{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook compares the NEMO bottom w-depth to the depth specified in the bathymetry file. We speculate that NEMO somehow shallows out the bathymetry." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import netCDF4 as nc\n", "import numpy as np \n", "import matplotlib.pyplot as plt\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load mesh_mask file and bathymetry file." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "grid = nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/bathy_meter_SalishSea2.nc')\n", "bathy =grid.variables['Bathymetry'][:]\n", "\n", "mesh = nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/mesh_mask_SalishSea2.nc')\n", "mbathy = mesh.variables['mbathy'][0,:,:] \n", "#used to calculate number of vertical ocean grid cells at each (i,j) (1=land point)\n", "gdepw = mesh.variables['gdepw'][0,:,:,:]\n", "e3t = mesh.variables['e3t'][0,:,:,:] #grid spacing\n", "surface_tmask = mesh.variables['tmask'][0,0,:,:]\n", "surface_tmask = np.abs(surface_tmask-1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use mbathy to find ocean bottom point on w-grid. This is the NEMO bathymetry. Also look up grid spacing of t-point just above." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "NEMO_bathy = np.zeros(bathy.shape)\n", "bottom_e3t = np.zeros(bathy.shape) \n", "for i in np.arange(NEMO_bathy.shape[1]):\n", " for j in np.arange(NEMO_bathy.shape[0]):\n", " level = mbathy[j,i]\n", " NEMO_bathy[j,i] = gdepw[level,j,i]\n", " bottom_e3t[j,i] = e3t[level-1, j,i]\n", "NEMO_bathy = np.ma.masked_array(NEMO_bathy, mask = surface_tmask)\n", "bottom_e3t = np.ma.masked_array(bottom_e3t, mask = surface_tmask)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot difference between NEMO bathy and bathy on file." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AeiUwy/B3ed0O85baTgopmRYaF9J/1cSSI+v65VpC+qMAvuic+46IfAgAqpZw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BAAAg\nAElEQVSX86Lyv3xNmSC+19HfmFAhVTqhzB18SNQWnP+SWdiB+1Gxzxz883j/LPsfyrPrEzu3yPme\n7G9X9rcD4WLk3B43kMd3Tl/SCRYk/tx1lsHIvpOf/TIMB0W5c6k8d7mK/EZnAf4+PAb7OaQFWyZX\nMjB8I+AGa8nXUn5Xvn18lZEUpSoatav0BjftIGAjd1lYV53/EnbXshs35kKNrbrmY0lmMDq/yM+l\nwJ5GtflBGTnMJeOk8HB7TqJcCjtfQFDIvfw5hMvPuZHN8rEbqMWELM6y+YQB+xncz1JWBFU0x0w/\no3YbQ+dIlU6pM19VJpLVreyyjNwN6ZuPLbu+1GVHduzYkpAUEZFzkWWWmNRN8O+LmJXJ+RdQXgD5\nhqBqMJNsU1tCWOb3OM1i3Poc6a0d9d1rxzNHqhap0impycN9ohnKiesbpN1BX2Yh2olh0VjCsIhW\niRQO7c/nlCLqazPvJy3RGYSXhLjCyY/3wN4wFAk6MNxHvnPIPuF9ywg2Bwmliqh741B1KYzSQ6bc\nItU5UqVXzGZ/qdcdr7mUAUpyTk1uZ2FwB+hjzn5NVKThpPl8TilarrDsgt8a3g6/mMwjLGb3IRcj\nLrPmBm8dc9rDwTvuXCQXIJBzxvK8KUUEUrIJAfbmRc4DL6Na0FlbTLM1qtRHXbtKb3DdbEvIRW0d\no0swZjFsXaZYS6nLbLh+KleoKSo9VhYOjtqJcFFzJrb0g5FzpzOw7T6D3CXbZIKHMgXR3RuEpuuJ\nxkjNfpTi3p12IW3dtfv+jvrvDeraVZQh2Gri0ltu5ZB1DFtsUkR9LtGY0LrzlywSnGKQl4NsRXOi\nuoa0jD4hEZWiJC34DeQ5emUVmdg8sCvEMY9AylzpKkbTM8r+b2rdcEgsXXHk59MuiL1lyl27apEq\nvaPIQohZV+78n0yOD7GtaN5uG3KX5mlYUdiavbdOmr09sAn5F1DsQt4LO995EYbF2xe05BM/KVxu\nn6X0wQz8eX7LHMO3n+xXF5/1fXn2/1LPmFE2eK1Kkv3NIL6tW6T/o6M+/EXNbKQoIxQNlGWWgzRB\nSiCSu49bUo4tQ1n1pgpdVSthUtzDdfLluqQK2HuJCl3fZcSwTkL8SaV1If3vHfXjL2lmI0UZoWgg\nqyqinGi+bEHnnQn7XIrhDEtsjbEIsXv1FKzFWQQnfXBxRbTNeZoZDIvoIqyQL2Z/u8Vr8+J1ud3H\nbuTfRdX2NymivL8mbFDKoBapMlGkuvI4GrSMxeaz8BZgBS/1OGy17UJecDyVMtVZYgFI7udY2QkM\nPIodszDlMVzXbErwUxncdjRVFq3q8TYjrVukv9XRd/DL6tpVlNKUmSMrE1BTB9+8bFl87XsNRgOu\nYrz5ycC7v5O2r0xYAYRFNnSz4ctuVJYqgjcgilb7URFNQ4W0HuraVSaaMi44N7K1KVz38DJGg5tC\n+zLuGk7ZPk7ddxuAl2WPeZ1q7JgsorH1mBz4I/MALzmPgdwF64oov14kolwggJFu3LpuVHddrNJD\nNjr6GxO6/EWZCkIDcRdFyN3I1buc55cBuNXZ13WPSiFwo3Kle/guWBewDFC60NMGadHG3MUsgHJp\njBRFPrcbQMRim2qFuvu+TS1FZYpQIVU2HW1Hu7KAzcJeYL6AopgAHUMuVD4X8ZHsuJfCCup9GJ1f\nlTfnsc/Kgi7Xl4bEHsgtUC5SzviWuDSVAMKli5sjpWHOjLsB7aJCqkw1rqU6IIoKS5NFovk8oew+\nsaAdKZ6+RAobGLZKj8CK3FYM5xVObSOQR9gezbZz26RIuqLuq5Sz4dk+jrlKnR9VukKDjRSlBqnC\n+tZzgLd/Y3R7keUm35eSmq/s8YvwJX8osujbFrCUKN3NmFShDq0HG93cUf+/TaN2FWUiqeNqdEVp\nAcDVFwGDh4GXA7gTeYYiKYoLAM6FP/lBHfHcjdwirXKsrgSrTp+rqI6iQloPde0qSsdIcXItu1UA\ntzxsH9+ZbeM0f/weLk3ms0wXA9uZmDXJ0cHy9VQR7Vqc+Hw6X6r0ARVSRekITp/nihOvO+X5TZ8Q\nyvnU0LxqSuFwFknfOtVTCCeQiK27VQtPKWTKk9arkCpKTXxzci6h6F0gbc6TxZPXcvosRT5OyB27\nDCva92avy7J0RSLsjoNVkyfUeb+i9BUVUkVpgCIx5fXiKUtvYvOSaxgutA3kc6hFbtgjGI7klZZt\nSjHzquIX6xffa2XOs2JMUtJ6ZcyoRaooSh3KrFtdQm5Zuu8LLS1xa6yGBDXUhpT2dWlBlo24LSui\nAyK1iJVG0RSBitIQvlR3i84+rjW5gDx13jysezUUiMQ39dsArOyy7wtVV3HP63L9U/PHRUtZ6ooO\nv38WeTEBoLlAIRXFCUBTBCqKUpVV5EI1i1HrSWYRkv9jVtYpAB8/Yt/LCWNcd7BrpS462/Z/K95u\nHzHhS0nRuB7Y3gRl66Dy+VWElSZQIVWUlkkp6ZbqnmT3Ls918vukiPrmWN11qLJt1/8gMPhiYgPg\ndwW3sQyF+61I9AZEQ5ZuGdTN2xFTniJQEzIoSoNIQUmZe6ySrciNsN0NW8bsuOc1H+xKXkUeubuA\nUSsWcMTrJwiD+zw7JRBaPtNUObuyFqnLZhfT1hMy/JeO+vfXtYyaokw0rlXmiqg7PwrYaNmyKf+O\nYXhu9TCsCPIcq2QeoyXaVmGFF7AW7Tr8Igo4n+nP0+ZLd4jH7PJKFdEqLrJ51BNRpQO+19HfmFCL\nVFEaYBwZduYAXJe5ZaumBXSrtsRIEdGifpBu7pDLW1ryocT+2xBOHlGVzWyVtm6Rvrmjvn235tpV\nlImkzFpI3jfm9i0jbm4QEeC3AmOVZhjpIg69p4zYhEQ1pS3jQIVUhbQq6tpVlBqExCK0nZeTlKmH\nuhB5zeeS9a0ECAnXXvGYXcTMZcVNiyKFSbpsT8PeSMy7bxC4wUMaFTnhbPblL0R0AYAPwf7uDYD/\naYz5bSLaBuAjsFMijwB4pTHm69l7bgTweliv9ZuMMXe303xFmUx8dVKZVQy7asvMoaYg5yYPRvZr\nct5RZnXimwj+77PA5Y2G21fvIWrcrasodUi50TsD4M3GmAeJ6GkA/pqI7gHwOgD3GGP2E9FbANwA\n4AYiuhjAVQAuRpbak4ieY4x5vKXPoChjZwHASVS/KXarmbjznbE50JQ1nJLUNvqif8suF5GpE0NW\nuBRR11XtO5dPRLUaTM/Z7CkCjTFfBfDV7PE3iego7LhxBXLP0K0ADsCK6ZUAbjfGnAHwCBEdh82X\nfX/jrVeUnuBaVHWTugPD86inKxwztj+faxuGrUTfMpKmlqj4mAWwU5yzSERj2/m1KmK6medHlfqU\nmnogogsBPBfAZwCca4w5mb10ErbOMACcj2HRPIH4NI+iTCy+gbuOiErxXEe+ZOa6Bgd62V627uZh\nRdUVUdftWkdwfGtc1z3nbCIlYZGYqnB2zJQnZEgW0syt+4cAftkYc5rED9UYY4go9svUX62ieHAH\n/F2wkbMsOFWWtFTFVwHGtbTrVGvhzxSLWK5zEyLfW9UyVZQqJAkpEW2BFdHfM8b8Ubb5JBGdZ4z5\nKhE9C3lg4CqAC8Tbt8MTL3HTTTedfbxv3z7s27evdOMVZdrg1H8ctXp9i5bTLKyhsIHhqN4l2CLj\nR2AFbwfiZdZS5k15jje29KWuO9wVVLU6wxw4cAAHDhzo7oRjTJbQBYXrSMmanrcC+Jox5s1i+/5s\n2zuJ6AYATzfGcLDRbRiuI7woF47qOlJFyfFZTjJ5faog1LXAfAFN7NpNST0I+NsaWjsrj9nEnHKs\nDUqc1teRvq6j7+R3x7OONMUi3QPg3wL4HBE9kG27EcA7ANxBRG9AtvwFAIwxDxHRHQAegr3ZvUZV\nU1HCyIjTWVhBk1ZbV4nVWUSlwK3CCqBPRFNyCYeqvwDhtIR1kedUUe0JGrVr/hzhxA3eNdvGmLcD\neHuNdinKpoPn9coka2gazuUrke1h8SybnciXgYnH1iKx8wmjzn8qfUIzGylKj5BFsOdh73RnUE84\n+G55V8K+bJW6CfbZ1cyiWjbFX1Xr0/3cA6JSfVF2f6UlpjyzkQqpovQQ6d6tMj7MIBc/fv8Rz36c\nslCyABtsJKvGnBavhSjjRk2ZU1IBVCYFFVJF6RkrxpwV0S0l3wfkCRTWnNfKZEBaxbCLd11sj507\nhd0YzaWrKJOM5oJWlB5RVNM05b11PVy+uqnA8DxnSiHtkEV5OHKOuuj60Z6iCRkURekaGczTRKYf\nYFTYQqLDhcNnYS1QFnM5zylFNNa+0LIZdhVrVK0yDaiQKsoY8QnZDJqr1xmLcpXb3KjaqsW+Y9bg\nHKxAp6xHLSK09EYmZVDLtEdMeUIGFVJF6Rmpy0JC8Bxp6vtnMeyyfRjFqQlTBNS1Rk+juoi6OX/H\nuURIUVxUSBVljDTp2mQrrGiO1LVS15GLXpGIFrV3Hraay1HkLuJVACsvAQaftPvsga1kIdsQO76v\nXmmsrFxqW5UOmfKEDIUpAls5qaYIVJSx4rMgWZyWYIXrNIbz7KaUZYsxByuyhwr2q5t0QQW0PK2n\nCHxZR9/JXf1NEagoygRRNUUeW3jS/eoroh3DZz3K7Sed7bHo3xVj8F6ioflijvY9HTiXimhPmXKL\nVNeRKsoUU8Wqm4N1vwLNlHFbMeas4D2KPMPSHIqX0EgRXcBwQohVtLeMRlHKoBapokwRKcIZ22cG\nVjzvq3Budgn7kJYinz8k0qEk/Y+J4y/DuojlMdQa7TG6jlRRlEmmjFUqPXDSdZoyP1pnWYubBL+o\n4o07z6oiqowTde0qigJgOLfuAppZYpIqcEXrZtlSluyo0iBlPHyvo78SENHvE9ED2d+XRJlQENGN\nRPQwER0johcXHUstUkWZcjiv7bp4vg7rHl3N/txECSmWaBFl3hsKUoot6XnUs01RUjHGvIofE9Gv\nA/h69vhiAFcBuBj2p3kvET3HGPN46FhqkSrKlBBz4a4jT/vHATuxZSgpSeW5RJlv37ICLEV0Nvtz\nP48GFiltQEQE4JUAbs82XQngdmPMGWPMI7D5SpZjx1AhVZQpg0uosfDIyi3r8KcCZKvUfU8KrsAV\niaj7+pxzjHVxfimmO0u0SekZ/a5H+gIAJ40xf5s9Px95zhBkj2MVBNW1qyjTghsZuwPhyFhOvsDi\neQx+12pR0A9g15rOAHhbCSt0DnbcW4etfcptiFGUyEFRXIjoHgDneV56qzHmruzxqwHcVnCo6I9b\nhVRRppTYHCILbEpyepkI3kcVQ0AKfExEi5LPz2LqV1ZMB20lZPjGAeCxA8GXjTEvir2diGYAvBw2\nNwizCuAC8Xw7Ci4VTRGoKFMCC46sjOIGGjHzsEXDU6u8ME0uMymzLGcbwlmWtgG4VseTWrSeIvDH\nOvp+/qLc5yCiywG8xRjzk2LbxbAW6jKyYCMAizHRUotUUaYAKUpSNNcxWiJtFvlyk5Tk721RptRZ\nLFVh2TSGyhjor9vgKuRBRgAAY8xDRHQHgIdgbelriiw/tUgVZQooEiQ34YFkCXaeUs5B8v7u+9pI\nfPAuIlyE4nSBLlyxhm8GNClDdVq3SH+0o+/mrzRpvaIoFSgSUblGcw5WNCG2+eYn12AHh1NoX6Cu\ny45/MvscqwgX7mY4RSAwPotaKcGUF/ZWi1RRJpT9RIXLVFYuAgYPh124Ra5dX47c6PlqXteprl62\nRqWgNtWGzUjrFulzO/pOHlCLVFGUErgiKuccWSAHD9vXQmJ5GYA7I+eoWhO0CvJcu2E/w8HAvmxF\nlw2WUsbElJdRUyFVlAnFtbykEPmE01cwOySibPF1hSvYvvlSWXCcUSFV+oAKqaJUIFY82xWFLlyN\nqeXT3Lb4XKPAsIgWzVc2zS4ARwC8DMBdYrsroorSFzRFoKKUpEt3Zxm2Oc99uWndth+CjcwN5dZd\nghXRJQxXh2mSAdHZtrOI7oYV0VnkNyJbve/2H0/pGf1OEVgbFVJFKUHRID3OQdxdT1lkvbF4rSEv\nSbaAYcE85vxnQgnkq35+bvsRZ/u6OKbPjRtyqamYKl2irl1FScQ3OBdFtbYRxZp6TLYm3VSBvjZL\nofTNjXIaP15K07aLtWhNKbukY0bIOFzsSoD+JmRoBLVIFSWBNkSyKly+rIhVxEWUn8tt0urju+xF\nDOfmjZXBqNoni87z+ci+s6iWwF6tVKUtVEgVpYAUEX0PEeYwXLSwbaFlQQ0JxLXnDD8v2x629o47\n21lsd6M5+BwsoGsAVt7q35cDnxYwOi+s9JTvdfQ3JjQhg6IUEHMRDojOBsiE9mnqvHWJtanoXDsQ\nryZT9fMOiKJLbfYA+AysqBe1oQh17YZpPSHDszvq+y9pQgZF6R0sMLL6iCs6rog2dc4YM8gtRpkC\nsC4y09Ei7Oc+hHZElFkFsPIMYPC10dfuE4+5DTOwEbwpyepVPHuCJmRQFOUUMGR5hqyoUDQrMCqQ\nUgwZdxkK7yOTx89mz1lYWERjgpoqKDKIyHXpMnUrxnA/cKTwRQAOCBHdi3BGI8D2h1Z8UfqEunYV\npYCQhchFpc9FLmBl3KeuVQmkWZYsmPL9saQQKSIacrH6RC1UScZXFs2XTaksPtc54I9KVgu0Gq27\ndp/V0ffylfG4dlVIFUXAA74UhYXsz40U3Y3RZRq+gVyKiMwSJAWpTkq+OuIh2+ZrQ0g028x2JN3o\nsYLewGibVUiroUJaDxVSZdPjs5bmAWxB+txjSEBdIdgN4GGUd422JRADohEXc8i16rtxqIsryGUD\norh/VUDr0bqQPrOj7+cfNNhIUTrHHZw5q0+RdVg0cPNxTwFYeTUwuN1uPwwr0iEhHYcgsIguws6L\nSmGTovpwC+eWQlr02VUslb6iQqpsOljkfPllm6h48i45P3k18OFbhl8PzS92jeyHXchd19KFLS3T\nmBXtC5wqcstCvK4iqUwyKqTKpkJaoKlzfGyV+cQidvw5AINMRF1R6Ytw8NrMkwX7hSKCd8B+rp2w\n1rbsH12eopxljMkSukDnSJVNQyhyNLScYy+Aoxi1IH2RqKlLQvoiHG5fsKAuwYpiqE5pyMosG3zU\nl35QLK3PkX5fR9/3P2qwkaK0RhNZgnjwfxdRUDRfC+DWyHv7QpX+YLFcBPBzu4BBtiZFBiG5gUp7\nMJxUoW/9oFhaF9K5jr730yqkitI4VQU0NuBLIXULY/O86/U9/337+qVKVG5oeYyLCmi/USGthyat\nV6aWMiLKyc/nEM9OtN+xRg+J926DFdK+iyiQC5tMsp8ioovIE8vvBrA9st/eqo1Tpo8pL+ytwUbK\nxBNLKp86d3cK6UkRlmHnThcwnFnn2gkQUIb7rGw5Mpk2MCa8x8W+ao0q0466dpWJQQqmL01eKm5g\nkOueLXqfb61p38XCZ50vAXgK8rWt0kW7G8BjsMnhT2SvVU3U0Pe+UTpw7c509BvY0IQMijJEims2\nRUTd8ltuoFBZq+wYhmtxTqJQzMB+Dk4cvxPDQnoY9jOeENuliEpL/zDyZA7sFr9uAvtEUaqiQqr0\njpCALsBaSadhrdFQoIssDr0N/hJgPPCH8LmE2Ro9jtwCG5eIypzAqbD1fhmAe7NtW7L/PkszZmWu\nw/btJLmzlTEy5etINdhI6QW3EGFAhFscEV0Uj1cxbE2uwWbkYXaI7Rw9y2seZ2FFcAlWfKSIbhOP\n2aJiEZXnB6wVN4mlFVeMOdvue8X2yzCa4YmfFwULqYgqikXnSJWxMCA6a1HugBWnVeQBP4uwFuhp\n2MAezpzjo6pVWGdt6bjdub62p+b/ZVzX7dnj/C4weJ19PCnLeZR6tD5HSh39foyuI1U2AXIwly5Y\nwA7ac/C7azm4SNamHLeYjYvYDUCoT+R7lmFd5McQjmqWbvPN2s+bidaFFF39hlRIlSnFN/C7A/h/\nBHAHrCuWXbQ/n/1G9hMlVwiZZkLl3mIJEXzFtl3kd8GPZWTzZu7zzYIKac2zFgkaEX0AwM8AWDPG\n7Mq2bQPwEdgx7xEArzTGfD177UYAr4edXn6TMeZuzzFVSDcJviUrPngJig7aYZpIc+iD3ej79gKD\ng8MRiG/T72NToEJa86wJQvoCAN8E8CEhpPsB/IMxZj8RvQXA9xljbiCiiwHcBuB5sNfmvQCeY4x5\n3DmmCukUExvw3aUo6qotx4BoJH/tAmz1lqIgqLJrbvX72DyokNajcPmLMebPiOhCZ/MVyIP6bgVw\nAMANAK4EcLsx5gyAR4joOKyxcX9D7VV6zIDIW+MTyAdxKaI8UL+i5XZNGyyiHJjFVn5RBZoNhF3B\nXNUlNXeuoig5VdeRnmuM4RKGJwGcmz0+H8OieQL2hlnZJPD6wtc+Gfjod3IL6Gq1bhrBtRLl/LEr\noq7lGgrkkmtqVUQVpTy1EzIYY4w13cO71D2H0l98btzLALz7O/axugfbo2jO9D7nOQvtNlg30Sey\n577EFPq9KUo6VYX0JBGdZ4z5KhE9C/mN7CqAC8R+2xGIL7npppvOPt63bx/27dtXsSlK14QG8JUs\nWOUO6EDcNvI7iGVpcqOjOajrE85+y7Bz1WWKcyuTy4EDB3DgwIFxN2NqSFr+ks2R3uUEG33NGPNO\nIroBwNOdYKNl5MFGi25kkQYbTQ7sOkytjKIC2j6pIhpKMh97je+sNVp3c9F+sNF32zi0hyf1M9iI\niG6Hve6eSUR/B+DXALwDwB1E9AZky18AwBjzEBHdAeAh2Omxa1QxJw85UIeChyQqnt3hegNi+YJD\nIrroeY2DjDag36eilEUTMigj+Fy3cumEDrTjY0AUtUKLlrjwciPffvq9bl7at0i/3cahPTyln+tI\nWzmpCmnvSFnsrwPtePB9N0U1VH01QmVCDHZF6c2RAqiQ1kXLqG1yigRUB9j+sRvFQUFcrHs7ckFl\nEdXvVFGaRYV0kzIgCi7w1YG23xzGcOk3RiZkmIGd85TrQvV7VcbHmXE3oFVUSDcRbH26NTZloWcd\nbPsNZyA65XlNJmTQ+U9F6Q4V0k0I5208CmvF7DEGe8bbJMUhNi967Qzwno14EQBAxVPpE2WyPE8e\nKqSbAB6UZR7VVcTzsirtIUWyjNhxcNF7pntMUpSJQ4V0inGtmjfuAj6SlVq5Sq2VXjAgKm05cnKM\nucg+ao0q/WK650ifMO4GKO3gcw0OjtgBOCVDkdJfjjn/fbRVu1RRlFHUIp1iYovz3YFWLZju2AU7\nP5363TBuWr9FWBc9L4Vxy6jxcfS7VcaPWqTKhLKBtBR/SrccQVrohbs8SYrobgCPYXg96azzX1GU\nbtDMRtPKxYTBUf9LK7usm3dku34nrTMgwpufnJeZA6znYAviSRZkhO5i9vw0RrMXMa51qt+tEqP9\nzEZfauPQHp6tKQKV5olFiPpciKEBd1xzbtMkALE+dMudubhLXWQKQF/uXXf/aepHpXlUSOuhQqqc\nLZUmkQPvzURjWwU2LQLgLkFa+UHgw1/MgxROYTgLUQi2NH1l0FwrVD7fBuDaKelLpXlUSOuhwUaK\n1xKSAz//X0M+/zYHO/izS9JNgl6XaRNQhsXy41/0V3BxE8u7/Xna+e97jbnu7cDgrXk6wSpLbRSl\nGaY72EgtUuUsPOhvg/3Zn0Za+bQ6LsvYcaeBUN9wqr8ilgGcBPBo4H0+d/3lAD4RON4097VSnfYt\n0i+0cWgPz1HXrjIdxIR1sw3kRX0hX2dXrMxAxfVDfTckVW5sNlv/K2m0L6QPtXFoDxerkCrKNBMT\nOCmeEs5ixMjAIhVFpSlUSOuh60iV3jEgOvs3TcSEj0V0ydnuZi/yzasqSv8509FfOkR0CRHdT0QP\nENFfEtHzxGs3EtHDRHSMiF5cdCwVUqVXTJt4hgjlydX0jYrSGfsBrBhjngvg17LnIKKLAVwF4GIA\nlwP4HSKKaqVG7Sq9oMya1kkhdlPgi7p1l6+4yIjeSe8bZbPRy5JFjwM4J3v8dOSX15UAbjfGnAHw\nCBFx5cn7QwdSIVV6xzSIhPfG4IXAzZ+ygvjz2WeU+8VEdDeAE7BzqW+cgv5RlB7wKwA+SUS/Duud\n/bFs+/kYFs0TGM3YOYQKqdIrJllEi9zSg09Zq5OXsvD+bhYiX4QuZ3u8foL7R9nMtLWO9K8RTpQJ\nENE9AM7zvPQ2AJcB+BVjzJ1E9G8AfADAiwKHil54KqTK2Nks86KAtTrdm4VVZx8portgk9MDuRWr\nKArzI9kf8/6hV40xIWEEEX3IGPOm7OkfALgle7wK4AKx63aMXqZDqJAqY8UV0Uks/cVtdi3Jxez/\nz3k+S+zmQebR9dQWUJQJpJdzpF8mor3GmIMAfgp51oiPAbiNiN4F6zC6CMCh2IFUSJWxMQ2WqPwM\n1/8gMPiifVzmRsBdQ8oWKKdjLMoMpShKJX4BwG8R0QzsZfYfAMAY8xAR3QG7+HUDwDVFiQ80IYMy\nFkIiOomWqEvKZ/AVCmB8CenLHFtRytJ+QoY/b+PQHn5Ck9Yr08s0WJ+SWzyp/YB0oQuJ6DwKJmMU\nZSKZ7qT1KqRKJT5IdDb6dLPxwUxEOX1fWREN3VSwi/c00pL9K4rSD1RIlbHgKxFWlSrWblkX6YDo\nrNDtQDNWo5uAgedJdyJf7hJz8yrK5NDLYKPGUCFVKiGXYlQRslkMi0iKsKWepyhDUBnccy4AOBcY\nssbLWqIclRtqo1wVd7DE8RVFGQ8qpEpt3HJgQO6anIUVHzfZelsi6h7bpY4oscW4WuM4s/AvHw+J\nv4qoMh3oHKmilGYOVkjXkS/nqEKRgBZZn00KURPzlnxzsQ7rtj2cPVYRVZTJRYVUqY1P7NYCjyUx\noXALXi/AXxmlCwF6LYBbkYtolflVCR/nNJpzQStKv9E5UkUpxM0X66NIgELu4Q2gMEK4SfHcn7WD\nBe/Wxo6cI7MX7YVNm6JRuooymaiQKpWRwidFlCNN57PnVauVsLBw2YVQUesmRWQqqAoAAAm8SURB\nVHRAdDaj0G4AL/sYMLgivC8w6vJNaY8bUDQPFVJlmtE5UkUphNdUAvlyjVQBLZoH9QloG/OHA2GJ\nLsNaiYev8J+vTPATv9d9zyLyzxZyfyuK0n9USJVGeBTDlllVoWPL7FyELdAm+QgRjmN0BkdmqC4S\n0VRLko9zCxFW0c3nUxSlfVRIldrIirdXVxDQFWNwmAj3IrfM3CAc/qE2EbIghXDJc8y57P91kaot\nbkKJMjcOp7L/i7AucXXpKtOPunYVJYqcHx0Q1YpqdSuhyIAj9z113bsvB3CnZ3sokla2cwNp7l7p\n8gaGBVgtUkWZDp4w7gYok82sZ1udBPVrsOID2HlKGXDk3vV9kKjyuXZgVETnkQdIAfZz8PFj5xnU\naIeibA42OvobDyqkSiUGzhKRJmEL7qjYtorRy4SXxFQRMd9ymjXk1vCc2M7Hn3f2TxHQY7BRzMxi\n9nyvf/ezNxGKokwOKqRKKW5OEI+6LtfF7P/WEsevaxHKY4ayJVWNrJVJ54/BBjKFEtH7kk4oyuRz\npqO/8aBzpEoS7yHCKeQ/GDmXuYTcwru+4vyojPjlucNQggeeH30vEdYAvMY5Vhkh910AbWcb8lnx\nci5VUwMqymShQqoUMiDCtuwxu1fXkFtuj6Kai1dakTMYtQTdRAc7MOySfWNgfWbqOYHRyNubhbBf\nlG33JZkvYha2HFrqe1ehF6MyzWiKQGUTw+nyTmFU2Fj0OBF7jCKx81mB8lwLKE4TWPX80gLky/00\nbLL9WGStTPPnsi5e24Z8yYsP+bpao4oyeaiQKlGkmLlCyvl1lwEcybalLkth4Q25gqXwFeXx5TJu\nS7CCVDiH+/zswV+MnnsGNhmETJjgCib3w2GEsxbxsTYwXP3GFVXpIlcRVaaX6V5HSmYMFy8RmXGc\nV6lG2VJmqen0Uqu/pLy3bLBR6rlZ6FwxrSt68hwqoMq4ISIYY1pZw0VEBvidNg7t4ZrWPkcMtUiV\nID5x8llgW+F3zcasNPd1V0x4vlLOrGxDsQuZ4Vy5vraXga1F14VbVwhVPJXNxXTPkapFqniJiSjj\nCl0I1zUrk7XHjs/tcNPx+fYdEJ09TyzFXyrsKk5ZjqKiqEw67Vukv93GoT28SS1SZXLwCW1KTVIg\nHMDjRvHGRNp3/pcBeB+aWb6yYgzepdmKFEVJQIVUScJndXHQzaKz3bXkVgPvB4rnNt3cuzHel/1v\nykK8LgtiUhSlLhps1PxJ1bU70fiSKMzCulSl6KUKGid7SGEeNup1IzvfBvJL9G0t/aZS3NyKMsm0\n79r9jTYO7eE/q2tXmVzWAVz/QuC9n0q3IEPW3iKsm/gorJtWCrQ8NrtwVdQUpe9osFH5gxJdDuA3\nATwRwC3GmHc6r6tFOuH4goAWYC1TngOdRTxl4IDo7NIZN2sR4y47cddhqogqSn3at0jfWbxjI7xl\nLBZp40nrieiJAP4bgMsBXAzg1US0s+nzdM2BAwfG3YRSdNFeFlFOHyiTGLjLVNySZPz4NKxb5FEA\nX/Kc4zCGK7H0TUT1d9E+2uZpYLqT1rdR/WUZwHFjzCPGmDMAfh/AlS2cp1Mm7cJou70rxpwVslMY\nLTG2nv257lt+LsWRBfmRwLmuy87l/vUB/V20j7ZZ6TttzJEuAPg78fwEgEtbOI/SAzg9H89d+hIh\n3OJZ1pKyRKUvYqkoSl2me460DYtUR79NzFEAK+f7X7t2xs55SmRZNomKqKIok0LjwUZE9HwANxlj\nLs+e3wjgcRlwZCefFUVRlL7QbrBRd4wj2KgNIZ0B8DcAXgjgy7CevlcbY442eiJFURRF6QGNz5Ea\nYzaI6D8B+CTs8pf3q4gqiqIo08pYMhspiqIoyrTQRrBRFCK6nIiOEdHDRPSWrs+fAhE9QkSfI6IH\niOhQtm0bEd1DRF8goruJ6OljbuMHiOgkER0R24JtJKIbsz4/RkQv7kl7byKiE1k/P0BEL+1Le7M2\nXEBEnyai/0NEnyeiN2Xb+9zPoTb3sq+J6MlE9BkiejBr703Z9j73cajNvexj0YYnZu26K3ve2z6e\nOIwxnf3BunqPA7gQwBYADwLY2WUbEtv5JQDbnG37AVyfPX4LgHeMuY0vAPBcAEeK2gibGOPBrM8v\nzL6DJ/SgvSsArvPsO/b2Zu04D8Al2eOnwc797+x5P4fa3Nu+BvCU7P8MgPthl8v1to8jbe5tH2ft\nuA7AhwF8LHve6z6epL+uLdJJStbgRn5dAeDW7PGtAH622+YMY4z5MwD/6GwOtfFKALcbY84YYx6B\nvTCWu2gnE2gvMNrPQA/aCwDGmK8aYx7MHn8TdnXPAvrdz6E2Az3ta2PMt7OHT4IdvA163MdAsM1A\nT/uYiLYD+GkAtyBvY6/7eJLoWkh9yRoWAvuOEwPgXiL6KyL6hWzbucaYk9njkwDOHU/TooTaeD5s\nXzN96vdrieizRPR+4VrqXXuJ6EJYi/ozmJB+Fm2+P9vUy74moicQ0YOwfXm3MeYQet7HgTYDPe1j\nAO8G8KsAHhfbet3Hk0TXQjopkU17jDHPBfBSAL9ERC+QLxrr/+j1Z0loYx/a/14AzwZwCYCvIF5r\naWztJaKnAfhDAL9sjBlKytTXfs7a/Aewbf4metzXxpjHjTGXANgO4FIi+mHn9d71safN/xQ97WMi\n+pcA1owxD8BvMfeyjyeJroV0FcAF4vkFGL7z6QXGmK9k//8ewJ2wbo2TRHQeABDRs5BeLaxLQm10\n+317tm2sGGPWTAasy4ndR71pLxFtgRXR3zPG/FG2udf9LNr8v7jNk9DXxphvAPg0gJeg533MiDZf\n3uM+/nEAVxDRlwDcDuCniOj3MCF9PAl0LaR/BeAiIrqQiJ4E4CoAH+u4DVGI6ClENJc9fiqAFwM4\nAtvO12a7vRbAH/mPMFZCbfwYgFcR0ZOI6NkALsJoStzOyS5e5uWw/Qz0pL1ERADeD+AhY8xvipd6\n28+hNve1r4nomewCJaJZAC+Cndftcx9728yilNGbPjbGvNUYc4Ex5tkAXgXgT40x/w497uOJo+vo\nJlh36d/ATmDf2PX5E9r3bNiItQcBfJ7bCFst7F4AXwBwN4Cnj7mdt8Nmjvou7Lzz62JtBPDWrM+P\nAXhJD9r7egAfAvA5AJ+FvYjP7Ut7szb8BOyc0oMAHsj+Lu95P/va/NK+9jWAXbDV8j4LKzz/Ndve\n5z4OtbmXfey0fS/yqN3e9vGk/WlCBkVRFEWpQecJGRRFURRlmlAhVRRFUZQaqJAqiqIoSg1USBVF\nURSlBiqkiqIoilIDFVJFURRFqYEKqaIoiqLUQIVUURRFUWrw/wEvMECPTgxjzwAAAABJRU5ErkJg\ngg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(8,10))\n", "diff = NEMO_bathy-bathy\n", "mesh =ax.pcolormesh(diff)\n", "plt.colorbar(mesh, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some stats" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "-85.618408203125" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(diff)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "4.673004150390625e-05" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.max(diff)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Shallower NEMO bathymetry" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "-2.348981674421212" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "shallower_diffs = diff[diff<0]\n", "np.mean(shallower_diffs)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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p0y/pPuB3wO8k3SdpeQEBLZB0naR1kn4laWHds2WSbpO0IV+TbmZWuka7Dv09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\nzCyBk6WZWQInSzOzBE6WZmYJ/j/43oRkIBYaLQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(5,5))\n", "ax.boxplot(shallower_diffs)\n", "ax.set_ylabel('Difference in metres (shallower points only)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Where is the NEMO bathy shallower? How many gridpoints are shallower?" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(15368,)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "inds = np.where(diff<0)\n", "inds[0].shape" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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MRcUARPj6PWt8uL7gycAIRPtPxOd7jwUL7rBCIgaBQAnV1bvjrE1Dc5L53DKy\nOTU1ulKbxXJgWEETH3ttuhF+/2TOPHNEs6m2pmYnYkYsAh5Bolf/jdT39fr/vN1wHNJiHqOpKYe6\nunS8/tZ1625j5sy/AW4Z9pKSnzF8+CJmzbr6oAq/+nrvTzIU9TkDicydjTx05ALT6NcvIWIOsczs\nQJc0vbcnji83FOqPe90cpiHX1Aec02J9auqNFBRc3oGztVgOT6wQ7mZ4zYJ+/3zuu+91tB6ONIl4\nEwneAigkNfVLkpL2UlXl7dLkUBfnCOWIdu3lEcT/6hIMPk5paSFTpy5vntfBICXFK3id9JnZ5vNC\nxCTv9QWvZdu2FPz++c0PKGvXJhEMPt48ysqVPyY9/Qh27XqseVlXML23N0VFxSaYqgTxo3uvWwUw\nABHE0RHSYYYPDx3S18bSsVifcHxsdHQ3x++fzyOPFFNbm4zWO0lJSSMnJ4dBgzKbczdj94kdjLRX\njF5eCTwR60hEmofdZQezUEOkT9gRICuA9biasULM7nvM95dITMynf/9hVFT0oGUxidgFKbp6gYl9\n1eidZZs3b6eiYjcDBgxg4MAMSov/yXb+ZkabjzykOZXXxgC/R9LdIvtcZ2ffyoIFF1shfBjR3tHR\n77XHwDE4HRsdbelgvD7j1rjssouoquqBFPvw1qouBL5AqnONRwKgYhHLPyjLvAE8Xxen+1Rh4SI2\nbJDSiH37QllZLfCCZ8tpiA9con7D4QyTguOPMWrsn/nBnPfBJlZa0KpV1wG9IlKN3GUXIa0Hn6Cy\nElavBh/ne0Z0/OjzEEG8Apho1i3C57uQzMzeDB2aYfN+LZYOxArhwwDpbwxXXvkou3fvQHoaT0Ca\nROxAtKLNuGbJaP/hrcCmqFFdP/PBDuCJFYl7+eV3sXjxJcDJuDW0n/HM2YkKD9GSWMu6buBRIFDC\nNdfMo7Iy0i3gBqzFWjadyL8ZhLiDRK721NjORbTfvXhjBnJyljFnzsH17VssXqygiY+9NocJ+fm5\n/OEPjoa5F0ihb98GtE5g16632LWrEhiHK5jzkECoEBLE9X2ku1M6cBwiBHPJyZlGQUF00NfBJRAo\nobIyiZ49K9m7922k0cXnuD2Xb8CNCh+LNL7wFqHYQnSwWkfM+0Dw++fz0EOrqKsbHmNtrH9XXyvr\ncgkzG7gQsYAchav9iv+3T59PmTPnZ1YAWyydhBXChxGt5XoGAiVccMFCmpqe8iy9BPmJpCKm6x8C\n7wMfA4lVi9BmAAAgAElEQVSkpc3jyitHtesN3DXL5iH5wSOAT4Ea4B0zr1yz3NHgVxPZeWoiogHe\nRJ8+1Zx11tEHpdiE12e7d+8mIJmePY/Yp+hrZ1+vH7e29ivWr29C6xdxmyV4aU3Lj63ti9XjOPPZ\n6/+WuZ11VqEVwJZ2xwZmxccKYQsgAnr8+IDH5Lsd0Z68QnkacLVZ5qeuDt5+u7DlYPtBvKpdTsBZ\nVVUIKcwxHSnW4QOGIRrvciJNsHMRbT0FCdr6ADgV1//5Pzz99HUHRehE+mxLWsyltejryAcLx49b\nguuvhcjIcIc1KK5Ge1o4plJKkKuA62NsfyMihJ3I8sj10njhYiwWS+dho6MtEbiN3rOQ0phHAUNx\nI2pzkaYSiwEYMeIWPvro0QM6Vqzgo9TUn9Gr1zq2bRuM1iLs3dcnwDcQofIscDlOwQ5YC4xCUqze\nAwaazz7EhN4HWIvWB6fv7ciRkyktdUpBtt0OEKQZAkBe3nSKi++P2m+6mWvIs8yJDE9Ezl0C8BL4\nNVnUkkgNu0ijnjQkLnQVUmM8w+yfjlt1rARpvFADJJOZuYfFi2+zWrAFaP/o6M/aY+AYHI+NjrZ0\nc5yCIGKa9iOamt+zxTTwNHxfvXo9aWnnkpp6JH37BgHYtUuhdQpDh6Yza9aEuDf6wsIllJVF1jQO\nBh8nGMzH1cC95tYMRLAuR7R1R3MMI/nRLyJBR+MQgeRt5nAD8XOj949AoIS1a6s9S2L/G4U81wmk\nhSDAp4yKsZ8jgL0asFOQ5AZEAMt1bCKXkXmFfLF8GRWcbfb1E/l3csZaGDWek4J0cCwCFovl62GF\nsKUF+fm5DB48l40b/9ssmYBoVJm4jSNABPLtBINLCQbHs3v3QrOdaLalpTBu3ET693+IpqZ0BgwY\nQFJSNVu2bGHr1j2Ilh2LHp7PTqDV5dDcmGIrsA7R6v6Fz9cDrUsBTTicCfwFEbjnIybskNm259e5\nLM0UFRUTDB7tWRLbH+sjdmtFd3l0RTDHxJ6HWzjjA7M8UmAGg4kMHpVP2ZvecaILnSwHrsFpPQiN\n5OSkM2eOFcCWjsX6hOOT0NkTsHRNTjhhGPBzRCDWAF8B7yKRxi8gQkIipKEayS8eQHSaDPye7dvT\nqaxcyurVl1BaupOtWzOQYiHfiHN0r/DKxdV6fUilp90oFSInJ4tXX72bxsY/EQq9yp//fBdZWRoR\nXqmIbzgRyALuwOeLV1d7//i0+O+4GitRnx2uI5XymPt/i0/ow/gYYzgC2DFBl5r3lnngqalhU13M\nqz2PRSwF5VFjDSY5uZF77z2HL75YaAWwxdKFsJqwJSZTpoylrGw5ZWVLPEtvAK6gZQnMBlr/KTnB\nRsXIM/FxuDWLfwY87tl2GmJevh540iybjNTE3syIEcc1VwOLFib5+bksXAgXXlhEODyCyAeC6zj6\n6K8nhJ0gsq0k07LU41bgIiQQLAxcw6ds4zP2cDzVEePI97/wIjuo4xu4loZqpGRoNWlsop4Gmjie\nlgFXP6Gg4CcArFq1kIoKr8D1AZ+TlLQRrVeTkpLOsGF9uO++KVb4WjoNqwnHxwphS0yie8hWVW3n\nww83Eg4vJ1II34r4iOOlyIBbbcuH5Bw7/s9cxFR6EaK5OvnH5yL9bi9C8n/rSUysZfr0i9usDpaf\nn8v06atNt6kLEW24gd69EygqumXfL0AULaOhI/2sbuS4e21CvE5l3qncG6c05ujRft580x9jjZ+z\nRg1l9eq1VFZ6zcnStjEjY1vz38etLvY4kGwqXvmtwLVYuglWCFviEp1X7PfPZ+bMF/EKBNgGFJgt\nWqbBSGrQteZzCPHVek2oV5v9vkL8n18CxyD+3HISE8s45ZT++1VK0Qkumzt3hacJfUvNORbxUqbc\nZgjg1YKT+JBGQsAvaGkhCLdaGjOyWUXkfqmpcPPNo5g9+1lCoQXNa3y+G7j99vzm77bPr6U7YAVN\nfGyKkmW/kPKRHyNBWnsQE2omosnuQfyvToOFSuBE5F/Q0SAfNd+PwzWhrkP8mGHEtJsOJJGd7WPB\ngps7TMjESpnycTVns4wNfJMvWdlin1TOJ8gdSMqUt0qXlPXMy1sRt0mENKt4KaIWNEwjO7uCBQsm\nNudLP/ZYCaFQKj5fkJtvzt2nWuEWy/7Q3ilKFe0xcAyy6X4pSlYIW/abyy+/i+ef/5hQqBGJ7WvA\nMfvKexJSy7kRyc9NBXZzzDED6dtXs2VLOVu31iHCNsW8fwsRxBuBo+nR4yNqal7q0PNy83cj8XE+\n/dhOBW+3WJdEHo0sJ1aXIqnJ3HplrkCghBkzlrJ+fTXQwJAh6Qe9R7PF0hZWCHce1kpg2S8CgRLe\necdHKPQKkv5yFFLK8lQizdDXIv7f/qSlreXOO/MjNLhYWqfbGSmXtLQJ7X0qLaivj5fvezrwMhlc\nRrUpUiJMo5FG89npUiSRzVlZ85kzZ3KbwtSaky2HA0kdJWlaC03polghbNkvIn2j9Yhv9z2koYIT\nKbwd8fH2IC+vLwUFN8WMZAaYOvUaysoagRyclCef7wZuvrnjBVNrPtoUehKMOEenk9O5JCf/lIaG\n3+EU18jJmbZPAthisVisOdqyX5x00i2sXu2UqZwEHAkMAp5HArV6II+jmoyMeqqqArEH8tBV/J6B\nQAmXXvosdXUtfbs53M5msgnySov90tMv5LvfPXm/g8Aslq5Ce5uj96S2x8gt6RXsfuZoK4Qt+0W/\nfuM9fW5LgCJEEIvm61bW+pgePUI899zt3Uog+f3zmT3zNWOCFt9uHx7jh7zGC3yHIMUt9unT5zJ2\n7lzcYrnF0l2wQrjzaNMcrZS6FXHUaeAj4CdIJM1SJJdkA/BjrfVus/3diEMwDEzRWre8a1m6LRkZ\nPiornX69uUjbwL8gJtoapGjFBmAstbXlTJ26HIjdTagjiZd6FI2T3jR13O2ESMfHMr7FJxxPNb3Z\nQUWLFKxpDBmS3mIci8XikhQ/U++wp1VNWCk1CHgLGK61rldKLUXuuCcCO7TWDyml7gL6aK1/oZT6\nJpKrcSZio/wrcLzWuilqXKsJd1NEEx4FvIKYnxOAIYjgdSODpcCEFK/IyyuMm6bTEcQKAktOvp7B\ng/eSlta7uZ/vwIEZLYSz03QB4DMy+DPfo4bTcfzC2dmbm9OJLJbuSntrwrUd9Jzao+YQ1ITNNj2U\nUmHE3rgFuBuaW8EsBFYi1QouBBZrrRuBDUqpL4CzIEZuh6Vbkp3dm8rKVUgxjeeRnOAaJB3pXaRJ\nwkd4mw60VrCiI4gMJhMaGp5k3bqbkH67T1BZCatXw7vF4zmZ/2ITxxhN+IxmTfh4qrmQt6jMO51g\nEFJToaDACmCLpS18NgQ4Lq1eGq31ZqXUw0jyZh2wXGu9Qil1pNZ6q9lsK+IUBGni6hW4mxCN2HKI\nMGhQf9asGYjkxA5EWgc2IZphMtKUwek7LKSmhlsO1IHESz2SQiPzIpbsYin/4HxCngCsnYwH/sLx\nVPOMrmq3eVoslo5DKXUp0v/zBOBMrfX7nnUd5lZttYuSUqoPcAFibxwIZCilrvRuY+zKrdmWrd35\nEGLKlLEkJZUi/XuPRVKLFNJB6VZEIHs1w2vp27ehw+fpJX7qUex5SVCWyy6W8i9O4F7rQrFYDogk\nX8e89pOPgIuRCNNmjFt1PPBNJA9xvlKq3ToOtjXtHwDrtdaVZnIvAN8BKpRS2VrrCqXUAKSAMMBm\nIpvEDjbLWuD3+5s/jx49mtGjRx/I/C0dTH5+LiNGLKK09CnEDB0GdiEVsn6NCLbzgOORKOmtLF6c\nCNzFs88+2Clz/s53BlJcfB3wlGfpNCS+MBYtNffBo/JjbGexdE9WrlzJypUrO3sanYrW+hMQf3gU\nHepWbUsIfwl8WymVBgQRofwOcve9BnjQvDv1BV8GnlVKPYKYoY8z27fAK4Qt3YsLLhhJaem7iBb8\nOWJ+dgKyluH2GZ6GaMhPsnTp+VxxRUmn+E//+c8twOnIw+1wpJhIEPnpRkY7p6XdQF3dFS3G6GyT\nusVyMIlWfGbOnNl5k+l6dKhbtVUVW2v9DvBHpC7hKrP4d8CvgDFKqc+QprC/Mtt/DDwHfAy8Bky2\nYdCHFjOV4omZi5AA+A2IL/g9YD3wS2AN8DpSWWojEiENTU1ZzJ27ohNm7PiEJyMm9DDQHzGh/wbY\ngfTzvQU4j4su6k1OzvKI/ZW6lrfeWsXIkZMJBCIsVxaLZV9I7KBXFEqpFUqpj2K8zt/PM2g3Odam\nFV1r7Uec1152IlpxrO1/idyNLYcgb9CfCo4hulYybCclZYsReOuR9KWf4vqHg50WJe36hHOJ9FcX\nAt7UKT87d4aZM2cMM2bcxEcfVdLYqNH6Jmprcykthauuupmnn+78vGeLxQIrG+QVD631mAMYdp/d\nqgeDdnM2Ww4tAoESRo6cxJt8B/EygAi0Wcgz2jxGjz6bo49OQ6Kk5+EKvBuA3E4z6U6ZMpaEhOui\nlk5DzOdewqxcuRaAfv360Nj4DaQmjStwd+16jHHjZpOTM95qxRbLvuJrn9foHuDv7b6+Bl7H8MvA\nBKVUslJqKK24VQ8GVghb2sTpe1tamg2chuQA3xOxTWrqjRQUjOGEE4YBfZE84omIqfcU0tI+pKDg\nQB5Kvz75+bkMHrwX8Qn7EbP0ViK14huAMdTX13PxxfN44401xDcUZbNu3SCuvPJJK4gtlm6KUupi\npdRXwLeBgFLqNeh4t6pNoba0yZQpC6ioWIQIsBCu8HI7Cg0fHmo20ZaVLaes7A4cU3Va2pvceeeo\nTjXhZmX1Z+PGCYhmW4Vo6zch/uG1SO2ZZcBAGhuPQPzcraU2PcLu3YXMnbvCmqYtlrbogpJGa/0i\n8GKcdR3mVu2Cl8bSlQgESli3rs58C+FqwbNxhfG1XHDBGYDrK507d4Wnq1DLVoYdTwNSUfW3SFrg\nCiSyuwLoB5QjUd2Oj1sBnxEdPS250E5qUyLBYEfM3WKxHKpYIWxplcLCJbhhh2OB5UAerhYsWuTb\nb5c379MVG9U3NmYgRd8KgS/M5ywic4dvRXL3VyCemtFI9t1liObsjDHRbB8mtYO6w1gs3RoraeJi\nL42lVdavr0GEj1cjXIGkkO8FbgNy+eST6ztngvtIeXk5El8xC9GEFyLp7hci9aMzEJ/xMkQ7/iZQ\nClwEFANJiK/bKcl5K717b6eg4KcdeyIWi+WQwgphS6soVY90slyIq/2C/HREAANs3lzRGdPbZ6Tx\nRLR5eQXwAVK8ow54GPERTwRy6dFjLHV1FWidiOTrVwJrUOpXDB3ak6KiyV1O47dYuiS2lWFcrBC2\ntEpyci1igr4GCWqqRPLWb8L1Cd9KcnLX/i+TxhOnAK8SaV5OAu5AzsXxFb8O/Io77riIM88cEeXf\nHmMFr8ViOWi02k+43Q5q+wl3eQKBEqZMmcO6dXuBPsAw5HF2E2KK7oUEKIkZNytrPjt2LOm0+baF\nk2ZVUXERbvDVB0jN6zNpGXz1GSNHDuG99+a1HMxiOcRo737Cenh7jBzjWGu7Xz9hmydsaYEIrIWs\nW+cDzkYClD4zaxsRofxHxEQ9D5/vGW6+uWtrh/n5uQwYsBcpIpKI5N7vQSK+/4k0C7sc0fD3AAP4\n6KM9Ng/YYrG0K1YIW1pQVFRMRcUApNlBiMi6y0OBMImJ+fTqNZGsrAncc88p+P2TO3HG+4ZESA9H\n8p0HIg8TQ83rFKTzU18knelqGhuHdlq9a4vFcnhgfcKWFnxa/HdE+42dF5yWdgPPP39Ft/ONSoR0\nhvl2NTADqEaeRbchrRf7IDWvnwGuIBh8vRNmarEcYlhJExerCVtasJdGXAHszQv2k5BwMXfeeUq3\nE8AAGRk+pEDHPcgDxY+RqGip+iUpVw1AEaIZd169a4vFcnhgn08sLahBIRWkHAHsBDKVktW0Gr8/\nZqW3g0ogUEJh4RI+/vhL6us1SqWRpPfwHVaxUm87oPG2bQsh2u5W3AjpJCRfOBNINcumALko9RMK\nCn5ysE7JYjl86drJE52KjY62tCBVXUQ9twGLEAHlpPNIN6977x17UH3AgUAJRUXF1Nf7SEkJ8Z3v\nDOSJJ74wkczL8UYuK65jxr2n4/dPNoJ6ERs2VKN1CkOHpjNr1oQWWnogUMKllz5IXd1dwGNI0Q5n\nzBKkRGwCUqrSh0R976V/f9i27dWDdp4WS1el3aOjT22PkWMc64PuFx1thbClBf36jaeycmmMNROA\nE/D53uOcc05hypSxX8ss7QjR1asVjY1PetZcCPwZmA7c32K/rKwJLFw4mUmTFlJRkY1XSKdyOX98\n9cbmeQUCJVx55aPs3p2K1I6ej+QK90CE7hHAicD7SNGOdCRtaSxZWSVdOu3KYjlYtLsQPqM9Ro5x\nrH93PyFszdGWFtx88yhmzrwe8ApG6QkM5YRCWRQX309ZmbQz3FdB7NV49+7dxIYNqezalYwIRi+n\nmffYP89QKNUTwR0ppIM8y4wZbsOIoqJidu9OAo41W0wGRgCPAE1IicotiA98ICKUxwAvkp3da5/O\ny2KxWA4UG5hlaYHfP5n+/b8C8vH2BJZCHWMAaR1UVjZ7n1N4AoESpk5dTnHx/bz5pp/S0mR27XoM\nMXdHE4p6j6SpqYp//KOMeEJ6/frq5s/19T4gjcgeyLlIyc1UpEb0EYhA3gKUIZXBLmbw4CP26dws\nFksb+Dro1Q3pptO2tDennXYGxcWNSDTxybit/hbhlquEv/+9jECgpE1tuLBwCWVlXo3XEb71MbYe\nC1wPXEXLVoLXUVVVhaQSxRbSu3btoGfPi2hqajRCONUz5/HAAHM+o817GhKg5dbCzsmZRkHBua2e\nk8VisXxdrCZsiUlWViOwA/gB8AnwFfBrpP2fG5RVU5PDVVc916KyVCBQwsiRk0hTY0lW51BaWhl1\nBEf4ZgA3Rq1bhpik70cqW/0QaTF4HrAb6WrUG7ffr5dbgQFUVb1ETc2phEJ5wC5zjFyk6Ei6eS9H\nwjbLgToSEx9m1Cg/eXmFzJlzbrdMw7JYuiSJHfTqhtjALEtMJDgrE6hCqkxtR8zQ3v67NyKlHnMZ\nOfKm5jrLTtlLN2hqutne67+dBByJpEA9imiiw5F83THmOD7P8cYjZmK/eU1HfLivInWsnQjubUAB\nruZbiJSl7IXkAKeZczkap/qXRH1P7PL1ry2W9qLdA7PObo+RYxzrHzYwy3KIEAqlIVWl5iH1ouch\n6TyFwHpEqIVwhJ3XD9syaMoHnEOkaflqJF1otxmnHliNaKkPASnAnzwzSnNmZt6dQiK/wM1jXgt8\nH6+5XJanACd4jn0Xbi1sgIntVv86Ov3q60aUWyzdEitp4mIvjSUmPl8dIswWIcFKFyIm4AykrOMy\nxEcsNDa6AVbih/XiCmsxA+8CcnB9sl8hftswoq36gJOixqgz72MRDfy35vsKpKvTXrw+XZcw4gOu\nMMeuAo5B6kR/glKajIyPue22/zzo9a+dYLSyMtenvb8R5RaL5dDG+oQtMbn55lH4fDciGmsOcDsi\ngCsRrfhcvP2EXSEJKSkhIoOmHMGZa/b9LrAGMR0D/BzoacbJQTTX6KCrUcB1ZoyTEfO0U9d5EmLO\nfilqn2mIaftqREj3RTTqz0lK+pKRI7N45ZWb2Lv3Ty0EsN8/nx49xqDUOJT6ET16nI/fH51K1ToS\njDY7Ytn+RJRbLJZDH+sTtsTF75/PY4+VUFm5GxFyCYgmCVLmMR2JUq7gxBP7sXr1E4BogBdfPI/G\nxm/gmoDnA6+ZfTQiVJ3AqNVIetD/ISbvRxFt2FvZCsSknWKOvRMRqI7WPQZ4D/ETVyDadQgYhDw8\nnIhSxZx44hAGDcqkoGBMTG00ECjhx+NuopbjEB+19/jXAl+QltaLY48dyKBB/eOal+UazKexsaWP\nWalLOPXUvsyadbXViC1dgnb3Cf9ne4wc41h/634+YSuELW0yYsQNrFkTAq5Beggr3HKWe4Cx5OWV\ns2zZrOZ9cnLGs25dJpFlL09Egqt85rsjxLchQvgfZu8SYA5itu5h9s9ENGGQKO0MJLd3CBJBnY4I\n3USzfT2iXSsgGZ9vF/fcc26rJmc3oGwbkhfdslqX5EwvQUzfF6HUIoYOraKo6KYIgZqXN53i4s/N\n+cYaI4fk5M+5++7R3aINpOXQxgrhzsOaoy1tkpyciARQzUMipLcikc1HA7eRnFxKQcGYiH1qauoQ\n7XkxIrjnIcU+xiNBXWmIsKxETMXpuKlKuUhQ1jeQtKS+wGCzPBdJWWpEBHEy4t91WhSm4pakrCY9\nXTFyZAYvvfTzNoWdG1CWRfxwiVTz/giwAq0XsG7d8UwY93hEmpb4xXvTMoVqmjn/2TQ0DOOBB95o\nkd51IAQCJeTlTWf0aD95edMPypgWy0HDFuuISzedtqUj2bJlEyJ8MhBz7zbE5FsO7CQcrojY3u+f\nz9atGYigLERM2OVIYFQuUjZyHiKkGhFtehAS3XweIkTrkIpdkxHNuMiM5W07WIk8EKQgfYEdwewj\nOTmJu+/ev0YTW7ZUmznVEa8QiFMtTEhsfq9mMXPnFjZrw+IX74/4w73zPhcJJpP9GhpOZMaMpV+7\nBvekSS9RUfFI87JVq25jwQIbAGaxdHWsJmxplUCghK1bUxCzcTnwBSKIshChOo9w+NSIYKPHHnsT\nqdV8NZKT+6jZdgViinXMyY8iwvh8RKB+HxHyPnOMZcB/ISbdHCLTiqaTnT2U3r37IKUnhwBHkJTk\nY+TIDF544bb9NvOWl5cjwncU8DEttVgnMMwhHPH+yfK3mKnEEjZlyliSkz9D0qhmIbnNs4AXEf+1\ns184Ir3rQCgsXBIhgAEqKh5h/PjfWK3Y0jWwxTriYjVhS6sUFi5Bft39gSuIbi0ojR2uYPPmF5qX\nVFcn4ObxOpHMTppQIiJgdwAXICbrOkQbLkU0Uacq1yJEkDuC7xJEqPcHHuT73x/BFVfkM3fuCoLB\nAaSmHhE34CoW0Q0lqqtrEEGvkaCwvwPjEE27xszXEey3IlW8puGkavk8dbDz83O5++7V3H//i4TD\n5yOWhCPMtcg1+1UAE2lsLNqn+cZj/fpY9behpqYnxcX3W63YYunC2MAsS6v06XON6UKkgWykwpVT\nHGM1ErE8mbS0C6mt/TOBQAnjxv0K+AtiRl4BrEPMx9mIaXo3YoRJRoKvUhEfbgNu9asaxDTtRFB/\niPh+HzQz85OV9ckBV7iKzOEtQR4YdiGmcqfVYbWZkzLn7wSJ1SCC+RREq80lO/tWFiy4OGYv4wkT\nfkV1tUICydLMufdGHjCWkZj4Pn/+87QDFpJ9+05g165Y1+EyxCdPREUziyWadg/MuqA9Ro5xrJdt\nYJblECMUqkGEBUjRjl8jtaS3A1MQzfAn1Nc3ABLcJEFW1yMa3yzgGUTQNiCVq84EjjLfs3BtSZmI\nkKpDtN0S4FPgI0TYOQIYIExlZYiMjMsZOXLyfptci4qKPTm8xYh23wC8i1ThGm7mBmKKz0R8zo2k\npCSRllZPRsZa+vR5ipEjb4opgEG0zyVLfoFS2cDdZqzhSKDZCuATwuFp+5U77ARhDVGj+YY6k4Zd\n64gdAJbe/O3rmrwtFkv7YM3RlrgEAiXU1e1BtMRrEN9srXltReo6PwIkolQy4EQFD0OCrCYgGqRC\n/L1eH20hkkZ0LWJ23o6rGYeRqlZOtavSqH0dE/Dn1NQ8S2kpjBv3E449dl6LVKF4RFb1cj4PRoqI\n/BqJyN5r5lgPpODz1fPSS3fst8aan59Lz54z2bPHCUb7HLEKlCPXJpdg8PW4+0ebzcvLe0b5gC8B\nNhIZACambpeG/ZqzxXJQsZImLvbSWOJSVFRMOHwMIjR2I8FTIaTxQX/kZr8egLS0XYATFTwW8a3m\nIObr5cQWovNw045KkFrSAxFB/AGS57sTKUs5HrfBw7lI2pNXGP4v69YVMmnSS/vk/9y7d5vnm7d/\n8TAzhzeB03EbSvyehITaVseMVydaHmZSEE36COTBwonwnghAVdX2mOO0FLrTaZm//AJSNQzEctCE\nG4kOMI0hQ9KxWCxdDyuELXERbXEworHtQH4utcAGRNMKApkoFeb22/Px++dTUvIPpPDGaCQSeDUi\ncPKRYKdMRIguQ6KQb0O06Vyz7UtIsFY94j9OQ7TpSuDfiC/2PSRgKjr6OZGKikciUoXi04BEOz+F\nPDTcgzwwLDTHc6K5E5H0KE1Dw1nMnbuieexAoITCwiWsX19DXd0WGhoGo/X/Nh9h1arbGDBgERs2\nVNPQcBaiZX+EPFwcgwjgXGASpaUbyMw8j8TEevbuHYLWTveoaKEb7192MBKBXWLOYQVS1jNMdnYF\ns2ZNbON6WCyWzsAKYUtcvvpqHVKQwxsZfQNSzaoBCVTazYwZEnUxa9ZKmpr+AzFVlyNpShsQM3Mi\nojU73ZCc2tPXIqZuEG07EzHVOpr2R0A/4Pe4LRGhpQAGJ1UoGGw7V6FnT8f07GjYZcjDQDrS+vBT\n8zkDEZoTgRVs3lxlhO8iVq3ShMPxhKWkCVVUOCZiR8sei5jfv0BMyFJRS+sRVFdXIcFg3naRsZph\nxMJJl5IHhKys+YwYcQKpqVBQMNFGRls6l26aPtQRWCFsicu2bTsQjTQDEcBOZPRJuBpukAdnvkY9\njWjOQASRE238hBlpPvBXJF1pEyJ8HjdjTcQVxrfTsgvSBCI7KC00n71tEcFNGYLU1DBtIWZzRyiu\nQALGNiGa9m5Eyx+MPBSMwekatXr1L7n44j/Q2Jhszssh3r+SI4DHIuZ2DSyImvd4xDR/XIxxooWu\no7V7z30SbvAc5OQsY86cyVbwWizdACuELXFpauqLRDVvQRrff4jbcjALye0dRpAnEGHq/Jycm7+T\nH1wO/MC8D0b8vcPMNk8hQrA/8CyRQvgGz3dv+8KHEa36AkTLPhIn/zY7+1YKCi5u89yCwc1m/rWI\nBo5GnYYAACAASURBVOxwK6IBj0b8wr3N/M4184PGxt/hau8OrWmoY82+oxETvbct5HizrDdy/doS\nurmIVeAmXGvBSKP5vk5qapiCgnOtALZ0LaykiYu9NJa4NDTsQXoHLyR+jnC52Tq61KMjBJYT6V9d\na96ddCNHa34Q0Sx/hBvhq3HNzvMRv3IfxKTtRC/XAutJSSnixBOXcv75J1JUVMyvf/16RHCUl0Cg\nhL//fQcivPciGnQiovU7jSDKEcH4idlrp1meYr7XR12tWBqqE4Dm+LudSmKbkFzjGuQh5DokTSoU\nY5xcYK6Z4ymImfxnRFsMRozYxsqVfiwWS/fCCmFLXPr00Wzf/iyi9c1HNFBHg5uC5P9eYbYeBayk\npQD5HSJoNBKMdJNZ52i2jjC5CNGys5E2hKcgRT7yEZPwcebzZryCLilpEiNGwPDSpWx+P43Z71cR\nYlHz+teLr+Zs/ovvs517TYGYoqJimpqyEBPuclzzcAmiFdcA75tjHoFrjt6IRDhjroETVOac6+9x\nNdQPzLyd85sMvIH8y52JPGT8w1xPZ5uFuGZ/x5f8ASKYtyCBV9NpabLfNxO8xdJpWEkTF1sxyxKX\nfv3GU1k5Cvgb8l9UjQRJDUVM02OIDJCaDzyHCB8nGKsnIrA+RoSaY0JdY7ZzNMowotUmIAJbI0K5\nBvHP9jNjOvnEKYipW8zQ6ZxHHYk08UqMM7kIxQ4SgATSaSTN7L8UEbzzcNOfBiDR1xXmezoieHuY\n1xnIg4ATSZ1qrssu834yrh95rtn3VCSyuwZ5yHBaO9aZsfqYcTaafXsQ2f5xFXA5roCOLB2akzON\nOXOsCdpy4LR7xayr2mPkGMd6uvtVzLLPJ5a4ZGT4qKzcjLQVdEpQliH+2CAiQLy8jwi3NESYDMQ1\nLSch+b6ViIC9BTc/2KmdnOJZDlKEItm8fIhWmoMI9Kl4NcIaRhL/53wqmg8IcyJh8hDtdRRuihJE\nCjZHMDsPBj0RH3gQt6vTUtwOTkmI5u74v7804+5FfOCNwJ2I0HavSXLyJzQ03OM5jxLEd+z4vkFM\n2icj134HMJ+UlCoyMiYwYEA2gwZlWh+wpetjo6PjYjVhS1xEE47252Yi5tv5SI1lp9ZzBiKAkpH0\npXpEKCYhAVBNZpsgUiXKhwiwbESbBXgAEXjDEUG/AxHYQXMcH6IlpuJGXjv4EZ9qdCELENPuRkQI\nTke0XI1o16vMOVWac3RaGWpECDv+5xokbzls5nIcrtD9wJx3k5nDQNyiHC/i1oxuBBI45pjBnHBC\nNt/+9gCeeOKLGNWvmhDtebs5dzdlyWq9lvag3TXhie0xcoxj/d5qwpZDiOzs3lRWLsQVAo7W6vh9\nRyACej2i/R2J6z8OIz+vvYggSUGESxZifnUE7wok7zjbfFeIOdhpdNCECLQ9SO3lXCLzhR2coCZv\nFDW4wVGPm+9OAZK/I+bjoxF/60lIla/+uCbzAYh275jAj0HMwyWI8N6IPFjcgfiDJ5pjzDPn/TkS\niOX4lXOBQk44AZYtmwXAmWeWMGPGTaa2cwNDhvTlggtG8vbb5QSD/dm7dxNK3URmZn8b+WzpvlhJ\nExd7aSxxGTSoP2vWNCLa2dGI1peD1HK+DBGYtUiAEriVmk5AhNhmRGucaNY/hviTvRHEL5r3FKSv\ncLEZN8EcKxMR8hoRdLnEjkTeAjwNnEbLEpfP4DYzcCK4He09HRGiy5HGDcsRrdrhWkRjvga3/KZj\nkp6HPFDMQ/oZe03JTkR5y3xeb53o/PxcK1QtlsMYa462xOUKlcliLkHzLSQ4qxYRkE2I2TYb0Sa3\nICbbVEQDdAKrahHB5vXx1iKCyxucNNGsX4pERNchwjHFfG5EzNQ/QNJ8huMW1qhCBPV4pBKVU3UK\nRJtORPy/7+GmWS1EAql8ZtxKXDN50OyXipjSjzHrtyJCXSHm5nLENP4cbprVIPPZCbJKMdfJOdd6\nYAF5eYXNmrDF0hVod3P0je0xcoxj/daaoy2HEMdTjeTJ7kE0vc9whVY1IgjTEbPtNYgWPBh4B9Fk\n+yAdiV5ABOUtiDa7EzFdlxPZaOAZxOT8INLq8GTE7Ptb3MCwWjN+T7zR0VJkw6ka9ag5tjJzfA15\nKNiE5NlWI8K2EfH1puNGZachmrybE52WVsWAAcmsW+cNUNuKaPrjzP67EdP1YEToDiWy/KSYxdPS\nbqCg4AosFosFrCZsaYWZSjGTS9AkIFpgf0QgZyMCJxkRQA24gudLRCt2zLfeAh/vme0nx1i3FtFY\nP8SpAiVabxOiDSfjaqsDEEHqmJbdillSZas3UnO6l9l+O6K9OrnKThoSREZwr0eKk3hrL4cpKBgD\nwNSpyz09iKFHj7EEgz6amtKBWnr1qiMnZziZmf356qtP2LQpSEPDECQQrBdpabu5885R+P2x6l5b\nLJ2H1YQ7D6sJW1pFU4u09KtAAox2Ihrs8UTWQHYoRIKQ5iNCcD4itL9EzLFHIGbnL5Go4hREuPrM\nuKcgAnIzkZW23jbbhhChmohosU7VrMcQrbsJMY87rQIHIloq5r3BnEuF2W+bGfdIRADnkpBwLQsX\nxq69PHduIcFgohHO01v15wYCJcydu4JgsLfZ/grr/7UcnlhJExerCVviEgiUMG7cL3AbGWQjfs+V\nnu+xmihIs4PIyk6FiAAsRSKkkxGh2IQIyk24BT6c/1iFCN0qc1yvefdKRHgPRwTpHrOtAgrMNvMR\nQZ1gxkxFfMEZSO3qAbiFNxxh/wGXXTaMZ599EIvlcKHdNeGb22PkGMd6rPtpwlYIW+KSlzed4uLt\niOZZb16piMBLRIRbDySAqRaJIu5NdG6r2+UnFxGMJYjwrTZjpCBC8njc3Nu1iBl6sDleJW7VLCeg\n6wxSU1cQDqfQ2Ig5rpPfe4Z5b0CKe/RCBPAIpPzlU2bOu838M4EqEhIqCYf/dRCunsXSfWh3ITy1\nPUaOcaw53U8IJ3T2BCxdl/p6H+IHvgXx0Y7ArSLllFYMI9pmAyLQdiCRwf/P3pvHV1Xd6//vnXkm\nBIEEEJEoDthaU+3w+94bqK3EirNF1LZiK623UqHaW7UoGsVeW9tahUrbb+ngUIfaWdMqaS2kvd/W\nWkFlcAQBwYQhJCHzdPbvj2ct1j4nBwTliIH1vF555Zx99l5r732S/aznM54HTEO+4QpsByL5gx8G\njkJBTUcgEi40x/0dqeVGs22n+bwf53cuQRHVV9LV1Utv78NmzBOA3wNnIJP2SvMTIhKeasatRBHS\nH0OLihJzTWeSllZKTU3d/rh9Hh4eHm8Jb6n32C3Uc3cK8SUdbX1o22c4H0UiNwAfRzWhsxG52gIV\nV6Nyl7OQafkInLl6LiqAUY8IE0S8Oci0HCDiLEaquDpyhlcjM7VFNH/Y5vJ+04y1Bae8bUeifpQj\nbM3nT9DXN5w5c54E8P5bD4/9Bc80u8VbmqODIDgGyQyL8cjB9wCKsDkCWA9cGIZhsznm66jKQT8w\nOwzDJQljenP0IEBNTR3Tpj1IZ+clOJ/p80g1FiD1m4fMwJ3AhxHJvoIUq608tRmlBo1BJuFCZAI+\nGkfUc80+xUhZb0LqNR+Zo3txjRsycRHRS4gvVWlTiFab/YcghT4Jl+50HWotmGOuoQj9Wbua1D6X\n1+NQQsrN0V9NxchJ5vruQWiODsPw5TAMTwrD8CQUJtuByhxdD9SGYTgBVXK4HiAIguPR0/F4JC8W\nBUHgzd6DEFOnVnLuuUNQw4NW5Kc9DZHpscBjaB32e0SsKxGBJjamb0HBV8chZVuC6770G2SW3oII\nEETOE82YITJdVyPFOhG1UbwHVz0rmv9QiQK1StDa8UdIgW9GecfTUS5wGSJzmx+8Ayl6qd+uLl9x\n3sNjvyHjXfoZhNjX0/4E8FoYhm8EQXA2khcgB9tSRMTnAA+FYdgLrA+C4DXgQyjHxGOQ4aWXWlEk\n8WpEWH9BRPs68CmkVAuQCXkISkE6CSnSduQjnogIrw+Zi29EZuJ8pKC3o0CtH+CCpfpxLQQbUUnK\nb5vxo2bi3yJytf13bb7xszjTtN3/bnNOK0muxE/fNWpr67a3ecc8PDw89h77qlAvAh4yr0eGYbjF\nvN6C7IPg8k0sNhHvuPMYRHj99XZUweoMpGh7EEHGkBm6FUVPn2e2rQD+hszGtgLVt5BirUf+5duI\nz98dgsjXBmHFUCR0GiLdY1E61CeR7/liXNDXTqSq5yO13GvOYQbyQ59jXj+CU9q95ryfQ+Q+nfiU\nqrm8/HKjD9Dy8NhfSH+XfgYh9loJB0GQhSrsX5f4WRiGYRAEe3LyegfwIEUQdJtXV6IqWSOJbyxv\nfbB/Q+RcZPZvQ8T5YZxK3YiIcRXy/U5AKnkF8FlU+7kd50cehczOFrMQqT9k5v0dcG5k/FVINQMs\nNGNvQqS71Yx1NlLJAVoUbEVBZt9EhNwAfI329kpuummWD87y8PBIKfbFHP1J4NkwDK2dbksQBKVh\nGDYEQVCGnmagp+fhkePGMLD7O9XV1bteT548mcmTJ+/DqXi8Wxg3roCmJtse8FJcp6T1aE2WiUhs\nKs7POxf3tUdLNJ6PFGhHZNtq5L/9Hi5iuQz4AyLJTyFF3IuIvQIRb575sfnIzYigD0O+3U3A02Yf\nW1azBy0eQGo72/wMN9f2BFovinjXrGmlpqbOE7HHQYelS5eydOnSA30aHuxDsY4gCB4G/hSG4b3m\n/R1AYxiG3wqC4HqgOAzD601g1oPIDzwa+DNwVDQc2kdHDx7U1NRx4YXfoaMjDdclKRr5/Coit4lI\njdriHra7UC3wGvL9piMSDs1rWyRjKPIrv4r8u9vM6wxEooH53YqCu6pQk4ZMXHEP2wiiDjWC+FFk\nfluPOhcp8DfMOGuQXzgaxX0Zziw9j6oqfJS0x0GPlEdH35SKkZPMdevgi47eKxIOgiAfFfs9MgzD\nVrOtBD1pxzIwRWkuSlHqA+aEYfhkwniehAcRlKo0n87OfrMlDynIUuRPBUVQ56CSlPU4Uu5Hajcf\nqVGQau00n6UjAs5FAVpp5v0WRNa2BaCt0IXZtxf5qPORqrWVtzrN/tmI3EOzTxeqDf0ESoUajgj/\nj2a8NOI7Os0CplNc/BMeeOByr4Y9DmociiQcBMG3UWpGD/KTfS4Mwxbz2R7TbPcnfNlKj71CTU0d\nM2feS0NDE1KgxbiOSpuAU1HFqttxZFmIi0AG+B/zOwMRcmj2TUdEmolShQpwDRqyURpTHSoU0maO\n7UYquAKR/usowGsi8CgunzjHHDMWBXmdhvzFrWb/YqS6wS0UuoFrESHPo7w8xt13V3ki9jhokXIS\nvjUVIyeZ66Z9IuHTgL+EYRgLguCbAAnW3FNw1twJYRjGUnHOPn/XY68wdWolixfPoKCgC5HvZmTo\n6EV5u1eidKGzcD2Gm1HQ1QIUnTwXKdFic2wW8D6UAnUqUrHHIZL+MooBzELBVD9BxNqDVG0/CqJ6\nChH3F1Hg1auIwJ9A1bCORQTcgszijyByzzPHNaAQhuPM/mNxBHwFcBpr136DhQtr98+N9PDweE8g\nDMPaCLE+jQJZIJJmG4bhevTg+FCqzsOTsMdeY+rUSj74wQ8hgrsWEdsbiCBnoTSl54HJiIQ/glRt\nC2oveBdKdWrFkeCzKGp6NQqqusuM9SQiwoeB/zZjdCLy7kAqtxdFQ29EgWOzzH7W7F2JUpd+hKtX\nfQ+Kura+6TYzxhZzHa2I2D+FAsWkfpcsWUV19aJ3eAc9PA5RvPeLdXwe+abgXU6zHaQ1RjwOFFRP\nGkROH0Z/r8tQsFYtIq4VwI8jR52PCHMUIslCZEIei3J4o+lOtsAGKPXoJfP6Gpy/9gKkdnOQqh2L\nC65ajdw8NqLb4grg0+b1pUid5wLjUGD/JmSGtuQ+m2hRkDDM5tZbnwMWUV0djfj28PA4UFi6Tj+7\nQxAEtchnloi5YRg+Zva5AegJw/DBJPtZpMx/6n3CHvuEmpo65sx5krVrLWk+SXw/3pUohm8Eyhlu\nQybkGyP7vIjIzyrQXpwPtwMXfb0NKets4ptFvIaI9ySgBq0lrV95CjKVjwb+inzENu1pCSLeElz0\ntZ03hhYIY9BiIdonea451x+Rm3sOHR2/f2c30cPjPYaU+4TfpfbcwXX7Fh0dBMFlwBeAj4dh2GW2\nXQ8QhuE3zfsngJvDMExJj1OvhD32CTY4acaM6TQ2liGSXInIbASuKtV8RKjDkMJ8BJl6dxKvam9E\nflmbat6JTNe2CJsN5vqeGb8QuWz+jBYBQxF5VuFykqchf3QPqoqVZ353IQ9MCSL5elyqVDf6d/iZ\nGXceWkzY85VPuLMzy+cOe3gcBAiC4HQUCDLJErDBH4AHgyC4E63mjwb+lbLz8ErY4+1g8uRqli2r\nRkU6PkC8Gv43MhXPNttakd/2K+boaGvEOhStPIF49VmFiD0PWYImIYUbPW6BeW1TlT6AU73PI/Nz\n1NR9L8o5bkd+4zfMcR9EqjsxtcrmDdtWh5XAWVRUjOXZZ6OVvDw8BjdSroS/m4qRk8z11X2Kjn4V\nPQh2mE3/CMPwSvPZHtNs9yc8CXu8LVRV3ciSJbcBM5GKHIcjr5dQa8ANiIwbEBGXIbOvjU7ORa0N\nMxE5xtD/RJvZFprxbMtEq1ZtsFcfMnnvNGeVH9lvCvIPv2G2lZpxG3Bmchsglml+t5j5is2Yacjk\nbZs8fBFoJJNeesI/vON76OHxXsGhSMLvFfjoaI+3hdmzp1BefgMKcrKLyVdQz94YIrljkXk5H+UP\nH4PU8FFI5fajlKYR6E+xBxcB3Y8IPB9FKj+OyHK8OQNL0H3IJA0i9zTz+3Fcs4luFHj1unkdQwuA\nabh2id1m33a0IEhDC4QVKKL6AlRMZA69hL65g4fHvuC9Hx19wDBIT9vjQMP5hu+hsbEFqeCjEflm\nI5XZhlSrjYC2JutMXKnxJ5HyHIWqb92HiN1+FjVR5yCy/BiKyD4OEedpKEf5PKRYL0D+6Fbk++1C\nPuILUEGR+4B1wJ8QCdvz/WDkHFvRgiIjYZ5HgJEsXFjr/cIeHh7vGN4c7fGOIN/wqag9YTZSxV2I\nLItx0c59yNxrTcofQ12Z6pHytA0W7BjWZ3sYIt8jEAmuQnET4EpVWgKP9gVehfzAGYiAz8AFbkXT\nlaJR3U1Iedvex21mH0vUuWbfy0hPv4f3v38Y8+df5MnYY9Aj5ebou1MxcpK55nhztMchBuUNVyKi\nSkckW4gUZ7F5vxEpyy5EpEXIX9uDyk5ei8zUtu5zH1LQn0LqeqaZ7SlEmvkoWOp6FOkMsBgV69hi\nzudKVKAjDxHwaqSwZ6EgLFsMxPYhHoIWC48Bn0CEW4nM32PQQqAA2+Chv38CK1Ys4rzz7qeiYqY3\nT3t47Am+n/Bu4ZWwxztCTU0dn/rUQ3R1XYyij9uRoixApNqJVGQxLnBrJ46wbSOIVrNtPS74Khv5\nmnMQmU5EwV3PmmOi/YyfM2fUjVPSZeaYehQkthkRap95nY8rhdmCFHC+mS/dfNaNfMbR5g5X40zf\nAPPIzd3Gtde+3xfy8BiUSLkS/n4qRk4y15cHnxL2JOzxjlFRMZMVK8qQn7UFqcp+RJSvIHIDEXEn\nMvN+CHjGvC80+3Qh1VqH1GouzkzdDhyPfLwvoSjnQvN5OyJLm0ecjUzQlsD7ELleiTNZP4sWA7YQ\nSA+uWxOI9LNQkQ67KMhH5vVonjNISVeTmzudRx+d5c3THoMOKSfhH771fvtlrv8afCTszdEe7xjz\n519KTs521Mf3DER6pUjVlgG/B76KVOgvkRm5HxXyKMSlIJUis/GxZvtE85OJiLANEf3RqGRmHmq+\nkIPMxrPMfJmImL+OAra+hgj+/6IiHKej8pjZ6F+gy5yzJWCrkGPIXP0Xcw05DCRgzLVAZ+dxvtGD\nh4fHPsErYY/9gvLy6axbByJB2z8YpDZzEYE1mddFiHgPQ1HSE5DitEU0bA/hxWaM6Ygke8z7flTI\nxkZgp5ltWYisRyDFut2M1Wbm3Grmr0DpShtxZSsLUarTRFTesg2RcL45BnMOxxEfsR01Tc+juHij\n7z/sMeiQciW8+K332y9zzRx8StinKHnsR/Qg0pqHizpegXyqc8w22ywhB5mMT0P+2eh/qY1wBkUy\nT0LmY5BaHo1LUXrJjFmIiLbb7NeLyxkuR6rcNox4BBelnYPKY1qfsE2letzME21EMQ31/v4Uiuge\nQWJUdnNzLXPmqLiOJ2IPD4+3glfCHvsFQ4fOoLm5DSnfPFzAUweKYD4aKdd6ZDYGWGQ+jyGiPhqp\n5W3IZ2xLUK4APovyezch8rQkmmvG7cH5g9vM52PN9jYzfgfO1NyESLTVjGNN2AXAo4j8N0TmyDBj\nlSLCbkVEbEtlnka0vGVV1TyeeGL+O7qnHh7vFlKuhH+WipGTzPU5r4Q9DlEEQTdSu/fi+vU2IIIF\nEekwRIh3ImI7GpHsMhS01YBMviAitk0WXga+iUi2GOeTrUGBXTmIHBvN70xUO/pNM08/+lMfaY7r\nMvM2I0LuRUFc43Fdz2xrxDZk1rZBYmuRb/sotCB4DpXsXIQL/ILNm1v36f55eHgcmvCBWR77BePG\nFQC/Q+beHebnaOC/Ub5uMSKxGrPflxDpXomU8WFmv9mIIEsiox8FvM+MGQBPI7/zSFT28gO4OtKv\nmblGInIOULR2OVK5OxG59pvzm4gItxotGDagoK0pSE2Xo45NjwG/NmNvN+dVhgK18ogSMEB9fcO+\n3kIPj4MXvmzlbuHN0R77BTU1dcyceS8NDTk49WiJ8VhctavHcKbqJhQMNcTsn27eNyCz8cnEl6X8\nX0SuQ5Eq7kaq9EXkN95k9t+BfLl1yIS9BRGy9eGCWiMW4BqoZCKlPsMcY/OdO801WHN1gFPPo3EV\nwn4SuRtzmTixkVWrfvS27qWHx7uNlJuj70/FyEnm+uzgM0d7EvbYb6ipqeOmmx5h+fJ6RFIhIrIh\nOBWajczGRUh5ppnX0YIYi5BaHoaLlu5EwVW2mcMQM2sPIsFMXPrQBbjOTFF/cAkuarvNjN1szqPX\nbLf5wRmI6BPrXrcitWwDyqIFQzaYY6ZTVVXrfcIegwaehA8cPAl77HdUVy/illt+i0zMrTgCtETX\njciwC5FWISK0I5FpeBvKBz4ZV2VrFSLsY4knxLW4SldjcaSY2PxhGlLR0dI9toZ0pTnm+6jT01ak\nzFvRoqEIV3zkDbP9w5H97Hmp5WF5+Vzuvvt0Hx3tMWiQchJ+KBUjJ5nrYk/CezepJ+FBgVsC97d8\n8z5+X+XlF7Bune1A9BIi3Gxkoj4KBVvZNKIcpI4tmfYiNVqKC5D6u3ldiAK/LDk/Z45pRWrZKtkd\nyPyci8zI9eazAjNPDJmpxyM1HUMm7Xoz1kvmd27CcZnI7J2J/MWFyDdcb87pX9x885m+fKXHoIIn\n4QOHQerK9kg1ogQMMjXPm3cf69e3EYbZHHlk/h47CC1YMIfzz/8+PT39SCVuQ8rx12aPOmABImlL\nqK8jorYm4KiSPR2ZjpvMOJbQv4YLiPqc+bkVEWQOItLjgFNR16atZr6RZttmpKzvxRHwekS8o3E1\nqi1mAmejvOV8VFHL4mpgFP/8Z33Se+Kxf1BTU8eCBUvo7s4gO7uP2bOneKvDex2eaXYLr4Q9kiJK\nwn9lOH/jI8R4H1FCKi29hsWLz417ANbU1DF79t28vq4dfcPlSOWCiLYLkWCf2V6CCK8N+XmH4PJw\nc1BZypexpSGlWqNB/flIjbai2tLfAqYi8rRzFJj3TcicXGDmjJrBm5HPutycSxuu57HNe7YNKY43\n+9fj/MzWb30ZkyY9xdKl1Xu8vx5vjWRk+8wzq7jjjhfo7HTFiIPgcnJzt3PMMaN9a8m3iZQr4UdT\nMXKSuaYNPiXsSdhjt7glCHiFAn7JZPo4EfUMjke0KMWng0J+zcl0cwzwQ+BGc0wdqlLVivoCW/Pt\nchQ0FeBqN+fhGjK8H5mm63EFONKRiXgnrqlCCHwcpQnNReR5KfIbv4TLJe5GBLrBbLOtFocBjQTB\nViCLMMxHZL8V+bUz0SLABnpZ4u1Gi4pxiNDlE/aFOt45amrqmDPnSdaudYu+NM4mJCTksSRHzAPm\nJ10Yerw1Uk7Cv0nFyEnmOn/wkbDPE/bYLW4OQ57mWPr4ILuzJy178jk+HRRySxDwNMfSzQhEwKBc\n2xuQufgeZMpdifoCr0SEWoZU6lFmjhD9WWaioKsmpDqjDRY6cf7ZDkSEr+CaM+wAfo5MxY+iaGpb\nVWujGb8DkfixQAnFxRk89lg1Y8cejszXJwLfNudny1sONa/TkXoeZn7uMnNVUlp6NVddddo+3GWP\nZFiwYEkcAQPEeD8hH9zNEfrbaGi40zfR8BhU8JZ6jz2ij3xcFauB6OID/Ik8NvNXNjIS1+wAnK/2\nXESY1gy902xPQ1HQAVLA3Uj52mYMASLPTESg0QVuN67P8DakeIuANcAnkNo9C5FkKyL3scg8bZX3\n60ATaWnNPPDA9TzzzCo2bNiOSmR+3xxja1rXAd9B/zLbzDlaNXw2CvAqpKVlNd/+9hAWLFjifZXv\nAN3dyR5NGez+b7F/16uurkHa3f1ghmea3cLfGo894pgp/8GGJVNQ4NINJOsg1MR8/sZZxMhDKjUK\nS0Lzcb7TGCLMABfJ3Ar8JyLql5BJuoL4usz9qAexRafZ/zCzfyHxRTMuQilEJYjIG8zrI7CmY7ia\nE0/MY+rUSmbMuMdc04PAZKSgo80a/tuM+01co4iRRKtldXZWs2xZNQBr194A+EYObwfZ2cnItg9n\nXYn+HUYbfkBOTj8eHoMF3hztsUfMnj2F0lJbjnILcDHKuZ2Ba+EHMT6IfKy9wH8ljPIAItQQ+Vm7\nEOl2I3NzP3Ch2bcZEar1w7ai4h0rUanKU3D5xpgxQ0TIryPSnIbUdyt6cG9EvlxQetGLiKxnH+zK\nYAAAIABJREFUUVrawvz5lwLQ15drridE/mRbCy8LEfhdKKLbpkjNRmb2KMk6Ali79hveNPo2MXv2\nFODzCVvfREVcqlBhl4tQBTQ1zQC8O+C9Cl+2crfwJOzxlmhtfRO4A5WIbAOuQso4kXyGA19B5toz\nEBlegGo7fwvVaQ6RzxVcoFUM+AsizV5ExM0ocMsWx7Bm8R1IBfXjKmE1I4VdbN73IKVdgUzFJWYO\nWxgkJD29i4oKWLz4sl1KNSPDqvjh5lz/G5mzba1pW2RkOyrq8WTCnZqLFLaDb+Tw9vDMM6tQTMB0\nVNd7HnAZ0EwQ/A85Oa3oOw+AHxAE0ygvn8Hixed5y4PHoIKPjvbYIyoqrmTFikXoYfgIqjJ1GPHm\nwM+jByTA/bi6zbajks0DXoMj4T7gVRQBvQmRby9KESrD5e/avsTPI4Jbjki5H+ffzUe+4R3ABKSi\nX8FV4NqEfMRDgJCsrC5+85vrBjysVenLtk28F5cjbMtSrkX+7GtxVbbuwUV727KbDkFwHjfddJov\n3rEPqKmp4/zzF9DTk4FM/fZvQK6JoUN/wP33f4mFC2vp6konJ6efq646zZPvO0DKo6MT16spQlA1\n+KKjPQl77BHqE3wvCnJ6DKUdTSH+wbgGRRl/A5mOl+CaMmSiAKompFyakAHGphnZ9oQtiETLELGm\nIxU6HEfAVyLiuwtH5P/EpS31IJtUnpmniPh+v/eZfXdy883/mZQYVenLNmtoM+eXgxYI3WZ7qZl/\nG655Q7JSmfJVBsH3OP74EYwePfyQDdbalwIbWviNQIunkSTe05NO2sry5YuTHuvx9uBJ+MDBk7DH\nHlFSchFNTQ8js/Jw4BKS12W2CreVeBVq6z4PQ5HGi4AXUBpTtPFBgPzF45EPNx+RXS+KoK6IzHkd\nUsSH4VKUMs2+ObjUpWjwVxPyHaqaVWHhGnbutNW7HOLzUxehXsfH4Yj8bnOtZbi0py5E9ptQUY9W\ntAC5HinjanP8oZnHqg5bv6Oh4c5d2wq4mLN5nF+EA831BQWX0N4+Hi32Eq0pq3j88asPqfv3bsCT\n8IGDJ2GPPaKiYiYrVhShQKe7EKnZqORSRHDrkBLNRIRlyagFKeI1iFyHAHcicqvDEdhQ83kZ8CdE\nclbRhoiUbSvCGFLQoZnPVthqMXPaphFWxZYgBT4dtUPchHzaC5g06YSkqqympo6FC2vZvLmVVavW\noL7DmYjAJ6HgoGxzLiFS5NnmfpSi6O6PIeUO8memIzKGiopZ3Hrr9EOm9GJ5+aWsW3ffgO2lfIT6\n8J8DtgfBmcjkH+1eZV0SOwjDZSk930MRKSfhv6Ri5CRzfXzwkfAgjSfzeLcwf/6lpk/wTxC5ZSBF\nYmP6ShBJZiEl244UaDbwRZRaNA34MyLws3FtBkvMWFuQen4V+CRwAopCHoHUrSXhdjPPEBwBdpkx\nbDUvq9IXoRSjdrRo+B4yJ5+J1Ok3WbbsVKByQCrR1KmVu15XVy9i/vw/E4u9H0VI/xGXv5xvfmwt\n6xZE1GfgCNimz7go6eee28K0aQ/GlV48WNKZbI3xV16pp7Ozm1isAy2uBqKZ4QO2VVcvQlaMB5HV\nxRLwi8gS8SdqauoG/X3y8LDwSthjt7AP1BUrnkfmZJB6TUekWIhU7HTkbw2BDzLQhPsEqv98vDnW\nKuXhSDWuNWPl4xTvdGwer5Toa0hF2xKYO8z+tpHDJrQw6Db724CsTeYcj8LlBl+BCP//YBswDBs2\nnXvvnZX04V5dvYg77lhGZ2f0mn5BfBvE+1CpzLtwFgG772+JpnPBOcDvB8yTm3sOjz761UFLMNXV\ni7j99qX09BRGtjai7/ThAfvnUEVngp2yqOh8Wltt0ZahDLyPr1BVVeHLgu5npFwJv0vGi2DS4FPC\nnoQ9kkJ+vHtpaACZdo9GPrpqXLqQrXR1HFI7zyL/3VakCruRcr7KjJo8cAn+B2eCtpWwMpGCTQM+\nhIugtnWlt6KUqUKkhncgM7U1UecitfxxM9efzPY+tJAoMcdXm8+rgY2MH9/OggUDyThqot6w4Q1a\nW7cjxR9tZ/iEGbvH3KMsRCDX4Ah4LjKr1iS569Wk8yrT+UNSX+l7GTU1dZx95reJcWLCJ2+g72Tv\nAqzS0y8kFitC1g/Q4i8LuRQa0Pf5Z/LzQyZMGMb8+ZcO2kXLewmehA8cPAl7JEVV1Y0sWWLfWa9F\nNQNTj15CJH0y8YFJhUi9hrgHabfZ15K4Daiypu3eyH7bUNR0HyJU64O1dZ93IlItNO+7kd/6V2aM\n0JxflhmjFJGubZn4RWTqtIpqnnk9i9LS7LcMnjriiGls3NiMFiH55hyuMZ/axUayNK3N5hqSRffq\nHDI4ldHEOGbKfwwaX7GLaE7ES8g0n3gfVvP4418ZcG1BcAYKaLsX5X/34LpsnYDyzS9Cyvoaiou3\nceSR2RQVjTnofeupRMpJ+O+pGDnJXP8x+EjYF+vwSIqXX96CK0PTh6vZW4mqZUUxEUU8jzHvM1H+\n7A24MpVHIjV9La4Zgw3yssU5AlxnIqskR5p9uxHhliJSHmneH4cik29E6UpHIrV5MvLfXmOO34LI\ndwfOV20La0SLbLTtVROAY489BpHmcKTO+1A5y0VmrlmoUcVmpOpeN0dehszWNySM6M6hj8PYwFKW\nLLmN88+/3/hJk6Ompo6qqhuZPLmaqqobqamp2+N5pwqvv27vQeJPAVqURP9mXmH8+CApWWZndyF/\n8Az0XQ9Fud/XIQKeixZfAHfS3DyOFSvKWLasmiVLbmPatAf3eL88PN5r8IFZHgNQXb2IDRtsjia4\nVBFbs7cS56+1dZNnInN0OQqyOhcp2XakEtuRmv03UjXjkb8wD5FtO1JI2eZ3M/IN95htTUhp56KH\nezdOFecBz6HIaJDC3Y4UUz9aHBTgUqHuNONnmX1d2UPN99aVrmbPnsLatU+ydu1iXI5wFfINt5vx\n30CkYf3GDxJfzOM8VMe6MOEcunft0dPzY2655Sz+8IflA0yvydr9/e1v/8X48b9ISU7ynnJ929ub\ngMtR44vChCMbiM8r72HBgquTznH88eNZsWIrWszkoL8RW1vcflfRBVJ8s4bOzh9yxx3TOeWUE7wi\nfi/BM81u4c3RHnGoqalj2rR76OzsQuRn1aclmGaz50hs8FRu7hV0dn4a5QO/QHxU63OIKMeaY9uQ\nqdg2e8gHDjfzbDZjX4ZU5VhcW0QQ6a9GBP5+RGw5yHSdDvyB+MCto3DVtxJ90WN2s30rsJjc3HPo\n6BgYPJV4r2666RHWrGmlq6sH12vYNogARXn3IfLJxOUXF6JI6uMSzmEWsJ54n/EMYCylpe0sXnwu\nAHPO/CqbGUoXSxiI/d9b95JLruPhh7cRhj/dtS2Ny8jhefqyhtLTE0OBbqNRVHqALBq2X7Rt3rGT\niy+eyIMPfivpPC4WYRS6T4mVyGwcgX0/z/yOBmpVU1XV74O39gEpN0cPzERLCYKPDD5ztCdhjzjI\nF5yBfHmV6IEawzUyiKG6yVnk5Gzg+OMLOeusiTzwwOZIgYs6RDodyI+3AUe425BvMDTj2ZzfDPP5\npchUvBJXfCMHPdCHIUKyD/AcpBqHIPIchczR21Axj2JEdo2IAI81Yzaa82snvqiI9RXfB2zipJPG\n7FXgjw3aeumldWzYUI+I2JJOg7k+zDVY/2a+ORdbAznX/HQQn2MMappxDFBNefkMYIy519W4wLIo\n3PYgqOLww4tob0+jrKyMUaMK9lkhX3LJdTz00MsoPzoR09H3sh59H2XIApCHFm8NKEivEOgnPX0H\nv//9LXuc397Pp5/eSHOzLcLSje5jlJCvNmNfRryFYR6TJqWzdGn1Xl/joY6Uk/C/UzFykrlO9iS8\nd5N6En7PYvLkapYt60MPz5HEF0v4F3qQFvOJT0yIq9dbU1PHmWd+EymhRtTT98+IaK1aDXD5vn2I\nGHOR6TgbkWa32ZaH/LpWVXWjBUC+Oa4ZR9ABMk3bfsV9iLRWmnEzEdkHuGIenejhnoeLxM5GCtmW\npzyK8vIYd99dtdekVVNTx8UX30lraxEinvU483KI60GcgXzkDYicbUBbDvCbyIhWnZchtXd+5PMb\ncfnRUdggM9CiJQvVw9Y1DB36ZcaN69qrYCZ9r7cDH2b3hG997TYgbri5rnRzXXZxpdzfqqravVKp\n8eZ2mwbWgO5RJ7q/MeCXkaOklPd2Dg/Bk/CBg7fUe8Rh586tyJf6Ywb68nKAT1BU9LcBD7ipUysZ\nP/5u1q1LRwT8F/Sg7EKkk4kUU7I6y3XIbHuMmWsbCm66EinpaLTxk4jol6E/X6s885CiXIvIPANF\n2dbiSHdEZP5a5LvuRooqau5sQMSRztq187nppuT5w8kwdWolDz1EJL2rEJeyFK1jfRcyrZeZ+9KF\nVN69uApb/eZcwJm3o312pwBfAn4Q2RbfW1dz2zF1DU1N36epaR6WVJcs+Ry5ubdRXn58nFKuqakz\nPZYLEuaNwnaXysItgpqBk4ivnPaI+aySrq6ndn8DDWyOekNDPRkZ5xD0hWSxg3Yy0cIs+rcwHZdP\nfDrl5U9w1VWn735wj3cfnml2C39rPBLQgx5uXwC+i1SYbY4wBdjEuHH5SY9csGAOn/nMXTQ31+Hy\nd63i7EdqdCp6YO9A1bHykYrdiQpoWNPzVlTU4khEVjbQayNOQdsKWhkoitb6WbsRGX/H7GtJOIYq\ndtmo61nIj30HImdLliDlpgCglStb9qlK09SplSxeDAsX1vLXv66np6fPXN+/ESk9gxYN5wFLkQ95\nK6pLbYO6bET4cHMulYhg2yIzVSJ1OI/d+0/t9cQHMMW//xmdnfNYtWo+q1YpuGv48IU0NBTT03Mc\nsoBMwQXmWVyBCpbUIwXcZM65xVyrLaZio9FFjDk5/ewJzi9cikvlqqOX+5EfP3oetei7fZoTTjiG\n0aNrueqq031QlseggSdhjzgUFY0BTkWBUUWIPIabn3pgNYWFJUmPnTq1kgcegDPPnI/8tAUotcRG\nB38HEeV4nLK7B2fGtF2TbP/eNxFxjjDnUYyCuDYhojoKqdlh5rN+ZHI+GlXoKkbEGpprsX7nbeb3\nU4iEhyNfbGKVL5FGb++RLFxYu08Pdlv6Uj72KQxU/vNR8FUbIl5rZj/R3I9XEaFlm/OsRap4GPEk\ndCnx7SNrEXEVInK6zOyXSHyJ7x0pd3b+kI0bzzdj3mjGsRXCZiHCP8Kc65PmHO5FFol2ZPK3fuFo\nVHMlaWmf56qrLmNPWLBgCQ0NZcSb2peY87nC3AdrLQA4jIkTM1m58q49juvh8V6EJ2GPOGRny2To\nylAWINXahhROBn/72/bdKsMHz5xKwH8SEprj7kCm13ZEiP0oYtoGXmXg/LqNZr8u9PD+tBl1BXr4\nWtO4TVeyxT02mrF3ImJeb8bdhDNVY45tNdfVa87DVrOqQ6lLuWZfG4Er8+7f//7Dt1Wz+KMfHcWS\nJT8DPocjjhdxpT/zzZw2L/tl89lh6N6vxzWPmIXIaIp5vcXcq17UajILLSbScBHaNn3s0shZJZqs\nYSApZ5rfU1ADjg1IqWegRUw9rnnGCnO8/S5bzTV1m581Ztv3GD68g+uu+wUzZtxDWVkZ21f9E+hh\n2MRTaGhopqysjNdWrUXlT6Owj6rhuFaaFpcxZsye87o9DjASDTEeu+ADszziUFNTx1ln/ZwwvIyB\nVY5eQiUof0pFRT7PPnvPgGM/e+Y9NAEikFLizZcXIAK1pupe9CAvwlVHGmk+q8RFCF+A60vcaPYb\nikh2CM6E3Q+cgiOfaYjcbfR1jzmvLYio+sx2W/whH7VMrEfEPjYy1rxdKUL7QsRSwtvMPG04k3cF\nClwDqf0YWizYex0iIn4R+covxuUiR33k1oSdY8ZuQgRYgEi51dznEbjWkNtIFswUH2Fs+0cTmafT\njN1r5hlNvLsiA+cmKEX3d6c5l1ZzXV9nYPnSy3EdtkDqG+KVsA1CG9i3ubx8Lnff7U3Q7wQpD8xa\nmYqRk8z1vsEXmOVJ2GMAcnM/RlfXCGTObUEPVNvG70rgIvLz02hrezDuuKOCU1jLM0h57cCZJ6M+\nYBtoNRrXV9jiM+gh/uPINut3rIzs04WIqQr5cntRkZAyc56vIcKYgnyIVSgwyJpRT0Nm6KfQwz9x\nsWCVY+WA91VV8/Yp6tZFmyeLYr4AkZRVoXloQWKbYtyLFOFyZJa2Jl5brMTWrY6az7+Jq2W9Dqcg\nY2Zs6zeP5it3oftoMRcp8mNJXutbixIbgV3OKeRQz2rGoUXb0QnHfR5XqjNZRHfiNlvuM/q92Oho\nWxylFniN8vIs7r77ck/A7xApJ+EXUzFykrmOG3wk7M3RHgNQXj6B1au3oYdzGnpQn4/rQFRJe/uf\nyMs7jWuvPY/qainW7RSbEcYgpdSCSlpuQw/8zTh1a6OTz8SppzyzzwW4/N7tyDe8EKm5LyIC/ZX5\nbRcKL6AArl7z04NIthcp+EyzXxPyKW4273egFBt7HjZV6QeImFoQmesh39W1b3Y1mfeTBTXNBeaY\n1zbvucP87jLbYsRHk0/HmeTrEMlW4Hyu95nreBap7f9Gedtbzbg7gTwyM2P0979OLBaY+xFD97wE\nfVfXmPHuJd4HHG+it9hOMS2MQFaIEcjXfQ66j7m4/GFI/shJ3GYJ9VvIApBFFpu44OKTWbLkIvr6\ncsjI6OLLX67c9bfn4TFY4UnYYwBGjx7O6tXbERm0o4f66+iBXonMwCPp7CzjtttWAIs45ZQTaNnl\nR+xDBHMveqi3IeX2N4JAvssw3IkIMkAEWYSCjnrMGDZC2OaCNuH6AoMrbJGH1GwHruVhLiKebjNm\nMyL0MjN+NKfV+mV3mn1LEOkHxLc/FN4qsjcRs2dPYenSB+jp+Qy7JzQbvHYjIuxFSB23IutBIfoe\nXjXXtsPcu07kjy1GSh+0yLGq8QdANoWFRTz00DVvWfJSC6x0ROo2Ch0z56vmfBbhSpUKbenZ0D8M\nfe9XEl9oBKSabYpTslSnZNsqiTbY+Oikah58sDrJfh6DAp5pdgvfwMFjAGbPnkJxsc27PQLXxMGa\npRuQeTad/v4f8/3vq6awIpcvR0Rii/aXoDSjTG6++SJisceIxX7N44/Po6pqMkccUYQzeZcg9TYW\n/WkOM6+LkPk6DZcDfIo5txLzvt2cVwki3VJz/tbtcSEi5V5Euu9Dpts/4oplhEjJfQ2YjYjckU1W\n1kyuuuo09gVTp1aSkbEFEWIbzjT/G5QutSUyxxQUhfww8FUUrZ1mrs1W1LILiEmI3A5Dlod7cI0h\nKpHZ9iFyc3MGELA9r7vvriIj4yzgK0hln4jubwx9jyPNuD8CHiY93Vb6io51Nf39NlfYKv4obGOK\nKSjtLdk+b+I6UCUeJ+zr4sfDY7Bgr3zCQRAUo//qiehJ9Tm0NH4EPQnXAxeGYdhs9v86cgT1A7PD\nMFySMJ73Cb/HUVNTx+zZi1i3zkY1ZyB/XynRYCWYT3b2xRx99EhWrSpAJPcqimK15Lqe3NwmOjqS\nNxXNyTmV7u7hiHReR+rZpiLZIhCuVrX+tLYi4uw2c0R9uItQ/2DbFrEPF7AFUle22tYIMy6or3Eu\nriJXH9ESlBMn9rFq1Y/29VZSUnIRTU1H4RYnUT9nNa5jVBu6z0Xm/XZzftH0qTJUCKWY5DW9M7Cp\nXrm5L3LttZP2aLKtqJjJihXRymhbgVcJgjzy8tJJS8vgiCMOZ/ToQj7ykTK++93HaWsbguvxOx0R\ndaGZ+xKc/70Q3f8xKMBsnDnO9pvuQvc4hr5vW95yO9ECKrm5V/Doo5/2ft8UIuU+4XWpGDnJXOMH\nn094b0n4XmBZGIY/DYLAJlveAGwPw/COIAiuA4aGYXh9EATHo/p0pyD58mdgQhiGsch4noQHCU4I\nxrCaDzGw0cDVqNhEJXAGhYU5tLZ+BX310eYKjcDxpKevpq/v8aRziAhsPnILrtfwB3DpMBOJ78nb\nY8ZfRxpjiHFfZMSZaK04g/gKW9E84J8jn6qt22zJuBKpwGbg1wnnOWtARPjeQNcX4kjT+nVXmOv4\nE7pf30WEVGLOy6aHfTZyzPNm1G5kMrc9k0eae1S/q6b3rbdO36u6165hgu5vaelmFi++LOmxCjSr\nTti6CPnfY2gBcxzx1bK2o+/2/sgxthznpbjOUwFacExB33n6Xi0kPN45PAkfOLwlCQdBMARYEYbh\n+ITtLwGTwjDcEgRBKbA0DMNjjQqOhWH4LbPfE0B1GOmj4Ul4cKCmpo5zz/w2fYxCD1ObCpNIWDuR\n8vkgyQnvCWAF48cXsWDBwBKQ1dWLuOWW3yH/bgwRaBeuMlYTUlmJtaVBpszRSKW3IsXVhgjA9jK2\n1aeseixEijvbfL4Opz6tTzoHeDRylpcDOxg5spuf/OT6fVJlNTV1fOYzP6a5ORsXLd6CCCfHXGcG\n8f2UrYq09aTzzP6dyBRtSa6R8eOhuHgYhYXDycnpj6vpvbfnt3BhLV1d6W95vFKudhfp3YTM5zm4\nezsM3d8jcd+RzXmGxHSj0tLPM2pU7tu+Fo+3h5ST8MZUjJxkrrEHJwl/ADmF1iCn0bPIibQpDMOh\nZp8A2BGG4dAgCBYC/wzD8Bfms8XAn8Iw/HVkTE/CgwCuo5JNsZmJCM5GENtSlvUoOvmryDQZTW2y\nKTSLUODUZkaObGDUqHEUFY1g585N1NcX0dBwFK5jUyaOiLPRQ70ZZ2q1jRBiyA/8x8hZ34ge9r81\nx2aZcZpwgVeJrQa7zFg239X6PaXGtJhYjqJ+p1FcnMMDD3xhn4nuU5/6Dl1d1vfcgWpbg1Tu82ae\nUWhhEa3FPAUZlLoQUVtjVBsjR/bT0BBte7h357JgwRI2b95GQ0MzBQUZtLX17VWXJbW6fJDOzmhq\nWTRaOjEH+ApzXbYMaDp2ATF0aBvjxmUSBNmedA8wPAkfOOxNzFoGyoP4chiGzwRBcBfu6QFAGIZh\nEAR7YlXPuIMQ3d2WgG1QzaUMfMhas/Ry1Opultkn6jv9IiK1rcBP2bJlOlu2LDKfRXNET0AP6n+h\nXNmjELl3InNrB64ZRLbZfnjCWU8BfkZ8RaW5KE0pHy0OnkPRv6DI6l+Z13WoKX058RG+V+NSbCbS\n3Nz/tspY5uffQ1eXvT9Rs/RKpHSvNJ/ZPOk6lJpVjxYIzcS3SUxj1KicvT4HkNXhG9/4N319l5m5\nPk1jo77TxkZYtQrWrr1h1zknu45rr13F7befS0+PzTu2xVUspgNlZGWtJyMjRkfHcAYq3qtZvNjn\n93p47A0Jb0Kq9xnz/leo7E1DEASlYRg2BEFQhktG3Ez8k9F2T49DdXX1rteTJ09m8uTJ+3zyHqmF\ny3F9EnXFuROR8lRkvi1BD9wnEEmdi4JyXgHOwJWA/DgiGNuA/bjILNE/wUrz8wmkpu9CRHQXWsfZ\nXrxd5ucaGNDUvhJVdzrX7N+O/JFfMZ/fY7Ztw5m6z0LE22s+exrlueajxUBiDeZ0/vznF6mouJL5\n8y/aayIpLS2msVHt/Fwt6HpkTu9HOcFb0L2zubUfM/sMRyRs+zIDfJE1axZQUnIRYZjNkUfm7/F8\nZPZ/DPmgb0SkaH87rF37DRYunLeHca7klFNOYN68+1i/fgcdHTvp6zuT9PRcYrEuRo8u4thjC7nq\nKkU8z5t3H6+88hzd3eeQnZ3PMccM3St/tUfqsHTpUpYuXfruTehTlHaLvQ3MqgNmhmH4ShAE1TiH\nXGMYht8KguB6oDghMOtDuMCso6L2Z2+OHhxwuaRWta1DpBUgBRT1r1q1CyKRscRXw0pebSl5BSVL\nQtEgH1uAw+buggJ6kqnzz5v9i5DizceVbNzCQOWbWOHpvMjx5bhocHsNVmXPZ+jQL3P//RfuFaHI\nvD8K+CuuiEli0Jn1Vdugst1VrLKIlpdkt+dTXb2I+fNricUykK+7OuEnHpMmVbN06cDtHgcnUm6O\nfjMVIyeZa9TBaY4GFQz+RRAEWahH3OfQU+OXQRBcjklRAgjDcE0QBL9EPuQ+4ErPuIMT9kF+002P\n8Pzz2+nvt+k+NohoK/rqbRMEEFEcjiKkz0JKMlqcIrGZQLJqUjm4Qh0vm7l2InKuR5G4LyJleCcy\nU09FZGoLgHwBkWUfIuIQqdytyBRcYI7rMGOfY67Ldi4aiRYcr+AKWJyOfM3b0KJDvXmnTTuLRx9N\nbr6NYvbsKbzwwu9oaLgKqV47/7+Qv7rN/JQhH3q6uS5brGME8QT8eeRDdmhq+j5z5syIO5dLLrmO\nhx56GUWbrzBb91Q8w+fleuxneCW8W/ja0R57BZs3vH79dmIxNRsIgmzCcDsiiZNx0dBLcIFcG4jP\nyZ2IvBOJyjUXEZBtmrAKl+Zk80pPRcT0HApc+jKqytWEa0+Yb95nocVAK/L7NprjQc0LbJ2aPHNM\nDnpSzDBjgsh8k9meiQi6Han4KBnOoLR02F41d6iuXsSttzxOSB4yLdtFjbUsNKDFhS1i0oYIusVc\ne4E51w7coiSxlvWnuPnmU6muvtKYoGtRTGUf8t2fhGsEEW0IIfiGCIceUq6Et771fvtlrhGDTwl7\nEvZ4R4jPgU0stm/7zIIIzeaCNiAz83BEnrarz8AOOSJyi5G47kF34boP2f7DvTg/dJd5XYgIK6rW\nP2+2lSfM9RlEdLZFYCEuZ3e6uaZhuFrPFhcDD+1VHnFFxZWsWLEocl0VwFLUkMKapJ9BZvcLcZ2s\n1iHFHm3aYHv8JpLlxaTRxh8e/xozZtxDY+NxuAC7uxDpH4Nb3DSTm5tNefmRjB5d6COUD0GkmoRj\njakYeSDShnkS3rtJPQkfNKipqeP8879vImWjHZN2IjUXwwUTZSPya0fEZvNGtyPCLEYqucDsa5Xz\ns5EZbb9a24whA6lZ20u3FalpzHlAfFGLIlz+bbt5n4kU52HAeGQO/i2unnS+GXsHUtO080Z3AAAg\nAElEQVSJ0eGtwGJyci7lV7+auUcCGzp0Bs3N9yI/7DOoitSLuIjnNly3qVqkXG1f5+1I3R+JFi62\n726y8xlDRcU2nntuG7HYBFyAXRUKXFOxkyBo56abzvTFMA5xHIokHATBfFQ7NoZWpJeFYVhvPttj\n1cf9CU/CHu8Y1dWLuP32JfT02DKSacgX3MTA3FZLjKNx6jnaus4W+8hAJFiKiLkIkYv126Yj5duH\nSNhWvVLVKBFUogI+P7K/XSQEiJzfQAQ3lPhiErXIpF6IiHA5ImtbttFGTivgrLBwNQ899JXdErFK\nWD6MAtIakLq311yGfNBHIitBP+oMNRTXTakWBW8NMfOvQAuFxPOpRWEZPagWdjQqOx0R/ySqqur3\nqTWjx8GJVJNwb0sqRh6IzCH7RMKFYRi2mtdXAceHYfilvan6uD/hSdhjv6Cmpo558+5jxYpX0UM+\nCquCVWBC5BwiAsxDSrTJHJdnPosW6eg3x2ai4CsbrXw+rmYyuEpabbgWjG0MLNBhSSfPzNFmfmeR\n3Fz+OjDBjPe02bc4MmYlLl/6KUpLd+7WPyzzva2xbE31OSjALQ0tDPrR4mOTmXMLIl1b1jG6sDjd\n7DMR55P/rTmXe1B1rRdQoFx8JbPy8ie879cDODRJOAqjfMeEYThrb6o+7k94EvbYrzjiiGls3FiM\n6h07s6fI7AicKfV1RHJjkQJcjszDHeaYXERKHahH7mpESn0407NNlYo2YbgHEdlq8ztEyjkfkW6r\nOf4PkbO2VqceXEWwTOQ37UVBXVkMJPIhODOyLeOp9KuqqnlJFWZNTR3nnHM7/f1FSNXXo0VCL65U\npzWRZ5rttjjJcHMPNpt5rSWg09yHYuL91+moaMoipKK7sHnOFRWjfa6uxy6kmoS72lMx8kDk5O8b\nCQdB8A30sGoBJodh2Lg3VR/3J3zguMd+xbBhw9m4cQsKXrKlJfuBW5FPstrsaXN0Y8RXp5qFiGko\n8Q0PMs2+pcg0uwgpu2JEkveb319BZFiHCDnDzA8y215lXn8SkVohInOrSkFpVmOQgrS5znUoHeo1\nFDR1HgOjvK9AgVLQ1ZVoDRCmTq3kxhtXccstv0Vm7UK0UMjFdRsajas4VmeuLRrwZfOgi9HCJQMt\nLuyi5Sfmfg03+yf2+J3H8OFvnVLl4fFex7I6qPvb7j8PgqAWPTQSMTcMw8fCMLwBuMHUuriKZEnz\nQspUo1fCHvsVMrfuQCQKIrh6RBSduDSbLlwBDluKEUQqsxHJbselHVlfrW35Z+s8Byj/1bb5q0XK\nuwQp4AKcjzeayzwGuXomosjjZjNmBlK4I1Aq1Fjio7gnoxQs2/DBKtRVKGhLZDeU/48d4f/b7X0q\nL7+Adev6zZytSNGWIxW7ClW1KkC+6xHm3gVowd6NngnWp91j7uuJOPP4Z8xnY0lWZnTSpKd8MQ6P\nXUi1Em7renda1xfkxN6uOXosUBOG4fsMIROG4TfNZ08AN4dh+PT+PVvBK2GP/YqiojHIv1uPC8ga\nYraNBD6KFOwHccS5DBGJ9f/ew8B2eOBU7nREqrZZxEtosbsD52cuJj5lagHwG6Q8beGQR1Hd5iJz\nHm3m+O2owMco4hXo+aja1Uhcr+M0pIijftqZNJFHYeEZjBs3IWlThAUL5pio8qMQCa824/wG+aRH\nIWV/AgoMOxbn812IFg8g5Xw1Mj+/gALS7jTng9keLcEps3lOTrS2tofHoYcgCI4Ow/BV8/Yc9M8E\n8lU9GATBncgsdTSqqJOa8/BK2GN/QqUZp+DyW9ORglxn3uegSOQ8XNlLW1r8ZJQza5WerWqVWJHL\nliMfWGjC5QDbrks5iIAykJmWhHGexeUwZwHbqawcQV1dCyItmxJlGxXMwEUYP4f8xo2R4wtwjez7\nsUFgpaXXDAjWUiGNJUjJbzL3KTTzWt/uEwwsVTkVFdzA3NMVqOmDzbOuQjW8o+ftrl3NE87z5miP\nXTgUlXAQBL9C/8AxFBn5X5EUpbnoYdIHzAnD8MnUnLEnYY/9jPh604+gyN52XOpSHiIF+9pGTV+K\nonqPRsq4HVeMw6YRBcivG03XeZY0eokxBCnUKOHUIRLMwZls85DKtmbbxGpdy6mqqqC29n+JxcYj\nMrdFRmyQ1BBzPq1mrGRdpSxRV+/6JFkxjyA4Ffg/yNccQ9HMtoXi04iMo32Nr0BpTLfg0rr6UDpS\ngbnfNs+6DVcAJAAKyMrq4etfn+Lzgj3ikGoSbunLSsXQAzAko2fQFevw5miP/QqrrhYurGXp0m10\nd+9E/llLpC2ow9HjiBysgvwJ+nO8Eplgowp3ESLoLGSaPRuRYQeZdDOMDho4D/l4h6MG87ZAxzxc\noNYCREzPIQKtRTm1T+Cim8+iqyud6dNP4aGHduCaPYAI0JrNj0HqdRWqkR2trGXVa7zJ9+WXmwbc\nr7S0NFMG9EuIVC0BbzN79AMXoYVEFzK5DzX3ZwYyN7ejBUILWojYJhdRpXsR8DA9PfDPf87Dw8Pj\nvQGvhD1ShsMOm05j4yQS81NFUjb6+P2IIG1+rjUf78ClFfUhUrLm7C5Ehl8BaknjZWL8EpHkCORf\n3WnmK0TkbU3StjZ0HyKuaJekmcAwcnNX8+ij1/KLX9Twy1+uor8/F5c+NRRVn6pHRL4Rqff1Sa5x\nYMejysrDWLbsZ7u2FBRMpb09H1dGcrsZow8tGLLRgiMPF8jWY67JFkBpMr9n49Rxoon+ZGzQ2Akn\nfIWVK+9K+p15HJpItRLeEea+9Y77ASVB56BTwu+Ood7jkERpqS1DOQuR6AakeF9DhGALSByL1Nst\nKEBqO1KDISKYDlwnoWJEel8Bfg6cRowJZsbhyPxcAnwYddO0PYLt/LcjBbsV+ab/jRTymcjUvY3O\nzl7mzHmST396Kn19NYThr3j88a9TWnqU2ccScD3qfZxlzutfyFRszfBRAp4LjKSurplLLrlu19YJ\nE8oQ4b5irv145AM/GpfWda25/t8CNUjdZ5ptQ5E5PQTuMPf7/yF1fiEuFcuZn+vrG5J9XR4eHgcA\nXgl7pAwuSKsWkdZLSHluQP7PIYisbD1k20+3ETU2sCUtH8EpY5sS9CIir1+bfX6OTMs2MGl3jQ/K\nkAK/JLJvtJSj7Wr0yICCG7Yq2Pr17fT0BHR2NhCLFRGfIvUUUsS2OQKIuG05yafIyHiW3t7Hdo0Z\nX3s7MPfqazgSvwKR/MsokjtaNOQ7iIBtz+Q2XC3uLrQgiQ9ImzixkVWrfoSHh0WqlfC2sCAVQw/A\n8KBt0ClhT8IeKYML0oqmCn0bEamtSpWPMxtvQypwFfIZ5+FSjlpRWo4NNNqMq9kMIqV85BNtQWTa\ngUirACnibkRMO3FRzAVoEVAYGfPbwGMUF8/ggQcu320UcSIpt7c3IkK0PvA2tNgYR3xFrReZMuXY\nXWlL48Z9mg0bipHqL0dkXo8sBiW4eti2f3MmInbrg/45It2tyKpg20mCTOd2kSFTeVVVra8X7REH\nT8IHDj4wyyNlcEFa8+jqSqe1dRvLl3cgv+0xxPst5yLCuRMpy1GIrDciMk1HqThliEQTi2/0A79L\nOINFKLCqEylJUNpfAa7TU775rB8R8APIvAzNzWM5++x7OfzwH3HMMUcOyPWdOrVy13up/n5zXlb5\ndxKvaOciP/G/WbJkCmvXKuthx45O1JbQVgFLN+fXbc4tGslsr3U9sh7Y4LJfAB9DCwk7370kpnAF\nwee46qrP4eHxbqJvQD15DwuvhD3eVVRXL+K22/5Afz9I0eUiUjkMRR3XI1VaiNRrLyLtbKT02pDa\nzETm11Jkwm5jIAmDTLktiBSzcZW65iHF/SgiZRsAFiJ/czSwSvWg4XPIpF5CWlou48blsWCBWhdO\nnlzNsmX15jos6X3OXNOJuICt+5BP+hRgPhUVs1i58g16e99HvPl9KzJPZ5qx7CIi02zfglR+1BT+\nPCqbaZXv/5rrsq0eWygq6qKl5YndfT0ehyhSrYTrwyGpGHoAyoKWQaeEPQl7vOuoqanjppseYfny\nV3EFNdIQ0bTgGhTkoUjgNETWfYhchhJfHGM6qmz1SJLZLIHOQ0T1RzNGDGfCLcblCtuIaWs+BuX6\nVpvX0+Pmycj4PDfccDL/+MebLFkCA82/m3CE2Y4Cr7KwOcTFxTNobj484bhtKO/XmuJ7zetcXMBa\nJlpYBGhxUYozW9vWixMRqUerbd3B449f6wt1eMQh1SS8KRyWiqEHYEzQ6El4ryb1JOyBrTMd4qpS\nHYGI8s+InI/BkdIWdp+CczWKJl4OLI5st+Zf29qvEuUQpyGzdD3xxTFWIYJLbJZiiRziCVkIgvO4\n6KIJ/PWv22loSDy3magQSaJJuhaYT1raWcRitt/vDyPHTTP3xdZ+ttWwkjWMWIWrZx1tr5hs7kYq\nKjIGFA3xOLThSfjAwZOwxwFDTU0dM2feS0PDKOKjiVuQv7YEV2GrGQU4bUHq2JpY2xFZjUHK74+I\nwHuQ2o2q2lnm9f9Fqte2Diwwc9Ujgo4W6LCkaYksSsgW1cAzXHzxCbz0UiMvvLCN/v5ilPdsy1BG\nc4jtouA+4E1zztYffBxadNSb/dvM+eUgP/EEc85voECuobg+w7ahg8pvquiJVd127lqGDt3Ijh3R\nrlEehzo8CR84eBL2OKCoqalj4cLaXYFbb77ZRUODbVVYh0jMFq74EK6ghSWeFkQ+2ThzdQ8irDxk\n1rYlJrORUpwO/Ayl/JQh0g5wRFtr9kvsvmSVZ6Ipdx4KINvJSScNA7JYsWIRUqI7caboABFnidn+\nNRRQZf3IthTnBnMNdpFgf9t62Lb9YoisAutREJiNyu4192E48epaC4qhQ3/Ajh0P7eYb8TgUkWoS\n3hCOSMXQA3BEsNWT8F5N6knYYzeoqanj4ovvpLW1iPjmA3syx1aipgYViHzWIKWYWKWnANcecCIi\ntcOIzxV+HqnNLJRj3IRI1BbpSKwVbdX1D5D5vJ+0tDXEYgXA5cBdiECjSvgRtGD4EXAjzh/8IlLv\n0Z7I9zOwOUO0VGUTyreO9l+2Krcpydy/pbR0HfX1v0/+BXgckvAkfODgSdjjPQdFGp+KiOkFszUN\nqcNMZJa2/lybvjMTKUNbmOI6VMHK/j/m4oK7ppjjLAFGOw41IALuRQuAiajdYR7OhG3Nw/mIaJ9A\nCr0M17ThPxF5gxS7VeQZwJeRD/c24hcXdYi07X4tKJCrDZnht5vzKDTX0WM+f93MZfs2d5kfmxZi\nLQKHAfVkZXXxm99c74OzPHYh1SS8LixLxdADMD6oH3Qk7POEPd5zyM7uQ0rQqsEHcSUubSGLxDzh\nFqQi5+FKSt5CfPOGxNzk9cBPUbELawpuxeXojkX/ItfjlPJypCqPM+9rEXGD9bkKH0cBZqNROtI2\nElsKwn/hzMWzEJG3IsL8AEqHehktOlrQQsRGdpcSbTqhcxqOI+CjcMo42noxnZ6eD7FwYa0nYQ+P\n9wC8EvZ4z2Fgpa1FwJ9wbQ1tW8JC8zsf+WRLUCBW1L/6ijluPCLQbKQ0u3DRxGvMsT1mrBgivUxE\njDYILGb2ORwp0zxkFs5Fyjoxt3g5IkIb/d2DVG0JLhK8HpfnfAzwjLlm2+axDxEsSOnb5g455vNW\nlGL1y8gd/AxS3yW4VK4Wc+zXzH1ZSVpaRlyus8ehi1Qr4VfDMakYegCODjYNOiXsSdjjPQkbsLV5\ncyv19Q2kpbWxbZslFtuUIRsRYDtSgycgf+kWRDxtiLBsecwSpEh7zSyWcENEWsNQFSpbl/lBVGPa\n+litsrQNGrpxZuZoapCNqL7PjJ2DfNR5aNHQjFRtIfJPj0TdnaJmaVuwI938bDXXOwy3WGgC5qAU\npT+ZzxrRAqPYXL8tQpK4UFgEPAxAQcEVPPzwpz0RH8LwJHzg4EnYY9AgGkmdk9PPRz5Sxre+tZKu\nrouJN7kWooAmi88g4rNqtwtXY7oU51/+NzJFpyMz9CTUFvENpCJ7EKHajk47ENn1IYU+2oxnK2OF\niFxriQ/yOhpH2Oeb/UYh8zi4ohzjcE0b7KLCRj/b+tc2UCzRt2yjrFvMMbaylm2z2IgCw4SKilk+\nd/gQRqpJ+MXwiFQMPQDHBRs8Ce/VpJ6EPfYTVPDDBkRtQ+rU5vuW4upMg4hxGyKjGCLULBRdPALX\nwOEHwJcQkb2BTN3HIZ/r/+J8tptwhNiCyHMIUt4bEfnlI9LuQEFgy3Em4kZzLv24XF5bIQykYrvN\nHAVICXeY/U4yY9kOSlbVt5n5T8ARvSXljcjPbX3XLt956NAZPnf4EIYn4QMHH5jlMagxf/6lxn8c\nLaBxNvrTLkWk9W3zuhX4Ko6YbkeEVYZr4PBTRGg2MOxGM1YxinquQ+bpbbg61lebeWuBV83r8UgF\n2wpfVUipRit6nY1I1+YpZ6EI5jZkMt6EipC8gAvgsue93syxyVxDLyJt261mOy5wrRKp38uJN5dH\n0YOHR6rQ76lmt/BK2GPQI9FMXfvkP4mRhlO5b6Jgqj5cb+FepJgTg5c6kKk6Wi7SKsRRiMhfQap4\nOyqSYYOo0s0cx+F8x+vNPvk4lZuNTNdv4szf+bhKX9bEbSPAF6FI67E403kdrjuUrZ9t/b1PIXK2\nFoLnkOrvQ8p6BPFR2rM46aRuli+PLhA8DiWkWgmvCstTMfQAnBCsHXRK2JOwx0GH9KCKGDcg8hyF\n/LGWfG2TBqsc7etWpIavN6N8F5l3s5HqtYFUOSgoy3Z/ysCZkYvMMR04Yt6GCHYYIvlPIlNxLUpB\nWo8IvSAyzxCcz3e4Obct5n2Rma8ULQbSgJNx/l6r3qcQ7yO2hT6+hVsUZAP5FBf388ADX/SBWYcw\nUk3Cz4cTUjH0AJwYvDLoSNjbCDwOOowZW8TGjffjgqKORr7cdciEa9XkapxJ+ZOIrL6NyMkSaz6q\nRmUJdziu2MYU4s3NNjjsWbPvr82Y1hcdIjL8K+ps9DGz7yicT3g1WbxCD2MR0feY87HzRgPQhgFf\nYGAlsZfRQuBclCplz+l5lLO8CZfeVEBf3+tv5zZ7eHjsB3gl7HHQoarqRpYsGYWIMg1FQ1tVG+Ai\nowuBtYikCsy+O3F5uSBFm4NLJbJR17aIyCXIXGzVZQdwDVCDSC/fzN+N/L1H4/KDX0WpRzbiuo8M\n1nMhr/AwHyPGiUTJWdcwxJxrF26RsRWZtrORKbwMkW60O5VNu7rHXGeIUpYqgWqC4A2OPLKNBQtm\neUV8CMIr4QMHr4Q9DjrMnj2FtWufZO3a35ktdcD3UTEM262pD6nTT+EilpsQ6R5JvNm6HCnStThl\n2W/G+g4i50ZEtBmIlEsRKTaZz7NQmtQKc/wORNBPRc58Jn3sAOA/+SfL6EPEfQSqJ425jjE45W1N\n1V8znz+JyNXmGjeac7dlOfPNfpfhArf6CcOfsG7dPM4662fk5n6XY44Zzfz5F3lC9tgv6N9VQtUj\nEV4JexyUqKmp46abHmHNmla6uqLVqV5FxGpVbyYy64KUZjS/eC4ivCeQaXgrrm50FyI0qyY/jwiv\nEanVfKSONyMSLjDvMxE52+YLOSi4aigi8T7KWc1n+Te38h/EKMKVq7R+7A5zPoH5aTBzDjPz5eB8\n1kW4xUXU723J9Wpcr+Vq86N2jVlZX+DrXz+J6mpbn9vjYEWqlfDy8LhUDD0AFcGLg04JexL2OKhh\nI6effnojzc02Rzaq7s5ACrEMF/Vsy0v2IgK93Oxruxf1I2KbYPaP1oW2ObmvmjFsNSx7rC0WAur6\nlFhlaxFDaCRgK81MQOodXH1q2xLRmsftnPfhKmyFSEHbaGd7TlvNednqYTaqOrFXcrX5ATiPk04a\nxvz5l3pVfABRU1PHggVL6O7OIDu7j49+dBT/+Mebu97Pnj0FIG6f2bOn7PV3lmoS/ld4QiqGHoAP\nBas8Ce/VpJ6EPd5l1NTUMW3ag3R2JvbXHQP8BQVKJTY7aEQEldi6sB6Zh6MBUXXA95DpuBCR6yrg\nt0iFRlOJfoHIuAU1prCRzb8ATkT+5AKkeL9GfNnM6HzzcarbKu0WM1fi/uBUL7gWidF7Ea17bfOu\nq835bQI2kJZWQm5uPxMmeGJOFWpq6pg37z7WrFlHd3cOEBIEZYThT80e0RaXQnr6NMIwn1js57u2\nDR36Ze6//8K9+o48CR84eBL2OGRQXb2IO+5YRmdnGVKW6UhZTsHl3dpc3U8CvzL7HIZ8upbo1iLy\nAxFsKSLef6HWh3dGZj0fmYHtGKAo7ZHIL5yDVKntHLUJ519uRyZmG/xlWxlmmeMnooCtHahrkg2+\nWmjOz7Y2zECq/HBzDZtRlLgtiRmtex01T4PzgVcTT87XAOvIywu9/3g/orp6Ebfd9hT9/TGUz/1D\nlHJ2W2SvxPe72wbl5TN47bW3roSWahL+R/iBVAw9AB8Nnht0JJz21rt4eBwcqK6+kkcfnUVVVSEZ\nGf2IiDpRi8RCnKm4BJHbMPQv0olIbAPK6x2GzNAjkGl4K6o7nY+U6DxEWjMQoWZGzqIA+WvHoqCs\n61EgWJaZ83QzbicyRb8fEXCAfNZ9yEy+yRzfYOZfiR7YP0CR0vWI+PPM/AEyuRcjgn7BjLUJqf67\nUUpTlICvRuRso8WjwTV3Au+jo+P9rFixiJkzf0dNTd0e77/HnlFTU8c3vvEE/f3Hou/MWm0S42eT\nxdMmj7HdsKFz/52gR0rgSdjjkML/z965x2lVluv/u+Y8zAwMIDKAJocEzwmm1a4AKyEdyNP2uEvc\n6VZ/mJi2y0LJUbTSyq2YlKXbYxZWWysnEdoKU+20UtQgEeWk4AwMh4E5H955fn9cz82z3plhAHMY\nwHV9PvN5Z953rWcd5n3W9dyn6y4tHc/8+bMZM2YAsiyvR8RYgojRdJ5BdbyHIIvzakSUechKXYMI\nMEJJVceh7Oe1iOBW+DGM2BsIZG7a0lcS4raXovKhnyLim4BaLK5H3Y5+hkjXWhj2I7i4C/z7ph/9\nb7HrGYPKohqQexxExlP967PAb/311aNs72n+3M5ESWlmYcdLtyB0eIKqqju4++6FJHj3mDXr57S1\n9UeEmh/7pK3Dlh3/3tl74Fzze3Ny/yRSZO6Vn/0RSYlSgvclhg0bxLJlVYj4ilGZUhGhjnc9odTn\nYSTi0YqSnooIcphmmW4gNFNoR8S7DVnVRYiATZlrmP/sLf/eJuA1FI/+ECHWvBaJjEwldFEqQL2D\nrQSpHlnOuYjc1wIvIAu8EpHzEOB8JH253L/3BnJjn4YSzN4myG7iz3MhIU7cld50Oik3Ne2fD8F9\nBatX12MZ8vq+GCYBVxAs445/gxZs15IeCplJfn7X5Jxg30FCwgnel5gxYxKvvvoQVVWFyG37b4QE\nqI2IVKcii3IIymT+LSKwPiiO+glEhhsJnYyyUOx1GVLCGoHIaj2Sl/w9It2+KBnMhDVA5G3EPwsR\nYzayaAdhyVE6L+tFvN2f/3EoS7vQbz/Cb78CWeMbELFaRrcJgHzGHxPgU4SYeAN6sC9D1vEg0rPK\nr0ELiYt3vFNbW93NHU+wK7S11aMF4QpExEa045EX40y0SEuh//e/ov/X4f5nNfE69oyMN/jKV0r3\n8lV0jf3VSt0bSBKzErxvYVmoK1ZU0tycRRS1kkpBe7vVATvg6dgen/XvWbJTAbImG5GlmktoN7gd\ntTschB6O9SjRyyzrVcjlmEeIGdf4cfsiF/d5KMnqYL9NJaEto2lB21jmjt7kXw/y12DWlfUhthhx\nC1BKIGCQS/wdfy1Zfj9TC2v14+YQrLR4vfG/k5m5geOOG7pPZ02Xlc3lBz9YTGNjM83NrUALqVQb\n0IeMjHyGD+/DnDmXAntW7tOxhGhPyoNs/ylTZqEEu63of9eEviMFWMlcFBXi3GEoHGKKaBlIUOZt\nP1oWRUVtXHvtp3e7xrunE7MWu5N6YuhOmBD9Zb9LzEpIOMH7Gl09PGfMuItVq7YiErISoAZEWvHm\nCw1+m7gFvBKRlsWPzXK2jk1G8FuQxToOlSTlIWKsR0Tex//djgjVEeLLxyPlrRaUJV1D6I28zp/P\nCYT65WkE9awm9NA+kvTypWmoHvph//c6P741otiMFgN2nDpE7G0EYh8CwKhR7dx11+R9hojTS35G\nAV8gLGJM+zvci8LCyyksbKOqKnSaGjXq+k7XFF/ENTQMwbnQhaqk5FqGDNlO376H7BYpjxs3nSVL\n1qB7GCGPRy6h+9UkYB0jR77O4YcfxfLlq1i/fjsZGe20tTWSk9OP/Py+jBhRyM03n7fH9z4h4d5D\nQsIJ3rcoL6/wvYjjZPTvyLK0ciKHSMYkKQ8niHu8DHye9NriVkJzBIuZFhK0qy3bOhclQxkZ3ImI\n7EhC84iXEAGbKlYffz4gC6nBj52FLCFLoPoWWjyYAMkI0t3ZFvuNlzu96be7kPTuSwv9Pm8RJC/N\n8rJ66CeQq9QkOMuYPHkW8+fHezz3Di688Dp+9rPXUXLdm2gxYuU8N/itOpf2pJdjGSaTyTairMFk\nZqZoa8snlRqN/j/dj5GX9/848shWZs++CAhW9uuLf0MTGdQwCv1Pv4ju+dvo/2rNO1RLPmHCsyxa\nVPZubkW36GkSftZ9rCeG7oRPRX/e70g4iQkneN9izpwFHQgY4AH08ByC3McgAm1HVupK9GD8CyIl\nI+BqQl/imth45tLt4z/vA3zNf/YIssoWogftG4ig8wiZ1FZHbGVLtX5fcwln+PdqUHJXA6EzVIP/\nvAoR/Dv+2uJWkhFSBVoI3OXHLiUkmW3x59AfEU4lcrFnIXK+xI8ZsqP/8Ic3mTz5hj12y75XKC+v\n4PNTrqKG4cCx6Bov9p9mdXjtCl3FMI8kRSO03UtbW5zAy3Y5RlPTD1myZBZnnPEgbW01wP+ge96K\n7ino/z+e0I6yM7Hn5SUZ6AcakhKlBO9bNDfv7CGciWKlI/1PEcFFPApZq6cj1xUgTL8AACAASURB\nVO5rKGlmLbIGS4CPoaQZE/oYhKzNqcgCvRtZZGtRdnYVIvEy4Dco+3koIuiv+uMcgcqlRiCL036K\nkQVl55jpz6/Y7/sUaqlYh8jomQ7X+g7Kqh2PVMCOIpDTUEIceEDsPHMROV+N3LmWPb0es8YbGhwL\nFtzSK/XD5uGQdTmWcD22cGmLve4se7hjORZo8XGv/93yAuLj7WqMTNra/htZ5aAuX7f6cSYhQr7C\nfzYJlc8FjBo1k6uuOoX9EW1k7pWf/RGJJZzgfYvc3F09PC9C9bk/83/PBX6HrNOX0PSJtw5cT9CJ\nft3vs82PV4eSaeqQ2McmQgZzCsVcv4MIugkpdllSzY9RnPkeQub0ckIpVDMhLmxCHs6PdxchQeu+\n2P5rCYpdF/v3av37/+mP+wyyjq9DmdL9/fVMRrHxecAcf/zBhM5MMzFFsaqqO/jmN/dee0TJk95G\nY2M5SmyL/48nIJK7EBGcxYSvJz0+fhm6zjhmEuRA6TCuEeatHbbfWUmXkUWcxO3+3IUWa32IompG\njpzGIYeMIC8vxVVXfXafibMneO+QxIQTvG/RdUw4rqEMyhjegBKdUgQyWuU/t7hqNXq4mkVa5//e\nih7e5o426clMZMHmELKXI0ReNQQhjFpCPDnTvxaisqhxBCIZSnrv4SHIAn8NZVQvRcpgFnM+BXjQ\nn0+GP24LIuYMfx31yJLvjwRICvw28f7LNcDnkJWYGRt7IRYPzco6hyefvKrHCaS8vIJzz/0eDQ2F\nqNfzVIL2tiVfzUULkRp//q2IBOOZ399AC6la0u/XAoKL2NpjHk56/Hw1+i4cgpprGLrS5o6HAuI6\n5LJ677pr75FuT8eEn3YTe2LoTjg1WrTfxYQTEk7wvoa1PHzllU2kUiDCiss2vgV8Glm59rCNZ9Ya\n+a1DhNaELJx+BAu0pZsz6EMoSToaZT2bMP9cFJcuIr0BxMOIgON9kDNQDXAroaMTpIv9xzs8pYCr\n/DYPo4VGHoo9n4dI+/eoHnU1Iv2RKGHI9LJbUYz8BDo3uYh3Z7qA7OxCjjnG9Wj50qhRF7FqVTMi\nxluAs9F9M++ExeoH+/OD/Px7GDVqCMOGFfHRjw7h3ntfpKqqhK4zpyuQopm5pOeipLS4tvg7yNNx\nEfIU1NJZm3s7oftVehJcFL3J2LED3lWG8z+DhIR7DwkJJ0iAyHjGjLmsWVNPe3sOofyoGFlD8Q5L\nz6MHeR6hJCgTxUwPRiQ0D5FjFbJkrcVgV8gn9Bje7scbhh7gG/3+RSi5qh6R7EGoJKoIkeRlBNKr\nAG5DC4FRaBGwBlnHb/rrykdkWuSPU4sWD4cgC/plROxH+3P/O6G8KYWIppagBFbgz68Zua/tXGb6\na7gPuJLs7JYeIWPV2d7lr+eLKIRwASJj81CYGlXEYYcN4YgjSrjqqlO6LDtas6aelpYG6utr/bUV\nIQu30V97AVo4rSQnJ4PRo0ezdOkq5EkYQyBvW/isRN+HoWhRYN+lv6D7PYL8/Nf42tcm9Er/5p4m\n4afcp3ti6E6YEv1vQsK7ddCEhBPs47CH8WuvraOpyeplcxDx9EEkdjjp/YA3+r2HoAfs3wgZ0ZmE\n+G08gcRqkc1d3Qp8k/SORiA5wr50rtHdjuKRHQntfGSZWblUjh97s98/I3ZN9SjRzB7+lyMFMZBc\np5VYmZegArl7LyRYe0XIJd2fdNd4fIEwDVmXVzJqVPF7Wks8efINLFjwJlrozENhhCHof7LGX2c+\nGRl1zJo1ZbeJTtb1B0jPILca8CaghuLiPgwYUOi3e4lQ61vjX+PehbjlDCL20QwcWMVDD03vtZhv\nQsK9h4SEEyTYA4wadTarVg1A2cIWHy4iiGLEXZgVdHZZrySUpIBIOCf2Xh/0gDeXaUcynoMWAHX+\n/aUoXhvXEb4cyRseQyBLs7xeRVb+KOSCtninxXRf8X8bSU1GJFwcu45qZFGfhAh4GbIMB/trtOYD\nGcCXiLulZaHqPhUVncXPfvblf5p4yssr+Pzn76emJhuFDQ4jvd5ZiKIvcvzxGZ1qdbsT0ygqOo26\nukK6jv32Q/+jhej/cA1wM/puDCJ98eP8eZlXIsSaR42av1fjv12hp0n4125STwzdCadHCw5MEo6i\naA1acqeAVufcSVEUDUBLTtNQO9c5V+O3/wbyCaWAGc65BR3GS0g4wX4JJf/cQkNDLpoSESKpFuTO\nNdezJV1VoQeuCS4s99uv8tt1JGGD7V/nx7SYsNXkWsZyP0QIB6HFwFZE4seSnqRVhxS6KtEiwSy7\nGzErUa7WekQiOWhhcRqKKecThEHq/XiF/phbCI0t8lBmcS4qtzLE3dJGxl+mpCSD++47410TkHpE\nv0pjYwOyfu9Ei4S+/pwy/PVvRdrY08nMPIf8/AHU1d27Y5ySkmu7PI/i4ovZti3X38tq0mPztm0Z\n8no8hTpvtaD/Szv6v+b4e1KI9MPXAbnk5dVy1FFFez3+2xUSEu497C4JrwZOcM5tib13O7DJOXd7\nFEXXAf2dc1+PougotPw+EQW2fg+Mds61x/ZNSDjBfguLH69aZe7jAkJ89iX04B2A1qdDEBFuQbrA\n1qHJdJ/fQERhzw2LP7Yjd2Yx6Z2d4glQts7dSojvrvFjHE96FvTFBFdyx6zeh/wYptgVl7t8Bk3j\nXyASsQ4/JjFg70Wkq4ktQrFRc0uv9+cwn0DG5wM/f9fqWuXlFZx11hxaWn6JFgtjCfe10p9jFrLg\n46TZtRDGuHFX8uKL96S9d9BB57F5syV6db2fsp3/CPwLulddX3tJyYMMHZpPUdEgX3J0Sq+Tr6Gn\nSfhX7tSeGLoTzo6e7hUSjqIoH5gCfBJ94RpRIkW5c25Zt/vuAQl/2Dm3OfbecmCCc25DFEUlwCLn\n3BHeCm53zt3mt5sPlDnnno/tm5Bwgv0e6WSci4hrMOnZuA49iCchYjD3bbyb0WJEYpmEOG0rspLH\notrdNmAzWWRQQAbbdjzgC5FVauMtRxm6/ZD12oIIYSVKuipCSVcFhKYOtrbOIHSDaif0VTaSzUBW\n9Hq/X8pvm0uoqy3217wZWd7Wz7Yfio3GyXgzcC/FxdN49NFLdklIZWVz+f73n6KxMZsoyiEjo56W\nlpOQJXoxQfIxXip1N1pApI1EVypX/ftPY8uWh9Lek+zlG4TkvHQXtyz85eh/PQxZ4MsJeQNKXBs3\nbtQ+YfHuDAkJv3tEUXQTqodbhFwi1cglNBqYiL4I1zrnXu1q/90V63DA76MoSgH3Oud+Agx2zm3w\nn29ATx/QKuD52L7r0LczQYIDCqWl4yktHR8j4wbkGv4emndNiFAPQupWGYisGhGxbiS4sw9FVjEE\nt/YZaPpMRwlSN9HGeLZxMbJ4swmZzavQNLSuSfX+eHmI9O1ctiIyjJcw/QCRRyVBAKSR0DHKdKbz\nCRKYWQTREXNTH+avqwGRc7W/PrPs3/DnNY8QS4Wamg9w9dXP7Linhnhzjbff/jurVmWgRYmR4DSC\naEYjQfIxju/QGTsTaUkvJSsvr+C551pRu8d5KF7eioRUihDZb0LlYpsJ2e+WyNYGOMaOPaSThZ3g\ngMJfnHM37uSz70dRNBhN8C6xuyT8cedcZRRFg4CF3greAeeci6KoO9M2MXsTHLCIk/E558ymsRFE\nfrYgr0ZTbSt6eH+Y4DatR1bb2yhZao3f9nhEip9F7uJTEWmNR+7lTxD0nPMIJDDV77cKWWdD6Lp2\n+Dz/WREiiypEqvGa1i/6fVsR2Vjc10qlHqAroQk4C5FQgT+XyF/jwWhBEU820+vKleO5+uppTJt2\nD42NGTQ0VCJL+uHYmGNIdwc3E9SqTA0rnqB2qT9ux/dfR1Kdd8Tem8nw4QVpxP/SSy9TW/tk7J59\nENkY5f5e1PlrsB7QdyHZT/NwrCc7u25HItj7GakDWJzROVe+i883oBVyl9jj7Ogoim5E377/ACY6\n56qiKBoCPOfd0V/3B/6O334+cKNz7oXYGO7GG8PCYeLEiUycOHGPziNBgn0RilP+gJaWQWiatCDr\ndwqKFzt2Xr5ivYvrEYFZFvQU9KAvI7hRS/12IGJs8T/mTt6OrFcjwC2EeHMdwXKMx38fIvSoNTIG\nkZXVCOf48eoJiVh2LYNj57AOLSZM9QtCy8MGv30WambRMXsaf71zY3f2POQSLou9d6kfw7K/l/vz\n6uev8Si0eIjHu1No8fEc0uMOKmO5uTW0tIyMtSS0e2LH2o7i3tb1qpbQrvJgVFO9DHk4HFDM2LHw\n0kuhxeG+gkWLFrFo0aIdf99000096o5+3E3tiaE74dzot72WmBVF0YkoPjGcYOA659xx3e63KxKO\noqgPkOmcq42iqABpt92EfDSbnXO3eeIt7pCYdRIhMeuD8SBwEhNOcCCjrGwu3/72Alpa8tDDOF5f\nezfh4W8qW4MQGQ4kXerQrEUjqXh7vUvRw76OEJdtIzRjmItIvT8ixs2kKzstRcQxjNDusM2fT60f\nrwQRT1z2sphQhhT541vy0za/TyWyTI8BnkQkHm+LWOS3jQuMdLy+OAGCLPwPkW4JVwDfRq70If64\nXdUyz/XXZQuU/gTX+3DkBdiO3Mrx8ZU4Fo51C6G1pS1E4gl1ucRLy/a29OQ/g56OCf/MndETQ3fC\nBdGTvUnCK5Dw+lL05QLAObem2/12g4RHoApz0Gz7qXPu275E6XHkM1pDeonSTOTLagOuds4902HM\nhIQTHNAIceKNhJhpIyLfCLmetyLyPQkRWx1B3KOZQKiQrj0crxv+hn+1MidL7MpCHjCLObcSyDIH\nPSdyCISSIih3taCpm/L7ZfjPrPxpDJrytmiYiwi6IxGCHgN1BLd2GyKqLNIXHJcg4rX94gQIkqDM\nJGR1G0pj515PSG5rISxwCpAnINOffwZaTFyEEsRe8/f0WTpb2oNjx7sOeTMgKJw1ExLarC3hIQwc\nWNur4ht7ioSE/3lEUfRH59wn9ni/RKwjQYKeg8Q9HCKDNYj4WtCD+yBkoQ5CD3OHLEgrYVqIrLS3\n0AN+IMF9bWT8MsEaNhUsk4/s6/e7GsVWTckr5c9hKVoYGGlZI4N8ZA1PRW5hc8X2RclVBf5cmxHB\nZyOC7us/q/FjmIZ2FsrOPhFZ79sIrtxD0WJhG+pQZehIgGb1ZvhryPLnbL2ZFyIJyEx/TOfv0d/8\nMQcQVL2sbtpCBU2IgDuWIHUUW0kBL/hjpwgSntmEjPYS4D4mTChj0aIy9hf0NAk/6s7uiaE74fPR\nr3qThD+DVo//S8jyc865/+luvwM3Wp4gwT6AOXOuZsqUWwgxyUrU2QdEHNWELGIQGbQicjW949MR\nIWxEhPEjQobxa4gA2hEhNCBSLSY0hXgEWX3PENy9IGWtYkREcVWtvyGCedNvdxEhBjoWua9H+muq\nRC7dlxCxWczb1KIy/DlZpyXrGBXXl74BEV08geoipA42i0CA+YhAa9EzrhZpZOcjwrb+u98lZHtf\n7N+7G8W5VeolDPTjDPV/T+pwDuP9fm0Exasb/Gd3EnS1rRbYzhvy8rrqR5zgAMfFKNaUTcwdDXRL\nwoklnCBBDyMz8zO0tw9H7tIGtPY9lNAT+AMoVppLaKeXgcjtDdLLYdr836amlUJWqrUWNMSbQhyF\nLFFTfipBFvZ44NeEEqR+/vctiNRyEfFn+GNAaGeY5/cxIT2zCnOQ1WmqUvNJbw1pJNbR4jRRkApE\n0luQRW1x7CY/7kiUMGbj3oO8B//r71GGP9Yx/rMMv5810oj8+af8WEej8k5zc5trPZ7E9RKduyK1\noCxr0/we5LfZv2LBhp62hB905/bE0J1wcfR4b1rCrwNH7Cm5JSScIEEPo7CwlPr6Q0kvk5mJrF1z\n28Yf+ov9e02I5PIQIVpcs6OVtTPpyz6INHcWX37C7/cGIqNaQqw33umnwo/14dg5LkREW+vHBpHU\nGrRIsFaHG0kXyzjbn+cYui5rGk7nuPI5hM5P8f6+T6DFy0DUqrEjgZpaWB9UC22wBhU2/lmEbG8T\nTRlI6CbVSHoimgmjWGKdZaOXkJVVxZNPfnW/ImBISPi9QBRFDwDf25VCVqf9EhJOkKBnMW7cpSxZ\nsgV5qYYQiO4EZIUVIZeoiW4cjNStTPs5RYjBZhFitq3+CDsjYfy2rYhYsv1Y1rLwPERS6xBRZSDr\nM0UoP7IWhWZJDkDW8nhkIb5FaDrhEImu8ddZhUirze/nkAVZhRYV8ZIlu5YBsd9zkHdvCPAiIsr6\n2DUN9Of0YUJimB2zkJCZDlogbCQvr43m5i04d4w/tv0vpvlt1voxTQ98kj+2YR0hwavR358jgVPI\nyvop11//oV5pRfjPoqdJ+H53YU8M3QmXRI/1JgkvRxmXqwlScf98iVJPICHhBAc6borCc2AFhTzG\nZ9DDvh4RqBFFLXqoFyDSaUNxWlCsOIWIyXSnzdKrRrHNzaTXBHeENYIwosv2PwX+XExuMyv2/iV+\n3+/E3msgSG9moli0lSGZVrMledmioK9/bxMhaavdX0sWnTtNrfLXku33SyE3cR1B62AgYZFgC4Nx\nBIERgAoKC2/DOXyXpALGjOnPzTefB8Cllz5EVdVQv/9KQkZ1AUowq0GueUu6ssxuS3zLRf+7EuBV\n+vUbTFZWE1/60vj9koDh/U3CURR9BSUSHGT9EXbVhGgn4wzv6v1dlSgliVkJEvQwRlOHHvhtKFnq\nMERaZlVmo4f7FkRGpkxVS7pm8XREes+geCcowemPXRw1IpBeDRnkkUkhKVpp5zTSM7AtGasv6bW5\nP0ZEPcJvOw+RfhMiQyMcy9TehnJTvoMUvzo2m9jsz2el3/ZK5NaNgCVokVHs74256a0t4AcQYTcR\nOkR9AXiQ7OwqWluD+1etAa/r0iU8efINVFXFS6OsfvlVRLRTkbRBk/8805+TSXXG953J2LHD9kkx\njgS7hyiKDkUruLWx945CbqKj8FoXURSlNSHqMEahc66uO7KNoqjIOVfb1WcJCSdI0INYQSG/YyQi\nlWZkFTb4n0bk1qxHZNzPf56Kvf4JNWNpQVnS2YisT0XWWCOKUe54hnjkoendANRzPn9jNHWsoJAX\n2EQ1uWxnid+3CMWElyDVKhP0wH/+Z1TOlIcs0mxknU71vztEyhejOG0eWnTMQu7erehZdhwi2if8\nta3147UhogUtLipQfPdtQt10O3ouWsKVxaUv5tBD53L44bNoasr03Yl2nhT1+usd1QNNb7oU/Y/M\n/d9EcHtvQwuaTYSFg9pSzp795S6PkyAdKTJ7+xR2hjtQnduvY++dDvzMOdcKrImiyJpnP9/F/gC/\njqLoZT/Gi865eoAoikahBg7noaSFjp1EgISEEyToMaygkF/zSeopQm7VVlRnam7NLYgkrfetyTma\ny7iJENs0N2wJss4mIEt0IprGhX7MeOLWQDT/5/I4R/Bx5nMy1YzmbzvO7wWqeYshtO5oxWio8+dz\nG7K2l/hzsjixbb8MWe8tyKNnYiBv+f1z/PmvQ4T6BkFv+SREaP0RwVn/YnPTW5x6ACLkJcgdny4G\nsnZtG/X1L9LS0hfnctm4MYh8zJmzgPXrq6mqqiEjo57q6p098sah2K+5v02Os5iQ6DXRH19tKQsK\nmve7BKwEAVEUnQ6sc869GkVpHuw9bUL0GfTFvQL4Fy9k1YbS58uBi5xzVTvbOSHhBAl6CC9wBPWM\nQ9PsU6he92bk1n0bkWQTsvKsNMkIrhXV6Z6AMow3IUIqQtm841GWb4vf1xKpagllPOYm7kcb97KY\n0/kHG+lLGx9hOaOpYzR/405OoIYBwK9iZ38NslSt0UM8LmoymGv8NZhr3JoYZCOXey4i2c3+3B6N\njX85cBgZ1JBFJS3k+LFKCOQ+HMWPlyD97FcRAS9E9dQvA2NIpf6bDRvOwxS2liyBKVPOQJ6FS5D7\n/l5/375M54YOptb1NqqjLvP/L3PNp9DiptJf22XAfEaPHkKC3UNPWcIrFlWyYtFO+Y0oihaiL1VH\nXI/k5ibFN+/mUDtNYvIJTuX+Z4+RkHCCBD2ENgoIrQDHowSm25Gb02pri4Ht5OZmctRRhxBFuRQV\nFZOXl+KllyKqq/+OyMSUtv6OiHYeSmQq8X9b68IWlLT1Dzq2DISxVFNNNfewlmkcxN/5FG9Qz1AU\nI/4sIsAstBg4F/gNwVo3izuFCHOLP+6/+vFrEUltJ5T4mMjGSCQmlIcWHuOBStqBFmaTwYm0k4GI\nuwiRJf7cVyLLugnFmy1RrA1Z6iBrNY5jUC3yDYTYdLY/7k9JFwGp9O/bYsL+XyC3+MsEbe7BwEKK\ni99i9uzLSNC7GD1xCKMnhsVQ+U2vpH3unDul4z4AURQdg5IdXvFW8CHAi1EUfQRNhnjrwUMIaizv\nORISTpCgB3Cjc/zf5BtYu6CN0G7vIoJ1Fe/g83eGDctk9uyL0tybkyffwIIFk1AykEN5ImbhziQ8\nG9oI4hztKL5pSVNXIiLGH6sOgDYeoopZPM5a2tiEXL41BIEMc533Bb5E53aFl5OuenUNcuVawtc8\nZMmPAE7278e1oGcSNJuhnRKkJPYDfw02bryl4nDSFaoujo3XsXY6q8MriLhBi4O4cthcZB1bO8QL\n0f/rVqwZRGbmt8jPLyQ7u4kRI7Zw882XJa7oPcC+FhN2zi1FKyoAoihaDZzgnNsSRdFvgMeiKLoD\nuaEPR5qoPYKEhBMk6CHMmDGJ5567h9ZWR8hEzkJx0S2I4LYBg1m16l4uvfRa7rsvNLafMWMSr776\nJFVVDyHC+xty034LkZJ1SOrjx6pCZP00yvAtQq5WI+3PAj+MnWEmbTyMXK+Wkb0dEbFJZrb542Ug\noQ1Tr9qIrHrLFm4H/ouQbVzr930LWe/b/fEt4auBYBGDrFuzUleipC8rnyrx1/iGP04jImzb18Q3\n4mjr8Io/944kC1qwnIVUtzYjjWoHnEZubh+OPnowN988MyHdAxs73M3OuX9EUfQ4cie1AdN7sqY2\nqRNOkKAHIaGOdwh1vPEGDEYeCzHLbPLkWcyfH6y08vIKLrjgDmpr+6GYZS6ygGuRm/odRGgHka4U\ndSsi5qNj781H5GklNdY6sBSRWx2hQYJ1Y2oFGpnAq6zjMNooIIt63iaXlh1CGtaWcTtBVKQOZUNb\nr+OV/vzMkv0H8GmCxT4V+C2hiUIFof44y59XGyJfa6to9dKV/ve4pf55f6/PIFjxFUjz2RYSJlzS\nhEqgDiYv7680Ns7v+G884NHTdcJ3ur3juv9y9ONeE+sAiKLok6h17wNRFA0CCp1zq7vdJyHhBAl6\nDuXlFV4cooT0utylyAJdR1xbuavuO+XlFZxzzmM0Nl6I3NmWgHUYQU0qQhYsiKxM6SneAchcuHHL\neDzqWLQWxUwjRKKmZtUIbKOM/0s7p18wjGWcRNfktx2Rr3VTykSu5LX+3DchYo7rH0xEXr8v0Nn1\nfQ3S2c5Hi4W+hAVCM0HgAxRjN93qu/zn7YR63w3+OKHMSO7y6cA1RNErHH/8EfTtezC5uW3MmDHp\nfWEBJyT8zyOKojKUSTnGOTc6iqJhwOPOuY93u19CwgkS9CzKyyuYNeth1qypp6UlorFxK+3tOchS\njCs9dbaEDWVlc7n99sU0NmYR2go2IdJsQLFX0zNejVzVdf7zYkSmDlnPh5EeW/4scnebEpS5gZWk\nlckaZvGnHefyHINYzLEEpa74PtnIKr+foIa1yR+7kGAtmxpVISLJIpTM9Q//t2WM56G49lLgKf9+\ni9/P9t3sr8vaI+b6a99G6JfskMvbSp9MMawWWcH9Cepev9lxrRkZl3DooU2MGTPigCbknibh77u9\noyT2lWhub5LwK6jN2IvOubH+vVd3JVvZazHhwsJSGhubaW9vJyOjgPz8IkaPLmb27PMP2C96gvcn\nSkvHp32ng3UcT0CCkpJruOqqM7sco6xsOieeeAx3372QRYteornZrEzLXN6AXM0HAzf6cc9FVvFI\n0vvy3oHIZyEi4PkEsRAjPyO5d4AcVlDIaOo8AY8lEHuuf7WaZhO1mILKiyrRAmEtsozj2tPmBQC1\nLRyMXNJ2nncjcv4h6SVcAxGZH+w/n05o5mCWubmzTfoz049RQiid+guS+h1BcNlbJrnQ3n4/a9fO\nYu3a2axcqVaJyfMpwU7Q7Jxrt5rjKIoKdmenXrOElfEImhTB9VRYeDk///m/JV/0BAc04tYx5DBi\nRCFHvPTwDlWrZzmc5v6jcS6XESMK0hangcQjRGRZiGBqCC0GByNX7Djgl4i88hGRNQMfId1Nbdaz\nWZM5BEvxT5TwUcawisV82I9VgJKuTMmvFZF4H4IVepgfw0qaNiPyayY0V7B5foofo4iwuHD+HAv9\nuW1EruNlKMacTSjRykSEayTfTqhtLkKEfTRaFKz25zKUdBnKi9FzqeOzp8z/wMCB5/HQQ1cecM+n\nnraEb3dX9cTQnfC16O7etIS/ilaek1B23xeBx5xzc7rdr/dI2Bpw39Lp87y8qYwf/6ED2v2TIAEE\nMn5tyVukaKOdFlIchAgjLE7zuJBfPnVFGhHfffdCnn/+bbZt24hI83iCRafSGngMZQM/jAixFclI\nHkGIi65HnYi6iiFnoESu0xF5DiaQfRHK8rbuTrmIPDegMktzJ5s1ih/b+vn2QYRbh8h0uz83Swoz\nd3tfQgOL9YS+v08RGk9EiLRL/Dk5v78lr2X7Y1m2dCYi7Hp/rG3+57ku/kuWwAZQxqhRrdx11+QD\n6tmUkPB7gyiKJhEEQJ5xzi3sbnvo1RKlnR+6qSmfBQtu4Q9/uIKvfW3pftuZJEGC7pCetHURSkiy\n50f64rSJx5g65RRVW2blMWxYCWPGDGbkyD4sWfJ1VF/bSnpC0xMo7rwQEd8AQs3wPf69TSjxyUjb\ndJlNwvIi/2qdi5r9cVoQ0fUnnbhf9cfJQglQmYiQ/wFc7Y8zF5VQHYcIrA3JhgAAIABJREFUui/p\nFmnHfr9fRGQ53Z/jLOR6bkIW+UH+OiL/OoFQr/wQivmWoJLPBWhhsJ2QaZ5C1rHVc3esh46XP6VY\nufJWzjjjdI499udJ+CzBDkRRNAL4g3VciqIoP4qi4bvqorRPWsJadUtPOz//PH7xiwPP/ZMgwbhx\n01myZABB2ekWzO0ZXuO4EMUvA0kUF3+Bmpos4EREupZ0pCbzIqYq5I6NE93p/r0BiCAHIgvXEphG\nkS59+Qoi4UGI4KwUybo1WTLUh1DJk5UCWSb3JqRiFc/qrkSCHs7vX08g+QxEzof78wDFjQ/x57Ea\nyUeahZ+LiH8tImUT5mjzP63+PG38iNCWMNMfL96qcJC/5lMIZVTxxUEZUEb//l/ikUfO3e+fTz1t\nCX/b7Z1GF9+I7uxNd/SLwMeccy3+71zgT865D3e3Xy9awpX+tePK8xriBfaNjUfyzW/O2++/5AkS\nxFFeXsHSpVsQEUKYim072QNENremvVNT8wgqMXoGEUgbslLbkGs3QuRoXZjMZZyLyC+HkGFc6Pcx\nd+5bSPnKMqtbEbnn++0guI5rCX2Jba4uRKS43Z+HtUF8ye+T6cfOQO7xdcgyNulLi0kv9deQIpQm\nSb9ZlvpCf35WXxwvcbJEtIP8mBn+/O1aI//3NkTQB/vXt9ACogJYgZ5XE2LXJvf61q0/4JvfTIyE\nBABkGgEDOOeaoyjK7m4H6FUSXh17/RzpyRelse1SvPJKDeXlFckXPcEBgzlzFnglrY7KTpOQa7n7\nxWk6DkEkNZ10YYpnCC7ZruqF8Z9d12G/jtsvI3RDMiLrQ9CYtlKgfoQWhiZTWEMfqmjY0Sf5eES0\nTQTLfC5S+SpAxDccqWyZOlajH9/aCh5MyOx+wN+X/+hwz2YhK3sAMMbvd3nsnjzsz7EVkfBEf+0N\n6DlkWdgb/f26ikDAVtYlrF5dR4Lu0baPyVb2EDZFUXS6c+7XsKNL06Zd7dSL7uhPo0nWjMod+qCV\n7xSC+8e+7AsZNeot3nzzoa6GS5Bgv8Oxx36ZpUsbEYGYkIcRoSUdWeMG6xtsSVIdMQtZaoNJFwT5\nCyK+NmRd2hyrhx2kOBx1XHNoPuYjIi3w41lf3Vr/uVnAcRd0NepvPAw1ksnyPzWoXArgK8iNXOT3\nMyu0mCCPWev364MsdxunlvQGN6aTXY+s+2OQtdvqP7fWkS2o09ORwF/9Z23+PppFbf2K+/l9zE2+\n2r/XjKzte9AC4QN0rO3u3/8Ctmz5GfszetodPdt9pSeG7oRZ0fd70x39QaS7OtS/tQ74gnPuze72\n60VL+KP+dRLpD5/FaPWZItQwfpbVq7vN8k6QYL9CZWUleuhPQlbZD5EVdhqKhQ4lxCb/5n+/ms4W\n8jQ0jaehvuFGwNZ7uJagYGWyli2oPWAGigdbTPZQZD1mEZSzMhApbSOoX+UTSpFqkMX4ht/2RIIS\nVQYiqxv8dbT5cfPQ/DfCe8MfP9efY3xBAnouLETx5rgEpzWwsEX7Q4hUNxF6GWchQh3or9uSubYD\no/19GYLaONYjN3Qhwd1tqmIPItJOr+2Gaxg+fLfKQd/XSL0P2hR4sv1IFEWF/u/dcpHsAzFhcw+Z\nC2sLmjQjCC6n8bS3fzdxSSc4YFBSUszmzUaAcev2LP9qmswpZC2+BXzXvzcVEWw1UbQR5w5Bsdtt\nyI1rcd8U8iy96Mc00Yo6ZFkPRsRiZT5vorhtkX/fmts3IvJx/u9sf6xWFGstRPHSCkKrwpP93/jx\nD0YW83b/swW5uVsRaR6CiPoFlBDVhsJSh/vzGY2s2QLUWrDJX+MypA893N+jAkK7RYtfRxQWbmf0\n6OG8/fYGqqu3+mt53d8ra1V4lH+vAZV5tvtzvgfVNIMWTKf74/SnpKSR2bMvJkGCKIryUJeT4UBm\nJNUO55y7ubv99pGY8N/RZGkGzkSr27LYtjOBeu6+e2FCwgkOCAwbNohlyzYhi/QCgtvZmigsRYRp\nGcOHIqvTsoBVIuTcd1BCkuWDWP2uEa2pYTWh+t1cP94FyOt0DCFGOx1lNW/152KJXm0oTprpf8xS\nbkSL5S2oNCneqvBSgsXY5rcdQrDK4zHnlxEpHoyeA68Q3M9vItJvQEQ9DS043iZkfdf47exYRX68\nU/01zeKEEzJ3aHJbjfXy5atYu7aSUGO8jCC/aRnTBf6zeWSykeGj+tC37yD69j2EvLwUV111SvJM\n2g3sa60Mewi/Rl/GF9GXaLfQiyQ8wr9uRSvOISgL8QX/3vlotV+E3FUDWb68qhfOM0GC9x4zZkxi\nwYJ/oO/9UOQ2rkSuW5AX6A0CObUjq3MbcmFPR0Q6PvZZJSLfVkQiN5GeTPQGSjACeaCu9K/3EFoQ\nNqMFQS4i9ELkBr8LkaFZus2oWcMiRNDVyELvQ2hjaBa+NZNI+XOtJLiLC/24nyJ4x7KQ5TvIj1uN\n3PBzkTfAVMEG+m2WopKq1chy7pjQdiZ5eUEzIS4jaoS8bt1G1q5dB0RkZw9gxIhCpk49muefr2T5\nMy+TRT13PfX9hHATdIdhzrnJe7pTL5LwEP96P4qDFaHV/juEpIsNaLV7MlDJ2rXLKCubm4h3JNiv\nUF5ewZw5C2huztrRmeevf12KSKcJESvIorwDZRCDiPbHBM3leFLQTGSlQYh9lhOymyPU3/cHBM3l\nk0mPtS5E5DgVkVgRcgG/CvwodgWXE4Q2DJcij9VEf1zTZnYEK7fU/16NLFxHSMjKQOS7Gc3/Sr/P\nWv8ZwCpUU3w0sn4tnl3vz3UrwXNwGyLpJ5C7OHRTKmQuA58pJ6heBXTU9U7QM3ifWML/F0XRcc65\nV/dkp17MjrasyTI0eZagxJKOdX6gB04VcDFFRXexffuv9uLZJkjw7lFeXsHVVz/DypXx7/NZpMs4\nHo0IxyzBAkQy/ZHC1Z2IaOL9eK3M6AGUDPV7ZGXmIjIvIJQDxfvtmsVr2b9Ho2b2lsRV5Lc/Onas\n51GY6ycdriF+TtVIz/lEglXfUbmqY9lTASotmofIOIUWCi8SMsYX+vHWogVIJUrcXEcg/Qy0qK/1\n71n3qFYKqOJ0XmE0ypG5Mene1iV6Ojt6ppvVE0N3wrei2b2ZHf0a0lddjVxFoJhwt12U9iHFrLlI\nUi4HJWpkIRebKfhchHWGeeqpLyWr1wT7BSZPvoEFCzqqwt2Avt/LkaW3DFltRkQmKGEJVnnAZxAB\n1SKyG4rc1H9FpUHT0BzaRGiqYEIaJoBhrl+zKE8ikLSRbxahzaCJcFgtbT/SFbAO8uOY/vOxsX1e\n9ce30icrk8rz452K4tHzCOIgJhhi7m7Tlm5E1vIyf5wt/h5t9edr90tKWBnkkEsdJ/F3Tqa60/8k\nIeLO6GkSvs6V9cTQnXBbVNabJDy8q/d3JVu5D2RHW8nFdKyxNnwJEXJXkpYZiYJWgv0Gzc1dTbEs\nREqF/vfTkBvVrGNLvjLpxS8TXMGXA1+N/X0D8BpyY+f49yxDeAAi2QvQfOpLiPe2IQK3OlwTAslA\nZOsQwR6GOjH9wm/bjkjyowTVqxcRacbLm070v5v1fSci4WJkxT6LLPBWVAGxjKDkdZA/pwa00KhC\nSWRD/LFPJVjYJlvZQn82cyp/32H1JkiwN+GcWxNF0SeBDzrnHoiiaBCaiN1iH8mONsWsbDSh7AHT\nsSZSGZevv/7HvXWSCRLsEf4tKuIFjuCQCaXk5raxffuWLrZqQ8lKDyGCyQA+TnDTGgqRhboQkVYK\n5Uw8TJgjk4ii13HuCNLnytmI0CYiAhtMcOFm+r9LEYFmorlXhLKXB/vfT0H1sW+iJC9zGztkkVoX\npnZE3CUoa7kPIuW1qETqw2hBUOfPvxDFwfuiWPM8RLp9EMkegRYPBYSksYf831f6+7EJxYEHAB9k\nEL/nSp7v4l53xk1RMJQSqzjBe4UoisqAE5BE2wNosj2KJvdOsQ9UUDcjF1ULSkDZjla6g/x7Z6DV\n8yYUp5pOff38pGY4wT6HsrK5zONMUjzMysV6r6DgfODf0Zw0vAM8SXAhLyG07rPKBott5qAExRxC\nn9xxqK7+beBQcnKqaG7eiAgvhzCn3kEep62EmtlWNJ+q0JyqQ48BE+ZIoVrZfFQ6OBDNwYWIqDci\n0jad5+1orn4MWdumVf0WIXnqRX8+9QSX9UaU1XwbIt/tBAv8L2gB0e6PfbwfdykqX7LrKMWEOvoy\nv7t/TYJexvtEtvJMYCy+MN85tz6KoqLud9knSpRArqVMFKNKIbfTE2gi5qMVsDXbvgY4OHFJJ9in\nUF5ewbe//Swpfpn2fn39z9H39gxkAY4g6DZ/F323JbwhkrOm97nIyuvYzehMghWsPrfNzWchkjIZ\nyErS++YeigjfZF/zCHHhbNL7ED+MSP73BPe2qXC1+vdOJCRjtaPkqoXIgjZLuJiggLWSMK+zCFnK\nFcAjwBcI1vAYfx5L/TkMQouBbNT6MN5TWOjPuXyE5ewKidWboIfR7Jxrj7ynJYqi3ZJS20cSs+ai\nSdgXkW4LctdVIPfXQaRr6F5MZuYP+PSnRzNjxqSEjBP0OpSAlUXXLQhPR1amNQSwJvTFBBezdfWx\nRWcDQbe5yP99LZ2bCIxHJUYnoPjpU34s02NuI3RL6oes3xxCGZCRdQ5K9ipEMWZgR2y1wJ+zaTgP\nINQLv+PHzSfIVOLPw/oP1xGSxSAkjDUgKUpL5rK6adN0zkILlGyU6JVHWKQMBGrJYT3/yl92GQdO\nCLh79HRi1pfdt3ti6E64M/pGbyZmfRVlR09CkmtfBB5zznWrudyLlnD80NNR4kc9msi5wO8IwgHW\nPNziVONJpeawYMEtrFwpMk+IOEFvQglYO+tyZA0JNiGSqyLIP25G3/s8tNjMR67ZryFCO5tAYN9B\nPXWPJBDwTL9/G5pH75Ce0HgpyiaON0yo8b/3R4vagchSjndSmkuQqdzmz3UWspRrELEWIFGNQuSB\nOxi5ki2paighc3kDQfwjHk+u8vdmgP/sA37/NwgqXw2EhUszJuKTwdu7RcAJEvQ0vETlPJTQUIsm\nxizn3MJudyQsh3sBtko3nIOIOQ9puB6GJuR1yCV3J3Jj2YOnEYCVK2/l7rt3eZ0JEvQocnMt2er6\nDp9cjsjqavT9HoVUnfoSmtcfSijH2cLIkXGL8mq/z5PA15HVCUrUmoVI7ERkvV7fxTlc5I8xCpFc\nHmFh+/8QAYPcyWuQVf0//hy/SojrZvltDkGLgHiSVSXwL4QkrRJEqkOQe/mDqM746/73rYiwW9Ec\n/wBaoAxC5FuPFuLXA7/0+41Az4LDgWKyeJlP8nxCwPsJUmTulZ9exu+ccwucc//pf3aLmPaxEqW1\nSBjAJO22At9C8ae4jGUVehgITU29fvMTvM8xY8YkXn31SaqqziA0I7Fm9DORlfkplLxk0o4gEkwh\nUixk7NhsZs++iDPPvIzW1h8TyPg8RGpvEYgXFF9+DJHYn1H81Mp4CtAUryM9AfJU4P8IyWEPowxo\na/PX6o+zEFnRRQTr1NzQELoSWcbyYL9Nvv/cuj+l0KLDpDgz/Ple4u/Lbcj6nkdoMwjpWeEbgXnk\n8RbDqOIjLE8IOME+A+eci6LoxSiKTnLO/WVP9t0H+gmDVtOFyD32BpqE1nqsAD0IhhBcWKegCaoE\nj3HjruTFF+/Zi1eQIEFnlJdXcMEFd1Bb24+gWlWFXMBm9VoDBWvrNwwtLk8hI+NBfvObiyktHU9R\n0WnU1VmbvSpkAR+MvvvfBD5JUJ+qRBavqVKZolQjmle5yMVtAjgga3MGISHqMNIlMc3dfR4i4S0E\necxtBLGNO/37Rs5bUO3yeIIrPP65uZ7x17bKjzeEkG1tjSMyCV2UTiGLn3AuT+4R+Sax4N1DT8eE\np7vv98TQnTA3+kpvxoRfR66etWiCwW4oZvWiJfwJ/2rtzLLQ5LwBWRDWP7QakXOcZO0hAXAJr732\nFhMnlu3Q5U3iwwl6A6Wl4/nZz2DKlAcQSS1BZPQUoetQhOKbjnTN5DvIan+Tx6b8glJXy2GHHcqy\nZVYrG+9O9EU0v+M6yBXIGp6G5o2pbZUSMonjcpV1yE18D3Itb0bCHSuJtw/VPJtAaNJgjSasDeFG\nNGc3EbxUFaiv+XjSFwYmZfllf84PoUX4Twl9xC1LewhKxLqQkJn9fT7OnxPrN8G+jD1u3gD7RHY0\nhMbmm5G10E4onxhO0Jk1LdxmtKruh+JYB2HlF6NGXc9dd01OiDhBryGKPoG+k9sJCUVGvu2IVCwf\nogCR86lAJf1ZwSNPXcmcOQtYsGAoiokWIGuykZCENZr02uOz/LjDkOWcQnMk8r8XEBbnxf6zekLm\ns8V2rbFCIyJYK3kaENu/ChFuob/GQn9+hyECtfKmLGSR27aWnNUHLbwb/PsZKNkrC3nATK2rBWss\nUUI5V7BkN+5+QGIF7z562hK+zN3ZE0N3wo+jL/eaJQzQlWKWc251d/v0YmJWZeznGdT27AmUiGLl\nEvVoso5Eq/cX/WsucBmh8XfLjlFXrryVadPuoby8ggQJegMFBf0QmYxExGLCE3WIhIrR4nIwkmg9\nHuVEZLKVedx990JmzJiEMo3L/OfHIjIb6MdbgVzFZSgGbRbmVjR/jkCJVb/xx7FQTuR/Pwop1bUg\nK7UOuX5NGKMGuYlrEQHnIuu5ES2Cf4Os768hQq9BoaQVBHWsFPLODUDE/nGUZDUDWc6zkEs7D1nv\nB/n7NNjft1OBO+nP63yKN/bkX5AQcIK9Dq+Y9TXgG/4tU8zqFr3mjs7mTVp3ZLOZdGUeIV42Gk3e\nNchldjB6YCxFk3sucnmtI7R0EzZvPpKrr34GSEqXEux9jB49hCVLHCIuE8wpQaRWj4jHchvmE0Ir\n0o5uasqktHQ8OTnX0dJyOyE/osiP0d9v7/w+mchtuw2RZIY/zhso5hsR5B/vRJZsDarLbUF1zAv8\n+2sIXYmqCZ2VclGyFqiPsCVU2vz6ASLxzNh5fpLQdGKFf/9ZP+5bhOYNdX6bTJQF3Uo2VQzlcbJ4\nIEnCSrC/YP9SzLqeCp5jEIspRbJ+1rLsDfQgeRlNfPt9EJrQuWiiZvq/30JWcRwpVq68lTOnTObk\nSQuSOHGCvYrZsy/i0ksfoqpqAFpQbkNkY92DrJlCx/iryLi2tpqysrm0tAxBLlwrLdqKiPfLKPyy\nlfSM5XqCMAcET1Ieqi5oQ+Sb57ezWt4FaJ7VkO4cy479biGiQ1EseCVBJCSFNKoXIAu/CLUkjCtb\nVaD+xtlocX00mr91yPq2pDDhA5zIF/hbd7e5W9wURYk1vA8htS8oJPc83pViVi+6o2Edh6FEsnsI\nK+hS5JY6DrmtxqFJaivmAaicYjVKfIlIbzZ+BZrQ0MrHWLDgFs4661HKyubuhStKkEDel/vum8bA\ngSuQRXk4IqUcREzXIjLagsIwswhkfAU1NZu59aanEbmVIPf1g8CvEAHf4cepIShiDUTz5kxEhLlo\nehcSSqBmIEv0d2iuTUVepCeRZTsA0motC/3xB/qxrvfXU0ModTJLfDFyVxegpLHpKE/lPBSvnoe8\nXPHPZ/t9401bdl+GMkGCfQy/iKLoXqA4iqLLUJuw+3a1U68lZmXzSVoZQOgZbBmUVQRpvz7+1YTt\nzyC4t9YiLV2QRbGWIJNn1y1tXeEMRo7MZc6cKxOrOMFeQXl5BVOmPAj8t39nLsp7sKQtNZ7Xd3wI\nIrxKRM7HoZjwEEKc1yzejSg8swmRWgFyUb+CXN0/8sd6CiUvNhAEMPIITe+zkUW+laCMZQmREOQl\n6/1xx6MeyEf487LM7pcRUd9PyMK2+XgeUvB7GpUs4cczaz0bLSj6kUEjI3jnPXc/JxbxrtHTiVkX\nux/2xNCd8GD0//Z6YlYURXnOuSb/+ySUaQzwzO4IdvRidvQXEeFeh+JJYwhlDBOQtXtHbC/L/jya\nID6/ApUxdYyvjUdKRf9GWGGXASlKSuq5774zEiJOsFeQl/cpmpsHobyGauQ+7kNwCV9J+I5ag4bv\no0Ssoag8KAO5i4uRdXoeKu2Jf79tPk1Blu4ARHSt/jhFaG4diSzUZ/yrtSfcjsI8NYRsaOtLbLXO\n9yNyfxURveEsf46D6VxzfDkS4DkJNWowaUzDpcjbNZ0MpnI+i3ok/psQcfdISPjdI4qil5xz46Io\nesQ594U93r93S5ReQpJ1xyF31pFopd2EJvQG9MDaiizcIYhwi5AVcArwAlrptyFiPpxA5NNjRzUV\nozIyM6dwww2nUVYW/zxBgvce48Zd6pO0hhJaAK4iCG30QdZof0SuD6Pv73WIsIYh69JKk/L9ftbc\nYBCygEcj8vsb6t/7BMGSrfaf5fnjQ6jNz0EEnIms5hwkR1lMet3us2h+1vrjDUDzsMmfbzah3WIW\nofRoK5qXKf9eO7LCrRnL0Ugx6wrgQkr4Glfwwru61z2F9wOB9zQJf8H9uCeG7oRHost6g4SXIWnH\n2cB/oi+4s1fn3P90t38vxoSzkEvtOFRXWIwI2DrGZKGHwCj04BmGSj5K0EPDCLgeTfQ2v28rmuBx\ngp3pt1f2aSr1YW66aQmjRp2dlDIl6FHMnn0Rci9vQeRrlqkRXisiqTrk+RmHSO8xZKlWIvdvH0Ir\nv2ZEYFVozpyCiOwN1Av4N2hq28I0Ay1ot/qzKkWiOCegBQCEemZLzsrzY72GrPFNfvwNfvs6NPdq\ngY8iT1YWIYyUjwj6dKQLfzBaiPT3v9ch4s9HC+Q2YDzVHMoKCvfoHoOIMv6TIMFexBWoFKAfSrSY\n0uG1W/RiylobepAYWZolnEJZ3ovRA6QKTdppBIm9IiTgMQL4E3qQFRBKHfLRtY/y234WWQZn+mOl\ngJ+watX5SSlTgh5Fael4+nAlDUCI4/YhCFOk/JaFSEt5PlKaWopIuS9B7OI2v20F6qhkcV5Ltvoa\n+v4bCZmEpXVmqkeL3QqU1LiddHf45f69YrTYXYMIeQzKfl6MFgQfRIuBJcBVKAZsAh+j/e+VpLde\n/Ln/vD9akEwlzP2Z/pohxRE8zXpG8+dd3tsE+w/2geYKPYkS59wV3i29xyZ/L8eErZvKjwgJHcsR\nQV+DJrAls/RDK/VM9PAahB5U69BDLQMRsWVrWvuzPPTAOI/OjdEvBh5MtKcT9CiUoHU9IreBqKwu\nByVobULf2Y8jt3ETir1CINs+ZGTUU1DQhwEDBvD22nW0Mww1MUmhOXMV+k5XoHaHxYQEqM2I/P6D\n9JhsBUEO9iDkGl6E5l+2H2Mdwf3dTKh9bkFua3Nz18b+jitlDfSfbfK/5/hrtDGH0nlu/pBi/sFp\nrOrx+uDEahZ62h19obt/1xu+B3gsuqQ33NFLnHNj7XWP9+/9Bg7NiGAL0MTORGUY8xBJ16KJW4hc\nZa3oQdCCHkLbUHZlNkHerw7VM1oMLiI97mar8/OBn5PBWZzPQn7qrLNNggTvLdSQAbRgjAhx0maC\nJycXfcdNnUqNC+KNHUCkfs6Um2hkJPp+N/ttC9B8OYr+/d+ivT2Xbds2+WONQHOlDZGzxZZBBGwP\nybmoZCkbkWQBso7zUImT1fO/hfIv1vrPNhPUwRyydvPQ3K5BBG+9k615RQrN1xx/bmY5zwL+QX+y\nOJXf/VNEnJDs7qGnSfhc92BPDN0Jj0cX9wYJ/x596U8E/tDhY+ec+1x3+/dyA4c1qP6xgvRm4beh\nCT6KkAU9gq7F3fPR5I67wU4nlE9sRi65Q0hvAnEZRsbt5PAYH+Ox6DQichgxsi9z5lyauKgTvGdQ\nQ4Y25OadTCCzeKndQ4TsZWtccAfnnTcm7btYWjqek/g7FQzH8Y3Ytq+h2t3p1Gw9hYzMPshFfSeK\n5fZF82oInYU0zkCEaxnYRxOSx/6BFsyWSe2AzxDi1S/4fX4RG+8R4Cf+77moRKk/SuiKW/sgd/Ql\npIuWrGAr83iBExn9T4h2JEiwF1CKYqiPAt9DK0zDLleBu2UJR1GUidIu1znnpkZRNADNyMMQk57r\nnKvx234D+ZpTwAzn3IIuxvPZ0SarF0cFKicqIvRCbUPu5yK0Kp9AqBe2FfnraEW9Ca3GC5GrezNy\nTdchwu6DHiifRjGpmX6bRrQQEDIzL+G44yJmz76I0tLxlJdXMGfOApqbs5JuTQn2GJMn38CCBdao\nZAP6LlpDhgGEUEuj30PenuzsrbS0LO5mPIsbd2xFuBHFWR9DC1bLus5Ac2ALYeG6BlmhoPm4ktDX\n16xVS9yyJMhiQmcoq/mN1zJXoprlbFRuaBavaU9HaGGc4/82WU7zVE0Ffks2UziHxUn7wh5GT1vC\nZ7tdSii/J/hV9PnebGU4yDlXvaf77a4lfDVaDpsO5teBhc6526Mous7//fUoio5Cs+golM78+yiK\nRjvn2jsPWYnccFeQXnP4KFqRfwWt8P8XTWRLQonQyrsFJYjYijwfPcy+hCaxdZU6GsXMMlC29To/\nzvMoues8f5x0pFL3s2TJLKZMeYA+fb5OY+MROPffOz5fuVJdoBIiTrA7mDFjEgsXPoxz96GFZsd6\n2XNQfDReG38NWVmNdIXm5iz0PX8W+BT6Dj9LkMJ81n++lNCycAgi6odIT8iahCQlP4TmkJVKjUNl\nhBYGSiGCj4dzzOUcEWQz6/wY02PjW9gpm0DsJYR4cccEMRF7K4U8xtkcze85h/Vd3ouOSCQrE+xN\nRFF0l3PuauC/TbIyhl26o3dpCUdRdAjyGd8KXOst4eXABOfchiiKSoBFzrkjvBXc7py7ze87Hyhz\nzj3fYcwuYsJ9kMUaoRrJJ5CVa4lWVci6LSQ8EAr8GCm0srdM0gY08V8kJI3EhQs6Wg3LURy6I6GW\n+Z9SoLzTvRnl9W2TCZ9gd1BYWEp9/XDkedmMvr/D0Xe7Dn1v4yIZjWRmVvPrX3+102JPlvAtqNTo\nli6OFleLqwC+C+RRVNTK2LH9qaioJr3W9wS/ncV3D0KW6nKCtWvgKIouAAAgAElEQVTtDM0iHur3\nK0freZOgLCC4s6uRVX6yH78JxX8jv10fv01fQovFFjQf5/tzuRc4g3wqGUr7bilqJXNyz5BYwu8e\nURSd4Jx7MYqiiV187JxznV1ZMexOnfB/oZ5ocWt2sHPOCgY3IGUN0KxcF9tuHbKIu8BHgX9BJUYp\nNBEzkJX6HbSC/zR6KByLpO+a0eRvJyRgNaIJPMyfhvVstQm/GT3kqvy265Dr+n7gAtTMvKP+tMES\nVwZ1eQVtHbo3JUjQHUaPHoKIZjpaCDYhV22G//tfEXFZ7PRiUqnj+eY3O4ZsZFlH0SVosXl9h0+t\nLt4wHhHeEdTWHsv69dYmtBLNh03I41SCrN4mfz6gBXK7Px/TqrZa4CpUGpWD5tBnUEJkM5KyfBnV\nRrcjyzyF5ulNaHGbi8jeGlSYXGYb8gh8FoWUAI6nkRGs5K88zWm7rCW+KYq4qbNVkqCXkCJzr/z0\nBpxz1jVpEXKvLnPOLfI/3RIw7IKEoyiaAmx0zlmnhK5OwNF98Hknn1kv4ev9j2VIH4dW17OQJTse\nTd7xqFaxCJHtKf73E5Hq1ifQw6QBPSCaUKx4IJrkHwIeR5N/jP+8EZVEFNP5QXYl4UHWtUtw4Lij\nkxV3gt3G7NkXkZn5OnIZH4K+uzmIdLORaM2VKJFqNrIET2H16s5WX2npeEaMqAFuRwpW5yPr8UqU\nyBhfVF7u/84EMlm58lbkFepHsHgL0Hy6Fs29Sn8OFyGCzAJ+iUqhPuDPtxlNb4sfV/qxxvm/TRwk\ny79f7//+H+QiHwVpLuYCNGf7+vN4gjAHU/48YCvzeIxP8B2m8CM+8q7EPTrCSDsh7wR7ikgoi6Jo\nE5p8K6Io2hRF0Y27s/+uYsL/AnwuiqLT0AzoG0XRI8CGKIpKnHNVURQNQf4m0Iw6NLb/IbCzQM5z\nBH5+FpFlNZqofYC/o1X+K0gjFzQR89GK/Gn0IPkLepi84bd/2p/qYIICV43fbiohOaSV0P0lC/hz\n7HMTTjDt2wmE/qmGL1JT09DtzUuQII7S0vHccMNSbr31d7S15SOLrwF5aw5HluRC1IAknqTUte7u\nnDlXM2XKfxH6B1uy4lZCvNYaL0xH5CoUFPSjvr4dhXzykAu4GqV+HIUWrVei6bvVv56G5mY9Cv8c\n60dzdG6ruBWRdT3yWK1G83cVWvTWIKOhH6GSYR0hrjwvdv2WMR3vhDaGJu6kCvgNF/A5nkpzUe9q\ncbwroj3Q48qLFi1i0aJFe+14B7hYxzWo0P9E59xqgCiKRgI/iqLoWufcHd3tvNt1wlEUTQD+08eE\nbwc2O+dui6Lo60Cxc84Ssx5Dau3D0NL+g67DQYJYRxzx2G0ucgG/RtCAton4MHpoRX57iw0XEeqA\nv4dcYH3Rats6vsQ7u1jS9iS0KrdYWAvwEUJ5xsvITfcFQinIy8AY+vevYsuWh3br/iVIYCgvr+Cs\ns8poaSlAbt5mtAi1TP7/JFiyMxk7diMvvdR1R7SSksls2GAepLjO8xjSF43XoFjsxcB4Ro48n3Xr\n2mlpGUOI3VajxMZ4ydMEVBjRgBavmWhuZSIyNZjkJWhxYdnWlg2ehcgZpG1dSyg9rEFVD6Zw11Vz\nlkdRYqUle6nG3zAq1n94Z+S5tyzc/ZG8ezomPNU93hNDd8Jvo3N7Iyb8MnBKx8zoKIoGoQTm47vd\nfw9J+CvOuc/5EqXH0VJ3DeklSjMRw7YBVzvnnulirFhilsHE3S0D2qzMkwgT8Qn0oBiGspvjqyvr\nTGOatp9G8aTnUJJIV2pEP0AWyGSUMQrwNrIs8gmCCpl+bGscYaLzp+Lc07tx9xIkSMfEiWUsXrwW\nOZEGEeKwqxGBahFYXLyaRx+9bKdZ+OXlFZx++rdJpfqRXh40BE1B0FwailzLsizHjt3I5z43jtmz\nf097e5zAF6OF8BbkyDqY0KGsClnERciCBc3VSkSyESJTa7JiojrrkWfKEimtlKkaSBHRB7ejM9rB\nfoyNhBBVA0qOjMtcWsKWcBgTWeMW7fR+97aLeV8n5p4m4VPdr3pi6E54Ojq7N0h4qXPumD39zLDb\nYh0+wLzY/74F+c662u5bqKPELnBY7HdrEl7gf89DXu03UOJULiqVKEIT8VG0kraVuHWLqUOr5zXo\nATQd1SrO859Z56VB/m9r4bYUPTji7uUWP65DDw7nz++LBBdZIwXRWE6ccHpSO5xgj5Cb2wY8gFys\nC9D3dylQQ2FhO9nZBYwYUcjNN++cgEEu7iOO+CnLlm0nLECt3tgILOU/CyVMffs+u6OLmIj4A2i+\nWW1+KSoFXI6SxwowmVfNI6tcsLnXhEj42S7O8mS0qN1CIGg1rpjAKwyjkcf4JFqIb0Hx5n5oMWwW\n99NIq7oEecTSywqzdsSb900c6O7t9zla3+VnQK/KVp4ce6cQTdJm0kXfZ6JV9kpCGZPJ7lkj81pC\n4wcrO5qLPOFHku6SuwQlorSi7EvTq36TUB8JWkP0I7ixJ6AkMWtHl0Kr+w3ogSK3WHb2ZRxzTPsO\ngY8ECXaG8vIKrr76GZ8kJYwaNZO77vrsHn93VK4ECq38BJU9xb+nYG7osM8s5s9XCVNZ2Vxuv30x\njY02j1oQIR9HqKvfhsi3L+ku61dQmOeDaG6aFrzhUj9mPXELH5YxgT9yMtX8gmEsYzTwMTRfK5Bn\naiia3+sJ2tjQuVf4NIpZxqNP3dHtvettaxj2XYu4py3hSe7XPTF0JyyITu8NS7ijBRdHvnOuW2O3\n10g4m/G07nAnW0/VdoLgexNakY+mc//SbcA3/L530plsr0Gr87/6sXP9frkoM7MCuaXr0ap7u3+1\n/qktyPI+iNBWsYlgoUvTV7WXA5F1YJgFrGfw4Cruv//rCRkn2CnKyyu4++6FNDVlkpeX4qqrTtnt\n74sRyo3OeZf03aRSo1FoxTw/W/3rIOLKdDk5/8E3vjE2rZ92eXkFZ5zxXdraTiDEgi1h6o9oblpS\nZH+0CG5Dc7GBINjR5LfLJ/T5PpHQFzkP2EREJTfyEs8xiMWciObiwYioa1HSVgFBYKfVj9fsr8nq\nqauRVtB4Skqu5b77ztjpPbR7toJCnuVwajgIyKWYaj7Fsh5vFgEJCfc0eoOE/1n0GgmXocnwOGfS\nxkcJrQzjsVuzVF8iiAEcjR4Olqhynf/cHgIHk55VuRg9hIaTPrGNbFcg17gliQzyn72AyPZYFKdr\nRGFww6WIgNcSTxAJAh/nUVycw6OP/kdCxAnec8StuhudY9Sos1m1ajtaOFqGfyOygB9GXp1M5F6e\nTk7OI52IeNy4S1myJAvJXMYVva4j5GBYvkQfRIZ1aB40+s+siUMVQYoTgtBOf+AdJvAnTqaaW/gM\nbQxF88+SK49ExGvudUvaHEa65vQ1/v2QtBa38Lu6Z/+fvTcPr7I69/4/T+aQEBLGBKiKEYeKoqi1\n7TlFOwgqOA+opxWrvPUcVKz27bG1xsZS29qeehxpz1vsqdiqdNIeSVVoLea0vzpUcICKKAjKEIgh\nCZmn/fz++K6b9Tx7bwQtEYL7vq5cSfawnmmt9b3H772aYn7Hp2jjWOKK+2WUsoLTea3fwHhfBWDo\nfxD+bLioP4ZOkT8G0zMgvFsHDYIdCdMTJlzJypVbkaZbjGI+dUjDHuZ+D0cL/Dh884bkTWKF+9sS\nP0CbxWwEikbiEe1YY3GsgxDQ4s5hOwLo8ag9m20qg5HF3o7KOJpQDNpvZJ6pqBroI4dneHRRVQaI\nM7JHJQrCqynmV5xED+1IiYyGZ55AMdRoqY/mYl7eBfz2t9fEujMpySsfrZMsfMbyBrRGBqO11OLe\nH+vOwvI6Brn3GlAs1xjtLHbcRRbbuZk/A1DNeQi417jPQDyp6zSkPBejssUhpCoZfm2Vls5k4sRx\nsRyN6L16gONZw1R2xjKWzXqG8jol9KZl5lpNMc9yOL0UkUNb7DP7MsjuSjIgvPdkL3ZRkowZM4KV\nK0cgkKtA8VlQ4rVlZk5GMeTR7v0fILfUaQhoO1G8yth1mhHQ9iCmrZFujGWoTrHD/RSiBf0mAtfZ\nKAP7auBOZJUfh6yH4eh2taCN4A2UrBUFYNvkwLKqe/knzp/+Y369KMMznZE9L2bZ9VCEFNgQn9G/\nEM3tVXhOaT8Hu7uP5JxzvkdJyb1UVFQwenQxF154NA89tAyf3GXNFwYD33Lfn4XcwZei2G2AB8Zt\naD2OQ8rsx/BxYK3lfD4buYI2ZOEOx7dxtPBaLmqreBO+V7J1Qkvmm5Y0NR3A009XA57fPSpiudvZ\ntpdNHwuop4p65rKGyyjhDUbQxYmsAuBxTqcx4trfxgz4B9stZuTDLXsdhOfMmcLLL99PXR1Ia/43\nUsntb3S/E8DN7v2pKB5sWdU96HKOJ+7KCt17yxGAVuOTt36NzyLNwhMELMS3a7OSDWuXaHGwLPfa\nTDwfdbLFoQzOTh7kjOmnc8yxDzN37kUZMN4PpKamljlz7uXNtS1APrk0c97FJ9DQkPuBdNoyq6si\n+DhtTEJJWXcgd67JUDRXC/A80lHpo6eniIaGhTQ0wIoVUFZ2NVovH8cTaLSidXYPSmgcju/QNJPU\nVoqPI0A2ApBootYVfIxXIv834WPIne57loC5FZU2PYnWld3Lu5HS/CRxEP6i+5GsWXMrd99dxSci\nn8jZ0c84nRhNrbnQf8Z2qtjOXNYzkyzepjup61um3eLuyX5O1vEPyV4H4WnTJjN/Ppx5ZjWJxHrk\nVu5B7DyHIg38VGTFWjekdxCIdiGgbURAuR0RC+SiBb0d7wbrdq99H89jez6wyB3PksH+E8WaatDm\nMghtFH14d9x2vPvcmqY3uDHM4ngCcVRfC0DIx1i+vJovfOFqHnggYxUPZKmpqeX86bfRyTGYstgN\nPPTQ5UTdoy+/fD3z5/ffs66pqaWp4FDotI5Kd6M692b3iShpRjLj23WIsvUNotLYeA+avwniwD0L\nKZszkfX7JMqetg5NfcgyXYDWQT5SCOoRE53c1Afwdz6N5zQopZ0m3sHHj0N33hYWakHkOGfh3eBt\naL1tdK9bKVYuyZbxqif/NwbCY1nPGla+y/0AD8ZggNzL/e7aUyXDIZ+Rf0R2p4FDv8u0aZOZOPFg\nZE1OQKTw0/HZmUuAM9HiewWBbgfa+oahTaDEjdbuXje+2260cO31XGQVZ7vxv4a4br/q3jsSLeTb\nkBLQ7D5b5I5h/V+HIWajG5DrPB/VJ78G/BAldn0WvyloYTc23pOWkD8jA0fuumsxnSmJPQA/JVq/\nWld3O9deex/9JXfdtZjOzgPwlt1hwNlovg5DiuJdSLH8C6r9nYnA8hykKKYDkFzkaapCnqMqtEa2\noevLQcD4OFofr6A1djsCxqEIJNciRTkPKbL1/DMNsSOdvqPBQ1RCd6xutK4sYSsHa0Sh8zoB9VKv\nRMrG4SlXklw//PIOPvk1aI+5IHI/JiMwjja/iAJyV8r40WPsCyVQ+6r0kv2B/LwXcXzPG4IgWO5+\nTou89/UgCF4PgmBVEART9vgNicg+AcIgcvvc3Fa0OM5CIBYgTfoNlJwx0X06C4FsFbI0Q7QQqxGF\np3HTZiPgLEFx4a8DQyjh73ggjlquJ6EsTYsl3YYs8j60CYx3/x+MQP1OVJf5FtpoctCGEgDfxMeL\no80g4LXXGsnIwBX18t15XDEqa9a0UVw8jbKymUyaNJuamto9fB5T8I1QpiAQvArN9xMQQGeheG4R\nUhhHoHn/OnIrJ0secjVbguFcVCZosdpCfCXCjQj87kBAWIgAObr2yjFq2d/tWMOSQ2nlJFa7/8wa\nLkBAXujOdTxa0yFqUnEpssSj5/cIuLitly9Sj5KxVlPMnxhBIx9ByWQPo2c4BAH+j5HFbmAMqd2o\niklt9PJF3qKQH3MsqynONIIYWBICt4dheKz7eRzA0S/PQNm3pwLzgiDoN6zc69nRUVGJhDFhGUlA\nLgLHlXhu6WijBwM/kKYa4Du7mPsqx/09Cm1KW8jnLbo4CM+5a5mkY4Ff4XudGhl9LtLIjaXLxk4g\nUF6PNo917thFpDaDMDmTb37z1Fh5SEYGjnhyjF318QW1yzxkx2tlZVfzwAMX7hEXte8pXIvcwG34\nOWmhnG6k2B6GEqCeJk5Cs5G4RW9EGCvwdb0t7ucmfL7GPAR8g/DrrhBZwAl8u0Pr492J1kkDR/IM\nFyT1dVG98DhkpVr501Z3DcVoL6h37xW54+QhkLdQ0zl479lLaN2PBO6ljBk00ogSxUDPzvI/TOYl\n3Z9o4lc06fJOd63j8Imj36CI5ZzF/6ZN0trXM6f7Ozv6E2E6JrU9L38NPrPb1+G6HLWGYfjDpNe/\nDiTCMLzN/f8EUB2G4TN7/ITZhyxhkDVcXl6MEj9ucK/WI3BsRa6vOnwLtiy82w3kyv4cUmB+g7Td\nGuRinoPiVyOBY+hlkBvvVeIW8evIqm4koBO54ca4z/Ti+63WoUV6jTu3LETk8S0UczaGr7HEAfg6\nYCTf//7Te9QqysgHJ3PmTCE7exWpVtHlxC2nGxFgeOt4T4Yj5syZQlaWKXjzgYfQfJuO2Nyy0dzc\njtzHT7q/X0OKZS1SGi9yPxciZfJJ5MV5GBHRDENAdy/KgbgIdlivpWjeFyIrdS5SAA5GADrYfW4S\nWnu5rGQi93Jw7Fo+TT0n8Sayts0VXequIUDKwBhkVXeh9Z/triMfrbU/uvN6ET2Hw9314zKaS4h7\nDk4C/k/kLGaj5/UGAvA73bVW4ZMun0BesZ+7a7W1fSttHMezaVziGdmn5ZogCF4KguC+IAjMwhqN\nrECTDWjy9YvsU5YwKNmkqmoBr7/eRGtrCwLYHrSYjSEngRZ0G1qg+ZEfUHJKPtKgD8drq9Gs5VUM\nYhXtjEIur2jtIUAW+bxCGQF1lKPNqwCBaysC+jo8K1AzcqHh/s9DpU5mofSijaIdAfdTTJpUzwsv\nWMlFRgaSVFfP45Zbfo1nZGtD8zLaget1tLEvIWodl5XN3GPdt4qKzqa9/Sh8dvJgBMg34S31WmTx\nNSPrrQLRuuYSryl+BNGz5uBrdQvJy2unu/vTKDnSOiJl4S3gSrTmcOdRh0C5At9KcQO+baLWywhe\n5irWxq7H2KzqGZyUUWvlhJaUZRSy29G6zcHTZl6Kr4/+EVJOwGdu1yKrtwPPmlfkzrUdJWyah8AI\ng9Yjb8B1SMmuTvM0qjmQpXyRnfdx31ct4v62hD+26972e0SeC06KXUcQBEuQ5pYs30AMNJYlOBeo\nCMPwiiAI7gaeCcPwF26M+cDvwzD8bX+c8z4HwlFRGcg81q61bMsOBIBj8LWJjWgx9iDNuRktttlo\noS0h3hLNFuc8YDz5/JkuivDavnV6uQy4g0tcoo1Ydo5DC/Fldz6jkFadi0qjop1oNiLN24C9BG0S\n1pqxioDXuJjH+UXY8l5vYUb2AfHzc2vkVQNlC0NEyTIkBQXn0NHxyB45h+HDZ9DQYJa1cS6Xo8Sq\n5FK/y/Eu3i3uNSOu6UBz91KgmpycIsJwEIMG9TB9+ngeeWQ7nZ0/cse4Aw/gqxCQFSJgnow8UlXu\nXgxGYF2IgPJLaO0dDjxLKfU7Zany7FYV7pVytO7NBb8EAbsReVSQqlREGbU+4c7tJ5H79Z/Iqi5H\nvZRB+4CVPFYgoL8KNdr4NnEFJypVVPIEX+BvA47UY6CC8Paly9m+9MUd/2+65Wfv6zqCIDgIeCwM\nw6Nce17CMPyee+8J4JthGD67R046+dj7Mgib1NTUMmvW/dTVBUijtnhTtOGDNW0YgVxmuSihoxu5\n3KKL8xcImLcijfYzKKErTioAZ1HOFv6VZ3csqu2UUE+fG384PnnsUDzl5Ub39xoE1C0o8zvVIi/i\nT7SGf34Pdy8j+5rU1NTy+c/fQVNTLl4RHIwUtFEkUy0GwUskErsfI6upqeWuuxanrT+WRb6cOLDM\nRRanscMNxQMJpK/Dj9a4v4gqFCQ5OVeQm/sWHR0fR6DXhaxRo8gErbFy/DrrRtztlkdRjGKw9yMC\nnM0IwA8H3ibgbUJaEFgPBvLIooUEJ0bO89t4WliTWnc9vSjZchjpGbUuR54Ce68Yrd3JSCm2EqXJ\nKC4+kbg1bNwE9vtRlA3u72EWK7iIPwGppB5lzOA0R+rxYQTh4z6gPe6F4J/fS0y4IgzDze7v64AT\nwjC8xCVmPYgSCMYgYDnkPYHWe5ABAcKgjejmmxfyyisN9PRsRYspCy0ki7ttQgvYCDvyERj+xX2m\nFO8ekzWqDevTwCdJ3ZheAoo5iT/Fahs9AfwIuigk3MFSVIx3n0905/CO+1YfPqZlisC/AHcR8BZH\nTvgko0cXZ9ohDlCpqall+vRvoudr5C7d+Axc2/w3Ae2kabOdVtTh6GU6OjzhRV7el8jJ2UJ+fiEH\nHVTMpk2b2LKlBJ9EFaJGJfNQTkQBvpZ+kPvb+mM3oxjn4WiOriLescjEuiF9EQ9ERtLxIvIeDULA\nl+/OowDPXmf9uacgN/05iM3uRASqM913x+PXYXXy3SC9FWruZWvZaAlpBe66Xkb7xBHA/7q/s9z5\n5uLDWke47z6LlOYvIDe+tTwdgU/S7MQbAyFZbOFTrODT1DtqzOdJlkpO4Av8LQPC/SjvEYQXoEYC\nISKBuDIMwy3uvRuR5tYLXBvu7oJ9HzJgQNikpqaWiy76Hq2tAdLIC9Ci70F1u5Cq6V+Akkeimuss\nfJPz8/CL0KzhVQicN5PDi1zI0p26zB7kfLQ5LUCJW61o4/kIio+1oRhWM9qkNyDrezbKng2xJhCV\nld/gzjunZoB4AEp5+els2TIGWaXmGg7Q889DCUcfBV5h0aJdd9iqqanl3HPvorv712neNQXyG+Tn\nv0h390jC8L/de0bvWIEHlUJ87Ho4ig2/ChzEsGHrqagoZ8WKNWie/lea41Ujl2+3u6ZcfEmRWdgL\n3TUegvf6XI6SpcqQRW4W8QIEjlPddVyAMrijAHtT0jmYG/rdLPkzUM1/lERkM1rr97j7UU6qhRtV\nKNrdeSZQGMl6lffi13YB0EcW3YxkU6wL039zEutZmnIHD+TkHfHifQ2I+xuEjwn/2h9Dp8iLwScy\n3NH9LdOmTebhh+GMMxYQhvOJb3b/gddsp6MF1IKvGb4YLahmpJFPRnG7a5HFsBxtUJ0IgDcAp9JL\nNr+lmzFsYyzreY2xNFBML8XkkINccbe74x2Bd4GX4tm4NuFdhHPwxADWEk6yZs2tXHzxuTz0UIZV\na6DJ6NGj2bJlPQKCYfj68XI0p05D3pXtnHHGAsaNu5exYwfx5z+vJ5FQSVt5eTZXXnkyf/3rJv7y\nl5V0d0/cydEsaelWurqqENCcjyffaEEgvBzNw1/iS3DGYQxXlZVPcOeds7nrrsWsWFGErL100ofW\nya148pp2tLZ+gMDNkhSfR6GYH+FL9d5xY3QA30MW5Sh8Nrl5DaIyBa1tkyjL1VV4wI+60s2TeBUe\nrA1sT0YMeXV4pq16tM5D9Iy2IWVluzuOse6VuPP9DIoNjwBe5yJqU5TzZIKQXb2ekQ+37FMlSrsr\n06ZNpqhoE1po8xHovoPKIjrRZVkXFnOFhUjTthKo/899fzOeIascWa+Hu9dtcffRySdYww95mk9R\nx7H08ClCfk8P/4MyMochBWCb+26AtOo2PNVms3v/PnfsZqShd8aur6XlaC6a/qNMCdMAk5KSsch6\nSyCQKUVzsAkpYLVo0x9CGM5n7dqQ2toWEolPAI8Bv6Gu7mpuuWUZixd/m7a2PHbNcwwCxbHu9xXu\n768hhS9Esc3pCICbgOfIzf07U6cu4c47T2XatMmO+KOYOFmNibFITXbHGO3GzkUhljwErtbqsMu9\nZ9nMBfgEVWPHGoosVlNGe9Jc62Tkpn7T/fzVXcdd7v1Pud9PofW0Cq3jo5HCsQyR6/wEKSNGAGRW\naBNauwcgz1gR7CC5TOCrIdrxSaG/x3i6A0gB4G+GIXcu+iGVlfF7WMaFO5pAQIZdKyNeBpwlbPKV\nr0zn299eTl/fLORKWovq+8YjrbwCaaygy+zEWwXF+DKG6XgNO8rEYxIta1qMLF2Iu80GI3A1IpEE\n3pX1EeSSwx0jgbdETkGafrLF20crD3HB9M9yDs9lsqcHiGzfvhU9S5t3o4GlSPmzMMffEX0k7v8j\niM+lxfhs3ja04SfzHEeJI2wc0Nw29+pCvDU8GIFPL7hyu76+Vq655pQd3pb8/F40/+9A6+R80vfn\nno7cyL9GQLcYzfNo4uHn0RobgRTRYnwvbmucUoTA9HaUXLnC3avka/0pUq4n4evv7VqjZDdXobU/\nw11ziBjyQGu3GYFoCd5dbu9lu/OymuMlxD1sBXgP2ulYIlfuDo7uuHvZ7um1009Imx39YZT3Sin5\nYZIBFxOOSnX1PObOfYxEYjDe7TwcH3s6Er9wR6Ns6Ga0GfUiDfeTSIPuRDH66N/JZU3RjNbqpL9X\nIm1+FHI99+At8cFogW9DVrkxAHW639Hys2h8qxpYTymv8PNFt2fc0/uoWG37ihUt9PQcgkDQSoXG\n4Jmn3kFz8jb3zTNQpnB1ZLTqyP+fQ4lLFrNsQfWq1xFncqpDWcCLEWgbADcjpa8ST3KzFc37T8Tq\n1Gtqarn22idZs2YqvoYWpMAOdd8fibw45ta2EiXLlA7c2FaxAFJANyLQtBhtBSofMuXBWLCs8sF6\nFreitVLm7qW5uol8Lx9Z3v9OvN1hH1pf0RIje/8BfDY57n5uR1b3HXgWvrfRei1x9zJA67sY2MwB\nLONy1u8yvpvO6v2wxYQnhM/1x9ApsiL42ICLCQ9oEIbkzeMOtCCNprIV39Gl2L1WjCfbWI42qaEI\nOC1+V482lW73nlkC0USRdAkky9Cmai3gzB1o5Sq2mZil0uo+Nwi/Uc7Gb2CWfFNFMW/w8KJ/ywDx\nPiIGvKtXb6a9vYIwLMcnDi1EMdEu4gqXAQUIPJ9BSmDyXJ1MOCMAACAASURBVLL/T0cgMhrNY6Oa\nXInmThNS7CqQpRlNWrLzeBUB3BAEYt2I2WoJRUVraG19MHZNZ531ffr6LLTSg0A1yx13mTumNViw\npiZG4BHNHrY1WISsWLN+C/EkGSYBnuKyDykSy9z1dkQ+Z8lS+Uip6XTXtB2feJaF1u5Id58S7rjb\n0drb7M7dSpns+irc95vcz3i0HrfiM7tz8IQ7Z1DIb7jBKea7C8T7Gvia9DcIHxEu64+hU+TVYFIG\nhHfroHsQhEGbx9ln/4De3hK02CrxfLUzSU3QiBIZRLV6K2tqwQPnMOI1mHehDc0yLKOvJ5I+D3LN\nNbnvbEYLPw9tUOV4gDfOXtuko3WL1UA1kyZdxfDhZR9Iv9qM7Fx83XqUPKKa1PrVuWjTLkWAPAwB\ngCl2NXhe5+hcMkttHnF39gZkVQ5xY3Uipe8xd5wc4tm7B+J5kNejOT0D79m5jUWLbojNoaKis2hv\nN/IKWx+/joxp7mmIW5RRCzRALuR1xHmqX8AzXVlr0E+67wZ4qs10VnUtSriK9iY2r9HXkQJgZVLl\naP1vQUmQ0QzorahEaggC1zo8taaxFrYgj4Wd50Z8vfGNboz55HA2N/E73k32VdBNlgwI7z3ZL0AY\nYMKEK1m5cjjxcoO/4Cn2svBlIoPxm0U+vvH5IcgFZXW+p6BY1R9Qskc9WsBWFzzIfa8IbTQh0tyL\n8DXDg9Bm+Dpa9KaRr3PnOJg47WXgxohaTbKIs7iQxI7YWqacaW9JvIFDNe9ev/qfiKUpG4HOGwhk\nStFzNpenZRFvx+c0WM/cEvdam/s5ELm2jSnOvhOi+ZOD5meeG/sd99rHiLNJraay8pjYHBo69CIa\nG2ejDOZBbrxuN0bejvMsK0swZ84UHntsJW++2UpLSxO9vXYdM/GAtwFv/Xbjmy6YImIKwRJk/YLv\nkpaNp6Ld5sY7Hk+KYzHoz6A8izZ3HMv7KEbWsN0Xc133uPu71f3/SXyoCnffi4CD0DodjpLdkgH5\ndC7ZScOGqAwEIO5vED40fKk/hk6R1cHEAQfCAzI7Op2MGTMCD8B1qBTkHKR5l6MY71HISjYXdBEq\nu/gDAr3NKJFqEEooecq99jn3/zaUSWn5bEY2bz1SjbDD6jHN2rU6Q6sXbkGauDEPJdznRrkxkt2W\nSiJJcFjsmtesuZW7715CRj5YibcytIxeS6CKys/Q813p/j8AeTva8Ql85qI1F/AkZOFuQh4Uc9P2\nIjAZB/w3yiweg2/TWYjmT4DAZBIC6z7UcxfUuOEt5KbeDFSwZs2t3HzzQqZOvYmTT66mp2c7shy/\nhizwa5ACeoo7Tj5wNB0dffz1r5v41rdmsG3b/Tz66FeorKzEA3A2fm7/GjVkMeU3gW+neCpSCN5E\nwDgJWffXIJdwB7CVQaxDa6sT375wMspqTrhrHo9v8LAJZXofiQ8J9eJDU00oyewgd28qIserQhZ4\nkfudDzs4ri+LHHd6pmFDRv5hGbDZ0ckyZ84U1qx5kjVrzK13AyonCBH4bUGLqQ+f4fh5lJ35FNoE\nmvGsOcYBXYHiaoehhT0KZa/OA36Hj5tZ83LboLe5Y29CoNuOT3ApRZtuJfFEk43uOLe7YxyIT9Iy\ncpG4/PHJlzgkOIE7F/0wYxF/QKJMYpPk7OUqNF868U3pt6LnXISyowNgOgcfXEtp6WG89toGuroa\n6OvLJQzfdONMxOcsTEQJUF1onk5HgB2iPIMGBCxb8DHUF/FWcAPSt7fjLUuw+bRs2TvIlQxQSxDc\nTRhaWd089/owd/6XAUvo7Cxg8WKtOfAZwXffvYTOzmxWrHiVhoY5yJN0Bp6so8udZ6s7lxeQIjHI\nXespCJwnu5/LgNG0k4WUiWXA2e76OxCwDo2MWeDuu1ne3XhPU5H7TB5ak79zz6IOX/fcQpwMxBLi\nmhFZydvunvQAs+mNeKYysnPpy2RH71T2G3c0eGrL5csbCcNKfDyqFqOX827pbHwf0ny0kK33aTfx\nzFKL216ONrQ+PKAHCHB7kXWbcGNaDK0bbRh1yMouxbv2jNzASO7b3Hkl3HkMwSeD5OJLV6IyA5Eu\nPJlxTX9AUlNTy5ln3kkicTjxTjtvok3e3J31aAOHeLelicBtKd2UfDMGGy8bteezloDt+PK30Xg2\nLgOPbDTHE3h3bBm+NV8WAuZC4j2uk3sg15Kd/X36+iz5aQyygqOVAj/C+iRXVs6kpCSXdetaCcN8\nxo0r4swzJzB37gskEpZNvcjdgyx3fyxPwpK4ioh3P7JzuyhyTUei9WwUsqbc5uDJSwahNWfx3Hx8\nbXAuvoJiu7s281x1u3s5BO0FFruuR0rUryL3x+dvGBVlOhkIbmiT/nZHV4Yr+mPoFFkTTBhw7uj9\nCoRNVLr0BxKJo/GxozvRIjQrphe5msCz8iQnjYxBsdzoOI/gyxmMV3YLWuRD8Cw8yQ0djkcWt1Fj\n1rvvRSkJL8cDc3KNptUa/zTy+WgN81ymTq3iiSeim2lG+kvy8yfT3Z2Pb2JQjDbraxAlY4jPhDdA\nXYGnK4WysovZtu2hHWP6vIbkzkc9yG1qc/M5pLTZfEsuC7rAvf4z978lNV1CKuXjv7rXk5W3qXj2\nrXQtD1tQnLQa1RRHk8ugvPx6Dj20kdpaA731yN2bi4A0WjJ0Lz5kEy2/uhKtkxFIiT3Kvf4qysJO\nlqji0YxivX9AYYDB7r4Ncee61p2HhaWK3TEOQda2lU2143sQW7tIdUIr40JO4/F9ujvS7kp/g/CB\n4av9MXSKrA+OyIDwbh20n0EYrLvM42hBHki8m1K0tjEPbWhb8R1njN/2CbTRPIY2AiMkAG0cWWix\nl6BNxpK0jF/XeqfmuHGMkchaK3bjQb4eaebWcac2cgwjF7gNxcySuz1Vo16m4qYdyJvBQBDNraUI\naA0gLQN4I75O2BKp8vFKn89+P/bYFpYt896NyspLWbvWyGda0NzIRsqYlbtZxvMf3GcGuW/nIE+L\n8ZLXoLkdoLmSg6+13eT+tpKddB6Wi5GSOBLNzWI0t8vw3YmsT/IMiHQMMhk2bAYtLZvp7rYkRWPl\nasAD+2C8hd2Ht9rNtXwtqn9e5r5rmcyN7vqjzGEWP29zY0xKuj5rw5hcB2y0ogciS/lf0POLcguA\nnmMuWsvP7Rb/90CRDAjvPdlvQRhg0qRZLF++CV8/uB1ZqLkIDMchcDWr9DP4cqUoUcdYUssrrNsM\nxK2M5FKIbLxW3ejOIwqkK/GxwxZkLUQt6MtILo1IFbkTAz5LAdqqStieiRP3g6gc7j9cJvB4ZBm1\n4zN5OxFQ2PNtQkpe4F4XkJWWNvPzn38JYEebwtraWsLwUHwZTi1qOmAlSta79zgEtubuNkKYMlLb\nBVbgy5ys1tisUJClXUpyWz7NtUaklB5L+nVxKpr7ITtv+vC8uy8jiVviURd+E6ktH6PnZeBpMeAo\n8JokW8Ffctd4Dlrndn1Ry3sjviTKvBlvIKXX4sg9aM1GO0upxvsSnt9v2OwyILz3ZL8GYXWhuYfu\n7vFoUT2LFpqVKuUiwDPygWx8/GgQ2nSiVHwWazoEbW7Wb9RqjfvQhmykA6E7Xi/aKHNR3Os+fCzL\nYmH/D9WMmiXeji9bsdif1TymozB8AvgbnjIRcriUf+IJlobRpvMZ+UdE1mqAmKyW4tnQ6pFHxOa1\nJUC1oUSiZe7vHsrLs5g//2oARzRjoHQPajIQBbwKBFbD3THq0RwxVqnX3LEG42ObpyGlETzDVS2K\nq77jxrI64qhnxyguTfkDuJm4UlGKQDOBPABdyJJM3+Re92MKniXM8jLK0Jrrc/+XoHlu/blBwN2E\nrNV2d23GPZ0sZgW3u3O0FoZD0H1Pp4TcgAhTrFPSdvf9A4jXKYOegdVad6As8zGUlm7l5z//+oBX\ndvsbhMeGr/fH0CmyIRifAeHdOugHBMIg1+F3v7uI7m4jYjcmn2Eo0WOx+99YgcydOA9PPh+NzZ6E\nT7pqxFsgXXgAfgcBqSWJGAPQpXhtuhZtkFbKZMxCj+ATVowqL9eNXUZq0/ghiBjhFBRzro5dfw5n\n8Oiirw74TWJfELmh/4iex8P4fr1deHAowteeF5GTsx0oIi9vCIWFvVx99WSqq2dTU1PLxRffTkvL\no+57N6GyusfwVuKreMvTFD7jNDavzAb3uXy8oteOlDPw4LGdOKCYm9USr7qQx+dV4payJVWZK7YH\nuYqr8DHde4j3AQZPNoM73/si12XnMwWvyES9TM/hldA+vDU6iHjNsSV15btzOgplnx+Hb2FolQyP\nu883oLVbipTjEhQLLkYg3Yj2hkFoHdt9zUNrbaR7FlvQs6+iuHgrDz/8LwN6jWVAeO/Jfg/CkC5r\n2qxbsyIXoDiZkR9EewFvRa4yc1dtRhtEH56ww7KqrSvMPASmw5O+N5S4O/k65I4uI275vITce1ES\n+c3E+ydH2bZMkrNcAarJ48/8dtHNA3qT6G+pqand4RZOx0ZWXT2Pb31rCWFoNa4hO3efSgoK/pVf\n//qSlPteU1PL5z//E5qaerA+0p5/fBhxd/TNaD6GaH6Wu7+3IuWrESlyyQl+Bl423yGVM/lGZDGP\nSzpmMjPV5Qj8chGAHooscGvcUIGUzK14Qo9o9vV57pyjCY4/c9dzLAL5IcRdwiPxNLKmFL9DHJjz\nEIBvx7uz56HSLuvpHHV/34/iwOaZKnTnZ1ScFl+3kAJ4F/jHSO01PhvLxxg2bAb333/VgF1j/Q3C\nFeHaXX9wD8jm4OAMCO/WQT9gEDaprp7H97//NB0dRxBPhLIFalKAtGLbYFaizc42tBXENz3w2arG\nLVuPLIwh+EYOW5CrawveKh+JbxgO2kysFGO9+65p5++2oSbTXppUYc0tCgrqKCgYxbhxRcyde9GA\n3TD2tIiG8lHq6jyABsEVZGevprc3C22+hcAJ+BinNRc4AN8cYS1SqD4K9HHssZtjiVcmkybNZ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5vrnhHsFvQiPxG03UPbkabThRAvx07j/jpb4MZYUqdlxcfCXjx/dlQHkXcksQsJpiHuYUEuQh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ltfiOLAcgmHQt86oOtrw+G5LFz4FQoK6tDFQBWwjoICjxtvPJFdu37LiScec8DO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\n+Gg8AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(8,10))\n", "mesh =ax.pcolormesh(diff)\n", "ax.plot(inds[1],inds[0],'bo')\n", "cbar = plt.colorbar(mesh, ax=ax)\n", "cbar.set_label('Difference (m)')\n", "ax.set_title('Places where NEMO bathy is shallower')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Where is NEMO bathymetry shallower by more than grid the tgrid spacing of bottom cell?" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(181,)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "inds = np.where(diff<-bottom_e3t)\n", "inds[0].shape" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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mvP99/PhxRae7HUpW7z7ssEdFqVfqNSJ+MFChV2qSNmO4e84n2L46d13zKQc4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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(8,10))\n", "mesh =ax.pcolormesh(diff)\n", "ax.plot(inds[1],inds[0],'bo')\n", "cbar = plt.colorbar(mesh, ax=ax)\n", "cbar.set_label('Difference (m)')\n", "ax.set_title('Places where NEMO bathy shallower by more than thickness of bottom cell')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I'm not sure if we can justify deepening almost everywhere by the ammount that we did.\n", "\n", "Where is NEMO bathy shallower by more than 10 m?" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(225,)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "inds = np.where(diff<-10)\n", "inds[0].shape" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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IV7EWw37gT8Sig40xRkSyDSxrYICiKIrSE/R6/cmZ/DwKWPlfABFZgr2TeF5EhhtjdkbR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SNWyMZW1xGnzMEk2YbD2L79Pq677h4OHbp5YttcLuP583+SJ5/8A7Xnjczl61zJlxuISdAOJ6zx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\nqAgriqIoSpP4/084xaK0pO7KAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(8,10))\n", "mesh =ax.pcolormesh(diff)\n", "ax.plot(inds[1],inds[0],'bo')\n", "cbar = plt.colorbar(mesh, ax=ax)\n", "cbar.set_label('Difference (m)')\n", "ax.set_title('Places where NEMO bathy shallower by more than 10 m')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "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": "3.4.4" } }, "nbformat": 4, "nbformat_minor": 0 }