{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Localization windows and spectral analysis\n", "\n", "Now that we know how to work with spherical harmonic coefficient and grid classes, let's move on to the other major feature of *pyshtools*: localization windows and spectral analysis. *pyshtools* allows for localized spectral analyses using either spherical-cap localization windows or localization windows constructed from an arbitrary mask. As with our examples in the previous notebook, a single class, `SHWindow`, bundles the relevant *shtools* functions. Here, we will demonstrate how to construct optimal localization windows, and how to obtain localized spectral estimates for arbitrary regions on the sphere.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spherical cap localization windows\n", "\n", "In this example, we will make use of a pathological data set. In particular, we will construct a function on the sphere whose power spectrum is different in the northern and southern hemispheres. First, import the standard modules:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "from __future__ import print_function # only necessary if using Python 2.x\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pyshtools" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, create two grids using random coefficients that have power spectra following power laws of -2 and -3, up to and including degree 300:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "ldata = 300\n", "degrees = np.arange(ldata+1, dtype=float)\n", "degrees[0] = np.inf\n", "\n", "power_north = degrees**(-2)\n", "power_south = degrees**(-3)\n", "\n", "clm_north = pyshtools.SHCoeffs.from_random(power_north)\n", "grid_north = clm_north.expand()\n", "\n", "clm_south = pyshtools.SHCoeffs.from_random(power_south)\n", "grid_south = clm_south.expand()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, create a new grid that contains data from the northern hemisphere of one grid and the southern hemisphere of the other. To avoid modifying the original grids, we create a copy of the first grid and replace half the hemisphere with a copy of the other:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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kzmBGR0VNTovHsUNoz9aEENJhDMqClikbCpUkBjmecsM5N5xwR8LADmFiAsxY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\nYOQh6m/dJ2dMLdZLEUrEtiuI7fqhqjZTXZpdaZil1ztSGFEbKaq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grid = pyshtools.SHGrid.from_array(grid_north.data.copy())\n", "\n", "nlat = grid_north.nlat\n", "grid.data[nlat//2:nlat+1,:] = grid_south.data[nlat//2:nlat+1,:].copy()\n", "\n", "fig, ax = grid.plot_rawdata()\n", "clm = grid.expand()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we made use of the grid attribute `nlat`, which is the number of rows of the gridded data, and we modified the raw gridded data for `grid` that is stored in the `data` class attribute.\n", "\n", "Next, let's construct some spherical-cap localization windows. This is done using the constructor `from_cap()` that is associated with the `SHWindow` class. The other option, as we will demonstrate later, is `from_mask()` and takes as input a user defined mask. For spherical-cap windows, we need to specify both the angular radius of the cap and its spherical harmonic bandwidth, and for this example we will use an angular radius of 30 degrees and a bandwidth of 29." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "capwin = pyshtools.SHWindow.from_cap(theta=30., lwin=29)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This command calculates the spherical harmonic coefficients of the spherical cap windows along with their associated angular orders and concentration factors. If you ever need to access these directly, they are stored in the class attributes `tapers`, `orders` and `eigenvalues.` By default, `theta` should be provided in degrees, but this can be input in radians by specifying the optional parameter `theta_degrees=False`. If you are curious to see what these windows look like, you can plot them using the built in method `plot_windows()`. Let's plot the first 35:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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eMSffleH4Cpy4Dl+/bpeCJL2i7L12bX+a88Lh4mOfPOocKMq2JISjm9GAmB41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ksldXip29kq2BQUevfSNlcxVn7Zk7e782HUWbwj0dUa8zMu0nGVX3/rJ3b6/9Hq0i07feLwYH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WTNTm572C9q1nTKZfesWgVMsG1lneyq1bGp5uLrcjBduds5VmtcE67cm1/uZ+z8TDzCZbtS\nNWpgXxRv1L63JZtWXVbrNLDb4OaSyDr7USev+TfSfqpeQ3eZmmvB/Z3pqjFbU1uerV2zLDtvw0Mj\nrE/r7eTFiUZtPyh+oScDrl+W7+lgq3p+2GnNJlvZLUs919yym7mGR94u/VpwqrW9HC9QfRS3fc2G\nnGWdNn79rr5e3TzxYmujnaj1iYLyO7euwvW32+L1mjk2ssPEOM94e0Ynv/sx8du9G3B9PGipGncb\nxFu7G3AFtaVQQO1X2sY7gbdY738fuAw0DbhA7T12d97qBTudaoMqacp1DmzD3QBVMSiSIG9d5Osl\n090pjlOq67DYMHH/MKqLUNvJNGpd8gqxmkzZINPJqUqEIgkOyLg6OQ6MWsOluo1xDuo6DG6oAZ9K\nWbIuHbTz8pJpy01wWPu7ESYGZdQlqW57umW6G03b+inytc6rG+4fxjKxmky77hptaddHhCpxikRp\nvvCz8dleYIXphjIqPiYp1iYIvHRyBhRRDq06dvPG+WlUqVUZ7YFEPep5E6XYon5tuTZn1EXM+aY6\nltgdaXtQEaVgXeTbKNM98IlQIemS184HK0Rrl3639hdnkiDj6YOOt9s8dA+gGsvt5S+tuG1PUbTi\ntlumXecJCrgHZY1lt2W2khc07BqQRJFWXnaeXp1Nu2vT6RdCHZ1v7to3DuTA7pTZnS97sF7fRjsd\nt+YBjP08PrRyD0zcNmgsbxXDkiexB4HUtBZ1aRvrSLo+a6eRXQovf20sr90hddKbRJDWq9k2jfxy\nnvdXc81lai6v3fr0Cjc5VacV0PR7qD5rLL+ssdpOH6mbipE+baX+ag31vGlxww3Tw5fcNnVsF62z\nJw3cqk/v1+9alanRl9yDHrvV7Z/fNQ6doNnvbK2kq+Yb2yk3qj78LjBM9yMTDQ0HQQ24JPBXQogq\n8BEp5b8FpqWUKwBSymUhxFSrhwUm0YbGoBWse9E7pmvV0WpUWyKoInzJFKiZ8U5pJPbKXHND7pU+\nVnfTp1catZpUIQI+ZdoDynbohUyw6yjeIW+/dWTL9GfPXiBB0fPzirWi0hqi9nPkp5wStfrYCd3U\nhd2161TH9tqYH3QzkOisZ/c+OCh/sdfG/KAbbh8H9XnY+rdvS4Wrk98KVY8OlpekRtgz7eo7ZVE/\nLXuniRO/PtSokbBK4pS3frWhHew1lVaQPjnrZSd7sqM7jejYBjZOWPjXKHiM4JwgOJ6tFGPVe1te\nZ3hNjNbndDROGbXJRKVFxLff0bGN8ed3zVr1yu+gs87N2tgDQPNIftc4kdcz7Pc+Cw0NN4IacL1J\nSnlbCDEJfFQI8TzNntXSg2wHa1wtcM+eVGvu2zxDCfWrIkqmvWbWPGOu/re3KbSW6Z4dMqjWZDbO\nsNlynTmmSN1nXjLrZ+OrtXwaZToNsLNq4jULXy+zUrec74Ytw974YN+j47Vq5ch07rZplNk4u2WX\nqHGG0E4dqeVm4nQ7GldfGuvdsOaDm2X6/dE8DpIUOnDRmbVz62RzBujARcNlOwOvWVL3CqJ7gOBV\nv9BdXSidTdf9RX7qonl1oHGbiFF7onkmut6Onf1F1Cze3gfd/uKuJzfq/cXZqOqloy1T/e1uVdqV\n29FkEPBacXGjmwmA1t95rwy0QqdOXafOsR94zeK3S9upfjoNXvzo203X0WtlpPH7TnaUiI5124+J\ngKPkY3YovxudbAWdB6d+uNJNGbxW7xrzO67fgbMK5Ad++OJn8qxTufz7XWeb+p00ODb64wYaGjUE\nMuCSUt62/l8TQvwn4A3AihBiWkq5IoSYQcUS8sRTi58ClOMuXDrD2UsLSi6i7n+70+W4v7thqm+C\npTUP1dgYNMp0O7e3TOcbE6Pue6/BoS3T/l51uNvLbBw4Nst0tqREkQ16up92tkg0DgAay+5sXVDd\nUumpoy1T1HXcvezpvJc1mY3fO9uOnDN69raDdjLtAQaYSCCCYOnyVa5dXqord6/wscW/q70/c2mB\nM5fO+uIiuLekdOaie6W3Nb+bedNYv877znXhpHTquFVdmLW6qNRyjbTgjapjh11uPd2lgfpBlWEx\nxEtP245Vn/5iD9/a+4uo85dW9eNssataT7Qu99XL11i6vNSXTsNlq+0Exc2FSwtWPbXvlHbSrd1z\nwrJpY5pWq7n2arZK03ow2Kmj2UpneyuXtwRna1O9LIeXnVbWWqGdvm6fa5Rgb/tq/EbU/m09GDyq\njdyTQvVtZ+/w0cXP1d4rbp71TOdwystWznRP/TP2v+0Hzp1WuFrB4YS3BK/Bod129tLv7DSy7jtn\nRaleVvsthZ3y7KTz0fyuebumG/3iJsDi7znvL71OvTQ02uHy36vXUXHsoBlCiDRgSCn3hRAZ4KPA\nzwPfAGxKKT/YKWjGk/K9eO0RBlxNl9PVstcUPLRxdeKbZ7a9ZLpXl7xkSleOpjU+9eps2DLcKwQC\n7ykUWWsiVfcVaNkNcVbX7FzbNZqOzFY62jLda2atZToNo3Rp0F6mP12rRHGs7i3TWRmpulJ6y3yf\n+GDPDtf+pPxZ9d6Di611sg97K860q197rSjikzf24CiounB+rjv5oNpO06ncbh9sV8d2SscHO5fb\nDNxfuuV2q9lXx0rVhnL3IigBOG1n8/FZhVZlskvTVnaLumi/ruDeQtRKrneddFqvaFc/ZofyuHnT\njdzOdmrNr3aDgHZtri231fNHtVO7QcD7xQd6EjTjJ+RikwaeaduUSXRcKW5dsqPbyvntawX3llC/\ncvEht5Wd2pfFaUNbofWAq7NGrdrazn7n9Jm6kev2uw+Jxd4FzfhS0FI17jaIV9H3oBnTwJ8IIaQl\n799LKT8qhPh74I+FEO9GXQf4rlYC1BxJq0bVab7cTY5XCd1Nr3smtjk/L5lqLcU7tbOuoGDgPeCr\nX2lodUS2/ofc7mR7/6w0rr61nx12ZIo2P+nuwWWrUrvL0Umm3XVtfK61XHsmULaVadumU9l7D7eG\n9atF7Wyn0vip33outueNIz2ounDr0m7O1588dxppSWxvpU7l9vLB4/uLu5vhn9utytJduYOD4o33\nIMfenNqIdp1vR653B611t9nNn3ZDMu9OWrsZ+E7Ptp+jt9u6VgNIWkwzdN6OBd7bozqXpL2d1ADR\nu5ydNii2rttONR48Ig1nQlttJWvPKTraqtV3nbautR5YdbJVe06197ujTUgcx0bQ3u/MDpw6ut+p\np1vBmZZqzK+3gYZq6Hw0TUMjUBx7wCWlvAI86vH5JvA2PzKcExHthwjusyOtO+nqW8M6ndRZpm2C\nSEeZzixSK091QthS07e1TGdbWnuZKncndbuG1y3Tjsvlnbt9ji3att2xZ/btknSykrNS4l0i90qJ\n3ax2kumE1m+tYy/hBGlwuGf60snNmVY1V1+/0PrsgXvVygkh0loD91mjdnUBdh23YqyTutqlD/rz\na3sVsDO7gveX7rhd7Wihem63zj0YtOtUNkZyDQKdItup+qzfet38fLAe2+7MWnPQjEZ0DiDSLTrZ\nADqvkATd6RQ+BmtBI07JV7pqR1s5O0EaMQhbNQbN8H4+WE6dPL9rDJrR6vn+crIO7WMvaWgEjqCC\nZgQCr4au9Wyf94F9PzJbNT6Ns4OtGk2vw7Gtujb+ZTaXstXhWK8fGD9ynW1ex5PpbkT91g+0n8V2\ny/RbP51kBoUIZiA6NXIx6PrtRq7fuoCw+mBv/CVobg9uVVbpXx2oBs3oh792B7/R8/qLfgW26CX6\nZdew2UpNNoaLU+Hzu85bEnuOwQQ91riLEYoBlz1YERie89Z2M1EfQYym1PUb4OxD8K1ligYZja4v\nGtLbjWirGbWgZdrlthtLW27jAWK33MbGvlGuu8l16+plJfcGNnfHrXHQVi9T+pTp1KboKLN909zr\nJtsO1d6tTo110cjFVnXRrn7t7UjtDh67eePOsZ2/2HXsVRf1MuuHIO1lqjrulw8ezV96z+1eovMa\nVnD31Dn39rTKyc6tMVBQY7pgVgCcAXE7K3sf3m9OdfwoiWBzz08Utk6z++6bi46HICJAHgXlDleD\n+LOVPQXTfv9XUKslfu8m67xidOf6HXReley33x0JesCl0WeEYsClmhJnkd4+2SOaUjmdPXvjkIFs\n+tG15dlblhrPVzgdo/oGyNmMZJ8radTA2cTVSiYNDX+9zObLKO0D77L2mfq8vhvlBGiwZTpnVRp1\ndGQ26trcNXN0tRttUUvvltEs0z710txUVl0ynfWKxpUL9/aH9vWO1SV2f966jnoBO3aeg8aunrOC\n08zFiOt963JKV9e5uZzteeOnLmy59uWprXjTntsgakEzqH3fygdl4D7odIa695f25XbrHTS3ewmn\nrWv3fVB5CdqdpJR13av2g4lg9PLXVWus497Db2CE9jbqt536j871IjtuS3ZSBsV1PwO3Tpzqr9/J\nPvudXxtBf/2uS4RrwU/jLkAoBlz2SQ4HBl6beRrn+1S3yMRrx3X9D5qo+9wtpTEXu4vnLdP78Hyj\nro0yDVpvT2qe4RNNnzuDIPdWK++8vGQ6HfzmFsask6k09dK1Uab9E9BOpkpj1nQ3qa8Hd4unVlaa\nQ6dDc9lBEMFs6uj2Ct46iTp2OQOAet60ql+vmUYvLjZ+LlzWdD4Tru/ayzRqK0SdeOOESXfLbe2D\n3lsrvX2wvb/YPug1O3p0f/Fb7uC53Us0t52N3zem7R7+fcw7XHw7rY7iv92Uw8tf2mt0NDt1Vw4/\ndvKaGOgOg95CFm1xkXo3ZfHyZW+4J7YGz6nj1153TznTQO1wPJZ3M4XkTEz11u+OBR00Q6PPCMWA\nq/kAqlfkJyfMdPNnzanrb+vxhno+6vGZd2o/N657HfBtF2LD7xK/bJDbjcxWc0yNuraW2Ryat7VM\n5zB46/pxhxd3f+Zti2pDvQNU+rgfoLHeG7l4XM6olM2hq71/fuyrfZ0c/dSF87Q3muvYX1301wc7\nhx13ZISL271Cu8P7zWm733Yl6W5rlHtl00/ao2y78joT2BrN/tJJq6ME0ei8xaoe7YJmNKc92sRS\npwuwe41WA65utzi2C5rRiKNyqhtbiQ5BM7xl997vOgVqceMoZ8y68zuztnXWH4IPXtMR4Tr6p3EX\nIBQDLg0NDQ2N3mLgh9Q9ELaAB6ADHgSFQdkxbJzSfucPfeeLPsOl0WeEYsDlb8bLPuvh74fHz2yP\nmrHxnoXzSt0qXPdRZUrfMk3fcv3KVHL9yjR8N4ZqXs6fTL9zip0PmPcWXvb0w8Ve1IUt18/sp9+6\nUDL91fEgfbA3/hI8t7uZaT4ujhMQoRWHjtoZEzVmHm2vTqsZ9HbRIv2g29WCxme97HucQZBa+e1m\n9r/xeW9rBH8JwPFgB804nq3s9T2/v9ONz7feSn+c7eh+g2t4Pxs2v2u3u+Tog6B2uwA6P9uH4wKh\n6P1q3E0IBeUaQwW0hr+fXfdR+U7p/DYn/i8y7ebEAz5l+u++dSPT/6HzbmR2U5P+yz7Y+cHm04T+\nbCd9s6E5NEa7tF46eSN43nTLmeB80H/uvfKX8DH2OOfFWnXPj9o5tkt81I6ofV2093dHs6ffM1yt\nn/e2RjfnWVpJPvpA2fu5sIXGcKKEwtFtpX53j24r73y79Xs3nAnAow6Yw+Z3rblzdE7ZQ6Zg/S5Q\nhG+RT+MORygGXH4br27myfx2RLqZOfXbeAQt0//BYf8ybXSzyhSkzG46it2UvRfwKrtfLvbKboPi\n4knwwUH7S7+DZhxn7SdoOHY/mlbBa2SfrjpOhz94HGeFJEyrWO0Q1JkctaYeHls5EWrDw6mw+Z09\nKA2TjZqgg2Zo9BmhGHD5OYDqFTSjXeqjHthvl/qoQTNa4ThBM4KQ6VdXr8ACrWX6OwzeTWABr6AZ\n/USjPf1z8XhBM7zhPwhANwfz/dax/7rohQ8ePWhGKwya28dFODvf4dIqXNrY6N+gfFAIqnRqAiVc\ntgqXNgoiVFYKky4toFe4NPqMUAy4uo3fE2zKoOX1KqX/1HeezME23a1z76RXtz86g6uLwaUUvlJ1\nn7P/1IOXeXSo8yBhCfKgBsR9jzbWAf4nM/oDozbIv7On2P1PpLSGPSHid+KqX+hmMqv3UPY56va9\nXqG7ybQBIMSqadyZ6DnlhBDfBPwaqlfwv0spP9iYxu9t490cCvX3Ayu7kOnvR1t0IdNvR8AJAtBZ\nbjedC/8yDd+Hzv2usHUTWEDJG9yPiZc9/QWPCL4uHLl+g2b4XRHyV8dBB83oxgd74y+D5baGhoaG\nxgAQnjkYjbsEPR1wCSEM4MPANwC3gKeFEH8qpfyqO52/A6zdHOuvadBZRx/ylEwdNMMvehFY4CQG\nzfDPmbs3aIbfXLvL/e4JmmEgkSGZ/be3NIVn5t995jEcNlKQoQwVHjSCsLniVH8uuPcLJ8JkODbN\nOWdWw+N3TtCMMPldA8K1IKhxF6DXK1xvAF6UUi4BCCH+CHgnUDfg0kEzOqXRQTN00Axbng6a0TmN\nDpoxKBz38H7wOG7QjN5AcvSgGScFQQWpP07QjF7g+EEzgkfY/O74QTP6gBCrpnFnotcDrnnguuvv\nG6hBWB100Aw/ueugGYOCDprhzl0HzeiE/gfNCEcny2nDwxUQIlw2Asc+d/YUezBTAdKaQAmXrcLF\nKVubdhcr9BsyZDbS0Bg8QnFscHBBALo5sN9NU3a3BwHwt/bj36I6aEb3qbpPrYNmBJW6f/HCdNCM\nzghv0IywdI57gyBs7gTNCJetdNCMznAmJjU0NKD3A66bwBnX36esz+rw1OKnau/PXFpg4dJZT2E6\naMadFjTDn0yvoBlLl5dYunzN1/PHhRc//dVxNx29OzFoxqB8cLBBM65cvs61y0u+ZB4Xn1z8BPYs\ncru2U0PDxtU+tZ2fXHyq9l5zU8MPli5f7VvbufgR5/2l16uXhkY7XH5avY4KIWXvZo6EEBHgeVTQ\njNvA54DvklI+50ojn5TvpXPn298WJZWyF1u+/G19GvyWvuC3NA52axpWvbeX+X7xAaSUge9fUPz8\nmYZPB79dzt/AY9f8kL0AACAASURBVHDb5Qa57bIX5e5GbiO3PyDe1zNuvlc+iV8/6j2k9W9Qp3eO\nD+ccSVhsBGrlOzyn7z4gfjFwfipu/lQAklTddXPOs9dwfjPDotOd63e/KH6pZ22nfCZoqRp3G8Sj\ndMXPnq5wSSmrQogfBD6KExb+ucZ0yjH9zUb7P7Dvd9Djf1uA34g7QcvsNvqX/8hA/lZKuovy5e/H\nsZvtD4PunHiV3S8Xu4nS5G/Vqpuoa910VPzJPAk+2Ft/CZbbx4XSJizdrPAd3qc2MRIeG4Fto7Bs\nSesNggqYoLwpTLYyQ8ep8PmdST+DBx0JIVZN485Ez89wSSn/Ari/XRo/XTg1Y+73fhu1UcjfCoT/\nLV9+ViDszUx+IKz5dX+5+5PbjUy1OawXK2xBB80Y7L1GjWX3z0V/nFEp/Q5+/Udd646LfldvBumD\npu+zHP79ZbDcPi7CdTC9+fB+4wk9rxN7ndIc52/nfVhsBF5BM3ppAz9/9wJBB80YhE280kA4OWUP\ncPrpX63+dvQIk400NAYLHTTDtzwdNCNYmSc9aIYfnbot4UkImtFN7n7q2L8Pdt9JPAncPh7CGDQj\nfIf3ddCMQUAHzegXdNAMDY2TgFAMuPyuXAUfNCN4mTpoRn+CZvQTXva8e4NmnITANYMNmqE7GRoa\nGhohh26mNfqMUAy4FPxsPvK7mcm/TP8nXPznHrxM/wvz3S3j+9O1260B/ksUtMxeoTF3fxZRqxzB\n1oX/3OkiVfAy/fvg4HTsVmavUh4Hg56MaER3W797D2fwXRm0KnXoZrvvSUVQNve/3bo/MKzVpDCt\nKNlnVsMSiCWsflcH/3OHGhqBIBQDLgOJvEMO7PdCZu+CAPjVVQfNaIQOmuEvdz8YrL8MltvHRTi6\nVw6cAWx4NAuPJg7CFeCgNwiqdGag0oJBuLSh9qsQHs0EQQVN0dC4UxCKAZef7rQOmtGLoBknI7CA\nDprhhg6a4Qd3T9CM8HRr7MPyYYpOZp/7C8vMP9i/d/VBM+5EBBHK3ekbhMtWYeJUGP3O3t8RFhtp\naIQBoRhw9SbERLAH9nXQjGBlyi5s378QBN44atCM7sOC3H1BM7rjwcngdn+DZoQnvLi0BsRh2moF\ndlc0PAc2hHWvYHiGyr1BMDavWhvlwmWrMAXNkIQ3aEaY/E5DY9AIxYDLXwCFk3PxsV+Zahe4H5l2\npKbOcv3KVHL96apCBfgNxFH1tapTtbpmfqCieg0yaEajPXt18XHwFwD7XWHzW8eDv/g4aH/pDbf7\nuyIbns5oeDRRcGohXJqFS5teIZhShs1WYeRUeDRRCKONNDQGjVAMuDQ0NDQ0uscgJyJaIUxRGruJ\nWNlP+N3yepIRlM3DZisnaEa4EM5gNeHyOw2NQSIUAy4dNKNTGh00QwfNsOXpoBmd0+igGYNCN9Ep\n+4XwaOIgXAEOeoOgStdtJNF+IFzahDFYjQ6aoaHRiFAMuHTQDD+566AZg4IOmtGce2fooBn9QJhO\nt4Tx8L4OmjE4BBc0I3y2CpPfgW0nk/AMuHTQDA2NRoRiwKWhoaGh0T100IzO0EEzBoNgg2aEi1Ph\nukfNPlMcnokO0EEzNDQaEYoB1+CirnUX90xHKQxSZvcx/AaF1rl30qvbWHUnIUph0Cl75YP+Uw9e\n5nERjk5W91Ek+4lwaRYubXqFOzNohoPwaBYeTRoRXs00NPqNYw24hBA/B/xPwKr10U9JKf/C+u5J\n4N1ABfgXUsqPtpLj94b0bg5g+tum1M2hTr+R4fzL9B9tzv8BVL8ylVy/Mg3f52yEFfetE/xFplRQ\n8gYZpbDZnv7qOPi6cOT63V7qd0ujvzpW8vxuwQvWB3vjL73idn+20uigGe0R1sP7YQsE0QvooBn9\nRbiCZtib5MPldxoag0QQK1y/KqX8VfcHQogHgHcBDwCngI8JIe6TUnr21PwdivV/dLabg9v+QwpI\n37n7l+lfg17I9Ktrt4eW/ZcoaJm9QmPufhnrlzMqrd8uxWB50w1n/Mnspm79eldv/KU33D4OwtG9\ncqCDZviDDprhHzpoRmeEL2iGPr2lodGIIAZcXn71TuCPpJQV4KoQ4kXgDcBnvQX4OxTrf9e7HSHH\nX2ABv/AfdS1Ymd0e/O5mv7tfXYOW2c1+80EfvvUquz8uip7ZbVBclFZMUT/SBuWDvfMXfyn7eZYi\nbPPsYTu8r4NmDA46aEb/ED6/00EzNDQaEcSA6weFEP8U+HvgR6WUO8A88BlXmpvWZ54wfHRQ/F+k\nqlIHfzGt/4uH/R4U7W7Llz+53cj0q2t3kdwMX2s13UUp7PdFsvVotGfvLvX1wxv/h8j91gV0E6Uw\ngr+toL26HDpof+mW28FdDh0EVIcmLNutTIubYTu8r4NmDAI6aEa/oINmaGicBHTs6Qgh/gqYdn+E\n8qX3Ar8J/IKUUgoh3g/8CvC93SpxMoJmdBMA4W4PAqCDZtjfn4y6GGTu/n2w+6AMJ4Hbx4OySTg6\nWTpohn+ES5teQQfN6A/C0gJ4IbyaaWj0Gx0HXFLKt/uU9TvAf7be3wROu747ZX3miacWP1V7f+bS\nAguXznqmG2zQDH8yddCM/gTNWLq8xNLla76ePy68+Bl00IzuA7gMKmjGSQhcM9igGVcuX+fa5SVf\nMo+LTy4+VXu/cOkMC5cW+pJvO+igGZ0xyEAQS5ev9oWfn1q8XHt/HG7qoBn+EC6/O1rQjH7+ri/+\ntvP+0uvUS0OjHS7/vXodFaJFHAt/DwsxI6Vctt7/MPB6KeU/FkI8CPx74DHUVsK/AjyDZggh5JPy\nvXTufPvboqRS9mLLl7+tT4Pf0hf8lsbebU3z95PlbJdojfeLDyClDPw3UPHzZxo+Hfx2OX8Dj8Ft\nBR3ktstelLsbuY3c/oB4X8+4+dPyyaDFHgvdbf3uPbrhQj/RDe96jV7wM0hudvOb1g/0c8uwX4TP\n7/z3g9qhl7/r8gtBS9W42yBeQ1f8PO4Zrg8JIR5FLT9cBb4PQEr5FSHEHwNfAcrA97eKUAhYx/D9\nzUb7/en0H1TA/4+e8NkxDFqmcwDVf8fQL/zpKruQ6W/ur5s9+dKaLxsUvMrul4tB14UTNMPvCls3\nESvvDB/szl8Gy+3jQukTjk6W46nhOW/TbdvZDygW+b9e4aSiG79uBXuFkpCtUGq/aw8nWE14/E5D\nY9A41oBLSvk9bb77APABP3L8dKfVDI7feybURiF/Mv1v+fKzAtHNYVphzXP6y92f3G5k+tW1+xW2\noINmDPZ+kcay++eiP86olP62CTrW8Bf9L/jVm0H6oEkkcH8ZLLePi/AGzQgPwrYlzQ6YETY7BY1g\nbC41pzrCHTQjPAj9gCss42WNuwZBRCk8NnoTBMDPwXUdNOMkBBboXwgCb3jn7UejbsOC3GlBM4L1\nQR00wyun8ByZ10Ez/CIsNdZrHL+UmlOdMejfx/YIr2ZhHgtq3JkIxYDL78pV8Af2g5epg2b4PRfm\nf0++UduCMxh46aqDZnTG3Ro0o5+H1/Xh/fYIb9AMw8e+jpONoGwertUkHTTDD44aNKOvCLFqGncm\nQjHgUvCz+cjvZib/Mv2fcPGfe/Ay/a9+dyPTr67dyRx0yl6gMXd/FlHzjsHWhf/c6SJV8DL9++Dg\ndOxWZq9SHgdh6/R1U+/9Qng0cdAt704igipdGG0VLm3C6Hd3+nSChkb3CMWASwfN6JRGB83QQTNs\neTpoRuc0OmjGYBDGw/s6aMagoINm9Av2GqAZGkaF0e80NAaNUAy4dNAMP7nroBmDgg6a0Zx7Z+ig\nGf2ADprRGWHbkqaDZnQrJXy2Chen7C2z4VpVCv2AK0zG0rgrEIoBl4aGhoZG99BBM/xAEi7NwlJj\nvcadHDQjPJzSQTOOiBCPBTXuTOgBl4aGhsYJxdEvF/UTPfJoUo96AWs7jY46GW2vYPq9XLsZvdDq\neBcf90aj4BGh4vrrOLY6+sXHvbCVQcVaFQ8Pp3rldxxJohNgqDd+FxAqnZNoaAQJPeDS0NDQuAvR\nartrdYBTv17bage5/U60OLVoDvBcaaszrUcffPcGNr9kV2dJg0UrWw2OU623WofN72BwnGrld4Ei\nXMcCNe4C3JGLqkuXr2p5IZLXC5m90LEfuHp56a6S1wuZYZe31AMbtoJZm0vu9hWhQrTu9fLlm1SI\nYhI5okzVjVTvqgiqXLv8Su19p5dBlQgVj1f1SPKEdRmsfebS63Xl8vW2Zao22Mh+VYkeSZ59wla4\nbNTu5VXeSAs7GT5t0iizV3DsdVQ+qdNbwgps033dt7ZVhMqR5Nn28vI7P3Wv1ny8OdXod/7kOdda\nuP2uGz618ruoD061tqHZ1u86+aNto54iFtzr8jPhlncSdDyR8rrEHTnguhZwh0fLC5/MXujYDyxd\nvnZXyeuFzLtNXjvYh/e9XqbVlWr1auzwXbl83RpMtH7GbJGXHdpAxW5zPrl2eakuRcTqcrZ6eXVF\n7UFXhCrXL19tesZoo5UaAra20dXL19qW18tO7Wxky2tnJyw7tU5hti2vt0aVDqUwW9ZJr+AenB6d\nU9Rs1ah3o638116ljW1tTrVjuTenli5fO5LfteKUm5vd+l3jy/a7VmXu5HfeNjJb1ImzpthaI28b\nucvc8wFXJLjX5c+HW95J0PFEyusSekuhhoaGxh2Kbra9+bl+4fjbsI67lav5+SC29gW1PTAoOU4Z\ng9n6Noi7rPzYIoiyHV1GK9sGw/LjotEfg/Gb4LZS9sLv+noFTJCLu2bI5fVCppbXNfSAS0NDQ+MO\nhAD8XksA1GbCe4njrqnYaxpBwV49CeqQfjCrRqJWxqDL20/0mksK4sj26ZVtu/W7VgjSH2WN5eHh\nk5ff9aMNqqEcoCwz5PJ6IVPL6xpCysGG7RRChDhuqMZJgpQy8KkxzU+NIKC5qRFmBM1PzU2NoKDb\nTo0woxt+DnzApXE8CCH2gFdJKa8OWhcNjUZofmqEFZqbGmGF5qZGmKH5eTTckUEzwgghhCmEOH9M\nGR8XQrzb/ZmUMtsP0gshRoUQfyKE2BdCXBFCfFebtHEhxP8ihLgphNgQQnxYCBFxfX9RCPHXQoht\nIcQLQohv7bX+Gu2h+an5GVZobmpuhhWam5qbYYbmZx0/54UQf2Z9d0sI8b8KIfo6BtIDrv6h7VKi\nmxghxW8CBWAS+G7gt4QQD7RI+yTwWuBB4ALwNcBPQ62cfwr8GTAKfB/wh0KIe3uqvUYnaH6i+RlS\naG6iuRlSaG6iuRliaH46+A1gA5gBHgXeAnx/b9RuASnliX0Bp4D/CKwCa8BvWJ8LlKGvAsvAvwOG\nre8WUMffvgdYsp79KZdMA/gp4CVgB3gamLe+uwh8FFVpzwHf6Xru94APA/8vsAt8BjhnffeUlee+\n9d13oir7OvATwG3g94Ec8J8tnTas93OWjPej7kY/tGTYZTWB89b7YeAPrOevAO916ffPgE8C/xrY\nBF4GvsmnndNAEbjH9dnvA7/UIv3TwHe4/v4uYMl6/xCw25D+L4GfHzSfND81P+8Wfmpuam6G9aW5\nqbkZ5pfm58njp/X38+68gQ8Bv9VX7gyavMcgvQE8A/wykATiwBut794NvGCRPG05xx80EP8j1jOv\nRo2g77e+/3Hgi8C91t+vQs3YpIFrlsMI4BGUs110EX8NNao2gD8E/k+XvqbtCNbfb0HFPPkl1BVq\nCWAM+DbrfQb4D8CfuJ75OPDuBjtUXcT/A+BPLF0XLIL9jy7iFy3bCOA9wE2XnJ8E/qyFrR8F9hs+\n+xHgT30S/59Yembxbpg/CvzHQXNK81Pz827gp+am5mZYX5qbmpthfml+nkx+Wn//uqVrCpgHvgR8\nS1/5M2gCH4P4jwMrgOHx3ceA97j+vgCULEIuWJUw6/r+s8C7rPdfBf6Rh8x3AU81fPbbwM+4iP+/\nub57B/CVBuKfbyB+AYi1KeOjwEYH4pvAeatsRSwHtr7758DfuIj/guu7lGWHKR+2fjNwq+Gz77Vl\ne6R/H2pWYwK1fPt3Vl7TqKsIXgJ+zHr/jZbefz5oTml+an7eDfzU3NTcDOtLc1NzM8wvzc+TyU/r\n+1Hg86gBZxX43X7z5ySf4TqNWi70urRhDrVsa2MJ1QhMuz5bcb0/BIZccl/xkLkAPC6E2LReW8A/\nbpC53EJmK6xJKWuR/YUQKSHER4QQV4UQ26gl4ZwQwk/YyQlUGa+5PltCjeSb9JNS5lEzDp10BLUk\nPdzw2Qiw1yL9LwJfQM0EfQo1+1GWUq5IKSvAtwL/CLWk/cOoGZUbPvQ4SdD8rIfmZ3iguVkPzc3w\nQHOzHpqb4YLmZz1OBD+t7/8S+GPUoG8CGBNCfNCHHoHhJA+4rgNnWkQZuYUiqo0F1Kh2xSOtl9x7\nWnx+WUo5Zr1GpZTDUsof7FZxF2TD3z8K3Ae8XkqZA77O+ly0SO/GOqqMjeW+eQz9bLwARIUQbrs8\nAnzZK7GUsiCl/CEp5Skp5b3AFvAPru+flVJeklJOSinfgbL35wLQM0zQ/KyH5md4oLlZD83N8EBz\nsx6am+GC5mc9TgQ/hRATwOuAfyOlrEgpt1Crg+8IQE/fOMkDrs+hZlL+lRAiLYRICCHeaH33fwE/\nLIQ4K4QYQo18/8g1K9Fu5P5vgffZ0XWEEK8SQoyiDiVeEEJ8txAiKoSICSFeJ4S436e+y6gl2HbI\nAnlgVwgxBiw2fL/SSoZVtj8GflEIMSSEWEDNMv0fPvVrCSnlIfD/AL9g2frNwDe3ki2EmBNCzFrv\nH0cdJP1Z1/evsuorLYT4MdTy7787rp4hg+anC5qfoYLmpguam6GC5qYLmpuhg+anCyeFn1LKddSA\n+D1CiIgQIofa7vjF4+rZDU7sgMuq6G9GjcyvoWYC3mV9/buoSvkEKirKIfBD7scbxbne/yqKQB8V\nQuygHCElpdxH7Uv+H1AVdwv4V6iDhn6wCPyBUMvC39Eiza+hDh6uA58G/kvD978OfKdQ9wj8mofu\nP4Qq6yuosv+hlPL32uhUe1YI8aQQ4v9rk/YHLN1WUQcz3yOlfM569rQQYlcIccpKew/waSHEPmoW\n4SeklH/tkvVPUY3WMvBW4O3uJe47AZqfmp9hheam5mZYobmpuRlmaH6eaH5+O/AtVjlfQJ2v+5E2\neQcOIWW71UINDQ0NDQ0NDQ0NDQ2No+LErnBpaGhoaGhoaGhoaGiEHXrApaGhoaGhoaGhoaGh0SPo\nAZeGhoaGhoaGhoaGhkaPoAdcGhoaGhoaGhoaGhoaPUJ00AoIIXTUDo1AIKX0c1FfV9D81AgCmpsa\nYUbQ/NTc1AgKuu3UCDO64efAB1wAPyl/lgoRTCJUiSARmAiktQAnMDGQCKSVokqECjHKrr9NDEwE\nJh9b/Cz/zeLrkVB70sSwUkWoYlAhSoVY7WlZe1oAAlF7SvLZxb/iTYuXiGASo0TU0tawnha1p5UP\nS9cndn52PmXifHLxKR5bfHudbhIByFo5DZfGUcpWWZ083U/+1eJnedviYw1PGnWWqhB1Wcl5utG+\nBlU+u/gxnlj8ugb7VhuelEhLY7P2pGPjilVW9VSETy/+DW9Y/Mba085TZl29Rilb9nXqVdSlBRPB\nRxef5m2Lj9fy/DnxKz3j5/fLD2EcQ1eHCwYfW/wsb1l8wuKCXS/KRvW898eFy4t/y9sXH7Okq6fN\npie9ueDla08v/iWPL77Nt6/ZuTisUN+4fe3ji5/m8cW31crpsMj2tXr+2QyKUbasU8+/jy3+Xc2/\nvfjn1E6soZxOWqdGjubftsbuclaJUiLOJxcv87jl3yaCD4t/2TNu/rR8su330mqD2kFY7clTi5/k\nLYtPtExXJUL7q2RU7brhJdP2onYwqHjm5JYnrRzb6WSXrRVseTZ3W0P5QydcXvwkTyy+tW0aw+JU\nO9hl++TiJ3hi8S2eaWxGd0Jj2T65+FSdzA+I93WUcRT8hFwMVN6nFj/OmzvYVsvrr8xey/uQWAxM\ndiN+Rb6HCdaZMNcZK22R2KpgbEuMXRNxYGIcSkRBIsommKhmxhDIuMBMCmTGwBwyMIcNfvN3Vvln\nv3SKtcgE62KSdcZZZ4I1ptT/hxMUtocwN6OY2wJzN4K5L5B5gSwZyAoqDwNETLL1Xz7MxHd/P8aQ\niTFsIkYlkbEi2eFdJhNrTLDOJKtMsOG7DB/+vzf5we8Ya1mG6qigkIv5LsPqb32EsXf+QMsyGEmJ\nSEvfZfjLn3ua//nJ3LHqwV2G3/3527xx8a3Hqgd3Gdb/+N8w/ePvqSvDfxL/pCvOhWLAlSfFLsPs\nMcShmaFYTFItRZCm+lE2IlWMWIVkskBaHJBln2F2SFAkyz5D7DHEPmkzT6JS4tnyKo8efEl1/KIG\n5WiMfCTBPkPsk2WXLHlS7JBjjyEOGKJQSlEuxjAravBlCBMjViGeKLLN06wyTZY9RtgmSYEse2TZ\nIyMPSVYLRCsmkar68TMNQSUWoRBJcCDS7Fupd8lyQIYDMixxhnwlQ7EYxyxHMaWhOnbRKtF4mUSi\nSIZ9htljmB1StTx3GeKAVDVPvFIhUjX5UmmVRw+fpRI1KEVj5I0U+2TYY5g9shwwZNk3y74colhM\nUC3FMKvKvsJQZU0kiqQjBxyQ5pAMI2yT4dDKc5+MPCRRKRKtmBim6jBUIwblqF3WjGWVLEUrv10r\n//XqBF/efxizYpVVmESiVaLxEql4noxlpRF2rDz3rHo9IFktECurshpIqsLgmeoqF8znOTTS7DPU\nU34+u/0IRrRKLF4iGc9bLNp32UeVNMMBqWqRqKWrQGIKg0rMoBhJcGCkSVvWVSXLsEuWfbIcVtMU\niwnMks0FFBdiZRLJQgMX8jX+jbLFA9XniFfKyj7SyjNqUIzG67igeJ9klxHL14Yo2HlavrZaeIYv\n5x9S/DP2m3wta/layvK1aMXEkCamEFQjFv8iyTpfqxBhm1yNC8VikkopavmaUL4Wt/l3yJDF3BG2\nSbv5Zx6SqBb5UnmVRw6+BKg8y7EohUiijvM7JNmxOW/7dymu8pQu/46X2OZpVpiu5ZmkYLVGLv8u\nm0RM5d9VQ9WpzXm7nHsMs2+1J1c5S76cplSK95SbCrJpyKG8U7T4rL6zL1wpGgcCreW4n/ZOpYbT\n0jVQbcytWUYrOc530krbrU7NNvJ6vrONvGV1Y6ejyelUb81oZW9Ze6K3k/zCmohxf9LJJqKJB84k\nR+Pfzc+7691LrsRmpI3OdeSlk1mT0/hEs13rdXJ/K+rK0iijlbz6Zx2b2D7haOvIqZchj6lTs7xW\n9SaRGHWpO9WbI7H3GGWLe6svcXbvGuO3tog/LxEvQ2UJDldhfw/yh1AqgVkFISAShWQCkmkYHobE\nHETOwuxteO2NDVamp3gxcQ8FI8FNTnHTnOeFwv2sXp2h+NU0fDUKr5iwUoadXdg/hEIRyhWQEgwD\n4jHYTLC5PQdjGZiOwwXggTLZ+7aZn73B/cmvMs56d2VYAvPWdssymPdB8YLhvwxPj7Fxfap1GVJJ\nyGZ8l+GLxRVe88q1Y9WDuwwjMsYQ+8erB3cZlmZY/4tH68rQLUIx4NpgnKuls9zKz7GxN8HurRxs\nxKBoKF9MmIiJIsNzO0wMrTOfusnZ2BXG2WCW25wpXWO6sMLY/hbZ7UM+twxv+4cliEBlCA5zMbaH\nc6wlJ7ieOMMrxlmWmeVa9QzXCmdYP5xkeyVHeTUNe1HVnkaAsRLpmX0i+Y/zlfxDnEktkWGfUbY5\nW7nKfPEmE/kNcjs7JLYkRgGQYCagPArbI8Osp8e5nZjlauws24ywwjTrlQm2tt7A5vYYB7eHVVmr\nQpU1UyU6mWdkdpuJ9Bqnkzc4F32ZaVY4bV7nTOkak4U1xva2SW8Xie3Bp2/DNz5zjfIw7OeSbGVH\nWU1OsRQ/wyviHDsMc6Vynhv5U6wfTrJ7a4TqWhLyEdW2xSSMlcjO7TI2skGl8jHWmGSEbSZZY6G8\nxGzhNuOHm4zs7BHfAlECBFTTUMwZbI+MsJaa4GbiFFciZ1lngptynmuFM6weTrO69QyvfP7tsB2D\nqmXf4QqJqQNyU1tMptc4k7xGwniJeW5ytnqV06XrTOTXGd3dIbVdIXIAmCCj8Kkt+LqVNTYyY6wk\nZ3rKz0984hshWyE+fcjo1BYT6VVL1yLz3ORc9SqnSteZzK+T23HpKkHGoDQKuyNDbGTG+Vi1whSr\n7DHEGpNcLZ5lOT/LxvY4+7eHYSMOFYsL6SqRyQIjc9tMptc4lbzOeYsLZ8wbnCkt8WzhJpduXiWz\nXSK6h7JtFMo52BtJsTk0xkpyimuJM+S5hy1GuVo+z838POv7E+zezCE34lCwZsBvfIqlZ9/GyPw2\nE0PrzKVucs7lawvFJaYLq4ztb5LdyRPbBiqqPitZOMjF2cqOspaa4Fr8DK8Y5ymR4GrlHNcLp1k/\nnGTn9giVtRQcWPyLShgvMTS7y3hug5nUbc4mrtb4d7Z8ldnCMuMHGwzv7PO5FXj755cU/zKQz0XY\nHhlhPTnJ9cQprkTOscIUN8wzLFn+vbU6Smklo/zb5t9omdTMHtH831j+fc3y7y3OVZaYL95k/HCd\n0Z1d4tuWf6P8uzSKyjM9wc3EHFejZ9lkjNvMslaeZHPzDWxujJFfzvaUm8JaVbJXXwSytvJWtVY2\n7JV+e6VPdRSdHQNqlURNZsQo176zVyHtHQBAbV3QlmV3tCLW+hfW6o2zblslThEQVIhaq5oRa5VL\n1OQ45ZFEqWAgXOuHJrj0jVKxcnOvizrr78L1qaiVzSRq6WZ371Ra00pjtCyberZS0yFas5ljb3tN\n1FnVFm3sXa29dyxh29to+BTLbo1ls1dcZV3ZbNg6qdLWl61KhBKxWtl6hTilWvnN2q6SaO0zu97d\ntrF3DLjrENRqn2F9b9vDbV+3HJt3ikdmnSx7lVbVleMr9m4Pd707XDRdfqK4bq+U19eZQdlVvkad\nVNkqdZ+BtKSRqAAAIABJREFUrO1ucPzWeRWJ18lp1MldNi85jfauEKVErIO93XsORN3umMay2fnY\nchx7W5OjVqvgtpGtU6O97Z0SBmbt1UukyDNa2WF44wCei1B9tkrkOUnxBVjdgKUqrJmwLaGM+klO\nATkB0wacj8L4aRBbIFdBvBBhLLPNSHSXuFGiQpQ9M8vm9gTy5RiRL0nML5rIF0zYPgDzKpi3wdwE\nDkCaICIghuFgFb56C+KnYSyG2DeJmJJSMs1Wdoz95BAS0VUZruzB35ity2AWDQRdlGG5DPttyiAm\nwTjluwyJw/Kx68FdhqQ5TJxj1oO7DEWJ+Hy1rgzdIhQDrlvM8fzSQ2z87TTyUwL+QcBVwOrgkBHI\nc0l2vibB7hOT7L9xhOS5PA/yZe7hZR585WUyT+cRfy/hK3DpeeCvgThEpiB7b5mh16wz/7UbpB8s\nsDE0yg4jvLh/P1f/7n7kUwL5tIDngTWXYmdiHL5qFCa/la/+11dTeizGGZaYYZmH1p9n7r+uIv5O\nIr4ILAHbgASRhfgZmHz1LhOP7TH2mj3Kp2K8wH1c4RzbC99O/g/vRX5GwDPWs3bbMmpQuS/DxuvS\nbL5llvzjQ4xMbTHEARfKL/LAV68Q+UwV8QWp9F2GS9vAZyA6B7mLBUZeu8zs4xskLha5HZ1hnUle\nWH2AW59eQH7Csu9LwK6VZxQ4G2fvNePsv2mc9D3fxjWy3MuLnOYaD998nvHPbyM+JxFfQt2tvg9E\nwBiF1DmT5Ku3mH7jNsOvOmB/Is2zPMSL1fu48g8PUPpkAvnMN8FfROGmy77TEYoPDrP6hizrXzdP\n4bEk05llxtji4v4L3PPsDcRnTMQzqHvbN1Ael4KvH4LxXz5g7PWHTL1uO0g6NuO/B6YilB7IsvrY\nEOtfN0/x8SQzmWXG2OTi3gucf/Y64tMWF2xdq0BacWH84X3GHzvg2x9Mk+UaL3Oea5zm+RcfZudT\n48i/Bb5g8d7euZQzqN6XZvN1KbbeMsPh12bITW0xxD4XSi9w8bkr7BWqDP8C6t70FaCo7BOdh9EH\n8uRed4uZN2wSf6DEdU6xwgzP33iQ1U/POVy4gronHiB6Cb6aYOdrppSvvWmElOVr9/ISD7zyCpnP\nWb72HKo+80ACItMwfKFE9jWrnHrjOskHiqwmpxi69Bpe2LzI9c+cV3k+LeBFlL+AGvycjbP/mnEO\n3jTOzpsmMF5lci8vcsbm3z/sgMW/S88Bf6OeM8Yhc75K+pFNZt+0RebhQ3ZyI+zzCC/kL3Dlsxcx\nn4ogPyeUviuuej0dJf/wKEx9K1/94iOUHo+zwFVmWOHB9eeZ++Iq4jMu/95F+fcIJBZg6pEdJh/f\nZeSRfQqzSZ7jAV7iXrbmc5R+97zy7y8FzsY6JCmQpECCEjHKGJiUiVIkSZEEh6TJE3eliiMxiFAl\nRpkEBTJqjZ+LlybJsf3/s/emMZadZ37f7+zL3fd7a6+u3ld2s1vd3JuLNCQlWrNptszEziCJPxn5\nEMMeBLAT+IOBJIgRBAjiLEhgG56x5YxnRsmsGs1IHEkkJZJN9sZeq6uqa1/uvpz95MM599ZtknKG\nIzWkDzpAoav6nvu+z/95/8+7v+8fFQeRgAARBxULbZTeACP+W8NDQSSI07Ex6KPgYNJHx0bF4ezl\nJBW2cVBGafRIYKONbHJRAAEZDxUHLV7N13EwGMRWRzY9cTlNltbIlsiefWw+8iewaTgYYzZJ+IQI\nOKgcv1xCw8FFfQSbizrqJEfoB6RwMRiMcht2fMexzV2ejn02xKYSIsQDzwhbki46VpyWPdqu6yHF\nb2hYGNjolC4fpUkGBw0PGZEAFQcVG5M+yY/5W8YjBNzYBhuNLkpsT2RT8vI5timP/P24nhI7eMgj\nHjojH+txWUWd8SF/TPojf5v0Y794APjInLhcQMOOByJR+dsj/jDyscFglFaCXuwXN+Z0tJXbQmfu\n8gweMn1MLHRclNFATMFFxxrZYdLHYDAaNIXxwGGIzUWhcvkILTI4qHhx12qIZ/hdNS6vIQ+HAy4X\nhT7mKK0+JqnLT7BNecQfJeafSX/kIx0r5qEfb8SWsdDpY45sG/o7QCRx+Rx7FB7BNv77MDa8eEv2\n0J5xf49jy10+iYU+8s8Qm4yHQBAP6RT6GCNbxv09HGAN7Zi8fAAJf4TtcT47FLmhHmN3Pk9xZpfi\nl3bJ7Q0w9wIONGCuA2EXQpdoUlEAQQY0EJIgZkDIg1WQOXVF5/aLVXbFEptClTZpDAbMSUtoVZvd\n14rsXi7SauRxtpKwl4PmOeiEMAjBDfcn+lUBVmrwuaOQE6EIerVNPrVLQd2lLO1QYwOR4DNhWLgO\nLxz7wRjq6RS7YuGvj+EvX4WZ/wAGU4C08NfGUP1ZhcXn7B+qHMYxlF+SfvhyGMfw4DL6G49i2PpU\nZv3g5ydiwDXAwGlrhA+lqCN2G7DWIGwDAjhZcKuQFgjnwe5GjYdIQJIucsNDfBjCXbBuw+w2XAtA\nF6DUgqwPQjaEhRDzUFSxuMj0HZNgQ4o6yHeAjSZ4O0QjvQQs10AzoPoS3q5FlyQBYtQk9m2k9TD6\n7i3YXIPmIJo5Tasw0QMxAUyHaAejChegj0m4cJbwj8Qoz0UH7HWiEYwK2wUIC5AVCA/BwDZwUKPG\nw+8h7fiIy9Fgq3MHthqQD+B+C6odSIggFEPkgz6JsIuEH3Vu+gbhWuzfO0BjB/w6EYNTcG8SEhLh\nFPD6i/S5CRB11zoO0lqE1b8F65vQcUESILcHZTsiPvMh+kFr1Cj2giT+jkT4QIT6i/CwB84m0ANM\nWC+DnCYsCASHoe+beMhRo2kPkLaCaDBwG/aWYK8NTghJCZ6pgHAPhGqIctB9vAS17sFGCaQMYVHA\nPyzQ9xKxrW5saxjZegt2l6HeiWI3KcNkH2QdmAy5fDnkZjy6GWDiNlXCFTEql/seWOtAB5BhpwBh\nETIRFyxrnwum30fa8XlJA96H9h3YbsIgiDhQ64Ihg1AOkQ96JOkiEkSdsK5OuDrGhd4GBPHoRzwK\nt4UfGGvKWKwNbsPGDvQCMMQo1jIhCPkQ4aBP4lDU6clePs3goUG4Ppbn7m7MPxdIwv1JSMiEU+Cc\njBr6iH991JaLuBbCPfBuwcIW3PBAFqDQgKIbTUaxEGIctEazWn3fxN+UYDGOtfU2uNtEI8Sx+K49\nGt86Fnrv0fjeWIdm3P5nd6HWjzk/E6IfstGxCBDpkiScPb0f38uDx0rNPHWmWKPMNpmwhRK4dMUE\ne0KRNSZZZpY2aZaZZYsKLSuD6ypoikVOazAhrDPHMhW2eemyR40r5GmgBTYOCi0xyxYVlplljwKr\nTLHGJHtegV4vgaK4ZLQmFWmbKR6SoUWVTSZYp8gur7zQQwg+oism2KbCKlMsEa2AP2SaLcp0eynC\nUCCh9iioe0ywjs4iWZpMs0qFLbJhEyVwufiCQZ06G0ywzCwb1Fhhhk2qNOwcjq2iqC45tU5N3GSG\nZYrsMs0qE6yTp44eWPhItMQ0s5crrNCkSZZ1Jlhjkp2gRK+bQJY9UmqHkrzNFGuk6FBih0nWKLFD\nKuwiBR5dMcmuUGKNSezLcyyRY4UZtqjQ7qcJAhFDGZDT6kyyzhxL1NhkiofU2CRHAzVwsASNhpCL\ndl8wwzZl/Msv8QE19tw81sBAUVyyWoOquMU0K+SJ0pxgnQJ7mEGfAIGOmGKbCg+ZpkOKrdj322GZ\n7pOf51YvJKl2KSo7//8k+xs+z/Mt2qTZosoys9TJsxZbu2sV6PcTiEJAOtOiKm4xxSpzLFFlk1mW\nyVEnQQ+AHkmOXM6zzNaIP6tMseWXabWzEX/MHgV9l0nWmWGFCdaZZZkKW6Rpo2IzwKBJjnUmCC/P\n8YAUK8ywQZVmN4ftaCiKQzbVpMYmM7GPp3nIFKtkaWAwwEWhQ4odyiwzS4sMwuXnuMEEO06Rbjda\n2c6kW5Tl7WjXBkvRjhGWKbA7qpP7JGjEnFkiWil/yDSbLzzL9VYW35cw9AF5c48JNphhhQpbI19l\naKEzGB2T2KDGMrPsUIqx1aj38wwsA+ns86yHLWrCJtNxvE6yxjQPyVHHpE+ARIckexRZZnbEnzUm\n2XZLtDsZAFLJDqXLB9mI/VxgjxlWotigjYzHAJMGuVHcD+N1gyqtdhbXU9A0m1yiTo1NZi8LmCwx\nxxITrD82bgLc5TDvChdoC2k6QYpOO4W8JyFsC9GEaYuoKR6wv8tRBkwgSTRJ6UEgBAgXXFLycGN5\nmyxNsjSYFZZJC21SYpu02kXXXERNApX9H28sfQAFOD32uQa+5tFTDTpyijZp2qRpkf5sGJJEk+U/\nCIPsksp+BgzniSZNfxAG9TNieCnN17wfshzGMbzYxvphy2H882c/ieHPPwPfhmb/2J8Km/Snkux9\nvk33cJLeQxPP0mF4xkhSkc0uiek+ydkuxdoWJbZxUVhmFn9WJftyk+SxHsrOgGTLRwujAQGmSKug\n0qsm6E6nWDOqdEiTosNc4gH6eYduKUnvcgK7CYGThjABooKkeRjlOonZHpm5JhM8RMFllxL38/N0\nL+yQrHYxX+qhNj2ydlRaigL9rEy/nKA7lWSnXGCTKiIBUzyEgyLNN/J0zyTpb6j4ViLapySICIqI\nmm6TmO6TmutQzmyQpUkPkwfKPO4hnZTeIXGuh7Bnke4GmGHU+fRTEo2iTm8iQWsqzapYw0Inzx5z\nxfuYz/XoTqfovWridiVCLxPtV5UUZG2AOWmRnO2Sm99jIl6KWmcCrepReLZOcr6L/mofo+kh+9HS\nrqwLdHIK/UqC7nSSzWx5NIM2Jz1AO+nSTmboXUxg7Uj4TgoCAwQZUQ3RCk2S0z1Scx2q2iomPZpk\nWUzOY500SWY6JJ7pIdZdMoOAIARZBDsr0SmZdCcSNKZyRMsXj+n5b1KIKmj5JomZHqm5LjV9aGuG\nxeQcg1MGqUwX89keUt0hY4UEISgiWDkZq2zSnUywV8uzziQAE6zjzms0Xi/QPZGkv6bj2Sb4SswF\nCTUVcSE516GSjbjQJ8EDdQ73sEZK75J4souwa5Pu7XPBTUsMSjq9iSTN6Qyr1HBQoy16tXvsvtih\neyBJb8XEG6iEfi6ONQXZiGNtrkuxuj2KtSXmolh7pUXieBd51yLZ8tGHsZYQaRY0erUo1lbVGj1M\nsrSYyyxiPD2gO5Gi93kTpyMRuplo+V5SkDULc8IiMdclP7fPvzUmUGsehWcbEf9e72M2PRQfRAEk\nXaCdV+lXEnRmkmykKjTJkqDPnPYA7axLN5ei+2wCuy7E8W2CKCNpLnp5QHKmR2a+SY1VFFx2KHGv\nMEfnwm4U36/0UBseOSeOb1Wgm5VHnN8uFNmmhILDHEuox3xaepbu+QTWtoz/+O7MYI5lDj+8T/5O\nE23DRrICnKJC9UAdc8ZmN1tgw69xa+kUjVs57AcaQU9CynjUD1ZpncuRybY5J77Pic5HVG7sYTwc\nIHd9fFPEmqxTOtjALmtcE09yf+swD+/O0b9r4K4riGZAY7ZM41SR4IDAYekOR7nN1K0N0otd1F0H\nQnBKKtXDdaSJgGVzhoe9GW4+OE3vZhJ7VQUflLJL/UiZxpM5avIGk8IaxzdvUbjdwFi1EK0ALydT\nna2TmevTKmTYocTt5RPs3i5hLRp4DQkp6dM4WKZ5No9R6nNGusoJ6ybVGzuYywPktkeoCli1PSYO\n7+KVZW4pR1naO8DivUP0bydw1hRELaA+ZdM4UcQ5onFAvs9B7jN/f4XsvTbqtoPoBjilBrWDe2hT\nLuupGmv2JDeWnqD7URJ7WSO0BeS8x97hCs0ncxSMXcriFif2blG6tYexYiENfLyUTHWmTn6+Q69s\n8h7nuLt2lI07kwzuGXg7cuTvhTLNMwXkSY/j0k1OBDeoXt8ludRDabiEooBTqTNxZBeqAve1BVZa\nc9xZPE73ZgJ3TUGQQKk61I+XHhs3F776EHtKozDfwq0pXOckt3dOsHWryuAjA2dLRZBC2gcKNE5X\nEGZEFpL3Oejc59jSPYzFPuqeE825FlR6B7ZR5jxWlBlWO7PcWj5O91oCe1EnDARaVYfmsRK9o1mK\nxV0mWeP4+m3KD3bR1uyRj635HVJzPZq5LHW3wPWdc3Q+TGLd1fFaMlLSp7VQYu9MDaNqcUq7xuH2\nPQ4sLaPfH6B0PHxNxKlqlA80YBpuc4T79cOs3pmh95GJs6oB0JnP0zhZxp9Xmc0ss+Df5+jyPdKL\nHdQdB8EPcbMKg4UttDmXDaPGRm+Sm2tn6H4YYQscEaXo0jxSonWyRK7YpCJucXT7LhMPNtEfWshd\nDzcpY89sk53v0C+ZfOg/wc3dMzSu5xjcNnD3Ik63DxRpPFFBmfA5at7iUP8eh5ceRNhaDqEk4pRV\nWgd2kWd97osLLDcXuL94kN4NE3tJB6A9bdM4XsY6lGAiFw26jq/cIb/YQNuyEZ0AN6UwWNjGnLPY\nTRXZtqrc2HyC7odJrHs6fl9Cznq0DhXZO1MjVexwTnmfI/W7zDxY+w/R64d+mmR5wDwPB7Nsb9UY\nLJmwKMGqAJvALlFnv8doZQWVqJOfAcpADZgNEOddErM9asWHzMpLyLiU2aLGBvM8YLq7QWanjbrq\nIT0ENoh2U7WJ5trj4yiI7A8kclEeYQ2CLgwmNHZyeVaMaPDaIflTDD9mDJ/1+YkYcJ3iGmcqV/Ez\nMtZMgu5OAq+pElpStHyo+yg5m2Sxh5bvIWo+ISI9EvwVzxGWBDTVJZHvY7YHqE0P0YVQAjclYWU0\nehmTXkGPbh7Bp8YGE+YGwokQq2bSP5jAbhj4HSU6Q6MGyBkHo9DHLPRQ0vZoZ/JHHONG6jjSTEgi\naZGY7KI1XaRBCCH4uoCTlemlE/TyBl5CGi2bX+IdhJm3cfMqg/kE/V0Tr6mBI4IUIiZc1DGsSNE+\n511KfEN+iXBCwNBtEuU+RtNC6fiILgQqOGmJQcaglzGxciqCGO3TXuA+B7P3CU8J2FORf92GRtCX\nIRAQNB8562AWexiFHrLpjvZqv8853s2dR5E9EhkLc6qH1vSQ7JBQAM8UsbMKvXSSXkEj0AUkAjK0\nuCx9E+FQiFPW6S8kGOwZ+C0VXBGUACnloucHmMU+Wq7P8MzIMjMs6XMwDQnTxqz10Js2Si9A8COs\ndlamnzHpZQ2ctAL8k8fGz9985g+Qki5awSJR7I1sDYEVZlky5ke2Jmpd9JaD3AsQAvBVIi5kEvRz\nBk5KHp2oOMd7nJ98Fy+nMJhN0N9N4DZVsCUQQ8SEh5qP8tRHXIi2QnxDfplwQsDUbBLlHnrLfpQL\nGTniQtbAyqrxnn2Po3zEseJNgpSENZ2gtxtxIRzEkxuGj5K1SZSiPKNYE+hjRrFWFtBVB7MwwGwN\nUFtRrAXyeKwl6Be0ONYCZlhhNr0MJ8GeSNA9nMCp6wS9iH/E/EsUexiFPrLpjPz7Pk/ybv4CiuKR\nyA5ITPVRmy6SA6EY8c/KqlGsFXTQoxMIBXZ5WfsGwrEQu2rSO5jArutRfLviWHwPMAo91LQ1yvMj\njkbxPRvE8d2L4tuKBly+LsScj/L0TRGREAOL5/grhAMhTlFncMBksGfyvz02ZkKtucXk21s4f+Sx\ndhdsGypFm+xlm9qrGolsjy23wta3J3D+2Idbu9Dv46cTOIensDSdzpkbpJUOs3fXML9qs3oN+h1I\nGD6FEy4TX3RY+/wmHTHF1u0ajd/PwHdbsLNMoOt05ytYX54km2oilzzmGysUvt6m+VcBm6tR+1gu\nDSi/MaD+hSziTMjWXpWdP6vCn3RhdQ0CH7+Uxb5QoVdK4Ey9SdneY+rKJvy+y/rNCFsh65B9yiF4\nTSJbaLJFma3vT9D7QwU+rEOnTWAauIcnsf6OzsLTiyTMPvMrKyT/vc3GB9DZA02D4oLHxBt9qq9s\nYikaWw9q1L+Wh292YPshgaLgTZewvjCBlrVhAqYba9Te3KH/DZ/VB+B7UClZFL5gUfuZJNoRh61u\nla2/mIQ/6cHiFjg2fj6NfbLCIG0wOPx98kGTmZvryF91WLsKlgWZlEPurMPEF0NK5R0a5Ni6OkHr\na0l4twmNOoGu0Tk4ifUr09Re2UDP2BzYWSb5hza774S0tkCSoDztUXujz+bnt/BKEpvrNXb/sAR/\n2oXtFRAFvFoe+/nHd/618b/a5E/bTL3qslfO0pMSbH80Qet30/BWHfaWCEWJwdQMg1+osPfqJsqC\ny4H2IpVv7ND4ZrSyjAC5SZfai32cr4h8K/s8e+tFdr9Rgd8bwOp9CAOcYhnnmRziL0C/YDITrDD1\n4QbCnwyoX4PeALIpj8IzFrN/K+BuZoF2L8PGu1Pw2x58tAHdDr5p0luYovdrGVov5kgX2sytLZP7\nfxvU34SNdnRgP3/UYfILDv0JFVvU2LlXpfG1AnyzCVvLAFiT01ivl8h+qUmYFjjo3Gfir7bp/YXP\n9hJ4PmTLLuXn+7hfEfle7TyN3QI7b1bh37iwugyui5vN454v4YY6nedSVKVNZj5aQ/vDLnvvQ6sD\n2ZRP/oLN9Jd8Vgs1Om6KzauT2P9WgSvb0GwQqCr9qVn6v5ai8UoeU+8zv7tE6U/22PtWdGZGliB3\nwGHiZQtvEv5U+QK7K2Xqf1yM4nX9DgB2pYb9cgHjyxbukwoHgkUmv7eJ+3WH3TtgOZDNeBSeHxD8\nPFxLnKDZyrL11iT8tguLq2AN8FJpOieqdP0s7eczFKVdZhcfkvpa+wdy60fxmPQps40cBlTYRdSD\naHdGECKaIUIh2mYmWCFCvM0/VCDUBUJTIMwKhHmBMCMQqiJhCCnqFNhDx8ZDoUmWh0zTCzPIgk+o\nigQZgTAQCHUB+gKhJRA6wqijL2ghghEiJEKEbIiQDBBk4tVQjToZOqQIEX6K4ceM4bM+PxEDrrNc\n4VT3OpMPttA/8Bjch0ED3H50I4liglEAfQEG52QeTk/yYeI03w2f5p3wIrc3jtJ+v0BwXYBVC+p9\nsP1oeSGtQ9WAgwrqU10Ozt7hvPF9nhLe4rz7Pof37pJ418G7A4NNsNvguyBpYOTAmIbwhEj9RIpb\n+SN8l6d5O7zE1eZp1u7M4H3PhKUB7A6g50YrRqYCeQPmDOQnLSrH1zlZvMbT4ne4xDsca96ifLuB\ndM3HWoZ+A3wr2peqJcEog3YQuucV7lfmeU97krfCp3jXucDth0ew30kR3g5gfQAtK8KqS5DVYcJA\nOC5gnm9yZOY2l6S3uCS8zRODD5nfWCHxrot1HwY74MTnA2U9xjoP7mmJzUNFbqSP8xaXeCe4yM3d\nE+xcq+J/oEZbpPYGMPCiJYaUCiUD5nSUSz2mDy5xNnOFp4TvcjH4Hkcad8he7RPeDLBWYdAC3wZJ\nBS0NxgRIRwU65zRu5w7zjnyRt8NLXOmdY/HBAu5bSVi0YXsAbRu8MMJaMGDaQDztkzuzw+MccP3T\n3/27ka01kI8KdJ5UuZ07wvfk87wVPsV7vfM8WBy3tQ8dB/yhrSbMGEhnXQqnNjlRucFF4R2eEt7m\nZPsG1bu7KFd9Bg9iLgyiM5tqEsxxLlTnuaKd5a3wKd5xLnJ75SjO20nCOz5sDKBl73MhZ8CUgXgi\nJPVkncPTt3la+A5PCW9zpneV6ZU1jCse1j3o18Hrx/enmGDmo1izzsmszExwNXGat8JLfDd8htvr\nR+m8n49jbQCNAVg+qBJkNagaCEdk1Esdjkzf5rwWx5r9LgtbD0i+62LfjW4fcroQ+iDpYA75d0Zi\n81CBG+kTvM1F3gkucmPnJLvXqvhXFFgZRPE98KNltZQKZRPmNZSnuswv3Ods8gpPCW9x0XuHo43b\nJN9z8G+HDNbj+Hbi+M6OxffJFLfzh3mLS3w3fJqrzSdYuz2N9z0DlizY7UMv3nOQUKIyndeRL1hM\nHF3hdP4ql4S3eYbvcLR+m/yNDsKNgMEKj3XAlVh30N7yWP8z+M56tAPjGeBIAPoRG/2MRcvNErwt\nwps7sHEFWANhGm5OYF9I4s5oKJpP8rqN+0dwZRFWXZgBzq5CqRaQeamFJRvYdzV4swfv3QPeBgpw\n7wW87CzOGRMxF5J+YCH/RcDSm/BBPbLzWQHms2Ce6yPMhHTrSfhWAG9ugf0WYMG9E4Q7ZQaXMwRF\nCWPHwfi+y+afwneXI2zngON9UBccEpd6tMjivy/Bm01YvEa0Z7UCd17HOZbEPaQhF3xSH9nwx3D9\nFtwfQBG4cAdmSpB+toObUhmsGPCmBd9dAr4DJOHeU/jyUawLSYQJSK7YqG/63P06vLMd7XJ5Bjio\ngXFqgHLEpdNLw7eI/N38HtAA8SAs1rCeSePXFHTbxbzi0PpjeHsRdkM4ApzeheSsR+Zymy4p3BsK\nvNmBm7eAD2N//wzudAnnuIGkBWTuWvB1uPMufNSJJmYvpaKYSn6uS1AS6W+a8KYD314Dvg1IcO8c\ngXX2sXHzyl/AE5swMTmgeHkXS9QJbgjwLQs+vA18H9Dg3t+CagXvtIw871FpbSN8A5a+ATea0YD9\nZB5yhFRe3UJK+3hrMnzHg2/tAl8HPFi8BN4ZgqMi9tMaJW8H44MBa38GH9yKdlMdA57sQ+Z0i/TJ\nDnZfhe8Bf9GHnfeBRWASHmRhIYNzTiWR7ZFbbWJ/HT76ZrSXogycWYH5vE31tS08TSa4I8GbNry1\nREQAYPFLkJnBPyUjHA+pWRtI3w5Z/TO4thnx54QJeQeKL+6iVhzcbQXeCuAbLeBNoun309C5SHhY\nwnpaI0+dxEdddr8OVz+ITmEcA842IX+oS+5CA8vVCK8I8JcDWLwOXAdycCsP8xncJxS0mk1xew//\n63Dvm3DTggRw+h4cNTxqX94glAW8BxJ824VvrwN/GmN7CdQjBCdE/HMSNXcD9XsOD/8Mri5F8XpM\nhPMO5C81MOYH0YTi2wH8eQ+st4mWMA7B9vNwKIVzQSOttUnfb9P9+mOjJgCzLHEqvIYp91EzHrLq\nIZbYbnYhAAAgAElEQVR8RCsgdAN8P8AnICAY7TQTEBARkRGRZZFQFfF1kcCU8AwZG4VumKQjRDfX\nroZTtL00rq/iqQpeQSIwRYKqSIDHMIdw7IIQERERKcpFEBE1H9EMkCUf2XfRvQFpOdqQ91MMP14M\n8P98Js79RAy4plijdnUH83c9Bn8Kt27Ch2F0vl0gWi18QoZjJyDxmsfkL26y/WQJJ1S56x6i8ycF\ngt9W4b1t6N4ArhJVUiawAOopmF7A+ZU0y//JPAfn7pKRWszvLZH+qgN/AMtX4FojukuiD6SBU8DJ\nGSg/E1D42S6Hf+kO73KeDa/G1vUpvH+ZgN93oXkXgg+J1icD4uoYssfxXjXZ+Y0aq680ENWAAyxS\n+nYT7fd86t+Cm/ejezOagAbMAadTcOQkpL7sMvuVVZYOzNENkiw2FrD+XQZ+R4S7K2BdI6pqO0Rr\nq8fAPEl4YpL+r+a595uHOJ36kLKww8zSOsl/5xJ+DRZvwtVB1AB5QB54Ajh+GNIv+VR+vk7388t8\nh2dY9mbZ+24F/18Z8JdtaH1EZPEeEX2mQDoDuWO4X0my8benmTy3hqEMOOTdI/dHPeTfD1l/G66v\nw02i1eEUUQfjZAlmz4dkv2yx8MuL3MweZ88v8HBlFvdfpuDfEM3IulfZv0klE1mcOkHwVJ7Wrz++\nbTEA//qfwyHgVBHmzodkvmxz4JcX+Sh3hD2/wOpSbOvvADtL4F0lumXBIVqPfgLSJ/AvZ2j8eoWl\nL/e4qL4TnS94p47+731a34CbdyPP1olWzGeAMwk4emqfC8sLM3SCJIv1BeyvZuB3BLi/CtZ1okND\n3dg/JyFxguBslc6vFbj7m4c4p7xPVdhk8tYmif/bw/4juHMDPvCjZg+gCpyR4PhxMF/3mPzFLXbO\nb+zH2h8XCH5bgfe3oDdsxFtEa++HQD9FeGAO+1czLP7mAY5UblGQ9phdWyX1VRe+BkvX4Gr3Ex7i\nxCHIvORT+fkGvS8s8TYXWfZmqX+ngv+vdPhmC9o3+YSX5DNQPIr7qylW/84sM8dXSMpdFrqLZH7X\nRvgDWH0Xru9+wkOcmILqMwGFn+tw6Jfv8h7n2PRqbF6bxPsXCfiaDY07EH7AI14SzkDuON4bJlt/\ne5KNZ3dQFYdD3KXw5x2U3wvY+g5cf/iYSDl8PAhtcN2oxusQ/ev6IPhhfJOYGB2VC/vxp20Ie1Fv\nzwkRgwDRDwjtKK1uuJ9OP7qBIT6ULxB6QjQjNUwHBRwP7HB/D7wTpWP7UToA7fhrYhDfzBaK4AZj\nFtvRrJMV2RRfz0doRwPkzvibPpje8NY5MbIpGLDvAROsILLJJ7rZ1AEs6MXYNKIdKjgghjE2XwDP\nG8MWguuAFWMb87fjRekMPep7kb8hxA9jf9NlZHnQH/mbAPCjdAJ7H1ebyOykGz7q78Aew6ZEDhjz\n9xDbIIje8uI3QzfCBhAEQuzvYToieHaE7TE9HSI/CQ4jGRFsohmlkR0O0AKnAB4IYezHuKziU9wR\nDy0QvRAhjLE7LvsHPOJy8wdgRzffiX6I4IDt7fu3DXhOZJMQxGUxAMIOj0ZQB6w0BCCEIYIbEjjQ\nEaLz9QbRPBM2iH4w4j2+NZYOMTY3jr/Ifmzox2U1IGJJOI7NJzKa1qM2BX2wUgghI2zux7C57hBb\nnL0FBL2xdKQoXTsJfuxvL4ziPn7LJ7IPK84nBMElioWRv2NsnhWVKfG7duSXoT2dmL6yGyKOsIVj\nFg+xdWGQivwdhAgueI/5aPYcS5zzrzC7uYr+Xhg1K1eBO9BYhYftqEc3vKtLAHSgBEwAM0XQ54hG\numcgfAIGTwrcSB3ninSWNSZ43z/H+41zeN9LwPcleI+oyVwOgBWiW6e2Yz8Mb2vIErXEU6BXYJ6o\ngTwPfM6hcGKLs7krnOO9n2L4MWP4rM9PxICrQY7+dILksw6aAMdmYH4DvC4ggJyKVkLk48Az0JlI\n0SKNKjhUlC36p3L4n1chnYd7F2D9VDzrLkJBhXk9Gj1dgnyujin2GWCwlyxQuNiDPkxWobAET+9B\n4IBkRD7WDwHnwT0ps0mVAIGs3CQ53cF6LgWeDB8dhtUZaLtRxZuUYUKHYzo8D4n5HjmlTojADiXK\nR1roL3ikdTh7B45uxKsaMqg5MGaAE5G9zVyWPiaGOKCY2qF7IU/YBKrVaBZu+3NRK62LUNVhQYcn\nQTrrUza2UQUn0iUqpck8PQAHFmZgYhXcVrTCIJug10A/GuU5WNDZo4CET1HZZefQJO5LJigJuH0K\n1g5CP17hyiowbcAxAZ6F9ESblNzGQWVLKpM9M0Buu5Sy8NR9OLsNgQWiBloR9JjE4XmBXb2Eg0pK\n6pArNug/nYt6RTdmYbkMdWd/hWvSgMMaPAXqMXvUH3ocz28cBa0wZusF2NWLWOgkpR7ZUjOytQvc\nnIPlKjRiW83Y1iM6PAP6YYuivAtEcgiTC9sYz7skFTg9B4c3wBuucGVBnwGOx1zIZ+mRRBctSqld\nehcKhE0BPpiAxTzsXAQn5kJNh4M6XADltEdF2UIWPFpk6EykSD1jo/hwZAZm1sCL29BhrClxrHUn\nUjTJIAtRGv3TOewdBTJ5uHcRNk5H/FNFKGlRrJ0FPhdSTO2iixY9EjRzWXJP9cGCuUmoroDTjFe4\njGj1UD8KPAXWQZ1digAUlD22D03ivmRES363T8Pa4WiFVRIgp8KMHvnoaciWmySlLhY6u3qJwoUe\nQi9kogj5B3BxL+oAiHoc3weBC+CdVNiigodMRm6Rmu5gP58CT4FbR+L4jlmWkmHKgGMKPA+p6S4Z\nuYWHzBYVcif7KE2bfAou3gW++fi42TmkYX9JZlb0+NVbUX/PnATjeVg9btIjQVndZvW1gxDOwbVy\nVE9lVXhCRHulg1RxsBSFzvMayTWb198Htw1KGsxT4L8ksS2VSdHBfKJP640JyD4Nq09EsXgshfxz\nFtqxLoEq0HzCoPgVhycqAYdXAAESU6C/Bq2JDAEiuXKD9Z+dB+0Y3J+JYmVCR3jWR3+mhZjw6c+p\nDH5GoWy5/NK1CJtRAeMS7J7TaZCjwhYPLx/C7k/Be3moX4aEDE8kUF/roUwPcHWJ9tM66f/Y4qV3\n4Zm9qM4zj0D4qsBuooiORfJIl70vlyFxHh4eA0WCgwmk1x30021CoH1cJ/tzEkdTPlP3IfTAnALj\nZdhcSGGjUUzvsvKzh0E7BLcmotXYkgYXAvTLbaS8y0BQ6L2skm44/ML7UcxrBTDPQe9plR1K5Gig\nXbLo7VWg+AJsXYz8fTqD8kYfdaGHlxBpXjBI/5rFU3MhZzdBUCBxAKTXoF7II+GTmW2z/bNToJ2C\nhwsReWZNxJc9giuPh5uvfwnMM9B5Jsm6VsOkj/h0ANs5yD4Hq+ejA6dH0/BFFfWAgyvJrJamOPCV\nVc5V4Hg8YWHMQvC8wMPCFL4kRxclfdEA7xDc+k+jjvy0CS8YiJeiiy1W9UkKz7WZtXuUroLbBS0H\niadh50SBhpLFSFvwKtCqwJU3ojYmLcOpFLwqohUsOnKa7UMlar+0wwtVuFiP+XMMrJd1lo0ZVMFB\nOufBl0pgXIAHxyPDj6TgixryMRdEeJCaZeGNNU4mPRYWIfCitld6Hh5O1rBkHXXahtdU6M3Ard+I\n6teqDk+ZiJdtDKXPllSh9blVqo02r87Di80Y2wVoPplhRy1iCgOEF0OoF+DtV2DrOTAkOJqC1xS0\nCYeBrLMxXWXmlze5VItWJEUFjIPgvqjwIDGJIAbIJzz4UgKk03BnPsJ2IAGfN5DOtpEFjyVjliOf\nX+KQZDN1KxqL6YWoLlpfKNORk2glG16VoF2D61+Bjhf10c4n4WfASA6oq3nqp/IUvlKPOsaP8QlE\nkVASImkSlWgkbUTn8JNEPx7RuFUkWv0b/oha/L5OdMGCBIEsEgrCKH1BAEny8aWQUInf1YnaLn94\nSMgiGka48YfJKAdBi3rowzxkEKUQQXx0kuSnGH4yMPx1nh/JgEsQhCWiqY8AcMMw/JwgCDng3wKz\nREsTvxSGYevTvr/CDEFJJn+pgb4wQG9ZyD0f0QlAgEAR2UnKWBmdQdlgLxvddqQJFkeFW+SOtOnm\nkgxeMLCbGn5PIvREBClENHyUlINRsDAqFuXUBnmhQYMc1/ST7B4po2cH6C9a0W18VoDghwSyQMOU\nsNMaVkGnU0yxTgUbjUlhlbAiUn9phcEJHath4HVkAkeMZrHUACnpo+cGGGWLbLHOpPAQH5k7HKY3\nkSJzuY1+ykJr2cg9D8ELQRRo6yJuUsHK6lhlg61kkR1KpIU2J/TrFM/UGVQMBq/puG0Vvy8R+iKC\nHCCZTdT4XIpZ6VOR10kIfTap8kH6NGtn9jBqsX+7HpLtRzOkssheIjp/YxUNmvkMa9SAkAPCIvqs\nQ/P1HNZ5Haup43clAjfSSJM0HznloecsjOqAQmGHqrBJH5Ob4gka80USyR7GxQFq20Hq+4h+SCAJ\nNA0JJ6Vg5QwGZYN1pUKbFCVhh1PZD6le2mQwZ2A1dNyOQmBJhIGAIAXIyTpa1kYvWaTLLb79oyDy\nD3g6//0kLUPESakMcjpW2WRdrdAmTVHY4VTuQ2pPbTKY1xnUdbyhrSGIcoiUrKNlLYyyRabUZEJc\nRcRnkQM4VZ3scy30YwP0lo3c8xG8AASBtibipmSsjIFV2edCSuhwQr9G8eweg5rB4IsGTlshGOdC\noomWsdGLFslKh6q4js6ANSaR8iErF+oYs/tcEJ1YtFsdi7XSeKw5HBM+In+0RSeXwrqsY7fGYy1A\nNFqoGSc6l1e1qBjrZIQmuxT5MHmKzZM19PIAvRkdPJfsAMKQUBapfyr/iPg379BKZBl8Tsdu6Phd\nmcATEAQQ9TZyysXIWxhVi2Jui5KwTZcE15QT7B0sYqQHGM8NUDoO0iCI+CcLNIfxndfplJKsU92P\n76oUx3fEP68bxzdRfMvJnYjzlQH54h5TwkNcZD7iGK2ZPKkvdNCftNDaNnxz5bFx845xCPu8Tnai\nhd6wEP2AdlKjXzFZK9Zok2FWXsZ9Wqc5m8GqG/iOhKR1MUur5A/sUNJ32BZLvD/zBMVfqWO+0kdy\nfLqaxHrOoFnNsiLNkqXFkcM3yaQa9F40cToaohyg53fJTDeYTT/AEVWuJM5QeWWH9Kkuajc6+1pP\nqfRqSRbzc4SILBTuIfwMdE8ksFvRpQdqskWi2qFQ3MGQ+zxQ5hBOheRzTYz6ANEL6CRU+kWTrXKZ\nXYpMscbg/AfUJwoMvmzgWTKiEmCWNsjN71Ez12mIWd4tnaX8C3XMF3rIlocvi2xmdbq1FEv6PAn6\nHJ67hfnzPXqXTOyOhiiGaNk90lMtJrMPCQWBG+Zxms/mSC900No2QhDSTKn0qklWClPRdePJB3gv\nqnQPJ7EaOoEnohgdzMoyhekdMkqTNXGSK4dOU/j1JuarfQTPp6srrBYMdisF1pmkzDbHT11nu1Bm\n8KqB01cRpQCztEN2ts5scpmelODd9DlKX6yTvNBF6bsEksBuWqdXS3I/eQAZn4O1O6hfcuieTWJ3\nVAQE1HSD1ESH63//8XBz9x/OYOV19ip57okHSNPi+OGr7PxHJfovmzhdFUEAPf+Q1EyHmdIDHEHl\nw+Rpmi/nSJzsoXaja+t3kirdSpLlxDSuIDNXXYQvhHSPJRnUDQhBTe6QqPUoTW6TFLrcFQ4RnpbJ\nV+rorw+QHZ+mrjAom2xUKmyJFUrmFmfOfp9OPsVgx8SzJSTVwijskJrtUE2tsyfm+XDiFLtvbGJ8\nroca82c9q9OsZFkUZ9GxOHzgJulfbNB7OoHdji7N0HPrJKe6TFdWQAi5qp6m/WyO1MEOWifiz56p\n0q+arOSm6AsmU4UV7Bc0OvMprLpB4AsoZh+zskp+uk5OarAszqAdcShldzFeGaBYHm1dZqVosF0p\n8VCcJq/scerE+zTTWfpfNHH7CqJko+frpGY7TOZX6AhJPiycpv5qAfNsH7XvEIoCm2mNdiXNsjyN\nIAQcmL6N9kaf7tkkVjO6NEPLbJGY6DFRW0MVbG4IJ+hfSJGdaaK1bEQvoGEoUV1UqdEQs9Qya5y+\n9B7tWgprz8B3RWR9gFHaID3boahvsyHW+GD+FNWf34LfuvV4yAnUyXNHOEwjlydxto8+Z2E8b6F1\nbMSOg2m5zHoek0FIEDXJiCLIoogiK7QSCl5Sxc5oDLIGVk6no5lsCDW6JNGxmBIfQjKkdzrFYMrA\nes7Aauo4bRXXBtcp4Xu5SNF3KLgrSsiKjKK6KMYOWtqO+pJ5C6PQI2s0qLCFSPBTDD9mDN/6jJwT\nwvCH31IgCMIi8GQYho2x//tvgb0wDP87QRD+IZALw/AT93UJghD+k/C/jLVFHJT436H0IwzFNiUc\nVNz4DRsNG5VBrO8x/LYXa2kMhfXEWJ1Cjb+t4qCPaamosX7NUDtiKNwXxL+5o0+H6icq1piWyNCe\noVQfMBIQHM9zqOWixb8ro2+6YyKW+wKBH8e6r82i4SKPtD7CON/hRQxKjHVotRFrdmif4t+hsODw\nMpDxPIdYB7Gex8exjvv3k1gjD6ljWPe1UMKRxk+IgIuMG6c9LNNIP0Yfw6o9Ik45FI0cpqvg8j8L\n/4AwDAV+xI8gCOH/Ef7qmGjkJ221MB7xz6fb+mlc+Hi5/E24oIxxQfgYF9xRnvtccGLLhxyxGUrG\n7seaiDOW9g+KtUhHZZx/4UhrZqito8daQ4/m6TwiJLrPv0/G2jj/hp9/Mr79R9Iej+9H+eeNyuOz\nxLc9ynNYptG3tUfytEbxPV6XKbj858JvPzZu/tPwvyBBb1S2AkGMI9K76ZCiS5IOqZEuk4+IRBDr\nVPWJdrl3SdCLdavsR3ShBhijNLokYx2dCKlIONIZStIlRZtknI7OACVeex5qU/VI0CFFhxQ9ErFN\nKkMdLj3Wzhq3aViHiYSj2OtjPmLTuEaQOIYtGeeWpIdJDx0bCW/EcQt9lE5kk4kdl71AyFDXKUGX\ndIzNpIfBADXeJzb0d4/EIzYNsQWIyPixBlcvtqcT+3uILRjpOkX+Hr6VGumDDXXPhhpcqfitxMjf\nVqzDJYz8PW5Pl8QIGxBrHw34v4S/9yPnpyAI4f8e/toohrsk4xJNjfjjxQK8+z7uxaXQGWmVyTF/\nXGSsEQ8jpvVIxOU+5I8b86cfvxG9OdSGEgnwkbDQ6I94GL055I8fCyxrsU1D7w39rGEh44/qq8GI\nh0ObhhpTkY/HsY2XhMEAJeaPF+vmdR9ha5J+3K6EiLGel4X5MZsibDZyHK92jO3T4tVHRojrrWG8\njtukjfEn0iozPmZTYtTWRfxxMGINryQd0rEXhtgiTksjbI/aZOCgERBpAg51xcbLLUGPvyf8n4+t\n7hz2O6M2whnV50P9Nzn0kT0v2lIZb9EMxejHlRQ8IZKOduOa3olT+7R2er9ViNoUN5QJXAnXVQh9\nMVqqCAQQQxBDJNlHUj1k2R9rU51RSsM6d9iu/hTDjwfDZ+13/qgGXA+A82EY7o393y3ghTAMtwRB\nqALfDMPw6Kd8N/yt8B+NVOiHYnjjnSph1K0L4rf2347+zx+J9n1coXxcCd5FGVNgl/Div4f/P54n\nMEpLGks/qkh85FjSbzhIG+8oj9vvooyU2n1EvPjv4c/4QO3jWBXc0ZuRxUEsI+jGA9JHsQ7TijDJ\nsZXimKXySNzx4/4d5vtx/0rxgFUZwzp8fxxrgBhjlcZ8vI916N9xrMO0hn79QVg/7t9xrMP0/7Hw\nPzy2ivnvhv/sR2brsFyizr76I+KCP3r307mgxN/4wfz7UcTaMJ39PP96/Bty4a/Lv0+L733+fXqe\nPtLo3Y/n+TeN73H+Df3rxgPu8TrlfxH+/mPj5j8I/+u48ZBjbAIQxlNPLkNB0WFjITI8eCzgx/YO\nJ3CGTV2ANGKvNMY9PZ5EkeO/iXMb1mtu/GPH6fgjm6LU1LHhrYY9skkgJIz9Omw43XjwEU0mKNE5\ntPgZcnCIbfi7OFIMZ1T/DBthG30Ue2HsI5Fw9N3xCQEFd4R/P26HaQ1tkh7h0tDf45NMCi7CiKsC\nHtIn/O3GdeOw3CSC0eTAOLahoHFkkxRPVA2nTLRRjO/HMaN0hhM7wy7J8PMIm8R/JfxPj2XA9Z+F\n/yMS+x2V8ama8QkXPxbsHZ/gGfLQRxrVSfuC1vtlJcctzrCshrHnPOIXeRT/w3T2Rbb3BaOH9eiw\nDvNG5bTfQRvG9LAt2Be0th8pq31s4lhnUB1xery/MfSF+khuwwlgPy4rYVQjjaczrMN9pFE6j04h\nDbF5iHGcBR/DZsfTcsN09v3toX7M38O25+OxMW75sP0f9/fHY2NoU8T6/TZjv/6I4uSfP8a687fC\nf/RIn3CIZ7yvEtVL4ij2BPb7LdEywD6fhLh9/Hg7Paybxt8db1OEj/UXwpgX+z086RG7vPjvYXv+\nUww/Pgz/WPhnn4mfP6ozXCHw9f+vvbeNuW27zsKeufd77vUHEqSFOJJ97/W1QBCkSgGB+yPQHikN\nivqjrvoDQaXypSCkEkBAFLD9w9eA7SYiUStVSBWkEq2oIlSpSSoQOEBex6kgH8KBQsAk8T3n3OvE\nTlRoEbF973n3nv0x11jjY4655lxf+93nMB/p3Pvutdcaczxjjfk15pxjhxBOAP6nGONfA/CeGOOX\nASDG+KUQwteXHpYDyhfpBGYBNNiXDSNVVmksD7LTpmg8DVpbyiSqKbp1wFPcCBfwQa9ScqXGS173\nQI12wHlYYTkOnfaDyedSo+pzfWHocEtgrkMKbKT1q7sG+55VheAOqWZfQHKNYyWjgckUqELsiV+H\n/1d93krXZNnzRX1B1rVameW6dlO1uK5r54v4n63fS/xvbf2mMmlCsjdoQANo/nYFkd6bXlWkgREP\nIB8g4DT4mJQfxvdxzN4DyaHJVRpiHsaBIut0pyat7Et07ZAN1m5wAuWk8rhJnQ5jWWHwmxSWCsMz\nEWH05cQt4kboRB29/PXL88DmjONoj/Ruo6pXcpBNq+Gpth8cewccBnuTTswtD2LciQkw2zvtboCQ\nA8GN3qfcJZLsdKNkE689QJOYo7GNfL8yeEG6J3appaPnOHzEkyJ6X/ScJ4f6JHqG5eTvS/qHDUIl\nWWFs82kXi/VF0klOJnNud6OcpBPJke+L5BxUP2N37tC9h/EOXV+n7C25RdzhNJQlJ7jUtnCw6gaU\nyc3KYZ2iY+/TWL7USfYt9B2VvV86F4w2pCDpjbCl1uuQPUftCdlFBjt5AH8eeaXrRzwVduL3yO9K\ngsKe0h/IPsmih87hCjjMxVYTrm+OMf5SCOE3APh0COHzQKZ9sf7ImSZXUB1RPg3VUN91GCLmR3VN\ndiJSHjdIFAe/y8rUHblf5h1olUKXqVcJbJkcu7VlktMA3DGSPLIERWxtmXowfTLanodVgrvsepIw\nbV/acuXZl7nmTx3F4Np7r8z14JbL0Y9jphuBOiiOf+yH/xD/zwxdj4NldUdk383NEHud8nvaSnva\nyBdk9HVZXXshu1araxxd5Qgyvzu9YpSXG4plWv/jVT5/depS9dvz+T3xYNgelPjTQOg4Mk7bAjkS\nTnalCCGvA56GmDINROPouWccxpUYGZ2XHeZxlPUU78BbuMGvgjoxmmzQwPaEA76Gd4yD3OQJYfAN\n1unBIEsOjuX7oig9R0a5EzyKd3LECe8auFEUU3Ij23wV73S4xXGQfDNE+9+Fryh706SVphd65UFz\nI50ouEh1IXE7jJ5F7crX8A7lh5pbuotWMD17Px3aJs/exG0vvAdfFn6Y7PGrePf4twRHo9P2snfj\nV8c3RLZJfpjavbfw4ihLQvo0yaLBvpzkUKT6KR7gq3inmrgRZHuZtuDxqr5d5T7jgK/gXaN+Evyu\nUvCH62tUkymSU+IWENWqnuXG7Sj1wDfjKp/lJm3E9VVySz4k6wbZrMaNWxnJLXkt2dsGCokb8XkX\nvrJ70MrrC6lOkP5T8Pol2caSf+UlcO8xhaBaKX9s1zncL4e52GTCFWP8peH/vxJC+EEAHwTw5RDC\ne8SWwl8uPf+jr/1f49/vf/gSXn34cmbkFCnlmPtQMm5wQsRpvB7H+xKC+YbmrKlB4eiqvG/k5TxN\nz4dxVYLi8XxPcJ/mmTpFZMtlao3oauqGdXnlMlkCDUnl6oG2ks+VB8dnR7ItU0uhTq3Vvhi1Sgu5\nqbE9uRoHAE9uX8cbt4/Gb/bE33rtc2MpLz98Be9/+EpV1zTI8piyDWiguJUv+O9FW7hWZulJDDyt\n7xHPCL+uBZxVwzfH/zDwPGTf+f5Hsg+IG9dvyQjqqufzj28f4/Ht48yue+Azr30WFHN79eF78YGH\nL2X1/AxZvzy7a2uQxfi/tJpr37ttZWHks/XJPhCl0f917afVBWlnrTvL17IgdJJekfcI9q8I+aY0\nN9u2a4sBaVJ2Eraa4sY6ab8hW5NkKyc63Lh8GpTk9vZ0euP2C3jz9vWsDm6N29d+fNDsgPc9fBUv\nPfzAoJ21nz9wkbrJemzvoQGTrd+2flJZadKQy5FtLAUGde+St8i+zmlCT+V5OllZGP/xfVTn6H0e\nhE5sMyvHt53kdkDZTlx2UNe0TnyW1UNwuFk/TO/hAFkXgNSvJ9+kVmA//OhrPz7WilcfvoRXH75k\natw08nGY9jggH0PdmLpbg9d/SXtR/UpBtAMCjp3Djhyo7ZTX5mD1Ga4QwrsAHGKM/y6E8G4Anwbw\ncQDfAuBfxxi/u5Y048Pxo6A55JQR+LXwjDNdp2u60dJPpn/UgFEExx90eU/ySgVP3OJYtgf5JLkX\nzb6nygTk/tQ4zseRSStz5a1OessGDWhK9tU2Po3uG4Q+Za4HMTEG6LxEq32pUhA3qbEP1uovhu/e\nba/3d8aPr9bV+gJAkfFQ9fs1viCfBPS2m7PQJX9yXV3T/qfr2j7+x7WRnjhdpH5rn/fq918OH8/D\nDmYAACAASURBVNvNNz8aPyJ00ZMCOXGyfAHeairPGZXlaFlSDj3Dfph3lzxYzGXJgSSXfXblrNXJ\nG5xbO83l1qqTtndNTvm91XSa4ubZ+5PhE7uc4fqu+DF7FbJ9pJVWyWtWGcoeUAP0Nll6UkF/LdVJ\nthMU5DhMvId5OrEmS3SiHmMZNxm2ybkt16lkbw49fE/4+G5t50fiR8Y2XI8P24b6sp7JvoL+Jjmy\nN6DdA63BDtZH60j13I4rOofLcvhE+NTFz3C9B8D/EUKIg7y/EWP8dAjhpwH8zRDCH0H6jdPfWxKQ\nqlcUxvfvYFYURUrfBXD0T1dXvt8OusjQfrxKS5BzZio9CJ28MlMTZeNreafqlUl/6YaIuAJAbiV6\nRsejDuNVa9voWIlkS81Yb+rI8zJZnuaUnF1OCTwr6XiEfK+2m7JP6ze+H6RNW3XVV0mOtgO9E3rb\n3hud4wvy3qj+DkKSHaT52rbWtfxJ4qS9Jfe/vFzf/4hBzf8g7me75PXbWqmtfuc8ZblB8Zdc6035\nOtCKpdwaIROaHNS3/C91GLxB4m7YHCTPnBzMM3Zrsk1WQKXaA8/Uwcnn6F8ABy70thDWieQztyju\notRAHje2AG3BledZrE52uwjpJLcZtnDzts5EBCVHbrPz7M1y8i0suRzNTdq0JEfaey98Fe/M7Ezp\no2xgijei36gn5GRUcuJD73pLJG3tvDNbiCRPWT9oC2vyZd03UTIYaTm5pc5up6ejCjk33qYst4fL\ntuqY2YiTgTA33k5uPYyQ1zPeyi1xGrXVW6dRsPfNwM+uRlINvDNy4qhThG0zKBmStTe/N9pKv59v\nUpk8eD6AtiRTq187G062SBPPdHdKTJICKiyd2wi5clfbkpaCCBQo5fp6gJz+dg73yWEuVk+4Yoyv\nI/3+sr3+rwH8Zy0yDoJ8O8JgXt0ItpVHe0TvZj7JUdK5jQE1zjQUmIcwNrZzn6QBChZy1R1DG/SA\nbD5XbnCvA+/EVwvfLNOVO7PL+UIYB6lpSDK/zGV1bb3/pZo6B/dRv+UAbr7PLwevPPJWH/IMHUnm\nAb+clFDLm/7LEx+aAPA0lePscgUPkHvoKfLN5ctVUq0Tr/jISKe0/WGwpY5g5iuOHrcIeTYM4+CR\nyrE6EUvuTPWkhLjZyaHHTdZRaS/JjVqNudzI3vpsWJmblGO5kY32AiWHkEOmZBMgmHLPgk9A2r5s\nJwD0brVddN8UB8vyM3kGV/m3nvxo29tzm3biQty43UhpYeyEK4oJiKwTsl9NdYaTcsA5U0ZDRinn\ngPNYjyQ30pM4WL9K1w+gYFOdW9Lp7HDT5dM5wil73yBmbaTe+ZB8YN921Bt32jBkG6x16ZrfT88d\nT3klcH/eOZRLoGv7cZiLrZJmrMZBNCBTkJ2NvHY21zzYjELpWn24TB2TTBAgO7Ap6O6aruUNnAeO\nWuprNa7BsWVqVOv29TqyPCLnw3t/x5F/masdjBDmHGjcEy+ILHdpoJhH31p1te/9Ur4gfbzVF7as\na8G55mGt/9m6PM//ltfvXI/6Yd8twINauYYXx3dH5zcp+YjVE4BYW7hT1wl69YqTmMjyyM/oV/WA\np5lOeqXoQWZfeT/9gEIwOuUrYRQV13WDuZ0muUk5b4sEQZZbQMQDvI0jno6D1NzeR9AqmOc7VDYl\n8niQcePfwdPctL05osvpzWvc5CqY5bYX3o1fRVrl5XWXZJsXsrosV2ZS4pnTcJ0mDhwApLUbL0GF\nbO9k5r8AeW6IMzSewYk47Iq8DBySxwGpTZHnGWWSGk8nyY0SQ9A0THLTyW7yxCJWJ7lSeBTcZDIA\njxvpRPa5EdxkwGIJN7Z34sf25nWuJOfFir3rfcUWsONO6itoMjCF1F9wEAqo99PyXtu3lnTL9dL9\nXOdwfxzm4iomXLZDqYGiURwtOk8ajMAx2aheu80GVCozRYL5REqeINkrk5+WnU/LSgFziuNg/YDT\nbK6pQacEy3Ubc1TvPDSgbWlaLVeZrKOlTLYvRT7qXJdFQubhLbyoPq/V9f58AaMvnBtttkVdo0X+\n0wxfSDLm+h8PJNf53/L6zZOB/SdbQHqfaR0gCouT/WA+56snMtp+Rhq42ffLA3MZkT8X7kkdmE06\nwFF2vfnSszDpRNzsyoYF+2iJG9kpus9j1IpW6PKOlDNA0goRHJ3yCG4uR646Wm75c9HRSXKTOvnv\njZ+h5y6HlDzC0yt9ewBbQn/HnBipLmuw36eVpdzHafNSmiQlv6LfPaN7gpIjtwVbWSSHSz8oOayT\nn1iCJue2hfACO7x6lXOT+tK7J9m2Xll7kw/YQJr2oTDwzX3acovKlofhehztFA23kr01Qvbc1vDG\nnaW/PWjeeVtQ6qen2jIJTxfZ33QO989hLq5iwkWDTyJeiirLKCd3OHxs3a+49ATJTpX8DN7GwE/m\nhpcDCRmJlB1eOVECb5mJo7Y8s24pkwb0HAOTW3zKXKksOfOv2ddypeZQJhIoOT8nZaAyvTdT58p3\n8jJziWsUZe0J+n2trXSVttrTF7wyW31hy7pGE5G5da3d/7wyg6Pt/vUb4G1apTK3RL5+noPWXjyk\naRSnEp+KJaa8j/UVSgpkrdEJaOMWcMaD4vuZwy1iKg21ru3ruNGg9W4FN5aXr856d7WFFbfFW3iH\n+hzAWzKTVnSdB/Etq8pA/js7JD/JTe+pJZBF7522z63RSSZR0pMvbpP4LZTfRo0bgGZuW9qbVuYk\nN7kGPNfemtt8ndaiNO6c02bLvrm1n547apF9WD6G6Bzuk8NcXMWESw4YI6ao6NdFZqMfvCy9Hjnw\nkZWckjpwub5uepCto6Hpr1LU1A72uMsua8tPcPlUZkp4zeXWuOqkGZKTBz1V40gsRjn5/nSPK8tj\n+5ag7Uu//5Nr6VsrKL57gTXZRtdL+YKdiOTvdu+6djBy6J5aXfP9b079xmjbS9XvXN4lQBMALxos\n02Lkp10S7oYIOk3+/ckE7wWglBoW8hgyD768CS5th6LzbrYk+gFnHsSVuaV/N2OnqkFbRaK4O9eJ\nt7fkm1A8brQtxdeJtp959pbczhPc0gTpJPTyuKXhBAUzfG50npGSZnjc9sNTPBgDF1SveYsvrRIC\nyR68OiO3BcnBvd3Ww1uQuF2UuwZke0sydSuc/tHWvKDkpGmJl+nU6iTDO5IbQPWT6qjWR8rRIaIo\n5OTc5LYoyU3apqST5CbtXeNGg1dOgYXR96Kx9xQ3AEV7yyD45fp1vy+cP9hv76en+10N6j25pHwM\n0TncH4e5uIoJFx2qt2BjeSDzHmYfjedD9f4B93K5PANfljSDm6P2MtO3NPjwokgR/tYcQCct8CVP\nc63tb/Ug92L79i1v7eHB3/UkzXgBbxW+WZ40o3RYNH2/3BdqT035wvTTy+oaZ7q6pP/xDydeqn7L\ngc38RCjLwZNZbxucntqXwyzy/qnfRCrfYTdzeVvcZGkRMksVw3ZkJW40TONnvDu8ibBX32TSjGk5\n/Mm3ty3Nk8V/1aY7ZXvn3EqBG7ZRSc5eOIo1PLmN7YQjDuDgnZyM0ATojMOwjViupmg5NDin7Xly\nIkxvgLYqUZ8jV+5JZpqwHMAJH/QqpjzXRPfL5y23IMqxiTdIJ+IWwefUpJ7nwUKpbP6hbk8n2nro\nccvtzStRZG9ZV0vcmAufqSnZm7ltY++9QImCZJtAIbQ5yPXkQBxta4+T99cRHB35J2I6B1+nS3CY\nh6uYcAFQkRO+xvvmJc6mMtrvqcGS24KsTIKNslIDJKM0BHuo3n5PevjnG7QO9mVRI5Vz1UPypVwT\nr/z7gJgN3JPMoD57tpBRK1mO5jXHvjl3+zkiXHwqduOclVqqqx2KeX6/hy/YpBmeL/g8tqlrAXm9\n2MP/7qt+T5W5JwLOeGFInCHB2/G4s/E403pAsktKiSFB0/Qkkw++Wzk6iEAH+jXkitNp3FiUT2w5\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/PPnA+Urq9/eEj+/mmx+JH0UEDehlFC9k1/V2i2g054G+foalkgXzbRtRMGaLrdWJ2qn1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\n/Lfm1qoT9RhSJ8tN26TU9s/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bz6t/XoNvdv/sbecevrmVf3bfvC7fvJR/huGhjo6Ojo6O\njo6Ojo6Ojo3xPCTN6Ojo6Ojo6Ojo6OjouEr0CVdHR0dHR0dHR0dHR8dO6BOujo6Ojo6Ojo6Ojo6O\nndAnXB0dHR0dHR0dHR0dHTuhT7g6Ojo6Ojo6Ojo6Ojp2Qp9wdXR0dHR0dHR0dHR07IQ+4ero6Ojo\n6Ojo6Ojo6NgJfcLV0dHR0dHR0dHR0dGxE/5/r3qF/w4jxtEAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = capwin.plot_windows(35)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As is seen, the windows are centered at the north pole, the concentration factor is noted above the window, and almost all of these windows are very well localized. If you want to know how many windows have concentration factors larger than a specified value, you can use the method `get_k()`:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "34" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "capwin.get_k(0.99)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you are really curious about the windows, you can return gridded maps of individual windows using the methods `get_grid()` and `return_grid()`, you can return the spherical harmonic coefficients of individual windows using `get_coeffs()` and `return_coeffs()`, and you can also return as a numpy array the power spectra of one or more windows using the method `get_powerperdegree()`. If you want to plot the power spectra of the windows, this can be done using the built in method `plot_powerspectra()`:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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1qnDIlvRYs8a0/t50kwl6c845phtE8+a5TlnyiEiduvS2C1WbP/9sXiJ23hn+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\nkTPP1O+1bhGvd3btE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58KX5+ocDTeCdeUFbU+L4+D86olyjuJDh9zDAwYYPH00xaffhr7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\nXry4D1deCa+/7mz/ksLh4UTd0osMr1ix4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = capwin.plot_powerspectra(15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In general, we will not perform localized spectral analyses at the north pole, so let's rotate the windows so that they are centered at 45 degrees north and 90 degrees east. This is easily accomplished using the `rotate()` method. To speed things up, we will rotate only the first 50 best localized windows, and not all 900 of them:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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C5sbg7Yr1pWk25ibYbrfp0YwsItU9fzjOhYdXS0XMZ39cEfPLsb/I9iz7Rspd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\nJ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MGmQVB8MwOIIAYgBoN11t6m9+3tSy0Z/iMzKpaMzMqqV6+73uv4zqnuV5UR\nkRGRN7+4N+LeiCmujeziPIdZZDJxYTDdBDVJ6FkqczZX1cYc6PUvtguC7TJjuijYW+3aZGz6ncc9\n6c4m2yeOQda8rEn4nTbwcDfd90PNztuOld0dAqndIWRbmVRQ/aKG6kGG6a5YIoqNJtFgXCyzu3Qd\ngCnmGWWFheEJLjy6h/21Gwy/uwENiPYKrjw0w82ZaUqixUFxkaGhOhLBEHVGWKPGBlUabXUiUOjO\ngXbtamFOUKX3G4tT6kN19Vw62Eqy5lC1w2J8wO0ES1RFnTGxyszQPAe4zEp1jKasUC61GBWr7BI3\nGSY+q3GBaS7QZKE8RbVcR1JilVEWmWCJycQNTK2GlRNuTgf624fh6jq7hz7rdkZWHpv7NDeq/jD7\nx5z8sXlWpMo209gH3dqKinm/LKg30z0w14Xr5uVyp+nyZo4PmjvV5GQ6jbmq0i9H5uLyaY775phH\nUm9tfJkHQ0vUlAFIhuProsJGaYjV8TH2PnyNPftvMP3WRSpnQVwj1j0jYt10NzQPw/KBEa7v2sW1\nqd1cLB/gutjNAlOsMpI88XhVrBv5jP+yNyYznV9Viuyx2pZHcOVVGP2mfYv0Pp9mGnsjMfPJ+g+C\n7g2DLp93jzGmUCJutVoGHiFe3doDrBKviNUheYNio22I2OgaITbMaslvqpzB9zYK2BSU+0n8oulX\nzTRmXN9yTdDxNrnmsrY5e6LJQb3MasOEcqnFeG2Z+YPTbcNqiDq7uMEEi9xglm+NP8js+E1KtFhj\nlAWmWGCKZcZZZzjZ7laTht2mrPgG09fcjtnKil0wFQ9Vnmhf064N6s5mbdKGmDmv5t5P97jr7FDk\nKdrl+NIov3/zubj9ZpYT94obc+CWqlqu8kXGkDfIUC0E2qtXKo4MYJh1IkpcrezlW7MNbj16g5H7\n1iGStGoVrozPcrF8kHWGGWGVXdwAQLmalQ2lNWBnIWZN9VfUln07Rsfc5Mj1QrDzaDVHc6sqTR3V\nMUSDUVbjg3HL8Q6dKs0YqwxRT1YqJmlQoUqz/TZuMMwGNeoMUWeIhrETlzDee831Mvd3mw+h6GYd\nuh9s7jXvpVXsdPyZzuGmsXMDVrk+pE+izOZPxYMY6c2ylQqrauHjzlJbHuw0WGn641NQRD51O1R6\ne1y3OV+vkOkNvNSUq3KoLbMhaqyUx7kxtYur4zeY2TfPyNE61ZUG5UYEUiLLJRpjVdYmh1gcGedG\nZRc32MUCk6wxyga1TcknRtv16FR0sw53ddavK4ArszqNnqC15U89af09f5XJnUjYzvJ59xljoA2o\nMnEPqO3vm8S92EJvrKLSKSNOnUVqHpUQsKOhXjdTKdAKtumyaMY+aF9i5Wds0pleK9LkoYyxeDvc\ndaqJYjHNPHWGaFJBrZyNsMYKY5znCFfZC0CdaqJEDCXbhKt76xUf2vc02+NTBtQ1bURqIy07dkH3\nRdoQM2eA3Vk6PS8lreumcWebU3YMWWd1XpfoO/pSwx1YNPm6z1wP53oAttUlcxbSzAd6DW37QO0V\nasZ2qQNIr7GHVUa5MHaIobH48OYWZVYZZYUxVhlBINsHoYJvpjJgJ0EafKiVVTDfF62sqQkvWxE0\nPQ/sPHYMGcS8qTadiSglq1r6Hawkxn+LMiuMsU7NUhZbCWcqxVmvLrgTV1p2lfQq1k9PQNnlpMcS\nvyHmcq8gK5Yn8qaxPR3sSSvfph/5z1Cg1ijciSob5thgrh3oe+s6pmVBPYlSbhrzKWwOneXT9IjQ\nTG+O62acmQpRUOOHG0PWosIGJRoMsU6NBSa5VN7PyMg6oyMrDLNOhSaCeJUpPudxlDVGWGM4mVwd\notneQbEf8ukzfNSVbEMsXbY/FlL3jJ3GHb9p19p9ulrGfUiXs33l8+40xhSUUVUmXiVTsM96C4bX\nXQ7tW15Cv9CxkMQiFCWGj7CUAzO4U8UbmC+0gspnHtBYRq8c1Nhw5lTjezaoskSFpWRnmqhNg2ac\nl+1y4T8Tx1YGfIc/6lR6c4usTT4g/0BIM58ZE2KvddkKiZsPbBLvHEMW92kvG3j4DoEsG30lU+mi\nZNC285myouq93VCynhKAoEGNZrJr2C1m2gouqCD2arsvyh36P2DnID1BZTqAxe+sdufT54nZSp+9\nhuzb1MN2KYoPso8otw8PJ7mqy4h3uWtQTaltJodlxcloPlR5dExtehMD0c4jsJnTZ4j5uFek7qVV\nXZtnfWlIlWO2WfNsFuwcdnSbm9K9qr/HY585/ehuKK+8KTRX+uRFlVPEE6IT8uVTtUCPX74NmdSW\n9dJ4XunYcD3B2WqP6iXWGEk8DZqodTObO+O0Tco0E1V9q+TT7BVVts8Q28zB5VkynS7HlbfsZ50e\njbavfN7dxlgWtoP/UMBthHID8G/OAbbfuBvcqfK5G2GYG3+YQaLaVNP+1HH5JpnIJJcw8uk5ok4B\n4nF+ZTimDQ+FrAMRszbrMBWLIvlcdD4sWqXzGZX9QVaQr15ljJ+pvUInMutku16lN4DZCZCJgpt1\nLeBuhN6bTjvW2ZsmmO+GecCzObHlxrbam3qYvKnLtXkt/91M85Mb46mvF9mswy43S2lWrOEaYul7\n2W0glc9XH18aXzmdoJ+XPa75IR3uNDe5MuNrtCxoY8d0U7XT4JTTaQwpDr98mlJi3j9r0wa3bebm\nGOaGELa8qondEi0qKUOMdi+UrH7cSvk02641CdsQy9YVso1Ds2/c9qUnAuxyOsF9f7ezfAZjzIeg\nOwQYiGO+lBKuN+dQKrkwXkXTb1y7QNj5bEIrtdPYhJVesleuEqCHcv27niMyiRSDFjSBSON32a6R\nvVmH6X6Yv1mHdIgs7aKTnw/jqm5ZZPSfXYL+xXxRpdUHLnz3TMPnNhc/O3VV95s2zJTro+1WFQ+8\nOk/6LJudBd2ygACw42O1kgIuH9oGmd6xLk7p5tMrEupNVKsP2mVIxfPY8iiMNLbSZDtK2bKsN2ZK\nK6jZvKYVXZ0vb7MO/bvmXjufSOVLr1zo+uieMNPY5ejS89zAJCaH5zsWu1e18m6PmWbcEZjP1Uyj\nr0dOGbGUbBY++Uz3s7p/qZ1Ou4SanK/HBf1ctQy743wJ211eP3F7YsBcm4Otl0/zfuZmHaLdU/6x\nWpAl51qvse8P0rmfb+sLe8xPw+6z7S2fwRgLCOgIU0VQq0pgKhKaDM2ZEtcg0+SqcusBUl03zScX\nxZRdu266zu7gDDbNu8HgWPXTNOyLEUsTbpF8tqGZ76+u6mwaU+lZTF8P2SaqS+B2SveAZ9Oc1Yc8\nm0adfvYC2XZE1c+8k6wEBOxMpCXe5cP0u6F4RCs2tqqo86k8eopKG1b2JI+prPnqqNPZvKXNlzzD\nx+VVV9HtJkZMtdPNp/qu+/roXrNjyIRVerpfbAPOzlOEP4txp2pvfMU+QBejTXE68975k2rF4Mqn\nsH5VcuWbaLVr4qu3NriAVL+lxxidKl1Hnff2yadsT5aoqQvp3L+EKyXZ98/XC9Q9zH4w2+t3VTOl\nM72iuB3lc8uNMSHEB4BfJu7RX5NS/uOtvmdAQH8RD/Dxq9hCL01D/OLZMWS+TT1USpM47HJAx1W1\nMElU18J2MbHneOzB1ryHG2dlzofZpKFMItMtKPtAZ5PY04TbaZMPMx4sfX/bZPW3zR4a032iS43v\nrg59zvNCzzrgWd1PKZCmkqOkw21JTMu2X3laVgICdibUHH68ApF1wLN/Uw91LS7H5VGXNxU/qBUj\nvdegyZnmG6cNoTRf6dq48VimkuUaVDavdjrQOW2IKe4zFWR3s45OPOvW2Y0Hk0ZasxwfXN7V7qLF\n+NMOvDcn98ytEFTZKo2t8Npc6crLZuHKp/5VXcke1yU6NlytldiubOYWXVFbOu1nEqv4djmuYXFn\n5FPBHfPzNuvwTTgUPbhctyxdTtaonjX5ul3lc0uNMSFECfgV4DuBi8DzQohPSCm/tZX3DQjoL/Ts\nq47zyo59AL2WZhOQDVWOpi47NomEzMw1nXQ8k38Gxh9nlXfwqNtiu+x0jFhMSCbhd5PPrUNMZnZ9\n/O3TBN+pfW4+u06+FPazMr+7fWXGt8QlmvniWupDbPNlJSBgZ0Krab6NDeIU9rthug+aB6m776L5\nDttxZtkHsqtv0nlfTRQ5oLZonK3qg6xYr/wYsW5jcrJigshM4yunCIrwp+kQ5p4jlRUbGJetDBt/\nbLYbo7M5mOaI+iX//m5suPotfq6+uG9zjLPTqDt23nxK43bKp4utOrg8K02n+mRhu8rnVq+MPQG8\nIqU8CyCE+B3g+4FgjAVsG2Qd5Bu/mOm4IPWam8RtHghIuxx9yCkWUeul+axgaz0A+IhKz81EKWrK\nOshRtGd3NCmaq17a1cE1xMy5027yqXq6ntw6usqMr1BblUir3mnaTZOgaq96htle6PoZqG/mM9e/\nmApmXMe0oqQPSdUreGlZCQjYqVCGlZpZNw+998eQ2ZMVaR5N86+5Ku17X9PQKwN+aL7qfIitL842\nMr65HKZX7bQhpsrVk1J6NS+dT1p3sI1OkyXTdbbbFqXalu4Hu199fObrO3cMSx+gq2RBqdrm6mXJ\nuJvqp7S89Ic3I2w31+xxnfZYrXLSlsdsOS/S/u5xO+VTSabuI7McW3/wxVm5dSwqi+l06V7I0422\np3xutTF2CDhvfH+D2EALCNg2sH2CFQGbm3qYS9e+jRr0oYyxmhElfynHBO2iotJI54XWRo75i72E\nrylI06HrNqCHVtN1QNVFomd1/AaVSmsaYnapm89n9rqecTLJW7XPFweRJmGfT72PrEX7iZgwfcFj\nqnb9zk3HFt3z5mAdZcpKQMDOhW+Cyj303g2SF2TzqM2/wriLZkZ7UsSv8Ppm5THuTZKv5KTXqTRv\n6TTZm3W4LmOmIWbn0+zoz+fjWDufVopNxtNpMO7tcqe/R6STPvJOgZncZ49hul/19JPA5Gvdrqjd\nCtPDxB0j4lpsHrrOncd1JXOuPNryasp51gHC6T4rUtM7J5+6j2x5tfUHvdplj/nu/aVV407tIPVN\n917WRMJ2lc+B2MDj1C/rv0++I/4EBPSKuc/Hn37hmVPPtf8+cvI4x04ex3VEjMlKqeSuz7hNLdog\nM5US83Dh9FK7b58h1zc5sogNcIjNNUp0bUAPLjqvJiTzm6kIpA06/U22y5MGfRfP5ytHYJK/UuCy\n+ky3Rxma+i/bkFNp3bk2PVNG+y/t6oCxXYf5zBUZm4ONkpVzc2c4M6fmp4oOxdl47tQz7b+PnjyW\nyGZAQG84O3eGc3Nn+1LWc6fmUO/28ZNHOXbyqPGmmMqiervdWNz0Qeqan/QqmPm7b8XfhlK83Hff\nnrgyuSW90YGp7GalMRVMPalkxwxJJ58/RsyXLz+WJ82zvjTm+OSLebWnpsyJLt9Ekus+p7lTtu8p\njL9drlTlqX0GtWufkpczc+c5N3e6D6wZ47MGd9rjerwepA0ybXD5663bpsdwX/vdcSftcpiFQZBP\nSbmtNbjldIoLz9ssJK8dujzXldOWYRvbUz6FlMWEoafChXgHcEpK+YHk+08C0tzEQwgh5etbVoWA\nAMQ9IKXs6R0RQsifkj9lmCG2vzdkuZjYBKdXelqYqkDLImddRdNlwKqP8XdkGQbp97hkOK3YNKTy\nKdpzB/Yy5qxr/kGjdh3cskxDLH2QZPYmHy50HXSKklHHLBbT+SLrwGHTtcJG+hmk+zw7n/l882RF\n9cvT4qObks0Py5/tJWtAQCE8LT7Sk3zGvPnTbUVWvf908W4YpaXeRXue335Ds1wQ9by+O2Hlpsva\nWMDmQtFuk5nG5n+bV7XrGmh+lp6yFc/6FVvtopnO55ZrxiTpWmaNDSZsztX8GaWej267/kufm5V+\nZp3GQt+4quVFjU0fE0/3eVzv7v5mq/1u9e50qa0feGrl+W3w5FO9ixEVo0Wbk/Psdvj7wCzXxSDI\nJ8Avil/sSj63emXseeA+IcQx4BLwg8APbfE9AwL6CnMuF2ISMBUG+zDM+CU1D0GOZ1ayA4LBNU7S\n31VZWTFivsBeF27AuL6/NNKY9+wUlGsbJp02+RAF8kkrX/y7/yDodHt97ctCXCffhiH2MzA3G1D5\n1EyZqp+ZzycrZr3cDWACAnYq3GB2+2yv/HdDtEtQsSv2u5hOI4y7pmfRsw20zhvppI1DHxfmb1CQ\nv1mHn2e1IZaVz+Vru51pns0aP9xy8uH3QLDrafo0qEk4xXl5m16lx1XN83oTGK3obwabub/ZNvCP\n82779V3djbOyDbRBlE/zzulyNrPJR9ZEZ/5mYy7utHzGdegeW2qMSSlbQogfBz5NbCr/mpTym1t5\nz4CA/kPNMZkzUm4Mg3kYpJkzTuULCI6v20Hs7j1NpPOZedJzQWk3HTWrY666uTODutbm3+bMtF7Z\nMl0MO8eI6Tp1zmfOQOl6mMSvHR/tGXJ3UIrAqrftgmFD92enZ6WcGvzP17eRi19WAgJ2KpTKAlr2\nfbE1OoZWOjyqjJLsd1GlMe/qU+jU2266S6vUacXNVufM1T1fDKtW0Ipwmr35tR1vonmWjHJx7uLj\nZ8jnWYw0ql/T6qPpIqlUVZcHTdgbMpnlaaUWsrhS180fG+iP0dksiozrOoZMGvfHkGe3bW4f2CNN\netxJy7Bdw0GVT999MHJmx6j59Al7VUqlIfWrarN/BNdlu7g98mnXsDtsecyYlPIPgQe3+j4BAVsH\npXqnX0xNW5qmNdS6iSpDzbzYCoNKk3Y9KB4E6lPtbdJRKWS7BtqNRbeB5L6inceeifYbYtokMonV\nNMSK5zPjwVQN0/U2W+PGydkuJOaKnEnt9l6GeshRPR+h72w/K3OQtUnc9onvJCtZzioBATsB+k3x\nb3ZgMqG9qVFkpc57F1UaYfzWXR19vOnjlAjNQYrNhZE+W9GVFq/qO+rSSsa3/BgxjLvYMWLmPTvx\nrMlfthJvQuWJrBJUjWQqrXZVU1zoPp1srnRjdMznIDHjBnU7No/scd28v70Bk7q/Ox1nj+G2zJrm\nhL2JR+caDq580s6v+1GVk47/Muvg0wvs63GuKNWWdD/4jfLbLZ/2E+1tomAgNvAICBhkCOfFjGdr\nTapW8VcliwRMclK5lXnmut/E+zm5513kDzl2zJgP2qAxh3DzVzdgHFRMghqqzNlYRZWdDho1Z7+y\nFQT/AaW6DtoYM10Z4l+kp9667rZR685DYpWhEGEav6bhlx7UML5rg0xYqa5f3AAAIABJREFUc6yd\nZSVsbR+wkyHb7zqAb3MOtWm2TFQaeyWhlOJN913UvGm+49nb1uuYseK8mY7R8vFV2mDycZq0yum8\nWYfmv+zNOkxXd9VbphHn8qzN324aswfM/+2/XGMgrpUe5+IamvG16bHQlAd1PXvTBLWpRnqU7R3u\nuJ6+v8nVenxWOyXmjeG2zNrHLOTLXhEMjny6hmZ2OXjKKaJPuGnMPjD/N6/cbvl0JyrMjVyKIxhj\nAQEd4PoS+2MfNKFopdsmEt9BpG7MhL6nf7ayG2TFkUlcQyTrfjF968B6O1+237k9uNuGWDqfacDF\n9c67n0nunfvJjVsrGqPn8wX3+ccr4hcpElfPNE9WeptBCwjYDlAKW/a7kR1zEafWh+qaaVTZZjnm\nXcub5M08TvHHr6bjWfJjcLJjvdJcmBfT6++PuA3pWKNOZafbUKyO8W/pcS7uR/cA3eyDu7WngTYy\nfTGF6o6bRecYIX9Mo+6P7DHc5Xz7rpszxgZRPtVYnVVOpzHfl6ZTDHhWHNntlk81EWu2t5exPRhj\nAQEFEL+A9sGkduyD2tSD9nfbJTHr4GBFZvaMWXy3bEc2fehzXmCrpiQ1E6bXuUy3BTutfTSk+s1d\n2bLdHbI268jaZcp2k9D1SR/gqvNpc8w06mwHhvQvyhXBNT/tvjPjAFQfmDPS5vM1n3n2oY+ygKwE\nR8WAnY34LYvlvIQdDwWKNxQDRB7etNOYB++q2Xc3BiSPN32TRf5aa0QO78Q8p9qi1lZUW8000pvG\nHy+cxYUylc++f6d8nQ8HVjWwfTGE87/ZJ3lKc/FDud00atUyP97WPJh58zDH0Kz76/G5VHgMV+t4\nSq5177geML1gEOVTw111ytIVdDl23Hs6jbpmR8oBVj/YPXJ75NN9S+wDv7tDMMYCAjogdqlRvszm\nTKQaKlQ6bdbo9JrIYsSvt44gMokjvctStl+0Xb59Rasu0slh0rJ5BzOfnc40y2w3PnuYKRIj5vNX\nd+8lPflUW1Ut7d4xB2t/f5mKm3lwp+nqAdJQBJXrSvr5xs6IKlXJKNd0WVRDil1W5Nw7uCkG7FzY\nmx1IlNuuqQDKRHFRcSdp3lTvs+JNW8GLkV7Rz+bNOH2WMh/RiTdlO79w0pgTOukNCmwWK8KFwuiD\n9CSUX0E2Nz3QvGjGBKU3bvJzp26r4mJ/32OUaRrQAmHxt+5hM40di6V2q8vbNEGgNk3YLNxNt+z7\n+8ZnMzJMevgc7A089FSeu0bpyk/xOg+mfOpeUBvlZJeTngx25ZxUmviXLF3Fxu2RT5OfVFpbOrpF\nMMYCAjrAXJ42A3Q1QdnzQn7/Yn09TSvqLi5lq/Ucn+KQPvRZXzFJz/7VndXTNRBOPjVHpkhHGuSl\nTAmtaJlU6jfENOlpcrcD1JWBl86nylV10LWWVr3V7244rTSMJl1ft9eUymgqh1nPV8eCqXr4DDJf\nnIyZrz+zuwEBgwjNhOa7pNR6m0ezeNN8F23ehCyVzH6H07VKl2Pm9blGabazVzlop/XF1+RxoT92\nh3Ze83o+z2bn0+WqFRxteJgqpj3GmL4Tyi1cknb98k2KSe+vLufpfvPtrCmNevvGUHMKbLPQ91dS\nocd1O544i8/1WKPLiFOaE3HuxEDvE3GDLp+2nkOhcrTk2XJu1kUauczysidctlI+3akcVUu9iUov\nY3swxgICOkIPRmYQryJuteGF6ZIXuyu0UC+lfWCmWXK5Td8+15m8+IeofZ90fe3/SersErX6OzvY\nVxOlmmGN3QrSB41GxjezXopQ8zfrEKiNTYrlS7sD6JnMtFHrtlfPkCmI5FmpAU21WeJ7dnE9Y0cU\naVBx2SjXv6mHnS8gYOdCT62YcRn25hwmj/p4U63HRM47a6qL7gYeZj4X2tUoK24nrUi5nGKypLsZ\nBknptqLbCxeq+ubzrC6324N3beXcTGO30W11mj8Vn0ERrvRtZCScZ6gkR8uCSMq2XS43C/v+cVvc\nzTny+Fw9P5GMGXqsVutDsbFib+Bh5uutzoMvn/bU9ebkPJ3GbmW6h7ZePouU0y2CMRYQ0BHx4ABu\nEK8N7dZhKx5qdSdOowwiV11IB/Zql4PuUcQvvddgXxuavONvNhF2CtzN7svOAb/pumdvWEIyYLpB\n2Wb5GM8pq055m3PY93M39dCDXla+gICdBVO5cjfnKLV5I4s3TW6JOVTF9ti8VZTHitW483vp46Is\nHtgMFxY70FmmeG8zB+9m31+X4/Kndl+UDud12shIl2Me+G1ypemVEueLvP3fG7LGdeUoabpv5h04\nbhs17nP0j6m9beKxXeTTn6b7cnwTp1nl6PK2Rj7NOioU1QmKIBhjAQEdoGbL1OCndtAx/aTtWKG8\ng4OVq4g7CKZJRy+Op6Ff+DQhCed/VZY9U6VTqFk9M5/ffzsdWG06/Jgrg7oE1zVRtK+b24TY9zPr\nkc6n+i1+LvZxAGn3Hf2r+iWuuz3ouM9J5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hHks7N85pfZWQ/pvoamLKrrtsx2h37sphgQ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\nAPtK9yHqkPvbwD/0lL29mlxgCLi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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "capwin.rotate(clat=45., clon=90., nwinrot=50)\n", "\n", "fig, axes = capwin.plot_windows(15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In rotating the windows, the spherical harmonic coefficients of the initial `tapers` centered at the north pole are not modified, but a second set of rotated coefficients are created and stored in the attribute `coeffs`. If you ever forget how you constructed your windows, you can always use the `info()` method to print out all the metadata:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "kind = 'cap'\n", "theta = 30.000000 degrees\n", "lwin = 29\n", "nwin = 900\n", "clat = 45.000000 degrees\n", "clon = 90.000000 degrees\n", "nwinrot = 50\n", "dj_matrix is stored\n", "Taper weights are not set.\n" ] } ], "source": [ "capwin.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, let's calculate the localized power spectrum at two different locations, one in the northern hemisphere and the other in the southern hemisphere. We will use all 34 windows that have concentration factors greater than 0.99:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "k = capwin.get_k(0.99)\n", "\n", "mtse_north, sd_north = capwin.get_multitaperpowerspectrum(clm, k)\n", "mtse_south, sd_south = capwin.get_multitaperpowerspectrum(clm, k, clat=-55., clon=90.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you don't provide the central latitude and longitude of the analysis with the parameters `clat` and `clon`, the coefficients that were created previously using the `rotate()` method will be employed. If these coefficients are not available, the analysis will be performed at the north pole.\n", "\n", "`get_multitaperpowerspectrum` returns a power spectrum whose maximum degree is `ldata - lwin`. This is because localized degrees beyond this limit depend upon coefficients of the global data beyond `ldata`, and these are **not known**. If the global function was truly zero beyond `ldata`, you could simply construct the spherical harmonic coefficients of `clm` to have zeros beyond that degree.\n", "\n", "When a function is multiplied by a window, the power spectrum of the localized function is modified. For the case of stationary and random data, the expectation of this biasing effect can be estimated using two methods. First, we could calculate the \"coupling matrix\" using the method `get_couplingmatrix()`. The expectation of the windowed power spectrum is then simply the multiplication of this matrix by the global spectrum. If you are interested, you can plot the coupling matrix using the built in method `plot_couplingmatrix()`:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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7FMDt6CSF/45ODf10tP8WEfkDNC28FvjamT/2hlW/0PWHz4LLwbd+GK4nRDW7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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = capwin.plot_couplingmatrix(ldata)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, however, we will estimate the expectation of the windowed spectrum using `get_biasedpowerspectrum()` and the global power spectra used to create the data in the northern and southern hemispheres:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "power_north_biased = capwin.get_biasedpowerspectrum(power_north, k)\n", "power_south_biased = capwin.get_biasedpowerspectrum(power_south, k)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that this function returns a spectrum with a maximum degree `ldata+lwin`. In calculating the expectation of the biased power spectrum from the global spectrum, it is assumed implicitly that the global power spectrum is exactly zero for all degrees greater than `ldata`.\n", "\n", "Finally, lets plot the global power spectra, the localized spectra, and the localized expectations. Assuming that the data are unknown above degree `ldata`, we plot only the valid localized spectral estimates up to degree `ldata - lwin`." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[None,\n", " (1e-08, 1.0),\n", " ,\n", " (0, 171),\n", " ]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "degrees2 = np.arange(ldata+capwin.lwin+1)\n", "degrees3 = np.arange(ldata-capwin.lwin+1)\n", "\n", "fig, ax = plt.subplots(1,1)\n", "ax.plot(degrees, power_north, '-k',\n", " degrees, power_south, '--k',\n", " degrees2, power_north_biased, '-r',\n", " degrees2, power_south_biased, '--r',\n", " degrees3, mtse_north, '-b',\n", " degrees3, mtse_south, '--b')\n", "ax.set(yscale='log', xlabel='degree', ylabel='power', xlim=(0,200-capwin.lwin), ylim=(1.e-8, 1.))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As is seen, the expectation of the localized spectrum (red) is significantly biased at low degrees in comparison to the unwindowed global fields. This is not necessarily a problem, because this effect is quantifiable. The actual localized power spectrum (blue) is found to closely resemble the expected value, especially for degrees greater than the window bandwidth of 29. \n", "\n", "In this example, we calculated only the localized power spectrum of a single function. If you were interested in the localized cross-power spectrum of two functions, this could be caluculated using the method `get_multitapercrosspowerspectrum()`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Arbitrary localization windows\n", "\n", "We next demonstrate how to perform a localized spectral analysis over an irregular region. For this example, we will first create a function whose power spectrum is different over the oceans and landmass of Earth, we will then calculate windows that localize these two regions, and finally we will perform a multitaper spectral analysis similar to what we did with the spherical cap localization windows above.\n", "\n", "First, let's read in the spherical harmonic coefficients of Earth's topography (referenced to mean sea level):\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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GSnQpEcgefhzR8wPGj3egBysXVql1uwQnMtb2VTjtbSueR45DjaY2O0xck9Q6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\nSjas4waBYbL9gHTTxytrVJkYzO3abXbWzAjA1S9+Y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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "topo_coeffs = pyshtools.SHCoeffs.from_file('../ExampleDataFiles/srtmp300.msl', 300)\n", "topo = topo_coeffs.expand()\n", "fig, ax = topo.plot_rawdata()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, create a boolean mask that is `True` for elevations that are greater than zero:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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L7mQA7wHwtE0JfWJ6kyxEBpkx9io0lJcYyAjOUsRrMIxQCHqVTURaAJeZH2cr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\nQeM/iwAAAABJRU5ErkJggg==\n", 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HGWtttk3DwT4qUpJjDOIz3uZBAMbwpFX2DtNdTBbJFDJvcNHiBUYwhiEU5qzb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\n+ruNl5YI+Oqbu/nAZ99r/Gc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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "land_mask = pyshtools.SHGrid.from_array(topo.data > 0)\n", "ocean_mask = pyshtools.SHGrid.from_array(topo.data <= 0)\n", "\n", "fig, ax = land_mask.plot_rawdata()\n", "fig2, ax2 = ocean_mask.plot_rawdata()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Constructing localization windows from a boolean mask is simple using the `from_mask()` constructor of the `SHWindow` class. Here, we will use a spherical harmonic bandwidth of 30, and then plot maps and power spectra of the first 20 windows that are concentrated on land:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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cGoAZn3J5gCUfVDogPVQOO7+VHbgSQreg6lQi8zeKxl5/fMi+911rl1uiGXvywsWv9Q8q\npGpeM4qglpTLdVPUeChx0+op2mUZC4BJrfWss+6ngM9rrX9NKfWTwE+H67Yf+1TYeIRKuFi3Gh9j\nRTihydy7yi3Hn+be3Jd4bfFJji2eY8/163gEFNLDXB44yCsHT/D1I3fz1Rtfz8X9xyjmhkCrendF\naad3PVH6ZO2sM8Qb5yC0hK0wwJIeZDEYZr40xnJhkJWFAaqFLBRSxnIwh1H+zwDPA08BZyugzwLn\nMaMBw8ApeOEITGehoghyKZbGxlkZmGfQK4QOPSpM6yHKWN/QqBfgimPSe7qRcLpl+c5/63Lobq/v\nnZjvOYw47gUmIMiDCoAVUHMY5a1K5K64QtQuu3G5jUS0G+KvOu0a6Vo1u+F8t5kk2711z0pTYogC\ne5jmCBe4iZc5ufoyN86eY9/FWbwzECyBNwHTN4xy+5Fn2DM6y8xN45zbdzOrpUGYnYPK14FXoJyB\n66dg/naYPwqDwD6oHMhQnMhRHkqJzWGXE73bo3ycRjGy8d12q02YlZQZWdXiv6vOA63CoAYvTBjj\n1daoUNFStd/xQjn0a4m8PKDaR2/znXZ52D7apYwleeq/G3hr+PnjwBQ7pYxBpIjZGIWV8Hse09im\nwD9Q4cbjz/P2gb/mPcsP8U3PPgEPa9QzmJfhUdBvUCy+ZZDP7Z1kaLDAF49N8srqKZjOGMvYIvVx\nEcKuxU2KYZNwJCXLsI1rmTRLDHI92MvM4l4KZ/fAReAaUCBS8H2MC5d1CUtrUBXQMxgNbRrTA56H\nuUG4vBeupYwrWAkC7ddi2KwDRH83c7uMVrIK+rF9wbSHSft7zn8rc25yDhUeW6I+praEkdk0pp0d\nC8es0uaYFJAqYkTVLasZu0wJqeHer11IgOdklzWdUxsnk6XEIEvs5To3coa7eYzjL15i6IurMAX6\na7BwGQaHYc9d89z3HV/hzve+SGUixe+/7oc4+9Wb4DkProBpJMOOQfmQUcaWMXIcmEyL0mYKEE1D\n0yhjchCaxl1XRC9U2Oz2yA3RJu8KQjuYke2UcTYLnRDTtbLLpKk06b73k2y6yc36mXYpYxr4a6VU\nFfhtrfVHgQNa6ysAWuvLSqn9bfqtzWPjFOYxbW4ZI7VFYBzUrCYfLHNcnWXf09eofDLgyqfhqyum\neb51AG5+QpNfXeGeBx7jhczNPD14B5dHj7CSyUSdiX56EoQ6jKerO4oVNHChibP+y7tCiiXyLC6O\nsvzyKDyl4EWMC1cVGAOOAqcgc6RAKlOiOpem+NwQ/HMWvvRN8MIpWLCjAnsgOwLjfmiVCPBGVxnw\nlusSeESJRfpnPG1X4ybbSEoSEbeWtXLrferjwWyCDmu9Wg2XJYzoFcOyhzGd3GvADKgFyOwDBkCV\nMe3wXHjcElHcrfUucF3L43XfLSRZN3cV0SQcSdh4sQFWGNIF9hanyV0oop6B2afhyVfh+TL4Jbj1\ny3DHqmZweIlv/d6Hefbm21ieHODamT3wuTdBeQ9GkA/D8FE4hQm0OADpPasMDCyF2RVLoeWiv9pM\nmySlEcGaxmQ3o8ImtpGiEPed1g0VsSpeLWJMxbIgq/C4MukoCQ3ZmjKm0KQp44cZk210WS+jYs9W\n/cC2GUbuN9qljP0fWutLSql9wMNKqedY+3rf+VbLZkNc1bCioToLrMCVAXhmhOC4x6W3H2IuN0q5\nmKY6DYVXTWxvFdij4MZxyM1pMrqMRlEqZSkvpY2lzWZXtJ2IfmK9tM27oI02I1z1aed0bayr+Q13\nvbd02AOOX64qPuUgQ3k5S3A5bQTveYzFNQ+Mgn9jmZvveJa79nydE5mXGSwvs3hslPN33sAz99/B\nmWdPsPDsHji/CksZGM7CbQru0qROlBkbm2bYW6jLCGaDkfv89vUn8XeufQ7dZBvNcDMurjefl4dR\nwrIYecyF68rhseEgV/EiLM4bnYw0jLwEQy9D9iSoi6COYAYWfIzitYAZcLBK2Sr12RRbSTDSL8Tb\n2bjPya59SNfmnLXY6T5WybLIMDOpCYb3FUmfKJI7BzcsQ34aVBX25iE3aDp3+7jO8fwrjL1mlmvf\negiKe+DVNFQrkMvDoQG4HXgd+LesMLh3geHsIjlWa53e/rgdkWNd9D6IEznMEbrK7WJhdGh8DRRB\n3XVyY8Ki9dYFkdBvJiBNpZaMxij9ppwSaVJUKJLBp0KZTK08mz3UD9W7frgzjc/BqMCbSZjSzbRF\nGdNaXwr/X1NK/X/AvcAVpdQBrfUVpdRB4GrDAs6ejj6PTsLYZDuqlVBRQldFDdUicAm4BitZOHuY\n4B+OcO3NB3jyX9zN6w89zr7XXWT0ayVuuwxBAPvHwHstrNye4QXvFC9xkumZfVRezZnOxCKmIxG6\nNPQNburoJLrteZibgvmpthX37OnPAOb090zeyd7JO51AXVVTyFpNJ6uJesCJgb3WgmutBgUgD6n9\nJfbceZVvPfSXvOPS33DbmecYvrbICgOc23+cb7zpTv75DW/mifOv5eK5w8zPDVDNVPEOlsncUGLw\n8CL781cZZpEBVpz0z/02ctC9XJ96mutTT7etvNMvRJ8nJ2ByX/hlI30lVyGz2DCHuFJnsybalPU2\n7nY1PH4RCrNwfh4uYHSqPcChGdh/HUYvAzcC+zAKHeGxi9RnpK0QZaV169gvxGPrXHSDz9vQ/52a\nNks7OHv6wdrn0cm7GZu8uz0Fh1j37hIZFhniOntJqwqpVIWF4xNMTM6SO7zK4JuKDF+vQFVRGU1x\n+USOhbtHeDF1nCWGUAcqeN9cJtBpODNu5G4EOBSgTpTJ3FRk8OA8o0NzDPuRMtYfuKkj3ETq9YIX\nOPFK7t7b+fKfm3qc+anH21beo6c/V/t8ePIkRyZPta3s+hQekfKq6xqxaKob24tIUalZxKx1zMqa\nfVe7rozWKuehG9y7fkDXZI9QcY2SpXQPF6Ze5OLUS5s+Xmm9tVNSSuUBT2tdUEoNAg8DvwC8HZjR\nWv9qmMBjXGu9JmZMKaW5r8OX1Sphq5jO7XQFFgvAN4CXMT2AQ5D7ZnjXPk6+/3keeOMf8p6rn+Hk\nQ+cZ+NoKqqop3Zhh8V/kOfcvD/Op1PfwcOHbeOmxW1j58gg8i3HHWSIaKe4Xms2hYztJ3aaQuTyi\n0FpvqoZKKf1u/Yk16+vT0Nq8R+vP06WJXD1so6pRlElTYJCr7OfKlSPMPb4f/kHBkxjxPAHD989y\nz3d+mZ+r/jJv/MxjpP94kaXHzK0Zvgty/xc88S138rkDb+dveDvPFG9naXWQVKbCULbAaGq+pohZ\nt4bdoog1yjy+0zyk3rsl2dT3x1auF3fVqrXMPvPWG8QqYHlMlsTR8LOHUZ7mgHPA03D2VfjGsmlZ\nFzCeikeBW9NwywSkbgJ1ENPhtck7ykQWsbgiBs1dLXsNV6lKUoAbtbWtxNS1GfUXbEo+lVL6Pv1w\nJ6rkoGuWnDRlcqwywArDFBjTc4xWFxitzDNanidTKaEDxaoeYI4xLnsHOe/dwCv+Cc5WjzE9v4/K\n5QHUUoCXCvDyAWqsSnp8hdGJOUbUAnmMe7ffNyOtGuUoBK5lxZ0P000YESWb8Na47G83j6j7t9R2\n/pj+jXZXqSHRLHj1I0rKuQemK1UNo8Mq4dQzJfywX2EnLY+mH6+PG1NhZHo/oOoGiU2cZjTcrRzZ\n694XwUfUBzYkn+2wjB0APquU0mF5f6C1flgp9RXg00qp9wFngQfa8Ftbw7rZpDxMzyLMscwssGjc\nF//0fl46fBufHn4v06+b4N3/70O8hm+QVmVe5Qhf09/E3/FWvsDbuP61I5S/nDOuZFdMEbsqi+Iu\nzOplsS8rG3FlsXkT4rjZwHwCqrERMp8qWUoMscR8fgUOVuHGlFHESsDNmqEbC9ylv8Eb5p5g7JFF\nHv0H+KeLpi/8lhfgjgq8NvcUmclV/HyFfQPXuDqwnxKZWoclE7om+n0Y72BJPisVi/Wr1vbs3ua8\nBWwLHp8g2ZLk3dWsLxl/nm1SD5tu3iboWCF6/svhuuiS1sa/KhjD7gxwtQwT03AgF2ZTXCKyrlWd\n4+N1dBWxRklGeolGmSHXuzfbRY80C1Fa8BTL5LnOXso6wxKDFCpDLC6MUrw2CFdToeeKNrLqATll\nRgnGMIMCg1XUDatk8qvkh5YZSK2SwywmRqwcuib2yMVZF13XeY8rYq7Caf03GsdGCa0Q+dB4NStW\nvWthvWyZhB26SaIO3UcDA2uJ96W80BrWH06Ya9myMqa1fgW4J2H9DPCOrZbfVjzCAHQFfgaqhzFd\nBY/abKOlS/B3hzk/dCMPrb6Hr7zhDdyUfhmfKjOMc2HhGJdePMbiC8NUn0mb0eDp8PB+VcR2sdK1\nHnaMRoevsEaJMCITux2FXNuIpqiQZ5mx/AzFYzlmSwdNps8S+MdL5I/NM86sOXYI9uVMSEPZg9sG\nIT8O1UEgpRlghVHmKJFmlQHnBdC/SpjLeiO2UTckGpXsaayFuhpbF78MjZ5lqwi4CT88Zx2Y9q1I\nZKGx04NUMcpZBcjAcNpYwqqYMLI0ZpqxfQryaVBx5c7H9eiJFBK3nlaB2a3t0Haedw/l8rFd2gpp\nlhlkQY8yd2Uf5VcyBM/58A3PeBecIZyDUUM6A2MZ03jeBdwB/s0VBoYLjA7MMegv12JqTUe5/zwI\nZLLq7UXV3jaqThFLhZYwq1RZK6RViyv4eLF7VT/pc38SxdWb867iJfaZ+ol2JfDofuy8NRlgSJke\n7NweqNyMGRqbMztpH85B6R9zXOUQcxfHOTt2CpXSlEoZVmfylM4PmOmcrmJ6G6skz9vTL/T3c78l\nIt/wJLOEu58d1fFCD3zb1ETNrLGOFRnz5wiGfNQpzdLYIJVSivxYgZGROarK49WhA2TeVGLfUpGB\nlyDwYPgY6G+FS6cO8ErqOPOMUSGFT0CKcvi70UvBqh+9/kKuT6oSrVtfaK1raW+fP7C28+y6wa2X\nEMLFKl9uEg93X5Nl2SheNq7RujTamLEsDA3DsQCGV6FQBl8ZBW10APLD1KYSqau7G5tWbzSuNyvv\nxraoPmeQ4BClT4pa4opSVMs+FHzj9HIFo4yVQ0HKKCO7RzHynNKk8hWGBgoM+wXyarmmiKkWW5Ne\nQye0/9rp7rqd/fqIMp9oCLKfgjg7i5u2w3y30zlXa8qWcUVUNYuvvb7xpCqR22g/X3/b2Ef2sT55\nWzdkdyhj7n1NYToDKFA5WNkPpSEoL4OuAsOwmoJXQX/Fp3h1kOL4oBneLWJcERfCpR+TdQhrsMHL\njV7IrpLTiCjoVNWts3Yy+z1NmTzLkILUaJn53Cjlapp8epnB9BKLDPF07lbUG2Dvvmmy10sEyuPS\ngTxzJ4d4cewkz3q3cIlDFBiiTBqNV6t/NOeJ/dYfbDy7l2a9NM6dpi2/bJUZV2Fx3foaucPZd5wb\n9ghrFbL4+95mpLXuglaMbPbDLGTGYCwNg6tQKpldMllI50ENYmLNMiRPBeKKpqtI9lsCj1ZJuged\npkc0j0hkTeKDDCXyapni0DzLhwLKhQH0Ssq8o7OY7LIBMODBQeA24KQmfbTI4NgCIykTF5Zx4nT6\nl/q8iEYtiBJ0WNzsf9Hg4fYn7+gX1maqjK6vfTdHzovmGidluNwN2Sxdl0S1xmmx/9gdypiL2wHI\nAssZWMzA8lhk3RrANNrTmIY8h7lSNtDcLsKuQNeCZtbXut3mIslY4TaqroLkrrOdgYwqMZhboopP\nigo5iiwwylPcycrRAQ4dvcQgS5RJc529XOAIFznEdfYxzygl0riTSda7SvSHm4q53kZz0AlbIuJb\n15+OoJNESnFbCjK4iph7avHU6FbJiXfykxSh+D42GMx1Z7TrAsyg1TB4echWIWuVxVS4zS4+rOnP\nxS9H3KJnf7/R/t1MKxlk4t93QhGzv9tDTYMfmmwVGk8FpIYqLBwrsjQ4Qml/nurNPtXzPsylzft8\nQKP2V/CPV/GPVRg+NMf48HWGWay1vYZeErDNoGru61FbFNTd+iDBJU4Usc0RH7S1Cm40ZUCUGMy1\nfJl7lFRav+M5PZYA3bONf2t0hzLWrOHvxDV383cMYLwUy0QR5z6EsZNRqmUb19BDLymhfQROzygy\nJpiXtm3qdevSAAAgAElEQVQ0zdgidfvYODLbkCSLc3SUaYLN5I1GAVulGroYpimzwgBnOc4cYwyy\nhEdAiQxL5CkwzBKDFMk4SljUtNvf77eg37iSm5zlq7uCnds2cWWjGLCkuJ8kK5dLo1gy+zv2u82y\n6Cpt8cyLzerqWtSaJevA2detS9JE1r1APJ4v7n6o2Nk3cn0vvKfedcapyyhSOVYZyhVYPTLD0uFB\nFu8ZpjA3RGV5ACo+Kl0hM7zE0GiBMW+OIQrkWA2n+qh3Ie9/FO6AXZAwAmBTffQbGxHvTkmCmcxZ\n1d5NkXLmvqfrs17uvkQqKuF93s1sruHsDmWsUcPf7hduUntiMyzaQHXXGhqPlxB2La77hpvwwXp4\nR/t5tb0tQU2J02vcDew61/9eYX3JVRjv5WMDfyukQoUri08V619ewadElgq+oxzaFMU91KtqE15f\nB3G2QFJbZ5UmqxTFL5H9bo+1Fq+NvAeb9dniiuNGMztC7ypicTZzbbeDHm8ufKph1thSmOZ+kT2p\naYrjGaqjKQhjdn2/TFaVanM69ef8TBsj7qLY79RboNyIuXo6lTjCzjeqqNayK9vZwlyS+g1C92Id\nTjdKdyhjFvfl3ImBmKR2xh2V7L/BH6ENBLVGOxIgL1SR3Ibajqm6eDVFKwp6VnXKnPXbD3BnlHdd\nGhQVNKpmTLDzi7gTcGoUFfzacVaha5MzXE+x284XiFwM7cC2a4GyA012Di/XBbHRe8PGjrXyTrG/\naxU9N5wh3oeIz6uVdA6w9ia6iT56NVyiF94vbdRH3Byla12C6wes2hED40bf2ElwfVU1illqpa4N\nVwSkaukS6uNp2+ZC3HPsrnOukKKCXxvsVOhwYDNVe796BGQphnN+lWmvd4U7X5Yh/hxYR8ZIPnuh\nEdm92Pu1mWepe5QxN+7AkpRFqlODV736ghc6jjsbiEKHTbhptu28XQBlUgS12Wg8p3MQKVqRs2D9\nlNEKTRA+xPER2npf80ips9NExveLuyYK3YeRgDa92K3ylQqXHCZJUZ7I3XoJk3yoQDS5crN21YqW\nbZO9BvvZfW093MQgSafXSCTdeLdG2+1v9CK99n5pg0u+mygoysMSDR9Za5Q7oFR/3OZ/V2M9DHTt\nF7y6TlKkDLpq4W5IjCAYSmQoh8nlq/ihu/8g86VRllcH0cUUKq0ZGZplIjXNOHMMUiBFpY0Ssr41\nMpJPJfLZtUT9rnjIdqt0jzJmXWhc1xkb5G1rmaSwCUKHscpYhVTtpe6FaejzrJChhEKH42dmKZNy\n3AWNohUpZD7upMMWbwM9oKSMiFFcmChi3U7bojCs8pPGKGEDwF7gEFT2exSHMgR4ZBeKpC5U8c5j\nUn0XINY3rS+z0fdmypTbR2hkVWvUj4gre0nJLeLrGu0rbJ31XEhbot6Z23yq1tynrfXeWibqlbLN\nZk9zO7eREK7txO4ulzxhLWXSFMlQJkORLDNMML2wj+sX9lJ4dQRm0jAIwyen2X/oMkeGX+Wwf5ER\nFupCFTqJWMJ6hyjfaK8rY1DvR29HSm32LcJtCkknL+wY1p87S4khlhhhnkGW8AlYJs8iwxQYQjNA\nmTS2A2BGaOtjw7ZCv0+AKGwQhUlItBc4BdW7PGZPjXBu/BArDHC0+ip7nl8g/2gJ/4nAzLu05Bzr\nxpC5STrc9VZ0m4neesmY/Nh+bo+mkrBfs9+xS7fFXQkhrkIVCYYZjrIOYlUCqjXPgwAPP/y+9V+X\nISmhMXbetBIZ5vUo5/UNzD5xkPLns/CPAZwvw6hi8Vv2sPSuIVbfmCU3skqGIjlW8UW6hBg24k9t\nop/XXcqY+xJ24x7cTkGZqF2X/qiwDbhug37YbchQYoQFDnCVCWZIUWaRYWaYIMXe0GAdzRViiEaC\nBaGtPtfWOjYG3AFPnbyVh0fexhd5Cxc5zEnvZSZvmmIy9/fckX/JZIi9iMkWa90Qk5J6bBQ3bsyW\nl+R+6O7n0mpyjk7GFgsdwat1f41jWJoyacpU8ajUUmmk2zZgJQjNsNbZAI+VygBzFw5QfiQDf7kM\n33gZKk+DdwBmXkcwNMzy/hHm7hpjD9Nka5MtCkISvZ7AAyKLmI2BcP9b+19rUz4JQluwHQjropii\nTJZVhlhkghn2cY0cK4ywSDrMfmj80dOsknVcdGwOgh5PWSa0hba4ubhZYD0gD9P7h3l05HV87vy3\n87W/uZflr+U5d/hmzn37Ca7fsY//++5PcOOFC6gloqQerfpWuMk64pNLxxN4JE0LY/dL8kJLSs5h\nvSHi/fOkeGJhc8Qn1m6kKG8Qd/4qO6BlHb6tc5hRzCBFFY8MABXStahXucFCp7AThacp42lNdTkF\nlz24Pg/LrwIXgEHQVch6pLIBA2FYgl/LhCQDB0ISvaqM2ZeArb87Iai72Ll3bcYw6dMK24BXs3GZ\nkV07opuhRI5VBllikAJpyhTJUGCYRYZZJk+JdC1nV5ScQ4R2N2O9ytvWzbQKWWiFKmTzvJS6iWdf\nuZ2Zjw/BNx5jde8QhdUTDGYmueP4Uxy/7SLqvIYFIrdvtzPeiHg4TjwJiKuINSrH3c9+b7TO/c2k\nejQ6XmhM/Hop1l6/pAm/N0h94iE3cYfxEDDZ6YxvaiW0UNjUSAozEa7EdQmdwsZ6l0mT81ZIDa1S\n3evBvhzMH4XUAJw4QPadAYfe8gIn977ASZ5nmEXM/GCp0DYmCplg0GGrtRk6rowppb4N+DBGYn9X\na/2ra3ZyFTGrdEW5PNe+2N30zRUEoaPYaRhtqluTEpna/F5W0fJDRS1DiQylMEdTUHPOMeEtoojt\ndmyalbbMa2T7qhWM6+EqeFUzEfjK7AA8uQxzX4DZPax+7i2cO3aCJ26+m+88+Veor2rURUzsWIB5\nG2w2+jjOemMOdrDNbd/j3rt2XStK22bzPewGGlko4+tchdx+byNuyoz6jIrUWsko+by0k0JnSVNG\nEZDDZ9hbZHzPVebu3U8lGCR99kZGsxPsf8MVjr3j77hz7ElOqRcZKheYTo1zTe1jkWGKEr0thETW\n/M0ld+moMqaU8oDfBN6OiVB4VCn1kNb62bU7EylirjJWpV7hsi6KYmAQtgnTPwnCz0boyqRZZpAF\nRsmzQoUUAR4lsrUuhXVJjA/i2zKF3UlH0gpUMfFfMzC2OseR6gX2Dl5n+shRWMxDdRXmS6zOjDGd\n2kNlL/jDQIatexm0elzSfhvN2teK0tZvJE07sFHc2D2rcLnrXIV4G96rdrJ6267G53BUElcrdBgP\nTYoqA6wy7s1ycvBlXn1bidJbMxxQV7iXR3nX8p/xLRceZeLFeVQWCjcP8JV9r+UbvKYWiiAx4IJN\nSwTVTce8dtoydi/wgtb6LIBS6pPAu4FkZSzpJZuUOdF1yxGEDqNCnx2jXJmHbZUc84ySCgPQB1nC\nQ7NMnnlGWSVHNYyQ0HUl+XgiuEK7sF4F1jI2B4MvlLlj9Dlec+s3eO59d8Kv/xDMALfmGLjzJfYH\n10ivUO/yDVEm280QF+mk9rwt6dJ3KW5Gy04qna6C1iHvqwAVThMSOOu8Wiem6tjHBKGTKDRpyoyw\nQIYSN6Ve5jhnuXf+K7z58a8w8DsrXPtqEb8IY6+FzPeVOfbAOc6rG7jGvp2uvtBlbCWDa6eVsSPA\neef7qxgFbS1JbW/A2slJLWIVE7YJI36RhauKT5EsiwyjURTJkWcJhbGYLYVRZDYQ3bikBSjpYAid\nQgMlYBa8Z+GuG57kO0/9EfPfNcKXbnkTSzPDHDh+kTfc/s+8vvxV1FmNmg+P2aqCtJH5xCC5k++u\nS0rQ1CxpU7w8q/T1Q/6HuALbahbJpP2arYvHC7bLXbXup4yzd5UU5bBwOzil8aiQotIlYezC7sC6\nxKYpM8AKe9U13hB8lW969XEG/3yW5/8WnroOBzXcMQETM5qsLrbHxVzoQzb/wun+lk/cEYUuQDmf\njCHCr2VKLJGhwFDY0fDDySSzoQuDcsJZRJC7lbiXd0/NUOTG/CwDZ2H/UzO8ZfAfyRwtc+ro88yv\njHM48yr3Bo9yz6tPop7TMI2xptlTbcUS0ixZxnpJOZL2W29dHLeO9jfi65JcLns1yUfS+6+Ru2c8\ngYpLkiuquy7pGrb1OtkWUIXTfZg5GK2roo23sHONCcJ2YR6ZgAwlhigwquYYrCzhFWCoAgcVTIxC\n5ihUD/jMqnGWyVMhJRZcoW10Whm7ABxzvh8N19Vz9nT0eXQSxiY7Wimhz5mbgvmpthX37OnP1D7v\nmbyDvZN31kZydehys8JAbYTXdipMHFmv9f52FzaZho7laddhL1U5+7hHbfaOXp96mutTT2/y6LWc\nfoFa1SbHYXI/cB1ST2iO6su8q/g5bh97juVUnuHCIgemr7HnuQV4HpjFWMbWC2SMK1nxGC03Dilp\nv80QL8+SpDQkKWjxQE2rdPgN9m107jsZ5NlsINKtl3t+Xmx9IwWtgdI2NQtT0zS/Ji1y9vSDtc+j\nk3czNnl3+OR4YYZZ8J20nEGokOlazK20m0LE3NTjzE893rbyHj39udrnw5M3cdPkDZRJs6BGmJ8Y\nYfD11zhxCQ5cgfRhUG/xmX7NCOfUMRYYoURGBg6EGhemXuTi1EubPl5p3bkRYKWUDzyHSeBxCfgy\n8H1a62ecfTT39dAotNB7PKLQWm/qza6U0u/Wn6h9N/0eP+xOUOs+gJkQOnA6EtJQdzdWyUqez0jX\nYvtsMm6LciYr2CoPqfduSTb1/ayN70kDw8A+jKP4YSAPrALXMMNhlzBp7a2bou3I29ikpJgviJIq\nrZcww7oVuvs1Wmd/u5XyUi2siytdrotjPFPvesk/qs5x242dP64Rtk5xi5c9H/d62/2g/lonxaI5\n69Rfsin5VErp+/TDydtCfwGV8IzZ05A5xoT1eETdv6W288f0bzhrjCyOMc8xznJn5WnunH+a3NcD\nvIJG71HMnhjhxaPHeYy7ucwhFhihQrpNZyP0Gx9RH9iQfHbUMqa1riql3g88TJTa/pl1DhOErsZN\nwKHDrrnFzo2zueSmwvbSfGLZRlmydC19bRcMIrmWEVeZKmCSeixglK8sUcbFhXBxkyC5ytx6/eBW\nFJNGylzSftvxqMQV1laTiXTzeEqreYCs8myTvcQtls3WdQB3IuikZ0wGsYSdIMBnmTyXOEzVT3F9\nfA97/8UMOb3KqspyPbWXCxzmCgdZYpCqZFEU2kjHY8a01n8F3Nrp3xGE7WBtvzHyy6riNXBrE7oT\nozbrRO2j2f2zMyQF7HhsWXySZtuPrWAUrzLGImbXlzFxYpXY/sTKaeay2ApJ+yUpaFt5TBqV10rd\n7W2LW9Dc+Lle8DCOK2TxlPVJSTmS4sa2FRUaWJt1Zrv9wgv9hZG3Milj8VIpCmqIC9kl0pQpk2KZ\nQRYZZpk85VpyLkFoD92fwEMQegJJ0dFr2Du2uXtmHRV3+I7bDndSfJB1c4tn46vGjifh+E7VdSvH\nxg0mjRS+Vn83fq6tJotqNaPhVmll/je3ztY10Y0bW49G8WTQYdGWjqzQfQT4lELPlhJp5hmthR9U\nSFEmLRk/hY4gUiUIwq7GuJYmpZ/rAdxkFTYDXrxz7k4PElc44p35bg3V2YqS2GqmxqRt8euzndem\nUWbEOG5WyXhmRFtO/LuVlXjCFdeaJiNLwi5Dh7k9TXIuj3I4A54bBx7UPTTd2FgKvYgoY4Ig7Fps\nEhYX0y/tIWUM6l324nFgzfoMgbM9HjNky91O1lMA2lWfpNtry05yXXQVl+0QjVYVIfd6xDNL2u3u\n+ViFLWmCbxs3lqTQCcKuQYWx4OYBcd8FkmBG6BSijAmCIPQqjSY3th1uWD+RRpILoLW2bHeMejOL\nTKtJQTZLI8tX0vXpNK7lyqdx1kPP2X+zuNYwN95M+prCLsRYwfzaN0HYDkQZEwRB2CB2VqQdJ8nS\nEXczqxJ1rOOKRaP4op3ojK+Xyr3T/aL4+drrtpOKiXVTtBYr1WSdi5u0w/3s3nureNl18WQeoowJ\nuxI3KVcKUciE7UCUMUEQakSTre7OaVeNQai5GcQqYl1xbdzkHZakijWzNm1kfSdwJy1uxnZbpxop\nYtuRwMP93fj/pHWNknDgrHfXNVK8XOW+KwRcEHaKpAdPEDqDKGOCINSwKtjuzQ2pwr+NrV5do4hZ\ntmK5cRW5nYgT0qxVJpPYCVfBpN/brsQWjX476V6784dBZC3znM/NFDXXumYtaZLAQxAEYdsQZUwQ\nBAcd9uO6wAVvB1ChOtozNErO0WrWfTeL3k7Q6uTCzdKtb0fdo8j97fvNpDrY5BpJbqXWTbUSW+9O\nBu7Ki5WReNxhO+LQBEEQhJaRnEmCINSwCXyFHqGZ+2ErrbvtxHfzmyCufFSdZTtF1U2isVPXq1Xl\nNQlr8bLY65pUZqeTpQiCIAg1xDImCEKNrnK/E9ZnvZivVjIp7iRJKfmTFEmrNFRj67fTiOley0bz\nc3USNzGLtX75tHYPfRrHiNkyJZOiIAjCjiDKmCAIQq/S6uTF3Uo8qUTS+kbHbfcEzHHcxCOdqEs8\nUYgbB2aXRpkSXeJ5CNz5yNwyBUEQhB1BlDFBEARh52nVrdLu2y3KZicVQ9fy5i7N3BUbXZt4BkWL\nWMIEQRB2FFHGBEEQhO6n2+KYGtVnvWkGkmiWfj5I+J1m18IqtY3K3GwdBUEQhI6wJS93pdTPK6Ve\nVUp9LVy+zdn200qpF5RSzyil7t96VQVBEAShB1hvAus4W0nM0azMeIydy0brKAiCIHSEdljG/rvW\n+r+7K5RStwMPALcDR4HPK6Vu1lpL0y8IgiD0J/FEGHHsZMrxYdD1smJWSU7WYRWqpAyP61kSu8nK\nKAiCsItpR/6npFfOu4FPaq0rWuszwAvAvW34LUEQBEHoXpplJGy0vlkMnDvHWVIK+kbHNosFU+ts\nFwRBELaNdihj71dKPaaU+qhSajRcdwQ47+xzIVwnCIIgCP1JM+WIJtsaZUO0WRMh2XpmLWKiVAmC\nIPQs67opKqX+GjjgrsK8Fn4G+C3gF7XWWin1S8BvAD+84VqcPR19Hp2EsckNFyEINeamYH6qbcU9\ne/oztc97J+9g7+QdbStb2F1cn3qa61NPt628089Hnyf3mEXoY6xy1iHla2raLO3g7OkHa59HJ+9m\nbPLu9hQs7Ermph5nfurxtpX36OnP1T4fnjzJkclTbStb2H1cmHqRi1Mvbfp41a4wLqXUceBPtdav\nVUr9FKC11r8abvsr4Oe11l9KOE5zn4SSCR3kEYXWelPdF6WUfrf+RLtrJAgAPKTeuyXZ1P+q3TUS\nuo54Io52ZnFcB/UXbEo+lVL6Pv1weyohCAk8ou7fUtv5Y/o32l0lQajxEfWBDcnnVrMpHnS+fhfw\njfDznwDfq5TKKKVOAKeAL2/ltwRBEARhV9Nscmdonj1REARB6Eq2mk3x15RS92DCis8A/w+A1vpp\npdSngaeBMvDvJJOiIAiCIGwCq4Ctl3SjHVHggiAIwrayJWVMa/0DTbb9F+C/bKV8QRAEQdjVtJr1\nULIjCoIg9CQyjiYIgiAIgiAIgrADtGPSZ0EQBEGop5ljulhwBEEQBAEQZUwQBEHoFPGEEusloBAE\nQRCEXYYoY4IgCMLmCGhuAYujw2MsopwJgiAIuxxRxgShCzFzu27Ml0tt+AhB2CB20uFG31stI+mz\nJKBYi3t9d9H1UXUae2P0broogiD0LaKMCcIOY/paas06nTizazNanWRIlDahRXTsP9BiP7l1bHke\n9YqH+3+3EL/erjK20eagq2muwbcysJQkmo1KEwRB6GZEGROEHaK+f+ux1U6Dxm+hY6LxqG7ImCFd\nmV1AM4HYromE40qez9p67QZh7MuJm+tvpELjbdikWo8Ky2kmvMYrtpkf7G4QKEEQuh1RxgRhh9Bh\nl2S7CTYwxO71Z89QSKLbbnVS8o++sg41oE/P0Wu7SXVrv9tcSRMEQdg++rc1mpuSMru9zE6V26m6\ntonrU0+Hn1Rs2UqZT7W4Z/w3Gy/Xp54mwKOKR9DGEeTo/NvHbi6zhsYoMJtZwv7q1ExnqtaWcmPn\nN3XN+b41I0uNqen2lLPpMtd7LDdT5gZod7nKaUHM9820djoso8r81Ndrn5strvN3o8vohXVbaKHM\njQrY3NTjG9p/p8rsVLm9UmY7uTD1Yk+U2alypcyt0b/K2PyUlNntZXaq3E7VtU3YDrmJiwhqy1Z6\nlNMtK2MbLdMLF1HGurLMILboLSx0uTIGdfWdmna+x69Do2WdR2zHlbGNlNnqOW9gmboeW7cFTLum\nN6mA1WNv8+zUk62K8jp1i5b5qSdaGJqqb6ubLaCZ74Di0IkyO1Vur5TZTi5OvdQTZXaqXClza4ib\noiDsECp0VLQEeOhNK2TxnOHtwC2zTaYHob3sjOdX99FqL9xNEtKonE4+Rt1cZpvL3WpMWIRykhl5\nm0hstHU2ci7R5YunChXah7yPhP5ClDFB6BK2ElNhuijt7Z11okxB2FHWE+deUZykL9q1eGFyEp+g\nhQQigiAIoLTe2VZdKSWvFaHjaK03NTQp8il0GpFNoZvZjHyKbArbgbSdQjezIfnUWsuyAwtmrPSm\nLZbxBeB9O1T/fw88CqwCv9fC/j8BXALmgI8CaWfbOPBZoAC8AnzfTt+f3byIbIpsdvMi8iny2a2L\nyKbIZrcuIpvdLZtiP985mo7MKKW6PcHxBeBDwO+ut6NS6p3AfwLeBhwHTgK/4OzyW5gHbB/w/cBH\nlFK3t7vCQsuIbEaIbHYfIp8RIp/dhchmhMhmdyGyGdF9srnT2mCbNeejwB8BV4FrwP8I1yvgZ4Ez\nwGXgfwEj4bbjmBGDHwDOhsd+0CnTAz4IvAjMYzTzI+G224CHgWngGeC7neM+Bvwm8GfAAvBPwIlw\n2xfD3yyE274beCtwHiNAl4CPA2PAn4Z1mg4/Hw7L+CWgAiyHZdhzrY1+ACPAg+HxrwA/49TvB4G/\nB34dmAFeAr5tE9f8Q6wzSgH8AfBLzve3AZfCz3mgCJx0tn8c+JWdlieRTZHN3SCbIp8in928iGyK\nbHbrIrIpstk2WdppYW7jQ+EBjwH/DcgBGeDN4bb3Ac+HD0E+fHgejD0Yvx0e81qMxnxruP0/Ao8D\np8Lvd2FMnHngXPhAKeDu8GG8zXkwrgGvD+v2v4FPOPUN7IMSfn8rUAZ+BUgDWWAC+Nfh50HgU8Bn\nnWO+QMxkjJl1xz4YD2JMsfnwPJ8D/o3zYBTDa6OAHwUuOOX8JPAnbXowHqO+0ZgI6zkO3AMUYvv/\nB+ChnZYpkU2RzX6XTZFPkc9uXkQ2RTa7dRHZFNlsqzzttEC38cF4E3AF8BK2fR74Uef7LUApFNjj\n4U065Gz/EvBA+PlZ4F0JZT4AfDG27n8CPxd+/hjwO862bweedr7X+e+GD8Yqjl9rwm/eA0w735Me\njAC4KTy3on3Aw20/Avxt+PkHgeedbQPhddi/weveyoPxInC/8z0V1vMYcB9wMbb/D9t69sMisimy\n2c2LyKfIZ7cuIpsim926iGyKbLZz6afU9jcAZ7XWSUmED2PMwZazmJtzwFl3xfm8DAw55b6cUOZx\n4E1KKTudqQJ8zMiA5XKDMhtxTWtdtl+UUgPAh4F3YszHChhSSikdSlAT9mLO8Zyz7ixwJKl+WusV\npZQK63h1nbI3SgFjvraMYvyXFxO22e2Lba7DTiKyWY/IZnch8lmPyGf3ILJZj8hm9yCyWY/I5hbo\npwQe54FjSqmkc7qIEWTLcYx59krCvknlnmywfkprPREu41rrEa31+zdacYe4sH8AuBl4o9Z6DHhL\nuF412N/lOuYc4+d9YQv12yxPYUzqlnuAK1rrWYwpP6WUcq/x3eEx/YLIZj0im92FyGc9Ip/dg8hm\nPSKb3YPIZj0im1ugn5SxL2OCEP+rUiqvlMoqpd4cbvtD4CeUUjcqpYaAXwY+6YxoNJsL4KPAh5RS\npwCUUncppcYxQZK3KKW+XymVUkqllVJvUErd2mJ9L2NMu80YBlaABaXUBHA6tv1KozLCc/s08MtK\nqSGl1HFMqs/fb7F+TVFK+UqpHGZkJhVe70bZeB4EfkgpdXt47X4WY1JHa70M/DHwi+F9uw/4jnbV\ns0sQ2XQQ2ew6RD4dRD67CpFNB5HNrkJk00Fkc4vspI9kuxdMZpvPYjT0q8CHw/U2s805jDB9HBgN\nt1n/Xc8p528J/WKJMtu8jMls8yWi7DI3Yx4Qm0nn88Brw20fA37RKfOtwDnn+49gRk9mgPfEt4f7\nHML46C5i/Ij/rVtXjM/yc5isN/Zc3WDKMYyAXcWYi+OZbf4u9nvusT8N/HmTa/3zGB/cqrP853Db\nDZhsO0ed/X8c0xisN+fDGeB7dlqWRDZFNneLbIp8inx28yKyKbLZrYvIpshmuxYVVkwQBEEQBEEQ\nBEHYRvrJTVEQBEEQBEEQBKFnEGVMEARBEARBEARhBxBlTBAEQRAEQRAEYQcQZUwQBEEQBEEQBGEH\n2PFJn5VSkkFE6Dha62apZBsi8il0GpFNoZvZjHyKbArbgbSdQjezEfnccWUM4Mf1r7S9zH86/Xm+\n5fQ7pMwuLrNT5cbL/LD64JbKCya2WqN6Ti/D6fzuLLNT5fZqmd7M1sp7p/7jhtsUuulkNkm8cPpT\n3Hz6e5ruo2HDJb94+pPcsk65G6WVuvZama1e2xdPf5JTp793izVbv9zPqe/adFn6yXbUqJ7TvwWn\n/52U2e3lbkeZ6q6tlfeMPr61AmL85uk53n96rOvL7FS5UmZ9mbersxsqoyuUMUEQBGHjeGzfAK+u\n/bdq3sYUsnhNNzWk3UK569Gu3+0E5qquf0aKztz7TpUrCIKws2jn/3pt3Pa/JUQZEwRB6GE20nXe\nyitGr7G1tf5C0ygC/NoxHsEWahK9Tm0NAjwan11Uz63+bi/Qfd0MQRCEncS8vbzwv9/kPRC0NBwG\n7T+WQH4AACAASURBVG5J+1YZOzp5k5TZ5WV2qtxO1bVdTKZ3b5mdKnc3l7lWSUpGhXs2Y2Lyzi0d\n36hOE5OvqX1uh0KkUYxP3hUqYc3ZSL2bnf9m2e4ym12T9a5FJ+raTibfKGX2Qrm9UmY7uXcy1xNl\ndqrcbi7Tfed882S26b6tvC/ibWw76qm03lmXBKWU7kTMmCBYPqw+uKVA33bHjAmCxZvZWhD6t+s/\nCkfyWlFKgoYuaJrGnXiPoOUxwKBOCUs6qtUxx+YqZryUesuYXqPw9bM1KEi8Uq1eObu3TpSNv1T/\n56YTeHQiZkwQLOqurbWd7Y4ZA9PGxjvyza32wvawtm3byHstqaT17uvt6mzvJfDoHZprzJuJoxAE\nQdgKKlSlXGzn3G2v1rcOJStPttWLd/mTXmVJbaDapCUsqbW1CkPcWVLF4gA2+5J1r1uvtOTuVVr/\nHZS8TTt/dyVrH6G1SJ+6fbjXu+eva9RSqdqTtJETat1y3+joHr+A20Dyuyrpqq/X9itnv3a+JUQZ\nC7Gv8kis7cisro0o+1TxqSbewioeVVLhntFRBnlQBEHoDPGkD0kZ+TauXKx9VWlU+AKKvjdS4Nxj\nvZrtZm2nJdp7bavrrjO/kxx4bc/fPe+4ouief6OMhUkKbC/gnr/B7RA2uz+KnlbAksShmYHY3T8e\ny2+VA3cf9/KpsOz4K136wRvHvdZ9QvQk2WGhRoK4tv2z35Pap3jLmFSajYRau02EsxmN71FQ1wTo\nhv8lZmxDNHreky5jgFcL7FNoUlRIUSFDkSwlshRrn90Ho4JPiUy4R5YSaSqkKZGhir/F8Vpht+N6\nEqtWRCi+Tx+99ITGJLlPRC+MVno/9Va0JLe1+t+oP8YeZ441CpgdvDLpO6r4NafKoFY/M5Dlx/aK\nOhiNnSvjdWvsrqmd34y7NMbr38lsgs1K3urbIa6UN7rj0TnGle0dJLmi6+/rWrMatXv2VKvh/kH4\n2SoFFaecinO8B/hhuanwsxdbb7+3evM2cp79Sp8pYhAN/qy120drLa4Ldf1wf/3wP1BrP73QEOCF\nW82vuM+6XzeABVCtJUzabQK2Ndx3SNLYjfu/nfS9MgbGauWiIDGbirvOp0qWInmWGGaRceYYY45R\n5hlhgSyr+FSp4lMkxzJ5FhlmhnHmGWORYZbJs0yeMum6zoUgbIRAG4VMAb4f22g7BBaPtaPDtgNi\nqba/jkJ30Cjuq1kElqtAtf4bCjc+wh5vOw1+qFalqJCmTIoKfvjZqFpBrdNht5RIUw4HssrhYFaA\nV2dR2wrNYuK2i0b3oV3nuNUyW0mI0hHiHfR4O+fSikuh3a+KUbDK4VJKWKwyViVqG63C5QMZIAdk\nwyUXrrP7rFffZnXveRe9TbBDItZJ3MGlZK+E+iH5AEWFlDNwn6ZElhIZKqGHlRe2oxlK5Fglz3I4\n3L8atqdB3QCTVdfMWr/Wxkq/szfoa2XM9EGj1k4RkKJa6xSkHJfDAK/2IFTwKZPGpwoo8qywn6uc\nWDnP/mvT+OeqeFcC1JJGa0WQ9wgmPCqHfQrHclzKH+CCOsIVDjDDBCsMUCRLhVQT06iwq7BiGeuE\nBAFUwyWohv816PC/UuB7ZvF8o5z5PvhmhMFYzpIUNNsJqIL26X2FLH6OcVrtsPUZHkGDDnWzF3L9\n6zoehB7UXvBe+LL3w9+qkqJKmjKZ0DcgU/MgKIWKWImMs92oWeWwE6FqXgUrDLDCAEsMskyeVUx2\nqjLpcIS3cf2tW09jZXP9ZMXb1V2JYkrq75HRG0wtNhtYvva3tv/ItmHbpyT/IKs4uZapFPXWK02k\naK0A88AsMAcsAAVgNdxWIbKaWTGxStgAMBwuo8AIMAQMYhSzjFPnVhUy2J1KmKWvzlvHnldj66/f\nQ9Ws/eVQ8VoJB+/nGGOWcabZwwwTzDPCCnkq+KSpMMwCe5jmAFc5yGUOcpl9XGOUeXLVVbKlEl4V\nKmmPcsqn7Ked4a8URtAC6Xf2AH2kjNWPPuhaS61q2zKUyLPMMAWGWGQwHGlQaIpkWWCEWcaZYYIF\nhplnhAJDAEwwTbpcYeTKEnwZ+AosXIBSCTJ5GDkIvAaG3lhg8NYV8vuLkNU1xxw7Xtwr1vmog1OP\n2Pc2Sdx9WxnFSatI0apUoFyBUhVKGlY1lIKwn6Cj/oevIKMgrSDrQU5B2odsNuyLuB0XV+mzPx2A\nth2WXhHIJHahstUMK152RLT149wosEitsW2AHZwq19Qp0wNNUybHCj4VMpRqXgNDFBhgJbSCVR0L\nWSl04jZdBYUOPQuyFBhkgVEylMJBMFcJNA6PzaiPj4iPRLevzQpQWyovcmZaX3jt9d+q22RSjFyj\nMuOJULYNtz1yfz7yi127TQFpIAeVvKKYS1H0s1Q9H19XGFgtkZsto2aBK8DLwHkILkN5BkorQBmU\nDnU6BZ4XLinwchjFaxzYAxwA9oV1sVazVEK9muG2yTv5Im0ehim0SFK0q+17mqfcCy1gGVbJUWCI\neUa5yj4ucISzlRs5s3QjhTPjLJ/LU7yao7SYQlc9vOGA7KFVBm9a5tANF3jNyOPcw2MMsMxEeZb8\nUon0YhVVhnS2SnagSnmgykq2CiqLVl7NSVzoftqijCmlzmDGngKgrLW+Vyk1DnwKOA6cAR7QWs+3\n4/eSAhzjvv5xr9wsJYZZYB/XORRc5nDpMvnZZbJLRVRVU8pmWBgd4czoDTzl3cl5buBi+TDVpSwv\neTPM5cfIpAIG0kX2F6fhebj6LFxdglQajozBoTOQWtaMpwpUBq8zkx1ljnEKDLXdBWU76L0adyFO\noLdqEKoSaKOELZdguQzLGpYwg7crmAFeG+LgAWkNOW0GbQerZpA2r0w5OW0eas8Oirn1sB2esC66\nh333dVAfSwdGuVVuJyd2rbWOjqnt24fEY4c2dqwbSG5caVbJscwghcoQS8UhysUsaEily4zk5vEy\nAePMMc4sB7jMBLPkWcYjoBoqctXQ3dAqblmKpMIAnTJp0pSJLGXpWnSuHXWO+unrKUN6zbsg2lJ/\njeLb4gk8OiUe9v64KnDSOUXxI+6xm+taxZXVpAd/K3KzZVzlwJ5wPObLvRA+6DToIVgdyjA/OMR0\ndoxpb4IV8mQosTc3w2F9lb0zc8Yq9gwsPA8zV6CwCNUS5IFhH/JpSGdDrwFblzSmcS1grGcpjDVs\nEOPyuJnBoJ1WwmwdonHq+vPo0fdBN6DCtiqoLcbbqkiWJQaZZ4Rp9nCJw7zMCV5cvoWXL9/MxWcO\nEXwhB8/NwsUZmF+EqoKRMThxA/zLLFffsZ/sHUuc5CXSQZn83CqZy1X8WaAK/hAwEuCPm5GFIOOH\nCeXWcyHpd5KMNDv9ACbTLstYAExqrWeddT8FfF5r/WtKqZ8Efjpct2XiAY7126J9wCbiqDLIEvu5\nxonqGW5ZfokbL1yAr0HlLAQr4E2AutNn7JtmuTa6n0fVG3lm+jXMPnMAAnjhyM1c2X+QwqEh3vG6\nLzL29XmWL2suFU0HujADB14A/ySoq5BarpKZKNXVt5dGKIzXm7TMW8ZzOv1uu1g1ikEQGItYsQiF\nCsxr40kzHy5LGG+aIDw0HAhmCOMxY/spnga/FLoveqF1zP6mxd5Oj560KrnKV+AoVqGw4qVApUGl\niM47AG3jRqqgK0aRqyVF651HMpFG+QCaPbnrnbLbhpZIs8QQ05U9zMztoXBlFH01a0YIRqosHJrF\nO6jZn7vKEIsc5hIHuEKOFcqkmWWcZQaYZ4wVcig0gywzRIEhCmQp1n43ClB3/RmiOlnlJJ450q15\nXBGLXwcTi7FW+OuTnjSOn2uHlcqtrX2PeU3Tbbh37P9n782jJEnOAs+fuXtcGXlnVdZ9dHVXV1ff\nanW3WkJIJRgEGpjlFsu+mYGBgZm3g97CztsDZnYpAcMse8zT2xEwBxoWzc4AYmc0AiGBECIlhISq\nW0erj+rqrrPrrqyqvON2t/3D3MItPCMi48yMyLLfe54Z4eFubu5ubv599h0WELdzmY9BK0dfnyUz\nfsQtJHyWgdpY13iiDg/IQGnC5eboNOcT9/EGR7koD7NQnCYhyhzwLvPU5Nf5ll2nSJeKBJfg0gV4\nKQ8rwA7gYBpGJyA9DckJVMeQR3W65fC7jiXT7oymK6NgMBSsdjAHBc3rDevjiy1NMW1h6jvoZ7aM\nZyhiE9xmhhvs5jz3cYaHeGPxOLde3A+fBP4YuHMdKi8D14AEiEdgfhR3j0fyqSIZmWd3+SZ7lm4x\n+noO9xyqIaeoWm5dT5JK+eSTQVU5HFbisnw9Whk4M7eRyJgb/+BcoV4pY/XU7+8F3h1+/h1gjh4p\nYxuhL7YaiQ1IUGaUVXZxk/tzFzl85ip8CvhTuH0aVpchOwl7nvJ58B9d5I1vuYTwBAvf2AH/TsBp\nOH/wIS78wDG++b63svyuUf7O2Md4NFlm1+dg8TqkPHB2ApPAGFRSHjkyFELHnC0LjLZsDdoSZqID\nyjVhXFjZh2IZiig5YBm4E/5fQ8kEECliOn5cf86irGQJ11DCjGOsY4jjxXzT3VKECU2SqHiOCRA6\npkPHcuSAVRArwBK4a0AJ/IpS5tzB6Ys7It6vNAskBy0mNFYodMIMILRqJVlllDt3d7N6ZgK+KeAM\nasRg0mHlsRmuPgezj93AJWCG2+zjCgkqzLODFcY5ywOc5wjzzFLBY4wVZrnFLm4yzR1GyAFUEx4V\nSFMkVQ1Ej6e6r1fnRspTf3Mjtk9k7apVxOLn1/h8aq13jdbFaZakxDz2ZiYzWYeWIvw6380413BU\nSmbg7ug4F71DfJWn+BLv4FTwNu5c3IfvCe7b8QbfOfFpJmYXeGLsDIv5Mufy8Aaq33wUOPogTLwD\neArYGx7jBnAFJRMvhusmqL7byYRLPE5t2IgrkQHRNbcKWcuoLNyqcUZ5D92w/9SeBSPkyLJGliJp\nlWlbuOo9NQ7sAVb3Q8UBDgATkDwKJxKMv/8WT77jBX6k8gf8reufITVXgpeB26j7tRMlJIyglDKj\nXsNkAIhjJngK6ripm8miNnqnmf1abVbdwaFXypgE/kwI4QP/Wkr5W8AuKeVNACnlDSHEbI+Ohc7c\npWKxnDCyQFQDoPVW2u0iYWSjSRZLiDsQXIHls/DiMlzyYWwRnnoR7v9LOPjQZfYfuUwmtUr+2ihc\nvIm8XERem+K1sw/z4R//OYqPpvmBf/xJdjx3k/GXwCmC2AviGVg4PsqVyV3cZBcrjFMkVQ3gDBBD\nanHS2dKitKpmRrTa+YEGq5FvCTJ0A3QM56CYMhaEljFjF7QropnISy86fGEHqs+dTEI2DclkZA1z\n3FAJNIPdjdFOCbWju0NC/Fo5LjgZYBrEPuAB4CHwj0Jxj8taegSXCqMLJZIXfXgdxOvABZDz4CyB\nLCjlzhlil8VGwrMZv2C6ZmivpEaqmt5GB53rmC5/wYOzAr4i4EsSlldVUM0rCVaLo5w5dIy3jX4F\n1wkY8fMgIedlOcsDfCF4N2fPHWPt9QlkXuBO+aSPrbB/55scTl1gF8qqJnGqSTz0FCFRrK3px1af\nuLWodp7H5tkiO1FC9DGaJdwIjCuts+rqJTKwmGuDahIWndIaTMvd+mvQm+QkG9lTN4H4YJWukv6v\n5TF9W11BSaS4LXbwOg/y0rUnmP/EfiqfT0IBLr/lfv7qfSd44LFzPLTvIn6mjI/qRx9Mw/G3g/MB\njy8++SSnss8yn9zJhFzmwfIZnsh/k4NXr5J8VSrlzEGNek2hlLIMyiKh3cGHsf8wPSU08WZgvitM\n90ZLSHTB6ikMaougmp17nBX2cJ0EZWZn5rn7jmlWHxlj4e9NsZZPUyqO4ZJiKrnM/eKzvGXm6zyX\nOsWjp04z+/l5kl8ps/IayBVIpSG9F9UOJZCAIAklT4Su4Z7Rdw4XKsOuF8Yqq4hj37i++nqa2XpN\n+TSSQ9W5D5riVY9eKWPfIqW8LoTYCXxGCHGG9T17z3p6LTKoAZxWfARU41wjy3J2lNWDKbJPFEnN\nw9FzMLsACR9mppRgtlPOc9w7zQP7zvLSe56C1VF4MwM30uRPZ3j99EN8/L7vI/lwmaenv8re566R\nraxSzLgs7xzj+tQu3kzs5xazrDBGKcykqIO/hwmdiUw3dJ0JLZ5tzRwNihxphq8T6Cmh5Nvojkup\nlADPgYQH6Yoa3NIxYnow2MNQxByYzkImA6kMeKkwPgyiIHdz7pxQw6uJDxuuJqgw6uy44IyA2Ak8\nAPJpuPPcOKf3H+el6Uc4m7qfO6uzuMkSh3df4vjB13j0oVc5fv4szIF4mSgjW1kpeg7DqZA1qnK0\nXhp/41FB693dZDiIBYR2KZU/EV/CsoBrPlxehdKLao/SYSqTB1h6boaFx6YppZIEwqEkktxklpd5\nlHPfOMatz+zFP5VU8TcHQXzLOLmnR1m5b5yV0QvMcIcE5WqMmU4UEleo6vWfjfrU9YlJGtPprW88\nEasqMeoTHYokq0KFKRy4YUZKneQEzImytT4ijXvYm7rXnsMmmEJMeah+2FpjTDlXX5SyxJE+AQ7L\n/gS3b++k8sUEfPE6rK1QvDbJtex+vv7kWyjt/gNSGWWEOJiEtxyC7E/D77/z+/jU/Pfw6pcfY20p\nS+pgkfuee4NvO/DnvGd6jmMzZxk5W0asUnWNrLoiDKsipm91K1aw5mGGlhDzedZPrfLKqpCiSIYc\nlXAwJk2BXdyE5CskkmVSk0Vc6eOsOshlB2dZklnOM33zDntfuMbE2WsUzy7zzQuwdg1Yhj0BHJyG\n9B6qwoGcgvKYSz6VpiQSRo83PA3UHAjUSU/ypCmQrl4/h6CajC9NAW2P9EJJNDIGmFkkB/8a9EQZ\nk1JeD//PCyH+C/AscFMIsUtKeVMIsRu41Wj/L5/8bPXz/hNHOHDiyIbHNMWKZgqODkJfYYxr7MXP\nuNw9NMX4e3KIAxL3TZ+RuxWSlRKl8SILDxaR0/CQOM179/wp49+/yt1d0yxcnmal4lLcA3LM54I4\nzBeTb6d0yOXooTeY4i4guMs08+zkNjMsMEWejKGIDac3g0NgTIBdqo5CQPTgqFEMD0GiOk9Gf8Pg\nG3N57jxX5s73rLyTuejziYRaWqbJC0ygLFpCQEqGWRPDkUgX9b6HyJNhxoXpDGQmwBlDjYgZMWjV\n9My68HhVYkkvhimJhRDRKTkeiFFgNwSPQOk7XL760JP80dp/xRdPv4sLrx1k+UYakXTZe+Qmjz7x\nEt9+/M8Z2fVx9q9dx10JEMsoF8aKsrjpmLx+X4+5slp6xRsnf7/6efrEI8yceLTmd91PRrq4XiOI\np2CGSIlwwgGYBGUy5PAyZRgJVMMs+cAFYBEWAjizE/9MmtvHd7CUmmDVGSXHCNfkPk6XH2LhhRn8\nP3PhayUoBrA/hUwkWJ6ZRuwMyIzmkAjSFAyPBzdMzRwJN/USc8TVy43WQ62yRPVqNMYsRcQ+14u/\nMl0RtXJZJkGeNCVSVQuZPnaCMimK1fMnzDRpxqPoe9gLidg8fzMBFsCduZe5O/dKT+Tuk78efT7x\nLJx4G7XGvY0SCJkKQFyR80HkIVteY8xdISvXSPolWJOwuAhrV+GcT+61vbzpHMSfchkfhT0JmJqA\n2bd4nPm2w/zn5R/iLz75Hpb/OAsrZXhsgss7D5B6rMSesevsOXSDEX9B+Y0HKIkpQTTP2JD0nzWY\n11x3fCbmOOoAuSzOPa+WXvHhk4vVz8+eSPPsiXSHJcV7ENVPyVBpqOBRDGcS8yiTQjDKKhMssYfr\n7JdX2HF3gcy1Mu4NIjfZ8yBfgRtvwIU7cA4VtrAT2J0FdxcqPd4R4ACUZ11yY2nWPDW3rRxSN0Xt\nH6CTR62RZZVRCqRR86f5ZCiE7ouiOpgF5sCSqZBtjmHg1FyBU3OFjvfvWhkTQowAjpRyVQiRBd4L\nfBD4Q+DHgV8Dfgz4RKMy3n7yb3R8/I0iAlQQepIyCZYY5xxH8FMJgkMuzoxP8vEy6XKeUW+Niewi\nMzPz7HZvsK98jR/h93nH3i/xxg8e5Wz6Ad5MHOC2O0NJJBn3lskxwus8yAJTjLFMgkqoyas5cwqk\nqx6tw+e8Fym6eoRcjVUXSRrWMRlaHfXIrbahATVm5c3kQEyh/8oHP9dVeSdHuq1RfZywQUgJyUSo\nKEkQ/nplbFTAmAfpNEgnjHkKwiVUwkQQKnhCfdbrpCHUBKaFieFSxqrxXR4q6GMa/MMOy29J83ne\nxZ9847s599sPwB8swuIZJLNcfWovd35mF2v/TZYjk+fZ9eA87umSyu+aoNpHSxlaIPp8PeLK/C91\n3ncD8MDJH6n5rr264jg1CpneVkCD17W2xiQpMc4KmalVcgdH8Q+kIDsKuTGQy0AeijmCm2Pc8WeY\nZyfz7GSNLNeCvVxdPUDhzTRcCWCpBIkK5MMEIGUIfDecxlQJQjrDYtw1MXK7jGjnVtXKn7U9cSve\nCvHEIY2OYbppq/FaJxTGUhTIKIVMpqhIT20pfNIUQVD1LRBa20CE8ShKGu5l9Fv92DOYPvEo0yce\nrV7xcx/8WMfHOPkPwg/x2C+M9c1OqZ41X+8TDlqNreXY7d3kcPIC+yaucvvBPfD8KBSyIBMEgUOR\nFDIjyEzAviwUd0HhbWk+l30Pr37uCZY/NQZfWIZUHpLjFG9kyB3Nks9kKLhp5BgIPXG0IIoRG5K+\nsyGNrr0+R1DXeUAElxPPqEXzwd/srryfOTnZXQFAbcPUnyILvupHldtxgTRLTLDMOC4Ba4wgCBgJ\n8rh3PdbmyzjzPs5CgJv38bwKyekizqGAsUk4XAQqsF/Ann0w/hjIt4J8EvyDDqszaVZSKuZ2mD2T\ndDytjrnLk6nG25XxcJAUyaM8l31SYRiSsprpfjryb94shTSu0P/6B9tLHt8Ly9gu4ONCCBmW9x+k\nlJ8RQrwAfEwI8RPAJeD9PThW2+isNkoZm+Sq3MuF3ANcfe1++EvgRQnzwCQ4z/nM/vhl/s7YR/nR\nxf+PZ15+iadPvaRcvo7C8tMZzt93kK/zFs6LI6ySReKwwBQrjFV9/XVD0i/l4YwRw4hh8Immew1q\nhAYflwRl1ISG22jaui3AdcL5wkKvMN2FuChlIV8CZwXcnIp1KpeVkaISbucBmSRkUkq5ww1fFaFQ\noyeM9oNYxsVhRUDgOKzJLPPspHAlA+dXYPE14HPATjj7XRS+eZiFE7Ms7ptEpoVSwsI5goSZMGAI\nqRcX1VjG0iO2OrhbD3vHrTsOenwyQZksq+ycvEX5aJqFt87CGQ9eeDsULqGiF2cIgjLLjHOLWa6y\nj1Wy3JKzFJbGkWUPPAHphHLxOg48JHEOlkiNr5EJ5yrTVvaoDuqTKdyouIzadRuhtzKvlY50bYVm\nVrba49SOkOsEJFF6f1dFOPgJfD+cONt1SbiVqiVwM2IblKxtTv4Sod2AnBqzVId4RDFHWhHr1MoS\nV+QkiCIk78De1A0eS7zMa7OP8OL3PwunD8CXDsIsJO+/wxQLyuI4DlO7gfvg7sMeF7z7yC2OQC5M\nhZQB3ga7HrnC4amz7JNXGZMrShGLTxWyHWmmYNosi3XR/VD9BBNB6KjokWeE2+zgHPdzhQMsyQlk\naCHb6c6z9+g1Zo7eYYwVsqyp9cxzpHye6UvLzL4qlWnsLsojZgfIAyCPQOkALI1kybkjlEgO3bB/\nHJeASqzv0TJ8gRQ6T4Ga57JIKczcq0No4hnWh4WupWcp5QXgyTrr7wKdm7x6TAWPNUa4U9rBnasz\nSlb7j8C1r0PpDLgOwanHuH3jIC/9+BO8a/zLvOXay/ifhBsXVTzZ6HMFjr3vIrPvWuTU1ALnnPu5\nwwzF0PVEM4ym4XpowUCpYAEBPj5O1c1GzYCjLGNKkHCNfYa7Q9gqXEfFkHl+lEnZR2VaLkpYLEFZ\nwKpUHjk67b1O8DFZhomKmjsnnYakt17pcof91lRQaScXIHGlwt5zd3nmwAu8+K1PcmPpKfzyk/DS\n/TCZgBNj7HvfJZ7d+1c8WnkZ74KvJoBdAYphLB3Dm8Qjnj2x2XNnKjB64MhMF69dE80yAhw8Koyz\nzMrsIitvG6WyMALpHXB+HPDgYWAXlB2P28xwmf2skeUu00hXwmEJbxNwDKW7PQ7ibSWmjtxm18hN\nsqxFsWnUcyGU1bpohbMdNitTYDQaHh2vNubWx6NM4DoIR51XQpSr7kum+/dmsnFEXRd009dE+nhj\nRaAMk/lljqbO8lzmy1x7ZC+n/rt3Unj3CGRg9JkVHuI1En5ZDRs/CDwAYo9kxMnjPuHD9wPPgnt/\nhdnvu8J37P1T3sMcx4pnmVzIqb5muysi5phO/J7ZLIsN2SjLK4AfutstM84NdnOGY8xf3Evpchr3\ndoC3WiFRKOOuVnBXfZxKgJMO8PZWSD1Z5Mi+N3jq3c/z5Nu/wQOVc+xwbpNyC8ikoJJKUEgkKTqp\noU3WUQ8dGqO8sZTSVSZZPb8kpapBQCfy83FwDffvYeOeMGW4oZqQoELSLZFMlylkUBJsYQRWk0AO\nckUqrya5trKXm/t3UJh1SaZ9xnOQEODelWRWi0iWGGWVNHkSlKuZa7YXOk2KaTJOoMyf2ltXmYAr\nYQpsM1vYMJvJtwKdCdEFvACSoXuhVsgClJdMQSpFbAmVC0ErYyPhf3NC6MCHwFHWH61oDKPCsQ4f\nZA7ETXBOQ/ILFb79nV8g2ONy7Dte5+yhoyzcmiaZLrLvwDXeet8p3pX/Ake/eRH3BV+5KC6iXOVk\npIgN47WJKy6NtzG96dc7++nf4llSNUlKTGYWKB5OMf/tuwjGU3A2qxrnYeAoiIRkiUmuUybHCKti\nlMRonvKxFMGIo9xmd/pkHlxhfPYuO0ZvM+kuVGOlzAipWtfESOCJzyujXQObqRP9nsQ5Oo6qURTm\npEZpvTCIX0+1khRlgnDeC520I0XJiMfdmpHdvggw3Vx0c1+tCGjrjZFOPlnw2V2a5y2pr7EyT7UB\n4gAAIABJREFUOkr26RzXj+xBOoL7ps7zMK+QCEJlrAQcBnfcZ69zjYeOvUR6ahWnELB78gaPH/wG\n73I+z+O5l9m1eBtvKYjmGxvC/qFlIq+uxgrX8Mm3m8D6RlE7FYeoftMKRoCgUM6Qvz2mpgm5GC7z\nZVhbhmAFvCSM7oF3O7z5HQe5/tbdLM2Os8YIh7nIJAskKSHASAi0PRqo7jeTlMLYsDV8XFx85XKM\nwKNClrVqRkXzPWFOzzJMbDcNYh36BelRZoQcM94d1mZGqTyTJH97FDmzBy47kF+DkZ2wz6GQznBr\nZIZbR2Y4+G23GJ8CshA8AbljKa5ndrEopiiQ2VajEY3QwZRaKatU4xoUOklKlLhje1+PTtAxSfVc\nA7UioB/GZOgh5PhQkcplsYJqy/q/Tn+v7bF6zrEU4cCBsw0sYI2QQAHkbRCvq+txf/ES6eOf5vie\nM1x8+DALT06RDIrsyV3n6NU3OPTmZcZOFeDrwOUw3KkyvEqYSaN5pmq/my+ryOIUT+qhk7FD7Tw1\ngoCsu8aOiXn84w75iTFKj6cISg7uhM/I4RxJr0SeDHeYIU+GopNkdHQFjrn4Bzxcxyc1VmBi5g5T\nzgKjQk36rF3mouiLaPqMuCIWn9C5lb6mUUxcO0k82kGEyqxA4OEDpaoglqRUk03RrTov6h60UrWm\nabGu30TW0ijOpafTxZoej52M0enttaucQ41y5JRhPL/KA8kLyJRgx+RtLk8ewMdhH9d4qPKaUsZm\nUQOwe8BLVjjCOb51+vM8OP0aKYoclhd5PPgm961cYsfSIpmVcPLHIe8fmmIqX43k+VaSrVgMzH4l\nqMqe09xlH9dYZAox6TF/aJa1yijlfEZ5a5RRGWsLjgqQrgCrgkrFIy8y5BipJrNIUCLADfsXiB6y\n4W6sUWiGUsZ0r+zikwndEfW8bimKYUbFYjiIFXUywyiDbntlTONRYYQ1ZrmFGJO4z/jMj++l+Fia\nyrn9+AsOZAXukyXSO/PcZZpzu48w9gMF3Kd9goxD4YDHrT07eC15jEscYpHJapKO4bv1raHFHx1L\nEIRuiuu301EY21UD6A6tjDVrKI4TPpBeqJz5Kr7L95VCVkYpao6M3BL9sMgsMC5gTEDWVeE5rqsU\nsmFXNuriA2sgr4PIAfOw7+Wb7Dt0k3fv/rJKP1lW67kMXAR5hchFscy2EC5cfGMkFswXkURULU4a\n0y3RDDKnuq+eMEQrZKL6W4IyE+4S3niZlfFxVg9nKVcSJN0yk5nF6styjaxKyCEEk8lFUvuKSAQp\nioyyyhgrNW4mZkyXGdem61svxstUplqN/YonL2nFqtgukZ0xHHxBhrEMfjgq7tQoubVxuYERX1w/\ne2SviNtGReya90KY8cNYduGDo038zSrRvIK1lhtzomUfUjmfnWKBxPhrzDq3WXAmqAiPUbnKnvJN\nPOnDNKqjnIYEZR4IzjHmrFCSSUaCPLOVeXYXb5C+46vJ4XXnun2MDvUxLWH1znMQFbEeiBkB2gLf\nv9vrEpCmyCSLVSUiyxq7Z2/w5o4DXH9gH8sP7KD4cIrSG0kql9MEyyM4iYDE4VUyb8uz/8mLPDbz\nDY5zmj1cZ4Il0hRrXJojr4Ltger3fNIUwuRxJbJh3K1+r+kU94mqR8HgNNJOajIgyli86vVfjZ02\nNeXVIMMbG5CmwLR3l8VHLrLwyBSLTLEqs/iBx4SzyC5xjRIpTmePsXYsw+ixVXKMsMA0t8JsYXlG\nqOCiBYVhTdLROgKdvsPSPk6LLw+tkDlCzT0GUPFDZU5CpQKjZeWuWCZy508DWQ/SSUgktrFVzMRH\n+WrmgSWQl1D+mmmUyTAAUUApbblwu9JWVbY/JChVZ/bzjfQ65hTCQI1SpgdO9DozqYdG9ZlKevZx\n0El8VGrmAuOsUE4re44I+9Y0heq8WmUSeFSYYIlxlqsjnalQiDCtXmayjuivOdFxPMFI+4qYJn6O\n/YjRipxCZVWZ9UJnYz+m6LgEdd92zSaS7hVa+Y0rxLrldKugrh5MIqQkWfBJ5CViTSKKqOdSbxRP\nzGGuh9oYJjNmyUwKAlCCRCVgR2GFHekVihmB74FbhvRq2Flmw2UEvJLPwfxldmVu4AQBqTWf5DKq\nP6kYx76XXndDEg8mzVTDXVAigU5KFj1vzUYI6tam4ba6H9Bu2GrS52X2cZXjnGbJmWBhYor5p3Zy\n+akDXGcPt9lBnjQpSuzhOg/xGsc4w/2cYz9XGGU1nItQ1CSJ246D4GrISvWYyqNgvddVdP8GQ/6u\nHURsj4FQxuKZseKjh718abqhhSzLGjPcoYwXighJKo6HQ8AIeQIcrrGPRSZxCCiGKetzqIw1YE6K\nOhgNwdJHGgU29yPMQhhp3AkVuVAZ81xIJSETRGnqBWp9wlXWMOHS3Pd/myF91JxhBVS2KZfqjNky\ndG2SvoqhG9ZEHY3Yw41wdLCMzm6q52bJMUKBFCVSNYK3Cnp2atZB4z7WRSf1kNWeWU9m6ofDUF6o\nhkUWctXXZkL3vGhKeL+mf2+erGP9eq00tpNN0WSzE2TEz0mLTo222Uzi18JUxHTwfDd8MvHdVKRH\n1ltjduQ2e6euMVu8xchaCS+HcgHcCK10QaQYmdYx09pWRg22rEHSlZHyVgn/Z4xyCpC8rSxkVMAJ\np1qocYPcfvLt8JOEyjgsj2dRs251zhITYS6BUthLFqu9UqvW4ShOtPG2WplQmWnXqv1fiQQF0uTI\nssIYS0ywSpYKHimKTLPALm6yk3kmWAwnONbZwZNdnfswofspHctsMmixYWbITrsMlDKmhQTQGfwi\nhUy5tATVR8RUgMwxvGYWKgcdMaFGg9MUqg+eL9S4r+k+kmOEHBmiPFjRZJ1OtS79H8G0tE/347oG\nHiBUIgzzZmtBv7r0iLiyIMI/Uka/edIYkxMq+Ycw/S0Gq4/qP+E9CEKlFRGbR01uLyVMc5zTTLDE\nGMtkyeHgkyPLLXZyhQNcYT+32EmeDBjuHbUBz437U/0C1C/EqO+V1bICRI2/vv7rhrNsaSVMJ6YQ\nNT2mdhVqlKwjWqO/CVoVlWrZittvPo71hAm1zeY7GJnH09dV32OPCmkKjLLa1TF+8+YHKOQyjIys\nsWf3ZZ7iazzqvcx9yYvMZm8zXlwlsSYRWhFqpc9y6mxnhM2IsB8W8RMEQkcW1ZdXQJSJ0tWacVOx\nmDTLgOCAPwKL2XHeSB8BvtFVcbfYFbq/rTHOcjWBjor5VHHyZkKIRuF0GzWUyFIehINm0dQREqeq\nXBVIh0nSRFivHKOskAnyePgEjqqTj1fXSrQdiZ/hoClfcXQYT472J6cdGGXMHKXTk71VDOVHBzpH\nKZAD4wHR3vn6c6Pj1N5M0/dUjQb6NZONKvHBNcaDdQpo9Sjo/5bBo5fpmoWeY8Z8STsqFoIKSD0h\nqFTKgKA/gn/TZBOm1GcGzN9jVJ3aYrHMQmxP2epxXmTH8l3G51fJ3C7grlQoeSmWdk1wYc81vjZZ\nZJkxFpmiRBIvTBMcWT3qZ1k0FSJTUapH7YxgGP2kNPp2WV1Tm36/sSJWL0YsioNj3W/tPvGmu2N0\nrv0hiryL3lKDIkzVXldl9cySY4qFrso99e/fQfmahzdeZPz4I5x75EHeOPJVns4+z2PJlzmUfpMd\niUWSyz6OtmBp6qVRN61WzU+oXuRD1HfL8Fja6haNPNwbMWLDigPlEYc76SledR6mW2XsJrvIkCfA\nJUM+TLBTDOe58kLrVTLMCSAbeEG111DUc6Y+KRfl6uyD1YmLBbKaZTVJGSGgLL2aND9BdWTBMgjo\n/ryCS5Ekq2TbLmMglDGNflGXSVAkTYFUNWW8zkSVDOdkgSimQfXbOnqmVXSklyCuoJmjuzqQ0BQq\ndPavzfDrt3ROK6NWLeGgnhSdvlC7wVVQbjEF9TkIk23oyZU1m2KRuUdcEjci7uI50PTADerBwllm\n3lwi9ZUA/wVYuAqJ1BoHn7rLxLevsPJslq/zFu7mdrDqj5JOFJhI32WclbD/VFqrHqdV1ZKG/0DU\nz5nhOmDGdMF6VSZSprQvg45QM8uodUHcWBGLY/rotzNq2qjMzRx5rbUAbh7NomLUoGSZDDkmWezq\nOOV/VYYLt6hkyty9f5K73/cct35oFytHx/EzHk4iYGRsDS8f4EhZGyemlSKzX9NKVrMBqXhcWXRi\n682B5n73WnzYMOJCOemxmJjgTQ52XdxdpsmyVnX/S1EgW87jEFBwk5ScRHUOVaUgqW+dD9qIUJp0\nw6EP7ZcQDVBFA1eEljkHKSAQZnSbHS0YRGSoU5RJkh9Wy5gfjgaYylieDGtkKZFEBUHmqw3WfBg8\nQyHrxBzQLF+V6p9Vz+6G7jgqFuIeNTsMGTIcz+oaM498JvwvqMk3L30olpSLnONELoX3RCINS/uI\nMLavS8Zv50m+FiC/CIVPwRfnQUh49DTsTOaYfeYW88FOLp87wsraJOmdq+w8nCLhVMiKtVAkUBXS\nMUMR62ObNOsnl17fJ0ZrnKocbe5fL3lIPJuiKifq8d06ow5RMpLWMcvcikE1892i6hOt3wz0NYvf\nNXNyaiWkdsHqRZBfh9wSnH4YVt/J5Zn7GR1bZdd9NzjMRTWRa76kZrAvofraFJFLYbsTDZtKVSP3\ncb2NmQDEKmODjwNSCCrSoyDSXRdXIF1Nn56QJUbIMbYaZpjJwFpaUg7tUwCJsI9KUm46JtCc1iJE\nI69ZJd/WJjqyDDIytHe2y0AoY5JomstKmImrSIoCaUok0YkyElS21LVjK3z7LQNA/KWurWSgYrlC\nRSxfUKnoPRdSCUjeOzG2li2iOO6RmQQnCeUSnEflRdidg4m1JDfLu3nx6rOsfXwMbkHxgRFun9hL\n+okCDj4j5Ou6IMatVeZn7SUQV8icGuWinnIXKV31EmnUS+RkHq8RnSTl2KqkGY3YbCuZvn9R7HOU\nZCQIHaeKpLo7yOGjsJyFwhKIKUi61RitJCWmywtMXcrhvRaoWew91JQUk6iMqGGsblUha9cgsJGC\nZZWv4cKHRLnMmL/CLu9m18VlWSXLGqOskpU5srkibi4AF9yEeibLeOTJIBEkDXFZW8j6zfpBL8ug\nYiY/SnaQtnlAlLHo5W2mZgb9ItZ+taXqvAKNUgL3E6uIDRdRNEyXBESB3mXUU6NjHEoQFCBXgDVf\nbZI03G2SiW0815elO3rQfZ0ZOcr9D15i9l13yVyG934JykXY+wDMH9vJ82vPsPbpUYJPAbcC5KMO\nxZk0N+/bxdjoCklXRedqaq1M6xUWFfMQZV80442AGtXNVOTMCF9dZqOkHJGlTE0bYg6CxePDOn2s\ntupx1Fd2fcKUzcu8U42rpPZ+AuGb1qNAmmXGuzrO+M+vsvzSbri8A3wP7nOYftdNju46w+OFlzl2\n9QKJz1cQr6P61SlgP9FglzmXmFbE2lXGOvnNMpgEkMwF7Ezc5RHvla6L28VNRlljgiVGZI5EJVAJ\nYBwzBFvFAclqLFcyzA6r4r3634xsQx0G9F1yCMLkK+0nPxoIZUwRvY6FoV26octEhnyYrDlHglL4\nQhFY/1lLPSLxpofKWJnaeIYyyAJUilD0jXm/pJqw2fMh8NT3msx+FgthNs4uedF7nLVdoxz9lnPs\nStzioX0VZBFW35Hl9NMP8uX82wmed+G8D4sOTDsE8y6ruVEKIyl8163JIAZUVaKNrDVR8qT6MVvm\n9/jnelmyahUxGipi/bAiBUaZ/X5M69W71XOp587YqotjfLv4lAFa4NTZwO4y1VKdGvHdf+MTXH98\nH2u3xyiWU7hTPocOneM9I5/j6etfZfqrS/BXwJsoSeQAap5APTmzWWHbd1p8cPMwlVjhIff1rovb\nzQ3SFBljGU+U8T2Bm5RIF6Qjq1YOj0o1d4E2GMjQS2uQrOuWrcfFJ0UJ2cG0C31XxoQQ3wV8CCWP\nfkRK+Wvrtqn+V+pVgjIpiqhU94IEZUZZY4Q1MhSqI7lRZhmrkFlq2Ti3ZutIPU9NgBo584lixUoq\ncQfUhjno5iil+l1Y65jFpEcZL1/lOLdTM9w+PMUje04z8+ASjg9v7tvL13Y/wRvXHyTwHNgbwE7g\nPhAzkoSrAh7jSTcI10YxCpHAbipfGr1uvZtjXAFrpITUrm81iUcvhKB4CZvhKlgvQrmdjLz16lh/\nHeG6+vvq6242QyVcqvdqnkxHcQ8mP5X6t9w4vIv5IztZZhwXn8PyIk/mvsmRq5fgFeAqsAiMojwN\nzFTzVs61mEigBJmVEnvlfNfF7eA2HhUy5EFAIeUhhUpqVPEELgFpimGuwwQQ9Y0WSz1UHHC5o3dI\nX5UxIYQDfBj4duAa8LwQ4hNSytdqtqt+kmFsWJmAYjXbl1bOEuFj4YWjElEQso3msqxnfdqADtEx\nY76KD6McttnQVdERkPYg4YfJvozEHb7fm0QNFks9rrCfO+zgJru5kDrCnievA3CNvbzKwzjZgNR3\nFpDHhPKfPVzGe7jMjp3XGRE5BBIfBzfM1aWpN5TRqJdtpGh1Qr1nNq6IaTfK7pJMK8wYtu00TUmr\nimV0TaM4QJ30qFtl7FsX/5r8SIK11AhrIkuAw1Rwl/EbBZJXAzVqtQ/YAUwAe4FdKKtYAjvpsmU9\nPpCHZNnfcNONGGMVleKrQkV45BIjlBMlHAJ8PByCahKbeIp7i6URKshq8GLGngXekFJeAhBC/B7w\nvcBrzXZKhP5gXswUXMGjRLL6AjUnhbZY+o7KN6ssYuEky0JA0gNvVCleEuV+FoQykOdZm62lfxTI\nUCRNngwLTHGJQyQo4+MyzjLvGp0jeJ9TzfwZeC7lhI56cBsOZA1Sgou4IrbR+nbodL+tohsXx1bR\n2cC6fbe685B1y4x4y8w4q+CC4wc4ZalcEmdQHaaHUr70tCH1NG2LRSOhOk1iF0TPvmrvBVKU8ar5\nCASSVKiMufihi6KoZvC2WHpJv5WxfcBl4/sVlIJWF53uN0BURx/86lR7SXzUDOQJyrjh3F9WIbNs\nCT7IcAJS4SpLmBMO6kttQQusTGHpL3pgKk+GUjglyAg5prnLAd7kgHOZfdlrjOYKFL0Et5I7uMB9\nXOA+7jDDGlnKJGr60HpJJraKIKZs1evpO1Wo6pUVTxAyaNSvszDqbLogqqg7fR9bUeQi61h8cu4O\n6hqA8IGSxHX96vQghWmPhT3j3JS7mBc7KThpkqLINAvskjfZWb5FakHiFLAd6DAR5WMfCswkHXoS\nZZVAzq9ayvX8YtqDQMdVWizN6OTdMUAJPKL4AxWpEFRH6NTMJzrboloSlJu+oC2DgxZwNIMq6HSC\n0BNC6wxMYTYm7WwlZShPbJcTtgwUkWAgqJBAQJjsaI1DvMmT5Rc5eP0qIwslymMeV3fuwhkLWGSS\nFcbIk6mWZboD1iZ22Di5RT+VmHpJPOr9Zv7eiSIZn+9sUIlfg0j9ql0Tj+Vr5GIa/9zTc9dFqblt\nkUlYy2a4kt3NaR7mdR5klVHGWeYQlzguHbL+Mom1Ak5JYo0Qlv4jqs9+FEcZzcKn+zU1/+Hg9guW\nOLJOrzi4gli/lbGrUDNV+v5wXQ1fPvnZaIMTRzhw4ggyHKHTKlgQTrWsE93rlPfWZDz4mEIOEN7T\n/ilkl+fOc2XufM/KO5mLPp9IqKUhxklpN0aLRTNXVkuvOHvy96qfp088yuyJh3AISKImMR33V8je\nLuEsSCQVUpPFmoGseEaw6IW1XrSHKOlD9L092t03nsTDrE+jJB+d1mWz5/rqlPUTwEZxdub9bDeW\nTwJ35l7m7twrPfEUPPnrVG/yiWfgxHOACyUnyTIT3GKWa+xllVHyZJhgiRwj+K6LFNZXceioZxHT\nTTPS9Dtm7nm19IoPn1ysfn72RJpnT6TRo6mmVGkOUkS9n32xDwP1hqj6xam5AqfmCh3vL6TsX4cn\nhHCBM6gEHteBU8CPSilPG9vIn5W/um5fv2oVc6vWMFAX162akf3Qv9cyyKj8F7XB4KKqXit6EYzf\niA+JX0BK2VGRQggZTDf40QHc0DpmIHXGxeEKR7HUoVn32AtF27lLV23zvfK/EKWAV+O5YyxzgMs8\nzGmeqHyTY3cu4uZ8clMJLk3u5+u8hZd4jOvsYZVRKnhV4bt2fkdZM2JsZiitnY+sdTrdNzKwuBDW\nxbTeqf/tuVd2cx5bSXxwS0/cHFGb97KROyax3817rcv7E/GDHbVPIYSUL1IroLvAGMxPTXB25DAv\ni0d4g6PkGWGCJY5wnkflyzxUOUP2Whl3DduHDiNm4/KJlDFTBOjBAyce667vPC0PbbCVXNc31D57\nw9RrWDab4+JSW+2zr5YxKaUvhPgZ4DNEqe1Pb7AboLM7VZChB69aF7Q92mcZDrQ4qVLDD8kbWKdf\njicd09kXLUNPIOsrZM4AWT3jSTiKpFlgmkscQrgBizsmScs8OWeEa+zlEoe4wwwF0lTw1lnH+p28\no5Pn25wSut7+cSWin3UZBMx6m8qYqaTpa+Y2OEetiMbpmYUw/nz4QAHGCiscSF7GTzhMsUieNFly\n7OE6+/2rjC6VEWWsYWyY8Y0FlPRXIZrMe0D6zk7QcZUWSy/pe8yYlPJPgGPt7heZhoOaVKKmew3o\nl88QP9n3AErB8tet0/hVQUs5AgzVaHWYsCO+zjLcSKkUMd+PMmNqHEcpY4OAfq604O3jUiTFEhM4\nBJSFx4I7TZISRVIsMMU8O8mTqSpi9WgWG9aNINLpZYsrWo2sOfHYsmYxbANyC9umNs5LeYhoK6aD\nX/Um2egMo2lhImuiKWh2fX3qFVCC5HLATLBMKnuOXZlblIVHKigxXlpjfDWHWAJRwvajw4gxDQzl\ncFENTC2mi/9A6zP1B32Gtc+41wkavAl0kiPt+bGVcudAJfBoRr1LuX3SQGxvNgqbrA2sHEK759BV\n2NIMrYhJCX6gFDKIYgAHRRGD2jka1V8lnhdIs8gkFVxWGMejQgWXPBlWGatOEVIvUYdZYmNlrX6s\nVr+S82xUZj1FLG7xa4XNOJdeol1TTetXJXbuWtiol6xDn6+KlKmNr+iLzTAApwhpKiSCZbKlPIEj\ncP0Ar+iTyEkoUp2KYeBvgGU9kkgZK1JNalWdO04vA04n/YdlMDFlTDWAFxlzdIZMGQ5sbpVCNgTK\nWPy1ry+oQNreeqiJws4tlsEiCEKlLIjcFKUEd8Am8K6N/Ym+qXlz0gQICqRx8ZGojIt6AlPtFqzL\nqeeeVm9d3ArVaLtenJMqs/n6esesPwravMxo3XAk8tBon4L4GdfLqNgojky7gEKUFr9vqmigLF9e\nAF6+rCoTUJ3Dser+Xa+ilsFHv9hNV0UtqjVLfjVQxOVOyzBTm3jK1CEcouho/WlrlPAhUMag/1EM\nlq1i2N1M68UTDUoskaVzhFBWsT7mN+oJ0fOjXSyiyKoKLoIkPl5VGfNDO0qU/Fyh4uvr20LMkcJ6\nMbvN9m2XyKql44R9YwgucpE0pzVZLzaJ6jZxpatenJS5rpfn0gs2UiC1JVRbyOoRV67NODIHGeo+\nUadVb11PUUPTynLix9brqg7YoIelQ0RsGSricqc03HgH8WQavawGsa6bixN2Ltqt3UXNGxdlyNx6\nL4ghUcYslsFEu7RpBimxg6VzXMONJhgc2bwp6xUNFUPmh/lno5HAaELfjaxAm53gIm6RiSfm2Kg+\nev9GST7qrR/0JB7xejeyWsWzSjbavxX6OvyplTGXyIVNW1IG+1ZYWkEFiav76xEl7BhUHaYNBjlx\nR71ntq8W7iFEIElQxscNFevAiLrdWqwyZhkwGo/wDgNBKGg4g9tnWzZAT3Hkhok6AlmrkLnu4Cjc\nzZ4VndADWKd86XXNXDK27hTj0U1y3drGezYWP0zrV70jDSr177GZwEqh73W7wpe+/76ROKnv10Ur\nXxj/t1oasvQO7ZKoG5JupgmGIl6sPoPbW0TTm9RiH6kIfY2AalLAaEoYH1nt/7bmqlllzLKlaPOx\nyTB5NAhR590yLJW3NEaE7VCAkLVJOwZpMu961ah1KtTCdm3cUG2SiuF7ZZsh1uaYZqPb0urtaieB\nRysZG7ulXrkiNC3pmGmtVOvfmtWl3r2udVitvbZ9w1TGzIoMraBuqcFM2IHx32VbWMgGjXrPfaMM\ngvcy8auhla8gdM7eyitmlTHLllEv/mTYGCTB3NIfBvkeBw2E8Ci5UZQtUW+H8XkwT8tUHmsnd45i\n3aLzC2jvXJopUVEWRr3l5tJKkpHauulkGw7mvTbPLT4lQCOFbP117mPrsNmbti9m0zEtY/U+W3qC\nmYBnfR8ZbQVRgp578SbozLIQNVNJ435xM7HKmMVisQwp5vx82p0tSsAAtWK5rP5uCt5qq8FAZbOS\nNYk69AvTTOxh0m72Kx2AL5HrknVoQUW0YB+q9wKvp0w1otG2jZKMiJiaFKWuj99rGRM42hMyatuP\nxdIF+nHdJjFjg4rqFwPj8/otIOpP+5qgZ0DR10W/Kwetf7PKmMVisWwDarMC1o6S6nX1ArzN7QeF\nuDLSLBC91zGm3ZbXTsKMets22rfRvYrf615cj767rwpsxsTtiHlffWOddT/tOxspV8Mci99rBjER\ni1XGLBaLZUhpnM4cdAqPOL7xIhrEmLHGIoWIfevMx7+ZUFKvLJ0OWe+70fG6EXoala1Taqs7Kqr3\nzXRbNO91u9ek3XPsmntrUP7ewbyvboP1lj7R6CLLmmfaxpIN5rlbZcxisViGlObJGtaj44mibYb7\ntdxJ3ZsnPalNCGIqKa0ore3Wp/0y4xFjvbuH2kUzcom0WLpgmDuWbYY55HavxosNOlYZs1gsliGl\nUQKPRgxCoHInRJNzRt9bpVmGxCgWrb4LoBmPtj76rr0sjTpc3Mxt0Ow84sfQMWNRnGA01t1tBEg8\nYclwq+gWiyVi2Ifc7g2sMmaxWCxDSjwmbLuiwk6CaoxVO6JFM2VL/65/i0/92WgqUF2N+1KBAAAg\nAElEQVRmPAFIfOvaxByiralF43XW+5oJTupt1ynrk4JYAc5isVg2g66i2IQQvyiEuCKE+Fq4fJfx\n288LId4QQpwWQry3+6paLBaLJc4gxn31i07isUQYM9FoX/1br65hEJYYV2barXuz++pUj9LbupvH\ntgH/FovFsjn0wjL2L6SU/8JcIYQ4DrwfOA7sBz4rhDgqpbw3JAaLxWLZBKLsidufTs+x3bg6jQ50\nj1vMtF2ueSKQWkWqV7FtnZbViHgwv7Y63gvtyWKxWAaFXuR3rNdvfy/we1LKipTyIvAG8GwPjmWx\nWCyWECs49x6VtCNSxOqlkt8oCqPR793YsAJEdekVUW2inIy9t7NZLBaLpRm9UMZ+RgjxDSHEbwkh\nJsJ1+4DLxjZXw3UWi8Vi6RFWcO4fjZSujRTg+nFpkYLXSI2LtukPkvoxbU5VxYvmKwvajsyzWCwW\nS6ds6KYohPgzYJe5CtWn/xPgN4BfklJKIcSvAP8X8PfbrcSXT362+nn/iSMcOHGk3SIsliqX585z\nZe58z8o7mYs+n0ioxWLphLmyWnrFGyd/vyreT594hJkTj/au8HuUbjJONts3SindLIOiaLh/O8k/\nGh+fmuMLaut8Z+5l7sy90pPkHSd/I/p84hm1WCydMve8WnrFh08uVj8/eyLNsyfSvSvccs9xaq7A\nqblCx/uLXoVxCSEOAX8kpXxcCPE/A1JK+Wvhb38C/KKU8it19pM/K3+1J3WwWOrxIfELSCk7ki6E\nEDKY7nWNLBaFc5eu2ub75H/qdZUsdWj0lmwntb05X1m3ilUn1IsPU/VpzKfFD3bUPoUQUr7UdhUt\nlpYRj3XXd56Wh3pdJYulynFxqa322W02xd3G1x8AXg4//yHwXwshkkKI+4AHgFPdHMtisVgslq0i\niOUwbNd61K/Mh62iMyRG6et7EaVgsVgslm7pNpvi/y6EeBI1LclF4B8ASClfFUJ8DHgVKAP/rc2k\naLFYLJZhpV4ij9b3bUxQTRTSnKDGqlU/Lq3R5Na1daiNDaufoMRisVgsm0VXypiU8u82+e2fA/+8\nm/ItFovF0ph6SRasMN17Wo0jMxUiaH4v9LZ66WXKDBnGptUrT+dNbLxfs6g2i8VisfSaXswzZrFY\nLJYtoJ64vdlucObR7mUlMFKuHGNN8/sha+xVjZN3wMYJPEyFMQitXuZcaKLBtuvrfy/fRYvFYtl8\nrDJmsVgsQ4rbZOLhzSQu+LdC7QxXg009NShe70iRiZSwZgqUoLX718qxG6HjwhyCDa93q/WxWCwW\nS2+xypjFYrFYuqJdRQxq45uGATPhRbPJoLfi2HH0NtpSZ2ZyHJbrbbFYLPcKVhmzWCyWIUWy9Zal\ndo5vxlTp/+2ocVuREt5MSw+iZoJkk3bS3DdLtNGYKJ4rqK5pFhcW3zpSfOOxbRaLxWLZOqwyZrFY\nLPcoWyGUR5Mfm99b23MjJaRfRMpXe1FV9a6vOflzq1YqEZbULt1MYD0wNDv12qbUGs22H/JLZWkd\nsYkuufE+L1pfv//rNJXPRs+7jQgdXKwyZrH0i2Hp9awAMrR028RqE04MOqYoERBvuP163BoJOK08\nNuuvr4z97/z4rdSjWXzYpilpnemRtTSSm90N9quX379Rc681Iq7/zbKtcKoNs/1+RLkAN99a1nx2\nYvP6iaoiptebwz2B0bBbaXqi+l+GLuPrz0nE+p5hEU8Gn950DgOmjG1Fj2ebpKUPCBAbCQoDgpSA\nv9W1sGw2wyxf1qbGkC0lqNi4zPYJNtQGaoW9Xqavj0qvr1CLUCjbsjecKfttRV4Qh8aKVz1UBpP6\n+Az7A7MxgygK9fWaa1WotnG2MjG7SxDuXf+imUqW+h5ZwX3ccE00cbxfs61T4xYdVAehGt8gB7/6\nq4/ECV/opv+BF9ZZslV9w2Y/QP04u/rnECU+6vwcB0wZ6ywQvFOCoRkRtgw8zWQyh6190a0fKFuP\nrn8r21q2Bdup/+tFgop+pHXvd8KMZvdQn8+WZUjcygGeRn1uK26N9S6XOVvBMCac3Kjegzpw2Mfr\nnaAEqGdUPyNOTElpJI/q5Dj1MOcO1M9nUB2GETj4BLjhAFKt0haEJett9LF0ua2iym/8AG5F8qTN\nlO37OUVHs/NoFE/cWrkDgGqOvtFcu1+uzF1o+jsQjj/4DZe4T/HlufM9P/d7ucx+lduvutYldHsR\nYv1SHZmNNb65Urje7dHihGU2auxObImfQrzO4QMyV+7RNYrRj3Lv5TLbRRlCo5FXk7tzL7W0b7vL\n7blXar73QgSI6ho1domovknaPYZAsjD3Eo0fpEZvEo2s8w6R3J17ueEenXJn7uWamjeiXQGottwe\noq3v7Sx1qj73QovHazSopIV7Y5n769i6esT70w2Ye77FerZBV2XWew+Ey9xXe1C5GC3XdaN2YdyP\nlu99iySokKBcs7j40XpZIhmUSPrrl4RfXrfu1J8XSPolUn6RVFAkSYkURRKUws8lEuG6FOp39VuR\nFIVwfanm/4tziyTD/ZMUGy4JynjVpYJHBdeQb92qkqnWvTCX67kidmqu0PT3IJS4zQWa966n5got\n98Jmuc0UsY3qGbG+Pzd1FIcAFx8Xn1NzOdyw/eilXQZEGdvICNs+l+cubHDMVhZtiFYN+UofhPx7\nucx+lduvuq4jbCiizadorhh+kD1azDLrIRt83mBbq4wNR5nNULKnqFmiF9X6HvduS8J4+41UKTn1\nYzQ6pX5do55bxs57I0RYplh3xVpbGg0m3p17pSfna6LLXH+W6+vTSbl9od3K1Nl+nUDezJIfNFnM\nMk+1UBe9X4vNd+iUsR4bETasq1aKW3i3VcvssTKmhGnlLGgu+tnRVjK13cbLlz7vR9+lXxXWPfxQ\nQSrjhcpepGCVSVEiHSpVKYqkKZKmQIoCX59bIU2eNIWGi1LqyusWdUx1fJeoPg4Bz8/lw/6hvaVZ\n499YyVmvQjXuvdTy13Ollmom15XdqjLWrAZmqVGbiPrXSEk7NVeothP9v10Gxk2x3i3uj5FxY8y6\ndGIittxbyPhzp61MUeq32sbcjxitjYLP6zxgst763snKlk1gY926t0NdAnA7aCDKFWgzG1bcTUUi\nmxzfVE+3In1+p/Sjrn05+16Ptmp0v9fILbEVmagVV7hhdE0cRJooW1uBip+KVyWMQA3brAwChNy4\nsgEBPo4qT9R3IdbypB4uMp9f5a0QVOvlInDxSVEKm2h9i09jV+XGti+tTDSm/gPbXB1r/6a2Ile3\nl7u21e3UtpEPRfN9HeS67czBrlqlrTMGQhmrFwTdvKH0l6Bhz26xGDR6hpXE2ni7fvjBd1LmsMY/\nWKpsnEDCohANrpXOPmbRDN37T/dj7TwK5i23/eDmMUCJoqL+QKtkDagjXZsJM6rlOQEVN1EtsZu+\nWQ96mfFsMlT24nVtZIWpt21Uf9lwv2Z1d5ooLqJJmZ2yGWWKNt8B/YrBFbIFjb+fCCEGYHzEst2R\nUnYkXdj2aek3tm1aBplO2qdtm5bNwPadlkGmrfYppbTLFiyosbgjXZbxF8BPbFH9/xHwPFAA/l0L\n2/8ccB1YBH4LSBi/TQEfB1aBC8CPbvX9uZcX2zZt2xzkxbZP2z4HdbFt07bNQV1s2xzstjkQCTzu\nUZqOzAgx8LNUXQV+GfjIRhsKIb4T+B+B9wCHgPuBDxqb/AbqAdsJ/G3gN4UQx3tdYUvL2LYZYdvm\n4GHbZ4Rtn4OFbZsRtm0OFrZtRgxe29xqbbDHmvN+4D8Bt4B54P8O1wvgnwIXgRvA/wOMh78dQo0Y\n/F3gUrjvLxhlOsAvAGeBJZRmvi/87SHgM8Ad4DTww8Z+vw18GPgksAx8Gbgv/O3z4TFXw99+GHg3\ncBnVgK4DvwNMAn8U1ulO+HlvWMavABUgF5ahz7U6+gGMAx8N978A/BOjfj8G/CXwfwB3gXPAd3Vw\nzX+ZDUYpgP8A/Irx/T3A9fDzCFAE7jd+/x3gV7e6Pdm2advmvdA2bfu07XOQF9s2bdsc1MW2Tds2\ne9aWtrox9/ChcIBvAP8nkAaSwDvC334CeD18CEbCh+ejsQfjX4f7PI7SmI+Fv/8PwIvAA+H3x1Am\nzhHgzfCBEsAT4cP4kPFgzANvDev2/wL/0ahvoB+U8Pu7gTLwq0ACSAHTwPeHn7PA7wMfN/b5C2Im\nY1SIrH4wPooyxY6E53kG+HvGg1EMr40A/iFw1SjnfwL+sEcPxjeo7TSmw3pOAU8Cq7Ht/3vgE1vd\npmzbtG1zu7dN2z5t+xzkxbZN2zYHdbFt07bNnranrW7QPXwwngNuAk6d3z4L/EPj+4OAnnr3UHiT\n9hi/fwV4f/j5NeB76pT5fuDzsXX/Cvhfws+/Dfwb47f3Aa8a32v8d8MHo4Dh11rnmE8Cd4zv9R6M\nADgSnltRP+Dhbz8NfC78/GPA68ZvmfA6zLZ53Vt5MM4C7zW+e2E9DwLvBK7Ftv/7up7bYbFt07bN\nQV5s+7Ttc1AX2zZt2xzUxbZN2zZ7uQxEavsecQC4JOW6WZ8A9qLMwZpLqJuzy1h30/icA0aNcuvN\nInwIeE4IcTf8rhOaf9TY5kaDMhsxL6WsTgsrhMgAHwK+E2U+FsCoEELIsAU1YQfqHN801l0C9tWr\nn5QyL4QQYR1vbVB2u6yizNeaCZT/8kqd3/TvKz2uw1Zi22Yttm0OFrZ91mLb5+Bg22Yttm0ODrZt\n1mLbZhdspwQel4GDQoh653QN1ZA1h1Dm2Zt1tq1X7v0N1s9JKafDZUpKOS6l/Jl2K24Qb+z/GDgK\nPCOlnATeFa4XDbY3uY06x/h5X+2ifp3yCsqkrnkSuCmlXECZ8j0hhHmNnwj32S7YtlmLbZuDhW2f\ntdj2OTjYtlmLbZuDg22btdi22QXbSRk7hQpC/N+EECNCiJQQ4h3hb78L/JwQ4rAQYhT4Z8DvGSMa\nzeYC+C3gl4UQDwAIIR4TQkyhgiQfFEL8bSGEJ4RICCGeFkIca7G+N1Cm3WaMAXlgWQgxDZyM/X6z\nURnhuX0M+GdCiFEhxCFUqs9/32L9miKEcIUQadTIjBde70bZeD4K/KQQ4nh47f4pyqSOlDIH/Gfg\nl8L79k7gb/WqngOCbZsGtm0OHLZ9Gtj2OVDYtmlg2+ZAYdumgW2bXbKVPpK9XlCZbT6O0tBvAR8K\n1+vMNm+iGtPvABPhb9p/1zHK+RyhXyxRZpvzqMw2XyHKLnMU9YDoTDqfBR4Pf/tt4JeMMt8NvGl8\n/2nU6Mld4Ifiv4fb7EH56K6g/Ih/yqwrymf5DCrrjT5XM5hyEtXAbqHMxfHMNl+IHc/c9+eBP25y\nrX8R5YPrG8v/Gv52AJVtZ7+x/c+iOoON5ny4CPzIVrcl2zZt27xX2qZtn7Z9DvJi26Ztm4O62LZp\n22avFhFWzGKxWCwWi8VisVgsm8h2clO0WCwWi8VisVgslqHBKmMWi8VisVgsFovFsgVYZcxisVgs\nFovFYrFYtgCrjFksFovFYrFYLBbLFrDlkz4LIWwGEUvfkVI2SyXbENs+Lf3Gtk3LINNJ+7Rt07IZ\n2L7TMsi00z63XBkD+JD86Z6X+emTL/C+k0/3oCSJCOe5+/TJr/K+k2/dcOvmU0jU0rt6tl6moN6E\n8RuV2fjcRXjWrRDEtmzlmjaj3vWOn//Pin/TcfkAH5Pf09X+68o7eYb3n2x1apDtVWavy5WoNvAH\nJ8/ww22XKZu6BmzGNX2/+GRX5f2k/JfdVqmGr538FE+d/Js9LbNf5doy+3+fPiI+0HFZ/1L+ZC+q\nVMOnTn6Nv3nyKVvmgJe7GWV+QHykq/I+In+02yrV8ImTL/G9Jx8b+DL7Va4ts7bMnxS/21YZA6GM\nDQNaIXOaTkAOfhuK2FbRXARttI9osJ+M/d+4HFN5alzu9kfS2lVrT72/t1DXRrciO9hpsVgsFotl\nuBgQZaxfQpSkezFWGLax/tW0Pt0crVUxv1tqr0/9426WKiEbfB5MJGKdpbAeTktbWSwWS3s9n+1X\nLBaLZesZCGXM6cBtbiMePLEbgWzDgW5j7j+xl6DHVpwHTuxt+nsn1+bBE7s33E+25Vy4cT1NzGNv\ndJx2ym312K2c/1byyIkZQKmxbo+URl1mL+lHmf0q914us5fsOXF0aMq1ZdYnaNFG7NbpI/t1/3vF\n0RN7bJlDUO6wlNlLjp2YHYoy+1WuLbM7hJRba0EQQsgPyZ/q5xHa2FbW2Hm23oWu3/dGXxu5zr4F\nhIpnu8psVJZg/Rl0VubGx9KYJQfhrz8r/m1Xgb69jhnrFAk9GQy41y1tfujcOAiuje8Xn+yqbfY6\nZswy/FRa6mO1233zHuUj4gMdJ/DoR8yYxaL5gPhIV31nr2PGOkXHPbczOH6vv8OHgZ8Uvzt8CTw2\n31liveIR1cR8JGSHolrcca/TqJ/Nui5KbeqNFbE3Lp2tJhmJWz9rHRX7G20VVI+hcNpMZKLrGsU9\n1RJ10ua6ekeIlApR3Su6E/Vbu6geI+jwHIaV6MxbjXNcn3imWdlbreBtDetbmTmQFaBbaePrKIwW\nf29GkW4WZn+xvdEtKv5e3+j9Ins6aGixrCd6U7cvqwQ4Dd7q2//9vV0ZEGVM01hJ6qbEdhr5euHX\nLKc+8Qegs3Mw9+nmcWr9GprXZmPxpx0Fs9MuITpGKyXU3pvN7YLWC5etCfd6q6BaZ7NLrr+9iRPa\nddTIWIBDgIePRwUXHxcfBz+smQzFDrUmCLeo4OHjVtcLw1lS2zO3c4ferrJkqrcbM7jusd0QXYPW\negrVttywhTpUqu3Oq24DZvKVAI9KuFe0p2llt3RKJPLBdhww0H0d1Js6VbmD+9X/Lj4e5Zr2FZWi\n+kTdVoOwJ+2tR4dl0DHfypvR/+iWp/vC9bJW1K+aS7xmUTnRd9tqh4MBUcYiAbyTl8RGe6xvjhup\nK6Z1R9Rt9Cb60YiO57T5AEQuI82sGK0I++1cw2Bdic1rvX7ke/0W3dBq3c0t1r8kN0fI6GTYQG8f\nOQbJUEBYL8Dr9mZeDy2welRIUSQVqCVdKZGsqM8Jv4wbVKr7BcLBdxwqboKSm6LopSi4KfJOmoJI\nUyJZVc6izl70LJZtK4jXvNuXkWphAX71vtW3TraKaREdNOJnYQoC2sIQVziV4KKuTaUq6iYokaRI\nklKQohCkKQVpKoFLIB186aq2LwIcx8dzy2ScPClRICWKpCiRpFRV4axbTutoPweT7XD9Gj1hkVIV\n2buiZ0zW9JkZ8ozIHBk/T6pSwg18HBmAkATCpeIlyLspck6GHFnyZKjgUSJZ9woO+zW1rGe9fT6S\nlDrp+ZtJJ3owwKNCkhIJ3XPKclWmDHDwhUuZBEX15qdAijIJfLx1A1u6z9SKXaeDq52kYuv03dvs\nGt4rz9hAKGPdJlvodOy03nG1oCwRNdYErZDpRe8bjVH4ePjA+vyC7dQlvm/co7+XiSnMY7USi2Ru\nEz3o63/rNxvd781I3uEg2+7mdMyXqXzFryNE5+eHrUorYQnKjJBjjBUmWWCmtMD4Qg7vOnBTIu4A\nC0AOqIRtKCNgFJgCOQtyr6A0C3ezk9zxpllmghwjFEhTJrFtRtK04tRLIdStUchqaec4AQLTjXRQ\nkFBzfko5d4FI4K2/n6gq9QXS5MmwRpZVRllhjOXSOKtLk5QXM8g1odqnj3rLpoAxiZgoMjazzFRy\ngSmxwDjLjLJKmgIpCiQoD/UAwWYyyMmLOqVRvKwawHSo57mh39MeFUZZZZJFdjLP7vItZpcWEdck\nLAFFwAXGgB2ClT1JbqVnuMEebrODJSaQCCqG4OuG0oFl+xGXL8yBqEZ9YCP5p5mMCdFgQYY8Y6ww\nzjITLDHOMiNBDtf3qTgeOW+EFca4yxR32EGFaVZJsUaWcijGO2FZCcqkq32mX7UKd3sdWm3v+vza\nkYObyXT1Bqu3IwOhjPVGkDcjQaIba1pbonF/dXPddeZgqk4M2vmrHI7yVkhU1S61r+n2UCFBhQC3\n6i7WOrKuIBd/+Yjq6F/E+jXtPQCt29vMraN9ei22KwWk1TIbxU4FNb/2S3zTrj5BaM2sb92qf48g\nUuLN+6VsAUmKpMiTpkCGMh4OkhRFJljCxWeWW+xcXGT8Yg7vtQDxGvAalC7CwgLcKfH/s/emQXKk\n553fL8+67+7qGw000LgGMwDm5HCoGXA45HKpFanYXcuyd2O9ITs2HA6HPzgcPj55GKEvWn9ZRzjC\n3lhZ9np3bcmSV6IoUdRQpCBSI1Kc4WAOzOA+uoG+z7qvPPwh883Mqq7G0ReqMf2PaKAqKysrj/d9\n3uf8P1TcC4/LNv1hSA2ANgn2KZvwCeg/WiA0bKInWqySbRvbe1mxExzn0kMlwUbDNYhglHSnBbhI\nKH3QcR915PZiipgwxKyA48nZLnkuKc2VhiGa3nMwUWgQwkKmRpgycdbIsNLKsVbK0lyMYcxrmHMq\n9pwMS5KjADdxQo5RIGPDsEJpXKc2nqA0mKIvtUg/Sx1KkNFmkAlnyG4Zaaan0D84Yi+xuaEaxF6l\nuj0NzhTJvft2R1qWSMAWqdpChopPbKDlylBHSZWoE0bGoo9lcqUC/XcKqO+ZcAmku2AXAQ2kIeAM\nJF6qY5wpUh5IMMMIK+QokaCFBoBGiwg1L5LRi/P5AFtHMG1VbMHd0gkhN53MEl9uSoGRK+SDiLY5\nsS9HpwQIU0fBJMMafa0VBtYXCU+bKHMmUtHGUlok0k2yI2WyJ1axVIUlqZ8VcswzSJk4NhI6TWJU\nSDguMOJUCFF3z9R87HHqp+Y/eN3txOPs264fddfpTOSnIrL/MPSEMbYVxkPxqtMIA9yJISYEEIhc\nOSkLjnnl1Cj4oWALmSYaDcKB4zjfdDy/iueFEzUNKgY2W1ewuhlYndfmv28XB93qWDYmEe1W3vBu\nTI3tH7PzPu1mnEcYZDadLI4b87w7hZofY7XdcadTJMEaWVbIsUwfq2SpEkEC4pQZZJ4j3EGnyYC6\nhFy3kOaAG8DHsHwfpiswYzkBMhOIAcMyjN+HoXmIlkEyIKSZxGMVGlGFihLz5oLpRkL2En6d4INg\nd+zX3ekgFLXdMCh3aiQ9iUVFmAvBeqEgiYFQJCxPsZA8Z1OYuue1TVAiThmNFhYSdSIUSbJKliYa\nJgpVopRaKUprGexFDWYkmMH5mwdWgQrORAkBOQmWJcyajimpEAIt0iCmVQhLdcLUA4qO/8w3SsSd\nhbRBmnRDdz/6w/d+2lWL7UHynra/1otaLttVzoSTIEwd3XUQtNAoolAnzCpZSiQwUUizRp0QGa3A\ngLWIdgsafwnX5mCpDiEFxrJwqAHqhE3ZTHCbCT7kHLeZoEQCGYsoVVIUyLFCkqJnlB0YZE8P/Dlv\nua98A6sTfsWr4kVOhXNAcVMPQzRcPdHJIGihUSXKOhmqRAGbDOsYqOTkFdS6Sei6Ae8B90GxbBg0\n0M8b6Kkm0gAs631cs09w05ikUMhiKxbxaIlcaJlBFhhg3jtnGT9d0T9v4WjbfNyKspnH0R8fJy3x\n0WShkAJPfy37jhhjkiTdxfF3WkDLtu2XJUnKAL8HjAN3gV+zbbvQ/QiPE83pXJJt74GKh+uTIwi1\n2EZ3Q7fiL0rVq0kAycsLrxKhQhwJGwOFBu3Lv6PQdBafi1xd09vWLW2i26Czaed12nxwPuqU6Laf\nteHubvT+bAWPdo2PeixxZlvH3ifZbZ5u5o9DO2CM2R33y3QVhwIp5hhkinHuVQ6zsDJEYTVJrRYG\nJKLRGrncEvcGx7AViVS4QDjXIj1YgTwwBlIUwnXImKC2wGqCaoBqgSW7S0sTaDl/kmkj2VabYHzQ\n/RP77eRdfpx0vWAlZ2dUUXzuy4DtjsenGcGnbXvPVHwiImOijiHDGoPMM8wsA8Yi6VoRzWhhKTLl\nUJSlUB93OUydMGtknWcjW2i6gZW0YAgIg52RMIcUWFZgXXIMMhsnOhbGSRWzwbbdM5OktvPsxG4/\nXREnfhg6FYXOOg1x7sLI9R00B2P0YQjKB5E260RDnUhtnDIZ1khQRKdFE50FBjwHwe3mBKvr/YTr\nNW4lJinHE6h9Js8euooNzNXgVh1SEgzqYCdgbqCfn8Ze4QeFt/jk/lkWigM0tBBq2iDZV2AgPYvl\nGoQ+aZLxRO/TAXYWwXFntq15nWuOw2oYjN5KrpM+7GazpCgQsypI2NTkCDImq2RYJse0eYj1eoao\n1WA2MoKlysT0OseVKZgF8xOwyyCNgJIA/TWLdTPDtdZxPlo7x8y9Q9RmExA1CQ9XKQ6nMVMqYerE\nqBKhvmG1ftSspt1OpX90h6m4+1uvf9sP2KnImAVcsG17LbDtvwf+wrbtfy5J0n8H/A/utg0IhiAf\ntZAvOFCEMSM8+0FbWgjMEA3ilElSJGk7Oblhs+l4LCSJhqRTluMUSQISLTQUN71BCP5gVMMvU/dZ\n7Dr3CXodNh9G21VtH14+2n3QC6/PViIIwrPe7RqdTzY/v+7XujPG4cZzfBJwYqdOLUN7jZFQJkxP\nIasTokiKOYa4znGuNE8zdf8opZ9n4RIw6xxwfRTmXxnh/ldGiSRrZNVVUiMVwvJ97AwY5zW0ik6+\nrpOrq9gVUEomerVJyGiga020uIGdt7GPgTksU0uEqahx6kTctAnFu//d0maFo+PJ1O5IngIUNMok\nrI7RJrsmb9Bt031MbaVAeb+i0wMaNHKCMiv4uVB2B5nnGDc51rrFaGGO1EwNykAUqoMaM/0DmKrC\nCjkWyTt1jaEi2lAT+kCzW070wLQwahr2eghzRaVV0GhVNVqmiqGrWFkZ8hbRTImUXnAdZg0UDB41\nFXDv0V1R8NPn/PsrY3ppoDKWF4V80Bj9vMN3r9pt7zWaxCkzwALDrTn6GitEmlUMWyUbWqMWjnBd\nPc58eYTbn5yCu/DhaIvpY+O0+sIM/N0V+q8uc+jPbZRZSIZgfFKi8nei/PDEGwO+Cx8AACAASURB\nVPw/jV/nry99ieJfpOCuDfEQPCez+qUytfM6KaVAUioQoxyQM/5ZH2D/o1PaiFkadA4JZ5aMH0WT\nsdFpkqTIAAsMNBZJ1QpozRZ1PUI0VKegp7mqnGK6Mc6N2ZNQ0LjZP8lKXw4pITNwapXEaBnzio3Z\nAKUOkg2NpM5tdYKP185x6/0T2D/SnWyDvEz9uRSrL9vEUiVGmAlkuXRzmvdCuvzmc6b7mcn4OR5P\n33zbKWPMsXva8S3gDff1vwYusokx1onNCnU3//F2RT5IrqFgotN0PQUVJy+XZbLGGrGCgWzZGBpU\nIjpK2KBGGFE7JhZOxU0kUzwKcQM9QI0rzkF2a8VEtvBeYbN786Bz2I7Rs7mnWqTdKV333a3z6QZ5\nw4Tde4j6Ikco+tcnHAZOukKMVTIsMMA9xpidOUTpgwy8C/wCxxjTgUmw0iqVkxlWYzmW5H6mI0O0\nJiSswzKzDHGD49yxJ1iiDwOVrL3KEe5wgmsc5SbD5jyxah0jJFEMxVlTMqySpUycFiG3VlKkp7Xf\nu41mz5ODbzA6xm23Gk3hiHnYmNvYY+1JL1B7h6DcENVilnsvFUyiVEm7UbEj3GF0YY7kJzW4A9SA\nDEROtsjoFUK5BhIiv98kKRUZVOYZUuY4zF3GucsQc6TiRcw+hbVjGWbtYaYZY5YRFhigLoUxkdGk\nFjGqxKgQpeYVoj955WFzdEtlCo4n4Td37rDcJiOfRGrwfoJwGKje2LSIUiPNOqPc49DCAvHrNSf/\npt4ge/wm+lmDuf4hPqqeh6vAd4CGyuVXX6D6rSSNF3X+2//6f+Zkf4WTHwIpqH41zI+/9QX+p9J/\nw+V/eR7r/6zC3VtgN0A/DvNxGtkwa+NZ6v0RnHTJjcb2AZ4etEewaZvPYrtwxDvrumOIObLTGZ+5\nqRKh6yYsQUwvkz1zBXNCYSpxiA8rL8CnOvwc5hKH+Is3Uqy/kiJ+rMSv/Mo7hJoNtOtADponNK7n\nxvlAPcfcp2PYf6LBj4EScMLZx6o4bUSE7iuYRHtxXQvew079r7PWvlut9sPW9/2GnTLGbOAHkiSZ\nwL+0bfu3gQHbthcAbNuelyQpv9mXu9/Qdn93kKFlo5fX2afTKAkWUQapbWNGjVjRQC7aSDbIUZB0\niRY6FWIUSLNKxlVSdW9yiT/dNcwc5UNp+3O8nbZ3RnuBrQ3IrSjWwYXHJ0JxzkFBJDs5i5JfrC78\nhv7k6R4h3D7ax8DD0u62AzNw7E7jRaj44rnI+KmAoo+ShWBLVLzUG40WeraKcrKOaURgAEfQxoFj\nNqmzazx35H1eV/6KF3mPCfsOEja3lAn+mi/x/fvfZObiGMZPVOx7EmrUIPRCg8ibJY49c42XYu9x\nQr1OTl5GkQxMSfUIQ1oeU1inl5eu1/ik0H5PpbZtnc9aGGTdjyFy+/2eb36E/clf51bgVDn4Z/+w\nZ+ZHGp1vK5huJNenWg7TcKNTJpJuI2Vw0lw1MEdhYaiPz5InuMwZbnKMWYZZJ42MTVpy2OtOcYUX\nqx8yPncf5bqJvS5hhhSagzrr4wnujQxyhVPcY4xVstQJe95mxVUqer8ZueTd/yAESVQwYtaZmg5g\n0e4YUHrG9bH7CJJ1bLZmKhhYyKjgreUxu0LaLqAvNpE+xckkWADpks346gyvvvoe19PH+ejF8/AT\nDa5I2B9JzB0Z4nsvfJ1nBz7my998l74X1ihFInx25ji/p/+HzH33ENY7a3DvMzCvADloHAIljpZs\nkUw5jHcxKl49kIT1VBhiwdH6eSBNeDQEq8iCeqiFyJKykL06Wt0lnw/bdRKVBvqiiXQbuA3UQZqz\nOfXmTRZPvMe12EkuHzuDfSkE0xLVnya4qZ/iT5//uwydn+M56wrJ2xWIQuN5ncvqGa43j1NYS8GK\n5MjiKJAFBiGSrpNniRTrgfHZTovWC4bZxjiY1WXu+/lygsRDxXYzJdqzOtrTv/fnqN0pY+w127bn\nJEnqB96RJOka3aO8XfFnb//Ce33swjCTF4a9LziLcvtBLLql3Tif+kpaex2EE89yjSZJxpJtZPfA\nhq5Q0aOskWGZPhbJs0KOOuE2Iy7NukM5ShUJ22PFEb0fnBCGUO6C6Xu7Wcu0VwNvo5e3U9F18qXb\nn4xQPOTAd3dzwthI3Lg4y82Lczt2z3/v7eve69MXcpy+0BcwXHAjqQ6c62yPtgiKGAk/99yp03Hu\nR4gGGdY4xk36Y4u0joSQM6CdM1AMA3TQUi1ymWVOhz/l5eoHDM/OEl8vY2oKreF5+vpXKIejLC/0\nYb5nw9UKaAbcHQFDZjWSo/JcjJoaYZwpUhTQaCJMx+Cc2aw+58nDPwtnrImm1hvPTphXIjohFs7g\n94Twdgwy2AuD7NOLy3x6cWXHjvfB298DnDE4cGGSwQsn2Gxctru32p0JwffCrQRgoFIgzRTjFBJp\nlKNQHYmypqRZTvRxLzLMlDrOPUZZoY8yMVroqBgUSbJEH/MMsqRlGQrPM6gXHHaZJlCGPmmFXHQF\nLW0QlhrMMMIaGeqEvYjR3leCbhXdDTL/EwciZu9LUck1N31WUQtB1763zoG5izeYu3hjR471vbc/\n8F5PXhhi8sLQhrkarMIWs0/MS39Ntz1nnuQ6Cpx1xCknsHQZQqaTm1MD5iBytcmJI9d5c+iHXD12\nig/+/hdovh8GScLql6kpEWbkYVaOJokMligqMaayY9zhMPVKBMoqNB09BHkQno3CqzaJY0UO63cZ\nkBZIUEKnEciI2R+jFMS97sx+8PujBis12+ulgqQWexuVuHFxjhsX53bseN95+xPv9YkLeU5eGNiw\nj0iJE+tj5/yWvM9EuwPJHa8OD0FN0wknm+hZ0yEuclvPxJdqTAzf5pX+v+Xu2GEuXzhH40YMO6RQ\nJslteYIPk88RP1tmdGIGZJjNDXNPPkRViWKlZTiKo8HHgXOQOrfC6OBdDjFNHyvEKXvENnbbOfcW\ngqZu8Dzb16j2dkBB1nKxn4ECbqP2J3GVVy8ucO3i4pa/vyPGmG3bc+7/S5Ik/RHwMrAgSdKAbdsL\nkiQNApue5Tfefr5NuX0wxIR48B5BUgIDlQYhqm7vm4hcJRSpE7OaANSiGmUtRoEUa2QokPJYmGKU\nCdEgQYkMa6RZJ0wdwSQmuU0hxe+KSoHgtTxtRdq+GttevwPiucgdezvbpYBI2/7CZQeOI47l/MKx\nC6McuzDq7ffn3/5gk2M8Gv7B2ydpf56dCC5XVuBsOq+1vSZHxvJyyyPUmOA2KatEvFVBq7TQCgaK\nbSDFbVTLIEyNOCXG7DnCq02Um0CjhbYwy2tn/pbr6RNwFqbujtKQbSjYzgxvKrSaTtS3QowqUcIu\n5a1PNuDPmF4P/Isx5pyxT3cdjOw5AtuPWYMwzsQrofCJaxcq3+7imQt9PHOhD3BGwx98e3uK77m3\nf9k7VjfPoj/2zK7bg3LUctOuxD0xUCkT5z6jzDJMLRxhzc5QWMuxNp9hudLHmpKhnInTGNGI50uk\nVMdhZaBRshJ8Vn6WtWY/9yLjXM9+xPnJTxjW58hWVgmrdeyo88wE65hO01O296fcbFfYnDtptsk7\nMcuCVXt+VMhRfx15KXljcq8M0qELkwxdmPTeX/r2n235WN94+/mu2zdG4H2XlV+ZI0xQp30ItN8D\nA4WyFGdOGsTOq6TPlYgk6oSOtxxyomFIRoqcUq/wZuaHmF8JsTzRj9FUiQ8UmFRuEKVKK6rQCKk0\nbYcNL8064WcrVN7IYyUOgzUIiSTaW3VSr89zePw2x6Xr5FkkRgXVJe7ofakpEKz+bXe8WYjIurTB\n4BBRsuDaZrtu1r2CMOgF/uzbl7Z1vG+9/ewDP/fNL7/Cvj0C05mW7I9TA42SlOB+aJjySImw3EIZ\nNpFLFrJuwQDImslR5Ra/lPgxyosmKyMDNIwwoYyTmj3LMLeyR2hknfY29xmlSIKEWiJ9dIWSZGEV\nZbRoi9hYheGRaY4mbjDOFFlWiVB7zDZLTw5Ce2p35AczYcSn/lou0i/952F78/BJGGQnLwy0GfR/\n/O3Lj/X9bRtjkiRFAdm27bIkSTHga8C3gT8G/inwW8B/gpO13RV+A92OY+N7zjrRvjS1+3z90KVP\n0ywTpix65cgGSsjEVgrIkkVN1mmge6qbk6bTQsOpXUhRIM26FxlTMVy1QUTCZC87128QvZf+zEel\nPdkOfC+ZOGowTBxEOx2L1Pbdnbknvhqz997Ih1/Bo5Tji1oDoYRGqDFizXBsdZrcpQLmu1C7AooF\n+gmwvySz9nKS27ExCokE2XyJvtU1ErfLhD9o8HL5Q+TzFqnXCvzwyFeZPjtBdSqG3V9Dea7M4KE5\nDjFNmnUiVAONIH3v+35Re4MLos9n5qcJi3Epao00Wji5/d3reiweTPHby+ikL3lcdHpMg9kELTQK\npFiin3lrkDulCe5dH6f6pym4tA4LFoSjcC6C9h80OZn7jDPqZeKUWSTPR8ZZrk05fz+NvsbI0BQv\npH7BS6/8nPPaJUbMGWQsVtUsswyxRpoqUSfaERiR+2Vc+nDGp+nlAciuObbZ8xGyzE9vlzwlyjHM\neiFFeCfQudbbnsm5mVLvJIIFYSHTIMQaWWpEmc8PkcwXST5fIlFuQA0U1aIeUyiRYFK+gZL7LjO5\nEWqEiVNhnCkGmUfGoiGFsCWJNGuc4TKLr+WR8xa123FogTywSuqZJSYSt5iUbzDCDGnWXUPswemV\nvQjfsGpPY7YDLlO/jtF3bgUVe+GIfTpG5cPhuwbsQL6Fb5760R0HTXRWyLJOCnISVk52WGItCcU2\n0eQWkmzTROe4fIN0osBCIk+BFCYKcSrYSNxnlDJxZCyKJLGRGOU+jMPaoQyGrRKXygxJcwwxxyDz\n9LFMjIqrm+2fvAIHfpK9gH+/RW2z4d1/fxxKnk7ly5T9dN07ExkbAP5QkiTbPd6/s237HUmS3gf+\nX0mSfgOYAn7tQQcR/kGhyAaFdTCeIPb1PRa+N3EjhJfREd6idkylhSa1QIMINUy34DFMnQzrWO5k\nkLE8RhzRVyREw1UEFVeNDtMk5JpuTiezzoG0F+rEwzq97zSEwquwkTZfoL0w3blnO/XbThQyeLxu\npvzOwBmP/vEfVM8hask2Kk/d4mkWKhY6LVIUOGzcJXm5BH8Ele/Bx/chB4x+DZqvxvl5/3n+rf2P\nmWKcySM3+NaR7/Dlmz8m/UdV+BG8OPsxh9+6w5dP/ZDvT3ydS9LztNBIUWCYWca4R54FYl7d4/7s\nbO/wUToQioPTjljHcNMUJBw2QI0WIRpobp2nqEES332SStROjFD1Ac9Q1CFtpf5IuFkMFJbp57P6\naWbfO4TxryPwb5vAO0AVImch8TzhkRrflP+YX7b/lAQlLnGOuhHh1q1nMP8vjcZnMW7nTnP7a6f4\nw//sV3kz/yPOaR96CnGJBAVSlIm7TaRF6s/+HKMCPqNqMLrgJwb7Udv2VJynGY9OrrSZI1amhUIV\njXkGnfICu49lJUcxlcJKycQp088iQ/YcA9ICw8wwyn3P8RKhBtiskqUhhwCn+e4kN0CzuXf6Buun\n01jIRKnSxxI5VkmzTpQqQbKu/WSIdSKo+oqeqk75he4pwaLdtoKMDl6N1JNTdXffBNzsF5w5u3Ge\niiiOcCy0UGgSZZUc9xjjtj3BHfMI87VBmk2d/vgiR/XbnOIKk9J1JrjFSa7QJESRBGUSbqsQJ1ML\nBPGXzSj36WMZU1JQJL8PZIwKEWqEaHiyZj9BlG106q1ijZe81iD+c/Cdh3QwV+8/bNsYs237DnCu\ny/ZV4K1HOcZmN1Eo3aLWwzt2wChrL+BzDJ9g+pGfjiN7vcTqRKgQ84obVQzXE7GIikGSInXCSNiE\nqZOiQIKSW6Dp0JELOo8KMWpEAobYk8Fes8oEQ/WP03F9uxAKS+f1bjTQdw6P133edoWHb5A96vcN\nVcUKyxCz0OMwLEF+GCJvwk/OvMz/evM/591/dYHW3+hcO3WWa//xaW588Tj/7Fu/Tfr/rsI0pH9c\n4aXmR+SfW+RZLrMqZTGR3dYOFcLU3DSwp8+naSF50WkgQJDi/K/TxHJJKoKC/GlFp+d7O7AsGbsh\nQdXEaSlZAEIwoNP3zCJf7n+Hf3jtu4z98D6yaWK8cJUvvPwzfpD8ezSWIjC9BnMtqOYx+mJc/vvP\nYQ4pHOEOccqew8yJij0dhtjDIHdEGvwU9wNAsF5n83tSIcYMI1ypnGZqegLzAx17VkIJm6jHDLJn\nljl96CPOcJk8C6gYNAmxjNMbT6fhJm5XPSNjkAXilGm4RDJODozzJ9rXPA1kHWKdEthIROa3YRAu\nZsG2Kj9B+SnyInYbD9IxNp7TxnXeRqJBiCX6mVo8yr1LExg/0bDvSyxlwxTODzDz6mHWJtO8yk8Z\nZ5q4S7phI1ElQoGUOw5Bw3AI6KiQZt11/ztsieK1n/GyvyEa1JiuninW9E73jBaoibMCY3e/RcVg\n5wg8toXOwRMslhSfB7PnN37mfMsvAPRD653VZSaKWz8WIUwEBdPLrY1T8QwwUUCu4HgeJOy27ukl\nEpSJUydM0/XIB41E2EsDaS8GXtDYEcW7duATQZfgX/NukHX4k8w/ZrAPzcZJuP3f7hTBIrUt6FWU\nA6NTJP+ZPDz9TxSe1gmzImeJjzYJvVhBq8HAYYhMwt0vjfFu6Ev87Cevsv77Nsy8S+XWIT7JHiM1\n9Bbnxi7x5it/g3bNRFUtUrUSh+sWlUicJfqpEnGjdX6dn5hR+1n1k7y4g4KM7UW9REVEkBxBGGZC\nlpj483R/im4fwQ5XctcZ0g5HKm7cvxu8jIHQGsWhLMUzWbgSh5uvQ0SFF/vIvTHLl+UfMXRpnshf\nNkCCbGqdo6/dJHqsQHU8inUtAkYIYhJICk10Kq4cFd53wx2h4ncfdA37Ee3cnT78ZEYnVWx/1srt\nBnzJ2y6pLE81EzWGhqRQbsax7ofhMs7tK0AtHIGBFgm9hCEp6LSoEGOVLCUSyFjEKZMNRL1UDHd1\nr3gyJlguYT10hvU2guQowVXArxwOrqPtdc69IClFYv1uI7jq+zqO/1nwHoqtwewtx3iqEqHqpCTa\nYViQ4Aq0QgotK8T8IFydPMUIs8RcOvwmOiYqDcJUiFMhho1EmLqXeh+lSpgaWoBZcL8lJG4GIQ/9\nWkXnzouyBMN938Jn9hY1074h9mTuhGgNtJVf7wljTKBd5W1n+PI/CzLbSIjc+m4FgNDORCUU34ZL\nYa9i4ISUNY91RrDbgdMHSoRIq0TcCRKiRoQycWpEvFoz31MWPIOnYWr48O9l0AcUTMlsL/zdWQQj\nnVLbtqAh5i/au1NT9mhHs5E2nFm3Y7Wn0S6RJ5Q3sb4gEctXiS5Y1A9r3Dp1mGu146ys5mFtHQwD\n1qE6l2R69TCXj53h3LlPyaYKSLJFY0CjKkUBHLr8tvHpLx/7eXT6BrDtGWDOdkE17Lx34tVmF0+u\nyEHf/17ErUDMI6uLH9GpNPAja1GqDGrzNMYjmG9qVKwUXDoFMYh8rczw+fsctW+hVg3QgBAouklY\nqdE3uEDhC1karRiYID1nEX6+TCa+Spwyog2GOB8h8fezk6A7/GrbvfHrPx0Q5o9Qy4SEFy1CEpTI\nscyQPstaX5alk0OY1RBUJYiCKcvUpAhFkkTJImpvluinSBJRihBMy4tSdZVeo22l89ee/S45g7QU\n/prprFq4ji0nJqEE3gtinQdFiPYGO2N2dGP2DJrZ7cZYuy7hvN54FsEggZNlVWKIOcZid1k7kmXp\n5TygQEOCFJiyQpkYy+RYot+LANUJd3AQ+L8kTBLBUiB+d7Nz2k/w778oBjLdcekXxAgHQjB6K9Ar\njqytzI6eMMbqhAEQNV1BS18QYXQKgIddrKhAC+bOOl5ylSYhnJC7TJ2wa1I1UGkhYQcCv07wVyjM\nBgotdOqEA6mJYjD4KWlPrhal213ZyahU8Kgbs5J9VjAHe1Evt9EQszds3y78OkGxFIk0WHEOG01w\nCcszAcRSJz4TcPzkjqJhoLJOCisqU5/QyI8tES80WU9HWVJzGGsKscNVKm9k4M7rkI6gnzHR+xqU\n1Dj3hgaRkxaSYrKuJ1iW+1gn7UZ41S5Oiv3dLtGJTjpiWsgNIZ7VgOEpooHtrIpi6XpyNDs79dt6\n29gUnkHxGw8/I98w3+gFFktdiAZ9LGPlJKSXbGYHxzFeV0GDgSOzDA9OYzUl6qd0VKmFFZYpPhNn\nXUozoC+w+EsjcERCVixCY3VyJ2cZU6bJsUKYRpuZsp/H5KNAJNZ3U2afdA1jO7qTMz0ehFnfLof9\nTJb2LRvh58O015CLqK5FjAqDLGBoGvKQzWdfNqiNpDHLKkQhOlxmSJ9za8Tw6qGCDXpF+qHiSmxf\n+9jvMfOHQe4ik4QOZrXtFUx/e/L1SDsjs1to3jWLP7vLeBUIrvlWYD9hxAbfi7EUo8IoM5hRFWnC\n4sPUeZpHY1hlBSllEx8v0s8SMhYVYt44NFBQcRiUxdmEqbexzQbPsHvgYn/DmX0mQhYFy4/a9bve\nmaMiALAV7aonjLEFHDpIjRZh19TR3dzsbil/wVqxjY+hPWRsIXu1B6JdnKgtqROmTMKNHohBbiJY\nGAUxgKgFs93vtVxDrTM4vHHx2tsoWbe+XzsHn4DD71EibVont/OGWKc3rFN5bDeI/RpBbdu/3G8v\nOka45BjhtcAxBYOPY8T7fZFkbI9cQRhlEhvrYERqkpNGp7NO2mEK0zJE+6ru+dscy1xl/it53n/2\nJexbUaQMjIxNcTL3CRnWWKaPZsxJlxX1jA2X7VOc09PCyCbgjDBHWCs4yUuCajoIYar439t7Q1Tc\neb95pYlOc9vHHWKOJrpXvyrGu9wmI9vnCrQXP+Pu1Xm+pss/KZSKYQzi0Qp9JxYpnEhhIZNjhShV\n7umj5F9fZOhLczQIcVse5x6HSFJk6Ow0qbNOO4Usq/Sz5NXggmCjlTfMjacVe+sC2ApsLz1/O1C9\nhCKhzisEW2mI2qtuzgORdiSqwEWkwm9J4ZQQiB6NKgZxpcRwaoaVl/qoEkXCJk6ZHMukKaBi0ELz\nvmchE6FGkiJJisTdNjab1930jtK3G5Bdzcd2n5TAXjutHgx7gzzfKgqk0GkQcdP/BCeAYODuVjMW\n1DHAZ/rrlF1+rZ1BllU0WsT1EsNDM8wNDVMliopBinX6WCbLGjpNz8xweAwcGSkCAmJOCq6D9jXt\nUUlx9gfE9fiOwt6m6A8GIEQrrcdFTxhjf8kFLGRiVOljmRFmGGCBJAVCNF0hHPT8Cs/txgnZjY0l\nCNs1ICxs74aJsK/wnvskDH7hIDjKnvj9dqZAf3J2Zu4+7Hx2Env1O72Snfyg5990U1HXyGz7d87N\nXaWcjDATH+A2E6zQRxOdEA1ilN20Fsdb5bD5tdNRi+L8By3mimuQGW5KrIFKjTAyNjGqnOQqMb3C\nmcFPqGTjaIpBTltmiFkyrNNwi9KFs0C0aFDaSrSfToiFUEHklbfPv15RJIQh5vSWK9FvL237mL/E\nT1imjynGuc4kS/TTJIROkzhlt09iK6DCSK6S66cbbZRZgn5cJIk5Hkmh+Eao0keUFqqrLGjcZoIq\nMaJSFROFddLMMej1zwO8Fg6am4Egzmm/s2A9bYhQI806Ayxs6zhhGjTc7nEi7Uqkb6ku4UCwxqZ7\njY6oHenMePDZep167xI6TbKseXXcQIBN1ZkDTXQSlDBQUTFct1XV63EnHK6id6HA00DY8TjYS1Ku\nx4HkamE70T9rmkMMMk+aAnkWCVPzMp+CYyioe1odslPopv75+REb0X9WOLNGmCVBmcPc9RwTujs+\nxfWILA7JjdK1qLqOfxnRpsUxxoynJgL2MPTqWOyE0DuLJFkl+9jf7wlj7Oa/eQa7JaFmDeKTJQon\nrhJTK4xynzyLaLSoE6ZEnDoRL82gW+ay73HzIzPtAd32vF8/H1f3JrmYbGLyiePS8cqpcWgnj/DD\nprtTs/Rg7PZvdc8V3/1Qcbd6seAn/v0WnokKMRYY4HZrYtu/HvuTOtqZFutn0iwm+/mQc1SI0ccy\nE9wiwxr9LGGheFEpZ4xK3uh6kOdKXJFgBXJIZpyxKVISsqwSkesM6fM0dB1R2xhxUxdEbyYDBSeN\nUixawZqHp0/p7Rx1fgxSfN4LbgMHMhaaSw4wXFtgeGF+28d89uI1Fo6tUBpNsGAM8sniCzTrIeKZ\nAiOZKY5RJsMagBtBi3hOqPbKRssbH2K8+o1GRBzcdgmP6g5pguuxbaGxTD8lEmiSE5lsuengETeW\nLBK/g3PUN8R65Ql93uEY3FlWOcZNThavb+toEWoeg/EaGSpEkbHdRMGm58CSsL3sFN11vgqHp6gT\n84kKBCQ3qiZ7a7AoNYhTCoxlv/eQYFQVKYrCABPKrVCgfYeOiIU8fXLzQejl2ejI0NaOZBXcsI6R\nkIvk7BVOGVeIrTYxIjKFSIJ1LUWNiCev6oSpuLybQSeAqLo1XQI3Cb9oIahfSoG5laLgyVKnJgpE\nn1oRZBAGiIZBC8N15NluSxqTdpfj04v9dI0GKkWS3GeUOxx57O/3hDFW+m0LmgYMRym/kUSfqPKa\n+tccKU8xXryHahg00zqz0TxLaj8FUtQIu8K4ndABfC9b8N1msBFJELK3b2fRrl/T0B1i+nUaYs73\nnz5BHryj7cxLu/ub3X5H3HOxIFs4hCxl4k4H+8Kxbf92849At00aRyJ8Fn6Gn01/iRoRjvTfIp9a\noL+5zOGl+9jIVNJhVqJZVqQcNSKB8384nBoy3+gXDgchtGNuGo3vQPD/9WO6Mt3qocSI9BXwpxOd\nhde9AnFeTmpKgdzaKqkPq9s+bvx3C5j/UIJBm0+XzjD778ewyirF55PEXiyTyF5ikhuoGB5xwQo5\nGoQ8R4bvKLAC86lzzLbXJGhuewQx5uqEaRAKpHjZruLd8sav5Kal+RTaBjtNUQAAIABJREFUQmHe\nH57PpxuO0RKhxiDzTK7f4vgnt7Z1xDB1SiSoEmWFHGtksJFcY6zlGUngR+PSrBNzWQw7M1DUNiXU\ndyMEFWCh5LavT84IF1Fy4eAKGoS+DBXZL0GDrLfqUj7PcFL9TY9kbTuYrYxyPnGJfHGJkVuL6FMW\nVj8kR8pkswWako5cs7ANmUZYZy2WZjY84EU9fIPKqY00ArXZnQ56MVqD0k+UxTg6S7vzvjObQ3Yd\nCDKduR8HeNJwVk5nDVwhxx3zCFdLpx77OD1hjPGT62BXoW8UtCOY/1TmsDTNies3GbmyCE3gWdBO\n1mnFnagHtKcsdKph7QV+nbUR7XStQYIF/zv+5w9TXjsNks0NsUcvre9NiDshasZ6D8K7WSXKktXH\n0lJ+28esvg/qF2GRfv529Qtc/ZNnsXQF/fUmVkzl0NIMI3+5DEDjlEzsaAXSNosM0ELjcZ53pwEV\n7PUSFOgiohDMbfeJRQR9vXPEIILOhQPsPZxagDKR1Tr2x9s/XvEHYL8gUTyf5ub7k/B/rEElTL0U\nhjGV8dQ050sfErKbrESy3A4fwUZiiX4vjSYoMx/FTJe8fZ3UGpGg7fy7sazcqYp0TFHTIz2SvOP0\nShrp5x1OtL1OP0sMzi8R+/H2nAUqBhYyNbdf0jJ9mCher66WrVE24hhNjahcZUCb57B6lxFmCFN3\nnaJ+wwq/QKF9vLSvs6JthXgnKko7YXsRMtMdgYLqxy+HePocqU8HnPyR7aJSiBNN1MgvLhH6Cwtu\ngzIJiefrJOy6I9juAEtAEgpHVtHGm7RiGmUphsNHQMBA8lMW5cA4FSt3e06VP+4IfN5d+vrtFQ7W\n7t6D0NPqhFgly0xjlJl7hx77OL1hjNnXgBJYMmpzjHGmeGH2E4a+t4j1DkgaSL8MsaEqctx2E1+i\nbU3u2g0yYTD4CLIkifc+pA37ssmn3aaCTyAh3ncT4sEc4/2df7736pP0WPdMGGSNVph6MbztX6+Z\noCdVpuLDvP/Ry/A7MgyBcVghOlxn9KNFzH/ljBP9VYu+b65jfkGiLCcokWhLmX1c+NEDua2Kob0S\nSphdPltgN7KObgQiB9hbOGk2TZSawQ6UjFGogNVIsTSdh98z4NMfQ+MwLB0hbaxxtv4xz166jmpY\nFI7PET5UoyLFKJGgQgyr60h5NCjuMiQiW0oXj20w1TsoJxWeroLzpwEi4hmhhr7epHJ3+8cUioqo\nZRXrcBOdVSvLzeIxWvfjoFvk+2epZSKE5AYD0oLLZSzTeiyjaDPp176PWE/MAMkRiNqw/eos/fxg\nJ3I7lKZFxl6jf20ZLgFzYOfBlGRsWUZatVDes7B/CrYN8RfKHP/mXerndO7IR6hLYWRUZJru2uur\n036Ct+9gFQZ/8Bp8g21zHUEkivt9Qg/Qa3Dq/TVqRKiUkjRnYo99jN4wxvTXoKnBUD+Rt2q8qf2I\n7LsrLP8Qmh/C4CgoCbitTvALnucGk9jI9LNEmnVCLj3y40xQEW3YDJ2GW/DIG/saPBztk+4AuwUR\nyg/RIKGVSPSXWNnmMdMnYGZkmDtrR+EXuuMti0PSLJFaKtL8Ocy9BwqQjUDkGZPEiSahXJ0q0W09\nc0FKYbORFOQA+w9OSoqOEVWRhjYyPz4usqfhw7Exbqwdhw8NMKaAw2jDBiOHpjhf/BDlXQt0iMbr\nJPIV1IjvxNouHqb6Hsi7/QOHMEBzyAviGgOD2zueSIXVaBGnjIrhpSK20LjJUW4zAZfBntVYHhrh\nw1fCRI7V0GnSxxI6DYK01juJ/e4U/TxCMGE3t8BW14lMaI2+2jqxctPpj3gMzK/Ax2dPci82ynB0\njufTn7J4y2J5GqJTcMRocHbsKqVskjl10KPHF9VhViA61m28dpbAPFomgmgadLDm9yIk11AWqaeK\n3oLU40due8MY+/VRMGUiZ5tMfOMqr+p/Q3phnVAZrEFova5z9Y3D/JvUP+an06+xUsoT6q9xuv9j\nJqUb9LFMmDpSoAi9G9oL1X2ltjOy5SsQTkqjMNzaCToI7PNgCM9x53f97ftZYelGrrE54cZOYjNF\nT8UgRoUBeYG1gfvbNsZC34LlyRzz8iBEJTgJnIN4f4m4WkJNQu4ISBEIPQPNMY1SzCFKaLmVDtIW\nnnI7sUdnmsMB9iOcIt8U2XyJ5Evbow4HSPwjWHy2n/v3RiEcAel1OHGIkSPLTGo3SVaqkASOwMzQ\nMJ9oZ7jJMZbod+WaXyWzFTx4HB6M0v0EUfewSJ7lQ1nyX12C32xt+Xg1Ijj08VWGmSFBmVN8xqH1\nWRTD5FZunFZc52+V1ynczmJe1VhvZLg0dJ5sZJWoUiVByXMcbGzcvh0cjM39CAvFNYC2j4HMHHGl\niNVvI78MnIbvnP57fKf8q1xfOs549hb/49d+k8E/vMfS3Sbl2xD/gU3+5Sb5NxYppeMUSLkR32Dz\n+nZDTLjyN8rYh1+F6Eq4N5X5B9gqHAKhJmnWGYrNUDiaemwu2p4wxgZ/YxlJsukfXOCFw+9xmCnC\n2Trh56GW0bn99XF+Z+Kf8P0ff4Ppv5mg1Qyjv1TDessiFSoQkysey8xmonqzWpn2CrIg8cbGGjD/\nG+KV1dXA2oz1r9NY2Xu2xb3D7l/b5sdWabnNQOcxowrbLc2pfD3C2qE0TVkjfn6d8q+l0J6pox9q\nUIuEmf3SINF4lUooRmEixepkmtVwiiJJ73xUtx/WVrAZKYVI9NrPpvznDS00CiRZTOVQzxhAcVvH\nm/7qIaYGxihUUvCqBsnT8JpG/7PXyKkrzCfztL6oMTV4mJ9lX+J980Wmq+PYcYuctEJKWidC7aBu\n63MPqc0Yu5mcQD1rAFe3fMQ6YSwkYlRJU2CC25y5cYXBny2jzhuMHr2P/FWZxdPDXP7gLMbPQ7Rk\njblzY8ycHKU/tkTY7QHl18we4PMNJ+21uQMjYSwyjWwbrI0k0L5sc/3QJL+/9Gv86M+/zNLlfm5M\nHmP4v5jjv3rrfyMyO83KZzA/Bfn3YPDsAquJDBUl1tZzdjOOga06EXwu2wP0MkQ2Vo4Vjuh3kHJ2\n7xljkiR9HfgXODrj/27b9m917nP2jfeRsRhggWf5BAmb1nMK1qjM3OAA7z7zCv+u8E9Y+f8GMH+o\nQxRa6Ex94RAntasMynPEKT+g90T3OrKN5B7+3v7nj+dD62bMdYuJbJyc3Q2+zfEwMpDH98JsDZst\nkZ3bdv98hDBUMYlQcyKmUm3bx515Jk9JjZGkwNHnrjKfG0Pvr6BEWtxSjvCDly8QfqnOXHOIOWuY\noppAxiTHqtcvT9kF0pN2TssD9D6cWpUKMeb1PK1Bhe0aYz879AJTjCENWkR/tYL9moR+do3MoRVq\neoh386+wmM/z05XX+MX9F5heP0LTCBOdLHA0fQNNaxGiSadsPMDnE4KG/jrHKafibMcYa6JjIxGm\nTooCx7hJ/r0VGr/bYvFj4EiBX03+Ce+89BZzJ4ZY+GgM7skYl6MsjudZi2XIsOYaYwcy7gAC8o50\nzxyV7mNIKjPZYYysyp/wdX72w9dY+oMQ/Gia9XGV33n1N/jKGz9m8uoS6r0aGMA0ZNcLpIcKLCn9\nXlsZgc4zOxi7TzccLnanFjxFgUNMEVfKXHzM4+yqMSZJkgz8L8BXgFngPUmSvmPbdpuEf4n3kLGI\nUyZFgUXyKC+atFD5lNP8TfWLVK6koSJByIKohK2A1VRpWCEM1zPhoJuR091Y2Gigdd/mMH9tVFa2\nm15oI7cZMp0kIw9CN6OvE5s1ot59SLRX2bXXOfnns3MGmkg9FfUFGgYKZSJs3xi7rR6mQYhR7vFL\n+l+xfKSfBiEsJD7iOX5sv86MPcLs2gitRph4osSh7B2e42M0WoSpuwrv45vcD8KBkN+fMNAokqQu\nhdmOsgvwMc9RJk6ufxHjK46xl2eRHMvcZZyP7Of4hf0C996fpP6TGMwBQ1B+q4/C88v0acukKOzI\ndR1gv8ORyxUcb7+I7G8VJioOaZDh143NmVy5Bz+/D+Ya/LN/AW/+1o+4MnmGhXOjcEuCCpStBGXi\nNNFd1roDZ8EBgti+PpNxG4TfZZxVclzmDOXpOKxOA+9hrdoU//l/yk9/8yUm3rjJues3aU47P61W\nINJsEA7VqRDzWjAcMB5+fqFgEaGKikGS0mN/f7cjYy8DN2zbngKQJOl3gW/RoYGIpqQaLZro3GeE\nEnFUTGwkngl/SvGF7/LxieeYvX+IWi1GqL/MxMAtssoqmtulQdR2BRvtOe+dibJ5n6qtbeuGRytY\nlx5xv83xKOfTS8XzmxmGu2kwOuxgW695EKgSQ8EkzxIJypSYZY0My/QxxyBFO8FaLYNZi0BLxYoo\nGCi0vAai7Ua3eaBcfO5hIXvNl7eDddJuVsEiGdYB0GkiY7FCH7PWMLPFEZpF3fExhYEICNI4ewdk\n0QGeLthIbr2rtmPHM1EoEyebL9OXMBkGFkxgAY61btF3YhGKFsQVGAZFMw4ICw6wq9Boef0RS8Qd\nuTlpwsBpIAnmfSjIXDaeYf7sEKe+eRPlQ2ASyOBpz0LPPMDnG2IMyG4z+cfFbhtjI8C9wPv7OAZa\nG4QxJZqHgo1OiyFmGS/c49y9K7y59tesp9Is57PMJAe5r43QVHRiUoU45S6T4VEjL9vZ1g07ud+D\niDAe9v3eyq5vV/jaz83Pi34wAUs7ut+bB6ULbBWOZ9YkSpUQDcLUiVOmnyWOchNDUjFCGrV8jKoV\no6lryBgkKZCghIqxwVu2Wbz2AE8OflXKw8mxt4+dcT4YqMhYRKkSxiEEUTDRaJGgREoukI8tsvzF\nPEvP9LNuZGiEQ4RyDTKR1UA/pwMcQMAZl9tlGxTZJKIWbY4hBs6tkf96k1dCUK+D+jpU01G0TIP4\nqQIVPUXoeJlcdJm4KzsPsJ/guHfsbbRz2SsE+4KpmAwzy/CLU1T/UYTK0CjUsvCWQixfRTebSM+B\nFAaOwGp/jKIe9xwWvX2lB9htBJ//VomGeoLAI8hSKHqTqxhkCwXGPplDecdAvzpFJgpnjmmY51PM\nnBvm9vA4y/Q9pgdPKPG95w3uFh3aSISxN0yFO4tHO8/NldNHveaNTJU7BdmlyxANHlMUyJhrpFeK\nhG62UKdMDEOlkQ3ROByifCjKciJDE30Djbi8I2r4AXYawebtDofV/nhOYmyKaKtOgwxrDDLHsDVH\ntNykHI4zl8szFT7ENIcokkCjRYwqyoHCuy9g8aDGsL0JcbZNdBbJc+/wOsO/Mk/yTJVoXeHmsSE+\nzJ1lWe1D6WsS0YsMDMwypM6RpoBO8yDtq0cRlJcQlJdChvb+eBUZVBoth7Og/2MiX66zOtGHWjMZ\nOP4LXk//FcNLs5AA+wSYx2A5kWVdSXntGw7Qq+gk5Qs67jfq2tt9ko9SPrQZdtsYmwGCrahH3W1t\n+N7bH3ivJy8M8uyFLBotosUG4asG5XfgyntOFsPp/haTby2TiRbRh2pck06wQo5mR/PGzeCzGPYa\nug+Fbtu6GWjBTzduC25/suhGO+I3Q9w8mrnxmjvvl3/kGxdnuXVxwzDbMn7/7Wve69MXcpy5kCPD\nGseqtxj+bBH7O7D0LtSaMDQEyTeg+cth7pwZ5g5HqEmRtmXqQLnoPfhN48V7yZMTIoq5EzPo04vL\nfHpxu80WfFx6+3uAc46DFyYZvjBJiAb9LHG6eZXnVi+T+7SIXIfiUITp8REu507zMc+6jiz9YDz2\nMIKtsR3ldnedOXMXbzB38caOHOtP3/7Qez15YZBnLuS4kZigcC5O9FyVEgkucZ6LrQvcqh7DlBVS\n+VXGtSkGpXmSFN2U24Px2asIZqKIfqwbR2d7Df5WJemNi3PcuDi3pe92w3ff/sg7o+MX8kxckHmG\nTxkcnac+GiJllXi29ikvrrzP0L0FKIOVk6iMaKzoWYokvZrG3tCuDtANQSaITgOsWyuCreLqxQWu\nXVzc8pF22xh7DzgmSdI4Tun4rwP/UedO33j7+TaL0qbhRMgUBUsBy4Y1FRYMyK/D2AzoyxYxymi0\nvMjD0+eheHRbXdTKdW6DJ0HgsTlE885g5Kqz+7wQ6n6wV3poyowwsi1kJi8MMXlhGNGI8fvfvrSt\nc/61t0+45+ncSxmDMHUiqy20T2Htr+Gn7zv5uC99DM9VIDrWYOj0HItyHgMVY4fqLw6wO/A7bTkz\nRUSZTHzKYmWDUvH4eOZCHycv9HtK9R98e3uK7/NvfwMQC40MWGi0SFKkv7xC/5UifB9YguR4jaNv\nTqG/UWfd7Y9TJIl5MDZ7Fo6jSvFeizTabqmlOyHhhy5MMnRh0nt/6dt/tuVjfePt59veN4F5BrnP\nKEWS3LPH+JjnuFo+SbGUIxqqkUwUybNImnXC1A9qa/cBRK2+D0HYZSNjBj5zMp86HV+PCmddH/Le\n/9k21/VfffvZwNkCNMmzyBj3yNnLTNSnOXZ3GvlDG1aADJgDMmvhNCUpQYMQBio2kjdOH8ZxfYAn\nA9v739eFRZbTRmzt6Z28MMDJCwPe++9++/JjfX9XjTHbtk1Jkv5L4B18avsrG/briH600CiRoDAQ\npe8FlfgbBt8sQnMJ9FEIvQL1wwoFKd02IT4v6FZw/6jbnjSCg7+bARnEVkK+DzvmdiCiWhYyTXTM\nsAI50PNwBIcTYTgG8RQYUYmWfKDk7hdsVjcleyqwrwBvd3zthqc/aEBayLRQMVQF4jh/RUDxi82V\nHW2ge4C9gHBk2diYHWPQcRb0/vOsE6JEklmGucZxbjUnqKxksA0VNeTUOSYoodNA3rRVzQF6HaKZ\nvOq6IsW62UJzqeC3V4+40xAGpU7T6RVVv8fE3H2kX9ggEmPiYGkyVaLUCHvlMcG1YycjLQfYOXQS\nqcmu01K0w3JGq/xEdeZdrxmzbfv7wIkH79WeniaYl2aUEaLjdQ7/g/uEByG0ClIe6uc0Fk+kWWCA\nGhHvBm61EF1EaYJ1ZN229QZ2mnBkbyF5/wc71Ld3rhfPsVvSog87YHhJXYWgw+K1/fsQTFOzccZn\nhSir6SSxMxViX60xKcNYARIDIH8RWpMaK1LWdRY4qu9Buk3vwnm+voHSzahXXC+v5akaW1ModmNm\nBo/ZIMQaGeaig8wdmWfgi6vIC0AfVA9FWCRPmZjbEqTX5NsBNocUkGlitDotPRylwuj5etSg/Ndp\nEtVqNHIlZNmmP7xAP0vEqBz0FttHaNe7LNfZY6LTIkQDjZZnjDUIIWG76X29Y5D51+A63iQLRTVB\nB9I4/w+ClXWMMcMj7thYPHGA3oIwskxXV1QwCdEgQg3NbR/eQqOJTgvNDe7s/brYEwQeQYjoWIMQ\nK+QIxZtIz9gkchXUuoEZUShkE8wlB1gnTcPL2X14FOVBPSC61ZH1Vm3ZdolHeon4w7mrYpKIyKbk\nKhUiFcevr3oUlkXJNZqCNYEPNuceFcKQClbjNdFZDWWIHKqhvWmQ7GuRXAP6oH5cY3UsySpZt8BX\nPhDS+wRi/Piywk8Lczy8/mgQ8bJegYjhNdEokmJGHSKVXsc6KxOu1DHCGgupPPcZpUSSVlt/xgP0\nIoTZ5chHRw7annKhYKK48s4hYVF73CATHukYFXLSKmPSPZKJIopkklNW6GeJOGW0Lgy0B+g9dGa6\nCMkoomI6TUJuuqmToih547ZX5Gdwrlgo1AlR1OKsphNkTpQgC5IO9WGN1UySMnFPdj4ux/UB9hqC\nq9svN1AxCFEnRpkwDcB2nQRRV9v0HV57iR4xxnyhKwSwhUyFGHPKII24TubYGiEatNAo4Ci6FaKY\nHZfgT+5uxll3g22zpat3lzTobmQ8mACjN+rqHFVCTA4zYIyJHF5BJe+ct/OddrO4ncGpMwd9p69T\n3NWgV9dyo7crySz6ySbpbBm5bmNFZQqpOIuxPkokMdzGp72IIDlAL5jovYT2aK2I2Jr4or03Y52i\nxqhGhGX6uK0eoZVXiVOmQZhF8swxRIXY5y69ez9C1Baa7mizArThwiDz6Wd8M61XIWMRokGCEnkW\nUWlRUyPIWMSpkGWVGJWu7UAO0FvoJKMKZhY4cOSkiJIZqGi03FRF1R3RT94YA38dNFCpEmNR6UNJ\nmFiTC6hDBigS5ViU+UgfRRIHjqx9CCFLxXgMUydCDZHib7rt6Q1Xyu718+0RYwzX42cT5Og3UN10\nGpUCKVQML2omcnaFtdsJP1Imd/xON2/MRoKLXhESPtrPsTPKJ1KqgtuDaVab3ae9hs+45LMoWgGh\nbCFtmrwQNOIEOmlLNxYT78Q5BxccPJ+egUqJBJJuURsNoWHQIESRpBu17T3a2+AIaE9zstoMzs8j\ngrQI7f3qRFsDxbtPvYjOsVkmwTyDNAkRpu46slKskqVO2FXkP89PfL/B9iIPICEjI7nOq87G8r0K\n2fVMx6ggYROhRhMNGYuwmzrkEHfsRIL5AfYWwg0qHAWq92dgexlMD8pQepIQJQ9Vok5duByiGE8Q\nitcBiTphysQpE8dA5UB27i/I3gpvI8jdnAISCxUF1S1DeFJPtWeMMYFOAwKghkQzQMHspLb5NRu9\nxBa4V9jsmh90L3qR0GM72Mzw2qvrtNxxWSbhRWgNVGquSmH03vQC2FD8L7Y9SUHUKwhGbIWx4ghr\nYeyb7n69PZdMZGpEAGi5ve5aqK4vMEKd8FMnD55mdLIKBt+bKO7c3R/MgyJVMU4ZnaaXainS2jRa\nT/oUD7AFiARF8U60G7KQ0WkC0ETDQOlp+Wm5srOFRo0wqsupK0oqWuifO33z6YJDElgn7GUSODVj\nYmw+mWfbY9piZ3TKZzkxOxYavzmr8AhKgU8enYVvp8k7RH7/7ntNNjv+425/cvDDwyIovFGZ8HuQ\ndfu2n54TrCtrT1PcnesWglmchTC8TBR3Umu79ttbhTOfxL1sP7cDQ8yB5SXWKJ5skZHcihw/8ip8\na70IZ2xq3thsoSHhMPA5KUK6a2j2KjqZKyXPn7kfGAN3Gu0EAZYn35weXGab02A/QNQGA4Spe1kb\nwYhJL8qijWl4Dnql9unJw9fBHOek6WUvNdGR3VSwpkuS0EsEHhAkbZK8Nb1OJKBPAj0s9w/wcAgm\nbJFd0CTkWhcOuYyJ+sSyDHrCGBNpQEH49A2CzPdBdV2C8MHusr1z327f33g+j/8w2gv/DwT0o0EQ\nI4gUhvZuT3bb8wW80RAszAz+L/YRnqzdW9Ydpb2FU5DcCAjsYNplr0AUpm52Pzo/8fff3SazvQch\npq0OFVHGQBgEprdvb8JRGP5/9t482rLlru/71N5nvvPQ8/T0nt4s6WmwnoTAqMEWAgKLBcbCJo5x\nwCFeib2WSVZCIE7cMraxncSLFVhOTCAECMYoNmIw2JGEuAQskLCEkPQmdb+hu1/P3bf7Tmfeu/JH\nVe2qvc8+5557z7l9z+2u71q7+5491K6q/auq31wdij20aaKKzH2TByuIWYUbqZnhYYeZ8RQdSh1L\nNonfMh/p+k86rJKwn8+Jp0gXtr9cZbrQ52WSeGYv1+adw9TEKNoMlNXW46DD5BaQCK0ICLSwbfcp\n7uqNGPaWb+yPiRDGoHeiUwuwutJ/GjTYXhAzbxnm3G7dHt2n7u8E7QoqvWz15GRRtHBT2IO1ftmY\nMrWBrQtXgyoH0IW5by/3HDPv6e+KOFniWH/lQK//vt1Zy/Txw7QnlWFuTaYw2wtWRBMT9W3zoZQF\nk6Z93g6uIszQq42SelhocDDsVhtKZQLKLnaQkE3+MMl4+IIgdg9XoQo21ZHbg+rvyZxBDxJdegwP\ns6ab+FpzdCgkO4y5PM9+YCKEMct492ZVHM7VMD9Zx2j1OVjI23gQ0gk99m9JyQrKMjPpRbr+g+pn\nBsp2rjj2vr0OFDYLTX4t1B2Th3SdlMtQ2uYwyS54ew2VzkRpcEXi1Lk/KpaHEf3m3iDD5D2scBNd\ngRm/w2z94TFupNM6eUBvhl51zo0l8/DYP7heeCZ1R6Tn0P0O1ZgIYQxGS8Lh9Vb9k1ZMSnITY6Uy\ndUmnxB1eWBy2Lfej3a4gc5CQTQZgEHt2N4Hpo6xWt1/feewdPFX24mFVlkwSDprV+f5AWeQneXsF\nj4cTWW8slbRscjJ7TowwNpp2af+FDbDZ/fKdIXefFGR7DLYoTQLcOBXlS+5G5ICJUnL7J1+Yyovx\ny+vbvW/3ZPTscHCD5tXv/ne6cLeaeFjg9kCgqbXfdY+9h+/vLHyP3E8MFrr8t0hDeb54QdVj0tAv\nVnVSRvBECGP9skBNWpzTYNg4h7yEI5Ngndo/ZNueduLrHw8yvBXMBAib3weHbu4PhukNExGVPucp\n18PD42GFnwF2Dt9nHpMJlzJDoonibiZCGDMYnMTjYGBnyUP24u2DknVMWjIP94uP4v7lA/zHAZMu\nwcPDw8PDw8PjQcWkJWsZyWdOCPF3hRBvCiG+oI9vdq79iBDivBDiJSHENw0qR2L2xg6S8DrDXE9S\nZ006htndfv/6U2aO7NVR08ELp4xJEDQ9Dhr6U6eHh4eHh4fHQcRBWNvHYRn7p1LKf+qeEEI8DXwE\neBo4CXxKCPG4lHKbvnh4s7iNA8MkrdivPRTAZnyclKQiHh4u3GQdBZ+ow8PDw8PD48DDyBWTbOAZ\nh+STx1V/B/AvpZRdKeUbwHng+eGLyx4ew2G7Ptvf/nQHRJCks5/MgeHx8CHQKW59xkQPDw8PD48H\nA2ZnsUkVxGA8wtjfFEJ8UQjxM0KIOX3uBHDZueeKPpcLoTP+9zs89hIm8cVeE6kSBOMkmWj/PbrG\ni8kdfB6TBa/+8fDw8PDweLBwENb2bYUxIcQnhRBfco4v6/+/HfhnwKNSyncC14H/Za8r7DEs7peQ\ntVNkY7smeXh4eHh4eHh4eHh47B22jRmTUn5oyLL+D+A39d9XgFPOtZP6XC5++9wXkr/fevY4j589\nPuQrPQbBZk7c7q4HSyA6v3KVCytXx1bex869kvz97Nklnj27PLZUvAFrAAAgAElEQVSyPR4uvLBy\nmxdW7oytvC+c++3k72NnH+fY2cfHVrbHw4drK+e5tnJ+LGW56/rjZ4/x+NljYynX4+HE+ZVrnF+5\nNrbyfv3cl5O/nzx7mKfOHhlb2R4PH15eucErKzd3/bzYNqfGoIeFOCqlvK7//iHgvVLK7xVCPAP8\nEvA+lHviJ4HcBB5CCPkT8gd3XQcPj+3wt8VPI6XclcQphJAfk9827ip5eADwEfFvRqLNH5A/Oe4q\neXgk+Fnxt3ZFn0II+ZPyB/aiSh4eAPwt8bMjzZ0/K//yuKvk4ZHgB8Qv74g+R82m+E+EEO9EbRL1\nBvCfA0gpXxRCfAx4EegA/8X2mRQ9PDw8PDw8PDw8PDweHowkjEkp/+qAaz8O/Pgw5WyXpGO0/ac8\nHkb4xC8eHh4eHh4eHh6TjnHsM+ax78jfO0H6BBkeHh4eHh4eHh4eE4uJEMb21/KV5z158ASYrDD2\noCXl2Cm8NdXDw8PDw8PDw2PSMRHC2H4iuyN3fCCZeEFMuN+V2Gf4kEQPDw8PDw8PD4+DhYdeGJMP\nYGr3hxFZodrAf1sPDw8PDw8PD49JxUMvjI3bJXE3iSPun0tdP4HlIFoD0+gndE2SMCaBeJv6iDF8\njWHek4dgonrL435iONpUNDL4Hp+MycPDw2MYSHbGo3jTwYOLAyCM5QsQe/GWcQhmOx0sqmXxWOtw\n/9D/29z/tkzuNKW+rtAT72BmVDGzu6N3w0y77xmGwRYJFQ6627PRk4ydLOr96NB8/f4jyQhavePe\n/FbKhDwaFsQESOd89i0Hb/7z2B73Z/3OvnFUOsqOp8ldXTz2Djun3e1oL2+etms1uc9a2pPOv73w\nNHqwMSHCWH+CV4u7zNw77sldkXFvvNjOSVsNh+EHhWGGTYuyLM54McxwHb5ve7+NLcH0Q95TDxvc\nCXq7yV0MTd+2H83dcUq0MtP3YHuXZZ5BpuIO3VLUfbGzXDx8X3EyYQX99Pw1eEbtnetcuhTEmZnC\ndeZW9wWpN8vM7zg3oZBhOmxJth4yKUmk7snW3WNvsBerKlr8DnKtpXshoFmFV5p6e+/L0lL2nt55\nc3slmafO+4FxUmq+QslFPu0OKjE9j+WVbviBbEvihOZE5snY4bOy19z/+9Oop837jZ3T6EQIY+EO\nrAEB8bauMDuFYggCQqLUuUEMTT8ohkO1ZycDIDs8JdlkIqMMp9EFrJ1AYL5puga7S44yCYk5RqtD\nuIPngxxGNl0Tw8C69wiipG+lLiVIPdOPGtW78q5JAmc8qDJClMgW91kaPO43IkLN7qbHVr5yKf+8\nK0wphLpEw9pGKaY6JEroVKUOipLxPjz9qvnALWVQHfPnY099u0He11Hzc9j3+m4QZujGRS/NjYY0\nzaTnrSh3bGQTXuWNF9eKu92q6CokJg2jfNH9aE3/+o6T/3P5vbzfu4UVqtzfkKWxPAWa1COmt6Zx\n33Fk1mPzXK8YmM9fTx6dHlTk9e0BFcbAalTzr/Vf5Ldb/LOIHQ2t++7YKSMmSPQbWQyT8MNcH9U9\nwwy+UTM89mvLQcAk1D1vEtwJ3eW7beXDtT64cBlus2hkJ317rxXqY8Kx96FhboIJ+DYPOzqUgHwB\npp9AloeYIKHzfmynSKgw1jSoWIfQYRSseNXLbJv6ZOlXnbfnYgSBwzBLRA8NH8yst5ODrIDiYjtr\n+rAo0QHSgpdLEyKj8DHnsoq8/DpuL2S5VgpXAaDapt4bOW0NyBPShqc1dwxNEvIs1cNgPzM091sz\nw122pd87RI6Q09+am48sLSp+0tKbqa9EEBD3pafB466XNoV+c/bdWeVvHs86CXzVg4Qsveymbydi\nRQuIkglDaVmHP8xEnz1/fuWaHmykjkC/wzIN9pwZ6G55gX6HAC6sXEsWkOyR1j6IZIBud7y8cj33\nfOwc/aAmkt6nX115M1M32dMPg448nF+5tuvvO8gqdn7lat/nXHepnRwX9Lc333BUhEQU6FKkkxwh\n3Z5zZVp9jiYV53hl5Ubqt3uUafY8X6JDiXbmXFv/36JAh6+uXKNMiyJtXRf1f8m5362rOQp0+lBm\nzIsrtzM9IVOUudvJ/IWV23oZHJ9u7oWeuk5SmXbOeHHlJgGRpp/OyCXHujQ1vtQIyDvX7zDznfmW\nt1Zews5j/a0a9ttZRsP8H2fmr5iAN1YuaaFKvdkqrCxj4DoomrXAXLNztlXOXV95mXF7SVxbOT/W\n8iapzNhZk1wakJpeIgKurJxPROloRGY8Oz+aw53LSrSp0HLmQDO35c+P51eu6r8b1KhTda5Vc+fT\nVu68WnLmyddXLut65c+NBT1WzRHmzplppn6U9bIfdlumzBmP7vHKyo3c8/enrnmcUpzU2uXpXlu5\nkvo9Klw+0C3XzjP5vKXLe7pz1csrN7Q4FSdKBlc5FeJydpHzf5brs+cuJLxc7xdSc196Ple92Wsb\nyx4vr9x0Wj8evLxyY0wlTXqZ9hubb/Pyys1kXQoTGt4ZJkIYs5pUZbPKHq5mIb2I24U9e7y0cstZ\n3kmYv3wtgSnH/Z3Wq4Hk/Mq1AWxN+t5hRYcLK9eGvLcXee2WCM6vXEv9Hgf6Ta5u3/Y75IB2XOgR\nxmTPk8NDPXt+5Wrqa48KI4ylBbBeYcxlNtyjSDd1vLCy2nNP+uhknkmXmxYAFWPz0sptzcS4Qpti\ndPIExFIirHW0ANfWzEY3OV5ZuZmzCMXJON0tZb2wcgfjlDEM/QxzfGVltQ/t7R6qnttBDqxZ4Czw\nSsC9o/uxOza3GHfu6RWFtlMHxSkm5NbKS44SypYnkCkrQ0yYHIpVLSat6jrnzPHGyiWHxTWUFtJ1\nBEerCkuP3Dw6E8C1lQuZOXd0TIrgNK4ys+MrLybFRAFCwI2V87ir6iiwc0bXOexcUkA52aq/Ywqa\noqxytPcw46fgCElmLg6JcudjM3e6/9ujzYWVa8k8m50b+yuxurmHGTd2DRp87IRudy/gKTax33F+\n5Uafa7vnHWxdt++DMDNPWdqIU8f5lWsO7XR3XTcLl79Ic3LuzNd/5kyPqRdXVp2vaRVPQequtHeB\n2z53RrTC2LWBc3c/bms7qnpl5UbS1nHhlZWbYytrMsuUTh+nuVoljPWbYYfDRLkpguwjT6abZ/S/\n6etpmEFksJ3Pd74fuS19O+I2A029+3556OYPJiPaWozOrPQLm5UjkV9v2hKx7ZcaDMvGjU/jU6Dr\ntM6wi+nf2ToM0oxs18bsFbclbn+bswHK/aGgmfusJTLPndG6iLnvDVJfItALRG/90nS3mwndfVO8\na/rprVcW/algWOoY7A8+SOC3dJBOjhHSHdsyGI6BKXHnU1M/9/tY6ukf8+C65uShS4EW5W3r0k+B\n1DunufWXY2UqHhSoOXt7V1W1vtlMmeMakcIpx6hFjZpSQqLBlzmu1OZcFtl13d7fO8elBXqzgqk7\nbTIZdc3MneYd7hyb139RnzFvWmxdeQfDfJ/hZiNVm/FjL8q1apvtVuK8frJrrIm2sgr70dVsCsqF\n0Pzt1jtdu0EwtTPlxYS5c5iZo7J8Yi/vkKbjYd12dwfvpjg8LP1tf+fuMDHC2M5Z8MGDRLEUxR28\nv78wtlOYwHeDQf759wOjp+QYb/+4GO9kI/RkGIy1roOZkjxfbuM+kI+d0mY/9GNQBTaBSkTQQ4/o\n60b759bMlj3ct3ED/4dFkCnX+tHvnv3bKR0NM7Fm62nP9zqC5D/f7bnP5svq9e3fDYpj0RBb2Biw\nfnXLmwekpqf+dBATjIXm88vev9iWScYwghikabEfze/u/ZbCI2QybvJKDwbSnEVEgTaVod7fO7/l\n3dM77wRaNDXMc14yKoXeWcBQorEdD1fPaCga3ivGfC/KFUiKdIaYJ7PKzd5ysnRhxOlREeXMR8PO\n7QZuDoKdznF5fGL23DjHY/bdeyfkPXgYhl8Ylc8WUu6vdCyE8OK5x55DSrkrTt/Tp8dew9OmxyRj\nN/TpadPjfsDPnR6TjB3Rp5TSH/twoBSEj45Yxu8C379P9f8vgT8GmsD/OcT9PwRcA+4BPwMUnWsL\nwMeBTeB14C/v9/d5mA9Pm542J/nw9Onpc1IPT5ueNif18LQ52bQ5EQk8HlIM1MwIISbd9+YK8GPA\nz253oxDiw8B/C3wDcAZ4DPioc8s/Qw2wQ8BfAf43IcTT466wx9DwtGnhaXPy4OnTwtPnZMHTpoWn\nzcmCp02LyaPN/ZYGxyw5nwT+NXATuAX8r/q8AP4O8AZwHfi/gFl97QxKY/BXgYv62R91ygyAHwUu\nAGsoyfyEvvYU8AngDvAS8Bed534O+Cng3wDrwB8Cb9HXfk+/c1Nf+4vAB4HLKAK6Bvw8MA/8pq7T\nHf33cV3G3we6QF2XYdqaaD+AWeAX9POvA/+9U7/vA34f+J+AVeBV4Jt30ec/xjZaCuCXgL/v/P4G\n4Jr+uwa0gMec6z8P/MP9pidPm542Hwba9PTp6XOSD0+bnjYn9fC06WlzbLS038Q8xkERAF8E/meg\nApSAD+hr3w98VQ+Cmh48v5AZGP9cP/MOlMT8pL7+3wB/CrxV/347ysRZAy7pASWA5/RgfMoZGLeA\n9+i6/d/Av3DqG5uBon9/EOgA/xAoAmVgEfhO/fcU8CvAx51nfpeMyRi1m6UZGL+AMsXWdDtfAf5T\nZ2C0dN8I4G8AV5xyfhj4jTENjC+SnjQWdT0XgHcCm5n7/yvg1/ebpjxtetp80GnT06enz0k+PG16\n2pzUw9Omp82x0tN+E/QYB8b7gRtAkHPtU8DfcH4/AbQ1wZ7RH+mYc/2zwEf03y8D35ZT5keA38uc\n+9+B/0H//XPATzvXvgV40fmd8t/VA6OJ49ea8853Anec33kDIwYe1W1rmQGur/0g8Gn99/cBX3Wu\nVXU/HN5hvw8zMC4A3+T8Luh6nga+Driauf+vm3o+CIenTU+bk3x4+vT0OamHp01Pm5N6eNr0tDnO\nY2JS248Bp4CLUsq8fJ3HUeZgg4uoj3PEOeduy10Hpp1yX8sp8wzwfiHEqv6tsuAqzYDB9T5l9sMt\nKWXH/BBCVIGfAD6MMh8LYFoIIaSmoAFYRrXxknPuInAir35SyoYQQug6jnunvU2U+dpgDuW/vJFz\nzVzfGHMd9hOeNtPwtDlZ8PSZhqfPyYGnzTQ8bU4OPG2m4WlzBDxICTwuA6eFEHltuooiZIMzKPPs\njZx788p9rM/5FSnloj4WpJSzUsq/udOKO8gS+38NPA68V0o5D3y9Pi/63O/iNqqN2XZfGaF+u8UL\nKJO6wTuBG1LKuyhTfkEI4fbxc/qZBwWeNtPwtDlZ8PSZhqfPyYGnzTQ8bU4OPG2m4WlzBDxIwtjn\nUEGI/0gIURNClIUQH9DXfhn4ISHEI0KIaeAfAP/S0WgM2gvgZ4AfE0K8FUAI8XYhxAIqSPIJIcRf\nEUIUhBBFIcSfEUI8OWR9r6NMu4MwAzSAdSHEInAuc/1GvzJ02z4G/AMhxLQQ4gwq1ecvDlm/gRBC\nhEKICkozU9D93S8bzy8APyCEeFr33d9BmdSRUtaBXwX+nv5uXwd8+7jqOSHwtOnA0+bEwdOnA0+f\nEwVPmw48bU4UPG068LQ5IvbTR3LcByqzzcdREvpN4Cf0eZPZ5hKKmH4emNPXjP9u4JTzabRfLDaz\nzWuozDafxWaXeRw1QEwmnU8B79DXfg74e06ZHwQuOb9/EKU9WQW+O3td33MM5aO7gfIj/s/cuqJ8\nll9BZb0xbXWDKedRBHYTZS7OZrb5/zLvc5/9EeC3BvT130X54EbO8T/qa6dQ2XZOOvf/bdRksN2e\nD28A37PftORp09Pmw0Kbnj49fU7y4WnT0+akHp42PW2O6xC6Yh4eHh4eHh4eHh4eHh73EQ+Sm6KH\nh4eHh4eHh4eHh8eBgRfGPDw8PDw8PDw8PDw89gFeGPPw8PDw8PDw8PDw8NgH7Ps+Y0IIH7TmseeQ\nUg7KXtQXnj499hqeNj0mGbuhT0+bHvcDfu70mGTshD73XRgD+EX5F8Ze5q+ee5HvOvfMfStTAnJg\nttJ8fPzcC3znuWedcgSDs54OU+ZX+M5zzyIGbgmx0zLT9czDzusu+TVd1zyIXfVo73f6T8S/3kUp\nFv94pG08evHJc5/lQ+fedyDLtHQunHM7M7B/6twf8ufPfY0uKU2jIufcbus6Ku5HmT8sfmqk8v6F\n/I5Rq5TCvzr3Mt997qmxlrlX5foy9/47fa/49V2X9Tn5tnFUKYWfPneDHzx3ZPsbfZn7Wu79KPN5\n8ZWRypOHR61RGuc24dx2WyxPQJl7Va4vM31O7HAb64kQxgzGqaqQ+hiGmR/2vabMfuhlLLeHAALn\nubjvO4YVS2RSl90KM/3e7tazXz/s5o3jrOd+w/R+9uyo7csvN/2G4d+y+/ooMcyOBPvXMIK4dI4Y\ngUzR1F5juz7svX9clPng0LeHh4eHh4fHeDFRwhhAnNKy75SFcYUFxUhtp2WXyb3ba/clgph+e8yl\nIXYpVgU5Il+0A8uDYXC3Y3J3ygJnazVsn21Xg3GxqTLz9/30QUi/O3D6RV0JBtDCsOWny+19s6LN\nft/D7WNJQLRtbYb9KkpIj/W4yFN/pN8UEBMgCYkZBdn6D/vNVR8N17qdjPdBUHNB7AUyDw8PDw8P\njx5MnDAWaCatP2M53PPPnF0eyt1pJ9rvp84Ob9ceVK7LiD599tDQZQ6LYcrcqdb/ybOHd/1N+iEg\n5pmzy2Mpy23PXtR1O/Rj2gOinnOPnj2xo7KVINb7rYQWFwAeO3ss91159dpOwDDl7qSeAVGuoCO0\nBcz+3nn785Dtk7ecPT0WwcnFo2dPjqUcqUXWnfbpfmBc4/F+lOvLHD/2qtxx4T1np3yZB6Dcg1Lm\nOHG2dDDK3KtyfZmjYd83fRZCyLyYsTyXojhxhVKsWLbmw4oXw8R3DeNwtZNn3br3ExKz9bdWu+1c\nwGyZeX0Qp553LVI7i+/aTrgd3O7svfHYXNTigX0k+Wvi/xkp0HdQzJjU4kZ+YlJlhdq5fbeXEtJf\nz7R0e3p370g/22vRc6+kBajh4rjSFjzTM7uzfZqy+r3fnR/y2pXfX6P93u2zpgV2jFor2Q+LnxqJ\nNscdM+bh4eJ7xa/vOoHHXsSMeXgYPC++MtLcOe6YMQ8PF+LmAUzgkQfF/MgUK+fGqgxi8oZxCLKM\nXj7DmCewDcNWij5CYpBpS6/wIFNXss9v54Q1qD/61WmnrnPCacOwTLbbbrfNxqYzvnixfEFsnElM\n8qHYbHbhdtevdsaSYiCIHEbefdYecep32mqUvSNIPWWoIMZ+m3RSDpnYvLZ3brSi/nCCWHacpZ/p\nH/XpimG94yX/71F/7/ZZNfqybqbebdHDYz/QTxlrRmSekvBBimv2mHzI7RMUIDxBPlCYGGGsH1Pq\nMjB5Vob+zOxwb+y1Odj4mzSzGyRHP8uFQBISEfSwxu5vV+xyYa5aty5T5k7Q7+7dCiV5ljoS4WN7\nS5lpQ+8CKDSrLQew3DtB/gK61wkiVPu2F8R6xYa8PnFhy8wT2SPC5OhQpE1J/1+kQ5GIQlJ2SESB\nDkU6+i5ztCnQdfrJCGeCOGXnUVFh+c6Stk7WTXGw1TNr1crG2Fk7Z/6K1D8Rx6D69evn7dN62Dt2\nmgIE5/7YUUpYRdDDhZ3MzJ7T8Bg/zJwbJeolMzqDJDY7TK3B6TXcnHPhKdVjJEg952myklIfsb0O\nJIQmABFiGSwcwcxlMN1XZJdSL8xNHCZCGLPuePmuXoNgGcDsBNmPIewVS8zTJs4oItSTc0iXkA4l\nzeSWNKMbJIywEcBCYkKiHra4oIUzwzq7gpsVCO2784SmnYgToyfWsCUFGZbcvdYrkKZFBvNs73h3\nz6oECSahxCBGPwv33iDTl8M8v1vkU9T2z2StVYGmi/z7B4kUQtNlgSYVtphigxnuMc96PMtGPMNm\nPEUzrhBLNbxLok1VNJgSW0wHG0wHm8yKdWbFOlNsaepuO/QpdQyYG4Ol2JEwJy4NTBza4J6wQpu5\n1/bmdu6cbr+n3+U6A8Z9xs/gMZEXa9f7vEpQkk1+Mux6JsDp051bpe83dkPng581vbi9ABr3jAzP\nNXiMB0YQi1KrdpgoWg1cxWqon7DJsSx1usmZPJV6GORF/2SFH/ceqZZe4hi6MUSRs15qEgv0clwI\nFeMeGIHKLNOBPiTkLmnupCpABl4gmyRMhDC2XbKFfkyri2xciWId08+5CQbMO3snVsMMCDoUqVNl\nkxm2mGKTabaYokGVBlUiQqRmUIt0KNNiii2m2WCaTabYokqDMm3KtABlpchjGAe1cXwptncGV0A0\ndc6rZ973iwl67jX2lbx7+8Ul5bV9uximvU7e4QopbhKNfrCCmF3Iw4TK0s8aQSttEY612BonTIKx\n1m5R4wZHeJ23cP3qaRoXashXA+LLAu4K6IAoS8RiTHBCErwlovBkg+NLb3Ky/CZHuMEiq8yyTok2\nBTojZzochJ32nUX/bJHbCVNCs2DjwO7rr7BdXScFvV4Jw2cEzfdosFbqIKH9dHnG9qr61SjG7m8i\nHo8HH2o2KNClQIsyHYp0HbUpqNmmoNf1glaqhvqpIFHVxsn6NGxcrcdDBHeqz0viq7TwSKDdVgJY\nuwudCDoS2roIE0BQQMldZQHVIlTKUDQcfIF02HqAFb7M1B06ddLvHnPOK48RMBHCmJ3EhvfVznPx\nch0Kw8xi39VasC6F5G9QjEKBLkW6ifVKTcBFANqUkECDCneZ5w5LrMpF1rrzNJsVom4BIWJKxTZT\ntS3mxT0WWWWRVRZYZY41ZtjQWnszOqKedrmxWNk2DkpO4Ubp7EY3199VLl2fmHxfehUNE6fKyLNC\nmKtWIMvGCWUZs944s/Rbt2tLr+VkVLgWTNfNLk/wtPUJnDaodhY0zYV0k5i6DkValGlQpU6NJhUi\nTaMl2ikhv0YDgDnWKNGiQY2QiObdCs2vTMEK8KUmtF6D+A6EEioLMHccTi3A19boPl+h/uQMjeWq\nZiZiZthIudQO2yfZWKh+fZHtu/Rfg94hkjpm4Vpb+ieLGQ0io2q0CUp2RluTrITMfsfsuFNruXHm\nMm5bZo41s5u60s2xnxpnV2NlKGjad2FKtzN4kJw/KBE7bj/2p0dLO24yFw+LYXolSz/91jIzpwVa\n7afu7SbKVDP3tikmc25ATJEuJdqUCIlpU8J+O8NpGBVRvl+Gx8MImdVbDWDNpIQohm4EzQ7UI2hI\naAItlECmeC8o6WNaAl0IAghDbTELUdy8dfOyklygXx8ra1iyjEptkZtEC1lenz3gXv0TIYxlNxPe\nbuHtJ6QIvdgbLZZApR4wGrCtxLJVoUsRgaSkrVmzbDDNBlPUKdFGImhSoUqTkC4dimwyTUBMlwJ1\nUWMtmqXdrCKjgLDUoRZu0ixV6AaqW0O6lLTFrExLMxVxoklLt8UwQmkhslcYcRfyvBg00XMfmad7\nnQ5dJizd/27sm9SjIft+95zrgGVql3VmdBOBZMvZrq7925XnjjZ+bWWeQ2yea6Qbi2C+t/IiiJOY\nLWPhUrQ5xR2WuMUhbnUPca81T7dZAQG1qU0Ol65zRlxkii2Wuc1SdIdCN2aDWc6ULzHLOuX5LhcO\nPcVabRHWY7hRB14FNoFFCNtwvgbtElvlOViMqSxssRiuMqNp3xUch+0Rt88Hf8vhrRymD11FTdaa\nYmgpSOgySBjgYZn3XnrPjwlxz8XOWwbVe9LWt36wSoMgxQRbBjbWCivrsB1qkUtghKgwsTAoR220\n2OZGy5KUVdL0b64a22+UKMxM3dy5crJ71PSjYfKzQmReHLFV0nhkkaUd1wqlxnzs3Gv73iBLv4aq\nlLJVxcoauu1QTJ5wY1bDhKfoapo3dG/mnMnHMDzVQZqvJhmJIObGdxhhJ9vBmXNxDF0tiG0CDZRA\nFqFkrRIwhWLaKzHEShOuThT1TWbpdrVhRpqTqh4Shl/e9wt57MLke/ePhIkQxnqZWUul0mG23OuG\nATTPmo2OQ2dJN+4IDaqsssRNDnGHZdbkHE1ZoSC6zIp1DnETwVVmWWeGDWVxkG26ssBmMM0CC9Ro\nUKFJhSZV0aRSaFErL7IZzdLplJEICt0OFG08Vdoq0msBSgsQVsDZrqfyorXUwpIWxHqtb1ZAygp4\n9i/rO58twbrYWSYq63bZayHLj+Nx65AvtEmnrhaGXcyjGbcfTRnjTOBhxKus5a/3m9o+dDWtdnHv\nJv3WpsQ6s1zlGK93H+XNzdNcu32Mu9eXiG5XoQDVk+scPX6FxnyNhdIq02zwWP11FlfXkI2Qt1W/\nzBOlV3l0/g1+72u+ka+Eb+ducYb1zx+D1RuwKZSKjboSyJol2ALZCohkmEMleRhGsB22r/tbwrNf\nL5uVMXDqkWZqjTLGOCWGmRGVrn26xdZSK0nHmuYxKINpSo3G7fpqUtaULL2mrbiKVsu0KdGmTJOq\nngOLdAi0MkHNtkUa+mqsrWNSq8VUmd2UVdzMHaFz3ngugJo17NiR2tNmctlFVxhwkz2BpVPj4pZW\ncLmzWW/7+tHJ5PbEKLCtDZKRaGeAWNOSSHra9oKhlxg7nwlt3TIeL6UkLlYpEEq0nS8VJ4pWozAr\n0aJCiwpNLYxFuJbMbIzZpKJXSWmvGAwOBelPbXmtfjBpc0hkBQZXEMu4BAq97IRCyVLlGDodaEko\nyLRno1E9mLCwMIRCEcIKUAGtS7BWMfO/eXecee+kIyvQPgQYizAmhHgDWEN98o6U8nkhxALwK8AZ\n4A3gI1LKtbzn85NwyMx16w4nU5NwkCxqWU1kREidGqsscZEzvCYf5TKnuBUdYqszRbnU4khwg8e4\nQFm0OcJ1ptjkkLzJdLSJkJJWUGaNeQ5zk5Nc5jaHuM0ytzjEanWBe9UFNphJYsgKdJiizizrTLNB\njS1KtPSiYB1wVN3TAkRaL52FuseN5+m/UFshJHuPZYisHfJX3rYAACAASURBVM1doAyMK2c2uNkN\najaWP2uZ6M9kp+sgcS359ptlv7lIvqoLmdwTZs729uO4l0jVX/lueOr/tCCWtxEykFhs15jjCsd5\nhSf5k413c++zh5C/X4IvAleAGjSenuX1PzdD8+w0x45f5T18nsINKHwRxFcjjmytceTI5/izz3+O\nb3383/LJ7/wGfutbv53fu/Bh5G9+iPjzAq4KpBBwAngOeGfM1NEtlgp3mGaTKo3EgddN3GJa5Vqg\neuH2+/bKhEHJOoyIP+jLuQytYeGzZbi0GyVfzCSMyYt/sjO/68K8Uwzr4tmfQbp/cC1i4I5/xeya\nlEVlWlSpM8UWNerUqFOko9d4E1s7lVgZACd/ZxHjCtamRIlOap7JzmsBQTJHRomQNvmrcVYQA+uW\nWaJNVSplnlHCSASRCLWYW9IjL21FIynF7S/jrntwLDPDIq08S48jEzvoju0otRaKZKy3Nc0ViIhp\nI4ipoNauMq3EKqbWZeu50qRKRGDPySZlWskaJ5DEIkiSeHUoOcqLg4b0nN5v7nYtjVkVroHrft4v\niZIHIPVsp7tUAKIAQipBrFSEcguqTZjqwDrKStZRj1ICZoG5AGZrUJ1FmcqqusxY3xwBXaybovn/\nIMFY91whNsxcG7KcvnzyhA3bcVnGYuCslPKuc+6/Az4lpfwnQogfBn5EnxuI7ZJ15LmsGO2sej7S\n7FaJFmU2meEWy1zmFK+0nuDatVM0L04TrwdsLUu6T5SZWdzgUfGanqzblKIOhU5ELALiYkBAxDSb\nlGlzhJvJxN+gygbTrDHHGvNsMMMWNUyGwBJtajSSyd5oRnfb7uwk12v76kWedatfEg6jrbbsUaAZ\nhUKKyXBdloBE+zgsI9qvPaYe2yGv3Tt5917B7sYlUv0Flka7hASU6CJpUuEuC1znGJc4Q/3lOeTn\nivCHwFdQvgpVfVyB1p0KV48f5w3ewiOnLlFrblFtd5Wq4zrwSXjsC5c4fPJX+ZZHP82bjx/hy3/9\nHbz8vU/yWudRrnOURrFGUI2pTW2xVLnNEW5wiFvMsEGZZq4AYlqUDzmU0GLsVTtBv6QRMUFK221c\n5wqJlUXQ1XEgJhbEuNDl1XU/kmrspj/GjWyGT7DjKMQkMGhr5tT0s7VkSRRj2qRCnZqe/6a0uKbi\nHo1wBtZFt0WJJhUqGGa3nbjsGobaxI7JhPombOUcgICYMi1qWim3JO+wHN1harND0JF0y7BVLbNa\nXOQ2y9xlno7jOm9c6owrnqIUm1zCsNHDJLY6qMhL15NVEbkxha6rbJT0k13TOpTo0qKUWM0kJTp0\n9ToWI7SCQSbfrkadStSk2OkgA0G3ENIKlX24RRnXknvQoPqlq2fFbjLilEElTJSFdgza2OjsSOyX\nmOuBhqtjNVaoQZAgu859JsargJKyAmAaShEU2jDdgsUG1JsqqQdApQhTFShMQziDEsQquowuVhCD\ngy2IGRhBLCBtVTTumdkEJTmQ0Cu47Sxi4r5hXDNJXvO+A/ig/vvnUWkFcoUxgXXYszFI6R6WOdQv\nEamJwGjNOlrzaJixBlU2mWa9NcfW2jTyThnqEE9BGEfURJ0ZNplmkyIdGkGVteIc98Q8qyyyyTQC\nyRSbLLHKcnSb+Y0t5FZAJy7QLpeoT1e5VZ3nrlhknVkaVDBOU64bhLH/ZQWK3sioXrcc95d13nLL\nMM48WbdB22/WhSNduruTlGHGurhCRMFxITKa34girsuRidMTyfeS2GDs9PfthcR1T8xnvvq1O9ue\ndAKQ0dAvEL8X1kUtz4prvqlx3WpSpklFCwwlZCGEJQFPAvOoCeg4hM81mXv7XU4ef5MiHV7jUTrl\nAoun15iarjPztg2ONG9ysnuZmTsNDt27w9IXVjn11Uu8deYid458hpvHl7i2fJg3Ockac3S0O06Z\ndsIU51msTGqG7PlBG6T265nh7nPVXr1fL0YklFWkTY06M2xQo06VhtaXB7Qos8EM68yyyTRdiokA\nYd7Tf/uLvcf9ES2ktkLn068gL3bTzFd2v0T1RQKdzCjQrogm8UElEbyaVJKNPYxKTLmLu/nngsRK\n1qKcKKoMI5xYjVKKDHLrP2kwglSRDvPc42h8neXVu8xcrFO51KB4UyICiA9D+fEWPAVvipNcFce5\nzTJtSpRpM8s6c6wxxVbSL4G2/6p+mUBOYgTY9cFyWIEzTo3nho3zChKaMqO4m4iwhUSxKLRiRmKT\ndAigo4XeiFDTbVlnsBXWkkmD6W6dWqNF0JXIEFqVkFgEtINSIghnx9AkwqzCbrydotO2yvQsW5Sk\nsiDGIqQjijQpJzGfHd2nYLZksdGl1n08HQv/wGPY+KUYIqkyJXa76n9QbobFMhSrKBfDkrWSBSWQ\nRSgEUCqoZ4SAsAiFGjADYgao6WclShAzbommXloQM/uVHQj3RAMTC+cKrWAF3wjb5p1iQkl0XMKY\nBD4phIiAfy6l/BngiJTyBoCU8roQ4nC/h7Msa1YXamxhZlEWzlnzvIHRipnsXqAm8QpNZgsb1Oc2\naJ2KoCuZXtrkkdrrvFVc4DSXWOQuAsntYJkrwQle41EucZo15qjQ5CjXeSsXCIlYFBvU6g3CpkSW\nVETEbOkOt8IN7ogl1phLEoWkY+BcQUzQKzxZFtTdDNdaBPs/n2cnM4Ju+mNle9AyYsZVRGr2qaCz\nTkVkHJ71hFykq5kp448vUi6O1g3K1r+fPS9dq17XxO3ane47e9+oUGUNO5PFCYUawcAsUqo2atky\nmm5BTJUGh7iFOBHSfV+R0uMdplqbzJfvMX/oHjMn7rKwsMp0cZMuBW5ymC9vPkfnTpny7RYznQ0O\nz9zkkVOv8sTGBZ649iqnrl+merHDGa5w5u4V2t2Qe+E0lxZOKFddltliOnEjyzqLuhsTu9/Kfocg\nl7bce7a32/ZCfbX8b28F3SixPE+xyTz3WOAu09EmRdmhIwpshjNIBFvU6FBki6kknskE5Bd0EomD\n4Qi3Uxi7Vz/nItfiKVJ3GOWGEsKU/ly5y5RAn+tQoKm3+DAWMKMcK9JJXPJAJhYE47bY1RYMw0S3\nKSYJPWxyBDuOJ53ZNTDC2BRbHOIWx1ZvsPClDcI/kLT+GO7ehZkKVJ4FURDUn6rxAs/wHzbex/Wt\n43QJqUzXeaT2Oo8Eb3CMa8yxlghkMjXiJpSjGAruemZGvMj91u4V630RYNxCjfDl0lSMcBLVK25N\nCV5VOpQcgT9M7L1GcWoUA10KRCIgDgQikMjAdY80a9vBoE13XbUJdFQsXC1uUO20KHUUjXWKIY1S\nhZZQCkIzvpVHh0yST5kEVK5y9aERxGCA75tzixaETKbERgc6WngoBlCTKhNiWMAKGeZwhLZCACIE\nUUYJYFWURaxEfrp6939Tp4P0aQQ2KYlJIWnYL+OCifN/9lkXecvfhA7ZcQljXyulvCaEOAR8Qgjx\nCv2DMnrw8XMvJn8/fXaZZ88u9TwgiJGEmXN2grEvEY7goPzC57nHCa4QTYVMnd5k7cQcIREnim/y\nrHiB5/gSj/Eq89yjTYkrnODLvJ0/lc/xsnyKu9EC0+EmZ4KLrDNLGEZMzW1xpLlKJWgjpCTuCspR\nh1LQpiyUttfsTpKtt8v2WuFHIR0/1xsDZZ8Xqef7dXLecpEOhk+PVNePvEgn93xBB/Ubq0qVBiXt\nm6+0kiUibBxfb03y7cqC/EndjSIY1G5z9qWVm7y8cjN566j4nXN/lNT90bMnefTsqZy7zLeS+msG\nSZ/ZQH7zfVVamoCImhbESrR45PjrlI53WJJ3ONW9zFvqFznTeoMl7lCod7ldXeaLpef4f/kmvnDz\neW5+5jh8HrgLnILqt67xnic/x7e9+zf5lua/48yfXqN6vUFBRhTWI6bX6hxZuEGDasrKYenUzFPb\nMRlpNUne9XFqSc13VSWrlSckTtyAZ9hggbvMdjcI4y6NQpVmWEmSo9xmmdssU6eGQFKloVyQ9B6A\nAe2k7b3jZ7x4deVNXlu5Mrby/tW5l5O/nzm7zDNnlwHLxG73BdwN012oebSAicpTwpaNBWs6FjHj\nimi2YKjSYJpNKjQo0sW4Oxv3RaOksq5QitEtJsJx5DDR+TGXkweZCGNV2WCRVWYuNSh+RlL/t3D5\nc3AphscrcLwEW18/xYs8w6dvf4jPfunruHtpCQJJ8fEmN54+SmumQliI9N5/3WQuCdnpznY7w4sr\nt3lx5fZYyvrpczeSv999dor3nJ1OiV5AIsBbdzjjemhURK4KzvhZKGWh0HfZLJ7KIqu+Q+TsE9ZF\nAi1KmN3CohzBSiAT74+AGAqSaEpQ6nSIg4B2WKIlKklO0YNDm2Zdteu3iWOc6tapbXUIm8pyIqYE\n9aKgJcraPjtHnRoqHr5LVXsgVBGphCj3oxc+v7LJ51e2xlbeuU3799mSOkaFsT5JqaxcUQydrhLE\n1iOdRwsoRyA6UGopixcNLUN1IWpD3IKoqw1EIYQmEYghuRgbFxah0i52SMeK6Wk9N5PjJMO4JRaB\nMlYY0xtjA70WMdM+14Kmv0GPHWGPsNJWx24xFmFMSnlN/39LCPFrwPPADSHEESnlDSHEUeBmv+e/\n69wzbmkDFxtXG2UcFdycVHHCVEod31DXQehNlrnN48F5OkGRMi2WxS3OcJHTXGKJVQBWWeQSp3mV\nx3iVR7nUPc3GvRmm5zYpljssssohblGjTuvwGywcvkeRLh0K1KmxLmapU9OxVkrjlq232iyyl/nL\n+l0PE0fWm9wizUjnlWH6LLvMuQIXmFiwWMePdBOmKyBWWjXqSYZJEz/WTSi/lIoXSdfRFT9tWwYx\n79nMVYPa/fTZw4lAD/BrH32pb7nD4EPnnsdNdNAPJvbIpO8w9JjXLkGsA8NV8ozjXGWGDU5whSfj\nV3jrvdeofj6G11FE8ghU397l1VNvUXuQ3QzhJeCPgEvADDSuzvIH33WWWx84xOr8In/uA7/DM7zA\n8tY6UsBarcptllhnNtns1Ahi6cQWg+PAto/gGW8WS2OpdRMjGBpws6QJJFFQoF5QSXuucJzXtXX7\nNstJnNIcayxoK3iRiIgCJgmIyxDuRSzZY2dP8tjZk8nvT330j0cq77vPPZV7XglTu1+BzfMmdku5\nHxsLRImmjsUz7l1ujNQCd5nnHtNsJoy22b5hiyk2mElcGiNnfBzkuBPjMGcsrdW4QWG1C6/DvTdg\nJVYLYKEJs2W4fWiZTzQ/zB/8xjey+ZMz8GVgUdD52iov/OC7Kb+/xeyiikau0tDZK/c+NscV6AF+\n9aOv7LqsHzh3LHNGrS2uq7xpU9pS5iI9e1pllykx0gJZiSZVuhSSxDPGSmu2lWlpt/C2nvtsDJQt\nr02RgCrGjbEtyhSKHYSQdGVRu9gW6fZZ2yYd1uUzohR1KLa7hA0Q2hjdFQUaosoac9xmiTssscU0\nMQEVmsywkQjQdh6+P0FJ7zk7zXvOTie/f+ajt0Yq79z09veMBJ1UI4qhHdt9w4A09ah4EKIWbG3B\nRkultQ+BqQCmylApaL7CCF6x/l86f7edY3/DkUeDEcbS25cqYdNto7EgCueZ0Lnf7YP70B9Zgf6j\n9Z09P7IwJoSoAYGUclMIMQV8E/BR4DeAvwb8Y+D7gF/vV0a0zQJjtDoidUY6k6lFoF3D1F3Gh1/F\nliyxSkcUiFFZDys0mWaLBjXepMYWU1zjGJc5RZMKS6wyVfgSxYUOS+Eqh7nOMa6zxB1iBLfFMhvM\n2olbx0E0qNLSwljWvc/6mivInpYZ16G0MiMbFZWXtSgvniorxKTvML7k1hpnBETDVKg+tkxvpH8b\nja2bEES5ksTExHQwWfNC8tny9KKrtO5pITLrsJJttyRPgHU35x2PG4kqwd20e7t7e+uTFeZMmSa9\ncoEuc6wxyzqloE00FSIejeEM3Jhe4MLMo/xJ9Z18hvfzVZ6gcaZA8JfqFL6jS1m0qJSb1KbrzCyu\ncXz6Kltiihd4lnvMsVBdI6RLW5RU7CQz1LXbnmKm08kyhrGJ7aQPdgrzXdM0YAVEY1Fpagb/HvPE\nCDaKM7Qoc1Mc4iJneJmneYUnucwp1pgFYIF7ilmmoVyREKlJUGgx5OBj1K9gZ6jIYVoL2uHLzJ9K\n2aQtQjQTy1hIRJcQQaBn4CKxtj4U6SQMnRvjk2aMD5IqV8HEusUioBWUiWoNivNdSjNw/LryLjp5\nBKaeg2vPLPPpxjfQ/MUKvPoJiC/CvVPw+W+EL5dYe9sca4tzNKjSoZhyeT4o6M+kG3fL9IpO37Fn\n788y/0bhZ6yvTSpJ3J6blMqWXkgUCMZVr+QIuuYdRniTCIpCsdCxUI77rrfHQUVMQBSExIUAyhFS\nQqsasFmpsCbmuMMSd7RHQUMLp0rQbVOjlOkHjyyEUNaxMIBA2BCoGGXomQlhugKlKZRk1oKNBqy2\nVd6uCJgGymUoz0A4i3JNNBEfTawgZlz3XEvZQYex/An9vxY4ZQtkW+3JFghUnJ2JKTPCmLsFYXo7\nwonGOCxjR4CPCyGkLu+XpJSfEEL8B+BjQojvBy4CH+lfRDoGKAs1QZo7DQUaQcZq1Yy9xV3Q3Y2g\nKzRww9MjCslks84s95jnLgu0KVGhybPiKxwT1zgZXOFwfZWZaJNCoUNUlbR18LpJhtDVjhFGexzr\nIytE9BOw8uK++sVAZb3rB8VTuc+60VjCKdmlVjcxg9vXRc2UhdiEHdb3PkBoDXevcGlYMBuDNAhZ\n65MVuNLtTi/mAhONZR0hewXTUTBsKdlkCbY3LM3a/dds+7oUWGeWiJBVsciXy2+nfnyWy8EpLl4/\nw9U/PsGNq0e4IY5w94l5jj56lfe+9XO8c+NPOXTxLoVbXUqtDsVKi04tYINpWpS5zSHuhQsJg2Fo\ntaOtEhKTKnuy2LzsXJAeN0YYq3JPM1EbTBMEkjo1bnKYi5zmIqe5yjHuyEWaskIx6CSW2152sPc9\nHgpGyWKyrrnMrY0NtMKUskCUk5ge4xbm7uhk7jcuZOY96v+DCpEw8WtijvmjdSpv6zJ9GZ6LoN2G\no2+DzadneGP6DJevnVYW7pbeQUgUlU/SFBTCbkaIMP13cHpnUE3TtJM+3+9X3llXgFcCWTH5BjYe\n1vIKph8LdJnR8aY16onyoOVYbJXFrZAqY5xryn7A0FCHIi1RplCMYFoJm41CmY1wik2mqetYMZNN\n2brKuuvwQQpE2h8IVNxXOVRuhyWgGqrU9OU5CKZIBI4oho5UskcBmC1CZQEKh1AJOwooi1ADuyO0\nEcBk5jjIUJr55H+prWLdNnSN+6aAYlHF2wkj6RqbgmUQbXkHACMLY1LK14F35pxfBf78kKX0XWbS\nWfGsWCGdX4bdN2y+EQrM0m62hwz1M0arvsEsd1jiJoe5xSHuskCHAovc5TEu8Fz0Jd7T+CJHr19n\n7k6dYhzRmQvYPF7h1twiN8QRtphKtJdRitEztZapc2ldv+uu0Rv/ZO8xbbcWqDyBTTgU6Jbn2jyy\ncVuumObue2b60grCxgHU/TZmX5cSMV0tDAtMamo3cx05dc/C1CJ9LiuEutfcfZHSm0Hfj0Wznw4/\nXWf3njhZzoS+buhR0WQlcedajZa4snaKS6+e4fYfztH6QgPerKu8tt86y5kjf8S3Rb/N2c9+gugT\n69y9C4dmYf7d0H5+ikuPn+SrU2/ltlhiiym6OpmKGSuWZvYvo2A/pFUHFu6YF7q/FP2VdaKZINlX\n8DbLbDJDlMQixYmbjdlXzcYoHRDV2T7BZE8zsSYmgN/9Rq5lwrgjbjKl924ycTzdJJV9mRZmw+cH\nSb8eo+IwV1lk9nCd4ru6VLttTi8AW8A74Pbjs6yGi5QLLZrPSWTwGDSOwOIi4jnB7LtWOTpzjUVW\nKWsVuBXEDq4gsB3SMWOW7kyr86ymRjEYJqtOrHk4u8+gWTlcN+cyLWbYYCm+w0xni0Ic0w0DtopV\nNsSMEwtp+YeDD4GJ+2wjCUQFQmiHig1sUaGhQywkIkl8ZiyNZt50vWIeNoFMZoUdweD9qgQUC1CN\nbTb2Whkq0xBOoxJyxEBD6WFK2qJWK8DcHJQOgziCSmMfo8xmxk2xA9Kks9+uHgcJhmHVfRF3lQtn\np6PS/Eup+qpgEp9kn42c4wCR50RskuG6nfVDWvxIXzEuYNb6ZFM6R9p2afZwceMXVlnkGse4ynFu\ncIR7zFOixTRbzLHGY53Xedut8/AZ4AZQhsLpmOlik82ZJkEYJ5N81oXEWpbSAoKbWdC0vV8iit4n\ns3FSVkTpTfJhYfzss/teqUUty4iaOqdZpDwG2VgBpd5zxaS3Nemr05bBdBuzZe9OO24Ez9j55bou\n7u1IzKNJRXdxT/+BcW2OSW9WrWi0To17zHOTQ1zhJJcaj3DjK2fgl4FPrcKVC8BVqD4FT85xuHGL\nkxevUvzYOl/8ZXgB+BoBz34AFjtbhIcvszo1zwbTyYbkbhIMN3FD3veYVJg2KM8FmxFNnQt1Yokq\nMSEVmixylymxhRCSKk1mWWOJVb2vWluPmzhDgx6QVuCkXcpkYiWzFleljNqixipm/6wFtpgiRm2k\na7YhmGUdULHZgi57m5Li/kIS0NKJY65OH0Y8EXNo7i6FxyKCzZj4hKBxpkxYjHji0Fd55T8u0/ji\nSdiC8ERE9b13eOxdL/FE6RWOcY0adT2nHDyRNW/2dZVTvdZvGw/mqmcHrW0gk+ydVRqJEGZi7Fza\ntdbYThLjONXdYrpep9iGblnAXKytuUaQO3j9PhjKVROUp5tKzKEyTJrMkiCTLRZKtJGoPdhM4qMp\ntijRSlSuBxXSqfqOBBl3uhIgg/znhbYAGCY7DBXdl6oQmGyIBZTQUIByURkpqxJmq1BZArEEzOl7\nTcCZcUt0sy/epyQV9wW6f6VUVrGoA622ykqZuCdmJwTHktbTN/sAuYthMRHC2KDYHjfIN88txu4x\npiZw49rhwkysJtmt2XPETUgREiWxZdNsMsMm1ahhfXMrqL2fjkC0HLAmZqlTTdwiTDl5yFtI+92b\n7YtBWntXEOv3XvdaNuukq4k0Wi5rJdt+dCvBy6SxTwdhZ5/vx0xYQcq2e1hLRV57DO6HG0XaMqA2\n+rbvHn6LeEN/Rrgw9EoB5TheWABOASUITsNySLnUohh0KQdwGFgDHq3B/GGIT0B7wcY8DFMn873y\nYhEnCW4MnqmziTmNtWtRSMQMGwTEzLGWxDyV9fg2WRSzm7AP60r7MMGO4xA0PRn6MGnolVWsrDMl\n1pKsiWYDaJP1rkgHs3fRg44GVW5yiGa1zNqZGZZO36YW1WmEVbaCCous8v7yHzL9LZtc//ARpBTM\ni3scD65yJrjIMa4yzxplWvvdlF1jpwmpzD0mTjnG7jcX9pnrA60YqFHXVrIuEYXEAuuOceOgnV0X\nCUCGEAXWovag06jliQoEFHWst2pziQ5TbFKireM+SaxjRZ1L0rgtHmiY5dC4TQ2LbDp5LUz1RQCF\nooofQ4DIJpnoqHKKRZgugRRQm0at/SX9jhbKsm4sY+5mzg+SIObCiaAJdRtjodwSw1ALt8ae0HXu\nnwSL2EEVxrKbfwKpDRzBTuSuBcqNU8gT6LLBvuZsqCfvkEhryLZYZJVNpinQ4SjXqdCkXqly89Qs\nS6UNiCSbUxXuzs5zq7rMTXGILW3SV5O7Rf42uSauKUqdAUND2UQbcc99WfTqrHsTfbjJTNJaLNcC\nlk6GIumfSc6m3lcwm7vmC2/pSLm04JW2ENqWDqZiU16eRTH7DrO30ago0U52V4kcocXsduMKsO5G\nuW6f9HMHNAxEmRazbGgrQpfZqXVuv+cG1x85ytoHl+m8eBxuH4LZMsW/UIejEXIapv8SPH0UHunA\n3GOw8Z4a1546zMXyaS5xmi2dljhLQ+n9z+K+33uSkG5DnHs2JKJKkyJdnaRDfQPX1U5ZdXrdbPZa\nCDMKI4HZK230FUN92/G7mrpuXemxXUosXcIZaxEFWvqa+gYN5rjHFFuoPeE6VKkzzRY16joD5oNl\nFXMRodwVIxHSEhXuyTlKQZuYgLqoUqXOW8UF5sN71MOa1ve1tCJQbWJe0NadgwpDJ6odJhl9NgmG\nhRtHaJ43a4dNImPvNv+GRMm+dmaPMOOKaPrPWsTMPmQqiUyrUGZzKiaUUu1PyLROvvWgC2TGZTHU\nY936Bai98up0aaXW7oJe6+x+b/cfloZGt1h2I51cw0xvds/xvjAWGbkDAUgI7XXnJpfooOK+jBWn\nrV5fLKp6CBMfto4xYUId2NDP6Q2PHxjXxAEIdWp/WUi8FxHmu0nS+43ttxCGsubJXbBTEyGMbTLN\nIqucjN9krrtGt1jgljjEbZbZYIauTj1d0HFJAJYhtw6mLgMBZrrOCmSKETJacrNHUZ3rNKgBUKNO\nkTZr4QwXp05x50SDjiiwEU5zr6D23mhSAUx6fRuVlZeUw7w3T3Bya+rGl+XfR+p63jjMaqvcqDA3\nps70jTv7uHF5eTC97FK8G85r4DKG+YkY0u8dBJF7b9oBNCuASgQtymwww7rOojcKSrSpU2ONObaY\nAkj0/xWaWiAz2kaRUGDaRcbW11gKzN8FVL7aaTYp0GWWDY4XrtKdL3Bvfo5780tsvGOOra0pOqUi\ntbesM1td51rpCC89/yTF0x3aUYnzizPcWV7g1tQS95inQRWbrsb2mP3OBzccvR/tG7uiSgxh4kmz\nY8tc2b7M8cNmJh2H1cPGdGaVE6OyS1YhZOIclVuytd6mnYtFotCp0EQQU6OOsdwbjXqJlt4ywygx\nJA+iKxgoIbatBdW6qGI2Io51nyxwlxr1RMGjbL02Scp+jsv8EbIzCGKm2WA63qTQjWgXizREjQZV\nvYmw8quQpD0CzKbsxkpmPFpMqWZNMHRj9qYL9HMmW2JBC/uGV7BzQkCIckesBzW6QQGByhZY15vE\nG4HxILvhbQ/Tk+nwBTNe08l1+vMn9wNm3TL7ybUp1Ec3HgAAIABJREFUj1xmN1JxR0GIskCpRbyv\nZSWJF9PWmaQTsnFkOTDZFUGVL7V1SxR0OV0QUlvPjJ56CyV06XrJNtYqJh8CQUxbEfs2U+hrEzRE\n3Y2+d4qJEMY2mGFx4x6P3XiDuRvrtJcLyFOCq7XjXOYUdWpMsaniP9hKTOSuZt8mJVCWkHT8h3Vr\nNNOOG/BrsrOZLEqgzPKbzNARJaigA9NrSTrwUGveel2dXKtdL5VI5560C1nvJOdGjBmrUa+wZSFI\nT5pgc/i5Lolg9jlL19Fonfq5H2TFrt7oPdMuG/eVHxuQ93SvZcL01aB3ZusnUZmi7jHPZU5xOcrb\noHlnKNFmk2kuc4pbHCIk4ijXk73BKjSJCGlQ0Yu4oUm1UbnqU2VPN3Ro53Wb8bNMM0mMUNIbaodE\nNJcqrC+pbJ9bTFGizTz3uFo6yubhGsHhWMdALrDBDB1KicJBCYvODpC6p0ZntSYPaSXD5EFoalBb\namwmsVOjwN0ryQo4OLObtYCaOgzz3c24taovRa3Gdi77WJyNVaystequtcO4NZpEP5PvFDs6JAFd\nzP5s0ulB9NphNsqZHBgGPbsty04REDNb32RhfY1CM6I9V2B9uktQjIjjkHK3RakZIaWgXS5QL1Vp\nBpUk5sus810d8202ZM4q9MzKZpROanub0KHZIBkJBSJMJFmXQpJ8C0jiT6Nkzn6QKdMgz6OoV+k6\nCYh0TPAm02xqpegoiGPN7JdR+06AskYZgcfsXWVc4dy9qwQ2e58bszQIlo1L3AxlFyt8GSEv0Ocj\nkHV1TUbqEFoIEzYc/4HFQdqs2gjqMoZuVyUb2SkmQhird2ssXFpj4XfW6Xwepp7tUvqeLlePH+dz\nrfdxrzvP8vQtnglf5JS4nMSDGBN7gN1GOErYh94kDtn4KbMYGuagSiNxRVPWlUqSValFWU/UgfOs\n3WMrzermbWts4datn7udQbzNvdm4sbQQaq1UbgKPrMiXpfd+7Jp5T7at5n0mP6Prk9+/D0SqvHzB\n1fakGzOQJ5QaQdFoN69ynBfbz/LivWf71GB4FOlwmyVe6T7J5dYpysU2QSHmeHCVOdaYYktv9F3U\nmaiCxBXOMAPW3dZsDC01w2NYBhJGwbjYVGkwzSYhER2KSRxOkwoxAZtMc5cFGlS1e01Z17et93rq\n4rpRglkPeoVe9/qDgDwH2ElAQcdjHOYmh+ObI5cX6VjFAjarnHXtMpt6WPdZYymF4fokj16sUNYL\nm/pean7FboRslCU2/vdhgumzybUCmu8RJ/FEowljIRFTt5rUXo1gC0onusSPbxEUIsJWzNydLYqX\nQHShfQjWj05xe2aZ9XCGSAQUIVEwKOEoTFabfkq+rGI0687mhi6YDKAmLsrdesFjcmD4nA5FNpnm\nFodYZXHkcgUgSqhMhbXkRcoCJbTVaopkgzDRQglq2kUwVyAb9D4BMqA33iwCQi2IoRl7fT6OtNoh\nhliqLILhpCxmHmnEEEXQ6ULroApj8b0ihS9F3P0VOP8CvHcNrn7zCf49Z/nkl78NeQPCb6kTLkcs\nllZZ4G7CdJhNa8OEyY0Sl4a8pBDuuQ5FAu2yYH3LI0y8jyuUCKR2tVExPmajyOw+J1kf/7xNl/v9\nztbPrXcesm1zz+WxOvkJPEQi6Fjnv8FJQfqV67bHWrIG6+Lz+mw75PWbeVdEyCbTXOI0F15/kut/\ncHpHZechJOIGR3jj1mPcfekwnJE8feJllip3eIQ3qNLgGseSdOoxARWaOhOaSm3ixkmkk8wou5hx\ndQTLJJi/3TTiBb0FrIlVNIoDlT1M6XSNVa2iM14No+E08W6Tpg0dBZOYlMTsb3SEG5xpXx65PCPY\nKNeidhIzYzLCdfRZ9e5IWxz6x4SOC4YxducBl9GN6LcZvMd+whXERhVKQmKKq114FRX3MgV0oRo1\nKV3vUvx9EJ8G7kLxLbD4Z7eofV2X1w6HqQRbxqIcEyXz3XZQyq60QGZjnewaZeIds+i3xnjsD0zG\n1nVmuc4RrnFs5DKDAIIyVhjTQlhiBSsCC6hEGsZt8C4qbsskjDCa1HEiJzJDCCgEyo3xYbCKHVTE\n2kWxu4tQ34kQxkqbLcIrHVbPw0sRvHse/qD4tbz820/R/bkSFCXRsRmKX6OEseNcJSbgLgs0qSRM\nuAsrWNhEEQLLakYpgc0VUtSdrl+6cbFxk4nkCWL23dbVg6Q8lyFMR1pl/bZ7hbZepBNj9Ap02YiD\nXrdJ6dzrBkf3F58kNtuVK25lk3+4sWf9BLysRc9NzCFSz8Y9tRkkcEpEksls7coc8t+PnmpIdGGj\nMcf6zXnkXUH4VJPTwUXe0fkS72h/hQ4Vbk8tcZcF3uQkMQFzrLHMbZ3lC4KcdiiLQzq7nIlxsMx0\nQceUgclEp7TENtDduIbluYUZF1UTO9VP8D0ICTx2CusCNjlMVVEnD5pvbjB3pz5yeXYPxTg5ItQG\n7S2d4bBNkYCYkhbqXcXTXq3p7pyWfovrSOo5iknEuJx9YwLoSqXlrwAn4GrlBDKUHGquEpzf4I1P\nwVcbcOrz8PglKBfaHP3m61wtHqcdmIQwysNg2EglqxwMknnPoLeE3jP2eY9JgVkTG1RYZ5a7Y7CM\nBUVUrFgJZeHqQLQFrU31uzYLzALHUe6K6yiOuYNKpmGW0p3qLNxwW+glNGNxi5XA6Ho7GUHsgY8X\nO0BILJlo/lcqoWynmAhhLIxjAhkzFcOJKgTfAC9uvoOrf7IEL2wSPlZm4fgt3ln+E57b/DJH5A22\nZqrJ7vBKg9a7LxY5zHyeJSrPHcMIBXlWJ1N6VhBzy7ZxXlYz77KF7u+scJG37Lj3ZeuYPafuT/eH\nUba4SRuyIqpbmm1bnlCXFsjsO7OWs95lXTjX0ueyGTHT/ZWG+8ZemG8qO4FKBTsiYgIiERCXBaWl\nNo/MXuBdhS/w2LU3WNpa595CwObUDJc4zas8hkByjGtJemWzubB1E1UzrdClu73i9oXSBpaSMOqs\n0BYQUUQmQlm6ByS2T22sYB4exHk9j84mBQExoYwIdzNjZ2CVF3b0RjrGRrlXm2yvMnPvXmfp206d\n5DGJMKoegGDHXGYaXQrElRAOd2jPF3j16CN8pvQ8sRC8fepF3r30JwS34UpLUcjRV6F2UTJbr3Nr\npkMrKCdxYtCbqCm//ha9othw8NQ6mTAx7e4edKNAFLRroM5myAbc24D1BpQKUGwqa5SYRsWUFVGZ\nDO/q+9vYDYqHfWeahex7jwSVVTFz60GKo3qokGFWxS50wBMhjMmKQBwWLD4LzxZDrn39Yd68eJpN\nOUXxXQ2OfuNN/qPHf41vvPG7PL12gXC2QzSzqJmO/sG2vUx+r7AzaILPcyt0BYaskNdbUvp9eQKV\nZZazoki6He59YF2ApHOvHad288x0a9L1cmtgzpp3yNTdvfkBTV+47YtTNRC4+1rliU/uOVtm0PNs\nL/qLYgKV/GKWdSoLDdbeOqCYIdENQmqlOguHblOtdXhv7XO8q/unHF69Q9wKWF+e4rI8xWvyLVyK\nT1EVTabDzcSVUCTfzArKRliywqprQwRjlc2jGdVOkvssw5EnxLvUM3mCycOGCOWCVS9U2Jpyd/Lc\nHYzrlbF+dvWOQGZbEGMlVZviNinS1jk/pTP3+dXdw87BZOJMd4sOBTqLBVqPF7i5tMzvTX+A32l/\niFZQ4s7cIY6++wbLX3ONR69KZgIInoT4cMAWU3Sd/TvdPUZ3QquuZ4bHwYe7V+QMGyOXlwhiTZAR\ndO7CnTrcidTGy9VNWNhEWcF03JiuCBiBSe7N7OmFroMDNxZQCJWKv2j2PtsBJkIYY14SPyWofA/M\nTlf5rWPvZ2u1ysz7Yo5+6DZf/02/wz+6+qPM/LsWsia482fmeJOTvMEjdAmp6FQb7ibQaUHKiguQ\ndpkz7K6x6hghR2lhrMUs0DFqrsXJuIWlk0ukhYSs+17+/lpp2HuzsVt5gpi9zy3VrVOeg6TpFxwm\n3f03HcvVr77bn0+32+1HO9ukXeT6WbvQ95pYgCBTRxNbEDHFJie4ypVHbnH3w8u0f7xPNYdEJyiy\nVLrD40uvMLe0xnv5Y840rlAJ26wtTPP64klelk9xrXucRqfKTLhJNWwk2RAFMtW3ee20dGtVbVm6\nysL2rUmN3Tv6D/I+RQ8iOvz/7Z15rCXZXd8/p+oub+/XPb3NdM8+Hs/iZWyPh7AYN2A7BgRDACFi\nJYSQEKTEAWVRDIoiRkoEcSRQIlkoYomCAcsEO7GNQIAdzyWAhceefdyz9HTPTE9Pb6+Xt7+7VZ38\ncercc2q7+32vXr/zleq9e+tW/c6pU786db7ntxy1ltFS+SDVxTpwYSR5NhnTqTNaUWpvvcaTWsR1\ngyp1SrTRaz21oiTz/bp/OdzosCeNQka1nob41A9WaB4o8+L0PXyN7+D/XfleVvwFlhYPsf99V/mx\n//An/J0nmoQlj+AdPuffP82ZxWO0RDlaCqFJmIgvdNq696Bi9tvMsc5BroxFpieAFsgQwi1YW4bV\ndrS0Vwhzm7BwHvwKMAeyAfI6sAmiiUpHr3zEHXYxZGLIOYoLqO8pq6on2J1kbHZ6ldYDPlt3l7gy\nu8Bb1WPc/q5TPHz/1/jIm/+Xj3zmceY/3UAcg5WfmeYbD7yHz/HjnOM4t3KWO3m9s1CzTci6YZjE\nEUnknZ9tI+vf573bsVlxV2CuJyueKituK6uMrON6BTLnxyD1V05yv5qxT9+/XvdLl1OizRwb3MZZ\ntm6apvrtGzyZe1Z/aFLhIFco0+QQV7iVszTnBZfu3cdp7uZv+C5Oczflcou7yme4h1e5l1Mc4SIe\nYTQcLiXochw68YxNjXuTsfjkgEPx0abEGvNc5CgtUWacZKxlJX1RC9u3qUQzyWrtxBYSaFGhQZX4\nCnQODvEJoFE1QyBZriywyQyvcwcXOUpzuUJjZYZXD93P5+79cVa+c5H9j1xjVSxwsXQzK+V9VGhw\nF2e4g9c5xBI+DQREqZC6v48cbkyopV8a7GMFgFk2RpYpVGcIDQg3oRHNCU+hPBLDNmxcgNlVZUVr\nNGFrC4I2VEswXY0WaXbY3dAxPDAasfbN6cMQuomTMSHER4H/ijLu/o6U8pPJY+bEOhdnDlOfqXLN\n388Um/xI+f9w73Ovccvnz7D6hTUql8D7Wfj9Bz/Gp5/6ac49fjuN41Nc+uhR/IMhC6xSpZHTUctU\nJ65jcjSBSZIaO3mEHcul99lkw/ZftpN62GVErYG26STrl96X7XRq1ycuM35tOmjeJmjxwOSseLq4\ny2M/SLZP3DVRH5GMazO1TCKbSMfbIpnYI0nuqjQ4xBL4kv3+9bGQsXnWmGaTfazQoswr3ttY9hZ5\nmbfzLO+mLqrcz4u8m2d5F89xnHNI4DKHWeIwa8wTIGL3KezcFz0jba85JNFuo8m7rTVukNgfW0/H\n43HvMAzUenRqUZuGGH3h0qRlTKMcRY1VI6+BMs1ooqMUuXeXOu5fDg4a8WRMo5Een4AtMc1GtCbU\nUS5yx+2vst6eZ7FyjUWxzMXqEZ6vvoNTy/dx/sKthG3B/Nuu0fCqzIoN5W4+hsXRHXYv9NvfJ2CK\nLfSC8iMjpGMZkyFMl+BoAF4JqhWoekAbLq7CUgjXJTQDmAcOh3BQwJwHZWcZKyykTbRAJT9JDjEF\nJuVEGI00s47rAk2+pK+sYoUjY0IID/gU8H3AeeAbQogvSilfso+bps6yv8ga8zSpcJgl3nntJLc9\ncx7va1usXAL/I/C5b/tR/ujpR3nyDw8hXzgPhx6m/TaPO+deoz71agZRyagToOPI0qQm75x4xJl9\nRnJf3n5NIOy9djxQel/WDKDak0840+UmLVPCOkJLCTELKydl58Us2bKkVa/kkVnXmifRdl2Mt4FN\nmE2cld12thumF3XWR7nEwhh8y9uUokGtpEKLZRa5yM28ya2c5m4ucYR51ngvT/HBtb/m7cuvMNfa\noHGgQrjgs+YtsM4cOvWJIOuu2yTZ3ps/XE4e3x1u2L3zUHdAr4XXiCxZo0lU999eT0m9W3RcmBc5\ne1U6JMxeS9HBwUD3tr1d6fuB6u3U4suLLPMA3+LowgVm2eTmzYscPn+VarnBc4sPslQ+yunqPSyH\n+2gBqyywxXQ0aWBn2XVWsb0KnRG2RDA+gi6VhczzYGYWpqrgL0BpXiX4aC8DZ2G5CWdRKzQcBKYk\nzAUwHUApHGzg7rA96BAxk5Qg/rv1W2eNtxGjOkRE7IZ5s07aMvYIcEpK+QaAEOKzwKNAjIyVadGg\nikTgE3ATVzm6eoW5lS2CKiw+7LH6swv8fuUf8uQfvw35h6+A9ya88TAb1+ZotKd6uCbaKSZkaq8a\n2CdJiInv0iTAJgRp9EcC7SMN+YhbtTS8xPH9I0temsjZCUlskias1jBZE5PWLbOwtTkmjJ0br5GI\nxfNlWWeEdR/iyUHSmRbj15c+xidghi2qY+i0Q0S0gLIa3F5nP1c4xGvcyQWOElDiNt7g7bzE25dP\nceyNJWhCu9xgZm4L32tbra9WHUteh/3NjujrNfhITwZkD7H7kZWWeeMP15PX2m97jlamiKK5xtP9\nJhMb6OUR9GL1OmlIk3JncKziydrR+nQurtDBYFxJXbRelWlxkCvMscb85gY3X7zEwVeWKL9YJ6zC\n7Q+e4cD919h/5Aov1N/BtLfFPrFCOUpuoybYHBErGvLuxiTeGeb9pdz30xmEh5BpvWj9EvhTIA4C\nx4DDQBXKl2FfA+YvQKWpkikGRGN8VZ1xzFs4TBIeoDNnysgSGkDQUt+Fp6yhAhQxG1GBOwk9BsSk\nydgxwF7Z9ByKoMVgD6Q9QpUGfEYQ3iPw2xJ5U4UXv+tuLv3lLdSvN2B+TU1d3AZzh5aZra51Ou5e\nSD43ZgAsO+UnqUc/Fjcg49y8RBa2W2Jcrr1YpUYeIUrCWKfiA8jkkrf2ZztGIEkGkuXqeLx+Ziht\nF1B7oVctR/+3k6wIqz56TS0w5M12q/KwU+xnH6MTeowKO8lLK7JqrDFHnSmAyH1xlXnW8YKQtvAQ\nVWhVfVpCu4NB1r2Ot5mPncDDRje7bXyNunEscKzda2+8tcds2BMO+lrNM6p1aDyZ5dJlTy7eL4ie\njjYlmlTYYDZmidMZyWbZwCdwZKzgyNK+3TBJoutYImCBVW5hnVsvXGL2jxus/RG89TVlabj7e1/j\njl94k4e+/2lqCye4yk0c5AoHuE6J1k5egkMPZK3vmv3OHa/GjlOatmZQBRZRo9bbUYtBH4T5dTjW\ngNZFWELFlM0AFR88H7X2l0PhIASK4ZRQQYBRRkxZh9YW1BuKUJd8qEqzoLa0zx+l7AFRiAQeNiRq\n0d5LNy1SeWeDhcUtfNHmsHeZhz7wBJeCj/LWAz+spihOCO67+yVuK51lls2+BhV5SS+6zX8POlix\n5Q2TyKIb+klikSRLye/ZGSfj1qhkPfU+u70GGaSqBYzLyEhGiSBaf6tNmBE1aZejLKZhtC89gM0j\nbeO3aagSfFSK3TnWo2sS1JniDW5n//FlmjerhcKvlfZz2TvMFjPRNWbFBiavJR027+UQNHPGuEnT\nJGQWEWnSqePwsnRyvCVnx0yOA+ruqWU/mpENTLslOuvC7oStj4PEihYFHiHTbOGvhHAZNleU29cG\ncOx12P9Em7vueBPxrsd5i2MIJDNsMkV9h2vu0AtBNIWuiFgbn/xEY7sGHmox6ClgEfbPQVCBqaba\ntc+DmRKUCjeCduhAk7GZaBPAFoTrsLoOG6G6zTMlRch8vdSBPnebSfakVekt4Dbr+/FoXwyff+zF\nziDh/hOHeOjEPNf8A9y0sMZCaYvytwKOvbDEz9/y33n0tj/hzE/fyan221g+vMjN8+e4WVygElnG\nst0V0/7m6UF9d8tTb7tUMuNf3OnJ/mQn0uh3aGQvHK3KMi6TNuGzo9OSbojpVBDGXpNFsOKWp/zj\nekENO9UAUQ9+tYuj+d0MFgWySztmzxPbFs6Xa5c4WbsytoHnlx/7elRPuOvEcW4/cQfTbDHHOnWm\nWGeWyxzmOd7FWmmeW0rnmWWdNmXWmGeTGUKM1TUP8QQeur3VXeseNzZe7LLX5ggweuZbhNeerIkf\nrc4QPe5jN5yuneNMLdUFDo3PPWY8vh84cZAHThxELcoh0WuMzbIR+Rt40S/KHdy5KBYfxg0ckjGm\nk8DJ2hVO1saTOvw3H7vU+fy+E7N874kq4WEPHoZ9PrzzuyE4BOG7p3nl3qNcPH6ENWajmN8NpmhQ\noj22ftxhfNALMOs+JcCP3vAG+r3ejnojL5pQHTaB1JO1dZ6sjZ5FUeOxdfP5RBVOtFCzA1dQROx6\n9PkctFZUFsUpVAKPuQpUyi5WrNDwUDdsLvrfhnAD2g1ohbBQhcoBKC9CaRpEG9DryrWVK+MgVs9a\nU23DQshkkv0xQgjhAy+jEnhcAJ4A/r6U8kXrGPk/5U90yIYerB9miQeuneLWr1+k+b/h3POwuh9u\nus/Df99+zr33Vi7ff4AVsUAblV9Ukw/bVU+/zOwOwE4mEU9CYQbMmuzYskKMm2HcqiUsCVkxT3F5\nttOaftFq97ysfTqlryYw9kyTLS+w3AqT9dNr19vH6X123Je9L0nk8o7L26etW9oqppMIlGhTpUGF\nJh4hDSqdRT4FatFmO0uc3RbJ+2LawhDT5L39KfF5pJRDjZ+FEPKT8uMWDVZlbjLLdfZzmUNc5SBb\nTDPDJge5wmEuc4BrTLPZ0WkYnOToezDovGJSv/cOuRoGSoP0Qsh6j16ry+5HzILkciRCZuMT4lMj\n6eZn5KPp/dHwSC323GCGTeX6jUeDKltM06RCO7pGh+JCEl/v0l4CWX2z+4ek+/joT//HxBeH0k8h\nhHxCviOqlarZNFvs31olvOJz9epNvNG4gxf9B1hrznGVA6wdnGXmznXeXXqWu8VpFrlOhfbQ/aDD\n5BDGJljNJKu2w0sETSpsMd3JB1CmyRQNqh2SPRoeES+M1HfKw4mdPrAA7AfmIZTQuAhXl+DKMmw0\nlCfjEeCmWahOqQV+HQoIgXJNnEWx5xKwCcE1aK5CcwqmH4TSeyC4y6Nd9pg630Y8D7wKcglo0Fng\nexi3Q3GZgfRzopYxKWUghPg48BeY1PYvdj9LRPO5JWU/qUPrLJz5JpwJ4B1fDXn3+69y+J9d5/q9\n07zgP8iSOEydqQyCZdXFsrBA1hoqWXE6MkNWlmuh7VBnx26ZM/KJWDLKLNtV0K5DFsHS59hxY/2s\nt9YNNsnp/5x8t0tt8dIbYHXYUwR4HX/zJCFLO07SGZSYpDjm3ujP43p56/K9qJwyLaaoM8MW6zSo\nM8VGNKur236R60zRiPblx3LFa2pab5CkG3GIrnrkEIeOPzSkK9n2Mnra9DeTB7eIg0Otn3Oss18u\nc1BeodJuEQqPDX+G695+lllkg1malJlU7JrDOKD9HBR0n6f7DHXvTP9SslxfteWiKLbuJhUuTB/m\nwq1HefbQe3j8wvfxV1/7AME3rsJaCf/BKQ794Ari3pD9XGeWDcpRogbnYls86D5SaaGJPQ3wqTPF\nKgtcZ39naYNZNlhkmQVWmWYrpquFQACsg2xC+yJsbcLSVXglgMuo6z2M4muBflE4FBvR8gXUIViF\nYAu8BVh4L1z4wSOc/bbbuHzsIBLJnVfOcs+tZ5j5Sh2eQVlFQ7bNXXHiHq9Syj8D3j7AGYBK/9ye\nKhEeEIhDktkpCBpwTcLyFhxdDplqNRCeJBQmaYNPGCMEdqIHM+hIx+7ojsUMxuKWNdvilLUYprT+\nJwfCSdKVR8RMXdJlaNtUVuIP20XPJoE+YSzl9XYhKzbOJyCIZs9KEclSnXaVNRbYYJYAL7KWyQ6p\n8aw2TF571nWb+6AdgMfTYybvh0qz22SWDfaxgkDSpMw0W1EsXGC9qFQ9urkbGutZus6DDqVUe7s3\nxaDQz66e4jBxkrJzXwJKED2JkngCnCLBJ2SKBguscqB1jemNgNCH6lSdVrXMBrORjpacphQYdlKj\nJEKLaGkiVo4SXtgTcckkC9sJM4mlnpllFnmJ+/jLK99D7U8/DP9mCxp/BswSPPgwaxzlzD138S7/\nOY5wkWlHwgoJ1ScGqX0gaFBmhX2c5xYucDMr7AMkN3GNFuWO+7TfWQ21OJBNtQD0Rh0ubMGrwGlg\nDZhGWca2UG5uodz2sCKHfiFR5LoFrCv3xK1VkBWYuxOCj3n86Qc/zG9u/RzfePkRFrnOh97z5/zH\nQ/+Jt9VP418OkWuom71NKFz4oSZOdaZYmjrA/F1rHPq713moDg+chdIsVN8P7feUuFQ5zKaYJYiC\nRzWZshNU5CGegS773Cx7zCAy+0EvmVmwY7mSZQ8jb9zIqp9P0FlVSUevtCnRYIp15lhlgQCfaTap\n0OoQmmQiCdv6ZbtC2r9pTNKpxSOkSoN51vAImWWDAJ9q5BY2wwZVGpGlT7tb2vaVpDydzc+Ltd3e\nSKSxswisZ0e53yjXG6ODemLAj473KYq1oRtCBE3K1CtT+MEWgS9oVCqR14Hv1hq7QeBFRKxECzsr\naBGQ1TcH+LRbJRVBLzdRk2YlKJfxZiRTohFp6DgywzpMDvEQAiBaRmOKFfZxiSOc5TaucgCBZJMZ\nptlinjVm2Yi8Xwo2mRVCEEAQGnt0GUXEZlChZLuj93cgBJrq/8YqNOpQ3g+N+8uc/vCt/N4LP8Nz\nv3UUas+yetjjz372R3jk732TH7vti9x1y1l4nb1IxuwEDQpNKix5BykdasMH4dCR60yfB6Zg6/Yy\nS2/fzwXvZjbFTCwmx3bay7aKxGOvso/Ld82zE1nE9xs7TT/pxYdNjqFLNWnjRaxs7dSSZb2Ly5nM\niy7ZctoyFEYuiPq7HUtWZ4o6U9Ex7c5gMWtAoWMjNGxbYJgob5JOeh4hZZpop9pZNtCJESrRMrul\nKN6hF0WOX6W6CtfZbxdMsg5N8IGOK205mhibSCzgAAAgAElEQVQAaEVxjWHH7iiiOMdiuSuGeLQo\nUWeadTGPT8BGtaHcFMUMa8zToDqyG7PDzsKLvED8DrVWBKZY2hgPESjRYpEVDh66zOwHV9j4oTl4\n+UMwX6H0oVkWP7QUxYstU6bV5U3ssPOQHU8kDd2PqonWCltMsckMHpItpqlTjRJ6FEtHO/CgVFbE\n6yYJ7aYiYFsoq9gBlJti2QOvoJfgEEGCbKv1xFotkBLEFLRuqvDa/B1cPnWYxssX4NzzhPUDrD//\nXi79wBE2Z2aUAqi0oNuGgpCxNNqUWGMeMSUJj3nUF6cob7SRHmzOTrM0t5+rHKAZ2VuMi2G3JyS+\n2PAoHUIycYeuQ5wepM+xiVJyiD5ojFY8SYMqW5ceJo60kXRnnCQ0edIEzE6QEmLyL5l4siRtMYk6\nbJnp+23iyLB+n9x1yeiV0orcQX1rv8ohZdc7OwYw/dvwcWL9oVdM3159vxj3REWu9OBWRa+auBVj\nVTJ3qnhtpupZZwqBpE2Jkt+OLGVVNpmhSaXztDnsPtj9qslQJ62940wzMzySiUbKtLmJq9wzd4rz\nD97C6//kbrbe3Ed5psXBB85x710neTsvs5/rncmsIsWL2fXZ60+OSRpjoKaq2pGHiLKCtSgjgDk2\nqNKMsgEUzCIWQQgQJaiWYLGkFnpebEO9DUIqC9m8D5XScEkdHLYZUt03AXhelL6egHm5yvQ96/j3\n7iNYugdxyyzV71jnyNwFZhobKnnHNnc5hSJjyWtvUmGFfTT9CisLC1QXGkigQZUNZqlHSR/M+Tqg\n2UhLWmnS5YzS4hI7oDpOrLIQr4Gx0OlfdWRRdlk2wYjHsdkvvTQdTKaS9XLrOV7tk1b9jKte/Hdt\nSZqO7MEzbEYZmdod651NauL3U7uWxWP2IO7OOEnoeUC7FFVfj6BDDLOJjn3fs76PE6YmRmtNfTWU\nS+Xefccou3I80Uz8+RbR/qITGZU5sYLOoGgH17codxIkFZFKpp9yhzzo+FoAnRYptDLc7XRylmTf\n79NmkWXu4yWYg4Pff5ll9jPDJrdxlvt5kdt5g3nWIjImovfEzg/ek94rxZyI2Umot94UdRZZ5ghq\naYNFVgjwWGSF/VxX681FXjKFhAdeCaaqMBXCvga0miq1vUCltPc8R8aKDDtJvOerdcQCAV4Dypea\n3PfmKb79kb9CXvsAq8fupHJLneM/+TiPXP0mh85eVRlbGtxYCTz6he7k7Ex7QCd+TK1jYTLVtSh1\nXjrxLtFYRkyadd/6RQ/g1T6v7yDSdMdhZ2DTdR20e7aJUzxayMBOJGDHtWXBi9G7vDLjsOPN+sky\n2e++ZBKN5GyYTnE/x3pnPZlptphhs5PIQ9UrmdreQ8//KrmakHmdOLJuCVImDaN53WO+km2tFs4c\nv/uoHkTYKbI1mRBWO6pep8AvyQnDPDvSajPRSQEfJy+9n7OdhIx6NolHk0onS6mmk0UmYrofCqLn\nvJj1LAb0+8CeGCjaRIE9WehFffzNXGCaLW7nDepUqdJgkWVu4ir7WO3Ynov0hNmTvWG0rpbTTgNl\n+dSriV7DI2SBVdaZpU2ZKersY4UZNinR7hlKsaPwIFoxCb8MfhuVDGLn5wRiyFqZypFEOvdJ+IAP\n5TLQArkO/vMhh/9ghX//D36Fr//AI5z+wbvZxwrf06px/KuXmfqbFvIN2O715gtBxrQLm52UIbmC\nu8rCE1iv6nyNyzOBj5LcInlusoxR4y+6me2Tdc5KkDEI7Nm9+GA8u+xeiUz6qY8di6Nl6Lir2SjZ\nhUDG4q16zZ7FMywWD4Mm35hUsg77eQk7gwk7aUWx23EnoJICxV2kdJyjsZIVO7mKHqjbz6chlcWE\nPSG0U9lgdxNMv2r6yaBgZMyGzkKrsj+2mWeNEK8zMWeSHikUISFVHly/mQVJiVb0Hm8xxxoNqrQp\nI5BUqVOO3u2FhUQ5idgxQwJjISnaLbeb0q6nQweVMsgQWpuwdRqmvwSH3lzh++76a757/xN4YcDs\nhU1KL7ThDLDMtlrFoCBkzHZAy4pmst0CkhFPOlYqCRNFZeK6ROdbGupYk148m4DE5ZvzdKxXL2Sl\n1E9fsR3Xk/wtmcADslc7Minh04lG4vFu+TDEKXtfrxg9ux2TcV9aVjmaIdMLPmsSZhOxEGFZydQQ\nU1vH7OuKr8djW8cmj+TAvF+NSJ4zbphZchNbp/6mJxYmldRlN8G20Os5XlvPzETGboDt2CzQq1EV\neS5f99v6efeiZ72o5GKnYL+vjLO2/q2491ig+/0WOiOt2i87/b4+zv5fBMTfPemwhPT7bW/1pfYk\nr0fIFHV82kxRJ4i8C0w0Y4HbJsSkRdfdf8g4V8oZC2R8yBPtBBkACTfK1LECxI0+z5VoC88D2tBY\ng9YrULkWMvv0Bv7chrrPayCvoxK8tlBttI0dUCHIGMQJmfpkv1A0UfNjvyeJjO3THScccSJmEzQb\nhgDlhz3bZQz6qsiKG8qSYNwhTB2zCJqdxCJ5vfFriu/PJ7DxF0pW2+r9plwTo9edwGZb1xT5UhmZ\nzH2yr1tbTI28fvpD/dLfjoxxthtO0ZDUU0GaYAurlYs0+NkJ6EFut8nPrOe4yNBPU9GJmIJJPiQ6\nvYJDN2jaulug++asO1tk7TRjFOPdEZ9EtZe2KZr5ZLKwg0Ps0BEPGVnCtndydGSo8Om4NaxgZCwX\nu6GOk4Y1myMAKcD3oVwC2tDegvYFEFdAViJ3RgkiiAjYDpDVQpAxO3GBsYaYBzzbLhUnKmav1/W4\nJNFJErSseqXrK7ockfyt27HpX/LIS7LecemyU387Vi59tm2lyr4u2+KUbjebjMXvSTJJiJZnt5b9\n8tUvZIWQrHay72d6WNa7feJlFBNJLRk3kroiYt/sJ8cRMbAtvvk9cdHdE+PYjXdWRB4icpcQyO2H\napVi923dUOQJrG7YrfWeNGw3eL2MTdbvuwpmVqiQREwIkPGw/OiHdI8p9pj7YpJICQF+SVnHSmWz\nlpyUKvW9H1jnRUQsGY83aStZIciYTlxga5RJypCGTTjisy1xi0/34wzsgXySVIQJDbYtLvE0+Xbc\nmCGBvRZj1nts//P8JByKYug66TZTz1n6xayvWSfttqXE3TzTNbLlZbWPGuRLkpanOF2K9xRmkWai\nsu24EE2fTNkyJdGQsmzrhGkfVU7Bes8M6LbtP5HMYEiSUaWnvlVyt0UQ9uIwWE7sXjgMAtFZLsLB\nwaHY8KKJE/1ugRvk3VHw+Y69RrJGgfDUZuVmyYceCOk5hW0w6haCjEHc8mInecibhYqTH4N+LSGT\ntJjY9U6mwc5yjexn1sh227PPzZLZC7Zvd169+0VWO2bdl6zEEXYb2e2gaZk+xjjR2W4g8bom20et\na1P8WUx1HdtraemWKCRJvPce9LOxF6/dwcHBwcFhb0Nqe8jeS+CRtML0N4Q2Rxm3urSrnE1a0r7e\nYedbMtZKE4f0ftskn++elwzg7R7t1C0YOE5T0m2VNWyMx79luRum6zMM8c8ihJpAZSfwiF9J8tpk\n7H6YUkxZ2ecn28fUq9jY7vr1Ks+OLtprMMsm2JMGe7MtHBwcBoP9Ji76JOAkYN4de+/aHYoP2a+r\nqWUF284EHiOFqAkhflkIcU4I8VS0fdT67ZeEEKeEEC8KIT7SvRJm8eRk8gnZ+dXeDAGw9wKdjGF6\ns61AwjrbdBtmKG/n7LL3ZwfqZsWy5bQTeW6HpOqVfd06lJ1ES2jikW4jW3Yy2i6PGOo2MW2XDzv+\nLh64bJdrSktLi9csTj09pFWHuEz9RNl70u1j2tFhEOg27E+ziwtblwfRgWGsww4ODnsbyXfzbu47\nh4V5dxR/EtTBoRvELk3g8etSyl+3dwgh7gd+ArgfOA58RQjxNimzlqiz3dLig/ZeMWP2+ep/MoGH\n+dVO1oF1vCYmSctUf8iO60pay3T8Wx7SCTnispOxV/o4O34tT252pxivox23ZhO13gkz8rtc2xqX\nLDvZVduES2KIlN5jx6mpesbvuR1hG5csctvG4caHrRv9EKx+Fkx3cHBwcHBw2F0oeir/cZCxrBH5\no8BnpZRt4HUhxCngEeDrgwnub5a6FzFILiBt5/fLKqffAbxNaIT1fZDhXK9YOXux1uRxw5Sbd2wy\n7Wy8DFMf0fldJ/DIdqrNiu9KL+JqFvlOlmufr7IzxesTT8xi2icrkYnD3kSWC7GDg4ODg4ODQ5Ew\nDq74cSHEM0KI3xZC7Iv2HQPetI55K9qXiRCPILHFrWXxDUgca0hKWpJJjhx3S4zHVGmCYsiC2mMT\nhbBjaZGpJAiaGARRLexhoO0umT08NDFo9nXb12Qc8eLtpRNVQHZbhYhUOwGZtVD7ZazNknKT0DXJ\nk6a35PWoazLEK3m/49dNRyeSdfcst0US+/XqZA57D85VxsHBwcHBwWE3oCcZE0J8WQjxnLU9H/3/\nIeA3gLuklA8BF4FfG6YSdoyRHkaFneF0Ou4jTqjMiu955C0dHyaJR5Wla0QGKTG/xT/FE26kz4hH\nTiWl6Tgoc90yIUlYx4nEr/aVZG3dyo63C9ZZBml58ZbII2rJmmWfY64lSWDjMkWnHdMtYIhX0mKY\nn97EwcHBwcHBwcHBYefR001RSvnhPmX9FvDH0ee3gFut345H+zLxhce+pcoC7jtxiPtPHI6+23TK\n3hPPKmhc+vLnwpMZFfPW3bJl9juzno5VS6eMB5kpUXSODztXF+LFaI+wrjsrsi3pdmnXKi95iJ2A\nI358XHo8HDc/s2S8nsl4s35gWsm+EhNHZuddjMe82W0TInixdpmXakt9379e+PJjxrv2rhPHuPvE\n8TFJdthrOF07x5lablc4MD732Eudzw+cOMgDJw6OTbbD3sPJ2hVO1q6MRdZvPnap8/l9J2Z534m5\nsch12Jt4srbOk7WNscl7bN18PlFRm4PDsKg11TYsRE5Ojf5OFuKolPJi9PlfAe+XUn5MCPEA8AfA\nt6HcE78MZCbwEELIT8sfyxw4J+1WeTEgaWKRdUT8/KSlLUmmspKEmOPSCTCSMVJegozYaeWTFpws\nGXG7kJ0iPvvq8tZcyyMkvdrWyLTJcLoN7Zix5OLStqwkjMUyec3GNTS/bfLb2F4QW7fZT4nPI6Uc\nipsJIeQn5ceHOdXBoSc+IT41km5+Rj467io5OHTwMfHFofRTCCGfkO+YRJUcHAB4RLwwUt8pD4+7\nRg4OBuIyA+nnqAk8/osQ4iGUmep14OcApJQnhRD/CzgJtIB/npdJsRvGlcAD+l+ceNBju51jw65j\n1sLHtozk9djf8xJUDLpAr8l2KHqeO45033kLNmddczKph31cv9j9ydkdHBwcHBwcHBxudIxExqSU\nP9Xlt18FfrUfOUmik4zVsi0jWdaefslCtqXF7O1tsRKp48ze3taxdCyZYrHpdUkkwkqKYVuogowy\n+qEcyfp5sbQi+cfmx9X1h+RabqaE7NawF93NjtnrDjuZSHdrqYODQRg9SXnWXQcHBwcHBweHSWAc\nqe3HBJ1Yo9tAKD+eqh9oGmeTAx1DlkdKsuKx+jsuK27MLNKc3ksmbQFFnEy8lCEX8cg5c35WDFxS\nsrKI5ceSxePEeqP78rq9JcSdIbVEL5N8d4tVSx/pEng49ANnS3VwcHBwcHDYfhSCjNlJJvJmpU3y\niuSQKex7HjtJMrKk6V+yyE9v2fHvdjKKeAKO5LpnXqc+JlNgMj9j+tz+65VOwJFHnLKsSf2s1tRt\nIJvMaJhVdv5dF6nj03VUOpCsw3CJRBz2Ipw1zMHBwcHBwWEnUCAyppC1lpQeVIekB+2Dz2XnJ6PQ\niC+AnGXhIrFPyUomo9CWneQZXoJ4mVyJtuUqnciiX3JhH5dss26kKZ0Oo1f7xi1tWe6HWUk20mX1\nzkiZXds4YbbbbK+iV6vlJYAZ5HgHBwcHBwcHB4fxoBBkLCtmLAvjSCQxSD161WdYmT7ZiTqyzh2V\nXAzSZsn6dCs7L8lIr/J6JULpp2xdhp3JcVD5Nyq6RxHK3AQwWW2Zv5i3g4ODg4ODg4PDOFAIMqZj\norS73rgG1NlJNLrXI19Wf+fHrWrZdoggYUGLl9Mt9io/jX1chrnu7HT13c/OSi+fVZOsJCMSCKKz\nsuK9BiGX+W6P6lo0WdBxhEVxSdSLU/eDQXVUIz/NRPeUJ0Hm/c/S1/hzOGw9dwuy2rPb0hAODg4O\nDnsLctgwdAGi19Br0GFv9hKy6cOyXMp0tdJzsA47hEKQsbiVpfvwJys5RTfYToK9Buzp4ZhMxTvl\nQduEkossp1NL9JfMovvvMkOuge4vsuxuvc7tv5Z592E0ufF4vTwZ8ZJ7E8fJQdXXS+3rt2eVyAGi\nHhXCjLi+uMxsi2sv/Y+fldSRLj36NsBu5/6p7mAl7G7iNRhZ1v1aP32BKSFbr7KegXGjSJMtDtuF\n3vd8EP3tLmf4HsAl/rmxkSQzgeUwImVE0HLgRd2iEEAInlYUL9oXfe78F6RfvbkVg5jzSrIeJjNc\n9rkSZJCoi8OOoSBkTMf8JPenNSTMna9ODiXT0wZeZziRHQdmW3pMNJJ9bHanazpyz3LtshPHd09x\nnyUv7ygdDxbEfu1vkJIfe5c9wOpex95p4/PiyHqh1wtWx4Yl6fvODNXMimk2suoyDHm1z9Ut2YuK\n5JMxc3Y8I6lGmFvLIiCeDme89dytVj/dz3kxDZGp3+PnxMlYnl5muSHb1lL7fuT14frcwa4na3+W\nTb+4urr7Ma627SfGOXuKP+99bSPA73t6KflbEsNOKOTFKjvd3D2QOVYmKRUZ079LFBkLo2PDEIIu\n8/V+RHQ8Ef3X331lKRMi0hM1fDT/bQcryFamEGLRBfbATtdJJohW9Lvc26H1hURByJj+H3/l6rV/\n9G9qX7bDlOoO7XW0ggzSpV/qpoO319sy5+pBaVyClzP7rN3SbCtaGD1VvkXO9LV2cxW0B0eDuPQN\n4lLlIZHWdaTjhURmDNGgMK2VvTZbr7OzYe5iUmaSII5veN39de+lCJLW1fgSBnb9Bq1b/iTEYBB4\nnbgxM+Gg29GjGyEzKVO2H+ppCgnxozbs7s5bLEyuniXa1rRPvE8DrZ+DWzXDqLcDNeDV++xlNsLY\nE2ie9KSXQ5AaWWQjL0ZRlaJ+jT9lIbbPkBv8DoNsvfDGst6ejOliFmz9zPKHEOTHuYLSrWxrrUj0\nt/GJhfQ7OGvSVO/vhfT7UiSeOaebo2L8fWjMoqWtRNZvEkW2pFSEKwwNGWsHan8oDTHLm3L3BJT8\niIgBvq++l7yIlEkQJTrkSmhhtqUsa8iYJJCBtS9QslJdf3RMT5dJh6HRzVLaDYUgY21KMdKl41qy\nBgT6mDhpy543Tb5QbOKlhxGatOlOX8d9qe/xwYFOG9EPBCamKtlR90uyJpmMYrtXVUrGH3V3F81L\nMpFMud/bMjeOa+w2GFDl2J/N4MDOsJmsS9Z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NebrLLjB8eIwjj8wsf4TchAD9rI+qKjc+XOvW7o7NRhtlN7yI1Tvrzl2Xs7Vp\n3tyNZdq+vWtW/sgjcPvtUFrqWiXVRYTqnUBmzRcvBhYBM4HTgedx44ZljKoeq6pdVbWVqvZQ1Yne\n9Cmquq2qbq2q4/3LiEhfEblNRB4RkVOyWZ8RPi1bunF+JkxwA6++/LIbHPC++1xvjkVO3s6nqays\nXPPPNJVKkUqlmDzZbacjj0wxa1b1P9r0/HU5nj17dkHzL1+e4q23YMst4YQTUjzySOb5Z8+eHXh5\nKyoqcvmnEKqf2ZR/XYuD8lMEevRIceaZKW66yfUW9t57wfsTZlxRUUFlZSVZEqqb33wD++4Ls2en\n+MMfUvzxj26w+RkzorXtouxmXXEmx7aZM1Ocd55rFv7iiylKS1OkP1IkbkKAftbH9dfD0qXukY+N\nNgoys5ENW23lniOdMAFuvdU1M/8gUrd96qbRO2WqWgXc5b2aDFX9EDjT68L0YeCeplw/UOfV4yBz\nh0UmVxSCzN23L5xxBnz4IYwc6Ual//Of3eDd2RDm9s6GIJ2v3cRh9mz4wx/gX/+C77/P/ephXf4E\neTUyyHz+OKw7Bdnkb93aHai7dYsxfrzrlOGaaxrPP3z48MDLC2R9pyxMP+sqXy6x+Vkdjx7tKgQP\nPTScrbcOtrxpwtjeuTTBCfvYOWiQ60hlr71iNPNdUi70tipWN9Nkc2zr0wfuvNM1D9tvP9dCZtiw\nGK1a1f35qLgJ4ddnKyvdSdmNN+Y+8LjVO4PLLQK/+Y0bkPrJJ90A8eecA7vuWv37RKXemabekzIR\nmUkDbW3VG2+sMUTkHuBgYKF/GRE5AEhQ3XTxmjqWPQQ4k0Z2oHxHVrc4mLhvX5gyJc4HH7hmJbff\nDtdeG+fQQwtXvnSb9ExGVg/K+fpYsgQuu8yNTzJgQHZNGozg+fWv4Z57nKcHHOB6zsvkQexCEbaf\nRji0bg033eQ6ALn2WvjkE3dRYF0ibDffeMP1CHjXXe6uox07C0u6sjtqlDtu3n+/+58frT49qgnD\nz9r1zm++cf9TJk6EAw+M1/hslOpp62O8zz5x9tnHdQhy+unw2GNxJk4Mb33Z1DvXor6+8nFjOfQE\n/uq9dvRe1wDjM+1zHzdIX4yaY5Q1A2Z7+VsCKaCvN+8EYAKwhe/zTzWQP+eR1RuL0+/DGPk7jPKm\n4xtuuCHw8qa54YYbMv781KmqPXuWayxWrjNnNv75MLZ3NiOrB+W8L5/6ueQS1TPO0EDwf8egKdbc\nueZftUod+JQEAAAgAElEQVT1vPNUS0pUP/gg2NyZEgU/g6RYHQo797JlqqedptqjhxtHL6jxstZl\nN3/6yW2vF18M5vsUsz9Rzf3kk27svtNOU122LNjcDZGJmxqSn/5657Rp5TpgQLleckn1d8613hJG\nPah2zjDyR6Xe2VhcVaV6ySXl2rFjuV50kerUqYWtd9Z+ZSLfO3VMezurlaw9cPRgYIovvhi4qNYy\nw4AbgTuAsgZya1iEeTBZX3KvXKl6yy2qm2ziTkp++im43NmQzc4RhPNax4G7T59yvfHG6u+Yz45f\n+yCbb766coaRP8wDd775L7ywXDt0KNfnn697fpD/GPzlveKKKyLhZ5C/R22XgswfRnnTcVNVLKZO\nVd1ii3LdbLNyPf101SeeUH322Wht71wqFmG4efXVqrvvbm5GvdL7zDPlesopqttsozpxYvTc1ID9\n9DNmjOqwYa6+ky/+7xk0lruar79WHT5ctWvXcp06NfD0qppdvTP9ykS+FLCbLx4CpLJaydonZUcA\nd/ri44Gbsi281rFzGNFk/ny3A5SUqE6b1vTrz7JikbfzWsvNr75S7dQpmIO2ER6vvKK6+eaq110X\n3F2MTCi0n0bTU1Wl+v77qtdfr7rvvqpt26rusYfq+PGq777btP41RCHdXLhQdeONVT/5pGm+q5E/\nEye6i7CTJ4e/rhxOygI/di5erNqunfsfbxQfzz2n2ru3q59++WWwuXM5KcukS/xTgHtFpIMXLwVO\nzmC5JqNdu3bstttuDB48mBkzZtCtWzduueUWAM4++2wAiyMQT54MBx10NoceCsOH30IiAZddFs76\nhg8fTjKZ5N5772XJkiVkSWDOl5aWUlpayuefx+nXL0llZXX74/TDpRZHK37ttTiHHQZTpiQ5/3w4\n4IDw1pdKuS7xsyRwP+O+h50Lvf3Xl7iiwsWjRsUZNQqmTk2SSsG8eXF++1tYvjzJ4MFw3XVxtt22\n6cuXSCRq9HiXIYG6uXhxKSecEOfLL5N8+WV0fjuL649LS+GXX5KcfTa88Uacq6+Gyspg15ejmxCg\nn+l6Z48egxGZwbhxVu8sxvg3v4Gnnjqb//4X+ve/hUsugU8+OZvmzZu83unI9OwN6AB0yPasz1u2\nruaLU33xWs0Xs8htTXCKrJnDc8+V65lnuucEJkyIZjMHzdN5rXU1bfhwdwUxKPzfMWiKNXeQ+X/8\nUfW441R32kn1iy+CzV0XhfYzaIrVoajkrqpyzzdedZW7U3TNNQ3fZV8X3Xz/fdUuXVS/+y7Y7xOV\n33hdz71okeo++6gOGFCu338feHpVzc1NDcjPdL3z0UeteW15EdQ7M9neH36out9+qt27l+tf/pJf\neXOtdzbL4uRtmaouy+nMD8R7pXkTKBGRniKyAXA08HSOuW2snYiNZ9JY/PHHKW691fV6N3p0ijFj\nUvzySzjlzWM8k3ydX8OqVTBtmuvhzygO2rSBBx5w3W8PHhzN3t6C8tOIHiKuN9vLLoM333RDaOy6\nK8ycWeiSZUYQbl5wgRvrqXPnoEplNCWbbAJTp8IWW8D++8OyCB2pgvAzXe/87DNo3rzw9b5Cx1Gv\nd2YSb7utc3b//VNcf32KAw90Y5s1Zb0zk+aLeSEiDwJxYGMRmQtcoaoTReQc4AWqu8TPeVg3G2un\nZhyV8Uwaiw88EO6/P8Z118HAgfCPf8SpPRxFocYzCYrS0lJEetG6NTz8cEdisVggTTjiRdzcLE3U\n81dUJBkwAB54IM7RR7uKxapVSfbZJ//yJpPJNV0q9+rVi0JRWlq6Zv0dO5qffoLOn56Wy/LTpsEF\nFyQZOhQuvjjOxRdXN38Menun33/xxRcUkpdfLmXAgF6MHm1uRtnNxuKnn45zxBFJdtkFpk+P06lT\n8bsJ1fXOhx5K17uq51m9M7r1ztpx7e0tAscdF+Ooo+C999zYZnvvHePkk+tevq44n3pngydlItIM\nGKyqr2ad2UNVj61n+hRgSiPrbwNU4E7knq/vczZOWfHGhx7qnp+YNAn22guuuirO6acHlz/b8SKC\ncN5PZWUlPXvGOOWUMsC1g0+XMX1lxeJox2Vlcd5+G/baK0V5OUybFmebbfLLH4/HSaVSVFRUrFXh\naogw/IzFYpSVla15TqPQ29vitWMR2HLLFGVlMHlynCVLYIstUoiE4XsZ8Xicww47jJlZ3JoL2s2N\nNqpk443NzWKPmzWDPfZIsXgx7L13nH//u+ndhOD9TNc7x42D88+P4696xP2BxUUb77uvay1z2mlx\nLroIevRwLRgaWz6fccoaPClT1SoR+RuwU9aZg+Ei4JHGPhTWw+r+ylIQ+fxx7XUEmT+VSq2RIuj8\niUQisCuW/vikk+I0b57kyivhoYfgySfzu6LmL6//tnJjBO380KFDqayMceWVsHJlcFd3kslkKFe7\n0rnj8Xgo+f2/RTHl79rVDTr5xRcxhgyBsWOhf/8YIpkt31C8dOlSKioqyIQw/AyjlYH5uXZce1qu\n+c49F/beG7bfPsapp7p5YWzvbK/2Bu3m/vubm/64GNysK04mk+y0k7uTNHUq7LknjBkTo1On3PPn\nciciaD/T9c7PPouzaFGSZNLqncVW78xke3fpAueem+TZZ2H33eOMHQvbbJOscUEs33qnn2YZfOZF\nETlCxF/9yBwRuUdEForIu7WmHyAiH4rIxyJyUR3L7QPMAhZR83k0Yx2lRw+49VbXFn2nneDVQK5n\n5URezvv58Uf45hvYZZcgimUUEhE47DCorIR77oFLLinYcxKB+WkUHxtv7J5RnT7dtTCIGIG5aXav\nW4jA+PFw6KEwahRk3+lsIAR67Fy9Gr78EjbdNIhsRlQRgUMOgVdecX0hXH65q9uFQSbPlJ0OjAJW\ni8jPuBMkVdX2Ga5jInAzcH96gncb+RZgb+Ar4E0ReUpVPxSRE4ABQHtgGbA98BPwXH0rCKv5Yu15\nQecPK27oO+Qbp6+EhJE//X6//eDpp10FeOTIOBdemH95s7yNnK/za5g/H3beGVoE/PRm7Ss8QecO\ni7qu0BZL/nTuvn3dBYPjj3d3zzbbzHUG0oQE5mdYmJ/h5t5kE7j+ehg5Eq68Ev785/C2d5aYmyFR\nLG7Wxr+9RZyvX3zhTsx22w26dAlt1XURmJ+TJk3iiy/c8X+//eI15lm9M9j8TVHvzPTzr70GZ54Z\n5/rrXYuF1q0Dq3cCGZyUqWq7rLPWXL5SRHrWmjwI+ERV5wCIyMPAocCHqvoA8ED6gyJyIvBtPmUw\nio/f/tbdLTv6aKiogPvvb7qDd77O+5k/H445JqhsRlRo2RLOPBN23NFd+b3oIudrU1zdD9JPo3jp\n1AkmTIBLL3UXfYYMKXSJzE2jcUTg5JNBFfbZB158senWHbSfn30GvXsHmdGIOq1awV13uXrdscfC\no48Ge9G90VTebd7jgK1U9SoR6Q5soapv5LHebsA8X/wl7kRtLVT1/rqm+wmrBzFr21vYtr3du8OY\nMUnuuQcGDIjz4IOwenVm+dLvc+mlKUjnFyyAQXWanR9hXhVP+nrhChr/w/rFlj+VSq11RXnoUHfH\n7Kij4PHHXQU5bEI6JgeK+Vl37qDvSHTuDC+9BLvskuTzz+G44wJNnzXmprlZm7q2twiccgq88II7\nMRszBjp0WHvZoAnSTze4eS+WLYNEwuqd60q9M5PlX3klyamnwrXXxjnjDDjuuOSaC7K51jvTZHJ+\ndytQBewFXAUsB/4GDMx5rQFTjD2IpQ+AYeSvPV5EkPnTuZtqe733XopddoETTohz5JEwaFCKvfZq\nfPl8emkiQOf79ZvE4YdTo4xpohrXPgAVujxRif3/FGrPr6x0PTTdeKOrZGywQWb509PGjBlDFgTm\nZzH2XFusfjbkT77xhAlwySVxSkogPTnf/Dk2wTE3I1SeTOMw3WwojsehqgpGj45TXp758nk0DwvM\nz8rKSnr1inHEEWUUS8/KVu8MNn7iiTh77w1jx6Y45JC8651AZh197KKqZwH/A1DVJcAGOa2tmvlA\nD1+8pTctUtQ+EBRL7pKSkqLM3dA2+c1v3CCqr7/uenAKmcCcX7GidM0/6mQyudadvFzjeDweaD5/\n7K9gBJ3fT7Hlr70O//wNNoATTkiyfHmSU05xFY1M8icSCUaPHk2WBOZnaan56Y/9NKU/+cbDh8cZ\nNy7JTTclufbaYPInEglKS0vJEnMz4PKmYz/F5GZD2zvd+UevXkn22SfJypWZ5c/RTQi4Pvvdd7DV\nVrkuXTdW72za3Plsk7Zt4bnn3HhmtXan3FHVBl/A60Bz4G0v7gK809hytXL0Amb64ubAbKAnbodI\nAb/KJqcvl44YMULLy8tVVbW8vHzNe4vXvfjxx8u1Z89yveKKzD5/ww036IgRI9SpnrFTeTvvLaev\nvqrGesSPP6ruuqvqhRdmt1yh/DTWLebNUy0pUf3rX4PLaW4aYbNypeqBB6qefrpqVVXmy2Xjpgbs\n54gRI7Rv33J99dXC14ssLmz88MPl2r59uX72mYtzqXemX5ncKbsJeALYTETGAZXA1RksB4CIPAi8\nCmwjInNF5CRVXQ2cA7wAvA88rKof1FpumIi8LCK3icgema4vSGpfSSqW3LmOj1Do3Jlsk86dXVOd\nyZPhiivcw8IhkJfzfsJ4ngyK180wc4edP5PcbdrAM8+43kNvvDG0ogTmZ1gU+ndYX3NvuSWUl7uu\n8g88EGbNCm2V9WFuWu6sc7doAQ8/7Hq1TSRCKwoE7OdXXwXf0Uehf4tcWZfrnY2x2WZw+OHBPFOe\nSe+L/xCR/+K6rwf4v9onUI0sf2w906cAUxpaFPgBaIXrCMQwAHdiVl4Oe+0Fn38OJ50UbP58nffT\nvHlw5TKKg403dk1sd9sNttjCdQISJEH6aax7bLklvPOOG/Nx2DDXS9jo0e64GTbmppEr7dvDs8/C\nrrtCnz6uB+agCdLPFSvgl1/cGGUfmOHrPUcdBaeeCm+9lV8e0QxuNYjIAGAo7kTpP6r6dsYrELkH\nOBhYqKr9fNMPABK459ruUdVr6ll+U2CCqh5fz3zN5DsY6x6LFrkTs9JSOO+8hj8rIqhqxh2W5+O8\nL4f26dOHoUOH0qtXL7799ltKSkrWPKSc8C4JWrxuxhdckODWW2HWrDJ69qw5P5lMMn78eBYvXkyb\nNm2oqKgwPy0OPF6+HBYsKGPyZNh99wRDhsB55zW8fCwWI5lM8vzzz7N48WI+/fRTc9PiJovfeAP2\n3DPBmWfCddcF6yYE52cqpRx3nHueyDDAdZX/j3+4mwYi2dc7IbMu8f8MHAk8jhtob6KITFbVsRmu\nI5fBo3cCrlXVBcBSGnkQs7S0lNLS0jUPlEL9vSFZvO7EXbrAZZclOfNMiMVcLzi1P5/ujTMbAnB+\nDUOHDl3LzTS1uyC2eN2KDzooxnffwdlnu+aM/vn+XpyWLl1KRUUFmWJ+WpxNHI+7MfWOOy7Ge+/B\nnnvCgAENfT5OPB6nY8eOpFIpPv30UzLF3LQ433jQILjgghi33QZ/+pNreRCEmxCsnyNHltK+fSlg\n9U6LXXzSSXESCfj97xOsWpVdvTNNJl3iHwf0V9X/AYjIeFzHHBlJrDkOHi0ih4nI/kAH3AlcvYTV\ndW4ymQw0nz9O5w4jv/8fWND5a08r9Pb+3e/ibLqpa6Lz+utrz8+x69y8nG8KaldSgs5d1+8eBOva\nOGWNcfTRUFYG//ynq1wEhPlZhH429VhQfnbYwT2rM3Wqe9bs2GNh333dM5ABY26amzXIZXvH465J\n4Iknumd0AyQwPw8+eBJz57r3ha4HWb0z9zjo7f3Xv8L555cxc2ZOQzbQLIPPfAW09sWtyL/7+roG\nj+7m/4CqPqGqZ6jqMar6cp7rM9Zh9twTLrwQDjsMfv45kJSBOV9ZWbnmTl0qlapx1259jGuPZVJM\n+WfPnp318rNmpbj9dvjjH2H69LXnV1RU5FJpMT9DiqPmT5DxjBkpttgixfvvw9KlcMwxKZ55pv7P\nV1RUUFlZSZaYmyHF67KbdcWDBqVYssRVcgNyEwL087PPgu/kwyh+fvMb9yz5Pffktnyjz5SJyJO4\ngfX+jWuDuy/wBl7nG6p6bqMrcXfKnkk/UyYiRwD7q+ppXnw8MCiTXHXktrbnFvPHP5Zx7LEwe3aC\nY4+FnXbKve15EM57eex5RwNwDwBvuCHcfHPd87Npe25+GkEweTKMHAnTp0P37vV/ztw0CsW8eTBw\nIDzyiOu0pjY5PCsemJ8bbtiHXXcdyu67W73TYhenn3l89NHn+eijxVRVZf/MYybNF5/wXmmS2ayg\nHgIfPDoWi1FWVrZm4xjrFyJw992w9dZQWQkjR7pb9DNmzGDx4sXZpgvMeXve0eJ4PM5f/wolJUm2\n2w7OPLN6firlninLEvPT4rzjLl2SHHIIHHRQnMpKePvtmvNzeR4Xc9PigONJk2D48CR33AGHH+7m\n5+gmBOjnypWw884xRo+2eqfhiMer651z5y7mxx+zz5FJl/jZN4pcG/Fead4ESrw7aAuAo4Fjck0+\ndOjQNe2hg3zgNJlMhvZAa9JrxxpGfv/BKuj8tadFaXtvtBFce22MP/wBZs+GkhIYNmwYHTp0yOqB\n4ICcD5X0P62wcqf/OQZNKrV+PVOWpnNn19nC9de7u2YtW+ZeDvOzOP3Mx5/GyHV7p4dr+N3v4Pzz\n8x/Cw9w0N2uT7/Y+4AD3GjcODj00P0eD9LOqaih77mn1znS8vtY764qHDRtGu3YdeOCB7Dqigczu\nlOWFN3h0HNhYROYCV6jqRBFJDx7dDNclvo30YORNt26uonHRRfD444UuTXid0IQZ175qWejyRCWO\nxWI1pmW7/NixcV5/3XWb+4c/VF9VAxgzZgyFwPxsujhff8KKd98dDjkEHnsszq23Vs/PsZOkwDA3\nmy6OqptpJk1yvSv/7W9w7rmFdxNggw2gdevGP2esnzRrluNywRZjbVT1WFXtqqqtVLWHqk70pk9R\n1W1VdWtVHV97OXGMFZGbvG7ym5zaB4ZiyR3WFa+wcwe1TYYPdwP4vfxyIOnyorS0dM0/6mQyWeOq\nYT5xPB4PNJ8/9lcwgs7vp9jy115HtstXVCQ55JAkN90Eqm5+IpFg9OjRFArzs2bsJ2r+hLW9W7Rw\nz+z8619Jzjqren4ikaC0tJRCYW7WjP2sL26meeWVJCeckGTcOFi2rPBuArRrF05eq3c2be4wt0ku\nNHinTESaA9eo6vlNVB4/h+KeNfsW7yFMw8iEVq3gL39xA0ofk2Wj2KCdL8arvRaHFw8b5nplmjYN\n9t03+ztl5qfFYcTt20MyGScWg0svdS0Osr0bYW5aHGYcj8Mrr7jeGMeNy/5OWdB+tm0bRBbDqIWq\nNvgCXmvsM40sfw+wEHi31vQDgA+Bj4GL6ljuIuD33vvJDeTXsCgvL7fcRZp79WrVgQNV//53F3ue\nZOpsXs6ruVmQ3GHnDyr3HXeo/va3NaeZn5Y7Crn/+EfV88+vOc3ctNxRyT13rmrnzqpffunibNzU\ngP28/PLAvlYNiuW3sNyNk62fqppR88V3RORpETlBRA5Pv7I475sI7O+fICLNcANC7w9sDxwjIn29\neSeIyATceBJLvEVWN7SCsJo5FGvsf+Ay6PypVKrg3y+TuFkzmDABzjorwfHHl5Il+TpvGPVy3HHw\nn//AF1/knML8NEJh1Ci4915YsqTxz9aDuWmERvfurqOkPFp8B+bnSy9ZvdMfW72zOs6neW0m45RN\nrGOyqurJGa9k7XHKBuM6/DjQiy/2cl7jW2ZD4GbgR+BDVb2tntza2Hcw1l+GD4cBA+DSS7Maaydv\n5708NoaexXXGRx2V5M03x9Oly2LatGlDRUWF+WlxJOIpU2KsWpXkhx9yGuPR3LQ41HGgpkxJcv31\nz9O162LmzctuHKgg/ayoUPbYI5uljPWNbMfRg8y6xD8p9yLVSzdgni/+EhhUa70/A6dmkqy0tJRe\nvXoB0LFjxxo9CaXPXi1ev+L0+6qqL8i2Y7ugnbcx9Iza/OUvcfr1S7HDDhX88EN2tyXMTyNMJkyI\ns/fecQYOzH6MR3PTCBP3bFmcZ5+dweefZz3+aKB+3nxzKS+91AuweqfFLk6//yKPZjCNnpSJyDbA\nbcBmqrqDiPQDfquqY3Nea8BUVlbWOHj7x/NI31LNJU76bskGkc8fp6eFkX/27NmBlzcdP/bYY5SU\nlISSP8jtXVZWRjwe57DDDmPDDWeyYgUZE6TzNoZezTjMsUyKaayUPn2gX78YG20Ev/71UioqKtZa\nV32Yn8XpZ+1pUd3e228Pu+wCLVsOY+jQ7MZ4NDfNzdpxGNu7tHQYY8Z0ALIbBypIP99+u5LddrN6\nZzq2emfNeufMmTPJhUzGKbsLuAC4A0BV3/XGHsvnpGw+0MMXb+lNy4mwDt4Wrx2XlJSEdvAOIx42\nbBht2nTgwQezOniH4bxh1OCww+DGG2HbbbNe1Pw0QuXii+Ggg+Dgg7Ne1Nw0QqdlS9hpJ6iszHrR\nwPzcfXerdzZVXIz1zg4dsruglaZZBp9po6pv1Jq2Ksv1iPdK8yZQIiI9RWQD4Gjg6SxzrqGysnLN\nmWoqlapxVSCfOH1FIah8/th/hh10fj9B56+9jqhv74qKCl5/PesjdxDOh0ran2LLXdcV2mLJH3Tu\nnXeGFStg3rzGP1sL8zMkiskfP0Fvk113hU6dcuqMxtwMCXOzJr1757RYYH5avdPqnfXFFRUVVOZw\nxQAy6+hjCnA2rlv6ASIyHDgl3UlHoytwVyHiwMa4rvGvUNWJInIgkMCdGN6jdQwgnWF+HTFiBKWl\npWtuRULh25ZaHI043azgvvvuy+Zh9byc9+WxTmiMBrnxRnjtNXj44aw6ojE/jdB5/nn405/g3XfN\nTSOaZNuRQpB+Wr3T4iDrnWkyuVN2Fu5Wb18RmQ+UAWdkugJVPVZVu6pqK1XtoaoTvelTVHVbVd26\nrhMyERkqIreJyF0iktspZ56kN3Sx5a59haFYcoe5TbIkL+f9hDVcQ/p9UPnqyhlGfv8D+8WWP5FI\nBF7en35K8Nxzo8kS8zPg8qbjYvMnzO390UcJ5s4tJUvMzYDLm47NzZrlzbHL8cD8DAv/9yym3Fbv\nDIhMBzQDNgLaZTsQWr4v4FC8QaTrma9hccMNN1judSQ3OQzil6/z5mbT5g47f1i5V6wwPy13NHP/\n61/mpuWObu5c3FTz03I3Ue5c/Gz0TpmIfCoi/wBOoGbnHBkhIveIyEIRebfW9ANE5EMR+VhELmog\nxbHAgw2tI6wrakuXLg3lilcymWTp0qWBlzcd+68qBJ0/lQpvEL8wtncuV9Tydd6PuVkzDtPNsPOH\n4X4ikWDcuNFkg/lZnH4W47HzwQdLyQZz09ysHUfl/zqYn+bn2nGU/AQav1MGtAL2AC4Fnsf1QfpE\npmd9wFAgBrzrm9YMmA30BFoCKaCvN+8EYAKwBdAduKOR/KGd5V5xxRWWex3JTRZXLPJ1Xs3NguQO\nO7/5mTnF+jtY7rUxNy13VHNn46aan5a7iXNn66dqBnfKgNXASu9vFfCN98oIVa0Eao+OOgj4RFXn\nqOpK4GFcM0VU9QFVHaWqC4BTgLpGYG8S8hkAznJHK3eW5OV8U1Csv0PYv3Exlz0LzE/L3WS5s8Tc\ntNxNljsHzE/L3WS5cyGT3hd/Ambi7l5NU9Xvsl6JSE/gGVXt58VHAPur6mlefDwwSFXPzSG3ddFk\nZIRm3oNY3s57ecxNI2PMTyOqmJtGVMnUTTA/jaYnGz8hs5OyQ3FNEAcBK4BXgZdV9cWMVxLiSZlh\nBE0QzhtGWJifRlQxN40oY34aUafRk7I1HxTpCxyI60J0U1XdMOOVrH1SNhgYraoHePHFuLaX12RZ\nfsMIjXycN4ywMT+NqGJuGlHG/DSiSia9Lz4uIrOBG3HdiJ4IdMpyPeK90rwJlIhITxHZADgaeDrL\nnIYRCgE5bxihYH4aUcXcNKKM+WlEnUyaL+4MvKOqq3NagciDQBzYGFgIXKGqE0XkQCCBOzG8R+sY\nQNowCkG+zhtGmJifRlQxN40oY34aUSeTk7KWwJm4bkQBKoDbvV4TjYARkSuAH1R1QgTKMhHX7PSf\nhS5LU2LO14/5WXjMz7oxNwuPuVk/5mfhMT/rxtyMDi0y+MxtuLHEbvXiE7xpp4ZVKCN/RKS5XQ3K\nGXM+ZMzPvDA/Q8TczAtzM2TMz7wwP0PE3MyfTMYpG6iqI1T1Je91EjAw7IKtT4jIpSLykYi8DGzr\nm95bRKaIyJsiUiEi2/imTxeRGSJylYj84E0fJiIvi8hTwPvetONE5HUReVtEbhMR8abvKyKvishb\nIvKIiLRp+m8eWcx5H+Zn5DA/PczNyGFu+jA/I4f56WFuRpOMBo8WkT7pQER64wbeMwJARAYARwH9\ngIOoeYC4EzhbVQcCF+Cu6IB7SPUGVe0PfAn426DuBJyjqn3F9TD0O2CIqg7ADZZ4nIhsDFwG7K2q\nOwP/Bc4L6zsWIea8h/kZScxPzM2IYm56mJ+RxPzE3IwymTRfvAAoF5HPcD0o9gROCrVU6xe7A0+o\n6i/ALyLyNICIbAQMASanrzLgbrsD7Aoc6r1/ELjWl+8NVZ3rvd8bGAC86eVojetsZTCwHfAfb3pL\nYHoYX65IMeerMT+jh/npMDejh7lZjfkZPcxPh7kZURo9KVPVF0Vka6pvb37k/ZBGuDQDlnhXGmrj\nv0JRe7TwH2vNu09VL/V/QEQOBl5Q1eMCKek6hjmfEeZngTA/G8XcLBDmZkaYnwXC/GwUc7PAZDJO\nWWvgLGA0cAVwpjfNCIaXgf8TkVYi0g44BEBVfwA+F5Hh6Q+KSD/v7WtAevrRDeR+ERguIl285TuJ\nSA9v+d3St/FFpI13oDIw52thfkYM83MN5mbEMDdrYH5GDPNzDeZmRMnkmbL7ge2Bm4FbvPcPhFmo\n9TSm60oAACAASURBVAlVfQd4BHgXeA54wzf7eOAUEUmJyHvAb73pI4FRIpIC+gDL6sn9Aa4N7wsi\nMgN4AdhcVb8FSoGHvOmv4nvQ058iz69XrJjzHuZnJDE/MTcjirnpYX5GEvMTczPKZDJO2SxV3a6x\naUbTISIbqurP3vvfAUer6mEFLtY6gzmfH+ZnuJifuWNuhou5mR/mZ7iYn7ljbjYNmXT08baIDFbV\n1wBEZBfgrXCLZTTCr0XkFlzb3SXAyQUuz7qGOZ8f5me4mJ+5Y26Gi7mZH+ZnuJifuWNuNgGZ3Cn7\nAHeLMd2zSg/gI2AVoKrar75lDaMYMeeNKGN+GlHF3DSijPlpRJ1MTsp6NjRfVecEWiLDKDDmvBFl\nzE8jqpibRpQxP42o0+hJmWEYhmEYhmEYhhEemfS+aKxDiMgPItKr0OUwjLowP42oYm4aUcb8NKKK\nuZk5GZ+UiUibMAti1EREqkSkd545ykWkxsOYqtpOVb/Iq3CZrfssEXlTRP4nIvdm8PmRIrJARJaK\nyN0i0tI3r5OIPCEiy0XkcxE5JtzSr1mvOV8P5qf5GVXMTXMzypif5mdUMTcL72Ymg0cPEZFZwIde\n3F9Ebg29ZEaD7UpFpHlTFSRH5gNXAfc09kER2R+4ENgT6IkbA2OM7yO3Av8DuuDG0LhNRH4VdIF9\n5THnG8f8rMb8jBbmZjXmZvQwP6sxP6OFuVlNk7q5BlVt8AW8DnQH3vFNe6+x5aL4ArYEHge+ARYB\nN3nTBTfY3RfA18AkoL03rydQBZwIzPGWvcSXsxlwCTAbN5jem0A3b15f3MB53wEfAEf6lpuIG7zw\nWeB7YDqwlTevwlvncm/ekcAwYB5OogXAfUBH4BmvTN9577t6OcbiehT6ycuR/q5VQG/vfXvcYIrf\nAJ8Dl/rKNwJ4BbgWWAx8ChyQwza/Cri3kc/8Axjri/cEFnjv2wC/AH188+8Drg7Rk4I4b36an1H1\n09w0N6PqpvlpfkbZT3PT3Myq7JlI7P31Szwj7IKFsGM0A1LAdUBrYANgiDfvZOBjb0do4+1A99fa\nOe7wlumHO3ve1pt/ATADKPHiHYFOXp653k4lQH/cDtnXt3MsAn7tle3vwIO+8laldxYvHgasBK4G\nWgKtgM7AYd77jXAjtD/hW6YcOLnWdljt2znuB57wytoT1zXsSb6d4xdv2whwBjDfl+ci4OmAdo4U\nNQ8cnb1ydgJiwPJanx8FPBWiK03uvPlpfkbVT3PT3Iyqm+an+RllP81NczNrZzL4co8BQ4C3vR/l\nfODhsAsWws4xGFgINKtj3jTgDF+8DbDCk7an90Nt4Zv/OnCU9/5D4OA6ch4FVNSadjtwuW/nuNM3\n70BgVq2do3etneN/QMsGvmMM+M4X17VzVAG9ve/2C95O7s07DXjJez8C+Ng3b0NvO2ya5XbPZOeY\nDezni1t45ewBDAW+qvX5U9PlDMmVJnfe/DQ/o+qnuWluRtVN89P8jLKf5qa5me2rBY1zBnAj0A3X\nXvMF4KwMlosa3YE5qlpVx7yuuFvEaebgfqDNfNMW+t7/BLT15f2sjpw9gcEistiLBWiOu0qQ5ut6\nctbHIlVdmQ5EZEMgAeyPu6UsQFsREfUsaoBNcN9xrm/aHNzvvFb5VPVnERGvjN80kjtbluNuaafp\ngGvb/EMd89Lzfwi4DH4K4bz5WRPzs36a2k9zsybmZv3YsdNhfjrWdz/NzZqYm43Q6EmZqn4LHBd2\nQZqAeUAPEWlWxw7yFU7mND1xt2wX4uRvLG8fYFYd05Oqun/uRV6L2sKfB2wNDFTVRSLSH3cFSLzP\nNrSDfIv7jj3xHnr13s8PsLyZ8j7uNvtjXhwDFqrqEhH5BWghIn1U9VNvfn9vmVAokPPmZ03Mz3oo\ngJ/mZk3MzXqwY2fOmJ+Odc1Pc7Mm5mYjZNL74jYi8qKIvOfF/UTksrALFgJv4B5UHC8ibUSklYgM\n8eY9BIwUkV4i0hYYh7ulnd6JpIG8dwNXiUgJgIjsKCKdcA9SbiMix4tICxFpKSI7i8i2GZb3a9zt\n3oZoB/wMfC8inYHRteYvrC+H990eBcaJSFtxI92PBB7IsHwNIiLNRaQ17ipNC29719dzz/3AKSLy\nK2/bXYa7zY6q/gT8E7jS+92GAocEVc56yl4I581PH+Zng2Vvaj/NTR/mZoNlt2Nn45ifrDd+mps+\nzM0MyKBtZgUwiHWn98UncGfr3wAJb3q6F5y5OKHuAzp489Jte5v58ryE12aW6l5wPsP1gvM61T3R\nbI3bSdK97kwD+nnzJgJX+nIOA+b64tNwV1IWA8Nrz/c+swWu/e4PuKsOv/eXFdee+SNcDznp7+p/\n4LIjTrJvcLeQa/eC83Kt9fmX/RPwXAPb+gpc+9zVvtefvXndcT3zbOn7fBnugLAUd8Bp6ZvXyfvd\nluN6KvpdyJ4UxHnz0/yMqp/mprkZVTfNT/Mzyn6am+ZmNi/xVl4vIvKmqg4UkXdUdSdvWkpVYw0u\nmCcishVwKa6L0KPCXJdh+CmU84aRCeanEVXMTSPKmJ9G1Gm0+SLwrYj0wWsnKiLDcbdjQ0VVP1fV\nU8Nej2HUQUGcN4wMMT+NqGJuGlHG/DQiTSa9L54F3An0FZH5uMHeMn5QUkTuAQ7GPUDXzzf9AFwP\nLs2Ae1T1mmwKbhghkpfzhhEy5qcRVcxNI8qYn0akafCkTESaATur6j4ishGuzWi2XUJOBG7G1yWn\nl/cWYG9c+9U3ReQpVf1QRE4AdgKuVdUFNPywo2EESkDOG0YomJ9GVDE3jShjfhrFQIPNF9X1lHKh\n9/7HXARW1UpgSa3Jg4BPVHWOuvEPHgYO9T7/gKqOAn4RkduAmIhclO16DSMXgnDeMMLC/DSiirlp\nRBnz0ygGMmm+OE1EzgceAX5MT1TVxfUv0ijdcOMppPkSd6K2Bi//mY0lEpGGeyoxDA9VzfSuayDO\nm5tGNpifRlQxN42okoWbYH4aTUyWfmbU++Lnda9HGxvLwJ+jJ/BM+pkyETkC2F9VT/Pi44FBqnpu\nxiWvzq0jRoygtLSUeDxOMpkEIB6PA+QVl5aWUlpaGlg+fzxp0iQmTZqU8/KxWJwpU2DixCQffQSL\nFsXZYQfYfPMkH388nquumkrXrjBnTpLOnWHvveOoQkVFElUYNCjOwoXw/+ydeZxN5f/A3499qWwh\nkSXLV4irImnktgipZEmUMqKSqGlRoqL6VXy13Pa+SkRfpZRK0RfljLRYyrVLpkVIlrGTbT6/P557\nzZ0xy7n3njP3DM/79bqvmecsn/Occ9/nuWd5lpkzLbZvhwoV/KxcqeNv2ABNmvhp2RLq1LFo3hza\ntdPb79ChA0OHDnX8eLh1vAOBAMFgkHfeecf2yeGE86E4rrh5wQV+unRJpnHjZP76CzIy/Pz2G2zY\nYJGRAcWK+Tl6FP75x6JIEShTxk/x4nD4sEXx4lClip+yZfX80qWhcWM/NWrA7t0WlSvDvHkTeP/9\nCXz3nTP5jUyPGjWKL7/80rF4BRnfDfeDwSA7d+7k8ccfP2H8dONcPnoUPvhAl01z5uiyc80aC6Xi\nj3/WWX5mzYL33rNYtWoU3bt/SZ06sG+fRY0acNttfpTypj/htCk77acT+bteqZKft96CVat0WV2p\nknZbKYuePaF799zjF7ayLZz2iptg/Iz3ujOvtPEzfj/BRu+LIlInh09UAufARqBmRLoGcYzoPX/+\nfILBIADBYPDY/yda+q+/4JVXgtxxR5CaNWHyZChXLkiPHkF27YKFC+Gyy4Kcdlo6118PF18MW7YE\nWbMmSPHiUKIErFwZZNWqIOXLw7/+BRCkUqUg990H48bB4MFBnnwyyCuvQN268NprQTp3DpKcDJ9/\nDlu3pnvmeNhJp6amMn/+fKLBSeedcFMEli2D554L0r9/kGrVdHrBgiD79gXp1g1efRX69w8yYECQ\nRYtg6VIYMiTIvfcGWbAA5s6F5OQgN9wQ5OWX4ZFHoFGjIGeeGaRuXdi2DWbMCPLii0FmzYJTT4XO\nnYP07Rvkxhvh/vth1KgggUCQcePgo49gzpwgS5ZEtz/p6elRLR9t2s346enOu5+amnqsQLeL1/x0\nOn3kiC7LnnsuyODBQRo3hlNOgTvvDDJ2bJBgEJo2hY4dg9xyS5B+/eCbb2DJEvvbW7wYhg0L0rVr\nkDZt4IcfoGbNIBUrpnPuufp8+PTTIEOHBrnsMliyxJv+mLIzvvT+/bB6NXz2WZCZM4OkpcGmTfD9\n99GXbbmlRWDKFP273b49VKwIlSvrsrd7d7jxRti+Xbs8bBjs3HlilG1ecxMKn59eTG/aBFOnBpky\nJcicOYQeaAX59dd05syBr7/W8z/6SJfVv/8O330X5McfjZ92yLf6olKqaw6TdwHLRWSLze0osnbY\nsQioF3qD9hfQE+hlM9ZxJCUl4fP5AI79DRNPunbt2o7Gi0zv3LnT9vJpadCnD0yfDuef7+Omm+C+\n+/SFimXp5YsXz1w+Uo5Y83fRRfpzwQU+tm7VN4T//jesXNmIRYt8rF8PNWt6/3i3bduWcuXKkZaW\nhl0cch6Izs3GjX388ou+wfr1V1iwwMfmzTBiBFSqBE2b+ujXDwYPhmefrY3fr9cPPZzhwAGdrl49\nvG2drlFDp9u10+kLL9TpokWzrh92ybJ28sgj8NFHPv7+GypUgM2bYetWH/v3w7ffQno6fPONjyJF\n4KefoG1bqFrVR7Vque+fU24mKn6jRo2yTHOyLEhNTcUuifLTzXP5r79g3Tofixdr32vWhPr1fXTp\nAt27Q716sHBhpp8jR8Knn+py6MgR6N8fRHx07w6HDukHUNm317Spjx9+0L7/9hu0b+/jttsgOZnQ\nmzAfxYoFuesuvXynTj6OHoVffoGOHXW8/hGDtHjFHzBlp5300aPwySfw44+1j5WtDz8MtWppdw4e\nhA8/hAMHYPduH4cOwfPPwxlnQLFiPqpX1w8q/X57v+uHDsGECfDCCzpejx7wxBNQsmRmWRsueytV\n8rFlC/zvf9CgAXTrpt2PjJ9X2daokY9vv4UePaBoUfjnHx/lyunfkqZNjZthvOxnGK9cdwLs3QsL\nFsDKlT5Wr4YxY+DgQahWzUexYrpsVAp27PCxd2+QUaMgIwPS0/X5lpoKu3bB9u362mHECP3At2hR\nH2XKwGefQf36ULq0j7p19bLlyp28foK9NmX9gIvQI3gD+IEfgTpKqSdEZFJeKyulJofWqaSUWg+M\nEJHxSqnBwCwyu8RfHXXuXSb8KjIRsUXgq69g2DBIS4MhQyAQ0G9AQN+Q5UZ2QeKlcmW4/nq4+24Y\nNszH2rXQvLm+EE9K0v87gZvHO0ricj4aVq6EOXNg/nxd+FWvDpdfrn/8r7gCqlXTF6WVKkH4hcop\np7jvZrFiULWq/mTetIXn679z58LGjfoiZu5c+OILnd8774Qbbsg5ttNuFmR8t/MeBQXmZyQHD8Ls\n2fomvGJF/d2fdhqcfba+iYrEjp/79+s3XE8/DYsW6YcFHTvqh0+VK2f61rRp1vXCscuVg3PP1T7e\nc49+aDR1qr4Qvvpq2LFDP6wK3++OGwelSukL4+7d9TkH+qIiTPbvuGhRGDAAevXSXt96q36z8uCD\ndo5YVtz052QsO+2ydSv897/6ArBuXejQwU+dOvpm67rroEiR48s2y9I39w0b6gcGs2fDH3/o3+Ab\nb4TateGCC+Cff7SDIhyrSvvHHzB2LMyYAa1bw+jR+kZMKf03N6pU0Y6uWqUfMnz6Kbz+Olx7rZ6f\nkz9LlsDbb8PEifrBxaBB2vHvvtMXuCtX6hvLqlVh4MDct32SuAke8jMjA37+WT/wtCxdXn39NaxZ\n42fZMv2w6d139d9Nm7RjY8fq9XbtgtNPhzVr9DXDpk26LN6xQ/8Fvfyff2qfPv1U+7tnj5+fftLb\nPHpUl+PVqullq1TRv+V798KUKbB8OWzYAD6f3sZll0Hfvtr9cJkaeb4Egz5SUjLT2ednZECLFrBn\nj77mOXBAn48//wxffqnfuA0bph8iX3opdOiQeaxOIj9ttSn7H3CLiPwdSldFd2/fC5gnIk1cz2Xe\n+ZP89iFWLMty7QvLLbaI/gF47DEt75Ah+oIgr8LcbmwnCMfeu1cXGC+9pG8SRo7UF1QqqtqzOcd2\nA6VUNO0iHHE+LzdF4Nln4cUXdUGXlAStWukLTTskws38OHxYP0j473/1hfWFF+rCtV69zM/ixe7l\nG7x5XOzgNT8jOXBAXwyMHq0vROvW1W9Kw5+1a/UP91136ZuhYsXyPlY//QQvvwzTpukHOzfdBNdc\nA6VL28l1/t/DihUwb56+YD54UP89dAjat9fby6uMyi/277/rG8Cff4b//EfHs4tx03k382LnThg6\nVF9gdu2q/TzvvPiPVfhhwpw5+qZo+XLtV5MmcPCgRVqanz599E18/fqx53/2bO1ajRr6d+Lvvy0u\nucTP4sX6jd8nn+i89O2ra9LUrp1znIMH9c3kmDH6ocIjj2ReuIc5GdwMLZ9wPw8cgEmT9BvU/fv1\nA62qVfVNUdWqsHmzxTnn6HbgxYrpT9Gi+uFBkSK6/Nq7V9+IbdyoP5s26RuynTv1dWOZMvoa49RT\noXFjaNQIzjkHtmyx8Pl07OLF9TKbNsH69ZmfkiX19UhSEpx/vr7Jt4MT33NGBnz/vX4Y8cUX+rwd\nOBD27Dk5/AR7b8rOCgscYktoWrpS6nBUOXSJcEM9v8MNLt1Mh4mcn5oKgwZZ7NoFY8b4uf56mDfP\n4vvvo4sfDAZdy3+4CoXf72fAAGjQwGLePHjoIT8jR0KXLhatWsGll7qz/VgbXEaJY87n5ObFF/sZ\nNAjmzLF44QW4/np7+5JIN+2kv/3WolQpmDTJz759MHq0xZIlsGCBn3XrYO1aixIlgrRo4adxYyhW\nzKJWLbj1Vj+nneZM/gvKfafiB4PBY1VKosBVP8P5mz3b4rPP4OOP/bRoAY8/blG//vH7c9FFfqZO\nheHDLW6/HVJS/FSsCJs2WZx2GnTq5OfwYXjiCYtp02DvXj8DB8KECRbly7vjZ5MmOc9PTY3fn08+\n8fPJJ9C9u8UFF8C77/pDb7KPX37PHqhaVfs/Z06QrVu9d74XprLTbt6fecbi+eehRw997Jcvt9i9\nG/SLkfiOTZkyULKkRadO+ncaYNo0i99/1xfFQ4boh08bN0L9+rFvr3hxWLrUz2uvQatWFjVrBklP\n91OuHDRvbjFoEAwY4A+96dPbzyleyZJw4YUW//kPfPGFn4YNYeBAi6Qkd8s2N9MxugkJ9DM9XX+f\nb7wBZ5+dWVZm70RI/5t/vJzKYr/fT0YGzJih01dfnXX+OeeA32/veB8+DKVK5T4/e9qp396LL9ad\nknXrBj//7KdbN9i/P4jfD3fc4adNG1zphMzJdBx+2npT9hq6U44PQ5O6o7uzHwJ8LiKXxrRlh3Dz\nTVlBcPSofiIQCOjXyyNG6OoRxezcLnuIjAz4+GNdNahMGV2X/fzzE52rTKJ82uuI8zm5uXu3rgpa\ntKh+gnvqqbZ3odCTkaGf6q1eratUrFqlq9esXKnfsiYn6yqbRYsmOqcFj1f8jOT223Wbgeee028Y\n7PDTT/opZzCoO8vYtk0/qS9RQr8JHjRIvxU7Eb7j3bvh0Ufh/ff102gR/QH9NDwtTe97/fr6LfHe\nvboDkxIldDWeiy7Sb1Psvh1PFF5wc/Nm/RS/WbO8a43s2AEpKbpq6ltv6Tf1JwJbt+o3Y5dcEu6g\nK3a++07Xvrn+enjmmcz26IWRGN6UFUjZGUm4beKYMfqYp6ToarEGe2Rk6N+VGTP0tfKaNfo64aab\noFOn6GqRFTSxvCmzc1OmgK5AUmjSt8BHXrkTcqNrUhGoU8fP9u2wYoVFyZK6S/myZWHhwvjjg+5y\nftw4eOEF3WX9ww/76dlTv21wIn6i0l9/bTFrFkyY4KdrV+jY0eLUUxP/xCLKbp0dcT67mx9+aPHQ\nQ7pNw0svwfz5zu5rYU2fe66f99+Hl1/WwzP07+/nnntgzRpv5M/NdPhNWZRd4rviZ2T+PvsM7rjD\nYtw4uOqq+Pb3oov87N8PS5fGtr7X09Wq+dmwIXP/mjfXbyc2b7aoUCFrrQERqF3bz6JF8NZbFsGg\nLiuvuso7++O1srN6dT+tW1uccgps2eLn3HOhenUrdLOrf6eXLNFvwpYu1U/WO3bUw3145Vh6Lf3p\npxZPPw3Fi/uZMgV++cVb+XPDTSiYsjMyvxkZfu66C8qVsxg8GG66Kbb9NenM9JYtMGaMxezZsGGD\nnxtugCZNLBo29F4NrVi6xEdE8v0AtYArQv+XAU61s168H6AzMBZ4D2iXyzISL+vXi7z3nsgDD4hc\ndplIhQoiZ54pUq/eXGnYUKRmTZHTTxcpWVKkalWRtm1FBgwQCQREvvxS5NdfRY4cyXsbR4+KLF2q\n1+ncWaRs2bmSnCyyaFHc2T+OuXPnOh80ytjp6SIDB+rj9fbbev+dih0LIU+icS9u57O7ee21IkOH\nimRkxL8/XviO3Yi9YoXI4MEilSqJjBkjcvCgs/Hj4UT3M8zmzSJnnCEyf37s+1NYv4eCjj1njkid\nOiK33CKyfbuzsZ0ikW6uXStSo4bI2LE6L3v2iFiWyOjRIr16ifTtq3+3n3lGL2Pn9/RE8icejh4V\neeopfa7/3//NlQMHHA1/DC+5KS6XnSIihw+L/PSTSM+eIrVqiXzySXS/+YXJoUTH/vVXkSeeEKlX\nT6R1a5FVq5yL7QSx+GmnS/zbgNuBikBdoDrwBnB5NDd/sSAinwKfKqXKA2OA2TktF23d3i1bYN8+\nP/PmwZdfWuzfD5ddpttNtG9vcddd0LWrH71q5voiMHWqxR9/QMmSflav1u0iNmzQvdrUqQMVKliU\nLQtnnKG3t3mzxYEDum6sHhtMD8bcty907qzzY1nOP3136wlANHXPdXe8FqNHw5QpfiZNgpUrnc2P\n3ScW0eCk82E3ixTxs2CBdkup2PaloNJh3Ihvx82XXtJt7vr0sQgE4I03/HTqpAc+dyJ+QbgfzfGI\ntk2ZG36Gy04ReOEFP3376nr9TpdNTqTDJMpPJ/0pWhSWLfMzfDjUr2/xwAO61oRb+xdNOtFlZ5cu\nycyfn8wzz/ipVy/TxbZtQcSiZcvj837BBfb2zbip08OG+bnoIrjppiCPP67fPJ57Lpxyiq7B06CB\nvu5Zs0a7Oniwn5o1C6eb4E7Z2batn6eesli+HP76yx/qndaibVtYtUq3QUz08SqsfuZVdobTjz4K\nF19sMX06tGnj5777oGVLi2LFCp+fYK/6YhBoCSwQkeahactF5FzbG1FqHHA18LeINI2Y3gEIkNkt\n/uhc1n8WeFdEjttLu3V7N23SY5BMmaJ7C2vXTvecdckluvFjPL0Ggu5FJy1Nt8HYty/rvJIldfuB\ns86KbxuFlcOHdW+S776rB7xu06bg8xBlu4i4nQ+tIyJCRoZuT3PPPboetME+X34J996ru6++9Vbo\n0iXv4SAKK4n0M5I334Q33tA9YJUoEU00Q7zMn6/bnLzwAvTsmejcZJIoN2vUEEaMIMvYcAb3OHhQ\nt9dZvlx/tm7N7O2vSBF9jTNjhm4P2b+/7qo/0WVEDG3KHC07RXQbsa++0ufshRfq41O+fHT7YXCG\nP/6AO+6Av//WQ0U4NVxTrMTSpszOa9oFob9LQn+LAcuieR2Hrr/ri1wPfSO2Dv0quTgQBBqG5t0M\nPA+cCYwCLssjdp6vD7/7TsTvFylfXqRPH5EZM0QOHcrnnaPBFWbM0NUZn3rKXnVGJyGK18hOOC8R\nbr73nsh55xX8Pp8oHDokMnmySKdOIuXK6WpLn38usm9fonPmHIn0M8wvv+hq2itXuruvhtxZvlyk\nWjWRSZMSnZNMEuXmW28V2C4abLJ/v3bT7xepXFlXHUvk71o0borDfmZkiNx9t8gFF4js2FFQe2zI\nj4wMkQkTtJ/33iuyc2fi8hKtnyJCERv3balKqWFAaaVUO3SvNdNtrHcMEZkP7Mg2uSXwi4j8ISKH\ngffRbcgQkUkich/QDf1aubtS6vbotql7NOzcGfr10wNATpige3mz29tQ9le+TnIyxu7YERYvhpkz\nda85e/Y4F9th4nY+zMGDekDEZ5/VTxudwqvfsRuxixfXvYV9/rl+E52UpAccrlRJj/FyxRV6LJPX\nXsvsCtgNTkQ/w4jo3i8ffVSPaRMvXnOosMRu0kQ/dX/oIRg/3tnYBYRjbvbr52i+jpHo77gwxy5d\nGnr3hrlz4dtvtavduh1fOyiW2AWEY37ec4+uUTB7trNvxrzwPRfm2ErpcftWrNDXmA0b6rdmGRnx\nxy4I7FwmDgW2AsuBO4AZwCMObLs6uivSMBtC044hIi+LSAsRGSgiY+0G3r0bevTQA/T98IMuROwO\ngGdwlxo1dIF+1lm6CumO7Lfq3sAx5199VV/knihdMyeaypX1Ddi33+ouxlNT9bhA55wDlqXP9dde\n01VmT2AcL5P/+ENXvx40yIHcGeLinHPg6691le8330x0bqLGresFg8eoXx9mzdJDOrRtq5uIFAIc\n83PBAr3/pqqiN6lSRZefn32m/7ZqBYsWJTpX+ZNvmzLHNqRULWC6hNqUKaW6Ae1F5PZQujfQUkTu\njjKu1K1bl6SkJGrXrs2aNdv46qt6dO2awosvwhtvBABISUkBdAM8k058+p57Urj/fpgyJcCAAfDo\no87G9/l8WJbFjBkzSE9PJy0tDYm2bm+cKKVEqbpce20SPl9ttm3bRr169RJ+7E/k9IYNsGxZCr//\nDq1bB2jWDO691zv5C6cty2LUqFGkp6dTpkwZUlNTE+JnuOzctas2y5dvY9Ag46dX0sOHB3jtNbj/\n/hSGDYOXXiqY7Xul7Iz8XTdlp3fTItCpU4DvvoPU1BSaNTux3QTtZ+3adWnb1vhZGNLPPx9g9utC\nbgAAIABJREFU8WL46qsUHn0UDh8OoJQ3/cy190Wl1HIg1zs2ieiwI0Y2ogfxC1MjNC1qkpKSSE5O\npmFDPw0bWtx5px4UEfRBisSkvZFWSg9Ku327jzff1L1R1qjhXHy/34/f76d8+fIEg0HS0tLIDzec\nr1cviZSUzN7t7OTdpGNP+3y6quisWTBwoI+VK3W1vAoVvJG/MJG9Su3cuZPU1FTyww0/w2Xnu+/6\n6dTJIjLLXjpeJ2O6XTsfzZvrcnLJEujXz0eZMu5v3ytlZ9hNU3Z6O60UPPigj7lzde2XqVO95abO\no/N+tm1r/Cws6fPO83HeefDkk7qzsOrVfdx7r/Pbi9XPSPKqvng1cA3wZehzU+gzE/3KN1pU6BNm\nEVBPKVVLKVUC6Al8FkPcYzzwgG631L59PFEy8Uod2WiJtSvOgo6tlL4Zu+oq3Qvm5MmWY7FjxGnn\nyXbuOoZxM+/4V14J//kP1K6tqy2sXetc7ATiuJ9hvvkGmsb7mC0C46czsU8/XVfLrVQJ7rwT/vwz\n5+U80C7CNTedxrjpTuxLL9W9K19/PWzYkDndA26C8dP12F73E6BuXd0O8MABuPtu7alH/DxGrjdl\noQ44/kAP2vygiCwPfR4CroxmI0qpycB3QAOl1HqlVF8ROQoMBmYBK4H3RWR1rDvy44/6wuKWW2KN\nYEgUPXvC/ffrz/bticuHk86HiXyybShYihaFu+7Sbc7atNFlRGHGDT8B0tN199d16jiXV4NzlCwJ\nY8dC9+4weDB88onumMVLuOWmoXBxxRX6bcTQobptv1cwfhrClC0LI0boFwEtW8KqVYnOUVbsdPSh\nlFIXRyRa21zvGCJyo4icKSIlRaSmiIwPTZ8pIv8SkfoiMiq6rGdy9CgEAvDyy7p3IKcIVzFyAzdj\nZ3+1Whhi33UX3HWXn4ce0h04JJi4nXcb46b9+P376/EJn3pKX9A6GTtBOOrnsmW6R0snewc1fjof\n+5prtMMPPqgvJr7+Wv/2gbvHJEpM2ekSXnYzkttvh9at9YXvoUOechOMn67FLix+gq6ldeON+mHX\nyJF+T92Y2ZGxH/CaUup3pdTvwGvAra7mKkpWrNBdY197baJzYoiH4cPh3HPhkUfgn38SmhXPO2+I\nDr9fP7T55BNdGHu010+7OOrn0qWJGdDdED2NG+sBfh95JNPl55/31FsJU3YauOMOXUtk4EDPvdU1\nfhqOcfXVeqisYcM89MbM7oBmQDmgXLQDobn9AaRSJZHffxfHmTt3rvNBTew8Yx85ItKjh0jXriJH\njjgXmxgG8YvXefIZ2DweCvN37Cb5xd+3T2TQIJGzzhKZPdvZ2PGQSD+bNhX54Qdn96ewOlTYYi9Y\noMvLU0+dKw8+KLJhg+ObMGWniR0Te/aI+Hwit9/ufOwwsbgpxk8TO1vszz8XqVJFl6dOEouftl/b\nisguEdkV3y2gO9Sqlcxvv1mAbrQX2XDvZExHNop0On4wGHQ1/998Y9Gvn8WuXfop29y58cULBAIk\nJycTC044n5ycfCw/XnAj0Wk33bQTf+FCi5dfhnHjoFcvi27dLA4csBffDfcDgQAjR44kFpzws1ev\nZNautTjvPG/4keh0YSs79++3mDJFd2qTlmbRsKFFcjIsXx5/fFN2eitd2NxcvNhi+nQ9TtTNN1t8\n/bVz8eNxE4yfxs+s6bJlLVJSLK6+GhYuTKyfBTZOmVsopeTQIaF48UTnxOAke/boASm7dtVVdeJF\nKYUkYKydwn5+ncikp+u2jN9+qz275hpdja9EiYLPS6L8nD5dePFFmD27ILdscIv0dH2D9uKLurfG\nRx+Nv62gKTsN8bBli+6GvEYNXVXMyXb/iXAztF3j5wnI55/DrbfCf/+rh3eIl1j8zLO4VkoVCTWE\nLHCUUg2VUq8rpaYopfrltay5ITvxOPVU+OILeOstePfdgttuIp03FCwVK8J778H06brr8WHDoGpV\n6NFDj3Pmxd9cp/2cN0/3QmU4MahYER5+WI9rNns2dO4MO3cWzLZN2WnIiSpV4Kuv9HWa3w9//ZWY\nfBg/Dflx9dV6nL2bb4Y33khMHnIdPBpARDKUUq8CzQsoP5HbXgPcqZRSwPvAuNyWTU5OPm4Qv3Av\nM/GkI19HOhEvMp19G07GDwaDx0Yadzp+IBDA5/M5fjxyOt7VqsGIERaDBkH16n4uvTS2/EYzxoXT\nzhs3C87NeOI3awZJSRbp6bB9u5/Bg6F0aYvbbtO9goI77ocHj7aL036OH5/M8OHJgPHzRCw7X3sN\nWrTwM20abNsWfX5N2RldOvs2jJuZx6JfP/j2Wz+tWsGQIRZNmsSX32jHrjJ+ZsY0fmamsx+bSy6B\n556zePhh+PlnP88+q5vVRJvfmMdWy6/RGfAs0I1QVcdoP+ibqb+BZdmmdwDWAGuBh3JZ9xr0wH5d\n8ogfWws8GxTmhosnUuyvvhKpXFlk5crYYxNFg8t4nRfjZkJiOxn/8GGRt97SHYJcfbXI0qXe6ejD\nST/LlBHZv9/5/SmsDp2Isd95R+T000WmTYsttik7TWwnY0+dqsvVdu1E5s4VyciIPXY0borx08SO\nInZ6ushll+nf/927Y4sdrZ8ikn+bMqXUHqAscBQ4AKjQhk6zc9OnlEoC9gITRaRpaFqR0M3Y5cAm\nYBHQU0TWKKVuRj/JGCMif4WW/1REOucSX/LbB0PhZ+JEPe7J99/DGWdEv340dXvjdT4ijnGzkPPP\nP7qNzpNPwowZenwoN0iUnxdfLMyfH3V2DYWMH3+EDh1gzhxo1iy6dU3ZaXCaQ4d0s4RnntHVGx95\nRPupomwdFm2bHeOnIRoOH4YBAyAtTZedxfKsW3g8sbQpK5COPpRStYDpETdlrYARItIxlB6KPjFG\nR6zTFugKlAJWi0ggl9jm5DhJeOIJfWE8b170nTGYxuqGePjgA33hsGQJlC3rfPxE+fnww8LTTxfk\nVg2JYvJkGDkSFi+G06K4BDVlp8Etjh6FDz+Exx6DTp3gueei65jGdPRhcJujR+Gqq8Dng9Gj818+\nklj8zPe+L9Sm6yagjog8qZQ6C6gmIgujy14WqgN/RqQ3AFmeQYtIKpBqJ1hycjK1a9cGoHz58o7V\nPTV1exNbtzf7/EcfhZkzdZfPkyfnHS/8/++//060OOm8cbPg3HQzfo8eMHp0gF69fHz2WfzxLMti\nwoQJAMf8sIuTfi5cmMzIkXr7xs8Tt+wEOPNMi4YNoV8/Px98AKmpOccL/2/KTuNmQRzvnj11l+TD\nhkHv3n4mTIDvvss5Xvj/WNwE42f2bRg/8z/eRYvCwIEWt98OrVr56dLFnevOMEVsLPMacBFwYyi9\nF3g15i26wPz58ylfvvyx8X4iG9gFg8GTLr1u3TrX4q9bty5h+6cUdOoU5IsvgsyZk/fyfr+fkSNH\nsmvXLuZHXz/LMeeNmwXnptvxzztvHfPnB/nii/jj+f1+fD4fu3btylKg28QxP9PSjJ+R6RO17Ayn\n27QJ8uuv8MorpuwsbOkT2c20tCA33xzkwAHdA94PP7jiJhg/XUufyH7+9luQG28Mcscd8MsvrpWd\ngI03ZcCFInKeUmoJgIjsUEqViGlrmWwEakaka4SmxURSUhI+nw/g2N8w8aTDd8FOxYtMh2M7md9w\nOnKa0/G7d+/ueH7D2DneSUk+SpeGPn0gGMw/ftu2bSlXrhxpaWnHxc4Dx5w3bmZNu+mm2/Fvuqk7\njRvDbbfB0qXOxd+5cyepqbYqBYRxzM+2bY2fkekTuewMp7t1g1atYORIH40a5b68KTujTxs3j09H\nc7zvu0+PHTl+vI9Ro3JfPkY3wfjpeH7D6RPdT58PGjTQ5ee//+2jVKncl4/DT1tvyg4rpYoCAqCU\nqgxkRLkdFfqEWQTUU0rVCp0QPYHPooxpOEk5/3w9jkTfvq6NJeWE84YTEJ8PevfWN2YJbFJg/DTE\nzNlnw9ixuo3u7t2OhzduGmKmWDE9PtSFF8KQIbpDEIcxfhpiZsAA3VHS88+79/tv56bsJWAaUFUp\n9RQwH3ja7gaUUpOB74AGSqn1Sqm+InIUGAzMAlYC74vI6qhz7zIxVCvyROzI16qFKXY0x+TJJ2Hr\nVvj4Y1eyEpfzBYFxs+Djh2M/+ST8/rvudCZBGD9d4mQoOwGuu073JDpxouNZMW66xMniplL6gWuV\nKvDUU45nx/jpEieDn0rphwa//OLi77+dfvOBhsBdoc850fa77+YHM17ESRt73To9/s7SpfkvS/Tj\nmcTtvHGzYGO7HT8y9sqV2r1Fi5yJbfw0sQs69pYtIpUq6XI0L4ybJnYiYm/cqMcn/emn3JeJ1k0x\nfprYDsResUL//q9alfdysfhp500ZQBmgKPrNWunob/3cJTk5+djdrmVZx/WEEms63DOLU/Ei05G9\ntjgdPxKn42ffRiKPd9260Lu3RXKyhUjOywcCAZKTk4kBR5w3bmZNR1LY4kduo1EjGDzY4qqrLP7+\nO/b4gUDgWEPxKDF+FmJ/nI4fy/FeudLiuut0r3c5zTdlZ/Rp4+bx6ViP99q1Fs8+C8nJMHu2Y26C\n8dP4Gefx3rrVok8fi5499Vim2efH46edwaMfA64HPkK3C7sO+FBE/i+mLTqMGS/i5ObIETj3XD2+\nyVVX5b5clAOgOuK8cfPE57HHYO5c+Oqr6MfOi8T4aUgE+/frxusffaTb8eSEcdOQKETg2mvhvPPg\n8cePnx/D4NHGT4MjiMANN+hqtq+8kvMyrgwerZT6GWgmIv+E0qWBoIj8K5oNuYVSSvr06UNycrLj\n4y9E3vma8SJ0OtFj7eSU/vZbeO89P8EgzJ9/fH6DwSDvvPNONBcWjjhv3Dw+7aabiXA/IwMCAT81\nakCPHrHld+fOnTz++OPGzxPcTy+WnQC//qrHhnr8cQulTNkZTzr7Noyb8R/vTZugUSOLMWPgttsy\n8xutm2D8zL4N42d8x9vn89O8OfTrZ5GUFF/ZeYz86jcCc4HyEenywNfR1pOM5YN+zbwIuCqPZfKu\n1BkHXqvHamLnTEaGSJs2Im++mfsyRFG31ynnjZsFG9vt+LnF3rVLpGFDkbFjY49t/DSxExX7yBGR\nJk1EPv005/nGTRM70bEnTBBp2lTk4MGs06NxU4yfJrYLsb/7TqRKFZH164+fF62fIvbalO0CViql\nJiilxgMrgJ1KqZeUUi9FdQcYPQ8BU/JbyNTtzZqOxOn42bfhheOdmqrrno8YATNnZp0fY91ex5w3\nbmZNR1LY4mffRnj+aafBJ5/AkCEWnTtb/O9/uitnO/FjbFNm/HQ4v+F0JAXljxPpeI530aLw73/D\noEEWX32VOd+UndGnjZvHp5043jVrWpQoYfH22zodR5sd46fD+Q2nIzmZ/LzoIrj2Wv3bL6GKh263\nKeuT13wReSef9ccBVwN/i0jTiOkdgAC6seU4ERmdbb0rgEpAKWCbiHyRS3zJbx8MJwc9e0LjxvDo\no8fPi7JdRFzOR8Qxbp5E/PYbfPABfPoprF4N7dvDLbfk3dYxjPHTkEhE4IoroEcPuOOOrPOMmwYv\nMGsWDB0KP/2UOS2GNmXGT4PjHDmixy8bNQquuSZzeixtyqJ6rRbLB0gCfMCyiGlFgHVALaA4EAQa\nhubdDLwAjAOeB/4HTMsjfjRvGqPCy69MTezjSUsTqVhRZPPm4+cRw2vkeD/GzYKN7Xb8aGJv3qyr\n0551lsjbb+e/vPHTxE507MWLRc48U+Tw4azTjZsmthdiHz0qUru29jRMItwU46eJnQPTp4s0apS1\n/IzFTzvVF+NCROYDO7JNbgn8IiJ/iMhh4H2gc2j5SSJyr4j0E5H7gP8Cb7qdT0Ph5+yzoU8fiK2H\ncYPBOapWhf79YfZsGD4cpuRbCdtgSCznnw9nnglff53onBgMx1OkiC5Tx45NdE4MhuPp1AlOPx3e\nsfWuNXfyrb7oBEqpWsB0CVVfVEp1A9qLyO2hdG+gpYjcHUNsKYh9MBQO0tP1zdmaNXDGGZnTY3qN\nHCfGTQPAsmVw5ZX6YuLaa3Nexvhp8AIvvQSLFsGkSZnTjJsGr7Bpk26i8OefcMopiXETjJ+GnFm4\nELp2hbVroUyZ2PwsltdMpVRRYLSIPBBXTl2mXr16JCUlUbt2bbZt20a9evWOdc0ZCAQATPokSU+c\nGKBBA3j8cR9Vq1rMmDGD9PR07OK088ZNk05JSWH6dLj00gA33wyvv56CZVmMGjWK9PR0ypQpg12M\nnybtZnrPHpg2zcewYRZz5piy06S9lfb5fFSpYtGkyQyKFbPvJhg/Tbpg/CxXzqJ+/RmULh2dn2Hy\nvCkTkaNKqaSYIufNRqBmRLpGaFpMJCUlHTdeRBifzxdz2rKsuNbPKx3uCceN+MFg0PH85jbNyfhO\nHW+lYOxYPytW+ClfvjzBYJC0tLTj9iMnnHbeuJk17aabXna/RQt4+mkfjz0Gt96aOZ5JeJyy1NTU\n47aVE8bPwutn9mleLDsBfvjBT6NGfqpUMWVntGnj5vFpJ4+33+/n+ef93HlneZKS7LsJxs9wbOOn\nu35++qmfZs3K06ZNdH6GyfOmLMQSpdRnwIfAvvBEEfk4iu2o0CfMIqBeqFrjX0BPoFcU8QyGXGna\nFA4e1NVwYsQJ5w2GLDRtCnfdBYMGwQ8/xBXK+GlwjZtvhvHjoWPHmFY3bhpcpUMH2LVLN1WIAeOn\nwVXq1YPmzWHp0tjWt9PRRylgO3AZcE3oc7XdDSilJgPfAQ2UUuuVUn1F5CgwGJgFrATeF5HV0Wbe\nbcJPswtb7JyeMhSG2E4dE6UgOVlfWMRIXM4XBMbNgo/vROzLL4fDh+Hj+C4BjJ8u4XV/csPJY3Lt\ntbptxK5dMa1u3HQJ46amaFE9NtTatTGtbvx0CeNnJu3bw6+/xrZuvm/KRKRvbKGPrX9jLtNnAjPj\niW0w5EafPuDzwUMPRb9uvM4bDLlRpAiMHq3flr36amwxjJ8GNylTBq67To8HVaFCdOsaNw0FQcuW\nMHdu9OsZPw0Fwamn6rdlCxZEv26+b8qUUg2UUl8ppVaE0k2VUo9Ev6nCR/Z6woUldmTd3sIU28lj\nctZZuovn5cujX7cwOG/cLPj4TsVu1w5q1oQZM2Jb3/jpXuzC4E9OOH1MeveGxYujX8+46V5s42Ym\nFSvq7sejxfjpXmzjZ1YaNoxxxfwGMgNS0eOKLYmYtiLaAdHc+mAG8TOxc2HyZJF27fT/RDGIn1PO\nGzcLNrbb8Z2MvXixSLVqInv36rTx08T2UuwjR0SqVxdZvty4aWJ7M/a0adG5KcZPE7uAY0frp4i9\nwaPLiMjCbNOO2LznKxCSk5OP3e1alpXlzjeedLhXHafiRabD9VjdiB+J0/Gzb8PLx/u662D+/ADd\nuycTJY45b9zMmo6ksMXPvo144p1/PjRsaHH99QFGRj/aufHT4fyG05F42Z/saaePd9Gi0KBBgF69\nkokS46bD+Q2nI3E6fvZteP14BwIBPv44mRgwfjqc33A6EqfjZ9+G1493IBAgOTmZWMh38Gil1Exg\nEPChiJynlOoO9BOR2PpmchgziJ8hLwYOhDPPhEcftT+In1POGzcNeZGWBhdeqAc6r1zZ+GnwFsuX\nw1VXwYYNxk2DN4l2cF7jp6EgiWXwaDtvyu4C/gM0VEptBFKAATHkLyqUUm2VUvOUUq8rpS5xe3s5\nkf1O3cQufLH79o2pF8aEOB8Nhe17KIjYbsd3OnbdutCrFzz1VNSrGj9NbNdjn3suVKoU9WrGTRO7\nwGLHgPHTxC6w2LFgp/fFX4ErlFJlgSIissf9bOlNA3uAksCGvBZMTk4+bhC/yNe0saYjGxc6ES8y\nHQwGHc9vOD116lTH8xtOT5061ZXj4dbxnj8/wPbt0TUSddJ542bBuVkY3a9cOchzz+0kGoyfhdPP\nwlZ2BgIBypQxZWc0aePm8Wm33Iyl8wfjp/Eze9pLfgK2OvpIA/6LfprQONpGa8A44G9gWbbpHYA1\nwFrgoTzWrwK8m8d8243uomXEiBEm9gkQ+9lno26sHpfzYtxMSGy347sV+8AB46eJ7d3Yxk0T26ux\no3FTjJ8mdgHHjtZPEXsdfTRCv+6tBIxRSqUppabZv+1jPNA+coJSqgjwSmh6Y6CXUqphaN7NSqnn\nlVLVQovvBEpEsT2DIQspKVGvEq/zBoNtSpWKehXjp8GrGDcNXsb4afA0+VZfBI4Ch0N/M4AtoY8t\nRGS+UqpWtsktgV9E5A8ApdT7QGdgjYhMAiYppboopdoD5dA3cAXO77//bmKfALGLFo16lbicLwgK\n4/fgdmy347ud9ygwfprYBRY7SoybJnaBxY4B46eJXWCxY8FO74v7geXA88AcEdke9Ub0Tdl0EWka\nSncD2ovI7aF0b6CliNwdQ2zTBY7BFmK/B7G4nQ/FMW4abGP8NHgV46bBq9h1E4yfhoInGj/B3k1Z\nZyAJ/XbrEPAdME9EvrK9ERdvygwGp3HCeYPBLYyfBq9i3DR4GeOnwevke1N2bEHd5qsjugvRKiJS\n2vZGjr8pawWMFJEOofRQdIO40VHm32BwjXicNxjcxvhp8CrGTYOXMX4avEq+HX0opT5SSq0DXgTK\nArcAFaLcjgp9wiwC6imlaimlSgA9gc+ijGkwuIJDzhsMrmD8NHgV46bByxg/DV7HTvXFC4AlInI0\npg0oNRnwo3u7+RsYISLjlVIdgQD6xnCciIyKJb7B4DTxOm8wuInx0+BVjJsGL2P8NHgdOzdlxYE7\ngUtCk1KBN0TksMt5OylRSo0A9ojI8x7Iy3h0tdOPE52XgsQ4nzvGz8Rj/MwZ42biMW7mjvEz8Rg/\nc8a46R3sdIn/OlAceC2Uvjk0rb9bmTLEj1KqqHkaFDPGeZcxfsaF8dNFjJtxYdx0GeNnXBg/XcS4\nGT92Bo9uISJ9ROTr0Kcv0MLtjJ1MKKWGK6V+VkrNA/4VMf1spdRMpdQipVSqUqpBxPTvlVJLlVJP\nKqX2hKa3VUrNU0p9CqwMTbtJKbVAKfWTUup1pZQKTW+nlPpOKbVYKTVFKVWm4PfcsxjnIzB+eg7j\nZwjjpucwbkZg/PQcxs8Qxk1vYuem7KhSqm44oZQ6Gz3wnsEBlFLnAT2ApkAnshYQY4FBItICGIJ+\nogO6keoLItIM2ABE1kFtDgwWkYZK9zB0A9BaRM5DD5Z4k1KqEvAIcLmIXAD8CNzv1j4WQozzIYyf\nnsT4iXHToxg3Qxg/PYnxE+Oml7FTfXEIMFcp9Su6B8VaQF9Xc3Vy0QaYJiIHgYNKqc8AlFJlgdbA\nh+GnDOjX7gAXAZ1D/08GxkTEWygi60P/Xw6cBywKxSiF7mylFdAI+DY0vTjwvRs7V0gxzmdi/PQe\nxk+NcdN7GDczMX56D+OnxrjpUfK9KRORr5RS9cl8vflz6Is0uEsRYEfoSUN2Ip9QZB8tfF+2ee+I\nyPDIBZRSVwOzROQmR3J6gmGct4XxM0EYP/PFuJkgjJu2MH4mCONnvhg3E4ydccpKAXcBI4ERwJ2h\naQZnmAdcp5QqqZQ6FbgGQET2AL8ppbqHF1RKNQ39+wMQnt4zj9hfAd2VUpVD61dQStUMrX9x+DW+\nUqpMqKAyYJzPhvHTYxg/j2Hc9BjGzSwYPz2G8fMYxk2PYqdN2USgMfAy8Ero/0luZupkQkSWAFOA\nZcAXwMKI2b2BfkqpoFJqBXBtaPq9wH1KqSBQF9iVS+zV6Dq8s5RSS4FZwBkisg1IBt4LTf+OiIae\nkSHi3L3CinE+hPHTkxg/MW56FONmCOOnJzF+Ytz0MnbGKVslIo3ym2YoOJRSpUXkQOj/G4CeItIl\nwdk6YTDOx4fx012Mn7Fj3HQX42Z8GD/dxfgZO8bNgsFORx8/KaVaicgPAEqpC4HF7mbLkA/nK6Ve\nQdfd3QHcmuD8nGgY5+PD+Okuxs/YMW66i3EzPoyf7mL8jB3jZgFg503ZavQrxnDPKjWBn4EjgIhI\n09zWNRgKI8Z5g5cxfhq8inHT4GWMnwavY+emrFZe80XkD0dzZDAkGOO8wcsYPw1exbhp8DLGT4PX\nyfemzGAwGAwGg8FgMBgM7mGn90XDCYRSao9Sqnai82Ew5ITx0+BVjJsGL2P8NHgV46Z9bN+UKaXK\nuJkRQ1aUUhlKqbPjjDFXKZWlMaaInCoiv8eVOXvbvksptUgp9Y9S6m0by9+rlPpLKbVTKfWWUqp4\nxLwKSqlpSqm9SqnflFK93M39se0a53PB+Gn89CrGTeOmlzF+Gj+9inEz8W7aGTy6tVJqFbAmlG6m\nlHrN9ZwZ8qxXqpQqWlAZiZGNwJPAuPwWVEq1Bx4ELgVqocfAeDxikdeAf4DK6DE0XldKneN0hiPy\nY5zPH+NnJsZPb2HczMS46T2Mn5kYP72FcTOTAnXzGCKS5wdYAJwFLImYtiK/9bz4AWoAHwFbgK3A\nS6HpCj3Y3e/AZmACcFpoXi0gA7gF+CO07rCImEWAYcA69GB6i4DqoXkN0QPnbQdWA9dHrDcePXjh\n58Bu4HugTmheamibe0PzrgfaAn+iJfoLeAcoD0wP5Wl76P8zQzH+D92j0P5QjPC+ZgBnh/4/DT2Y\n4hbgN2B4RP76AN8AY4B0IA3oEMMxfxJ4O59l/gv8X0T6UuCv0P9lgINA3Yj57wBPu+hJQpw3fho/\nveqncdO46VU3jZ/GTy/7adw0bkaVdzsSh/5GSrzU7Yy5cGIUAYLAs0ApoATQOjTvVmBt6EQoEzqB\nJmY7Of4TWqcp+u75X6H5Q4ClQL1Q+lygQijO+tBJpYBm6BOyYcTJsRU4P5S3d4HJEfnNCJ8soXRb\n4DDwNFAcKAlUBLqE/i+LHqF9WsQ6c4Fbsx2HoxEnx0RgWiivtdBdw/aNODkOho6NAgYAGyPiPAR8\n5tDJESRrwVExlM8KgA/Ym235+4BPXXSlwJ03fho/veqncdO46VU3jZ/GTy/7adw0bkaX4tBxAAAg\nAElEQVTtjI2dmwq0Bn4KfSkPAO+7nTEXTo5WwN9AkRzmzQEGRKQbAIdC0tYKfVHVIuYvAHqE/l8D\nXJ1DzB5AarZpbwCPRpwcYyPmdQRWZTs5zs52cvwDFM9jH33A9oh0TidHBnB2aN8OEjrJQ/NuB74O\n/d8HWBsxr3ToOFSJ8rjbOTnWAVdGpIuF8lkTSAI2ZVu+fzifLrlS4M4bP42fXvXTuGnc9Kqbxk/j\np5f9NG4aN6P9FCN/BgAvAtXR9TVnAXfZWM9rnAX8ISIZOcw7E/2KOMwf6C+oasS0vyP+3w+cEhH3\n1xxi1gJaKaXSQ2kFFEU/JQizOZeYubFVRA6HE0qp0kAAaI9+payAU5RSSkIW5cHp6H1cHzHtD/T3\nfFz+ROSAUkqF8rgln9jRshf9SjtMOXTd5j05zAvP3+NwHiJJhPPGz6wYP3OnoP00bmbFuJk7puzU\nGD81J7ufxs2sGDfzId+bMhHZBtzkdkYKgD+BmkqpIjmcIJvQMoephX5l+zda/vzi1gVW5TDdEpH2\nsWf5OLILfz9QH2ghIluVUs3QT4BUaNm8TpBt6H2sRajRa+j/jQ7m1y4r0a/Zp4bSPuBvEdmhlDoI\nFFNK1RWRtND8ZqF1XCFBzhs/s2L8zIUE+GnczIpxMxdM2Rkzxk/NieancTMrxs18sNP7YgOl1FdK\nqRWhdFOl1CNuZ8wFFqIbKo5SSpVRSpVUSrUOzXsPuFcpVVspdQrwFPqVdvgkUnnEfQt4UilVD0Ap\nda5SqgK6IWUDpVRvpVQxpVRxpdQFSql/2czvZvTr3rw4FTgA7FZKVQRGZpv/d24xQvv2AfCUUuoU\npUe6vxeYZDN/eaKUKqqUKoV+SlMsdLxz67lnItBPKXVO6Ng9gn7NjojsBz4Gngh9b0nANU7lM5e8\nJ8J542cExs88817Qfho3IzBu5pl3U3bmj/GTk8ZP42YExk0b2KibmQq05MTpfXEa+m59CxAITQ/3\ngrMeLdQ7QLnQvHDd3iIRcb4mVGeWzF5wfkX3grOAzJ5o6qNPknCvO3OApqF544EnImK2BdZHpG9H\nP0lJB7pnnx9aphq6/u4e9FOH2yLziq7P/DO6h5zwvkY2uCyPlmwL+hVy9l5w5mXbXuS6DwNf5HGs\nR6Dr5x6N+DwWmncWumeeGhHLp6ALhJ3oAqd4xLwKoe9tL7qnohtc9iQhzhs/jZ9e9dO4adz0qpvG\nT+Onl/00bho3o/mo0MZzRSm1SERaKKWWiEjz0LSgiPjyXDFOlFJ1gOHoLkJ7uLktgyGSRDlvMNjB\n+GnwKsZNg5cxfhq8Tr7VF4FtSqm6hOqJKqW6o1/HuoqI/CYi/d3ejsGQAwlx3mCwifHT4FWMmwYv\nY/w0eBo7vS/eBYwFGiqlNqIHe7PdUFIpNQ64Gt2ArmnE9A7oHlyKAONEZHQ0GTcYXCQu5w0GlzF+\nGryKcdPgZYyfBk+T502ZUqoIcIGIXKGUKouuMxptl5DjgZeJ6JIzFPcV4HJ0/dVFSqlPRWSNUupm\noDkwRkT+Iu/GjgaDozjkvMHgCsZPg1cxbhq8jPHTUBjIs/qi6J5SHgz9vy8WgUVkPrAj2+SWwC8i\n8ofo8Q/eBzqHlp8kIvcBB5VSrwM+pdRD0W7XYIgFJ5w3GNzC+GnwKsZNg5cxfhoKA3aqL85RSj0A\nTAH2hSeKSHruq+RLdfR4CmE2oG/UjhGKf2d+gZRSefdUYjCEEBG7b10dcd64aYgG46fBqxg3DV4l\nCjfB+GkoYKL001bvi7/lvB3JbyyDyBi1gOnhNmVKqW5AexG5PZTuDbQUkbtt5zwzttStW5dBgwaR\nkpJCIBAAICUlBSCudHJyMj6fz7F4kelgMMiECRNsLX/0KNx4YwobNsDLLwfYsgUqVEjh559h1aoA\nhw7pdIUKcPBggG3bJlOkyEJKl4YyZQJUqgS33ppCu3Ywc2YApWLPf8uWLbnxxhsdPx5uHe8uXbqw\nfPly0tLSbJ8cTjgfinPCurlxI7z5ZoAyZeDBB+3Hnzx5MjNmLGTyZBg9OsC+fdCnTwotW8LKlQFO\nPx3uu08vP2ZMgK1boXnzFObNg4kTA1SrBo8+mkK3bvDWWznHX7hwoaPHw033U1NT2bFjB6mpqcZP\nF8rOyPRDDwWYNw/WrEmhc2coXTpAqVK6bAV4770An302meTkhSxfDpYVYPt2qF07hXr1YO/eAJUr\nQ7duKezbB198ocveJk1SSE+HRYsC7N0LpUuncOQIlC8foF49GDUqhZo1TdlpZ/2IONKnTx+Sk5Px\n+/1YlgWA3+8HiCudnJxMcnKyY/Ei0xMmTGDChAmO5jecHjVqFF9++WWey7dt62fePBg+3GL5chg4\n0M9FF8Gbb1rMnw81a/rp2hV8Poty5TLX79ChA0OHDnX8eLh1vAOBAMFgkHfeeSeqi15TduZddt5+\newpHj8K4cfbiDRyYwn/+A8OGBcjImMytty6kRQt9XVquHJQtm8Irr8C+fQGSkmDChBRKl/bGb6+b\nxzuWsjNMvm/KRKRONAFtshGoGZGuQRwjeiclJR07qOG/YbyYPnAA5s4NMmcObN3qIz0dHnoIdu+G\ntDQf//wDX34JO3fq9I4dMGYMVK8Op5zio2ZNuPJKuPde2LzZxymnwGWX6fiW5WPUqC+ZORO2boWp\nU338+ScEgzrGgQM+zj8fqlSBdu2iz3/FihWzTPPC8cwr3bZtW8qVK0daWhp2cdL5wuYm6II7+/yd\nO2HPHh+LF8Orr+p0RoaP3bth5EioVAlKl/ZRpQr8+ivUrKmXVwpeew22bYNg0Mdvv31JvXpwzTVw\n330+mjfP6m4kLVrotN8PvXpBly4+vv8epk6Fe+6BCy/00bEjiIBSOr/hixY3jo9b7u/cuZPU1FTs\nYvw83s+80t98A08+CT/+6KNzZ/jkE6haNdO3Fi308vv2+Vi16kseCQ0la1k+Dh+GWrVg3TqYOdPH\nxo0wcyaccgqUKuWjQgVdljZsCHXq+Dj1VLjiCr3+uHE+liyB88+HcuUgI6MitWubstOQlYwMWLtW\nl5vTp8OyZfr3unVruOAC7ZodNm/W66Snw1VXwfDh0LGjnnfaaZCSAiVKwNtvw/jx8Oyz7u2TVzFl\nZ9ayc8cO+PZb+OEHH8uWaWeKFIF69Xy0agWrVsE55xwfr2lTH5al5/3rXxAI+Pjwwy95+WU9P1y2\n+v0waBA8+6yPadOgQQN9Hdqsmb42yCu/O3fCG2/Ahx/CunUVSU31UaYMNGkCDRro/wv6+NlNx1J2\nhsn3pkwp1TWHybuA5SKyxeZ2FFk77FgE1Au9QfsL6An0shmrwKhdu3Zc62dkwMaNurBNTYWlS2HB\nAn2BetpptdkTqtFcsaK+iK1ZU/94lyoFLVvq///8U1/wtmunlw09MCL0wOhYOpIzzjgDpfTFQqNG\n+uP364vXSZPgxx9hyhS480444wx9UVKkiC7Q8+OMM86I65jkRbzH2ykcct5V3DxWkbHXr4cePfSF\naMOG+iLhySfh3HO10yLan+3b9TJbtugLgPXrYfFifbN0zjlw+ulw5pnQqNEZTJ+ul8nJ3bwoUQLa\ntoURI+Dvv+Hxx+HFF+Hll6FvX6hXD6pWdc9PN92PBuOnvdhLl8I77+gHCMOHw5AhULy4viHLjezf\ncfHi+kKiQQOOXQRkL3uzp5s00X87d9afSy6B5cuhR48zuPlm6NcPHnjA1i7YxpSd9vGCm2F27YLe\nveGnn3Q5ecUV+mHrtm0weTI0awYTJuhl8yp/li3TD8cefVQ/sJo37/hlihaFNm30p39/vVyLFvqh\nw8nwuw7Gz3BsEf0A4LrrtAM1asBtt8Edd+h5L74IP/ygb+ozMuDUU6F0aTjrLChbFhYu1D699RZc\neqku+3JzqEgRfT3bsiUUKwaDB8PRo3D33ZllJ+jtpKXp64rXX4fVq+Haa/Vyr756BmeeqfP05pt6\n3m236euByJu7eI6JV7DTpqwfcBF6BG8AP/AjUEcp9YSITMprZaXU5NA6lZRS64ERIjJeKTUYmEVm\nl/irY9sF9wi/Kj98GFau1E+zli7VYu3dq3+wly6FAwf0RejevTq9cSMMHarXKVMGzj5bvw244Qb9\nI12jBhQt6sfvz/2HPa+brvzIftceRqnMmz+/Hw4d0m8xFi3ST9E2bIBWrXRe27TRJ53d2E7gjzxD\nE0tczhcEbh4rv9/Pxo36Seo338DDD+snq4sW6flNm2Yuq5R+knvKKfqmrWHDvF2uV8/HaafFn8eq\nVfXN4vXX622PH5/5JnjxYn2hUayYfuiwcaP+MfnrL31zGCtuuh8lJ42f27bBnDn6R3jOHF3OHj3q\nZ9Uq/cNeqZL+Ic/I0Dc+hw7B/Pnw9dd6nZtvhqee0mW1nbLUje+4SBF9cX3nnT5q1NAXFk2b6odg\nffo4sw1TdtrH7bLTLuvXw4ABcPnl+gapWLGsZeXQobr2zA03QFISXHBBzm6+9RY89hgMG6Zv6OzQ\nu7d++HvJJfq8Okl+18H4ycGD8NxzsGKF/k2vXz+zbAw/eGrdWn/atoVffoH//Q/++Uc/+Ny3Tz+U\nvfBCfUMWxo5DSUn6Ye2QIfqzYIG+2bMsXY5XqqTjduqkH/526KDX++03Hz5f5vkxaZJ+KKubUcR/\nTDyFiOT5Af4HVI1IVw1NqwisyG99tz96F5wlPV3k5ZdF2rSZKw0bipQsKdKggcg114h06yZy7bUi\nHTuKtGunP126iPTuLTJggMgDD4i8+qrIN9+I7NiR+zbmzp3reL7jjZ2WJvLMMyLNmolUqyZyzz0i\na9c6E9sObsYOeWLXKUecd8PNMG4dq9WrRXr0mCsVK4o8+KDI9u3OxnfzOxYRmT59rixdKvLZZ/oc\nHjJEpGdPkdatRc46S5/LvXuL/PJL9LGNn/aJ91jt2SNy++0iFSqItG2ry9YXXxSZNUvkhRfmynvv\nibzwgnY0OVmkf3+RQYNE7r9fZPhwkYkTRQ4dKvh82429bZvIww+LVKyo87t7t3Oxnca4eTwZGSLj\nx4s8+aTIG2+IfPSRyLx5Iu+/by/2F1+IVK4sMnZs/stu3SrSo4dIlSpz5cYb9W/055+L/PabyN13\n62uTn3+ObT/efFPkzDNF3n7bXr5jwStuyknkZ25MnTpXWrcWue66+Muc7ESb7+3bRUaMEHn2WZE5\nc3SZGE3sAwdEBg4UOftskYULo9p0vrGdIlo/RcTWm7KzROTviPSW0LR0pdRhG+u7TrghaTwNgi+5\nxE9qKjz1lMUPP8A11+g3WbVrW9SoAVdeGV28pKS854dxo0FwMBiMaf2zz4ZWrSxatYJq1fxMnAgX\nXGDRpAk8/bSfSy7JrJPsRoNgN9LhBsFR4pjzTrjpdrp6dT8ffABvv22xc6d++rV0KaxbZ7FsmTfc\ntJtety7I1Vf7adpUp5s0yTp/3z746Sc/rVrBhRda3HIL3HCDvfhuuB8MBtm5cydRckL7WaqUn5tv\nhrp1LSZNgk6dss4PPzG1LCv0v3Pbd9PPSH8qVYIrr9T5/+ILPw0aQK9eFp06weWXu7N9U3Y6k96+\nHa65xiI9Hbp29bN4MaxercvOP//U1Q0vv9zi/PPh0kuzrl+3rp+33oJXX7UYMQJuuy3/7Z1+Otx5\np0XNmkEaN/azfDmMGGHx66/QurWfBQsgGLTYtCn6/enf30/ZsnDrrUE+/hhGjPBz/vmQmpq5vAhM\nnKg7DrnsMj1/9erEfh8xugkngZ+5pYNBXWvg7rvh4ostfvwx8WXnyJGZ6eXLo//tffVVP1OnQrt2\nFsnJEAg4tz/xpOPw01bvi6+hO+X4MDSpO7o7+yHA5yJyaW7rFgRKKclvH/JCBD76SFfRKl1a17W+\n6Sb9GtUA+/fDxInwwgu6XvGDD0L37rpKTmFCKYXY70HMEefjddMpjhzRVQNWroSff4ZNm3RVvk2b\n9Ov/Q4f0d9qjB//P3pnH21S9f/y9DGUqY6EyJEkD3SQk5VRC0VfRgNK9/dSX5psUjaRBmtyK+mq8\nyjeRSiFSuVuRSt/cJkklRCiJyOw+vz+ec65zrzucYe9z9nHX+/Xar3PWHp699j6fvc5eaz3rWZx2\nWur9trGwYYO6cPznPzoebeRIdXFLFmVZnyF27VKXlXHj1K26V69k5yhxfPmljjNbuxZGjYLu3eMf\nK+EWVpt7mT9fgw5dcgk8+KCOcw1n+3b473/h8cfVHXHQIHWdnjlTl3Xr1CVr5EgdxuAXVq/W8ZfP\nP6/jfa+6Ssekz56tizHqyvbbb6rVKlWgVSsd89O/f/K0Go02g/v7Rp+//w5LluiQkcI6KgqRvfEJ\n1q2DQw7Zuxx6KDRurJoLJy8Ppk9X1/5Vq+DJJzXI1v7GsmXq8titGzz8sH/eYaLVJ0RWKTNAT6BD\ncNV84A2/lJjxhM5duhQuu8xh/Xp48cUAgUDBFqLSji9L6TPOCDBjBgwZ4rBtGzzyiIbW/egjf+Sv\ntBaLaELnuqV5L8M6l5betQv69nVYtAh++y1A/fpQt65DgwbaunrYYbB2rUOtWtC7d4Dy5ZP/WyUj\n/ddf+uz/8w9kZjocfHCiWy+1p+zee+8tU/osnF69Wls7DzoIpk5VvfpBH4lM5+Sol8YrrwQ49FDt\nOTvmGFt2JlubAHPmOEycCNOmaU9XtWol75+T47BwIXz4YYBNm6B5c4c2bWDAAH+XtWecEcBx1GNo\n61bo0ydAly7w228Oxuj+IjBxosPSpfD22wFatYLevR0qVvS3NiH5+jz99ACzZ8PIkQ5ffglHHx3g\nl190ioLTToNBgwLUrAlTp2pPbIMGAZYvhylTtKfrgAMCdOwIItozW6FCgD/+gOXLNZ2Wpr9H1aoO\ne/bAu+8GqFYNzjvPoWNH//TCe5H++2947DEtO6+6yuHAA1Or7MwnEh9HoBHQKfi9CnBQtH6SsSxA\nD+BZYCJwTjH7lOzUWQT//KN+/LVrqz9rcWMPUnX8lJe258zJkRkzRE4+WaRlS5E331T/ejfwk2+v\nG5qPRZuRUtK92rFDxzl26yaycKHIli3u2Y4Xr8eUxWJ/924di3T00SWPzbD6jJxo7tX8+TquZeTI\nyMqSVNVnpLZ37dKxRocdJtKnj8jXX7tnOxbKsjZ1f5FWrXRs46+/ums7unz4z/bmzTrGPhAofvyx\nn7QpSdJnXp7Iww+LHHGESOvWOg5x40bdtnatyAsv6Divgw4SKVcuR+rUEWnRQmMWXHmljv378ceS\ny8dNm0TmzhXJyhK54gqRiy5S7YYf40cNuWl7+/a9Y8j/+MNd27EQiz7LlVZpM8ZcDUwBxgVXHQ5M\njbzaFzsi8rboBNPXAJcUt19GRkZ+TdVxnPzvRaXffNPh+OOd/EiKJ5/sMH9+8funYjrcl9Vt+199\nlUuVKtoKeP/9cOutDi1bqn+yX64/PJ2VlZU/cWWkuKn5aLTpRvr99x0uuSQUctZhyxaHqlW9O5+f\ntBmr/fLlNdJkjx4Obds6fPhh0fvn5ua6nt+srCyGDx9ONKSyPgunBw92uOACjaDVrp2T76mQrPx4\nqc9I9VOhgoZ7fv55h8qVHc49F049Vb0UZs1K3P0oa2Vn4fSECQ4XXqjuzd27Owwb5uS7HJZVbRZO\nV6sGb74Jhx6q7wE//piY+xGLNiE5+hTRnsTnn3eYNk0jHh5zjMOiRbq9bl1o0sThppvUa+u99+D1\n1x2efNJh9mydV65pU4dVq5x8N9Gizvfllw5nnKGRPK+80uG66xwCAXUtLSv6PPBAdR9u1MghLc3h\nv/+FzZsT/7zGqk8gouiLucABwKKwdd9EU/MDXgDWAV8XWt8VWAIsBYaUcPyjQFox2yKuta5aJXLM\nMSIjRrjXu1PW2b1bW3Hq1RP5v/8TWbMm2TkqGqKLIBa35sXj1t6i2L5dI4T26KG9ZZboyckRqVtX\nJDs7sectC/oMZ9s2kWuuEWnePPbIcWWFXbs0mmi3bhqtMTNTW8UTRVnQZl6evh/k5Oj/2dVXqyfN\nqFGqVUvpPPeclp1ffpm4c0ajTUmSPu++WyNaux3J2FIyb7whct55IgcfrFHTJ09WL7lEEq0+RSLo\nKQN2iMjOUMIYUwGIdjzZS0CX8BXGmHLAmOD644E+xpjmwW39jDGPG2MOM8Y8BLwrIrGFMgmyYoXO\nydG/v06w6JdB1KlO+fI6KHjJEp0E+4QTtNdhz55k5ywu3NB8QtmxQ4N1VKgAkydHNnDYsi+BADiO\nTjb80kvJzk2xpJw+QVssJ0+G3r11/rj163WemmbNkp0zf1Ohgg7Onz4dFi3S+9iyJfk9uj4jpbS5\nfLkG7ahWTQNX3HWXBvM46ihYvFgDW1WqlOxcpgZXXaX//f366f+RT0moPkeOhClTNFhKrVpencVS\nFD17wowZGgTk3HPVG6NuXZ2Hd8QInYPVjzqNpFI21xhzB1DZGHMOGrVmWjQnEZF5wF+FVrcBfhSR\nFSKyC3gNHUOGiLwiIoOAXsDZwEXGmH9Hc85wfvpJK2SZmTphXaSEd0e6zf5mu3p1jfCzYAG8+65O\nPr10qTu2k0Dcmveawvfq5pu1gjxpUvwVslTVplv2mzfXF9677y5YMStr+pwwQSf7vPlmrUz9+mvk\nx4bfqz//1AaDww8PhQvXKKCTJxPTROKpqk83bDdsqBHy/vMfyMiAa6+FLVv2T2165b7oOA4zZzpc\ncYWGrT/hBJg0yWHSJId58/SZb9vWYfHi6O17kd9QOisry1V7hd2t3LB32WU6GfFVV+17L9zOb4zu\nYQn7b8/KUtfDDz7Q6IiR4vcyKNVs166tnTGzZ2uU0cGDtWFr0CCoUwd69nTYvNm9vMZLJNEXy6Gz\noHcGDDrR3vNS2oH72mkETBORlsF0L6CL6JgxjDGXA21E5MYo7Up6ejqNGzcGoEaNGqSlpeVHQZk4\n0eHGG3Werauv3vvjRhJFJVwIbkdpKXwON+3n5uaSmZnpan7Do8qE39+i9s/Lg+++C3DvvRoB8IIL\ndH6T0uy7eb9D35cvXw4QbQQxtzRfojbj+S3CrzMvL0B6OjzzjPr4l1Vtum3/5ZcdbrkFRo0K8H//\nF5n2I007jkN2djYAjRs3jjb6ouf6/PRT6NrV4eab4cADAyxYoJFpK1bU6IinnRaZPn//Xec+6t4d\nOnYs2/p0Uz8A06c7jBkDS5cGuO02h+bNicue38rOKA+JiD174N57HbKzA7Rvr+GzGzZ0z77jOPn3\n021SxfbatXDiido4e/LJ3uY7hpD4CflvHzrUITsbPv88QMOG9r3Tb2VnKH388QHS0zUmQmYm3H57\nfPZC32MpO0OUOnm0iOQBzwUX3xIIBPYRdF4ePPSQzndz9dWx2Qy35yZeFVIAaWlpSbVdrhzccAN0\n6QIXXKDdxO+8o/O1lISb9zukh1gm8XNb80Vp0w2bjqPTE1x3nbachwJ6uGHbK7zUptv2GzbUuczu\nuMN926F7HMvk0V7rc80a7dm67TZo315dOgFycuCjj6BvXyjtkQoEAowf73DbbTBkiLZKuiX/VNWn\n27arVYOhQ7Un8tprA9x/v8PRR8dv109lp1ssX669FtnZUL9+gAkT1HvGbbzUZqrYrldP52nLyKDA\nBMV+IBH/7QsW6P/xk0/GVuG3752Js33IITptwGOPOTz+uAb/e+KJ2O3FU3aGKLZSZoz5hhJ8bUM9\nXnGwGp3EL8QRwXWu8cwzOnHuxRe7adUSKc2awVNPwcSJ0KaNRsUpVy7ZuSqeBGi+VH75RSfnrFFD\nJ+qsXh3q19cxDkXx7LP6ctGtm3svvZa9NGwIc+ZAp0466WufPsnLSyL0uXOnNmINGKAVsoLn1wlk\n16+HgQN1KW5s7uefq9vjgAFaIbN4R2iS7auvhtGjk5MHP5SdRfHeezrOadEibUyYNk17cSze0rev\nuiffd58uySZR+ly9Whu0hgxxtwfW4i0nnwwvvKDvUGlp8MAD0KRJcvJS0ityd+B8YFZwuSy4zATe\njeFcJriEWAg0NcY0MsYcAPQG3onBbpH88gsMG6YPR/nysdnwqrXCa9ux1tC9sF2+PFx+uY5Puewy\nraAV5yjg5T2JELc1HxEi8P772jNxyy06BvKjj3SQ6n/+oz2ObdoUHKOn7gIwb577L2Kpqk2v7Ddr\npq2fM2bk8uijsGuX66eIFM/1+dRT2tJ9553F7/PwwxoEYdasordPm6YTQQ8erNp1m1TVp5e2a9d2\nGDBAx0ssW+bZaUoiKWVncYjoGOerrtKQ9qtWac/FiSem7v96Ktk2Rv+7xo2DZ59113aMeK7PnTs1\nuMR11+kUFrGSSr9zOKladobuSaVK6lk3erTWG1a72kUUOcX2lInICgBjzDkiclLYpiHGmC+BoZGe\nxBjzKhAAahtjVgLDROQlY8wNwGy0cviCiHwfwzUUkXctjG+7zbZW+IWzz9ZIa507a6TG1q3hoIOS\nnauCuKn5SMjL04ASN92kYx26ddO53zp31u2h8rNjR3j5ZfV57tpVK2jbtunL8c03Q82abubKUhSH\nHw433ghTp2okpylTEp8Hr/X5zjvwzTe6lNSjXbmyNq6cdhq0aLF3/ZYtMHYsfP+9tjSecEI8ubFE\nS5cusH279up+9FFiz53osrMkdu/WZ3XePPjkk9Ld5i3eUL++un8PG6aujAcckLy8eK1PEXXZbNgQ\nbr8d5s6Nx5olmfTurZ4egwfDmWfCYYcl9vyljikDjDHmNBGZH0y0J7KojfmISN9i1s9EWypcZdo0\nfUEYNEgL5lixvr3u2m7YUFsrn3pKKxZvvVVwu5f3O0ri1nxpzJ2r7l8VKmhh3qVL8QW5MZCerpXY\nMWO0tbdFiwAnnODs42LmBqmqTa/tt22bRuvW8PbbWiG5887EF9hBXNfnli3aqj1uXGSNJSecoC9a\n992nIcU/+EB7JE47TSt1Bx1ky85E2g6VnT16qCY7ddJW3xo1PDtlcbimzYyMjFWpeacAACAASURB\nVKiDJLVuHaB3b1i71uHBB6FBg3339yrQQSLSIdy2H1rndn4vvzzA668H6N/foX9/94PQxIAn/+1v\nvqmeLF9/Hf90S/a9M7G2i7rf//qXRmjs3DnxFexIKmX9gReNMdWD6Y3A/3mXpfhYu1Z9Qxcs0Bde\ni7844AB10Vu2TMdC3Xijht32GZ5pftUqdXH48ku44gptiTnzzMiOrVUL7rlHC4uxY+H6693IkSUa\nypff27AwYID2brZooWF3E4jr+pw7V0NZH3FE5MdccIG2KLZurZW6O+6Ak07yXw94WePWW2HjRg0C\nkoQxZq5qM1SJmjXLYeVK9SgoajjC1q3qUnvLLTomJDPT/v/7AWO0oefYY/V/Pt46gQuBFFwvOzds\n0CAyzz+vwXcs+wd9+6oX0nnnwfDh6iGSECKdZRqoDlSPdnZqrxcKzax+3nkiDzwgrpCTk+OOIWu7\nSD7/XKRBA5E77hDZvdvbfBPDzOrxar6wNl94QaR2bZGRI0W2bYvvelLlN06kba/tF7a9apXIgAH6\nm953n8jmzbHbTrY+b7pJ5MEHo8/377+rngtfe6pqaH+xnZcn0r+/SOfOIjt2xGc7WdpMT0/Pv662\nbXOkRo0cqVZN5NRTRXr0yJEbbsiRa68VOfFEkUqVcqRFixx56im99pycnAL3JDwd+l7c9njShc/h\npv3Ro0e7nt8Qo0eP9uR+hL7fcUeONG6cI9u3u5ff9PT0mLQpLpedH3wgcvrp4hr7Sxm0P9gOlaPd\nuons2RO97Vj0GXG3rYhsEpFN8VUBvSE0yeSSJbBggUObNk7+Nsdx9un63t/T4S1IbtvPzc11zd4p\np8ATTzjMmOHQrRv8/bf7+Y1jkklXNB/S5vz5MGiQw+jRDkOH6qBSP2hlf9Km1/YLa//HHx1693ZY\nsAC++w4aNnR47LHo7GdlZTF8+HBiwU19zp4NtWpFf3+++071XK2aP/SVSvrx8nqMgT59HP75xyEj\nQ8evRmsv2WXn3nzBihUwaZJOYD5ypPboLl8OTZtqT8w772gP9vXXx+8+ZnGfTp10XO6IEcnOieJm\n2bloEdSpk/yyK9np/aXsDE8bo1Hcly1zGDgw8uPjKTtLnTw6WRhjmgM3AbWA2SLyQjH7SegahgzR\nAZcPP5y4fFriZ/du/e3eflv/XI87zv1zRDvJpEvnFBFh9WodQ/f88xokwrJ/4jhw6aX6cnjppdEd\nm0x9/vqruh2uWxd7pFqLP9m2TcertmqlroyxVFiSqU0RaNdOgyH1LXJkuiVVCE0qPX26Nsi6QTK0\nGTxv/nvn5ZdrILMrr0x0LiyJYuVK1ewbb0Q33CYWfZbYU2aMKRccCJlwRGSJiFyDhsrvXNr+u3fD\nK6/YByMVqVBBozTdfbf6nM+Ykby8uK35HTt03pLrrrMVsv2dQEADXgwerGPOvMCLMvn997Ul21bI\n9j8qV9aGrjlzvG+sdFubGRkZjBjhsHMn1KuX/J4Am44vvWSJQ1aWBgiaPTs+e7H0RHj1PrtokY5j\ntOy/NGyo4wb79IE//vD2XCVWykRnPx8bzwmMMS8YY9YZY74utL6rMWaJMWapMWZIMceeD8wAXivp\nHBkZGTzyiEPjxrBunXuFSei7F4VV4XO4aT8rK8v1/IbIysryrPBu1Mhh2DCH9HSHhx/WXk838htN\n4e2G5sM54YQMKlZ0uP12d++V1aY/tf/nnw4ff6xRMi+7zCEnp/T8RuO+6LY+MzIymDDB4ZxzrD79\noB8v7neNGjBzJjz2mMPw4dHlN5llZ16eeheMGlXyFA3REn6NbuOl7VSfBwo03Hjz5jr1y6YED4bx\noux87z2HZctg/Xpbdu6PZWd4umpVh759oV8/mDPH3bKzAKUNOgMeBXoRdHWMdgE6AGnA12HrygE/\nAY2AikAu0Dy4rR/wOFA/bP+3S7AvIiIXXijy3HPRDsMrmf1x4GIq2F65UqRVK5HLL5f8gcHxQhQD\nLuPVfJgdOe44kb//ducawkn13zgV7Udj+48/RNq0ERk4MLL9k6XPPXtE6tQRWbEi4kuLCL/8Dtb2\nXhYtEjnkEJEFC6KznSxtjhsnctZZOtjeTZL9O5R121u2iGRmitSrJzJpUny/bzTaFJf1KSLy2Wca\naMZN9pffeX+0vXOnyGmnRR5MMFp9ikjpY8qMMZuBqsAeYBtggic6ONKKnzGmETBNRFoG0+3QCaTP\nDaaHBm2OCjumI9ATqAR8LyJZ+1pW395164RmzdTv8+CIc2XxM1u3qq/29u06B0ilSvHZi8a31w3N\nB+3I0qXC0UdHnV3LfsCWLXDyyRqYoGfPkvdNlj6/+EK4/HKd8Nmy/zNjBlx9tU6qHJwCrFSSpc3K\nldN5/PEMBg4M5LdCJ3ueMJt2L714MYwZE+CYY9SroE6dyI8PhcQfP358xNoEd/UpIjz7rE6/9NJL\n0RxtSWVWrdJpYN54Q+flLIlYxpQlJNBHEZWyXkAXEfl3MH050EZEbozBtjz2mPD115Cd7WauLclm\n927tKv7zT5g6FapUid1WMgerW8ou8+fDxRfrhMolzWWWLH2OHCn89psGJ7GUDZ58UiMWfvIJVK9e\n+v7J0uYllwiTJiXyrJZEs2OHujKOG6eNr9HOWZrsQB/XXgvHHKOBaCxlh6lTdU7Er74qeW66WPRZ\n6vSKxhgDXAYcKSL3GWMaoK6Fn0dzIi8ZMSKDCy9szPDhUKNGDdLS0lxp0Qn3EXW7xajwOdy0n5ub\nS2Zmpqv5DW+hcuv+Fk4XvjcVKsBVVzmMGgXdugWYNg2++CIye6Hvy5cvJ1rc1HxGRgaNg03SVpve\natOv2r/kkgA33aRaDm13HIfsYCtS40i7LIK4qc+srAzOOsuWnaG0H/Xj9v2+8cYAP/4IZ5/t8NBD\n0KlTwe2h78kuO3ftysBxMlz/ra02/aXN++6Dgw926N4dZs0K0K5d5D1l0eL2f/sHHzSmUyfIyrJl\n5/6qz6LSNWo4HH003HprgGeecafsDFEugn2eBk4FQgFptxD/YMnVQMOw9BHBdTGxZcs8WraskT9g\nPvxhzc3NLXPpn376yTP7P/30U0Kv55tvcunSJZcmTaBrV1iwILLjA4EAw4cPZ9OmTcybN48ocU3z\n8+bNo0YNq81Q2ktt+lX7DzwAn34KEybs3R4IBEhLS2PTpk0FCvQIcU2f69bN48QTrT5DaT/qx4v0\n6NHwzz+5jBjh37LzzTez81+CAoFA/veymk4LC/Hntv3wF95kXN+ttwZ49dUA//oXfPFF6ftnZmbm\nN2pFiWv6/Pjjefz+ew2eeGI4YMvOslJ2htIdO+by7rswa5ZrZScQQU8Z0FZEWhljFgGIyF/GmAOi\nPI8JLiEWAk2Dbo1r0LD3faK0mU+LFh046SQtsNIKxSaNJx1eCLhhLzwdsu1mfkPp8HVu27/oootc\nz2+Iku73zTdrWPlXXknjkUcit9+xY0eqV6/Ozz//vI/tEnBD8wB06NAhP09Wm95q06/ar1pVo8hd\nfHEaPXrsu33jxo3MnTuXKHBNn4ce2oG2ba0+Q2k/6ieSdLT3u0IFeOSRNAYOhJdfhiuu8F/Z6RVF\n3StrO/m2zzsPnnsOunXTF92TTvIkO67ps2XLDmzdmkb16rbsLEtlZ3i6bVstO59+Oq1APIsYy04g\nsp6yXcaY8oAAGGMOAfIiPYEx5lXgE6CZMWalMeZKEdkD3ADMBr4DXhORmIeaN20a65GWVKFcOXj6\naYJdxvD3356eLi7NWyyFCQR0UPBYdwIyu6bPww5zJT+WFKRaNR3PM3iw9k64hC07LTHTo4f+z597\nro7D9QDX9LlhAzaIVxnnrLOgVy944gn3bEZSKXsSeAuoa4x5AJgHPBjpCUSkr4gcJiIHikhDEXkp\nuH6miBwjIkeLyEMx5T5I1arxHF08MbgV+cJ2eDdrKtku7Z4YA5mZWhB26eJpxSwuzScCq83E24/X\n9oABkJurE0zHiWv6PPzwuPNSJFafibUd6z1p3FiDLPTqBX/95UpWXNNmRkZG/nU5jrPPuI1Y06Hv\nbtkryqYX9vf3eaBC6V69oH9/h65ddeLw4vIb4zxQrunzzz+96RAIv85Usl3Wys4QI0fCjz9CTo47\n+Yl0TobmwHXB5dho4+57uRCcL8IL/DI3grVdkLw8kWuuETn1VJFNmyKzTfTzmcSteavNxNr22r4b\ntidMEOnUad/1ydLn7t1xX1KR+P13sLYLctddImecofPwFMaWndZ2Mmx37iwyZkzJ+0SrTXFRn507\ni0ybFtOllYgffwtru2QWLBA57DCRHTsKro9Fn5H0lAFUAcqjPWuVo6/6eYtXLWqBYGQWL1qQQn6s\nXtgPx237hc+RjPs9d67D2LGQlgannuowY0bx+8fRouaK5q02C6bDSTX7hc8Ri71DDnH45htYskTT\nWVlZ+UE2osQVffbvb/UZng7Hj/rx6n7fey/s3OnQu/fe7ckuO73CD+OnrO3SGTVK3Ws3b3Y3P7ik\nz7lzM9i2zQH89SyXlLZl575pN+739u0Odes6TJ6s6TjKzogmj74HuBh4Aw3WcQHwuojcH9MZXcbO\nBVV2EYGBA2H5cp0UtUIJYWuinADVFc1bbVqK4u67YdOmgnODWX1aks3GjdCsGXz8sc69FMJq05Is\nLr9cXQSLa7eKdh4oN/VZp47w++86rMJimT4dhg3T8bkhTXgyebQx5gfgRBHZHkxXBnJF5JgSD0wQ\nxhhJT08nIyMjv8YLyZu/INJ04XO4aT83t+zMF/Hhhw633w6tWwcYOxbmzt03v7m5uYwfPz6aFwtX\nNG+1uW/aS22mivabNg3QsiVMmOCwdGkuGzdu5N5777X63M/16beys6h0djZUqBDg+eeTX3Z6VSlz\nnL09Bta2v20vXw4nnwyLF0Pduvtuj6FS5po+69VLZ+JEW3aG0mW97MzLg2uuCfDcc/Dll9GXnfmU\n5t8I5AA1wtI1gDnR+knGsqDdzAuB80rYpwRPz/jwux+rta1s2iRywgkiWVnF70MUvr1uad5qM7G2\nvbbvpu1evUTGjt2btvq0tv1ge/16kZo1RX79de86q01rO5m2MzNFrr226G3RaFNc1uett8Z1WcXi\n59/C2i6ZsWNFLrhgbzpafYpIRPOUbQK+M8a8j4YRPQf43BjzZLDkvDHyKmDUDAEmlbZTRkaGJ629\nXrUoJCIdwm37oXVe5D+e+z19eoD27WHrVodTTy3YwhJD5B7XNG+1mThtppL2r78eMjIcduzIZdOm\njUSJ1aeH6RB+1k/htJv3OyMjwOOPQ8OGyS07mzZtSocOHWjcuDHr16+nadOm+S3xoUiEsaQDgUBc\nxyczHfqt3LYfmvzWi/zHe7/vvBMaNcqiRg0455w0HMfh3XffZcOGDcSAa/r89NMMHMeWneHpEGW1\n7ExPD3DPPXDnnVmsXh1bxMhI3BfTS9ouIuNLOf4FoDuwTkRahq3vCmShgy1fEJFRhY7rBNQGKgHr\nRWRGMfaltGuwlA0++wzOPx/efx9OPLHgtijHRcSl+TA7VpuWIhGBFi3gqafgzDOtPi3+YdUqaNlS\nwzzXrp08bXrlWmvTqZe+6iqHn3+GnBxNx+JaC+7qc/Fi4dhjIz2zpaxw++2wdavOXRbLmLKoutVi\nWYAOQBrwddi6csBPQCOgIpALNA9u6weMBl4AHgfeA94qwX4MnYyRkSpdptb2XiZPFmnUSGTbtoLr\niaEbOd7FajOxtr2277btp58W6dlTv1t9Wtt+st2/v8jw4frdatPaTrbtLVs05Pj//ldwfTK0KWKn\nE7G2i2fVKnUB37gxNn2Wi60uGFWlbx5QeFrKNsCPIrJCRHYBrwE9gvu/IiI3i0h/ERkE/Bd4zut8\nWvYPLr5YeyDGR9TeZbEkj379wHHg11+TnROLpSC33gpjx8KWLcnLg1fTiaRqOtyV1G37ubm5Sb++\nktILFzp07uzw8suajifkuFuUL5/U01t8yuGHw7nnwvPPx3Z8JGPKvOBwIPxVZBVaUdsHEXm5NGMZ\nGRk0btwYgBo1argWpSWV3SZCuG0/tM6L/Lt1v885B0aMgNWrHVauXE4ysdpMnDZTSfuO45Cdnc2h\nh8JllzUmWVh9pqZ+CqfdvN+h75UrL+fMM9nvCL9XXtj2irS0tJS07db9PuMMDTk+enT8eXIDW3ba\nsrO4snPTpuXccw8xUWKlzBhTHhglIoNjM584Ct9cS9mlRQto2DDAiScGqFUrusHqXmjeatNSmFBh\nXr9+Lk8+GXmgD6tPi9eE9LB5cxbPPJPcstNiCdG4MVSpAgsXxna8LTstXhPSQ1ZWFp9/nsvWrdHb\nKLFSJiJ7jDEdYs1gCawGGoaljwiu8xVePmjhtX63yc3N9dS2V61qbt1vY+C222DkSOjTJ7pjPdS8\nq1htJt6+F9qvWxd69YJXXolsf6vP1NVnKpSd4TRoADVqwLZtke3vtjazs7Pzvxf+TeJJF6Uft9Ih\n217YD/+N3bZfeJ1f73evXvDGGzBqlEZpHB/FOAVbdtqysyi8ut+nnQZTp0Z/XCTui4uMMe8ArwP/\nhFaKyJtRnMcElxALgabGmEbAGqA3EOXrs8VSPP/6FwwdCj//HNPhbmjeYomIJk2iPsTq05IQ2rSB\nt9+O6hDXtOnVdA1epkN4YT/8pddt+yFvkmTfv9LSvXoFuPRSqFcvi6++iinkuC07LQmhevXYjouk\nUlYJ+BM4K2ydABGJ2BjzKhAAahtjVgLDROQlY8wNwGz2hsT/PpqMJ4LCrVNu2/aKsu57DjoId/Bg\n9T9vU+RoxRKJS/OJwGoz8fa9znsUWH16RKrqx6v7XaNG1Ie4pk2vespK6yXya7qka4g3HZofzAv7\nbt5vEdi9G84+O5Obb46upyyILTs9wpad7lBqpUxEroznBCLSt5j1M4GZ8di2WEqiXz8YNAiOPjq6\n4+LVvMXiJVafFr9itWnxEmOgZ091YWzZsvT9C2P1afE75UrbwRjTzBjzoTHm22C6pTHmLu+zlny8\n9u31imgCW/jJttv3pFIljdj07bfRHZcKmrfaTLx9r/MeKVaf3tlOVf34paXXTW16FRI/9N0te0XZ\n9MJ+VlaW6/kNkZWV5cn9CP/ulr1evWDcuNhC4tuy0zvbtux0idImMgPmouHqF4Wt+zbaCdG8WrCT\nTFrbJbBhg07kRxST+LmleavNxNr22r6Xtq0+rW2/2rbatLb9ZHvPHpH69UWWLIlOm2L1aW0n2Ha0\n+hSJbPLoKiLyeaF1uyOs8yUEr1rUQr6mXrQghQ9gddt+OG7bL3wOv9/v8eOzqF8/gyhxTfNWmwXT\n4aSa/cLncMN+VlYWw4cPJ0qsPl3ObygdTirox8v7HeMEvb5/X/ByXI217b3tcuXgwgvhzdhGgdmy\n0+X8htLhuG2/8Dn8fr/jmdzcaGWuhB2MmQlcD7wuIq2MMRcB/UXk3JjOGGnGjOkI3Ad8B0wUkY+K\n2U9KuwZL2eavv6BWLYOImNL3dk/zVpuWSDHG6tPiT5KlzfT09JSLvmjTiUlfe20WkyblsmHD+Ii1\nCbbstCSWaMrOfErrSgOaAB8AW9G5xOYBjaLtkot2Ac4AZgAvAk1K2C/aHsWISdUuU2t7X4jOBccV\nzVttJta21/atPiMnVX8Ha3tfrDatbb/Z3rVLpE6d6N3DrD6t7UTajlafIhG4L4rIMhHpBBwCNBeR\nDiKyItJKnzHmBWPMOmPM14XWdzXGLDHGLDXGDCnivB+JSDdgKDCipHN41Y2cm5vrerdmKB0auOiF\n/SlTprie3xBTpkzx5H6AN/c7lm7keDUfjtVmwbSX2vTavhfaj8V90eozNfVpy05/kKoBCaztvVSo\nAD16RH+cLTtt2Vk47ZeyM5/Sam3Az8B/gYHA8dHW+oAOQBrwddi6csBPQCOgIpCLPiAA/YDHgfrB\n9AHA5BLsx12bLY5hw4ZZ2/uJbaJr7Y1L82K1mRTbXtu3+oycVP0drO19sdq0tv1o+913o++JsPq0\nthNpO1p9ikQW6OM4YBxQG3jEGPOzMeatSCp8QeXOA/4qtLoN8KOIrBCRXcBrQI/g/q+IyCCgnTHm\nP8B4YEyk57NYXCAuzVssHmP1afErVpuWhHD22TEdZvVp8TWlTh4N7AF2BT/zgN+DSzwcDvwall6F\nVtTyEZG3gKQ+LMuXL7e29xPbUeKF5l0lVX8Hr3/jVM57FFh9WtsJsx0lVpvWdkJsH3BATIdZfVrb\nCbMdC5FEX9wKfIO6FH4gIn9GfRJjGgHTRKRlMN0L6CIi/w6mLwfaiMiNMdi2IXAsESGRRxCLW/NB\nO1abloix+rT4FatNi1+JVJtg9WlJPNHoEyKrlPVAx4W1AXYCnwAficiHEZ9k30pZO2C4iHQNpodq\n3mVUNJm3WLzADc1bLF5h9WnxK1abFj9j9WnxO6VWyvJ3NKY5cC6QCRwqIpUjPokxjdFKWYtgujzw\nA3A2sAb4HOgjIt9Hk3mLxUvi0bzF4jVWnxa/YrVp8TNWnxa/UmqgD2PMG8aYn4AngKrAFUDNSE9g\njHkVbY1oZoxZaYy5UkT2ADcAs9HJoV+zFTKLX4hX8xaLl1h9WvyK1abFz1h9WvxOJO6LrYFFwYqU\nxbLfYzVv8TNWnxa/YrVp8TNWnxa/E0mlrCJwDXBGcNVc4D/BUPYWlzHGDAM2i8jjPsjLS6jb6ZvJ\nzksisZovHqvP5GP1WTRWm8nHarN4rD6Tj9Vn0Vht+odIQuI/g07w/HQw3S+47iqvMmWJH2NMedsa\nFDNW8x5j9RkXVp8eYrUZF1abHmP1GRdWnx5itRk/kUwefYqIpIvInOByJXCK1xkrSxhj7jTG/GCM\n+Qg4Jmx9E2PMTGPMQmPMXGNMs7D1C4wxXxlj7jPGbA6u72iM+cgY8zY6Vg9jzGXGmM+MMV8aY54x\nxpjg+nOMMZ8YY74wxkwyxlRJ/JX7Fqv5MKw+fYfVZxCrTd9htRmG1afvsPoMYrXpTyKplO0xxhwV\nShhjmqAT71lcwBjTCrgEaAl0o2AB8SxwvYicAtyKtuiADlIdLSInohNvh/ugngTcICLNjUYYuhRo\nLyKt0MkSLzPG1AbuAs4WkdbA/4BbvLrGFMRqPojVpy+x+sRq06dYbQax+vQlVp9YbfqZSNwXbwVy\njDHLAAM0Aq70NFdli9OBt0RkB7DDGPMOgDGmKtAeeD3UyoB2uwOcCvQIfn8VeCTM3ucisjL4/Wyg\nFbAwaKMSsA5oBxwHzA+urwgs8OLiUhSr+b1YffoPq0/FatN/WG3uxerTf1h9KlabPqXUSpmIfGiM\nOZq93Zs/BH9Ii7eUA/4KtjQUJryFovBs4f8U2jZeRO4M38EY0x2YLSKXuZLT/Qyr+Yiw+kwSVp+l\nYrWZJKw2I8LqM0lYfZaK1WaSiWSeskrAdcBwYBhwTXCdxR0+Ai4wxhxojDkIOB9ARDYDvxhjLgrt\naIxpGfz6KRBa37sE2x8CFxljDgkeX9MY0zB4/GmhbnxjTJVgQWXBar4QVp8+w+ozH6tNn2G1WQCr\nT59h9ZmP1aZPiWRM2cvA8cBTwJjg91e8zFRZQkQWAZOAr4EZwOdhmy8H+htjco0x3wL/Cq6/GRhk\njMkFjgI2FWP7e9SHd7Yx5it0su56IrIeyAAmBtd/QthAz3ATcV5eqmI1H8Tq05dYfWK16VOsNoNY\nffoSq0+sNv1MJPOULRaR40pbZ0kcxpjKIrIt+P1SoLeIXJjkbO03WM3Hh9Wnt1h9xo7VprdYbcaH\n1ae3WH3GjtVmYogk0MeXxph2IvIpgDGmLfCFt9mylMLJxpgxqO/uX8D/JTk/+xtW8/Fh9ektVp+x\nY7XpLVab8WH16S1Wn7FjtZkAIukp+x7tYgxFVmkI/ADsBkREWhZ3rMWSiljNW/yM1afFr1htWvyM\n1afF70RSKWtU0nYRWeFqjiyWJGM1b/EzVp8Wv2K1afEzVp8Wv1NqpcxisVgsFovFYrFYLN4RSfRF\ny36EMWazMaZxsvNhsRSF1afFr1htWvyM1afFr1htRk7ElTJjTBUvM2IpiDEmzxjTJE4bOcaYAoMx\nReQgEVkeV+YiO/d1xpiFxpjtxpgXI9j/ZmPMGmPMRmPM88aYimHbahpj3jLGbDHG/GKM6eNt7vPP\nazVfDFafVp9+xWrTatPPWH1affoVq83kazOSyaPbG2MWA0uC6RONMU97njNLiX6lxpjyicpIjKwG\n7gNeKG1HY0wX4DbgTKAROgfGvWG7PA1sBw5B59B4xhhzrNsZDsuP1XzpWH3uxerTX1ht7sVq039Y\nfe7F6tNfWG3uJaHazEdESlyAz4AGwKKwdd+WdpwfF+AI4A3gd+AP4MngeoNOdrccWAtkAwcHtzUC\n8oArgBXBY+8Is1kOuAP4CZ1MbyFweHBbc3TivD+B74GLw457CZ28cDrwN7AAODK4bW7wnFuC2y4G\nOgK/oiJaA4wHagDTgnn6M/j9sKCN+9GIQluDNkLXmgc0CX4/GJ1M8XfgF+DOsPylAx8DjwAbgJ+B\nrjHc8/uAF0vZ57/A/WHpM4E1we9VgB3AUWHbxwMPeqiTpGje6tPq06/6tNq02vSrNq0+rT79rE+r\nTavNqPIeiYiDn+Ei/srrjHnwYJQDcoFHgUrAAUD74Lb/A5YGH4QqwQfo5UIPx7jgMS3R2vMxwe23\nAl8BTYPpFkDNoJ2VwYfKACeiD2TzsIfjD+DkYN4mAK+G5Tcv9LAE0x2BXcCDQEXgQKAWcGHwe1V0\nhva3wo7JAf6v0H3YE/ZwvAy8FcxrIzQ07JVhD8eO4L0xwEBgdZidIcA7Lj0cuRQsOGoF81kTSAO2\nFNp/EPC2h1pJuOatPq0+/apPq02rTb9q0+rT6tPP+rTatNqMWjMRXNwUoD3wZfBHGQy85nXGPHg4\n2gHrgHJFbPsAGBiWbgbsDIq2UfCHqh+2/TPgkuD3JUD3ImxeAswttO4/gL0DbQAAIABJREFUwN1h\nD8ezYdvOBRYXejiaFHo4tgMVS7jGNODPsHRRD0ce0CR4bTsIPuTBbf8G5gS/pwNLw7ZVDt6HQ6O8\n75E8HD8BncPSFYL5bAh0AH4rtP9VoXx6pJWEa97q0+rTr/q02rTa9Ks2rT6tPv2sT6tNq81olwqU\nzkDgCeBw1F9zNnBdBMf5jQbAChHJK2LbYWgXcYgV6A9UN2zdurDvW4FqYXaXFWGzEdDOGLMhmDZA\nebSVIMTaYmwWxx8isiuUMMZUBrKALmiXsgGqGWOMBFVUAnXQa1wZtm4F+jvvkz8R2WaMMcE8/l6K\n7WjZgnZph6iO+jZvLmJbaPtml/MQTjI0b/VZEKvP4km0Pq02C2K1WTy27FSsPpWyrk+rzYJYbZZC\nqZUyEVkPXOZ1RhLAr0BDY0y5Ih6Q31Axh2iEdtmuQ8Vfmt2jgMVFrHdEpEvsWd6HwoK/BTgaOEVE\n/jDGnIi2AJngviU9IOvRa2xEcNBr8PtqF/MbKd+h3exTguk0YJ2I/GWM2QFUMMYcJSI/B7efGDzG\nE5KkeavPglh9FkMS9Gm1WRCrzWKwZWfMWH0q+5s+rTYLYrVZCpFEX2xmjPnQGPNtMN3SGHOX1xnz\ngM/RgYoPGWOqGGMONMa0D26bCNxsjGlsjKkGPIB2aYceIlOC3eeB+4wxTQGMMS2MMTXRgZTNjDGX\nG2MqGGMqGmNaG2OOiTC/a9Hu3pI4CNgG/G2MqQUML7R9XXE2gtc2GXjAGFPN6Ez3NwOvRJi/EjHG\nlDfGVEJbaSoE73dxkXteBvobY44N3ru70G52RGQr8CYwIvi7dQDOdyufxeQ9GZq3+gzD6rPEvCda\nn1abYVhtlph3W3aWjtUnZUafVpthWG1GQAS+mXOBNiQ+mtKRqPAmu2jzCHSA4Xq0KzQruD4UBWcl\nKqjxQPXgtpBvb7kwO3MI+syyNwrOMjQKzmfsjURzNPqQhKLufAC0DG57CRgRZrMjsDIs/W+0JWUD\ncFHh7cF96qP+u5vRVoerw/OK+jP/gEbICV1r+IDLGqjIfke7kAtHwfmo0PnCj70dmFHCvR6G+ufu\nCVvuCW5rgEbmOSJs/0y0QNgY/N0rhm2rGfzdtqCRii71WHvJ0rzVp9WnL/VptWm16VdtWn1affpZ\nn1abVpvRLCZ48mIxxiwUkVOMMYtE5KTgulwRSSvxQJcwxkwWkUsScS6LBZKveYulJKw+LX7FatPi\nZ6w+LX6nVPdFYL0x5iiCfqLGmIvQ7tiIMMa8YIxZZ4z5utD6rsaYJcaYpcaYIVHl2mLxlrg0b7F4\njNWnxa9YbVr8jNWnxddE0lPWBHgWDSP6FzrZ22UisqLEA/ce3wHt/ntZRFoG15VD52c4G+0qXQj0\nFpElxph+wEnAIyKyxhjzuohcHNPVWSwxEK/mLRYvsfq0+BWrTYufsfq0+J0Soy8GK0+tRaSTMaYq\n6jMaVUhIEZkXHMwXThvgx9CDYIx5DegBLBGRV4BXjDG1jDHPAGnGmCEiMiqa81osseCG5i0Wr7D6\ntPgVq02Ln7H6tKQCJbovikZKuS34/R8XBXw4GrozxCoKzlOAiGwQkWtE5GhbIbMkCg81b7HEjdWn\nxa9YbVr8jNWnJRWIZPLoD4wxg4FJwD+hlSKyofhDEocxpmT/S4sliIiUFGI2HFc0b7VpiQarT4tf\nsdq0+JUotAlWn5YEE6U+IxpT9kvR55HS5jIIt9EImBY2pqwdMFxEugbTQ4M2o+4RM8ZIeno6GRkZ\nBAIBHMcBIBAIAMSVzsjIICMjwzV74ens7Gyys7NdzW8o/dBDDzFr1qxit2/fDuvXB3j7bZg50+HI\nI+HyywPUqwcLFzps2QI1awZYuxbmz3f44w9ISwtw8smQk9OV668fSr9+AapVc+9+eHW/s7KyyM3N\nZfz48RE/HG5oPmjHapPotBmenjnTYckS2Lo1wLx58NFHDvXrQ/fuAQIBWLdO92/VKoAIzJvn8PTT\nD1Gv3iy++gqaNXPo0AEefDBA1arx579r164MHTrU1fuRm5vLxo0buffee5Oiz6OOOorrr7+ezMxM\nsrKyAMjMzASIK52RkUFaWppr9kLpdevg449zad8+m+nTs1i7FjZtyuTAA6FixSyqVYNjj82kQgX4\n9tsstmyB7dszKVcOypXLomJFOOSQTCpVgt9+0+2nn55J+/awbl0W8+e/ymuvfU5eHrz8sp7/+usz\nqVMHnn02C2Niz3+bNm3o27evq/fDy/t94YUX8s033/Dzzz/bsjPJZecbbzjceedDpKfPYtcu+Okn\nhz174KijAhx8MPz2m0PVqnDKKQG2boXPP9f/8dq1A1SsCJUrOxx3HPToUbR9L8q2UNov/+tg9emX\n/3Y//PeG0n7SJ0TQUyYiR0ZjsBgMBSfCWwg0DVbW1gC9gT4unMdSAtu2wZQpMHEitGsHvXpB375Q\nsyYEtUSj4Oi/UNpxYOtWqFYNvvgC3nwTH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hoaEjkfha9951tfX29l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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "land_windows = pyshtools.SHWindow.from_mask(land_mask.data, 30)\n", "ocean_windows = pyshtools.SHWindow.from_mask(ocean_mask.data, 30)\n", "\n", "fig, axes = land_windows.plot_windows(20)\n", "fig, axes = land_windows.plot_powerspectra(20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To demonstrate that these windows actually concentrate their power over the land and oceans, we next plot the cumulative energy of all windows that have concentration factors greater than 0.99. In this case, because the surface area of the oceans is larger than that of the land, there are many more ocean windows than land windows." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "k_land = 83\n", "k_ocean = 433\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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mcGh6AWfcJl1wGB6ucePVE6x5k2xOlandsekszMBKGrYqyvEe6JFNfD6q+Ihy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\nXGNuZpPm2Q6VzpCwN0ISbYGMPZ8oCBhUq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k_land = land_windows.get_k(0.99)\n", "k_ocean = ocean_windows.get_k(0.99)\n", "\n", "print('k_land = {:d}'.format(k_land))\n", "print('k_ocean = {:d}'.format(k_ocean))\n", "\n", "land_energy = (land_windows.get_grid(0))**2\n", "for i in range(1,k_land):\n", " land_energy = land_energy + (land_windows.get_grid(i))**2\n", "\n", "ocean_energy = (ocean_windows.get_grid(0))**2\n", "for i in range(1,k_ocean):\n", " ocean_energy = ocean_energy + (ocean_windows.get_grid(i))**2\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(10, 5))\n", "axes[0].imshow(land_energy)\n", "axes[1].imshow(ocean_energy)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, let's construct a pathological function that has different power spectra over the oceans and land. In this example, we will make use of the same grids that we constructed for our demonstation using spherical cap localization windows. In particular, the land mass will use the grid constructed from random coefficients with a power spectrum that followed a power law of exponenent -2, and the oceans will use the grid constructed with a power law exponent of -3." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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XQHl0fDInz2/tiD2mjHrYfMYC452zDh5V47aPB+Xa8IUVwRam3AZCHLazrHpN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\napK0piolAdc5T6sVE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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grid_earth = grid_north.copy()\n", "grid_earth.data[topo.data<=0.] = grid_south.data[topo.data<=0.].copy()\n", "\n", "clm_earth = grid_earth.expand()\n", "fig, ax = grid_earth.plot_rawdata()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we calculate localized power spectra over the land and oceans, as well as the expection of the windowed spectra. For demonstration purposes, we will use the same number of localization windows for both regions. " ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[None,\n", " (1e-08, 1.0),\n", " ,\n", " (0, 170),\n", " ]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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fIElEmmXa3ht4H+sJ62kiMuGa43oClYASwHERmZ9N+S6/KzR79mzGjx9PZGQk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\nrv3L869/QUiIe9qpPIMO3qo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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mtse_land, sd_land = land_windows.get_multitaperpowerspectrum(clm_earth, k_land)\n", "mtse_ocean, sd_ocean = ocean_windows.get_multitaperpowerspectrum(clm_earth, k_land)\n", "\n", "power_land_biased = land_windows.get_biasedpowerspectrum(power_north, k_land)\n", "power_ocean_biased = ocean_windows.get_biasedpowerspectrum(power_south, k_land)\n", "\n", "degrees2 = np.arange(ldata+land_windows.lwin+1)\n", "degrees3 = np.arange(ldata-land_windows.lwin+1)\n", "\n", "fig, ax = plt.subplots(1,1)\n", "ax.plot(degrees, power_north, '-k',\n", " degrees, power_south, '--k',\n", " degrees2, power_land_biased, '-r',\n", " degrees2, power_ocean_biased, '--r',\n", " degrees3, mtse_land, '-b',\n", " degrees3, mtse_ocean, '--b')\n", "ax.set(yscale='log', xlabel='degree', ylabel='power', xlim=(0,200-land_windows.lwin), ylim=(1.e-8, 1.))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As with our example using spherical cap localization windows, the localized power spectra (blue) over the oceans and land match closely their theoretical expectations (red). Both of these are significantly biased from the unwindowed global spectra (black) at low degrees." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }