diff --git "a/Datasets-Construction/OpenSWI-deep/1s-100s-Aug/02_CSEM_Europe.ipynb" "b/Datasets-Construction/OpenSWI-deep/1s-100s-Aug/02_CSEM_Europe.ipynb" deleted file mode 100644--- "a/Datasets-Construction/OpenSWI-deep/1s-100s-Aug/02_CSEM_Europe.ipynb" +++ /dev/null @@ -1,1028 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## \tEuropean part of the Collaborative Seismic Earth Model(version 2019.12.01)\n", - "Details of the dataset:\n", - "- Name: \tCSEM_Europe\n", - "- Title: \tEuropean part of the Collaborative Seismic Earth Model(version 2019.12.01)\n", - "- Type:\t3-D Tomography Earth Model\n", - "- Sub Type: \tSH velocity, SV velocity\n", - "- Year\t2019\n", - "\n", - "Author(s):\t\n", - "- Andreas Fichtner\n", - " - ETH Zurich\n", - " - Zurich, Switzerland\n", - "- Florian Rickers\n", - " - Utrecht University\n", - " - Utrecht, The Netherlands\n", - "- Yesim Cubuk-Sabuncu\n", - " - Icelandic Meteorological Service\n", - " - Reykjavik, Iceland\n", - "- Nienke Blom\n", - " - University of Cambridge\n", - " - Cambridge, UK\n", - "- Alexey Gokhberg\n", - " - ETH Zurich\n", - " - Department of Earth Sciences\n", - " - Zurich, Switzerland\n", - "\n", - "Reference(s):\t\n", - "- Blom, N. and Gokhberg, A. and Fichtner, A., 202. Seismic waveform tomography of the central and eastern Mediterranean upper mantle. Andreas.Solid Earth; Gottingen Vol. 11, Iss. 2, (2020): 669-690. doi:10.5194/se-11-669-2020\n", - "- Cubuk-Sabuncu, Y., Taymaz, T., Fichtner, A., 2017. 3-D crustal velocity structure of western Turkey: constraints from full-waveform tomography, Physics of the Earth and Planetary Interiors 270, 90-112.\n", - "- Fichtner, A., Trampert, J., Cupillard, P., Saygin, E., Taymaz, T., Capdeville, Y., Villasenor, A., 2013. Multi-scale full waveform inversion. Geophysical Journal International 194, 534-556.\n", - "- Fichtner, A., Bunge, H.-P., Igel, H., 2006. The adjoint method in seismology - I. Theory. Physics of the Earth and Planetary Interiors 157, 86-104.\n", - "- Fichtner, A., Trampert, J., Cupillard, P., Saygin, E., Taymaz, T., Capdeville, Y., Villasenor, A., 2013. Multi-scale full waveform inversion. Geophysical Journal International 194, 534-556.\n", - "- Fichtner, A., van Herwaarden, D.-P., Afanasiev, M., Simute, S., Krischer, L., Cubuk-Sabuncu, Y., Taymaz, T., Colli, L., Saygin, E., Villasenor, A., Trampert, J., Cupillard, P., Bunge, H.-P., Igel, H., 2018. The Collaborative Seismic Earth Model: Generation I. Geophysical Research Letters 45, doi:10.1029/2018GL077338.\n", - "\n", - "DOI:\tdoi:10.17611/DP/18027090\n", - "\n", - "Depth Coverage:\t0.0 - 600.0 km\n", - "\n", - "Areal Coverage:\tLatitude: 30.0 to 75.2 Longitude: -35.0 to 85.0\n", - "\n", - "Model Description:\n", - "- CSEM_Europe (V. 2019.12.01) is the European part of the Collaborative Seismic Earth Model (CSEM, Fichtner et al., 2018). It has been constructed using multi-scale full seismic waveform inversion, combining spectral-element waveform modelling and adjoint techniques, as described in Fichtner et al. (2006,2009). This submodel has been extracted from the variable-parameterisation CSEM onto a regular grid, readable by EMC tools. While having regional contributions from various sub-inversions, the structure in this model is dominated by the full-waveforms inversion described in Fichtner et al. (2013), Rickers et al. (2013), Cubuk-Sabuncu et al. (2017), and Blom et al. (2020).\n", - "\n", - "Data Set Description\n", - "- Since the datasets included in the CSEM are too heterogeneous for a brief description, please see Fichtner et al. (2018) for details.\n", - "\n", - "Web Page\n", - "- [cos.ethz.ch/research/CSEM.html](https://ds.iris.edu/spud/earthmodel/18027090)\n", - "\n", - "EMC Page\n", - "- [ds.iris.edu/ds/products/emc-csem_europe/](https://ds.iris.edu/spud/earthmodel/18027090)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step0: Downloading & Loading the Source Datasets" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "KeysView(\n", - "Dimensions: (latitude: 91, longitude: 241, depth: 61)\n", - "Coordinates:\n", - " * latitude (latitude) float32 30.0 30.5 31.0 31.5 ... 73.5 74.0 74.5 75.0\n", - " * longitude (longitude) float32 -35.0 -34.5 -34.0 -33.5 ... 84.0 84.5 85.0\n", - " * depth (depth) float32 0.0 10.0 20.0 30.0 ... 570.0 580.0 590.0 600.0\n", - "Data variables:\n", - " vsv (depth, latitude, longitude) float32 ...\n", - " vsh (depth, latitude, longitude) float32 ...\n", - "Attributes: (12/31)\n", - " title: Collaborative Seismic Earth Model (CSEM) -...\n", - " id: csem_europe\n", - " summary: CSEM extraction of Europe\n", - " keywords: Collaborative Seismic Earth Model, multi-s...\n", - " Conventions: CF-1.0\n", - " Metadata_Conventions: Unidata Dataset Discovery v1.0\n", - " ... ...\n", - " author_email: andreas.fichtner@erdw.ethz.ch\n", - " author_institution: ETH Zurich, Zurich, Switzerland\n", - " author_url: https://cos.ethz.ch/research/CSEM.html\n", - " repository_name: EMC\n", - " repository_institution: IRIS DMC\n", - " repository_pid: doi:10.17611/dp/emccsemeurope20191201)\n" - ] - } - ], - "source": [ - "import xarray as xr\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "\n", - "data_path = \"../../../Datasets/Original/OpenSWI-deep/csem-europe-2019.12.01.nc\"\n", - "\n", - "# load the .nc file\n", - "data = xr.open_dataset(data_path)\n", - "\n", - "# print the keys of the dataset\n", - "print(data.keys())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 1: Velocity Profile Extracting\n", - "1. Extracting\n", - "2. De-duplicating" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(91,) (241,) (61,) (61, 91, 241) (61, 91, 241)\n" - ] - } - ], - "source": [ - "latitude = np.array(data['latitude'].values)\n", - "longitude = np.array(data['longitude'].values)\n", - "depth = np.array(data['depth'].values)\n", - "vsv = np.array(data['vsv'].values)\n", - "vsh = np.array(data['vsh'].values)\n", - "\n", - "LON,LAT = np.meshgrid(longitude,latitude)\n", - "\n", - "\n", - "# print the shape of the dataset\n", - "print(latitude.shape,longitude.shape,depth.shape,vsv.shape,vsh.shape)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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FfJMbckGBcyW9K7FhrClRDOGGPI4bZbohD196SShlRyU6agwV/lypQl0snaB2LtyQ2/CB5bNvyAsD1SBYlOOXoYdjj8Mb8jiO/NAbcm39sdYL6MS1O2YXT7wPuyEvw7WSb14fX/gb8shjd0LvHGv2rEQDQEVHxYB2BoWldAYZfgMUzs4OAggXdA2VCBdUM95kWAG9hl45inJ8PmLCifL0WHDv9JjbtyoA1C8/pH24n91AFkuNjd/iWUffzb8FGgZHs/UzF1KgIQ3ObrrxtTd8gjqdTkgRx1w46xDSD2R1JSlWOk0zJX67rRY6/T99//ip4vi/m33zDSBLhV4XyMXkUFQCocIBXCrkuvA3v5AGhiPGv89+SCeFSINHvwzDpqe77DGt316mD9PFm2QlKJaa4tgXFBUHGXsDexMGoRJ1UiHCNCyunzquVtjwTX53JBnKeaEEGA7+P7xR9zfmfvk2a8ujY8P7K8mV1nThJtwe3IRfigVP3DEP7G0aV9G6ava8YkALgxYDg9Ns7ZKt9Xdf02/BtQjKkPBbh0u5FoZadmk+g9M8sqec4z/tW8sdp2LDGVecuh3xdsZMvpEyApQcB5eFYdZSUjqHFY62GG/My07A5IIhrd82XR1uzLX/xlWGEYfsHSAQgCvALv23iaIJb1RYf7MyvQmPx+T0G3PwNyPxWOs+wjdF3+V8Xd/hqvbreWa2nA4dtbFeyeD8TbpnXkemxy3ALpweRhqOpWS5l8jJaKoPddEeC2qtqC4Ecmf8PgGQAnHPH5tLvLLl/Bs72vAtOVz/JuXwg8T4eFxeKQk/Ir12esNemPCN+fTiPRlHLUuRvlGKKEn6xme5lCyWEqXHA9pZxxAu6tuN4WpraXuXvjW3Dox1U/HGtfUoFJws/Huc3VKUtf9wMH7IagEdPohVC4UsFRiL24/DxekHToff6ohnDAbjgDU9r+T4QWQZbsKNAzO5W4gfCMdvz+HazbitwzfJtaRbCYaSj0QcNE0HV0ZDs3Q8PBv44MhxVcig3ggDQOe/cTYCdkrzUB3xnjvj3Pma1bgyfeqihVfO1cJ/mhS/AW9cdWN9jMTn4oedh883rmJAoxnSuKOip2SgSGMMk8YYaWwnxDimCOefdY6rChrt/AedPelDf+nmA89BQVe6UD/9lwC6E0j8GETYOJAPr9cK1TlE62cipAifTk1OgptUExNE/2LXyEu3pHUlK7nnhB2ndkften+cTWqi/wDFzT6oPKTVvl6upWPZkm7KYw3tpGM4MnSlpG5EUhVF+hL6NyuWy3scl4rLX3mCueznikAbb7rHb8fnN9WhLnYOsBQ3fJlyWI/sDV/uSCmo61hXr9cTrQWLpaKsVfrCYzoWddbP1wxurGsHy2oGlx6Lyz19/8VSsjjSFKvr346D/6JIhTFmen72RZEfP5pN79VzN2A7g+3m34xP66dQErVQqHWBKJUf6+4HCGrN+KWOXBewKsZPc2cLKnCFxKw13ZGgf0Z9vOmDycMP5YyG/dLy8NbA+2vBVTF+U22FCOMtgUGylSUPxQkA77tbnNsjBjsf39aiTfVtcCqNMz+sPsLkG/FQW7UYrxkbu6QRFbVoWbPnRGxTLZWEc8s5XxelmAsZQ02MpcoIMNLRakcVbrir+OWO8TfjVsYPIP3vvhQUnf+CR3dpazJZJYRUIEG0YlTKFip9WC0gLMDBBznhi8LZ/x+BF6f7RiaTyWQymUwmk8lkMt9F5BvyTCaTyWQymUwmk8lkngMfG8n6B8NtHnZeCrmSOwDe1O/yunjIwvXIiV6xm/hza4bk7xr9XC55Wno1egUjPdCELVsY759VdmzoNSjHo7MB8X2+8daZuYP9Z+/TPWmxQfpljUMFGaAuXZL1RLlObNoB4C569N7c6JWMiG/y0YsK/h5nSVJDVQiK1SjlPvSIyyAnl+vYkO3ARAnX/YWHHEo9po9PiY0UlB3nZxxu02MuWlxnr0n1o1y9Pe/od+aa5ErifePFUqPqcdltZxHKIZRAlgp1UiLvLuZN3Cbr5yrFcKxpTq7LjG72jF9fXyO9zPBybfjg2D//pFI0ssQgk3e3F4orseBddxuAB/Y2W7sa5ZMTWRF42eTOLNmZJZ0dF05N5Oml9HKk2JQoNeII50HrvOSoll6eqcUQJJ5J58PGLRhQtLLglttg6KjdgA3WDum8pE0F+bMRjnqYiSK9pcM69qWjV4Ku8E06AMpOzrank46+DMdpOizFTLbu9daT408JUBpqha0VdjF6WM2kEgobPOqh6VFzQwOXF41Lt6INDQDfk2ecVFtetk95qWtYDg5pr9svphSGa77zbW2x0jco0oM4kBw79muwMnglL3svW7ej1EvcWbD+Hf445xs72ibOIEht/zU+Tr5J1g5eUllaAEk/XD8vlYTlQlLXMtXItM6hHi6ONPXtykvGJ5ggV1w9bFhdDvTdvHHmMDiacIztW5vk6+AP26oQ3DoJnrtaeVnnLtqU8NeHad3aD9B5aV1sjHmtR8KEaCdy034KB8QaOJWsJx95/L0qkpfYRen65Fpka0l/pNgd+/+9bcEfU9PeEId1MR5vsaZ2we6wWRoerR0XlaSfHARTT+SVrvi6eIlvmJfY2CXG6mS5gVE62diKrV0m+WWsgQCV7KhFSxXkmpoheSMPiTUxyt8hyDxDnazo0+PTeg4qSUgVXqI59UvG8UakV3679BKawj++7KAYvPTZCpc8dF2QCOsqNDsKvnIx6ccQtn6QvXpzri0kw0LS1yRbQV86Bu3SPtGDSP0gAM6bw1HQi8XWLbmyax5wG41hLXd8Sr7HfXNBaW24vo14+4EA3KwnR+qhYr10HXw/osNxAgoGZegKb/upGnHNO9zc0dS/6w7HxuF+9QntZmxmKyXe/iMVSttkebwJLwn3Xtln2X8OZeQRKX0NVVreOP5UWlAfF1Sn5bX6CKON0U6k4rN+SsZhQwPim5CFRNcKtdDXLDjx//i+rjO4zngLjhKjlXI/YPfDjeNHsw/nbGzmdjCNCnVR1eCMxO4NorPJ8hPHxHJdwnF53TcuBTbU8OFIsT8RDKE+gq+L02Mjnn83jSFhPoY8LyW91BhEasYK/v5mKyve5i7fsC+xHebjR8UoK2+dr49bs6SzcytkKVsq2VLJLtTGG8b/lH5siUmydSDVRS0Gavw4sqFAiWDjxaLC2FEJh3WOHpHOszJYJKRzyUduBVjlpesQrMMmWiCv2+vAMWiBCX0U9MRTbmOflt75a1q8TgVbgV2GfbaQmNJfo4z2+0VY3/uhGIfHXDU3NIO4gfwNeSaTyWQymUwmk8lkMs+BfEOeyWQymUwmk8lkMpnMcyDfkGcymUwmk8lkMplMJvMc+Nh4yHd2gQ5xUK3xvy/sMV+Tr/AZ/TYviycplD5lOwvYYlmJjtOho3qGF2/qCypCtnIRMkwWrY9wqhtJ0YlZhEuMa7JHBcX9Ff1Fh23ctexwFTw61tq5vybFRIS/g4dn6heXH+LfFnKMtlGFvO7BkQK9LtDBIx59Mc645I9RZ7X3EIbnEx+SyzdGqHyTqJQUSXX9KdeNURWHcT7gvUdmP9BvvfdHSFBy9MlHD2ax0sgieoqil3KMsZAL7WMsNj1ib8b1KSWsCsxJQXtL0Syf4euxInmS07LFKDDtvbSbteXJkeHpAholiR5Z7z0bsEJwqUrek7f4ur3Po+H0WrTZ4BQDmt2w5Go4ojGL2fPRMy7DbxN94k6lv0vZosTcix7/1sJ7gGrRJu/PNNtcYxhQbKkZhMLIK4xrqe0Q3j/6Iv1x2ktBq1yK06qGkCvpfJsAI71fMXrQu8JRt3MvsmSMQANQJWnbgUBaiRpADv74lCHuzlSCroaudjS1YVCkSIzoL4rvC/B0/+J7yAdkyggFeOyO2cqaD+otr5mn3Gs66mH0iatpRNgz7IlGwr60WOFYNpK6kSkDVIZzQtpJjMt2gN7MPM+iVCw/4yNZNh80DBOv4WH82ZTDGpqWNUY9xf1s/d9lOY1EG2uW1oJ6qVKsDozxj7Gnhl4XKe5mXHmH2Yy+WlV0DK3FWl/frYVmZxiG4GlW3m86Xc5FJahCVJi/BoT3VQJrHLKQaRmccakORm/4tP6l7Tmpx864FHEJoGuV5ilLlX5z4Lf08xl8/T+RYZ+FGJiY8asEbqnpTzW7W4K2dukci1jpfcs61EZxEGQscQwadgtfH5+ECLhGjXGI0jl6KdnKgrflHb5u7wNwPhxh0DNfY+PKFPd4NRzTmAVSGErZpT4aftf5/bwzmh1+eiWG5ClP8ZCTWMjIND5tLfYoHzSUnh+QtKJAhcdK183iVWWM+Ul1zCX/Z9x8Ke4neuylC+MOl8Yd8bXgvZSDFujKRwCl7WvHWDQ1CNQQrgka2trSVI595ZdzUA4jQ7Sruh5Rfr59sWvkY3PCIhwXA5rGVJyLI+7Icz6pHnBvuASgdKOf3Ajf12AaG3nYa6NXAI4CMcbYWZ9FHvPk652g3IHeh3OstxAyk7EO+eqK1UWL+/oGgC5cr5KXPIwdzQ09Mg45jBQbHxOpVs6nF+hSUi4Uup57iIUSszGkmPQgmvm1b4jFjc/bznr/dqh5h6jS1ysxiWmcjlHH9/NxkNP3j/V52PQ3etRNZ1NUblqnMGYWUqBKmXoPRZ/6dCyqFjrF+TpjEdsemtDTRgpY+/Hj/pbfLu3yeo2UuBTCLqzvFWHD/nDS93bYLX19BNIYMvaoKKxFCcGl9M0g3pO3+C37Ko+HW7PaeNhzaDqGLGSXxo8wjiU7W9HZiivG+kj4WwuDCn03IEbvDqnvUC1aarpZZKRB0eKX81IAEla2A2dm0YIQ+oWIUI8koe9G2GbRKy587euVo1KCIpxTs1430m/zrhTzseXkcNCdRA0yjeGH0o8dAZra0lR2rI+TMauZnCsftT7mb8gzmUwmk8lkMplMJpN5DuQb8kwmk8lkMplMJpPJZJ4DHxvJeilahCiSPBegtSUf2Ds8Mbc4U095U7/LS+Ip1aTt/4DCSElfKO6y597Wsm4EZR/kisZHgES5Q5RkRsREAhGl6uJAHTMcKYp/64SlsTRvbZLsZZTgyBQNEaWYYiKrPJSaT0lSQ+tujLWRxSi7PIw1E0oig2wbmOZLednOuoDbdYoASJE38b2lGOWojNJUYUEODrkZENvh5lieZggxFRbXmWvr6Dr7TeXqJkSlqUpxGMigSpmk6ocIJUcZ6mI8RZyxiOlnWEogG0v9gaOWfv1tkJXawq97/JkSpSxWwm5p6QovNTxpHEVpgyQTdlryWC/4hrjNY3dCE2InTtUVg/PRfRu75Im5xaPuDo1Z0JuD3LVAj5caFapLsnVgJkWKsRalbFmpXYoHXMndTKI+oMCR5EcnYsuKhsr1lC5IlJzDImmkTv8XmBRhEWPQTFhXL7t0yfIhnZf+9GHHKevYVz7iojAiRCZ5+dFUXiTt+Jwe/PmoQ/yEDPumq+Hq2HC1tGxqx65IqrCwLIJO+qgQIwS7y28u9ftu5317xht4yeOJ2FKFKBKN5aE6olvseKlrOAkxXYq5fF2HeJHlPkSB7SRlA6rz8XHCervC4bkQcZVELBSz7C/jI9DUScXyk8cIJdg9bJL0Uh5YdD5Mkqm0eKZ9ZypDPEQqQXFcUt6tfXRNfM1kXqJU1+NsjEMFeb06Kan28zpn9gPto4bq/QaAtrEzCb5M9poQi7YZRmm5FlRLRXlcUJxUaX6RKF83jbkm3Y8y9W5v6LubZaxKC4ogQ1WVQiqRrhOy9LVRn9Wok8rHnU23m7GAj2OL14XFJdQbMdZGOcYMTo8HO7tWOLrS0VSOrrAUhnTsFYWjVYJLrXmsVnyV+zywt2n6uY1HMTCguDBHnPe32PXr2fU/sgu/C9VRyI6F8o9Ma+PgFK2tuOQoSdSXasda7lK8mRbettMEO9GAYs2eWmy55TbUrkc5l+TqaZPh60yUZY6ydYjS9WnUqg0yaBtl7kFGrkKMFsxropdyulRXCyMoBtIYxkpH2UmM9vugqS1XS8tF7aPlABqlUnySQdILRSdUsvft3UeL9flu5dIeIZ1lJbdpXwNs3JIvuU/wUJ8D8Jp7xKnZz6Tr/eT8qAbHra2PMqsbgQ42xpvGhdP/xXSMNJGrA3BaUX3mND29e3eXJNixrsXx32E9iDUljTUny/os28/h63WtKM+qcZw4fV6JZPu7yb44tbjMmEaSxXHeZBuMknbjx8XBphPl6sluA4gyxJFN3sPsh1Qzr8edOYbG0O2v18+4zkUlZ68VjUnXEbXQfvx4Uqbxo1ByPs6tNa5SYB2Lp35f1Rc+gnU6drQ3jJ9jBGlfOpp6HD8CaQy504KtVjxWS77GPR65UwCaMD5cyS2D07Su4vFwynl/C4Bdv6a3xWx9W2qksKkexjo5rY/GaXaT7Ng4hqxlOxs/Jmk8FQOatdhxIrYcs2Pp2tG6M6mRvfDRkMUkq9GKMUo3StdjRGQ8hG0YG0bpOrhZ/LT/e2KhC/9PZe16EJQSik6EWDNoa8dm5df9fGW5qqBVfszol03SyLE2GiHYqxx7lslkMplMJpPJZDKZzG9b8g15JpPJZDKZTCaTyWQyz4F8Q57JZDKZTCaTyWQymcxz4GPjIf9U+Q1kseTcHqXok/hbCcPWLvmGuQcKPskDAI5tQzFpuW8ENBpOzeiVPGyTb+UY5xOZesdV61DdxP+D9wO5QiLfPGZRKoYnDa6bG4qih9x2ZvStfIh3PBJ9NO6GiLEY7QWgTyrEQs/nqcTo8TlECSgk9JZgNcbNspAErhC4GPEQ10MKhHWI1vr4jpv848ZHmrn9cKPvHcBseu/pPojxAZJ/8qaYDHi2f3x8/cCw7eH90V8qSxW8k94fKBcLv+zWeZefAdEOqPie0xgNJby/fK3Z3ZZsjv1zu4VNHqGq974+6Rz9IkR9BXPsigYjFOf4WIpzc8QHwx0Azvtb9LZM3sipr+cmosdcSj+dFYYixP5UskMJ73UZnPdegj9PVnLHPf2I+/Ixd7lg6VoKFzz6Np4fAjv5jE9iKcM00jkULnmEfJTPxFMb/NqNAqXd6AeKfp/ggwSQ1lEPUA1xm12P+vHTjfExQPrdlZZd7f3jm9LHhESfnxGCRmgaqbkSC1oKNvqbxPO9AOzsiq8NxwDc14+4LS44Se5aaETBeWFYDt5b/upjxekTRbnz9UuE+iZiXbPmmu8ROQlzinVhGuNYKcRxCTFmblKzVLlkudCoxRXdUx8rZSbnmDMOqRymdzMvdnreAmoe9QijZzJG2Ag1rwtCCdS6QJ3VvmfGDT7zb0aK5JnEh8XlH6PWYNw6IzHOTUpSRJnSgmKpkaVKdV0lr2LoyXDhKI5LCua133aW/ZP2Q/3jZa0oKomQAttbbB+ilgBtFbJU2E2PS71OZIo0EguNuLPALlXyjIM/NvQ+rOsAYrDp+HBK4LRkCLFmu2PfW6OpXIqQqfoxsktZR78gxYGdiC2NLH19DH0wYl+Nq+4EM/FEig+pj+1Q01KzwZ8HhewpVEet9igxpNoafZCXwxGXHFHJlhN1lerjGVcALF3r65+beyINMvnIo8/4em2MjLU1xvp4z+RBRJyb78vSTmun/zv245AhIkiG2uxjWi3F4PubDMpxVcGmFGxV8HxKTR88460o2FFx4VZs8NFIO/di18i7+hGlnPcomMZ+bpzfDu+JW5TScHe/5Wznj1vpRIqYk9b7x5cb39vk0DceiY/Hc+TadNbNfeS3Rh+5XGi6h/vkq04v6W2qmTeNq4Q86LMxjRKT81ix9JrYb+ekRK4LP16cEqd91lg1Lkcc7yoxxt0Cdj9c84/75b95PQ7jzsD3GxIH/ZG8z1yldYjYztB3A0NrP9Q/rqp5L4rkYbcC8OPWYRJ7GceQ8VrCcdiWxqURi7AO3TrfI6D39XE6fnaFwCwUu1uCzbGP25qOH4FxDCkdfRg/noit7/sDnHPExi65MEc87O9w2Z/O+g7ZZzR5sU6m57zHfIUUNtVHH5k7r61bs6S1FRfiiBN1xW31lNfUBwCcccWR24fa9OG1o7gh9gzmY8hYH/uDa+gYJ3n9sTEqcvq8O4h09WNMbQQ6+PS7wrGp/URXFVwV3jPeC4URgl4odqLiMkRmbl3NVhjgn37oekL+hjyTyWQymUwmk8lkMpnnQr4hz2QymUwmk8lkMplM5jnwsZGsV3SshOFV/TBF+hhUknJM2RLjnwYKY5LEAeCikqjjUdOw3Ev0IJJ0ROK8LDt0uVfDXG7klI80EFFyNMEtNeKVFcW68BKdKLMp1Pj3fpjLoSHJfOgsdj8kqec1WdJNMqUgdZRnFayKm+MnniH9pjNw2aXnD0VJz5TUG4frjF/WtA4xu8jiwnok+ZES1+YlFwqhvBRxuGhT1BnAsB1mcnVnHba3dEEK2wd5lJQiSUCVFqgQ7ROjQqJ8K77ey9iDjPdLT2dydrVQ6JMKeeLlP2Jd+P0WpP12rWlPfLRM1fj3KTt/3HSl4+mx4YO147zUSWoEsLIdKzo6cclWVHwgTxic4kmQBylhUqQZQF14+dBsN9nqmqxdTl6vhME4TWuhkqDEwEruOFFeenlfPWIt9lT06dwBkjxdYVBYVsZ4abrzUS9GCMzBUeGlRT72LMaKRXq8nKhHhPmImeQoxv4YIdiUXoa57H1cGnAt0sK/bjJ/5WPUdoWPlDvXFU/Uih0VDfOoD4NK0tSt+3AbwItCjPJpXAUCTu2OV9ody94luWzcvldLS91Iyp1AhtNYTG04vUM2Bhrj68RhzSokHJfXoxILOdbFjlG2rgTypKR64yjFM5pwPk/jGs1+uDEecmo7uTHqsJTIdYko5XXZZRmWtT6I+Irv0VsvuZzVSTuRa0of+0OokcZhlY8xK+tgKZpsOzM42sbSNHYmWQcfeaa1l5J3T9sURxbXT5YStdAUZ1Vanv7Cn7O2M7QXHe3O3ChXF1IgQ0RStzejnF8LqtqfH8VxiV4XSX7vY4YmcZDG4R7tEY/2aA5ijeL2WBW4Wvl9LwEpMJWgr8O6WlhtFMudSzFcF2vLe95Bw3lR0Au/3Y5tw0q0vMoT9rLgPXUGwJeFYWuWNGqBdRLnFEIYZLgYF2pSx6zCOJUkmXJywTZO0RgvR45RP7G+rpSvkffUI9ZiRy06KkaZqkFihE01rHRmFt1zyLQ2Tony9DHqh1Q/4+s6MT9mG0mSeRbWpvN3Wk+n4xovcxX0UrBVmp0sOZdLnuA3+sYt0lhpsH7MMExq5O4Fjz3TWDSGWnQpqunMXbEKUU3KzS0IV4WkLi1VP1ql/PPeMiWXktUgUK3zFo6PEDEWcYVAGDHWm/j72I89CtbIhcbuB2SpvFw71DQXxkhJBv4RbI8QxkSlurl2LrS3Gj3L0hPr45Rkown2xEOLZlhOs+lnkY5x2WOk7dCYmUxdSHHNkhhtSLFGCiXQJ5N42CAvt52h3w50mwEzzJcn1mE3WLrGAH0aP0Kw+iwUulZQREn9/Jy0ncFdWIaLFvHWVdqucR/Ihfbbcl34sXgpEXibJ4BZKNojf/+w2EkWO4nRLo0fgdkY0iDD+PEJL4unAGxFxXv6jK+Jl7k0xyhhsMKksWEhe6T0NsZx95WpRkaUMEgZx46KvVmmMWiUr6/UjjP1lDvqnFNxRSU69DXrThiHOkfhDOVBfbxpDBmZ1kAYx4fT+mkOrD2HVh8ftet/0hjHkv4Ghyz9bxssyzst2YZ7j3O14KlYs6WmceMxNbjx3nJwms6N2/PDyN+QZzKZTCaTyWQymUwm8xzIN+SZTCaTyWQymUwmk8k8Bz42kvV/x3yVI3Ndnt4IzaWs2QovU68YqJyXndV2YGUMJ62lHuZy2H01dnxeWoG0887qsVmhHED2Djk4L220XJOqT3FLjTsqcMUzZBqNRlz1XgY6lTlNpC+us8/sQnlNchQ65dJZqJ8hYYqPHS63dV5aZNyHTzuRDvnlM/5nMo0IUpYoV4/d5A+Xdy4nNWkd+4uONkgz91dDkqJLKTCDvbGrsAmSPmu5sTOz1oKilJS1QldeBiUPlsf2ln474B47+MZ2XE4pKFaa+tUV+ntu4W4FKbsdPwXrte8mfLEy7EqoBrhrB/owQaMkW6U4Vwt2omJAUtPzWfUWn1Vv+YlqLx28cCu+Ye7x2NxiZ5ZJSghwpK+oJl0wd2ZJa8uwm3TYRQNLteMl/Yg76jxJMMFL0qPUyKAw4e86nSdm7BYcNmNhHQWO0JgySYWmcqLCOqQYOwtPpZf2QPoWu7RHotyyUW4mx/Td2ufSpChbilYALyX13TC1M2G7FGn9otwoSY74aHKj72b+/eJfcDQ9th10QvGwrLgtWk7aeTfSQTnOTwzSKk7eA/20m9cjCDaaIFu/yT5jW0SQL8+IMnYlfNvnCXJVUK3DvnrSpE7fMHbOHW6QOY7TXJcSxuVxnfESbOayOdEBlx1iP0o/MTatr9v0qet4qnHGYoOk3kztN4H+sgvSyOt1Zxgcw+CSTHKKDvYaZx1DY1L3cyEF2jiKsxX67iJJ5MF3kgWwm47qoqN+uMc0hqExmP7mbuvOOpx1KC0plhq9GocKsXvwtHPw4baMNiq777z96FCyqgRyoVF3F9hXV7jV9X1ipa+PV0vLrnQsgxq8Nj297FN9bGTFTlQYJMf4GvyD+tf5Qf3rsIKWksfumN/q3+C97h4Ae7PERpmm7lioHUu1C9ad8to0UhgWascr5fvcU48AWIvdrNM2wICkDbWkokc5R+36a/UrbYaJBN3/f/15I8bO6jfVtbS9hMBMju0onm/UOH3slG4OzoEhPB7X4dDOpzFBoj6Xq4/TvNiS9X9P/jonQvhu+Y4U5qGcQ2Fn3fILaymtt0f1Go43gsUuWEsmqTxWeguj6CyHqTvXmI4bp3ZHOUmxiQfPnRp1XKIOx4jG4aK9Z5KSMMUdyODT/7F2ldfH0HQW0RhfG2+yPDYDTMaks/fbD5hNf00+H+2MZm+woS6n5zrL0Ixjv/hbKF8XnXFYbDoBRBiYy1J6W89CX1vOopQMFx26s/S7AV1K3GRcKHGYYZ7gYe2kyz2SobUMrfXjc0AqkSxFxVKjFhpZymTz8evisF38e0w1EUqgFpry1TXyzeDVQae0JgkY7ZKdZxPuR6ZjyFgfr1TFlfC2myHUyN+pvszvXH4Zs/Tn8GPnkyW+PrzKB/0ddmaZJOql3lDKlpXyyzc4xc4s6Ww1s0EeaS/Df6l4xG31lFNxhcYkK5yZ1JMh1JrCmdRF/dBCE38X+No2HTseWnCiRRLmdfFZcvdIpwA12nsMInVLn2LDmDHWyPi7FfNr3zhmPKiVN1ijbyJ/Q57JZDKZTCaTyWQymcxzIN+QZzKZTCaTyWQymUwm8xzIN+SZTCaTyWQymUwmk8k8Bz42HvLSWVSMNZl4EWrXcdu14fGbX9srKCwUPWgjqHpB3fp5LXaSxQb03vvEUxRO8vv4WJyp/8e/mcBFH8vEL+uUAAm2lPSr4H0twWhw0iGsYnVeUD7uk38wzXNvcE8a9m9dYRozi/6SSlAclxQnPtoncRid8WFMfTedhb3BRv/PBGcsZtMzbPprHnZnfISYmcQgTSPG4jLLEFMhpEjeHyBEEDDzavYXHfsnLUM3+ikBhs5ycT5wsbG0vRsTlKTf5FUhqApBWQqk9DFoQPo7xqEBDK2FdlxmGzyW8f1ibFr0DFW3KqpXV6iTCi479GXnT7ZaYV/yfp6r1zSb1dwmKy0pgEs6S20sp2KgURt2SrOVZYqzAKjdQBHMplb8KzoleVyueJu7ADywt9nYJQAmnO5ruUMFz18tW9ZijxZzD2BDmXzoa7FnRcMtt6W2A+rAY9tIlTyS9iC2Z+7vDttuEuNzyKEPMnl5xDym55tYg2aMHnLFlVjQUky8PtET5P+fRldEf6iYRBm9qCxdi8Kvu8KmGJLaDWH7OdaNoOxjDfWv26wt9lXJiS4pnkxqEvh6sS687zD4CGd0Fuj9riye8dlwjHSMtaeQUPp8LHVcjs/VKtXT8rL3cYww+iSjp3nTY0LEzRQRioOPoTmIYsPCft5/wxmXonv6h3u6Jy12su7WOEzr36Pbm5kf3FnvEe8Ptwe+n8XUQx7jzvzfgmFwNDtD39lUowDKhaK6VaFOqmuxbXEbOOMQpaR+dZX+d51N1wMRosyAVNOj3zLOw+5N8j+OkUrj62JckfePe++8MzZFD8V9oU4q5L0lrDSit1Tvd1Sh/rpC0J5pnrzkuFpaWu0jZ1ItMVAYWHeWM2ExoqfVG64KxaXyx7BFUrue2poQi/gOv198iSb0K3isVvwrXuWBuUPrqlnPjYgWhkq0nMortBhu8Iv719Si45gtx25PeUNEYidUql+HfsnDiDMzWU//f9i/1tfPmVfyhiL4zXziLXrm5ZyuS0tB40oayuvPT/yQ0+0Tt4kUL3aNPLINxeTaoLAULtRJ61iGmKxl74/NSK/GSCqA5UaiBn+dj/2FRG8RrR1r5+FY7KNEk0285C5ErRJ6EblCYrXAFiKNQ/WVQT1uoZ8sbGcxD/cAtA92sz4cQgn0ukCflDfWF7cX/mi8wUPu9oPvsTHxkMd6YTY9/UU3i310xiWPeIyqTc9Z7+Uebuh7MR23xQhHAFUIVKWoFno+9p0so90bP161jupo9AW3wQ8+dM7Pc/IypQU6zE8VMq2DNS75x3WoN0IJbGfSdSeOg+O0cZo43i3PavT9pY+TC9ugeGvnx4YLxXC74uJlaCpHrw7GWxYqC9VgOZKWu6KnVb63xqX2kYZGCN8jy/ahBr0T5vAlmlLxWK34Kvd5YG+ztatr9fFEXaX6uJY7ajGP2gU/htQYatdxJi45dvvUd2g6luuFogcKzKzPxmG/ITM5tMzBYRan9fXv5rFE7B1kbxpfTqeZPK+w6f+tqNhS0x7Em6W/n+EVr0WLFDn2LJPJZDKZTCaTyWQymd+25BvyTCaTyWQymUwmk8lkngMfG8n6lSoZlKZ0hqPBS3GKg5ge5RzSjZKjoxZWjWS91dQ7Qb0BvTWIPuhCAGEmsTsTuc40ukIYB731UqSJ1DFG07ijAlvLUXIkBaYS7Nd+Hrulxcogc7ICkKhW+6ihKaVEnVSohfZRXNOIBmDYhjiGUibJ0FSGqZSAqaRHBvnmTTKfELMmSnUtPsN1DrM3mOZAFipFkqtPpexevjN5vXUp9koogeplOlDH+CA/D7MfaC+6JFcHL12KUWZae1m6FLBpgqzFggzKEuugaYN8MERwlaXg5FSxPCmSjNNZ52WoQSplBjfZvo6hA6Ut9bGXO9nOMIRYJrnQyHUJtyrM3QpT++1Zb+CVjeLlsDBWQ7OEx7f98fl4bWm0n/9p53il61g3PdoIhiBT2tSOi9pLGcFxYgyvmHN+lzsHoFf/iqtC8k655mvco6HktrhkRQOQIv4GodhR0QThUEVPFeK+YuTZTlQYKSlDVEXECDGTkPvnvZzPzmRGz5ZaRhmncgYjLL2QdELN5EVxXvJAMq8OZJ+9UHTTGB8xj9uI66iC3FJj0zoi5rL1+JoXnRPTcDSE+uB8lNx0u16Vgl45bu38dlrtJWUvUnzP5rZgWZSU5/7Y9TUyUES5cn9dtm6cf0wJXKVmNZQQC2RLiX1GDKQwLkUJQYiEKSQy1lgYpZJKIEp5PfqRUb5tNv11aXpYzqncEEhxNc3jht15jxmmlhZSrejCdHJiTbJ2Lkmfvi7+PIsxEs3NJOvFSTlG6phg61koxC0vUVdR/t/ZUaoqhY+lw0tPbYiOFAuNPClhVXx4FGZnvR1hHyXtA3bTJWn7WOctovRVvLi/glvV7LriColZ+fN0e1uwX/oNcOtyIpEegtVFOnYLy7a29Mpvw+UeXj23rHd9mrYrfSTQ06WjUYLaOc7CPvrUcM7/zZ3TK7ioBG/XK36Ll1N9BDhml+qjQSbJYqSmZ4mXampnMEg6QbL0pEieUH96AQ2a2g4UofYo8Wz5+hQjhK+Pxkc7TqXr0yg0Py+DuUG2qZ0BAZeUbF19TV4ZJZeD0wyomUQ/WZrcGHk2e+0Nkv8Xjbhfi2Alm44f+3Bu7wrHElh20dooqBtJ2fjn6w0Ul8NYH6cWx2fZBw8iwaY2HldIXCWxlUpRuxFbCEzpLY8RaaOsXVM1Bi4nkWtKIBb+HJWlxOzH18WxFtwQnQvPjBOL1pXDGMpYF4ZNz9CYa5L1KFU/jGSMdh9nr58r1lf7kMA3GX93goX0FshpHZ8ilKA8q1PNij/RgtjvBmxvabbhvNWCaq2TJD3NJ7xPcVL67RGXu7OYEOcbY9tSRFs/LoOulY9HW2hvJ9oOY52sNe60pL1b0C5Bd3D3oQ7mxDAPC13tuDwynK/8+FECddiOL1/1HO0s2sCg4HxtuKihVTGWFk67nk8M5/x7dqyPb1VHfA0fGRlr5DE7X1MY7TAAW2oMihUNVbD7KSytKNKYrBRDGkPGMV4/GafFOLTSRTvmtV02QwarZGEdRRgQNFLdGGEWx4/2GeO6OBaGuUVnGgd5GAk5rZXTyDPwdp/BfcgFfbZsz5E333wTIcS1n5/+6Z8GoGkafvqnf5rbt2+zXq/58R//cd5///3nuciZTCbzHSHXx0wmk7mZXB8zmcyLxHO9If9n/+yf8d5776WfX/iFXwDgv/gv/gsA/vgf/+P8/b//9/n5n/95/tE/+ke8++67/JE/8kee5yJnMpnMd4RcHzOZTOZmcn3MZDIvEs9Vsn737t3Z/3/6T/9pPv3pT/OjP/qjXFxc8Ff/6l/lf/6f/2f+w//wPwTg537u5/jc5z7H//F//B/87t/9u5/HImcymcx3hFwfM5lM5mZyfcxkMi8Sv2085F3X8Tf/5t/kZ3/2ZxFC8Eu/9Ev0fc+P/diPpWm+93u/lzfeeIN/+k//6TMLatu2tO3Ygv/y0vvBeqHQwnsKusLr/0+Hlrt7y/FesGgldSsoO4Hugi+v8dEUEWEcTktEb5DRH92Y5KET4P0e0wifQ6/L1B8U/UOAUCWuCr5p69B7WAWvrRpU8pCD9444OXrWxcQDxMJ7UJx1sxgeANMauqs+xYLB6Aeq9gM1INejZzB6EJOHZeoPmnjQxdQrYxxsevrLjvaqZ2qdsNbRNYbtxjAMo3/yWZFjUkJZK1Z3xiifqX/Jdn59+va6P6MoJfVKcXRH8hLMPOtCieDhga4xtI2l6yw6+DGPTgvq4yLFUcQcMjnZr846TGcxrcH0DlUIiqVO0zjj6J60iIsOtdCUdy3SWJRxyOgzX2ucFMi9QZ53sO1ZGsdZeN9/q9a444LhtKA98j0FutJhpaPs/TTrneCVsPpd6djWln3pUpRaNcC6tbzZX/H7zYa2cDxaOd6vvbEsxqiVbuDE7SiDF7IXir3wy9mKggFJS8GlWDIIicZyzA4IkVkT/+Ol9F4hhU0xQD7uxyafZIy3mL4uepcLvA+okJZG+GMr+oCm0UEGMfNPRpSzSCxN8Czpid+9oqcSQ/LLH1LR3+gjf958u+tjYd01D2thHcse1q1g0QrqViUfrx5AHBi7mjU46fdXeeWjfPyMBHapECfFNe9kIsZAHmi2hAlxknDNIwlc848DuEribnuvryj7eT+PxZD8gcDMT2j2A/bCXItqBHzvi84m3x+Qohs35z3n54Zh8jpjoQ3r2h9YFmPs4iEq1cPxyfinklAW0VsusNZ573TwMK7fWKPvLnxPjxAzRinhuMRVo98tbuP+WHN5x3sNp2gjsALKXqAHwepSUG4dOngnRe/mPv8lQJm2sWwNcm/8Su+Njz7rDHJdIG4F/3W8nsSotKWiPdPs1+FhHeYVeqYsN4LFU+fnO0V676zVYCrBEOJBwfc1KDrFaqN4LfQ56EvHZuXnsa8cVjiUhWUHbzzd8nvdb6X6CPCwKrhSFQbJwvUc2wbF0+SDNEKkGjONFIt1RQvrfZSun0VFxpoLsHB9imezQiBDPOQ0LhLGmEHlHAWO2kATJtoqleqg915CKQxNqN/TfhraGY7Fjkp0XOJ7CzSunPsgBWxYXPNBHnLoM3+efLvro5zFNEmMEhy7gZPWsW4Fq33oC9P686boBGqY1ycAU4JYKd+LqA1xuDb2FvqQ6Nmpj3ziNY89jIQSoOcFUrUOYeZ1ero8dqmQvZ7NL85BXRT0F908yrG3dJfX4+1ixJdaaD8ePOjBEX3Thz5x8N5s0zvs5Lmhs+x3wZs88ZCnSEjDbHopfY8grQVah/8nY8p6qahOS/T6Gf0wwPvnlSAGm6l1gby78D00psRt1Rnobeq5YS5azKYfXxu2xRRNhets8ql7b/0YhaYWGn1Spohftx8woXYCiOMSVwhU66jw9Q6g3DqKJ/69xdbfsNwFKCV2qTErlSKUu9rXQSuhBNZbyRuTY6KpfX+Ofen7cxQGXr5yvPnkit/vNgCpRk7rYxw/ApTuaRpDdkIl7/iA5FL4CN4Bmeqjj1ydnyidCONSBt9zw80j0Q77bkx73hRhVqUdaJSlkWP9m45BIUSuTbzrCj9OjXVtK6oUE+kf66lEz9bVYT3U7LfG3Bh99lH5bdOt6O/9vb/H+fk5P/mTPwnAgwcPKMuS09PT2XT37t3jwYMHz5zPn/pTf4qTk5P08/rrr38blzqTyWS+/eT6mMlkMjeT62Mmk/lu57fNDflf/at/lf/kP/lPeOWVV/6N5vMn/+Sf5OLiIv28/fbb36IlzGQymedDro+ZTCZzM7k+ZjKZ73Z+W0jWv/71r/OLv/iL/J2/83fSY/fv36frOs7Pz2efcr7//vvcv3//mfOqqoqqqq49fjbsWfeK2riZtGHZwclGUTciSXuiNNJJ0HuLuujhsoPtkCR4JsrtQqROlODIhUadVF7qDaPmsFSjXEaJUaI5ZSLDEdZRbKMkXWJKL7sDL+WzhY+8AEbZE0Ch0GcV+v0d/YdJoA6wIfInyR3Dcoq9GqWCUylSZ7Cb/nrkmXH0Fx39buCw07+zjr5zKdLHHsjZIcrYHXReglQvNapWyPK6ZF0t6hRVYbsxYkco4WX7xjJsekxjZhEWxUQW5NfdUJzVqFe9hI9VAfsBd9lhnjSYTY/tLLYzs/eQhaQ8LpJUK67/9LdeF6iT0kfcGYd7tMe976U9btMxBMmTWheodTGT/5t3NgwXHbbzAQ3HC0X56ho+c0JzL8jJl+NxUTWw3kishCHIPgft5UlRtaYHwaJ1vKy8xGlTd1zUcFUoOiGxQnj5kBtl4i0FLSXtROLdunIWAaSlYUWTosTS40Ejt3QtK9tRMFBYe02SaYTACJJcs7SO1TAQMkxolEzRMmn/42bLOZ1fjWElehqhkyQpTrd0LRU9l2JBS3kt1iyuQ4y3OAgX/I7znaiPL+0st12wr/SCspdI5yXqehBBPjxOL6x/LMoy4+8oiTSl8DWP6WtAFuH8aS2it6Oc3LhnZpuI1iIKiSvEzVpvfFTk9G8XYtJEKVMkFwCFRC40NsgLxcSe4+uIwU5iGe1EWrnfDKF+hXMryCk3W8vFzqV6q56xjDCXoN/4fJBf3vR4tNREtBasX/LnYPXJY8RxCUp6o9NK07xSsT11qT6osB/3S8vDWx1XFdQDVMGGIC1sa8vFAho1WkSqAfqwK3spUM6y7uDWVnJ6oTh6IiifhEikKK1VGmqNeGNNF2J60i7oQHUge8ewEOzX4OR4rZIWqkayvITyyYDc+Xm7iWVI9Bbe32MebHH7AaUkupTouwv//Gtrurslw0Jgpb+WF51guQkWGO2lm01tGWIEpnQsWsGrwQ50VvZcVT0XlaRRMllkkrzSSUoMeyFp0akeRomjQfmaKXxNWdGgsTN55pVQ7F3BQvQc2ZbCuhS/Grd/ZFrnpINliHCrjU31cW7t8dLrXkgvrQ/PLWzPEXAsfK7VTXVQY9iwoHHz+J8YbxajfeLzvX1+sWffifp4rxkoa0dhvQ2sMFAYb3Vc7iVlN5WFx3EbFI0fQ0b7jmzMPAI3Yg4GS0pejzqb/n1QJGRjcaG2TseVygpEGC9OEcZhK4WobZI5o0SyW6q1H9fE6++ITVadVCN7oDGI3eG0pMhY08/HorGGmhsizPrOPjP2McbZXptX2B7T58sg6V4caaq7C9TJaEMTpULcCvv5ODwe90spMbdKei2QMbKy8fFwMZ7RVAdjkdbhJrWsbATVlaOIMaCPG9xlhzM9AolQPiquuK+RZ2E5ojw+Rkka5y1HR8HiGPah2hr0paO+6v14srOjDWih/T60Dvv2nv7hHtvZFDS7XGiK+0vEJ45o71d0k/EjwLoTrC9lqo+D9j/TS3McQ75UDFwueq5KwU5LuhC1OB1Dgrc8thQpbjZiUEn6rcV8/BhjaFsKdsqm8WNtgwXyoE7eNHQorKOwhiPMrD5Oa2rpLJ0wM9l67SyrMOpbiZZGFOzEWBO87dE/v6Vm6xY3ytSntsfuI96K/bb4hvznfu7neOmll/hDf+gPpcd+6Id+iKIo+OIXv5ge+43f+A3eeustfuRHfuR5LGYmk8l8x8n1MZPJZG4m18dMJvMi8Ny/IbfW8nM/93P8xE/8BFqPi3NycsJP/dRP8bM/+7OcnZ1xfHzMz/zMz/AjP/IjuUNmJpP5WJDrYyaTydxMro+ZTOZF4bnfkP/iL/4ib731Fv/tf/vfXnvuL/yFv4CUkh//8R+nbVv+wB/4A/ylv/SX/v96n1euLJX2stipRGNXgl4b1pcFR+8OyIse9kF601vorJep74ckTz9EKIkoQ5fG0nclj11+7VLN5EWit2On4cP5GC+JcVL4LuqT5VQdFL1LklAxeMknANthlDxZh1ho6ntL1EV7rWOwaQxDM0o4R9mRpb9oUZ0O6xRkjKXClteFFK7zcnDfsXjSibOztBcdzdZghvn26jvHbmdnnTPDIs+QwkvXV2vF+pUF5Vl9vcPoRJYlkKi1QK69RER+6pjubglKoBkP8rg9VetQW4N83MK29/O6Xc8kkSw13K6RnzlJ3eBF7xBt2HZPW8yDnT82Zh3cw+9Sell8lLIHab/dD0mmHrcfkDqa9ruBLkhsdSkplppi5SXxZg/7L18gvnqZ9s9qXVC8cYT51BG725K+FCjr5akApYzSdXz3zMoyqLELu3Rwaw8njeGqMjysCs7Vgp2oZhLGig6NoaFg6xY0lEmu6FfQyxzXYseJ2HLMbtZdWDnnuxKjfXTBRLYOXnZ5k/woPrYcLL0USUrr5+l/F0TZOzOkcyjR0wStdTeRFRUYSmc4l0suWM6kVAC16Ni4RZBlPluC/O3mO1UfP/vlguolvw2a2nfyl0GWXnSCxQbKC4O6CrWxManzrz0tMSs1q1epTllfq2QT6lWsPUEaOEX0zKWZ07ppDBY1HhBTLMhg20kS+Fgbp/K/OK9SJfminDzuOsOw6WnOO8ykRjnraHaGJ08Nm71N9SqWvV3nuJz5GhylhDoUnmJ6aElBIUAf2JVU6Aqs1UGX9bCJVmtFvVRIKZIk8+jlBesf8fJbe3/puy73FqcE/VnB1ZlPZUibqbZcrC2/dGfJL4vvY2OXaDFeC2rh+4SfiA0rGm65rbeZlGMdj3K/qwLeXzrK2wPVJxxFmE09KNaNYL1TrIJ9xkk36/Q8lI6mdlysDW3hO53rIP8FOHusWL9vUE+6mbRXPPUS7OGdDc07W799ymhnsri9pQ+Piwc7hBJUC426v8S8vmJ/W9EFl42TDmlhuRstPruF43Jp2QXlaBwnHPWW5WBpleC8KNhKf+x0k+FTxUDFhh0VF0GqeNipXIuBNXtfH0NH4oXrkViUc/RCgvK1MOk9EUmaWVh3rcbBKF/vpZeOmoPkicJZpOvohZo9VwdPWekMV7JmRzXpFmxRk2Pj3B5dk2UOTmHCNjDPqdv6d6o+fuqBYtEousLRFi6l3gzK/73YhI7ejyZjyNg9vZA3e1QmY7a5fN1B6WBR+jHJoYdlWucI40ZIF07BPAlBDg7ZxY7u42uwzsvVp/UxnmulojirUPuptc/SX3YMV35fH9ZIM7hrcnLwMnIz3FC30/Pz54bBXZOsT/8/rJ0AZektPWNyj+D4zJ/IJ99/C31/5S2D0ZK50rggWU/jvqViWCne+6TlG2cDrZ5fbvx4w1INlnUjONpJ6sa/Vlpo6nEhm9rBKchXVXh+HSxegrKB+sKhLucJIOnCstLY2xV24RMkIsL6fakuenhvh7lo0/6ym2Aj6Cztwz3teYdQAl0rVK2SDdXsB8xXLxFvXSGUYLEu0K+uMW/6iIv9bZW6txedQA8AIo0fAa6Whl6RxpBHnWPZG1rtj4vHpR9Dxu7q4GXeCkOLn/mFW83HkJPxI5DGkDHBR2IxSDoRtpG04Vj2tbEyPqHnpvoI8/HjYTJP6Syls942yfy52g2UwlAKk1KH/Pp4tLAg4MKtn9ldfUDRfsTUnud+Q/4f/8f/Mc7dfLLWdc1f/It/kb/4F//id3ipMplM5vmT62Mmk8ncTK6PmUzmReG3hYc8k8lkMplMJpPJZDKZjxv5hjyTyWQymUwmk8lkMpnnwHOXrH+nKCysW0HVC46vvNa/3gnU4O0IMiY27IfR5xgQykeUiZs+vwi+8Wkcl9sPiMcNAFIuMGuNkyGqbCWT19KEre8kKZpF2MM38MtXNN4/En0mwoxRDygBhvG5UiEXCrGROHPd2+WsS3E+h4+pw3U/8C9N472G5uZ59629FmUB82iz6x6hyfRSUGrB6csLFp85Ra5H70b0ezevVPS13146+Dcv7oQYopWh7C2rjaLo/DTDJDYOBNzV8KZOUU5iEusUY5yKbdiedhIrF3wiIiyLDPFqcZvMttNkW7nOMFx09BfdtW3jjPOxSlcDfTfZMDsD5z1FKSlrRbn2fvJpZJvrLG4/IDcDC1lQVoK+Jnklo/fnamloppsxxlNJ2BVwVUh2SmOQrGyHkjZFPeyoaChmPhiNoRbB0+l08keuREM1CQpTB3LCwhkKa2fxgzD3aknn45UOY878/Eaf0LP8QtNpvf/Sn9yFtPRCJl8TwnJqdwxScomPvJtGVcTYs8a9+J9bFi2sn/gNemRCLNXOeN93PF47C9OYQ+ugB/lgQNbaH+/x+O3N6P+9wfPnpxHeYH1Dj4qbkDfUm3Fedu7DvIlpVGX0dJrRCy+URCiJGRzd5L2shaaxPN1YHm7dtbfpzPytlfCrtCz9ek895ErCopJodb0GRg/ktD7WtV/OeqkoKpnqcXVasv59r3Lxb4fjdhm8hNJxuTa8dWvgKrxxEWbWS8mv69f45f5zDE5RiZZaet84wMb5bLKNGDPKTuUVJ2KbzmmNTb0hTs0e5QxWjNFquxIa7bhYDhS3wjpbkE6k+mol9GoSpSNh0Qnuvu+Xd/VOP49Q6g3mnS37t678v9thUkN7VCFRtUItNDKdviH+bbJj9MTnb7RgKL3HfrOyXC4sjR6XL7219JGLW6WSBzvWrVIMdGgGofBb0deLlWjCtvLRYQMq+CP3rGio6Gf7fVoHlfN1sbDXa2OMhDRiXh+N4Jov8tALCb72KsRY/+J7YjixOyrhoyCn/TROxAaAQSrO7RGNHfuGGHSKQWtswYuMtIKyk9SN9wHXO9B7hwp5RqL3x6vcGT+GnNajbh4H5owNfuY4Xruh/nUGYRziVoWr1DwitxDYSfRZ7Dn0LIQF2fvoNXFYvA5780wel6XC7sdlF0ogpEhxttEX7qxjGBxtY+km+U43+ckjMcJx6vuO+B4a7uAxXxPjtDNPuRbpJ1IvFbd+x5lflX/nLmbtT24nBc2J4OE9w76KM3FUvY9HfPtWzzv1AuUcK9un8zD2wAHfP+PRArjlKKzfPrXxPSmUi5F4sGokOgxSdLjPiON8EBRV6ffxtN+KdTgpsHqMr4v7TA4O9e4e++7Gj/viuDP4xgF2DxuGSWyclD1KS3TlN1x5FOPsSK+l8z1eAMqtRA2CoYS+9OPHzcpwubS0N9wtGgG7QnBVKBoxTlCHa0SHZiuqFKsYa0stOr+LxTh+PA29S4BZjZSTmEgVjovCutBr4+b6CGONfNY4cRoROZ3/tHYqYrxah5TWx0dOeyu5nhOxwwjFI3s6i4eMfze2onUfrcfGiz/SzGQymUwmk8lkMplM5rch+YY8k8lkMplMJpPJZDKZ58DHRrJ+vJUcBb3LoIPURnoZXZSMDCtFcbtGvBVkWg93XlY0idoSB/JL1zlEZ7xMfF34eIHpNNbRnAjapY8SAsJ7jhI+GGVyN31CYiSIEvReICeyoxR71hncZeflJ3G5QsTDYeyZNQ7Tu7k0Gi8FEm2QgEykwta6JA88lAw562MuDqePzx2itWC5PIhkKQVKj2vtrENIwenrS9a/52Xc7do/FiWkhaR5pWJ37KNrALbH8NWXe/6/J7cBeMIag0JhvIwwyOpeFk8AuGuueGXfcf9CcnylKDpvRjCTjd/VsDv2+6noBMJCuXWU73pJjdsP3sqAj12znbkWgTbdF2Y/YPvr+2NoDN3eJPlXUcoUCyclKC1R2kcdNZc93WagPik4+rfvACA+e4pdKpwc5U1dLfjyG16f+f5SUlrHcvAyqigxOi/8qb+TJUYIL2cM0p1eKDo0bSgPAypJjaL8ciX21EFWpIRBY1NMmmaM0zk1fnstB3tNvg6jbKiX/u9DedGhFDO+xnA9vkI6lyRN/r3i33FmFiQYMUYDSSy33JaoUooy9bieXs774n9uqXcGPZFqxVica5E84bx2F52XM05tGguNjHI4JVLMTJRnus5M4v8Mzlj0WY16/QhWN1yKbpI8HsYDxd+9wW36EE85n8buB2x3aEOS4beY1WtnLF1juLo8kKy3lgcbxze2gsMEn0qO8YJaxAgzWNdBXl6MskytBXUtKcqDY1cKylolaWFctsVLCwDK+0tfb0LdVp8+4fEPLjg/GSWl0goG7XjvxHFeFPQhgzGe6/+ST/HF8x9l2x2n1yjZc1r5urhUOyrZUomWldxxXz/itrhETSKtBiStWNJQ8DV1DxRB0u5rwandcbffcxKuJcoCEnoxRi1OYw0LA2dXipe/Kime+JolJpF17tGe5quX9Jfd3BIU6p0qvYzfGcew6dP1uTgpKT93m/6Ta/oqSntHW9J26fj6/Z73lxLlYDmMdSJGK54XmkZqbDj/JTb9nbYf9lrcTbQAVHTcFRdoZxiEuiYVj/M8Mh2rwd6Y6Be3Vy8FnfQ17zDWLEosp3JLK26Sptv0+9pzzlHTY5BcimWogeM0p2LDILT/CddTxcANyvgXksVGsDxYWWG5VqNcIRGlwj1tMTfEzopgc0vTG4fbD9fGls442PQowL2+Ylhdj1S6yd54+LiYLJ9ojI95hVnttJseu+muLavrLPZgTGl7m+w8bWOTLH0YHBdXln3nUprbNOlt6j5T0tdEgOVCziTrUsb4shvsanocK8bxpZCCeqWoQoxlfHz16RPcv+8jIbcn4zjfaHj8kuF8bWZ16OnS8eX1in9g/10e97cwToVxTZCkq45KtJzKK+7Ic+5ywb3hkttmbj8xwku9jYD31+MYZNk7b5ttBLfPNRWjdH0qz0/juBBxJqxDbvwyiG9sU9RZHNsPFx3No4Y+WHyc9dskbnulBXJyXHVX3g5UHhWsfsdt3Pec0C/mkaVygO7Y8Vuv9Wn8WAUZPvh7lUb5MeRu9AjNpOUWbw0cxM1RYArDidjyEk99dFhguKEunQ7tM+ujFfP66B87qI/PqJepRoqxNsqDMeq0ttZ2AAlbUc3WS2E5ZssgFOfuaBId6TdYLVsf9/sRePFHmplMJpPJZDKZTCaTyfw2JN+QZzKZTCaTyWQymUwm8xz42EjW9SDQg0iycYC2duhOsLiwSSbnlEDc8zJB1RmGJ42X6nQGGzobCiWvddZWC015d4E6C+2to6z8acuykLhXNP2o7gCgL2NnXN8d1wZJnbQCPW/MCQiGhaDcc13KWV6XhchSIUuVli/+lkogbvgYxlownZl1r4zdM4dDjSZeWhSlRlN50WHHTJh3aldylBUpLShKiT7oMro4q1j/2Os8/rdrmjpuI7+OT48M7x31dFKkLtqXWvMr+lM8sqcAaDFQh67AG7dMnbMfcDs8b/jE+gFvLh6yeqlHOhdk3f69TvZwtFOUvaDsAASLDegrA0WQur629mKW3sJlh7joEEpg90GS25kPlaoDmN4yTDrSi7BNyzpIAoOsK3bEL5aa4x84Q37/GTZ0DbVh2w4LweP7ll971fButaQT9fy9Ksk2dE2vGNAHXR93sqJF0+K3lZ7IVKN0O0rTb0JhWbqWU7PntB9S19EpVo4dgqNcbConOuyqHqXpQOpwDGNXzEPppRGk3pxKWApnKaydyeAL6yMVGjRGCCwS5RzH+C6lrSh57I5H2ZEYqG+Qzb9oiLnyznd4raSvi7Fr8HT6UiHCMZ6sMfuBIRyrJsjEbWeTDUWWMknFI/bBjhK8bH0R6tihLH32v00pGO5Ahu72A2bTX+sY7KJkfpaCEM650F3dTxckvVoiZTiPg01HSoESMLhrs0/EJr9KwELDIkily4k8vSxlsulMbT1KC1Qxl60WS01x5s9ZdVKNMz8uefyDC379jX7W+dYIQaMEV6qenVdPhe/E/qC/w0qHTuXGn+fLYkMpY1qCAuvleLf1U94Q77Ny7ew8a0XBlnqWuHDhVpyILeC76/ZS8GgRO7w7loOlHq4nKSw7wb1HmvW5wBbQ3fXzFMZRnA/w7sWNcnVV+q7qMW0iHoN6XVD9gK/xzfcecbEkSTGthMe3B75y28/ng7LGhlpnhICS1DG9csGKM6l1BomhYBDqWu3UziTJ/k1ycIDSDSjnOLItR71h2R/YaQj1S3kJZtx/8W9fN+WsA3CUZnZCeYnopAM8zCWkfh3m44RD+b3EsnA9ig1PxXomH1UYTsUVSDi3R3PZOlDLj9ZF+LuVogVVj9ZCK/01txwE6qK/Xh9vVUjjvGx92hHbONyTNo0pnfGWQFlIiiC7lgud6oB5uEcpgXp9hT0YJwnrj+/DDutOgurcaP0A0qEQJeg3FbFnFLZxDGlTp/WbsA6a3t3oNIpIAWoydpzaIIGUMnH4HtG+F7utq1BslZaURwU6JPEIJSjOauzvu89b3+OPyX3lsMEys6ngYa0xFMneBnCuav7f7nNcmCM/XzE/nhtb0lByYY54X97hE/odKtXT1L4AK+dQ2GSbK6xN41OAVkPR+c7rg3ZcnLk01q934TrReLm47H3nddka5JMOLiepNSeVv97uB7oHO5pHDaYdl1VIKAqJLCQqjFWtGW2nUapuv/8W7Spc9+SY+PT4JcNv3rM8qGp6MU1UkCl1B0hJG9PnW+H3waF1UWPRNCjstdo5pWTgyPhr0Wk/sOxdqo+pc3ooYbEuTuvjs+w8cew4tR6l7Rm656faKA67rodpw0NJto7fFlG6rrGciC0DXrZ+SBUSib4Z+RvyTCaTyWQymUwmk8lkngP5hjyTyWQymUwmk8lkMpnnQL4hz2QymUwmk8lkMplM5jnwsfGQr64kCyUxevQHWAnbY4eTkuVjkJvBR0PsRwO33Q807+9nPgwhBTr4fKPXx3aG4aL1HvI7NS74N1whcYWgunKohUheDU94belm3iRwWClQw9wP0degVgrZHcRv1AppHGLiNXFKoDY9Zj83ows1j0FI01tH3zmaxs585F3v2LfXfcNaiRRdEZHSx/pMPZNSCqrwf1mr5F+XSlCfVSw/c+JjQib+JfmpY97+dzVPj3q0ESgLfdhuj1bQKO+X64ErWfHL4tP8VvsGw8HhXIsWLczE5+Z9HPfFY161TyicCf4TgRWOaLTqV45HK4N03uO3bn00z8lSU2/8e5Tng4+jCNFPcl0g10XyYQ0PdzTvbDHN3DMjC5mOGb3SVKdjnIgzDhv+nq3HUcHyzSP099zCHRXYWqZ4jH4l+MYnBv5fLy/4TfEKA4padKzwcWMDinfsXd4Z7tG4Km2Xe/oRAHfEOVqY5LMft904jyVt8lVOKYMf6NQ0nLWGanKojR7xybrb+Amgo1Vzv0+crhMyxTUdopyjF4peiuDp9HObxvko57xHyPk4C2TwjUPydClnUbLnUpWjLz3M4667AOF9sTH6TIju+sK8YMj3dyh87wy7DOeR9H9LKbyPbTsk37YLMX9m04feGgfxihN/pJDeG60WmuJu6M9xVsOq8L5xKcZ4tRtjzSbng5IQ2iOI4B1OHnAlMZue9lGT+i4A2NCrIUY9Tj2K5ULNarnp7I2RjVJAEQ7LwYXzV4zTJf94SL1cloLl0i9XUY7RPkUpUVre2McjLiuQPPfTiKS0We5WPLnl98PUl91LaOT83GlEwQfuFuDr32fqr6LFgMbwmvqAM67StFtqWgoqeu67pygb/XVjfM2hfxx87Nktt0nv1ynFyvbUxnLUW6ohxJ8FCgfrRnL2VFHtDqL2gOJJj/hgD6Wi/swJdYyu2/gaFI+ttO1PSopPn9B9es1mNUacOen7xHz9fs8/Pb3Lb9rXU2+ItdhxW1xS0fHEHXPujlINrMP5fiquOBHbFPsWfYbRX6pD34za9clD6qebeq8tR8PASet99Gkf3hQBZ32N6hWY2E7hwBPZC0Uj9Y0+dT8915YhLkeqk6FGRi9l9FbG36UzHLNjEEczH3klOk7xPvKNWzA4jRZ+paT8aB7J71bKC0Pdg1koTCWSb7tfSZws0U/DNWI7QDP4+MXOYDY9/UWXasq8j8VBhG7sR7QukPeWvhFFIX2UmnHI7vo4TEiB1eMxH7FaIK1I5xQSXK3G8eqmT3XVGYfZ9Ayb69d429nZeMQad2OfIPCRt9ue2fjxJgrlqCZlbeojl1KkXjpTlJYUZbzek+rn8m7N4pPH8zr5mRPe+ozlfDVfkF7BVSFTZKoN4++tLPlVPsFjcwstfL8cLQwn8pJTOdbHAcXgNHfkOZ+y71Mc+KE7obBpgBt/+WU4Nh3SGR4dGxadYNVI6kZS7wRFOHScBFP6fVdeWe8f3873SfSPm02PWmjWbx6lfgQQe7fMr2HVccniMydp25i1xoT+Ju0S3n6t5x/f9c9/iTcYnGYtdpyILRrD++4WD8wdWjfxkIuWO+opt8VFiryd9qhQ+H5DKxqWrk1jxUMkltOh5ayxvv5NdpmRY32MXnIVamijfa2bjyEFvZA0wct+E0YIOvzzMfLML69N40crJj5zJ1FYrBApEi36yMF7yaN3vqLntrgE4JzRR17TUcqPNobM35BnMplMJpPJZDKZTCbzHMg35JlMJpPJZDKZTCaTyTwHPjaS9aKHegdGiyQPLzootg61D/Lj9/fYzVxaoE8qys7SPW1BCWQhkaVMMQtyoVP8CngppzAOtzyQrgw+psKGiAGjHYMeY88OI6KmxOdi1EZhJWKYvEDipZ9b4d8/6CblQl2TRQklUJWi6B12Js0UN8abwRhrZq3zcWcCqmIuTffTecm61hMZohQp1kwVXo7krENViur+EnlSQSnHMJfTind+sODXXjFs9Xh4TqMI4v9GCM7lksFqTtRVktQMTqGDrDDK1YEkP3qdh0gsjdQo5yicobaWImyPKANVDqoBCiPY1pbtfZskNXUnObqsWWxqyivro08+2NO/E6SbD3bXpF7hL+Tkc7Ao5a3uFl7rCkmq64xDnZQ+EmqlfRRVWManr/pJ/9mnB75U3eWJO6ahZEDxjeEeX23fAOCyP0UKw1pfUUkv4d+6JV/p/PNfF69Si5YT5eVZa/asRMMqxFSAj/UxSEoGajtwv224tYeqD8eF9HKwGEmhrJelwmFMxbhdC+votEgSWzuRHsXooGnUWYwkguuS0El6CQoziyCZzjseM+Df/5iOrSzohUoSpQLDfZ5SiY5LfFyUOMwEewFxl12K5pHrwsvJO4t72mAuOux+wBmX6kmUVwolU4QYgAznenFS+tp4UiKmcsJg5WFdJFsP4I/9oDQb7T4CW0ovP1YiyZBFOK3KJwPyg72PHApWHLXQWONmUTCz9bTOSxXDeTQEO45QPjMvrleUXU7llwsNR9pR2XGRAZbapcQ2JaGUsChFklge1sNnytWnMuxCUpxUiMNIy1XB7q5iX3YU1sucI4VxFLYnhv/1UvCglNRBLndHnifbyqm44mX3hHJSH4/Yc2oa7u0GluGQt8LLA5/UfqHP9Y4LuWRHRUPBioZjtx/l2kJ4mZ9z3Nlb6jAfI30dBTjZSFYbhbQwlP56WDYhVhIQ28FvXCUQSBzWH0uT4yjFeN6p6T+5Zrcar+vg5/nu/Z5feqnm18WbnFsvSY+S9feHO/zj7h57s2ShdtwtHnGirqhFO8Zkuts84Da16JKEs6Jj5bw8O247iz8olYOlGThr/La4tRNUvWBQjrYYZergxyORXo3PSQeFARPsEI0S7JSmm9h4vNVqjBkySFpGmWaU2MfYoWmNVNi0j2LNk9gUmwa+Ti5czxlXXIqlXw4KH18kGirRUbs1G7dM7ylf8Bopd/6qI1qLqiS2Uj6W6qKHbY+78OeY3fRjDCQ+DtcZl+TgyYpSKtRCo07Ka+e4XGhYaNzyYHgex2FaYAuB1f44d5LZsR9rZLVTFFs7xuQWEhFiuriYRwnKUiGUSdeADyPafbysfPxbK8FCO7oPScBTwtfIaHfUel4f1cH4cfq4f+/wf7hGlGc1cl2M2/C45PG/pXn31jwSEkixgMfDkKKyAJ5KfxyfyMskS1/LHafiah7/Kgxn4orXh6eshusraYSgl2Jmu6tdsEsaSy8FTxagase6Nty98LG1ZbCg6k5QNlA9GpCPW+jNeJEBMA63H7DRhhqeE0pQhPuRWAVShOdZDZ84SjG5bhIn9/5rhl96TfAr+g0eOy9ZH5ymcSXvmzu83b7CdjiikB2nxVNWcpe2A1S8M9znHe5TiZZTeeVjEfHWlhVNqpNx2/hxtl/2u23Pna2vj71yDJPxI/g6GJMUrZjL18HXSHA0yo8h+4P6CN7e0wlFKwpvu7rh+2cdrTzxVBCWwplr9xt+OQ5k64ASjks5xp8taanEY2rRsXHenjegEDn2LJPJZDKZTCaTyWQymd++5BvyTCaTyWQymUwmk8lkngP5hjyTyWQymUwmk8lkMpnnwMfGQ14/NCwfDrA3Y4xOqUaPhhJwq0JC8pE740AJyrsLirMKd0PsREIJRKkQC42rFVev+U17fmZoSkuv/WsXrY+jOKTsRfKKS+v/jnEIuvMedNn76AvZWMQ0Gss66GyKDXImePFKlbzutrMIJWa+ocN4raGzSPns2IroH1cSylJQB19hjKgQUoRYH5GmV4WgPPLLoOrR51Ge1RSfPsHdClEKwdvS3i14fNIBgtrYme8YRh+yFYKtLLhgSS1a7qu5R0Pj4yuiZ3Al9rzmHgOj/wO8p25lDLWxswihVgk+KGsu5JIj23BqGu7sDS9d+ZWtG/97v4Z2KVmWJeUH+/T64qTE7AdMY2ZRSsa65BVVpaQ6qVHreUyDvu+9y/aTR/SnmgEfCSQsXN6D/+uTPe/W/jW9KLljNxyLPV/jHv+f9nfyXvMKxgVvtvW/22GBlIZa7TkKfnIA4xQNFZWtGMQeLQ0VXfKEgvdK3u923Nta1o0A5sdvYQSLNuy/wjEolzyRRfAB9cp7UXspgp9coBzU1k8QfUCN1OxERXtDaZp6Ig1ytowRIwQSgbpuAfKvnXiDlHFI13E1iT8D70G64zZoaWkpULzY/kiA5utXKWKl3w3IQlKdlqiD2K1nRvUs9LXjGMB1FlE6qBWUCrfy8xtOC67uCrZrQ1f42Ec9CNZbSdlMYhOjX3sYveMx3mc4UpRXGvrO1z+8/10qQRO84fG8sxa6xjAMLvXEAP+Y0mL2WN+N0Y+xr4Z1UGnBaenowjzjpiiV943HOrgqYLUYY3qm9XH6Pn75wvbfDfSdS9PXS0t10Y7bWwnvO71VsVs7pBPU/Xie9Sr0IgmHtxU+HvJK1im+sBI9Whgqeo7cPp0L0UtcOsNpN1DYSWxh6A9Rh/183zTcp6FRgq+Xt3jb3eUJx6yEf48zd8XL5orXrgxViO2UFm5dSe488LWovLI46TCV98EWW4e67MdrWimhLP21+rJL193Ztri3pHt9QXs0esedhId3fW3/F/cU7+o7DEjOuGQlGn7LvMq/aj4FwNPudjguFO2w4LI/RQnDcXHOS4WPhDxRPsImes8HlI9KC1FfpRtSD5K7Xcu9jWPRSfQw9wSXVrBs/P7xY4HZ0xTGIR3sCmg1IYYzvtYBAygfKbcXBVtR0VJe80TqST1UzD2ug1A3+sjj/pf465+dzHPhehS+J8pTsU7X0poexAaNocH77Qux54XmSYN74jBPGuze+LHUusAe+L9FKaHDj8GM831gFjqNwzion7FfjCjl6INeFdiTgsvXNBenvj72ylGEcetyL9HDvO+QGsS1PkQ2plc23kcuejtGnXUm+N1DfeuMj8yajAnjeNH081jLWMOE9B0ewPvAq0JQKEE80Kalzrrx/0IJFiF2q67lzJOu9Dh+nBLfM9bLGFWp1oXvmWQclBJ7VnJ+YkKfmslmDj1spPO1TTnHlfb75FIsqV3HfenHh5XoqOmvnUMr1/KS2bAazGysGCmspTYAhkYZ3inXfE3c9fPUHbfcNvXouH0l0QYGPUYerztB/V7nIx/DvQfGpbhHtx+SN1wk//gN36kqgb6/xnzqiObo+vNPXrL8y9f98hkkL7kLToT3h3+Fl/lXzffysH0pjR17U7Lr18hg6l7pDbcmnnKo2LghRSBWdLOxWu16XuoaXto61mHcLCdNDyrrY+CsgC7stF4ToohJYWpt6XtqAAf10YCERmoaUbAT/p6ipUg1a9oL4HC/RsYYXZcGG+kaOR03TpoWKTeAbdjKklYUaOfvO87EVYrHbF2JCdfHb0b+hjyTyWQymUwmk8lkMpnnQL4hz2QymUwmk8lkMplM5jnwsZGsi69cwHE5lwxNdTTWJZlIlA65SbyAQEIZJJpmrldRZzX2k0fYhRfRusnHHF3haItRWkgFq72YSV6khboRHD0E1bmkGZchPkX0k+iKm4jLcyBJn+KCfGq2TQ7kU2WtWB28jxncjRL2ohQoPf88J0qOprE+PubnMHpNok7KWfSRq/zvizuOXQnLwQEOaWHZw7Id52EktIXlqyc9Z3JDLXoaCgxz+ZifMaxEw+v2EcfGewCi/EQ5OOot1TCP5doVggflknfkGQOSJ3LNO9Jypq84XnnpyeqlnqPecGcLn/pqSfmrFwwPtuO2KBVmP3Dx7p6L8wEpYbFULNea1b0awMe+TWwT6qTCfM8xu1t+PYT1P07C+X3Hl14beLteYYIkJ/JA3OKX+8/xQX+HwSlW+grj/KndmEWSr8f/G7Ngpb0U8bXqHV7V71OHWIaNWzCgeJ2HfM/+HICXNiJEnI07Vg8Cbca/I3Xrj/mrpWFXjlEWo/XAYUPkSCMVO+klj3tR0IqCAXnjflQYBiT6Q+Tqcf7KOaRzlEHfFve3XwYxkSF5Ka5yHVt1GL9mOLMbtqLiQ868F4YnX77itJ6cuK1laAz1aZmsJtP6IYKEOmJCrVQnfn+KUnkZ5kLj7i+5+GTBfjndZ45BW3a1TbXRCsduCdPjzEqw0qEHQb0TSbYelgJ7UiCftrhutOkUxyU8DTFEdi4ZB5fiG9OyD45+UveaxrLd+zdqe5dKbzs4b9cJ00W14KqAVSnSpaQuYLkcJetCeqmlkCAPam4f4iunywlQLlSKTPIL6aBUmLsVXWnD+SiSrK8tXIpkBG8PeVAV4VyZy/WWrk3RMDDK8o4Gvw835TifqXwa/DnTKMFXytt8xb3MEOrMBh/x0oqCtij44FbLynbc7ls+81Bw911FEWPNgv1GPx6wX7vCXLQYJVAnvq6JaLO66CBESAklEAu/YO6NNc3dgr72x4eT8PSW4Uv3HQ9KH2HUoVF4y8k77g7/fP8DPOluz2phlGTGvy2Kx+alJGdf6Q1v1m9xTz1K9fGxO2aLr9+v85Dvac65fykozHUrmjZQdhJpR3nxUkqa2nIVzoV96VKkT5TZGkWy0DRKspVFkmJuqa9J1Q1qVh+HG+unTT/TfX94DCBskq1LLHWooXe45EosgoXHsMJQi54L5+1V22fIQF8Unv4/30PdLmc1T+wH1LpAlipJiafn67RepphI8ONJJXxkZCmR95a0n17R1/P37EuXxo8AbRo0WpZ7OYvDrS1UmzCOaMN7WR/XJh434/gxxVWKMCYcJdAx+nG6zDash+mjBchbesDXzWTpsQ4pYVmmtUxIKSgmh6RWguPjYH9Yzo/VOH50N1/e/bJK0MH6dBip2Z5p2qKnGnxkbZqvndp5HE0B58FFUNFzIrbpvJlKriOV67ltttRhe9kgf5+OJSKtErxVHvM2dxlSvVnxhGNO9JbHRxu+vupY2Z47e8Nn3vULcvzVzu+rcI9hL1q2v3HO/omvPaqQlEcFxUmZjrtxBYPsf13gPnPC/o5O9yFWwtM7/vz89ZetH0MifRSYULzt7vIv2+8F4P32HsYpCtlhhaI348Ug1sur7oSr7oSj8oLXqne4px6hxZBk4RduTUvJ6zzk0/vLVB8PjwttfORbtOj6ZfULHWvkrnT007jIcBz30kfMbZUfQ8bx41SmHon1Un+YVF34fVw642PPJvs/3S+EkaBBzGTrtRtQ1rKVNsnel66lCifTpViyecZ49ZD8DXkmk8lkMplMJpPJZDLPgXxDnslkMplMJpPJZDKZzHPgYyNZN09brBS+C+YBQkkv+Qg/UTKnSpWkkFES4vYDdj/M5EjmSYMqJby+whUS2VqOQtNRNWjeea1nVzmsgF45Bu2oJ93WrXR0pcNUEtVYhHFgGWVGjfEdkDuL64z/MS4tW5TR285gu1Hi54xLUtLDjupp3SfSzWKp0NX17eMmcs44vVDXpehwXZIpC4m8YZubTQ+/dQET2RZAdW/B3UuZunUDVL1AurnVYFNBIzRL17KkRTlH7bxEJHbujrK/o96w7F2ST7dhGdedox5GuVEbzoZ3qyW/Jl5ncAqNoRYdZ2xYuTZJWRqpMKXg1n6gXTr44VN0d0r5xG9v9y8e8ej/esLTJ8NE1mWQEsRDL3vvtwPVrYrybo3+gdtsPlXTLh12on9qastv3TO8vVjQC69pM0guhZeIvuvu8GC4Q2NLlBgYnMI4PZNmxm6PAIXsuFe9z4n0HYS1MEmmfkec82ne426/S12VAZ4uHevWcbyT1K1EH3R0jbJiKwkdsx1VLzDSJam6UX67X2rNlfKisEFcl1Z6Sbq6QXakkuRIY9HOUOK7HMtpd2Hn0j4yQlBYmzqueyn7tbeksI5VmHejZJIk1dawEj2V+Whyo+9m2p3BhO62scutGRz7Jx3FUlEsb75UqIX2UscowwwyOnlSpi6x4nHDUS2xryr6ctwBZRdkuZVL0uumtOm8n0qAZemQ1ndgn3ZbH1aK8rhEXHqJuigV9SeP0+tsZ5I1pz3v2D7psJN6Zi1cnA9c7WwK37AOHu/C8oyupfS7jN2LQ1k7qgTrWqCkl2eWhaCe1NKpNWhaM511lOH/opJj+kIhqW9XvsP95LXypKRbKcrOIa0/z7ogu2wLlzoIGwkXleRS+noR5ZcVA0e2YWm7cf/hOOr9sb/s/TlsBCkJ4TAQ5KpQ/JL6JP+y/SwDmlq0rOSO+8p3Jo8d3VtRgIRXTMNyr2jW0AZ5atlA9WjAvb3xXavDdcyEbsJ20lVdLbTvnP/KmuE1f40woUOz7nzKxW9+ouNfHS1oRJEkgwA7Kt4J9bGSLYXsMMbXzd6UGFskGaaUBiV7lsWG22VYF7ljcIr3zR1Wcssdec4nxQPumiu/z5zlqlD0p5Y7O8vZlWK9lRThuJ4epyZ0U45pAkc7v5yFcVwuLFZ5e89VIbnSvlswQCdUWqfK9SBgS+2lmZMaP6DQoc7HDtEVQ3qdwqZaOU2aGI8Di3SOwnnbTndQmwtnOGKfVKcKi3Ytx/hOy1fixTb22NbQnneUR6NU2BmHfdKiFmqUD08KhZhI06fnsa+X43HqHu2pSon7hD82rfbHzvpcIK3i0dkw68zvJex2lszT1KR0CtWOx56tJUpJaPogo59L66e/nXEMTRhTxnQK42h3hraxyeoT62fTjJL1yKqej/Wk9B3Yy3JMmFBasFz7FZqONw8tlFOmdVOGugA+EcntB1ACVUqchKOdZKF8B3PwEvVkiwq/NyVsg12ucj0VfeoIvrLXU1XiGNJK6GUcW7hZmou03u74K/VL/J/mMwxOp87ja7HnnnzMsduhsDTSL/89Z9I+3HyiRL1aUl459Fev2P2LC3aP2rS9zWAYWou+6tG1QhYSvS4o7y5Qb/prXvvmkr4ebbO7tePLr/R8Ze2PrVhX/BhymepjpJQte7PEOi9X762fXgqbxpGV3nO7fMSJukILwyNzSi3b1KX+kzzgJbOhNpZeCh4cO27tHacbxXIf5OMDiHBxcXKsjXGfAaz2Emktlws/du+lv/4AXKoy1fs4jlRYKvo0dpzaH/2YUvqEiIDGepn6DePItE8ncvUieHcLRmujTwtyKGeQrk0WzOm8Vq5l+6zoqsP3+0hTZTKZTCaTyWQymUwmk/mWkm/IM5lMJpPJZDKZTCaTeQ7kG/JMJpPJZDKZTCaTyWSeAx8bD7kzDnPRotZF8jly6FlRwsegRX9PDaI3sB89uGJdIkqFTX43g+0M7p0Naj8gb9Wz+a5ay9265BsvdyB9/IIVjrJT1LvgH+xADlBcGdTbW9gb7/UJ/h6zHzAXXfL/pGVRz/48xU3iLQDoSR5F8J5ydxBxJqSYecOjH/zQA+msw3Q3eyKm7+Ff667FJcX5uc76rBdj02NqgNOLiTdOz30lVjp2teO8lPTROxL8H4WbRxUU1nHSWm7tBIUZt5WPoRmj5wbluFxafuPIR7j8mnidhjJ5lmN8wYVcokNkzMq1vLbtuP9YowaBk977FePb1JvHvHJ/ySt7Q/9gS/POlqExmNakbWRaPy/1Qy9x/ski+Qzj+r57Z+A3Tmq2cpV8hK0o+MCd8sieAtC4Ei0GbuunrOyOrV3yZLjF3ni/pQy+n1J2LNWOpdqlCB8ALYaZN7K2Jvmi4vapBkLMEsHfHv+O+8j3RbBivq+UHX35D6qarSzTekTfT/r/4LNBjZn5xhUmeX5ShM8zvJCFs2P0mZ37xm96TYw/A6iN9T7yGEOEozcvdqQPQFnLVA98RJf3/MUIQ6EExUl53SvJvD6knhudhTs1bqlxhcBpSdkwi2Lx56HESktTxviYsbdG2ftYlKITqAGKBvTeIUJUmIh1pVZgirQMspRU+xB/9XCfHi+WGr0Z6Jpxf0oJZSnQrUBKX/6tg0X0H9pxuun/002gJBR6jD3T2m9PHeLiYj+PQ4+kMw4zjVeJvwuZPJLTbSxu1ZgS6p3AhTeLnvy6Hc+fzdLw3koEb9wYxVIypD4bMPrHT0JMUjE5zL0XPfY98d5mgF9Sn+SXuu+ntSVaGLZuyeAUrfORZd/gHloY7qtH/P7+S3zikUIPwu/vuC421MnPnaI/c4LYDfC0TbGR7qIbfeSlRH7/Gc29chYnajS89+rAr70kuFQLLJLSGfbhgH1PnPHA3qZxJbVseUl4z+MHvfdLPulus+3GY0bJntPqCUf6kkqOHnuAE3nJJ9R7vOQuWBz4S6VzVMbXmH3lfb0qxECqGy6RsddGer31nv+HC8mVKlPfk+hBLB3shUyRkOBjmfzG8b8G5/3jCkON98PGOnmIci7E+rhUC40QsyifWDv7iY9cYantQC2G5H+dsnTDtcdeJGSlEFJgGt+/R5bSx5bFqNkYO7XQPvIxjnGMH9/MCK8TMfJUCdgPVO/7/WqOi3SsrwfBoDWPT4d03MQYvbITVI2k6Hw/hWLr959+2vm+Q7E+bns/Xr02fpwsI4R1Co+Fa4FUAqVFqH9hHeP48KAhizwYjkopUn0tSpmeV1qiig/vRfRhyELOlt0Z469LqwIr4egyRJiG9zNxfBL940uT6hmQzpPSGWob4jvDuXESrmdnOx/TNUekeVrhuFjAry3u8MvD9876O4Af71y4NVsWaAxn4pLf2X3Aq49VqhdWAtpfI93tmvWPvc66s7invi/H8GBH96Rh2A5hDGmRpUT+zttsXg+RkGF5+hLevd/zpTPNlVrPlqUVBQ85mdVHLZ4CsJY7LswRj7o7KfJMCkuhOo6LcwCWapdqpGLgVF3xafkO9+wFALXrZ3Fw1eBrYRwnwjwqd+ofn44fI0bAw1pzJatUH6f7bcD32fiweDONRWNSbZy+fkqsj4eRuePz43R+24wRygWG0jU0cr7vpXMMN0RN3kT+hjyTyWQymUwmk8lkMpnnQL4hz2QymUwmk8lkMplM5jnwsZGsR+x+SFJHGWJlnLEIpJf4HMpnCuV/FgpXjJpG9UGQQj7Yecm6cdiLDlUqL6EMMWPisuPsacvRJ9e0R0HqY71EXe+DrHwqHa81btPjQsRZXGazHxg2Pba3WONw1j1T6jONHovy6MPYs6G1mGF8TEgvTSoK7SPcwmOylEmmGmVCPlqtwxzM0xl37bFuM182Ib10tEqyL+FtBFV4Dwu6CxJwCVbO52clPFo7znU9k68AbGWIqwtyktOh46QRSW4d0UbMJDODcvyft1b8fP8f+PnYJVoYKtFyTz+iVh0tmoqBMkTJvNQ1FNbLyqXzku67TzTVRZhpKX3WV6EoXl6ifs99sCAbAyGiiXXB1WdqntQO8JKqyyPDb7zkn35QrmcS7x0VF27FgGItfNxMLVo2dsnGLpNs9Ew/ZdA+mqe1XnYUI3GMUzRU6f/78l0+yzc4GryM3QhBgeOkdaybUXopnZdnNZWjK8xM8j/bP8LxaO14tFB0Yi4LW9mOrSzZiSrJi2IshZ9mtAhEOZG+QeoTt4kXKs0jzw4lRvFxgCJI/aLsyAhm8lHw8irpfFxHZDncoD19AREplkZSnxSUt6qZdDrGm03/F6VCnVSjPF2N8jtXSJz057KwUG5Hu4PR3qqj945TK7GFStNNcfL6/2kJ7ES2PpWDK4161dtP6hBhiRK4zlKcbOiejpYNgNVVT/mwm8QTTo8hH4empFd8zsXMHilAq1HKWZbSy+NXOmwnvxLTWprmPo2uDNtUrQv02dz6JEqFvevPbzWQ6mPEy8K95O/pyrGVRYgANMhJ1ItBpijC2nQcde5GaTX4814BjYZ/Un4agP/14g+y61dJxrjSG470ZXpNLWEtdnw/X2c1WL5+B9Rtw7KDVx757VHt/HGBErhC0t8taD+3AE4Bf1xUFxasoztRNNqft3F9r04tv/K64UFVYyffKexFwaUI8Zn0vCo/oHUlD+xtHptbbO0SFWKIzsrHnJWP2Rn/WJRgGqdpw/aoVcuni7d4RTxKkZedUKnmLM3A3b1Nkkwr4emxYbcIz+8ldSNSvI+cTPN0GaKjlAAEpXWcui5FnnUHlp5Rnun/X9Ek6boR85jIlgIlLMqNUtwYd3aTTLOwNkX5xPpZAKWwqYbHmJ/aDShrry2XMtejol5kZKnQUwtPYGZLibFnixKOg6S4VuMYszWwGbebuAxSWimwtUT0jqIxvPRQcHZaMCwm9cCGH+Ou18xCIraDL1i9tz66zlyLPTu0NaqFpghWkWFi66mkwFpm40WA7oZiGGXq4/8+9qyq5WiFlAIZJONqIh1/VuyZMy6NY6W6eUwqSok9LZHWy/ddkH8DScAsg2z60dqlsSL48wO8TaQXyldL4cePR+FSMZWrx3opnUgz39SOX17f5QvbP8hmOEIJQylbbgWZN4CWxsdEij1vDE+ojeOd2wZ5FuIKe7j3uKC6wh8jhYRCYu+fAmD/3dsUxlF3DnXR45Rg/2rJZTnZVhIuTg2/ft/yoFymMXI8X3ei4gJfI++IcxpRcm6PuLA+Nm1rw3PlI4biKa311xwtTKqd4MeVtWp5Tb/PJ8UDjmyT6mInFIWwnAyGk2a0O/bKsVn6dd0tBHUrQoSuv3ZJS4rZfHJkeLIQqT4q5ziyLVfSL89eFAyTSMip5VEdWE3j8zH+sw3Rb4eRZ7E+RutOmp8bI3MPLY9GiDRWVM6hjLfKNkpOZPsO+xFtj/kb8kwmk8lkMplMJpPJZJ4D+YY8k8lkMplMJpPJZDKZ50C+Ic9kMplMJpPJZDKZTOY58LHykCePSvCjuM4ggkfSGQsb430/0TcZp5fCZ5NUAqeE9zDerv0kSqCM836PYDR0lx1uP4T5+ribAnCfXmMqEfzjFvXIG1Tcu1uGJw3DRUd/2dGcdwydnUXsHEZKCCkoqtHrnbw0E++rUCJ94uKsmMWPAZjBHfgloWvmPqGinERUyDESo2/H6aJ3cjov+SFRFqqcxIUAcl1i1n6bq2H0SPYlVI3ETczKl0eOXSGo7UApDAaZfGxm8vlS7QbubS2LVs5ilAAWO0m0pu+Xll9+WfHz/X/ApTket43TDELxle4NvsIbaGFYyR2fLb4a1uFtYMe6cyx7KIxgt7TsPhvW3xZIW1J2gsVGUF055ODojhTv/bBf12+cGazsKIz3Ll/U8PZiMYubAe952VGxpU6PTaMd1nJHLToaV3Jhj2nsaCqKXvHISu44UZfUwhvANm7JL/E93NHnfNa8y+ubhnXrfTszf3WMQQlecntgIN/UlqcLQmRY8NTgaIRf10ZqrsTiWryZmqxHjDX7MKYeSCMEODnzkYP38iwHS2EdyoG8bpsEvKfcOlLEWXr9AEo5+hgzc4NX/kVjdbvi5GjuF3fBcyhL5eOnFhq5DsfWSo/xkMFb7pS49hGvqQR97T3jTnp/H8D6oUVufD8PF7zEZuV95KoL3sbWIq96eNpiHu4ZLlr6vUEton9Q+v4fSqLvLpD3lr53A0Ad/NvGpXovlESflJj9MKuF5VHBcm9oG+ujz6SA0CvC2v8fe38aa1uWX/WCv9msZnenuX3EjchwJE7cFFTZlIEypnhC+BWFyhKIEhaSzQcL2ZKRwAZsg0XzwbJMIyxZSIiULdniUXyoEgYK6YH9qlx6AgsqKWM/eO7SzkxnZmRE3Bu3O81uVjfnrA+zWWudc68JgnSGM3IO6ejsvfZq5urG+u9zxvgPN/OQb1uX0oPi7lsHh9b3gVDSx56Z1mCaeDBM4OhiHhF3JQ4y/o7RSenYAhyVmIVCDuMhdhLKZsqzgv2Rg5uGk6HDCOilpBexX8N4cgpnOOkshZlf34XxPTfiPbOrLb+4uslPX/53ADTDIuyzpOlX7JoT3gFEMLLWxY6vOfoFLtWCJ2XLST9Q9I6jg0yRNk/v+HmthK6waONY7mWK/9mvLZ/5qoG3VhqDY2UMtw6WfbB9vlXXNHLkQoOc9aWI0Fha4EReUhcdW7fgyXAKwIU5YnCKUvpncIwOO1IX3C8eAqQ+HW+5W6zFgVfcY+4MO2oTI3HgshTsC8e6g2UHxeD7aADsF5am8s+drvDRmq2GaXqSct5v2CjJThZY5LXeKEDiRYNM3snoidTYxKN68iwcz/f8GaBwFNbOInyk8+PuJs9t6RxlWt/EJ+kMRth0XX0pQCpBeVTMvMuus74evOojL6WvIWOM7mxFIvXZoFJQSN9roxjnFb1FPWph58+5AIrGwD1/zdtCIHuHOhjk0w73cM/wtKE/9+R6mPQaiihWGr0urvm0r76XgT+VdbOoxmlsWURdO4bBzuq+rr/+sBwGm/pzyNCraBk+s0XotRR85XISiwtcq1n9GNW1yGJ5XDFM+NFJ/xwHAq/4+bdHll7ByvbUIarPIFKPhHjP1G7gRmNZdPMIQ20EdStTz46m8uP7z6crfnL/37MdNn49TrEbNuzC+8/xKgArfcnXLH+Jl9Qz6tKw6S3LUPIsOklXWh6+BvJVBaEvRB04vtr7/krtRvDG/07yxgkYMbAcbPK6X1aRH8dneYdmJ7z3umViOMfXkbF+BNi6BefmiJ1dYpye1Y/G+XUeqQvfW0l0NK7i17nPidzyYet58+V2zyY8w1vtveN1773k0o3nrakcsnBIKzhUlmdLl2JyI5TzNWUj9HNjcyMqfvPYxef1zgDC94cr/Bgik4FQQ47RufbK7Rw/TzWvcxQhUnLKpepd1pBfOoyakZGRkZGRkZGRkZGRkfHbCPkLeUZGRkZGRkZGRkZGRkbG+4AvKck6jBE0gJcchbiO50UuJNmRdbDrEYdhtjzgI9HqqQZNIdYFLsRH0Hl5pHlji3pjizQ2xTj0QdbePWtTzIQzDmfBWi8NjzB2LkfHOmTQUejqihx9IvtJ+3VFCWwGy2FvZrJ4ax3DMJdvaO1jfK7iefJ0KZlEW3iZU7lQs3HrWrF4eYUMcURCCeSXbWhXQQ4fZaByHnk0hCv1bG3Ya4UKspDaGWpjZ5EE0sGtneD0Qs/ichb7IMcK6haj4VdeGfjR4f/K5w6vTg6fQQqToisq2aUYtMf2BIB/wwm6NKyrPa+LB7zan/HSznC8D/vvBL2yDMrBbf++1Y7HS5HkLYX1cQ5PK8UvFS/zpr0NwAk+suxY7FCYJDOq6FHCoFE0biJLx4CAtRjQwtDIkp31sU9bu8Q4xeAUra3YmSU7u+SGegbALXXGibhkRcMjtaE50txvd9zaO6phjLAaT7w/xr2GfRleS+gVab+sEFyoknO5pP1NKMZLLa/E8QUp0vPizq4iyo1ibEnhxnWl2DLr0l8dp7KhKEGSjiDXHN8rC4XxcU9WwvDuEiu+qNFe9tg63B+1QpYKtVCodYG6UY82ngjrvKKuDNEsS8WwUphqzqNO+vvMhMWHcNkOC0n1cMC+tcM8bXykY4iPnHKZsw7TXbHRdH5lOnCI7Qbcgx1ltBtN4n2EkrAY5W36/hp9ezlbnzOWxYN9knwCLEOspdZNklsOA9hzQ3NFltkbIEj0fASaozvMLxpZSC8ZnXKpcSliMsnqS4ko1WT8fuxu42OPjB4tGFfjjoyGs2NDo72UrgBKa9iFYy9DnIvCsekNRRhivPYL42WFevCRhoNy/MaJ4qfar0/b2JTnYbiKdljQC4NzChGkjXcXb9O6in/bfy0Ax+UFX7H4LF++fIdXtp54T3d+n5+tRhk6GC5DBNKDwsc9rlyLco7Pliv+x+LDvDnc9efEGu6Kx9yXj1jRzI5BlB8OKHauTnFgtWgZUEmCGSN8BjdeG4NTXsoeOOuufsQtecax2HLMHoPkiV6wEV4fejQMFNbLGfcFtNqx7EgyV4NjKB1nq7CHk2fbXvt5dlrRCI0RIkW4xbi6eFxm5zjEmcXonnG/57YthU1cavDjLCac6iW68Tr2r6WD0s6lllG6KYVLsWjK4WWZcpRqWvcCX9AHBNY4TGMQSqa41mmNNZOtGwedHXlnWjNaB0WsdbyUOsZDJhQStykQFx3maYM9DNgrNpvBOHrjsJ2h3w3XYm2vyr67S18ARsl95BfP8yO3F8dV+M1keUtx3mGaK9Je3dN1HUOop6yFtrH0wzhOJaHtBU07iYUsJraI6HrSknqlvIx/sp+q9HFpKtTYslQUNyofWRz3tVRwZ0G/ErOa8WqkqdE+crBV/joupvX1zEYCNxrL6W4usZaWJFePdeWv3fXH8f/W/Z952t3kN0MhO06LM87Mhv9ZfC1IOFlc8uHVmwB8+eoxL+1M4EfHtvby+in2BTysSwwVtRsorOWNxYJfXL4GwOfMXTQDJ1xyVzyjoptFy06tjo0P/Ur1I0BNxyC9VUcJQ2tLb9+c8OTT4ZTWVdzRj7mlnnEithyx4zLYiN6oBTf1gRvt+IxpCi9dr8K1Ugy+hmy1w0j/DJqer14KdlpxKSu6SbxZ2g8XLTpmbmO8Mt9Vaft02Ti/ETbxY4w8i9eDv41GfpzWihG+lhy5UDp8rPNE5m6uWINfhPwf8oyMjIyMjIyMjIyMjIyM9wH5C3lGRkZGRkZGRkZGRkZGxvuALxnJuj6tUCvtZerdXHqT5D1KzqXrV6SSvpuw9R3VowQhymtWBW6lvWZxUyR5jnljiwsy9Th/7F5sw/pNZ2kuevrQWd1ZR9e5a7JwrQVFKcZ1D355VYi5nP05uPq5LiVFKTGp+yVYKwCbJEh+GnRhnNPO6Vc7bsZtTKcrLZHFla7atUqyTREkpua0nEnVYZS4SgtYQVP7MewLqI3FCJG6IRZ2LjnatHB6oSi7sVtw2YjU4Rm8lPbNl3v+7/Xv5fH2FkoYTJDlGKfojdfW7llTqI4b5RN2YokJt8xK7qjpOBZb9lR8orjFJ07AnPh1VPTcsFvutQ2bznFZwhv1mg49k9G87W7wafMy2gxoDFoYHrsTAB67kzBtYM0BLcxMOgResjOgGJwOv70E6Vhe+OPNwLk9orVVWmZnlmk9ravQxcAxOwAuxYJfryverFrudV669NLWUgRNU1s4euVlOFflVFbAmS65kDWtKK51PZ5Kp+L7KM2MXTKj5MgIea3junqOxN0IQUOUb/Yz2fpVaVHEVYn69LearL4eRtn6Bx3FREqt1wUqyMGdcdjzDhWl30U4h6XEbgr6E439TZ4iwkLZQLFzqO2AiNLK3mLfuGT7K8+SXUdIgSpl4kprHKY1NDvDfjvQNI6ud6lx8cmJSuNWWnB03rH40GbWgVcuNGKhxm7H8fe0wzm+g7zY9mPyQ+AtrQXWErqvw8lKMlxNq7Dj4wD86+3FgN6P++XTKmTqXCyUSPLR2fFKK3Wpez3AcKQZSn8tGp6fHNAsHYfKpz5Y4TACtuWk02uQ49XGsuy9pM7I8ZpfdJLlwe+3lY63bln+mfwGHrW3xnUkybehLLvweuB28RjwKQ4RtWy5Jc/YUfOL+j7/KXBjc1yydUvuyie8bt/hZGh5qhf8Z/FlgE9+iDizG97pbnnb0KST7mNzQuNKtDCsxZ5jsaWmTxL1AYkWBo2hcSWfM3d5Yk4Tx8dx782SxiwoZMdC7RmcYm/89p9wChrW6pCW6dA8Uf6CP1OWE3PwneStP96X1WjlKQxJsmmkt/ZsSy/FnHYoV1j/QLrqQZhgKmdHWJaupQvPoqnNp7rqTcNzaiM1WGay9WvbEFyTrSfp5sQSFlFYl/6l87zO8B8kFEuFXhWohUpdvmOt6DqbZOnRcoISnitXeuyqHiB6l6YJ4xB99I64NA3rcJ2he7DHds8/Z7az2N7SbQd2Fz1dF601wcqox3pMSsHqaGB56uuaNHbjkKW8xkWRB/18/nPb25lsXhW+Jp1iZQWD+c2vBWsdbRNrSsJYHSqsa1qrSiWuJQddtY2KUmGOi1Qzgr+drj6329pxKB2V8ZLiWAMYIVCCVFMuB8fRQaAn+yGtYHmQVM1o4/vsvZ7/R/F/AODZ/hQpDNZd53QAKQwnxTNq0foa0vl0nBNxmSyJv1S8zC+dQHtSMDjFS+Ipr/ZnbML1cVZqPqHvzNJ2HtibvNnfTVacSrQMTvHYabZiiRaGWrSciC3gLT1mUidqDA0lW+s579yOSUO1aDFi5MMIJQw7s+QdbjE4Ra07jsQufb4XFfui4h3dc2fYcetgfI0uYRu60lPNVhkSQeAy1BcXqqSfSNUV9pocPS0bkpae9/lV6+OLuq1HflRu3q3dBJtOWv5Kt/XImf7HzeZR4V5plHhhLXoVXwKlZkZGRkZGRkZGRkZGRkbGbz/kL+QZGRkZGRkZGRkZGRkZGe8D8hfyjIyMjIyMjIyMjIyMjIz3AV8yHnJRa8RCI0qH68a/Q4hSQR18H7297hsnREQY7+mZe2tGr408DIhyhYue6RDLIBYa8+iA7Qy2s5jDwOFpm7zb4D3jbWNn07y3Zu7Z9j/X/eJCCnQ9eldSHMdkvqk3M6Ie3LVxeN+6m8WhDclWMfrNy/K6KULrcWxKC9YvLyhv1DNPp75RI47L0ct5VNKv5n8XilFJ43vH+dp7QVo9+jWWveO4ERTR8x4iKo4uFUU3RlNIe92ed3ni+P/cu8HD7hb3qzdnnw1o9mbJ5bDBOMVaX1LJltZVtMabXwanWOsDO7fACJW8e23wM++oeSo3/Gqt+Fx5h3NzxE37jNfU2+jgY/ml4cP8Rvuh5GusZMcN/Yxj5f3fteiSLzz6KqMnqKYLY1XJNxnjKxpXcm68F6hxVVh3SxXGHf1GADu75Jfbj/BJ8SFeK97iNfmAJS17UfGpyi/7oPR+8huNnceFhWN6XkkutaYLXsaVa1FYLsQi+aOmiNEbCpOOxYv8QWXwjV71L8Lo+YrohPJxJs4G76OgVd5PG8ccoSbjl9dXnVAPsPtgJ/oAoJfjDdc982etuFHPPZG1HrkSkI2huIAu+MjNxG+vhjFeEEKEoXUzs7W8u6R8sKf77Ja+tYkHz89CJFW0VlpHb8aoxRSfs7dstO+p0XeW3cMmcV/szyGUoLq3TJ548JycYtwiVy40Qo3xkZFPvUd9vAC0vu4RbBpL0477Za3j0dO5d61QcLIdKMoYpyZYHheUm3l8lV4XqIPx+6EExYc2/lgsRDq2Tno/3pTTnIT90tIrh7I+kS5yaBHIPPqAl4PvuwHePx5juup25OnzteWnVh/hs819KtmhhPeGH6tLjtUFO7vi3GwYnOJYXSbvuBbjSdcYtm5JQ0lNlzjssTnBoHlobvHz7qt5Opyyb5dstOe9m/qMSrS80d3nUXsHaxVSGgrpOe/l+q3EkeA951u3TP02ANb443zmNrw53E08GNHaimfdTdoh+jFX7OWak+oJdyZ++MFpPjG8Si1a7skn3BFnyYc4oHiiJJdq4OZw8FFyk3PSq9CDQvgYn+izro1FBdLZyYL+SjSPnFxvkd8UJkWjxWmL6Bd3z/GNX/F0K+djeRQjZ9o0j3tPHnDlXLo1nsfPHySUpzW6mtSNSvi+E6Xy/Bh7cCgx6VNhoTGIWs084xiH6Jn3IXpe7O5pjT4+cHhji+lsisFttwO7iyF5xcFzkH3Oc6qc9BzqGkOx9/eHkGIWq6vXcx6SpUocJJRALZSPpZw8LFWlqGqJCuPw65Oz3kcAXedm0aGDgf1+Pljfq2NIPvLoTT+qfSxb5PUUHTn1kU9qyNiLaFo/itCiYbsy9Grs6zDCBd+v76txvBeU/bweKXuBnjzPzo8NP33jVd5s7wFwWvgY2Uq0PnrWVVwMG7rQu+e0eJY4cnAKFSJqtyxSP5/YD2jrlgwoHrsTfkEqHirfw+OiO+KGfcZ9/RAtBj7efZi3mpexTiFDTVfKjnvlA47VZRrr1i7ZMvrAa9FRizb5xx+b0zQGxYBBp/EfrvjHARZqz5G+pBa+Jv54/zqfFi/zin4IwMviMRUDrSh4ozjhiW653e856WyquZTzvnErvcd6r+WMg2o7oIRjJ8sU8Ri94hHajZFnV2Mfp9MU9oX1Y5o38KNxIvVa8fMAUsx6xMzrSJd85NNlphG7MRrz3SD/hzwjIyMjIyMjIyMjIyMj431A/kKekZGRkZGRkZGRkZGRkfE+4EtGsk6tYFVArUYhuHVzibqSwHBNtu46izsMs/iyaUyEPQwMTxvkgz3yivTHdQbbGcwhSIWUQBUSM5gkGbJ2jKiYStJjJMRUej6VGcXp7opEKI7xqkTdmvmy5UKlZeO6ylqlODWAvrP0XRznXDKaDtskriKOWWmBWuiZFEso4eVdcXklsUuVZEbgZcRdCYelxQadx762fPrUL3OpC6RzrIxh0zoWE5ll3foVVY0Y5ZwyrGs9SpSbyvFvXq35n/v//SgXEmYi5e5Yyz13ises5C5JiZpJdNgtdUYt2iAxWtAEaXaUYwM0lHxmuM87vZccPR1O+RX3kSQDMk6hhAk//vo4Nxt2IYJCCcNa7oMMKsh4nWJrx9iyWrbUoktjPDMbWlddi0eLyxqnMU6n7emw/QHNJ/sP8Rle5n7xkN8pP8uR87JP5RyPigVPCsvNvmU5WHo5j3KorQEJjSg4iIJWFGgsJhyPKKuPmMrVx2kW7UySqV+FDNIjhUU6hxUiyeTTMZcaKwSFs/Rh7F24jkrrknzIS5FAhdOlfhNZunqXcqMvZuilor7hr2+50F6yuNApohDjYNcnaaZdalwhcNq/78urNhP/Ww0gw+kUvcV+2kvp3IQPgWSd0VokO0y3sxgLg3E0PbSDozNggvzs2c5y52Cpg5R0tzV0jaFaTmT1IV5MTmSPBNloeh3HbFzi6RjFBiQpqJRQL8eotZhctey83Sjy42Fvubg09BNppJQiSExj3M/1SMgYhxbHIpSA02CRKccoHycdXelmsT5d4Thbm2TpgWDXCTFWEZVxVMN4vUs3vu4Kb1fa1ZZ/cfs1fvryvwOglC1HQSJ+Xz+kFj7OrNYdd8QZS9cmWeFT1jxxx0ki3rgSXMmb9h7nZpPGEePTnvUnXPQnAOyGNQCPxN1ZhFCUq58UZ+GUKR4Ot9EMrOSeE3WZeDdu98xtODdHM6l6a0vO+lMA9v0a4xRSWKyTyPDAuOhP2A1+nEfFGS+XDzmWFymO8sxtOBH+Gn5JPKVkoHCGC1Wyk46N6ahjbJ+4Lh3vpaCR6hpvXcUoVZ/K1wHMi+N/wrZKZ8BNIyS91N0i6eItMJFlIsZIPOXcLOZnXPd1HvygR51NodYFqpKIhUbGuuY5MnM/sxw/UwKs44VHqvN2SJohcaLd9iEe1/ra0zgfORbuYxXib4fAOdZ6jroax2jbefSZGRyHyyGtI9kLd4Ov1SZwxgIy8WMaw5Qv7RhVBiCkpKyvR+L2iR/9+2FwNM0knnRqvUn1qF+JLMYoYl8/xp0JlqRS4Y4KrB6fOX0JbW1n/NhUlrdOLXstkM7LiJfB6RH5z0hYdl6uflViPGjHdu2Q1tejP/XyLf5fh6/HOH/clPBcdFM/S1z0WvFm4opadDTOxz3GuEaNYXCabfga1rgy8ZUWA4PTvNXfTZwFcDls+Aze5mhnEY5+m0u1Z2eXtK5K9WOsYdOxcCVndqwTK9GmzwyaJ8MJe7MMdaKZRUUCHMySzlYs1Z6l2rOWewyazwz3AXggbnFLPeND4iGnbodyjqd6waUybIy3Ha0GH13cx+86QTIe4yAbUVzjyOfJ1Wf8iPXcFyBfEHEW55F2rCEjPzZSY52ZR53hEi9OrQ1w3TYZpfjP48t3g/wf8oyMjIyMjIyMjIyMjIyM9wH5C3lGRkZGRkZGRkZGRkZGxvuALx3JepCru2kXTIBKeel6mCZ6DWdBwhHkRKKUuE5gznvMwcvPr0rHnXUIKahuL2YdfZ1x2M7SPGnpDoahs0lmdBXTLuVSMutYLpVIEkfbW4Scyxvbyx4X1mntvHt6XF+5UGkdQgqqk/KaVCl2g49ozzuanZd4TPd5ug9RwlnWQWakBOWmoLi98PKuCCVgpaFUXgpVSpwSqNalLqS+W7NLcnUr4dnKsVPzcS4Hy/FOUQYNXtVINo+CpL4zOC0xlaBZg7QCcAzaf/6LLzn+J/t1bIM0vBYtN9WzJFkfnKJxFVoM1MJLbDSGtTqwDt2G9Quk2PH91i35TP8yT4dRbmSc4mCWM6mRdQojDErETuuz1dHYkoYySepjF8yIndXsWDE49VyZunGKnRk7tEfsk2xeU8rWd2EPXYwfDrc4E5vUNfN1+YCNbQA40yWX2lJbQ3HFKiGdQwrLMJEaxe7zimutTRmQVEGePu2YGaGcowjyosKZWffL8XNLI/zxiBJKgwThx8NENuq7rftO8UlmFLqu2smhM8J3SI6S/H13begfONSvbNDFFWGlsYiygNMKVyufIBE7fRcSF/mpdZRS0NXzxaWFYucQg0UYh6sU8thbO6I0XB9XrO5bzKe39J3ntTLwyfkjw+Wke7lxc3njYYB966gr0Dp26p1znxkc2zd3tM88p0cOm6ZSgOfQ5rzHDPNuxX1nGQaXUi/KWrK4UY3y98nycf3FO03oIjzny/2BNO1ECoqVnnU3lqVC36i8rQcvxzSn/njFjvVCevl6PL5RltkVll7Nu71WA1STY1H3sNkrtIFBkThWTrwnXWH5uVtr/un5/4Vt55MalsWOG9p3Ed66BQOKWrQcix0bd0A5l2SAlejRwtKKwvOoKPnccHcmV49c1doK4zQrvaWz5ShRDzwlhUEKQyk7Stkmm01E5MStXSZLT7QV7eySAZ3klq2tOOtP6O2Y+qCEobcFzilvHwr+lbjMwSx5o32Zc73hjn7MOnRJ3rIA4A13m2Ox4x7PKJzvgn6mK1TQKtZuoA7S2l4KOiHphXqh1Fs+pxuwQSYOjPxXYDGI1CVdOuc/izLKIJCWRO4kbTfK1hVuzrdTCaZwaRxy1pHdSzyn0tKI5gP+rx11WqFWV2oZJXx8wkKN6ToySNT7qIOe2GPi+85Cb6CzPrnnRck+gCgleqVpznv6MJ+zjr5zbHeW/kqdd2UtDIOjLH1dqbVIEnOlxxPW7wfMm7uZpdHZ0ZIznWatm1kWlZbE0kxIz6uRW2NdPDRmZgE6bMcO8db62lTrsaaUchxneaNKNaQs/fNDTOyilBKzVMhh7Kbe1XM7j5XehtNMOLswsG5EeB221QuOzxS68/Yro6Ev/TiHUJMOCv6XuwX/4vCHZ1LyhdpzRz+eScPXYs9KhFQNLJXoWYkDhrFWayhT+sS0ltzZVZKOq0ndNuXJCBlsh8CsBlTCMDjFzq7GaaHemtoaG3eUOG9nljOJunGKxni+iykXUca+N0v/o/YcqQvq8PngFGd2w5Yl9+QTXhWPWLgeIwSXyvPvXs1rSCsEhtGCOOVI7a7XjtOu6qUzL5SnR4tj4cbPzcRAUjhvf5zycifUaOHBevtP4EWbkiWm951I76eJGmZC8+271K9/wGk0IyMjIyMjIyMjIyMjI+O3J/IX8oyMjIyMjIyMjIyMjIyM9wH5C3lGRkZGRkZGRkZGRkZGxvuALx0PuRS4QmJrmaJ6YkyCHByiDT7HQiJW3tfntnvseYcNPp9h2zPsQjRFjD9TwvvEQyxEe97NYsrAe366g6Hv7HO94xB8NKVkfadGrwtEiOsBkAuFUME/3hnaB3vMNJZHOkxvU+zOdLtpHgTWOIR08xiJyev4Wy3GdQyNQR5MWsd0vTHeIkWdTSIq9KoYfZZx3aUK0XJhWiFB+ogyEb0kWswifXa15ZeP1nxG3PGLYbjBlpvdE3a1xQpJ2QsWW1BhnFgQvUFYSSUlZSNwUnBYB/9m1/N/Wv4cn9J3+Zy5kyIoInSIi5j6xDWGmutm4ugxj3hsTwD4te715N0G70eMXpwIFTyS4L06na3obEUpvd91qfYoodEMydcOoBlmfvDBKYbJrWyCPxN81E+M5ujwHiQ18RwBdLbChEi0pfL73boqxVg0quI1+YCX7LPk3emExEx8MdGXU9sB5XbsZMleVAzP+ZufvhJXMTsmwUcpQ4RF9P5MvZUxfiJOK0Ke3V5pDNL7d/A+IMvUO+S8Z9w67NQzqd3MexvXa4SPdmvVB//vlkKJFNkojks4qTxfviDax0mBqYSP4gqXnhqYRRgaDcNCUFyGZZRA3PRGc2VcivmpSsly23P54IC1PloM4PaxoX8afLBKUBdQFQIdOUYL6lqwWKpZ/M7VGEgzgGzNjJfN1WhL6zCDpW3sbB1TryN4f7rtLWLiu5aFRAbfuzMOpSXLpUzLeg+6mMUBLdcKvS4SxztjfaTPlB+PSkyIgBPWH9/oIdeDn75f+vF+8qbgSVGne6Y2/qew3ksOsOg8V0oLegCeE8Z0qKBD8/Wb/x+f6j7Es/6UW+VjjpU/iYPTbJ1GS8M5KxpRoIVNXLljbCQQ/d0GzUruJ/7Gil2IzolYqP38nDmdYiEjH0ZOM8KwDPMPTqGFobEVBj3zUGoGWlemCJ9Sdon3jFQ++syUuHDRNlahVMe69BFvcbsXw4bWVtzQz7irH1Pjpw8onrgjdtTckBecul3ykgPsRMFOjj5GiJ5E7yX3+zK5JlGAeS7vXfWdl87Cc2yJ0jmK65MphWUnCxDWR/wI6INnVWKf65n0vs4xOi3ieWNqP+gRaFKMNcu6wC41yMBpJvpK8a+lwFUK0YZn7NRH3hmI/nIlEErisDCJ1HWdwWz7WS8fIZnF0SotWC4E213oiaHGuMjVWlHVEiEFRSUpljr1Doq81l32M8+46a9fTNOeRHFZa33s4jiu0e8tlfeqR56N9aUybtZjQ2lJWdqwbr9+rQVFKRNHlotwbZZqVkeKKT8C1BqnZaghwZQh7nFC703l+JUbJY/UBu0MC9dzT+yTf7nuHVUvWO4VZTNyrdGgAs/GfimXR/7e/MOLj/HJ8hUeDrcBOJYXqccEkKJod87XfPo5PXRg7huvRceA58x3+lu0k34XMPa2mEVChh4bEZ2tMGIIvYhGT3c6Fq5kwNeUfvua1paJW/2hNaEeLWmHsWbdm3X6vNKHxKV7s6S1JUfaPyNuqGdp3x7YmzSy5GX5mFt2m3oJGSQ7KVHSzvpUxF4kyjkaqenQs55EOvXTGOvENO7nREUW7npfjpFbJ8dWGPZKJw974mdE4kaL9TWktOl2jj01ro5hCiMEzdUcvRfgfa8033zzTb71W7+Vmzdvslgs+N2/+3fzcz/3c+lz5xx/82/+TV566SUWiwXf+I3fyK//+q+/jyPOyMjI+MIg82NGRkbG85H5MSMj44OC9/UL+bNnz/iGb/gGiqLgX//rf80v//Iv88M//MOcno7dC//u3/27/P2///f56Ec/ysc+9jFWqxV/9I/+UZqmeR9HnpGRkfFbi8yPGRkZGc9H5seMjIwPEt5Xyfrf+Tt/h1dffZWf+ImfSNNef/319No5x4/8yI/w1//6X+eP//E/DsD/8D/8D9y9e5d/8S/+BX/6T//pd70tWyvc1VifuB0pEIC47IO8KERORHlM0CeohcY0Zib3cfb6+oR0yInUM87bNpamcSk6Yr3264+xYc66IFWXCCXn0TrhtVxoyhs15jCkz2Wp6J42NE/bcZ+soR/GiAop/VhNb1HIEJsmx9izK9JUEaT4eirBty7IluaxbTrGnm0KZCmRpUIttI/zUDLJMu15i/nsJaKUiFIhFxq1LpB3FgwnXmjX1aR4MivgnY3jgThNspsBBQJ2WvLmsY+xeukSbr/xgiiZ3mELgdFwsfGDPj7A/7bd8bvEp9iXn+KykDRKcim9bOehPObcrWjwkqGajlp0z43ugig19HL1X26/HIDL4Sh93pgFvSnDeZivwzqVZOv+NJgkMY+xEgCV7Khk66Ms0M+VK8Jcoh7XB14y39sSG/K94jhqdQiRQj4i42LYYJTi5eIBt+QZ4OVWT9wR52LFq+IRd8yW4or3QglBIxWNKLwMHMvStbSiCMdo/NvfVFI0kyBhx4gf51J8GUBhB0r7/J2O0qOlGYJsfZSDGlSSEXVSsEcilfXSeny8T4+YyaZiPFFcR6v75x/s32J8IflRvrRCrEcucOEH6SPOhoXE6lGSHi0lU2mgtIzSTTv+OC0RfYhOjLGLp5WXbxoHSlLfW3J42tI14wpPb2ikFHRBTimFl6nr5zy1lJaoYpRLRmlmfG96i2ltkl12wfLTNDbIJqHrHf3gUJLEm1r5bUZ0jUFd9kmeCfj4sjLYnIxBFYLFUqb4tWFwFKWkKKWPsJSCzasryvvrtF7XGexhoH+wo7i3Qp5WsOsp//OZn+GlJd3tElMJdOf5zEnHZZCsn+kKi6QRkk5YGuFQ2n92o/PX70tPRYqJnCKey6a2vHkMK9fyB/hl/kD5y3SVmllPdtScu3WSYBoUO7fgzPlYs8Z5ntMYBnzkzsjd/sTFaJ0YY+bl6fparFljFlirKFRHrQ5Jpl4FKXnjqhfaeKbbq2RHa7nGi5vynF4faIYF/eCl9saUnB9uAbBVHcfVM26VjxM/vtnfZRWkqa/oh8nG9NQdsRM1N8Q2RURGOWXkIQjxY1f+DzKVX0beK65YeiLf2udIw6VzlNbN4hxj9I7fvp+ndgO7wM8zOC9hNxOJehxT2gY2RKYp9tJfD2Yit+3lF/4L7heSHzkq4bjwcvQYNxt/F5Pz2U/Pm0LswzV9JfrMHQYv4w5SddeZJOsGX9PZzn8mlKTaFBy2IbIqcJaUgvVq3HbkrKKUqSaLiPLxWNMKKbz1JvBYvx9ot+P956PVRgtPhLUjH0oJZa1SLO+LELc93b+4Dn9ZC6pasthohPTxvvUtfz/KYN9ESey2o/2Nc/RxleIzOQzoZy36pSX9zZK+DmOzIsU6PtlYnsklLZpWaBSWnVY0qzHa7/bBcu+BSM8sGKMmIdivSsfjY8OmF/z+4bN8nXiDJhzPRmgaqbkUC56ySTwYMaCeG5E7TDhpcIqtXfJGd39m5+mCdP1qLKQJcY3TGnJqy9mbJXt8/Ri5NUbbRm6MMvhp5G+0L5ayQxWG3pY0wwIbHv7WSfquQArLsthyUpyhxJB4/p3hFiu5537xkBPhZezvuFMu5IrbnANww+xSrZeOMfO6yyCThQbmdeNVTG1BcsJbBgGCYN+a14+R8/zyUFuDkeMYACwyXRA9BSbeY5M6dTquJtSO3RWe79S7y859X/9D/i//5b/k677u6/hTf+pPcefOHb72a7+WH/uxH0uf/8Zv/AYPHjzgG7/xG9O04+Njfv/v//38+3//75+7zrZtubi4mP1kZGRkfLEh82NGRkbG85H5MSMj44OE9/UL+ac+9Sn+4T/8h3zkIx/hp3/6p/nO7/xO/sJf+Av8o3/0jwB48OABAHfv3p0td/fu3fTZVfytv/W3OD4+Tj+vvvrqb+1OZGRkZPwWIPNjRkZGxvOR+TEjI+ODhPf1C7m1lt/ze34PP/RDP8TXfu3X8h3f8R18+7d/Ox/96Eff8zq///u/n/Pz8/TzxhtvfB5HnJGRkfGFQebHjIyMjOcj82NGRsYHCe+rh/yll17iq7/6q2fTvuqrvoqf/MmfBODevXsAPHz4kJdeeinN8/DhQ77ma77mueusqoqqqq5NF8YhepcisYD054jolaRWcNFd8QHBsO0xwfPjflPveFitEilGop9EV0gpsNamqIcm+HOir9BaH0dR3qh9BE5cb/Bbo8TcixQ/VwK10MiiT+NTevQwTiGDn8fHtY1RGxiHm3jn45KylFTBWzo0BmeZxatJKSiWOo1Dlsp74MOPXBcQ9+UQpi00KOl9U+cOeVQih+Bp0QIroSsc29ryn1a3+bj5EE3w1GhhaFSJLgwfchcct5aX3ilQV7xOorfI/cS101nWn/LjGG5WbG8L3rrXc1k5CutQzlDIg98nbbklLjBIWlHwlNHrqaf+5xSLZnnoTvmFw/+GwyTqDOCyO6YfapyTCGFRqqOQ3tOpVIiTCx6g6OdJ0Twh+scPv+KSDQu150hfXvNL4rwvSE886FPEaIw++OKL8D7GrZWypZIdd4rHHMsLf5yDP7MWLTfFBbfdOaUzNEKDHJKvMUaQFXZAKsdelslHXjm/rwY5i68A7x8vmftGe6FGf87UmyMVypkXxgDFcSzNAAoaUaQIi2m6k8JiUFg5xvm8yNMZP3+m5n6wLxS+kPyIEmMfiULiKkl/pFOMTET0jMuJR/x5EDZEAMX3xnk/ZYg6ozG4w4CN75VgcaNieHBIvBX7bDSNpSwl9VKxPClY3AlRMsel5xLAbv115ozDHAb6iy69t8b3vhgmsZPR/x3941cjI2PbjBhXFv2ZZnB0jUXpSdxPZ5GF94Da3l6LEJJSoMP8UgrvdVcCdxgSz6eIoHXhOdM6zNMG1/l7Qd+qUZ3zkTwt2ELQLgVvhlYVb6tjnrojGkoGFCdyy5fbtzkyHXe3fjxlJyfnTqRzGPsC6EHyO4GXlg2PV46HdclBFKm/A4Ch56GrZh7Jczv2y6hEixYDjasYnPLOSTFg0Bg7v/9hjFz08OvsbUk71EhhUcKk/hvRS1nKjqXaJy+5H5eivfK4GxKfDiyDITTG+8TtFrJDFgaKLe2woDM1InBrIXt6W/KwvctJccaRuuCmfsaJDBFwKBpKajoq0bGiwSC5lN7/unQtxYSzACwOhJ15tZ+HGCOpcDNP5PS1uv54n8znveMwj+ZZ2Z6d9PyYeE+QuDn29DBIWlnQhhC1+CSdxlhqbHp/4b7wHPkF5cdJH53Ek1JgtZhFPSokore+l4YNcWfNMNZtIQLNTXoVRbhQK8a6zBwGbD/WaGXtz8HU1x15qSxF6kW02GiWLy19fG7oR5S2EbZpD4b+vB3rxUKGGnTsvSEnHHk14jbOExH7JInepie6nHjHp709lB7HGrenS5n846ocYyQxDkL0mVC+dhSLsb6xW9/3SZ1WyMEhraDoBEY79ku/7k9san6De5xZ3+eiFi339WO+fHgHgOVgeemZoujG55nsHXJgFiHoJHzlRcn+yPH01PDmiWWnAscQ+tKIPa0sUg3Xhvsi9tjQV/pkaDGkCLIzt+Ht/l7yjxunaMyCdhijJOXkgZuiayfnpLMlxqnUFyiuJ3Lr3ixTP6JxDCbVkxWeI2PPDSUMBI7sA/9Gbi5Uh3WKs/4k1aXgY89O1CUak/hxJQ7cYJvqwUZqsN6LnSIX3XhsTPD6x2MLjJ7yCa56uGefpfU6TChvnpc+FnlSOjfyo9Rpm2ZyFaSxiJE72ymXzrY/jvuJqK99/jy8r/8h/4Zv+AY+/vGPz6b92q/9Gq+99hrgG3Tcu3ePn/mZn0mfX1xc8LGPfYyv//qv/4KONSMjI+MLicyPGRkZGc9H5seMjIwPEt7X/5D/xb/4F/kDf+AP8EM/9EN88zd/M//hP/wHfvRHf5Qf/dEfBUAIwXd/93fzgz/4g3zkIx/h9ddf52/8jb/Byy+/zJ/4E3/i/Rx6RkZGxm8pMj9mZGRkPB+ZHzMyMj5IeF+/kP/e3/t7+ef//J/z/d///fzAD/wAr7/+Oj/yIz/Ct3zLt6R5vu/7vo/dbsd3fMd3cHZ2xh/8g3+Qn/qpn6Ku350EIEI8bRCmvBYl5grpI896Cxcd9mmL3Y5yR4ybLSOUQFUKIV+g1YyrDioHa0WSYFa1l192XYhhCr91Y31UhYZ2O1Cdt5Q36iQnsqZPkicb4nGGbT+LkYiyoCgNKgtJsVTpvQ5yp2kckDOO/nyUrvj9kwhlk4RSlorqJMicOx8bJAuZJERXj40M8iLXWcz5vNV/++YO2xnUQo/y9oWGiw4ZxlfvS0BxWFoOpY/O+gr1Wc7lCoCtW3JmNzxVG76mOeN0J2hqR3esWPyn83FjtR6l8sbBroeLcLwfN5y8U2F0zaK1DNpxsbB86sjfDtPYgz3VLN4lSpC0MAxIdJCr/393v4fdsEnzGado+hXGTEVP4JyiMyECx/roiFofRvkRozSztyVKGKQwKGGCrLyltSVtkCDFGIsIJUyYZ5Q9RQn7Qu1Z68skU58uc6QvuaGeUU+kTDGy4lUesbD9LMbnUlQUYcwr21MHKdzKGBQtl7IaJeMwi6+YogsUVDKk6J/nwQrBpdbU1lyLr4iI0qPCWTphIcafBSHQIBQtIRZNgMKgJ3JcgBbNjjodX4DWvT+xZ19IfrSnJWYzfxzogwUkYjJZBlXZVI7uJhwgg1xbHQzyaefvu4kUc4YgpXQh3kctNNVKM7TjfGWtuPlqgV5pL1ksJcUNv29ioZNk3a/HC31FKUfu7Ayit6hSUm5iNJnDBFtSUfaYwSKlYBhckoNOo32m0kwd5Ja6kolTVe1jHm2Ql5drjSpG25INMk2pvCRTSIHtDP3TBrX2Y4rSTlkqr63rLK4zaf9crXBSYCovke1qeOfuwGcrzzkXrHjsTnhiTnmru8tX1b/O15lPs+ktT4OLpuoHPvTpAmFhKL0Ec2pHEFaw3kqWe8nx1qLudGyKgV4KLoJt4w1xO8nVBxRv9fd8VGLgGC8P37OSe2rZofBy9a1dJo47ChzU2irZcqxT7HvP8W1zjAsDk7qlrrYz6WiUZbbS86MW5lpk2hQ68Gd8DbBSewanUjylcYpKH1gW2yShtxMLUSVbbupnrMVhXC+Gmo5jsUtc8iIkjnEgEUlOeRWFM5RX/HBW+FjGF0nUoyT+qp0n8qRyjkbJYM8R1HagV2rGi+C576lYz5534/gNBkXjSs7chq2dW7Os3b1w33+r8IXkx4TABaK3ngNr6aeFYy0b6605nZ1L0q9aA42vj+yVuDMgvZelwgaessZRVGNMbrRCSilYrhW6lKgQvyYLOdoGlUxWR2fsNVm8C3Ye8Lw1he1tik9TWuCst2BG2fpU1p7GPnk2i8h3IYrMdhbbW4olk9jgUTIfI9hkKbFhnMN5izLxdZeOiwvxjXbbJ44UrUVYiRp8TFmMhNzJkpU40FByZje82d9Fl4av694C4Ljx8y6PJLc+PoB12KXyEXfxfFuHGBxlB+U5rM40vD6wXPnawAo4rwS/Xt+gIUa9Kh67EwDOzAaDRoV4xlq01MLvz9Z5C9ZvtK/R2tJbfJymt2Wy60T0Q40xGucUQhiUGqiLXbI/gueyaJ1UgfsiPyYpva3StCk/GqeoUp1ZpdhdJQxKee5b6e0scg1gqfbcUM8AWMt9snOuOXBHnFG5flZnTSPOmHBeHeT7ytoUoRsxtRJOa1Gcl7JHO8/zuNUKQSdHe2Vap3OAwIjR2lM4Qx+tomJ8QLaiYEd9zbbjf4cYVQp2bsHWzfmxs+8u9ux9/UIO8E3f9E180zd90ws/F0LwAz/wA/zAD/zAF3BUGRkZGe8/Mj9mZGRkPB+ZHzMyMj4oeF895BkZGRkZGRkZGRkZGRkZX6p43/9D/gXD3ktRKGWSD7nQOR1jvchBXfn7ROx0GSSVznqJj1SC+LcM9xz5rJAiTS8AZ03q7lvXkq4zXuEUpnWdQ8ooJXds3zqgHjVJ1gOhY+VEHiQLGcYxyn9s7yXl046WqZtwkKBHOOs7AtsrcilVyiB58t3S1UKjjyeyGeOQ6wJRBrmJsZjQ4RgzdiAV4C0BnU1Sztg1dNh5WYpQAlUrysOQJInVUiEHBUiaW1A6QyU6NKPErBYdXzm8zboVlL1EWqieTiSLR+XYkf4w0P3KM/rzluVXnPrt3lrQvrqgqUcJzdOF4FIFmXc4t5/mLg/MTdZyT02HxozdZoOk5bE94RcPX5kkQlHu2PQr+n6UhctgcbBWIeUoLypU6H5ux2M8dh0mSYOU8rJ23/ly3NfWjhL6cVo16TBskqzTv/dyqKXa++MtO47lRVp2cJpb6ozXxQM2tmGKXig6dJKXR8nRmVLUsqeYSC03tqURmp0MnTnFKDqNnXxLBmobJEr4zsNRouTllWqUY4abpZEKIyyFtUnCaSaqOSsEyjlqO9CogguxGI9l6hTsf++oaVzJ8ByJ5hQX7jlddz9osF5uGeGUwFUCYRw63N5OXpGnD0HK1xpkY3w6xZRPGi/djFJJu+2S7HBquVFRlm0s5aZAhI7YkZ9skLPr4xK5LpG3PBfYOwuGhcJUgvJRB5+59NLMziRpZvfUzCTqcb1RTm4G33ldaUFViyTHVDrIP69I1pX2qRKqlKggWZeBC72k3j9UpRKIxl/nzrrEs6rw/KoW2i+XpPUWcxj8sXh08Lak847iht+uftaijUMMGlNLlBa8eWL5ND5j+dPDy7wz3OLt5mWMU7y2+jeoAXopqMM2Ti40woINT31hoexg8blgU2kMw0sLDqeCs2NHP3kcvi09dz4wNxmCPP2N7j6P2jsUskuSx5jWMKDZWo1moJYda7mnsVHqrn0HdjGw0RcYpznrTxiG6zJi5xRNu6brlyjlL8RVeZFSI8ZkCi8FHdz8XtYTKaaaStcZqASsyj2tq9iZZeq8Pu5Lx0Zf8HLxkFr4Y9S4knXg35vigoq5FHHpWupgcZlKIwE6obDP+R+IDFJMhfWySURatrAu2YF6KeYSzsk88+7B7loKRWEdRnmpvEGwsh1d6CR8wSivNCgGp1IH+ShNb65w4OC8SD/iYH5zDv1A4OCvi2kdpfZXkm+mlkjrPP9N0yQmaTZTOONSnRSl3XYiJ5/K2uul8pwSVtN3Xloug2S9WMXUGy9bR8nEvSklaFIz2pAOMa1l/bZJ25FSICSpOzqMqUJTCClSXerl5yrYE2WSyM/q0DDNhOMz2hlj+kRYLvAjgHt0SOM3h4HiuPTpPWZNWQjkSmGl4Fnosn4hFpy7NWd2w1u977z/lbxBFU6JdD55Yn0mZnJ1ABnP+SfOsdse9WVHmNsVuxNHWzhUOAdWwTtlzSOOEwd92rzMW73n50p21KJNtduAYusWNLbiqfHcGpczTtOYhU+BUB3WjhZH564f9M7U9NbXV7H7ebQ6xvpxoUZ5+lVc5cw4bcrPQ1hPRNyPaHWcrndAocXAh8RDVq5NVsVpJ/KF8xZIIwRGaKy7Pq7CGSRiZiGNsEgKZ5LFRzo3S5O4CpnsPBBjd9SVxAobFlW4xOEHUXAhlrOUiamlZ+cWNJQpVSQeh+kxHVB0zzlvzx3nu5orIyMjIyMjIyMjIyMjIyPj84r8hTwjIyMjIyMjIyMjIyMj431A/kKekZGRkZGRkZGRkZGRkfE+4EvGQ+46g2kHXDf3KogYvWMs9mCCZzx4/4K/BSZxYSGe5iqizzD5usN0WUhU72CwCC0pa8Xq6PphN8PoF/K+xjFSInp1ovfGGUe3HeiCR7FtLF1nKUvJcq1QWiLk6FeM4xBKYBqTvEnOuBQxZK1LnnOlBarwsT7VrZoieMhFqXyUxq0FbqVBCh//8bmtH9dh9Da7zoISyIVGmBC7VSpsOL7x2KqF9l7z4ENXb+5RC015XPC6Lrh5eeBiuWNfPATgPER/fNkzx/FWceMdSfV0QH7yEhYhrmZT4AoBUqAe+xikxetHiJd9rI5bamTvkBZ+47bhrNS8o9az8/GOOOYT/au0ruLJxONTB+/isbxgQPHrzYeTf9wfx+AnDZEUU89PfB29X0oZP/9v8mcxJQx1iJvorHcsKjEkn2MVYspaW9HaMnnMp5+v5D75K1tXsZJ7bmofURGjNwanWMs9HxIPOXU7cMz8OM/Eil3w8WssR2KfPOYSSycUnVCUzlA4i8HHRxyFeXbSshcV2hkUNsxnZlEYPhpNzj1DIsYFec9QOs5CAPMoICsEnRiXr12PQXIh/PkZUOxc7b2RbpmiKrQYki8WSL7yJkTDObt/8Qn6gMDWkv44eA8tyBDVKAfvHZeDA+sQwXstTHj/HC4EoDNgHP2bWw5v7egue0zvZr7DyDGytME7qBBKUk48ltFzWH5ogzgqfZ+P4C90hY8AcxLMUYEuFXbbz/pWtGcd3cEwdBalBWXgiDiOMvjAy4VCFpIqeM2v+hynuNo3ZPq8iMtKpI/SBExvOWwHrIViZzy/PvX3bYzETB7NpaZ4qicRkmFfLzpEY1BPBEoJypOKV19S/Pf8OgAP68/wqN7wv5YfphYtv2t4E+UchXUch6SuohO0Sx8J5KTDSlhdCGyMxNxo+pVAWLj9SKMHw2duGR7WJefOc6fG0LiKd4ZbvLV/BWMLGlbpWFzKngt9wkpfcqQvWas9KkTZ3NQ+GuuWPAN8/42Hw23eam6x7Y6SR1ypHmOKWWSktRIR7utdd8RerChkz6Y8Z6n2ybv3PI8kjHE/EQPe3w6wkj6mrXE+5if6I2/qM1ZyF+ZXnMhLbopzasYYRINCYVi51sfyYCf8ZRIfgvcx9kJd8zlOvYw+3sylyLLa2OQPL6zzCVtXbJK9FBTWUVgowm72ytGEa9gv773ol1qnOMpF8EmuRMM5S1pXsmXBmd2ws6t03qYwwf/fuCr1LwEYTHNt3g8cIicYB3040FJ4TorvQ1yhC7Fnz6sVYawt+/OOfjdgWpP6TEz7BUUemvYMKpZQHxVIJdIyxUqnXhxjnWjBCGQZ6rBJ3w5nLKYx7J60tI2l73z0br0MfTHC9pWWaOljc1UhMf18n5x1s3hHZ0cvuiwkzjr0Kvibo598ob23HRJXmzeHEPE2+Dp1TBec1b1CicS34D3naqH98XzWoJoBVUjK04ovC3X2sn/I4+U7XBaKt+pjtDN85e6CTWidcbxTbC4U1dMBV0mGlUp9Nsq4L6VCvVpjb5Q4LVleCI6Xkl+/58fypCxSnw2Az9k7fKJ5fRYvC6T42hva+653dpn8xrGW08Iw6Av2Zslu2NBaX3eZEIHm+xHN+xC4GNUItEONFNbHNeoDa32Z5rvqF0+e9ol/ffqZFoaV9PXPEL4utrZEC3MtJjdGQt6Xj1jRoLApUjFFLIbfrSjYuIOvAd3z7xEfc+b50Qgx679x1T8Oo0+8u9rcQJBiI69G5loxrl86RyPVLK534XoG0XLBkpYixT7G6M+I2F+qCf2bDDr1TAHoh3fHj/k/5BkZGRkZGRkZGRkZGRkZ7wPyF/KMjIyMjIyMjIyMjIyMjPcBXzqSdeMQhZcXxdgJ11mGQxdizbyEB+YxN+CjIYbGzGLEppLGqVxdBLmRDGo7Zx2qkLMIizSeq/EP1nmJe5AGDWE8KsjN+72hD3E+zjoOe/951zm6zueoLUNL/phAFWVOXtqjEKr3+2sdpvMyfZhK5h3OivS+6MYoI1FKxELjVtpHQ+D/ohNllYT4Hy9psuN+BSm7PQygBCrEpgklEEFmlaLoLjrEbkAqwepCU3Sao0vHfunXd6dwnJwr1meC6vGAfGdH/2tntNue+vUjP6ZVgT0ucFJgNwXq6+/Rn4yXujCOy9vwb36H5DPqZd50t6jpZvLtz5k7s1iXxvlInNZ4CdKT4YSz/nQWV9abMkVDSGGRusHYIsnYr8I5RWcUwpokMQJSLFohO0rZpaiyiKkM6mCW1+SYMMqfKtklGWctO15Tb1GLdhLfpqlFy8vycZKqX4VBUjHQYhmQVHRoZ0bppZPIcL4NMkmEYPxd2wHkKF3yyyqUm0uvvEzJJtnQVTmTwk2Wvy7fVDhskND3QjEIRRNC9XZujEDz0tsxruIqtDAYNFu75Gl78/pB+YChXwlsEbgtcsfgEIP1/GYd6vK6hJWrsY87L4ON97w6LhEPvOTNWofpokR7btPxknXPc0LNz0eMvRGl8nL1yMHGeXl977zEsJS4w4DZ9ikipzsYusbQdy5FmEkpsDFOKMT6DK1FM5dgxjFPrUNywtkx7gzG54Efv3/GxOge3Ric9VakuH2pBKYf998CKsRlmsbMZacEC1CIlRRKYl7VDMomifJmGDDs+Dr5cT7UXvLSpUMbQWEktx957qi3Qd6vweggf905zMrvx/5UMJSOQcPFxvDz9zTP5Ia3xY0k0Tu3RzwZTnjQvIx9TpSLsQW7rmDfrziUSy7Uhkp23NDPeEV629Gx8BanY7XlRF5yLC94p7zFo9ZHBF02p5ihwlmJkBZrrpcpUoKUDcYpLocjStmyUi+2lkzjzCJ0iIOM9/9a7rmrH82eAwOKWnS8Jh9wxB6DTLJLgIohxTiC56uN9dx70vlrcKclvRx5zzLy5XSaQXBkO6RzKcqxUfKazFKGiJ6plF2F6Kb4ub8u/Ax7PcYBLc2AUd7WM5Vm7tyCM7fxxwVDJVrOzYY2xJ3FY3TVEnA5+GfuRXPy3OP+gcGVyFxQPtbxEO0qwfq37a8vO4k0i6+j7FuWCnaD59gYRWbc7D9lMlh7ZnFrV37LUqHX/jknSpnqqwhRKi+RvwhxgZ3FtIa2scHy6LDWjrFmk1tOMuE2I2Y2Tmtcio6EYIUJD+UCcMUYXyYXClGqWWyu6wziMKDXxUyKPpPFT6yjkV/HWDQxrs84b31UAk4rys6P42gvUdayrAZO9BPubAU3zzTLrV9HtYf6cw1cdHBSoZVgWCmm9GZ+x4b2VGHDtPMbln/3muKB8rmUb7mbDE6xdUu2dpniztQkdjH+dLZkO2zSumOEY+SwSrQ+klHuWao9l8rfY41ZsO9XDEONtTLJ1IUwKVZXKf/eOpnizzpbJWn6lAMHp55b+8DIjZVox/ox8OJ9/YBadAwhIjHxowv860hS9ciNGkMrCnTgvY07sDEtCkcfJObmOf8fVlek+dG2GCMiOyQlc9l6GWvRwHkxIvdF0vhu8n2vtgYkNCGmN3LkztUzfox2x3N79NzjqIVJEv+LYcN58+6+auf/kGdkZGRkZGRkZGRkZGRkvA/IX8gzMjIyMjIyMjIyMjIyMt4H5C/kGRkZGRkZGRkZGRkZGRnvA75kPOR21+M2xWyaMw7bxZgbiaqhu+iTr+9q5Fn09gg599EIKZLH53kecwh/+ZhM0yc6eRCjH8YcDM74CCDbWdpn3osmlfCxZVJgL/oUlZP2LdgshmDxVIWPwxBKUJ56D1h5e4G6UVN2xkePhR9nfaxLux2AGHUh0jZl8I0DiHUBRyXmqGBY+HgcpSX6rvfmiuhx7KyPPYre8hAJooyDQnqvea28L6uzcNFhno6xAHKhsaclzRJ2a0NXONrC73PVC+q9oDw3iE+c0372kvNPXPgIkOBBqrc96tU1rAuQgsMrFdsTlzx2AP/qqzX/T/N/5I3DyxinuVc+SJFm52ZDaysq2aKEYS33rMWerV0mj/jlcDTzj8fpU49O8pNLH29mjMYOFUIFP4/qUapHBtNu9DkWyVPUpXVNo8w6W6V1G6fSOKQwLNSeI305G0fjKo7lBff0Y2r8OuPvY7njyO0p3XP8wRMsXcvG+XNkhMAgk+dH4aMrpn4fH0GmUgSQQaZYIOUcS9vNIitiZJkN64brnp9eKHAGhZt9Fr1CBkEftnkQRfIxHbMP8yke25PkfWpclTySEVu75Fl/wsEssU7Rm5L28Bxf4AcM+uCwwdZmJVALdCcodtGY6uOx5JMQc9IM/t5VAlaF91cqAXXgihD/g5KUNyoOT1vM4P2GAE4KdOl5yvQWcxhQ6wK50MjAN9477uPTMJFTRPIlTu1lTgk4qeDNHbYzideVFigtsXbsvTF1pVkLXWMwg6UYJNb6eYYJxxal9JyIAMXYJ6Sc/z1bxlhINfom/e+eMvTtUIVE1Qq10D5iM0SjxVjK6JccGu8ztZ/1fuvYA0QuNOq4ot+oFJEFwUeM5cg2HLcO6QRVL1jvFPV2PMeyNf5YSYHcDohnLf3rPvJxKH2vjqZy/LuXFvwb97t52N2aRYS1rkq+YSlsOpbRz9j3FVJaVvUu+RcjHtsTALZiyVr4mLGtW1DLlg+Vb6Y+GbvuCKVbjClwRoMpwCps7+N/rOqpVs8ST0ZUYozgGdC+54etZv7nZfCZr+UYx6bEQC3bFNsTUcuW++Kx90aGy0FjWIa9VtjEgwrLiTlws+spJheYEVAbRy9hLyf9Ria8OPVO9lqxMS0rE56Zzs384uBjzvw5n/srrWR2T8T+Aksce+29ktHLfhAFrRjroTviGQOKB+ZWimLa2SVtOH/RR7o3Sw5mSTssvCfW+nW0h+fHzX1gsOs9xy2U5znjAA2dvwbTvV4qzHnra6tQg8XeGBG+x8ToI1elxLQT/7QFi0v9KlyIpI18I0vl6zI1+qiBxJvRQw6TKMZSoY9L+vMurdMaF3ox+B97tR8IPv5MFSEGd1UgC5M4y3QW0VvM4JDhBhFSUFRj1G6qIUvp484WGnFap1pYdAZRKopwvFJfjknEXOqjMem7lPoWhXnstgt9RiRyXWJOCrrSj6ktHL2CXkFhYbOXVI1k+Sxw55MO98bW+9nPO9RxiTqpxvoU6F5dcFj7/hqDdvy/P1zxP9mv4439fcD7sW+EKNmnw+ksCtfvjkEJQ2PGPjYy1XNlmGfwfCVU6m0xjWFc6UvvQe+WiW/Bc68xgU9MgRCGVX1+jR9hHpPrPe061ZJxnEu150hdzPprrOSeE+nj03QYT03LXfmMI7e/1gso1pNTbrttLlnZSWRk9Hg7O/rIr0RCNqKcrSN+XtuBle1n/TWM8HXkdB3x+WiEX7a0bsal0vlou8iNvZB0oX6E0Qt/R5wx4OvHad+hxpazGrK1FZfDhsYsUu+o3hZ0h/nxeRHyf8gzMjIyMjIyMjIyMjIyMt4H5C/kGRkZGRkZGRkZGRkZGRnvA75kJOvOOOxhSLJAALlQaGDY9jhjccahSkl3eV2ianqHtY6hsygtEdM/ZQQpjUL67Twn4gygWGkvO+/HiLX4eZIdlQpZekljlOpM520m0WdTWaXWIsiO/HsZZJUpCmOhYeEllT6qTCBLRR2kZrrukwxTr4skCVLHJTKsg0KBFCkOwmoQBuxyfhlJ6aWlJGlpkMR0NsUiUfuYCjqDeXSgD5J1L1uSlMCNNyqOX12xva14cM8vtzxIigbU0w5z3tE9HWWK7ZmX6NjugvK8pXr9GPfKinbpZUb7hT84H78DP8vXcG427IYNhezY2SWP+lsAaVoryyRx9KdZJQlfKdsURzaTIYXIslodWIRlt8OGy/aUoV+AVbhwPIa+YnASUbTo4kBd7Kj04bkxZtNppWxnUtCIhdqn8UYZUiVajtUlWgxs7ZJGVNyTT7jNOTDGUnToJClP24xyWHpKN5XiSy//CdPkRD7eC5VifGbjn8WiWXqhKJ2PrgAvJ4rLpu08R3rUC4UXytokUU8RaMj0umRgQNGiMSEcRmHQYqCZWA2eDCc86W5hJ7Itc+V124zn94MKJ0EG10I8PFYHafnbBy9RN26MJ0wxPsHoosJCUca9ULjDgOsMal1Qn5SYxy1K+2NbLhTLl5YUNyrkupzJLNM2DgN22yf+1Eoi7y5n8k894UZ2A8N5S3/epchIqQRKC0DirEOXPkIowvYWM1gvzdQSxRhPBiG2UosUfQZQLDXFcYm+UadjYQ8mydXjs2SUWlps7yXrzvhoS4gydNJrANsZL9+PsZRBujw0BrXzcveis9S/esmXP6p57STEs6wEuyPHoIOUFrDSUe8FMsS4yYNBNgZ6C4cB96yF04ph4fetqS1v3jS8tdJ8St5FW5Ok33oSm7PRFygxcJBeutzbgr73fGSHCictF9u7XAiL1i331p+dyckbV7K1c0nnG919Prf7kF+HVQhh/UV5CD4KaaHwzwgdNPjb7ohC9tys30ly0SmmUTRRrl5PxmHQVKLlRF7OpsdYtlfcEwrrj/9VPoso6FnZnpNumEnVAXrpY8t6KVIc2qWsOJNLWka5uMKk+LS9qNjrihvCW8lOBv9Ma5S39ExtPjvtx1Qbh42xPz6hEGlJEU2NEnRS0EiFFQKFZeXaJMfcUzGgWItDOs/xmJ0F6e1ld/zcmLsoy7Rt/dzj84FBrGWiTQc815US8+iQ+DBGNEbLjK/t3CwiMSJa7HxMrkz3upA+6rZYaVTt60GhROKIuN5pfBqMxbxUBYIQdRasiQRJeKxtu4PBDD7yUUpBGeg7OBqS7BxAVWqUniuBUOO4XZhme5v2ozzy17bnNz3GsIUfjPX5XBOIUnnLI3jb4+R4Jen+JEI3ngPXGVxn6c87bGfCceqoF5r7D/w1efdOzeFU8PSWoewEi71kcQEq2izO2vG8HQbEtkc8Ovgx3fXXf7cSdKXlyYnhk6eS/yy+jNZVtElubsL76rm1WbQWTqNx43KVPqTXfl7tI8dkRyW7tI1H7V0u9ze8XN1J3FBAX4M0iRulbilLXwO2w4JCdZT6clbHwmhBMU7PastlqCEHNDgflXssg3w9huw5uCXPeMk9fa7VcWonVBhq17M0A2oiFY+xjlPZusRhhL+Km4mlZhorGeXrnfTzbZznxyg3h3k9aoRACW/tks5L0+M4CuvtQI2SdELOasmF8/fJpVCJH1fiwJnYMNj5c+VRv+GsvZksp9PzC95SMLzLGjL/hzwjIyMjIyMjIyMjIyMj431A/kKekZGRkZGRkZGRkZGRkfE+4EtHst5Z0AKCVBsAJVDhdRck07KQqCp0LGyN70SphJcRSUHsRB5lNNZ4GXu7N+hSpq6UUfIoC4kqJDZ2u1QCYQWmG/VtQtogBfLSSnNFWt9d9r4b8eDoO0vTOMpSUAZ5aJQbKS1w1tEFKY7qXeqqKcp5R06x0MhjRR2mu9htPnRVT10sFyp1To5yVNlZQGILgS0E3Y3QFdmrkdEHhbCOYSExJZi4+B7KJ6MdQIRunSiBitL60JXUH1yH3A64uyVlH/a1893d2fWIUlLfW6LXBf3F9Y6Sdtvhlkd+TINIEr4H5ZITLnm5eMBK7tnZJRfDJnXGLGQXpCc6dKPUSZ7ezjqrezln7JaJhJX2cseNvkhdg9f6klJ2mPox+37Ndu+l8a5dpt99u6QvVjTVjk0d5JdhHH5b1yVv/tCZIJ83qYNmnA5ecjRMJKe1aGlcySNxDMANcYnCJlmOxnDk9qxcmzpiRglS7IIep6Xul8J3G76QNRdiSUXPxnkZ1qXwUp1zlhyzZ+laDJKdLGmkpnBmtg3lXJIOTbtr+l6b/nrZCS9Fm8roIzo0rSgYkEmqnqRW+O7yD+wtzu3R7FjFTvW9KemHmr5dJauF6+fdlz+IkIPvwg1Q7Jy/N6cS3M7OO94eBlxnccb6hAqAo3KUc9YaUfrrRy40699VUj86JJkmBHvOQs/v+YkcXS403KghSMAxNiU2QGDimOgAXooNSR4Onn+XSz3rjD7t0Gs7Q3fwNiBr3Uy6nrYTZjeDQ+FtQGpdJCuPO4zd0Z0xDOfdTLJuGoOzjr4dx2V7i6pVshSpY3/9icMQ5K4GNeniLiaSeaEE9BZx1lGG7sylFKyKyfytSdL/2Ck42Q7AWwE6g/zwUbIgPTkeeLSQ/KK+z2N7wtYuqUXLud0wOM9VxukkBV/rS06KM/ZmyaX0fNKZmr6vsEMFtmAA3tnf56I/Sdx4WjzjWF0mGftb/V0etXco5PhsaNsNbneMiPcgeGkmYK1ECEWhvVz9SF96iSUjT8YxKjF2Uo+d4iOO5QUn8hKNl2PWdLwknrKxoRaI3dSdo3bj8yV2SK/dwO1moBrACi/D7NXYBT0uaxzsleaR2vAU39G+ZtzXHTUXKFaioaJHYXmqVv4zWVK7PvGjFYLC2VmH9UYJSuslmL0UXCrh55vY5pSD0lkuZEkjihm3Agzh/Ym85K3+Hs/609CFed7NOaWFdEvf/T7CNHyg0Vt//1xJz4nyahul1BP7oTmM15tahOdbkJ3LUiXOkCUUaFS4f8eaU6SO6le3Od0OMKsXifbMIPEezv195kKiBfhkCSkFRSmp6iCbD7UrzPnGWZ/6IMthxp0qcLeqzWRfJOVt/8yfJmZMx81ugGg1mnSITxw/gVwXPsVjpRGNgYsuWaH88hKn3ERO72tJZywi2CP1E0EtK24PCtWB3hnUgybZJ+P64jl0WOgEcuGQk2SmpnJsK8enixsMTlGJltvFYwB2dsnOLJNc3XdVH55fv5mS3hb+fhIS08du3CWF7FjrS5YTGXk7kcBvlk9ph5q2OYZ2ibAKJ2WqVaxVPj+n3FPphpW+pJJdqkUjIj+Wsk1Sa2BWQ07l6kCy9dwU56xoaEWBcjalTaTdE742q13PSe87oRshAkeG703XuqlrnqoVF/jnjE+z8Nu7EEsaClY0VIHDtTNcyPoaP8btw5iCYbEYHCUWIwT72NEdmerPOH8jSvaiSvszXOHJtdjzpr3L0+F0Nl1KQz8UmGDfus6PO94N8n/IMzIyMjIyMjIyMjIyMjLeB+Qv5BkZGRkZGRkZGRkZGRkZ7wPe8xfyf/tv/y3f+q3fytd//dfz5ptvAvCP//E/5md/9mc/b4PLyMjI+GJE5seMjIyMFyNzZEZGRsaI9+Qh/8mf/En+zJ/5M3zLt3wLv/ALv0Dbeq3/+fk5P/RDP8S/+lf/6vM6yM8HhBJjVELwqQgkKIEOnpfoI4+xOM46rPE+8ujvmXl1ANc7hBSocCTFC/7EIcNyTo4eQhv8PLpWREvZ1Bc09ZmDjwraAPJioCi91xF8TI8ZfNTaMHgvuZDi2lhcZ7wXzzjvpV8zi5eIPiAOAy68V6qGVThuhcQVo49cDgInBTbsuy3mvhDVOpwUdCERxZTQn2hU5z2qopCARr28QkVvUimDX9VC8B+tnjgWF36cwjhUZ+GoREqBXJfwYDePsyslxb0V8uUVh2OFkz727MHx6Al8WT5hpQ48FDc5sxsuhk3y0VyNHVPierRDjDvrzegpP6meJE9R6yr2Zkklu9k6jFO4aGZXvTfeW+X9kaag35/wtPX+wSL4yWt1mCw/v2WnY4teo0qPMT6DUyBgcIa1PKDx+7Z1/prfskBjWIkDGovCsHA9tR2u+HLGiLE4vQnRE58Rdxic90BqDDtq3uHEe9InHp2nQtGKInmDtDN0IeaiFAMdmgux9BETNMlvDvBQrtP0WYQapHiMaZQQeO/4uVtx5jbjsQBq2bKzAzu7ZG+W9LbkYncbANdXyavqL5wS0V7xDf4X8MXIj7KzSD257q2/14ie5/OW4Wk7cqeSiVOdMfDogFLC+/0CxK2F9/GFeEO1LrBPQxxZqZAL5e/flYZSeX4+DCTzunGIUuI6EHHaYeKN7v1r82Dv/X8TDrjquZaFTFGPUx+5UCWrxtCc9+hKjj02rngovS89HJoQtWO3nrTtYcCEeDbbGdqzbhZvZntL31q6xmAtmKFH7QZ0KVmE8ap1MfOems4iw7hh9GvKUnpfZWehBsIY3LPWR1uuCs+d1vmYSiVG332I9Yn+S3Wjxqw1T+749587kvxKeY9PmlfY2RVbu+RxdwvjVIpwrELco3/dcTFs2A3rFPe4UhdQhpifwI2F6qjV2IfhYtjwdvMyzbCYxcRE3u26JW4/8Y/rPsX6gI9Wk9KyKc9nnkfj1CzqzE/znvchRFauwn58uPwsJ+IS8H7FO+IZt+wW6a48c51BOodi7HFxswsRnD2Ex3n6bR0pgswIQaMkb+sNT8Um+RENiidujMGJnBx7Y1QTf/leVLSiYGMbCmcwSIyQGGmo7Xi/7rSiF3IW+dNNDkUv1Kw3xyBU4s8dNQ/sTRpXMjjNDfWMnVmyHTapt4axBe3hyPsiRbwRVMpWi9F67xZfbBzpdv0Y6XgFcqExwacde/ak5WLPhi7ynky+aq0KzGHAmavPFzve62H+aV0YY3JtN4/WdSE2jW2sd32fj2HbYzu/ziJE1A6dTb7xiGm9KAvpfexq7Ic09Y/79yL52yP3wdiPyDIkDkdJBOCMGf3fAEom37gLsZpu4iN3XegEswhctirGniFxrKVC3lDJzy8X2p+rYozbLR40FKF+Tb2LQp0vlEAYhyhNGrtcaNS9Jf2RP16HteNsbfjMuuScJRrj+2uwSePwXuwxHjJO879DvJjsKGTn41SHxcy/7fsBdWhheNzdojELpDCzSFYlDMaUvv+QtKQrQIfrzklst6S1BcWyD/xnkg/8Oj+q2e+LYUMlO+4UjzmWF2mZE3nJTeHfV96lzoBkLyoUFu1MqstKZzgxDbWxsz4WMPq7Ixqh+Zy6wY7ax9KGdTQUPHG+z0/kx5aSlfDPgZXwdeBAqCmdv/+6yVfakoHaDr5nkdJ0aErmdW0vFBKb+mpMeRE8V5+7FY/dCY3zXLiSe3bSe933ZsnBLOlNSbM/vc6PAFYimzXvBu/pP+Q/+IM/yEc/+lF+7Md+jKIYC7Bv+IZv4Od//uffyyozMjIyPhDI/JiRkZHxYmSOzMjIyJjjPX0h//jHP84f+kN/6Nr04+Njzs7O/lvHlJGRkfFFi8yPGRkZGS9G5siMjIyMOd6TZP3evXt84hOf4Mu+7Mtm03/2Z3+WD3/4w5+PcX3e0V90UNU+7itFbMkU21PcX+GMpT/vkjyoOilRu+tyZVGPMh5dW4YQa2N6h7NgcekvHV6WPomjUV7KWKz0TPoOPu4C82Lpl1CCaq1x1svky0WIeElySL9s39kgRZLsH+zT/uuVjzOznUGWPnJHJBm/GyOM1oWXf3ZmPh4p5n/CsQ4BCBskTdarfPuVQA4C2TuGMqnagnRdUDztEbvBx4gUCtZFksIjBaLrvJSps4jOUlz0szgMd1phlxrWGrkd0MYiS5UkU2pdII9LulcXHNawWxveOTH8/NrLkp+ySdIdLQaemFM6W1FO5I8Hs8Q6RWdLjFIs1T7EWIwSpN6UdKbGmAIhLDs1xpRpYViqPSu556Z+xi15xse713lyuDs/qV2N3ntpjq0a7PIMqUNMiZNcHG5yKSx1sWNZbCfypvl1OZU+XQwb9sJLao7UBcfqglp0DCgaVyU5O3hZ94ACB6/zgFPrrxcrBN3kZEe5I3ip+ufETR7am+GE+F9bvAyzcWNMR9zWidhS0TOg2FNR0WOE5DzEXLSuRAuT5JrnLL3McxJjpDG0wsdfDCiGoLGLMqcol39svbzoqkxrQLGzK87NJsXcRTlYVXn5atMt4LBEmhIxFKi+YGgu+K/BFyM/zmB9JKF41uIuOhze2iJKiTsEOWJnUsyNjLE/D/ao+95ukeSChQQsYqFRSo5RYVHKeRh8hGRvUyyOizLsaEGJEsRJrM/sN2PEUJSKy/BPN6EEaqH9T+A1M5GVyoWmuuWlwlNZe4QzFtt5jleVtx6phU4xknEcNkTA2W60IsXfQ2sZOm8rGgZH24CUUJQySUhj5I7tLN1lj+m9ZD1GcEakiDjjUJPl3GFI+0fv4GBw552XcaooK7WIKJktJd1XHvHkvuPfvea38XH1Ev/j9g+zG7wMM/Kbkj2NWoTT6WN57hSP0cKwF0tWeksXpM12Ij8vii2l7NjoC550tzhvx6iYYfC8iZPewmMV9OE89DUi3Lsu2kfCvAB6ccHN1duUsmVvvO0EvIR+au25DJLrQnYs1J4jfclN5SMlG1fy2J1wS57xKo9Y2UlkZJA0pkjGQHCrwbAcHDI6KsQkYidcioUZp71Z17wtTwPHBnm4W9Aw2pzARzEeix0rnh8d1qJp5dpHUboW5RyN1Mky9LzIn0bqmfQyykk7NG+LGzy2J9e2MzjNzi55p7/FRX/Cvl/hJhJXXR4YdjUM9YwfAexh+9yxvwhfbBzpOovrjLf4ldLXQs0ov1bH/plnDwND4K9kf5nIzW1nkWWUcQuUKnxEmRLI0p/HaS3mpeZemvw82Xr8fVVObjszj3fsLRKZohRj7Rj5xVlvy4zbGBqDBXQhvb1yEts73UYcS3weXDtuxkIHoiRVxbP5osz+qlQ9RTZeiTY1FvO0wR7itm2KV4tj85FvkjTSGM+50Ihaj9F18fj0wSKw0Dhl03eE7iMbzkO59sn7PW+sCv4Vv5fz7sjbYBhjcC+HIxqzoJBdqiO1MCkGDea2RfBRWZJx/5ph4X/0YiYlL4LtsZQdZ+0N+sNRkkMLqxCmSNxpiwaxOmex8Dx32R0jpRljcNUhRZ11tkp1YxxzJTuWak9jSwZ3yrG64BX5TpKKg5dxT+XlBgkCTo2vHTfDKAuPEZAmxeWSpr+lj3nb3ZjJ6GNEbeOq9Hot9hyLLTU9KhyvaRzZjpqnYp1i0aJNci8qLtVoDYrrTxL4EI8LpDi1PRUP3SnbEPOZlnMq8ePT4ZTL8Izc9+t0ropqR7+9iehWCFMge39tqKHAHi55N3hP/yH/9m//dr7ru76Lj33sYwgheOutt/gn/+Sf8D3f8z1853d+53tZZUZGRsYHApkfMzIyMl6MzJEZGRkZc7yn/5D/1b/6V7HW8kf+yB9hv9/zh/7QH6KqKr7ne76HP//n//zne4wZGRkZXzTI/JiRkZHxYmSOzMjIyJjjPX0hF0Lw1/7aX+N7v/d7+cQnPsF2u+Wrv/qrWa/fXSe59wPDfkCUEnV7MUpWABGav4pSUX5oA5+9xAQ5jFACDQxBtn61W2+E3PYMjUEWoxQnStqlEuiVRq+LIGuMncDVKLMMUvMoV5hux8MvqxbadxBfdn57k/2IHXwBtBboUlKtdeoYr1fFpCOmxXYG202l9LFDsUWuC0SUoS5UkJ3iJeo9iDZsSM4lWWKhMJXvum41OClol46mnhwXK1lIL03FOCjwnThjm9pnLeaNbZBaCsy2D5LQIAW/UaMWGrtUmFqiAfnyCnVUopog/1ECd2/J9qbgwZ2eJ2vHW4sydWK84by8rheKT/ISAHerh0le/U5/a9b5cqn2aGHYmWWSIO0Gf62XqqEPnS933RG7zsvPhTCsywuq+i3W4sBje8KA5qR+zBPjZX7m2UtUFzdw0uKkwVoJpsB2Xi7jihaleqQ0dKZO8tFlsU0NX6cdj5UYUhf2ZegmfKwu0RgGp6hFx4m4pBKjZLd1vnPlq/YxZZD6xK7CUymkwrETBW/IWzx0pwx2pI4BFSQ9Xh6k8V09T8Qlq3CDTWXlUSbfUszlSk6NEvrn4MxtaKyXot8SZ2hhaFzJ58zdsC9VWo8Whkq07OySt7u74ZxtKORoKwDY9yvadoMzYX+GMlkInPLzle1c9vRfwhcjP4repftaRLngukD0Fhc6iMtSMQS591SuGDuu284gHvnzLRbeHsNMZjnpYB1fK5lknzHxYdqFV8Tu67X2y/QWG8ZgzltcZzFBJhqtPMVxiQqdjFPX9XJMyZglZSiBWhfow5A6sE+53fOkTdwplEQfl172HSWPaggcKJElVMclzrq0DWcd2kqsdSjtOxsLKShKSXXqr1m50L5ze+f3wwyOobNUgWNtOI4SOZHn27ms/7TCVQp3o8RWCqu9jUjGzsF7489nIelvFDx8zfK/vOL4ZfUhAP5T9xUoYfjK1ccZnOJz7X0a44/1KJtsqWRL4youem/78IfxekKFEoaNvuCsP+XJ5X1c5+8jeTgCKxHSYlVIoWhXFIfAe9JidOhgXzVY2YBViMpzmtYNjVmkbUTJ4FQe2ttylIYGPphadYDUObilQGGpXZ+6qk+hnKM2Fumgl+mxh3KjRLwP759WigsV5PtITt2WZ2LNztUzqXqUTa7FgSN2IeFi3uEdvBw09JlmJ/z+lWLeKTg4xjiIIs0zlW62ouAtdzM8gyYS9DCGc3vEW91dtsNm1tG5kD27xp8T2y29bWAoUCEFZIriA86RzjjcYfB8FO04K4kwzkvZw/1Z3F5420o31pBRVh7XYzszdjAPteS0S7lfbtIBXImZRSZ2I/e8S/o88U243yNPxPUAKbWhvlGl6dGSM4WQItlz1IIkoZfT7Uz2y++Dtw6qY3+di1J5zn5Od/Yp7GGYSe9ndiAlIVgUhXGILnZkj9YpbwFwnfHPEjNgD8ZbcwKPxwQOdVz5mnlVYTYaW04SgxqLvOy9RF5JzL2aZy/BJ172PPSp9YJPyJdY2wNfVr7N4BSP3Qlv9r622IslR8UZlWxTssPlsEkctFD7wFXBohSk4oXs2Pf+mm/aNc4W7Ic7/jgVLVV1iSr8uTlrb3BojlMKjDpsUH2BKfrR2hP8NF2/ROuGQvZYq7Dhvu9NmSTscsLVMQ0o1o3gu4nfkmeAl4jXwU64pJ2l55QMnJiGInwB8Zwo5vWjc3RS8KjwfPJYHDGgqETHEGw8U6sjeH46EZcci12Sqk/RUsztQNQY+mspSREXrFKndIBjdmgMDQW/Zu+wtctrXei1MKmG3A2b2TEDbzs4NBuGbjHyY3OdH3VfXZv2PLynL+QRZVny1V/91f8tq8jIyMj4QCLzY0ZGRsaLkTkyIyMjw+NdfyH/k3/yT77rlf6zf/bP3tNgMjIyMr4YkfkxIyMj48XIHJmRkZHxYrzrpm7Hx8fp5+joiJ/5mZ/h537u59Ln//E//kd+5md+huPj49+SgWZkZGT8dkXmx4yMjIwXI3NkRkZGxovxrv9D/hM/8RPp9V/5K3+Fb/7mb+ajH/0oKnhdjDH8uT/35zg6Ovr8j/LzhObNHYtSeR85eG/0SkMzehjL+2vaz/oW9dE3WSg5i9WB0UMpS5X8ihHR9zOd388rvddx4i2M86haIerRbyRLdcVrM/rY1UKnSB0AXSuq3lIBqpCUm4LyRoVaFyn6wqQoIUvzpKXdDSxOyuQxL47LFP0gXl7haoXsLXapsSEiQwzeayOetWC9j8kdhhQvoe8ukccFHGlU6xDWodYSGfazKx1D6WhvF1SAOAP3rJl5Tc2jA8N5m3ypXPEbuc5g39iiLkrUzZrDKxXiRKMPFWIYPbDdiT8ng3KclZIH6piTEOl1MrQoBzulGJTipnqGFgM7O3o/jFO0wwIpDWd4DxCQ4n0AeltgTEl/OEIULUerR6y096eXsqWzFW81L/OJy9+JsQVCGLpuiQtZGkcPX0FYidEDh805ttp7f1CI93HdgkFUmKJF6xYpDcYWXLanKRZoXV5wErxL4L1AN9Wz5JeMnuy1OMz849EP9Lp7h5XpMeEsls6yHKyP1gnXTqMkO1lwLr3/x/tuquTHaWyFFgYd/OxTr7qe+CIrujQm/370+7SuvOYdr0U3iwLauqWPbrMVnzH32Zu550cLQyVbLoYN7+zv03VLquqSSvt1WKtohgXGFv48RN+4nWxXGpwy1JfHSKOwymDtfzmy4oueH+3IUy72hAA4KmHbB4+eQAd/YP+0DTwlZx7HGMMlSWl4s4ie6A+XC5384Smexzj/fur9Mw4Og/f2GZe8nPHzKb+68LntLMXtGG0pJvNaBD72sX3sr4niMIR9GCN5phE+Jmxj9DgS+Gr8W7ZcaDQhGin4KJ1x6ZkhC4lqDEoLzOD94VKCkKAWE6/oQuGZEdRF76OKgudT1T6mUoWIn8SLk9glV0hcITALxf5UsD2ynK8Ni9avY70r6EqHlY7Hxz2Pl4L/tXyFTxvfR+PcbPiq+td5Tb3NE3dMJVre7u/R2jLdp5VsWck9O+v7aUSvdvzcOIW1ikJ1LIozzvpTHj7+Cqb5l7ZoQHeIZkW5PUEOBWoo0vE0uqdslt4f2Szp6j3D0RPKynOrFJbelDT9ym9LN9Ta9y7Y93P/3rLYcbN8zEruGZxiZz2HvVa8yV3xDIVhQPJMrEHALXfByo49NgySXiik66iNo5ci8aJ0jto4CutolZ/eifG6MEJgkCgMlegSX645JB6OUT0AlevTNocQr6mwLGlThJmP6lEsaa/EnQlaUWBQNBR8yt7ksTkJ6xvrE8XAU3PK283L6VhVuknnrzclu+YY2679OYu44lGtdhuElbiUAff8yLYpvqg5MvSEsOet9yHH+KyjEp41ybeNkpS3F7QhbvZazwq87xmGWRzhVUROGqPTph5yM1vOGV/zXI1FG9elwjZHTGtMtQCh+jQvgKp9fwq1UIhJ/QshQhgwnY9mlIWcjTdGwLFQidMBHz/WGVxH6iHiOos9mMSblIQ8wdjjY3LcaolaafT9depVYre99+QDYjH626d9hyA+b0J0ZmMQS9/vCODsJYkaFGVTIK2nqcsTy8V64HHg56dyzQN7k/vyHV5xT+jQrGTDmfTxV62+pBJtiEKD1pazPhZ2El827X9x2R2zv7g3npfyQLG4QEpD31c0+1Oa9pVwAEIfE6so9hsWl/4PV33V0hw/9fNUOxAWYwqMKWidROkWHWogKSxdiEgTwrAsdrP60ThFJVru6secyMvU8wdXEgv9ih6NQWFZ2S7FQ74IRohUQ0YeU8G7Heu+IXjrY1+LWrSsxYEVTfKPR54EHwWpMCF+bew7NO1BVOHrz8r1iU+nn3+6f5lze5TOEUAlWi7MEW/t/THv+iVlsadQHdYqHxfXLxma0OvCjM8tf4D9dR3PTYTrXxxnPVv8Xc11BT/+4z/O93zP9yQiBVBK8Zf+0l/ix3/8x9/LKjMyMjI+EMj8mJGRkfFiZI7MyMjImOM9fSEfhoFf/dVfvTb9V3/1V7H2+l/7MjIyMr5UkPkxIyMj48XIHJmRkZExx3vqsv5t3/Zt/Nk/+2f55Cc/ye/7fb8PgI997GP87b/9t/m2b/u2z+sAP1+Q2ku9zXnnJX+AWBdeTlNKH+3TWTAWtfYyhBjxE2VHtvcyHtu4FDkmGpNkhUmCbh0i5KE46zA7y7Dz0TimszjrKJZ6XE66UYoepEV6XSDXo+wyRV0sNIWxiDd3c1lSIbG9nchIZZBaernHEKQ9AKa3mMHhrEtxPipIeuRCQyFxMeps+iebmPfSGFyUixqLiBFDS82wUjRrqKRA2LncfFCOi42lKwUnsqAG3MM9ZjtKvtpHB/rdgO0tprc4C+uXF5Q3vMxGRslmrWlertieOKQFvRQUXZC+aehqx9NTw74kRS3IIJ9upKJ0ljO1oBYdr6iHbN2SJ/bUH3vhYyGKEMkzlWVGaZ8VBikszeHIy1Z0z645oS+8zK/WB1b6klLC1kkvkd6eovdHM6mR0T1D1eBCzM8MIsi6+oq+r0AadHlAqZ5C+vmVMEm6fUM/437xcBbvMzhNLVrqIBePMWcv2WcArGyPco7C2SS/jIivG+UjdwySFQ2DkGzdkibEDBl0ivq4px+z5pC2VYsdAEduj8JikFRiYE/FgBrj0ETDztVoYbjBJRt3YE+VJE4DkhNxyS+3X85b+1fT+VgW2yQBOz97BXHY4MoGCh+V1HSLJHoXzQphCpzqcYsgQzcFsl0h23B92fnfKKVRyPbdRVZEfDHyIzDe84DobZKxi9MKEWTckRtljEWMy5q5JMucd0nuDYHPJtYeewhhJUriwjXgJYVXxtQZzy9BNs5z5J3OuBR1FseofkeQjCkBnUU83GO3PSgfhxNjfmQxADpxbJRmTi1HzjhvEerB9pbSWEQcb5h3um9ioXGHARXWpbc95jBQbHv63UC/D9NrlZaT6zLxfWkci22HPfgIn3hskszfWOxhoH/apvEulEQpgVgViKOChSzYHkFbONoQm/Po2PC5teYtfcKv2Nc4sxt23ZKP777CnxOrME7zprqXOKSS7SxOUQvDEMqGjb5In0UrT29GmfNFf8LTZ69BV3spX9mEfQlZo0VLV++SdL3eeRlgtfd83S73GN1j6h2onq71nws5cqWUlq5f0oTPlBrC745KN6z0JcZpdnbJTX3Gff0A8LLxc7dK+xSxEzUqxB3eYMtxsDmd6Qo01HZAMV7rey2QzmHFaPnB+jH0SqUYspoexJaraCmpGNjYJj2fLBIT5JmFMyjnMEKkdZ3aPbU1NDLEvQkFTjIIyX/sv5I3uvszG8GRvmRvlry1f4WmXSOlRYjxPrrsljhb4NolDHMJpgznUwwFwoQYuQlHqj7MPwz81+CLjSOH8xaxWfn7r7OgDATpq1hoXOefr9HaU9yokk1wCs8nNsUpwlw+HucxB4NagO2CXSbEMvrPx7jDma0xvk72mtEOpAO3xHlkqRJ/RTvONN7RdiLUjBZZkmw8zrjEnba3UCnkFdVughT+J1oSaxCdQeyG8dmhHHKhAIVcl4hYu0a5uRKhHhWYWmLqEnVcoEJcpHrcMDzYJauRPQzYEIXZh7hi21tWr6woAKUkFAbRO6LqeLsK98IxHCrLtnY8XkjOdMVT5Tni583vZGdX1KL196zoOHdr6iD1vsEzDJpzM9YKtTrMLI7GqRR3Bp4r9xf3PD8ClA3OaJzqAUNZ7jFqIF5FYndCuT1BdxVFW6X6sV/sU3wkfY1jbh8xQ+VjuQAhLUq3qYas1YF2MsYb+hn39cOZ5THKyGP84lM2KGF4yT1DYT33OVCBAws7RuYaIbzNR2gsMkXrrmjZCR8FOaC83dHBWni+rYOlZ0fNETuO3GEWC1nR04oixa8NQrEPdq9b7sKvww40Uvsa0vla+Ze6j/BW87K/LpxCCsNaX3IwSx5d3scejqFoEOE5gpPsu4WP3TxsEFHeXozHWAwFsq8TFwrrrY66n9wY/bv7qv2evpD/vb/397h37x4//MM/zNtvvw3ASy+9xPd+7/fyl//yX34vq8zIyMj4QCDzY0ZGRsaLkTkyIyMjY4739IVcSsn3fd/38X3f931cXPi/Rvy2bMSRkZGR8QVG5seMjIyMFyNzZEZGRsYc7+kL+RSZRDMyMjKej8yPGRkZGS9G5siMjIyM9/iF/PXXX0cI8cLPP/WpT73nAf1WIXpqzGHAvem9XMXtRfJmTxG9OjGmDEjemTGyLOx/DyLEP6TtSJFiyUa/DSlibGgMQ2PSe9tbhBSsXtGohY/MkQudPIXgEwdc5z3ilBq10GlsKYKtkN6/riT69sIvHz1DC+39mEqiFpricUN9q04xRnKhQ8yYhLMWWSjY9d67WAeP+Eoj+hBdEfycrrOg/L7Ks47COvROIrcDSIHsS+qt9yVtSsnlicVK2B85hC2o7DH6SYMNMRbyvEM2hn5v2Z71CCkoL8aoOLXtUYsWfaNCftmSei/oSxhKh5PXr8l9AXtR0VLwG/IOADvh/TRb573XW7vkiTnlYvARFtF/1wS/SCE7StlRynYSD6E5Eyew8dEIZqgwpqDD+x+tkzSD345zCq1b+sUl1pTsKu8/ccJ4v7PqEUWLVj3GFM+P43ISjGRoFNRbivJitp8rteem9r7wwelJBFmbois0hmOxo6LnqfQGqka03DR7Nr1BhtvACuilwIR7vDaW+/aCp3rBp+RdGldyIi6ptT8Wj80praswaN4c7nFTPeO+fIcVTfKID0KBg5KBhe1ZipZLsaDFX+MKw5HYs3RjnM+Slk/iI5l+qf9yGufj1Sp94LI9Zb+7w257A2FjRJCHaFaooWBxeYTuC4bC3yfb0yc4ZdBtjdie4OT1uA5hFbqrqPZLitbfG0P7m8d6XMUXJT9e9oj1xAdtHBwM9Cb1rnDn3eienUQSRq/i1FMep9sQBdY+Gj2Q4DlLrwuK24uRdyK3TqNrDoP3fkOKjIw+x7gNtVDIUs16bsSx2aVGMiBKhe0a6AzmMCRedsZR9Da9NoGLVdiGLEKsmw0e886mXiOxwYZYaCglrArvd1QC0ZjkIVfgt9F577c7DNjOzLzn0c9JKT1vLhTSOO9Xjcc7fBZjOm23T8+Z7tEBtfV8rdYF5e0F6+MjQLNd+vnfPnb0QnLBEi0GWlfxufY+l/sbftPlnkftHQrZsVB7qhDTM409w1a0tvS+7GFNITtOijM22vORKXwviYNZ8mTn712xOgdAF4Hjp/ddtaVVPf0kPkZYidU9Vlps1eDqHbLcJ394fziCdgnSYqvd6PcDQssUCt2w0luUMAxOsVR7KtHSOO8z9F54xZndpD4bJ/LSxyqGed7kDifiklfFI5bOc52VMsX8rFyf+mwoFyLRpEp9L2o7cEtseSzX7KhTRGMluhQ7uaRFO0MnFLXzcZMlPcxLEmpruTM0SOf5GXzsGsCD8th7XPsVg1NoYdgOG84PtwD49P7EP2NCJM/QFYjDhmLvn3flUOCkpV9d4oRBOIVsa3Q3753hpMVJg+5qysOCar9Ahl45ffvuYn0ivtg40jTG11+l8v7mzqTX094WbhKH60qbarPo9TZXONL2FmEFZtKLCELvoWuRjBOemvTnSLVR5JKwLR+RGGMVZYiYDMdcyRQD5oI/3RwM5jDem2qhkaF3hQpxks5YdHjeGikoVr4WnUa72a3nDRnGLEoFtYJ14TkMUr3sOumb/ijheTT54KO/XkLj3cuiV5iVwpQCTkPdWkhfR4e+RnbbY0K/pG4bPOTWUZ532M6injY+pvKio7p7E4AjLWlqx3ZpfM+N8Bg0QvAI34vkyeD7C32mvw8E/pjEZTWuSr18jFN0tmLfr1MfolodUGJIPOo/XyGrLS701HBGz7jMOYWUBhnqLFs2/h6Vhna5xSmDLTw/isLPI2SPHSoI0WZIg6NPtaSzisFKRGWpqkPaVqxrV3I/iwZLfIlhzT69HlB8TtxipXw/opUb+yX0Uvi0u0AJhXVsXMdeaR6pUGMjOWZPLXoeulO2ztfNZ85/vmbPTXERYs9siI+0qTYs6KldTyNC3xU3cNteJk6MUNbySXWX/9R/JEVeluG5dtkds93f4smlf/7FelB0NarxvQMWl8eoQWP0wP7kKU4aZF9S7Pw4xZWeQwBqKKj2S6q9P3bSStr+3dWQ7+kL+Xd/93fP3vd9zy/8wi/wUz/1U3zv937ve1llRkZGxgcCmR8zMjIyXozMkRkZGRlzvKcv5N/1Xd/13On/4B/8A37u537uv2lAGRkZGV/MyPyYkZGR8WJkjszIyMiY47/ZQz7FH/tjf4zv//7v5yd+4ic+n6v9vKB92jEk2RDht6E4LpNMxoW4hFEKNI+X0LWiu+wxvcNGqZoWqEJi+yCfRM4igExv6RqLGSzWeinSMPjP10c6rEMipGPY9hTHpZdUfvYyRVVEqZAsVZIQmcPAsPMykRil5sfspfXFcekl6kEmakP0jj4u0euChRIUtxeo4yBLUyJEC1modZIWpc8CXCERpzVpSnNFpvqs9fL6iw5xVCI3GidDtJoU6EEgLahB4CR0t0vkSYG65+Uky5fXcNFhnjYsfsPLIKeyrWg9kMcVqnOUe4Gw8OyWl8JDiFdbWrYVvFl72XhFzw4v4zlzGxpXsrMrtnZJa0v2ZkkXYrx6W7LrjjCm4GjxhFJ2XvIoW1YyyHaE4YZ+xtPilLP+hPPDLYwZbydjSgYnsWFQdqjgsMEuzygWfr+W1QWF7LBB+mScoh1qTIiacWF555SXsVuFrrdo3bDvvaSmkCUvL9/g5eKBlxI5LzcKgqVZpI8WhoYChUlS8mdizSN9zG11zofayySJNBM5oRE+Kq5whtfcO3xO3OSJO+bMbsZLhAGDpgpxGeduTS36MdbMGRauR2KxSJRznLi9j+yZwCDphORtcYMH9maShWlhMFbxsL3Lk8v7iPO76CtRZdVuw/rZEWXr75tm2eGkper9NVA2L3NY78ZtBSn78uKIxdava9AGUxissphioGgKivZFuS7/dfjtzI/mc1tEGc75QnupdDNA4J40X4iCjJALle5NlEiy9Rg90132yZIjC0mxGu+RfrKuGLkTLTQwyizH9yLEBY3vp1FBQgnPdyHqDIA1Xua9UF4CH+KGusZ/brYD5cEgpUDE3ShkklTKlUqS+Iji/hpOK1zYF1tJzELRrwRW+oQv1YEKMl4ZZaASb+XZ9ojHzSzCTSjpObeI27EhXmki6+2s34dth+ssaqFnMlVnLHZrGM47SuM4/rWS9WnJ9ra/ft85mp+7SrQYp1jVXlK+LLaYcL8dzJKDWbLv17MISCkM1imaYYF1kqLsOOtPaIM9B7wkPcaf1evHSGEpVDfK3uN8wtAOCzq1xK7OaKt9GNgOXR4QwlJM5O0x9gwnIc4LyeIj1EBdeTtarQ80ZkFnS26Wj7mpnqHFwDbIFp+4UwanqETredFVPDAVWgwp5kcLw5nbcOY23BJnvMojVrQpfqcT/mRPY88KZ4kPx50seSZWtJSoIPMEHwdpAu9V9Gl7vVAoN3+eSudYGcOmn8SUFZInRcW5XKZpJ/KSc3PEO/0t3rx8nX5/AsN4L9HViL5m8/gu1X6BVZZ24QshU/SotqY8LOmrBifHbakQg7bYrimaAlMYhmIIyw3IYDUo289PKfnblSNtZ2gf7Clv16NsnescdbWG9POMn8tSMex6TGd9jK51WONjdKNkXcU43BC3aHqbrCkAqlKp3tO1QsjIgXEeiQ3WnMgPMRpyjGr0FrhoFUqxYRP7DsCwE6haecm+cchCpnEKKShv1D4KM9SPADJE1LIq/L6HGF2zjhGPGtFHf5xDNJOIs2CTijG4lD4qbVqPyoEUyYkUcFTCkY8gVusecd4lqf54DuTEQtWjb9TUD/3zv9hpylPJsyPDvvD315kuOZdLHlgva1/JPVoYWlextUuMVbS24nLYzLYTo8123RHWqsSbXsburT8LtUeJgXV5AeVF4s7eFjinEBOeNKbERWm8NFjV0d08Q5Z7ynKPDPGF1sn5/HLCj1NZtTQU1Y5CN7TDgl6W3K7e4Y5+7K8nMdC4MvFkHfhxQCVZuRaDj9F18IQjnogjbuoLXjN+HbU1WCGwYrTV9FIineOG8fXXhax5Kjacu1WyU04j1gYUO1dTiS7xrXIuRUNG6frK+c8LN94fjfDX2SO14SkbBqeoZcu5PeJhe5dHl952YC9vIYO0X1hFcVhy9OQm1aHEBv9mu2wZip7qsKBoX6KvWqy68hwzisV2RXUor9SPwb7SSqp9ybvBdQH8fwP+6T/9p9y4cePzucqM/z97fxprS5qf9YK/d4hhzXs8+wx5zsnMyqqsKruq8HTtAnyx3TbYbSHU+F61LCH1BfpDS2ABJT40H1q2xQdL/cG+0LJlJCYjLqLhQoPFeBsoMNe4bOwytstVlTVlnsw84x7XHMM79If3jVhrnazEWdllF5kVj7S1914rItYbsSL+8a69n+f/69Sp07tCXX3s1KlTpzdXVyM7der09aq39WfNb/qmb9ppyOG959GjR5yenvIzP/MzX7XBderUqdM7TV197NSpU6c3V1cjO3Xq1GlXb+sD+R/7Y39sp5hKKTk+Pua7vuu7eP/73/9VG9xXW9W8Junr1kLkKkt1ETtefxmLUbBiutau4+KXNVsWTgNSNZ3XfWv5aWxE1niKlcU5j9usBkBd7T4wu79CPS7a7efjYAfTudrtwBnXs/F7Y2tqrE6uDt09lUrbfZHDJHTgPcgRSobe1lu2SzGrYVlD5SFX2JGGSbTqNt3LnUfUHjHQ+NhNWBZ6Yx9aW+yDJXZaBfv9QYaeVaibwV7thhpVKoLLxuMleCWwmUBW0Xa1l8I4QaWSXuzi7qpNd3s1TNAHOVzrIWqHdh6bKqQTFFk4HmXiqRVcZIoncswDf8SZ2+Oz6/eGbUS7uRYWjQmWwm2byztqOQABAABJREFUULQNXRs+ZqRnbbdhu9VVcyCD9UYLy9yMUKpCqV1LaOiubinLEWK5h9c1Ml3Rz4JlfT89J5Nlu/2V7XMhDqnlpmOl9QrrEmy0BioVbVZxmcP8CZmseGyOGcoVA7lEYyl87BCOYihWwWJEsEs+9oetffK6PEdheSj2eZjv84w/57heoTwU0Yq8lElrEVLeRyv6rm0nlyWaFbkIr1P4jKXIOfJhX5vOxEBrWwdI4+NWCC7FgFf9SWuFD/sRYgSvlTe5P30etw5dT31SoNd99h/eZDDN2203ViOvPGmp29+DFMKNqLOK3qJHtgrH1Cab67ApiNk6RVUNFeErK5PvxPro63DtAm18pLFH16drXKw12x3OAcy06fi9e502CnGeUJ9M6ShmMWZjPN550rOS/lGGTCXehm7tbcdxFazjvtpYGEMtDpZZoYKdMtRpi0gl+iBY07kM0QmpBCzr0CE+dgp2lWV0vOkgvW0pFVIgU0kSozz6uIdsbPTWB6vqfobbSymuhfOiymHdd6x60epsBWklyIpIlzhVyMohCwdnBfaioD5dtzZ7gOTAhRo9TML4rcdOy824mi7yTUd6gmV9t7O8jMcqfNnPXaEOcoYErNSdA4U8qOjn97mtz/iUusuD5ISjNFgNjVe8tnwW62JUyim8lwjhqONj2xbJTBc79sz2XPISU/UQyqB1wSidxq7tYX+0sChhQ0QnyUhUxbzYJ9HhXjxKpy3pollvbsZcxZpXyCHeK7JsHl9PYW2CEK61boaxhvVLl/FadYu+2tg4m1peiIyhDB3YjVc7nZO1sK1l88qPQMBtcUrqN9spZCRxxA7ptZA8UqFGLdnUJaCtuWHQ4dtS5PS3bPCF1CTekruNdX2pIkXCe86TjKVM207uACUJZ3afz8w/yHxxLZ4wDhHt5v2LE7JVH+kk0ob1kiJpuwDXWY2LpBRlNHVWMpiOydZpu7xTDic9spQIJ9G1QtcKEbus+9Xuve930juxRrrKUp0WJAdZ21XcLkrs2u7EemBjkW46om9bwU1hW8t5I1t7bOzEXDrTPi/k9jGK81Lp2vngdqf1hhxhS4uLj2ejpCVFuMq2URxw+HUT26njPvh2e7Z2pKOk7bSuehpXOXScR0Kw36vjXrCMFwbWNkSWxqFeukmC7SlsJnAa6jTEeXS1uZ9KA8nMIEqHqB3u8SrUxxhnUj0V5nzXB8hBEuabsJlzttb2GB3IdbuP6cEWoQJCXY1kC5EqiGQfvUrIdM5kIXHCAg7lS2Yy34nMTe2IV9bPYb0ikVVbw8JwVPtzE9cZ5Zfkah2HGR6rXdoul8pqp/N67VJk/LnZdlNfAco6QwymZPmUfrIkkRUjPSeTJWWMW17Ve8zL/WCX1wXOS6xN2zillK6lXEhpGSdXADyoT4Bgzc/l5loufcZEztp5HQSKz6PYDX1PztFYzv2YpQr17hl5xqFdobynkCpEcXA7HdCXImPp87YmhqjQblynIGVJzthftvPEZt6I2HRct0gQUIkw358xiOMM217Q47E55jOXHw5Rnka6RpQD9h/eaiOLm6fiuKZ9TGJxMcaja02Vl/TmYY7UW4Tj7qTHK48mRCi3a6N0AlvuRijeTG/rA/mP/diPvZ3VOnXq1Oldr64+durUqdObq6uRnTp16rSrt5UhV0rx5MmTNzx+fn6OUm/tLwGdOnXq9G5UVx87derU6c3V1chOnTp12tXb+kDun4KvNyrLkjR9a93kOnXq1OndqK4+durUqdObq6uRnTp16rSrr8iy/lf/6l8FQAjBX//rf53hcNg+Z63lF37hF/6bzf/AJmejc7Xz2DY+p3kMwFVmkze3G8yEqRw2ostcDIYnmcRZj3e0SDSIufIt1JnWgiSV8XHiNjbL1pWhrsLys6uQqZAy5IeUFvSHGpUIhBQ7OSSVyIDAUKLNlrcIoObnmE0kFZBK/EDjIopCWR9wE4uQs7G5xGYCk9LixKSDpID0CmxP4SWIgULGfZOZRTwIr6d6KmR1ehobs+guZo9cEpBnTodtKwOiwcvVDgoLlUMOw41ZQYsZadAaOI8oHSQS4WCwkGgTXnsxsJTac6VyluRcuRGvVrdY25D7UMJyAWQy5AMzWbUZHAgZoGE643r6iBN9xlCuuHIjlm6wcz5dl+e87jU9tYK4ei/mFJucUOUy6mQJw0ctMqjJFWlhA85rK7s4Tq4gRvcrl4UMecxTNpki6xUDHfA+TS4ToHBpi/LZUyFfmUcMWUEKHs7cHlM7btd5zBETNeO6PEdj+SI3eD2tuOan9HzIbEoctVDMZc4FQyyKoVijYxbpym/QH01m/aY4I8NQxRJjhST3dZv7QYQc+VyG7M4pE678kCs3wnhN6TNeKe5wurwJhFwqAElBenqb8dk1kiJpEWcAwgqSWlJnts08Pi1dK9KyT7KVC9dF6EEQtgFeQZ1ZvPJhm9Vb+4/NO7k++sq1yDLuhyy520L7iNgnwyzCOWGWps0sylh7gLYmNVgfW4daaY1HbtNXJCBFqI2FRTmPjdtLDsLFJFIVvpTAx4yrmFbt6/oirNvkLM2yJonZwzabfZEHfGXEtwklkKna1PjaYYqA+6nWFp1KslFCFnP08ijHXeshz0v8Zch/K+uRlUWPwvtb9AVF5llnHic80gvcwNOrYp+EQpNPJaKssRcFblG395wWGdeoyYRWIY/Z4NaEEvgbfYT1yEECPYXMFC6PWVJA1B41r2FWhe3kCnoaH4/PtQeS0UwxH1vOxmuW+48w+QZn87nyORJVUZRDXNWHOgdpQdWYJNQRperwJWuUsMzWh5j1GGJvCyEdCEfWmzHKLhnqOQMVMtpNNnEiZzs4RvLPw3iT+btvrrOyfZQwZLJiFtFCh3n4j2rWf52xmrF0fUqXvaFOQshj1luYodKlzM2orcs9tWI/udoZixYBG2mbmhXr0EAueUY+QQvLQw6YqXC8TtyUPNbIQmiWKuVUTDBb/+ewqJ1+HhpLLioOCPU583WbB29y5LVQ7b9KUm8pRMID3ccgGfjwPsxEn98woSfKF4rnqFxGP1lQ9XKqsztks4MWWZaUWZsfT8pkJ98IoSYW/QppBb1FjrQTnpaqFGktkU7gpMfkuz1EkvKt/W/nnVojbekgDTix+qKMPS82mevmOm5QuWZZtXNGYCu7Ha5lU25QuMBObYTNnJCtOZ5l83Ma0YxCiU3OvM1/e+oqbL9cbeqjerhu+xI1625n0YUSrTuhxcvG/WwwlkCL4xWTDMYp7iBFXhAQmWsTehEBIle4sabsQ9H3GO3RRpAVgjqNPWmMoC81ydKhpjU+IuPkVk5d9iKGN32TcyyVIAU+U4iIpJIHGTLeR1qUZG2hyfsPNDQoy3gM9s8U/ZVkNnJcjCz3M8N1eQ7AI3fIa/ZWi6YtyfFeoWJfi908uSRVBQM9b4eoxCZjDqH+HCdnGDSrOC81XqGFZaxm7XIGjW0+r8RpW1MPM1m1+XGzVdeGg5ArX9k+1uu2NoaxbRC7yVZW3PpQ82Z2zMyGeeVEzdv6uN3/4sqOKGNvn6UbMJBLrsvzdgyvcMKpLrjuL0m8RXlPJRRLmfFEhNpiCfua+4oFPUx8fS3COTZkzTVxhcJFFO6m3xDELHnMkS9lqLslyU4PkAU9Pl2+l1eXz4Z7g6ow6Rp5/gwAo7Nr6DohKeI1YSWqjp9RtuaOGoVJQhY8LRP60167nI/zIlVL1Eps1cfd+edbrY9f0Qfyn/qpnwqD8J6f/dmf3bEWpWnKs88+y8/+7M9+JZvs1KlTp3eFuvrYqVOnTm+urkZ26tSp05fXV/SB/OWXXwbgu7/7u/nH//gfs7+//7syqE6dOnV6p6mrj506der05upqZKdOnTp9eb2tLusf//jHv9rj+D2RUGIHTaaixfsNtkGeQlhIEayNpWvt6Nu29KqxULrGKrSxqAMY46mqYFGX0tMnWNcbe2dV2HaZ1dqxKDyJAh1tToOeJM8hkQKVBJvRNg5DpZvfXe2wpWX1YNXaSyFYklwdcBmqp9HDBD2tUEe9sEBhcNMKe1GQPElJCwuJxI40Xm+hZNYWeV4iewo31LhMYXrheZEKklShj3st8gPrkauIcjgto2Ve4iYJ9VjjchAu2C0BWBooDN4GDBCDBD9O2v3zSmAGinogWA89Re4psmBzaaz150PHaU9yJfssfY/CZ8zNuLXrNNLCck0H5I/G8Cja1hNV0VMrtLDsyTk5FbmsWIh1a925JZ+w9D2MV1xLzjBaMZAbHM7S9Sl9RukC2qJ5LpcVWbSRG6+YujEr26d0aWu9TKOVqB+RP0pYVrbfWpv6aoWK1p5muwa9awN9Sgvf59zuU7i0XR6C/en18haflyUfyD/PnpxT+JQpQyYy2OIPWLAio2BjD9+2Bg3FCoPCeB0Qa6KiJEXjKEV4nZIULSwnbtoi0NYi4aE/CKcfKRqLxvL58nlm9V44XkmwTy+LCW55gCz7SJOg6m3LebR81tGaV2uKYYg6qFq2tqKyX+Okw0lI0PQuQtzBS7B5vH6kR1jIFxphw7lp1ptr7a3onVgft3FlrrKtZbF5vJ5W1CvzhuW989QrQ70yLcoMIj4sXrNSitZuqWItaeqnlAJbBhyPTGRrk4eN7TxYJi12beLrRbyPcYgY5fEOxFYZ3x63dxskkLdhjI2dVCpBXbp27NZYTOVQeTjvcghoxftL6ojj0cMSfZqQxn2YFAPylWI9lDgZ6lCVOtJoWc/mHn1ZwWXJ6gtTvPMIKUgjPgkCekgOk40tcx2PQfxdTFLMOAmoyOOU9URgt+7eXnqEEyij6V/mqKXFjKJNMYmW/hSsjjgkI3hPMeUwWfJYj+PzwUb4OjBzCd4mkBQI6RCxtgixuTeu6gGm6iGzBWkaozo23cRLgJvpY07UGXtizkAErFlJ0tq4J2JJRoXG8cTvhZU0GK0oXMbD+jpr28d6RU+F8+9G8ohhW/cUUztmakfBYh7rm/WqRQgtzCZSsy2NwaJ3EI5a2BZJZtEYrzg3+yzlgFv6ESfiEhWXP5NDBr6k52vmMsciyaiAMIapH4SoEAHhmFPF/a1be3oji8QiSSP6pxaq/X4pBpRxOxeMecXe5NxuPsj21YqlGXG1PMaVQ6RXSLd7r8tWWYvyaezqje0yWUiyuaYcmRD1UY50mZAtJDLel72Eug82iefPXKNL0UbNTPnlM+FvpndajbSFxfdjfMY6XBUQkNtos2a5p+Wdp4y101RuJ6LYyCF2ln8ak/u0pV3XDqkaLOcmcgNQrCzLhW3Xy3OJ0gKQG/yaE1DHqCKbSGYzJlOEmqxmNa52oTbWHpVUrc09X9RklUUVfdxF2eLK0oiAU4uabNlDH2fkA4XTAuFAlR6bxdouQa89OB/mdtMyWtbj+RuPr1/UiMq19nS25+xSBAxvIkLxTSQ+ycLv8XmbbkUG4nEtR5sx1CnUqadKHevMsUohd4Zr6iocD6m4r1aMkytm7FHbFAf0k8XmPfSqRZ4lqsJ63c7TRnqOEqatUfvJVcQqVhyqy3A8RdnixRY+2LgDDszG5ysKn1LoME81XvHEHLVzx3C4bLSyV0xibLHwWTt3LF3a2tObSJDZsrSrGKMEUJgw3/WhzhbxNZpIj/GKqR3xxB/xQF7n+fRVAI7EFSUJ98Q1xmLJ2K+ZiR4WRU6M+ECYmzf1Me7nUIQbX0aNQaJwGKFYkqGFY+TD88p7HJKlTHgiJlhC7HNBj5eq5wG4jHPIfrLgqjiiXO4j1iNU3VjUt9w5y6SdP3oFYttuvpA4uamPKEgixiy7DDWwwTc39TFdKVSxFTdZv7X6+JY/kH/sYx/jL//lv8xgMOBjH/vYf3XZn/zJn3yrm+3UqVOnd7y6+tipU6dOb66uRnbq1KnTm+stfyD/9V//deo6/HXjk5/8JEJ8Zf816tSpU6d3q7r62KlTp05vrq5GdurUqdOb6y1/IN+2GP37f//vfzfG0qlTp07vSHX1sVOnTp3eXF2N7NSpU6c319vKkP+pP/Wn+Ct/5a8wGu1ms5bLJT/yIz/C3/ybf/OrMrivpkzpIA9Z6yYvowDV2xyCBv3QMEfs2rSZIJlIKDehnibfU8dMUFk4tBYYE7I/psWihbykaaJF8bkklW0uqMmcV5XHukBnANAx4iDlBpfWqMFWNGNr8WwxJw7sZOO9tdgqIH6Y15hXF+R7S3o3A8pLxuMgUolfmzbRpFyGTzbbEUuDP1u368hxijjJ474FZFq7rZgXF/EY2ldm2GmFt47kuEc2ycjGKSxrfMy720WNujXAfOSAehBRVDHnCyHrM9uzTIeOy75npQVWCJT3FHF/lzLnJXWzxWi9XN5hXm1QLpleo4VlIFcYryh9hkEz0gE3MdIB9XCoLpmIBS/Yx4xsxUppChHyJ2uf8Fv+MGDLsEzUjKFYt9nIXJYULqOUWZsZbx5vM4sChnLFVI55Uh+xjFieOuYgK5cy1PMWbdaMC7ay43H8SlgKnzGUK/bUvH0N4zUFGQvXb3PfS9fnqt5kEBtkx31znakcc6LO0MJw310D4J6/wZG8YiDWaBwahxIW43vtNhYuZJSGIozr3I95yd3hSF7Fx9cYJPflAWNWZD7kKG+ICwBe9tf5Yn2HwmcM1Iq17bOqh6yrUGOcyZB1OM/q3oqyv+b41UN0sftfFll75MKRXkB1oKkz12YmBxchA9UgzsLhCPmfSC/Z6lXQPL85996q3on10RYGnzV1Q7RInybTrYdJizFrltnOLb5he8bj5W4OcltSCqxxIQ8YtyfT0N/CR2yji3laXznqaYVZ1lTzmtUi5my38phN5rJ/Ve/UyZBlD+Npft7uv2GNx1SOunJUlacoHFXt6Z+FE2Jyb8nklTm2cm1OPp3X6FyRx2OTrS39kx7ZforTAenolULFXK1+UsBlyFhW85pkoANiaJi0NdpVFreoYW3AeqrTdXgP4rFIUoW+twAlsddzqhPZ9syAgKSUeLwMr1/vaeo8YCqbcSRLT7qS5H2FOfEcaEfiaiDUvW/SnycXFUpYXnaKOk/wXiGERcbgZa7XLb5xtj4kyZYc9B/v4B4bvOSd/FUGcslQrLgmrtr8X6PEWwoSLJKlyNr+HE1W0qLJZIlRIeO4n1yF10BT+GyTuVShLk7tqM2QN304KpfitvLkw4giOtCXLeYsEyG/2fTBaGS2cJQKg/GaJflWxtJihGJ7rzQOCK89EDJsg81Xe941cwwRcpJ6C+mjnmJ077Pknhjwir1B4bI2w9ngj86La6HHRjkEp3BJgdU1e49PwphidtwpR1JohBWoWuygHiWC/kUS+rm0/SR8W/u8EkgHbNrS4JKwHmxyuW9V78QaaQpLMgjHvsmRN/OuZh7Z9KgI80yLLW2Lw31azgUcZOgttFuXtrG4UoaMudai/d0287z4etXatr2M6spRlCGHrpXAuTA31XrT40OnEikFRtodJNsmSw4Oj9jKj1eFxSx8i/yVjwqG95cMb4U5pKtClr1BlvnKIRc1quijximurxHWI0q71Y0GqFzA864NrnKonm57Z6hhEpC9gD1d4yIWrTnuIpXIYRq+KxnQljcHrG+lVPnmJZ4+P6vcsxhsrjnpQw2tEo9RnqtUhnll7PVgUEzkjFKF+rKWfZSwLWaxUYO0hZDRHsd68770ZfbEnII0oF23ak2Dpj2SV0zEEoPkKNaKZj7ZjMGgyAnLL3yfQx2y6LNNexeMVwF5JgMCV2PaOaQSpkX8tpjHp3orZbLkQDX1UYMI80i79XFxO5fe6MrGa1nBHnNyUXHhx8zEAIVt8+NA+FnQ1sfCZzsZcoAZAwqfMhDrdt25CHPOPiUKR4rhmp/yMtd5xdyk9Bk6zhuUsCzMiHm5T1UOoYx4uSz0MqmzkuPXjrcQZqEPkVqFfiwQ+q+4iDx7Y30krhfuucJt+hg16wJtH463oq9wqhn0cz/3c6zX6zc8vl6v+Tt/5++85e382I/9GEKIna9tBmVRFPyZP/NnODw8ZDgc8kM/9EM8fvz47Qy5U6dOnX5P1NXHTp06dXpzfTVqZFcfO3Xq9G7SV/Qf8tlshvce7z3z+Zw83/wJylrLv/gX/4Jr1659RQP4hm/4Bv7Nv/k3mwHpzZD+wl/4C/zzf/7P+Yf/8B8ymUz4s3/2z/LH//gf5xd/8Re/otfo1KlTp99tdfWxU6dOnd5cX+0a2dXHTp06vVv0FX0g39vba/8S+b73ve8Nzwsh+PEf//GvbABac/369Tc8Pp1O+Rt/42/w9/7e3+N7vud7APhbf+tv8YEPfIBPfOITfMd3fMdX9DrOB/RN0tetRcfVLiIWNlbNbZt3Y910tQsIiERQze0O8mxjmYSqCtZzYzxVtCk09nMpINGital75ymriD2rPEXpKevw1U8hSwTDQVh4NNakuUIljd0+jjtaybct6m7LTlGcFzt4Ilv7nbHbyrWWVNnToARCqc0xqBxY3yIAfCIDdkIJ3KIOtvlq17Ij9vOwzNpAHS2pEQni1ga7NlSXJasHK5KBJpmkO8dc9hTuer/FmqWFIClARktOlUORee6P4TzJOVUjRn7Nni0YxFxAJSwDCgpSCpfxZH2DdTFpvcdVtiCVFTeSR5Q+Y+n6zMyotR8N1Ir3pS8zFCsmrEi85ebCMSxqpA8D+ezxmjJ9jVfFtWAVj1btfMueXoisxVc01kfjdYscC78HW6QSJiA16r0WnVG6HqUJFp3D/ElrswR28GWNJV4LS+FSHvuj1tI+jLb8XJRoZXhQX+eq3t+xKSlh6UfL6cL1Wbg7DOWKgVy2yzxyhwzFmhN53trWGwvmmdtr7VeNbajZ36kISKVb+nFrX79g2CKQnvhgnS98sPYXPmO5ZVe3JtirhHS43ozs7Ba6yrDaML224OD+qMVLBHyeQ0RbdXpWk0oB5Rb+r59ihtGGWrhgN1JsWTMD+kw60WLP3qod851cH7fRPQHns2tfF0qQjFOYVZv9kQIVa4qKdsqqaLA6IX6zLYfAVZsHld5gHG18fHccKtggK0c5rahLR1VYyvgaznlktKFrvWv2aqMHcRwhQtSg1jbLlUWwqleVx9hQf+eFpx9t3iZa3b3zcVlHnkuSVLYoNZkqEgJCSCWyjfiIBhN3VmCnJeYinPPpfoaepKiDHN/sKyB6wcre1MntyIC3DjUtEUqieoqD14I9vt3fGOsxPVjtC+Zji1HQX0v2H4Zl5MqSLgxyL6E/lsz6jlIJzlWwnM7ohzqB4aT3kJXtU9hQf8bRLj5QKyZqjsLwWnKrRYo1lshr+ow9NWdPhNhMJiomrLhprnbeH9Vg8ISnkDq+9ubcMmzs4tuv+bQKn4ZYTqyHjUW0dBnzODYZraW9iJEEgrVRrJio2eZ1fainpc/a7TfRpj05Jxdli2cEOGDeWs21D8jGUmzMuAMKEDD1w3af7vsjhqw5ELOd/dBYBr5s7eoN9mwucy4YxhpesWTAudnjUXGToo5WYaeQ0uHTNeLyBsk6PL4ah2MxvByTlgmqlq1d3atgSQZIVyAbLKASuCa64ja2S5eEurjtbnV4dCytvn5rRfKrXSN/r+ojRMTj0qAjLhdcnC9trkM9THCVxVuPzlW0iDtEslmmXpmdeWP7fWtu1kQepaS1tO/KAQbvaGtiFWtoUWyQkmkqYr3ajXZ554MZ+6m3zVS7D5Qr21rrt+e3EGKUQhqSfolUYW7qardB8FYOuTbIng5xoWajizrMDbeVSCgsepigDvItS3o44fzWzaSZQ0K4P6lcoYcJMlWIVKKfGQaUWoxTSLOxDVcDwXzP8ejQsIqXqpOwvxJMFpL+OkSBBsYxV54yztVeNyc8MUesbJ/KZfTUir5atfbvymUtRmysZhzqS5ZusDU3M1wTVxy4BSmWS9nnQoxY+k0E5php2L+I+wpRnpylD3+02iDCbBvpKVyKEnYT5/GK0oX5l/KK0o1DLCfWvQaJZr1iGXGS26izZrmpG7dzQI2NiLbw3Lnd37Grb1vcIcwhjVAtMth4BSKgzp62rZdUnEXcZeFTXrE3wj5i27pckHIopky2cJGlSNA+1Nsnfg9DQHYunWJmw5zzvLgW5pA2CcUsW5Gc3yQpwtidslxdm7H/cBKs6rUIkcc6xBghzBH13G3mkFmC7W+KoKhdQO6pJqq2OaWbNEMzL30r+oo+kH/84x/He8/3fM/38I/+0T/i4OCgfS5NU+7evcvNmze/kk3y+c9/nps3b5LnOR/96Ef5iZ/4Ce7cucOv/dqvUdc13/u939su+/73v587d+7wS7/0S29aUMuypCw3H4pms9mXXa5Tp06dvprq6mOnTp06vbm+2jWyq4+dOnV6t+gr+kD+h/7QHwLg5Zdf5vbt28g3/tnuK9K3f/u387f/9t/mxRdf5OHDh/z4j/843/md38mnPvUpHj16RJqm7O3t7axzcnLCo0eP3nSbP/ETP/EV/xeqU6dOnf7/VVcfO3Xq1OnN9dWskV197NSp07tJb6vL+t27dwFYrVa8+uqrVFW18/yHP/zht7SdH/iBH9hZ59u//du5e/cu/+Af/AN6vd5/Zc0311/6S3+Jj33sY+3vs9mM27dvA7FzZO1Q6Wa37dog03THorlR7Pprg11BZQq1trhqYy3SWrRWIWi6qge7UHiBzbLBkg7GQlXZtmum1oKhFvSdx5hgxQxdMaP1x3mEZNOts+n+HC1Org6dpGUaHms6JHv35bv7SSnQmYzWq02X32a8QglE7HYslzXksWt6XF8ME1jUuEWNWBtUtGP4taE+XaOGCXZR49YGmW48HGZRY9cGU1iqtW3Hqnoa1QvLiTTF9VR0mAjyqUeu7ZblI+VQatZpRTIoSFLLlepxrvqcx5c6FRMMktvilEmyZO9gzm+t38/D5Z3wPiz3OYe283qiKqSw3MlfBeBu8oA/4D8NPnQC3qsNhYajSjLvRzu0g5vmigO5AGBJxkxsbDwGxZQBWhiuXLBOlj5rLU7QdJjUrGzogF65jERWbUfg2qUU9YC9/IxBtJQ36+Wxi7BiRekzCp+BD3YmvdX503jVdtMsXMZEzcmyktP6CAhWq8qlXNX7u5ZOl7KQYX8mcsZQrih8yn13LVg3fbbTARTgQX3S2uGHer5jsT+zwVZ0JK4AmDLc6ToMYeyX9R7nRcgQal20lnW/nCCcou4tUSZB1sFvVgwNgyKeO9aHiIR1iMUKrAWl8NlmnPJsRnoh8XkKUiIShUv0jtVotws7SPPWu2TCO7M+euvwNnYbjbGYpyVTiR5sugmnPU1+FK7r5lq2Juyrqb6c/dJv6uLWMsp6pBLY8qn4i9y1WUopUFqSxdhpY10PhIrNePPc73QkVlvW7qfn/1IKtA7bkF6gFYzyEBlqnrfGURaOxcKxLByTIQyHtB3n7dqgFhXCOoSSiJ6CtcWcRhLCtMJbH6I60xqZrNHTCn1RtpEioUTbXditDdW83okludphH6xQqWTY06hFjjzMEc0xW1uwjqSnyUYJ+rredH6Nx8YONaYneO05wzp1ZLVgv/Ak7gqAeTLniZ5i0oa4MOISSGXZ1p87yX2O5BXf6O9R9BNKkRC4EbErMAkax4CCzNeMbcH1Mlj17RZ3upaC8ySjFooqTkMai3pjzTzRZ+1j29LC7nQsntpRS5popIRhpOcoYVjZ0BE5kyVZrJu5KJmo2YZ4EbebU5Kr2MXY9VsqRlPrbsnTYEWPKkVC5mvSprOvd8xiJ+AZg1CrqShIOXN7FLH+H6lwzO/KR2Rx3WBTt9RCcRajPqEL/abj8ivFHa7K8F9lEffX2gxX9cFLfG+OrVN0lSFjG36nfEua8MpDLUhWWx29ZbBoCusRhUHVMXYhBSJeLy4Dm/iwPoRlFJh+vE6ufu9r5O9pfXSb6J93my7frrLBKt1YrJVApqqN+aiexizrneu8rtxOdKchRGyreUzKZi7pMdGKXhLmjFLalhyRpKL944bWvqX9BMu7p24PbyQupAIpRVw/jv13+NtIQ/tpamiahuiOdx5TO0wZaBWNosEatzaoVG0s+dbjpmFAblHhKxfrnmX9YEm62D1ezbFtHqtnFcU0zMl1JmP00rXHWxcWPbcIF6NpS4tcGagc+iAlKTSgWfXCWNeZRzqY9x1Gee5NJLXU7JmKxAcKzEB/ktf0MS+Z53iluIP1mqt6vyXiJLJCCcON5BHX9Rnf6j+P24piJs6icOzVNYWSjCkYRAv4ON4zKyEpZKiFDsmV3O1i3qiJ6SgMuQTj7aZOCuirFRpDGTuhq6fmhBoDIkSBlLCULsVu0SUyUaKF3YlCGh86oUMg/OgkUC0aXdj9NiZ5GO3rC9+nIMQ5Mxr7eZi3WRRXfojxGo3FoDi3+zvbnKg5t/RjNJal74GACfGeiuRUTN4wB31UXW/ro/MyzCFtgl9NwEnq/hxpwhiSMkc6STWoGZ5mIfalBNQeOY8XzFMXplis0Qs2c8rmPU5UG3eEMIds3hKbCcRbrI9v6wP56ekpf/JP/kn+5b/8l1/2eWu/PArnd9Le3h7ve9/7+MIXvsD3fd/3UVUVV1dXO3/lfPz48ZfNDDXKsowsy970+U6dOnX63VRXHzt16tTpzfW7USO7+tipU6d3st6WX+jP//k/z9XVFb/8y79Mr9fjX/2rf8XP/dzP8d73vpef//mff9uDWSwWfPGLX+TGjRt8y7d8C0mS8G//7b9tn3/ppZd49dVX+ehHP/q2X6NTp06dfjfV1cdOnTp1enP9btTIrj526tTpnay39R/yf/fv/h3/9J/+U771W78VKSV3797l+77v+xiPx/zET/wEP/iDP/iWtvMX/+Jf5I/+0T/K3bt3efDgAT/6oz+KUoof/uEfZjKZ8Kf/9J/mYx/7GAcHB4zHY37kR36Ej370o2+rQ2anTp06/V6oq4+dOnXq9Ob6atTIrj526tTp3aS39YF8uVy2rMj9/X1OT0953/vex4c+9CE++clPvuXtvP766/zwD/8w5+fnHB8f8wf/4B/kE5/4BMfHxwD81E/9FFJKfuiHfoiyLPkjf+SP8DM/8zNvZ8itbO2QMeei82Dyt2uLHsoNAizmnptMirc+5ICcR2m5k5NpMj4NgkdrT5rKFi+WJqL92bkQo2mikU22ssn7OM9mvS1MhXMh/y5iHoiagCJrkCNNXqmWIWtYe1Sym78UUoR14nZC1mljkAioHYu3jhSQ1of8u02hydXXrs3E+8pSnRaYZd3mHKt5zeqqpjfSbUY8G+gNnk0FxFE6SkhHyQ5urslUyZ7GSLA6YHy8DEiWBkMgrKc/EzxXpRzuOS7HhifDGYWS1PHA7ok1h1VNZkD5c14bPOL64Jx/HvN7F8KS6aLNHNY2pZ8s2mPxAXmP2ilGrmRgLE7AKhGcjS3XL8IlM1p5PndiuErACYGjJmXW5iGfiJBPX7h+iz0rXLqTI29y40qYFj1mvGqRZKmseKb3GhM1b/Fohc/IRbmD08gpyVzG1I0DPieiKsLzEVchAlqsyQo1WUoIOXKAdUR6pLIkk2WLtljZfovyWNg+pT/ayRiVPmNqR+22lbBULmNmx2hxGR8zLQ4jFxVahNxkk69/UF/HeEVfrbDZBafLm5i6h495H6RD2LTNhWWrHqpWlP0KNQmh4sFDt+EMJroNDIvVOp6/8YJRChKN76ct4qe9DiLaR1haDMY2SvCt6J1YH7cRW00uMuDPxM4yTW1UEdHV5Prs2iAHilGsqfOHa2ybvd/Uv+0Mt3NNnwvRIhntl8nrW+NiDQx1sqmbG+xZyIE3tXg75+hc23IjbHvruW1JKahLRxnxOKuIPStrG/LlchOB1Ho33+6tx60Nflq1tdJMK4qzmJ0uLdkkxVlPmitc7VivDFyU7T0IQCWSdD8LmXzrKZemfR0pBUlfkZ/0kc+OqE4yXCLITsO64qzArw0iIjp754L1oUIZEGWorWplUJniNgl67XEaTC/gJQFmI8cXrs0ZpJ9jpl/lSTLhcXrIlRsxjPnAu/IRt90ZqbfsmRLlwQqI0WJy6zhagraC3zpOSLyjUJLEefKt6+gq0RQi4VRMKElCbYup0yJiEw2qxd/koiSPOcQGmZhTgYQ8qVi4PkvX38kgjtUMLSzX9Fl4H7YQkXtyjhZmUyexAZNJ1j62p+cYFAvXb+voNqYoizfgUiTNKc4TMQl5xy1d+RH36lthzDGf+cU69DN5LI/45uQzjMWKGX3OGZOLChXHYFG8Ym/w+eL5tk7nes282KcuA94Mt8VtdAqvLNm6j4p9NuqsQlpBf5q32UaXgNwQiEL/jS08JInEJaLFnnnlsYlrM+QAupAt2ser3fnG76SvRo38vayPdeXw8V5hCosGlGqQXH4n5xz64oT+PA2uyyxjHyIkvZHGT2uMCbjIpifRdl3SWrb1baPNfNGYTT68yZtvEGrh9+055Jv1zrPGPVWT4ys5v1PjRJzjNrWwGUddOcqFidsKv6ext4arHUJZsD4ch2mDcPTUjwJStTwrwvHMFfXSsJ4b8pWhLrey6LG/kEwkSexhkvQ3x97VDgOoVJLfynB7KdWBbi8JtSag1pxHrhRaCQ4eKbK9sMAw9S3qtEodWe3oFx7pJEaHcVyMrrgznKGzML8yXrN0/TZXPTMjxnrOnprzjbwCwJ4tyOP7b4VAec+w8rww9UDFp0+gkKrtraHwjG2FFYInakhJwrkft69hUBQ+ZekG7XzQoENt3Oop1NSn0lctjqxBOTZzUCVsi5LUavf5XFZMZKidAXlm0MJyFd+SwmcoTDsvLfxuxGPqxgzkklxUIe9OqOU5FVc+1OeF77W1/cqNeGKO4tx385H0wuyzdP0WQTz1Qx77w/CeiU1PpdftCa9Vt1p8cDOXv1pdwxTDTW0EhN1gKbN1D1VrjLasJ4bBmWrxeCTxvlwDziFqA0WkL8T5I4DPNS6TeLmZO7r42UzV8d5de97qDPJtfSB/8cUXeemll3j22Wf5yEc+wl/7a3+NZ599lp/92Z/lxo0bb3k7f//v//3/6vN5nvPTP/3T/PRP//TbGWanTp06/Z6rq4+dOnXq9Ob6atTIrj526tTp3aS39YH8z/25P8fDhw8B+NEf/VG+//u/n7/7d/8uaZrycz/3c1/VAXbq1KnTO0ldfezUqVOnN1dXIzt16tRpV2/rA/mf+BN/ov35W77lW7h37x6f/exnuXPnDkdHR1+1wX01ZY3HaY9kg9dR6Qb5ZRa0FuoWAQbU04p6ZVqMmJCgtNzBVgRrkNi1MW4hx6rKt1b0ovDB+ujAbFn40kSgtxAU21al9Spa5HIZbJ/RitTYO62xWBPGV1cOYzz9oY7bCdvYHptKNnijDa5DRfupRPY0cpgEe/p+huvHbZ2XMKtaVIWrbFgnukC8DRasBg2iU7ljyRRKMPjgAfKkD4XB3F+gj/uwn8EsWqj3M/RVjXAJxUSw2hfkSRYsdUSMTxlsrsNZ2I+sdlwOHJd5c+w8kwKuX2h6K8mNseXmwZe4MQoIi98aPM+9+iYzO2ZuRiSy4j29l/mu5NcA+OjFOasUrlLJUofxJ85RaM+jg2DPyozghSeS/hqq1PIf70oeywPuudDB9coGHM/SBdu3FpZltIRXEZVRuxQlLIms6KkVYzULSIloOWrsjbkoMV5T+JRFuz0Tl6mC9UdVXNdnaCJuIuIgcqpgmUehhWHp+szsuMVkKGFRwrY2eaDFAzWuMet1tKWP22XC+sGqFGz5wS50kj2mdCkr26d0KRdmH4AbySO0MMEC6nvg4bE5bl+3Gc/K9ilsD6WqjSUTwEmS5QhdRXv9cMn4fI/+NGutQWYk0fN4LiY9WJXBapTEEzRJQEl8P8dnCpcIvBK4ZIOraC1HrctpY9t8q3on1kdnNkijYEV3uIqIQ/MtzqeRtw590EMe9yBR2Fdm2EWNt2GZfGlYX1UoHdA4deUigizGCLZsklIJauMoVpblwra2yW3MjtahvqotjNm2rVJWjqry0c7pd2yYxoRtFMXGGrptaQ9foS6XJkSK6lhvlBRI6UkUaCXIkmCJz3JJEuuiHiaIVOHWwZ5pFjX1rGrvASpTJJMUmZqImtxY/dODcD7LnkYNE+Qkw56u0adr/P0leXw+PcjRBxnyvXuY/ZTFYTzn03Bu95MhonR4KXC5xOayxZ7ZwQYL6PqKZG5RX5zjpiXKenq9sB+Ht4ccvC/n/s2SJ6OCa9kCrR1DseIFHgDwntWM9z5SzPuOWc9T6IAwUz7sT7+GWoGVng+d1vRKidHwWyeKi3h/vZR9ZqIf0JB+wOv2JKAbY10cyFXALLos1r+KnIprEZmY+RqFoxQJY7EEATM54HV7beeczkTJUK7aiMyJuGQcsTnbqDaFxaICkkdAGWtng2XcwUiiOPehDuaiYswSjeOhOOCROySPW4Zg7bxX32ztoMYrLu0eStgWIze1I37BfQu39CNyEe6BC99vozyfXr2fVT1ESkuu1qzqIYv1Ad7qYFWHYMmsctRWvVyPpgwvQq0ZzPpIK7GJg3pz/SXxemiRolk4l7wS+GhZt8mu2dIkFpPYYIG3eYuIdL034un+a3on1khbu3buZCu3NafaICMbBJqrHHqoEKmOGLRo464cGkhLh1vFuUQzr4s1ademHqzhPiJxoZlD+jb6KGWYg27Wl1txHtqYTxOthBjl0aGGWmPbZbaf37a8h8d28WzOeWTlyHK5hV/bzPn0QKN6GjlJEcMEd7rGVw67qDGLuj2OACpX2MqRDxQq25ozSkG2l7bx0ezOCJRosWnrV+dkxz3UQR4QabeHOMIlYSKZyl7T9JLBJnMUD1wSp5zSCVx8rEohrySHTxTZpUXGufetccLdE8HRnS/x8uh1Xtf7XPgxXzABqZwnJS8mL/PN7kv8vkc1i9wzzaGIWKwm1qM8XA0ciYX3n0r6a08Vr7FfvSU5130ein2mfsjC9VlsxXAMmjLWyGY+qYVFK9NGca7rM3KqN+AcFzFGc+b2Wsu7wrT1EcLEaahXDMSape+1NvPw2qqNLWlvWbg+1utQG5/yYzeIXS1t+/uZ3wuIszhvhVAfz22wpT+Nt2x+N7bPp8sXuJk8DtHLdt2Uwme8XN5hHdFuShiWZsSyGsfzc8uqbhKS1ahFngGshwvGZ/ttlMfmWxGPOAEUtUXUBi8l9GMUKU8DFhKCXV2FGJBXYBOHkx6bQL6ItnYncPlbq49v+QP5Npvxd9JP/uRPvuVlO3Xq1Omdrq4+durUqdObq6uRnTp16vTmessfyH/913/9LS0nxFf236ROnTp1eqerq4+dOnXq9ObqamSnTp06vbne8gfyj3/847+b4/hdV2sfTDbWcls5VOwk7CqLXRvqlcFFC5eQou0Q7p2nLh1VYb9sJ+BGrW2otWYKlHbUVbNOsFY2diLY2IO2u7U3ndchWImqyrB/oNsu72ku232qK0dZbCybVR2+ay3oxW6UIto0m3331lPNa9KD0KG6sa43tlRfOdyiQu9nG/furGqtV7KnSaNNSA6DDSRbG3y0INm1abdp1ya+hkSkEneYIWyKTiTuWrSBHKTtMRSlQ81qek5zdUtwdtOjTdiWNiCcQEXnS14IQLJOHRMRjsfxTNBfa7QRnB8azoeOB/2EfRcsN/89n6JIXuIsG/IldytYc0TJB1fnYbwS9leC61OY9QyrODQnw3MAq9RTasvVMNhyXpxajnsPeS4JbY//X9X/yOP1jXhOBFt4bdMdazhAkizoqRXXkjMmasaRvOIkdiYf+xU9X3Ml+kxFP1gs1cZiCcG6o7FkokLjGLMio2Ylg03yid+jIOXKjZja0LFTCdNagta2v9PV/Sg9a61BQx2Ol8Jgt0pFJsodi9FEzrBSb5aVmkG0NzXfgbbb/NL1MWhs7BQKULqMte1Tu3CMMl1Q6RIungnHsE6xukY4Sbbuk5QZdVZjk4TGX24T8FKjV/HCmfSgtPhogTP9sJwqfejgH+3qNvGtZR1CR2Fhtzpkbtn03kzv9Pq4raZTMLid7sEQ7NkAKIHoaRiE39WtATxaIWL9mFwfoD51jili5/ZYqxqrukokMgk1zBS2rWVSbrqog2jrmHMg8a01Miy8ifcEm+amBjZ2y8aODrBchy7qatsuv2UPbTqsh+fj+j48XpvW0Ytzsetwval1ACKVbf0DWku76jW2Vd92r2+OqYrH0y5q3NqgrYdoz8wPMnrPBfudHCaIcdpa36z2LAYOGVMkVa5ZDi3SCfJCMLgS9C49+rLCvx66zvrKIeMYbWXxMZrVEizWluFjy7NVwvU+nB8aOHnIXGZUIrzusIJ535FYwcmVpEocZeLbuuhEqJG1gFXiuexbnISB8cxi1KDna37LX2fhe5ybfUqfMTOjlvxQ+oyH9XWUMBzqKwpfoqWl70NdOrQrBsYiPSjvOc1SXlI5R/JqY6uMls2mU/uJuOTIzzg0gbgwqi2FklzplEJqViKjT7mz7hMx4Yv2GYrY3Xwh+uzJedvht/ApC3o7EaGmCzLAudlruwYbr5jVe22trXTY5kjPKF3Gl9wdDvUVAK8Ud1iaIdtalWOmZbifCBnPsTrcu9V6hLCbepwWfdJ1Dxktm6G2BdyAdIJ0FZatR7G7c9F0Ut+QTCDEHUweXqvs1zjpcGq3TqrG9l7+zkXynVwjpdiKyTQkhcKG+aPcUGKaOtnEfPQkxbOpm/W0QiLJJ8kuVcK4thY1NU60v4cooo634DQVVF+mM/t2LWtqZhvHcYEOsbGcexSbeaYxnqL0bQ10zod4jgoRnUbO+Z3fq6rZh92u7M0xMIuaZFEjt44NhLkgQDpOUL1gbdfDpD1u25FQ1dMtecJXFnncQ8X1c+vQd0ahK3ZPbeKVBly4PFiNHeuhwOhw/ieVIF9BEmANZLVHVR6bCvKVIp17ZCRWuBj9ND1BmTuOp4p+VfOCfszjwSnXsisApvTROG6uK8oEhoVgbylYZ5HakXpiugMb55FFEqKWja4Xljy1DFTFP7Af5MLst6QboI06bkcM95Lw+k3d2xMLjpkycStSb0m840rlvC5Cd/JcVhgZamLT/VxjmYjQ9X5AwYFbkDtDITUXMnR7n/pBWxdzEerxlaPtjg5g4z3iQF2244HYHX6LLNSomQc2tKPSZTvPa2HJZIkSlnO7v7PNJ/URpUvb+ro0Q4p6gHOb9aV0OC/RV9faWgiQrcMxTcoMm9g2yuOyENnVK9/WQj9KkYlqIzwQ54RbVAmTeUzuYpf1WA+taOeUSeHx9VuYRLKVlOzUqVOnTp06derUqVOnTp06/d6p+0DeqVOnTp06derUqVOnTp06fQ3UfSDv1KlTp06dOnXq1KlTp06dvgZ6W9izd6J0KkNG23qU3OSBvPVYa1sUjasdrsm6RNRZtQ658QY/sY1+2M3wsIOvaB6Tacg3AuRSIuUGLQHE3CNoHR7fzvVAyDAa69HaonVYqWdkmz8KGfOQAaqNZ115auvIErGDEJJSoHTIqqsk4MkaxFuz/+XpmtQGNIdbW1huMAXtMbEekUr0cS/kfWKGkiZ7lkoUmnpaUpyXrKZ1u/rgvGBvbRAHOQwShPX4RGAjNkUaT7Wn8RLWQ/jiMxVOQBIpDomFXiW5/lDjJCgjkM7zvpdS9DrmqtYWuaowhxmrviAzMDaGq4i/KkTCmRzyOXcHgLvyEd979Rp5HObxpaa/kJjUk9aCInXUX+ZKWaWeQgbMjxPhS0UGxJ/O/yn3+kc8dof864vvpXAJdZ3ht/Fi2RwlLAf6kkN1yTPqCTf8BQMXsoy5Myg8I1dykytqoaiFIvGWxEd0H56lTChIyH2Ni39jy33Ije6x4kwOWwTFfXMd6zXrrWySEpaeWnGgL9vHmjw7hExlk0M/klc7v8MGvWZQLFyfoVhxV88xKM5swJ6ZmBe36DY/XrqszUg1mSgpLMtqTLkeB6xPL+A4hNtD1QleupBllA6T1MyOHMOLkNlUtaQcOUwu0UVA9thEtWgeCFlxlYgNrkfu5selE6hycwF7tclUfr1puyYCuNqhIiJLRPSMemZIdZzikh7ZYY54uMl59Z8dMf/cFIAkk1Rri3eb2guxx0YiMTEzuIvm8S2iLNRH8Yb8d4NAU8ScuXQYQ5uxdFt4SWNDftw6WMXna+spDOSadtt2G+3jYZMnD7nKqvIUq03uPZ1W2LVB9TSucm0vkiZDLtMNIrLJm7vaIRNJej2c/3IY0D5imMB+hrKedG2wtwftsTADxXoMj6/VnA09i1S0WEaL57HeI/M1Y1fwg78G2eMazgvWL10BsH6yZj03JKmkf5S1Wfb0OPTxEJcF4jjDSZhOLF869OTWcVwseeFBUwA10gmkgyr1VE2ufisfqRwkHhYZrLTgKkmwSOqYMVyLhLviEb9tnyOXFa8snwvrqpDvPi2v4ZxiLztnIFccKovawvjk1rFfeIaFwCgolOEb/X3mMmMtYk8DHBaJIub8vWRkS5IGP6pk2DdXstI1uTTUQlEJxesiYLd+ufww1qu2D8YTM+IBJ1zTZwDsqTnndh/jFVpYFIapG7+hT0jpUiqXkcgKXEoiK1JZxnHp9nuTiyxsb2f9oh5Qr8c0HDtf58j1CLGdl3QSaRKUSdB1grQKF7PmJrHkqxRhBTZxVP1QK5u6V/U9upA00XQhA8YHaHtpNNK1Iik0KuLTGlSQmL67a6SQAc8otuaOQob6aLfyzlJt+g6ZRR1Qhj2N7G0mEE2OPBtqilkd69am7knAIUh009dHYI3Dx/qktdjqsxG0PX8M29o81/y83U/DGDBbuDNjm14ZTV2Eog7Z8ERBosUWZm33nKhbBFyYH6tFrMkNGmpRx3mj28LlRtxZzI9DQMI1GfKmTjb9TJqeRPXpmmySwSAiJwdj3PVwvdiewmaC+YGnyC3zfniN+5MwzpWW5NbSN55v+nRKUsbjVTnUtEY+WKKmoU+STxVykiGfiXMLndBfSIrMUivPWV/wpWy/rS8v2Md826MK6STDpSKpBHXqIdYt6cAo39ZHgHkW5o7z5jgJQSUkVgi+N/0VPp/c4sqN+MTVd4T9a7LaLsE5xSi/xMT61OSrxyw5sEv2TMWodgG3lq4ZiYCtXMkUKzaYysRbCqmpYh0au6KdW45txcBdMpcZSlqWhFD+1A85c/u8XN4J/X5khdrCmV3Y0BdkomZobMDyyoDu3dZArrawwAalbDsfzGTJRIW5X+FSDJqF67fYtyY/br1iVYf8eCNTh/PBLycIp3BZgVz32/q4Lacc61HJYJojrKDqW2wS5o8Q+gv5iWrRusCXweBurkVVy1hLN8vYXMCKt6TuP+SdOnXq1KlTp06dOnXq1KnT10DdB/JOnTp16tSpU6dOnTp16tTpa6CvG8s6RAskosVWqES2tswGyaAyhVtFu4yD2rgd23dtoKo2j+W5bK3qIj5mjcfSWIM2mJ7G5pSmjY2owfZEpFC0IjXosnVEidQ22Cjny2BDb2yc25b3qg7IisaStCo9q3Lze5oEfEWeS6rCIqqwnXoaUDMylZilaTFFMlXogwyOcmha/DuPGGjUfha8nLmGwsCWvQgCXqc8XbN4UrBemNZWuv9Mn/6zI+RxD/PciPV+fB8MzPfCuouB43xkUC5Yeh7kObVQHNfBzvjspWe4lDgJVwc2WCcTz56UraXLDhRmFOxLw4UkrQTXLqGKvvcqqfnsccEyyXnsDrnnrlPL17g1DZfD6EoyfKXE7Kek+4qrA1jlwbae1Q1+TTBZBBRalXiejBxFJihE2MZjOaH0KQbFH9j/RQB+ffERzk5fRGTBv+K9CtZtn7En5zzjz9izawY22tG9b+1FifNIX6M8FEpQR9uY8p6RtzhRUCgZ7OtSMxfR+uNrjtyCsVijpWUvnfO6OdnBaVxPHzFRc5aujxaWu/o+h2JGSbD3GK84FFNO1CUlCYVPyam4LgMmriDFeE0uSoZq1drXNZY9GWxHC98LliUPGsOl2aOKKIxGhe216AohHd4miCqifeqktWhWvYhjMxqT1FydXIX37XKEk546q0nKhKSIdtC4fekCisImwVqkaoGqBboM+DPYWNhVLVClR1iPLTd22XerttG/2zVRKIFwAluFMEQTccmfG0MqIdrZvYT6ICG9jF7XwqIOctLximpWozKF2qpP1AAWIQW23tRTrQX9iKdrltU61K4klS3CB0INtGaDQkvSUIvNwmLiW1Ybj/Ps2C3nheM8lBMWdaitPR2+Bglsv9ujXJAlgtp4Eh1+TtMwljTGbJrjJZRAphK7BplIsqNdpKS3rrW5n95bMT5IGEa7pvnIARe3YDayrFPH/lyhTcYiYnFu3NfM9xyzoeXJ2DNPJHOtGZmNVfC95oJh5TlaCJIixIHM/UX7+slAo/ONzdksgw20fLTx0yVKMpzmQI/He8GemRk4vB9t+4lonNMs98BoySqzxEsNJ2GyDnWyX8Iq8/Szige9lKUIdsOlyLjvgy3ceMUL/S8wUTNerW6FY7O8ST+bUbmM0/oILSy30icMXLhXJc6T18H6aRQcrR21dBwoQ0PlWulg52/waOGxgDmDYGmfa8idJbeO3JacJxn35BGfrZ8FaLGMr5e3sF7RUyu0sFzEGM7UjUMAR1gWrv8Gq/pArhjIFU/MEdZrUllyK7tP6TPKrdrXV6vWgpnJiiw956reC+evS+lnMwppQ4wHQFqcSVDlxqbppEPH+lhnJcJJRpejzfMqYM+c9FRZjTYKVUXEqQo1L12FeI9NNhbMdBVjDauc9cS0WB/pBNkU5CrkvMyq4utJQopgYVeijTYCOEAmkEzCeeYrB1sJBD3JMIsaV7uIxJVgXChQW+lAa1w7X4TGbh63EedxbS0l1LUG9djMIbexZ0+rsbw7t8E91ls2+Np6lnWYe+Yacu1JlKCfCYpyEy9Kt+y7TYTSb71eMk5bLK5QCpEqRCpbvK4+yEIsqsGaWYe3MH+4brcxvJbTuzNEv28fe5KzmkhsrDd1CnXqGV0J5nue2Shgbret4IWSWAQDa7m29BzMVbCQ98LYs7XHZ2Fs7VhTFdCes3B+J4VltEzoXypOBor+nZrzkyVFxL0WUtNfG4YzSVpAOrWU+wptwn5e7FvKxFOrUBsTKxitBFXimGTheD4cSgotWIqMh/4A4zWFy/jQ+LfCOEXJS+v38uDivSTZktqmrGWfqRvzAq8BcOQWjGywq2cGagkHpcWK5q4W5pArLaikIHUeGXGSEGrkUiZYIZgLRe4MI1eS+5pTFepJSbqDJ3taSlgyUbaYNAixRy3CvBACAjeXJUO5YuH6LF2foVxxok/b55vXGEjTItIaNCbAVb1P7VISFR5bVyOsTTYfxHQNlUJEm7p0Ci8ddRb2VzhJtgoX53pYkpZJsLAPbfu+tXPIOGcUlp1/Y0sX5o+6VJjM41WMOda0+F1R2rdcH7v/kHfq1KlTp06dOnXq1KlTp05fA3UfyDt16tSpU6dOnTp16tSpU6evgboP5J06derUqVOnTp06derUqdPXQF9XGfIG19BgfIQUSDYZQIjYipi5s86TZJK0JzCli1kcizEB8QAhi9Nkd6zxOxnHoAZFQZuDTNLdv4M456kK2+Z9qi38RBhHyPTM1jD0kCioprbdn+1lpRQkeKRgBxFU1c243A4yo66W7XpKh0xTOgroMl+5gDJLtjY0TELeqXYhO259i/TwlcWtbZszTXuKbKiZfPgQgPX3X+dy6MlXgir3nB3UrDLP0VRxOQrrPB4KXsuHXIoBA1+y71bkztDQVy77nv0ZXBxaqsRRJh5tBeshyP5Wnkl7ityRVoL9JxJVemREHYlaMH6/4OTkHp8fPeG7XqkwSpFWMVM095j9FNML49RGkNaSfhGy4wAmIkbSStBfSYZLyeXY8mhcAHDarylIA/JBhPzId44+QT7+DxQ+5Af/5fkfxnlFJkoMiksxZI91i+ZxIuYlradfgfQBk5FYj/SbZQCsgERbEuU5TRRZCOmicFQRN3QgZpSkHCYz3p+8AsCVH7KI6Ik9PedEnpPHdZsMkBGq/VljyUTN0udtHiinwgi7kxkCKHy2WUZUXLmMJ+aoza8rYVmaIQCrcoz3EhHzP95J5HqMLEMO18mQYdYxU26TGqcsut5gLOb7c3SdRCSawcmMtNw8b2P+UdWSpJSoImBdgDarp2uBWtmA41MCpMBnb56XerdqOxet0wQ9CBloFxE/bloij3tQOfTctvl+dy1ksuT9JSJV5LeGrE/PWM8N9RYeqKk1SSqxxrX1MctlyFWym320JiDQhBMhc8kmBymlx0sRs+ThS6st7FntKW3IQ2bakyeC/Xj9DJLQBqOym69tyl3lPD3tsQ4mPRjkYYyDg7TNY6uexlvf5iKFEuhhQnKQt9tpjp1QEm8d+ycZh/+n57n/+8Myn7xjudIZt9c1t64CNuXRoeEs1rQyqVlknotc8qXsgNf8MROx5PeZ+wDcmXr2Z4rxlWT4Wo0oC5hVCCVJDrJ2nHZtQmazssj49/hqHq739MBBT+EmCWXfc+tcUWSe9/7bCncQUU4DhVeCqg9GQ5E6Eivox+uoX4ZaabTHCU+/DFnyYVnxcBhCsjaVLFyfcxOy2A1W7MP5ZwH4gd7/TkHC/2f2/QBoYXnsDomlhDy5zyQxSB8QmL0KnPBtRhOgX3lumZCBd4KYcXf0CfnBeRIzgi706ail4HV1wLmfcKSuABjKFZ8p3ruDIdtLNmhI61VoAxPPFyUsuSg5iVi0wofeGnfS++j01bbODli1+2LjFCwXJYXPyEVJJsoWQXmvCGihQW9Bkc64XFwHLxGjM2wa7jVyuYeXliKpSNYDlEmoemuWNrxIb7EZv5MOpzxlUqEiMk8bBQpK5UlXGl2INv+4HRXNF2Gs6VkNdXjttkFO8u6eSjZzwkbe+ba3znZfBu8iGrdyLVYQu1kWJUgmGbZYoVJJ0ldUF5a6cm9AmTVzsiaT3fTi0VowSOUmt+5C5nxbVbWLznU+1FOtN5l0Y0Nda77XdjNnTJRggMfpMN1zHsrYj6MdnwhItCZTnmeSfn9Tv5NxRDmqOBm1DtHTYDWyF3G7qQpzyCGoyuIqgass2TD283l+TPKNh8w/2OfluxVZbdmbbd6L8z3DZd9zfSCZ9R1PBoKXsz2eiAkDwjn6nDnnuKwZlbC3UFx7EOt00/OppxAZ6KMcsXWPIpWwDuP0j1fIZYIcp6il5mCs+X2y5MkovMZ3/HqKie+3KgOi0moo8tgHxQiyWrC3kGgbel846dt5JcB45TkdV8iB5zV1zML30FvzqlyUfPvgk+wN/wMGxc9ffX/7+JUP+e778oCRfAg4nIDchHljEifQTT3MjCexm3pZt1N8Ry5CPw2wKBy1kFgkK8J9xKB4Vj/guj7jXn2LqQ2vrWJO/USftnNeoO0pBGGuCKG2Lnwfg+JIXbEXEWetRIXxqp0rNz2ONpg0y15yyVW939ZnrQucky1aWGQrqHJEREBW+Yq06CNc2NkmS54WGQ5J0d+MuUzCz076NkfuMtv2HkoXcZi2qZMCjUBYj1qY0GysqY1KvuX62P2HvFOnTp06derUqVOnTp06dfoaqPtA3qlTp06dOnXq1KlTp06dOn0N9O72GX0ZCQnONtZlh0rDIdi2aGYRWbH9uHcV1JD3NUn6FAqtctDajYKHzTxlI5dStFgelQjklg3cWx/s7o0d9MtgKpQUWOfZoNJEi/JxPqArijrYMSHY2nuZbJdplrucWbQS9LLG3tm8ZtiXLJeoqUA+WlGcl4jfviDbC8cjvzVENfarxscErR1LKIlQDpkq+i9MGH7DAfVBwqvPh9f41A3DBx/DYBaOea2h1PBkb4OmOVh7nFhymQ94meuU6pyb5oqrJFhV7qUZnxhrBr7k2y6vOJopbv+mR54vYRARQvspl7fgcmzZnynKvmCwBjXfcEWO7ymMVmRmzWARUTjx6XoAVgekxmzkuBoGK86dhwn9aJdSpUdE1F09ECz2YLJQOBmW/Yg/5dn0gt9InuGxO8Sg2q/3yYCo+AMH/zOJt/wTfj8ai8JypXrMVTheA1cxMoZR5RkWAm0FZeJxW39Gy+rw2Cr1qBoS55iUS8p4ZZ9mKZVQpN4ypuBS9jFCcWCX7TYu1ICH/oCJWKKw2AZNwcaKZ1BkVGgcGTWZqLjwAcOziFwXgwr29bieFqZFV5zb/YgGihgJr1vMGYCPzDprNa4cgklx2WaMvcsjkjJrsRXCSQbT8PpVHqxHXjpMUiOtwinLarLALQbkq/D+6kK1GB8INiNZ+1AHVm+85pAClwisf/f/3bK1FrY/y9ZyucGgifYxbyP2MJXIwuIzGWzjsbbaRyvKRytcZalL19rVm7rZnFkqEehscxuSiURtvwZga4cpLN6BcJ7278jGhbqJwDnf2jalDDhKgKq2FHWI/BRmg5As4rVeOTgvoIrZD/vUaWC9p05CPW3snFoLkoFuLeqqpzER29Pux1OxJDlMyQ/y1qLZWxvu/fcZ/+VWWOeV5JA9t+IDryWc/FoBa0PvvxuRXA928lJ7pIdR7einJb9SfBgtLOdZsHl/w/E9nh8suNWT3DIJ2VQhHywRPd3a6kSqkD1FfVG29vXLe0uyftgPuzbUL8+Qj1YcTieID/WY92v8KMHH+5UqwrZsuqkNq3Sz3wdXmt5CIF1AoPmIp7wc2DaK0/M1H1Zf5EI94RV7g6UbUDhYRGvmfXnE8+Ih//fB30J6z//bfzdXboPw0tqxHJ9xrSo4Wjl6lWBQSLQNtnUISDRtBfulosgc5yPHqPLtfeZkYbASpnnAIz3UIzJq9sSCRz5ErKZuzM30MQO1YmZG9NUGDwcBQ5S3GJ6KiZxxVz1EE45RScKVHzJkjRaWQqZc+RG35JM2FjT1A16xN5lsIYAWrs9EzQD474af5F59i8t6j4Gek4wrpmWw+pOG8ZRJia8zRFJSDhPS85sIp1juBdu7U5bevB9/9vh4z6/zMAaKYFtXtSRZCfTWfbLJRInakU63HodwoUXrv/86+N+O2JpMCRnqpdxC5zaSaaidycEWMnZ7O7E21EuzYzvfltx6rSbi2FjWlQ5W90beesqlabFj7iksbmNXr7deQ0rQca66rqCoQ33cuqyxLtS8wmzq4mXh211KVEBFNlhJKT26cm0dtmuDqx1mUSNTSXqQI5u591PHRaSK5LgXjqP15HdiVOcPX+fVW4YvHdVcpCl/8GXH0csOH23xVSopE8tVxENOSs+hXvKfxftbu/NSv8Jz8gnjtOKi5zidWIaF4LkvRRyW8ah7C/yiRigZ3rOjHNfXyLMijleGm8XjNVIJjuwA9wGNk+GaEC7MH6UJP5seVLmniEizZnwnZ5L+TLRzRy9hFWmGxaGhX8Feavh9vMKz6jGf4tm29hkUhU+5YsT75Gv8P8Y/S+It/6v/Tgof5jglCa/pfeb9FXu2YFJZJgX0ynA8e4idGplXkiJ1TPvhsVHlsQKOVgW1gtOepJCKQiqO/Cy+WaFu7YkFe+lLnLk9zuweQ7lbH6HBnRk0hpyKQzFrn5uIJVO/QTc282MI1vZcVix8jzO3h/GaTJTtrb9B9B6lZzwuTyhdj0TWkK4oy829gtEFRteo9QhhFVW+QlcxwmUSvHQ45VBOtnURIiYSKPthbqlrRbrSpHOQ5VMXKyBLi6yfqo9xwuCTjY3+d9K7v4p26tSpU6dOnTp16tSpU6dO/w2q+0DeqVOnTp06derUqVOnTp06fQ30dWNZl2JjkWk6ZnrnsZVrLZKNBWlboXuupHecY5axS2ztKBcbe0KaK0wVurALB676MvZXNh0vq7VFW7/TuVPK5kswHEiqymNsY08PXddXVbCmQ+ikXsam1osi2NUrB4Xx5Bog2HEb51OWCNJEADLai3YtQ01DwDRX5AcZ6UGOUBJXWcqrKh6LOfqiIDnuoY57cJhD7RDjYJeR1iMnabBlKkF1kOCV4Pr9YNe4eQ+yRyV2JNBriZOaZyrBcuh45Vo4no/7mpf1IZ+2zwFwTV3yWI85ZQLADX/BTTtlYCzTHB4MPXmh2H/Yx0W7fp1DWsD+LHROtxpmJ4L6drTer0R4/kzxzK9boKI8SVnuhffn6iB0qOyvJf21xEnPeK5Ch+fmeBlQC4O4v0TnivRWn+ktxaoX7Cyj0lMqx111xmMOW+vOLXHWbuNCDch8zff7X+H5+ZrXBymvq/32+TM1JlM1N9UV0tf0q2A90lZgYhfp85FjtWkkzqiExELSRCp8xTRVVCK8wdfsAuV9+7sTghMz41jMuZR9ZqLPkpzCp22nzIwavWVl1zg0jmviKv5uWfhNJ98vp8KFY9/YPq/q2HE4DRam2qasq2A1Euka7xRyPULWYT0vHV46hJMML/dItrqnN10z01KjKkWdG5aTBapOSEtNbxqtaTUIG65RWVgoo2Uzia1kCTZ2n0i8jD9L+DIJknelGhuhTFVrYRdKIlKJGia72AaAWQX7Gawt6rzATSt803XUuvbnbKgpVhbv/KbxqJYoLXDW04sRoW3LfKPQmTx0ULelRSFQkXBgKnAu2NaN8RRFiBJpLdrYT6iXQdbDZRE6qTcv0dNwrQdKhLHVT3VZz3VYRooQARoOFTreLxpbuhomuMpG23qI7MhUIofhvBPbFIppiZxk+Mpy/VXFB5NQ9/oHZ3zja4prn7GYz1zgK8cBsHc9XFfnz2tmI8us73heLPg/9/83nogJL5lnAbjnb/HNg8/wvfVrPOPApgL/oQPqgUCVkQjxoMA/XlFfxIiH9fRGmvELobbqgww5TOGkh91PWfcd7/9VgR2qGBUI14/tKaSB/kKQVAnj3DG62pwbSQF67RClQ85retdy8kLy2Tvheuu7UFf6ogQFv1B9K1psCA1H8oopfYySaBzf63+F58opn8qvAXDhxzyU+yyzFVfJipOiop9bEhsiPBDs6toKLse2tdRLH2yaAFYGYkUtBffSfWz834Ri09U4EyWlzzhQlxyoS5auT+kzJrEjsCK8d1pYXtSvMGFFyaYuHfg5d3nCpRiwJOe2OOWD/jXm5JRx6nWbU96jHvJFblCQsifnHMkrCjaxufckr3JflDypj+ipFWmv5Ko8RMZ4VH+0ZFmNqao+Ml3hbn0Od3anrZ2rySVeOvrTIdIKHBKbGKSN57GT5PMUVYd65xOJWJShK/bT1/x252Ap2ijD14NlHUJtUtGmvnlMonqbOWTzmKtsINBEqgGAXUT6Sa4wRaTR5ApjPPKNTtiwrN4QJCDELpt45WYZiYseda2h11fUlaOqYsd1Qi00sbhlca60Kn1rVy8MLOMtUYloSZfBxp4oETqqb9VTJcNjzba0Cq+bxeig6mlUL9TJ6rKkPF0jLgqSSYaKNV9OUpq98NOqpfb4eLz02rN/qXnBWQ7OYfKFGq7K9n59gyHXMsXVNc/jw5p5FuY0z6gn7Zxk6of8FzFkmKz5Zu5x59KRV5Kz6+E1irue64djBg8MorCwNFA5JCZ0WgcYp7i+bqNZTkNSCb7hP4bj4RODHShsJljthzmncIK9aZgzpbVgNFOoaGlPlg65sojTNflesFD3nsl4/a6hXzucMDhR8Lx6yH9018PxxDCUK47kFSUJp2qEwvFH/K/w/Cq0/f58f8xDsU8pE65kn5Fec12vqGPhy+tApmhoQRcjuzN/hE1ndulhYBxXebR4RzLJPotA2iHHILklT7klTzlvIoy+v7M9jeVQzMiodh7vU3LAnAsxYulzJmLZLrMkx6KYiAUTteCevUFBhhZh/piJkqkLr3czf8BlvcdVeUgia2Q+De9rOcSZDJICC8gyjKtWsb5fHCGcjDFHSbZOkVZiEtta1aWV6FrRmybIGloqzyqMU9QGL+VmbtT8LEWg9EAbfXwr+vqoop06derUqVOnTp06derUqdN/Y+o+kHfq1KlTp06dOnXq1KlTp05fA3UfyDt16tSpU6dOnTp16tSpU6evgb5uMuRChi8Z84gQcT7O7+RxvPWomPmTqdzFWVQOVzt0rlAxO9Ug1KqFoSpsjFhJdMw5huzPZhx15SgLSFKH0rt/DykjUiZNmzxQzL6JgDirbYjOJCogKWqzG251DmofskCq9Oz1oL+JomGsp45RvYGENBVkEQ/U5JO88xQXJa521EtDfpi1x2B2f0U20GSLmsEwCdmfymFfCTng5RenCCnovzCBbzvm3vsseSnYPws5mmTpKW5mfOYDFZ/bU0jv+f2vOA6eSLQJQZajsSE5OqVMU16ydyhJGfiSAxFye2NXMKotz14IFrknSxyg8CrkeiBgP/qXnnwhWY9hPrYYBbqNKUqsFljt0Scp6ZUhO61J5uFY6BPF1YFlMbBIJ8hLSb4S5FOPbNAiWiBqF/AYQ001UaQFDJdhG+vUUUnBL/gPYVAhl+hT7onrnMjz8B5QkFFzWJesEsEzy4oPlI+Zh8gOPz96PxpLqRMe75Xcrq94Zh6QHXXc11rCNA1YipExKO+QjhZ7No9YGoWnFpLcxtxaRPNU8W9y0nvGrmCpshZV1nxXYpOr1DgyX2OEanOXx0wZiyUXfryDPit81q53K3nMlR0xdWP6aoUShtJl3Ewfx/EZvlg8z+nyJt47bL6AcoCPeZ9idAXsMbzcC/ud1fQWOf2LBBlzbdUI6sySrRIGF4d4BU566ogeyQuBmlaIVUCZoCQ+ifnerbzP9u/CwVa89etCTQ2UPRVRWfoN+B6RKshVyJFvoWzcOiJvFjXlVUW9sjjn0VpQP9VbI8kkSV+jh0lbf+3atPUm4CZ9+7t7qu8GhMiWZRcVWdW+/V1KQZ5EXGTtsQ12bSvylYiwC71AcaNytHVyGx1U1p7ZLOxPkklU7CniKhcxR1noQxLvH80xsxcFvrKoSbZz/PTSUqvNuBcDx9mLmuHJLV5+vsYoz+E0DPTwkeDw5y+Rt4esn+vx4tGCtFpydvAqAK/uw6nMSCw8umUZLiWzUahf41jX9ooUmSt6R7Hfw7JmBJgXIndnbeG8xGeKi9uCl27WVIkCHDdeC7Uge2xIpjWJEmSJxA11yIrfD/XZL+pwbvRU2N44xWlY9R37q3A8+lXNKq15rZfza+aDWK+ZmzGXdeif8UQfcSe9z3V5zkQsOXZzllrxgfI0rG8es9KSL2Vh+XkimaaCxHkO4j10KKFWob/GKhEUSuCEQMYc5EppCpHwWIb8vEEx9QMKUrQI7+uRuqTwGYVPMV5zqANGzPjNtGlPzrkrH5FFjNnYr+j5euccveZnwBbux63aPGaj94vXeSLHlDE7PmAd3iLfA1HxYvIymSh5WIc86V52ztpuspp7+RnksKqHAFQnX6Q+DX1YKHPWoynCSXrzPtIKdJ2h6w2Kp84sutDohUWsKkRE+PjtCwXafGSreJ2928mQDeYMQh3SSUCbNXjIpzPlTe3Eerx1O/05tmucrR1CBrRZg4b0ziMiJldpQZLJHeSaKR3V2iKlQGwd9wY3Bpt+RFKG2us8KLk556zbotZKgRLxHrp1r2t6baQKrPNIIbbwuxslaoP2LQvH4nI3K5wfhrrnaodEhuPR8NWkwM8q7EXR5uuT6wPkSTi31xPB5X48FyXMn89YjBNeutX0cKp570PN4SPJ8RckxZHm/m3DwcHLrPRmbrNSmpnM6RvHKvP0C1jlEf+noeh7ej2F6ynEJEGuLDiPvxnGsbyuQ/a7CONY7nkeH9UQr9ekgv65Q88MSV9RjSRWg42ouqOZIrswyGnTt0aGe2eusZMw910PN/PHZOBYasd/qj/U9t8x9Jm6MVM35pZ+xKGYMiHgzebx88h71jM+VM9YJfCJ/m2UcJwmnvPYVGjPlJysHMMi9CFaJTDNJEW8zhPnyK2nloJCSeYyw8b+WyuxuX9lvkYJRxmBvQATEXLsoadQP8wFRbmTH89i342+LzfzRz/lgDklCSY+NiEiHWNPjhfVqzz2+zv59FyWLN0g4CaT+3xOPcej4iYyzjnJFqy9AukgKXG6Qq7HLd5scXDG6OxaqIlbLOGk0OTzrQ9OQJ25zfyxrKBBnDXNv5qfn86Pf4V6l5fRTp06derUqVOnTp06derU6b9NdR/IO3Xq1KlTp06dOnXq1KlTp6+Bvm4s63ILV7Ft/2m0bWNvcDbN79761sYpooW2pZsUNliYMolzwWLZYCoArAmPQbBVKi0whaOuoI7+oMbSaYyP2J6waR3tLi7aiyb9YDWSUlDWG3tSY2G3EVXQ05DpBlMRlqkLRz+N2/MwyAXGwHIRxpDnkiTud7W22NpjjSPbS7HxtRazaB1ynux0TdLTUG3wRnoQDkp9uiZ/VJC/mPPwwJIXYbuXR47PX7d8on+bqR/wS+tv5n+9+4j8ubJFbH1QvsJtc8l77GPGasVNExEGIhyUF+YFx1PFeC45QPHwmuE37xpeeXFEKcLrf/TinGfThLSA//QBw1IpUu+YxON968pz475GGcH8wFPcFKSVarEjTnryQgasTwH5f7nCr02wWUXEmyoMblohhwl+MsJquDyyTIdhI6+PJf9Mfwt4yEXFwvVZumC3eSyOAJjIGR9UL7On1oy9QXkYrRSDIpwv/5fVSzwZeT4+eJ6xX/FED7jas1yvViTxnFpqiY1WzKVS1FIwUykXMlgXR37NyJbMVUaFZikNA7drKQvHN2EuczIM18RVi7RoZFCMWdH3AQeRetNajiCg0TJhuGCIjRZ9jcVEO9NArLkln3DP3mDqxryYfgmN5czthe17zUf6n+JLesYr8/eiVI07fJV6FlBHss5Z751idc3o4rDFU7CFGcovPDmyxZXZPKCPdDzHRVEHq5GSG1SFlAHv01jVAVk75Mq31iP7lL303aoGcdSieyL+DCK6K3+jdR0l8ZcBeWYXNcXjYDWzlduJ++hUkvU3UR+ZSJKIx3GVRfX0xsYZcUC2dq1tHaAqXGvnBNrHlRboiCQ0JuAlm+ooBThCzdu2pBfRcTYr424IGCSQpYI+GzvnrPQsq7BOpj2JChihYmlJYlRC5wrVy/CVa7GPIQYVY01rg1ubgEc6yHHTktUXpuj7Cz74KJzfH0wl9iBFTUvcF6e8/+yQhx9UfP5GGOgvP6v59uuH5IUIVnQPw5nk9qvh/D8+g9dvFLy0n/DgcI9jO+fD54bJQvDKzXATOBoqDp+krIcJSSUYv2oQ1lMPoiXxhiK7PqD/yHBwz/FdPz+l+K5j7t82zA/CviZzhUgkPpOosxL1cIU9Xbf3Ml85qouCOtr5Jx85RD4T6l7SuPycwErPS+omt8RjBnLFa/4Ws3oPgKUZclqeME6u+Gj/k1yXlwxM3da8UQn92nFQnJMZOOsLVlpwpVPmsf7m/XgORbvluepzKYbciwihhe/xoLrOzeQRz6qHnLk9Cp+ihSUXZXve5iKYMrcxZA2i7UhecShmKCwGydivyZ+yqwOkPo4FicKR+M2920bo08A5xvaMJ3rATPQYR2vngVhwygTjFS/o18hlycvlXbSwLUJSC4uKY7qUJUszIlEVq2tfAKB68gKUOYv9c6RV9BY9nHTElBj5PCWfCmTtQgxLxijPDs4nZuYaqyaAlC1yUtrNPr2b1c4hlUBG2/V2TGUbFRlWELiFxa038ZZ6VoX6IAVSBfRjksrW+dogznQm2xq3LSHBVh5LqI3OeaTcRIKa35vvWod55SCXLfYMwMT6lajw1m6X92Ys1sMyThdGmSdRoo0sZDrUyUXhkcIzFhKtacdRxhqQjhK89dQrQzZJcZXDx+PB0uAWNW5tW6u/vSja58fjBOlSsrmnGsB66DHaM4qX6Kf2BnzqhZzVCxkv1o85WlcoD/0aJpELHOzZFWeDCisEZ32BE5ajWXj/pPd89k6NvRvWO5xLDs8T+pee09thXxb9mjLxjFaKo1PF6BQOP+2YvhDGcXZsGfYlw6twUXkJvUuHjHhk//kpfm0aMzV2UeMqS3ZnBMdZXMdTZJ46Wsl/Ub3I0K3IZdjZx+aYmRkxY8SD6oQDfcm3ZJ/mWMxJoiU8cTBeC4Yl/MD6NUoNL40G7Xt+oXvMR5ZRvyJ1UKgwf1zKOHdXinnaY0qfx+6QI3nFDX/BhRi19nGFZSCKdpsKy5Kc0ocaqbHsiTla2DbKY1FviPMoLFaIGN+xpBiqpz6SKhHRqb5mnwWvyzB3vvJDbsknaOV47PcxXvPh/LNM1JwvrMKbovSafLhmWcVIVrqiVDWsI15XWBb752SrXjv314UK+MeYqHDSk5SSZGoR2/WviTpuzyMhZoldqOpbMZ+3Wh+7/5B36tSpU6dOnTp16tSpU6dOXwN1H8g7derUqVOnTp06derUqVOnr4G6D+SdOnXq1KlTp06dOnXq1KnT10BfPxnyRCKb/KLa5MW3s+Pb6LPmsSY/7t8kAyCUwNcBa6G0wDYRgyxiBCIpQMiAWKtLR1k4jPFtxKAoPGmMqDWPu6deLk0EsMkF1UbQYNFwMMoFI0IWKFGgldjBnNUWFqWnn4ZseZoK0lQy2gu5kPGzQ/QkxVeO8nRNOa0QUmILi84j8iaXIc9uPfPPTxmsDclxr0VYJAchR+mtg1nFM7+RcnSSkk43LI2jRynvufmAL16zfGN+j9vrNf9pcJv/7/qjAPxK/c2M9JwP5Z/lW/znyK3jZOm4dhX2df8sZT30zEaOq6Hl5YnmNb3P59xt/oD7NADPPEnIVoKy73mU9vlt7nIiLnlGXoQxJCXTg4Ax+O27NQ/ynFqoNv93XFZMCjjKFXd/sWL96Qvmry7I91KSJkPe0wHztKjQg4S+zUiXiuJ9YZy/mt3m1+Yfoa9W3E7vY7ziwuxTupRMhryPSgyf5jkeqCPu6Cf898tTnPQ0BIasFtw9k/xPZ/dY9hwv74Xzs1CSZewvUAvZZhOl93whOcKi2uzOPXGNz/pneYHXuCEueM0f8zrXeI96HYDn3BOWImvz9ypizTLq9rGShH2/QMVkrvKexG/e01ooKqHIfM0NLrkUQwyKuzxp8T6PxQSD4jvkpylVwkN/ANCOY+rDOk0O6DPzD4KCJGKdVrPrYFLKvVO8tAwvjnDKsTgW7H8uHrDahNxOP0FYUAsDT1+3id6gfGDzfBmOl9heXkkEoKo3Zu7fjdqgeTbHRw7TECzMYwB7W5Vrm1fYRY23DhVrhSnsTv5RxrxkW2Mjzqx5Ldcgf6zHbGXIrfERJxl6bNSVaxGNsMlLQui5oXXIkTdvmbEB9xjwjyJEvLbQPi60CqCfCSbDUN+KcnMO9NMw9iwRDAey7euRpJKkv8mQCiVRwwR1kMM4RSw3WTl93MNeFJSPVuiYs1+elSRZiY1Zyf6L+8hcMftnr/ALH7/k/Xdf59nvuc61774JwC9+R80n70geJUMO7Yr3n1n2pKJ/GXYmmwq8TPjlox7/ZP3dPCpu8oeP/x3/x/FvMYl5y5ePLdOBZZVCreCFfnP7j7jNSqArkFcV9WcuuPcfHnPr1TkvfN9tXD/m9R8V+LM18u6I8naP7Kxo33sAu7ZU8xohBdl+BkoyOwmInX7sJTLvO35l75BX7A1yUbGn5jwUFhuDe7VNKb1ECst/Xn+ER+kR35B8ie8sX2uPaV5Dr5KkteD6uaDIPL96y1KLsI0rtektsRYJT8SEe/YGj03IIDb9PF4u7/J5/zw308dM5AzjFVc+ZAxzUYUMuTDkcVsGxZG4CsdcBLxjRk3flygcAewUcUpigxVT3lMLRY0C6p0cuWrwpt5zq1qwp9ZcqV77/DOccSmGFCS8R73OMF9zZvfabKnxmqXro4XlML/k3O7zuDxhmIZzY378ckCgOcns6AnSXSdbZcjYd0HVokVHhnzwVna8UW13cT+wyZoDon5310jxJj2ImnnAdt+Nbfkq1Mft+iakwFa79yUheQMGVyixM2d1W/lvuzA4F+poVe3OGavKt7lxF1oCtHWr6bXRYCHL2uMs9GPvjKduf9Q2IM+UFG0tbNYdRGRungvGewm9UTgXqnU47xosm6s39wWZSlRPt4gz4rFTw4T6osBbh1nUbf+NDBg96UOu0YcZw1cX1PcX3P5IuI7f8/6a5bDkPzyn+WRyl9flNa7Lcz7s7vHCNJyTo5Wkv5KcaHhwXPOZvZxP90YcTwKqcWQraqk5V33es54xUZ7LfUudSl65Fs73i1wyqj3aOoRT6LnF35vTO44T90O42DMYrRjOAvKsyiV7Xwr4wvL+guqybD8HyESihwluUbeZ/LQQHFSKR9cdvzK4yW+X7yUXJRO1QSaubZ/C9khkhRaW36he5JE+5D3pfQC+a/UgHGcH41KireDWeUGRhffs09cElZCslGYej3EhdZvdnok+99z1tp/GF8xtftl+mFv6EdcjrvfM73HlRlxXZ5yISwqSFn0GoafFgCJkxFEoLGO/RuHanh7NvPBp/GMae2c0/YnGtmjHCPBBG+aLhUg4E6Ff0R3xmJkYUPiUF5OXGQxDb42XyztoYRknV1xWhzinyMdL5jrUTbc8wPRnnN96nZNX7qIqhU0c0oUcOUBSC1QRe2tYF+aPzUUFm4uuNgjn3lAfw05KRL3J3P/X1P2HvFOnTp06derUqVOnTp06dfoaqPtA3qlTp06dOnXq1KlTp06dOn0N9HVjWW+kUrljORJb9nXV08hUtfa7bWxPY11/Wq3lXQryvRRbuR1rJkT75ta6SSqxW5Z1Kf2OVT1YjoJFMzwvkLGzvpTBNpmmgiriJdI0PL9aOeYrh1aC0SBsfLqIGJgEsiSi2BwMhoreUJPvRVTBMEEf5PjKUk9L0lHC4D0T1HGvRVC4//0h88s6oNtmNdmiRk+ydr9kT+MwzD87Y/VghfyEoF4ZfvsLwbaTJoIP/MANTn7wGX7zpucj52ve91LKh/Ye8W3v+YcA/Ob4Gv+q+IMYFM+vFnzo5QRlNHufjZaPxYre7QGf+6jl50fv598vv4P95Ipb+hEDF2xQRQ5XY8f/8+Tb+c+zb2ZRjXnP6PN8c/bb4fgffJHbWc2tc8Vzp4p8v6DYuhKcANv8qSqR6ElKNkqYPSrI5+E1esd5sKn2FP4zFyR2D3V7wMFlsO580/FrvNj/O/yKfC//9PwHKcohShmMyUjTYKlZ9fpULmWo59wc/G88HEoWmeNwEd6nyVoxvpLUKfTXEukMi9zzuC9b689SRgu993xJnbQYsSIiKB6bIwyaXyk/zGW9z/X0EQO54pP2gwD8G/MH+Lbeb3CTM5bknPsJd8RjBr5sEWcj1ptz19s32IwkjtRvEEPPmVMUnlps/t73gnmCReCEAApGomAuc3S0vjd4H4XlTvqYk/0zfmn+baTR3n/z+uu8Mn0fphhSHT7gKis4uH+HslcxfU8wlE6+qBGrAjGd4/u94Ll72rKuNjYirNtYjuJyYsuChLWQZ8ED/S7Xdr2SqUJGKyZKbKzqSUDKtetYDxbEMEGkErewrdWwXUaCjGgnW3uS/lNoNSXx1uGqUCNdvft+eeexJiB+jPEURbBjNnIO0nTzNmotyHNBHj3GReHQKljRy9oDnn4mWtt6WXuyRNBLG2xa2PbeRLXbd84zGmt6I42zHlM5egcpvZsBJyN7GtHTuEWFPV2jAHtRBDsiYBY1y/tLrk4rjPGxvsP+Ucr8c8E2yefm5H3F5VnF9T3FC3/qfdjbA+R/PgPgux4NWb0n5bU7c56MPZOFRjoQjdUYz+GnDP+jEXzr7X/APzl8nv/l7H/gH57935icfA6Ab85+nRcHr/Ar5YcofcY3v/e3+f3m87z3fHPM3TU4PupxwgHP9TTrl2f4l65Qt4ebN0UJuCrJAG9DRKk8C/VZ5QpTWEzlcLWj98KEg/+yYnSrRzmKttk9wc2jKX9I/Qb3xDW+YG4zVjPKJNSsh8WzWJuQ6bDNpeszZsVVPA+lc+wtJf21ZO9MokoPCPpreHwY1vnVozBei6QUCUvf49zuU/rN/QqgdOE1XytvMtUjDtRlawUvtjA+WhiM12jszvoDCkZ+Ux8roYBd2/JKhtds6ulM5C0Kre+qgD4TkFuH9LDnDLlbADBXKQrHgIpTNcIgeZ98jSN5xes2IPNyWbEn5y1iMhcl1iselydhjOmM+eGr2PM7SCdZDxckRYKug63f5I50IZGrrTpng/1SNBZM50I9bE+U3Xop3Lu8Rm7N82QqQ41Mo4U9lW3dk70NO8yvTbBkb0V9tqOPjXXZxeOq4vxMZeF9bOaqrna4LfyjrV2wtxuHQ+Cc24k4NvjcbfRZow1SV5K7UB+b55drxzrOKbNEtDi0ZltZErZXx3o+HiuSVKC0ZHCQkh/luMrCeTjPda7oPztCTTKwjtUXplSzGpkqTKyNem2QqcQsaqpZjasds/Oqtdhn95dUhePqoiZNBQcnGaPnRpx/Y3Mde279asX/8JrgtRde4aVrr/CZ7JjcWfaW4bgfP1DI2pM+LjmaJNy5bfnXH5jzd8z3A/Dpi9/HteHrfEP/M9D7Le7nNYVI+C/+BbQI5/WhmHIjueRxXrBOK17QKcNkn/Q0zE+uZxnr4ZZtuwJlaM8FGVGY9dKE9y+JcdBJivrNEKUcPj+mOk45uNK8ePyYG8m/5lPiLv9++R1AsKuXpsdifYAQFjdQrGyfqR3xwd4rAJz1JKV2XJ+G+ji5CMfAxvc9rS0Xo5rPxXl/Y1dfinA8v+hucW73w3kUY5YAn7fP8xn/XgCuJWdkouR1c8IX/R3uJvfZE4u2/ly5EUqeM8DSZzOPfDNVMdqj2JzEqbfkvkbGuWZuDcr7ze8iPL+UKcp79sWSMzHGoLimPxveE3XGb5bvpy8s15IzHlYnVC4jGT4K45QOM72GzZecPfOAa6/eIl0mqFqgiq3PfkqEKGNTC5XcmTeK2mz9Hmvkdr1MkrdcH7v/kHfq1KlTp06dOnXq1KlTp05fA3UfyDt16tSpU6dOnTp16tSpU6evgb5+LOuxy++XfSpVO5bNje3S7drWo2WosS1B6LKph0nbLRd2re4qV8GWVDuqeY2UAq0F1vgtSzqxU6bAeXCWpzqt+2jN3HTI7PUlUoYFmu7nZu6YDBVpKji6kdG/3qeebbqfJuOU8rJkfVWRDWJHzGjBtq/MmRzkiFShhwnJJEN9YJ/5Czmj31oCkI4Sbj43wlWOJ5++Yn1akB7kobMwICcpclG3+7u8MCgtGI9kO85Hv3zK5LUFf/TBc6yfySiG0FsIRtEq9V3rx/xPD36ei33LeJ5w+OmK029Muf+twWKTVhn5SnC0EDw3esRV/7e5siO+VN3hf+YOAN/37C8xZsUvX30b1ism2SV3kvscitCt8lP6NuPsZQ4zz+XA8WCgGdWWO5fhOF0OPNNM8KEHCvelC9avLTi9t6IoHFyE49U/rzh5/xjZC53l3eMV3Orzqy80tj7BcVnxf1CfYXHQ55999v9KenGCOXjM6NZvAHCUnrGyfcZqxowB99M1e2qNFeE1BkXouJ5UMB87VDwf9irHo9i1dC56lCT8tnuOZT34/7H358GWZfddJ/pZa+3pzOfOU86ZlZWVVapSValKg2VZkmVLHrEtbMCmoQ08Xj+7Cdt0R9ME0TTQNBiiG/Ne2AY/t8GY9gC2wMYDGqx5VkmlmsecM2/e+d4znz2ttd4fa59zb1bJ4HhhXKa0PxEZ994z7HHt314nz/f7+9KSPfb0DFfGp6fnvaJG7IyXSZIGm+IEtaiLr9y40FbxofTdzAZ7nA6vE4mUK3aNNbnDsnUHRFmLFoIUj8gWXTCFmHYRnkjYfatp5wlRMf4zafCLa2bys+9LAmMJdUqiRqyHTvbb1DEn9QH7XoW+jHhQvMzZ1jpfyu6b7kdztsfl0TmU0DBznT2VMXPrNLnvjnneivC7AzAGMRhCGN4ZV+B7WJjKMK08/P9IkRTXSZYdeX3RqVm+/v/fciLBvAMlQRdtyJVwLcn9SXdR6x7LDKQGVffJu4e1Jmj4JJ0UJcW0Wzo4uSWApxTWWEyqp7V3Is2c/K2QWAN+4LqrT5qbTk6pMU6eGScWYyyectadavVwPya2HmNhEFtm6pKFBW/a0Vjnhkrdw4sU2Uijc0OWGuozweEyxpqo6VM7Xsekmqyb0nh4EZaKTtjaQmqcXBXIbvQZXOuTDtw4qy1F+FWPRtsy7GWkqavnOrdERaf2ve2ULz2fkBq4e1GSn6zz+bdmtB5qAdCtwJlNw92f0pxeCrl+XrM+n3M2cmO0/e+2+PQvXeP8+SpnZwP+zveCev+/4Z/3fozuzjkAPt45xudqB9SCHk2/w7PpOTp+g7ctunSKto5JhWQQZtQuVMnvryLMMsOjl1AMSbVGNAD/01uYcX6HbcmkhtpyhaSTEjR8Bk/vwdN7hAsV6m92Eupn3itoZALfjKipWxxTuzwhz03l5GHrJZqqN02lmFMHJHhcD5x8MpNdGknO0oZH0NWofo6JFDMowB2PR+2QGy3Bjl8hEW4H5tQBedHJPbeuy3ooU3Kr8IR2Ek09Q82Opq8H11k9LqTtntDTLuxnxPodcvVXkgif5MgUKxEeXiHLHBXTDS0EbR2jrCVWkmpuiLSd3g8bXsxO6KMFNOyYFI9cKJoMacv+dPsAPHIGpsrAVKnJEXXPPX+QzpHnIQKQeZGcUU1o7Lrx6yUCK4vrPMlcfZxYdo5iDLaILxBKHdZHeLU16HWInHRZV/JV88WJLN0lRxS2RyWx4/SONInJPFEF0nVcL7q2H7XqWOM6sVvtJO0SiVBO7jxBeQJrnITc8w7tixNcjbTTlAkA74iTYjIPdT+ZWnqaRe1stxTVuiKoqMN9l86CmIzcuJhYeHTu5PT+bHjH3Ddaq6POt9HzIer2mGA/oXLCdVMfbDtridxNaByvoSoelYpHepAgD9Lp3JiRRhXy9Z19zc7+iNWDjJNXjgFw837B6FEfIw25snzDsz7vyA/YWDuS8JFZvL5GP3+AWq4yd1PwXXGTjTd9HoDb1VX6aYvPJt/AV/0HOF+9xJw64OnxBcLCvnI+vEpNxiDhxZakuZQyqkvSwF3f/WpGmAnaXUW35awnJ7+QodeH0/OejXKyxLjO+LGh1fDJ9hPSHXcs/P2Y4NElnn3YEmlBpGPe7F2iVnc15lcPvpfBaB7PH7PWuEooExITsujt0sXVsxtBxpwaEuYZswcKlYJKLGlhF6oPJKlvOddNudVQ9GTEUIS8ZNzceWCqKHK6pslu6jrZK5EzzBtk2tXAg3SOpt+hqkZ4QvNcchc1OZrWS4B1s8hZuU7VDqePaeTUqgNOqp4If2pb1EhqhbxdWYtGItHU9KFNcmKLrOWa+Vwz8jN2ghDfwkl26cmIUSG/PyG2qUdjrukV955oxO1sCW3dOas3+9wC9IF7Pg1zKp0AcaTsqUF+R+f0aSf1V8ZgAWTZtD4CiEl0llLwhyyPr/+ZZklJSUlJSUlJSUlJSUnJn0DKD+QlJSUlJSUlJSUlJSUlJa8B5QfykpKSkpKSkpKSkpKSkpLXgK8fD/nXYOIDclEUR/ykEy9lClZr9DhHKIFX8/EmET9HPONCCfTY/Qzq4R3LBhd7I7RA+hJd5O0YY6e+nzx3Xh+TmSJmwgKy+Ak6A98TeIUvyMWgiWk0RKXuIZUgiQ0HXc3ysQrz33MGMxdSLSIo4se3SQ8SvEjhBRK/5qFTQ9B0PrDq3TMkb53HHxoCXJRRPhcSjIDCR1S/ZwZ51nkaj6/VGL7YIeum02gHtCFZHxL3MtJYkxX7NxodGig8TxAtVcm+vI36oqX95iVGJ0Ju1tx2xNJjeT+jVzFkyrIELHw1Zu8B51Pfn9FcOWN5Mlph3c7jobkcnyE1AUnuPHH/Ol7l3a1PcapylRf6F+l2jjHf+CQ/8iUXIVS/lvClbxU8tyjxjeSqN8e2muE9My8CcN9Nj9a+JNzNseOczUsDOl3N/JxHUHi3/UASLlfxzs9ApNAtn92Tgkdecs83dixJw+PGiYx3LzxJdM/P8Lt770NlVQZp0x0Xv8Oiv0tXN3ghOwU+LNrrzDoLI92aJleWcWgZBZZMQjeUbAZVvmjvAWCZPZ7NzjEwzkP0wvBueuM5alGnGGeK3b1zkAeISh8zapFsnGMYFh6u+RsYI9nvHuNacJ5H5z/HWe8GXVsjL2LLWmLEkIgcyVCF1GxCInzy4pqpkdA0Mb7VxFKhrKaaG6rZoY/LSJAGVhNDpkALiHLLTOzifbqhG0PLZkRbuW1bFANC/6sAPKXPcre3xwPBi3x6/Aj9vEFz5XlGvVmau87TGbc0cqWN2ug4/+PE53PUK37E+zP1Ax31Sk5MymGIjQLwPUiP+Mpfx0x7Z0yifAJ5eG0DpMZFnR35G1z9FBXPeQjTIxFamSGPNQqJzjXWWJLCV60KL7rBIDkShabtNErSZAYhwQtcLfTMnXUzzSxJZomL06OkRQrIj5zOLLc0apIggMHY+SSHA02z7dY5c6yK9CVpP0NICCoKYw77hVQWImbOtZF1HwJJdrVHepCQbQ7xi7qIrzBzISyE6IrCV4JokDHY7QLgdVJ0Zqb1fOLZVJ6Y+iM9T7BQF5w9GVCfCRCf2eRtZonNs24V0mq6dU10X8jMFc1dn9Vkc0d87psjluY9Zu+bQdZ9xF7M923fIDrzf/Cx5FEAbser7N94E3p3iRvnv8LppY9yVq4zmzqP4lsuKWavG3Tk8/QDKadvBVQHYDwY1922d2YN0giCWCKPN5DDjPRSF3/Z9YKwD86htmK8x7fRY03WS8ljTTAbYoraeeGqx8GM5qUlQyYNZ8c9zvI469Hz0/15QRzjc+ZBEhNyI1sjEiln5DoAsfDwtCaNIIgko4UQlUMawajiTv5B1bIeNKiZlA07y8BWicShv2+kq4RFpOIgd/Wj7XcA6OqintiQOXVwGHkmciIOt8PDMBIhVZscRkEKQ1+4+9DE1+nCQCVDW8FD0xJD5q3rZxKZHI1AYYm0q5nKgiwWF+XQVDnbgYeyFiUM27To2vrUO55bj45pcDtzHv05r4N3xAjZGy5gBzMgNFYaZjfnCYZH/N9us8FY5x/XRbOGozVUa1DKecfB+cd9H+u7KaR9nU8lpRLO230kJlcG6jDirKiLAoNN9R1106ZmWlv9VlC8X5J1E0xqUIF8VdyjF6k71nV03dK4HkTGOO+2iy077ElkrKt74PzjmXbtASaxtw5DEDgPehQphBSMxoZxUvRb8Dxm724RLFexqWF0tUfaz/AiRV7UeCEFUcMnWqrir9XgdBOxM57OjUUgwZeIxEDNI7hnBrNYIdoeM1/02zh47oCsl079+Wk/Q+eHNZ7I1X5jwFcwP+cxf6qG/swGACfXm8RvaNGdt9yY1wyilIsvBCzseOgiHtPra3h6D1Hx0KfqjBYU20s5x7TzPH9b82N8fvwQ++kcu52T7G5d5NTaF1kNtqY9Jzq6wX3pNu/6vIc31Hz1bYbEt1QSd0xHgWW9CYtRxvKeR3tXAhmi2M/h+hCjLfP3z6LHOcluTDAbouqH16G3XCNe8Ln/spsr7SzkbLZyHgxuArDS/hd8pvkGYhOyr2dITEhNjdjO56dRjZ4yzDGkmgoGdYMwinHVYop+U6lv6VUMtxqKJ/1jzDLgJXOCTlHzAG6ma+zFi1T9AdoqOiPn1w98NzFNs4j+aBalchZqtwHYMkvckmsA3F15mXPqJjmKXdGkaUfkQqGRaIooUKEYEZKjCEVKiBszXeFqZsuMqJmMSJtpbQ21Jcrv7JXQSC2RjtkPVdGPYzxNnUyEzyx9UHApPw7Aqr81jXUb6Srt6jb7+8eIhnWS6pikEdC8pRBHr8diTjidLx5F6zv7DhWIIHA9jADre1gZvOo1X4vyG/KSkpKSkpKSkpKSkpKSkteA8gN5SUlJSUlJSUlJSUlJSclrwOtbZ3QEqcQ0YuKonPyV6HGOKg6L1QYZSGQQTKPRrLZQRFsAmNRJw/xWcEfkg5nIeiaSJmNRviQxOUIKwkiSF9pKWcReJJmTF7l/Br+QXkgpCqnmYUSa54mpmiwZaSoNj0pVUqlKmqcbUPOQsYYi9syfjaYxG+P9BKst4UxI9eIsAPnFtvtZkYRLVbePY413oKfSVLlax4YK0c+Qq3WqqcGMc/SgkKF0U7JeShpruh09lVAlhXR5p5ujJJx5aIH4ZIXw87tYJRg2LceHRZxYmgEemYIPLR/jX31/jffEL7LWdVKR1kDxluckp5Y32K3fxjfw/f7jZJ7gNxsPAvCb69/Px57438jChPpBm8jP+ej82/mzZ18A4GIcUk0zfqX2TSwHu6yxy332Oue23f9PzW5Kwhd6mJ0xyeYIP5Csrnn4gaS25KTz9TcuwEyImQ1I2x5XzmUMIsubfsbJoOSpJsavUEkk3/IsfAsv8KfOPcXvVu7ld/bfB0AoE+73X+SYt8dCNkIlcKJrmem58TeqGHpVw8iHkS+IlWDTr/Nb6TvoaSd77/gNTnrrvJie5oX+RUb9RQC6XfczGLQRVRd/I/dX8ZIIKzXB0EmUqhtvYzC7Szp3G2MkT3TfyKBR5d7gZYbWSS+HVKZyz9t2nhzFEgeEuMf2RYNE+SzrLtJa+p6Hshn+ketBGie/lBaqKWgJvj68DpWx9Iv0pFBrRp5EK8Fq3gGgoZ7hlpjDw/Ce6mf5+PjN7FlFfOYJDsZO5jR/Y568KpCtOqI/crEzUt4hU4dXxJ1pfYf0EiXdRaYkNlQYX5CnXx9lciqJDNSdTxyVbx2RtU9+iuL13kKVfMfJ2qy2BDMh2a3hNOrMFLJYgGyUo0J1h0R98nOC9CVGa/xQFhJNg2cEcVwsY1orizqTO2lmdiSCKfIP49EGiaUlnTx8IhWvnmqgBxlCCeqtEJNqzNU+ftWd8+hEA3FXCxNK5OYYoQQqUgwu9/CKSBu/FRCda8NMCLMBBBKvFVCbdTK1USej18nIcye5bzYVrYWQsB1Mj/nuZkK7Jll7+xKqFbL/uU02fvvWNMKt4QlWH12g/+ePs3NekQaCIAWvUNA1vv805++eccdfW+wg455/PuK+85q/esFZdXYWcv7vN5ziF9b/WxrVffb0DL80eD/vbX0MgGNLz/LsSfhKbZ6aTZC2g1qBUQC3i5jM8/uG+/7tkL2P3sL/kXu5fK/Pmeeb6N93Mu7xv36J7StDZlcjGne1ppGgXitE1w7HlachVpLZJMfXsNiX6FlnVbkZ1ZgVPR6NnqJjG7xJvMhaOmA2dud1bU9RG/hoz3LpnpzEt2QKlIG4uFRfqDXpiQqJ8llhnwEVnkvuYitZmm7DXrxInNRpVPcBuD06RtUfMBe44zXSVbaSJdr+Aav+Frn1GFBh2zrJ46rYm0orY+GRFbJMVWTceBgSfPass3lFpHhCUyXBL6J+FAaFZTbRFOmNU7k6uP0JtWUxjXkhmueGXZzKaCc2pRvZGkPtfq+pEaFI2M7nGRePVaIuo7hOdXOVWreJ1G5MSVPYJfo5JO7+a6VEgJOtK4WN3TmZSDBfVSeLSYoNK7yemcwdj0bkTuZTVhtE8d2WBew4dzVRO6m6qt/5vZcZ51htURUPHTupsfTl1CYD3PH7hInNJ481Ugr8QGKMQWLvSOY0xll5jHWn0RSJdsY6Sw84KXtFS6Rw88lJQlOjqDe1poeqeMh6QL4zwm8F0zluVsSeSV8SzkcE98yg16rI2OnKvSIGVw8yuNJzx6sVgK+mlidvwY2X2nJM2suIu4mb48Zu2WHktmNiy0wzyyixBJGi8dZlbDHnPPj4OpXn9lk83WTmwVk2Ths684aDpmazWVg+zwrO3z/P8g2F38lpXEkI+wGrTgnOe6tX2Fl4iV7F8Csn7uXX1n+Qa+tv5nq1Cz0X/eXNrvPo8rO0HtrC17BVc9bByLgC7FuNEYIzcc7KExnpF7fgvjm46GpFe5AyvNyj93KXPDG0zzcJ1upO0l5YZPPTDbrzlsVnM9KFABagNYbVIk3soWTE2dXP8uXqKl/iPkJvl2W1y71cZzl1990oMZzck9SHHmlguLWSEvuQFJetFtANFJ/yLtDRDYayw5rcntaS50YX2B+5GjkYzWOHLUStC8IwihenY0z4CXnmc3vjjYhql5n6JrqoS1eTE3gi56y6RUhKLg7r/r5w884cOY2A3LdNPKGZpU9o3Xk1xfWkrHVzxsziG6bRv9KCEW4eGeYwi+Z2JSAW/mH9tZqRCMmtoi37dEyDSCSc9W+4fTUuDtRfuMp4XGXhxnFUJtGRxJvMeaSLdp1E5X6tCFwbx9P6KIo5p53UR8BGHvYPaXssvyEvKSkpKSkpKSkpKSkpKXkNKD+Ql5SUlJSUlJSUlJSUlJS8Bnx9aDHhDrn6YffKV/9/xFE5u6x4067BYtJ5+JWv17bo0u5k6lYb7BFJ+1EZO7guvnliUJ7rig5Mpd3aHEowMw1+sS2hZ6e/T+Tro5GZStbj2DAeacJIIqWgd7WPUBuEF2ehkBoqIsJAogcZrXNN/EIyZE47CcnOSQtYglSQRVWshLBvCUY5+Yp7rUw0sltI2w5irDaYVN8hdRVK0Ig149GY/Z7mds/SLKTIy21FtSJIHtsi8lcwd7fpnfDotHLqRbfK1U0faWCuIrlQ2+C3xJt5rHKM2bHTF53ZlPgf2+TsW5eI7jLEgWHUsiwNLO9TT7gVrcHvbZzh7o+dQGzssP2uFrd3LvLF020Asvs7APxF8wlu0OSmXWBdzPNg5Wn3/n93k9HYddeXgeT0D5yBxQpsjw9PZKTQSxEiM8R1+NSSkyUu/Hl33mcOFNEAFrYU0kBlI+MbOgGLF57jnW3XTfjpYI1Hxrd4+GWf1roAKeisCdLAjYfNliErJDnKWjb9Bh9I300vb0y76A5Nlc+PHqKmRnzTzKcYtKp87rm/yPLlMwB4mSKupnQXdqab7qUhlUHdnTMtaW8tsy8NrFzCWMnVwVm8es7ZwEl7PDQdWye2IR5uvdftMnXhZFItMWBIxGUVsWb2iWxGx/dJZU57YncwhUy9UO5M5OqjYl93KxItoJEZjICOF6AwRMatby4f46tthiKkYjPeX/koH+Cb6Y7n6Z503fGr3Tqt7SrpvI8fNhCJhixnegVWQ7KWh8wsqps6WXp10gmzkBcpgZVgfIH2Ldq3ZOmRtt2vU6Z2HDiUYBb2HIdxMvXifJDBVP9YdEdHCWTRVVZ3U2Sg8CKFzgxSCqy005qVJQY56bSeHf4Od8o1dW6x5lAp5nmH6RK+tiQZKCmQwqlotYEkP5RmRr6gP3Idzsc51I2robqouf2XutSO14lONFCzEdmNPlE7IJhx40ItVBitBWgPaqaCOkgItCXtZaR9N5hVxSNbH2CudglPtxg9t8/msx32Dw4TNaQU1GuSetNn5lSN6sVZbGpc93bgdKAYb4+R9QDRCmicaXLz8mgqra/PBAyu9an9i2uurrdd1/Lhqjve18/nLDdmaHxBQKQYX2wQbaQYXxK5IAOWc48f6d/kr3p/D8bwcpDzl7L/maeSCwD8dLvBY4OH2Lt5nHeufJDe3Msc0/u871nDzLzb1xcWJPc1AwYHKTNjTX3kbB3Z97pOvM0vdWi+BWgGh7YGX/LMOyX/esG1jM9RzIke39S7yQMvBHzpvpTEdzUcoO/HLJgR7+1sUxtLjLQEmaDZcbraPLAczOQ8twTXg1mqNplKNl8O54p1SDSKm3aGW3qJxIac8Nc5U9S0/7j1HbBxDj/36df6yNlbKJXRT2boJ05mGqgYX6XsJEvspfOcqVylJkdsGreOmhqzbLsoa/HRxNJDI/EKOToCdk17OpY9MWbF7qMwZIWMs50nrA4M0h6VY95p5dmtCraDiNBmRKQMqNAxDfZyt525VTS9Pif9ddbkNjVihl7Ex+2b3fFMW4hogJUGYSS5r6nu+/iFDYwi+QXfw9YVJBoxit0FtbTgrkklXY0sLiyrBMZ3tRIgS1/f3+0IwVSeLgMPoeQd0nUKmaygSKbQBpREBHfOAYUSTqw7zp0kfJChY41UgryQyVpjybTFrx1Oz48uQ/kSnRmUJ4HDeeArnFnFfNKipEAV7gJZnL8ks5AYPCXI+xpPCTINQdH0ezzI8a70aACqFRDUnb0m3xlTX3XzwWA2wluokJ+s01sSVAaKUAlUIcFWvRQ7yLCpdvPmXorINHpzxOiSS6AY7Sbo3G14UFGEdW8qzQeIuy6xp91SzM4oqm0fsx9Pu5eHMyHhiQZitYa/n3Fyy6BbPo05n8a8G9dPr1meWrVIozm2Y7C3BrAwOx27wkCQCRYTxZ+3z/KOpb/N76mH+PDutzL7kquNG/fF/Kvu+3mq/iR1MeaN4hKRzabX8UKa0PE9NluGs1d69C51mV2oIIskDvHgAvVvXEG94PabmoedCUHbaVrGR96ueSJc496zt5lNUk5tK9ZuBmytuP2o9yT35j7+sdvcE2xiEBw70KzuejQ67nj4MQzbMKxrXlgx7AcBkdFExWeUPT/ks+IiA+MSHzbNHFv5wvR4P1R7krym+MjVH6B9/Txe5jOuDxjNboF3KLu2SRWpAxAaevPsa4/59vXp81eTk3ih5qK66sYicpo64f5W06SIiJTcKrqiygoH09cMpY8vDQvjw/p4aOtx4zhTlkEIm5GPLr5fnvzcFw2GNsITmnnRYU3uEJJSs84mcrKyye/Yd9JPZkjnbpPsLhKOfLKqRWbuvMl+6i4kwIYBtuojMoMYuM8C1vegXnVzTF9hlZvHT+ojgPEhTf5gm/RRXt9VtKSkpKSkpKSkpKSkpKTkTyjlB/KSkpKSkpKSkpKSkpKSkteA8gN5SUlJSUlJSUlJSUlJSclrwNeNh1x6oogwU39g7Jnzl8upJ1wgUYXHTwRyalK0qZnGnVltyLopJrvTwDP1YxpL2s/IksJLKwVCOt9jpTqJA9AYI0gyW6SIiMJH7pZRDcTU++O8lII4ORKxZiwHPctcWxEE0nkWr/YJH1okOeV8G34vJ/3QTXpX+4QNn2Q3pn7PDL0TbgjUexB1LaMZwZXTKVrC8p7HjB8R7DuvmXixQ7Yfo+o+IlDFcTCows8zOa7Kl0gJ1VCwUIOZIvbj9PkqjTNN0v2Y9Heu4bcCWqebNM+32DnnltFa16jNmPqxKotbgnuXP8dL82IaBeONLb1n9gnXhxxbrqKO19HfGfGR5flp3MF6uoT2Mhgl6M3rLDz5AAu/f5p/9Bd+DoAfeOR/5Xt7L/CezykGcyMeO3+J9bDGV+ddXMcn/ukbuG+4xzs+Lhl94Aq7H7lJba2GDCThaecV77+xwfZSzjPLgv8gHyI3itvZMh9ccV7Gv7D2Ed58DSojSXPLIjKDSiyNkeRCEQP39Jrzhrc+sIEIJOk3LXFjJeUjc6sAPJnfxd3eNWrE7NsmX0ru5yCbYZjXGcZtN3LykJX2ZUKZ8MX+I8TPvYu5gzbVrvPAZqGm0g+p9I8xmB2SVMaE48OImtzPGczuYsIYe7CCmF3nZP0KOR6X0xMALHm7Ry4S51mMbcig8ATFMqQtXLTaFbnESbtNZHJGyoPAjZ2FscHXzvsjDeTKstEQDL3C+2QMRgheqLaLKCCDRqKLaDWFoalTFrWL4fF9zUPRs9wcniL3nSdo8/wLePm9+LFHXLdUD3zAeYIAjLRoP8cqi5hXLuLCN0gjUJkbu9o37nWBxkiLkYY0G/H1hNXW1a+Jd76oiyhx6AueIIUzJ8a5i0qsOz+c7qZYbVCRgsJrLaRAFo5+nVtMZhBSkGUuAk0Wy57UUqOt81PmR/yTnphGgRljCTX4yqKNqzfagBlP05gAGMSWagDN0Hkp8/wwJmgSh2kG2dTX6DePRFimBplD0LfIfgarNfzjdVqtEFscn3w/JtkZ098Yoy71SGNDr6c5GLj9qIaCRuiiLoNIomPN6Ll9kk7KqFP05DDWxaRpg9kZE9wzw71K4J9vu33dGnHld2+xcWXI0vUBQcPHq/tUZt11ftdCFYr90OsDvNN1umcDqgcWc+Quv/SZAb1PrFM91cD8pWXedfITxNYt40Ob387C4+/A3vMkd3vXeHR4m9kRtG9I2jfcuTnVVHTvq3L8r9+PvNpn5enU9UwZF37ke2YZn6viDy1WQtwSfOSNhttei+Mc9rFomREzI0G/bXjrEwHRVobYc9fx/dmY0YNFVNhuzt4ZxbMnM1Yidzzn9z2eWRY87p+kyZAqCU+Ea1zWayzbPQB2bZsnRvfSSeaYi7YJZcJL6Tl6L78dgMqwgTSSpDIi6Leg3yKe3ULW9jG5Ox4JTfxwiO/FGCt5JnsDp+uXuT908ZlDW+E5dYwVuU/FZihrUcJwDRcbNPGPe2iW5B4RGUNCZuyQtcRF5lVzF9lWTwSNkcTLBXFoGIdFtJ+CVAoMkoCcWdGbLnfOc37Lk+I2bxSXaOsxylg0gshoWhVXt34h/X7SrMpo8Sb1gzbSeAwWEuq4/ZRZ4X3E+R1NSwB1pHF9NCYIDVa5OgoWq0zxO6R5wusdocS0N9DROeTXmk+6SDQQk/nm0V5CSkKqXQ+JQJH2szvmj6bo3SGKCLA8/oN7mEgJVrp5pSzOhYegGsIosRgr8JWrh6F/OI80RZ8OY2EcW6Sw+EejdGNDMMhpBhK5WodhxvCJHeK9hKDh5sTx5ojabETaEFR7EO5k6Lo37WsRjCr4vRy5OcbsxowvdaZxwNnI1Ys01hhjiaoe0pcoX2K0Je65ujjs5QwGGs8TLB93UYrZznjaq0RVlPOTDzI4SEjWB8hAUVuuUp9385zVpYjuiqQyADFMGD63Ty1Q+CtFLCAQV32urmQsdRTzXUhPPMGn/G9g3HDXUNBZoPLEwzw2811UH/0A76g+w9uua8ykt0muGFU0mRJ86f/V4vT3zCO/NCb5wqY7h4MMr+4jFiqICzMkSwFxHW4vZ/zOsvNw79kmA1Nly5vhbfIFjinNuG5Zu+JWEuwktICZjYDuElxey1jd9Vh+VjNeca8ZzFoGdcNHT1b4ij3PmtyhqUbs+K6ePpu5qK+9vM3t0XHGaYPF+i0aXg9gOoec7zUJRyFZmFE/aFPrNunNudqa1vp4iZsr52GMqXUA2O2cdGOqdYt7a8+So3hOn+aY2kZx5xju2Dod4/pX1cWYeemWsSPcdi5zQDtPURZGPsyMoZoIvKL3UK4smQfdyMW4GeEe78jq1KuuUXhCUyNmxRxQMxn+kUYLi3LAu6pf4N8mi6R+lb0TlwlHFwlHPoNFd33UZIAwATqczA8t2pdI43owqczVSKFdjKSbY95ZG62yJNkfrj6W35CXlJSUlJSUlJSUlJSUlLwGlB/IS0pKSkpKSkpKSkpKSkpeA75+JOuBmsrVXyk7uiPuRwlEcCjBnsQrTP42qcWMc/JBdsd7J79no5x4qMnSOyXsUuJiKjyYhKdNIm2kdFE+nhKAk61nWky67Ts5knDLmEgtzZFooFFiUdLFXhhjGY8sUdVit0YER6IzvFZAdSHi9vM9PE9Qv2+O5i0nHZK3R+SnG/TaGi2hOZJURpJwJ0OsO3ldsj7Am42mctZ0P8Zqi1fI+sFFv03kSNpA5EO1UsS3tQOCB+bxax5iLwZtydcHDH95m8VHFt0xnolcpNqJKrsLOSev+Nz1eE7WdFLYveOWpXetsfFb1/A3R8yfb9OrWEKbcRMn/Xm+f5H29jIiSZEXH5jGFszfclLwf3vq/dya/Qzf842f41w3xTdwsTfgzb/v9iFe0aRRQNqG+nuOEz65i3/PLMnZGmlxvlUO49Cy51XBuJiHKwcX8Av59Ifmd/mt0wFvlc/yrvku9ZFPbSCY3VVsL7njc90sczlcY/FHv8jqps8T51J+OXwLH1r/dgB8P+FS9TRjXWWvd5wwcpLauLtCtOv2xVZG3M5ChJ8w9+wjrGw1CEaStOr2eTA7pLXVwCpLc7eOkTXGjYSk6mIb+vPbWC/DCg2NfSJ/SCebYT7Ypa6cXGtgqnhC05Z95mUHhWbdLDIwThrUMQ1iETAvO4Sk9EUFJUb4RhMcGae+vlOu3vO8Q6mRH3FdLDKwFSJSVsQ+ParsFNLjU3qHap7hG0tWyO7mRI/jtWu82FlzY9gqNs5cY3ZjlaQ65vb5LtXuDEHspJlGGbIwIfczrDREgzpe5pH7OV52eJ0YZcj9jLQyJg9izGDA1xXaOjl2oLDjHBEoUC7WTBS1k6CIQJpER/oSO04xRV3U45z0wF0LypfkiXnVauKhxi8icoQ0TP5/2EztPsXm5IdxQAaBH7jz73mC0AeKelqtOMml7x2OOSkg04bQF7Tqzs6T5xZRjCEVKXovd4nmQvxWQNZNp/JCAJtqoq8cYMY5BpBLVWw7QM5HmC13fUxqopQxu5sJxkAQCOYabn9y7dY5HmmssfT2M/LcUqlKstRta6PtI6Rg/aO3CSLF0refwH9ogdEpJw2sGsvGdsblPcvZzoCFWY+lU1WynrN0dD+3TftYlfr3niFZ88kDaF3N2P+lF1m/6q71mVmPcVWhfIlqhby8rPkG+Qy7ognA1fYJNt6c8OcWfpMH05s8+GLgItNMjijOSbiZcOutiiD2CL4So+6dxSqBCItxsDl2cWtVxfX7LF9cDXhWnuTh/Cr3bjvZYpRK6gPJ42dhvaXx13KO70uOXXUSRqEtB/OGbl2zFvioHPq+5FeXH3bHe1mzq9ss213eM7xCNYX/UP9Gnum9gUbgauR27wTB7XNoL+NavQNeSvvqPSx0i7hHI0gqKXFtQDSsk4UJjY2TGHWM4eKtYkzHZOMmmawRVnogDLfGxxlqV/cerDxLxza4Zlc4pTZYsftsixaTnMVIJOTWwxM5Q1shEhkzdugiHIu6KA2Hdqzc1UdpBIlXSHuVi4IcqYxbcgaNYk1us2dbLAknWZ+1fWompZnnrPXAz2GjZZn1XN26p/oCn94/g0gj9ldu09xdRPsZe6vu+mzszRIkHkZacl+j/RwjDeEoRBaa3NzXSC2QRmKkwShLUh2ThW4ZZtjn9czEzng0NvdV9h0mc0g1lapP62Xxw6YaO84x45ys6+weQrpI3knco84teWoYD/KpxFxIcaRWMo1tVJ5E53fKgaWEQE7mj06K7isIjkjWpZAkmZs3jhLwfahFh8+nqbMLmbEmv9xB1gO8uk+QGvqbrp54gaSmDdWXRtjdMWK+gml76COfKkRmITOYQUo+zKfy+2n0sBRON4+zKuWxJhlp+j03R8pzN6+tViV+1UMPMlTdx19z1zGRgopH9uQuB88dkKcGL5C0tSVYrblj9HKPxicG+Ms14odnqLRPw9U+5iknwTapZumgxczZOuOWYH0147Y3S2+4gD3tImpJI4bNeQYzeyx5PW6pGbr1bRb23c4aaZk9UMw9l7J3MaAyKOa8jzj7SrA1QhyrY32J9QUys2wt5jy2WGXdzrtdIWVedqgRU9U5v3tyhgXd59yqq/GLHY+5bYXMYVTVXKlH7Ecpb/Ak3bq7735mocVj5gKP9x+g4fVZqu6xT50PdL4DgFFWw5cZ/d4K0dZJpJdxuznv8tKA+RffyPJuHZVJ0mrOYKZH/aBJ7sPMppujG7VAf26fNBphVQZ5AMLgFfmamQ64HJ/hbHQFT2gu5cdpyz5Lcg9dXAhtMSAXHrENiG3ArmkzLzu0cPdUZS1aCCJrDuujFkgzufYsB1VLogTSWlKhuCoXp8t3l5zGw6DQKGup5ZqZ+HBusFWFBbqcrV7i8b3TSO2zc+Im7a1l0qiwQZ4Z0Nybw098jDRkUVbUPzeOw1EFqQVG2Tvqo/b1dI6dhckfuj7+ifmG/Cd/8icRQvDjP/7j08fiOOZHf/RHmZubo16v8/73v5+tra3XbiNLSkpKXiPKGllSUlLytSnrY0lJyX/N/In4QP7YY4/xcz/3c9x///13PP4TP/ET/PZv/za//uu/zic/+Ulu377N933f971GW1lSUlLy2lDWyJKSkpKvTVkfS0pK/mvnNf9APhgM+KEf+iF+/ud/npmZmenj3W6XX/iFX+Cf/JN/wrvf/W4efvhh/uW//Jd87nOf4wtf+MJruMUlJSUlf3yUNbKkpKTka1PWx5KSktcDr7mH/Ed/9Ef5ju/4Dt7znvfw9//+358+/pWvfIUsy3jPe94zfezChQucOHGCz3/+87zlLW/5mstLkoQkOWwx3+u5dv7OOy6nPiBg6gGa+lmK/5+YeMzBeX5EoFwcTVrEUQQSWfh5pjEOw9xFnI2df3ziBzIG0tQQx5YgEATBJP5GOU85oDxDEAhqRhInpvCST601SOE8icY4P7kxFk8J8iP+dSkFUSQLr7qgMhtgBhmq8OxkT+6y/8wBaazJC/+R7iaILzj5lg0UaqGCkZKT6wHtGzlyf4S+3J366MP75iBQ6Gs99CA7PE7F9sbrQ3avDdnby6lWBCdPhihPTv3utojz2L7XZ+kJw+jj64w2Rwy7GUERORSeMGSbQ8KZiLWwRnQrJv7sBl7Lecjnv3GF/iMt5i7cj9fXbFyQ7FQMM2ZEIDcA+Gtzv8jN9/4uH87+Oe1/9K9IDy5h/9ZPMn73rwDQEJqb6Rp/N/3v+F9b/5x79nNmegrddPuxv2g4aGpqY8mJYcj49hD/gXnSKpjCY1XpWloDyRfn7+GY2qZeGfGd1U9wUruIsBRFZHOe4BRfWM54eHeENBCHlly54/FPv/Akt4/ndGqWflNzzy2P+89f5vdVEQmS1Lm1+1as5/xBZsvFSixuLTOuO19/VhlRu32Gs59ZQgzGmBkwvqVy4LYz6jbZPT1iZqNGFhokILVgMOP8UxP/uJrZoBZ13DJNwFBXCYW7jmoypy5HU/+4h+GsXGev8J7e0kvENiQmYI6eiywTgnaW0yg8stJCpiwoMAJmYkta1TwfLAPQtTVyq8hR3DKLXLOrnFK3aQm3n/uqBgE0dEpgnL/oRX2Cft7EqzkvpU4j8mqP7bvdvuHHZEvXsflhjwOsRI6bYCRxa5+oO+uOrTz04aW1PiY8jDoz/gGvJX+UNfIPqo8u6mzi85aQGhd1BlM/uYA743uMBYz7mRpMN0UXHnKhnC8yj/W0Fh5FHul5AZCONTIxCHnoHT/aJ8MYirplp15KzxNUi8gfcDUyTS3RkfV4nquTUShpNBVZaqhUFVHTjYmk4/x5w82xi0CTgqDhT/3vMhhgUoPVlnCtBsMMod0+T+qi3hljUkMaa7p9wyC2zDUkUTTxY7ptHAwNg6FBGxdBtLAW4Rc9Pryaj9WGcJQz9/ACLFYYfvgGT316H4BKKGjVFWfRLMy698S9bLrvL19NmN3NuP9ih+4b5jhoatovGaK5kHsutN06ZiM2PnKLW9divGiH5V6Ln/Mf5TOb3wLA25c/whsqL/Bdo2dZ60hGdUNtT6BriuGcW8+wbnhx0fDcUs43yxWEgTSCRtGLJDtdJ24JvnBvxn7g8/8e/1neWfsCN70Ztlfc2HiZNS5nJ/gO/7O8ab/HR+ZW+af+Azx0/Dl3TmzAO+NLvOVZnyyA50+lXA/muMg1AF4yxxmaKp/qv5UP63eTmQDV14zHM5hLjwCwsDdHGiXEtQHtKxdY/WKAyHLSNTc60qoh6gfUD6rsrxyweG2FwewQIw3e+mkA+vNbLtLHQJaFiMDViIN0DoBP52/hTOUqLdXjll6kI+vU7RhPuNe1GZCjiAnIC29jQydIaxkW934tLLNjS6Yse62csIhfrKTu5yiw3KxU6MoqHoYhEUNbwUMTHomEVBhmYkuYSaQBIyxfFncBsJEtE9YOSJIqebXH/olecXG48zFavoaInd9WWOVi4IDBbEY4dL7+iTcSIK2MyEPnObVF3dTBa1cj/zjq4yujzVys2dHos6/93dakptpinjjxj0/mobaIdtSZmfrCde56TlhjMdL1zshzi+cd9h5Snryjp5CUTJ+fvLbCJOrMPSfv2MTDbY98N5+s19W05vqBpNIOyLoJQVBh+Nw+o90EY+w0Gi2NDfl+gt0ZI5QkqHgIU6Gx5V6gdhPopWQ3+tjUEMyEcJAw3EuOzH0FUkqEhP5BRr+nGY5dzw+AlWMhQaXo/eS72GL11mUo+hQNPnSD28/3yHPLzHwwXW66H+Ndc75dvR9z+0s7VOoei82AvUeqmHNt5p93419lhsGZiKRqaexYLtwWLJ3q8DvnHqf3Oz8BwMwlxVN/+kvce+xTPBo+Rc0mfGahxbckbny0uwojoX8m5MZKyiCEi/UKjSLpMRi6dSULPlkE+/Oag5rl17N38UDwIgCe0MzSJ0fyBf8sF4zrZfHYTNstYybn+MqQWAmWRobveUzRnZXcXMwZuOkxF0Ydblb30FZxa3iCn9t7A4gj/Vt689CbZWlngaQ6ZtzoMXvtPMc+7+qiGMXoFYkOBf7Ip7q/yN6JPu2NOknDHXOjDPWDNvtFxC9GIoMRgX84ZxrmdV4a38VauE5NjohtQNfWqQvnq1ZFFOTQVujYBjmK3CqqFPddDJmQSKupZm7O2Ksa/CL2zAhLawxxHdb9JvvC1ancKjq2+B3FSbmJhyGWHpBgxGHPDiMET5sz7GTzeLUDdBqRVTO2z3YOj1cQEy9dh6w4PrmPP2pMnx7M7FEp6qU7NposOqyPbmcMebDPH4bX9AP5r/3ar/H444/z2GOPveq5zc1NgiCg3W7f8fjS0hKbm5t/4DL/4T/8h/zdv/t3/6g3taSkpOSPnT/qGlnWx5KSktcLZX0sKSl5vfCaSdZv3rzJj/3Yj/HLv/zLRFH0n3/DH5K/+Tf/Jt1ud/rv5s2bf2TLLikpKfnj4r9EjSzrY0lJyeuBsj6WlJS8nnjNviH/yle+wvb2Ng899ND0Ma01n/rUp/jpn/5pPvShD5GmKZ1O547/4dza2mJ5efkPXG4YhoRh+KrHXyk5+sM+Z1N9x/NWG2whYXR/26mcRicaIQXjkSYu2uvn2lIoHAEnHTLmznX4gcQaSxBAnoup9GgiH5JSTCXrwZHInzh2C+qOLL7nXj+RMMadFPtSh3qx7el+TJYaLl9LCH3B0oKHDBTJppOZVB9ZJK97RDFEIxeDZrspZpzf+b82w4zxVSfT8VsBQknSHSdD2bo0YDDQ1GuSZttDeRK/qvAiJ9eLlqtQ8xhVDPFnN/g/f3GHxAjefcyy+qiTkMqKRz7IEM/sER7EmHHO8NaQ7led5GPr12/x8Heu8B9/co1qbpkf5VwJFti2bWrCyUSW7QE5iv1HPsbC4gX0+ABv4HFg3XYM0yYnohs82HqGIDf4OQSpwBRXw+J1wbVHLM/PSnZaGWtnz7PnW37x5DEGtgLAo+ZlPswjfGz3m6kFPf679q/wzu19nppzY++qXOQBfYv7zXWqOmcQWhaMoDoWbLWdzO/8VsbJ39vmTCskffM8v/s2w0eSN5MlTj649NSbWf7kmOz0PC+842naW8ssXHZxH51j7nhVew2WnvAQuzvYeIyME8RsC1N1O6NGmqUnnFwn8BUH5zR7x9anp1PkPmrpBo3oAFlILStF3Nl+XvjxPDjn3ZxKyj0Ro9AsFrE7KIgJ8NB0bY15ehyPh0V0RTHGNagjiui+7yRDE4nSHk12TZs9PUNsQyKRsCnmCNVElqnZUQ1i6cbaSITkuUdqgum+2CAGqfEqPWpRh5PVa6x5m9N4tudHF8hMQNYMiJM61viMqh3IIkTVWSaUyrDaRwqN7ycEKkYOu2zzx89/iRr5n6qPk5omlKtrZpy7qLNJ/QsUpEdiawIJmYHUFNYeSdZ15zPtZWSjnLyQak5ixiYY46SYOneyRRdpBkoKRFFwbG4LWfuhjNPZdtx2OhmmQHkuEkhIgYp18ZrD9dTNodxTFhFD6SCfbotfVehxUaALCakqalZ4ugXNALvrxh0zIQwz0hc7+MtuXOXdlP7NId1OTq4tSW4ZxocxbhNpqTYuJa5Rk1SrEunLOyI3rbY0TzfQgwxxpUfay/jE9SLeSFi++w0ea8s+M6sVWg8tIAJJXtTes6Oc+kyAUILVpzXRXR66ZQlmI3cegeFz+wx6OYvLAY37ZjlzyefR5WeJivir+9UlfrX/XbTrfX4geYGTLynUIKd30mdr0Uku2z2PezcEVxc0T92TstRR/P6JGt/edDXj5kLG9XrAf7Dv4Jjc4odrv8nH84e4zAla0t03YhvyfP8iazNbLDaf5K2D2zzgbbBuXd07NR4gLfzawxEHos6WneFjvbez3T3lzrs/Js8q2Nynde0eRivXmV1+nsrNu1m8tuLOaaLIwgrSzNB4bBvbv43RmqDv5Ob+bBs9EyGMpH65huh3aDZq7DxgOVh2tSAYNjBJRLpwEykNWgckQOi5+0xmAl4c3s1CuM090cvENiTHo42TynpC4wlNZFNaYohCs+U1aZkRkSkk/tICmmpmSTyQ1jI7gq26G683ozopHhrJFbvC9WyNluoRiZTbuLikRXsF3xq2qpKRbxh5kj2/Qm7dPSAxAcaoImNNIytdonDAXOSq2kqwRVc3uNa/C2MU+awkTyugfdKmu+/KLMIU0W9oH6QGlSE9N3a8UY8/bv446yN8jXmidlGQ7hou6pyS7nFtsMhDi48+nPTpIjZXx3oaA/ZKdG5JXxGdO5k3hlIgiwhImNRW+6rXTWqe57n5o5BiKov3PAs4i884FYS+uMMiJCWkgxydaGSgSPsZOjd09jMqVVcbq3UPbzbEaotqha5OShBFxKW51gMl0YOMfJBhtSWPNYNePt22qOqsm3lq6HZy0szSqDl7Ebh7g1ACL1Koioe/XMXiLJgAT372gP94Fe5uGr5tLSJsBZjMEC5XD62ogcQPJGls2P3NK8z3jvHUD9aIixq/ctknqTp7AEBeU/Qahj8Xfoh/sPpD7njoZUQ4YiNe5XNW8f7KR3mwt0eQuWWkgSX3LNFIceZ6wFPnUx4/m7PmLlH2Hok4ta349EnJjmowJGLdLBDplE+Pnc3mkcqTnLMbXJWLPJudYzHosJp3OBu7euQbi69hpQ/dCNaP59SHkpmh5Hrdbcdv2G/k+d4FdjsniTbOcM9XTrF7qs/2fU5B0t44wfLleWQGo5mQ1m6L9uMD7L6Tx5s0QQ6HyIU5bD1EZIblL0pE1iOK3Fyre8GjN7eHyn3kqEG2fJUgGGFsYUMQGl+maKu4EZ9gKdxi2XPnazJ/rosxIdnUkujhauUOTv69Zvep6oRMCka+pZpBJgrbI24+eVCBncBdqzmSdbPIVj4/tQyFImGdBe6R1wHYDiJilRJLd6x6MiI2Aalxy7BSg5dN6yPAavUWK/4mXdPkUv882vgYo6ZzdIyi39xDpBG20kd4GTYLQWWIwnrqeQneqMMfhtfsA/k3f/M38/TTT9/x2A//8A9z4cIF/sbf+BscP34c3/f56Ec/yvvf/34AXnzxRW7cuMFb3/rW12KTS0pKSv7YKGtkSUlJydemrI8lJSWvJ16zD+SNRoP77rvvjsdqtRpzc3PTx//yX/7L/PW//teZnZ2l2Wzy1/7aX+Otb33rH9jQraSkpOT1QlkjS0pKSr42ZX0sKSl5PfGad1n/T/FTP/VTSCl5//vfT5IkvPe97+Vnf/Zn//9alkkNNpA4aZGTVgg4Ijk6lCRNOmO6TpgSmxpMqqedMo++1kk9QSrBeKzR+UQ2fig3l9J1Svc88TW6XTrJepYaPI9pZ94gOHzR0dcLKfA817k9zdw6Mm3J8qKjcG5JU4vyDH7VTuWKwWwE14bUKxJPQVp0v66cKzoEGou3l9BoRAR9ix1k5PsxWTdl8JyTJnvP7uNXPbJRjskMSSclT1x3YXDdPYPA7V880uR5TjiS1FpOXh2Mc/ztMae/WGE4znlw3qKN5Z67q/jFdqR3NaitVOn++ytsfXWPSsNj2M1Y33SSyc2+5dG6z3+Qj9CO+nyzfJ4rdgUPzTePXgbg3hs+Z44/y4nlbX7rfb+H96s3CXYzeoMlAE7OPsfZ4AbvTZ+hmhs+tdLk0soqP1J172/0FK1YcO427LUF/+Ts3VzgJs9m5/jCSz8AwL8BTH0Pxg3OnXqBhokJM8Gz8jgAnx49wtv5FZYyzVZV8VyzTj+YyLjdOf7wt0H1WxYIc9iq5nxW3cNZdYMbbSexGTUvYqsNjA/+uMa4PkR1A8hy5g6KLv/PfBXrR1BrgR9guwfQPUCGThrE0gJkOfge1pfU9j1mwlX21pxESYdD9GCOPkxl62NdJZApsXbLOEjn6Okmb4heAKBjG8zLDrF1EqaJXN1D0xJDRoT0/ZjZJJ/KwDLlZEaZgq2aJCskzLPaSZauyuWpXB2c3CgSKcNC4oSAFiNSPHqiOu3K3k9myON6cSHFeMGYs+3nuD96gTnRJSIjVG7sXGhd41LuOjR3dQNtPWa9A7q6wV7qtGVKaCpqhCc0SuTFuI55kT+Z/FHVSHuke/rRbuuTSmYn1pVpjbTIosu4GefkO2P0OCftuWMdFz8nEslJPTxqw5kgpUAUEkZrmErW3d/Wyb2n77F3LGMiVw8qCiGd9P2oPH7Yy0lTSxBIPM8lXOjc0u+47UtTw9xiSGOlQtrPiHsZ2TAnaBSd+ZVAr1aQRVd2tAUpsNqQrjtZ22hjxLCX0S86qM/VJf6ROl+tOslkFLkHJikb4UxIWMjeZd0nXR8Q3jfH6LFtXvr4FkEg+MG3uGtsONA02x71xYjK8Tri7jZZ2yO46STry+Oc8KFFBheqDJuWODKY45I28PzHDg0X9bpi6aE5eGCOURM0ilPKpVM8nl+gqka0xJDbdcm5lqC/4FHfd1J1gOpAsPi8YfZ4wLN3pXTqGo3k7515EIAf7j9GVecg4cXsNLuqTVv1ya3iyZH7kHRv9Xm+c/aDzIkeH+YB3li7RCJ8Lo5cOkImBX87/4swhB+p/jorHPBieJqt8RsAyIuuwWLcoLt2Fa+xS2f9AVY2FwhGTo7oJYLq5THZ4x8n1Rmq5qTq2d4Nd7xvVhF+hIjqWEDMLSL6QxY/r2jc5dIsbl28hUwV3vpdjBZv4tf3sFaR5M6vLIVBG5+b2Wk6WZtH6o9TlyNi3DmLrLPb5CiGRNSI2bBNbooFzqnbALT1mNthlSjImE0zhp7gyYU5QuvGZ0DOUIR8KbuX7XyexIR0dYNFb5eicTvPiJNclDdBwqav0EiGIiTWbjs2ByfIRm3wY4SfsNa6wrnoKm3ppPWRSKgHYy6Gl7icnSAxAf28ibaKhude088bdJMZpDD4KkUJPbU4AWgz5tAI9SeHP8o55NEaOZ1HFpbF6XMB0zmjCA7fp7tuLJhUT+Xq0+UaizVM51FH0yfA1bmj80Yp77QAeZ5A5+IVVp47LT2e5yTrsuiUb4yrlaORIcstoX9olQTIUovOM/xAEg4yqitV0iv9O+q2zotu6qdc2gpKoFKLnMwHxzlmrEl2Y3pbMUlhsXRJQe4t8Ugjim2KIkkQuFo9WY81oHyJ33R2HFHxsM8dsPOV3el2fPc5mJ8LqK3VqNztbHa6m2CKxA+bGsKah/QlQdPHnG7w4oyi1nTbObctqHWcGyPYSbBKUF3xubs/YLTm5oT9QR25v0pcOeBEw430+YFgFLltT3zLRkPwUCxpbcG52x6DmiHx3Tn5dP04H69LZhnwkeTNvNC/iF/Y8e6tu3SJOdGjK6psmTlCkbCg+4xkQBYcSqzPjztsNOAzlTPQhDel11AWnvdWAXipdxcVNcIPh1hp6C8ljOtDvL01NzzjEL9vEImmtRGTPfFpMkDWXNqMUB5m6xrs3EIEEbTmwWhoNKe2i9ZlEPoYm2duYaVG7h0jbm9Srbn6ra0iyStIqcl0wOW0yUE2w8O1J4mK5J6OrVNn7LqrF4XMQzMxyK7LWXy1QztP6fuSRFlaiWVU3IZvNisoa6cJE9f1Cuv5MiNdnc7bFr1dchQ37QKrYo+QjKEXMhRujjkkIrce+6Ml8nETghgZDjjRfpk3VNxcty36RCIlJOOB4AVezE4zNFV6+WGn9abXp5c36CRzSOnk+kpoAnmY1pDqjBv85/kT9YH8E5/4xB1/R1HEz/zMz/AzP/Mzr80GlZSUlPwJoqyRJSUlJV+bsj6WlJT818pr1mW9pKSkpKSkpKSkpKSkpOTrmfIDeUlJSUlJSUlJSUlJSUnJa8CfKMn6f0msNpjUIKc+crC6iKmYvAYXkXD4Hn3oDzriHxJKIJSa/m2KaDQhBcYYgkCQ539wlNoELzxcl5+67fKMKOJ9DqN6Jn6hqYcoEBgjjiZpkOQwGBgaTYWUzpcezUdTr3vWTam2fdojzc5ezvyiR7I5IlhwfjgFiLGm4kvErSHp+nD6Xr+I0NKJZryfkMYu/sIY53mv1t3zzbbnIoUKD1Gt6eNX1TTaIx9kmG6CXh+QD3PeeE+FatuncVfLmewBv5ODsfjNgLCf0dtLqTV9zp5xO7/QcVFM36O/RCM2nN5RrDSeYravOP5McYCe3Gbu0UU+8p42V994hXPxn4cXbrg4AuDP1D7I+27vcuqSz/6yYa024GLjBT5xojY9nqtJxijIeLFZ4S36Je7fzmHlCzw255rB6J1TrM6+zNaVb+TZG+/iyvmvkq7ucr9x/u+8orhGnd1qk6YdsSFm+b/MN/Attc/yl64Vr1GWZ5YlPz76n/nW5odZFnt80+gKJ1pbAPzU7JvoXZgHci782ya234PVFmI0Jn7st9zYGx8gKzOo2oLzAUkPTI5aPet2ZOQieshybNVHaJi9VaPWPQfA9Te8iJZ98v019itNWu1bJHlE3F1BVlzcRi3qcuXgAle4wFsWP0MoEj7Z+wZmA+cZerDyzB1eIICb3gyx6LMaF+tXcLWtpv55jaCjKhwI5/+uM2bJ22VPz6DIqcsRnsiny0xsQC5iED5dW+Nz8YN0shlqwWHcTqBi5qJtVv0t2mLAMbvHQjYiKq5dZXe4O7xN5imqMmVP1dgWLTSKQeS86jkKD03HNMhR1MUYE434LK9/7vRIAhjskVQemxpk5fAc2yIWDW0xqcakehpxaDvp1CeYpeZVNUxIQVRTSP9ovbXkyWFRU55ESBdDZszE+3i4PS5OrIiI1BbPd9FnYd2b7suw5/xkaWoYjdybPY9pdE8j8qgtRdQuzhJ1E3ihM43YATCDDPnUvot/m4nQqxVUJyHdT0gKX+i479bRakjS1JJmlsAX0+ie5lxANHcYpZQPc6Qv8WdDZN2Z4sRSFX2pS/r8AdV3rXHfI4uMHtsmOUiKfU0Iax71e2YQF2dJFnyEYerpB+AgIepW6LctUSypDAT+6Sbn3+q2M+ulxN3Mnaumx1fuyvhKdoHPPfcXAZi/cZL9Rz7Gi+F1msGI9dV95joe3X/8FNVZt/2N7zxF53xINGAaaThjRpxUmwD8zeAH6CdNdoarNKIDLgGd4QK+nyAKz/HL8gw3ZML1wRnSzfNsXfg1flB8jJuRq78dWaWzN8cPzf0GY+vzPCfYTJf58fP/wK3PDrgl5vng4B10kjmSqw9zz8fPIDJDNlPcRzb6JJ/9TdK951HRLPnBVYQ6jEg06RB//jzCd9e96Wyg1s4jqjUqL7i6dm5jkduPxIzrA1o3zzFuLKDXXkJr5/sX3SVMtYNf6dEdz/PJ7B18w8xniYQ73s9md9GSPU55t9k1bZ7V8yypXepixBPW1d+26nOKLbQQ3KrMMKTI0y6ObdfWuZ6tEZsAT2gSYKSrdGWTtnL+7k0zxyZz3KuuEpJxwy7y+eFDHKRFxJsXYys9lMpohAfM+B3ass9J6c7Zijkg0jlwk3vC62gkVZuwI1psWefJjW3IoFoln0SHmio53tQTavMRz/P6xWpb9NaQ07+FstMeQlNSPe2tQXo4fzRFXKRJzR3xaUIJdGbu8IyDm7/5wZ39gya1zxg3Xzv0krs5YzCNWTzaZ4M7vOeTTZ300pg8kmSWXk/fEasbRopqy8er+3itgOaxKjofTud3QUWhuylW95AVD1H3EVUPNlwEYroTu4i3WKM852WfxLlNehgFgaDR9KgWfYYA0rF7PUDUDvCbAariueje9QHeQoWFh13Pl7DWcfvmS1ezKwraIaqiMPtubOY7Y7xI4TcDvLoPEu4+yKjF7sB4Y4uKDWo/Rb/UwaSa2fYaL95dxx+5HjfhKOTih+/mmT97m2Nz29wV7zPb8aY9cpa+NObepYgbFww3HtDM9hUHNcNB0RPqrN6iqnN+37+Plwd3M+otMz93id3OST7XOQZAd6XBrDrgmOfmf79l3sZL47v41sYnATjNJh+IHuKk3GSWPmfSPTpeyL9IvoswcTXne5sf5L58nRfqK/ys/n+w4WW0t5c585FibjsaYxcriP0u8Rd+g6x3AxXNIgM3DxN+DaF8TDbEX74X+u742mEfuer6I1nfo3kZ6tsnuf7gFkmtj79xhrhR1JuFq6S6ij5YwdY6hJUem70TfHC4ylvmPuPOq0z4wvghZvwO9wYvM7BVNs0cx6Trd+KJmBfVKrOqz/H8ACMsm42IVBzOP7SQ7IvGtEbV5QhtjzyP5+ZytsHAVjkpNwnJ2C5e//nxQ+ync0T+EFuRKJXRjnZZ9F2NBjgudljKe0TGjfm7/VukeNQCN7a2ZZNtO0Meqjvq48BU0cXH61AkmGzIk/znKb8hLykpKSkpKSkpKSkpKSl5DSg/kJeUlJSUlJSUlJSUlJSUvAZ83UjWXeyZwaSvjCzTd76wkBm556WTsRd/y4pyj2lzRwSa1XYqyzbGyYgm0p+8iEGbyCsnMT3g4i7Avd4PJNZYdD6J9nHvBSc1UkWEhVuHe/6oykkby37PbUO9LkljF68x2faDS71pBNGxtYDGQoge5+giGkIPMsL75hDaku+M0OOc8EQDk2pkzy1jONTEIycnqlYlcexkoH5gpttZa/mEdSdd92sefiuYSri8hQqi7iNX67SWazS1QSxVITWY2y5CSF/u4q/VCZerhGs1Fs+22Ho4ojFw27B6KZ7aB65XavizQwaBIFOak0UEUO/5A6L9hHe+Pef3LnwM79e+m91//yOsvecDAHzpxEWOL36Wy3M5HS/gnk7MWz8lueeEOxZfuDvnwobkY6citmSLB5MNbjiVC1lnGQB/4Rrf1/gQP92+C7KIX9r+cyT7a/wPF/4uAD+08wKfWpjjRX2CG9kaN4aneHv7s5y026y9XEilrvY5vVql9a7/HVMouxcHgnvUDgBvufBrfNH8EBd//wIYg41H8OKzJDe+jB67KDpVmcGMD8gOLrvtmjmL1z5B+sLn3DrmTiIXXOSFXE/wWw30TETUddKa85+7yM7pLvtrNxCjNt2skEwaie26mLjR7klMYw+E4XNXvxtR6VOpHLClV9zxMgH3VV4gEinrzFNnTChSEuUzrBbnFUkuFKHNUBgus0JMQAv3fEjGstyjLkbENsQTORHpdHzv2ja7tk1HN9jIXLwFQM3rT6XzAFXlpO6z9JnLx8zGhkaRPrFw4PFox9CdzRlUNaOwwyDskEmIC+vKZlBlJEJQm/SokiMZiSM66dcpTpJpp7/fEeUzxdwRCQkaWVHT1+tYo4u6qDzp4hGLQ+d5Au9InA0cWnEmP5UvX7XedOxqmpRg5Z2RORNZozEuHsdkBlXE+0yW4ew/kOcwHLs3zs0osmn9luhYk22OsNq4bZDCSRvB1a6aB80A3fJRBynZpS6j3QTlF3ag1BBEqqj7br3NWZ+o7STSXs0nWIim9qhsPz60Em06aVwQKCezTDWkBjsXUX14gUpRn6NLXfeckohRjt+XWE+SrrrrNbw4C1Lg7SXMy5DOCtS/1GHr927gVw9lfJcujeHSmPv3E949vovzd3+St7bfC8Au8D8u/zMSfB4Y7DHX8ZnZgLgdFFYvYJjTb3rsLFhObXvM35b4FzJ6C87eEsqUHV3hry//MxZ0n//puZ9l4doZdk5dQWbueGzkD9LeWiK+50n+3H3/p5MVEtHW8XQ776q/yPs613nDcwE3Tj3Ne+afYdM6WeW3Xx6x17rCtdkVfv/GWzl27QTJjCTaNgTXXF3Mnv40ee8W0m+QDzfJuleKcRtOf8ZbjxHMXiBcvB8LmMtfxls8i1xwEULioMva70vGF1bZP9ZDZfNkwwZJzUnFtZ/hHSxjD5YxS1ewtspHN99Lu+bq92ywR2ICLsdnmA928ci5btyyI+lqW0c0GKiKi/yxzi4DcCt3tTexIZ7Q1OSIlugzlFWGpopHzp6emR6vrm6wl8+Q2JBb4+NkOkAVFoHIG1P1XZ2tqBEeOW3RZ8m4c9bOExqZYaUraA66HDQ1vYpl5Pfo+y6eLRWSWHrclPMk+ORWMaBCbt29faReMY96nXFYH83U6jipe5PnJxxaI0EWkVVH55wgkb6rj1a7yDNgOi88jIo8REjBEXdPEWF2OB/0PDGdT0p5p7yd3IIHCoHy5PT9YMk102V0BpZq6JbZbCiS2BBEhnyQEe/G0wjKetvVxspCdMcxYC5CjnKyIg4yOUgIZ0LoZ8V6TRGNK2k0D3dGeQLpS6QSeDWP4Mjc2qv7yECiWgFRRSEChZiJ8Gdc3ZtbrkEg0TtjdDdFrw+nxjm55OYI4cUZ/IpCJhrZzabHpjp22+B3cnTdw1Y9us/u09mMWd5PeO/J06Rn/z8A/Mv8W5FbBwThYBpruLGQEWZu3xfaAfKpfY7LOToPuYOaSZiJ3TlpJSk3a+64DcazPLT2Mb4z+Ax/b+MfEHUWAHjWSuSwzeyJL7MUbpGYkLfVH+OWdrXgFks84L3MkumynI74hqd8wn7OxQf/LbtVtx293OOBDcNS6yZPLn6Cz+4fY/5GCxu6SZDoD+DyVeKXPkXWu4GQIflwk3zrMLTQq6+hojmy5y/jz5x10nVAX3GmFDm3AvPzyP2c05+aoXd2np0TW0RdF52Wj6uYMEYAsrOM3TmOmbuN9TI+fevb3TmpHdAID0hNyG46z6noBqFIuKaL+ljE3nZEnaHnznWOxCvsxh6ay8ZZeepiTF2OiERKTQ6JjavxntDTaN49M8OubjM0VdYTNx+exPqG3phG4GphtYi8nRPOCrmg+8ylGfUUljqKRi+l2xrTr7pzPArG9INtYiWIpWLLazIiJFeKoXXbHROQyMO57H+K8hvykpKSkpKSkpKSkpKSkpLXgPIDeUlJSUlJSUlJSUlJSUnJa0D5gbykpKSkpKSkpKSkpKSk5DXg68ZD/rU46pk8fMxMvX5CTfySAqEEErDKRaDpsYu6ManBZO7fxCsOLlYCwMvt1CM5wRiQWHQ28ZC/2jOUH/ERSWmJpHTvk5PoCDtJCqMaCEapJdOQZraIPxPIQDLeGk+Xk6WGxTM1dGqQvqRyoo53qglAfKFBlli8x/fY+fIu8UjT3BiRDHOS+NAjHkay8EtCJbfo3BIU++pXPYKmjwwUwUIFlMAMsjsi44g8bMPHLoTIkcb6EqE08mzLrSM1jM9VGTVb1PcF3TbcXkh58Am3Dc/846c5cbHBO+++QBZkRKOAvUXNF05I3njBeXT0x9fJuglvedbnHQ9/nhfjb0GnXUxY+DFFwrasM8eQN99OOXY1IP/4DRqFF+q937xGXpHIU4af2fwrVMMeb2t+gQfFy5w74WIbLt16Gz/HD0NSo7q7Slzp8uiZ3+ZctgvAV+dqvGzXeFC9zP+09UUOapbzzwbU9yzegfOT2IUK/V9+mXfun6R7XxXtQb+piWfdduxlbVpbK8SzgvTYDCqbo/rvPo1JB8jAxVjo8QFWp+jxHnq8g9Up6AxZc76k9MaX4caXCc6+HdFow+0NvP0KdmWhGIyW1YMqra17ufqmpw/HnA6o7TrvkjSSvN8iqQ7w0hArFxgt3KTacBEVvazN4+YB7q89g2c1sQhp02fLzvEV3QZgXnU4KTZ53p5kV7eZVx08kXO98KHPyw41MSYiJSbEQxMTEFvnB1rPlrg2Pk2mA6TUKKGRhUdSCXct1uSIJW+XY2qbqk2Q1uIbaA2dq6y9K4k2UurXLPlMQF4RJFXYn9MMK258taIB+9GIkfIIZcYtMc+eabzq+ny9YfUrIs6O/H40GlIXnm7l7FeYw/KC9OW0l4Yo/N6uHoojfnH3Wi9SLl4scn05TKqnfsRsmB8uUwoMzl8pizp5GOkjCi8l6NxFEgnpvOQ6m0ScCep1SZ5bVLFNaWpptd2tr9rySfoZ+RXnGQvbLmLHWyjisE43ODijyD1YfDYj/uwG462x24bscN+DSNJYCFGRQgZqes9wx0+gBxlWW1QRIaRaITbVZDvuAKY3+ggl8RdC0JbR717j4NqQ2qzzwFVXq6iKh2wF7D0QMaoamh1B82rhTav5mJbP+Dev8vznDzh+MuKJWzHGwBu+a7U4eZbV7YRa02OwHZP87LMcf3SRf/Q3/w4A/2TmL9A2I7Zki2oKMxvgfW4br+ZP73e26XN5SZNJwYUNy7VzGZ9ZaPH7+aMAXB+dItMBX8ovsqdnMM0dOks1/HGNaOg84P35LbJv/AA/3v4ATTviDf0On2we51eLZfyE+Pf87fHvcP5aQPjxLc6Oc5IfW2A06zzme62cjYbg5fgMQvsYadk+vUer0aL1sYNiXHbxZ06T925h0j4m7WF0jFdZdM+n7nzng9uYdEA4fxHVXMUOO+jUrUfOudoUPT5kdWOZ24/ESCOp9N29KvczwlEVaSRJv0V/7QpIzX7qvKvDWhNjFNZK9r15FiqbDPMGUmiWQhdtpESV29kSLdVnydsltgGxCaeROcA0BtJtFNOaGBs3NhIbspUssT9Yxhof5SUIYcAr9sMqfJlSUSMW/V3WvC1qInY5r0BgLLMjmN/3aOzA/E2PuCVII8uo6q6j3VZGN8po++vsexX6MmKfOuvWHc99/fVQI4v5mhLTXhr2a1jn76yj9hXPHUagOf+4RUiwR+Z7k5rmYh+L9x1pY3I0Im3yu/JcFO4rcc8LhHHe9EnfDZ1bstQgBdQrkiSzZEe2NY4NrbZHUPdIuilZYtC5pbkcTV/j1X2C003yu1sM5wSN2zn6s5scPOeuwfEgJxrkjAY5nieIqopa03N1vzDEm+IYqMD17lAVD68u8GYP15Pvx+T7MV4rRM1GEEjsbRdHlm2OUEWfIlnxEK2A/kNNRnVLc7/oTZJYkoagft1w+1+9SJYa3vDdJzFFbGU+zlFvX2Fw3Kd5oY3J9hlvj1n73S7f8n3uwP9vF5+lffUBIn+IhyaVgkoqOP2cm1vI9R6jS12qgWLxdIvcc8fyg+2TALyYn3LryhVzjXUuj87xs/EJ8DKkKVzvaYSd2WA1us2at8my3OM4O7y52wHgpXYAGh69pZk58AmGlvwDV3noyRa3vqcNuOvUSMl+JNnIlon6bdKqpvsGN+Yqg0Wqv30dMz7Aqy2jxwfT+gig0y5WJ5i0jwwaJFtPkh1cJjr2FmSjqJ17G4hhH7m8BqMxrcehvr3KlUdvufFrFF4SIYyi0m8itSIbNhjObyFzN0fPRm32mnWC0PUb6KctTtcvT2PLlNDMqQNyq7hsTtBSfY6pLXaN28+BqRJJ54vvmAZt2Z9GMMZMPOQ5sQ1JbMjtdInN0Rq6mD8CCKHxZQbSzSGrasSit8sxb4sak9ppkRZmhpLZXUV1R9O+ZkmL+3IewLhu2W/ndKsZ7XCf/cAnFj670t3vbtgl9kzrlZfm16T8hrykpKSkpKSkpKSkpKSk5DWg/EBeUlJSUlJSUlJSUlJSUvIa8HUjWZ9GMxzhULJ+Z4TZJArtaPwZOLmmDOQdsiMd6+lyjLH4gUTfIVN/dWSSzg14EvLD5yYxZ1I6meUkLu0oLq7BTmMb/Ensj4UqkOQgBVSrciqZV0WUhhdIap7b9vZbltj/1lm8nmBn3i0sSC1zz6XEN/ps3U64va85NdKFTP5w/e1Zn6DuEc6EToo5zqfRHibVmNRJ/vWRyLXJsUqu9vC7KbIVIMBF+MyE2JpHvOIkIMJAUgWVC9SH1+l/Zos3/rX7SIp4n6du5GzsdXgzL+BLgford7M+p7n7QDOYc8to/fDddI5LVA5v18/z8X/4McY/+G/wEydpeWZ8geXaHoHK2WkOWKxC46EFbNVdDklNsrdsuKuf8r7F/8h6tsR/vPznufm3MqoLxwE49fY1wu/9Kc4sfJjPbPwt1j7/bh790z8/lbH+rY2/wTctfZT/8cazBKnHQS1De5buEgQtJ6lJI0v7r1xAp4ZwBFkEw8hw05sH4Iy4wehtv8LL2/dz/PFHaT8+QCsPb+Y0Ju64YzvcJB/cRgZNVGWBfLBOPlhHBs6K4DdPATD48i/iN08Q3fMt2CzB7riYC7l8Ars4S9xIqe0uMZzfAiMJhg1MEWWjco9at0mt22TY6pFFI+SoTSGipNHcQEvFs6N7OBtdIZIJj6f3ooSeSi2vZ6s8rS+4WAly9vUMNekiJgC6pklNDhmaGrEJqBXv28hczFw/bzDKaiRJA6s9ouoBoRejhKbpuRiimhzRln2aDGnrMe3UYAT0C9llq6qoxBq7NcLr+MjVKlZ6RIlgHBbXlHESzo6n6IkKm2aOq9kcX0+8WmapX1U/TSqKWnho8XF14FDHLaRA5wblSZQnCCoKv+auMRVN4oAm9iCBye6sldZYFy2WuSqqPF5l/7kzCtKCAWvMVMpZrSt0bhmPNPWapNH0qLZ8ormw2A8XUZR0UpQvqZxuos62GNzlJOtbKzlBZli8pbAvHDi5emYYD3LS1K1jNDJEVUUIBLMR3myIPN6AiTT1ICHfGTO41sfrpi7Gp5ui6j7qSLyanI0g8qCXknScnHJSv4O1OmK+Atow9+ke7c0Rg5c6bOy5mjZ3sc3+C132tlPqNUllNuB4KDnYSugWElKjLcOBZvF8g9o71tj4lZcZXeryZz7ppIhnHv45PitXWTEHnLrtI3MYvncJWKJxxa3HhJKVriXxLbstzWxfcTrpsm1czTr1d96NXZpnffFP89K3fJxzC09yPRzyzoWPclY5SeNvdL+DihpxUu/SzjIGgWDdLNBS7jp+3l/gHnZ4aMc6K1PVQ1rLsaE7JmEm8I3lO2uf4HfOwObyS2S372H1hfnpuPAW78L0tzGpk7b6rbNOtl5IMwG8+rFifCcku88R6BR/8R6md+69DURUd1YfJVm42mLvRJ/cd/L9aFDYhvwcPwlprJ+Z1k+AypV7GbUOyJevog9WuJ3dg7fyErWgx43hKbcv3pi236GrG3R1g5bq4wkXgQZM6+PAVOmaJgdZm9SEVNRoKu/cixdJsyomrUJSJZcGr7GLsYfftwQyYdY7YE4d0BZ9Zm1/GjOnhaBbsbTqhtaGxNtLUEMPteiRFzFZYWZQoUVZ8K0mwaNr69PotRvxAl8vvDoO8tVM5kWvjJB01iA7rXU6c5L1ozFmngT5yvmqYmpxlEVd1cYWNfbO7ZlGP5rDeaiLQrNQuIEm0blRJMgPHULUa+58N9s+lUYhLw8kRqf4oSSYCYkuunir7ptbDAJLGlgaHYG8OWS4PmTQcfeArZ2cRk2TppZm043VqBkSzUcEy9XiQFn0IEOPc9KDhPQgQUVqerxkoKbzSwCbatgakdxwtcKkxsURL1cxq1WsgeqOpn5dM/7wTQA2Xuxy4rtPYsc5z74YU48E7ce2McU6GudbCG1pXEnQgWLum1bJH5iFZzqsXXf3q3/6lv+eXzj7HWT98wxslUhbMgXrd7nzODvTotEMsFWPIBXEocE3cE/uYgMjL+Ofbf8w5/+HU6wtHWN07xzr3/UbPHT8I3w1/S63c+GI/+ex/y97tsXv7r2PvzD/b3jzXgdfu3MYC5+qSbk1p0l9w/HYJ3rfCayEIHXnrT2A1DeMlM8j/pN85v6AqyfuovXiQwAsPK2wysOfP48e7mB6NzBpbzpfFCqc1klVWUBVFjDpgOHLv0swc5fbzJNvwY466CsdZHsJMTuPDgULN91cbXdtGysN0cBJtqWRVAY1wvEp+rMuolZrRXDzbuLWPmruBoN0lqfHs6y0rrpz4vV4LrlAIBNm/A7b+Tw30zWaytVvT2i6eZNIJHhCs6Xd/Xwvb6OLKMZqUSO3kiVGWZ00rWKSOhQWAb/utsW3KaFMaak+bdWnJQa0jZt/NouL46BmaNYt9ZsGsTMm6hfS++UI7QmCTKKMxjcW3xoOpE8Pd3/Y1TNcjhf5w1B+Q15SUlJSUlJSUlJSUlJS8hpQfiAvKSkpKSkpKSkpKSkpKXkN+LqRrB/llV3VX/n4KyVJJs2nsiOTFhLJQnKUDXOssVP5i5Ci6DDs3iuDIx2KczuVCklj0X9A50yvkKJPfk46rltjMRx2cp8wiC3VALSxJJllNHKSTXNtOO2Abg0EdY/WW5ZhpUpjB1SsWfz9nelyhjf69G6NmJv36QwMUSSn0qfJvilP4Nc8wrUaopAS6a6TMyabI/JYEy5U8BYqiECCtq7TOmDGOSiBaAagJGgD2mJ9SW/WrcNPBdJApVAWzp2uk3xinSufd93Lbw0FJ2cFaT9DZxb5Sy/z5rtnyHfG+Ked7CY7X/wMLM0855+Jn2X08D/jH4vvA+BMcIPv6r1McyxoDTyqOxp7e8j4G53ksd+2VEaSN39McP7sk/z0/Ss83XwI+fC3YZ96AoDmjTWe717gO5c/ybFv+jF+Yf2/5aev//fcv/x5AN608Hn+cvpJcqX43F2CkwO3b7/wxhn+wnP7bt8uaXRNIWNDtqAY1S2+FpxJnZQmDyRb/jzD2avcfAjgUWY6q5hxD6X84pwECBliTYLVTrKvxzvkg1vT32XQRI93SPefJ9l9ltrdfwpZc7Izs3Mbc2qBpDpE5R5RdxZddP70MreO1m6LuJqi/Rwv80kKCTiJk531eyvI9i2U0Dw1uN/JyP0OntDspu6YxrqCFJp+3iAzAXFeQQlNO3T7OpFdztU2qKgRL4wvYqxEikLaZ3zStIpNK2AUSdyi2hjS9g+mUtd51WFJHHBMHxBYQyeQ1HJDtZAWD+uG4GyFcDYAKeiuSHbmMw5qlv3iOtnxq2zJFut2nt18hu18nvXxDF/vTKSXR/+ePDaxpIDrnj55PlKCLHFSTOWLO6Sb4OTqk8ecdF3fsR57pCZKKWBSWydWGG2RSpAlxtXGwl5jjrxXeRJjzDShwgsk0pdTGWS0VkdUPIL92HUS15bsmT2qDSe/O3tNQ6zR13oMXuoQNH2EkmzdHDMaF7JK4WpjMBPiLVSQsyF6KXJeIkAZi0o10XyEqnjTjuUAqrCviJYbkyiB3o9p3T/H7EIFs+Zkb2KUw26MHedc++0bHOzn7PXNZBVczA+4diNhZ2A5NiORlwaEkWRjO+MXH3PrO10znJ4RLNweUwskK995EpoBZujO3+qB4np9mcus8eDil2nseFw9mdKtwPJKIaHOBcubHvtzmk5dkyuLbyx3hVcA+NBf3ebCJ1aIdnPuXvwK76p8ka3oBbb0PL908GfcPgvN/1L7eQJj6HkezTzne5KvEk/GVwqPXFaoXsboVMSX3pDSimEQuOcHs5BKyazt89bq4zwuE15sz7B76jgrl51MUvRdjQ2W7kMe1JBBHatTkt1ni7EXIoN6MVadFD7r3cCkQ8Jjbype44HJYWEOU/WQmaW9UWfcLrozexppJNEooD8zQBrJ7M1TSO1qSe7nNHcX8W+t0V3cQ3sZ+cZ5DuZuUYm6ACR5hQ4QyBQlchITEspkKruccGt4giRuEUZdpDBs9e+CiSRdZaB9J8WUBowkj+sEjUJ26XeY8Tu0VJ952eE4O1RsRkc5G1hVpFRzwzAy7B2X1Fru8a2VnNszrv52AknHi9iQM6zbeTazefb1DAeZq427ozavd76W7RFePV+c1q+v0Yl90lndHJ2DGl5lTwSXWnHnOl4tlZ/UOWvutDg6ibpbbp4f2hxfuQzPE8SxuWP+Cc5WmScGv2bxaj4RRY1brkLqFlbf0sjYIG4M0Psx/as9slFOs7AO7u7lGANBIPADQaXhUnj82RB1/LArvzyIkfvxNGlDBuoOK48oUism9wmbasJiricqHsyEIIVL7EkM4sl90s0h+5fdvCBLLQef2+TSswMuHVjuXxZ0NsbT49XZ3GL8wdtIKZhfCZl5eAErQV9o0S/mpe+4BOcWfpOfbL2b2AbMjyxLuz6dVmEpaRqi5YjekrNbVseSuT2P48VcKT53wGJ1nc6f+jZmv9CnspETeWPeFj7J3fc4mfZHet/E/7XxwyzWbzm5enyDxIMbTTcOzoyGzIwEX5mvcfFaSmU9JV0I6M1b0sCtp1/VxD5Udc4Jtc2Fysto63H7tLNg1bqPMHdrFjE8QPo1gvl7ECo4Ms5S8sE6Vrs5vR7vFI8njIvf04OXqZ75VlRtDtPbQ54+RVo1qKyQzW/PkVQTjDT4SUClHzJuJKAMtY6rF9rPyMKEqDuL6bfI5m+DH3N79wIAYe2AWtBDW0VqQrRVKKEZ6ep0W1MToISmokZsDE+QplXqlX185erzleEFrPERMsNahc1C1xa9sBRl4yZRc4Om36GpesypA5blHifNLpF1n1l6nkckNdXMMKoYuqd9qm0PW1zj+8uGzbmMgwp0Ao/bXosNO8ummZvaebazeXbjsst6SUlJSUlJSUlJSUlJScmfWMoP5CUlJSUlJSUlJSUlJSUlrwHlB/KSkpKSkpKSkpKSkpKSkteArzsP+VHPuPvbfs3fgTtieKxxnkkTv9rHY7TFmkM/zys93ubIKqV0HvD8FVEVk/dOfJBH/UBeEWOhc0uemun7eyO34I2+ZZBBK4TVWUG9LqnUPZQnsMW6vVBSXa1CM4C9mGB7jBlkDF7qTPddRYqw7lGLFOekIKoVHvEibiOoe0glCBecH8WO86kvHMArfD8m1ZhBiggUajaa+oFUM4BhRna5i6r7yFNN50d67oClUeEp2hpjxjlmkLL/xB6tc02Gt4Z86bLzQS5GcGw1oLIQYVLD/pUBVx/vUKsrlguvurrQJPegOhB805d9hm2Llwp+6ti/A+DnF97Arzfv5X3BcyztCtRLXQ4e22am4i6HykqVZClg817FZ85YasS0Kru8+Jd+h3zjPAD++BbZuMmv9r+L/yX6l/zEzt/nxlrKymW3r3OXNFk74MV7UmIRMfKdr+XPXtqjuVvERPUz5CiHrTGVehsvFeSe5GQ3L47XDoSP8RE84maFW2/5JBtnTnLxw9+K+dJnABB+BT3cQsfO8yODBkKFUw+5SXvk422kihAqJOtepvuVn6F573/j9uObvheZWZZeanLrDTvkgYvC8ZM6Mxuz0zEYJB69+pAsTPDSkBywURHrlFTp7p2mFzrPopAZ1EBbhSkiJqTUxHmFcdwCKxEywwxnyfbfAkDc3gFp2D5YwUZDl3+XRUcuHI0IR3iVHlr7WO2R6YCW6rPmbQJwDzeYy13M0VD6+FZTOxI7uD2Tc3MBfA1hLtit5dysVNiQM+xZ50nbNHPcjpc5yGbopy0y45MlR3JhXqdM4sfc7+JVtfCVWG3QYzP1Yk9eP4kzmzwmfTP1hStf3uGLPOq1nLxfZ0d/n0QCHfrGhRSHcZTSTr2TBteWAlyvDl1ESk4igQ66bqy2Zn3CmZCgqGFqNsKMc2TdR9Z9dDcl3hrRWHAe32xzBEogA0X1VANvrY7eGTNzfcBy3Ztukxcp/NkQWffBV6jbYxi6emRTjVyoUKkHU4+4GefOH9kq/HvtEHu9j6j7JN+2gjBQea6PKO5B1pfEz+0z2hixuZXRqEnqkaBX+NgP9nPOnauw0stRnmA40Hz5UsLG6PA+ogT0Y8v6jZi9/+Np9jqah795gfD7TgNQHwrmZYcFulQSwWhGMNNXZErj5W45xy5J1DinviNZqQXsLRuers7x/NBF4rzprg/w4uozRJ/5HvY6F/nB6IO8r3edf9O6l8uBW8+/Sn6O+z4o0RWFv5PQPR/xqftyZmO3rw8/FRDdTtAtn51lzciTzGvLnu/89huqxfl0hxkzwpOaxIRUa3scPPwJ9o6dBeDihx9EfjnHxv2pfxwOYyAnf7vz53pwTB5Pbn0ZgPDYm5D3PAi+h4w18bxC+5ZgWNzPfIU07rg0DurEVbdMK91+hKOQatfVMC9fZOfYBkIrxMEK8awbj43qPpmZeDgDRpnztVf9AQCd0SJm9wRWubGU77jYzcBIZO62Iw8SjJ9iKn1EpY/NfbByGnvW9PoseTvcrW6wYN247ssIrzA3V0kxAjablmszGmUtobbshx6XPNdLYd3O0zENbsfL7KbzjLI647SBzt050ePD4/l65D8Vm/sHPX5HP4yvMc90NVFM69wEqcQd8Y6vjIOc+L1fGXd2x/ZKMf227WgvoqPvSVNDHFuGsWGzbwkkLMy6+l2pe1RmQ7y6j0k1Xs3Hb7neP9m6G5ueNphuSrLp7vte3SeYDTGFx3x1qKdzSCEF0VyI3wqR9QB74OYZdpxjU4OsB4TLxbGZ/APQ1tXUmo+I3X1YzIQw6c001m4OGeeIKz3S9QG9q32kEgx67vVhJOluJ2gDd88JVhY9/ECyu13Esx1oOrFloSbwPEFjP8b/4i7Z5pCFu50PePxACz8N+DOtT/GMWuNqy6Oa5LR77h7Q6Aj8zTFzOwIbKvKmx2gGbi66bdiWc6QmRL33F3nykbuYffFBDvqrXG6s8UPJFwB4X/AcX22t8P3Xtzj5cUve8EgagvC0u7a2a4LVRPCnnspo3nLXrvEmfZfc8ehXDYOapZ0aTol9uv4tbnhrVJtujrTx5o+zdeoMFz/4TvjiJxBZFT3YxmTOby9UgFdfw6R9TNqbesnvGH9pj8ELv0H9rj+F/zYX2VbdtnROu33NwgypJX7sT+tfpR8ymD2cRwkjCcYVpFYYpVH5ScYzu9gi5jHRPjQhUG6cSKlJjCLOXE8VayWeFxMP5gn2VskrIxCa0d4xrHcYvaqSCOOnrs9GNERUu1hdfOzVPpnxaXp91vwtzssbLBrXvGooXU1W1lLTY4yArbbm6oLGNxAWu7JbkdwI2myIWXZNm/V0ie1snl7WZpgWvayy8A9dH8tvyEtKSkpKSkpKSkpKSkpKXgPKD+QlJSUlJSUlJSUlJSUlJa8BX1eS9a8lMbpDSvSK6IfJc6aIqviayzROrm6OSM6tsXdIjo7+fTRe4qhM/ehzk7iKyeP/v/b+PMqyq77vhj977zPcuebqeW7R3ZJABiEJMY8GDwEMdpzYxrDi136cgGODB0Le9Sw7+HXk+LEdr4UHnJVYWkkgzmMbY2zs4KAEEcsIkISEkFpDSz13V3dVV9WtO55h7/3+sc+9dau6WwgsVOrW/qxVq+qec+65e599zu/sU/f7+30HEvg8t+S5JQictCYO3T5nq5ZyApvqglJJEkaysBqSQxsioy3pYoI8vIh67RZsKFEnO9RvcLZU+XwPgKiQmGcdp8nQmaE8Wcg3SsrZTmiLLAdOWp7qoWw1nCwRTpbcslrkpEaNCAZtqCgkkC0mrDy6THykiVCCzlyPcmEFlvc1K+f7PPREITE6n5KmlolCvbxtUrH9dVs4895Z+rFl3x0XmP9vx1k4lVKqONnNbGoJU0n9SJ8L//0IY9dNoG6cZV+/kPhNB3zm3v8vD9/w3wiuyflnB/8He36syl9NOBlrR8ScF2OcM1MEIufPz76L3WOPMxUtcLyQ1KRzL2L3l17FyetmuPCSP8bIlOvuVaiTrg3JwQZfvCljW1Pw3UcSxhcigp5FGEn8qJPFmPke8ppx7PYqMtEEUhHkgnLqBnyyb9ijLnBd9ATU4bjaTX97l4d+9CT2XU7if+CfPerOkbAOIej+BYSKiKdvACBbOUrePoUqzxDUtpE1n0JGjdVz8PHDiOuup7dJ0LjgrBlUFlJfqqGjVb+WpJyispA8zJBA3K2hUydXzMpdamenycOMzubjEHdZam8mjlvEgZMc9bMqaVLDJhXIQ+LlGSorYwSZC0GNC1PkYXHOhRntyQWCpIQopFj98XlEOUOpDCEMVmVoqxhTK+wVZwEom4yS0VRzQ19psuKaa7phZa4Uci5oEFhNRM6cmOAxvZNm2qCp3fG8kE6z2N6MSSvOVkgYTGvEt+YqZlS2Duai9ZeKn6OWZ87GrEjHCC1W2staBZnUSdPNiETdFFZqw/1JZwk0kHOKddZAo9J1iftbhQIpVyXree5idzkWNBouDvUv9IfWY1EzQRapKqaXI5Sk/rIZ7H53LYSFBB1toK+H6TmN7RWqN28CQM91QVvUtqqLd9rCSCqPGOwjVFANUNUQ1XcWa5SKzy4pxN4G2biTaQe5YNsjYB52cVHNlJGRJO1plIRqTZGmluNzrp8rSc70bMj2GyeJd9Zh/xjXn2hz6i+Pc+Qpdw2O1xSdviWKVu8ty0dbbC4ksY2FgA88cpI0sty7SyA35dQzw4PVGV5ccpY3pUTw1GbDH1VvZrO8wDG9lbtOv4nxqls/192GeuwVzDxZ4dyBabpbYo7WIz7XfCOyiJ3SCtLxAGGgt7NEbd59/pmKi883JxaWE3q7Y47OpMxFNQ4kXbb2XT8oQUlblM25PjxOu1zheLDEE+0DtKdcqs5D72gh31blmg88jEnbxTnXWXP+DGTqQsao0iQyqqF7S6iyk6nKxgwsLsGmGdLpGKvWnv8qk1hl0aEhjYv0BGmIe+5+Gfbd2FplyQNNZWWM9uQCedwdfhOS6YhS0KOb1cjyEtZK8rRMPv9dAMT9CkEWorKQuBsT5Io80HTH2uRhkaKVh/TGFkFlCJkhosLmx7rzPRYJ2+V5YlJKNqNkcvoyIxOr6SWtUHE2qHOSGQKhick4bWZ4MtkJwFI2Tk9XaCUTJO0pRL+KsIrBFalaF0tbX4iMzhOttgizVrI+iFlSuTQbl8KzTpJeSLalEcN0yMt9hllvDVksW/9Nmxmxrh3dXkpLHArGSzBRc3NHcHL4tOXOLxlJrDaki32CVBPfMOP2OROjznSpzJQx7QybameDWcTW+kxMeWuVrJkgoyKlpxwglFi910RqNd1psoSIFHY0dkYKqiG2EcJ4kdphLGKlSOF4chndzrDaons5nbke588kdHuGdpFemmkXehsVya5dMZtevZn0zZuZTtz6Pbc/zgN/v4SUzgLOaotNNf1zPRYfdSkeW9hNtLfOW1KJuuEUv5X9MG/eejfVrS4mTZs2+69NURbOVBV3K5fauGzcvOJzp7+XmfppUhNBr07cjWkceQkPjj/J66sPunYKxYHsHJtPK7JxOLNLU+lJDjzh+l3b4Y5rqQ3yZAemSrTHLSt1zey5QjrflbRLGmVAC80BeZYLpUeJpZNMHxX76Gx6iq//k/PId8yy//9zF1anCOnmciZrudcqJqhtQ/cWMOkKqjyDKk+5Y94+gypPI0oN7PGjiP3XkE2HRJ3i/JPu3A37AVZZjLQklRSVBZjYtSPqx6hMYZRFhzlRPyZMYlZm3VzOyg5pWkHEmjjou/ljWlmVm2clgoWtjHdqBFmI1BJhJFILdFhY0U0su3OoW3NyeOXmjxTpP1rnWKuoyS7b5Hlickomp6o1/eL87IsALaAVCc7EFU7LSQI0FVy8O2lneCzbQ1PX6eoKy8kUrfYsJNWhvRqAaD6ztEf/DbnH4/F4PB6Px+PxeDwbgH8g93g8Ho/H4/F4PB6PZwN4wUjWbSGHXF9BeCD/GZVNjq671LZrt3FyIGvsUK6+ZtuBpGjdereONdusfW3XSNaDQIxs52SHY4WWfWpcISWkqVuf9A3GWKphOJRI6W6OTjSlbVXOvUiy1NDsmKpTO1lUgd27KmMWfc24Euhmikn18BgEY5Grjj5ZglKAyjRqc2X1WDRTdCFPsqnGphJRUtiisrJsO9lG5cVT2AfmaZ/puSqjuSXvO5lJ1s3JUsvLriszeWAM3cs5/Y0mW8bdPiplwcJX52k8vszWQxPoXs6ea2v0llMa211b1MkOk4/m9B5b4sLZPmG1ReP6KXTgJJHfJY7w18BD8zcRn3oR/+7UvyLsB6jMfcb8zgu0r/0yN0//PU/29rD3s9/L8pbX0pyZJxl30szpnfdyYvIUJqnx/1v4AP9mNuJDL/kDbimqOfeDFCME+/+fs/TOdEiBYEeNsUOT9B5YcGPSy6ntqDsJ1/ke7KgyeVoRbCok/sJyrmI5yEnG4jY12eXx7n7aQrPzc28CIH7j9eT33km+dAyhImRULSRHRZpBeQI2vQyTdrA6pbr7uwmm9mH6Tjafn3+SQOeU6i9Hh4ap006WlJVyjLxYohwmMTrIMUoT99zxHsjN8zAjWJkib4AotcnzEnleKs5Zic1DVGec2uI0KgsJk4jaotOTR12JVdCZTJBa0rgwxuLmBbJSUcG120BXmyjZJlJ94qDHVLRAx1RJlBvXikkZTw2VFOLA0I4ErVDRkW79vKrzlN3CXD5Nx1TomAqtvMFif5p+26VuiF4doUOUUYS9CmFSwrY6nL/oSFxdrJeWr5WvDzBrKghbYyFjpHK6uUjWPpBIDuPhaMXg7BLx1tg1y9xyYFVdu2YfA0mnKaqtCykIKxIVrq3KPrFVYDJDnhg6iylRd1VqX9oWICOFUAJZizDXTdCdcn0SmxuUl9znicwgmxlqd4PKdZMMWqlKAUTSxTkpsEogKgEiKVwIQumqpacGOrmTvzcibEnBiIS0vyViedrQrGqqfYmZLWMKF4xsvofVlrFdNSYPjiGUZPxkm/Hx3vD9QSRRtRBRDuB0B5RgfEeF8fOFTDASTM9GWGNpLudsmQ2ZO5NS/3+fBKB+62YmTrcJNlc5+Z4K/63xEj69+E4qX7mFrY/OAnDm4Hk69a/yT+t/TCxSHukeBBhWlE2TGmVpOPKjn+J7Jr/AU3YL/6X7Dsr/6x+zPHsBgH9/6/2877vuoZZAN4SDJ0KuPeeqNgOE8xmMx5zYmZFJwfXNNlMXIsDdP7bJlCiTLDQ0cxOKveI041GLlXKDzLhrPbGS6/7i5cjvmiZ9+C76Z+9F9xYQykkzB/JLABlVkYVMPdp0HcHma1ZPtm4LsRShxmbQIU5GXMTFgRxT6NUxLLdLw/sIgA6Ni6XKYlRxzoX94fosL2GsxFpFnsewMs3Yue2ESdHOLKC2WKayAFYJ0hpYBXE3YmmLS2foV9vILHJOA8odozBoDyu1r+gGfSKqNqGhUyq5oRuYYVxsqZiuiDlpZziWb2VRT7CS10lNTCt1qRu9/hisTKP6VeI8ROUhUa9MkLl92Fabs7xwWS9VH8Qwm5m1qTYj6Y8XufoM3lOEtyxf5wi0rrr62hTHtfL1gYvP+lTLQVukhHJFEpckQSDYKgVZuvp5vXaOzt18uVQuDVOTVC2kfZ2rdN0aN9RnG1TO52BAaotINLJXOFpsq2F7OcFkDEq61KCycmk6A0l6alBKuPSdTubk6ozcfyIJ1QCkwJQkeVVhJcQjfUoXE/K+RkWSsBKweYcgrATD+1J3IaG5mGIMRGVFOtdF/dkJgsJpQ9dCtm+N0LllfCbCakv78BJJK2N+zsXOyhfPMBZup74Q8PLxmMmdS3y2/QZOnroZgE1PXMvE2SqdyYTTBx5n777P8+LSo3y1/TIAykdfwkJ9FybsE/SrtF/zGeqRk8P/2+b/BUDn6Mtp7P0yF269nb3dNsrCLV+VRE+6NMhrjoWYSoBc7mKaKWJzBWlgej6gMj+4nymqbUVSMsxP5JwrwTXiNOOxiwXaKk6wmw5w7WdejXrVNpL7/ob0wuHVc0RFw/ljUNuKDA+4c6lwpijveA3h7AFs2sO2FhBHFUH9IFkxKJVmkcoYr031s9IQd1dHziiL1IIgi8mKlJ8gcfPFtOxu+HleQusIayVWB8gVly7ROL+FIAsJ+yG1pTJx02UY9sdWz/dKs8zSlkX61TZBr0JaWXaS9YJqaZlGuExT10mCiLrtM57llLQlLK4bFVhaKmI+DDglpnhSb+dCPkHHuLlvV1dcRfX+OHlrGtWrE2UhMg8Ji76ESYxttZnjm+O/Ifd4PB6Px+PxeDwej2cD8A/kHo/H4/F4PB6Px+PxbAD+gdzj8Xg8Ho/H4/F4PJ4N4IWTQ25XcxTXLB/N9/kmOeN2Xc73YJtL5fRctA+z9n2jDNYZc/Hy1d+22G7ws7qxlBBFcphLpILV/MkBpckYoQS6nVFfdjnkALrmToGsKgg7FtXO0dMxTM4QNTNY6Lv8HnCWPtWAfCIaOEJhJcgi90hOlQi0hczASjp8XzpV5JnJkGgxR/ZySjvr9C8kJJ0cY2DpjMuFLFUU/b4hzy3iiRXCWFJrBCwXudlPnM6p1hTVTSXO/d0cOrfEFUVcDVCFfdHCXx5DZxZjLJWif+ZYi1pxPF62P6V+4C6Wu7O85qbf4bpXHOWCbfBnF94OQHL6OqQw5FaRmYiFH/wvvKpxD48ne3js7CsAuLCyA7EygxCaJBwDYfhk+/u4hTsAuOXBiOAvT7F4eBkhnc1JMFPGLvWH55iMFOZMx9nDlZTLPTUQ9V07K33JzhUNjQ4rYZltwRxT9SX++qEPEHaL82usjHrD9xEcP0v68P9GlsZBhdjUbSBUiKxOYXWGzXoEU7vc8pKz4yDrY/tt5BfvYeylL6e3SWKkJewHZCWXz2Wks2szSmPl6nmnivzBPMzRYUYeJVilkUkVIzW5ChDF9jYPUSszlFouJzHIAqrNEmFS1BfILLJrGW+FZHVJFhumT8/SmnC5T53xJfJenVL9DDPxOQKhqcouY3KFhnV93drNCA30A+c4EWtLX7nccYCv6308kexlPpkd2miwMk28Mkm9yPdReUDUj4e5oEIL8t4KR7j6GeSRX9oe0gzrcKxnmNOdXWxNZjKD0RZ5CfszU9ie6Wx9ruTINoOYmQHYoRXa6LphbuXQ2oc1n2e1JSlyIq2xqEAMrdQGMUNEEtPWwxzGfqXIIcsF6RaJyqHcFIiyy2HMywKVFvtohFgJJhToyJ170oAo8plVYhEGZG5dLrkBG0uSMUlWOPnExfU8viAJcvc+eb5N0nY5b9lKigyd5WTeyViZ6zN3NqUUu36+6A2bCF63lXQygMQSPLjI0t/PEZQUO/a5fLf2Ukq3nXPvkYzzPdhZh6U+fP20y0V+6/k+Y7tqBNtqbLugeEf4dTZtXuLBqb8jeI2Lv9NWsT84yT7O8h87P0Dw+R9jvNZjcffjAIzNHOG6m/43VdnhdL6ZxEQsJ5Oku48T7PgGAB9YvocX3x8ie5onb4Rz0zlb50LGHy1yq3ua7qEqRma86JxkZk4VlpFurNKSJQ8soYa93TYny5ozYprJYIm47uxozn7t/0K0+lCpEL3kjcjqFJ3H/hKr3Xrdu4CM6gTVzcjyBEJGyPIYwbZDINXgBIW4DFoTHJtHbpumP7l6XqlMQmjQoSHuRkMbtEGOuY40eaCH1j7dsSXyuI/o1TGyqC9gFVoHWBMiF7eu1tcoLDonT5RRRb0D0dWUWpBPxgitmDg7CcDyJkl3bAmyEqq2QC1aQQlNWbmTqqFWqIke29IVImPpBhItBKF1++0QcdLO8HC6n2O9PbT6E+RZGZtUCFZcrn2jOUGYxKgsIEoCSq0IlQkKJzvy3qXtDa8WLhf7LpUPbtblia+fU47W1Ri1NVs/PxytS3SpueNgCmiNRV9m7jjY78ASjUG75NptTe7msQOL3cEcUhV52OGYy602PT0sgZBGFh1AMhmgAyg1LTIUmKl4+Bmqp4e1g0wlwMaSvDxiB6VHYmMSu9eZWW1nrMgbASYUWAlBr1hetMv0tKs7VFwjKhT0WjnL8+kwjz4uSTbtqRJUA6y2hJMxNjXMf3G16kG1EZCn7l718F0L9BJDtSTp9N2BPPpwi2uqc5T3jzOxr8zb9n2JrwXX8OoDXwUgP6Do25iHegcZz8aZDRd4PN3D4omXu3ZOn2Fy82FCmdLNalTCNhd6zjYzK5KvTWUFbRU3LLV58YMh0aMrUM2huEex0Hf3NW2RkzEmFIyftsjuqqVW1FW4MhKScirZ1U6R1RXmAzfv2hrOMdZo8eDhf4Hs5thKmfgVbyc8fgiA7iOfxZoEGdaxOkWVJ5AlV19DFLV6gtn9oAJE6OZMNksQX3uY6iFXT6Q/rbAKwkShi/gYJSH5iA2YkQYrDQY3r8zDnH61jS6sHAdzSF2MszWS4MI2qs3CklIrwn7I+NkKQdcMz5lq05BPuuOZx4Kp01OsTMe0Ji9AUiFqnB3m7iuR0whajKkWk2KFHb2Omz8qQeFW6HLJJZwSUzyc7ePx3jU0kwk3dwRMWkGtzFBZniRMYoIsIExCSq1oOLcFyHsjRXCeBv8Nucfj8Xg8Ho/H4/F4PBuAfyD3eDwej8fj8Xg8Ho9nA3jhSNa1XSPTgYulRcBFtjsDS53V12vty55Opj5Ybi4hW18vT7/UsoHkxv09sLZwv+WINDTPod83w2XWWLIc8sRgjZOADOx/YqD2VJ8DSxFWWnQheRzIz20oViVFUji3ocGxqQSY0ojsJKCQErlluiSROchEIyqBs3qrKHQhy+zVLHkUUA4rqEhRb6YkDy2ic0O5kJaHsWR2qyTtG/pdTZ4aopLi0E3jAOxacJLDeHOF8UjRO98j6eScP5PQfbQzbNvWbTGT++pEMyU39r2c/lYnZbl/osSm5Bx7y0f5fvsVDsxntOIzUDjh3F97kpvjr/O/u69gqbUVITP+svmDoENEv1ocY4Utr0BaolJe4saxe9EEPBC4dk7sbvKil88yO1Omf8RJZBa+b4rpx3J0YXsW1EJsqqFRxVYDRGaxAXRrxTkiodGVbAo0K/UVEhnxxyv/CF2/wCNv/hoAe+6/geo5gd2zlbj+dvSRhzCdRWRjsxvXqAw6R1YnEOMzkKXYfmcoN6JUg6yPnNkGSy3KpkZvS+AsdFIns0nrCf1aByMNRml0kGGlIY/cWARpXCzT7kdoSEsQKKxx+5BJZShxj7tlaksVhF61EAozZ5mCFIQtCJsWkAR9J7VqTy4gKk2k0IypFlXZZVy22CtPsyVztiCFwp6lkiA0FmmhI0OeslsAONy/hrnuNvqtWUrnd1BLSkgjKbWra+zXVGKRfQ1ZDlmO7q2eV1czl5OqX2rd5ax7Bq/Xy9B1IdVc/z6dmUtL1FkbR7MiFg5i4PptBjJQkxpUIIZpROu3U4Fw9mCFFC7vZMhIYlND1kwo7awju5rGgjtX+zUnX5dGYEKXUmICkPmq7HM0fcdI0AFoICqknToWxbYCmcvhtv0K9CquM+0GVNtuncqFkx0ay/JT7tzOU0N1MiIoKWQoqU5GbCrk9+DSDURmCHqW4MgKvSNN8r4mHo+o7HYpG/LxJmef6nBws+I1syEz143TPdvl4QfcZ+jcOmlqL2fTccmTmzTHzWZeGT7Eay84u8dTdUnLRMPjWl2MaZwrsfJiF9N+cfw/sjntMhdUWIqrdChxLj5Cf+KLvM3eB8CheyKCx5ahEWFESL0rnWR/xeUA9B+6QHl8O7uCsJBfQm9MDP9WuWB+MkdawXQHukHCVLzCslriK2df79pV6XLq1bD9/jribJdg9/XUGzP0Hvkbdz6tHEOGdWRUc8emPIasz2LTBBEV1jxSuXhJhCiVkEsdylnZpQUUCO3SWsLEpfrkyqIjJ5810mKUJan0SMs9ZB5CPJDluzGxQYYFgpUpor6TQZbbZcbOuvgsB9dRkiEydwCCRVCVkLA7kEGOO8l63EEKQy1oUVVdxpQb113BaXbZ85SKa64jQ0KrUYVxXyJCjmVbOdbbw1J7M6K5icb5LYRJjNSyaFOJymK4Kg9N+oh+OrwYZXeZFxLP1C53fYqk0bawPrs45WbNdsWw69yskaavX7/6enWdlGJNCqSTrK/dfnQOadKLP18WsTor5NC6JzGZobSpTDzn7vvbkoi8DFkJVO7iojByOKd0KDBOmm5jiY5cLBzETonAhC5GUpXIzKJG2qMjQVoV5EUqUBQJghTCQv6sxiL6KxlJ31BtBMPYGHU13UIqHwRu7lve08BqSzbfQyhBVMw5pXLrl051mTuTYoxl5/aImQNjw/vf0rEOuq+Rmyo0Jw070xWS+BgJ7j5xKJ1jU9dw/9gTHGUzW8UFPpl8H9XFmWFflqpNXjz7ZUqlE3RMhXrQoqsr1OvOgnbrpnMcCI4hL7h5NY2IdGuJcLGYw5cU+a4a6qFFbDNBhgrKClML0IVNmMwsJhC0ipTUiY6gG2bMBG4O2pZlvjD/JmylzeNvzNh7327Csy3kLmf1WK2/h+TR/41unyeobXIpkIAoNVATW9eeJIM5JCDHp2BhGYCSGSOdDgdrMNLFRGkEeVDYG5ey4XzSSkMeZmt2bYVG9KvYvLBfa48P4yO4GFlfKLl7qRKIbjFfw8VHcHakMSB03UnWyy4eToRLrq+yy5haYZ86xXa9RFzcX7qxRFp3DkbG0pcBx/UWHu9dw4XOFvLmLPVzO9whSGKkkZTbJaqLMWFrEB+TYbwmy1HPMD76b8g9Ho/H4/F4PB6Px+PZAPwDucfj8Xg8Ho/H4/F4PBuAfyD3eDwej8fj8Xg8Ho9nA3jB5JAbbRlU3R/NxbEjeeSXszezI/k46y0oVm0pGObprLecyPNVy7I1bVq3n/XvH6webCftwLoCYNXKYvC+9e9P+5qg6HRcCwgrzhrMhhIrBVnV5USCywMSRqA6EK7kWCWQfQOpgbSwXdEWaQJsbLFKgHTvH+zDyiKvPFhb4n+wPkiLnKVIopRg+bFlHnq0jxSwZ1uRX1ySzL5kgvjaScxigk016VwXGQ3sDyxzR9rw4CIzr91C9IN7CS4kbH6yiS3s11ACdXACU1LIoy2So010OyNadDkd3328w3fzaZpVTaagH0I7EowJlyv8mtK9HNBn2V05x9+VnuLOubdSPXmA3p6vs3nmEcDloVwbP0HbVDiXT3Ms2cnp5l7euvUeAPY/KLGxRexpYB9bJt5cQRrIGwGV/S4vWijh2lxSJJsiVGLJy2KYZgiS5UZOpmBbv0en3CIzEajVfJsT1x6hMTvL9vtdTqLaex2ytYJddjmfVueIyjiiWnc5kXEZEUbQ766Oz/g2CEN3AmlDadHSnxT0i6RsHQ5+Z8NccTeubpx1kGEClxM0ikyqiMLCSWi3bZjExL3IWatlkqhdbGwsSAHGIroZKImpBKRVl1dqpCEIXO5abhUHgmNU6TNt2kwmrj3lVJArSy21JAE0I8W8qtPWhe1TXic9v5+x81sotatILQhyRXk5Im4WucjdBNHtQ7c4PmF46YIPVxlWW1hjFXZx7vhorBzlm9lGXo6B5Y/O3Wdd6jCvr9WhL7szFw8HeeoqkGveJ6QgLPKtRy3Rsk5ONOEsIWWksKkmbwT0GsX6yBKmYk2ME8ZZmckiT10kBqTLaxRGQsltp9fdXfPV1Ovh/obNl5bmuCYNLUloGWtLxhoRab+wpmprmss5UsL05pj6zhqVrRVUrbCi2VyFviZYychPtwknY2ZftQVbCRCnXVwrN1M2ZYY8MbSWMx69a54gEMy1XD/OPNjjpe1z7H3zFqIzfW5+qEzpkLP12XyhsMdUOcsNwb3iGpbSKZpv+iKbpp7gP4X/AYBNC5bDkxEtUSYhokTG2/IH2No21NknPbkAAEXBSURBVAo7x24jJDgwNjgqzqJwMcfMO+tLkxp0LSCLoN0wGAlBLih13fuTkqHal/Qjw9kxSysI2WEWOC1m3I0MhvaM8wdT6tObKT1w2h2DA28BIFo5j26dBV3kZ4auhoTtt7F9F5RkY8rFTKNBawgDSDKiIkcxGwuQCFRXoEOLDi1ZKR/mSRpl6dc6ZHGCkRoTrM2TBJC9OmGvOnxdadaoNGMKxzxkVuRHDq7HooiCSDS25DbSkUYYNbSYBNgbnaAmXAybEiuM530qmYuLVZPRl4qWdLnyZ+0kiY3ppA3CuT2Mn9tMuV1CaOGs3YBSU6CaRWxMEmyn7TLQVXGvX39CX2UMbHPhYoszePo55aVqZKyfU16KQR74elvd1fVccjlcnGt+cR65YP0ccr1lJUCWGFRsUSWBUgqhJKbixjyrCtIif1wHoJTLD1dJEReNRSTG1WMxFmksVJSzUA2L2hfaFm1xc8e8LNbkoA/yzV1tDkunAUEOtWJeK9sZZ06nJJlloqsJAsGmPVXGbprEDOatg3ivJKad0D3bJawETLzW5USb3TXkXI/y48tMLzpb2qAWYlJD3ilsMLua9uNt4ul5Zjfv4I3nA146u8TJ2VXLsVIGU7pDHsyTEHCw/ARf+y5Xs6KdNnhR7SluiB6lT0RuA8ZFixxFVbi4V6XPClWSAMKWRk9GJHVBuDgYTGdLLCKFmChhxyOsEqTjAUmRXh31IalAqS8Bw0LD0FeSHdkyAPPhGHkeI8IU2a9w5uACY9NjjN/fHvYjftFrMSsX0MunQWeIqIJqzIIsbmhmtc9CKQiLmhuDWNBPiRYgnQ4x0tVf0UAeaLKSi4F56OoQGWnQYXZRfBRWYYVGJhWCpDSca5baLlaWWm4OKRHO9m108lDkbgvA1CPyYh4rVI6Umty6fe0LT1ATPSZpM55lVDJIAqjkhn5xzlwIY+bEBG1ToZWOwdn9TJ938RFAaonKJOVFiWpnxdyxtxofB8flGcZH/w25x+PxeDwej8fj8Xg8G4B/IPd4PB6Px+PxeDwej2cDeMFI1jFOOnQpSeU3k6qPyiZHJerDXa+zMhu1N1t9vfr+SzStaMe32bWhHH7VGiguSYQUlBpO1hZWC1uxmTKdHREqd9Y9ouh7nEHQ0a5kP4XdSmHRwcB6pZMj+jmiGmIrATYUCKnW2P9YtWprMVg+kG4OluVlgZyOkUpw+IJFW0GtkJVsmgkwqftsWQvRi5rO6Q5Z4tpQaoTEJcnJ4326f32SzSdayG1VsvkeedtJXsKxmOz/nCGcKdM93SFbSRl703a+8lq3j8+P7xjaVeRW8SJ7Bolhsy3sEEzKcTXNg7mzgjg09SCnKou8qvZ13hDc77axCcZKKjalJDRZSfLl6n5edc5ZK8iuZe7FAZv+ZJ6v/e8FNk0H7N9WBSmwtYElBMiZkGRzTLcBINDBamqFkZZACyqp5Xgj4JO976URLpNVI7qFbQ44KXlzj6VxooZsdmHTLHJs3B3zhfNOdqmLk0sqJ1kvlS8+kZQEJRGZobQgSAtpWoKTmgPkhZdT2K8MZaE6yBBGYcMMpEFYZ3VihR7mUagsJO7UsdLQq/WpLVZRmRhKM5UW7jzrp6AkthLSnTasTDWHzcuzMrV6i5JMadoau+wCW5Pu0K4CoNqXlFM4XzfMxSEdSlzQEwC0kgmCXoUwiYmSgLAfoDKJygQiK+Rt7S624yS+Qq1Nvbiasdpg9fplF1tCrl83fF3I1ddY86yzjxTy4hjr/l7dx+VkmaP7FSP2jmJd2o41FoNADNJ8RmSYQhbyzwxUuLov3cuHfZK1iHREMqlyQZg6yeTA7kxmtrAuK7aLpUu1yExxQ5XoCLJCop5H6/pUSDClcVLswbJu2XChZjhXUUyXNPWDJXb9wB4Aeo8t0V/o01lMWVnMiOsJY9+zi3xLcR1fSDDHWthejtWWvJliH1wg3FmHaSevK1Vniff0EdNlNqWa5BsXyJoplYqLWWlq2fPaTcibN5GXFToAaeF4LeSha9znHOyscOP5PnsrX+cHoq8zXRXILtw36z7jr0rX0DYVXm8e5GXdeSopHHo8ovJ4lyfe5A7Ihamccjug23Dxrb6ikMeWaRf2kLVXbeHJg5pcWUqpJEoFaWToFl1NQ3dSZAEoC6E1HFfT/NXc9yPLbh/daUWY7MGoiLxkMPu3oY4qbGsZgKB6DWpqJ/npb2B1hl6ZQ2Y9ZKmxOk4XTiPq04hqHdvvO2FtGAxv2OFShq4F6JLAKtChIQ80OizSDMZWClmmJo8STJgO46MoLCCFUVipCfsVqs2Gk7nXU2rzLt4KbV1cJsBmOSLLsQQQC/LYtaNXczHZJhXC2jkAlnWdfaGT6W/Xi1RzjZFQS6GSac5VYE65A7ps6pzPpkl6Dar9CmESEvQVYSKRhYpUZsZJQbtdbLeQt8qR+Ki/zcnLFcTlLM5G1w2Wjc4pL2ebe7HU3DE653Svn36+uf7vSzFqmXvZ/o18Zp5DWKQJqki69DptUWMRSWH7pwMnVw9SN6+TmUXkZjinFNlI/7RFpDkqM4hKgChsunQsMMHqXNFIsAHDOdAoeWBJI0s/MuSBa8OmnXXGx86zsqKJIokKBEkro9LLCYvUQEJF9vgSvSPLCOXmxc0zPbIvuOujcXAcubmKGouIADVZwqYa086GsvdqI6A2W0K8YxeHr8vpRpokgJPlVeuvTCjGdZ/rOxc4V4qI1aO8sf4AAKlQ3GOuZc5MsVudZb89y3iWUM0N25bdPWB8JeDu/ReY6Lh00MUdgonTlvze8wD0T3co76wR7KyT7awMj1lWctac4Cxz82IOaYSL3yVtmCvsHf/fpbdTLjXpTYDuVbEyJg81yT43R4qPSmyrhdq8Czk+i5570p0b/TZkLs6IsAQqcNL1KAalsFojBjFAudTHaCGD6ZB+LXf2iYEe2psN5OpG6eFrHa6mQ2IkAokwCiMNUVqistIYpk/26ynVxRiZWWwoEQSgU2c1por0ViVJxqAz5lJ3bFomrKcEwn3GsqlzjTzNlrxFrC1GQKPn5tvn3OFiPgxo2irn82l6/THK/QphPyTsu/Mv6iqEdukZZDm02v+g+Oi/Ifd4PB6Px+PxeDwej2cD8A/kHo/H4/F4PB6Px+PxbAAvGMm61dZJpi8hqRyVFV2q+uWlpOoXy9QvLbUEhlXWYVWefqn3XA5tnArDGLtGgrmevJDuBsFIlc9Cbp51cqQSqJkyUceiUiexlM1Ck6Yt9HP3OzXoZuJkRuW1p4gECBUiNNjQydUHFTPNiDQdVqXqA/lRFll04Kq5L28TZP/PdfzsQzlL/+0Jsm5RKXsyIltJMfedJ5opI8sB1W1VVo45GYhONI3ZEpM7FUEtRJUD5NYa4YuniM+7apV2JaV/pEk616Xy4ilM21Xt3neqkO/rk5yqS/4ufBEPpgdpR2VeaR7l+iX3/s0XAow8z/U75ngg3kZJJEyqJfYHJ9mTOEmktLAcBmztZq4CqDDcUDpGnBXj81STzm8d587TGbu2BOx63SZsOyOf7xHMOKmgaERQCwspv6VbMUMpK0Cu3LGr9QVHJmd5jfoq/6d3E2lWQdYX3LHVEZVmDaMMy3sM5eUapbMpNnQHX0zPOplhlhaDoSGKIB5UxnTyIlfO1SC6fWwcIYykcaKQrG2p0Z7oDmXnwFBqBCCMxEqD0AobZFihh9IjWVQ9FkaRxX1UHqKykKyUozJJWPxPUGYCoVcvGl2S6HC16qaJ+yAM7byOik5TEz1KJqOSWYrCnZQTSaMlEUYAOQvljI4s0dSuzUJokvF5stYYcTfGSIuQq1VeXUMkIoqGf7sKmVf//y2tthfJ0AfLYVWSbi61zYhcfb1MfYAxtnCHWPu+0b8vldKzVro5+GM0iLrqwWZd1eDB+/Q6BwzAVfMf/BnKNf2Uexvk0WrM0oGlsiIIehaZaETm4iamSOcBbEk5mWZmsCVFYBRCS3RR1T0PXPqJk6q7qrNGrj2O0ggCLaglgjNVwSP1BvVtK8Q3OSmhvWWCiW+0SD91lDCShI0IUr0aaycilGxAJ0cBwVKf9EQLPd9DTbhr3cy4NCH6OXpHlXBzmfhMl/IeJ9NWYzGtV02wOK2pdGF5LKcbwq52xv6iGvne4xFjh3uwlDgp/LkelBW9H3T9uXcCdqmzjKfOEWGxLPjCS3Pe3CtzzWedND7bV8eEMHXnMlNFKpWe79Gdd5LI0rEVtp6sk5agWzPkgaVbMiRhMaaFHLMbQSahmmseFnt48cT9PLT0MndAshLtyQWEkUycrWJC0Ae3EDZn3PoTpxE6J9hyELMyj16Zw/Sa2LSLrE6tDkxrAUyOGJt21c1bHWyl0M4riWoDBGTx6ni2J5aLcycb/jZxHyt0kc6zGuQtIPMKUivSUkKQhZhMkVYGqWMCiUJkwl0AGQhjMKGkKBaM1HIYb/tZlSA+T012qeDGoK5TQmOppDDekUgjAM2Fhrvf9W1EO68jpKE3tkhtaRyrbBEfR2JjIQUlXLULEIO/85G8oasQq+2asLNeqv50VdXXpziuj3V23VxyIC8fvP9SKZCjvwfbXQopRbFOrNnvIFaun8cOq67j2i2lRKdm1b1iR33ENcf9jpZzRGJcXBxx5aGvXYyMBkHKQjV0nzGQqAcKXRLoYLWa+ij2ojjprv+jW9y11X5HjT3XvBT1aJPkaJPWURdjkvkearKohL2pQri5CsU9LpyMqe4wq6lKqYFqCDtrhOd70MmhHCBroUv5AcqLfdRMmeaYIMyhJOBULeCUmgRgk2myo99h33nF5hPOMefCjhW6ZXewWhUN04/wKDvYa84xm7pYJy2ccCGeSt9w61OCcjdELfUpfeI4y82U0qSL36VtVbLFxFWBnyphKoq86lKL0sh9Tj+2GOGOWRI6GXYthcfK2wF4ZeMe/n7lFXTTMsn4PMJIpk9MD+9H3Rc1iJsN1Il5CCPU5n3Y1qKTrOtBalcbUR13Vdd1vpoGWZxEotWBUowNA6IFEDqkO5khjSTqu770ah2M0k6qHmTDWLl+sK00RZV1SRYnqCLVx0hDXjKoTKGQwzQJjFmVrMdq2C8dZCAMSV5Gldz5WZNdInLqmaaUO5eesbYq0shce+ajnLao0MobCKHpjy1SWWkQd13c06FFjc4flVqNj4VkXSj1jJ16rv6Zpsfj8Xg8Ho/H4/F4PM9D/AO5x+PxeDwej8fj8Xg8G4B/IPd4PB6Px+PxeDwej2cDeOHkkBe2Z+tzHC9ncQaXzx2/XE7P6N8X2Z7Zi5frZ5ZWMNxWrfv3SZ6v2pwN8iSlFASBQBU/gxzJoKSo7GlAIyJczFzOhbGw4hKBbDtzNg+9HN3LMalBKEFY5K8MEEog+rnLCzIKHQuKNGHSkiUPXJ7PIBcoyClyet3yPAAqbrvjm3IOb4eX7buOTV931gT6ySa6nSGUQLczssWEoBYyts/l8gyszVQ5QEYS3cvp3H2GoBYSDnKzI0Vp/xj5XJf+Y0uEkyWI5Gouu4JqbihFKWNyhbap0JER422XWzJxXtJtwJZ2Tj07ybtXTjG5HLBS18w3ilzJsSle3rzArnMBh7fnzMcRm5M+pkhWXf7qeU7Nufzx6e1ll4/fiJDtDFEMZL6rhjCWbgMWJ3RxvAT9UmEnVrT37k11FJpAaHZEp8kbimML1wMQd+o0Zy9QWxon7kX0xlPyUkDtxCBJy0CpNLRdEKUSdqzuLBpw+YjDfPPCtkF0FXas7qwkgOpZidBVWtMdwiQii1OSShdRHFAJ5EGGVdoNvNIIo4b54wB53EdlISoPMUqTVBKkEajCG8qEAlEK3LEp8tjycNUmw6iUQGUooanJLg06aNyYVvuuHY2WpLIiCksqxXQ9Y7axzGzg8u2X4wlsQ9HcEgK7KLWrREmANBEyc/k+KomctdEAJbHp1Z0fOeCSOeQjuZJmna3Z6HsuWn4Ju59Rnq5Ox3ouV6cDBjmSLufRIIo6Gxa9Zr17LaWLiUKCit14h9WAoBYilCQ6NEE+ERGkq/UvVC4IOwa1lEI7g77GphpbxEcAMbFaj0EMctKVGOZaGunsejolU9jRWKR1uYhr+lIs29PMKdXaSCuIF4qNJJjZMtM3zaDbGeHmCpQDwjmXi0gosaHEzsTkVYXdVyXeVEE/2cSecTZ+1MfJt5QJzveRXU1vW4SYbNB9pYutT27P+Mp4nT/rvYkx1eK68AizYpm96QWuPyuK4wF6OqZ9qMzCTM70/ARjRxKu/4a7jl/9ysP8lbiZ+7mWm2vfYJtZ5LSc5NDeM0zffhaA0tEVpLY8/sVzzOysEDVCTn69SbfrDljan2f7zjpc32Bhxh2zZmW1VkSmoB1BX0mUtfxtfC2B0ZRkymTF2X5dsBLO7ifqxyxt6VBtlgj6Ej3txj2o7yI4fAqaCbIxg4jK6KVTbuyKfHmhQqzOMBdOIPtt1NZ9oDWiXeR/16pAjmoaYhXT3JKSVJKhRaQORmx8cLmUA5uzwc0o7FXdtmGGURqpnc1PWh3kVIbEbYkyFiHlMFYPzisAowYJwBohNA21wrhskRTx2whBrcgfr3VUcX+2zJTdPXdzeIGpaIF2qUEyDhe2RcB2SmFE0C/yII0kyEKoVIaWbe6EKBLZs6s7RhptGY0+l8odd6/Xzinh8jZm63PHL2WfO7r96vvXbj+67KJ2D2psjOSRD7YfzB8HuPzxwtIvkgSRJIglYTVAKEHlwAR2PCLsFOf/IN+8ncNS4uaQvRxb5JDb1G03qJkDICLpCj+YwXkFeeTqC/VLhnxQF2GkadJQ1D1wl005keRFDZuVimFhl2K8PEG8pYKqheh2hhqxljVn2ohIEWyuuHlYpNx8sOnmvvl8j+zwIuG2GjQiN7cNpduu6It88RTNXSHf2J9yb2OGHMmibdC3Lu7FMmOX7VDpSmRm6UwJlhsZgXbt3ns0Yu/RPg8efJhH6g3+Nr6Wm80TbE9TzpRcvKhM97nlyyEi13Q+f5LH7muyeUtEWHFtaD6yRFgJyNsZ9c0d9EvG6degUzM0a2Z4rAB6kaWY0vC/xnYMhpVAaDaXzsAErJw9RNyrsLSlSX3J+XwFfUVvAsLKLPGTS9jlFFEdAxW4PHIAGSBKLm6hc2y/C0YjKm4ftt9DZBmiXsMC4YKhQszKJj2cM4ZJTL/WLs6B1QcbOZwPOq/RIHFzyDxKXJ2iYlsdanq1BIgpFTVbRBi4bo48KFllycNibipXc8cBxkUbbSVaCGoJjLUVtRWJNDBV2OptrvbZVplnczRHp1KjBSwaidS73bj3IsJ+gNAKUYkQ/RgxuMhGbXOfYXz035B7PB6Px+PxeDwej8ezAfgHco/H4/F4PB6Px+PxeDaAF4xk3WhnO3MpSwr396Wtd56JXH29/cSa1+uk6gOZ+nr15eg+L2ttZgAsBidvXLt88F73/sHPoH9ZN0fWQujlTq7ez5292aKTPOaLffJ2hu7roTxVKoEqB0Np5pBQYisBpqzISlCoTEgj62wXCmsfaZ0EOxhRaxhp6ZectGbXuYB+bOlVDNVtTtYUrqSgBLqZEk6WSOd7dE62nV0PzqZIKEG2ktJbTDHGogJBr90aHjchBdXJiNruOtHmCnKmDEpQbheySwPzccR2u0Aj7LA/W+D6M3YoL+qMW6K+YOfZkGNbC3uNqqHSk+zquf9hbVlaptQPSSPDbFtw4IyhsRxRueAG4//cu8ID5ywvvaVKNBHTO9Mh3FlHvGwaXfSlNyGIW9CpaTJVnIfCDqXqAPfNOslOTM6yrRGInMlgibnKEgBJbZzy8gxJpYdRhnLbbd/e6XZSXqwRHJt31guVCrZecSdhyQ2aBeinCGOcPZrWCEA0W4UkEwhLlJcE0tRYmXZynyALMXIgrTfI3L22csTaB4aSTWGcFDMrdbHSOJufOCcsuRCkMoWJneTXSsgqljzUq3YYQUa1tMx0tDA8NlWTEWqICqu5qC9QiTuOQSrY3JQcjBaoxPcCsL1+jq9HB3lSaJpAf2WKqFehFjSo4c6/2JScfUuB0Jahv9BVjNUWRq7z9bY+6+Xqdk3qj10j2YRL20iO7nd0m0vJN0cZ3U5e5l/IA9k6rE0FGrXRGbxXKjGMJ0KJwvJNQy1EJprQSMJC5S0Sg1xOsQs9TDtzcvWir4O4GAzkkZmBsgIpMAGkg1SeyNKPnG1Xppxll7QWFUCcrx7zTBmMgFDDlrYBBCs7i+sjh3bDwMFNTJyXiIea5IcXMT13falaiCgHyOkSakeVtC7IZ0sEetWezYSC3oQgistOVtmw5IFlpeb28eBYg092vpdTj72VnY/s546XPci+3Xfxhso91Kefcn0JDc0XWTIJm5uS5UnNU28S3D3lZO9/0X89D596LaLUZtvWc7yif5LXn++z82uGVjGO6XyPo/cvAzB2wxSiHPDgXywwU3PHYmdVYWfKnN+qmRtzkvVQQ6vIDOiGAiNAWcvfl/aAhZJIeSofRwnXl2ppmebEHO1+hcpKg/ZElzAJqS66nVgJ2XXbCc9PYZ96ElGqEczux3SW1pxXNnPWYKa3AnPHkVNbEKpIjcpyLAGEATKzxN2QXq03lFWWOjX61TYSiJqT5FEfHWbILELl7pwZWEYaQBXWPgAmWbUWU1mEzCTIEFHoUHVJkhca/jzMyOM+YWWZsXiJvJjWTVh3EofGyf1LiSTuC4x0MXNTYTV6Xf0kQVlzJDzHI92DnBeGC0C1OUHcdX21qkJZK5SprNpkwvBis1f7VNK4+Ph0UnW4eE452Ha9HP3pLHQvtezp0iQHzbsUUqzGzdG56SDVx/29+ntoe1bMH4USmMwgtEDUQkg0svgwN4/UsJSQz3fR7QyTGkw6kqahJLIWrqb3aOvmj3GRtlcWZJFL6UlD66y6RqxflYFAi2GaxWDdIE1tIGXvjENaiamMbSFeSFzqY9NdS3kzxWqLjCTBWISaLCG0WJXWa4PVkM11UIXkXpYD2NvATrrrMB0PWJjJOVWN+PvsxdzXfDlbK6e4JnZx8aA8yVjfzRNXXuTmv7Wuol3IzY/tzjhfs5wulTklpqnRo6Jz6gnc1HLS+e3HI4KjK9h2xtf/zyLnVwzXva5BMObacPhvzrJ5e8zUjTOYPXVaM9AvGZYaq/NHFMN7DMCXx2YI0JSE+4wL+QSxTGmEy7TGztHr1qk0J+iMuXldGIdUmiWMtCT7JogW6/DkUUQYIyqNkRNOD2290Bp0jlm+4Ma4VHHzwG4PUSlj44iga6g0Y5qz7WLcJFGv7OKd1MTdGlmpO7S6FUahstUUHzd/1MP4CBARk5Vygr5EZgIqLj7a4lzLK5KslKCDHBP2KVWWmCqdH75foamaFGUtcSYpdyXhwMovdfvYvCK4LjxDHKdsC8/xUHSQU9IwmIVWF2eIe2WqYYWqCRFZ5eJcZGOw/ZRngv+G3OPxeDwej8fj8Xg8ng3AP5B7PB6Px+PxeDwej8ezAfgHco/H4/F4PB6Px+PxeDaAqzzxZxVrVi0p7LpcnKez3hnN3bm09cTa3JzL2ZuN5viszydfj75MQpCSYOzAQswOq/sbityfdfnsOjeIwhWnPBlj2hmiyIE0vbywOHM5LrqXk/c1ZiR/1hqB1YbB/22GueRKYpXLk8wiSAqbrm7ZDHOAwCINhFoMc3zXE+SCWkcSpoKsSFdWO2uoaohQbfLFBFUOCEqKrOsS0UdzWXVu0LklKoeMbymji7Z3FlPmT3Q5d6zL2GTI7Cs3IadK9GrufU81Qv5eHmSTWKJKn4fDrXS2zrOr0x8cObqh4MnSGIfZyZRockCfZTLN2H/eHYudj7gj396kiFLJ5GkIv7FE5yGXXXJsybKlAvUbppF7G+i/OQ4TMfP7FY1FdzzSkqXdsLQq7rgpw9D2A+CxiRCDRGFYpEaNHn0RM5duplIkucrZJ+lGfapzuxBGksYBUkvysLAFmU4obx1j4nGJjQc7V2tOSKED7Ln5YoyVyyMPQ2eDxtAxA5UJSt2IpNJbM44qCyHEWZoNknCkWWsTM7AAyiLSUrew0QnQYWF1VBGoTKBDS17SLn88zEnrTQAq46eZiC4wplqMyxZVm1DShloiKBX5ZFEXVGoxgUDlMN5UvKRn2V1ruTGbfIRNpSXGVIsn4yXOV3eTLW9ChxlZyeVHVSsVys0QoZ0li9AWw9WfQw6XsC7Ta/MkR5etiZHaXjJ33L2+dA7l6GdeLsauZxBnR2tsDN43sH5cj8uLdHUljLEIIy7qj0kN0UwJ2hkyNS7nul+c+4UFpC3i5fr8SABS4/LvlRha9lkJdmBLJSALXG5fEjjXH2lBWYa5f6F26/vFHbmeuHoS8zOuHVHm8qajTNAZtwT7GwTaoufdtajbGbaZEGqDUpJyNXD5nZ1s2F7VzKhIgexqxHLKZF7m1AHLQhEXt6VtfqT615x96T089uI93BKcZkqscH92iDtaPwbAZO0cN9fupya6nCpvomka7AtP8F32CADvju/klfu/xgxNDvQWCQ20KoaFAwGTP3oNAPnnTlJvuGtKbq0xf0uFt311nLzvju3U2/dw7lDAiemM5UhS0hYt7DAv0gjQQnA4ngEgQLOgxxlTrWFf5ztbEWFCb8dj9FdmGD+9E2EkvXEXn0qtCCMtKy8WVHZeR/mrJ7CdFnJ8y9Dex3QWncWPChEqBJNjl+cRM9vWnGM2VphQEPQl9aUarYni/UC51SjOB3dyCrM2lgyWW2kKmzRTWKC53O0gq7mYWJEu71VJdGjRoR7G+F59BSZPUS8tUQ9aTKklaqJHSbtzp5IbyqnLkVQ5ELjc26mWO39r/YRdlac4UD3DdH2JrwUtTsUtmrXtlBY3uTELc7JShfJyRNRmaJsqhtfSas771YjVFltc7s+0Zsb6eeVwXyMx73LWZm7Z2rj4dHWHLsdgbmj02uVyXdwc2ENelNeeGbQUlKZL2HaGSM1w4jqYQ9rUkLczTKpdrBythxS6GhbDJWoQH91vHUAeuPzxXmxJAldnY2B7pgyEerW+T17Ey7iYUwa497t9ghqTRLJEkBo46eJBoC1ZMyUrcsltahCRJC9sz0xqUGWFjIr6DM2U/okW4VyX6NCEa8h4nUpPsrWX8prag5QmErbL84wJNw97wOznC2N1DkwdY7u9gEZyhK2c0u762a7Oca09ScWk3JIdY/eSZayt6MerefA6AEoBvfvmybVlui4pXztJ8pJxAHYda1HZXce8djPdCcHiRE67ZNbkjAMUh4rH6rXhsgXj9jEmVwA4muwjDBP0tsdpVrYwdnanGy8tSasZUSckV4bmbEplyz5qDy2uPYGyDNvvQRghANvvDFfZftfVLAJ3roQurzvoCypNF9dWpt3YhElMmMToICdIV21yjTQYaYbfGOsgQ44UhBnEyjAJyUsGadSa+AiQxTl5oOnVmwSTpxmLl2gU8RGgREbVZNRSqPQkUR9UCiZwdqfgrNBeklh21s6xv7HA5uoFvhy0OBq59req20gWN5PFY+Rhg0olJmqtzh0BV5NIP7NHbf8Nucfj8Xg8Ho/H4/F4PBuAfyD3eDwej8fj8Xg8Ho9nA3jBSNaNtSPyydXlTyenvJwFz6jV2fD1iFR9je2OvbRE/VJqo/USdrX+3yVmVc6uJOSFDElKgTSWMBAjbXLyzDwt5OQLCdY4+e+oNF2GhRx9YBmmBEKu2gIBhWwdhv+/UQIbCnTsLCv6sWtTMrCtKN4aaicxSkK3IMydXZscsbLolwx5IAjSwiYrLKSfSpIu9ukvJujM0h9I1g0EgSCICtuM3NKcTyhV1HBZuR5QGXO2MjozZPM9Shf6NBacrO7QdEZ17BtO8pxCMxZ0A0mzsOKo5IYtLdi7sMLL6l/ncKPKkqzQjzPCaSfNqe0KqS8KqhcslaXCRuf6ccJCXvS+124jfXCB1oMLVBb7VPaPcfqWmKVGjjTusuuXDK2KoRcVslUrMMJyquHakQmFxJASUqVPQsSyrrM5mmMu3ezGNasSN87TCfvUj12LlYbl2SWSsrOxKHVqzG9f4vSBFjseOUhlMSQvWVRWyLwXMkSzBVGETdOhDAlwFmmADSUmdHJyoQXVZo3OWBs1tDYzaBhalFmhnTxdrZNoKu2s0owkqbQJsnBoEUQFdJivWqmFGa3pc8jJUwDMls+yJz7BdnWOreICE7rLWGKZWXTjABB0NLLvZE4yV8QtgUwtM4E73uM7YGzLGfZU53micZj/EbyGJ4FudZmuO5wstaaoL8xSX6pTXo6QRqDzS6dcXE3YkXg0amlmRiTqo8vXr4fLpwNdKhVosH69leTlrM0uZQm0atcjyPPL2UbaImaAQRCu27fJDFZb0vn+6rKeXidNFwgl1/wG1tjEMbAXK+KqkZAXd9c0NCSBJQmgr8QwPkoLWaHNjIWTsA/cazK11hINnKwuTAXVZVDtbFUmX5C3M7JmSrSYEEzG2NSQLfbRPRc7g1pIMFnCKkG2mMA3YNfCDKUbnVTw3FSGqi8yE7Z4iTwOBvoiJAi/wdTsqh3YLjlH01bRBCQm4pyeJgmPA3Cgt8g/eaxL9YLFhCFBR4MUZFWBKeJzuLlKY7bL6SMdssOLRDdUKf3zQ2SFYnG+Zjm6JWN+YIlo194YpYW5qEzijG9QQjOtll07jLM1m6yco5lMkKYVbGOexbDP5LEXIQs959KWFZJyj8pKnaUtKyy9fZytX56FU6eGcksRlbCdZQhXpZSiOobNnNRVmBK2XkKXJCZ07ohCC6orLm72an1UFmClWZPmY6Uexrlhn4x0y8kQRtGvuvMvyEKkEaRVZ/vkzi2DDjXNGZdmlMycZLI6z5bSGWaDBbarc8zQpK5dO7c0BeNNRdSHIIUQULmkGrjxCFLYFsDE1oTq1MMcKp/godJe7gpfxWIRn9N6k+VtUGpOMnZ+itpSmaglEAN5tr6603qsGUnLeZoUndHtR9ePLr94nrl2Tjn6vsHccn0K5HouNZ9cDYNuTjo6nxzO6KwotrMYszbeGGMRGkg0vfO91RSmIjbqvh7OF8WIjeTavyVWG8Rg7qjtMN0RViXrvdjFyH6wzqrSuFgYartGxj6who0yQVpIlOO+ROYgexoyjSniXrrYR/c1/eUUFhOCkiKqh8M5cNrK0JklqgVEjRChJCY1JPO9YV9KjYixIGZ7rMjkBbZGXybMzDBebwmXOB80iMkpmRyF4XpxnNnAxc1F26AlS9RNwjULsOV0SNiHYCT7Ly9DvqVM5bVbecVkzNJDi3QemKc64WJa/P27WXxxmeaYJg8sS1VDEjiJ+qAdoXZ/n6yGpAQoDArNuHAS6wXGaeo6U6XzLKVTdPQ4Yuwcy5G7/00+dQiVKTpbuiSVLtVmgwvbF5nbl7Dn3q3u+J9bwVbKiFIJu7wEOge5+igplHJWaLg55Oj8cSDPry/V6Ix1kVpilMFKQyZX77lWub/zMB3OIQ1golXbMysNqoiPWcnJ0wFMcTB0mLMyfR49c5LZyjm2xafZFp5jm3TWZ5tMk3qm2bKoaCxLoo5FpcXcIi+eJdoSlVi2hIrJ7Zr67FPsLZ3jkclHAfjb8HWcM4q0tkxzC8QrU4yf20RtsUzcLp6tQoF5ho/aG/oN+R/8wR/wkpe8hEajQaPR4NZbb+Vv/uZvhuv7/T7vf//7mZqaolar8e53v5tz585tYIs9Ho/nucHHR4/H47k0Pj56PJ6riQ19IN++fTu//uu/zn333ce9997LG9/4Rt7xjnfw8MMPA/DBD36Qv/zLv+RP/uRPuOuuuzhz5gzvete7NrLJHo/H85zg46PH4/FcGh8fPR7P1cSGStb/0T/6R2te/9qv/Rp/8Ad/wD333MP27dv5T//pP/HJT36SN77xjQDcfvvtHDp0iHvuuYdXvOIV39JnWWMpio5eJCdaXxXzUjxd9d/VbVbl6peSsI/u/pnIjgaVMYfSI7l23agkaSAxH8g4dW4BJyUGSPqGbjvHGouQYvi7VHFykFIjJCgpZDSoqF5IjS7SzY/0IXAyuoGULldOrj6QE2m5WiUTIAsEg+rrAIF0FbKlYbjMBtJJP3ESS9XJkeFqWkGemqG8XgWSaiHv1vmqjCzLXaXPIJKUxiNUzcnXw2V3Auw6EVLelLNcVHaf7FlKkR62oVScJ0bCnjMhN345AdOnuU1xvCiwe2pTRjwpODYhmOwbDh6NKK+sVlbs3n2Wc4ebVBsB6gd38MiLUpIgZ6IrWBx3H9AurVYUVcZJ+tsl6BSSSYWTRBkkDXokIqImu2gC6sFK0VhXURgd0tpynE5SwaqiojnQnz3ptssjjr/0fioLW5k9toWw6y590e2DUmCMq7BO5H6P1bEj+l4rcfI1XFXQarNGr1borbRyFd5L3dXPHsjXKao852Gxn2ywEzpjq9J6E2Tkg79Viqg2CcIem2snAHhx+VH2ydNM2DazWYc9y5pNF0Lqy4KoGFe5mLqq0kqgpEAZCz09lPXO9GrUlyMOluC6zaeIN9/JXwC5VVSV++xTvR0sl/eTlrcyIWeIuyH6mVz83wGe0/g4UkUY1krV12z3NNXVv5lc/fJSzdHqvs8s1q7fD6zGvrUyUTEibWeYjjNwZBCD6r19TbKUXNRfIQVRIyQci5HlAEYkmRdRSMitFFi5Wv1Xy+JHrFYId1jA/Z0ElnBdv5NgbVtKfQhTCHoGsZxiFvvki05qaLVLKdB9Tf9cl6CdYbUhXVmtsq77mrydocqB27aXY796jk3K5WtU9peYmNQcm02ZLwVkQjKu+0zmPXYp5x6hkcz0Eqa7FiMedTG+B+W06Edouf9FKdLCWN+5bACUE8PWky7mhHsbTOxt0Hh4kWyxz9iRhMWDMWc2u7YaYemGoKwlNO6nNJIa0QolPRHSoItG0qHEJnmBQOQ0dd210yrG4iW6MqPdnUbkIcvbThD0nJxch+6z2jNniNrjBGnM8deGbHvkGoKHnfxehDGiVHUVhHW+Kl2XLj7bOBqpMl6sMgJZlMoP+zWSSoaRgjCJyeIEKzU6XI3P4NJ6BkPvpJqZc64Auo0VsjghDzPyQq6pg4y8tgyxS58aa5xlf+UIu8LTTIkmW+wS+7orbF5xx358JaC6IoibBpEYkGtrortlgjANGWsb0rDFdVP3E4zl3Dk4d6wilCmL45tJS3tJKrOMn28Qt9yxyM1z/93OcxkfjbZDKfXArWfA07n2rF+2ut3a2GfW7fObpUGO7ueybWZdhfVLxlULcigoX5PuM5gz69xCYuivtC61A+JqQDweocoBMpIXzRmHr0fTINVIlXXl5lpaFr9Hw6ss2j0yTzIjVdjzwBKMpPYIA7Kv3X1/KLF3c0YVSvLEDN0cRlGhQCeaZHl1fgwgCheL4FSbUkWxqXhkOjOR0w0FYbFdJe8xFbjrcywx1BOXDhBnbtl4c5EwFTTHLWcnDBcOpFRS6EYQF/PNzRcCJuckcixEjcXE9ZC8k6OnnWT9xEHLYj0lzgVJ4GIkOIl6YbhAnEM7hq6MKNsMTQ4CZsXysK8X1AS5VTTCZZTQLHdmhvOzpe1HUf3q0C2nM30GmZWQWcTjr3ZOGpuO7WTiMJDlLr3RaHcXUyOPk0pBpbxmrKURw/utQlJbrJJU0mHaYlLuDlN5rNTOqUe43xQpPcNJevGebqNJFifoMCMtdZFGksfunmiqy4iox1T9NNdWHmW3OsOsWGZGu/N4b7vPliVFfUVRalqC5QxRnBtq9B5fOFFtTSrUVxTXRSnXzzrJemky5bNCo60ikgnnu9uYL+8jqWxh/Ny426YdkNtnlvb4vCnqprXmj//4j+l0Otx6663cd999ZFnGm9/85uE2Bw8eZOfOnXzpS1+67H6SJGFlZWXNj8fj8VzJ+Pjo8Xg8l8bHR4/Hc6Wz4Q/kDz30ELVajTiO+emf/mn+/M//nGuvvZa5uTmiKGJ8fHzN9ps2bWJubu6y+7vtttsYGxsb/uzYseM73AOPx+P5zuDjo8fj8VwaHx89Hs/VwoZXWT9w4AAPPPAAzWaTP/3TP+W9730vd91117e9v4985CN86EMfGr5uNpvs3LmTdj4qOXpmkvVROeaofOhyVdbtpSTr9tuXrA8YqIjW1zEdXR4AgXCV16PcLRvdfrSPQq7+zorqxGlmCaQZ/odGKFddPUzWNjTsa0RPo7s5vdjSDgzdYh/dzJDJi6tkDqSY0orhsjQTZIkhyly19azj1kUdS9DTmL4mTQ29zIKxJMVn5Llrtyr6LwbyeG2Hx8NYJ58NhCXNLFliCHsa03XSk04bWhVNe2QQetGqGibPIdOCLBOotiXoWLCWVtvSbq3KnbJM0FWCuG9YaedknVXJep4aWrnFZJa8ndNZ0SQBhD1BWEiU2qklL+RX0gCJoJ1auoWM1RTS1kQIUmHpi4xUp2QmIc+dLEfnIabbxXRD0BkkZo1knbCoSqkLOWinRd6tkvcKyXrSctKjLAetsUYjpML2A2wRHqyWaCPQuSVHY3KNkRYtVkuEGmUwYRuTd4oK6/ma8wYdDE6C4uDlkOSYomKxUTlGj0jWTQcT9tHGfUaap/RlRs/mdPOcdstQaQtsR5AW4yp7elWiLoW7oPqruR2mq+l3IM2h3dL0Kxl5t09uFbkqjmevi2l3MJ0WuhuT90J0z0mcrL28PPA7xXMVH1vZOkmlHgaw4TKr7eUl6/abS9bXFcsextX1kvVnirRP/3qwTJrVeBjlllBaJMXGFzlZrN8pRKmLgyp00t71knUZjOQWdTV5KacXClrKdaZtDZ3USQwTJYbXtbQjlYPtWsl6qCHQLg6BizWibcnbgrxjUD2N6RuyIj5bY8lTg84swkCQGidZHxlXJSxKGpRyleV10a+4uH5a7ZxWqOmUDN0UMiExRiMtdIubiUbSSTWlnnVVb6U7vjpblax3skJemqxK1vNEsOIU1mTF5+nEkKWGtKtptfNhbDXC0tHQDd0xCYxFj0jDu6GlF+XkwmIQ9FHkSFKbkieDuBigjUHnEtPtQDtCWIXpFVXwC8m6CfuYtsJkKToLyXslSAtprtZgDDbtgMnB5ggyEEVsSxTImDwIMIW0V+drT2BN5qqi6wyjWpg0wVxCsi6KKuWD6sKikKybLEMnKSbMMKmL5SbIMXQg7RSf0SXTCWmY0hcuRnZ6mnaruKe2wXYEcccgUnvROT+QrPc6glZsSENLJzSkOkWvuPirrUTKDNPpQruN7pTIe6B6hWS9775Jfq5j5HMWH0dcHKxx8W719bcmWR9I3kdj39NJ1kfnlbBOsv5NjvdoTJSXUM0qC8KOzB+LfgYSQmmH86v1/RwlzSxJ6uKKtG7uuOYzhhNAgeppbFeTdtw11A2gJTXd3NIL7bBq+Gj7pCl+29U52mhcVLmrtq47kqyDi2d9PYyN/cJpKMsseeb6FKiRYz0SIyXF9VH0NSzeq/uu3f0OtFqajjJrJOsAvSLFKEgMInXz3ayIi6ptCVJBS7n3us+FXghZEQpabQg6krBo/+CebIpj1WpZ2taQaUGiLJ149RgNJOuZhk4Cvdy9RwtBTyjMIDXKZmS5mz9qLdB54OaP7TZQxKK+HUrWTdgv5ofRcGKvuyvkfRBJH5u2Ie27lJ5RyboNEUmAlSlGBphcYHLIixu8VRYjLJoUoyw6yDFhC5MOPjcdStaFVasPFaOS9SxycTvJXHzMe2AkJisk66aDiHpo2yPTCYnK6IuMbpG73GlrWi2LaFt0xxJ09VCyvsZBpViWdXLaZecs1S65ZUmQoVs9tFVomWB67ljqTou8WzhB9YJnHh/t84w3velN9qd+6qfsnXfeaQG7tLS0Zv3OnTvtb//2bz/j/Z08edLikvX8j//xP/7n2/45efLksxztvnV8fPQ//sf/PF9/NjpG+vjof/yP/3m+/nyz+Ljh35CvxxhDkiTceOONhGHInXfeybvf/W4AHnvsMU6cOMGtt976jPe3detWTp48Sb1eR4hnllj/TFlZWWHHjh2cPHmSRqPxrO77+YLv45XP1d4/+M720VpLq9Vi69atz+p+vx18fHx+4ft4dXC19/E73b/nS4y8kuIj+PPuasD38erg+TCH3NAH8o985CN8z/d8j5MEtVp88pOf5Atf+AKf+9znGBsb4yd+4if40Ic+xOTkJI1Gg5/5mZ/h1ltv/ZYqZEop2b59+3ewFwx9MK9mfB+vfK72/sF3ro9jY2PP+j6/GT4+Xjn4Pl4dXO19/E7277mOkVdLfAR/3l0N+D5eHWzkHHJDH8jPnz/Pj//4j3P27FnGxsZ4yUtewuc+9zne8pa3APDv//2/R0rJu9/9bpIk4a1vfSu///u/v5FN9ng8nucEHx89Ho/n0vj46PF4riaEtRtQqegqYWVlhbGxMZrN5lX7XyPfxyufq71/8MLo45XGC2FMfB+vDq72Pl7t/btSudrH5WrvH/g+Xi08H/q44bZnVzJxHPPLv/zLxHG80U35juH7eOVztfcPXhh9vNJ4IYyJ7+PVwdXex6u9f1cqV/u4XO39A9/Hq4XnQx/9N+Qej8fj8Xg8Ho/H4/FsAP4bco/H4/F4PB6Px+PxeDYA/0Du8Xg8Ho/H4/F4PB7PBuAfyD0ej8fj8Xg8Ho/H49kA/AO5x+PxeDwej8fj8Xg8G4B/IP82OHbsGD/xEz/Bnj17KJfL7Nu3j1/+5V8mTdM12wghLvq55557NrDl3xq/93u/x+7duymVStxyyy185Stf2egmfdvcdttt3HTTTdTrdWZnZ3nnO9/JY489tmab17/+9ReN10//9E9vUIu/dX7lV37lovYfPHhwuL7f7/P+97+fqakparUa7373uzl37twGtvhbZ/fu3Ze8rt7//vcDV/4YXg28UOIjXD0x0sdHHx89zx0vlBjp4+OVc235+LjxYxg8Z590FfHoo49ijOEP//AP2b9/P9/4xjf4yZ/8STqdDr/5m7+5ZtvPf/7zXHfddcPXU1NTz3Vzvy3++3//73zoQx/i4x//OLfccgu/8zu/w1vf+lYee+wxZmdnN7p53zJ33XUX73//+7npppvI85x//a//Nd/93d/NI488QrVaHW73kz/5k3z0ox8dvq5UKhvR3G+b6667js9//vPD10Gweol/8IMf5LOf/Sx/8id/wtjYGB/4wAd417vexd13370RTf22+OpXv4rWevj6G9/4Bm95y1v4oR/6oeGyK30Mr3ReCPERrq4Y6eOjj4+e544XQoz08fHKu7Z8fNzgMbSeZ4Xf+I3fsHv27Bm+Pnr0qAXs1772tY1r1D+Am2++2b7//e8fvtZa261bt9rbbrttA1v17HH+/HkL2Lvuumu47HWve5392Z/92Y1r1D+QX/7lX7Y33HDDJdctLy/bMAztn/zJnwyXHT582AL2S1/60nPUwmefn/3Zn7X79u2zxhhr7ZU/hlcrV1t8tPbqjpE+Pvr46HluudpipI+PVxY+Pm78GHrJ+rNEs9lkcnLyouVvf/vbmZ2d5dWvfjWf+cxnNqBl3zppmnLffffx5je/ebhMSsmb3/xmvvSlL21gy549ms0mwEVj9olPfILp6Wmuv/56PvKRj9Dtdjeied82TzzxBFu3bmXv3r386I/+KCdOnADgvvvuI8uyNWN68OBBdu7cecWOaZqm/Nf/+l/5Z//snyGEGC6/0sfwauRqio9w9cdIHx99fPQ8t1xNMdLHxyvz2vLxcWPH0EvWnwWOHDnCxz72sTVSo1qtxm/91m/xqle9Ciklf/Znf8Y73/lOPv3pT/P2t799A1v7zVlYWEBrzaZNm9Ys37RpE48++ugGterZwxjDz/3cz/GqV72K66+/frj8R37kR9i1axdbt27l61//Oh/+8Id57LHH+NSnPrWBrX3m3HLLLdxxxx0cOHCAs2fP8m/+zb/hNa95Dd/4xjeYm5sjiiLGx8fXvGfTpk3Mzc1tTIP/gXz6059meXmZ973vfcNlV/oYXo1cbfERru4Y6ePjKj4+ep4LrrYY6ePjlXdt+fj4PBjDDftu/nnIhz/8YQs87c/hw4fXvOfUqVN237599id+4ie+6f7f85732Fe/+tXfqeY/a5w+fdoC9u///u/XLP/FX/xFe/PNN29Qq549fvqnf9ru2rXLnjx58mm3u/POOy1gjxw58hy17NllaWnJNhoN+x//43+0n/jEJ2wURRdtc9NNN9lf+qVf2oDW/cP57u/+bvv93//9T7vNlT6Gzyd8fFzlao6RPj6u4uOj51vBx0iHj49X/rXl4+NzP4b+G/IRfv7nf37Nf0suxd69e4d/nzlzhje84Q288pWv5D/8h//wTfd/yy238D//5//8hzbzO8709DRKqYsqKJ47d47NmzdvUKueHT7wgQ/wV3/1V3zxi19k+/btT7vtLbfcArj/Xu/bt++5aN6zyvj4OC960Ys4cuQIb3nLW0jTlOXl5TX/5bxSx/T48eN8/vOf/6b/ubzSx/D5hI+Pq1ytMdLHRx8fPd8+PkY6fHy88q8tHx+f+zH0D+QjzMzMMDMz84y2PX36NG94wxu48cYbuf3225Hym6fjP/DAA2zZsuUf2szvOFEUceONN3LnnXfyzne+E3AynTvvvJMPfOADG9u4bxNrLT/zMz/Dn//5n/OFL3yBPXv2fNP3PPDAAwBXxJhdina7zZNPPsl73vMebrzxRsIw5M477+Td7343AI899hgnTpzg1ltv3eCWfuvcfvvtzM7O8n3f931Pu92VPobPJ3x8XOVqi5E+Pvr46PmH42Okw8fHK//a8vFxA8bwOfke/irj1KlTdv/+/fZNb3qTPXXqlD179uzwZ8Add9xhP/nJT9rDhw/bw4cP21/7tV+zUkr7R3/0RxvY8mfOH//xH9s4ju0dd9xhH3nkEftTP/VTdnx83M7NzW10074t/vk//+d2bGzMfuELX1gzXt1u11pr7ZEjR+xHP/pRe++999qjR4/av/iLv7B79+61r33taze45c+cn//5n7df+MIX7NGjR+3dd99t3/zmN9vp6Wl7/vx5a62TWu3cudP+r//1v+y9995rb731VnvrrbducKu/dbTWdufOnfbDH/7wmuVXwxheDbwQ4qO1V1eM9PHRx0fPc8cLIUb6+HhlXVs+Pm78GPoH8m+D22+//bL5QQPuuOMOe+jQIVupVGyj0bA333zzGsuAK4GPfexjdufOnTaKInvzzTfbe+65Z6Ob9G1zufG6/fbbrbXWnjhxwr72ta+1k5OTNo5ju3//fvuLv/iLttlsbmzDvwV++Id/2G7ZssVGUWS3bdtmf/iHf3hN7kuv17P/4l/8CzsxMWErlYr9gR/4gTUTgCuFz33ucxawjz322JrlV8MYXg28UOKjtVdPjPTx0cdHz3PHCyVG+vh45VxbPj5u/BgKa639Dn4B7/F4PB6Px+PxeDwej+cSeB9yj8fj8Xg8Ho/H4/F4NgD/QO7xeDwej8fj8Xg8Hs8G4B/IPR6Px+PxeDwej8fj2QD8A7nH4/F4PB6Px+PxeDwbgH8g93g8Ho/H4/F4PB6PZwPwD+Qej8fj8Xg8Ho/H4/FsAP6B3OPxeDwej8fj8Xg8ng3AP5B7PB6Px+PxeDwej8ezAfgHcs/zgte//vX83M/93FXzme973/t45zvf+R3Zt8fjeWHh46PH4/FcHh8jPVc6wUY3wOPZKD71qU8RhuHw9e7du/m5n/u55zyoezwez/MNHx89Ho/n8vgY6Xk28Q/knhcsk5OTG90Ej8fjeV7i46PH4/FcHh8jPc8mXrLued6xtLTEj//4jzMxMUGlUuF7vud7eOKJJ4br77jjDsbHx/nc5z7HoUOHqNVqvO1tb+Ps2bPDbfI851/+y3/J+Pg4U1NTfPjDH+a9733vGgnQqNzo9a9/PcePH+eDH/wgQgiEEAD8yq/8Ct/1Xd+1pn2/8zu/w+7du4evtdZ86EMfGn7WL/3SL2GtXfMeYwy33XYbe/bsoVwuc8MNN/Cnf/qnz84B83g8Lxh8fPR4PJ7L42Ok50rEP5B7nne8733v49577+Uzn/kMX/rSl7DW8r3f+71kWTbcptvt8pu/+Zv8l//yX/jiF7/IiRMn+IVf+IXh+n/37/4dn/jEJ7j99tu5++67WVlZ4dOf/vRlP/NTn/oU27dv56Mf/Shnz55dE5i/Gb/1W7/FHXfcwR/90R/xd3/3dywuLvLnf/7na7a57bbb+M//+T/z8Y9/nIcffpgPfvCD/NiP/Rh33XXXMz8wHo/nBY+Pjx6Px3N5fIz0XIl4ybrnecUTTzzBZz7zGe6++25e+cpXAvCJT3yCHTt28OlPf5of+qEfAiDLMj7+8Y+zb98+AD7wgQ/w0Y9+dLifj33sY3zkIx/hB37gBwD43d/9Xf76r//6sp87OTmJUop6vc7mzZu/pTb/zu/8Dh/5yEd417veBcDHP/5xPve5zw3XJ0nCv/23/5bPf/7z3HrrrQDs3buXv/u7v+MP//APed3rXvctfZ7H43lh4uOjx+PxXB4fIz1XKv6B3PO84vDhwwRBwC233DJcNjU1xYEDBzh8+PBwWaVSGQZSgC1btnD+/HkAms0m586d4+abbx6uV0px4403Yox5VtvbbDY5e/bsmvYGQcDLX/7yoeToyJEjdLtd3vKWt6x5b5qmvPSlL31W2+PxeK5efHz0eDyey+NjpOdKxT+Qe65IRitbAgghLsq5eTaQUl6031HZ0zOh3W4D8NnPfpZt27atWRfH8T+sgR6Px7MOHx89Ho/n8vgY6Xm+4XPIPc8rDh06RJ7nfPnLXx4uu3DhAo899hjXXnvtM9rH2NgYmzZt4qtf/epwmdaa+++//2nfF0URWus1y2ZmZpibm1sTUB944IE1n7Vly5Y17c3znPvuu2/4+tprryWOY06cOMH+/fvX/OzYseMZ9cnj8Xh8fPR4PJ7L42Ok50rFf0PueV5xzTXX8I53vIOf/Mmf5A//8A+p1+v8q3/1r9i2bRvveMc7nvF+fuZnfobbbruN/fv3c/DgQT72sY+xtLQ0rHx5KXbv3s0Xv/hF/sk/+SfEccz09DSvf/3rmZ+f5zd+4zf4wR/8Qf7H//gf/M3f/A2NRmP4vp/92Z/l13/917nmmms4ePAgv/3bv83y8vJwfb1e5xd+4Rf44Ac/iDGGV7/61TSbTe6++24ajQbvfe97v61j5fF4Xlj4+OjxeDyXx8dIz5WK/4bc87zj9ttv58Ybb+T7v//7ufXWW7HW8td//dcXSYyejg9/+MP803/6T/nxH/9xbr31Vmq1Gm9961splUqXfc9HP/pRjh07xr59+5iZmQHcf1t///d/n9/7vd/jhhtu4Ctf+cqaSpwAP//zP8973vMe3vve93LrrbdSr9eHhUAG/Oqv/ir/9//9f3Pbbbdx6NAh3va2t/HZz36WPXv2fAtHxuPxvNDx8dHj8Xguj4+RnisRYb8TSRMez/MMYwyHDh3iH//jf8yv/uqvbnRzPB6P53mDj48ej8dzeXyM9Hyn8ZJ1z1XJ8ePH+du//Vte97rXkSQJv/u7v8vRo0f5kR/5kY1umsfj8WwoPj56PB7P5fEx0vNc4yXrnqsSKSV33HEHN910E6961at46KGH+PznP8+hQ4c2umkej8ezofj46PF4PJfHx0jPc42XrHs8Ho/H4/F4PB6Px7MB+G/IPR6Px+PxeDwej8fj2QD8A7nH4/F4PB6Px+PxeDwbgH8g93g8Ho/H4/F4PB6PZwPwD+Qej8fj8Xg8Ho/H4/FsAP6B3OPxeDwej8fj8Xg8ng3AP5B7PB6Px+PxeDwej8ezAfgHco/H4/F4PB6Px+PxeDYA/0Du8Xg8Ho/H4/F4PB7PBvD/B+R8NbimrLKQAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# average the vsv and vsh\n", - "vs = np.sqrt(vsv*vsh)\n", - "\n", - "# plot the vs\n", - "fig,axs = plt.subplots(1,3,figsize=(12,4))\n", - "axs[0].pcolormesh(LON,LAT,vsv[4,:,:],cmap='turbo')\n", - "axs[0].set_title('vs')\n", - "axs[0].set_xlabel('longitude')\n", - "axs[0].set_ylabel('latitude')\n", - "axs[1].pcolormesh(LON,LAT,vsh[4,:,:],cmap='turbo')\n", - "axs[1].set_title('vsh')\n", - "axs[1].set_xlabel('longitude')\n", - "axs[1].set_ylabel('latitude')\n", - "axs[2].pcolormesh(LON,LAT,vs[4,:,:],cmap='turbo')\n", - "axs[2].set_title('vs')\n", - "axs[2].set_xlabel('longitude')\n", - "axs[2].set_ylabel('latitude')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# single station comparsion\n", - "fig,axs = plt.subplots(1,3,figsize=(12,4))\n", - "axs[0].step(vsv[:,0,0],depth)\n", - "axs[0].set_title('vsv')\n", - "axs[0].set_xlabel('vsv')\n", - "axs[0].invert_yaxis()\n", - "axs[1].step(vsh[:,0,0],depth)\n", - "axs[1].set_title('vsh')\n", - "axs[1].set_xlabel('vsh')\n", - "axs[1].invert_yaxis()\n", - "axs[2].step(vs[:,0,0],depth)\n", - "axs[2].set_title('vs')\n", - "axs[2].set_xlabel('vs')\n", - "axs[2].invert_yaxis()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 2: Quality Control & Interpolation" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "sys.path.append('../../../')\n", - "from SWIDP.process_1d_deep import *\n", - "from SWIDP.dispersion import *" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(61, 91, 241)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "vs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(21931, 61)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "vs = vs.reshape(vs.shape[0],-1).T\n", - "vs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(21931, 301)" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# -------------------------------------------------------\n", - "# interp to 1 km thickness\n", - "# -------------------------------------------------------\n", - "\n", - "from scipy.interpolate import interp1d\n", - "max_depth = 300+0.1\n", - "depth_interp = np.concatenate([\n", - " np.arange(0, max_depth, 1)\n", - "])\n", - "vs_models = vs_interp = np.zeros((vs.shape[0],depth_interp.shape[0]))\n", - "for i in range(vs.shape[0]):\n", - " vs_temp = vs[i,:]\n", - " depth_interp_temp = depth_interp[:np.argmin(np.abs(depth_interp-depth.max()))]\n", - " f = interp1d(depth.reshape(-1),vs_temp,kind='nearest')\n", - " vs_temp = f(depth_interp_temp)\n", - " vs_interp[i,:len(vs_temp)] = vs_temp\n", - "vs_interp[:,len(vs_temp):] = vs_interp[:,len(vs_temp)-1].reshape(-1,1)\n", - "vs_interp.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "nrows = 5\n", - "ncols = 5\n", - "fig,axs = plt.subplots(nrows,ncols,figsize=(10,10))\n", - "for i in range(nrows):\n", - " for j in range(ncols):\n", - " sta_idx = np.random.randint(0,len(vs))\n", - " axs[i,j].step(vs[sta_idx,:],depth,c='k')\n", - " axs[i,j].step(vs_interp[sta_idx,:],depth_interp,c='r')\n", - " axs[i,j].invert_yaxis()\n", - " axs[i,j].set_title(f'sta_idx: {sta_idx}')\n", - " if j == 0:\n", - " axs[i,j].set_ylabel('Depth (km)')\n", - " else:\n", - " axs[i,j].tick_params(labelleft=False)\n", - " if i == nrows-1:\n", - " axs[i,j].set_xlabel('Vs (km/s)')\n", - " else:\n", - " axs[i,j].tick_params(labelbottom=False)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "77f41f04e0844e9d823645fa150e2b4d", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/21931 [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "nrows = 5\n", - "ncols = 5\n", - "fig,axs = plt.subplots(nrows,ncols,figsize=(10,10))\n", - "for i in range(nrows):\n", - " for j in range(ncols):\n", - " sta_idx = np.random.randint(0,len(vs))\n", - " axs[i,j].step(vs_interp[sta_idx,:],depth_interp,c='k')\n", - " axs[i,j].step(vs_interp_rm_sandwich[sta_idx,:],depth_interp,c='r')\n", - " axs[i,j].invert_yaxis()\n", - " axs[i,j].set_title(f'sta_idx: {sta_idx}')\n", - " if j == 0:\n", - " axs[i,j].set_ylabel('Depth (km)')\n", - " else:\n", - " axs[i,j].tick_params(labelleft=False)\n", - " if i == nrows-1:\n", - " axs[i,j].set_xlabel('Vs (km/s)')\n", - " else:\n", - " axs[i,j].tick_params(labelbottom=False)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3: Find the Moho " - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5729ae7bf7644078b09b2dc382dd6fc3", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/21931 [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "nrows = 5\n", - "ncols = 5\n", - "fig,axs = plt.subplots(nrows,ncols,figsize=(10,10))\n", - "for i in range(nrows):\n", - " for j in range(ncols):\n", - " sta_idx = np.random.randint(0,len(vs))\n", - " moho_depth_idx = moho_idxs[sta_idx]\n", - " axs[i,j].step(vs_interp_rm_sandwich[sta_idx,:],depth_interp,c='k')\n", - " axs[i,j].axhline(y = depth_interp[moho_depth_idx],color='r',linestyle='--')\n", - " axs[i,j].scatter(vs_interp_rm_sandwich[sta_idx,moho_depth_idx],depth_interp[moho_depth_idx],c='r',marker='x',s=100)\n", - " axs[i,j].invert_yaxis()\n", - " axs[i,j].set_title(f'sta_idx: {sta_idx}')\n", - " if j == 0:\n", - " axs[i,j].set_ylabel('Depth (km)')\n", - " else:\n", - " axs[i,j].tick_params(labelleft=False)\n", - " if i == nrows-1:\n", - " axs[i,j].set_xlabel('Vs (km/s)')\n", - " else:\n", - " axs[i,j].tick_params(labelbottom=False)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 4: Perturbation the Moho depth and velocity" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "(100, 301)" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Generate perturbed models single\n", - "i = 10\n", - "vs_orig = vs_interp_rm_sandwich[i]\n", - "# Find Moho\n", - "moho_idx = moho_idxs[i]\n", - "plt.figure()\n", - "plt.step(vs_orig,depth_interp,c='k')\n", - "plt.scatter(vs_orig[moho_idx],depth_interp[moho_idx],c='r',marker='x')\n", - "plt.axhline(y=depth_interp[moho_idx],color='r',linestyle='--')\n", - "\n", - "vs_perts = []\n", - "perturb_num = 100\n", - "random_seeds = np.random.randint(0,1000000,perturb_num)\n", - "for i in range(perturb_num):\n", - " # Generate perturbed profile\n", - " vs_pert, controle_node_t, controle_node_vs = augment_crust_moho_mantle(vs_orig, \n", - " depth_interp, \n", - " moho_idx, \n", - " vs_perturb_range=[-0.2,0.2],\n", - " crust_nodes_range=[3,8],\n", - " mantle_nodes_range=[8,12],\n", - " moho_shift_range=5,\n", - " gaussian_smooth_sigma=2,\n", - " return_nodes=True,\n", - " random_seed=random_seeds[i])\n", - " # plot the perturbed profile\n", - " plt.step(vs_pert,depth_interp,c='pink' if i !=0 else 'r',alpha=0.1 if i !=0 else 1, zorder=1 if i !=0 else 2)\n", - " # plt.scatter(controle_node_vs,controle_node_t,c='b',alpha=0.2)\n", - " vs_perts.append(vs_pert)\n", - "vs_perts = np.array(vs_perts)\n", - "plt.gca().invert_yaxis()\n", - "plt.show()\n", - "np.unique(vs_perts,axis=0).shape" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((21931, 301), (21931,))" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "vs_interp_rm_sandwich.shape,moho_idxs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6358c37e90164a20b0fca9f8b0bfcaeb", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/21931 [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "nrows = 5\n", - "ncols = 5\n", - "fig,axs = plt.subplots(nrows,ncols,figsize=(10,10))\n", - "for i in range(nrows):\n", - " for j in range(ncols):\n", - " sta_idx = np.random.randint(0,len(vs_interp_rm_sandwich))\n", - " axs[i,j].step(vs_interp_rm_sandwich[sta_idx,:],depth_interp,c='k',label='original', linewidth=2)\n", - "\n", - " for k in range(perturb_num):\n", - " axs[i,j].step(aug_vs_list[k,sta_idx,:],depth_interp,c='r',label='perturbed' if k == 0 else None, linewidth=1)\n", - "\n", - " axs[i,j].invert_yaxis()\n", - " axs[i,j].set_title(f'sta_idx: {sta_idx}')\n", - " if j == 0:\n", - " axs[i,j].set_ylabel('Depth (km)')\n", - " else:\n", - " axs[i,j].tick_params(labelleft=False)\n", - " if i == nrows-1:\n", - " axs[i,j].set_xlabel('Vs (km/s)')\n", - " else:\n", - " axs[i,j].tick_params(labelbottom=False)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 5: Dispersion Curve Inversion" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "609d9d043ec14547b1d0d7c99864811f", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/131586 [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "nrows = 10\n", - "ncols = 10\n", - "fig,axs = plt.subplots(nrows,ncols,figsize=(10,10))\n", - "\n", - "for i in range(nrows):\n", - " for j in range(ncols//2):\n", - "\n", - " sta_idx = np.random.randint(0,vs_interp_rm_sandwich.shape[0])\n", - " \n", - " # velocity profile\n", - " for k in range(perturb_num+1):\n", - " axs[i,j*2].step(vel_models[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,2],\n", - " vel_models[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,0],\n", - " linewidth=1 if k == 0 else 0.5,color='k' if k == 0 else 'r')\n", - " axs[i,j*2].set_xticks([])\n", - " axs[i,j*2].set_yticks([])\n", - " axs[i,j*2].invert_yaxis()\n", - "\n", - " # dispersion curve\n", - " for k in range(perturb_num+1):\n", - " axs[i,j*2+1].plot(disp_data[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,0],\n", - " disp_data[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,1],\n", - " linewidth=1 if k==0 else 0.5,c='r' if k==0 else \"pink\", zorder=2 if k==0 else 1)\n", - " axs[i,j*2+1].plot(disp_data[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,0],\n", - " disp_data[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,2],\n", - " linewidth=1 if k==0 else 0.5,c='b' if k==0 else \"lightblue\", zorder=2 if k==0 else 1)\n", - " axs[i,j*2+1].set_xticks([])\n", - " axs[i,j*2+1].set_yticks([])\n", - "plt.subplots_adjust(wspace=0.05,hspace=0.05)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((131586, 301, 4), (131586, 300, 3))" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "phase_mask = np.sum(disp_data[:,:,1] == 0,axis=1)==0\n", - "group_mask = np.sum(disp_data[:,:,2] == 0,axis=1)==0\n", - "mask = phase_mask*group_mask\n", - "\n", - "\n", - "# loc = np.hstack((LON.reshape(-1,1),LAT.reshape(-1,1)))[mask,:]\n", - "vel_models = vel_models[mask,:,:]\n", - "disp_data = disp_data[mask,:,:]\n", - "\n", - "vel_models.shape,disp_data.shape" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "save_base_path = \"../../../Datasets/OpenSWI-deep/1s-100s-Aug\"\n", - "# Save processed data as compressed npz files\n", - "# np.savez_compressed(os.path.join(save_base_path, \"CSEM_Europe_loc.npz\"),\n", - "# data=loc.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"CSEM_Europe_model.npz\"),\n", - " data=vel_models.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"CSEM_Europe_disp.npz\"),\n", - " data=disp_data.astype(np.float32))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "ADinversion", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.0" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -}