From 291fbb9ecb1e6a1fef218f4d547bdcced3eedbfd Mon Sep 17 00:00:00 2001 From: Gudni Karl Rosenkjaer Date: Wed, 4 Feb 2015 00:02:42 -0800 Subject: [PATCH 1/7] Added a new 1D layer test notebook --- MT Script-3D_layerTest.ipynb | 407 +++++++++++++++++++++++++++++++ simpegMT/Base.pyc | Bin 2770 -> 2770 bytes simpegMT/Utils/MT1Danalytic.pyc | Bin 3564 -> 3423 bytes simpegMT/Utils/MT1Dsolutions.pyc | Bin 1557 -> 1463 bytes simpegMT/Utils/__init__.pyc | Bin 233 -> 186 bytes simpegMT/__init__.pyc | Bin 204 -> 157 bytes 6 files changed, 407 insertions(+) create mode 100644 MT Script-3D_layerTest.ipynb diff --git a/MT Script-3D_layerTest.ipynb b/MT Script-3D_layerTest.ipynb new file mode 100644 index 00000000..1986f952 --- /dev/null +++ b/MT Script-3D_layerTest.ipynb @@ -0,0 +1,407 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:23d75b3f3aad0770a3fde98c6b9d9d0cd432bc2436295bb5766d5d6fb21c081c" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import SimPEG as simpeg\n", + "from scipy.constants import mu_0\n", + "def omega(freq):\n", + " \"\"\"Change frequency to angular frequency, omega\"\"\"\n", + " return 2.*np.pi*freq" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Efficiency Warning: Interpolation will be slow, use setup.py!\n", + "\n", + " python setup.py build_ext --inplace\n", + " \n" + ] + } + ], + "prompt_number": 1 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%pylab inline" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ], + "prompt_number": 2 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# M = Mesh.TensorMesh([[(100.,32)],[(100.,34)],[(100.,18)]], x0='CCC')\n", + "M = simpeg.Mesh.TensorMesh([[(100.,20)],[(100.,20)],[(100.,18)]], x0='CCC')" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 3 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print M" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + " ---- 3-D TensorMesh ---- \n", + " x0: -1000.00\n", + " y0: -1000.00\n", + " z0: -900.00\n", + " nCx: 20\n", + " nCy: 20\n", + " nCz: 18\n", + " hx: 20*100.00\n", + " hy: 20*100.00\n", + " hz: 18*100.00\n" + ] + } + ], + "prompt_number": 4 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Setup the model\n", + "conds = [1e-2,1]\n", + "sig = simpeg.Utils.ModelBuilder.defineBlock(M.gridCC,[-1000,-1000,-300],[1000,1000,-100],conds)\n", + "sig[M.gridCC[:,2]>0] = 1e-8\n", + "sig[M.gridCC[:,2]<-300] = 1e-1\n", + "sigBG = np.zeros(M.nC) + conds[0]\n", + "sigBG[M.gridCC[:,2]>0] = 1e-8\n", + "colorbar(M.plotImage(log10(sig)))" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 5, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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AGOBSz+pe6p1S3vT3J+YCYKCIXI5zA7GeiLwC7BKRxqpa6HZ9lI0tygdaeBzf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\n2AuBLKvtBVYAAAAASUVORK5CYII=\n", + "text": [ + "" + ] + } + ], + "prompt_number": 5 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Get the mass matrix \n", + "# The model\n", + "Msig = M.getEdgeInnerProduct(sig)\n", + "MsigBG = M.getEdgeInnerProduct(sigBG)\n", + "Mmu = M.getFaceInnerProduct(mu_0, invProp=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 6 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "freq = 1e1\n", + "C = M.edgeCurl\n", + "A = C.T*Mmu*C - 1j*omega(freq)*Msig\n", + "ABG = C.T*Mmu*C - 1j*omega(freq)*MsigBG" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 7 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Need to solve x and y polarizations of the source.\n", + "from simpegMT.Utils import get1DEfields\n", + "# Get a 1d solution for a halfspace background\n", + "mesh1d = simpeg.Mesh.TensorMesh([M.hz],np.array([M.x0[2]]))\n", + "e0_1d = get1DEfields(mesh1d,M.r(sigBG,'CC','CC','M')[0,0,:],freq)\n", + "# Setup x (east) polarization (_x)\n", + "ex_x = np.zeros(M.vnEx,dtype=complex)\n", + "ey_x = np.zeros((M.nEy,1),dtype=complex)\n", + "ez_x = np.zeros((M.nEz,1),dtype=complex)\n", + "# Assign the source to ex_x\n", + "for i in arange(M.vnEx[0]):\n", + " for j in arange(M.vnEx[2]):\n", + " ex_x[i,j,:] = e0_1d\n", + "eBG_x = np.vstack((simpeg.Utils.mkvc(M.r(ex_x,'Ex','Ex','V'),2),ey_x,ez_x))\n", + "rhs_x = ABG.dot(eBG_x)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 9 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "M.vnEy" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Setup y (north) polarization (_y)\n", + "ex_y = np.zeros(M.nEx, dtype='complex128')\n", + "ey_y = np.zeros((M.vnEy), dtype='complex128')\n", + "ez_y = np.zeros(M.nEz, dtype='complex128')\n", + "# Assign the source to ex_x\n", + "for i in arange(M.vnEy[0]):\n", + " for j in arange(M.vnEy[2]):\n", + " ey_y[i,j,:] = e0_1d \n", + "# eBG_y = np.vstack((ex_y,Utils.mkvc(M.r(ey_y,'Ey','Ey','V'),2),ez_y))\n", + "# rhs_y = ABG.dot(eBG_y)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 10 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "eBG_y = np.r_[ex_y,simpeg.Utils.mkvc(ey_y),ez_y]\n", + "rhs_y = ABG.dot(eBG_y)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 11 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We are using splu in scipy package. This is bit slow, but on the cluster you can use mumps, which might a lot faster. We can think about having better iterative solver. " + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%time\n", + "# Solve the systems for each polarization\n", + "Ainv = simpeg.SolverLU(A)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "CPU times: user 1min 6s, sys: 872 ms, total: 1min 7s\n", + "Wall time: 1min 8s\n" + ] + } + ], + "prompt_number": 12 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%time\n", + "e_x = Ainv*rhs_x\n", + "e_y = Ainv*rhs_y" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "CPU times: user 453 ms, sys: 2 ms, total: 455 ms\n", + "Wall time: 859 ms\n" + ] + } + ], + "prompt_number": 13 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "I want to visualize electrical field, which is a vector, so I average them on to cell center. Also I want to see current density ($\\vec{j} = \\sigma \\vec{e}$)." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "Meinv = M.getEdgeInnerProduct(np.ones_like(sig), invMat=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 14 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "j_x = Meinv*Msig*e_x\n", + "j_y = Meinv*Msig*e_x" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 15 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "e_x_CC = M.aveE2CCV*e_x\n", + "e_y_CC = M.aveE2CCV*e_y\n", + "j_x_CC = M.aveE2CCV*j_x\n", + "j_y_CC = M.aveE2CCV*j_y\n", + "# j_x_CC = Utils.sdiag(np.r_[sig, sig, sig])*e_x_CC" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 16 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then use \"plotSlice\" function, to visualize 2D sections" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig, ax = plt.subplots(1,2, figsize = (12, 5))\n", + "dat0 = M.plotSlice(abs(e_x_CC), vType='CCv', view='vec', streamOpts={'color': 'k'}, normal='X', ax = ax[0])\n", + "cb0 = plt.colorbar(dat0[0], ax = ax[0])\n", + "dat1 = M.plotSlice(abs(j_x_CC), vType='CCv', view='vec', streamOpts={'color': 'k'}, normal='X', ax = ax[1])\n", + "cb1 = plt.colorbar(dat1[0], ax = ax[1])" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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ISIFxYoYT78V+K/C2lM0NwDuBj6dmOI8Etr0B+BHgfdHfTwOIyE5g2jnXFZGL8LKGx51z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T9mwwY4VRA3f7ZMT/7sk3Due1CV/t8/ybUb0LtbqDr9JOuQTb+5n9HfvsruhrJuK+v/+jIn3Hyp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\nmGpk5Tae1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ga/lu4rtXZpkaYH2+ZBEiif9MLdar6Sh7mKdOXjMcivEBi7Gq4KYeW2NUCL\nbUdPLr585XJc2iHhjlrLVxoXgvIATXm5LEtXqp8NKhJdGIWi7zQiRS632BUmKEoluP466O42581M\nW4LyCdhhIZkZG/bYvdd8AmZnNB1dilah69jkmGbnFfKEMTHisWuvDMSOPVzkyI3yAe4/XmLb7gba\nO8K/x8RQiXTC48obwh9XHH8wx6t/qosNneZ9e+TOJDe9PhyUH707znNe3RMKuo99J8H1r7RoA7sg\nho6leNFPbrHyHE9HSzS11dPctr4Z64sVl0H5GkUYAF/LxkC2iwCLuik87BxOaqkprwL3WhWhrqTz\nZy2bB4mFnhZFmmE+5GUNv5Pym/xU8z6VEDYYMPZoSBOSYYvmJNV4JmjK1zPjcqmHtabc4hpz3ZU3\nImpogI4l5GmpvBi4h0VYkejCqDLlUuTyskd5NgvHjsvfMZvTHLDwtZ4Y0+zcZT6wjqOZntTs3G3O\nGx/V7Nojz8gTox47r5Dzxodddu2Rf6uTIw479sgna2KwzBWHzCfr1GMFXvHWDiOoPfNYnp4t5u2l\nYmVmx4oceVG4qP/4vQlueHUw6NZaM3Iyw/WvFFZfS2L8VJaWdjuQHZss0LvDpmvIhYnLTPnlWFGs\nhk2/kE2H1tp9RQPTFmN52PlldyCD1ZVoxWvJgNuC8rJFno2zSnkVOVEPeutga71/3Dvr4LhFwdmi\nsWukKbc9DxcyXK9+RX+X45kTNvKVmjLlSzzPU2lfCrYwrJlyG/lKwZIptwDvWQs2HSAy4x8LKfJ5\nzWZBCjMzpbnxhXU0NwugfMQObNvKVyaGXSumfHLYYedeeYYfGyix64CgiT9dpjNEX//UOP1Fdgvg\nfuB4nl1XttDYFP49h49nOPT8YJlJYrZMcr7M5p0rA83RiSKbdtl9JjZRYOMKx69lrHTOfrbN2xf7\nnvmsjlo1D1rrLpy2oNwWINuoJxLIx8MDhIL7p/JqKV+xtUSsFVNu61MeBJy31sPJLfClHfCiNogc\ngk9ZuCgs2scaFnqamPKPDEP5AmvOHad+RX+X45kTVqB8JZryFTLlVf34wiiV7JjykgVTXihAiw1T\nnl3caTQo8jlos2igkc3Chg3yDzgyA51hRSuViM5p0hbOAfGY5uBh+SRNjsngPRn38Dzo7jXvW6mk\nic669O2Uf9PjA2V27TefrMmhMjv2mXPG+kvsPmReZU0PFdm+Pxzwuo5HZKRA397gC2N2tMDWPSsH\nzPPjBTbtsiva9Jnyi6Mnh5XP2c+2efsyKL/IsZZP92vNlNeygNMGIHvApMVYCizqy/08i67UKyr0\ntPEprwVwlywRS6vo6CmCcstxpOZBHxq+8B1rXadhRX+X45kVNky5Tb2bDVNeLi+2RAzqFlp2Lg5T\nLoHybBbaLYpBMxnYINf6kU5BhzCJppKaTguP3fERTbvFQqC1DXYIUpiJUZfrb2oQixynxxy2bK+n\nwYJBGB8si0z5xFCZHfvCc7TWVkz59HCR7fvCT/r8ZInuLU00NQffDSMjBbZc8TRBuSX7fdHlKyuc\ns59t8/a6AeU2AKUOO6Bps4ZcOu8FgY9GEA2HNCDYuz6Vt5YdPVciJamV1aGtjKSEbwcoRQHfxlCK\nlRR62jQGWi3gBplNX01HTweDT7nhvaUhFXo6a6A5d536Ff1djmdO1DfYua/YgNG+TTKj3tKyuFOn\nGwTKS3BEaAwD0NMtS06KBUtNec4ClFsy5Zm03I3U83SFUTfnpZIymw6QTGg6u+W8Hz7k0iu4qsxH\nPKsnI5MjdtIVgJY2xc595tzxwZKRKY/POzQ219G90TzO1FCBbXvD7/qRkQJ9BiZ8dvTpgfLoRMFa\nvhKdyNN7MeUrK5yzn23z9rNriWGIMnZAUwqND+akCHqqt3T7Jc77i5tiziKnE7uTudZMeS09w22t\nDmvJbLv4bLrNd2hHXrCVqI0lYlih58L3n25Hz7WQr3ja/inKauLZNmGvpyiX5RzP811MpJickZny\nZAo6F7Ap7pJmQuCz50PD8vbGJ8xt1sFn3a86JI9lw5TnLJnybBbaBbCdyfjbk5w6fKbcEpRbMOqp\nhKZLAO+JmKa7V541ohGXK6+XH2mUS5pjD+TpNRRoFvIeiXmPzTvCZ+XImMPGrfJcIzHlkeG8CMq3\nH7Q40QuiXPJIR8t0b20OdexaGBefKV/fc/a6AeU2UWtLxIXTSxvLAUgtNeVJ5EWFV9kPm21KUWv/\ncVv5Si1dVWzlJnGLscBfPF1dg21uV9AonASpGNSGbTd9thagvA7YE3L/qQL2C93F2Smv7wn+Ug8b\nptzmGrIpCF2aUwrQlAdJWoJiqed5UORyMD0jj9XaIstcshZsOlTkKwJTnknL0hXwQXmHBShPJRCZ\nctfV5LKytCYZ9+jqke8Cs1Mu9RaP4RJRl66N9cYFyPRYmZe+oc04XnzWYeNW+Xn89FBRZsr3hgPi\nyGiR54Q4s4RFbKpI99Zm6uuVFShv62ygZ9vFA+Xrfc6+DMrXKLIsB7u2jLRN2I5lw/LbAOmVFHqu\ntXylls1+bJjtahSR5Uh7LbZ5WoNg6UuHunBMea06euY8mAlhOyW9ea3CM7VUvBzP6LCxRLRtHmRj\nnbi06+c3vgVo+Nm3nX8tqPgzKMplaBB+6KUSNFnoKqdnZJmLjcQF7JjydMpSd57EigFPWjDg1W1K\n7HwyrunqkSeg+LxH90b5wojPufRsNp/QuSmXVNxMecUijmiHmM+67LmmlV4DeI+MFLjmZeF2h09H\nvuIXedp/ZuhoktaOizdvrvc5e31/+6cRT1eXfaGtFGupA++yGOtCyFdsQLmtW4rNhW1VUIl9waQN\ngD+OLHEpamgRDu6EC22GnLKGvqeJeuuA7SFfen+z/aRhYtxd7MH9qmKdPwq91MOq0NNiHBuXloXF\noHPzPtt9+uzyHEmWAj4ol1xaSpb2igWLRkSua9cUyKbQM53SdHRYMOBJTd82uzyJKU9Z6s4TMY8t\n2+QTEJ932X1AnqlsQHl0xmHTNvNY0YjDxj4hZ6pMZKRkLFLNp1227A4/2T1bm6xdVKqRmi+x77kW\nq6xKFDIuLRsu4ry5zufsdVPoaRsXEicsHbvW2u1a2RhGLfI0sNVyv2oFym015Sth1KW8WjLlDj7I\nl6bUAjJwT2swGRokPLsaiaCIuT7LHRTH8tBqOWtIMpg1aSzk1K/s73I8Y8KWKa+VfMX1zoPyP/6Y\nP+6Zc4uB+VLbxLBwXGi0YMobLbuDSvKVeNzXwEuxbx+0tZkPbDptx5TbaspTCbkg1IZNB3umPDHv\n0bNJ/j3H5hwxb37GZZOgF4/POvRKoHy6xMYwtqMSY6dy9G4LPtmlgsvJ7yXo2rgyX63oRHFFrGAh\n49Cy4SLytSuds59l8/ZlUH6BIogpf7rNg2rJlNuMZQNqy0DMYqw6wKb32MWQr7jILLiNJGVhruke\nWwXbpnOgtd02MwIoT7tg6BptHtuFMKIk60LbCkB5GBvurkAGs6pw1Mr+LsczKmqlKbfp6Fllyien\n4J/+1Qfyjgt/9NHzObaacqcs59nKVwoF2V4xl/ctBaV4+CFEFjyf11x52I4B7xDkK1prkglZe27L\nlKfinlWhZ3zeo0dwcgFIzMtM+fyMw8at5pPpy1eEcabKbNxmXoXFpov0huTEI2V6+ppEO8ilkYmV\n2dBrB+Q9T1PKuzS1XUymfIVz9rNs3r4MyhdELQsvbT5Xa015rXTgtqDcBvimK7k225RIo1oXetZa\nviKB8jwW0pXKGJL+NePBBsPBSHurAOWGsXOePSg3adPLHqzQROCihVLq9UqpM0qpc0qp94Xk/HXl\n/eNKqRsWvP4ZpVREKXVySf7HlVKnK/lfV0pZqHPXV9RaUy5pwXWFTf+z/+tLV+rq/L+vfQsmKg0S\nVqIpF5nyFXQHbREkwVmLBkNQka8ImvJYFLIZeaxkXHZVyeU09fXQIujxbG0TEzFbTblrxZTbyVdq\nw5TPT5XYZGDKCzmXUsFjQ0/wOPGZEj1bbZ/bno90rEynJbteyrk0tZoLXy+VWOW8HfhZpVSvUupu\npVS/UuoupVT3gtfvVUqllVKfXLKNn1dKnaxs4w6l1EbTfj8rNeUfZDzg1efxl3wLMAnvPgjs5E7+\nuyHnKPBBPshtwl68hE/yr8Ceyr/fzVneCbx6Qc5fApr7+B3DONPAW3gfPxS29y5O8x7glYace4FP\n85v8izDWC/gIXwN2imP9mjjWnwMt3MFvidt8n7jNx4A/5Y182WKb3Xye9wp5fwe08s+8x5BzAvgD\nrudbwlgAb+TH+AThHiwTwNvZyQOQDVuqJIFX0pZ9bPHL2YX/cIBraJs+Tfiy7g+BA9wy9zMW+700\n/gzYwQem3rXkdQ+4lvbHnzBsd2F8CTjNP83+ceXfC7/zBPBLqO/cYfj89bY7HB42dgOGUErVA7fi\n/3AngR8qpW7TWp9ekPNG4IDW+qBS6gX4F9YLK2//E/BJ4HNLhr4LeJ/W2lNKfRR4P3DL6vb20o3B\n3uW/+0xTlNmOVgZ7w9HmdHuObHOewV7jfQ7Pm2B40w6jg0aiIUa0s5lXvreRrTeV+PRfZHjpa5rZ\nc6iB+d3tFLvqGG8vUG5JM9i7+anPOQEUQM6dYKqnj/rOcDA0pVLkNjgMdPaG5mitKRTGGO/ZZ9z3\n6fI827saGGjzn0u6AftUKnpoBpjoPLjsvYX5Q+kYXleJwfpwgaJDPbPxAfK92xk2eHrNJsp0bBxg\nhL2hOQAjqShNm3OMsMvf1xB6Yy6eJtuzk5GAbS78DrHoJKVN25k2UCo52hify7L7SDvjle0GxcTM\nPM/buo1xA3aYiYxS2rKDcc6vUkpLnneOTsXo3N7JFMEtlkemXbq2tTGtdgS+Pzjj0drXsejzeYuu\nKZHoIL3P62OcXRSFZ7CpTI6mDU1PHY+g6+iCxyrnbFjdvC189hbgbq31xypg/ZbKXwH4P8A1lb/q\nNpqATwAHtdYxpdSfA78OVG+Ky2IdMeWHkXnnTuxMA/dZbk8SsGxA7j25Ev8SKW8lAhBpZV3ATtiR\nxf+eUqSRj0UKu/OTxq7F0wR2Te9XoiqvBVcuVcpXxzGd7yy+c/rTiRzBxzmPv2+2LIrpOgrbRo3D\nWeHf8rgJGNBaj2ity/grjR9bkvMW4LMAWusfAN1Kqa2Vf99PgKum1vpurXVVuf8DzKvRdRmbttaJ\nmuv6RkXfDvk2duNLm1DKPP9v7KujtU1x/U1NvOO9G9jcV8ePvr2N9/xWBx1dlW1o2LVfnkNdBxoE\n+6NySdMo+JZWmXnJ3q+Q82gxVX4DuYymzfR4rRKZpMuGLjkvFXfp6DEfi8S8Y6WBjkUc2jvlbZaK\nHl2bzHO262oyCYeOEMZ5YWRiDp2bzBeZDUOdjBTp7jPfD+NTBXq2h8/tyek8XdvC7w/JmTydW23u\na4sjGyvS1msnwixlyjRteLq9oGsUK52zaz9vmz771Gcq//3xyudzWusH8W/gS79NHNigfN1RJ0Jj\n8nUEyk8hf904smmgA4xabO8kiwFfkHgkhg9OTFHGDlz1IgNMWwGI1C8S7MAj+ABZAuUu/nGQ8hKA\nzVP+GP7xkGIeMDNs/ve06PAB+EDYtLCwAeVpZLdzG8B9IUB5AbtzXg2Tuj+D3WJtlbH6yX0HLHr0\nNlF5baU5pvgF4PYV5K+LmJ3ycATtW6mgiUbMJc2ep3n0/hJ1gs5leszFWzBUUFFnPq+Zm5ZLqJXS\noiVifQN0dJv3qVTQNDXLi+B8TtPabh4rm/Zot9C0ZZIeG7rkhUc67tLZK4Fyl26bgsuIQ2+f+YA5\njmZ6qESPkJeKlnnea7uotyhamR0r0LvdDLgTM0UjKHfKHp1bmujYLIwzbQbliak83dvD7w+pSIGu\nrSv3D8/FirRvtPtcMVOm+dkBylczb283fLZPax2p/H+E5Q3XF638K8TLbwFP4IPxw8BnAve4EusI\nlENt/ElWYsy3cDLawXKg6yCzsA52yvJpZFCuwPCYbvE2bZhymx+6DVOewQeQ0nFNYFc2agvKo8Am\nIWcWeeEEPniPYQb5efz+oKaYQV4Y2rDMWYsc0/hBNwcbX5iF0UD4ecjx9BcNK4jyCv+Wh21ZR1DJ\niPwhpf4AKGmtv2C5nXUTNkWcngdKmDbsdeCa+gVTqFPWy4CdDbsNkE5qmlvMO5aIemgB3xfymht/\nRGY581ltwZR7tFow5dmUzJS7riaXlsF7ckWg3Hz/ikfKdG1qoEEA23MTJeYnbSqZYG6swJbd4fex\nctmjvaeRTgPgnh/Lk0+5NDaaj1l8qmBsypMQmfICXU+HKY/aM+XlXJmt10lE1QWOlc7ZtZ23w3KW\njae11tJ2lFKdwF8D12utt+Ozte83feZZqSkPjlr1qdTYG/MtPLwjATk2PiE2rDVYenZg55liUwJp\n60tSBdymSCFLV8AelMcBm65nNkx5BNgs5IDfz3MT5mtjHvlcziCbTWaR1Q6rAb1hoD/HypjyecKv\nEZvrogbhCu8fvQ8ev8+UMcnilewufObElLMT4RElgFLqPcAbgVdJuesxtEUlvPa0WJTmuVBnMWW7\nDjQukJw4zvIGQGVLG8NSUYve4sW8ZtNWSZaiGTwtA8xCzqNVqMDOZzxL+YoMtjNJl9YNdaKsJj7n\n0C3ITQBikbKdpeA2+V44N15iyy75JJVLHsnZEht3hJ+o6ESRUs41dsOMDOfZstcMlrXWNLfX0x1i\ndwiQnC7QbQDlqZk8h1+1lJiVIxsr0m4JyrPRIvnYUgXGGoc0Z8OFnLcn8G/SYfN5RCm1VWs9o5Ta\nhs/ameIwMKy1Hq78+9+AwKLTaqwzUF4LV/Cny5SXWQ7YbLw9bDXNNiDZRj5hu01bpjwDSKa3KYsc\n8EG5DdNfS6Z8DjtH9qAnWUtjClnVMAUhhUCL90lCGVsIX+ho4Lv4RcFh13uYptxm8VSNDOGLntXI\na1YQUtHQdTf7f9X4zLL6m0eBg0qpPfgn56eBdyzJuQ2/eOdLSqkXAokFjzgDQyn1euD3gJdrrW0a\n7a7LsGHKZatDbdVy3Skvlpy4jl7GypZLehFwDwqtNaUiouykkNe0CK17c1lPlKWAD94lpnwl8hVJ\n320jXQFfU14rpjw6VTa6l1RjdrzIZosGO9GJIj3bmqlvCP+uM0N5+vaZ75mRoRx9+8xPJdPREnPD\nOdq7DTKYksvm/eFkUlNbQyhoT8/laelsorF58bF2Xf9RTFuPXV1UPl6gcPzoHgAAIABJREFUrWdl\nzYlqHjaFnhdw3lZKRQ2fvQ14N76bxLuBby4Zc+mPcAi4Sim1SWs9D7wGX0sdGutIvmILymslX1nK\nlAdJQmyZ8lqBchv5QRGfZZYmUhc7IF1LpjyJrCnX+OBdYsoL+MdW+g6zyJITsGO4bQD3NGaHIJAl\nyx7wgGF/osAHCP89TBC8qEmxMvlKmvDju4agfBXaRK21gz9x34k/mX5Za31aKfVepdR7Kzm3A0NK\nqQHg74Ffq35eKfVF4CHgkFJqXCn185W3Pomv67pbKfW4Uupva/zNL/nQFp6INvIVW6bccVgkV7n6\nhibaO4LkK+ZxyiXfDlFi8At5TbMEyjOatnaLBYWjaRXy8jlP9NIGu0LPVNyjUyjyBF++IhVmgp2m\nPDpdDvXwXhhz4yX6DF0xqzE7mhdb1s8M5dkqgPLZ4Tx9AlM+O5il74B5vht8eN6oKT/93Qi9u4LB\n/7/+4gOcumO561wuWkQpqKu3g3q5eJHWZwIov4jzdthnK0N/FHiNUqofn9V6qouBUmoE+AvgPZW5\n/iqt9Rzw+8C9SqnjwHXAn5q+/mWmfFHUsq/kUsAdJAmppVO2LVMusdtZ7HpB2kpEdlJbplySr1Sd\nV6TJex6fJZeuCVtQbsuUv0DImQFeK+RMYpavzOPjvbAJ3rQ4cPGZ+CDJznzI62FhKuZ8hjDlFqG1\nvgO4Y8lrf7/k378e8tml7Ez19eW+dJdjcWjERil2TLltwx+9yFv8E59fvjB1yoia8lJR0yT4coMv\nX5GY8nzWE8E2QGzWpUOQnKTjnsjyA2zZ2SgWoKYtnFfAL/S87iXmPMfRpKIO3ZvNJ2lquEDPFvlE\nzo4X2XutXE8zN1Zks0FPDvag/PlvMd8jZgay9O03z3fzQ1k27w+eL0t5h2ysGAraE+MZenYt/2xy\nKkfnNvvaovwzBZTXIFY5by/7bOX1GIt9rRe+tyfk9c+x3BI3NNYRU24TtewruZRRX8qcg11B5VrL\nV0zs5sJIIgNkDTyILCXJAgcstmkDymPYLRaiyHpyeGYy5ZOYmfIJYTum/YjiP40IuuaqCxnbuPSZ\n8stx8cKm0FPbgHJHU2chX+k/WSYyZb4IShaFnsWC7LwCdkx5Piu7qgBkUx7tnULXzLgngm2Ax+/P\n0dVrBr+ZlMveq2Xw5stXzGMl5x06e+UCzm/cGuHY99LiNm015TZMeWRYBuWRoZyoKZ8ZMDPl+XSZ\nQrocKk+Jjmbp3dUWynjHxrL07F4+fnI6R9f2lYHyZ4R8ZR3P2+sIlNsy5VLY2gouZcqDpCo2THkt\nCz1tdOC2YMnGnjBZ2SdpITCO3UKnAxlI2zL4MeAKi7xaM+UmsKzxwf1qQbnEpE8b9sO0uKglKE9j\nV7S7yljHk/ulHnbuK3Khp+vK7iuZtEcirjn6UMmYZ1PoefZEiWRMi/KbYt6z0JTLshSATMoTmfJU\n3KWzx3zv8jxtpRefn3SsOq42typ6+8xjxSIOPYKefPBEjkJWk8/IVYBPPpwO7Yq5MGZHCxbylYIF\nU55jy14z8J0dzLLVAMpnh3Js2rsh9MnQ/EiWTXtDWPScQznnsGHT8u+Sms7TtQKm3CRfueP9D/Hg\nJ49bj/W04zIoXy9xBNmBpQcZtCpk8OUBe1l8eINkKI0Bry2NMnYuJ2vNlNuw1rZyBxuW2QMeRgas\ns8BVFtscRV5UZPCvGRs/bek75DEXPoIv4wH5+E9gBt2S5ty0ODAtLsJkLWFhkq/MYbd4WmWs48n9\nUo8t2+tFANzYpOjZJLmvaA4cMc+zn/p4GgXc/uUCrht+n9BaLqj86qf9HvWP3Gd2scjn7OQrkqa8\nVPT3VyosTSdkHXgm6dHSXifKXGKzDr0WUpInvp9n41ZBKz5TYv+14fdd19V86B0DAIyeLpCYD3ej\nefzeJJ6LFXifHS2wWWLKBflKPu1QzHl095kvVEm+EhkMl64AzA9n2bQn+PPx8QzdO9sDAX1yOken\nwdFlaZjkK+mZHI1ta6B4vgzK10ucRGZj55HPcAEfkJqihA+MFv5IguQrSWRpikaWPOjKNteSKbeR\nr9iCuBnkhU60sl/SBDOK3f6PAHuEnAjwXOysTDV2QNg01iTwciEnjb9QMwHaSZ6+fGWtmHJb+dDl\nWK8xM+HiCtNxPqtJJcxki+PA+GD4QImYx2f+IoPWPgi+49/C+xLkMmYnl4nhMt/5hv/5v/qA+T5R\nzGtaBBvDXEaWr2RSHhssumH6TLnQ7Cfq0r3Rzi1F0neXSx6ZpCe6r0TGHJoMnu7fuDXCzKj/BKOu\nDu76/HxgXjHv8pF3nAPgO18IzlkYpbxH397w+2E26VAqeHRtDl9UzAxmufFNm8Xah7ETCbYYQPns\nUJYtRlCeCWXKw6Qr4GvKV8yUdwfjiGy0QPumlfukX46VxToC5VCbNvRB4HppBLHiW1kOmm1AchIf\nKJui2pRG+n7tyCysTQdOsJOv2ILyCDJTLkk2qjGOXcfyEWRQPoKdrCaN37DLtF0JKAOcQf5JVo+D\n6VxfKKZ8JaC8WhAddi2tEShffROKy3GRwsan3PNkaYrrsKgp0NL4mw+nKJd8YF/Iw1/+QSpUelIU\nOmx+7HfjOBX8f/poidPHwuUw9fXQImAcpWDzNhmU27SoTydkTbltB874rIWF4YxDb1+9KC+KjJfo\n2xUOfD/3J1N4nn8+PA+++bfB1tD/eMsYmYR/8O/5l3lcJ3yxVip6DDyWZqtBCz4zmGPrvhYj4J48\nk8UzPFkBOHX/PMWsR2tn+HGVmPK54Qyb9gYD78R4NrDIEyA1vbJCT+3pUKY8Fy3QZtkZdFVRm+ZB\nl2ysI1Bu0xjIxu7QVge+lAH/GsuBZ60kJxnsnuGMWIxl04ETasuU24ByG49v8EH5bou8EXyJkSkG\ngf0WYw3gF6qarp1h5GLWs8CVQs448nGw0ZSHyYBqBcozhNdDaOy1/6sMd4V/l+MZEzaactfVKAH0\nlcvL/cYXhufB/qsbaGiEnXvrae+oI5sJBlqlIjSH4JKpMYe7v5GnqUlRV++7inz648nQ7c7NyL7h\nc9Mu0n0ruyKm3JyXjDp02TDlFvKVuSmHzVa+4mX6DIWZ/3LmOm75p330XdHEb//NFbzrA8vnv8GT\nOb7+yRnKFSlPuaR57J7wJxXTQwU27WqmwdCFc2ogz67D5qeuE6ez7Dwcfr8sF11uffujAJy4cy40\nLzKYZfO+8HGiI1k27Ql+Pz6eoWdXCFO+wkLP2FCK9hDgnZ3Prw0oX+mc/Sybty9bIi4KG7vDoILN\npWHrmGLDlNu2VLeRbNhYD6YtxirhLyikPBtQXsYHaFLeSphyCZSX8IGp1IhoELjeYpv9gORw1w8c\nEnLOAL8g5IxgXig4+AucsEVO1RM+bEEVJl8p4J9z2+ZBJia86ne+BlX+zzK94boKm0JPiyJOiSn/\nwF/5v4WX7pzmi/dvYeuO8AFLBqZ86856/vX+Pn5wb4G7v57jl27pYveB8A3nMnJjoEzKo8+wP9Uc\nO1DuiTaGPlNu5ysueZ7PTzts3CaPFRkvsWVXOMHT2dtAc0sd+65t403/PbjovmtjAz/7/h3c//Uo\n2aSLBsb7C9z0+uAxJ/oL7Dhkvq+On86y/aA5Z+J0hhf8eLj08ou3nCI979cW3PvpUV7wk8H3sOb2\nBjYfCL83u2WPjXuC9yU+lmXPC4Pvn36hp53kxPM02WiR9oCCUfCZ8jWRr6zzOfsyKF8UDjIof7pM\neVDYgPI8Mvi1ZbdtijhtNOzVJj7S8ZxDlojM4VsmSsfURv7hIRdBgg/ctyKfoyHgJ4QcsAPlZ4A3\nG97XlRyJKT8LvNjw/ij+sQqbPEfxr5Wwc5ch+DhH8Pse2OjrwdwtNYpdx9UaxDqf4C/l0FrbdfQU\npmzH0TRY+HPbNAYqFTXNIR7kdXWK576khfmIx6mjJd7wU+Hztta6Yndo3q9MSovSlHzWY/8R+X6T\nTrh0CvKVZNQVmXLP00wNl+kQWPf5qXJNmHKAmZEiW/eE52za3sQv/slupgYLvPBNPbzm58wkz3h/\n3gqU3/Qm85PBydMZdrx/X+B7/Q9FufPWIbyKjObUd+cpZBxaNiy+15XyLsfviPBLXwm+h2diReaG\nMnT1hXTzjOTZuGf5fd3zNA0t9XRutWPKC8kiTe0NNDQtP/+e61FIrJGH+Tqfs5+loDzIy9RD1mZX\nGWCTF2oWH0CZcuL4h1byVM3jX4GmvAQ+O2nKmcMH99L2kviLDlPeML5VoClnAp+tlbZXZd1NeUP4\n4C0mjDUMHBbyIvjHShKancIH7ilDDviylD6LvFPAzxryND6Y3rEgZ+nMM4d/jbZhPl5PAj9lyDmO\nf27C9uUJ/CcJQe8X8Jn49oD3+/G/h3QsqjGBfy4W5le/8zg+Uy97Dq861vkEf6nEPQH9OOb1XRxT\nV+MYFtn97glydSXu4XmhOUNOjGzDQ9zJ64z7kC99nv9qfBVthic4o4Xv0tV8BXcanlY9lhsg0TrB\nd7g58H2HekoFh7rGz/KdhhAqtxLDqTvZ3Hkl9xjIjUfm+hnMTHIPr3jqNXfJrV1rDR2zPNrzapoN\njl9PpH9Iw9Z67uW5oTkP/N1J4AxfP3WEfT8S/vTysamHadzewH08HzeE7NJaMz3+BP27XsnoApLE\nWZL/6Mi9dO3p4L8M57lEM2cGR9hz4CXcKzxV/WH/7Wx57jYeMox39vRJDvzei3moIvUrLiFxPMdl\nauBuxq98FTMBBM+p+SF6rh4gfjqCdjXlkse/fa+PPT969aK8+f4pNux/hEcaXxq4H5GzQ2w4tI2H\n1UuWvZenleEnvsnevS8jtkR2mI8kSMW/yqNtL3vqtZzhqXtmbpr6TT3cz4889Vr1vJUSaeo72nio\n4eWhnz8fn7TIMcQ6n7PXkabchim3LeKsFVNu6y1uowOvlXzFppV9ArtfziiyLCUOXGsxlo1toq3E\nZQzZozyGfz3YMLpVTXlYTOGDbdNxPYfPtpuu0aqrTzAz48egsC/DhGvpx/FZ8qAbqMnbPChMTZzW\nSE8O69pa61IPG035/EiG+KSZbMklihTSZv9xAKfkBrKEC6NccGlsEXLyDo2t5pxSpkzzBpkTK6RK\ntHSa2eacRcOXUs4hMZahud08VnIiYxwrGy3wn+97GIAH/9rsWZ2aztIhFBnmYgXqm+po7jDfLxMj\nKbr3yNK5+ECc3gPy3BLtj9J7KLzQ3HM9YudibLwqPCc5nKBt6wYa24L3fe9bruGnj/8unfs28tbv\n/yZvP/l77Hr1cglj/HSEnsPhEpjk2Vm6rgq+97klh/x0kvYrlu9ndjRK2277J5LFuRRNm4OPcWk+\nTdMmG6vkGsQ6t0R8ljLlQWGrKZfWKQ523uK1aviTpzY2hg4+qJMeZdmActuumfPIDhsTyP7x4INj\nCZRLriPVSCLLREbwwat0zZzB/54m//RzyHpym5wR/O9numYGgNca3h8G3hLy3jjhOnubTqMLI0b4\ngiaDLGuqUTzLJux1FRrRau7kbeO4ZXPTtxPfHGX2bKoihwkfzy151DeZ53+n6NLQLADunEOT4Odc\nzJRp2iDfI4rpMi2dZsDqe0ubc3znDFl6kI7k2bAlnAT6xm/ej1Pyj/fp/xghnwi30KtvrKN7t1lW\nmRxP073bAmyPJOneY74v5WN53z1ko6x7jvXH2HgoHLAmRxK0bW6nqT38uP7wE/eTmzMvCN2iQ3ok\nzqbrt1PfFHxNxE9F6L3aBMojdF0ZrKXPjszTuqObusblY2fHYoFgPSxK82maNwcD71IsTfdNNl23\naxDrfM5eR0y5TdWwRj4kNraJtdaU14Ipz1RyJJBpA8rjyAyyhxmYVcOmY2YBeAS7bp42jYNOWmzT\nxChXQwN/VPn/YJsuP6osuClqlTOAuRBUYsrDQPkUtQPlM6wZH7COGZdLPeoblXG6io1lSM8VyCVK\nxCeCwZHnaY5/fRQUPHn7eOhYnuuhPU2dwYMcbJlyV2bKs47IWgMUUmWaO8x5+UQpFBhXIztvV6SX\nmc3T0RdM3EyfjPL4F86hq/aEjsfRfzkTOtbIA9N0bDXfl9LTWa54qfkJnNaaDX1tdF1hZmpjA3F6\nDvSIC7liqkghWaRjR/hiYP70PJsOh+vJ3ZJD/789Gdr2vhrxs7N07O0NBeRQZcrD70fJs7N0XRkM\n2jODc3TsDwHsT4cpD2HDi5EkTqZgPdaqYp0z5esIlGexc1ax8SmXJlMH2S7QxQdAEjjpwa7Q0waU\n2zx+SmEHyiWmPFnZJ2lxYgPKq82FpMu1H3nfwZevSM4rU8ig/PP4cpF64L8MeeeQ7RBdZKa8Xxgn\nj388w9xn8vhFlmE3wTHDZ03e5kFhAuVrKF9Zx363l3qUC57R7vDf/+Ao2vPb2d/+4WApxaNfGiKf\nKIGGf7/l0VD/cafk0r2jTQR0rd1NNAiAu65R0RlSlFcNnym3la8ILLiFfCUbLYRa3S2MzGw4U967\nr5Of+ZdXc+TNe9h2/UaO/MR+42IgMZ6me5f5nhMdSIoSpXyswPjD07QLDHhiOMGmwzIzHD0X49Cb\nDxivrejpeTYaQPn3fu9OSukSTq5MZjq8NiZ+KkLvEfMT3tipCD1Xh+eYmPL04Cwb9gdLRHNj0ZUx\n5XMpmsPkK7MpmrfYOm+tMi77lF+O82HLgks5ReQrpYAPNqVTMICddZwEbKtWeFLUSr5i62kdQdad\n2+jJwU5TXsLfNwlgnsUMyk8Dt+KfZxf4T0OuxHCXgO8J27MZZxgfVIctGkfxC1zDwIDElK8ElJue\nptg8QalRrGO/20s9TO4rc4Mpjv7bCNoD7cL3PztAcmZxJ0637PG1332UcsE/sdHhNOe+NxM4nlvS\n5JPy3T02kqFRkK+kpvJiQ5ly3mHrEXlhWso6oqY8Hy/SJshXfKbcApRHcqGgvLm9kRt/9hBbrurm\nurcd5J1feQPP/bngJ5P5ZBGtoaXLvF/xkRQ9glY8Nphg44FuccE0f3qeritkUmb+1DxKYLhNTPno\nPYOc/MfH0I6Haqhj4Junw/f9yRl6j4RLUzzHJTUUpftQ8D3Qcz3SQ1G6Dgbf3zODc3QcCAfsK2PK\nw3XjxdkkTVtsCK8axDr3KV9HoLyWmvJaFHoWLXLAZzclHfgssi67Kl8xhYfviCGBdxumcw47UG7D\nlNvqmW1A+QQ+wJfO4TBm3fO/cL7ZVD1wAt9TfmmUKnmmsUaQteLgL9BMbLpUcCpJcsI83gv4T2NW\n0oFT8YxgytfxY9BLPjShlZ4D90dQdQpV7/95rmbgvyKLcqZPJ8jOF5+a9ktZh8e+NBg4no1WHKrS\nFEEvnnVoajfn5BMlcrGiMccpuZTyZVEKc/rb4ySEYtfsXF60sytmy2gNzYLWPTWdo3O7+V6SHM/Q\nvXODCKTjw0krUN6zX3ryDNGzMTZeKc9Rc6fM0hSA9GSaTUeCgfKdv/ANtOfr6t2Cw6nPHwsdJ/Zk\nhB6TXnwwSvuOLhpag495ZiRKa18HDSHFpJnBWTYEyFe01kzf8QSlWNA9KTjcfImWncFzdmk2SfNa\ngfJ1Ll9ZZ4WetdCL2xRx2oByGz052GvKpYY5Ns4rmcq2pMvCRlNu8qleGBHs5CsSU16s7Ff4BOiH\nSaKxcKxZzAD/I8BvAG/DtyiMErxkH8a/pkzn2sbnPIb/BMN0rGbxbSPDYoRwUJ7G/95BN7Vp/OO/\nkjX8OZ4RTPnluGRDa01dyCX3ovcc5EXvOcjXfveHdPS18trfu2ZZzs7rerm19C5++JVRjn5liPd8\n4RXUNQQP6INy+fou5x2aBJBczjk0CXrxQrpMi6AVLyRLtHY1Uxd2EIC5c0k8RxMdNFuVfu//HhPb\n3acmM7R0NYlAOjWVpXObGZQnxtN0hbR+XxjxkRQ9e81gLzqQoNcKlEd5wf98vpg3fzrKde9cfr1U\nQ3uaiQfH2XR18P3rJ+96N4PfOsMP/uR7bH3eDuoNjj2Z8Ti914QTSsmBeba/PLwGKHEmXLoCPlMe\nJF8Z/uyDAJTimdDPLo3sYIRtP3Zj4HvF2RQ9L5LklZejFrGOmHKPtXNfsWXKbWQptqBcmgBtGPAE\nGHxbz4cN02kjX6l6vkv7bsOUV4GjtKiyAeVj+IDcdJ4V/nlxgV8HPkjwosdGT26T049/zE3X8FHM\nVo9DhIPyMeCFIePPgMG3eHnkOO+5vjQ0l5nyy2ET2kP0RPRcuTjTLXvUN9XT0FQfCkydoldTprxZ\nYMqL6bJoA5hPlmjtNud86Zf8WpajXxwM1cvnk0WSkzlKOfNz/kc+c4b0jMysWjHlExlRTw528pX4\nYJKNB8ygXGtNtN+OKZ8/NR8KuAESIwlaelpp7Qm+7268ajNde3rY/Yp9vO2en+ett78rMK+cLRJ/\nMhIqTQGYe2yCtr7w45Q8PUPPtcGyQc/1aOhsWcaU56cTPPrrXwBg5PPfDx17aRQjSZr7ghdIJYNd\nYs1jnTPl6wiUg51PuU0xaC3kK7ZMeQ5ZvlKrQs8kZheRavRhB8qlCbLKkkvnpdYe5RIoH8HOsm8Q\n3zPctP+2rio2lokScF+NfGWM8Gt/nJVNFVUmPOi45CrbWYN2zbCuJ/dLPaw6etqAckdTH8KQV8Na\nvlJwaRDcV0rZsihfKaRKq3ZVOXX7GOOPzvm5yRID35sOzPvP9z2M9jS5WIGZJ4Obrzkllx982tdG\nR06bG7mlprJ0CEz5I/90iuSkmaUtJIu4JY82oQA1OhAXmfL0VIam9kZaus1jOQWH1HjK6GU+98Qs\nm68x1znNn4yw6VrzU9nYkxG6r9xMfWP49RI7Oc3Ga8PvbfEnp0OdV7LjcfITcRrbz18jWmseften\ncQt+fUSqP0JmeM64n9UozqZCQXnxsnxlzeKigHKl1AeVUhNKqccrf29Y8N77lVLnlFJnlFKvXfD6\njUqpk5X3/mplW6wyCGupKbdh0yWmXGMH3m304rVqHKSBh5DlB1lkKckcdhaGNkx5LUG5pCevxiBm\n+8Fqjo2N4WqBexz/6UvYMS/gH++wQk7JecXm2FbDJE+x9bivUazjKv5axtrP2fg+5YLkwgaUe2WP\n+kYBlJdc0aMcqvIV8/xfsmTK7eQr4eTOl3/5fkpZ56ltfuejy7XNUyfm+eHnzqJdjed43P9XJwLH\nuvfPH6eQKoGCB249GbrNcqFM184NRiBdLjhMPTZHatqsc4+P+iy5JJeJDSbpFZjy+bNxK5Y82h+j\ne2+XESjPnZxly7VmSeXciRkRlEdPTLHxenNxfPTENL3Xht/b4k/O0HMk+P3k2QgdVy4G9Inj48zc\nc4q6pnpUvUKXHYY+95BxHwC051V8yoPZ8OJsau0KPS+7r1yU0MBfaq1vqPzdAaCUuhr4aeBq4PXA\n36rzv9i/A35Ra30QOKiUMvcnXhQ20hV45jHlhco40j7ZyldsQLmk3ataS0r7PoEMvmz8qnVlnySA\nb9s4qA07UC45oYAdKJeY8ij+rCLp6qVxpI6gI5idV0xdTm0XPNUwgfIEdh1caxTruIq/xrHGc7av\n7ZWYcu16KAv5Sp0Eyi3kK/l0yV8ENAg+2FlZU+7LVySmvGiUr7zmD27gxb9ymMbWBg6/YRc9AY16\n/uN/P4x2dWVaUDz6+bOUcotRTGwkxXf+7ChuyQMNj36uH6cY/GNITecpJIpGffpdf/h9PMcjOpDE\ndcIbO8UtunSWsmUKiSId2833t3nLIs//+vADJMfN+vu5J+bYLIByG6Y8enyKjdeFg/JyrkR6LE53\niGZcex7J0zN0h9glJs/O0nlo8T50X7+LN/X/KXt+7kVseeVhrr7ljfQ+d49xPwFK0QwNna2BTYi0\n69Fx9Q6aNso1AjWJy+4rFy2CftU/BnxRa13WWo/gU4gvUEptAzq01o9U8j4H/Lj9pmycV8C+0FMC\nkmXsQLlNN0+bx/xZZImLDVOewM4O0aZIz0ZTHkEG2zF8wCh9PweZ3S4CDyKz7qPUBpSn8Bc6JrZE\nAtPgX0+j+FKZsFit88ooa8OUR/Gv6zWKdfwY9ALEGs7ZoA3uK9Wwkaa4Nky5RaHnw58+C8DZ70wZ\n80pZuaPnsa8OMf64WVaQT5ZoMYDyl/7q1bzkV65m04FO3nv7G/jpf3jZspy33voy3vnl19LS2cQr\n33cDN//O9cuY6dN3jOGUXFSdoqG5nnKuzNm7ghstJSezdO4Ifyo7dWyOh249WakHgP67xkJzM7N5\ndtxoBr+x4QT7Xr1bLFL1mXLzfamUKTF4x6CRJQeYOTpjlK+UMkWy0xl6Dpi3Fz0xzcbrDCz4KV9v\nHrY/mbE4jV2tNHcH3/uCmHKlFJ0H+6hrqGPnW57D9R95KzvffL1xP8GXp7SE6cmjadJPjAcC9gsS\nl+UrFy1+Qyl1XCn1aaVUlZ7djk95VqNKfy59fYXUnYedTGIXMijvRWaJm7DreLlHyMkhe3hDbTXl\nElNu47wCdqB8FhmU23qUH7UYawIfkJsmFw97TXkzZlA+UHnf9DObAJ4jbGcU/xiYFmiSBGaIcFDv\nEe5RrvF/brVqHBQ1vHcBogaTu1Lq9RVpxjml1PtCcv668v5xpdQN0meVUjcppR6pSEF+qJSSbSMu\nfqzhnA3dO9tEaUpbT5NoGVjfVEfHFvOc7TkefVeFExLFbJnbP/g4AP/xgaPi9hrbwvepmCmTmSsQ\nHQhvOgMVTbng852LFWnrDSd3Nh3o4pof20sp6/DaP3o+b/jIC5cVqr7kV6/hY6Vf4ao37OKNH30h\nv/rdH2P/zcG/9+Rkhq4d4YzpF372Lsp5/4dUzjo8/LfhUpjIE/NiJ9Lo2bh4DQDMWTDl//FLt+MU\nHErpEtnZYGlNeipNrD9Kz8HwOSp6eo49bzhIXUP4OdZaEz0xzSaDfCV6ctrIpMefnKbH0Hgo2T9L\n55XB76cH59iwzwY7+FGMJGkKaQ5UnEnQ3Ce739QsagTKL9C83aseTKhGAAAgAElEQVSUulsp1a+U\nuqs6D1Zev1cplVZKfXJBfqtS6j+VUqeVUk8opf5M+voXDJRXdvxkwN9b8B9r7sVHI9PAX1yo/Tgf\n/RY5Q8iHZAqZdY/hS1hMkcYHuKbI4wMmKfYhg3Jb+UotmPIyPkssyVds7BBtPcpt5Cs2evI5/O9n\n41RzDPNCwEYrfgIZ8NpYJkqFoCbnlQj+9w26hmL4i1Dp+lr6mWeARzmsWpuolKrH7xL1enyJxjuU\nUoeX5LwROFCRafwy/vwmffZjwAe01jcAf1j590WNZ9qcHRs1a5IB0pGC2KgnnyhRzJiFp6WcS3Iq\n/AnOPR87gVP05+LJ41EmjkVDcxMTWVoMzip3fvgoaBh7dM7XcYdEIWku9ATIxQq0bzTn5BNFmtoa\njPKcujpFLlZk1/O2sP/lO0L3PzmRpcvAlL/4f1zLc95xkLoGRe++TrJz4W4u8aEUPXvN82x0ICE6\nrwAkR1NGUP7EF5+k/7ZzaFdT11jH2dvOLcvRWvP1//Zv/r71hxe7zj0+TXOn+Zinx5PUtzTQujl8\nARM9YS7yTDw5TXeInhwq8pUQUJ4ZWjkoD2PKTa4sFyRqoCm/gPP2LcDdWutDwHcq/wZf+vB/gN8N\n+EYf01ofBm4AXiLJ+C7Y8wit9Wts8pRSnwK+VfnnJIvpup34aGuy8v8LX58MH/XjC/7/BuAIPpA2\nV5X7Zzcj5OUrf6acFL7G25QTxV8AmHIi+Ky7KacMPF7Zp4IhrzrJmsaqtmg35YzjAzRTzjw+uE8a\ncsBf4LTiLxjCYgTfxcWUk+K89MiU148P8E05p/ABpXStHMc/VqaFVZWdNo11Gngz/ncIiycr2wrL\ncSvb2rIgZyl9MIi/gAj67mfwFzRB791Wed3M6i0OD38BuPQzZfxreh/B3+VE5a+GsXq94U3AQEWa\ngVLqS/iSjYVt/N4CfBZAa/0DpVS3UmorPogN++w051fA3Rjns7WJizlnf/yD5+eu3puvoffma4nr\nB/ieupljhgLnUXeIXMONzHBzaM5guYTXWOY23hKaM1N8kLnmTGCOk85x38c+h678pMoFl898OMJz\nvvbzgWMVsp/l7vYfpy6g2D8/NseDn/w82tNo1cBnPlXHnv/1o4HjnNMJWrZt4nZehxvyBHcy+m1S\nvXV8y/DdcnOTqM13cDtvDM1xqScy83Ue3fYmnjSQBAOT0zTtPBw+1q+9kbqb+mk789dcd/RWAG4H\nnID9Hx36Bi373sRIwBM8twJNBs+dZsPzn8ftBB8jADdfZH74k/xw39tQIZDm6G/ciuv5ZJqTd/iv\nz08y+d8/sChn9v99iemjs1Cn+M9vumx77uLvWP0OU8eP03T9zdzJ60L3KXXifrjuGu7h1aE5Eye/\nQs/r3k6UlwCQWyLRjD35HZpf9prA7XjZHNm5HA/v/inUkmOrXZfMWIJH9rwNteSpfi4XLIUpRafR\nB9u4J7d4f12nHmckhrfxKu5JBX8X9/4H8B54IPR7rjhqoxG/UPP2W4CXVz7/WeA+4BatdQ54UCm1\niD3TWufx23WjtS4rpY4isIcXpXmQUmqb1rrq3/QTQPUZ123AF5RSf4m/4weBR7TWWimVUkq9AHgE\neCfw1+Fb+MUl/y5irymXmPJaNQ+y8Sm30ZRXLROl7zeAXAyawo4hlpgLW4nCHLI8x0Z3XmXTpWMw\ngWwraNJWL4wRZInLE4BJlVCu7JM0zixgwkvTlTHCGKzqIjLsZjvBYvxUDQ38Z+X/bZyJqnEOWK5v\n9cPElF9X+avGFyy3Z4jV6w134K9EqzEBvMAipyrhCPvsLcADSqlP4B/YF616Ty9gXOg5+8AH37H8\nRa1B0BJrxwWhZbouOdQ1mW91XqFMXUvwvF7X0sTV//A/yJwcZfpfv8eOX34d7QeDGUyvVAatUSHb\nO/s7n8Gr2NV5hTIjH/s6V/zWm1D1y0FrYWSWtv3mp4TlWJrGXvMT0NJckkbBY1prTWkmTmOf+SlW\ncTJKx/PN9q3F0VlarjA/AdVaUxieoXmvWZqYPzfBpp95pTGn0D9By75tqIbwc3zk6KeI//sDTH7o\ns3S+7HrqNiwBq0fPMv0H/x+66J+bxJfvYduHfjl4e8fP0fmTrzDuU/H0CK0vC27EA/73d1MZmq4J\nlz+WnzxH+68G/C4A59wIDft3B1433sQ0dZt7US02lsuV/RkZQXUE4wMdicCW8Pt0/Y+8lPofeen5\nffvoKh/61UYjfqHm7T6tdbV1cBA4CX1sV5G6vBn4f6Ydv1gdPf9cKfUc/C8wDLwXQGt9Sin1FXy6\n0gF+TZ/viPBrwD/jo9Tbtdbftt+crfuKDfCoVdfPWoFyGz052MlXNDIojyP7j9tIXBx8gG/jZR7e\nfc2PKew0z5NgYNT8sJG4gAzKNWYdd3VbW5Gvg8ep/ERCYgDzcRzDB7th122KYHnMnfiafoVPEhwR\n9rMaJuAdR17U1TBWP8GbtRHnw2aCWRifBn5Ta/0NpdTbgM9gXnld7FjjObvqviKActcLBCYLwys7\nNLSZf2NesUxdcwgob2xg+ztfQfyBUyQePM2BP3p76DhupkD9hpbQ/d7y5ufT3NfN5GfuoesFh6hr\nbcIrOtQHaNCdRJbGHvPc7mYLNG4x/57Kc0maNpvlB246h6qvo2GD+X5TnJyneYd5zi6MzdG82wzK\ny7MJ6tpaaOgwF/AXzk3ScsAsS8yfGaP1KvOc3by7j8bN3XS+7HoOfu3DwGKBaeKr30WXHKivRzXW\nU+wfpzw9T+O2xXVRWmsKJwdoud4sJ8w/8iRtb31t6PvuzDzloUkadgQTTtp18VIZGg8Hk0jO0ATN\nr3px8HujkzS95qWB74WFjsxStz/kXjU7h9osyUxrGDZzduQ+mL3PlFHLeVsFjVchHqy2o5RqAL4I\n/FWVgQ+LiwLKtdbBLbD89/4U+NOA1x/jaXupaexYPo/aWSLWCpRLq10bUO7hM+pS3gSyplwhs9tR\n7IB7F/KxjCAXek5jB8rHCWaEF8Yo/pMvKUag8tgxOCL4WMR0PG0sFWP4C0HTMZfGGRb24yTwU0te\nmwX+Bv96V8Bd2INykxf5RdCUm2L2Ppi7z5SxVJ6xi8UFjEE5VQlHo+GzN2mtq8+Dvwp8StjTixpr\nP2dTYcqFedv1UIL7ii671AmOGyZQ/lROvkSdAO7dbIH69vA5e/u7Xsn2d72Sqc/dy3O++fs0doXP\nyeV4loZu89PN4lRMZKWddJ62q8zzXmkmTtNW+XdZmoyKoLw4NkvLbvM9ojA0Tcs+87zuZvK4iQxN\nO81j5c+M0XpYJlLyT47QemRP4Hvb//RX2fqHv8CpK36CLf/753DjKVTA9VAemaKuo52GjeaFUOHY\nOXo+9Buh7xeP99N8/aHQxZszNA6lMnVdwURa+cQZ6kIWNN6ZQdG1aGnoyCyqL8SacXaWuqsPB753\nQcLGd7z3Zv+vGk/88dKMWs7bC6V3EaXUVq31TMVhyqbbIsA/AGe11gaFhx/rpKOn7aLJwQ6U16Ix\nkC0ol6wAbTt+tiJ/N5tCzyFkGUweu4JKyZ0FfKZWkq/YMOVFfGZeGstWviI1GDIVVlbDBpRXHVxM\nk+xq7RCDPMr/lvOzo8aXxdmI/fKV/KBrUuOfgzUE5VJsuRmOfPD83/J4FN9je49Sqgnfk/u2JTm3\nAe8CUEq9EEhUHnGaPjuglKpqE1+JXSX6ugrtaZHH8hwPJclXyk6onOSpcQzylWq4uSL1rWZZolNh\nyo3743m42SINHWZW2oYpL8+naNpkfrpZGJsTj1FpNkHnS6425nieRymSoGm7wJSPztIsLBTmvnQf\nbsZUAwWFgUma921DCQszG6YcIP/kMK3XhM+DXr6Ilyuy+bffzraP/AoNvcvvhYXj50SW3E1nKU/N\n0XQorO8DFI+dofn6cBmQc/Isjdca3j81QOPVwXO+e26Y+oM2lr7nQwLlyiBfeYbGhZq3bwPeXfn/\ndwPfXDLmshlLKfURfAnCb9vs+DoC5bWSr9j6lEvA3aZ5UK3kK2lkIO3iA3wpzwZUjSMvOOaRAXIV\n4EnbswHlk/hFv6aFSQ5fyiE9qovjHy/TzUmSroA9KJd08DZMedi+ZPCP89JJ9xeA/4lfG3Ej/kLF\nfBP1o8qEB/3esvhPPey1jquOVTah0Fo7wK/ja3lOAV/WWp9WSr1XKVWVcNwODCmlBoC/x5dthH62\nMvQvAx9TSh0DPlL59+VYGFqWr2AjXyk5oseyDVPu5ovUCaDczRRoEEC5mylQ394sgs1yPENjtwDK\no2kaNgqa8tkETZJWfGIeL1c05jjRFHUdrdS3muf2cjRF865wEKe1Zv5L91GOmN3HCgOTtByUXTTz\nZ8YtQfkIrUfCwWrh5CAt1+4znhcbUF44MUDLNfuN12XxeD8tzwm3aS6f7KfxOsP7pwdpOBw85zvn\nRqg/uMe4j0tDR2ZRW0Pux/X1sHkNQXkNmgddwHn7o8BrlFL9+GTKR6vbVEqN4LtSvUcpNa6Uukop\ntRP4feAwcLRigfsLpq9/sTTlaxxrLV+ppaa8FvIVG4/ydGUc6fvbyA+iyN7bEWQZzBz+IkE6dxrZ\nNnEc+ZyM4T+1krY3gs+SmwDDEObaPY09KH+h4f0k/mLC9CjYxJRXv/PS77Ib/zz/HfBnAe+HhdTN\nc407PdRgc5XulXcsee3vl/z7120/W3n9UZYXHl2OhaGRCz1d10q+omohX8mVqF+lfAXASeVo6JSe\nbvpMeUOPmSTxmXLz083ybJKuF1xpzClNx2naZq4DKo7P0yzkAOROjRklNZHPfJtyLI1S4Gbz1LcH\nE0/FsVkRbGvPo9A/QeuVQT0WzodXKFIci9ByMFzGkz8xQOu15vm4cPwcnT8V7qgCUDjWT8tzhGLY\nY2fpvSUcm5VPnqX1vwU752nHwRkYpeHKfYHT20qZcu266GgMtSmYZPKOHaduq02vkBpFjW4RF2je\njkGwpY7Wek/IrqyI/F4nTLmHv1CR4jDyIbkCuwZDEuBuQZad2DLl0jg2TLmNdEVjV6hn0zjIxnnF\nxqPcxbcnlPKq4NMUo4S3ml8YMyx2CQkKiSmP4QNp6ThJTLnUoEhi9U3fudo0aCX6RKnIc42lK+u4\nM9ylHu2Hd4Iyz8ctuzeLzioNvR3UC1KRuuZGGgXGWWuPJqGJimshX/FBuXl/vLKDVyyLAL8cTYn7\nXZpN0CQUg5amojIon5inZZd5vnIyedxsMZSZL47PMvRbfweOi2poIHbb90PHyj0xTMs+87xeHJul\noWcD9VLBaP84XW94AXVN4QuvwslBWq4zP5X0cgWZKT/WT8tzwnO8XJ7yyBRNh8PvD+UTZ2m8Nngh\n5QyNU79tM3Vty68h7Xm4Q2M0HNhj3MeF4Z45C46Dalx+bHS5DIkEbLKRmtYoLnf0XC9x1iLnBDLg\nPosd4ypZIs5ajAOyG0oBmQW37eYpgfI0/mJDWnDYFHrOUpvGQbP4iwRpn8I6Vi7dnk3n11OYwXSp\nMpaJ5RlAtrLMc947PixspCt7DNsxuc2suAkj5iJP03sXKFbZhOJyXLzIPDEqYXJy56bForbi+Jxf\nNGqI0mwCXHOjtnIsgxZynHyJlt0CcE3laNpinmudRJaG7najfEd7Hk48Q4NkiRhJ0Chsrzgdo3m7\nDMqbd5q/W9UOMWy/z77zY0/JZLx8kZl/vD10rMLZcVoOmefs/NkxOl91gzEHIHdiSJQw5U8M0moA\n5W4qQ+6B4zQfMrP3hWP9tBqY8uxdD1O3uQcVskDwcnmcsSkaDu0JfN85NUBjiHTFm5imrrcb1S4/\nialG+R/+CQCdCOgrMjcHGzeKErGaRg2aB13KsU5AuY0losbO7tC20FMC5TbSlKjFtlLIbHoRuXjR\n1qNcAlUaH3xJK2sbUG7jUT6BvfOKdAzOIju9gFw4OQq8GPO5O4fcpXMYf59NN5MqU24aQyryrCUo\nLxJ+PmysMmscq9QmXo6LF36hp+xTLhUxeiXHyJBCtdDTPGdbyVcSWXTJfCE5yZy4P+VElp6XmQsv\nnUSW+o5WY7t3gNJsUmT4S9MxC/nKnAjKC6MRY5Hn5p9+ORvf+hJQ/hOM3Omx0Ny8hSwl/8QIDd0S\n4QT5k0O0XRc+T2rPQ7U20XJNOHtdONZP87Vmrbh2HAqnhmm+NhzcR//o73BnwxvKpf/yM1AsBTLX\nUNGTm4o8V8CSe2PjuJ//AtTVUf7K15a9r2ciqD7pHlzjqIGm/FKOdQLKQQbl1SJPKc/WErFWzYNs\nnFUkTfk88jOeBDJTbiM/SON/d+m71Uq+YgscbZjyEeRGPh7mwknwjTSkxdQ55ALOYczNh8AvcpWc\nVySv9DBQPsXKQXm142tQxFlzUL6OH4Ne8qE1StSUeygBlHpWzYNKsvtKtiCD8kxelMo4yRwNXeZ5\nvRxLU5iImnOiKRo3Ck2BXBcnnhHzrED5xLyxgBP8hkcte8JB3LZffTNXfOjdtB7cyQujX+OmqS8F\n5pVjKXSxLDYzyp0ape1qWXKYOzlE67Xh82BxYILy8DQNPeHHKf94P603mLX5xdMjbHjNTdRvCD6/\n6X+/l9KTg+B5aGf5hOOlM2Q+8WlQCp0PLqx3Tg+GMuXuCoo8tdYU3vubUHbA8yjf+vfLcyKR8ALQ\nCxWX5SvrIWyYchuWHGrX0bOAXbdOKce2iFNiwVPUBpTb6MndSp4EymeQmWsb4JjCPyemm04Jn5mX\nfMwj+Asl0/EcRAbcA2BoH+7HKczHqIgP7vcYcpKEg/I8/pOIsIVPmZWDcpN06SLIV9bx5H7Jhyf7\nlGvHFUG5LtlaIgrOKrmiCMqddN7K6rBBclWJZcROneX5FI2CHWI5mqahu11m06fjYhFnwYYpH4kY\nQTlAfnCKlkqn0jCZS6F/gpYrd4nuO/lTo7TagPITQ7QZQHn+WD+tN5jn48LjZ2kRQHn+sTPUtQU/\nAS+PTDLzzt8H10U1NlD4/olF72utib3z99CZHDQ3Ubg3WG+vXZeGI8FPWb25KA3XmPexGs6378a7\n/0HwfEmWHh3DPbZkn2ZmUFvWsHEQXAblF3sH1iZs3FdcixyoHVNeQGaTbTzIM8hMuY00JYcMkpPI\nWnEbPXkcfyEhHaNpZFBuw5RX2WDTBD+OL7uQFlw2/uNScWYG/xhI+92PGbgP4n+vsOvIwe8Guifk\n/VH8Jy1BN2yNb9cqLVKWhun8jyIXHNc41rE28VIPq46eNvKVco2Y8lxRbB7kpPNioWc5maXB0DQI\nwImlaew1/1ZK0TStB83SveJMnGahONPNF3FzBVGbbqMpL4xExGZGhcFpWvab97vQP0HrIfPco7W2\nAuVOPI2bytJ0RfhiIX/sHK2G4kzwQbkE3POPnab1xuWmElprJt/0G+hM3v93sUTmtu8tysn+45cp\n3v0guC4UiuS/urwBrnZdCt+8J9SjvPz9x6nfYzdn1+/fR+P//m3UgX2o/XtR+/ehZyKLcvTsLGot\nnVfgsqb8Yu/A2oRN8yAbO8SqgEnKswXlkqbctjGQBHRsQPksdjIYyXklhcwS20hXSpWxJNbdBpTX\nSroCshzEQy6+HKiMYbqOSvj7bRqnHzCxIqP4THgYc2daYFTrGaSnJ0tjnmBQXsQ/LlMrHG+VsY61\niZd8aG1hiSjLV3TJQQlFfm6+ZKEpL1LfLshX0rWSr1gw5bMJkQEvzyZpFGwVi9Mxel7zXHNRqdZ+\nN09RU26Wr0AFlB8wg/L82XFaBFBempqnrqWJxo3mOSp3cojWI3uM/uM+KA8H3F6hSLF/nOZrzJaJ\n+UdP0/q8AKc3rWl/88tpuma/XyehIXf3w4s/+9Vvo0sl/x/NTeT//TvoJQXKzsAodVs3UdcRfE6d\n0wPUH5buv37UHTpA8x++n7qrrqT5w39I+9EHaXj9axbv9sxFkK+sc035ZZ/yp2IlRZ6SFKZWoNzG\nErFWTHkCGXBHkSUXU8iX1Ryyy0nVx9x0TjR2oDyCbHUodeisxhBm3/Bp/EWS6UZhoycfxGepTSDg\nLGarz9V0+jRpzcOihL+QDPrun6v8d2iFY64ynmWPNtdTaM9CU+7IPuV2mvIy9QJT7mRl+YqbKVjJ\nV9oOmUGpD8oFpnw2SeNm87xenI7RtFVoHDQZxYlnzNuaS7DhufupD5FmVMNGvlIYnKLndTcac/L9\n42z8yZeZcyylK/mTZukKyEx54Ykhmg/toq4l/Pxrx/EbBwWw6aqujs1/9ls0HbqC7D3fZ8snfgcv\nt1gzvvmuf6Z04gzzr/15uv7kf+FG5pctlMonzoY2FdL5At7ULPX7bWx9F3xuega1LZgN15EI6hU3\nr2i8Vcc6n7PXCSivlabcRT5k1StKyltLpjyNrDu38R+PIhfqzSID4CnspCsScI/hH0Ppu53Db75l\nihHgZiEHfFD5M4b3bTpwngOuF3IkFrya8+Or2BfTAuPpgPKqZnwpSBrhfDfih7FbtNYo1vkEf0mH\n51m4r3iW7is28hULprwWmvJkTpSvlGNpWveZZQPluaQIuEszcZolUD4RpXmHWXJYHJ3Fy5eMOW62\nQEN3u2y/OD5nJV+RmHJrPblQ5FmOxNCFIo27DPKWx/tFPXnx9AiNu/qo7wy/HxcePUXr8478/+2d\neZhcV3nmf8daLFmWLGuz5FXGS2wZPICN2YlZzGICBMLmSQLjxyHJECY8k0zCksyEBEicjRAIEBiS\nEBNiwxDb2MS25H2RZMnat+6WWupuqaXe1It6766uOvPHd8tut+t83+2q6i5113mfpx+16p6699yl\nz33Pe97v+5i7pvBK8VhdA/Nf90oW3faRwn3dU8u8awP5yw8eYc5lF+PmTo7WqaS8qwum275S5WP2\nLCXlE9MN5TOLhNMQCeG02uQVZ63NIEI4tDZjyEShD32yMIiQd21ffYipSmvTkxxPa9M14d9CaEce\nGa3NCYRMa22aEBVca3MwxbFqUuwHhHx+yGh3GPhg0iZkUhtN+rRY2ddexJuuHasNSQeptdmDWFdC\nbUaQdJBLlTZ1SGXV3gLbPHJdVibbJ57zIcTPr2eAeDGOJP0Z/50cUkV+/Av9MSRlZESEYMOO97/0\nw8WX8vTem6BTIV7zv8rGmnfCgDL5HPsymw/dBFklxWDPl9h65B1w5qvDbTr+gq5j74AdyrN74ut0\ntLwNdihVH49+n5bOt7K/0DnnUf//YPmbqdPa1P0YFr+F+h3vDbfZ/RisWMdRrc2WGphzPU9sKVxB\nEoDH+mHJK/Q29XthdAlPbStwrLzFYCwDdS3saP1V6A6IUtksNPawt+tXYZMiOD1+F1x2E22b3prs\nO9Svf4R1H+LoUxOU93z759bDJdez+3GlAvOj98Dyd9OzQcmGtX4fnP9G9uXbFEqe8kgjXPg7dNxX\noPjcEHDnCZj3Jpp/HHieH2yGt3yCvvz2kXHbnt0EZ11L+x2KmDKxT7kstJ1k8LFrYE6BlaIDTYxu\nuRoOTnOAfhWjSjzlOSRI0WozYLTJ8GJyEWpjKe7DiKKoEfJRxJqgLal60qnpaZTytNlXLKW8XIWD\n2ihPkOcYksVFa5dBJlvWvpqxs+80onvOhxCybKnQR9D95E2IvSXUl3zqxrWB7V3IcxpaHSkmR3mh\n7Dx9iMUqP9RkgKcmud8SUMUBQzMeHcfBKlrS2QqBfM7P41QnzDOC6ocH4EzDKuhzsMAYa1ddAGcb\n42j/KbvNqS5YYoy13R1wrhGbc7IFVhjjaHszrDT+1luaYLWhSp84AhfoNhFaGmHl+XCmskrc0gCL\nlsBZxgrwUD9cZlRWzmZh0/1wmbIyWb8LLjcKEO181G5zaDtcodhyxjLQtBdepuyncSesVbYf3QMX\nB875RA2cn6Zy+Tj0tcNZ5xYm5NkM9J+EJTHQczpRJaQc0tlXrMuRtnCQZUsZwQ4+HUIInqWkX4q+\n4JFBSLL2whlN2mkvHE9637lFytPmKC9HOsSW5Fja0nQzMimxLBVH0Al3HmuNfVyM/hyNIOemvQTz\nwaIhPI1e7bXJ2H8xpLxQdp5zgG8BnwauB/4a+M1J7rcEVHHA0IyHt1Mikh2DOcaCb2YU5lukfAgW\nGoS7uwPOMsSN/VvtNgsWwRJjHJ1/Jiw1xtHuDlhmiBudrbDcIuXHYZWRsaM1BSlvPgwX6IGQHK2D\niw1bXsMBWKsXTiKXg2fuh0uNds2H4NxVsFi53t2tcPVrw9tHh6HpAFxmkfJtcOX14e3HDsDKi2Fh\nYLLhPTTsgEsDqzUdjfJzXmDcL4aU95yAVQEv/alWOHtlYcI+lajyQM8qIeXl8pRnsB0/I5Qv84oV\nwDmAvQLQj6iV2q0+hZAn7Rr1IUGH2rmNJe0s4t6BrZSnyVF+HLua5zHstH6NpM+8oqVD7ERsN9q5\npank2QjcgH6tGwkr6aPAD8f9XggaKR9AJoXW5Goi2gmvpHQjmWDOV9pMAao43+2Mh8+BM15RYxmb\nlI+OwDxjTB4ZspXyoQFbve3vhbONoPrD+2CxYQeo3wvnpCDlllLe2QorjAJsaZTyNKT8+GFbKT92\nEC4ykgU0piDlrU2iplvX6NBOuMIg05t+Bpe+Qt/HRVfpqySZUZi/EF72ynCbwzvgMoW0d58QYr4s\ncC9+9HnUd3RLEaS8+xgsCozHPcdh6WSFmTIg5imvBqTNvmIR7jSFg9KS8jQ5ytNkXilHOsRTKdr0\nYBd+yQeLapObIeQaacfzlM++Us50iFaO8nxgpTa5qccm5XXY97VG2c/3kHs6L2lXCD2ElfbjyTZr\nIjsRHYRTWHYx7dU8oaoH9xmPXC6dUj7XGJMzI7Z9JQ0pH+xPQcpTWFP6um1rSs9JWKqkH/QeutvT\n2VfKppQblrvjR8qjlDcesBXww3vgcitYHji0Qyflp05CbydcpPSpditcdYPRn13Q1yUThRDqNsMv\nKJm7GnfCDR8qHNy891F47m6xc9Vvfen27BgM9cLqdIWDnih5ZpUAACAASURBVMfJRlgWmGx1N8PS\nydapKAMiKa8GeKbXvmIR7jSpDgewlfI0XvE0hLsPO9Vh2mqeFvHKW1e0+3EKmSBpL8AsQtzTKOUW\nKU+TDjGLZCSxSLlFuNMo5bXomWf6kPtR6CX5OLARWR0aQwoAFcI2wud8FFG1JwutSmuazD1TgCr2\nJs54pMi+Uhb7ivc2Kc9mxcagtclkYGzUUFQzMDKsk/tMRiYAmuVisB+ufQMsVN4RI8MwPAjnKH93\n2ayo6SuNcTS1Um6R8hRKecMBuMRQfA/ttv3kkCjlSvBu7XNiOdEmf7VbdHsLwIGNsM4IXq/ZCFcp\nwaR1G2FpgVWNnlb4uw+LxzuXg+fueWmbljqYOx/OtOLLJqCrCVasLbyt4zAsnuZqnhA95ZXuwPQg\nDSlPUzwojX1lugsHpclRbgVwdmIHsIZI4Hj0YCvXaYI8W7FJYQdyXtYEqFxK+QlkFUC7J1YKwm7k\n3mvKlUeUck3xqEWIfaHn9SHkWc6jgKpCHzLxCd2rRuy0loWgKeVpgoSnAFXsTZz58CnsKwYp915I\nuWZfyYzKcbRUcsODQsg18jbQK0qpNpHo64Yl5+ptTnUKkdaO1dkKJxrD2wFOtsLLX6sfq6sN1l6l\nX5+BXrEAacp9NgttR2HNWr1PllKey0FTDaw1SPnhPXC5Qcq9h4OGUl73HPyCklEF0inlBzbBNW8M\nb+/rgpPHYK3S54Ob4coCpP17n4LhPvnd52DLT1/a5uguuNiw6RRCZ1NYKd/w13DoycLbphLRU14N\nSKuUpyHl5VDKy0XK+yiPfSUNYerAPq/WFMfqwVblWwHDB5nKT55FyLS2BNeNKMpW5dA0lTwtUp5X\nybVnsR35s9SWpTUl/XbgD5LvfwQolA3AqijaSDo7z3gMJz+hCWCFlPIqXgad8UhtX1HI9FgGzpij\n72dkCBaUwU+eJ+UaTnUJKdeQ2iueIqtKzmAsrcfsINiWJnjTL+nkvr0ZzlmhX8eBPhg4pfvX246K\n396yANXvtu0rbUdh/gLdvmMR7lMnoaddPOUheC+kXFPK6zbDFTeEJ5BjGTiyDS4voMj/yp/AB/9Y\nnuPlF8GpDmk/Hk074RLFzx5CZyMsL0DKW2thoAsyhfI6TjGifaUakCOdNSVNRc/pDPS0SHk/6VId\npiHlabKqWMQ1n39bQxP2uXejpwOEdH7y1qQ/2gu3ESGg1qTN8pO3IqsWpVbyzKvkWn/qCJNyl/Tl\nVcDHKJzpRLPQ5JDVhckq5XnrSqF+ZxFCbj1jU4AqHtxnPHJGoKf3dqBn2swrVqrDof5w1ow8Bnqn\nx08O0NGSLoDT8oq3NNrq9vHDYoVR2xyB1yi52UGCPC+8Qp8gpcm8Mtgv6TItG4ylknsPdVt1pTxv\nb9FSc7YflcnPauX9ULMRrlJIe+MeWLkWFhUYIy+7Htb9IlzxOvjWUfhB70vjKIpVyruaYPnaF3+W\ny8H3bwE8nDohwaDTiUjKqwFW+kFIb19JE+g5XUp5P7Z9JY2nPI1SfpLy5B9vwVbB67H96y3oJBlE\n3baIe2OK/YBcI00pT0O4W0jnJ9esKxnkvLQXklUNVPO+t2DbdApBs650ItdvmlNrQVV7E2c8vOEp\nzyvpGskrV+aVtEGe5VLKl5Yhq0pbClJ+ohHOX6u3aa6HC42xrfGAPflpqoVrlEBHEOvKKwxvdsN+\nsbdYlSuP1ele8Pajoj6vVK7RkT1wjdGf/YmfXHtWazbC1Yq9pS5gXcmjfitclij6E4/jfaKUT5KU\nD/eJEn72hHH7yW9D26HkWMDmH0xuv6UiesqrAR6b5GVTtrHIaw6bvPqUbSwveDmV8jRBnJZSXi5S\n3oydxvAwNuG21G2QrCCWnSYLbEcn3ZZ1ZQzYleJYmgoOQsjXoKv/dcpxPLpSnibotRC03PNpnosp\nQhV7E2c8zjPGgLEMXGJkmxgdhpddo7cZGYLLlZR4IJ7yKwy7xGA/XGSQ175uOx1iGqU8TVaVtmP2\nNUxNyo2Vy8badD7w84z4nprn7GDRxhq44V16G4Dtj8KVWpBnopJrZHr7BrjamEgc2ATrFMKdGYXD\n2/XMK7Wb4QqNlG+BywM2m65mUc6XTrLIT2eTWFcmnv/6vxpne3Kw8XuT22+piJ7yakC+pL2GMeyK\nniO8uK5tIfRjT926sNX7NB7u+dhkOk2gZ1eK/Vj2FY9NvnKIxUUj5TnEmqK9TDx28Ruw84oDPJdi\nP03IJEpTygbQCfdhJMBTm0QNItaTtUobS0nPB+2GrnE7YsEKTQobjeOHoCnl7djFoqYIfpI/EacP\nTjTp1pSxDLQe1fcxOiJWBw2D/aI8a+jthp4Ovc2pTvG4axgZticSPWkrdaawr1gkuKXRtq8cS6OU\n18AlmpgAHN4LLzMmPwd3wpWG4rv7Kfu8slmo2QLrFCLcfBBerVhuRkeEuL/izfqxagw/ecMuWH0Z\nLFLew5ZSfnicUj4RTTuLDPJsLBzk+ac18N/vhiVr4Jbvwvu+Mvl9l4LJjtmzbNyuElKeJtAzjV98\nFHsJvlyFgdLkIG/ATq04iO3ltXKQjyKkUyP3fcj1086rCzkn7fq0I8q+dl7tyXZrlcAKzsynFrSy\ns1jq9RCwBd0Hvw8wFDvqgDegP2P1Rl8OogeTWop+I8WR8i7CE4E0xaJOXzjn3u2cq3XOHXLOfS7Q\n5hvJ9t3OuVel/a5z7vedcznnXAWiYE9z5LK6NWUsY+coHx2WYD8NQwNSZVNDGr/4qS5bBW9p1LeD\n2FesFIVpKnW2NZdRKTdIeVMKpfzIXrhMIeWD/dDRDBcb5P7AVlhnpChs2AcrztdXHDbeC5crZLZ2\ni/RFu+/9PeIDv1xR5Oue1VMhdrfCQA+sCUzWuo5Lrv1VAYGpGOsKSMrDCwrcjzMXAQ7OXwev+6T8\nzEBMxbjtnFvmnHvYOXfQObfBObd03LYvJO1rnXPvHPf5fOfc95xzdc65Gufch7R+VwkpTxPomaZ4\n0HSmO0yTWSVfiVNDGzrhHkz+1fqTL/yiXcM0QZ4tlKcgUBqVvBtZ1dAUp4MIQbViCdKkKHwZ+srG\nfuDlxnF2oaeCzAK70cl9A6C8IDgOhAKpPJKtZq3y/RCaCN/bmUvKnXNzgH8A3o1cuFucc1dPaHMz\ncLn3/goksvY7ab7rnLsIuAm5eBETkcuJ5zeENKR8ZCgFKe/X831DOr94b5eeExzSZVZpP14+pVzz\nlHsvmVXWKGPp6Ah0tug5ygd6xZajqde93XINtf3U74ZLr9G94gO90NKgk3uAfZt0L3j/KThaq2de\n2fUE/Je36sfZ9ZgUptL89Ls2wLWKIl+zCd58S3gCemQ7vOrmsM3m+H64uIjMK601sCyQ5rizEVak\nibU6PTGF4/bngYe991cCjyb/xzm3DsmssC753rede/6G/RHQ6r3/Be/91YCaZ7JKSHmaip5plPJy\nBXoOUb7MKhopzyCkW3uZdAPGADetQZ7NlCeveCN2Vco0hXzAJuX70YlyBpkAWCWQdwHa4HoYmRxp\nL/7N6Oe0hbDNpg2ZoEw2S4pVyKmC9pXScQNQ771v9N5ngLuAD0xo837gXwG891uApc651Sm++zXg\nD6f6BGYsvJESMRUpH4YzUyjl5Uh32Jsis0p3Bywzxsk0hHv5al0pz2TkWFqbrnaZjGjnfqIBzrtY\nJ8pNdXDxlfq9OrJXCLfWJo11pXYbXPFK+77v2wQvV0j53meEkGtkevcT8Mob9eNsXw/XvTO8PTMC\n+5+Ca98WbrPjQbhAsT7u2QAXBQQd76HuKbjMWDkohJYaWB14J51sgOUzl5QzdeP2899J/v3l5PcP\nAHd67zPe+0ZkSTo/47sV+Iv8Qb33nVrHLRY6Q9E24f8nEdI98fPx6ELIk9XGG226EXKqtelByLvW\n5hRC3kNt8j75IcKFfzoRtV3zQh5EyL3Wl0aEKGttDifH0trUIxMNrc3BFMeqQ1Rnrc0eRHXW2uwF\n3mS06UEmNguQ+18Iu4EPKtvrEVI6qrTpSo61VGmzCSH2oe2dyDNxTqBN/j4vK7A9wwtVPrsD+w+h\nDZn49Svb5wX6dNrjAiRHZB7NwMQ3YKE2FyCzlILfdc59AGj23u9xVtXKakAh22ouB39+RnhePZCB\ngXmFv5tH+zCcWKC3aRyArkV6mwO9cMY5epttXbDqXBkKQ9jdDmMrZe4cwuEWuGsN3B/Ynh2GrU/C\nP56nXJtmWPFuuF15xXcmQd3aObXUQ+Zy+EulzdEaGLxab3NkLwy8Av5GabNjJ5z7GmkTsuYf2gKj\nr5VyDBo2boLMF2URsxAOPAlzb4SvB7Znh2HvVlj9phfu1cQ+eQ9ProfrPitFkCciA3Q9A/NfDj8I\nTNa8h2fWw6t/X15rhbDtEbjqzsLH6DsEw/PhpylT2I7PbNlQA49cXVi3bWiAcz4or+OZiSkZt4Hz\nvPd5wtDGC0vb5wPPTtzXOHvLV5xzNyKjw2e89+2hjleRUp7GU54mT3m5lHLLC25V6xxA1Hatz2ns\nLWmKurRgn3c7dhVOLQAxj1bSWVys7CxWJU9PukDQw+iK+3DSH827bintIGr71eh/kpYv3dpHDaKS\nh54Zy28egnbP8vEIFchRDpQht1baMKLUzNo5txD4IvAnxXy/KuCTy66mRBwFZ9gJc8MwxxhrxwZg\njmFfyZyCeYZSPtoF842xdLQDzlSUcu9hpBUWKOPk4FFYeKGew33gCIz16n3pPwhLDEvd8AlYalSz\n7KuFxYYP/NReWGKsyPbshHMMpbxnq92f4VbIdMPZypjb+QQsvzG8vXsLLL5Gv+eDh8Bn4WxlBbTz\nIViuZIoZrJVn/KxAX0eOQaYTFgUy//Q+BUveEt5/CGOdkBuBuYHnbLQBzqyUUp5mnH4E+N/jfl6C\nco7brtD+vPdpwkznImRlo/f+OmSKp01NZ6tSPhHlrOhpWUrKUdFzLDmW9jJJ6zm3yFAXtjWlA9t6\n0Qpcb7TZB/yist0j104j7mNJfyxy/3H0x/tkst3KOlOPHsBZD1yMHmtQB7zdOM5+dBtRP3KNNdK8\nH9DSttUQ9pOD2HluUraH0EaYlJ9EzqtS83+rssRTyU8Qx3nx7O4iRAXR2lyYtJkX+O5lyJLE7kQl\nvxDY7py7QVNQqgsp4oB8Bs4wxILsMMwx7CvZfphrjKWZXphrkfJumGeQ8pEOmK9YuUY7ZYKg9Xmo\nCc4ylNGBelhkTLD76+CstXqb7i1wrkGCM72wzEgb2LsXLvx4eHtuFPprdeLuvfTnmq/px+reDOe+\nPjxpyfRCX41O7i3SDtCxHla8U584nnwI1n1fOc56Ie2hffQ8CkvfHj6XYkn5cC0suKrwcb2HOStg\n3qXyZzjtSFMN6I3JTx4vWe4p57h9YdIWoM05t9p73+qcW4OokaF9HUdUz0Hv/d3J5z8FbtPOrEqU\n8hzlI+VplHIrGNRSyvOBoFqf+7AnCGmV8jR+ccsTbAVxjiD2DE1N70IUbm0i0YwQS+s+LEa/xmly\nmINMsjSPtlWox6fYRw5ZZ9UI8wFE5Q6ddzbZR0hJ9wgpD02uupB7NMlct4CulLdS2USyluLyeuBz\n435egm3AFc65tc65+Ugwz30T2twHfALAOfc6oCdZ4iz4Xe/9Pu/9ed77S733lyIP9asjIR8Hn9WV\nYIBcClKeG4YzDFI+NgBzDaV87BTMM8bSjKGU5zIw1gfzFSFguEVXyQEGm2ChRcoP26S8ryaFwr0H\nllyrt2n9ma64+6yQ7nM0wcDB6x+AuUqs1XAz+DFYuFbvz+hJWKn4vLuegaWvgTmKeJbpgpVGhdKT\nG2CFooIPN8NoCyxRxKrO9bBM2Uf3w3Cu0o++Ykl5DSwIvAvG2mBwK8yrVHB+WaoHlX3cHvedfDqa\nTwL3jvv840mmlUuRF/7WRE2/3zmXjxh+O6KeBVElSrnDDkKci01gF2IHaJ6LroJ7ROXV2vSnOM50\nk3Lt+vUjs1uNTJ9AiJs28WnEDuA8gl0MKQ1a0UlwHr9ubK/jhViPQnAkAdoKGpFrp6n2VjBpA2JD\nCt3vNoT8h8jzYUSFL8ZF0cqLVYvxOEE4AHQ6UFoNZu/9mHPuM8B65OH9J+99jXPut5Lt3/XeP+Cc\nu9k5V494dW7VvlvoMCV1cjYil4XlBtnwY7DYsF94b6vBZyyA+Yb1bt4ymGesqo126YR79CTMX65P\nNtKScksp76+Hi/6r3qavBhYrK6A+C30HdMI93CqTmrMUgaN3H4z169fmjHmw8ka9v91b4fyP6so0\nwCWf0rd3PgErjGO9/O/17blR6H4Krv3XcJvO9bDsJnCBd152GHo2wsvvLLzde+h5BNZ+tfD24SbI\nDsICyxpZ6LsKKR/aBwtfbl/nKUNpYzZM6bh9O/AT59xtyIv7o8l3DjjnfoKoZ2PApxNCDqL2/NA5\n93WETN2q9b1KSPkYQj41DGAXBupArAoarNzhI0jEhqbw9GHbKoawPdw92CTXIuWDyExUI8J5lVz7\nI87HUGhowr6+h0lHpi1sA36jxH3kA0A1P3ka7Ec/J5+0ea+xD42051Xy0D06RHF+co+Q8tCz2IKe\nUWaqUXoNZu/9g8CDEz777oT/fybtdwu0KfUBmoXIiQ1BQ3YYBhv1NqOdok5rGDgMZxkZn3q2w2W/\nG97us5Ad0u0rw+0SyKghFSlvhJWGHW6gHhYptrtcBgYb4Gwl60d/PSxYDfMU8adnOyy9TidwnZtg\nmZKnOy06HrInYWkw2AQv+2xp++jeCIuu0ldGOh+CFcqY3fM0nP0KmBcQswb3wZzFsGBt4e29T4tK\nXgx5HqmBswOT3uH9sMCqqTGVKH3MhqkZt733XUDBpQvv/Z8Df17g86Povt0XoYrsK9apZrDnKCPY\nOcgta0oaL3gfdnGhNBU/c+hVOHOImq5NAPLl07U//DTBmc3YwZmN2JOIfOBlKehE1H0r9aKFPcjk\nyroPFg4BWoBTE3JdtNWKNvQ86Jaf/DDp0kNOxEkkZ3zoma60Ul7yMmhEJeCzYYUxj9yIbkGAxC+e\nxppixN6MnoQzlbF0pEOOc4byDhluFjKsHqdTAgw1WEq594l9RSHlA4clWFTzrp/abVtXurfBuUYs\nUddmWK6kJ0wD76Fjg25LSYPBRuh8zA4WtdD+AKy5Jbw9OyKTwWVKf089CysnZukbh+4NsFSxrpx6\nujjrCkC2DxYG/PvD+2BBGSY/RaMs9pUZi0jKn0eaPOWWX9xjk/I0lTrT2E66sNX0I0abHoT8a6p9\nOfOPa6TcYxcF6kGCZK0VAgsHEIJa6uO/A71QTxq0JD9aMOkW9AlEG2KjCZHqEeRZCL3sOxG7lLWS\nUQiNhCeqGeQ5rWThoLFJ/kScFkhDyrPDcIZByscGUgRx9uh+ce9fsJ6EMNwCZxrCxNAxWGgIAX0H\n7AwuFikfbpFz1jKHWNYVgN49hg+cRCm3SHkZlPKBQ5K3/mzDA2+h5R5Y/QF98mQhNwYnfgirFBW8\n4+fgR2BBQJDwWTj+j7DyfeF9dN4HywPWSO9hcD+cYyUQKIDRZhiphfkBy1HFlfLJjtmza9yOpPx5\nlCPd4ShiQdL+4NOScss33Y2eyjCHXfSnE1u9ThvkqZFyj03KTyLXVpuM5FXyUh/bPCkvBSNIYKXx\n0jLxLFJjIHROWWAroGU3yO8jRGJ2IaQ+tAy9E7nHxVzXBsIrF23I82f9XU0lqldxmdHwKQLvcyN2\nEGc2bbpDRSkf6wc3V0+tONwqVg8Ng8dsm8zAEVikrATmg1sXKmNp6iBPg5SnCfLsMZTykfZE/bey\ndxnIq+Sl+pxb74bVapVzG52PSqDtImVl8fgPYc0nwtu7HoUzL4BFgesy3CSke2mg6FD/Dhhtg4VF\nvMcGNsNZrw9nXhnaDwsrbV+p3nG7Skh5uSp6WukOB7Hzj6ch5ValThAFUiPleRVc628rNvkfwibu\nFinvRq6tdqxGdJUcRO3VFOU0yGFbOdJgP2IpsWxGGjyigmvV2A4gFqTQ6kAOSX2qKVHWMbaj22c0\naLne06ygREQUQLnsK6lykPfAXGW8HT0J8zUbIHZucUinlA8apHzgCODhDGXFdvAoLHuTfpzUSrlC\nyodOSMDjQiUOqHOzpEu0MulY6NgAK4tJ1zoOw63Qtw9WFKEuj8eJf4Pzfy28ffQkdD0Oq34l3Kbl\nDlitJBHouBNWfDh8nzv/Q7YXM0kZ2AyLAu+LTDOcsRDmGs97xJShSkh5mpSIaTzlw+gkdwg7a0o5\n7Cs5hHRr1pST2Ap3Gr/vfnS7SH4ioinyx9GDEMG2roAo5aWS8iZkcmBZfyyUw7pyGLFDaS9qi3DX\nI/aR0D76kjahYMse5DkoZll4FCHeoZdypf3kUM3LoDMaaUm5aV9Jk4PcUMpHO3U/OZTHvpIblf1o\nbfoO2J7z7mdhgWEZGzquW1NGusR6oU0QeraJdUUjhuWwruRGofNJWGGkKLTQ+jNY9R57IqdhbADa\n74c1Hwu3abkLVr43nNd+rA9O/hxWK3nb2/8dVgWy53gPJ38KKxTSr0Ej5UOV9pNDtK9UBdIGelrL\n7NOllFukvC85jtbfDvQgTxDSpKk7GcSCoHmNG5CJiDahOZiiL03ogYZ5P/9aYz8WrCwlaTAG7KX0\nrCLPIgp26KU2iBRc0jI25El7aB/bkQDQ0DL/TqS4TzEWk6PI8xNS7Xqxs+lMNap3GXRGo1ykPGvk\nIPfertaZRilPY1+xSPngUSHCWu713v2w2Fjl69kJS5WVr0yfFOHRUh12bRK7jqZwd26GVYZ6PdwC\ny1Mnngj0ZbNYRayJkYVyWFfafwbnvkGvynr8h3CBYl1pvxuW/mK4iNTAXsj2wJLAasfgPpmonH1d\n+n7nkRuB4T1wVuCdMlILiwOWmWlDtK9UAcplX7E85eVSyi37SpogzzRKeQu6knki2YcW3JqmCM8h\npPBNCIOIfUXLqlKD3Ecr+42FfRRv1cjjAELsSykdn0HUdstWcjVhi8xosg8tk4BlXSlF8desKzlg\nN5Un5dWruMxopAr0TKOUG/aVsX4hnxoRHimDfcV7GGrWSbnlJwfo2w9LFFHB56B3N5yjCAY920Ql\n1ywwnU/BCoNMtz+kq+Aj7dB6n13t00Lr3XC+kXPdwnC7+PFXvbu0/Zy4E9b8anh7fy0MH4Xliqrf\ncgesUawr7T+ClbeEJ0R5lbwY68rQDjjzyvDfRN+jxeU9LyuiUl4FcNiFdhaik88MYuPQiPsQNlnO\nGH0ZQ8iWRtw70f3kYCvlg0huds12cpR0edm1F8kIEuSpEfcaJEe2ptbuovSgynzV22LycY/H45Su\ntm9BJiqhe5T3it9o7OMGws/cCWQSGeprd/JvsefSQLhCaAsymbBiI6Ya1au4zGj4LJxtkAN3hp4R\nBUQB1+wrmW5bec70hLNo5DHarSvlI21ChLSKlYNH4CyDlPce0PvbXy/XRMvg0rUFzjWI8skn9eJN\nw22SXvBcRRBo/U/xgZdiF8ll4PhdsEZJHZgGx74vBY4sK5OG/lroPwDnfTDcpulbsPb3wtld+g9I\n0PCKXyq8PTcqAZ6rAp51n4OB/bDio5Prex69j8M5gf77HAxshEVGPMKUIyrlVYBRxA+u4SQ6KRxE\nbCMaetCJPQhR0hTWLmSCoJH/Vmyvbju67SQfhKc9AsfQ/c4eUcq1F8nhZB/awGxlQ8khOcFLJeWb\nkSwmpTz2rYjVppQ8tzmkLsFblTa7kAlNyOs9Bvwnugr+EDIBCT1LjyHPQDEvzUEk+0zIcpSvEFpp\nVK/iMqPhMzDUpLcZ6bD307tPr8Q5kq90q2DgCCww0rD27tMJdX+dHjQJcGqvFOIJITcG/Qf1AM1T\nO+EcYyWw+1ldvc70iU1mmTK2tD8MK9+mpxZsuQ/WvF/vi4WO9WJd0XKuW8hloPHbcKlS/CkNjtwO\nF94anlgNNUPLj+CCTxbeDtDwZVj2tnB++PY7hJgvCuQQ734Qhg/D4iLfP6d+qhcNmrsS5pWacrhU\nRKW8CpAlXRCnZo1IU/SnG10p99h5v0+QrvKllhFlIMV+WrGL51hKeTtC6LRJxkF060q+WqVGyhuQ\n4EzLjqMhhyjLJS6l8hjwFkpL8/cccj6h65ID7gfeR9grvglZuQkR3w7E9x7yBw4DTwPFZjTYhxDy\n0N9MPaUH5ZYD1au4zGjkMrq9AiRgbq6xAjrSoXuRh5r19IKQVMdUJpgjJyE3pO+ne5vu4QbofBqW\nKlay/kOw+Cpdbbf85N5Dl0HKuzZJP7QUkO0bYJVSGCc7BB2Pwnk3h9ukwbE74CLFn50GLXfL/bNy\nrmsYbID2n8MlBQtACo7cDhf+Rthv3r8fuh+DC3+n8HY/Bsf+Ai7+4/Axmv8aLvyD4qwrw42QOQZn\nB5Tw/qdPA5Ucql0pLyGD/umMtgn/70ZUx4mfj8cA4vcOtTmGEFBtH62IrSTUZhAhoQPJ74VQh5Bc\n7TgNiMoaalOHEPJOZR+7EWIf2scoLxRCCrXZidgXtL42IoGKoTZtyB/VHKXNJoR85rcXQ4gPInaK\nhchqRDEYQoIz/2cJ+8gBPwfewwv2kYnYl7S7KHCcsWQfH1f6cQ+i5g9TeJXoKYQ0z0n2MdmBbSui\n4hc6vkfiCN40YXslFI3ZpaLMWtyzY8IHNUCmwOfj0QAsgn2hNhlgAP7zKGKhK4RngQVwzx7lOPuh\nNYus1hXCNuBSuHevso9HgTfAkXwV4InoBerhyQXIuRfCT4EL4J7QdpAJ/yeg5lBgewNwFawfRv5G\nC+FB4FVwT2h7FlgPxz4FuxoDbR4DroYH+hBBqxiq0QM8BC3/B/aE7t94hN4Lfwv8Ntw/8f0ymffI\nnwGfgEdyFB7zjgM/Ap6Fhvz2iWPqHwG/CU8MIBxgIu4EVsGeSyn8vO4C6uHU66Euv31oEufwL8Ab\nYVfoOb4PeB10jf976p3E/suF6h6zq0QpT5N9xQrikN395gAAEC9JREFUHMDOSW1lTcl7wbVZrqWk\n9yN91TzllsLtESVTsxfkU+1pqwd70NX4buQloKU63INkMQldkyxC7APLealRi271SIPtiLpdik96\nP0KEQ35Zj7zA34GeUWUF4Uw03clxQqpHFngGKDYrwjBiTwlZa1qQuAnD7zstqF7FZWYjTTG3QfQx\nuQcROLSxvx095WsWIVyamp4mVau1GrgLOwvSM8Able2dCCnXskI9hIzZobElh5B/zVq3GTlfbaX1\nAeAjyvY0uB/4IKUF1G9H7vG7StjHceBe4LeVNt8Afo3wam4tIi7dGtieBb4JfFY5xneB2yh+lXYD\n4fs6gqyslrqSXA5Ut1JeJaR8DLM6XNlIuVYgpxObqLShvySOI35yjdhbOb/bEOVC60sN4SA+kOtx\nDD2/9Q7gWsKDyBh24Zo9yL0z0o2paKb0FIa9iPpTSq7cYWRgvBndlrKa8Au8D7muoSwCeVJ/I+Hn\n9VlkUmAVhQphJxIcGlpG34FMXkqsvlcWVK83cWYjg62uDqJnu+rGJnTWeNuOjOlaqltL4OhD7GRa\nsLuVBSmL/N2+QWnzRLJds/38HAgEGQJCuJegB3//ENC84k3IWFlKppN+4OvALSXsI4uo0/+L4k0B\nHvgc8PuEg/J3IO/LkLVlDPgq8AXCY/K/AtcTnnTtQp73Yq/HAURVD3nRn0QmWUZ++2lB9JRXAXLo\npDyHvAS0wcx6AWQRoqqRcqsKZxYh7pp32vKKjyVtNBWjHj0neBaxwGiEex9CvELXLIcMVlou1X3I\nCzF0vh5Rh96s7MOCRwIi30FxAY153IcMaKUMWj9D1O3QC/wEQqjfTmFCmwPuQlSqEKHehkyWQi/v\nDuARxBdfDDKI9SW06pBBJlKlpp0sF6pXcZnZSKOUW0JJXinX0Io+4U+TgcqKn6hBJsHaO8gi5fmx\nUht/HkPGjhDqELKrHeenwIeV7UeRSbmWDeX/IuSxhEwnfAcZ90spZPPPyGRKOx8LP0REndsC23uB\nTwG/Qfg99jWEEIcKDu0H/gYh9YXG/SHEMvkrFH9Nvwl8iPA78GdIDNPpgKiUVwGy6KeaV2W0NtYL\nYAAh7drA24WuTnci1gjtZXQcO6vKcnTbiaXsHE36oQWt7kG3lBxBrodWnOhZ9OWyg8ggpU0gLNQg\nL6LrS9jHfuS6llKeeRdClkMD3wjiSXwfYUXmCeRZDvWjDfGD3kLhZyiLkPp3UnzQ7HPIhCD0DNYi\nJKfUiqnlQvUO7jMb5VLKrefQUsrTZKCyxlMru9QoMsZogYib0FXyQSTOQ5ts/xx4L+H3XA8y4dbI\n2b8j5DC0ctCB2E7+m7IPCy3AHcAflLCPY8DfIWS32BW7Q8BXENtIITLrEbJ8I+GVg2eQcf3bFOYG\nA4gt5k8Jr6TcjqxcFJvJZi8yqQtNClqR96RmWZpORFJeBbCyr1jWFXiBdIdgWVfAzi9uvSDgBftK\nCJZ1JYOQbqtQj6aS9yDLuhpZ3o6ukjcjZFnLRfwUopYUO6hmEW/jzdj2pRCGERXhQxTv5etGlPZb\nCK8s3Iuo6CGF+QjyYr6FwueSQQKF3kVY+XsMeYaL9Q2OIvdEq/hWSjGiqUD1LoPObJRDKbfsKzmE\nRGrq8zF0pbwD+XvUxBbLT16THEPLJLMR3U++CRFJQu+g/IqhZl25HyH1oWs2CNwNaIV8foCQ+lIy\nZf1tcgxNfNLggc8Dv0nxGaBGgd9K9hN6R/0bIhx9JbC9A1G/v0n4GfvfyGQs5L9/GhFaQsdIg28i\nxD/EcfIryaUW5isXon2lCmAp5WlIuRVUZAV5gq2UpwnyHENXf46ik/KjCGnT/gAPYr9E1hGe6Iwg\nKoOm/GxDLBCh+9KCXNNSli/3IC86bYJh4XHEplNKer97kZdd6CVzAJmkhJaEx4CfIMuwoWfsMURh\nD3kGO5CViY9Q/CRnJ0IeQqsf/ch5GMVYIiJMpFXKLfuKNlZ2IXYAbew/iq6UH8HOx1+L7tHeiS5g\nDCDWE22170n0lbwDyCRHixO6D93qsR6ZcIeuxwjwY8TOUSyaEAvfp0vYx6OIeFXKPr6FjHOhwMwT\nwJeB7xNeNfgCkiErtHrxODIm3x7YnkH87H9D8cGudcmPFnT7IMWr8BHlhvPeV7oPZYVzzr90Vpmf\nSYUG+bynXBucMwiBDCmuafYxgiilWqaRLLq33cqnnl/KCalMPtmHFrg0mGzXIvRHjH1YKtZo0pfQ\n9cqnjizkoUurWGeRc7GquWrIp5zSztVCN0KmQxOQLBIMZhWV0lZZBpH7FeqnRycpaZYAs8izY9m4\nQtsnq2h8Ce990dGiMhb8yyS/dWtJx4yYPOQ+bZ/w6RjyTFrj1ALCf1cZ5JkN+XA9NrEfTf4Njcna\nOJXHAHIe+X5OHL+yyDij7cMSfUaS/eRXcye+6zwyDmljSJpx6lSyj9AY3EFhlXwygZb5wnaTRb5P\nWUTgsvahvUf6kOdHu17WqnQjehXwMWR1PC/WFBqDm9ED8q2UiJ4XrwYVKoCYX1EqNOwVkxLxrUWP\nocWN2TCbxu1Zmqd8IqzTPANbKbeIYJp9WNvnYNssrCUmq58acctDs+mAnKu1DytTjVX51FFaoBDI\ntSyFkENpZDwPy9c6B1sJ0V4OYN8zl6IfFuZg31dr+3Rjdi1tVg/mYo/b1jM/D308dEzPOGUdY06K\nfVirsNa7xWGPIWnGKWsfpdhW8iiGkI/HnDLsI817QyPkYNtv5qZoU2yGrDwcdnKC0yX+J4/qHrOr\nhJRHRERUJ2ZXEFBERETE7EZ1j9lV4imPiIioTlRvwFBERETEzEN5Aj2dc+92ztU65w455z4XaPON\nZPtu59yrrO8655Y55x52zh10zm1wzi0dt+0LSfta59w7x31+nXNub7Lt762zj6R8VuBIpTtQARyu\ndAemGdV2vuVC9abWijidsbXSHagANle6AxXAxkp3YAai9JSIzrk5wD8gFazWAbc4566e0OZm4HLv\n/RVIqp7vpPju54GHvfdXIhHFn0++sw7JObku+d63nXN5j/t3gNuS41zhnFOrakVSPivQUOkOVADV\nNhGptvMtF6JSHnE6IpLy6sCmSndgBqIsSvkNQL33vtF7n0EKdExMb/Z+pJQq3vstwFLn3Grju89/\nJ/n3l5PfPwDc6b3PeO8bkeIFr3XOrQEWe+/zf/B3jPtOQURPeURExCxGVL8jIiIiZg7KMmZfgBQZ\nyKOZl5ahLtTmAqQQTOi753nv25LfxxeWOR/JbzlxX5nk9zys6o+RlEdERMxmRPU7IiIiYuagLGN2\n2lzfadIoukL78957SeFYXsxSUv7Hle5ABfB4pTtQATxS6Q5MM6rtfMuBL1W6AxGpoBXPma34dqU7\nUAH8XaU7UAH8baU7MMPwpXLs5DgvrnJ1ES9WrAu1uTBpM6/A58eT39ucc6u9962JNaXd2NdxXpzX\ncvy+CmLWkfLZkkA+IiKiNMSxYGYg3qeIiAgo61iwDQmqXIuUX/0YcMuENvcBnwHucs69Dujx3rc5\n5zqV794HfBL4y+Tfe8d9/u/Oua8h9pQrgK2Jmt7rnHstEkjy68A3tI7POlIeERERERERERFRnfDe\njznnPgOsR6pJ/ZP3vsY591vJ9u967x9wzt3snKtHyu7eqn032fXtwE+cc7chJVs/mnzngHPuJ8AB\nxH/zae993tryaeAHSCXCB7z3D2l9dy98LyIiIiIiIiIiIiKiEphRKRGdcx9xzu13zmWdc6+esG1S\nidudc2c6536cfP6sc86qmVtxOOe+5Jxrds7tTH7eM25bWRLXn+5IUxBgpsI51+ic25Pc263JZ5Mu\nVnA6wzn3z865Nufc3nGfTXlBhojKII7ZccyOY3Ycs5PPZ9VzPWXw3s+YH+Aq4EokqvHV4z5fB+xC\nDPprkRyR+VWArcANye8PAO9Ofv808O3k948Bd1X6/FKc/58Av1fg80mf/0z8QZaS6pNznJec89WV\n7lcZz68BWDbhs78C/jD5/XPA7co9P6PS55DiHN8MvArYW+Q5zrrnejb/xDE7jtlxzI5jdrJt1jzX\nU/kzo5Ry732t9/5ggU3FJG4fnwT+P4C3T13Py4pCgRBlS1x/miNNQYCZjon3dzLFCm6Ylh6WAO/9\n00D3hI+nvCBDRGUQx2wgjtlxzBbEMXv2PNdThhlFyhWcz4vT3YxPAh9K3P584njv/Rhwyjm3bOq7\nWjL+h3Nut3Pun8YtGRVz/jMRoWT/swUeeMQ5t80596nkM61YQaF7PhMx2XOcbc91NSKO2dXxbMcx\nO47Zs/G5njKcdtlXnHMPA6sLbPqi9/7+6e7PdEM5/z8CvgP8WfL/LyMJUG+bpq6dDpjtUclv9N63\nOOdWAg8752rHb/TeLFYw469PinOMOM0Qx+w4ZiuY7X/LccyOY3ZZcdqRcu/9TUV8bTKJ25vHfedi\n4IRzbi5wjve+q4hjlxVpz985930g/8IrW+L60xxpCgLMWHjvW5J/O5xz9yBLm5MpVjBT7+2UF2SI\nmDrEMTuO2QrimB3H7Nn4XE8ZZrJ9ZbyP6z7g4865+c65S3khcXsr0Ouce61zziGJ23827jufTH7/\nMPDoNPW7aCQPfx4fBPLR0JM5/3uZuXi+IIBzbj4S7HVfhftUFjjnznLOLU5+XwS8E7m/45/TicUK\nXnLPp7fXZcOkznEWPtfVgjhmxzE7jtlxzJ4Nz/XUodKRppP5QQa1Y8AQ0Ao8OG7bF5GgglrgXeM+\nvw75Q6kHvjHu8zOBnwCHgGeBtZU+vxTnfwewB9iNPNDnFXv+M/UHeA9Ql5zPFyrdnzKe16VI1Pou\nYF/+3IBlwCPAQWADsNS656fzD3AnUiVtNPlbvrWYc5xtz/Vs/Yljdhyz45gdx+zk81n1XE/VTywe\nFBEREREREREREVFhzGT7SkRERERERERERMSsQCTlERERERERERERERVGJOURERERERERERERFUYk\n5REREREREREREREVRiTlERERERERERERERVGJOURERERERERERERFUYk5REREREREREREREVRiTl\nERERERERERERERVGJOURMwbOuT91zn123P+/6pz73Ur2KSIiIiKiMOKYHRExOcSKnhEzBs65S4C7\nvffXOefOQEr8vsZ7313hrkVERERETEAcsyMiJoe5le5ARERaeO+bnHOdzrlXAquBHXFwj4iIiDg9\nEcfsiIjJIZLyiJmG7wO3AucB/1zhvkRERERE6IhjdkRESkT7SsSMgnNuHrAPmANc4eMDHBEREXHa\nIo7ZERHpEZXyiBkF733GOfcY0B0H94iIiIjTG3HMjohIj0jKI2YUkmCh1wEfrnRfIiIiIiJ0xDE7\nIiI9YkrEiBkD59w64BDwiPf+cKX7ExERERERRhyzIyImh+gpj4iIiIiIiIiIiKgwolIeERERERER\nERERUWFEUh4RERERERERERFRYURSHhEREREREREREVFhRFIeERERERERERERUWFEUh4RERERERER\nERFRYURSHhEREREREREREVFh/H/KDY9HfwfWYAAAAABJRU5ErkJggg==\n", + "text": [ + "" + ] + } + ], + "prompt_number": 17 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Is it reasonable?: Based on that you put resistive target that makes sense to me; current does not want to flow on resistive target so they just do roundabout:). And see air interface. It is continuous on current but not on electric field, which looks reasonable. " + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Calculate the data\n", + "rx_x, rx_y = np.meshgrid(np.arange(-500,501,50),np.arange(-500,501,50))\n", + "rx_loc = np.hstack((simpeg.Utils.mkvc(rx_x,2),simpeg.Utils.mkvc(rx_y,2),np.zeros((np.prod(rx_x.shape),1))))\n", + "# Get the projection matrices\n", + "Qex = M.getInterpolationMat(rx_loc,'Ex')\n", + "Qey = M.getInterpolationMat(rx_loc,'Ey')\n", + "Qez = M.getInterpolationMat(rx_loc,'Ez')\n", + "Qfx = M.getInterpolationMat(rx_loc,'Fx')\n", + "Qfy = M.getInterpolationMat(rx_loc,'Fy')\n", + "Qfz = M.getInterpolationMat(rx_loc,'Fz')" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 24 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "e_x_loc = np.r_[simpeg.Utils.mkvc(Qex*e_x),simpeg.Utils.mkvc(Qey*e_x),simpeg.Utils.mkvc(Qez*e_x)]\n", + "e_y_loc = np.r_[simpeg.Utils.mkvc(Qex*e_y),simpeg.Utils.mkvc(Qey*e_y),simpeg.Utils.mkvc(Qez*e_y)]\n", + "h_x_loc = np.r_[simpeg.Utils.mkvc(Qfx*C*e_x),simpeg.Utils.mkvc(Qfy*C*e_x),simpeg.Utils.mkvc(Qfz*C*e_x)]\n", + "h_y_loc = np.r_[simpeg.Utils.mkvc(Qfx*C*e_y),simpeg.Utils.mkvc(Qfy*C*e_y),simpeg.Utils.mkvc(Qfz*C*e_y)]" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 26 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file diff --git a/simpegMT/Base.pyc b/simpegMT/Base.pyc index 52126b7f0f4f73181f2f10aad6e10d1f27368495..68c17beb54d246fd7f437166bb764b0c2bd4fa25 100644 GIT binary patch delta 17 Zcmca4dP$Un`75`7~0*!z6=Zu`njnonTh)8r73xt`mPlvMTss&nPsVl`p)?& tsm1yQl_eSZdHThfxdo}|xh49W13AoC$k8}CkVAg*DxONR^}6v&0sxd7L5TnW diff --git a/simpegMT/Utils/MT1Dsolutions.pyc b/simpegMT/Utils/MT1Dsolutions.pyc index b75232462e08030b2792d42f0c5319bbf995b6c6..2a1e4bf6d275c78f1d28888c4e9de5bbf441699d 100644 GIT binary patch delta 39 pcmbQrvz?or`7++Ku+5a;e`!O&u=;x-UWG3pTm!{-p>bq8y6eYS8WtOEH>O1GB nq!#NJRF-7q=jj(`<`$%;=a%Si=3+@z&G`7K1*z$|CHfOPi~vwn80i22 diff --git a/simpegMT/__init__.pyc b/simpegMT/__init__.pyc index 90172de163c4a7264da5e90ad543c6b829dfafa3..71062585964906c4677da430ee3eb3656a899ce2 100644 GIT binary patch delta 23 fcmX@ZIG2%~`7Hq*d+ZccV From 4955b45c1f812160d5479eec0549195014a6ee73 Mon Sep 17 00:00:00 2001 From: Gudni Karl Rosenkjaer Date: Thu, 12 Feb 2015 11:32:08 -0800 Subject: [PATCH 2/7] Added a MT 3D layer test notebook --- MT Script-3D_layerTest.ipynb | 422 ++++++++++++++++++++++++++++++----- 1 file changed, 362 insertions(+), 60 deletions(-) diff --git a/MT Script-3D_layerTest.ipynb b/MT Script-3D_layerTest.ipynb index 1986f952..16066797 100644 --- a/MT Script-3D_layerTest.ipynb +++ b/MT Script-3D_layerTest.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:23d75b3f3aad0770a3fde98c6b9d9d0cd432bc2436295bb5766d5d6fb21c081c" + "signature": "sha256:2a604d362593cf35c24bee160845949e5d870c81c4db8253338e6e041bc0e5dd" }, "nbformat": 3, "nbformat_minor": 0, @@ -20,19 +20,8 @@ ], "language": "python", "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Efficiency Warning: Interpolation will be slow, use setup.py!\n", - "\n", - " python setup.py build_ext --inplace\n", - " \n" - ] - } - ], - "prompt_number": 1 + "outputs": [], + "prompt_number": 58 }, { "cell_type": "code", @@ -51,25 +40,47 @@ ] } ], - "prompt_number": 2 + "prompt_number": 59 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "np.sum(100*np.cumprod(np.ones(5)*1.6))\n", + "\n", + " " + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 60, + "text": [ + "2529.536000000001" + ] + } + ], + "prompt_number": 60 }, { "cell_type": "code", "collapsed": false, "input": [ "# M = Mesh.TensorMesh([[(100.,32)],[(100.,34)],[(100.,18)]], x0='CCC')\n", - "M = simpeg.Mesh.TensorMesh([[(100.,20)],[(100.,20)],[(100.,18)]], x0='CCC')" + "M = simpeg.Mesh.TensorMesh([[(100,5,-1.5),(100.,10),(100,5,1.5)],[(100,5,-1.5),(100.,10),(100,5,1.5)],[(100,5,1.6),(100.,10),(100,3,2)]], x0=['C','C',-3529.5360])" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 3 + "prompt_number": 61 }, { "cell_type": "code", "collapsed": false, "input": [ - "print M" + "print M.vectorNz" ], "language": "python", "metadata": {}, @@ -78,20 +89,15 @@ "output_type": "stream", "stream": "stdout", "text": [ - " ---- 3-D TensorMesh ---- \n", - " x0: -1000.00\n", - " y0: -1000.00\n", - " z0: -900.00\n", - " nCx: 20\n", - " nCy: 20\n", - " nCz: 18\n", - " hx: 20*100.00\n", - " hy: 20*100.00\n", - " hz: 18*100.00\n" + "[ -3.52953600e+03 -3.36953600e+03 -3.11353600e+03 -2.70393600e+03\n", + " -2.04857600e+03 -1.00000000e+03 -9.00000000e+02 -8.00000000e+02\n", + " -7.00000000e+02 -6.00000000e+02 -5.00000000e+02 -4.00000000e+02\n", + " -3.00000000e+02 -2.00000000e+02 -1.00000000e+02 4.54747351e-13\n", + " 2.00000000e+02 6.00000000e+02 1.40000000e+03]\n" ] } ], - "prompt_number": 4 + "prompt_number": 62 }, { "cell_type": "code", @@ -99,9 +105,9 @@ "input": [ "# Setup the model\n", "conds = [1e-2,1]\n", - "sig = simpeg.Utils.ModelBuilder.defineBlock(M.gridCC,[-1000,-1000,-300],[1000,1000,-100],conds)\n", + "sig = simpeg.Utils.ModelBuilder.defineBlock(M.gridCC,[-1000,-1000,-400],[1000,1000,-200],conds)\n", "sig[M.gridCC[:,2]>0] = 1e-8\n", - "sig[M.gridCC[:,2]<-300] = 1e-1\n", + "sig[M.gridCC[:,2]<-600] = 1e-1\n", "sigBG = np.zeros(M.nC) + conds[0]\n", "sigBG[M.gridCC[:,2]>0] = 1e-8\n", "colorbar(M.plotImage(log10(sig)))" @@ -112,21 +118,21 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 5, + "prompt_number": 63, "text": [ - "" + "" ] }, { "metadata": {}, "output_type": "display_data", - "png": 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LZylkn2ZY0UN1HAAiQZo5OkrEY1xlMZnYICKoqu+nVwI7h+ofAqz7CKf9ecEQ6GPslR+1\nXIczNGWuqrYH5rnbiEhH4DqgIzAAmCgnHgt6HshS1XZAOxEZELRIjDHmVKQHuEQJv0nb41HLyeA8\naqmq+4GBwBS32hTgKnd9EPC6qh5T1a3AJqCPiDQB6qrqErfeVI9jjDEmMkLz7pGQCaQp3h61vAfI\nUNVdbp1dQIa73hRY5HF8HtAMOOaul8l3y08Sj19T4zEmiN+4TAKJooQciECa6+tRy3Kqqk5fdHBk\nZ2eXr2dmZpKZmRmsUxtjYlRubi65ubnBP3Ecjh7x9qjlGKBQRBq7T/U0AcreKJQPtPA4vrl7jnx3\n3bM839sHjh8vHuvzgfkBNDM6xeMNO4jPuOIxJoi3uJzcoDqO8eODFE+MXWn77dNW1UJgh4i0d4vK\nHrWcBQxzy4YBM9z1mcAQEUkTkTZAO2CJe54DItLHvTE51OMYY4yJjDjs0wbvj1omAzkikoU75A9A\nVdeISA6wBigBRuiJcYUjcIb81cQZjfJhkOIwxphTE4fdI1U9atnfR/0JwAQv5UuBLtVpoDHGhJSP\nt/xFqyi66DfGmAiIsSwYY801xpggi7HukYSe2NcYY0JxI1JEnnBnWF8hIm+7Dyn6qpssIstEJJDZ\nbixpG2MSXGhGj8wBOqlqN2ADzjBpX+7GGbgR0LMulrSNMYktOcClGlR1rqqWvRZzMRWfUSknIs2B\ny3FeyBfQy6isT9sYk9hCP3rkZuB1H/ueAh4A6gV6MkvaxpjEdoo3IgOZjV1ExgJHVXWal+N/AXyr\nqstEJDPQz7WkbYxJbD6yYO5SyP3a92H+ZmMXkd/gdH38zEeVC4CBInI5zvV+PRGZqqo3nkJzjTEm\nQfjIgpl9nKXM+JcCP6U7V8ADQD9VPeKtjqo+BDzk1u8H/M5fwga7EWmMSXShGT3yV6AOMNcdzjcR\nQESaisj7Po4JaPSIXWkbYxJbCB6ucWfn8lZeYTZ2j/KAX2dqSdsYk9hiLAvGWHONMSbIomj+x0BY\n0jbGJLYYy4Ix1lxjjAmyGMuCMdZcY4wJshjLgjHWXGOMCS6NsVezWtI2xiS00hjLgjHWXGOMCa5Y\nS9oBPREpIltF5Bv3yZ4lbllDEZkrIhtEZI6INPCoP0ZENorIOhG51KP8HBFZ6e57JvjhGGNM9RSn\npwW0RItAH2NXIFNVe6hqb7dsNDBXVdsD89xtRKQjcB3QERgATBSRsvfEPg9kuU8LtXOfzzfGmIgp\nTU4OaIkW1Xn3SOUXdA8EprjrU4Cr3PVBwOuqekxVtwKbgD4i0gSoq6pL3HpTPY4xxpiIKCU5oCVa\nBNqbo8DHIlIKvKCq/wAyVHWXu38XkOGuNwUWeRybBzQDjrnrZfLdcmOMiZiSKErIgQg0afdV1QIR\nOQvnrVXrPHeqqopIQG+oCsynHuutgTbBO7UxJkZtAbYCkJ0dvHRTGmPjMQLqHlHVAvff74B3gN7A\nLhFpDOB2fXzrVs8HWngc3hznCjufivOkNXfLvLjIY7GEbYwBJxc4eSE7OztoZw1F94iI/NGdiX25\niMwTkRZe6rQQkU9FZLWIrBKRkYGc22/SFpFaIlLXXa8NXAqsBGYCw9xqw4AZ7vpMYIiIpIlIG6Ad\nsERVC4EDItLHvTE51OMYY4yJiBD1aT+uqt1UtTtOnhvnpc4x4F5V7QScB9wpIh38nTiQ7wUZwDvu\nAJAU4DVVnSMiXwE5IpKF853lWgBVXSMiOThTwpcAI1S17LvMCOCfQE3gA1X9MIDPN8aYkCkm+MP5\nVPWgx2YdYLeXOoVAobt+SETW4twTXFvVuf0mbVXdAnT3Ul4E9PdxzARggpfypUAXf59pjDHhEqo+\nbRH5P5wehcM4V9JV1W0N9AAW+zuvTTdmjElop9o94j5cuNLLciWAqo5V1ZY4vQtP+fp8EakDvAXc\nraqH/LU3tm6bGmNMkPnqr/4q9798lXvY53H+ZmP3MA34wNsOEUkF/gW8qqoB3eOzpG2MSWi+xml3\nz6xH98x65duTxp/ULe2TiLRT1Y3u5iBgmZc6ArwErFHVpwM9tyVtY0xCC1Gf9p9E5EdAKfAf4A5w\nZmMH/qGqVwB9gRuAb0SkLKmP8TdAw5K2MSahheIRdVW9xkd5+WzsqrqQU7ivaEnbGJPQjoZgyF8o\nWdI2xiS0eH33iDHGxKVYe/dIbLXWGGOCLJpeuxqIhH64prDwfnr2bALA/Pm/YciQzuX7OnY8i5yc\na1i//i5KSh5m0qQrvZ6jXbuGfPjh/3Do0Bi+/fZ3TJx4BTVrRvZv4enGlZFRm1dfHczKlXdw9Ojv\nmTPnhrC13ZfTjWngwB/x/vu/ZufO+zh0aAwrV97Bb3/b+6R64Xa6cXXv3phPPx1GQcH9fP/9WLZu\nvZtnn72MevXSwxZDZcH4/6pMRkZtCgrup7T0EZo0qROS9sba+7QTNmm3bXsGtWqlsmxZAampSfTq\n1ZSFC7eX769ZM4WtW/fzhz/MZ8WKXZx4fcoJtWunMm/ejRw9Wsr557/Etde+xYABbXnppYHhDKWC\nYMSVnp7Cnj3f8+ST/+bjjzfjpUpYBSOmfv1a8fnnO7jqqjfo1GkiTzzxBX/608944IELwhlKBcGI\n68iREiZPXsYll7zCD3/4LFlZM7n00h8wZUpk5hcJRkxlROC1137J4sV5PusEQwnJAS3RImG7R/r2\nbcnixfmowrnnNmPPnsPk5R0o3790aQFLlxYAkJXVw+s5fv3rLjRqVItf//ptDh06CsCdd37Ae+/9\nmjFj5rFt2/7QB1JJMOLavn0/d9/tDBXt168VzZrVDX3DqxCMmO6/f06F7alTV9CzZxOuvbYTTzzx\nRegaX4VgxLVu3W7WrTvx0Ed+/kEmTvyKceP6hbbxPgQjpjIPP9yPI0dKeOqpRVx55Y9C1uajRO5b\nyalIuKS9d++DqCrp6SkkJQlFRaNITU0mPT2ZoqJRqEKjRo8HdK6+fVvwxRc7yhM2wNy5mzl+XLng\nghZhTdrBjCtahDqmM86oUeFnFy6hjKt583pcc00HZs/e6L9yEAU7pszM1txySw969HiBzp3PDmHL\nY69PO+GSdteuzyMiLFqUxfDh77N8eSHTp1/NtGmrePfddf5P4KFJk7oUFlZ8v0tJyXGKir6nSZPw\nXp0GM65oEcqY+vVrxZAhnRk8+I0gtTZwoYjr889vpnv3xtSokcJHH20iK2tmkFtdtWDGdPbZtXnl\nlcHceOM77NnzfYhafEI0dX0EIuH6tHfsOED9+umkpiYza9Z69u79nu7dGzN9+ip27DjAjh0H/J/E\nVVV/XLgFM65oEaqY+vRpxjvvXMe4cbl88EF4r0ghNHFde+2b9OjxAldfnUOrVg144w2vD+SFTDBj\neu21XzJ16go+/XRrhXL3nf5BV0pKQEu0iJ6WhMGqVXfQsmV9UlKSSE1NZv/+0SQlCenpKWze7Mz0\n06HDc+TnH/RzJkdBwSFatKhXoSwlJYmGDWtSUBDYOYIh2HFFg1DF1K9fK2bOvJ4JEz7jscc+D0XT\nqxSquMrqb9iwh4KCg3zxRRY//vGZFfq7QyXYMV18cRv69WtVfpO4LFlv3Xo3L764jBEj3g9q+617\nJIoNGPAaaWnJTJ48kNmzN5GTs5px4/pRXFzKo48uBJxEHKjPP9/BM88MoE6dtPK+0Usu+QFJScLn\nn+8ISQzeBDuuyiLxhSIUMV1+eTtycq7h97//lKefXhSKZvsV6p8VQHKy8wU6JSU8X6SDHVPnzhMr\nbPfu3YzJkwdx6aWvsnbtd0FtO1jSjmp5eQdIShK6ds3gttveY8uWfXTpkkF2di5btuyrUDclJYlO\nnc4CoG7ddBo1qkm3bhkcPVrK2rXO1cu0aSt5+OGfMm3aLxk79hMaNarFc89dzvTpq9i+PXw3IYMd\nF0C3bhkANGxYk7p10+jaNQMRWLFiV0zGdM01HXnttV8yYcJnTJu2koyM2gCUliq7d/t+Z3K0x5WV\n1YO9e4+wZs13HDlSQufOZ/PYY/1ZunQnq1Z9e9Lnx0JMnr+H4PRxA6xfv5tdu/4b9PZb0o5yPXo0\npri4lA0b9lCvXjqdOp3FggXbTqrXrFldvv76dsDpu+7ZswmDB3dg69Z9tG37LACHDx+jf/+p/PWv\nl/Hvf2fx/fclvPnmGu6776OwxgTBjQsor1NWb9my21FVUlL+GPpgXMGMacSIXiQnC4880o9HHjkx\nHK5y3OEQzLhKSo4zduyFtG17BikpSezYcYC3314b9mGMwf79qyyU94+KY2zInwTyH0NEkoGvgDxV\nvVJEGgJvAK1wJ/VV1X1u3THAzTjvkR2pqnPc8nNwpt2pgTOp790+Pksh+/SiiiKqziTMIuMj3JLg\nise44jEmiM+4VMchIqjqad2dFBF9XH8bUN1R8tdqf56I3A88AZzpzqtbef8A4GkgGXhRVR/zd85A\nO73uxpldvSzDjwbmqmp7YJ67jYh0BK4DOgIDgIly4pbv80CWqrYD2rmNNcaYiArVY+wi0gK4BDj5\nKwflF8N/w8mVHYHrRaSDv/P6Tdoi0hy4HHgRKEvAA4Ep7voUoOyZ2UHA66p6TFW3ApuAPiLSBKir\nqkvcelM9jjHGmIgJ4WPsfwFGVbG/N7BJVbeq6jFgOk4OrVIgfdpPAQ8AnmPbMlS17I7ULiDDXW8K\neN6WzwOaAcfc9TL5brlXZV/n4kk8xgTxGVc8xgTxG9fpCsUYbBEZhNOd/E0V48ubAZ7DzPKAPv7O\nXWVrReQXwLequkxEMr3VUVV1+qGDJzs7u3w9MzOTzEyvH22MSSC5ubnk5uYG/by+uj625m5jW67X\nng0ARGQu0NjLrrHAGOBSz+pe6p1S3vT3J+YCYKCIXI5zA7GeiLwC7BKRxqpa6HZ9lI0tygdaeBzf\nHOevR7677lme7+tDs1/2uGHycozfPNnm/lyeC83TXBFzZxzG5cY0PkRP3kXKOHewQXzciHR+Nqrj\nGD8+OPH4StotMn9Ai8wflG8vGL+wwn5VvcRrC0U6A22AFe5VdnNgqYj0VlXPcZiV82ULKvZIeFVl\nn7aqPqSqLVS1DTAE+ERVhwIzgWFutWHADHd9JjBERNJEpA3QDliiqoXAARHp496YHOpxjDHGREwx\naQEtgVLVVaqaoapt3NyZB/SslLDBGZHXTkRai0gaziAOvy+NqW5nTtnl/KNAjohk4Q75cxu7RkRy\ncEaalAAj9MSYwhE4Q/5q4gz5q3KaeGOMCYcwvFekvBtERJoC/1DVK1S1RETuAj7CGfL3kqqu9Xey\ngFurqvOB+e56EdDfR70JwAQv5UuBLoF+njHGhEOon4hU1R94rO8ErvDYng3Mrs75Eu6JSGOM8WSP\nsRtjTAyJtfdpW9I2xiS0aHpXdiBiq7XGGBNk1j1ijDEx5Gg1hvNFA0vaxpiEZn3axhgTQ6xP2xhj\nYoj1aRtjTAyxpG2MMTHE+rSNMSaGWJ+2McbEEBvyZ4wxMSTWukcCndjXGGPiUikpAS2nQkTuF5Hj\nItLQx/4xIrJaRFaKyDQRSfd3TkvaxpiEFsHZ2FsDt+JMkNAF553aQ/yd15K2MSahhSpp43829gM4\nk57XEpEUoBZVTMNYxvq0jTEJLRTjtAOZjV1Vi0TkSWA78D3wkap+7O/clrSNMQmtGL/dyF6d7mzs\nItIWuAdoDewH3hSR/1HV16r6XEvaxpiE5utK+3DulxzO/crncUGYjb0X8IWq7nGPexu4ADj1pC0i\nNXDmhUwH0oB3VXWMeyf0DaAV7sS+qrrPPWYMcDNQCoxU1Tlu+Tk4E/vWwJnY9+6qPtsYY8LBV9JO\nzzyP9MzzyreLxv89oPOp6iogo2xbRLYA57hz63paBzwsIjWBIzjz7i7xd/4qb0Sq6hHgIlXtDnQF\nLhKRnwCjgbmq2h6Y524jIh1xpoHvCAwAJsqJDp3ngSxVbYczbfwAf40zxphQKyE5oOU0VJiNXUTe\nB1DVFcBU4CvgG7fKJH8n89s9oqqH3dU0nCEpe4GBQD+3fAqQi5O4BwGvq+oxYKuIbAL6iMg2oK6q\nlv0VmQpcBXzo7/ONMSaUQv0Yu5/Z2B8HHq/O+fwO+RORJBFZDuwCPlXV1UCGqu5yq+zixFeBpkCe\nx+F5QDNcCf5XAAAbVklEQVQv5fluuTHGRFQIh/yFRCBX2seB7iJSH/hIRC6qtF9FRL0ffWqy951Y\nz6zhLMaYRLcF5xYaZGcHL+VEU0IORMDfC1R1v9sXcw6wS0Qaq2qhiDQByu6I5gMtPA5rjnOFne+u\ne5b7HESe3SDQVhljEkcbd4Hs7HGMHz8+KGctPhpbL4yqsntERM4UkQbuek2cRzKXATOBYW61YcAM\nd30mMERE0kSkDdAOWKKqhcABEenj3pgc6nGMMcZETGlJSkBLtPDXkibAFBFJwknwr6jqPBFZBuSI\nSBbukD8AVV0jIjnAGqAEGKGqZd9jRuAM+auJM+TPbkIaYyKutCSOukdUdSXQ00t5Ec6YQm/HTAAm\neClfCnQ5tWYaY0xoxFXSNsaYeFdyzJK2McbEjOOlsZUGY6u1xhgTbNY9YowxMeRIbKXB2GqtMcYE\nW0mkG1A9lrSNMYnNkrYxxsSQGEvaNkekMSaxHQtwqQYRyRaRPBFZ5i5eX0UtIg1E5C0RWSsia0Tk\nPG/1PFnS9uerQujsPl+UMx8GekyWfM0w2FJ68nLBRd7PFS1uKoSz3JgGz4d2lSaATqkJ5/0Jhm6G\n4Udg2A7o9fvwt7O6qorrqk9hROnJy20HI9PWari/sJAmPZ24fjN/Pp2HVPx59b7rLkasXs2YQ4e4\nLz+fQS+/TK2zzopEUwNWWHg/PXs2AWD+/N8wZEjn8n3JycIDD1zA2rV3cvjwQ6xffxd33NErdI0p\nDXCpHgX+oqo93MXXE+DP4Dwh3gFnzoK1/k5s3SNVadUWataC1csgNRW69oIvF1asU1oKvZuC5+Sd\n+/eGt53VUb8tpNSC75ZBUiqc1QsKPGKSJLjifUitA5/eBvvWQ41GUOPMyLU5EP7imj3YKS8jSXDN\nl7A9ut+mcEbbtqTWqkXBsmUkpabStFcvti88EVfnIUO49MkneW/4cDZ//DH1W7Tgir//ncFTp/La\nZZdFsOW+tW17BrVqpbJsWQGpqUn06tWUhQu3l+8fP/4ibr21J7feOosVKwq54IIWTJp0JUePlvLS\nS8uC36DQdY94n9G3bKfz5tQLVXUYgKqW4MwVWSVL2lXp1ReWLwZV6HYu7N0DBXkn1yvaHf62narG\nfWHXYkDh7HPhyB445BHTj250rlZfbevsAzi0IyJNrRZ/cRXvq1i/eX+o0wxWBzaFVKS07NuX/MXO\n72Czc8/l8J49HMg7EVezPn3Y9c03LH/5ZQAO7NjB15MmkRmkN+CFQt++LVm8OB9VOPfcZuzZc5i8\nvAPl+4cN68af//wFM2euB2Dbtv307t2MsWMvDE3SPhL8U7p+KyI34sxMc3/ZlIwe2gDficjLQDdg\nKXC3x8QzXlnS9uabvYBCWrpzRfZNEaSkOtvfFLlJvJFTNzkZFmyCGjVh83qY9Gf45IOINt+rW/Y6\n7U52Y8oqguRUSEp31lF4qRG0vRq+XQLd7oUfDYXjxyBvHvx7NBRH4TeIQOOqrPNw+O5rZ4lCD+7d\ni6qSkp6OJCUxqqiI5NRUktPTGVXk/A4+3qgRm2bPpkdWFq1++lO2LVhA7YwMOv7qV2x4771Ih3CS\nvXsfRFVJT08hKUkoKhpFamoy6enJFBWNQhUaNXqc9PRkiosr9kccOVJCq1YNaN68XoUEHxSneKXt\nZzb254E/uNt/BJ4EsirVS8F5t9NdqvqliDyNMwPYI1V9riVtbwZ0dbo7ZiyCh4bDmuXwt+nw7jSY\n8+6Jev9ZB7+7CdaucBL6L66Fl2bBg7dAzsuRa783092Yrl4E84fD7uVw6XTYMA22eMRUry3Uaw3H\nS+HDa5xukp88BZfPgHf6+Tx9xAQal6dajaH1lbDgzvC2tRqe79oVESFr0SLeHz6cwuXLuXr6dFZN\nm8a6d0/E9Z85c/jonnu44aOPkKQkklJS2PDee8y85ZYItt67rl2fR0RYtCiL4cPfZ/nyQqZPv5pp\n01bx7rvryuvNnr2JkSN7M2/eZlav/o7evZtx8809UFWaNq0bvqS9MhdW5fo8zNds7JWJyIvALC+7\n8oA8Vf3S3X4Ld77dqljS9mbnDvhxF+fq+uNZULsOdOwOWQMrdoUsW+wsZZYvgfoNYfiD0Ze0D+2A\nRl2cft0ts5xkfGZ3eH8gHPGISdx703OGwFG3e+2Tm+FXX8KZ3WD3ivC3vSqBxuWpw81Q8r2T2KPU\ngR07OLtLF5JTU1k/axZpderQuHt3pg8cyOHdJ+Jqf+WV/Pypp/jo3nvZ9tln1GvenEueeIJBkyfz\nztChEYzgZDt2HKBLl7NJTU1m1qz11KmTRvfujRk4cDq7d5/oEbj77g/5+9+vYPny4agq+fkHefHF\nrxk9+iccPx7USbIcvpJ2h0xnKTM98C4nEWmiqgXu5mBgZeU67iQyO0SkvapuwHlz6mp/57akXdnc\nVdC0JaSkOEl71X5ISnKupD/b7NT5WQco9DHxzvLFMOjX4WtvIK5fBXVaQlKKk9xu3e8k5+R0Z4QI\nwLQO8N98OFzg1DnqcT+kaI3zb91W0ZW0qxNXOYGOt8KG16Ckyq7DiLlj1Srqt2xJUkoKyampjN6/\nH0lKIiU9nZGbnbie69CBg/n5XPjQQ3zz6qt89Xenb/671as5eugQNy1YwKePPMK+LVsiGUq5Vavu\noGXL+qSkJJGamsz+/aNJShLS01PYvHkkAB06PEd+/kH27TvCkCH/Ijn5bc4+uzYFBYfKR49s3hyC\nLrpqDucL0GMi0h1nFMkW4HZwZmMH/qGqZZP7/hZ4TUTSgP8AN/k7sSXtym4cAKlp8MRkyJ0N7+XA\nPePgaDFMfNSp822B7+M794Sd233vj4RZAyApDS6eDNtnw6YcOHcclBbD125Mh92Ydi6AHqMgtS4c\nc4fDnfEj598DW8Pe9CpVJ64yrQZA3Zaw+oXwtzdArw0YQHJaGgMnT2bT7Nmszsmh37hxlBYXs/BR\nJ65DBW5cImhpxf5fPX7c3VXl4IWwGjDgNdLSkpk8eSCzZ28iJ2c148b1o7i4lEcfdUbDFBQcqnBM\naamWl11/fWfmz99KUdH3wW9c9Yfz+aWqN/oorzwb+wrg3Oqc25J2ZQV5zpV1h64w5jbYscXpKnkq\n21n3dM8458p6y0bnSvzya+Dam2HcbyPSdJ8O5TlXoI26Qu5tcGCL06WwJNtZ97RqInS5C/pPhcVj\nIaU2/PQ5yM+FPd9EovW+VSeuMp1uh11Loi8WDwfy8pCkJDK6duW9225j35YtZHTpQm529klXzuve\nfpufPvII+V9+yXa3e+TnTz9N4YoV7HWvyqNBXt4BkpKErl0zuO2299iyZR9dumSQnZ3Lli0VB1Wc\nc04T2rQ5g6+/LuDss2tz//3n07VrBj/5SYi6HGPsiUhL2t506gHFxbB5A9StB+06wZIFJ9erUxf+\n+Byc1RiOfA+b1sKIX8FHUTj95Zk94Hgx7NsAafWgYSfnqrqyw7vg3Yuh71+ccczFRbDtffjiwfC3\nORCBxgVQuym0vNxJ8FGucY8elBYXs2fDBtLr1eOsTp3YtuDkuD5//HFUlZ+MGUP955/nyL59bPnk\nE+aNGROBVletR4/GFBeXsmH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"text": [ - "" + "" ] } ], - "prompt_number": 5 + "prompt_number": 63 }, { "cell_type": "code", @@ -141,7 +147,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 6 + "prompt_number": 64 }, { "cell_type": "code", @@ -155,7 +161,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 7 + "prompt_number": 65 }, { "cell_type": "code", @@ -180,7 +186,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 9 + "prompt_number": 66 }, { "cell_type": "code", @@ -190,7 +196,17 @@ ], "language": "python", "metadata": {}, - "outputs": [] + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 67, + "text": [ + "array([21, 20, 19])" + ] + } + ], + "prompt_number": 67 }, { "cell_type": "code", @@ -210,7 +226,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 10 + "prompt_number": 68 }, { "cell_type": "code", @@ -222,7 +238,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 11 + "prompt_number": 69 }, { "cell_type": "markdown", @@ -246,12 +262,12 @@ "output_type": "stream", "stream": "stdout", "text": [ - "CPU times: user 1min 6s, sys: 872 ms, total: 1min 7s\n", - "Wall time: 1min 8s\n" + "CPU times: user 1min 1s, sys: 692 ms, total: 1min 2s\n", + "Wall time: 1min 3s\n" ] } ], - "prompt_number": 12 + "prompt_number": 70 }, { "cell_type": "code", @@ -268,12 +284,12 @@ "output_type": "stream", "stream": "stdout", "text": [ - "CPU times: user 453 ms, sys: 2 ms, total: 455 ms\n", - "Wall time: 859 ms\n" + "CPU times: user 442 ms, sys: 7 ms, total: 449 ms\n", + "Wall time: 873 ms\n" ] } ], - "prompt_number": 13 + "prompt_number": 71 }, { "cell_type": "markdown", @@ -291,7 +307,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 14 + "prompt_number": 72 }, { "cell_type": "code", @@ -303,7 +319,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 15 + "prompt_number": 73 }, { "cell_type": "code", @@ -318,7 +334,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 16 + "prompt_number": 74 }, { "cell_type": "markdown", @@ -343,13 +359,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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ISIFxYoYT78V+K/C2lM0NwDuBj6dmOI8Etr0B+BHgfdHfTwOIyE5g2jnXFZGL8LKGx51z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T9mwwY4VRA3f7ZMT/7sk3Due1CV/t8/ybUb0LtbqDr9JOuQTb+5n9HfvsruhrJuK+v/+jIn3Hyp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\nmGpk5Tae1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ga/lu4rtXZpkaYH2+ZBEiif9MLdar6Sh7mKdOXjMcivEBi7Gq4KYeW2NUCL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\nidudc2c6536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cJoXFZAqfeGeypxSReE0ukybZk+wJTXyhQmXbWHK5Q04TFsqqR7yUKpjuLEaR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\nXY5qP1ZOfGH5ChQYW9gq3L0PzHkBHPxN2OUlE31GBSYzdm4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3Q2nuLGoDQzu2MaWRbdp3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\nJCR0GP4/lchGUTCxr0EAAAAASUVORK5CYII=\n", "text": [ - "" + "" ] } ], - "prompt_number": 17 + "prompt_number": 75 }, { "cell_type": "markdown", @@ -376,21 +392,307 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 24 + "prompt_number": 76 }, { "cell_type": "code", "collapsed": false, "input": [ - "e_x_loc = np.r_[simpeg.Utils.mkvc(Qex*e_x),simpeg.Utils.mkvc(Qey*e_x),simpeg.Utils.mkvc(Qez*e_x)]\n", - "e_y_loc = np.r_[simpeg.Utils.mkvc(Qex*e_y),simpeg.Utils.mkvc(Qey*e_y),simpeg.Utils.mkvc(Qez*e_y)]\n", - "h_x_loc = np.r_[simpeg.Utils.mkvc(Qfx*C*e_x),simpeg.Utils.mkvc(Qfy*C*e_x),simpeg.Utils.mkvc(Qfz*C*e_x)]\n", - "h_y_loc = np.r_[simpeg.Utils.mkvc(Qfx*C*e_y),simpeg.Utils.mkvc(Qfy*C*e_y),simpeg.Utils.mkvc(Qfz*C*e_y)]" + "e_x_loc = np.hstack([simpeg.Utils.mkvc(Qex*e_x,2),simpeg.Utils.mkvc(Qey*e_x,2),simpeg.Utils.mkvc(Qez*e_x,2)])\n", + "e_y_loc = np.hstack([simpeg.Utils.mkvc(Qex*e_y,2),simpeg.Utils.mkvc(Qey*e_y,2),simpeg.Utils.mkvc(Qez*e_y,2)])\n", + "h_x_loc = np.hstack([simpeg.Utils.mkvc(Qfx*C*e_x,2),simpeg.Utils.mkvc(Qfy*C*e_x,2),simpeg.Utils.mkvc(Qfz*C*e_x,2)])\n", + "h_y_loc = np.hstack([simpeg.Utils.mkvc(Qfx*C*e_y,2),simpeg.Utils.mkvc(Qfy*C*e_y,2),simpeg.Utils.mkvc(Qfz*C*e_y,2)])" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 26 + "prompt_number": 77 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Make a combined matrix\n", + "dt = np.dtype([('ex1',complex),('ey1',complex),('ez1',complex),('hx1',complex),('hy1',complex),('hz1',complex),('ex2',complex),('ey2',complex),('ez2',complex),('hx2',complex),('hy2',complex),('hz2',complex)])\n", + "combMat = np.empty((len(e_x_loc)),dtype=dt)\n", + "combMat['ex1'] = e_x_loc[:,0]\n", + "combMat['ey1'] = e_x_loc[:,1]\n", + "combMat['ez1'] = e_x_loc[:,2]\n", + "combMat['ex2'] = e_y_loc[:,0]\n", + "combMat['ey2'] = e_y_loc[:,1]\n", + "combMat['ez2'] = e_y_loc[:,2]\n", + "combMat['hx1'] = h_x_loc[:,0]\n", + "combMat['hy1'] = h_x_loc[:,1]\n", + "combMat['hz1'] = h_x_loc[:,2]\n", + "combMat['hx2'] = h_y_loc[:,0]\n", + "combMat['hy2'] = h_y_loc[:,1]\n", + "combMat['hz2'] = h_y_loc[:,2]\n" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 98 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "def calculateImpedance(fieldsData):\n", + " ''' \n", + " Function that calculates MT impedance data from a rec array with E and H field data from both polarizations\n", + " '''\n", + " zxx = (fieldsData['ex1']*fieldsData['hy2'] - fieldsData['ex2']*fieldsData['hy1'])/(fieldsData['hx1']*fieldsData['hy2'] - fieldsData['hx2']*fieldsData['hy1'])\n", + " zxy = (-fieldsData['ex1']*fieldsData['hx2'] + fieldsData['ex2']*fieldsData['hx1'])/(fieldsData['hx1']*fieldsData['hy2'] - fieldsData['hx2']*fieldsData['hy1'])\n", + " zyx = (fieldsData['ey1']*fieldsData['hy2'] - fieldsData['ey2']*fieldsData['hy1'])/(fieldsData['hx1']*fieldsData['hy2'] - fieldsData['hx2']*fieldsData['hy1'])\n", + " zyy = (-fieldsData['ey1']*fieldsData['hx2'] + fieldsData['ey2']*fieldsData['hx1'])/(fieldsData['hx1']*fieldsData['hy2'] - fieldsData['hx2']*fieldsData['hy1'])\n", + " return zxx, zxy, zyx, zyy\n", + "\n", + "zxx, zxy, zyx, zyy = calculateImpedance(combMat)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 99 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "zxy" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 102, + "text": [ + "array([ 103.08034974+93.33312557j, 102.77545813+93.44979787j,\n", + " 102.47308710+93.56743107j, 102.29608745+93.58878322j,\n", + " 102.12043418+93.61118429j, 102.03854087+93.59991998j,\n", + " 101.95718301+93.5893647j , 101.94174620+93.57351209j,\n", + " 101.92630594+93.55792438j, 101.95796202+93.54393898j,\n", + " 101.98916063+93.52979246j, 102.05716977+93.5111035j ,\n", + " 102.12416754+93.49191324j, 102.22305017+93.45331517j,\n", 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101.88783415+93.57517225j, 101.91927669+93.5600581j ,\n", + " 101.98856217+93.54112738j, 102.05681798+93.52168654j,\n", + " 102.15784399+93.483506j , 102.25698601+93.44464701j,\n", + " 102.38482603+93.36527577j, 102.50941984+93.28546642j,\n", + " 102.65425227+93.13894606j, 102.79377247+92.99306162j,\n", + " 102.93567768+92.75741245j, 103.06951310+92.52498634j,\n", + " 103.04319208+93.36652086j, 102.73399438+93.48328289j,\n", + " 102.42737040+93.60103561j, 102.24696355+93.62138706j,\n", + " 102.06793128+93.64282778j, 101.98396919+93.63020579j,\n", + " 101.90055233+93.61832617j, 101.88431104+93.60129305j,\n", + " 101.86806489+93.58454546j, 101.89991440+93.56982811j,\n", + " 101.93129806+93.55495676j, 102.00025785+93.53605788j,\n", + " 102.06819242+93.51665143j, 102.16867400+93.47831136j,\n", + " 102.26727773+93.43930055j, 102.39436496+93.3596509j ,\n", + " 102.51821467+93.2795761j , 102.66210841+93.1328029j ,\n", + " 102.80070309+92.98668309j, 102.94161506+92.75102982j,\n", + " 103.07447735+92.51861718j, 103.04861775+93.3581011j ,\n", + " 102.74071637+93.47494095j, 102.43537003+93.59276115j,\n", + " 102.25606292+93.6135275j , 102.07812067+93.63536852j,\n", + " 101.99485628+93.62326119j, 101.91213383+93.61188394j,\n", + " 101.89617372+93.59528018j, 101.88020924+93.57895428j,\n", + " 101.91199608+93.56448122j, 101.94331979+93.54985155j,\n", + " 102.01195260+93.53098315j, 102.07956452+93.51160968j,\n", + " 102.17950023+93.47310804j, 102.27756410+93.43394328j,\n", + " 102.40389697+93.35401182j, 102.52700083+93.27366804j,\n", + " 102.66995374+93.12663616j, 102.80762045+92.98027486j,\n", + " 102.94753505+92.74460789j, 103.07941959+92.51219865j,\n", + " 103.08034974+93.33312557j, 102.77545813+93.44979787j,\n", + " 102.47308710+93.56743107j, 102.29608745+93.58878322j,\n", + " 102.12043418+93.61118429j, 102.03854087+93.59991998j,\n", + " 101.95718301+93.5893647j , 101.94174620+93.57351209j,\n", + " 101.92630594+93.55792438j, 101.95796202+93.54393898j,\n", + " 101.98916063+93.52979246j, 102.05716977+93.5111035j ,\n", + " 102.12416754+93.49191324j, 102.22305017+93.45331517j,\n", + " 102.32007506+93.41406643j, 102.44488440+93.33387177j,\n", + " 102.56648651+93.253287j , 102.70737308+93.10606995j,\n", + " 102.84300993+92.95955571j, 102.98041066+92.72421867j,\n", + " 103.10984421+92.49217487j])" + ] + } + ], + "prompt_number": 102 }, { "cell_type": "code", From 0e9a07c018420509cf620600c69d0a1638e21f69 Mon Sep 17 00:00:00 2001 From: Rowan Cockett Date: Thu, 12 Feb 2015 11:47:45 -0800 Subject: [PATCH 3/7] Delete __init__.pyc --- simpegMT/__init__.pyc | Bin 157 -> 0 bytes 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 simpegMT/__init__.pyc diff --git a/simpegMT/__init__.pyc b/simpegMT/__init__.pyc deleted file mode 100644 index 71062585964906c4677da430ee3eb3656a899ce2..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 157 zcmZSn%*(Z8%f*mn1}Ia%qcEm0kWJDi&Hg#Gy{St76EdLGjj`4(|tqq Date: Thu, 12 Feb 2015 11:48:04 -0800 Subject: [PATCH 4/7] Delete Base.pyc --- simpegMT/Base.pyc | Bin 2770 -> 0 bytes 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 simpegMT/Base.pyc diff --git a/simpegMT/Base.pyc b/simpegMT/Base.pyc deleted file mode 100644 index 68c17beb54d246fd7f437166bb764b0c2bd4fa25..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 2770 zcmb_e-EJFI5T0Gz8#{kaY10M*m4OObq68$$1yDgLZJ?6d@~!{{V^dIL^;PZ=XbtuX3lKwuZ`8;e*beA(fMBuzxUA0 zPv~O&JCqV-4*3pcF8MBHHS%ke)yc0@)*!z@nMeK#IlS7Xv`JZu{1)^YX_v;Ubm&lA zr(cN9h@SXs6gOzl^>BXjH~vJjtPZB-u|BaY5D&`9(^O}+0r{~_Qe$06c_BZhsFqLC zV_kL~OxQZQY#MxGHz3>(jqVN4kC-FlWACGxKhSAnK(H8A0aLuiXn+*}MnKsh?a_FJ z{H6%Nvr2l6{B=sOeuMNT0UaX(F>O&RfKazYZOmq`i0aMMH%MQl@imH9_|mvZaf{+r ziq~ia1J>ybyl%^ujoFs#qHfOA8x*%$_IF4Px>o=uVs6-Rb+jMQ%v1m+@S~ipxXcdwTjE^c4$ZCvL_T;{e4lf+$550X(9iq96nEJsl^Er-2HtW$xhwlSn`pc6{OJ;J|{ z{TRQ@ZIdHmb0@2X9I}hhXG8j3-YeEgr3d+_BC(_ZUT5|FKte7G 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insertions(+), 0 deletions(-) delete mode 100644 simpegMT/Utils/MT1Dsolutions.pyc diff --git a/simpegMT/Utils/MT1Dsolutions.pyc b/simpegMT/Utils/MT1Dsolutions.pyc deleted file mode 100644 index 2a1e4bf6d275c78f1d28888c4e9de5bbf441699d..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1463 zcma)5&2HO95dOH-|Bt2EN@D|VE1)^(l*B+!L6F#x6}txof$SbC6d)LKMX$mig~}Ig{VasQ-1_JX%x(4s!V01)=2ciG&qi27RL8td>k9lTezGucKsMpm@KPZC4Soj! z1zV6dmTfFMkS!DOo4BHjyO0)^TaaBWd$^)_3wP#y$Xk$PDY^~6jh7Z4#fpb3S*(uRr9 zQ!MBzZVw1hQRP?-xn=Mb9VH__iyLPluvaub z->Vtg0s-D@LbpscDn*x>YujABWBA-7)(F5=1wU3$v{1BBbWn7W)0sBz6kB|P)?3K! z^1>eSCfa!qgQCxGq^$-&;}&xI^=V`KU#3KIF{-2H1XG-CYgbA zEy%_zo>po`3!^sRrm4Fj*6AL4QIbA;!zro5rO%S^Ql=x*LtHC5@XP8dh+J*jYmv%V zj5$lzsV9%371ulA^l7x_q-mxC4j*y&NU7^N;VKi~36s~QyZ+>!-b7E!s6jc=iRKjZ zo);e9lU`)nv^d@CsQ8j&l4_WT%Mlr{$-XA9By)OxpQ*e*JwG_kl5lP0&F-x>xgLo^`Br98H z%yb$74aGE{y5WKqFB@h&ese?d|L57@dK6KEhVrqgoAt@;T79c8I>U}=TD#U4)<4GQ B9ghG2 From 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