From 1f1522da0168f45faf3a043b81329019d9211551 Mon Sep 17 00:00:00 2001 From: seogi_macbook Date: Thu, 4 Feb 2016 11:36:27 -0800 Subject: [PATCH] Minor correction for notebooks --- notebooks/2DinvDC.ipynb | 118 ++- notebooks/CircModel.ipynb | 74 +- ...cModel-Copy1.ipynb => CircModel_app.ipynb} | 12 + notebooks/DCR Pseudo-section Simulation.ipynb | 27 +- notebooks/DC_Forward_Live.ipynb | 46 +- notebooks/DCinverse.ipynb | 842 +++++++++--------- 6 files changed, 539 insertions(+), 580 deletions(-) rename notebooks/{CircModel-Copy1.ipynb => CircModel_app.ipynb} (99%) diff --git a/notebooks/2DinvDC.ipynb b/notebooks/2DinvDC.ipynb index e05e9648..bec4e762 100644 --- a/notebooks/2DinvDC.ipynb +++ b/notebooks/2DinvDC.ipynb @@ -6,18 +6,7 @@ "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Efficiency Warning: Interpolation will be slow, use setup.py!\n", - "\n", - " python setup.py build_ext --inplace\n", - " \n" - ] - } - ], + "outputs": [], "source": [ "from SimPEG import *\n", "import simpegDCIP as DC\n", @@ -177,18 +166,26 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/sgkang/anaconda/lib/python2.7/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " if self._edgecolors == str('face'):\n" + ] + }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEPCAYAAAC5sYRSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nswpyuJuZVZDD3cysgv4T1DGdandC938AAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEPCAYAAAC5sYRSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n5HA3M6uh/w9x5JF4EBHHlQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -213,7 +210,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 12, @@ -222,9 +219,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEPCAYAAAC5sYRSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEPCAYAAAC5sYRSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -241,7 +238,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": { "collapsed": false }, @@ -252,7 +249,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": { "collapsed": false }, @@ -260,18 +257,18 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 15, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAEACAYAAACtVTGuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nV9T6sRBynTgAAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAEACAYAAACtVTGuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJztnXd4XNW1t989RdJIGnXbktXcMb1jCBBMd8ilhZpCQrmE\nBEgIkIQSCIabQEICAUKAS4Dv0ktCINRQHAwhFAOxsSkG9yJ3W5asLs3s748zRxqNZs6cs0e2PPJ6\nn0ePx2e0TtFI67fXWnvtrbTWCIIgCEIqfEN9A4IgCML2jQiFIAiC4IgIhSAIguCICIUgCILgiAiF\nIAiC4IgIhSAIguDIVhUKpdRSpdRcpdRspdSs2LEypdRrSqkvlVKvKqVK4r7/KqXUAqXUfKXUMVvz\n3gRBEAR3bO2IQgNTtdZ7a60PiB27EnhNaz0JmBH7P0qpXYAzgF2AacBdSimJeARBEIaYbeGIVcL/\nTwAejL1+EDgp9vpE4HGtdbfWeimwEDgAQRAEYUjZFhHF60qpD5VS58eOjdJar429XguMir0eDayM\ns10JVG/l+xMEQRDSENjK5z9Ya71aKTUCeE0pNT/+Ta21Vko5rSEi64sIgiAMMVtVKLTWq2P/rldK\nPYOVSlqrlKrUWq9RSlUB62Lf3gDUxpnXxI71kkZUBEEQhBRorRPLAK7ZaqknpVS+Uioce10AHAPM\nA54Dvhf7tu8Bz8ZePwecqZTKUUqNBSYCsxLPq7Uetl/XXXfdkN+DPJ883472bDvC82XK1owoRgHP\nKKXs6zyqtX5VKfUh8JRS6jxgKXA6gNb6M6XUU8BnQA9woR6MJxQEQRAyYqsJhdZ6CbBXkuObgKNS\n2NwI3Li17kkQBEHwjvQpbEdMnTp1qG9hqyLPl70M52eD4f98maKyKbujlJJslCAIgkeUUujtsZgt\nCIIgDA9EKARBEARHRCgEQRAER0QoBEEQBEdEKARBEARHRCgEQRAER0QoBEEQBEdEKARBEARHRCgE\nQRAER0QoBEEQBEdEKARBEARHRCgEQRAER0QoBEEQBEdEKARBEARHRCgEQRAER0QoBEEQBEdEKARB\nEARHRCgEQRAER0QoBEEQBEdEKARBEARHRCgEQRAER0QoBEEQBEdEKARBEARHRCgEYSvSHenmg4YP\njO1fX/w6H6/5eBDvSBC8I0IhDHs+WfcJ76x4x9h+v3v3Y+GmhUa2f//i75z73LnG154+czqvLX7N\n2P6LDV8Y2/ZEe1jfut7YXhg+iFAIrmjubGbOmjkZ2UeiESPbDW0bOPzBw42v/ft3fs8jcx8xsv1y\n45d8tPoj1rWuM7J/4csXaOtuM7Ld0LaBd1e+S3t3u5H9utZ17HrXrmzu2Gxkf+9H9/KDF39gZAtw\nylOn8ObSN41sO3o6+M3bvzG+dlRHieqosb3QHxGKHYg1LWuMbe/7z3384p+/MLY//vHjeWnBS0a2\nL3z5Am8vf9vINhKN8MKXL9Da3Wpk//wXzwMYOftINMKLC140dvQvLXiJqI7S3mNm/7fP/0ZER2jt\nMnv2xz95nJauFiPbda3reHb+s6xtXWtk/8KXL3DNP68xdva/fuvXXD3jaiNbm8WNi+no6cjoHMMF\nEYodhC2dWxh3+zga2xuN7F9e+LLxyHhty1r+texfbGrfZGT/9y/+Tk+0h65Il2fbd1e+y8b2jcb3\n/vyXz5MfzDeyf2/le+QF8oyv/ez8Z9l1xK7GzurJT58EMBKalc0reXv528bX/sunfyGqo8b2j817\njIiOsLFto2fbqI5y/+z7Wdy42OjaAFprjnn4GF788kXjc9j8e/m/jQcL2wsiFFnEg3Me5OUFLxvZ\nzlgyg/aedrZ0bfFs29LVwlvL3jIemT7/5fNotNHotL27nRmLZ5DrzzW6/t8+/xv7VO1jZLts8zLm\nrZvHUeOOMnL2982+j/P2Ps/IUTc0NzBz6UzO2uMsIyezdPNS5q6dy/jS8Ub2j8x9hN1G7mbs6B+Z\n9wijw6Pp7On0bNvY3siMJTOoLao1ioL/texfrG5ZnVEE/eayN1nUuIiGLQ3G5wBo6mjivx7/L+P0\n3/aCCEUWMXvNbGavmW1ka4+MTBzmG0veoDSv1Hhk/LfP/0ZdcZ2RUPzt879xQPUBVORXeLZv627j\noY8f4qL9LzJKPd3z4T2ctcdZlIfKPT/7xraNPPP5M1y0/0V0R7o912fu/ehevrnbNxlZMNJIaH7/\nzu/5/j7fpzTk/XNr727n9vdv58qDrzQSmTeXvsmGtg0cP+l4OiPeheLOWXdy0uSTmFQ+ycjZ3/3h\n3Zy959msblnt2dbmvv/cR01RDau2rDI+B8CDHz/IseOPpSpcldF5hhoRiiwiEo0YOVutNS8tfImy\nUJmRw3x47sN8Z4/vGNkuaVzCrIZZnLHrGUb3/sdZf+TiAy6mIKfA8/Ufn/c4B9YcyO4jd/fsLNu6\n23hgzgNcuP+FRqmnuz64ixMnn8iIghHkBfI8jcw3d2zmno/u4eIDLiYUDHke1a9pWcOj8x7lkgMv\nIRQIeRaa+2ffzwHVB7B/9f6er6215oa3buDqQ66mIFjgOaJo6mjijll3cM2h1zCqcJTnGsfHaz7m\nzWVvct3U64wjivkb5vPKole4/KDLM4ooeqI93DnrTi4+4GLjc2wviFBkEVEdNYoItnRtoamjiV0q\ndvVsv7ZlLa8tfo3z9vo+rZ3eI4o7Z93JOXudQ2VhpWeheHfFu6xpWcPxk46nMKfQ0713Rbr47b9/\ny6UHXkp+MN/zc9/yzi0cVn8Yk8oneRaKNS1ruP3927nusOsAPNv/6q1fccKkE9h5xM7kBfI8O/pL\nX7mUC/a9gMrCSvKD+Z6igtVbVnPDmzfwP4f/j2eBA3jikydY27KW7+zxHXIDuZ7tr5pxFSftdBIT\nyydSWVDpydlHdZTLXr2Mqw65iqrCKqOBldaan776U644+Ap2G7lbRhHFn2b9idriWg6uPdj4HNsL\ngaG+AcE987+M0tXTCl/zZhfVUfwqwKy3C3i/tJXDxri3fXTeo5w8+WSeebiKDc1tdHZCbq4727Ut\na3nw4wf58Psf8vxnr7Kpxf0frdaan772U6796rX4fX5C/gJPf/R3zrqTieUTOXLckSxpXOopGlne\ntJzb37+dD863GuW8OHqtNZf84xLO3ftcxpWOAyAUdD+qf3fFuzw892E+/oHVZBcKhDw5+qc/e5pZ\nDbO4/4T7PV87Eo3w38//N+fvcz57jNqDda3rPDn6pZuXcukrl/L8N58n6A+S68/1lHp64csXeHHB\ni8z9wVwAKgu9CcUt79xCZ08nF+5/IUopqsJVrN6ymonlE12f454P72F503J+dMCPWNS4yFgoFmxc\nwP+89T+8fe7bKKWMzrE9IRHFNkZreP55M9slS6P8+4NWXnjBm11UR+np9pPjy+cPd7bR5iEwaGhu\nYOeKXbnv7ny0v40//lG7tr1qxlWcvdfZ1IbH8LtfF/LoX1q4/XZ3tv835//o6OngnL3PYfZseGdm\nAT+5ohU3WvPZ+s+46e2buOWYWwD4020FNKxr5cMP09t2R7o5869ncsXBVzC2dCzd3XDfPfm884G7\nH9rdH97N/A3zuX7q9QC8/TasXxVi7ab0znrVllWc+fSZ/Pn4P1NZWAnA//tziIVL3Tnrj1Z9xA9e\n/AFPnvok+cF8wL3QaK257JXLaO9u57qpViTkJZpZ17qO4x49jqsPvZr9q/cHIDeQ6zr19O6Kdzn3\n7+fyxClPUJxXDOAp9fTo3Ee57f3bePQbjxLwWePfqsIqT0Lz/BfPc93M63j69KfJDeQyOjzaSCjW\ntKzh6499nZuOvInJFZM922+PbFdCoZSappSar5RaoJS6YqjvJxXf+x789a9mtkuWwAknwNy53m23\nbImy026tXHYZRDzURrt7InS0+zjkgAJqxrZy553ubaM6yuef+ago85MTCPKb33ey0cWMxc6eTh6d\n9yi/POyXPP445AcKOfTIVm66CdrT+J5P133Kz1//Of/vxP+HT/m45hrYfadCgqFW7rnH2XZD2wZO\nfepUfnPkb5hcMZnVq+H+u/Px5bbxjW9Ah4PPjUQjnP33sxlRMILLv3I5AA88AEGdz3sftfHMM87X\nfmzeY/zqrV/xl9P+QigYQmu48kpQPflcdW0b2kFjlzct58iHjuSH+/2QE3Y6AYCFC+HlF/JYvrqd\nhWkaw2cuncnXHv0afz7+z+w3ej8A1q2Dl58P8ehf2uhymFnc3t3Oec+dx3sN7/H06U+T488B4O03\nQrR2djjaAsxbO4+v3P8VTt/1dH485ce9x9//dx6r1jkLhdaaR+c+yglPnMBDJz/EQbUHAdDSAu/N\nSB9R9ER7uOHNG/j56z/n1e+8Sn1JPQBz5kCws9JVQVtrzW3v3cZ/P//fvPitF3sjkHffKKY70u0p\nkv1o1UcceN+BnL3X2Zy/7/kAPPMMrgY42zPbjVAopfzAncA0YBfgm0qpnQf7Ok89Bddem9k55syB\nP/zBzHbRIuvf227zbtvcEmHE6FbKy+Hpp93bLVwchaif+tEFTDuhld//Hpqb3dluaY3w9F/83Hgj\nFOTkc+KpbdxwQ3q77mg3QV+QzWuLuPJKuOCcQlRuCwceCH/6k7Pto/Me7U1/PPIIzJ8Pe+xcwPGn\ntPD738OWFDN87bnvJ08+mXP3PpeeHrjwQjjnrBA9dLDX3lHuvju5bVNHEyc/eTLrWtfxxClP4FM+\nli6F6dPhO2fkc/DUNi67LLnQdEW6uPaf13LF61fwyndeYVL5JAAefBA2bYI9dg6xaHl7UqHRWvPM\n588w5b4pnL/P+Vx5yJUA9PTAT34C3zk9REVVOxddRFKh2dK5hStfv5JvPv1NHj/lcU6afFLsvPCj\nH8HoESHmL2znvvuSP/eMxTPY78/70drdyozvzqA0VApY9/3f5wXQRPnu2T0pf2bX/vNajnjoCH55\n2C+ZPnV673uvvAIvPJvLzLdTK/PctXM54YkT+PW/fs1rZ73GtAnTet/76U/h7psrWb4xeUQR1VFe\nWvAS+/95f2YunckH53/AriN3Bazf7RNPhPkfOkcUWmteX/w6X3ngKzz56ZO8e967vdHQxx/DiScq\n8rrdRRVLNy/lohcv4rjHjuO3R/2Wqw+1mv3eegsuughPUfz2yHYjFMABwEKt9VKtdTfwBHDiYF9k\nzhy4447MPrilS+HLL61zeWXhQvjGN+Dvf4dPPnFvt3mz9cfRqVu4/nrrD2nlSne2H8+NkBP0UZhT\nQFF5K6ecAt/8JmlHigDvz4qy374+jjoKCnIK+NFlrTz9tDXSdiISjUDUzxFHWPd68P6FtHS1cPPN\n8Pvfw3PPpbbtjnQTDpbyu9/Bz35mpeqK8gooHWXd+8knJ//8uiJdfLLuE351xK9YuVJxyinW9910\no49QMMS1N7Rx440wY8ZA2zvevwO/z8+L33qRvECIGTPg8MPhF7+AXSflU1zRxt57w8UX94/mtNYc\ndP9B/GfNf/jw/A/ZfdTudHXBLbfAVVfBX/4ChXn5/Oiydi65BBriJtF8ufFLDn/wcK7+59U8depT\nXHbQZQCsXg1nnAHd3XDh90MUFnewZg088USf7fwN87n0H5cy7o5xrNqyitkXzObIcUcC1u/KeedZ\nv6PHHpHPcSe2c9NN0Bkb3C9vWs6ds+5kyn1T+MGLP+CGqTfwxClPUJhTaJ17Phx5JHz7W4r8nDz+\n+WYnX8SWjNrSuYV/LPwHZz1zFvW31bO8eTkfff8jvrvnd2M/D3j2WTjrLLj4h7lsbuns/Xlrrfl8\n/efc+u6tfPX/fZVjHzmWw8cczuwLZrNX5V7WZ9gF11wDr74KZ3x9FA1NfY6+pauFmUtn8rNXf8bY\n28dy9YyrueqQq5jx3RmMDo/u/dmdfDIcdRQ0NVTxxar+EUVjeyOvL36dy165jAl/nMBP/vETLtzv\nQv597r97a0offwynngrnnw8d66tpaB4oFC1dLcxqmMVv3v4Nhz94OPveuy8FOQV88sNPOGO3MwCY\nNQu+/W34859h5MiBv3PZxPZUzK4GVsT9fyUwZbAvsmaNlfp46ik4+2zv9ps3W38M11xjjRRmzoRg\n0L39okUwZYr1y3ziifD66zB2bHq7JUugMByltbuVY46xHNbUqdbo/Oijwecg+R/PjZJT6LNm/3S3\ncscdllAccIDlCI85BoqLB9ppDcuWRzjpTD9gFXVDRW38858wbZolduecA1/5ysA/hCXLIrS1+rjp\nJjjtNPhsvSUUkyZZofgZZ1gj7m9/G776Vaio6LP95LMIb73gZ2ou/OtfMGECFDZY9nfcARdcAJMn\nw6WXwplnQlVsinpXTwQdDXD44Yo5c+DHP7acdW6ude/1E9r4618LOfVUOP10S8Dsn33DujZavjiA\n88/N4f33rRH9rbdan9NzX1jF7EcftD6zY46xBhu77goRHWH26tncXhbhTzcr5s+3hGjKFHjzTZg0\nCUIfh5i4cxsXXwyHHmo50j32gHvffRQ2j+WS/Nd576kAz62zBh+zZsH3vw833AAbu606weP3wde/\nDhMnwn77wb73HMDXyn/E1SNmEd44lqcesFJNc+dadZFvfMP62f3ugxAq1M7ee1tRbPiQh7nijUvY\nv/h4jghfwx4jjqPlAz+3vASrVsEHH1hC8ctfWr9jD/wuj2+f3c7NNxcwZ4+j+Kz5Pcbn78OUolO4\ndcwfKOis4LW/WtdevhzeeAOUsp5xSWEuc5o7Of1nb1H5rWtY1jGXkK+IfYq+xsGFP+WHtdNQy3J4\nYA6sX28J26uvwoEHwrvvwhcLKnjytUYOvON4VrUvZF3XcsaG9mT3wiO4dOQLVAd3o/tjxZ/esP6u\n58yxnvknP7GyBgsur+TJ2Y8zf9UK1neuYE3nUlp6Ghmbvxd7Fh7FRRV/oz53Dzo+Udz5pvX8779v\n/Qz/8AdL7B48ezRXPf2/VIdfoKl7Axu6Gmjo+ILmng1U5U5il9Bh7Be6nO9WHUlgTYgnHrAGkh99\nBJ99Zv19fv3r6f++t3e2J6FwVSWdPn167+upU6cydepUTxdZvdpyNDfdZDmL/HxP5ixdCvX1Vlj/\nyiuWo/zf/4WCAnf2CxfCQQfBKadY4f3++1vO8uijLec3ZgwEknwqS5ZAQUwoAH7+c9hpJ7jsMku8\n9trL+n9dneU4x4+H3Xe3nOS8T6LkfdVPQbCADW0bCAatke7TT8O991qCWVxs2U+ebDnA44+3RqAR\nHaWm2hKKgqDVy7DPJOuP4IEH4K674NxzLbHcYw845BDrZ/LwI1Fyc/ycdpp1/4U5hb253oMOsuwf\nesj62Z19NtTWWuL1/e/DW29HuOB8P7ee0ff8BTkFtHa14vfDffdZjuTeey1nuu++VoppTWMP0R4/\nP/+5JaLxn21B0LI/7DD4/HO4+WbrZ3/oofDb38LTz/QwfrSfqVMtgdlnH8vhQd+sp3DY+szvuceK\nNs46C/bevwcdCTJ/vqKiwhKSW26xnsfGnnl0xRVQU2ON1m+7DR55qYdw3ng+VAFKSiyx/PGPrXsP\nh2O22ipG77+/9dzHHw8/+GGEtmgLkVd/zQchCMW+RoyA73zH+j5buEPBEI3tjdx2mzUw6HpnIRXl\nPyZ/3XTmB2FR0PodGTECKiutAdBXv2qdD6xi+Le+28E3/0uzqG4GR73fSq4vnw1+eDFg/a7m58Oo\nUbDLLtZnv//+1s9u9Wd5lI3sZOrZM3n38wnsv/xpQnoEfj987ocv/eD3Q2mp9exHHGF9nuOsgT0j\nRvg57LHH2PxFkNqu8ezSuRMBlUOnH970WYOjnBwoL7fu/3vfg0cegZISy/7abx3Lhf+7hrWLqgl1\n1zK5q47C7nH4fT5affCWss6Rl2edY9QouPxyKxrJy7POceFXzuGpD19nU88I8iK7ktdTxZ5dkymM\n1OH3+fD7YYUPGnzWsxQVWX/DP/uZ9Tnb59nWzJw5k5kzZw7a+bYnoWgA4v68qMWKKvoRLxQmrF4N\nv/41NDZaI6Y//9n6gN2ybJn1i+DzWVHJRRdZo7wzzoC997b+WKqrrV/cZA5/0SLLiYPlFE44Af7v\n/+DOOy0H1tBg/aLbf7i77WaNahctgsLCKJvi+gFOPNH6WrQIPv0UvvjCEpR//9sana1YYTnxTz6L\nUHK0j4KcApY3LQesP+RTT7W+olErjfXFF9ZocvZsuO46ayRf89UI/li4Ej9NNC/Pcs4XXmhFHg0N\n1kjsH/+wHHdPboT8i/t+sPFCAVBY2Gff0wMffgi3326NwEd9J8K4sf0/lIJgAQ0dfXmbgw6yvu66\nC154Aa64Aho2Rii4PMBxxw38ucc37FVUWELxy19aP/e99oKRZ0U47RsBzvnKQNv45w4GrUHCt75l\nfd12Vw+hXwQd6y7xvQzf/rb1mR51FBSf1s153yriykNS28Y33J1wAmzcCJdc3k3w0mDa4jpYjr6h\nu4Fx46xn/evmLvbZNczVh6a3BWvmU+mIDj79vIvwTUFee8n9yMruo9ht51b223siVx06wrUtWH9j\nM+86zZNNPEdPqWbBlMwWBrz5gmO4+YJjMjrHUJA4iL7++uszOt/2JBQfAhOVUmOAVcAZwDcTv2n1\n6r5Ugwlr1lj2f/qT5WSnTbMKlgce6E4wli2zIgqwnN2DD1pO+u9/t5zkrbda97hpkzVSqqy0Rip7\n7mnljeOFAizRide+nh7Ldv16KxT+z38sMVq1CsZfEWFFkn6A8eP7n9OmocESw8JwlGDA1xsRJOLz\nWZFIXZ0V2YAVcZ13HpSMi+BXfamnZP0ESlkj5ZoaOO44a2T30DMR/hJMLRTxBALWz3/KFHj8cXiB\nvmumsw+FrNTWUUfBM69E+Pny5B9isnsvLLRmJR12GNzX0EPQn/zPIZlteblVO5n5Xg+nv+P8ZxQK\nhPrZ77mnlQe/6T89BH3OtnbTm9YapRTnnAMnnNpN/R/d5Tvj+yjOPBM+eKWLXL/LRpi463f0dJAX\n8DY8zvVb02PbutuoLqr2ZCtsX2w3QqG17lFKXQy8AviB+7XWnyd+3x13WE7MhJ4ea0Rmj/Zfe80a\nkZ5/vuWIx461ooGKCmtUX1zcN7rfYw8rlWOnnuLZdVfrK/FaGzZYwrRmjZU3PuQQK6VgpxWSEQhY\naYORI61zHn20FXlcey3MHRlldkMbUR3Fp9LPQ6iuttJL7y+I8r1X/Z6WwRg50nKE33u271p2+icd\n++4LIydE+NsDfU7bnnLZFenqfZ2IUtYofebzEfy+hIgizb2XlsJx/9XDVfckFwo79ZSMgw6Ch1/s\nGSBONqkEMicH9tmvh8B76YUisR9h9GhgTjdBv7PD9ykfQX+Qzkhnr6NWgfR28fcef+3OSGfKn38y\n8gJ5tHe397u+F9vOSCet3a0UBF3mZoXtku1GKAC01i8Djsuj3neflebZay/v51+/3hoJ2imhYBAu\nucT62rDBihZWrrTEpKnJ+lq2zCouXned9f25uVYeNx2BgBVNVFp9U0ybZjnBf/3L+32HQtZMoVOe\nikKDtQ6RPUMlHT4flJZH8Cmf0VIWkWif0/bSoRzRkQFiZkcFZaGy9NdMElGku/dINNLbbJVIOqFx\nsnV67p5oT0q7ePtkTW9ubKFvVG876u5It2tnn9hw5yTUSe1jqS+jiCLWcNfa3drbAChkJ9uVULjh\nj3+0UkbPPGMVHL3glLaqqLC+9t03+ftaW1M6zz7bKviasMsu1pcp9iYurV2troXCtvOp1KknN7YA\n+YF81/bWsiHJ00fphKJH9wyMKILpl/CI6IECY5NOJJ2cdqZCEQqGktrbvSbpsJ19SV6JJzv72vER\nRVeki9zAtks9dfR00NbdRkGORBTZTNYJxZlnWv8ee6yVW5461SoOVlf3pXXy8/tmrMSzenXfCN8r\nSlkCtX598iL1tqBXKAycvd9npZ68roIa73y92MdHIjZOdYoBtspb6gksp514zV77oPO9JxMnm4yF\nIhBKummT24gi0dl3R9ynnhLrIyapJ1sovAgMxCKKSCetXZJ6ynayTijAEovjjrOmeH7wgVUAXbPG\n6thtabGadsJhq8ZQWmrNpDnuOOu9TArhMHQiAfTuaWCSPuqNKDza9osoPKae3Bakk9omEZmMUk9p\noikn21x/Ll2RrqTil0nqqTvqzuEnruLaFenyFlFkkHqy13syiSjyAnmSehomZKVQgDVf+bzzrK9E\nurutNv7mZmsG0SefwMMPW/WByy/f9vc6WGQUUShvxWybeOfoRWhscYono4hiCFNPSqneonBiys91\n6qlnoMC6jigS6gxuBQYGFrO7Itt21pOknoYHWSsUTgSDVtG6vNyaybTvvvDd71qNUnvuOdR3Z058\njcILdmHZpJgdX2vID+azoW2DezvT1FOSiCLj1FOatJmTyEBfNGUiFCkjiojLGkWy1JPbiCJBZDp7\nvKWeQgGrmN3Z433Wk6Sehg/DUiiSoRT88IdDfReZEdVRcv25njdjyaSYHT97yV4CxK2dceppa8x6\nChY4LlmdzuGnSru5rVEkW67b66wnGy8RRbJitmmNwrSPQlJP2c8OIxTDgaiOEs4NGxezQ8EQnT2d\nSXPtqeiXetpWxewkEYXtqJ16SHqizr0Qpqmn+Ot7tYM0s55cOPwBqSePEUX8tU1mPbV3m9Uo7IjC\n1+WT1FOWsz2tHiukIaqjhHPCxsVsn/J52vHMvqZpMTvRoZfklbCxLf1mFskiA/ve06aPnFJPSeoE\n8dd0Es9MhMKpj8Io9eQ1oujOrOGud9aTh9oGQMAXQKEkohgGiFBkEREdoSi3KKNeCK8zn/pNj/WQ\nukrWR1FTVONqs/pU9YKRBSNZ25I6fZQu9eQUzQxF6qk70m2WevLQcJcXyKMr0tVb3/LccBcwb7gD\nK6rI8ee4ek5h+0WEIouI6qglFBkWpL0IjXFEkWSEXlNUw8rm9JtopBrdpxMap9TTqMJRjpvYuBGK\nZD/3TFJPPdEes9STh4Y7n/L1Ls4H23bWE1h1CilkZz8iFFmEXaPwWsyOTwO5rRP02sY57cKcQrZ0\nptheLsnIErh8AAAgAElEQVQ1E512bVGtO6FIEVGkE5qITh1RVIeraWhOLTLpZj2VhcqMm+ac+ihc\nT49NKEi7TT312seu73XWk91HYbLWk20v9YnsR4RiCFjfut7ILqqjlIXK2Nyx2bOd7ewrCytZvSX9\nPsLxtrbIjA6PdpU6gq0TUVSHq52FwqHOMDo8mtUtq3tTMImkc/ijw8m3xHQrFMmiOLdF6WSpJ7cR\nBfSPaLblrCewUk9Sn8h+RCi2MVs6tzDxjxPRyTZATkNUR6krqmNF84r03xxHfPNbXbE3+/iR9oiC\nEWzp3JJ0dJzMLrGYPbJgJJvaN9EVcd6DNVUKKZ3QOKWeQsEQhTmFKftAtqZQlOaV0tzZTE+0/97T\nnpbwMGy4g/4RiddZT5ksCgiSehouiFAY8Ni8x1jcuNjItjPSSVNnExvb08/+SSQSjTCmZEzv5kNu\niY8K6orrPNnHRyM+5aOmqMaV0CQrZvt9fqrCVY4pIEg9eyldjcIp9QTO6ad0s56qw9VJr+3G2ft9\nfiryKwYU4j1NjzVsuIP+KcNtOevJtpfUU/YjQmHAE588wRtL3jCytVMfXp29bWsqFLbT9ioUiUtx\n1BXXsaIpvVA4FaTTpZ+SNdxBZqkngOqi5M4etm5EAVBVWMXqlv4pP7e2paHSfvURL8VssCJBO5La\nlms9gaSehgs7nFCs3rKaBRsXZHSOiI64yrUntY0t7GcqFBX5FfREe2jqaHJ/zbg0UG1RrTehSCjy\n1ha7s09VHHZT0HaKKExTT+AcUaSzzVgowlUDakNuI4PKwsp+M7a8rB4LVspvXes6tNbbvkYhqadh\nwQ4nFE99+hQ3vn1jRueI6qjnOoFNRGcmFH6f33OdIdPUU7+IosidfbJFASGziKKysJL1resH5Pp7\n7dyknlJEFOlsbaFIrC1ti4hiVMGofsuPdEfd91EAjMwfyfq29b2zrNzsjmhjz5gynfWUG8iV1NMw\nYIcTikyiAZuojhqfw049Ldu8zMjWp3wZ1Rlqi60RfarZP4kkpnNqi2vd1yhMU08pIoqgP0hFfkXK\nfghXqSeHiMLJaYeCIfKD+QOmyLptmqsqTBJRuKxRJI0oPKae1rWu8xxNABTlFtHc2WwcUeQF8sgP\nSOop29nhhCITJ28TiUbMIwo79dTsPaKwU0iZ1Bnyg/mEc8Oup+gOiChcXtupFyLdzy5VRGHbp/r8\nXKWeHGoU6da/SpZ+8pR6Mo0oCkf1po7A+6ynkQUjWd+63nOzHUBFfgUb2jZklnqSiCLr2SGFYkXT\nCqPpqfHnyDSiME09mUYUJs4ektQoitxFFBkVsx3WbHKyT5c+cpo15bT8h01GQlFYNSAS8tJHEQqE\naOxoBLxtXAQwIn8E69rWeW62A6uQvrljM61drZ53uINY6klqFFnPDikUrd2tNHW6LwYnEtERmjub\nae5sNrLND+ab1yiU33tEkcTZu7VPFBm7mJ1OaDMqZjtEFBlNcc0g9QTJGw63RUQB/dNPJsVsO6Lw\nKhQBX4DivGJWt6w2jihk1lP2s0MKBZBR+imTc0R1lOpwNRvbNtLZ0+nZdrAiCreps0TnW5RbRI4/\np3d06/aaNpWFlWxo20B3pDv1NR0ig0xST+Whctq621Kuu+RkC5ZIZRJRmNYowPq52X0YXqfH2rOe\nvDbb2VTkV9DQ3GAkFEW5RZSGSj3bCdsXO5xQ2DWCTIUiFAi56idIdv2gP8jo8GjP9zAYxWzILPUE\n7iKSVKN7v8/PqMJRA0bXbmwhJhRbzFJPSikrKkgSVaSzhcxST5WFlaxtXdsbiWmtPUUU8Ysaeo0o\nRhSMYH2bWUQBllBs6dpiJBS/OuJXnLPXOZ7thO2LHU4oBiOiiEQjnqeoxl/fJH1kX9enfL0jW1v0\n3NrZeLl2ssjAjb3TIns1RTWOIutk65Q+ckpZ9bM37LBOJRRuRve5gVwKcwp7O/LtiQlup6pWFsSl\nnjxGFOGcMN2RbjZ3bDYWCsBIKApzCo2iGGH7YocUCp/yGUUD8ecYWzrWaIqr6cwl+7r2stEV+RWO\no/IBdhgWs5OM7muLatP+/ExnLqW6phtbNzOXUtU4XNkmERmvdQY7/eTFDqyIwu6l8BpRKKUYUTCC\nlc0rjZbhqAiZC4UwPNghhSLdUhDpiOgIE0onsGTzEu+2MSdYX1xvthSHz/tSHJmknjKJKFKNltMV\ntJ3qBfYU12R9IG7SR6mmyG7tWU/Qv+nOay9Ev2K2x4Y7sOoUDVsaMoooTERGGB5knVC4Tbekone9\nJIM+hvhzjC8bbyQUpnWGeFvwXmeId9qjCkbR2NHoqpietEbhoukuVcMduNtXIpWt0yqwrlNPKSKK\ndA5/VMEo1reu7/c76Eko4pbx8BpR2DUO8J56AksoVjav3OapJ2F4kHVCEb+UgQkRHbGcfKN3J28T\n1VHGl5qdw3a8dcV1nsXKVCgSowK/z++6mG4cUaRJPTkJTTqHX1NUY54+ShJRaK3TblwEVmd4WaiM\nda3r+l3TKKLw2DQ3qqCvmO114yKweilWNq80nvUEIhQ7MlknFJnUFiBWXygZy8rmlcbRSSQaoba4\nlo3tG13tzZB4fdOIIj4y8FxnSHCCrjusk9QLXBezUzjtdPZOtpBaaFylnpLUGezPRCnlaJvM3rNQ\nZBBR9Jv1NAQRhYmtMDzIPqEwXDrDxp7aWpFf4Xq3tmTnyPHnUFtUy7ImbwVt2/G6bVxLvO5gRBS2\nvZt7T7avRHW4mjUta1IuzgepFwUEqC+ud7x2uogiVTHdTeopWTTixWkn1ik8p54MaxQjC0ayoW0D\nkWjEczQCfRGFqVDkBfJcCakwPMk6oTDpaI7Hzp2PLR1rnH6yR/Ym57Cdtt24lmwfZidb2xHWF9ez\ndPNST9eMZ0zxGFeztpIVpYP+oFUcddiAKJnA2IwqHEVTR1PKaCxdRJFqarLb9ZrWtKzpF026STv1\n2hdmIBRxqSevEUXQH6Q4t5iN7RuNI4pVW1aZzXqKCYWw45J1QjEYqSef8jG2ZKxRMdo+h1/5jc4R\n75S8OHv7urbTHlc6jsWNi11FJMkc77jScSxqXJTeNsVU1bGlzs/u5OyddsrTWjuKDKRu+HOTesrx\n51AWKutX6/IaUcQLpGkx2yQqsLuzTWxHFowkoiNGEUVtcS3n73O+Zzth+JB9QpFh6slOiYwtMY8o\n+omNQURhO1Db2Xu9LkBxXjF5gbx+hVU3djZur51qKY6xJWMdRS5dGqi+pD5pRBPVURTKMc2RKqJw\nk3qCgbOuvDj7TGsUdp3Ba0QBfd3ZJhHFiIIRgFmdIS+Qx81H3+zZThg+ZJ1QDEbqyU4bLd5stu91\nr9ikGVU72QKMLx3valRvk+i0x5e5s082QncrFKnSMmNKxjiKpJv0UbI6RTo7SL3LnpvUEwzsDE+3\nmGA8ies99Wj3Dj+cGwZgS+cWI2dvF7RN+yhACtKCGVknFF6Lx4lkEg3En8Pvyzz1NL5sPIs2uReK\nxALxuNJxruyTFZari6rZ1L4p6QJ58ThFFI6pJ4diNpCy4dBVL0S4mtVbVg+YteYm9QQDG/62VUQB\nfQVtk4iissDqpfDamQ1WMRukaU4wY6sIhVJqulJqpVJqduzra3HvXaWUWqCUmq+UOibu+L5KqXmx\n925Pde4tnVto6Woxvrf4iMK0RjEYxWwYhIiidLxx+sinfIwpGeOYPrLrBUmFotQ59ZSuzpBq5pMb\nZ58byKU8v3zAEibbIvWUSY0C+qbImtQZelNPBg13BTkF5AfzJaIQjNhaEYUGbtVa7x37ehlAKbUL\ncAawCzANuEv1JaPvBs7TWk8EJiqlpiU7cSazlaDPgVWHq3t37jI9x4j8EXRGOmnqcL+3RXyaw23q\nqN9141IkboUmVTonXfpJo1PWC8aUjDEuZkPq6b1u00B1xXUDJjZ4ST3Fr0DrZdaTvVS5PWNrm0YU\nse5sk4Y7sNJPIhSCCVsz9ZSsGnki8LjWultrvRRYCExRSlUBYa31rNj3PQSclOykY0vGeioAJ2KP\nkP0+v9UHkcHe1Uopz+mnxF6INS1rXC2lobXuddw2XmoUyaKCdEKRbnG+da3rUt67aTHbzb4QkHzm\nk9vUU2KNwovT7l2qPJZ+Mo4oDGoUdne2iS1Y6SdZyVUwYWsKxY+UUh8rpe5XSpXEjo0G4teNWAlU\nJzneEDs+gHGl44xTRtC/L8A0/RSff/ca4cSPXgO+ADVFNa7qLslG9+NL3dU4TIXCKX0U8AWoDlen\nnIXmtCgg9G1LmqzO4DqiSLi229RTbbF5jQL6rxdl0mGdSUTRm3qSiELYhhgLhVLqtVhNIfHrBKw0\n0lhgL2A1cMsg3a/nKaWJxDtN04J2fAook4gC3Dv7ZMXhqnAVTZ1NaWs2qRxo2ogijbN3mvnktCgg\nWFMuy0JlA/aRdu3sk0QUPdpd6snurrZXoPUy6wn6rxdlFFG0mNUoevsoDCOKysJKQoGQZztB8Dak\niUNrfbSb71NK3Qc8H/tvA1Ab93YNViTREHsdfzxp2+/7j7zPR6s/Yvr705k6dSpTp071dN8DhMIk\nooiPSjymwhKdkts6Q6qCtH39PUbt4ckWMks9gfPPz43Dtwva1UV9waOXiOKt5W8NuKYbp50XyKMk\nr4R1reuoLKz0HlGEzSMKu+nOJKKoyK+gsaORotwio4ji10f8Wvav3kGYOXMmM2fOHLTzba1ZT1Vx\n/z0ZmBd7/RxwplIqRyk1FpgIzNJarwGalVJTYsXts4Bnk537F7/8BYEjAkyfPt2zSEBCNGCYeopP\nyYwvG++pHyNpL4TL9FEyB+rGPt0U11Td3anseu0dZj65cfh1xXUD6hRe0kfJahRui9LxM5+MUk+Z\nRhQGUYHf56c8VM6m9k1GEcWowlG9vRzC8Gbq1KlMnz699ytTtlaN4rdKqblKqY+Bw4BLAbTWnwFP\nAZ8BLwMX6j4vdSFwH7AAWKi1/keyE9sdwV4W04tnsFJP9jkmlE1gwcYFrm0TnVkmEYVtny6iSeW0\nw7lhCoIFKZduT+d4nWY+peujgOS9FG4jimQLA7qd9QT9C9peBAYyTD1lEFGA5exBGueEbYtx6skJ\nrfV3Hd67EbgxyfGPgN3Tnbsgp4Bwbpg1LWuoClel+/YBxKeNTOsd8U5wXOk4ljctd/2HP2CKa4Yz\nl8aXjufzDZ8b2ULfz6CysNKTHTgLbbo+CrAiisR7dxtRjCocRVOntbBgKBjqtXXrfOOb7rZlMbs8\nVE5rdystXS1G6aPKwkrmrp1rZCsIpmRdZzZkVtCOd34V+RVEdZSNbRs9n8N29nmBPCoLK10v7heJ\nRvrtXz2udBxLGlOnf3rtUhSW3QiNk/N1Sl2lrVFkmHqqLzGPKHzKN2BL222VeoqfHtsd6fZkq5Ri\nVMEoVjSvMIoobEE3ST0Jgik7tFAopZhYPpEFm9ynjmCg055YPpEvN37p2jbeERbmFFKUWzSgy9jp\nvuNxM2vKMaIoSf2zTBdRVBZW0tTZlHQZEDdOO1l3ttuIAgY27XlNPdlNd15nPY0Oj2b1ltVEddQo\nhVQVrmJF8wqzOkPBKBTK0/0KQqZkp1A4OLd0JKZEJpVP8lRjSHqOMvfnSLWSqxtnn2pxvhXNKxw3\nEUqbekpRjE/n7O2d+pJFFW6cr13Mjo+m3EYUMHDvbi+pp/gahVdnnxfIoyi3iA1tG8yEorCKFU3m\nEYWknYRtTXYKhYNzS0ei05xY5j4aAHqdWnzjm5eoJNmI2U36KJWzzw3kMqpglPHWok7RmRtnn2q5\n8XQ9GAAleVYfZlNn3xIoniKKov4RhZfUU3zTnYmzt+sUxkJhGFFUFlZK2knY5mSlUGS0O13CbJxJ\n5ZM8pZ6SOcCJZe6FIpnDn1A6IaP00fgy55lPborZXu1sUjXduSlmK6UGTJH1HFEkLMXhZbnwhi0N\nRHXU86yneHvT1NPypuVms54KRklEIWxzslIoBqtGAd4jimQOcGL5RNepp2SOcELZhLRC4zTdNF2d\nwsnhjw6PZmPbxqTbkrpxoCkjCpd5//qS/nUKL+mjuuI6ljfHRRQebEPBEOGcsHH6yG66M40oOno6\njGc9SUQhbGuyUijslV9T7bnsxAChiKWN3PZlJHPYY0vG0rClga5Il+fr2/ewcNNCz3Y26XoxnBy+\n3+enviT5lqxuIopUTYtuR+mJvRRuFwWEgb0UXmyhr07htZgNfU13PdEezw7fntZtElGMKx3HRftf\n5NlOEDIhK4XC7/NbO9QZRBWJfQwleSWEAqEBaw65tQdr4/vaolp3O8YlycFPKJvAwk0LHcXKae2k\ndDWOdA4/VYTmxoGmarpz03AHA7uzvaSe7FlP9s/N7eqxNnadYigiCjCb4hoKhrhu6nWe7QQhE7JS\nKMCqLXyx8QvPdsmc5qTySa7TT6mcrtv0UzL7slAZPuVjY3vqfo50dYZ0qScn55tqFpmriCJF6ind\nNW3qi+sHpI/cRgXFecX4lI/NHZv7bD1EBjXhGmOhsHspTFeBBaTWIGQN2SsUZe6dezypUj+uZy2l\nmM3jtqCdasRsRxWpcJN6ShWRpBvdpyqGu0kfVeRX0NnTSXNns2dbyCyisO3t1JVJ6mll80qjYvbo\n8Gjj5cJHFVq9ECapJ0EYCrJWKHaq2MlIKJI5ei+ik2o2z8QydxFFqhFzOqFwmm5aGiol6Auyvm19\nyntOl3pKlrpyE1EopZLOfMqkmO3Facf3UnhNPdUU1fT2oJjMXDJdsyngCzCiYIQUpYWsIWuFYjBT\nT177IFKmnlycI5XzzSSiAOcpsulGzKk2g3Lr7JMt5eF2lF5VWMWm9k29O+V5jijieim8pp4yqVGM\nyB9BY0cjnZFOo8igqrBKIgoha8hqoRis1JPXGkUyZzSUqSdwniLrZnG/xY2LB6Su3Dr7ZPtSuC1m\n+31+RodH90UFJhFFXIe1UerJ4zXt+7bXCjMSinCV1CiErCFrhWJUwSg6ezrZ1L7Jk12y1NGEsgks\nblw8YFvOVPbJHGB9ST1rW9bS0dNhZO9GKJycmdMU2XRCYS83vq51nSc7m2SpJ7fFbIit+RSrUxjV\nKGLFcK+pJ3tRwe6ot4X9bKoKq1AoVz+jRHau2JmK/ArPdoIwFGStUCiljOoUyZxffjCfivyKlPs/\nx5OqVhDwBagvqU/bYe1Uo3CKSNyknlIJhaulOJJMN3adeioZy9Kmpf1tPRSI41eR9RxRxPVSeE09\nFeQUkB/MZ23LWuOowDR9dOuxt3LqLqca2QrCtiZrhQLM0k8pawwui9FOI3s36adUDn9E/gi6I90p\nI6S0M5cySD1B8l4KtxFFsiVVvDjtuqK63oL2tpz1BFbqamnTUqPVWCsLKqXOIOwQZLdQGEyRTeX8\n3IqOk8N2IzapHKG95Lmps3eKKFwJRZJeCrdRgd10l7gKrNuUTCYRRU1RDau2rCISjXhOPYGVflq2\nedk2jygEIZvIaqHYqWInzzOfUjbMuSxGO+Xe3cx8cnLaTnWKdM5+dHg0mzs209rVOuA9Nw4/2Yq8\nbiOKkrwSAr5Av2jIzaKANnXF5hFFbiCXslAZa1vXGi3FUVVYxcrmlTJzSRAcyGqhMEk9pXL0bs/l\n5DzdLDDoNGKeUOosFE5O0Kd8vbOXvNyzTbLUkxfHm7iUhxfb+GK2afrI3o7Wq21VuIqGLQ2e7cDq\nsBahEHYEslooJpZZi+lFddS1TcapJ4eUipuIwsl+QtkEFjaaRRSQOv3kxmlnUqOAgftneylm1xXX\nsbJ5pbXkt4cVYOPtVzStMEo9VRVWGfVRgKSehB2HrBaKcG6YkrySfvsmpyOVox5bOpaVzSvTrgDr\nlFKpLaplU/umpOmffvYpnHYmqSdIXdB2Y1tTVMP61vX9pvd6cfaJaz657aMAa6G7otwi1rasNVpO\no7bIiiiMUk8ZrORaX1xPaajUs50gZBtZLRTgPf2Uymnm+HOoKapJuyGSkwP0+/yMKx3nvBSHU+rJ\nQSjcFIdT9VK4EQq/z09tcW3/dZcySD156aOAvqU8TJx9XXFd71IcJms2AUaznqqLqplzwRzPdoKQ\nbWS/UHic+eRYYyhPX2NI5wDTFcWdrl9ZWElrV+uABfbS2dmkTD25HKUnpp88pZ4S9qXwGhnY01wz\niigMU09gFlGArAAr7BhkvVDsVLETX2xwP/PJKXU0qSz9tqjpnGe6KbJOs3qUUowvG580qnAziyiT\n1BMMnCKbaerJU0QRK2ibRBT2mk0mtvaS31JrEITUZL1QTCqfxJebBieicJPGSpcCSlfQTue0U6Wf\n3O5fbadgvNrCwO5sLxGFvUte/CZCXiIDe6c7k4iiqtCauaTRnpfTsKfXmsx6EoQdheEhFIOUenKz\nJEi6kX26+0nnCFNNkXXjtHMDuVQWVvbbWhTcj+4Teym8jNALcwoJ54R7dwr0UsyGvl4K06jAdBkO\nkH4IQUhH1gvF2JKxNDQ39C5TnQ4nB+YqokjjADOpUUDqiMKt402WfnKdesqgRgH9lxs3LmYbRBS5\ngVxKQ6XGUcHo8GgRCkFwIOuFIugPWovxOewZHY+T86spqmFT+yZauloc7Z0c4OjwaFq6WpIWpCH9\nKH1i+UTjiAKSz3xyu5yGLRSm6aP4mU/GxWyDiAKsqMDEDmD3kbszomCEka0g7AhkvVDA4OwnAVZ3\n84SyCY7F6HQOWynleI50TtupRuHGEY4vSx5RuHHaJXkl+JWfxo5G6149po/im+68OvzyUDldkS4a\nOxqNIoNMooJbjr2FE3Y6wchWEHYEhoVQ7FS+E/M3zHf1vekcvZsaQzrn6XSOdE471ZpNmUQUXovS\ndi+F1/RR/AZGXhYFBEtg64vrWbJ5iVlEEa6SgrQgbCWGjVC4XRwwU6FwMzp3qlOkG6X7lC/pHtau\nhSJJL4WnJb/jlu32mj6K37/ay6KA8fZLGpeYRRSFo41TT4IgODMshGJyxWTXvRTpRrrpptu6cdhO\nQuFmlJ4s/eR2hG4Xs+OX/PYUURTX967k6rWYba+5BN5TT2BFUyubVxo5fClIC8LWY1gIxU4VVuop\ncc/nZGScenLhACeWp266c+Pwk9U43Drt4rxi8gJ5/bY19eLw64rr+rYlNdltrnkFWmuj2UujC0ez\nvm29UUQhqSdB2HoMC6EYkW/NWNnQtiHt97oVilSiMygRRRqHliyi8OLsE9NPnrYlLa7v3YPaa0RR\nnFeMQtHU2WQcUYBZl/TosKSeBGFrMSyEwt4/201BO52jLg+Vo1ApRcdNRDCyYCQ90R42tm0caO/C\ngSZbbtxLzj+xl8I4ovC4iRDE6hSxJb+9dklnskDfpPJJHDv+WM92giCkZ1gIBcTqFC4K2m6mt2Yy\na8k+R6qowo3TzjiiSJj55GWaa/y2pF4jCuhboM+kmN0rFAYppLJQGfcef69nO0EQ0mMsFEqp05RS\nnyqlIkqpfRLeu0optUApNV8pdUzc8X2VUvNi790edzxXKfVk7Ph7Sql6r/fjdoqsG6fptJSHW+eZ\nqk7hJg1UW1TL+tb1tHe3e7pvG7vLOf6e3Y7SKwsraexopKOnw3ONwr73Fc0rjEQmk4hCEIStRyYR\nxTzgZOCt+INKqV2AM4BdgGnAXUopFXv7buA8rfVEYKJSalrs+HnAxtjxPwC/9XozgxVRgPPS5W5z\n76kiCjcO3+/zZ7ZAX3F9v/WevNj6lI+aohrj9JG9p4VP+ej72N1hr+QqRWlB2L4wFgqt9XytdTJv\neiLwuNa6W2u9FFgITFFKVQFhrfWs2Pc9BJwUe30C8GDs9dPAkV7vZ6fy9MuNa61drTDqNEXWrdNN\nlb5yO7pPTD+ZNs2B9+Y3e4qs14Y7sCKKpU1LPQsMWMuxjCwYKRGFIGxnbI0axWggfm/SlUB1kuMN\nsePE/l0BoLXuAZqUUmVeLjq+bDzLm5Y7bmWq0ShU2pGuU43CrdNNGVG4tE9cRdZLzr+2qLZ3D2qv\ntpCw7pJB09zSzUszWqBPIgpB2L5w9FhKqddiNYXEr+O31Q26JcefQ11xXdKNe2zcjsonlE1g0aZF\nvY428RxuHJldo0icZuvWfkLZhH5C4yWiCAVDFOcV9y757bVeYG8iZFJnqA5Xs6JphXFUINNcBWH7\nw3HCutb6aINzNgC1cf+vwYokGmKvE4/bNnXAKqVUACjWWm9KdvLp06f3vp46dSpTp07t/b89RXbn\nETsnvTG3BeGCnALK88tZ0bSC+pL+dXW3zrMsVEbQH2Rd6zpGFY7yfA8TyibwzPxn+uxM0keblzE6\nPNpzT0NdcR1vr3ib+uJ6o16I1S2rKQgWeLKzOW/v89hlxC5GtoIgWMycOZOZM2cO2vkGa82D+FzO\nc8BjSqlbsVJKE4FZWmutlGpWSk0BZgFnAXfE2XwPeA84FZiR6kLxQpHI5HLngraXEfKk8kl8sfGL\nAULhxelOKre2Vo0Xim1Ro4C+mU8H1R5kZPvovEepLar13PxWlFtEXiDPqEYB8I2dv2FkJwhCH4mD\n6Ouvvz6j82UyPfZkpdQK4EDgRaXUywBa68+Ap4DPgJeBC3Vf/uVC4D5gAbBQa/2P2PH7gXKl1ALg\nJ8CVJveUrunOk1CkmPnk5RzJluJwGxnUl9Szasuq3pqLafrIyzX72dq7zXmsFyilqA5XS/pIEIYR\nxhGF1voZ4JkU790I3Jjk+EfA7kmOdwKnm96LzeSKydw/+/6U73uZxZOqoB3REXwu9XV86fjeZbf7\n3YML5xvwBagKV7GyeSXjSsd53zGuuJ7PN3zu6Zo2tcVWMbwn2mMUGdhLpQuCMDwYNp3Z0Nd0l8k6\nTTaZTm8Fa3+G+F4I8Ja6io8KTFNPJrZ5gTxK80pZ1bLKeCVXiSgEYfgwrISiIr8Cn/Kxvm190vcH\nSyjcniNxD2rwlgYaUzKm19l73W3ObrrTWhvNXqorrmNx42KjiKI6XC1TXAVhGDGshEIp5biUh1cn\nvSxvSDAAAA6mSURBVGrLKjp7Ovufw4PDTiYUXtJAGUcUsSmubnpHEqkuik1zNdyW1LSYLQjC9sew\n+2t22sTIi7MN+oOMKRmTdKc5t86zKlxFU2cTbd1tvce8rtm0tGmp53sHa/9rpRSb2jcZRwWrtkjq\nSRCEYSgUTtuiei3qJks/eYlKfMrHmJIxLGnsK2h7qXEkRhReR/f2HtSmBWmTtZ7AikYk9SQIw4dh\nJxSTKyanTD15HZUnEwqvs48SC9penG8mBWnoqzOYjO6rw9bqKiYOf3LFZKZNmJb+GwVByAqGnVDs\nVOEcUQyGUHg5R2KdwktkUFdc17tmk4lQ1BfXs6TRPKIAjGwr8iu487g7PdsJgrB9MuyEYnzpeFY0\nrRhQhAbvM4cmlk0cmHryeI5EofBinxfIoyxUxuotq43SQPUlVurJJCqoLopFFFJrEIQdnmEnFEF/\nkPqS+gFFaPAeDYwvM2+YsxlXOq7fOUwa5+wlv00iikymuIJZRCEIwvBiWHqBVFNkvTrp6nA161vX\n09HT0XvM68g+kxoFxGY+bV5qti1psbUtqYmzL8otIj+YL0VpQRCGp1CkmiLr1dn6fX7qiutYunlp\nv3N4KmbHdqqzu8W9rp8Uv+S31zRQdbiaFc1mS37bazZJRCEIwrD0AjuV78T8jckjCq+OL1kx2ss5\ninKLKMgpYG3r2l77bZV6qgpX0dHTYezspR9CEAQYpkKRKqIwKQhnUoyOP4fdS2GSerJXcvV63Rx/\nDiPyRxgLxdHjjmZsyVgjW0EQhg/DUijsvSQSGayIwmvePv4cXu3HlIwx3m0OMmt++8VXf8FBtQcZ\n2QqCMHwYlkJRkV+B1ppN7f03yRsMoTCJSuIL2iaL+y1rWmbeJS11BkEQMmRYehClVNJNgzKNBnrP\n4TFvP7ZkbO8UWa/24dwwuf5c1retN16gT+oMgiBkwrAUCoCJ5RP7bSUKZhGFHQ3Ys5aM+hlKrCW/\nwSwiqS/JrB9CIgpBEDJh2HqQCaUTWLBpYETh1WkW5xWTF8jr3ePCpKhcV1zXuzcEeG9iqymqYUXT\nCuMahQiFIAiZMGw9yISyCQMiChMnD5kVowFqi2pZ0bzCeGvR6nA1a1rWGK/ZJE1zgiBkwrAVisFK\nPUF/oTBJHRXkFFAQLGBNyxrjOoNGG997QU6BZztBEASbYSsUE8qSp55MCrvjSsexaNOijM5hL8WR\nybpLJtedXDGZt85+y7OdIAiCzbAVihH5I+iJ9vSbIptRRLG5L/Vkco664jprJVeTvSGKMlugTyIK\nQRAyYdgKhT1F1o4EYJBST4Z1jrqiOpY0Gi75LSu5CoIwhAxrz5OYfjJtWsu0mA19EYXpzCUQoRAE\nYWgY1p5nYln/grZpRFFTVMPalrV0RbqMxSaT1FNpXil5gTwRCkEQhoRh7XkSp8iaRgMBX4CqcFXv\ntqQmzj6TXgillExzFQRhyBj2QhGfejKNKMBac2l50/KMFudb2bzS2NlLh7UgCEPFsPY8g5V6gr7u\natPUU1VhlXHDHcBpu5zG5IrJRraCIAiZEBjqG9iajCwYSUdPB5s7NlOSV2I8Ywn6hMI0fRX0BxlZ\nMNJ4gb4fTfmRkZ0gCEKmDOuIQinFuNJxvVuZZhpRLNtstoGQjay7JAhCNjLsvdaYkjH9hMJ0RF9f\nXM/y5uUZnaM6bL6JkCAIwlAx7IWivrh+0CKKTIrZIAVpQRCyk2HvtRIjClNHXVtca6WeDIvZENuW\nVDYREgQhy9ghhGJZ0zLAvDMboCi3iNxALuta1xmnj0aHR0tEIQhC1jHsvdZgRRRgpY5Mm+Zse6lR\nCIKQbQx7oRisGgVYqaM1LWuM00e7jdyNg2sPNr6+IAjCUGDsNZVSpymlPlVKRZRS+8QdH6OUaldK\nzY593RX33r5KqXlKqQVKqdvjjucqpZ6MHX9PKVVv/kj9KQuV0RPtYXPHZuMeCJvqcLXxBkJgCc3/\nHv+/xtcXBEEYCjKJKOYBJwPJdsVZqLXeO/Z1Ydzxu4HztNYTgYlKqWmx4+cBG2PH/wD8NoP76odS\nyqpTbF42KKknkFVcBUHYsTD2eFrr+VrrL91+v1KqCghrrWfFDj0EnBR7fQLwYOz108CRpveVDLug\nPRipJ0DqDIIg7FBsraHx2FjaaaZS6pDYsWpgZdz3NMSO2e+tANBa9wBNSqmywbqZMcVWQTuTrmqQ\niEIQhB0Tx7WelFKvAZVJ3rpaa/18CrNVQK3WujFWu3hWKbVrhvfZy/Tp03tfT506lalTp6a1sfer\n3ql8p4ycfE1RDWC2d7UgCMK2YubMmcycOXPQzucoFFrro72eUGvdBXTFXv9HKbUImIgVQdTEfWsN\nfRFGA1AHrFJKBYBirfUmkhAvFG4ZUzKGd1a8w8SyiZkVs2WnOUEQsoDEQfT111+f0fkGy+Op3hdK\nVShleWOl1DgskVistV4NNCulpiilFHAW8PeY2XPA92KvTwVmDNJ9AX29FJnWKCryKwj6giIUgiDs\nUGQyPfZkpdQK4EDgRaXUy7G3DgM+VkrNBv4CXKC13hx770LgPmAB1syof8SO3w+UK6UWAD8BrjS9\nr2QMVjHbp3yy05wgCDscxvtRaK2fAZ5JcvxprJlLyWw+AnZPcrwTON30XtJRHirv3Zci02jgqkOu\nYnzZ+EG6M0EQhO2fYb1xkY3dS7F482JKcksyOtcF+10wSHclCIKQHewwyfYxJWNY3LhYZiwJgiB4\nZIcRippwDcs2L5NCtCAIgkd2GK9ZXVRNw5YGEQpBEASP7DBeszpcTU+0R4RCEATBIzuM17S7qkUo\nBEEQvLHDeE1Z0E8QBMGMHUcoZEE/QRAEI3YYr1mSV0IoEBKhEARB8MgO4zWVUlQXVYtQCIIgeGSH\n8prVYREKQRAEr+xQXlMiCkEQBO/sEGs92RxadygjC0YO9W0IgiBkFUprPdT34BqllM6m+xUEQdge\nUEqhtVbpvzM5kocRBEEQHBGhEARBEBwRoRAEQRAcEaEQBEEQHBGhEARBEBwRoRAEQRAcEaEQBEEQ\nHBGhEARBEBwRoRAEQRAcEaEQBEEQHBGhEARBEBwRoRAEQRAcEaEQBEEQHBGhEARBEBwRoRAEQRAc\nEaEQBEEQHBGhEARBEBwRoRAEQRAcEaEQBEEQHBGhEARBEBwRoRAEQRAcMRYKpdTvlFKfK6U+Vkr9\nTSlVHPfeVUqpBUqp+UqpY+KO76uUmhd77/a447lKqSdjx99TStWbP5IgCIIwmGQSUbwK7Kq13hP4\nErgKQCm1C3AGsAswDbhLKaViNncD52mtJwITlVLTYsfPAzbGjv8B+G0G95W1zJw5c6hvYasiz5e9\nDOdng+H/fJliLBRa69e01tHYf98HamKvTwQe11p3a62XAguBKUqpKiCstZ4V+76HgJNir08AHoy9\nfho40vS+spnh/ssqz5e9DOdng+H/fJkyWDWKc4GXYq9HAyvj3lsJVCc53hA7TuzfFQBa6x6gSSlV\nNkj3JgiCIGRAwOlNpdRrQGWSt67WWj8f+55fAF1a68e2wv0JgiAIQ43W2vgLOBv4N5AXd+xK4Mq4\n//8DmIIlOJ/HHf8mcHfc9xwYex0A1qe4npYv+ZIv+ZIv71+Z+HrHiMKJWCH6Z8BhWuuOuLeeAx5T\nSt2KlVKaCMzSWmulVLNSagowCzgLuCPO5nvAe8CpwIxk19Raq2THBUEQhK2Hio3UvRsqtQDIATbF\nDr2rtb4w9t7VWHWLHuASrfUrseP7Av8HhICXtNY/jh3PBR4G9gY2AmfGCuGCIAjCEGMsFIIgCMKO\nQdZ0ZiulpsUa+BYopa4Y6vvJFKXUUqXUXKXUbKXUrNixMqXUa0qpL5VSryqlSob6Pt2ilHpAKbVW\nKTUv7ljK50nVlLm9kuL5piulVsY+w9lKqa/FvZdtz1erlHpDKfWpUuoTpZQd7Wf9Z+jwbMPi81NK\n5Sml3ldKzYk93/TY8cH77DIpcGyrL8CP1Y8xBggCc4Cdh/q+MnymJUBZwrGbgZ/HXl8B/Gao79PD\n8xyKlTqcl+55sJox58Q+yzGxz9Y31M9g8HzXAZcl+d5sfL5KYK/Y60LgC2Dn4fAZOjzbcPr88mP/\nBrBqvVMG87PLlojiAGCh1nqp1robeAKrsS/bSSzOxzcePkhfQ+J2j9b6X0BjwuFUz5OsKfOAbXGf\npqR4Phj4GUJ2Pt8arfWc2OsW4HOsyShZ/xk6PBsMn8+vLfYyB0sANIP42WWLUPQ25MWwm/iyGQ28\nrpT6UCl1fuzYKK312tjrtcCoobm1QSPV86RqysxGfhRb7+z+uNA+q59PKTUGK3p6n2H2GcY923ux\nQ8Pi81NK+ZRSc7A+o1e1tQLGoH122SIUw7HifrDWem/ga8BFSqlD49/UVow4bJ7bxfNk47PeDYwF\n9gJWA7c4fG9WPJ9SqhBrGZ1LtNZb4t/L9s8w9mx/xXq2FobR56e1jmqt98JaSmmKUmq3hPcz+uyy\nRSgagNq4/9fSXxGzDq316ti/64FnsEK/tUqpSoDY2ljrhu4OB4VUz5P4edbEjmUVWut1OgZwH33h\ne1Y+n1IqiCUSD2utn40dHhafYdyzPWI/23D7/AC01k3AG8CxDOJnly1C8SHWarNjlFI5WKvTPjfE\n92SMUipfKRWOvS4AjgHm0dd4SOzfZ5OfIWtI9TzPAWcqpXKUUmOJNWUOwf1lROyPz+ZkrM8QsvD5\nlFIKuB/4TGt9W9xbWf8Zpnq24fL5KaUq7LSZUioEHI1Vhxm8z26oq/Ueqvpfw5qtsBC4aqjvJ8Nn\nGYs162AO8In9PEAZ8DrWsu2vAiVDfa8enulxYBXQhVVPOsfpeYCrY5/lfODYob5/g+c7F2sF5LnA\nx7E/wlFZ/HyHANHY7+Ts2Ne04fAZpni2rw2Xzw/YHfhP7DnmAdfEjg/aZycNd4IgCIIj2ZJ6EgRB\nEIYIEQpBEATBEREKQRAEwRERCkEQBMEREQpBEATBEREKQRAEwRERCkEQBMEREQpBEATBkf8P3rD6\nuA2o7hsAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -294,7 +291,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": { "collapsed": false }, @@ -302,10 +299,10 @@ { "data": { "text/plain": [ - "0.0046885259087758868" + "0.0046885259085681129" ] }, - "execution_count": 16, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -316,7 +313,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": { "collapsed": false }, @@ -334,15 +331,15 @@ " )" ] }, - "execution_count": 17, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW8AAAEACAYAAAB8nvebAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW8AAAEACAYAAAB8nvebAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -355,7 +352,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": { "collapsed": false }, @@ -366,7 +363,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": { "collapsed": false }, @@ -376,29 +373,30 @@ "output_type": "stream", "text": [ "SimPEG.InvProblem is setting bfgsH0 to the inverse of the eval2Deriv.\n", - " ***Done using same solver as the problem***\n", + " ***Done using same Solver and solverOpts as the problem***\n", "============================ Inexact Gauss Newton ============================\n", " # beta phi_d phi_m f |proj(x-g)-x| LS Comment \n", "-----------------------------------------------------------------------------\n", " 0 1.00e+00 1.40e+08 0.00e+00 1.40e+08 8.32e+06 0 \n", " 1 1.00e+00 1.88e+07 6.18e-03 1.88e+07 1.13e+06 0 \n", " 2 1.00e+00 2.52e+06 2.45e-02 2.52e+06 1.55e+05 0 Skip BFGS \n", - " 3 1.25e-01 3.49e+05 5.43e-02 3.49e+05 2.17e+04 0 Skip BFGS \n", - " 4 1.25e-01 6.57e+04 9.31e-02 6.57e+04 3.25e+03 0 Skip BFGS \n", - " 5 1.25e-01 1.53e+04 7.19e+00 1.53e+04 4.83e+02 1 Skip BFGS \n", - " 6 1.56e-02 4.40e+03 1.81e+01 4.40e+03 5.23e+02 1 \n", - " 7 1.56e-02 2.56e+03 4.02e+01 2.56e+03 2.82e+03 0 Skip BFGS \n", - " 8 1.56e-02 5.47e+02 3.69e+01 5.47e+02 2.89e+02 0 \n", - " 9 1.95e-03 3.14e+02 3.71e+01 3.14e+02 3.22e+02 0 Skip BFGS \n", - " 10 1.95e-03 2.18e+02 3.92e+01 2.18e+02 1.07e+02 0 \n", - " 11 1.95e-03 1.77e+02 3.86e+01 1.77e+02 8.57e+01 0 \n", - " 12 2.44e-04 1.44e+02 4.09e+01 1.44e+02 9.30e+01 0 \n", + " 3 1.25e-01 3.50e+05 5.43e-02 3.50e+05 2.18e+04 0 Skip BFGS \n", + " 4 1.25e-01 6.61e+04 9.31e-02 6.61e+04 3.26e+03 0 Skip BFGS \n", + " 5 1.25e-01 1.57e+04 7.18e+00 1.57e+04 4.85e+02 1 Skip BFGS \n", + " 6 1.56e-02 4.44e+03 1.84e+01 4.44e+03 5.43e+02 1 \n", + " 7 1.56e-02 2.74e+03 4.09e+01 2.74e+03 2.92e+03 0 Skip BFGS \n", + " 8 1.56e-02 5.47e+02 3.77e+01 5.48e+02 2.94e+02 0 \n", + " 9 1.95e-03 3.27e+02 3.71e+01 3.27e+02 2.70e+02 0 Skip BFGS \n", + " 10 1.95e-03 2.42e+02 3.97e+01 2.42e+02 8.87e+01 0 \n", + " 11 1.95e-03 1.96e+02 3.88e+01 1.96e+02 1.22e+02 0 \n", + " 12 2.44e-04 1.56e+02 4.13e+01 1.56e+02 9.85e+01 0 \n", + " 13 2.44e-04 1.37e+02 4.19e+01 1.37e+02 1.23e+02 0 \n", "------------------------- STOP! -------------------------\n", - "1 : |fc-fOld| = 0.0000e+00 <= tolF*(1+|f0|) = 1.3960e+07\n", - "1 : |xc-x_last| = 3.1882e+00 <= tolX*(1+|x0|) = 4.8945e+01\n", - "0 : |proj(x-g)-x| = 9.3043e+01 <= tolG = 1.0000e-01\n", - "0 : |proj(x-g)-x| = 9.3043e+01 <= 1e3*eps = 1.0000e-02\n", - "0 : maxIter = 30 <= iter = 13\n", + "1 : |fc-fOld| = 0.0000e+00 <= tolF*(1+|f0|) = 1.3959e+07\n", + "1 : |xc-x_last| = 7.6786e-01 <= tolX*(1+|x0|) = 4.8945e+01\n", + "0 : |proj(x-g)-x| = 1.2300e+02 <= tolG = 1.0000e-01\n", + "0 : |proj(x-g)-x| = 1.2300e+02 <= 1e3*eps = 1.0000e-02\n", + "0 : maxIter = 30 <= iter = 14\n", "------------------------- DONE! -------------------------\n" ] } @@ -422,7 +420,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": { "collapsed": true }, @@ -433,7 +431,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": { "collapsed": false }, @@ -459,7 +457,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": { "collapsed": false, "scrolled": true @@ -467,9 +465,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmIAAAFHCAYAAAAC3yD+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ncBADAACo5H9ra/3eqvM+uwAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmIAAAFHCAYAAAAC3yD+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEAMAAMiEgxgAAEAmHMQAAAAy+T/QGxytL324sQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -491,7 +489,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": { "collapsed": false }, @@ -499,18 +497,18 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 23, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAEACAYAAABRQBpkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nFpHzBQAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAEACAYAAABRQBpkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCmAAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -548,7 +546,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.10" + "version": "2.7.11" } }, "nbformat": 4, diff --git a/notebooks/CircModel.ipynb b/notebooks/CircModel.ipynb index 16b947e6..2aa1a92f 100644 --- a/notebooks/CircModel.ipynb +++ b/notebooks/CircModel.ipynb @@ -11,15 +11,6 @@ "from SimPEG import *" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [] - }, { "cell_type": "code", "execution_count": 2, @@ -202,7 +193,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAEACAYAAACtVTGuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGIZhGDUxQWEYhmHU5P8DBvKRdFTa1XkAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -243,7 +234,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsIAAAE4CAYAAABR85U7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIQnCAAAM6f8DvOoF0hV0WScAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -275,18 +266,26 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/sgkang/anaconda/lib/python2.7/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " if self._edgecolors == str('face'):\n" + ] + }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaQAAADzCAYAAADJsGLOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -316,8 +315,8 @@ "output_type": "stream", "text": [ "SimPEG.InvProblem is setting bfgsH0 to the inverse of the eval2Deriv.\n", - " ***Done using same solver as the problem***\n", - "SimPEG.SaveModelEveryIteration will save your models as: '###-InversionModel-2015-11-10-16-33.npy'\n", + " ***Done using same Solver and solverOpts as the problem***\n", + "SimPEG.SaveModelEveryIteration will save your models as: '###-InversionModel-2016-02-04-11-31.npy'\n", "============================ Inexact Gauss Newton ============================\n", " # beta phi_d phi_m f |proj(x-g)-x| LS Comment \n", "-----------------------------------------------------------------------------\n", @@ -327,20 +326,25 @@ " 3 0.00e+00 1.31e+03 4.23e+01 1.31e+03 1.48e+04 3 \n", " 4 0.00e+00 1.22e+03 5.74e+01 1.22e+03 1.49e+04 4 \n", " 5 0.00e+00 8.55e+02 3.58e+01 8.55e+02 2.20e+04 0 \n", - " 6 0.00e+00 6.43e+02 5.20e+01 6.43e+02 1.71e+04 3 \n", - " 7 0.00e+00 4.57e+02 4.43e+01 4.57e+02 5.20e+03 0 \n", - " 8 0.00e+00 3.83e+02 6.55e+01 3.83e+02 1.54e+04 2 \n", - " 9 0.00e+00 3.67e+02 5.78e+01 3.67e+02 5.76e+03 1 \n", - " 10 0.00e+00 3.31e+02 6.61e+01 3.31e+02 1.20e+04 1 \n", - " 11 0.00e+00 3.30e+02 6.15e+01 3.30e+02 1.76e+04 2 \n", - " 12 0.00e+00 2.01e+02 4.84e+01 2.01e+02 8.75e+03 0 \n", - " 13 0.00e+00 1.54e+02 6.25e+01 1.54e+02 8.56e+03 2 \n", + " 6 0.00e+00 7.83e+02 5.46e+01 7.83e+02 2.04e+04 3 \n", + " 7 0.00e+00 7.38e+02 4.95e+01 7.38e+02 2.38e+04 2 \n", + " 8 0.00e+00 6.90e+02 3.33e+01 6.90e+02 2.15e+04 1 Skip BFGS \n", + " 9 0.00e+00 5.63e+02 5.39e+01 5.63e+02 1.79e+04 2 Skip BFGS \n", + " 10 0.00e+00 4.88e+02 5.12e+01 4.88e+02 1.60e+04 2 \n", + " 11 0.00e+00 4.81e+02 5.04e+01 4.81e+02 1.60e+04 6 Skip BFGS \n", + " 12 0.00e+00 4.79e+02 4.87e+01 4.79e+02 1.67e+04 5 Skip BFGS \n", + " 13 0.00e+00 3.90e+02 3.14e+01 3.90e+02 1.41e+04 1 Skip BFGS \n", + " 14 0.00e+00 3.64e+02 5.04e+01 3.64e+02 1.61e+04 2 \n", + " 15 0.00e+00 3.49e+02 4.45e+01 3.49e+02 1.58e+04 2 \n", + " 16 0.00e+00 2.92e+02 5.24e+01 2.92e+02 1.31e+04 3 \n", + " 17 0.00e+00 2.67e+02 5.12e+01 2.67e+02 1.08e+04 1 \n", + " 18 0.00e+00 2.18e+02 4.72e+01 2.18e+02 1.15e+04 2 \n", "------------------------- STOP! -------------------------\n", "1 : |fc-fOld| = 0.0000e+00 <= tolF*(1+|f0|) = 4.6952e+02\n", - "0 : |xc-x_last| = 5.6930e-01 <= tolX*(1+|x0|) = 1.2421e-19\n", - "0 : |proj(x-g)-x| = 8.5645e+03 <= tolG = 1.0000e-01\n", - "0 : |proj(x-g)-x| = 8.5645e+03 <= 1e3*eps = 1.0000e-02\n", - "0 : maxIter = 30 <= iter = 14\n", + "0 : |xc-x_last| = 3.4124e-01 <= tolX*(1+|x0|) = 1.2421e-19\n", + "0 : |proj(x-g)-x| = 1.1527e+04 <= tolG = 1.0000e-01\n", + "0 : |proj(x-g)-x| = 1.1527e+04 <= 1e3*eps = 1.0000e-02\n", + "0 : maxIter = 30 <= iter = 19\n", "------------------------- DONE! -------------------------\n" ] } @@ -417,9 +421,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmIAAAF/CAYAAADq9qU+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmIAAAF/CAYAAADq9qU+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nsp1QWiOq5BkAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -441,7 +445,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": { "collapsed": false }, @@ -449,18 +453,18 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 24, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmkAAAFwCAYAAADjQOwcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXeYnGW5/z/vzO5sndnZ3WzvpAIGCARRpAQpIqLgQSwc\nEAsG5CB67OX4M9iOylERFY9YaJ4gIIoFAoQSmkgNnVRStmU32WRrtkx5f39s3s3s7szOW55nshPu\nz3XlIsxunntmdnbe73zvZpimiSAIgiAIgjC78B3oOyAIgiAIgiBMR0SaIAiCIAjCLEREmiAIgiAI\nwixERJogCIIgCMIsRESaIAiCIAjCLEREmiAIgiAIwixEm0gzDKPBMIyHDcN41TCMVwzDuHLf7WWG\nYaw2DGODYRj3G4YRTvg3XzMMY6NhGOsMwzhD130TBEEQBEGY7Ri65qQZhlENVJum+YJhGMXAc8C5\nwMeBXaZp/sgwjK8ApaZpftUwjMOAlcCxQB3wALDANM24ljsoCIIgCIIwi9HmpJmmucM0zRf2/X0Q\neJ1x8fU+4KZ933YT48IN4BzgVtM0I6ZpbgU2AW/Vdf8EQRAEQRBmMxmpSTMMoxlYAjwFVJmm2bXv\nS11A1b6/1wJtCf+sjXFRJwiCIAiC8KZDu0jbl+q8E/isaZoDiV8zx3OtM+VbZWeVIAiCIAhvSnJ0\nHm4YRi7jAu0W0zTv2ndzl2EY1aZp7jAMowbo3nd7O9CQ8M/r992WeJ6INkEQBEEQsgbTNA23/1Zn\nd6cB/A54zTTNaxK+9Dfg4n1/vxi4K+H2DxuGETAMowWYDzw99VzTNOVPBv9861vfOuD34c32R55z\nec7fDH/kOZfn/M3wxys6nbR3ABcCLxmGsXbfbV8DfgDcbhjGJ4GtwAcBTNN8zTCM24HXgChwuani\nEQqCIAiCIGQh2kSaaZqPk9qpOy3Fv/k+8H1d90kQBEEQBCFbkI0DwowsW7bsQN+FNx3ynGceec4z\njzznmUee8+xD2zBbHRiGIRlQQRAEQRCyAsMwMGdj44AgCIIgCILgHhFpgiAIgiAIsxARaYIgCIIg\nCLMQEWmCIAiCIAizEBFpgiAIgiAIsxARaYIgCIIgCLMQEWmCIAiCIAizEBFpgiAIgiAIsxARaYIg\nCIIgCLMQEWmCIAiCIAizEBFpgiAIgiAIsxARaYIgCIIgCLMQEWmCIAiCIAizEBFpgiAIgiAIsxAR\naYIgCIIgCLMQEWmCIAiCIAizEBFpgiAIgiAIsxARaYIgCIIgCLMQEWmCIAiCIAizEBFpgiAIgiAI\nsxARaYIgCIIgCLMQEWmCIAiCIAizEBFpgiAIgiAIsxARaYIgCIIgCLMQEWmCIAiCIAizEBFpgiAI\ngiAIsxARaYIgCIIgCLMQEWmCIAiCIAizEBFpgiAIgiAIsxARaYIgCIIgCLMQEWmCIAg2+dRyk+PP\n2MFZZ0Fvr744lyyPsvTsF7THEQRhdiMiTRBscNFlOznm7Oe1XzQvvnQPx5y9NiNxlrzvyYNGBFx8\naS9H/Nu9Wh+PaZrcG/syTx76DlatguXL9cQZjgxzV+ADPHfY6VrjwPjZJ75z+KB5HZimyamfvZ2T\nl5laH9NYbIwjv/gVTnrniPbn7hOX7mXZMg6an5HgDBFpQtZjmqb2GPf6L+P50AqtF03TNLkn95M8\nX/5FrXHiZpx/BC7ihcrPaxcB5/7H07Rc/B2tF5ihsSHuKnoPL9dfqfXxLP3it+kouRMCgyxZAtdf\nrz7GnuE9tHzrDPr7DMgd1hYHxp+3u7mcx49t0P46uPCyLuZe9D/ahcZvn/8tD5V9iEefHNL6mL75\n0Dd5KfgjHtv4gtY4z7Q/w02VlTzy8ibtPyNhdiIiTchq3vb5H1O//Aqtb/6rN6+mp+KvkDPM0qX6\nLpp/fOWP7Cl7AAJDWuP89MmfMhR6QXuc9bvWc3f4LLYW36btAvOJ5SM0fPEDDPcVa/v5mKbJ1x/8\nOuv8txG/6T7IGaGxEcJhtXHa+9s56caTyOk+hsitt2mLA/DP1n9S+50j2dU/AAW7OWqJqe11cOZn\n7mZl6CjemPclVt0X1SY02vvb+fpDX8eI54J/VNtr++EtD3PLS7dQued9UL1WW5zWvlbef9v7yYtW\nQd1TWn9XLR544wGC32zhxFMHxbmbJYhIE7RwyfKI9jRKe387zxR9i47+Lm0i4JPLxzj311fS2P4F\nyqr2snq1novmBZ9u5eI/fo6Fm68lWD6oLc5Zn1nN1+7+EYevv5nC8JC2OB/+9BaO+p8zyX3x05Cr\nRwwOjA7wl8Kz2NMZInLHDfgCI8ofTzQe5fAv/wc/v+d+8m99FPqaMHJHuPFGdTEAnu14lkVXH8/Q\nk//OyF9/CrEAGCa//X1UaZzhyDBHffGrnPKr84jdezVjt90CcT8NTRHlr4PzLn+JsivfzeqcKzFv\nvw0iBYTLR7UIjbb+Nt763x+l8LVPkxst513vGdXy2t7au5X33nARc564gdLdp9P0trVa4uzau4sj\nrz6LvLWfpW7Hp5h74rPaflct3v2ZVZz1uwvYOwSPb3k6o87dxZf2svi8u0UYJkFEmqCFx/v/wOP5\nX9H6i/6VB75C0eh8rQ7X/bFvsLd1Advu/hBx/14tb5KDY4P8rei9RB7+Mq/dczIx/5CWOE+1PcUD\noQuI/OFPPH/v4cT8g1rivNr9KneFT2Lk4S8w/Mh/4MtXL27b+ts45NunsLdtPty5kiMWBSkIDSuN\n0bO3hzP/cCY7Rt9g8JcPsbttDnU1ueCPECqJK4lhmiYnfe43HP/LszDvvYYtt3yVnl0G9fVQmJtP\nQfGokjgA773iUcr/60he63yDsWtfYOjZ9wPgM/P5xf+OKItzwadbqb7s4/wleDp7njqL+M9fh20n\nYcTyWPP4qNKf0ZY9W1j8pc/T8qMj6HnlWLbf8g3G9ubhD4wpf21/9NLdHP79dxN/7Mu8/Jd3sX7N\nEvqL1qqPc9kumr/1TobXvo83/vBFNj26lL6i57QJNNM0+cXTv+DB0MeI3PxX4q+cDw3/zIhzB+Mf\nUG4vPZpXhh6UlG4Scg70HRAOTvwFe2GsV9sv+gcvX89fww+yaNv/0tFwLat/qf5T5t0b7mZX1W3w\ns+d5y7E9jNTsVRuA8S6+uwL/TrR7KTz5eY48fhdtJYPK4zzZ+iSn/uZcAvfeQGT7iRyxdJDNBUPK\n46zauIrzbvkY/jU/hqcv5IhjB9gcUis6z75iDatDF+B/9krGVn8FMGiqzeeV6DCmaWIYhucYj2x9\nhLN/dzHhjg/g+/sPYdTP0qWwerVB7S/zGY2OUpBb4CnGhZft4N7c5fSa24ld/wiRXYcC7IsDh/w6\nj9HYKEUUeYrzsUv7uN/8CjtC/8D86y9h/TkAHHUUNDfDY0E1YvDiS/fwcORHtFVej/nMZfDEBhgt\nmYjzZFk+FTXexaBpmjy45UEuuf7ntPufwL/+Y0TXvEx0oA6AvJwAK76rTtxecFkbTw7fzPY5vyb+\nwgdhzZUALKk9knXBV4nEIuT6c5XEWrdrHX8Kncvwc+fBQ98FDI6qOppN4bXE4jH8Pr+SOBZ9I30s\n/dZn6Iy/QPGfn2RP2yE0L+5iePH1rP6mXuduODLMO776fV7J/1/y11zHyFPnZ0wYZhOzSqQZhnEm\ncA3gB35rmuYPD/BdElxy8cVxfv63YVb/Xs8v+sb2XYyNzuWlJ+dQ3qzWQYHxdO3NFR/nyPV/pv6M\nOXz7Z3s56061Im0sNsZfcz9CT+8Y/Pk66usN7rmriLnXqxVpZ1x5F2uCnyJv1U0Mrj0LgOa6Ql6J\nDhM34/gM74b6WGyM4778bV4L3Ejg739i8NUTx+PUFvJyZK8S8fSJS/dyf+y/6Cj9I+btN8LmM4Bx\nUXPzjbnMudYgGo96umD2jvRywje/xcbcPxG493ra1r4HgPp6JtzA/Jx8RqIjrkXaJcsjrNl7HW/U\nfRfzuU/Bmj9BLDAhZm64YXIct3xi+TCPDP+KLbU/xHztXLjlFRgJT4vT8FNvcS749HYejVxDR8WN\nmK+9H+58Efrrp8VpviaP0ah78fSxS/v558D/saXyFwRyDXjqSqL/Wkk0Mi5irXjrm/LIK/Qm0rbs\n2cJHvnMnr3Eng+ENmB3nwQN3QscxCY+rmOP+0MC6XetYXLXYdaxLlkd5vnMtm+MPMnzUT8j71w/g\nsU8kxCnjmJsr2dCzgUMrDvX0uBJ592fu5eHiSzE3n8nY3//J0Fgx9fVw32/eznF/+Pg+t1h9si0a\nj/KHl/7AZ+68itHOtxL5xwtEBuom/Y4J+5k1Is0wDD/wC+A0oB14xjCMv5mm+fqBvWeCG/Ly4xx1\n7Ii2X7i8/BiYPg6dX0BO07Dy89dtHiYyZ4Rn/3wCLedDzZxC9kbUirTDvv4x+vpN+ONdLDkiwEMP\nQUlJAWOxMaLxKDk+b7+eo9FRvvrAV3m06E9EblxFpGMpMC5qbrrRR911+QxHhikKeHNq3nfFEzxY\ncCmRXS1E/vwsY4PVCXH8VP8i4EnUmKbJba/exq2lX2Nk09th5cswXD5NBBTkFjAcHXYl0oYjw5z2\n5d/xTMF3Mbacw9iqFxnbO2ficSRePNyKp08uH+Px/j+wqeZ7xEfmwu8fhV2HTnscFm7jXHhZJ4+P\n/Ibtlddh9r8dbnwQut+iNE4sHuOcKx/lmdjv2VlyD+baj8MdL0J/w4xxRmPOxFMkFuHs/7yPtdFb\n2Fl+L/SdCn/9BdGty4Bx0T813tLrnYtB0zT5wH+8xPNDd9MeuhNCrRjbz2XshRWw9ZT9Ivqtkx/X\n0TVHs3bHWkci7ZLlMdZ2rmVzbA2+Qx6md84TmDmNsHUZ3HAvkc6jqa+Hhx/eH+eYmmN4rvM5TyLt\nkuUxXmrdzObBl4kfdT39/i3E//Rr2HQmkPg6r6K8oJx1u9ZxWMVhruNN5WOX9vP40A1srbqWolg9\nPHATkVdPAqC0FF5+WQRaMmaNSAPeCmwyTXMrgGEYfwTOAUSkZSFxM85wRL14svivb8b5xM0+fv+N\nfD5+r7p6GouCwjiYvgn7PZCrXqS1G08S+cdDEMtL6OIzKMotYmhsiJL8Ek/nH/X1z9A93EHRXS8w\n2jFd1BQHihkcG3Qt0i749Hbuz7mCPXkvEl91Nbx6PmBMi1MUKGIoMuRYpF2yPMYTfbeyuepqArm5\n5D1wIyMvnZxWbITyQrZjdAx08L4Vv+PlvF9h9hxLZPUq2LEEmH7xnxrHLh+8fD1PDd9Ca8VvMUcW\nw19ugG0njZ9/wvTzLfJy7IuNCy/bwd/X3cNw01+I1j6O+er5cPfD+0Xg8anj2H08I9ERPvC5J3m4\n608Mt9yJL15H7MULYO3Pkzp0yR6PnThbe7fy0RUPsG7sAXpKHsAYWURs7YXw6nUwXE4oBP2k/vnk\n5eQxFhubMUbcjLOhZwOXfedp1o09wM7Q/RAIEt96Jjz6P7D9RIiPXx5nelxLqpewtnMtHz3yoylj\ndQ9189GvPsu6gWfp8j/NSOXjkFs/Lsoe+gRsuxH2Vow/rv7pHwoAltYu5dmOZ7nwiAvTPn+maXLR\np3dwz7OvMlLyMlS9hK/mZYYqX4fCSuheDP86F56/BOK5SR/f8Q3H88/Wf7oSacuXw2ub+9nU3Ur5\nIdvp2Lsd/7wH6Sm/D3afCXfcQn/r27FEdmkprF0rAi0Vs0mk1QGtCf/fBhx3gO6L4JG4GWc4qk+k\nFRbFWfwWP1VlBVrE4PW/ibPol/6JN8u4OV6HpCo9CIAvBuZ4rVNit2BxoJihiHeR1j3cye7Vy6Gt\nfNonc4Ci3CIGxwaposrV+f8c/h09g8Xw1/UQzU95MSt0KXCf6rmXdQ3/D+6+jsimdwFG0sdhUZDj\n7LVw4WVd/LHiUPzbPsLY4/dC1xHAzBdlsC82AOq/dgYdxS9jbvkQ/CNBNC1Jfb6FHfH0zs/eyrM5\nP2GwdBNm5enw4vnwx1thrDitCLQT5/zLX+OpkVvoynuM6JwXMGKHEes6Fx56nNjueUD65ysxzlTR\n+fFLh3imZzXbIy+QW/8CfQVr8QVGMLpOY2zdu+CNq6G/AYCSEjjlXXDNNfClL41/eEoWL+APTDh2\ny5fDi9u38EbfeoLNG9kZ24iv5iUGip8nL1pBbNdSIhtOgc0rYM8hAOTkQDRu73EtqV7CPzb8g3+/\nrJ3X29vZ3ttGsGErO+Mb8FetZzBvPUZgGGPvUqJtS6Hj47D99zBUOR4nuj/OTI/rmJpj+PuGv/Op\n5SavvdHL5s6dVDbvpKNvJyUNbXRH3iBQtZn+nDeIl7yBWVKIufhw6FoMG94Ojy2HnYfDaGhCDM70\n+CyRdsnRlwDjzunA2ACf/s9eNm7vY3t3H2UN3XQNdVJU08GeSCfR/E6ihe3E57RCRQz6GujqbwAa\n4ZnT4LVf2RLZwmRmk0jTP5FUyBhxM+6pzsXO+T7DN5HiUk1xMEYo5Jt48/AZvomLWWFuoZIYpWUx\njj7Lxx+um/wmZTlcXvH74xD3J/1kbsUZirhvHvAHItB9OEe9JX/GN1vLGXR8fsEAtB9LqPtM+knu\nMCSSn5Pv6LWwfvtuYrk1xO78X8CZ2LD72u4IPIz5/X6IFoyLjHPtX5Ty/Hlp04PP5PyYwYcvhxcv\ngvh4mnfxYpg7136cmR7P47Efs2NwANZcBe3HwVjxxNecxsnzTxe3jw/ewKbaa8dd2DX/Dl0/ItYz\nH8tlsS7oltvS1DT+726/feY4lhh8dse/WHvMadD6dnbtng+758HzZ0PHMYwMl0/8m8Q4a9bAd7+b\nWgQmcsvVR/NExfOYoaWYZh0U19PT2wi7FsMz50HPQuhrmPx4hlLHSfW4bv7hMTxR/TSPV+dBeQEM\nVdK1twJCFfQM1MKeufDaCbB7LvS2wOh+NzkYhIEBe2LQ4oHfn8Bf5vwnNz++GvL7iPmG8MeKiReV\nYDaFoaqEnUOVkFND7xs1MHAyDNbAQO344x0JEwoZ9PczTRTaiS/sZzaJtHagIeH/Gxh30yaxYsWK\nib8vW7aMZcuW6b5fggt0pzstkea1uDrd+YlYjpAqkWYacX7zaz/h4OTbVYm0I46KMdbv528/SSGe\nAkWe4pz9vhgP5/h5+Pszv9la6U6nXH5FjO/e5uexl+y9qRfkFjh6LeQXRCGe4/gTvZPXnGnEIJY3\nTWTYun824hj+KHQu4agjcqmthUDAuTMxUxxfYAw2nE2o51T6x8YvtG7j5OVMF53+/GFY/z5Cz35v\n/wUdbxf0xHSnv6gXtr+D0N/umyQYQiHoH04dZyYRmMj2deXEfz3AJBE2Nc4Mj8dunG3rw5g3d0Gk\nAGJ5yeNY/x2d/HNK9hymi7vrtbcQf/kliOXBSAmMBYmZ+98PU8WH/eLdinv11c7jZzNr1qxhzZo1\nys6bTSLtWWC+YRjNQAfwIeAjU78pUaQJsxfd6c5YPDbupDlMcdklbsbxG5Pb3d2m7VKRqqXeq3iy\nMPwxvvkNf8qLW3Gg2JXDZZEbiHHRv6c+38Lt85ZfEGPZSTk0Ndl7U3f6Wvj+D2K89/f+lOnTlPfL\npkiLm3EMAz7wAZ8r1yBZenAqdY1RGk/L5bafu3clZno8xx0foWM4l9v+6t39SBbnAx8a486/5XHv\n9eou6Inpzs99cYQvr8znny9NPl+VcCgshMQ6zKnCRGmchLq/VHGSxXMTs7AQ2D1/QvSlcsMS4372\ns2AYk8W7FfdgFmVTmWoeXXXVVZ7OmzUizTTNqGEYVwD3MT6C43fS2Zm9ZCrdGfAHiMajymcIxcxY\nSidNFanq21Q5aZaQTYVVk+blfDsdqG7TndF41NHP1Gm6s6AoytyWHFfiyc5r27r/bi9Qdmrf4kT4\n2U+dP4ZJcZKkIS0Mf4Qvfj7XtlBOF2eq6PTnjvHhDwQmna8yjj9vhBPenp/0fBXCYeXK8bq3ZCLs\nQMVRGc+O2LT+e9dd3uMK05k1Ig3ANM1VwKoDfT8E72Qq3WkYxsRF0+soiWTnJ6LcSTNj09w68O5w\nTTp/BpHjtSYt3fkWhbmFruLE4smfn1Q4TXc6Pd/CiUjzMkbFThwVo1pmihOJRcj1qRnUmmwEx2hs\nlJI8bw0yU8nz7093jkZHyc/JV3p+Ik5SltkQJ1m8N6MbNpuQtVCCFnSnOxPTkTqaB+JmfJoAKcgt\nyDonbSYR4jVONB61JXKKAkWunrdUIjYV+Tn5jj4YuBU4mRJpdhoHdIu0sdgYAX/A0/kWyRw7ledb\nJKY7R6Ij5PnzlJ4vCJlERJqghbgZZyw2RtxUs+Mw2fmWwNFRl5YsVZipmrTiXDUiLZnQTMRtGtLC\nborZS7rTiQApyHHopNl0AqdiV6TZTQd7iRONRz07XTM6aXF1K4+S1djpEGmJ8+VGoiNanTRB0I2I\nNEELljjTVZeWKNJ0dHhmIt2p3UlL40R5jWPX6XL7vDmtMyzIceaouhVR+f4MOmlpGgcisUjWpDuT\n1dhpEWkJDqSINCHbEZEmaMESabrq0hIL+7WlO3V3d6YQOaq6O9M2DrgcjTFxvk0nqijXXZxMpDt1\n16S5Od9JHO01aQqdtGTpW11O2kRNWkxvTZog6EZEmqCFTDppTtNcdkja3ZlTqFR0ZsRJS9M44LW7\n066TlpF0p9PGAdOlk5bBxoEDXZOmunEgmZOWl6O2ZizgD0xKd0pNmpDNiEgTtDDhpGlqHkist3Lq\noNg9/4DVpHnsupx0/gwiyq3DNXG+XSfNbeOA5nSn0xEfFrZr0lyKQAs7Izii8ahnpytjTlqSXaSj\nsVFJdwrCDIhIE7SgO905yUnTkO5MJhBUijTTNDExMfZNKk/kYHPSMpnudDqCY7Y7aeniROLZU5OW\nzBnUne4UkSZkOyLSBC1ke7pTt5OWOOdtKqpEWrK6ukS81r45mZPm5nlzk+6cdTVpHgYsp2scME1T\nRnAkITHdqXtOmiDoRkSaoAXd6c7EovhsTHcmq3mz8LoJYCJGmnSh16G5tp00lw0KTtOdTjcOZENN\n2kxx4mYcA2PG5hC7cVLVvilPd2bCSUtMd8ZGlNe8CUImEZEmaCEj6U40pjuTpNpUDrOdyeVSme7U\nuhbKycYBF2LQabrTqaPqqSYtloERHElEzdTzVQioA904oGVOmtSkCQcJItIELRy06c6oIidtBpco\nU40DntdCOahJc9s44Djd6XBOms50p+5htirq0dLFUT6CI8kwW9Xdl5lcCyUIuhGRJmhBujudn2+R\nqcaBTNWkuU13ulqwfhCthUo3gkNFPZoV52By0mQEh3AwISJN0EJGuzsdjl6wg+7uzplSeZnc3eml\nJs2uSHC9cUBzutPp+RaZGmabrNB+6vlZ5aQlSd+ORjWM4JB0p3AQISJN0ELMjGFgZCbd6XCIqdPz\nLTLlpFkOl2manmOk3d0ZGXIdx9EIDjc1aZrTndngpKUTaSpcroyO4MjE7k6/jOAQDh5EpAlaiJtx\nigJF+ro7Tf3dncnWQqmKM1NNWsAfwMCYuNC4jpHGKfL7/AT8AdcC11HjQIbSnU7npM32YbYzjeBQ\nsbcTUj8e0zSV16RlfASHrIUSshwRaYIW4mZcqahJdr7WdGeytVAZctJATfNAut2dVhy3qVUnIzj2\nRvY6duzcpDsPtpq0A5nutNK1Xkd8WGRsBMeUdKeM4BCyGRFpghbiZpyi3CKt6U7rAp6N6c50AkRF\nXZodp8vLaii7TlqOL4ccX07aPZTTzneY7nQzJ23WD7M9gI0DKl20VHEk3SkIMyMiTdCC7nRnoohy\nenG2e77WxoE0LpcSkWbD6cqEkwbuZqVFTWcix/GC9SxfC6VqTlqqBgWV9WhWnKQjODQvWBeRJmQz\nItIELWQ83ak4TjIRVZCjeJitxr2admLAvvEYLjs87Tpp4G5WmtM5Zm7SnTpr0nSLNN1z0rLWSUtI\nd8qcNCHbEZEmaEF3ujNRRGVrunPGbQAeZ5hZMWaVk+YwrepEBMLsWwvldZhtusYB7elO1U7alJq0\nWDyWdr+sqzgJjp3MSROyHRFpghYOinTnlItHfk4+Y7ExYvGYlvMTUZXuTFf07WU1lCMnLeDcSXMq\nQiyxYbdBwcuC9ZnEU+L52dA4kOPLwWR8WXsiOpy0xOfNctEMw1AWA8bF4FhsjLgZJxKPKHfqBCGT\niEgTtDCR7syASNOS7kzidBmGoWxPqJ2aNC+DZsGeiPLSRerESXMzK81putPv85Pry7XdoODW6Qr4\nA4zFxtKKQRXDbEdjoynjqJqTZhhGUkGo2kkL+AOTHo+OVGdiHCvVqVoECkImEZEmaCEj3Z2+zHZ3\ngrqUZ9qatFxvTpq18WG2OGmZSHeCs9eC25o0wzDSLj+3zvfidPl94+MvpjpcFqrmpEFm6sV8ho9c\nX+5E56UukWalO4ejw1KPJmQ9ItIELVgiLWvnpKUYdKpKpKWrSfOa7rTrQnlx7Bw5aRlId4IzV9Xt\nCA6wV5emIh050/5OVelOK840J01xunNqHB2dnbBf3A6NDUk9mpD1iEgTtJDJdGemFqyDuq0DumvS\n7HR2grcGBcdOmuZ0JzirT/QicuyINK8bB2Dm/Z3aRZridCdMbh7Q5aTBeMqzf7RfnDQh6xGRJmjB\nahzQ1t1pZr67ExQ6aWlWEt33jyJ+c9MgZ50Fvb0uzrfpEnmpSXMiElyN4NCc7nS7Fgoy66TNJNJU\nOV0HyknTJdLycvLoG+0TkSZkPSLSBC1kfbozhchRWZM2U7qzd0cJrTt7WbUKli93fr6dzk6Av91Z\nxC23uRODjhsHHIpB3elO3U6a18YBmHkMh6o5aZBBJy1hPMZobFSfSPPn0T/aLyuhhKxHRJqghUyk\nO60LoJXudLobMt35yUSOqoG26ZyuEA1Q0srSpXD99S7Pt+ES7e4ooWO3OzE4W9Odtp20LKlJy1S6\nc6oY1OWkZSrd2TciTpqQ/YhIE7SgO92ZKKL8Pj85vhwi8YiW8xPJlJN2zVWNhBq2s3o1hMPOz7cr\ncEqMegi1uRKDuhsH3KY7Z01NmsdhtjDz/s5srUnLVLpTatKEgwERaYIWMpnuhH0XZ4WxUgmQTNWk\nLW5oIh5xDAC5AAAgAElEQVTaRkmJO3fQrsC57r8bKKptdSUGdY/gcCNCnDSRuBGBiXFmg5OmSkSl\nqknTsfzccuy0ijS/1KQJBwci0gQtJKY7VaYhLabWXKneOqC9cSDNCI6S/BJ8ho/eERddA6TvHrU4\nrL6eaEE7oZK44xhOnLQ//7GIO+7a66j2zU26syDHWeOA9po0lyIwMU7KmrQMzEnTPoJD04gMy0mT\nERxCtiMiTdBC3IwT8AdmHMbp9fxJTpqDi7Ob8y2UDrNNI0CaSprY3rfd1fl2OxcLcgsoDhSzc2in\n8xgOnKhdHcXs2D3gqPYtE+nO2V6Tlpge1HG+hYzgEITZiYg0QQuWyNHReZl4voXydGcKgaAy3Zmu\n+7KxpJFtfdvcnZ/GqUukoaSBtv425zEcOF1BXzUEOx3VvrlxuvL9ztKdup20rGkc8Gd+BMdoVG93\np6Q7hYMBEWmCFqxhqjoGzSaeb5GpdOcDqwr53987S9ulOj+dS9RY0ujNSbMpoBpCDbT2tzqP4cDp\n+tUPGiiqaXNU++bG6crEWijI7DDbmRoHtNakaR7BIY0DgpAeEWmCFiacNA2DZhPPt9CR7kwmEPp2\nlLF9107X88ss7DhdTSVNbOt176TZFSANoQZa+1yINAdC8NC6OiIOa99cpTsdOLdeatJm2gRgodtJ\n0z4nLZ7d6c6+kT6pSROyHhFpghayPt2ZIh0Zjs+Hso2u55dZ2KlJayxpZHt/Bpy0EudOmmmamJi2\nU6oFuQUEA0F27d1lO4ardKeDOWmZqEnzPMzWn3qYrcp0Z7Lat0hMQ7rTn6GNA35x0oSDAxFpghYs\nEaUr3TnVicpUuvM3P5hPQf1G1/PLLOzUpDWF3Ttpdnd3grt0p/X8G4Zh+9/Uh+od1b65TXdKTZqa\nOFpGcORMTnfq7u4UkSZkOyLSBC0cFOnOJCLnLQ2NxAu6ySvyJgi116Q5mKZfH6p3nO50I6CcijQ3\n6U6nC9a11qQpGGabOKF/Krp3d47FxpSnOzO1uzPgD0jjgHBQICJN0ELWpztT1Izl+HJoDjezec9m\nz+enEzk1xTX0DPekTHfNeL7N3Z3grrvTzXJyxyItA3PSsnkEh+45aTrSnYmNENqH2Y70ye5OIevR\nItIMw7jaMIzXDcN40TCMPxuGUZLwta8ZhrHRMIx1hmGckXD7MYZhvLzvaz/Tcb+EzKE73Tm1pivf\nn5l0J8CC8gVs6Nmg7XwLv89PbbDW3XgMBy5UXbCOzsFOYvGYo/OdCgQ36U6nMW69pYC/3jNsq/tW\n+4J1M/vTnTqdNN0L1oejw+KkCVmPLiftfuBw0zSPBDYAXwMwDOMw4EPAYcCZwHXG/qKWXwGfNE1z\nPjDfMIwzNd03IQNkPN2pOM5Mhf3zy+azsWejp/PtOlEjXY382ye2Ox754cQlysvJozS/lK6hLi3n\nW2Qi3dndkU93z4it7ttMrIXyunEgU40D+Tn5jMQy4KTlZG4EByAiTch6tIg00zRXm6Zp9do/BdTv\n+/s5wK2maUZM09wKbAKOMwyjBgiapvn0vu+7GThXx30TMoPudOfUdOQjDxZwzS/tOSi2zp8hXTi/\nfD4bd3sUaTaHzZp7mnhp2zbHIz+cCpCGEmdjONwInEykO4tygpDfZ6v7VruTdhDs7tQyJy1DIzis\neIKQzWSiJu0TwD37/l4LJL5LtwF1SW5v33e7kKVkIt2ZKHIGukvZ0tXteX5ZqvMTmV/mXaTZ3a1Z\nHGuEku2OR37YPd9i1+YGPvGfrbZFbiacNDci56ffriNU12Gr+1Z3TZqKxoHEuWJT0T4nTccIjgw1\nDljiTJw0IdtxLdIMw1i9r4Zs6p/3JnzPN4Ax0zRXKrm3QtZgiZwnHyvgRz8ZUeZwTT3fomL07dD4\nhOf5ZRYzOUULyhcoSXfacdI+89Emmo/a5njkh5PGAYBITz2vtbXaFrlunLS6YB1t/W2Ypmnr+93E\nOLSuDl+43dZzdTA4adlWkzZ1mK2uwn5JdwoHC65/w03TPH2mrxuG8THgLODUhJvbgYaE/69n3EFr\nZ39K1Lq9Pdm5K1asmPj7smXLWLZsmf07LUwQ35eNdnIhd3q+z/AxuCvE9rZeNj06fvG//XZ15yde\nwO/65VtpuPYV/vK9QcLhYiXnp3pu6kJ19I70MjA6QDAv6Pp8OwJkUXUj84653fFMNqcCpzjeAKE2\n2yLXjQsVzAsS8AfYM7KHsoIyLTHKCsoYiY4wNDZEUaBo5vM91KT9+pf5POUb5qybYeXK5AJaxTDb\nAynSdDhdmRzBYcUThEyyZs0a1qxZo+w8Nb/hU9hX9P8l4GTTNBN/8/8GrDQM4yeMpzPnA0+bpmka\nhtFvGMZxwNPARcC1yc5OFGmCe5Z86SuMtC9kbt8lKS8yXrBETjDeBOGnlDlcU8+3qJlTwNtblrBu\n8F/UV56m/PxEfIaP/OG5LDtvE1XxJa6ev5gZw2fDyHY70NapwPnS8gZW3PYMq/+fvcfiVuBYKU87\nIs2NCDEMg9pgLe0D7SwoXzDj93pJR3ZtC7OnqnfCeUz24UPJCI50uzsVpSN/8qN8Xswfd7yt17OO\nBesZ2925L90pIziETDPVPLrqqqs8naerJu3nQDGw2jCMtYZhXAdgmuZrwO3Aa8Aq4HJzf+7jcuC3\nwEZgk2ma92q6b7OaD16+gXectlt5enAqO/v72dCzXlkN11QskfOdz7dQsWCL5wn9qc5P5MTGE3l0\n26NKzk8ncvy983l+60bXz59dJ83aBmA3RWjhVEQtqmmg/vBW2z8jt/VcduvSnK6dSqQuWEd7f1Ij\nfhJenK4SXy0EO2b88JFNuzvbtxQxMDo46fWsY8F6xkZwSLpTOEjQ1d053zTNJtM0l+z7c3nC175v\nmuY80zQXmaZ5X8Ltz5mmuXjf167Ucb+ygUfj3+Of/bdqE08W/tyYq4J0u1gianFDC0X1W5Q7dclq\nrk5qOkmZSEs3xywYmQulb7h+/uzWjBUFiijKLWLn3p2Oz3ciQDLR3Qmw9aV6Pvf/2tJ+CHGzdsqi\nLlRH+0B6keZlLdRtv6vGCHZx3/3xlK9tL+dbXPvTPJ5+PnlNp8p0ZyinEoq6J72etThpGVywDiLS\nhOxHNg7MMsbFU6s28WRx8rI45Ye0Kne4LCyR01jSSMdAB9F4VMv5iRzfcDzPdjzrakK/nfMTueyC\nJg452nlBf+L5dkWUm5Snk92dML7doHuo2/bPya2TNtJdz8autrQfQrwIEEdOmsuatMryAOXFJUQD\nqRfGqxBRnVvC9I/2Jn2+VIq0O24qxyjo5557IxOvZx1OWqbTnSLShGxHRFoaTr/yLyz+t3u0px8t\n3n58nMa36BNPFv7cGAXV9tNbTrGckIA/QFVRlePdkOlIJqJCeSEKhhbxtvOe8fzzSucUHVrdxMK3\nbnP9/Nmdkwbudng6OR8g159LRVEFHQMdts93I3CCZr2tBgUv4zHqQ/X2nDSPIzJqg7UzPl8qhtmW\n+Gsg2Jn0+VI5J62s1EdVcA5jud0Tt+lw0qY2DuhcsA4yJ03IfkSkpWH94FO8Mnyf9vSjRU5unKYj\n9Ikni7gZ1+JwJZ5viYSW0ha29G5Rfn6yi3juzmN5Ycdazz+vdE5aU7iJbX3OC/oTz7d7AW8qcR7L\njchpCNnf4em2nutb/1lP1fy2tB9CvHRe1gXtpTu9dl/aEWlena47birHyO/n7nvHpj1fKnd3AlQV\nVU3aOqHDSfv+d/LY8MZ4+nbvqDhpgpAOEWlpyMmNZyT9aBEzY652NTqOE49NCDUdTBJp4Ra27FEv\n0pKJqJLoQijf4PnnlVaklYynIJ0W9Fs4EVFunTSnIsdJXZqbBesAi2rrKWtuszVo1nW6M1Rn63fI\na81YTXENnQOdqc9XMMy2rNRHbUkloznTV3apTHcCVBVX0TWYINLiEeUiqm1TCcPxflatgnUbpSZN\nENIhIi0N7zk7Tmnzdu3pR4u4Gaetv21ijpnOOIDyNGTi+ZNEmmInLVU676rPLKDq8A2ef17pRFRJ\nfgm5/lx6hnvcne8gHZlJJ62136ZIcylw7HZ3enG5MlGTBplx0gCqi6vZMbhD2/kWU520sdiY8nRn\nSW4FFO7kmKVxGppld6cgpENEWhpyA3Fy5+hPP1rEzTiReITuoe703+yBmDl+EXfq0NglE+nOZCLn\n6KYFFNRv8PzzSuekwX43ze35dgWCGyfNaeMA7BNpTpw0FyKqJK+EuBmnf7R/5vM9pDtrguNNELF4\nbOYYHureYNxJy4RIqwnW0Dk43bFTOScN9om0Qb3pzj/+X4Bcirnj771ETY0jOPalO3WdLwiZQkRa\nGuJmnO6h7rQrYFTGA30OV2Kc+lC9befEzfkHIt3ZHG6mc6DT888rjg2R5qEuzcnaJtfpTqdOWokz\nJ82NiDIMw5ab5kVABfwBSgtKJ7lCyfAqomqDtUnFU+L5XjcOAFQXVSdNq6qckwb70p1Dk9Odqp20\ncBhaKisZzenWPoIjz5/naoSLIMwmRKSlwRJNmagTg/11LLrEk0XcjNMcbs5MulNX40ASkZDjy6Ep\n3MTm3Zs9nW+n5sqzk2bzAl5ZVMng2CBDY0O2z3e6uxMcpjs9dl+me915FVB2Up5e3DrIXLqzJlhz\nQNKdOpw0GH89dw/pFWl5OXmS6hQOCkSkpcFKmeh2tiziZtxRl51bYvEYTeEmtvfrT3fWBmvZM7yH\n4ciwlvOnsqB8ARt6Nmg738JNrZiFk5o0wzAIjDRwyrmttkeLuBEgduvF3J5v0VCS/vXtVUDZGcPh\nVeTUBGdOd6oYZgv7GhRSpDt1Nw6odtJgskjTtbbpW/+Vx96BvIyNThIEXYhIS4PlpOmq3UoWrync\nlJF0Z3NJZpw0n+Ejb7SRk87ZquxNc0aRVqZGpKVziprDzWzt3er+fAcixNffxDMbttkeLeLG6aou\nrmb38G7GYmNazreoD+pNdwJser6OL32nPeXrzTRNR25mMqqLq+ke6k7Z5JOJxgGVTlfGnLTCSnYO\n7dTqpHW8Xk/kz7/O2OgkQdCFiLQ0xM04ZQVl2tOPFjEzRlNJk/Z4MTM2nu7MQE0agL/vEJ7dvFnZ\nm+ZM6TwVTpodpytTNWkARdEGR6Ng3NSk+X1+AqPVnPie1OJm0vkunS47jp1XgTPcXcemGTYbeFk7\nZRHwBwjnh9k5lHxll4phtpC6cUD5nLQMjOCAzKQ7iwr9sO7cjI1OEgRdiEhLQ9yMj4umDKY7MyHS\n4macquIqBkYH2BvZq+X8RBFSNnIs1D+p7E0zbbpzd4bSnRmoSQO44Ox6Dnub/U0Ubro7AXyDDTy9\nrjWtmPZak9Y2oDfdGTTrINSe8vXm1amzSCWgQK2TlqxxQHW6c07hHHYP754YcK1jBAfsF2k6F6yv\nXAnnn0/GRicJgi6yTqRlusbASj/qqt1KFS8TNWk5vhxHdUhOmCpyfnzFMsqXPqzsTVN3TZqdxoE5\nhXMY2DvKCaf2O35dOl3bNL+ygbedkX4I7MT5LkVIUbQBQukdO91OmlcRteILdVTObU/5elNVLzZT\n84CKYbYwLtK6hrqmDU5WLdJyfDmUFpSya+/4PlJd6c6Kogq6hrrGRaCG82H8Z3777SLQhOwn60Ra\npmsM4uit3ZoWb1/jwI7BHWnnPHmN4zf87N3RyAcu2aZc/E4VUWccejwjJS+RUzio7PxUF/HaYC27\nB4Y44dQ+14/LjpNmGAaB4UaeeMV+rVji+U5EjpPxGOBcBFp84F0NLD4hvWPn2UnTnO5cWFNHaVN7\nysegKhVZW5xapKkSUfk5+RTmFrJ7ePe081U7XVVFVRMzGnU2DnQMdOA3/Ep+BoJwMJN1Ii3TNQYT\nhfyZqkmLxyjILaCsoCxpsbCyOPsu4mZPCy+3blEufqeKnILcAo6pPYYntj+h5fxEDMMgf2g+T6zb\n4Ppx2RFpAIWRZghvc/y6dFqT5mQ8hnW+mwvgvIp6Tjo7vWPnReSUFZQxEh1hcCy1YPea7qwLzby/\nU5XL9fyjNXzvZ51JPwyodLpqiqeP4VA9Jw0m16XpHMHR1t+mrbNTEA4msk6k/fnugYxa2FbjQNyM\n0zfSl5F4PsNHbHcD773Q/sgFN3H8Pj+h2Fwo3axc/CYTOcualvHw1oeVnJ/OKSqKtEB4q+vHZbfw\n/uwTmlhyyjbHaVynNWnWXk27u0LdNA6AfTHo9nzYP9B2pjlmXtOdJXklmKaZcrOBqkGzg521bO3p\nSPphQFUM2FeXNqX2TXW6EyZ3eOp20mQbgCCkJ+tE2oCRGUfLwrqYOnUyvMTzGT7M3kbWvrFdW3rX\nivOV5XOpW7xZaYGtJSQMJnfOndJyijKRls7pOu/UZo44ybl4snu+xYLKJk47b5vjGE6dolBeCJ/h\no3fEnmJ366TZXbLu9nyLoc56PviptpQfQrwKEMMwxt20FEJQVU1ayKiFYMe0DwOmaXp2AxNJNtBW\nm0gbHK9/Uz3iw6KsoAwTU0SaINgg60RapmrDLKyLtd2Ll1csh6g41gQlztNotuPscyoW1x1CxcLN\nSt3JuBnHwJg23uBt9W/j+dZXXRXaJ4sxk4haUNnEie/d6vpx2RVpbsdwuNoIYGMIrIXbGWCZcNIA\nYnvqeWnLzCMyvAqcumBdyudLVU3aD79ZQ2lj57QPA9brx01dYDJqimumdXjqEFHWaijLBdSxVsln\n+KgorBCRJgg2yD6RlqHaMAvrzXbbS4189lvbtXeXWhfXyz7cxNxj3DtBduL4DB9zy+ayefdm22k0\nu2cnuwDm5+RTMLCYJza/4NkhTFd472XQLNh3ippKmlzFcSOiHK1tctk4UFFUwcDoQNrtEF5ruorj\n9RBq0zoiY6a6NFUjOBbW1FJY1THtd1S1y/X4vdX87IbJtW+q56QBrPpTFTff2cXZ5+iZkWZRWVQp\nIk0QbJB9Iu0AOWkj3Q1s7Eo/P0pVvEXVTRz6dudpNLtYTkVZQRl+n5+e4R5lZ8/kQoXGFkL5Bs8O\nYTqny6tIs+ukNYebXc1KcyOiGkL23Vy36Uif4aMulNqBmjjfo5N22QX1HLKkLeWHEBUiZ6b9napE\nVFXxeDfk1E5s1SKtr72G9t4dk95/dKQ7d28fd9Luf3CMyKie8RggIk0Q7JJ9Iu0AOWmhuL35Uari\nNZY0uh6U6iQOwNzSuZ4Xkqc6eyqfOGchC45f79khTCeirDSkW4fQrkirCdawZ2QPI9ERx+c7FVFO\nxnB4EVG255h5SBcuqKrnsLel7iJVle5M6aQpqheztg5Ys8UsVDYNAASNaijunHj/iZtxTExl6VSL\nkK8Kiro48ugIoSIRaYJwoBGRlgardug7X2ykYv527ROsrXhN4Sat+0IT0z1zy+ayeU9mRNqRdQtY\nePx6z89hupqucH4Yv+GfNlvK9vk2RY7P8FEfqnf8s3LjpNWH6u2LNA8iyk5a1auTlk4IqkhHzrRk\nXaULlWygrWqX69rv1RCs3THx/mPVo6muGbv+p1Xkz+ni1tsiBHL0irQ8v4zgEIR0ZJ1Iy9SicwvL\n8Ti0roFQfav28R9WvNL8UmJmTNvYjwPlpC2cs9DzNoB0MSy8LkC3K6Lc1KW5rUmz2zjgRUTZSat6\nddLSiTQl6c6ZujsV1aTBuJs6VaSp6h61WFBbjS/UOfH+o6MeDWB+bSXRvJ0UFOvbBgDipAmCXbJO\npDmZFaUC62JtXVTiZjwj8QzDGN8N6XKBdzoSnZxDSg/JmJM2r2weW3u3EolFtMWwyJhICzvf4em2\nu9NuTZrb3Z0TcTQ7aRVFFfSP9qdME2eiu1OZk1Zcq32GWWl+KSPRkYmGDh31aDCevg0GgnQNdmmZ\nkWYhIk0Q7JF1Ii3gD7hOYbnBulgX5hYSzAuyc2hnRuKBu4u/kzjWRXBuaebSnfk5+dQEazwV9Vsx\n0omE5nCza5HrxClqLnEex1VNWqiBN3a1cfIyM22XsRsRmBgnrUjz6KT5DB+1wVqtTldVcRU9wz1J\nPxConGGWKt2pcuWRYRhUF1dPzErTJdJg/Hlr62/T6qTdeUMdLz5blPFdzIKQbWSdSHO6w9AriYIj\nEwNtEx0KnU7apHRnWebSnQALyxeyvme91hjgfjyG3fMn4riYleamJq0oUIQRy+fRZ3rSdhl7Snfa\ncOy8Omkwc8pThYjK8eVQWVQ5zeUCdWuhIHm6U4eIStw6oGNvp0VVURWt/a1ana69L5/B7t/dmPFd\nzIKQbWSfSHMwhkAFk0RaSYP2mrjEeI0ljdriJToVdcE6ugd2c+I79yr5ZGtLpO3yJtLsiJxM1qQ5\ndTzdDpstiNTb6jL24nRlorszXRxVIifSU8c5F7VPe12r7L6sDU5Pd6oUgRaJWwd07O20mHDSNKY7\niwr9MFye8V3MgpBtZKdIO0BOWmOoUbtAnJTuzJCT5vf5yR9awOMbXlHyyTbtNoDyBZ6bB+zWpD3x\n6laWLcOx+HTiFDWFm3j+DWdx3KYj33ZYA+94d+r5YhPne3C6ygvK6d87wonvHJpxbZNnJy04g5Om\nqLA/3lfHC5vbp72uVRb2Z6K7E6C6qHpi64DWdGeR/nTnypVw/vlo75YXhGwn60Tac2sa+MGv9C0e\nn8pUJ017ujPh4q2zJm1qOmnO4DJoeUjJJ9u0TtqczKQ7m8PN9BnbeOQR07H4dOKk1Yfq2evbwSOP\nRWzHcZvOO6S8gQs+nb7L2IvTZRgGgZF6Hn859fBmFenItOlOBSKtOFYPwfZpr2uVNWM1xZlJdyY6\naRkRaRqdtHAYbr9dBJogpCPrRNpgWyOtffoWj08lU+nHxHjWxSNTThrA9y85lcq3Pajkk62ddOcz\nb2xw5XAlxkh3kQ3nh8EwIb/Xsfh0InIC/gB5kSoITRcDqXAiAhOxm+53m061GE+r6l3bVB+qp21A\nb7rz4n+rY+Gx7dNe1yrTkdXF1ewc2jlp64DqYbZWnEk1aZqcrqriKtoH2rU6aYIg2CPrRFoJjVCy\nPWO1DJluHEiMVxOsYefAHk5654hy53DqRfasw09mb9m/yC92Njk/GekESF2ojhF6eeTJAddi247I\nMQyDhZXNnHb+Vsfi06mIWtzcwLJzWm3HcSty7Lq5bnd3Wpx+XD3HvnO6uEk8X6uTpqDmDWBeZR1H\nL5u+2UCliMr151JaUMrOvfs7v7U4acU1EyJN15w0GHfS2vvbtTppgiDYI+tE2q9/1Ehhjf7J/xbT\n0p0ZrEnzGT4Cww089tI25c7hVBESzg9zWMVhPNn6pPKzp+IzfBSMNUN4m2uxbVdEzS1v5vKvbXX8\nWnEq0lrKGvjUF+wPO3Y7x8xOUT94F1Et5XWcc9EMa5sUOFEz/T6pSnemWrKuetjs1JSn6vOBjI7g\niMQj4qQJwiwg60TaYfX1RPI7KQ5FMxIv8WJdG6yle6jb8yDWmZh6cSoamwdlm5Q7h8ku4qe2nMqD\nWx70fLYdgfP2Rc284z3OHS4Lu4X3blPGTkVCY8hZKtyt02XXzfWajky7tkmBiKoqqmL38G7GYmPT\nvqZKhKRasq56jtnubbVcfEXnhOOtqyYtU40DgAybFYRZQNaJtIA/QEVRxbRCXV0kCo4cXw6BsSpO\nPKtDW+PCVIHz/pPnceQ7Nyp3DpMJqRfvOpVr//Gg58dmR6TNr2jmQ5ducfWYTNPExMQg/d5Ct2M4\nnDppTl1WtzVj9aF62vvb026+8OqkzbT3EtSkI/0+P4Gxak56z/TfJ1XpTstJm7qlROVaKIDI7hpe\n2dox4XjrEFFVRVXs3Dte+6ZzTlplUSWApDsFYRaQdSINMlPAbzH1Yu0fauSp9erTj6nivaVmPie8\nb5Py1G4yJ6r/1eMZKHyBVfePenpsulc2WQLNznLpjIk0h/WKbkdwFOQW2Np84VWE1IVSr1QCdelI\n31AdT73elnREhpLuzkAxAX+APSN7Jt2uWkQVmbUQ7JhwvFU7dTAumsL5YXbt3aV1TlpBbgHBQFDS\nnYIwCxCRloapaamiSDOUuK+lShtvysV7Xtk8Nu7eqDxOMicnmF8AfY0cfuImT4/Ntkjr2+r6fNsr\nm1yKNKdOjtPXpKfdmjYEodvuUYtMOGkAhbG6SeLGQqWIstzHRFSuhQL49IW1HHJk54TjrWOYLexv\nHtCZ7oTxujRx0gThwJOVIs3NhHe3TBUzH3l3M4ef4L6Wyla8hIvH/LL5bNq9SUucqRfxlSuhJrCQ\nr1y93tNjsyMQWsIts3Zlk9MY4HyGnpfuS1sbATyKkMqiSvYM72E0Opr6fAVO1zmn1HLkiclHZKgS\nUXXB6c0DqkXO3MoaDn9bx8Rj0CWirOYB7SKtqEqcNEGYBWSlSDuQ6c5FVc0cd4bzbkG38ZrDzbT3\ntyctrvZCsot4OAwXnrmI1uF1ns/Wme50kiosLygnEovQO+KsyM6pSKsorGBobIihsSHb57verWlj\nVprXdKfP8I0XqifZezlxvgIRdcicOk5/f8e03ydVIhCSp25V16RN3TqgS0RZzQM656TBPidNRJog\nHHCyV6T1HxiR5iVN5yZerj+X+lC9a0FjN45Fppafzymcw0h0hP7Rfi3nWxiGQXO42bHz6lQkGIbh\nyE1zW5MG9lw7Fem8umDqujRVIqo2WEvH4PQmIJUiJ1mHp2oRNXV/p45htgAvPF7Nt6/p5JsrIpgx\nzU6apDsF4YCjVaQZhvEFwzDihmGUJdz2NcMwNhqGsc4wjDMSbj/GMIyX933tZzOd21TSdMCcNC8O\nkB2SuVDzyuYpT3mmchIWzvG+/NzuoNlMFfW7ieOmpsvuNgDwJqLs1KQp2wgwwwJ0Zd2XSUZk6E53\nqnTqYFzUdA91T2wd0OWkDe2oZmt3F8+vjfLyi/pE2tMP1fDn2/Mztn5PEITkaBNphmE0AKcD2xJu\nOwz4EHAYcCZwnbG/Re9XwCdN05wPzDcM48xUZzeWNLKtd9u0tnodTL1YN5Y00tbfNmkFjOp4Uy8e\n8yBiOqwAACAASURBVMrmsbFHXfOANcJiJifNy3NrV+C4rUtzmip0MyvNlUhz4KR5KexvKGng4eda\nZ1yr5aUxwSLVjDFQ7KQlGaejOt05TaQpLuzP9edSVlA2sXVAxzBbgGKjGoq7OGRelGOP0SfS8l68\ngtbbP5+x9XuCICRHp5P2E+DLU247B7jVNM2IaZpbgU3AcYZh1ABB0zSf3vd9NwPnpjo4nB/GxKRv\ntE/D3Z7M1ItpXk4ecwrnaJnTZgmjqaMlVDcPxM14yhEWcwrn4DN8dA91ezrfjgCZzU6aGyfHyUBb\nL05Xfaie3ngbjzzCjAvQvXR3WnF0r22yXK6pHwpUjrBIle5UPSIjUXDqctK+/eUqKlp28JWvRynM\n15eOLAmUwlBlxtbvCYKQHC0izTCMc4A20zRfmvKlWiDxXb8NqEtye/u+21Odn7HmgWSCQFfKM5X4\nUD2GYyaRYxiG57q0g0GkuXbSbKY7vThpdcE6xvI6wYhpX4CeagyHKqcrmBfEZ/im1SaqdLqSPQ4d\nTlfiaihdIm1edTXlTV0E8vXNSYPxTu/zzydj6/cEQUiO699ywzBWA9VJvvQN4GvAGYnf7jbOVFas\nWAHA2Etj3B28myMuOkLV0UmZSaSd2HSi0lipLnw3XTOfR4KbOOus8TdPr2+a6eqhrLq0k5pOcnW+\nXQFy7x+beSH+BOt+5uxxOXWJVl7XzAMFWznrJvtx3Iiov9zYwFO+P9H56/RxvNSk5eXkUVFcyls/\n3MUt19VqW4A+00BblTVjtcFa2gfaKckv2X++wnRnRVEF/aP9jERHyM/JB/QU9tcGayetbdLROFBV\nVLV/BIehT6SFw3D77dqOF4SDljVr1rBmzRpl57l20kzTPN00zcVT/wBvAC3Ai4ZhbAHqgecMw6hi\n3CFrSDimnnEHrX3f3xNvT/oRfsWKFaxYsYKceafy+3tD2gtbk4q0kma29G7JSCyAHa+3MOLvZtWa\n3UrqQ9IJkIXlC1m3y/0YDrsCZ8+WZnqiWx3XvTgVUF0bmhjMcRbHjUjYtbmRPfHttuJ4GcEB0Bhu\n4L9+lHqhuyon7eWt7Ulr35TWjAXrppUPqExH+gwfgdFqTj57//opHcNmE500XcNsSwtKJ0a96HTS\nBEFwx7JlyyZ0imUqeUF5utM0zVdM06wyTbPFNM0WxkXY0aZpdgF/Az5sGEbAMIwWYD7wtGmaO4B+\nwzCO29dIcBFw10xxRnc0s2mn8wu8U2ZDurO4IBe2n8Ahpz2kpD4knch56PZF3PiP9a4FsF0RVWq0\nQHir47oXpyKtJLcCcoZZctyg7ThunLSwvwFCrRyz1Ewbx8sIDkjf4anCSasN1jLk6+SRR2PT1zYp\nFCHJmgdUixzfUB1Pv94+abdmNtak+QwflUWVdAx0yIgMQXgTkIk5aRMVwaZpvgbcDrwGrAIuN/dX\nDF8O/BbYCGwyTfPemQ4NxZtdXeCdkkmRlurCvXIlHBk8nRMvXq2kPiSdy7Jn00J2G+tdC2C7AueO\nm8rICUT50z96HT0up52Lt640KI438quVqZ2nZDGciqg7bgmR68/ljr/vSRvHa/dluq0DXp06gIA/\nQG6sFIq6p/2eqVyrlKywX/WIjILY5N2aOmrSEmel6dwIUF1cTdtAmzhpgvAmQLtIM03zENM0dyf8\n//dN05xnmuYi0zTvS7j9uX0p03mmaV6Z7tyrv9FM6SFbtBe2ZtpJS3bhC4fhD1edzqNtq5XFmUmA\nlBnNUNLKMUvjrgSwbSet1GBRTTO9pt7xGOEwvO3QRnrj9hpNTNN056SFYWFNA32kj+O1+zLdTDav\nTp3Foto6Tn1/irVNikRUUidN8W7N951Sw5En7N+tqaNmrCaov3EAxrcBtPWLSBOENwNZuXEA4IiG\nFnxl+tYzWSS7WDeWNLJtTxsnnxJVWhM3kzA4vOJwRqIjbN692XOcdBfA2/6vgHyzlJv+PH1djx2c\nCJzmsPP6PjcCxMl4DBMz5YiSdNgdaOvV6Uo3k02VyGkqreeKr7clX9ukyklLMsdMtchpLq/hXed1\nTjwOlY0PFlPTnarPt6guqhaRJghvErJWpFUWVbI3speB0QGtcZK9mefl5JE7Ws2jL7QqrYlLNxrj\ntENOY/Ub3t20dCIqHIYlLS3sjrtrjnAk0koyMx7DycgWLxfwxpJGWwNttdekKXK6Ug201e6kKd6t\nWVNcM21tk2qRU1VUxa69u4jFY9qG2cK4k9be3y67NQXhTUDWijQva4WckLKYf3QBlG9QWhOXrg6n\ndc3pfPOG1Z7dOzsXQC/PrROXqKXU+dYB1yLN5r5XT9sAnDhpHpyWdDPZVDldqWrfVDpp1ggOXecD\n05bFq655g/GtA6UFpXQPdWuvSRuNjYqTJghvArJWpIH+PZqQ+oL9vhPmc9RpG5TWxKUTB3vXv4Nd\neU97du/siJCWcIvrMSNO051uRJrTC6y1Sszu+V5WNtkRg15r0mqKaybEQNLzFTlR9aF62gaSiDSF\nTldNcQ0dfV2cvCw+8QFEtcipKa6ZmGEG+mrGYntqOfsjHfxhZZTomCYnragKQESaILwJyHqRpmNe\nWSKpLtiLaxZw4jkbldbEpS3o9zVBYY+jURLJsONSeHluMyHStKY7PbgsjSWNtpw0ryIn159LRVHF\nJOGRiIrdnZB6AbrKmqu8nDz8kRIefXbnxAcQ5enOqU6ahpo0AHOghuc3drB5S5S/3qWnJq2qeFyk\nyQgOQTj4yWqR5nZBtxNSCYIF5QvY0LNBaax0dUq3rvRTEpvHT2/e4Ekc2nLSXKQhnZxvYYlBJwvd\n3Yg0azVQLB7Tcr5FuloxFTHsxFKxuxPSpDsViqj8SB2E2ieNyFApouYUzmFgdIDR6Cigz0krjNVA\ncRdVNVHOP09fuhPESROENwNZLdIOZLpTh0hL536Ew3DG0YtoH3W/DWAiTpoLbEu4hS179Dtppfml\nAPSO2C+ycyNACnILCOeH6RrqSvu9XgRUfaie9v70YlCFCJmpLk1p40CSBeiqnajjDqvlHWd2TBqR\noXSY7b4hsDsGdwB6atIAPvieag4/bgf/dl6MYKGkOwVB8EZWi7SWUvd1U3ZJdcFuDjfTMdAx8clc\nZ6xEFs1Z5GllE9jrLGwoaaBjoCNlzdNMOBE5bhpA3IoouylPLwIkLyePsoKytGJQlZOWcremIicq\nmBckx5czTUSrFjlNZbVcdHn75BEZGuaYWSlPXd2XzeXVLDt7B/5cfY0D4fwwAX9ARJogvAnIapF2\nIJ20XH8uTeEmNu/xPrcsXaxEFs1ZxPqe9drjBPwBqourbdVXuTk/kdkm0rwKqHSdl6But2bKdKdC\nkWO5adPOV+ikTd3fqTrdCZObB3TNMasurt6/AF2TiDIMg6qiKhnBIQhvArJapJUXlBOJRRylypwy\n0wVbdcrTThrP6/JzK46dC5Rbp9KxSHM4K81tUbzdgbaeRVqoIW0cFYX999zawP/9vTXpSBaVIidZ\nXZpqJ23qrDQdIidxVpquBeiJIk3XMFsrjjhpgnDwk9UizTAMTwXudphRpJWpFWl2asUWzlnIxp6N\ntgrgZ4pjR4S4dSqdipyn72/mx7/fYnv+m1sR9a/7mrjmhu1p43gVIHYG2qoo7N+9tYFdkeQDlVWk\nUy3qQnXTRZpikTN164C2dGeik6ahJs0SaTqH2QJ0ba7iRz/IUbrxRBCE2UdWizSA/m3NXHjFVm1v\nVumctI09GzMSy6I4UEx5YbntcRLJsHsBfOWxFq661r54snAqEAZaW2gf2mJ7/pvbaf39rY20D25P\nG8erwPnX/Q385HfJHS5gogjfq4gq8dVDqC3pQGWVIqc+WJ98AbpCp2iqk6Yt3am5Ji0T6U6A8PrP\nse6+k5RuPBEEYfaR9SIt1tPCq+32L/BOME1zYo9jMv5243zueHiDMoFoV3x4rUuzK0KG2lvY3rfV\n8XPrVOSU0AQl221vb3ArosJGo604XkVaf2sD7QOpxaCq8Rh3/L4ao2gXq+6Lat2tmTTdqdjpmlr3\npmsBuiXSdKUjiwPFmJj0jvRqFWl1o6dCX5PSjSeCIMw+sl6kBWPNEN6q5c0q3aLt3RsW0pf7GqtW\nmUoEot06pY6XFnLFinWuxaHdC3iJ2QylWxw/t05Fzi0/byS3Yrvt7Q1uRdSNP2skYCOO16L4EqMR\nSlpTPm9el6tbzCnLoTo0h5GcHdO+prRxIMkCdNVOV0VRBX0jfRPd0jpqxhIbB3SkU2G8BKO6WP8C\n9JUr4fzzUbrxRBCE2UfWi7RvXN5CzWFbtLxZpXO2SnPqYDTEYae8rEQg2hUfYx2L2Nz3umv30G6c\n317dQn6N8+fWqYhqqS4jkB/BV9Cv5XyLeTUV+PKHyC0c0nK+xe9+0kB+ZWvK583rcvVEUm0EUCmi\nbvhZPY++0DbpQ4FqkeMzfFQVV01KR6p2umqDtZOcNJ27Ndv627SIQItwGG6/XQSaIBzsZL1IO7yu\nmTnztmp5s0rnbK1cCXN5Fx/6xn1K4tsVB+H4fCjb5No9tOvkHFZfRzx/FwXFzmbBORU5hmE4Wtvk\n1okyDMPWRgCvIm1hbTWxvJ6Uz5tKAZJsPAaoFVGdG+oY8rdN+lCgQ0QljuHQke6sKq6ia2AXJy+L\n8ezzMYb36hFR1cXV7Ny7U7ovBUHwTNaLNKsD0claIbuku1iHw/DjT7+LxzruVxLPbq3Sr77fQlG9\ne/fQrpPj9/mpD9Wzrc/eYnILNyKnKdyUkQXodsSg1+5Ov89PbbA2qXgCxZ2XwelOmlVLqSpGSW45\nBAY5+q0jEx8KdIioxOYBHenOHF8OOZEyHn2um57dUa69RpOTViRrmwRBUEPWi7TSglJ8ho/dw7uV\nn23nYnpKyyn8q+1f7I3sVRLPzoVvcUMTkYJ2ikPOtwFMxLHpgrhZD+VqAbrNGWbgrfDejkhTsg0g\nAyubYHpXJIzf/5lqKZ1y60ofBbFqbrhjx+SNABqcNEtw6nDqAPIjNRDspDgU40tf0OekgYg0QRC8\nk/UiDfRtHrBzsQ7lhVhSvYRHtj6SkXgwvnqoorAi5UqgdDgROW6eW1cizWG6U6uTpqBmbKaBtqpn\nmOku6g+HYXFLDUNG5+QYGp00XXPM3npYDSec2cmhb4kSDuldgK5zmK0gCG8ODgqRpmuHp92L6fDL\n7+JTP7zP8ygOJxfvltLMLEBvCTt/bl2nO22mVXWLNBXbAGYaaKu7Jk1H5+K0OWY6nLQEwalrI0Bj\naQ0XX9GJ4dPj1IE4aYIgqOOgEGlO1wrZxa4YiG56J+05j3qe1ebkwudGPE2KY/Mi7majQyacNLcX\n2IylO0Op053KnTTNg2Zh8iDYiRg6a9I0pTutMRy6uztBRJogCN45OETaAUx3AswxD4fy9RyzNO5p\nFIdjhysDTlpzuDkzTlrJ7HHSVAybbShJ3UWakeXnqgfBJswYm4ihWET9+n9q+derHZx1FkRjeuaY\nWQNtdc1JAxFpgiCo46AQaQc63XnHLSHyjTA33NnmaRSH43SnWyfNgUuRqcaB2mAtXYNdRGIRLedb\nNIQaaOtvI27GZzzf6wV8JjGoIp1qEcoLYZom/aP7Z8ypdOosaoO1dAyOu1xW96hqkdO5vo7hnHZW\nrYKBIT1Ol+UI6tytWVlUCYhIEwTBOweFSDvQTlo4DMcvWERnZJ2neE4cHC/pTicX8eriagbGBhga\nm3kArNvzLXL9uVQVV6UcW5GIl8L+gtwCQnkhuoe6U36PsnTnDDVpqkSUYRjTUp5a0p0Jy8mt+6+q\ne9QimBcCX4wlxw2Sl68p3Rncn+7UVZOWl5NHXryMS5f7ZQG6IAieOKhEmupZaU4u1ovKF7FulzeR\n5sTB8dI44CTVYxgGTSVNjkSwW5HTVNJkqy7Nq4hKl/JUkcorKyhjNDrKwOjAtK+pWgtlMXUmm7Z0\n56DelUq3rjQoMqv57R93aKl5gwQnTVNjgkXewEKefyIsC9AFQfDEQSHSQnkhYqP5vOOMnUo/uToS\naXMW8frO1zMWry5YR89wD8ORYa1xwHnzgFuna8f6Ri798va0P0OvIq0pPLMYVOGkWVsUkrlpKtdC\nweRJ/aBvpZLuov5wGI6cOz7qQ1dhf02whh2DO4jEI1rXNr1j3T+ht0UWoAuC4ImDQqQBBAbn8uT6\nTUo/uToVaet6vDtpduP5fX4aQg2OtwFYcZxcZLe90MznrtpiWwC7FTljO5tY17kt7c/QqxO14ZlG\nvvLfqcWgqpquVANtVYucqVsHdDhd1gL0sdiY9qL7HYM79A2zzcmnMLeQnUN61zbJAnRBEFRw0Ii0\n4NhCKF+v9JOrk4v1oRWHek53OnVYRjpbOH+5ffE0EcdhTdRIVwubdm2xLYDdipxgvBFKtqf9GXoV\nUcOdjbyxa3vKx6Mq1ZaqLk11Yf9j99Txi5vbJ14HKhsTLHyGj4qiCq0CCvanI1WnhKfGGIoMaR02\nKwvQBUFQwUEj0j7+3oUsfMd6pZ9cnYiZumAdg2OD9I64z7U6vbjGd7fwSpt98TQpjoMLYEm8CcLb\nbAtgtyLkW59tomrhtrQ/Q6+F90EaZhSDqkTUi4828p2fT3fsVDtRfW11dAy0T7wOVDYmJFIbrKVz\nQP/4irb+NqVrraZSE6wB0JruFARBUMFBI9KOql/EohPWKf3k6kTMGIbBwvKFrN+13lM8JxfXYKwF\nwlscu4dOHbsffaOJ0ubttgWwW5FzWF0jZS3b08bwKqKu/q8GSpvaUj4eVSJtsKOB7Xtap4lo1U5a\nyKiDUPvE60CXiLJcLp2dkTXFNbQPtGtNRdYUj4s0GZEhCP+/vXuPk7uu7z3++szuZrObndlJskl2\nbrubSExApAhRShVd4YBgWxQ1oq2ofXBEpdXWY89RrKfCOX3Yoxat9jy0jxRtpQqaeqF4KghUA7WK\nQQUFAwjmtjvZhNx3w+ayl+/5Y2Y2s7szu7Mzv+9Mduf9fDx8sPnNZL6TYcLv7ed7+ciZbsGEtHXL\n1/H0wfIDUiFzvZke/c163vHnT5W9eWGuFZD/8a7VJM/dOefq4Vz/XOcmu2lasavkMcoNIbldl7Pt\n0q005JwdT9K8sq/onyeog1ojpKC9b1qIDnq68B9uTbB4ZXrie+BrOjK3ecDXzks4XUnzORWZC2nq\nrSkiZ7oFE9LOWnYWOw7vKOkw1FLNNQyM7l3P0weeKnvzwlynIc9NrGbV+h1zrh7O9Sa+qm0VR08c\nLXknabkhKtIcoamhiUPHD836+pWEhM62Tg4OH+TU2Kmirx9Epetzf5UgnEhPC9FBV9LWxTsZbX6O\ntsgo4LmSlpvu9FVJC8cyIc3jVGRuulOVNBE50y2YkNbS1EI8HA+088Bcb6bRsXXQUf7mhXKOxijn\nzzvXcUIWIhlJzqm3pu8G6JWEnIZQA51tnZOOrQjy9XPOTiQgnJ4WooMOUU0NTSxvWc6+Y/syr++p\nkvbAXTFu+/oA171jDHP+KmnpwepMd2pNmoic6RZMSANY11HZmrCp5nqz/vT/XE20Z0fZmxfmOt6K\n1hWcHD05qSVQKcoJCbOdLZavkpBTSg/PQDoCtGfaQxUS1HRee3M7Y25s2oG2Pto2JSKnz0rz8foA\nR/ri7H1+Dw8+NMbhQ34CzsolKzk1dsrvdKcqaSIyTyyskBbwurS53uzOS63GRec+/Zgz1wX9ZpZp\ngF6F3ppnVAP0AA6DTUaSBc8wg+BCjpkVboDuodKVP46v6c6IxaBtgHPPG2PVCj8hqjHUyMolK71W\nuT7/yUxIe93VDWrZJCJntAUV0tZ3rK9pJW1ZyzIcjsPHD5c93lxv3uVMeZazpqurvYtdR0oPaeXe\nZKsx3QmnG60XEmRHgKl9NcFTJS3vQFtf0523/W2M5o4BbvvSGE2N/kJUZ1un1yrXnqczIe179zSo\nZZOInNEWVEhbt3xdxaf+55vrzdTMWB1dzfbD28sfb47/SlZH597Ds5xztLrbu9k9uHCmO5ORZNEG\n6EEeBpuMJKeFQR+VrkTEfyVtbXwlY80HaW496X1hv8/pzkhzBL78ABs2mFo2icgZbWGFtI51/HTH\n0/T2EkgPz3LCQLmL+cseL1pmJW2ON8HuaPecKmm+Nw5UehOfqZIWZKWrJtOdnippjaFGOlo7GBga\n8Frp6mzr9BoC77gDNm64TC2bROSMt6BCWqwtxtiY8eAvdgbSw7Ocm/Wa6Jo5V7Zyyrm5lhMKy5nO\nq9aatFLCoO9KWpAn9k/tqwl+pjvj4fjp6U6PHQHi4Th9g33ezzHzGQLVsklE5gtvIc3M3mdmT5rZ\nE2b2ibzrN5nZM2b2lJldkXf9QjN7PPvYZ8sckxVHXwNn3RtID89yK2kVTXeWU0krY+PAXG/iyUgy\nc5Dp+FhJr19uCOls6+TwicOcGD1R9DlBhKiZdncG2Tcyfxoyx/d0p6/dnZAJUL7PMets69RBsyIi\neAppZvZq4GrgPOfcucDfZK+fA1wLnANcCXzeTjfo+wJwvXNuLbDWzK4sZ+yb33Yl8VfeG8hURrWm\nHysab+lqdh7ZOesp/fnKCTnNjc0sb1nOwLGBWZ9bSUjInclWLEBV+vo5q5as4tDxQwUPtPU93Tlf\nNw5AJqRVo5KmM8xERPxV0t4L/LVzbgTAObc/e/11wJ3OuRHn3E7gWeAiM4sBYefc1uzzbgdeX87A\n15x3BcdW/IDWcOHT5OeirOnOpWvKDmnlTENGmiM0Nzazf3j/7E/OKjckjB3q5vev2zXrer9KQ8jx\nvV288fri4wQRcmY60Nb37k4fISq6OMro+ChDJ4f8T3ce7fMaom7/Qie7dzYEsq5URGQ+8xXS1gKv\nNLOHzWyLmW3IXo8D+SWSfiBR4Ho6e33OOlo7WN+xnh/u/mE5v32Scm7WPdEedh3Zxbgbn/N45U6z\nhY6u5sq37ij5plZuWx93uIvHduyadb1fpSFq/FAXv9y5u+g4QU1HFjsrLcjpzs62TvYP75/UrsxH\nJc3MJg609VpJy7Vt8lhJO7rtpTz/7b8JZF2piMh8VvbqXDO7H+gs8NBfZF93qXPut83spcBmYE25\nY+W7+eabJ37u7e2lt7d32nOuOusq7n32Xi5dfWlFY5Wzi7ClqYWlLUvZM7SHZCQ55/HKunkfWc2j\nO3bAExdxww2ZRdE+xmkb62Z/++5Z1/tVGkLaxrvYF91VdJygQs7ep1O8+95+eo5ldvzlpseDDFG5\nw1n3HttLqj0F+FvYn5ta9VlJy013drYV+qsfjLbFi+E3rwlkXamISDVt2bKFLVu2BPZ6ZYc059zl\nxR4zs/cC38o+7xEzGzezDjIVslTeU5NkKmjp7M/51yfPEWXlh7RiHvuXq3ig9Qae+MwnJ91856rc\nm7U7uIbfu24H8ZHknMYvd7zwaA8HojtLvqmVWyl67x908/ffeoL7b5n5z1RpyPmT61J87ptbuf/m\nwuMEFaJOHUiyfU8fT/4nk8Jt0JWoXHjKhTRfC/tzU6vh5rC3Slc8HGd4ZNhrJe2OOzL/PjZt0g5M\nEZlfphaPbrnllopez9d0513ApQBm9kJgkXPuAHA38BYzW2Rmq8lMi251zu0FBs3souxGguuyr1GW\nQ9vO5/nFT3PPfacqmi4pO6QdXs0vdm2f83RNubsW3/MH3ay5YFfJmyXKHefsWDfrXrZr1jEqDSHr\nOlOs3dBXdJyg1oy1uSRE+qeF26BD1HO/SXD9B9IT09G+piOf+FGcj92a5n/973HGRj3t7gz7b06u\nIzJERDJ8hbQvAWvM7HHgTuDtAM65bWSmPrcB9wA3utPbEm8EbgOeAZ51zt1b7uBtLc1wNMWLLvlN\nRdMlZVe2xlbD0h1znq4p95DWsztLC0+VjtPV3lXSWWnjVBZyUu2pon01IbgQddN7U8TP7psWboMO\naSMHE2zrS0+Edl+VtOf3JthxIM2jj43x2M/9hKhVS1ZhmI7IEBGpAi8hLbt78zrn3Iudcxc657bk\nPfZx59xZzrn1zrnv5V3/Wfb5Zznn3l/J+HfcAbGms/nQp56s6P+Nl3sz/cA71tB9/o45HwNS7njd\n0dIPmoXyK1Hd7d3sPrp71uM+Kg0h1TiCA2BdLEl8ff+0f0dBr+lqcwkIpydCu681Y2HiEB5gzVlj\nvGyDnxDV1NDEiiUrdESGiEgVLKiOAznRKLztyvX0Ha+sj2e5YeBFidWkzts+54BYSXjadWRXyWel\nlbsmrX1xOw3WwOETMzeQrzREtTe343AcPXG06OsHUckpVrELutL1gesTdJ3bPxHafVXS/uqmTpb3\nDPChm8ZY3Oz5HDNV0kREvFuQIQ3g7I6zefLAkxW9Rrk303K6AOTGKzc8NYYaOXT8UEnPr+TE/mq0\nbTIzUpHUjA3Qgwg5xQ60DTpErV2VYPVvpSdCu681aS/sjBGJD7C4xd8RHJDZPKBKmoiIfws3pK04\nmyf31yakJSNJ9g/vn7G1UZDjwdymPCupRJXaAD2I3prFpjyD6q3ZEGogFo5NO9A26BCVjCQndR3w\nNd0ZC8fYe2yv1yM4wH9vTRERyViwIW19x3qePvj0nNolTVVu2GgINZCKpGatOAU1Hpye8ixFJbsj\nS2m0HkRIS0WKbx4IstJV6EDboCtpuaMxct9FX9OdbYvaaAhlpqN99e4E+PlDMbb8QB0BRER8W7Ah\nLbo4StuithkXoM+mkpvp6qVz7+FZ0TRkCeEpx3cYDCSktfuf7oRMGJz6HQk6RLUtaqOpoYkjJzKJ\nZsz5PWw2PZj2Wkk7NhBn/74GdQQQEfFswYY0yKxLe+pA+ZsHKgppZaxLq2QaspS1YjmVhIRSjuEI\nrJI2Q0gLKoQkI8lp4/iYLsxvtO6rkgbZtk1Dfts2dR17I/zog+oIICLi2YIOaes71le0eaCSm+ma\npWvYfnh71carWiUt2l3zNWnzrZIGmSnP3Djl9k4tRWdbZ6a3psdK2jdvX8XGS14y5yNmRERk6k6U\nTQAAIABJREFUbhZ0SHvsgbP5xBefKnvtTCXTj6ujc5/unA8bB6q2Jm2GA20DX5M2tZIW0MaEfIlw\nZl0aeK6ktflvgK6OACIi1bGgQ9qxnevZc+qpstfOVH1NWgXTbNXaOLCqbRVHTxzl+Mjxos8Jcrqz\n0MaPoNpCQSYMFqqkBR1y8qc7fa9J2zO0x+vGARERqY4F/V/yZbwAlm4ve+1MJWufqj3duXLJSo4M\nP88llz4/a+VwnPL/XCEL0Xwyyauu3l10nCBCWrg5zMjJRl5x+ZFp48y33Z25capSSQvHGB0f1Tlm\nIiILwIIOaf9yW4pQZIDv3jtS1tRMJTfT5S3LGR0fndjR53s8M2PR8S5++MSuWSuHlVaiQkPdPPJM\n8XGCCiFNwyl+9ETftHEq7Q2ar9CBtkFW6nISkbxKmsc1abG2bAN0dQQQEZn3FnRIW7G8ia5lcQZt\n5oXuxVQcmp5fzWVv2lHymrhK10K1jnRB+65ZK4eVTuctGU1BpK/oOEGFtNYi4wQ5HZk70DZX5Zp4\n/Xm8uxNQJU1EZAFY0CENypt2zKm4vdGRNfx8+/aS18RVGj5e+zvdXHDprll33VUaBt/6uynOubi/\n6DhBhZDffUWKC149fZygQ87J51Jc887+iTDtfXenxzVpnW2dgCppIiILwYIPaaujq2sW0tpGeyA6\ne2UrqPHWrujmio27Zp3arbRStHZliotf01d0nKCmC9d0JLnq2unjBD0dOX4kyS92nJ5W9bG7c+WS\nlRw9cZSToye9TKfmLG9ZTlOoSZU0EZEFYMGHtDVL18x5l2VOpaHphjd3c9aG2StbQY1X6jEclYaE\nmQ6aheAqUcXGCbrStWQ8AeH0RJj2sbszZCE62zrZM7THy+vnmBmdbZ3a3SkisgAs+P+S13K6c32s\nm3N+Z2fJmxYqreCUeqBtpX+umc4wC+L1Zxsn6JD2X9+cYO2F6Ykw7WvN2Mn9Sd7wzjR3fG2MUyc9\nNkAPxzTdKSKyACz4kFbL6c65nF2WG6+SaapSW0NVWsmZ6Qyz3OsHEXKKdR0IemH/WSsT/NYl6Ykw\n7Ws6cvxogsd+k2b7jnH+9S5/f/X2PRvjS7epAbqIyHy34ENaLac759IFIIjxEuEEzz3/3KTjJAqp\ntGLXvrgdwzh68mjBx4Oc7uwf7J8WBoOudCUiCfYM7Zn0+j7WdC0Zj0MkzarYGG96g79K16lDnezY\nrgboIiLz3YIPaR2tHZwaOzWn88pyKg0Dy1uWc2rsFIMnB0t6fqUVnKaGponejTMJIoRUo23TkkVL\nWNy4mIPHD3p5/Zx4OD7tCA4flbR3vCHGCy8c4E1vGmdJq7+/emv3fxAe/wM1QBcRmecWfEgzs0wf\nzcNzr6ZVfASHGT3RnpKnPINYUF5KA/QgpvNm2jwQdEeAqaEz6N2X8XCcgWMDjLvxidf3saZrzYoY\nL331AI2L/B3BAfCv/7iWja9JqgG6iMg8t+BDGsDgrjW87X2lHyqbE0TY6G7vZueRnVUdb7ZQGEQY\nTEVmrqQFFXIKVeyCrnQtblxMeFGYA8MHvLx+TiwcmwiDPndfqgG6iMjCUBchbfTAGrYNlH6obE4Q\nFadSd1xCgCFtlvGCqESl2qtTSStUsfMRcuLh+MS6NG8hrS3GwNCA17ZQIiKycNRFSIuMrS6r0Xog\noanEHZcQTHgqZbwg1qQlI8nqhbQClbSgQ04ikphYl+arI0C1KmkiIrIw1MWd4mPvX0Pn+h1zXqMT\nRJiZayWtGuMFtSat2AaFwNekDU0ex0vbpir01lzespzhkWGeH3leHQFERGRWdRHSzkuuIdKzfc5r\ndIK4WfdEe6o73VnCsR+BrEmrwu7OYuP4OMcsEc6rpHk6J83MWLVkFemhtCppIiIyq7q4U+R2WOZ2\n75Wq6tOdAYSDrvYudhzs41W940U3SgTx50pFUmw/0M+ret20cebrmrT8SpqvNWOxcIz+wX6tSRMR\nkVnVRUhraWphWcuySQeWliKIMNDZ1smBY0e45NLjs+4uDSIctDa1EhqJ8NDP9hXdKBHE2rcli5Zg\nY4t56JGD08YJMkQlIgl2HUpPCoNepjvzDrT1uWYs1hYjPahKmoiIzK5u7hTl9PAM4mYdshBNx5P8\n8Je7Z91dGlQ4aBlJQfvuohslgjpRv+VUCiJ908YJMuS0NrViI2089NP9E5+fj44A+WvSgj6HLV+s\nLaY1aSIiUpK6CWmrl869h2dgJ+ePdEN016y7S4Ma7xUvTnHxlX1FN0oEtebq4helePlrp48TdCWq\nZWRyGPRVScutSfPVFgoy052ApjtFRGRWdRPS1kTXzLnrQFBh4KqLe7jwsl2z7i4NqoLzgo4uNl7f\nV3SsoNZcrVme4q3vnj5O0CHq4hclePlV6YnPz0dI62jt4PDwIK+89ARbHxlneNhfJQ3QdKeIiMyq\nbu4Ua5auYfuR2lTS1q7s5sprd826uzSoCs5MLZsguDBY7EDboENUz7IEf/ie9MTn52M6MmQhmk7G\n+I9HBzhwcIy/+6ynkJarpGm6U0REZlE3Ia2W052lnpUW1HgzdQPIjeMzDAYd0hKR0+vFfLx+TstI\nAiJpwpFx/tsHPE13qpImIiIlaqz1G6iWNUtrN93ZHS2tf2dgIW2GvpoQ3Jq0YmelBR2i4uE4P+r7\nkbfXz7nk/Bj7jwzQ9JJxImHPlTStSRMRkVnUzf+dj4fjHDp+iOGR4ZJ/T6CVtBLOSgs0PM1WSQsg\nJCQjyYJdBwKvpIWnV9J8hJyuZTHe+q4BrMHf7s6VS1ZimCppIiIyq7q5U4QsVHJFKyeosJGMJNl7\nbC8jYyOzjhdE+IiH4+x/fn/R8YJa05WMJEkPpacdEuxlunPQ/3RnrgG6z92djaFGFo+t5C8+0jDr\nuXkiIlLf6iakAQyn13Dte7aXfHMMKsw0NTTR2dY5qRpUSFDhozHUyMolK4se3htUCFncuJj25nae\ne/65aa/vs5Lmq21TLBxjz7E93hugNwzHeOKXoVnPzRMRkfpWVyFt/MAankhvL/nmGOTNupT2UEHu\nWpxpytN3b82gQ86ylmWcGD0xMVXtu5LmKwTmxA9fC4fOmvXcPBERqW91FdLC4z3QPvuhsjlBrn3q\nbp99qjXIabau9q6imweCDCHV6K1pZpnemnmHzfoIUfFwnIFjA157dwL85NYPs/GytbOemyciIvXN\nS0gzs/PN7GEze9TMHjGzl+Y9dpOZPWNmT5nZFXnXLzSzx7OPfdbH+/rQu7tJnLuz5JtjoJW0Eo7h\nCLox+e6ju4uOE1QIKbST1EtHgLwpT19rxmLh02vSfFbSolHYvFkBTUREZubrTvRJ4GPOuZcAf5n9\nNWZ2DnAtcA5wJfB5M7Ps7/kCcL1zbi2w1syuDPpNvSjRQ+e62Q+Vzan2dGfQIa3YdKfvadVqtG3y\nEaI6WjsYPDnI8dHjOmxWRERqzldIGwfasz9Hgdyq79cBdzrnRpxzO4FngYvMLAaEnXNbs8+7HXh9\n0G+q1ENlc4IMAz3RnlnHDnQacpY1aUGFkGpMd8L0SpqPkBay0MSGCx2RISIitebrTvRnwKfMbDfw\nKeCm7PU4kH+wVj+QKHA9nb0eqJVLVnLs1DGeP/V8Sc8PerrzkWd20dtL0d2lQU5D/vP/TfH9n/YV\nHCvwMFiF6c78NWk+2kLlxMIxjpw4opAmIiI1V/adyMzuz64hm/q/q4EbgT9zznUBHwC+FNQbroSZ\nzamaFmTY6GrvYsj6ePCh8aK7S4Mcb98zKY6F+gqOFfSatF/u7JsUPudrJQ1Ot21SRwAREam1sttC\nOecuL/aYmd3unHt/9pffAG7L/pwGUnlPTZKpoKWzP+dfL3io2M033zzxc29vL729vXN637kDbc9Z\ncc6szw0yDLQ0tdA03s6pJfvYsD5WcHdpkBWi9saV0DzIBS87zqZNLd7GiYfjDIf28eB/jMJ4Izfc\nAOMv9rQmrYohTZU0ERGZqy1btrBly5bAXs9X7849ZvYq59yDwKXAr7PX7wbuMLNPk5nOXAtsdc45\nMxs0s4uArcB1wOcKvXB+SCtHT3tPSS2aIPgwcE4ixfI39PGNz8YKbl4Icq3YnXeESH4qwaav9RON\nrvU2TlNDE4tGl3NyyT42rEuwaRN863N+KmmP70zT2wuHXjHOsaEGCAc6BJAJnaCQJiIicze1eHTL\nLbdU9Hq+7kTvAm41s8eAvwJuAHDObQM2A9uAe4AbnXMu+3tuJFNxewZ41jl3r483NpfWUEGHtJ5l\nKd7zod1Fd5cGOV40ChvWdnEU/w3Qz04muOya9MTRJr7WpA2H9vLgQ+OcOjXOn3/QcwN07e4UEZEa\n81JJc879J7ChyGMfBz5e4PrPgBf7eD/5eqI93P303SU9N+iw0RUpfsCsj/EKLeqHzMaBINdcdS1N\n8M4Pp4lGwTmHw2HY7L9xDpobm2kca2ekdT8NTWP87Wc03SkiIgtb3d2JarVxAGY+FgOC70lZ7Kw0\nn701cwHt9PF3wVnbGePyNwywpG2cpVG/lTSFNBERqbW6uxPNZboz6KMeZjpgFoLddTkxXqFKWsB/\nrkTY/0GzAMlojA/8zwEc/jcOvOXahqJHpYiIiFRD3YW0WFuMQ8cPcWL0xKzP9VFJK9aqydd4U0Nh\nbglgoCEtb+elz+bksbbYRG9NX2OsalsFznj4x6GiR6WIiIhUQ92FtIZQA80nk7zy93fPWikJfE3a\nDE3PfYxXqH+nj4Ngq3WGWTwcZ8/QHm+9OwEaQ41Ej10Mp9rYsIGCR6WIiIhUQ92FNICGoR4e+fWu\nWSslQYeBWFuMA8MHODV2quDjgU+vFumrGXTAqUZfTchW0qrQAH3HR/+TjVdHJnarioiI1EJdhrQl\nI90Q3TlrpSToMNAQaqCzrZM9Q3uKjhdkgFq6eCmj46MMnhycuOZjOrJq3QDCmelOn22hIBPMNm9W\nQBMRkdqqy5D29qt7OPviXbNWSnwEjpnWpQU9nplN2zwQ9OYEgEhzBOccgycHvbx+TjXWpImIiJwp\n6vJOt25VNxdetmvWSomXkFZkxyX4qXJ1tXdNmvL08Wcys4kpz2qtSVNIExGRha4u73Q90Z6SjuHw\nEQamhqap4wVdhZoaCsfcmJdF97kpT9/TnXuP7fV2DpuIiMiZpC5DWne0u6T+ndWupPmaXvVdSQOq\nUklb3LiY1qZWVdFERKQu1OXdLhFOsPfYXkbGRmZ8no/A8Z2vpvjavdOP//DVTun7d6XY9PW+ifGC\nbgmVU41KGmTWpSmkiYhIPajLu11TQxOxcIz+wf4Zn+cjcBzcnuLQaN+04z/G3biXabwju1LsO356\nPG+VtLD/Shpk1qUppImISD2o27tdd/vs7aF8BI5oqAsifdOO//C1KzJqqUnj+Tq+4u6vJvj6PWn+\n8G3jmPNYSQurkiYiIvWhbu92PdGeWRut+whp3/hyB6HFw9z13ecn7S71VYH6yhcSNCxNc999jmjU\nz2G2AAd3Jjh4Ks0Ptoxz5IimO0VERCpVt3e77vbZNw/4CE5LlxprOpIM2eTNA74qXF2rIrS0GKGW\nzIG2vnprtocSEEnz4t8aZ/kyvyHN1zlsIiIiZ5K6DWk90R52Ht0543N8BZpCOzx99qNMRpKTOgL4\nCDmbv7gKa9vPP90+QmOD1qSJiIhUqm7vdqUcw+FrCrLQWWk+F9znFvX7HGfF8iZWtC3jeGif1xD1\nlb+PcWwoNG13rIiIyEJTvyGtRhsHIFNJm9oaymtIiyQmdrL6OswWMlOR/YP9XkPavt/EGD0VmrY7\nVkREZKGp25DW1d7FrsNpXtU7VrQq42tqMNU+fbrT19QqVK8BejwcJz2U9hrSltlquO/WabtjRURE\nFpq6DWnNjc00nlrOQ4/uKVqV8VlJKzTd6WtBfP50p6/DbCFTSUsP+g1pX7ujkY0vfDv338+svVdF\nRETms7oNaQCtp7qhfXfRqsyCWZMWqU4lLRaO0T/kd7ozGoXNmxXQRERk4avrkNZ7QYqLrugrWpXx\nVklrz6xJc855HwsmT3f6XJMWD8e9V9JERETqRV3fTV/Q0cUb/mh30aqMr+AUaY7QGGrk8InDE9d8\nnZMGp5ufg+dKWlvM+5o0ERGRelHXd9NC55Xl8xlopo7t85y0VUtWcej4IUbGRrxuUIiF/a9JExER\nqRd1fTdNtafYPbi76ONeQ1r75M0DPsdqCDWwqm0VA8cGvG5QiIfjjIyPKKSJiIgEoLHWb6CWutq7\nalZJ64p0TTorzWeFCzLr0nJnpfkap7Ot0+vri4iI1JO6vpsWOgojn/dK2tTpTo89KXPr0nxOqy5q\nWMTyluUKaSIiIgGo67vpiiUrGDo5xPDIcMHHfYa0B76V4kvf7Js4SNfnWHB6h6fvcdRbU0REJBh1\nfTcNWYhkJDkxDTiVz0BzeGeK507unjhI13d4evj+BLf+Q5r//qEx3Li/il0sHFNIExERCUDd301z\nZ5YV4vNYjKilIJyeOEjX51gAQ+kE/UfTbN06zq+f8jdOrE0hTUREJAh1fzedafOAz+rWnZsShKJp\n7rvPEY36PYIDIGIJCO9h7boxXnSOv3E03SkiIhKMur+bpiLFK2lem5GvaCXS2sJY80HvYwH83cdj\ntMUG+Phfj7Ooyd84W/5fjF88FiratF5ERERKU/chrVAfzRzf1a2pjc99hrT1iTiE99DS6q/BOsDR\n/hhHD4eKNq0XERGR0tR9SJvpGA7f1a1kJDmp8bnP8BReFGbcjXP05FGvf6bOk6+ER/64aNN6ERER\nKY1CWnuKrU/tpreXaVN0VTkWowo9NQHMjHg4Tv9gv9dxvnn7Sjae+4aiTetFRESkNHXdcQAy052D\n1seDDzrAuOEG2Lw585j3kBY53QXA91iQ2XnZP9jvdQo3Gj39+YmIiEj56r6SFmmOEKIBWg5Pm6Kr\n5nSn7yM4INsAfUgN0EVEROYD3a2Btau6uPyNfdOm6KrVBSA3ls8KF0C8LTPd6XPtm4iIiARDIQ3o\nWZrifR/dPW0NVTWmO6u1Jg0ylTTfa9JEREQkGGXfrc1so5n9yszGzOyCKY/dZGbPmNlTZnZF3vUL\nzezx7GOfzbvebGZfz15/2My6y31f5Si2w7MalbTcmjTfR3BA5qDZvcf2eq/YiYiISOUqSQWPA9cA\nD+VfNLNzgGuBc4Argc+bmWUf/gJwvXNuLbDWzK7MXr8eOJi9/hngExW8rzkr1nXAd0jraO1geGSY\n4yPHq7ZxoBrjiIiISOXKvls7555yzv26wEOvA+50zo0453YCzwIXmVkMCDvntmafdzvw+uzPVwNf\nzv78TeCyct9XOVLtKXYPTu464JwDMkdX+JI7FiM9lPZ+ThpkKmmA1qSJiIjMAz5KKnGgP+/X/UCi\nwPV09jrZf/YBOOdGgaNmtszDeyuoUCWtGrst4fS6tGqtSQMIaSmiiIjIGW/Gc9LM7H6gs8BDH3HO\nfcfPW6q+Qv07qzUtmDuGI9Ic8T5ee3M7ixsXq5ImIiIyD8wY0pxzl5fxmmkglffrJJkKWjr789Tr\nud/TBewxs0ag3Tl3qNCL33zzzRM/9/b20tvbW8ZbnCwZSbJnaA9j46f7WlYrpP3qxwl+8q/9LB1d\nz8or/Yan3PSq1qSJiIgEb8uWLWzZsiWw1wuq40D+wq27gTvM7NNkpjHXAludc87MBs3sImArcB3w\nubzf8w7gYeBNwL8XGyg/pAWlubGZZS3L2HtsL4lIZga2WiFteG+CHQd3smPnC4nH/I8Xa4sppImI\niHgwtXh0yy23VPR6lRzBcY2Z9QG/Dfybmd0D4JzbBmwGtgH3ADe63Cp8uBG4DXgGeNY5d2/2+heB\n5Wb2DPBnwIfLfV/lSrVPPoajGofLAoRJQCTNC84a54KX+A9P8XBcR3CIiIjMA5Xs7vy2cy7lnGtx\nznU6567Ke+zjzrmznHPrnXPfy7v+M+fci7OPvT/v+knn3Judc2udc7+d3RVaVVM3D1Srkvbxm+Is\n7xngo385RvMi/+Nt2xrj298KTWsmLyIiImcWzXtlTd08UK2Q9sJYjHB8Dy0t/o/gADgx0EN6Zyv3\n3AM33OB9OBERESlTUGvS5r2pXQeqFdJi4RgDQwNVO/LjBYdv5DcPjU1rJi8iIiJnFlXSsrrau2pS\nSWttamVx42IODh+synhf/2ozG1/fOq2ZvIiIiJxZFNKyvvL5FA9s7ZtYq1XN9knxcJz+wf6qLOiP\nRmHzZgU0ERGRM51CWtZzz6QYCu2eWKtV9ZA21K+jMURERGSCUkFWtLETWg5xwUtPsWlTdUNaLBwj\nPZhWSBMREZEJSgVZd97RQMv4Kv7xGwNEo1WupLVlpjsV0kRERCRHqSArGoXzepIcszRQ/Upatdak\niYiIyPygkJYnEUnQP5hpJzo2Xp0jMSCzJu3k2ElV0kRERGSCUkGeRDhBerAGlbS2GIBCmoiIiExQ\nKsiTjCRJD1U/pMXDcUAhTURERE5TKsiTCJ+e7qz2mjSgKm2hREREZH5QSMuTiCQmVdKqFZpam1pp\nb25XJU1EREQmKBXkSUaSNVmTBplqmkKaiIiI5CgV5EmEM5U051zVQ1o8HNcRHCIiIjJBIS1PS1ML\nS5qWcGD4QNVD2u5fxbjzztBE71ARERGpbwppU+R2eFY7pJ04EKdvV2iid6iIiIjUN4W0KXIH2lY7\npPUceTts28iGDbBpU9WGFRERkTOUQtoUuQNtqx3SvvPFc9l4yfncf3+mRZWIiIjUN4W0KWo13RmN\nwubNCmgiIiKS0VjrN3Cm+f5dCZ458WPuPzSOu0wZVkRERGpDIW2Kw7sT7F2SZu/D4yxfrZAmIiIi\ntaGQNkV7KAHhPaw7e4ylZymkiYiISG0ohUzxj5+LsWj5AH9z6ziLmvTxiIiISG0ohUzxglgHbtEg\nDc3H1aZJREREakYpZIqQhehs6yQ9lFZIExERkZpRCikgFo6RHkyrl6aIiIjUjEJaAfFwnP7BflXS\nREREpGaUQgqItcU03SkiIiI1pRRSgCppIiIiUmtKIQXE2mIKaSIiIlJTSiEFxMNxDp84rJAmIiIi\nNaMUUkA8HAdQSBMREZGaUQopIBaOAQppIiIiUjtKIQV0tHbQGGpUSBMREZGaUQopINd1QCFNRERE\nakUppIh4OK6QJiIiIjWjFFKEQpqIiIjUklJIEbG2mEKaiIiI1EzZKcTMNprZr8xszMwuzLt+uZn9\n1Mx+mf3nq/Meu9DMHjezZ8zss3nXm83s69nrD5tZd/l/pGBs/X6c+74X4rWvhSNHav1uREREpN5U\nUip6HLgGeAhwedf3A7/nnDsPeAfwz3mPfQG43jm3FlhrZldmr18PHMxe/wzwiQreVyBO7DyPfU+t\n5p574IYbav1uamfLli21fgt1R5959ekzrz595tWnz3z+KTukOeeecs79usD1x5xze7O/3Aa0mFmT\nmcWAsHNua/ax24HXZ3++Gvhy9udvApeV+76C0nX8anjwY2zYAJs21frd1I7+UlefPvPq02deffrM\nq0+f+fzje9HVG4GfOedGgATQn/dYOnuN7D/7AJxzo8BRM1vm+b3N6I47YONGuP9+iEZr+U5ERESk\nHjXO9KCZ3Q90FnjoI86578zye18E/B/g8vLfXu1Eo7B5c63fhYiIiNQrc87N/qyZXsDsB8AHnXM/\nz7uWBP4deKdz7sfZazHg+865s7O/fivwSufce83sXuBm59zDZtYIDDjnVhQYq7I3KyIiIlJFzjkr\n9/fOWEmbg4k3YGZR4N+AD+UCGoBzbsDMBs3sImArcB3wuezDd5PZZPAw8CYyAW+aSv6gIiIiIvNJ\n2ZU0M7uGTMjqAI4CjzrnrjKzjwIfBp7Je/rlzrkD2aM6/gloAb7rnHt/9rWayewCfQlwEHiLc25n\nWW9MREREZAGoeLpTRERERII3b47UN7Mrzeyp7IG3H6r1+1mozGxn9iDiR81sa/baMjO738x+bWb3\nZae0pUxm9iUz22dmj+ddK/oZm9lN2e/9U2Z2RW3e9fxW5DO/2cz6s9/1R83sqrzH9JlXwMxSZvaD\n7IHnT5hZbtZE33NPZvjM9T33xMwWm9lPzOyx7Gd+c/Z6YN/zeVFJM7MG4Gngv5A5uuMR4K3OuSdr\n+sYWIDPbAVzonDuUd+2TwAHn3CezAXmpc+7DNXuT85yZXQIcA253zr04e63gZ2xm5wB3AC8lc1TN\nA8ALnXPjNXr781KRz/xjwJBz7tNTnqvPvEJm1gl0OuceM7M24GdkzsX8I/Q992KGz/zN6HvujZm1\nOueGs5sefwj8KZnjxwL5ns+XStrLgGedczuzZ659DXhdjd/TQjZ1g0b+YcNf5vQhxFIG59x/AIen\nXC72Gb8OuNM5N5Jdp/ksmb8PMgdFPnOY/l0HfeYVc87tdc49lv35GPAkmZuSvueezPCZg77n3jjn\nhrM/LgKayHRgCux7Pl9C2sRht1n9nP7ySbAc8IBl+q6+K3ttlXNuX/bnfcCq2ry1Ba3YZxxn8iHQ\n+u4H631m9gsz+2LelIQ+8wCZWQ+ZTWE/Qd/zqsj7zB/OXtL33BMzC5nZY2S+z/dluyoF9j2fLyHt\nzJ+TXThe7px7CXAV8MfZaaIJLjM/rn8fHpXwGevzD8YXgNXA+cAAcOsMz9VnXobstNs3gT91zg3l\nP6bvuR/Zz/wbZD7zY+h77pVzbtw5dz6QBC4ys3OnPF7R93y+hLQ0kMr7dYrJaVQC4pwbyP5zP/Bt\nMqXYfdn1DrlDiZ+r3TtcsIp9xlO/+8nsNamQc+45lwXcxulpB33mATCzJjIB7Z+dc3dlL+t77lHe\nZ/6V3Geu73l1OOeOAj8AXkOA3/P5EtJ+Cqw1sx4zWwRcS+YAXAmQmbWaWTj78xLgCuBxTh82TPaf\ndxV+BalAsc/4buAtZrbIzFYDa8kcBi0Vyv7HM+caMt910GdeMTMz4IvANufc3+Y9pO/akki5AAAA\n+UlEQVS5J8U+c33P/TGzjtz0sZm1kGmD+SQBfs+D6jjglXNu1Mz+BPge0AB8UTs7vVgFfDvzd51G\n4KvOufvM7KfAZjO7HthJZreQlMnM7gReBXSYWR/wl2T63E77jJ1z28xsM7ANGAVudPNhS/YZpsBn\n/jGg18zOJzPdsAN4N+gzD8jLgbcBvzSzR7PXbkLfc58KfeYfAd6q77k3MeDL2RMoQsDXnXPfNbOH\nCeh7Pi+O4BARERGpN/NlulNERESkriikiYiIiJyBFNJEREREzkAKaSIiIiJnIIU0ERERkTOQQpqI\niIjIGUghTUREROQMpJAmIiIicgb6/xeqKQDKaAuMAAAAAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmkAAAFwCAYAAADjQOwcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXeYnGW5/7/PtC1Tt+/szGxJpwQSEuAQKUGqEQWPoB5E\nAcVQDmA5CpbjD1APR/EoRUVB6RAgFBGBBAIkIBB6gEBIz2Z7yW62l2nP74/ZdzO7O+Utz/NmJ7k/\n15WLMLt57pnZmXm/+70b45yDIAiCIAiCmF5Y9vcdIAiCIAiCIKZCIo0gCIIgCGIaQiKNIAiCIAhi\nGkIijSAIgiAIYhpCIo0gCIIgCGIaQiKNIAiCIAhiGiJNpDHGQoyxtYyxTxhjHzPGrh67vZgxtoYx\ntpUx9gJjzJf0b37CGNvGGNvMGDtd1n0jCIIgCIKY7jBZc9IYY5UAKjnnHzDGXADeA3AOgIsB7OGc\n38QYuxZAEef8x4yxQwGsAHA0gACAFwHM4ZzHpdxBgiAIgiCIaYw0J41z3sY5/2Ds7wMAPkVCfH0R\nwH1j33YfEsINAM4G8DDnPMI5rwewHcAxsu4fQRAEQRDEdMaUmjTGWC2AhQDeAlDBOW8f+1I7gIqx\nv1cBaEr6Z01IiDqCIAiCIIiDDukibSzV+QSA73LO+5O/xhO51kz5VtpZRRAEQRDEQYlN5uGMMTsS\nAu0BzvlTYze3M8YqOedtjDE/gI6x25sBhJL+eXDstuTzSLQRBEEQBJEzcM6Z3n8rs7uTAbgLwCbO\n+S1JX3oawIVjf78QwFNJt3+NMeZgjNUBmA3g7cnncs7pj4l/rrvuuv1+Hw62P/Sc03N+MPyh55ye\n84Phj1FkOmmfAXABgI8YYxvGbvsJgF8DWMkY+zaAegBfAQDO+SbG2EoAmwBEAVzBRTxCgiAIgiCI\nHESaSOOcv4b0Tt2paf7NjQBulHWfCIIgCIIgcgXaOEBkZOnSpfv7Lhx00HNuPvScmw895+ZDz3nu\nIW2YrQwYY5QBJQiCIAgiJ2CMgU/HxgGCIAiCIAhCPyTSCIIgCIIgpiEk0giCIAiCIKYhJNIIgiAI\ngiCmISTSCIIgCIIgpiEk0giCIAiCIKYhJNIIgiAIgiCmISTSCIIgCIIgpiEk0giCIAiCIKYhJNII\ngiAIgiCmISTSCIIgCIIgpiEk0giCIAiCIKYhJNIIgiAIgiCmISTSCIIgCIIgpiEk0giCIAiCIKYh\nJNIIgiAIgiCmISTSCIIgCIIgpiEk0giCIAiCIKYhJNIIgiAIgiCmISTSCIIgCIIgpiEk0giCIAiC\nIKYhJNIIgiAIgiCmISTSCIIgCIIgpiEk0giCIAiCIKYhJNIIgiAIgiCmISTSCIIgCIIgpiEk0giC\nIAiCIKYhJNIIgiAIgiCmISTSCIIgCIIgpiEk0giCIAiCIKYhJNIIgiBU8p3lHEtOb8OyZUBPj7w4\nlyyPYvFZH0iPQxDE9IZEGkGo4BuXdWLRWe9Lv2heeOleLDprgylxFn5x/QEjAi68tAdH/PtqqY+H\nc47VsWuw/pDPYNUqYPlyOXGGI8N4ynEu3jv0NKlxgMTZJ3x2WPrrYPlyYOlSSI/DOccp312Jk5Zy\nqbHCsTCO/OG1OPGzI9If07cuHTLluSOmJyTSiJyHcy49xmrrZXjfc73UiybnHM/Zv433S34oNU6c\nx/GM4xv4oPwH0kXAOf/5Nuou/KXUC8xgeBBPOT+PjcGrpT6exT/8BVq8TwCOASxcCNx5p/gYe4f3\nou6609HXywD7sLQ4QOJ5exZX4LWjQ9JfBx/vascrkf+THudv7/8NLxd/Fa+uH5Qa6+cv/xwfuW/C\nv7Z9IDXOO83v4L7ycryycbv0507BLEFNqINEGpHT/NsPfofg8iulfqCs2bEGXWX/AGzDWLxY3kXz\nkY8fwd7iFwHHoNQ4N6+/GYOeD6TH2bJnC571LUO961FpF5hvLR9B6IfnYrjXJe3nwznHT1/6KTZb\nH0X8vucB2wiqqwGfT2ycr1/WjND/OxE9mxYh8vCj0uIAwBuNb6Dql0diT18/UNCNBQu5tNfBmVc9\nizcXLgBO/xEWHBWVFqe5rxk/ffmnYHE7YB2V9to+68q1uGXtA3Ds/CJQuUFanPMvb8Txf/wSMFgB\nBN6S+l5VeHHni3iguA6vrB8wTRQSmSGRRkjhkuUR6WmU5r5mvOO8Di197dI+UL69PIxz7rga1c3/\nheKKIaxZI+eief7ljbjwke9h7o7b4C4ZkBZn2VVr8JNnb8JhW+5HoW9QWpyvXb4LC/7vTNg/vByw\nyxGD/aP9+HvhMuxt9SDy2D2wOEaEP55oPIrDrvlP/OG5F5D/8KtAbw2YfQT33isuBgC82/Iuniha\ngsE3v47Rf9wMxBwA4/jb3VGhcYYjw1jwwx/j5D9/GbHVv0X40QeAuBWhmojw18GXr/gIxVd/Dmts\nV4OvfBSIFCBQMyrl9dbU14Rj/vebKNx0OezREpzx+VEpr+36nnqscX8D4ZX3ILz5NDhnbZASZ8/Q\nHjztWobwq99F/J3vwDXnXWnvVYXPXbUKy+46H+EIgMDbpohChQsv7cH8Lz9L7l0KSKQRUnit70G8\nln+t1N/Grn3xWjhHZ0t1uF6I/QxDjXOw+9mvIm4dkvIhORAewNPOLyCy9hpseu4kxKyDUuK81fQW\nXvScj8iDj+P91YchZh2QEueTjk/wlO9EjKz9Lwy/8p+w5IsXt019TZjxi5Mx1DQbeGIFjpjnRoFn\nWGiMb17WhbLvn4lte3Zi4E8vo7upFAG/HbBG4PHGhcTgnOPE7/0VS/60DI6XbwFe+zEWLGA45xyg\n0J6PAteokDgA8IUrX0XJfx+JTa07Eb7tAwy++yUAgIXn449/GREW5/zLG1F52cX4u/s07H1rGeJ/\n+BTYfSKsPA9/uF3c4wGAXXt3Yf6PfoC6m45A18dHo+GBnyE8lAerIyz8tf3NS7tx2I2fg/3ta4Ad\nZ2CudyHmnLhBfJzL9qD2us8ivvmLwBs/xBzXYsw/4z1pAo1zjj++/Ue85LkIkfv/gfjG8+A57A3p\nohBIXBsWfeFdPOg8Ch8PvkTuXQps+/sOEAcm1oIhINwjTTx95Yot+IfvJczb/Re0hG7Dmj+J/0B5\nduuz2FPxKHDr+zj86C6M+IfEBkCii+8px9cR7VgMrP8BjlyyB03eAeFx1jeuxyl/PQeO1fcg0nAC\njlg8gB0Fg8LjrNq2Cl9+4CJY1/0OePsCHHF0P3Z4xIrOs65chzWe82F992qE11wLgKGmKh8fR4fB\nOQdjzHCMV+pfwUrfhRjdcC6w5jcAt2LxYmDNGoaqP+VjNDqKAnuBoRgXXNaG1fbl6OENiN35CiJ7\nDkEwCKxdm3gtF/8mD6OxUTjhNBTnokt78QK/Fm2eZ8D/8Sdgy9kAgAULgNpa4F9uMWLwwkv3Ym3k\nJjSV3wn+zmXA61uBUe94nPW+fOQ5jYvB7yzneLvzJWwt+gOi/tdh3XIRous2ItofAADk2Ry4/lfi\nxOD5lzVh/fD9aCi9A/EPvgK8fDWCQeDFB4/EnL9+gkgsArvVLiTW5j2b8bjnHAy/92Xg5V8hGGRY\nfc9ROOKeDYjFY7BarELiKPSO9GLxdVehNf4BXE+ux96mGZh5ZDvqvnyndIE2HBnG85Eb0XDIX4Bn\nbwc2nWeqe5crTCuRxhg7E8AtAKwA/sY5/81+vkuETi68MI4/PD2MNXfL+W1sW/MehEdn4qP1pSip\nFeugAIl07f1lF+PILU8ieHopfnHrEJY9IVakhWNh/MP+H+jqCQNP3o5gkOG5p5yYeadYkXb61U9h\nnfs7yFt1HwY2LAMA1AYK8XF0GHEeh4UZN9TDsTCOveYX2OS4F45/Po6BT05IxKkqxMbIkBDx9K1L\nh/BC7L/RUvQI+Mp7gR2nAwAWLwbuv9eO0tsYovGooQtmz0gPjv/5ddhmfxz5L96J0fc+Py4y7rkn\n8VrOt+VjJDqiW6RdsjyCdUO3Y2fgV+DvfQdY9zgQc4yJwH3vFyWOXr61fBivDP8Zu6p+A77pHOCB\nj4ER35THE7rZWJzzL2/Aq5Fb0FJ2L/imLwFPfAj0BafEqb0lD6NR/eLpokv78Eb/Q9hR+kfEqxjw\n1tXAgysQjSRErBJvS00e8gr1x1m+HPiwYRe2WJ5AfO4TGPBtBW/5MvDiE0DLoqSfkwshbwib92zG\n/Ir5uuNdsjyK91s3YEf8JQwv+D3y3vw18K9vJcUpRrmzHFu7tuKQskN0x5nM565ajbWuS8F3nInw\nP9/AYNiFYBB47o7jcOyDFwv7bJhMNB7Fgx89iKueuAGj4WOAv3yA+bUBzDxn32uF2Me0EWmMMSuA\nPwI4FUAzgHcYY09zzj/dv/eM0ENefhwLjh6R9obLy48B3IJDZhfAVjMs/PzNO4YRKR3Bu08ej7rz\nAH9pIYYiYkXaoT+9CL19HHjkKSw8woGXXwa83gKEY2FE41HYLMbenqPRUfz4xR/jVefjiNy7CpGW\nxQASoua+ey0I3J6P4cgwnA5jTs0Xr3wdLxVcisieOkSefBfhgcqkOFZU/tFhSNR8ZznH6z2PYkvw\nJ4g3HAes2AgMl0wRAQX2AgxHh3WJtOHIME695i68U/ArsF1nI7zqQ4SHSic4Wwp6xdO3l4fxWt+D\n2O7/H8RHZgJ3vwrsOWTK4zAa54LLWvHayF/RUH47eN9xwL0vAR2HC40Ti8dw9tWv4p3Y3ej0Pge+\n4WLgsQ+BvlDGOKMxbeIpEovgrO8/jw3RB9BZshroPQX45x+B+qXweBj6IpgSb/Gd2sUg5xzn/udH\neH/wWTQ6n0DsiEZg8znAP68H6k8GYo5EnGMmPq6j/EdhQ9sGTSLtkuUxbGjdgB2xdbDMWIue0tfB\nbdVA/VLgntWItB6FYHCiYF/kX4T3Wt8zJNIuWR7DR407sGNgI+IL7kSfdRfij98BbD8TAJJEYQVK\nCkqwec9mHFp2qO54k7no0j68NngP6itugzMWBF68D5FPTgQAzJgB/P3vwkIdUEwbkQbgGADbOef1\nAMAYewTA2QBIpOUgcR7HcES8eFL475/H8a37Lbj7Z/m4eLW4ehqFgsI4wC3j9rvDLl6kNbP1iDzz\nMhDLS+riY3DanRgMD8Kb7zV0/oKfXoWO4RY4n/oAoy1TRY3L4cJAeEC3SDv/8ga8YLsSe/M+RHzV\nb4FPzgPApsRxOpwYjAxqFmmXLI/h9d6Hsa3st4gV2YEn7wV2n5RVbHjyPKrOX74c2Fjfgk15d2F4\n/p+BrqMRWbMKaFsIAFOcrclx1PKVK7bgreEH0Fj2N/CR+cDf7wF2n5h4HMendw/ybOrFxgWXteGf\nm5/DcM3fEa16DfyT84Bn1+4TgUvSx1H7eEaiIzj3e+uxtv1xDNc9AUs8gNiH5wMb/pDSoUv1eNTE\nqe+pxzevfxGbwy+iy/si2Mg8xDZcAHxy+z5xfg5wyy3Aj36UeH8mx8uz5SEcC2eMEedxbO3aist+\n+TY2h19Ep+cFwOFGvP5M4NX/AxpOgMdlQ1/fVBGYzMLKhdjQugHfPPKbaWN1DHbgmz9+F5v730W7\n9W2MlL8G2IMJUfbyt4Dd9wJDZfB4gL6+1K+7xVWL8W7Lu7jgiAuyPn+cc3zj8jY89+4nGPFuBCo+\ngsW/EYPlnwKF5UDHfODNc4D3LwHi9pSPb0loCd5ofEOXSFu+HNi0ow/bOxpRMqMBLUMNsM56CV0l\nzwPdZwKPPYC+xuMAJJz1xYshvBHnQGI6ibQAgMak/28CcOx+ui+EQeI8juGoPJFW6Ixj/uFWVBQX\nSBGDd/41jnl/so5/WMZ5og5JaArAEhuvdUr+kHI5XBiMGBdpHcOt6F6zHGgqSekIOe1ODIQHUIEK\nXee/MXwXugZcwD+2ANH8tBezQp0C962u1dgc+n+JepXtZ2DBAobahelFQIFN22vh413teHPxIcDH\n/wHcvRpoPwJA5osyoF5sAEDwJ6ejxbURfNdXgWeSRFOGx6GgRjx99rsP413b7zFQtB28/DTgw/OA\nRx4Gwq6sIlBNnPOu2IS3Rh5Ae96/EC39ACx2KGLt5wAvv4ZY9ywA2Z+v5DiTRefFlw7ina41aIh8\nAHvwA/QWbIDFMQLWfirCm88Adv4W6AsBALxe4OQzJsZZuXJqHIfVMe7YKanLnb1b4K7dhs7YNlj8\nH6Hf9T7yomWI7VmMyNaTgR3XA3tn7IvzxfQiMJmFlQvxzNZn8PXLmvFpczMaeprgDtWjM74V1oot\nGMjbAuYYBhtajGjTYqDlYqDhbmCwHDYbEI3ue/4yxVvkX4R/bv0nvrOcY9POHuxo7UR5bSdaejvh\nDTWhI7ITjood6LPtRNy7E9xbCD7/MKB9PrD1OOBfy4HOw4BRz7gYzPRzU0TaJUddAiDhnPaH+3H5\n93uwraEXDR29KA51oH2wFU5/C/ZGWhHNb0W0sBnx0kagLAb0htDeFwJQDbxzKrDpz8BwSSK+htfN\nwc50EmnyJ5ISphHncUN1LmrOtzDLeIpLNC53DB6PZfzDw8Is4xezQnuhkBhFxTEctcyCB2+f+CGl\nOFxGsVrjQNya1hFSxKDu8x0RoOMwLDg8P+OHreIMaj6/oB9oPhoLXGeiVkW9Sr4tX9NrwebuBgb8\n8Lz6l6wXrclx1L62WxxrwW/sA6IFiYu/hrqbPGte1vTgO7bfYWDtFcCH3wDiiTTv/PnAzJnq42R6\nPK/Ffoe2gX5g3Q1A87FA2DX+Na1x8qxTxe1rA/dge9VtCRd23deB9psQ65oNxWVRLuhFRcCGDUBN\njbo4ihh8t+1NbFh0KtB4HPZ0zwa6ZwHvnwW0LMLIcMn4v0kXJ5UITOaB3x6F18veB/csBucBwBVE\nV081sGc+8M6Xga65QG9o4uMZTMRZtw741a8mirJ08e7/zSK8Xvk2XqvMA0oKgMFytA+VAZ4ydPVX\nAXtnApuOB7pnAj11wOg+N9ntBvr71YlBhRfvPh5/L/0+7n9tDZDfi5hlENaYC3GnF7zGB1R40TlY\nDtj86NnpB/pPAgb8QH9V4vGO+BLp6D5MEYVq4hP7mE4irRlAKOn/Q0i4aRO4/vrrx/++dOlSLF26\nVPb9InQgO92piDSjxdXZzk9GcYREiTTO4vjrHVb43BNvFyXSjlgQQ7jPiqd/n0Y8OZyG4pz1xRjW\n2qxYe2PmD1sl3amVK66M4VePWrH2r+o+zAvsBZpeC/97UxTL7rLho4+0XTS0vOY4iwGxPE0iQ0sc\nZo0CrQux4Ag7qqoAh0O7M5EpjsURBraeBU/XKegLJy60euPk2aaKTmv+MLDli/C8+z/7LugwdkFP\nTndanT1Aw2fgefr5CYLB4wH6ho0Lh4bNJYjf0Y8JImxynAyPJ5sIVNi9xQd+fzsQKQBieanjKP8d\nnfhzSvXYssXds+lwxDd+BMTygBEvEHYjxvd9HqaLD+wT70rc3/5We/xcZt26dVi3bp2w86aTSHsX\nwGzGWC2AFgBfBfAfk78pWaQR0xfZ6c5YPJZw0jSmuNQS53FY2cR2d71pu3Ska6k3Kp4UmDWGn//M\nmvai43K4dDlcCnZHDN/4evrzFfQ+b/kFMSw90ab6oqn1teB0xVBbY0VNjbaLhlqRFudxMAace65F\nl2uQKj04mUB1FNWn2vHoH/S7Epkez7FLImgZtuPRfxh3P1LFOferYTzxdB5W3ynugp6c7vzeD0dw\nzYp8vPHRxPNFCYfCQiC5DnOyMBEaJ6nuL12cVPH0xCwsBNA9e1z0pXPDkuN+97sAY6nT0QeyKJvM\nZPPohhtuMHTetBFpnPMoY+xKAM8jMYLjLurszF3MSnc6rA5E41HhM4RiPJbWSRNFuvo2UU6aImTT\nodSkGTlfTQeq3nRnNB7V9DPVmu7U20GrVqQp91/vBUpN7VscEdx6s3ohmzJOijSkArNG8MMf2DUL\n2XRxJotOqz2Mr53rmHC+yDjWvBEcf1x+yvNFCIcVKxJ1b6lE2P6KIzKeGrGp/Pepp4zHJaYybUQa\nAHDOVwFYtb/vB2Ecs9KdjLHxi6bRURKpzk9GuJPGY1PcOsC4wzXh/Awix2hNWrbzFQrthbrixOKp\nn590aE13aj1fQYtIMzJGRU0cEaNaMsWJxCKwW8QMak01gmM0NgpvnrEGmcnkWfelO0ejo8i35Qs9\nPxktKctciJMq3sHohk0naC0UIQXZ6c7kdKSM5oE4j08RIAX2gpxz0jKJEKNxovGoKpHjdDh1PW/p\nRGw68m35mn4xMMNJMyKg1DQOyBZp4VgYDqvD0PkKqRw7kecrJKc7R6IjyLPmCT2fIMyERBohhTiP\nIxwLI87F7DhMdb4icGTUpaVKFZpVk+ayixFpqYRmMnrTkApqU8xG0p1aBEiBTaOTptIJnIxakaY2\nHWwkTjQeNex0ZXTS4uJWHqWqsZMh0pLny41ER6Q6aQQhGxJphBQUcSarLi1ZpMno8DQj3SndScvi\nRBmNo9bp0vu8aa0zLLBpc1T1iqh8q4lOWpbGgUgskjPpzlQ1dlJEWpIDSSKNyHVIpBFSUESarLq0\n5MJ+aelO2d2daUSOqO7OrI0DOkdjjJ+v0oly2vXFMSPdKbsmTc/5WuJIr0kT6KSlSt/KctLGa9Ji\ncmvSCEI2JNIIKZjppGlNc6khZXenrVCo6DTFScvSOGC0u1Otk2ZKulNr4wDX6aSZ2Diwv2vSRDcO\npHLS8mxia8YcVseEdCfVpBG5DIk0QgrjTpqk5oHkeiutDora8/dbTZrBrssJ52cQUXodrvHz1Tpp\nehsHJKc7tY74UFBdk6ZTBCqoGcERjUcNO12mOWkpdpGOxkYp3UkQGSCRRkhBdrpzgpMmId2ZSiCI\nFGmcc3BwsLFJ5ckcaE6amelOrSM4pruTli1OJJ47NWmpnEHZ6U4SaUSuQyKNkEKupztlO2nJc94m\nI0qkpaqrS8Zo7ZuWOWl6njc96c5pV5NmYMBytsYBzjmN4EhBcrpT9pw0gpANiTRCCrLTnclF8bmY\n7kxV86ZgdBPAeIws6UKjQ3NVO2k6GxS0pju1bhzIhZq0THHiPA4GlrE5RG2cdLVvwtOdZjhpyenO\n2IjwmjeCMBMSaYQUTEl3QmK6M0WqTeQw20wul8h0p9S1UFo2DugQg1rTnVodVUM1aTETRnCkEDWT\nzxchoPZ344CUOWlUk0YcIJBII6RwwKY7o4KctAwukVmNA4bXQmmoSdPbOKA53alxTprMdKfsYbYi\n6tGyxRE+giPFMFvR3ZdmroUiCNmQSCOkQN2d2s9XMKtxwKyaNL3pTl0L1g+gtVDZRnCIqEdT4hxI\nThqN4CAOJEikEVIwtbtT4+gFNcju7syUyjNzd6eRmjS1IkH3xgHJ6U6t5yuYNcw2VaH95PNzyklL\nkb4djUoYwUHpTuIAgkQaIYUYj4GBmZPu1DjEVOv5CmY5aYrDxTk3HCPr7s7IoO44mkZw6KlJk5zu\nzAUnLZtIE+FymTqCw4zdnVYawUEcOJBII6QQ53E4HU553Z1cfndnqrVQouJkqklzWB1gYOMXGt0x\nsjhFVosVDqtDt8DV1DhgUrpT65y06T7MNtMIDhF7O4H0j4dzLrwmzfQRHLQWishxSKQRUojzuFBR\nk+p8qenOVGuhTHLSADHNA9l2dypx9KZWtYzgGIoMaXbs9KQ7D7SatP2Z7lTStUZHfCiYNoJjUrqT\nRnAQuQyJNEIKcR6H0+6Umu5ULuC5mO7MJkBE1KWpcbqMrIZS66TZLDbYLLaseyinnK8x3alnTtq0\nH2a7HxsHRLpo6eJQupMgMkMijZCC7HRnsojSenFWe77UxoEsLpcQkabC6TLDSQP0zUqLcm0iR/OC\n9RxfCyVqTlq6BgWR9WhKnJQjOCQvWCeRRuQyJNIIKZie7hQcJ5WIKrAJHmYrca+mmhjA2HgMnR2e\nap00QN+sNK1zzPSkO2XWpMkWabLnpOWsk5aU7qQ5aUSuQyKNkILsdGeyiMrVdGfGbQAGZ5gpMaaV\nk6YxrapFBALTby2U0WG22RoHpKc7RTtpk2rSYvFY1v2yuuIkOXY0J43IdUikEVI4INKdky4e+bZ8\nhGNhxOIxKecnIyrdma3o28hqKE1OmkO7k6ZVhChiQ22DgpEF65nEU/L5udA4YLPYwJFY1p6MDCct\n+XlTXDTGmLAYQEIMhmNhxHkckXhEuFNHEGZCIo2Qwni60wSRJiXdmcLpYowJ2xOqpibNyKBZQJ2I\nMtJFqsVJ0zMrTWu602qxwm6xq25Q0Ot0OawOhGPhrGJQxDDb0dho2jii5qQxxlIKQtFOmsPqmPB4\nZKQ6k+MoqU7RIpAgzIREGiEFU7o7LeZ2dwLiUp5Za9Lsxpw0ZePDdHHSzEh3AtpeC3pr0hhjWZef\nK+cbcbqslsT4i8kOl4KoOWmAOfViFmaB3WIf77yUJdKUdOdwdJjq0Yich0QaIQVFpOXsnLQ0g05F\nibRsNWlG051qXSgjjp0mJ82EdCegzVXVO4IDUFeXJiIdmWl/p6h0pxJnipMmON05OY6Mzk5gn7gd\nDA9SPRqR85BII6RgZrrTrAXrgLitA7Jr0tR0dgLGGhQ0O2mS052AtvpEIyJHjUgzunEAyLy/U7pI\nE5zuBCY2D8hy0oBEyrNvtI+cNCLnIZFGSEFpHJDW3cnN7+4EBDppWVYSPf+ME3+9bwDLlgE9PTrO\nV+kSGalJ0yISdI3gkJzu1LsWCjDXScsk0kQ5XfvLSZMl0vJseegd7SWRRuQ8JNIIKeR8ujONyBFZ\nk5Yp3dnT5kVjZw9WrQKWL9d+vprOTgB4+gknHnhUnxjU3DigUQzKTnfKdtKMNg4AmcdwiJqTBpjo\npCWNxxiNjcoTadY89I320UooIuchkUZIwYx0p3IBVNKdWndDZjs/lcgRNdA2m9PlQQjwNmLxYuDO\nO3Wer8Il6m7xoqVbnxicrulO1U5ajtSkmZXunCwGZTlpZqU7e0fISSNyHxJphBRkpzuTRZTVYoXN\nYkMkHpFyfjJmOWm33FANT6gBa9YAPp/289UKHC8LAp4mXWJQduOA3nTntKlJMzjMFsi8vzNXa9LM\nSndSTRoW7ESnAAAgAElEQVRxIEAijZCCmelOYOziLDBWOgFiVk3a/FAN4p7d8Hr1uYNqBc7t/xuC\ns6pRlxiUPYJDjwjR0kSiRwQmx5kOTpooEZWuJk3G8nPFsZMq0qxUk0YcGJBII6SQnO4UmYZUmFxz\nJXrrgPTGgSwjOLz5XliYBT0jOroGkL17VOHQYBDRgmZ4vHHNMbTWpMne3Qkk0tFaGgek16TpFIHJ\ncdLWpJkwJ036CA5JIzIUJ41GcBC5Dok0QgpxHofD6sg4jNPo+ROcNA0XZz3nKwgdZptFgNR4a9DQ\n26DrfLWdiwX2ArgcLnQOdmqPocGJcjlc6A/3SztfQWu6c7rXpCWnB2Wcr0AjOAhiekIijZCCInJk\ndF4mn68gPN2ZRiC8+lIhbr19SPdojPHzVXRfVnursbt3t77zszh1yYS8ITT1NWmPocHpeuiOSjz/\nequm502P05Vv1ZbulO2k5UzjgNX8ERyjUbndnZTuJA4ESKQRUlCGqcoYNJt8voJZ6c6ePYXY1TSk\nezRG8vnZXKJqb7UxJ02lgAp5Qmjsa9QeQ4PT1bkjhF7epOl50+N0mbEWCjB3mG2mxgGpNWmSR3BQ\n4wBBZIdEGiGFcSdNwqDZ5PMVZKQ7UwkEJysGnJ26R2MoqHG6arw12N2j30lTK0BCnhAae3WINA1C\n0GcJAO5mLFocV/286Up3anBujdSkZdoEoCDbSZM+Jy2e2+nO3pFeqkkjch4SaYQUcj7dmSYd+Yvv\nzUb5vG26R2MoqKlJq/ZWo6HPBCfNq91J45yDg6tOqT76UAEccOPhf+xR/bzpSndqmJNmRk2a4WG2\n1vTDbEWmO1PVvkViEtKdVpM2DljJSSMODEikEVJQRJSsdOdkJ8qsdOfC6tnIq9pmSKAB6mrSanz6\nnTS1uzsBfelO5flnjKn6fp8POCQQRD9TX/umN91JNWli4kgZwWGbmO6U3d1JIo3IdUikEVI4INKd\nKUROtbcaHYMdhoWn9Jo0DdP0g56g5nSnHgEV9AQ1NSjoSXdqXbAutSZNwDDb5An9k5G9uzMcCwtP\nd5q1u9NhdVDjAHFAQCKNkELOpzvT1IzZLDbU+mqxY+8Ow+dnEzl+lx9dw11p010Zz1e5uxPQ192p\nZzm5ZpFmwpy0XB7BIXtOmox0Z3IjhPRhtiO9tLuTyHmkiDTG2G8ZY58yxj5kjD3JGPMmfe0njLFt\njLHNjLHTk25fxBjbOPa1W2XcL8I8ZKc7J9d05VvNSXcCwJySOdjatVXa+QpWixVV7ip94zE0uFAB\ndwCtA62IxWOaztcqELSKNF0L1qfRWqgoz/10p0wnTfaC9eHoMDlpRM4jy0l7AcBhnPMjAWwF8BMA\nYIwdCuCrAA4FcCaA29m+opY/A/g253w2gNmMsTMl3TfCBMxOd67/VwFu+v2I4fllyeenc1lmF8/G\ntq5ths5X60SNtFfj37/VoPlxaXGJ8mx5KMovQvtgu5TzFcxKd2pasC55LZTRjQNmNQ7k2/IxEjPB\nSbOZN4IDAIk0IueRItI452s458qembcABMf+fjaAhznnEc55PYDtAI5ljPkBuDnnb4993/0AzpFx\n3whzkJ3unJyO7OsqwI7dw4bnl42fnyFdOLtkNrZ1GxRpKofN8r01+Gj3bs2PS6sACXm1jeHQI3DM\nSHfe8xc3XnqtV5Wole6kHQC7O6XMSTNpBIcSjyByGTNq0r4F4Lmxv1cBSP6UbgIQSHF789jtRI5i\nRrpzQk0aKwKcHYbnl6U7P5nZxcZFmtrdmq5YNeBt0Py41J6voLXD0wwnTY/I6dwZwN5oiypRK7sm\nTUTjQPJcsclIn5MmYwSHSY0DijgjJ43IdXSLNMbYmrEassl/vpD0PT8DEOacrxByb4mcIdlJMyPd\n+fvvH4fiBa8bnl+mkMkpmlMyR0i6U42TdtU3a1C7YLfmx6WlcQAAtr4bxI9vbFSdVtXjpAXcATT1\nNYFzrur79cTwWRNDc9WI2gPBScu1mrTJw2xlFfZTupM4UND9Duecn5bp64yxiwAsA3BK0s3NAEJJ\n/x9EwkFrxr6UqHJ7c6pzr7/++vG/L126FEuXLlV/p4lx4mPZaC0Xcq3nW5gFr73swTOdPVh1A7Bi\nhRgBpZyffAH/7NxjMOr9GLbCAQAuIeene24CngB6RnrQP9oPd55b9/lqBMi8ymrMWrRS8/OmVeAM\nt4Wws7MJO15IOFArV2Y5X4cL5c5zw2F1YO/IXhQXFGf9fj0xHruvGKW3jOCp5wbh8zkzn2+gJu2O\nP+XjLcswlt2f/nUtYpjt/hRpMpwuM0dwKPEIwkzWrVuHdevWCTtPzDt8EmNF/z8CcBLnPPmd/zSA\nFYyx3yORzpwN4G3OOWeM9THGjgXwNoBvALgt1dnJIo3Qz8IfXYuR5rmY2XuJUPGkoIicweYa1A+9\nhfpV6i7+Ws9XKLAXYKF/Id5sehOnzjhV+PnJWJgFM4tnYnv3diz0L9R1fozHYFFhZOsdaKtV4Lh5\nCPC+ozqtqlfgKClPNSJNjwgpKmKoLanCoKUZwJyM32skHdm+24e9FT3jadVUr2shIziy7e4UlI78\n/U35+DA/0XijfB7IWLBu2u7OsXQnjeAgzGayeXTDDTcYOk9WTdofkLAz1jDGNjDGbgcAzvkmACsB\nbAKwCsAVfF/u4woAfwOwDcB2zvlqSfdtWrO1ayu6h7ulx+ns68PWri3CCu0no4gcH68DinYJqxWb\nfH4yJ1SfgFd3vyrk/GwiZ2D3bHz96m26u0nVOmlKrZjaFKGCVhH165+GUFzXqDqtqreeS21dmta1\nU8kE3AE096U04idgxOnyWqoAd0vG13Uu7e5s3uVE/+jAhM8DGQvWTRvBQelO4gBBVnfnbM55Ded8\n4difK5K+diPnfBbnfB7n/Pmk29/jnM8f+9rVMu5XLnDWTf+DYy95WNgoiXRY7TFdBelqUUTUX35d\nh8LALmG1Ygqpaq5OrDlRmEjLNscs2jkTn7bt1C1y1daMOR1OOO1OdA51aj5fiwA5NBBCQUWj+r2a\nBp00NedrWTuVTMATQHN/dpFmZC3Uo3dVgrnb8fwL8bTPmZHzFW67OQ9vv596tIzIdKfHVj6l8UaK\nk2bignWARBqR+9DGgWlGb18M2zsapTlcCictjaNkhnrnRCuKyDk8VI1oQQtcnqiU85NZElqC13e9\nixNPHjUscrOJNE+8BvDu1i1ytXRf6kl5atndCSS2G3QMdiAaV/dzku2kGREgmpw0nTVp5SUOlLi8\niDr2ZDzfqIhq3eVD32hPys8DkSLtsftKwAr68NzqyPjngQwnzex0J4k0ItchkZaF067+O+b/+3PS\nnS0Fqy0OeBqlOVzjcewxFFSqd060ojghDqsDFc4Kzbshs5FKRHnyPMgfmId/7XzHsMjN5hT991U1\nqJynvesy+Xy1qTw9Ozy1nA8AdqsdZc4ytPS3qD5fj8B5+akg/vpoU9b3k5HxGEFPUJ2TZnBERpW7\nKuPzJWKYrdfqB9ytKT8PRM5JKy6yoMJdirC9Y/w2GU7a5MYBmQvWAZqTRuQ+JNKysGXgLXw8/Lx0\nZ0vh35bEUTpTnsOlEOdxtPS3qHZO9JyviIS6ojrs6tkl/PxUF/Gi4aOByg2GRW42J+2wQA2KZ+zW\n/TPS4nTVeGuwu1ebk6ZH5IQ86nd46q3n6mkIom2oKev7yUjnZcCtLt1ptPtSjUgz6nQ9dl8JWH4f\nnl0dnvJaE7m7EwAqnBUTtk7IcNJu/GUetu5MpG+HRslJI4hskEjLgs0eB7zynS0Fqy0Gd6BJqkAD\nEhdxRajJYIJI89Vh117xIi2ViLr8vLmYdexWwyI3m0ir8SZSkFoL+hW0iCi9TppWkaNl64CeBesA\n4GVBwNOU9f1kxOUKeAKq696MiBy/y4/W/tb05wsYZltcZEGVtxyjtqkru0SmOwGgwlWB9oEkkRaP\nCBdRTdu9GI73YdUqYPM2qkkjiGyQSMvC58+Ko6i2QbqzpRDncTT1NY3PMZMZB4DwNGTy+RNEmmAn\nLV0678jgHMw4Zqvhn1U2EeXN98JutaNruEvf+RrSkWY6aWq3DugVOA/eHoStuCnr+8mIy2VGTRpg\njpMGAJWuSrQNtEk7X2GykxaOhYWnO732MqCwE4sWxxGqpd2dBJENEmlZsDvisJfKq92aTJzHEYlH\n0DHYkf2bDRDjiYu4VodGLWakO1OJnDklc7C1a6u085NR3DS956sVCHqcNK2NA8CYSNPipOkQUdXl\nXuTlx2Ep6Mt8voF0p9+daIKIxWOZYxioewMSTpoZIs3v9qN1YKpjJ3JOGjAm0gbkpjsfecgBO1x4\n7J89iHKJIzjG0p2yzicIsyCRloU4j6NjsEPKaqN08QB5DldynKAnqGlfo9bz90e6s9ZXi9b+VsM/\nrzhUiDSfdodLQcvaJt3pTq1Omlebk6ZHRDHGVHV4GhFQDqsDRQVFE1yhVBgVUVXuqpTiKfl8oxsH\nAKDSWZkyrSpyThowlu4cnJjuFO2k+XxAXXk5Rm0d0kdw5FnzdI1wIYjpBIm0LCiiSctiaCModSyy\nxJNCnMdR66s1J90pq3EghUiwWWyo8dVgR/cOQ+erqbky7KSpvICXO8sxEB7AYHhQ9flad3cCGtOd\nBrsvs73ujAooNSlPI24dYF660+/275d0pwwnDUi8njsG5Yq0PFsepTqJAwISaVlQUiaynS2FOI9r\n6rLTSyweQ42vBg198tOdVe4qdPbvxQmfHRY2yiRTOlJEylN1ulOvk6ahJo0xpklAKedrFSBqZ5jp\nPV8h5M3++jYqoNSM4TAqcvzuzOlOEcNsgbEGhTTpTtmNA6KdNGCiSJO1tum6/87DUH+eaaOTCEIW\nJNKyoDhpsmq3UsWr8dWYku6s9ZrjpFmYBY7hary2sV7YKJOMIq1YjEjL5hTV+mpR31Ov/3wNImSo\npQZfWb5b9UVHj9NV6apE93A3wrGwlPMVgm656U4gu5PGOdfkZqai0lWJjsGOtE0+ZjQOiHS6THPS\nCsvROdgp1Ulr+TSIyJN3mDY6iSBkQSItC3EeR3FBsfT0o0KMx1DjrZEeL8ZjiXSnCTVpAOAMzwCK\ndwgbZZIpnSfCSVPjdJlVkwYAsb0hbNytfhOFnpo0q8WKSlelqs5II06XGsfOqMB5Z20Av/lL+qG5\nRtZOKTisDvjyfegcTL2yS8QwWyB944DwOWkmjOAAzEl3OgutwOZzTBudRBCyIJGWhTiPJ0STielO\nM0RanMdR4apA/2g/hiJDUs5PFiEXnX405p22Xtgok6zpzm6T0p0m1KQBgDMW1LSJQk93JwCMdoTw\npYsapW8EaOqXm+4caA6gsac5rag16tQppBNQgFgnLVXjgOh0Z2lhKbqHu8cHXMsYwQHsE2kyF6yv\nWAGcdx5MG51EELLIOZFmdo2Bkn6UVbuVLp4ZNWk2i01THZIWJoucM+cuRdHCtcI+MGXXpKlpHCgt\nLMVobBR9o5nHSaQ8X+PapqsuDKH2yOzzxcbP1ylC4j0hfLgru2Mn20kzKqLcLAC4m9OKWlH1Ypma\nB0QMswUSIq19sH3K4GTRIs1msaGooAh7hhL7SGWlO8ucZWgfbE+IQAnnA4n3yMqVJNCI3CfnRJrZ\nNQZxyK3dmhJvrHGgbaAt65wno3GszIqhtmqce4n6Wict5yeLkCWhJfio/SMMhAeEnZ/uIl7lrkJ3\n/yCOP6VX9+NS46QxxuAYqsZn/13786fV6ZpbGcLsRern9WkVgQquWEjVhg3DTprkdOdtvwrAHWhO\nK2pFpSKrXOlFmigRlW/LR6G9EN3D3VPOF+10VTgrxmc0ymwcaOlvgZVZhfwMCOJAJudEmtk1BuOF\n/GbVpMVjKLAXoLigOGWxsLA4Yxdx3lWHjY27hIvfySKnwF6ARVWL8HrD61LOT4YxhvzB2Xh981bd\nj0uNSAMA1leL97bv1hxHa02a5u5OnWubLv2PIGYuVLkRQOcFtrigGCPRkYyC3Wi685BAANzdnPYx\niHK53n/Vj/+5tTWlSBfpdPldU8dwiJ6TBkysS5M5gqOpr0laZydBHEjknEh78tl+Uy1spXEgzuPo\nHek1JZ6FWRDrDuELF2SvDTISx2qxwhObCRSJK+hPPn+yCFlasxRr69cKOT+bU+SM1AG+et2PS23h\nvStaA3h3a46jtSZN2aupdleonsYBAJhTEcJhS7I7dnrPB/YNtM3UoGA03enN84JznjYVLWrQ7EBr\nFeq7WlKKdFExgLG6tEm1b6LTncDEDk/ZThptAyCI7OScSOtn5jhaCsrFVKuTYSSehVnAe6qxYWeD\ntPSuEufa5TMRmL9DaIGtIiQYJnbOnVx3Mu5euxZLlxqvLczmdH35lFocceJu3Y9LrZN20ZdqMPdY\n7XG0OkWePA8szIKeEXVPml4nTe2Sdb3nK2RLeRoVIIwxBDzpx3CIqknzsCrA3TJFpHPODbuByaQa\naCtNpA0k6t9Ej/hQKC4oBgcnkUYQKsg5kWZWbZiCcrFWe/EyiuIQuWL6HBrVccacivmBGSibu0Oo\nOxnncTCwKeMN/i34b+iyfIJX3uwzLD6ziag55TU44Qv1uh+XWpE2r7IGR560W3McXRsBVAyBVdA7\nA0ztLyNGnDQgu0gTIXAC7kDaGKJq0n7zcz+KqluniHTl9aOnLjAVfpd/SoenDBGlrIZSXEAZa5Us\nzIKywjISaQShgtwTaSbVhikoH7a7P6rGd69rkN5dqlxcL/taDWYu0u8EqYljYRbMLJ6JHd07VKfR\n1J6d6gKYb8uHZ3g+UPmBYfGZrfDeyKBZQL1TVOOt0RVHj4jStLZJZ+NAmbMM/aP9GI4MZz7fYE3X\nxteDuP7mDHPMBIzICHgCabcOiBrBMddfhcKKlinvUdEu12urK3HrPRNr30TPSQOAVY9X4P4n2nHW\n2XJmpCmUO8tJpBGECnJPpO0nJ22kI4Rt7eqHiRqNN6+yBoccp92hUYviVBQXFMNqsaJruEvY2Zlc\nqM8dMxeLTt9qWHxmc7qMijS1Tlqtr1bXrDQ9IirkUe/m6k1HWpgFAU96B2r8fINO2mBrEPVdTWnf\nTyJETqatA6JEVIUr0Q05uRNbtEjrbfajuadtwvMlI93Z3ZBw0l54KYzIqJzxGACJNIJQS+6JtP3k\npHniIU3DRI3Gq/ZW6x6UqiUOAMwsmml4IXm6sycz3z8XJ5+7xbD4zCailG0Aeh1CtSLN7/Zj78he\njERHNJ+vVUSFvNqcNJkjMozWpHkQBDxNGeeYiUh3pnXSBNWLKVsHlNliCiKbBgDAzSoBV+v48xXn\ncXBwYelUBY+lAnC248ijIvA4SaQRxP6GRFoWlNqhX/6wGmWzG6RPsFbi1fhqpO4LTU73zCyeiR17\nzRFpc0rmYEvXFsMxstV0+fJ9sDLrlNlSqs9XKXIszIKgJ6j5Z6XHSQt6gupFmgERpSatatRJ+93/\nC8JXnX7Uh4h0ZKYl6yJdqFQDbUW7XLf9jx/uqrbx50upRxNdM3bnzRXIL23Hw49G4LDJFWl5VhrB\nQRDZyDmRZtaicwXF8TgkEIInqH6YqNF4RflFiPGYtLEf+8tJm1s61/A2gGwxFIwuQFcrovTUpemt\nSVPbOGBERKlJqxp10g4JBGEraUr7fhKS7szU3SmoJg1IuKmTRZqo7lGFOVWVsHhax58vGfVoADC7\nqhzRvE4UuORtAwDISSMIteScSNMyK0oEysVaSQHFedyUeIyxxG5InQu8s5Hs5MwommGakzareBbq\ne+oRiUWkxVAwTaT5tO/w1NvdqbYmTe/uzvE4kp20MmcZ+kb70qaJzejuFOakuaqkzzAryi/CSHRk\nvKFDRj0akEjfuh1utA+0S5mRpkAijSDUkXMizWF16E5h6UG5WBfaC+HOc6NzsNOUeIC+i7+WOMpF\ncGaReenOfFs+/G6/oaJ+JUY2kVDrq9UtcrU4RbVe7XF01aSNOWlqfknRIwKT42QVaQadNAuzoMpd\nJdXpqnBVoGu4K+UvBCJnmKVLd4pcecQYQ6WrcnxWmiyRBiSet6a+JqlO2hP3BPDhu07TdzETRK6R\ncyJNS/G0CJIFhxkDbZMdCplO2oR0Z/FMvL9rh5Ahs5PPTsXckrmG69LUOF16x2OoPX88jk/7z0lP\nTZrT4UQ8nI/jT+/K+nMylO5U4dgZddKAzA0KIkSUzWJDubN8issFiFsLBaROd8oQUclbB2Ts7VSo\ncFagsa9RqtM1tPF0dN91r+m7mAki18g9kaZhDIEIJog0b0h6TVxyvGpvtbR4yU5FwB3AMLrxyhtD\nQj40VYm0PcZEmhqRY2ZNmlbHU++wWdtQEG98nH0UjBGny4zuzmxxRImcdGM4RHZfVrmnpjtFikCF\n5K0DMvZ2Kow7aRLTnc5CKzBcYvouZoLINXJTpO0nJ63aUy1dIE5Id5rkpFktVrhG5wDlHwv50My6\nDaBkjuHmAdk1aVqcohqfdsdObzqyMBLKOLpi/HwDTldJQQlGoiMYDA+m/R4RIifozuCkCSrsTzfQ\nVmRhvxndnQBQ6awc3zogNd3plJ/uXLECOO88SO+WJ4hcJ+dE2nvrQvj1n+UtHp/MZCdNeroz6eIt\nsyZtcjrpP45bivlffFnIh2ZWJ63UnHRnra8Wm9t246SlXPPrRYuTFvQE0dzbhhNPjqiOozed9/kT\nQli4tDHrz8mI08UYg30kiJPPSf8+E5GOzJruFCDStr4bxI9vbJ7yOETWjPld5qQ7k500U0SaRCfN\n5wNWriSBRhDZyDmRNtBUjcZeeYvHJ2NW+jE5nnLxMMtJA4Bl805BxXEvCfnQVJPufGfnVkM1cGoK\n7335PsTjHK++1aP59aJF5DisDthHK/CvD5pVx9EiApOZVRbCGedlHwWjN52qYOkP4p0t6TcCiJpj\n1tQvN9053B7Ajo6pPxeR6chKVyU6BzsnbB0QPcxWiTOhJk2S01XhqkBzf7NUJ40gCHXknEjzohrw\nNphWy2B240ByPL/bj73D2qfZq2HyRfak2pPwZtObQmJlEyABTwAj6MEr6/t1i201IocxhsJwLeCr\n1/x60SqiCiLaNlLoFTlq3Vy9uzsVCqNBwN0sdSNARidNQM0bALgRSJkeFimi7FY7igqK0Dm0r/Nb\nipPm8o+LNFlz0oCEk9bc1yzVSSMIQh05J9LuuKkahX75k/8VpqQ7TaxJszAL8kZDOPELu4WndyeL\nEF++D4eWHYr1jeuFnz0ZC7OgIFwL+HbrFttqRdRnDqvFkmX1ml8vWkXayUeFcOzp2dOQyefrESFq\nivoB4yLqK58L4PAlmTcCGBUJmd5PotKdv/xRAKUzmqc8DtHDZienPEWfD8DUERyReIScNIKYBuSc\nSDs0GEQkvxUuT9SUeMkX6yp3FToGOwwPYs3E5IuTtXcW3tmxXXh6N9VF/JS6U/DSrpcMn61G4Bw3\nrxaf+bx28aSgtvB+VmkNzvuO9kX1WkXCzNJqnHNhg+o4ep0utW6u0XTkrLIgjl+WfiOACBFV4axA\n93A3wrHwlK+JEiFz/QF4g81THofoOWZV7qrxon7lfBk1aWY1DgCgYbMEMQ3IOZHmsDpQ5iybUqgr\ni2TBYbPYUOGqkBp7ssDxRGYBJduEp3dTCakPnzoFtz3zkmHXTo1Im11Wi69eukuXQOOcg4ODIfve\nQr0dnlqdNK0uq96asaAniOa+5qybL4w6aZn2XgJi0pFWixWVrsqU7ydR6U6lu3PyAGCRa6EAYMeH\nfvzgupbx944MEVXhrEDnUKL2TeactHJnOQBQupMgpgE5J9IAcwr4FSZfrCOd1Tj7QvHpx3TxLv/q\nbMw8ervw9G4qJ6rvkyXoL/wAq14YNeTayR6PoQg0NculTRNpGusV9Y7gKLAXqNp8YVSEBDzpVyoB\n4tKR6eKIOt/lcMFhdWDvyN4Jt4sWUSOdVdja2jLueIt26oCEaPLl+7BnaI/UOWkF9gK4HW5KdxLE\nNIBEWhYmp6X43lp8WL9bWnfp5Iv3/MAszDxmm/D6u1ROjju/AOitxmEnbDfk2qkWab31us9XvbJJ\np0jT6uRofU0a2q2pQhDq7R5VMMNJA4D2bQEs/6+WlCMyRIkQxX1MRuRaKABw8SrA3TrueMsYZgvs\nax6Qme4EEnVp5KQRxP4nJ0WangnvepksZtyxWl3dgpriJV08ZhfPxvbu7VLiTL6Ir1gB+B1zce1v\ntxgShWoEQp2vbtqubNIaA9A+Q89I96WqjQAGRUi5sxx7h/diNDqa/nwBTle4qwqfNqUekSFKRAXc\nUwfaihY5P73KD/+clnHHW5aIUpoHpIs0ZwU5aQQxDchJkbY/051XfbMWtQv1F7xrjVfrq0VzX3PK\n4mojpLqI+3zABWfOQ+PwZsNnS90GoCFVWFJQgkgsgp4RbblprSKtrLAMg+HBjFP6J5+ve7emitVo\nRtOdFmZJFKqn2Hs5fr4AEeWMBwB3y5RfekSJQCB1SlV0TdrsyipUzW0Z/0yQJaKU5gGZc9KAMSeN\nRBpB7HdyV6T17R+Rdqi/FjOOqpc2/mNyPLvVjqAnqFvQqI2jYNby89LCUoxER9A32iflfAXGGGp9\ntZqdV60igTGmyU3TW5MGqHPtRKTzAu70dWmiRNT3L6lC9WEtU37pESlyUu3vFC2iJu/vlDHMFgA+\neK0Sv7ilFT+/PgIek+ykUbqTIPY7UkUaY+y/GGNxxlhx0m0/YYxtY4xtZoydnnT7IsbYxrGv3Zrp\n3BpvzX5z0ow4QGpI5ULNKp4lPOWZzkmYW2p8+bnaQbNmFfXriaOnpkuNw6VgRESpqUkTthEgwwJ0\nEU7anMoA6o6cOiJDdrpTpFMHJERNx2DH+NYBWU7aYFsl6jva8f6GKDZ+KE+kvf2yH0+uzDdt/R5B\nEKmRJtIYYyEApwHYnXTboQC+CuBQAGcCuJ3ta9H7M4Bvc85nA5jNGDsz3dnV3mrs7tk9pa1eBpMv\n1g//nzkAACAASURBVNXeajT1NU1YASM63uSLx6ziWdjWtU1YDGWERSYnzchzq1bg6K1L05oq1LNe\nS5dI0+CkGSnsVzPuw0hjgkIqB0pBlMhJtZxc5PlA6iXrogv77VY7iguKx7cOyBhmCwAuVgm42jFj\nVhRHL5In0vI+vBKNK39g2vo9giBSI9NJ+z2AaybddjaAhznnEc55PYDtAI5ljPkBuDnnb4993/0A\nzkl3sC/fBw6O3tFeCXd7IpMvpnm2PJQWlkqZlaYIo8mjJUQ3D8R5PO0Ii9LCUliYBR2DHYbOVyNA\nprOTpsfJqfaor5U04nQFPUF8uKsp4+5To2uhlDiy1zYpLtfkXwpEjrBIl+4UPSIjWXDKctJ+cU0F\nyuracO1PoyjMl5eO9DqKgMFy09bvEQSRGikijTF2NoAmzvlHk75UBSD5U78JQCDF7c1jt6c737Tm\ngVSCQFbKM534WPXQLDy0epuw1EMmkcMYM1yXdiCINN1Omsp0pxEnLeAOYNDSildejUlfgJ5uDIco\np8ud54aFWabUJop0ulI9DhlOV/JqKFkibVZlJUpq2uHIlzcnDUh0ep93Hkxbv0cQRGp0v8sZY2sA\nVKb40s8A/ATA6cnfrjfOZK6//noAQPijMJ51P4sjvnGEqKNTkkmknVBzgtBY6S583dtnY++cfauh\nVq4UECeDi6DUpZ1Yc6Ku87WItNcbX9d8vlaXyMyatMf7Hlf1vUZq0vJsebBHixB2tWPx3CppC9Az\nDbQVWTNW5a5Cc38zvPnefecLTHeWOcvQN9qHkegI8m35AOQU9ievhpLVOFDhrNg3goPJE2k+n/HP\nGYI4GFm3bh3WrVsn7Dzd73LO+WmpbmeMHQ6gDsCHY+m0IID3GGPHIuGQhZK+PYiEg9Y89vfk21P+\nCq+ItEevacPdqz3418OJ3/rM6rYEgFpvLXb17DIlFgAUW+oAZwcWHNeNO+8sTvEvxcRRmFsyF5v3\n6B/DoVbgPPSnWrxYUI9l92n7GWoVULf9sgYbS+uxbJn6OHpEwl03V+M1V4OqOEZGcADAYcEQir7U\niCdurUq7AD0XnDQg4Qy29Lfg0LJDx28TmY60MMv4+qkZRTMAyBk2m+ykyRpmW1RQND7qRaaTRhCE\nPpYuXYqlS5eO//8NN9xg6Dzh6U7O+cec8wrOeR3nvA4JEXYU57wdwNMAvsYYczDG6gDMBvA257wN\nQB9j7NixRoJvAHgqU5zRtlps76yXXtg6HdKdjzxkR2X4eHzv1peFiNFsIufllfNw7zNbdKdX1Yqo\nji11GLBp/xlqFWkNm8sQxTBWvTSgOo4eJ61tSwjD9kasWsWzxjEyggMAaotDuPzaxswL0A2KnCp3\nFZp6WnHS0tiU14JIEZKqeUC0yJlcl5arNWkWZkG5sxwt/S00IoMgDgLMmJM2XhHMOd8EYCWATQBW\nAbiC76sYvgLA3wBsA7Cdc74606GeeK3Uyf8KZoq0dBdunw+45sun4Y22NcLiZHJB9m6fi262RbcA\nVitwPI5iwBLFgn/r0fQz1Nq56CxkiXVXSxpVx9Ej0jx5HiBux4Lj9maNY7T7MtvWAaNOHQA4rA5Y\nI0V49b2OqRsBBK5VSlXYL3pERtu2Klz6o33rp2TUpCXPSpO5EaDSVYmm/iZy0gjiIEC6SOOcz+Cc\ndyf9/42c81mc83mc8+eTbn+Pcz5/7GtXZzv3tz+rRdGMXdILW8120tJd+E6beRrW7BQj0rIJkGJW\nC3gbsWhxXJcAVitwHl7B4OG1uO3+3Zp+hloF1IoVQHl+NW64pUFVHM65LpG2YgXgQQi33Zc9jtHu\ny2wz2Yw6dQoFkQDgaZ66EUDgxP6UTprg3ZqjXX582tg6cQG64Joxv1t+4wCQ2AbQ1EcijSAOBnJy\n4wAAHBGqg6VY3uR/hVQX62pvNXbvbcJJJ0eFDnvMJAwOKzsMI9ER7OjeYThOtgvgow8VIJ8X4b4n\nW3Q9v2oFjs8HnHhELbpi2ur7tAoQnw846/hqdEfVdQNz8LQjSrLF+czhIfTEs3d4GnW6ss1kEyVy\nlhwexJIzm6b8MiTUSUsxx0y0yHFxP+CauABddrpT9PkKlc5KEmkEcZCQsyKt3FmOocgQ+kf7pcZJ\n9WGeZ8uDfbQSr37QKLQmLttoDGfHqfjclWsMC8NsIsrnAxbW1aE7rq85QosLVes1p/NSy8gWIxfw\nam+1qoG2Rp2ubFsHRDldtcUBnH9pmo0AMp00wbs1r77Yj5rDW6UuQK9wVmDP0B7E4jFpw2yBhJPW\n3NdMuzUJ4iAgZ0WakbVCWkgnCFyjc4CSrUJr4rLV4djqT8O22BrDwlDNBdDIc6vFJaor0r51QLdI\nU7nv1dA2AJWroYzWpGWbySbK6UpX+ybSSVNGcMg6HwBmVvgx+6jWcbEpuuYNSGwdKCooQsdgh/Sa\ntNHYKDlpBHEQkLMiDZC/RxNIf8H+4vGzseDUrUJr4rKJg4rwZ4DA24aFoRoRUuer0z1mRJOTpnOG\nmdYLrLJKTO35RlY2qRGDRmvS/C7/uBhIeb4gJyroCaKpP4VIE+h0+V1+tA+0I87j47eJFjl+l398\nhpmM8xUUV1BqTZqzAgBIpBHEQUDOizQZ88qSSXfBnu+fgxPO3ia0Ji6bOHjirhpY3V34+7MDhuKq\ncSmMPLdmiDSp6U4DLku1t1qVk2ZU5NitdpQ5yyYIj2RE7O4ExurFUuzvFFlzlWfLgzffi87BzvHb\nRKc7/W7/eOfl+PkSasa66v248KoWPPxoFOFROTVpFa6ESKMRHARx4JPTIk3vgm4tpBMEc0rmYGvX\nVqGxstUplRRbcWjlLHTEjMVV5aTpSENqOV9BEYNaFrrrEWnKYNZYPCblfIVstWIiYqiJJWJ3J5Al\n3SlQRMV7Alj2teYJIzJEiqjSwlL0j/ZjNDoKQJ6TFun245P6duysj+IfT8pLdwLkpBHEwUBOi7T9\nme6UIdLUuB/zSucZ2gYwHifLBbbOV4dde+U7aUX5RQCAnhH1nRB6BEiBvQC+fB/aB9uzfq8RARX0\nBNHcl10MihAhmerSRDlR6RagC3ei+qvw/raWCSMyRIoQZQhs20AbADk1aQDg5JWAqw3llTF89TxK\ndxIEYYycFml1RfrrptSS7oJd66tFS3/L+G/mMmMlI0KkqeksDHlD47U1WtEicvQ0gOgVUWpTnkYE\nSJ4tD8UFxVnFoCgnLe1uTUFOlDvPDZvFNkVEixY5hbEqwN08cUSGhDlmSspTVvfl8vMrMfPINpz9\npSjcTjkiypfvg8PqIJFGEAcBOS3S9qeTZrfaUeOrwY69xueWZYuVzLzSedjStUV6HIfVgUpXpar6\nKj3nJzPdRJpRAZWt8xIQt1szbbpToMhR3LQp5wt00s4/K4BDj20Zb8QRne4EJjYPyJpjVldWiQXH\nt8Fqk9c4wBhDhbOCRnAQxEFATou0koISRGIRTakyrWS6YItOeapJ4xldfq7EUXOB0utUahZpGmel\n6S2Kr/aYJNI8oaxxRBT2Z6tJEyVCUtWliXbSZpRVYckZ+4Yny6gZ87uSnDRJC9ArXZVoG2iTOsxW\niUNOGkEc+OS0SGOMGSpwV0NGkVYsVqSpqRWbWzoX27q2qSqAzxRHjQjR61TqcdK0iEG9IqrGV6Mu\n3WlQgKgZaCuisP/B20NY81ZjyuHGItKpCgFPYKpIE70AfdLWAWnpzmQnTUJNmiLSZA6zBYD2HRW4\n6dc2oRtPCIKYfuS0SAOAvt21uODKemkfVpkudm+vmoOb798mLLaaC6vL4UJJYYnqcRKpUHsB1Ns8\noFUgrHq4Dg89t0v186h3Wv+zK6qx4tmGrHFEOGmZ0p1KEb5REdWxPYh+1pRyuLFIkRN0B1MvQBfo\nFE3eOiAt3Sm5Ji3ZSZMp0nxbvofNz58odOMJQRDTj5wXabGuOnzSvEvKhxXnfHyPYyr66mejLbxV\nWGy14sNoXZpaEbLuqTrc+Zh2AaxV5HTtrEF3tEH186hXRHXvqkaXijgiatIyDbQVNR7Da60ECvdg\n0dHRKcONpac7BTtdk+veZC1AV0SarHSky+ECB0fPSI9UkRYYPQXorRG68YQgiOlHzos0d6wW8NVL\n+bDKtmi7hM8FyjZh0WIuJLbaOiWjdWlqL+A99bXoCGsXwFpFTpGlGvA2qP4Z6hVRPqYujtGi+Idu\nr06bhgSML1dXeGSFDfnxUtz3RJvU3ZqpFqCLdrrKnGXoHekd75aWUTOW3DggI50KJEowKl3yF6Cv\nWAGcdx6EbjwhCGL6kfMi7WdX1MF/6C4pH1bZnK0n7wvAaffglhUbhcRWKz42rJmHm+7+VHeaVW2c\nItQBvl2aBbBWEfXYfcWwOiJ44pk+Vc+jXpH2+H1lsOQP4qnnBjPGMeqkdWwLoZ81phW3RperK/h8\nwOE1AQywqRsBRIqoe24N4tUPmia83kSLHAuzoMJVMSEdKdrpqnJXTXDSZO7WbOprkiICFXw+YOVK\nEmgEcaCT8yLtsEAtSmfVS/mwyuZs+XzAN5ecgfUdzwuLp+bi3b97NlpHt+tOs6p1ch6/OwCLaw+e\nWTWq6fnV7KQVMcypqEYfU78AXc8FsKiIYWZpQkBlO9+IiPLZKoHCLhx1zGhKcStSgKQajwGIFVGt\nWwMYtE6sfZMhogLuwHhdmox0Z4WrAnuG9iAWj0m5/wqVrkp0DnVS9yVBEIbJeZGmdCBqWSukFjUX\n6zNmnoEXdr4gJJ7aWqUi1AFF2h2u8TgqnZySYitqS4LoZeoWkyvoETk1vhpTFqCrmZVmtLvz4RVW\nFMaqcNfK5pTiVmjnpXvqbk2lllJUDK+9BHAM4KhjRsZfbzJEVHLzgIx0p81igz1SjOPP7MD7H0Qx\nMiTJSXPS2iaCIMSQ8yKtqKAIFmZB93C38LPVXExPrjsZbza9iaHIkJB4ai58K++sgcXbjFXPR3U5\niFpmdOnp8NS1AF3lDDPAWOG9GpFm2EnzAUfNCqGXyx80O7krEkjc/0y1lFp5eIUFBbFK3PPYvto3\nGQvKkwWnLKfLMuTHmx+3ontvDDf/Tp6TBpBIIwjCODkv0gB5mwfUXKw9eR4srFyIV+pfMSUeAFSU\n5sHvLcOAJfVKoGxoETl6nltdIk3lNgC952uJI6JmLNNAW9EzzGQX9ft8wPw6PwZZ68QYEp00WXPM\nCmJ+wNUKpzuKa6+RuwBd5jBbgiAODg4IkSZrh6fai+nwxjPwnd88b3hempaLd12ROQvQ63zan1vd\n6c7e6ZHuFLENINNAW9k1aTI6F6fMMZPhpCUJTlkbAc5Y4seipa2Yd0gMPg85aQRBTG8OCJGmda2Q\nWtSKgej2z6LZ9qrheWlaLnx6xNOEOCov4no2OpjhpOkVCGakO4HMA22FO2mSB80CEwfBjseQWZMm\nKd1ZU+zH2V9vBbfI7e4ESKQRBGGcA0Ok7cd0JwCU8sOAki1YtDhuaF6aZofLBCdN68omrecr1Hin\nj5MmYthsyJthr6YZy89FD4JNmjE2HkPCiIzkxgEZ6U5loK2s8wESaQRBiOOAEGn7O9352AMe5DMf\n7nmiydAoEM3pTr1OmgaXwqzGgSp3FdoH2hGJRaScrxDyhNDU14Q4j2c83+gFPJMYFJFOVfDkecA5\nR99o34TzRTl1ClXuKrQMJASU0j0qWuQkC05Zc8wUR1Dmbs1yZzkAEmkEQRjngBBp+9tJ8/mAJXPm\noTWifwsAoM3BMZLu1HIRr3RVoj/cj8HwoJTzFexWOypcFSlnfk3GSGF/gb0AnjwPOgY70n6PsHRn\nhpo0USKKMTYl5Skl3Zm0nFy5/6K6RxV+eLUHQ8MxnH7WgBSnDtj3OGSthQKAPFseiguKpQ6zJQji\n4OCAEmmiZ6VpuVjPK5lnaFWTEk9LrZjedKeWVA9jDDXeGk0iWK/IqfHWqKpLMyqisqU8RQiE4oJi\njEZH0T/aP+VrotZCKVS5qyaIW2npzgG5K5W2bWWI91Vizfo2DI9KSne69qU7ZTpdtp65uOxin+Fm\nIoIgDm4OCJHmyfMgNpqPz5zeKfRDUZNIK52HTzs/NS1ewB1A13AXhiPDUuMA2psH9DpdapsHjIq0\nGl9mMSjCSWOMpe3wFLUWSiF5Uj8gb6WS7KL+wkIA/X7MXdwKi01SutPtR9tAGyLxiFSn65A33sDb\nz9cZbiYiCOLg5oAQaQDgGJiJ9Vv0r0pKhVaRtrnLuJOmNp7VYkXIE1JdbD85jpaLbK1XW/OAESdN\nzdYBo05UtsG5omq6Qt7UHZ6iRc7krQMynC5lAXo4FpbmpK1YAQR8lfjxr9qkCcF8Wz4K7YXoHJS7\ntqmwMPFfvVtBCIIggANIpLnDc4GSLUI/FLVcrA8pO8RwulOrw6I35am1Jur9l+vwmzt2qXYp9Yqc\nfz1bjT892JA1jlER9ebz1fj9XenjiBovka4uTXRh/+SBtiIbExQszIIyZxnaBuQJKJ8POOcUP/ri\nrcJTwsn4XX4MRgalDptdsQI47zxgzRpagk4QhH4OGJF28RfmYu5ntgj9UNQiZgLuAAbCA+gZ0Z9r\n1XpxbdpYh6uvUy+eJsTRcAHsb6pB08Bu1S6lXhHSu7sGrcPZ4xgtvO9rCqF5oCFtHFEiKl36VrQT\n9c+HAnjkuebx14HIxoRkqtxVaO2XP76iqa9J6FqryfjdfgCQmu70+YCVK0mgEQRhjANGpC0IzsO8\n4zcL/VDUImYYY5hbMhdb9mwxFE/LxXW0rQ7b9+zSnOLV6th5UQN4G1S7lHpFjo9Vq4pjVER5EQI8\nTWnjiBJpLz8Vwp2PNk4R0aKdtK76ALrCzeOvA2kzxsaK7mV2RvpdfjT3N0tNRfpdCZFGIzIIgpju\nHDAibW7J/2/v3qPjvMp7j38fXSzrMhfbsq2Z0UiyiRPHJGkgCQlNCwaakNCekLQYaA+BslLcQ1oo\nLbRcDj0kpVBKoRB6Ss5yoSWBKMQtJQ2lDgkFc61rAgkkJHYSfJPGcnyX5Pimyz5/zIw8lmY0mpl3\njyzN77NWV+R3xrNH0zHvbz1772dfwPZD5QekfEq9ma5ur2yHZ6kVkPD4CojuKnmKt9Tf658+1U3T\n8t0zrlKWG0Lu+WwX9Yv38NBDbtpxKg05n/tUJwuX9RX8fYJq/3B0d5LnTvRNCdFBTxdG6hIQSk18\nD3xNR2Y3D/g4bSArW0nzORWZDWk6W1NEznXzJqSdt/g8dh7ZOaNmqDNVahjY9oPV/PlntpW9w7TU\nachPfHAFi1buLHmKt9Sb+Pnx5dA0SFPrzHaSlhuiupaHCbU2Mt50uOjrVxISLoh3MNZ0iJbQ6YKv\nH0Sla3J4Cvr1szZ+vgML7WfTN0aJRj1X0rLTnb4qaaFYOqR5nIrMTneqkiYi57p5E9KaG5uJh+KB\nnjxQ6s30xJ4L6Du+vewdpqWOd0lyBbZ4Z8lTvKWOU2d1dIY7Szpb0/cB6JWEnPq6ejraOs5qWxHk\n62d96bMJGhanpoTooEPU0iWNLGtbwqmG59Kv76mSNnGkkudKWmqoOtOdajYrIue6eRPSAC5or2xN\n2GSl3qyjrIDozrJ3mJY63tKWpZwaPXXWkUAzUU5IKNZbLFclIWcmZ3gGciJAJH08VD5BhZCuZREW\nLByjvvnshrY+jm1KhM/0SvPx+gBfuSvOV7+5l7e8dQzDT8BZ1rqM02On/U53qpImInPE/AppAa9L\nK/Vm98XPrKBxWenTj1mlLug3s/QB6FU4W/OcOgA9gGawneHOvD3MILiQY2b5D0D3UOnKHcfXdOfB\nHTEOnx7gu98b49ABPyGqoa6BZa3L/E53ak2aiMwR8yqkrW5fPauVtBUdi2lucbimI2WPV+qNo5yD\n1stZ09UV6ZpRo9lyXz93HN/TnXDmoPV8gjwRYPK5muCpkpbT0NbXdGekPgahAV548Rix5f4CTkdb\nh9/pziq04BARCcK8CmkXLLmAr23Zxtq1BHI8VKk3UzNjRXQFO47sKH+8Ev9fsiJaekPbcvpodUe6\n2TM0f6Y7O8OdBQ9AD7IZbGe4c0oY9FHpym1o66uStvGflmGth7hzwykaG/xOR/qscr3nHWEueeyb\n/Pqvm87VFJFz2vwKae0XcNi2853vEMjxUOWEgXIqWxWNFy2zklbiTbA7OrMjm7Kv73vjQKU38ekq\naUFWumZlutNTJa19cQPLQ+0cY8BrpaujrcNrlevpp+Fn979K52qKyDlvXoW0WFss3aW8jN5h+ZRz\ns14ZXVnWUU1Q3s21nFBYznRetdakzSQM+q6kBdmxf/K5muBnujMeip+Z7vR4IkA8FKdvqM97HzOd\nqyki4jGkmdk7zOwpM3vCzP465/r7zewZM9tmZtfmXL/MzB7PPHZHmWNy08Wv5sWvfzCQ46HKraRV\nNN1ZTiWtjI0Dpd7EO8Od6Uam42Mzev1yQ0hHWwdHTh7h5OjJgs8JIkRNt7szyHMjJ5+rCf6nO33t\n7oR0gPLdx6yjrUPnaoqI4CmkmdkrgBuAS5xzFwGfyFxfA7wBWANcB3zWzhzQdydwi3NuFbDKzK4r\nZ+wb1lxH8hUPBvI/vtWafqxovEUr2HV0F865Gf+dckJOU0MTS5qXMHBsoOhzKwkJ2Z5shQJUpa+f\ntbx1OYdPHOb02NSGtr6nO+fqxgFIh7RqVNJ0rqaIiL9K2tuBv3LOjQA45w5krr8WuNc5N+Kc2wU8\nC1xpZjEg5Jzbmnne3cCN5Qx87Quu5du7vp335luqsqY7F60sO6SVMw0ZbgrT1NDEgeMHij85o9yQ\nMNN1aZWGkGI7SYMIOdM1tPW9u9NHiIoujDI6PsrwqWH/052DfXO6kiYiMlf4CmmrgJeZ2RYz22xm\nl2eux4HcEkk/kMhzPZW5XrL2lnZWt6/m+3u+X85fP0s5N+ueaA+7j+5m3I2XPF6502ylTnmWe6zP\n/qe7+L337C66c7bSEJV6sos/+MCeguMENR1ZqFdakNOdHW0dHDh+4KzjynxU0sxsoqGt10pa9tgm\njyHqisQVfOKaT3h7fRGRuaLs1blm9jDQkeeh/5153UXOuavM7ApgI7Cy3LFy3XbbbRM/r127lrVr\n1055zuhT1/OW/3qQiwdeSW9v+dMa5ewibG5sZlHzIvYO76Uz3FnyeOXcvA/vWMFb/2QnPceunNHv\nW+44pw92s2NgD9u+n94Vt3FjsK+fdWp/F3ue2832zfnHCSrkFNrhGWSIyjZn3XdsH8lIEvC3sD87\nteqzkpad7uxoy/dPPxjvvHUhTz/9au5ooaJ/vyIi1bZ582Y2b94c2OuVHdKcc9cUeszM3g78a+Z5\nPzKzcTNrJ10hS+Y8tZN0BS2V+Tn3+tlzRBm5Ia3ge3vmevoT6+nf9PFpw0Qx5d6sVy5K7/CsVkgb\nOdDDzoFdPFUkPOWOU85NPDzeDZEniu6KqzTkhMaTEN5acJygQtSTWzrZ+kAfXzx4dhgIuhKVDU/Z\nkOZrYX92ajXUFPJW6YqH4hwfOe61kvb00/Cd76R/ruTfr4hItU0uHt1+++0VvZ6v6c77gVcCmNn5\nwALn3EHgAeCNZrbAzFaQnhbd6pzbBwyZ2ZWZjQQ3Z16jLEvHLoX27bz4itMVbbEv92a6f/sK3vbe\nHSU31C1312I6PO2ecUuBcsf583d007F6d9FdcZWGkA/9cZLl5/cVHCeoNWPH93Wy82D/lH5ZQYeo\nyevSfE1HxtvipIZTfnd3VqFbv1pkiIik+Qpp/wisNLPHgXuBNwM4554kPfX5JLAJuNWd2ZZ4K/A5\n4BngWefcg+UOft89TbSNJfnsl39R0VRJ2dOC+1ew/bmdJTfLLLdJ6wdnGJ4qHWdNoovFK3cXn06l\nspBwYTzJ4p6+guMEFULCLgnhvilhIOiQ8/QjCd77kdREaPcVor6/KcHf3ZXiwx8ZY3zUT4ha3roc\nw9QiQ0SkCryEtMzuzZudcxc75y5zzm3OeeyjzrnznHOrnXPfyLn+48zzz3POvbOS8aNReMXFF5I6\n9VQlL1P2zTQythKiO0uuBJQ73gsT3TMKT1nlVqK6I93sGdxTtN1HpSGkGi04AD7+550s6umfEgaC\nXtN14rkEv9ifmgjtvtaMDfbH2Ts0wGM/HeMnP/YTohrrG1naulQtMkREqmBenTiQa3X7arYd3FbR\na5QbBj76ZytoX7Wj5EpAJeFp99HdM+6VVu6atMjCCPVWz5GT0x8gX2mIijRFcDgGTw4WfP0gKjlr\nEkkWtE+t2AVd6QqRgHD/RGj3VUkL13VA2wArXjDGlVd47mOmFhkiIt7N25B2YfuFPHVwdippF3eu\noKljZ8mVgErCU0NdA4dPHJ7R8yvp2F+NY5vMjGQ4Oe0B6EGEnEINbYMOUX/xngRLX5CaCO2+1qT9\n/cditHYM8GfvHaN5ob8QFQ/FvVbSREQkbf6GtKUX8tSB2QlpneFODhw/MO3RRkGOB5nwVMLZmuWG\nhJkegB7E2ZqFpjyDOluzvq6eWCg2paFt0CFqdbyTSDJ1Zveop+nOCxIxxlv20bTQXwsO8H+2poiI\npM3bkLa6fTXbD20v6bikycoNG/V19STDyRl15w9iPDgz5TkTleyOnMlB60GEtGQ4mbfRbFCvn5Wv\noa2v3Z3Z76Kv6c62BW3U16Wno33t7oT0Dk9Nd4qI+DdvQ1p0YZS2BW3TLkAvppKb6YpFpZ/hWdE0\n5AzCU5bvMBhISIv4n+6E/A1tgw5RbQvaaKxv5OjJdD+WMee32WxqKOW1krb5a3G+9c36klvMiIhI\naeZtSIP0urRKNg9UFNJKPKopO165FYqZnqsJlYWErkhX9Spp04S0oEJIZ7hzyjg+piNzD1r33ces\nf9jvsU3jT/wW++9/d8ktZkREpDTzOqStbl9d0eaBSm6mKxetZMeRHVUbr2qVtGj3rK9Jm2uVNEhP\neWbHKffs1JnoaOtIn63ps0VG43LY9yI1mxUR8Wxeh7RKK2mVTD+uiJY+3TkXNg5UbU1apIprELMd\nBwAAIABJREFU0iZX0gLamJArETpz6oDXSlqb/wPQ1WxWRKQ65nVI2/Sl1dz78Lay185UfU1aBdNs\n1do4sLxtOYMnBzkxcqLgc4Kc7sy38SOoY6EgHQbzVdKCDjm5052+16TtHd7rdeOAms2KiFTHvA5p\nh555AUdtR9lrZypZ+1Tt6c5lrct4fuR5nj/9fPFxKP/3qrM6OsOd0055BhHSQk0hGuoaJhbbB/36\nWdXY3ZkdpyqVtFCM0fFR9TETEZkH5nVIW1SfhLYBXnzFSFlrZyq5mS5pXsLo+GjekOFjPDOj6UQX\na2/cXbRyWGkl6sRAN+veVnicoEJIoc0DlZ4NmitfQ9sgK3VZiXBOJc3jmrRYW+YAdLXIEBGZ8+Z1\nSPvyPY20jMf53MY9ZU3NVBqaSt3hWelaKBvu4pFndhetHFY6nTd2JMnju/sKjhNUSBvsS/I/b+2b\nEgaDnI7MNrTNVrkmXn8O7+4EVEkTEZkH5nVIi0bhqgtWcnCstGnHrEpvpkO7V/Kmd+6Y8Zq4SsNH\n22g3RHcX3XVXaRhsG0+edRblZEGFkLHDSZ7Y3T8lDAYdcibv8PS+u9PjmrSOtg5AlTQRkflgXoc0\nSO+yLHVtWFalN+vRgz08mSpe2QpqvDff0M3qK3cX3XVXaaXoD29OsuLSvoLjBDVd2DreCZG+KWEw\n6OnIge2drP/TMxU7H7s7l7UuY/DkIKdGT3mZTs1a0ryExrpGVdJEROaBeR/SVi5aWfIuy6xKQ1No\nvBsixStbQY13QUc3L3rF7qJTu5WGhAs6kqy6vK/gOEFVot71u0m6L5kaBoOudJ0+mGBbKjURpn3s\n7qyzOjraOtg7vNfL62eZGR1tHV53d4qISHXM+/8lL2eXZValYeADt3YTX7Nrxv2kKq3gzLShbaW/\n13Q9zIJ4/awLYklWXjo1DAZ+bJNLQDg1EaZ9rRnrDHeSGk55ne4Ena0pIjJfzPuQNpvTnWvi3Sxd\nVbyylTteJTfvmR4NVWklZ7oeZtnXDyLkFDp1IOiF/X/6vxJ0XpiaCNO+piP3PZNg/XtS3LdxnFOn\nPB6A3hbTdKeIyDww70PabE53lnIKQBDjJUIJ9j+//6x2EvlUWrGLLIxgGIOnBvM+HmQLjv6h/ilh\nMOhK1/kdCbou2jsRpn3s7gQ4fTDOU/0pduwc4/5/9Reitv+kg3/4Bx2ALiIy1837kNbe0s7psdMl\n9SvLqjQMLGlewumx0wydGprR8yut4DTWN06c3TidIEJINY5tal3QysKGhRw6ccjL62fFQ/EpLTh8\nVNJaXQzaBljeMc661/n7pxd6/N3s/Lff0QHoIiJz3LwPaeX0K8uq9GZtZvREe2Z8XFMQC8pncgB6\nENN5hRrNQvAnAkwOnUHvvoyH4gwcG2DcjU+8vo81Xe+6JUbXCwe46bfGaGvxV0lrt1Uw1KkD0EVE\n5rh5H9Kg/CnPIMJGd6SbXUd3VXW8YqEwiDCYDE9fSQsq5OSr2AVd6VrYsJDQghAHjx/08vpZL1ge\n47wXDdC4wF8zW9AB6CIi80XNhLRyNg8EUXGa6Y5LCDCkFRkviEpUMlKdSlq+ip2PEBUPxdk7vNfb\n60N6Qf/A8IDXY6FAB6CLiMwXNRHStjy4gk99Yead/7MCCU0z3HEJwYSnmYwXxJq0znBn9UJankpa\n0CEnEU5MrEvz1SIjFopNTKuqj5mIiBRTE3eK4T0r2Xt8Z8kLqYMIM6VW0qoxXlBr0gptUAh8Tdrw\n2eN4ObapCmdrLmlewvGR4zw/8rxaZIiISFE1EdIWuZWwaEfJC6mDuFn3RHuqO905g7YfgaxJq8Lu\nzkLj+OhjlgjlVNI89UkzM5a3Lic1nFIlTUREiqqJO8V9G3qoW7ybbzw0XtI6napPdwYQDroiXfQN\n9k3sVMwniN+rUA+zoF4/d5xqrUnLraT5WjMWC8XoH+rXiQAiIlJUTYS0WHszy8OLOV6/t6S/F0QY\n6Gjr4OjJo5wYOTGj8Sq9ebc0tmCnw1z96ucKrsELYu1b64JWxk8v5FeuPTRlnCBDVHatWG4Y9DLd\nGU543zgA6c0DqSFV0kREpLiauVOUs8MziJt1ndXRdKqTl9+wp+jGhaDCQcPxJFue3FNwDV5QHfUb\njif54RN9U8YJMuS0NLbQtqCNA8cPnPX6Qa/pyl2TFnQftlyxtpjWpImIyIzUTEhbsaj0MzyDCht1\nw9386JndRTcuBDVey0gSIn0F1+AFteaq0DiBV6IGk1z/hr6JkOurkpZdk+brWChIT3cCmu4UEZGi\naiakrYyuLPnUgaDCQNtID0R2F924EFQF58ZXdPFLL+sr2Mw0qDVXv/GyJC9aO3WcoEOUG0rwk2dT\nEyHXR0hrb2ln6NQQJ0dPep/uBDTdKSIiRdXMnWLlopXsODo7lbSbb+jmwpfuLtoBPqgKznlLk7zy\nxr6CYwUVBs9bmuTa100dJ+iQ0zqWgFBqIuT6mI6ss7p0H7NMs1lvIS1bSdN0p4iIFFEzIW02pzsv\nWN7NZa/aXXRnaVDjTXcaQHacIEJCofM7gw5pb3ptgguvTE2EXF+VrpP7E/zm76b4yaPjnDjuabpT\nlTQREZmhmrlTrFw0e9Od3dGZnd8ZWEib5lxNCG5NWqFeaUGHqJVL41x1zd6JkOsrpI0Pxnjs2QEO\nHR7n05/yXEnTmjQRESmiZkJaPBTn8InDHB85PuO/E1hIm8Gh5xBweCpWSQsgJHSGO/OeOhB0iMrd\neZl9fR8hp2U8BqEB2sJjvOfdfv5pLGtdhmGqpImISFE1c6eos7oZV7SyggobneFO9h3bx8jYSNHx\ngggf8VCcA88fKDheUGu6OsOdpIZTUxrnBh7ScnZe+nj9rJtvirH68gEuunicSMhPpauhroFlrcu0\nJk1ERIqqmZAGpfdKCyrMNNY30tHWcVY1KJ/A+qRlgkC2OWu+cYIICQsbFhJpirD/+f1TXt9nJc3X\nwv6VS2O85Nf2Ulfv9wD00SMx3ve+uqJ980REpLbVVEjb89hK3nX7jhnfHIMMGzM5HirIXYvTTXn6\nPlsz6JC2uHkxJ0dPTkxV+6qkxdr87+4ECPe9gSe+c17RvnkiIlLbaiqkndzXwy8OFm8qmxXk2qfu\nSPGp1iCbqGbP8MwnyBBSjbM1zSx9tmZOs1kfISoeijNwbMDr2Z0Aqw++Dw6vKto3T0REapuXkGZm\nl5rZFjN71Mx+ZGZX5Dz2fjN7xsy2mdm1OdcvM7PHM4/d4eN9hV03RHfN+OYYaCUt0s3uwekraUEf\nTL5ncE/BcYIKIfl2kno5ESBnytPXiQDZPmk+m9kC9PbCunUU7ZsnIiK1zded6OPAh5xzLwL+T+bP\nmNka4A3AGuA64LNmZpm/cydwi3NuFbDKzK4L+k194oM9LFpRvKlsVrWnO4MOaYWmO31Pq1bj2CYf\nISp76sCJ0RNeF/ZHo7BxowKaiIhMz1dIGwcimZ+jQHbV92uBe51zI865XcCzwJVmFgNCzrmtmefd\nDdwY9Ju6qLOb+iXFm8pmBRkGeqI9RStpgU5DFlmTFlQIqcZ0J0ytpPkIaXVWN7HhQi0yRERktjV4\net13Ad8ws0+QDoIvzVyPA1tyntcPJICRzM9Zqcz1QC1rXcax08d4/vTztC5oLfr82Zju9DkNmRV4\nGKzCdGc8FJ+oRPo4FiorForxyN5HFNJERGTWlX0nMrOHM2vIJv/fDcCtwLucc13AHwP/GNQbroSZ\nzSgsZQUZNrIL+Sf3FPM13h0fTvLEnr68O1kDD4PzpJIGZ45t0okAIiIy28qupDnnrin0mJnd7Zx7\nZ+aP/wJ8LvNzCkjmPLWTdAUtlfk593repmK33XbbxM9r165l7dq1Jb3vbEPbNUvXFH1ukGGgubGZ\nutMRrn71cyxqiNHbO3VNUpAVor5tyxj51SE2PXyC9eub2bjRzzjxUJy9g8/x8leM0trcQG+vxzVp\nVQxpqqSJiEipNm/ezObNmwN7PV/TnXvN7OXOue8ArwSezlx/AOg1s78lPZ25CtjqnHNmNmRmVwJb\ngZuBz+R74dyQVo6eSM+MjmiC4MNA/fNJtjzZB6kY69dzVnDKjhfUWrHWljoYTnDR1f1s2LDK2ziN\n9Y00nF7Cd3/8HAwnWL8exi/yVEnL2Tjgq9IVD8UBhTQRESnd5OLR7bffXtHr+boTvQ34pJk9Bvwl\nsB7AOfcksBF4EtgE3Oqcc5m/cyvpitszwLPOuQd9vLFSjoYKOqS1jiYhsqdgC5Agx+vthaULuvjI\n3/VNqdgF/XstHElAODXxe/lak5Ya3MfL145z5Og4w0OeD0DXsU0iIjLLvFTSnHM/AC4v8NhHgY/m\nuf5j4GIf7ydXT7SHB7Y/MKPnBh02bnxlF1tO9/HwX+VvvxDkeNEovPqlSY6MTd08MDY+Fmgl6upL\nEgweTvH1T0Ik4nA4DCv+F0vQ1NBE/UiE7z5yAK4a491/Usf99wY6BKDpThEROXf4mu48Z83WxgGA\n85YmablxamUrK+jjiAr1Sgv69+pZnGDN76eIRmHcpQPamfZ3wVk4GmMkNEB9wzh3fNpvJU0hTURE\nZlvN3YlKme4MutXDdA1mIfi1VoXacAT9e01eL+Yr4FyxOsavXD9AS+s4i6La3SkiIvNbzYW0WFuM\nwycOc3L0ZNHnBh04kpHCRzX5Gm9yKMwuAQw0pOXsvPR5OHlyUYy3vsPvsU3L25ZjmCppIiIy62ru\nTlRfV09nuHPasJQVdBiY7tBzH+PlO7/TRyPYavUwi4fi7B3e6+3sToCGugaWnXopr7+xLW+PORER\nkWqpuZAGcHKgh9f93u6iN+Ggw0CsLcbB4wc5PXY67+OBT68WOFcz6IBTjXM1If35VeMA9NU//AE/\n+FaYTZtg/Xpvw4iIiEyrJkPa+JFuHt+zq+hNOPA+aXX1dLR1sHd4b8HxggxQixYuYnR8lKFTQxPX\nfExHVu00gFCMgWMDXo+FAmhpSf+3UKsUERGRaqjJkNY21gPR3UVvwj4Cx3Tr0oIez8ymbB7w0Qg2\n3BTGOcfQqSGvjWZjbemQ5ruS1tsL69bBww/nb5UiIiJSDTUZ0v7krd10XbK76E3YS0ir0sHnWV2R\nrrOmPH38TmY2MeVZrTVpPkNaNJo+DUIBTUREZlNNhrQ18R66LtlV9CbsIwxMDk2Txwu6CjU5FI65\nMS+L7rNTnr6nO/cd2+etD5uIiMi5pCZDWne0e0bnd1a7kuZretV3JQ2oSiVtYcNCWhpb1B5DRERq\nQk3e7RKhBPuO7WNkbGTa53lbkzY0dU2ac36OU5rcQDfoI6GyqlFJg/S6NIU0ERGpBTV5t2usbyQW\nitE/1D/t86pZSRt3416m8ZKRqRsHvFTSQv4raZBel6aQJiIitaBm73bdkeLHQ/kIHJ/+iy5+3t83\npUebr12R//DJJD/8+ZnxfLWvyJ464L2SFlIlTUREakPN3u16oj1FD1r3ETj2bGtnlONs+ubzZ/Vo\n8xVuBrYnONGQYtMmx/r1fprZAtz9fxN860cp3vTmcXCa7hQREalUzd7tuiPFNw/4CE6tLQZDnbzw\nl/vO6tHmq8IVbgqDMy69aogNG/ydrfncswmGLcXmzeMcPew3pOnwcxERqQU1G9J6oj3sGtw17XN8\nBJreXljalOTDd/Sd1QLEV4WrtxdCdHLnl1JEo/6mVSMNy6HlABf90gjt7VqTJiIiUqmavdvNpA2H\nj0paNAqvubqLI+NTz9T0ET6iUXjJ6gTD+D226cv3NNLkFvM3dz5HQ73WpImIiFSqZu92s7VxANI7\nPCcfDeVzwX0inJjYyeqrmW00CqsTMQbH+72GqL//WIzhwbopGy9ERETmm5oNaV2RLlLDKcbGxwo+\nx9fU4OS2GOBvrRhU7wD0eChOajjlNaTt27aCka9/kk2bOGvjhYiIyHxTsyGtqaGJhtNLuPr6vQWr\nMj4raZOPhvJ5MHm2hxn4a2YL6UX9qSG/Ia21uQF++mYuv5yzNl6IiIjMNzUb0gDqj3Xz30/tKViV\n8RXS8p3f6Xu6sxqVtFgoRv+w3+nO3l5Ytw4eflgHoIuIyPxW0yGtdTQJkb6CVRlvlbRIek2ac877\nWHD2dKevNWmQme70XEmLRmHjRgU0ERGZ/2o6pL3umi4u/pU9BasyvoJTuClMQ10DR04embjmq08a\nnDn8HDxX0tpi3tekiYiI1IqavpuetzTJy/9HX8GqjM9AM/kMT1990gCWty7n8InDjIyNeN2gEAv5\nX5MmIiJSK2r6bpqMJNkztKfg415DWuTszQM+x6qvq2d523IGjg143aAQD8UZGR9RSBMREQlAw2y/\ngdnUFema0gojl8/g1BXuOqtXms8KF6TXpWV7pfkap6Otw+vri4iI1JKavpvma4WRy3slbfJ0p8cz\nKbPr0nxOqy6oX8CS5iUKaSIiIgGo6bvp0talDJ8a5vjI8byPe1+TVqXpTjizw9P3ODpbU0REJBg1\nfTetszo6w50T04CT+Qw0Gz+X5N+/t2eikW5VQtpQymszW9DZmiIiIkGp+btptmdZPj7bYhz4RZLB\n8dREI12fYwE8+M8J7r4/xXvfP874qMcD0NsU0kRERIJQ83fT6TYP+KxuLapPQDjFZZc7Nmzw24ID\n4PDuBPtP7OVHj4yxfZu/cTTdKSIiEoyav5smw4UraT5D2n1faqHRmrnvgUNEo/6nOyN1MWgbYNX5\n41z0QlXSREREznU1fzfNd45mls/qVjQK53ckOGZnDj73GW6+dGechkV7+fBHxmha4K+S9m/3xHjs\n0bqCh9aLiIjIzNR8SJuuDYfv6lZnuPOsg899LuhPLguxYOE4Yw2DXn+n40+9jKMP/UHBQ+tFRERk\nZhTSptk4UK0dl9UYy8yIh+L0D/X7PQC9cRk89ZsFD60XERGRman5kNYV6eLZ/X28fK2bMkXnPaSF\nz5wC4HssSK8X6x/q97pBobcX1q2j4KH1IiIiMjM1H9LCTWHceD3f3XpkyhRdNac7fbfggMwB6MN+\nD0CPRmHjRgU0ERGRStV8SANoPt0F4b4pU3TVOgUgO5bPChdAvC093elz7ZuIiIgEQyENuOrCJFe/\nZs+UKbpqTHdWa00apCtpvtekiYiISDDKvlub2Toz+7mZjZnZiyc99n4ze8bMtpnZtTnXLzOzxzOP\n3ZFzvcnM7stc32Jm3eW+r3KsXJLkd97eN2WKrhqVtOyaNN8tOCDdaHbfsX3eK3YiIiJSuUpSwePA\nTcB3cy+a2RrgDcAa4Drgs2ZmmYfvBG5xzq0CVpnZdZnrtwCHMtc/Bfx1Be+rZIVOHfAd0tpb2jk+\ncpwTIyeqtnGgGuOIiIhI5cq+Wzvntjnnns7z0GuBe51zI865XcCzwJVmFgNCzrmtmefdDdyY+fkG\n4K7Mz18BXlXu+ypHMpJkz9DZbTicc0C6dYUv2bYYqeGU9z5pkK6kAVqTJiIiMgf4KKnEgf6cP/cD\niTzXU5nrZP7bB+CcGwUGzWyxh/eWV75KWjV2W8KZdWnVWpMGUKeliCIiIue8hukeNLOHgY48D33A\nOfc1P2+p+vKd31mtacFsG45wU9j7eJGmCAsbFqqSJiIiMgdMG9Kcc9eU8ZopIJnz507SFbRU5ufJ\n17N/pwvYa2YNQMQ5dzjfi992220TP69du5a1a9eW8RbP1hnuZO/wXsbGxyYCTLVCWnbzwOr21d4X\n9GenV7UmTUREJHibN29m8+bNgb3etCGtBLkLtx4Aes3sb0lPY64CtjrnnJkNmdmVwFbgZuAzOX/n\nLcAW4HXAfxYaKDekBaWpoYnFzYvZd2wfiXB6BraaIW3X0V2cv+T8qowXa4sppImIiHgwuXh0++23\nV/R6ZYc0M7uJdMhqB75uZo865653zj1pZhuBJ4FR4FaXXYUPtwJfAJqB/3DOPZi5/nngi2b2DHAI\neGO576tcyUj6oPXckFaNVhX//uUEPxv9Ad87Ok7iev/hKR6KqwWHiIjIHFB2SHPOfRX4aoHHPgp8\nNM/1HwMX57l+Cnh9ue8lCNnNA1d1XgVUr5J2eFecg+0DHHxsjP3L6+BNfseLtcX8DiAiIiKB0LxX\nxuTNA9UKaeG6GIT2svIF47zkcv8Vrq0P9fDVf26Zcpi8iIiInFsU0jKS4fR0Z1a1Qtq9G2LURQZ4\n3wfGaGryP17jY7fS96U/n3KYvIiIiJxbFNIyuiJds1JJiy9tIdS8kJN2qCrjtTU3wUjLlMPkRURE\n5NyikJaR3TiQVc3jk+KhOP1D/VVZ0N/bC+vWMeUweRERETm3KKRl/N1fJvnprj0Ta7WqHtKG+6sy\nXjQKGzcqoImIiJzrFNIy+rd1MFJ/mE0PnWb9+uqGtFgoRmoopf5lIiIiMkGpIKO1pR6eX87FvzzA\nhg1VrqS1pac7FdJEREQkS6kgo7cXFjd08jf/L0U0Wv1KWrXWpImIiMjcoJCWEY3C2ssSDLr0caJj\n42NVXZN2auyUKmkiIiIyQakgRyKUIDWUAqpcScucAqCQJiIiIllKBTk6w52khqsf0uKhOKCQJiIi\nImcoFeRIhBL0D6WnO6u9Jg2gvk5r0kRERCRNIS1HIpw4q5JWrdDU0thCpCmiSpqIiIhMUCrI0Rnu\nnJU1aZCupimkiYiISJZSQY5EKF1Jc85VPaTFQ3G14BAREZEJCmk5mhubaW1s5eDxg9WvpLWpkiYi\nIiJnKBVMkt3hWe2Q9vgP4/TeUzdxdqiIiIjUNoW0SRLh9A7Paoe0BU+9mT0PrmPTJli/vmrDioiI\nyDlKIW2SbEPbaoe0pe4i2Hcpl18OGzZUbVgRERE5RymkTTJb0529vbBuHTz8cPqIKhEREaltCmmT\nZBvaVjukRaOwcaMCmoiIiKQ1zPYbONd85QsJttaleOqeccZ/TRlWREREZodSyCQHdyQ4MrKXLVvH\n2PGsPh4RERGZHaqkTRKpj0FogPNXj9N+vkKaiIiIzA6lkEn++a52bOEQf/mxEyxo1McjIiIis0Mp\nZJLFi+rojHYwOJ7SCQAiIiIya5RC8oiFYqSGUjpLU0RERGaNQloe8VCc/qF+VdJERERk1iiF5BFr\ni5Ea1nSniIiIzB6lkDxUSRMREZHZphSSR6wtppAmIiIis0opJI94KM6Rk0cU0kRERGTWKIXkEQ/F\nARTSREREZNYoheQRC8UAhTQRERGZPUohebS3tNNQ16CQJiIiIrNGKSSPOqujo61DIU1ERERmjVJI\nAfFQXCFNREREZo1SSAEKaSIiIjKblEIKiLXFFNJERERk1pSdQsxsnZn93MzGzOyynOvXmNkjZvaz\nzH9fkfPYZWb2uJk9Y2Z35FxvMrP7Mte3mFl3+b9SMFRJExERkdlUSQp5HLgJ+C7gcq4fAH7DOXcJ\n8BbgizmP3Qnc4pxbBawys+sy128BDmWufwr46wreVyC+9y+XsPn+FbzmNXD06Gy/m9mzefPm2X4L\nNUefefXpM68+febVp8987ik7pDnntjnnns5z/THn3L7MH58Ems2s0cxiQMg5tzXz2N3AjZmfbwDu\nyvz8FeBV5b6voJz62Q3svutDbNoE69fP9ruZPfpHXX36zKtPn3n16TOvPn3mc4/v+bzfAn7snBsB\nEkB/zmOpzDUy/+0DcM6NAoNmttjze5tWS0v6v5dfDhs2zOY7ERERkVrUMN2DZvYw0JHnoQ84575W\n5O++EPgYcE35b2/29PamK2gbNkA0OtvvRkRERGqNOeeKP2u6FzD7NvBu59xPcq51Av8J/K5z7r8y\n12LAt5xzF2b+/NvAy5xzbzezB4HbnHNbzKwBGHDOLc0zVmVvVkRERKSKnHNW7t+dtpJWgok3YGZR\n4OvAe7MBDcA5N2BmQ2Z2JbAVuBn4TObhB0hvMtgCvI50wJuikl9UREREZC4pu5JmZjeRDlntwCDw\nqHPuejP7IPA+4Jmcp1/jnDuYadXxBaAZ+A/n3Dszr9VEehfoi4BDwBudc7vKemMiIiIi80DF050i\nIiIiErw5063VzK4zs22Zhrfvne33M1+Z2a5MI+JHzWxr5tpiM3vYzJ42s4cyU9pSJjP7RzN7zswe\nz7lW8DM2s/dnvvfbzOza2XnXc1uBz/w2M+vPfNcfNbPrcx7TZ14BM0ua2bczDc+fMLPsrIm+555M\n85nre+6JmS00s/82s8cyn/ltmeuBfc/nRCXNzOqB7cCvkW7d8SPgt51zT83qG5uHzGwncJlz7nDO\ntY8DB51zH88E5EXOuffN2puc48zsV4FjwN3OuYsz1/J+xma2BugFriDdquabwPnOufFZevtzUoHP\n/EPAsHPubyc9V595hcysA+hwzj1mZm3Aj0n3xXwr+p57Mc1n/nr0PffGzFqcc8czmx6/D/wR6fZj\ngXzP50ol7SXAs865XZmea18GXjvL72k+m7xBI7fZ8F2caUIsZXDOfQ84Mulyoc/4tcC9zrmRzDrN\nZ0n/e5ASFPjMYep3HfSZV8w5t88591jm52PAU6RvSvqeezLNZw76nnvjnDue+XEB0Ej6BKbAvudz\nJaRNNLvN6OfMl0+C5YBvWvrc1bdlri13zj2X+fk5YPnsvLV5rdBnHOfsJtD67gfrHWb2UzP7fM6U\nhD7zAJlZD+lNYf+NvudVkfOZb8lc0vfcEzOrM7PHSH+fH8qcqhTY93yuhLRzf052/rjaOfci4Hrg\nDzLTRBNcen5c///waAafsT7/YNwJrAAuBQaAT07zXH3mZchMu30F+CPn3HDuY/qe+5H5zP+F9Gd+\nDH3PvXLOjTvnLgU6gSvN7KJJj1f0PZ8rIS0FJHP+nOTsNCoBcc4NZP57APgq6VLsc5n1DtmmxPtn\n7x3OW4U+48nf/c7MNamQc26/ywA+x5lpB33mATCzRtIB7YvOufszl/U99yjnM/9S9jPX97w6nHOD\nwLeBVxPg93yuhLRHgFVm1mNmC4A3kG6AKwEysxYzC2V+bgWuBR7nTLNhMv+9P/8rSAVGZM1YAAAB\nJklEQVQKfcYPAG80swVmtgJYRboZtFQo8z+eWTeR/q6DPvOKmZkBnweedM59Ouchfc89KfSZ63vu\nj5m1Z6ePzayZ9DGYTxHg9zyoEwe8cs6NmtkfAt8A6oHPa2enF8uBr6b/rdMA3OOce8jMHgE2mtkt\nwC7Su4WkTGZ2L/ByoN3M+oD/Q/qc2ymfsXPuSTPbCDwJjAK3urmwJfsck+cz/xCw1swuJT3dsBP4\nfdBnHpCrgTcBPzOzRzPX3o++5z7l+8w/APy2vufexIC7Mh0o6oD7nHP/YWZbCOh7PidacIiIiIjU\nmrky3SkiIiJSUxTSRERERM5BCmkiIiIi5yCFNBEREZFzkEKaiIiIyDlIIU1ERETkHKSQJiIiInIO\nUkgTEREROQf9f6bfBJxNvz1YAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -498,7 +502,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.10" + "version": "2.7.11" } }, "nbformat": 4, diff --git a/notebooks/CircModel-Copy1.ipynb b/notebooks/CircModel_app.ipynb similarity index 99% rename from notebooks/CircModel-Copy1.ipynb rename to notebooks/CircModel_app.ipynb index 486cfc52..c23a7711 100644 --- a/notebooks/CircModel-Copy1.ipynb +++ b/notebooks/CircModel_app.ipynb @@ -395,6 +395,18 @@ "display_name": "Python 2", "language": "python", "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.11" } }, "nbformat": 4, diff --git a/notebooks/DCR Pseudo-section Simulation.ipynb b/notebooks/DCR Pseudo-section Simulation.ipynb index 216e1de2..76c46bab 100644 --- a/notebooks/DCR Pseudo-section Simulation.ipynb +++ b/notebooks/DCR Pseudo-section Simulation.ipynb @@ -13,18 +13,7 @@ "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Efficiency Warning: Interpolation will be slow, use setup.py!\n", - "\n", - " python setup.py build_ext --inplace\n", - " \n" - ] - } - ], + "outputs": [], "source": [ "from SimPEG import *\n", "from SimPEG.Examples import DC_PseudoSection_Simulation\n", @@ -45,15 +34,23 @@ "name": "stdout", "output_type": "stream", "text": [ - "Transmitter 8 of 9 -> Time:0.957999944687 sec Transmitter 8 of 9\n", + "Transmitter 8 of 9 -> Time:0.747934818268 sec Transmitter 8 of 9\n", "Forward completed\n" ] }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/sgkang/anaconda/lib/python2.7/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " if self._edgecolors == str('face'):\n" + ] + }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZkAAAEKCAYAAADAVygjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZkAAAEKCAYAAADAVygjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/notebooks/DC_Forward_Live.ipynb b/notebooks/DC_Forward_Live.ipynb index f7a9868d..fcc3512c 100644 --- a/notebooks/DC_Forward_Live.ipynb +++ b/notebooks/DC_Forward_Live.ipynb @@ -11,10 +11,6 @@ "name": "stdout", "output_type": "stream", "text": [ - "Efficiency Warning: Interpolation will be slow, use setup.py!\n", - "\n", - " python setup.py build_ext --inplace\n", - " \n", "Populating the interactive namespace from numpy and matplotlib\n" ] }, @@ -83,19 +79,27 @@ { "data": { "text/plain": [ - "(,\n", - " )" + "(,\n", + " )" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/sgkang/anaconda/lib/python2.7/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " if self._edgecolors == str('face'):\n" + ] + }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAEZCAYAAAC5AHPcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAEZCAYAAAC5AHPcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -105,7 +109,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYkAAAEZCAYAAABiu9n+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -142,7 +146,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 7, @@ -151,9 +155,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVIAAAFRCAYAAAAmQSVBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVIAAAFRCAYAAAAmQSVBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -222,19 +226,7 @@ "metadata": { "collapsed": false }, - "outputs": [ - { - "ename": "ImportError", - "evalue": "No module named pymatsolver", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mImportError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mpymatsolver\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mMumpsSolver\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[1;31mImportError\u001b[0m: No module named pymatsolver" - ] - } - ], + "outputs": [], "source": [ "from pymatsolver import MumpsSolver" ] @@ -264,7 +256,7 @@ "evalue": "expected an indented block (, line 3)", "output_type": "error", "traceback": [ - "\u001b[1;36m File \u001b[1;32m\"\"\u001b[1;36m, line \u001b[1;32m3\u001b[0m\n\u001b[1;33m \u001b[0m\n\u001b[1;37m ^\u001b[0m\n\u001b[1;31mIndentationError\u001b[0m\u001b[1;31m:\u001b[0m expected an indented block\n" + "\u001b[0;36m File \u001b[0;32m\"\"\u001b[0;36m, line \u001b[0;32m3\u001b[0m\n\u001b[0;31m \u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mIndentationError\u001b[0m\u001b[0;31m:\u001b[0m expected an indented block\n" ] } ], @@ -276,7 +268,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "collapsed": false }, diff --git a/notebooks/DCinverse.ipynb b/notebooks/DCinverse.ipynb index d4a8e1c1..9f5875d6 100644 --- a/notebooks/DCinverse.ipynb +++ b/notebooks/DCinverse.ipynb @@ -1,451 +1,407 @@ { - "metadata": { - "name": "", - "signature": "sha256:9107d99fbfb21822b71a94de16f078e82c12cf73d2e85893fd26dfda06c8ce14" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ + "cells": [ { - "cells": [ + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [ { - "cell_type": "code", - "collapsed": false, - "input": [ - "from SimPEG import *\n", - "import simpegDCIP as DC\n", - "%pylab inline\n", - "from pymatsolver import MumpsSolver" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" - ] - }, - { - "output_type": "stream", - "stream": "stderr", - "text": [ - "Vendor: Continuum Analytics, Inc.\n", - "Package: mkl\n", - "Message: trial mode expires in 29 days\n" - ] - } - ], - "prompt_number": 1 + "name": "stdout", + "output_type": "stream", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "cs = 12.5\n", - "nc = 500/cs+1\n", - "hx = [(cs,7, -1.3),(cs,nc),(cs,7, 1.3)]\n", - "hy = [(cs,7, -1.3),(cs,int(nc/2+1)),(cs,7, 1.3)]\n", - "hz = [(cs,7, -1.3),(cs,int(nc/2+1))]" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 2 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "mesh = Mesh.TensorMesh([hx, hy, hz], 'CCN')\n", - "print mesh" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - " ---- 3-D TensorMesh ---- \n", - " x0: -541.97\n", - " y0: -416.97\n", - " z0: -548.22\n", - " nCx: 55\n", - " nCy: 35\n", - " nCz: 28\n", - " hx: 78.44, 60.34, 46.41, 35.70, 27.46, 21.13, 16.25, 41*12.50, 16.25, 21.13, 27.46, 35.70, 46.41, 60.34, 78.44\n", - " hy: 78.44, 60.34, 46.41, 35.70, 27.46, 21.13, 16.25, 21*12.50, 16.25, 21.13, 27.46, 35.70, 46.41, 60.34, 78.44\n", - " hz: 78.44, 60.34, 46.41, 35.70, 27.46, 21.13, 16.25, 21*12.50\n" - ] - } - ], - "prompt_number": 3 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "sighalf = 1e-2\n", - "sigma = np.ones(mesh.nC)*sighalf\n", - "p0 = np.r_[-50., 50., -50.]\n", - "p1 = np.r_[ 50.,-50., -150.]\n", - "blk_ind = Utils.ModelBuilder.getIndecesBlock(p0, p1, mesh.gridCC)\n", - "sigma[blk_ind] = 1e-3" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 4 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "nElecs = 21\n", - "x_temp = np.linspace(-250, 250, nElecs)\n", - "aSpacing = x_temp[1]-x_temp[0]\n", - "y_temp = 0.\n", - "xyz = Utils.ndgrid(x_temp, np.r_[y_temp], np.r_[0.])" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 5 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "srcList = DC.Examples.WennerArray.getSrcList(nElecs,aSpacing)\n", - "survey = DC.SurveyDC(srcList)\n", - "print len(survey.srcList)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "63\n" - ] - } - ], - "prompt_number": 6 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "fig, ax = plt.subplots(1,1, figsize = (6.5,5))\n", - "indz = 22\n", - "dat = mesh.plotSlice(sigma, grid=True, ax = ax, ind=indz)\n", - "ax.set_xlim(-300, 300)\n", - "ax.set_ylim(-300, 300)\n", - "cb = plt.colorbar(dat[0])\n", - "ax.set_title('Depth at '+str(mesh.vectorCCz[indz])+' m')\n", - "\n", - "txLocs = np.array([[tx.loc[0][0], tx.loc[1][0]] for tx in survey.srcList]).flatten()\n", - "ax.plot(txLocs, txLocs*0, 'w.', ms = 3)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 7, - "text": [ - "[]" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAZwAAAFRCAYAAABANxtTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWSX+P3faf3379MqEAAAAAElFTkSuQmCC\n", - "text": [ - "" - ] - } - ], - "prompt_number": 7 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "expmap = Maps.ExpMap(mesh)\n", - "m2to3 = Maps.Map2Dto3D(mesh,normal='Y')\n", - "imap = Maps.IdentityMap(mesh)\n", - "problem = DC.ProblemDC_CC(mesh, mapping= imap )\n", - "problem.Solver = MumpsSolver\n", - "problem.pair(survey)" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 9 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "datasyn = survey.dpred(sighalf*np.ones(mesh.nC))\n", - "survey.makeSyntheticData(sigma,std=0.01,force=True)\n", - "plot(np.log(np.c_[survey.dobs,datasyn]))" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 10, - "text": [ - "[,\n", - " ]" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEACAYAAABfxaZOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", - "text": [ - "" - ] - } - ], - "prompt_number": 10 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "problem.mapping = expmap * m2to3" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 11 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "dmis = DataMisfit.l2_DataMisfit(survey)\n", - "reg = Regularization.Tikhonov(mesh,mapping=m2to3)\n", - "opt = Optimization.InexactGaussNewton(maxIter=7,tolX=1e-15)\n", - "opt.remember('xc')\n", - "invProb = InvProblem.BaseInvProblem(dmis, reg, opt)\n", - "beta = Directives.BetaEstimate_ByEig(beta0_ratio=1e1)\n", - "betaSched = Directives.BetaSchedule(coolingFactor=5, coolingRate=2)\n", - "inv = Inversion.BaseInversion(invProb, directiveList=[beta,betaSched])" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 12 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "m0 = np.log(np.ones(problem.mapping.nP)*sighalf)\n", - "mopt = inv.run(m0)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "SimPEG.InvProblem will set Regularization.mref to m0.\n", - "SimPEG.InvProblem is setting bfgsH0 to the inverse of the eval2Deriv.\n", - " ***Done using same solver as the problem***\n", - "SimPEG.l2_DataMisfit is creating default weightings for Wd." - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "============================ Inexact Gauss Newton ============================" - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - " # beta phi_d phi_m f |proj(x-g)-x| LS Comment \n", - "-----------------------------------------------------------------------------\n", - " 0 7.28e+00 1.86e+03 1.05e+04 7.84e+04 2.20e+03 0 " - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - " 1 7.28e+00 6.57e+02 1.06e+04 7.80e+04 1.15e+03 1 " - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - " 2 1.46e+00 5.58e+02 1.06e+04 1.61e+04 1.03e+03 3 Skip BFGS " - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - " 3 1.46e+00 1.36e+02 1.08e+04 1.59e+04 1.69e+02 0 Skip BFGS " - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - " 4 2.91e-01 8.24e+01 1.07e+04 3.20e+03 2.05e+02 0 " - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - " 5 2.91e-01 4.61e+01 1.07e+04 3.16e+03 1.35e+02 0 Skip BFGS " - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - " 6 5.83e-02 4.40e+01 1.07e+04 6.65e+02 1.16e+02 0 " - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - " 7 5.83e-02 3.99e+01 1.07e+04 6.61e+02 1.35e+02 0 " - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "------------------------- STOP! -------------------------\n", - "1 : |fc-fOld| = 4.7528e+00 <= tolF*(1+|f0|) = 7.8397e+03\n", - "0 : |xc-x_last| = 4.6314e-01 <= tolX*(1+|x0|) = 1.8172e-13\n", - "0 : |proj(x-g)-x| = 1.3494e+02 <= tolG = 1.0000e-01\n", - "0 : |proj(x-g)-x| = 1.3494e+02 <= 1e3*eps = 1.0000e-02\n", - "1 : maxIter = 7 <= iter = 7\n", - "------------------------- DONE! -------------------------\n" - ] - } - ], - "prompt_number": 13 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "colorbar(mesh.plotSlice(np.log10(expmap * m2to3 * mopt), normal='Y', ind=indz, grid=True)[0])" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 14, - "text": [ - "" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAEZCAYAAAB1mUk3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\njuM4+GDgOI7j4IOB4ziOA/w/91GdssuxpB0AAAAASUVORK5CYII=\n", - "text": [ - "" - ] - } - ], - "prompt_number": 14 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "dpred = survey.dpred(mopt)" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 15 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "plot(np.c_[dpred,survey.dobs])" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 16, - "text": [ - "[,\n", - " ]" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", - "text": [ - "" - ] - } - ], - "prompt_number": 16 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 16 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [], - "language": "python", - "metadata": {}, - "outputs": [] + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING: pylab import has clobbered these variables: ['linalg']\n", + "`%matplotlib` prevents importing * from pylab and numpy\n" + ] } ], - "metadata": {} + "source": [ + "from SimPEG import *\n", + "import simpegDCIP as DC\n", + "%pylab inline\n", + "from pymatsolver import MumpsSolver" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "cs = 12.5\n", + "nc = 500/cs+1\n", + "hx = [(cs,7, -1.3),(cs,nc),(cs,7, 1.3)]\n", + "hy = [(cs,7, -1.3),(cs,int(nc/2+1)),(cs,7, 1.3)]\n", + "hz = [(cs,7, -1.3),(cs,int(nc/2+1))]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " ---- 3-D TensorMesh ---- \n", + " x0: -541.97\n", + " y0: -416.97\n", + " z0: -548.22\n", + " nCx: 55\n", + " nCy: 35\n", + " nCz: 28\n", + " hx: 78.44, 60.34, 46.41, 35.70, 27.46, 21.13, 16.25, 41*12.50, 16.25, 21.13, 27.46, 35.70, 46.41, 60.34, 78.44\n", + " hy: 78.44, 60.34, 46.41, 35.70, 27.46, 21.13, 16.25, 21*12.50, 16.25, 21.13, 27.46, 35.70, 46.41, 60.34, 78.44\n", + " hz: 78.44, 60.34, 46.41, 35.70, 27.46, 21.13, 16.25, 21*12.50\n" + ] + } + ], + "source": [ + "mesh = Mesh.TensorMesh([hx, hy, hz], 'CCN')\n", + "print mesh" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "sighalf = 1e-2\n", + "sigma = np.ones(mesh.nC)*sighalf\n", + "p0 = np.r_[-50., 50., -50.]\n", + "p1 = np.r_[ 50.,-50., -150.]\n", + "blk_ind = Utils.ModelBuilder.getIndecesBlock(p0, p1, mesh.gridCC)\n", + "sigma[blk_ind] = 1e-3" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "nElecs = 21\n", + "x_temp = np.linspace(-250, 250, nElecs)\n", + "aSpacing = x_temp[1]-x_temp[0]\n", + "y_temp = 0.\n", + "xyz = Utils.ndgrid(x_temp, np.r_[y_temp], np.r_[0.])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "63\n" + ] + } + ], + "source": [ + "srcList = DC.Examples.WennerArray.getSrcList(nElecs,aSpacing)\n", + "survey = DC.SurveyDC(srcList)\n", + "print len(survey.srcList)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZwAAAFRCAYAAABANxtTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWSX+P3faf3379MqEAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,1, figsize = (6.5,5))\n", + "indz = 22\n", + "dat = mesh.plotSlice(sigma, grid=True, ax = ax, ind=indz)\n", + "ax.set_xlim(-300, 300)\n", + "ax.set_ylim(-300, 300)\n", + "cb = plt.colorbar(dat[0])\n", + "ax.set_title('Depth at '+str(mesh.vectorCCz[indz])+' m')\n", + "\n", + "txLocs = np.array([[tx.loc[0][0], tx.loc[1][0]] for tx in survey.srcList]).flatten()\n", + "ax.plot(txLocs, txLocs*0, 'w.', ms = 3)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "expmap = Maps.ExpMap(mesh)\n", + "m2to3 = Maps.Map2Dto3D(mesh,normal='Y')\n", + "imap = Maps.IdentityMap(mesh)\n", + "problem = DC.ProblemDC_CC(mesh, mapping= imap )\n", + "problem.Solver = MumpsSolver\n", + "problem.pair(survey)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEACAYAAABfxaZOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt8XHWd//HXZya3tmkmTUubKS0UaFoQC7QsN8FtQMqC\nKAILiwqKq7KrP3WBXVFuK2V//rxfYEVUZFUugq6FKlhYWqThslaQ3qgtpTewt6T3pPcmmfn8/jiT\nNm0naTKT5GRm3s/HYx4z58x35vuZUN7nzHe+5xxzd0REpDBEwi5ARET6jkJfRKSAKPRFRAqIQl9E\npIAo9EVECohCX0SkgGQc+mZWZWazzGyZmc00s8pO2kbNbL6ZPZ1pfyIikr1s9vRvBWa5+zjgD6nl\njtwILAF0UICISIiyCf3LgIdSjx8CLk/XyMxGAe8HHgQsi/5ERCRL2YT+CHffkHq8ARjRQbvvA7cA\nySz6EhGRHlDU2ZNmNguoTvPUHe0X3N3N7LChGzP7ALDR3eebWW02hYqISPY6DX13n9LRc2a2wcyq\n3b3BzOLAxjTN3gNcZmbvB8qACjN72N0/nub9NN4vIpIBd+/y0Hk2wztPAdenHl8P/DZNIbe7+2h3\nPw74MPBCusBv1z5nb3fddVfoNRRi7ao//JvqD/fWXdmE/jeAKWa2DLggtYyZjTSzGR28pt/uzW/Z\nAs89B4lE2JWIiPSeTod3OuPuW4EL06xfD1yaZv2LwIuZ9tdbduyA730P/vM/IR4PQv8rX4F/+AeI\nRsOuTkSkZxXsEbl79gRhP3YsrFgBr70GixbBPffAvffCKafAr38NmzcH3wD+7/+FD34w2DCceSbc\nd1/wXJva2trQPku2crl2UP1hU/25xTIZE+oNZuY9XcvOnfDKK/Dii7BuHTQ1QWNjcFu7FiZPhv/4\nD3j3uw9+nXsQ9HfdBUuWwN/8TRD0Z54Jp58OS5fCI4/A738fvMe110J1NbS2Bt8UWluD2549sHv3\ngfudO2HbNti6Nbjfti3YuNx9Nwwfnvnn3L4dZs8O3uOcc7L7m4lIbjEzvBs/5OZd6C9dCo8/Di+8\nAPPnByF9/vlw/PEQiwW3yko46ig4+ugjv587WAd/zu3b4cknYdq0YJgoGoWiogP3AwbAwIEH7gcN\ngqoqGDIkuK+shOnTgw3IbbfB5z8PJSVdq+nPfw42TDNnwoIFMGoUvOtd8MQT3ft7iUhuy+nQv/HZ\nmzgmNppjYscwqmIUZUVlRC1KIhHh2RlRXnk5wrUfNc44I/igljrA18xoboaf/AQeegiuuso479xg\nD33AgP3vH+KnC6T7WzvOypXw1a/C6tVw553O5MmAHfhl3nGSnmTP3gS/n5HkoUcStPheTn3vWuIn\nrqZ42GoWvr2GTa+9j6WP/J8+/lQiEqacDv3qK7/DSWevpnzkGhp2r2Vvyz42b02yaXOCktIkA8sT\nNDY6JSUwpMopLQ2CdN8+2LQZiqIwbJgTPeTn6f7yGSH9xqdt47V7D2zdAsmEUVoGZaVGWZlRXAy7\ndkTZtjXCgLIow4dFGFpZyqiKURwTO4bRFaOZt6KeZ+YsZ9uPftfXH0lEQtTd0M949k5veOSz/8YP\nfwgvvQSXXgqzZsFZZwVDH2edFbRpboYHHwz2jCedGwxrPP44/OJ78JGPdDwUkyvcgz3+115L3V4I\nflf40Ifg5pvh5JPTv+6h1tlM/9PdfVusiOScfrWn31bL6tXBOPmUKTBhQvr2u3fDD34A77yT/Q+h\n+eC5RXP5wE8+Tct988MuRUT6UE4P7/SXWnLRX9av4JRvX0Ty+6vCLkVE+lB3Q79g5+nnm+EVMbxk\nO83NYVciIv2ZQj9PxMoqoLSJxkZ9WxKRjin080RpUSlGlA1b94Rdioj0Ywr9PBJtibF+S1PYZYhI\nP6bQzyPFyRgNjdvDLkNE+jGFfh4p9RgbmrSnLyIdU+jnkTKrYNN2hb6IdEyhn0cGRmNs2anQF5GO\nZRz6ZlZlZrPMbJmZzTSzyg7aVZrZNDN708yWmNnZmZcrnSkvjrFtt8b0RaRj2ezp3wrMcvdxwB9S\ny+ncCzzj7icBpwBvZtGndKKiJEbjHu3pi0jHsgn9y4CHUo8fAi4/tIGZxYD3uvvPANy91d2VSr0k\nVlbB9mb9eUWkY9mE/gh335B6vAEYkabNccAmM/u5mc0zs5+a2cAs+pROVA6IsaNFoS8iHev01Mpm\nNguoTvPUHe0X3N3NLN3x/0XAJODz7v5nM7uHYBjoK+n6mzp16v7HtbW1BXftymwNHRRjd2JJ2GWI\nSC+qq6ujrq4u49dnfJZNM1sK1Lp7g5nFgdnufuIhbaqBOe5+XGr5POBWd/9AmvfTWTaz9NXpv+H7\nM3/Nlh9NC7sUEekjfXmWzaeA61OPrwd+e2gDd28A1pjZuNSqC4HFWfQpnRheUcE+NLwjIh3LJvS/\nAUwxs2XABallzGykmc1o1+4LwC/NbCHB7J2vZdGndKJ6SIzmiEJfRDqW8eUS3X0rwZ77oevXA5e2\nW14InJFpP9J18SExWqOapy8iHdMRuXkkXhXDS5pIJMKuRET6K4V+HhkyIAZlTWzXzr6IdEChn0cG\nFg+EaDObt7WEXYqI9FMK/TxiZkRbK1i/Rbv6IpKeQj/PFCViNGzTDB4RSU+hn2dKkjEaGhX6IpKe\nQj/PlFkFG3X1LBHpgEI/zwyMxNiyU2P6IpKeQj/PDCqKsXWX9vRFJD2Ffp4ZXBKjca9CX0TSU+jn\nmYrSCpr2KfRFJD2Ffp4ZMiDGjmaN6YtIegr9PFM1KMauVu3pi0h6Cv08M2xwjN1Jhb6IpKfQzzPD\nKyrYqwupiEgHFPp5ZngsRotpTF9E0ss49M2sysxmmdkyM5tpZpUdtLvNzBab2SIze8zMSjMvV45k\nZFWMlqj29EUkvWz29G8FZrn7OOAPqeWDmNkY4AZgkrtPAKLAh7PoU45g5NAYyeImdI15EUknm9C/\nDHgo9fgh4PI0bbYDLcBAMysCBgLrsuhTjqBqYAWUNbFzZ9iViEh/lE3oj3D3DanHG4ARhzZIXUf3\nu8BqYD3Q6O7PZ9GnHEFFaQUU72RbYzLsUkSkH+r0wuhmNguoTvPUHe0X3N3N7LABBTM7AbgJGAM0\nAb8xs2vd/Zfp+ps6der+x7W1tdTW1nZevRwmGokSSQykYetOjhldEXY5ItLD6urqqKury/j15hkO\n/prZUqDW3RvMLA7MdvcTD2lzDTDF3T+dWv4YcLa7fy7N+3mmtcjBSm4bxX9fNIfLzx8ddiki0svM\nDHe3rrbPZnjnKeD61OPrgd+mabMUONvMBpiZARcCS7LoU7qgJFmhq2eJSFrZhP43gClmtgy4ILWM\nmY00sxkA7r4QeBh4HXgj9boHsuhTuqCUGBubNFdfRA7X6Zh+Z1I/0l6YZv164NJ2y98CvpVpP9J9\nAyMxNu/Qnr6IHE5H5OahgdEYW3cr9EXkcAr9PFReXKHQF5G0FPp5KFYaY/tejemLyOEU+nmosizG\n9mbt6YvI4RT6eahqUIydupCKiKSh0M9DVeUV7E4o9EXkcAr9PHTU4Bh7XWP6InI4hX4eGhGLsc+0\npy8ih1Po56F4VYyWiEJfRA6n0M9DI6sqSOhCKiKShkI/Dx1VEYPS7ezdG3YlItLfKPTzUKw0BqVN\nNDVpV19EDqbQz0OlRaUYETZu1a6+iBxMoZ+noq0VrNuqH3NF5GAK/TxVnIyxYZvm6ovIwRT6earU\nY2xo1J6+iBws49A3s6vNbLGZJcxsUiftLjazpWa23My+nGl/0j0DLMYmXUhFRA6RzZ7+IuAK4KWO\nGphZFLgPuBh4F/ARMzspiz6liwZEK9iyS6EvIgfL5nKJSyG4EnsnzgRWuPs7qba/Aj4EvJlpv9I1\n5UUxtu3WmL6IHKy3x/SPBta0W16bWie9rKI0RuMe7emLyME63dM3s1lAdZqnbnf3p7vw/t06Omjq\n1Kn7H9fW1lJbW9udl0s7lWUx1m1S6Ivkm7q6Ourq6jJ+faeh7+5TMn7nwDpgdLvl0QR7+2m1D33J\nzpCBMZa2rgu7DBHpYYfuEN99993den1PDe90NLD/OlBjZmPMrAS4Bniqh/qUTlQNrGB3QmP6InKw\nbKZsXmFma4CzgRlm9mxq/UgzmwHg7q3A54HngCXAr91dP+L2gWEVMfYke354xx2WLoX77oOrr4bf\n/jb799yzB157DTZsyP69RKRz2czemQ5MT7N+PXBpu+VngWcz7UcyMyIWYx89F/qvvAL/9V/w/PNg\nBlOmwAUXwD//MxQVwQc+0LX3aW2FBQtgzhyYOxfmzYMVK2DsWNi0CR59FN73vh4rW0QOkXHoS/9W\nXdkzF1JZvx6+9CV46SW45Ra4/fYgoNtm6p5+ehD4v/xlsCE4lDv88Y9QVxe8x5w5cOyx8J73wLnn\nwhe+AO9+N5SWwgsvwLXXButuvRUiOl5cpMcp9PNUvKqC1qLMx/RbWuA//xO+/nW44QZYsgTKyw9v\nd+aZ8OSTcMUVMG0aTJ4crHeHp5+GqVNh3z645BL43Ofgscdg6ND0fV5wAbz+ejBs9Kc/wcMPQ2Ul\n7N0bfCP44x/h7bfha1+DWCzjjyZS0BT6eaq6MoaXNNHSAsXF3Xvt4sXwD/8Ao0bB//4vjB/fefvz\nzoNf/QquuioI+k2bgrBPJIL7D33owDeDIzn66OBbwS23wKRJUF0NCxfCSScF3w4aGoKNx6OPdu8z\niUjAvJ9cU8/MvL/Ukg92Nu9k8H+MYPPNuzrcs05nzhy4/HL45jfh+uu7HtYAzzwDf//3UFMThP3l\nl2c3RPPCC0H/Z5xx4FvG7t3BkNKddwZDQSKFzsxw9y7/n6rQz1PuTmRqMUs/tofxY7u2q//cc3Dd\ndfDQQ/D+92fW7+bNUFXVu+Px8+fDRRcFM36OO673+hHJBd0Nff1UlqfMjGjrYOq37OhS+1/9Cj7+\n8WAKZqaBDzBsWO//ADtxYvBD77XXBrOBRKTrFPp5rCgRo74LV8/60Y/gi18MpmOee24fFNYDbr45\nGPL56lfDrkQkt+iH3DxW6jEajnAhlW99C37yk2A65fHH91FhPSASgV/8Ivix96KLgh95ReTItKef\nx0otxuYOLqTiDnffDT/7We4FfpuRI+GBB4LZQVOnwsaNYVck0v8p9PNYeVEFz87ezpIlB693h9tu\nC+bVv/hiME0yV112Gbz8MtTXB1NL//mf4a23gs+4cmVwXMCNNwbDVjNnhl2tSPgU+nnsb94d4/iT\nmjj//GBv+I9/DMLwppuCAJw9G0aMCLvK7J14YjBE9dZbwbz+9743+EF58mR44olgozZ6NLz6atiV\nioRPUzbz2Oef+TyvrH6FCUedRv3Ko5j38jCizUOJDRrA7bcWESsvoigS3CIWIWIRzCy4xzCzg+7h\nwJXSDl1uzzo86eoBfsilFtr/t297zt0Pe9x2n/QkSU/i7iQ8QWuydf9t995WNjXtorV4M5t3b2bz\nns3MW7qFsevu5Hf3afBf8ovm6ct+G3Zu4NV1rwbBt3szG3du5i+rNlNRtQ+LHgjJlkTLYUGa9ORB\nIQsHgvnQ5fYODfO2dl3ZOLRv036jcujjQzdQEYvs33gVR4opihQxoGgARw06imEDhzFs4DB+PPt3\nbP3LGSx98NZM/pQi/VZ3Q1+zd/LYiPIRXDb+srDL6BcWLNvMI3P/GnYZIqHTmL4UhHEj42z3hrDL\nEAldVqFvZleb2WIzS5jZpA7ajDaz2al2fzGzf8mmT5FMjIvHaSmtZ8+esCsRCVe2e/qLgCuAlzpp\n0wLc7O4nE1xl63NmdlKW/Yp0y9EVcaKV9axfH3YlIuHKKvTdfam7LztCmwZ3X5B6vBN4ExiZTb8i\n3RUfHCc5sJ61a8OuRCRcfTqmb2ZjgImAZkxLnxpcMhiLJFm+umsnoBPJV0ecvWNms4DqNE/d7u5P\nd7UjMysHpgE3pvb4RfqMmVFOnKVr64HBYZcjEpojhr67p7nyafeYWTHwBPCou/+2o3ZTp07d/7i2\ntpba2tpsuxbZr6o4zqqN9cC4sEsRyVhdXR11dXUZv75HDs4ys9nAF919bprnDHgI2OLuN3fyHjo4\nS3rVOd+/msSiv+e1n3047FJEekyfXkTFzK4wszUEs3JmmNmzqfUjzWxGqtm5wHXA+WY2P3W7OJt+\nRTIxujJOw676sMsQCVVWR+S6+3Rgepr164FLU49fQQeBST9w/PA4zzQr9KWwKYylYNRUx9kdaaCl\nJexKRMKj0JeCMSoWp7iqngadjUEKmEJfCkZ8cJxoTAdoSWFT6EvBiJfHSQxQ6EthU+hLwRg6cCit\n0R28s2Zf2KWIhEahLwUjYhEGR4azbL0G9aVwKfSloAwtifP2Zk3blMKl0JeCUl0eZ12TQl8Kl0Jf\nCsoxVXE27lHoS+FS6EtBOWF4nMZEPclk2JWIhEOhLwVldGWckqp6Nm0KuxKRcCj0paDEB8cpqWrQ\nXH0pWAp9KSjx8jg2WAdoSeFS6EtBqS6vpqVMoS+FS6EvBWVE+Qj2Rjexem0i7FJEQqHQl4JSEi1h\nUKSSVQ36JVcKU8ahb2ZXm9liM0uY2aQjtI2mrpjV5Qupi/SWYWVx3tmiufpSmLLZ018EXAG81IW2\nNwJLAF0EV0I3siLO+u0KfSlMGYe+uy9192VHamdmo4D3Aw8CXb54r0hvOXZonE1763HtgkgB6osx\n/e8DtwA6BlL6hWMq40Qq6mlsDLsSkb7X6YXRzWwWUJ3mqdvd/Yjj82b2AWCju883s9rMShTpWfHB\ncQaOeIu1a2HIkM7busOSJbBwIfzlL7BoUXCLROCMM4LbmWfCpElQXt69OpJJuOceeOopGDsWxo+H\nceOC+6IiqK+H9euD+61b4bOfhXg8888tAkcIfXefkuX7vwe4zMzeD5QBFWb2sLt/PF3jqVOn7n9c\nW1tLbW1tlt2LHC5eHqd4yIusXQsTJnTe9hvfgB/8AN7znqDtJz8Z3CcS8Oc/w2uvwRNPwBtvwN13\nwxe/2LUaNmyA66+H7dvhzjthzRp46y2oqwvuk8kg4EeODO63bIGrroLZs6GkJOs/geSwuro66urq\nMn8Dd8/qBswGTu9Cu8nA05087yJ94eW/vuzDbzvHH3ig83YvvOBeXe2+du2R33PtWvcTTnC/994j\nt33uOfd43P2OO9xbWrpWcyLh/sEPun/hC11rL4UjlZ1dzuxspmxeYWZrgLOBGWb2bGr9SDOb0dE2\nJtP+RHpKdXk1zSX1rFvXcZv6erjuOnjkETj66CO/59FHwx/+AN/7HjzwQPo2u3bBl78cfFt49FH4\n6leDYZyuiETg4Yfh2WeD14pkqov/5A7n7tOB6WnWrwcuTbP+ReDFTPsT6Snx8jg7rZ41a5x0E8pa\nW+EjH4F/+ie48MKuv++xx8Lzz8P550NpaTB8A9DUBPffH4zfn38+LFgAw4Z1v+7KSnjySbjgAjjl\nlOAm0l0Zh75IrhpUMojiSAnv1DcCh/+S+5WvBOPmd97Z/fceOxZmzQqCubk5GKu//3645JJgPP5d\n78qu9gkT4N574cor4fXXgw2BSHco9KUgDR8Y569b6zk09GfMCIZ05s2DaDSz9z7xRHjuuSCYa2vh\nT38KNgY95aMfhVdfhWuvDX5ELivrufeW/Kdz70hBGhWL07DzwFG5mzfD178On/gE/OpXcNRR2b3/\nhAmwfDn89Kc9G/htvvOdYIromWfC4sU9//6SvxT6UpBGV8ZpKavnpZeCoK+pCUJ61iw499ywqzuy\n4uJg43TTTcG3iR/9CB1hLF2i0JeCFB8cp3J0PdddFwzHLF8OP/sZnHZa2JV1nVkwE+iVV+DBB+Hy\ny4NvLCKdUehLQYqXx7niY/WsWgW33prZbJr+Yvx4mDMHxowJfkcQ6YxCXwpSfHCc7cmGLs+T7+9K\nSoJ5/3PnBkcLi3REoS8FKV4ep35nfp1eefBgGDECVqwIuxLpzxT6UpCqy6up35FfoQ/BAVuLFoVd\nhfRnCn0pSPHB+benD0Hov/FG2FVIf6bQl4I0pGwI+1r3sbtld9il9KgJExT60rk8+RlLpHvMjOry\nar4868uMqhhFZVklsbIYFaUVlERLKImWUBwppjhaTHGkmIhFiEaiwb0F92aGYZhZsJw6j0/b+rbH\n7bk7njrvoKcm1jtO0pP7n3MPlhOeCO6TwX1LsoWWRAstyRaaE800J5rZvm87jXsbadrbRNO+JsrL\na1i06B/78C8puca8nxzRYWbeX2qRwjBj2QwWNCygaV8TTXubaNzXyPZ922lONB8Uri2JFpKePCyI\n2wK6LbQhfagfKt1GoW2j0fbcoRuYiEUojhbv3xi1bZgqSiuIlcaIlcUA+M3i37DxjrdpaAh+2JX8\nZ2a4e5cvRavQF8kTLYkWyr9ezslPbeeH95ZyzjlhVyR9obuhrzF9kTxRHC3mmNgxjDltlcb1pUMK\nfZE8UlNVQ1XNCk3blA5lc+Wsq81ssZklzGxSJ+0qzWyamb1pZkvM7OxM+xSRzo2tGkvxiOXa05cO\nZbOnvwi4AnjpCO3uBZ5x95OAU4A3s+hTRDpRU1XDnoFB6OsnMkkn49B396XuvqyzNmYWA97r7j9L\nvabV3Zsy7VNEOlcztIZ1e1YwYEBw1S6RQ/X2mP5xwCYz+7mZzTOzn5rZwF7uU6Rgja0ay/Ity3U6\nBulQpwdnmdksoDrNU7e7+9NdfP9JwOfd/c9mdg9wK/CVdI2nTp26/3FtbS21tbVd6EJE2oypHEPD\nzgYun7CXN94o49JLw65IelpdXR11dXUZvz7refpmNhv4N3efl+a5amCOux+XWj4PuNXdP5Cmrebp\ni/SAcT8YxycH/I6FfziJxx8PuxrpbWHN00/bobs3AGvMbFxq1YWArugp0ovGVo2l7OjlGt6RtLKZ\nsnmFma0BzgZmmNmzqfUjzWxGu6ZfAH5pZgsJZu98LZuCRaRzNVU1NJevYOVK2Lcv7Gqkv8n4hGvu\nPh2Ynmb9euDSdssLgTMy7UdEuqdmaA2LNy7m+OPhzTdz67q/0vt0RK5InqmpqmH51uU6t76kpdAX\nyTNjq8ayYusKTduUtBT6Innm2MpjadjZwPiT92pPXw6j0BfJM0WRIo6tPJaKMTrbphxOoS+Sh8ZW\njWVXyQr27IFNm8KuRvoTXS5RJA/VVNWwYuuB0zFccEH3Xv/663DHHTBsGBx/fHA77jgYOhS2b4fG\nRmhqCm5mUFkZ3IYMCe7HjoVotHc+m2RHoS+Sh2qqali0cRETJsDLL8N550FJSddeO20afPaz8LWv\nQWkpvP021NXBz38OW7dCRQXEYkG4x2LB2TwbG4Pbtm2weTPs2AGXXgqXXQYXXQTl5UG71athzpzg\nVloK3/pWr/4ZJA1dLlEkDz234jm+/cdvc9vRz/OZzwRhO3o0jB8f3C64AP7u76C4+MBr3OH//T94\n4AH43e9g4sTM+1+9Gp56KrjNmRMcK7ByJSSTcM45cMYZQV/bt+sbQbZ0jVwRYdW2VZz/0Pn89aa/\nAtDcDKtWwVtvBQdsPfVUEMLXXAPXXQennAKf+hQsXx4Efjzec7U0NcGf/gTjxsGYMcFwEMAJJ8CM\nGXDiiT3XVyFS6IsIrclWyr9WTuOtjZQVlaVts3IlPPooPPIIbNwIl1wCv/gFDBjQNzVeeWWw0bnm\nmr7pL1/pwugisn/a5qptqzpsc8IJcNddwd793Lnw+ON9F/gAp54KCxf2XX8SUOiL5KmaqhqWb1l+\nxHZmUFMDkT5OA4V+OBT6Inmq7Rw8/dUppyj0w6DQF8lTbefg6a/GjAlm72zZEnYlhUWhL5Knaob2\n7z39SASdCTQECn2RPNXVMf0waVy/72Vz5ayrzWyxmSXMbFIn7W5LtVtkZo+ZWWmmfYpI142OjWbj\nro3sadkTdikdUuj3vWz29BcBVwAvddTAzMYANwCT3H0CEAU+nEWfItJFRZEixlSO6XTaZtgU+n0v\n49B396XuvuwIzbYDLcBAMysCBgLrMu1TRLqnv4/rv/vdsHQptLaGXUnh6NUxfXffCnwXWA2sBxrd\n/fne7FNEDhg7ZCyvrn2VtdvX0rS3iUQyEVot7s7ult1s2LmBFVtXUL+jnkGDYNSo4PQQ0jc6Pcum\nmc0CqtM8dbu7P32kNzezE4CbgDFAE/AbM7vW3X+Zrv3UqVP3P66traW2tvZIXYhIJy447gK+OOuL\nPPzGw+zYt4NdLbsojZYyoHgAJdESiiPFwX20mKhFiUaiRCxC1IJ7M8MwLHXCHMNwHHc/6D6RTJD0\nJAkP7lsSLTQnmmlJBvfNiWZ2Ne+iOFrM4JLBDCweiJnx9o1v7x/iOfnkkP9YOaKuro66urqMX5/1\nuXfMbDbwb+4+L81z1wBT3P3TqeWPAWe7++fStNW5d0R6WdKT7G7Zzb7WffvDuC2YDw3uRDKxP9iB\n/Y/bbwgMI2KRYEOR2mBELLJ/Y9K2QSmJljCoeBDF0eL9dQz55hBW/stKfvy9YezYAd/8Zph/mdzV\n3XPv9NT59DvqcCnw72Y2ANgLXAi81kN9ikg3RSxCeUk55SXlodcxsXoic9fP5dRT/44f/jDUcgpK\nNlM2rzCzNcDZwAwzeza1fqSZzQBw94XAw8DrQNshGA9kV7KI5IPT46czr36eZvD0MZ1aWURC8dii\nx3jyzSf5zdXTqKoKfswdPjzsqnKPTq0sIjnh9PjpzK2fi5lOx9CXFPoiEoqaoTVs2b2FLbu3aIin\nDyn0RSQUEYswMT5R4/p9TKEvIqFpG+Lp6dDfvTu4JrAcTqEvIqGZFJ/EvPp5nHxycNnG5ubs3m/Z\nMvjXf4VjjoGzzoL3vhceewz27euZevOBQl9EQtO2pz9gQHBRlaVLDzzX2Aj33w/TpkGik7NHtLbC\n9OkwZUoQ8qWl8PrrsH493Hwz/PznwUbgttuCC8AXOoW+iIRm3NBxbNy1kW17tu2/fOK8eXDDDXDc\ncfDSS/Dd78L48fDjH8OedmeJ/utf4d//HY49Fr7zHfjEJ2D1avj614MNSHExXHklzJoFL78MK1fC\n7beH9UmOHvkdAAAJ70lEQVT7j546IldEpNuikSinVZ+W+jH3fXzhCxCLwWc+E+z1jxgB7vC//xuc\npmHqVPjUp2D+fHjtNbj2WnjuueBsnZ0ZNy7YQFxxRZ98rH5NB2eJSKhu+p+bGDl4JB8/4UssWBAM\n00Sj6dsuXgwPPggTJ8LVV8OAAV3vJ5kMDv5auBCOPrpnau8PuntwlkJfREL1yMJH+P3y3/Prq37d\n631deSVcdRV89KO93lWf0RG5IpJTTh95OnPXz+2TviZPhhdf7JOu+i2FvoiEavzQ8WzYtYHGvY29\n3pdCX6EvIiGLRqKcOuJU5tfP7/W+JkwIpm02NPR6V/2WQl9EQjcpPom59b0/xBONBnP5C3lvX6Ev\nIqFrO0irLxT6EI9CX0RCpx9z+042V876tpm9aWYLzexJM4t10O5iM1tqZsvN7MuZlyoi+erEYSey\nfsd6mvY29Xpfp50G69bBpk293lW/lM2e/kzgZHc/FVgG3HZoAzOLAvcBFwPvAj5iZidl0aeI5KGi\nSBGnjDiFBQ0Ler2vaBTOPTc4xUMhyjj03X2WuydTi68Co9I0OxNY4e7vuHsL8CvgQ5n2KSL56/T4\n6bz015do2ttEa7K1x943kUywY98ONuzcQHMiOI1nbS3U1fVYFzmlp86980ng8TTrjwbWtFteC5zV\nQ32KSB656ISLuOHpG/j2H7/NrpZdRC3KoJJBlEZLKYoU7b9FI1EidvD+qrvTmmw96NacaGZ3y26a\nE80MLB6ImfGpiZ/inovvYfJk+PSnQ/qgIes09M1sFlCd5qnb3f3pVJs7gGZ3fyxNu26dV2Hq1Kn7\nH9fW1lJbW9udl4tIDvvg+A/SMD6YQO/uNCea2dWyi+ZE82GBnu6ULcXR4mCjYFGKIkUUR4sZVDyI\nsqIyzIwFDQu4Zto13MM9TJoUnKVzyxYYOrSvP2l26urqqMvia0pW594xs08ANwDvc/e9aZ4/G5jq\n7henlm8Dku7+zTRtde4dEek1SU8S/26cVz/9KmMqx3DxxcHZPC+/vF2bZHDWzgsvDE7NnAv67Nw7\nZnYxcAvwoXSBn/I6UGNmY8ysBLgGeCrTPkVEMhWxCFOOn8KslbOAYFy//dTNjRvh0kvhwx+G66/v\n/MItuSyb2Ts/AMqBWWY238zuBzCzkWY2A8DdW4HPA88BS4Bfu/ubWdYsIpKRi064iJmrZgIHz9d/\n/vngdM0TJ8LatcFpGj7zmeBc/vlGp1YWkYJRv6Oek+8/mU23bCKZiDJ0aHBRlv/+b3j4YXjf+4J2\nO3cG5/U/+2z43vfAujx40vd0amURkQ7EB8cZVTGK19e/TnEx/O3fwltvBVfiagt8gPJyeOaZYFrn\nXXeFVm6v0OUSRaSgXHTCRcxcOZOzRp3F9OlQVJR+T37IkOBH3cmTg43Al77U97X2Bu3pi0hBaT+u\nX1zc+dDN8OHBhdXfeSeY2ZMPNKYvIgVlT8sehn9nOOv+dR0VpRVhl5M1jemLiHRiQPEAzhl1DrPf\nnh12KaFQ6ItIwZly/BRmrpwZdhmhUOiLSMFpP65faBT6IlJwJoyYwI59O1i1bVXYpfQ5hb6IFJyI\nRZhywoFTMhQShb6IFKSLji/MIR6FvogUpAuPv5AX3n6hRy/Ykgs0T19ECtapPz6Vk4adRNWAKooj\nxfsv1JLwBK3JVloSLbQkW6gsq+RbU74VdrlpdXeevk7DICIF69ErHmXO2jm0JFqCkE8G91GL7r8o\nS3GkmFhZLOxSe4z29EVEcpiOyBURkQ5lFfpm9m0ze9PMFprZk2Z22HcgMxttZrPNbLGZ/cXM/iWb\nPkVEJHPZ7unPBE5291OBZcBtadq0ADe7+8nA2cDnzOykLPvtd7K5UHHYcrl2UP1hU/25JavQd/dZ\n7t52wtFXgVFp2jS4+4LU453Am8DIbPrtj3L5H04u1w6qP2yqP7f05Jj+J4FnOmtgZmOAiQQbCBER\n6WNHnLJpZrOA6jRP3e7uT6fa3AE0u/tjnbxPOTANuDG1xy8iIn0s6ymbZvYJ4Abgfe6+t4M2xcDv\ngWfd/Z4O2mi+pohIBrozZTOr0Dezi4HvApPdfXMHbQx4CNji7jdn3JmIiGQt29BfDpQAW1Or5rj7\n/zGzkcBP3f1SMzsPeAl4A2jr7DZ3/58s6hYRkQz0myNyRUSk94V+RK6ZXWxmS81suZl9Oex6jsTM\nfmZmG8xsUbt1VWY2y8yWmdlMM6sMs8bOdHSwXK58BjMrM7NXzWyBmS0xs6+n1udE/QBmFjWz+WbW\nNhEil2p/x8zeSNX/WmpdLtVfaWbTUgeVLjGzs3KlfjMbn/q7t92azOxfult/qKFvZlHgPuBi4F3A\nR3LgwK2fE9Tb3q3ALHcfB/whtdxfdXSwXE58htRkgfPd/TTgFOD81BBiTtSfciOwhAPDnblUuwO1\n7j7R3c9Mrcul+u8FnnH3kwj+/SwlR+p397dSf/eJwOnAbmA63a3f3UO7AecA/9Nu+Vbg1jBr6mLd\nY4BF7ZaXAiNSj6uBpWHX2I3P8lvgwlz8DMBA4M/AyblSP8EBjM8D5wNP59q/H+BtYOgh63KifiAG\nrEqzPifqP6Tmi4CXM6k/7OGdo4E17ZbXptblmhHuviH1eAMwIsxiuuqQg+Vy5jOYWcTMFhDUOdvd\nF5M79X8fuAVItluXK7VDsKf/vJm9bmY3pNblSv3HAZvM7OdmNs/Mfmpmg8id+tv7MPB46nG36g87\n9PPuV2QPNrf9/nOlDpZ7guBguR3tn+vvn8Hdkx4M74wC/tbMzj/k+X5Zv5l9ANjo7vOBtPOq+2vt\n7ZzrwfDCJQRDg+9t/2Q/r78ImATc7+6TgF0cMhTSz+sHwMxKgA8Cvzn0ua7UH3borwNGt1seTbC3\nn2s2mFk1gJnFgY0h19Op1MFyTwCPuPtvU6tz6jMAuHsTMINgfDMX6n8PcJmZvU2wl3aBmT1CbtQO\ngLvXp+43EYwnn0nu1L8WWOvuf04tTyPYCDTkSP1tLgHmpv4bQDf//mGH/utAjZmNSW29rgGeCrmm\nTDwFXJ96fD3BOHm/lDpY7r+AJX7w0dE58RnMbFjb7AQzGwBMAeaTA/W7++3uPtrdjyP4ev6Cu3+M\nHKgdwMwGmtng1ONBBOPKi8iR+t29AVhjZuNSqy4EFgNPkwP1t/MRDgztQHf//v3gB4lLgLeAFQQH\nbYVe0xHqfRxYDzQT/B7xj0AVwY9zywhON10Zdp2d1H8ewXjyAoKwnE8wGyknPgMwAZiXqv8N4JbU\n+pyov93nmAw8lUu1E4yJL0jd/tL2/2uu1J+q9VSCH/8XAk8S/LibS/UPAjYDg9ut61b9OjhLRKSA\nhD28IyIifUihLyJSQBT6IiIFRKEvIlJAFPoiIgVEoS8iUkAU+iIiBUShLyJSQP4/+WrcyQnwu6QA\nAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "datasyn = survey.dpred(sighalf*np.ones(mesh.nC))\n", + "survey.makeSyntheticData(sigma,std=0.01,force=True)\n", + "plot(np.log(np.c_[survey.dobs,datasyn]))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "problem.mapping = expmap * m2to3" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "dmis = DataMisfit.l2_DataMisfit(survey)\n", + "reg = Regularization.Tikhonov(mesh,mapping=m2to3)\n", + "opt = Optimization.InexactGaussNewton(maxIter=7,tolX=1e-15)\n", + "opt.remember('xc')\n", + "invProb = InvProblem.BaseInvProblem(dmis, reg, opt)\n", + "beta = Directives.BetaEstimate_ByEig(beta0_ratio=1e1)\n", + "betaSched = Directives.BetaSchedule(coolingFactor=5, coolingRate=2)\n", + "inv = Inversion.BaseInversion(invProb, directiveList=[beta,betaSched])" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SimPEG.InvProblem will set Regularization.mref to m0.\n", + "SimPEG.InvProblem is setting bfgsH0 to the inverse of the eval2Deriv.\n", + " ***Done using same solver as the problem***\n", + "SimPEG.l2_DataMisfit is creating default weightings for Wd.\n", + "============================ Inexact Gauss Newton ============================\n", + " # beta phi_d phi_m f |proj(x-g)-x| LS Comment \n", + "-----------------------------------------------------------------------------\n", + " 0 7.28e+00 1.86e+03 1.05e+04 7.84e+04 2.20e+03 0 \n", + " 1 7.28e+00 6.57e+02 1.06e+04 7.80e+04 1.15e+03 1 \n", + " 2 1.46e+00 5.58e+02 1.06e+04 1.61e+04 1.03e+03 3 Skip BFGS \n", + " 3 1.46e+00 1.36e+02 1.08e+04 1.59e+04 1.69e+02 0 Skip BFGS \n", + " 4 2.91e-01 8.24e+01 1.07e+04 3.20e+03 2.05e+02 0 \n", + " 5 2.91e-01 4.61e+01 1.07e+04 3.16e+03 1.35e+02 0 Skip BFGS \n", + " 6 5.83e-02 4.40e+01 1.07e+04 6.65e+02 1.16e+02 0 \n", + " 7 5.83e-02 3.99e+01 1.07e+04 6.61e+02 1.35e+02 0 \n", + "------------------------- STOP! -------------------------\n", + "1 : |fc-fOld| = 4.7528e+00 <= tolF*(1+|f0|) = 7.8397e+03\n", + "0 : |xc-x_last| = 4.6314e-01 <= tolX*(1+|x0|) = 1.8172e-13\n", + "0 : |proj(x-g)-x| = 1.3494e+02 <= tolG = 1.0000e-01\n", + "0 : |proj(x-g)-x| = 1.3494e+02 <= 1e3*eps = 1.0000e-02\n", + "1 : maxIter = 7 <= iter = 7\n", + "------------------------- DONE! -------------------------\n" + ] + } + ], + "source": [ + "m0 = np.log(np.ones(problem.mapping.nP)*sighalf)\n", + "mopt = inv.run(m0)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAEZCAYAAAB1mUk3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJztvXucFNWd9//+MOMM14CMoiAIajDBxZVEBP2FLESj4hUT\nV7Pk0V2NWTfyaPS3bCTimsX4rLeErD4a3TViSEw0IWviJYrKmuDGrEq8YCCi4gXlpkQU5DrDDN/n\njzpdXd3T3dM9PTM903zfr1e9OFV16tSp7qbOVH3O9/OVmeE4juPs2fSqdAccx3GcyuODgeM4juOD\ngeM4juODgeM4joMPBo7jOA4+GDiO4zj4YOD0ICSdJ+l3ifUtkkZVrkeOUz34YOB0KyRNkvQ/kjZJ\n2ijpKUnjc9U1swFmtqoDz10naZ6kVZI+kvSipKmJ/UdLWhT6tUHSAkn7d9T5HaeS+GDgdBskfQz4\nNXAzsDdwAHA10NhFXagF3gH+ysw+BvwzsEDSyLB/EPDvwMiwbAF+2EV9c5xOxQcDpztxKGBm9nOL\n2Glmi8xsWa7KknZLOjiU+0iaG/6q3yTpd5J6h31Hh6eNDyUtlTQ5V3tmtt3Mrjazd8L6w8BbwKfD\n+qNmdp+ZbTWzHcD3gc90+KfgOBXABwOnO/Eq0CJpvqSpkvYu4djvAp8CjgEGA98Adks6gOhp49tm\ntjfwT8B9kvZpq0FJ+xENUH/KU+WvgOUl9NFxui0+GDjdBjPbAkwCDPgBsEHSA5KGFDpOUi/gfOBS\nM1tvZrvN7BkzawLOAR4xs0fDOf4LeA44uY029wJ+Csw3s9dy7P9L4CqiQcdxejw+GDjdCjN7xczO\nN7MRwFhgGHBTG4ftA/QG3sixbyRwVnhF9KGkD4le7eQVfsPgcjewE7g4x/6PA48AXzez3xdxWY7T\n7fHBwOm2mNmrwI+IBoVCvE904/54jn3vAHeb2d6JZYCZ3ZirIUkC5gH7AmeaWUvW/pHAIqLXTj8t\n7Yocp/vig4HTbZD0CUn/GN7zI2kEMB14utBxZrYbuAv4nqShkmokHSOpDvgJcJqkE8L23pKmpM6R\ng9uBTwKnm1nGLKZwzG+AW83sjrIu1nG6GT4YON2JLcBE4FlJW4kGgT8CM8N+CwuJ9RT/BCwD/gBs\nBK4DepnZGmAaMBvYQPSkMJMcv/3wV/+FwBHAuyGobYuk6aHKV4GDgDmJfR+Vf9mOU3nU05LbhCCg\nm4Aa4E4zu6HCXXIcx+nx9KjBQFIN0fTDzwNrif4KnG5mKyraMcdxnB5OT3tNNAF43cxWmdku4GdE\nrwAcx3GcMuhpg8EBwOrE+pqwzXEcxymDnjYY9Jx3Wo7jOD2I2kp3oETWAiMS6yOIng5iJPmA4ThO\n0ZiZ2ntse+435ZyvM+lpg8FzwOjgYb8O+BLRPPQMrNWW9qF7wU5s57GPwb8MgTn7tV13x5vQdxts\n75e/Tt9t8EyefUfT2jrzfGBuYn0m8GAonzYEtAFsCDAddDPYpdD8bdhrIOzaDNv71TGwtolvXtWL\n6y7ZjYaAbQA2gsZASrLXGLBfhPJZYONCeWn6fKcDNjpsXwl2Z9ixEnQD2CzgNNAksKeAbaATwR4D\nDkyc7xegb4F9G3gTNB/svNDu/PRfBcOBOaE8B3ge+A/gDsDCJFXNzTw2tZ2VoAfBTgcuT/Rpfbi+\nXwD9QCeDPQI8EdpKthuuT1/NPMfm3lF54M70d913W+ZnlvosX/nrkYzR26ywkTRRzxF6ja/9y2Au\nnrM3Y/UGy+0Q/uLPb6S/lycT/fsh6BGwYLihRzJ/W323gTWQgTaCHU5OtCzdVk6Gge4E+2qBOsn2\n7gSbXVzdVsdeCx05f1Czym/j/5RQ95/LP12n0aMGAzNrlnQx8BjR1NJ5PpPIcZxKslelO9BB9KjB\nAMDMFgILK90Px3Ec6IE30TxUy3V0S6YUeO3TU5g0uRewu9LdKJsjK92BDmD8lL6V7oKTgz6V7kAH\n0aOCzorBBWTHcUqhXAH5ByXU//syz9eZVOWTQYcKyAVd7wsc+0h+QS6bXe9A3WZoGpi/Tt1meCnP\nviNIi7UpTieKyEvxN6QF6IlJAfm4cJ3TicTk08EeBMaDhoGtg4+GRGLy5uY6gFblKC8Y6MBwLKGd\nW0P54iC2Egmvuzan+5USrJ/72DiO0VKetnGsYyhnaiH32Ums4iBm6jbm2gxGsJqz9RAL7DT24X2O\n1dP8xo4B4Fg9zZs2FICDtZ6d26L2e/eD9RZ9sEO1mYU2BYCTtDjj2CdtAgANbIwF2lc5NO7H3myK\nz9fARo7Qa7xkh3L4B6/RqwF2b4zO16shfX17DQRbGq57XJawHNR9zczaHnK6fTi2D4O1gw+sDy3U\nsK+28mfrz4DtW+ndD3Zug/ploKPBngGeBV0KdjORqJ0SwQnl0enPXCvBDsz8veidtJCdjZam28rJ\nMNC/g32tQJ1ke/9eXQJytdxEq+U6HMdxKoILyI7jOE7V3ESr5Tocx3EqQrU8GbiA7DjOHk25AnK2\nXleI08s8X2dSlU8G3UZAziPItWJdQtDN194GeCvPvoOIomyTHJm17Ujg3VDebwxoBdgYYGIikvc4\n0LlgdwOTgyD8DrwzYggjtYG3bQjrGBYLvQDHaGmGEPu4TQLgBD3Fr+04AE7VE9xh5wJwoe5mls0J\nlz2Mu3Uh59odvMxhPK9JHGlP8fJHh7Fj4GD6bP6AHSv2hqMFzxg0ApMFT4bxPrv8+1D+TKgP0bHJ\nOg+E8jTBY6F8ouD5UN6nGUbuBW/vgtoWOKA3rN3J0GHrWK+DGWpv8gleZbFOYoot5DBe5jbNZEZQ\nhG/TTK4J4chXaS7z7WwAztOCjM8sKXYnBe41idDg4drIGmtgQMuWWLT/2Lqm+HthRSJSe3kQo+cC\nS0F3Q/jIo/Jn0r8F/R5sfObvRc9l1snY93uwL+beB8CQdgjI3yqubqtjv939BOTOmloq6SyiIPpP\nAkeZ2Qt56l1KlHhJwA/M7ObEvkuAGUAL8LCZ5b3iqhwMHMdxuopOvIkuA75A5KaSE0ljiQaCo4Bd\nwKOSfm1mb0j6HNHDyF+a2S5J+xY6WU9zLXUcx+lW7FXCUgpm9oqZvdZGtU8Cz5rZTjNrAZ4EUs9x\nFwHXhdwvmNmfCzXkg4HjOE4Z1JawdALLgc9KGiypL3AKkVcjwGjgryQ9I2mxpPF5W8EFZMdx9nDK\nFZCz9bokz5Gp3d2RdT5Ji4D9cxw628weCnV+C8wsoBl8hUgX2Ab8CdhpZv8oaRnwGzO7VNJRwM/N\n7OB8fa1KzSAlnJWL7m4j8rLQsQ+CHV1k5XUhAvTA/FX0Tn6L677b0uJwiv3JYVuc+hkcBHoC7Dhg\nXMKC+TOgL4L9EphEbI/8x30PjSNuX+UTcRQwwNl6iBvtEgAu1y1cZtcBcJOu4Ez7CQD36Rwm2JMA\nLNFkGlois+mNyw+AIwQvWfS/5gLBvFC+XXCRRX/3/E7wWYs8qt8SHGSwCfhQsHcY+z8U1IZys0jn\nQSpQTtYfGsoHAM8JxluULeNXgi9Y9DB+neAKg/HAmYL7DI5ujEXm6PjeHGLLAXhDYznBHgDgcU3j\nErsRgFt0OXNtBgAzdRv32hkATNf9sQC/Hxviz3wY6+II5H1Wb00LyCtBx4E9QSQmXxyivt/KYat9\nVvq3oF+0nhiRtLzORo+0MSljSNoGvRh0c5kC8ty26xXd3sy267RFoZvo0WFJcUfWfjM7vtzzm9ld\nwF0Akq4FgicAa4Bfhjp/kLRbUoOZbczVjr8mchzHKYPO0gyyyPv0ImlI+PdAIsH5nrDrfuDYsO9Q\noC7fQABV+mTgOI7TVXTi1NIvAP8X2Ad4WNKLZnaSpGFEU0hPCVX/U1ID0WyiGWb2Udh+F3BXeF3U\nBPxtofP5YOA4jlMGnRWBbGa/An6VY/s6IqE4tf5XeY7fBRT90twFZMdx9mjKFZCz9bpC7F/m+TqT\nqnwy6DYCcp6IzlZ8kIgIztfeCrBhefata71P6zLb0wqwyWHloETU8eGJyNXxoMlgT8K2ib3o33s3\nW3f2Ymn9p5ik53nKjmQZh3OR5nN7SO57keZnCKNJwTQppPL2rujcI/eCh8N4vRS4UvCvQTROibVL\nSQvFb0Fa+F0JHAq8BqwFPgf8NlzU54D7QvlM0lmhzwdSjvN/n7U9maU5NedjFNAAbITawZG4XGtw\nOPCi4FMWhXPfKfiqRaE+/yD4j3BN/5AZ/TywcT0Am+uHZojo51okJd6tC7kq+Dlfo2uZZ18OX9Fb\nsWX2KFZxsNbzpg1l1AfrY8tsrUxYWL8Fmg52L/BOFFmbitTVrExxVze3/j+iu/OLxLq3jfzGAzMF\n67bQXKI81u1A3+p+AvJepdxFm8s/X2dRlYOB4zhOV1Hrg4HjOI6zV02le9Ax+GDgOI5TBiU9GXRj\nXEB2HGePplwBuZDbcKv6G1xA7lKCtlk2mt+GdW+hY38ZInyLYXOwEC7gHKLn8udU1rLWdtlamnl+\nPZEQDUeEXLKzgTEJ2+rDQ67epfD+Ef3jqNcXGccJeorHbRLL+Ms4JzFEEbTn2e0AzNdFGSJp/22R\nL9bWfvtm2kt/P5RfJC3ELiUd+fsnYIegj8GO94jmYLwLvA5MAp4CVgHnAD8JF3UOkFIWZxI5/xL+\nTZb/Tyj/M9EUboCvkxafP06UVfql6MOhDmiCffaC9wX7GIwD/kvw+VD+ruCfwjV9V/CzUP4bwauh\n/Akx3FYCsEajOc5+DcATOpUL7SYA7tBlcTT3Ibwe51/+OG/E0cijWlal7axXNqExYCuIROOUnfXq\nkE85mVv52vingGa3Fns1F+xicqJb24gu7g26AfKbI2e1d0Nmf0pBs7ufgFwtd9EquQzHcZwKUSV3\n0Sq5DMdxnApRJXfRKrkMx3GcClEls4lcQHYcZ4+mbAG5QLBoq/orXEDuUjpUQG5nPuWS8idvAz2Z\niBDO1V6B/XoyjyVxIspUdycEvmGgS8FuBkaDTgZ7BBibO+/xMg7nVD3Br+04XuYwLtctGbbVyWja\nI+0pAJ7XpEwBOZmH+OZQXkZaQP4T8LTgmGBbvUUwwGDLR8BAYDORgJzK7ryWKHI4GUWcjDROismp\npLmzyBSNk9HIj4TyKOAw4GUiATlEPw8F1ger608CvxV8LgjI/yb4/8M1/Vuw4YbIkjuVW/lIpa27\na4ZzjP0GgKd1bMbnNyd8SR/ndc7RffzEzuQQ3ojzTo9gdZwb+YD1G9EwsHVEAnIqGnkD6HRIZWrX\n6WD/nvgtfK21gKvZYUJBDnRtG+JwfbCWLtKWupw8xpoVfrcdhIq03S5IfQe00Q2oysHAcRyny6iS\nu2iVXIbjOE6FqJK7aJVchuM4ToVwAbl74gKy4zilULaAXEDra1X/SReQM5B0FlE46CeBo5KJniVd\nAXwFaAG+bmaPh+1HAvOB3sAjZvljIgva7ZbSzzvbb4etu0uIXt5ZOActhP157LT1YB5L4kR0peYm\nRLsDE3bHI0CTwJ6KLK9T9shvDB7OaK1hpQ3nZQ5jmh7nATuBV/lEKwE5GYGcFEaTgmlSSOVHCQE5\nFb37J2Ch4CSLnKpfF3zc4A3ABDKwD4jtpVlDOlKYUE7aWSeF5WQ5JRSfTBTJDFFU82uhPBzoC2yH\nPn3SkdCjgBWCMUFAzpUbmVD+aSj/r5DfGeCITAE5Gan9ZZsHwD26ILazHsUqLtA9zLMv57WzHrZ9\nPb37wc5tUP8O6WjkDWkrcgjlXyR+C2dlCsoQROU8oq5mtWE5XRsE6CKjisuJItbMkOe5g1CeqOuS\nqJL3K5XKgbyMKFfnfyc3SjoM+BLRdI6pwG2SUqPo7cAFZjYaGC1pahf213EcJze1JSwlIOksSX+S\n1CLp0wXqXSppmaTlUnp+lKQJkpZIelHSHyQdVeh8FRkMzOwVM3stx65pwL1mtsvMVhHNJZwoaSgw\nwMyWhHo/Bs7omt46juMUoL6EpTRy/tGcRNJY4KtEaZaOAE6VdEjYfSNwlZl9CvhWWM9LpZ4M8jGM\n6Pk/xRrggBzb14btjuM4laWTngwK/NGc5JPAs2a208xagCeB1Avq9URBOgCDiO6beek0AVnSIiK7\nyWxmm9lDoc5vgZkpzUDSLcAzZvbTsH4nsJDIovJ6Mzs+bP8scLmZnZbjvC4gO45TNGULyGeVUP8X\npZ8v+z6Zte+TwAPAMcBO4AlgiZldKmkkkTBmRH/4H2Nmq/Odp9Okj9SNu0TWAiMS68OJngjWhnJy\ne95Rzr7WjjPnQP/e/mjmUqOXdW/h+ro3f180v7XFsG7OYVscLI0Zlog6HgE6HGwZNB5MLEi+3vcQ\nxuoNltshvMEhsYD8Oh9vZWGdtGBOWjMnLZt5Y3d07kN6pXMgvwLMFMw1WEE6GvkN0hG+q0jnQ36X\nhLU1pHMjp8obQ7kBSP3mRxASKQMHZW3fHMoD0+0MIB39PJy0aHwAadvq0cDtgosscrxOXQOhnLq+\nU5Rx3UPtTQDW62AmRfMieEon5MyHPILVXKi7ucPOZRRvxRbiw1gffy/DWMdg7eAD68Pe63eko5E3\npK3IIZQfS/wWTgyTBxJoen5hVhe3LfjGebSLQDPbH0WsS3uWgLz4PVi8ocD5i/ijuRBm9oqkG4DH\ngW1ExvAtYfc8okk4vwqTdu4C8t6Xu4MOnhwlHwTukfQ9ov9+o4lGOZP0kaSJwBLgXNK+Ao7jOJWj\nwF10ygHRkuLq5Zn72/lHc3YbdxHd6JF0LfBO2DXBzD4fyv8J3Jnj8JiKaAaSviBpNXA08LCkhQBm\n9jKwgMgYZiEww9LvsWYQXcxK4HUze7Tre+44jpNFTQlL+8n7aknSkPDvgUSC8z1h1+uSUlEQx5Ke\nP52TijwZmNmvgF/l2Xct0GrGspk9D+TJ9eU4jlMhOukuKukLRG9A9iH6o/lFMztJ0jDgB2Z2Sqj6\nn5IagF1Ef0B/FLZfCHxfUj3Ri9ULC57PI5Adx9mTKVtALkF30K0egdyllPLlFEK3tj+aWXeWID7X\nhvoFzqU728hRm2UfrG9nCm26OBGFOiQRoToCdDDYm/DRgXVxft1VNaPivLurGBULyG8xist0BzdZ\n9EfGZbqDy+w6AG7SFZxmCwB4SGczNoSFLNeETDvrVDTySqI8wT8LovGVgn+1SO9NiclrSUcmvwu8\nKPiUwfvAasGI0NZqwd6h/GEQmSESnGtDuTlre7L+QaHcQDoX81DgIcFpQUxOicbDE309JHENhPIz\noXy0qNsYidRNDQM51KJo6dd0RIbQnozgziUgj2A1J2kxC20Kw1gXfy9DeI+h2sx6G8g+H21mr4Gw\nazPUbgCNhqDfR+VnEr+Fo9P21vG208F+SE50fuuI5Qyaw++rSGG3lLo5jy3Ul1Lb64jJJlXiTVSV\ng4HjOE6XUSV30Sq5DMdxnApRJXfRKrkMx3GcClElr4lcQHYcZ4+mbAG5yHSfELQ8F5C7jvzm1qWh\nm9svRuvWEiKh68O5CvRbN7eRozYr+lMzwe5OrJ8bIo4hEpDHgz1HFI0cIlffH9qffbWVP1t/1jEs\nFipXMyLOgbyaEVyk+dwe1PGLNJ9ZNgeAGzQnw445aWedEY28dmfUj1X18BnB70Ok8f8K9s+rgW8K\nrjd4j3SO4XeBewXTDTaRFpYJ5c+G8u+CAAxpMThXOVk/1c4+wN2Ccy0qp869X6JPIxJ9HU6U1zmZ\n4/ntXVF55F4MsbcB2KCRjLOnAViqYzKE9mQE9zXBd3wY62ML6/14L/78h7GOT2sFL9gYGtgY56lu\naHyf/r13s3VnL/p9sDsdjUz4fpcmfgvjwJ7I+r0cl2lznbHvrPziMgCNwQK7SGG3lLo5jy0YOlVi\nex1hd18ld9EquQzHcZwKUbobabfEBwPHcZxyqJK7aJVchuM4ToWokrtolVyG4zhOhfDZRN0Tn03k\nOE4plD2bqAQxXF/z2URdSjIRfDlobvtnJrU1OyiD3qAbwGYVaO+G/AnHNTtPgvNfJta/mE6QzpB0\n8nQbAr0aYPdGeG/wwNjeYAP7xbOJ1jEstkNYzYjYJgHgQt3NnNDxObqBC4LPwDxdzEl2HwALdWbG\nTJp4hs07w2DkXtHsmzW16ZlF7wJnCu4L5f8t+H6woPgXwdUGW4DvCv4pjP3fDVYRENlGnB/KPyxQ\nTtZPtTMgcY59EuduIG07MZT0DKLhFuVoSOQtGNi4HoDN9UMzLCiSOQzOtvkALNB5GXYe19ll4Sva\nkHM20RDeY4KWs8TGsg8bOVjredOGMohNcW6DQR/siL9TiL7flDUFtLangGBR8Qg50cmt8x9ksDNY\nVhSacZRsr4S6HXlsvvbKpkruolVyGY7jOBWiSl4T+WDgOI5TDr0r3YGOwQcDx3GccqiSu6gLyI7j\n7NGULSD/su16cf0vuoDcpRQSYkuhLVG3w47tB/oW2LcLtPet/EnEdWmm9QRk2U8QRMCUaNiQ9rtv\nHkLsg//+x3ILyO8xJE7Ivo5hnKcFzLezAThPC7jRLgHgct2SIYYmRdIpthCAxTqJMfYCABt2D2Fj\nzXAaWtaw8d194IDekVXFu/VwpKK8B+8DJwoeM/iQtIi7DbhAMC+M/RcIbg7lS7MS1F8fyt/MKifr\n/0co9ydtNTGIKKn9w0FAPjrkKtg3LRr3338jW/vtm5GvYaStAOBtjWFCUO2XaHKGoJ7MYZC085hr\nM8JX9H78Oe/HhljAb+D9WEDem02M1hpW2nAGsSm2Ehn00db4O4Xo+7VUVlxAB2baU0Bui4p433GZ\nkxFa0Qia3obInGxveuvfa7Ho3PYfm6+9sum8TGffAU4FmogyfpxvZptz1JsK3ESkXtxpZjeE7YOB\nnwMjiQxfzjazTfnOV5EcyI7jOFVDbQlLaTwO/IWZHUGUv/iK7AqSaoBbganAYcB0SWPC7m8Ci8zs\nUOCJsJ4XHwwcx3HKIVfi+3xLCZjZIjMLc5Z5lsgWMZsJwOtmtsrMdgE/A6aFfacDPwrlHwFnFDpf\nVb4mchzH6TK6ZjbRV4BcL+IOIPL5TbEGmBjK+5nZe6H8HpH3bl5cQHYcZ4+mbAH5qRLqT8o8n6RF\nwP45qs42s4dCnSuBT5vZmTnOfyYw1cz+PqyfCxxlZl+X9KGZ7Z2o+4GZDc7Xt6p8Msjn+18qurb9\nbena1knq89IPNAsi2SdPe7Pye8Dra6296HVWpiCo4xKi4eAgIr4DjQ3Qux/s3Abv921guDayxhrY\nSEMsIG+kgWP1NL+xY3iP/Ziu+7nXoifO6bqfm+xCAC7THcy2qwC4Vtdk+PSfEdTF+zU9jsTdyD6s\n0KcZYy+wkQY2aCRD7G02fTCIpoaB1G3cTNOmAekI301KC8tbaZ1H4LFQPlHwQChPK1B+OJRPETxh\n8XcRC8UDgL8Q/Mno1bCN3fv3p9e7Wxmw9xY21w9lYON6BtVt4m2NyRCNjwx3h+c1iRPsAQAe17QM\nQX1GSEBxm2ZmRHDfahcAMIhNnKP7+ImdSQMbYwF5EJs4Rkt52sYxiA8Zo7dZYSMZxKZY/B/QuCXO\nbQDQv/fuOLcBhPwGK7J+L2Mg301Nk/JHJwOwLfze8uRDaNXeWcWLza2OLUN8ztleJwvIi5+HxS/k\n329mxxdqWtJ5wMnAcXmqrCXKsJFieNgG8J6k/c3sXUlDgQ2FzlWVg4HjOE6XUeAuOmVitKS4el7x\nzYZZQt8AJpvZzjzVngNGSxoFrAO+BEwP+x4E/g64Ifx7f6HzuYDsOI5TDp03m+gWosnOiyS9KOk2\nAEnDJD0MYGbNwMXAY8DLwM/N4ue+64HjJb0GHBvWC16G4ziO0146yZvIzEbn2b4OOCWxvhBYmKPe\nB8Dniz2fC8iO4+zRlC0gr2i7Xlx/jEcgdylFC7dtoG+3vy19O7/ldCv6hSjiPBHGEPbnse7V+WAP\nZm07PVMQ1KSEaDiQOGH6tsG9YrFxU/3esYC8iUGM1Rsst0PYSAOTtYQnbQLv08CZWsh9dhIAZ2ph\nhp11yoL5Ct3ETLsGgLm6KiPiNpUM/kMG8ZROYJI9ziYGsVwTGGtL2MTerNFohttKtjT1j8XaHVv7\npoXlrX3T9tcQlV8Nfwd8IhJ9gUgAfimUj8janqwfLKh79dseC8V9B+yIo4sH9N3Ceh3MUHuTAWzh\nNR3BofYSA9jC85qUIRofZ78G4Amdypn2EwDu0zkZ9t7JqOPkZ3a7nQdAAxs5Ww+xwE5jEB/GEeCD\n2BRHIA9gSywgD2Br/N0NaNnCwNomNjfXRV93bVNsZw2tLa0hRKQ/R040Pn90MhAJyKe3/g3mQ6cX\nLza3OrYM8Tlne9PbrtMmngPZcRzHqZa7aJVchuM4ToWokrtolVyG4zhOhaiSu6gLyI7j7NGUKyAn\n9Zi26NXgAnIGhaxZJV1B5MPRAnzdLApXlXQkMJ/ICeQRs/wZhgtZQZfUz2+VIAJnHzsbQpBp2/QL\nUcQFEmvra/mFM00Heyxr24mZgqDGJ0TDgaAhYBtg28faFpA3MYhJep6n7Eg2MSjOxwtwqp7IsLNO\nRiNfFcK3r9G1XGI3AnCLLudcuwOATQziIZ3NabaALQxgsU5iii1kCwNiUXYLA2Kxdjt9Y2G5ibo4\nYhlgg0Zm5B5OWkrnKyfrN7SsAaCuV1MsFPdlO29oLIfYcvqwPRa4+7KDJZrMBHuSAWzhCZ2aVzRO\nCudJe+9k1HHKtnqmbmOefRmAQXwYC/V7symOAO/PlnYJyLsSxsfZltaQ29Y63jcukT87F9uCRXqh\nKOVkeye3YYld6Ngvtl98ztneWeW30VIlTwaVCjrLac0q6TCiCLrDiCxZb5OUGkVvBy4Ic29Hh+g8\nx3GcitJSW/zSnalI98xsUWL1WSBlwDQNuDdYsa6S9DowUdLbwAAzWxLq/ZjIjvXRruqz4zhOLhrr\n60qo3dRp/SiX7jBWJa1ZhwHPJPatIbJo3RXKKdaG7Y7jOBWlpaaTQpC7mE4TkNtjzSrpFuAZM/tp\nWL+TKMx6FXB9yuFP0meBy83stBzndQHZcZyiKVdA/rP1L7r+vtq65wnI7bRmzWXHuiZsH561fS15\naK/o26qdD1qYAAAf3ElEQVSPswvbShc8dlbhiOIMPhaiiPNEGEPYn0d00xdbR4hmWFYTRMA3w0r/\n3ALylvoBsQ3yJgbF4uQm9o5tk7fQP46GBThBT7EgjMln66GMaORkbuSktXVKTN7EIO7WhZxrd7CF\nAdyv6Zxh97KdvjyuaZxgD7CdPnGU8g76xsJyI3WxoAuwXBM41F4C4DUdwSG2HCAWgHOVk/VTeZnr\naWSpjmGcPU0dTbFQ3JftscDdh+0s1JmcZPfRlx3cp3PyisZJ4Tz5GSQ/m1TU8UWaz0+CZf0AtjBN\nj/OAncAAtpQkIPdlO4O1gw+sDwCDtYOd29K/hd79yLC0hhCRviznzwsdnt/eGogE5BNbT2LIh04s\nPlq51bGnt198ztneF8tvo7mzzIm6mIoIyAlr1mlZ1qwPAn8jqU7SQcBoYImZvQt8JGliEJTPpQ07\nVsdxnK6ghdqil+5MpXp3C1BHZM0K8LSZzTCzlyUtILJibQZmWPo91gyiqaV9iKaWunjsOE7FaamS\nJ4NKzSbKac0a9l0LtHrRY2bPA4d3Zr8cx3FKpVoGA49Adhxnj6ZcAXmFjSy6/hi9vecJyJWkvaJv\nNppVQhRx9rEzC0cUZ9AvysVaKLerzs0vumXbVUOwrE4Igjo8LSDbwCgsfvdG2N4vt4C8lQGM1hpW\n2nC2MIBPawUv2Bg2MSgWMwGO1dM8YCcAME2PZ0Qjp/L5Xqx5GTbNKSF1CwO4RZdzid3IdvoyTxdz\ngd3KFvqzQOdxts2nifqcwnITdbGgC7BYJ8W5lZ/SCRxjvwHgaR3LhBA+mxKDU+VkndSx9TTFEcV1\nNMZCcT1NcT/6sp17dAFftnn0YUfcb4jsqfOJxtfYTACu0tyMSO1U1PEFuicW4wewJc573JftsYX4\nALbE30UftrdfQM7KhqshrW2t430F7K0B2BwmLBSyuU62d1zx0cqtjj25/eJzzvZOL7+N7q4FFIun\nvXQcxymDFmqKXkpB0nckrZD0kqRfShqYp95USa9IWilpVqnHp/DBwHEcpww6azAgj21PEkk1wK1E\n9j2HAdMljSn2+CQ+GDiO45RBMzVFL6VgZovMbHdYfZbMWKsUE4DXzWxVsPH5GZGtT7HHx7iA7DjO\nHk25AvLTNq7o+sdoabvOJ+khIt+2e7K2/zVwopn9fVg/B5hoFqIa2zg+SXUoH1m0V/TNRjNLiCLO\nPvZSsDuLrNwv2FAXyO2ay6Y63nci2DNZ245O5DwmJOIOtsXWr20BeQd9OVjredOGsoUBHKHXeMkO\nZQsDYjtrgEl6noU2BYCTtDgjGjkpjCYF05SYvIUBXKtrmG1XsZ2+3KQruMyuYzt9uEOXcaHdRBP1\nzNdFnGe300RdLNw2Ut8q8veM8AHer+lxnuWHdDYn2X0AsRicKifrpI6toSVut57G+Hx1NMX9qKMx\n7l9fdsT9hsieOp9onLSqTkZqp6KOz9F9sRjfh+1xpHdfdsSf+QC2xN9FX7bHIn8fdsQCcj2N7Kut\npGwS9tVWtu5MvwTo33t36QJyHntrIBKQJ7dhc51sb3Lx0cqtjj2x/eJzzvZOLr+NQq9/Xli8hRcX\nb8l//uJte5ry3Mjb/OO3jeNjqnIwcBzH6SqayO9aOnZKA2OnNMTrP7x6fcb+dtr2JMm28BlBwtSz\niONjfDBwHMcpg87yJkrY9kzOsu1J8hxRfpdRwDqifDDTSzg+xgVkx3GcMuhEb6JbgP5Etj0vSroN\nQNIwSQ8DmFkzcDHwGJGNz8/N4hfEOY/PhwvIjuPs0ZQrIKdSwBbDqXrCI5C7kvaKvtno0hKiiLOP\n/VphS+oMBgYb6gLWvLlsquN9x7WOENX40gXkHfV9Y+FxCwNiAXk7feN8yFsYENtZQzQ7Il808r12\nBgDTdX+GYJoSk3fQlyt0E9fZZWynL9foWq6y2TRRxw2awyybQyP1sUDbRB23aSYzbC6N1LeK/E1a\nR6fyLKcsstsqp46toSVut57G+Hx1NMX9qKcx7l8dTXG/Icr3nIy2TorGSavqZKR2UnRP3Vj6sj2O\n9O7Djvgz78v2DhGQs5O492pIWJxn/74Ozm9vDUQC8qQ2bK6T7U0qPlq51bFlRC/nbK+TBeSeRFUO\nBo7jOF1FteQz8MHAcRynDJqor3QXOgQfDBzHccqgWl4TuYDsOM4eTbkCckr/KYbztMAF5K4kaIpl\no4tLiCLOPvarhS2pMxgYbKgLWPPq9PwRnpqcR0BORJRqdGkC8nb6MlIbeNuGsJ0+sVXyDvrGFsoA\nn9aKjGjkZG7k++wkAM7Uwowo25SY3EQdF2set9oFbKcvl+sWbrRLaKSOqzSXa2wmTdTnFJabqWGu\nrmKmXQPAXF2VEQWctJEuppw6tobmuN1aWnIKxTW0MEc3MMdm0Zftcb8hymmcjLYuRjROiu6pzy8Z\ndVxHY5z3uC87YjG/L9tjkb+OpvIF5Hfy/L4ObENA3hYi3p8pUCfZ3tHFRyu3OraM6OWc7Z1YfhvV\nYmFdHVfhOI5TIarlNZEPBo7jOGXgg4HjOI5TNYOBC8iO4+zRlCsgpwILi2GmbnMBuStpb9RwNiVF\nEWcfe35hS+oMBobcrgUiK3Vy/ghPTWptMaxxOQTkdVHZ6nMLyE319XHu3O30jQXJHfSJI10bqY8F\nTICxeoMlNhaACVrOkzYBgMlakmFtnRSTU5HJ2+nLBbqHefZlmqjjIs3ndjuPRuq4THdwk11IE/Wx\nQNtCTRyx3ExNLDJDZBE9x6KMf3N0Q0ZEcCnlpDhcQ3N8jnqa4n7U0MJM3cZcm0E9jbEIDlG+52S0\ndTGicfJzSn1+dTTljDquozEW8+tpyikg58qBXLaAvCL3PiASkMe3kSc52d74MgXkdkYv52yveCeJ\nvFTLk0FVDgaO4zhdhQ8GjuM4TtXYUbRpYS3pN5JOydp2R+d1yXEcp+fQiRbWXUoxvTsImCVpvJld\nHbYd1Yl9chzH6TFUy2uiYpLbbAKOBfaT9JCkQZ3cJ8dxnB5DCzVFL92ZNqeWSnrRzD4VyucBM4G9\nzWx453evdHxqqeM4pVDu1NKUJUoxzNVVPXpqaTxR08zmS1oG/O/O61L5tNdPKJuS/IWyjz23cLKa\nDPpFHimFPFd0Yn7vFx3d2jtGhxc3tbSpN/TuBzu3QWN9HQNrm9jcXMf2mj4M1WbW20CaqM/pUwQw\nRm/zkh0KwBF6Le8006RnUSqBSyN1nKmF3Gcn0UQ903U/99oZNFLHeVrAfDubFmpzTj9toabVlM6k\nJ1CynEwwkyznql9LS9xuDS3x+Wpo4ULdzR12LjW0xH2qp5FzdF+G91IyqU9ySm3quk/VExmfR/Jz\nSiUNqqcx9oCqoymezltPYzzNt46m+HupozH+vuppanNq6a7Nmb+XvQamfx+tfl/DMn9LrdgWpjIv\nLVAn2d644hPhtDp2UvunpeZsb3L5bXSWFiDpO8CpQBPwBnC+mW3OUW8qcBNQA9xpZjdk7Z8JfAfY\nx8w+yHe+Nl8Tmdl/ZK0/b2ZfKeJaHMdxqp5OfE30OPAXZnYE8BpwRXYFSTXArcBU4DBguqQxif0j\ngOOBt9s6WTGageM4jpOHzhoMzGyRme0Oq88CuV7NTwBeN7NVZrYL+BkwLbH/e8DlxZyvIoOBpGsk\nvSRpqaQnwuiV2neFpJWSXpF0QmL7kZKWhX0dlOXYcRynPJqpKXopg68AuTwKDgBWJ9bXhG1Imgas\nMbM/FnOCSk18vdHMrgKQdAnwL8BXJR0GfInocecA4L8kjbZI5b4duMDMlkh6RNJUM3u0Qv13HMcB\nCmsG6xe/xvrF+QUXSYuA/XPsmm1mD4U6VwJNZnZPjno5J8xI6gPMJnpFFG/O2xEqNBiY2ZbEan/g\n/VCeBtwbHndWSXodmCjpbWCAmS0J9X4MnAH4YOA4TkUp9PpnyJQxDJkSv8LnxasXZuw3s+Ozj0kS\nZnCeDORzUVoLjEisjyB6OjgEGAW8JAmiV0zPS5pgZhtyNVSxkDhJ/wqcC+wgeu8FMAxIzplJPfLs\nCuUUa8N2x3GcitJEXae0G2YJfQOYbGY781R7DhgtaRSwjujNynQzWwHsl2jrLeDIsmYTtRdJi8I7\n/uzlNAAzu9LMDgR+SDQtynEcp8fRiZrBLURvThZJelHSbQCShkl6GMDMmoGLgceAl4Gfh4Egmzbj\nryqez0DSgcAjZjZW0jcBzOz6sO9RIj3hbeC3ZlHiXUnTiUbLr+Voz4POHMcpmnKDzs60nxRd/z6d\n06ODzjqcIAqnVJVpwIuh/CBwj6TvEb0GGg0sMTOT9JGkicASotdL/zdf++0NFGvVz3PBftHOY88q\nnOA+g36Rr3ohn3Yd146gszcT6wcngopqQUPANkBzfRRwtGszNNbnzm3QSF3OADSAkdrAyhCMPlpr\nMvIcvBCN3XxaK+JgqmO0NA6yaqSOE/QUj9skWqjlJC1moU2hiTqm6XEesBNopiYOTGuhlrP1EAvs\nNFqoiYPUgFblZBBYKeUaWnK2W0NLfO4amuM+1dIS9xVa5yfIF1z2lB0JwCQ9nxGol/rM8gWa1dCS\nM4dBPY3sq6382fpTQ0v7gs5yvkkOv5U3c+8DoqCzw1v/BvOhw4vPfdDq2PHtD1jL2d6k8tvo7jYT\nxVIpzeA6SZ8AWogi6y4CMLOXJS0getxpBmZY+tFlBjAf6EP0JOHiseM4FccHgzIws78usO9a4Noc\n258HDu/MfjmO45RKteQz6N4G247jON2c7p6noFiq4yocx3EqRGdNLe1qfDBwHMcpA39N5DiO4/hr\nIsdxHMdnEzmO4zj4YOA4juNQPYNBxe0oOhq3o3AcpxTKtaMYYy8UXX+FPu12FF1Jey0kstFZJeQx\nzj72i4VzGmfQL+R2LRBmr0n5Q/g1HrKtqTQmhx3FO2Gld9qOwmrazofcUlOT05oCYKg2s8YaABiu\njbxpQwE4WOvz2lSkciY3UscELWeJjaWFWo7RUp62cbRQwyQ9z1N2JC3UMFlLeNIm0EINx+ppfmPH\nALQqJ60fkuWkPURb5RqaWx3/uE2ilpb4fDW0xH0CWpWTVhNJG46kPUcyb3Tys0nllq6nKbadqKEl\ntgCpoSW2oKihOWfe45qWlvi7AxhY21S+HcU7ufcBkR3FmNa/wXxoTPH5klsdOy6/LUu72ju6/Daq\n5cmgKgcDx3GcrsIHA8dxHMfjDBzHcRyPM3Acx3GontdEnZbpzHEcZ0+ghZqil1KQ9B1JKyS9JOmX\nkgbmqTdV0iuSVkqalbXvktDGckk3FDqfPxk4juOUQWNTpxnVPQ7MMrPdkq4HrgC+mawgqQa4Ffg8\nUW74P0h60MxWSPoccDrwl2a2S9K+hU7mg4HjOE4ZtDR3zm3UzBYlVp8FzsxRbQLwupmtApD0M6Ls\nkSuIkoZdZ2a7Qnt/LnQ+f03kOI5TBi3NNUUvZfAV4JEc2w8AVifW14RtEKUN/itJz0haLGl8oRP4\nk4HjOE4ZlHOTl7QI2D/Hrtlm9lCocyXQZGb35KhXyHGhFtjbzI6WdBSwADi4UGXHcRynnTTvyj8Y\n2O//G/uf3+Xfb3Z8obYlnQecDByXp8paYERifQTR0wHh31+G8/xB0m5JDWa2MVdDPhg4juOUwe6W\nArfRo4+NlhRzryu6XUlTgW8Ak81sZ55qzwGjJY0C1gFfAqaHffcDxwJPSjoUqMs3EIAPBo7jOOVR\nnhZQiFuAOmCRJICnzWyGpGHAD8zsFDNrlnQx8BhQA8wzi12i7gLukrQMaAL+ttDJ3LXUcZw9mnJd\nS3m1hFvOJ+SupV2JPdgx7eh0sFz6fTHHngz2RJGV+0XuiYXcGHV0fqdHjSvRtbQWNAxsXSgHB9Pm\n+si9ctdmaKlNO5g21/Sif+/dbN3Zi5ba2laOmB9YHwAGa0deN9O3bQgAI7UhdjZtoYbRWsNKG04z\nNYzR26ywkbRQy1i9keHmudwOoYUajtBrGY6fyXLSFTRfeYmNBYjdUlPlVJ22jn/BxlBDS8F+5HIh\nHaO3M1xck+Wk02vqc8rnTlpLC/tqK3+2/tTQktOptKa5Of6+IHIp3bkt/Vvo3Y+OdS1tBI0GW1mg\nTrK90WDLiqvb6tjD2+94mrO9cR3QSHMHtNENqMrBwHEcp8vwwcBxHMfxwcBxHMeBXZXuQMfgg4Hj\nOE45tFS6Ax2DDwaO4zjl4K+JHMdxHPKFg/UwfDBwHMcpB38ycBzHcXwwcBzHcapmMKhoPgNJM4OT\n3uDEtitC+rZXJJ2Q2H6kpGVh382V6bHjOE4Wu0pYujEVGwwkjQCOB95ObDuMyHXvMGAqcJuCQxNw\nO3CBmY0mcumb2sVddhzHaU1LCUs3ppJPBt8DLs/aNg2418x2hTRurwMTJQ0FBpjZklDvx8AZXdZT\nx3GcfDSXsHRjKqIZSJoGrDGzP6b/8AdgGJC0a0ulcNtFOmEDRAkdDsBxHKfS+NTSwhRI53YlcAVw\nQrJ6R557TiI53JTDo8VxHGfxH2Dxcx3caDf/i79YOm0wyJfOTdJY4CDgpfBUMBx4XtJEWqdwG070\nRLA2lJPb1+Y795wvl9V1x3GqlClHRUuKq/+jAxqtksGgyzUDM1tuZvuZ2UFmdhDRzf7TZvYe8CDw\nN5LqJB0EjAaWmNm7wEeSJgZB+VyilG6O4ziVpUo0g4pOLQ3EaYLM7GVgAfAysBCYYelUbDOAO4GV\nwOtm9mhXd9RxHKcVnTS1VNJ3JK2Q9JKkX0oamKfe1DAVf6WkWYntEyQtkfSipD9IOirX8XF9T3vp\nOM6eTNlpL/+1hFvOlcWnvZR0PPCEme2WdD2AmX0zq04N8CrweaJX538AppvZCkmLgevM7DFJJwGX\nm9nn8p2vKiOQ25uqMpuSUldmH3sc2FNFVu4NGg9WQNjS+PypAnV4nrSXiTSEGp1Ig1kLOjCkMsyT\nAtNqoFcD7N4YpcDMlQ4TonIyvWKynC815p+tPwDN1MTpHIG43EJtnPIRiMst1DBSGzJSaOZKp3mw\n1re7XEy9GloK9iNZzr6GVDn7mlPl1GeTTGmZ+tyKSW+5dWcvalt2t/qOkmku9xoYfa9JejW0kfZy\nXe59AOwMaVXfLFAn2d7BrX+vxaIx7U+ZmbO9jphc0kmzicxsUWL1WeDMHNUmEL0pWQUg6WdEU/RX\nAOuB1NPEIArorFClg4HjOE6X0TVawFeAe3NsPwBYnVhfA0wM5W8CT0n6LpEkcEyhE/hg4DiOUw6F\ntIB3FsPqxXl3F5iCP9vMHgp1rgSazOyeHPUKvaOaB3zdzH4l6SzgLiLXh5z4YOA4jlMOhWwmDpgS\nLSmevjpjd74p+CkknQecDByXp0r2dPwRpAN0J5jZ50P5P4km4OSlO8wmchzH6bl00tTS4L/2DWCa\nmeVTJp4j8mobJamOyNvtwbDvdUmTQ/lY4LVC5/MnA8dxnHLoPM3gFqAOWBQCdJ82sxmShgE/MLNT\nzKxZ0sXAY0ANMM8slucvBL4vqR7YEdbz4oOB4zhOOXSSNXVwaM61fR1wSmJ9IVFcVna950iLyW3i\ng4HjOE45NFa6Ax2DDwaO4zjl0M1tJorFBwPHcZxy6OYZzIrFBwPHcZxy6OYZzIrFBwPHcZxy8NdE\njuM4jg8GjuM4jmsGjuM4Dj611HEcx8FfEzmO4zj4ayLHcRwHn1rqOI7j4K+JHMdxHHwwcBzHcXDN\nwHEcx8GnljqO4zj4ayLHcRyHqnlNJDOrdB86FEnVdUGO43QqZqb2HivJ2LuEW86HKvp8kr4DnAo0\nAW8A55vZ5hz17iLKfLbBzA5PbB8M/BwYCawCzjazTXnPV42DgT3RQW0dB/ZkO4+dDPZMkZVrQePB\nnivQ3niwZXn2HQ5x1tPUtjFgKxPro8HeTJzvQLB3wr5UuRY0DGxdKA8B2xDqhLLVQK8G2L0x2t6r\nAXaFn+deAzPLO7dF5d79YOvOXgD07707LrfU1jKwtonNzXUAcbmlpobB2sEH1gcgLrdQw77ayp+t\nP0DR5fU2EICh2txmuZh6tbS0qx/Z15OrnPoskp9HTXNzxueWKte27KZ3v8zPeec2qGlu/V3sStxC\n9hqY/v5S9GpIf9fZaEj4TeSjOfP31BY6MPO3WQoa3fq3Xg4a0wGDwYAS7qFbShoMjgeeMLPdkq4H\nMLNv5qj3WWAr8OOsweBG4H0zu1HSLGDvXMen6FX8VTiO4zitaC5hKQEzW2Rmu8Pqs8DwPPV+B3yY\nY9fpwI9C+UfAGYXO55qB4zhOOXSNZvAV4N4Sj9nPzN4L5feA/QpV9sHAcRynHAr+xb84LLmRtAjY\nP8eu2Wb2UKhzJdBkZve0t4tmZm3pqT4YOI7jdBpTwpLi6oy9ZnZ8oaMlnQecDBzXjpO/J2l/M3tX\n0lAgjyoU4ZqB4zhON0TSVOAbwDQz29mOJh4E/i6U/w64v1BlHwwcx3G6J7cA/YFFkl6UdBuApGGS\nHk5VknQv8D/AoZJWSzo/7LoeOF7Sa8CxYT0vFXlNJGkO8FXgz2HTbDNbGPZdQSSWtABfN7PHw/Yj\ngflAb+ARM7u0i7vtOI6Tg85RkM1sdJ7t64jiClLr0/PU+wD4fLHnq5RmYMD3zOx7yY2SDgO+BBwG\nHAD8l6TRFgVD3A5cYGZLJD0iaaqZPdrlPXccx8mgOvwoKvmaKFfgxTTgXjPbZWargNeBiUH8GGBm\nS0K9H9PGnFnHcZyuYVcJS/elkoPBJZJekjRP0qCwbRiwJlFnDdETQvb2tWG74zhOhdlRwtJ96bTX\nRAXmz15J9Mrn22H9GmAucEFHnXvOj9LlKUfAlHEd1bLjOD2ZxUuipWPp3n/xF0unDQZtzZ9NIelO\n4KGwuhYYkdg9nOiJYC2ZodjDw7aczPm7fHscx9mTmTIhWlJc/f2OaNU1g3YTNIAUXwBSFmwPAn8j\nqU7SQcBoYImZvQt8JGmiJAHn0sacWcdxnK6hOjSDSs0mukHSOKJZRW8B/wBgZi9LWgC8TDTczrC0\nreoMoqmlfYimlvpMIsdxugHV8WRQkcHAzP62wL5rgWtzbH8eOLz1EY7jOJWke//FXyzuTeQ4jlMW\n3XuWULH4YOA4jlMW/prIcRzH8ddEjuM4jj8ZOI7jOPiTgeM4joM/GTiO4zj4k4HjOI5DtUwt9Uxn\njuM4ZdE5dhSSviNpRXB3/qWkgXnq3SXpPUnL2nN8Ch8MHMdxyqK5hKUkHgf+wsyOAF4DrshT74fA\n1DKOB3wwcBzHKZPOeTIws0VmtjusPkumc3Oy3u+AD9t7fAofDDqRxc9Xugfls/j3le5Bx/A/i3v+\njI//ftLaruRUgE57MkjyFeCRzjzeB4NOZPELle5B+fhg0H343X/7YNA9af+TgaRFkpblWE5L1LkS\naDKze9rTu2KP99lEjuM4ZVHoD403gDfz7m0rCZik84CTgePa07NSjvfBwHEcpywKTS0dFpYU/1V0\nq5KmAt8AJpvZzlJ7VerxSueOqQ4kVdcFOY7TqZiZ2ntse+43xZ5P0kqgDvggbHrazGZIGgb8wMxO\nCfXuBSYDDcAG4Ftm9sN8x+c9X7UNBo7jOE7puIDsOI7j+GDgOI7j+GDQoUiaKWm3pMGJbVdIWinp\nFUknJLYfGaaQrZR0c2V6nEmh8PWedB1JJE0NfV4paVal+5MPSSMk/VbSnyQtl/T1sH1wmH74mqTH\nJQ1KHJPzO+kOSKqR9KKkh8J6j7yOPQoz86UDFmAE8CjwFjA4bDsMWArsBYwCXiet0ywBJoTyI8DU\nbnANxwO9Qvl64PqeeB2J66kJfR0V+r4UGFPpfuXp6/7AuFDuD7wKjAFuBC4P22e18Z30qvR1JK7n\nH4GfAg+G9R55HXvS4k8GHcf3gMuztk0D7jWzXWa2iuiHPlHSUGCAmS0J9X4MnNFlPc2D5Q9f71HX\nkWAC8LqZrTKzXcDPiK6l22Fm75rZ0lDeCqwADgBOB34Uqv2I9Oeb6zuZ0KWdzoOk4URz2+8EUjNn\netx17Gn4YNABSJoGrDGzP2btGgasSayvIfoPnr19bdjenUiGr/fU6zgAWJ1YT/W7WyNpFPApogF5\nPzN7L+x6D9gvlPN9J92BfyOa3747sa0nXscehQedFYmkRUSP8tlcSeQGmHzX2e55y51NgeuYbWap\n97tlhb93I3rcvGlJ/YH7gEvNbIuU/imZmbUxr73i1yvpVGCDmb0oaUquOj3hOvZEfDAoEssTNi5p\nLHAQ8FL4jzsceF7SRKK/lEckqg8n+stnLZkOgsPDtk4n33WkyBO+3u2uo0iy+z2CzL9CuxWS9iIa\nCO42s/vD5vck7W9m74bXchvC9lzfSXf47P8/4HRJJwO9gY9Jupuedx17HpUWLaptIbeAXEc0YLxB\nWnh9FphI9BTRLYRXIk/0PwH7ZG3vUdeR6Hdt6Ouo0PfuLCCLSHP5t6ztNwKzQvmbtBZeW30n3WUh\niop9qKdfx56y+JNBxxM/4prZy5IWAC8TuVnNsPA/AJgBzAf6AI+Y2aNd3dEc3EL0n3JReMp52sxm\n9MDrAMDMmiVdDDxGNLNonpmtqHC38vEZ4Bzgj5JeDNuuIJrVtUDSBcAq4Gxo87fVnUj1qadfR9Xj\ndhSO4ziOzyZyHMdxfDBwHMdx8MHAcRzHwQcDx3EcBx8MHMdxHHwwcBzHcfDBwHEcx8EHA8dxHAcf\nDJwqRtJRIVFPvaR+IWnMYZXul+N0RzwC2alqJF1DZJjWB1htZjdUuEuO0y3xwcCpaoIT6HPADuAY\n971xnNz4ayKn2tkH6EeUSrJPhfviON0WfzJwqhpJDwL3AAcDQ83skgp3yXG6JW5h7VQtkv4WaDSz\nn0nqBfyPpClmtrjCXXOcboc/GTiO4ziuGTiO4zg+GDiO4zj4YOA4juPgg4HjOI6DDwaO4zgOPhg4\njuM4+GDgOI7j4IOB4ziOA/w/91GdssuxpB0AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "colorbar(mesh.plotSlice(np.log10(expmap * m2to3 * mopt), normal='Y', ind=indz, grid=True)[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "dpred = survey.dpred(mopt)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot(np.c_[dpred,survey.dobs])" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [] } - ] -} \ No newline at end of file + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.11" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +}