{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Multitaper Windows - Class Interface\n", "\n", "The SHWindow class provides an interface to compute window functions that concentrate energy spatially into a given region and within a given spherical harmonic bandwidth. This allows to generate a coupling matrix that couples degrees over a range that is as little as possible.\n", "\n", "As an example, we would like to determine the spectrum of the bathymetry of the Earth and compare it with the land spectrum. To this end, we generate window functions that are separately concentrated over the land and the oceans. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "pyshtools 3.3-beta -- Tools for working with spherical harmonics.\n" ] } ], "source": [ "%matplotlib inline\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from pyshtools.shclasses import SHCoeffs, SHGrid, SHWindow" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "image/png": 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mmP1sJMHhpYx+xXLTZ/2XAeZ1wJPTElkwLczCy52W5MyBHeXP9vF97gSHq2uh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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Read Earth topography example data.\n", "infile = '../ExampleDataFiles/topo.dat.gz'\n", "topo = np.loadtxt(infile)\n", "nlat, nlon = topo.shape\n", "lmax = nlat / 2 - 1\n", "land_mask = (topo > 0)\n", "ocean_mask = ~land_mask\n", "\n", "# Plot the land and ocean masks.\n", "fig, (col1, col2) = plt.subplots(1, 2, figsize=(13, 5))\n", "col1.imshow(land_mask, extent=(-180, 180, -90, 90), cmap='viridis')\n", "col1.set(xlabel='longitude', ylabel='latitude', title='land mask')\n", "col2.imshow(ocean_mask, extent=(-180, 180, -90, 90), cmap='viridis')\n", "col2.set(xlabel='longitude', ylabel='latitude', title='ocean mask');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Optimally concentrated window functions\n", "\n", "SHTOOLS provides a method to solve the so called *concentration problem*, i.e. to find a window that is optimally concentrated in a given region with band-limited coefficient energy within a range of degrees up to and including *lmax*. The smaller the region, the larger *lmax* will need to be to allow for a good concentration. Because the oceans span a larger region, *lmax_ocean* can therefore be smaller than *lmax_land* while still getting well concentrated windows. The *concentration* value that is indicated above the plots gives the proportion of the energy of the window that lies within the original region. The localized power spectrum is a (possibly weighted) average of the individual localized spectral estimates using these windows." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ocean windows\n", "kind = 'mask'\n", "lmax = 7\n", "nwin = 10\n", "Taper weights are not set.\n" ] }, { "data": { "image/png": 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5DImYPxHC4nyGauvZ6kLMfn4AAjIA/GUEnFRLDmhDZAoKYtIoQqcKbepxWI6I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\nsNkbyztDCi5v89/Kvd4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XJVyUwUgbSP7d+Vgn7ZlqCXtz1uIOUj/H3MD0keYWUQPJCP7K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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "land windows\n", "kind = 'mask'\n", "lmax = 11\n", "nwin = 10\n", "Taper weights are not set.\n" ] }, { "data": { "image/png": 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QLb3HObXHxuSQ1eMRq0dDekcT9AHofcxxDExATwpto5iBQA9YLcIGU+KQR5JD\nsUIQGJ3CyJYxjFni6JNTm/dF/dtyZsMzIGOiJizzTN0QQX++lq8KusmdMyOE0InTTsu3z1g1TTvH\nOgLmp8snGML53eSd871hloi56az1kPmErPjuShYeMRuADDMIyl06QGGu13mo/HK0mH47Uc1/0/II\n8whznfq8rKi53+I+Bt49QmTMwjc1NF2zqKtBLoF5UF1KHWwN8eESijoyhvecSzrcr+oPKsb5X9eq\nNLUSNoSUZhlrButB2Ie1GNYkbIJ8IkM+nhM8nrG+cjgNK90B/e6IfmdIFCWEMicIchCQqohUhSR5\nzHC8wmDSZzhe4XCwxlER8lsh+rpE3wjgDnAgjbIyUKBCUJGZVzYtE7vhhOs1fPDf113VqjpPrIrq\n1arny7WcWpXXouym3Pz41mv3aH83dUnNZeLH5b65vGPWWrk8hJcfV7mapVh46fCHgrmLIriT0W3c\nseOdsJ6onIAxPQ50glQKlUjjCbsFvK7hblKGbFSGQEBYzIfsdmFlFVZWYDtCHwSooSafxCRbXUbn\n+hx37VCgYWG1rnpLm8rdTsY/6cbfTaVdp+jMI9yLlOEmRXw+jZ+Vfz9ts6i243r6azYlVirrQtWY\n0Pw+n3DOUjpZqak+OWmilwKKlREzwixHpjlioo1zfwgcA0dUiFl2AOkhpAeQjGCcwiSBNINMQ66K\n3q+YkouEKIFoCFEMvQH0j6B/AOERMAKdgLDNZYAxjglNEClnaQXTBuGUtr+wwvxvtjwWGQfqpARm\ne1Dbhs6mzW0F62XWPbuc7Nt7zVvqvna1dEwMJTlSNWmqHt0n3TK3Uuc/4QZJ7jznmrpsy1IlY6vZ\nMWvjAWvjASuHIzq3E4LbOfo2pHtlyFNjA80zM+ugG0AnhGANQ/C3mY4eoA9aQaZCJjqeDg8/Yo1j\nVhnRtbPUSAmnSyH589z8Ei3/l19g9n6b8zPo9yNOTsagqkIJykE7Vt2q8/b4z1j11CU8EeUsEf+3\nS3xcFcEnaK6HrY58zVaueiLme8dc0jWronjp0QipzLB/ocz8Q10QJTtnLBfF8gDCGO0zgbaeM2Xk\na5pW+5z7exqcfNWpufa/n/9FNMIluk0Uwz/ejyw5OBMyJoR4BWP3U0Cqtf4iIcQW8PeAJ4FXgK/X\nWh/Mj8kv2Trp8UuwLueulL5dsBLvo642+DMn3XvdZ6BZauqkwNZK1yzjtgL+3DG/JhdDFKM+bARw\nMYDHNPKqmMCwAAAgAElEQVS9OeF7E6L3JJyL73Alus6V+C22w7ucC+9xLtyjLwdGMRYJWsBY9xjR\nZahXuJttcyfb5l62zY3JZW6OLzEeR+g3u6iNEN0r5p4FQCohDSGLIPVrlUvEmsrw7GFX3WvqxH1l\neHYoYr0KSGMMdWrvLAGb7dTqzlbf0ARfHbo/Ncyqxn567XCbOk9MWTJu2VnPg52TY6eB+yt/dUjo\nMmbCCIkqrLMhA71CrBOE0ujUkDFuCXgDuJ3AnYEJar8MQoLsmBBsQJwbzfdcjB5KdBqSa5jkXUbd\nPuFWSp+ho3QEtaXvnist24ZinhZ1RMx970lCGaf9ksycqx9Sqipf2lcs62RvVkkuc+Hf4yvGTaq8\nT8bc9zbXq2qO/GXG/TQbb5JXZlobMqZygixHJsqQsRHFkGzgENND3jMh34fJAQwPYTCGIwVHOQwL\nZ22CIWVClKEXGCW5F8BmB851Ie4VZCzBWJfdprwLIlIEvXIVR59mLpKB02BZMlZKT1XppnLWp23u\nl3NjKNNsW6O69/qr+9WTtjIeP1Xl71LHqCOF1dZbV9Jbfa58vin9ZW517b223s2QscExa4cDVm+P\nCF/NCV9T6DchvQujuzC6ZwYHpMXU7ZUAdARRCME54AowKV7Uw3jIckGmQybazNU9ZmU6RHxMd7ru\nbF70ne6c4ab6W+ZlFmdCvnzcLxnz1RJXXbXnUkx9tEfX++Oqbq7nyZmqTwczPNS+y5I1V9Vz1TeX\ngFkiZVHnIxDOtSYyNjMfbFFZaRAFEQsUMsiRUiEDVcmyJV26CCoX6FxO/2uFIW+U6dY+CVOyHPZo\ny9YuyOLOp7Pn5w0hdfNTR3Sb6IX/nF9GJ8RZecYUsKO13nPO/WfAP9Va/6AQ4ruB7ynO1UB7ocm/\nWIcm6agrxQeJpnfV5QtmJQLv/Ekkxq2Vflm4hMxfVt4OU4TClMrUM7YOXAHxTE7w/oz4gxM6Hxhy\njts8zis8J36Px/SbXNHXucx11vUhXT2mq8227sdilWOxyqHY4E3xGG+Kx3hLXEVmKZM05F62TnYu\ngI5AE6CVhFQYC/IA0KFdPoyyVXPz9vYRbTVdp8pXGEr4RGzecDsXdUrAPAv+vOFj9WrV7LV5z5e/\nl0O9wltec4fXuPuB1a0O5pZfSEZOQEyCQBORmvM6qywvnxGSavNPoswcMhFyrNfoqTGhyhGZhmON\nvgu8peFWCreGcOsQuA3cLEJh9qWHcWt0gE3YEmgVQBCQdyRpr8toO0WSMaJHQjxdRlw1lLD/bW3+\nT4s68rGIdDXPapkvA/MGONrn6s7VYVly6MpUtQ+sKnZ1il7TO+veXzdUc3F6ixZXm02bg1wR5Dmy\nWHtITyi9YwNM23YI7Dtk7AAOkoKjaXN5VDxmp+/YnmyNcsSYDqEbw0ZcxO16xDrAirlR9jUyU2YZ\nfZE736VeVlx5ahpmtyyWIWN1nvKqTPvtWtnONs3n8uWiqQ7YNmlempqgvDQ35duNsWkYdnmfudct\nqTr5lKjafsDeGZLSYUyfAavZgNXhkNW9If0bY2MW/yzkn4P0DgzvwNFdw7USzDELjQ1qJYboIqbr\nlRiP2DkBCeQqIFExI93niFWO9BoHxew0Y5wybbISspLH+r5xth+ZJ0NnhvshY5bsuPM63eesapVR\nFqpdmMcGNy6XjFkC1iuC+46YsjFwSZdPyHwiJphVo9381hEw1wPWVC5WrRTOURcXhAahEFIRhDky\nzI13TGqzMIwWaA1aC5SSCCVRlozpMlSSrA1RQ2N0xRxDyDKM3pgW5a2KMna/g52H6w4frSsL6f32\nFzipe6aOpN4n9TgrMmaT4OJrgC8rfv8E8AILyZgbHTQP+8O5Xvfqpnf4vxcRIz89Tcd5z7m1wSVM\nbp7r1bfZ/65XyD266XEH/PpEzD7je8yKYJMbY3r8bQgu5mxu7LPdvcV5bvHs4HM8O3iJZwcvs3V4\nh/XDPToHx+hkzJiUic4REnQ8oRtJwi5wLqB3LuHc1gGhUGgk46DDfmebQXedwUpA1gtKd/xMupsG\nELvl7B4fHNyOxR59JaFJGV2k5NmnqkOl/FW26jrhaky+UuKn0+3iqsr36ZQvnxDY8rAKhEl9ML3T\ntWtbr5KNw90DLCg0zYCcLmN6qQ0jVBqQJwFZGrImh2xEx1wM77It91njmPXgiDdXHmP/4jb7T21z\nNFmHIIbRCtwCoyFHRQ6sSTOgNGmqstOKgFgThDmxTKdL2tuVy+LCkxc4375ODSuXez4beW0iH/Ww\nKxSqouWY3W7Axun/d71efqi7Z1b+zV3md50CLGd+z5Kxes+XjdMe/evuNffoxmXz0URU3btVYVRI\niRmLnEAqCDRpHBOsmmGBYagIOopgRRFsKTgPXAL2INiHziHoAxBjCFPoZzBMIU0hSSFLQeRFyEo9\nrYshYasdCDuULK3v3FBY11VYLkNuV7fLi2CJSFlC88nsaXF/b3C9SnXy52/XXaV388lYgCKvNX7V\n04TydxNNrMuznR/p913+kPaydVBoMhSSiLSyq+GEuHgumpJJ22fkhLjLy+cEKBWgMkOgGIE6Br0P\nyR4cDeBOamYIuCbaKISkC7oP+jzoa6DfI5g8HbN/eZODzQ32ultcDy5yXV/iRnKJgV5hoFcY6hWU\nlMWwNk0gciKq+zLa0Q62RJskYfZstc6eGvfjwbCqpn29OxzQqljC+W9JgjXMWMJgC9wlP7aC23q8\nUvzuU6387tBGmxZ3KQD3t69Wu0SjLtjyUF487tBLF67KGQiIpFl9MxLoWJDHEh0Z3U6E2iyONR3G\nqAikMRJZ1VigkVohdFWfseRNI1AqJFchSofkSUhORJaHaB1M5ZxBUd42+APC/Llx/vw4t5zqFlVp\nImCnUEXPioxp4P8UQuTAD2mtfwS4pLW+CaC1viGEuDj/cfcIy+VqHg31vUP22BTmvcMe68woTelz\n73GH1dlrfppc1JFF17vmz5uycfq1yd6fe9dq8m8nXUqM0lmQsbAgY493X+cp8TmeGbzCMzdf4Zlb\nr9B984jgjRHyjRFqkJKSk+ocEUK/P6HfV8QbCb1nE7aePeRK5yYqCphEHY6iVYIY6AaM+32yXmxI\n4DRLbtrdcQFuufjl/GDJmNsB1Hm8XIXBVznqrH2+1dMfxucuPd6kxLiqZXX55WZrsUvIfHJ2P2Xh\nE1S3jOwb7TwVqyBZTxiYoXtZMXTPxhSSTcvTdtwhGV0mrKYD1oYD1kYD9ECghgI9kCRhzLh3l3Gv\nw6XeHda7h2x2D9ha3eOVi8+Sj2OO9AYMY+MQExHoPYzAW3nLKM2ZxRgU23iHIGIIgpxYJsUKenav\nsQkRyXQYpZiqX3bXMXc7aTn9f1qcRK0t1cVyhymflPjHWTLvSmad57c6dMxFvWnA3Gnt/UYupCMt\nZZhnOKgzcsy7x1eebXql996muFWxSIFAI4Uh7HkgSeKEaDUljlKiXka8mhFvZQTHygxTLEJ4CN1D\nCA4gGkB/DJsjSEeQD01QIyABUShzdv58BHQ70OtB0KOZjMUCFUqyIKyowdVV+cqydVujsyBkdeV2\nP3TPpT3uEOXZ2pRPDSHLkjF3qXh/AZtSBubXCPusm2df1gRm8Y+60inzlU0NT/ZaTjAlZMmUiBmk\nhNhdxezT0tnnKyck19IMAUsEuiBjqiBjh2O4k8CbVHXJXkHG1BrobVDXBPl7BINnulxfu8jra0/w\neucab+krvKWu8FZ+mUR1magOSd4hiHKiOCUs2sh+sc5ij9G03Q+dTb6a+sg6rWhZ0/tSOIna4KuB\nVkF31aiMKlmzXpoJhiAMi+AOYXSVfuvR7hdHS96S4pxVg6IiuEsLuOphnUrpkzB/4Q2bLzc/bjrd\nnYZc5u6qnaGAWKBjiegIVFeiuxrV0dDRiA7Q0cgoJ4hSM4RRKqRQTj0uaqTOK+c0YkrGMh2R6phE\nxySyS5JrVCLJVWDSN6QcYWVHJbhpdhcjib3gEjWfpPqh6TwsJ1MezoqM/SGt9XUhxAXgk0KIF2lm\nGDVourQoRycZoOlKqu9pmTccsukL+ERo3nMugfJJ4jxCqGvuxYmvyfSBd69tJdx3+54xS8Z06Rk7\nV3rGHu++zvv5NE8PXuPpW6/x9EuvoT6TMP60ZvQ7muG+ZozmGJAxdNYV3Y2ErQsCNTpEdyXqsmDc\n73IUrnI33CKJu4x7KxysnGPSYw4Zc000TeX89mHeEMQ6VaNs4+qUAn9Dz/nzqupok69I1VG6eem0\nhGxZWCXHV46b1KxS2aNQSiS5Q1isVTcrykAjS0UXRUwCGDLW0WNW0iEbwyO2Dg8QBxr2hVmhLhLT\n5b3vbdxkPThga2WPldVjsosd7skLphG+GcFLIaUZ0veMQdkTFXmpeMYyIpFMvWJ2WfN4OnMsn5aB\nVfGbvvFpcVKF2fcP2TjqVcxmVdbfpmFW1Z01G8yLTRWUrFRa9UK5r4Ov0C1XJrr4Sgrd8N5qXKIw\nIJRzSXNpyFkSJMTRhM5KQiefQAJBkhul6rgMwSHIw8I7dgj6GPSR+c1heZwqcNLr67sgV0D0gTUQ\nVomzZKwgZCoyaTPeEldRtySk1B5d37z9hqdBExk7uUe4/BpW5koalU1rVuDVPVfJr293y3bSNWP5\nZKwqC03nmT5bl3+/vQTrifV7AZcmqynpt/NmfYJp52TlhTyaodrRdCi4UgHaesbGoI4g24dkH45z\nuJPDW5T6fQSsB4VnrDDIqmuC/DnB8NkON+RFXgye49PifbyZPsab6WO8lV4lz0JUFqDykE4+pi8H\n9KIBaxyxweF0SLbADDl3y80tF7dlaqq/Z+ATo3jxye8vLTYGrmfMHd5nvUl2uOKIsv5PnIATpyVj\nKxgDy4TqnDP7zpiqZ80lUvO8YpZYuF4gX4W276nz6o2LfLgkzS2XCLMnbQd04Vk1bZIu2yalCXVi\nvGJxhgwUkUyJREooMyJdmo3c4Mr8ZLqZSBcpFDqRZDIm15SesSPKYeFHVMmYOzfPtpWux8xl/a5n\nrI6ALZxHtzzOhIxpra8Xx9tCiP8d+CLgphDiktb6phDiMsWgoHr8sPP7w8BHnP/zcigafteRmLrh\neT4ZqzMn+EFTHW7oDxO0R+U9o1k+L64HzE2T6w1zB+zinHelxGqQdeut+nEV5aEApR2OqAl0TqRT\nMxwrndAZJsSHKeODjMkhHB7B0bFpZwZAGMGa0CgBsquNZVfn6AhEoMmDgInokOYR+ThAHwuz39gQ\nmGjIlFnWSdWZY5q+ufv714Bfd/J6Ovzs7q9PO4z37Fzm+Z3LM4qoSUG9Jb6JiNXRJ38Qju8d8+Er\nvLNoIvl1RoDFnZ+R4vqtYctzpeelrBF2yQo5tWTb/bhKRSuaWnRLMlOSFoEm0IpgkhMc5QR3FdzU\n6BugbhYr5vZNYHPA2vm7XLkgUWsBY71CHoVEl1MOntng8GCDg2QDjlbh+KJZRSHPgQB0ANEWdDeg\nFyEuKcJnUoInMjpXxqxvHbDV22Obu2yyzyrH9BjRYTL16FmvGJSelBzJp1+4zYsv3Gr8nifFj+++\nMf39oZ11vmBnY0ZJ9L9P3dEl5XUqZ9XmX8qNjcHCyIc7TwTn3iZltrxmn3GfOxma+oHZ+lkqtiAb\nSmU29mqZaQSZMIrvhI6RVlEo10IRogilIgwVSkpULFG9AL0i0BsCPRQw0MihRgwVwVARDlKi44xw\nmBGPE+JxQjQxG0pHOiXSGTLU05XWxCpmeftN48nIz0vUpiRbDRh3O4xDswefncvjrmxnS9/WyX/1\nwj1+64W9Srt2v/jU7i9Pfz+18zhP7TxRvHNW0S5NiHWtZT3KO60PXlBuGK5q32Ofa46v2eRn73HL\nxcpANZ7ZlJdkrEo8yqGGxghhcwIUrX5eeY9L26zBSiPMVhtIUiKOGNNlZFaZjRJWVkZsnDukc2EM\n5zVyG8I7sDKG7RFMJhBFZdi6Iug8IUmfkNx5zxp3Htvm1so2byVX+dz+s7y0/yyvHj3Fnck2e5Mt\nBpM+WgZoEZjjhoRtQb4dIlegE6b0oiEqkEW+SuLs7sfo9pdl/SvL8NUXXuG1F16dXj01fmy3/P3B\nHfjQjv0wFC8pj76qp73zdftyuUq8VbnswAt3+JyNM6GqmoqaeK3d0CUL0ntHHSHzu3xf9bXPu4uN\nuERs5ITECcU8LqDcptaSHUvG+gJWdeHtE+iVAJWGZLlGdEBGGhkbmRDCeE1jkUznhsckFfmw3uMc\nSUqMzHLESBvStYdhGrcxoxCsUcvNc5fS+2i9e3ZwjP897Xf01eu6RulfvgC/8ULNheVwajImhOgD\nUmt9LIRYAb4C+BjwM8B/CPwA8E3AJ5pj+da6mL1jYwoazrtSWEfE/PUu/aa4joi53ij3v38fzvll\n0lp33h/aaNPlkyj3uj8D0cL6tP0yceLROSgFQpeV0Va4DIQqqkOGIUwDSMdwlMLdYgSONeJ2gHMK\nsmIlGw1mpfquYBKHDIMuR6wxyFaYDDuoPWkq0ZGGkTZ7PuUZ6OmUYqrfa5EZ4iNFsPf/yJx7F+Or\ndz8IuIqYuyrZbKfgW9ObiJhriV0muKhTpOfbbmftvT5hWgQ3t/btpT25VDjK+EvCGjhXQrJi4E3k\nLAhvVJIENTPH2R1KJTEr1YlDDbdBvQ75K5C/aubZTGJIIkg3UuIrR1y4pOlcytEXAzoXJmxc2OOV\nZ5/lZZ7mYH0D3lyDty7DW11IiuG8WkK/D9sbcK6DvKqIn5/QfW7IyrVjttbvst27wwVuFxs/H9Jn\nSFwMUxSFjNbNCHnPzhWe27k6/VI/+7HfXLL06/HNu9cqX9GXF9/63ETE3CfNefO0dK77sqCwxMt9\nUxOl0TNnq1LpTuc/ubI1T4qb8j77jE/WZp+xz7mKsetpsr8zAnIRooIARWg8ZyIijSKybki+Epih\nNUmASBRhkhOkOXGS0JsM6Scj+smQ1fSIteyYtfSIFTVgNR8i8wFoXW7lY0cyrIJaF2QbAclmQLIW\nMYo7DMPeDBkry9nWT6MM/cGdNT68szr9Gn/7Y29wv/jDu1/ila7/Tf1SLc+65idfFqzMiAp1Kftt\nOwja9o9uXXDn5Vbb3rp2utwM202x286VJKtK0P06qJ3nmd5j0p/j14jMoZdlzTDULJj6CxLi6Xkz\nZDFGI6aeBYmmEyWsrR8zkRH9iYAbIG9oOgewtQ9aQC+FqAvRKkQr0H1K0v28kPT9ETcfP89nLryP\n34nfxysHT3PnpYvc+b0L3H19m8G4z3DUR48luivNqshdSX41JHmii8oDou2MpDcgFwE6YFrydnVP\n6wW0wxerX7za7z2x8xRP7Tw5/XK/8LFfWSSC8/End6sqkTMQwvngVVWvbkCUq8D7+3C5e4W5hMx6\nnVy1JnXugZJ82WBJjj/U0CV0TZ4xn4AJqis7umlz0zdm1jPmevbsSoUuqbFp7TthiPH2jUFNJCQh\nOhWwIsz+iYEmkGZbJDs1ISaZjjrx22qzp2iMzBVyomGoDem6i1mL6y0qw8KBUj1ewSxQZ9McO2Vi\nCbD/HefREVvOX7BjgsXHP1ZzczPOwjN2CfhpIYQu4vsprfUnhRC/Bvx9IcS3AK8CX3/yqBcp3e59\ndZhHxHwy5kuwawrxiZdmlog1+SvnUel5acd5h5s2fwEPnPM2bX566oiYOxOzKBczS7K6Ck2xd43p\n+DUi14gxMDD74xyncFebLXSs4aSvzRLNmd3YD1ChIO/CJIwYBj2OxBrDdIVkEKP2pYngWMNYmzV2\ndQ7aesbcoYrLyoRPru8f7gIFfijf1mwdXUTGfEKGd2xSNJtilU5oImf+XmeLUJZmVV03viuzJETV\njFHO4XBnAAHTORAZYTH0xiW2eqp+2M5ZOb2Z0MWy4UfAHdBvQPa7kL4IowEMhQlyI2X12iGrjw3Z\nfvqYWCRsXNxj+/xNAp1zsL7Bq9eeQX9mFfodyC4YQ4Ddu2QzgGshXAuRj2fEz0zoP33M+tU9NsN7\nbAd3OM9t1orddXqMvPlippRtCbhU+EFhHnm3qJPf2fXjSrmQle9Sjdf97551USVzs8/6JgJf8T1p\n/uvy25Tv2ftma6G7aISbX7scgVWO7TIuxifRY0ifET3GsstI9BjrHuOwy6TbYaI7ZCokUyG5DpBK\nGY+XSumpERv6gHV1yIY+4Ly6w3l9h20dcy6TBFlONx0i7VyypCiyYsiN7gqyvmTSjxj1OgxFl5E0\naZqucDdtGXTRS9jBs7Nzrk6D+nKu9mjVtry+vcK7w34pOwTYlRimZ2anHvhtbnVL4voWclG+XPmq\nEgr3ffX10Vwzml71zWbQrl3qyA5PFOjKYMYx3el7M2fxDtujaAS9eMT2+l3G/ZA8FwQ3QF6Hzj3N\npoBuAttHEPYgWofwHORPSZI/EJF8UczN8xf4bd7PL4ov5cWbz5O81CX91R7Jb8VmbuNIoIbAhpiG\n/LkInYeknQ5RlJGIDnknnJZTuW9kOXBbF6VQLeVquflt06mxrD2+aUYIznWoeq/snKSmoYvWO+YO\nWnLJmCU2loDZY0JJxCx59H0AdTM6bJVwj+4zNm3uqo91RMw9jim31LAWVEsQI6pkbFTer9OAPJOo\nPAQtzGIenZwwNENZpTBk3Q5G7DGqZEUhSYgNoVc5IlGIIYZ03QVuYLaw2S/CAVXyukG5DL6drWDV\n4aZFPdxyrFMtz0AsT03GtNYvAx+qOX8P+LfuL1bhhWmsTamo+e+W1rxSm1cTXQWiqkws/r8ozT7m\nKWl1Flxbo+re65adHSRs01EzV2waX2EOycYwCGAvQN+RDDd77E22uMFlVrtDNrcOOH+5RzYSBGlO\nP8vJj01b0dPQi6G3IRAbgsnFgKNrfY43VzgK+7yePM6t5BL7yRaDt1ZJrndQ1yXcVnCYwiQFZVsA\nd/Mcv9WZJxtnR8SgjoyZd7hWUHvGP86qgnWS5qoJJZRzzYVoiNmfL+aeq1M0Z5WlRTI4ax6yamoZ\ne14oEu5sjBx302tXwbDPmXNqSl1yggqZMxLqkJti6Vudgh4Wk9KPDJ/f1xAMNUJldCcZsc7Z2Arh\nUkZ4MWEvPM+9cxe4s3qBseqSiA6TKEaNJWjQWiDXFcGVCeHVAd3LY9av7rGxtcfmyj0ucott7rLF\nHr2is4hIpnZ0+yXL1Fct8Pa7nYV8uorePDLWpOD6d7oKctlv2wUIZuNeRC6biH8pvS6pm0cim1EX\ns/v+ujBbV8u3uPXJKo4BOehS+bYLKgTkaCFIiFFIJnSm+y0dss6RWuNQrXOk1pmkHZKkwySNydKQ\nPAvJM0PGwmL4YVeMWAuPWAuOWI+OuN25y7nOPc5173JR3eZifptL6ha9ZEw8yYjGqZGyUCEijYok\no07EOI4ZR3FBEuPC+FEaBspvU3qlq4aT5Uxe8zCvN2wi7zZddeddAlYlTa6vS05rnG0DLaoesdnZ\ntdUdIX0yttiMMitb5qykrHWuFOZOKdv5XnZ/RXflQXvekr3qnLlymF9GOJU/MN6DnhyxGe2zHu0T\nrCv6l8asPDWmk6Z0NiBche4aBOdBXhDIC4L951e5+9QWdy6f43ej53jpzjO8ducJrr98Gf1iAi+l\n8OoYxsoYT8cahj0Y9yDpw/mCoCm7ZYkq1h1NC0k0wTfFuCVdbcfqqeyZwO+QXSJjP4//KnfImnvO\nJSJ185JscBfEsNP5FaXyX7e4hv97kf1/UX7rfBHugDGhTT4kZvP4jkKuKGSiKp4xPZGoRBpvVyar\nqqmdf5UCE2EI2dTLZL54LkJkEJGGmlDnpGFMGkZkQblvp6vrAAhdeonzLDCe2WPgQJsRVneLcJTD\nUQaDHIIQpNmehliYkQQuAfO9kHZlb1vubtm5ZVaH+2w4z2oBjzNCk6LtYxlFpum6S1KaCI17jy/1\n884tSkud8tv0nF/T/S/vxmnz4G5A4ddeu16nS8D8reKLWeaZhKMO3OqSbwQcbG3wxtXHECIj2shZ\nfeKY7c5d5IZgZXPC1U1NcqzIlNmoNOzB5kVJeFEyvNzhxtOXeOPSVd4KrvLpwefx+t0n2b+zzfB3\nV0le6qBek3Azh4MJJEOqg5P9XRLntUK2PM7QekZJxkwKZjsN93eVJlWfmDWsmRpd7plU0hPXEl+n\nWLu/3U6tOsusJGR1KbLHxWpGM9z05UhEMSBxVt0praA27xI9XSExmE45N4NwzOIIBkEhA3mhbKRB\nhOpKM9ygy3S/mBQzb/EuQArqEISA1VAhLoxYOy8I1uCp7mscddeZbETsPX6OvXiLvQtbpGk4XbEp\n6mV0N0Z0N8esbhyzsbHHZnePTfbYKsI6h8WyCGkx64PaXNcRMUs9Tgt3Fbc6w8C8d7hKo5U9F7M1\na3bJ71J2SqmqPlEdDtuUHj/d89KxDKqq7+xg4NmzTGugJSf2SoCZMztd3UvnhoyJmIQY0KSFdwyM\nYj2iy5FeZS87x71sm3vJObLDiOwwJDuKUMcBaiBRQ4lItNkwWudEMuWot0W3N6a7MmJ1+4iV7WNW\nto+4Kt7iqrzO1fA6G+KAVTlgNRrQ0ROCICcIcgggCUNSGZIQFUMT48piHfXGm3K48OlK/qTfqG7+\n6TwaZFoQYxyQHi2bXfrebXWb73LPuSTPrUN1daOaslKTsC2BfW9VEi0ZdL1cLuwQraig/C55yYs+\n3iVkIRkTOtOhW9ZwlRATkdITQyKdkHciLly8R5Dco9NLkZcxe4neBnVJkF+UZJckdx/b4qXLT/O5\nzjO8ePA8b77yOIPPrKE/m8PnDuDGXbNbeSogK/pjvQ35Ocg6oAMIFXQ1QTclihJ6ckyPIV3G07y5\nUNNjk0Fp1qDywOG+om5GiIVNpmv37mA8Lu4cLLvwhau6uHtgFdu8TteVskvaT1dH9YIlS24xuSqt\nC1dVsnlxN6x2q4pVHbu6ICSKYGocSM1UlSLk45B0HJONYpT1lrkee/fdeXHNWThES0kuIxAwUYqo\nm8FlB5UAACAASURBVBGKjDAwekBMMp0bWZp7TWoSHZNkMdk4RB+K0hO2D+wrGE8gKQz7ymHDWpj0\nuKspdrwQU/1OPllvWiTFPZ4QjxgZg+WJ2P1WRlehnyexdetWLjo3D/PSe1JCVlcGVmKsicbNj01j\n4D1rG0RbGxNgYMjYIXAzIuuFHFzdQIyuMaTL6uYx2507PHbxTda3MlY3NdubKeIYtDLTzlgRiMcl\n4omQwZUu11cv8eLq8/yOfD+vD57i9etPsv/yNqPP9lAvBehXpdnwJB1DekS5/qslYzZPdeXvl/HZ\nk7G6xr+ZiNURsjqUyqlRAq1aUqoY5V3N6TJHX4Wo7tg0T9lxKeD9wKV8bsxuSbhzBMq5AllhBTYe\nMdNBZ9PFt5NiOFVOYLwPGCU3ER2yMCTvBiUZK+wMKdPRi2btlyOQY9C5on9hzNr5lI31hKNLr5L0\nIsRmzpvdx3jjwjXUWDNRnamy1AnGrMdHrEWHbMSHbMX32Iz2pgt2rHLMCoNKGfvzUdwhinWK3Vko\nFHWy52M5KZy9z656t0jO3S+9OHX1VG5xLpeHzYe7zYNPxlwfdLnnlOkTwkI7Kuc75qVSrM2KX6kw\nnjHjERNM6E6X6zbErMcR69zLz3FrcpFbo0voewHqpkTfCtD3BPqegD0BI22Gf+caGSqCjZxgXRFs\nZURPTgiZEK0kPBG/xuPyNe6E57kQ3mY7usc5dY8+AyJhViSTQpHLgFyYGmaGr4WOUcCWpy+l1lBi\nJeHBEjH/Wy2C/XK+IWp2vlV1z666OLQnGf4w4ioZq1f+hfde+wam59XUCGFzWTWcYDaoL3xFpakq\nmJKxmITOdPDreGqUMj15ScTsPNUcWUhpSEKHIX1k0bZKodBdSXBBs9YZIM4fwW0IboO8C+kVSX45\nIL0ccHdti5f6z/D/dj7My8fPcuPlKwx/dQ1+R8G9fdh7HUbXi4ngxXgunYPqQL4FSAgVoquQ3ZQ4\nmtCVI/qMpnOA/BXyoHnplvo25G0gY+UnnT8jBKrqlb1miZg7F8tdAVFSXS3RDpmze4zZ33VEwXpv\n3CbXTU+dauve55KKuv23psRQQ08RxClxPKYTjzHTWcwz6biDHkA+COE4KBfMGFDd7Nqqr5Nq+Wkh\nzdxaYU5OyAjCjCA2Rs4O42LLhtJUkhOQ6ZCJ7pBkEdkoQB8V6w7YcKAhTyAvlrDUa6Ak6E6ZV+sN\n88mYJWhuOdYR1zpVs0k1XQKPEBlrUrLPotL5NccdBNzkt3BJTJ0XzCdkp0VT7XFpOdSnWzv32hpl\nTTQ+MbN+dPcdtmxSYARZAIMI7nRQnZDh9T75DRjd6HIxvsN2tMfG1gEX8k02xBEbnSOiYVoIqiDv\nS8ZXY8ZXYw7Or/HZ9L28mDzPZ26+nztvXOTeyxcYvrhC9lIAbyq4m8LRmHIJkCGl1Ptl8fYSMfPW\neiJWT74WL90827H71lt/1ch5qFd0l+20lidirozVWZtlRaHwF2Rwh9XEUzU2Kb0NhWJhFa6g8I6V\nVjGKuTkdJnFMuhKRboWoczlsa+S2JhBm89wwhbxYi0YnoEea8Dild5jSOcw4v3WbY9El7QlEPydH\nMCFiTHeqnPUYscEBGxywyf70uMbRdLPnDpMZi3q5AWup4s6WeT3Bvx+4w85OS2388/NJ2P2RsVkP\n1fzWvuqpqb+vjoS6NbK675k5n0+JirX3Gh+naTGNlzYqrLLGd229ZUbdldp4yCIyM39H9BiJHh1h\nV9RUaC3IdECiO4x1D5WGqHGAOg7Ndgx3Mat+DSiVlhDj3h1ihhlsZIgLOWQ5KjR1T8qcTBpfFihS\nAmImxQIy+VQGS++LnObeyF5JQ9xl1Mtv4pbU/aPOBFQn9YuNBc3/3TjKUA5ZXHSXe6wLpjxmJaw0\noc22ufaKWzvKlt2kyc7zmhAzoUviDOArPWMJPUasEBoDEZPpUjHWa9BhMp2zaEmZImBiz4mMLmMj\n4WFOf23Meu+Y/sYIuaaQWwq5rxlfjBhfjBlfjLgVnOcN/Rif08/y+ugJBnc3mLzRg9cSGCkYpZBO\nmO5LKgR0Fawq2IBgIydcnRD2E1Y6x/TDAStyUFlx1g67LI0Es5u8+1IjPDk9NerUCNdGPyvA5bHO\nFm7VK9tFukMB3cWs3bll1jOWFefcjZ/t/oF22wrXQ2bnpLnpr1vvDWbz6C5f7y6hEOjp9i2yp4hW\nJ8QrJqx2DlnrHLHWOUIoPX02STqMV/tMJn0mgw7pYUxyGJEeRaTjkGwUkU1CtBKgRUFkRDlvbiTQ\noVmFMxOQBF1klCNDM0oglgmxTCs9aqJjs6ed6pCmMfk4RA1FqTra+Wlu4UsFspBXO3TU9UC6xDcu\nyrZuJk/u/ffLV9ScWxKPCBlbhk7WkY9l47XmCM1sTbLXfeldRMB8gtCU3nmYd4/7ntLCVq1xbm1y\ny8edhegOQHaHMUZU32/LJ4V8AqMJyATCkPxzkPQ6kEne3HqccEtxuLXJVrbPWv+Q9SuHRFkKWhgF\nJAgY93qMxj2Obqzyxv413ti/xq39Kxy9vM7olR7qZQE3EtibGI/YdNt0u0SPW/bukMt5ROzBwFd2\n60lY2S27mH1y3ntsXCerydW3u7HMlkld3Mu8z1Uu3Dxb6bTKReJQLTuvJnOaGYGukJleYS3tMSos\nv4aIucNwKJSijJCx6DLq9RhsdjmWPcInEuRBRjjKWbuluXwA0SGoBNYErElY2YT+GkQ9ELEmDlNW\n5JANDtjmDmO607Ta79plzCrHrHFU8YT1GU7ncZRqn7uhc+AoGKKSb9dyf1YKRZNk+XLQJFWLJLOZ\nkNX1974RoZmELZMvlxg0PePmzC9ve7RfqRzAa+Z2lZJnFrgY0yussOaLRqSsc1DM/jpkg0PWEUQi\nQypNlOdESpGLkCQ4JgtCEhEXUtJnKFYYhn2GnRWG9EjWeky2uiRpMJ3zCBjFwM7DkJRW8Q4V67cr\nb9YnUi7aUO6xVV2L0PfiWIJaDs6rfmt3wPN9aBTet/GP9qu438hFnXHIfab5XaaVgOpgzFnMEq76\n2JhJtZ83c7Y69NOVO0V1vEDZO5jyzYiY0GXAStEidgtSlU5bz1UG5ITOU+OiRTUb4dpRB6VxIZ6u\nmmnbtAF99tmkJ8asBEO6TFAdSbyWEMuEqJcyWO8z6PU4Fn1uqMvcyc9zmK0zzFaYiA55LKETQbYJ\nk2sg+hCFZi38MISL5+HaGlyTxM9MWL18yOrqIefjW5wL77EmjugVy+3bpcktZXZXI1XMrvRZHVCq\np+dPDdfDNW8WiA/fPo73vFW1XBVLO9fsEMY+1dUIQ0rvjPWOWTJm77dtgp3TZOO2nbFVmaya16Se\n1nl4BNBRsKoJV8ac69/lXN+uHHyHi+ktLqa3kWM1XcgjkxFJFJNGHY5XVrkXbnG3f469rS32J5sc\nTDY4nKybeV3jAD2S1XlYduiiBC0FqYwQog9aEMQKGWuImY6kCckZqj7jtEeSdsjGMXlS7KWXOXlC\nYFjViok86kE3hq4w24CcK8ImZmXFVUrCa8tWO2l015BzvaTuNxfe8YR4RMjYopTfj9fDlUJ3iJ89\nVye97rNNsyTraLD/e15N9lGXL3eGqPvOqj3YwDVtuCsOumTMmlHsM5ag+ekAM9mmIGNZgs5isq5A\nqZj8sMNbjz/O0eObvJY/zWr/kLXeIaubh0QyNfNttCDLI4bjFYaT/5+7d4m5Lcnyu36xH+f5ve+9\nebOyMrOququ7sJDbxkYWMErJEkJMjBggEAIhwDNLCDHhIeRqBAMjYRggJsYCIyF7antiGQwpYZ42\nlmwaGruqu6uyMrPuzbyP73Xee+9gEHudWBE79jnne9zqLJZ0vnO+c2JHrHj//ysiVhwxfzPl5vMj\nbr845vaLI9afl2y+LLFf4Pziz2ft1kTxmRpvTRRTU9/I8u5WxHwKfYBUTwkpi29Iig4BoocAj34N\n+zTxoe4DsIxqz2ILFvuvHPdvMNuVq0XrSW7GdOtVTk+nE+aMWTBh3gLdK0653t6NM2BNRkVO3p7F\nisjYaMQ8GzObjBjdGkYLGNQ1J2dQ/hzOXoKdwyCHMoPyDMpjd5aREsp8zSSbc8IVTxi1KyKGDeU2\nrwPWAqm3hHHYrj5IOehVsPC61u69cDEJi4HwfSVVn2ki1gcoTedzXxraPr0rVKxLat3hkDzdlYjp\n8AJU3cjhyltORdVtO50x5Zaj1h+m84sp7sINlgHr9nzgG1ZmhLWG0myYMmfYbCjqmmLTgMmoBiV1\n5raJdciYmbDIJ9weNzSbnHUzCotpiBv+5u3/MRnLJb/eiY1sQZRXvr0mouucBLTLC+2iIjYKCMn2\nbfgh4km7NhO5dDx9CkdQ+b87ovW3mnB2lLTkLG5Xp9RnHcLrtb+dSutOkTGDuDYiiE9qYdOuxs+Z\nMGO6fcmqV8mmPZPItrZl9XPICnGMUbJutya6M4Lg2smKYUvGXJyl2TDMVhRmQ5XlTLI5k9Gc8emC\nq8EJ14MTrswJL+r3eV094Wp9yqyaUJsBzSB3QHZ95pwhcOFI2LCAcQ7PxvCdEfx6zuB7a06eX/Pk\n6CveG7zkInvDkbndGtyEjFlCV/1+q7Aeu7pE7K6egHtF3MILFIRw6o2hRZyk2PhFNDwRuKWJh5wp\nE2Il3hRFB+38Q+7CklUb7QxEQztLuJaQRZ91+jpfdeK7zMLAYqY15cmK8/FrPh79hO8Mf8p3Vj/j\n49XnfGf1M/LrersdsR5l1Oc59XnOm+kZn00+5qd8zGf1R+4y8LXldj3CXpU0VwZ7nXmfbAJd16JC\nRmUGNMa1kmzSOJI2QJmeKub1hOVmxGo5ZLMssescu8nCskTIWObeBwVMC2ehPSd8neJWISeE2z81\nUY+dsGvRbUeg9y8vGZNci8S5vS8R0z2r74xYyjmGJmnx57vKfQYNvWoXbwqOP0vPUqcqgdAtj2yC\nteo7GS00qWtbXLOB1drdBrkqabIBzbKgejPg6+v3+Hr1HIDRsxnTixum02vyodsYbK1hsyyZXx0z\nf33E6uUEftfC71n3/rV1nhO/rpzXRma4nr306QN3WxF7d0TMpRKvCOyyqu56smuvTffrx8/PITrv\nyk2cB/lPYpSJ1Z1VGHNjT7iyp1w1p9zaY6o6d668m5yJmTuaZuacZ29Y5iOqvODEXHPErXOIYaot\nYJTptyanMRmL4YjZcMyAI+w8I19bBlnNcFozGll3Ie4tvqmfgH0C9sRQTwzZsHGEjAUn3Gw94dX4\n29BKNltbtdwfJitiobsDf7+Uhg2psosB8MOgrq61rklgl9nA2+n9/4do1NfT+oCRXok5nIyliVhI\nF3y4WH9vJgjLIcO2mwfFFf2YW455yxmXzRmX9TmXzTlLIUoWStbc5MfMsimLbII1LRkzM4ermjVl\nVWGzFdNmTm3dJkZngJiwMBOW+YhV7tzZ50cNpjY0pqA2OWQGm4OdGJjhLoBu2G5LMscWM64wZUWW\nVQyMeNert/nregRMbYuVNZyum4qYiOnyTMV1F0mNm14ngm+6pq1wdN/VYmIDljNHSl/uhuyLQVI+\nDOiHdCFub26TpPhXlYubJTUT7CRYWGe4uuGYa07ac7Nubcsaw5A1Y+YcMSPDGQmmdsawXSvYtESm\npqAyZZuic31f4z18FqZilC8p2dBgOBr4lf+3nHPJGZec8bp6wk19zLJ2hqpmlGFPgYsc8uN2VczC\nNMMcZTDNyD60mO9ZzK9vmHww4/TpJc8mX/O0fMUpV0yZMWS1LSN9YjFcGdOXdodE7DF3FGwrRG+Y\nghDm6cYXO2zQsCkmZBKnGFK0PbnA39+6ieKVDUuakMnWRO0uP1Nxan3CZhwetZfvwNu64+E+s5hB\nTTatGBwvuRi+4qPhZ/xD+W/zq/Of8P2b3+P7l7+LedNQv4HmLXCEu/qohNflBU/GXzMZ35CXa+rK\ncLOZ8Hpz4fy6ZAbqwm9+kvy3Lv0tGXWeUZvSeVk0DRSWZog7E8ua0mxYNBNWmxGb1ZB6XTonMk07\np0kZl/hCMziidYJbDXvavsdEbEzXe6I+U6dXxXQ5a4rwy78ypuWhHa1vXTb1nfSa+LeY6t4XNh3y\n3KH5FT0soV7SC+WSCLnGXffGIf6kqPR0EVkh09SfNuzCfb0cwNUQbAWmgFkBLwvqs4L18QhzYsnK\nGrdNEepVwfp6SHOdO682LzfwVfu6qmFRQ1PjvSZqAqb1Tq3g6XLbV3aPA3flKLa3b3bbhCZRGmjE\nJGaX3AWexwBkX4z9gPvupCC2YDdk5O0k6iy+Axb1mNnymOvlOVeLU5rbjPo2p7nNWOdjFvkxw2zF\n7PSI6/NT3pxdcD54w1PziqfmNUfcBufMhCg1GJaMuOLEAY7JjOWzEUtmjCcrBhdrht9eky8aTNuU\n7Niw+VbB+lsFq/cH3JxNmY2cFXrFAEu23RopE752Kw1+G6bBqlNuoZPpmEDEJOyxVsP21UmK+AhJ\n2RdH6rP/Lg2F+gwI8RpEHxnbTwK75doXZpdoAHzLlDec8xXv8Wb5lLfXF7y9uWA5H23BUm5rLk+e\n8PLklpPja64G5ywGE+pBwUX2lvPiCmMtZJYsrxiYFVNmHHPDkvF226s4Ubgt33I7OebWnFBlJfUo\npz7Nqec59cq9GmswrRXcjBvKJyvK8zXlcMX75Que5y94Zr7movXmOWXGiGXr0dO7Oe/WRXo1LLVS\nlFrZvY/EFFy+7Qsb/i96x9/sl3gdLh3GRv/LjNLXjrtt1o1H/n/wK5cSf45fgohXzfWqemUL1k3J\nuilpTIZtgZ14WnT3Li2ZctueYb3c5qKxGSOzciv3ds3ILLfbAWuy7WoayLlbtzVS8tSQMWey3a6d\nZTXjYsE5b7HnGcvvjlltJmyelc4Xwk0GK0s+rSmONuTThuFHS4YfrRh9a8XF2Svem3zFRf5me8Y2\nb7dV6pdspdSGLKkbMaCkril4LDNWQLZSoiGWhG+i/yEkZDF01FsWBZaVOEgWXzKtT5eIp7/UlkS9\nASq1YiNpi729UN+ZKB0Ff7PCUgwqisGK6XDGefGW59lLvt18wcVXrxn/eI79MdxewvUNXN3AYAIn\nz9xr8K2K0w+vef+jF8yfjrnJjnldXPA177EqLatBTj1sE4ydoEhe2tuVbG6ospJlNsGajCJfU+Zr\nimLNshqzqQbYOgNroDCOSB3jCNZC5VPiFvJ1ATxrX+ftM+IETOpSOrV2wJI6yaQJWHwVwT3kG0bG\n+nrGXQlLH7lKhd/VE/c9v0+XfSIt8RBSkerlItIj5dr0Sv0mLnuGbZgRYUuVFiS9W9IRMlbBYtS+\n1zAbuhvOfyennhSsJiPqSYHJm/aQJtiNoVoU1IsM5jXMVjBbwmzh7hFbVY7YBZdtoHSJW3hskjrE\nXvoQEh2KJ2Mu3i4Ylekh3JJiep8IJXz6MNEwuz+Eb1sxNE9rcJi4PPrLjbtkrGTZjLldHHN1dcbl\n5QX2ZUbzlcF+ZVgMavKyIi9rxt8+483Ht4zHM56VX7GhJDcubtnWos9nuVMTI2pyd85nPGL1dMhq\nXHJ8MePogxn5TeXuQwGMhaY0rM9KFmdDZqdjbkdTblsytsZ5UHRnMDzF0ithkk85+xbe8OMhgysb\nV/eprWA6Ll+SD5fUylOK9OwiZCki1keaUmRMt/kuzO3qGcd7lxaYen4f2dSrESsGzDjiLRe85H2+\nXr7H29dPePvzpyzejN1i/Qwy2zD41prBt9aM31+wmE7cmbKydmcbCsvILCjNmiyrGZoVE3KOudm6\nkxeHNRPmLMoJ88mUxWDCejRgfVqyXg3YVCXrasCmHlDbHFNYyC152TAazxmPF4yGC57mr3iSveYJ\nrzjhmmNumTAPnCJI+dqo3A8tf20+eBdkrI+4S/iU3NWAsUvrXYTelVsqrm7Ll9HVf+vXcAy2vZoj\nbNd+DPNkbLs61BRsatcOmtzNh2ZLxpxHzyErjphxxiVPeOXWkay7KmRo1wyMd4Mv5Mdvu3Xze0XZ\nbtGdtDq59DUZy7OGSeF2LTTnGTffq2mmGfV3M5pFBvMMszEURxsGRysGRyuOT27c6/SG89EbLoZv\nOM/fcMSt8gRJkGchYlJWcV3sOiP2KIRsHxGTd026YnKG+k1DlRiKis802RqZ8k8Wwx79rnVJ3U4U\nXwCd8tsm/2tbt8qDKRqKsmI4XDEdzDjP3vI8e8G3N19w/vUVo9+ew/9mub2Bny/gywVMx/DtMxif\nweC7G07X17x/+pLN04LX2RN+zreYMoNBTj0YsB6AjQmYLs8KWOKOu5gSa1ybLQZrioFzarOuh2zq\nAU2VOzKWGwdrj3FkS9YctLsEIWP6vNg57qyY8sgc1I2QsTrSM4bPMRH75SZjhwLsXdJHxOIwfc+l\ndDrku33x6d4bpxPT7UPj1it68cqYnLuSXpsRUnzwa7l6zVuvvypfrHYFy8q9aOArkK2PTZmzHuSs\n5U4G7U+katyrkU3BM9zeMb1GH5uFRK/YjX08AqXaSl+9P2yrDUATlDek6iy9GhFKagz3v5lggtfh\n0q1GJvq+VEwQQrTqTmKSZjzZ6RBpbWVdyJGZiIzVI2aLI66vzrl8+RR+D/gJ8BPrt16MIF+uKccr\nyudLZuMped4wtXNGZrUFIJKGy7sjYwtGWAzLyYjVZMD6aUFTGbJNzbBaUlQVWTuoNiZjPSyYDUfc\nDCbcMG3dcUzZtOfFBMjq1TihW5JuamtNWHcO2qQdZ4cg+PE223hwmd5+FtZaSuL63xVHn8TrHxJj\nCMTTcQp5SLVN3Wbjlb74+X0SrIxZtzL2kue8XH6LN6+f8eazpyy/nPi7aixuyLKQj+otERtNFmR5\nzShbcFa8IWODoWaAu4Jh3RIxcGcPxyw4NjesBkP32jorHwaOG1YtGJZ85tSBExnx7ikrYmMWjFls\nvejFKwfSJrt1FBto0q+HSoPQ9HBlrBtzf1r9ZotD5+LUtylzQXrM7hvTtW9Oi9luHHWfQwc+miDH\nr+3KmCZjZBgDxloak2FoV8bsiim3nHLJU15R2g0DuyG3NQPjztqWZuOMV9atPM3NJFi5r8hZtW7v\nXfpioHDtsqIgyxom2Zxz3tKcZzRTw/KDIav1gGxd0KxzTG3Ij2oGRyvGR7ecmjc84TVPeL1toydc\nb8dvcTgifTB+xWWt76nsa7MPltSWs/j/1HmrmETo31LxCRGSbYhxGP3qW1nRkCf2giinU6yKIyZf\nWfS/rIwpyUpLUW4YDhwZO+Mtz81XfFB/weirFePfXmP/puV2Bi8q+PEGzocwmcLzIxi/2nB6ek32\nqxUWy5fmA87ySybZnLoYsC7HMLAhaYzJjmxdrN35scq44zX5aE1hVxTZmroqqKshtmpxopzDO8bb\n9ccmXGUUEnaO264oL30GD1Wu+tRP38pYijg/QL5hZOwukuo5qXgPTf+xJBXXfQYOISDxdJTqvXEP\nlmelpeveqP2qajOOJdyMrPMihMqqzwtoMu/4EHyDbSzuwjEJL94SxTkHhKND3LLj9LcRK51TfkVR\n3z3ARNEroYVU25LDjYyoUPtj0e+H0Mtd+vlnU9OW1HMXMu8SOQrv4YbPpZAAfc6hZO0uya1qzLpx\nVX+Nc+P9JTCooHQvaxqa3FI1Jcv3p9xcnPL6/CnlxJF1cegBbNPxfpXcuQg5x1WZglXuDsQPzZrM\nWrIGapMzK8bMshEzJq1vxKPtCpsAlZT1VUigds4ROzfQRMifJgvbhcTXv251P0mRsD4iFq6AaFj8\nOERsl6RWag4NL/9r0pvSN7UCFP7mPYFW7ertjT1mdjtl/WJA86MMPtvAbOZedgPrKbydYj8fcfv9\nI15+/zmjk18hy2uGrDnmhoqihZT11spvsO3WstWWmE2Yb4m8uNOXG6U0GPYgvmnd37jX0daEMNs6\nk3FGhCZZTvvKNt6OGBOIhwPeFIl+7DOTuyR0069NXbvaYKxdSAi6/Vrnx/sB9rsG4rN8eswU9/Sj\nbMk4X7C2Awa5c7QxNCtOueKctzzhDU/qN5wurzlazRmv1hRNTdHUZE3DZLLkdHKNHRuqzLWtFcOt\nE5A1JRnuDj2nW/e8q9OtYYAjfRU5uakZ5wtOy2sWZozNcmyRYxrDYLRgWDiXTc79zQ0nXDNhzoB1\nUAZVW3JixJJ36SvhGNo1Kuk22jxW64mdWOjpUcMQbfOOp8v4c9ehrH+PJ/cYwsWSSlNbaOMTHLJV\nsVKfxa6utzwKjIo2IjUYaluwrkuW1Yh5NuXGHHNtTrDDGeWJxTxdMS7gYgbfruF4CMdPoHgP1h8N\neHNxzovRe3zWfMgX8w95NX+Pm/kZi+spm6sBXJswD5KP2DWCrC0sXRjbZDS2oGrAVjnNJnM7sUyb\ntzGOXDnLhTt3KzC3ICRg4pVSu4uQ95r+1TANk1MrYX3t4kD5BpEx/b5L+m1ldwWZv1i5y+Che2B8\nQlTiSjm30Gnok4e6tWgyJnHl6nm5YEGTH+nZsq1w4cI1putVHxwZsw1uPVqtsnW2T8ZbJVOmqD4i\nlqItMWF9XAlhi6dPKe9OYUg6v4VguB8a3BWyh7AqBXpkRIk17UpMEv29OpZMAS1ZVdL3h5V2Q15X\nZGvrBtQr3G3MXwJ5BfkS8gW2KqjrErsYsPiVCdffO+XV+CnlxMUj7uTdGOjqXdae5PyDeA5bmnE7\ngZxQZmtnXbVutW6ZD1kacWc+2kLcPhEQIaWjD5jHxEBbcP3nRrWRuEa6gO++kgIwqbx0yVjcKrpE\npq9cUs/0yS5ysC+NFCGLn0+R6DgfoQbu08aWLJoxN40jY6ufD2l+lMPvrmH9FtZfgV3A2/fgc4M9\nG3O7PubFyftUv2IYsOGIGRe8wUC7xrXathvXL6qt0wK5EFp09aus2dYFubsGotzGAbb1hyeX/66C\nS3Pdym2temWfCSY0CBis2gCWJct2V/0cKhpo72759+8Hh7TTXaaCuGwgJKnSxsIzn56QmdYQB9R1\nAQAAIABJREFU5OOQWMOROCRj4tMzJGMTBmxMydCsGWdupPJk7DUX1RvOZjccXS0Y367JqoasajCN\nZXKxwD4xlMM1lXFXLCwZkVNvr3BoMNtV1CbQoka24mdtm3NndhvGZsFpfsXKjNhkJbZwINhYQ1ms\nKQrXeqVdisOjkk07XssNfe6WPk3E9PiqXdD4m/FSxjE/2j1Yquj/mBjpbYcxBEkB7xRxShEqTfY0\nsI+f6dvO2Af5wN9bpqFXQbgxSiQiFRZD1eRk1YBlNWSeT7jJj7k2pxRDy+R4jXlqmFjLkxqaBYxH\ncHIB5Uew+mjA2yfn/Gz4IT+uv8/ntx/x9avn3Lw5Yz0bsJkNsDPjz8wN6BIxveq3YQtXbJNRNwW2\nzhwxqzKojXt2gCNYDS5uuSpEiFjZ/i73tck9YlK/sqpoCWGz1Edc9rtg912oTCTfMDJ2qBwKtn9Z\nyZhI3JN1vmOzSkzRpSc20Xf62nF5viFclYpNBnKyMjpXJpf3dSwD8ciV0ldvXE6ZhlLkS39OrRrq\ndB5XfL9LW91j0C2f9buIn6D36SlT+11EW241abyPhLBctHHus5ttCNnSVypYWdo1RV1jNu3K2BV+\nZYwKzAK4xS5G1KuC+qZkuZlyPT6lfN9dhXrELRe82YJb58rZbrcWyhaXFUMMlluzYZg7cFNY75DD\nYtgYgQjhS7vhSJeke+nNi1q6vuzSjjp0XI+5NnDI1sR9REwk1Z7juFLP7JM0/E4TqRjE7pNUPCli\nGYPuLRmrHRnb/HxA8w8y+NEG7CXYz4FryAxkR9jRU25Pjqi/B9f1ERPmXPCG93lByZopeTu61Vt9\nHPBlu91WVo8FEIs2Nf6+MO9Zzm3UEugqG7rkhjGXb12/WSfHffWzi7jpcnuo+HoRDdNbzu4ru9qp\ntAv3//62myJPMu5kag41mKCkAfW7N+LIyKDJuW6X8cXNI7Nkk5dUecGQ1fZajTMuueANT3nFk+oN\np7Nrjl7PmbxZw8ZuN5tM7ZJytGF6dkuVOSPV3EwAS8ERBrtdwXX4Ntxy7duLWxnLaBix4sTkNLnz\ncmcLNe9jyU1DZuI9A+F45GbqcIt3PI76FuyJmI4nbKv+1wdLTMYEnMci9ssUERPRkKRJPBPHJzZw\nDYViAiZ2cO39MAX7RPTqTqV+l1MoMfyKbODWGGqbb1fGZky4yY65MqeMR2s2JzPMUxiv4GIOgwzK\nIRxdQPEx3Hw04O2TC342+ojfqX+Vz28+4tVX73H9xRl2ZbAr40iSXGitT8po4itkSHzR1TgSVmc0\nlcV55sJDYiFbGY6IHeHPjclrqF5xmemzYX1wO0XA4tVTkb42skfeORkzxvxTwH+GU/3PW2v/zANi\nIyyhPrlnadxZUjUh6ev3+HMqnvh3+V/3cP1b3Cu1y3pxkyM0X6986e/1q4/y63Qkba1bKmuxeSg1\nAsQkMi6z1IqYTqhPz766uL/0Ea8wlXAy7wM6Psz+VuxzY6Pv4/ZiVfhw2pLP8UWuXq+UWSfm1+Ez\nsu7j3Df7mMUd/JQ5R/kt4/Gc4emS4smK5izDHmfYceZc0W4K2JSwKOE2h6uM+iZntRoya9z9TwvG\n2wtM5Saa0H+h99DVkFGbnE3b9muTb38Bo24p8We9+ohU7GhD16EHlwRxaGtuDPI0AQuJ2MMBRQpQ\naonbYDrd3X0k1bZTfUDamX5Ob+vUwFbDKh2/i8OfD4x1PwS899Wb1NOWimcbSruhMBWNLakbC3UD\nzQaaJdg57vKvJWxWVDewvB1S3+bcmhNuihNu8yNm2RFuC5hrXRvKjuVfpy+OYeRVk1OyadtneGed\nBrq6jblWGK/H7na60WcUiutw1zh3F/HjUP95xn2p7J/p020xHH/9KGqiMCK6/PRWOl26/qptcZbS\nXRGXXQJ+MSPOoW1na3dH2IA1I7PYrvYbnOMi2Y76xL7miX3Dk+YN5+srpvMZg+sN2Vu7BZG2gXze\nMFhZsqpmmK3dy6wZsmbNmnJ7X5luQ96jox6nnMGtpsRSGOXyz4Tzke5lKfOHrod4S2xMTlNELK5H\nvedArtN+VNH2Xk2q9G99ZA268CmGNDF8SZE2Dc0E+hgLhYXSYkrrViPziqLYYBqLacPXm4xqXbJZ\nFdTrAjYGuzHuOImQjjUhCRJdDNAYmlUOtyUrxrydPOFz8yHH2Q3LswnVd0qyBdQfbFi/ttSvG1ZP\nhlz9yoT6V6e8fPYBv73+AT/+ya/xs9/7mFdfXDD7vKT5+RqaHGzu3s/bvMkKlT6zFUO+ulVwa683\nIQmSMhTvk+J2QFbJ9OqYhsaBfwPSK4e7IHFcn3rN457D5jslY8aYDPjPgT+Os4n/LWPMX7bW/r93\njCl617LLVPGuJK6VGODoFkXiPY5LSyqsrmkdXptY9IqXblUV4QqU9P6YjKVofmwC0OYL6B+hYh01\nYexr1XGcmozF5ZHSrQ9kPj4Zk+98Kt4SqycNOiFD7ffpthsU+VFcT4pdMiYgyMHeNCHrpisiNe4P\nrGdYmjZ2bat0IHfM0jkdyG+YHN0ytHPKZkn9fkn9rKR+krmrEeYDqCw0pSNma0O9ydlUJUs72l61\nLGTMYFsQJKCoZsBmu4Ig1mfRsd6WR9a29tD1vAZRoW/EZksYdN2GkMKXniaGcT3FT/mzDg8nYXFd\n7SIq++p7l6SMC2GZpMlnSEKzbQsUAi+6x8RXwGGf3jGg260323AGuyViDgAvGWfu4vF5scQOCjbD\noTtgXjVQ1VDLtuwlsKTZGDaLnOa6YJlNWIwmzMbuYnO36rVuSZXbbqhddvveGBI00StVrg05GsZK\nvvSKS2g+yLYzRN+4EYNkLSlDzkMkZeDQ+ZA0Q528/vtEj7vx95pY7IopbnfOy99ge6ZPdJRxQq+v\n5wExs+Tbdh2m4HPmc+rGy4oBK0btvJjRULJhwozj9mTrU/uaJ/VrntRvOFtfMZkvKW4qdwZXVlAM\nmJUlW0OxgSJrKIqawlQURlpihSUj254xTJMxPcNpkimtjqAOuydlU+cQw3ph+4QfGdLOOuSZcCP2\n41y7sFNictS3YgZpiKRJjoY1+/y1xbBsS8bADCxMasy0YVTMmZRzJsXclWMDNJZNNWC+njBbT1gt\nR9jbHG5z7KKNp1LpiK46+cbAMqcxsK7HvLbP+GnxXZjA4smE6vsF5siS3a4wswpmG66nZ7x6+j6v\nnr3Pz+2H/PTr7/CT3/suX379LW5ejli8zODVDIoh5AMocrc6VuBWx/TF9rIhS2/NFL01PNV2fAkn\nEFjImCUkYbpeYhKmyzu1fVS7UYjrVF4xQbvH0PmuV8b+GPAja+1PAYwxfwn4E8AdyRjsBtvvknj1\n6RH3wlgveT+EiKWotv5fn7hMpS8tRlqf3nKVWonaRcZS6+GpPMUmjFh3HU9MBuM89sUXb3WUsuoz\nWfTF+zA5xFrctd71W+5C6HFYun0hNDmMX3oidcQpa8e53edEUumZTszdVQ5HxhbU5MyLCZOjGaPR\ngrJYwfvQPMvgooAsh2oA88xZyqoSVoZmnbGuBywad55rqciYnLnJaCioqalaYO+3vMhU32zbXAhg\nUys08aqDJmPhSoOnn55Shd4XdZlqwKyJ2GODCG0EeBfx6zzsImN9ZMGDYqAlYqKjXkkQ0W0zRYHl\nN8n37j4UahVsDTNua9jEzBkVSzbliGxo2ysYG6j11RsrYEm9GdDMB9TXQ5aDCYtswmw4ZZ5PKNkw\nZIUl2245rCkiANldHZBzNZY60NjhjLThR7fnuj2Lo0+uZm0p7hur4pJKjR8PkXwLuNNbd0UXr5P8\n78tgn6Tau+5vh4iUp9/27J2qyKhpsO3pKu/wpyRsw6ERJzTkSH58GcjKWI7bjtq0bWjNETectFdA\nP7GveNK85knlyFixqCluGkfGJNIMshWYtSXbWIqiochqilz7K6xpqILRyM2wXTKm24CMbfqaD3m2\n63fWBC79dfmH84qslnZJWKqtx6dy3xkZ03Bh31ZDLfGR9xjW6bh3dSlNEjRxy4BBg5nWZGcVw3LB\n0eCKs/KSwrSeVK1lUY8wmzM2G0M1y2kKS10bWLVbQrULAYGMIgZoDHaVYTcZq/WE18VT7ATm2ZjN\nkxJzZCk/WjOq5gzqFYN6zdf5+/x48Gv8ePDr/Ozlx3z9k+d8/dvPufx/TqnerKnebOByBmML4wzG\nAzDGEbFnuC2F4CFiTI7kpctVb+/UZRT7pItX3XRdaI+JsbOOePto6vk+aPoAuPmuydi3gZ+p/z/H\nEbQ7yDu0gNxJUgRIv7RIrxLq3tejve02TMcmwki8sUlDgGdMxHTr1nqLqUATGBu9Uiac2DRg6R+t\ndpVVnLe+7Ygps4PE/YsjYi7F3SRMUtSQpp+ge/0OJ2PdVNPh0kTMkws/0cYWTNA13AWBqUmyJo/A\ndU3JmjFzjs0Np+UVF+Vrbusp8+fHzL53TH1ZYL8GXuXwdQYnGTzN4InBnFrM2JLlAtwcbIidZ7i0\nwnNeop9QLgLd5eVBalxOeqVMgL7E6wCK5Fye1+sddhvOpRyuXPRRau0F7yGyj4x1U97fL2yQ4/1p\n9D/X1dQR6mpLjDSpd23KQTu9pTR0kuDrJpW+lL2rE2kzfuXBYpiYGSdcc27eshyPqZ4MWXx4BPMc\nridwfQ4LA/kJZEMYGbJjSzZqyPMNeVZhTOgxT4PTBrnkwLeQ1HkZyUv8rD6zpMmnSLzmxLZe+o0z\nIS1Iy2PSekPYP1L1pPtGiiDGz+hf++SwUT8k9/r8lHgiFOdAIiWbLbVJGXa0ySo8Vxun7I0D0h71\nFtojZu2VBrcc2RlTO2dslwyaNZlt49NTawFNaajzjCZzXmXT22S7NDU0mvg86brzeyDCnOiNt7V6\njw0O/a9wDJXw6ZCSg0eUGLalbOz7OkHqGQ1z+iBWbNsW0qHPLrVxmcIyGKwZjBcMJguelV/xXvkV\nz4uXDM2KvGnIbc2smfCqeMqr4VPe5ufMq2Pm1RGLZoqtMmxlYGOgvQ92m8ZWZ+OOEDRQ1wWz4TEU\nsKGkzCtMBpujkrFduHvt7Iqv1s/58fJX+Z3bX+XFl8+5/mzM9e/lLH53CTczuJnD7RIm5zDJYTyG\np7jd39qlgRCfGCrqs3MaaqfKMq4PXScpeKtX4FDhZTujPvmTqj8NkyWNFBE/UL4hDjxSkspNiqTc\np3t2h8duOnENS63qVZ5cvfSz8alATfNTOuvNyVqfvjyKqUDrJptmwV/5Ljro1lkQtjbdWmU0iLcj\nQjgypfTbFVbHnxqFDulZu/7X8ngkzGsREpFYNMjZBWNSsDYV10N1DclGCvaEk7B+Vq/+6Pj0d/pZ\nD0NdeyxwzgqmzLgwb5jbCU2Z8fr5M/gBLIdD7EuDfWGwLzOYZnBm4ByyjxoGF2tGwyVjlq1HLvH8\n5e7ESZGyMN9dMiZAvNnGliauEk9fuUo7ToEID8r1rykr7uOB3Ti2VKwpYk3im9Rz/W29nwzFbUXH\n4LaYOoolK0lDVlvaYmi228TW1K13we4UtSt9EOLmfhP3LE27Patgg6HhmBsueM37vGAzHbL+9oTr\nf/gchgN48QR+3sDlezA6heEZTEcUH9QMny0ZnNVMJ7eMhgsG2TpYNQBtapGzlXm7atCQteeQpNfI\nFkXtYly/YiOBLgPfD3R5hKYATXXcyqRfcYvLsr+t3E9S8cVQXG8flhAgI7vvW91fY/GhtDkgRfJS\novVpL+dgxYC6XelxNVe17leKbYv1BgY99kiZhuUQlo1f5bftOCdGCrmBbsiKcnt9gfW21DFuRUHZ\nYKvjgtWkYD0omRVjFvmQlRlszy9apVM8UmiDgpBPCZNqi4I6w3W30NCgR6TUWbDUnCS67Hr58nuE\nNhq7ho9JmPwvv8UEKyZg+l2HiyUmDNAlZZat3dwMGsaDBSeDtxwPLvk4/4yPsp/xsfmMaTNnWK0Z\n1BtmdsoL85wX2XNeDJ/z8vhbvDDfohoW1LcFzaygqVWmNRkTJx/tipGtMjaXAxbrKfYm48thzXo4\n5vXwPQb1mqKuKOqK68sTvvrqPb7++j2ufjpk+Q+W1J9fw9UKlkvYLIG1O4u7HoI5dRsNNBHTZbLL\nzq7LSH8neu9qEikCnKoL7fRDE8Sm55WKJ7UB7AB512TsC+Bj9f+H7XeR/Dn1+Y8Af7T9nKqJh0qq\nlvtE0tN0XRMZTWy0juI0Q9ZBDX7FKiZYMfmI09b/W8KNr/KM6IX6rEkgUVhNJLV5KEWY4rJKjSJ9\nkhpp+swLXbCYfsVxa5F4/jbwd3bodTf5Kz/8e9vPv/7J+/zgk+dRqn4r1i4ilppeUvIuCJmN0uwj\nYzGAkvd4ZUL+d1DXg92cigx3We0TXjtHGqWF9wyL4ZDL909ovixoviywX+YwMnBs4Biy5w3lxYbx\nwDljLlvgHB6PzwPAAOGh9F0TfLjNsEvIQtDXrQOJM14R02l4gKm36Hmvcj/69AU/+vTFzvq/i/zX\nP/x8m/Yf/OSM3/jkvKNvKq0UqN1HviSWBvGome6FOq1wJ0mz9Qy4PbvFkrw9C5hRU1OwiupTtzdN\nHjTpC/WVlIUIuRpzf13ajoy9YcaU+XTK1bfPyavK3WA6vQA7gayGo4F7nRaUH8wYPV0xOZ0xGd8w\nyudbMhZut4xpvqObGZZNG6ImD9pd7O477F/eQ2O3vYXtS5OCrB1bfTm6fpwiOaL13/30kr/36dWj\ntM3/8Yf/8zaeX/nk23zvk4+DcUfnV/T3I72v+9Aw0G3NfmawwXd+/tp/Z5pe3azaDYTu3rdySzJy\n6q1vS1eOUj/+3KlR8/zuMpR1JecgQwwVDfn2CnB3l9wmJGNyp9IRHjQOoDrKWY6HzAcj5sWIpfFb\nvGPCq4muaKrznyoXIWNSA9Jm9UphvFqoe4AYLHyKBJ/DMSYec5zGP/n0p3z26U95+AzZyl/8of/8\nG5/AH/6kS8BQn+WlB74UCN9HxojCQQiFNLQrIBtYxoMFZ4NLng1e8B3zU37N/Ihf40ecNddM6iWT\n9ZJbjvi8/IDPiw/4Sf4xpdmwHA65mp7Aa+vOhM1znwcNKTVUq6DZZGw2Q+qbglUxYjWd8Hr6HqPp\nkqxuMBtLtmlYfzFg+Tsjlr8zYv3ZkvrlNfXLl3D9Gqo11K1LxHoI6zNobEjG+khRX9mlYGN8zqyv\n7CUtTaQknMBicbsgZEzqVesbk2aJ4+99Cr/16TeWjP0t4PvGmO8APwf+eeBf6Ab7k9H/fWaDx5S4\ntPrij80gqTNacmeXJmOpde6+lTH5LtUKU6Qsfia1Shavxun8xHmJCdmuNCSO1Oddso+MpXRMmUri\nOGO9LY7M/1H1258/UMe0/DM//INbIJOaYmWySMHdWL9DQXjKWqx/k5eALA/I0qIBjo7Hg1y2uQtX\nx3zuxHWHTr9ugWZF3p6TdWtYI7PkmBs3ueewOhkwn4yYPZ1QHw2oToZUZwMojHNLO4Hp2S3HJzcc\nlzccccuIJYXas+HPyITbb/x7+s43E+ncZ3fVZZuuhzRh1WXpQUm8KuY+/eCT5/yBT55twfJf/c3f\n6q2zQ+Rf/uHHQdqxHEb8dX53SZd+HWJckHD6/MnArhnaFSMr1xDU5LahMm77n3R7Ae2aLOt67EtN\nOxbQYFq2QIrb8BUjbscnXD274E3+jGpQUmc5DVOa4wyOLeYYzGnN9MMlJ0+vOZlccjZ4u22jZQuY\ns+T41i0pDVoFKIdkjKCc47INP4P3reiNL916CcefdP+Bf+STE/7IJ8fblvsXfvPL3jrdJ3/8h/9E\nkGaTKAPdR3y+vK7Q7YNx+Vj1TbpNmETLjelcl5RoD6wbCsRBh2jlr+92BN/FJLtcTDJVnWJ8RYij\nO82W3Gc0YNy8szEFm6IgH1vykwaMxQ4MtgQ7yNz4Oh5xU0y5zScsGG1XllOrValyiutDl5RFThz7\nsNrrpO6bsSlCnyrrjq16lolnyFCX737yHb77ycfbEP/Tb/7NZNkeLP/KD7vfpWDbvul6HwTqgzep\nY+XKKQsGyMGUDcNyyXFxzZP8Ne/XL/iw+oLv1T/hfHnFdL5kulgwy6ZMJjOm0xvK4YpVOeKyPOP1\n6ILlcsrqNqMuBuFmKHw6QXNtDPWioG4KNgxZrqbu+OwGf5R2DbwAfgr8A+CLt+5S5+s1LG4J9lya\nGrKme5tRCuLtI2Za75gc6TLW733Py7uG9PJKEeuY/Gl4/BufwB/5xK/V/De/mUi8X94pGbPW1saY\nPwX8dZy6f95a+9v9TxxiUtglhzy3i3ZDmozIe0wcNKnRccZeA/XzfStBfbqm9EiF04Sswa87p0YC\n/Yx+j0U/q7dGatPNPkmZMvryktJJ58uQLrt3QdbjFGSyEF36QqQlngRTFn151yENpvNMCLEkhJi4\nPPk4VDwwcnCpbtczsjZ9SVHsphr4u2+LrbYyNWc0DNu7whoyVtkQChiyYn0yYtWMWQ1GkBsYghnA\neDLjdPKWk/yScxzYHbaETPIk4FW7N5aS1H4eU7UTW1xjcBJDWA0eY+Klyzisu/QZMQ9O+kLcT/oA\nVJwTgfixzvtE6+jXprRfQP9yYEtgaBdoCxEr2TBoNgzrDaO6vRy8sWRNQ5ZZbJlBadxZGAWMtfU9\npWNINEw76uTb51Hfukubb9nwhnkxZTGdsLElU3vDIh+zOBuzvhqQjS1m1JBPai4+fM352WvOs9e8\nx1ec85Yps3YFY70FnLJSIqsn4itRb9faXea+ZuMzjTGZ0iPSfrCdbi99Y9JjSdwSY4cRPtRheUiN\nv35WS+chU7+nyG24hhl6D/Q1IWf7CrUqVG69vcoYmdLrLqK3Sy7NkFk+4ZpjzMgyOF0zNBuKk8rd\n/1Xk1GXO7dGYm+ERV+aYW46ZM96Sse7ZsW4bTNH3Ln0Nx08dp6ZUmoD5i8lljo7TSZO/uD67c+cj\ntNWwCx0mMXQRaKPJjf5eq6pJWMoGnvqcgcmgMBWjdvv/dDXnaDbnaLZgfLmifLvBXFrKYsPps2ua\npxnVacnl4ILXgydcZmdclRdcDTKWw4kvYA3pxIYvbgcsnnjVOOI1U59X7esa52y2oY3gCHhCWLgG\nhs/h6Aimxrm2PyL0pJjqKFJWlvSVtH1Q3je18ASQDhuf60vBYF13KS+XTfT8LgJ5gLzzM2PW2r8G\n/ODwJ+6Zk+D5+/wGaYtm/H2qd+mzV276DYlETMQOJY06/VifOFxM/PYNWH3Pxc97kN/N+6HSR0L7\niG3KZBJLStd3K37i6NaNpmop0TA9Fa+Ov1FpSOxCCTxp0PBF2pR86w/+H5IngR5mm46/ZFli9nBE\nP5cpcOX1lJMGI5Y4EFpBBgOz4tjcsDieMB9MWZxOsMZgciC3jMsFR+UNR8UtR9xwzM12G5tpraqx\nq404N862bBK/dCf+mJClQIK+oiAmZHHcnp6ktn+G2xvjM0D3lT4iJu96rc5u20jaJXifhIQsvdVT\nAKxQd6P0ci2qUdB1w6DeMNxsGG3W5FWDqS2mtmS5QwEmd1trBZTG3ipTOnbrx4N/3crdido1R9xi\ngE1ZspmWmIFlOrnl8vyUy4/PmK8m5EVNXtQURcWz4695evQ1z7KveM7LLRnTq2NSFjkNbuuu062h\nS8ZSxDgGn7vImIwJbEu9W1+xWPrTexcSj216ZTvUw4+R8or18sap1Eh7mIGjj4z5HhwbGvxYZzFU\n5OTkARGrKNQqULbNy32lIduuyi3NiFk25cqcYEaWSTaHkcVWDVVWUGUFm7xgNhhzUx5xZU652d7R\n6Fz0N4TXesRjeVh6ph0/DUKd/O9xCUoLDJ/W2zZ1+wV/Ubk2rMgZz9i0peuna8B4RDJ23+himKTJ\njf4uIlcItMmjsLE+W3hpKbKKoVkyZcbRcsbR5cxd/v1yRf6iJnthGQw3nH58w7BeY4A3Rxe8Kp7y\npjzHFBmrwQQztNja+HNWTaSXeCQUHWR7nmwtXOKJmCZjNTg6McV56BixxXKmgOEJHB/Bk8yRseM2\nyD4ypuF1lggbkx8NBVPQUIePN5RpuBmTbr0aFntfFNm1iesA+QY58HhALjrPH9LL9hEuHa+mwX21\nG5MIHa92jCGnAQ+VvryE9qP0+11Ejx76/7h1p3RJ/R//lmq9WlJmo32mj18MEZMJxL9773pgHmWl\no2spjEcYP0JoPXQ4oSEpgL4vbTlLIpOkACMP9EIgKCtj+iyPB6JuIhaAOjBrclMzZsFpfsWsPOL2\naMqMo2AyH7JijLv7yTm3XzBktV0ZA39fWEiURNxsGK6X9ZWvkzhfOmzX71i33FJxp8reA820d7n7\ny25y4qmh3/sS69dnXol1dC2he1ZLpyPx2Sge3S4KKkpbtYSsIts0zgJbgSmsu+B00NBY2DBw27ZM\nHbS7XXn2+fIuy7UOFkNJxYQ5JRVNkdEUGTkVo9M5E55SsuKG42D94z2+4j0cEbvgDadcMWHOAO/E\nA1DAvGlHNH+/mrxi6Kl1l5EmdOXRdMLEpDcWT741XUv3gfTzDxM/a8TGiv4+0i0H/XtMzbopdmON\n4+j2vRTxTZV5GMqddKxaYpZTb6mHJpIxUujm2b/r8qrJWTNgaUbc5lMGrDB5QzMAM21ogI0p2ZiC\ntRlww5QbjrjmhBlTFu3KmDgg0X1W91UpIU/BvCkO9PlCbxLU9Se/h+UW+gXVbEPaQcprqN6LkJHq\nE6mSe4B4+2U8xe6WFPwQIibvfVASuitj8UajCG45PtJQUjFkxWi9YjxbMblcMvxqjfkZ2M+gHFWU\nRcXx0YxsanlRPue9yVc8y95jkR9xWT5xq1Gy3TA+s6VdD1gcZN20v4kreEtIxlZtPAUwKGA4haGB\n+ojtfr+scOduz0t4ZuCCkIz1rRCKTpYuLNThD4GIKQIXr7BpIhbXrV4Z03A2fnYXbN0j3xAyto88\nPQZw2RdHX7rSEuR/TY/lNjrphULhdbi4tce11UdwDqnNuwxQh7YOPaLozcuHPt+Xh322ujpBAAAg\nAElEQVSEUZtAekaloHccQsIeYcBGtuV5OK0BTgwzNBxIQ4P0dw+nc6GEJR+SgPBsk2nhgwccAij0\n1c46Lg1eRF9xQV+19ZKrEdZg24lkicU53BiwZsJiCxJcGO9hTzyJue1f4gRHEyCJWZejg70g9nP9\nWxoEhmRMx3l/w5AnPh7++pUjX86PLRoY6ToPx6CwHML2GoeICS3odYkYGktc+j4gLZ2NjcbQtNtw\njFEaypbFpsGYBmN2mxe0rn5l1F9R25Btt5L5DblZO+LUjFhywvX2XNmYBcfcMGO6JXAFFee85Zy3\nnHHJMTeMWbarYU2Qv3hbWArs6xI2rTMPT7D8r7LNS84rxWWp0xLyFZayP/up+3wfGYrbxEMk1ca8\nWSsOmb7w1z+RHh91CmlM1t/vtQh51s5l3L1xoeMUWdl1Z8X8LW8+VhMskOwvTVdftdJHGxAWjLdb\nYBsy1mbAklHrb9SfWrvilBuO2xUx57jDmwP216dDJ3KGTbfG0EBA8I1uZel9AdpYJyRT39Xm5xtv\nuIhr/dCSvLMIuRBIEUM0KZgU7Ighif5ul2uAlMSQSOKqgDXYpWEzKVk0Y1fHgzGb4xK7MTADewVc\n4ojNsNUf752zZENuakxmfd4Ewpr2OYGvKQ+T4tpddGsNZ2zwLhMmwIWB6xKuR7BQvuFNDk8Ld4XN\nU9z9Yqc4RzRyNivlpbA7dXWnZQ1Ts+iZGG4bFV6Xs2+sIYzXemgiZlVc8t4HXe8g3zAy1peDh0LU\nQ4B7d4IIe1dMsqR2BChKi81VuJRpRNdibI65C7nq07vP/rZvUBadoWviuQsR070n1inWIw6je48u\n+5SpIk4nRe5S399dPPCRiQf0ZBH6zfPb3Q4hZ/K9f/qxpDtlik5imdTg0J8qkmHcbr/XW0Q0sAzv\nN8q2Y7urIR8/2K3LZuf63hGxNYNgaterEHLSx4FROc2mN3p2wZmsi+lt4lISNtDVSwzzbPDL3SWm\nObq8uuTm8cBFXCox+XPpxcDWaxtboPtMA/2jgYdr2q1/+KwmYtBkYDOw7ZBgAKzFWIIzZAbrnHrs\nqJGQkEnrFKicK8AX5lPIV0zEznnLklFQnsc4xzJH3DJhzohFuyIm5xm7lzrrMgzJmC8P9zcP+qhP\n168hxHWmyZhOyfZ8G5pkuv1A0pa4HyrdOFKjonzfD77DXzT16TcchLGzhfjxumpMfAvMloyJYwo/\nftJuSqwotZONIC03dx5CyOKxQtq3kDHXKurtam5FwZIRczPZkjGh6rdty5wzYcWo9aIoxkOfXp/4\nMohXbftnsJCMdWtI/95dM8uj8cgjJ7kAvU/nRxs3NRnTUMxbpboEqW8Yir+/y+TR7SZuMtsAK7A5\nbNYli9qRsflwzPqodOVwC7zFrTRlOE+AuaCpxrdVU5OZJtwaKRO2dgsfbwfM2zg1RNUQeIwjYqfA\nVQY3pXPiMZceYJy17dzAebtF8aINPyIkY6JTn609BWNjkqahY0zGUusgGvZKfBVhW9BwMyaHmoj9\n/4eM9RGSx5K7xpsiJxDS9yoKH0PD1MpYTNFTJBD1zKG67gt/iIVM5/Ou2ylFD/281smo71O6xOUT\n94T4f71q17d16ZA875eQCHTBq/61f+rSbZwgTBccPc5kEwMVeW/I2m01eRTGE0KZPOMzQi4eWXsI\nLww1mPZ0lzgpd5Aix249hFnWCpJmAdyKtwdpEcfRcc7isnQgPAueD8u4C0JjuHd/kfJxkvJqJ23k\nMYmYFk38UttnPTGlo0cX7tL5TZ7z33fhWqpNx6uxjfGELJM5u43PWMhsQ940ZMHKWH8dhf3RtQGw\n2/8g3OSmHQyMWJLRbInYGZcsW290Ov4hq/YOqNUWsBdUGEJjQWplTNLsJ2O21TkmY6HBpLO6GPRB\nPdaG2yHjuonFE7H0OPUY4mK2nRR8Gen+40Prvts1Z+xvGyHtCb8VibewVm39ym9SlnoLdvd+uXCM\n0TNUX5mmeqLUp4zPwHbb4pzJtv1JnVsytbF7zLp1yS/XOhwytklb2zU2xeW8qz2JSD7iV2q7sa/h\ncI7V6T/quJnaciaMMD5xsmszjlVh4jNj+7qSdIaYJAi8XIE1hs2m2JKxxWDM5qjEDloy9go4aZ9r\nV8aEWMudjoWpybImtHUL6RCoCuFZNrmuNvRJE8pJ+3oC3Bq4KeC6cJc66zxKuBPjnHdM8WQsXt/o\n8zuXgnr6+5gomej3FMGOnXFoCXfYpuPT5LVvu+WB8g0hY4e0WjgMpKbiuo+ZIq5hiUeTsNhMoFfK\nYtIWr3MeIqkWuev3mNBqE4GMMCnR5Cf+/i6DX7y+30e6Up9F39gEkyJkh4xwfenfRzx8kAljHwjQ\nv9igTNIa6Ukorr84zZA+hMC4m34XbOutVxqkpCbIVByuZ3i3zHHqop9YQqE7Ycvk7+PsL89u+mmP\niT6PXZqmP8WUrpvLvlLwkDBV57JC4oF4N+whAOau0u1FsbdHf74vtb3tEOkjWdJCdT7Dg/leH3FK\nkNGwNhuWedUCW2e1zQuLNVANM+rCsM4GbEwRuQEIt+XZKG2h+LKtr8G7g5A2Xm0dzrANI88WVFsQ\nXihjm8Fut6iJow7fvr3BJnQuI7o5LXT/CvtwaKCKSax8F59o0sA2rJewnrQRoE/C9vw4bTPlSCdN\ni8KtbTYKfZc+050Rw2fDU7XdccS0Y2PJJjBWSThZi3LtZKO2LfqVMk0svU5po4fUS9/oJw5sDA0Y\ntvVetGRMTGN6a6Kud9mZoKlsSNzDctpfvmbn59CcY4J2Km21putQJDY8pEpDp/Eo5oIUHOvn8/1w\n5qFQow8ytfpZMhbzCZfzc5hbPrPf4QmXHJW3nJ9cMvpgydCsyGxDc5FRX+Rcnp7xYvyMV8UFl5wy\nayas64G/+lYccwhkXbdpahf38Vm2rX7WQz0hIQPcWbERbrVsSVi2E/VqV++2acSOMeSl07UqjC7n\nmDD1iQ5TR694a2RK9GqhJl/xqpiGq3eUbxAZ0++xmOh9XzyHfp9KR9KIV4ZSvTYmYbJPVpObVCs7\nRJ99RCwVLv6sXzGx1HF2p8G7jywxodtVZ6nvYiIWk7A+c0nq/8ciYXHs4rewO3V2rYUh4OpKCJ36\n0tMTaTh5S/x2G1Jy3Z3cw8Pb2sec3X5jgme1hnriROmS8sjlNddUq+mE0HncR8Ri0J3aPpnSwqcR\n70TolmlfHYRapIlYCKh0D+i2jdT7Y0qXiPmLD4SY7Do31Benbyf9ruV1mjoNsc6L1zmDZZm1d4uZ\nmjqrnMfCunZkrMipi4x1VlKZktrIRr0QWKfaNtBa+Ov2OzHsympDht3ei2Q65STnGTOaLdGSeARW\nSruzmHbtNyagXiPJfWx6DdtLd7xKEbJDyVhfn4nrK/5/dx+4u6THDfdLLP3A249Pd9EwVRa+p3pn\nQ9I29ei9vQuP9TacEHMpeVlx0ATdbylM64LSIK6POJ96pK7aIxDSft2W2nJbHq4dlu29X9I/3dOu\nDUqZazIWGt52jQWpMVl/jtuytDg901Tt1kS9ghwTsT5C1iV9h49dOyXeftbvG0gKop+MxRuB7it+\nEt9uo2xqw3Ix4XJuWc1GfFZeMi3m5OWGZ6dfc2YuOTu+IrcVm0nJZlLydnzOi8FzXpVPubTnzJop\nm6oM3dXLitcGvxqmT9v0bezK1atsnxnhidgR3rGHEN6BeokHRWmSNSGUTsFIDQNTZGyf6HrWkD0m\nZVp0njW0lLwXpLcnip53lG8YGdsl+wD2PkJ3iMRp6HNiMRnT9F0osrRqHUdMJu5Cmw8hNjqcTk+3\niD7TwT6zzn0I2UMk1j1FxvaZod4NEfOxy5SZtt5Bij519YlBSQqkpIhKCPwl7n2nMLqetPJ29NO5\nAQF+WSeeFIATiOjDxluo2MYfl0hf/vryoNMFAdyH13O4ATddrrtkX7i4XvokBonvQna1BYE6d4kr\nJmLx87vaZugoxm/pyk1NlrutMxVrSrvZ1k9lCipTsG5dcwsF0u0rTktDwazVSs+PssU1tdVPt0d/\nV1jdKceYtHRJUlj/TpcuEYvLdV/Zi2jd49WGPjKmt9jpukrV32OLjE0QG4MOS0sTlPv0lS4R84RO\njyNeR6mzOiBfBRVyfYeUp78zr9puV0w5Z/G6eJ3idiRt2W+w9m3J3flYIA6SxGlHTq3iNlut9MpY\nyvmSVeHvIqk66/Z1Ta1Co0EVtFP3LnmIn0qNyzEhe5SxM95+F0O8sAD6IVTs4e+hInG1hMFu3MrY\ncj7ianbGdDInzzdUheGD0y95fvSC999/SWnXrLIRy2zI2+ycn5vnfG2e8rY5Y2anrOsBVpxvCBEB\nB1v19kr9rnUSIiL3kQl7GOLJo74YWpOdLPGC9OaxGCJL2cdETPTcVW+pcELEdDnISqEWveql3ScI\n3BcypicaydOurZ098g0hY4dICmQ/5gRiej5D6KZFl7y0DmlROftbzKGt5646p+IzhL0r1cPuMig/\nxoiTmqLkc4p87Vs/jgnluyFjXajTvyLQPdfh4yCI42FtoG+iAjqTIYSTs4bKcieSABK/phBqm3bm\nIX7rwnMwlq7fPe+IuwvM+ohRH3m5T9nJNsIQnmkd+uQQ6Awk9I5jiD8/XNLlsIuQxZIq9xQxTsWb\niqvvf98WLbkpyRhijN26B6/YALQwN2/vcCqp1YXPAtX8qTChYTKSeWAnpaN7nX8X2O29T6bKpE+6\n9dlfr7r/xHrcpR3EK2PxOLNPUvUs378bkREg1b68xKnHID/VM+9Pz/Tz2tjpx4AMcZyiSbVrT+Ga\nZK1MBSEZC50b6ZE/3Mqs3eBLGjKSan2l/dQtZNPnbd3f0MgSpuq/k7j2jXhxeXm6Gv7q55uQlOl+\nKnOB10fOHNfqFbZsPbfp/qPjfrDEcEGv+MQrXSkipn/v+y2GYNDdiicvAfni3VCIg4VmncFtRl0U\nXG7O+Hn1AVjLbXnMm+KCV4NnlNm69T884Nqe8GX9AS/rb3G5fsJsecRmPYDKdO3aopveBhjDVE1K\n9EavOH86H33l3Af1UmWXei4ePPqgbSx98LsPOut6kTzFBC3WbR9c3SG/RGQslhTJuM+komu7j5Dp\n1hnrEOvRZyZJhT1U57i1p8wzcdhd32uRU6e79HhsgrOrLFNEbJ+8OxIWptBvsYtJUAzzNVzbdS9Z\nCkTvCxN/L4SjRq647f7ux01/Sa2M/FbFIZ+FiKVWRUBaUNfjmy+9EF6kgH8fIevL991ApM+RBgbv\nDoj6VOU9TPFxUu4j5D6n/ru+8ttV7jHp2Pe8/s2TcjfGWPw2wQ2DdlQ1yofmBmcMcC1SCJlblQjP\nY8nmMg3W/ejoxo4s0KdLCXTb7jMC9ElsGNh941c4PvTFs0/6iJjoYAm3fnVpTX/fepf94ND+FpPU\n1NbEmE4fJt1WHJeF/k02Qct4hgqvt6qGa5O+dbqnxdDua8J/roPxVX6RTXw+ra67E0dj/FEI0Tuu\n1X4aq2lnf4sN+4L7Jg6pazRFoOXdU6kwzdith5CyuB/G5zGldB4sUowx4BYPfzqjYTWEkoIfGg5q\nuKOhTZ3QoUiEqXErTrfuu/l6yqv1e2yqAVfjc16OnnMyuqQ0m3Ysdc4+3q6f8Gb1lMvFOcv5mPVq\n6FeAdJ5jQiGrRRqS6Ty214e1O2VD0pk6ixWf/9KfY5gX/54iZHE9pFbS+iQFvVPpGEJyXqhX7KxD\n15d+3VF+ickY9NPiQ2UfiI9bgU4TuqcHD9XlPvr2Uf9DiVhKt3htep88Btnp06WPiO3T7d0TMScy\noaQBqw6R2gomU1B6zayb0q7/92npJ0+9mcXrEerkt93oUPqAt6xCaNDajSd9ED2enAWEpETbQPVT\nqXBxXvaJh+u/OOmDxY8pGoTH5KtPp/j5fWB9l96p5+TdXyMrxAm0hzdpfY6IVVvPhNICmu3qWIE/\n75ZuY7r/6/bov4vPdblvY4cO9xWBh30xxMRJf3+o9BExrcOhr1+saDNMX4guEUs/cdde5HqHpg79\nhNSFF+dEDdnWWYu0PE0c9LXFOgyEK1chEQvbreno5bQVKpgaQ6T+dxFrh0i6DCKtS9+242ar3SGl\n7Clkd6zLtiOA7wNZRMT8JdHdOMMNjHdzPtQreoUjdsigi06vYKVgWB8EiYmKhjjxKRdNxiScJjUb\nHBlbODK22Qy4rC8Y1XNGZsa4nJHl9bbMqqZksTpiPp+yvJ3SzHPqVRZux8ui9LVu0CUWkj9NSvRK\nkX4mhnA2ikPLLmgbr230wcZd8cfhUrAyrke9ElZEr9hhR4qI3WOI/SUgYylC9ItOX951+rG5RNfK\nuyYGKdlFKEUvLTGJPETnd13+h5g3YlPWIb37YRKfD0uNDSFVOwy49pE6/dkTq7QHwS4w9RNu9yh5\nFwDoyTEkQ/st+LH+aVKmt+WkrZlhvkHWPTw46Sdkjyn9MZoDwsjv6Vp+F0TMa9bnKa+rtyZvdwHq\ncetPPdf1TJdCKdLC8vZ8engHkaQv36e9BaLijc+O6dxKqEZhhT7HL6jn41LbLSZI77BnDmkLff1L\nvk+dm/SkwNO2vnM4KV0et1f5WotzGxqnfd32PxG3uXRqevwB3z+0PrFBLVWGUo7SXixm20r9Ck73\ntGCoZ1jSIWFpIj39s9qxiNaKIKTPb6o+fb5TdRt+322zhxhBu+Jr0AS5TYe1qteHWxOhO452r5d5\nhLFUE7B4+5lTIoRNfTZk6A5zuohTjV+TMdmcJFNk2YbbEiHjn6mhWg6oMnftxtyOKZsjimZFVtbb\n9GyVs5kP2cyG1PMBLHCEzkbp6PxrmK3S61h0G+NX9VIEto/49JFZ/Tl2UZ8qv4eKJlvyvz7XJnWp\nCWce/QbdFbE+t/wHyjeYjO2qiZgA7Xo+JTbxnjJrHBKvbEi4b4vZRftTsqs1p/4X0e5rJJ5DdX7M\nKfqQOjM7wmkylgJ7jw/S9/me2w1lhYZ0racaePrQAkR9vgQIpIBkF/B7q2HTjrDaoi6WXkk/DbI9\nUYt7Sh9Iiv93cftfxd6sQZfEq0FLFyTdpZ2+W+nCq+7v8h7XS5yHxyaTu8BlKuwuInYX3TyoapJt\nU/8XAylNuKBLlOT3GFxrMO3BmgOvjSpxr6MPqR0s3CWPh3y/L07dPlJ9f196egxJ9Vt51+PMrvqN\n075LmRwimmKl0gn7i3tCQndpSJjjXUaD/m+9j7/YPJBqE6kR/aElJG1Vi9RnXC/pPPbNMPu/83Ga\nbQi9WtUNd5dxQHq4J8R9Rg89I6R2m/SPTo88amoiknJRrl99G3V0mLvAKUv3fJbAGq2DaXWLt/+1\nruhtnVEvS7gFU9itDrYx1OsSu86cZ8NKpafJV0ymYoKRglb6fjY5Q5ayi6c7cso+l/68S/pgsIaH\n8fdZTzhx9xB/r8tmX9t4wIqYyDeYjEG31qBLt+/y/C7TRl+r2RWvXu99iNyHkKVML7tMMfGzd201\n97OW3U2kXHeNbCbxErlv3naLeNzabRYIAYX+VgMkmaD0xCuTF9tfYthhtnqkAJTtpGQ68cq0J6A1\nPiStRVKM8yNpZVHY2EKbAqnxwfVQ1/76Tk3Aj3Ba4M7Sraf+cPKu60WLb7mPT8j26RmD9odAnVTb\n3kUKPfRyEjugiFcYgGBlLM6DxBkTshSQFB0FCPcTqd3lFv9/lzKLCdSuOtpHNlJk7BBy3Tfu7NPp\nPpIyYqXHAKeZ+y4lejRMl88u/cPU0lvNY+cq/WX3sD4r8ae2sWtCFqe9L767iB/fXYrpPN0t5jiu\nQ9q2HyHDdplqI3oefDTR29D02a1YYuAdZujuouPRIF4TBmkeot9GvSxbr4XNMoOioClyyKzKg8E2\nhqbOumeyUkRD8qG3JQrRistAqllv34xXjYx6DvXbLhIWP9/X3WLIHseTIoaxXpJvTT61HroeUmfr\nNAnbRdbvIA8iY8aYPw38SeCr9qt/11r719rf/h3gX8Vx8n/DWvvX7xAz6dq7S05Tz2u5xwm7ZBoP\nff4hebxLGu8i7seUQ80jffX6bogYoOCjT0nrEwLvWFMPAsJpxseWAicpQhaDrzAl/U4QX/x/H3jW\nuemfWLsQQegUxFsg9e/pSTbM82HSJb2/GEmRqt2SHn/uS352peJFEzHbE6YL3lOSaq3p9D0h6yNK\nmixpjdz3TmRlTOvULfOurhL3IfnaD+T7erf+bv9vXR3T/SAlh7SPkJ6kCfY+SZHlx+xXh7StJplm\nOHakRsFdce7Wp6/eQpKqv4vDxJrqNDXB7ROfuvZ+2N9e9XOpz7skHIfj31xMjyGHxnVou0616Djk\ngyVjN9jWgLvv/JSeuFIq9dl44rhl1SreKhevXBmis2Tt+fQYMqcISuyQou/CYk3AYg+BOo/yv94c\ndpchJKVzXz3EkiJicZyp9ORd9I5Jdopc6peEjy+LfgSS/hgrY3/WWvtnAz2M+QPAPwf8AeBD4L83\nxvyatfaAHvS4E8J+SfWkmKLHPaqvh6XivavE7nd2ya4wfbodWra/SOJ2l/reRcR+sZKy7AoxcVpq\nlwH7QYR/yUqAz6v+PSY6HuQ1LbgJrbzyWbTI1GauPoBjtrmwwTdAlLqjYCE87D9c3k1DtNsHRbry\n6JbSg+XQlNPhHpuMpeI/JEwMe0RSJOowgLnbGLDveQ1kY71iT54pYBo7mLlbG9ytmw4rPUPrfR/p\nA7B30b2vvPrKPS63kIg+rvSRmt2iR9PDiFi6xkOCJGWVKjP53EfEumnub2FheaZC+TnrkL4VP7kP\ne6SML99USeUvLttwrngkiQF2TML0PVQafMuz8i7fp7bB7YMrqXA6fB59H29ZjAlLH1xNEbHUOaiU\nznoFqdsVdhPBOGz8rsnPXSTsXncXXfeo9HfB/pig6zNiqfK/ozwGGUsl/SeAv2StrYCfGGN+BPwx\n4H/fH9Uvkoz1Ue+Ydse9TMtjErJUr90nov8uU8Ch36fiftdy1/ruG9l+sZNNOCWEU51p9ZHD86nt\nV6n4YkLWDeM9G/r4hA4JyHCwVa6bjcGWPCUnbIzSsy834Fe+UgBCfgtzsJuQdS22YbjQMtr39O8P\nGesD0YeE2wcsH0sOAfKHgNt9TmlceP9cN57DwGYXJHuCr/Ozj5DFcR7SBvf1S/0ek9ZUfIfLw8l6\nijTsIlhxXb5Lg8bD2vd9iZgJ8pgiqanPqbCpvPgxNWvbtu2E7hIx3br99/7v4XWQIpv9IWPdv3mE\nLG3EoVOPqfbwYIkBvQBtS3gxsIBuedcwNXW3VAgNwpWj2KIpK2IxuYtd3sdELCaJXbfJ4SsmYfG5\nMdEtfk62Kuqy2ZXOPjgcQ1Wd/l1hYKo87/JsrBt0ddO/p4hYvDK2y6/cHnkMMvanjDH/EvC3gX/L\nWnsFfBv4X1WYL9rvdkhfjb6rAeSQmoxBaRb930fQ7tNCYt3u+vxDiV9fmb/LAfyQXrwr/dicpeN9\nPOlvHX3WO/lfX1GpQVwqji6Q6IoJng4JmQZh4gEsi773v4sdOFMndXfRyz4SpkljSCXTgKebo5iU\n6bi734OMe7//0GJ3vtKf5bnd9Ob3T1IkTCCQDhWKPGOiUOl+3SUxIdmRdQxvrJTV5vDcVxyXNwPs\nB2t9APUQApOC1h7g98shtX4oEdv3exrk+u/C/LwbOaRs+55LEbGYCKdeTfS0tJmYhKX0OyQP3byE\nY3K6bftST8cVPrG/lLozTfq/LtH8JknffKfJmA/pROaWd0LGNNBOvbRTC02yYvgRx58iW/EEp+OM\nXc7LZ3mmwhMz7Zgj3iqnn49JWCqNXYQsBbNi3XdBuPtCtb6y1c93rSG7RdK8y2pcTMZipx0Phfwc\nQMaMMf8d8Fx/1Sb57wH/BfAfWGutMeY/BP4T4F+/uxr/pfr8j7avWHRuH9IRUzDpLlsDU/HcV1It\nO/X/wyyMu2VXPt41XLxr/Klep80SEt//CfydB+gVyl/+4f+1/fyDT57zg0+e904kXos0FI3Ddy+I\n7kq8TqG916Ut9XYLQcKpqzu5eY27o9ohhCzWUurEzQ8CjdLAtZtGN8ZY9pG7bhxwv/7TTSWs1/sB\ngr//6Uv+/qcvVXwPk7/ww59tP/+hT074Q5+cbv8/BPz2kY9DRFqk+8x2LdaLvrA1o+/UpAt5ODDe\nRcjuov++Z/oMJH1E7ND2sE+/u7bxVNx95bwv7b/76SV/99Ore6Udy//ww/9l+/l7n3zEdz/5+OBn\ndxGxPomNB7os9JlC2QUQl7Mus/1p3qW97j+hvgvLptLd1ULS5q2HSZ9h7G7Pp40DfeQ4NtT95NOf\n8tNPP7t33+jIf/VDr9If/sS94suK49UgTWDi82YxudHQJHZm3USfKxU/eFIUr7JociUSO6NIkTwd\nrw6nyWUMsVNE0yTeRU+RPmKiy6MP+sYE+S7ELU4/lY7Eo4ln6vdUnLEuMYn9rU/h//70Lp05TPag\nY1yHRGTMd4C/aq39DWPMvw1Ya+2faX/7a8CfttZ2tikaYyz8H6RJEnTp9KH6ptY+41qKW1wfIesz\nVfRJTBL2ScqEovW9LwHd1yIOSfddSl+da9lVBrr+JI5UT/jHsNbeax4xxtg/Z//FQBdthU1RFgmx\n64LnGCh4q67eFqZhRXhvkIe3YanoONIn1sIn0iG6uupcWJXv1MqJjkdyFZRpJ0x3qt5FC2M9UnJX\ngJwSbc8Oc+zzEevalweT+NYA/5r5iw9qm3/D/uORzncnI32ANAa3YSohOdq3ehG28bAEYyODp282\nStHnLb78uI/g7QLz+/rlvrhTcmh7e8iqTCz7CFgcLo5/V2v5J83fvFf7NMbY/8j+m0F7jMtUj6Fa\ny3hM0vXUF5e0nCbYxB1uVY3bV4/m23hCwh+H8iP1rm3o+9qRD6Xj7gul33eNgb5ed/eBPtSZ0t8/\n0Y2rD9nabchu3uNyiWcVH0rnVs9T/775sw8aO/kb1qsP3S1oekVMw0PtjTDH3ayILMoAACAASURB\nVNcVO8RAhU+dP5OXhizxBcN9ZC8mU7tWaoie1c0l/gxhI4thYPxciuzpZ/UrpV+KNPU15z5op5/V\n+Y31iH/vg/B96cQu/2PoKe+6vv5pc6f2+VBviu9ba1+0//6zwG+1n/8K8N8aY/5T3PbE7+MYV19M\nB6T22MRA0pRVsT7K/ouQeCDrH9zuHu8+2VX29xrn3oH09arUht3H1zmEz0Kg+ibXLhFLh+iCknji\n0hNfhj/bFd/rFLYcg7iRN1i1cqHjD/PWd88Xye9c2wxhXFgWoXW5G2cK3u8Gnmk4bOie1wjT2Gfd\n3i0e0KWBu0+rT4ffP7kLIbsrefNtwD0nlzXvImNdMh/G11+TOsWQAEL/GbK75Gu38SHdz+9eZrvb\nUEoOTWM/2N+t07sTr9HdDQT9RKI/rtRT3W2rqStCQq0lFR8u1WLTc1Iq3OFySCmFJqJ+DaSv3c03\nQrcPedIsJHT/c/Jd/HzqN6kjGVHStbiLVN5TYiAdE7HUyljsFl6f7TKEYFxDE70yFsPNWA/5HKcj\nUFVPnrFHwNjRSCrP9yk+TcRSngY1AY3TjgmeJjLxq+/8WB/xS0kq3lRcKYjdR9J0PKlnd5HTA+Wh\nZ8b+4/+PvTcNtmXJ6vt+K7Nq733OufOb6KZRA2oGOcxgS4JWD3pXirDDEx4RFtZAmLBlhcJWBCBm\nWb6MLWZbwrZwKEICO2yJMMYWdlghI3GQMAaaBtoWoGbq7tfDm9+dzj3n7L2rMv0hM6tW5a7awznn\nvnvf61oRuat2DTmuzFz/tVZmicgXE6r2I8B/AuC9/w0R+XHgNwhfRvgL63dSfL3Elhy+6/+a0/vU\nCptqOu9RZwFOeevm8ZwXnPWleVFxnZfWC+P99/tUNUPPnIcka9X+tHKQoUFJDlaGhAE9vfaJsXlq\n64TfVUrxbq6T1Z7ShaTdsW7oQ7q5Si1c0yLaakq7US46tNdzCL0b5TnRbXlRdFExdXuxbofzlVxr\npdcJr6tgfTjuPt7bFkb0cYpk+V0vqHfzMnRvSIFysbR7fMNC9+6g88IF2x5qebEF4duK1P2gfdtU\n8/NuLgKt42d9vr7WN8042/aMYTrfOKah5dlauk+V1h25t8+Xbpn8bN1ch3r6AsfhXNRL15JA7tUx\n3YMuQBpah5UonTt1L+28mK+OSSCliucJwOm85Lv+kb2f0zqw13ee0zoQlv/P0+yz4OU7QOZNPQSQ\ntgU627DFEAOno3bdJLuXKLVNTo8KjHnv/+yae+8D3nee+B8uDcHbbYT+IRri/PPSeblvHT1qEHYR\nNKT7O2OvGKB2QusTP/utQLtr1bUoPWxPaEFhnr9NgOzsJNmome+fqEWfHMBtim0X2lQunZOLpIsX\nyC+OumLn+SkHYtu31nohtw8unbWt+oCYBmS75Xs47m0oL1Xf+xchQG47nqxL/6FYGXoo/5DyZgsp\n8Tk6LbkNT6+OQG3JWv7qH6OH4ruIZy6KzpPW+eBcPup34zlfHSTlTMsVZi1ntG9dCA3pu3Ow4bN7\nucVKuyf2Oefo9xIQS2Ard3nrc4m0dAHckDiaA5sh6xNr/ud1sw589VnI8viGyje0M2NOefzbmHk3\nsWQuoq8TE/sA2SYtxBnZ8yJ2U3yDUl8P3PX9/J1hjc75aQRk/bSuR1wcGGvHrr741kOfTZPHau23\nQkMfrBoWYvqdOi6SWoEupNifXl/fyPOaYtmsqd41fw9b2/+40kUCsRzobJPudkJzeHI1vd3zmNLM\nVSQXxfdnBWSbePC8OdtOGdEPxvrCwyKXSU4pxVWXtVVqAdn2CoFuq/eB/t3m59cTbK2j87STht8X\nRatj93l4up3rdtkl8ULKkwMZPXUlwd/3XOtzH8y/2SV09xXLP4ysLW7arS93X0wWmCHw0yfmaLDR\nt05rCKQNgdJdwJjOQ196fWvGhsS0ofQ30TYs1Jf+ENjLAdk60fIcbPmYgrFcF5ND2fwcVmtsU4uc\npdbyONfl56Jo23w+HhPH60vbALGLElBb6o5ZZ4E90vMvF1BXr7XpDwu/w5aq/il9WMTZThhPgtKq\nxnsb0am/XLtQV1O73bbm28U7pGffjV5/ge5849oqp2xuldwimrfHNr2jr93W1VyKU1vC8txK9sZw\neuuEyqS9X58XfXxYIKfbMutVP5sA2Xa99HxjZ97m24yUon516yRYtvp8dw42G+Lepm025a6PvMrh\nqlRwntmh/3pbJ+vb0Mcesn3628hOdFpyU32GT15sbnfdNrovJXooirB1YKSbufUiRQIa+v6muCU7\n7xMn9bva1XFdefryre9vU42bgFgeh/QcNZDNy5OD3G0B39B6rr648zV/fc/psvaVe6isQ3V7DnpM\nwRj0c2N+vY9kzXM5x5wnb33pPypAdHGgYzcaqoeHTRfVjruS76np7SelockkTeN97yexKR+D+rXL\n/UCs79hNoZ/y/GwDytoY14kKra47/Mtzs4so2xVOzysED9XXNoJPX87eSCqSPouJFtyHSNd/nwKg\njWfb9DcLXkOKiKF7Oo2h/PRfg212xe3KbhelDFhNZR1sbN9sz7tv6/vdVltN4/xj67pNG/Jer/Oh\nW0jLPBqApCdaRUkLzYdI1Hu70Pa82KdgYvBenrezjXrbzTm7tek2gHV7JWSyhg73WVFnq+7Gq0qa\nC5r317nxwbou1hX48+f7RNA+tzz93nlFuCFxN4GZlP46YJTnbwgY5XnuAyd5OkP5XZfONkBQ51u3\niQZjubVxCBDmtA4AbpoQzzAFPMZgDIZLNeRwmtda39B4XkF+iHMfFT0KEJbT61kXFzFynT3lPp5K\nk8gmDeX6uPuAWCs+JZfx9L9fRB6eIs86gW0DyFptZvin09ykn+9PcXuxRNf+eSkHEn252lVgSi31\nuFMOxFoO2yxwrXLIajgL7fLeLunswpHbtOFQ/z8LKMtr/2FQ/zjW5oDORwXOTustY1342o5q4Xx1\nLNFPr0KcVKZNgGdXyoHB8HMpN3mZt08pxLAbnXfeGYpz3eidp72OW1IsOTDvzprtvVTXQ/neRuGy\nNQ2BKk2bBj4t6G8D3obSGAID29CmeDUI69vpcKj8Q8CoL41168fIrus8bwvAhnZZTHH1uWJu2jRE\nt4lk/1Od7bpB9zngwWMMxoZKtK6U29ZAzilvVHocgNjrTY8CjK0f+ncR1H3Ge8Pjtx5Fu7nIReW+\nnGyeRXajVWtJ3zPduIeBYRun7ynfOhoW8HbbwHko7iFBYFcwpgX4rpvbxY47Q5BpUyp9ovDQMxpq\nr4tnOK31wmw/f2z/fLq2WeGxmfptG91270t986fbt6fWirANAFhHuwKDlmsf7ezYV8Obxp2hNzfT\n9oqfddQdIc+Wg1wizMs8rPbof359btfdkx6+73tu0zqvLhjLS9PG0PfOUH0+NMtYm8AwaWCThPV0\nvg6M5fHmYswQyNkGqMBmluvkwXev93X4Jn4/vGties745p50AIzviS8+01fOofQ6IcuAB99YwiT8\nb8CYqO/ESc8mKbLaNponhgBkln7n/M0JxnalbXpTqlVtZzhLGo9iqnq9Acg29KjqY5u6uDiRYheX\njfNSV0vYXtX3ffZc+94uOch1k7tbcbZJTQvifRrQbbTO/alttt3sOmlv0rqm/PblZiiXQ3QRvAI0\nn8ZN+ese16Wvn2wplXHVPpPXfvt+t0b0cTWVde10VuvDurj7akUfNR/2Kxzy/uibeXodnad9zRap\ntHeH7Hm75Ky9ppU55xV6V3tsKwt1afuU8jHkommbcaT/mYufBYfGmm4P6+fbTeNT//1c3dftxd14\n2ue3BWNtvaWRxaDXs3VT1+P6LmvedqD8A8m7iDNJBNHrxLZn4jaOfJMQHfcugGxXcKbvd8qbgFV+\n1HH75igJYJn2eYnviMRWy/Il+v2e8kpPmh1QrvLuneC9hGMEXT4CM+8EX0sAZTqk+na+BWTNNYY7\ns+aP/H4OxD61wRiscnXf/cTJm9cBPD60a29/vehxy08fnX+KfD3BGKwKHMIwCGuf30146gNiu+R/\nm+dzwNV3TPnP857PFZ3BuDfn/fVyVkDWd30o/7q821Dbm8/PL6vbh28HzCWWAPrXaKy276owlp7p\nEwXpvNkPh/R9ne8hWtfW68pJVpac92GVo1rS0tI2MHezQLyZ2rYZfqJNYX1fWX2vr56HauI8lLuv\ndeHt2Xn/YQGybcq8bhy+SBoaX1dbSdtRhxQK/e92aZX3V9MazusQrc9l1yWxb0y/CD4cpLqT0fa4\nSZiW7DyJlOuob2jrA067ADD9XTPDele+HKj1Pucj+IrB0J6v5C+Arg7wMr5zXSJYa8FXPKh3dLxC\nSLOJV93zPoKufNxygnOCdwbnJICxCNCoBZyJgMzEQAbIVMjBWA7Uc77ou6fj2JEeYzA2NBmtn6QC\nbepJ6wDbo6J1+dm2x48U6IyqiQHaJDxsN2Vszk+fgL+aUl/e+mJfl19HPt2ddZXIZgWcV2NW67DX\nArHdKRc2Najrf/5i+vo6IKZplR9WhaKLAu8uc/Npocf6Mmux6Cx564pUm3vAOrFOp7g+jsSpoq6s\nJx1z+N++Nyz69QO0VqzstqiQFOSrFraHR5uVEMP1PATGLlYI7q+DsOPh9nFf7Fg+nMow1NjuWje2\nXWkb5dgqb/aP4+tA1+a4c0C27fzWUi6v+pWesan3vc6gDLYTK3WhckoWsnXx9x3zZ7YCYb57T3/n\nrBET/TBobMBQyocCS+IiEMuAmY4qAakEuEwOwDwirnlOTP6+XwVcMX0N8DQF6xcBbKmb3guuNjhn\nkGQl8yZaygyudgGQOR9dFs3qVvvJlbEPkOUujX1r0zoZZSXv29JjLt2vg/lmQ/i1getDcW5DHzjj\neynPfeFXzpmnPnr/GfOyLvzyGd/rC7vk9Sz0MOIMtE542/b9Dx2+uHHaMbjeYHuv1/zu4ScoqLYK\nljoL/Wn91uHzO5dvG/rNw5d662XdFKynb6Pqx1JjcPzu4ceb8ph4Ld23VGcKv3f43Mo1s5JGrdKo\nm/wYHNJApTbPv3P4SbQQdV6qKFQOCuomWHXeF1KJutzxq4f3WVJuFRZMmtB3fa7CBw4fxOt9cRUs\nKagoezk2PBPSSNdqLP/v4d21Ldht+UK10nD5P3B41KSzbT1sqptfPJz31tN5wi8dnp7pvf66be/9\nyuFR5/55KNV2t6+EMSzn1OFxKAGM0Gc+cvjRM4276+jDhx9r4toc53aw4aMqn3q82ib0KQAMjg8f\nPqfGtFrVTb8iQdO6vP724SfpA70aoO1KHzp8IRu9U5zbwrDVeknlT+HcVMZQ9IRyh5De+aeH7Ueg\nd4lnosI0+//rh+vvTz1MPEwdTGqY1jCpYFojkxqZVphphZktMbMldrrATpeYX/lp7GxBMZtTzBYU\ne3PKGCZ7cyazEKazOdPZIgvp3inT6ZzpJAT7Cz/DtJwzKedMyiWTckFZLCltTzBtKEzVBqmwUlNI\nOHc/+3PxWoU1NcbUzdEYF4KtsbbGFjE05xVFWWPLqgmmrOCX/yFSVlDWUFah3iY1TByUDkq/W/uX\nse3zazvSYwzGcpWAvr5N+NU1985Kv3LG99bl81e4mLxp+uVz5ulhgjHolnObvO5KDyPOdoI7DxBb\nB8bSRLxpsrYqJAHntw+f7wFZ/WGzABTChw5funDBB+CfZWBsF72orqsEfCw1v3v4yRUgZuL/besl\nD78X48yDaeotCZdtneaCZBLGEjD77cMXuMjNHjQQ00Alb+U8JFCSC+cfPLy7FRBJwGL1uApGFkz4\n4OG9eC8AMh1a8NMPxKrmmbLzzP93eHvnMm4u/70LAWK6Dn758Hilns4bPnD44ExATAOyvnu/Fst/\nMWBM9xWnjn2ttTq2pWttH/J8JAKnixyPPnz4MYCtxrptwUQCY13F0XBYB8jS+PGRw49t8dxq/lfn\nre57vxOVbvk7oo670ocOX2LVzgbbgtk+APvhw493xvZzkwZSCUDtKoQX6vhPD3cHdhpkrQAt4IOH\na4BYOtdALIKwSdUAMZktMdMAxMxsiZ0tkPf/DMV0TjENgKyczSlnp11AtjdnsrdgujfvhA4Qm56G\nMDmFn//HTCZzpuWCSRGA2KRY9IOxBMjieWEDGLOmxkobqp/9+fa/CUArgC+HicFah1kBYjGUFUUM\npqyQskJ+6RAp63Be1gGUNYAsgttd+eCDh+cGY4+pm2Jf99f2v22GhwTmHica+mDB65nPswLTi8rn\nGR1qHxM66+SUvzMUR58g4OP1Pk1jesLgsVtrC7sAZzjPZ3df3Ja66efOX6vXV9fStIKGpWbbnei2\ny9umOu0CxOEUu/V9kXXqsEroOX+5HYbqLDNJpOC5sZqXGsuSyc5x6VrLc+oQauyWJc4Bfd89j++U\nv8/q0NfWWhBeJYdlGePcpt9tQ6GdipV61jlcz5FtrvX7Q/GehSwuy0ved1fzvCnNi1RZDsfZ7/ac\nq4Q3xdmu5txufAjv9fGmBk+5Y/JqTvvS6VNs5fnV5+cBYt1ctTF0R3Tfe73vuZTjpIS7mB5EEJjX\nbdiwKxm6EnViAi1urds1se95SwBcQ88YD9aDca1rYe42qP4jHmM8zjrsdNnvZrjidpgXtF8JMLc1\n03K5RUV1lQbr+r6Ix0SXx161gxe8CJLWlBnBO9+eR/fCurahfmqDsw4pquDy6OO7cb1ZcFm0q9vh\n97kn6v+p7fW1HelxQysjjTTSSCONNNJII4000kifEiTeP1orhays4htppIsn7/2ZVGkjf470sGnk\nzZEeZzoLf468OdLrQePYOdLjTLvw5yMHYyONNNJII4000kgjjTTSSJ+KNLopjjTSSCONNNJII400\n0kgjPQIawdhII4000kgjjTTSSCONNNIjoBGMjTTSSCONNNJII4000kgjPQIawdibjETkvoh85qPO\nx0gj5TTy5kiPM438OdLjSiNvjvS40sibF0MjGHtEJCJORD77nHH8jIh8tb7mvb/svf/IuTK3XdrX\nReQnReRIRD4sIl+55tmJiPyQiHxCRF4VkR8WEavu3xeRezHcF5FKRP6rh12Gkfpp5M2RNx9nGvmz\n5c/4zJ8Ukd+I8f22iLz7YZdhpH4aebMzdh6KyIkaO3/zYed/pGEaefPx5s0RjD06WruNZT7hPob0\n3wCnwFPAnwb+WxH5AwPPfjPwLwL/HPC5wB8E/nK6GTvzFe/9FeDTgGPgxx9i3kdaTyNvRhp587Gk\nkT8jici/BLwP+Crv/SXgjwK/9/CyPtIGGnmzJQ/8hTh+XvbeD8Uz0utDI2+29Pjxpvf+TROAtwE/\nAbwEvAz8tXhdCA3xEeAF4G8DV+K9txO+p/1ngY/Gd79FxWmAbwF+B7gLvB/49Hjv84F/ALwK/Cbw\nJ9R7fwv4YeB/B+4B/w/wWfHez8Y0j+K9PwE8C3wM+AbgeeBHgWvAT8U8vRrP3xrj+E6gIgiH91RZ\nHfDZ8fwK8GPx/Q8D36ry91XAPwG+D3gN+F3gX9mynveBOfD71bUfBb574Pn3A1+u/n8l8NGBZ78K\n+J1HzUsjb468+anCmyN/vnH5E/i/gf/wUfPPyJsjb/bw5s8AX/2o+WfkzZE33wi8+cgzcIGdwgC/\nBnw/MAMmwLviva8Gfit2gv3YeX4s6xg/Et/5QgL6/rx4/+uBDwLviP+/ALge43kudigBvih2xs9X\nHeNlAiI3wP8A/I8qvy51lPj/WWAJfDdQAlPgBvDvxPMD4O8CP7mOoYBadYwfA34y5vXtwIeIE3fs\nGPNYNwL8eeATKp5vBP7eQF1/MXCUXfta4H/bsmP8qZjPyz3P/kPgrzxqfhp5c+TNTwXeHPnzjcuf\nsW7mMb3fjnX614Hpo+apkTc/tXlTleNFgmD+T4BnHzU/jbw58ubjypuPnKEvsGO8M1au6bn308Cf\nV/8/F1hEhn17bKS3qPu/CHxFPP9nwL/RE+dXAD+bXfsbwH/u247x36l7/yrwG+p/o02I/5+NHbJc\nU8YvBl5V//s6hgM+m3ai/jx1788B/yiefxXwW+reXqyHp7eo6/cAn8yu/Ucp7p7nvyMy/JMEV69f\niGk9kz33dsLg8PZHzU8jb468+anAmyN/vnH5E3hLzPMvAU8TBKmfA77jUfPUyJuf2rwZ7/9hgkBf\nEgDEPRQYeKOHkTdH3rzI8GZaM/YZBDOk67n3VoI5ONFHgYIwoSV6UZ0fA5dUvH0++G8H3ikir8Vw\nG/gPsjhfGIhziF723i/THxHZE5EfEZGPiMgdgqn5mojIhnggMGFB0KQk+ijw6X35896fELQVm/II\nwdR9Jbt2Fbg/8Px3Ab9K0CL9HEFzsvTev5g992eAn/Pef5Q3F4282aWRNx8vGvmzS28U/jyJz/w1\n7/1L3vvXgB8E/rUt8vFGoZE3u/RG4U289+/33j/w3i+99z9GcKkdebOlkTdH3mzozQTGPgb8PhHp\nK9MnCYycKGm5c4FrKN7fP3D90Ht/I4brPiwG/E93zbgin/3/OuBzgD/svb9GWJwNgYH7ntf0ClGT\nr669HfjEOfKX6LeAQkR0vXwR8Ot9D3vvT733f9F7/zbv/TuA28AHeh79MwTf6jcbjbzZpZE3Hy8a\n+bNLbwj+9N7fAT6ev3IBeXycaOTNLr0heHOAPG0Z3ww08maXRt48B72ZwNgvERYh/lUR2ReRqYi8\nK977n4CvEZHPFJFLBNT8d5RGY10j/E3gO0TkHQAi8gUicp2wSPJzReRPi0ghIqWI/CER+bwt8/sC\nwbS7ji4TtJ/3ROQGcCu7/+JQHLFsPw58l4hcEpG3A18D/Pdb5m+QvPfHwP8CfHus6/cAXzYUt4i8\nVUTeEs/fSVjY+leyZ95F0Cb9z+fN32NII28qGnnzsaORPxW9wfjzbwH/mYg8Fev2awiL7t8sNPKm\nojcKb4rIVRH5l2N7WRH5U8B7gb9/3nw+RjTypqKRN89Jj8o/8mEEws42P0lA6C8B/2W8nna2eY7A\nTD8KXI33kv+uUfH8I6JfLO3ONr9H2NnmF2l3l/kcQgdJO+n8NPCFvvXf/XYV57PAc+r/nyNoT14D\nvjy/H595C8FH9z7Bj/g/1nkl+Cx/iLDrTSqrXkx5jcCsLxHMxfnONv84S0+/+83A/7Gmrq/Huj4i\n7Bj076t7n0HwwX1b/P9ews46R4QdgP5kT3x/A/jbj5qHRt4cefNTjTdH/nzj8ifBLei/Jmh+Pwn8\nEDB51Pw08uanNm8SXNZ+Kdbta8DPA3/8UfPSyJsjbz6uvCkxcyONNNJII4000kgjjTTSSCO9jvRm\nclMcaaSRRhpppJFGGmmkkUZ6w9AIxkYaaaSRRhpppJFGGmmkkR4BjWBspJFGGmmkkUYaaaSRRhrp\nEVDxqDMgIuOitZEeOnnvz7Rt6cifIz1sGnlzpMeZzsKfI2+O9HrQOHaO9DjTLvz5yMEYgH9+zU0Z\nON9At74Pbn39ukQHztekf+v7u3H6nud6o9L3sjJ82/fAf/GNa9IfoiwhHe23fQ/c+obN78m2dUAs\n+1/a/NxGyt6/9QNw6+vOGWdGt34g5jWSvPV88ZWv3M2uDFVil2TlJFD1V/8qxTd9U7zle17Ql/wg\n3+t7y/d9D5Nv7m90WdNoXkXudSY8LN73vZTfHJjTewEfn/fqeS80m0d1zmkZ3ncSwP3Ad2G+9lt1\nJvrP11FWJ+4HY5zbjBfrxhF1z33/d2H+0rcOPLMhowPPuO/7bsw3fEtMxlM9fXV9PJvoHX64/rY5\nJ7t+5xZcu3VxX6tK9XnnFly/tXp913NR56/cgie3iHOb/CV6OYtzW1pXpymf657ZlV69BU/c2v75\nbevjlSze3zn7p3e+zP+drZ+VjEFl4N5v3voJ/sCtf2/Nu7tTiPPfHcjXdulIM3qG46/f+kn++Vv/\n9uD9ofOhNATPB2/9FF9068vWlORspOPdpow5rV4VPnjrp/jCW/9mvC/Ncd2579SCrLz7m7d+gs+/\n9eXNM39PvnK3gub03MnwvcGxZM18/QPfCV/3reHytt2mGb4HXviB74Sv/cvDmTvL3AnwgzHes5Qz\ntUp23X//dyGd+TKWbKchJMg06RX3fd+N+fpvUXnpFrIrY20Q5OPt+vu+u5nXffMT+UwL6bpt+oR9\nneQPfid8TdZOv29vTX5W6bEAY9R0J9k+elifY2uExjX31+Ut3uvInT1t5dNzqZ0jhzrrqcrtCydx\n98sVDOBbfvQC3qhrPWUSdd5b/kyAxhHaad0721Aeb034TOBFUGonB1QXFOdgWmlAWjN5SZxWOpUN\nThzWxMqU9Owquk5gq0+JJ9KdupypKcuFfp00aG4CY10xoJ0Ya1tTlFXgKS8huHhE2sEq3sO1x8CE\n+rwpPr6y+NOyrRLNT9vwlmRHwC8t/qRsr0v/c0Pvh/++c93XBr/MhsjUyWQYJMe3Yx66hWnqUDa8\nvisN1eG29Zuu18B84JmzUCpkDSzo1n1+nv/Px14hONav+993vi5v+TMWmLBb+fP6zcnEsO6ZddfP\nS9vURf7sBeRlwWTrZyVWoh6vcnE9ndVY9c7ZSKfRpjxEw+BQXzO45p7BYal6ypNDj/bcqHL25XXC\nggMenKG06ynFuy7tvvYZgo8eoWTJAQ9WSuyaUoZz11wzzT3XaXVprjkMFUVz7dy00WixZowXvwIy\nPB5j/FqZoCeitXOeB8T4ABKG8tsRPnegJr7dykmSafK5TTxiwmfUpHl3h0w18lKbH28dtqw2y0Ib\nmrKVU8AbRzFZtv+TLJPkGIjK5wyUrav/de2zJT0eYMyxOiFrethAbFvhr++6Cqk98jZJ1xpAZqRt\nZwN1uX2WxUkAZLns7ttATEvWTKpegbe1wpkWIFzP9V3JZ8FxMWBMt0USKh8iCTQDz+Az4jHiEdOt\nLDEeY13nOekR7iW+mw9AemBK09XS1kwmXTCW6xv7aFU8aMPSOspyifeCikwWawAAIABJREFUcwbn\nDF4CmHC+ZfrOYFYbvBNwJgCxdNT8UxncabHKC5on1lasComWBndcdO8ZVuo077Or91Q7OIPrA2Pi\nQdz6Sbd5LnvGC96ZLcDcDjRUj0N1uyo99YOx8wrkup41GNNtsymQHfW7BqJcPhznNnnTZIGSs4Gx\nvjpLgNIM3NfPPQzapi76nn8EYGxdSM84TAeMnRWQpXdz2LdKHlEVMpSmaaBFCx8KqibmFnDlz7UQ\nRV/vy2vJkn2Oz1TedZSAU3/Z+tojgVh9pSWHNACvBVimN9RY6ghdweOwKm46YM0jVNjm/7lpk/Dc\nCEir1/vACBJlggHQ0JuFRmk50OXiHCKpZfofCnPsLqQF1cFy9oOuJK/kMosfkGu2BmQxPf2OM46i\nrFRcWV7182uqwLtWRqltiLNRMCsgppXKqW3CEB5Hi16eSbLQmwGMZZSAPum4zYSi28fDzT/CKpjI\njznAyOJpIwzh5h8CTlU+tFCwTshQcfhOEN7zLDgzXDDJvwMnnUOvPPjsexmeUPsEB5/dz58Dbn4p\nq3XVky9QCoWszbw+iX/e+64MjGqQiDpP/4faKQk9Aje/hM0C/Q7k6xwlxeBNlyd9/pDHSc/k+s73\n4uZRoBCCRknyKQ0wPt7Lko/Pt+95ive8OwAHZd0xEid3NbilQasRcKSd+DpigxcmN78EY2t8NLMm\nYchhQjIuAbEAMAIQM1AL1BGEpWPiHQf8C38MFmY9L6b2hC5w0YDJpDKA/5I/iliHmHhf98OcescT\n6Yw7HuCdz7bPrPDdFoNvoyFR1770WbwzTfudmyxdQT8f0/oUKHmyuq+UN/vrbFNWh8aaVM/Fzf5x\nZh3Qkux6Al/p3pWb7QzWB+Tytssp5wEPXL65+b1tSNf1/s1uW/TNOb1j65oMFM/CPK/E7K+ut7w/\n5OeJLt0MdWzXJ78NORVJn3Wo+78FKa2NZDW85ebnMOMUPVrpwSIfRVMqfffSladvfh5Wae/0c/rN\nbr5XU9Hl+bSbn4u2dnXtP23QZbfxqEmX/bNuvo0JiyZ/Q9DVZSlrwNRXB0/f/DzmTDt5MipPlhpL\nFY81RYRPbX14laLDY/iim5d5C893QFeybIXYCioKls2xpKJsrleRCXW+r9/8AlVL5xN8Q6R5v8kH\nqDR+x1wk2Std088L+Pe8G3MGMJY8TXq5813vDXNFZ97JyqC9T1LWc8oj/9JnY/lzQYtWPjA56Ir9\nIMkQ6XpK7z3v7i13Z+kCa/LZzO3tvGne/W68lxaMpTzRHo24qPhOVrnu+AIEA0isa3vzD1IWx81/\n5wXnDd4bnJd4NI0Sujm6KOc0+Ze2/r/02d0BcV78R/3RZxHx/jk6k25HiFfgZV3/k27fWZ3ocqFE\nX++7lwuFKW01qXk9yRnwVl1TgoOLz3oTDAXJMuaDH1vPABmZyNN1S/S+y6sZQGnqgPbYAS8qiK6D\n/Bmy6+son9xTWaUtb7qfT8sr5GNNpHJG40NjhHAq33k76fzkY+w7ONdCX/PJVdcQiRnpACU92MTk\npCkT3XrWxwGXx3RNVuo4DYbpXT04xmA8Yly0zDmMccEiZ9ygZqtDPmgl00TRWMa8pa7j/9rgaour\nLHVl8bUNQKxKQEzUkWFgoIvdK5yH8oR+5dV/NTingTr9N1l8ecWKagLlmuC0C6Z2WUjP9fWJIdbS\nHbFzPTC1GI9/2/75FqF/gVcFoX9My+s9yXt5X+9rG3qu9dZBdoTesaHTrkNBWAUQORjrVESWlj72\n5b8v70N9cxvK61jHmc81Nd020m21MuZum4mMffI5KIV19d0TDQAflDNv4PGs/z+BrsVn2D6ijzlY\nWQVw7WwC4NHgI1xZD1h8R4rUsUrnf1+lrF5py6aBVxdg+ghu6uaY24s0GMuFSW2JGqq5/qBT1XUk\nndqwESYlKFSypGTJhAVT5kyYM2WhjgsFqapOirreXedOwYKSBROWlCrGCXNmzJk215bNc0UnZ7rs\nh/Kvn2/s/L3okqMFqGbMDnNJmkdF3U/zbZr/hxSd25C2yKyK4sk6QwABaRlAMw/F+TUF5VbXX2hW\n+7pxcS51NABTz6kaACmZoQO6fGzvbClDk5euBWJgrGvzFdLTefMYW2OLEIwEecZI5C4JoV/REUKS\nYzT49T72JW+ofewj3lL72BvjdecMdW1beSd6+/gk2Of1n+gdxRtvA4+Geibt3MUvUd6OJgrtnRup\n0evsmF8fmhT7BP2hCc2CxIClqVkPGANOgSDv27J4pAFlTTLxmaZTe1aBmFNyuRIAelu+B8D4IWDT\nF/I66BN89MQeQamzEXxq4CkSg46AxvWywRLOIy70R+oQpFbtoxWIeZvvIkhtQa6ynf9hGu+p7Hzg\nUSBybf2uk+WVpSsP0girvj3qCcQ6jK2RwmFtjbFRCDBRcJB2sGqnTy0ACE7i1djGzgvGG7wS6Bu3\nxATE6mQdo7+f5e2T/m/oX1gPNgzQko4RaGqwaWymtVypVJV0x1XBIM7gOpNeCGlS7Ewo+SSzktZA\n45rQXheiCJvSrc9N41lfGHI/3nZMGLqeKAdlfW079H9bMDb0vy/fm8q1a7NsW7cVzVi2Eob6xq4U\nx1/0PFRk99MxtzTmY/uZxNw8O10QlgvuyeJSNMe6gRgBsORgrAu5UiranqOBVXt9dW0STWx0UqFz\nTvbsMHJN95JLU7cq/UpddGFSC0Q1ANOCvaddL6eBWbIstaH938KlYJHS5W9rxSnwtWTKnBmnzDjF\n4CLwCsd9TtjnmD2OI3QKoVQpNtYIlb8a20C50yb2GSfsccIsxrpPQYWJ7d7WkqfO2qhPgb0zJXdx\nyISodh4N80oLVETPx9Bxn2tB2vbUATA996RZY+yJbjSR7bWcoQEB/WNIR3bw7bkXSMteorLTGI9E\nZWELyBwm1kc+vqa50fngGeOEtkwuWJraJQsmjnWyOt4luUZCPrCuCQWEtGOdG3EUUrWhRymgrbxe\nYj2L4iHf5c/Kt1bb5r+31N4ilade2thvwHlLFwybc1vGHg8wlmQWHQwrss46BbSP684k8lZvGvq8\nb9J0UeB33Wud95XQIH3axzT5qfQ8q/lKoGRl0vMwZBlKYLMPjDVR9NWRb98bFEryMutrefn7hKrY\nn0kWwEKoCnBWcGJwEo4+HU13QA3lcMGS5DzWeYzzGOewNZjaY2qP1OF+3k6S5/MiySU/MJ1EQtOZ\nhiANPD6AEV/THXiG6nWdQJn+52Hlum+1SbYLxlzUKnlrEBt8uxOAkQTMJEzTQKvtS8k0rOrbtHQG\nhjRferDvlKWd1LRlT6yPfat7ThHKg3UN0JQ4UQYAlkDZ6oTRJ1SlY2MN88HyJ3UCZEoTGTUKPgLs\n/nbvabTeASuVWwkC56F8BO8DY7sEGAYzfUqqvvv0PJPiTWEdAMvv9b3TR31p9vW7dVbDNBflJGvO\nN9VnXkc1AZhVhPWytY/t5eMksU2l55lQkoyNoRA6LkyFtK9qy3HuGpq7NJ6RWve7FniVyvLSwgR9\nXinXuC4YSz03net+rOGNFtgDzFm1xfW58bXgLYdPfWGVUVJ+HIJpbFzENhQki6Otp9UUNSjTcYfY\nAnRL1qOFnzD3M+Z+ytxPWdQTFq5kWYdQuYKlK6mdjd4NwfVKg7GJWVKaJROzYGZP2StO2LMnVLZA\nDBSmYs+cYKmYccJlf5/9+oT9+ph9d0xZL5nUS0q3xDjXsKwTSyWWSgqWpuTUzDi1M07NjGO7z7Hd\n49jsc1/mzRq7UN4WZKbyXzgYaxugFaQa74o4fybFZuaamAweK0AsnweG5vf0fCrdQHGS7BiWE6gB\nKrnHNeux9flAGXPZTWdMEsjxHU+aBMqMaedXPf5oMCku5tEHhayvBV+F5QtBSSvqSFRCJTkqZid5\nxsU5n9JBUeNmHjd1OOcxRbjni+C+aH1NKcsQGnVE1bELN0YPuryUwFdSXDRHr46+aOrV+aCsDdY2\nVN2rsvS292Z6fMBYJgw0ctwaMCbx3c6wmBhN822c4H028UoCYMr64muQXIOZAxSdjgZjhXpOCx6m\nldO9SHRTlNinWmY0PliDJFqFAvAIxyafXgEzlUSvsL6JIVJ5VPlXznMBS3fqVGYLvmyveSNUxrC0\nlqUNA3EtsXvEwbkW25kQhaDtMN5FrUeNNTWFqylMTWFrrKspaoeta4q6RpK1jJ58PgxKDJcYNJG2\nlDQdk2Ee6svfULvloCtlYbC8CTWZpi2wjrow+KLAWYcUHinC0dgEbGo14Lp20onM5ZQ7RVPWJvHE\nlGEyw0vgjWaSo33W+8YNAjXIi/HYmId0NBJdEUwdJ4g6TJBSxzyG+2LSMU6Mpru4vLsKosdJygf3\nBCeGWmzod+KDEsGZ1oKVJtrmuGZwGqTIH0OAYlfSa3v8QLxDPKev5Xw2hCOHQM4uHgbQL/jngKDP\nYtOX/3VgaChfQ2B1qC7yMJS3HIQNpdWx8sd+4dOgsYwhTUSVeiHPaMpMnIS8BVeAFFAV8b+FyoaN\nSVz2ep8Fctv5YwP1AbBSOaDltpzWfqNd+XzMahLSU9V2YUtrY3LKvtRVomnynTi6VjE6qa4KcN0V\nbavPCWHllGBiLkIua3KnvaoZg5LAmEoBNEctOIbaCzV4wh6n7HHCHsf1AcfLEJYnJfWxpTouqE9s\nE9zc4JeCXxp8FYVvgsBtpzXFpKaYVpSXlkwuL5hcXnB5/x7XZ69xujfFG2HCnKvcZeIW7J2ccun4\nmEvHDyiOa+xxRXFcI0vfsK2TCldaXLGkmiyZ7S1Z7p2y2J9wvH/M8f4ex/szShax9QJ4XlJ2AGkX\nSF8QGNPKywQ6lJKvcevvbMDlO+7r3V33MsE1MVqTXgpqvtR5gY5Hh8Tr3hCU1MaHuUiydLRFbMjC\nbtRRUEKzj+6YSalZYwrXWAQbcNYcXXqRRpkZN/bCC742uKXFLQr8QvALgYXAXMI68bmEjZyWhKOW\nOXUdWWAiMBWYWNwB1PsC+xa/Z3F7FjsLY5q1NRiwUlNGy+6ERUfJ0x2iW7mgzqzK2kV2wSRwo0xa\nI4MxYARvTNMMTTt3gMju9HiBMX0pl3VMz7Aa+VJPLk19pL7g1QCeC6/ajSzXVqajfj6fD7UWVwOx\nlL4CgavgUjoNlwCWqR2mBql8OGbuLLl1q9Go9Gk3N60H6Cu7PtcyQHpeT9RlDGnTrOjN5w3U1rK0\nJfOiZeyFTNqpV8qOhjJNq1bqoOkwFaVfUvqK0i8o/ZKJj9q3yiOVwy7jAJbGh1xWuXDyzQDWAWQe\nZa6WLhCriJpv6R909Pk6IVS335Dwm/IRwYI3gjceMRYpPL7wOOuh9MiEcCwcpqyQsg5+2dGdUQMy\naCee1udaUZpgtBJElyu6PzSLoZV1yxYhTVvUWFNRypLCZO4HUmOkan3DJbr0SB0BWRhaQ3pxohBR\nGvFVx6hmHYK3URRy1M5C7RGxTTt5L2GyqtMEFAvWmQhld55zcjGATMubqT9rqwestges8l7fuJHH\no+PSfLfJ9S4HZXrSytPeBvxoygWQvr6RhyG3WT2+0VMn+Zhq1XND9dSniHHq2XSvqbQlcELYKeqU\nFpgtswLoyinoDMZ+CvUM3DTsjmQEEk+nfKWyZF4cK/V+DrLUcVuGZgaIa5D0/7laGVRFNzXXASWp\n5+UKlrTKqu708STQB3gzRMlWlYOxZtc6VfjcApc2qehulNEKeaC7XPtEPhI5TAPI+gCG0F0nVsU1\nV8nV7wGXOOKAB1zifnWV+/Or3D+9Sn3H4m4b3G2Dv2NwdwR/V/D3BX8icBIF4rRW2XjMJYc58Mgl\nh33KYZ+pMU/XXL1xh1M/oyotRbnkKncBYeoDGDu4c8KV1x5gXnOY2w5z28OJbwRuL4KfCX4q+AND\nfc3grlmqa5bj6zNOzJTj/Rkm1mlYpVYyZ7YCRvVKvAsDYxGQBeAVgYitlWXIN5tcEXUmxDVHqPVR\nPq3HaHYP1oAJBcJgZZ1WJx0FyESVUrrPrAqU9I9pveUmG/+Da6KxDqOWNGjFbDPPikPbcZ0zcV18\nFLRri18W+HmBPyXw2glwLCGcEMIcOJVW1q7ojr8W2BOYGZh5/BWhvmxxVxz1ZYutLEYsgmPCHMTH\n8SaAsT1OmjWPAehrm3b3UwlLBcCS421jWZOwXtCL4IyhNg7X7HAdK7lPR3YGenzAWDr67K+WdfoK\nmQCVut9dOyhRRg3rX8L1cGwVFAIVwSK29GHd14KmwsUThDSChqIBRiYcMax2gNxilsqSrGMZGDM4\nxAVXPFOBWYJJedKWOj2p9wlRaRMRPelm9dIAOWiUsZLAZx5SJ9FCRIpzQlizkqyFUSZIvrhLKViY\nCSeNj/geC2mn4NZL3gZzc5yk9ASu/dJrBL8EMcFfWIgyfq3yoMp3ceSVgKIi72jEomDeaHqkC261\nENgMytBs5xrTaBbImoE0m/RS28UJIZr8fU27YYZep6esmE27TUAmFTKxGFdhygrnDdbXUUOoJgA9\n8SjwEfpl3BmwsYwpTUGjkfPR/9sjtsYUNVLU2KKiKCvKMrrJyJyJLJjIorMOQWu5+tyYUofQgpre\nA6zRz/sg0ISY46CaBheRILiiXC9i/29aQINeZ9r/gwNUDy81HXKLxzdRPvaISiLPzpAFJCmUbHae\ngyRNGmRUrCpw0nkOftI4oinPa37eV60pHi2E5GsUNx21cqSvnnK3yT7wla4PAZhc85vyXulnEwMl\nMDYHjoEH8TwFPRHoDBTAjNCpZ+D3aRd1pgyXNN8zEaIrI6u8k44XBMYKtQlEN3SvtWvGqkaFom1P\n0LWO6E0rhGKlGTVAkthgXZzpV4pN53837XSlxiAROoBR06LeN7HrSte1jtkOGEuArE3br5ynsiY3\nqgWTCMb2uc9l7nKVu9UN7s5vcOfBDfxrFl4EngdeAl6O4baHoxhO6c5DVwWuAdcEPh14IFAJR/4y\ntTGw55hNj3lKXsYjlL5idrrg4M4pl188Dmm9AP554AH40xDEAvsg+8AVkKeBp8HPhX0z4Xh/wr6f\nUGNYMOEB+xzLfrRmtGDswq1i0IAiSa6IEYjZogvGoFVGEr8RiSOsj3LRGuRMXCttaNZG6bGuGXcj\nCMtc7o11HfDVsZCJx/mgPBDviX8UKMtC06cV/4r6m+5FeUPiGmxJAMxGQKbdFRVXt21g2vpJc2Zt\nwjc/50U7hB0B99XxAe29he/qmlI9FcAesC+wb/DXwV8DTsEtQw8ypcWaCicWbOiVYbwJax7T2DJh\njt4YqOUnUdvUTFZAGHGMcAi1GCpjsabAGYtbkcnIxtHdJ/fHA4xtoMbTKWO6xtKrKiEoJ0zwUzaW\npZQspAyGSyk7zhLNdpbYsI6m8EjpKKqacrakrEKYVnMm1YJJvaBY1pTLimJZdxl/YC1Dw/9JKBYT\n11CZ7mTjiZaxDIRpzUFumUsuSrnmtgieKb4IQnjrEkmz9so4guCeywA6LGhNyQ2QUGFCKwPst+9I\n5TH7jlKW1FZYSokIHe3egqlySglSTtKGhu5RNGAtdXdDjRVHYSpqa5A67kgnij8aTTPnFiYaShad\nuKi3aVBDHJx9GIR15SQLhW6fqIUO1qgASApbRX/nBaUsG9/9UpbBAiTBWhiKFwpUOUtdF81agIWb\nhFBPWC5LlssJdVVEnlEAMfFQqquauPmGDRvMpJ0PS8H5uvlGWru1bnRLqAXnLK6WuNVrLLPSNCaT\ntRAH/MIFEGYd1lZNKO0yBAlAbCrt7l3alSnXnKcF717VS9cBKLj1BK4poiNU3MXLTZs6q1xBHYNr\ndkwyarfIbP1Ys1Wo4rOGT7blJ9TgdU46pcv3ejxUuG8FXKTxQwMyvea1UNc0MEtx9YGxIWVOrtTp\nAFgVZwqp7/RZifUzWvjos3wN7VzYpz3WcWs3bF0vfXWUruv8pvjI8qHrJSpDmABLCWspqgJqB34a\nBufGlSN9pM1n54kKVt0ZNSUwJm0fr2K+O6AwXtNY7xyUNoSYNOJOd1uJpExpLU6eikLNi0nBEjLj\nOj1fb5OebwHSLuFvtwLR22P0W1a006He1VALoYKndYVsNwRJcxhAawuTJlYXzzQIG7KG6XQhB6Gt\nbS3tSDj3M5aLkvrIwm2BV4AXgE8ALzl4pYZXK7i3gJNTOD2FxZy4JiKMQ66EeQlHE1jM4GQGd2ZU\nt0uOPvMKr5iKqVnwVPEq94srnPoZi+Ux9YmBI6hfg+oFqD8GiwcwX8J8AWJgMoXpBMorUMyhqMGI\nx+w5Jlcq/BJKW2HE44007abbUlvD2s9Cn5PSWuMiuL/b5BkS3fRiYkHxmRSg0QqW5gZfhUBtoJL2\nmI/FzVgW5tegMQckONM2654luuMbZWP14KzFuTrMS7bALR1OPF4MXkzjuaGYsM2/EDa/MvFoE/hS\nitFkDYyaR72tu/iwCjL1yc5uhC7spOxqS70ocAsTXRMJFrAExu7GcAe4p8LcQ11BVUeQGYU5IzCz\n0TJm4UlCOAa/DPXnrMVRBntYUbIsWkfntq/rCmnHlTDECz74xERVh+3IGTomkyyD+qPeK0pDP+zB\nsQU99mBMWWwDxfEjB2VpS3lvoBLDvCiZ2wknMuOBHASNCwdx954QmgV7vsAUHuOCi9zULdhzJ2GB\nqnvAJfeAA3fEgXvA3nyOzD3FvO5OrmsaQFuTXbSKJTBmfGSZCMbSOqiOpUprnaErbCWBChoBwhfg\nSqEuBFe0VjiPUFShAqXyLYDJFbKntJ4y8yz9PjA2o/Woia6UVmrKAtxEmJswuzuTNHxlFLUnDdsD\nzVRTUKG3sU2TY3JZq42lLkwAlakQuWAGZ+4UK9RotHy7zW284Z1AnSxDiQkJg4kGzUrIk6nDziqK\n6YJpccq+HLMvx+zF476csCcnQXiJFiKt6W0WbLspx36fB/4ghPqAk9MD3Fyo5za4AZzSCsKpXlKb\nJ2tanBhc3KDCIxgvOL2bVHJN9LRAJQ7WvnGNpB2Q8J0dmWwZrGCmqCnNkqIBnQumZsHELJhK0pSf\ndlyZNBizVEoEatcYdF0OggADSQFgG1vrnClzN2VehVBXBa4qqKtSLTiWdieoWprJp5epZPXSZtKa\npHPSnGGXuzx/+vtRBV3gkZQFJV2vt/Q//56XtkqlcSqtBUiKHEv7AWndL332fooXWktf3y5/ugly\nMKbT6ANhOWjrq6NcqWWy8uug66lv+3hdT9oDMY3nExVOBeYmrqfw4Org2gzx4fS1bFREulAJVWlt\niy5UEe552wqLtr3cUSLmIPkcpLdHT4BMA7F8TZA+ttnprvlsgViaKYqec6uE+Ha/wnzjjgR49K5r\nCTB5pNdC1zoqtvFpIBbKIE3e8/TS+rC8nG3cLr5pO3WjrUNpllxGpeYp06CAe2CDsJuDsdcWIRw9\ngOoOLO9CfT8IGlThON+Ho32Y7MPRVbhzDV6csLxfct9cobpSUB5UvHX6AvflMifMWFYT6lPbgLHF\ni7B4Do6O4b6DozrI1pcsXCpg/zLM4jVbgL1aUz7pkaWjpMJYj3bmbN3J2/brs5ielSSCEhM3t+q4\n6Bvf9AMfEZnHNMpIX1t8ZeP6O4GliUoV6YKxRHpMSR41YgIoim6C1qilAukboYmnfB02j/CGynhq\nCUrosIU3eG+76WklcAPGvNrYK1oC02ZYEQg2li4X5EYRjzQbU6SakPb7XHG797qyuGWsj4VEN0SC\nPHmfAMReU+F2DKcOXAX1gs4ufMbApIBJCZPAY417oxewFj8VXFFQFQXVLBhaagqS+3Ku7EiqkVAG\nF0UzUWs3+3dl7MSWPJkkxUN3qD2TPBDoQsCYiHyEUN0OWHrvv0RErgN/F3g78BHgK7z3d88Uv5Jd\nRE+2WsNatArr2hjmtuS4mHHfXuIu17jDVe5ylftc4R6Xuc/lxoi5iB88tD40xD7HXOE+V/w9rnKX\n69zmBhbvPHIC5UkNp4vW/zXloc+dJ/7XG3cky1gymYrePTEBMR30JK4pab6dOtdgrBTq0jQgEARM\n1NAllxUNxhIIS2bk4/hfC1ua2aJXDDOQU/DRLUnw2MLBzONcmNzE+DCQSNFZOZB0pXryK6g62o0W\nwgULSmUstRisdTgDNgm1WhhLneMiKFmIovaqQ0ZA1FbvjgDKdAdNwm8UgMyewx4sKQ/mzIoHXJa7\nXJG7XJXAb4lDk3PnlHkzsHiEE/Z4wAHHHHCXK9zhOre5hllW+BNhcVyyOJ6ExCuCkJdbDhQYA4k7\nbLmgCSMMtMY6nBFM9lFybTlq3DdUXXXXhsVvhJTBHbEoqtYN0Sw6bkvNhsdy2vTMiXIq1Nr0FPSk\nvWDSTBYJ4AfXota9Z86UUzfjtJpxupjhlgV+XoYFx5Uot9JMuzlkodFualvzk6qn89Kcflc4nVbK\ne1of5On2D12Ogi5QSCFt0JOe1XWzUGFOC1gS7yfrWTunD1uokgCRrGNDk5se+3NgNrReTT+bkxaW\ntFtiDkzzoAFZkb0rdNtGK+/yujVGWRo97drPBWFgTpWZItI+oIZVjR20jT4Nz2lX6sTnhXolzQfr\n6mkH0ht05P04WbiTUB36aXfb9pCNFoBo18RWNVOshCEgpgW0wMZdeKM3DdFCf3qGphW6YEyXISkP\nJVaoBlLENAMgc52ypnSqmK6LwK11fTRZ+ZNlbBKsVIuS+oHFJ8vYi7Rg7PYS7pzAyX3wr4B/gSAR\np0m9ArkKcgW4Cq/W8GIJB5dZns6oLpc8eMsl7BOe1+Q57pdXODV7LJZlF4y9AMcfg7sn8KoPKRjg\nOtFwcykMeYUFZmCfcsixwy4rSmktY05Mp42TlTPxRFLGnZtMC8SKogpATK2XbncKJAIegluii1u4\n1zZYtBcSNqdIyiitE0nUcXWOgMN6xEdelOAiWRQVha3D+jUFOjUPJ+tMo1dKa9b0IOlVesZHMBZd\nI21aIlA3O0Ua0+3sjSWwZ2LrfCy5Nu13Rpc21kMEY7ll7DVal9lKXZp+AAAgAElEQVRX4vHUBcHR\nzcMxfa9HbJxH4vGY1jBgBD8V2DfUs5J6VlLVrc1df5I8UQvEklIllbe7drO7q2tNZy9Wab/R2qFc\nUfgowRiBJ25672+ra98E/LT3/ntF5BuBb47XVkmismAIXSb5Tm9kkQGy9O0usYFxF0x4IAfclau8\nxFO8zFO8Uj/F3dOr3D25xt3TqyznJYvTCct52LknbRAwLU852Dtmf++Yq9O7PDl5maemL/OkfYUn\nJq/xhL9NLSasbfIVpau61jra8+QJYGqCtjPtmuXjoBK3czdpy3Yto2mNNuoYr7sSfCm4CfjS4ErB\nlQZXGpaFobKGOgKDJC87U+ELAapgDTTRupTyridqDQSTsJW1S3M0oe6J1kljPd5CiWM6WXAwOcZN\nwiSUdsmbSwvI2knMUVBHN7UWrjXDsndYF0Jwt/TDLkdwpk6xQqktU5SdzhgsQcE6KzQfJ9ZAzBAG\nwUkI0+kJ++UR+8UR14rbPMXLPCkvc8O9xvXTu1yb3+HK/D6T0wWT+YLJ6TJmIQyC88mU0+mM0+mM\ne9Mr3N67xu3ZNV4rnuDlyVO84p/mtlwPH9KUGQs7C6b9hQTtXVov0rECRM2Z2v2w/c6JaRcuJ79w\nF7es7XzfRFQl+WAxMw7vFFbwtDtWKV4w+ND/mqk33E96cVL5swbVq8nSwvY5M079jGO/x4nb49Tt\nMa+nLOpZOM4nLOcT6kWJn1v8wuIXyc2EVU+v1JZpcmuC7z4zBLAa9Zkm6aZxVlqwvetdErI1KMsD\n2Tt6gwddfp9d11pYDcByF8fcjXB1sU93XFk3ua3Lv+6D+TvpGf1sDsLScZNlTAPPPstYnn6et5Lg\ntpS8DOYGFhaWZQBl1UGYN2oLbp+wGEdryBKSSkhwSlhssRcjnLT30prIPtdTDcByq+UZKQEwvRlH\nAhRJ+ZavQ9FALLcGtVbw/CtldgCIrX5COolkGmRpjwxtsdKCm1dvpnkq6UFhVWhN/xL40mBMp911\nyWybQo91LbTzndpIeS6lYmlrzNQh++AvS1j/9WTMybSA2QRO9sBdhboGN41C8DJYYv0B+EvhOLsM\nkxmUgUH8UvBHhsW9CUf2Eq/NbvBy8RSXZsc8cfUOPA3mRSiuw/RK4LyDBSyWYUo5sLBnYVZCOQWz\nB+xDNStYlAULW3BkL3EkBzyQA47ZC9Y+JtHSYZryaxvoeUmvCWvqXq2JTvNt3265K1+gANT3X7qK\nLvFRWeOh8JiZw8zquIPlgnKyoCzmFHZJIUuKuFlVan2QjhLCmLATMl5NVz5yqUjLlDatBwvuiBI/\nc2NM3e6irMsUgSaurYOV8ZjIj7F+nI9KWWfCGIW080Zam76XhSnt+Jn0SHWq45iIFqiNykNArk0d\nB+NG2KF7SckpMywVHmHOjGP2mTLPrFxt3/NZ3c6ZsqQcHEdWlM+ofEErQ53BEHBRYKxv2vm3gGfj\n+Y8Ch6wBYyshUZJvGq2hCkoAkST0FuC8ZeGnHLPPHa7xEk/zcd7GC+4t3Dm6zu1Xb3D3tRvUdwz1\nHUt11wZAFN2yiksVkycWTG4suHL9Hs9cfp5n5Hme2X+Bt9rnWU5KjHHs+xP23SnW12Fnv3xNThQ4\nxIGtPVILpG9pxWDSMYKxpiNpIKaFIiX4+FKoJkI9MdSFpbKW2hZUJpwnC1LaiMTg8WYB8fsMRRE1\nJdH02nS8JCjli/G14KTbSmthotJHBCweas/ewQL2H0TXtIrChAHnlFnjjKYnQRvB2ExZTRrNqq8o\n65qy9tgq1lufIKmFnvNS34Dcs9MRjevAajCFw0wqzKxiOj3hcnmPq+YOT/Miny6f4K18gmeql7j+\n4C437t7hyp0j7O2K4naNvVOpARCqSyXV1YLllZKj65e4feMKd+xVXpo9xSeKt3GJI2bmLdyVa9y1\nV1lOCjgx+NPoupjqptHmh0ki+ZOjJqlmG9+0bqo2TaAObnydrXVVmb31YEzYwTEudq5rA4WE9YxF\n+N4cSPB711XeQLEgemiNlRba0hrENBA3HxP1e5zUAYzNqxnL+ZTlYhpA2GlBNbf40wDCGrcKbVFJ\nvJT6m7Jsxk/frE66zUDsFN/Emw2PJqSrzs9DS9o+2yc8pzxqATvfwKLPigRdHtGug7klMB8L0pix\nTujXSh+y91HPamBDdq/vmPKt85bnMR8fchCWg+58/Vzf9Xy86QPzOn99AkuyLM5tPI98OS+DG1m9\naENnYa9TiZQxsv0YZjSmO2OCIiYJQnrNoAZffcD+DFSyIH3EN1RJWsfZNmY677Ne6TFAQ6eutSvp\nr7vORRrA6XhTmjkY05rxBIVal8E2N+1/XYYwZyXSkDJPOwE8DSlbC6FXMXQBns5Dso+VVM3mKMty\nxmLPwVXgCVr35X0L90q4LnBsYFnAch+qU6hcWKtTuwDO3BTqCUz3YW8/rNVJG3QdQ3Xf8mB2wGuX\nn+CF2TNcP7jL6ZMvAWBfhenLYJ6P+0cdBbnHOLhcwuUJ7B9AcRnsVfBXhcVByYO9PY7LGffsZe6b\nyxxxiWMOwmZfcRlDsD6mDWHqZt3heWllt2DX8mIS1PEJoNHfH/IxRa/jT/cNUHqYOCg9drYIexLM\nlkyKORN7yqSYN2vFC1kqyylxnmu/g2WMCx5QaUM6T1gygKexfuM77og2rg0zRd35qLN3YW2Yi0cf\nLVy+tt35oc1MI+PoDyiDQLLOWWmVSwcxDr1BbNq8Y4+gAMWAs4EPNQJMoCaNlWnn7uRNUABWmuUv\nYSv64G0Wdh1obeftavJ8ZXm+u2J32zCt4Mk/7dNM4Xp+SpuYmd0Hz4sCYx74v0SkBn7Ee/83gWe8\n9y8CeO9fEJGnB9/OJ8dcEZFP4NoUnCYOASnDsw7LgikPOOAO13iZp/gEn85z9du5ff8JXnvpSe58\n/An8C9IEnEeiYGqe8MjbHOYzPJfq+7xVnuS12XXu7V+msgXW1OyVx3gvFL5mz5/SaMRzl5loFQvf\nLwuaitrGRZGexhpmatJOp11hKK8jJQy4iVBPDctJ/KZX2jpeSiopwve8sJ1JB0M0S1dQgliP1YyT\na671Bl5D458Wwn2bde9BnGPm5xRmyd7UBNaW4KIyYdG4jqVJOoxjrnFknCpn0gTGCldTVA5b++5g\nMcBL56YezZhAu5YqfjsLF0CMT+n79ig2gDE7WzCbHHOpuMcNeY1n5EU+g+f4LD7MW+vneeLoDjde\nucPVF46QT3rk+RDCpBBS9jcE/4zgnhYezPe5W1zmzuUrPL/3DAflA8piiZTB7WFRFhxND3BF0IwH\ndwa6g1zRgrFGW6iK611wRwggzIYFy2mxcsdFTlT9B22gNwGU+bj7oNR10LwhuPTh7/TdPV3loMCY\noaBoBtUkknik+eZO2mGs+faO3+PY7XFS7TFfzKhPJtTHE+rjEn8q+BPBn0or9OYWJi2Qa2uIBmKZ\npbrZKasDxhQQ62yBr8/PQQmMaWFaJYHQyura9U+Pp/l5ejfxR6XKna7loCYFT+v+pt32+sDY0BIn\nTXps2Yb6ANe6kAOw/JivBdMATgMxWM1jHyBLdZQAbl4XC4FTE0MBD8rATy5qIn0VFrw3PuUndBcT\nW7qWsbRTiE0asi4Y0/Wd2j5XSpyRJiyibjm53pkYvW2AmV4H1gg9DfQgg0x9DoThuAmIhfEiNQQr\nYKzrwphWeoURyDXnqQm7knm3mbv2vdzip61tCVrqL5e18XWfD1e0VaxdITtlzrxcYvYdLH2rWBLg\nwMD9Eu4XcDyB032YXw/uYUsfvV48zU6AlQlrdGYmhATGHkB9r+DBpQNerW7wonmGtx68yNxPg8vh\ni2BegPIpmmVoxUnIwqUSDmYwOwC5BHIF/DVhcWnC8WyPO+Vl7por3JcExvYbRW0AY6HNEmhOIPS8\n1MxzDeCShuc7CoOOhrUvItr+nfq2z65PfQw1Zrak3DtlNjtlaoJb/kzmlCyaDxc3HyqOnJdWXaYl\nH16CVSpY7wzOVfgIGHBCWiaQAFhRVNgyHMM0Hcpe1yYuLyniN8IK6nkZXA7zPYFS0AYBZaVq5v80\nxsxox5K0/8CcAMT2aRVQTsKau1xrmICNVXEmIBbHMG+J3wctmuUuFQWnzDo9T68B0+7TNva/1M9q\n1bs623jE9XqdT/s0XdOHsbXJr5IBdqCLAmPv9t4/LyJPAf9ARD7EqqgxKHrc+qEgtCFw873w7Hv7\nn5MUi9YEZ251EgUBVxhqb1lQ8oAD7nKV2+46t4+vc/eVa9z7+FX4RA2fjCFpfi1wx4SPZDrLKTOK\nYoG5vMTKkstyn+vc5gH7zIoFB8VJcPtLC6EHQKTE+8YQhfYWeCUXTIlM7yNDpw139MeiseCtgIHl\nxLIsTTiatC6mbLQoaWLSOsUKSyFBu2iNi651rDJ86oB6bXi+HKHvPRM0YiwJ68gKKIqgoSks1OUJ\nFIIpYGbmLMwkgsc4CUuYgJq1Bj5sVTr1c6Z+waRaUlQ1pvJNfTUU6+vwl+Hw/Zppzkk/+B1446mN\nx7z7PZj3vjuOGxFMKLDWDOIZn7ZuDQGIF1RMZM6BPOAqd3mCV3m6eonr9+9z/cV7HDx3zOLjMP9E\nCOl7ed7D5AZM78HsLuwvj5mVJxxcPsJMa47tAffNZe4Vl3ngD7grVyjtgrouqStDvYyZS7xaeihd\n/Ai0a3ZWEpsAYFtGH3ePIoGxSmi20c8tuiKBhyxhg5MaqARvhaoClhJcA63FG0tlSiopqWTCUqbM\nZY/SLOIuk4v2u2OmBWMOw9KXLH3g+7mfceKDi+K8nnG6nDFfzlgsJrh5iZuXYctdvVNoXDKRW9pX\nAL6eJ3Ihu9GGue5AnH+LzBn4hUP4xZ89J0Mqun+rzc/kZgiacjki5T+BIA1Ah9wzNfDIrYLdvQta\n4JYL/ENWoz6S7DzPf99z+bNDVq+hY37e919T4oVcUMld/frKliuLhPZbjVMJIe1Ou2dbbLWoQ5i7\nYMFwE6in4Ko4QPg4aURzm0yDhlIiYpxIV5jRQDPl9egQHhyu8vkZ6AO3/j5pRHzbzc/iM25+dgM7\n8u/+addDmrdQAqlR/9vrCaJ0NPSDg74SsGMcjvSRZtMbwtb5waly1Z2wdSUMqfpGM0/832cFbHOT\nchDi9SqG9I20FpaGf22JEzBZMpEF0/KU2d4JCzeFWoIb+Mxjb9QUxxXFcUV5UlHOlxTzJcW8wiwd\nZuGRpQu789aW2lkWxYT5ZMpiOmV5tWT5ZEk1C65bR/UlXpk/xfR0zpPc4frsHleK+8zeMmd655Tp\n6Rx/o6J8pebgVYetPLM9mOyBuQH1Z1nqt1kWzxTcv36J23vXedVc47a5zl2ucMQlTtjrLF1IkPvu\n4Qf55OGvNZxyXnLf+z6chM0wive+i+LZd4Vadl1lJJ7GepSaImwJ78InY7wB75o5Inx3i3bLfOsx\nkwqZ1JhJxd70hL3JCbPihJlp/TnScoySJUF50dpBk201gY3wvU3XeOQ0TAgkzxaJ68OadXG2orCt\nZ0mSR7wL675c2oRjEban7xg8fFsXzdiYEImNx7QNfumRSXSPLD0yjYrZqcABuKnBzyxu38AdgSMD\nR0XcGdgRLBfS7qa455G3BQOJvM1jPs1hbjjM5Rq7V1FMFhjjcM6wrCZUyzLI2wpMpp24DTWlrSiK\nsItzUdQYW8Vvy0VFeqz3tEgmfRKndpa6ts3GZQ0lGeAXDuEXD1sPmR3pQsCY9/75eHxZRP5X4EuA\nF0XkGe/9iyLyaYQvXvTSra8LCDdNDoPFyCcy6Gpa0+ZAFUiRdioMZuclJaduRnVc4l6z8EngxSW8\ndAqvzIOJNE26yxLMDPwMJ4b5wZSjpy/FDUAuc8x+61sqdlVr6rO8JUAWd12Mez50XCwbi1jUqATE\nH/q5swZnUpB2kWtcF5aMsUuKxhDb5/LRTlaKtIVkSgu4JgSBIGneafPWtEXeNjouG8u3ADkOZaaG\n6aSCySlF6VmWBVVhqWxBbU2UWYN2pfBxjyxfU7olExfW5xVVsIpJ5bvCo2mPN98FN9/d5uvbfniI\nobakv3grDDTRrdPXDu8dEje20B9DXhHMIl/6paFeWHzhqU2BNyZs5oFjwpJ9TtivTpjcW2BeqHEf\ngXvPw+3n4c4LMZpY5Osn8OQDePI22Mox25vDdbg6O+LK7IjL0yMulUfs22P2OGEic5YTwU8K6qlq\nrwjGTOmQsm4+/Jy+MeaciUBSAU5nAgBL22NrYV7zhQYwhgDcxERtWkFtBYwN52aCNTULU3FqqjBY\n2iW2WFLYRRw4w0Sy4qbo4xb/vmRRh+3q5/WUZT1huQzBLQr8wka/dMUvyeqlAYrqgytAZGWdHV1t\nmPpuDBB3mYxWPxcr4488C++82UyE/PVvPx9vXr01fG9dX03l1ZYx/eH6vB4SsEmudXos1oAsB2Pa\nlU/XW+IL3R56DNEWtU1gTFjlu3XWriEwluchn2fyvt1n2cq/C6nld51e7nKjQVICZlqjnD6gemrC\ncV5GZUIByzoMDmnjGQqQGIwFa6J2XoXchTTl8cpNOLjZluvOt3FWetetPwa6r9K1gmkXoOR66FdQ\nbyBtUaLJboJJQeUYLFztGq1Vy1gbS/t2awHTzKWt8sEW5eMbrgEJLZTqQqa03tWqdDRpoJnKkgTt\nYBmkSatvXV1g0bR+KmyOMitOqGdBFhHrsXs19mrN7PSEg8UDDhYPuLR4wKXqPperI/5/6t6k15Il\n2/P6WePuuzt9tPdGdi/rSTCDKaikkkCIT8AUxJdADGuCVBPEgCnDmjBBBTO+QiExAQFP4hX5MvPG\nje70u3F3axgsM3dzP/vczJsRRSUWcu0d+/j27W5ubrb+a/3Xf636LZVzWNdjnRNad9puzTk39pJr\ne8FDdcZjs2Fbn+AWlkdO0ftAMJaF7YhWs1ssefHmM1fhCy9OP1N/3mGvW+qblsp5qhp0A+FE076t\nOXzXsHuz5PPZJZ9WV3xSL/jMC245Z8uaNpW9ASaUss0/+S1/80/e0SQ+xP/2T/+nv2RYDs38F/+l\n0PVSmoF/Dt9FBvASc160juLAVJGog3jZ4zgStB6l8o3xkg9mOyrbs7R7FkYUk8t6WCWdThEn+ZAy\nNjIwS+tLWfssiYpMRtmg0ljmZochwiP5XobQW9m6SvKnez2tMT/6Ap46uAyM9UNzwWjRXjALj3Ee\n03vCqSa+UMSdxr2q6N/WxE818UbDrRVQttNpHkvGxLqSyO4G1C885hcO885RXfTUpx3VaYdeB+Ii\nCvvGa/zO4reWsDUjcWDPULBaqyjntfTopccuHWbZy1aJoIlOQKqjposJkAWxM3wqfxNDsehk4/3f\n+8eof/zvD6A0/Nf/1c8aj18NxpRSK0DHGB+VUmvgPwL+KfA/Av8Z8M+A/xT4F88f5E/9SLGVCzRM\njd5hIYyJ/iedlAsKtqGh31X4ay1g7GMPH3fw+ZHhSVRAu5DjuopgNO2rhsfDhobzSRi9V5UURMzR\npTnWKY08NR5e+q0495j+n7ZoINi0GfBGpXwwTVCSBxYQcY6Q8sKm6kPHgVi5YEz6NQOomjFCWBob\n84U7byUILo267D2JQJuu2YNpoW4cdhFYND2h1vhGCd0yJpCZ1EQ0EZXFOnzEplftRbijFHBRc4D+\np8bTz20+eWWTA1ppUEYRYzEpDtEPNfWOp3EZnUpeJyV1QqxMiJmSuWTP0u2p7zrMjwH/O3j4AB8+\nwh8/CaMk66l8fw/mGs7XsIyexWVH9dbRni045YET+8i62rLWW1Em1C3UBl9Xo6GX7qGqRFREV05q\nnxVqUgBhCM/CUKMo1y4r6Uyl0Tl46BjH1+BJykKxYuA4Hcd6ZiagrSQn68pj6h5d95joqGLi05sx\nPBtR+GjGumve0rua3lX4vMD0VuR2ez2CsTmQyOeumV7HHHjNjfS0KGdqYgZiaqhRMwLYSBDPSq4g\nXVBivqr9FE1u/ll5beV9y4J8qTTFs32Q54gc8cx9WLZjaoPz6NgwJmbnWd6TY309B4nPbX+Kejh/\nLeeP+eu8/0omRqbLd89sJYU0MhX8KNO6Vuk8MlDKlFg9+52tgq1OarcKdhZ2AQ5xFFfypAkqOT+s\nShtT4Defz0uQ+Y2axT+hIE7XqbKaz0gOLGHKtJRyCWxGz2COnI1w7KfA2LgOjt+eVh4bPxmBWKZP\nZiAm4IjJUXIrY3Xjayj2K/NhR3EPkcnPv//0Csq86pxzJkqVLaHSoCOmFkOzOpMaqSf+gctwzaW/\n5jJ84WX4zIv4mYtwzcK3NL6l9i336ow7dca9OuUH9R2/1+/4g/oFH10HLbTtgkNY8cgJ3b5hFzbE\ntWJvl3xZnPPr1/8Pvzr9HfzSc36n2NxGVrc9de/RFrQFv9K0FzWPFyvuzk/4Ul/wsX7JB15zzSV3\nnA1gLEck8/o4lkiQ1IWK/puM0QxolJrmiB3Zk5JJn1UIYxLFiTbRWJXM/0Z7qqqnsj21STU0dUut\nWpZ6Lxv7Qs+7LSy3QI6ACT8oMMq1pBzDGAd7I+dz51yxPH9lMJaLN2cwlq9zKFHjLL5LisJZ5Ksf\nLjsP6uPOsqzUaMShq+uequ6xppc1O/bY6AhOJ9VFTXe7JF4r/LUlfjHwxcAXJVTaLsoWgVMNZxpO\nQb/z2Hc99l3LYrVnVUt0EQudtfSmoutq/M7S3Szpb5qxttmdnKdK56s2EX0eUacRc9ZjQ4c1Ldb2\nmCDsG61CilGKo9dFsS+kpppO0TGYFEFOtoAUz44/eyr9FpGx18D/oMR6s8A/jzH+z0qp/wX475VS\n/znwO+A/+ZNHyouBPmJXiONhGAzKMAU5eaHsQduIrV2uKjSpVWSiSIbKb0Xh4ueic7l1HrogBek6\nJYZ0mE6ckzY3JLLXN62Jk2sr7t1kASwGeaR4Xwm1S3JvkpxoVPjMYfXy46O3LIigzlAQMJEwVMGk\njxFDlGgqcRoZUxBrhnpoUSuC1WlTkD5HgfJR8uBcRPcBlWgP2gUJ1/t0X1y6ZgfaB4lCeiciTpGU\ngCrBg2iUiPJFpvl0aVPzSEzq/yFPa+6w+BZtSIrNi6aSi0MlQ6acpYsbPNxfJRS93hC1whlLX9V0\nsZmEwvP9jL1CteBbaA+w3yXttJgqEAQRWosR2IE+RGIfhboZYvLQ5a5JBkGyzYYoRu4ry1BvRRaY\nVGMlX3rq3CeqUnHcQwxrudhcg4PiNe82qFTlYtFp7A5PXpmfVQd041DOob2TCT46bHT5wgAIXuOD\nTJDeGZwzeGeHQpwqJRVrFeT4iUo7jPkElHOUb8wbUOPvaDWTMY8zwBAp1SgnieEAKqCUTrXoRjPw\nm3gNMpgot2OHLuea8n1+jsKR72Zgk+9LwwjYciQt75enxWORxGPg6Dkg9hzozYDhCR129v1jfcHs\nu3Pw/VNgrOyPkq5dSvm3cVwv2jC+78M4wcUooKhCXlsNvRE6fFRI0ns66ZpRdax07Dwq2ZYItScD\ntjJ3rax5mcf4XIY/q5gd66N5f35lywCmjISVuRhucM5kqDXW/5pLdzzjUpzs/RwIewrIRgAll+on\nvzM/bgZfU0B4vMmx4uSYcyn7TMecn2O+/lJqf07LyyBFxCykVEg0GoyAtAxcGlou+cJbfuQt73nj\nfuT14SOv2w9ctl8w/oD1B4xrudfnPKRt3dyyWGxpmgNN36EeYP+4pN0t6Pua7qFhf79CtYHW19xy\nwr5q6C4qwkt4tf/M1eMt/uGGpWsHRb++stytN9ytT7hZnfGZKz4jUbF7TidALEc8M20vR4/KMgnf\nog0CVWWUKU7vsELAl5S4Ic3xcjfRSvxrUUkZFy252tY4KtvR2I7GtoW01GGodLvgMCnf8tzYG6my\n6azS7w2iGznfzydnX6qRpiDRKWdrUlASERuiYmZwWsowjSlClEZnrhea7mNM7KyoFcGI3RYMYKR4\ndk53sKan1i21bimdFt1py+G8o37R428s4YsmflGEB01slQDCAOrMoU4j6izSvNnRvNnTvN2zrHas\nkJqsXhnS/3C+Iu417rai+7gYJfQ/M12TzhGHVgs6OqxusU0tqpZGap8a5QfWzQDEvNAUY0lTVIhR\nmvsnAd/Shvpz21eDsRjjvwL+nSOfXwP/4Z93EKaLjmaon5sN7ZxDOdAxy8U5z1Me6MBax9LvOQ0P\nXHHNSz7xhvc8mhM+nUf6dwseH0/htBLVoAqxdHP/XdTw/QLeGcxvHKuXOy6Wt7zkE5dcc8adKNax\nF1WfXLMr51REnqc1zSMJpaMvbUPNsYCIVMSAUgrjIPhAcJrofap5kTYSjVEpotZEqwgmLfI6DMZi\nEzrq2FNFj+2DSMPDaKgaoWj01tIbS2crOl3TmprONLJ4pDppJngq77C+p/YdjW9pXEvV9+g2Yg5x\noGYOi36+X90UqOpUYiIa8TaplCSVxelUaTiW/facEZZu5zcFZDG/xmFAKuIwOUeCeMmyvH1p0HmV\nklU1ztTsmjU3UcRlPvCaF3xmUbVcXdxiv79l9dBxUsGbCDaxaH2QCP6LMzi/BHsJ7teG/dsF+8uG\nzycXfF5c8cW84Eu85M6ds3Un7N1KVARzUu7MWI0xL0aaECCrMklBRz3WE8vgMxt5inTtEhnSySOo\niwKSWslNywmwIWpCZ/GdIXR2SuvK71OURugShtApXKWJtSVUfnL+IXPeE+0iK2KpFOHTFYVyaRCw\nWkRzxTMohTuzRG/wKnkG0sSTr7kEJnOjNvWjKqRvS2/5v7Y2F9P4U2CknC+Z/b2cT8uyFuWWPy+B\nVXn8+fM2N+7LsRNmfzsGyOatBEjz7s3Hi0zBZT6/+XHK33wud6w8/xKMZergAaEJuh56B66DvgV/\ngNhB9EiGvIeoE/jScFhCXImyna8ZePpZZCNTQcv6buWcV15bec79bL88XkvAVsy7R7dvFB17vv7X\nU9CRT1cuJ4OiEaqUhupTqmI2XkfZjVKeowQ6pQhIBn9x+MKm+jUAACAASURBVM2x5PD4e6NxLO7O\nsY3U//JI8pdyzxLAlSAx1z7sqCeRw2NiAzXd0E9Z3CHHTaoC2JokdNTQsmTPGfe85CPv+ANv9j9y\n8Ydbzv9wx+LDnm3Xc9N6tl0kqg7UI0ZHrl4rqnctL95dc7m4p9KO/WpJS03/uaH/UhMeNPvVirvV\nBWGtUWewPd/w4fwVr8NHXlWfebX5xCZssdpRqZ5gNY/Nigez5oE111xxzQUPpCLSKSFVF3cpX0tZ\np64cM9+iTUBYKbqUFYVVHNYBlX83qSmXIEepVFPTBAFjRq67Hu5yN1yLJJVkAYlxjJXjdZSZqIax\n0lPRh4reVwIQepvWLy1OX6XyQjReB7L+qhDlWXQVrq+kUHhr8a0V4aAg66aqUokn3bJIYErytR1W\neZwyOG2lZqyqOUSpdxeU2AqurVFOUVUeqg6jQwqMSB94a/FLkWHpTUXX1PSnFf2+wjuLc5YQFXaZ\ncsJWjvX5I6v1I2v9SMNB8iRpk5S9ROC7sEDvA+ouSlLUj8D79Fqu2TuGNTAaRagMflVBHUXUDrFB\nnU9gzFu8s1JXLsv45webzIaZArF/I2Dsm7TSuKYAYmndQstrTPtqkiE/V/lLOUqm8iz9nhBhz4JX\nfOKGH3m0J/TnDQ+/PJODrCqp8aIS/z6fx5WGX1Xwa4P5Vcvy1Z7z1Q2v+MgVXwYwtuSAjb0Ah7zw\n5VYi8fniOQdjc0CWwIfOuYw+Ap5IIHZK1vhOgVdpnU9LgUE8FpV4WWOipASTQI4Rul/lPTaEIZKi\n8vmm0RCMpqsr9nXDvlqwVWu2asVWrUWlMYXMq9iziAea2LIOWzbxkU0QL7F9DKjHgN7FKQANxf2C\noWyBsuO9zp6d3Ccq73fMm577fe7Nne//rVrMIdrsGUkmgYoolSkDTKK2kABAUNBDX9Vs3RoVPZ95\n4AOvueCGlT1gzyObdzs2PZxEoXaePsg4CE5el1ew/g7sd9D9xrL9bsnd1QmfN5d8ri75ZK/4wgvu\n3DmP7YZDuyS0MnEPFLNyzKEGqmVURgALhYJiUFNP0IQznopImoCxDlv1WNtL4crC0+yjxUUjXqZd\nTdzXBKz8fimgkfvMKGKtJTJdBagMoY64KkyN9tIYy5EnHdEmCFc+A8QiOlwCB+8lcdl7KVzpnUE5\nI4IjPnkKJ16wODNw4+TZzvXY/j9rc5pd2TdzMJLny2PzUX7NY7dPxz4GyDIYKyOt+TeOPXdzMJvP\nuTyX5yJik3HK6NCad/F8v/w+PLPl8zp2bsdyBDMYy+tNKWbYB6Re0x7CDsIjhAeIWwFkOYwWLMS8\nnUN/IcdxQKwSENMSEVszAte85XMuqamR6TPZFtfNM9cy769jQOwbzJ3HwFj29I9gTH64jFnNi62W\ndL+yTSNcI1SbfmMq8FHCvFKZsYRm0xha2T3z35krMI7Ru5xZlt0y8/P25KLNUhsxsyMEWo291tAO\nkbks7DBGjBw9PRUVHofD4/BUdDQcWLLjlDte8ol3/IG3+/es/2HP+n89oP+vAze7wMe95/0ucqJa\nNiqwoeXy39rz4t+9QS9+z/nLLW3V8HH9ktt4xqEPhC+a/oeGQ70k1Jpds2L7/YYP379hXd/zuvnI\nd9UPvK3fc67uaGhZqBalA3uzYG8X7FjywCn3nPDASRIek0Ger2+kYY7UxDLD8Fu0Yd1LCfoxklgw\nirJupMrGZ2oDECtAmdIRY1OOWAKgtZ4CsTlTSycwNo/u5vGRvz0BZlGAmHOV0OacEVGtoJPtpNLr\nuAjEmNRLvca5ir6rcW1D6Ayh01KHlIhqRGTE1i0r88jGPLKxjwKkVEujRAH7oBpa1bANa7Rb472i\nCw3RG1yvQBvq2IFWmMqzYp/u9AOqSpNWpeiWDbvTJftuxcEtaIOkE3kMje2obUtTtZw295wu7jjV\nd1RqHAePbAhoDizY+TV6F1C3CYz9APw+bXWxtekmGoiNIiw18cQSlzIFKxOIEQFiGRymfo7ZSZuf\n6wzCchkBlaOK/z8GY6pcDLKTEIYSRiEBMsXosM7GhbJMcpZM71m4Fh0cbah4qT5JGNys2Z+dcMML\nqrXU24pKFsd4YJh11UvgNxH1N57m+wOnl/dcLb7wKhZgLD6yiAeq6FAxDgqIw8J9TDo4X+N0hpff\nnHkrVaL5ycVHCFGiQ9kAODA1jvJv5tyApMAVXRLequQw2oPJlL+cpMnY51iIlaJfWA6LhodmxR2n\n3HLGHWeTSWFBmwLEO86oiEQMHbbtUBYMUWTfs0c90xVD8R651iEiUhoax9ochM0NuDkY+yaALB1k\noOipyXHzRExkCFdLjS01nldQcgOioq8rdv0a5zXLsOMDrzlV96yrPcuzAxff3XOh7mnayGIL6j5O\nckfia+AXivgbxf43C+7fnPD54pIP65d85CWf40u++Cvu3BnbdkO7XwoP3OnRkNX5uhJnPkXFxktW\nhEwnTIUgQa5vvPAo9dOsQ1eOqu6oq5amlkTlXJJVxziqHsaaznhx4IUU8u+VLIJZmTEiD4RDFolK\n4yvEpi2fqwlFL4INKOtROAGHVY+tRPhDG4/RspXNOfF8KV+hegu9JfaR6EwyvrUkFZdRnwGIxPH+\n5nGRHJPTNhvQk9D+V7ZjOU/HnqP8k/PP8imU6ooZJBXP7aT4+xyMzYFd6XwpW35m53lu82e5fMZL\ngFAep2xzADaAsPgkl3iqCpu+mIugp7o1o/CImo61Moq7RzysOyRkLQRi4BG4Sdsdkwk71gK6Qg0u\nU3cW4KzMFcaK93adfif3S87zmgPSUiQkX44q/haLcz8Gzsu++qbzpbQ5GCsjVUABfKbbaHD7CUib\nt5K4WLaS8jjf/JFfnIuGPP0Ww29MI3Dj9cyvZdyf4WzmlM1cjmMXV2PsJNZY5ZL53RHUCMTEeBeg\nAhSRxjEXL4M5ofZ1rNlywQ2v+MCbwwfqHxzN/+7p/2Wge4Dre/jdI7ymx9BzCpzf3XG+gfNfwuLU\n875+zd8t/4aVf0Nwhu5mQfcHTauXtHoJGr64K1Tt4dzz2vzIu8Ur3i1ecGmvWbNjxZYKN5DyMgjd\nJ9JeeR+HYtZFVDC/LwHvN2nJeRZLJsSw1s12TD85KBgmSnrOec6iHdkRWI7+MsZVZvZn+mseRyWV\ntxwTWTBuEJPwFtcbfC+lZqLXI4iEwdbI5xyGaEZa87oad6hF0TjN77kemVl2NMs9G3vHZXXNhbkd\nqJVL9uxZsmPNlhWVOyd0sG8X9E7AXWwtMQaCt1I/1ECtOjb6kUt1TW07kdrH0bLgkQ0PnLBlPfxK\nTzX5zQtuhq2k7Fb0Qz1h4z36kCJjn5GI2B+Bf2DMx12kLzZIru6JIpwZOAg9MpcDUDaODtrejgyh\npB+QcnzSfY+j8FkeE38BxfuvA4zNIyflc5YNjDyo0kVGJWAl09dUXigjaB8xbaB6hLU7cFVd09YL\nAeONZ7nec8Yd/fcVna3pzyox+vLafOqpXvVUrzvOzu/4xeofeFf9jnf8nrf+PS/8NSd+x6JtqZxD\nZWMhP88GoQnaZIzHmJ7dOBZpLw2NWFwrjIvsoXjN2wNwn15bRgOpTABfA6dIAcgTUCvQqa7DQPOc\nGC1FP6c0h8Co0jgsGqyGqbGsASKUCZemjharJDytlxETgjzo2aArDcdjFJq50VC20qCcG5ZMsdKs\nVNbXNf30YAJg1PBjwwRtxICIKhBjXui1JHmlMRqdwe0qlIk8Lk/5VL+maTowin5V014suY1nQvtc\nt9RvOomOJknF/rKmfdXQvaq5eX3Oh4sXfKxf8kN4yz/0v+KH/nuuuxc8Hk7p2oXU0cpejRK8qJSE\nHhTBGZTSw7iYegyLzk6c+KwSVZtctPLA0uxZGeFyNxwGf57B06mRrLGrNmyXG3ZqQ1st6BY13abG\ndcJfj84IoCkLLed6aKVhqdN1pFdlPCYBQ2tz8nRHpXuMGolS5fTilBVZfXoxZlSFM0KXGLxh3ox9\nEcoHOA22mEGuOB/mddpyfw79rgGE0vrVbZ7zVdKh58/IfG6dR7Y48p2SsnhgpGaWQK1sHaOzKL+2\nxb7zEgK5zZxTI8B9Zpu3/Fl27AyKhonf6z0EL/nBWQo+fzFoiVp5g6gPFq+lCMmxyJpmHAOxDGOV\nAzVPtGWF7h0C3O4F8LdITbG6EiNhTSqKyuhoLGv1ZFBc1tycC+rkMVCC2ezE/HP69SuHZ091lJo4\njYCNtMBj2wiDpJVG+3NgrDz50nDPvz8X+chgbE45nG+j0Syv5Tkx/C2rO46qd/mIAT2pifiA1NXa\nsqbzDZ0TJdjadDTmQGNbFJEFBzRhiKw0tGg8DYe0tWSBj5aGgJTkiWiuueQTL/mRN1TGc7recnb5\niHp1kPrfHTSP0lsdYlY0DlY7iLeg7wOV7VmsBD61cYWOfnzO8ni7VcRrjfoMfWzYxQ131TnKxiHq\nV9MVwi3ymvtrvGMkADPGCnMtqNzHwJBz99Utzckqr4UwgrAMuPT4Oi8UTUw5zx4RbfAabQLRqKE4\nM2o6psa8yWoYPzlaWorcZOjWp1hnSyPOzFjjoiUEIzZG6Rwuy6zk9JQ0BWUaZnDJAZrLuqR5whrH\n2j6ytvec2xvemh/4Tv3AGz6w9HtW/sDK77nVZ1ybC27sOZXv6Q4LbreXhDtLvNXEG0Xca7rTht3p\nGk7AngWpL3em2KhH1mxZ46joWHAgoiYjo6eajPeJ7kOi6cqtCkMfBlLOvVPj/FjWScvzdQ5YNMAi\nouogZQesS7mBSF5d1ENJA3FI68K4LGmJYRgbkjP/lw3Fvw4wNkSAOA7GClpV1DlPUaF9HPOJSPt4\nUCFiW5mqV+7Ai+UNWgcW9Z5VfeCUe66qz2zNmt3Zit3bFcGPk2vddKw2O1Yne86WN7xt3vPG/sDr\n+CNX7pbL/pZNt0/SsH6gKUbDoITorcJbTdSgo9ABdQSt4lTavrzm0kudF9oDAr7uEUfrDXCdt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x9lrq0HmZ6xVxAGNrtpxxzyXXnHJPLoV8oElARQ/RyA5ZU7as+cRLYbfUC8KVUObbE011dcPJ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\nOi08hsJjkGNyHMYTZcMlR6eXHL1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/xeRlQvktbOmQLdIh2yMPIvalMHMWfQkU+Los5ZxN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VKpyFg41/OuSuferWGHvHwX+VUPt1mYw9+T1xcizBLpMur53FBL+X/twtWQaaiHk/r/uflc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\nioqKioqKioqKa4D/DywIgRTSorlBAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lmax_ocean = 7\n", "lmax_land = 11\n", "nwins = 10\n", "ocean_windows = SHWindow.from_mask(ocean_mask, lmax_ocean, nwins)\n", "land_windows = SHWindow.from_mask(land_mask, lmax_land, nwins)\n", "\n", "print 'ocean windows'\n", "ocean_windows.info()\n", "ocean_windows.plot_windows(nwins, show=True)\n", "print 'land windows'\n", "land_windows.info()\n", "land_windows.plot_windows(nwins, show=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following plot shows how power of the land windows extends to higher degrees than the power of the ocean windows. The ocean will allow for higher quality measurements with lower biasses given the lower *lmax* associated with these windows." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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564gtWywrwfXrB/TsaYljiIiQ9SgMBon0dkfp0pLS/KOPZGnWhg1dn790KZA8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\nHFGggLjl1qghQitfPhnIjUb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vcOj2oS+hZ68P8IdKipZBOQVMWWVj2xadAqNFC4kh8IZ/\n/xV1jyObwIULoht3Zi8IChJ9fVRo0cJW6BQvLvYDa7JmldiLO3fExhAe7ltbDRpIRlprPvuM/Ocf\n+Xz2rNxvYKBFxZIvnwgxazvNrVtkvCafUP0al3F/Tcj8I/Oz4fyGHLB1AFedXcWbwTdfnGs0ikrv\no48cLzxl5uxZaXf/fhFSrtRf/+z+h2Unlo0kgOrUERuNM4bvGM6KUyrS6MYAdC/0HnOPyM1MQzJx\nzzVLCLrBIKq5K1fItefWMv/I/DQYDTQY5MXCE5vN687pu6eZcUhGl0L5/P3zDBwYaBM5r/EOvwqM\n2LxFl8AID5d/Zm+in41GskwZct48x+VTpzpPL2IwkClSkLejoI59+NCSEsRM69bkX39Z9q9dk1mA\n0ShxCtWq+dbW06fS31u2L83cuFFSgBgM0m6LFjKjmTRJyhs0iBwk+PWfKxnn14SsNqkO47TPxdNX\n7rpsOyxMghKbNnVtrH//ffK//8gSJSTy3BkRhgi+M+4djttnG/QxaZIIQEdcf3ydaQak4Yk7J1z3\nNSKMlaZU4k8rf+KiE4sYMDCA849ZovPq1pXfhdFoZMkxJbn4xGKSMjPq2tXlpZ3yJOwJf1zxI8fs\nHeNWmMVmLj+8zGzDskX6Xhwx+8hs5hmR54XzgMY7fBEYr60twhc2bwayZ7dd/9odGzYAjx5JAj1n\n13Rmv7hwQdxgAwO97uoLpk8HqlSxzTj7zju2dgzz+t1KRc2ddu1ayXSb1m4193LlJPvt2rWW7LRm\n91pAMrKGhFhiNh4/C8bkh82QOlEa/Nd0HgrG+RRVJ3yOMEOY07bjxxc70enTsja6Mxo3BqZNk5iM\nqVOdnxc3TlyMqTkG3dZ1w+0nt18cr1lT7uPZs8h1fl7zM1qWaIn8AfmdXxhAh1UdED9ufAysMhB1\n8tfBqsar0H5Ve/y55U+QfBGropRC5w86Y8A2SX3eqJGsxGf0UjV/9PZRlB5XGree3MLI3SPR/N/m\nCA0PdV8xlnEr5BYqT6uMH9/5ES1LtHR7foPCDVAuWzl8v+L7GOidBoDrGQbEuP2+t1IopjdE0wzj\nu+/Ifv28q1OpkmsVRr58zhfKmTvXeRoPTzAaxVV1rZ2X4ZEjFj05KYkQzckIS5UiN2/2rb3mzW1n\nLtaMHy8zl+TJZbGks2fJjBn5QtWSJQu5b5+cW3tMW8btkp6TDsiDO3Y8ggma1WKT+S3cvh3fvSuz\nmSFDnJe/9ZYkR0yRQvriik6rOrHxwsY2xz78UGYp1my4sIFZh2VlyHPXCb9G7R7F/CPz8+FT20XS\nrz66yhJjSrDZomY8eOQZs2WT4xGGCOb6Kxe3XNpCo1HsS55+P0ajkWP2jmHAwABONj3LkOchbLyw\nMYuOLmqTgiS2cy/0HouOLsreG3p7VS/keQjzj8zPaYem+alnry+IKbfa2LZFh8AwGGSAO3XK8zo7\nd4ptwJle/dYtGbSc6dK7dnWeVdYTduwQ91X7HEgRETJw37sn++XKiZ3k8WOJ+fAl2V1YmKT1cOb6\naTYYv/++7BuN8mwWLZI+du5MdutGbrq4iQl7BDB1n+wMN1gMKXXqBzPTb8U5cOtAt325dEkE0PTp\njstr1xbVUq1aFrWYM0KehzDbsGw2vv2DBtkmIwyLCGPBfwpywfEFLq+17vw6ph2U1ulAHfI8hJ/O\n/pQfTvyQabPf4fnzcnz0ntGsOVPy0PTrR7Zp47C6DQ+ePmC9ufVYdHRRnrxjm4fGaDRy1O5RDBwY\nyH9P/uv+Yi+Zx88e851x77Djqo4+qdMO3jjIgIEBPH3XiWeJxiH+EhiDAdRFLMsfZdfHKD+8bdvE\n08kbatcmR450Xr5ggeNAPjNVq0YtrXbz5rIsqiOCgsRrKzzcEhi4apW8PfvC2rWOc0dZU6yYCCcz\nX30l+bh++IHcvZvMXeAJcwzLzTjfFebIrZNs6u7dS6bPe4WZhmTiohPuE0IdPSqBfY4cBubNk7Tn\nngbELT21lHlG5OHTcJGk9skIB24dyGrTqrkczM7eO8u0g9Jy3fl1LtsyGA3ssqYLk3XLxT/+J7aQ\n0LBQph+cnkduHXnhdeYqieLOKzuZY3gOfrfsuxd9dnZe1mFZ+cvaX2yEc2wiNCyUFSZXYKslraJk\ne/l7198sOaYkn0f4uJbyG4i/BEYwACOAcACPTfuPvW3In1t0CIyOHWUtB085fFgGldDI8V8v+PFH\n5y6zRqMY2K9d866fZh48cGyANtOli8xe9u+3ZMLt0YPs3t239r79luzf33m5OV26tRpo+nQZ/Fav\nlvLkdTsxa4+KTN49l8MBrEoVsufoPQwYGMD91/e77dPWreIVtXu37XFzINzZszIrunDB/f19Nucz\n9lpv+QEUKCAzyCuPrjDNgDQu314fPXvEAiMLcNTuUe4bMtF02EQm7BHINefWkCT7bu7LpouakhS3\n7t7UFN4AACAASURBVMWLI9cxGA0cuHUgAwcGup3tmLkdcpuVp1ZmxSkVI7n4vmzCIsL48YyP+cX8\nLxhh8GExFCuMRiNrzarFjqs6uj9ZQ9JPAuNV2KIqMIxGMnt28ZH3lC+/dD2AkuKps3Wr47LLl127\n27pjxAjxPnLGggXihjpqlCXVerly5MrIWTFecOLOCY7YOYKn7trq5QwGEY6u1HX794vdpG5dy6zr\nyBH5hT15Qu66uotJeqVj3FYf8Jc5kxxeY/16Mm9ecs6Recw8NDOvPXYvTZcscdy3li3JgQMlQ/Dv\nv7u9DK8+usqAgQEvPKC6dCF/+YWsN7cee67v6bRehCGCH834iG3/i5yKeOeVndx3fZ/DemfOkGlK\nbmS6Qen4vz3/4/3Q+0w9IDUvPbzE//1PFpSy5lbILVafXp3vjX+PFx9cdH9Ddn3svq47swzNwh1X\nfEjJ6wciDBFsMK8BP5n5CcMiXPhKe8HdJ3eZeWhmLj/tJF2zxgZ/zTAUgMYAepr2swAo421D/tyi\nKjD27RM9u6eDt/nN1dVaGY8eiSrIer0IaxYvtg2A8wazcdR+rQlrrl6VGUyTJhI38eyZ9MeRETj4\neTC7rOnCgIEBbLSgEdMPTs/Cowqz1/pePHjjILduNbpV1/3+u8yoNm0SQ7/BIIGCyZOT23c9Y6F/\nCrH6gJ7EjzkZFuFYPWI0SlqRefPkjbvkmJJ8EvbE4bnWjB8vAt96trZxozgE7NxJ5snj2Xf7186/\nWH5SeRqNRm7fTmaruIrZh2d32YdOqzqx4pSKkQa964+vM/3g9Ew7KG2kAEHzvWbOTK7ae5p5/87L\n9ivas8PKDmy/oj3v3RPDvfn3tfbcWmYckpG/rP0lSoPr0lNLmXZQWv696++X6nprNBr59b9fs9KU\nSi5Var6w8cJGph+cntcfX4/W676O+EtgjAbwD4ATpv1UAPZ425A/t6gKjO7dxSjrKa1bi3rHFStX\n2urz7enVS4zAvrB1q7yJu/ufz5hRBtLDhyXHValStuVGo5Fzj85llqFZ2Hhh4xf/ZAajgdsub2PH\nVR2ZY3gOpuiVk+/92onbL293Gmn97rvkmjXSp2LF5P7r1xdbQqU/erLWrFpM2zmIid6bGGmtEGsW\nLSJLliQNBiObLGzCz+Z85jK620zfvhIpbQ4ONBjE6H7woAiw7dvdXoIRhgiWHFOSkw5MYujzZ4zb\nPi/HbIwcaWxm0oFJzD0iN++F3rM5bjAaWGVqFfZa34vTDk1j1mFZeeXRlUj1mzQh//c/yY9VcUpF\nVpxckSn7p+S90HusVYscPzGc3dd1Z4bBGbj6rIugEi84d/8ci40uxi8XfOnW48sfGI1Gtl/Rnu+N\nf4/Bz4PdV/CBXut7sfLUyh79bt5k/CUw9pv+Wq/pfcjbhvy5RVVg5M8v6TU8wbyspqv0EaQIA1dC\n5ZNPfF9prUkTz5LkffwxmSiReE3160d26GApO3HnBCtPrcwio4pw08VNTq9hMBiZocQBtp7Vk4X+\nKcQMgzOw7X9tufbc2hdvu7dvi+3CbKidMEFmTylTkr3/d5Dxuwdy8q4FjNM+J7/6Oox9+zrvs8FA\nFiwodo9n4c9YdmJZ/rL2F7f3ajSS7dqJkDZ7gf3yiwTD9e3rmecRSe67vo9pB6Vlt3XdmLXLJ07d\nd7de2srAgYE8fvt4pLLB2wbz/fHvc+fucN68SQ7YOoCFRxWOtMjSxIkWtWJYRBhbLWnFVP1T8adV\nP/Gf6ZeYosMHrDqtqk3Ue3QQGhbK5oubs9A/hSKpH/1Nr/W9WPx/xT1acMpXwg3hLDuxLPtvcaMz\nfsPxl8DYBVlf2yw4AmObq21UBMaxY6Ia8HR5zp9+Itu3d3/ehx+6TvmRKRNfuFV6w717Mji7E1ik\neFGZI6yrV5e3d2v10/Adw916z+zfb6uuO3nnJP/c8idLjy3NNAPSsPni5uwweglrfWZRLYSGSh8L\nFQlj0X/eZqL3JjD37xX5zjcTuH692HZcMWWKLF1Kknee3GHOv3K+iDNwhcEgs5rPPhMheeyYzLIu\nXBDju6fuxF8t/ooJf0/IsfPOO5wlXnxwkRkGZ4ikK3/wgOw/ZS8T9QxkmlwXmCuXzPDOnzfyh+U/\nsPyk8jYqmIsXxdPL/GyNRiM7r+5M1Vsx5Z8pmahyf1695p+3ZKPRyLF7x3plQI8qg7YNYr6/88WI\n8f3Sw0tMOygtd17Z6f7kNxR/CYxGAJYAuAagL2SN7XreNuTPLSoC4/ffxe3TEx48kNnFlcjaBRtc\n2QtISeORMqVvBu9hw8Tg7glNmogwjIggk79l5Pgdc5l5aGY2WdiEN4JveHSNHj3kLd0Rlx5e4l87\n/2Lgz+WZuE8K1p9Xn7OPzObjZ49ZpgyZ+Yt+rDK1CvNW3cR4HXNw7fowhoeLZ5MrYRkWJuokcz6s\n47ePM3BgIDdfdB/R9uyZBFO2aSPP9+23xSW4YiUjvxkzwSPBU3NGTb7151tceXIDkyeXYEAzwc+D\nWWx0MQ7dPpRGo7j3DhhAli9PJksdzCRd8rD5kFk8f14E1NChsuzshYsG1ptbj/Xm1rNRleTIIdcg\nZUbVbnk7Jvg9ARP9kYjl287xOq+Zt+y5tofZhmVjp1Wd/Op6O2bvGGYfnt2has5fLDy+kDmG54gU\nRKkR/OYlBSA/gO9MWwFvG/H3FhWBUby4GGo9YfhwsmFD9+dt2SJ6eGesWCG6fW8xGkV95ml/K1Yk\nEyYk56w7waTfVmKRUUU8GnStKVgwciJDa8LCRIgePneL4/aNY43pNZi8X3Im+qY80S0Zt5zZz/Sd\nKzFp2QkvBGSrVhIc54oRIyQRoJlVZ1cx3aB0PHvvrPNKJh49kllM794yYDdscYclBtZh8s5FHWap\ntWbZ6WXMPSI35xydw3x/5+Mnnz57keXXYDSw1oxPWeXvFmzzjZFZs0pm3rZtJTK86YIWbL64OUn5\nrqpWlaSJw4ZJNuHT55+y/KTy/HHFjy+Mzi1akH//TZ66e4pv/+9tfjbnM644s4KZhmRiYN8szNjw\nN78bqO8+uctq06qx/KTyHr9IeMOMwzOYaUgmj7676Obb/75lg3kNXun8Wv7CnwKjBIAfALRDLEtt\nzigIjHPnRCXgyaI+5sHak7QNffva2gsclXfq5Hk/zWzaJPEBnvz2DQbyrYBgpq7fmYl7BfD9Du7V\nT/acOCGqM1fquo0bI6uYdh+9y7jt8zBFl2JM0Dsx4/RMxFQ1/uLVR1dJikH83Xddt/3kiXw3x45Z\njpnTbnii/755U1RpX/ddQ9UxE79d1JHJUz1j31X/Y6mxpRw+i9CwUOb8KydXnJE89bVm1WKdYb+x\nWjURYLla9mCclmVZrsIzDhokfTN/F3OOzmGeEXleGHJnzJBA0MBASfE+eLC4HR8794CF/in0IqJ9\n2jSyVIupDBgYwFG7R70Y2MpOLMuRO0cxftvS/GRSo2j3JrInwhDBXzf8ykxDMnHrJSe+4D6w+MRi\nphuUzqWQ9iehYaEsPKowJ+yf8FLaj834SyXVC8ARAL0B9IGsjdHD24b8ufkqMAYNEo8nT1i/XlxZ\nPRmsq1cnFy50Xl63rqy65i1ffilvq+4wGo0csmoO4/6cmbk6NWGhd25wxgzv2+vbV9aXcMXPP5M9\n7cIUPh0wnOm6fshNmw1M1KYCE9Rpy7j1GjNV/1R8d/y77L95EFPkOOtWtffHH5Kd1poflv/AylMr\nu3UvfRb+jF/P6cg4nTIxZ+U1/PtvcYUOCDTyw3GV2XdzZMt77w29+dmcz/j8ObluHdmy4yXG6ZqG\nSHOaZb+dycC+2XnmemT9+8UHFxk4MPBFGvN79yQ2ZOdOidUxZyseMEBcfPecusIsQ7Nw/L7xrDej\nGeP8kJ8HrtsGAS09tZTF/1ecbduHsECvz/ne+PdiRPe//PRyphuUjsN2DIvyW/mac2tiRQryo7eO\nMmBggEMHhTcZfwmMUwASWe0nBnDK24b8ufkqMN5913UgmzX16kkgWK5crgP8IiLcpyzPkYMuXUsd\nceeOXPfePdfnHb99nJWmVGLmvkVY+evNHD1aPKV8Wf6zZEnXsR5kZJXVufvnGL97Go6cfYqbL25h\n3I7ZWbZ8GIOCyMVLn3PlmZVsvaQ1E/VMy4y/F2WfjX2c/iPfvy/qLut08+GGcNaYXoNtlrZxOqAd\nu32MxUYXY53Zdbh+510mSULGjy/CLXlyMiDXJab+03Y97m0nzjLZb2lYrf4lpkgh8SB9+pDt5wxh\n0valmeKPQB66GfmLDzeE84MJH3DAVkuOllatLMvkhoSQGTKI8wAp3mr58pFjt85n3D5xWW1aNeYu\nEBIpQaXBaGChfwpx5IpVzJHTwO7rejD78Ow8csv/C2ZceHCBJceUZP159X1OHb7t8jaP7U4xwZi9\nY1h0dFG/z9ReJfwlMDYASGm1nxLAeo8bAKoDOAngNIAuDsrzAdgO4BmAn+zKLppmNAcA7HbRhtcP\n6+pV9zl7zFy/LkbqyZNFRZM9u3OBsH+/qK6ccf8+mSyZ515ZZgYPFiO2M4KfB7Pz6s4MGBjAv3b+\nxZatwzlihER8x4/vXVukeBYFBrpeaMl8jvlejEYjy02owAQVBjI4mKw8pTJTVRrHMmXEuaCjVdaG\nxUsiWOyTzWy3vB0zDsnIwqMK87eNv0Vaa+Lnn8Vd1ppHzx6x8KjCHL5juM1xo9HIf3b/wzQD0nDs\n3rE0GIz8808ROoAIv2PHJCguyYfjmKN/CXbtHsbibxsZr9lHLNr2T06daptu5eKDi4zTOz4Ld3Ls\nGtdnYx9WmlLphSF7yxb5jTy0srOOGCFR9+Y+1uwzknG7BrDDkh4MHBjIut/td2jcnnxgMitOrvgi\njmTqwakMHBj4QmXmT56GP2XLf1uywMgCXr+Z77++n2kHpeXKMx6+jcUARqORn8/9nN8vczNlfoPw\nl8BYbPKQmgxgEoCrABYCGAFghJu6cQCcBZANQHzI8q757c4JgCwD+7sDgXEeQCoP+uj1w/r778jq\nDmf89puorr7+Wgzf3bqJv78jYTN8uGs117p13i8BazRKoJ6jNCNGo5Fzjs5h5qGZ2XRR0/+z99Vh\nUa3t1zegYmDSIWFiYIuB2N117Dgeu+MYeAxMYmhpFEVRxFbEDlQEBOzuQFCUEqSZ2ev743GGGZhC\nxeP5vd+6rn3B7Nk9M8/93LWWKGnZogXjWPLxASpUkBzAlIGrK7tfefDyknyG/jf90cCxPXr3LcL1\nd9eh72gKswYF0NIC9u9nBQZC5OczI/zxI5tNR76LxMLTC6HvrA8LHwtsurIJT1Oe4sMHNuCXNNBv\nMt5A31kf4c8YD/mn7E8YHDIYbf3b4mnKU3z5wpLmHTuyqrYuXZiHtmMH64EhFQ40qR/aLt2ErUeO\nw9zTvBRxXW5hLtoFtMOEvXOhukIPKdmS7t31d9eh66QrojApKGAeV0kxrfx8VvV1OiINw0OHo41/\nGyzc8BxNmwKB0YdRe4sBeo0qXTZWwC+AkasRZm+MF3kske8ioeukC89YT/kfzk9C4O1AaPG0cODh\nAaW2f/z5MfSc9X5ZqW5ZkJ6bDhM3k/8Eg++vQHkZjKnyFgX7diSiM2KvbaR5Gd/es5ViMN4QkaYS\n11jmh9W9u3SCt5IoKmKlqbdvs79Pn7IZ9bBhzDCUjIqMGsUSmbLg5KR8Ga8QsvInjz8/Rs/dPdHC\ntwUi30WK1mdlMUnUggJg0iQWRiupmaEIXbowfXN5GDCAaXoATClNi6eF4bMeYNs2pldttXA7HByY\ngZ03j83sxftHxo8HfH0ljyngBLj29pqE8Wj/92bMWVM6hhedEA1tnjZ84nyg76wPmws2KOAX4MED\nliuYN6+YmuXsWRYKHD6cdVdfuQLUrPseKqu0oGWvL0FvDjBDPO7wOEw4MgEcx6HWhAUYtmOG6P2M\nvAyYuJlIaE5v2cLYeaVFymx8rkPdxhiLzyxBfhG7qHXrWGL8n+OeUF3UCB8zSzfXuEa7YsDOP6Ct\nXUyj/yr9FZp4NcH8U/N/CQvt7Q+3YeZuhiVnlsjNHb1Ofw0jVyPsubun3K/pexGVEAUdJ51fWt77\nu6LcqqS+dyFGix4g9nqSLK9EhsF4TUS3iSieiGbKOU+ZHpSwM1ke06wQx48DnTqxWnkTk+LBICuL\n/dg9xSZ6HMcqe+RJvI4fL19wSRrGjpUULsrKz8KK8yugxdPCthvbSg0aly8X61IYGzPywbIIQ338\nyGb/sniwAFbFVL0681w4jsPAfQOxIWIjdHWBgzFRMHY1Qc06BUhOZjP82rWZwJLQwACskVAe3Tpf\nwMfVt1cxef8CqKzQQ3OvFthydYuoOzmvKA/9g/tDbaOaaEa7fz/j0BKWwgpRVMTIHsVzRy9eABWn\nDgLZ1EJUjORAuOXqFlhut0RuIfuSLFn1BdVtDb8JHXEYe2gs5p+aL3EsTc3Snz1fwMfWa1uh66QL\ngx5hErKxHMeMqYUFUGeMDZq7dyzFW/W14Cu0eFpo1fOFhAHPyMtAnz190C+43y/pM0jPTcegfYNg\nFWgllRQyKSsJ9TzqwTvOu9yv5Uex5eoWdNvV7YcZcv/r+L9oMPS//dX+Fs7qImNf2NraipaIiAi5\nD2r7dtYRrAz69WP6yy4upUNNr1+zQUg4e3/2rLR2dUk0bsy4nZSFUIQpPZ0NzKEPQmHkaoSpx6bK\npIyws2Md6cJO4v37y6bs5+uruDnw5MlirYnge8Gw8LFA1I0CNGkC9A3ui4kuARJa5mPGsNm9OEVH\nYSHrxFbmeYwZx8cc+6uYf2o+9Jz10GhbI+g66aJ/cH+sPL8SlgEdsGBJLurVk61wuGSJZBPis9Rn\nqGVXBxWn90SlPhtEJdNHHx+FkauRBIFddDRg1PcQmno3xfZb29Hcp7nImHAc0Lu3JF0LX8DHw08P\n0Wt3L1jvtMb7zPfYv59pioh7IBzHmHE1tTi0sJ2MISFDSk0A1l5aCyv72aU+kyJBEeaGz0VT76Z4\nnf4dtAFlhIATYPPVzTBwMcCVN1dE61NyUtDUu+l/hoqDL+CjR1APbLzyA+pl/0FERERIjJO/o8Ho\nSERnxV6XKSSl7Ptl9TD69wdCQxVv9/IlS+rm5TGtBmmlshERbFB+8YIZookTZR9PGCqSl0guCUdH\n1vwlDD+19G2psE5+6FA2kw8OZiWdb96wMk9lqyT79FHMczVnDguvJX9Nho6TDm4m3cT69cCEVVEw\ncTNBi9YFEtQo168zY9qwoeRxNmxgWhuKcPcuqzbKzeXgFuOGmvY10TOoJ3R4Omi2rSWq/t0C2osH\nIi1N9k2+f8+8jwcPmPHts6cPXKJdEPMwEaqrtFHF7A58j92BFk+rVCkonw9o63Cw9OmKqlurSlQr\nBezJRP2ekfCI8cLMsJmw3G6JalurwczdDBsiNogMgEDAckslQ6Ecxwx69VqF6LGzbykxoU/Zn1DL\nvjY09D7i69eS+3LYdmMb9Jz1EJUQpfhB/gQImyidopyQkZuBtv5t8c/F72TS/JeQmJkIXSddiVDu\n/xp+usEgxiHlXNaDlthfmPSu9M1LkNop/s0g/C32uioRaXz7vxoRRRFRXxn7Kv2QMjKKdacVYfly\ntuTksMomWYljX1/WUDduHIuPy0JkJGBpqfSlQiAA6plnYWKQ7PBTSQjDYgkJrLzTw4Ot09ZWrrRW\nSK2dLYfIlOPY4P/4MTD64GisurAKAGvga+/RF6uP+MPUVLISTEjTUbOm5HUkJbFwlTyqeCF6Dv2I\nZvb9YbndUiSDejWSD612EWi7YRYqbqoIXSdd2F2zkymT6ufHPoPQ+wfRzLuZKCbvcjEIFRY1BS01\nxqo90hO8U6fnQ3tTY6hvVsfC0wsxPHQ4TFzNoLKmGpq5WWJm2Ex4xXoh8l0kMvOl31BYGAtBlayS\nS0lh1Wwt22ehpXebUrPfeeHzUG/mapn5sVPPT0GLp/XLErrvvrxDS9+WMHI1wsLTC/+TndQnn52E\nsZtxKbbh/xWUV9L7RlkPWmL//sR6OV4Qkc23dbOJaNa3/3WJ6D0RfSGidCJKICINIjL7ZmDuEGsc\ntJFzDqUfUnAwq5JRhLw8Nht98YJReSiSNp03D6hSRX54xcODzcyVhfPO56i4Sn74qSRev2ZhHmFn\nujA8M3iwcuy4u3cDI0bI3+bePZZAPvToMBp7NkZuYS6SkoDqTaJh7GqM6bMKpDLSBgUxT6ekzvYf\nf8iXugXYj7uOnR5qj1yL3PxCcBx7ntraxcn5pMwk6DrpotfuXtBx0kFrv9awj7SXoKQQCIAuvbJQ\nc6ORBEtvXmEeatrVRqXZ1tDQAPYeyEFsYiwCbgZg/qn56LKzCypsqATVdZXR2LMx6rnXQ+iDUIya\n/RTzFyofCxdqfkhr3GzRgoXuWnX5CFO3eth+a7vovVfpr6CxSRO9B8m2rHGJcdDiaZWbSBLHcXiR\n9gL77u/D4jOL0WhbI2jYaSjFz/W7YvGZxRgROuI/afB+FOVlMHyJkQ9OJqKRwqWsJyrPpSwGY8QI\n5ZLOe/YwLiCACQNt2SJ/+9evi5vDZGHqVCZmpAyS03JRYUFL/B2qYCQtgZAQxtYqzH0IaU82bZJ/\nbUIMHSq/ygtgOZLpC1Oh76wvCo9t3w7oLe8Hj+v+qFWL9a6URF4e8+6GDpVcHxHBylGl/WZzCnMw\nL3weTNxMcO3tNVhZMYMzYQLT3Xj1SnL7+8n3oc3TRuS7SFx+fRlzTs6BjpMO2vi3gX2kPZKykjDj\nwApUGjcZL1+yQTDhSwJ67e6FRtsaodImdaj9bQJaUwUmdq0w9dhUuEa7gnedBz0nfVTTScHHT4Ww\n8LHA+oP7YWionHckjosXGU1IYYmCo6VLWb/KwoVAyx7PocvTw8lnxaLvo/aPReUezjJleQEg/Fk4\n9Jz15ErKKotP2Z8Q/iwc6y6vQ7/gfqjjWAd1Xeti1IFR4F3n4cqbK7j38R60edo/lU7kVyK/KB+t\n/FqVSV73/wrKy2DskrLsLOuJynNR1mBkZ7Nwi6JuaYBVRgljzebmQHy8/O1DQlhzVr16zNhIg4UF\ncFNJlgSL1bNgtqLspGmLFrGOdKFEqxDnzjFGVXn4+pUN6BkKqJqsrIBeXpOx6HRxfbD1+BhobjGG\nj3+BBGlgScybx5h8SyZ+mzZlhkMcdz7eQROvJhh/eLyIPyoggHWuT57MQoXSEP4sHPrO+niT8QYA\nSw5fen0JM07MQA27GqiypQo6bJ6FWot7QtNRExp2GqhuVx2LzyzGnJNzYObaACYNvqJ6dcDfn+li\nG7oY4uKrixg2jH2+V15Fo8Iqfew5+H26Dj16MCMrjrAwxrTLcew5Ne9/A1qO2iKK7tsfbqPKGkO4\nesjvNvW/6Y/6HvXLRCWSU5iDyHeRcI5yxphDY2Dqboqa9jXRe09vrLm0BieenpCpYnfmxRnoOeuJ\nnvd/DU9TnkLTUVOi8/9/Ad9jMFTYfv9tqKioQJn7OHyYKCCA6Px5+dvdu0c0eDDRmzdESUlE7dsT\nJScTqarK3mfePKIGDYj69SPq0YPo5EmiDh2K38/LI9LUJMrIIFJXl39+x9MhtObCBnq+/CbVM6yh\n8L7E0aEDkbMz0ZEjRHp6RDY2bH1GBpGxMdGXL0RqaqX3S0sjGj2ayNSUaNcu2cdPSyOq2/M06U5b\nQA/m3SeNShqUn0+kMWcAOf45nEJXzKZNm4gGDJC+f2IikYkJ0Y0b7LkK4e1NdPUq0cGDRBw4cr/h\nTvbX7cmtnxtNtJhIKioqdPIk0V9/EVWqRLR9O9HAgbKv0+OGB+24s4Oi/oqiGuo1CABNPDqRjjw+\nQhw46tdgAD3fN5es+6bRGf5KujHjBhnXNCYANPzAcDKr2pxO/b2VPqeA6q4YRoMsm5BjH0fatYvo\n1CmiVq2IdiTPpf79ifwG+yr8XEoiJoZo7FiiFy+Kvw+ZmURGRkSpqUQVKxLNnQe68vkwpXecTwFD\n/EmjkgbNOvI3fX3ZghZPbExpeWlsyWV/0/PSSYVUqIZ6DUrNTaWsgiwa0HAA1alch2qo16CalWtS\nDfUapFFRgzIKMuh95nt6lf6KHqc+prcZb6mZTjPqZNSJLA0tydLQkhpqNiRVFTlfejFsi91GAbcC\nKHp6NNVQL9t39ndA0N0gcop2oviZ8VS1YtV/+3J+CVRUVAiASpn2UTTQqqioNCIWltIF0FxFRaUF\nEQ0FsOX7L/XnQlmDMWECUbduRLNny99uzhwiQ0OideuYgbl6lWjfPvn7WFgQ7dzJBsGTJ9kx4uLY\ncYjY/7NnE925I/84T1KeUkt3a1que5HsFrVUeE/iyM9nRiklhcjamsjTk6hz5+L3GzdmRtPCosQ5\nnxANGUI0ciSRvb10gyLEjuAsWvi0OYVP30W96vUiIiL3wzfI5uZYuvbHC/pjZCV6/Vr+MerVI2rT\nhl2LEFlZzFhdjP1ANjf+pJyiHNo7Yi+Z1TYjgYBowwaioCCiQ4eIXr8m8vMjunZN9jkA0LxT8+hd\n5jsKGx9G7jfcySvOi2pWrkmH/jhEow+OJi21+nTldRQdH3OChrbpJNo3OTuZWvq1pD39w2nK6jhK\nqxtE6w2jaP2aSpSSQmRmRlS5MlFEzBfqF9aUjow5Qp3qdpJ9MURUKCik9Lx0icF9vUMamTVNI/PW\naaLB/2JUOmkbp1GeCtuGK6pAJKhMqurZZGlkSSqkStdf3KfZbeZRI0Mt0qyqSXWq1CHNKuwvEVFm\nQSZl5mfS1sitlJmfSUMaD6Fnqc/odcZrSvyaSKm5qaSupk5VK1alimoVCQDl8/MpqyCLKqlVohrq\nNUSL0MjUUK9BNSoVv07OTqbQh6E0rvk4sja2JlUVVfK/5U8pOSm0qccmqqRWidRU1UhNRY3UVNVI\nVUVV9L/4X1UV1VLrZG1fQbUCVVKrJPc5fy8A0KRjk0ijogb5D/Evl3P8bigvg3GViFYQkT+AfP6Z\n7wAAIABJREFU1t/WPQTQ/Luv9CdDGYNRUMBm3E+fEunqyt4uK4vNgB8/JtLXJxo1imj4cKLJk2Xv\nk57OBrv0dKIKFdg6Bwc2y792jahKFTbAxccTBQbKPk5uUS41du5AKnGL6M3hmXIHXWmIiSFasIDo\n8mU2U01LY7NxISZPZgZzxozidWfOEE2dSuTkxP4qQsOlc0hPX0CRK7eL1pmsGUCtqwwjgw9zSF+f\nGVp5sLUlcnFhz1rcaxuw9DhF1ppDK7rNpTVd11AF1QqUlsYMfWEh0YEDRDo6RHw+UaNGRMHBRFZW\nss9TJCiiQSGDqFrFahSZEEkg0OUpl6mlXktK+JJATX2aUqVCXWr74BqdP2xIKmI/nZAHIbQ+Yj1l\n5H6h2sdi6MurhjRnDtGmTUR16hD98QfzckIfhpJdpB3dmnWLKqpVlDg/L4pHPvE+lJ6XTnn8PKpd\nuTZpVtUkzSqapFlVk1TyNOlCmCatXFiH9Guy9YeDNamWuiatXVaHNKtqUiXVyjRzJtElwSaq3fEE\nXf0zghps6Um9K66jENthpe45Iy+D4j/EU1xSHN1IvEEXXl8gNRU16l2vN3Uw7ECWhpbUzqAd1a5S\nu9S+ACi3KJeyCrJES2ZBpsTrtNw0Cn8RTk9Tn1KDOg3oedpz6mXWi1RUVIgv4FP8BzZDb1CnAQkg\nIAEnIAEExIET/S/+lwNXap2s9/gcn4Y0GkJrrNdQW4O28r9k34Gsgixq7d+aHHo50B/N/vjpx//d\n8D0GQ5n8QPy3v+Ka3nfLGvsqz4WUyGGcPKm40glg1TrChrPCQpY4TlZQoHTiBOtdEAfHsZ6McePY\n/zNnKq4EmnToL1SZOBFRUd9XseHqymLfp08XN9WJw9OTXYfw+lxcWG9DlJLl+xdeXobq30Z49Kq4\nvjgm4QbUltfFteh8pdQIAVZKq6bGnhsAZBdkY1bYLBjyzKDVOkqUDL55k3XXr1hRunfFx4dVfinC\nnY93oLZRDbUcaomqeQr5hege1B0rzq/ApoitqLDKABt3Sj6EnIIcVLerjkH7BiE1tVjbol8/VoVW\n/Bw59A3uK9K3ED2rVxdg4GKAB58e4EveF5m5qDFjAHv74tdnzqCULKxAAEyZysFg1iz03NUHG46E\nQH1+Rzz9/AyHHx3G+svrMSJ0BOp71IeGnQa67uqK5eeW49CjQ3jw6QGaezf/KU11UQlRaLitISYc\nmYDUHCZDOO34NCw9Wyz+kpGXgcaejeEXL6e+/DuRU5gDjxseMHI1Qr/gfuXSQxGbGAttnjbeZrz9\n6cf+3UDllPQ+Q0T1qVjTezSJ8UP9DosyBmPaNEYMKA8cxzibLl1iryMjJQnzZGH5claFVBK5uayz\nd+tWRhUeHS37GLvv7kbtdY0xefpX2RspwJgxLCG7ejWwfn3p92NjWelmfj5TemvZUj6NiTiyC7Jh\n4FgPZv1OSqy39huA2n18RaR+ysLAgBED3ky6iUaejTDl2BRk5mfC2pqR9+3YwcqaSxL5CZGXx0p0\n5ZUxZxdko7l3czTxbIIqW6rg3Mtz4DgOs0/OxuCQwSJqCJeT4VBZpQ3XK8VZ6Hnh8zA8dLhIFzo9\nnRkNVVVWPaenV9xL8TLtJTQdNUVJ3+SvydB3Ls1PJQ1PnrD7FBYafP3KigLEaWtSclJw4eVltF3g\nAnUbY9Rx0ATZqkDTTg9DQobgn4v/IPRBKB59fiS1T+d9JtPf2Hf/O0RRwChYVpxfAT1nPRx+JFmb\n/Sn7E7R52hKNjC/SXkDXSVep+/8e5BflI+BmAOp51EPXXV1Fn+vPAu86D50DO/8Snq5/E+VlMOoR\n0UUiyiXGWnudiEzKeqLyXBQZjMJCxvPz7p38B3jtGqPuEH731q4FbGzk7wOwunpZbCSJiWxwrFRJ\ndjPco8+PUNtOC7Ub35ero6EIxsbA8+esiunChdLv5+ezXpFOnVh5ccmuYXlYcmYJmq2biH/EGnpj\nE2NRc2NdzJqbj44dmRenLObOBdTb7UMde23sf7BftH7PHub1mJuzxkB5cHCQTWHCcRzGHBqD9gHt\n0ca/jUjMZ83FNWjm3axUY92fy5+ixj+NMS98Ho48PgJTd1Nk5GUg9EEozL3MkVeUh0mTWFOkvj6r\nthP3zLZe24qB+waCL+Cjb3BfrL20Vuln8eef7LuWX5SPux/vosHIPRizfQX6BfeDvrM+atjXgFWg\nFeacnIs289xRbUUzmKzrAdN/Bil9DmG58eXXCgROSiA+KR5NvZti1IFRMquuvOO80XVXV4lBO+JN\nBHScdPA0pYzCL2VAkaAIwfeC0cSrCdoHtMfxJ8cl9NK/FwJOgL7BfbHm0pqfcJW/L8rFYKB4UK5G\nRNXLeoJfsSgyGBcusJm+IowfL+mFtGsn2xAIkZ3N6D7kERkGB7MQjLTZcHZBNpp6N0WjsYHw/gHe\ntqQkpu+Rk8NmqNKM0/37zHBNnlw2PY7ohGjoOeuhSdsUiUFy4L6BaDDeB15ejMm3LJQn/wSFQW2V\nLsYsKJbufPeOeWLq6oyaXREyM9lEoGQvBgA4RDrA3NMcOk46Ip6lxWcWo8KmCiLyQnHk5ACm5l/Q\n0qUXKm6qKKJNF+oojAtcASMj1qVuack6/5s0Ke6lKOAXoKl3U0w8MhFWgVZyZ6fC3o/wZ+Gwj7TH\n0N3jobawGSpvrowmXk3QZN1YdFu3BWFPw/A2463EQFxUBIyYkIoqKxpB5Z/quJOkvKDSpdeXSnkD\nslDAL8DaS2uh46SDkPshcmfwfAEfrf1aY++9vRLrd9zagQbbGojCV+UFASfA4UeH0dqvNSx8LLD/\nwf4fJhZM/poMPWc9kYri/0WUl4fxioj2EdEcImpW1hP8ikWRwZg7l81G5SE5mTG0CkMDnz+zWaQi\ngaWLF4uZYWUhMJDN+s3MJOm9OY7DlGNT0MVlClq15pTSFpeFo0dZ38WVK9LpR06cYKGPfv0YB5Sy\nyCvKg7mXOXyuHISmZnEjYGxiLAycjaBRKx9z5kgPgcnClTdXoOmohSoNYlG7NuO6unCBETk6ObHZ\ntiJpWCFWry7NRXXmxRno8HSg56wnGvivv7sOLUcttPVvC7cY6Tq3Fy8JoD6zJzpv7wpjN2Pc+nAL\nAJCQ9glqq3RhH8xiikKm4ooVWR4l75uIm2+8L1Q3qkoMyFn5WYhOiIb/TX/MPzUf1jutUcuhFnSd\ndNFnTx8sO7sMQXeC8Mei21i0jB3o4kXmBcpCUREwcMIb0OoaaO7cTbkH9Q177+2FsZuxSF9dGu58\nvIMWvi0wJGSIzN6LkohOiIa+s34pz235ueXoHtS9lNZIeYDjOJx+fhqdAzuj4baGCLwd+EPn3Xl7\nJzps7/BTvJbfEeVlMNSJqCsRrSGi098MyLGynqg8F3kGQyBg8ebnChpf7exYXF+IfftKdyRLg60t\nYxuVh/nzWUJ61SrWPCeclQbeDoT5tqbQM86Wm99QBitXsjzK5s0spyIEx7GkqqEhy2EICQmVxeqL\nqzEidAR8fDgJYsVB+wZhmo83Bgxgno2icJ8Qtz7cgjZPGxdfXUT79kyAqXVrFuYRysEK6dCVCZl9\n+sS2/ch0o/Ai7QW0edpo7ddaFFK49eEWdJx0cO7lOVGTljQ9BIdIB+ittsbM2XwcenQIWjwt7Lu/\nDxs3Au2mHhTRoACMV6xCBfZce/cGEtPSYepuij67+2DBqQUoEhRh8tHJqLKlCtr6t8W049PgGu2K\ni68uSg3tfPjAnmNiIvNWq1WTf/+FhUC9HldBtirYd+eg7A2lwD7SHi18W5Qa3Av5hdh0ZRO0edoI\nuhNU5rzAX8f/kkiAA8z7GLp/KGacmPHL6Dc4jkPEmwj03tMbxm7G8Ir1En1uZYGAE6DD9g7YeXtn\nOVzlv4/yMhgViKgTMabZcCKKIVZi+68bCrFrlPlQrl9nHdbywOezahzxbu4pU6BUiKhnTyA8XP42\nnTqxmT+fz2akc+awmLIWTwtT/n4kYai+F127AufPs2otYfVRXh4TUGrblg1EAKNgNzZW7pjCwf1D\n1gcMHlzMfxSXGAcjVyOMm5SPP/+U7CiXhycpT6DnrIejjxntr40NqzyqUKF0zmXEiNLiSrIwfz4z\nxl8LvqKZdzP0De6LXrt7gS/gixTghOcEANsIW4wIlSTMikuMY+GahHcwMmKhyPvJ92HkZIbKQ5fj\nzVs+xhwag7/PFevMTp7MxKnM6nHQnDcKs48vRFpuGnSddNEvuB/6Bvct00C1YkUx11jXrqxiSh4S\nEgCVMaOhuq4qbicqH5riOA5zw+ei957eohn4w08P0da/LfoG9/1ucaHP2Z+hzdMu1TH9teArWvi2\ngEu0y3cd90dw4/0NDAkZAn1nfThFOeFrQdmKSuKT4qHnrPdLNEd+NcrLYOQSUSwRjSUl1O/+jUWe\nwVi6lFFoy0N4OMtXCCEQsPCItNi4OAoKWCxbHpUGn89mi0Km28xMoHGLLOhubowtJ3dDW1u2Priy\nKCpi50hNZdQeaWlsxt2hA6ucEqfQ4DjJGbksFPIL0dK3JYLuBCE3t/i4APMutt3wgqYme27KKBe+\n+/IOxm7GErO1Bw+ANWtYuLCkXsfFi8zQKzMpffMGqF2Hw9C9o9B7T28YuRrhU/YnkQLc7ruSakp5\nRXlouK2hSC0vKz8LDbY1wKFHrCQrLIwZguxsoEufVDTc3At9g/vieepz6DnriXiTTpxgpdqNJ/pC\nfVFrtOuYj5RUPqwCraBhp4GsfCUokcWQmsq8jFevmOe6cqXifawGJEJlbTVU/scQr1KVoCP+hiJB\nEYaEDMGko5NgH2kPLZ4WAm4G/LAX4BPnA+ud1qWO8+7LOxi4GEhwY/1K3P14F2MOjYE2TxubrmwS\nUc0ogxknZmDJGema7v9llJfBGEZETkR0lYguENFGIupV1hOV5yLLYHAc8xwUCfQMGgTsFPM679xh\n5HCKEBPDSlPl4dEjNvgUXxOHoUETUHnsX7CwUM6LUYTbtxkXU1wci63fusXoxzdtkj7g9u1b7IXI\nwuarm9F/b38WFz5drEMenxQPQxdDXLqah8aNWShJUbL7U/YnNPJsBNdoV6nv5+aypHmMGMkqx7GK\nNaGokSK0WrgV+htaQpunjeiEaCRlJaG+R314xUpvfrnw6gJM3EyQXZCNqcemYvoJSQHz8eOZbkqb\nNkBeQRGWnl2K+h714RbjhobbGiKnMAc5OUBVs3uo46CFzkOeoWEjAWpP+xNdtvdE913dZd6vPNja\nMs/l6lXJSYwsBAUBRvOnQWtpX9SwaYZPmelKn+v2h9uotrUaTN1MfxoPFF/ARxv/Ngi+V5rBMuZ9\nDLR52riXfO+nnOt78CTlCaYem4o6jnVgc8FGKb4toeekTLHAfwnlXSVlTkRLiegdEeWV9UTlucgy\nGDdvMsEeeZOmN29YpY34LNzBQbmkK4+neLu9exl9txD+N/3R3Kc5lq/OQYUKLET0o/DxYfkXZ2eW\n1JbXvwAwLel/5OjdPPz0EJqOmnj3hSUm5s8vLhoYHDIYXrFesLFhyfU1CioPv+R9QWu/1grLTLdv\nZ82G4p+VhwdrfFSE8Gfh0LbXh9qiZnCO9BApwNlH2svdb+KRiRi8bzAaeTZCdoFkWdmTJ6znQpzZ\nePfd3dDiacF6pzWWnFmC7IJsaNiYY7b3HuTkCmA47y9UndsdjZtnI/LxM4lnqCwyM1mY7s4d+Ros\n4ttXM30MTXttmMxZiAaOlgpnzwJOANdoV2g6asLumh3quddDwE0laZSVQMz7GOg760sN44TcD4GJ\nm4nSdP3lhTcZbzA3fC5qO9TG4jOLFYbhPGM90SOox/8pGvTy8jCOEBNBOkdEa4moGxFVLuuJynOR\nZTBWr1ackLaxYdKd4ujeXbmegiFDgAPStXZEWLasuJP37se70OJpIf7NExgYsOR006Zlp8cuiSlT\nGKuquTkzfrduyd/+5EmWqC2J0Aeh6LqzK5p4NYFvPEsgcBxgasrCR0LvIq8oD82asSqy13KUQXML\nc9F1V1fMC5+n8IdWVAQ0agQJlb6MDFa5Ji989iz1GbR52hgcMhgGi8eA5/EFbf3bwuaC4gaa2MRY\nqGxQQeiD0vKLf/7JPIzmzSUr5eKT4mHgbAANOw0M2DsAnXlTMWq0ADPDZsJqhzX6DfmKpk2Zh2pz\n0gFt/NuUOf7N4wGjRjHm2rAwxduPGQO0sBsKj2gvLDy9EJbbLWWe82XaS1jvtIZVoJVIZEoYajv1\n/JTUfb4H009MlxnGsY2wRccdHZFXlPfTzve9SMpKwrKzy1DboTZmhc3Cq3TpcegiQRFa+LbAgYcK\nfvD/IZSXwWhHRGplPfCvXKQZDI5jA5C8ev78fNaI9VSst+jrVzazU1ShIxCwXIA03QdxdO/OBsHM\n/Ew03NYQ++7vw9KlzCPgOKZxPXgwfqiktkEDFmaqUIGFpxRBqJUh3ovhF+8HAxcDDA0ZikqbK2Hy\n0clI/pqMR49YkpzjgCEhQ+AZ64m3b5mxEOqFSEMhvxCDQwZjwpEJSpclHjzIQkDi1zVzJqv8kobM\n/Ew08WqCKUenwNzLHOERyVCfY405YUoYKEEROu3ohFEHRqHTjk4S1xgRwUJ6mZnssymZAxN2cqts\nUEHM0+eoNGIOOu2wQlZ+FvLzWT6mWTPA2ITDlP0LYRVoVcqDkYecHNbsOW8ey8EpwokTgMXAKJi5\nm6GQXyjVaAg4AbzjvKHpqAnnKOdSfQox72OkStN+L4RhHGnhJ47jMPbQWIw/PP63mbGn5KRgzaU1\n0HTUxOSjk/H4c+mu0atvr6Kua90yfZa/M8rLYFQkokVEdPjbspCIKpb1ROW5SDMYDx+yH72872NI\nCKtyEkdYWOl10nD/vuI8h0DABuZPn9gPZFbYLNy/D4lEd2EhK7VVpqNcGh48YKEToRaHsjA1ZWEX\ngJWTmrmb4fTz09B01MTtj7fx97m/oemoiaFb3TF7bhFuJt0UeRfe3szQylLwE3ACTDwyEYP2DRJJ\noCoDgYBVdB0UqxK9c0d6U6CAE2B46HCMDB0JLZ4W7n68i/57+0N3zmTs3qPYQK27vA59g/uKDIf/\nTX8AbBLRqFFxIl9cB1yIF2kvoMXTgpGLEdQ3q6PastY4fLLYTSwoYCJWjRoBQ4cJ8OfxP9FnT58y\nzai9vBh1ijLUNAUFzLNs72ONDREbIBAIsODUAnTY3gFf8r7gbcZb9NrdC5bbLfEk5YnM4xx7cgwG\nLgaiRscfhW+8L7rs7CLVKOQW5sJyuyU2XZHCqfMvIiMvA1uuboGOkw7+OPhHqaqq8YfH/5/pAC8v\ng7GDiHYTUc9vyy4i2lHWE5XnIs1gbNzIlPLkQchbJI558wBHR/n7ASxZPW2a/G1evmRGyyfOBy19\nWyKnIBddu7KcgzhSUlhT39690o8jC7GxbKCoV49dz59/Kr/v2LHArl0cbC7YoKl3U9xMugkTNxPs\nuVus/vTo8yPUWtQTpo4W6LyjM7bd2AaAlXzWrFlaMQ5gs8cFpxbAeqc1cgplKBzJwblzbKAVNxCd\nO7PGRHFsvLIRltstYeZuhuB7wRh1YBRGhI7AqTNFaNZMfif71bdXoeesh49fWazrXjJTjUv+mgxb\nW5QSgPL3Z/kaPp/Rd7TxbwPPWE/MOjkLahvVUHlDTQxYJFkDW1jI+njU1YHnL/j44+AfGLZ/mNIG\ntKCAFWxUqcKqpxRhzhxgxZYEtPJjKoF5hXmYFz4PZu5molyFMtxInrGeaOzZ+Kd0ZwsT4OLfKXF8\nyPoAYzfj3zLMk12QjclHJ2P0wdESBi8xMxGajpoyNeP/Sygvg3FPmXX/5iLNYLRoIb/C5sED5vaX\nHPTq12ea1YowbpxkZZU0HDwIdBvHehmepz7H3r0s5CIt/HT/PpvJxsYqPjfAvCMtLTbw//MPq+pR\ndD3icHLmo9nKOWgf0B5v0t+gpW9LbL0mKcSdng5oVOew8bI9VDeqYtzhcXiRnIRKlUrnfYRYf3k9\nWvm1+u66dY4rrUa3b59kzuXE0xMwcDZA3+C+mH9qvmgGn1+UD45jjYCyYv/puekwdjMuFa9fcX4F\nhuyaBE1N1t8gDoGAhRZdXBin1ojQEVhyZgnaBbRDyP0Q6DgaQGWFHhwiHSUGl8xMVo48YgSj2hi4\nbyAmHJmgNG3Fzp0s7KmMFntkJMuHfc3PxsgDI9HWvy16BvWEFk9LapOePKw4vwJWgVY/Jcdw4/0N\nmQlwgHWVa/G0EJuo5Bf/FyKvKA+W2y1LMf06RDpgcIgSVMm/OcrLYNwmovpir+sJmWt/l6WkwXjx\ngvVRyMsLzJ9fms7ixQtWJqoorMpxzNi8UDDJWGLzBXU21MeBhweQmcn2ES8dLYnjx1nncFKS7G0E\nAlaZZGrKDJuwRNbQUPH1CFHIL0Qv33HQWNAdqTmp6L2nN+acnFMqdBAaykJdQ/cPhdN1J9hcsEH1\nzZpQ7eKMJ89Lz5TdYtzQyLNRmaRBpSEmhoWhhPxc4rmmJylPoMXTwrzweeiwvQPmh88vlSM4cIA1\nS5b8HIW8UOLSskJ8zc+G+ioTzHOSzrD64gVQvW0YDJ1MsODUArTxb4P0XFbCOuXYFNSYMhVN3Nph\n/OHxEp7V7t0sZJiYyMIw3YO6Y2bYTKVi90VFLHypDOOAQMA8ktu3OQTdDULVrVVR074m4hLjMC98\nHjru6Ki00RBwAow7PA6jD47+KbQYM07MwOIzst3940+Ow9DFEAlflO8j+VV4n/ke+s76OPeyuBoj\nvygfDbc1FNHO/FdRXgajFxElENGVb70Yb4moR1lPVJ5LSYPh6MiSybLw9Sukajd4eQFTp8reT4hX\nrxQbFo7joLNwFAZ6zwMAUaJbEbZuZUSJ0sgMv35ls9UuXVjiWpgjiYtTztABTFNg4L6BGBg8BOrV\nczDh0GQMCRkiNVwxeTKwyv0WDFwMRLPNjoOfouqsvmjq3VSC+TToThDqutb9aToCw4axMmEhVq8G\n5iz+gsaejfH3ub+h66SLhacXorVf61JlpHw+K6e+coW95jgOUQlRmHx0Mlr4tpA6c961C6g/MAwN\ntzWU+v77zPfQ2KgLnTkT0cqvFdJyi4Xh03PTobHeEGPXnsHko5PRyq+VxHMwNS3uY8nKz0KH7R2w\n7OwypYzG1q1Mw1yZz9bZNxnW3sPQ3Kc5bn24hdAHodDiaeHo46OYGz63TEYjvygf3XZ1K0X18T1I\nyUmBNk8bdz/elbkN7zoPrfxalbkT+1fgypsrEiSWAOMra7CtAfKL8v/FK/sxlFsfxjc+qRbfFvWy\nnqS8l5IGo0MHRpMhC35+pePUACuT3b+/9PqSCApipYzy4HFjG9TmtcHrhPxSiW554DgW7powQXKQ\nePuWNQlOm8Zm3ACj/65XT7nrAVhPhPVOa0w8MhGF/ELoTvgHzdw6SM018Pks5NUncBg8bniIrk1d\nHXB15XDk8REYuxljzKEx2H5rO/Sc9eQmVMuKhw/ZMxP2Ibx+I0DFqYMx/uAU6DvrY8aJGTD3Msfn\nbOkPdft2oNvgJNhH2qOxZ2M08mwE+0h7qdunpDAP5tYtYEToCNhG2Eq8XyQogvVOa3Tb1R1VlrWA\nq1/p+D7veDgqrjBFVn4WXKNdoeesh4g3EQDYd1FNrdiApeemo4Vvi1LnkYaCAuah7Nolf7vkr8lo\nsK0BVp5fKTGIxSXGwdDFEFuubsGc8DnotKOT0kYjPTcdTb2byiRrLAvkJcABZtSnHZ+G4aHDf0uy\nP48bHiwPKfZbGbp/KOyu2f2LV/VjKC8PozIRLSOio996Mpb8zn0Y798zegVpCVmADXotW0rW+wPs\nh1m9unIJxunTmXqdLMQlxkHTQRuaDV9CIIDURLc85OSwaiFhs1xUFPMgXFwkjcjOncywTJ+uWM3v\nc/ZntPFvg/mn5kPACeAb74saaxtgi6v0ATcmBqjf5TYMXAxEfEjHj7OBT9iXkFOYg4lHJkJlgwoW\nnFrw0xlJp0xhTYYAy43UXt4Z9bd2xpCQITBzN5PKuJpflI+DDw+i354BUFldCyN2zkBUQpTc2fyU\nKcXlqwlfEqDpqClBgb7+8nqYuZuhmXczXL35GVpapb1TPh+oPHYaJoYw6twLry5A10kX225sA8dx\nMDdnIUkhs23y12Q09mwM5yhnKIKlJSuekBVizcrPQhv/Nlh/WTplcGJmItoFsHDZjBMz0Dmws9JG\n423GWxi6GIpoU1JyUnDo0SHMDZ+LVn6tpPawSANfwEdb/7YyE+AAy/N03dUVqy4oaJ76F8BxHCYd\nnYQJRyaIvkuv0l9B01HztwylKYPyMhgHiSiQiHp8W7YT0SGlT0DUn4ieEtFzIlol5f3GRBRNRPlE\ntKws+4ptJ3oIHh7yw0rR0SyxXbKK5vJl6bTg0tCwIXBXhnednpsOM3czrAw6jAEDIDfRLQ+JiSwv\nsWgRm2mfktJTNWsWsG0bux559CfvM9/D3Mscay6tAcdxOPH0BPSd9eHg/xLjx0vfZ+1aoOG6YXCP\nKRYI6dKFGTIhhIR9e+/txcB9A9HYszHOv5Tj2pURb94w47/rxjEYuRphkM9sVF7aEgbOBniZ9lK0\nHcdxuJl0E/NPzYemoyZ6BPXAnrt7sNUpW6HndekSG4zF+25co13Rc3dPcByHy68vo7pddYnczIYN\nrD+jpA2aOD0DtTYaiZTmXqW/Qkvflph0dBJCDuWgTh0WWhMi4UsCTN1NFcqZurgwD0haFV0BvwC9\n9/TGrLBZco1iTmEOxh4ai/YB7THl6BR0DuysFNdVRl4G3GLcUGVLFdT3qI8a9jUwaN8gOEc54/iT\n49DmaYu4tRQhNjEWes56cjvRU3JSUN+jPnbd2aXUMX8lcgpz0NqvtYTHte7yOow9NPZfvKrvR3kZ\njMfKrJOxr+q3LnGTb/0cd4nIvMQ2WkTUlog2ixsMZfYV21b0ELp1k98dO3myZGxciJUW9M0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Aj/m/6wCrRS6nvzJuMNegT1QKcdnXDnwx1MOjoJFj4WEk2W/xa2XN2CTjs6Ia8oD512dBJVJv7O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\nOzohmuau5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/jTyB0+xmDkdTDaHuJCn/J4AICF722zG0CTNI+PAKibfN8w+a8e\ngKsAmmXyOpwyZUrqzdfXl6QIYBs19GOxcZkHuUny+HFSpdZGlplajtZu1uyyoQvDYsNSi4h+3vkz\nLz+9TON5xnT7z42R8ZF0PetKvVlmVP+9OdXr7+K27coD2XPmiP4bynpcpEUhKzj+yHgWm1aM5adV\np1b9/TxwQObkyRmrzNMSnxTPGktqcMN15TIGISGiN/fff3+4gjunxCXG0SfAh/Zb7KkxR4Nt1rSh\n1lytT2p6k7YY70O9onPCihWkqqoofCvMXLkiMusMDNJnPq1ZI+RoMsPNTWSEKVMQyAteR7/m2ENj\nWc6hHCcfm/zJbV8/BYWs4NEHR9l3e19qztHkAO8BPPHoRGpgOio+ikfuH+G/x/5l69WtWXJGyVTN\nKNezrjnSjYqKj6L3LW8O9B7Icg7lWHNJTZaYUYLlncrz550/s7xzea65uqZQtWJNwdfXN911EoUt\nSwpAIwAH0jweB+Cf97ZZCqBPmseBAAyUHGsKgL8yeR2lH9AkhydU+duIP8zMKEOQQnhEEkt2/ZvF\nxxnSwMkgte90SnbPH/v/4ImHJ6jvpM8N1zdw4tGJ1HHQYe+tvVm/xzmqqYnmSVkxdqwoAoxQksWb\nUgxoscCCqtNUWWOYM+s3kPkoOcGjZUuhIJsZM07MYOcNnZX+QO/eFdLpORET/FgO3TtE9dnqtHaz\npo6DDofvHs5Tj0/lKCPsZdRLtlzVMtNivE8hMVEU8tWr92HjXdD8+ivZpYtIp07p0BcfLzL9rl9X\nvk90tDAY78uJ5DVpC+g8L3kWqPoqKZRnXc640NrNmpaLLOl82jmDIGd8UjyPPzzOjus6svj04iw5\noyTNXc35444fufLySt4NvZutC35CUgKP3D/CQd6DKE2VqDpdlX229aHVIiu2WNmCN19mIhZXSPgY\ng5HXLqliAG5DBL2fATgP4HuSAWm26QxgJEXQuxEAV5KNJEkqA0CFZJQkSWUBHAIwjeQhJa/D999H\n4L141JjXEmohdvCdPgG1a7+/FxAWGwbLid/jdeJjaJu8xqoeK2BnaYfgtyFos7Yt2hn1glnx+pjt\nPxQ/lluJ/aFukJOKo12SKy4eroQrV4SLoF494VuWpHd/37+/fTvw+jXwyy/CNy1JhH/ibuyNnop4\nRuNt0jOU2bUTtTVbo1+/lG2E7/rpU0BDI+P4A14FoPmq5rg8/HKGWML160CnTsCUKcCwYTn73nLK\nyccn0WtrL6zqvgpdqnbB47ePsfHGRqy7vg6xSbHoX6M/BtQcACtdq0yPcf3FdXTf3B39qvfDjG9m\nCF9zLuPgINw6KiqAuzvQt6/4jAsboaEiUN+qlQhir1kjnp81C7h/H1i5Uvl+LVoAkyaJeE1+cyHk\nAsYcGoOwuDA4t3NGh8od8n8QaSCJ08Gn4XnZEzsDd6JD5Q4YWncovjH/Jt1v61X0K0w7Pg3rb6xH\nK7NWKF6sOM48OQOSaGLaBGaaImlF2S1tIDz4bTCquVeDQlbAWMMYL6NfIl4RD7uqdljadWmhdFMV\nuhgGkJpWuwDv0mrnSpI0HMK6LUvexg1AR7xLq70sSZI5AB8ABKAKYAPJuZm8RjqDIctEhVFDUVbn\nLcKWbcPVKxLCwsSJ+Pq1+Hvr1S0si7RDTHhplCqbBOurOxATbImXCQ8R1q0tSt0cBrViegivOwl1\n7m/AA4uJ0FOxhB08scNbFfHxwPPnwgCULSv8zLKs/C8pUiAPHAASEgmb7vtwUW0qFEhA1ejBuFhm\nLrBjNRrrdEalSun3r1QJmDYt43uWKaPFqhboW70vRtmOSve/M2eAnj2BhQuBPn0++SvMksP3D6Of\ndz9stt+MNhbpI64kcfX5Vay/vh4b/TfCWN0YA2oOQN/qfVFerXzqdt4B3hi+ZzgWdlyI72t8n2dj\nJUUm3LRpIm1aWxvo3x/49lugaVOgWCFKdHF3B9avF7/XGTOA774T96tUAQIDAQMlmcX794tYTfXq\n+T9eQHzfOwJ3YOyRsaikXQnO7Z1RXb+ABpOGt3FvseH6Biy7vAxRCVH4uc7P+KH2DzBUN0zd5k7o\nHYw7Mg6Xnl3CjFYz0KRCE/z35D88jXyKl9Ev8TLmpfib5laiWIlU42FQ1gBqJdTgHeANAPir8V94\n9PYR9tzZg4j4CDQzbYbfG/2OjpU7Qq2EWkF9FOkolAYjP5Akib/9RoSGCmNwUXLHm0qLUWLtOSRE\nqUFPD9DRETddXSDKeCf8dH5C3FttaMbVxJL2q1HBQAPhxQMx3K89xjYZixhFFJZdWoZ1Pdfh172/\noq1FW/xdyxnduqqgRg1g4kQRoHz2LHtjJIk9gQcxcOUUoHg0PPtPQ2VNCvaiEwAAH+9JREFUKzRb\n1hYafm446GqPmjWz/56XXFiCDTc24NSPp9LNmA4eBAYMANatE7Unecnu27sxZNcQePfxRrMKzbLc\nViErcOzhMay/sR47A3eikUkjDKg5APfe3MPKKyvh08cH9Yzq5e2A03DxoggsW1kBYWHC+PfoAdjb\ni5l98eL5NhSlKBRA/fpAr17C8F+6JALbv/wijIWySURhIUGRAPcL7ph1ahZ6WPXA9NbT000QCgqS\nuPD0AjwveWJ7wHa0qtgKQ+sORYdKHVLTYv2C/PC/Q/9DopyIOW3moFmFZihTvIzSY0XER2QwIg/C\nHmDR+UVIkpNQx7AOohKiEBwejMiESEiQIEkStEtpw0LbArUMasFMK/0KprFJ44/OBswphS7onV83\nAHR1Fb0tpqw4RWmsPpdsvstOnYTqZwoKWcFpx6dRz1GPqhP0WLr9LEbHCB/71WdXaehsyBWXV/CP\n/X+wxpIaPBN0hpUWVOLMEzP54IHMKlVELwtZFrLUWTWvSUGWZR66d4iNlzemzWIbrr20hc2aK/jt\nkPss8Y8J6/64JtVPnV2C3gZRx0Eng490yxYhffJ+/+e8YIv/Fuo76SsVhvsQUfFR3Hh9Iztv6Mz2\n69qndlbLb549I5s0EUrAV68KocKGDcly5cjBg4WkyIc0yvKSU6eEWsC//4oqcIWCDAgQ33HMh1Vl\nCpw3MW845uAY6jjocMaJGQXWa1wZEXERXHZxGesvq09TF1NO9Z2a2qkypc1sLfdaLDmjJPWd9Nlg\nWQP23tqbfx/6m27/uXHP7T30f+GvNNj/IuoFjecZU222WmrL2aj4KI47PI4aszXYalUrNljWgCVn\nlKSpiykbejZk2zVt2XJVy/z8CApf0Du/bslvnMHhwSw9yZDdx+xnfLwIcr5MjndFxEWwx6YeNHc1\nZ9lpOpSq7uO5ZGmkc8HnUoPa/b36s9nKZjwddDpVisPfX5y4C9L0IZo8WfThzgxZlnn0wVE2W9mM\nlossufH6xtSA4PKtwcRoc1btvyTHmUuyLLPrxq6cdjy9FsSyZaSRkbjw5TWrr6ymobMhrz3/QAOS\nz4C4ONGPvVq1d6rEQUHiu27RQgg/9ulDbt2qXIY8r+nfn/znH9EPJUWtuHNn0Zv+c+H+m/vsvbU3\nTVxMuObqmnxv4PQhrjy7whF7RlB7rjY7b+hMnwCfVDVlhazg04inPBN0hptubOKcU3M4fPdwdlzf\nkVZuViw9szR1HHRYz6Me7bfYc8zBMVx4biHXX1vP8s7lWXpm6XQabA/ePGCXDV1o7WbNg/cOcvft\n3fxpx0/UddRlXY+6+dpO96s2GLGJsbRytqVm19mMjBSpsvXriw/mXug9WrtZs8rCKqzqWo2q+nf5\nxx/if8cfHqeuoy63+W9jh3UdaLfJjscfHqeBkwE3Xt/Ic+dEimPalQopsli8M2mUdfzhcbZc1ZJV\nFlbhumvrUg2FQkGOm/GCxUZbcpCHI62shB5QTth0YxOrL6mergfG3Lkio+Zu7mWhZor7BXeauJgw\n4FVA3r9YPiHLQrVXX588eDD9/54/Jz08RB93DQ2xGlm3TqjE5gchIUJk8NgxkW577ZroWWJjk/tp\n0nnN6aDTbLS8Eet61KXvQ9+CHk4GouKjuOrKKjZZ0YSGzoaccGTCB3vUy7LM55HP+d+T/7jFfwsd\n/Bz4655f2XlDZ1ousqQ0VSKmglUWVmHPzT35x/4/OP/sfI47PI4GTgb8btt3fB75nEmKJF55pkTL\nPg/5qg3GIK+fWPaHXty9W5xF48YJ0bZD9w5Rx0GHFeZXYO+t37FKtUiam4uTbf/d/dR11KX3LW82\n9GzIn3b8xP1391PPUY977+zloUPiJN2jpL+SoSFTU19TOPX4FL9Z8w0rLajE1VdWp5PxfvOGbGcX\nyjJjavKPnf+SJIODxYU+u7PFFCXalBmLLIuUXRsb8smTD+ycC7iccWFF14rpmhV9SZw4IaTo581T\nfjEODRXy+HZ2Ql22Y0fx3b18mXHb3MTBQUxQVq8WQooxMWSNGuSBA3n7unmBLMvcfGMzK7pWZLeN\n3QrtxMP/hT9H7x9NHQcddljXgd63vD9Klj80OpSVFlRiiRklOOHIBDqdduKovaPYdWNX2iy2YfHp\nxSlNlWgyz4Q9NvXI1/qNr9pg6P5bnd/2feczqF1H5sj1ztSeq81yDuXo6OfICRNlqqqKC73XLS/q\nOerR65YXrdysOO7wOG67uY36Tvo89fgUt24VyrPKZKOfPhV+7pTv9kzQGbZb247mruZccXlFhmXl\n5cukWZUIGkyy5eh9f6b7Udy5I1xJW7dm8q2mYaD3QI7eP5qkaJ7z88+ii2B+1BXMPDGTVRZWyVIt\n9Evg0SPRR2PAgKzjBBER5ObNZO/eYuXRqhW5aFHeGO74eKGgvHs32asX+eef5MqVosXw50psYiwd\n/Ryp46DDkXtHZqiVKCzEJMRw7dW1bLKiC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "winpower_land = land_windows.get_powerperdegree()\n", "winpower_ocean = ocean_windows.get_powerperdegree()\n", "\n", "fig, ax = plt.subplots(1, 1)\n", "for itaper in range(nwins):\n", " ax.plot(winpower_ocean[:, itaper], c='blue')\n", " \n", "for itaper in range(nwins):\n", " ax.plot(winpower_land[:, itaper], c='green')\n", "\n", "ax.set(xlabel='degree l', ylabel='power per degree l',\n", " title='ocean (blue) and land (green) window power');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The coupling matrix\n", "\n", "The coupling matrix reflects the different quality of the land and ocean spectra. The higher degree part (towards the bottom right) corresponds to a simple convolution, as it becomes asymptotically symmetric around the diagonal. The land windows couple degrees over a wider range and therefore decrease the spectral resolution that can be achieved.\n", "\n", "The second effect is the asymmetric part of the coupling matrix towards low degrees: Low input degrees map to higher output degrees. For example, the input degree 0 maps strongest to about degree 3 in the ocean case and to about degree 6 in the land case. This is a consequence of the fact that we can not estimate the global mean or very large wavelength structures from subregions that are much smaller than the feature of interest. Low degree energy maps therefore to the lowest window degrees, where they increase the overall power.\n", "\n", "Smoothing and bias need to be considered when comparing spectra that have been obtained with two different windows." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ocean coupling matrix\n", "land coupling matrix\n" ] }, { "data": { "text/plain": [ "[(51, 0.0), (-0.5, 40.5)]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZViGizczTvRGH5VnLsDS4/tDBKgbrHo70jDIgYTDRdAq2FQzW7mFrBviJGL+VwgpWs8Bc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\nS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bH7v96ikGfc9RQymWkh4pMFewWqIUjRtgjf21rpUMdhGc7qh44hCtFCXkWT2s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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lmax_data = 40\n", "\n", "print 'ocean coupling matrix'\n", "lmax_valid1 = lmax_data - lmax_ocean\n", "lmax_full1 = lmax_data + lmax_ocean\n", "fig1, ax1 = ocean_windows.plot_couplingmatrix(lmax_data, nwins,\n", " mode='full', show=False)\n", "ax1.plot([-0.5, lmax_data + 0.5], [lmax_valid1, lmax_valid1], c='red')\n", "ax1.text(1, lmax_valid1 + 7, 'from the line on\\naffected by boundary', fontsize=12, color='red')\n", "ax1.set(xlim=(-0.5, lmax_data + 0.5), ylim=(lmax_full1, 0.))\n", "\n", "print 'land coupling matrix'\n", "fig2, ax2 = land_windows.plot_couplingmatrix(lmax_data, nwins,\n", " mode='full', show=False)\n", "lmax_valid2 = lmax_data - lmax_land\n", "lmax_full2 = lmax_data + lmax_land\n", "ax2.plot([-0.5, lmax_data + 0.5], [lmax_valid2, lmax_valid2], c='red')\n", "ax2.text(1, lmax_valid2 + 7, 'from the line on\\naffected by boundary', fontsize=12, color='red')\n", "ax2.set(xlim=(-0.5, lmax_data+0.5), ylim=(lmax_full2, 0.))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The coupling matrix describes the expected coupling between coefficients that are independent for stationary and isotropic models. Obviously, the toography of the Earth is not stationary and isotropic and a simple prediction about a regional measurement can therefore not be made. For example, if a non-stationary model is zero in the windowed region the local spectrum will also be zero, but not the global spectrum that is distorted by the coupling matrix. Nevertheless, the coupling matrix is useful, because it allows us to differentiate between the effect of the window and the effect due to a particular region." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Regional spectral estimates\n", "\n", "We are now in a position to compute regional power spectral estimates of the land and of the ocean topography as well as the corresponding power spectra that we would *expect* to see on land and in the ocean if Earth's topography was stationary and isotropic." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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O7HpPRtTXRuTzFrc3tePownB/h2szXB0MoB7Zwlt78XyRWwFceCh16TYa3V57\nKHmOzCYGAtvONM6LJTiPu3l9cCbAC/zJ0132l6v+eUgfXO5u/MjxLBP1ww+Fcyn9+MkrKq1rqGvc\nX8xxVYlcuwLTCUwmEM4NfXefcuWTZal1RDm4E/fIPn5wF1mtNxRvv+sh4sYl2c0rhCvTJDZ1Qw85\n1zEYWrYTKI+V6S3zVvKLZvBVkrk5IMfH+Vh92ugr93axi+ccbn8GTUtMq93ehuWCbrJp7Dk6d0N1\nlGTeXMd7GUIX8EWOK3KYLyAxGiIJJO1NiKMKaVuboK9fgfvH9AU/kgp+tK+UbWwy1jMDOuIdjEeb\ngo8tmYKuUiWxs9SJblfFpslPATcd21gASGXmulEVjZG4XH0ywOw6c+der60ysSqQ169DUNzJOfHO\nvcc+725vBtcO0MwWbKFg6EKAmIl0thLKB5CtIuqUyV/eJ//mbfPVgkccdz6rcLMpeuMqTM1ywJ2v\nYLFMY3NiURIbIs6ZTCSEgWHpF8euLO0eeoyvn+Q2hWsCXjJ49DGYVPfdJQavxT6NdmHuuejXlzbK\nxuk3om1EytwMgpsWt1yjXU627jXEinSWNqYoUivUlDVI5sxWCGSZAtHNv4fUnrMqQ3GCjsuhhdyQ\nvp2WaG4MnJYZ62sj8vuOTCCOcmLmyI7nsFjZfRxissbJB+/DwVg2y9AQkdyIiOgExpVZUoxHSNMS\nz+bIqLRevtmW5+AT4uUCVtvxBWMRJEt56xgfL5J/+P3TiSHyJLCW86WxSFmG7O/hRIhn8yfTvzDc\n0OKcCVInFfHK3qAFcHWHfvgR+uBkMEfVxxFhi4U5eB8eoLMJYX9EtsrwK2vm6ztrHeRraPaE9WHG\n7KTGHZ+h5/MhV67r9Y8OqlKqtU9Z7GIXLyLiyamtbKsSRCwdtj12JUZJiiI1Uo+4ycRWxR8dGZNV\nlYkZFlisTOx7/Yr5+YVgbNakJEwrXJqcpPDo9X3CtLCFyXyNLJZQd8nSRQcmSLb93YpiA656a4zc\nVvdotEmNtAqCYWIU59MkiFXfdWazoF3PDn98ugUw1klcKgzJ0PMF3D9G9vceAaIXzu98jh+P0MMp\n7czTzoRuonSVkq+EyQ+Vg2+ekX3r/Yts2SeEFMUm5XrtiqWXQoD5knD33lNt44nfUVXIjWswrmCx\ntsrtrjO7gbM5PeIZukZsMeqSTKgHeQokZqVAwxYgc36rtRbGqMTYbwwpK2R/DzQST87snMctbdK2\nXKVnqC5rT5a0AAAgAElEQVTopbbkJJrAdoiD7lSXa5tzvOmZJbUEQwTNMsv0dWHwONTCnOgled9p\n2zGYIm8BKzCw706X+P2S5rC0bMyktM4mUdHcEcqMWHiWX96jPBjhmkgsPN3hFGkC2a0j4kf3kdnU\nznOIJg/pdVp5jk5HRgBkglu3yMnCnoOzczP7DsH82NrwTHLRywVWLqHHoRQTnksK8MchLngecbGv\nXZbbKjSh9KF/1dZ50fnCHraqsoHbO3RUEg8nqHPI/hiZz+DO/U/WJzmHu2arqm6a09wcU18b0eyZ\nvUF1HBh9WJM3DYIgafU97JM4mxhGpRUKtME0A3VGdCWuDeRLN/TyypZmAuvXkXwRiGWGj+ZIPFDe\nTwRCT1PsEKH7fFX97OIljMQUxHk7aDouRNOYXcpqZYuUqkpO9q3pFMUYLclzwihDJzk6Ksyt3mfW\nB7PuEAVXd4TKo5lD98yyJZSO5aslMEOCUt6vKX94gizWSNeZ4DjPN43gQ0BTxaC54UckRptsooBL\nqRRlA8ZULS2XUoiDPYxqYtbN2uERAfY2K6JqBUVJ+CyHBS6qAZlPGu+blnDnLq4qzAOrcnQjJVRK\nvhSm785xf/Qt4jPMGWb6GyDP0LMzwthkFO7s/Km38bGRbFrcwYGBn5N5ap8TiavUbLoXavfWBTFC\n76GZzIqH7hBbdgcagwFcJxfBkd9YHkg/n4BpoVYr4ul50s8l8N57TCXDa01s5/B9wqADlrSvisO8\ni5LQvp+/mmZg1nrGEydI3ZCad228rUIyku6ZqmBzhe1wDyqxeyRG9P4xWVPji8z6yFY5KhkuihUl\nTXLUQXnS4epoz4YXQpGROUH3pzjv7L5XhSJDi5y4l5jXZW3ty7oOd9YaUbFcJVYvWuW7qt3TUTcV\nkU8Rlyxe738mcTlfkJRNljG0PIF0o22tFPoHKWyQ/GChcEHsutmeXj2keWOf5SsF7USSf9ch+cl1\nZv/yXTg+eXQ/RHA3r7P8+Teo9zLaiZl1qgdRyM8BhDDOcdcP8EVBHBVoLqbzKM0Vvp3ZyqF60FLc\nXVhlStNRfPcO2bc6ZuMS9md0V6Z0ewXlvSX+dGmtgpYrwunZk8G0JB+qEPhi3CS7+LGLjxMdJzam\n93zS1RoZVaaLBPT6FdrDMX5eI5lnfXNCcVIjbWB9vcA1GcVJY5OACNnCujh009waDnfQTh2hdMzf\nHBFHOaPvHSEPzsx939lkqTFAE6xfZtdZMYeQemCmZsapNVSvrdx0HmDD/j6y8NHHF+BsP9N9mquu\nzXKmKgknp0+3iA6B+MGHFG/t41c5bgLawsG/X1H+0fcfb7vypOgCemqi/k0i69OHm07RN1+h2x+R\nrTuCc7ilidLpOsLp+Uaa0bcr8z5VicdB5yZ9my6weWKrk4f5igVEsk2nCzDgIDKk3oY0ouqGDRwa\nw8umah02YKYHZN6n7WwBNzDA5pIFzdpS2jKq7H09I5qMQul089meEOi6lObrUiZhi0DpU3TeDD9l\n636TswXS32+D9ERhb4ab3KC7llPveaoTs3IQVYpT66ARxwW+bgfdcjyY2DnMHP54jp6dI30aOy9s\nH4sCXrkOVQGnCyS1pzO9248JsJJ0gXVgq/oL+TllrURMzDjYA9jKwVYoqWFn3x7l4WrC5XIjtMv8\nUOHmplba3B2MOH+zpJmJudQ7zM7gZkU3+xrTf/0++e0z0zL1D1VRsP7aDZY3cuvjl5tHlovWpDdb\nK/kikC1bYi7UXzkg5o6YQyj691uVn2+UbO3xswKXe2RVI3Vtq+I2QgD/YE7+V6foYkGUtMptn5BC\nGM5BxMoJd3Gp8RDT+rHhPbo/IRaecHVEeP2qfeZ3f/vF7+NLGrpeG2t1sGfAZV2jh/s0r0yRRQ3v\n3sK9ehNfKGHdkEmOXzY0BwWnX52Sz5XiPJItPX4dUiNuQb2QnwVkrJStki2DTSrnaSKq66SbIjEk\nAW00eV2Zg7aJnBWNiUFx2MRWFIktaZ89pe4z3HQ89I6LD07MTHSxgMUzmoeu1lT/6jtcO3oNzR3N\n6zNGf520pJccMhqhb71G8+oMv+yQdYur24GVeUTv2lfvJX3akKkZ0n4ZIgZWhlRfliUtnWncetZI\ntpmrnv0Ssfkkz5GsHXRFgrfPta2lc6VPG24fTLKpiX060Ba0FzpWdJ0Juus6abc2QGkb5A4pQ03b\nSWO+bSdaeq5nR1P1vmR5mtt6RjSiwQ/MGf029yYgQnWUzmsqCHF1QIPi2oAgdFenuJCyF3WD3PkI\nPT0jYGA4dh3adlaxm6UWcudLZLVGl2szWf0UWORyGavJGM4XCVAmmhI2N9qzhogJr6dTui9dpSsd\nxUkD793eUI6XGc5tlTRb6ODB0b8w/O/RGFY3m5YSoW2QosSNciTOiLkQStBcB5+o03c8i1ffprrX\nMH13xei9c6RuaF87YPH2hPrQEVK3EdeBXyv5wtKA2TLQ7Oe0U087MkAYCiFUQIRirozudmR1JD/r\nIEIYZTgvMCmHlYHeuQt1S9Rog4YIGhu7kZ/2/G1T47u4lJBsSyy7NdFKnqOv3eDk5/bxa2X04YoH\nv3KDbio0e45QKtIJ/O5l7fnLEW40gqJAT05thb1Ykn/7Azg9R4qS8OFdsvcbaDukKMjzjKzw5GOH\nFhnZK68QZiOrzA2KC0o3tk4DNskYC+UWtRWfjJOuRSPULToqkXWNLlODe5fE72kCF0D7BurB0jp4\nb6zIs0Zfwh7iYFtDXV+oVHbXrhLvHz3V5nS1Iv/T7wNQ/OXY9uklMPnUukY04uqO7M4D9O4ReEkA\ngUfZPN0CUX30vT7T36XIL7I6sAFRPAKHLoKr9Lu4vrcqFxiq9A8GwfqQMer/lKxpnFzstdr/TEyU\nVBUDCdKzasl1fbhvinxo49YzYyqWptNRYSnrxXoAhFoUBgKHqvzEdvV+bD3QjEp2urb7arG2jEz/\nmRDSLgVcUSCTMXq+sP+2AK6iuNmUcHS8MezuuwVs20x8irhUYHX/t77O5IOO8oenuO/fTsZhPfCw\n/O8QT0CNUpTEUU7zjde4/Q/2aQ8UOc/wNVRHr3Llz5cUf/YD5GSJ1J+yWu5HjRCsea3TQagnD5Wi\nXnClfVyobsz/wLKnWiN37jO+fZX6wNpOWJd4I3lUIBYQqoL2oGTxzh4INLOU+kuu6NkK3FrJz5XR\ncYcKLF4rCLmYbUIlQzNU3yizWx2zvzpFC4+0EVmtWX/5Cu0sJz9vqb51h3DvIzue3gy2L3clrdaC\nDAaFqOImk02T1+3wZv6pz7pq3sVTRd//zQaULS2fmqO1NcGGuGUQ2Uf75et88N++TVs5pIX97wqT\nc0d96KgPQTM1j6Hqc8hCP2PE+Rx6kXWWW8XXmTEvD7Mv2jSmYVlA8cBek9tz8qqEoiC+coX69T1c\nq7TTjPrQxpDooaoco/dON4AopJRPXylV5LbY7Bsp91VbiX0QGKxgJPOmwerkiePwhegn1yFNJaZr\nCiZydtMJcu0QhxLvHz9paxdj8Rm3R8py02U9brKNEbl1l/zDnPjggY3RPrPKz0+aoN2WNsq5ITW7\nEbTLpoIPAxuDPU9K7/XVoJuK8g0Y077RtHfJCD3tRwJUsg2segSlgPSC+F6wbhXe9lb7Hq1T79ai\ntI/2ejyXJD1RzDbCu6HqtReN67gi7FnPSsocV2SIiqWnk8g8jkxDKE2qkGyDparblFpUkKDIek28\nfRf9GAZUWaBHDy6+KILkBe76VcLtDx9/fX7EjNmlAqsHPyWcvpNTnF3n8F97Ju+eI0dntqq5IGgH\nevHddl62F9+9fp2TX5zS/eyEkzcycBFZZkZrOmF1Xfnwb4/Jf+6n2f9OzexffNt8Ki4jNKYuPgLY\nzSaS6NAeZD0rIxMCtC3lX9xiP3ud058Y0wDdOGXPnPXYAqg91IcJTPU3Z5d6J9ZKeaYU80gz9rR7\njq7C+v75VOIM5OfK+F5gdK8hTgrcqoXzOYHAek8IEyE/CYSPji6aIPZ0cYw2VsSUYkAHI9P42Ack\npS+27B128Zyi19T0zawlGS1id6hkGVKVJsA+fvBYHVH306+j6kEiWkB9RVi8OaabQCyTjueRJfYX\nN4a2MhpNvJ0n74Cn4G41MT5SFMjZObm8QTyYmU2DQMiFrFbaWY5/ZY/8dG2GjF2AXm/ST9wr68HZ\nV5mRZRuBe89AYLvVl/Hboi7t65NW9L22zPukF7JUj8us9N3AXWci/uTU/lKGCH5vClEJp4/XhcWH\nhe8xgEvn+eHxfJt195vKPnEYEEnV4STA1QMshYvnvG9N1F+r/m9bPf6k6P2iWpsMhhQiXEie9Iv7\nC8+pvzDfDhqu7dYzMWw+601k3nupaQ/2RNCyoLk5tQKoqITS4VeR5lqB3qhwQSkeNKgTBJu3Y+ZN\nI6iKrwOx8PizNW7VQO7RB6dWqb56hqbSzuGuHJq5ddsh4l6IYvdyewV6JZbC+opy79eu4OtD8hMY\n3+k4+IP34f6JCS4fBhtZhhuNCF99jQ9+Y0b5i+csQ0HbCrHDVlaFQgfaCVkqitNMOH+nRIufZe93\n/vLZjT+fa2zRltIfmyQxoH+ij9UjW+s65MEZ43/TUN3/Eou3Jpy/7mkOIIyEUKk1Lm0YvKX6NLut\nOMwGIauVduRop2Jd5UtzQo+FPZflceoFmAndJCOLim8D7etXOfn6iPUVR1bD9NvLi6CqjxjA+WSX\nsnVNP26Q7ldVTmy1/XnU3l1W9KZ/yaCPysSoLsuSn5FVw5CqjeJj2MLlr3+DO38vY/Z+h/+e5+wr\nwuqm0o0z2v1eqwOyFrL1FxxdOQOxj6SGPoXTdr+N7DsfwN6M/I3rhFFOzB2hynBtIIwypCvw686e\nnQRuAGOnpiPz8VnV9lz217ev2lLd6tmGgYCe0RQ2flcfxyI7Z43MsywZVFoZvmjcTNRth2YeP5sS\nTs5ezjS/KnG+QEaVAZWnMV3WZBvzuPFKBHxu4GboI7uV6utZqL4tWYwbLe4AaJL1RQ+U6Nnl9Pm8\n1y/pBT8peXhx2i/mH9lFSfoo3Yjqy2Iw0QQ2vSh70XeMAzOpzkFZECurPu1mBa4L1NfGlvUQYRQa\n8kUgVJ7svMGtGiSo+VQpeFJHj72N5QKafv7gllXGP2PIbIq+eRPe/QB59Tp696Nn3sbTxKVXBapT\nRIWYKa4WylMla4TwygFZF+lKoZkq8SZU+znZwYizN2fcf9tRHNbEbs3peoQsPW7pTVdURvBqFGal\ndE7wa4iF3UTzNzLcf/w2k3/5HWi6y/c52s57x0+vIdLGvGXk33+X6V969sYjzv6jL3P8jZJQWGNk\nxunNEVyX3Itr806J6W7oxtavLxYkIz4ljBS/EtY3Yf42lB85fOto9irqnx7TThzV3RWzb9WM31vi\nv3d7Aw63y65h46XyyPE/7qDSudhlAJ9/aDQX7tSzzF05oPmJV3Cd4s9rM8Vb1VaG/JA7tgLtz7xG\n+TdbrrxeM3294aMfHPLKBx33VxPUKa62+8dsOxR/+Trjy40YnnnB9MRNrs0oWCYVzu0R85J83lqv\nzqisb1SEoiJbdOSLaO1BzupNGgnQqrD0YOateCaxaQaqUy+7XsDcSxViRFwcJntVTKDdP8s+M28v\n2JT351liSI1dM8+siChoWeL2pjYELhaXPybDILZW1WTy2iGTkaVQn6rgJv3c7k3ofJI0bYnCt9OF\nD4+VfZ++nv0bLBZSsVMq/lHnNul8VXP5Lws4W1zQXw12B32lW9/WS9lIANxD7883VYjx6j7StGYj\nUWR012c0VypCpmSrSH60JDszLzfNUjWqF/x5TZgUgJrdzjLimmTV0QRcneQFUXHzte1i3SAh4I88\nOqlssScRzldWodeL5p+hH6BkGbpukdkMffeHn7590BPiUoGVXwp+JUzuRKY/WJHfX+DICbOK+784\nZvqPa958Y0E98tySGfeanCwLqK7J2oymyRBRfB6NlclAWgdlQBtPb3KnXk3Q7QUpIbTK+denRP81\n9v+fdy1f/Gldyp93PIcVmzaNrazajukff0A3eoPjbxS0+4FQpSqUKMQg+IUjFtDNIm5PaPfdALDU\nKyHHhPBFqjJ0Sqgi9TXhOMtorgWkUybvKVf+4DYSlPjgFG22z+dj0hxbD/cuLjn6QX2xxHVKzB2u\nSk7FmTeBaWqK2q+Q67/9U/jfVH7qV7/Hv739Zd774Q38fsvJlzquxCNWi4Lw5xMO/t0Jq3f2WR/s\n0rgvJpJA+v3byHIFP/kG9UGObyPZuTGO7cSzulriOut2IJ3iGvPqkZAYKFWIbEr8uw5WCQlLcorf\nLvFPTJYkJ28JwVI/g+i4B0bp/c6ZKD7r9TtqjXkTqBDvoLS+cj7PCWdnL2zSe+ro2Z3E2Lm9aepj\n50AfB/xSxkE2KTdIfoTizOpgG7DAwAoO8bBmqt/yNiDqU/ZdMthENt/Xp3S9h+V6Y7XQM1e+rxZM\noKRtrdXRw9mFLfBGFyB3ppkS6A7GhGsV4AiTHBxo7jh7JYe3C0Yftkz/eo6sW8gcsu6I4wItPPnC\nDG5dMJd200yxsVhIwN0tUv+/7fvtyh7NtTF5lsHpudl2LJdojMll/cmp5LhY4u4J8cHJCwXvlwqs\nvvpn53SlZ/EV4eznBfZKrlw/5+299/m6BL59epO/qg8J0RFVEqh2OImMyobWZ0QVMh+RsRKjsFwV\nxM4Zpkr+FZJkHuqtUi7mGLD4+oyw/7Ps/7vbuFsfGXX7OQklPZ/zNVf+4ANi8WXO3vGEQumuBqg6\nFOgKj587axcxUtqZMVmuVYoHQn4qNIcQMyUWNhAXDzzqldVbLZNrS0LnWLVTuuszwtUZ5bfEKFZl\nS1D5uJ3cgaqXKbRpyY4XhP0x6sR6Raa2GFZ34AgfHdH95Bus/yv4O7/wl9xaHfDm1WP2pyve+8F1\n6m/uc/vNhnLc8NP/+bu0f99z/6/GONfwyr/p+IvLPsjPa4SAHp3gHxyyPtynnWZklSdbBkb3O+p9\nz/rQcfITBQffgeIUA1fSp9iT6BKMNc+S03rDMAFtPK6sx6k4NUGxmueeOGdl/GrMDMm42D6c9Dsa\noQ2p6W762i4MgvY4nxsLE16ClGDXXRi2tG5StdzGtBMYQIgbjwfWKK7XSVgOGjXZBWyBqW3bkr4v\nYAI3F0BX/1N10FiJKqHtLmYEOrM6cGD3wnxpfQids5Rg3zamF5MnwOWqCkYj03A1TUrzqTFrWQaH\nezSvHRBLTzvzzF/PkADjDwNZE8mWgXaWUc8czVRwHSxfLYjVAaP7DX4ZcD5YajBVmUqnuHWLW3XE\nKkMQaJVYZcZuORkMbbVu7HzMpsiqIVvk1gkEjGEtCnSxSMzils7s46Kuie2nsA55xrhUYJX9N/cR\ndbxZrFEgl8h5KLmz2qdTR+YjVd7RBE/uNs14Q3SIKELAuZhArlBHT1EEGqzMVCNQm+8SuYKaXohW\n0ALCCFY3HfyHr1G9tU/1x+/ByXNw3/0s4qFc+1AG31dshWg3ZVFA0zK9VRNGFe1IWOPpriiMA27W\nEkeCtpbXphOCCrGzCTWbg18ZGO0yiFWkGTGsLpo6YzRqqL+y4NZvXeXgm0rxfmX7kyha3bFTL3ck\nLYc2De74FFfkqR8XhDIjHJS4ZUH+/SXrv/sVXv8vT/hbf+Nd3l1cI6hjltVUvqP4cuB74VUO9hYU\neeDW4oA2OKrXF7wxO0F/QuCfXfKxfp4jBPxff8j+oqWtIFzbI1YF0inZSim8PY/NvidbOojOUnxR\nkc4n49BoVcvtRjeTjIgYehL2jEld24TGhlER1WSATNLvbSrfqBu71+oGPTpOQCVuviP9J5Mx2uhz\nT5v+qGFVm1tibu9REVxVWY/INM5JnuHHh6gXaFqcJF1daZ5g1KkJdmoPo+iWaWu0woatVC2wGT/7\npvR9hmX7PX1KME86Nu+NkWoTq0ja/X4/wPyxigzNkwt821qT6Ggp3jgbEXPh/EsFq5tCKEyLGzPP\nwfcjzUFOvWeaXMT+Vp4qrlW6UYZfBkKV0c0y2rHHdUo+B9Z2PNIGpE1C3wLcqkNOF1ZokWewNmwg\ndQOjEnkwJ54nbfSosj6Mi4W1YoMnkyMPM4QvKC4VWDkHmXSIU0L03G9GVL4jd4GCjoAxVZmLOFGa\nYK6w3ge8i7SiuPTfqsvIEsiiUFpROudhFKykv/bQgpaK5kLsHF7NTHN96GinU7q9rzP9/W/D+WWK\n2p8y+psjy3Gpi31cLDYPTOjQ0Nmg1jRU7z8gjK8TCser/++ce7885eQXQSYNLhc0dYYPjTcLB/GE\nSmx1cgdEHdFHQqamYcsM0MUodJ1nNGpYf105a6a001e58scl/nt3bPCFp+p/uItLCGcuyrpa0fer\ni6OcbppTH2Scf8kRKnjt99cc/dqX+a//h3/Od9Y3+WB9QO4CV7IlpWuJOF6pzlg/qDiWkl+4+T7f\nPn2F3AXOm5KAZ5y/BF5yn+dQJZ6fw3xONhrhv3ub9d/5BtJFqqNAeSo005xuLKyvlZQnDumS1kUE\n7auwEKTF2MpRhcZlYj1g8BJSRVdrA+P7+wbCHp60fEr9eW+pxXVjNhFHx7jJGDnYJxw9uOiHVlXm\nYr6uTdf0Se24PutInkxSFoklCsbI9RW1TqBvgxICkF3wLGNUWVqtaeHmNUDh3rG1FIItuxOzxFAn\nxhJusVkoH9+XsfeR8t7kIKlZ8iDLyLxVYha5VYnGiOaZtUKb2PWTLken4w2jdbagcI7xKCPmOedf\nNkKiOEmV4l7oxkI3AvXQjcA3Aipk60g7zamvZLRjoTiP+FoNyEcFL8i6RbwjljmaO9zp0qw00n0m\nB/vGXq7XxJPTwZLEXb9CvL6P//A4mbCuX6qM06UCqxsj62EU1RFcR+k7BMWLsgw5GgxUBRW66IYU\nbOYDXpQy64YFRFCh9IEuCnWX4ZzifSR0jugcUaxxIxHoHGEckVYoT4wBD6Vj+UpO/itfo/z9P3s5\nxJNPE6EjLjrrKVYUZr7WtPRNPft/x/duMb57H3n9JnG5pLyfQ5cbK5WZiLBrPeIjqi7lvW0z3Riy\nlZIvBLwjVAGfRVwWiZ0jRKELjjwP1D+7ZPmNyNl/Mqa4/XXGdzqKP37A9E+PrIpjx1q9PJFlyKs3\nLBWzWtH+zBvc/5XXWN4QNDOz2Pxc2f9eRH8r8Ld+5c/5327/Ip069oqavWLFNKtRhFI6Mhf4pbff\n5f/4//4DXn/nBEWoY86yzMmdPbO7+AxC1WxcsiRav3OCqNBdncFehjqhPnSoy3CtUp4Ijs70kWWG\nBDW2IAQr7nF+8DFTVWga4nJF33olnp3h9vcSUyVp7NzSxqR+bToeIU2Lm00NBJ5ttXkBA3frNWF7\ngnyZmO7GqtS0aZEEUiRP4Gl/SnO1Ikxy6mtl6okayB/U+PkCFkv03n0DPmWJW67Qq3vo1QPkzj00\nqul8t4TYom7T8mZLq2YV0o/fRQ3RgFtK5fY9aC0laX8TXdg3FAYQpe3wd1eW3vQ+VX0K3cGIcGOP\nWFpK+ca/OuPwWyOOfq5i+apDM095YkUqegjtNBJKQXMY3RPazuFaRRTKM8U1OrBwocrwan+Luaeb\nFtbS6eTM+vUNYNVSz3G5Sg7p5gig1w9xHx4Rbt2xA38JjGK341KBVZVWuqWriSqsk1GSAEEdITpK\n35p+DsgB7yJO4sBUhehwokyLmi56JHiCRqIK0Vm7B3MWBiSiwfpgqRdipYkKTwaaXlhdLxiNRxu6\n8WWPftBJTr5SVUl8GlBNVTtJF1D/5KucfeOA5Vf2kbdaRqOWEBxtneG82oKoddA43FqsuKC2noGx\nBNcKfgGxyIheEW95/2ad0/mMojRPKnFKVrWUP72k+Ulh/kt7zP/ogBv/8w+Ru89oBPhZxLbe4YsS\n3tP+/Dtk0eO+/d4gmK0PhWwJV/7khOxoxekvXecf/3e/Q7kP/9Pdv8F5U5g+t1yzn6/posdJpHIt\n865kP1sxenXBnxy9wSvTOa9XDzhuJ7TR0+lOwP6ZRdshsynZvEaco706pblasrriaac25rVjA1ZO\nBb9yuNYAkVu2+L7vW4ybpriDCaTD7e9ZnzWwyX9do2GZmujmyHhktgRNA3N7jxOsFcpyZX5Yfd84\n+PiJ8aV7Ji1FKXkFr1wzlm/VcPozh7i6Y/Td++R3cjg6w9Udfm/fzk0vAldFZhPitYPBqFXb1gDQ\n9jno++r1kSUQBxcNoh/ZvWj9BAPEtks9aN1Gt1XXZs2T50BjQMf7YZviHHEyYvnlfep9YXQC2bIj\nu3WE+Iws9+z/IGd0rNQzx/owGYd2wuieUJxGYgEueTWqh2wVcU3E1xuBejvLCSNPtugsbdxF/MnC\nigO2PdTWNUzGuKoihqVZPBzs8f+z92YxmqXnfd/vXc72nW+rvau7p7tnHw4pkUNSXETRlk3JiSw4\nsWNHCJyLLBcGjNzlRg5yEegiCJIb3xkI4AQwECVx4EB2FMURpQCSJYqyTWrE4TZ770vt9a1nebdc\nvKequznD4ZBDsmtm9ACFrq6urjrf+c55z/M+z//5/Zkt8Xd27r/sd4PA+CnGe0qshBDXgAmxDmRC\nCJ8RQqwA/xS4DFwDfi2EMHm7/2+DIpHx4smkJSBQeBySYeLJlGFuMnra4LygOfFoIVaoUmmxKGqn\nUTIgCYQgCCGWIr2XmFYRXNRkBdfRg33UD3kVaEdxkREBvALTF2fCf+od46RkfNKLlwq0wpcZbntI\n8/QW9bpm8MqU5Bs3EfOK0E+59++uUW971MhTDloIgrpVhEZFc/UgEJVC1gLhBLoS6EVAOrCdMbO0\nAj2XWKEJiSdNHM0ipRwuMFbhvSAg0AuovpISBo4gLEZl1J+4QPG7b59YhTTBlylqWv9o1cI8R2yM\ncY9tIg6nhJUBorGEo2Pk3cN4g35vfBgTKiAMelQ/d4nqiTErLx5F/UcIpDeO2Pr/ctI7xyTPJJT/\ndWnuIb4AACAASURBVMtvfPJ/5WvVOr998DxZYrmQTukn8VzWXpNKhxaBhcvYb/octT3WVucc7I3Y\nLmfcqcexqiUEWpytXSW89zXszEYI+M0Vmq0+LhlgC0E2cdhSYHqdTiYDM4R0IbHnFPmBR7pAZhyh\nFlHLfjIRaAzBdu+fjVYywVqCMXEzp3Vs4ahYUQnL5SnvSKyMEcZAnuEPjuK/nYi2hXxX01yPLB5s\nz3XrhNCa4D2ybqMXXR3AW4qXD1B7U2RZ4CcVoa7xjUFcPIcQCuoKFhXCebh6K25+O13VW3l/9+8V\nkeeIi1u4MkFMK+TOIf5BIOjJcUp1n/YuBDyYbDxAtyG577IQOrshBiUhBNwgY3l5yOK8JpkFfG1p\nM4cTBWoRQHmSgwrZ5qTHDuGhGSlEANOLeIV0CsIFVBsnFaXxsXJlPUFJvO6uLQSuF8Gz6c4cpvP7\nU4xSxora+jjqrYoMmiZWO+sGf2+HB0Otr0VT7zMiOXmvFSsP/GII4UFm/D8Afj+E8D8IIX4d+K+6\nr70lhAj0VUMIgiZojtoeiXQUyqCFxwkfk6ogQILygdppYlNQIUXAx/E/jBO4EDVZzgtaq3AnCZUM\neHeSUMUrTASB8JHj1I5BNqDr6IMXzlhZ8cE4MTTFe1gZ4bZGNCNFdSWnfiqj2Y5DPSJrmH8mI//Y\nMwy+OcWOMmwJctSS9xqkiJWlclgjUk99nMfzowI+Az2LNPZsGk4Nl23vhOAeae2+VRhgMKgY5A2Z\nstw7HKL/tGRwzVD+1osPH7cQDw8HKkU4v0F1vsBu9kl9hv6D78RS8Km4sjOdbprvmwCJ4YDm009g\nhymmkCSbORAp1EGOyPe2SL/2BnwvHRmBHI+iluOHNYV9n4VYX8WNS9qxZvq5DRbn4yRofl1Tdols\nCJ46M8i/l/PZv/YGTgv+u5t/icZr+klDrgyJ7L4XgQ0K7wRTkzFtCmYmI1WOXtJyXBfcrkfUNuHx\nwQGJdLizaaL9ntawMxtlQbs1oF7RBBGQFmwhKe850l5s9Vcbce2s1uLmslqTFIceO4gWN2omogi6\n7fzfTrlB/uF2X6cpOn2oOx8TrDSJ971SsVJyePzwfeY98fSf0VAKeW4Tu9ZH1C04h2wcfljgygRV\nWcS33yR4z/DOblxHALdcolZX8dvrhDdvEq7dhvGAcGEDsT5GVi1eBuT+DGlMbHO9g5Ys1DVuPqMZ\nD/AvnCcsxgRrGLwxh2t34jd18E9xssaebE6VAkSsIiY6vjfWQT+nubJKvaaxPYkvk5j0JAI79Ph+\nS7MlmaJoxwWInPKqYvxyjZ7WqHlDSDxmrSSZO1ymKA4dqvHYVOAziS0kuolJFcT23+mIMQGXxyQr\nO2gQVfsQxFT0Cuj38FmCaA3heBpbgrPZW11TutcoEn1mtLzvNbESRLbyg/HvA3+5+/yfAH/A91mU\nMhkF6pm0yBBYSxfYIKNo3SsmpqBxmlRZFIHGaVyQTNuMftrggqT1cZqtdZoQBJm2iE7L4bTDWIW1\nEidVTMJCOE2uEAHpBLKNnxMioVwOB5FzcQYjdALFsD5i99eeZXEx4NYs2biizKcMdLyhGqvJtaXa\nSLj1wojknsblAa0difYkKi5o1knSxGJ6hhAkwQk4TkgWkE4iZZ0A0oBLQiS49zxqGh3Hn9reQyvH\ncV3QT1ourh9zbW1Avp88fNxvZ4K9vc7xL17GlFEgPfqDI8KoD889jnj5aryBrIF+D7W1gbt+8+3P\nyWxBfneJuD3HvfLG6dfFaIj92cfxmcavDpDfm1h147myyKOu4/2iq/sho352k/2/9SS2F1veEYMR\nNxPZfovs9fDPXeHghYwv/b2vc+wLvl5dpAMfM0xrcmVIpTuVvGTKoPC0XnN7Pgbg0uAIJTxzkxOO\nUxqXUNmEpU1ZSZanSdkZi/e0hp3V8GWG7SmkCzQDQbII1KuKdiBJZp58GqiQpEehgwEHhJUkFahG\n4lOFTDW0GtHa+4JpYx96eIkk6TALxOqWkpHg3yvi/WQdYT4nzBfv3MI6i9FBTTWKUJbYUUZoHcnN\nA9TejDCbnZ6Lh9Y353B7e6j0POHiNv7uLuweIA6OsX/p4yS1RSQSf24F+eadh3lVeY77+JPIxiFe\nvY5fVrFVtnOI3hxytKlZ+W5CeuS4+zcus/3PXDS4p2sRJsnp8QileBBEGifHY5IctGLy0T5BKIKG\nxXlwa5YLT+wzOS4JXxuy8oYjnRhkE826zVDjsoQwUITaIdJY9Zo8nqIs9HYdahnIjh0+lUjrCVpQ\nryRI03WDBAQp0HXUfWUHBuniNKhfVoSmQa6tQtnDrvRptnuUXzvGnySeb9fy8x63v/8TuQR+1Hiv\niVUAfk8I4YD/MYTwj4GtEMIOQAjhnhBi8/v958ol5NKQS8OB6dN4Hb+mLKm0DHXFUmSxPiU8wmkS\n4ci1QXbEXhAkyqKExwSJcYraxNZgrlpk2umATIK1EusUdasJ2kMPvBMEKwheYKwg3VfY9T7yLCVW\nQhBWh5j1Hj6VuPMDjj4zxD6zpOg3ZNqhlSfTlkQ5tPD4LCaPRdKSa4NZ1bTLlHmTsJSQpYYiNYiu\n6qcTh3PgjELVgmIX8kOHMjHhDFJihgLXC6AC4lzNeHVBZTVYjZKevWWJ8FA+d4z+N+9QnUgT5JNX\naPuSdOao11S0yXnpFezjmxx9doj9Kz/L+OvHlC/e6ajHJuo2lvEGE2V5Og2CAP/d197ya8Jkivqj\nb/BOyh4/mSIG/Y4xcyYf/O8t1sa45y4CkMyJ1jOVZ3ExRbYBNaujMbB3/OzPX+N2O+KgKRml93fQ\npW5RwuNDfIA6JJWLgw+TNscjGGfx+0vVkkvL8CM1WW54cX6Rm2KM6IM7m4aB72kNO6shKkP/5QPm\nTw7RSR51pLqrMUmwmcClIXqE2kCz4eN9fitOewnXIQBOxM/e3weJnnw8AAwVUoCKxrlIGVuHk9mp\nG8RZExe/qwghtqGWNWFQoA9r3DDFrvcR33rzrQBTIR6yvHG370Ceo9ZXcTt74Bx6bxbF5a/fjVW8\nJE7pcek8YjzArvSiLjgPuC88jxkobCFo+xJbCKQNTJ/MyY805//Jt+4DNOMB3H+fHvT/PEncWgtr\nY9q1gmrFo2qDzhakjwfcUxCu50x+b5N8R9DbbZHGn7Kn8IFsP74um0vagcIMJLYEVbaEBBZK05Ma\n2QZ8Go9Lmjj4FASks4BwsWWYLB3ZvTny+k6sRBlDWCwRSYpfLBHGIsqE/MV93Pe0/R4KKZHDIf74\nDD2vee+J1RdCCHeFEBvAl4UQr8DD3Z63+ftptF6x3/SZypyJLWidYmZyxtmSC/kEJyXGKCZtTiId\nmbK4IOjpFhdEp90ALTyJdMxthpEe6xX9NLamtHQEBJVNcD5WuCqTYKwiBIFxkhAEzskIukxSDr64\nxuaN3bfYeDyqEBfPsf/LF2k2NO0w4DcN6WhJmRuMjclk1ST0Vxq08GjpUSJaFSgdWOkeeq3TLE0S\nq3siVrWcj+fYthpnJWKhyQ4E2bEnWXiCgP7dJe1aTjNKMQOBA9KeQUYRBkXS4oOkWmRMmwxJoHgH\nPY3Moz1Bc65HvaYJEmwO/hPPoqVk5btLfKYIRR85GGJ6gsPPb5Pt1JR/+Bosq1j6zrKYWL2HRVsO\nB4jxEHdG3usfd8gkRRlBeSfg8qitqTY1vR1H/1t7cDW2EnwisCue2mlK3TJK6tguJg6JaOGQImCC\nonIJjdPsLgdc312jKBsS6U4rymvpgtfNOh/Vd3lqZZ+rh2u8uLjA5ZWjH3C0jyTe0xp2ZuPwmOA8\nWTVl/jeeQrYCWwhUG3B5HI8XDrIJ1Kvg84BoRWz1xw5h5yF68tIFkTYeYpvP2JhYyJNp7Q5CqTVh\nZQBHs1htOSuOFj9KeA+zOUIIVMd/Co1F3j6MkMnvjRDeKqKua9yD5+CVq8iNdXyXEAVrUasruI0V\n6o0CYaM2qR3qU+1SNrFkE0e9olluxDaurTXHv/w0g397BzGZnhwAwRjk5joygD884iGHCwU+kcye\nGxMSwfQKbH3umL+6/V1uVqt8d+cy4U2NriPqwaXy/pUvoF5VHH/akK20zKuE0EoYWD777JsMk4qj\nRZ/X39imvtpn9GZsAbouwQoKVO1xuUS1nuT6Abx+C98+fB6DaSMWqW1R93Qk8L9TSHkmOw3vKbEK\nIdzt/twTQvxz4DPAjhBiK4SwI4Q4B+x+v///x//ou0gRqK3m/Ke3GH/8MVLl6OsGKXxHWhes5Qu2\nsikHbdklzwIP9JShUBYb4g5a4ZEqsJIvUTImW1p6QhDoxGO9pHZJRAio+GYYp3BBYKzCKEUzFMye\nz+g/t0Hxjdvv5fT8WEJsrLH7q1eYXw6YdYPuGYaDiiyxSKDsKnI+COZtSqEtqaqRXYIVMRUias+C\niBgKPPMm5XDSJziBnyfIWqCNINsX9G9HzkIzijqc+cUBQQnGrze4fkq16alnGUVimJuUo2VBfZjD\nbkr/6QnKCKoLfcphiVg296d/lMJfXGfxiQs0/bgIiYkhn8RdjbAO+cpVsiTBWwe2pf38x9h7oUez\nDosLJeJoi95LO6e7MNnv452FqoY8e3uR+juEn05ReYbs9/CHZ3xo4V2F6DR48fr293ZJr/dx2Tq9\nVyravqSwksEfXyMslhEcOOxjfk6zcfGY2/WYnm4pVMtYVzRBY7yKlaogWdqU7+5ss/CagMAtNSFr\naZzGB8dBXXJQ95ianMO65M6f3ePGH79MPc25Ozh75/e9rmFvhG+ffr7CBqtnpbjlPf7omCSMKb9z\nyNHn1xhc72DCNrA4r8gPuzH8k/F9F03Xu7FsTvzjgnNRYC5lbDU5F1uCJ0BQIaLQOE0I40EclplO\nz+QD74eNYAzheIKoMtyFNcLOPuw+YNyr7wvBTyt7XXtQ9nqREzV5IDkwFj+bxwQCYgtssSDYFZK7\nE8xKjk8SxPGc8Q1PyBLUPIJJ80wjn+phRykuhZBnLB8fklULVBPhrr6X4h9bp7pYoifb5N++DXUH\nig4BWbWs/ptdQpbQjobk2uCD5InePvJjgWv2AvZGwXyvQDQStWIYbSxIPzbls8+8wTCpuFqtc7sa\n843XL1NXKS/evcCwqNkazsgeW1CvevZW+wxflSSLQNCRh5jYALVDtSFq1lrDqQ3Pyeb4lMPocMcT\n5NYG/vbdt74xiSbkKXpjE3/v+96e7zkOwy5H/PBGzSL8iBNRQogeIEMIcyFECXwZ+A3gS8BhCOG/\n74SfKyGEt+gThBDhI//7byBqQTJqubB6xEpaMUoqVpMlWjgar6l9ggmKVFg8ImqwgsIE1TGvIhS0\ncglzm8WkK0Qhe9pNGkYqu8Z7Qev1Kaqh7io2ldFYFzVYbatpJxn5Dc3lf/RKzPofYTSfeYo7f2sd\nu2HQpWFQ1pRZe2rzo6XHeElrNWmnL1svFhTaoAjcmERLoDS1LOoUKQPGKZpG08wzQisRjUTPJMk8\nWl0ky7jTaFYFtggEDa7nIfXIkSEtWwZ5w0pvSWs1d6+vIl/u0VywmIFHNXFQYP2rgvGf3iVcu4Uc\nryASTbtZ4idTkuMmToG8XSgdx7mlwDy2xo3/YA0z9qT7MZnqX6/Z+MMDxKLCrw6ZfHQA0wUqK+m9\neojanUCev2Vy5EMR4mSRvz9pFFZHhPUB6t6UEHwEEj4gAK0/9xQf/4dXUTrQkMR2uzSMdIULgqXP\nqF3CkemxV/V59fo5RBEhvcNezRPjfQbd5N+kzalcws6rqzgE2cWapk2YLzLMJOP63/91Qgji+x3+\nTzN+HGvYL4m/89M96B8yRFki0oTpX3mK8laNWckRjWX6RE6QcXjHZ7FNaAsY3AgU+470uEUfV5GC\nXdeR3ZQkMRGoqm6zpCPLKc8gSQjjPsyXMJlFpMLb6SrfjyFETKBOqlRSItdW8GWOSFKElNhhjmwd\n6miOu3mHH9rzNUniz8/TqE87nCBXV6IfnveRR9j5Arrzq0w+ukKzqqL12DSgKxc3pl6iK48tFO1Q\nkR61FNcnhDxlfilneQ7cIIk0/s8uSAtD1jNk2vCr577Jlwb3OGx73Dwck1cpy9Upm71DtvQMR3yu\n1kGz8Bl/vniMO/Nx7Ji4DPLAtckq+7MB1d2S4oZCLyE/8ug6kB20qNoSJMg37xL2j6JGL9H4k0nR\nB097liHyDP9AYirSNE5kbq7jLm0iX3q9k4f8dIrKvx/+2btav95LxWoL+C0RleIa+M0QwpeFEF8D\n/g8hxH8OXAd+7fv9gPpOj/xI8Ngv3eNK/5BUWjSeNigqr9lrB1HYTiBISISLAlocJiislzQ+wQeB\nEp71dMHEZrig8MHTuqiuab2m9QrjVPyagH7SdkysQGMVUnqClyjtkD1LdQUOf/lJxr/1jVj2fgQj\n+X59xOEX17DnWnrDmq3RjDJpsb5r/9kEFwR1m2B99FDMtMMHSU+ZOM2VN1y/uw6pjyL1VmGNwtYa\nWoWsJHohyI4EySRghoJmLS606XGAHnFwZ2xY355Q6EjGFyKwNCmHsx7NcU640JmAKvB9B05SbWhG\nNhrB+sOIWVA7vKPmCYjU+NkMej30jQNWvzPm8HlFkNDbBdvPOfjieZJlYLnZlavPFcgW0moDv7mC\nmrfwYUysgBMj0/i5QEzmiMPJ6dIThIB+D/HYNmageeEf3OBLa9/mf777RS6Xh+TKkAuLFg4hJCty\nwTE9bJDsix5Z2bLc6aNWKp67uMNT5R5SBBYuJZeGqc1ZrJXs1T2OX9sgFI6gID14pNi8t4v3vIad\n9QiLBWJ0jsHrc9wgI3/zEJSgLDXVmsZlApsL0lm0GklnPlKxnY/VZmNOp6SD73hVdRup2V3yEKxF\naI24u4+vqs7r72xMZ/1YQkrkY9tQ5PgswQ1SrIiT6tI49Gt3UddvI8ejLvn6EZ4VJ0lb3cYPwK/2\noVciZhW0beSFVTXyzYpiNcWWA1wWk+P8pkE2NloSAdKkEXlQBdrzIyZPZUyeEriRRQwM4iBl9csj\n+q8umT6RcvMFzbe+eMRA1/xHgzt8qnfA0re0eFwALeDYC4yQjETDrgs8XuxzLpsQhGDpU/bMkK18\nykvZBW4qT20HrLwUE73y6iwCZoVA3tolzOOmOpg2Vu/e5vkamuZ+a1Vr5HBAWCxjJXDvAHHn3pnt\n0f/IK10I4Srwibf5+iHwS+/mZ1z5+B2O5gV7sz6rWYWSjlxaMmmofMpA1RyZkv1lST9tWMsXZCIS\n2rVwGBQLm+A7UUAmDaUymOAwkQvA3GSniYjr/gQ4aHsEH4nukb8ksa1CJt1OQwYOP6UpDj9CcXOB\nv3k3clp+GiEloihoXrhI/Yxha2vCWrEg1wbrFa3TLNqU2X4P3/N4L9HakeroFL6aLWM1SziGac3m\nxgTXketnVU6zSGCpkK0gPRKkx3EacnkBXBbwOoAEn0ZYpAigkiiMH2dLPIKFSdk9HFId5aRLiTln\nQEcMg2w0oxcbNv6Xb/3I4LbgQ/StWh2RTj3jVyXqeIHcm5FNPW57hfnlApdHXUg6C+QH0e3dpQL5\n2rWzKZX+iUeIibCMGwih1OnkklgdU18oqT42YP7UELlUbP+rGTf2V7miZwySJm7O8SxtgiDgkLRe\ns1v3OahKDqYD3Kt9RB+eOLfH470DxnrR0dcNkoALko21Y45v56w+fkiYJGgf8I+drXfkx7GGvR/C\n37kHd+6hLpyDRQ1CUC4bss0Rs6f7SC9JZgGbC/QyghxlxyCK/qGdIW7lYlvwhPLou3Z+SAlmHoXq\n1n4gWoAASIEcDAiXzjF9boxeBoQLHZfJIxc2tulaS7AOt3+ATFNEURDqJmJi3qZqJ7LsB6+LWsf2\nHZE7R5ogJjP8siYsK5KX7zJaWJZXekyfzLG9Hr1dSzL3yCbS7tuhIpGBZG5JFp5iVxIONO2GQE4V\nyaRC3z1k9XYguV3yWn2Jz/7NN3jFOOYhJREJxmsMgjVZxadsl0SNZYvRU2yQ7LohR76kJxtql1Am\nLf28JThPvu+RDprtEj0x6IPYIo7Jetdu/kHpUefHGGbz6KV4xmCgbxePdAuZKMf58ZRlm7Bb91nJ\nlqcoBEkgl4ZUWlLtuDZZRUpPqQ1SxtJfIPJ0TkSzRkqsig+RVDiciAT2pU1YNFlnvaIi2yqIriUu\nI5bFxtZaaBTBC3ACOwjsfKFg66sJWnnUt6/+5E+KENF7a3udyfNDgm8Z5RW5NigRMN1AjvUSowQK\nSFPDuKgZpA3DJJpW6q5FGpRlkNbM2pzaaqyVhFYhTKQt6wWYQWwD+Dzg00AoHEhwBEyrGLwm6Q+W\nrOZLtPTM2oxFmyK1I1+rIuRNCuR+QnKgKO84Vv+fW+/tBnCWsLSEG7foLZbk59aRN++dYjDU63cZ\n/1sFV85jt1fIrh8Srt9BdJThk+nBD1109hUg4rno9yOc0Tl2//bTzD5tMTpOQObXFLafcHW5xsUk\nZy1dMFA1fVVzzayzNHEit68ahAzstyW70wEMA4wM6705HsGxLU+rzapzRejnLZfO7XNke6hzDf2k\n/bBxWM9chHt78MzjhFevosoeroyTofmBRy89aSKQ1qPnbZwKlBEOGpz/HohlQAgZW1OOU6ByOOVb\nfTBCbm3SPrXF5KmC/NCRTC1qaRAhICqDaG00lDYmMqI6rZns9whaI1qD39t/GDOhI56CPO9afN+n\nXSoFwgbwjtBLET5quWSR452N+IX9CcM3SszgGaqtBIJGDQO6Ugxem1K0Cb6XktybMpo19G/m1Gsp\nE6sRDvLrM8JBXE/7fzbF3xrxj90vMfk7f8ILxQ2e1A0HWPZ8D4Nk5jOaEJ+1FkUmDFVIMV4zdzm7\nXYcpkY4ch3jR0H9lSlASuz7ADhPkIkXUdcQ/rKzEieQf1DI+aT+/j66tR2vCTEB0oMqlSXChpK9b\nlMxIhGOpEnyQlEnDEysHZMpRqqYDhAYyacmVoXUaukRi0uZYpzBB0jodBesmoTUKY3RE+MiosULE\n368UnSZF4K2gQw6DiGT23U+lDNc2GO4eIfaOHxbbvZdI9KnNwf2TohCrY3yqqS94Qu65Nx1yeeUQ\npSweiRCQaUs5qBFAkRrW8gX9JPq2JdLhO3/FxifYrg06X2Y0iwxRR3f7ZA62D6b0hDQQsqihSlKL\nlB7nFKbRtJdU5NxAxw7T+CDR2mObOFGoDjXFjmB4zSFaB+2P6SZwHr+7D7v7eHm/iShag2oNvPQm\n6qXua92/fbif36JDRxBNV8dDQtMwe2Gd6QsBUXq0DLhWIkKg2k6pJrDwJi6KwlFIw/PlHZqgWboM\nExQD3fDpjZvc608QIqCFZy1bIAnUXtOGiEI5gYAunQYNTaPoK4fxktqduVbghyucQyxrghD4g0OS\ncUlQJbNLGUFKdB2whUK2CWln6RV89JsLHW39VLdnPiD6qXcIP+phBprR6zXJcYPwHlGbU0CqCB07\nSspTnhdpEqtNWaw2iX4f4Ww0Q26a6O3qffxerRB5TrCuGxhw8eeMBoiyxI16COMiR0yIqGejh5Iy\nMp/aBo6mrP/ebfb/nUu0I0mQgnagcMWI1a/s0FxZ6Wj4EojJWnbkyDqUTjCm410J5P6Uwf+W8E+v\n/yLf/JVrfObKa/zCxi2eTZYsgmMgLUuf0AbJnisZipaXq23u1SPOFTMmqkDjEAT2vrrOY392iJgv\nI16nKVACxP5RPA9KQV0jtEYOoum2fyeW4PsoqYJHnFjduboOPcdgtCTVjkWbcbAo0dKTaEehDYmK\nb1Tjon2GyAKFjpUsAWTS0dMtNsSFu7IJizaK2E8HVrQl7rLAGIVp4kxxcAKVOnQSTYVDR3EPQYD0\nBCPxScAM4Og5SfHGOunecWdU+R4SK6UIj23RXl6h+PY9/OHx6RQXIU7kCRcQI0N/dUnTJkzqgryc\nRbG+iOdAd5OPw7RmNVuSdg9Gh2TSFqfebC50JHovCUagGkEyB5eCHXpcEZClISssaWpQMiauTnoS\nZckuEAXzQVJZRdNp1eomwd7LWXsJluuC0Ws1vZfuESZzxPQnQDL376+b65HEA1whMRoSiox2pNj9\nQoFwHj9PGJ6fMV9ktKsJs0bhhee//cYX+YWnrvK15XY3FOHIpMUEhUdSuZTz+THn0ilLnxKA2iVY\nJFp4Fi7j0JUUuqX1inPZDDIY6oo2aPbq/l+YMJ+B8NdvIcoeoaoR1++QmS2mT2yy3BIMr8dkwRaK\n1DnC4YRQ1+9fDtV7CFGWyMbTf/kg7tROJ/7cqclxKDJQWTSj9j4K3PMsGiB7HxOnYT/ywJZLQuf/\nF3ysBt43SBZxMKDzYCTPCBKClPieQjYdhLRfIJpYGZNKESoVJwpv3WX1T3KqZ9axPYnpxTat2RrS\nlhIeG5Ee1J2lDKx8fR955xgeRMyomHjJu/us/ItjbvxRj1c/8ov8zt+ccv6pXX7twosM5ZKJz5BA\n5VO+Mt/mt//4sywmBc/+wptUIgMRmFQFGI0dpCSti+R6IL03ITSOoBSy378vOk8ioV+EEO2OPgDx\nSBMrO3LMJwUA66sznJfMqywmAAHS1NHLGgZZy6KOeIC11Rnnyhk9HUGEDoEJihAgkdECJyBorWbR\nJigZcE5CEHGnnTiEDFij4pgxAmvUaeVMnFStXPehAnbowAnu/bUNLr26A8dzws99FPntq+/qQpBr\nK7C+GinE/Rw3yFicz5lflKiPDlj/P19B7nTTh97DfEkoUjASYzVZakiVO63wnQwlDNKGMmk4n00Y\n6Pq0DWNCbGce2wJjFa6rWHl/YpgJPoFm3UHuSQYNaeLo5w1aeXpJBEK6bvLSE7UW1kuMjwlaNG9W\nyEoxvQwrrwTUcQ239xCP2FZADAexfT/7XgubD3p05GsglD3YXkPOliz++pjeR6bUTYIIgqpOKHsN\n9UWPnfYRXnDt/3qSj/79Xb589Tl+/rGrOCSXikN2mwELlzFO4nUuhScRcbOjVKDxiiqkcTgkDYd7\n5QAAIABJREFUSIRNWEmWHSi0ZSubsN8OKLThqOk9ypPzF9HFaetuNoebnvL2mOOnU2whUY1HKEFQ\nnYff95oDfwhCliViOEB4HweXvD/FAgRjotBcCKi6ykue3bfx6ej0dKbLQkDo5dDLEHtHMYnq/PAe\nUhyeJmeKMF90DKqL2Ce30N1myecaPQFxYubsHFQd0+/VG/QXLWFlgJx0no3Woao+y0t91DJihqQH\nNW/xRxOEVnHooENloHUUldcN+lZF/+YB9o9ybuZj/pvP/MfsfE6RnV/grMIeZeS7cP63D8gWx1x9\n8Tl2f07hNlrkkSZVkoNPrdDbG5LvG/S0icbgeYasknjMWkU4c5oQEkXYPfvaqXcbjzSx2hpNKZKW\n1iS8/to2Q9WQ7CnoS8RUop6f0xiN6NpyWa9l2aTc9iNSZemnDb0kWm1E0Wy8ABPp8cqRakltIlJB\ndrtlJTuH7SQmKLqrVFkTDYSljCbQp/0kCSciu3YlcOc/fY6t33wV/dLr+KcvIV6++s7Gj0Jgzq9w\n9IV1gohI/3bUQdMktAOBu7KB3J101SpBaA2+rVFVH0FgtbdkmNUo6emJSJOvXIISnkIaSt0Suts0\nGlATE0VClwzF5qk3ElErVCMwgwBJQBWWLHWMipphVtFPW0rVUCiDC5KJyaldwrTNUIgOuiwwrYJJ\nirACXQXSN3bJX7p7JryaQl0jL54HQnx4vJs44dCc/DVL43TT++mhIgSMBri1AXJlhAkG/m6B/WTF\n/PqIomzxpaO5XbL23C55YtkbF5TXNHv0+Idf/UWKzSU35itkwbKaLOJ10FWlGq8RENElXWV3Yguy\nDs0w0DXHtneaeNmgaHxCKi0DXZ9JE+YPZTiHyDOCdYTlkuJPX2e58TTLzZTybiBpPIsnx+TNEnnr\nQ6RV7MjpIs+i/snYiCY5+feTdqiIAEuEgGFJWCkJSuJyhaxdnEiWIOo2GlefrCO6e9x6H1uFgS4B\n6hIxraE1p36w4s1bZHmOGxT4MkFWjqAVFCki1Z0Oy8ZkyDn8jdtwU+BCiJvLIoPdht7+cWxbZpri\nWjd1GDygYuVMEO1ujEHoJFbUTiZB50vCfEH5Owc8+eVomCySBMYDcB67PUKmKcNvHTC9soWpUvJD\ncFn8EPaBKnVXyRODfnyt1kJZxMfr7d33XbvvneKRJlajtCbXlmmdsxylLK0guWSwbcLo25ql7uMf\nr0l1RaAzVAYWVcrUFUySgpVyyVqx7CossoNiepSIn+eJZdkmaBkvlNYqhAwkMv4s5yTei9MPiM7b\nQYWY3lsRq10+PniX5xXLn7/E4J9/kzCfI597nPCtt9qpnIZWLJ4dMXlKECSd52ig2BWsfttw+JGE\n/c+tcvH1MX5ZIcoetAZ5OGPrXxTc+7sF44098s6YWndVOeslqXT0VNsllNHIOhMWLTyptKd6Fy06\nErsVJFMRJ/+ygCgsWW7IU0OZNqzmS1aSJZmMU5dLn7EmF1QuJVOWyiY0KKyTWKORlSDfh5UXp+T/\n+io/KhPtxx6tgb1D2FqDd5tYfc+xm089zWI7Q5mANIGgBKp2ZF95FVHVP4GD/jFE8IQr51GtxYnA\n6n8yZ/jJI/7w5WcobmkWTwcSAuef3cV0rXKZe/IDj73i+MRHruG1YLuYst+UvDFfxwfBvfmAtd6S\n9XzBMKlxQXLUFszanF7SspYt0MKTeQsBeqpl5jICEhMilDdXBh7eo/9FPMIID4B0w9GE0VfucPc/\nvMxyS6KXApcKRLtOb3/2/vP4+xFDJElcf52LuBJhCSfGxa7TQUWRLkLpCKksC1yZ4TIZk6teAK2Q\nrQPrEXTVJR8IRR6rVc7dh60WaZzUrBtCs4wJV9Mi11aj8P2166hnH0cGCFriiwSRSGQVuWIyTfEP\n2OgQAqIs44byAW/UAHHTHkLErYSorwrWojb7ceBHa0iimbHwIQ4jeB8TLqVO8QehaaI+am2MXnrE\n0ZTQ71He8ZgyPj+FC+THnny/RU1r5NGUUDfIoiBkWZdMAlWDOzgEY5DbW/i7HwxEziNNrFazJQdN\nSZZYNtanzKuMgEAGh/nVJeb6kORaxizJ4q55vSGTljYXOCuxJkXJwEpeUWiH8QHrFWXS0KchZBEM\nWmdxkqG2miyxWCdRMvKrQkcj907ijUKE6BuICOC7B4EMhCSytISDg0+XKPcCybUDjl8YM8yeRv/5\nm2+fcQ/7NOvZqe9zOg0Mvzln/Ie3EYsKtXyO5bmU6ok10qMGsT+NosSmIfvODqv/8jJXwzlWn5iw\nMYgskJ5uWUmXpxUA3/3wqHVJ8QiO2pKm43fZEFuKHkE79OiFJGhPmlt6ectqsWScVRTKUvuE2kdD\naxtUN10Yxf4+OjTiunPkE5AukL6x/0g4X+8UfjZDbK5Gcu/OD0/O1V/9DnzpSQ6+sBEnaPYhnXvS\nK+cQb9z5wZMsP83ojFf9Ry5x679UDIuW0eCIx1bv8uZsnQvnDskuWJZVxv5kgJcwW+YkykHf0o4V\n1mnaKuEvX3qFKqTsNX3OFVPu1UMy5Ticlbgg2akGLJqUeZux0Z9z7e45PnvpGiF6odMGxdxltEGz\ndCl7dZ+d4xHDfkWZfHBK/R+0UG/eY+2rI44/OaZZkQgbsMPsVLP3gQ8hEHmOkJ2nzwlg92RNl+JU\nDxXF4AIhBcF6vAq0fUU2seh5TEKDjAlK6FrzJAqfp8hlExO1ECDVhETHlt6J7U3bxslBJUF1UNK7\nu/hnL59aDUUPwC45ci4mRUrH/yMEIkuRa6u4u/ce9jM8WaMfXKtDwB8eIQZDZC+LCI0sO0W1xHMD\nzCtC9UD10jnCeABNDXWN3xxR7BuU1QgbvQFVGzVp8nhOmC3A2ugJ2FXwRJrgF8uYvKVp1Bp/QOKR\nJlYLm5JJi0o9ubIoEZjVGXWV4Ywk2a5AebQIhCrBTROanYL+zFBtwfhnDvFBdLofgQ+x5adlIJGW\n0FHYlfYsbEY/iSJ3nfoO0SCwLuqWkrQTCFqJNSomVV7EClO3tohOd+UT2PtUjvrIxZh/Zaus3txH\n7r4Npb1pUXVAVYJiP7D2OzdIru6BtbESfLggXEyp1hSmV+Aezxn90XUIAXt5A58nDH43YbmiePUX\nhlx+Zofa6VMoKgIyYREiei8eNT2MVzFZDIJlmzJvUpyX4EHVElUL3EDgnUR1PouZtAg8e02f47rA\neIWxil7aMspqrJcsbUJjNMbqbgcUUAuPmizP5CReuL2DvLgNP0JiRQis/PkR809uQIhICpdL5Ce2\n6BUa/dK1d24B/6RDiEioL3vMP3MxXi+rffq9Y57Z2kEANxarXJus8KmtW6ykSxY2Y7qSM3cpe8d9\nRBaQqWP+bEDtCd746hXaWvEzV26xMCl9nbCRzVlNY3sQAofLkkQ66mXKjhuCCrxxuM4za3vcq0eU\numFOjguCo7bHyze24fUeUxwhO4tXyV8EAMFTfOU13PonWWyr0zbOh6VadTrpbUxEIRDua6tcZ2x8\nktQIEaf6RNRUJYc1yVGDcFFmIlpDSDX4aPnTbvTj2mECWROByWgVK0dNN2UoJSLrhO9CQi9HbqxF\n94jZEpcJBDJWwgCsj5X57thjEhRiYjRfxJai1u/8/qn4u4KLrftgIugVKTqRfhuNmyG2DB+URYQQ\nbcROkq8iI1lYEALVOGTrkLWFN2/FKdRFN8xk7rc+H8LxnKWN6o8hHmlidXO2QgDWiwXTRcHNqxuo\nWuLHlv7aglRb8sRGfEJiacsWs66Y7uRs/8sWf62k/7cPWZgUIaBQUWvUukhlL3VL3hk3t07TdhWY\nVDlUh1yI5HWNxhMSh1eBIAPedBe+6XYcppu2igNzMTop1vKcJH+qT//tEqtlTe/6DJeNGL3ekNyb\n3n8gK8X8UyWTLzXYZQ91rMnuKfx6n/7vvwxXr1Iutln+zDlqrQhf09x89RIXfuUmF7I5M6c4MiUt\nsRp12PSYtxlr+fLUuNrTGUwbCUYhPLG6kEQhf/RdFFQutksHuqHSCbNFRtWkTKucqkzwXlC1KcYo\n2iohLDW6liRT82gTjHcKY/AiIMvy/o39bkMpJp+/gBl2bWEn0LVg6RTzC5usY0lfvP7uK3VKQb+H\nLIrIZGlN9DX8YSt9UnVakAQ2VzDnV5g+P8T2oH8jIPZS9LZHd63x59Z36euGQrYMspq1ZM4r863T\nAYg0cdTrDeqmxowCe7/7GL/zwiZu4Hi5Oc+F7UNe2LzJs6MdDtuS66+fY+vKAR9/7BZ/fusiRd5y\neDjkVm7o6TaaOCctrVVcP1ql3i1hEAiHCfX2h+Qh/cOEkvHBfRbCxunpZBEQTjB5KqEdf5zxP/9m\ntLb53vgeXeJbQsp4vdr7CcCZ1Sy6yJQKaYpU8TiFUvflDfJBmIsgKBUF6YjOD9UR8k4b1RpE08bp\nbwGydVRbGflOx2KSgpCo7ntt1HMCNA2oNJ4jHxCjAdzbIbQt2Rv7zD+xTTrxJAvTtSZjVawTvj40\nZRia9gcjMU7Awf0SMSijKN45WC4BAb2c6D4dcAdHb6Xp3zvoxOcpXsWkL90z8VwJgU8V0rqH194P\nkI7qneKRJlb7ewOy1HL82hi/l5FsGVwW+VKp8FwYTsg6Bo71knmbcbgomQ09t39NsfInu9BkpOl9\nm5UT8nMgsLCRJZJIRy9pwaanUFFBIFW28xsMUYelPIsqxbuuWhU6Q1IPyABGIFsQIf7pdcCnMdma\nfe4CwgTKr995ePHwnvTPb7B2Y4janxMW98up8vw2B59OEIeQHGpC4TBPNOxf1NTbzyOVIL8Jw28e\n0n/5KjhP84Un2M4qnug7vt0WiHGP/Nkp5WqNcYpxGn/+UVNQmYQQRNx0dUmVqiJlHREIXpx6B5Z5\ny9Ilne2PJtUOIVqsk8yqDNNo7CIFKxCVJFlIhIV6K8Vc2UB/9+ZP78J5t+Ec7B4ittbh+jswUt4m\n2me3OHqhh0sCIWo8I3pjGO1+5j+zztobR9Fs9gclR+Mhzccv0W6V0YDUxYUw//YdxNU7P/hgHniA\nifUV3FrJ4iMrzB/PacbRx7F3JzD817c5fmaT42cLXBA0LmGzmMdZja6la4Li9mxEv6yRIg58aC1j\nRS6L3LYgBBc2jrBB0piEV6ebrKSxlfeJ56/GqdAg2BzNqOYZo40p+4s+tdEU2rA9mnDtpfNUVQoq\nJvL1hkekZ/Sh+iijX8Lk7Eyvll95k+zxLcxKSrOZ0A4lsy9eZvj/vhKrGF2INPvBD+4TjU4XansL\nd3fnjCZXIVrzhEBYdnwp3+2iH0wgA/cn+GxkTJ1uLNOEkGtY0FlK+ehksDNheLiILT/nIUs7oXps\niYUuketEvzEBNYZQ5vE46hp/4xbpOGHxsU1KIUiCRxjHiSehUOr+FKcLePND6ECFjHoxKWMBwfuo\nwRMCUeb43YO3tyhq20jkdw69N8OvlLF7kWiCeqCVePJrutfyYYhHmliFRjG/00N6SJ+fc2F1igCm\ndY70ESCqhCdPolXGKK0ZpC07iaG2Gvnv9ZDaRP1PiFNKLoio0xJRe5RI1+mSDMZLGpdQO9WJ3SO1\nPZoYdwBRT0yqnADblaRsTKYQEHT8e0jAJeDTECdArODgVx7j6K+e4+Jv7cKrN05fpzyaw9H8Le2y\n5c9sEXTAy8gdKt9UlHuQXTsmvT3FPHGO5XbCG//ZiPLGJ6jWAiGR3GvX+eMjgaoC539zj3Zc0Pv1\nlscf22W/jVqYUVpzYzpGCY+xCqECwcZJRNcLqCzyu5wXDNIaGyQLk0YLIKeojcbaWPnzXuCsongj\nwQyjbY0IgARTgiuTR3shvUOEyRRE5MO8G0NtuTKm+dnLzJ7Mol1Oz4M/kdsJXArCw+TpBPnXn2Ll\n/371HbEOcnOD/V95HFdEw1RhBTKyaGk+f5Hxu0msiKPecmsdd+Uc1bmUo49pzDDgSo9oBOWf7SJf\nvw13tvnWdy4jtefS47sct0X0kJQOLRyvTDeZNRnDoqZu4wi21o669EgDIYVVV/OFrTf4V7ee5fja\niOP1gvXxnKdHe2wVs8iV8wnDpOFVsYFWns3+lGlT4AM0LsGtWux+SihNrPoW7rT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FAAAg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\nk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J2JoVoTUlovp/aPXv57fF5akGI2SvxTV1B//tI734P3uHTpMScOrR1dU9MxdRylImhi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qqtLf8/jxiXz4Ifz+Oxw7dupZnOBgyMrSW0z89ht8951+d6S9khM3N32ZMCQEIiKgSxcI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\n2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Determine the spherical harmonic coefficients and power\n", "# spectrum of the Earth's topography.\n", "grid_topo = SHGrid.from_array(topo)\n", "coeffs_topo = grid_topo.expand()\n", "power_global = coeffs_topo.get_powerperdegree()\n", "lmax_global = coeffs_topo.lmax\n", "ls_global = np.arange(len(power_global))\n", "\n", "# Calculate the multitaper power spectrum estimate of the oceans.\n", "power_ocean, dpower_ocean = ocean_windows.get_multitaperpowerspectrum(coeffs_topo, nwins)\n", "\n", "# Determine the predicted multitaper power spectrum of the oceans\n", "# using the global topographic power spectrum and coupling matrix.\n", "cmatrix_ocean = ocean_windows.get_couplingmatrix(lmax_global, nwins, mode='valid')\n", "power_ocean_predicted = np.dot(cmatrix_ocean, power_global)\n", "ls_ocean = np.arange(len(power_ocean))\n", "\n", "# Do the same thing for the power spectrum localized over the land.\n", "power_land, dpower_land = land_windows.get_multitaperpowerspectrum(coeffs_topo, nwins)\n", "cmatrix_land = land_windows.get_couplingmatrix(lmax_global, nwins, mode='valid')\n", "power_land_predicted = np.dot(cmatrix_land, power_global)\n", "ls_land = np.arange(len(power_land))\n", "\n", "# Plot the ocean and land topography.\n", "fig, (col1, col2) = plt.subplots(1, 2, figsize=(10, 5))\n", "col1.imshow(-topo * ocean_mask, cmap='viridis')\n", "col2.imshow(topo * land_mask, cmap='viridis')\n", "\n", "# Plot the power per log(2) band spectra.\n", "fig, ax = plt.subplots(1, 1, figsize=(10, 5))\n", "ax.plot(ls_global, power_global * ls_global, c='grey', alpha=0.5, lw=2, label='global')\n", "\n", "ax.plot(ls_ocean, power_ocean * ls_ocean, '-', c='blue', label='ocean (measured)')\n", "ax.plot(ls_ocean, power_ocean_predicted * ls_ocean, '--', c='blue', label='ocean (predicted)')\n", "\n", "ax.plot(ls_land, power_land * ls_land, '-', c='green', label='land (measured)')\n", "ax.plot(ls_land, power_land_predicted * ls_land, '--', c='green', label='land (predicted)')\n", "\n", "ax.legend(loc=3)\n", "ax.grid(True)\n", "ax.set_xscale('log', basex=2)\n", "ax.set_yscale('log', basey=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we would have expected, the power spectra are vastly different. The ocean spectrum is dominated by the strong low degrees. The land spectrum is entirely missing the long degree component because it doesn't deviate much from 0 altitude, except in mountain ranges. On the other hand, the ocean shows weaker small scale variations than the land spectrum.\n", "\n", "Note that the definition of the windows largely excludes continental shelfs, which are at the boundaries of the mask and that have strong small scale power.\n", "\n", "The difference between the predicted land and ocean spectra demonstrate, that even if Earth's topography were stationary, the window functions cause different power spectra. We illustrate this in the next plot where we replace Earth's topography with a random model that has the same expectation for the power spectrum, but that is stationary." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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GwLw8WD6vU9/ovfutF34067b8qNr0bMFiy8pkVHt9LbuNV/p2sP29QDMRUiUs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\nxHtIPHOXlZRlzahzTTgeLzVsSe48zRh6qE7drAqD3UlQyWSsQ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pl9voBg0aEBYWRmhoKEFBQYSFhREeHg781xcsy9cvZ+4nDw8PZ8UK6Nkzgrp1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hxJWFgYgwYNwsnJiaioKHJzcwkPDycgIABvb2/CwsKKPPEye/ZsfHx88PPzY+nSpTf14vXq1avM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\nZ8f5HTy2+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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Construct a stationary random model:\n", "np.random.seed(0) # fix seed for reproducable figure\n", "coeffs_stationary = SHCoeffs.from_random(power_global)\n", "grid_stationary = coeffs_stationary.expand('DH2')\n", "\n", "# Determine the localized multitaper power spectrum estimate for the oceans,\n", "# and the prediction based on the coupling matrix.\n", "power_ocean, dpower_ocean = ocean_windows.get_multitaperpowerspectrum(coeffs_stationary, nwins)\n", "cmatrix_ocean = ocean_windows.get_couplingmatrix(lmax_global, nwins, mode='valid')\n", "power_ocean_predicted = np.dot(cmatrix_ocean, power_global)\n", "ls_ocean = np.arange(len(power_ocean))\n", "\n", "# Do the same for the land.\n", "power_land, dpower_land = land_windows.get_multitaperpowerspectrum(coeffs_stationary, nwins)\n", "cmatrix_land = land_windows.get_couplingmatrix(lmax_global, nwins, mode='valid')\n", "power_land_predicted = np.dot(cmatrix_land, power_global)\n", "ls_land = np.arange(len(power_land))\n", "\n", "# Plot the ocean and land topography.\n", "fig, (col1, col2) = plt.subplots(1, 2, figsize=(10, 5))\n", "col1.imshow(grid_stationary.data * ocean_mask, cmap='viridis')\n", "col2.imshow(grid_stationary.data * land_mask, cmap='viridis')\n", "\n", "# Plot the power per log(2) band spectra\n", "fig, ax = plt.subplots(1, 1, figsize=(10, 5))\n", "ax.plot(ls_global, power_global * ls_global, c='grey', alpha=0.5, lw=2,\n", " label='global')\n", "\n", "ax.plot(ls_ocean, power_ocean * ls_ocean, '-', c='blue', label='ocean (measured)')\n", "ax.plot(ls_ocean, power_ocean_predicted * ls_ocean, '--', c='blue',\n", " label='ocean (predicted)')\n", "\n", "ax.plot(ls_land, power_land * ls_land, '-', c='green', label='land (measured)')\n", "ax.plot(ls_land, power_land_predicted * ls_land, '--', c='green',\n", " label='land (predicted)')\n", "\n", "ax.set(title='regional spectra of a stationary random model')\n", "ax.legend(loc=3)\n", "ax.grid(True)\n", "ax.set_xscale('log', basex=2)\n", "ax.set_yscale('log', basey=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The regional estimates of the stationary model resemble closely the predicted ones. The low degrees are more sensitive to fluctuations of the random model given that these spectral estimates where constructed based on a smaller number of localized coefficients.\n", "\n", "To compare global, ocean and land spectra, the coupling matrix can be *inverted* to remove the bias. In the case of the stationary model, we expect to retrieve the same original input power spectrum, because apart from random fluctuations, the differences of the power spectra are entirely due to the window effects.\n", "\n", "In the case of the real non-stationary topography of the Earth on the other hand, we would get three power spectra that correspond to equivalent stationary global models that have the observed regional spectra. This inversion, however, has to be done with care, because the coupling matrix is singular." ] } ], "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 }