{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Background" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A 3D wedge model with variable heterogeneity might help us forward model spectral responses. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": 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g8HxaX9HpVMVRnHJanClTpsimESueG0WK63ZNmTJFbcJP8fuXkpKi02iiohIT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Ys2p2xSf70MRLbweSYBpHJm3EK6JlbgnIPlZV049T\nNS19q2pQNQGhpW81TYOmph+vqummt4kq94chqgjJBGtjF6yNXcCcU6HGAkP9Rv37IEr0yMmtVunK\nVKtkEzrVqFZJT/cbXq2STupUfLrfsG2W4UhiaLqfQdssG7xOeKqwzdJht8Bh96G9zQdV1fKmWVZ9\nup/Lpk82dFR4m6UsS/B50okzIF0tla3OCldjm2UsiWgsiQM9+dssfV4HzGPYZvnQY6/jsguPh4UJ\nsEkne/FxvEaMicqJlzKxlh4LaVomfkrHSKqmZe7LjZ8y9wtUNNE92TCBRSOTpKGy+SOyZfO7M2Xz\ne8oqmyei2rdvfwCqyj+M1ZJtrFqqamrUgKjgPox6hbDYVUQjmEwyTABsNiZLaeoxOXxwzFgEx4xF\nEFoKyuBePaGlxkMlz7eOMN2v+tUq6Wqp7Ja7alSruF02uF1FtlkGYxWf7mfoNkuTjKYGF5oasv3S\nkunqrGpN94vEEYrEsfdAznQ/b7qXVzWm+9lbLXnbLLMJ3Gpvs3Q5bXo1oss5eiJv115/OtnGBFbV\nlFttnt8jVcuPjcqprBrlPiMKp2RZgiynk6sSf+B0TGBR2dJl8/Nh75ifXzY/sAtqtHTZPBGRkUSm\ndFsPTMpJHI2aVBpf5RJThURTnySbYW2eBWvzLACAGh3Q+40qgQOAGD0pI8uSvtULMK5aZX+mWiX7\n5r4a0/3qeZuly2mFy2nF9PYGpDLT/fzBGIKhGFIV7peWVFLo7Q+htz9U9el+udssAej90tLTLKvY\nLy1nm2VDlfql1bKxxUYo0g+0dBV36Upvo78LVGuYwKLxGV42Hw/qE3oU/96SZfNEVD8KEkfl9AwY\n8TGcgkNEk4/J2QSnswnOruMh1CSSA3v0i4BaMlry/OHVKrkVStWoVimY7ud1oMHnrMJ0vzreZmk2\nobnJjeZh0/0CwRiiBkz3y2419LjthvRLyw4+qPo2S7dNr0asVquFcntT5sVE5cRWZcdN7NVEtYsJ\nLJoQJrsXjhnHwjHj2EzZ/D4kB3Yi0b8L8dAg3zgS1bDzz1mAWDyJRCI5QrA0lIAqe1KewWXXRES1\nSjJZYWudA1vrHABAKtyn9xtVQj0o9R9NWZZypvvVV7VKvW6zLJjup6gIBKPpRF4oXvFtlvGEgnif\ngp5MIs/jtqPBl64QtFoq+3ZyeL+0SDShJzGrss0yHEcoHMee/eltlud/YB5iMQXhRKJ0I+8xxU1D\niSsiGhkTWDTh0mXz3bA2d8M9F4j5D6J322vo3bkVgwf3Q2V1FlFNmd7Vhp27+4xeBhFRXTK7W2F2\nt8I5cwlEKo7kwG4k+ndBGdwNTYmXPL9mqlX06X7VqVap522WVosJrc0etDZ7IEQ6yZJN6sQrPCRD\n1TT4g1H4g5lEnt2q/zu4XfaK90tzOW1wOW2Y0d4AJbPNMvvzrlZhm2VbswN79w8gFi5dOUlEE48J\nLKo4R0M7upeeje6lZ0NLJdC3fTP63vsnDu3bgVgkYvTyiIiIiGqCZLbD1jYPtrZ5AASUYC+SAzuR\nHNiFVKj0hQZDq1VE7nS/QX26n8/rhLcK0/3qd5ulBK8n3XgdM4BEIgV/pjorVI1EXjyJaDyJA735\n0/28XgcsY5juNx4Wc2G/tGwSs9L90ojIGExgUVXJZhumzVuCafOWAAAivbtx8N3X0bdrG/yHDkIY\nNBmLiIiIqLZIsHinweKdBtesZdCSUb1vVnJwD0Sq9Bt0I6tVCqb7ZZuC+5wVn+5Xz9ssbTYzprV6\n86b7ZZM61Z7u53Ta9MmGLqetoq9dsM0ymRpqgl+FfmlEVB1MYJGhXG0zMadtJuYsB9RkBL3bXkfv\nji3o37cLiXjpsnkiOnx/eHE7utsdsFore6WUiIjGT7Y6YW8/Bvb2YwChQQkczCS0diIVGSh5vpHV\nKsWagjdUcbpfPW+zzE736wYQiysIBKPwB6qTyItEE4gMS+T5vA74PI6q9EtrbfGgtcWjVwcGgjEE\nAofXL+35l3di8bEzJnClRDQWTGBRzTBZXehYsBwdC5YDEPDvexe9776Bvt3vIjjQD7AVPFFF9B0K\no6vNbvQyiIioXJIMS8N0WBqmwzX7ZGiJUKZ31k4o/n0Q6uhv0I2uVoknFBwsmO6XTupYKz3db6Rt\nloEYorGpvc3SYbfAYfehvc0HVdXytllWfbpfJpHX4HXAUYVtlj5POnGGGUP90sazzbKvPwoWcxEZ\nhwksqlESGmbMRcOMuZgHIBkeRM97r6N3+1sYOLAHKaWyDSqJiIiIJgvZ5oG9YwHsHQsgNBVKYD+S\n/enthmrMX/L8EatVqtQUfGi6Xz+cDqu+5a7S0/2A+t1maTLJaGpwoakhm8hLpquzqjXdLxJHKBLH\n3gPp6X7ZrYZej6Pq/dKCoZjeK67S2yyJ6PAwgUWTgtXdiK7FK9G1eCWElsLA7nfQ++5m9O55D9Fg\n6cCMiIiIqB5IsgnWxi5YG7sAnAo1FkhvNezfCSWwH6LENOiJrFYZj+x0vwM9OU3BfdWZ7lfP2yxd\nTitcTiumtzcglUnk+YMxBEMxpKow3a+3P4Te/mGJPK8TNlvl+6Vlt1kC1e2XRkRjxwQWTTqSbEbz\nrAVonrUAxwCI+XvRs+019O56B4MH9kPTeOWEaCxOP3UOEuGw0csgIqIKMDl8cMxYBMeMRRBaCsrg\nXiQHdiHRvwtaIlTyfCOrVYY3Bc9O9/N5nXA5K73trI63WZpNaG5yo3lYIi8QjCFqQCIvu9XQ47ZX\nv19aKL29NNsv7fT3dcNsksB3G0TGYAKLJj1HQxtmLT0Ls5aeBZFS0LN9M/p2bEFi8AC0ZNTo5RHV\nPF+zD7t3xiE0AU0ICI3XG4mIpiJJNsPaPAvW5llwzwVSkQG9EbwSOAiI0SttjKxWMXq6X6WagpfD\nyG2WBYk8RUUgGEUgGEMwFIeqVbY6K55QEO9T0JNJ5HncdjT40tsNrZbKvpU1F2yzTEBVBQ70R5BK\nyENxE4MmoqphAoumFMlsQfu8E9A+7wQAGCqbH9iVbmpaomyeqB4Jiw1N7q78Y0JACAFNg57Uyr3V\ntMz9o903/DbvGPT7ij1H9paIiCrH7GqC2dUEZ9fxEKkkkoN79LipnIuApapVKqmgKbjbpm+5q/R0\nv5G2WfqDMYSN2maZ6SFlNle2OstqMaG12YPW5nQiLxSO6xV51eiX5g9G4Q+mfzaddqs+2dDtslel\nXxoAeBrckNT8GqxS8cyo92npJFjxeKnwdqTnYtRE9YAJLJrSRiqbTw7sghovXTZPVK8kSYIkSZAr\ne0G7pNETYSgZ0BU7d7REW95z5Dw/EdFUJ5mtsLXOga11DgAgFe7TG8ErwR6UmgZdrFolm9SpSlPw\ncByhzHQ/vSm4rzrT/ep3m6UEryfdeB0zgEQiBX+mOqsq/dLiSUTjSRzozU/keb0OWCqcyBtOliXI\nkIDqvmweIUaIjcaQCDucmCt7H1ElMYFFdSO3bB4A1OgAEtnALHCgZNk80VT12BNvYM2q2RW/Yj0e\nkiQA3biNAAAgAElEQVTBZKrwJdUyFCTASgaFgNC0zG25V19Hr1pjHo2IqsnsboXZ3Qpn9xJoShzK\n4G4k+ndBGdwNTYmXPD873W/6sOl+bAo+dbdZ2mxmTGv15iXysknMaifynE6bXpWWrZyaCA899jou\nu/B4WIwPTQqkLz6i4gnbUka+cFh4YXK0RNhY4yZN5D8/TU1MYFHdMjmb4HRmyubVJJIDYyubJ5oq\n9u0PQFX5h3406WBQMvLCKkQ2MCsn8TU8wTZiUIgxV6sRUf2RLXbY2ubB1jYPgIAS7MlMNtyFVLiv\n5Pm1Nt0vm9SpxnS/et1mmZvI6wYQiyvwB6JVS+RFoglEhiXyfN70ts/DSeTt2utPV5bVYAKrVtTs\nxcdR46Zsy4xxXHwc5T7m0SYeE1hEACRTkbL5TGCmhHrA//oQkdEkKR0UVmqLwshbKfOPqZoGTRNQ\nVQ2qqkHTkLnVoGaOa5qAln2clv186FgiUdk3rERUSRIs3nZYvO1wzVoGLRnVLwAmB/ZAqKP/fhc2\nBU8hEEgns0Lh6jcFr+p0vzreZumwW+Cw+9AxzQdV1dJJxUxlWtUTeS6bPtnQ4ajsNksyTiUvPo4W\nL2UvEOpxk6ohpWnQ1HSclL3Nxk7ZGEnNHBdCg6qmn0/VtEx/M74XzWICi6gIvWx+5hKIVBzJgbGV\nzRMRlausUvmcq4FlV1+NsM2xeLl+db5WWZYhy4DNxjcMRFOFbHXC3n4M7O3HAEKDEjigJ7RSkYGS\n51st+dP9qt0UPG+6n90Kn6860/2AkbdZBkIxqFN4m6XJ6EReJI5QJI69B3ISed50Ly+jt9/R6Coy\nZKggXirdlL8aJEmC2WQCTIDEkj8dE1hEJUjm4WXzvUgO7EwHZqHSZfNEte7C8xbBYa+/PwdC5AYu\nZSSIDisI0iCGBVvs0UBEU44kw9IwA5aGGXDNXg41HhqaBj24F0IbvQ/S8Kbg2el+VW8KbsB0v3re\nZpmbyEtlEnn+Gu2XdsVFi2Exy0AdTjYve9JiybipyHNlYyi2MaAS6u8dC9FhkWDxToPFO62wbH5w\nD0SK22Jo8umc7oOkJKr2eofVy6loNVHxxBCDICIiY5nsHjimL4Rj+kIITYXi3zc0DToWKHl+LU33\nG2oKXo3pfnW8zdJsQnOTG83DEnmBYAxRwxJ5DnjcdkiShO7OBohKl+YNX9d4ejmVU33NXk40CTGB\nRXQYCsvmD2YCs51IRfo52JAmBU3TEI8mJnaaXpGrcAyCiIjqlySbYG2aCWvTTACnQY35kdSnQe+H\nKFHRMny6XyyW1JNZk7kpeDlqbpul14EGX+W3WRYm8lQEgtHMNMvqJ/I8bjumtXpgttuhJZMTO00v\nJ27SOE2PaERMYBFNFEmGpWE6LA3T4Zp9MtRYAH3b30Dv9rfQv38P4nH2zqLaNL2rDft29xq9DCIi\nqiMmRwMcnQ1wdC6GUBUo/r1IZBJaWiJc8nyHwwpHZrqf3hTcqOl+LhsafNWZ7lcz2yx7q7/N0mox\nobXZg9ZmYxJ5/mAUVosJoXgIsTAnlhMZgQksogoxOXxoX3Aa2hecBqGpCO7fht73NuPQ7nfhHxwA\nh0lQrfjDi9vR3e6A1VrZwJOIiKgYyWSBtfkIWJuPAACkIgPpfqP9u6AED6JUSXutNAXPm+5Xpabg\n9bvNMj+Rl0ik4M9UZ1Uykff8yzux+NgZFXluIiqNCSyiKpBkE3ydR8PXeTTmAkiE+tH37uvo2/kW\n+g/sg6JU9qoR0Wj6DoXR1WY3ehlEREQAALOrCWZXE5xdJ0CkkkgO7s60aNgNLVm68mX4dL9gDTcF\nn0j1vM3SZjNjWqs3L5GXTWJOZCKvrz8KttEkMg4TWEQGsHma0Xn8Geg8/gwILQX/ri3o2f4m+na/\nh3AwBJZnEREREQGS2Qpb65GwtR4JAEiF+vRp0EqwF6ViJkuNNwWvpFrbZpntnVXpbZa5ibxuALG4\nAn8gWpVEHhFVFhNYRAaTZDMaj1iExiMW4WgA0cED6N32Onp2/BP+vj5oav2N6SUiIiIqxuxphdnT\nCmf3UmhKHMmBXUj070CifyekEo3ga226n8dt13tnVXq6X61ss9x7oPrbLB12Cxx2X34iL5PErHQi\nj4gmFhNYRDXG2diBWSd1oGHeMQj1vI1oXy9CPX0IDgwgEU0YvTyagk4/dQ4S4dINc4mIiGqJbLHD\nPu0oWFqPQHD7C5CTMcjxCOR4GLJSOmYyerqfPxiFP5g/3c/ndcDtsld0uh9QuM0ym9CZ6tssDzeR\nd/r7umE2SahsdzEiGgkTWES1zGSCs70DzvYOTAOghIIIHexBqK8fYX+Qo3VpQrS1uLAvGjF6GURE\nRIdFszqgWR2AtwWSmoKciECOR2CKR0o2gjeqKXjWSNP9vF4HLBWe7mcxm9DS5EZLHW6zHGu/tNZm\nF0JxVm0RGYUJLKJJxOLxosnjRdPcuRApBZGDPQj19SF4aBBKko3giYiIiABAmMxQnT6oTh8UIfTq\nLFM8DClVOilTrabgxYw83c8Bl9NW0deuyW2WXgd8Pgeslsq+dTWyXxoRlYcJLKJJSjJb4O7shLuz\nEx0AEoODCPX0IDroBxT+kaXyWSocEBIRERlKkqDZnNBsTqR8rZBURU9myYkoUKK6ysim4EZP96uZ\nbZZ7UdVtloWJPBWBYBSSJCEULz0Jk4gqg+9aiKYIW2MjbI2NADDmsnmqbz976h2cu3I2bFYThBDQ\nhIDQBDQBaJpIH8u51UThsZFu8x+LoWMj3BIREVWaMFmguhqguhoAISAnojAl0r2zpFTppIyRTcFH\nnO7ndcDhsFb0tWtxm2U2oVXpbZZWiwmtzR489NjruPRfjocZal78Un4sNPy2SGxU7Pwit4yaqB4x\ngUU0BY1YNp+IQCqjqSnVl337A9A0UfGruOUoGuAJAU0rvC8vyBv2edFgryBY1CA0MJFGRFTPJAma\n3QXN7gJ8bZBSSZiyjeCTsZLVWfU83a8et1nu2uuHgIAsS5AhAZXNm41KiBKx0ZjjJhSNm3LjMSbS\nyGhMYBFNdbll88gtm49kyuZZnUW1Q5IkmEwVHr1UhpETaUMJsHKSZaNVm+nPlZNIG/6aRERUXcJs\nRcptBdyNgNDS1VmZhJaklk7K5DYFT2Wm+43WFHwijTTdz+d1wG6zVPS1a26bpSfdN6sa2yyNIknp\nuKnSicpShBghNhotkVYybsLI1W0jVL5RfWACi6jOjFw2HymrqSlRPai1RNrolWQjJ8nKT6SNvnWU\niKguSTI0uxua3Q1gGiQlkVOdFQdKJGXMBjYFz53uh32o+nQ/w7dZDoZxaLD62yzrkSRJkCTUSCIt\nXbVfXrwzStyU99jiFxmZSDMGE1hE9SyvbB45ZfMRyMnSTU1parjwvEVw2PnnoBZlE2lG7FDITX5p\nqoaUqkHVBLSUBlXToGY/z9wOfaxB00T6Vh06XxMCqioghIYkp6YS0SQkLDakLDbA0wRJ0/R+o3I8\nDEkbPSkzUlPwQDCGYGhqT/ertW2W2WTWeLZZXnHRYljMMlDi35uqL51IkyAbUHAncpJf2XgolRsn\nZWOlbJykirx4SWQ+VzUBkbnV9P9pKJUsryd8x0JEusMtm6fJqXO6j73Rakjxq3tjb6hfi1VX6e0O\nMqzWym5lISKqNCHLUB0eqA4PAEBOxjMJrWx11uiyTcFbm42f7uewW/X+UZWe7gcYv82yrz+EvnFu\ns+zubICo9DeIyqb3ARuhGmp8/VNrZ/uiLEuQZRMA/sxlMYFFRMWNVDafCENOlC6bJ5psxhUEHU4P\nhxECKiIimnw0qx2a1Q54miFpql6ZJSeiZVRnGTvdLxZPImbQdL963mY52ZVK6hTGOoDQtPzYqJyL\nbUWSSNmPuVmk/jCBRURlyS2bh6bpfbPkeASSxuosOjyHV100rDfBeK7CMQgiIqIJImQTVKcXqtML\nAEPToOPhsiqe63G6H1DD2yy9DlittfO2ecIGzZQZN+WfO/T8REaond9EIpo8hpfNK/GhK41llM1T\nbXnsF6/jAyuOgN1qKlJaXaIR5ihXxcqrWgKDICIimtI0qwOa1YGUtwWSmkrHTIkwTPHS06CLTfcL\nBKPwB2MIh42b7uf1OGCu8HS/mtlmiaFtls/9aRcuvuB4yEItKyFUftxURuIpc0tUz5jAIqLDplns\n0CzpsvlUPI7wwYMI9B5C1B8AKtzLgA7f/gODeH2zGXY2ciciIqooYTJDdfmgunxQhMhUZ4VhKnMa\ndHa6X3tb7Uz383kdcFZ4ul+tbLPsPRTCW9sOIBXnBVsiI/DdChFNKLPdjoZZs9AwaxbUlIpIXy+C\nPX0IHRqAmmCj8NrEHg9ERERVJ0nQbE5oNidSPkBSFX2roZwoPQ26cLpfUt9yF5lk0/3GyshtlkRk\nHCawiKhiTGYTvB0d8HZ0QAiBmD+IcG8PQr2HEA1FIJUomyciIiKqF8JkgepqgOpqADQBORmBHIvA\nlIhAUktvmXM5rXA5rZNyut/hMHKbJRFVFxNYRPVApK+UicwtMn2HRPa+zAci53HI3J93X+ZKYG7D\na6E/buh5kTlPZD7QXxcS0NQOd1M7nKkUFP8gkv4BxAMhoIzAjCrj9FPnIBEOG70MIiIi42Xil7x4\nKS9OQl5skxszoWgclR9v5T4vkBtH5Z8zxAGYHLDIKTi0BBwiAZuWhFQiKTN8ul8kmkhvuQsYN93P\n53XAW4XpfpXcZnn6+7phNklgjReRMZjAIqph2aTR0JS0oSaOIttcWz+Gwsegdhtky2YzbC2tsLW0\nwgMBJRSC4h9Awu+HEouXDMxo4rS1uLAvGjF6GUREROM3QlyUPTZ86uxQPJUzUCSbbKpBimSGYjIj\nCBckiHQyK5PQMonRkzKSBLhdNrhdNnR2GDvdT5YleN2Oqk33m+htlq3NLoTile01RkQjYwKLqIZJ\nUrpp5bj7CORWXg270ldwJbBI5VXuOfq5o1Re5V59zHv+0l8pLB4vLB4vnF2AmkxAGRxEMuhHwh8E\nSgRmREREVOckQJYkABJM4zk/W3mlxzPDKq/KrFYvp/JKf/7suXnV6uUsVUJUtiMq2wEAVqHoCS2b\nKF1dVTjdL6Fvuav0dD9NE0Wn+/m8DrhddlS4OMvQbZZEdPiYwCKayiRAgpQJBoxr1F2wDTEb/CE/\ncBsKDO1Akw8CgKYKRAcHEO87hMjgAFLxBKuziIiIaGJJ6UhpaHubQXFTGRcfCxNpdmjwICyAiFBh\nUWKwKFFYlTjkktVZErweO7weO7oMnO53oDcAk0mGz+PQtxtazONKRZZtxG2WwRiiscpusySi8WEC\ni4gqLptAG28ize3uALo6AADxSBThgz0I9x1CZNAPUeGy93rwhxe3o7vdAau1soEiERERlTAhFx8d\nAJqQBCAn45DjYciJCORkvOSZBdP9wnF9y10iWdnOT6qqYcAfwYA/AgmA02nTJxu6nLaKvna52yyf\nf3knFh87o6JrIaKRMYFFRJOK3eWEfc4RaJlzBNSUilDfIYR7epEIBSGn2Ah+PHr7DqKrzW70MoiI\niGiCaVY7NKsdQAskTYUcj+gJLanERUBZltCQSSAB1Z3uJ5CuiIpEE9h/0A+L2aRXZ3m9DphNcsVe\nGxh5m+Uf/rQbGjcCEBmGCSwimrRMZhMaOqahoWMaAEDStPQVxkxwJmnsnVWOp1/YjflHd8Bpt+hN\nbbVsU1tN5B/LNrwdfjvafcOeQwjo9xEREVF1CNkE1emF6vQCAORkDHI8DFM8AklJlDx/+HS/YCiu\nb7k73Ol+pSgpFYcGwzg0GIYECW6XTd9q6HRYK/raudssE0mBI49ogxlqYWyUG+uUHTehjLgpfYyI\nmMAioilEyDJUhweqwwMgUzafyFxpLKNsvl5JkgSb1QJHhQPAYooFfcWDPYwzWTbKfVrO5CkiIqI6\no1kd0KwOpLytkNSUfgHQlIgCYvTqLJNJRmODE40NTgCHP91vLAQEQpE4QpE49h4YhNVi1pNZPo9j\n/MOPymS1mmCTK1sBVszwBJjQUDJJVjKRlhcvYZR4aeiWyEhMYBHRlKWXzXuah5XNR1mdlePC8xbB\nYTfmz0E6yBznxKgJNLZgD0WTY0ykERHRZCVMZqguH1SXD4oQ+dVZqdINzfOn+2kIhGLwB6JVme6X\nVFLo6w+hrz8EWZLgdtv1yYZ2m2VCX+uKixbDYpYBA+JISZJgMhk3lCmreJJslEqyccVLYCKNimIC\ni4jqQvGy+QhM8XBZZfNTWed0X91/D2oukVZW8JdJpGla3nbP0YK9cq6sMiYkIqpzkgTN5oRmcyLl\nA6SUAjmRTmbJiShK/aEwm2U0N7rQ3Oiq+nQ/TQgEQzEEQzFgH2C3WvTqLI/bftjVWd2dDRCS8Ukk\nI9VkIi2vSr/wvvHGRHoyTWh6xRsTacZiAouI6tJQ2XzLUNl8IgxTvHTZPFGl6Ik0gzNpxYI+VdOg\naQIpVYOmalBVDaomoKkaUplbLedxqqZBUzMBoKpBFQJCFVCFhmSSAxeIiCYLYbZANTdCdTUCQkBO\nRGGKhyHHI5DU0f97Xny6XwyBYDRvul+lxJMK4ocU9BwKQpYleN0OfbKh1cq3wpNZrSXShie+VDUn\nbtI0qGr22FD8pGpCv0/T8uMoTRs6hopuyp1c+FtLRHXvcMvmiSpJiMImr6OV5JfVRHZYiX7VmsdK\ngEmSYbVO7JYOIiKqEkmCZndBs7vSn6aSejJLTsZKVmelp/u50drszpvu5w/GEE9U9uKGpgn4g1H4\ng1HsAuCwW/VklttlR50XVk0Z5Vazj1pxVWZriaLbHzUxYekmWZaRbrfGH84sJrCIiHINL5tXFX2r\nYTll85PRY0+8gTWrZsNhZ1JhuJKl5eWUnRckjcpPPE1kEERERDTRhNmKlLsJcDcBQktvM4xHICci\nkNTUqOfmTvfrmgEkkin4A+mthqFwvOLbs2LxJGLxJA72BmAyyfB5hhrBWyzFS6Efeux1XHbh8bAw\nn1CgVFJHE8W34JWc1Mh+opSDCSwiolEIkwWqqwGqq2HMZfOTxb79Aahqbf3BL6svQU7fp7Kn7Izh\nKhxjICIiojGQhk2DVhLp4TnZ6qwSbFYzprV6Ma3VC00TCIbj+mTDRHL0ZNjhUlUNA/4IBvwRSACc\nDpveO8vtsumP27XXn06s1VACS+T1cxolNhpL8qggXmJTdaoNTGAREZWraNl8ZrJhGWXzk0F+ECQK\nGlaOdURz0WaZ2UAopyHm8HOJiIhoctMsNmgW29A06ERUT2iVmgYtyxIaMtv7ACAWV/RkViiSqGis\nIABEYglEYgns7/HDbDLpWw2HbzMsrwl4OXFTkefKi5tGPpeonjCBRUQ0TumyeSvgbkyXzSeiSA4O\nINR3CMn45JnqJ4SG197cA5vV6Bl8RERENBUJ2ZRfnZWMp5NZiQjkZLzk+Q67BQ67D+1tPqiqhmAo\nrk82VFKjJ8MOV0pV0T8YRv9gGHabjLe3HYQSi02F65ZEkw4TWERU99IBSPrqlxACEIBAuveQyPxf\n3mMyJ2Xvz14FFMIM4WmD7G6FKRRE4lA/ooMDiIcjNd3HaNVps5EIR4xeBhEREdW6bIyUuUUmDhLZ\n+/LiJTEUR2F4vAVAdkPYXZCsKmypOKypGKxqHHKJadAmk4zGBicaG5wAgGgsqffOikQTFY25Tn9f\nN2RpShTdE01KTGARkXFygyA9CVR+EJR7jn5uJqAQ+uOKBFd6wJX5uBIsDpg6OuHp6IQ7pUD19yMx\n6EcsGISmVvZK4Vi1tbixLxo1ehlEREQ0kswFtMKYZ9jFtSIxE4rGUfnxVm4yCsiNo/LPqZQorIBs\nBWQf7CIJh5aAQ4vDIkr3vnI6rHA6rJje3oBUSkMgFNO3G6bU0ZNhY9Xa7EIoXltxHFE9YQKLqB7l\nXT1DYYVRmVfPigdBxT4urGaqp9lqktkCc0s7zC3tcAoBLRSA4h9A3B9AMl66bJ6IiIiMU5DgGaFS\nW3+MfpuTaMo7Z+hCWm68lRs75Seg6ilqAuKSFXGTFYMmD8xChV0k4NQSsGsJSCW+E2azjOZGF5ob\nXRACiEQTCASj8AdjiMaSVfoKiKhSmMAiqmHZKqNso8bcBo7pJti5xwAGQbVPkiSYvA0weRtgnwlo\n8TiUwAASg4NIhMIQJcrmiYiIqIgicZH+cU5D7GxCqbxKbcZMRktJJoQlJ8KyExIEbFoSDpGAQ0uU\nrM6SJMDtssHtsmFGRyMURYU/mK7OCobiUDXGXESTDRNYRDVMktIJD1kub1ZvQS8nFEliFSs3R+GW\nvLzKrLyKreKBXl6SjMom2+2w2afDNm06NE2DGhhE0j+IuD8AVanOlcI/vPgeutudsLKJOxERTVYS\nIEsSAAll/TUrGtvkf1xONXpZbQzynh91WY0+EQQkxGUb4rBh0ASYhQqHFodDJGDXkiWrsywWE1qb\n3WhtdkMIgVA4oW81jCWUstbw/Ms7sfjYGRPx5RDRODCBRTSFpEf7SvqtIbIl87mJrmJJs9yAEMOC\nvmFBYvHAcoQEHYbum2xkWYbc2AxLYzNcAFKRCBR/PxL+AJKRCFChQLfvUARdbY6KPDcREVFNkgDJ\n6JgJY7n4WLw1Qz1ffExJJoRMLoTgggQBu5bUE1pmMXqfKkmS4PXY4fXY0TUDSCRTCARj8AejCIXi\n0EaIJfv6o9Am6zeMaApgAouIJpaUDgOl7AeGJtImuM9XQQCZ/Th7hTU/2DzckNDscsHscsExA9BS\nCpTBASQDfsQDQQi1dFNTIiIiqm01cfERRS4SjhBHjd7nq/jFx9x4KzeRNpEXHwUkxGQbYrINAGAR\nqXQjeBGHTUuW/M7arGa0tXjQ1uKBpgkEw3G9OiuRZMxFVCuYwCKiqSnvymrmgBFyA8CCq6QoCAYL\nAkD9HCvgcUGITmiaQMIfQHzgEGKDg1BicVSqOouIiIimPkmaahcfrVCEA0kBSEKDNRWHVY3BnopD\nLlGdJcsSGrwONHjT1emxuIJApncWERmLCSwiokqq1BYFnxPo7gAAJGMJiGgIciICORGFNMbqrOa2\nVjS4JMiAPiQg/zZ9vPh96dtsY9zR7pukOzuJiIioGip68dEFAEgCkJUE5HgYcjwCORkreabDboHD\nbkF7mxd2ux1NzW6oijJiTJQdGDC2uAlDxzK3RFSICSwioknO6rABDhuAFgCAlErClBuYlQiCjvB6\nICmJKqwUpQO6ksEeiibLhgd9BbdMpBEREREAzWKDZrEBnmZImpqOlxIRyPEIJG306qzuzgYIkxmS\nWvm30aUTYcUvPI4WC5UTN2kCTKRRzWICi4hoihFmK1LuJsDdBAgNpnhED87GWp010WRZggwJ5Y2I\nqozs1szDS6QJaDkj2kcPBAuvyjKRRkREZDwhm6A6vVCdXgCAnIylY6Z4BLISN3RtkiTBZCpzqmYF\njVZlPxQ3YUyJtPLjJjCRRnmYwCIimsokGarDA9XhATD2svmpSJLSQWEtJtLKqSQr/tgi1W2jBYQ5\ntwwJiYiI0jSrA5rVAXhbIKkpvTLLlIgAmmb08gwhy+nxTLWYSCseL2GcybJScdPknXQ+lTCBRURU\nRwrK5hMRPP7oS/jQii447Bajl1dXJmsirViQN9ZEmsXC8IOIiGqbMJmhOn1QnT4oEJATMTzywO/w\nrx86BhbjBkbWrcmXSEtX64/louJIj81pDFf3GEES1Si7uxWKhQkFqryD0dfgW/IReLxuo5dC9UKS\njV4BEU0hkmyGvWO+0cugOrDH/xwaTrwUdrvd6KVQHbE5G41eQs1gAouoVkkyJJm/olQFkgzZ4oBs\ndRq9EiIionGQGDNRlciQrA7IVofRC6E6IvHCn47fCSIiIiIiIiIiqmlMYBER1blLrr4QTherr4iI\niIhGc+Xay2FmH0ciwzCBRURU57pmd8JkNrolJhEREVFt6547E7LMt9BERuFvHxERERERERER1TQm\nsIiIiIiIiIiIqKYxgUVEVOd+ev8mRCNRo5dBREREVNMeuvcRKIpi9DKI6hYTWEREdW7P9r1QU6rR\nyyAiIiKqaTu37YbQhNHLIKpbTGAREREREREREVFNYwKLiIiIiIiIiIhqGhNYRER17pKrL4TT5TR6\nGUREREQ17cq1l8NsMRu9DKK6xQQWEVGd65rdCZPZZPQyiIiIiGpa99yZkGW+hSYyCn/7iIiIiIiI\niIiopjGBRURERERERERENY0JLCKiOvfT+zchGokavQwiIiKimvbQvY9AURSjl0FUt5jAIiKqc3u2\n74WaUo1eBhEREVFN27ltN4QmjF4GUd1iAouIiIiIiIiIiGoaE1hERERERERERFTTmMAiIqpzl1x9\nIZwup9HLICIiIqppV669HGaL2ehlENUtJrCIiOpc1+xOmMwmo5dBREREVNO6586ELPMtNJFR+NtH\nREREREREREQ1jQksIiIiIiIiIiKqaUxgERHVuZ/evwnRSNToZRARERHVtIfufQSKohi9DKK6xQQW\nEVGd27N9L9SUavQyiIiIiGrazm27ITRh9DKI6hYTWEREREREREREVNOYwCIiIiIiIiIioprGBBYR\nUZ275OoL4XQ5jV4GERERUU27cu3lMFvMRi+DqG4xgUVEVOe6ZnfCZDYZvQwiIiKimtY9dyZkmW+h\niYzC3z4iIiIiIiIiIqppTGAREREREREREVFNYwKLiKjO/fT+TYhGokYvg4iIiKimPXTvI1AUxehl\nENUtJrCIiOrcnu17oaZUo5dBREREVNN2btsNoQmjl0FUt5jAIiIiIiIiIiKimsYEFhERERERERER\n1TQmsIiI6twlV18Ip8tp9DKIiIiIatqVay+H2WI2ehlEdYsJLCKiOtc1uxMms8noZRARERHVtO65\nMyHLfAtNZBT+9hERERERERERUU1jAouIiIiIiIiIiGoaE1hERHXup/dvQjQSNXoZRERERDXtoVzG\nXLgAACAASURBVHsfgaIoRi+DqG4xgUVEVOf2bN8LNaUavQwiIiKimrZz224ITRi9DKK6xQQWERER\nERERERHVNCawiIiIiIiIiIiopjGBRURU5y65+kI4XU6jl0FERERU065ceznMFrPRyyCqW0xgERHV\nua7ZnTCZTUYvg4iIiKimdc+dCVnmW2gio/C3j4iIiIiIiIiIahoTWEREREREREREVNOYwCIiqnM/\nvX8TopGo0csgIiIiqmkP3fsIFEUxehlEdYsJLCKiOrdn+16oKdXoZRARERHVtJ3bdkNowuhlENUt\nJrCIiIiIiIiIiKimMYFFREREREREREQ1jQksIqI6d8nVF8Lpchq9DCIiIqKaduXay2G2mI1eBlHd\nYgKLiKjOdc3uhMlsMnoZRERERDWte+5MyDLfQhMZhb99RERERERERERU05jAIiIiIiIiIiKimsYE\nFhFRnfvp/ZsQjUSNXgYRERFRTXvo3kegKIrRyyCqW0xgERHVuT3b90JNqUYvg4iIiKim7dy2G0IT\nRi+DqG4xgUVERERERERERDWNM0DLIEkymhytRi+D6kxSTcBhchi9DKoDdrMDTfZmeO1eo5dCdcQs\nMwSZqny2RtjNTqOXQXVECAETr8tTFdhNdjTbmuGw879xVD0Oi8voJdQMSQhRMzWQb7zxBhYtWmT0\nMoiI6srWrVsxe/ZsmM1MKBARERGNZMuWLTj66KMhy0yYUn156623MHfuXMPfL/DdChFRnZs3b57R\nSyAiIiKqefPnzzd6CUR1jaljIiIiIiIiIiKqaUxgERERERERERFRTWMCi4iozt1zzz0Ih8NGL4OI\niIiopm3YsAHJZNLoZRDVLSawiIjq3NatW5FKpYxeBhEREVFN27JlCzRNM3oZRHWLCSwiIiIiIiIi\nIqppnEJIVSOEQDgcRigUgt1uR1NTk35fNBpFKBSCEALt7e1jfu5YLIZgMAhN09DR0THqYzVN09fh\n8Xjg9XrH/HpGyq6biIiIqJJUVUUoFEIoFEJzczOcTieAoZguGAzC5XKhoaFhTM8rhEAkEkEwGCyI\nCYtJpVIIhUIIBoPo6OiA1Wod99dkBMZuREQTgxVYJdx4442w2+1wOBxYuHAh1qxZA4fDAbvdrn/e\n2toKu90Op9PJktIRhMNhrFy5Em1tbZgxYwa+9a1v6fd95CMfQVdXF9rb23HttdeO+bmvuuoqdHd3\no729HVdcccWoj921axdWrFiBlpYWdHZ24ic/+cmYX89IL7/8MlpaWrBu3Tqjl0JTyE033QS32230\nMohoCtizZw/OPvtsHHXUUbDb7bDb7eju7sb73/9+nHLKKTjyyCNx7LHH4vrrr8e+ffuMXi6N4i9/\n+QtOPvlkNDc3Y+bMmfjzn/8MAOjv78fpp5+O1tZWdHZ24v777x/T80ajUaxatUqPCe+9995RH//k\nk09i6dKlaGpqwqxZs/Duu++O+2sywn333YfGxkb88pe/NHopNAHWr18/6RKoRFMJE1gl9Pf3I5FI\n4I477sCbb76JX/3qV5g9ezYSiQS++93v4le/+hVeffVVdHd3IxaLsRHyCNxuN55//nk899xzBff9\n7//+L7Zv3w673T6u5/7+97+PXbt2wefzlXxsd3c3XnzxxUmXuMqy2+3w+Xwlr1QSjcW8efNgNrMg\nl4gOX1dXF55++mn87W9/QyqVQiKRwLPPPovf/va3eOmll/Duu+9i48aNeOCBB3DiiSeOO4mVSqXw\n9NNPj3j/li1bsH379vF+GQRg2bJleOWVV/D1r38973hzczNeeOEFPPXUU+N6XqfTiT/84Q94/vnn\ny3r8Oeecg3/84x/4f//v/43r9Yzm8XjQ0NAAl8tl9FJoAsyfPx+yzLfQREbhb18JgUAAa9asyfuj\nmU20ZMuoZ86cif/+7/8GkC4RppF1d3cXPe7z+cZcfp7L4XCgtbX1sNdR64477jj09vZO2iCOiIjq\ng8fj0RPjw7fqX3DBBTjjjDPQ09ODu+++e1zPv3PnTvzoRz8a8f7/+7//w5tvvjmu56Z8I8VMhxtL\njfX8yRq7ffzjH8ehQ4dwxhlnGL0UIqJJjwmsEgKBAK6//vqSj1u9ejXmz5/PBBYRERFRCccccwwA\njLsC68UXXzys+4mIiGjyYQKrhEgkglNPPbWsx5566qkIBoMFx4UQE72sCTWR66tkD7Bqfx8r9Xq1\n9vMwfD1CCBw4cMCg1ZAR7rnnHm5/JqKq2r9/PwDg8ssvH/O5O3bswFe+8pUR79+0aRN+85vflPVc\ntfY3uRwTveapFLvVSy/a4d/XaDQKv99v0Grqy4YNG5BMJo1eBlHdYgKrhNtvv73sPevXX389urq6\n9M8fffRRrF69GhdccAHOOussfO5zn0MikdDvv/rqq7FgwQJMnz4d27dvx29/+1usWbMGRx11FD77\n2c+ip6enrNc9//zzccwxx6CjowOxWAw/+9nPcOaZZ2LhwoX44he/WPSN6aZNm7Bq1SqcffbZaG9v\nx/z58/GLX/wi7zG33XYbTjjhBHR3d+NrX/saVFXFAw88gJNOOgkbN27UHxePx7Fx40accsopWL16\nNRoaGvD+979/wppsbtmyBWeffTbOP/98XHzxxVi7di127949Ic89XCqVwl133YVTTjkFZ555Jhob\nG3H66adj8+bN+mMURcH73/9+rFy5EitXrsR5552nb1P49Kc/rR+/5JJL9HMCgQCuuuoqrFixAp/4\nxCdwxRVX5F0d/vGPf4zly5dj9uzZ+Nd//VcAwG9+8xusWrUKV155JVRVxac+9SksXboUCxcuzAv4\nn3zySSxbtgxHHHEEvvCFLyCVSmHjxo04+eSTsXDhQnz5y18u+rU+//zzOO2007By5UosW7YMH/jA\nB/CDH/wAF110EWbMmIG//OUvE/q9pdq1detWpFIpo5dBRHVi586deOKJJ7BmzRqsWbMm777du3fj\n4osvxrnnnovzzz8f55xzTt5WwIcffhhHH300tm3bht/97nf639z/+q//AgBcdNFFuOiiiwAA69at\n0+9/44039OcIBAK45pprcNZZZ+HDH/4wVq9ejWeffTZvHRs3bsSCBQvQ2dkJRVHw5JNP4uyzz8Yx\nxxyDL33pSxBCIJVK4Y477sAJJ5yA8847r+A5RrJ//36cfPLJmDt3LlavXg0A+MpXvoIlS5bg1FNP\nzRt0k5VKpfCf//mfefHJihUr8uITALj44ov1df/+979HMBjEhg0bcOKJJ2LTpk15a7jmmmtw+umn\n46STTkJTUxM+/vGPIxKJlPU1lPKrX/0Ky5cvx0c/+lFccMEFuP322/Ni4Il06NAhrF27FqeddhqW\nL1+OxsZGXHbZZRgYGNAfs3nzZqxatSovRkskEgiHwzjrrLP04xs2bNDP2bp1K84991ysWbMGl1xy\nCf793/8dO3bs0O9ft24djj/+eHR3d+Mb3/gGUqkU7r//fixduhR33nknwuEwVq1ahRNPPBHz58/H\nXXfdpZ979913Y9GiRejq6sJjjz2Gnp4e3HDDDZg/fz6WL1+Ohx9+uOjX+sADD2DRokVYs2YN5s+f\nj0984hP4zne+gzPPPBOzZs1CNBqtwHeYcm3ZsqVuEqVENUnUkNdff93oJZTlhBNOEADEq6++OuJj\nNmzYIKZNmya2b98uhBBCURRxwQUXiFNPPVWoqiqEECKVSolbb71VABC33nqr+PznPy9CoZD49a9/\nLebNmyeWL18uEolEyfUkk0lx9dVXCwBi48aN4qtf/aqIRCLi4YcfFjNmzBAXXHCB0DRNf/wPfvAD\n4XA4xODgoBBCiEQiIS688ELR2NgoAoFA3nNv375dyLIsbr31VvHVr35V/PCHPxTnnnuuMJlMor+/\nXwghxEUXXSTOPPNM/Zyenh7R1tYmzj///IK17t+/XwAQt99+e8F97e3tBef87W9/Ey6XS/zsZz/T\nj916661i6dKlIplM5j32yCOPFKtXry75/RJCiFdffVUAEN/73vfyjl911VVi6dKl+vdrYGBAzJ49\nW6xYsSLvcfv27RMzZswQNptNxONx/XgqlRIf//jHxeLFi8XmzZuFEEKEQiFx5JFHirVr1+r/nr//\n/e+Fz+fTfz6EECIYDIojjjhCnHPOOeKZZ54RN910k/jiF78oAIjf/e53QgghXnvtNWE2m8Vpp52W\nt57+/n7h8XjE6tWrxac+9Slxyy23iGeeeUasWrVKABB333133uNffvllYbFYxIYNG4QQQmiaJj79\n6U8LSZLE5s2bxT333CP27t1b1veSJr9rrrlG/+8BEdFEsdlsAoDYsGGD+MY3viHuvvtusWbNGtHV\n1aX/Xcu1bds24fP58v5m/fKXvxQOh0O8/PLLQgghBgcHxY4dO4Tb7RbnnXee2LFjh9ixY4cek+zd\nu1f84Ac/EADE/fffr9+f/VsdCoXE7Nmzxac+9Sn9b/0bb7whPB6P+PGPf6y/rqIo4tprrxUAxF13\n3SWuuOIK8cQTT4hLL71UABAPPviguP7668X3v/998ZOf/EQce+yxwmw2i23btpX1vQkGg+KEE04Q\nDQ0NYv369eLxxx8X4XBY/Md//IdwOBzizjvvzHv81VdfLZYsWZIXn8yZM6cgHhBCiIcfflgAEE8/\n/bS47LLLxKuvviqam5vFggULhBBChMNhceSRR4ovf/nL+jkvvviiACC+/vWvFzzfz372MwFAPPvs\ns3nH33vvvaLnfO973xMtLS3ijTfeEEIIEY/HxQc/+EFx3XXX5T2up6dHABDr168v63v2zW9+UwAQ\n//znP/VjiqKIRYsWiRtuuEE/9sYbbwiz2SxuueWWvPP/+Mc/CpPJJJYvX553PBKJiIULF4oPf/jD\noq+vTwiRfk/idrvzfibuuOMOcdxxx+XFfW+//baQJEnccccd4rbbbhOPPvqoOPPMM4XFYhHBYFBo\nmia+//3vCwDi5ptvznvd5557TgAQ119/vTj33HPFt7/9bfHoo4+KefPmCZPJJF566aW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jNEYYkZCkvMUIyk8r1FchVtkKswT+6SrZLx2h0RAI6Iy4fn\nHrHnqhzxczhrLtU8na2WnQdZ1BxodqJatVZSemeldO6lNp17yXLyayiA+uNfDgAtTkh0gkKiExSV\nfrRMuUuu4o2+tbO8rr12xwOAQ48YqssC3YdcA6n2kUlURwB+L6fDqbiUtkru1FUp2b0VndDW7kgA\nmgEKLAAtmhUSpvCkTIUnZUqSykt3/G90VmmBbF9wBECjqtN0M6M6TUGrbVRR7VPe7P4uAED9RUZH\nq01aZyV37qGkzFz9//buJbbO8s7j+P89V1/ixLFzfIydxLFjhxjSBFJVvYHUwgKpixFSkaqqZdoN\nopvumNVIRZotG5YIdTWzmFl01tPNzGY0647ILBKBmDiFQQjFOHUJiY99zixicnV8SXL8PD7+fCSU\nxEd1fgIE9Kvnfd5ytZZ6EtBjBCyAu1SGGlEZasTA1Hei3boRrcUrcXNxIVqLC9Fu3Ug9D3pW54G7\nimLLR9E2v79o4zerdToR7U779ve//3+71/3f53+NieaB1DOAfaAoleJwYzwaU3PRnDsXQ2PHU08C\nepyABfAQpWpf1Junot48FdHpRGv581i5uhAri5djdfmL1PPgieh8c1H1Tk4T3fdmtQejUew4PPFk\n/Pt/Xo7XXzuTegbQo+r9A3FkcirGZp6JsdnnolLvTz0J2EcELIDtKIqoHhyP6sHxGJz+brRXrt++\nN2vlyyvRWV1JvZA96IGos+Ul2RGddvveQLTDN6vdfydSDxw6AqBLiqKIQ6Nj0ZiajebsuTg0MZN6\nErCPCVgAj6BUG4i+8fnoG5+P6LSjde2z20Fr9aurqeeRkU6nE6tr7Vi7/Ufn1o/t9vYv1L7vYu7N\nohUAPI5avR6jk1MxduKZaJ46F9X+odSTACJCwAJ4fEUpqsOTUR2ejMGZH0T7xnLcXI9ZraVPorPW\nSr2QhIqiiGqlHNVKeVd+v4efuHrws81i2bbecnfXXVJCWh4mxt1/BexMEUUMjYxG49jJaM6djcPH\nnk49CWBDAhbAE1bqG4r+iTPRP3EmOu21aC19evt01trXS6nn0eOKoohyuUg9Y4s38MUTDGn33r3V\na5ey79TLL5xIPQHYAyrVWoxOHI2x6flozj0f9QPDqScBbEnAAuiiolSO2sjxqI0cj5h9Mda+vhYr\nVy/HyuJCtJY+jU57LfVE6IpvQtrunDt7uK1D2MYnyLZzCf1DQ9o395Xt45AG5OfAocPRODYTY7Nn\nY3RqPopSKfUkgB0RsAB2Ubn/UPQfPRf9R89FZ201Wkt/jpWrC3FzcSHaN5ZTz4Oes3dC2r1vb9zJ\nRfxbvzUyhDTYh8qVSoyOT0bjxOlozj0f/cNHUk8CeCwCFkAiRbkStdHpqI1Ox4GIWP1qMVYWL9+6\nO+vaZxGdduqJwBOyWyHto/9djNnpkYd+vtFJss0D2CO++fKu02jefAm7Z2DoYDSOzURz5kwcmTkT\nRdn/3QN6h3+iAWSiMjgSlcGRGDh2PjqrK7Hy5ZVYuboQK4sL0V65nnoesAf84x/+O/7h71566Oel\nUhERaU+kdb55vHI7j2w+cH/aRi8iiG0/9nn3Z9ALyqVyDDefirETT0fz1HMxOPJU6kkAXSNgAWSo\nqNSi3piNemM2IiJWl7+4czpr+fNwhAHYq4ri1om0UhSRsqR1OvefNNv+/WdbP7Z57wsLNnpjp8c6\neVT9g4Nx5OhMjM08E42T56JcraWeBLArBCyAPaAy1IjKUCMGpr4T7daNaC1eiZuLC9FaXIh260bq\neQB7TlEUt0Ja4nusH/VFA1tGtIecXtv4rZ9p/xywuaJUisONZjSmTkVz7lwMjR1PPQkgCQELYI8p\nVfui3jwV9eapiE4nWsufrz9qeDlWl79IPQ9IaG56NPUEduhx70fb+C2YO7/XbG2tHe12O9bWOtFu\nt6O91om1dnv9s/Wvte/8SHfV+wfiyORUjM08E2Ozz0Wl3p96EkByAhbAXlYUUT04HtWD4zE4/d1o\nr1yPlcWFW0HryyvRWV1JvRDYRa+/di71hH1j87dDxpannnb6Zsn7T0ylegSxVCpFqXQrvPHkFEUR\nh0bHojE1G83Zc3FoYib1JIDsCFgAPaRUG4i+8fnoG5+P6LSjde2zO6ezvlpMPQ/gsd25u2qLR+t2\n8tjdPV/bzmN9TiDx+Gr1eoxOTMXY9Hw0Tz0X1f6h1JMAsiZgAfSqohTV4cmoDk/G4MkfRPvGctxc\nP53VWvokOmut1AuBPWarqLPpZ/dEow2+13buamp3QjpiryqiiKGR0WgcOxnNubNx+NjTqScB7CkC\nFsA+Ueobiv6JM9E/cSY67bVoLX16+3HDta+XUs8DNrHdR9E+Xvgypo4Ob/pI2qOeWnLoCHauUq3F\n6MTRW6es5p6P+oHh1JMA9iwBC2AfKkrlqI0cj9rI8YjZF2Pt66X1Rw0XorX0aXTaa6knQhbuf8zs\n9lvhHhaGvvnafb/e1smkTb7/dv3TH/4nXn/tTBf/jABbOXDocDSOzcTY7NkYnZqPIvWrLgF6hIAF\nQJT7h6P/6HD0Hz0XnbVWtJY+iZWrC3FzcSHaN5ZTz2Mf6nRih29W2yAQbfhZbO+y7PWfA2ylXKnE\n6PhkNE6cjubc89E/fCT1JICeJGABcI+iXI3a6HTURqfjQESsfrUYK4uXb92dde2ziE479US6bMvT\nRVs+ihYbPpK29ZvV7pxeko6AnA0MHYwjx6ZjfOZbMTr9bJQq1dSTAHqegAXApiqDI1EZHImBY+ej\ns7oSK19euf24YXvleup5PWXrx822eOvaw96stu0AFTt6XI38TIwfSD0BelK5VI7h5lMxduLpaJ56\nLgZHnko9CWDfEbAA2LaiUot6YzbqjdmIiFhd/uLO6azlz8Mtzw/qdDqxutaOtdt/dG7//J6vt9vb\nj013nXCCu738wonUE6Bn9A8OxpGjMzE280w0Tp6NcrWeehLAviZgAfDIKkONqAw1YmDqO9Fu3YjW\n4q17s1qLV6LdupF6XhaKoohqpRzVSrkr33+7j+rd/1jflndAObUF7DNFqRSHG81oHD8VzVPnYmjs\neOpJANxFwALgiShV+6LefDrqzacjOp1oLX++/qjh5Vhd/iL1vJ5VKhURUUR38tj2PRDSNr10PbZ9\np9b2Q1rHAUBgx+p9/XHk6IkYm3kmxmafi0q9P/UkAB5CwALgySuKqB4cj+rB8Ric/m60V67HyuLC\nraD15ZXorK6kXsgTll1I2+IC+jufRXTa7fUf10+nbRLSNjrxllNI+7/P/xoTTfdgwcMURRGHRhvR\nmJqL5uy5ODQxk3oSANskYAHQdaXaQPSNz0ff+HxEpx2ta5/dOZ311WLqefSQ2yEtcUl7+CmxbTy2\nuX5C7VFC2n/81+X429e+FR0n0uC2Wr0eoxNTMTY9H82556I6MJR6EgCPQGzY7k4AAAh3SURBVMAC\nYHcVpagOT0Z1eDIGT/4g2jeW4+b66azW0p+js7aaeiE8tlKpiFIUsdtH0g7924fx7XNTt3+91aOZ\ndz/yufldaht8r2081tluq2ikcXDkSDSOnYzm3Nk4fOzp1HMAeAIELACSKvUNRf/EmeifOBOd9lq0\nlj5df9zwcqx9fS31PNjTUoW0u3Vux67Y8WOZW75sYP37buceNXpbpVqL0aeORmP6dIyfOh/1A8Op\nJwHwhAlYAGSjKJWjNnI8aiPHI2ZfjLWvl9YfNVyI1tKn0WmvpZ4IWZubHk094QFFUURRFFEqpd2x\n+d1oDz+t9tCItpO3eXpjZ1ccOHQ4GsdmYmz2bIxOzUeR+m8yALpKwAIgW+X+4eg/Ohz9R89FZ60V\nraVPYuXqQtxcXIj2jeXU8yA7r792LvWEbBVFEeVykXrGY7xoYIf3o23y/fdqRytXKjE6PhmNE6ej\nOfd89A8fST0JgF0kYAGwJxTlatRGp6M2Oh0HImL1q8Wo1AZSz9pUqVK/dZoMICOdu4JWu91evwft\nm0jWvvP1zvrX7/t1Zz2ERbF7QfDbr7wetdFGlCrVXfs9AciLgAXAnlQZHIlSKe9/jdX7D8ehs3+T\negZAVxTF7l2uNjI5F9dXv9q13w+A/HhQHACgR1y8cCn1BACArhCwAAB6xHvvvJ96AgBAVwhYibXb\n7cf6HAAAAKDXCViJ/f73v4/FxcUNP7tw4UL88Y9/3OVFAAAAAHkRsBIbHx+PH/7whw9ErA8++CB+\n9KMfxfnz5xMtAwD2mvmzp1NPAADoCgErsZdeeik++uij+N73vhfXr1+PiIgPP/wwXnzxxRgaGorx\n8fHECwGAveLNt95IPQEAoCsErMQOHDgQzz77bHz88cfx7rvvRkTEb3/72/jLX/4Sr776auJ1AAAA\nAOkJWBn42c9+FkVRxNWrVyMi4tq1azE6Oho//elPEy8DAAAASE/AysCrr74aw8PD97xxsCiK+P73\nv59wFQCw11y8cCn1BACArhCwMjA/Px/lcvmerz377LNRqVQSLQIA9qL33nk/9QQAgK4QsDLx4x//\n+PbPa7Va/OIXv0i4BgAAACAfAlYmfv7zn0dfX19ERAwMDMRPfvKTxIsAAAAA8iBgZeLll1+OUunW\nX456vR6Tk5OJFwEAe8382dOpJwAAdIWAlYnBwcE4fPhwRES88MILidcAAHvRm2+9kXoCAEBXCFgZ\n+eUvfxmlUil+/etfp54CAAAAkA0BKyO/+tWvoq+vL1555ZXUUwAAAACyIWBlZH5+Pn7zm99EtVpN\nPQUA2IMuXriUegIAQFcIWJl5++23U08AAPao9955P/UEAICuELAyc/DgwdQTAAAAALIiYAEAAACQ\nNQELAKBHzJ89nXoCAEBXCFgAAD3izbfeSD0BA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"text/plain": [ "" ] }, "execution_count": 1, "metadata": { "image/png": { "width": 800 } }, "output_type": "execute_result" } ], "source": [ "from IPython.core.display import Image \n", "Image(filename='Spectral_wedge_model_concept.png', width=800) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The purpose of this notebook is to create a NumPy matrix representing this 3D wedge model, using functions to define 'layers' in the matrix.\n", "\n", "Start with the usual set up." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "% matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set up the model parameters. Warning — it gets slow for numbers over 100. For the wavelet I'm using, we need a decent 'depth' parameter, so if you want to speed it up to test something, change the length and width. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "length = 100.# x range\n", "width = 100. # y range\n", "depth = 240. # z range\n", "subwedges= 3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will build the wedge layer by layer. For now, we'll use intergers 1, 2, 3, etc, to represent rocks.\n", "\n", "Start with a blank slate." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIwAAAEACAYAAABhxZ4pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "value = 1.\n", "m = np.ones((depth,length))\n", "plt.imshow(m, interpolation='nearest')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Index into the array with *z* = depth, *x* = length, *v* = value (not needed). First a loop to generate the wedge 'contents', then another to put the top on. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIwAAAEACAYAAABhxZ4pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "value = 2.\n", "for (z,x),v in np.ndenumerate(m):\n", " if z < (depth/3)*(1 + x/length):\n", " m[z,x] = value\n", " \n", "value = 4.\n", "for (z,x),v in np.ndenumerate(m):\n", " if z < depth/3:\n", " m[z,x] = value\n", " \n", "plt.imshow(m, interpolation='nearest')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Constant *x* slice" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have a basic wedge, but I want subwedges within the wedge. So let's look at an orthogonal slice. \n", "\n", "First, draw the bottom of the wedge." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIwAAAEACAYAAABhxZ4pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMGFJMGH5HyBV/513SPyfAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = np.ones((depth,width))\n", "value = 2.\n", "for (z,y),v in np.ndenumerate(n):\n", " if z < 2*depth/3:\n", " n[z,y] = value\n", "\n", "plt.imshow(n, interpolation='nearest')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in range(subwedges):\n", " # Draw the bottom of the subwedge and flood with subwedge rock\n", " value = 3.\n", " for (z,y),v in np.ndenumerate(n):\n", " if z < (depth/3)*(2. - (2*i+1)/(2.*subwedges) + y/(2.*subwedges*width)):\n", " n[z,y] = value\n", " # Draw the top of the subwedge and flood with wedge rock\n", " value = 2.\n", " for (z,y),v in np.ndenumerate(n):\n", " if z < (depth/3)*(2. - (2*i+1)/(2.*subwedges) - y/(2.*subwedges*width)):\n", " n[z,y] = value\n", " \n", "plt.imshow(n, interpolation='nearest')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Put the top in place:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "value = 4.\n", "for (z,x),v in np.ndenumerate(n):\n", " if z < depth/3:\n", " n[z,x] = value\n", "\n", "plt.imshow(n, interpolation='nearest')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "## Failed experiments" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "# DOESN'T WORK\n", "def spectral_wedge(depth, length, width, subwedges):\n", "\n", " model = np.empty((depth,length,width,3))\n", " \n", " d = depth/3.0\n", "\n", " for x in range(int(length)):\n", " \n", " # We need thickness for the current x slice.\n", " t = d * (x/length)\n", " \n", " # Get the thickness of the subwedges.\n", " sw = t / subwedges\n", " \n", " # If the subwedge is less than 1 pixel thick, move on.\n", " #if sw < 1: continue\n", " \n", " # Add the bottom layer of the model.\n", " model[int(d + t):,x,:,:] = 2\n", " \n", " # Add the subwedge background.\n", " model[int(d):int(d + t),x,:,:] = 1\n", " \n", " for y in range(int(width)):\n", " # model[d+w*sw:d+(w+1)*sw,x,:,:] = subwedge\n", " top = d + sw/2. - (y/width)*sw/2.\n", " bot = d + t \n", " model[int(top):int(bot), x, y, :] = 3\n", " \n", " # Add the top of the model\n", " model[:int(d),:,:,:] = 4\n", "\n", " return model" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def spectral_wedge_int(depth, length, width):\n", " \"\"\"\n", " Makes a spectral wedge.\n", "\n", " \"\"\"\n", "\n", " colours = {1: np.array([1.,0,0]),\n", " 2: np.array([0,1.,0]),\n", " 3: np.array([0,0,1.]),\n", " 4: np.array([1.,1.,0])\n", " }\n", "\n", " model = np.empty((depth,length,width,3))\n", " model[:,:,:,:] = colours[1]\n", "\n", " for xslice in range(int(length)):\n", " thickness = (depth/3) * (xslice/length)\n", " \n", " model[depth/3:(depth/3 + thickness),xslice,:,:] = colours[2]\n", " \n", " for (z,y,x),rgb in np.ndenumerate(model[depth/3:(depth/3 + thickness),xslice,:,:]):\n", " for i in range(subwedges):\n", " bottom = (depth/3) + (thickness) * (1 - (2*i+1)/(2.*subwedges) + y/(2.*subwedges*width))\n", " top = (depth/3) + (thickness) * (1 - (2*i+1)/(2.*subwedges) - y/(2.*subwedges*width))\n", " \n", " model[top:bottom,xslice,y,:] = colours[3]\n", "\n", " model[:depth/3,:,:,:] = colours[4]\n", "\n", " return model\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "def plot_rgb(data):\n", " plt.figure(figsize=(16,12))\n", " \n", " for j in range(3):\n", " plt.subplot(3,4,j+1)\n", " plt.title('y = ' + str(int(j*(length/3))))\n", " plt.imshow(data[:,:,int(j*(length/3)),:])\n", " plt.subplot(3,4,4)\n", " plt.title('y = ' + str(int(length-1)))\n", " plt.imshow(data[:,:,-1,:])\n", " \n", " for j in range(3):\n", " plt.subplot(3,4,5+j)\n", " plt.title('x = ' + str(int(j*(width/3))))\n", " plt.imshow(data[:,int(j*(width/3)),:,:])\n", " plt.subplot(3,4,8)\n", " plt.title('x = ' + str(int(width-1)))\n", " plt.imshow(data[:,-1,:,:])\n", " \n", " for j in range(3):\n", " plt.subplot(3,4,9+j)\n", " plt.title('z = ' + str(1 + int(1 + depth/3 + j*depth/(3*3))))\n", " plt.imshow(data[1 + int(depth/3 + j*depth/(3*3)),:,:,:])\n", " plt.subplot(3,4,12)\n", " plt.title('z = ' + str(int(2*depth/3 - 1)))\n", " plt.imshow(data[int(2*depth/3 - 1),:,:,:])\n", " \n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "## Plotting routine for later" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [], "source": [ "def plot_slices(data, interpolation='nearest', cmap='Greys', vmin=0., vmax=1.):\n", " plt.figure(figsize=(16,12))\n", " \n", " yaspect = data.shape[1] / data.shape[0]\n", " xaspect = data.shape[2] / data.shape[0]\n", " \n", " for j in range(3):\n", " plt.subplot(3,4,j+1)\n", " plt.title('x = ' + str(int(j*(length/3))))\n", " plt.imshow(data[:,:,int(j*(length/3))], interpolation=interpolation, cmap=cmap, vmax=vmax, vmin=vmin, aspect=xaspect)\n", " plt.subplot(3,4,4)\n", " plt.title('x = ' + str(int(length-1)))\n", " plt.imshow(data[:,:,-1], interpolation=interpolation, cmap=cmap, vmax=vmax, vmin=vmin, aspect=xaspect)\n", " \n", " for j in range(3):\n", " plt.subplot(3,4,5+j)\n", " plt.title('y = ' + str(int(j*(width/3))))\n", " plt.imshow(data[:,int(j*(width/3)),:], interpolation=interpolation, cmap=cmap, vmax=vmax, vmin=vmin, aspect=yaspect)\n", " plt.subplot(3,4,8)\n", " plt.title('y = ' + str(int(width-1)))\n", " plt.imshow(data[:,-1,:], interpolation=interpolation, cmap=cmap, vmax=vmax, vmin=vmin, aspect=yaspect)\n", " \n", " for j in range(3):\n", " plt.subplot(3,4,9+j)\n", " plt.title('z = ' + str(1 + int(1 + depth/3 + j*depth/(3*3))))\n", " plt.imshow(data[1 + int(depth/3 + j*depth/(3*3)),:,:], interpolation=interpolation, cmap=cmap, vmax=vmax, vmin=vmin)\n", " plt.subplot(3,4,12)\n", " plt.title('z = ' + str(int(2*depth/3 - 1)))\n", " plt.imshow(data[int(2*depth/3 - 1),:,:], interpolation=interpolation, cmap=cmap, vmax=vmax, vmin=vmin)\n", " \n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "## Full 3D array" ] }, { "cell_type": "code", "execution_count": 141, "metadata": {}, "outputs": [], "source": [ "length = 100.# x range\n", "width = 100. # y range\n", "depth = 300. # z range\n", "sw = 4" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead of looping over the entire array each time, we'll build a series of constant *x*-slices, as in the last section. This should parallelize nicely. " ] }, { "cell_type": "code", "execution_count": 133, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from numba import jit" ] }, { "cell_type": "code", "execution_count": 134, "metadata": {}, "outputs": [], "source": [ "@jit\n", "def subwedges(depth, length, width, sw):\n", " \n", " # Make the basic cube with all 1. This will also be the lowermost layer.\n", " model = np.ones((depth, length, width), dtype=np.int)\n", "\n", " d = int(depth/3) # We use this often.\n", " \n", " # Visit each y slice in turn. \n", " for yslice in range(int(length)):\n", " \n", " # Calculate the thickness and make the wedge 'background' with 2s.\n", " thickness = d * yslice/length\n", " t = int(d + thickness)\n", " \n", " model[d:t, yslice, :] = 2\n", "\n", " if conformance == 'both'\n", " # For each column in this slice...\n", " for (_, y), _ in np.ndenumerate(model[d:t, yslice, :]):\n", "\n", " # ...and each subwedge in the collection...\n", " for i in range(sw):\n", "\n", " # Calculate the top and base of the subwedge.\n", " bottom = d + thickness * (1 - (2*i+1) / (2*sw) + y / (2*sw*width))\n", " top = d + thickness * (1 - (2*i+1) / (2*sw) - y / (2*sw*width))\n", " \n", " # Set the subwedge value to 3.\n", " model[top:bottom, yslice, y] = 3\n", "\n", " # Now fill the top of the model in with 4s.\n", " model[:d, :, :] = 4\n", " \n", " return model" ] }, { "cell_type": "code", "execution_count": 135, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 loops, best of 3: 1.01 s per loop\n" ] } ], "source": [ "%timeit subwedges(depth, length, width, sw)" ] }, { "cell_type": "code", "execution_count": 146, "metadata": {}, "outputs": [], "source": [ "mod = subwedges(depth, length, width, sw)" ] }, { "cell_type": "code", "execution_count": 147, "metadata": {}, "outputs": [ { "data": { "image/png": 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ZwOWZ+UBmDoFDwL56ypW0lRmVymZGpbKZUakbc31HNCIGwOnAJ6tFr46ImyLi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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_slices(mod, interpolation='nearest', cmap='jet', vmax=4, vmin=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have a 3D model. We'd like to look at it. Without getting into Mayavi, the easiest thing to do is to just look at some x, y, and z slices. Let's make a function to do this, since we'll want it again for the synthetic. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Other subwedge geometries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, top-conforming. This should be relatively easy: just draw the wedge and subwedges the same everywhere, then 'draw' the bottom layer over everything. " ] }, { "cell_type": "code", "execution_count": 153, "metadata": {}, "outputs": [], "source": [ "@jit\n", "def topmod(depth, length, width, sw):\n", " topmod = 2 * np.ones((depth,length,width), dtype=np.int)\n", "\n", " for xslice in range(int(length)):\n", " thickness = (depth/3)*(1 + xslice/length)\n", "\n", " for (z,y),v in np.ndenumerate(topmod[int(depth/3):int(thickness),xslice,:]):\n", " for i in range(sw):\n", " bottom = (depth/3) + (depth/3) *(1 - (2*i+1)/(2.*sw) + y/(2.*sw*width))\n", " top = (depth/3) + (depth/3) *(1 - (2*i+1)/(2.*sw) - y/(2.*sw*width))\n", "\n", " topmod[int(top):int(bottom),xslice,y] = 3\n", "\n", " topmod[int(thickness):,xslice,:] = 1 \n", "\n", " # Draw the top\n", " topmod[:int(depth/3),:,:] = 4\n", " \n", " return topmod" ] }, { "cell_type": "code", "execution_count": 150, "metadata": { "scrolled": false }, "outputs": [], "source": [ "top = topmod(depth, length, width, sw)" ] }, { "cell_type": "code", "execution_count": 151, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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BTwfenplPB75HdcWvhN/bscDZwIlUV4weHRHnlVCbJmdGx2ZG1SozOjYzqlaZ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\n7kNVdWqS27b9CZdefNf5cw4k5x5YYhyYvs33Jpv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_slices(t, interpolation='nearest', cmap='jet', vmax=4, vmin=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we'll try bottom-conforming." ] }, { "cell_type": "code", "execution_count": 166, "metadata": {}, "outputs": [], "source": [ "@jit\n", "def botmod(depth, length, width, sw):\n", "\n", " model = np.ones((depth,length,width), dtype=np.int)\n", "\n", " for xslice in range(int(length)):\n", " thickness = (depth/3) * (xslice/length)\n", " antithick = (depth/3) * ((length - xslice)/length)\n", "\n", " model[int(depth/3):int(depth/3 + thickness),xslice,:] = 2\n", "\n", " for (_,y), _ in np.ndenumerate(model[int(depth/3):int(depth/3 + thickness), xslice, :]):\n", " for i in range(sw):\n", " bottom = (depth/3) + (depth/3)*(1 - (2*i+1)/(2.*sw) + y/(2.*sw*width)) - antithick\n", " top = (depth/3) + (depth/3)*(1 - (2*i+1)/(2.*sw) - y/(2.*sw*width)) - antithick\n", "\n", " model[int(top):int(bottom),xslice,y] = 3\n", "\n", " # Draw the top\n", " model[:int(depth/3),:,:] = 4\n", "\n", " return model" ] }, { "cell_type": "code", "execution_count": 167, "metadata": { "collapsed": true }, "outputs": [], "source": [ "bot = botmod(depth, length, width, sw)" ] }, { "cell_type": "code", "execution_count": 169, "metadata": {}, "outputs": [ { "data": { "image/png": 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JkiRJrbKISpIkSZJaZRGVJEmSJLXKIipJkiRJapVFVJIkSZLUKouoJEmSJKlV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\nAfpiuwzMS0cUAACAQemIbinzU+mZvzGAvtguA0PTEQUAAGB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_slices(bot, interpolation='nearest', cmap='jet', vmax=4, vmin=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Making a synthetic" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can make this model (with its values like 1, 2, 3, etc.) into a model with 'real' rocks. This array of acoustic impedances has the deepest or oldest rock at position 0 and the youngest at position 3. " ] }, { "cell_type": "code", "execution_count": 170, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0.798 0.7425 0.663 0.588 ]\n" ] } ], "source": [ "rocks = [(2800, 2850), (2700, 2750), (2600, 2550), (2400,2450)]\n", "\n", "def make_ai(rocks):\n", " rx = np.array(rocks)\n", " return rx[:,0] * rx[:,1] / 10e6\n", "\n", "ai = make_ai(rocks)\n", "print(ai)" ] }, { "cell_type": "code", "execution_count": 171, "metadata": {}, "outputs": [], "source": [ "def assign_rocks(model, ai):\n", " code = 1\n", " for rock in ai:\n", " model[model==code] = rock\n", " code += 1\n", " return model\n", "\n", "earth = assign_rocks(model, ai)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can compute reflection coefficients" ] }, { "cell_type": "code", "execution_count": 172, "metadata": {}, "outputs": [], "source": [ "def make_rc(earth):\n", " upper = earth[:-1][:][:]\n", " lower = earth[1:][:][:]\n", " \n", " return (lower - upper) / (lower + upper)\n", "\n", "rc = make_rc(earth)" ] }, { "cell_type": "code", "execution_count": 228, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "maxrc = np.amax(abs(rc))\n", "plt.figure(figsize=(6,6))\n", "plt.imshow(rc[:,int(length/2),:], interpolation='nearest', cmap='RdBu', vmax=maxrc, vmin=-maxrc)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we need a wavelet:" ] }, { "cell_type": "code", "execution_count": 216, "metadata": {}, "outputs": [], "source": [ "from scipy.signal import ricker\n", "from scipy.signal import fftconvolve" ] }, { "cell_type": "code", "execution_count": 201, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "300.0" ] }, "execution_count": 201, "metadata": {}, "output_type": "execute_result" } ], "source": [ "depth" ] }, { "cell_type": "code", "execution_count": 229, "metadata": {}, "outputs": [], "source": [ "n_samples = depth\n", "n_traces = length\n", "n_xlines = width\n", "\n", "def make_synth(rc, f=20):\n", " \n", " points = 80\n", " synth = np.zeros((n_samples-1, n_traces, n_xlines))\n", " wavelet = ricker(points, 1000/(4*f))\n", " wavelet = wavelet / max(wavelet)\n", " for i in range(int(n_traces)):\n", " for j in range(int(n_xlines)):\n", " synth[:,i,j] = np.convolve(rc[:,i,j], wavelet, mode='same')\n", " synth = synth[int(np.ceil(len(wavelet))/2):int(-np.ceil(len(wavelet))/2),:,:]\n", " return synth\n", "\n", "def forward_model(model, rocks, freq=20):\n", " \"\"\"\n", " Meta function to do everything from scratch\n", " \"\"\"\n", " ai = make_ai(rocks)\n", " earth = assign_rocks(model, ai) \n", " rc = make_rc(earth)\n", " return make_synth(rc,freq)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Generate the 3D synthetic seismic volume." ] }, { "cell_type": "code", "execution_count": 230, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/matt/anaconda/envs/python3/lib/python3.4/site-packages/ipykernel/__main__.py:5: RuntimeWarning: invalid value encountered in true_divide\n", "/Users/matt/anaconda/envs/python3/lib/python3.4/site-packages/ipykernel/__main__.py:8: DeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n" ] } ], "source": [ "synthmod = forward_model(mod, rocks)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And plot, using the same routine as before. " ] }, { "cell_type": "code", "execution_count": 231, "metadata": {}, "outputs": [ { "data": { "image/png": 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/n+QbFz0HO458zolMsk1kdE5klG0io3Mio7vLvIroYVWVw/VCku6uRc+wFhmF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\nk7yzqt6e5HlJXlRVdya5UFUnu/ugqk4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "maxrc = np.amax(abs(synthmod))\n", "plot_slices(synthmod, interpolation='bilinear', vmax=maxrc, vmin=-maxrc)" ] }, { "cell_type": "code", "execution_count": 232, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/matt/anaconda/envs/python3/lib/python3.4/site-packages/ipykernel/__main__.py:8: DeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n", "/Users/matt/anaconda/envs/python3/lib/python3.4/site-packages/matplotlib/colors.py:581: RuntimeWarning: invalid value encountered in less\n", " cbook._putmask(xa, xa < 0.0, -1)\n" ] }, { "data": { "image/png": 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bvZP9+/ffe35paSlLS0ubHAd2huXl5SwvL4+xKRmFTZBRmDYZhWnbSEYP+xnRJKmqE5O8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\nAi9tinL9h3anAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "synthtop = forward_model(top, rocks)\n", "plot_slices(synthtop, interpolation='bilinear', vmax=maxrc, vmin=-maxrc)" ] }, { "cell_type": "code", "execution_count": 233, "metadata": {}, "outputs": [ { "ename": "AttributeError", "evalue": "'CPUOverloaded' object has no attribute 'shape'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbotmod\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbotmod\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mamin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbotmod\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mamax\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbotmod\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mAttributeError\u001b[0m: 'CPUOverloaded' object has no attribute 'shape'" ] } ], "source": [ "print(botmod.shape)\n", "print(botmod.size)\n", "print(np.amin(botmod))\n", "print(np.amax(botmod))" ] }, { "cell_type": "code", "execution_count": 234, "metadata": {}, "outputs": [ { "ename": "TypeError", "evalue": "'CPUOverloaded' object does not support item assignment", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msynthbot\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mforward_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbotmod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrocks\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m20\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mplot_slices\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msynthbot\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minterpolation\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'bilinear'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvmax\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmaxrc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvmin\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mmaxrc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m\u001b[0m in \u001b[0;36mforward_model\u001b[0;34m(model, rocks, freq)\u001b[0m\n\u001b[1;32m 20\u001b[0m \"\"\"\n\u001b[1;32m 21\u001b[0m \u001b[0mai\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmake_ai\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrocks\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 22\u001b[0;31m \u001b[0mearth\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0massign_rocks\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mai\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 23\u001b[0m \u001b[0mrc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmake_rc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mearth\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 24\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mmake_synth\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrc\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mfreq\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m\u001b[0m in \u001b[0;36massign_rocks\u001b[0;34m(model, ai)\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mcode\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mrock\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mai\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mmodel\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0mcode\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrock\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 5\u001b[0m \u001b[0mcode\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mTypeError\u001b[0m: 'CPUOverloaded' object does not support item assignment" ] } ], "source": [ "synthbot = forward_model(botmod, rocks, 20)\n", "plot_slices(synthbot, interpolation='bilinear', vmax=maxrc, vmin=-maxrc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Making an RGB blend" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we'll add another dimension by computing three cubes — each at a different central frequency. The nice thing about having such a 'three-channel' array is that imshow can display it directly as an RGB image." ] }, { "cell_type": "code", "execution_count": 235, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/matt/anaconda/envs/python3/lib/python3.4/site-packages/ipykernel/__main__.py:2: DeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n", " from ipykernel import kernelapp as app\n", "/Users/matt/anaconda/envs/python3/lib/python3.4/site-packages/ipykernel/__main__.py:5: RuntimeWarning: invalid value encountered in true_divide\n", "/Users/matt/anaconda/envs/python3/lib/python3.4/site-packages/ipykernel/__main__.py:8: DeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n" ] }, { "ename": "ValueError", "evalue": "could not broadcast input array from shape (219,100,100) into shape (299,100,100)", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mf\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mfreqs\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0msynthrgb\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mfreqs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mforward_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrocks\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;31mValueError\u001b[0m: could not broadcast input array from shape (219,100,100) into shape (299,100,100)" ] } ], "source": [ "freqs = [25,20,15]\n", "synthrgb = np.empty((depth-1,length,width,3))\n", "\n", "for f in freqs:\n", " synthrgb[:,:,:,freqs.index(f)] = forward_model(mod, rocks, f)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll do some scaling — scale each channel independently." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "from scipy.signal import hilbert\n", "\n", "envelope = abs(hilbert(synthrgb))\n", "\n", "for i in range(3):\n", " envelope[:,:,:,i]= envelope[:,:,:,i]/np.amax(envelope[:,:,:,i])\n", "\n", "extreme = np.amax(abs(envelope))" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "import json\n", "\n", "rgb = envelope[...,20,:].T\n", "r = envelope[:,:,20,0].T\n", "g = envelope[...,20,1].T\n", "b = envelope[...,20,2].T\n", "\n", "with open('/Users/matt/seismic_2d_r.json', 'w') as outfile:\n", " json.dump(r.tolist(), outfile)\n", " \n", "with open('/Users/matt/seismic_2d_g.json', 'w') as outfile:\n", " json.dump(g.tolist(), outfile)\n", " \n", "with open('/Users/matt/seismic_2d_b.json', 'w') as outfile:\n", " json.dump(b.tolist(), outfile)\n", " \n", "with open('/Users/matt/seismic_2d_rgb.json', 'w') as outfile:\n", " json.dump(rgb.tolist(), outfile)\n", " \n", "with open('/Users/matt/seismic_3x2d.json', 'w') as outfile:\n", " json.dump([r.tolist(), g.tolist(), b.tolist()], outfile)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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qHV0kUZ+58EOgeJ4TTMHAxVBipfcC6pUP5VfS+j3bBwHUX/sFtYZ7sdNLlfFq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\ngYCKXl4j4kW5t7c4pZq8BprCw8ZjSXPzt5abIsPHKmvmVMU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(envelope[...,20,:])" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(119, 60, 60, 3)" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "envelope.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By some miracle, the plotting function works without modification..." ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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ljlyM5/3oh0s830Fobqf6gdcySmgPf0Qx6PBlH9b7PE+f+yIA5RyvEhMvMZ4LR2mb0HSv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xFfH828r0OYOacH8Y6izNeNBFtml1sYNiIuV46bq+D2aebRDS+p1Adm8Ta/cCKJAMwimmkY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\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QTeAQaSnnh4ClVgh48ixmXU09C0rp8gA1gJVaoEmERPb7pZxPBzeKgYAY0EiZCtpxHJF3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dXwAf1tdM+YSX3N8rsMaZpKWw6iLLPZts5oMTVKlfUWqlsZZS2ftGt9m8rixPG+t33ATonto60h\nPsSrgb2scgEexdBUDQyqvsebcIbTTHpjeDa0x+uzL7JvyF1e3YODnI2mhBEBaNJpm2aXs0sXyo2n\nkKjsUYjhuiv0ufqAT2WbXIoTBYKssv+ZkgoLGW0LJ7V2imQRD6PgT0DdhoD/SkDGSDTzOnspfoQL\ni8DVA+Lr98UrmTE6isGMzpqpWdhtl9CA4HtZLDxqindQkIu3nMLxORmexCT3eIt3RRZAIv2TMgSm\noN6+BN5MoOwzGmYBZTHIh8ypgdZ8mEMwCkakqWXRxcKvqLpnRwS1xo8pkRGhbiYYs3UlKgj5XTbT\nKMg2DS3SVM93zVwvMLiSOPJoykQc6FwU8vrULxkrSunIQga5zi97IvWoqNDYzJKcJ7H1i7VTcO7C\neu2J0Ri4Jc+dMbQlwiVR452b4KyfFxYjM2bNZr2+AdjASHGbg/FC4/+NAI9ev5eDOgXcIznZ1+xG\nSNOo4tFEo+eueGR4v/IkNjLaC6wVDncgYhTqGugt0lBdaTA0TbXbgeaBzbyDrdxRrs9U7+UmQNYc\noWG20wq4vhLbUDWB3GBbytHwJSltFC9oqZMV5z42Wsdh6O3tcQaC7ObmFkHl/mSP5QQkiR7pPuJY\nSdkR2rK2Eto80FlGE/nJQ63BHQU3XBjBGL2uWtffeoU21NLS7gFch/hw/f6V4bL+sK92Fn2semRg\nxETbc7gfNeBXLo95lL1xdUyLtVfxr9gpV186zOY4D/Ce8Nab8Q50deTNYjOP5M2krxfwCMmAANBm\n0VQNaBhkrj1UgDIiDz/FimZCaeHTBECT7liYq4VsDgSn7eegdigTwFkyrjIj5QxOjWfNw07E6IsD\n5IsqzXeQKaJFiSU1jpntL/ucM9Or7SvTPFuxCk5Bm5VP2x9JpH7a0AbLckuafXU1lRzvuNKay7EJ\ndiZjleUqdgjCno7qXsHZ93MaoZCEsLYKu6VvnyYtMJztzFOg4K39nLl4TkrIUFuCaVH9vl8bcw64\nj1cNnxYUJXXEvkoo+SrrbLG4+AATrJ8ZeUSEn1NnrFQeBI5vaBkV50+C02BKiNBSPHxxYIF3CHFq\n6dU+KSvemZBDnYyC88wLawbSQCMLCOtX0v2KiXf0QSM68rrcG6v3GUITGbKwEvu7eGHHIa7lWrxP\namS2R3DAszrnNKKrts2kHjqu9sFFHs8ZuIAR8xnJMzzsa3vRaN7KeRlAFhWKbGr7r8zDRqapoZM8\nlPGIHh+MVjNgGFU+ltiH3SKxhjXPk8hExXg8t+L2EbQLSBOIc9CWEDmPFCWZBK1ptinO47MyWwRK\nG4b96bgPEtJN8LbtKlQ1pnyaYR+rStC+3mYGLdff667vwSKTrrAexKBHFz5ackqYwqxVoHja24SB\nS9yfOLhBsVpcGRludnmfMMeVxjEdVl3zdRMJtMS1/R0FkFyPTlo3i4LePDaVotCeGD2Oc1MvCs5+\ni6uXBrJ+TDeVWFUkR/jGay3eVd9xuTei925t1YzVkT3jhmy42XzF6tVBG6b9M8HbyhgMwRCnPXgk\nj2byTKbV2DBAemQID+JQzUDp9NAZD+Sg1BGKjtnkgs9eZ30kiGS6vUO6Sx2uFRPIGSDNNjp0oZSh\njftK4vyz7yawRZHS4VUDTc6FVFyDZdrO47Rt8pe2QeRA1GTNG5vDZO2VhGgwz8WNGsGON0zLw0Uz\n3ZrRNpJ/klFX8B4dIG1eS454kyXfaZgG6r1EU4wZIJK9oSV5sDyfs2aKza1RX3UOUtrEqN22oQIj\nc5X1rM0DmVqfAFSGxwDdEuC+Pui77Jqdt1kC2Y1Dsdc/Uip6jxQag63VtuOH/T/GudBklr+JQWol\nkp7rSBT3ZhcvsC1gWYhfK4N8L1ebrKDpqtrLQM2n/kosIbpqbE7BvCpkuFLhkSjjnpnK1sxRiP1g\nfaHVibi6YFK8xjvnhJwyeFsldSFXdpFK/7DjXcaeLvBFuYiPstnSAAAgAElEQVSYtG2y/zMamPwy\nqK8Clr3U/jqearyy5efKyCzixLPtriqL+w4plN3OVb/W1rlhI+DuLoRTDusxPt6UHWS/8STfBTZB\nPI6n8Pkyp11aRFnflSDG+N1GuLvblryg/sQQp/l2ob44wxmIeNf1mEbBqFFLlHCXCHfbzEBuKuoH\nsQAJvyw77sZ4F51FfoiqEFLicY1z+W7ViOf2btukr5cw6O+nCGo0VEbQ+MHuCo0vz6HynBx8NTLD\nYGQej6Zf4N0YbSNVfVTNbuRlO19HeB/Cv5+DpcioiI/x7VktB2fRoNRW8AS8D3fOaFLYc0pzbV+P\niw3GI8XJchDvkR7cVnZgAj6KoelhJFQzcGKAM4kX8R7SV7sCFahvJCBzZrAeWRJvlaO2bG9ogJq7\nywTNhDbJjuEh70QKnOAcFb/wsil42fYndSucoQ7FmbqZHH8aR8iDe80LThULvFXJzlZuhzf642Oq\n91H6cWAMGA2Txw/Wh9C3gosU51mNpnhmNYz9Of2SNdQue9jvAEgDqj2MbdJHLCHVJQHS04aSPGXM\nMw5l5+SyE3r1pMwWMzZnYAk7xh5AV4KXCI2TdPRP7QtcD1sfkFcVLDBpuSmSbpAuYNjuluSTGgyJ\nkRe6peHb4m2Ku3kKu4raZ2dGW3yrMkYGHU+QyJUtYXwgdSBsgiTJzm3UAAZjGnGm8Nx68HucnzZY\nkhiPOOmW03moudXzuhhtS/2O4REDrkeOVumnuJasq4c8VkOXZlGUZDyPGWzjqAxUCvEIiMJxHtsq\ncVIjh2ncP97POwnU3Ih2fcWLncuhAMlx3jfqYw1U/xeeG+ypHBYXzcimnhCyNWvBlkgM5N1syBO9\n58lBGMDDxtvo0QMvm0Oi4dPXgIir2/u0wrIoa9gfpxuM5PjmoTqGtY3vmlfxSrimvwXvQHf3Abvz\nLFil4Z2jWHhfm6zeY4c78DgeTRVaOTcHcTO7QnBNqMa6PmN0s/vQPQhA67Gz/SA5Awl53ofVcu+i\nHm3Xko2yqwl9H1AGpQ1J09BMgZIIiMz1CkOldxgjNC1uVhYGCugI73F4GoM02lkSUMxRtjPNilAa\n12Nf6n2go2ZylsyiPZ4anu3vjJSRpE6UtDA0CfEsthWzERq9N7byoMCW6ArjRk1Uik6p4yqR1Aoo\n1DlFamK0MWTRYe051Wom27Op1EFKD0sdVrg6WShcV578t1TeHe/FXFeca1oFqjhcwOdeTgnrrMY0\ntaI9GqE1TJIuXKWo4h2Yx7awYuibVRhwYdb9oYM1RTK+DYBJz62l+sFoIFX76whlfzY1ia1m4Hph\nb5w9RZA9mpB2tbkB9PqoHdIlFgVDShM7i0YVS9YM3LYi08GozuTHsawWG7t3zXYjXTxMEJrzY1v2\n+Qr03SN4dnhbP+3QciwrAZ4ttkXliKHpD4/6diJgzPAGRJdJlEDGXg7URbTeGtKH8Jd663LGbeMJ\n7jEaYYuLJXNFa9qKJwctvzmIesm3s9pO0ELTb7RPGYO3ZSxu9O+w0Vmse9fGvCXvdVuxydvDj/s8\nG9a9tz8sPPZcMMuBMa3PKpz02VRs1TJ3uUVlCOy3SWn1PhZjH2GPpu0DqhNNOFgb7o2n0J4NKJC2\ngblBnqFqFC7mUOE8r6isCuzgwjOcNePetlb1LC4+t8pdW29QHqZlcf05RdnNj1bAMoBN9rIukJa5\nkNxAXMEoFUX3naX9LWG5d/UiOzMt7KwN17WjVyRh5qzxhHgW29pocPGxbtwTAA6a5SiwzsO6uvcY\nCCvbMtV3DEjIMTUUCx7iNCvGFoD2DU2jv1YBsEUAzoV2ZiG2pSyeto27L+3LDNYzSpgua7y1I4kI\nrI+29EEg5ExiZN44vdj+b0N57xi402tqLLC2YV1g0DjUmGyV7Mysi0Gdyiqfpj9RRqaxgcvhrfKV\nhEduG2jj8txRmfLcWsTDg+8IYCw8XYO5mUjzMlHZP7XXXDfsAD/+5opjOjwBINBviTmCNxPSJvNi\n0xwNu+Op+1CvyfLalyEZk4TedoW29CMlJFiCK+oe2bMzZVxsP+q4mtElicDRvaguk45NeNJ675Z9\n1fCFqGxSmU+DxBv6QiNDELzpXMZpfQ7kHJ+nBgxSx8KxZCsG0cichmIuXqamjONgSSRvAwqfzqf3\n5nqQbbfVWcK1D7N2/6QxLe4UFHX40aLMHILBZr+ucTyIhXwD3mFEruxnN8fj9hngOrwn8EgeTf2+\nZISPyEiGK3kFLFzsQEHLu89tQO/g2dV3SKgfwPm5QFe5Dq6y7Rls5e7BjmiKkr2XjMszEQHbpklJ\nOgOZDuMMLG2kWOhLsSbr2XfLZsPq/noppWRvnCXdHtfZfjkKF5Rl2OOKVfzlYZXVXs89unieVT0G\n0jOwZa1ZrhqVV+STeo+mf+5aDAfoq19sEw8hNavdByiDZJHGstW2q+Uyswa4mMJkhiYYua1+VW0i\nEO5EYT+eLPOlgqTRHyXL+DHwPcO29/7QS6HeJPzSziw9AsyyEHLJx1fwq+p1K0iiVBu3y4VLNYa3\n43i2kLNtnziemVFIZRIifAANy6ybaB1VUeGpRmbmtAyxn+JMJSPvdrivjNerbLecG1cQXMG7N8hf\nevAFOVzZHlM6bliSLqu7V+ku9m459uMWCFESEZ/1K7ipnbGA3WiDUaWqk95gMDE8+PFKvGuD7Wr1\ngUjwPehxrSpy65asqKvepziJn0ftCfA4WWdvAbJ9cEA9xKz/RCm2DKqS4ZSa9x4F0bAaWSoV/U6V\n9gpPvRuF/qPjrHXaKrfPqZIBmLNlEA0GGFG1Wv1IaMKy8QmO0Tg1KggZevVIEsPZVvPTJkLZQ18f\npbMfeUyfA2wv9Z5nrweluWigroQBc/15NaLKSFfh3yMcq59cCelJRajWp9WBcdvqHquXJAG0rSqt\ncCb1Csq4FPMyfhhibJPdEvvYguq16DLsQNmb5i4XAu2NZkQ+AsWbynUu8pFw9BRffS8z6HJZH5we\nX/Ew3cflZ88HJjeO047zQiqKIce5M6jD+S3pflBfiLqun9IVOlLBkdxoLDkH2lLCirtr9/HqbeNp\nMuOKkz38qKEgzAcrzGUxTuqpva/FO3iwTh+RoZtlDNq/5vndLCx5ygQ5OAkEN9knbOOUXIc4Dhq2\new3rDyGELwVUZ1ceeR43Nc3UTVs4uKl7GFfxvqji3vuZ2tdhccPzq7k+eMPaebMOx6iifA5CGddr\nXgyumDAudFM5dP221QPNfLKGpnUatSt9DDCyZvWEG3GcM9ieT9cLxZvxNOM2nN/IMF02F6HDFjqW\nm/aZwoMrlefnwdmMN8lgaMlxRIfP4HzRBER6piThxTF8zVicbP+sregz6xlOWW15Rr4wcg7nYKog\nJcj7npiqUrYeAmdbSbpRW38RQGbUHDWE1KNG0JU3W0jJsMW8Tj0MCy/LEO+dWgW2K2i8ZbflGJZh\n5jtmgMzItBDd/f3EezjgQlcZmm54uVLJlWfVeSDpvSTXkEsyk6PhdA7MoEzAs+PvudFo/WS/TefS\nPnaeBwCJkImKwce9P/wqysmajOpQVIeQKFMCp4LDUwciwFxKh2c+xT/ydRoA6Ce/zi01JpJ6rNxA\nPYool0ic9R7iiGed6Mh5p608dAst4fAMvyWT7vbRJDWOj+Mc+9dolgPOVWJCJQzzBm5qpVZ0cQBs\n67bUeRRXy/xPvpDgCvVgHthibrUFhEII9Q2L4+5AO2yImSVlh8C+JHCN7un9DyPwnbLNoVIbEtf3\njtZ1xVBYbW5keqWDQuxS9UzE8tbx5Ov714WRXZg3mmwLlfwosuhqdMnRPfyGszwqv5cQltbCsx0n\nOYwDBbSPNbga0cUrT9bQdI9bas6hkowSsH1lZmSKgZGAFM73eRQ8DVcRym5XEqsNpIYQxNuWL2Jo\nuvGWCLZG+Vg4m2fPDsXOgJ83ltU7aMeqbESiwKoBfywpw/1BZRADmh9EDBZZcFCBngXnyyXrmV7J\nk5qQHpcQV+Ee0s6UhWZNE/+SKLEmua7tF5+3bMe5oCzmBTlWjsBBMTSfx2iD0M3NYMeVuGLoiBY8\nKcveStXOSRXZm4BxM74SPWNZl2sFgSB7HjnJHzJV+srNHs2bkkRwSSSkylClV1JRVFh5H1uSmwzL\nQuajexXOzEC+HH6RSbL2ghP4GhfWC4ZrjAsASMSSBTZ2qucEiJPf5hSDkJTnbrXn4hqlCdfNPdJs\nr9sm/N6MMjdMIpF69IQlZQsLHF779VAid46+wTD1pBjxYdIbmrBwZ1dbgyF/m4lwbRNFBJIegaIG\nsdNlPQ+ikWlh2hsVOXw83HaM/HW2DcXjAP5/DBQ+Jz1UVlRgPu3nUy+ueJnhScXKnI3W5AxnDBYW\nngfpW95t+3aMb7UoZmscj6y/1XWuKCUamWUcCt99Hj3lOrA6VzU+zh5NxM4boDNCUkMzfLVZlQnP\n3OSMsj4fDqyZDW9QYv2A6IapUUCyxTOGkTBJ5lc/jcQFjYWcqvHDXPRVawuFM/p2R5vcEG85DU3w\nHJXBTLhkt92L/m8hfqQKmaFpZ9ZRwHJv3y1FXJdPjomaWjzZ8SVLec8S8unKE1mKdsATWzR7m1q0\ny9ivV5aLN7i+LtOz7El6WTLOAtbvBd+IeRzjPe+YsG8q323ITQErJcItigi8n0rBSh8pskXpHJVB\n/lAJPEsNrbArikxlQ70YzVQaFUPgl7i2gtlQYOVf69aS4yS/JKxZM3d7ZgVVcpUuPRQvnEG5xwuj\nZ2YK3M/xiKhn+wZQhdwFg9g+CRI+F/mk5Q7bo5o9gaaoLvcxmmcl2Rgw49lOmS8aqhBYuVA/wNWH\nQ0qalTR6CGF0GeaRv23bDtgYfl/NjniqvZMtmmNLg+ycUMU1cImCMEfkjU6V15IY1QXvfVxjiG6/\nr/NY1EuyBVun0fC+67MlEQ4AbBWu5Y3pfAWFPl3PfjdmW/nmeyrLPODYyV5sTCqkcpQlQmgjl7JT\nZGOf7rAT7FMyXA986gu29ekCMwNwIZd8vlWDMavMnxkeT7UDLkPpFkN1Rhc+2XuodKF2j+4R2bRG\ncrcJqn/UeDd6M5Xw9qLHBHre5XkF32MSanHXGccxCjJtnIxesaY9xfSgEb3X8PDU4tGHNzRZFSH0\nDIOazwjFiFKBwtmVAtEkSqeKrlIUSc575/RNcCWoB7X3fs2VMXLDxpVHtr2OpWBGUmVQhbsp1eHA\ncTYBuVCSpG8gZznSYDN+8Bqs56lk1hXD3eq3Sa4KeJJpzOA6Ii0Y/MsJRhz6cx7+Uoaa0MpRN4Iv\npT5faJC3AU5uy3gmTpLTGt1KVmU4+xi1OCQXxqtQuk2VvdT0L2c5UzTbHDV2/lIYnCkIH/k0IB/r\nPIl4CgyRCWTzPNqRFJ4lQr3KUr5KHYylQUuCbaLUzaYsI1wWeVaFIIHC8RmV4mOKNmmWWVvxNwGf\nM8o+5kkNOkdG2Tpz1igM7NmA7ApbUbj13BFPgMvF0HOblNSYMj6zUAJQzuJbKbG2yJMzY3Twk8tX\nGii7YS5YUK/zD+0EAnQNizEjGQvjT80cbSGz+H8vLSM1Hm6KtuKAnPH+tLSnAXY2ZR1aWkCmQh+R\nkGzhgYwfGflxbbwB+jtIVW5HmgLvXfDIJEec3G0JaWsZem10eckBT3MKlsEjhMntDeZqmonnlpBL\nP+zgqVwAd4MzKMvi9Y6Sa8q6yQMTRIpg7F6j9ZRsJ3z2Jtqi+QiYGFtK2FLC3d06jNSzwXPbv1Dd\nIOg1nT4bL3DV/rIOy74PesS7EiU5j3Tb99bOz+usiDYwlycMOta2KDB5qLtCVd8fqcfGTeZ4LZMH\ncnWIKvm2oj7KhiffbV61OPfPDF8HVzQVvXBrEDxLCH/Xmp33R+X170V6EQoY9e+8LsulIHrFXptU\n2xg8JrlmIp7LIhCXqt3AdDkwxrfamnDAKN5rTuAYU3gcj6aFLqaaSca9skPDUDvclEdLVANTEIxR\ncTH0hBLqATgMSZTXRAROW42KCZLRSp0JPAYyyMNOvZHQZB5kuqueA6gKq73M4XPtKNQwFhCYajyT\nKmO2F2MEDAnhzRYi21QmjGBTpTaLARyWP11JNC/h1NAESAmPsC0nLIeV0Op6VjwvPPAABeVfP1IK\nJFYxDxGcOZvCXNefNlVkLYx5hieo2jNqkHU8oUaZM+Z5k58MEHkgzoBJMrK259ixCmHvT3U1XJww\nWDAp3SwMOOt/nf/VvXzRrIZL4gkfRciabhgfq9oR5BMrja94NBFUOewzUl6QcQHAl1U7DYdW8FBd\nbysrqLSF3fBmzJAlQHFU5XCCT2bN3ky5m9TutdW6Tcnv2hOxcF7N5Xe4NzI2E2ShZ1t4SxiSl/iZ\nG0Q1Dm4TmNfshsiXFwHm8du2VJ9BqBCPj6jeC1+KGRHmw0RXNIOtY2CqxCwjNlJCSsDdHeFuq+WT\nZM4lhEwFHZ6IOHr8fTvJBwqxRSFYxMAunqQGMeGVuwbP0J9rY3N2t6FTFJ2ETBeIsp5jwq+mJAZo\nK3iu5r74HGnQ7gbPSs+n5gJ3b5AhoupsHbEVcN2En7xyl7oFthYbhi4GV5hVlncseVrWUwDP3E5m\nGPVPzNXxo95MUzTrUo/Xo6UwZMvCyFHhZcxx6T2DB3iobyyWd0oZ63eTbS0bOirKIXu71XdC6Zj1\nVF7bHxvb077eImNG5spoPSiTuPkcGiajsqQvV84fK3hOwq2hvkL0kfZo2ipIq++4jmGtiSF6ZVkT\n0JV08xSGEkRwhYRBlqAklofqjRWYUUid9yai7gF+g2ckIQ0GZ0PGhichPPVu1hNLJ8dSiTVjaKxw\nmaCJhmuHZxbPipwvOcO1hGlxlCoN4U2JplmlHjXK5gSznnXZ6BP5AlymeOpDbLiaAlYUDUVDetW6\nHNxlFjSm23oLODZZf0sYb41NZuBykZT+Oa9n2VODmuHUQpKhSrmHjsYX9fnqwoIhU/yofqB42Ee0\nE3HVjI1N1IEwmQQLnfaBo1JfnIKHgkvs2YrbyvjShZbbGIngR0Kk9sxW1r8uVL6OmpAFgP0VRYR3\nYreK55SQB8ZhhOJ5rQ1Nx43VgUqseyuLfkoR54jHDNXWXoDQknlXnMsMykmk3uy2HIQe1DI20U9g\nI108MuPFlKcOVYr9pp8rVtQqcIH3TueS03WgZKrpxYrM5pFcDLR7UVuFm1GiX7uoBpNojkBow6gW\nquYgmuLcSFzN+xTCPEdTQvlee8vn08hAGip71qSB/DNcFwYxQSMOqI/46eryYRc+7HPGhGyP1gLP\nsbFn4n/UtxYZYYvdFXQGCrlKXuM5wu9pgzk8nDivZSnuYdp/0Z8ayeQdI9Hq8riFqyOuqCl6XZfT\niH70Bua6vcyW+yQNHhW9dFz7le1q1ZEKNe3TBaoWtcm8Z7wR6j3Rt0/07s0KxUX/qjHMNl87KDyZ\nw//PA493jqZsqkN7GKgwbWVgGo7mhmYg2hLuGChLhQliWC6Vd8DFW1eEwwIslfvIigSrUcuV4SuF\nC67sbRgx4cgRbM+islnHs4TKrRQ2Ei1WiLhDk8EkaVksAZGHHMP2vFIw3FcdAl/xIt1bGr0QRFgK\nPoLiOWxM2WsLlpDWHA1EY4be12PBFvH0VPOGI7MnXbKwO8kXNQudtYOzg1AmS2Qp71wYuFyyj6bF\n8lvIbM592U8e3KMJdBQSCWeQrrvfizN4v/mZRkosJNxx7c+0+gae70j7KgzJ30ExUEN9K3CjBEEH\nULhcJGNqpvmcLF6+g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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_slices(envelope, interpolation='bilinear', vmax=extreme, vmin=-extreme)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's turn all that into functions:" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "from scipy.signal import hilbert\n", "\n", "def make_triplet(model, rocks, freqs=(60,30,15)):\n", " triplet = np.empty((model.shape[0]-2, model.shape[1], model.shape[2], 3))\n", " for f in freqs:\n", " triplet[:,:,:,freqs.index(f)] = forward_model(model, rocks, f)\n", " return triplet\n", "\n", "def scaled_rgb(triplet):\n", " envelope = abs(hilbert(triplet))\n", " for i in range(3):\n", " envelope[:,:,:,i]= envelope[:,:,:,i]/np.amax(envelope[:,:,:,i])\n", " return envelope" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/matt/anaconda/envs/python3/lib/python3.4/site-packages/ipykernel/__main__.py:8: DeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n" ] }, { "ename": "ValueError", "evalue": "could not broadcast input array from shape (120) into shape (239)", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtop_rgb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mscaled_rgb\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmake_triplet\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtopmod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrocks\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfreqs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m25\u001b[0m\u001b[0;34m,\u001b[0m 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freqs=(25, 20, 15)))\n", "plot_slices(top_rgb, interpolation='bilinear')" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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0u8y5B0NGXk6bASHD9sCzqcP5SGOdTFSheURIO3MvTCFU9nqW7eKlHci038Th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\nB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gNrNVIeGHNFrxuyMx7u4M1dwwpQjFdXsKwTm01kNSQ0OC0L2IKsIMzG1WLcSOWqGnLT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6X3vttXz11Vfza17zGj569Oiqn+H222/nK664gp///Ofzz//8z3OWZRO/D0FYK0SjolFhc7OR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\nUBR24tS2SDWv7WeE9T/9t3n8Tz67f56b//t//15/ogUPHK86Rvn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qInlt6st9pFrQCxOV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Over9k0yj/92DMRHs0rrrgCV111FV7zmtdkbSKCt7/97Xj7299e2PfOO+/EjTfeiDvvvBO7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R8DauGWhSba+SxJbm//vvb6Pgzbq2jvLAWAKaZi/ibRTcx/6athIF+Ftf+T/eWwjtLXP0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\nhJl1XTP4YuPYHxIVkSiNSQUH3SAfx5flQAv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bot_rgb = scaled_rgb(make_triplet(botmod, rocks, freqs=(40,22,15)))\n", "plot_slices(bot_rgb, interpolation='bilinear')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Real decomposition" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This three-wavelet thing is hacky. Let's actually compute the spectrum from a single synthetic, and build the RGB plot from the Fourier coefficients (or wavelet scales, or whatever). " ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [], "source": [ "synth = forward_model(botmod, rocks, 15)" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [], "source": [ "from agilegeo.attribute.spectraldecomp import spectraldecomp" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [], "source": [ "from scipy.ndimage.interpolation import zoom\n", "from scipy.interpolate import interp1d" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [], "source": [ "spec = np.empty((depth, length, width, 3))\n", "\n", "for xslice in range(int(length)):\n", " spectrum = spectraldecomp(synth[:,xslice,:], window_length=8)\n", " \n", " spectrum /= np.amax(spectrum, axis=0)\n", " \n", " interpolated = interp1d(np.linspace(0,240,spectrum.shape[0]), spectrum, axis=0, kind='linear')\n", " spec[:,xslice,:,:] = interpolated(np.linspace(0,240,spec.shape[0]))" ] }, { "cell_type": "code", "execution_count": 110, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(240, 100, 100, 3)" ] }, "execution_count": 110, "metadata": {}, "output_type": "execute_result" } ], "source": [ "spec.shape" ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(spec[120,:,:,:])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bugs, improvements" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I don't want to get too carried away because this is all destined for [modelr.io](https://www.modelr.io/), but here are the most obvious improvements to make. \n", "\n", "- It's slow. It should be parallel. This would be a requirement for modelr to run anything but very small models. We should pre-compute some default sizes, perhaps even dozens or hundreds of them. \n", "- I am not getting the 'last' wedge, which should be completely yellow in these plots. - The so-called frequency in this code is not really frequency, it's just a scale factor. The code would be more useful in real time units.\n", "- It would be better to generate a volume at one frequency, then filter it back for the spectral decomposition. The current method gives too much bandwidth. \n", "- Maybe this is a good time to play with spectral noise. [Here's a promising example.](http://stuartowen.com/home/2012/06/09/simulating-noise-in-python/#!/single_blog)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 1 }