N4JUc5eUB06GPOwjUTFF4BNLd5MLGQV9tkmPvkAcY553Dbh/Xa4bRwsSVZdfIUpzboixZvsnhMVFGckPgckJNHEARBEEVFvnLyPgzgbzaPcQAbGGM7GGN32W2AMXYXY2w7Y2x7R0dH5iNKp4UCoIg8mZMnq+8lGa5ZqLBIibnwSi5yqlIhXgsFc2sHuxYKshJkTLimVU6eqfJmusQUXknk5EmRZ9M+QVLRKNbJNFRT4q0QQg/IjshzKjlbQG5z8uR7FU7RyUs2XDMSFvtIKPLKtR6ZoQQhud7YPnnqOSHPgXS+A8wOqkounLzgsMhBNm9TFbLqeFJtCUEQBEEQRE7JKEaPMfYMAKta6//OOX9MW+ffAYQAPGCzmUs452cYY40ANjLG9nPOXzCvxDm/B8A9ALB8+XKLxJQUSTcnz9bJS7K6ZqGveMc4eTlwYlLBU5HAyVPGZdVCIeQT74W7XKmuadNCIaq6ZpZz8sIJBIDcX6JwTcaASz8HlDdkNj6VxbeIvLysiDxTn7yc5uSNCCEWCaUo8pJsoSDPE7uegOp4ArJPXpzX6TY5eU5vtGuvhw+nI/IsLnBIsuVOA8ZFL/n9YD7u7pLoqIViqBhMEARBEEQMGc3MOOdXxnucMXY7gOsAXKE1dbXaxhnttp0x9iiAFQBiRF7WycTJc5cbuU36hNRGqKgUQ6lxTwUAZvT7ixRY5LnLxLFTm7NLzOGacoKt5uQFfWIbpbWx4Zp6CwXFydNDOLPdQiGBAJD7TRSuCQAXZbn38Yw1QOVEoKop822ZC6/kNCdvOL1iRU6PGJfVOaUiHWRPgnPBUwH0n06iuI6ak2dRLEaeA+lUojQ7qCpyn64siDzGxPj8stWDSby5SqKraxZDMSmCIAiCIGLIWbUNxtjVAP4NwGrOuWU8HmOsHICDcz6g3V8H4Cu5GlMUsoBBOoVX1JLrdsUIrCiGAgUOhxh/TOGVAubk8Yg4NmYnwpwDZXbyONdEXono/6aHaw6LiaouxJVCHuY8vXSxzMlLxsnLgpuWKk4X8JGNiR2rpLZl7pOXYm5rMqjOq1VuWyJU1yueayYvzCSVk6c1Q08lJ88clpmJkye/N6SoUtELDWXJTXN5lX5+pm3KHob6vrOYD0gQBEEQRNbIZU7ejwFUQoRg7mKM/QwAGGNNjLGntHXGA9jCGNsN4FUAT3LO/57DMRmkGmYmJ8hDHdEiT++Tl4STl2op+FzhrSqicM04fQbNE2VzyFo4aOQNldZGN0NXRZzq5OlFWbIg8ngEiGjtDiLB+LlWupOXICcvV9RMSc5FTERMn7wcFl6JcvJSEEZ2pf7NyM9sIlfXU25cFEklJy8m1DGTnLw44ZrZdPIAMT49XNMs8sjJIwiCIIjRQM6cPM65ZeUILTzzWu3+UQBLcjWGuKTbQoFHMnPyiqFpcEmVUnilwC0UdJE3CJSbBJC58Iru5GnuUUgRbCXVQNcR8X9w2FSu3iWeG/IBQe34Z8PJA4TIhEProRbnGNbPFkK0fnZm+y00Dq0FiLlPXk4Kr4ykl/OlXniJ1xcw2XBNNd8zUU7ecKe4b+nkSZGX7XBNmYOaRSfPb5OT5yo1VddMw2klCIIgCCLnFLBhW4FJt4UCYBJ5qfTJK4LCK4B1uGahqn7GO37mwit6Tp42ZukoyHBNNSfPLOLcZWK5nIxm+j7o7Ry0EL5E+Vrj5wP/djyzfRYLTq9SXTNPTl4qIkKGXyZy15MO1yxP7qKQuU9ejJOXSeEVGSYbp/BKVp08LVwz5nNUanzOACq8QhAEQRBFSr5aKBQf6RZeAaJFnsMpJmBJi7wiuOKthmtGcpBTlQrxJuTm8FZzTp7a2DwmXNPkzrhLtD55Wl5eqn3KzDhMgjNRD7VzCafbwsnLZnVNGW6p5OSlIoxUdzgeSYdrqq5wopw8eVwCWXbyZLhmvBYK2czJs6uuWWoK1xyxXo8gCIIgiIIydkVeqrlo6lVy2YZAEq/Xm0qxiDw1XFM6MgUL15R9Bq1EXoI+eWrRh5IaLRxzRAvXNPf3KjFaKGSz1LwUyYl6qJ1LuBQnL5fN0IPDRr+5dMM146GHayYoSKM6fXEb3nuNEOJ4Tl46xypeuGYunDy/TU6ei1ooEARBEMRoYOyKPL2Jc5LixuEwJjKqkwdooYDJiLwiqK4JFFfhlVTCNc3CKsrJqxH3R3rjhGsOx+brpYus3CmrtCbqoXYuYRWumU2B63QDzKnl5GkCJpVw4pTDNZPok6eOzXY9s5Nn0WMOSO87wBUnXDObzdDlvsI24tpdEt0MPZ3COARBEARB5BwSealMTuUkKl2RFy6SnLySKos+eQWapCUK14zn5EXl5GmtCXy91kJOVgXMmZOXICfvXMLlUcRMjsJ9ZQ5lOA2nyCvPqRyEaybMyVOdPJsWCpmEa1q2UMhyGwN1fFYtFNTCK9RCgSAIgiCKkrEr8lJtoQAYk7SSDMI1CyWmVLyVYvIc8huT9KIN11QLr2jHTs/JU6tr1oj7vh6jd56KnJwGR7IT1mYWeeEEPdTOJZweCycvy+ePu0SEPurhmmnk5PkTibw0wjUT5eRFgsLdDfstnDztvEur8Eq86ppaQaFM80wl6visGrpHiTxqoUAQBEEQxcgYiS+zIJ0ws0ydvKKprqmVlR/pNyaNBe+Tl4STJ9+rsKmFgrvUEOsjvULImd0ZV4n2mDs7Tp48XlFO3hj5OKkiL1fhvm6tVL8erplKdc0kc/KCQ1oRHmeCsahOXoKcPECMORSwcPIy6ZNn6k+oEhrJXtEVIPpYW1XXDPtFf0iHg5w8giAIgihSyMlLZXKqizyTk5eSyCuCK97SifT35yanKhXc2oQ8mIzIcwDMYQgMPVyz1CJc02JyKpuhZzVcU83JGyNOnstrODi5On9kPza73LB4uFMovJJMfqbq9CXKyQM0h9zKyZPhmpmIPJvqmtkqugLEd/L016i0ilDHRxAEQRBEUTB2RV6qhVcAY5IW4+SZGgRbwXlxFV4BhMjLVU5Vsrg8QiAkE64JiHVjWihYhWvaiLyQRXuFdNALrwSN27GSkxfl5OUqJ8/k5KUS4ujyiDEmk5OXKFQTiF4nUU4eoI07jpOXzndAonDNXDl5MdU1TSIvnZxJgiAIgiByDom8lESeTbimpzyxaxAJAeBFIvK08Y8oTl4hXSi7nEarHEanWwnXVErHl1QDYELkWQm5qBYKWZiQxuTkjaXqmqacPOYEGMvuPtylWk5eGs3QAZFHl0y4ZspOXrxwTUUAxXXyMumTZxWumWUnT/3MWVXXBIwLLJSTRxAEQRBFyRiZlVqQVrhmBk5eOrlFuUIN19T75BVS5NlMyM198gAhrmKcPC2vqqQKGGjVltm0UHC4suTkWYi8seLkubxGQZRcham6S0UFWD1cMx2Rl0ThlWScvKicvCScPD0nzybUMZ3jpW/bKlwzyzl50oF0emPFuxSTMlQ6NCKOSaK8RoIgCIIg8go5eVkpvFKeOCevmJoGy3DNkSII1wQ0AWaXk2cal9Md20JBTjxLaoD+M8Y2o/YhWyhY5OulgzknLzKGcvKcHiNMLxLKTT6WqzS6T17KIq88i+GaSVbXdJudPNNxcWUjXNOm8EpWnTxtfFbfVfprjNP0nSAIgiCIgjN2RZ6cLKVyBdq28EqpEA+c2z+3mMKaSrTqmv6BIgnXtAh35Ty28AoQnZMXMpWOL62N7+SF/WI/WRF5MidPaaEwppw82ScvR1VF5WdKOoYph2smEUKdbLimy2O8xmRz8sIWTp5sF5LOhR65f9ucvBwUXrFyB+V+giTyCIIgCKKYGbsiTxbKSCWXSE4I1Sv7gJi88Yh1KJUkXUciF0gn0t+viN1CizyTExoJA+Cxk3uny3AfzZPb0hp7J09OrLPlelg1Qx8zOXmKm2rltmYDd4nhiDncqfeAS0bkJRuuKbcHJJeT5x/Q1jVdoPCUA+/8BbDkfcntU4Ux8Vmwqq4ZGsmuyNOdPIvvKvk5CvrEZ7TnWHFEJxAEQRAEEcXYFXnp5BJVTQIqJlhUzdMERbyQzWJy8pxuMSEd6SsOJ89dFhtaZ9e/L6q6pknkldSIXniAtZOn38+GyDP1ybPKHzxXUcVGJEcOpsyhTNcpSqbwSmDIcNcSjkcTeck4eSP90f+rLH4PUDUxuX2acXqswzWDvuwKLfn9ZhmuqR2v4S7goduAI8+lJ1oJgiAIgsgpY8R6sCCdyemqTwLn3xq7PErk1Yn7AS33SzqFxVZqvKRKOHnSoShkI29POdB7InqZLvKsqmsqIk89nrJXHmAh8pT1sl14RbqOYypcUy28koNzx6XlUKYr8rwVhqNmR3DIEG+JkGIwmZy8kT5t3Sxf0HG6rcM1c9UM3eq4y/389R/E8b36G8DKj2dv3wRBEARBZIWx6+RFQqlXhHN5gPJxsct1kaflqfgHge/NA954yFin2JoGe6u06oVaTlW2S+CnglW4pl31U4fbcM9CI9GCrbTGuB8TrqmIvqy0UNDOnXBIGesYuWZibqGQKycvpPXJS0cs5SpcM97FECmK/JrIS6W3XzKouZAqWW+GLkWexTalkI2Egfc9CKz6RGG/OwiCIAiCsGSMzEotyGbpd3mVX04q2/eJsMHOA8Y6xVRdExB5ebJPXqGFp1UlRFsnzxXt5LmTdfJUkZdtJ68I8hrziayuyXkOWyho7+tIX3piKZHICwXE+5ZquGa81+rKh5NnE66ZVSdPhmtajL9mGnDxZ4BFNwMTl2RvnwRBEARBZJWxK/KymUtkrjjX9qa4He4y1ik2kSfDNYuhKqTMv1KxE3kxOXnKJL2kxrhvdiGiwjWzXHglnZ6LoxkpusJB7XOUi+qa2vs60pfeZ8ZTIZzASNjasZctO5IO18xSTl4mqA6qhPPsN0PXnTyL4+5wAuu+mr19EQRBEASRE8ZuuGY2c4nkRFFOHNv2itsokSeraxZRuOaI1gy90GGGngoxDtWlsBNOTo9RXTNkzsmrMe7nvPCK6uSFoped60iHKuzPnZMn31dfb3pOsxRldm6eDA9OOlwzjZy8rIs8b6zIkxePcuHkZXObBEEQBEHklbEr8rKZS2R28s5KJ6/bWEdOzorKyRvIXU5VKpjDXQGjUI1VuGYkmXBNmxYKQJZaKMg+eeGx5+SpjblzmZMHiLDndJ08II7I05YnLfK07cUT8k4PAJbfwiuyKXm+nDyCIAiCIEYFY1fkZTUnT7oGWkP0eE5eofPfJN5qI1yz0GOycl3ihWuGkwjXzLWTJ8+dsZiTJ93okF87f3KYk+frTb+FAhCb6ynRwzWTzclLwsljTAgjvwzXzPLnyipcM6h9rySbW5jUfuJU1yQIgiAIYlQwdkWeXa5OOuhO3jDQexIIDIjJnmW4ZpFcHfdWiglwaKTw4Zp6uKuSl2cbrqmIvNCIfbim+TjnsoWCDB8dM06eEq4ZCeYoJ0/7TAUGMgzXtBF5KYdrJpGTBwhhlCsnz+WNLbwiPzPZOKcl8jzOpjtIEARBEEReGcMiL5vhmkqfPOniTVkpwjUjEfG/7CtWLFfHS6rEra+78A6U1YTc1skzh2uqLRS0cE1XKeAwndpRLRSymZMXVJy8MZKTJ8/hUCCHOXnKe5RWuGainLwUwzUnLwemvS3xhSF3qVJ4JdtOnju2hYIMEc9qM3Ry8giCIAhitDN2RV42J6dWIq/5UoCHjZ5ZupNXJBMnrybyhrsL70DpOXmqk2cjis3N0FWHzlMBMKe1iHPnSuSNxZw87XWGA9mtUquivkdptVBIkJOXarjmvOuBDz2ZuCdcLp08y3BNTeRl1cmjnDyCIAiCGO2MXZGXzcmpyyMm/YFh0T6hdjpQM1U8Jouv6M3Qi0TklRSRyHNb5eTFa4YeFCGSkWC048OYCNm0mvBmXeTJwitKC4VCO6L5Ih/VNdX3KN1m6ED2wjWTxVVqFA3KenVNiz55erhmNguvUHVNgiAIghjtjF2Rl80WCoAQKkGfcPLGLwDKxonlMi8v7BdX4s1hhIXCWyluhzsLL07kRDuoirx4zdBDRlVB8+S2tNZ6wut0G+5bVqprWjRDL3RuY77QC68EtBYcuXby0hBLXs3J89uJvBTDNZNFFUbZLmjk9BoCUhK0+Rxkuh+AnDyCIAiCGMUUieIoANku/e4uFYKu+wgwfiFQVieWD3WK25C/eFw8QFTXBLTCK4UWeVYtFKRwsmmGLqsKmie3JTX2E15XqdheNsSYVTP0QovlfBFVeCVH4ZquDEVeopy8VMM1kyWqVUcuwjXzUHhFingSeQRBEAQxahkj1oMFkVB2C2V4yoAzOwEeEU5eeb1YLp28kL948vEAI1wTKHzBED1/yiInz666pl2Y2rSLorej4i4FWJaua6g5eZGxlpOn9MnLtiMuydTJswoBVgkMA2DZdcCAaGGUdSfPok9eLpy8ivFA0zKg6fzsbZMgCIIgiLySs9k9Y+zLAO4E0KEt+iLn/CmL9a4G8EMATgC/5Jx/I1djiiIcynK4ZpnIxwOswzVD/uK6Mu5VRF6h++TphWuS7JMXCdm3pFj3tTj7KcmiyHMCYNEtFMaKk6f2yctZM/QMc/JcHnHu2ObkDQm3L1EhlZT3m0Mnz+WNra4ZykHhFXcpcNem7G2PIAiCIIi8k2sL5/uc8+/YPcgYcwL4PwBXAWgB8Bpj7HHO+b4cjysH4Zplxm3tdKMxsi7yRrJfUj0TZE4eUHgHyl0KgCUXrul0xXfy4uEqFdU3s4VDG8tYy8mLKrySo2boMocyEkpfLHnK44drZjtUEzDl5OUjXDMHTh5BEARBEKOeQufkrQBwmHN+lHMeAPAHADfkZc/ZrgooJ1mN80VxFcaEmyera4aLzMlzlxohh4UO12RMm5ArYZZ6NVKb6pp2OXnxcJdmdzIsRYidID1XcSnhmrlqhg4YIixtkVcZP1zTkwORJz/jDlf2iyzlK1yTIAiCIIhRT65F3t2MsTcYY79mjNVaPD4JwCnl/xZtWQyMsbsYY9sZY9s7OjqsVkmNbBeMkIUexi8wlpXVRYdrFpMIYMwI2Sy0kwdoIi+JZuhOt8h7lKGdqVTKzInIC4tzCRg74ZpOJVwzVy0UAEMwpeuIecqBwID1Y4EhIxc0m2Q65ng4vUJURyLGsuCwVrU3iw41QRAEQRCjnoxEHmPsGcbYmxZ/NwD4KYDzACwF0Argu1absFjGrfbFOb+Hc76cc768oaEhk2ELst5CQRMP4xcay8rGmcI1i8jJA4ziK8UgTtxlRggmECdcUxurX5u8pyLa5l0PzFuf/hjNOJwmJ2+shWsGcpeTBxjvbbphzoUI15Sf8VyEZstzP6KEbAZ95OIRBEEQBBFDRrNSzvmVyazHGPsFgCcsHmoBMEX5fzKAM5mMKWlylZMX5eSNA3o1ozIUKK7qmkCROXkVppy8gCiSYnYo5Hs20i9uU5ngXvSpzMZoRoZrykl3MYjlfCAFjBTluTp/dJGX5sWReCIvV+Ga7lw6eTJMVvkuCQ7nRqwSBEEQBDGqyVm4JmNsovLvTQDetFjtNQCzGGPTGWMeAO8F8HiuxhRFJJzdXCI7kRfl5JHIs8VTFivyrMJbzU5eId3RmJy8IjiO+UC+L/L9yllOXmn0/lLFfOFAJdfhmrlw8uT3R0jJyyMnjyAIgiAIC3IZX/YtxthSiPDL4wA+BgCMsSaIVgnXcs5DjLG7ATwN0ULh15zzvTkck0G2wzXnXCNcp9IaY1nZOGCkV1QgLLY+eUDxhWv6lfypcNDaDZGCQg/XLKCL4XSP0Zw87X2RAipnOXnZcPJsWijkOlwzJ06edpzDZpFHTh5BEARBENHkTORxzm+1WX4GwLXK/08BiOmfl3OyHa553lrxpyJ75fl6iq+6JlBkTl45MNhm/B8OWI9Ld/JkuGYhnTynOI/GWk6ewyHEtu7k5TpcM03B5K0A/HZ98nJcXTMXF3TUcE1JcJicPIIgCIIgYih0C4XCwLlwX3ItbvSG6J1adc0idfKKReSZq2tahemZc/JSqa6ZbcZqTh4gzmX5fuU6Jy/tcM14OXk5CtfUc/JyUXhFKXgjoXBNgiAIgiAsGJsiL1/hdbrI6yrOcE3ZEL0YxIm5T55daX7dyesT4y6ke6bn5IWixzYWcLpzH66ZceGVCiDkEyG1KpznrmBJTp08CtckCIIgCCI5xqbIy1d4XYzIo3BNW9xJFl5Rc/IK7WDoffKCxv9jBZc39+GamRYxkb0rzW5e0AeA5zZcMydOnlW4Jjl5BEEQBEHEMjZFnu7k5VPkjeSm4l4m6IVXikCc6K6L1ug5meqahZ7cqn3yHC7RYH6s4PTmwckrM/aVDnYiT/6f0+qauczJM/fJIyePIAiCIIhoxrjIy3W4Zp24HeoUbk/ROnlFID6lqxIcBoIjQOsbxvFTUXPyCn089XDNQHGEvOYTlycPLRQyFEweLRw5xsnT/s+FOMplTp68SBTyG8uCw4X/HBAEQRAEUXSMTZGXr3BNl1dMNPu1/u7FIKZUiilcU3Vdtv0v0HcSuOyfY9dzquGaBXYwHG6t8EoeivgUG06PIZZy7eSlLfLkOTUQvVzmfp4T1TUpXHM0wxi7mjF2gDF2mDH2eYvH1zDG+hhju7S//yzEOAmCIIjRRxHE6RWAfFZDLKszRF6xXXEvpnBNtzYh7zwIvPg9YN56YMaa2PXke+bvB6om5m14lsicPBmuOZZwevKYk5dBnzzAPlxTnnPZJC998rTvr1wWkCFyDmPMCeD/AFwFoAXAa4yxxznn+0yrvsg5vy7vAyQIgiBGNWPcycuHyBsHDEiRV2zVNYvQyfvbvwE8Aqz7mvV6cqzB4cK2TwBETl44KC4aFMMxzCdq4ZVcOeLNlwJzrwNKatJ7vsy5swvX9ORQ5OUi/1ZvoaCFa4b8ADg5eaOXFQAOc86Pcs4DAP4A4IYCj4kgCII4RxibIi9fOXmAEHn9RSryaqYC4xcB4xcWeiRG6Fz7XuBt/wTUTrNeT33PCj25VVsojLWcPKdHFBMCcvfaJ18AvPeB9EWk7uSZGqLnMlzTnUsnz1R4Jai9DnLyRiuTAJxS/m/Rlpm5iDG2mzH2N8bYgvwMjSAIghjtjLEYMw1d5Dlzv6+ycaK6JlB84ZreCuATWwo9CoEMnaueClzyD/brOYtQ5I1FJ0/NLy3W117IcM2cOHmmPnlBn7gt9OeASBercrzc9P9OANM454OMsWsB/AXArJgNMXYXgLsAYOrUqVkeJkEQBDEaGZtOXr7DNSXF5uQVEzVTRXjdtd+KP2ktOpEXtm/cfi6jnsvF6mJ6tXBNv8nJy0e4Zi6cPHnMZXVNXeSRkzdKaQEwRfl/MoAz6gqc837O+aB2/ykAbsZYvXlDnPN7OOfLOefLGxoacjlmgiAIYpQwRp28PBZeKVdEXi4mfucK1ZOAz59M7K6q71mhnVHZJy8yRsM19ftF+jXitnPychmuqV14cOfg3LQN1yQnb5TyGoBZjLHpAE4DeC+A96srMMYmAP+/vTuPkro+8z3+frqqFxpokH1RpFUQxQUdxC3mjrtiokavXpxMRmdGjbkmY66548Voco8xE53cE2eMGr3GmIlGQUdjMKIGRL1oXBAEFBCk2VukaZZe6H353j/qV0VVd1V309VV9auqz+ucOl3Lr4rnS1X39/fU812ocs45M5tF6IvZvWmPVEREso5Pz85SrMMbrpmOk1NV8vquL8Nno9+zTJ/cRubktfk30UmV6CTPrwlusMhbBTRBJS8lwzWL4crHoPycgX/trsM1w3MiM/17IP3inGs3s+8CfwYCwJPOubVmdov3+GPAfwW+Y2btQBMwxznXdUiniIhIN3l2ZupJ6xYK0Umez+bkZSM/LbwSKDw4J8+viU6qBLNgTh6EhmTGm5NXUJiaeXMAM65Lzet2XV1TC69kPW8I5qtd7nss6vrDwMPpjktERLKf5uSlWkyS57PN0LNR9HuW8S0Uoit5Pk50UiF66LGf2140JP5wzVQM1Uy1rvvkRebk6csjERERiZWfSV66t1AIUyUveX6q5MXMycuzong2LLwCXpIXZ7hmKoZqplpBACwQtbqmKnkiIiISX54neWnaQiEsoEpe0nw7J8/HiU4qRLfXz20vGhxnn7yG1KysmQ7B4jira2pOnoiIiMTKzyQvncM1S4YT2Q5Jlbzk+Wp1zWD+zsmLHq7p5ypm3Dl5WTpcE0J/s7oN18zStoiIiEjK5GeSl86FVwJBGDQ8dD3TSUkuiNknL8Mnt5F98tr9Xc1KhaxZeCXOnLy2xuwcrgmh0QDdhmuqkiciIiKx8jPJi2yhkKaT0/CQTS28krzoqlGmF5yIzMlr83c1KxUC2TInL95wzQPZO1wzUByV5HmVvEwvQCQiIiK+k59JXqSSl6YT80iSp0pe0swOvm+ZrmAUeFsodLT6u5qVCoFsqeTl4nDNqEpesAQK8vPPuIiIiCSWn2cH6ZyTB6Ekzwryr9qTKuHKUaYrGAXB0Gepo93f1axUiFSlLT0LGPVX8RBo6bq6Zq4M12zK/BcdIiIi4kv5meRFVtdMYyUvUByqQknywsl5xodrBgEX2pw6kGcJfHi4pp+reBCak9feFJo7GZbVwzWLYhdeyfS8VBEREfGlPDsz9aQ7yZtyYexJpiQnkuRleuEVr4LV1pyHlTwvyfN7u8PJXGsDlJR517N4uGawKHYLBQ0BFxERkTjyM8lL93DN468IXWRgRIZr+qGSR6hS5PeK1kALt9fvFcyuSV5He6jymjPDNbM0WRUREZGUytPhmmncQkEGnm8qeV6C09mef/MtA9lSyRsS+hlefKXN+5mtlbyYffIaNSdPRERE4srPJC/dWyjIwIqsrumTSh7ErjaZD8ILr/j9dyiS5HmLr7R6e8tl7Zy84lAlErTwioiIiCSUn0leZxu+XxVQEgv4ZXXNqM+P35OdgZY1C6+Eh2t6SV5kA/FsTfKKulTysrQiKSIiIimVZ2PMPKfdBMd9PdNRSH8VFIIFMp9gRP/7fh+2ONDClUu/t7vrcM1wspfVwzW1hYKIiIj0LGVJnpk9Bxzr3RwO1DjnZsQ5bitQD3QA7c65mamKKWLo2NBFslMgGDq5zfSWFDHDNfPs+5KsGa7ZpZKX7cM1g8Wxq2uqkiciIiJxpOzM1Dn338LXzewXQG0Ph5/rnNuTqlgkxxQU+qOCEZ3k+b2iNdCyZuGVqNU14eDCK1k7XFMLr4iIiEjvUl5+MDMDrgXOS/W/JXkiUJj5+XjQpZLn82RnoGXjFgrRP7N2uGbXLRR88HsgIiIivpOOhVfOAaqccxsTPO6ARWa2wsxuTvQiZnazmS03s+XV1dUpCVSyREEw8ytrQuzCK/m2hULWbIbuzclryZHhmoHiUJLnXGh/Rg3XFBERkTiSOjM1szeAcXEeuss5t8C7fh0wr4eXOds5t9PMxgCLzWy9c25p14Occ48DjwPMnDnTJRO3ZLlgsT9ObvO6kpclq2sGi0JDMz981JuX5/3pyOrhmq3Q3hy67YcvO0RERMR3kkrynHMX9PS4mQWBq4C/6uE1dno/d5vZS8AsoFuSJxJxzg9CQ9UyLZ/n5IUXXsmGCubfPAcfPArvPQSuI3Rftg/XDH/+/fBlh4iIiPhOqs/QLgDWO+cq4z1oZoOBAudcvXf9IuAnKY5Jst2RZ2U6gpDoxM7vFa2BFsiS1TUBys8JXep2wspnoGn/wWGc2SZYDK4TWupCtzUnT0REROJIdZI3hy5DNc1sAvCEc242MBZ4KbQ2C0HgWefc6ymOSWRg5POcvGxZXTNa2QT4L/+c6SiSE06qm73FilXJExERkThSembqnLshzn07gdne9c3AyamMQSRl8nlOXkFBqP1+X10z14QrqJEkT5U8ERER6S4dq2uK5KZ8npMHoWpePrY7k8JJXlNN6KeSPBEREYlDSZ5If8VU8vKwohUozL8KZqZ1q+RpuKaIiIh0pyRPpL9i5uTlYbJTWHpwvzxJDw3XFBERkT7Iw/KDyADJ5zl5AJc/BMOPyHQU+UULr4iIiEgfKMkT6a9AHm+hADClx20yJRXClVNV8kRERKQHGq4p0l/5vvCKpF/X4ZpBJXkiIiLSnZI8kf6KnpOXj5U8Sb9uwzWV5ImIiEh3SvJE+kuVPEm38Cb0zTWhn8GSjIUiIiIi/qUkT6S/8n0LBUm/6OGawUGhTelFREREutAZgkh/qZIn6RY9XFNDNUVERCQBJXki/ZXvWyhI+oVX12yq0fYJIiIikpCSPJH+itkMXcM1JQ3CwzXbGlTJExERkYSU5In0V0Ge75Mn6Rf9OVOSJyIiIgkoyRPpL83Jk3QLr64JGq4pIiIiCSnJE+kvzcmTdFMlT0RERPpAE4lE+qugADDveqDHQ0UGRHhOHijJExERkYSU5IkkoyAIZpmOQvJFMHq4ppI8ERERiU9JnkgyCoJgGvUsaRI9RFhJnoiIiCSgs1ORZBQEIaDvSiRNzA4O2dTCKyIiIpKAkjyRZASCWllT0iu8wqYqeSIiIpKAShAiySgIaiN0Sa/wCpuq5ImIiEgCquSJJKMgqO0TJL0iwzVVyRMREZH4lOSJJKNAwzUlzTQnT0RERHqhJE8kGQUBVfIkvYKq5ImIiEjPlOSJJEOVPEm3cCUvWJLZOERERMS3lOSJJENbKEi6aeEVERER6YWSPJFkqJIn6aYtFERERKQXSvJEkqHVNSXdtPCKiIiI9CKpJM/MrjGztWbWaWYzuzx2p5lVmNkGM7s4wfNHmNliM9vo/TwsmXhE0k775Em6RYZrqpInkq86Ox1NrR2ZDkNEfCzZSt4a4CpgafSdZnY8MAeYDlwC/MrMAnGePxdY4pybAizxbotkj3N+AGf/U6ajkHwSDA/XVCVP8kNreye1TW2ZDmPA1Da10d7RmfBx5xzLtuzDOZfwmB+/vIbjfvw6HZ2JjxkonZ2Oz76s6/PxzW0d7GtoTUks72/ae0ixSKydNU3UNubO75IffbR1X8zvZW1jW8b+z5NK8pxznznnNsR56ApgvnOuxTm3BagAZiU47nfe9d8BVyYTj0jaTZsNx1yQ6Sgkn6iSJ2m0dmctf167K+Y+5xzrdh480a5tamPBqi/YVdscc1xtU1vkhNw5R0t73ytPz3y4jd31zTzxzmam3v0aJ9+ziLZeEqObn1rOzJ++waeVtTS0tLP082oWrPqCR96q4O0Nu/lg8142Vx9g8tyFPPzmxm6v8faG3ezvkpyET9ZeWllJdX1LpA11zW088c5mrnzkL7S0d+Cc4/Oqer6oaeKjrfuYPHchDyz+nNb22Jg7Ox0n37OIuX/4FCBuMvTy6p1c+3/f54UVlZx53xJueXoF63bWxRw7f9mOSHwHWtoj/zc3/HYZ/+fP6yPHNbS08/H2/ew50EJnp6Oto5OnP9jGqh01rNtZx/xl29ld18x3fr+Cecu2s7OmiYv/bSlVdc0s37qPmsZWfv3OZi598B1Wbt/P9+ev5IFF3U/73lhXxeS5C7nxd8v55hMfcuq9i/nT6p2Rx/c3tMZ9/w+0tMf9fNU2tdHY2t7t+Ot+/QGXPvgOx/zwVe59ZR0AVXXNLPzky27HxnPGz5bw3Efb4z62aO0uJs9d2O0zEI9zjs5Ox5e1TTy+dFPChHzp59Vs29sQc9/Gqnp++so65i3bTnV9C1V1zTS1dnRL2LfsaaC1vZN1O+v4vKq+T+3rzVn3v8lXfv4m9736Gcu37otpz9Pvb2Vjgn+ntrGN/Q2tvLm+io5Ox3ub9lDTePD/aVdtcyR+5xw79jX2Gsvu+mam3v0atz7zceT3pK65jfrmgwnR4nVVPPX+Vl5aWcmv3q5gzRe1NLV2sG1vAz9esIZPK2v5p3krqaqL/dtzwPv970lre2fMvwXw1vrd3V4LYO+BFo66cyHfm7cSgIrd9TFf1DzyVgU3/HYZk+cu5JrH3ufhNysin4mTf7KIk3+yiI5OR11zGxt2Dcx72RfW0zdFfX4Rs7eB/+mcW+7dfhj4wDn3e+/2b4DXnHMvdHlejXNueNTt/c65Xodszpw50y1fvjzpuEVEss4L/wBrXoQ7tkDpiExHk3JmtsI5N7P3IwUGpn+cPHchABcdP5ZF66p6PHbM0GJ217dEbv/86pO448VPeHDODG6bv6rb8TOOGM6qHTVMGzeU2qY25t10Bve/tp4xZcU89f42AIaXFlLTyzff4dcBOGfKKN7ZuOcQWhjrrtnH8dfHjubCf1tKsMBo73KyXRQooDXqhO6KGRNYsGpn15fp0TFjhvDsjafzh5VfcP9roSTskunjeL1LgvP8t8/kxwvWsH5XPSWFBTS3xSaJf3P6JJ79MH6SEu2pf5jF4nVVPP3BtkOKs6+OGj2YuqZ26pra+NHXj+dHf1wT97iiYEFMonvFjAl845SJjB5azGW/fDfm2K+dNJ6/P7ucqx99L3LfvVeewBf7mxgxuJDN1Q3M/2hHzHM2/Ww2R//w1Zj7JgwrYWfUFw6jhhSz50ALP7hwKr9Y/DkA1848nOeXV3LusaN5a0NsMjC4KMBf5p7HsEGFXPfrDzistIhZ5SO450/rOH/aGJas3x23rYOLAjS0dnDEiEHs2NfEA9eezO3PrwbgrKNH8q9Xn8Sv3t7EvGU9v39nHzOSv1Ts7Xb/r755KvsaWrk76v/69gunsq+hlf94bysAU8YMYUhJkLsvO46rH32fm84p59qZR/CfKyr59Tub6esp/7iyEnbVNXPruUfzyFubYh6bPqGMtd6XPLNPHMern+6K9xJ877xj+MFFx7JlTwPb9zUypDjIJ5U1zDxyBN9+ennMewTw8Y8u5NR7F/ctwDjuvfKEyOfwsNJC9kf9DVn2w/Npae+kKFjA6T9bwnfPPYbF66rYUFUfed/i/b4B3H3Zcfx04Wdx/81XvvcVSgoLuOCBpXEfv2v2cfzLq6HnRv+/Adx7xXS+debk/jY3oqc+stckz8zeAMbFeegu59wC75i3iU3yHgHe75Lkveqce7HLa/c5yTOzm4GbASZNmvRX27al5g+XiIivvfQdWP0s3FUFhbm/V14uJ3lmdgnwIBAAnnDO3d/lcfMenw00Ajc45z7u6TUHMskTEZHU+dN3v8KJhw9L6jV66iN7Ha7pnLvAOXdCnMuCHp5WCRwRdftwIN7XXlVmNt4LcjwQ/+uRUByPO+dmOudmjh49urewRURyU6AQsINz8yQrefPUHwEuBY4HrvPms0e7FJjiXW4GHk11XAMxukdERHr39Yff7f2gJKRqC4WXgTlmVmxm5YQ6qGUJjrveu3490FPiKCIigaLQfDyzTEciyZkFVDjnNjvnWoH5hOapR7sCeMqFfAAMD38xmiqmz5WISFr8yzdOSOnrJ7X2u5l9A3gIGA0sNLNVzrmLnXNrzex5YB3QDtzqnOvwnvME8Jg3tPN+4Hkz+0dgO3BNMvGIiOS8E66GsgmZjkKSNxGInmBUCZzeh2MmAjGrTHSZzpB0YOvvvYTX1nzJzprQghDTxg/lLxV7qdhdz8jBxRxoaWfPgRaq61vY29DKPZdPZ3hpIbfNX8Wc047goulj+Y/3tkUWPrhr9nHMnHwYD79ZwZL1uzlv2hhGDi7ihY8rcS40X61i94GYGO676kTmLdvOsEGFOAfvVoTm3JUUFnD8+DIq9zfFzAU8YWIZZ5SP5NITx/Oed+zEwwbxvxes5aLp43jx48rIsZdMH0cwYGyubuCUScN5JmqO2wkTywgUhL7/Xu3N+QOYNKKU08tHMH74II4ePTgy3/Cmc8oZP2wQs8pH8LWHYr+Vv+qUiZQUBbjwuLEsWreLkYOL+WjrPto7HSu27efIkaUcftggSoIBKqoPcOZRI5n/0Q4uO2k8U8cMZenGanbVNjN+WAlnHTOKXy7ZyOSRpWzd28iRI0Or61524njKRw1m+db9vPFZFaOGFLN1bwOXnTieEyYO4yevrOON279KdX0rc//wCdv2NvLN0yfx+ppd1DS18eCcGTS2dLBxd2jRmLqmdjZVH+BASzv1zaGFT44cWcrw0iLGl5Xw+tpdzL10GkePHsJNT4WGBR87dihFwQImjShl9onj+f5zKxkztIQvapo4Z8ooRg0ppq2jk1e8xVHKRw1m+77GmIVGzpkyikkjSlldWUOgoID65jY2Vx9csKTA4LTJI1i/q57zpo1h/LASWto7+c27W7jt/Cn893OPZsHKndzx4icUBwu89+YoAN74rIrxw0qYNKIUB7S0dfLc8ti5feH3ePu+xsicunFlJVxywjhKCgNsqj7A9AllLPlsN5NGlrLwky+ZOHwQX9Q0AaF5gN859xh+sWgDZSWFHDmylHc27uGBa0+mOBigbFCQ659cxtSxQ1m/q56/PWMSI0qL+OWbFQCcXj6CiYcN4tPKWrbva+TBOafw7LLtLP28mjsvnca8ZdspHzWYK0+ZyOJ1Vdx+4VSeX17Jjv2NLPzkS8aWFfOLa2awr7GVR9/exJlHjWRsWTFPvLuFau/35NixQ5lxxHA2VR/AASu27QfgullHMKQ4yKuf7uLEicPYVdccme8adt60MQwvLaSxpYPrTp/E9U+G6jZHjR7Mfd84kT+u+oJ5y3YwZmgxJx0+nG+deSR/Wr2TtzfsZs5pkygtDvDQkgqmTyhjf2Mrv7/xdM68701uv3Aq71bsYczQYr520njuf209/+PCqby8aierK2uoa2pnytghbNnTwP/753P59tPLOevoUTzx7maa2zoZNaSY6888kvkf7Yi8F0OLgzS2hRayGVdWwqzyEVx+8oTQnERC8yP//Y3Qwkv/65Jp7DnQwtSxQ2jtcCxeV8WyLXuZVT6S08tH8NxHO9i+rzEyV7e0KEDAjNsumMJT729jX0MrY8uKuerUw9myp4FJI0r548ovKB81mKa2Dt7btJdRQ4q58PixkbmY48pKcDievOE0pk9IbqhmbwZk4ZV008IrIiL5IVfn5JnZNcDFzrkbvdvfAmY5574XdcxC4D7n3Lve7SXAHc65FYleV/2jiEj+SGpOnoiIiAy4vsxd7+v8dhERkRhK8kRERNLvI2CKmZWbWREwh9A89WgvA39nIWcAtc65vm0IJiIieS2pOXkiIiJy6Jxz7Wb2XeDPhLZQeNKbz36L9/hjwKuEtk+oILSFwt9nKl4REckuSvJEREQywDn3KqFELvq+x6KuO+DWdMclIiLZT8M1RUREREREcoiSPBERERERkRyiJE9ERERERCSHKMkTERERERHJIUryREREREREcoiSPBERERERkRyiJE9ERERERCSHKMkTERERERHJIUryREREREREcog55zIdwyEzs2pgW5IvMwrYMwDh+EmutUnt8b9ca1OutQeyv01HOudGZzqIbDFA/SNk7+dGcaeX4k4vxZ1+fo89YR+ZlUneQDCz5c65mZmOYyDlWpvUHv/LtTblWnsgN9skqZetnxvFnV6KO70Ud/plc+warikiIiIiIpJDlOSJiIiIiIjkkHxO8h7PdAApkGttUnv8L9falGvtgdxsk6Retn5uFHd6Ke70Utzpl7Wx5+2cPBERERERkVyUz5U8ERERERGRnJOTSZ6ZXWJmG8yswszmxnnczOyX3uOfmNmpfX1uJiTZnifNbLeZrUlv1In1tz1mdoSZvWVmn5nZWjO7Lf3Rx5dEm0rMbJmZrfbadE/6o+8umc+c93jAzFaa2Svpi7pnSf4ebTWzT81slZktT2/k8SXZnuFm9oKZrfd+n85Mb/TiV37sA8Pi9WdmNsLMFpvZRu/nYVGP3em1Y4OZXZyZqBP3XX6PPVH/5Pe4o2KJ6YeyKO5u/U02xB6vX/F73GZ2rPf/HL7Umdn3/R53nznncuoCBIBNwFFAEbAaOL7LMbOB1wADzgA+7Otzs6k93mNfBU4F1mT6vRmA92c8cKp3fSjweabfnwFokwFDvOuFwIfAGdnanqjHbweeBV7J9PszEG0CtgKjMt2OAWzP74AbvetFwPBMt0mXzF/82Ad2ia9bfwb8HJjrXZ8L/Kt3/Xgv/mKg3GtXIENxx+27/B57ov7J73FHxR/TD2VR3N36m2yIPV6/kg1xR8UfAHYBR2ZT3D1dcrGSNwuocM5tds61AvOBK7occwXwlAv5ABhuZuP7+Nx0S6Y9OOeWAvvSGnHP+t0e59yXzrmPAZxz9cBnwMR0Bp9AMm1yzrkD3jGF3iXTE2WT+syZ2eHAZcAT6Qy6F0m1yYf63R4zKyN0svwbAOdcq3OuJo2xi3/5sQ+MSNCfXUHo5BLv55VR9893zrU457YAFYTal3Y99F2+jr2H/snXcUPCfsj3cffA17H30K/4Ou4uzgc2Oee2kV1xJ5SLSd5EYEfU7Uq6JwKJjunLc9Mtmfb40YC0x8wmA6cQ+mYx05JqkzekZBWwG1jsnMt0m5J9j/4duAPoTFF8/ZFsmxywyMxWmNnNKYuy75Jpz1FANfBbbyjTE2Y2OJXBStbIpr4kbKxz7ksIJVPAGO9+X7alS9/l+9gT9E++j5v4/VA2xA3x+xu/x56oX/F73NHmAPO869kUd0K5mORZnPu6VkYSHdOX56ZbMu3xo6TbY2ZDgBeB7zvn6gYwtv5Kqk3OuQ7n3AzgcGCWmZ0wsOEdsn63x8y+Bux2zq0Y+LCSkuzn7mzn3KnApcCtZvbVgQyuH5JpT5DQkLdHnXOnAA2EhqOIZFNf0hvfteUQ+i7fxH6I/ZMv4u5HP+SLuKMcSn/jl9gPtV/xS9wAmFkRcDnwn70dGuc+3/6NzMUkrxI4Iur24cDOPh7Tl+emWzLt8aOk2mNmhYQ6yWecc39IYZyHYkDeI29ow9vAJQMe4aFJpj1nA5eb2VZCQ73OM7Pfpy7UPkvqPXLOhX/uBl4i88Mzkv07VxlVMX6BUOcskk19SVhV1FDx8YQqTuCztiTou7IidujWP/k97kT9kN/jBhL2N36PPVG/4ve4wy4FPnbOVXm3syXuHuVikvcRMMXMyr3MfA7wcpdjXgb+zkLOAGq9cmxfnptuybTHj/rdHjMzQuO9P3POPZDesHuUTJtGm9lwADMbBFwArE9j7PH0uz3OuTudc4c75yZ7z3vTOfe3aY0+vmTeo8FmNhTAG35yEZDp1WqTeY92ATvM7FjvuPOBdWmLXPzMj31gb14GrveuXw8siLp/jpkVm1k5MAVYloH46KHv8nXsPfRPvo67h37I13FDqI9J0N/4OvYe+hVfxx3lOg4O1YTsibtnzgervwz0hdCqcp8TWvXmLu++W4BbvOsGPOI9/ikws6fnZvqSZHvmAV8CbYS+gfjHbG0P8BVCZfFPgFXeZXam25Nkm04CVnptWgP8ONNtSfYzF/Uaf41PVtdM8j06itBqWquBtTnyd2EGsNz73P0ROCzT7dHFHxc/9oFRsXXrz4CRwBJgo/dzRNTxd3nt2ABcmsG44/Zdfo89Uf/k97i7tCHSD2VD3In6myyJvVu/kiVxlwJ7gWFR9/k+7r5czAtYREREREREckAuDtcUERERERHJW0ryREREREREcoiSPBERERERkRyiJE9ERERERCSHKMkTERERERHJIUryREREREREcoiSPBERERERkRyiJE9ERERERCSH/H9Dke6qdGzCIAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Simulate signal with noise\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 50)\n", "n_time_samples = ((time_extent[1] - time_extent[0]) * sampling_frequency) + 1\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)\n", "signal = np.sin(2 * np.pi * time * frequency_of_interest)\n", "noise = np.random.normal(0, 4, len(signal))\n", "\n", "# Plot\n", "fig, axes = plt.subplots(1, 2, figsize=(15, 6))\n", "\n", "axes[0].plot(time[:100], signal[:100], label=\"Signal\", zorder=3)\n", "axes[0].plot(time[:100], signal[:100] + noise[:100], label=\"Signal + Noise\")\n", "axes[0].legend()\n", "axes[0].set_title(\"Time Domain\")\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=3,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "\n", "axes[1].plot(connectivity.frequencies, connectivity.power().squeeze())\n", "axes[1].set_title(\"Frequency Domain\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 30 Hz signal" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 100.0)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Simulate signal with noise\n", "frequency_of_interest = 30\n", "sampling_frequency = 1500\n", "time_extent = (0, 50)\n", "n_time_samples = ((time_extent[1] - time_extent[0]) * sampling_frequency) + 1\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)\n", "signal = np.sin(2 * np.pi * time * frequency_of_interest)\n", "noise = np.random.normal(0, 4, len(signal))\n", "\n", "# Plot\n", "fig, axes = plt.subplots(1, 2, figsize=(15, 6))\n", "\n", "axes[0].plot(time[:500], signal[:500], label=\"Signal\", zorder=3)\n", "axes[0].plot(time[:500], signal[:500] + noise[:500], label=\"Signal + Noise\")\n", "axes[0].legend()\n", "axes[0].set_title(\"Time Domain\")\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=3,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "\n", "axes[1].plot(connectivity.frequencies, connectivity.power().squeeze())\n", "axes[1].set_title(\"Frequency Domain\")\n", "axes[1].set_xlim((0, 100))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Spectrogram\n", "\n", "#### No trials, 200 Hz signal with 50 Hz signal starting at 25 seconds" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Simulate signal\n", "frequency_of_interest = [200, 50]\n", "sampling_frequency = 1500\n", "time_extent = (0, 50)\n", "n_time_samples = ((time_extent[1] - time_extent[0]) * sampling_frequency) + 1\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)\n", "signal = np.sin(2 * np.pi * time[:, np.newaxis] * frequency_of_interest)\n", "signal[: n_time_samples // 2, 1] = 0\n", "signal = signal.sum(axis=1)\n", "noise = np.random.normal(0, 4, signal.shape)\n", "\n", "# Plot\n", "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15, 9))\n", "axes[0, 0].plot(time, signal)\n", "axes[0, 0].set_xlabel(\"Time\")\n", "axes[0, 0].set_ylabel(\"Amplitude\")\n", "axes[0, 0].set_title(\"Signal\", fontweight=\"bold\")\n", "axes[0, 0].set_xlim((24.90, 25.10))\n", "axes[0, 0].set_ylim((-10, 10))\n", "\n", "axes[0, 1].plot(time, signal + noise)\n", "axes[0, 1].set_xlabel(\"Time\")\n", "axes[0, 1].set_ylabel(\"Amplitude\")\n", "axes[0, 1].set_title(\"Signal + Noise\", fontweight=\"bold\")\n", "axes[0, 1].set_xlim((24.90, 25.10))\n", "axes[0, 1].set_ylim((-10, 10))\n", "\n", "multitaper = Multitaper(\n", " signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=3,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "axes[1, 0].plot(connectivity.frequencies, connectivity.power().squeeze())\n", "axes[1, 0].set_xlabel(\"Frequency\")\n", "axes[1, 0].set_ylabel(\"Power\")\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=3,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "axes[1, 1].plot(connectivity.frequencies, connectivity.power().squeeze())\n", "axes[1, 1].set_xlabel(\"Frequency\")\n", "axes[1, 1].set_ylabel(\"Power\")\n", "\n", "\n", "multitaper = Multitaper(\n", " signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=3,\n", " time_window_duration=0.600,\n", " time_window_step=0.300,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "mesh = axes[2, 0].pcolormesh(\n", " connectivity.time,\n", " connectivity.frequencies,\n", " connectivity.power().squeeze().T,\n", " vmin=0.0,\n", " vmax=0.03,\n", " cmap=\"viridis\",\n", " shading=\"auto\",\n", ")\n", "axes[2, 0].set_ylim((0, 300))\n", "axes[2, 0].axvline(time[int(np.fix(n_time_samples / 2))], color=\"black\")\n", "axes[2, 0].set_ylabel(\"Frequency\")\n", "axes[2, 0].set_xlabel(\"Time\")\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=3,\n", " time_window_duration=0.600,\n", " time_window_step=0.300,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "mesh = axes[2, 1].pcolormesh(\n", " connectivity.time,\n", " connectivity.frequencies,\n", " connectivity.power().squeeze().T,\n", " vmin=0.0,\n", " vmax=0.03,\n", " cmap=\"viridis\",\n", " shading=\"auto\",\n", ")\n", "axes[2, 1].set_ylim((0, 300))\n", "axes[2, 1].axvline(time[int(np.fix(n_time_samples / 2))], color=\"black\")\n", "axes[2, 1].set_ylabel(\"Frequency\")\n", "axes[2, 1].set_xlabel(\"Time\")\n", "\n", "plt.tight_layout()\n", "cb = fig.colorbar(\n", " mesh,\n", " ax=axes.ravel().tolist(),\n", " orientation=\"horizontal\",\n", " shrink=0.5,\n", " aspect=15,\n", " pad=0.1,\n", " label=\"Power\",\n", ")\n", "cb.outline.set_linewidth(0)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### With trial structure (time x trials)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "frequency resolution: 33.333333333333336\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_halfbandwidth_product = 1\n", "\n", "frequency_of_interest = [200, 50]\n", "time_extent = (0, 0.600)\n", "n_trials = 100\n", "sampling_frequency = 1500\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)\n", "signal = np.sin(2 * np.pi * time[:, np.newaxis] * frequency_of_interest)\n", "signal[: n_time_samples // 2, 1] = 0\n", "signal = signal.sum(axis=1)[:, np.newaxis, np.newaxis]\n", "noise = np.random.normal(0, 2, size=(n_time_samples, n_trials, 1))\n", "\n", "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15, 9))\n", "axes[0, 0].plot(time, signal.squeeze())\n", "axes[0, 0].set_xlim(time_extent)\n", "axes[0, 0].set_xlabel(\"Time\")\n", "axes[0, 0].set_ylabel(\"Amplitude\")\n", "axes[0, 0].set_title(\"Signal\", fontweight=\"bold\")\n", "axes[0, 0].set_ylim((-10, 10))\n", "\n", "axes[0, 1].plot(time, signal[:, 0, 0] + noise[:, 0, 0])\n", "axes[0, 1].set_xlabel(\"Time\")\n", "axes[0, 1].set_ylabel(\"Amplitude\")\n", "axes[0, 1].set_title(\"Signal + Noise\", fontweight=\"bold\")\n", "axes[0, 1].set_xlim(time_extent)\n", "axes[0, 1].set_ylim((-10, 10))\n", "\n", "multitaper = Multitaper(\n", " signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=3,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "axes[1, 0].plot(connectivity.frequencies, connectivity.power().squeeze())\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=3,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "axes[1, 1].plot(connectivity.frequencies, connectivity.power().squeeze())\n", "\n", "\n", "multitaper = Multitaper(\n", " signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.060,\n", " time_window_step=0.060,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "mesh = axes[2, 0].pcolormesh(\n", " connectivity.time,\n", " connectivity.frequencies,\n", " connectivity.power().squeeze().T,\n", " vmin=0.0,\n", " vmax=0.03,\n", " cmap=\"viridis\",\n", " shading=\"auto\",\n", ")\n", "axes[2, 0].set_ylim((0, 300))\n", "axes[2, 0].axvline(time[int(np.fix(n_time_samples / 2))], color=\"black\")\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.060,\n", " time_window_step=0.060,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "mesh = axes[2, 1].pcolormesh(\n", " connectivity.time,\n", " connectivity.frequencies,\n", " connectivity.power().squeeze().T,\n", " vmin=0.0,\n", " vmax=0.03,\n", " cmap=\"viridis\",\n", " shading=\"auto\",\n", ")\n", "axes[2, 1].set_ylim((0, 300))\n", "axes[2, 1].axvline(time[int(np.fix(n_time_samples / 2))], color=\"black\")\n", "\n", "plt.tight_layout()\n", "cb = fig.colorbar(\n", " mesh,\n", " ax=axes.ravel().tolist(),\n", " orientation=\"horizontal\",\n", " shrink=0.5,\n", " aspect=15,\n", " pad=0.1,\n", " label=\"Power\",\n", ")\n", "cb.outline.set_linewidth(0)\n", "print(\"frequency resolution: {}\".format(multitaper.frequency_resolution))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Decrease frequency resolution by decreasing time_halfbandwidth" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "frequency resolution: 100.0\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_halfbandwidth_product = 3\n", "\n", "frequency_of_interest = [200, 50]\n", "time_extent = (0, 0.600)\n", "n_trials = 100\n", "sampling_frequency = 1500\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)\n", "signal = np.sin(2 * np.pi * time[:, np.newaxis] * frequency_of_interest)\n", "signal[: n_time_samples // 2, 1] = 0\n", "signal = signal.sum(axis=1)[:, np.newaxis, np.newaxis]\n", "noise = np.random.normal(0, 2, size=(n_time_samples, n_trials, 1))\n", "\n", "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15, 9))\n", "axes[0, 0].plot(time, signal.squeeze())\n", "axes[0, 0].set_xlim(time_extent)\n", "axes[0, 0].set_xlabel(\"Time\")\n", "axes[0, 0].set_ylabel(\"Amplitude\")\n", "axes[0, 0].set_title(\"Signal\", fontweight=\"bold\")\n", "axes[0, 0].set_ylim((-10, 10))\n", "\n", "axes[0, 1].plot(time, signal[:, 0, 0] + noise[:, 0, 0])\n", "axes[0, 1].set_xlabel(\"Time\")\n", "axes[0, 1].set_ylabel(\"Amplitude\")\n", "axes[0, 1].set_title(\"Signal + Noise\", fontweight=\"bold\")\n", "axes[0, 1].set_xlim(time_extent)\n", "axes[0, 1].set_ylim((-10, 10))\n", "\n", "multitaper = Multitaper(\n", " signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "axes[1, 0].plot(connectivity.frequencies, connectivity.power().squeeze())\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "axes[1, 1].plot(connectivity.frequencies, connectivity.power().squeeze())\n", "\n", "\n", "multitaper = Multitaper(\n", " signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.060,\n", " time_window_step=0.060,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "mesh = axes[2, 0].pcolormesh(\n", " connectivity.time,\n", " connectivity.frequencies,\n", " connectivity.power().squeeze().T,\n", " vmin=0.0,\n", " vmax=0.03,\n", " cmap=\"viridis\",\n", " shading=\"auto\",\n", ")\n", "axes[2, 0].set_ylim((0, 300))\n", "axes[2, 0].axvline(time[int(np.fix(n_time_samples / 2))], color=\"black\")\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.060,\n", " time_window_step=0.060,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "mesh = axes[2, 1].pcolormesh(\n", " connectivity.time,\n", " connectivity.frequencies,\n", " connectivity.power().squeeze().T,\n", " vmin=0.0,\n", " vmax=0.03,\n", " cmap=\"viridis\",\n", " shading=\"auto\",\n", ")\n", "axes[2, 1].set_ylim((0, 300))\n", "axes[2, 1].axvline(time[int(np.fix(n_time_samples / 2))], color=\"black\")\n", "\n", "plt.tight_layout()\n", "cb = fig.colorbar(\n", " mesh,\n", " ax=axes.ravel().tolist(),\n", " orientation=\"horizontal\",\n", " shrink=0.5,\n", " aspect=15,\n", " pad=0.1,\n", " label=\"Power\",\n", ")\n", "cb.outline.set_linewidth(0)\n", "print(\"frequency resolution: {}\".format(multitaper.frequency_resolution))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Coherence\n", "\n", "#### No trials, 200 Hz, $\\pi / 2$ phase offset" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_halfbandwidth_product = 5\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 50)\n", "n_signals = 2\n", "n_time_samples = ((time_extent[1] - time_extent[0]) * sampling_frequency) + 1\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)\n", "signal = np.zeros((n_time_samples, n_signals))\n", "signal[:, 0] = np.sin(2 * np.pi * time * frequency_of_interest)\n", "phase_offset = np.pi / 2\n", "signal[:, 1] = np.sin((2 * np.pi * time * frequency_of_interest) + phase_offset)\n", "noise = np.random.normal(0, 4, signal.shape)\n", "\n", "plt.figure(figsize=(15, 6))\n", "plt.subplot(2, 2, 1)\n", "plt.title(\"Signal\", fontweight=\"bold\")\n", "plt.plot(time, signal[:, 0], label=\"Signal1\")\n", "plt.plot(time, signal[:, 1], label=\"Signal2\")\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"Amplitude\")\n", "plt.xlim((0.95, 1.05))\n", "plt.ylim((-10, 10))\n", "plt.legend()\n", "\n", "plt.subplot(2, 2, 2)\n", "plt.title(\"Signal + Noise\", fontweight=\"bold\")\n", "plt.plot(time, signal + noise)\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"Amplitude\")\n", "plt.xlim((0.95, 1.05))\n", "plt.ylim((-10, 10))\n", "plt.legend()\n", "\n", "multitaper = Multitaper(\n", " signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "plt.subplot(2, 2, 3)\n", "plt.plot(connectivity.frequencies, connectivity.coherence_magnitude()[0, :, 0, 1])\n", "\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "plt.subplot(2, 2, 4)\n", "plt.plot(connectivity.frequencies, connectivity.coherence_magnitude()[0, :, 0, 1])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### With trial structure (time x trials), 200 Hz, $\\pi / 2$ phase offset" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_halfbandwidth_product = 5\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 0.600)\n", "n_trials = 100\n", "n_signals = 2\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)[\n", " :, np.newaxis\n", "]\n", "signal = np.zeros((n_time_samples, n_trials, n_signals))\n", "signal[:, :, 0] = np.sin(2 * np.pi * time * frequency_of_interest)\n", "phase_offset = np.pi / 2\n", "signal[:, :, 1] = np.sin((2 * np.pi * time * frequency_of_interest) + phase_offset)\n", "noise = np.random.normal(0, 4, signal.shape)\n", "\n", "plt.figure(figsize=(15, 6))\n", "plt.subplot(2, 2, 1)\n", "plt.title(\"Signal\", fontweight=\"bold\")\n", "plt.plot(time, signal[:, 0, 0], label=\"Signal1\")\n", "plt.plot(time, signal[:, 0, 1], label=\"Signal2\")\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"Amplitude\")\n", "plt.xlim(time_extent)\n", "plt.ylim((-2, 2))\n", "plt.legend()\n", "\n", "plt.subplot(2, 2, 2)\n", "plt.title(\"Signal + Noise\", fontweight=\"bold\")\n", "plt.plot(time, signal[:, 0, :] + noise[:, 0, :])\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"Amplitude\")\n", "plt.xlim(time_extent)\n", "plt.ylim((-10, 10))\n", "\n", "multitaper = Multitaper(\n", " signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "plt.subplot(2, 2, 3)\n", "plt.plot(connectivity.frequencies, connectivity.coherence_magnitude()[0, :, 0, 1])\n", "\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "plt.subplot(2, 2, 4)\n", "plt.plot(connectivity.frequencies, connectivity.coherence_magnitude()[0, :, 0, 1])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cohereograms" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "frequency resolution: 50.0\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_halfbandwidth_product = 2\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 2.400)\n", "n_trials = 100\n", "n_signals = 2\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)[\n", " :, np.newaxis\n", "]\n", "signal = np.zeros((n_time_samples, n_trials, n_signals))\n", "signal[:, :, 0] = np.sin(2 * np.pi * time * frequency_of_interest)\n", "phase_offset = np.random.uniform(-np.pi, np.pi, size=(n_time_samples, 1))\n", "phase_offset[np.where(time > 1.5), :] = np.pi / 2\n", "signal[:, :, 1] = np.sin((2 * np.pi * time * frequency_of_interest) + phase_offset)\n", "noise = np.random.normal(0, 1, signal.shape)\n", "\n", "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15, 9), constrained_layout=True)\n", "axes[0, 0].set_title(\"Signal\", fontweight=\"bold\")\n", "axes[0, 0].plot(time, signal[:, 0, 0], label=\"Signal1\")\n", "axes[0, 0].plot(time, signal[:, 0, 1], label=\"Signal2\")\n", "axes[0, 0].set_xlabel(\"Time\")\n", "axes[0, 0].set_ylabel(\"Amplitude\")\n", "axes[0, 0].set_xlim(time_extent)\n", "axes[0, 0].set_ylim((-2, 2))\n", "\n", "axes[0, 1].set_title(\"Signal + Noise\", fontweight=\"bold\")\n", "axes[0, 1].plot(time, signal[:, 0, :] + noise[:, 0, :])\n", "axes[0, 1].set_xlabel(\"Time\")\n", "axes[0, 1].set_ylabel(\"Amplitude\")\n", "axes[0, 1].set_xlim(time_extent)\n", "axes[0, 1].set_ylim((-10, 10))\n", "\n", "multitaper = Multitaper(\n", " signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "axes[1, 0].plot(\n", " connectivity.frequencies, connectivity.coherence_magnitude()[..., 0, 1].squeeze()\n", ")\n", "axes[1, 0].set_xlim((0, multitaper.nyquist_frequency))\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "axes[1, 1].plot(\n", " connectivity.frequencies, connectivity.coherence_magnitude()[..., 0, 1].squeeze()\n", ")\n", "axes[1, 1].set_xlim((0, multitaper.nyquist_frequency))\n", "\n", "\n", "multitaper = Multitaper(\n", " signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(connectivity.time, time_extent[-1]),\n", " np.append(connectivity.frequencies, multitaper.nyquist_frequency),\n", ")\n", "\n", "mesh = axes[2, 0].pcolormesh(\n", " time_grid,\n", " freq_grid,\n", " connectivity.coherence_magnitude()[..., 0, 1].squeeze().T,\n", " vmin=0.0,\n", " vmax=1.0,\n", " cmap=\"viridis\",\n", ")\n", "axes[2, 0].set_ylim((0, 300))\n", "axes[2, 0].set_xlim(time_extent)\n", "axes[2, 0].axvline(1.5, color=\"black\")\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(connectivity.time, time_extent[-1]),\n", " np.append(connectivity.frequencies, multitaper.nyquist_frequency),\n", ")\n", "\n", "mesh = axes[2, 1].pcolormesh(\n", " time_grid,\n", " freq_grid,\n", " connectivity.coherence_magnitude()[..., 0, 1].squeeze().T,\n", " vmin=0.0,\n", " vmax=1.0,\n", " cmap=\"viridis\",\n", ")\n", "axes[2, 1].set_ylim((0, 300))\n", "axes[2, 1].set_xlim(time_extent)\n", "axes[2, 1].axvline(1.5, color=\"black\")\n", "\n", "cb = fig.colorbar(\n", " mesh,\n", " ax=axes.ravel().tolist(),\n", " orientation=\"horizontal\",\n", " shrink=0.5,\n", " aspect=15,\n", " pad=0.1,\n", " label=\"Coherence\",\n", ")\n", "cb.outline.set_linewidth(0)\n", "print(\"frequency resolution: {}\".format(multitaper.frequency_resolution))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Imaginary Coherence" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "frequency resolution: 50.0\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_halfbandwidth_product = 2\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 2.400)\n", "n_trials = 100\n", "n_signals = 2\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)[\n", " :, np.newaxis\n", "]\n", "signal = np.zeros((n_time_samples, n_trials, n_signals))\n", "signal[:, :, 0] = np.sin(2 * np.pi * time * frequency_of_interest)\n", "phase_offset = np.random.uniform(-np.pi, np.pi, size=(n_time_samples, 1))\n", "phase_offset[np.where(time > 1.5), :] = np.pi / 2\n", "signal[:, :, 1] = np.sin((2 * np.pi * time * frequency_of_interest) + phase_offset)\n", "noise = np.random.normal(0, 1, signal.shape)\n", "\n", "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15, 9), constrained_layout=True)\n", "axes[0, 0].set_title(\"Signal\", fontweight=\"bold\")\n", "axes[0, 0].plot(time, signal[:, 0, 0], label=\"Signal1\")\n", "axes[0, 0].plot(time, signal[:, 0, 1], label=\"Signal2\")\n", "axes[0, 0].set_xlabel(\"Time\")\n", "axes[0, 0].set_ylabel(\"Amplitude\")\n", "axes[0, 0].set_xlim(time_extent)\n", "axes[0, 0].set_ylim((-2, 2))\n", "\n", "axes[0, 1].set_title(\"Signal + Noise\", fontweight=\"bold\")\n", "axes[0, 1].plot(time, signal[:, 0, :] + noise[:, 0, :])\n", "axes[0, 1].set_xlabel(\"Time\")\n", "axes[0, 1].set_ylabel(\"Amplitude\")\n", "axes[0, 1].set_xlim(time_extent)\n", "axes[0, 1].set_ylim((-10, 10))\n", "\n", "multitaper = Multitaper(\n", " signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "axes[1, 0].plot(\n", " connectivity.frequencies, connectivity.imaginary_coherence()[..., 0, 1].squeeze()\n", ")\n", "axes[1, 0].set_xlim((0, multitaper.nyquist_frequency))\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "axes[1, 1].plot(\n", " connectivity.frequencies, connectivity.imaginary_coherence()[..., 0, 1].squeeze()\n", ")\n", "axes[1, 1].set_xlim((0, multitaper.nyquist_frequency))\n", "\n", "\n", "multitaper = Multitaper(\n", " signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(connectivity.time, time_extent[-1]),\n", " np.append(connectivity.frequencies, multitaper.nyquist_frequency),\n", ")\n", "\n", "mesh = axes[2, 0].pcolormesh(\n", " time_grid,\n", " freq_grid,\n", " connectivity.imaginary_coherence()[..., 0, 1].squeeze().T,\n", " vmin=0.0,\n", " vmax=1.0,\n", " cmap=\"viridis\",\n", ")\n", "axes[2, 0].set_ylim((0, 300))\n", "axes[2, 0].set_xlim(time_extent)\n", "axes[2, 0].axvline(1.5, color=\"black\")\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(connectivity.time, time_extent[-1]),\n", " np.append(connectivity.frequencies, multitaper.nyquist_frequency),\n", ")\n", "\n", "mesh = axes[2, 1].pcolormesh(\n", " time_grid,\n", " freq_grid,\n", " connectivity.imaginary_coherence()[..., 0, 1].squeeze().T,\n", " vmin=0.0,\n", " vmax=1.0,\n", " cmap=\"viridis\",\n", ")\n", "axes[2, 1].set_ylim((0, 300))\n", "axes[2, 1].set_xlim(time_extent)\n", "axes[2, 1].axvline(1.5, color=\"black\")\n", "\n", "cb = fig.colorbar(\n", " mesh,\n", " ax=axes.ravel().tolist(),\n", " orientation=\"horizontal\",\n", " shrink=0.5,\n", " aspect=15,\n", " pad=0.1,\n", " label=\"Imaginary Coherence\",\n", ")\n", "cb.outline.set_linewidth(0)\n", "print(\"frequency resolution: {}\".format(multitaper.frequency_resolution))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Phase Locking Value" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "frequency resolution: 50.0\n" ] }, { "data": { "image/png": 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bNHJ27SejYzu2ZOfSo0cPNm1cT+9+B7NxzVL6HjKc9Utn02/oaNYt+IN+I05j45yf6TnyPLbMnkC3Yy4jd/ondBh1Lbumv0/66BvZN+1tWoy6hcLpb3mO5ahbsM55G/MRN+CY/xEcdiVq2VfYB56PZc1ErH3OIHHTFMq7HU/KtlmUtDucZnuXUtjyYJoXbSAvtTutK7axx5xOW5XPblsT2iVZ2VGq6NgsgW15pXRNb07Wzj1079yRzVlZ9OrRm8yNa+l90CFsWLWYfoNGsH7pTPoNO57186fQd8TpbJwziZ5Hnc/WWV/T1XUso69j17R3ST/uZvb/8xZpo26laMZbNDnmVspmvkXiyJupnPsu5iOux7HgYxhyOWrZeONY1v6ItddpJG2ZSlnXUaRu+5fidsNotm8ZhS3607xoI3kpGbS2bmevOZ10lc+uylQ6pNjYXqzp1DyR3P0ldG3bkqwdu+nepRObt26hV8++ZG5YRZ/+h7J+5UL6DR7J+iXT6TfsRDbM/43eI84kc85Eeh51IVtnfkWXY69g+4yPaD/qBnZPe4fWo28mb9pbpI2+jaLpbwYci2XgubRZ9nZtZBWEEEIIIWqM0lrHNwFGAOTXUE1glFLXA9cD9OnQ9LD+D01hR/Ym5iXfBsBT7V6lIHcto1vnc/vu0zmmX0fe2TKGJFXJNPsgRpuXu7fl+pxRPp47um7lzt0PMLXZ2ZxYNAmAjPLxHNWrDXdn38yhpkwAvk04i7FF5/N/Kb8zoWw4c5Jv57yKR1mhewJwuflPHk74klMrnuHphI9Z4OjLs7b/cpJpIdt1a1bpHiRZTAy2ryY1NZVpJd3YmnwJAL+lnMGpZb+40/di+jOMy8ng+H5tuW3z9Qw2bSajfDzH903no6wTWZ98CJOL+lDa9VhKs5fxTMJHLHf0YJBpM5sd7clKO4yr9v6XSS1eY3D5Avd272r+Kq8U3On+nEczDi1/z52O7uVfsiX5Uvf8jPLx7nne004yLeTOhB85SG0NuE4XtJ/CvqyVfNXkNdrbtgXMLzS1IM2R7zPtzIonadvvSP5au4vj+7Xl73W7A/YLMLz8LXr06M3czfsY0DGN1dsL6dwyhbT8tfyW9IB7uTKdyCT7SC62TONK6/+Y7jgUCzYyky93L3OV9X8U6xQW6n40TbKwSl0QsD9/N3SdzHvZp5GV2ItjC5/gtm453L3rPgCerryEi5osoad1ne861v+jss/p/LNuN6P6plO8YRb9urbjy6yWvNNqAmNKf3Yv+7n5XFpbc3lFXcEma0v3ObjMOpaduhUbdWfutnzLbZZJ7nXydRNaqBKffY6qeJnpSXfzq30476Q/zOT9p/vMr9AWkpTN/fl/ldezv/cFdN34GY8mfOGe3qP8S+Y3vYd0205+aHE1d+88Ieh18TYu+QZezD82YLkxFc9ynGkpMx2HsFL3cE/3Xi6jfDwASsGWJGP6KRXP8X7ym3TV27i41bd02/UnzyV8GDYNLn83O4sX947gpebfsa1EcbJ5EcdWvMKMpLuCLr88eRhn5d/JkK4tmLj71KDLjK54mW8THyddFdKj/EscmFiedC3NVanPcm/bzuRmy8/u4+qZWsbm0iTWJl9NMlbOafsbS7PzI55Pl3KVTLIuZ585ndb2PWxP6ErHymx2JHSlQ2U22y1d6GjLYZulK51s2e6fOeYudLHnkKU6003nspnO9CCXTN2RXmo7mY6O9DJtZ6OjE71N29jiaEd30y7ydFNaquKo0harUpVKqi5lj6UD6bYd7LB0oYMtx31MrmPxHFMXOtlyyDZ3oavPsXSiB9vcaXcdyyZHB3qadpDlaEs3024KdQppqqxWjqXE1JQmjmJ2WTrRzraNHQld6FDpOZZtCV3pVJntdV2MY8kxdaaLI5ctqjPdvY7F/3q4jiVXt6Gz2kuxTqapKq/RY3CgMKEpMjWnmaOAnZZOtLdt81wPv+viOoZcS1c627LJNnWmqyOXraoTGXob/+pDGKlWoB4vXNxQa08opbYAeYAG3tNavx9kGXeepGvXrodlZWXVbSKFEEIIEZFSKmR+JK41QKLhzIC8D9C3YzO9NDufRUkPuuc/tOtOSAAK4VPVlxMyPyXJUgngE/zw/7x72yZIgH15+e6zkEwFjs3TOTQx071c34qVnGdux+36K25P/gqAH5Iep0QnYcfkzmC7CuKHmjJ51vZf3k98FTAKQRU2B98kPwl2yGC8e9vewQ+Ak3d9wATu5e918FHyZvf09plfQwL0LV9B34QVsON73lJnATDIZCzXw7STHsWTOcp0CB3LNoDybNc7+AHQkiKfz4uTbiQarmMKJjl7Gn8nPQ+24PP9gx8APyc9zGnrnmZN0hP8b8MNKA4Puq4JzdzN+0jAxuT9p/Oo+Qo+yzuZlUlP+iyXoqzuwlsKVgAGq0yfZT5JfBEwrktJhRWSQx6S23vZpwHQzWpsa3PONkg05j2YMB7nrnwMMm3mhXW7AZi+fg9bk5+AXfAl432CHwCX2yeCGex2M7dzm3v6F4nPudPanv0+6/gHPwCmJ90NwOnm+TyzfXPAsXkHPwAuM0/lvHVH8UrCRp/pV5j/IN22EwDTvvXACYEH6OeW8vf4S3UMmP570v0A/I9vOa3iGVbrjJDb6M529+/t1X5aOvaDgk3b93CcZXvI9fwdX/QTxyf9BOVwsNmYlkZpyOVbl20BYEl2fsj74UrzFNJVIQAvJbzLIkffgOAH4A5+AIy1fM2Njl94wXwByc6bZGl2ftTHAZCsjUJvqq0AFCRa80FBktU4N8mVeT4/kyqN+U1sxudmDuNzmi4EBa0wjqGV81haKuO7oLX7c+0EPwBStXG+UtxpzfM5Jv9jcS3nOnbXsbTQxmdX2v2PxfWztoIfAE0cxnlyn3erM+2u62L1vR6uY2liz3ceS6HPsYQ6hlbO7+qaDn6A8b0K0MxRAHjS6L4efvdYivv6GPObOo8lzWEcQ1Nd7PN3p4EaqbXerpRqC0xVSq3TWs/0XsA7TzJ06ND4vkESQgghRMzi3QdITJpRigUbbZyZRX8jzau5xPJPxO0cb1rMswkfAWDD7J5+uflPjjMt9Vl2kGkzTQjMfDZRFVXKYE9KfDjkvENMWxiX+EbA9F4qsEZFV7U76DY6qb0oYsuTtfIr9AR7O50QKrLh9Hni8zHt0+UY00pSVQX3J4z3qYXira8pGws2mjoLsXdYfmCoWkezIOf/FPNCAPc50GFy5CeZFsWc3iFqAwNNmyMuZ8FOMhWcYZrjTncko03LSCcvYPrW5Es41rwipnTOSb494jKHmLZwq+VHinWKz3Tv2iBNKOcFy3tR7fPHpEfDzj/JeW1C+SfpHvfvnya+4L6+sd7PwfyS9FDIeZ3VXjYkXRZ2/UvMnu+Vc82zecb5/RHOjRYjwHmmea7P9FF+3zHRSFFGAMX13ed6Zl0/WzsLzKHmR5pem8ECf67CfKS0RZt2/+l1eSyuIFhNXw/X51RVUbsH4MV1LFW9HoOi+F6s77TW250/dwM/QoiovBBCCCEarHpfA8TfWMvXIefZdXTxnI8SX3b/7h0AScAetMA8yrQ8YFpVDTZtCju/NcGDO/5CFewVukYKjP6eTwioCVwj7kuYAIBDq5BvDz9NfJFp9kHcWXkzYLy5/D7piai2Hy4AkhKs6kYEE5Mei2q56y2Tud4yGYD5jn7u6eGaPjRTZbyV+GbQeW1VftRpjEUXtYcC3STk/JPMi2tsX3dYfuRV2/kB0w9T61ms+4Zc7zTzfIaaNtRYOoJJVPaw8xMizA+nnynH5/OnzlpIQoj6QynVBDBprYucv58ERPeHRgghhBANRlxrgCilvgbmAn2VUrlKqWsirXOt5feQ82xVOBy7VwDkXPMsrrP8FrDMKHPNBUCqIlgh3hGiYG9Ck0LNvzU81zy7xrfprTJCLM67+VIsAZ5QAZDfEu+nnQqsbVEbhpvWRV6oCsvWBBOOOt1fMD8kPc4QFTrA8UjCF+4+eYQQopa0A2YrpZYDC4DJWuspcU6TEEIIIWpYvEeBubgmt+cdzIhWpdc6PU07aiQdqhqFymCF+6NMKwOmnWP+N+T6Teqw2nRNsUVx7VxBH1MUARBX2CNUoKi/KYsWqijovANJNOeyZmmCVfV5OOHLOk5HoL8S74m8kBCiUdJabwYGxTsdQgghhKhdDaoPkEiqVgOk5k9BTfYDd7P5J/qYAvsACb3v6Aq0A9SWqiapVkQTvDrOtAyIrtbCpea/gPBNYMp1YnSJc9qr02JaviGo6wDIsaYVnGaaFzC9PtTw6GWKvqPVqjraFFtfLkIIIYQQQoia06gCIFWpARJNzYNYbQ7RmWc0/AMY9yZ8E9P6ndWeqJab7DWSTn0QTfDqtcS3gegCTCPMa4DwAZAKYguANE51GwBpSVHQjn4PFK6RfYQQol7ZvQ7s4Ts7F0IIIRqDRhUAqUow40bzr7WQEl//Mc+Ietmeph10ZG+V93WjpfaPpzaEC1T4M8fQxChUExiA8hgDII1xvMPa6DA3HFcQSwghRD2xbxO8PRz+eYI3/t7Igi37I69TTX+u3sm938e3fzUhhBAxyF0MjzWHHQ2/NvMBHwBJUpW1kBJfLyVEN4yoy6SkR2opJfVXLAXx2PpYCR0AqY3mTw1N3fcBIoQQot6oKIY3hxi/5yzglakbuOC9ueHXqQE3fbGAsiXfgpa/QaKReH80zAk+kp+oAXYb7AzsE1HUoXW/GD8zp8Y3HU52h6awvGrl+EZVAoylFkF9VltDnjYWsRTaLzb/XYN7bhz3lzcJgAghRA14rht8e0W8U+HD4dC8P3MTJRW+TVt+X7mD3YXlxoeinXFIGVxvnsybiW/Byu/jsn9/i7PyWLWtID47t1nBWhKXXW/YVcS5b/8bcI+IKti+BP58KKpF80qszN+8r5YTVHtmb9zLp//WcV+C/zwB7x4Fe9bX+q7enbGJjLGTKbPaa2aDDjuU1n7NulrnDljXcXnoqXbww7UBkx+YuJJDHvsTuyP2skyjCoCIhiuWGiCxFNr/Y54Zcl6sj0tjCbB5a0oZR5jWxjsZQgjR4Ni1przSmUEuz4c1k+KZnAC/r9rJM7+t48U/PAWGCpudm75awsUfuDqj9v5LWHd/49q6hqEv9SoElhfCpJuNn3XsvHfmcPqbs+t8vwB8MBqe6RiXXT/z21qWZOczf0uEwviuNfBUe8jPqZuE1TfTnzeq/juqPsqjt0s/ms+F78/D4Sq45eeAtbRGtl0XLv1oPo/9soZHflpFj/sn181Oty0xfhbVzIid4XziDO7kl1lrZoNT7ocXuhs17ho05/2q6rg8ZCuHld8FTP5+SS4AjirUJGxUAZC67s8gGlebf493Ehodk4ruOjehjOQwTZxiDWjUv7ur+kaaV3OQKTveyRBCiAZnzfZCTno1dJA93sqcwZnCMs/fQdebsm35ZcYE74xj3ta6Slpwc8fBsq+Mn/XUrsJyvllYw38zd62q2e3VhsWfgK0M1tVRYbe+mf6s85eayQmu3l7ou7XXDoYvz6uRbdelz+dmUYWX71WjnEVWXTNBqDq1+kfjZ5xqelXLnvXw7eVGTbXaarKYuwgKoh/x1EVXIz0RAyBKqVSl1MNKqQ+cn3srpU6v8h5r0XMJH8Y7CQEeSfgi3kloENq73gbVoOVJ19X4NoUQQtSuhpTvyN5f829tM3cXsSwnv9rbcYX4vbOIrvyiCja3aDv3W74yft+2BP58OCDD+8+6XczJrHpH7Z60aefeg2Vga7FEVVEME2+ocnX0az5byH0/rGR3UXnAvLwSK+/P3ITWmm35ZTz+y2oq7TVcWMvPhu+uhMrA/VdFrb7HrSgyao40Cs57soYLgD4FuOw5NbrtOpezEPZvDj3fVgGVZaHnb3N2sLlrdfD5Jmc/jzVUCyccVeNPRh3UnKgoDhjJy2Z3sHVv9EGX+75fQcZYvyDnT7fAmp9gxzKviTV0HFrD7Nfgw+PhjUOjWyd7vvEPz1+K2qoB8glQAYxwfs4Fnop5T0KEka5qvu2tRdXsl2TjawAjhBD1UuPNdxRuh+Lww9Wf8MpMzh73b7V35cprexeytN88/wLdDRZn5veD42DOG0bbdS9Xf7qISz6cH7AvrTWl1uj7kfAEQLz+soYqHLzUB2a+GPW2w1r0MayYALNeNj4X7oBPT6cFRVGtvqeoAvDUpPl+cS5Hv/APAA/8uJJnflvH5qnv8e6kaXzy71Zmbgh/rWP2+1jjbXLmX9XazJ6iCt6Zvimm7ucNMRQ0xl8I74yIvFyDUoUAiMMOv/3P03xo0zQSMWpl1Vntibrw0QnhC7GvHQJPtw89f81Pxs8NfwSfr5wBEF21fjnsDu1pchSlGot3Rdt3hq0CZr4Etgpe+2sDn8/dGv0+nu0EE31f/L7453pGvTSdnD0F4YNPTt8sitTEzXNCKmx2z9+WkuiC4vM27yNrn1dAJnse/PWo8bu9Iqpt8PFJxj88p9X7Oi3Jzosq8BxNAKSn1voFMJ5WrXUZUhYUjcDhptg6UjJTQ50hCSGECKfx5jteOQhe6lXjm620O3jtrw2eTvt2rebcnweQoXzby7syrJ6TGXsOf6RpZcBQiB/N3kL/R/5gV2FsNRMcGuOt5epJ3ok0hlt01R4o3gX/hIl/5SzwXT8sv+Od8yZsncV5zv7C5m4K3RdGcYWNXYUV7iQC3PPdcnL2l+FwaIorbCRgo+ec+7gr93YA9pfUUB8CLu6oVvVe8Nz17TKen7Iu+o5fXftdPiHysgs+gL8egyxnEM+/FLlvEzzRGv55OqpCWXV5B+bsDs0Xc7eGLSBV2Oxc+ckC1u0M0hdNVc579jxY8D5Musl4Zr44m4csXxqbq43aTjkLjUBrDKat382a7bXc905xpA6XI3zFu2uAVC0vPvql6Vzy4bzIC+L1mIVZZk9RBcOe/osNu3yDp1rrIDXEoqwBMv9d+OdJmP8ur/21kUd+8q0N8+6MTe7+SYJaPdHn47zNRk23Vt+eGRh8KtwBP99m/PPj7tsqhNJKB30fmsK7MzbDllnwYs+omse9/uFHXP3SV8bfj+UTwFEznS+7vmLWbC/k3Lfn8NIfkct30QRArEqpFJxXTynVE+PNjBAHlNYqujdEQgghqqXh5jtqsQNPm93BL8u3B233/O2iHF77ayNv/LPRmLD8awBONi2i1Grn1akbsNocXjVAIhWkdcj5J5kWGb9ke4bL/XWFEWhx9y0SgU8FlDlvwHdXeNrJA3x4XPS1Bz460Vg/Fq7jd/50da7u6Rw20EPvjOcwFTxjbXNoEs0md82WZvZ8ILY3yJV2R+Q3l979IFQUx9bEZOX37rfrReU2LNhYZPsP15onR1/lf8cy+O1e32kOB4u37vME3367B2a/6pnvPAk3fbmYU1+fBat+MAo+M1+APx7ki7lbudBv6OXx87OZsmoHf63ZxfT1uyO29ddaYwty7jbsKqL/I3/w0zKjf4EJC7N5+KfVfDArdFONFbkFlG+cwQvfzwq2o7DpCJ44r8Kks9PfHmq7e3OZu0PnLbV3R8vR+ugEePuImFa56pOFnPpGkOOtT6pYA2ToU1MZ/dJ0sveXugMC/r5ekM2IZ2MYNTJnIatm/sieogo+nu0bkPhszlYOf/pvNnoFRuzRNttxdYQbokPc535fx+O/RP/MK2BB0s002bMscOabh8GSz41/fvo9PIVNe4J02Oq8/4udo0b9uDTXaLoERqDPm7UEXhnA/lV/GcuXF/J14tP8mej8/ljyhSeo5eSoQi2da82TsUy5h8VZ+9338IrcyIHdaAIgjwJTgC5Kqa+Av4F7w68ihIhWuU6IdxKEEKI+abj5jvdHBUz6N3MvOTXQV8h7Mzdz29dLmbzSbxSEVT/QdesPAF7DNirn/5o/1+zi9b83MmFhtjue4SruRm62EpgZda1bXGGjZN82yivtMb3H3u4VJHGAe1QH7W4aVEvtAvKzQwZ8HkwYTzrh+yJ7Lf82fkh6nFGmpe5prjiKQ2ssZhXQGX+F3cG/ofpM2fCnz9vXEc/+zejHvg0/GogrALJjOXx9kREkskd+i/rV/Cz44RoYf4E73akYb6lvs/xoVD9/rLlRe8Pb1tnw1QW+523Be77LPNGSgo/O5X/fLw++86x/wV7J76t2smZHIaz41jOvaAcP/7Sa+Vv2U1he6W5i9MCPK7nxyyVc+/kirvxkIWe8FX6EnndmbKLXg7+TMXYy3y/OJWPsZDJ3F/FfZ3Otv9buBqDA2SFwQVnoDvJNSjEh8SmeyrsHwG8o1KoEQLzOnV9TAYfWnPDKjJCrfjkvi34PT4m5ZhXlgQXA31buIL/UUyNp7A8ruPmrxbFt18uTlo853hTF+uUFgaMHLfgA/dHJzNywJ6DAq7Xm5+XbA4c2dRWWywuMe3X2q8zZtJeC0iDXUmtY8zM47OwttrIlQj8YD01axY6C8oD7ImRh/KMTGL3whqCzZjuf9637jOd4y94SilyjyURdgyjcfaZh4vWwOfR946IUtFX5wWdWhj8nG3Y6AzheQT9XragmOca+fQKnc94wanW5vr92r4PCXHK/vYcxr8+EMuP71ewayEIpT1DLqccDv4UNQnv7Z90uAB5K+IqEJR/zxt+Z7nkbwwQVXSIGQLTWU4FzgSuBr4GhWuvpUaVOCBFR46jXLYQQNaNB5zv2bwqY9N8P53Psi9Ni3pR3YQU8gYM3/850F4i01vD91Ry99nHflZ0FZe9h48usdndncSvVBfDbvZz3doS+RsJk2Ev+foEmb/bn0peM4QnbkseQjzNgy0xufu1rLnv6I2PB3etg7a98MXcrGWMnc/zL07E4m5Q6tCeteaXOSj7VbXifu9joKNS7qvy+TfDaQE/NBFcgQXmywQuTb+FK85SIm++hdnpq0jh/2hwai8kU0LfJi1PW8d8P57M4K8ib5/Hn+7x93VtsZbb5BuwfnkTG2Mm8O2MTvD7INyjhSu/sV2Cr8419FIWq535f5/PZP9+xZ6+zYD7tGd8Z314BG/8I2Wmsq3bCceZlRnAjmM9ON5rEuOzbGHSxI5/9h2FPB+/bZNW2INte/zv8eicA3y/KdU9+9re1AFz5yUJ3QMVVgySwE2A/s17hsE8yAOhoN2ppWG1e59d1rrU2CuHTniVA5t/u5mHzNu9jV4EzeKEUTLzWWN25f639RrAs2QuzX2N3YRlTVu1g8soddGCf0RGlV3OhLXtLyBg7memLlht9RmiN1pr1Ia7B9vwybv5qCbeMX+KeNmFhDr+t9G2W4nBoT20bhwPeGgbTnzP6pnAqKjeCBJdZ/uKjxJeD7s+13LeLctDvjDRGuXHvxA6/3YPKmcflHy/gkzlbsTs0K5zXePWOQm7/eilfTF8JM170PMeuAEixUfDVCz/mkg/mc9nHfn0S7d8Cj7eAby8zmpT4ufzjBYx+abrx4ZNT4fVBNEk0tl3irNngujui6VzTu1WLze5wB9tc53FnQbnnGr/Um0++/CwwuBNsYyGY0LDiG/j8TGOElnBpi7g1p5yFbJjyts8ks8l37V2F5czeaASpm2ybTWsKApM78wWjCQ+AyfM3KGd/GVj9apQoFVADBGD+Fs93TaXdweQVwYc9XpzlG7D2TW805zEEpdQQ1z+gG7AD2A50dU4TQtQARQMc0ksIIWpYo8l3FG5n61/v+fSvUJXODgc/MZXSkkLsfz/Djv2F7mLS5l153P6FEbiYsDBEp3VBMtJ2eyWJSz7AgrPGgP+b/GC8mrks9xuZpp3rzWLhNtCaBcm3OLf7AW/n38gXlXcZn98eDt/8l6/mG8PHjtUfcYnF6DjUaONkZIJbKSOD7NPcwRZDHxoOh1Eg/vA4ozlN8W4u+2g+n337nSdY4H4zrmDFd8ZbSy+PJXxu9KEAbNpTzKyNgZ2YWrG43wybnOfZ7tCYTModcErQVppQBuXGOdpX7HscReumB2z3WJNRg8K8eyXgDFrkbTWalLioYNn2EDdX3lb45jJ49WB3OkN55ndnQapsv6efj3nvQKkRGMkr8iu8LPsalo2n38OegFHYPcx9C1OEvE5SxT7SCFLtHmcfbH8/AeUF5JdambFhj1EDZtHHxnyTcncs6jrUBLNxrm40/0ybCt8hNkOejiCd7fqccndwwFkon/Fc4Da+PBfeOxqAi96fx93fLTOmZ3sK6mmqlMEqE4fWPkFKJt0Mfz3Ksx98yY1fLqHMaud2y0TabfreaDq0Yzk81pztK4038F3+uskocD7egtXfPMqZrwc245i6Zhd3f2vcW9vywjdR6/HAb57aNrZy2LsBpj9L3re3sGirUTA97MnoOuB98MdV3Pv9ClSB33fUE63cvyZSyf7duXy3KMddc6LMGYQYuOYlmPYUrP0FgNI8Z7DG2ZxEK8UJpsX8vPc0KPAEwNjhVROpcDsKB49ZPqWbMtafuWGPp0ZI1r+QtxUNpFHibqLk4v7e/uoCI+AVxOqsXe6aPa6mgOnk0X3te6A1JuX7bFjX/cHaUMFCp3DNoszez9G4w/li7lZy9gWvzaGiHXXmoxPoM+9+3/34BUD8m+elKFdQzO/7pyzPCNY5a0O60xvQd4sK+SA+4Wzmc9e3y32Cdt5BwHHTfF827Nu6glYY59UUxWGHqwHysvPfOGA+8D7wgfP3N8KsJ4SIgdQAEUIIoLHkO744h4zZ93LJmxFqEzzdEf56POwiesYLmGc9z5svP8Z4ZwBhUuLDfLPnXIAomtZ4Mqf9t/1Ak78f4Brz7+5p/k02AnxxjlGQBs5yjkzjv44DE8u92lzvLQ7eXctA22rutHzPFZapnnUdOiATPG66pyqz/vNB9+8VNjsvTFkXutlOQba7QAyAOZFZG/dyxZpr4Zc7fJfNWeB+Gx/goxPAWsrxL8/gso8WBMw24XC/GXYl3fVG17uQvzjpRlYkX29M9zvGZhPOCtjuZ4nPu3//KuFpT6DKW5AAyO6iMlZ6t3nfv8UoKLw+CNb+DAU5TNK+x+9fMPIZjefHG9DFu2HKWPekRZt3++500o1Gp55htulvtFfToWAWJ9/EzCSjRsdl5j+Zlnine97rCeOMkXumPsIt45dwxcee6/LNwmw62rexIfkKzjZ5mso0S7bQkkLGJkzgtm13G8fpvG6Tlm7zad7gbubif37/eQr2Z3lNCNE3TtGuoMeUhJVknMEvr1EuBpk2MynpEcqL9jPStMqzgjNAl1dkPNcVNgcVOJtJVxTDKqOTy3b7jGBKot1TIOy26SuS8GrCsXwC5Odw3eeLmLs5dOe+rPuNZni+R9y1bZ7t5J7WcsN3XPauUYvNGqGfmvxSq7PD4MjNdjYkX8H/VpxOcYXN/a0ybPNbtKKQJLszTVPup3jt36RudwZjnX2AmPKzuNFiBEdY8Q3T1u02AgcJqe7tL1u9mi3Jl3Kl5U/eTnjdPf1402Io9r2nVyRfR8f3BwCee9nu0Ea/ThtDjEwDPJT3oNEJKLDTecyvJ4yj96pXYMdyLGaFf5DA+xwuzspj574C+OFamG7UKPp35caAdcjbyjeJTwSMWPXwT6s55sV/gqZNVaM2nSlIFMF7SgL24M+81lDkqVnk/k70f2aUKWTHqR//uwWtNb8s9+vM99PTQ6b3J+7iryQjWBxN3CdkAERrPVprPRrIAoZorYdqrQ8DDgUyQ60nhIhNpLciQghxIGgs+Q67szCURCXZG5a5pw98zJOJ/m5RjtEGe/YrYbe1KcfISCZgY4jaQE+1jQEmo0C2v8TK29N934IdsWuC8aaywniT7pNhtRnTmivP28JgAZCxlvG+EyqKKCz3FKz81+mifAsSbXI8x3no2K/dv79YPJY7LL6jFOggbwG9t1+a5Xn7N35+Nm9P38S4ac5bIT/brwmCf643TOY/e07oecCEBVtDzkvAxtLsfOcenQWlygpaVu7k/QTP9UxWxjlrTjG5eaVkjJ1sVOfeH7oDTpeR5tUM8xupbsveEiqDHNKpr83yvLUvL4Q3BrPrS9/hMLvjW5CwaBuDTJ50+G9WvdTb53NCFKPgZe4uDjuSiJVg/Z35XrMWznvzyYRP6W7yBBVONzv7BagsD6jFcN8PK0nNM5r4vJb4NjeVf0Q79tMs2YLZeWQWh29hfEdBOROXGrVCVm0r4I3Hb3a+4fe7h2a+SOqPl3s+OwtxDv+32esDC3LllXbWJ1/Jh2GaiRS8O4bPvQJfrithNhvpsDm8aohMuc/d/KPnqte5wDyNLpXe11D55id/vIHKj30LjB0dO4zOKZ2GqA0w4WKeSfgwMHF+BdZPEl9kgVfzhFAGPzGVI5/9u1o9+SxJvtGz/6LtpPzqFWzzGjmku2uUq7+fYMLnb3PCKzMhIcU9v1OBp4+SAaYsBqtMErAZTXe87/Egie2s9nDRKz9je2t42LR6jyjpCoweaTZqMEyb9idZ+0oDvpkqvZpVnffOHJ5+/Q1Y+Z172hWWqVxs9gQ1bHYHjhkvMty0jjPNvh0Gn2qa51uLCGDPBnisOd/vPtVncuEvDzJv876InQoDmP06igbf72YL9hAvcLVPbQ932vw7ry3I8QxHHmwrgbFx2LYobJpdtQj9a9wFE00nqP201is9CdKrgMFRrCeEiILUABFCCB8NOt/h6kjv8YTP6Dr+WNLJZ5hax2HWhe5l/vf9Cp919AfHGwWwf9/g44QX+CTBKBQtzzHaOZ9qns/EpMf4O+l/7nXu/nZZwL5P2easKLPQ6DfChIMRptVsTb6EjoXG8jdbfnYvH5BxBm60/BowbfjTf9NF7eKrhKdponwLk68nvh3wVtLlh8THgk53eX7KOgorfNPg/TexyS5PhvfzuUbgZ3D25/DxGPjmUt8mCFl+QY31v1d5+Ponfl0bcl4SNv7vm2UAXG/6ia5qF+mvdeaJzRe5Cz7elidfz/pdRsb8x6XbYFz4ApXL14lP+3we/dJ0/s0MLICWVHhl9p3t7Ntl/RJyu3kLv+Gb3WfwRaJx7pqrUppEGGQpaG0UP/3VVu6fuCLk/HKdGHOT32DLpyRafD4nYGOUydPs4RrL78xPvpXO7HEX2Kx2zZa9JT7dy+Q5hyhenpvPHRajE2GsgfexZY/XUKRaG/1h/P2477Qgrns/8qgiveyBfQYBmJ01Uaw2B5d71Zhyje6k0LyQ4NthbYKjgi7Kt8mWvci3j4/xZTdR+ul5gNEJ7sSkx4AgHWUG6VviCNNaPvz4XbqowNouRV4BUoDCclts/cVqB7d4fS+Bb2Fb2b3uca9mKt41l/oqZ1Mbc4LXfN9i7qSkR4IGfYsqAu/v2Ul3sCj5JizFoYcUPtPk1YeSvZKESt/7Z/TGp/n2+699jwVou+Jtn351rLbA/Y8yLTea5dht9Hrwd35ZbSzv6rzY5e3EN3y/x4t2hQyspy1+i4venxd2FCSXpkVb4NWB7qCbkXbfAIjJhLtzUzetfYJUrqBc3mf/9VnMHqZ549cJT6GXfoklmrYsfj5NeJ4Wjny2zA/9HQhgCTvXsFYp9SHwJcbtfCkQ+i+DECImJlWdOLkQQjQ6DSLf4Spc93rgNzITA+efajaq6aeqcr5LeiL0hnIXoVxvtqY+zHGufuEqPQGK4aZ1Aav1zZtGoinysLMnm4zAS/e8wFoP5mgKpDtW0NVWyK2WSYw0r6ZQpwYssiw5+IgIPUw7g053sWAnJ6+cAV7TQjXLMToo1Jy4bZwxIb2f7wKTbvT9/POtLEkKTGs03MPZUkr++GvYPPRhXJ3QJLiCAUW7uMf8NReqyH0iJFmMgliTyr1gj6FfE6cX/zCu/+7iyoCcuwKONK2Cxy5h1yV/0S7CtlpOvj5g2tzk24Is6ZGgggeSHrF4OnH9LekBvtt7QtjtzEm6PULq/PaLHatPIVYHtO9/OeGdgLfiAF3y5wOue0SxZa9v/yLa6z4rJ5FkfAvxwWlY8jmm+e94Jj3eAnqMDljyiz3nR7E9PzlG0xZX/wsRh0X2kmIv5Jekh/xS6+qI0sE4ZxOQ1O1zYc96DjV5OqOt1GbM2HnS8gkf2k+FcZcE3cf75uexmUz0qvjSZ/p1ny/C2XMMSVipIMgXYhgtSrYETCsq8wrKeQeZvJq5eX9TBPvecAR5xRix2d/K72mlgxe8N4z/H70OHu6+I72DU47vr+W6tZN4Gt8adF3VLp99Xm+ZDMsmw8o34MGdHKbWBw1En2xexMnmRcx5eTxwHbvKFFggVQUGK32O6eU+YQ/v5YS3aTI7+PfiGNN8WqtCvrSfSKtVHxnNCp3843xm7BxmXQz/vu63FR1kqGJNS6tvZ6ZZeVZ6+FXDGKI2sET3YYR5DfxyK5eYr6EoxEiZC5NuZJWje8D0UebljFdP0f33bUHW8ogmAHIVcBPgakA4E3gn9OJCCCGEEFXWIPId/VUW7dVmVjl6+Ey3+NU6qNSBWS2fN9u/3hkwP+hyfsYWPkOkcsaNll+YaD865PyommD+dDN/JEGhNqqWp6nqD+nr8ljC5yzXIfri8HNy2e/0sWx1f9ahx/Jwa17FtB5qymRcwuusdHSnxYbVTFsNQ5z58Ossk3nDfo67oNFGBQ456q+ps9ByVfb90dW99vPv9D840ZSPPcjKJhzcYzGGln35s294IXh5oVoSQtQAudri28/N+YQOBgUNAuZn86jlMybZR7on5ZVYaem1X5+mM1pjUopTTZ6hMl0BPn/b80pZ6OyYN10VYMnbzPwtxvlTOGiat5Y5mUbHllE3RX4+gxn2QzjWf/CKzbGP8hSOyTmCxknWyLVIwrE6FElYaafyGGP2Ok/jDucrr+8OBQxSm7jE8g99TLkB2/FmUQ464juc77zN+yHZ+P3XxAc50foiC7ZGbi7jYgooMMMRFd4jVAW/Ps3wBICV0kbHwx+f7LVWFepY/3ANoeoO9NnwPmx43/3Z+74xrZ0E+NUKAdpQQJMgQQvsVqxfXcQPSX/yme3EkMk5snQah6ujjMAJcJMlMHWd/Wr+hHOeeTaEiMG+k2gEM760n8iKbUVkeM27Y8JSzvC67y04OLw4sO+RXYVltPOqAdLTtIOjTSsDlmulAmtbTUx6jIxyTwDpcdNHIf/GpatCRpuDD73dU4WuteMSMQCitS4HXnX+E0IIIYSoNQ0p3/Fr0kM+GTaANOVbK8O7zw2Xi81eBaadwZsNPGP5gEss0ResnrB8EjCtiaoIW8ujvykr5Dx//sdVU5ZszGGQV240VJHlSYtvPwX5ZTZ3QbmmnWaaR3NVGrTmTVNVzhleBfAUFblGx8kLr+ItnqGDir5Q6G1S0iMAjLcF1jQwoRliMvpFaRFiFJXqChUAqbZdK7nKspKrLJ5+Y0568jsWOgvTiVRSQorPKiZlVPt3SVLB09ZH+Y4+cswfp7DBNoZ1nMmi5JtgKVw3/y72dj6Bs2NomnOsOXQzn5qinDVAHtfjqrWd5qqE9clXck9l8Bpa7v2h3YFN/z59gpmTHLomT2+T5837wSpyUwuAj2Zt4tykMAuEqLTh6mcHIIUKDjH57q9jkOctYg2QGLieO29vJPpes3sTvg25fuKmPwHorPaGXAbg26Qnw87/J+mesPOrwr8T1AvN0znT7KlFqNAc6lgZ8IXdLutXdu281Kcmmqu5nbcWQf4uArQnTIe9UbJhwRyhRlfEAIhSagtBbj2tdY8giwshhBBCVFlDy3f0VuHfmP6edH/AtGcSPoq43ViCH+BbHdtbdxW6GcpTCYFBk7rmXfgFuMIcesQFby2LN0ZeqIpcQzyWkUgCZdyd8L3P/McTPo1pewNNW+mjcqiMquJ1aINNwQqUnkflgYSvg8yvvsTaCoAE4f1s+He+OmlZLssrC9y1DcK50vJnwLRrLb8zxuwZQeaDxFc4NqczTZLC94FS1yLXbYrNMBXYp4c3k9LuIFc7//5AnBxaBW2y/ZzlfcbafJtVpVGMHTO/+jXJCWVy0gMRlogctLjBMpnV1oyIyw02Bfa7kqF2BFmy7tRagLGKkrDSr3SJT221Cy3TfZZR6KABJgDTpBuq3MHhvAjN8aIT+X6J5pt4qNfvycD5QKsQywohhBBCVEeDynfcYpkU7ySENSJIx5z1WTQ1Kmqbq01+qDy8fzOnaExOfIBc3aZaPZ8Hq7ETrP+AmpYYVf8YNSPDK2DXVuWxW9dsPZ9OyvcNs/9oO/VBNMN4xiJSUxCF9h0KOcQ2gt1rF1mmc7LZd3QO1/DPNaXS7iBcBREX/9oXwUxIfCpg2veJ4Ycjr23HmAObiMTT45ZP6WUK34wkXE2a9CiaBdamULXCvEVsiai13uf1b5vW+jXguBpInxBCCCGEj4aW74g0goZoeJQ7ABI8k9+sCs2BEpQdWzVrgARTJwGQKAoUNcW7CcWvSQ8Z/To4KajyyD6h6BAdXsZTYd4e7rVMiLxglA42BXYy6s2hTRFrIVhU6GZCLVXtNL1ySbIHby5RU9qo0MM3H4gu8qvtEcy1lt9qPyG1KJomMEO8Ppow3sw0q7UUCSGEEOKA1dDyHSeaF8c7CaKGpdRSUMuGf++Z1VeTfRqEkk5+re8jFO9hPxXaM2RtDekZ4U13PHya+GKNbm+gaWvY+cnK6u4AU4ho+HSq2wBFE4p+2et3G7AFuKB2kiOEEEKIA5zkO0RcnWBeChgdntakjhE6O6yKxck31fg2/SWGGAa3LnjXcEnByqXmyMMOx+Jmy881ur2G6NAgnXkK0ZhFEwC5Rmvt0+uSUipw4F0hhBBCiOqTfIdolKo6LO+B7C6LpwNaqW0lhKgJ0YxG/n2U02KmlDpFKbVeKZWplBpbE9sUQgghRINWa/mOcCRPIkT9c6p5fryTIIRoZELWAFFK9QMGAM2VUud6zUojqgGowlNKmYFxwIlALrBQKfWz1rphdVcuhBBCiGqr7XxHhH1LnkSIeqi2+mMRQhy4wjWB6QucDrQAzvCaXgRcVwP7PhzIdFVzVUpNAM4CJLMhhBBCHHhqO98RjuRJhKiHwo0+IoQQVREyAKK1/gn4SSk1Qms9txb23QnI8fqcCwz3X0gpdT1wPcBhHaJpsSOEEEKIhqYO8h3hSJ5ECCGEOACEawJzr9b6BeASpdTF/vO11rdXc9/BBt4OGMtLa/0+8D7A0I7m2h/rSwghhBB1rg7yHWF3H2Sa5EmEEEKIRiZcE5i1zp+LamnfuUAXr8+dgfo3GLcQQggh6kJt5zvCkTyJEEKIBme1oxsDTFnxTkaDEq4JzC/On5/V0r4XAr2dQ9ttAy4CLqmlfQkhhBCiHquDfEc4kicRQgghDgDhmsD8QpDqny5a6zOrs2OttU0pdSvwB2AGPtZar67ONoUQQgjRMNV2viMcyZMIIYRoaO6w3sx1lt/inYwGJ1wTmJdqe+da698AuWpCCCGEqPV8RzgHcp5kkaMPQ00b4p0MIYQQMbBhCf3WQIQUsgtzrfUM1z9gLpAH7AfmOqcJIYQQQtQIyXfUnmxHus/nT2wn+3xe4uhdl8mpF2bZD453EoQI6if7kfFOgvCz3tE53kkIyoYZHbQPbxFOxDHclFKnAZuAN4C3gEyl1JjaTpgQQgghDjyS76h5Nsw+nx1+2b+mCQ07A/2vfUDM6zxmuwKAUp1U08mpl56tDBhYKWaV2riPPrOdyHXWu3zm7dHNq739xma6fVC8kxCzxysvi3cS6sRaR5fIC3lZo7vVUkqqpzJIAORa691xSk3DEc0g9i8Do7XWo7TWxwKjgVdrN1lCCCGEOEAdcPmO3+3DanX7zVu19fls98v+JUYxou+f9sPCzv/LfmjsCYtRcZdjg07P1p7j86/dEkqJTgYgVVVUP2G1rEwnVnsbDq9CUqajIwsdfaq0nYzyr3jUdhVTHUPd0361H8G/jtiCUNUJPO26ZGqV140kXCDnR/vImLa1XPesbnLq3Cf2McxzHBTvZNQ6jYkvbcdHvfww03p+sB9Viynydaf1pqiWa60KA5rAKGkUE1E0AZDdWutMr8+bgd21lB4hhBBCHNgOiHzH/ZXXuH8346jVfbW+crzPZ4ffG0OLirz/RyuvDDv/c/tJUaVlgm1UVMsFY+tzOoOYwKDy932me2f4E0zhM/8LHX24o/M3VIbtBq/2bHa0r9J6ubpNzOs8V3kRFX3OAKCIVPf0E6wvsc7RNebtGWfW997J1W24tfJ2rDohpm09Zbs05v272NMjB1vydNMqbdvVHOwv+6Gs9TtHs+0DQ673hu1sTqt4OuL2n6u8yOdzsGDDPp3m83mLju6eyadple4Tf1MjBDsbAw3864i+Gdx42/G8WHkhT1X+t0r7O6ni+ZiWNysHr/f8IOJywZ7jsAGQpu1iSkdVPBzhb0Vtu916a8RlogmArFZK/aaUulIpdQXwC7BQKXWuUurc6iZSCCGEEMJLg8h3VBD8rfyFFQ8HnT4p+WwyysdzifUBAOY5+rvnWbBHtc9IhZtn7CGqr6d19Pno3wRG6chvDHfQmpcr/xN03v8qr2emw1PdP1wBKlN3irivYBY4+lJxyGVoTBTgW7i14il8X3hYR/9VfSxz9KLQ3CqgWZC/Qp0adn5V3Vh5Z8zrmBRobQQe3u74LFMGRlcharbjYMpOfZOLrA+xze/e8Q6I+LPr6JpEDSz/kBMqXgw6b6ZXsODcisewt+nn/pztSMcWVREkuNbNkiMu84+jajWSXIXHFY6eAYHCcE/Jt82uYLXuztm8yg/2o0Mu94n9FJ/PrppI3p6z+TZXeskR3YjcvzCKAt3EZ9oLlReS1SO2Eb0/so/hEL8g43JHj5i2AZ4mU9HeT3Upmn4z3rWd4f69iBR20poP7afFvK9HKq9gi+4Q0zomHOxschAPVV4VdrkcnY5/UFKhqYgxIFmTvogyGB6tWGsXro6iuVI03z7JwC7gWGAUsAdoBZwBnB5TioQQQgghwmsQ+Q7/AqXLfH0QB5V/HDA9u+1oAOY4DiajfDxbdAdusN7Jx7ZTSMEaeYdpnbnI+lDA27USZ1OCjPLxPPDkW8HXVb7ZPf8mMLtVq7C7nnnM10DoQoOr0FjgDBo8Vnm5e94KR3efDkfzCfJmPj1ylftZ9oGgFEr5puFt25m8aLvQ/Tmh/xn+q7o9l3gbL9kuYMzADgFBIH+rxkyMmKaq8C9UR8O74L09oSunnHe1z3z/wNgeZw0CGxbMyU2Z5+jvc83n3X88r9vO5XPbiYARkHix8gL3/BVeTTceq7ycEeVvBk1XEamUE7wpSxEp7t+X6D6YTZ6AU3WLw0kWz7ZCBQUrdNVq+LhqBcx3HMRO7ftc7KB1yPVOGdCeefcfT0a/Q52F0uC8r8M+3cz97LiaY/xjH+wT0AOwhQi2+nOgqPQL7L1tP4tu3WPt5FhR6PechqsxVRKiOdNUhxEINavgoaOqPAuRZLU7IeS8ZX5BnEhBkAqv6xApYBrO5/aTozrWN2xnu3931Qr80n5i2HXKSYztPFoiBw/rm1I8aQ7WdM47UAWBf9+CibiE1vqqMP+ujrS+EEIIIUS0Gkq+o4RkbrLegVaBGeMyAjOZDudb0LRkT0HiD8cwnrBdTko0/VCc+gK5um3A27XjK17iPxWPBC7vnS6voMFU+xBaN/UUTul+DMu6XslN1jtY6ugVdNfdB48KmzTl99O7dsxTlZe6Cxr2Aef5vB1f4trfmODVw73bwQfL4lfoBF6wXeRbm6H3CZytXw66va1dzqGCRJolWRje01NIfcCrOZLLkX07OvfhuV5f2E7gG68mPI9UXuGzTjR9BGgUZ1Y86TNtUphRP3J1G8Y193Q4etOxgdfIO3gB8L/KG5hhP4RNuiNmk3HmvAM+7dKSqCCRz5z3UiUWSr0CGa/aznP/rtAUhqkt4r2ctwcqr/VdQHuaWSlVc+NWPO4VbPMWroZLOHMcA+hb/inz9UHcWXkTHHufe95cxwC2nfVd0PXapSXTvnkydq/TEKzY372NJ7AwvGIcJudSrp/BCm+XHxX8ufTXt0MaNr9AxYeXD4Vh10D/s6PaRihNk0MHQEIFByLVKys3pUKv8AX8cHqXf+474aHddGttnN+9h1zPKRXPcXrFU+7ZWzuc6v79I1vkfrVt2nMtqhMAgeiCPa/aPDXs/rAPQ0dRM+/XO4/3CeQsTT2SzsPPwWIOsb8hMXZy27J7bMtHKZYmQd7H519zLEd1wP9Oq5EAiFKqu1LqFaXURKXUz65/UaZZCCGEECJqDSnf8btjOI62/SMvCO7M7JNnH8yvt3kKykO6tsA66mFydRvuahdYcwTg0coroF/wqtc7ac0i7WlewOU/GT+bO5ua+LX5fsJ2Gedd/wC07g13LIfLJvHihYfxb+LIkG3Hu7RKZcuzp9K1lVGoLG9iDAmpk1sA3oVf4+dPt3qOb4HuZ9TQaN0b8xmvMemWo8lrdSj5uoknY2tJ8qTb6R/7YH50hG5KsH/Mu5xsfS7ovA26M7dZb2WKX+eyDuc1UMo3Iz3eHqQzxJbdyDv+JUZWeGo/2DHxsM1TJf1z+8k+o2YM7xW5mnuxTmGF7ukz1OmdlTeHXD7/2vlcd9M9pCYZBbBOLQODa94FBN2iK7Mch3BF5VgqsWByBr+8C3NKKXq0acJdJ3o6QvUuLpV5vWVVwJBuoWs+uLTumOHz2b+Zkn8hpaY6anSg+MIW+NZfV7GJjcYTwCukKYx+gIILJ3FOxeMAlHUaAacHNkG6bIRR7d7h8BxXx+YpPsv82v4WvrvZc0/3at/SfR6UOwASWNAe2Td0s65i5WnyMrxnO/6yD/GZP7pfW0huDhd8FnIb0Uj17ii5jW8HuqFqhwS7BpmOjmQ6jOMxK+C8D6ucpoD9WpLcwd42vYfz+h2Xskp7an20S0tBm41re855l3L5iPBNJbyb6822D2RkL+M5KK9C85JgIb9Ci28No9ZNPc/2ftKwOyI/I73aNeewri3dn1ue9yoPnzUY3SFEsxFTgk8Qt7zPmeF3cOPsiGmoig06+LDCBRavGl0dBgNw1uGe+22Ro6/P8i2TFelNfO+Dds0jBz+j+XaYBGwF3sTomd31TwghhBCipk2iQeU7wr/Ze9dmtNrJSjIybialSEn0FHKePPtg8tuN4KiKN6g0+RZutwx5gEPL33W/qQ9l4s1H8vpFg40P3Y+F0Q/B+Z8an11vEZsZhfMJ1x1JUquucNsiaJkBJjOpiRbuP/UgdyHsXdsZfNn9Wd+jVIpmKUZGs6DXWXD/Nmx9PS2SOrdMoZmrkN7Ku/CrWKl7GPtLTmNQlxa0vH06gys+8LwV1Rp6jHKvoXscx1dtfYdZ1YDFpNyVWSoPOoetIdrVO7TmF8eRvjVaOgx2F7mVUlw2wneEjmBD6VoHXcZefEcFefh03+U+tZ8MJz0NY16gc7qzQHOKb2CmYOjt0MsopLuaAGVc+6V7/udXDw96HAAHd2pFWnICrZtEORLMHSt8CtFJFhMn9m/H3ZedS4W28H6XFwD4555RnDbQOH8Wc+gmUgrNF9ceEXG3x13v+4h2auEp/P879jjPfQj8aD+KR04PHjjUlpSg00P1I2EEpa6mv1+zs49tpzDf0S/oOuEEK6g2P2g0S7XRjERrYOjV/KSPAeA26608UnkFyQnGOU9NNAfUiAKjidregdfRIjWR8iadeMd2BkqpIAEQhcXklwZz6Gvf9P6NcO6H0GMU6ui7eNfu2xzA7L8tYIsjuo4w37Z5Csc+BVNrqc9yoWpHrHQ4aw84g7Df24/hNOsz3JJi3IOJFjMB9UT+EzwIDMBDYfrCbufsc8aruV/f9s3cQQuDRp1k1Ag5ZmB3BnTyfbZdga/XbedyQbvJTHMMZr6jHydXPEfbzj34yvkcjK54JXQ6Lv0hxAzPdcjVbbiw4mFyL/jDZwnvwDEQVQDE2LTXNW5i1GyzXPotOa1GAOAweQdsNOcc5gk+JCclwZnBm7gBkBS8M+FduoX7977lnxq1cUY/xCsh+okKkuigU20m4xpM6vO8J+jfxFNbz9RpCG96NRVKtcB5d74BR3n+Xnx/U+jAuXs7UaSwXGv9htZ6mtZ6hutfFOsJIUStmmuP7s2rEKJBaVD5Dlc27k7rTXDZJJqn+L4dfM52CQ8Omo3VmbEzKUWis8B5eEYrBnRs7n5Ln+AoN1ZKaAIP7iTjjHvJIw3/zGJGue+oLkO6tuSswc63lUrBsf+DNL/ORg8yCjOd2gXvn+CiYV0Y0N1Y52f7CFY3Owou+RYu9BTUR513MzZzCu2OvhqSmrr74/AU4lwnxZPeFY+dxPJHggdw7q28gbmpo6CTb6ep6vIf+ei2s9j6nKfWy6kDO9C6aZJ7H2aTchfgv77uCJ/g0RsXGW8/P7CfxsSD34bHCuCGGe5aOAo4foDvW/WrKu9l0kn/+kwz+fU3olFcNqK73zQTHHkrDL8BT2FOwQ0zjV+H30jz056A/3wC1093F7IGedWqOLqP1zDFfU4xaue4Cr0mv6y6K5Bw3TT3G3Dv2hTefaRMvPlIlFJ8cPlQRvTvjn5oN9dcdb1nWy27U5Y+iFYXjvPZxo2jPX1GTLYPx3VlgxWm3SyJTPfqCLewvNL9e6cWKTD6fgCGlL/LK7b/kGQJ3Nayfneh7lrj/uxda8VffgejkKMx0alFCh3SfWup7KYlF1qDNA0DONHTBGmR33DAkRrnuM7SQ9xKRvl4FjU7js/tnqGXHz6jP73SjUJjQoIZ7lzNswOMCmwm5/lbcu5MnrddjEl5rp2rCcxxB3Vg4YN+NVosYYJfygSHnG/UoEpqBiiutd4dfNmh11A0+mmsNy8mJ8m4xtZ+Z0OKEbgbVv42AMO7G59f8OpbZ2Knezzb6TnKZ7OuAMgfPZ0dQLfujf2cD3jPfjqjKl6GEbcAxsg83s3jFECC39v6gz3Nr7hrne88i6dm0lJHLxLNJg4u/5CiK6bB9dO8t+rT5MplR8thxnP6WAEkNsHs1zfS5BZGZ7EmHGAyM6JvZ7af8wPfPHwN39wwwr1c2CYWvUL3QeJyjPUN5uuDsKa05Q7zg+7p3kHD64/pQc+2UY5k5DyOSYM/pFs7ZxA2pQVdhht9hpvSfAPFiaM9zbpIbQNDgjcjC2e5o6dx7fqdTgWJxnfRsf/jDXuYfsoHXhB8+mWT3L82SzSu3ymDg49SNapvW/r85zF29XAem7YbNZxOeNSzkDlyDZ1oAiCvK6UeVUqNUEoNcf2LYj0hGrVNjth6dBY17+8q9vIuhKjXGmS+Y4PuDD1Hh5zvcObHTcpoUvL8eQN5+1LjsFxl3F2WjnDUnXDzHEhIcRdmTziorc+2FjwYpMlGKK4C8Zjn4Y4V0CR4cwalFJbzP2ZZv7tZo7ths2voczIc5HmjnNKuF5aHd0Ibo2aFq2NLd5HRVTj3KlikJSfQPDV4hnSL7sCIe38KX8BzOqh9M5/PJqUY998hbH3uNEb0bE3CnSvgpjkAnDSgPT/efCQOTPQ6whNEcSXPpJTvW1MgvUUaZx/pOyym6038c/b/Oo9TB6znw9XPQo9jocMgo6A15nljneQ06Bjmb1anodC2P1zyjVFb5voZATVJfJcfwj/JRv8JTVU5X4z+F25f6rPIEK+q8QDJCWbfIIYlkZRbZtKsn+99e9IhRtOA2fYB7KS1+5jNfsGYVn61Uoq0pwD38vlGMMTVTIoB58BjBewnDY3JXQD51W7UfinUqWzqfQ2kepoFbNBd3L/7n/UWycYWjuiZznuXHcavt0V+6+uW4jkvO7XvObrrpH7ccEwPfrn1KMZdEvi1o71iXADf3jCCf+4+1j0/LTmBUwcaw9ae3L8dNO9MkbOpg+t5NrnPp3IHPjo0NwJ4KUmJtPSv7WMO3smoT0K8/OUIMQrT6a/Q7Nhb6du+GZ2cZevE4x+AY4zghquvl9ZNXfv3bLtP9+68b3M+S0ffDfdlMX3I66x2dONp59Cw+anOQqslCdMh5wPKqKXlMEa5ctVM8nmELEnwyP7g6U0Lnc8+x/oEKCgmFToM9BR6Xd89zgCI1vBk5X/Z4mjH/mZ+wa7eJ/KjfaT788kDjQCw2Vk37ZOrDuecQzvTIjXRXcMHoEXT4LWUonVI5xaAUVPtXxX8O+GBUw/ihmN68O6l0QxJbJzQswd39O0ketg1cNY4GObVH4/W7oAX4Bs4iEElZnhwB1z0VfQrnfUWtlNf5Q/7UADszpcCNPc857amxjVItvg1b0p1/t2yJHHy4O60O9eoRYTDFrgfS7jnxblIFMkdCFwGHAfugeq187MQB6yVujs92RHvZAghRGPToPIdrje4710WPqPazNmJoCsjfeEwzxsud00DpeCEx3zW864F0aZpIqP7tqWt1zCgQ7v5FuACuIMSClpGGB6waVs29b4ali2Pqvq1fw0Q9/txZYJr/gqsvVAdfm9rAzoIbNbO+Od0aNeWPucOfPsAiYbZ2ZGgqyPUkwe080nH0+cczEEd0jwrZIw0gh7RuvZv2LnS+P26v33ntetv/PPnlfj1lr6czO/s0K3ok9AUWmVEv28/vdo2gTznh7YDWHfoQ9wxtxNGvMS5z6Q0KDF+HdmrNa9eOJhl2fl0cfYNk3T26/CLEdA4aUB76L4FFeJtrOswTh/SA5bP51f7cJp4ddxYrpL5r/V++ply+Drxaf52HMqJ5iVgchZd7EYNk5uO7w9+TRmi9a3tWJqoMp9ppx/SkdNbG82jBnYOvV1XSpslW2iR6huwUM57JMX5rLvuVbPzoF33YXKCmXW6KyNZzdGD+sKcP9z31wkVL/Bb4v0kKnv4N9p+N/OAjmm0TE2E3NCrAJhSW8E+jFojI24h46cMAM4a3JE+7Zrx28qdANiPvhfzrBdQSvG87SKK+13IXa2MfjVy247mSqtRoyyjfDwPJjvPV8bRvgXxVkatqfUOo+nFQd3aw3rgeGcNHVPwJjTR8qmp5frd6/vhI/tpfGQ/jYf810tI5s7KWzjHbNT8Skl01tLDwXPnHRJ0X1PvPIY25hIIMeBWdOl1JVFTZrWHrI5gMZs45eD28H3gvIrT3iDJFSRo6gyQ+4/wYjLDoZfC3Le9Jmqv7zAFCbEHc0p1Eu/bTsf17XpMn3Q27iqKvKI5EcvhV/PHliGwdBsOUyJmhxWUYnzS+aSV5jAqIcQoNXeugdmvwhHO/pJcz0RqkFGgohjpJpoAyDlAD611FGO0CSGEEEJUS8PKdzgzs51bhM5IauCRM/rTp10zRvUNPUSmilD9ftFDviMmaHMSX14buv+IqnC9ie7aOvpRNBTaKHd41wDpMizsOjE73HiLecrB7fl6QY5PPyrRchWJvAtM5Z1HQqZXQKXLcMiZD3gKrK5ZHZqn+BQ4/zs8QkApks5DjX9V9FfSCfyxL53Vujuj/ZqnuGohROviYV3hT+cHk4l+Z/2Pf0813txjMcOYF4zq/S8azRK+uHo4JpMyAh1OJx3WD5I/hZXOEptXbQ6XnulN2LSnxHNSLUncnfEjk9YV85arL5JLJ2Jp1Yu8F1Yx1zGAkeWv0zy9EyeemAcdnbUybOXu9WMXJLh3zL1QtCPkqBd92zVj/a4itKu5l9+9EW77rpoyruZx5ZXGeW2SaOY528VMtg9nYrrze8E5elOm7swp1uf5Z3QWtPIdvtWHfzOO2501YUo2hV4H4IIvYNM/kGY0BbvzhD68+tcGXr/oUMor7eSVWLnrpD6YE0+D4x9EL8jGjpldyV61cvy+rkqT2sFtS6CF33PR/2y49h+ucPRg2I4izh3SCRIiBApVqOCpwv/8+jZVc/0eOYCbkmCmZ3oTcJXdnfs0oenepknQdXq3awZl9pBpiYZyB8KgtNJOiJGkg8p2pNPVtIeknse4A0uc+Qb0Oh46hagoOeRymPsWFG6DjGO8zm2EtDcN/h3Sv+ITn8+fX3146G2ktIQyZ2TV74axmxKNgYaViU+TL2NDQTGreC/osiQku5vRGdttAWe+FbzWZZg+c1yiCYAsB1oAYXqeEUKIulcSZKhJIUSD16DzHcFqF2gNzZITuO6Y4AUZ1xthU7g+FvzdOBvVJN2nanbUCQrjyF5t+PKa4RzRI7DwGuCwK2HxJ0yzD8bsUxiIbZ9RSTSawDxx1sHceWIfUhOjycL6clVqcZ+Su9ezvyIRXprr6Qj06j/cpVpXc5H92tn8pqlvU6R4a5uWwl/bjEKQ9xlf88TJ7n5mohdYGPK5t4bf4PzFCICEvFcHnGP8C+HbG0aweW8J7JnonKI4cmAffli3nH6u2jS9jscC3HeKjeenrKNFx558dvXh0NSrpGh3xkdDBEDSki0UltuMGjmPBa/JoVGMs53Naa12wBE3BQ3YuPhXLHjnv0N4Z8Ym0lKC1M5o5exg11mT5Pbje9O1Vao7KNWvfRptmiZy9VHdmbZ+D0t0H0h3Fja7e5rybNYd4aTr3J/36OacUvEci8ceBa8NdKUseIKbBHkz7q1ZOxh8sfvjHSf05o4TjH5BkhPMPOTXSa32f3YIDNialOeYfSgFnQ9jMDDYr1lWUOd95B4BxO0C55C3D2zjn7W7OGVFHtPW7w5IEyc8ZgTH+p8VcTcmk+Lvu0fBY85kOmusmQnsP8R3RedzYU4EexRDmHs7+D+Y9hq/ag03HtsT5nnNv/FfT3DP5dZF8JYRKHUPZ+3dx0ly8/D9eCQ1hbvWGO0wTSawBX+3sFu3oK3Khy5HwDH/C14DLUo6oQmqsgTu2xry+XN3zqpMJFqqUFvQf0hfcxKMvCOqv3nR/PVoB6xTSi0EXFdZa60j31lCiLi4r/I6nk/4IN7JqHWFOniEXgjRoDWofEewjj8BCq6cwbx12TA98ja6tDRqWwzp2iL6HbcfGHmZKjqqd4TCk0vHwWTdtp1tL06nKwQvJYUw4fojaNsshlefzreWCWaTTxOgWFx7VHdmbtjDQFeTiWbt6dBUc9txvTjnUK9OZJ3pd/UB8rNjBG+cOwgGhOngLw5ePn8Qhz/zFxU2h89b8KoEh+h/Fvzp30ggyGId0sjeXxpxuVBaN02iddMk6HgJ5C6G4x7mvCatOe2QDgHBPNchHdWrDW2a+t0rrgJ+YvCOIv8dexxWW4SCLLBGZ8CdqyIuZ/Kr8XFkrzYc2SvEc3LIBcbb+c5GLagki9mnyVvHFikBtbnofBjcvR6ahai5c8EXXDShkH00hxZeHUSGrClRO4K1NnHxD4rdc1IfRoY6R+EM9BpJ5J5MIyDQwlnzJLEJxw3qwXGD4KFJK/lyXrZvvzZpHXyG/D2sW0vmbNoX1W5V3zHw54P8bB/BNWEXDBF0vtw5WnvP46H/mbB5BnQ/xtOE5aE9YLKg3jdqmDm05r5T+vkGQNr79kMEQBtPp8Q+I2fFytUkMdg9c9McTnl1BcWksOHK08Fche8QL9bblpOkQwSHnIfgDoBoO+/89zC+mp9Nk71m34Vi8bDXO5N7t8DjoYfvjubovHtHUcBRwMUhlhVC1ANbHbFVfW2oHLXxllEIEW8NK9/RxFkrwFnt9oExB3HfxBWkdjmEvbtaAquIVNW4d7tm/PF/x9Ar2l7/6xFXwfSao7rD39HXADmiR+jMaVAx1mQJ5pg+6QH9giiluPukvkGX9xSslFGorWeapyZw9uBOfLMoh1gqDwXVIvioC/5+uyOGzkbDSUyFc95xfwxWk8kVGAzaHOu8j2DjVE8zAD/NkiOPBBGLt/87hE/nbKWfX2e8QSkFXcI0C/BzfD/nd4hf8KNpklcxrf+ZfHtvBQVlztF1ktKgorBGnouqinTP3Xpc7/AL+Nnk6EBA/ZGmoZsMPn7mwdw/5iASwtR2+r8T+rAsJ59ZG/dGTkDrngEjbAXl3YTkzDfh59uM0Zt6ODvDvcxZu+mwK42f3082fjo7e26bZnxnJrlqPbTuBfsyI+8X6JHeDPbtDDrKTdSCBUDaDeCRC1sY3+ehgh/DbzKGK//EHny+l4SmbULeIK6aQ+4AiM1Kl7apjB3TD75wLwSHXwc7lnv6/YhFmNpcEEUARGs9Qyk1GLgEuADYArwbe0qEaFzqc9H7QAkMqCq0vRRC1G8NLt9x7gew7hdoexAAFwzrwgXDjLeVkfr08NY3moJVPdQkyeIJKiQ+D7+PjaoNdsziUNBztdVPMNeDv6ndj4GlX7qbArm4m0/FsSBcW04d2J7x1w1nRLBgWZM2Pk04altGmyY8duaAGt/uxqfHuPua8bbysZMChh12154BuC/LGAGjjq67DpLfcn2/tUhNIL+0kkHO0U2qolf552gUEXou8WE2KZokhS/Kmk2KY3qnM2vjXtJjqXEWjiUJOh9uNLdo4xxZps/J4dfx8uy5Azm6dxsGd2lhTLh5PlH3JeIe5SZyECL0Npz3TLJv05SzXbXgQhnjGpVqcsRdhGvO6dr9nlZDSSveAoletbm9a7aktIxtlJkYhLxrlFJ9gIsw3rrsA74BlNY6SG8jQoj6RMICQoiGpsHmO5q09rzpC6EqtZWrLcnZn0KEtNWooVcb/xqRx87oz4ieVajGH0K31qlk7atCE5LTXoWRdwYMYxzQr0kjopTiyKqc+8OuCpw24FxYPdFn0qi+6bx7aDTDjNaeULUXItZgMZnAVAuBxhA832E+nYAAcHy/dtw3pm+Vm6YB2KJqlFA1Vx/VnS6tUjh5QA3VjlYKrp3q+XzvFp+hlQP2P7I73y3OcX9ulpzg0yQqpuYmKkgfILFSCk5/zQiqRmP4jUYtlaq6eT6UBQ51vHTAA/Qcc5uneZNvIqu+vyiEO+PrgFnAGVrrTACl1J21mppaMNV+GCeaF8dl309UXsYjCV9EXlCEVKBTaa6q3tb0QOUINaaWEELUX40i3+HN1ddEldrBV1diKjyyv877CGhsrhwZvIlFVf1861Hkl1ZhgCNLIrQJLIT87+S+lFTYOHVghxpIXQN342xo1jEgSMRDu43hc10BkHSjtla7g0cZw4yKiNyN2wLjH2h0tYIftc1sUpxycJjn47JJULSz6juI0NzikTP688gZVe9QFIDzP4PKMljqLFdW93t9aJAgYShjno960WbJForKbb4T2/bz+ei6b+wmC3QY5LeFunlbEC4Ach7Gm5hpSqkpwATqd63/mL1jO4ObLL/U2va36nZBp19vvZNrLL8z3LSu1vbdWAyq+JCtyZfEOxlBzXEM4CzznHgnIyjduB5VAFY6Mhho2hrvZAghak+jy3cM7Nyc5Y+e5B7+ss6ZQnTWV1+d/2nIoRcbi+YpCTV6P7Rvnsy7l8W3FkO9EapjYNdIMT1GQZ8xxhDNd65xDwEroucz4Kx7aJy4JKXmBBtKtb4ZcLbxs+dxsPI7SO8XdvHa1LttUzbuLg46b8r/HcOWPSVh1x8zsD3fLc7l0HAjAtVylbaQ4SOt9Y9a6wuBfhh9mN8JtFNKvaOUOqlWU1VHXradH5f9/ukYxmaHROobum06Dm/0otQYAyDBRnypj0e50pER7yQI0SA11nxH3IIfDdGAc6DbCN9pJz1dP4MivRvsLRlabfTdUp9c/hMccaPxe/NOjbPdUC05bWAHDuqQxvVeQ3l7aoCIOtOsHRx5a1zv3V9uO4rljwb//uvUIiXiKGLH9WvH1udOo0+7IP1e1VF70Yj1Z7TWJVrrr7TWpwOdgWXA2NpOWG2ZbI++V+basMVh1AoJd3lfrvxPmLlCRNYY/xg1xmMSQgRqbPkOUU1H3gr3rI93KnyNzYYLa6dzvri6eZ5RC0cIP62aJPL7HUfTrbXnZZRrVFUdl06ORLwkJ5jrILAfvz5AAmit9wPvOf81SNor5lPbb8kLgryxjqZvhqmOodztHjRaiNg1xj5AKmuxg6yaZJJQjRA1pj7nO5olN4zvJFEL/EZPaDRa9zT+CREF93CmNZDtmTP2uLDD2YoDRLKz8+5aro12wN1p2uf32g2AbA/SRMLuPOXzHKGH0pKhPWtWsa6/HTPVlsY2DO4enUYedTdE5H7dtMrrmqlGz9xCiAYjo3UT1j91SryTIYQQcVGTXYB0bJFSc8PUiobrjDfgxCeg25G1upsDMADiKRjW9lvyYF8IrgDIz47oLuyf9vrbsdW9ldfFOwlRsWOiQkeuqvVE5WV1kJq6EY8+QMqjOMdV0bf8U0ZUvFWngcHqnD8L1RibXQjRoCRZGlgno0IIUUN6tzVeTB3Vq3WEJYWIUmorGHlH/DpBrY9W6eoPRRbvziF1FKfcO432hnWJovJU5X9jWt6hw1+zAp0adr4Nc1TncZmjcVT7rNRmtuq67zBuj24R1XKx1q6oIBEbFqbZB8eeqCqqTrBlre4aeSEhhBBCiAasf8c0Fj90AhcM7RLvpNSoC4Z2jncSRC2LS+laKXW+Umq1UsqhlBoa7XoaxRpHt4jL+b/Jn2If5v69pI6aQ1xuvS9osMUeRQDGu/Blp/pvl66w3seZFU8y3nZctbflraqhpAIC+0YJZy/h29qGqsljdwZOHJj4j/XRqPZ1u/XWmNIWqyus99Xq9k+teIbeFV9QSvT3+XXWu2oxRYGqGoT82TEyYFp9ay421X5YvR4dSAgRSCn1mFJqm1JqmfPfqfFOkxBCNAStmyZ5hsNtBLY+dxov/GdQvJMhalm8qhesAs4FZsa64tnWJ0LOm2o/jPG20Yy3+xb0b668gxn2QwCY7vC9qfuXfxxxn797BVCiNcsxMGhBL9Y38xX4Niv4xHZyzGmZ4RjECt2TB2zX+kz/0DYm5m3F6mrrPdXexl2VN0W97FXW/7l/P7ridcCoAbJGZ0S1vnfTpJusd8RcWyWSGY7Yv1Q/t50Yct45FY9zp9U4P/Md/aI+Tpeljl5MdQzlb/uhMafLnwPFZkfo+3u9w4iou56LH+xHRdzmQ5VXVTtddcmBkiYwQjRMr2qtBzv//RbvxAghhBCidsQlAKK1Xqu1jnlMs5QEM1ZC9zMwwT6KB2zXUY6nE513bafjwORezz8oEexN+Re2E9ir09yf/3YMiTWpaBTFpPhMu6fyBu6rvD6m7WQ6Ovl8ftLmqd3yju2MoOscUv5BVNte4ugdU1r8RfP2/R/HEE6ueI7/VDzinrbBEblq2ff2Y7jcWVtip24ZdZqmOTwFeZMyOqMM1fwlXzfhca/aQv7Bpt8dw/nQfhpPVv7Xp/ZMiU5iqj32eyKSvuWfBp2+U7cKuc5S3Zs12qgVtd4RfRVEV98y5zgDijdV/p/P/Nn20J30gtEpqb/9pPGZPXSAbpPuCIDVOZpLqNFSTql4zv37dh2+Xel63YVtEZapCldaYzXRfrR0giqEEEIIIUQ91aA6mOiRbjSdeLnVozxaeQUPpj0FwCzz4WSUj2dB4nD3stdY7+bI8jdYrPsC8LrtHLbrVsx39GO87Tif/h7mO/pRRhJnVjwJwIu2C5nY5EIA9pnaMNF+NJ+2vN2nr4mJLa/2SVul8i08n3BQe0pJ5ttWN7in/WQfyfC+RiF1VN/0kMfpKiBucHSiBN8ekR2YOKL8Td60nc3ztot85m11tAPAnNrCPe17+zEM6mw0ITm6t6dq/k3WOyjvc6b7sz1CPxuLHH3cv2cl9mKW/WDSOvd3Tzu54jlszuY6Sy2H+KybbenOIt0PAJs2sVz3YnGQ4Eumw1PofN9+JjMdg2jTNDFg+NN3baf7fJ7j8KTjhIPaArDX0h6rs1POjY5OnHBQO5+gFsDgig/I7n0Fv9iPMI5Lt+OYPr7XpVfbpnxkP43XUm5xTxtQ8QnXVd4TVceqAOfYnmGtoytjzXcD8FTK//jUdhIAk+2Hu5cb0bcTYyqe5YHOn/qc78ze13CL9Xb+TjvHZ7tftr4dgC79hnGx9UFm97wT8Nxbj7R902f5jxP/y4kVL/C86Rqur7yb3pVfu+dZSeBXu+f5ubzyfvd5CebphNsDaiNNtB9FVs//cmrFM0xJ+49PDY/nO77G2Mrr+Kr1bdxivQMHin+8ap181fo27rLeSIG5pU/Qo29n43q67t1sc1eWOHq55+9J6c7IijfpUTGejHLjXzAZ5eM5qeJ5AHctlUztCcQtcPT1Wf4z28msTDaCRD+0uJqFzuvxsc13xIeZ9oHu339vfiF/OIZR3Mlz3LdYjWv0g/1o97Qdls7s1WnsVy3Zr5uyW7WmQKeyg9YU6hRydRuKnD9LdBK5ug3lOoEcRzrlOoFs50+fzxg/K0gkx+unlUSyHelYlednTojPOY50KlSysT9l7L9UNWGbbk2pqQk7dCuKTc3YqVtSaGrOHt2cfFNL9ulm7FOtjGPBeSw68FhKdRI5jnTKdGLAsfgcEwk+x+B9LP5pD3YMrp/lzmMpU6nOY0llm25Niamp+1h26RZBjyVPN2U3rSjQqWz3OpZinexzLN7XIegx+R1DRZBjiOaYAo+lic+xFJnS2K1bUGhqYYyY5DyWvc5j2UVrCp3HUhTFsfjfYzlRHss4m+dvSgN0q1JqhVLqY6VU9FF3IYQQQjQoSuvaaUOvlPoLCFYf/kGt9U/OZaYD92itF4XZzvXA9QBdu3Y9bOLMpfRp14zM3cX0aN2E4lnjSBl8HjsczUlvlsT+EistUhIpKq8kNclCeaWdRLMJu3OQarNJYbU7SE4wU1pho1lyAnmlVlo3TWR3YQUdmiezLb+Mbs0TKZ7xOmmjbmPDPisHdUhj1bZCDmlWyMbMjfQbdjxLV6/jsA6JbFo0hd4jzmLlsgUMHHoMC9ZvZdihQ/l3016O7NmGeZv3MSyjFYuz8ji0awtW5BYwoGMaWWsW0LV1E3Zt20Lbdp0oXvs3SUMvZYe9GV02f8OuTifSrHkbLAvGYe8+CqvDhG57MA6t0YDFpNC719I0bzWFLQ8mpU03CgoLaZnekV0FpXRskUJuXhndWjdl895ierVtyraVM+jWriUrbBkM6tKCles3cmjlUuY3O5EjuqSQ9ftrdLfsZ03KofQfcjTq9UNw3L6cf/ckc+S+H1iUdiKH9uvFkuw8BndpwZbFf9K9mWZ10xH0bpvK5t1FZDQ3oX68EY68jdxmh5DeNIn9pVaaJ9gorbCTlNIEa0U5Xb86mvJOI9h31OOYUltSYXOQarZTmbuU5O5HsK/YSnqzJHYVltN981cUFBSQdtBxbEjoQ7/SJajf7sF06gssN/XnUOsi1heY6XvEqaxYuoBDD+rD7G12jmYp/1b2YmT/7sxfvpLDU3exPns7vQ8azIKyThyW0ZKl2fkM6tyCVdsLOKhDGtnrFtPNtIfMFkfRtVUq2/LLaN88mbxtm2jZJJF9lnakpVgoKa+kzZpPye91LqbUVmg0jvJi0rL+IK/76bRb+gaO/BwqTh/H3mIrbdOS2FlQTqcWKWTvLyWjTRM27Smm/86f2WpPp9thJ7M8N59Du7ZgaeZ2hpk3snZ7Hv2PPpfZmXs5ukcaK+b+wSGd0phV2Z+jeqczZ9M+jujRigVb9nNYRkuWZedzSOcWrN5eQL8OaWzeupXuqeVsprP7WNqlJbOnqILWTRMpKKukaZKFUqudJIsJS/ZsrJ2Go0wJ2CrLSbYVkbTic3S3oygrKyOp9yiKty4hrecwdhaU07ViI3t2bSe916FsLGlCvw5prNlRyMBOzVmWtZehRdNYU9GG/sOOY+7mfYzs2cY4lt5tmLlhD8cUTWZOyrEccVB35m7ax/AerVi4dT/Ddn3L7u3ZtDzjSdbuLPI8822akrW/hIzipewrLKPpQcezt7iCVk08x0Lm35iatkHlZ6NMJhxNO1KSfghJFhNlVjvNkhMo3b6GZumdKdm8gJZpzchN6E6P3B9RSz5DDTibVX1u9TmWpVl5DCuayoLUYxjeLY1F67cwrMl+Ztn6cUx6CUvXb+LQw0cxa3MBI3u1Yf2Mb+nTpR0LGcDQ7V+yvN25DCyaycakAXTrPdDnWDq1SGFHQTlt06r2/ZVfZqVVk0T2FFXQPs34/uraKpUte0vo1bYpG3YVeb6/OjdnaXY+QzNasmDLfo7o0Zo5m/YysmcbZmXu5ZjebZi5cS9H92oT9vvr4E5prN1RRO92Tdm8p4SM1qnk7C+jY4tkdhaWh/wuTjCZfL6/KmwOUhLNlFTYSPP7Lja+v0rp1qqJ+/vL/1iWZOcxLKMV8zfvZ0TP1vzrurc2hj8W1/fXym0F9O+QxrqdkY+leUoCxeU2UhLNVNgcJJhMxjOvPceSmmimuMJG85QE9pdYadPU+P7q2CKFnP2lZLRuwqa9xfRu25T1O4vo3zGNlbkFDO7agsVZ4Y9l1sa9HOU8lhE9WrNgy36G+h3LQR3SWL+ziF5tm7J1b4nP99fuwgraNE0kr7TS+P6qsJGcYMZqc2AJOBY7qYkWispttEhNYF+Y768+7ZqxbkchAzo2Z0VuPkf0bLNYax113151JVyeBJgH7MUYvO1JoIPW+uogywbkSbKysmonwUIIIYSoMqVUyPxIrQVAohFNAMTb0KFD9aJFUS0qhBBCiDoWLsPRECilMoBftdYHR1pW8iRCCCFE/RQuP9KgmsAIIYQQQtQkpVQHr4/nYHTULoQQQohGKF7D4J6jlMoFRgCTlVJ/xCMdQgghhDjgvaCUWqmUWgGMBu6Md4KEEEIIUTsskRepeVrrH4Ef47FvIYQQQggXrfVlkZcSQgghRGMgTWCEEEIIIYQQQgjR6EkARAghhBBCCCGEEI2eBECEEEIIIYQQQgjR6EkARAghhBBCCCGEEI2eBECEEEIIIYQQQgjR6EkARAghhBBCCCGEEI2eBECEEEIIIYQQQgjR6EkARAghhBBCCCGEEI2eBECEEEIIIYQQQgjR6EkARAghhBBCCCGEEI2eBECEEEIIIYQQQgjR6EkARAghhBBCCCGEEI2eBECEEEIIIYQQQgjR6EkARAghhBBCCCGEEI2eBECEEEIIIYQQQgjR6EkARAghhBBCCCGEEI2eBECEEEIIIYQQQgjR6EkARAghhBBCCCGEEI2eBECEEEIIIYQQQgjR6EkARAghhBBCCCGEEI2eBECEEEIIIYQQQgjR6EkARAghhBBCCCGEEI2eBECEEEIIIYQQQgjR6EkARAghhBBCCCGEEI2eBECEEEIIIYQQQgjR6EkARAghhBBCCCGEEI2eBECEEEIIIYQQQgjR6MUlAKKUelEptU4ptUIp9aNSqkU80iGEEEKIA4NS6nyl1GqllEMpNdRv3v1KqUyl1Hql1MnxSqMQQgghale8aoBMBQ7WWh8CbADuj1M6hBBCCHFgWAWcC8z0nqiU6g9cBAwATgHeVkqZ6z55QgghhKhtcQmAaK3/1FrbnB/nAZ3jkQ4hhBBCHBi01mu11uuDzDoLmKC1rtBabwEygcPrNnVCCCGEqAuWeCcAuBr4JtRMpdT1wPXOjxVKqVV1kioRizbA3ngnQgSQ61I/yXWpn+S61Ixu8U5AFXTCeBnjkuucFkDyJA2CPMv1k1yX+kmuS/0k16X6QuZHai0AopT6C2gfZNaDWuufnMs8CNiAr0JtR2v9PvC+c/lFWuuhoZYV8SHXpX6S61I/yXWpn+S6NA7R5D2CrRZkmg62oORJ6j+5LvWTXJf6Sa5L/STXpXbVWgBEa31CuPlKqSuA04HjtdZBMxpCCCGEENGKlPcIIRfo4vW5M7C9ZlIkhBBCiPokXqPAnALcB5yptS6NRxqEEEIIIYCfgYuUUklKqe5Ab2BBnNMkhBBCiFoQr1Fg3gKaAVOVUsuUUu9Gud77tZgmUXVyXeonuS71k1yX+kmuSyOnlDpHKZULjAAmK6X+ANBarwa+BdYAU4BbtNb2KDYp90z9JNelfpLrUj/Jdamf5LrUIiWtT4QQQgghhBBCCNHYxasGiBBCCCGEEEIIIUSdkQCIEEIIIYQQQgghGr16GQBRSp2ilFqvlMpUSo0NMl8ppd5wzl+hlBoSj3QeaKK4LqOUUgXOfl2WKaUeiUc6DyRKqY+VUruVUqtCzJdnJQ6iuC7yrMSBUqqLUmqaUmqtUmq1UuqOIMvIMyPcJD9SP0l+pH6SPEn9JHmS+kfyI/FV7wIgSikzMA4YA/QHLlZK9fdbbAxGL+29geuBd+o0kQegKK8LwCyt9WDnvyfqNJEHpk+BU8LMl2clPj4l/HUBeVbiwQbcrbU+CDgCuEX+vohQJD9SP0l+pF77FMmT1EefInmS+kbyI3FU7wIgwOFAptZ6s9baCkwAzvJb5izgc22YB7RQSnWo64QeYKK5LqKOaa1nAvvDLCLPShxEcV1EHGitd2itlzh/LwLWAp38FpNnRrhIfqR+kvxIPSV5kvpJ8iT1j+RH4qs+BkA6ATlen3MJvCGiWUbUrGjP+Qil1HKl1O9KqQF1kzQRhjwr9Zc8K3GklMoADgXm+82SZ0a4SH6kfpL8SMMlz0v9Jc9LnEh+pO5Z4p2AIFSQaf5j9UazjKhZ0ZzzJUA3rXWxUupUYBJGtS0RP/Ks1E/yrMSRUqop8APwf1rrQv/ZQVaRZ+bAJPmR+knyIw2XPC/1kzwvcSL5kfiojzVAcoEuXp87A9ursIyoWRHPuda6UGtd7Pz9NyBBKdWm7pIogpBnpR6SZyV+lFIJGJmNr7TWE4MsIs+McJH8SP0k+ZGGS56Xekiel/iQ/Ej81McAyEKgt1Kqu1IqEbgI+NlvmZ+By5294x4BFGitd9R1Qg8wEa+LUqq9Uko5fz8c4/7aV+cpFd7kWamH5FmJD+c5/whYq7V+JcRi8swIF8mP1E+SH2m45Hmph+R5qXuSH4mvetcERmttU0rdCvwBmIGPtdarlVI3Oue/C/wGnApkAqXAVfFK74EiyuvyH+AmpZQNKAMu0lpLVa1apJT6GhgFtFFK5QKPAgkgz0o8RXFd5FmJj5HAZcBKpdQy57QHgK4gz4zwJfmR+knyI/WX5EnqJ8mT1EuSH4kjJfe3EEIIIYQQQgghGrv62ARGCCGEEEIIIYQQokZJAEQIIYQQQgghhBCNngRAhBBCCCGEEEII0ehJAEQIIYQQQgghhBCNngRAhBBCCCGEEEII0ehJAEQIUSOUUq2VUsuc/3YqpbY5fy9WSr0d7/QJIYQQ4sAgeRIhRCgyDK4QosYppR4DirXWL8U7LUIIIYQ4cEmeRAjhTWqACCFqlVJqlFLqV+fvjymlPlNK/amU2qqUOlcp9YJSaqVSaopSKsG53GFKqRlKqcVKqT+UUh3iexRCCCGEaOgkTyKEkACIEKKu9QROA84CvgSmaa0HAmXAac4Mx5vAf7TWhwEfA0/HK7FCCCGEaLQkTyLEAcYS7wQIIQ44v2utK5VSKwEzMMU5fSWQAfQFDgamKqVwLrMjDukUQgghROMmeRIhDjASABFC1LUKAK21QylVqT0dETkwvpMUsFprPSJeCRRCCCHEAUHyJEIcYKQJjBCivlkPpCulRgAopRKUUgPinCYhhBBCHHgkTyJEIyMBECFEvaK1tgL/AZ5XSi0HlgFHxjVRQgghhDjgSJ5EiMZHhsEVQgghhBBCCCFEoyc1QIQQQgghhBBCCNHoSQBECCGEEEIIIYQQjZ4EQIQQQgghhBBCCNHoSQBECCGEEEIIIYQQjZ4EQIQQQgghhBBCCNHoSQBECCGEEEIIIYQQjZ4EQIQQQgghhBBCCNHoSQBECCGEEEIIIYQQjZ4EQIQQQgghhBBCCNHoSQBECCGEEEIIIYQQjZ4EQIQQQgghhBBCCNHoWeKdgFi0adNGZ2RkxDsZQgghhAhi8eLFe7XW6fFOR12QPIkQQghRP4XLjzSoAEhGRgaLFi2KdzKEEEIIEYRSKiveaagrkicRQggh6qdw+ZFaaQKjlPpYKbVbKbUqxHyllHpDKZWplFqhlBpSG+kQQgghhBBCCCGEgNrrA+RT4JQw88cAvZ3/rgfeqaV0CCGEEEIIIYQQQtROAERrPRPYH2aRs4DPtWEe0EIp1aE20iKEEEIIIYQQQggRr1FgOgE5Xp9zndMCKKWuV0otUkot2rNnT50kTgjRsH2zMJsXpqyLdzJEI7Fgy35sdke8kyGEqGesNgdXf7qQ1dsL4p0UIYQQUYpXAEQFmaaDLai1fl9rPVRrPTQ9/YDoWF4IUU33/bCSt6dvincyRCOwOGs/F7w3l9f/3hjvpAgh6pm1Owr5Z91uxv6wMt5JEUIIEaV4BUBygS5enzsD2+OUFtHAaa2xO4LGz4SXpdl5rMw9sN5SLcvJJ2PsZBZn5cU7KaKB2l1YAcDGXcVxTokQoj7RWjN+fjYAJlOw93pCCCHqo3gFQH4GLneOBnMEUKC13hGntIRUaXdItecG4Mv52fR84Dd2F5XHOyn12jlvz+GMt2bHOxl1auYGo9nctHW745yS+qnUauOhSSsprrDFOyn1ng5eSVEIcYCavn4P3ywyWnNL/EMIIRqO2hoG92tgLtBXKZWrlLpGKXWjUupG5yK/AZuBTOAD4ObaSEd19Xt4CiOf/yfeyagTNrsDq61hBnsmLskFIGd/GQAZYydzy1dL4pkkEYOnfl3Dz8trpwJYXeZJ9xVXkDF2Ml8vyK6V7c/csIcL35tbo7WdPp2zlS/nZfPejPg0FyoorWTN9sK47DtaSgo2QoggSq129+9m+aIQQogGw1IbG9VaXxxhvgZuqY191yS7Q7PLWf25sTv5tZls2lPC1udOi3dSYqad5UHv/MfklTsYF5/kiBh9OHsLAGcO6hjnlFRP1v5SACYszOHiw7vW+PZvHb+EwnIbxeU2mqcmsHp7AZ1bpNI8NaHK23Q4gykOHZ/aDRe8N5f1u4oa5PeOEOLAZvaq9mGSAIgQQjQY8WoCI+qZTXtK4p2EKnMV3ST7YSi12piTuTfeyThg1dV9eNobs7nw/bl1tLfasX5XUbyTIIQQVeIdAJH4hxBCNByNLgBid2gqbPbIC1ZTeaWdl/9cXyf7EhHE6e11ffW/71dwyYfzyc0rjXdS6o266L+htm/DYJtft/PADCD8sXon909cEe9kCCEOYGaT9+8SARFCiIai0QVArvxkAX0fmlLr+3lvxmbe/CeTL+Zm1fq+RCBHkH4QVD17BbM9v4ydBXXfMesGZ6G4pEKCc/G4JerZbdgo3fDFYr5ekFOn+5Q4a8OllDpFKbVeKZWplBobYplRSqllSqnVSqkZdZ1G0fCYTSav3+WLXwghGopGFwCZtbH2q/7b7A5mZxqjS1Q00I5DG7Kc/aX0eOA3flyaG++khHXkc/9wxLN/1/l+XQXwdTsLyRg7mU17ZPjOhmhHQXwCaMKo4VdUXhnvZNSISruDs8b9y5xNB2azOKWUGRgHjAH6Axcrpfr7LdMCeBs4U2s9ADi/rtMpGh6LTxMYCYAIIURD0egCIHXhjb83snBrXq3uw+7QrNpWUKv7aKjWO2s43PnNcr5dlCN9gHjZnl9Gpd04Iz8tM0ZWmbJqZ9TrX/z+PD6YublW0hZPsb6937ynmEOf+JPt+WU+0w96eEqYphc1W0VgxLMhAmiN8EbX9ax6xUmvzmTgY3/6TGuo5Zvt+WUsz8nnvh8O2CZDhwOZWuvNWmsrMAE4y2+ZS4CJWutsAK21jJstIvKu9WFuoN8PQghxIJIASBXURbv7N/7eyOlvzmZlbt0GQRpabYF7v18RdBSYqnI4NPd+v5wVufnV31gdq7DZOfK5f9iyt+od2s7dvI+nf1tbg6mKr6q+lRs/P5u80kp+XeE7PG9ZpT1i04tazwdXI1Zw6/glPPXrmppLSw1ZnFW7AeVYZe+Pb/85lXYH932/gm1+AbiqUM47srZjTMtz8sncXS/7pOkEeD+0uc5p3voALZVS05VSi5VSl4famFLqeqXUIqXUoj179tRCckVDIaPACCFEw3RAB0Be/GMdQ5+aGvN6dfGucqWz9seuwrqtAv/Yz6vrdH81oSY7uNxXYuXbRblc/enCGttmXXHV/HCpT2/V7Q7NzV8tjltgKdYz4crLxnIK69HpDmrr3hJ+XbHDPexwXdhXXMFjP6+m0h6+qeB/3q250Wyy9pUwfX3sL/BLKmzsLgr9fRvp+pZU2Ny106pie36Zu9bf7My9fLMoh/snrqzy9lyqci9XxVnj/uWEV2bW7k6qJljJ1P9sWIDDgNOAk4GHlVJ9gm1Ma/2+1nqo1npoenp6zaZUNCjeQQ9pAiOEEA3HAR0AGTdtE3uLrTGvV5cFnXj+TV2clUfG2MnkxPFtaEFpJbd9vZSCssjt8VVjbBvQSOTmlfLbyp3cMn5JvJMSlepkZv3XXbujkOIKW3WT5LWD2INb63YWMuql6TWXhgjsDs2Hszbz0KRVfDpna0zNsKqq1GpjZW4Bx744nSs/iT2Aecabszn86WB99kR3L9z45WJOfm1mxGBPKEc+9w+nvzm7SuuKsHKBLl6fOwPbgywzRWtdorXeC8wEBtVR+kQDJcPgCiFEw3RAB0Cqqj69Wa9p3of23SKj1vDszPh1nvfh7M38snw7n83ZWif7q4vhUkXdq+ojW927weHQjHl9Ftd+VrM1imI9ntz91W9KEYsfl27jqclr+b2WAx+XfDCPYU//BcBt45dyxltVDyBsrkbTMYB5m/cB4KiBvw81WZby1AA5YL/bFgK9lVLdlVKJwEXAz37L/AQcrZSyKKVSgeFA42kLKGqF9zN14D5eQgjR8EgApApi/Tv35bwsDndm0qPeh/OvqSvzure4grU7CmPcc/XUVdVpAKvNUeW+K2qyDxAP3419PncrGWMns78k9hpD8VIf82PetXQKSitZkl21vh+27i2hzFp7w/y6UhlTE5gg0+zODczbvL9GC6D18dp6K/Gr8VJbb0fnbNrHnqIKAJbm5NfOTqLk/h6qZzXRXDWS6vs9U1u01jbgVuAPjKDGt1rr1UqpG5VSNzqXWQtMAVYAC4APtdar4pVm0TB4P1MHcIBRCCEanEYbAHnpj/U8NKn67aeDifUP3UOTVrHbmUm32hxRre8Z2cTIvJ74ygzGvD4rpv1WnyvjXPt/2B+atJLRL00nL0SA4ZWpG0KuW6P5Due29hZXkDF2Mr+t3AHAd4uMIXdz84zmQOt2FjJzg6cDPLtDc8eEpdUeuWf9ziLsjgMjI3XZx/M59+05VVp31EvTuf6LRTWcIi/VKMN6r+p9b0bTjCtadZnZvvvb5Uxc4jvk9L7iirDBK//01UUHgbV9TqLden2rRVaVYF5jo7X+TWvdR2vdU2v9tHPau1rrd72WeVFr3V9rfbDW+rW4JVY0GN7P1AH8eAkhRIPTaAMgb03L5Mt52bWy7ar+odtXXEGfh37noyCdEP66YjvjpmUCRmd4W/1qQ+SV1lzhKZxgmfeayDiXWe08+ONKCsuDH8fsjUYzmxJr7H0l1GbGY9LSbQC4mvq6YhOnvDaLyz9e4F4ua18JPy3bzq3V6ONizfZCTn5tJm/+s7FK69ev987Bed9fK6o4wpGroDvLec+s31nE29Mz3fP/XO1pdlHdcncshdlgz4l3c4iarBlQ3Xt+2vrdfDU/K6plf1iSy13fLveZdt47c8IGr/zTp7URxKzJIFCkfdaUaO8h1/5rMtBQE0Edd00+KaIJUWtqoumbEEKIutFoAyDB5JVY0VozY8OesL39RxLu79zK3IKAoTNddhQY+/xhybaAebeOX8qLf6wHjM7wtu5zdjxax6XafzP3MWGBETjyZJyr76v5WXw1P5tx/2QGne9qKuDdqVisauIls/+xugIeJme6ItXOqE7nmTsKjH4allexKn99zn5VtfBfWF7JzgLfZ9X/Gpw1bjYvTFmPw6GxOzTXf7E4YDuxFv6qE6xw3QK7C8tZE6LZ2s/Lt1e9tlANXOirPlnIgz9WvYa/+/spSn+u2ckbf2/kmcmNt1uF+lgFXmvN1/Oznb/HOTFCNDrSB4gQQjRElngnoK5s2VvC6Jem8+gZ/Xn8lzVktE6NeRvLc/L5cem2sJF+Vyd8px/SMWCea7X6mFH2NnbiSi46vGvIIqDWRkFzT3EFK3MLOGlA+4jbdB2yLUQAwTXZXIUAQm2eT9e2Xemqibc8dodmcVYeh3dvFXR+TQ2nV89vs6gc99J09hZb2frcae5p/rdQeaUx6oYmMDhS1UBGTfR/M/L5fwKGJna5/eulAD7HFZF3des4XFu7QwcEKLXW7vu1sLySi96bR9a+Ekr8+mexOc9Dua32+m2Jt9q6JJ/N2crIXm3o1bZpzOvO27yfN5xB50bwdSBEvSJNYIQQomE6YGqAuJqUTFtv9NsQ6xtMgP+8O4dP52zFaqvaMIcNrYqkqxD48KRVXPWJp7nHl/Oz6fXg7xzzwrSgb9sBJizI9qkJE6lA6XAWXK1VHEISaqfzQdc1C1UDxGpz8MrUDZRVRl+wGzctkwvem+seNaK2xPNum7Z+Nx8HaeoVzvwg58M1THXG2Mnc/vVS1u8s8nmOiryaVDm0rrFnrCp3kn8gLlTwo7rOHDebT+fEdm5rwoIt+wOmeT8PszbsZc2OwoDgB9TNEJG1/fUaafueAHf19+UdBH3059Wc5TW6zZxNeznjzdlR/R3yfj60hoVb97u/a4UQ1SOdoAohRMN0wARAXGrij1RVt1CV9eLZr4N3QMEVOAL4ZZkR2AhXwBs7cSW3jl8aMD1UUwRXwfWo56e5R3WA4IWJUIWp2ihkuZvAuPsA8U3QhIXZvPH3Rt6etinqbW7cXQzArkLfph2hbs3t+WUMf+YvsvaFHyWnPmXArvpkIU/8uiZgergkRuof4ufl2zn5tZk+12DgY3+6f3c4ayYF5Zxsd+iYzlNMyzp/RgrEVfk6OTebta+U535fF9uqtfRF4l2jy+YIXSCvqVpN4fif1/dnRv9M1mg6ajD06Dok76DSAxNXsnJbAdvyIw9t7H199hZXcP67c3lv5uYaS58QBzLvr5zWTRLjlxAhhBAxOXACIM78d6Q+HEqtNtZs9223/8hPq9hb7CmUVzV/W5cFVIdDhxwm1GZ3+LwZjFWixfe2iea43EMxhljU+7qs2VHI/hIrGWMnM2397oBl/bdRs50O+n52Fapd59K/jOeaXhGmav/MDXvYtKc44r6v/Tz4qCY/LdvOrsIKxi+oWqe+Vb3vfl2xnYyxkymuiL1jWn/RlH+jfTEd6hnW2tOXTLD92uwOej7wG89GETyIVGMpY+zkgL5JtCcCElZFFWuQeX/vxPoSP9ItMGvjXv5vwtKwQYNg19AnABImIGqqgSZFsXp3RtUK+tUdhakmjzFcjaZonuvKIDXqMndH/i4SQkTm/Qz2btcsjikRQggRi1oLgCilTlFKrVdKZSqlxgaZ31wp9YtSarlSarVS6qraSgvgLjy4MpShCmS3f72UU9+YRanXaCSfz83y6byvqm/4amOUAGN7mjf+3kjOfk+zngcnreKgR6awbmchWmtW5haweU8xBWWV3PPdcp8356GEOkdJfgGQaMoLkcq/3tvQWrs7iFy9PXgnkkH3USOdoPoejNZGAGy5c8SSUqvNJ9jxoV8zj2BJuPzjBRz/8owqp8nsPN2Rqq7XdNnyLWffAd73Ve2K7ghCnQaH1iHPkcZTWP9szlafeSUVtoCConIPAR3a76t2BJ0e6TYMFZisqp+WBXaqHKsVuQVMWradZ36LrWaJ3Svo4R988hZqGNxon9lV2wr4dmFOTGmrqmd+C95Ra6yjwQSzZW9JTAHJOZsCm4W5g8nOz+WVdi58by5rg3S4GyyYU41+poOas2kvp9b5EO1CxF/9qXMphBAiFrUSAFFKmYFxwBigP3CxUqq/32K3AGu01oOAUcDLSqlar0PoynuGygMuzsoDghRSvFao6gtCdxvxGP5sRlN1fHtBOa9M3cCVXv10fO2sLXDKa7N4e/omznhrNse9PIML3p3LpGXBR6mJVlJCVWqAhF+2On03uM5nuE0szsrzCWqF4n9tHVrzw5Jc9+frv1jM0c9Pc3/2bq4DsHlvSY23sXcVHr3L6Fn7SgJq8dTW2/W66rsm2t2EOr8OHd3be//jGfDoH1z96UKfaVWpseL9XIca7hmIqb+YaNwxYRmLswL756hp3qfE4ixFV3pViQp37kOdz1CBEX/3T1zJvT+sCBuM8997RRXP8z/rAmudQfT3Z6jvuNXbCxj90nTer0ITFO+ghf8ZW5KVx/wt+3n8l9UB6wXrdNr/nGut6f/IFPffjFg9+OOqkKMdCdGY+XSCWo+aoAohhAivtmqAHA5kaq03a62twATgLL9lNNBMGSX8psB+oPp17SPw1ADxZAIf+HGlu8Bicb5u9884WrxyoFWtIl2VP5DRFA9cScvZXxZQIAcjg+yyfldRtfedZDH7fI7mdJhU+Dfq/uc03Cb9y0yRTuu+4grOe2cOhz4xlbPH/csdE5aSMXZy0GX9r1Gwa707yDn2PlvfLQ79pnp3UXnEGhX+59117rwL7se+OJ1z357ju2BA06DqZcgiNVuqadE+VqECMg6tw9ZCcAl2TWdt3Ev3+ye7hyKOxmtTNwTtyFYpmJMZuoNbVwBEKcjNK6W8BgIiReU1+9VZarWRMXYyH3nVcPL+zgzWKXCoEZ4gTA2QCOlw9ZOTk2c8M2GbY/ntPlhnrNHwT1O4NG7cVRQQiFyZW8Cwp/8iv9TqM9313LuC7IXllQx89A/mbNobOU1Bzp8noO5KZ+AywZolmfz+6pda7ZRa7TwZpM+eaFS3yZAQjYHEP4QQouGorQBIJ8C7FJjrnObtLeAgYDuwErhDax22cfymPcVkjJ3MjA17wi0Wliuz5v1Gbfz8bHcnlgmuN5t+VeJdgRGoesGyKmtF84LUNTSl1e5g2NN/Rb2NSMcRqvZJotmvBkgUR+baVLjCq/d+/QsPPvsLsbtrPwveh4arwFlhc7AsJ5+fwtSACda/SDSX2/tUBQtCuRz+9P+zd9ZhUhxbH/7VzBq7iy3u7u4QJEBIsCTEQ9wJsfvFbkL05t4YN+5C3D03BhFISIDgkODu7rYLazP1/THdM9091Vo9uzu7582Th52ePlXV1dU9VaeO/Iq/tx2OO15skf0maJKBZp2kL/+WA3nYtN88sKoflvJHjsdbqSzacigufgbg3NLETMnx+JTVgjS48RjdrbRt+0MJ9ss0x8w4VlCMsZPmYuATv+GC1+fo22ixKFQXpZxHgv7e8fkS80okUd3J3LqHHVCy75hl8lHTQmuVHiGLMSyqvumEyZZKk++X7ESfx37F3I0HbDOshMMcxwTKES/WWG766tRnZ+Dyt+frjj3/6zrsO1YgzJqjLX/1rmM4VlCM56auiz/H6nP0A8f4DxZh1vr9unIXbj6Ino9MxdH8IoSEgWn1pecp/ZaZliJsL2AdPDjZspsRhF/4GfCYIAiCKDkSpQARTSGNvxTDAfwNoD6ArgBeYoxViSuIsXGMsYWMsYXHlR29b//y7vNutlumTuKiFiCGnTOtBYhxTh0Kc/y53n4Xz880iVqCblc38N6OHYdP4Ou/tuuOOVIQ2JyrXTAu2XYY//fp347bpEo6yYpgW5aFW4MV2jvgJZPv14vNx3R0t92mo63aulWQ9vnkJ3/HkKd+F55fFApHd4plxuvtn/8dd+zcV2dj6NPx9RqryTPZ7Tdrzyfzt2LdHrFSiHOuk3vgm+Xo8u9f4tIuq32NqMWS/cVvO3gC8zcdxMVvzIses7pXRuWIKNCvFifvFjPen7MFp784SxhLwi3a14yqlNMq7pxYgLgZSgs2RxQIq3cdtVXWvj9ns/C4E4sgI24z1vy19bDuszqmUuOCRevlUoNMd74VWgsa9a8ThWH8tGI3Xv09orxXT3lu2jrszy3E31sPCzN1GWOAqIqj7PRg3LkqLe6dgju/WCr8jvQfRIWFC/8kCIIgyjiJUoBsB9BI87khIpYeWq4C8DWPsB7AJgBtjQVxzidxzntyznuqx6wm2nZERQ2TwNW7j+G31Xuiig5jSsegTgGir3/SjI245M15pgsZY/wLv38o3ZSXoYnf4WXn7tI358VNqp1ZSKhuHOLvtcftshT8z0IBJsp64AbjgnfB5kOu75eXRZdWeWNcf6kKLtsgqBZfPzdtrav2tLrvx2g2JJkd3j3H4i09gIjZvRHjIvefX4otI6ysK4wZVrR9qb23H8zdgiMnipBfZBgvHPjvT6txKK9QaZNpVaYwMMt7ZexPOwWmE4s3UW2rdx+NWhu5ce0xY+rKPdG/1deh9l1sNU6MbhdOUMsLBlgsgLTJ0/jQ92L3DS/uGeZ3w1lZhcoYNFrKxcqP1JCqfO/knSUaInmGmEZqudpzxUFQxRYgWenmFiAAdLGQtJAFCFFR0Y58egwIgiCSh0QpQBYAaMUYa6YENh0L4DvDOVsBnAIAjLE6ANoAcBQdzssCU0VdZBnnkzPW7sPV7y5ESjDetBuITVaB+EX8pv2RBfsegVm/ti5PLjAOHBHsuyNWRopmJWInJpp0H8iNd+9wMgGOlWV/bnaG9UR88jJ99g3twjlXEwtB5Gpih1fdmnZR4dTsXtttz/8abwavog490WJmzEuz4gJ4iupxsstsRK1OW6uVKbwsxmKN6ahj7bJSgJjHfRCJGeNvzFy/H6/+vgEfzN1i3lAHiO6Vung3tj+gUa4u33EER04Y3YYc9LfhlIWbD2LEczOjysJUk8W4aXGCKrXBO0VuWSJrAxW3VhVAbPwxxqLX53boafv6RGEIw575w1HMDS1mbTe7L6pCI8VgamE8W1YBYgzqLDqnSOACY7QAUd+ZWSYuMHbtIwUIUVHRBUElGxCCIIikISEKEM55MYCbAfwMYBWAzznnKxhj4xlj45XTHgZwEmNsGYBfAdzNOXc0Mw1ZTLRtZaMxQMSTWlVBMOI5fVo/rQWIKN2gkZMe/zUaCyJm/RCpe9vB47pAmBv3ycVysPvh1V6qdrJqN3EVKV9Ei4GL3phrGUtCW5aoSuPudGWbnUgj2iK1wSAPWcQRMS3L42Ret+vq84IgYLCe0S7glmw/Es1aYVWrKBiiymcLtmK2hZuF2id7j+Wjxb1T8LHHbBF2cHB8tWh79PkyW7QLwxooFBaLv+Rc3D92AUg9KS0Z8NQva4RtAOKVI9qF8ukvzsJlb83Tfb9k+xHX7l1bDYF2zawRzFDfKWb1BgPxi3fLLDAO6lRTX0fbwK3f1U7Qtmn7oeNYvzcX//jkL8/ladE+5lqlpzoGVWW6EfVy1H+tnk0VnQuM8ndugf3YFf1WqvJqHJ4C5R6mpYjHiPYZEaVcphioREVFO/ciPSBBEETykCgLEHDOp3DOW3POW3DOH1WOvcY5f035eyfn/DTOeSfOeUfO+YdOy5ZZYMZ2FcXfp5pMWlON22Y27DySj8VbD+kPKnUXFIcx8Inp0cOXvhlb8Ow9qrcicTT3d9Ed+rRt1uc6XXcs3X4ET/682lFZWwSxKH5ZsUf32e1utZZjBebpR50gnMxL7Dr7gap8U8vVxprQYlTezFwXU2pY7eLe/dUyXPymuEwgdvmb90fu3f8E8Ur2Hs1H0wmT8fVi9/FhVMJh4I4vlmDk8xHlo6kCxKJQowJEq8QTKbeMKWnjHn+P93KXiTUYYG0BAkSeJy3zNx1E/4m/WQ5DOyWoMXW1LCKrJC9pcLW8/ecm3WdV0RWIGYC4twDRDAd1PO3PtVaMWlVxMK8w+ixp76PWHUV1w4pLk2z4rMo7sc5igr9FMXLsFNFA5F7MXLcPfR//FT8t3xVVkpjdI+0z8n+f/h33G0XpP4mKit4ChCAIgkgWEqYASSRu/bpnrtsXtQYwc4FRSTFZdFntepu5qeRkpenqMlPcaOMW9H7sV9N6zLDrjr80ihhtG+zmrb+u2mN9ggY7E3d1jTdn4wH0eWyazoqhTpUM3bmuTUk1p8unZDR3XXBKOMyj6Tv9wCwLjBu8uMCoRGPXcPOFkhq35YuF4jgBTrjjC33MD2MQSRUrBagxBogKh3iCWlRsrYzwc1KrlmW8jaoFSCIXkl4DJduVp3V7sRqf0SCoyjXOEQRlNbrQhDQWILH4Se76KMQ5CopDOJBbYJme2lFZYY7uD0/F3V9GgoGGTRY/qhLOrD+iGbGUoSpSThpvl+j9alSAzFy3H0Oe+l2n+BTWD4blOyJWVn9tOxzt56CJkj+/UN++697XZ9siCxCiokJDnyAIIjkp9wqQ/KIQLntrPm5XUk2Go4s4MxcY8XGzXcP//bUDKxWT/QlfL9N9p65n1Kr8DcinqcfmZ1jbdl3aTwu59XuPYbPAWsMMu3ZqlUR7jhbgvv8tj37ONri8yEyoQ4ZVyV1fLsFPy3c7lhfVbRXbQEU7nIrDHEOf+t1xnUamrdqLtXuORdoT5tFrss8CY44Tty0zjLFA9hwVxYGJ/Guectl9vWZWV1aKAjMXGNPzQ0YLEHlFgV3aaeN7wOjiZFquRJvcWs2ZnT53Y0RxERAo5dwEp77ojblxxwoN8VvUd3VAEwTVLaEwxxVvz0ePR6bhZSXVuR3G8aX2+3QlRfL3SyPxvLXvT5ELzNYDx/HmzFjcFPX8Kcsi7yP1+vYcLdC5RIrQjqmo64yD/haNReNjZecWmm+4L4cMqa3llc4EUQ4gSyiCIIikodwrQIyTRFXW3AXGXZes35uLZQbfdZWYtYl5/AvAZhfBYtUzdeUeTF25x9Xvrs5v3ULOzr/ciG2QQ4uvjYoYq+sRmX1rTzeOjc8Xbscjk1dZt81h3VboXS2APEGWEzOKBTvA4z9YBAC44aNFMeWdxywwmw8ctzX7t26ffuFujC8BxO5h/M61/rObWBZmz6KVMYuVpYuof4wWI8ZdcL3LmD8T3LgsMA4tQCxdYGyaZtYtZuPCrLixkyKKi5jSRmsB4q7vjRgVjeHowjwm7yUI6tyNB90JGTBWyVj8+1z73lFdRu76aikembxKmFFo7sYDus/zNlm3Ue8C48wi7EBugTCDkNHKSS3nt9V7ce178QGVTxjeZcZnmoKgEhUV/YYSQRAEkSyUewWI8dyoVYbJ+WaB67wQrVkp0ktWEiuue38hrnt/oasfXu1kdYWJ4gZwv9vMAOQWFOP6DxZGg786LS/OV97iij6eF++KxHWLMOe9IVpweo7kbpN6UsSTP0cCZYosTFKCDG/P2oSfNfFRvO60HsiLvx9uUMeMkwwrxl3k4hDHpBkb4naRnWD2LFotuCwzYwjEjBYjcQoQH4PcRV1gDHqClGiMF7nyrTBTTrw7e3PcMSeKHrVfi0JhbFCCOFtZJDh5royuIGpx2nti5uJkRiKsE9TWaBUDVpYwohYcPl6os8rRKkE553FulUalhbFOEbd/vgQLNh+KO25UYGjLmbYqPpW78Xp8CpNDEEmPdujTc0AQBJE8lAsFyC8rdmP2+v1CX+o4BYjyr7kLjHmXOHGF0BJ1t1E+m6U6tVpwOEuD67xd2u64cFK8GbodxhSdKowBXyzchp9X7MFLv8Vfp5WFiHFBa3U5dgspNwueMAfW7TmGJ35aja2Ku49VhhGnOHU3UK0hROcHAwH854eVumN2O62q24wRp8oss4woxWGOg3mFuPpdve8/57GUuGZtW737GB6bshrPTzNP82uGmUm+1T02c3OIZIGJl7NTgOjKMP0mvi6r48b7rS5uE5lG8XMXsVk4t3+nqPfmyZ/X4JSn/8Dm/XmO0j+LLLhUjPdC7SfGWLRvLnh9TtQNxwleFCB2Euq1d3t4avSYlfJHHVLaM4rDXPfMaOXDgrGqswCJZo/R95fTTD/G3xS7PjKOBe1z+fL09ci1uKcEUa7RWgiSDQhBEETS4C7faBnBuIAYp7gLfHRtn7hziw0r2pi/s7hssxggnlCtTfwskvM4ZUIidh5EbbayABCladSVZ1GXcYJttZD6YemueHnN327iEKzceRRnvDQLgOJOdPvJnicx2utzshDUIkpVKcpGZLdQucQkk4vTNKI/Lo/vWyByPaKAuM3umYJh7WrjzSt6RcegmZWTFysUs0fR63gXyRldZox95cUFxk5RFecCI3CpmLJMfC/M8PMdwGGvBFB7Sc1Ys/tovqNnb/qafVFloxHjvYilwdVf33wbdxEtntwzDCLGYSh6nKxS2YqU2MUhbmq5FlEs6s8XPcNu3nW69jD9Ys3qvVIcCuP3NXo3GrUpeQXFUSs2gqiIUBpcgiCI5CQpLUDMJn6rd8fvgBsnd7ZBUBPgAmNnxeHmd1P0I5sQBYigzbsOm2c2YTbtsDCsiYtPYHU5xhShcWW56Izth2ILseOKObvnGCCa8eR211nUZpEizqUBUhTb+CwKZtdeHOamShTVZF59ro7li3eD3VpPARYWIB5uEgfXpSqNtcvOBSaG09tqHuuHY/eR/Li0z1ELEI3cjR8tdlZZtGz/EC3AjRhvTWFx2HLca8tbtVsckNd4L8zcqtzoqBPhAiNWRljEP1HujlbhURQK68aT9trDPF5xcyCvEE0nTMa6PcdiQZHjrBudXav2Xc3ALJ+nn1bsxkvT1+vlfc4oRBDJCqXBJQiCSE6S0wLEZLL5sMFlAIjfmYtNqsVluw2CaoUfiglRwLkAjIs0/396RXPcXUcsUrvazImtrBDcuMCI0AUjdLHQDhkWJF7qVtFendsFumjxJErH7DUIp2isu7FSCYW5pQILsO83t9lZAPOFltegiwP+Oz3umFExY+wr/QTXWb1mzXvouxXRDCBa0pR0v3bX5cTVIBTmWLL9sNS7h8N+rBnvTVEobGmR8JEmdo+pksyQklhrraf9xs0CPBEBOkW1W1276KviMNc9g1plRpibj7RTn50R/duLUtHYHsbEbd964DhqVk4T3iv1+mnBR1R0yOqDIAgiOUlSBYjzc40xK2ITYrMYIH5agHDdv6bnufgRFZ1aUi4wcyx8748cL4qLWQFE4krM2WDts29cbLlV6GjPd2MWrj1VXYB4XTBx0w8xdppkQBHtUgstQDzuZoukigRKF7NLD1lYgFjVocXKfUrEzsMnME3gdgO4dzGyxOhqYBUDxGG1ZmNIpPwAgJzMVFFTXKE+Q69MX4+np67FRb0bS5Rlb+2idlOARc4tCllbgGi584slwuNmQVADjOneEU5dugB3vxUqtu4/LF4ZtWl/nun5//fpXxjQsibqVs2IHis2WIDEXZKDrrSyOrHCicvhoCeno2/zHAxpUzvuO7WtfmVFIohkRfsE0ONAEASRPCSlC4xVukUjRquQmAuM+Hw/XWDUeaWMGbaTiPuJ+N0VucC8YBLEFQB+XR2fPQAA/vXtClz17oI49yTt5DkuC4zEBblRYBhN0gGf+tJkCJ008be4Y4u2HMTGffGLJ9F1ePX536hk6dCV5WL3eNLMjba77nb97tYC5JxXZlvU5bwcu/SpdtZHXqyr3CrRqmemeZITsVoJhLv7iPN0w0Y4uG1b1PeDGjS6MMQ9j08z1DaUtAuMcWFvHPpH84vR8V8/644ZU8VqmbluPx7/cbXu2APfrsDirYc0dca+C3P7/ge8vw+MUmblzN14EIeOxwe9Vu8HrfcIIgYFQSUIgkgeklIBsnZPLrYdFAfSM3L4uNECJPKvaRpcO1t/F6gTabdR9rUYF55PT12D9XvNlQl+IePmrZXduD+y+LbK/iC78NOKa3eR7SYkoiwMvvSliyI+nb9NGLxUpKDw2rYNAgWLKGOSWelLth22XXTaNc1t+tLdR83drVylOrYdA/rPcf2udYFxWK3bu6QqXX15jNX3m8QDHLEAsXOBifyrvi6LisOuFNPCeg2fowqQgL5v3FiAJMIFRoQovowd2gCiYcM4c9JsYxYYp9hZgGi/Fyku1bFFO95ERUf3LNHzQBAEkTQkpQIEAO4wMaM2YjQTVid7ZpPoRARB9XNj9PU/NmLk8zN1xy543X06Wzv8jnMnsvD+afnuOFNwQG7Ros+mYH2udmgcLwxh28Hjnu+V1+46dLxQeLxI0BA/AzqK4gcYF0aqG86YrvXx19bDNiXGZI87CDYqgzsrH3dlWZXtdIfPrYuOerqfikzZx9euKer7U1UYF4XCrqyKnGA23t28mxKRBlfE8QJ3Ll7xdWot4pyNNOMz7FhBpzmvoCiMwyf07yCdMkbQEhb7kiAqNNzkb4IgCKJsk7QKEKe/NmaLa7NJtF3GFlf4sGMsaqdx4rs/132K0ZIimm3AcCFbDhzH+A8X4bU/NsTvSLpcCGpP15pz2y1+jPWc++pslPQ0xph1REV01M/1pRMLEDWYayjM8dasTZblabu6+8NT477fnytW9HjBmC7VCrsui3cHCJt+7zwGiLPzYuer1kfu5LQYRc1c0py2x7EFiPJvJKuJv8+OWtzMdft112f2zKg0qZEZ/dssIHGzeybjtT82yDYxipMAtZ/O32b6nd4Fxtk7cOVOcTYdO7Tj8+0/N+Hl6fp+0L433/lzc5y8eu9LyrqGIMoqOgMQeh4IgiCShqRVgDjdBYxPg6vIm5zvpx9nMvuETvhqmWdZrRJJ7QGz+7X3WIF0Fhgt+mwK1uca64m0xVu9XptsZomUnhL/aPoZ/FO4W2/0/lA+O1noaE/JL/LP2kOEl4wyZhgnrR/O3Wr6vdPedx3E10U/25XhB3YuGMfyi7BCWXwfVbKEcHiPSRGrV6wIfefPzcJ4PWZUyUiNlWHSJs6BiT+uxqG8Qkz4aqkuhofx2p381qxwoIywCiKtb5yz+7lmT3zad2fFu1MMG6EYIAShQk8BQRBEMlIBFSCqBYi4AD8XEo5d4svgb+jf2w77Uo66cDGzrEkNBuL6yW13aBdHer949xP9kt7EMdvNnrfpYNwxP11gRFYUZgsjJ/WWpLLPjQJkoiH4pBG7++1lh8/tGIpagLgTE9ftQykc1ovgvcfiLc44dxdY16xeLdo2aIfgmt3xQX3N5KzGboABr/y+Hp8u2IaP58cUX8Y+dHI/zTIWOSWsU9xyeBkNTiU+nrfV8nu7552ywBBEBP3vQ+m1gyAIgnBH0ipAnAbCM07mYi4Z1nLVMlOtT3CA8x1ji++S8EdV27d2a6KUIBNYgHi/aO0utH38B9Gxku1wN8Eq/WybaBfdbN0j2nA37qz7nADEErcBVQHzMeWmT51eoxNrAFG5cvfXR8s1zk2vNS0lIHbPCnPkF0nGwXB4CW4C8pq5wAAR5Wul1CCAiFWLbLtk4Ia/vTxPTt+bds+PvftT8lmAMMZGMMbWMMbWM8YmWJzXizEWYoydV5LtI5IT43NLEARBJAflXgFizCZhFwOEc46qlVJRu3K6VPvUsio6dpkh0oKB+NSjJeQCI1oclfQtc+PW4qcFiDjLjPhc0YJI23ec8xId6366wNi6SZl+8A8/YoD4CYf5u0tVGBgJc+5JMWUs48aPFmHh5oj1k1l/2L37tWJWr5+0lACyM1IAALn55jE8SuK2PDN1bfTvMOelOhbsLBfV3i8r49UOxlgQwMsARgJoD+Aixlh7k/P+C+Bn43cEIYIsQAiCIJKThClAnOy4MMYGM8b+ZoytYIz94a58b+1SF5FmLhlcKduPYKiOLUCsMk8k+Ff1gW+We06n6AQ7s/jUYCBOEeE6CKrmb22AWLtyRH1b0nFb3FyrlQLk9s//dlWvrAuM9lgoXLILtsJiOUsDLXbPlz7LYWIukvugABn/4WL0eWyaL/eBc3PFkJnCrijEUSB5Xw7mFWLKst0Y/+GiSDtMzrN79+vjtph3SHpKENnpEUs/bRBTbR8u3nrIMoV3IohkgXF/I51ak6XYmNBYWc0AMQucJFLw9wawnnO+kXNeCOBTAGME590C4CsA3iMIExWWZI75RhAEUdFISUShmh2XUwFsB7CAMfYd53yl5pxqAF4BMIJzvpUxVttNHU4tQIzYucBwHtnh8iMNLOfALyt2W55THAqX6s/mB3O3YETHur6Wqe06uwV+ajAgSEXqrj6tuNY6wK5u0WLO65ze62Lgx+XW40PL9kMncPeXS4Xffb14h6t6RUov00Wv4Nq0rkbFYW8LNq94coExO25rAeLcpcorqjJJ1sVpz1GfskFx87aYLY4LikPSmX6cXr69AsRZmekpAWSlKy4wJkqOc16Z7axRfmKhgLIUc9iBdatmWH5vHwMk6VxgGgDQpuDZDqCP9gTGWAMAZwMYCqBXyTWNSGZK4veBIAiC8J9EWYA42XG5GMDXnPOtAMA5d7XrYucHbkbUBcbkew4OxphnBYuuLM7x+cLtpt8fzS9Cy/t+xPFC851T0W+q12s3IzWYOE8ou8wQqUEWN9l3O5HQTkKOF4p3ckWImlaWJzGFoTA+W2ieStMNxlTKAEwvXmgBYrC0KVkLED9dYJw3PFGXqHZvWRl6HOZpcIvDXGhp8Ny0dTiY51+qY6UhJli/APXBU817NTXIokGIrVxgSprnf12XUOsK+8C/NgoQh+WUIUQDxtj65wDczTm3NWNijI1jjC1kjC3ct2+fH+0jkpQkegYIgiAIDYla+Yp2XBoYzmkNoDpj7HfG2CLG2OVuKvCqoFAnxGbyvlqAwDq43gEHO6aiH1g/lDNaUoPy5ZmZVdvtJqYGA3ETbhlrgqOahYytC4zgmNddeDfBTMsCoiCoZlcucgEo0gQKKA6bB81MBLKxJrQ4afZ7szfjt9V7PC1KHzojLtRAfBuUcv1McywD5xbxYMpAG20tQEz+NhJgMeWr1gWmemaa57b5wUc2WVrMcHNnvvt7p+l3di4w0SwwZUZlZ8t2AI00nxsCMHZATwCfMsY2AzgPwCuMsbNEhXHOJ3HOe3LOe9aqVSsBzSWShaR5AgiCIAgdiVKAONlxSQHQA8BoAMMBPMAYax1XkGa3xY+GRefvZi4wiEzw/LEA0U+s47/39vPptwIkLUV+GKRolCja5tnFAAkEWPyiymW3aE3/tf1t5xIgjgFSMRApEcyG45LtR+KO6WKAhEo2CKrVM+UW+zgxwL++W4Gr313oemw8cHp7XNm/mYM2uCzYAj9uQ5hbW4AkCqcLajsLOF3bLYoMa4L3HssvQps6lQEAvZrmOGpHIklkNqqjJ4qwZs8x0+8du8Akz8tyAYBWjLFmjLE0AGMBfKc9gXPejHPelHPeFMCXAG7knH9T4i0lkgpdvKEkeiAIgiAqOolSgDjZcdkO4CfOeR7nfD+AGQC6GAvS7rZoj8tOEE1dYHjkW38sQDhOuHRvEZVhxG9jg5SA/DAwU8o4yVxiPEXm3uZqLG7++9Nqy3NFbSvpNLilhSgIqptrj4sBUoLd5sXVwqx9btrt9hqdWkuo/V5Wxh6HtVLGz2xE1u0Q12OrANbpP8zbGuIcE3+MvCPyCkJRd5iyYNngZSg4lbFTYtllgYkGQXVWXanDOS8GcDMi2V1WAficc76CMTaeMTa+dFtHlBeS5XkgCIIgEhQEFZodFwA7ENlxudhwzrcAXmKMpQBIQyQo2bNOK1ANC659z5thiLnLAo9kgfHJAsTqR7GsWID4jbbv8h1khjAu/GQmEnkFzjNRCNcBHitPtt2fgqL4fpq38aBjeW0QVSuLgURwIM+nYJ9wkgVGs8PncnA4tZaIxgApI0MokgXGvDF+xmCxa4eb49HvHZ677eAJzXmxu1sW7kMi23BC8OxrsbIOAWIZ0sqCO5RTOOdTAEwxHHvN5NwrS6JNRPJDaXAJgiCSk4RYgDjZceGcrwLwE4ClAOYDeJNzvtxpHerka9qqPZ7aaGZGrcYAMX7fuk626zre+XMTNu3PM/1eGIgyrkHxh/zWf/ixeDXbFT583DwGioqxepl5dbHd9qWuHpELjLfKtVJ2PvRlAZEFyE82GYu0xGeBKTmOnLAfU0bMWuhqrLm1AHE4DniZswCx1tzKprs1rdfh5dtmd9IFQXVTf9nof8CZ4jhR3Pe/ZaVWN0EkE7osMGQDQhAEkTQkygLE0Y4L5/xJAE96Kf9EUQgvT1/vuX3MxAmG84iCQftt5YwUNK+ZjbV7cl3VsXjrYcvvf1hqHogu2h7BsQBj2Hn4hOAbb/gVN0DFjX6GC6wHZBYiTnRKVvUY9ScNqlXCDgd9rb1mUdDQsobsLr4xBkhJLt7t4sq4wU2gXLeKOaeuImobysz02cYCxM6CwMdmuDoe/V63K+u8V9VTy4IixCp7WKKxG7fq92WgmwiizEDPA0EQRPKQMAVIolm05RAWbTnkWd7MiiLEORj0aXAZAB/CZMTx8vQNnuQYA4Y/O8O3dvixeNWZ+wv61nQHXpBBxKo1NbLScMAiBoSbxYswDa7hc4rDDDn7jokDsZZVZDOpaLPIFIfDCZv8MSayEHJf2ewNB4THn5u2zlJOH08zQS4wYbUu+U70YxfSLgZIfkkpQEz6w871Isw5AixyDeM+WOS8PpQdRVSxwEKrpBBliNJ9Hw5j+Y4jCU2fThDJACk9CIIgkpOkVYAkijBXY4DEjjHGSi3uBufAmt16n2wG4GgZW2TXr2ptKWGaVlOw2/zn+v2m5WSmB3HA3KvIVYBG0UL6qMG9wiy9r5F5m2LxM0oqRoIMsm1Ug0cCkXuYqHlgkDEUG+6TlyCcG/dZDBoLdCbObl1g3FqAlJHJtF0MkBOFiRnfTi/f7v5HrPgEmjMLGGMaCxDHYgmjpALNitCmEhexYW8uTn9xFjrUr1JCLSKIsonDhFMEQRBEGaPCbuGYKTTUGCDaQJ4Bn9LiemHOxv0Y/pze2sPvCbofFiBeywhzHrdQtIobYleNm3WD6Nw7vlii++wlQ47Vzn9aGdk1Xbr9sJT8zHUxJdWD3y7HicLEKOQCAgVUaS0O7XbGjTiNBaOeVlZiSnJYpzVOlAuMUwsYJ/ffod5SV7daalnw5S8LShgzVAXJip1HS7klBFG6aB/TsvzMEgRBEHrKxmqsFDBb10YsQPQRQiIWICXSrDg27z8ed0wUwFIGP364tYt+UXwVMwVJZLfZeT22GSBcXMx3f++wPSfo4cZbBbft2KBs7JpOW7XXt7JmbziAD+ZukS7n1mGt4o4FBYpHp64lfqAdTm6tZqpVSnV0XiwGSNmYQds9k4lTgBg+m5xX5MgFxv1zW5YsccpKQFyCIMzRzzfomSUIgkgWKqwCxCwIqjq31rnAoBRTzwqqtVOAuI0l4Mdk265OszpCPqdQdWMdsPlAvHLJSKrDGCBarPz3vViUeG2HFVUdLs6dcqJQflEseiZF+qeStADR1uQ2bso1A5o5Ok+1FPEzsLEMHHprl0Gta+m+P54g9zu1rw/ZZI76fol18Gg1kLXXBpSFZQwpQAii7EMWIARBEMlJhVWA7D2WLzyuxgDRwhgTmuKXBKJa7a0g3NXhx++2dlEqWnyYrVnD3NrcXsu6Pcdsz/U7BW2KB5cVKwsFLxYlAHwPOFi7crqv5RUUyVslicaNqL8cpY9OAG5dYJyOnb+2Hsbm/Xm4+t2FXpqlw5eMTmGuy7Rj1L0ZgxBXz/RHmaYu+kNhjv98v9LztXC4twBhjMVcYMrAQqasuEOJ6N0sp7SbQBBlA20MkDL8zBIEQRB6KqwCxGwRxdUgqBrVA2Pufcr94oelu1zLuN09NAZZ9YJ9YEJzFxinSouXp6+3XRg4DTzplMy0oO7zDYNb2MpYLZSdZpUx4rcCxO+5Wn6xvAWI9hlT168iBUjImKs4gci4wLjhlGf+SFjZXijW9LF6D3Ky0gAA+zUZjwCgZe1sX+rU9vXbf27yHKdmz9ECT4sR9R1VFtLgbtrvLWhviVD63UMQZYKy4rZIEARBuKPCKkDMFBqhMI8zxS9VFxgPuP1JnrXOPOuKU+wyB5itWcNhDjcb63YTDr93ThtUq6T7fKMDBUixhYWCVwuQtBT/HtVpK/dg/d5c38oD/LHK0AYeVtegov6y6l//idXld+wdLX659fhRCud6Kyb1HmSnpyAtGMB+gwVIotKhynSJlzglZckCpCxD7jkEEQ8pQwiCIJKHCqsAsUrLGp8GV784K+scOWHtQ29EZvE1blDzuGOinjKbNIe5ux19+yww/k5C6lXVK0CcLPaKLa7HKq2ulZLDz+wxfgQsLSlEisdkCYKarHAYXGCUMctYJBbNjLX7dOcn0avRkrIWjLas4rebIUEkK7o0uPRYEARBJA0VVwFidpxzJQ1u7FiYl54LjBdOf2GWq/NlJrQDW9V0dJ7ZmjXE3VqA2NSTYBcYJxYcxyysYazkRRlPVPwMglpWd3CdxgCxUjAlEjcKkCY1MhPYksTCOfCtJkOSqoQys4RLJus4K9THoow+HkKsFKqJwuoV27Zu5ZJrCEGUMuqjEGDkGUYQBJFMpJR2A0oLMz/viAUIizvXq+tCabD7qDjAqxkyFiBOFz9m/b390HGs3uU8Bom9BYjjohyRnqrXETpZcFhlC7HKAmNVtKwLTEqARS0nyuoCT5wFpuxYgOw1xL6w4lqHGWDKInM2HsDirYejn7VjXvS4l8YiPBFEFSCl2wxXpARZiT4PALBk2+ESrY8gyirqOyPAWJn9XSUIgiDiqbAWIGb8tnovNu3P0y3GIhYg5WOSL+K31Xs9y4q6RTQPMLM6+HrxDqzcddRxfV7T7XolI0VvASLrCmWlSLMaY7JxFtJSArikT2PUzE5LeguQkmy+1jrqX9+tKLmKPTJ15R7pMtbt0ceH0WbAEmXDCnpM7VzWiAVBdS4z/uRYTCAnAZL9pmP9qiVeJ0EQEVR3uQBj5DpHEASRRJSPmasH3PxUiVLjEhEcW4D4UBd3UI7fi3ujBYgslgoQi+9kFSBqyZyXXRcYEaVtXZBMfeUX+3P1li6qaxZjTPi8l/Y98otw1ALE+T3XPpa9mlb3uUX21DMEaS5tkilWFkHIEv15oGFPEASRVFRcBYjNHFcXAyTMy7UFiAyifnl71qa4Y35ZadtZgPiVTUMlXeB60qmB911XyxggHgOkOoUpfsq5BdYZe6y4qHcj6XaYIbp6M6XQdQNLxsXE75gyyYBR6RMNggrgoCEDDBB7V3ZvXC2aKjcZCXvwgdHG7RG5cCUaP4MjEwThDm0MEDIAIQiCSB4q7OzJTaaUZAuC6oS3rujpSzmifhHFwPBjJ72wOGw7xzh03F0GHDvSDS4wAPDdzf09l2e1W24ZA8SHhQ4DA+ccy3c4dzkykpkmHzaoZrZ4kSwOsCkuIys9JS5FcSIo0Yy7ZYTFWw7pPkeVUDbvwAt6Nkrq92TYvf4DKdrnshSu3c/gyARBuIRrXWAIgiCIZKHCKkDcEObc0j0hGfHrepyaPNtZbjjhx+W7cdhnBYcdIgsQGTNv7zFA5O8XY+5TuY7uXE/32Y9h8+G1fYTHRZdv1idBxkrELc1Niubyws4j+iDKdi4u6n0IBBiOWmRAKuvEYoA4f1elBLUWICWPrGuc35SvX0mCcAaDP3McgiAIomQoW7OnMkqYlz8XGKuUq25wuiCesmy3L/WVNCUZA8TqO9mFjjo1yysMuZJLDTC0q1dFqm4jbp4lsz4JBMTxKACgRa0sT+0Ssfeo88wvOsrR+8LufqmuH0HGXCvYyhJqwFs3y5hUTQBYL4rRFy7q5lpGV39ZU4CUn2FPELbEXGDIAoQgCCKZKFuzpzJKeXSB8UuhU96D3qUF411gZLDqd6vvfIkB4kEmEGC6na2QD+tbN+0wsz5ICZhbgPiprFxocAcpCd643B/3NL/QxgBxcl4ysuPwiah1mZuwL7IWILJdlppStvq8nP8cEIQO9aeRsbKbXp4gCIKIJ2EKEMbYCMbYGsbYesbYBIvzejHGQoyx8xLVFlkSHQS1bd3KCSvbDL8yVybxmscR6akBnNW1vm/lWQ0jyyCoPmSB8aKsMo57P2K5mDVD1D4zV62ghQVIsltrZafLx1nxE9ssLxoXmPKAKxcYyWuWHauiGEWJwG8rMIIoD6jvikCALEAIgiCSiYQoQBhjQQAvAxgJoD2Aixhj7U3O+y+AnxPRDhm0c+BEu8Cc1qFuwso2wz8XmPKx6DGDAbh2YHMfy/MWBLW0TN2NbSr2JSaG+EJFR83GaYCZ92SyD8kMn92uZFEVG2YKtCTv7ji8BkH1Mu5kdUZVMkpGWeZUKVQamXAIorSgLLgEQRDJSaJm2r0BrOecb+ScFwL4FMAYwXm3APgKwN4EtcMzXDMNjrjAJO4nrjQ2Tv0LgupLMWUWxvy991bdbhkE1QdTdy8pggOM6ZSBfqQZNrcAEdRvFgOEwXTWWZbdsrQ76V0aVROeUymtZHb1neJUWco5x9tX9kTrOtkJblFiMYtjIorXobXa8rL4lx2rlUtIAdK6jjMrRU774EQFQv1tjPxO0tgnCIJIFhKlAGkAYJvm83blWBTGWAMAZwN4zaogxtg4xthCxthC31tpgfG3LJFKCqcL7It6NxYez/SwYPJrUZ/Mfv/OEMeaGNiqJh48Pc6oyb40i+6y+s6PWCSfLtjqWsa4QPNDAWI29kRHzYYXY1YuMB4bVgJos/l8e1N/DG5TK+6cSqn+KUBWPzxCuoyATQwQ7RgZ2rYOxp/cQrrO0mTqyj3C472aVseAljV1x7T305sFiNxgzU5PlZJ3ysRzO+HDa8TZm7TQGpCoSEQtQCgIKkEQRFKRKAWIaFZn/H14DsDdnHPLtBSc80mc856c8xKNDBinALFZVfVumoO+zXM81eV0wTa6Uz3h8QwPCya/FollLQtBIhCtUT64pg+uHtDMQ1nmHW/1nR8WIEUh91O0YEC/q1vshwWI2XHB9aeYBKthzKocb+3yE7MmGBWGogWj8Xl+eEwHz+3wQ0GpFmFquRN3fuJvQGkoXplAGaq9Vi8tkg1unJleMtZCmWkpGNCqpu15pAAhKhLRGCAM7nznCIIgiFIlUavX7QAaaT43BLDTcE5PAJ8yxjYDOA/AK4yxsxLUHtcYTXnt5vR3Dm+DT8f181SXUzNoszl/hodJtNkC4v2re7sqRzY4Z1nh8XM6CY/77QLjtqi+zXNQMzsdp7Wv41sb3FBWXWAYM88CU5bjEBiDZop6M8MQ2DJF4hnzY+w67U9tRoREUxp3mDGbd7WHRvVsUt17gwBkpZV+wNxaldOjf9MakKiIMEbuXwRBEMlEolavCwC0Yow1Y4ylARgL4DvtCZzzZpzzppzzpgC+BHAj5/ybBLXHNcadLL+ChopwvEgxU4D46AKT7lKZok0DmcxkmWTesAg14QnjYrJzw6qW57epUxkL7x+GOlUypOtOdXivrj85FvTVmPXFHwsQ5z1q1mQG8zGcV1DsoVX+YtZL8RYg8WemG4Kgyrx7/DCUiFqAmAWvVQ67XQDcMNi7q4wf49ALVv3pRfHmxX1Ri5/uUl65f3S76N8UB4GoiBg3CgiCIIiyTUIUIJzzYgA3I5LdZRWAzznnKxhj4xlj4xNRZ6JJ5ITb6frGbMGn7gIOEcQTcFuW2Y57V5OAjSXhAtOkRmbC67CKNeGn7stYll3R6qjzw+TfaRm1K8eULR/O3apb1oY8uNEYcZMG16zNVvdk77ECL82KUj0zcXEVnDwvRiWkTMBiPwLCuq3fi6tVMiBShmr710tXy96fsqCANnNTI4jyjrpBEAwwX1LEEwRBECVDwmYunPMpnPPWnPMWnPNHlWOvcc7jgp5yzq/knH/ptOxvb+rvZ1OFGH/KwglUgDhdX5id9ujZHXFJn8Y4tb3zdLpmC0szxch7V4ldY1JNJr/1qspbLKiUxLzCavfWz6wibmPLqPihABEtVEQ70FZV+WIB4jCWRKQtZgFTmfC+tKydjbtHtvXctsy0IDo2sLbKkcHO2isgcLOQ1THaDd8O9asIj6vpeFV5p49BQbFlWKcyR9u6TjOcxN8/7adE/kaYYXSpKg3KfyBsghCjPvKpwQBCfmSIJwiCIEqEpNy6KZEJF7f86CtOXWDMFsv1q1XCo2d3crUbaHau6eLUZKSYBef08w4lcmelc8OqePisjuYWIEhsvAGnZfvhgmW8523rVsbK/8RnCdGe9dyFXXVm7bL34qsbTjJVKIlSelplehF9M+32k3FSixqe25doU2a7IKjL/z1c2CYZzu7awPJ7u/Ltxp76rXotBUXOVgJlZcPUaf+GOY97P2ovocCnFdDLF3d3fG4ifwsnOFQklgUlDEGUBurvYQpZgBAEQSQVSakAKeksD72b5egm66e6DEj56Nkd8feDp0q3w+yyVbN6N91iFrzUrAyzRVBKIIDbhrWOLyeBVhN+MrhNbVzWt4muvRf3iaUbtg18KInd4ku9dj/MzJ0uVLSKtk6GGCWyFiDBAEOqpvwnzusc/fuMzvVxZpf6uvOtAqaadYmMsojBH4WbWQvUSz+5dcRdzRg3QzQeZBe5/9X0sYgim4W7XXcan4+CYocKkDISNNDpoxXm8deqVQ4WOrxuO9z8viTS/eTsbtaKMxVtE2gNSFQk1PEeDDBfAoQTBEEQJUNSKkCc7ti5DeipQ6ni5Yu747NxfXWLIrcLrFrZ6aiWmWb6vdPrMVuIx0zV478f26sRZt41JO64mQWIW9eY1CDD/w1rJWir8HRTrIIBJjSwnjaNncJ5PRpG/2ZgvqUMBpwteEUEffD1d7qQ1o6jzLSgrsUX9GwYL+ASNWtERmpAd98DAYYrTmrqrI3KfyJkFQaJXcQxzL/3FLx+WQ8A8Vl1RG2Xtf6xiztSaKIAUfvB6RiNWoCUYReYKzXjq2ODiOuP8yw33PJMp4ofO5wM31uHtULPJtUTGgPE6bDTPi9lRallhDE2gjG2hjG2njE2QfD9JYyxpcr/sxljXUqjnURyoc5NUoMBsgAhCIJIIpJSAeJ0gaNNz+cWtYqUYCTWgHYR7nY94sTv3wmiYi7q3QjpStrMbo2rCWQYGuXEgoh+Mb4ffr3jZNNFkXlwVLM2+TMBz7RI5yi7sXJZ3yam36lFa6+7ZpZ+3CQ0rapS9LB2tS1Pk10EM8acu1ppTquUGtTtbHdvXF2uHUpbvr2pP36+dVBc3zpVdkUsc8y/89w+luhFHEftKhnIULJ3nDC4i4jus0wQVCeILEBE6VnNnvWoC4zyr2NFgE/d/Oolzl1GtKhjT9u9XSyyMnFu/S4XWYDU9vAb5OT37dZhrfHlDScl1P3E6XtP+34ui2tAxlgQwMsARgJoD+Aixlh7w2mbAJzMOe8M4GEAk0q2lUQyoo79lCBZgBAEQSQTSakAcTrna13HWXA7cR1M96/bn7aPru0T/dtuQut0gSOafLeola37e/PE0brvjSK9muagRa1s0+ClZtgtwL++8ST8+H8DTeu1Q3UJECGzs/LLbYPwnzEd8J8xHSzPU7ujckYKqmqygFgttD3BgYX3D4uVr/x79YBmJqfHosxLVcu5437UjrOM1CCOF8Z29GX7QpXv0qgamtTIsi2vac0sABH3nel3DtaUIw6CCnjrKzWwcv1qlYSLuKm3DXJdphOOG1L2it4FfsR/seoS0cJdG0hWHQ9mRfRTYq60rhN5F6mpWc/r0RDf3zxAd+41mnHu13LhtA7Ogz9riXarpn8rWVqiWY9/keVLw+qVPLQrVsnYXo0szzWOdS/1iejcsKrj31mt0rKMLgF7A1jPOd/IOS8E8CmAMdoTOOezOeeHlI9zAcibuhHlnpiLKilACIIgkomkVIA4jXbx7AVdPdegTvpVQwnt4tGJYqVdvVhmBTsFh9PljZ/rcNPgpSaV2FkPdG9cXdcvbq0mGlhM3B85qyMa5dhP7I0WP81rZaF1ncpgjOnuhwh10ZEWDMSnqvV5k7Vmdqyd0bK59f31I9ih0xiN2prSggEcLyzWfCdpiWKQN5ZmnEKO6RqJCdK8VhaaKcoQVc6sJV4UBjlZaXh+bFe8f3XvuDYMa1cHzTWKRhmMyhWtcskM470/q2t9TLv9ZDTX9IcdVrEiRGlrGZynYD6vR0PMv+8UdG5YDQAwblBz3D+6HSae0wm1q+ifyesHNXfcZqd4HZGqnPbyrC3ReNx7MDs9dr7o2ZC1kJt4rj5+yztX9sIH18Qychnvqx8WGJ+N64vvbh7gIjistv4yuQhsAGCb5vN25ZgZ1wD40exLxtg4xthCxtjCffv2+dREIhmJBUENkAKEIAgiiUhSBYizHxrtTr4d2mCMn47rq0n9qFiAKFWO7FgXF9jsygH6RZg6wb7+5OZoUSt+0eJ0kiw6zU7W7FurBdGzF3bRLdLvG9UuTokjWnxpz3DvJmT+3Wkd6mLmXUNtyzDOvbM0ixkzU3RjnIPUYCDuOvwMguq2rFj77M+9sKf1uHS6ONHe60CAIV/jpuG3MsjoimXWROPiMhCItcWYxtSry8iYrg1Qu0pGXD+lBplv2TaMl5dXWCw8T0u8Qo6hZW13Chkrg6/DxwsFdbJoY20VuIyhduVY2uuM1CCuHdgcKSI3uwR4bNi1b849sXeH3pVRb+UHRO61ETXuTc3K6dH2X9GvCZ46vwuGto25rp3bI35N7bdCYEjb2hjYKmYt50cMkM+v7yc87vRZLw7H3g+9m+VItycBiK5EeGMYY0MQUYDcbVYY53wS57wn57xnrVrmlotE+YcrmaFSggyhsqn8IwiCIAQkpQJE9ncmS2DmrPpSV89MRd/mNaKTY6N/e6eGVR1NarVpY1VlyD0j2+E7g0k44CINro+rT9FEX+Xsbg3RpEYsbsh1gl3bb27uHxdcVds8ty01syy4aUgLx2XkFhTpPr96aSw2gHaBJkJdQ6WmxLtW+Olm7/UWihQnX91wEj4d19dxGU5dYIxxBYyWFzIYL2NIW+vYJ+raKk4JoBkxj5zVUfedrMuIsZuEC3kbnDbh5iEtbc8xVb64uEyrPhFtXGpjoaiyXrrVKKJ9zkvKWqBeVbH1mHo92u7lPH48Xdq3CTZPHI3s9JToOzgjLYjzejTUPZfpKUGdi09J4Idizqi0iP72ObzhxRoLon+f2dHizFJjOwCtdrghgJ3GkxhjnQG8CWAM5/xACbWNSGLCiuVmgDGEyQKEIAgiaUhKBYgaQNArjDG0N7hEqBPJ2K5g5Li6aFT/ZWAIC1wJjHNFrbJCu0MparvMHNZO1DxQpLWkXZuqZKTqgqsay3S7C292+j+HtxV/IWBQK/1uXMPqsfZVSgvGWQro6zezADHPNuIG1fRfLUl1yZEpu0mNTPRtXsPx+U5NdI2Lqs+u1yhZfN7BN9ZlXBSr31eppLfmYgyonBE5ZhxrXixAtI+DsZfUtL2bJ47G6Z3ruS5bi/H6rh1o7xJiVHxGP7mYb1stlEXWXAHGNCkendcTh8WtMOo/REGcndKxQRXXChoW/dfuXRhvzWemjI5T+JicN/W2Qfj51khcmYGtatq21YxEBkF1WrQ2iG6aTOa1xLEAQCvGWDPGWBqAsQC+057AGGsM4GsAl3HO15ZCG4kkhCPiFhcMkAUIQRBEMlEmZyt2ZKYF8cc/B3uWZ4g3CY8qQJTP6gRXVXaov22MAXWrxlsT9DBkx9DuuGoXH8EAsw1UaoYXCxCvC+yujap5klMR7Th/d3N/0/P9yHTxwkXdcHV/8x3YW4bGp+tVd7nV2o0xQBhkrDZif6uxAtR7+Ol1fXUBIs2mTlZTKjfNYpoFrVtqV85ANcWdTDuetPEP9HWZl2XXBuPXretk495RbfHSRd3izn36gi745/A26GYYq152xbULVaOSQutmIDvF9SLvxyLXyorlRFEIg9volYcMsbbGLAJi3398XR84IS7Lj6YHjG48Tq7SbGz9cMtAvHpJD0dtUgkIrosL6tCOp9jvg7P2mVm5tKpTGW0UhaxRcesGOwWiGa9prOPMcGoB4pd7WKLgnBcDuBnAzwBWAficc76CMTaeMTZeOe1BADUAvMIY+5sxtrCUmkskEWElM1SAMccxtgiCIIjSJykVIFnpKWhSI5YdwjUsfoFu/KwWq04n1YllgMXvcl3Qs6FuAX9653q6ibBdE2VigCSKu0c4t7wQIVLWqEESRfhxbRmpQTR2ECxVXH+kAWkpgfhAnZJt690sR7OYjPxbNTMVnSxSbjohzjLApp2qFdM7V/YC4M2VTFvH/248Kfr3F+NjcQSeu7CrqXyxyHxKg7FNjDGMG9QCtavEKx1rZqfjpiEt454fLy4wWgmjocyNgzVuKpIaEFGfmymSgEhg37j3g+Dy7NKtmilPgwGGpy/oEnecsdg7T9SfLXwICnuhIZaSk/egtRLY3c2JucBolV/xShvt/TFmB/MD0c7xP4e3wVc3nKQ79vpl8Qoeqz6be88pus9apXb1zDTbdjn5aT2/R0Oc2aW+/YmlDOd8Cue8Nee8Bef8UeXYa5zz15S/r+WcV+ecd1X+71m6LSaSgXDkhYFgAOQCQxAEkUQknQIkGGBRN5Jptw/Sm+c7JMAEcR6iLjDqEcUCRJmcRi1ABKsP7fx188TReOni7rpdMbvJcrzZtHm742RtlSvW3wPi1Ile4h44qbdnk4ilzAuGHX03CwqrjDBBi3ZziwWSWn2q0QKEebeiUaVevri7Z+sLKzk3fcY5jy60siwW3IB4UcUM/wLQuUD1ahqLIzCmawMMaCk267dzw7G6RwDQqYG90kgU8PPZC7ugf0tzdyHjPdfS1CbbypuXy62VqlYyD9bMuWAhynX/OMJMUfzRtX1wUov4exVgLC4LjPY5cDr2RKd9dUM/fH3jSXHjTFRimuF5tlqUu11/iCxbRL1aJUNzf5he1ogxi4wTpY7ombhpSEv0aKK3KhzuIN2vtiSjpeL4k1ugV1N9mSLUJjt57z15fhfp3wqCSFqU9zO5wBAEQSQXST1zaVm7Mro1sp/QGWEs3mw3tsup7vBFPvFoDJCYrBO0C4Q2FrEnAGBQa70J9H2j2glNzP22AOnWuBpuHNwCP9wSH5hVFjOzaPUa6hh2rN1cWqpFSotUlxZB6pxF3b0xBodlYJaLrn+cEu9WE5VVrUqCgThXG5XOihVIzex0POMybTNz+fSqY9huvWLVg7o4Lx4GpJ0CpEO9qpYm9drgvFp+u+Pk6DgWWSwMa1cHtbKtrSRUrG0MIu1Xg5c+e2EX9G7uPPOF6OpVSwix5Qx3tIjWlqtmLdGi9mkrE7cT0dydG9552mZYBVEWla9taI8mOejeOP69LbpM0fNohpMgv9ozRCVxHt+O7Iz4VLdmQ7RmdsSyIi0lgEkCi42vbzwp7j77uXNs3QUczWtG7r8xpo4Iu2E37fZBzhtG+EJeQTGGPvU7Fm05WNpNIRBLjU1BUAmCIJKLpFOAGH2cAwHmKJOCFgbgqv5NdceCBguQaAwQdYGsBkF1uOjTTpCNu4JG6lTJQG/NDnowwISZC0STbrvWWH3/vxv7464RbU2DytZ0uGAUYa4AiRw3ThX8MilXLXnO7R6/CFTJ1GQBUttRqDjwGi1AAOt7fvuprU2/i6rUApqFiaGsfw5vg+9u7o82dSubuMSYT6qMu+PaokU+/uoELWiVEzW+iaZYKYbMyrBTgFTNTMWGx0bZ1m28J81rZaOjYh0iGnuMMcs4M9qFtdX9Vu9ju3pVsHniaJzdraFrSxwjtwxtiaUPnYazusWnUQUE/WxQzmrb9cc/B+OJ8+JdWtQ+cRoIV3tNrWpHFLg3ad6zOqsIC9ysCZxYHHiNL/PvMzvEnSNS7HDEvzO140lVgJnd8zqKq9YZnevjNIHFRvfG1ePuc6aNRZYTjEG9RXAO/HtMB7xzVa9oEGYr7Ma1zO8D4Y0VO49i4/48PD5ldWk3hUAsBghZgBAEQSQXSacA8QPGGE7vXF8XjDQuCKrSM8ZdRadLHaeKEqGsh28S0Y6fbh2Iyf/wZh1ilyXB2K9+BEEFYqb+IYtYEz2bxu/YFympHNOC+hggHFw+9StiagzjZaYEA5axUbTd9ME1vaPWQmd3a2CquOrZpDra14tXpqh9buYOYeUiIsLL2CougV0ys3ZZxQYxBr41w2gVAZgpJp33DWPMVKHAuVPloPXCXL3nxv436yvt4aqZqdg8cbTOBcPp82pU+FjefQdFWvWFZcBggdjl/ZoCANrUiSkDjO0d1s6Qppmr7RDXc0q7OvjH0Ja4d5TzGEqX92ti+f0/TmmFay3S665+eIQwPoiIjNQghrSxTj2tYu9eGTuhU4OqjtzTCDmCJs8xUTqEeWR+EGRMlw6aIAiCKNsknQJE9BNjFzfAiGjyarQAiVoqqP72miCoJYGoGtGEVLSAMZq529Zlas6djg71vU1qbbMkGINdOijzH6e0sg32aDVBVO9lZcGOq5rKMS1FbwHifAEaT0zpwaLjRybt7cBWtXDj4BYAgOss0qee3b1B1Gy/ixL4kDEW3Y03V04x3b92BFgknoPICsZsM0xkgfD82K6W2Xv8gEGfzUX0ffRvKysDgSuTnwEx4+uLb49VHCKzpjxxXmf0alrd1IXIaBGnLcdLUNlou1yc66QWK/copxlQVEZ1qofNE0ejluadcsVJTXXXfpVhXEafaZN2BAMMt5/WBjUU6whjoFcRqcEAGlQzj2t0+6mtcf/p7U2/z0gNWo5tFaveeer8mNVQdBPALnaV5usvb+hnmeWLkOP6DxbikR9WRl3CnFpyEYlFdZkLBpgjFzzCnn3HCnD4eGFpN4MgiHJO0ilARFj97vx+52DB0fiJnTHQn9FSQZ0k55SQ2a/dmuOc7mJzeQCYevvJeNBiwmwkEQu4YICJXRFg5gKj/zz+5Bb4+Va9j/ntp7bG/PuGCVdKlZUFf59mESuGi/s0Nm8ci7ieALGxU6R1gRGc74Wo0oPZL1Cd0rd5DWyeOBrt64tM2GOF52SlYdbdQ/DQGbFxcIeiqLDxgLFto7pYZoyhR5McyzgoRkSKqTFdG+DBM5yPVy8wBlRKtXA10FmA2LvAeL2PXubIZs8nF/xtdm7Ppjn4YvxJSE8Ru00NblMbmyeOjioHteVon+Nptw/Ctzc5X+i6uV4nfWp1itcFiFrvuEHNMbhNbb07lImM03fmBT0bxVuRJBCrzQCr7mkqUIzZKfu1fZCeEpSyNiSs+XnFHrw5a1O0z8kCpGzAOUdAmesYlVKcc0xeuis6tyCc0evRaej28NTSbgZBEOWchClAGGMjGGNrGGPrGWMTBN9fwhhbqvw/mzEW77guwO0ct2nNLEeZBIwWIPWVHTnVNP36k1vg+bFdcUbnevFtctckIRmauBRmE0ltkK27R7TFwFY1TeMG+L3z6hbGGP568FR8feNJhuORf4330bij2qB6JdvgsVqm3X4ygEjmg80TRwszW4jaoaJOXjJSA7r+F+3Am/HCRd3w7lW9dLKAfqHgtq9lNpUaVs9Eqmbs33JKK53bl3GxZBffQOXB09tjo4M4HSLc7tL7ye2ntcZlfcXuBvoYIOZlxFofO8lVDBCXbwvOuaPxF7NQsz45LnWyyXna41oFSMvalaNWRU5wc71Wiqcnzu0cOcfq3iRgaBnfxV4sAUtCMZCTlYYAM09fnp4SQB+LYL3CzE+2Y8ldGysKU1fuwWVvzUvou66YFtVlgjCPvCsDAguQX1ftxU0fL8aLv64zleecY+uB4wluZfJBxjSJ4WBeIS57ax72Hssv7ab4zqb9efjXt8spGHEpMX31Xlz8xtxSneO7JSEKEMZYEMDLAEYCaA/gIsaYcYt3E4CTOeedATwMYFIi2iJuX+xv1TdeXRioX91xWms8e2EXDG4TibmQGgxgTNcGwkmhH/f7qfM769onWgxon+s6VTLwwTV9TFNoaq0P7EjEBD3AIsqjaob2RRUghoURYywuG44d4wbF3EDU4INeGd25Hq7o1wT3jGyn63muRHl3wpld6mOwiX991HWiBBYN2vEoCn5pttBUw6aYxQiJytsEFDXjqv5NMaSt3G6410eNgSE7PQX3jW5nf66DRbZdDBC3ig4rnIw/sxgzdmUZi47F6tVYgEgMWldBUAXVqO1Qg3ZajTundX11Qz9cr3l3GDN+9WoWUxSYXbobpZeTR0V20pCeEsTGx0fjHJPgz2seGWkZtNTLLrWVO1JF5rr3F2Lmuv2+WGkcyC3Ap/O3Rj+ri+ySdIHZdvA4lm4/XGL1GfnfX9vRdMJkHDleVGptMIODKy6uwP7cQkyasSH63cG8iBvHziPmi80P5m7BoCenl2r/Es44URjCH2v3lXYzpPho7hbMXLcf783eXNpN8Z0bPlyE9+ZswZo9x0q7KeWW2Rv2Y/b6/cLvbvxoMWZvOIBjBcUl3CrvJMoCpDeA9ZzzjZzzQgCfAhijPYFzPptzfkj5OBeAedoOn9EuAL+7eQDuOLW1xgIk8m96ShBnd2tYYma9tSvHFvAM4om3l0mPk3gOTuexj5zV0XG9xv40tifOAoQB71/dG5eorisOFgSidJ9WWMWPSU8J4t9jOqJ6Vpog5oI31EsIaOJvuB1PThbSn43ri3ev6mWZRlQ7dszKVCfXXhc2z4/tii/H9zP9/l9ndNBZpJQGpvFPHLrAxM6xL1OE03XurcMibkXcony1rOa1sjSKGeu2qPdWdXUxU6DqFDwStyxTCdTbpWFV/HN4G0tFpbHpb17eM06RaxkE1VEaXI4eTXJwz6iYIsz4TmpWMyualctYm0hBZEciY8T4xd5jBdG/nTbXKh05ARQU65VKK3cexY7DJ3DB63Mw4L+/OSrjho8WY8LXy6KfVaVKSbrADHxiOs586c8Sq8/ImzM3AQC2Hix7lhJhHnkX5CqT/ld/jylARPGijMxefwAAsP3QCd/adDS/CD0fmYpZ68QLFcIb//5+Ba54ez5W7z5a2k2JMnnpLuS5WHAePhFRIlarlJaoJpUaYRebvoQ3Ln5jHi5+c57wOzUMwaG85Infk6gZTAMA2zSftyvHzLgGwI9eK3M7FdA+IO3rV8Etp7RKmDmvKOCmVxIVZMvpZP5SE/cBEQ2rRXzKjSXHLEAMx9XYK67ug7ebxmC9yNW5wEgEQY2Vl1iTzj7Na5hanqgKh2KLrDgqahu9Bpoc07WBMMMOAEy9bZDweKJ44aJuus/qLTRNzyw4V0z89QstF0zGl9NxcIWSoUQNsmdV3ztX9opzzXjt0h547sKupm194Iz2+HRcX7SsLXYz01aRIrHQrZ6Vhsn/GIDPru+nS6MropIhq9Gw9nXizrF6T1v1rZMnWB9TxfpGuXOBcX5uTpa/E9PhHeqgWc0s0+9VS5iBLa1dBkX4lbmrvFJoUICMemEm+k/8DfM3HXS04D1yvAjzNx3UHVMV2eUtCOpPy3eXWSsPKyIWorH3gVlmNjMK1eDrPm4MLNh0EPtzC/Hib+auNxWJ5TuOYH9ugf2JNmxRXJUO5Pq7wJuxdh+aTpjsuo3LdxzBTR8vxgPfLhd+/8Kv6zDy+Zm6Y4eV56tqprM09n6ybs8x/LJid8LKj24CJcSpPzEs3HwQxwuTx2LCiirKZtoBUoAIR6DwF5sxNgQRBcjdJt+PY4wtZIwtNKvM7eJStKBNxC7dF+P7YaoSm8IP3ChA/Aq6aWT+fadg/r2n2J730JkddPUbs+vEpcH11M6SmQTK9mGAsRJ1gdGiKkC082WzH4iQRZpcr5ZQwQDDCxd1Q6s6zuO5+MGZXeoLj5tnJ2Kav2PHjdk5RJYWibASs3OxAfSLdGO8mREd6wrjA6nfpwUD6NvcPO2x9n0ou9HfoX5V24XBvHtPQaU0e2WxVV+3qK1f6F8/qDk+ua6vgzIj/2pfSVHrLUPna626VO4f3c6yHjfjw8qCyguvX9YT04WBwIHNE0dHLWGqZ6Whe+NqvtZd0TEqQNzyxaJtccdUxUdBcUiqbDt+W70HK3eW3E73a39ELCfW73Nnvr77SD5e/X1DnGL+3T83oemEyQmPBxAOR94fqpLYrWJKHSNpKf5NxVXXG7fKmPLK6S/OwhkvzpIuJyM1co9W7TqKzxZsxYnCECYv3SVd7luzIhZOy7YfcSWnKjN2m7hYPTN1LVbtij3DnHN8tXg7gPjNhkRSHArjYF4hTn12BsZ9sMjXstfuOYYDiuIoZp3paxUJY8bafTjvtTl4f84WqXL2Hs3Hf75fWepxobKUzf4jJ8yV2IXF4YQpfA7lFVrWLSJRCpDtALT5/xoC2Gk8iTHWGcCbAMZwzg+ICuKcT+Kc9+Sc9wS8LZTrVbOPDxGNAeKhfLPdwl5Nc1C3qofYFD48wU7ML4VV20jUrpyB2g7ibVRSgrqq5ak7HFp/+0mX9YieH7fQsGyjj9jMV/yw3GCaetxqp2Xrd5Ie8/mxXXFhz0aWLjDvX90bF/Vu7HqH+t2repkqI6xoWTsbvZtZBG10XaIiZ+YCo/s78un9q3vjzwlDdedxwflu8BYE1UkQicg/dopc9d7aKVO1xcjEAHFKnSoZln1aTdmxsnJ769EkBzP+OST6+Z5R7dCvhbmSR2VYu4iliTaz1pldI2O2cY44bbD2Ebl2YHPLetR7cprAosVIug8T07tHtMXwDvZ1GSlfNgUlg9WCV1ZJIXIXVOvb7/MutJGr312IUS/MtD/RQDjMXSkBDuYVYsm2w5r3TfxbwGoz5+aPF+O/P63G+r25uuNP/bIWAHzZ+ddyojCEdZoYA2oMEPVWHdZMwJ1sQqkWIGbnrNx5FE0nTMb6vc4VQ2qZuUnkiy/ieGExOv7rZzw6eaWj879atN10AbTLIg6LyhszNuoUBkZUhdIjk1fh7q+W4d/fr8BNHy/G4q2HTGWcoP6WmP0m5xYUY5vA/atIsep14rJcHArjhg8XRz+HwhzTVu7B7Z/97b7BLrn/m+XonqCsPqc9OwOnPTsjIWUnmk378wBAeG+d8vOK3ej92K94+89NWLz1sGO5vUfjn4dj+UXYIzjulFRlHJ4oNP/dO/+12Wj/4M+e6zCi7btuD09F1//84ko+UQqQBQBaMcaaMcbSAIwF8J32BMZYYwBfA7iMc77WSaF1qmTgu5sHuG7Mp+P0u3OiHU1jFpiSYvXDI+KOiZpwUe9G6NSgquvy3V6PH8Ebh2oCXar1qzscanM4B07rUBfXDGgGAMhSdn+dKAhU0/jqme4W49pdIjNXHBG+uMBEy5IqyjVOTGvHdG2A/57XOWolIvpB7digKh4/p5Pj3WzVH9BrzI9pt5+Mz6/3dzfcKVZjwyy4cM1sZ2PRqUKrSkYq+jWvgRcv7m77ROieGZuT1XbbLVLM0uBqUXfE/MJqaGWnp2DNIyNwx6ltLMtoLEjnqkXU/01rZmHzxNHoqHm/Xta3CdY+MjIuZom3GCCRf0d1is8glghuGNwCr1/WU6KEJNlCKwNs2Jdr+p2sBYjo3WkV+yO3oFhoYr7j8Al8+/cOqbY45Yp35qPFvVMsz/lk/lZsPxSZuF765jyMeflPS0sNqzdVnjLZNsZbqVU5EvB32yH7xUV+UaQMziPKm6JQGE/9vAZH8+MX07d//jdOfXZGdJIfVlxk61WNWAoWFoej79aYslz/PIXCPFqnOkaKQ+Kr/G5JZN/w5xV7bK9DpUgpU1trUShs6r46d+MBNJ0wGct3uLNAcMPBvELL8ouV9mn7fN6mg8gtKMYbSgwYK1buPIo7vliCCV8txcG8QnytWDo4fQZDYY5Hp6zCWS+bx7oxWtRsVBawdjE4fl21B18u2m76/SHFksNsbnDBa3Mw8InpumMjnpuBq95ZAMDZHG/5zqP4SfNuKA5zXPv+Qnz9l7v3wrXvLUSnh9wtYK2u3Y7f1+zFZW/Niwbpfn7aOszZoN8rV10u1PE9I0kC1fqxFnjml9jS2el87Pc1e9H7sV8xffVe3fGRz89En8d+9dwW9ffKSgGyxKWVkxVvztyIgU9M171XXHuD+NYaDZzzYgA3A/gZwCoAn3POVzDGxjPGxiunPQigBoBXGGN/W7m4qNSunK6bpEbrM/xE/nN4G3yhMSWuV7US2mhM8Ae1is82og5GL/5jZruEVnRpVA2pQSY0UxTNre84rU2JBWSVYcW/h+N1jWWHSrqqAFGuQR2od57WBg+d0R4jO9Z1XMddw9tiwX3DUMMiq4EVbvqRMe9KsX6KiwFjLDrBc1rWSxd3AxBxZZDBSgFhfFlwCwsQtzx+TifcM7It+lhYccggE/fH7vvYGI2vRdbM0mm7AwGGT8b1xcmta5mOV9HL3q5dQcPz5wSz+v9+8DSs+k+8AjcRMDCkpwS9x51wecMYY5Zm6e6ywNhb3ZD1RXJiXHg7/c4JqQLrPa2iwGj6fvdXSzHug0VxSpnzX52N//v0b19MpGet248hT/0eXcAbmWkTePPIiSLc8/UyXPH2fADASmXHPTYxNn8SQmGO75fs1PWB6q5pVOiq843cAmsrnF9W7EbbB37C8h1HMO6DRWhx7xR8v2QnXpq+Hp0f+gWfaDLwABFlARDZLQViz7Q2vtEJQ99oXxULNx9Ei3unoO0DP+nkzbIwOXWdDYc5/t52WClLL3Msvwit7vsRL09fL5SdtjKiXJm9wfre7T2a7zlb1RkvzsLpGjeUf327HE0nTAYQsZRqed+PuPrdBRiu2c13E9xTvR/7cwtwyyeLcfvnS3DGi7Ow87B5rJ3pq/fioklzEQ7z6D2zemaNigZVuWL3W3DNewtx5xdLhN+t3n00et/Mfh9WGqxS8gqKsXp3zCLIzsqXcx5337TvAjduPNNW7cGxfOf3JRzmUgGbr3xnAWau2x+17Hl22lpc9MbcuPOKQuHom+ORyas811dSrNtzDMuUhbvMb3+6RunhVNm3Rhk76vN+/zcRaybZQMzqODS+/+ZtPGBpwbY/tyAu1pUTvl4cUd4dOu7dGjJhYdw551M456055y04548qx17jnL+m/H0t57w657yr8r/3LSvDCBrQsiZ6GYIxZqTFFA1qfAot6iTfy8LmZpvgfiK+vak/1j06yvH5bpuVnR4xGTfL8mBej9ziNys9RbjoVn88ohYgyr+V0oK4sn8zU197EcEAi+7wJJqG1SvZ9ki/5jXw5Hmd446/eUVP/HqHPgaM0/49vXN9bJ44Gqe0kzNlF/04mo1x2SwwWqplpuH6k1uUGaWdXb9rv9daKRkxD7Tl0DLGQ1Bk4+RFralPs4iCLTsjxbliRbkfIZuJLGPAlSc1tTwnIzUYdXXzA8selBxGp7StDcaAi9UsU5J4CYLqZB5YNp4WwivahYW8AsTaAqTv4/rduq1KkEbjAkVNw1pkYmVgxGoi/eB3y7Fpf17UgsOO75bsjE64gZi1xVGTRdQHFv7w78/Zgls++QufLIgpJdR5gzHIt6oQKSoO48Fvl5su/n9RFv8rdx7FVOXv45odzHu+XobBT05H0wmT8dfWQ1GlaLT9PGJRrFWWHlcW7qJX7HmvzYn+/eOyXdH3sdm9Wb8nosyy+/2aNHMjznr5T8zbeEDjVhORUWOCfLYwPqaMU7YdPI7ej/2K12dsjB4rtrAqMbJDo4goKA7hPeU+c85xXFFSTV+zT+eqkqsZI3b1qM9FajCAHcpCbtmOI7hYsFhWGf/hIszZeAAFxeHoPbOypjBOZdTnW2aKo3027H4f1D64+ePFuuMpwQD+9e1y0xS9orGlfY/c9PFi313FonU7CL7vBJGFlHZMtLrvx4TsIujc3TSKpCMninTfueXUZ2fg84XblXIjx/5cv9/0PSXieGExlmosKiZ8vczU+uKvrYeiijY1WOkbMzeBc44P527FO39udn8RBswsQC6cNBfDnjF3U7r2vYW44PU5ptmVZm/Yjyvenh+n5FbXKQVF8WNsx+ETjlwxK0weu1cv6R79WzSxiFmAuCclAak9je97twvJC3s1wn/GdMC4QS3c1evzWyQa5VyZIKgm6nbpN73uNDgltsi1WwgyWw3/J+P64vyejeKOZ6WnoEWt7Eg9nlrpjlMV16AejatHj4lSVZpdsjp3T4a0nbItjIsvorMAifxr+Sy4sCjR8oRAUeaVx87piKm3DUJOVlrMNcdGJmCyY6oSyybD8NCZHbB54mjf2iuD7JCsX60SNj0+Gh3qu3cj1KLtH6c4sQAZorgNZvmYNcwtCX7llmuaTpiMh39Yqdv90ioSRL8zYyfNMQ1gCIiV11aTOtGzfc27C4TtWb7jCH5fozeBVrEyYY69Eq3Hf35RCMu2H8E/PvkLw5+LTX7VslULDWOQ6W/+jgsVF0XdzV+96xg27svFD0t3YokyqT9RaFCAKP1dHA7j/Tlb8OTPa4RlqotY7U6q0Rpjs6JYeuj7ldG54+Hjhbj+g4gLgfFdoCpQ7Kw3bvhocXTeWRwO48iJInw4d4turPyqmKkbFa57j+XjkR9igQ/V2BU7j5yItl8VMab59oK6A//Zgm3R+lve9yM+nGuusDJDO+ZDYW66SF6nietiZ0WgzjNTggGdcn+npq78ohB2HTmBBZsPoumEydF7H+I8es8KNUqdcJhHLUuA+P5TY/x4iZFVHArj1Gf+wI/LYm4pD323Ag99t8JU5rEpqzBnwwFMX6NXdKQEGN6bsyVqVXWiMKRTrBRqrCO09WsZ8dwMTF+z1/csTCLFhZcMViILKaNix22p+UUhU8srIKKgPPXZGfhpeeQePTp5FZrdMwWcc4ydNBen+hZ7JNLyS96cZ/qeEvHPL5bqPq/fm4tPF2zFS7+tw2hD/KazX5kdde9S3dMBf2NJqdZ4f287jDEv/2kZg6hIE6dIVcyMeG5m1AXu8SmrohYq4z9YhD/W7sNRQ3wfVQFy3GBxsvPwCfSf+BuenWofWaPCKEDqG35ojXjx7fabsb0ii2iRtt9tq4IBhsv7NY0qHm4e0hLjlJSHJYkxyvmEkW3x+mU9LANclgR2t7lulQw8eHp7R+c6IVFZebQMaVMbmx4fhfb1q0SPuXEZ0C7u2tatjPb1qthIJA/aft/w2Cg8fX4X3fe6+DDRY/HlyKwRz+/R0LPblhb1WtJTgtHsOk7fX6qu1l7xJ9NC5zxzQRe8dUVPpU7zSsuaSs5N/7StG7lH9aua/wb9+8wOmD1hqGuLvUSQBPrPMoU6oX9r1iad1UehZnItWsDN3XgwasURDnPdoqQ4FI7ujGvZZ7FTq+pLCopCeGPGRhQWh6MLaABYtDVmZnz6i7Nw5TsLjEUAAPJMovSHwjzOBXDRloPRwHlaBctD363AQY1p8vIdR7Bq19HoQlNVgPRp7nweoPbzB3O3YOjTf+Dmj/+KfmfMLKC6yZhZVhzILcDeo/koUCbP2p3/oyfE17/j0PHoPGb2hgPRuBxmChAtL09fj6d/iV/cqIELC4vDePLn1bj/m+WYIXAjMj6T9369DG/O2oS5G/Wm458t2BZVSqgKV1GWK7eosmrwxG0HI8qorxbbx5DQjos3Z27UKQmLQly4gwvEsqMAMUXV0u2H8e6f8TFB1IV2WpDBzOig80O/oN/jv+F8jRUOEAmeOu6DmAf+s9PW4flp6/DM1LXo9NAvOGSS1lNtt5s1w96j+fj27x04dLwI6/bm6uJy7D6aj3dnbzaVfWPmJqH7h6qgU7nxo0U6pWNRcTjuGg4ZFB37cwtx1TsLcPk78+PKv+mjxXh7VnyfO0GkALFSOpiWE4534yk0lFNgWAhzzi2t2do+8BPOe3U2AGDz/ry4d7Aa4+XVPzag079+xptKH4TCPKpw1LZpf26Bo1hLCzfrn1kvRjKhMBfGn2KIBIBeYZHBS5vl0Y3FibYvtW6I+UUhHDleFLVgmrxsF5ZsOxx3nVoufH0O/li7D4/8oA9wrCrIX5+xERe/MQ9AbG67bm8uTnv2j+hYDkaDrurf16oV2cz11i59AFB6200+YnzEvEwiY6btpYfVIll2V/7O4dbBA1USlUNbdVlJTwlieAfzuBZ9mtXA+3O2oIPDgK//PbeT62BzTq5wribVrx9KsdhkJLEjzEn5di4wgQDw062D/GyWf7iYxGWnpwi10MEAi+sD7fpEVVKI4vO0rJWNGWv3oWaWXpFRJSNFZ0baRBCMM5G3vlODqpi36aAwhbGWqAuMiyCoieSc7rGsLlY1lhVXKrXX3PTP1f2boVvj6ujRpLrpOanBgK2SniibFJm4vWh/l+wm/Ze+NQ+zNxzA4gdORU5WGu76cqkwQOED3yw3LUNNxfrR/K2YvHRX3M761e8uxG93nIzmilWiiKP5Rbj87dgiSDvBLw7rd8cB4NxXI4vJvx88FbM1wQn/3nYYwzXxq9T4D2qa5z1HC/Drqj1RP24tauarJdsOo229ytE6jW4uWrSL6h+X7YouCvceEyuMejwyDQBwcutIPDjt69DMp/zoieKo+fgzmt1FNZtDrC3xLjB2O7vFYY58ZUG9aMshpAYZTmpRM/p9XkEIhcXhqAJGtcgwBpfXKkRU5Y+2HccLizHoiekoDnMcPl6ETY/H3LAfm7Iaj01ZDQB44aJuuuxtqrVDXmHEisINI56PLcYfmbwKozvHgkHvzy2IC/ApoqAohOz0FJz5UmQXe3Cb2sgtKI7GBFSfr2mr9qKeSeZF44JZ5V8Gq4sXfl2n+3zweCGqZabGpaVW3XpEln1rdh9Dzey0uA2PK99ZgJW7jsa5RmsJhTnGf7gIV/RrigGtapqep6JaQamyRguRboIMLM8brlFUFhB5zicv24XJy3bhaiVhARBZqO46ciL6LvnnF0uQV1iMVy6JxP87lFeIYc/8gSfPj7d4tbLmeWzKKozoWBfdG+t/K4tD4TjFoFHhYXT9+2jeVtz/zXLMu/eUuGDm0evdfgRLFIsFFdXqVU0VbOwTbfuLwzwaq+mGDxdhweZD6NOshmX2z/MMCjgnVvcb9uVi5c6jGNq2NrLSUzD+w0W6ODAqdt4I+UUhXfutFG7nvTobPZpUxz2j2gEArn0/piTs+eg0LH7gVAARF5cl2w5joGGsWlmzLt56GFe8PR+D2+jjcRYW693qThSGovf1gtcj/TZ15R5c0KtR1CrOaLE43cRqTkS5sgC549TW+Oam/mhaM8t7IWVgns0geCjKQLu80LZuZdw/uh2eH9vN0fmjO9fDovuHxcVwMePCXo1xWb+mnttXUmbfF/VujNQg85Se0m8a52QiJysN94xqqzsezQJTRhabsvymmWQYr8gsACwQiRH08JgOOEmQ2nTCyLb4+Lo+6NRQr6B77+reuH90u+hn7eQ11obE9esbV/TEVzecJFTaaIm5Y1iXVyojQFPpDYPdue6VNKJMYubnMkvlB5HcaCeUWqWHNg1uUbH5A7f90PGo8uDSN+fhvv8tc52dAYiNSVU5oe7Saxn69B+468sl0c/GQJM/LNmlSymrVehod3MLQ+FozBEAuOvLpTolT2owIFRWq1lbcguKcc174rj3R08UY/eRfIx5+U+c+syM6ETfauF0KK8QD/+wEvlFIdzwUSxGwsM/OEuhqr1XZqlUC0NhbNyXJ/xOS15BCKEwj/bdjLX2O5FFoXA0W8YLv67DxW/Mw+eamB3P/7ou6uIAxBQ+okC5KupO9YG8iBLo0PFCvDVzE/bnFuKwYgFgpgh/9fcNuOfrZbj0zcgurHZcL9pyKPo3R8SapumEyRjy1O/Csox9pjVlXyNYxIk4URTC639siH4e/NTvuqCq2vblugjS6YR7vlqGKct2m/5miqwchj83AyOfnxkX10BN2ymy7lL5Y+1eTF25B5e+Nc91W2/zMa3tnqP5OiscLe0e/AlDn/4j+v74YtF2TNG487w2YwMO5BXi+WnxipYFmw5G51sFxaFonxQUhzBpxkac80rEKkNrtVIU4rrxD8QrtI4Z3mWqNcYHc7bgH5/8haYTJgs3xD6epw90rMbMyUoXz6W0gZG14061PHC7Ifv5wu1RNxsgYj23fMcRXbabU57+A7d88lc0S4sar8iI1fsAAK55b4Ht5tcyJa7Iwi2HdDF/tNl1DmrujaogMgbANmb2EtVrfNcWFId0rm+XCZ4B9XdAtQDJMyhAXlKsWpysY8qHBYjyMKWlBNC1UTWvpQAoO3qG+BggpdMOWRhjuHagO9cbP9wE7OjRJKJg6e9Aw+4HbepWdhX01k9ystJwgSZGSUZqMKq91RLLVFOGB5uLptU20fqL0D5u2ekppkq1tJSAULnRKCcT1w5snpAI5E50dFUyUh0tsu3iUZSmK2Cmy4Cq1TNThZla3r+6N2o4TEvsGqWDkiFOjlsoBIg39IFPY5OxY/nFmL56L3o3y8FbszaKRAEAm/fHFAkrdx2Ny/rgFHVCqO6YfWdijq0G3wOA056dgT8nDI1+NqZS1GZ7eWbq2qhlxegXZunOO5hXqHun5GSlCXc2nSzQth8+jmxl93DrwVjfWAVxffG39TiQV2hpRXXP10vx2Nn6VO7qLmG+xg3DLDaKUwqLwxj1/EysUYIk7rDIRKKVMXLXl3of/zkbYwsiddczZPGbXRQKY+TzsVgAxwtDeNrgF18c5lHTfi2rdh2NmvkDiAuwKVKIGC1hzNAuhJy6Q0xduQeP/7ja9PudGqsU40LYSItaWdjgQJGlMn/zQct012aWSXuPFWDEc/pYDOozcsZLs0QiACKWWl5R0ybL8NJv63Dz0Fa45r0FWL4jNgZmCVyzVu8+ppt3FIfCyC8O4/U/Iu+7fIF701XvLsDzY7tiTNcG+Mcnf+HnFXuw/tGRcRYcWssVUR/bKRrUDaeXNG4eu4/ko2VtvQWcMThw94enYtJlPUznQP/+PqZUXbbjCPo0y9HFCvxy8XZc078ZqmamYtrKPahfrVLULX2jyTjSvhffnb05aplhjMGWW1Cs+40xEtTszKzZfQxt6lbWff/n+gP4c/0Bo5iOM16apXMRP5pfhHyruFAmXDhprq79ovfDX4oLoMrUlXvx359iz/lCjbJVxRjA3yyO1sIth2yD+5YLBYiKzJw05n5SehPb2lUiC/9qmalxU4fyN90uebTPTY8m1bHqPyN8zWJRVhEpO0REXWDK8mDzuEqze67tXEdkePycTrjn62UJK98NqoWkVUBOoHQUrnePaIsP524VfieKWbLw/lOF78VBrePTnPtNmVYSSmJ1ZasfHhFN4UlE0MaMWLotFpXf6TNvllLWCX+u34/ezXKQGgxEJ7+zFN9n486YiB2HTyAc5vhr2yFc+97CuNgA2ngWZrvBQOS1rF3LdmlUTejbftAknoKW//60Js68HYgP3KjlsLKTaGXx8cn8bfjn8LaonhlzkVYXLQXFITAWmSMY+8AthaFwVPnhFLcZg9Td73dmb0ZPE2tZkYm8kX0mLkJa1uw+ptsJzisojlkXKe5KKit2HrENNG20JHKCKK6KFjVbjhOyPQSaPmAxbq98ZwEePqsjXvptHRrnZGLiueaBzu2yr5UFnvplLW4e2ipubIgsUozntLzvR93nfJPFumoVpMbR+WPtPp3lvpoiWcWo/Pxp+W40r2Vj6S/4IbOb96iM+2CRo3nw2EmRmCybJ46Onv/Cr+uwYscRvHJp96jbiKoIGPr0H8JyjKljrbhFE/vIiNYD5rK35mH+fcMcl6vlDk3a5ps+Woz/jOkYdw7nPC4GkRXj3rdX7GmVH2aElHeGqgDbfMBcmdlTcXU0o1y4wPjxTlFNx41RyUuSW4a2wnMXdhXGyEj0hLutQVNYHjm1fR0Mal0L/1TioVQE5Ycbwkm0u+1XEzPTgnj1ku6olpkgiwEAQ9vWRqXUIK6wSSvrFBlXmpuHtMJ5PRrikj5NTMrW/1uSVM5IxUW9naepDQaYqyC/fqDuapdpJWECsXOxqojc901M0XHXV0stzhRjFdjUjkvenIdW9/2IjftyUSnV23Su+b1TcO6rc4QLfzfBD7WLixd+XRd16XDLjLX7MG9T/MTaylrAaWaJ6av36hRDRYrcx/O2CjOmWdGtcTXhcbcm8EAsuKhTDijZGyYv3QXA+/vaLN6JFm1ATQDYcThft1DR1j36hVk4kFtgqdSbrwmOaMzsYIZZzAoVOwWJ13Od8sA3y7HnaAEWbD6EU0wWuccLi4UWEVYY45GUJFlp9oqi8R8usswa5VS5e817C/GRyeYHEK/8HP/hIkxZtsuyTNEzMWfDASzbfsRSmariJlkN51wXjHbt3mM6F8EDuQXC4L12hMIcQw2uZb+YuL8AeuWiWfwjt8xct1/o3vblou3CoLxaWt47Jfr3RocWYnY89P1KbNyXG1Wezly3H/0n/uaprPJlASIxbW+Uk4mXL+6OAS2duUTcN6odHp3ir7l7WkoAZ3VrIPwu0fPtk1rUxOrdx1A9q/SzECSKrPQUvH9179JuRplFncAGy+HqzuyKcrLSMLJTPZNv/aFOlQyseniEZ3k1e8hJLWroAg16oWpmKp4yZMDR4iXIp580rC5WQJc1i4tExnMhkguj77Nb3phh7h7jlFs/+xtdGlaTLseIyD1CxKIth7DZMMHVZrjwA7tUqFoqpQaFu6p3fLEE9/wvprBS/drX7c11bQWYLnC/A4B3PCx03pvjPJ3s8h1HdIv44lDY8wRRa87vFO2ifMn2I3FZg3o8Mg0pAYb3r+ltuwA+6jBeh5lSKRzmWLT1EHa5UCC52W33k/YP/uxa5hkHqTwTwaG8QscL1rNf+dP0O6Nbi8pPy3fr0rECkVhIZogspNRYFSL+99d24SaZGvC2UY6/G93TVund5rYdPIF7Ne+ZHjaWCGb896fVlvehW+NqOjcS4/P2+cJt+GieuWJJBivLCxU372w3XPTGXJ2CzomboYhypQCRRRud2o5rBzbzXQGixWjyrX66eUhLXXo5v7h3VFtc3q8J6lmkaiTKN7EYIKXcEEJHpbQgNk8cjU/mb5VWgDiFxoCYJLBg9o7Di/vhlgGOTdcJc6plpuLw8SJfdsYYY5ZZUtzQu2kONu7Pxf5cd/MMKzcBP9h+yPkk9+I+z81mmAAAWhBJREFUjU1ddswW03aT9XO7N8Ss9fuw52hkZ3XrAfGCbYnFwkyWU57+PS5+xYZ9ea5daFQWCXzs3fK5IYYCEOlLNY2lFXbZcexortlhdoqbcVRRcaN4sXK1MrO2WbPnWFy8tOU7zJ+by9+OT887d6P5XOi2z5YgJ8vcqlcUIFqGpdsPxx1bsFn+2fp1lbm1BwAMalULD53RIZrFZuUu/b2YNGOjLqi1n5TmXGjP0QLkZMk3oHy4wJRCnSW9I6kqRO4c3gaPnd3J9/JTggG57DlE0jNhVDtkpAaiKYvLE8bHtZriB65Nw+oXXTwHYi47lBWLiztOi7irZZjstpY0VqnKywt2975jg6pxaQoJ97SolR19D8myZNthoduIFxpUr4QbB7fUHevTzFlWNjOu9Mn9zynGYK5+cOfw1ph3b8ynvjSUgKLgncOfmxF1hSkN7IIqOsGYQrM8c/3J7pICiOhu4n7lFx/MdW6R5Bc7TYJZmmEX48hJvCG/ePG39fYnaXAaasHOZSotJaCbb27ar1d2JEr5AQCv/L7B/qQE4sf9LRuzSknK46TUqNQpzxuPRNngzC71sfrhkUhPKX9+/sZFXeWMVKx+eARuG9bK13o2PjYK/7vhJF/LLA3Kyrv06gHNsHniaNv89iWFGgPEacwBgjCjOBRGlQz/XE6dpGjVUr+qOEsWY/HpFEXZltxgzCKSaFJ9fl+c36Mh6hqyilW0V8AIQWw6v3jiPPPAoeWN/ztFfs6hxq9r7mLT8uYhLTHzriHSdVdU/IyT6DTjnShtrxajq7Lb3wC/OKNLfdw1oo3teSM7it8hXn9frOQu6yuOc6elbMwqSxDvaXLF9DaJwC2L1rzojlNb+zpRIohkRZRa0SsZqUHfLR0CCQzMqcYnuqCX/1YrRsqI/sOUwW0Sn+lFxKntIz/gdU0WjwThlMIQR5VKES9k0Y7uCxd1w0sXd4s7fqEmpbkTRLEtLujZ0DTVN6BPp5gaZI6zJ5hh9T55MgGL39RgAKM6iSfbj53dyTR+hxkPnNE++luhZhF54/Ke6NW0enQR+sttgyRaXHZRx4+sEsyK2pXN36frHx3pqqzSTGTghEwHwUXtUGNQGeNoWNG7WQ4a5WTiH0NbSv9+dmtcDWd2qS9Vhp80zsmUkq+ZnaZL/WpkeIc6ONehtXCXhrEsSMPa1Rae49Ty74hNkGDju92vwKduqZQaiLMaFNGvRY3o3xf2bIQfbhkAwHsWxrO7imNm9m6aE5fuWES5UIC0qRu50KY1rLWhqx8egS/G9/Ot3l9uG4S3r+rlW3kimtfKwi0+aIwJgkhuGuVkYvPE0ejRJDFKVyCmeC3LmYDWPToSb12R2PeuGef1aIj5952Cnk3KnwtIBdvQThhpgsV354ZVMf++U3DzkNgksTgUji6mm9fKxttX9tTJ1K+agdM7xy8yHj+nE5rWcD7h7yXYpHnivC5oZTJBZGBI0ViA1KmSIe3v/Q+LOYwadFvWzUZLapDhUpMdwIv7NEbNbHdunpU02Y+WPXQaNj0+Cj2aVMcX40/Cb3cOBgC0rlN2MukZx5IMamwUqyw8djSzsVSwCryeEgzgvlHt8OyF5gtUldPa18G/zmgPIHGbk2UBNdW1m3gzWemRMXz7aW3w7lW9ce2AZnHndGxQRShrtH4Y2LKmb+nmT9aU48aiRUsLu5S4NgxqVQtjupordFKCAcebb3UUS7Hnx3bFSxd3x6nt68Sdo1WCGRVJVSuJlSOiZ6Sks+CZ4fT3ISUQwAfXRMbef8/rHFXgBQMMp7QVK4sA6LIDan/7epv8ZmRnpDhyRS8XCpALejbC9zcPwDDBQNOSkRr01TSydZ3KnnKKO4Omo2WJRjmVoulz7agIKYVLC8q+Ub5Rd++sdvFSg4FSzVRUu3JGmYmRkgjK75X5j+j3f2jb2njlkh66Yz2b5KB25QzdhLU4zKPy7epVwdC2dXRZytQZQFowgLM12eECAYbrBonjCHx4TZ/o39/c1B8A4nbC0pQ5kNkuJGNAUDO+7zittfA8ILbzqg04eI4gk51Zdru0lEB08lzfwc79x9f2iS5wrdh3rEB3DUbuHdXOtgwt2nkjYyxhz3/nhlXRob54EeqUVf8Z4TojUN/mkYXEyxd3R7/mNXTfPaT0t5OUuWbUk7SYu25Qc/RvYR8nZNLlMcVPlUopqOxifq5aBblRjmU5dGUwY8LItvj+5gHRz1aKQgAY26sRzupa33SRbIXR8qSF8l547sKu0WMpiuXXrQbX4J9ujVk3jexYF1f1b+Zq7fPA6e0x7faThd91ahCzmOjTvAauG6hXzDi51rGaBbIX0lODSAkGsOC+YThDYNlSJSPV0SJ/3KDmuOO0NmhaIxP9W9ZERmoQb1zeE5Mu0/8eDNUs9l+4qBvaaJSnZtZpPQRxt1Q99euG8t2gvdfXCJRiTlDdAWdPGAogMn8TKWFzC4owsFUt3H965J2izuOCAYaQSQe3rVsZD4/pgFl3D8Gn4/pGj187oBmyFQVK6zrZuvHYo0l1dG1UDav+Y519sVwoQBhj6KQxOyoPVM+MTChE2kOi5Jl511DcNMTexAsAvr9lAFZLpD0lzPHTBYYoe4zpWh/vXd0bl/SRm9AQ7mlfL7LwquJhcl1R0aZtXvKv03DrsFZ46MwOcefNWh+JgdFZM9nPyUrDv8d0xFPnd4lOPAe1roVeTSMTXTUr19pHR+JZzSIFAM7u1kAYWLRGdkwR0a5eZXw6ri/uG90O949uh+EdInOJa5QFhtnCIi0lEH3LXtS7Ec7u1lC42OnSqBo+HdcX1w9qHp34AsAzF3bF6odHYLpiGaHy+Dnxwdvn3nNK1L3GidXZSS1romMD+7nenqMFyNdkRlHHtsrozvWEsRi0lh6yvHBRtzgl06DWtSwtGVrWzsbYXs5cnG4c3EJ4vFJa0LW7yhuX98T3Nw/A6M710L1JNd13bZW+046B5f8e7rg9ANDEgcWS9h7Nu/eUuO9rV8nAJ9f1jTuuInQ3MAypdoZxsPGxUdG/J/9jAF6+uDum33my8Fq0C8XPr++HU9rWxiNndzRtjxV/PXAqPrymD8af3EK3drn9VGtl48RzO+O5sd10ilIt/VvWwAsX6d3mqitjMMugABnbqxE+uKa3zvLh7G4NcN3AZhjbK/73d/PE0dg8cTRevbQHqmelxQUaHmLiVtO6TjauGdAsaoGicpLiDqEtp329yrhvdPvoWHvnyl46BYmK8VVRJSMV409ugWcuiH+2rBRaDygL8TRFk1CrcjpeNPQfAEwY0RZNNB4Gd5zaGt/e1B/3j9YrUm8Z2hJt6lbG7/8coqv3NE38nMn/GKD73QCAb2/ujyX/Og0dG1TBf01cAtMFgZ1VBcJwTfluNmDP6d4Atw5rjXn3noIZ/xyCB05vH918mn7nYHxyXd+o9dU7V9pb3davVgmbJ47GnxOGokG12DN/Xo+I+1C1SvrMPKrCLciYaUyl83s2QkowgIbVM9G3eY3ob9OlfZtElVI1s9OjKYDfubIXbjg58vxWslFQlgsFSHmkRnY6Ftw3DHcNb1vaTSFckhoMIMPjROrxczrptJyEGLIESSylZeDAGMPJrWuVawuLsspDZ3bAl+P72ZqrJyOMsRGMsTWMsfWMsQmC7xlj7AXl+6WMse5Oyk0NBvDxtX3w9Y0noWqlVNw6rLVlfJhh7evgg2sii5fL+zVBg2qVopNDlav7RxQUVj7MmWkpeOjMDpgwUj8/0C58UwMB9G1eAxmpQVw7sDkuUGKHqPfXbHJYrVIqTm5dCxf1bozxykSyQ339IqRzw6r4+No+qF+tEu4Z1S66a6kGCs1IDaJZzSy8c1Uv/Ph/AwHozZhVcrLSUFmJb1a3avxC5aWL4+OgqNYYqqJIRbsYCbDIAuuaAc2w4L5hmKK0Qcttp7bGpsdH6XZjZTecrlcsc07vXA9ndqmP8zRxA546vwvev7o3zu7WEH89cKpOTlUOcR6Z8F/dvxmWPnQabhzcInoPtDxxbmeMFyzSVYsENZD5mK71cZqDa6qckRpdiGcZlF29mubghsEtcPPQmAIgOz0FH18bszbq17wG7hrRFrMnDBUuzlW3TSvDvRcu6oor+jXBtzf1R50qGbjztNZxCg+zd9PSh06Ls7rSMqJDXaQEGCbfMkB3PBBgUVewlrUrY3TneqickSp0p7+kT8ylqnezHLx1ZS90Vixtaman45VLukcz6LWuo392p90+CFf0a4KXL468VqpnpWGASeYbs/gcH18X6+/OGqXJVf2b6iwnizWuSj2bVI/G8zEqxRhjGNgq8luruh/UqpyO+0a3t0whq2LcsDcuYI3xSepWydApeNT2ZKQGsXniaMyeMDT6jghq4s4YpwLpKQHUr6pXIKSnBjBhZFthVr+F9w+LO6aipsQ2Uxi2q1cFdaqko2pmKkZ0rBtVxmSlR1wsjMoZJ4rHdI3Vm0pGahBVK6Xih1sGYkib2tg8cbTuvQREAsIb0QaHV91yjUo+FWNbN08cjWcu6Aog4rbTWFFSfnhtH0wY2RbNamahX4sauG5Qc5zdrSF6NI23QFERbUyqz9UV/ZrgyfM6483Le8b91qkEAiyq8DdS3aBEVq0OM1KDUWu5W4a2irrqDWhV07FrUKL8NwgfKI/pSAlrRJNEgiCIRJORGkTPcug3zxgLAngZwKkAtgNYwBj7jnO+UnPaSACtlP/7AHhV+deWk1qam+anpQRwXo+G0R0pABjYqhbWPTrS1B13ZKd62DxxdNzxAItfZIw/uQVCYY4nf16D3+44GbU1mUqMk8BT2tXBwvuHRXcm61WthMFtaqFxTibenxNLe9m0RhZqVU7XWWzcNKQFmtXKwpJth3HrsFZRpYUKYwyfjesbNatXGdJG7Nc9uE2taEaA4R3q4Knzu+CMLvXw2YLt2J8bC+SnxkC5+eO/osc6N6iKawc0wxUnNcXAJ6ZjWLs6ePqCLvh+yc7oOQ+e0QGpwUB0hxeITMg37NOnhWSM4dVLu6PN/T8BiHfDufKkpq4C9N01oi2uOKlptJzdR2OpPblm1VM9Kw09m1THwi2HAMR2wcOcIyM1iAcVt5O7RrTFZwu26ur4dFzfaLyUc7o1wNd/7QAQiU2iWtGkpQTw54ShqJmdhu2HTuDw8SI0qF4J/1POVTm1fR2s23PM9Hr6NMtBMMBw94iIom3a7YOQFowoV7Tj/iNFGVK/WiXUr1YJr1/WA9d/sCjaXjUd57ndG+LJ87ug6YTJcXW1rF0Z/x4Ts6jQKlxUtNYCE8/phAlfL8PgNrVMkwQ8dnYnPD5lFV66uFt0sbjxsVH4dME2/O+v7QCAL8b3w6Hj+mCTZ3dvgGmr9uCXlXtwRpf6uLRPY9SqnI7XL+sRjfEAADUURUF+UQijOtVD6zrZmL/pULRsAHh4TIe4azMy556hUaWVuit+x6mt8fTUtTi/R0P8e0wHnQsLYwxZaUFc2q8J7hnZDh3rV8UdXyxBYXE4mqHsot6N8fCYDpi+Zh8enbzSUqmhuhJoFQJPntcZ//xyqWksFaOit361DEy/czCy0oPYdTgfdatm4JaP/8LdI9tE2/yPU1rh/TmbsT+3EOd2b4jf1+zDYOUdoX321GcuNRiIbobkZKXhYF4h/n7wNBzIK8Cy7Ufw9NS1WL83N+rWBwAfXNMbl701X9e2d67qhRs+XISczDRdul1VYVEtU9w3PxoUp50aVsWyHUeicsb3cZpFiIXs9BTkFhQjLRhEVQdBUCdd1gM9HpkWDYSqKka0z47WNfLWYa1x6Vvz0LFBxI3ukcmrot9dM6AZrujXFIOenI5ggGGDxvLJSLOaWUKla5WMVJzRpb7uPasi8l4JBBjWPjISqcGIy6AoRIWqOKmcnmIaaNv4W/PiRd0wZ8OB6PhTfyuvH9Qcr8/Y6CrMRcIUIIyxEQCeBxAE8CbnfKLhe6Z8PwrAcQBXcs4XJ6o9BEEkP+rLzemc9IWLuuGdPzclsEXli0/H9cWXi7b7agpOEKVMbwDrOecbAYAx9imAMQC0CpAxAN7nkVXqXMZYNcZYPc75Lq+V/jlhKLLTU4SuJl5ikS19aLhuEa1y05CWOvfMi3o3xifzt8adB+jNwYMBhnev6o1fV+3B+3O24LweDdGnWY4w20FKMIAzu9S3zPzQxxA7wqz+/bkFePeqmJUAYyy6M/i/G0/Coi2H0CinEjbvPx4955fbBkX7MRBgUR/y1Q+PiMYE6qHsgL5xeU/hYm/yPwYKdyq1ad/VgPqtamfj3lHtMMQiMJ+IYIDpFnJndqmPH5buwuA2teJiC3x2fT+0uHcKAKBxTsTioKPB0gZANJjfjYNb4IKejdBUYwXxzIVdceOQFjhyoihuoaBaBbSolY3PleD/DMDXf+3AJ9f1RW9FuWEkFIr00RX9muC+0fp4Ky1r683rx/ZqhPSUQJyybWjb2ujZpDpuP7U1+javgRU7jwKAzt0jLRjAe1f3RqMc51lb1IVnapBhbO/GOLdHw7hYL6rl1LB2dXBGl/px/R4IMFzcpzEuVtwsq2WmxS2AU4MBTLq8J35bvQcDWtaK1jvckAq4SkYqejapHl0wtqxdGS1rV0ZhcQgLNkeUW30dPBf1NBYNOVmR+9i2XhWs/M9w06wxKzTxDVKV9hWFOM7sWh/r9ubi5qEtkRIM4NT2dWwtm24Y3AILNh3EQI1Vyvk9G2FEx7qmc4F29argp1sHoklOFj5dsBVjezWOWpWpWX0+FySdaF4zG/tzD6Jv8xpCRS+gtwBpXTsbM9buw2uX9kD9ahmolBZEw7RMNKyeidf+2AAAKNRYvQxsVQubJ47G5wu2Ra0hhrSpjdUPj0R+UQiPTl6F3UfzURwK45I+jZFXUBwX+2Jsr0bCsAqqa05tZXO6Q4MqqJyRgjtPa4NQmFtarj4/tit+XL4b9atFrC1ev6yHLgCskZRgAEv+dRqaTpiss6b595kd0LB6pah1n8qAVjXx1Q390K1RdQQCDGO6NkCvR6cBiLn6TLt9kJSL6wOnt8OqXUfx1hU9URQKo2Z2Os5/bQ5uGiJ2f7OziFGtgs7q2gBv/7kJszccwE1DWuDl6Rui52jdOoHI8zqyU724su4Z1Q73uIztxEQ/qLIoOy5rodlxAXCRdseFMTYKwC2IKED6AHiec26549KzZ0++cOFC39tLEERycDCvEK/9sQF3DW+jM/8jCMJ/mk6YjJysNCw2mOxbwRhbxDn3Lw2FJIyx8wCM4Jxfq3y+DEAfzvnNmnN+ADCRcz5L+fwrgLs555YTjrI4J+GcI8ytM2toCYc53pq1CWN7N4pbRPvNvmMF2HXkRNR1wG+KQmFPyqWXp69H3+Y10L1xNazYedRRnBE/eOm3dWheKxujOtXDql1H0aZOZaH5dkFxSKeo8crxwmLMWLsfIzqKUwQDwO9r9uLKdxbgzct72iYWcEpBcQhfLtqOsb0aIxhgOHK8CIFA/O6uHZxz3PP1Mpzbo6Ewu5FKbkExstL8T3PvFM458gpDnpIkHMsvwvtztuCGk1s4NuU/URjCHV/8jXtHtUPD6nIpYRPNwbxCzNlwAKM7xy9iVZ74aTVe+X0D5twzFDWy0jF34wFh1plJMzbgsSmrMfOuIWgkmQrXCfuOFeDXVXtwYa9GJTa2fl+zFy1rZ3u6r5xzcF52ssVYUVAcwuIth9GvRQ3MWLsPB/IKULtyBvpbWFg6wWo+kigFSD8AD3HOhyuf7wEAzvnjmnNeB/A75/wT5fMaAIOtdlzK4mSDIAiCIMojR44XISXI4uICWFEGFSDnAxhuUID05pzfojlnMoDHDQqQuzjniwTljQMwDgAaN27cY8uWLcZTCCKp2Xn4hKOsPASRCDjnKAyFbZV+nHPszy2kcAGEKVbzkURtoTYAsE3zebtyzO05BEEQBEGUAlUzU10pP8oo2wFoU2s0BGB0ZHZyDgCAcz6Jc96Tc96zVi1zE2aCSFZI+UGUJowxRxZPjDFSfhCeSZQCRGRvYzQ1cXIOGGPjGGMLGWML9+3b50vjCIIgCIKoECwA0Iox1owxlgZgLIDvDOd8B+ByJRtMXwBHZOJ/EARBEARRdkmUAsS3HRfabSEIgiAIwguc82IANwP4GcAqAJ9zzlcwxsYzxsYrp00BsBHAegBvALixVBpLEARBEETCSZRta3THBcAORHZcLjac8x2Am5WI7H1AOy4EQRAEQfgM53wKIkoO7bHXNH9zADeVdLsIgiAIgih5EqIA4ZwXM8bUHZcggLfVHRfl+9cQmYyMQmTH5TiAqxLRFoIgCIIgCIIgCIIgiIRkgUkUjLFjANaUdjtKmZoA9pd2I8oA1A/UBwD1AUB9oEL9UDb6oAnnvEL4q9KcBEDZGHOlDfUB9YEK9QP1AUB9oFLa/WA6H0m28O5rylJ6vdKAMbawovcBQP0AUB8A1AcA9YEK9QP1QSlAcxIac9QHoD5QoX6gPgCoD1TKcj8kKggqQRAEQRAEQRAEQRBEmYEUIARBEARBEARBEARBlHuSTQEyqbQbUAagPohA/UB9AFAfANQHKtQP1AclDfU39QFAfQBQH6hQP1AfANQHKmW2H5IqCCpBEARBEARBEARBEIQXks0ChCAIgiAIgiAIgiAIwjVJoQBhjI1gjK1hjK1njE0o7fYkEsbY24yxvYyx5ZpjOYyxqYyxdcq/1TXf3aP0yxrG2PDSabW/MMYaMcamM8ZWMcZWMMb+TzleYfqBMZbBGJvPGFui9MG/leMVpg9UGGNBxthfjLEflM8VsQ82M8aWMcb+ZowtVI5VqH5gjFVjjH3JGFutvBv6VaQ+YIy1Ue6/+v9RxtitFakPygoVZU5C8xGaj6jQnCRGRZ+T0HyE5iNAOZiTcM7L9P8AggA2AGgOIA3AEgDtS7tdCbzeQQC6A1iuOfYEgAnK3xMA/Ff5u73SH+kAmin9FCzta/ChD+oB6K78XRnAWuVaK0w/AGAAspW/UwHMA9C3IvWBpi9uB/AxgB+UzxWxDzYDqGk4VqH6AcB7AK5V/k4DUK2i9YGmL4IAdgNoUlH7oJT7vkLMSUDzEYDmI2o/0Jwk1hcVek4Cmo8ANB8x9kfSzUmSwQKkN4D1nPONnPNCAJ8CGFPKbUoYnPMZAA4aDo9B5GGD8u9ZmuOfcs4LOOebAKxHpL+SGs75Ls75YuXvYwBWAWiACtQPPEKu8jFV+Z+jAvUBADDGGgIYDeBNzeEK1QcWVJh+YIxVQWQx9hYAcM4LOeeHUYH6wMApADZwzreg4vZBaVFh5iQ0H6H5iArNSSLQnMSUCtMHNB8RknRzkmRQgDQAsE3zebtyrCJRh3O+C4j8GAOorRwv933DGGsKoBsiuw0Vqh8UM8u/AewFMJVzXuH6AMBzAO4CENYcq2h9AEQmmr8wxhYxxsYpxypSPzQHsA/AO4rp8ZuMsSxUrD7QMhbAJ8rfFbUPSouK3q8VdrxV5PkIQHMShedAcxKaj9B8xEjSzUmSQQHCBMcodU2Ect03jLFsAF8BuJVzftTqVMGxpO8HznmIc94VQEMAvRljHS1OL3d9wBg7HcBezvkipyKCY0ndBxr6c867AxgJ4CbG2CCLc8tjP6QgYor/Kue8G4A8REwrzSiPfQAAYIylATgTwBd2pwqOlYs+KGWoX8WU636p6PMRgOYkNCeJQvMRmo9ESdY5STIoQLYDaKT53BDAzlJqS2mxhzFWDwCUf/cqx8tt3zDGUhGZbHzEOf9aOVzh+gEAFNO63wGMQMXqg/4AzmSMbUbEzHwoY+xDVKw+AABwzncq/+4F8D9EzAYrUj9sB7Bd2XEEgC8RmYBUpD5QGQlgMed8j/K5IvZBaVLR+7XCjTeaj+ihOUnFnpPQfITmIwaSck6SDAqQBQBaMcaaKVqmsQC+K+U2lTTfAbhC+fsKAN9qjo9ljKUzxpoBaAVgfim0z1cYYwwR37pVnPNnNF9VmH5gjNVijFVT/q4EYBiA1ahAfcA5v4dz3pBz3hSR5/43zvmlqEB9AACMsSzGWGX1bwCnAViOCtQPnPPdALYxxtooh04BsBIVqA80XISYqSlQMfugNKnoc5IKNd5oPhKB5iQ0JwFoPgLQfERAcs5JzKKjlqX/AYxCJPL2BgD3lXZ7EnytnwDYBaAIEW3ZNQBqAPgVwDrl3xzN+fcp/bIGwMjSbr9PfTAAEbOopQD+Vv4fVZH6AUBnAH8pfbAcwIPK8QrTB4b+GIxYxPUK1QeI+JsuUf5fob4DK2A/dAWwUHkmvgFQvQL2QSaAAwCqao5VqD4oC/9XlDkJzUdoPqK5JpqT6PujQs5JaD4SvaYKPx9Rritp5yRMaRBBEARBEARBEARBEES5JRlcYAiCIAiCIAiCIAiCIKQgBQhBEARBEARBEARBEOUeUoAQBEEQBEEQBEEQBFHuIQUIQRAEQRAEQRAEQRDlHlKAEARBEARBEARBEARR7iEFCEEQBEEQBEEQBEEQ5R5SgBAEQRAEQRAEQRAEUe4hBQhBEARBEARBEARBEOUeUoAQBEEQBEEQBEEQBFHuIQUIQRAEQRAEQRAEQRDlHlKAEARBEARBEARBEARR7iEFCEEQBEEQBEEQBEEQ5R7fFCCMsQzG2HzG2BLG2ArG2L+V4zmMsamMsXXKv9U1MvcwxtYzxtYwxob71RaCIAiCIComNB8hCIIgCMIMxjn3pyDGGIAsznkuYywVwCwA/wfgHAAHOecTGWMTAFTnnN/NGGsP4BMAvQHUBzANQGvOeciXBhEEQRAEUeGg+QhBEARBEGb4ZgHCI+QqH1OV/zmAMQDeU46/B+As5e8xAD7lnBdwzjcBWI/I5IMgCIIgCMITNB8hCIIgCMKMFD8LY4wFASwC0BLAy5zzeYyxOpzzXQDAOd/FGKutnN4AwFyN+HblmLHMcQDGAUClTNajWQvvTU5nzLMsAKzdVtv+JAvCqVLiAICqNXPtT7KgmAel5CsFCqXkAWDfgapS8s1r7ZGS376+hpQ8ANRteUi6DBl27KglXUZRtpx84yoHpOSzA8VyDQCwem8dKflg5SIp+Yygu2s4svUIAKBq49gz0DjtmFQbCKIs8dfSwv2cc/kXlCSJmI8o5UbnJEGk9MgKePw9C/iw/xSULKNI9h3sgwVxQG5OIt0G5sN9CIelxLmkvB8w2fEoOxaLfTC2krVoT5OcpJeFa0h1t0bKKzwIAMhKy4kcKJKbE8k/zwBCkv2YItmGUOk/jwjIrVcBWXlIv9ek8cFD5Sg/aDof8VUBopiLdmWMVQPwP8ZYR4vTRXcn7mo555MATAKAWu1r8n5vn+65fdMWWTXHnttO+lNK/oO/+kjJA0C/1hul5Jf+r52UfNZu+QHZ8IRcGbv7yT3YO8c+LyUPAJ0+fUxKvvIWuWtoPPiIlDwA/NZrkpT8qIcflZI/fPIJKXkAaLK2kpR806eXSsnftXS2q/NvH3scAPDMpzElXP/0KlJtIIiyREb9TVtKuw1AYuYjSrnROUnVQA3eN22kp/axjHRPcjrqyymA+ZbtcvX7sFDgkoudYE41KfnwYfnf0kCtHCl5flzyt1B2wQiAVZbcEZFUHvBjcpt7AMCys+QKqJQhJ39IfiwV75PbWEqpVdfV+fP2fgUA6FPr3MiB/AKp+qWVD4C0cjh84KBc9dXl52TF++XakJIj904JHZTfpJXuhzqS+yDbd8nJA/j56Dum85GEZIHhnB8G8DuAEQD2MMbqAYDy717ltO0AGmnEGgLYmYj2EARBEARR8aD5CEEQBEEQWvzMAlNL2WkBY6wSgGEAVgP4DsAVymlXAPhW+fs7AGMZY+mMsWYAWgGY71d7CIIgCIKoeNB8hCAIgiAIM/x0gakH4D3F7zYA4HPO+Q+MsTkAPmeMXQNgK4DzAYBzvoIx9jmAlQCKAdxEEdcJgiAIgpCE5iMEQRAEQQjxTQHCOV8KoJvg+AEAp5jIPApALpAAQRAEQRCEAs1HCIIgCIIwIyExQAiCIAiCIAiCIAiCIMoSvmaBSTQnilOx/EA9z/JZG+WiE3++Z5CUfFW5oMAAgHbdd0vJrzkslwXm1DtmSckDwNdfDpSSr7xZrv7ub9wqVwCATkM3SMlv2tpCSr7Gu5LRzgGc8e2dUvLXT/hGSv7z8SOk5AFgt2RipVdW/iQlP/r1u1ydv2XXywCAm94aHz32940vSrWBIIhSIjUFgTo1PYnyo/JZL2QJVJLLooXsTOk2hHfJpbWXzaDC0uWz8YT27pOSD2RK9mOzhnLyAMJr5DIM8rBcdr9Aq2ZS8gAQ3rxNSp6lyC2JpLPQAAjIZqIpLHR3Pg/r5DiXy+zEsipLyQMAClxeg4FA9Wpy9fuQzjggm+UrVTKrkuTzCAAsKJnRR/I3jrtM6ewWsgAhCIIgCIIgCIIgCKLcQwoQgiAIgiAIgiAIgiDKPaQAIQiCIAiCIAiCIAii3EMKEIIgCIIgCIIgCIIgyj2kACEIgiAIgiAIgiAIotyTVFlgqqSewIgGKz3Ldx4nl/Hh9S6dpeTPWbRZSh4AnvzmLCn5lLpy9f/0olwGFwCoUiAXnfhARyYlX3uRXJRrANh0WC6Ly03jv5GS/+VAByl5AFi203tGJQD4789nSsnP/vBpKXkAGL30Kin5G8aMk5JvUnTA1fl7DhRF5L7VyN0o1QSCIEqL4hD4wcOeRP3IPsK37ZQroEZ1ufoPHJKr3we426wXBlhamnQbgjVrSMnzoiIpeXY0T0oeAJjsNRyTzGq0Ry6Tjh+w2t4yOsUKkJubAgCT7UfXbWB6uZDk/Dggv68ekhwLLE0ug0qZQPKdEKwin42HFxXLFVAodw0IyWfjsYIsQAiCIAiCIAiCIAiCKPeQAoQgCIIgCIIgCIIgiHIPKUAIgiAIgiAIgiAIgij3kAKEIAiCIAiCIAiCIIhyT1IFQT1WnIHf9rT2LP/R/MFS9Re9KBfQpVHaIil5ALh1zPdS8k/NHCklX2PAfil5ANixWS7Q1JCu3gPhAkDDkYel5AHgh1cHScm/8vJZUvJBubhvAIBv7ntKSv7iJ+6Ukh/1n39KyQOIxu/yyhP/e0ZK/qFt7gLBBm6OBJWq9FLpBw8kCEISzj0HipMN3gkAgRo5UvKyQUxZvTpS8gCAAwfl5MNyQdV5QYFc/YB0wEJWrapc/XnH5eQBoFgu4CDLrCRXvw/BM1ktuUCu0hyVDGAKIHzihJR8wG0Q1HAk6Ck/kQ8AYDnVpOrnB32Y23C5QKyyz3SgkuRYBsAqZ0vJhyXfi4G6taXkAYBXlbsGduiYXP258sGdrSALEIIgCIIgCIIgCIIgyj2+KUAYY40YY9MZY6sYYysYY/+nHH+IMbaDMfa38v8ojcw9jLH1jLE1jLHhfrWFIAiCIIiKCc1HCIIgCIIww08XmGIAd3DOFzPGKgNYxBibqnz3LOdcZ2/PGGsPYCyADgDqA5jGGGvNOU9s4l+CIAiCIMozNB8hCIIgCEKIbxYgnPNdnPPFyt/HAKwC0MBCZAyATznnBZzzTQDWA+jtV3sIgiAIgqh40HyEIAiCIAgzEhIDhDHWFEA3APOUQzczxpYyxt5mjFVXjjUAsE0jth3WExSCIAiCIAjH0HyEIAiCIAgtvmeBYYxlA/gKwK2c86OMsVcBPAyAK/8+DeBqiPM3xIXzZoyNAzAOAFKqVsfuefU9t+3ry572LAsA9285S0r+6c2nSckDwIZtcpF915z+qpR8t5dvkZIHALSRi9C84kA9KflFP3eWkgeA066fKyU/6wm5zcWP/yuXwQUAxl18s5R80Uly9T9223tyBQBYfqKhlPyV/71dSj41z10GgsJdkejiO95oET22+eF8qTYQBCHG7/mIUmZ0TpIRyEagisdI+ZUyvMlpyZPLGIFgUE7eh0w2XPIaAtWqSMmz9DQpeQDSGVQgme2AF8ploQEABCRTquV7y4akwqpWlqsfAE+TW9KwPLnf4vDhI1LyABCoLNcPLCvTnUB+5B3Aqij1crmsSrJZmQCApaRKyQckM9mUBWTHAT8kPxaZxwxnKuEjR6XkA35kdbJISuSrBQhjLBWRycZHnPOvAYBzvodzHuKchwG8gZhZ6XYAjTTiDQHsNJbJOZ/EOe/JOe8ZzMrys7kEQRAEQZRDEjEfUcqIzknSAvLpEgmCIAiCKFn8zALDALwFYBXn/BnNce12/dkAlit/fwdgLGMsnTHWDEArAPP9ag9BEARBEBUPmo8QBEEQBGGGny4w/QFcBmAZY+xv5di9AC5ijHVFxJx0M4DrAYBzvoIx9jmAlYhEbL+JIq4TBEEQBCEJzUcIgiAIghDimwKEcz4LYj/aKRYyjwJ41K82EARBEARRsaH5CEEQBEEQZiQkCwxBEARBEARBEARBEERZwvcsMImkWrU8nDnae/aNMbNulKq/6ky5gGe1/sqVkgeAnM7pUvL9Z8hl/rh/wqdS8gBw788XSMkXzaklJV98mnx05EV3dZeSPzhITvc4bKZ8Nh5+vtxYGtl/kZT8l/t6SskDwMw1raTkc+SCXKOgmrvI+eGUeLlWqR6zSBAEUaoUV03HgRHe3kE5fx2Urr+oqdxvYWE1uWwLufXlp5B1p8v9DvFUuUw2h7rmSMkDQM4sYbxcxxQ2lmtDsEDeW6sgR+4+sLBc/el75TLh+EGobjUp+ZSQ/H0I1ZFrQ6iSu2eaH4tkQSpsWRcAsK+rXHaqzL2SAwFAfo7c/JhLbu2nHZPPZFNYRS6rUspxufqDBfLXEEqTu4a0PLmxUFRJMjMVALxt/hVZgBAEQRAEQRAEQRAEUe4hBQhBEARBEARBEARBEOUeUoAQBEEQBEEQBEEQBFHuIQUIQRAEQRAEQRAEQRDlHlKAEARBEARBEARBEARR7kmqLDBH92fhl/f6epZ/7x8vS9V/sI9ctoYHn79CSh6Qj07c/Lq1UvL3/SSXwQUAKm+UjPA8Wi56fo+au6TkAeDFd36Wkr9w3blyDbi1qpw8gK0PFknJT1neUUo+e7lc1HkASK0uJ1/lgh1S8pWudRfletv+AgBA/W+3xQ5OkGoCQRCliNeMA6vHV5OuO3OnXAaUKpvkovRn7ZHPenG8udxL/EgzuUw22Tvlr6GwaQ0p+d295DJvnGggn3mDSyZcaPyLXBsKa2bKNQDAoVZpUvLV1xbKNaCefEahnQOzpORrLXU3r+OByI0PZUTeJV/c/qRU/YU+7KsHIbfOCUFuMBfJppGB/DWkSqZVyudyvw0AkMHk340yyN5HAOhMWWAIgiAIgiAIgiAIgqjIkAKEIAiCIAiCIAiCIIhyDylACIIgCIIgCIIgCIIo95AChCAIgiAIgiAIgiCIcg8pQAiCIAiCIAiCIAiCKPckVRaYcBAorOJd/rF+w6Xqv3jGIin54kpS4gCA3JNOSMlnPtJcSr5aU3mdWdpRuejIdasekpJf/n4HKXkAWPzPmVLya5Y3kpJnd0pGKwfwS68XpeSLJMPGj//yVil5ALju6a+k5HtnbJWS/+T7Xq7OX3VV5Pnt886G6LGe/75Bqg0EUba4vbQbUKJ4Ddbf/Kti6brzGsj9HhdWlpNnYfnsI8F8OfkCycQb9X7eK1cAgOJaEhNTAFUls/FU2WZ/jh17e8r9nufWlVtO1FieKyUPAGByWWAy1u+Tks9vVUtKHgDSj8jJ7zjZXVakgjVMJ3flqsvlGuADxwvlMjulBOWep4BkBhcACEtmMDl4QC7raEq6fAaXzEoFUvJMMolLgMnfB+BR8/J9KJ0gCIIgCIIgCIIgCKJM45sChDHWiDE2nTG2ijG2gjH2f8rxHMbYVMbYOuXf6hqZexhj6xljaxhjcuYZBEEQBEFUeGg+QhAEQRCEGX5agBQDuINz3g5AXwA3McbaA5gA4FfOeSsAvyqfoXw3FkAHACMAvMIYC/rYHoIgCIIgKh40HyEIgiAIQohvChDO+S7O+WLl72MAVgFoAGAMgPeU094DcJby9xgAn3LOCzjnmwCsB9Dbr/YQBEEQBFHxoPkIQRAEQRBmJCQGCGOsKYBuAOYBqMM53wVEJiUAaiunNQCgDd20XTlmLGscY2whY2xh6HheIppLEARBEEQ5xM/5iFJedE5SnE9zEoIgCIJINnzPAsMYywbwFYBbOedHmXkYWNEXcSFfOeeTAEwCgKpt6vAmQ7Z4blu1EUWeZQHgiVVybsEn6shHtA1uzJSSPyaXfARHBshloQGA9JVy6XD2LZTLZPPHvU9IyQNA7YDcNVx58gwp+ftrrpCSB4DzN5wtJb98Rksp+Wo3yEVcB4CHP79QSv7SMdOl5P867O6Byi1Oj5Nb+K9XpdpAEGWJ4Gul3YIYfs9HAP2cpFLdRvx4bW+h7o81Sfckp2+MnHglyQQoPCgZ5h9A2iG5jGacyWWMONGyppQ8AGTsPCYlf7hllpT8ifry2Xi4ZOaMUIacx1h+rQwpeQAIyiWtwPG2te1PsqCwqrzXXL5kVqOs7e7OV/tMlXvt4o+k6s/n8svKagG5G1lYBvJ7BCVfzkVc7hryuNx7EQBqBORSdOVJjoUMJp/Jxirnp6+jhDGWishk4yPO+dfK4T2MsXrK9/UAqD+52wFoVw8NAez0sz0EQRAEQVQ8aD5CEARBEIQIP7PAMABvAVjFOX9G89V3AK5Q/r4CwLea42MZY+mMsWYAWgGY71d7CIIgCIKoeNB8hCAIgiAIM/x0gekP4DIAyxhjfyvH7gUwEcDnjLFrAGwFcD4AcM5XMMY+B7ASkYjtN3HO5e1dCIIgCIKoyNB8hCAIgiAIIb4pQDjnsyD2owWAU0xkHgXwqF9tIAiCIAiiYkPzEYIgCIIgzCj9SDEEQRAEQRAEQRAEQRAJxvcsMImk6GAa9n3SxLP8xw8+LVX/wN3XSsmnH5KPmF4kFywcd9/5sZT8+zv7yTUAwP4pTaXk77xSLkr1iBfukpIHgK7nrJSSX/l+eyn52Qt6SMkDwMbzs6XkMzsekpI/NreWlDwApMgldkKXzK1S8t+8NMTV+QV7ItmDtn3YInbwIakmEARRSqQdC6HB70c9yR5qX1m6/kr7i+XkZ62Wkmc1JFNWAMjrVEdKvun/DkjJH21XXUoeAIIFctn5mnwuF2/3RCv539K0A3IZH4qqy2U1Sj0imcIFQDhV7j6wsFzmjsw9chmNACBzt5x8fg132T+ChZFrztod8fgbd99tUvWH0qTEAQAF1eXWSmneXslR/LgGLpkQKHOvXFam4kry681QulwZTO7nCYFi+cypwB3m5ftQOkEQBEEQBEEQBEEQRJmGFCAEQRAEQRAEQRAEQZR7SAFCEARBEARBEARBEES5hxQgBEEQBEEQBEEQBEGUe0gBQhAEQRAEQRAEQRBEuSepssCk5BSixljvWRvOuFUuuvGrT7wuJX9LcKyUPAAs7PmelPzN24dKyY+us0xKHgCe6dxUSv7J/1wiJZ83QDI0MYC/vpXL4sIkEwCEK8k/uoEiuQjPE9r9LCU/ta5cHwLAOTUWSck//J8rpeSZx2jhTBPge0GBZCobgiBKBX48H+HF3jKC1dhTT77+Y7lS8qxWDSn50JZtUvIAkBWQ+x0K75BLm5G9ar2UPAAEZbPhBOVSRmTMXStXPwCWJZdBJbBGbiz6QfZ6uXkRy5ZMs1gkP7cEk3seUnLdPdPB/Ej2l+wteQCAwC65rEo8p4qUPACwvQflCgjJZVAJHz8uVz8AJvlMs6qS/RiW6wMAQKHc3JSHQlLyLN2HdDwWkAUIQRAEQRAEQRAEQRDlHlKAEARBEARBEARBEARR7iEFCEEQBEEQBEEQBEEQ5R5SgBAEQRAEQRAEQRAEUe4hBQhBEARBEARBEARBEOWepMoCE96bhhMvNPAsn3FMLqLtbSsvkJJvcNNRKXkAGPjaZVLyBTPkor5vn9FCSh4AqnSRi3Ld5/8WSsk/W3+elDwAtPnoRin5rO1yffDmRy9KyQPADRvlxvPDy0ZJydd+s5KUPAA8Wq2jlPyBHnL1V9rl7vywEhi8oGrsWMc0H6J1EwRR4rDUVKTU9ZjNpbDQ38Z4gB8+IiUfkM1UAAAFcv3AMtLl6j/hw/s3RW4qzfPksk7wEyek5AEAkhkbZDPZyGYkAgAcl+sHfkjueeAFBVLyABCoKdcPgc0uJyX5hXq5LLl5Gdsjl0UGAHi9WnIFbHXZBwYCstmAAHDZDCpVsuUasG2nnDwApKVKiXPZbDqSGcJsi/erIMbY24yxvYyx5ZpjDzHGdjDG/lb+H6X57h7G2HrG2BrG2HC/2kEQBEEQRMWG5iQEQRAEQYjw0wXmXQAjBMef5Zx3Vf6fAgCMsfYAxgLooMi8whiTUx8TBEEQBEFEeBc0JyEIgiAIwoBvChDO+QwABx2ePgbAp5zzAs75JgDrAfT2qy0EQRAEQVRcaE5CEARBEISIkgiCejNjbKlijlpdOdYAwDbNOduVYwRBEARBEImC5iQEQRAEUYFJdBDUVwE8DIAr/z4N4GoAosgmXFQAY2wcgHEAUKd+Ch59ZpLnxvyd39izLAB8ca/ImtY5j856X0oeADYUyQUHunvNJVLy666XC4oDADlz5eRzQ2lS8v3/KRfAFACCZ+VJyV80co6U/BnP3iUlDwBpkjF5T3SVCx537KZDcg0A8FKHj6Xkb37sFin5K26b7Or8F/+IBAi77pqYXIgLX30EQfiPr3OSDGQitGu3p4YEWzX3JKdj734pcSYZuDKcK/c7CAA8TzKAJ5f7HQo0ktdz8QNyv2U8Xy54JkuTmxMBkA9iKhkIFpKBYAGgqEVdKfnUVZKBiX34LQ9LjqVATjWXAsqrTw14ySQDT6bKrxGwabuUuPTzINsHAFi6ZBtkg6g2qi9XPwAmG6A6XS5ANT+RLyVvR0ItQDjnezjnIc55GMAbiJmUbgfQSHNqQwDCkLWc80mc856c855Va5BLLkEQBEEQ7vF7TpIKyQwkBEEQBEGUOAlVgDDGtPnhzgagRmP/DsBYxlg6Y6wZgFYA5ieyLQRBEARBVFxoTkIQBEEQhG8uMIyxTwAMBlCTMbYdwL8ADGaMdUXElHQzgOsBgHO+gjH2OYCVAIoB3MQ5l0xCThAEQRAEQXMSgiAIgiDE+KYA4ZxfJDj8lsX5jwJ41K/6CYIgCIIgAJqTEARBEAQhpiSywBAEQRAEQRAEQRAEQZQqic4C4yubj9TEFb9c51m+S/stUvWnH5SLiHvp4qul5AGgyZ2SUdcflouqO6btMrn6AaxvJpfJplZarpT8I/95Q0oeAMbPv1RK/p2V/aTkCztLRisHsOq016Tku775Dyn5/B01pOQB4LKVN0vJZ2bL1Z8VcBe9P8jCcXJFkMtiQBBE6cACzHvGgVz5rBey2UOQIRfENVCntlz9AHBCMguMZPYSHJesHwAvkLsPgaqV5RrgQ9YKFEt6fAXk2sCPyc3rACBlpdwcH5KZbMKyzyOAQKUMuTYcPuJOQLnvqlygdk25+vcfkJIHAJaZKdeGY8ek5AM15eemXPK9wooks8Bs2yElDwChomIp+RTJsYRiufrtIAsQgiAIgiAIgiAIgiDKPaQAIQiCIAiCIAiCIAii3EMKEIIgCIIgCIIgCIIgyj2kACEIgiAIgiAIgiAIotxDChCCIAiCIAiCIAiCIMo9SZUFJlDIkLXRe5OXH2suVX/6SXJRrqt9LBdxHQCQKhdlutEHcrd8Tq1eUvIAcLS5XD/ed+UPUvIT1p8rJQ8A6cvkolR/dv3TUvLjVslloQGAwXfdIiX/9xMvSMm/fLi1lDwA7C2sIiX/1equUvKTHjvb1fm7tuyKkxv16FNSbSAIorRg3jNwFMpn8mKSWVyYZAaV8J69UvJ+tIFlVpKSDx+RyxgBAEwycwcvkBsLLEtuPgLIZxQK58llNeIhySw0AAIhueeBS9bPUn1YUgXk9qUD2VnuBIoCejku1wuBenWk5AGAHzws14b69eQacFw+Q5dsP4b37JeS95ydTEOKbDYcyWea+/AbaQVZgBAEQRAEQRAEQRAEUe4hBQhBEARBEARBEARBEOUeUoAQBEEQBEEQBEEQBFHuIQUIQRAEQRAEQRAEQRDlHlKAEARBEARBEARBEARR7kmqLDBZ1U6g97lLPcvP+rWzVP0/3/SElHy9oMvozAmg7Xs3ScnX7bFLug3BaXIRmi/+/Xop+dv6TJWSB4Dn21eXkr/+ztuk5I9eLB+5/o1HXpKSb/eN3Fj6+fRnpOQB4MYr5DLZ1LhLrh/zz3UXOT+8qFiROxw9diws1QSCIEqL1BTvWQ8kswQAAJPM3IHKcnMSdiJfrn7IZ/9gsv3I5V/AvEDuPshmkSkLBHOqScnz4mLpNrBKchmBuGQmG5Yun3kDbrO4GHH7TmDKPriaNSTvhFz91eQy8wEAk+0DySwu/LhkHwDgYcn3SkAuW2b4hPw1BBvUlWvDpq1yDUjxQUVh8TiQBQhBEARBEARBEARBEOUe3xQgjLG3GWN7GWPLNcdyGGNTGWPrlH+ra767hzG2njG2hjE23K92EARBEARRsaE5CUEQBEEQIvy0AHkXwAjDsQkAfuWctwLwq/IZjLH2AMYC6KDIvMIYC/rYFoIgCIIgKi7vguYkBEEQBEEY8E0BwjmfAeCg4fAYAO8pf78H4CzN8U855wWc800A1gPo7VdbCIIgCIKouNCchCAIgiAIEYmOAVKHc74LAJR/ayvHGwDYpjlvu3IsDsbYOMbYQsbYwvzD8gG3CIIgCIKokPg6JykMyQeaIwiCIAiiZCmtLDCi8LbCUN6c80kAJgFA606V+Nia8zxXesvFv3qWBYBz7/unlPzx2nJRfQGg8na5yMJMLhEOikPyVsE5a+SivlcfdkBKfmDmWil5AJjyzAAp+a+/f11KfsDDt0rJA8AlW+WyuMw+52kp+avGjJOSB4C3vnlBSv6M5+6SkmduH8fDyit3eiyL0IHOyZ8BgCCSHE9zkqqptTgOH/VUYbihx+wxGgKSWVj4zj1y8oWFUvIAEC6Sy/7B0tPl5NPkM3eEJbPxsGCRXAOY/F4mq5wtV4Bk1guemydXPwCEJNtQJHcfWFamlDwAQLYfqlR2d35QGTuZkQw6vEZVufq37JSThw9jUfI+MCa/VkOB5LtRMrtVwO04EOHxt01FOptPWD5TGiwep0RbgOxhjNUDAOXfvcrx7QAaac5rCED+qSEIgiAIghBDcxKCIAiCqOAkWgHyHYArlL+vAPCt5vhYxlg6Y6wZgFYA5ie4LQRBEARBVFxoTkIQBEEQFRzfXGAYY58AGAygJmNsO4B/AZgI4HPG2DUAtgI4HwA45ysYY58DWAmgGMBNnHM5vwiCIAiCIAjQnIQgCIIgCDG+KUA45xeZfHWKyfmPAnjUr/oJgiAIgiAAmpMQBEEQBCEm0S4wBEEQBEEQBEEQBEEQpU5pZYHxxNZDNXHTF9d5lk+RDK7c7rr1UvJrJreUawCA3LpyOquiHLmI64Xf1LY/yYZXnn9WSv7ax26Tkv/HeWOl5AFg2Lt/ScmfNPFWKfnZDzwnJQ8AQ+75Pyn5Uc2vkZLPaCMfpfrsx+SyuISq259jKd/jmKvzw79ErOoLBsTkdhdLRl0nCKJ04ADn3jJPBHJ9SKErmXlDNgMKq+RDBqvDR6TEuWQmnECtGlLyAMD27pOSD5+QGwtByUw4AMCP5crJS2bC8eM+hA8clGtD9WpyDciQvw/hXYel5APpLp9p9R1SELl/7Ki7OY2RUN5xKXkAYD5kl5IhUE1+TiabISsgmckmLJnBBQBYqqSKIEVOnimZiaQ4ZP4VWYAQBEEQBEEQBEEQBFHuIQUIQRAEQRAEQRAEQRDlHlKAEARBEARBEARBEARR7iEFCEEQBEEQBEEQBEEQ5R5SgBAEQRAEQRAEQRAEUe5JqiwwHWvsw/zLX/Us/0WuXGTfkZl7pOSXXy/f3bPy2kjJf/jGaVLymefukpIHgBvuu1VK/vf/ymWRmVeQJSUPAE9dIJdJpnioXP1d371VrgAAmVXk5G9p9buU/PtX95VrAIAz6q6Skv/xgcFS8i9f/4ar86+pvBcA8FbPmNzUvPZSbSAIopQIBMAqeYtUz/fLZawAAATl9rBYhmQWl6IiOXlAOlOAbPYQ7kO2BASDUuJMsg9ks8hEypDMpiOZAYVLZgMC5LMaIUXuPoZ3ya0RACBQOVuuALfZeMJcJ8cL5LKXBKvLZ1AJS2aSCWRLzvFDITl5yGdxid4Xj0hncAGAtFQp8fARuXcrOy6fUcgKsgAhCIIgCIIgCIIgCKLcQwoQgiAIgiAIgiAIgiDKPaQAIQiCIAiCIAiCIAii3EMKEIIgCIIgCIIgCIIgyj2kACEIgiAIgiAIgiAIotyTVFlgVuyrhQ6v3OBZ/kSjYqn6334lV0p+27+YlDwA5O2Xi278yI2fScl/PEYyfQmAp39+Wkq+5+zxUvKVZkhG2QZw2fs/Scm//dEIKflwmlyEaADIOWuHlPyTy0+Vkudc/nmYeVtXKfmXf3heSv66lZe5On9t3keK3CXRYx1qyGdWIgiiFAiHwXPzSrsVpYdkpgIAQLHcvCy8e598GyThxXLZcAIeMwmpsDq1pOQBADt3y8lLZs5gmZJZMwAgW7IM2Ww+qXJZM/xoA3ebQSUcjsgp2V9kM7CwIvk+CFSTyyTDj0tmReLy7zXZfgzmVJOS58p9lUH2vRSUfR4ks2MBALZbFC9fuj2Msc0AjgEIASjmnPdkjOUA+AxAUwCbAVzAOT9UEu0hCIIgCKJiQnMSgiAIgqi4lKQLzBDOeVfOeU/l8wQAv3LOWwH4VflMEARBEASRaGhOQhAEQRAVkNKMATIGwHvK3+8BOKv0mkIQBEEQRAWG5iQEQRAEUQEoKQUIB/ALY2wRY2yccqwO53wXACj/1i6hthAEQRAEUXGhOQlBEARBVFBKKghqf875TsZYbQBTGWOrnQoqk5NxAJBStXqi2kcQBPH/7d19tGV1fd/x9+fO8CAPMsogkgEDCiaABYxANJqG1gSBVjFVGkxE4hPFqLWxTbVdq5rENk2XrWlsUCSRNbVJwagg1IVgdKmQGhQfeJSlHcGHCcgIwgyP4sx8+8fdA3fO3Dtz7vzunHPY5/1aaxZn//bvu8/3nN/d5/743n32T9J0WJI5yZ5puym5JEkavZEUQKrqju6/65JcCpwI3JXkoKq6M8lBwLoFYi8ALgBYdfSKevVvfG6n8/jLj754p2MBvvOqFU3xm7/Xfmfhve9qWznjv970G03xK5/+SFM8wKv/6N80xV/87/6kKf51X/jdpniAZ+4+74/r0B569k/aEtjUfvHWQ6tXtR3g8LafxZ8+q/1nad0L2lb0Ofu9b2+Kf+k5Vy+q/117zK4Y8ZJVtz7WduXaI5tykLQ4SzUn2W/ZymIn77afvdrusA/Annu0xT/c9hm8af2GtucHMtP2e6R5BZZ92leFm9lrRVP85vvWtyWw7u62eGBmn7ZiXj3aNg4sW4IL0je2rUTTGp/W8xHYfPc9TfEz+z91cQEPzb7vWz6PljWuvFGNqwEBzSsKtcoB+7cf49FH2w7QOA6tK+kAbL73vrYcGt/HXb3C1y7/CkySvZPsu+UxcDJwM3A5cHbX7Wzgsl2diyRJml7OSSRJmm6juALkQODSJFue739X1ZVJrgP+Osnrge8DZ4wgF0mSNL2ck0iSNMV2eQGkqm4Djp2n/R6g7TspkiRJQ3JOIknSdBvnMriSJEmSJEkjMapVYJbEPffty0cu2fk/0Bz+q7c3Pf/6P31GU/zM79zVFA+w22WLvMHRgA2/d39T/JpjVzTFAzzz4rabA/3mV9/QFL/y5Xc2xQNc+8DhTfF7fqftZll73NsUDsDuGzY2HqHx46P9nsAc/8brm+LvebTtxm9/+YUXLar/XffduE1c7bFzN1GUNGbLl5Gn7NzN5javbL9J3cwPf9x2gMYb7S176oq25wfYbbem8M13t70H2b3t+WeTaPwMT9uNYJfihrr10MONB2j7hb75gQfbnh/I7ru35XB/2/x4Zr8nN8UDkMa/S++xyLnlzMzWcTONz7+h7T0EoPGGvPy08Ya8refCEqj9234/ZF3j7waATY2fa63vY+MNsnd4+F16dEmSJEmSpAlgAUSSJEmSJPWeBRBJkiRJktR7FkAkSZIkSVLvWQCRJEmSJEm994RaBWbvJz/C8Sd/c6fjr/3uoU3Pf8A59zTF/+nhH2+KBzj7V/5lU/z/OvpDTfHnXvq2pniA15330ab4/3TTaU3x9/7NQU3xAJ9+Ydtd1zcf80BT/DOf/sOmeICH3rKyKf6AZfs2xd93/55N8QB7P+cnTfGfvebYpvijnvfdRfXfsM9svkcd+73H2m6/8rCmHCSNyabN1PqdW/VgZmbZEjz/prb4xtUWNq9oXK0ByHfWNsXPHHpwWwJ3L8GSans3zgfW3d0UP7OifUWhavxZyp5tK9vlp62r0kH2a5uTzDSuZJPGVZUANj3atkpi7lnk6h/d+15d3Mbj2lY4XH5j+2o+rauHpHUlndZVZIDNj7TNTZf/eENbAkvws5jdGo/RuMLXTOtqQAAPbef47UeXJEmSJEmabBZAJEmSJElS71kAkSRJkiRJvWcBRJIkSZIk9Z4FEEmSJEmS1Hupxrsej9JeTzukfv4Vbx93Ghqzr777g03xx//Bm5YoE2lx/t9l5wFwxOlvHnMm0q7xjfPf/rWqOn7ceYzCfssPqBfse/pOxW5+cDu3px/SzBFtK0jl0cbVDu5vW80MYOOP2lbXW7b3Xm0JLMFqCWxsW8Ek++7TFF8PP9IUD8BBT2uLv3NdU/hSvIb8XNv5UN+6vSl+5hmrmuIBWN+2+semH9+3qP5f3fg5AI5f/mIAlj11xUiffz61sfFzqXEVmOVPfUrb8wN1UNsqi2lcBaY27NzqZFvl0Pi5tLnxZ2GmcVUngCvv+uCC8xGvAJEkSZIkSb031gJIklOSfCvJmiTvHGcukiRpejknkSSp/8ZWAEmyDDgPOBU4CnhVkqPGlY8kSZpOzkkkSZoO47wC5ERgTVXdVlWPAhcDO/dlWkmSpJ3nnESSpCkwzgLIKuAHc7bXdm2SJEmj5JxEkqQpMLZVYJKcAbykqt7QbZ8FnFhVbx3odw5wTrf5HODmkSaqYawE7h53EtqG4zKZHJfJ5LgsjZ+tqgPGncRiOSfpFc/lyeS4TCbHZTI5Lu0WnI8swfpfO20tcMic7YOBOwY7VdUFwAUASb46LcvrPZE4LpPJcZlMjstkclymnnOSnnBcJpPjMpkcl8nkuOxa4/wKzHXAEUkOS7I7cCZw+RjzkSRJ08k5iSRJU2BsV4BU1cYkbwGuApYBF1bVLePKR5IkTSfnJJIkTYdxfgWGqroCuGIRIRfsqlzUxHGZTI7LZHJcJpPjMuWck/SG4zKZHJfJ5LhMJsdlFxrbTVAlSZIkSZJGZZz3AJEkSZIkSRqJiSyAJDklybeSrEnyznn2J8n7u/03JvmFceQ5bYYYl5OSrE9yfffvXePIc5okuTDJuiTzLsXouTIeQ4yL58oYJDkkyeeT3JrkliRvm6eP54we43xkMjkfmUzOSSaTc5LJ43xkvCauAJJkGXAecCpwFPCqJEcNdDsVOKL7dw7wwZEmOYWGHBeAa6rquO7fH440yem0GjhlO/s9V8ZjNdsfF/BcGYeNwL+uqiOB5wNv9veLFuJ8ZDI5H5loq3FOMolW45xk0jgfGaOJK4AAJwJrquq2qnoUuBg4faDP6cBHata1wIokB4060SkzzLhoxKrqauDH2+niuTIGQ4yLxqCq7qyqr3eP7wduBVYNdPOc0RbORyaT85EJ5ZxkMjknmTzOR8ZrEgsgq4AfzNley7Y/EMP00dIa9j1/QZIbknw6ydGjSU3b4bkyuTxXxijJocBzgS8P7PKc0RbORyaT85EnLs+XyeX5MibOR0ZvrMvgLiDztA0uVTNMHy2tYd7zrwM/W1UPJDkN+CSzl21pfDxXJpPnyhgl2Qf4BPCvqmrD4O55QjxnppPzkcnkfOSJy/NlMnm+jInzkfGYxCtA1gKHzNk+GLhjJ/poae3wPa+qDVX1QPf4CmC3JCtHl6Lm4bkygTxXxifJbsxONv6qqi6Zp4vnjLZwPjKZnI88cXm+TCDPl/FwPjI+k1gAuQ44IslhSXYHzgQuH+hzOfCa7u64zwfWV9Wdo050yuxwXJI8PUm6xycy+/N1z8gz1VyeKxPIc2U8uvf8w8CtVfW+Bbp5zmgL5yOTyfnIE5fnywTyfBk95yPjNXFfgamqjUneAlwFLAMurKpbkpzb7T8fuAI4DVgDPAS8dlz5Toshx+WVwJuSbAQeBs6sKi/V2oWSXAScBKxMshZ4N7AbeK6M0xDj4rkyHi8EzgJuSnJ91/bvgWeA54y25nxkMjkfmVzOSSaTc5KJ5HxkjOLPtyRJkiRJ6rtJ/AqMJEmSJEnSkrIAIkmSJEmSes8CiCRJkiRJ6j0LIJIkSZIkqfcsgEiSJEmSpN6zACJJkiRJknrPAogkSZIkSeo9CyCSJEmSJKn3LIBIkiRJkqTeswAiSZIkSZJ6zwKIJEmSJEnqPQsgkiRJkiSp9yyASJIkSZKk3rMAIkmSJEmSes8CiCRJkiRJ6j0LIJIkSZIkqfcsgEiSJEmSpN6zACJJkiRJknrPAogkSZIkSeo9CyCSJEmSJKn3LIBIkiRJkqTeswAiSZIkSZJ6zwKIJEmSJEnqPQsgkiRJkiSp9yyASJIkSZKk3rMAIkmSJEmSes8CiCRJkiRJ6j0LIJIkSZIkqfcsgEiSJEmSpN6zACJJkiRJknrPAogkSZIkSeo9CyCSJEmSJKn3LIBIkiRJkqTeswAiSZIkSZJ6zwKIJEmSJEnqPQsgkiRJkiSp9yyASJIkSZKk3rMAIkmSJEmSes8CiCRJkiRJ6j0LIJIkSZIkqfcsgEiSJEmSpN6zACJJkiRJknrPAogkSZIkSeo9CyCSJEmSJKn3LIBIkiRJkqTeswAiSZIkSZJ6zwKIJEmSJEnqPQsgkiRJkiSp9yyASJIkSZKk3rMAIkmSJEmSes8CiCRJkiRJ6j0LIJIkSZIkqfcsgEiSJEmSpN6zACJJkiRJknrPAogkSZIkSeo9CyCSJEmSJKn3LIBIkiRJkqTeswAiSZIkSZJ6zwKIJEmSJEnqPQsgkiRJkiSp9yyASJIkSZKk3rMAIkmSJEmSes8CiCRJkiRJ6j0LIJIkSZIkqfcsgEiSJEmSpN6zACJJkiRJknrPAogkSZIkSeo9CyCSJEmSJKn3LIBIkiRJkqTeswAiSZIkSZJ6zwKIJEmSJEnqveXjTkCSdsavzZxRZLaGm5nQPZh3m8e20zXPbLXNNttdvwXit4mbb9/AsR5v38ExF4irx9q3/3w76rfQ/sfaM9C+Tb/B4zLvcbc53jyxj2+z1WsebN9R3A73zyyy/6K3B9+Lgdc15HEWFcuQ/YY8XnP8YvPfpl8NFz/Pvm1iB/rVQL9t4+ffv1BcdnQ8BvvvaHvr4+Wx/24//vEf463j5sbObHPM2u7+GXawf4Htx+MG2hf6Lzvbb/NQ+5dts3/rOIBlC+x7PHagfXB7SxwD21tyGDj+ttvzH3/B47L1a3s8fvNAfA30H3i+geM+ltdA/61zHshxm/YaaB+I33K8x9oz0L5lOwP7M7B/ZqB9Zqt2gJmnf3vwk0CStuIVIJIkSZIkqfcsgEiSJEmSpN6zACJJkiRJknrPAogkSZIkSeo9CyCSJEmSJKn3LIBIkiRJkqTeswAiSZIkSZJ6zwKIJEmSJEnqPQsgkiRJkiSp9yyASJIkSZKk3ktVjTsHSVq0JOdU1QXjzkPbcmwmm+Mz2Ryfyeb4TDbHR9KOeAWIpCeqc8adgBbk2Ew2x2eyOT6TzfGZbI6PpO2yACJJkiRJknrPAogkSZIkSeo9CyCSnqj8ju/kcmwmm+Mz2Ryfyeb4TDbHR9J2eRNUSZIkSZLUe14BIkmSJEmSes8CiKSJleSUJN9KsibJO+fZnyTv7/bfmOQXxpHntBpifH6rG5cbk3wpybHjyHNa7Wh85vQ7IcmmJK8cZX7TbpjxSXJSkuuT3JLki6POcVoN8dm2X5L/k+SGbmxeO448p1WSC5OsS3LzAvudG0hakAUQSRMpyTLgPOBU4CjgVUmOGuh2KnBE9+8c4IMjTXKKDTk+twO/UlXHAO/B72aPzJDjs6XffwGuGm2G022Y8UmyAvgA8LKqOho4Y9R5TqMhz503A9+sqmOBk4D/lmT3kSY63VYDp2xnv3MDSQuyACJpUp0IrKmq26rqUeBi4PSBPqcDH6lZ1wIrkhw06kSn1A7Hp6q+VFX3dpvXAgePOMdpNsz5A/BW4BPAulEmp6HG5zeBS6rq+wBV5RiNxjBjU8C+SQLsA/wY2DjaNKdXVV3N7Hu+EOcGkhZkAUTSpFoF/GDO9tqubbF9tGss9r1/PfDpXZqR5trh+CRZBfw6cP4I89KsYc6fZwNPSfKFJF9L8pqRZTfdhhmbPwOOBO4AbgLeVlWbR5OehuDcQNKClo87AUlaQOZpG1y2apg+2jWGfu+T/CNmCyAv2qUZaa5hxue/A++oqk2zf8jWCA0zPsuB5wEvBp4E/F2Sa6vq27s6uSk3zNi8BLge+MfAs4C/SXJNVW3YxblpOM4NJC3IAoikSbUWOGTO9sHM/rVtsX20awz13ic5BvgL4NSqumdEuWm48TkeuLgrfqwETkuysao+OZIMp9uwn293V9WDwINJrgaOBSyA7FrDjM1rgT+uqgLWJLkd+HngK6NJUTvg3EDSgvwKjKRJdR1wRJLDupvLnQlcPtDncuA13R3fnw+sr6o7R53olNrh+CR5BnAJcJZ/tR65HY5PVR1WVYdW1aHAx4HfsfgxMsN8vl0G/HKS5Un2An4RuHXEeU6jYcbm+8xemUOSA4GfA24baZbaHucGkhbkFSCSJlJVbUzyFmZXp1gGXFhVtyQ5t9t/PnAFcBqwBniI2b/KaQSGHJ93AfsDH+iuMthYVcePK+dpMuT4aEyGGZ+qujXJlcCNwGbgL6pq3mU/tXSGPHfeA6xOchOzX7d4R1XdPbakp0ySi5hdfWdlkrXAu4HdwLmBpB3L7NV7kiRJkiRJ/eVXYCRJkiRJUu9ZAJEkSZIkSb1nAUSSJEmSJPWeBRBJkiRJktR7FkAkSZIkSVLvWQCRJGkKJdmU5PokNyf5WJK9khyaZGRLrSZ5oDH+pCSfmqf9ZUne2XLs7ji/3S25ObdtZZIfJdljOzF/1vrckiRp6VkAkSRpOj1cVcdV1XOAR4Fzx53QUqmqy6vqj5fgUJcAv5ZkrzltrwQur6qfLMHxJUnSCFkAkSRJ1wCHd4+XJfnzJLck+UySJwEkeWOS65LckOQTW4oCSc7oriK5IcnVXduyJO/t+t+Y5F8Mm0iS45Jc28VdmuQpXfvhST7bPc/XkzxrIO6EJN9I8sy5V2EkWZ3k/Um+lOS2JK/s2meSfKB7nZ9KcsWWfVtU1QbgauClc5rPBC5K8tIkX+6e87NJDpzntayee8y5V7wk+b05788fDPv+SJKknWcBRJKkKZZkOXAqcFPXdARwXlUdDdwHvKJrv6SqTqiqY4Fbgdd37e8CXtK1v6xrez2wvqpOAE4A3pjksCFT+gjwjqo6psvp3V37X3V5HQv8EnDnnNfwS8D5wOlVdds8xzwIeBHwT4EtV4b8M+BQ4B8AbwBesEA+FzFb9CDJzwDPBj4P/C3w/Kp6LnAx8G+HfH0kOZnZ9/lE4DjgeUn+4bDxkiRp5ywfdwKSJGksnpTk+u7xNcCHgZ8Bbq+qLe1fY7ZIAPCcJP8RWAHsA1zVtf9fYHWSv2b2KyMAJwPHzLn6YT9m/4f/9u0llGQ/YEVVfbFr+p/Ax5LsC6yqqksBquqRrj/AkcAFwMlVdccCh/5kVW0GvjnnSo0XAR/r2n+Y5PMLxH4K+ECSJwP/HPh4VW1KcjDw0SQHAbvv6LUNOLn7941uex9m35+rF3EMSZK0SBZAJEmaTg9X1XFzG7qCwtx7W2wCntQ9Xg28vKpuSPLbwEkAVXVukl8E/glwfZLjgABvraqrWBrZzr47gT2B5wILFUDmvqYM/He7qurhJFcCv87slSC/2+36H8D7quryJCcBvz9P+Ea6q20z++buPue5/3NVfWiYHCRJ0tLwKzCSJGkY+wJ3JtkN+K0tjUmeVVVfrqp3AXcDhzB7dcibur4keXaSvXf0BFW1Hrg3yS93TWcBX+zuxbE2ycu74+0x58ak9zFbfPmjrhAxrL8FXtHdC+RAuoLOAi4C3g4cCFzbte0H/H33+OwF4r4LPK97fDqwW/f4KuB1SfYBSLIqydMWkbskSdoJXgEiSZKG8R+ALwPfY/beHPt27e9NcgSzVzV8DrgBuJHZr858vbvy4UfAy+c55l5J1s7Zfh+zxYTzuwLHbcBru31nAR9K8ofAT4EztgRV1V1JXgp8Osnrhnw9nwBeDNwMfLt7besX6PsZZr+O8+Gqqq7t95n9es7fM1sUme8eJ38OXJbkK8y+Nw92+X4myZHA33VX3TwAvBpYN2TukiRpJ+Tx3+OSJEnTI8k+VfVAkv2BrwAvrKofjjsvSZK0a3gFiCRJmlafSrKC2XtzvMfihyRJ/eYVIJIkSZIkqfe8CaokSZIkSeo9CyCSJEmSJKn3LIBIkiRJkqTeswAiSZIkSZJ6zwKIJEmSJEnqPQsgkiRJkiSp9/4/wGIGQUcmZ3kAAAAASUVORK5CYII=", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_halfbandwidth_product = 2\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 2.400)\n", "n_trials = 100\n", "n_signals = 2\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)[\n", " :, np.newaxis\n", "]\n", "signal = np.zeros((n_time_samples, n_trials, n_signals))\n", "signal[:, :, 0] = np.sin(2 * np.pi * time * frequency_of_interest)\n", "phase_offset = np.random.uniform(-np.pi, np.pi, size=(n_time_samples, 1))\n", "phase_offset[np.where(time > 1.5), :] = np.pi / 2\n", "signal[:, :, 1] = np.sin((2 * np.pi * time * frequency_of_interest) + phase_offset)\n", "noise = np.random.normal(0, 1, signal.shape)\n", "\n", "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15, 9), constrained_layout=True)\n", "axes[0, 0].set_title(\"Signal\", fontweight=\"bold\")\n", "axes[0, 0].plot(time, signal[:, 0, 0], label=\"Signal1\")\n", "axes[0, 0].plot(time, signal[:, 0, 1], label=\"Signal2\")\n", "axes[0, 0].set_xlabel(\"Time\")\n", "axes[0, 0].set_ylabel(\"Amplitude\")\n", "axes[0, 0].set_xlim(time_extent)\n", "axes[0, 0].set_ylim((-2, 2))\n", "\n", "axes[0, 1].set_title(\"Signal + Noise\", fontweight=\"bold\")\n", "axes[0, 1].plot(time, signal[:, 0, :] + noise[:, 0, :])\n", "axes[0, 1].set_xlabel(\"Time\")\n", "axes[0, 1].set_ylabel(\"Amplitude\")\n", "axes[0, 1].set_xlim(time_extent)\n", "axes[0, 1].set_ylim((-10, 10))\n", "\n", "multitaper = Multitaper(\n", " signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "axes[1, 0].plot(\n", " connectivity.frequencies, connectivity.phase_locking_value()[..., 0, 1].squeeze()\n", ")\n", "axes[1, 0].set_xlim((0, multitaper.nyquist_frequency))\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "axes[1, 1].plot(\n", " connectivity.frequencies, connectivity.phase_locking_value()[..., 0, 1].squeeze()\n", ")\n", "axes[1, 1].set_xlim((0, multitaper.nyquist_frequency))\n", "\n", "\n", "multitaper = Multitaper(\n", " signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(connectivity.time, time_extent[-1]),\n", " np.append(connectivity.frequencies, multitaper.nyquist_frequency),\n", ")\n", "\n", "mesh = axes[2, 0].pcolormesh(\n", " time_grid,\n", " freq_grid,\n", " connectivity.phase_locking_value()[..., 0, 1].squeeze().T,\n", " vmin=0.0,\n", " vmax=1.0,\n", " cmap=\"viridis\",\n", ")\n", "axes[2, 0].set_ylim((0, 300))\n", "axes[2, 0].set_xlim(time_extent)\n", "axes[2, 0].axvline(1.5, color=\"black\")\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(connectivity.time, time_extent[-1]),\n", " np.append(connectivity.frequencies, multitaper.nyquist_frequency),\n", ")\n", "\n", "mesh = axes[2, 1].pcolormesh(\n", " time_grid,\n", " freq_grid,\n", " connectivity.phase_locking_value()[..., 0, 1].squeeze().T,\n", " vmin=0.0,\n", " vmax=1.0,\n", " cmap=\"viridis\",\n", ")\n", "axes[2, 1].set_ylim((0, 300))\n", "axes[2, 1].set_xlim(time_extent)\n", "axes[2, 1].axvline(1.5, color=\"black\")\n", "\n", "cb = fig.colorbar(\n", " mesh,\n", " ax=axes.ravel().tolist(),\n", " orientation=\"horizontal\",\n", " shrink=0.5,\n", " aspect=15,\n", " pad=0.1,\n", " label=\"Phase Locking Value\",\n", ")\n", "cb.outline.set_linewidth(0)\n", "print(\"frequency resolution: {}\".format(multitaper.frequency_resolution))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Phase Lag Index" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "frequency resolution: 50.0\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_halfbandwidth_product = 2\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 2.400)\n", "n_trials = 100\n", "n_signals = 2\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)[\n", " :, np.newaxis\n", "]\n", "signal = np.zeros((n_time_samples, n_trials, n_signals))\n", "signal[:, :, 0] = np.sin(2 * np.pi * time * frequency_of_interest)\n", "phase_offset = np.random.uniform(-np.pi, np.pi, size=(n_time_samples, 1))\n", "phase_offset[np.where(time > 1.5), :] = np.pi / 2\n", "signal[:, :, 1] = np.sin((2 * np.pi * time * frequency_of_interest) + phase_offset)\n", "noise = np.random.normal(0, 1, signal.shape)\n", "\n", "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15, 9), constrained_layout=True)\n", "axes[0, 0].set_title(\"Signal\", fontweight=\"bold\")\n", "axes[0, 0].plot(time, signal[:, 0, 0], label=\"Signal1\")\n", "axes[0, 0].plot(time, signal[:, 0, 1], label=\"Signal2\")\n", "axes[0, 0].set_xlabel(\"Time\")\n", "axes[0, 0].set_ylabel(\"Amplitude\")\n", "axes[0, 0].set_xlim(time_extent)\n", "axes[0, 0].set_ylim((-2, 2))\n", "\n", "axes[0, 1].set_title(\"Signal + Noise\", fontweight=\"bold\")\n", "axes[0, 1].plot(time, signal[:, 0, :] + noise[:, 0, :])\n", "axes[0, 1].set_xlabel(\"Time\")\n", "axes[0, 1].set_ylabel(\"Amplitude\")\n", "axes[0, 1].set_xlim(time_extent)\n", "axes[0, 1].set_ylim((-10, 10))\n", "\n", "multitaper = Multitaper(\n", " signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "axes[1, 0].plot(\n", " connectivity.frequencies, connectivity.phase_lag_index()[..., 0, 1].squeeze()\n", ")\n", "axes[1, 0].set_xlim((0, multitaper.nyquist_frequency))\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "axes[1, 1].plot(\n", " connectivity.frequencies, connectivity.phase_lag_index()[..., 0, 1].squeeze()\n", ")\n", "axes[1, 1].set_xlim((0, multitaper.nyquist_frequency))\n", "\n", "\n", "multitaper = Multitaper(\n", " signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(connectivity.time, time_extent[-1]),\n", " np.append(connectivity.frequencies, multitaper.nyquist_frequency),\n", ")\n", "\n", "mesh = axes[2, 0].pcolormesh(\n", " time_grid,\n", " freq_grid,\n", " connectivity.phase_lag_index()[..., 0, 1].squeeze().T,\n", " vmin=-1.0,\n", " vmax=1.0,\n", " cmap=\"RdBu_r\",\n", ")\n", "axes[2, 0].set_ylim((0, 300))\n", "axes[2, 0].set_xlim(time_extent)\n", "axes[2, 0].axvline(1.5, color=\"black\")\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(connectivity.time, time_extent[-1]),\n", " np.append(connectivity.frequencies, multitaper.nyquist_frequency),\n", ")\n", "\n", "mesh = axes[2, 1].pcolormesh(\n", " time_grid,\n", " freq_grid,\n", " connectivity.phase_lag_index()[..., 0, 1].squeeze().T,\n", " vmin=-1.0,\n", " vmax=1.0,\n", " cmap=\"RdBu_r\",\n", ")\n", "axes[2, 1].set_ylim((0, 300))\n", "axes[2, 1].set_xlim(time_extent)\n", "axes[2, 1].axvline(1.5, color=\"black\")\n", "\n", "cb = fig.colorbar(\n", " mesh,\n", " ax=axes.ravel().tolist(),\n", " orientation=\"horizontal\",\n", " shrink=0.5,\n", " aspect=15,\n", " pad=0.1,\n", " label=\"Phase Lag Index\",\n", ")\n", "cb.outline.set_linewidth(0)\n", "print(\"frequency resolution: {}\".format(multitaper.frequency_resolution))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Weighted Phase Lag Index" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "frequency resolution: 50.0\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_halfbandwidth_product = 2\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 2.400)\n", "n_trials = 100\n", "n_signals = 2\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)[\n", " :, np.newaxis\n", "]\n", "signal = np.zeros((n_time_samples, n_trials, n_signals))\n", "signal[:, :, 0] = np.sin(2 * np.pi * time * frequency_of_interest)\n", "phase_offset = np.random.uniform(-np.pi, np.pi, size=(n_time_samples, 1))\n", "phase_offset[np.where(time > 1.5), :] = np.pi / 2\n", "signal[:, :, 1] = np.sin((2 * np.pi * time * frequency_of_interest) + phase_offset)\n", "noise = np.random.normal(0, 1, signal.shape)\n", "\n", "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15, 9), constrained_layout=True)\n", "axes[0, 0].set_title(\"Signal\", fontweight=\"bold\")\n", "axes[0, 0].plot(time, signal[:, 0, 0], label=\"Signal1\")\n", "axes[0, 0].plot(time, signal[:, 0, 1], label=\"Signal2\")\n", "axes[0, 0].set_xlabel(\"Time\")\n", "axes[0, 0].set_ylabel(\"Amplitude\")\n", "axes[0, 0].set_xlim(time_extent)\n", "axes[0, 0].set_ylim((-2, 2))\n", "\n", "axes[0, 1].set_title(\"Signal + Noise\", fontweight=\"bold\")\n", "axes[0, 1].plot(time, signal[:, 0, :] + noise[:, 0, :])\n", "axes[0, 1].set_xlabel(\"Time\")\n", "axes[0, 1].set_ylabel(\"Amplitude\")\n", "axes[0, 1].set_xlim(time_extent)\n", "axes[0, 1].set_ylim((-10, 10))\n", "\n", "multitaper = Multitaper(\n", " signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "axes[1, 0].plot(\n", " connectivity.frequencies,\n", " connectivity.weighted_phase_lag_index()[..., 0, 1].squeeze(),\n", ")\n", "axes[1, 0].set_xlim((0, multitaper.nyquist_frequency))\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "axes[1, 1].plot(\n", " connectivity.frequencies,\n", " connectivity.weighted_phase_lag_index()[..., 0, 1].squeeze(),\n", ")\n", "axes[1, 1].set_xlim((0, multitaper.nyquist_frequency))\n", "\n", "\n", "multitaper = Multitaper(\n", " signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(connectivity.time, time_extent[-1]),\n", " np.append(connectivity.frequencies, multitaper.nyquist_frequency),\n", ")\n", "\n", "mesh = axes[2, 0].pcolormesh(\n", " time_grid,\n", " freq_grid,\n", " connectivity.weighted_phase_lag_index()[..., 0, 1].squeeze().T,\n", " vmin=-1.0,\n", " vmax=1.0,\n", " cmap=\"RdBu_r\",\n", ")\n", "axes[2, 0].set_ylim((0, 300))\n", "axes[2, 0].set_xlim(time_extent)\n", "axes[2, 0].axvline(1.5, color=\"black\")\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(connectivity.time, time_extent[-1]),\n", " np.append(connectivity.frequencies, multitaper.nyquist_frequency),\n", ")\n", "\n", "mesh = axes[2, 1].pcolormesh(\n", " time_grid,\n", " freq_grid,\n", " connectivity.weighted_phase_lag_index()[..., 0, 1].squeeze().T,\n", " vmin=-1.0,\n", " vmax=1.0,\n", " cmap=\"RdBu_r\",\n", ")\n", "axes[2, 1].set_ylim((0, 300))\n", "axes[2, 1].set_xlim(time_extent)\n", "axes[2, 1].axvline(1.5, color=\"black\")\n", "\n", "cb = fig.colorbar(\n", " mesh,\n", " ax=axes.ravel().tolist(),\n", " orientation=\"horizontal\",\n", " shrink=0.5,\n", " aspect=15,\n", " pad=0.1,\n", " label=\"Weighted Phase Lag Index\",\n", ")\n", "cb.outline.set_linewidth(0)\n", "print(\"frequency resolution: {}\".format(multitaper.frequency_resolution))\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "frequency resolution: 50.0\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_halfbandwidth_product = 2\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 2.400)\n", "n_trials = 100\n", "n_signals = 2\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)[\n", " :, np.newaxis\n", "]\n", "signal = np.zeros((n_time_samples, n_trials, n_signals))\n", "signal[:, :, 0] = np.sin(2 * np.pi * time * frequency_of_interest)\n", "phase_offset = np.random.uniform(-np.pi, np.pi, size=(n_time_samples, 1))\n", "phase_offset[np.where(time > 1.5), :] = np.pi / 2\n", "signal[:, :, 1] = np.sin((2 * np.pi * time * frequency_of_interest) + phase_offset)\n", "noise = np.random.normal(0, 1, signal.shape)\n", "\n", "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15, 9), constrained_layout=True)\n", "axes[0, 0].set_title(\"Signal\", fontweight=\"bold\")\n", "axes[0, 0].plot(time, signal[:, 0, 0], label=\"Signal1\")\n", "axes[0, 0].plot(time, signal[:, 0, 1], label=\"Signal2\")\n", "axes[0, 0].set_xlabel(\"Time\")\n", "axes[0, 0].set_ylabel(\"Amplitude\")\n", "axes[0, 0].set_xlim(time_extent)\n", "axes[0, 0].set_ylim((-2, 2))\n", "\n", "axes[0, 1].set_title(\"Signal + Noise\", fontweight=\"bold\")\n", "axes[0, 1].plot(time, signal[:, 0, :] + noise[:, 0, :])\n", "axes[0, 1].set_xlabel(\"Time\")\n", "axes[0, 1].set_ylabel(\"Amplitude\")\n", "axes[0, 1].set_xlim(time_extent)\n", "axes[0, 1].set_ylim((-10, 10))\n", "\n", "multitaper = Multitaper(\n", " signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "axes[1, 0].plot(\n", " connectivity.frequencies,\n", " connectivity.debiased_squared_phase_lag_index()[..., 0, 1].squeeze(),\n", ")\n", "axes[1, 0].set_xlim((0, multitaper.nyquist_frequency))\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "axes[1, 1].plot(\n", " connectivity.frequencies,\n", " connectivity.debiased_squared_phase_lag_index()[..., 0, 1].squeeze(),\n", ")\n", "axes[1, 1].set_xlim((0, multitaper.nyquist_frequency))\n", "\n", "\n", "multitaper = Multitaper(\n", " signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(connectivity.time, time_extent[-1]),\n", " np.append(connectivity.frequencies, multitaper.nyquist_frequency),\n", ")\n", "\n", "mesh = axes[2, 0].pcolormesh(\n", " time_grid,\n", " freq_grid,\n", " connectivity.debiased_squared_phase_lag_index()[..., 0, 1].squeeze().T,\n", " vmin=0.0,\n", " vmax=1.0,\n", " cmap=\"viridis\",\n", ")\n", "axes[2, 0].set_ylim((0, 300))\n", "axes[2, 0].set_xlim(time_extent)\n", "axes[2, 0].axvline(1.5, color=\"black\")\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(connectivity.time, time_extent[-1]),\n", " np.append(connectivity.frequencies, multitaper.nyquist_frequency),\n", ")\n", "\n", "mesh = axes[2, 1].pcolormesh(\n", " time_grid,\n", " freq_grid,\n", " connectivity.debiased_squared_phase_lag_index()[..., 0, 1].squeeze().T,\n", " vmin=0.0,\n", " vmax=1.0,\n", " cmap=\"viridis\",\n", ")\n", "axes[2, 1].set_ylim((0, 300))\n", "axes[2, 1].set_xlim(time_extent)\n", "axes[2, 1].axvline(1.5, color=\"black\")\n", "\n", "cb = fig.colorbar(\n", " mesh,\n", " ax=axes.ravel().tolist(),\n", " orientation=\"horizontal\",\n", " shrink=0.5,\n", " aspect=15,\n", " pad=0.1,\n", " label=\"Debiased Squared Phase Lag Index\",\n", ")\n", "cb.outline.set_linewidth(0)\n", "print(\"frequency resolution: {}\".format(multitaper.frequency_resolution))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Debiased Squared Weighted Phase Lag Index" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "frequency resolution: 50.0\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_halfbandwidth_product = 2\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 2.400)\n", "n_trials = 100\n", "n_signals = 2\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)[\n", " :, np.newaxis\n", "]\n", "signal = np.zeros((n_time_samples, n_trials, n_signals))\n", "signal[:, :, 0] = np.sin(2 * np.pi * time * frequency_of_interest)\n", "phase_offset = np.random.uniform(-np.pi, np.pi, size=(n_time_samples, 1))\n", "phase_offset[np.where(time > 1.5), :] = np.pi / 2\n", "signal[:, :, 1] = np.sin((2 * np.pi * time * frequency_of_interest) + phase_offset)\n", "noise = np.random.normal(0, 1, signal.shape)\n", "\n", "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15, 9), constrained_layout=True)\n", "axes[0, 0].set_title(\"Signal\", fontweight=\"bold\")\n", "axes[0, 0].plot(time, signal[:, 0, 0], label=\"Signal1\")\n", "axes[0, 0].plot(time, signal[:, 0, 1], label=\"Signal2\")\n", "axes[0, 0].set_xlabel(\"Time\")\n", "axes[0, 0].set_ylabel(\"Amplitude\")\n", "axes[0, 0].set_xlim(time_extent)\n", "axes[0, 0].set_ylim((-2, 2))\n", "\n", "axes[0, 1].set_title(\"Signal + Noise\", fontweight=\"bold\")\n", "axes[0, 1].plot(time, signal[:, 0, :] + noise[:, 0, :])\n", "axes[0, 1].set_xlabel(\"Time\")\n", "axes[0, 1].set_ylabel(\"Amplitude\")\n", "axes[0, 1].set_xlim(time_extent)\n", "axes[0, 1].set_ylim((-10, 10))\n", "\n", "multitaper = Multitaper(\n", " signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "axes[1, 0].plot(\n", " connectivity.frequencies,\n", " connectivity.debiased_squared_weighted_phase_lag_index()[..., 0, 1].squeeze(),\n", ")\n", "axes[1, 0].set_xlim((0, multitaper.nyquist_frequency))\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "axes[1, 1].plot(\n", " connectivity.frequencies,\n", " connectivity.debiased_squared_weighted_phase_lag_index()[..., 0, 1].squeeze(),\n", ")\n", "axes[1, 1].set_xlim((0, multitaper.nyquist_frequency))\n", "\n", "\n", "multitaper = Multitaper(\n", " signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(connectivity.time, time_extent[-1]),\n", " np.append(connectivity.frequencies, multitaper.nyquist_frequency),\n", ")\n", "\n", "mesh = axes[2, 0].pcolormesh(\n", " time_grid,\n", " freq_grid,\n", " connectivity.debiased_squared_weighted_phase_lag_index()[..., 0, 1].squeeze().T,\n", " vmin=0.0,\n", " vmax=1.0,\n", " cmap=\"viridis\",\n", ")\n", "axes[2, 0].set_ylim((0, 300))\n", "axes[2, 0].set_xlim(time_extent)\n", "axes[2, 0].axvline(1.5, color=\"black\")\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(connectivity.time, time_extent[-1]),\n", " np.append(connectivity.frequencies, multitaper.nyquist_frequency),\n", ")\n", "\n", "mesh = axes[2, 1].pcolormesh(\n", " time_grid,\n", " freq_grid,\n", " connectivity.debiased_squared_weighted_phase_lag_index()[..., 0, 1].squeeze().T,\n", " vmin=0.0,\n", " vmax=1.0,\n", " cmap=\"viridis\",\n", ")\n", "axes[2, 1].set_ylim((0, 300))\n", "axes[2, 1].set_xlim(time_extent)\n", "axes[2, 1].axvline(1.5, color=\"black\")\n", "\n", "cb = fig.colorbar(\n", " mesh,\n", " ax=axes.ravel().tolist(),\n", " orientation=\"horizontal\",\n", " shrink=0.5,\n", " aspect=15,\n", " pad=0.1,\n", " label=\"Debiased Weighted Squared Phase Lag Index\",\n", ")\n", "cb.outline.set_linewidth(0)\n", "print(\"frequency resolution: {}\".format(multitaper.frequency_resolution))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pairwise Phase Consistency" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "frequency resolution: 50.0\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_halfbandwidth_product = 2\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 2.400)\n", "n_trials = 100\n", "n_signals = 2\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)[\n", " :, np.newaxis\n", "]\n", "signal = np.zeros((n_time_samples, n_trials, n_signals))\n", "signal[:, :, 0] = np.sin(2 * np.pi * time * frequency_of_interest)\n", "phase_offset = np.random.uniform(-np.pi, np.pi, size=(n_time_samples, 1))\n", "phase_offset[np.where(time > 1.5), :] = np.pi / 2\n", "signal[:, :, 1] = np.sin((2 * np.pi * time * frequency_of_interest) + phase_offset)\n", "noise = np.random.normal(0, 1, signal.shape)\n", "\n", "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15, 9), constrained_layout=True)\n", "axes[0, 0].set_title(\"Signal\", fontweight=\"bold\")\n", "axes[0, 0].plot(time, signal[:, 0, 0], label=\"Signal1\")\n", "axes[0, 0].plot(time, signal[:, 0, 1], label=\"Signal2\")\n", "axes[0, 0].set_xlabel(\"Time\")\n", "axes[0, 0].set_ylabel(\"Amplitude\")\n", "axes[0, 0].set_xlim(time_extent)\n", "axes[0, 0].set_ylim((-2, 2))\n", "\n", "axes[0, 1].set_title(\"Signal + Noise\", fontweight=\"bold\")\n", "axes[0, 1].plot(time, signal[:, 0, :] + noise[:, 0, :])\n", "axes[0, 1].set_xlabel(\"Time\")\n", "axes[0, 1].set_ylabel(\"Amplitude\")\n", "axes[0, 1].set_xlim(time_extent)\n", "axes[0, 1].set_ylim((-10, 10))\n", "\n", "multitaper = Multitaper(\n", " signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "axes[1, 0].plot(\n", " connectivity.frequencies,\n", " connectivity.pairwise_phase_consistency()[..., 0, 1].squeeze(),\n", ")\n", "axes[1, 0].set_xlim((0, multitaper.nyquist_frequency))\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "axes[1, 1].plot(\n", " connectivity.frequencies,\n", " connectivity.pairwise_phase_consistency()[..., 0, 1].squeeze(),\n", ")\n", "axes[1, 1].set_xlim((0, multitaper.nyquist_frequency))\n", "\n", "\n", "multitaper = Multitaper(\n", " signal,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(connectivity.time, time_extent[-1]),\n", " np.append(connectivity.frequencies, multitaper.nyquist_frequency),\n", ")\n", "\n", "mesh = axes[2, 0].pcolormesh(\n", " time_grid,\n", " freq_grid,\n", " connectivity.pairwise_phase_consistency()[..., 0, 1].squeeze().T,\n", " vmin=0.0,\n", " vmax=1.0,\n", " cmap=\"viridis\",\n", ")\n", "axes[2, 0].set_ylim((0, 300))\n", "axes[2, 0].set_xlim(time_extent)\n", "axes[2, 0].axvline(1.5, color=\"black\")\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(connectivity.time, time_extent[-1]),\n", " np.append(connectivity.frequencies, multitaper.nyquist_frequency),\n", ")\n", "\n", "mesh = axes[2, 1].pcolormesh(\n", " time_grid,\n", " freq_grid,\n", " connectivity.pairwise_phase_consistency()[..., 0, 1].squeeze().T,\n", " vmin=0.0,\n", " vmax=1.0,\n", " cmap=\"viridis\",\n", ")\n", "axes[2, 1].set_ylim((0, 300))\n", "axes[2, 1].set_xlim(time_extent)\n", "axes[2, 1].axvline(1.5, color=\"black\")\n", "\n", "cb = fig.colorbar(\n", " mesh,\n", " ax=axes.ravel().tolist(),\n", " orientation=\"horizontal\",\n", " shrink=0.5,\n", " aspect=15,\n", " pad=0.1,\n", " label=\"Pairwise Phase Consistency\",\n", ")\n", "cb.outline.set_linewidth(0)\n", "print(\"frequency resolution: {}\".format(multitaper.frequency_resolution))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Group Delay\n", "\n", "\n", "#### Signal \\#1 leads Signal \\#2" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "data": { "text/plain": [ "[Text(1, 0, 'x1 → x2')]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import scipy\n", "\n", "sampling_frequency = 1000\n", "time_extent = (0, 1)\n", "n_trials = 500\n", "time_halfbandwidth_product = 1\n", "\n", "n_time_samples = ((time_extent[1] - time_extent[0]) * sampling_frequency) + 1\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples)\n", "\n", "signal1 = (\n", " scipy.stats.norm.pdf(time, 0.40, 0.025) - scipy.stats.norm.pdf(time, 0.45, 0.025)\n", ") / 10\n", "signal1 = signal1[:, np.newaxis] * np.ones((len(time), n_trials))\n", "signal2 = (\n", " scipy.stats.norm.pdf(time, 0.43, 0.025) - scipy.stats.norm.pdf(time, 0.48, 0.025)\n", ") / 10\n", "signal2 = signal2[:, np.newaxis] * np.ones((len(time), n_trials))\n", "\n", "noise1 = np.random.normal(0, 0.2, size=(len(time), n_trials))\n", "noise2 = np.random.normal(0, 0.1, size=(len(time), n_trials))\n", "data1 = signal1 + noise1\n", "data2 = signal2 + noise2\n", "\n", "signals = np.stack((signal1, signal2), axis=-1)\n", "data = np.stack((data1, data2), axis=-1)\n", "\n", "fig, axis_handles = plt.subplots(5, 2, figsize=(12, 9), constrained_layout=True)\n", "axis_handles[0, 0].plot(time, signal1, color=\"blue\")\n", "axis_handles[0, 0].plot(time, signal2, color=\"green\")\n", "axis_handles[0, 0].set_xlabel(\"Time\")\n", "\n", "axis_handles[0, 1].plot(time, data1, color=\"blue\")\n", "axis_handles[0, 1].plot(time, data2, color=\"green\")\n", "axis_handles[0, 1].set_xlabel(\"Time\")\n", "\n", "multitaper = Multitaper(\n", " signals,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "\n", "axis_handles[1, 0].plot(\n", " connectivity.frequencies, connectivity.power()[..., 0].squeeze()\n", ")\n", "axis_handles[1, 0].plot(\n", " connectivity.frequencies, connectivity.power()[..., 1].squeeze()\n", ")\n", "axis_handles[2, 0].plot(\n", " connectivity.frequencies, connectivity.coherence_magnitude()[..., 0, 1].squeeze()\n", ")\n", "axis_handles[3, 0].plot(\n", " connectivity.frequencies,\n", " connectivity.coherence_phase()[..., 0, 1].squeeze(),\n", " linestyle=\"None\",\n", " marker=\"8\",\n", ")\n", "\n", "delay, slope, r_value = connectivity.group_delay(\n", " frequencies_of_interest=[2, 10],\n", " frequency_resolution=multitaper.frequency_resolution,\n", ")\n", "axis_handles[4, 0].bar(\n", " [1, 2], [delay[..., 0, 1].squeeze(), delay[..., 1, 0].squeeze()], color=[\"b\", \"g\"]\n", ")\n", "axis_handles[4, 0].set_xlim((0.5, 2.5))\n", "axis_handles[4, 0].axhline(0, color=\"black\")\n", "axis_handles[4, 0].set_xticks([1])\n", "axis_handles[4, 0].set_xticklabels([\"x1 → x2\"])\n", "\n", "\n", "multitaper = Multitaper(\n", " data,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "\n", "axis_handles[1, 1].plot(\n", " connectivity.frequencies, connectivity.power()[..., 0].squeeze()\n", ")\n", "axis_handles[1, 1].plot(\n", " connectivity.frequencies, connectivity.power()[..., 1].squeeze()\n", ")\n", "axis_handles[2, 1].plot(\n", " connectivity.frequencies, connectivity.coherence_magnitude()[..., 0, 1].squeeze()\n", ")\n", "axis_handles[3, 1].plot(\n", " connectivity.frequencies,\n", " connectivity.coherence_phase()[..., 0, 1].squeeze(),\n", " linestyle=\"None\",\n", " marker=\"8\",\n", ")\n", "\n", "delay, slope, r_value = connectivity.group_delay(\n", " frequencies_of_interest=[2, 10],\n", " frequency_resolution=multitaper.frequency_resolution,\n", ")\n", "axis_handles[4, 1].bar(\n", " [1, 2], [delay[..., 0, 1].squeeze(), delay[..., 1, 0].squeeze()], color=[\"b\", \"g\"]\n", ")\n", "axis_handles[4, 1].set_xlim((0.5, 2.5))\n", "axis_handles[4, 1].axhline(0, color=\"black\")\n", "axis_handles[4, 1].set_xticks([1])\n", "axis_handles[4, 1].set_xticklabels([\"x1 → x2\"])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Signal \\#2 leads Signal \\#1" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "data": { "text/plain": [ "[Text(1, 0, 'x1 → x2')]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sampling_frequency = 1000\n", "time_extent = (0, 1)\n", "n_trials = 500\n", "time_halfbandwidth_product = 1\n", "\n", "n_time_samples = ((time_extent[1] - time_extent[0]) * sampling_frequency) + 1\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples)\n", "\n", "signal1 = (\n", " scipy.stats.norm.pdf(time, 0.43, 0.025) - scipy.stats.norm.pdf(time, 0.48, 0.025)\n", ") / 10\n", "signal1 = signal1[:, np.newaxis] * np.ones((len(time), n_trials))\n", "signal2 = (\n", " scipy.stats.norm.pdf(time, 0.40, 0.025) - scipy.stats.norm.pdf(time, 0.45, 0.025)\n", ") / 10\n", "signal2 = signal2[:, np.newaxis] * np.ones((len(time), n_trials))\n", "\n", "noise1 = np.random.normal(0, 0.2, size=(len(time), n_trials))\n", "noise2 = np.random.normal(0, 0.1, size=(len(time), n_trials))\n", "data1 = signal1 + noise1\n", "data2 = signal2 + noise2\n", "\n", "signals = np.stack((signal1, signal2), axis=-1)\n", "data = np.stack((data1, data2), axis=-1)\n", "\n", "fig, axis_handles = plt.subplots(5, 2, figsize=(12, 9), constrained_layout=True)\n", "axis_handles[0, 0].plot(time, signal1, color=\"blue\")\n", "axis_handles[0, 0].plot(time, signal2, color=\"green\")\n", "axis_handles[0, 0].set_xlabel(\"Time\")\n", "\n", "axis_handles[0, 1].plot(time, data1, color=\"blue\")\n", "axis_handles[0, 1].plot(time, data2, color=\"green\")\n", "axis_handles[0, 1].set_xlabel(\"Time\")\n", "\n", "multitaper = Multitaper(\n", " signals,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "\n", "axis_handles[1, 0].plot(\n", " connectivity.frequencies, connectivity.power()[..., 0].squeeze()\n", ")\n", "axis_handles[1, 0].plot(\n", " connectivity.frequencies, connectivity.power()[..., 1].squeeze()\n", ")\n", "axis_handles[2, 0].plot(\n", " connectivity.frequencies, connectivity.coherence_magnitude()[..., 0, 1].squeeze()\n", ")\n", "axis_handles[3, 0].plot(\n", " connectivity.frequencies,\n", " connectivity.coherence_phase()[..., 0, 1].squeeze(),\n", " linestyle=\"None\",\n", " marker=\"8\",\n", ")\n", "\n", "delay, slope, r_value = connectivity.group_delay(\n", " frequencies_of_interest=[2, 10],\n", " frequency_resolution=multitaper.frequency_resolution,\n", ")\n", "axis_handles[4, 0].bar(\n", " [1, 2], [delay[..., 0, 1].squeeze(), delay[..., 1, 0].squeeze()], color=[\"b\", \"g\"]\n", ")\n", "axis_handles[4, 0].set_xlim((0.5, 2.5))\n", "axis_handles[4, 0].axhline(0, color=\"black\")\n", "axis_handles[4, 0].set_xticks([1])\n", "axis_handles[4, 0].set_xticklabels([\"x1 → x2\"])\n", "\n", "\n", "multitaper = Multitaper(\n", " data,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "\n", "axis_handles[1, 1].plot(\n", " connectivity.frequencies, connectivity.power()[..., 0].squeeze()\n", ")\n", "axis_handles[1, 1].plot(\n", " connectivity.frequencies, connectivity.power()[..., 1].squeeze()\n", ")\n", "axis_handles[2, 1].plot(\n", " connectivity.frequencies, connectivity.coherence_magnitude()[..., 0, 1].squeeze()\n", ")\n", "axis_handles[3, 1].plot(\n", " connectivity.frequencies,\n", " connectivity.coherence_phase()[..., 0, 1].squeeze(),\n", " linestyle=\"None\",\n", " marker=\"8\",\n", ")\n", "\n", "delay, slope, r_value = connectivity.group_delay(\n", " frequencies_of_interest=[2, 10],\n", " frequency_resolution=multitaper.frequency_resolution,\n", ")\n", "axis_handles[4, 1].bar(\n", " [1, 2], [delay[..., 0, 1].squeeze(), delay[..., 1, 0].squeeze()], color=[\"b\", \"g\"]\n", ")\n", "axis_handles[4, 1].set_xlim((0.5, 2.5))\n", "axis_handles[4, 1].axhline(0, color=\"black\")\n", "axis_handles[4, 1].set_xticks([1])\n", "axis_handles[4, 1].set_xticklabels([\"x1 → x2\"])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Signal \\#2 leads Signal \\#1 over time" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "data": { "text/plain": [ "(0.0, 2.0)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sampling_frequency = 1000\n", "time_extent = (0, 2)\n", "n_trials = 500\n", "time_halfbandwidth_product = 1\n", "\n", "n_time_samples = ((time_extent[1] - time_extent[0]) * sampling_frequency) + 1\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples)\n", "\n", "signal1 = (\n", " scipy.stats.norm.pdf(time, 0.43, 0.025) - scipy.stats.norm.pdf(time, 0.48, 0.025)\n", ") / 10\n", "signal1 = signal1[:, np.newaxis] * np.ones((len(time), n_trials))\n", "signal2 = (\n", " scipy.stats.norm.pdf(time, 0.40, 0.025) - scipy.stats.norm.pdf(time, 0.45, 0.025)\n", ") / 10\n", "signal2 = signal2[:, np.newaxis] * np.ones((len(time), n_trials))\n", "\n", "noise1 = np.random.normal(0, 0.2, size=(len(time), n_trials))\n", "noise2 = np.random.normal(0, 0.1, size=(len(time), n_trials))\n", "data1 = signal1 + noise1\n", "data2 = signal2 + noise2\n", "\n", "signals = np.stack((signal1, signal2), axis=-1)\n", "data = np.stack((data1, data2), axis=-1)\n", "\n", "fig, axis_handles = plt.subplots(2, 2, figsize=(12, 9), constrained_layout=True)\n", "axis_handles[0, 0].plot(time, signal1, color=\"blue\")\n", "axis_handles[0, 0].plot(time, signal2, color=\"green\")\n", "axis_handles[0, 0].set_xlabel(\"Time\")\n", "axis_handles[0, 0].set_xlim(time_extent)\n", "\n", "axis_handles[0, 1].plot(time, data1, color=\"blue\")\n", "axis_handles[0, 1].plot(time, data2, color=\"green\")\n", "axis_handles[0, 1].set_xlabel(\"Time\")\n", "axis_handles[0, 1].set_xlim(time_extent)\n", "\n", "multitaper = Multitaper(\n", " signals,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.500,\n", " time_window_step=0.100,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "\n", "delay, slope, r_value = connectivity.group_delay(\n", " frequencies_of_interest=[0, 15],\n", " frequency_resolution=multitaper.frequency_resolution,\n", ")\n", "axis_handles[1, 0].plot(\n", " connectivity.time + multitaper.time_window_duration / 2, delay[..., 0, 1]\n", ")\n", "axis_handles[1, 0].set_xlim(time_extent)\n", "\n", "multitaper = Multitaper(\n", " data,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.500,\n", " time_window_step=0.100,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "\n", "delay, slope, r_value = connectivity.group_delay(\n", " frequencies_of_interest=[0, 15],\n", " frequency_resolution=multitaper.frequency_resolution,\n", ")\n", "axis_handles[1, 1].plot(\n", " connectivity.time + multitaper.time_window_duration / 2, delay[..., 0, 1]\n", ")\n", "axis_handles[1, 1].set_xlim(time_extent)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Phase Slope Index\n", "\n", "#### Signal \\#1 leads Signal \\#2" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sampling_frequency = 1000\n", "time_extent = (0, 1)\n", "n_trials = 500\n", "time_halfbandwidth_product = 1\n", "\n", "n_time_samples = ((time_extent[1] - time_extent[0]) * sampling_frequency) + 1\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples)\n", "\n", "signal1 = (\n", " scipy.stats.norm.pdf(time, 0.40, 0.025) - scipy.stats.norm.pdf(time, 0.45, 0.025)\n", ") / 10\n", "signal1 = signal1[:, np.newaxis] * np.ones((len(time), n_trials))\n", "signal2 = (\n", " scipy.stats.norm.pdf(time, 0.43, 0.025) - scipy.stats.norm.pdf(time, 0.48, 0.025)\n", ") / 10\n", "signal2 = signal2[:, np.newaxis] * np.ones((len(time), n_trials))\n", "\n", "noise1 = np.random.normal(0, 0.2, size=(len(time), n_trials))\n", "noise2 = np.random.normal(0, 0.1, size=(len(time), n_trials))\n", "data1 = signal1 + noise1\n", "data2 = signal2 + noise2\n", "\n", "signals = np.stack((signal1, signal2), axis=-1)\n", "data = np.stack((data1, data2), axis=-1)\n", "\n", "fig, axis_handles = plt.subplots(5, 2, figsize=(12, 9), constrained_layout=True)\n", "axis_handles[0, 0].plot(time, signal1, color=\"blue\")\n", "axis_handles[0, 0].plot(time, signal2, color=\"green\")\n", "axis_handles[0, 0].set_xlabel(\"Time\")\n", "\n", "axis_handles[0, 1].plot(time, data1, color=\"blue\")\n", "axis_handles[0, 1].plot(time, data2, color=\"green\")\n", "axis_handles[0, 1].set_xlabel(\"Time\")\n", "\n", "multitaper = Multitaper(\n", " signals,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "\n", "axis_handles[1, 0].plot(\n", " connectivity.frequencies, connectivity.power()[..., 0].squeeze()\n", ")\n", "axis_handles[1, 0].plot(\n", " connectivity.frequencies, connectivity.power()[..., 1].squeeze()\n", ")\n", "axis_handles[2, 0].plot(\n", " connectivity.frequencies, connectivity.coherence_magnitude()[..., 0, 1].squeeze()\n", ")\n", "axis_handles[3, 0].plot(\n", " connectivity.frequencies,\n", " connectivity.coherence_phase()[..., 0, 1].squeeze(),\n", " linestyle=\"None\",\n", " marker=\"8\",\n", ")\n", "\n", "psi = connectivity.phase_slope_index(\n", " frequencies_of_interest=[2, 10],\n", " frequency_resolution=multitaper.frequency_resolution,\n", ")\n", "axis_handles[4, 0].bar(\n", " [1, 2], [psi[..., 0, 1].squeeze(), psi[..., 1, 0].squeeze()], color=[\"b\", \"g\"]\n", ")\n", "axis_handles[4, 0].set_xlim((0.5, 2.5))\n", "axis_handles[4, 0].axhline(0, color=\"black\")\n", "\n", "multitaper = Multitaper(\n", " data,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "\n", "axis_handles[1, 1].plot(\n", " connectivity.frequencies, connectivity.power()[..., 0].squeeze()\n", ")\n", "axis_handles[1, 1].plot(\n", " connectivity.frequencies, connectivity.power()[..., 1].squeeze()\n", ")\n", "axis_handles[2, 1].plot(\n", " connectivity.frequencies, connectivity.coherence_magnitude()[..., 0, 1].squeeze()\n", ")\n", "axis_handles[3, 1].plot(\n", " connectivity.frequencies,\n", " connectivity.coherence_phase()[..., 0, 1].squeeze(),\n", " linestyle=\"None\",\n", " marker=\"8\",\n", ")\n", "\n", "psi = connectivity.phase_slope_index(\n", " frequencies_of_interest=[2, 10],\n", " frequency_resolution=multitaper.frequency_resolution,\n", ")\n", "axis_handles[4, 1].bar(\n", " [1, 2], [psi[..., 0, 1].squeeze(), psi[..., 1, 0].squeeze()], color=[\"b\", \"g\"]\n", ")\n", "axis_handles[4, 1].set_xlim((0.5, 2.5))\n", "axis_handles[4, 1].axhline(0, color=\"black\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Signal \\#2 leads Signal \\#1" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sampling_frequency = 1000\n", "time_extent = (0, 1)\n", "n_trials = 500\n", "time_halfbandwidth_product = 1\n", "\n", "n_time_samples = ((time_extent[1] - time_extent[0]) * sampling_frequency) + 1\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples)\n", "\n", "signal1 = (\n", " scipy.stats.norm.pdf(time, 0.43, 0.025) - scipy.stats.norm.pdf(time, 0.48, 0.025)\n", ") / 10\n", "signal1 = signal1[:, np.newaxis] * np.ones((len(time), n_trials))\n", "signal2 = (\n", " scipy.stats.norm.pdf(time, 0.40, 0.025) - scipy.stats.norm.pdf(time, 0.45, 0.025)\n", ") / 10\n", "signal2 = signal2[:, np.newaxis] * np.ones((len(time), n_trials))\n", "\n", "noise1 = np.random.normal(0, 0.2, size=(len(time), n_trials))\n", "noise2 = np.random.normal(0, 0.1, size=(len(time), n_trials))\n", "data1 = signal1 + noise1\n", "data2 = signal2 + noise2\n", "\n", "signals = np.stack((signal1, signal2), axis=-1)\n", "data = np.stack((data1, data2), axis=-1)\n", "\n", "fig, axis_handles = plt.subplots(5, 2, figsize=(12, 9), constrained_layout=True)\n", "axis_handles[0, 0].plot(time, signal1, color=\"blue\")\n", "axis_handles[0, 0].plot(time, signal2, color=\"green\")\n", "axis_handles[0, 0].set_xlabel(\"Time\")\n", "\n", "axis_handles[0, 1].plot(time, data1, color=\"blue\")\n", "axis_handles[0, 1].plot(time, data2, color=\"green\")\n", "axis_handles[0, 1].set_xlabel(\"Time\")\n", "\n", "multitaper = Multitaper(\n", " signals,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "\n", "axis_handles[1, 0].plot(\n", " connectivity.frequencies, connectivity.power()[..., 0].squeeze()\n", ")\n", "axis_handles[1, 0].plot(\n", " connectivity.frequencies, connectivity.power()[..., 1].squeeze()\n", ")\n", "axis_handles[2, 0].plot(\n", " connectivity.frequencies, connectivity.coherence_magnitude()[..., 0, 1].squeeze()\n", ")\n", "axis_handles[3, 0].plot(\n", " connectivity.frequencies,\n", " connectivity.coherence_phase()[..., 0, 1].squeeze(),\n", " linestyle=\"None\",\n", " marker=\"8\",\n", ")\n", "\n", "psi = connectivity.phase_slope_index(\n", " frequencies_of_interest=[2, 10],\n", " frequency_resolution=multitaper.frequency_resolution,\n", ")\n", "axis_handles[4, 0].bar(\n", " [1, 2], [psi[..., 0, 1].squeeze(), psi[..., 1, 0].squeeze()], color=[\"b\", \"g\"]\n", ")\n", "axis_handles[4, 0].set_xlim((0.5, 2.5))\n", "axis_handles[4, 0].axhline(0, color=\"black\")\n", "\n", "multitaper = Multitaper(\n", " data,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "\n", "axis_handles[1, 1].plot(\n", " connectivity.frequencies, connectivity.power()[..., 0].squeeze()\n", ")\n", "axis_handles[1, 1].plot(\n", " connectivity.frequencies, connectivity.power()[..., 1].squeeze()\n", ")\n", "axis_handles[2, 1].plot(\n", " connectivity.frequencies, connectivity.coherence_magnitude()[..., 0, 1].squeeze()\n", ")\n", "axis_handles[3, 1].plot(\n", " connectivity.frequencies,\n", " connectivity.coherence_phase()[..., 0, 1].squeeze(),\n", " linestyle=\"None\",\n", " marker=\"8\",\n", ")\n", "\n", "psi = connectivity.phase_slope_index(\n", " frequencies_of_interest=[2, 10],\n", " frequency_resolution=multitaper.frequency_resolution,\n", ")\n", "axis_handles[4, 1].bar(\n", " [1, 2], [psi[..., 0, 1].squeeze(), psi[..., 1, 0].squeeze()], color=[\"b\", \"g\"]\n", ")\n", "axis_handles[4, 1].set_xlim((0.5, 2.5))\n", "axis_handles[4, 1].axhline(0, color=\"black\")\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Phase Slope Index')" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sampling_frequency = 1000\n", "time_extent = (0, 2)\n", "n_trials = 500\n", "time_halfbandwidth_product = 1\n", "\n", "n_time_samples = ((time_extent[1] - time_extent[0]) * sampling_frequency) + 1\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples)\n", "\n", "signal1 = (\n", " scipy.stats.norm.pdf(time, 0.43, 0.025) - scipy.stats.norm.pdf(time, 0.48, 0.025)\n", ") / 10\n", "signal1 = signal1[:, np.newaxis] * np.ones((len(time), n_trials))\n", "signal2 = (\n", " scipy.stats.norm.pdf(time, 0.40, 0.025) - scipy.stats.norm.pdf(time, 0.45, 0.025)\n", ") / 10\n", "signal2 = signal2[:, np.newaxis] * np.ones((len(time), n_trials))\n", "\n", "noise1 = np.random.normal(0, 0.2, size=(len(time), n_trials))\n", "noise2 = np.random.normal(0, 0.1, size=(len(time), n_trials))\n", "data1 = signal1 + noise1\n", "data2 = signal2 + noise2\n", "\n", "signals = np.stack((signal1, signal2), axis=-1)\n", "data = np.stack((data1, data2), axis=-1)\n", "\n", "fig, axis_handles = plt.subplots(\n", " 2, 2, figsize=(12, 9), constrained_layout=True, sharex=True\n", ")\n", "axis_handles[0, 0].plot(time, signal1, color=\"blue\")\n", "axis_handles[0, 0].plot(time, signal2, color=\"green\")\n", "axis_handles[0, 0].set_title(\"Signals\")\n", "axis_handles[0, 0].set_xlim(time_extent)\n", "\n", "axis_handles[0, 1].plot(time, data1, color=\"blue\")\n", "axis_handles[0, 1].plot(time, data2, color=\"green\")\n", "axis_handles[0, 1].set_title(\"Signals\")\n", "axis_handles[0, 1].set_xlim(time_extent)\n", "\n", "multitaper = Multitaper(\n", " signals,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.500,\n", " time_window_step=0.100,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "\n", "psi = connectivity.phase_slope_index(\n", " frequencies_of_interest=[0, 15],\n", " frequency_resolution=multitaper.frequency_resolution,\n", ")\n", "axis_handles[1, 0].plot(\n", " connectivity.time + multitaper.time_window_duration / 2,\n", " psi[..., 0, 1],\n", " connectivity.time + multitaper.time_window_duration / 2,\n", " psi[..., 1, 0],\n", ")\n", "axis_handles[1, 0].set_xlim(time_extent)\n", "axis_handles[1, 0].set_xlabel(\"Time [s]\")\n", "axis_handles[1, 0].set_ylabel(\"Phase Slope Index\")\n", "\n", "multitaper = Multitaper(\n", " data,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.500,\n", " time_window_step=0.100,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "\n", "psi = connectivity.phase_slope_index(\n", " frequencies_of_interest=[0, 15],\n", " frequency_resolution=multitaper.frequency_resolution,\n", ")\n", "axis_handles[1, 1].plot(\n", " connectivity.time + multitaper.time_window_duration / 2,\n", " psi[..., 0, 1],\n", " connectivity.time + multitaper.time_window_duration / 2,\n", " psi[..., 1, 0],\n", ")\n", "axis_handles[1, 1].set_xlim(time_extent)\n", "axis_handles[1, 1].set_xlabel(\"Time [s]\")\n", "axis_handles[1, 1].set_ylabel(\"Phase Slope Index\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Canonical Coherence\n", "\n", "The advantage of canonical coherence is that it can be more statistically powerful than coherence because it is combining coherence from groups." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "frequency resolution: 50.0\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from itertools import product\n", "\n", "time_halfbandwidth_product = 2\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 2.400)\n", "n_trials = 100\n", "n_signals = 4\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)\n", "\n", "signal = np.zeros((n_time_samples, n_trials, n_signals))\n", "signal[:, :, 0:2] = np.sin(2 * np.pi * time * frequency_of_interest)[\n", " :, np.newaxis, np.newaxis\n", "] * np.ones((1, n_trials, 2))\n", "\n", "other_signals = (n_signals + 1) // 2\n", "n_other_signals = n_signals - other_signals\n", "phase_offset = np.random.uniform(\n", " -np.pi, np.pi, size=(n_time_samples, n_trials, n_other_signals)\n", ")\n", "phase_offset[np.where(time > 1.5), :] = np.pi / 2\n", "signal[:, :, other_signals:] = np.sin(\n", " (2 * np.pi * time[:, np.newaxis, np.newaxis] * frequency_of_interest) + phase_offset\n", ")\n", "noise = np.random.normal(0, 4, signal.shape)\n", "\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(connectivity.time, time_extent[-1]),\n", " np.append(connectivity.frequencies, multitaper.nyquist_frequency),\n", ")\n", "\n", "fig, axes = plt.subplots(nrows=n_signals, ncols=n_signals, figsize=(15, 9))\n", "meshes = list()\n", "for ind1, ind2 in product(range(n_signals), range(n_signals)):\n", " if ind1 == ind2:\n", " vmin, vmax = connectivity.power().min(), connectivity.power().max()\n", " else:\n", " vmin, vmax = 0, 0.5\n", " mesh = axes[ind1, ind2].pcolormesh(\n", " time_grid,\n", " freq_grid,\n", " connectivity.coherence_magnitude()[..., ind1, ind2].squeeze().T,\n", " vmin=vmin,\n", " vmax=vmax,\n", " cmap=\"viridis\",\n", " )\n", " meshes.append(mesh)\n", " axes[ind1, ind2].set_ylim((0, 300))\n", " axes[ind1, ind2].set_xlim(time_extent)\n", " axes[ind1, ind2].axvline(1.5, color=\"black\")\n", "\n", "plt.suptitle(\"Coherence\", y=1.02, fontsize=30)\n", "plt.tight_layout()\n", "cb = fig.colorbar(\n", " meshes[-2],\n", " ax=axes.ravel().tolist(),\n", " orientation=\"horizontal\",\n", " shrink=0.5,\n", " aspect=15,\n", " pad=0.1,\n", " label=\"Coherence\",\n", ")\n", "cb.outline.set_linewidth(0)\n", "print(\"frequency resolution: {}\".format(multitaper.frequency_resolution))\n", "\n", "\n", "group_labels = ([\"a\"] * (n_signals - n_other_signals)) + ([\"b\"] * n_other_signals)\n", "canonical_coherence, pair_labels = connectivity.canonical_coherence(group_labels)\n", "fig = plt.figure()\n", "mesh = plt.pcolormesh(\n", " time_grid,\n", " freq_grid,\n", " canonical_coherence[..., 0, 1].squeeze().T,\n", " vmin=0,\n", " vmax=0.5,\n", " cmap=\"viridis\",\n", ")\n", "plt.suptitle(\"Canonical Coherence\", y=1.02, fontsize=30)\n", "cb = fig.colorbar(\n", " mesh,\n", " ax=plt.gca(),\n", " orientation=\"horizontal\",\n", " shrink=0.5,\n", " aspect=15,\n", " pad=0.1,\n", " label=\"Coherence\",\n", ")\n", "cb.outline.set_linewidth(0)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### More signals, higher noise" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "frequency resolution: 50.0\n" ] }, { "data": { "image/png": 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77eyU++3vN+6nsq12LPe/Cnld7P4pNtQxzBaQtaHJpg7s+MzOi4p/y+2K2SzYdWjRHiVIuy6np/ppx3H21oae9rW0byo2bL7ts+28mi4BAM7EbUW52ndabR9dXTcp11s7XnV8DLTbR28xTe/w3oyRW75fi8YWvZjAOH/+PC5cuLDpZgyW+++/HwDw8MMPb7QdbRMRf7jpNuScxBm8Pt600j6xe6zYxgZydNCZ77f3AjlAs9AqRuSlKAwmR8ePF9vGN240lmNlaDvTrUH1hfQwAOC+0RsXllmJhuMtLKceT6z/ofTx3tsxs718G7OX6g+STdwb4XijU6eLbeNr1+arZs/zzHN5047j/pX2u9kG9sy9sFdsy9k5Vw5q9p99tnE/ld7a8eiHb20g95Rd97xcGrOJCDJIy+yK3j/BhgDyfJE2SJBz3jl3e1nsuefmfzc8uxf2/hkA4HXn/lfFv+V2xWw2Tp0qto2vXJlvg3rOlX0Du/efeeGj/bPjOIs37P7ozd/MrqonKJW+kMH6xxMnG9sgj1GUvrzyPTE6duvT54s3HgIA/MCJHyl2G19/vvmY4nUo6qo8Z/Ysseekl3ac98ci1LaZHSn7HfokaXmf83cH7edYv33bi4pt+888c/PvC+lhBAL37c6Pkek5K2MntW/I9lXHMur4bdHYohcTGMYMitmHUnghqZMVRTm1w1E6F7VTzwforONlbdjNuhrhg2txE7LOX30fZe3iL0UyyK09ntCGSYVr1LdB8nvPbEid4CKVV7erCvV4+8IA8+SJcrcrzS9v+RlkE5n580TOJz1/Xat/YMw+v+zZpXZ7bDcrU9psHC8/wFN+H8jzziYrWLmib63s7xn5RAE9XgMHpfOJD3o8NqnNzjlXbtQOhAHpOtBJqD6SUuMHmzKOUD+Uqu2KffALcAdK5X5jwWEz+17am9axQz40BfujE6AKle84xUHUWyIkx0dO7Qd47bi29t7IEyaR2UxqnowBgPRc+XzN3vu4MUJKSevLa89ReFbjWDm1QPuvNcd5joFhjDHGGGOMMcaY3mMFhjGbhklbR2wGU5itZHXls8Js1rPSC8O8JHQW+kY2+1oj9U8xPWY+3St6i4ptzUty6PFEuHdoO+UWzMukSGKDeYYUBQZhxCTngve3GlU+mZWT25Qro9hzQ7yJhZcfmkpoayS3LdPYfsVTT67LmChaJI9+rSyXKW+YikF4T7QpKVaWL9F21raBUenJ29r+WFhOCmgqHvWZr/GcT3bMlI+Vy1UZkg0BGJ2aX9Ixt9/BJdpr7ldniy9DXiKroChf1lC0HiopNZ+P2O/kKjlJ2bmA0rbFHYWlhnS3yjEse4fPHnMSZ4VcY2UZi/gM1iq4+fhGUBkuwQoMY4wxxhhjjDHG9B4rMIxpm9lZxErvQ5ueIWm2l6DGiCjLkABj+aytMCNc/PuaYREUD1J1zAaCHPjvkMM9yMzcI8l7T85t/2pzcEKGGhcmV2V0qsjAAlsQVEm1yJ7W7HrJdqzE4ZAVA1qxjSKeS/UzX3vvhXbR/oSZR4dBm+dtXb/hNPBg7dr3Smgg4m2JgSFAPaOZSo4G2VQDggpjEiV4ZW3MqmkjVi8DEndm9t02zb5DVQyVcVSUcRK7X1TplV0/VYnV13FFkx2pcW+K+1WrcAGJvSPHshACBYvv8PJ4bFvTw7Pg2lI7rmsXi3NTjK3J+1OOv7MCVmAYY4wxxhhjjDGm93gCwxhjjDHGGGOMMb3HS0iMaZOIOQlcmwEgafpEgerlKIq8q8V0l42y1eByXzUFm5Kij8oQFZmgGNhoq4LGzZwnu565LFyV4OZ1UVkzlWuW97l6yYgiRVb2WwclJTG0pTTVVEqyaRt6KlmeY51c9/lulQFP9QCMwrISYWmXWrcUpJEEVVaWGgZJLZxIKlfp+aq8X+qytK2g8hqwpVH8/pV2lff39P1WOd5Rlp4AqJbsL09BnxbWpVBrV3TpDhnLFNd9m8YQXSK8u/JAn0DLAU8Fm5GeCXVZt5LWF1qq2i7tiNW9c+Z0sW2fvQNWwAoMY4wxxhhjjDHG9B4rMIxpk5SWe8WCeP2Jl5XvmwUEZbPLJLWf5GXtOM1dkbKJBLlq8uik6bFid352WQ44lqclVAO4KekuKz2h28xyr5YO9bSxcnkgtq6pSfW7Ql21aczYs1Ob4lBR0dSmTRsUtQHiWL/apiKuNtAhrV5oF/FcS8E4yXupOlVn7XOpvuO2gdqgfDQ1Y50qiQfBJu/GvGohUOXig7Yj85rt02Jvybkqzw5NZSwERmUpiYVAy9seeLbpvVcbCJlel0pFYXW/Ix6vqgzEvhZJCko6Oj2viKDjKzFNd/7uYPeCfpusiRUYxhhjjDHGGGOM6T2NCoyIuAfArwB4GSarXB9IKf1CRLwYwK8BOA/gDwD8VErp6ek+PwfgnZi4lv9mSulTnbTeGJHDsuM4tovdO19283e6Nr9GP06QdHJ7xOtJZj73n3lm7vfo7ruKMiM2g391vg3pOpkJ3SVdQSJp+05naSufvVTut09muI/Pe3F3TpRrouPFLyqb8OzlW/9+edLG0blz8/u96PZivxGbTT57Zr7us6eKInGJ7PeNb87XffttZRmybfz1b5T1nymPie+UmxZxqP3x3Hp3wUsXYposRcWzRkq0tpBTkba4droWJVUyVVLknhM1rkMLntBDs+UmO671yBE1XZ7WVL3H0nVn97Qy1bXyzKm2sPvSO4pt40uX536ztHq7L7+7qZXAC6Unm6k5GJGvuSZ1gTzjuChVf+s4h2DHETHXHzG1TG3qX/U+K7EDlBgbPB2wpqJU1Aerxp84UHbu3lPaYyLjiKJ+MpZJV66WB1Xi49x2rtiWsmeJlRk//UxZ2YqhHg6rPy7ua6Wqt6i3xZgs1VTGZFHTG1PV08y+cX0EHD+G3Ze9fH6/p54p2/qq+TI7f0oGosfKd9z4qaeLbfk5xrmzZV3s/mTfRwvvF3mcAE2BsQfgb6WUvhfAGwC8OyJeA+B9AD6bUno1gM9Of2P6b28F8H0A3gzglyJotnJjDhPbsRkCtmMzFGzLZgjYjs0QsB2braJRgZFS+iaAb07/vhwRjwG4G8BbANw/LfZhAA8D+Nnp9o+llK4D+FpEPAHgdQA+33bjjVE5NDtOAGYUFflM5Phb3y52iUwZMGkjUzFk3qIdMv/IvCSZ6iPYfkRtQdctP9e8VnV0O/EiZDOtVPGxR9ZEz6oynpvsk6s5cILEFdkjnrWr896U8YvLdu6QuCKFx4CtFd/V3tvpamXWjIP9D8mOYzTC6NSMV4CoavJ1y9zTwE6idk0oucaZ92ZEsh1ImUrI8eRo5S15kNqEeioFr7saUZ/fV7V10+J9HlsUagfNu5dfKxYToNUo+IxK9VIesb/Woz/ZOVP2EC81VUSw90IOyUYUs33Vzboyz3/+DgIQxMO4KodhxymluftBM2j1oN9hSOv2mcBJybggqkeWxQSIvak9jcmYiz1Lmdoyfbv0XAexY0kNQMZmkas7Sd3bYseAoKIhyrbaGGO1maJo9hKlP6yMecT6r/EzYmywmXFYSmPEaATk9TGbuTH/HkqkP2bfJjES3i+sDFPTFXHUVhtErPSmi4jzAF4L4AsAvntq8AeG/9JpsbsBfH1mt4vTbcb0AtuxGQK2YzMUbMtmCNiOzRCwHZttQM5CEhFnAXwCwHtTSpeCzIIfFCXbimmViHgXgHcBwCte8Qq1GcasRdt2PK3zpi2fHJ2d9z7ligU2o89iRrA1ZDeyGcwrLGowaXa2Fjh968lytyy2BQDEqbKuXIERxOPNziefAaYz48RTPpdx5CBde94GMktM1SnjzDt6g3hCmZcuV3zkvwGqfGFZYtpak9m5HeM0j5Uyt0Oz917ZT103yqvKTk/N8JArN1SPSxtZH1LwcpXrZxmjU+XzzKKA13o026TLscVJlLnnpTblkfJZISGjQ6GaI3XLsOMd8hJv6rkma/LxzHxsJGaPuTIQILED2LuEQNUVd75k/jd5x1FPYSWHacfMhqSeb53YQrVZGGrqgeZ1lzKlNeyXDrLpPF96vJkKdVT7/ObvGFWJlXmu0+3EK36NKE4rOez+OFcojI4R2xbeu0yxo8ZWKbcRdZ2SjYu9w6laav4cx5cvl2VqM5oApQKOxJcr7I/ZI7v3ZFsexy+YUpv090XV4rjvAKk3i4hjmBj0R1JKvz7d/KcRcdf03+8C8K3p9osA7pnZ/eUAimh2KaUHUkr3pZTuu/POO1dqtDE1dGHHwLwtHx8RKasxLXIYdnwMZGLKmJbpemxhOzaHge3YDAHbsdkmlCwkAeBDAB5LKX1w5p8+CeAdAD4w/e9vzGz/1Yj4IIDvAfBqAL/TZqONWZXDsuO0t4+976yQVgIAmKf32WeLTUU076tEgUEYZevhaL5ncrxab4qSvUH29D59q11pPPGG7N/IonKT86Hr07OZ8BHx2u2xrCrZOTYqE27uJmblWIFN9cf8fjXfU1pXZh8sRoWybnRasGq/3IOpxiWQsj403uMDKVGzLdDzETwzLOuDtha9UkVTwWHYckTMqWvUuA5KOWWNPvX2qZlJsvqpR7o2yw9BOWfmuR7/8TeLcnl8HFo3iWavtFX1quYZuZgCib2rVuXQ+uSZ+yr3jy1mc5Iy8xw2qpdaeCZY5hD2XhgLccCUNrB4TenJpxqPN7pUeuv3xcw8yzis/ri0I6FPVvoFpkpi40ChXBqTWCQjoq7IlXpsP6bEzeyK9e1y7Kmc569j/2t/tLSdk7r2l/4GALBsOgxl/KH0WSuOj5UlJD8I4O0Afjcivjzd9vOYGPODEfFOAH8E4CcBIKX0aEQ8COArmES1fXdKhy10NKbAdmyGgO3YDAXbshkCtmMzBGzHZqtQspD8NvhaJwB404J93g/g/Wu0y5hWOTQ7jpjznBVrzMV1erkHC1jB65KTrU9jXgt59jrP97xD1jErnt4KT3lMJ2dzr5m6DjYvty+oLWib2P1aJ2L/ChxmfzznbVVy2KvXRVE7qDPxbWUAUbx2IPFQ0GIciXXWvOb7VtalZjdow/t6GLacUuou60etrale8XyNt2pXle1SFFRz/fZ0HXfKYzPxHcVGCJ5yVdkmvGNqsxvM1bGJMbJ4PQsPMcvQQbzGyvtTbVfhcafebW38Uc2SZ+kglovcT0jPZbmbEvuGqjtz7zZrZwsZaDbWH2e2VttfK9lngAX9XNYGao9M5ZWpK5iahKkRlHcAfRcT8j45pUTUFXTH5jZVxvRg10p6xhddlwVdeXv6MmOMMcYYY4wxxpiOkLOQGGOaCczP8BbeWeLBldZUAuXMvxIVmbWRzUCrkcHz6MbMacdmUaNSPSK0QYl3Aaie8ubjMw/BJrI3bJzaLCS1hyPXuIinIa4F7mI95k2oF6FZJcQ9FOIxcy+d6lluK5MMsNBLsnFa8E5SNQ7rY4S+Sfae72axizpWecneMAXJtiv7C/VdldVPPeAtxojomprsNa32yZVqN6WvpR7b2nd4HpMI0Dze4ju8KCf298XYScqGQRDVglvTH1faVakG1mLjaG0iSmkSA6M6rlTteJiqp2+1K8aYxCaqyBjE+hemsGbvodGJ+XdVbQyuhTGJFnwibU/vbYwxxhhjjDHGmCOLJzCMMcYYY4wxxhjTe7yExJguyQMUkeUibcogmXSsSGEqBhJV5M9ysJ7sfHLJGbAgcClJ2yctk2FtWFL3SrDARsdPlcVIelAaAGn9OHLdMGtvSgBIIv+j1yAP6saWO6hB5ARZ/c7ZM8W2/ctlKjqJPCAuoUl2fBA0rkzB1uIyKzGwrRTIix6ghWUZh8WKdlzss2A/1l8pqSbVvrbYpkrHi4paDGw7X2DahLqlT7VLIBlKOtRtz4/Q2RK9roPRVh9PCCqrLh8t0mTe6msP/qLpLmnQ0/l+enScjd9IWsy8v1fTIgvQZcFb0kWX4wExoLawlKfr4LCtjSFZ24k9snfOXLVIAKJcHkK/MbKU3+qprBNsXKlrBazAMMYYY4wxxhhjTO+xAsOYFkkpLQ+2xrz3IzLzrxxL9FwXx6RpEYUDsjbQGehmzwm9RurMbpfe38rZZZoqi5XbpsCeTeetpHcjNHkRFh1bSfNIPeVKkFz1vtMAtfPb8tRqwHzg14Nnu1BctGjX0rUCypSGYto0npZNOuShEhFz90NNtVdWpNlHcU/X8DBJgVgrVRmSCmSdZ6IIOE0Ud6TPlLyxDNIGLejpFvXHNbSVZprUpXh1AWDn3Lm536r6rTZtKxt/LE8nO31mK1K7A3rA5LYUduy6jE5skbIzQwnMSvuYvK8g4w91vLVyCumFFbWnSlLHU/MKQx7ot3bcyd8TpF/Nywl9O0MaG85gBYYxxhhjjDHGGGN6jxUYxrTNil4OdWZe8U4pqUHV9fFdpgalaxMrr4PqbS7qEdK0TQo2z/NWp+vqMXPpgJW4I0R5wO7NqrPsN+si69zHWYyN2hTBbA19U0yWRfWzNLvzZaaxA1r0NpeHI/ZY6a2n68xZSscemnZKaT6ODovZo3jfKlM107py1YsIjZ9D1XRCar8W0whLajoxBWjh3WZl1Gdcie+yRf1xFRXpFBftJ6WtJPavKOBo/8u8uPkzwOy/8h1em55X9brnyrw20yJvlbKzguoYQbX1kzSnNM1onupaHNvkMeDYfmpds+2apFElx1PGN8yOd8mYjt2LfMyjxjBbEyswjDHGGGOMMcYY03uswDCmQ5So9NXR5Rm1HhdWTFBg8IwjzR4Quo5T9cII17RND2PuOWF1V3t9gF7GDkBkkayJR6K4fuQ+UDVCbZOINyBHneXPbU3dT/Gw12ZlWMtD3FmmiQW7banHj8YnqVyvW/vMV9sHr4xsa6lDWScmUd7ftxgjiPa/47KfoYqVfD9V9bQF0MxelV5+Re1DbVaJh8JUeew9IcVWqcxkQ+IGVMeoEMdvxb1Qx2FL43dMy7D+qocxMCKi8d0bJ04U+6Vr10hlwvWrfae2GCdOotIWgPnrd5Cpr1CFCv3A6FTZf7CsazzzYPZcqu+4NWP0WIFhjDHGGGOMMcaY3mMFhjEbptX11ZWeUVX9UByPeS2EeBpsNlaOGH369PwGtsaWXitBDUMoPATivaFxAhh9dAJmsQOUmfHm2A9TWlyPXNiVGvshL7KB3PB5udHJ0vPEyON+AGj1mir7UY9fe2KbzpC9rPn1VBRI0Lylquc6r4v2J2IcAgVJLdgitfFq9Ew52fNF1Dd9FL8tZE41QK7TTmUfUJthh2VwETzXXN1B3p+1mXIIxbM0U3fcmPwbi+FE3+t5u9h6/9oMQqxYfpmZuqMyrtRhk1IqxglFn3n9erljpZKiKSPYKnUxajM35WPrJmXFraoUe4+yHcI7PN2ol+y0ql5aASswjDHGGGOMMcYY03uswDCmRSJibi1qMROvegyOK2tQtWwiUjR2Fl9AWT8renSUiNGNnsmDtapZu5i3o9YTT9ue1aWu51br7y1N16ty/WLhcVEzQxBvStmGSk8eQ/X61K7jzJ/nylgM9Ji1diYoAYDtjYHRZtYJqloTorFTqMd7ft+oS7YkUxs7gBcT1u3vElvLvPOqZ09pO/O8jk6dKguS5fa9oMF2xyxOQI7cpwkqiQ28y6pVQnlMFhZHRX2vC/G8lP1aVRnS+6o161CJINm35u2K9atpv/ne0NgqLWZ6kVTK1TGrSOde/XwlKe6MpNIg8UhALqmUEaYyPg6AherOLRpNG2OMMcYYY4wx5qhiBYYxHVKul9QyWLD1aNVeT2Xmn0Qbrl1Xz6IZF96hKs/k5NrlayR5VGTiNc48mlJu7EllS9q0GnJcjD7QdI8Ur79wrahCgj0TV0nsB2EGv1qNI1J6m0mZGc9y7PHrqmZXYChZVdj62SZv2KQQy+awpQoMatMsTkWzR0laS72OlzqPJM+Op3gYW3wuZ+uKAwWGoFpjsJgvuRe8TfUPPZ9tVRKtoexR6mozhkNV3dDf60UZcp+XKoJSKrctqat45whjDaCMx0CzHwmxXLZaEZdKdUBRhN13JdsMsePRcU19qdSl9Gmy2lNQBO2cPVNs279ytbENtF1ESTHOY8exsfyIxFuptTUlDseKdVuBYYwxxhhjjDHGmN5jBYYxLZJSmvPil7nZxQwFipeiTY83m/mUor2TulgU6bwe5kmhniAhGjo952bPiRytv9aLRa4pXXPdfLk2T4uKhdLboS3WZeoYaX1wm7BnTslYobDONc6uA/NTMjVH0RcImTUAIG3LmmvM29voFFlfzfqBymwYSpnynbBAcaSsK24TYW3/XByOqec6duo8wokoSvL91vIsF89lnVe1N9SoebJ91nnvdoka60eyK6Y0OzH/qTOr9EnTjqs2E5tKZPUHU9xti5JiDZrOkcV/oxkyivEcGSuKMZ0Ula3yTFRnFGw1ngzLQlKnQqUZzxQlBcuWImU2Wg0rMIwxxhhjjDHGGNN7rMAwpm1mZj/zmVZ1nSX13meeO+odYDPOgpe1diaUR34WvCRN3r2bG0nU+9p15kI5KYaC6qVmopZt8rDMnmfXap/K/QqvFinTpheNoSh5Zm0hHXiud9db/znL+Pl5GQ+LLwDi8VauDY0Av03ZdGbIr5MKU07RuoS+iV7zSpUXJa9L8JgBZK19g+fwwHPN3znL615Em/1jEfdAVdz1lYb+mMaeyta5q9lgauNfMeRMSnn1bb4rWYyvllCVG5KiSuoHBhSTiMAUvEpcDFVFTGNUKQoCgpJtSbJj0s79y5elNigEyzIoUNtv8/cL21Ecyy/4PNnOUYgxxhhjjDHGGGOOFJ7AMMYYY4wxxhhjTO/xEhJjOiSXvtEUX0SCmEjwnNqgbrl0iy13qF0CocpD102XtDJ0yUMeOElIzaUejsmtWZCujpcztEqTjFgJfMUuZ7Zfnl4O4CkjmVS3SLvInq+Ol7EU+xFbmPv36VKoVgMIVgZ4VCSwdIkAC4R2uHH/dGZTf9L+SkjjK8qTy0NraZMlWXOL6UMl22sI4nwzHTB97oW2Ktemcuka25elVOx6eVlnsHtzjPQ7eapEVhVZWiOlrVSpXm5W10czpOCfYt9XXHsiz2cBOvM+pNUx0BYFVW5Cvy7NS6PbPCYbfyjpUCXWSIs8+wzEXtDbntgSKmH8JtPWdVixDVZgGGOMMcYYY4wxpvd0psCIiDcD+AVMpsn+UUrpA10dy5iuqLLjmVnEJm/sKpTpJ0XvVLFtDS91nrpKnC1XPCXVgUSZekQI2BbE80/3azGg2aaCeK5qxxEx53FgKUy1AwtBZUU7DhZI8dJ8oCsekI7ZVXf3gapAZgPsXZ60MZCrH9prA0tRScvlCjHSX7HnpDYY5rqsO66gQQyFtHpMESQFwmSqIXZviI0qz0m9kqg5MOvo9OmiyPjatZlKktwGSqUKRFYECfttiio7blTEaWofpd7RGXLvr1zJ9hNVGvmYgQVkFJVKEoJ9yOMWNrbIAjzGiATqZeOIyvde0SY2lmL7HZIirvVvPfE5le7hOgquYjdhHCH2VyyVdo6qDhudPXvrx+UdrhYUqFWcbpJOevSI2AHwiwB+DMBrALwtIl7TxbGM6QrbsRkCtmMzBGzHZgjYjs1QsC2bTdKVAuN1AJ5IKX0VACLiYwDeAuArHR3PmC5Y2461FIv1qVVr2HnRi4pte089XWyT0oOJqcCq1xqzGXRlhl6YeVe91ErdagqvDbGyHaeUVlZdqOnkRifnvXvsPrC69p99trENcpuzeyh7tQRGd7+srOpbT878mHqux6ulrVxKvga1MmVk2ivPeecl31Vs25ACo64/bkg/Sa+7ZEfNqrIxiWW0c+5csY2mzMttkqkmFI/tCZJSlzyX+TOwf+Xq0uOlJYvsi5Tf5HpKz6qotlCUjj1Ko7q2HfP+ityPzD7kPmZMFHCZHTHlwf7Va8W2VdPzrgJVOBHbHr/QrPapVZPu58qURfVnHnwa+0kYJ1WnYe6G9r/1yLnszKoMphTXvUW1BUOx0UbV2sG2vO8T+zmm0pxTRu3vA0jleUvjU9KnVKrdar9V2PUDAJBXEdDdBMbdAL4+8/sigNfPFoiIdwF41/Tn9Yj4vY7a0jfuAPBkY6kOiFqJYT1dn+srO6wbEOwYKG35ofTx1WyZvVu7fB+pd2T5N8rk3naXXn0CuTYPjR+c31B7rdQxUxLseL37NQw7Vr9p20tvXs+8Xd2BcYv91L/Rij2Ej89vWOf7Slt9Vdcf/4lcsv92zK5T5eqo6r7vkliuHPc2we+verxK+3sofbzcWHtNcxa/G+fPtd33UP/tmJ3vM8KR1Xus2kwNzW3Q+6nVn5GFUDtm1NpabsuT9+XqfbK+0rZrOwYqvvVWHlcA2pihD0FL5z+09Xu7zjcAscfClpWxmWrXvF3tfOstmKjAAlvuagKDfSnP3aKU0gMAHgCAiLiQUrqvo7b0Cp/rVtFox8DRtOWjcp7AIM7VdryEo3KuAzhP2/ESfK5bg+14CT7XrcLfegvwuXZPV1GNLgK4Z+b3ywF8o6NjGdMVtmMzBGzHZgjYjs0QsB2boWBbNhujqwmMLwJ4dUS8KiKOA3grgE92dCxjusJ2bIaA7dgMAduxGQK2YzMUbMtmY3SyhCSltBcR7wHwKUwig/xySunRJbs80EU7eorPdUuosGNgy895BY7KeQJbfq6240aOyrlu9XnajhvxuW4BtuNGfK5bgr/1luJz7ZhILHKxMcYYY4wxxhhjTI/oagmJMcYYY4wxxhhjTGt4AsMYY4wxxhhjjDG9Z+MTGBHx5oh4PCKeiIj3bbo9XRERvxwR34qI1XMgbxkRcU9EfC4iHouIRyPiZzbdpq6xHQ8P2/Fw7Rg4OrZsO7YdD4GjaMfA0bFl2/GwsR0Pj03b8kZjYETEDoDfB/DDmKTj+SKAt6WUvrKxRnVERPwQgCsAfiWl9P2bbk+XRMRdAO5KKX0pIs4BeATATwzxvgK246FiOx6uHQNHx5Ztx7bjIXDU7Bg4WrZsOx7ePT3AdjxMNm3Lm1ZgvA7AEymlr6aUbgD4GIC3bLhNnZBS+i0AT226HYdBSumbKaUvTf++DOAxAHdvtlWdYjseILbj4doxcHRs2XZsOx4CR9COgSNky7bjQWM7HiCbtuVNT2DcDeDrM78vYvgP8pEiIs4DeC2AL2y4KV1iOx44tmMzBGzHZggcETsGbMuDxnZshsImbHnTExhBtjmv60CIiLMAPgHgvSmlS5tuT4fYjgeM7dgMAduxGQJHyI4B2/JgsR3bjofCpmx50xMYFwHcM/P75QC+saG2mBaJiGOYGPRHUkq/vun2dIzteKDYjm3HQ8B2bDseAkfMjgHb8iCxHduOh8ImbXnTExhfBPDqiHhVRBwH8FYAn9xwm8yaREQA+BCAx1JKH9x0ew4B2/EAsR3bjoeA7dh2PASOoB0DtuXBYTu2HQ+FTdvyRicwUkp7AN4D4FOYBP94MKX06Cbb1BUR8VEAnwdwb0RcjIh3brpNHfKDAN4O4I0R8eXp/358043qCtvxYLEdD9SOgSNly7Zj2/EQOFJ2DBwtW7YdDxfb8WDZqC1vNI2qMcYYY4wxxhhjjMKml5AYY4wxxhhjjDHGNOIJDGOMMcYYY4wxxvQeT2AYY4wxxhhjjDGm93gCwxhjjDHGGGOMMb3HExjGGGOMMcYYY4zpPZ7AMMYYY4wxxhhjTO/xBIYxxhhjjDHGGGN6z+6mGwAAx+NEOokzh3a8iCi2pZQO7fiHzTVcBgCcxrkNt6RdLuPpJ1NKd266HbPccccd6fz585tuxiB5/PHHAQD33nvvhlvSLo888kjv7Piw++QC0kfTfns8PozWtMrW9cfkuoO8L/vYHx+6HbNrpVA7/hDuTVfjnWV2nB9TPp5y/Toeq/XWjuPszd/0to/rrgu1D1awB2Pk1uxqZr9e9cfsvZf9Vs+5t3ac98dL7s0qxIiNDzZvs10z+0xcTZcA9MCWxTGDyiJb7sUExkmcwevjTSvvF7vHim1pf3++zM6OVFfae4EcoFmgQh+arA2M0fHjxbbxjRsrl5k2otyWbg3sL6SHAQTuG/2lhWVWouF4C8upxxP3eyh9/A+1Cg+P8+fP48KFC5tuxiC5//77AQAPP/zwRtvRNhHROzs+iTN4w+6P3NpAnnnaZ2bQPjrfj9TN+lXWlxcDFNJXKG1gffboxMli2/j688W2Vfu5SX8M3Dd6Y1aN9i6RrgOjso+W7iH62R+fxBm8fvTDN3/X2hU7X/p+fmFv7vfOmdNl3eSejp97rtimoNwb2Y5XZJEdA+W1kZ4boLQ/VobNcTC7ze4ru1asXb21Y9y6zqNjzbYHQBtzif2v0tcqdbHnjY5rGXn94nzh6Nj8p87stbow/hwAlONjoH6MXInSF8WO9p7orR1n33r5c8n6WqWfixG5dmwqrvaZYPcmv+7iM1FrV6wNs9fmi9c/jZSS9q0nfN/K44HsOuTPG8D7p9HJE/Nlnr9Om/HQ+EFqy15CYowxxhhjjDHGmN7TCwUGgCpvveKdomqIylkyZeaJwryXzGOWl9slt4fNsgsEypnwJDRdnoncIzN1NccT2zCpsLI+Y0wjs31UjJr7Y9VTX3hnifctjZnntdmbMjpXSifHV66Wu+X9tqgwkbwwHcPbIHowa453XLuvvWXGRmKXqBGI/RUeaGYfwn1nyorR2bNlQUWBoXrKm2uq9r7RqpjKVRk7KTZUq9oEUdGoXv6+MnuOyv0Ty8nKr8JT3jzmA4DI+/sFXtYuKby/c3Y1sRN+HUhlyrdKpdedfhdk+1WPo/tCdm2KbzbSLyh9hfoelvoicq+YvUtUKj5oVZIiM2nHlNRuoh0XNioaqaLqWoIVGMYYY4wxxhhjjOk9/VFg1MDW54zmT0meNRPWUCozT9NGNJZhs6jFTOQNMutY45FIgYQkeR2L+unxxLgilZ7JQrlxBALxGNM3mEdqGdVeedWzzNQc2fp+5mWt9fQyFQiPqbSiCi/FgmOSusm1oWvdVY9sjuCFoe+hLYXagnDvWbwLra7ynu4/+2y5X+W7mNlC9bilEsnrfuVKa8ejbRCUUbKHfQugMXvIuvO8HBtLtakgox7iIkhj5Xp8sm+1smcN8uusXj/J1tqMJddTivF9HrNHjf2X1yvaAh1HnDo1fzw1JlGHcRLV/mr22qRFtlH7rVep9JKfiTWfVSswjDHGGGOMMcYY03v6o8Bo8ASps1hteuslxQKhXNOlzZgWUXXJjKLqrZz793F9uAh1zXftrCmjiLq86Py2eyLamF4zHwOjMj0kUxDk2ZYy7wewwjrpndw71VO1Fltzna8pb9ETKsfqUNSCtWt/e4i8TrqI31R3b6RYV+sgqEdiV1zbLNTNlETUq595MNXMOcuyRSyD9k9pYErOmfvBvflKBgstfhk9fKW3NF0X+vJK76+apSnfNmdXUzupze4k9w21sTPyIj2Iw7QOTdls4sR8ZgoACPatp2QAYbBrXNs3SLEa6+qR4q+IbWgz64nUD4jtlL+xF9weKzCMMcYYY4wxxhjTe/qhwIhozRtVzMTTNcsa1TP2Hc6IMRpnjiOoZ1JZY6VEo55W1rytMqfw1ntOjNlyqjM+EcpYPyQLhOgpHD/3fFaoLiJ8HksDWKAgE/ow1VPJ42lkh6v1erJbsc4a13w39g7Y0lAZUvwEdqvoO6/5XdWmB1WqS1VP5Z5QZp8z5xwHCgxmo4KCljehOSo9U2wlRakh9w3NVR062RiZqo+ljHtanB1K5ZhVWu9fqX5QYxctz9I0OY6qGK5VFksINkrHzDR7SVuNapGIZoX6Xvkst6qEoSrDll5etQoJVpX47Tpn7ynQ6o2vHU+pinwp5uJirMAwxhhjjDHGGGNM7+mHAiOl5hmwIB6fVaO/36yqPG265royT25Vtg8Cj8QvrCPKtqU0RqCc+ZRmvWmml/Y8Ol1HjDbGVDL7/JI+LPeE7ouZBpauR7557PYymkjQNfRiZpLRip7rvRE9ZrpennNTXatA17or7yGmttjySPizSJ479p6vfXclkrVDiTjPxjKKl454L+nxMtumMSqOzxzv4LEVxjfsuWFI11RVHwyIiPlxK7tOXI0j1E1toTJ2i5DNT1aPtJVZSYW949i3QuZJVrNflNn16o63zbYeaFbJq3FvysrrlUS17wBFQVCruJOV5yS+ltIGJXNIrfp9fP35Ytvo9Omy3LVr801a9D5bYBJWYBhjjDHGGGOMMab3NE5gRMQ9EfG5iHgsIh6NiJ+Zbn9xRHwmIv719L/fNbPPz0XEExHxeET8aJcnYIyC7dgMAduxGQq2ZTMEbMdmCNiOzbahLCHZA/C3UkpfiohzAB6JiM8A+GsAPptS+kBEvA/A+wD8bES8BsBbAXwfgO8B8FBE/NmUFovZ4tgudu982dy2dC1Lw3WiDAqSSLCXyGQx+888U5QZ3X1XuY0FGLk63waaDmqXXMIsYGacJmkCn71U7refSZGPl9K0HZZi6MUvKpvw7OVb/3550sbRuXPz+73o9mK/USbpwdkzZd1ny/OJS9eKbfjGN+frvv22sgzZNv76N+brPlMeDwDwHb55AZ3bsTGHwOHZ8eyyByLt279KnvkcRa65znIEYV8loBQLJFq9VIPKQ+eX9C08Zt4E0t+nG6U8uZAss+UGotRZoSUZ86HY8qztVqdDFQJVTgoqafW0NOTKc0JTmBYBSDUJsyL1n5UGH9jx7l0vLcoVyzyIfDg982zZhmwsk77zdFk3YecEkW5nY5cxOR5F6NYyOrfjNE6NqaWZLZQBE+sDDFfL7PNtLNBtm2keVwwaGnuTJQ275LsgnSvHv7u5TTLZ+4hch91sqcS3ywHsiIy3R9n3xPhSuVRzh3wD4E/LTQ10b8co7bRI9UuX0wm2JwacVN6DUn8MbYlWbfpy9ZkobPnYMey+JOuTlaWGrJ1sP3YdrjePp+j3X/7Ne7Ic7wAAnuGbG0doKaVvppS+NP37MoDHANwN4C0APjwt9mEAPzH9+y0APpZSup5S+hqAJwC8ruk4xnSJ7dgMAduxGQq2ZTMEbMdmCNiOzbaxUhDPiDgP4LUAvgDgu1NK3wQmhh8RB1M+dwP4FzO7XZxuW0xCkTonzp2d+z3+1rfL9jB1QB44ksykYYfM27DAMZnqI9h+JD1pymbKU57qbwGj2+cVErkKBQBXfOwRb8rsjOxzu8D+uFR0nCDB2fay60W8rOMXnyu27ZDgQ4VHgAWE2W2eGUxXyXVYg87s2JhDpHM7nutLy+e0CEqmZjGr9BDXBpGj6bvyAFZioEN+yGxf0TMvBfIiqj+qylA8q4qHSm1ny+knu7TlufarqolaD1mljbaZprg8nHhjOvSUszEXG78VKRTZOZMxEFXjZuOdUTamBPSxmUqXdjzbH6lpkvNAkUra+sl+QhBPNWBhpcpLCUqq9k1SX06UvsG+C3IvMbOhY2Rsne9Hvh3oNvYNo+y3Bt1966Xy/Z/dG5Ymmao9hSQLtWoO9ZnIlRpyil2lH1UVoLPlIibfVLdl32j0WzJ7vq6LbWffoNk3L1VSCMF7Y9xRGtWIOAvgEwDem1Ii6x9uFSXbijsfEe+KiAsRceHGuN0PVGMW0bYdT+u8acvf/nY50WZM23Rtxy9guVzZmLbocmxhOzaHhe3YDAHbsdkWJAVGRBzDxKA/klL69enmP42Iu6YzcncB+NZ0+0UA98zs/nIA80ENAKSUHgDwAADcfuzOVHjn81lNNhu1T2aA81l2sl4YV8hsXpBn8cz8us30rSfL3Uh8iziVeSbJDC2focrOh8x00Vnp58oJoJidXUsAxuOiHdQDkntKxuXxRjfIrDSZ4SsUHySmB1O+5Glu20ob1YUdA/O2fN9997U7FW5MxmHY8W3x4nyhalm+rdRjbDclxbNKbTo+Am1DrvqjXs7ZHwu8gWKaTKbKUDxBNJWl0vYOU113PbbI7VhNNZmnM5RTP2bXc3TiZFGE3xvi3cvawNouqYtajN/BYgekK1fLcrnXmI2vGPlaahYv5FR5TalSoyFmBLBgHLbsk21RPYdsx3Jfkd17xdaBRamtKz3eZU0SVDWRmlV/SlrYuXPen5ZnSgrmbR5l15nFoSGKgcg83ixOQHqBxLgjiruC2ndjfqzDsOOGFMtj8j2jpJflY5Ri04J3nGDbQhiJatZQj8TOTF+7h4kaJy9HYkjm6nqqYmOqtSfL2C2R9ck0TtcL5PnKbYG0YRlKFpIA8CEAj6WUPjjzT58E8I7p3+8A8Bsz298aESci4lUAXg3gd1ZqlTEtYzs2Q8B2bIaCbdkMAduxGQK2Y7NtKAqMHwTwdgC/GxFfnm77eQAfAPBgRLwTwB8B+EkASCk9GhEPAvgKJvNB726KEp729rH3ndVSSgAAmPfh2flI03RWWomej3Kmf5xn6CDHmxy0bh2s4kWT14s/fatdaXwdQML+5ctzRYKcT7EmicxWjojaYo9lVcln11gWF0LhjVonS8EtOrdjYw6BQ7PjxuwNlf2cUo+quiricDCVgbJfZYRxhuzxFpDX1Ar1c49OVoao5BSlQSWH3icrsSYAMa6JECOCHk/wELNjVisRZbXF/HVg14Xtl48raBNINjjmWS7GWKTtzENLydrF1DAtqYsOxY7nbITGZBFULmqMoEpqMy6o6qK8HIuXQLM7Zcecrfsgbt7e16kwsbEuBu1TLl1uLEOzJmbj5tlMQDe3tXMPNzJGVt7FNJZhbbwh4ZnPVeAAt6vxje4+CdT+fu58UgKu38D44rwtKwpCqky5RPp2Zv9Xysw4BcJ7iK0mWEbjBEZK6bfB1zoBwJsW7PN+AO9fqSXGdIjt2AwB27EZCrZlMwRsx2YI2I7NtrFSFpLOiChmf/JZMjY7RGdts9nJ6nXTQBkRu3KdEmvn3LqlBfsx1POZbVeMAcSoUHgos+WszL6gtqBtUtfwGmN6j+I5ofvl2RVUL6iQ05163wi1mUNqKfrjhjK3mtBtu4r+nmU9YWvRg8UzaqtRh4ukMJHf/Q31LKgLqbx4+buRxX5Q2q7G/ZAyrzAUzxrzqpIYZl2iKlp7S8P9aCtW2EKUjEWkvyqz6Qh1AwAENUdlhp35WC7Tf6vNKiSq64r+Qny+indax++qw0aLpVX2tW1laZpUlr0HxThFTfVMd2zeb437NzcG2g+klIoYNvwd3mKmrcpzzFVxC8eCC0JjtBfdzBhjjDHGGGOMMaYjeqHACDR75dja3LGSw5uttxNzYRf7iWtCyyLlzB2NaKvkYV+DvB3UK9KghAFW8OhksMjWckwPY8yh0uRxKJ5dFsuC9B+12UukqNy1/b3oAaFqujx2EVnHOXu8tCAuP7suO+fOleVIpO7imGrMjcJTru3W9rupU2avRa2ni9pVsyKCP0N1cThYZHdK7k2sUG0Czeu7b9pxrfqSrOVvatPkcHUeb7qOfkvHGm2Om+TMQ8p9Zp5eoYwcmyZvl+ghzsfbs/UcxMDAqE3veV0WLem+tphVayNUKL2Ubz1JEbdoX0XNUavQkRpQ974G8nguCUAqVXjsXZWpTNT+Q8oII1KsVmB9NGAFhjHGGGOMMcYYY7aXXigwKNmMFJuB4zO0zWtXKUJ0ZjUOh+Ldo6qMfE15fi5YkFeeeDIKj18SVSZ5G0iZaoUE82IdJ1GkM28iu+4AtnbNtTFbQYNnpMgiwHJ/V0b5lzM1kNgBRZHaLBpMUcLakCvLWlyjzN570jVl75ztdDavT8W1V5SI1QoC+v4sxxE7t82rb/ZJRHi9/mbWihfWVHeb2V/YMy+M89i6dpYJBVqytMOFxIkryzRnxZEPV6nwYNezUA6J91SJlcE8tlKWmjlV1uQZ2jlzuii2T7IrFN568tywa5WP3dvMMJXHtwPQTzsG6vpjQdmzTv+VK/zTc7VZ0OpislBUVWgWXyshyu9n8q6SYtOwZlWuVpAyoawYk8gKDGOMMcYYY4wxxvSeXigwUkrNs5HMez8iuXqV4zEPluI1a9GrpXphcuh1kjx+5bqoVqn0OipZAxwTw5gNQ57v8bVrnR2Oxw0SFHe8suYyYswNqsqojKcheY3Vvi/3TLbomWfevW3KHjVrN6qHTMmCpih75OORusbE+1ugrPcXso1NNjWrL1Vym2Hxr6Ssa+z5FscaxdiM7Uey7mwDtco2XpmmEM7hMeGa1Qhqv6pkRRg/X3n/5uqZtFnNYFVNZayYNN7LN5RltmiMXJM9ZHSqVGrvX83GH2vEqGDZt6T98uekQjUx3VDWrYxtsjYkTGNKFhniSBsEJRE9XovZMnNWHVdYgWGMMcYYY4wxxpje0wsFBoAqdUB1VF8ys6Vk1pA9GW3mJy4OJ64Nz/dDFO2qzYEuR61WPIzKTN0W57g2ZmtpeH61GfwWPUOKB4vFKWJRs/N10qq6jqwzL9fBat7E6vWzjLz+YOvl67K/qNmjFkUK3ySRxw5gWXHYdc8VLcSGlHcejdjOrqfglR4dF+MSFPdQiwFTtGuNWC5FLARyznzH5gwFahT82lgFfSTP1KeOtzRPb12mObqmncWfKLLrlW3Yuf1MsW3/mWca26WOyZcyjYFBMyAoHmHxmVCUepLCWlEBDgxJHbNGfyWptVqMbVVUIyqqmuLgRIpJvJzclsn1y/v7tbIDVSpRynHLas+uFRjGGGOMMcYYY4zpPZ7AMMYYY4wxxhhjTO/pzxKSDEkqtkbQFqmuyrqVtlO5Ti4jEqViUpC1KJeQUAlgi0s6cqknlXBWLj2Z7KwVM8asiRDojcrgheVmkiRxcgCyrbkNVH4qSNWpXFMIoEb741m55lSyLC39o7JOUi5fHsj2qwxUzdiqlKwz56RKzkcn55dA0GCBbL/83otLIKSAoGJAyyIloBrwUZHzkvSTDCnAr7T8ltTdZrBF+ky0V31bJGQ2UjnOVZcaSP1vpXyeBqy9XKYI1mT8ZDwsLjGaadGkjBgQtGi/GABaClaZpVoFxHTNW7KkDyBBXYWlXmzZXW5/LNCnlFKXURuIu3Y5kVL3ovqLNiSgYjmq+m7k6ezrlvcW76YV+xQrMIwxxhhjjDHGGNN7eqvAUKDKht0678Nhp5iTAocJgZQm24S274wQp0/Pb3uOzOwW10sMHEYoZlrF4J/Uk8twbE9jumNmNpynzMsfwPq+orluzevfdTAzpX4aUHCm74slnmvpeIJXpEi9N9nYfEBZ/bYdnW9KqfmesXOpTY2bQT2HIlqQV3JulQIFSTk6UyaWXJLa5zCOzStfRqdKj/Q+89bTynLPZIupRw+blKpSp8bu/PVLgjdfr7xZQTM5aKYkospfNY2q0Hd2rE5RUlbXBjpUvh1Y3VQt2FMFRpPiola9IiktF+5c178r6Uqrg39S1Ss7n1sHTSkhRiOgJkB4i0qiwwo0awWGMcYYY4wxxhhjek8vFBgRUaz9UuJB0Lqy9Z/KmuWF9StrQnfJJaxNvZTVr8b9aJz1SwGMUzFDyWb0q9PhKF7B2rWrtXFNjDGtUKRFBJCuz68ZVtND1qanVvoi7qGgBZuL1HqRqXJu3ksyocW4S4rHRalLjSu1JbEDgLr7WOsJVY6lpExldcnesMxLrcaYUbx0s2UO/pKug/g8pzUUK0VdyhhyS5REBer1FFQbqopYiqGmPGqicoPFfKlWwLUYU6/0uoux5ITvCfqMZ+80qnLZEmI0KsYSKVOC16azZdec21Vl3D31W1LYL0eOfcJideWqOBIDo1pJQVS1Ut/DYj8JMUoW2vaC14K/DI0xxhhjjDHGGNN7eqHAYBQzMUE8BkxBcGN+21rrbpQIs3tkaqhyNi9f70kjeVet6UrAeFx4TOmMZeHJEyKtY8FsYUtRq+WYGMaYTsj7VUb9LD87YLdRwJXI503ejpvFsnNsrivxNogZprjnszJmQ379WGYNNWtGX53Zc2rEykbK0diFDDtUcaTYn+Z5VdaUt6Oa4HbM6lKz6RQZirp+92+RkmgWNT6aQlOsk0Xb1Ox6hbKYjNtHZ84V2/YvkVgnlbEDYme+H13nu6B47iuzRdS+L9eJq7NpEvkOyd8vajaY/Hspke8l9ZlQ+hlJ3Vmbmacivs1NZu0qAixeTm1/r/YN0nVWlLYrqu2twDDGGGOMMcYYY0zv6YUCI6VUePDLNUFi5gtlJqtyLaTsTcnqohGCWcT+680zj/L62Wz9YIIa32KnsUx1XnmGMOvH1k4BALSJWmNMDTPPprRuVI2foMQWUpUUShRwQlMu+sk2on5gqrXd5usw572ZxiiQIoPTSPwt5VxH6f2S13NvUVyiWRupjpFS61kTMqUB2vOlxooZnczWmKuxp4RxC4tLUB1zQIiFsJa3Wcrq1m3WolZpUBIpHn2m6GLUPvOKKonuR7zuSlwM9Z4WqqTZrFB7i8+Lqc9q4+NU26PwnqX3tYfj44gon3Glf2LfCYoqtEWlkqTSYLdP6O+lsYDYroQy81ZbsToW1iXYqPTcHC9jgQAAFtzq7RmFGGOMMcYYY4wx5sjSCwUGgMZ1cvpanGzGmUV3FfMFF/VTz1rdzBlr+/iGkOuYXgd2gNzjlzTP57J6lhWrzHtdnaXAGNMts89rrcddUWV0nAlAiX7NszJUen9ZPzfr8ZsqMMq+j70Tmr3bDNqvknKSh5t5ULdFgRGRvQs19aCkIKA7Cl5qta7K50KJ7K540VqNE0A4bEVEdfaBHqLELwPINWbXnPQxUnyLNrO6iEqzXGlAM18JmSe4KppQmfGD3Z/RscgLVdW9zUqilEp1gLYjs49me9RjSwjvVBaPqjbjZF63mIWHMTtGSIeRVYmp/vLnUomJCKIeEVYhzB13pdLGGGOMMcYYY4wxG6A/CoyMYs0aW6PMZsRyz5qa75m1oQjSSma4KxUEkhdtEzOthXeUeS3Imq7KdtH1Ydm9l9fwGmMOjdIjJ67t1ypvbb/EVAbKemTVYyu8T2brWuQlUdV8Ul+rKArFNkjqur5CIrLn0LFF9l5qUzXBVKF03b7y7LTp8RZgsQPoO7yl7ENUQUu8e5KNtqkYOGRiFHOxTXKVzQRBLcCUZuK90mKoCZD7oKqiFVWc0oex/jh2iQKOZcRQFISCWluNZ1cUYVkAxcwdfWBZPBJAHzNU26OaUSpjtEvioSjXnd7TlrKGYd6OYi8mSsua+GRiDDMWFwY7dRlaipghzkJijDHGGGOMMcaYodGZAiMi3gzgFzCZFv5HKaUPLN1BytyxOmr0a20WtTk3Nj0mnXlqnvVWPGaT6ivjcDD1iDD7GWQGrnp9qeK93OD6vpXt2JgesrIdR8x7W5m3KPNIxKh83vevNPcnLIJ6bb9NvenMY9BSlgmZIiYReceRPrQ2YrraZxaeSeLh5BH1yTvnMJbf1vTHNWqemnhR4n5SfAGUMUs6V2QKHrk4PmOz+4tiudTbbW0cDsmDmmVnARYpGbpn9fExqHpiVdpUlan2WPYx2nlQu1K87oqHnfTHkqectIvauvDcsyxX0vmw+BrEtnGNtKsDVrXl/PrN9SlYQbVZmc2MKgiK3YiNkvFNjvrNJh2vOj5PGe9QU1+KagvWrj0hlpYyfluU6WVBd9SJAiMidgD8IoAfA/AaAG+LiNd0cSxjusJ2bIaA7dgMAduxGQK2YzMUbMtmk3S1hOR1AJ5IKX01pXQDwMcAvKWjYxnTFbZjMwRsx2YI2I7NELAdm6FgWzYbo6slJHcD+PrM74sAXr9KBYqMSJKrtSix3HnRi4pte089XWwrUsqwAEXCkhW6n0oh1wlNkiTISGlQvKo2rRdk9RBY246N6QEr23FgXs7H+qLdc+fmfo8vX9Zakz3fNIUpXUJCZJZZXTvnThdF9km7RqezckQC2ao8f66dk/OgqcYElMCG7P1Jg0fm5eQA1xtZ1lfXHzecU5wobWZ8rTv99ehUeR+Yjeaw52Tn7NmyritX6va7KpxzKuuiqXiVpTSCjbIy6tKFPH1yj4KBr2zHKaXG8aByDWjQQfWZz+4F7U/WCBKqNaIy+Gyx7GO2TZM2q0sX8v4isb6iwzEsDfh7vTJY9vqsZMsxGiFOzC93WTV15sK62fLRUfmJO7rjJcW2vW98c34/EsJg/9lnG9vAlhONjpP+qtig2UtTSviEhIhR0X7pncMChJ49U+73dPN1OKwEFF1NYLCFLHP3LCLeBeBd05/XH0of/72Vj0IT269ci86TYrnlz+MdAJ5E5RyADLk2D40fnN9Qe63UvjJNz3UZ692vV661dzONdgyUthwRq9vy9tF8bzsiYsE6ue7o+lx7acefvv6ry+24rSui9yfNXBLrujr3S7+/LSbfeCh9vG7HunkP4PlKO9bHl72048axxdWl/7oezF5UG1Xqmh+D8vvbvJ8O+VZ7CA+WG5U2MHTbbrbl+jmoftrx+MHVxxVdxkGo7YeaWW+MXPldIPfHbfUXk+vXbMf5+ehj5q7tGKj41vv01V/pZnysjiP+uMW6ljO5t20miFGe5wR85oWPzm9Tzoc9N98R9pswb8e133WLn3lqy11NYFwEcM/M75cD+MZsgZTSAwAeAICIuJBSuq+jtvQKn+tW0WjHwNG05aNynsAgztV2vISjcq4DOE/b8RJ8rluD7XgJPtetwt96C/C5dk9XMTC+CODVEfGqiDgO4K0APtnRsYzpCtuxGQK2YzMEbMdmCNiOzVCwLZuN0YkCI6W0FxHvAfApTFLr/HJK6dEujmVMV9iOzRCwHZshYDs2Q8B2bIaCbdlskq6WkCCl9JsAflMs/kBX7eghPtctYkU7BgZwziJH5TyBAZyr7XgpR+Vct/48bcdL8bluCbbjpfhctwh/6y3E59oxkUhUaWOMMcYYY4wxxpg+0VUMDGOMMcYYY4wxxpjW2PgERkS8OSIej4gnIuJ9m25PV0TEL0fEt45Cis2IuCciPhcRj0XEoxHxM5tuU9fYjoeH7Xi4dgwcHVu2HduOh8BRtGPg6Niy7XjY2I6Hx6ZteaNLSCJiB8DvA/hhTNLxfBHA21JKX9lYozoiIn4IwBUAv5JS+v5Nt6dLIuIuAHellL4UEecAPALgJ4Z4XwHb8VCxHQ/XjoGjY8u2Y9vxEDhqdgwcLVu2HQ/vnh5gOx4mm7blTSswXgfgiZTSV1NKNwB8DMBbNtymTkgp/RaApzbdjsMgpfTNlNKXpn9fBvAYgLs326pOsR0PENvxcO0YODq2bDu2HQ+BI2jHwBGyZdvxoLEdD5BN2/KmJzDuBvD1md8XMfwH+UgREecBvBbAFzbclC6xHQ8c27EZArZjMwSOiB0DtuVBYzs2Q2ETtrzpCYwg25wWZSBExFkAnwDw3pTSpU23p0NsxwPGdmyGgO3YDIEjZMeAbXmw2I5tx0NhU7a86QmMiwDumfn9cgDf2FBbTItExDFMDPojKaVf33R7OsZ2PFBsx7bjIWA7th0PgSNmx4BteZDYjm3HQ2GTtrzpCYwvAnh1RLwqIo4DeCuAT264TWZNIiIAfAjAYymlD266PYeA7XiA2I5tx0PAdmw7HgJH0I4B2/LgsB3bjofCpm15oxMYKaU9AO8B8ClMgn88mFJ6dJNt6oqI+CiAzwO4NyIuRsQ7N92mDvlBAG8H8MaI+PL0fz++6UZ1he14sNiOB2rHwJGyZdux7XgIHCk7Bo6WLduOh4vteLBs1JY3mkbVGGOMMcYYY4wxRmHTS0iMMcYYY4wxxhhjGvEEhjHGGGOMMcYYY3qPJzCMMcYYY4wxxhjTezyBYYwxxhhjjDHGmN7jCQxjjDHGGGOMMcb0Hk9gGGOMMcYYY4wxpvd4AsMYY4wxxhhjjDG9xxMYxhhjjDHGGGOM6T27m24AAByPE+kkziwtExHFtpRSV03qBTEq55fSeEwKltcGM9fmGi4DAE7j3Er7TYrUX/fY2Znfb39f2k/lMp5+MqV0Z6uVrklhy/n1U21WuDcq+T2ktZC6a+99V8/qQjvuK+I97KMd33HHHen8+fObbsYgefzxxwEA995774Zb0i6PPPJI7+xYGVswij6z67FGi/19dRNG2TmPlx9/6/pjkT72x9IYWR0vbpi+jeWX2XGnbe1wjAcAl9JTW2nHMi2OrfMt6hi5NVqyhZW+9Vo43mGxqE/uxQTGSZzB6+NNc9vyj9/8N8A/iKs/koOIUdJ49TJq3YysrtGp00WR8bVrZfW7x8qq9l64+feF9DAA4L64f6X9AGB0/HjZhhf2im2MnXPzD9H+s89K+6k8lD7+h61W2AIncQZv2P2RWxuye59f30Uo94bZVT4IBchEEhuYEjtW2sCet9GJk8W28fXn84ZKbZjlph2P3phVRQYZpF3SdWBU9gPSPUQ/7fj8+fO4cOHCppsxSO6//34AwMMPP7zRdrRNRPTOjvP+WOkX2Db1nVdMAojjEdpXKPuyPjPvn5QxCoDRyVNzv8fPPbe07gvjzwEA7ou/2Fy52mfW9tEK4nXoY3+s2LE6Xqym0q5y1DElfa/X2sOSti4aHwML2nrjxvyGyvE9e+ZZO4tzJmVYOz99/Vd7acf5t14O6495wfbG1srkrVq/1oj5tqvft01M+uQkfespx1PH1krfoNzXRee8qE/2EhJjjDHGGGOMMcb0nl4oMBTojBibhc5mIovZ0sUHqGpXNcrx9lXPyYly1yv5bGGUM5bKDB+bNWPeKDZz/Pz15voHyKytxqj5HqqeesW205jMSYYwg3+ulE+Or1wt689thngfWNu7Xk6kULZB7Btqj3dcu6/GmM3Bvbrt9E+qt5m/w6/Mb2CeXqbCy9/ZSfOipbxdjaqJJJbjUOVLfr3E8RurSx77bSHUY3uj+d2ylqdXUCLS+rN3Hr0vqoqh2I1I4+mYpE4pLdmQrL5sbkPtuGgT46muUM9ldGL+GqtjK640mP8U7nycVtgM6QtVZfGMrUUKAFGooAsFNNh7gnzDqWalqJTpbtm7d9F+C4RXVmAYY4wxxhhjjDGm9/RWgZHPYLIZJDoDXDmDzxidEtaEtokya8VmiaV2pXINHpstzzz4hVcGi2YGyRGFWcy21n71CeoVWEL1bK8YA6OIa0JiVCSm5lDaRddsKp4Z8R7PnuOBJ1GYvabPieJhVFDWnUPziBlj+kecmFdEJBZLgD3zgkKN9R/KO3x0rByucQ9xs9pNUf3tnD1blClUIUB1HI44fqrYNs5Um+r4IHbJO2e3zkPbV2a9lbotCNTGdmO0GJNFGQdSxSkZW9TaAh8jNytaJQUSG6tJrSKH2+Yxc+U4TLJ30bbze6qqoovDVe4nq06Ioq9sRADKN0hxbYTYFoD0jFfHr1mx37ECwxhjjDHGGGOMMb2nPwqMioiybJZn/+q8p0SNaKtEJ88VGUC3qgw6w7jOOiWB2kixtdGapYi2CxuiFTts5mNgrKbGmNmx2JRfT2qPStyRHTar2tuLOfsDAPGmtOh9kDx+6qy+su7WGNMpjZ6fSm8zX+8/X5faNykqiSD9PVOYFu8cIS4BbROLdcUUccL7msaoYO+qXCU6KoeoVO3ZZka6LaBWVcMr0zIGKB5UNcNZNZWe3qUZ3BYqOwGq7mxoE6DZnprZqF4pWrdb1zR9Y8jfF+r1E8iPqWSmAkQ1TnWjiFKvIf5gSmNE7CBPm1qb5YpedxZPQ0nBrSg3FtnGglttBYYxxhhjjDHGGGN6T38UGCn3XMz/szwD11APsCAGAFUCzM8qVastxDXz0n7VkCwkQvR1OSezgnodhFgdAIAtcHArM7uqp6jIosG8b4JXcPwciSdTeW/Ys6Qoh6q9RRBVQpXrnamaqTLCMoPm497updnG9JYYjbBz9szN3/uXL5dllIwObasHhf3y+scs/oQS64cdTuh/6fkxRZzgBa/1zOtxHcg74bAzyx0iXDEs7KesQ1+8c3Y8cSwjPBM0pkeLHvYClk2HFVPOp8VxLRt/KCrebVIb1dig0g/QcaGYkaZQEDT2fdP92HiuQLg3lTZUlEsxUVPvzT87SnYgGlOPPJdgwjlFpcxQ4tktwQoMY4wxxhhjjDHG9J7+KDAaUGfEFGhGE1aORR7vEuV8Kme2AuIsY14Nm62sVBGoKpouYxwcCrPXPrtfLG4FjexOyK87VyC1l9FEgnkHhMwkMdLsarZdsTeix0zXy3NWZ+MVimdA7Hfo7PyAvYLG9I00Hje+x5WsFvJa4DazHWTtajO+AFWaVcQhm9QlvJ/XUK0pddUq7uh7okPH/1osGVcsolBtqgoJWn9mj2JdxTUWskBMqmLZ7uaPOTp7e9nKS6XKqhoh05uk2oR2L5QsE/x526IxcltjoDx+AhtvCTY0aVJzLAsaF0OJ/SA8E6z/UtTUlJRK5fdxSZ5VblK/vaTYNC1mO5piBYYxxhhjjDHGGGN6T6MCIyLuAfArAF6GSdSBB1JKvxARLwbwawDOA/gDAD+VUnp6us/PAXgnJtOCfzOl9KnGljStK6OzxIJHojKP7SbIZ1/VLCQKCeWsXC3yzHvujWKz7Iqao4UZ20OzY2BeNZCdX54lZyHKbGibudoJSmYZFoejWunQ4FlI03bTY+ZNOHGirD9b1069doodV3r7gPXVRIdqx8Z0SJ9tuVA/MA+ZEEdCVSvyde7z+8bx8niKSlSOY1UoMMT3i+KlFte9K30tjZcgx8qYp40x0UbsWMxGV9qoqGROldnTCMUzUZkRYbJzZqNqHLC8+jXGlLVxzaQsLqyfyccya4w/ltHn/liB9QGsr2D3vvj2qs0QQxTQtP+tjQnX0NfGeBLRpYhBVBm/kWaKEr6pazNjrhofRfnS2APwt1JK3wvgDQDeHRGvAfA+AJ9NKb0awGenvzH9t7cC+D4AbwbwSxFKeCFjOsV2bIaA7dgMBduyGQK2YzMEbMdmq2hUYKSUvgngm9O/L0fEYwDuBvAWAPdPi30YwMMAfna6/WMppesAvhYRTwB4HYDPLzpGjEYYncqyGexnmRPYetM2Z1qVHNBk5ml0svT0StlK1By/Oaqi5JChHiRBDcOjaedrBRccdIXJusOw41sHmz3vzItG1+SJ51Cb0aQy4w31agmZbKSo2eJawdp1eel6OXOcezJkJUWlqku+F321Y2M65LBsuam/kLIaMce10H+onmXqPcziJbE+rRYlA5mK0t+rqlflmtaqLbqiz33yOmrBHCmehoC8n2IzYmy83BM/a/83Y2ux8b2g9lGVxZF5+Zl6hI6H9w9nfL8xO1ayutAGtxczsOhTxG8VJfsGm9IpY25UjkUx/25KSJhEPKxAUNItKiep9VpU6h2wktY7Is4DeC2ALwD47qnBHxj+S6fF7gbw9ZndLk63GdMLbMdmCNiOzVCwLZshYDs2Q8B2bLYBOQtJRJwF8AkA700pXYpYOMvD/qGYVomIdwF4FwCcxOlm74Kah13YT40wW1ZFTk2ZMaqc2W0tfsfBekZhprN2lp1l18jXT8mRdjvMOtK2HU/rnLPl+T3ytWF1az1ZXXQ3dj1rc7+3GBdGivJM18bO/lhwr5TI5yg9mEqMDwBl9GS17R2tVQW6t+NXvOIVbTTTmEa6HlvM/ZuYGahQu1Xutw4pU2RWR4RnfRPLxFYbu6hyDNSmglbqf1UPY2UWksO0Y7lNSvwmVRkrxNOQsg+IY1hpLMPKUCXz4ow+KU3/ZsN7RRWtxiPJ2y5kegHKe1Y9nhPp3I4rFBeKLTDbo8q2EyfLcnl/qH5nCW1XvntqY0YwYmcHO2fOzG0bP1f290VsGvrsMnVRZcPE52QVpDdWRBzDxKA/klL69enmP42Iu6b/fheAb023XwRwz8zuLwfwjbzOlNIDKaX7Ukr3HUO5DMOYtunCjgHbsjlcDsOO77zzzm4ab8wMHluYIWA7NkPAdmy2icYJjJhMv30IwGMppQ/O/NMnAbxj+vc7APzGzPa3RsSJiHgVgFcD+J32mmzM6tiOzRCwHZuhYFs2Q8B2bIaA7dhsG8oSkh8E8HYAvxsRX55u+3kAHwDwYES8E8AfAfhJAEgpPRoRDwL4CiZivHentLpQpJTYaOmSijJMJk6CbEqyLCaBEfaj0iZBmkZlUyxYSqOMKYnlyPmoAQvFgEQ1ZVpaynBodjx735QgP5TKAEXK9ZRknuK+PLCRVFW5nyhvVZACvYl1l+dMypAUh/RerB9wdyP9sTEdcDi23PCcU5lsLpdX3/0VyzSBBf2okn5SkCcrwZgZdInd7LjlYEmfsKSOtZPeuRYD80ls0dhi6bgC3K7y9xJ9x7YYYJU+E7XvPGWJhZiSePm4KK22n7IEgrQ9fw6l4LfofsnIDN3bcUT5bScEgFTsio1h6Teict3F5Wb5MdUUz60uk59tawogJaS9+e9L/i0pLE1i7z3hftHrrvQpi/rjBY+AkoXkt8HXOgHAmxbs834A72+q25jDwnZshoDt2AwF27IZArZjMwRsx2bbkIN4dk0+IyV5ksksTzHbpQThAepn/mtnl4VZW+rVbTMQZu35sP1qg04KwdG6DOp52KzuHZjZt5i5FoNEKkHdxNR0tQqdWmavVyyoVlaUtNUuNpPM0rbSFFTE3ruL9WmMqSB/dsc3NI+3lOq61qMq9l+1yo0C5kVTx1O1VKb8lryCa7x7+0BTW6mKhwTvq0ZRHrQ4HlYUOkzJrCgbZp/L2Itp1eJzqZyjosoQg3gqadzpOLqP44qU6lXJVccj96FSOafoVjsPsEru89wY+UYA43ExnmcrEQraDFxKlUt1qxyW0aHlGGOMMcYYY4wxxrRDbxQYjdSmUV3nkJkHgsbTeL4h/StantllSDO5UXriqUdCOB71gAjTvW2mwgUWrovaNMvud/XaMNRfKyVuhZ7WNNtXTXOnPEssNs3M8dKCG87OZ+fcubJcti6QHa/aA6h2RcostDGmE9pUMCr70fgale9d6mVVUMcVed/X+J6Yxg4QYpHxw2kxAErq7pcUz2BLUG22ePerykSybefs2bnf+1euNLRyBdSYA0qaXaJyzFM/zqVRXeV4bVKZTlaJl9NnGsej6jOpfM+wsXiH343qN2meyrVI47qARhVZSkgoVS5FCl8Qu2pTPVJ5DxeyoGnb2XsbY4wxxhhjjDHmSNEfBYayvi7fhXhxU+ZVVaKv0uODzKaJcQJ2zp6Z+71/+bK0X8Gett60KSL1wRq/cja+vRm3NqM1l5W3F1PhUFjS3jhB8mDfIGqLyhl1aRY6aXVXZ9Fgz1LeBraWusV4GmOy9le6puuoK4wxvSJGI4xO3fJ2ja9dk/ar9ehL2TfEjE/K8di20enTc79ZX8go4340ZC9JKygo2lRftjgeGJ0k72PNRA6XiDnbUj29kndbzTSn1FWZkYbfU0HZo9pVVv9sm+LAjtWYFBXfKgw99tn8dw7Naih+m2wDsiKuiJUn1j8qP3tbG+NVxiliNGaBmpLbQ4x2MDp5ar6Q8K4K0vZqu6pV/TkGhjHGGGOMMcYYY4ZGfxQYTTMvbEZYiIitri1S87Ur+0keD2X2Wpwtp7mHZ67Nge+79MS3mC1CuFbq+stixn7R7Og2hBPI7pfqAayFrrmuyLs9ray5jLh2NS9Xre5YcMyiqpbihch1EegM+oA8Jcb0npSA/YZ+hUb1b+6veF+7WvO6oBh/qF5BpZ8jMTC4EqWleFuM2rgV26bknCWlufZzLzXbb7z89yp1Vb4HC+WvviNrxPxPNY5EHj9mdr+04kCyQztiY4bauGN9pUnJw9QJecwIoBxLqWr7VsfICooimcDGik1jyoSESIlnWmmoX41lJGW1ajPDJeAYGMYYY4wxxhhjjNleeqPAUCLtFvsQ5UFej6zAYPVns10sawGdtRJmmuhMWtZW1UvN1kXlnpKIUd0so+jtoDOKiqKE1ZVH0F0UrbyvE9FLzpPOEtPZ0hYDLyjxZFh+aabsyZ8BNWZEln2Dx+oQFTptxXIRI5hL94Lcc7pekfUXWqgbY8yKpJSaVU+CV/rQ1QIEWQmmvHelc5YXlZNNef9elzlEzY5Fxwi78+8vpoylmai2ABr7hLyv83ejqiRSYksoY1havzoO7DBOwPgFMQtJYwtWQHkud8k9FFS7WzWuaLj/td9UsjKlzWyPWV1dq24bn9UUQASQ23KUdpWfjTpelWI/sf5JuTYrvi+twDDGGGOMMcYYY0zv6YcCI6KceQkhXgOZ5aFqhNpmkdnQHMWLIK1rY3WLmSiq15fWrlOqncHsOFpzL8kjJbP1d9R71LzOTFZzND1bC9qQmqLQTw5YFiFtLyNGizO0s8/zNFq4orhQngl2/eh+SqRkeZ25VMwY0xZNzyZ7D+Z9gziukNarq5kgisrbixFUDclCoqydlsdllVHp2TthNBquf06N1VSoWdUMD4RcIcmyFjDieOadfa69l2Cz+nhabsl6/xjzMnm5m9V3OB5N16+XG4VnIs88BAC41FKjWmahonpKU1bFWwXzsbX2vLPxaVsqCWqPLfbHLGvS/tVMoZNS+W3MFMLCOcvj1SwjFb1fwnVYVW0/3B7eGGOMMcYYY4wxg6EfCoyUqiLtSrOv6uyXEidA9XgLdbU5iyupOcg1pjnQM+ga0RavqbLfQg9PX9f4LYsWLuY7r7YPNSZFW8cTUeqnHhCWr732eHm0a/LsprHm0Wmqe3HD+hq4xZijSe4hBoB0Q1A/quoKpQ00JlBLsX3UNglKPb5b2fZqj2bl2ImOzRTVB1WhNu+2CebsQVU+ZvdQjXchZSsR7UrKvCbW1VacltnrcPBXrVJapYgTQBXWpR3nsU3aVJkfNhFR3sPCJomyXlADq0r0tTLgNaG+EyqPN36eKHTyzFCJnKPYl1cj3IsuMvBZgWGMMcYYY4wxxpje0w8FBlC3TlVRTYieDerlz6M60zaUs6itRfNudTYvFeVYjAMpF3CLniclgvk2x8CIE/MqF7bGUYmaDZSzyYrKYFJQ8GqJ6we7VBc1rTdNN/O1t6OIkL2etevT1bXuPfX4GTM4WHYF0ieXHqwWlZwNa8AXl6tUgKpxJMSYWzN7LG5DJUo0e6oyJBnVpPPpMl7IIcPOd3Tq1HwZJa4VRNUmu75tXs82Ywdk6opZu4olsbUUtU+r4zBFXcTqIRlo+oiUFUpVBNV+JyhjtTaVspV10fGw0KcllLYcoxa/2dgxs3YVceM6Yji9tzHGGGOMMcYYYwaLJzCMMcYYY4wxxhjTe/qjO2qSnLS4nEKV5qSrWQBLJbARiBStRTmSGqhmLvjh3giJyS7VIIYZarCjIu2WKomKPBjV9i4hUYLBqSnRtANWLq9QU6I1BmDidSmyy+a6klyXYqPVwZzEpSF58K2Fx3RcT2MOB/oerExr2qJMXFpKKS59ZcsplP2KepraeRBUuXZJ6RrpqBWUoIl0OU9f++OKaxO7WQBIFgSQjK/UZU5ViPbSZmDbQuI+tzR1vPh4rC5lbCYEa5eWa0MLfrj/9LNSXb2kdvlGHjiSZVoVUgurSN9e6jtBOOdWEz0I43QWBLjV8Adst9pwC1OswDDGGGOMMcYYY0zv6Y8CI6elmXjuRdBmccfXn5/fTU2j2hZqEMDaFDm115hcBzZfn6s56IyzEpxnkTenr8EPZ9pbeH1qZ2hZuTYD26rxj7Lnid3T2CHqhzyo0K7W9jnv6JJgW0pd0rVhs9DZPVSVFdUBQY0x3VDp6W3TGzw6cbLYlo81gLIfpR7GWo+04OlqCqq87AVcpH4UU+i1Op4S3pedjt9aZvZ+qMrHXAGqqz2bU7vXBqOlYw0xvbziNebjiOb7rNqolg6VNatZma2qMraahpSbVBEnBfGsOz6vq71A9DeVai3Ur4z5A+KzGc0Bk+n4nqVIzRMRiONcOVj2gsfXo2ljjDHGGGOMMcb0nv4oMJpmyzteU9PsbQCCrKsPUr86k1uDPNs706yUEgKx9nqjA9g6ytHJE2XBbFZO9sLsZ+W2zWs9a6u1bT/sVE+EPAUbAIyfm48LUxtHhcJm2WdjuUxnspX0gszWFO+Gsg6Wpb2lkBTLW2fLxgwI9nzX9nO0/ryPWSPeUNHPNPSPi9pQ+55X96teZy7EDaJ9rerd6zAW2aETkcUfEVPeCnFU+PGY3WZxJMTU612lVV9chjWiMqVupWqTUSg5yfcE3a865sZ2IKndWLgyJaYZP2Bz/TS1cHP9NJUxu89Z/aunsJ6pauYZiL2gaVS5fQgqvJE2RZCfI1MUSisKVrRjj6aNMcYYY4wxxhjTe/qjwGiaVRdnR5WZNLaGnc3057NKSfTqtqUCkfdrmAGOFEgptbfes3K2V15/2bBG7iZbOOlMz6XIurLGjGyth5/NOAveLz2zTN1M62xdLJPOpCrNrmu9glLEfjVDwBatuTZmEDT0ibnaAlA9vWTN8PFSzdElUl9bm+FhHa+u0t9Xxmui5cgYqIhhJsQ36i0pNV4v+p4S4lbIMSnaGluoCiRBsSurnTtUr9IsaCxOVvabtV1VZQyK7F7I8djy/moNtZtiH/T5UpQUu8QWrl1bfvxFNMSJSwf/X2PfYszFULPrFYVa7FOmWIFhjDHGGGOMMcaY3tOZAiMi3gzgFzBZoP6PUkofWFJWW0MjHbjZQ6zO1EW2NnZ86XJZhmVTKLKCtJfPl0FVIKdmIp1fHiH29uuj9gpQb31ehnmp2RrefB0szV1+OKxix9Md5uM25B4PMhsbo9KG9q80e4bYbL2iaFFnl9lMa7Fv12sv59b9TmNg5DZDZr1rbbs6Oj+J+8H7HqLAOAQl0cp2bEwPWdWOI4J6Q2eR1jZXZhSaew8foMbQqTgegOZ4YlikKsvWlKvZACTPpOZ9U6LSU+WL4N2T1CrAwoj3bVLTH8/ZYGUckNHp00WZce4NJvtNDtmcqaFWdSirYwR1LlVE5N8Xa8SpK86xA8/yXFWVWU8Oi5VtObteeVam6m8/2rgWM5pUZgZk43ulTXX9fQIQxb501UH+DNAVDeRC7JB21aqbhXh2AIAFr8xOFBgRsQPgFwH8GIDXAHhbRLymi2MZ0xW2YzMEbMdmCNiOzRCwHZuhYFs2m6QrBcbrADyRUvoqAETExwC8BcBXWOGUUtWsG/NA57NKo5PljDNTC7C69p99trENUrtVD0ilN3t098vKqr715MyPhIRUruutXRPKvCKVs8LMM7Pzku+a+71BBcZKdgygyMGc2+PuuXPFPuPLpbKHkq8VZBlAqAKjeW3zzrnyOdkn7So8OHvls1Sd45pRzC7Xz9ArM/00inS2H7V1NaZHm9dGZ2U7NqaHrGzHKaX5PpjFxCIqiXyNsh6/ab7c+NlL2n6E3Gum9/fNfima3aNy/MHPp/kclfX+zFO+c/tt5dGeeabcWYgFsqHsDav3xzGfRa5RdTslvy77V1g6h47VMbmCgDWhdvyoZsoRVCA0bgXLMiiMP1jGwsLeiRp3/BypW7BR+iwdzrC5wpYr4pEIz67yPbiwnKIgbzG2m9SmmvguKcBiYCh1qdcl9puz/lF7ZOqsrP5V+4GuYmDcDeDrM78vTrcZs03Yjs0QsB2bIWA7NkPAdmyGgm3ZbIyuFBgsdPTcFGhEvAvAu6Y/rz+UPv57Kx9FmWEUndudMj/5eweAJ1td9/5vtGIPpY/Pb6hdSqevEZ2c66r8iVzylSvXvRqNdgyUtvzp67+62JZXvxqLUe+fcr9KRyHn6s2/Vru3La4rLuxYpXZp5fOVdqx7QHppxxGxep+8ndTd3zWJ0DIstEjX59lLO54bW7B+6CrZlqOGrVDqUlndg7oROz70/vhpAMq51r9zemnHn3nho7fsmL37leupXhOlnFrX6uPMxfe29p4Kbfj09V+trJxQhhUpmTzf7TyzvK/o2o6Bmm+98YPz4wqln1Puu9pftqlMWd6uyb1VvkHXaRNpQ1WfrLaB9zPzdty++ofaclcTGBcB3DPz++UAvjFbIKX0AIAHACAiLqSU7uuoLb3C57pVNNoxcDRt+aicJzCIc7UdL+GonOsAztN2vASf69ZgO16Cz3Wr8LfeAnyu3dPVEpIvAnh1RLwqIo4DeCuAT3Z0LGO6wnZshoDt2AwB27EZArZjMxRsy2ZjdKLASCntRcR7AHwKk7wov5xSerSLYxnTFbZjMwRsx2YI2I7NELAdm6FgWzabpKslJEgp/SaA3xSLP9BVO3qIz3WLWNGOgQGcs8hROU9gAOdqO17KUTnXrT9P2/FSfK5bgu14KT7XLcLfegvxuXZMpNRidD1jjDHGGGOMMcaYDugqBoYxxhhjjDHGGGNMa2x8AiMi3hwRj0fEExHxvk23pysi4pcj4ltHITVhRNwTEZ+LiMci4tGI+JlNt6lrbMfDw3Y8XDsGjo4t245tx0PgKNoxcHRs2XY8bGzHw2PTtrzRJSQRsQPg9wH8MCbpeL4I4G0ppa9srFEdERE/BOAKgF9JKX3/ptvTJRFxF4C7UkpfiohzAB4B8BNDvK+A7Xio2I6Ha8fA0bFl27HteAgcNTsGjpYt246Hd08PsB0Pk03b8qYVGK8D8ERK6asppRsAPgbgLRtuUyeklH4LwFObbsdhkFL6ZkrpS9O/LwN4DMDdm21Vp9iOB4jteLh2DBwdW7Yd246HwBG0Y+AI2bLteNDYjgfIpm150xMYdwP4+szvixj+g3ykiIjzAF4L4AsbbkqX2I4Hju3YDAHbsRkCR8SOAdvyoLEdm6GwCVve9ARGkG1OizIQIuIsgE8AeG9K6dKm29MhtuMBYzs2Q8B2bIbAEbJjwLY8WGzHtuOhsClb3vQExkUA98z8fjmAb2yoLaZFIuIYJgb9kZTSr2+6PR1jOx4otmPb8RCwHduOh8ARs2PAtjxIbMe246GwSVve9ATGFwG8OiJeFRHHAbwVwCc33CazJhERAD4E4LGU0gc33Z5DwHY8QGzHtuMhYDu2HQ+BI2jHgG15cNiObcdDYdO2vNEJjJTSHoD3APgUJsE/HkwpPbrJNnVFRHwUwOcB3BsRFyPinZtuU4f8IIC3A3hjRHx5+r8f33SjusJ2PFhsxwO1Y+BI2bLt2HY8BI6UHQNHy5Ztx8PFdjxYNmrLG02jaowxxhhjjDHGGKOw6SUkxhhjjDHGGGOMMY14AsMYY4wxxhhjjDG9xxMYxhhjjDHGGGOM6T2ewDDGGGOMMcYYY0zv8QSGMcYYY4wxxhhjeo8nMIwxxhhjjDHGGNN7PIFhjDHGGGOMMcaY3uMJDGOMMcYYY4wxxvSe3U03AACOx4l0EmeWF4oot6VUd0CxrhjNz++k8bjueJXEzk65kbQhNVyHa7gMADiz86L5/fb3y2Pm12ZUznGx/TqF3S8Al9NTT6aU7jzcxiynyZaL6wuA3j1mj9m+7L7nNsuOkMaVz82kEVnVze2cFFvjmFMO7Pg0zh3K8dZFbddlPL11dszYyH0Q7LFrYpQ9lw3P1yI73nb6aMd33HFHOn/+/KabMUgef/xxAMC999674Za0yyOPPNI7Oz4eJ9OpmOmPxTGs0v/W9tt9fe+uSq/64wVj3bkiZNuQxhVsDMu+vZTx8GGz6WeiL7YsX4es3CLrv7TgW68XExgncQavH/3w/MY0b7Cxe6zcMZGP+WzwmA8upxvL/fZeKLaNTp2e+z2+dq2sikwyVH8gZuezc+72sshzz5XbGiYULuz9M2BnB68795fntu8/+2xRdnT8+NzvOHWqKDO+cqVsg3LO5H6xeyHdewCfeeGjf9h80MMlt+Xc/lR7ofaY3ZvxC3tFmZ0zp4ttuX2MiQ2p5PeCtvPEyWLb+Prz1cc84EJ6GABw3+iN88fLrsvC4+W2ptpjDtmP3Vdmt6xdD6WP99KO37D7Izd/08nO7JzZNWA2WtRD+mh1krSwR3VyNb+HQj+0iNHJ+T6SPl8z9V8Yfw4AcF/8xebKxXbl136tSUrheIw+2vH58+dx4cKFTTdjkNx///0AgIcffnij7WibiOidHZ+KM3jDiR+/tWGH9At7ZV+b94esXxgdKz8DxjduNLapzfc8ddYJsPOh75O83EyftmhckZc7DBaNdefKiO/Lz+z9Wu/s+CTO4PXxpqVl8u8ugH975fYn217lGE95F9OxqPAsrTP+mGViy4H7Rn+psS7lmasdR6h9Sm7vi9r06ef/CbXlXkxgAMSLlT2P7AFlFyntz1+kOF5+gCc2qCYGVDw0bOKD3eCWBsfVEwX5PgBiPKaTH8UxMyMbsXNmHzOk4y0+biuvA52E6jMz5xS7WSfLHmJ1kk34OGMfT6OzZ+c3qBMYpA3Fc6rVVP/SYFXlnRzrnBV7rG2D2A8k5cW1xZTn3J4yiw4ESL89OnlivgWkz6S2l22jL86kDRSL90ljP5d4uVr7BxD59RJtL69LGmwZYw6XCMTMeHf8/HVpt1q1rOJoqVbiqmMbNv4oJs1J/awfPeSJiFrodcjanpSx1Dazr92rNt9VhQNgj4wp6XdIZoC75JNaaKdUN9RnLmnfoNk2aXwMsW9g36mCcGDVb72BPwnGGGOMMcYYY4wZAr1RYDTOLFV6p9hMtTzL05acnM48NZ+POiutyJ1SSpKcu9hvnTbUlKG7bX5tWy3FrCZd9lReT+aBVupis7bFUiH1/pFtuQ1xz3W3HpBiWQ7z1jNPfFvHZzPQTJVEpZ6dNKkXxIkTxbZEpJ9t9jHKcihNzijeU0HZs5MrnrBAGVKp1GOqwvw9J9vobqZEqVUuGWM6pSkGW60igo0L2btLUT5KrDEWUM6R9fc5s+cSN0aL26X0ybXj4UolxTpLLntJfh3Y8iiGcB/kpUmKElxYIhtkGZe0bFwMa6DZWpQKU8Vm1lH25CohZo7C8yV9o85gBYYxxhhjjDHGGGN6jycwjDHGGGOMMcYY03t6s4SkQJCz1AZxqZZxixKbIhMKUzEJda0lFSuCxmnLZvKlC+rx2pSwFYGati2I5wzKdWlTEqgGz6kml4qR5S+5LF1uQ5PEbBpUsQgYRJYRKLI9urSgMmsGDfi4xUufAKH9lVJgJWBWbb/DlkCwTEp5YC16T5kNCcspGoNEH9iK8g5gslUWwC/P3DRiAa7JbnmWgm2WIhszVFKayzKiBHtk6FkSxKWhObWB2tVsfkLWBynY+cw5p4M6a4eZtdn11PeLsuRyS4iIMpteZn/puhagtoAuXdZu6qo2c0AxlmFBvoVxoBxAs3JZMs3WI7RdXabeVDfAx3n5GHzVb3orMIwxxhhjjDHGGNN7+qvAUALlCKjBzNR9i7qIB7ooUxkEjXq31fPJPH4RoaUKytISJiX43CIq71nhVa3MEd5H5OB6imonNA+/NNMqItWlKGbUvNQz5xwHCgwhPa+i2pFSIAMYZR586mHnByi3Uc+MVt1hEqMRds6eufl7//LlskxuCze0oFOtBo8SvFM0oGtl8CglyGWzJyNNm5ClJGapeEUbzdE9GS0F5jPGdIYShF0ar4oBk5UAxrUqEBklOL3q8V72PbFMEdel6oQFG2VB3mvflz0cVyQ0B7CkagEluLSY3r5NpLG0MD5VVwVo3w9aGlXl+skpj4vdiFKElFs3Fa4VGMYYY4wxxhhjjOk9/VVg1FLrzWtz9q42zZLQdrlNmccvJW3mLGXrq7k6QFSB1M5eD2jNX458LmpaJemgWdpRdR1dbVoqNoNeeJu15210fOZ4Bw6ovF1iatqijHo9j2CcgDQeY8xSoM6WKeJPaOmAx9efz/arT91ZvQa1NqWz8Jyoba/13lTTYp9C+4HVMqAZY0QiYm69OF+PL8S3EN/pSrwc3tDm+lmfo8buKtbMM1WK0rcTRVztmLxadSKOrYvDbfP4I5XqAMk+iFq8No4gbVY+XuxYSVQdh5FRqImax9+TZrV4zoKiVfpuXHRPF3z2WoFhjDHGGGOMMcaY3tOowIiIewD8CoCXARgDeCCl9AsR8WIAvwbgPIA/APBTKaWnp/v8HIB3AtgH8DdTSp9qbEmTV1VcM1/O6JCo9CzAsrKupyb+xKL92IxiUUibdVTaFceOYfcld8xtG18q17WnbMZ+9+V3N7cTAF4gs6YsWn5GnDndXBfx4gIALioNmx7nsOwY8/ejOpuIEI1anTHN2yBH7qbKhiwDSKVCR32WZr31B9HCd+966Xwh1vbTpV2lZ56db8OLX1SW+c7TZV0ZOydIXzQTL+KAcXa8hSwXOswf5xDteFWo+oHYcbGWmpVRY8UUnoVyvzhevgOa1CWL2sAL5gqMuhhB3EsixrkRrinNulOdyWt9F1KfbdkYlcOw45RS8zMneKTlzFu1agRCob5UdyRtKNraompi9+7vIXUJHnyWNWOXXGdhPBBkbDbK49JdF/vs5qHM/LE31B9L9qGo2FUVfa3SoM0YKUI9dJzekE0kUgDHT2D3rnuyHcl1uDqfvS/tlf1AIt91MSLfoPl3HPuuY2S2nJ69xMuVn6oANAXGHoC/lVL6XgBvAPDuiHgNgPcB+GxK6dUAPjv9jem/vRXA9wF4M4BfiqAhCY05TGzHZgjYjs1QsC2bIWA7NkPAdmy2ikYFRkrpmwC+Of37ckQ8BuBuAG8BcP+02IcBPAzgZ6fbP5ZSug7gaxHxBIDXAfh8243nM1vN69WZZ21urf0UNTJ9FZWz2W160WisghPzs71MWcFmlynZ7HWcOknqIp7Wa/Mzg3Gs9KCuymHa8ZzNKaoJdWa3NjNPtt9acU2kwwk+Fhr7pMXZ8h0yS5yrJMiMM1VzZPbOZqqZl3907myxLT33fLFtFTZmxwRtvS7ZJsRdUG0v7/vyjDEA6vPKE7ht1z0n0vpcsb9Qrum6Eb/bptdjC2NEDsuOG9+rHWbMUGFe49VjUkxR4mmwrrf2fJiX+gQ5nytXm+siyo1cXZGrnQEgyJgB2ZiB7Td60e3lfisqMDZlx3Ei+55g76nqe7rGeLvYrTl2XFMmvZv7KRlAVGbbnhKwv490Ocu8xr71cgXyt79TlBkRJcX4aqlejfzZEbMd5fe6+P48YA0Fxq3KI84DeC2ALwD47qnBHxj+ga77bgBfn9nt4nSbMb3AdmyGgO3YDAXbshkCtmMzBGzHZhuQs5BExFkAnwDw3pTSpVi8Noz9QzH9ExHvAvAuADgJcb1MXoeSa5at4ydrlNnaMzWCbXmA3ONdV806zK2L2ouJ0uG2c/OFninXGxUeTDIDndgM9H7zDGaurACAuPMl5bbTWRvImqta2rbjaZ0LbVnxGDBVDY0nkG9j6+ZOlCqX3PNKs32QNrDZZCWqeZvxOwo7Rml/7NnV1q6WM/3suo9y5RCbXRbivQBAnCQzzAuW/S2t57DtmGQKkZQ9lfvVkohqrjp6PsuOcp0oaCq9J7VKJSlrgPp8CbEzlDz2AKqzkHQ5tnjFK15R1yhjVuQwx8isb6KR/1n/W0mRAYR4yltVeSnZG9qIZ3CQpY2NM5WxJ7vPbEySea6pIpmRq5SZcrTHY+TCjvMsJPm1EuJTAWKMKhIDUYlbyJD2aylODMCfZx7D5tYlTwAijYEbeRxB0g8oY1ZBSQSUymIWE46OmzN1fSJxGZchXe2IOIaJQX8kpfTr081/GhF3Tf/9LgDfmm6/CGA2gsjLAXwjrzOl9EBK6b6U0n3HsEA2YkyLdGHHgG3ZHC62YzMUuh5b3Hnnnd013pgpHiObIWA7NtuEkoUkAHwIwGMppQ/O/NMnAbwDwAem//2Nme2/GhEfBPA9AF4N4HcajiHN7uYoZagXTcxDLWUmUepvcR2WOsM92/aEhLh+A+M//uZ8XcSbWNT/FFlIV+E9n+xGPP9sFj+bGaTrKlfkMOyYIWXfEHOgFzEiqIeiOVODerxqz7hk2yRbBJtRJ+e4f7l5ljaeeabclq2vo5koSNvHz5XKoQLSJqaGUWIVLONQ7bjBm1CsZRXUFmw/tS9U4rQoWU9YOUltBEgeFtZfzXlTDjx+uSdKfVfVrvteZ51tB3Vtqk82pk02MkZWY1blfcwp4hllqjKCFBPusDM8VDJ7LePGpD/eu/jHRbmdc+eKbeM8JgUdcz1VbCszJBJlG8nCkL+b2Hsp/cm3im2rcmj9cXbe41zRrY4Hsvds/t0w2U8cb1UqhIvDiQrGYj9xrN38jCek/TH28zgVNGxLlpWP9SlMba98zwpjdLbfqqselCUkPwjg7QB+NyK+PN3285gY84MR8U4AfwTgJwEgpfRoRDwI4CuYiErfndImFlEYM4ft2AwB27EZCrZlMwRsx2YI2I7NVqFkIflt8LVOAPCmBfu8H8D71UaklLrL+LHOLG5l/t4y7kHzzLjcJGXdFzIvZwogJaR8XRTfUWiENkNaeFpZ3cI68HW91sDh2LHUDtUWhHXnsie2mF0uryeb1S9iP0CLwyGt0V/H4yLMllOviBCnpU3YNVWf30X0xY4ZdB3njeaMN3JWHCVmBEOwq1rlBoXd4y4zWgHV7yoWD6qsmkVfX3+c2mdbNkZlE2PkkTwGy8qx+AmE2r6P9duKgkBW9RZq0jr13mwb0kF5cgdztcWi+ssiwrtKifEBEpeOKTC2uT/OrsOIxAljKtgosiGWCozacQRVUdbGd5HG5GK2saY4HCkApPKaNqlCF9Wt0pJaamEWkgXdVouaUmOMMcYYY4wxxphukLOQdE5b693yNTVsJlmNd6HkBt5tzvrQJrURdCmSl7/bWTklZkOra7cPg7kZ0fbyV+e2RjOV0NnlujgckmKHzRILM9yqt36u3oMA18pzyWIaCGt9qbeZeXmE/Wh2lBYzbhwmVKGgKM0Iyn7MhpQ87PR4tZH4axVBwjpVoF6NU50di8SdUe5Zq+8cY0wdTf2RMp4T4/q0Fv9tQbla8vcC9SyT93xtxqfqjGpK/0jKqBnphkQRS0uM0VaMr1IZd4F9nymZxOQVAR19t65UNxlb5EjxvGrV1CpKLJDrWja/AzwKMcYYY4wxxhhjTO/xBIYxxhhjjDHGGGN6T3+WkNSksRFkN0xOpqTjY+Wo1FlZeqLKbVtcbpAVABBaEMgMKhOslLSp6VC3Po7xivdRlWJWL4Eo7ldp/zu3lenC9i8RSV5LS4yqAzKq9SvPs5q+Ng96Kj7PTK5LgxStppo7FGI0mgviSlPOZtSmAtNTXdfNtyv99uj06aIMDeBGyJ+JRrlmWmEJSG16447TErJAa2g2EWNMVyhBPCEs2YX2fpaDq7c4Hs7bGsfLd0ew/n5J2uzYC1o3sCCoZtb38fSdQl+rBL4HkF7o4QChQ9j7jS4VygN71r4rgeJe8DFJ3TepsuRzrWWabSVeYGXoNtI3VNp7Wfdqy82swDDGGGOMMcYYY0zv6YUCIyKK4DX5jJQ8k6akWFQ9rwLSLHRlkB9VKSJ725SgLVnQGzUVZO3spBbwdLskGbPXp9aTISlfVNtuqgfA+MqVxv0mDcuC5JI4hIqNUm+H1oICJUXUwnblZZgdS2lbSWXsuVwxSNHGSAloSjtbBEzWPCBF0K71Msu2Qm26PEB8N5FAW6USRfPedBlEi9KicsMYsz61nmX5PVWb+pE1QRi3qGkr83cHC/qnjMln6zn4i3r+T5AgkHm7KoM9U8+8lDigMr13X8jVDkowcPatgmONZaTvEpTXtM3AqbVqYzWdLFV3FuN0lt54/pmjwW+7HmsU/dNqB7QCwxhjjDHGGGOMMb2nFwqMlFKpuCi8dJqbrnZ9Na2rcs11cUzqsRW8werMnZKuNKVyRpvNkgnrtVTveXHPWDtbnOnvAxExf/8zW1PVP8HSaeV2K6bhytUIdOaf1XVcUADRmdbmGXSapqpy3T6NK6GkwRKPl19TWZWkpmvuIbS/KAot96QAG1ALEFZXSCxpg5BqrFYtyNfK1qU+5eo6sl48P+Yu6T+IOoV6gowx3ZCPK7ZoTKSMGWpV0W2OI+Q0qvluapy43NtMvi9oOvba90tPaTwfMZZFm3HUFJXQYZOIbTd/z07iHRZl2oybpaweEOwYUBX4i7ECwxhjjDHGGGOMMb2nFwoMRq3XM4fOoIrevZqsHQsqIttazMIgzZwlKeosy5xQlFGzDeTrFcfajGJRj7iOrTfMXGdldpmudWORrbN9aVYXQUGgrjFU4kGwKOCtxoURsjcoGTJY/apiYN1Z4mVtmBy0vepbpckLkZ8L648FJYxqj3KUbKWumnrWgdix8v6iHsam+gF9fXrWR49G9mkY0zci5lWZjWvhD6j1JLNxyqksPlpl3CCq4O06hsPS/nHSB+bnBywYWwhxwKqvAx1bC6rXbRlXRJC2dqh+UFWU+beeqI4pypDvGS0TprjCQFEERRTfBnQMmytoaTYi8Vs5Px9VZdXQpiY8WjHGGGOMMcYYY0zv6a0CQ5qtUZQNwmwbsGCNVb5JzPFbbKNZO+pmnOXMJC1BvYTqLJmSW5lFfs4VA9rRegGL5zJfgFw71QMtIHtsM/Rc8FlbK8UJqh3P5WtfcElq7T+OlcoX5oXZv3xZqIzN9G9RZPAKcvVNuiGer5J/XG1D4Tmp7C0q13rScqK6Lm/7WkofJQ5Sw/MF8HW3lG3x+BkzANI4SerYysqLTfT9nPXvaoak0enT8xtIdis1u15tPIhyv9kfsbBdlDyWhZK5jFWzTkbBbaVpfLwCrSnkGXQ80KwWp+9wxRbIuCVGteqpKGMZKpnz2oyBwWL4VX6bLMMKDGOMMcYYY4wxxvSe3iow2pp1pPml1cjFOWwWi62V0pYzVVEV4T4FmHtMUaLELjk/pqQQPJ9q2/P7Mzp1ihcUQx8cNqvOMKue12rvQ36fxSjPklKJxKVQMnKonnKWr126DsJscpszwnKsnW31pjCbuT4fp0W+D0VFYq72ygxJNJNHbn9qhiTC6mq6xNuwBlIeeyHOjXwuXccMMcbM0dhftPhuafMdLisbygOSbfP9u64cXVb3pDyLVUAR+j4W1yxX2rJxH80il5XTY2f0lAo7pd8ADZkrVzlWdaayDHb/eFX5+IONH4nig6k783aNx92ptdjxQNQcZGwtKUBXtGOPQowxxhhjjDHGGNN7+qvAaIpUC83LRNUW66x3FuoqjqnOhlVGkqdxKmbqihRIqaxfmalmM8lsdq/NWeHifLZpdhnI1C/tRQFXZm2l2BLKLC4AJTIyX7tXmcu8UbGQ5LqU9bnM26x4+ddiW2MHKOqz2pgR63hJ8ojwokeusCEx05GU+aqpnQdexNpYIGuoRZpozjM/Lceeky0VFxmzFXSl3hMVmeVuWgyMYj2+qtyobBfNzpaPfVmfpsblEuIusSxy+X618eyCnF9iWWn6Ss23FrnGyveL+j5TsnZQW8jqZ9+b2phcVOtKGdWETC/smCwWDssSSRUY+0t/LyJOZN+X10n2RQBYIJa2AsMYY4wxxhhjjDG9pzcKjHzGZnRqfkaMrs1VZqMqM2YAwOjEfEYC1gZ1rXFrqPELZif9UkKARe1tniVjcQJ4xpZKlYSQ07rNteKHwex1lvIot+hRVWaJ1XgNisdbVeiUhbTZXuYZL9aEqp6MIn97uV9tFhclYvrCdm0DQgYmVY1T+zzn/TFQrluOndI7xWIS1bZB8pA13nd+bGX988J2tdVHiurEbeuTjdlqIubej63GXBJjuyn78ewl832Y2nfICo8M1mcWYwuiiFOUepM21I51szaoY7zsvo63SW3BaFAesvtO72llTCxmfcWYUlRuFNs2ERsqs+WUxlVZLtu0dbmuvb3mMkuwAsMYY4wxxhhjjDG9xxMYxhhjjDHGGGOM6T29WUKSw4LgKOTpdmg9oky2kC1VSr4owrIBOahQg9wpISFiRCT0pAnKspIWZfBU4lUhf+oNeQAdlh4p36VWuiXK1dpKEcVgcsbaoEW1diVLUtdM2bQqssx3C2DPadHXEluQAm01BCGeqayxLjVoc95ntimfVPerDXzFrk2+/KQ2Vfg6qeiMMf2iGBsKAfgWlauletld7TI1Jc3pTH8ZN6LYdoCyhI+Ovyuv6ejcuWLb/rOXGvfb2uDgQHFd6PKl2mVOlYHFu/4GUcai8nigCHTPgnhWoiaSUNK4E9QlsovYztG0McYYY4wxxhhjjhT9UWA0BtgjM7Rsliyf+VFnkISAMCyAUJeBT+QZ6AYPY+yNgJTKmU6lnWpaydoAUsybeHz+Oqw7S3eopLR09pbZizyDXxTSbLsIRstme9UZ51rPTOV+hR2jfrZXaZMWKFL0FtU+E32hYRY/V1zwYMLN/WMcP1WU6Rop+JYQuBQg977F1Mm1AX7VdMBFGrjM1lkZYMtVcsZsGynVvecK7/Yabvm2Ular74lxc0Btffy9pA1p0ubaAN5qsNGirULAU4ArQ8rjkQP2dahRkUZdSl/OUq1WqRggv4t3zp6d+71/9VpRhtpo/v5cY1w4W3/shS68Kc6ZpExl6VeVumrLLBpzLjgpKzCMMcYYY4wxxhjTezpTYETEmwH8AiZTn/8opfSBVfYvvHTMo8TiVmSzqHIcieNl+r0ihWhoaZaK9VTiLGA5U02UB0yxcPp0sW18bWYmMCUkVM7gr6ECUWbsKT2KE1Blx6u2X4zJUruf8iyxu9xpGlBxhjuOz8wK78d01zwdcHttkGLAiM8ESzG7qRRoq9pxRDR6fqqvlWDbcapUwqDFFLcF4rPEPUFZLAtxDW9RF7NHkkZYsls13bbgedJTNpab2mbdcYUxfaATOxbiBIzIOJcqXIX+Ksj7IdH3W3M/FyfKdyVYu/KxdW067Jn90q2NVXXR66e849j4irzj8mszN7Y/2G+Daa3XtmXhOyGPtwWUY6mds2eKMvuXL6/UlJvHY/FQ2Pgjv4eiYjK/p4ncU5XcltnYrVUVe4vx65QxEICFaqJOvhQjYgfALwL4MQCvAfC2iHhNF8cypitsx2YI2I7NELAdmyFgOzZDwbZsNklXCozXAXgipfRVAIiIjwF4C4CvLNyjwRNE1+GS9bolzWunAO4Z3ckiAtPZPOaRy5UTahyOfBaazJqxWdv9K1fLymaOmRa4xpT1/mxNNEVYL87uIaNH66tXt2Ng6f2OEw1qmQ4YZd5sdVaazeoXa/6uXKnbj6wV5I0o6ypmwlUlSmZXzP6Z7SlreJmHgK1n3RAr23FKaX7Wnim/MrtiXgS+PjhXC5RlxiTyujLLzzwn0tpYUTWlZjlRKM9H82IwL2oO87js3H5bsW3/mWfmN4ixQDYUy6WuPzamX6w/rqiMlyOP5wh5Xz767peWh/v6xXJbm5ntlFgFhEK1OadsW1G9oCiLlayG5F2yc1uZhQTjFuOYtE/rfTKzBTbOLBRBd7+srOxfkbGuoqxUn69c3cy+U9n9ul6XZZPCspBkKMqr0W1nyzKXyuvOMxk1tpJSOwY6oKsJjLsBfH3m90UAr58tEBHvAvCu6c/rD6WP/95cDfk9r+13K1XHAAAhexFW//a8A8CT1cdb49v+ofTx+Q3177IS1qeOs3Nd515wXtl6jfM02jEg2PIsZK6pVdh9UOxKrevW+2CxHS/fbzXI8/UQHmzeT3nH6/a/+FwPWG8Oqv92zK6nYsvKM9/mM1E3Lmi+vx1Q9Mcqtf3208J5rjc27qUdR8Ti/nhYbMSOg0xAHgJdnmsv7bixP+6avG/9Wot1z78D9HurXgfhvSD3x/kxa+dyJ/XMn+szlXVxurZjoOZbb/xgO/1xPrZ4TNyPf6vMo35nLR/XbqQ/RgI+ff1XV9/vO2sdtetzpbbc1QQGe6PNmU1K6QEADwBARFxIKd3XUVt6hc91q2i0Y+Bo2vJROU9gEOdqO17CUTnXAZyn7XgJPtetwXa8BJ/rVuFvvQX4XLunq2iJFwHcM/P75QC+0dGxjOkK27EZArZjMwRsx2YI2I7NULAtm43R1QTGFwG8OiJeFRHHAbwVwCc7OpYxXWE7NkPAdmyGgO3YDAHbsRkKtmWzMTpZQpJS2ouI9wD4FCZRNH85pfTokl0e6KIdPcXnuiVU2DGw5ee8AkflPIEtP1fbcSNH5Vy3+jxtx434XLcA23EjPtctwd96S/G5dkwkEuXfGGOMMcYYY4wxpk90tYTEGGOMMcYYY4wxpjU8gWGMMcYYY4wxxpjes/EJjIh4c0Q8HhFPRMT7Nt2eroiIX46Ibx2FnPQRcU9EfC4iHouIRyPiZzbdpq6xHQ8P2/Fw7Rg4OrZsO7YdD4GjaMfA0bFl2/GwsR0Pj03b8kZjYETEDoDfB/DDmKTj+SKAt6WUvrKxRnVERPwQgCsAfiWl9P2bbk+XRMRdAO5KKX0pIs4BeATATwzxvgK246FiOx6uHQNHx5Ztx7bjIXDU7Bg4WrZsOx7ePT3AdjxMNm3Lm1ZgvA7AEymlr6aUbgD4GIC3bLhNnZBS+i0AT226HYdBSumbKaUvTf++DOAxAHdvtlWdYjseILbj4doxcHRs2XZsOx4CR9COgSNky7bjQWM7HiCbtuVNT2DcDeDrM78vYvgP8pEiIs4DeC2AL2y4KV1iOx44tmMzBGzHZggcETsGbMuDxnZshsImbHnTExhBtjmv60CIiLMAPgHgvSmlS5tuT4fYjgeM7dgMAduxGQJHyI4B2/JgsR3bjofCpmx50xMYFwHcM/P75QC+saG2mBaJiGOYGPRHUkq/vun2dIzteKDYjm3HQ8B2bDseAkfMjgHb8iCxHduOh8ImbXnTExhfBPDqiHhVRBwH8FYAn9xwm8yaREQA+BCAx1JKH9x0ew4B2/EAsR3bjoeA7dh2PASOoB0DtuXBYTu2HQ+FTdvyRicwUkp7AN4D4FOYBP94MKX06Cbb1BUR8VEAnwdwb0RcjIh3brpNHfKDAN4O4I0R8eXp/358043qCtvxYLEdD9SOgSNly7Zj2/EQOFJ2DBwtW7YdDxfb8WDZqC1vNI2qMcYYY4wxxhhjjMKml5AYY4wxxhhjjDHGNOIJDGOMMcYYY4wxxvQeT2AYY4wxxhhjjDGm93gCwxhjjDHGGGOMMb3HExjGGGOMMcYYY4zpPZ7AMMYYY4wxxhhjTO/xBIYxxhhjjDHGGGN6z+6mGwAAx+NEOokzS8tERLEtpdRVk3rbhhqu4TIA4DTOtVMhuQ5o8zrk9S+o+zKefjKldGd7B16f43EinYyzN38XpzKuv065/dGaemCP1c9Jg121bse1kHaSlst9Q2/tuKlPHmX2WGnbsr1U9jsxKufp03gsta0LemPHa8Du2aX0VA/t+GQ6NbrVHzMbatMW8tq7Hh8w286fido2ND2XB3Z8Jm5bWm5T1PZPfeyP77jjjnT+/PlNN2OQPP744wCAe++9d8MtaZdHHnmkd3asjCt6QdffOG0y09Zr6RKAfn7rxc5OWdX+vrTvoj65FxMYJ+Ms3rD7o3Pb0t4Lc7+rTz7WEJmk+YHN6MRJqQ1522kbkjBoUvcj5UbHbt3aL954CADwAyd+ZK7M+PrzzXWR47HrUFsXY3T8eLYbf2A+88JH/1Cq8BA5iTN4Pd548/fo2Py5jF/YK3cSr0t+PfMB2qQqcq3y+om9sLrYMze+caOhkbx++oWfMWuzN483c70ujD8HALhv9JfmC6nXryVoX0Sue+yQ+0P6i4fSx3tpx2/YvdVfsHaPTp2e+z2+dq29BtAPM9b3CVVlzyBQPofys6TQYI8X0sMAgPvi/rnteb8HLHjelHcaaUPsHmssJ/Uf4G399PVf7Z0dn4ozeMPxH7u1YYdcu72yT87tnV0X2l/l94vYp/z+FIhR2Rcp0P5K+uC/ZQu37PiNS8sdBtS28zLHtP74M3u/1js7Pn/+PC5cuLDpZgyS+++/HwDw8MMPb7QdbRMRvbPjkziD18eb5raNTp2a+z1+7jmtMuX7ovLbS3lXMtT3p0TF99+F9DlEBO7bnb/GxTepeDw61hXqYtdvdPJEsW3/ypXG4wGL+2QvITHGGGOMMcYYY0zv6YUCAyk1zuqwmXLJE9rirFy9l4TN/FfuN9bmnGLWQ7YXk/UGmfeJzZIVyhfBs7GQypnH3IvFvH29Zta+FG+pqBIqPGTsmaD3dP4+ULUF8/4+f11qV1s0q1Mmz3Z5HUhlyjNe2Q+os+zKM74t0L72hjATX6ucE/vtvH72HqlWMRDYs5PXlT9vSyqb+ympmwBJXaG2QZVwtrXfoROBmFFKqH1a7fkV9kj6iuprR2yW1pUr9cgzGMzRldvVISvb1oFeh1xdtI4a1xjTDvl7T1Vc5CjjOXb4yjFJm++88n1djlskhR8jpaq+m35vKsqNyc7zP4+T7xA2vl8T9+jGGGOMMcYYY4zpPf1QYBAWrYWZRfGEqrNtbcbYUDzlCop3BQBGpxpicyRMZuX2hHXfQrva9GhKypcOZu4Oi/wesllVGkelTc+dUA8L2Carl4T9lBnnNlGvc1lGqLxFVVefmbXBam8AozI2DqUtVY34bHEF3Py+irKNocZWoeejrOut7O8ZW6PAQHOQztpzYe+l/BrTcUytvVfup54fe8ZzZs8nbowWt6vD9eltqqe2yY6NGQRN72w2fqxV27PDs8+qXDnXZr/Q9dgwVynv7BRxRfJYExTar1Z+u14vlY5M5V3st2LcMSswjDHGGGOMMcYY03t6q8DIoV4tEpMij/DNPF+yp6uhboDHxZC8uC2u0afR/2f2PfBAFR6jWq+duL46v2c0qwW5fkW5RR6Xvjq4Z65raQtqBgsW/VfwJFcqG9iMKS9Yt+4wn9Hm67KJfczabApaTp21rc5adMhrLfuIEm9Ftj1FJafe00ovjISYrSdvA70Os3VN7bhsq5hRQo2FkCEp2dbK2lW/a2dkykMlVgJDzhCT38PKDFPqvrWeSXY+kg3NnHM6qFfIBESpVG7IkfHz2DRb2vcaY0qkWGgiyvhUilsoqi+VWIbVCtdE+jrhvb5W/1hkMyNjFCXWyYrjNyswjDHGGGOMMcYY03v6q8Co9ATls1bqbL3ikaidoZLzvtd6Hxq9SmlhfU2o8ULovnlGE+K9pNd9xXVQvSJibhZWsiF6X8g1row/oaDadq36QZqh3W+acZ4cS5mZrp69VlAzZLDZeBrToI1GdQvvB4T9ap/l2r5PfG/k6/07j7PD+uO8iBjzqFXPdXH5NHf6tnizU0qN91aKtyXem8KTx/qAShWIjKAYk+IuNdnZgZKozVgWiuqExeqgWaDq+oZt6I+NGQyVmd/yd3jtWFRGUGTK6rAO+0ekBOR9nxKXbp13em3MoxwrMIwxxhhjjDHGGDM0+qvAqF0fnHt6WdyAynX7o+Nkdo3sl8/CUbUFPWB7XpjZ2bXYG91arzpXSLgOzHsjxhUp8j2L2UtUL2AfiZj3EBUqlMq1dQBZ88dmnGuzhIjKnmqvltAGmeyYaoYMJWYDj3FQd7xt8VIvZPYeCfdZVofldYnRr5W61KwP+bOjZigYnb292LZ/6XJ5zBrUmBvMrCqzbzEFnLJfbXTywyYi5p5X2i/sCPEt2L0R+nK5DxDq52upm98BtL9iqhTJuycqOztUCxbeRayhojHGHC5NfUPHWZqUd6Oa/at4F7Nzq81UWZm5SVEdAkAcz8bD18h4uDKjGj2eMsZaZBsLxDVWYBhjjDHGGGOMMab3NE5gRMQ9EfG5iHgsIh6NiJ+Zbn9xRHwmIv719L/fNbPPz0XEExHxeET8aJcnYIyC7dgMAduxGQq2ZTMEbMdmCNiOzbahLCHZA/C3UkpfiohzAB6JiM8A+GsAPptS+kBEvA/A+wD8bES8BsBbAXwfgO8B8FBE/NmUFgvlI6KQsuYSntqgfKqUVpHccPlpcxozNU2gsnSiJoBmSmPEiRPYfend82VI+tWi/hMnyrqvXC0PKMgz47ZzZV1Efp2XGz/9DK9wtbh7ndsxMLmv4+cXpyTVU6Y2y7Sq03SKMjeEJqNTKOTQFUFDY2/yfOzefdd8XefOFPvtfufpsrL8eo3IOe+SVK7f/s78bmfL441Sea3Gl66UTXjxi8pj/mm5aQmHYscFgnySyQ3pUoO8rtTekjG6LEgNpFjsSJbPCe8AZYmHihpEWZLAsvrzJW6kv0elZFSgc1tOKTXfa2G5Q/UyjDXS0hYyY3XHrA3ycpHKZR+7d38PqUt4plnq7t0suO4zzzbXAyDIUqjRyXlbTtfFMSR5dTSwmT7ZmHbZiB0r78/abyP2HpSDZVdQ+75e5xtxbolzCsSxXex+14ubG3tqPrlEPEvGb+xaHT9LymXvhR1yPaVlLQuWtD7JNzfetZTSN1NKX5r+fRnAYwDuBvAWAB+eFvswgJ+Y/v0WAB9LKV1PKX0NwBMAXtfYcmM6xHZshoDt2AwF27IZArZjMwRsx2bbWCmIZ0ScB/BaAF8A8N0ppW8CE8OPiJdOi90N4F/M7HZxum0hKaUy/WnuNWszzViLKJ48OqMoBEepDqwI4rlOAMZZoDc263j7bfN1Z95nAIjd0mwkjyaZlYvseAAKL0wcY57derqy45v1z8ySFveeBhQUU3AqXlYhyE+t4oOhBiVVgvXIwVvPnJrfj83sniSe5OeyYLrMrth+ubqCqC0gBENcuG8lXdvxqtTaEKNaXUSQ9lM90kKwLeatn31WY29E65eDwwoqLubJYOqRwhOUe1IOiS5tuVGN0mVKOxEaTHXloJpThMC2baqEaJ92IjsfptpkZMoN1Y7jHPEKZv0922/0ojIob4UC41Y7etYnG1NDZ3Yc0RicWFWZ56iBN2vHnrX6KKqaKJJLqMHHK5UiTFmZ97WnT5VlbpAxHfmOS+OsHL0XZFv+LZm/NxqQr0ZEnAXwCQDvTSldWlaUbCtaHhHviogLEXHhBSyW3BvTJm3b8bRO27I5VGzHZih4bGGGQJd2/O1vf7utZhqzlE774yRmZDRGQFJgRMQxTAz6IymlX59u/tOIuGs6I3cXgG9Nt18EcM/M7i8H8I28zpTSAwAeAIDb4sWl0deu/+wyraNat1CX4q1cZ63W7L4JCTEeIz2feSRIrIZRbQpT4j1U1jzhBZIa7vb5GANxbbVZuUV0YcdAgy0r3jCWHo/c+txDW7u2mc4Il3tJ0JlrEtOgiJdA1/KVrZg75/3pPrmSgiiCMCIz2ln96SqJAUNiYOSeu/RCOZtNYwcwxNgEy9iIHSvtUlNuZfZIFWRiPI0ytbDoKVeeS3avWLniOSQquZm60oEnInsElDhM08rKTfnzJadYzlRdaqrOljjssQWzK3bduf2tjqqqqY3xRcnT6rWptpi1oYN+nsUSYtuKusi7I1dcsD46W7u9kLwv3yPPl9JOga7t+L777uvuITRmymH0x8U7pnY80GZq90wBIb/zhDYo7/W14nLkqa3Hqfi2o0r3rG9N+bgaC9Qwp0+X2557an4/ppxj9/W2TDm34lhDyUISAD4E4LGU0gdn/umTAN4x/fsdAH5jZvtbI+JERLwKwKsB/M5KrTKmZWzHZgjYjs1QsC2bIWA7NkPAdmy2DUWB8YMA3g7gdyPiy9NtPw/gAwAejIh3AvgjAD8JACmlRyPiQQBfwSSq7bulqLT5LJwyE9NS5Fig3TXXraGuu1XK7e8X2UPYzOCYzMLVtqGIAv7kU0UZdrxRlplkf0lWjxU4HDtGZru1GRfINW7LSyfP9pI25M+JmplndGp+fR1bj9x0zmn673tfpwKCxrpy6DPPsuJk5fafeaYoMyIR9cfXS9tu4R4emh3PnrcSXTuOiwoMIVODGk+jeE+04Vm+CblM7DrkKpDG90bS96t8B9DnUlnn26HagtC5LUfEvApCfc/ncYNOlZmHQJ7vnHVUNRIdx+bImb2WcWNiT3sX/7got3MuyyRG3vO0Txk91ViGrmF/tlS6K++q9CffKrZVcGh9sjEd0g87ZuMB1lcw1bew3zrlijZUKtZzpaiqSKZtmFGnxN4I2N/HOMswmZ74akUreWymRMa/RSwtNfNb9k1KY0EtodECUkq/Db7WCQDetGCf9wN4/0otMaZDbMdmCNiOzVCwLZshYDs2Q8B2bLaNlbKQHCqKB5XNWhWZGoiHQpzhU9rE104Ls2ttqjsa2hV7Mcn0oniDlIwVlXmaE8v7ztZz5+3saQaahSxpb+eqHsEjR7OeqJHqi/pFr3Glomrejqf/Lnjw1frLIiymhxDThikrDtk72jZNtlr0tYp6S0W9dtWZE+riBNB4CSvmqI+9mFYvPBPq+SnPhKIyUaO2szXJ7SWhaY38vTcS7aroI1n8BEJ+XVQlEet/FQVB9ThJiBXD2sQUceyTp1BciHZc+0zQmFGZ6g9CFh5jzOFSq0TMx1w8vlybiswSJbseI1caMLUuUyOw8cfsOyalMSJGZaaXSmWlnOkwG0fQ2Bn0PZvFpVsxk117azCMMcYYY4wxxhhjOqI3CoyatUStzp5XekuVmS1WRonYL88oKp5lln9ZWNeurg2n55jPrqmzgKqHfQvicivXXK5L8e5VeuTUcsVaNzGrinJPg03aZrPLAMrI8bVeapJ7W7FROV5OizF6No1yzrWeXnb/ds6eLbbtX7nS0MoVUDLzqNkbYv65pHY8m4VkwTE7XwVfm42F2PaqnpKN0tQ/sL4ovzeiwkrp39VsPW1lQqHZnZh3L/MCrhOJvynTwPQAUl1KGZbtxeoKYwaC8N6VUfoidUyp9Fesrny8UancADJlXgqkNC7Veso5q7HIBHWnnM2sUP0tiIGxQAA5nBG2McYYY4wxxhhjBktvFBidzZavs+a81oMqHZO46fJqxHzI1EOWefwiooja27QfAIyOax526sHMy1XeC7qeCgD6GE4gYrnnLJpnIeVDVWbOiRMnim3phjjTmubLaXEyUOSFHj/33NI20rqmGVx2zsznoWaeeR6bJlMEkWs1OnGy2CZlDlljBh2tJNlpmcyOFbuSVSj5NrqmvS4jh+rdVtQ4FMXrzmISzUYKP8hEVBtPprK/kPoG4gFhfXtbGZF6gRIDg9yb2sjxsnqlNtZP/kyQdrKMQZHHtGHveRLLRVEv5RnJAGDMsospti2spQaA9EIfO1ZjzMoosd3UjEUtxspYPQPZlNrxFHsPzfbJaRLvsKysrl9lKKprGidRiLO3aqwOKzCMMcYYY4wxxhjTe3qjwKiizSj/wkwd80jk+c4BYP/y5cbD1WY9YZ7C5lgFCUhJygRRzCiK3qLaKLe0ruzajE4sUDRswTLsVteKF9lExDzR+cwnmaGlah8WK0PwntPsDczbpjBX16TddD16WygxRKi6gyzSU5UFfSSlufZLWWpEWyjjwpDjt5iXXXpKxFg/UhwJpsCa3Y95SBbRcdaaXBFE7XOLMuc0IT9/SpaaynXFckYOQdnTuCYaC9QJJCOY8q5isVwUJRvts5XrIMQnUeuS1VnGmO7I4yVk/ZOinl20TaJ2jCfEDKSxAJmCPN9Gx7TadRgdm+8PI0ZV2bDk607qKrKqsGwpkgJ0gRJ2QfOtwDDGGGOMMcYYY0zv2W4FRuUMvuIVZNvYzFOR75ygeEkA4iFgHlw1KixDyapSm9eYRAFva5301nitAQTm7UaJxi4pHUhdklcc5fVLLP6EEqsAwM7tZ+Z+7z/zTLmbMntdE19mGjsgj6fBZ6/Z/hX2T/ajdi1ev22y5VmolzWPqcNm64U4O+p1qs6cINia6olVcrPTmBEvCFlIpBaIqBkedrN7eO2aVD31lCyIFL5R8phEW6QmUfrMWntnHjJJXcdQo9fnuynxvKT4JAvifLSYAcwY0xKNWaHKfiFXGQBkHLZG1rdCsSDG01D6lFEWsw0AMM6zb4gZ8ZQxbEraeFtRdKtqwXzfyvdsPp5rwgoMY4wxxhhjjDHG9B5PYBhjjDHGGGOMMab3bM0Skur0hoTGIGsHm3J1UOVyFEmuSepSU6ZSSPrJqqA3ohRZltUXRZoCkK4e2GWTJGTtr5S1SWkrVflwi2kXx3mAWnHpRB4QsW7J0eR8lYCgigRQsT0G7YtE6dvWSO8zlGulBLlaVK4ow2TiSvAtkh4yPdeedJz25cISo7lUZ2NervZarUMRzFHsP0aniSz2UkuNapEIzKUPp+mbOwwGPjpF+gq27FSxbSVVeZs0XpdJf0zPMV+KRIOkk2PWXgcl5aD6rmp1LZcx5oCIKAM+5u/B2rTd4rcKHxs2P/RSKmjShv1LZVKHHbasRKBxjJASIqJq+RxPC669G5Wl8l0s37QCwxhjjDHGGGOMMb2nPwqMpgBSO5WBKsWZIK5OEAJKscm8Ihhn6SVpM9BhUwCruBGTYGZ50D3ivSnaVRmga1JQCZpINmbHXDWwy0ZJaWWvWOyWHqzU5jnnygOmAhBTfhYzsjR1JglK2tCmVZC80kKw1NrASaryiwYGZuqvniow5q4FU5rl50K8GJJKSAyqLAUnFINQSuqwWkVEQ7DFg7+kFKaV6Ckj58+RKqOY6mRLSOPUXdplJUXwDfKOpQqCsvpC5bIvpmUW+vvalHZz7Tzo50m7yh2Z104MNFu0QQuwt00BW405MtSM/RTFetcKxhZTuxdKQHp+5buj6XspAUAaa4qIom7t/Dq9zovauUAgYwWGMcYYY4wxxhhjek9/FBgNs+XVnjW6LorFwFgjPWlLVKf9UtKrjceaJyqra502SOtZFS/4irNyvUKwx9oUjk1r7W/WX8QqkA63YN1ynlpY9Apm1LZ9srFZZSXFbFDTRimxM1jMhkWxWwZCbrejU6fKMkJsHNUe10oh3USLfT1LtTpre7EgJtFaMUQqU2BK8YZYXUSp0VcaYz+16Kkv+keWWliNRaUoGxj5+RBFHO/DhHaRGBiSQlJNx56vM2dxmEifosRUqo15ZIw5PJQ4UxQh9ppKdf9IUMaZsavF52nuw1ZoY+2YgZyP9O0qnM+q/bEVGMYYY4wxxhhjjOk9/XWjKDP2lbNybcZwoLsJ9dNZLDK7VpRh6+qbZuVSQkKq8rap3mbJAyJmVVl3Vq5PlDOT9XUp90/x2FI7E5+T0Zlzc79ZhGXpuaHrx5d7rlehNvZCm7PE2xw7AMDK/V/skj6AZowR7LFNqlU1lR4X8tzM2kyatqewK1aXav/FOWp9Q44a32X/6Welcr2gq1gIaoT7YjctBgbycqo9VqooC+WQ+E6ofeew5yvvL5riey06HiOYMoplpTHGdEISYsTR55vFy6lEUX2zvml0jGWBalYD16rDaCy5hmxOsReTcUSlukJB+34QlNNAuRpiUTYYx8AwxhhjjDHGGGPMttIfBUZLkWmL2SHqRTjc6NTqWnjFi0DX2p8ob+Ps2vOEhIiRFEOhFubdCGGN9yCZtTlF0UKuC1tHX+ynqAzU/VgMGLZv7iETZ8uVNXJUlTSj2ok9fm7KDDdDzXRRu76PzTjT+8pECj1g9ryVdZx6xoX8+mkeVUmhpnq3BcWClHmFlFOVG5KNytlE8iZp8V2GHqcFEXPXUI6jUqkiY+9nZT/aj2b2odpVqRiTdpMUk/PvNh7LBVgjnldRUfPztnjfLJuZ1RbGbJymGHd5tkRA67fVcVltJjEJ0jcp73lZ7dmkJo0AUovBAWuvg/pOFTLJAAAWdPlWYBhjjDHGGGOMMab39EeB0ZBZYHTqZLHL+Lky+nWx9lKM7iq1iVDrwWpVjbDX3Vp75jFmM4pStgjZc5J7XbZXuZHPrKpreqF45FQvdZvr4YR7Sm0miwfBlRvEg8+8gDm1z6C4zrH2enWel7xLIjJvq6DQqY0joeZAF7zbtddXvVe8XL5BjLFU+VwqzwSNX6OouqpjbgyL4hoztYXyzlsDKa6DksVLRRgXzard4kYU2w6oVhfl5yxez9G5c8W2/WcvNe9I+x7pkMaYFYmI4j1UvKsERRdDVsYqMJUcU5kXGf4qY7at8d7Nv3ED7DtAeE+wuivj5fH3kpAtUx07TbECwxhjjDHGGGOMMb2nPwqMnHxtzDHidSIKjKIa0atbv0azdg6ozrvCkNqeyiwk0jolklkgj20BgOZrb83bvOga99BTEqOYy2VfrrsV1QLkGmsxUrS17xLkuheeNTYbO25WBCnrpoH55/dm9obd+XI004Vi23QNu5AdSHzm2Yw9z8rRQ1JqtJvifomKoFKxoGWDkaiMZ6DGA5LK1cZUEKExczIvOOsaWdsVVcZWw9570n51cU0KlDhdC+pX4khwT1dz/6spjhrKTNda12ZbUvqGWnUiwJUh5fGIbQxbXGTMxmBZSIq+r8VvCaoOU/or8X1d/V4QjsfjbS2PKZamfbKi/JZg7y81RklRlfDeW/FbzwoMY4wxxhhjjDHG9J7OFBgR8WYAv4DJNP4/Sil9YPkODXMp0d4M0ujM6WLb+MoVsu/8DJi65rW12S+G6tGpzUefrVOKEfHCs9k2JaODusY7r2vRfofgKVnZjhOoemJVpGj5lddT9+Q1n4fqTWyKcbNwPxL1Xsk5LXn+xQjVsZN5qVXFAIuxMaPOucm1clPbrGzHyO5HZXab0WnS116bP2FJ9QLNbuVMDZl3Q81OobRLjRukQD3QbSpW8moqs54cFjV23IiQTUS+p0JUderBohkysn2ZPZ4g/Ymkkqt7R83ul25trKqLXj/Bjum7inhV82uT9ztAix7UFenEjo3ZAKvacnPshfYyY8lxivJMKIcdv0zIfgeAZ9CcO5+ESRSMvEh7ymymdsuh6pEd8h7KVlEs/FY+zCwkEbED4BcB/BiA1wB4W0S8potjGdMVtmMzBGzHZgjYjs0QsB2boWBbNpukqyUkrwPwRErpqymlGwA+BuAtHR3LmK6wHZshYDs2Q8B2bIaA7dgMBduy2RhdLSG5G8DXZ35fBPD6pXs0SS+TJoGRpMFjsh+RYubLJ/avEgkikzUrbRBgQQCZfGf8QrMMMkELZpZf9322tIbVT1NSzptXdaC8zaXsW9mOU0pLz5MG4Dt1qthGgz0K14GmTzwxn4KY3atW5XG1aUcb5fnTAEVKwKAT5dKFlEuIO7Yrdk3T9Y3I8VfvjyPm+gIqhc9SW+8/80xRZv+KIOEUl/Io5XiAZtKEyj65OpAuoQi8SeoeX28OVA2U7woanJMEZC5SkatpK1n93cenXd2OgflzUgOsZtvU+5DD+rTRd7+0PNzXL5bbFFuTAnjXLTmi/fFeLlcWEZdj5eXou5QsF9m5rUyjmo/zNrVchFBnx8b0j7W/9Yp/Vt/NwpJqdVxbLEUlbeDL/ObZYemcr1wtC2Zt3Tl7pixCx4+V4/TaZafifqPjzdcvIKR/X/E7pKsJDLaQZe7tERHvAvCu6c/rD6WP/95c6fwd9Yx4ZMX2hfTga7G8DXcAeFKqp+W18Q+ljzcXqgsozscy11c416a6OK9cue7VaLRjgNjy+MHfy8sspesYCHVj7yYm97ZNexHnEyQ7Ju+Map4X7HiN80FP7fgzL3z0lh2zPk2xK+VZVp93pVzdvAS/v7XfO2IbPn39VysPQFD6kNr+mNfF6KUdz40tDvsbll2nr7VY/3w/p99f5TqIE1JSf7xe/8jqmj/XZyrr4vTSjiNitXHF9tJeP7UCURtnbz26PNeu7Rho41uvljb78rb8SvPflvq9bfmb9KHxg82FlOun99HN51r7rTCB2nJXExgXAdwz8/vlAL4xWyCl9ACABwAgIi6klO7rqC29wue6VTTaMXA0bfmonCcwiHO1HS/hqJzrAM7TdrwEn+vWYDtegs91q/C33gJ8rt3TVQyMLwJ4dUS8KiKOA3grgE92dCxjusJ2bIaA7dgMAduxGQK2YzMUbMtmY3SiwEgp7UXEewB8CpOcOL+cUnq0i2MZ0xW2YzMEbMdmCNiOzRCwHZuhYFs2m6SrJSRIKf0mgN8Uiz/QVTt6iM91i1jRjoEBnLPIUTlPYADnajteylE5160/T9vxUnyuW4LteCk+1y3C33oL8bl2TCSW3cMYY4wxxhhjjDGmR3QVA8MYY4wxxhhjjDGmNTY+gRERb46IxyPiiYh436bb0xUR8csR8a2jkAorIu6JiM9FxGMR8WhE/Mym29Q1tuPhYTserh0DR8eWbce24yFwFO0YODq2bDseNrbj4bFpW97oEpKI2AHw+wB+GJN0PF8E8LaU0lc21qiOiIgfAnAFwK+klL5/0+3pkoi4C8BdKaUvRcQ5AI8A+Ikh3lfAdjxUbMfDtWPg6Niy7dh2PASOmh0DR8uWbcfDu6cH2I6HyaZtedMKjNcBeCKl9NWU0g0AHwPwlg23qRNSSr8F4KlNt+MwSCl9M6X0penflwE8BuDuzbaqU2zHA8R2PFw7Bo6OLduObcdD4AjaMXCEbNl2PGhsxwNk07a86QmMuwF8feb3RQz/QT5SRMR5AK8F8IUNN6VLbMcDx3ZshoDt2AyBI2LHgG150NiOzVDYhC1vegIjyDanRRkIEXEWwCcAvDeldGnT7ekQ2/GAsR2bIWA7NkPgCNkxYFseLLZj2/FQ2JQtb3oC4yKAe2Z+vxzANzbUFtMiEXEME4P+SErp1zfdno6xHQ8U27HteAjYjm3HQ+CI2TFgWx4ktmPb8VDYpC1vegLjiwBeHRGviojjAN4K4JMbbpNZk4gIAB8C8FhK6YObbs8hYDseILZj2/EQsB3bjofAEbRjwLY8OGzHtuOhsGlb3ugERkppD8B7AHwKk+AfD6aUHt1km7oiIj4K4PMA7o2IixHxzk23qUN+EMDbAbwxIr48/d+Pb7pRXWE7Hiy244HaMXCkbNl2bDseAkfKjoGjZcu24+FiOx4sG7XljaZRNcYYY4wxxhhjjFHY9BISY4wxxhhjjDHGmEY8gWGMMcYYY4wxxpje4wkMY4wxxhhjjDHG9B5PYBhjjDHGGGOMMab3eALDGGOMMcYYY4wxvccTGMYYY4wxxhhjjOk9nsAwxhhjjDHGGGNM7/EEhjHGGGOMMcYYY3rP7qYbAADH40Q6iTObbsbWEqMotqVxuvn3NVwGAJyJ2+bLpIQqojweautag8t4+smU0p2HfuAlFLacX6s1rlN+n2fv8VCJmet3NV0CAJzGuU01Z0LL9r8VdiwQ5Loceh9z2PtVcNAfb9yOCevcw22141bt9pBpevd3ySp2TK8xK9hhf6G24XJ6aivtuBf0ZGzYyEw7r3UxrmjxOsTOznw1+/vSfn3sj++44450/vz5TTdjsDz++OMAgHvvvXfDLWmXRx55hNpyLyYwTuIMXj/64ZX3yx9sAEh7L9TtJ3YKrRGl+EX6QE3jYtPO7S8qtu0/88zNvy+khxEI3Lfzxvmq2Dnn7SLHY20H6a/zfWP3WFmE3S+lDQAeSh//Q/oPG+QkzuD18aabv/NzZuerXpcYZS8yNvxacK2yispN6jOR189sQWkDaxZpw+y1+eL1TwMA/nzc33w81q4csh+9F9l1GB0ru83xC3vFttHJE2W5568X2x4aP9h7O2aw+1UWKu+D1EeT+6B8rPH+pPFwnNEaz8kSLow/BwC4L/7ifN3knBnseMW7Q+nbgbKPVu7pgvq3oT9mjE6fLraNr12bL3PiZFnm+vPNDVD6IUDrw0iZ0bHjZbtu3Khr14r99oX0MADgvtEby3+stavKyRfaJ2fXgfYppF2ffv6f9N6OR6dOFWXGzz3XXJF63yvtg/Zhwn7qWFdCaftMmQtp0h//wLH/sNxNeFfJ46nK914+jti/ckU63mf2fq13dnz+/HlcuHBh080YLPfffz8A4OGHH95oO9omIqgtewmJMcYYY4wxxhhjek8vFBiIqJJJ1SoIZI+ZqARorEb12kU2+5qE2V8A6bnSEzQ6fsszEzdGSClp3o3ac2Te0ewUg3hJ6Kx07cx7X5ixm8KuyflKs/zQ7FZSc7BnYq/ymqv3SvBEUs8y89wpx1S8SqqXKdsm9x9tepV6iHIdRidE1ZVQd4zE/qMt6L0iKiFB/TD7XEaalM+9+syjr9p/3tdSKpVK9L1Bnx2hDX1kv/mZlFQNItw7S9RgxTuV2MIuGcIJbWXv67x+uZ+r7Gur1bLEHhUb5arGWnnWBpg5H0ltwahVK6J+KUOb6mZF0aqocShtjn1rlRvHyfuSqDuNMVZgGGOMMcYYY4wxZgvohwIjpebZT3HmOJ99XcdzUs44izvmHltxXWcxUy16iKlXf+aYk4Bk5BorcTjE2XMldgDdT/GwbJnXevYa5vdmVhlzgGqjiveBeiSy9bKy90bwzHDljXDfBcUOMH9t0oEd5LtWKink9em5J0/1PHWpDjhs1GuV0eZ6fNaPKs8EPWTlfpLqhDzjvKDg/aXXvb3YRdWBgbesT74Ju547dfFy1LXvUl2EvC4WZyf2yLZ83CIqaIpnYI14CdUxWRRUBZLQ37Nr2ltmz0e8N5ItiPZYKGq7jiXXYnyt5fVMrgmLK8LiTRSofbTSrOtljKwQ3idHIaC7MTlWYBhjjDHGGGOMMab39EOBgeYZRDVTQzGjXjvLj3I2WY9l0ewNU6Nyl8dj25pmexdcW3GNt4KyfjsRb2yr0ad7wtw55dHYT5SZKYLcPykDCIPZe+3svBI9vFaVxPar9bi0GZumcu2qHGtni2IHNPVRRXYWpi5q0cOpxEhR18y32sdkddFznilzS0k076WuVbEB5bWn/bGScnMdpUEPndkRMXdtmCKIeT0lqMqrWVWj3tMii4Y4/lC8sVL8CVElR+vP2lCd5UocjyhxRapjIwyIde5puZ8Ws0qpXx3fp3HzeL72ntaqhKpVJ1RlSJRRimJ2y8fMxtRgBYYxxhhjjDHGGGN6T28UGK0hrHukM/FtroWUPNfKtLQYHVqYvQ5omV66XEvH6t45c7rYJq077CtZRp0iujxZs1wdI4UW0mKkVNNhZh7GnEdC8G6uhBqRPSsnxzFR4nD0mFX7AjmWS37v6Xp8JSsDeSaY2o30jyUtZlxoKnNgx1lfICuCmCIif6cRUUF1HIIWlXqHTUJmx8zWamOriHW1RW32tFqve71qomyDev1q4w3Rc8x+D0ptocatyOyRjX07j3sj2KPc99WqUJX9RNsu+oZaBcYaMWak/YwZOFZgGGOMMcYYY4wxpvf0RoHRFLW6dp0ezfNdG8G5zbgELa7tV2aAE5IU02N0el4RMb52raxM9JgW62DJvRg/X7n+uKcEsvMUIsnrldfNxFerfQQFQW0k8jqvD9+HqjmYjeZ9SqW3lMUXyJ8bgD872xI7AEA7Xh2mFsgVEWImGyWWBbu+UuwHMc4D8woW7wnSFzKK/vi4qGpo8Rkvs5B0GPl/E2QZztR7WtxDVQ0pZJbp/Bor8YZqYUoiWqxDuxKziUjjty2KSdRog7XXszIrTm0fLce/qs1uU6mSU8dmcTxTYFwj7wQxpod0vNqMPn21Y2NawgoMY4wxxhhjjDHG9J5GBUZE3APgVwC8DMAYwAMppV+IiBcD+DUA5wH8AYCfSik9Pd3n5wC8E5OFxX8zpfSppuM0esQqZ5fpLHGbuaqlRmhZSIqo/idOlmWYt4icz+y+cX0EHD+G3Ze9fH6/p54p2/qq+TI7f/qdssyxcnZ5/NTTxbYiQ8C5s2Vd7P5cm4+6vPB+XeWbGYdmx5i3ZUWFItujEN9FmflnMRz4cyI0SfYGjJf/XsCsDcXe5NrtfvdL5wupGX3ytrL92HW4Pr92mmXTGd1+G6mLPPcnyyw0eKbctIjDsuMuydeis3XZzD6qs5xQe8xiBDFbEONpFH1yg+cwxgfVz/cNUrT5BRRKNjlTTt3x2oj1sAlbVmIlTAtmhbS16VJWF5XaMVClUi9/vmhskNn+eKrA2H3lPaT+bN+rpW0nFg/qhey5HJFnicTNAtuWc51koHn2UlnucnNVc+3ZhB2L2T4URZCaual416+R4a+x7kXtUjIDMrtdpgg6sOM7Xiy1Fafmx+XxLImxxMZFx7PxLxkfYIdcU+EdF+TdiCcbd5uvYwBjC3O0UHqgPQB/K6X0vQDeAODdEfEaAO8D8NmU0qsBfHb6G9N/eyuA7wPwZgC/FBHbEfHLDBnbsRkCtmMzFGzLZgjYjs0QsB2braJRgZFS+iaAb07/vhwRjwG4G8BbANw/LfZhAA8D+Nnp9o+llK4D+FpEPAHgdQA+v+w4jTPF0eKassp1+9V5xCujlUc20wsA42fK9feM2XX6KY0nnoy8vt3yfOLG/Gxv7hEBgDh7ptxGPCUFrAypv8wssL6377DsGGk+1khu16NTp4pd9q+SOCOCx69WzaGuXZWzbZSVNZdRvTez5WJ6vredmy9zjXiud8l7lHjgyv1Il5h5t6mKQlR6xXi9te6HZsdFwzuM4yPaArU9IWuBohJiwy6+nlt45zQoHdK6i5OFteFqnKKqutGOAuOwbHm2rXGCPN9qBiEFQSUnq8+Kte+kjBD/R84AojDb9ul7OV0mWcNy5eGLX1SW+Xap7hxlSooxeTcGGw8oSkByn+ME6ctXVGAcih0X2c2aY/HI7RfiVkwO0Dz+oPW3GL+u7MM05RyNwaLA7CPm2xWnyzEdbpBnLlNXpDEpQ+9Fto2NUU4QBcaKbGxsYUwlKz3VEXEewGsBfAHAd08N/sDwD3TddwP4+sxuF6fbjOkFtmMzBGzHZijYls0QsB2bIWA7NtuAnIUkIs4C+ASA96aULkUsnH1l/1BMK0bEuwC8CwBOoly/WOavJrOxgneDrVmW1/wV24hHla2JLhQE2lrqPKr3+DJxBazh0ZG8Ivl6O7b+jt17si1f4xrPEfWIMHNc61mgdbVsx9M652155n7kM/9jss5dVvYI0bz5Gn0hdkbXwr9K9UjszNjHgTnl5ZgNEc9dYY8kJkt6svQK5kqoRLwr6QVi28wTRNZ913AodjyXcaC5j6ldj8xsncX/Ydlf2vJ4qx7NNjM67GRKtjHpH2m7BEVE9fPcYpwMlc7HFrNZSNhacZZpK69TfQdlSlE5RhBBijlQqaSgGcGydz19L70wE9/p4A/mbc4yNeQqtsUNy7zbLF4TeU6YKrR4T5DYXenSinKLJXRtx3N9gZBlCyDjATWbjqRS1vr7snJRcSfEfqh+vkh2s0RsNFhsq2xsQe2R9Rd5prLnnir3E+KTxW0kllwLirib9Xdox694xSvaaqYxmgIjIo5hYtAfSSn9+nTzn0bEXdN/vwvAt6bbLwKYjer0cgDfyOtMKT2QUrovpXTfMRCZljEt04UdA7Zlc7jYjs1Q8NjCDAHbsRkCXdvxnXfe2V3jzZGjcQIjJtNvHwLwWErpgzP/9EkA75j+/Q4AvzGz/a0RcSIiXgXg1QB+p70mG7M6tmMzBGzHZijYls0QsB2bIWA7NtuGsoTkBwG8HcDvRsSXp9t+HsAHADwYEe8E8EcAfhIAUkqPRsSDAL6Ciej73SktF6FGFqAIANJ+O8ECZam6UI4FAooRWR6yLGXTQRkiz0yZZK5VWfPz17H/tT9a2s5JXftLfwMAroj5S/MlD0QqLkkO10lFd4vO7ZhRBmIjtsdkzZWp8JTAttT2yL0Z3+hOO66mjp07n2kwq/HF+Ul+NXBjLqel8mFma1dIkLqicjFt5RqpMqccjh0XQeOEZRhiMLi8P6RyWzFAnLQ0ifS/uTyeLWNpNd323HKcSRuLJU2sb2dps4XrLAXsZMekwT/FIJCrq5gPyZZvtXXM3l3KUlQW0Jgti1CCvK6zDDTfrTJAZ22wZya9p0Goi8v8bFGE2nt+f8T0tWDLbYX91ECUDWxkbFEgLCth735GtX0IrHPNi3dHZYDh2bFA7E3qHJOlZOmJr67aRAALUtU/88z8b2XJDytH+jB2vAr6YcfGiChZSH4bfK0TALxpwT7vB/D+NdplTKvYjs0QsB2boWBbNkPAdmyGgO3YbBtyEM8uSSmVAXuy2WQloA+tW/XOCunI1Nne3LvH1CTM4614TmjwT8Jcu1IgZek9J+2iOza3qTIoqRLQb9IuIXgZUOPxO3QkLwUJklSb6pfXn6XvqlXCkLpkz2Glh3HOrvYn1ynvC6hHR7Fb1btXmS6UBaKkHtN24nq2S95f1KZdlI5Fri+zR+HeqP6fNtKALoIGjp6x0bgxVWBkzyFVYjEUuxWft7KvFa9LO6q4w4c9pyQtch5sOVjqQpCgf7mSVLSz6pTVjNrAtkJKYqYkotc0Ox82fqt+n7VoezSNah/74ww5hbrw7ufKr8prXKv+Ed8vhV2RwM70WVqibk5Te1KDUCvQ/YpzFL9D8nccSzggKG+NGRodjkqNMcYYY4wxxhhj2qEXCgwAzV4DcdY9n8Fca1a1aBPzrLG0c5XrB1XvV9kIsmkmddwYSEjaNRRUJ3OpLacoqRCp51+4VgvX95Gsir1gxfSTLH0irzaPpyE2p4gv07S2+eYBtQNIjaiL6TFrVykdPB95qmSidKi1NTWlrYAc76SnHr9Ze6v2mgnrzml/3Gb8CYJkC2oq14xG7+jUjov16Uyh1qJXkFJ5DynboIhj11jwltLnNpVxF/K+KDF7IddTUpi2qXppRWm2+IYXfaaq5CzeVc1NWoiiBrgupnfdVoQxrIwyJq8YYy6E1ZX3rbXKjVn7nCqJ6HtesdvauEHifkWfRZ+b7RlXGNMWVmAYY4wxxhhjjDGm9/RHgZFRzMSzNXnMuydEVZfXD1bS2tpO1nbmIW7wCiYkAFF6lYSo97IHpMXI6p2utz8MVjxvNSp3rec1jmfZN57TbmpthO9atUVTG2J8c+NcGWb/tdl6lGdXjU8ix9rZUmqVPcp9iBHJlNOmKEOwP3VdsbLenz1Lo1On5jeIUemjQam0ErUe022NgUFgdlvcU5Y9SMj6wA+oxZCS4hBUZtaoVlSp913x1rPjFV5qLbMRRbLtNRQJ24BwH1RbkMbkUpPWGH9XZ0fJ1G4z5xJpyfNSGf+KUV4/orZgt0JQJXUZ08mYvrLlX4rGGGOMMcYYY4w5CvRWgZHPTipZQgAA+WzlGtGvFW9pax5pXnm5Sc3GwqKF53XV5vGmHmjiAczLiRGwc5R1531i9pyktfa5JxbA/tUyJ7kUXZ5Qu86X2rbgbVCygqjem9k2HPylxAKpjR0gxa9Zw9tR7SnfAE1ZSPI+msaMEJ55ad0v2W+yb0tKAHZ+4n3Oz7Epo0Q6sGShfuX6MbhHX1iXXethB/obA2PmnOTsTtl1CLAsW+T9LNgjvTdtKkAr+6c8G0uj6uRgXCF462ncLPJer1ZZVapH2rzunTNzjnL/mJVby1OvvPuF50t9N9N+ThhTAs31j46R2G5qn5nvJ55P8b4UsqUA9apQODGJGThWYBhjjDHGGGOMMab39FaBoSCtO19jrW5RF1mPSbN0ZJHIVQVB7sFk+6l15bED2Lw7nQHO62eejd3SbILdi3w2uXbN8MBhGTMold7SwqulrD1eoX6pDYong3hA5v596vErMgKQ66fEIVBjVChRwCldZ3bpmoa2FteqzbXpbcbPIXUtjUq/JtTLyTzXRUT9sl9ld4DathCPRPH8N6lHblW2PXbcqIgT3kttrjGXs0AdMvn7utkjvfiaSO/1ygwPvCqWLW3+mdgm9RulyUZIPI9cadDmsywriXL1pTjmG505XW4cZ8ooVWmpxDxS48JkdVUfr3I/xraplI1pg+0ZhRhjjDHGGGOMMebI0gsFRkQUnp9i3dyJ+fWZAJCukTgBtXntK72CrUbGz1nD+zB7/W6uuc7ar3gkRqfKde3YI+v02BrGUTZbTttJDlq7LrsnzF77wjNKrhPzqFKvcRYrg65Rlhq4zjr3Sk9Gbd2sXKU3tFRUiXEPlLW/6vrZLbLlpmwGytpm2meOm/s1dj3b9KAWz1yLioI8lgCwIKaNYI/qOUvvIRILScnaxaC20UfTjjz7VsfqB+HdxbM71WUToc9J5o3lMVOE+F6VWXgAYrdrXIdiPzEemqSa2ZL+OB8j09g45HpK/Yf43lUUyYwitsrzJCYXacP+pcvFth2myhBYqlBLk/OIXTE+Tl63ase5ckOJSUT2M8ZMsALDGGOMMf//9u431ra0vgv493fuzBDK0DTtVIcMCJOKbYCIVKDS1kqNJJSYDCgG0NTENpJqaNoXjW18UZsYjY2NsTYaQpAXJC1IKG2ITsOfaCHaPwyQYewwMBmJkXFQtB2ZP+LAvffxxTl35py9n3P2c9fd++x19v58kpt799prrf2s9fzW2vv+nmc9DwDA7M2iB0ZrbalFbOl59d5MChOzlQc3Lx/2aCv4iJGW3t6+F7Plo/Nlj7RaJIstUf0yLGWqvzF9KOPJzw1f8IzziWeuF87BjcyBvjRWxmir8cTzOdRjZp29mbpxfKwn0VFLyeLYAcNxtlDWyXWxB2O5VNWZcXzo5DGPPl89MovMxscJGHnWfurzyCtbGA/P5dQWzckG6uLCjxOwqLW1XJvDvQen6raCnz0mUDJ9TIORHpPDej1FFlubR3padrYb7hHU+U03PGPbRTGll9iE33zJmr/Pps521+tRstjrtBtDnVmtzvjdcu1KGO4RsbTvabMarvUcX6RZoWBN9MAAAAAAZk8CAwAAAJi9WTxCkoXuyslyd67eQFHtyururr3ucevsJjt1AKuupfXGBqsa3PnS/ocGw+p1OewMqJrOKR2a0nagG2l/ELIkM+whWgcHJ85P+/rCgGqdeOlNA9qz9DhKr+vnxG6Q/QFqB7o4Dsb2yBTBq7q31rW31/ZYzuD1tViugQFWk/4gq91YnmEct9ZW3yenDlg4Na42OcDZDexn1XfX6R+5GMebnXa3V652gaZDnWxC3S5dz91HN9c4XWN3xWmPwy7vplfO3vfEwiMrvUeaet8Tm3zsaHTg9M7jIiODDO/So3+TH4Pu3gPW99jH1EeJR66vumlsSvizp1C/zvJNnc5+5PfbwFSuN/IYMuySPfj1AgAAAFx08+iB0ZZ7Byyt0ht0qjd14cAAmge3jGU+J0+7uGBqprW370u3Pmdp2ZUnnlxZhm65Oj0pri70GOi2Nh90pvubmgEeGUj0AmWX29WrJwacXWwh6w7w19GbvnZx2uDRQeRGpuMbGwg20we2HWyVXnL8mqjq7mvy9dVZp7+vgXIOfN6pyy6Cqb0feq1hC6d46N47aK1TNQ8e87ruT6Mt+kPfez0T6/DCt1xPueYW6mK0FXmxbnr3vaFem+n0IOhNmdppdR/6/pzY06xrpAV/MPaWjnHwehua7rLXc7Q3OPxMe8St+g7t98hc38DHI1PC95Yd3LzQ+6FXpt7v9N5g+wMD3femi17qxXDsUOpynVqGdQ4cvVTW0Z4vSwPbdgb37faWGi4aXEgX9Nc0AAAAsE/m0QMjqzPodUun1ak3xefi9F2dbG/vud9uJneglW4kw91t6e21oi1m2NfaWtubRnXaM7y9Z/uHelL0Wvm702le3NTx4vSTQ+Ot9Hr2DExfO7m3QLcIq3tp9PY/FMeZXqcjz3uu85nyodbKgSmQT1O3LPesyfSZijfr2HH3n22eOgbG9X322fua2FNj8drptNpN7mUw2to8cs11WttGeg51pyDsPSM/dZrAizRt3/FzPxhXQy29HUvP2nfW6d0rRu6jk8c3Wqfjn9f6PeKGd7XGnj1D+7q8epyMOTvxHdqL495UsgO/KUev78m9vEZM/E4d/l1x1vS8NXZtX5ep52Fiz6ju2FprnHUc5kgPDAAAAGD2ZtMDY5XWeVZxZFyMbtZ4cGTroR4EHWePeHxGuZZWWi7nlccfHyrDiLppWvWPtlqMjQLe2/CMbPmJ9YaKca5aa9ffqtPrGTDwHOd4y9cps7gc33Vvlp+RXgWDz4guz9Qwtt3xVph27bM20GDytO6YOSfPTXcGldEeA71nri+A7r126T7X2W6N976RsSyG700Ds1x1WyHX0Np87ZnrpXPavZbGjqcOVt/Lu2MvLMby6Lgta3w2/Fx1e/ytPr7hMYJGWl7XGFcjRns6XP91eRS/6+wFMjImy8QxYNY5+9x5q6oT1283Xnr36NNmcDtmuIfViF7vgIX7Tq1xzKOpvS97s5f0e1l1rp2B+/ZIj+5eHXav1YV7z/CsQrDj9MAAAAAAZu/i9MAYztAuPts8vaVo5DNHWu4mj+kwmgVf8UxcXa5uZ4XWeSZ06hzXXes6Dxeste/4cY6MSr9qH8cWrt5w4kw5B53eOEMzpkwdSXtwX8dbMk4dLXzqDBKDI5/n0sB1OLHHwIUxenxLm3Vib+o9ZqBOuy2OIy3enfhfnPXn1DKsKNPhome2a2esN2Sgl0T3efiJPV8ubMxec2Lchmk9xnq6szCs8xwvrHfp1luXVrny5HKMLvd2Wz1W2KheT6Ih3WPuzKYw0uNotOwTv3Nm27PzWD1276tr7NnQnQGkN4bO0gcOjDO1zjHOBmdpWuzRevy8tKOx4EZ6GQ4bGKNk9LfgUk/Hke/UZJZxDOt0wX+ZAAAAAPtgYz0wqur1SX45h10i3t1a+yc3tsOxXMvkkZIntkj0s8lXFlcaKsPBszozFCwYfY7z4HhrzeOXutn5EescKfwimhLHJ3oN3DKtB8ZQzHTW6fYgWNp1J2YPBsd3GWiZHPrMG2nVHWl172528jO756pXrl5PpZHtRp+NPYcORpPux8fK37s3dccCmVS46eduqRfI6L19scfCYPxP7qEwMHZAt9Wzd7/v9oZZOBG9XkMTvxtHnw3PwGVyo274d8Xg8R08+9knXvdm3rp063OWlk0do2qoxbt3n+uOn7Rwf3zWs5ZX6fUuGnD8Pn7tX8NxO8XU2TB6uxrsnTXX+/GJ79Du79Vp383dzxoZO653LZ3378XRMiyOudW7H3dM7gnb29fANdHtPbJwL29fX/7e3dbvimQD/9eDQRvpgVFVl5L8yyQ/kuQlSd5WVS/ZxGfBpohjdoE4ZheIY3aBOGZXiGW2aVM9MF6d5KHW2peSpKren+SuJJ+fvMdO1rP7TOgTT5xcsOER1Eda1A++5VuWll3ttICMjAg/1AqZ5Orx83DlSpK2fNxDM7SMtVqMPCs4+XnMzvlLkjw5aXfX47rjuA4OTrR4rXPWicWWhd7MAwe3fcfSssuPfOXkdp0s/5WvfW2oDIuxdnBLp7Wju+Hqa26x1TM52fLZjva8WP6DZy/3Dui2hC62uvdaUB9dfR4uYK+kaffj6x07YPBeuzSrS6dlqjtjxsAz2N378Rq/A7rlGmltPnEuq1uG4d51A+emrizH6NB57sV257xvctaMM6z/d0X61+7i74jeNV933L68sy8s3HcGW4iHYrRTzu6MHIutxuuc+Wiw5XroGv/W5d9vVx9b+P02ceydnv49eiv37WlxvOKeNXRNDt4LR77P+j0dlsvQOr2XFl167nOXll15ovMDb2lcmOXv8O4MO09NDZp19Ljrb9f97dSbmSS9sWIWttve74+N3JNhxKbGwLgjyZePvX74aBlcJOKYXSCO2QXimF0gjtkVYpmt2VQPjF5z/Il0fVW9Pcnbj14+9fH2wT+47k8Zedx0DiPxnkwk35bkfw9t1yv7aMNhp7Hy4+2DJxeMNMyMPtfcL9f4sZ7l9J4WL7zhfZ9tZRwny7H80Sffe/2xPGKk0fO/r2k/qx3W7Rob9zL4WPbHvvm+kwtGj2ex5v5wcLvFOL6RDlz962mWcfzxqx94Jo5H6nn0Xjuyr3XG1epy3ZbHB+9TU8vVKcPS/XjUSBn6w5Ms34/XeZ4vQhxP1btuHxjYbvQ7fOQetvr3znq+b6/TR5/6tWkbjt9/ezZ5rPOM4ym/kVd+yg1YZyesx068Gq/bx1avMurjVz8wtuLIORz/jbD6WKePLbTpOE4m/F+vqjbz+3h+tnI/TpKqibPnTLfpY+3G8qYSGA8necGx189P8sjxFVpr70ryriSpqk+31l65obLMimO9UFbGcbKfsbwvx5nsxLGK4zPsy7HuwHGK4zM41gtDHJ/BsV4o/q93Cse6eZt6hOSeJC+uqjur6pYkb03y4Q19FmyKOGYXiGN2gThmF4hjdoVYZms20gOjtXa5qt6R5CM5HAXyPa21+zfxWbAp4phdII7ZBeKYXSCO2RVimW3a1CMkaa3dneTuwdXftalyzJBjvUCuM46THTjmQftynMkOHKs4PtO+HOuFP05xfCbHekGI4zM51gvE//VO5Vg3rFqbwyiXAAAAAKfb1BgYAAAAAGuz9QRGVb2+qr5YVQ9V1c9tuzybUlXvqaqv7sMUQlX1gqr6D1X1QFXdX1U/te0ybZo43j3ieHfjONmfWBbH4ngX7GMcJ/sTy+J4t4nj3bPtWN7qIyRVdSnJg0lel8PpeO5J8rbW2ue3VqgNqaofSvJEkve21l627fJsUlU9L8nzWmufrarnJvlMkjfuYr0m4nhXiePdjeNkf2JZHIvjXbBvcZzsVyyL492r02vE8W7adixvuwfGq5M81Fr7UmvtG0nen+SuLZdpI1prn0zyR9sux3lorX2ltfbZo38/nuSBJHdst1QbJY53kDje3ThO9ieWxbE43gV7GMfJHsWyON5p4ngHbTuWt53AuCPJl4+9fji7fyHvlap6UZJXJPn9LRdlk8TxjhPH7AJxzC7YkzhOxPJOE8fsim3E8rYTGNVZZlqUHVFVtyb59SQ/3Vp7bNvl2SBxvMPEMbtAHLML9iiOE7G8s8SxON4V24rlbScwHk7ygmOvn5/kkS2VhTWqqptzGNC/2lr70LbLs2HieEeJY3G8C8SxON4FexbHiVjeSeJYHO+KbcbythMY9yR5cVXdWVW3JHlrkg9vuUzcoKqqJP86yQOttX+27fKcA3G8g8SxON4F4lgc74I9jONELO8ccSyOd8W2Y3mrCYzW2uUk70jykRwO/vGB1tr92yzTplTV+5L8bpLvrqqHq+rHt12mDfqBJD+a5C9W1b1Hf96w7UJtijjeWeJ4R+M42atYFsfieBfsVRwn+xXL4nh3ieOdtdVY3uo0qgAAAAAjtv0ICQAAAMBKEhgAAADA7ElgAAAAALMngQEAAADMngQGAAAAMHsSGAAAAMDsSWAAAAAAsyeBAQAAAMyeBAYAAAAwexIYAAAAwOxJYAAAAACzJ4EBAAAAzJ4EBgAAADB7EhgAAADA7ElgAAAAALMngQEAAADMngQGAAAAMHsSGAAAAMDsSWAAAAAAsyeBAQAAAMyeBAYAAAAwexIYAAAAwOxJYAAAAACzJ4EBAAAAzJ4EBgAAADB7EhgAAADA7ElgAAAAALMngQEAAADMngQGAAAAMHsSGAAAAMDsSWAAAAAAsyeBAQAAAMyeBAYAAAAwexIYAAAAwOxJYAAAAACzJ4EBAAAAzJ4EBgAAADB7EhgAAADA7ElgAAAAALMngQEAAADM3k3bLgBAkrzu4K+1JEkdHP1VOet1nn5dR4sPTrzO0uuj9U7Z/tTtlt5fXL5if6ds155enjO3O3W9gXWeXl4Ly5fWWyxDuvtd3N/ids+8zoljXly+aruV7x9c5/rX/fq047yx/Z66XsbWu5593miZrvfzltdrk8q7tF1Ovt8W1lvevv/+advVqv1lcf1Vr0/ur57+++ztnwnhk9sd3/ZgaZ/tzPcPsuL9U14/s93C8tP+ztT1rg69f2np/ZPbXTpt+dPbLa6/uN7VE/t/+vW1z1/Y//Lr/v5P3W9OHtcz2x/+fXIfbWGbhc9c2PfTZVta/+S5fXr/S8sXz2lOvr5WvqeX18Lya69r4f1aeP9gYfnBieVJcnD7g4t3AYAkemAAAAAAF4AEBgAAADB7EhgAAADA7ElgAAAAALMngQEAAADMngQGAAAAMHsSGAAAAMDsSWAAAAAAsyeBAQAAAMyeBAYAAAAwexIYAAAAwOxJYAAAAACzJ4EBAAAAzJ4EBgAAADB7EhgAAADA7ElgAAAAALMngQEAAADMngQGAAAAMHsSGAAAAMDsSWAAAAAAsyeBAQAAAMyeBAYAAAAwexIYAAAAwOxJYAAAAACzJ4EBAAAAzJ4EBgAAADB7EhgAAADA7ElgAAAAALMngQEAAADMngQGAAAAMHsSGAAAAMDsSWAAAAAAsyeBAQAAAMyeBAYAAAAwe9Va23YZAFJVb2+tvWvb5aBP/cyXupkvdTNf6mbe1A9wGj0wgLl4+7YLwJnUz3ypm/lSN/OlbuZN/QBdEhgAAADA7ElgAAAAALMngQHMhWdd5039zJe6mS91M1/qZt7UD9BlEE8AAABg9vTAAAAAAGZPAgM4V1X1+qr6YlU9VFU/13m/qupfHL1/X1V97zbKuY8G6uZ7qup3q+qpqvqZbZRxXw3Uzd84ul7uq6rfqaqXb6Oc+2qgfu46qpt7q+rTVfWD2yjnPlpVN8fWe1VVXamqN59n+fbZwHXz2qr62tF1c29V/fw2ygnMi0dIgHNTVZeSPJjkdUkeTnJPkre11j5/bJ03JPnJJG9I8n1Jfrm19n1bKO5eGaybP5bkhUnemOTR1tovbaGoe2ewbr4/yQOttUer6keS/ILr5nwM1s+tSZ5srbWq+tNJPtBa+56tFHiPjNTNsfU+luT/JXlPa+2D513WfTN43bw2yc+01v7yNsoIzJMeGMB5enWSh1prX2qtfSPJ+5PctbDOXUne2w79XpJvq6rnnXdB99DKummtfbW1dk+Sb26jgHtspG5+p7X26NHL30vy/HMu4z4bqZ8n2jMtRs9JovXofIx85ySHSfNfT/LV8yzcnhutG4ATJDCA83RHki8fe/3w0bLrXYf1c97n63rr5seT/NZGS8RxQ/VTVW+qqi8k+XdJfuycyrbvVtZNVd2R5E1J3nmO5WL8vvaaqvpcVf1WVb30fIoGzJkEBnCeqrNssSVyZB3Wz3mfr+G6qaofzmEC42c3WiKOG6qf1tpvHD028sYk/3DThSLJWN388yQ/21q7svnicMxI3Xw2yQtbay9P8itJfnPThQLmTwIDOE8PJ3nBsdfPT/LIhHVYP+d9vobq5mhshXcnuau19ofnVDau89pprX0yyXdV1W2bLhhDdfPKJO+vqv+a5M1J/lVVvfFcSrffVtZNa+2x1toTR/++O8nNrhtAAgM4T/ckeXFV3VlVtyR5a5IPL6zz4SR/82g2kj+X5Gutta+cd0H30EjdsB0r66aq/kSSDyX50dbag1so4z4bqZ8/WVV19O/vTXJLEkmmzVtZN621O1trL2qtvSjJB5P83dbab557SffPyHVz+7Hr5tU5/H+L6wb23E3bLgCwP1prl6vqHUk+kuRSDkd7v7+qfuLo/XcmuTuHM5A8lOT/Jvlb2yrvPhmpm6q6Pcmnk3xrkqtV9dNJXtJae2xb5d4Hg9fNzyf5jhy2HifJ5dbaK7dV5n0yWD9/NYeJ2W8m+XqStxwb1JMNGawbtmCwbt6c5O9U1eUcXjdvdd0AplEFAAAAZs8jJAAAAMDsSWAAAAAAsyeBAQAAAMyeBAYAAAAwexIYAAAAwOxJYAAAK1XV7VX1/qr6L1X1+aq6u6r+1Cnrvraq/u15lxEA2G0SGADAmaqqkvxGkt9urX1Xa+0lSf5+kj++oc+7aRP7BQAuNgkMAGCVH07yzdbaO68taK3dm+Q/VtU/rao/qKr/XFVvObbNrVX1war6QlX96lESJFX1Z6vqE1X1mar6SFU972j5b1fVP66qTyT5qRXr/WJVfaqqHqyqP3+0/FJV/dJROe6rqp886/MAgItHCwcAsMrLknyms/yvJPkzSV6e5LYk91TVJ4/ee0WSlyZ5JMl/SvIDVfX7SX4lyV2ttf91lPD4R0l+7Gibb2ut/YWqujnJJ85Y76bW2qur6g1J/kGSv5Tk7UnuTPKK1trlqvr2o/2c9XkAwAUigQEATPWDSd7XWruS5H8e9Z54VZLHknyqtfZwklTVvUlelOT/5DAZ8rGjDhmXknzl2P7+zdHf371ivQ8d/f2Zo/0mh0mMd7bWLidJa+2PquplK/YDAFwgEhgAwCr3J3lzZ3mdsc1Tx/59JYe/OSrJ/a2115yyzZPH9nvWetf2fW2/17ZpnfKdtR8A4AIxBgYAsMq/T/Ksqvrb1xZU1auSPJrkLUfjT3xnkh9K8qkz9vPFJN9ZVa852sfNVfXSG1jvuI8m+YlrA4BW1bdP3A8AMFMSGADAmVprLcmbkrzuaBrV+5P8QpJfS3Jfks/lMMnx91pr/+OM/Xwjhz05frGqPpfk3iTfP3W9Be9O8t+S3He0zV+fuB8AYKbq8DcJAAAAwHzpgQEAAADMngQGAAAAMHsSGAAAAMDsSWAAAAAAsyeBAQAAAMyeBAYAAAAwexIYAAAAwOxJYAAAAACz9/8BnhthTO1/aw4AAAAASUVORK5CYII=", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from itertools import product\n", "\n", "time_halfbandwidth_product = 2\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 2.400)\n", "n_trials = 100\n", "n_signals = 6\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)\n", "\n", "signal = np.zeros((n_time_samples, n_trials, n_signals))\n", "signal[:, :, 0:2] = np.sin(2 * np.pi * time * frequency_of_interest)[\n", " :, np.newaxis, np.newaxis\n", "] * np.ones((1, n_trials, 2))\n", "\n", "other_signals = (n_signals + 1) // 2\n", "n_other_signals = n_signals - other_signals\n", "phase_offset = np.random.uniform(\n", " -np.pi, np.pi, size=(n_time_samples, n_trials, n_other_signals)\n", ")\n", "phase_offset[np.where(time > 1.5), :] = np.pi / 2\n", "signal[:, :, other_signals:] = np.sin(\n", " (2 * np.pi * time[:, np.newaxis, np.newaxis] * frequency_of_interest) + phase_offset\n", ")\n", "noise = np.random.normal(10, 7, signal.shape)\n", "\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(connectivity.time, time_extent[-1]),\n", " np.append(connectivity.frequencies, multitaper.nyquist_frequency),\n", ")\n", "\n", "fig, axes = plt.subplots(nrows=n_signals, ncols=n_signals, figsize=(15, 9))\n", "meshes = list()\n", "for ind1, ind2 in product(range(n_signals), range(n_signals)):\n", " if ind1 == ind2:\n", " vmin, vmax = connectivity.power().min(), connectivity.power().max()\n", " else:\n", " vmin, vmax = 0, 0.5\n", " mesh = axes[ind1, ind2].pcolormesh(\n", " time_grid,\n", " freq_grid,\n", " connectivity.coherence_magnitude()[..., ind1, ind2].squeeze().T,\n", " vmin=vmin,\n", " vmax=vmax,\n", " cmap=\"viridis\",\n", " )\n", " meshes.append(mesh)\n", " axes[ind1, ind2].set_ylim((0, 300))\n", " axes[ind1, ind2].set_xlim(time_extent)\n", " axes[ind1, ind2].axvline(1.5, color=\"black\")\n", "\n", "plt.suptitle(\"Coherence\", y=1.02, fontsize=30)\n", "plt.tight_layout()\n", "cb = fig.colorbar(\n", " meshes[-2],\n", " ax=axes.ravel().tolist(),\n", " orientation=\"horizontal\",\n", " shrink=0.5,\n", " aspect=15,\n", " pad=0.1,\n", " label=\"Coherence\",\n", ")\n", "cb.outline.set_linewidth(0)\n", "print(\"frequency resolution: {}\".format(multitaper.frequency_resolution))\n", "\n", "\n", "group_labels = ([\"a\"] * (n_signals - n_other_signals)) + ([\"b\"] * n_other_signals)\n", "canonical_coherence, pair_labels = connectivity.canonical_coherence(group_labels)\n", "fig = plt.figure()\n", "mesh = plt.pcolormesh(\n", " time_grid,\n", " freq_grid,\n", " canonical_coherence[..., 0, 1].squeeze().T,\n", " vmin=0,\n", " vmax=0.5,\n", " cmap=\"viridis\",\n", ")\n", "plt.xlabel(\"Time [s]\")\n", "plt.ylabel(\"Frequency [Hz]\")\n", "plt.suptitle(\"Canonical Coherence\", y=1.02, fontsize=30)\n", "cb = fig.colorbar(\n", " mesh,\n", " ax=plt.gca(),\n", " orientation=\"horizontal\",\n", " shrink=0.5,\n", " aspect=15,\n", " pad=0.1,\n", " label=\"Coherence\",\n", ")\n", "cb.outline.set_linewidth(0)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Global Coherence\n", "\n", "Global coherence finds the linear combinations of signals that maximizes the power at a given frequency." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Frequency [Hz]')" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from itertools import product\n", "\n", "time_halfbandwidth_product = 2\n", "frequency_of_interest = 200\n", "sampling_frequency = 1500\n", "time_extent = (0, 2.400)\n", "n_trials = 100\n", "n_signals = 6\n", "n_time_samples = int(((time_extent[1] - time_extent[0]) * sampling_frequency) + 1)\n", "time = np.linspace(time_extent[0], time_extent[1], num=n_time_samples, endpoint=True)\n", "\n", "signal = np.zeros((n_time_samples, n_trials, n_signals))\n", "signal[:, :, 0:2] = np.sin(2 * np.pi * time * frequency_of_interest)[\n", " :, np.newaxis, np.newaxis\n", "] * np.ones((1, n_trials, 2))\n", "\n", "other_signals = (n_signals + 1) // 2\n", "n_other_signals = n_signals - other_signals\n", "phase_offset = np.random.uniform(\n", " -np.pi, np.pi, size=(n_time_samples, n_trials, n_other_signals)\n", ")\n", "phase_offset[np.where(time > 1.5), :] = np.pi / 2\n", "signal[:, :, other_signals:] = np.sin(\n", " (2 * np.pi * time[:, np.newaxis, np.newaxis] * frequency_of_interest) + phase_offset\n", ")\n", "noise = np.random.normal(10, 7, signal.shape)\n", "\n", "\n", "multitaper = Multitaper(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " start_time=time[0],\n", ")\n", "connectivity = Connectivity.from_multitaper(multitaper)\n", "\n", "global_coherence, unnormalized_global_coherence = connectivity.global_coherence()\n", "global_coherence.shape # n_time, n_frequencies, n_components\n", "time_grid, freq_grid = np.meshgrid(\n", " np.append(connectivity.time, time_extent[-1]),\n", " np.append(connectivity.frequencies, multitaper.nyquist_frequency),\n", ")\n", "plt.figure()\n", "plt.pcolormesh(\n", " time_grid,\n", " freq_grid,\n", " global_coherence[:, connectivity.all_frequencies >= 0, 0].T,\n", " shading=\"auto\",\n", ")\n", "plt.title(\"Global Coherence (1st component)\")\n", "plt.xlabel(\"Time [s]\")\n", "plt.ylabel(\"Frequency [Hz]\")\n" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "is_executing": true, "name": "#%% md\n" } }, "source": [ "## Xarray interface\n", "\n", "The xarray interface provides three things:\n", "1. a nicely labeled output for the connectivity dimensions\n", "2. a unified way of estimating the spectral power and connectivity together.\n", "3. easy and quick plotting" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray 'coherence_magnitude' (time: 30, frequency: 60, source: 6, target: 6)>\n",
       "array([[[[           nan, 3.24883971e-05, 6.01434818e-03,\n",
       "          5.57188345e-03, 9.17168373e-05, 1.72274557e-04],\n",
       "         [3.24883971e-05,            nan, 1.30134735e-03,\n",
       "          1.59691669e-02, 3.36259188e-05, 1.10017203e-03],\n",
       "         [6.01434818e-03, 1.30134735e-03,            nan,\n",
       "          9.29906909e-04, 2.44317125e-02, 1.40496768e-04],\n",
       "         [5.57188345e-03, 1.59691669e-02, 9.29906909e-04,\n",
       "                     nan, 2.35748888e-03, 2.01723471e-03],\n",
       "         [9.17168373e-05, 3.36259188e-05, 2.44317125e-02,\n",
       "          2.35748888e-03,            nan, 2.94159387e-04],\n",
       "         [1.72274557e-04, 1.10017203e-03, 1.40496768e-04,\n",
       "          2.01723471e-03, 2.94159387e-04,            nan]],\n",
       "\n",
       "        [[           nan, 1.61053848e-04, 2.69351657e-03,\n",
       "          7.64195617e-04, 6.03348727e-03, 2.57903467e-03],\n",
       "         [1.61053848e-04,            nan, 4.13250013e-03,\n",
       "          4.86608885e-03, 2.43176452e-04, 2.65035113e-03],\n",
       "         [2.69351657e-03, 4.13250013e-03,            nan,\n",
       "          6.88693524e-04, 6.06599524e-03, 1.44853687e-03],\n",
       "         [7.64195617e-04, 4.86608885e-03, 6.88693524e-04,\n",
       "...\n",
       "          1.68564798e-02, 1.72549981e-04, 7.77716386e-04],\n",
       "         [5.47199339e-04, 1.18339701e-03, 1.68564798e-02,\n",
       "                     nan, 5.55590788e-03, 5.31730336e-04],\n",
       "         [4.12328939e-03, 2.25997963e-03, 1.72549981e-04,\n",
       "          5.55590788e-03,            nan, 5.93100382e-04],\n",
       "         [3.83845472e-03, 1.15517759e-02, 7.77716386e-04,\n",
       "          5.31730336e-04, 5.93100382e-04,            nan]],\n",
       "\n",
       "        [[           nan, 2.21657307e-03, 1.08844284e-03,\n",
       "          3.75917275e-04, 4.86017234e-04, 8.13804399e-03],\n",
       "         [2.21657307e-03,            nan, 1.01363805e-03,\n",
       "          8.08524044e-03, 1.02098543e-03, 1.21906905e-02],\n",
       "         [1.08844284e-03, 1.01363805e-03,            nan,\n",
       "          1.68049392e-02, 1.84173575e-03, 1.00412214e-03],\n",
       "         [3.75917275e-04, 8.08524044e-03, 1.68049392e-02,\n",
       "                     nan, 1.01010892e-02, 3.08686259e-04],\n",
       "         [4.86017234e-04, 1.02098543e-03, 1.84173575e-03,\n",
       "          1.01010892e-02,            nan, 4.16935722e-03],\n",
       "         [8.13804399e-03, 1.21906905e-02, 1.00412214e-03,\n",
       "          3.08686259e-04, 4.16935722e-03,            nan]]]])\n",
       "Coordinates:\n",
       "  * time       (time) float64 0.0 0.08 0.16 0.24 0.32 ... 2.08 2.16 2.24 2.32\n",
       "  * frequency  (frequency) float64 0.0 12.5 25.0 37.5 ... 712.5 725.0 737.5\n",
       "  * source     (source) int64 0 1 2 3 4 5\n",
       "  * target     (target) int64 0 1 2 3 4 5\n",
       "Attributes: (12/15)\n",
       "    mt_detrend_type:                constant\n",
       "    mt_frequency_resolution:        50.0\n",
       "    mt_is_low_bias:                 True\n",
       "    mt_n_fft_samples:               120\n",
       "    mt_n_signals:                   6\n",
       "    mt_n_tapers:                    3\n",
       "    ...                             ...\n",
       "    mt_nyquist_frequency:           750.0\n",
       "    mt_sampling_frequency:          1500\n",
       "    mt_start_time:                  0\n",
       "    mt_time_halfbandwidth_product:  2\n",
       "    mt_time_window_duration:        0.08\n",
       "    mt_time_window_step:            0.08
" ], "text/plain": [ "\n", "array([[[[ nan, 3.24883971e-05, 6.01434818e-03,\n", " 5.57188345e-03, 9.17168373e-05, 1.72274557e-04],\n", " [3.24883971e-05, nan, 1.30134735e-03,\n", " 1.59691669e-02, 3.36259188e-05, 1.10017203e-03],\n", " [6.01434818e-03, 1.30134735e-03, nan,\n", " 9.29906909e-04, 2.44317125e-02, 1.40496768e-04],\n", " [5.57188345e-03, 1.59691669e-02, 9.29906909e-04,\n", " nan, 2.35748888e-03, 2.01723471e-03],\n", " [9.17168373e-05, 3.36259188e-05, 2.44317125e-02,\n", " 2.35748888e-03, nan, 2.94159387e-04],\n", " [1.72274557e-04, 1.10017203e-03, 1.40496768e-04,\n", " 2.01723471e-03, 2.94159387e-04, nan]],\n", "\n", " [[ nan, 1.61053848e-04, 2.69351657e-03,\n", " 7.64195617e-04, 6.03348727e-03, 2.57903467e-03],\n", " [1.61053848e-04, nan, 4.13250013e-03,\n", " 4.86608885e-03, 2.43176452e-04, 2.65035113e-03],\n", " [2.69351657e-03, 4.13250013e-03, nan,\n", " 6.88693524e-04, 6.06599524e-03, 1.44853687e-03],\n", " [7.64195617e-04, 4.86608885e-03, 6.88693524e-04,\n", "...\n", " 1.68564798e-02, 1.72549981e-04, 7.77716386e-04],\n", " [5.47199339e-04, 1.18339701e-03, 1.68564798e-02,\n", " nan, 5.55590788e-03, 5.31730336e-04],\n", " [4.12328939e-03, 2.25997963e-03, 1.72549981e-04,\n", " 5.55590788e-03, nan, 5.93100382e-04],\n", " [3.83845472e-03, 1.15517759e-02, 7.77716386e-04,\n", " 5.31730336e-04, 5.93100382e-04, nan]],\n", "\n", " [[ nan, 2.21657307e-03, 1.08844284e-03,\n", " 3.75917275e-04, 4.86017234e-04, 8.13804399e-03],\n", " [2.21657307e-03, nan, 1.01363805e-03,\n", " 8.08524044e-03, 1.02098543e-03, 1.21906905e-02],\n", " [1.08844284e-03, 1.01363805e-03, nan,\n", " 1.68049392e-02, 1.84173575e-03, 1.00412214e-03],\n", " [3.75917275e-04, 8.08524044e-03, 1.68049392e-02,\n", " nan, 1.01010892e-02, 3.08686259e-04],\n", " [4.86017234e-04, 1.02098543e-03, 1.84173575e-03,\n", " 1.01010892e-02, nan, 4.16935722e-03],\n", " [8.13804399e-03, 1.21906905e-02, 1.00412214e-03,\n", " 3.08686259e-04, 4.16935722e-03, nan]]]])\n", "Coordinates:\n", " * time (time) float64 0.0 0.08 0.16 0.24 0.32 ... 2.08 2.16 2.24 2.32\n", " * frequency (frequency) float64 0.0 12.5 25.0 37.5 ... 712.5 725.0 737.5\n", " * source (source) int64 0 1 2 3 4 5\n", " * target (target) int64 0 1 2 3 4 5\n", "Attributes: (12/15)\n", " mt_detrend_type: constant\n", " mt_frequency_resolution: 50.0\n", " mt_is_low_bias: True\n", " mt_n_fft_samples: 120\n", " mt_n_signals: 6\n", " mt_n_tapers: 3\n", " ... ...\n", " mt_nyquist_frequency: 750.0\n", " mt_sampling_frequency: 1500\n", " mt_start_time: 0\n", " mt_time_halfbandwidth_product: 2\n", " mt_time_window_duration: 0.08\n", " mt_time_window_step: 0.08" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "coherence_magnitude = multitaper_connectivity(\n", " signal + noise,\n", " sampling_frequency=sampling_frequency,\n", " time_halfbandwidth_product=time_halfbandwidth_product,\n", " time_window_duration=0.080,\n", " time_window_step=0.080,\n", " method=\"coherence_magnitude\",\n", ")\n", "\n", "coherence_magnitude\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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