From 2230c3ea00b7e9ad8398fb0179d4fb2597539532 Mon Sep 17 00:00:00 2001 From: SEOGI KANG Date: Tue, 23 Sep 2014 19:25:50 -0700 Subject: [PATCH] 3 models for refractions --- notebooks/SeismicRefraction_model1.ipynb | 8705 +++++++++++++++++ notebooks/SeismicRefraction_model2.ipynb | 8144 ++++++++++++++++ notebooks/SeismicRefraction_model3.ipynb | 10514 +++++++++++++++++++++ 3 files changed, 27363 insertions(+) create mode 100644 notebooks/SeismicRefraction_model1.ipynb create mode 100644 notebooks/SeismicRefraction_model2.ipynb create mode 100644 notebooks/SeismicRefraction_model3.ipynb diff --git a/notebooks/SeismicRefraction_model1.ipynb b/notebooks/SeismicRefraction_model1.ipynb new file mode 100644 index 0000000..4119203 --- /dev/null +++ b/notebooks/SeismicRefraction_model1.ipynb @@ -0,0 +1,8705 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:2e169609a1b4834650aca656220a6f661645ae4e595f5a20251c4c1e1eb3bd09" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from simpegseis import *\n", + "%pylab inline\n", + "from SimPEG.Utils import mkvc" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ], + "prompt_number": 6 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Step1: set time\n", + "dt = 0.8e-4\n", + "ntime = 1700\n", + "time = np.arange(ntime)*dt\n", + "# Step4: set mesh\n", + "cs = 0.5\n", + "cs = 0.5\n", + "hx = np.ones(500.)*cs\n", + "hy = np.ones(200.)*cs\n", + "mesh = Mesh.TensorMesh([hx, hy], 'CC')\n", + "# Step2: set Tx and Rx\n", + "tlag = 0.008\n", + "options={'tlag':tlag, 'fmain':100.} # You need to set waveform to set Tx\n", + "nrx = 99\n", + "xtemp_rx = np.arange(nrx)*2.5+2.5+mesh.vectorCCx.min()\n", + "xy_rx = np.c_[xtemp_rx, np.ones(nrx)*mesh.vectorCCy.max()]\n", + "rx = AcousticRx(xy_rx)\n", + "\n", + "tx = AcousticTx(np.r_[mesh.vectorCCx.min(), mesh.vectorCCy.max()], time, [rx], **options)\n", + "# Step3: set survey (pass txlist)\n", + "survey = SurveyAcoustic([tx])\n", + "wave = tx.RickerWavelet()\n", + "# Step5: set problem (pass mesh) and pair with survey\n", + "prob = AcousticProblemPML(mesh)\n", + "prob.pair(survey)\n", + "# Step6: set boundary\n", + "prob.setPMLBC(20, dt, bcflag='left', const=1.)\n", + "prob.storefield = True\n", + "# Step7: set velocity model and check stability\n", + "v = np.ones(mesh.nC)*800.\n", + "v[mesh.gridCC[:,1]<30.] = 1500.\n", + "v[mesh.gridCC[:,1]<0.] = 2300.\n", + "prob.stabilitycheck(v, time, 100.)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "You are good to go:)\n", + ">> Stability information\n", + " dt: 8.00e-05 s\n", + " Optimal dt: 1.09e-04 s\n", + " Cell per wavelength (G): 1.60e+01\n", + " Optimal G: 1.60e+01\n" + ] + } + ], + "prompt_number": 102 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "mesh.plotImage(v)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 65, + "text": [ + "(,)" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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+ "text": [ + "" + ] + } + ], + "prompt_number": 66 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Step8: run forward\n", + "U = prob.fields(v)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + ">> Start Computing Acoustic Wave\n", + ">> dt: 8.00e-05 s\n", + ">> Optimal dt: 1.09e-04 s\n", + ">> Main frequency, fmain: 1.00e+02 Hz\n", + ">> Cell per wavelength (G): 1.60e+01\n", + " Tx at (-124.75, -124.75): 1/ 1\n", + ">>Elapsed time: 5.77e+01 s" + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "\n" + ] + } + ], + "prompt_number": 67 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Step9: project data\n", + "data = survey.projectFields(U)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 70 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print 50./1500." + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "0.0333333333333\n" + ] + } + ], + "prompt_number": 75 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 71, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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9NEPBY2RAk4ogpQIxoEURYqD19IUTCDGknsCo1tGmVQpl08rLRevSPg/TUdrA\nSAsTaziyBWUwm+bouKkaJ+2TR3wFM5nM8+eFEb+B7fRwnQb3c7nS38JGFI3qHVaIxJjG5LoQWbnQ\nC2OK4kaisDpFg4XZjNdF0rha4wNd74ufCh+pZabsvfxCgMYFOmsIxkAplGLYx6C90AVP1wSih0oL\nnY3nzi/7Qnc+/8tkXhBeOPGDiwKx8chbT2XQF0r61hbVl4h9VLjeNCFNh4Q+BdZoJdjoMdFhY2CE\nIhiFoDlr0+u7GFF9mFZFRWkGw9VUPCm0IMbiC4urDIZIQcR0nkXvMu16JxrnYxq3o49Us/BlMi8U\nL6T4DWxrRRjS4EuiP0GwCkotEBV1DDQuUHsPMa4nOEbiGIujJDBSBm00xih8DKw6T+3SuZ3rzwJj\n1Kl1hVT8iIVBRFi4QFh2jGgZxwbtPcYpCqWIkjwL00heElAjm2KOIhc/MpkXgRda/ODjo8DtMTmt\nhMKklhb6OV3xQhciZ63HRTgwEW0VpU2WWFY8Rnk6E2kLjUhqnq69J/RN01qnSnRh0q6RECPLLrBq\nA4fSUkiDITBSBQelZRk0IcKqS72HIppCkclkXjBeePEbeCQKZNubL218oxertJFN6ExqQZm3ntPG\nEyYGYy2V1mhXo7slxjsmlMSqxBrN8apj0UVc8OuCRallvWRp2QVWXcB5T2VhZg2ljkxMARQUXjht\nHKeNx8e0kMkb1afTufiRybwofGHE7xHi0B+YGomTr1+K0kpUb6KQWloWnWfRegotvSFpZBI6xqGh\nIDC1lqpQFE7Rec9pk2aHl13AhY6x1UwFSpNMBGPfm5ian0vEKkaisShUG6md70f5SAUYH/ttdFsr\nL7P7QSbzXPlCid8QLK3NSGEtgMSNpZRVgEkmoxHWxqjLLhBJLStXbUQbQ6EDJnaY5hQfFHso6lKx\ncOnr5k0g9m4zgx+hFkG0JipNLTrNBgdHGVtGIWBjSA3ZvWdhF/rr1XFjfJAtrzKZ58pOxe9iz+9n\nzfxi/59BAPtgD9UXQJTAyAidVXRB40LkeNVxIqD3SibjCZMSVH2Kqk8oPRyaKWY642EH9xYdp00L\nJGElDlXmtFfYR5i3Aecik1gzjTXGR6poGBuLQ/Vpt2NkFaPefHU4r9y2vc9kMrvluUZ+z0wMe7v6\nwGYcLu3rUIxsEhetFMd1x8pFVq3n3kqhtaJzkVnXMu1aSiUYC7ORwbbQusBJk3aHLDuP612kR1ZT\niFovMq/cxJ36AAAgAElEQVSjQynHSBxGhKlVXLMFSy/ULjU/Q9o/XA02+oOjw3D9n/JHz2Qyn44X\nKu3dFAOe/NpHUuC4maOV/s1UP9Mront36MDKBZad57T2dL7hzEReNWBMiRGPauaodsnIW6ah4KAs\nqHvD0lXniWVKga2S9c4RTWBSKLwtKYxiLAVKDLpN9vu1C2iB0gS6MEyQXL5UPZPJ7IYXSvwGHjcS\n+3GiuE4fY1pVOQhhOp9LzcqTQtO4kPYE+8C9ZcuZFor9CQezQ0bSIvN7qLM7jKTk+uiI0WTGvTpw\nZ9FyXHuUEpQSAqy9AUUL3o7wI4OyijHCWARwzNt07phWdqYmaC2CkdRQHfLZXybzXHghxe9xbIvi\nZUJ4bl8v/a4QejNUganVyBisVtydt5zWHfM6Mraawlpq5ZkuGybLJUUZOdSeg4lCCSxbxX1JrTPL\n1uN8SFvjJI3PNR7OOgjBUYaWIjboFoxTWEnRng/J/qro3WaGfcGKzVa5LISZzG74Qonf4yK/9eOy\nmQnun1lPgGiBkVUYpSh0igDPWkcXHPeXHbULPDCOr+qCanqFUgdoT+HenLEfcRDHrCaj9Wa5ZReo\njO73CQtLF4iNpxPHfqwp4gobFRNdcVgVONIu4XnrGFuNkrQHOCteJvN8+EKJ35Miv20iWwuTeo1R\nIhQmOS3vV4Y2FCglzBvHg+OO00Kojva5duU6RXcCx7fg4UeMRkfc2H+d6cERt+Ytt+YNp00gbjUt\ndz5FhK32GB2YGLBaM7UGUZZ5F5i3nmXre88/WV8fW+d/ufk5k9kNXyjx2+bjhHB7d0ZECP1gcNrt\nqzAGDquYzA6U4r3OM1911I2wPyqYTAzXOsWkdkyaFVVZUxnH1QkEB4tGOGvTBbQ+4kNASUhLmAqY\n2QJfllhrmIqlUgZwLFtP45LlfacVTm/mjgfXhtz7nMnshi+s+F1+5rf1yTqjjMQoaSpYBEUqNIyt\nxqi0F2TeOI5XjmXn+WjeMu9OeV23fE0qvrZ/DWM0srgL7QmTMOOKTOnGo95FOtCE5OCsBGpjqKVk\nVZSpqTk4ilCzCAFLWLvG+N4BBrXZYJfJZHbHF1b8LqsIX5ox9qNkIYKEiFcpthq2vIloXpkVBODu\nvOHBouWDB0vOpprJ9au8ceN19Pwu8f5NePAh48O3ePXKW0z2r3B70XJ73rLoPDqk4seyC5w0nnLR\nsafdVvOzoZKCSWHRSvq2m0ip09Ilu7WhbtvNOpPJfD58YcXvSWwL4WBPLwgSU4uxVslqamQUV8dF\nsrsXYb5ynK0ct5XwQVtw5GfstyeMVx3j+Qnj/RWTwnM400SvWDSKZddvhwuBRQv3paMLkdo4ruuO\niXaUotkrFLEoaP1QNIkIEasHl0Ky718msyNeCvF7Uv/fEEmFPgyMxLQTuLfCmhaaQitCiDxYWO6O\nLS7CD45rTrrAW7HjbTXh61dfQ1REndxE6mMmccahmuFGJYvWM++t7LuQKsm+gtFEczQaY5Ttm581\nJ3W/8c0FCgXeC74vUcv6/C8rYCbzefJSiN/TpsAxJvv6OJgLkBqObT+xcTSxvHllDFpx+7Th7rzh\nu7fOWFzR7L/6Bj/6yteI9z7E3b+Jm58wvfp1vnL160z3Drh11uDmkTPv6LrAvPGUuuCaHtGNx1gl\nTAUmEZwPzNthkTq42K+8lI1NV155mcl8vrwU4vckHh2FS/s70ihImrk1SpiVmtf2SiqrMcDxvOH+\nWcOt8ZSbYcYH9oAyHlPWjmJ+yvSwZlZG9qaa4DXLLvUPLjvPonWcrBT3l5790jHVgbF0VDhMJ5iY\nmqNhM/kxLF0aGp+Ha96+zWQyz4aXSvyeNlJKPYD9i8PGDt+KsF8aKqNYNY4704KDccHCBf7k3pJj\nF3i7dnxNTfjK/iGKFn38HqE+ZS9OuFZMCdHCElatZ9UF7i5blBKuF55rpmNkHQUFE1PglUYEXAxE\nL1T9sqXtlZe59SWT+Xx4rkvLH8enXXf7NDPBW5qXGor75UISQAsURiiN5pW9gq93U4JS3J03vPdg\nyb9675i/8qrl4NW3+drhW4SHd3C33ye4HzK7+jZy9HWKqkIBjfN0IXJ/2XHWeLqpUM6Eo6rAKsvE\nGIiGuvOsXLLP16Kw6x0lsm7OzvlvJvPseSEjv8f9rT/LHeB90RdPRProT9TW+d+4IERhrzJ856Mz\n5mcNDx4uuX/1KveKI+7NSvTxCj1/D12fMTl4ldkIqqLAh0DtAw9WHfPGc6dpGOkRN/bGxMkEE2Di\nI9pHQkhV385HOi94HdFsttOlQk3Wv0zmWfNCit/j+FwEIKYqsNva2atIm+Cuji2zQnO26PhgvMKU\nhtsrx7+8PedhveKr8443dcHVcYn2C/Txe0yrM66EimYyAqBpPavWcVo77q88t5eeyigqLexpoe4E\nRVq45ENaoJ4mUdJHznkzmc+HL5T4PYmniQwvpsBxuO195RWbM8CRVYyt4rWDkh+5MaEmMq8d37p5\nwh+/5/kr1yuu3PgxXhu3xOUZ/tYP0OYWBwdfxRy8iVKWtguc1A4XhQcrz7vHDVdLuFpGpgZ0SHZb\nVmtEBB+TEIuAjpKLH5nM58RLJX6fNjIcUkuIdBHw/ZJylcxQX52VBBEOZxXffv+Yb79/wu2TFfev\nXeP0ynWWBxF5/9vI2U1E5kynV5mMBKyl9iV1CATguOmY33e4PcNYNDOjKZRiYpP1dIzQdoGgk+SZ\n3vI+Gx9kMs+el0r8Pgux3wXiA0SVPlGSXJunheGNPcXRqGB+1vDhgyV3zhpuLx3/6vaC+SLwymnH\njaiYalBugVrcZl9NuGEMbq/i/qrj4bLjpO7YKya8sjciliOMCox0IHbJJqvxAReSBVepJY3g0ff+\n9eeUWf8ymc/OTsUvXPijHf6oXxj687/ooRuajn1EKZhYxcQqXj2oeOP6lLMADzvP7/zgAd+1np/d\nK5hdeZODskPwcPddquKAa+PrVAdTtBIWtWPVeuaN56T2HDcegTTfS9oZ4mLExUgRBBdiqkT3xQ9F\n+h2ulzWRU+BM5tPyNOL3d4F/C7gD/MRjXvPrwC8BS+A/AP7gsheppxS6uP4PbO/5+bzZFpQA6eyN\niNVpG5xVwhuHFV7gYFLwzkdnvPPhKafe8/b+EfXrVwjlinj7XeLtH6DHS2bFmNH4FZbectpYTluP\nKMVpG7iz6JgVmr1SMzKKuU7tLT6Ai5EuJO9Bo5LtVe8gSF53lMl8dp5G/P4e8BvAP3jM878M/Ajw\no8DPAP8d8LOf5aJk/Z/dM6SUPsT1iK2QTBAEuDouKLTmsCzoFh0f3Vlw3Hju1sI7C413iv0G9pzH\nuhbjlqjulCPRzCuh26/QSjhuHLUPfGVWMLFCZdS6zSbGiA+wcmlnsPQ7iFPvXxLAdK1ZBDOZT8vT\niN9vAW99zPN/Dfj7/f3fAw6AG8Dtiy/8NIuJnhex99vz0re/hLR3o9TClZHBKrh+WHF0NGKu4IfL\nlvn37/O1quUvGMVP7F2jqgwqtsjZh+ypGa+WU4pqwsNV1/cAOvYKzdVxpDKC1Yqp1awktb0su5DS\nXCUUMaXA9Ol46K26chCYyXw6nsWZ3+vA+1uffwB8hUvET118gM287cf9DT8PcVynwH3rSeshErAq\nVYH3S83bV8fUMXKwV/HRgyXfef+Y45Fw+NYh3/zK64iqCYtjuPcRxbjlcK+gmh7iQ+C47mhcoHZp\nwqMyad/I2GoigXnrWLaOEFJEWGmFUlt7ifuLHHz/sgZmMp+MZ1XwuBjTXfq3+Ou/9qvr+z/z87/A\nz/78LzyxhWMQx4tvugtBXKfAMe3oCJHkzqwihsgrU4vRMw4Ky79YOW7dmnMSFPf9mNv2GhJPKd0J\n1eIMa8dY5ZiONItGc1obOh9RoqhdZNGl3b6VVYQYWXTQhoj4mPYDh4ilP/8jrc48F0nnxeeZLwm/\n9zu/xe//09/+zO/ztCdrbwH/mMsLHn8H+H+A/7H//DvAL/Jo5Be/f/f0Y7/J1tK1R/6QL66lPPf6\nc6/72G/xiRiaoFW/ZyNtgEsGqIUSmn6Z+YcnNb/9zn1++517rFzgR1/Z40dfnfGWXfKmu8Ob7i5m\nsgd7R8TZEbcazUet4YFLJgqVSc3Us0IzLTS1C9yat3x01qKVMCs0s9JQakVphFIrwlCZXjdqZ/HL\nfDn5xo19+BRVgmcR+f1vwK+QxO9ngWMuSXnhyW0t6yiQS0LJPjdem5PGeHm4OUSJz0AJtq93EJrW\ng0gSGq1gphU3ppa3ro253x5w86ThXt3x4ffucWsP9I0Zb766h1YpOY2L+8z0HqGaMVIlyy6krW8u\nUChhv9RUOhVARlbhQ1qSdFI7JoVOlvf9wl+JG+fn7fQ3i2Am82SeRvz+ISmSu0o62/tbgO2f+03g\nn5Aqvu8AC+BvPO6N1MeIcy8NwOUiOZztr58SWbfEbCLGjSDGrXPEzyKE6+/Xfx8XQFwgBKFUEaUi\nlfJ89bBEmQOO7q3405snfOfugr045uFrV1ldvYq0x6izO6izexQTzd50gikN3rechkATI13QxJh8\n/cZWcVBZll3a+HbaepA0eVL142/D+d92xJzJZJ6OpxG/f+8pXvMrT/PNwmP+OofVPRfFMfb/Xbf8\nXRDFi4KYNmIMn8TN85cUVD5uAfrFp4bWGyH5AHYh9doZEYIIhVW8MjVMqxIbhQcPV3wPmLeeD886\nvvOg4VpoOawdB8FTSMQasEVag2mVEHw6W2wDFBoqozkaC7qGxgcWrceI9Gly6I1PJTnAsHWB5BaY\nTOZpeCH8/JJAfbozq8sEMb2nPJIib58VPm5R0GVrJIcIM7AxQk1pr6BjX40toLKR+azg2mHF1WsT\nAvDuWcPy3Qd8Y9Ty4yPNlck+0WiiW2FWQhUUU6OwSqMQapcuyqjkK+h84ERBCKnwUbtA3QUKoygB\nPaTAWxe7bYSQZTCTuZydil8Xhi1qjyKX5LrbEVd6zce//+Mjw8uF8JNEhNvPRyCGVAEWAkFBIQEr\ngaMq8I3rIzCKmycNt09q/ux7c7pXSg7fmPAjh1cR34F36O6YsZpwWExYiU17f32yWJgaYaKExkTG\n/RkgCKvOE2JkVmikMH3z89bviyx4mczTsFPxc/1wr1wif2lyYbjf3wLEbfFbJ3jnhO7SM8Kt94g8\nWQg/TjC2RXg9etc3QadIEESlXcATa3jzQDGtSiZqzuKk5nvHKx7MSh6GCQ/LK5TNCWV3jHEryqJg\nYtMY26oLLNpAKwFbRCYhUIQkhFfGlsZHOh+oG4eIYHXAallXozfXuan6XIx4M5lMYqfi1wc1XPZn\neFHM1oK3tc9W+imHx4riY6LEpxVCuLxQ8khhpSf0yicIXmm8VlgNhyYyqSJnq44fTCxFaZj7wA9P\nG6a35rwqNa+K44qOlErQVqFF0bhA4zyeQKsh2mR6cDjS2ELzoHY8WHactY5KKxqjKLVK6bc8/ex0\nJpN5TpHfZah+lwZwTtjoI0LpVapfb3teFNm8RtZrKT++8eeRaG4olmzlvY8TzfVkRdzYYLUhOcAU\nSiiVMDaKV6YFb16dcLdxRIQPzhruf7/jJ/cjxb7icG+E1gqFw8UWG0OyLVCaaCyxtMlSK0SqENM+\n4CbNHXc+UruAUZ5SKwotiJJLjw8ymcyjvDB+fuGSMut2GjfMtW4iu16ytgVviA6H++tbefJ54fp9\nZRMFsrmkbWEeZmoHAYTYj7+Bl0AlHi2BA+v5sasVZWV4996SH9xf8ic3l8ze2uOrh3v42RjxHeIa\ntKspgmWkLVEpXITTNlCpSCGBqXim4hmrVAkGWHXJ+CAUIKJQSvroePh9bI4JLiv6ZDJfZnYqfrp3\nK4a+geWSVHKbTZR1/oVrQRs+3xa8dVrcb2WLoCRuIsZLzg0vFlaGHsIY47nWl6FIwtBcTF8AiSka\nixHQYLTCKsVkZPiqiRxOIXaBOw+WLBctJ3XkXmu44wrGrmXkGkzwjJRivyhpReMjHDeeMR170lBJ\nQ+UNe8bQjCwuJMurZefRKvX/mRBRIqitX9a2mGcymQ07Fb/zhYpHe0oeqbz2/xmaYNbCGTdndIPZ\n5zo1HqJD2VSWwyCEbKXIbKXOW9d1PgDdfN2l7TLbX0e/CCkKHRorgjbCTEfGZeTqxDKbFJQjy5mP\n/OCkRht43ax43TTsmUilAxSKeRBOG89J7ZhKh7WOmfGMtOGKMdhRyXHtOF51yRTBK1wAF0EPV77+\nR+D8b1W2bnMUmPkys1PxM485kb/Y4XdOgARi3IRol7WmxBAJbM4NB9Ecoj36yE8E1JOEULb65Lau\n4/xZ2uYqtrUlxHT+1/nISlL7i5FIKZEbU82PXh/T9F/z/smKe/MVf+mKYnbFsD+2VEVJURqiU5zU\njnnnES00ZUmoSqyy7ImhEoMPgWUrrLp0ltq45AqdjFcFPewjlvOCl8lkEjtOey9/fC1uw+fb52uw\nJXoX0tAh/XzMgd6W9q3v+23Bu0QI11MmW8KxXeR4XOS0KYBE2gChi0QVEQkUynNUKb55bczepOK7\nt+d89/acHywarlUH/MgrB4RpBcGh2wW6DWgnaAS0oTOWlS2weGz0FLFmIoGRhtoolEhfBAnp7G+4\n9ihrIc91kEzmPDsVv8do32NDkkEEN2InGyGMm7aUbUeTc+0pXPz6IYUdxGAQvM0ZYuwfY6uQ8sjl\nXhYFbqXkPkSCpEjUak00htkIdBE5nETO5g3vCdSN56QO3FnBwSoy8TXjsKTwMFUVh1UFStN4uL1w\nTKVhRsM4NlShYM9Yohh8/z1bH1AiaeyOrTNNYR35bov3RSHP6W/my8QLU+197ITHFuuzv/7Jc6JI\nP3Ym5yO1i2J4mRAmTY3nRFDOvfrjr0/YEuKt9/cRuijUIRmRTjWMLVybFFyZFdyrHXMfeefhitZ3\nvGFr3rANhdHsWUFpy9wL89Zzb9FyZFq06RgbT6Vgr9ToaFl0nmUX8P0/Aun8Mf1Mw8+pyFFgJrPN\nbmd7+9vL/va2K5KP61XbrtSef9/0tWpdpe3FaH37aGS4fT3DHc+j54DqQsHjY/voZCOo0BsV+EiM\ngUIipQqUBK5PFd+4MaGoLE3n+f79JfdOI/GKcHRkGBUlE1tQFpZYJ9fne6sOWwn7toCyxIplqgpM\n1EQijQ94n/4B8DEigfXWNxj2EveN0PFRARx+5lwEyXxZeC6rK5/Yc3eJV1/6uqcTxbXgrQVQtjzv\n4iOiB4+K4loMttLFzZTJVpvNhV66c+eAMeKCEGJM429ErIJrY0u8ZtgfOb5964wP7p1yJ0Zenx2w\nGh3C1KC9w3Rzii6gfeqn8aqgK0qaqkBJZAwUIdI5oTZpoeV60fkWMQIS8f3vQG23+1z8XZKFL/Pl\n4LmkvU80D9i6f27KIsZLReeiJvZNMEmAnlIIL17TIF7D9xjSxrh+Z9aR4OO0PPRtOj6mSnfQFoxi\nJhFbREa24/bxEgWcNZ4Hq8CHy4DRHVO/ZBqWlE4xUyVHo5JCK+ourbycKMdYPIZAERQjpcCox0an\nw88X+h8uyuBQnavAmS8nz/XMb/tM7jKGKGR9K1sV160pjPOjbkOf33YU82QhpLfUGpqWh/cbvkmQ\nuI4Ch3YZ+utI1yZrIdw+mxze3wWoXSTEgFbCxAoyNlybFtzYLxEtnLnAn95fslzBV4uaqmiodMkV\nqzG6YtXv+nhYO65ZjyocMxOxUlAZA0Hj+7QXenHrFTuyiby3r+98D+Tm9771o+dIMPNS8lzFbztq\nu8xEdLtwsXng/NelP9ShAfnxUdjm6/pSxkUhjNKfi8VHQqHt65ChQDKkw4NwXEiHh+83PBBIll4R\nKIPHqEAVA6/ONH/+tRkHZx2LxvGd22c8rCL6SHHjqGRUVMxsQWUNtxeO45Xn3rKjnCj2CsPMKEw0\njKJGotA48C6u/7HQCFH68cH+9/xI9Ld1wTkKzHxZ2G2f33aF9pLnt4Kpj402tiPG8xHLll/glsHB\nZX/UjxRF1sWKrbT4MUuB1o8OZefhe2xFgeun16KTpj9CjBidHjZauDEtMbZgr2z51oenfO/BimVl\neOPgkGZ2yLgUyuAo/YITH5AQ6EKkE4MzJb606AhVjKi+uNL6PsqT8/9IKM4L+fB7HNpiNoWeLIKZ\nl5/djrddcj62bSUFW+ntlr58XGp8mRAO0eCmcCGPEdPz42trQVhfi2yJxOb5dRR44SMOUdTFosj6\na9L5n9cKrwxaC7NxpCzTG753XyMxsmg991eOD+aOrgtMw5JZWFF0hokU7JUFSoSlizysfb/wSFBa\naHWyt4+9cewg/GroY9xK4Yf7Eje9jhf/D1r/bFu/70zmZeC5THicE7OtKGkzu5tSz/Uf3BChXfza\n4fl1JLYRuYtCeLFQchnn0vDHfDz2u/dR4DoYXM8eb/986bVd6KM0wCiYWeHqyHB9ann1sGLRBe43\nnj+8Peero8CbZcOkaBlrzVVjKKQiALULdD5wUICNKbLWMY22xcHeajin7KNAHyGGrZ9x+x8ZQMW+\nHSanwJmXnOdy5neZ/pyLLvo/2iFtPBeNbQnhJgK7vLo5RJHb0w2XVYy3729XeM+/razH5C5Lhofr\nCWxE9LICgpBS0i4EQoRKAhpPheMr+5aafW7NO06WHX/4wTFnM0V1zfDGZERpKw50QaUM91cd95aO\nuvMw0Yy1ZmzTqJtR0gtcijQ1glbJVUdC/zOEtIR9bSWmNtFrQC7843H++nMUmHkZeGEmPOD8+dSQ\nVq4jwz5tHM7oYEsIP+aMcDuy2U4DZftJLo8Iz6V8si28F6y52NyPkGaGh6+Pcd1ovB0FupDez6tU\ndCmN5rWZYVRWTEzNHy5OeP/+ChNHvH1tSrt3hVLBOHqq0DHHEbyndpEuKpyyRK3RRMr/n703+ZUs\ny9K9fmvtfc6x7l6/7tFlRpOVSVYVk4JhPekBEhIMYAITBvAXICSG/AlICDFBopGeBHOEhARMnhgi\nGunVkxBPelW8fJVdZWZEZnh4extrzjl7LwZ772PH7Np1v9fDw+NGpC3J3eyaHTu9ffat7lsYEowu\nJtEDyUfj8i+B5VrAYEaIQsAwE0I+JarFDQaun5ajHe17Yd9OkfMrlhn3oxbbFhon5NoHwte7xVxD\nx8IKh/3Zc1PTS9dXtq/nxw3AO3w0u5qpRMayvh6DW2/iMZ/Y2lllzKew6QK/bhxOkmv7dBX4zXnH\nmWs5sTUzNlRtRYOn9p4ILDtLuoUCjUvg1sfkFpsKThVDcu+v4UToStvH2A1mlBkm1TYelWGO9n20\ndzzDY+RSZttxPRkxtFeZJHZVWFyJEcYxKzwASjuu8hj4xsscArz9/ZMxoI7AEtt5LJ8qCY8oDN0r\nhY91BhqhwnBEao08rCMfLRyfPpyiTnm8avnHX5zz42nPTyY9iyYwVc+jiaOipnLCqjcigVmlzH0K\nrq46IUbozQhqhJhYaJG7Gu91jFsXWDXFLjXX9Wg55zecj6P7e7Tvon0rzG9sO90SkFmVDK8dCryP\nXx/DqYwSDYPd5BLvBfoP9bqOHw/ZvpueEi5b2a3i5ApZa3CM7DmW2cf8+WjU1uGs5UQDP3lYg3/I\n46uOp1ctv3n2jPa9ipMPaz49nTGRhofS0Jjnsg283PToBt6feeZe8ArepYSKIUOfcZn25nU3Ax5I\nsdFoo+x0BuxyjIUFXjsPHAHwaN89e7fMzw6UIRdXeIdZjCDNSgLhMCCW5AKQC5BLeYrtsJLD7Wu7\n291/X0bP918bauZGCyVGKMO2y3YjOdGSAbAIppbhR2UFLn9+Xnv+5Mzx8MTzs6+WPL/Y8NsnKz6c\nVpzrgm5xRg3UAtOQhEzXfaAPxrxOqs5popvS+Dxi02AT0l65fMJU0nLlnA9Z4J0fjHG/sgwJneHc\nj54fWeDRvkv2zhMeh8uG4VCZytjFFNsDxFf09u58IUs8cC9Gt/+5ay1tjFhh/vtGPcKyn4U1DZxv\n9/9BGSZ/QPIOWa4yrtQTnaNS4UyUU5SXq46ziaeplDbC83XgtxctJ9KxkB5nAW2BIASULhqrEKlN\nh/gfGKs+su4j0StOoNLUB+wlubnlGPuYBFmjbc9XsG35y1EW62jfF7s32d6drOk4MWJbl1ZGjwd7\nexm7orLDXsr7NnocJ2Be9WW2vcdixRUc3pPRMgUIx+75GFDYzgSJeW0taX5vZQHXb6hjxwNafrgQ\n/vSjObOJ56tVxz/5wwU/agI/mvQ8rCITak6rmjUeQVi2kT67vI0XQu5a2fQRL5Ld35T0cCp42WVt\nIebrMWKAMZ/z8oO0Ow7gaEf77tm9Ab9DtsOcLINccVXHX7wxbdtDqH23DK6D2NfZv0OAON4VGTHa\nHTFWG7veqdxFeogWaQg0scPFNQ8q+OmjCc1szpNly9Orlt89X2Lvec7e8zya1cx9wwfUrMzRBeOi\njVRqnDTK1Ct9HmqeWJzRRsP3RuXSfro886PU+kneuVDifvlAU8Jm67Lv9wSPgfDoAh/tvts7nt52\nM0e40R0+vPDwME5WjHUAb9b+K/vyzX05913nayxwBHwDEzWjzeBkAk4c0TUspsqPJp73rOJvvrzk\nycs1X7xY89nJKWu/gPmMKUJtwlVnfLXsOF93eBVqVyG1S8kPFSqXgLjtI9GMmSkqOmR/HSAltZsp\naRwzQNsy1QKAx57go31X7d3O8HiVa2mH+2/3i4jTY2JUsPdlky2YjN+7y/DucWLk68a1BndaxomP\n68uN9QVDBHVK7yfESqlFqAXOEJ5ces6mnmntiKKc98LTNUzpmEjHtI/43rLb6pIAQkxTSWqnLGpP\nmwcdrXKmxang1bL8VYlDMgB2Ksa2HfCD7bU4cBW2x75d1ZEFHu3e2TsWNrj+2thj3X97323cfe8w\nEMpoibvsz6vEE96GlTgZkkAw7iRCRvtg0ALLvFxNRx1b6thyQs8P5srlBwsmjefZOqDPlnzoN3zo\nNkg8knsAACAASURBVKm7IzbMfU3U1KOx6lPhs6owrZTQBpYhctUFHOBL3E+FSvN+iuApLDCd02Db\nRAglgZT3eycRdOA6Hu1o99G+9ZjfKwEx/3ctYcANLrSxqw4D11jg3uLv1MqxFgWVknQxbCiHiZYe\nzYQuGDONCEYtcNJ4Pn1Q4Rvhsgs8WbU8vQrEWc/JrOOscZzUAlrTiscMln3MwCZMvbLuE+x20dgE\nYx0ivhcapyi5/5dtS16KAxbqKtsfnVHoYb+f+egCH+27YN86+B2ygyUo+b9DQDgsO3p97HLtKEBz\nODg/fnxTO1Quc8jGLXLAqHZOkiagkfpyzVBR6qohVg3zSvh4Aied8bdPrvj9ixUvlhseacVniylu\nWrNwE6a+5ioIL9eBF5tA7YST2tF4pc5ZYCW1vy3b1Hkzrx3gaNgOf3flPGlKdEje2bEsViqK3pbw\nFOmsMfKV9952wuloR/s6di/Bb2yv6igoj6+Ko13Lvt64oW0yYryO/f3Yzx6PNz1WpR6Wvcmd32OB\nwzEpg9pKjMZGlJVTNCqqwryBSWV8USlixqaHlU5YNadsGo/v1zSbF/QdaO+JwWPqEjBJSnw0Tmm8\nYiRmOC5+FhSnhi8tcMKQKS7HFDLdC3vnuiRBynLjc3ZkgUe7b3bvwe8mO5S1NbZ/jEFp/Po4KfJ1\nv5CvC+qPAXqfdQ7LjkBwf5/FEitb9ZFgMHX5nxgnlXA2q1gGCAhfLnskdpzFcx6Gc2ocM3fKaX2K\n8x6vkgcpaWJ5kuYBX2161tHwCrVL84UrEjV0bF1ZRdIOaQn2pcexqk6JYpZUyBHwjnaf7TsLfods\nx9064BaP7Tau153Z4w3rKNs75H6XJ1tA3PUXI9AG6EJEqhS7q1U4mVR8/GCCc57ejF88X/JYOn5a\nLZnWLdOmYu5AJy4lPyQBqROYeodXpQ/GlQhdTOxv1YeEbSkTgqmg5BpByS6tbF3gBM4pEVJAEPZK\nYfJxjI97DPRHF/ho35Z9L8Bv390srx1Mcuz4qbffRmGP+/Gs8areJK61wx6lZIWLDJYMCZBg0EWh\njYJ3yqyBj0+V2rX88umSXz65wsWOyQeOTxanLOYN83rCtBZag3WAVTBUkuT9BGPZKdUmbb3tI5ck\nMJtVBjjM5bkruh3eruUEqCFREE37JoUB2m4t4HCcRxp4tHtm3wvwK/Y2SlfGMvblyU4ipTCfcWZT\n5KAC9E37MAbIMfgNAJpXkv42QnYxg6UMrZDa1M4ajwK/fbbkat3T9sZLWXC5eMjJDHy3xF18hYoH\nnYKb5phfKm25apWrOtUDRkuZ35iPzWuKCXpNQOYkd4LkfXQiaSxmLHueM9ajE7Y9fNnGDG8ROz3a\n0d6Ffa/A7672qoLmsUu640JbBicbv5+BLyvKbP9+fQLlkBWGlYBWshp0gsI+GmuSYMHMpwTFSeOY\nN47ejOebwC+er1mvIu9xyXt2ifoJvvZ4P8NjeOuoorHwRj9NLvBl23PRJnUY7wSvAUMJJlSmxJyI\nsdwBUloMCwAKWRaLLIM1ZILHPxK7Pxw75/loR3vH9r0Fv7dVwDwwMdtKZJXCa5XrX959RgOvZjVj\n1nOIBRYF6/J3MLBgVLkfd1YpH540/AsfzPn9Rct5G/ir373k40nkL056Tk6E2jm8UxoveCLODLHA\nVB00mkZpkhIrm97og9H2MQGZ021iIz3FFZl7ScrQokmqTGJ212MBwJ1u5nxcR7g72v2w7y34je1N\ngXD43DhbwdahS7EtuQ5aO7Ruu8E3YYGwZYGpRS6Pv8xusBPlvXnNn5nQ+BX//MtLfvblBY+njrMf\nL/jphw9pZg21q6m8A1MSdFc0CBXQBOhDZNPHrPScYn9tqWnJx+nMUjcICQCHOkARnIGU3riM/DeV\nwpSExzgBNFbHObrAR3sX9kcBfnexnQQEr2FtOcA/dlNh69YV6Lgt4A7M8sC+CAU4slirSVKBVnjQ\nVEwrTwU8frYkbgKXwPPW89jmWHRMiDRxSRRHEEcQxYcNLrQ0oWeBp60dlavoo9FHywALmrW/LE+F\nKx0oJskdd8VFFxnEEUIWURw6Vsp5EIa44rjQ+2hHe9f2Rwd+r2OB+wCksCOIWkQ+C+gVtpMmum0n\npZXylVIeMu6KuLbNPRZ4UzlNAYyUP7AEfpI0++aqtIuKh/Oak0VNb/DFquf//fKSzxaeT2fwyVSI\narQInQh139GENS52zGQKk4rGPMsusOyS8otmJI9mxGB0kGsGU9LE5zFvZdpb6Q7JAoADaIc91rzP\npsv5usuPz9GO9nXsjw78brL91rR9ABp3ZJT3jW1QP0nXC5aBoIBBYYHj2je7BqAH9mdvH4bH/CRa\nkqcHcBZwFllox2dnFf/yZw94fNVxsen5R79+xrNHE/QHc354MiPgUslMMJwJJg51xtR7vHfUliSw\nhDz2UmTI6cTce9yX8psIQSG4pAjtZFsTmNrjdkMCsBsy2Mmgcx38jna0b9L+qMHvVSxQDjwvIFaC\n9pYRbNubu1veMZ56NmaSqSRktO3R+4dAGK4zoGgZbEOkSnorzLzy47MJ00nDL5+u+OsvzvnlHy5x\nwfjkdMoVDQZ0OV4YfEPQCq9G6uyNqLVEFaxSuhFIhwx2ffJj6TOKRydEE6LLitBDMmTEVLP/n8ng\nkc0d7V7YHzX4vcpe5XpqKXchB/WtAARb/b48jNyNykKsjNs0ELMBBG2PAd12/4aRneoxr1QqvF8Z\nJ3PDgvHF0yVqsG4jL9eBx8uexmlKVojQIyxxtNGoYpunxxmVeSauwqNDzC6aEDSBXpc1AXtL80di\nBseoQkTwIui4MBqGIGiULcDvuMDDz8codsoxEXK0b86O4Ldn+x0gBQSL+1dc3J3PlFiglYwseShR\nCv4Xeaj9Rn8Bxt///XY6XgOGZfkuwEqM2oxKjKk33p8KH5x4PjybUE0cz9vAP3tyxQezivdnFY+m\nFZtgLLuIxchCDc2Kz16SiKqjJCxkALhKDRdI5T75eLsY0+Ajp+nYFZwVeax0IEknkKE1roD3AGp2\nHfiOdrRv0o7gt2c3ZR/Hw8xLKUuJ6xUlk4ANsbFhNTG5yYkFyVYnLwNbgFFXRN5WWWQPEG7a194M\n6yEQmdDireWUwE8eVnT6kMsu9e7+9R8u+OmjGTOvfDSvWXWRZRfoQsQ1jklV47ygBj5KnuOb4nwO\nqHMwz/e55CUYbYi0IbnREmICSlUql/bdSUqCFD2EKFvQt5wJOjjOdO+l7Q/P7jk62tHe1I7gl+1Q\nf3B5/ZXZ1/zeoHdHDnHF7BprooJpSFBak8hhFZehHGTPbqoJLMyPaEkZWoxKBBNlPlF+7BpOF45f\nPVvxz7+65G8fXzJV+HhRYUxyzWCSul9HuAzQFzd9b9+cpMxupYIXw6sN8vcAXbDMQo0+xhwHVLzm\n1jjZQteO6MF+tHScBd5NBh/Z4NHeqh3BL9sh0NkBGq5nX3fcYU1IFCLEXCMXcyfIMDNYx5nNwgJt\nqAccE0Abfet3gOjAfpbyGxEhuJpQNdQiPIpwEo2rTc9vngmbLrJqI8susuzS0Uy9o3YpsnbVRjZq\n1C5p/hlphkcfjUpTv69ToRbBO6OJRuWS0sw6M8A2pD7hLoJZJKrgNAuoyrYrZhw7TW6vHDzGYx3g\n0b4pO4JftoPlJjd9CS1lNgRG4LQb0CssrgiTZs6Xa+G2RdE6+nQRBtiRwcoAMYDugQz1NiObVF80\nCJUYnshUAo+qyPtTx0enDZPGsYnG01VP44WJS4B21UWu2iRxP68U6rTNLic4UltbxMc09Nyr0Kig\nEnGiaA9ObCiRMdtmlauctlBJDHjf9d/Je7D33HaPefzjc3SBj/Z17Ah+e3ajEsteIqQU6Q2ARmaB\nuvXXQjR6M0JMHREld+lVcnH0KBZIjhlSagFt5PIdpj877XckkG0jhM5oJDC1joqWExf59EHFWk9x\nqlx0gZ89veSTk4ZPThoWlU+MDaMLmc3lquRNSP2+nROipexvo0YjkUqMBsV5pVLHSiNOhU0fc0Y4\nscA+xwJdluhKx79lgPvHsn8JbHtKr9U9Hu1ob2rvFPxe1eZ1m/7bd+EC3aYDpDyWhEf5XMpm5iE/\nOeYnMWV++/ypbUY3SUKVz5mk5Uq/bGTrzg6ZUPYAYB842CYoVKCWVMS8aDyfqjCZKn+4aPn9xZpn\nq44K+GDqaWaeqRfaStloEjwNGbzXvbHqAm2QYejRohKkSkkNL4InTX5zongxahXWfWQjkT6mzpcu\nGFG3509LImR87mFHMWdcArTPAMvyw+e4DppHO9qr7N4wv9v0v36boHhoPwpL22EwpG4H1V2+FkkD\ng7oI0XIQDIaaO83+sNh2Rsa1ejh2WeCN8T8zeqeEPPt3Ysb7EU6CsWp7fvMs8PjliheLmmUXk2yV\nUxa10ITUqzIu3TFg1adxl9HgvakHPJXzaAy4XB/YiMNVjsrnWsJe2IRIFyAWFhgTQDsVnNq2C0Ru\n4rfkzDADuh3jgEd7G3ZvwO/r2OuSFW+6jtt9ZlTWMhQ0y+AGpyngSSigDBEXDCRiCHVmgKUcZMh+\nCpjYTiJknwXeWJZDAtBNNKRPyYrGwcILD2phViWw6824bAMvNj2VptfNC+s+MT6RlPxQcVy0PReb\nwIt1n9xY0g5M1Zhmaf0qZ4S9gUPxalQhucEbsaFLpMQQzSR1hMgui949Fitndji28jjOAI+fH1ng\n0W5j3wvwO2S3AbOdQPprwPJVLnBhf0oueRklQ0yLW2aZ9aVSEOuFGAW8puWzW+e1CCSkdQQzeoQY\nbTfBsufy7u9fNKMNECwyITCVnpqehfZ8tPCsbE5deZ6se+LzFR/OHB9OHROvmEKfe9R8zk60GfA2\nfeC8FXQp9AEeThw2rXBOkNgjfZcGnoujqtwAik5TNrgLif0aSTEmBhuSIONM8LXzfIMLPA4DHO1o\nd7HvLfiN7U3dpNu64sMX0GwrbCCj2bcqQ90bpFhal4HACk3xCWjUJYFQVwRCDYg2lIRYbotL4gkj\nzjmiPULqvuhjHlqkUCuYCqeTih+dVUwmxot1z5cXG/5wviY8rDnVmql4PI7GKd5kWO+qU6ZOaZzS\n9saTq5YX655VX9ObEaeeRoRG3VDX58TQnNRxmuKJrQqbUFigZemr4Si23TD75/lQHSCHr+2RBR7t\nNvZOwe/rxmrexDX9Op8b22sTIbbtXhi7YoPSSVbic5KTAX2kj4ZKci/LBpymZRSQXA1sIkTJ8TzZ\nTkqLAqOPDtvVPaAMokQ/wSph7owfNrCYRv7mDxc8u9jwfNXxsHb86GHFo3qCj8YkJ07KOhe1spl4\n+mhctIHLtme97nPxsyCiLCqF2tEIqAUk9jiEiToq56iCse4jIon99ZAFEnJvMJbd/20/9Pj8D2G/\nEQvcn6dytKPd1r5TzO8u4HkXwLvNeu+SkEntbpZVkUdsRgTNUu9dSF/gNiQQbENkUSsqDnFp2SIP\nVTadyma2kf9DwgCHLBi0EZZBcCosnDD1ym9qxYnQ5R7fF5vAog3UTqlUsxhDAttF7VFRZrXn95cb\nNn3gZR95ue4AWPeRs4mnjZ5FpTSaWKAKOAxHnzLbTnCitMHYSCqKLsKpccxqc/hAR4c1ZLzFRj8w\nr754RxZ4tJvsNuD3bwH/JcmD+++A/3zv/X8d+F+AX+a//yfgP31L+/fG9jYygm/EGI0hW4ok9iYi\niKS2MBUhRsWq9HoXIpsQ6AJIzn0aSq3gXFJIwWVdvZz9sLhlQJHDs0SSJaAMEdZ9ijVOJDCVQG09\nJ67ng7mjkwZT5curHmPDe1PH+3mwUSRJ2NcOVJSJF9a946r1LPsUB7xqe0JM4qcAIXpmlRK9Uqvh\nLKIEvCjqHLV3rPuYWW5igV0QQhE6MCNKaYOTa4XQBf7HsvjlcI/s72i3tdeBnwP+a+DfBD4H/jHw\nvwL/395y/zvw77z1vfsG7E1d4JsFD/b+3nuUXLaSMpopG2o+FfipRK4wNgHaaKz6lAWOgFWKc4n9\neQTntqGuoXNkVDc4JF1G7qKQM6owsCsnkUYDFZH3pp6fvudYzFMt329frnm23PCnDxtOfENVOwwl\nkFzRqU9MbNl51n1MGeU+sgmpDCYBe2KBJ7WjbTwzLzTOMfUuhQEssUByhrtSlwqp1ejCVjcwZmAX\ns+zWbuOPQ1E3kKsqh2LxwvQOXa7y+v41Otofp70O/P4S+Dnw6/z3/wD8u1wHv+/MD+43mfzYX7ao\nvZTmNj984RlmXwRLiY8N2QUOkS44zFLioHapnawq/l+Ow3XRsCyOZ2WjAtH2BiplwIzZfQ1eCb4B\nB2cOqiksVj0/e3zJL18sEYPTyvHpgxlTqYbPKYaQFaO98cHU49XxYt3xfN2x6lI297ILBMqQJehq\nl1ggpeUu4Il4cThV6iJ+oEarOREkBQBtcLvZie/JkPW1/DocHpI+HiZlb/rLd7Tvpb0O/D4Bfjv6\n+3fA39tbxoC/D/wTEjv8T4C/eVs7+G3aXctlhqLkEpDP/5XONsk+mkguhBbNrW8e7SLrPrDqI53Z\n0AcbDSY+ub8uZVBG5S3bLHC0tL1rfbN7FlBaExTFe3jg0nK/cULfG5sQOd/0PF/3eKf4LFwwBtTG\nKacNeJeYV4hGkkYVohmbLhKtY90HrjqXWGDtmHpl6j3OC0JELCDWY6KISzqCGzF0BIAh7iZvZA8I\nNTc+l77ooiJtbLtH9s/DOCF1ZIF/vPY68LvNPfH/AJ8BS+DfBv5n4M+/5n7dC3sbiZDyhZU874KY\nNe40gdm00vRcE3Cs+sSgrrqQipVrh+Coc+zQY7iUPh4uThi5wDEXXWtOh+4fQh+NdU+O/0UmGpnT\nc1bDBwvPRWcEhK+WPYhwNvE0TWJpKglOKgV1RuWNLqY+XmQk4pDd8k0fc2Y6FXfPK0dviokj9Ygk\nMYRKoRKhN8VrxCu0IYsqhHx8kSEmWNiujDLepV2ugP5WMmx7gY4s8Ghjex34fU4CtmKfkdjf2C5G\nz/8h8N8Cj4Bn+yv7r/6L/2x4/pd//1/l7/0r/9pd9vXe2Ou+NzJiXWbb7K9FSRPcVKjMEE2sSjNI\ndUHpgrIJkXUXkyvZR8y20lFJaXkUU6TIyu92gZREwLAvsh1E1ObRlF57LAYqC7w/dfzpB3OebRKT\n+/WLFRdtz588mKQsNCmeV+JrZV9OakcfEvB0IdLG9PnSYxxi6iJZdpF1HWmDow3GrFJm3jNxglgE\nC/jMAlNGWHAhHUNvEDLL24LrLhCO+V35aSgyqeOE0OtY4BES77/9o//r/+Cv/u//82uv53XcxgM/\nA/4N4Avgr4D/gN2Y30fAY9J985fA/wj8+MC67J/94eXuxr8zkcLb2U31fyVDWYDIaxYCKHMuROgz\nSFxsIpe5ju6i7ZlVjvdmFY+mNfNKmVWpTKWLRh9sEBvY5JKRAn6wbZlL4Df6gltyVxc+/avEOO+E\nl53w5VXPr55d8ctnSx40jn/pByf8xQ8WTLM0s5EGHXkxxCKXPVz2cNUZ62CDokuJ1YXS1hcitVcm\nXpl6ZVEnd3heKxVJIcYJmCiI0hvDcZVymC5uY4EhM8oCguUHZDhmkYENDu1zYxA8wAKP4PfdtH/x\nowfwBnmH1zG/HviPgf+NlPn970nA9x/m9/8B8O8B/1Fedgn8+7fd+F09j+8yWBbQgewG5xStZJZT\nO5hVLmnjSXJLr7o0YvLluqcLxsOJB/PUmuJZtUvucnJ2k5Ws7nBqyxd/595I7wdxdDneNlGo6gQy\nvwEuVx0xb/tik/KqTpIwqYqR5OcNL0KTJ7hJRkcnNgBNFxODTaM2I1dtyix3GdD66JhWysw7GgWx\nFAt0ZtSiuNz50gbDBaMXozdBYwJAsa2YQ1LCsQHwTNJgdTQlRtR2VaoPscBxQvkIhN9vu02d3z/M\n/8b2D0bP/5v877UWb5NAyP8dwrn7oupykx3qsz3UmTCom4hBBruU2U1xQENpQy4ByWoq55uePsYk\nVeWzkIBLgqJmpSIuWYxbMCg1MMr189RFY9lHehMaMSZqnPrAaQ2nE49zShvh2bonAvPKsXCKiMsI\n7nBAI6W2MdIZuUA7AXMdFS+R2unQ2bLsQ26/Mza9saiVPmeFU/wvFYdXpS+4xEkFNIIG6Ei7EGIC\n3QJ85fym051cX2IulpZxRvgYC/xjt3vX4TEGiZtM9sDxbai6vEszK4OLEgAoQO7prXxiJ9GSW/xi\n3fNi3XGZOy8aH6h8aiVbiFJ5oXKkmN4IfPvRSMmknlKcb4bHUEAyRpwEaumZWOCjuePPPpxzFYzW\njJ8/W/LhvOaTk5pF0+TsapK5V4U6M70+Cm1IF8dpylB7l0B6Zo5lF7jY9EmsIRoXbc+yC7Qhtc11\nluoCp5WjllTjpxbwJORTUXxMmWAXs8S+5Jhg1k0sIrDBbFDBNikq0gxtcUcWeLR3K2b6BrfQofal\ncS98iaUdWubg+t4BKL62Dxi29Wtsi5Rrl+XhnXJSb2v7Nn3kXHpWfeTJsmXVRT6Ye2RWUTlFs+vp\nsnyWEZFAdiuzU5wF8cZT5IwMGgK9U6J6mtrx4Qm4Gr686vj9+ZrfnG9Yt4GZFz6a14NSjWTG6rIy\nc+0E7zT36IJJAnY/tKkpmMOJDMXRqxCAkoWOnDQuucI+dblUmphxJVkyq7DAMBoHELeSWCFKjgmm\nhEvMvdNOUrH30G54Aws82h+P3Tvmt283AeZY3+0m5vc61/ldssP9pMPYBe6ycGkBE1Wh8ULlXAYF\nx7qvUg3euuf5qsdoqFWpnFKLJaDACCqY27aEFWn8sr3CfIoV1zCqI3jFq/DAR2YTI0bjixeRr87X\nVAI/XNSsestFyUW0Na0llZuk91IyIrnfZDe2ckms34nQeOOqDUgXsI6BBa57yZqHsKhgVinTSqgQ\nVAy1mEZo5linD0YbDY3kjPOWCRK3gqwxu/5mNugHFhZY1LdfJY5wZIHfT7v34HeT3aRuPLx/wHXe\njye+CyB8HQssxcm9GBrSsdRmmQEKsfEY0DjHV1ctj69aXqw6Zjlz6lQ4qUB9AoU6l86opERIMMmF\nwilTOv7iD/tFAhG6SONSJnpaCWeNsKiUSZVEDta98WIdmOaMs/fbg0uF20Kt2xq/TbBB2FRVh86W\nymUIkcQQ2z4OAg/Q51hgoA2JBU58im2m/uJ0td0ou+vE6EgKOSqGMyGoJMmsWLLgWT8w7rLA4hLf\npj/4CHrfL3u3klZv0AV3G1d5X+335uUYGNC+uzxkYt8RGxwz1xKoTyKfqUy5lGtMvPAAT+OVLkYu\nu54XG7hsA1+cb7hqAx8vaqqTmsY5KqAiZVyNlIVtQxZSzWoLkvvFyjkwS/N2Y4QYAqI9tfRMY88H\nU+HH789QVZYh8vPnSz6YVXw4r5h6n85kBiKvRuMNs0gn5O6VpNjfmw1T3yoEqYXaKVNvXHU9V21g\nnQu8u9iz6TXF9EyYRyVUaR6xz4Dp0jT4pH+YC8ZdFkjoc0xxSADl6ztmgZC6Y8oPwcACy3nhOgiO\n44PlrjwC4nfX3in46S2BZTem9/oPFfDbB8rbgOH+Evvs7G2C4bgxfzyTomy3zLfAiiBq+qJPvDDx\njvXUs+lr+girLvBs1fF81QFG7VNsrCZQE1IWFgc+xQStj/R5IlspvC5fdth2ZyBl8JEyrT0fP/D4\nRni27nm+6vjF0ytCmDCrhEdTT4Btq5lKyvyasA7bxE0XDCUVatfOBnVoFU1lM7j8t9CGxAJj3MYC\n2+DoghJqR+MSI66dZpd1VwZfyRlhFMWysKoNSZaQWWAfQSTNVvaaymJyXqXg+dG+53YvxUwLG7nJ\n9jPCb8Yod9cx3vZ4bW+TEe642XmdhXWUVEWf1RAkABKpVXLgH84axaym8Y7PX665WK+52PQsKsfU\newR44COnLuKd0ORB4+VHp3RcRIMYYwIh3f1RMhHMVcSqYVLDB41xMjN4uuLLlyt+8+SKqQrvTyva\nRXJrY47/OYE6xxzr/K/PXSFdTBlhp4InAV2dp7+5HBOc+MhVG1h2afk2xKFAug+e3mDmlb7SgakN\nYrE56aJxWw6T6iXTyZa4ZXNDXWBM16DPIGmawNMBxm4c8MgCv3/2TsHPHUCQG+uq8qKHbqxywx1i\nbd/UDfg24oM3x/9GB2uJnbTkL6kz1KWkwdQLOvVMK5dmaWw6ll3g5aYnvFhx2fZ8dlrTnDZUlWb5\nqEhUIyj0TmiBNsYkRpDTzJZ3TKQMPgINRqVpqPm8Ep40mouZEyhddZGXm5DFCjT3G6cVOoxaYOKU\nNUmpZR0CvU/i+07cwNY0l+mopmRLieOtcxywDXEQOe1ipK0cXVSiuRzjLMmUnFUuA5GyG6whgWEP\n9JISJ0U2q8wQMLKW4EiKu6xjjHJHMvj9sm/f7ZVt7Ksg1z7QFRsDpcn1ZfeXH6/3tqC443LfcMO/\nzUTJPgMsMlhluI+I4FTxKM7B3MGsMpZtxaafIKpcbnr+cL7mxapFMGaVx8xoLA0t8iiNeKTyrMSg\nT8wvZYNLV0TSGyyDj6KRBp9LT0XPjI5HE+HjhzMmteeyi3x+vuHR1PNo6qnU5bBDKm+pnDBFiMTU\n8xsMIebWvi3rdKSC6KLvJyQZr1UfWbbJ9Y1mrLuQWueC0ZsjWoqHTn0SXB3mhigQJYnIkqVhFTQK\nGoweBnUd9hRjhtgfScLLsZ3Ctz9feP8alsdjNvi7Y/cm2yvDfzcADuRb+foyQ2+m7C5flrPR45sA\nYdm3VwHhXUFwnwWOtzEkQSy5v6lyzoZ4XkXgoRc4rZhWjl8+XfLkfM350lhUnnlV0QfloQ+cuYj3\nKSnQOIdqgtdSAN3nPtxSqxdNkpJKzKMr1cDBSeX55NQhVcOqi6lg+UVPiA2T3Ksbc6xQBGrSQUVL\n2VyhzC5OmWWDof+2ZIrVQLzi1Ea9urAOCfTaEIcfij4Y89rldj4dWGA5DpeLvoeukMI0y2smbqpF\nqgAAIABJREFUhCEWmMtgbDsqlAzIRlHI2V6zVxVHH+27Y/cG/F5nNwGQbd89DIhsmdWN7jK3jzHe\nuB9vKTa4zQLnToUIG7IsvktT0GqFeeOoGqWpjatNx/NVlRIg646fPb3k5abiJw8aZg+mTBw4i7h+\nSROVoEr0wiak89TnfS/th5K313sh+JroYebgkwbOFvCLZ0uePrnii4sNjcDDiefhxCMI6hLweJfU\np6MZK694l0A3RGPdRczrNrMq238FvFJJjqPxyqoLSeLLUu3hskuZ4SR04AbNw+iVmtIKJymNIiCa\nR4PmbRVA7EnAVnQIy7/SfWNDVsgGEJRyM8HOTTAGw/L8yALvt73bDo8DPurX/eUsN/Swjfyf5Fou\nIX3BB+Ab3bsDYI3W8bq44T4Q7oNdKVa+0zGMGO/+F6YkQYJZjosptc9KKGZ4Ih+fVGzCjOai5eWq\n45dfXfHyqsIjnE5rHnijto4mtnipmGiNuArpImZJMLUcU7Q8L6SwQFPWllzuhYcThMcXCmYsNz1X\nm8Blm2KAwZJzWGvKsKbYnzHRVLBcVFm6nNVJGWIdxnCWjK0TSYCF5fGXCaAUGRIgbYgsu3S+22DM\n61QaM/UyyH85gWEQlCWBq1IIrZIKtPu4TYwkNry9LyzHBi2DaVGNLmx1EFa92+U+2j2xdwp+cR/9\ndmJnr76FXuV6HlquPIzd5X0gvGllwy/3GyZQ3kpyBEYjKDMD7C2zskgd2/wv8GHtqB41LGrPzx5f\n8vsXgcfReDhtmU9aPprAoypS+xSLc06TC5x5ihHzZLjENx2KQ+iNPKvDkvCpBCYSmUvHaaM8mNWg\nwvmm5/Fly4OJRyYuKTVLRIk4g8YJs8qx6iKrmIArxecMn0d1Fso0MMARE1RRNCc2Vl1gCfQW6GOq\nEdwEJZjL0vnKJCrRx6yVWGJ2Amqpp5dtW1xhakICPrWc/MgZ4dIBM4o2b+PT+Ze0PGW0rv3nRxZ4\n/+zdgt+r3jzgd45vonFC5CagPJSg2I+ljYFwu+nrLvL48zfFCsfu8iEW+Ca2Xcd2R0r9Yul/TWwk\ngUbjHKfeM5lWOBd4sap5fFmx7COPly2bxxecn9b89KzmwXyBWkRjh/QbquhoxBG9su4Z+mGl+IgY\nMUpWag5U2iPac1rBp6c1UlWYwctNYB3WfGwNjVcmLoGN5exrg6bZw5aGNfXR6C3S53VboXyQ3dNS\naDyS7mc7/U4l4DSJp3b5nAhZLSc4+irFARtXWOAIiDKgEi2zy+21k8ywMRkKoocfH7McBswMUIob\nnK+ZXbtsO+B3tPtn7xT8wgj9bsPkDoERkCZ6HfyEXF92tJ19ILQ9MB0zQ2CYj7EFzjdLmgz7cstv\nwgD6wjC8J2926NZwVUVdNYnNhZ46tgTt+WyhbD6c8/vLjudXLZ8/X3G1nFKJ8nA+ZUqkiS1V7Khd\nGsThUVRSQVybFaGDRWKWi9IoVF4JWmFVxYMF/EkjnLXGb16u+e2LFY+7QK1J9n5RJTVmrz714mpi\nVH2O9zkRMMnzi9PJlHwd0g+Ybf8mK0e7Eg9MA49qryy7wKpkgWMktikpEswR8UTTXC6UukyK2wsg\nWmKcgkg6xpDdX7XsAlO6Q3ZFKIZrOy5PkK1Stoyu1xgIdfT3kQV++/atJTxuDSIjZjUGrrENLscB\nUByzvbtaAcwxCI+BcGc7NkoY3ADqdwHC8fulzGKYkRFhrYb0yVWtw4Y6rJjFyCezmmkzY1F3/NNN\nz6+uWmoVHs5qTmc171eB97xx5pMogvdKnWdzREtf6BAjPZkRZ8bWo7TiWKvDVXBWGdM68tUldF3g\n5bLjYp5igKvaZ5CSQbW6JrWerSql6ZPDHaKxMYPcraEDQ9stLYGtInN67vBqI9Ymg2J0n09yAlZl\nWilT0zyIfRvPxNL6vI7ieKXA3HK2Wwv4yXUtStvODxm7zuPLuh+LPgLe/bLvTLb3JrCU/WXK6+O4\n3wgUXxtbHL1/UwH2oWLlmwDv7dg2B5zmnllmTIGgMENw4vEVPHINp64BlKeXNZ/Pa3rg84s1azN+\nelYjDxtOpzUSe6Rf46JRm2eqHvGpNS32WREmH2AaqpTijRONTNSoJbBwkVklnFcp4fByE6irnmAO\nFUdDxFvEEakMpg5OG88mJy02IdUYekvCqIIMoygFG53XkaDB0CKnOIXKpYzwOjPATR/pI4NadMwx\n0+gE86MeXsk/LBnEyjY05mSIJUAsOtljADPSZ7ax41HoxLaexJjFH+1+2XcG/G6ysfs6thtZ2w0u\n8yFQPOQOvy235XUs8FArHAiihuRB5G1MDMfXDU01wWtMLnB/xfva85MHjl5O+fKi5dlVy6+fXNH+\n4ISp9zycO+qQMsDOemo3Ae9xKNKl421DLv+IRksWLIiGacC7QEPgtIIfnta4usKr8Gzd0ZthVuWR\nm6AWcBZwJtTimHrBTOh6svJKbrvLHRiSM6u5AWNwfQvzKwmSJqvapKRJYoebIMRo9DGy7raAFHyK\nAxppHKfPMdNyfhW2I0bJAGaJ+SW5/CyRxfX7bewSp8tkeb1HxLvP9u13eBywt9GmNi5Q3onXjWzM\nDssdfHMy5QYgPMAC34Yd2o0xSylN+j3gg0M1SVfV3Yamu+LEhJ8sJpzOZ/wzv+Jy1fP4fMPvJhWP\n5g2zxvOe73nPG6de0zQ2nxRhGNy8NBUuCjlZYbQR6ir12KpTHs4rfuyNxTryZNnx5KrlctNTK5zU\nnkqyQrWkFriJU9RScfJKSQwzF1s7NTzbntqBecs2WXaNBWpKQghJMWYdhE0Xc5Y6Zav7YHTVlgU2\nMfcel/XJVty1nGgzw23zPkgs5T+2HUY/ut7D89E9FW17exxZ4P2ze8n8XudC3iXpcFt3+VDc8LZA\nOGynBLrvCIIHmesNJ0DYbltILtmmj8RodBKZGzhxNLXyga85qyZs+shXFzW/nVW00fi7lytWFvnz\ns4bq4YSTiYfQo+0KZ1BTMXUpbicSE0CVcZQRWu/YiKeuHBM1PqyNpuq5XHdcrjv6mIYtXXWBaVXh\nvKf2qY1tAtQIbVDWQVkHyz3FqX4vCRQIY9ZUzk8osbnySFZmduzEGDV/ts37vIkGfUmoRFIRTrpm\npeSmKDxvQSrtQSj3hdrgGpdUx6Ef1LK/6Z4ao6Nc+zF+1XU+2jdv91LV5SYbl5VwACDvwhjH7svO\nekYM4Kas8kEXebQeG63jLkB4qyRIziaO29GMJEZgIlTVlImf4Ag0safZPOcjF/izh45eH/LssuXx\n+YZff3VF/+kDplXFfOJoiguM0XhFXYUzzUCS2su6GIl5XOZVlyJhEycsKsGZMq8Sg+xCKj8536S5\nI4Kj9prUXCziMWqJTJzQes2T3bLYgE/SWCJ75zSfyDg6T5KvhbI9HyKpbqZI5a/zEKguKRnQhyTO\nGrzDysAkGLJKJcSQBaqHnZC4G3dNHnnpZua1P8Y2+twR7+6H3Uvmd5PdBA6vSjrc7sbcBcJhHbL3\nKz1s7/aINpSr3MJ2yiRuiAmW58Mc2hzY76LRS2oJE6dMraVul9TtBY/E8+dnMx6dzfinX1xwsXzJ\nly/XfLFoeH/RMKmU93zgPS/MfAIE7wzNTK+Pkot+hSgpebDqs/Kyi1Qh4EPkxEc+WFScd0YUeLLs\ncmF7Re2EiUQ8gcp6KlOmqoTKse4j6z7V/vnoqAqijEMK5SUrjLv06KblUt9u6mFWnxIi3gnapeWL\nwGkXw9ZtJRVgGzKsb9wTTG6Lw0hCCUUMlhz/ExlcW5NRKKTEAEf3ncj4jSMLvA/27ba38XYu+KsS\nBmOWeCsgHN+wjG7QG4Dw4P6M3r+rO3zbHuGxayZZ9NRIIgCxTUAyj6nWbl7X1FXDB9WUy2XLFy9q\nfld7zrvAz58tWcfIn57VNA9nTBuFGNB2ldRgrMK8HzKkgZQAWXfGBqgbmLk0Re7hTPgxFc82gctN\n4OmypY+R2gmL2qPOssMZcaI0Xoiqg7hCEinI0vuWW94OMvwtCyzXdmCBkm7q9Dy1znkVNr0No0Db\nPmKWMuZTr6krJMc9cUValZ04oAwv2EDtd4rjx4A2JDxuuMbc8DmOQPgu7Vtnfq8DhDduD9v7nNku\nEMLrwfCmpMkYCO+ye4dKZN7UigusCpUoqqUlC1adgToqPyP4CZ5AEzuazRN+UAX+7L2KXh9wue75\n3fMVj1+usf6Uk0lDXSlN7Khjh0pqg3NecEFzv7TQkpIIfTRaHK3zOO84lUhVRyZXHb9olzy7alm3\ngbl3PJoGKtJ0t8ZVVFkwSk3pQmTdZeFTE2LcxtqGouTR+Yfs/pbrU1hgXqbUBCbg1NwiFyErN5ul\nQvE+Bsqoy2iJBdaW+oJFkvtNBn2BPKxTBvAaKeIPfb/bvR1d61sGY454927tWwe/19nbYosHP5MR\nbPzWbeKGO6UNe1/Oa9tl90t765jkDW7vzrpH21bIva1GHyKCUkuNd44mLKm6JfXmnA/9hL94f857\nZ6f89Rfn/PUX53x+1fL+rObRvMFJzSMfeeTTCE1VUnGwGeZSjBFkkNvvI1y1kWiJYT1oHCFGJi5p\nBm76JLl/sYlU6qh8hXlN+nsI3ox1rzRe6S1Jd21CYn9pHKe+8nqP2VeJBxYAdGQmJ1nWXsCLsslt\ncW2IaEijPkM0gtdhHrHPLu+2sLqc6eL6bi+oiQ2EkNHrXF/6GhDus8Cylddd+6N9fbv34HfI9gHx\nbbDDQ3HDAoRjhniNPY78on13+a7bfhMrwCck6pH1UnLTf0zS7zGyCIkhPphUTOuG93XGxdWG3z3z\nPFm2PFm1/OzpFesY+OlZw+zhCVUFEnq0XeJNqamIld+Cbt7eKosfLLwx9TCj56QWHs4qggmbaHy1\nbDF8nkmiue6vR2OgMWXmBcPRxZRcMTOcKN5t4eOa+7v3WOKBxV2VDLDqcgubpslxvk8CCdFyv3Ef\n6IIMg6TMlMql6+JHElsHz7+mH4Q4VDyz47/u30syYo77Nn7dTAZ2D0cQ/CbsOwl++3bbONmr7KZE\nw36scB8Ix5+7qadz/MX9JlhgynKyDaRLHhwUoduEwQWeNjUew9uGqlvzSdPxZ+/X4IW2j/zy8SUv\nLjcQTjmZ1IDSWKSJPU49jTOc05wYFZDk/q6D0faRCmHmUh/ww2nFZw+Eiy4lRh5ftZgZtVMWtach\nILn42QMT5wkIoSWPsASnRhVA3DbB8+pzlC5MFIZ5HIMKc3ZhXT5PkNz4Lo/M7GJkPfQ1GxNTzCUW\n6JRRn/F47p7kLG7uB37FNR3fSyXOl9Zy/RNDiGXkmYzvr6O9HftegF+xmxjUXW6ag2ww//e61RwC\n4QKEY/C7zTZft439z5W/XVYq6XOvaxtiAq6qYTPx+M05fv2Can3Bx80MPprx6PSEnz2+4GdfXrLc\nBB5lFzgGz6MKHtUe5xxV7o/FSe6+EJa5EyRg9Dh69TgnvLcINHXky8uWz8/XPL7YYNGYV46zSQWS\ntPq8JKmqGQqqdMGGTHJRm5bsz76qSH58ngsYDT9AUlggqBMmokkU1iV5/NVobnDMzDNEiB5iVoku\nE+rKP91zgUO5tuO6zwPXePupVwPhVjRhV718uI+OQPi17Vut83ubHRGvsjdRVtlf9i77emh7d2V7\nb2LFBUaSFFQglW700bhsI33smfeBeR+ZAu9PK+b1lLO+Zrnu+PzZiuerjq+uWv726RVtnGJnE04W\nM1QiEgO0SxxJCsu8G1RP+pgytFddnjjnlEdTZd31/N6S2vTUC5dtzVUXcV6ovUuzhtXh1KFR2ARl\n1StGxCyrvpDcy0NVl/vnuhDAaGku7xhstiwwn6vRH+k8pVhgjIb228+aCeaSmozXPCeEXTAqFotb\n+4oLfRMQHvrYdib19v+jvR37VpnfbYDoXQHk6+xtAuG+Czxe3SH3+07rLq4duXg3I0IbjDYERBxV\nNWdSV0y0onEp7vbZ3Hj8XsPvLh1tiPzt40uWmx41Y157HlRGQ0hCBaqIbpMRAmxCjv91RnAwr4R5\nJZw2jnnjmNYeQ7hsA19eboizispXTGuPxBT/q2KkASaa4m4GaXobScrK2UjZhes/KPuJKLFhTlH6\nXGZvKqlHOueb8Sq0zlj3Al0YWHPsAn2MhCpNUalzMmSAovwjk+en7+zNeFA6o23vX/sxYG//OJQY\nYSfcsuNNHDHxjezeu71vszxkfx1vM1Fyp33Ye7zT50ZfgFe54ippGLdk5lcGADWThtlkTmgEXZ+j\nq5dMNis+aSb0P5xxdgl/93TJ3z1dEnrjLPcCx6nyoBKayieWpoqXoryXho+nbaRkRZPd40aNhxPH\nxw8a+gibEPj8fI1gWeFZ8bHDhw4XAzU+TZ9TyXV5QO7+MN1iRLGbrkV5HsltaZJEEwp71PxBG015\nMzMwTW68GW2MKbudMw+WM97p86M6RNmCK3Gb2y0SYWMAHGNcWW4QVciPpaA8/TBed4XH7vIRCN/c\n7j34je11HR53tbcBhF93e2PXaSdRckeAvRZvlPSldmTdubzmTTBetknyadr2zPqOxgIfzzynD+Y8\nmAttG5IIatvzxcWG6skVywcTPj1tmE0btHTHxhZvSpNqSEZKMBBRgjjqSnh/LoimrPLTZcfj5YbG\nKfPKs6gdUyJied6vwswJUVPdX4hpiEavqfwFScKot/Iads6rZUDJisw2mvLm8rQ4cXhVfC6GTiU3\nZIkso3ORiVeipYLoym1rCofsbOkBjgyBx8IAh9a8A8mLHUYo23uhKMkc7e3bdwr8brK3wQ7fNGP8\nNljgbT82ZntDbIsSz9ruQ3GvJCOrkbXsSO1Yqz7SheRaep1QNY5FXTGvUrfqlyfKlw8bXm4iV23g\nF0+u6PuIFzhpPBNnNJKAShUqBDQlB7IwMxFYh8RVThrHpFL6EHh8vubx+ZpF5TibeB5MHJLnc1Sq\nNOpQdYgKXW+s8qhNI4EhpPjfrc/vCAFjrsfT7BMXAQQlqcNUlAyxDtemz+IIoU+sMCGX7WR2y5wQ\ngWGd5WHM1goQjlP+uyx2fPMVB/uwK3wTCxzbkQW+2r4X4De2u8TM7tu235QF2uj1Q7VhKkLtktpL\ncYE30WjqCdPphOAC0i3R5TNmm8inE8/m4wVfXAa+utjw+OWaWoQHk4pH857TWpFaqVVy3CzN3I0u\nYlba1ZKclBOh8crCCc+WaRSlCGz6wItVz6zqYKo0vmJSKU5SAbSZMXFQuy0DTCM8k86zc3f7Zu+G\nGvZYIEXVeeTGktz6JLiassFtjFhWz+59Gv9JjhkOyjD5vEseng4p8YSNBqOP3N8hi3zgHig/YAML\nRA72lR8Lpd/MvnfgV+xtJCj21/M2t31TRngAPLby9XdhhxjbLOfoi5WC/NsJegFjg+NKHBBo+ivq\nzYpZiHw6e8DJ6YLTSaDvIr97tuLZVcsX52uaSvloUWPzispVWUQ0JVkal9hPF/OskdSgizqYCJxU\nysOZ58PTCZV3XHaBLy43qDbMmoapOjR0uNDigtHgWFSOdR561IUUsfNqKQmSD/m2szGGOKCBHGCB\nwmhsphiqljLCeUOpgwZCSJ0olhMgdW6LQ/P5ljwzOAvPSoSgaQeiMbTU7Sc5xnsvo1/SIUZoYJJj\ngbafEjnaXe17C35j+zqu6dsooP66VtjAfrB8/DjOdI4D6wMLpGSCBSdJNbmNxvkmspHIaVScVtQe\nHk0aHkxrggaeXNZ8Pq9Qp5xvev7uxYpoRqXCpHKpH9aVEhChFpBAlqka7Qxpdu9Hi4belItNz8Wm\n53zd0aiwqBwThcY6mtihGLUIU++TekrOwooIPoKP237eMVUamPMrrvM+CySzwGHMpYC3MkdYB1Bs\nQ8xZ89Q+SC7HibkUxkh1lo7dXuOkCLO9DoEt+ytMLukUynUWeMAV3gfNV7nD4/sHvt37+L7Zt67q\nUuxdXZS3nT2+y/bGdigzOV6+sL2b3KFXMZ39AtlxrDDF6JIQQshjHzuMyjdMpg/x0uNih7v4krMN\nfDoVlj9Y8HwTWG56fvN0iQOm3jGvPfNKmVWOSb6TlFQH5xW8y5LzKgSUaSP8QBwnk5qfP7ni2dWG\nP5xvcvyvYl4pJ2JUkkBk4hRRBx10IebEQcrEhnzSSqztrrbNBqczVtYyjKMkdXYgucxGLesMbkcQ\ntsHoYyCUKXG5LS7rayGk0Z1luDl57EDxfw1GLXXZ3S6PbI+vXPPh2gtjcZnx78vR7mD3hvm9je6M\nu9pdgPBtZIbfNtgO+zGigONNHAqKQ4pPSe5rDSESgI1O2Uwcng6/eo5fX7AIyo9mJ0znC379suNX\nT6/4/cs1z65aThpPUykPJz6Vk4jLrDJ96Z0aTd6PaLDJc0sXVRI9/bJKbXKbPnKx6Xmy7Gi8QCNM\nmgpfKbVWVM5hRDZBuHKJGZklTUHR66ov5XiR251vsxyaKyBU4nAUcYTMmIfZHmm/uzJGICTnN5XK\nxDQnxKXkyTgG6CC501aA9tBMkBQXTJxyO8Fuy9q2N17pEE77/2oWeOwSOWz3BvxusncFit9UouQ2\noHmIBY4ZYHm8kQXK7hc+ZnfnUFSo8IhSpyYiBEstZaxhYz3zLrKwpHX30aTibDLBEF4uN/zOKV00\nXq57qosNZpbHUyYR1NptY4CiMozbbCPpfYVG4UGjnE09p9OKKMLzdYcq1K7hwXzCtFIk9mi3ogpG\njTDx2/Wt+0DjUpHyTckPuQMAlnMczQbXt3iXRcuwzm6xd0klepPnhPRmxD7QxXQuk2phPicuJYPK\nAPbBDZY8x3ogkjZyhbderYrtZJO3OFfqANOz7VyR6+1yO/fBsT5wsG+lve2+FCt/3W3fBszexb7J\n3h9DAsC49kXYWVRJA4NiSihcbAKdgFIzaU6pFaYamYRz3lfjh3PhxXszEGETI48vWypVpt4x8S4x\nNyQroeQ2MIMYIUYjhgCxR+g5cYGPTyqiKKvM/jZ9ZOqVReNTzV9sqWOLi0IjFfOqYhMSW2xDRLM7\n6nKGZ/yj8CYWi8tbWCB74gjZL01ss8g7pFnBITPBoTTZwFw651639YApV51hp8hQRzvQFpd1BvMa\ntYDyiMLt/xja3r+jO/xq+1aY320B4bYg+TaTEnd1hQ9t81YFuIfifLeIA5bH8Y0/ftz9Y9cdsr3l\nSmZTxYZAflRlNjmhnzzA2xpdX+Aun3PaV3wynUG14KurlieXLU+WGyZOmVVK7ZV5VKgcjc8tdloE\nEMb7JSDC2bTmT7ywmMKvnl7xq8sNT7vASZVkt2pRTgh4CWkgkwomDoiJYfWj7Ktlt1JGxc8ZwO4a\n493W4cnApobyley+FmUXJ47KpQFSaUpczLFJI0TNQ5+SMEKl5HO9ZYFqJamRR3iSZjIn9p5PmWWJ\nLkkASGGB5d4r1H84zhGN5boHcOwS2dq9dnvvCiJv20W+6Ytzl/XdZZ9uctNus+2d0ghGDGAUFL/2\nGbbK7GKGRaMzuOoF7ZR5gMmmY7pZc+KUz+aeh82Cnz9dstoEni1bll3P81WHd0qY+NwpkYaJ+/yN\nKpnUVLysmFZMneAbmNTGs8s1AqzawMt1z5OrlloqtJb/v73z+ZGsO+/65/y4P6q6Z6bHjmUb28gL\ngpSskiySCIHkZcwCtrBDLGCBBEsUiX8gK1AUCRYoUqJIsAApYhHYIeGYJICILUCAMBIIYpv39bzv\nzHR3Vd0f5zwsnnPuvVVdPVXd09PTM32/UnV1Vd26de655z73+/zWMlzOUVuPt1btk8l+mIVESBIr\nOyq2TAL7D/2N0N1N1FBG4bBbHEHPmQaQW2NTKTEhEBHUzSuD+0IdTpbcMF17DhtJ7pYkbXOxCL25\njmExMTs/piwwCWXDxAkibGWJ7FOFDx4/H78QfNDC7xjc1pv6Nr9zSKDdVAjfjRkgWYIm3sHhLp8u\nnMwmhgvAkBhEYoCJqa16TX/rgDNTUlcn1GVNWRWc1YbztePFiedlU2Csqq0vNx3eGmqfWkgmnXEa\nPgLQYxEBR2BJwNuesyLyrLKsek8nWvjUWah8ybOipCgcBepEaC2s7FhqPorQp5p/0z65+3Db+Vdb\n4KD1JjugFkewjMURusQCm14dSS1qf+0TAxRnKUSdQd6Y4eZj8uCsYKL2SYGxPmCMWR1PJG/KAtOJ\nzCzQ7LBAmR7ElePazwI/dqGX8cELv108hLvWTS+yfdsfCo7OKt2wYIfP91O8rLqJjBVHJh9rkQJr\n6aM2+LmMgc4ZiuqUk+UJpbSYdoVfveRp5/lKVdB/YZli3yKvm56Fd5yWntKNF10Ogs4OhBB0HGVo\nsWGD7xvOvOFPn5UUVUkbIi83PSKwLBzPFmAIeOkppMcFQ2Ucy8KpWhmhST5Sd4Mr9ybe/ankiNPd\np3l1dmRW0Zkk8FKj914IqftdFP28kNF5kcNhQAWrhTE3mMn5zGx0GJEZ+phkwTjuM7M/M9wEB0aI\nmayh69VhJvuGj1MgfnTC77bs6za/8S5xDNPcFYSwo/ZNWWBWhxM7EJMuxtRyceh7Gyy9BHoRGiwr\n6zn3nkV/QRnWVM05z+wp3zitWZ4u+dF5w4/PG843PUvvWBQOa2DhLRQWSUG/o+qtg7ZRKFIP3y8u\nCkxZ8WRh+N8vV3x+0dK2gbPa83xZYgVO6ClMhxdH7SzBWm152UX6GHHW0IsZ4/QOLIRjb1Ayed5t\nm2mS1xyjzNMNbE4rRLe5pWgqKps98dGNNQRdLq01UV9Jv2NFPcKBkX0ik5tevrGITE68GUyreT8Y\nDbHZVYkPVZT+2PHRCb+M64TH+/QSv88x7csUyL0/Mnu0gFhlgc6oEf68jQTpeRIjzwKU1nFSeYqq\n5NRXdCHwct1x0QaaPnLR9ikmzlM4FXzB7DAmIGCJrsI4zxNbUJmSshJerhsMwrqLvFx3fHrRYqPF\nFpFlkbq/YcGoQ2GNFjx1RghWCMmWlsNKYMKKYe8lfhsWmGsE5vaZFhWApTHYSKp1GDFx3Wv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+ "text": [ + "" + ] + } + ], + "prompt_number": 71 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "icount = 1699\n", + "fig, ax = plt.subplots(1,1, figsize = (8, 5))\n", + "# extent = [mesh.vectorCCx.min(), mesh.vectorCCx.max(), mesh.vectorCCy.min()-mesh.vectorCCy.max(), mesh.vectorCCy.max()-mesh.vectorCCy.max()]\n", + "ax.imshow(np.flipud(U[0][:,icount].reshape((mesh.nCx, mesh.nCy), order = 'F').T), cmap = 'binary', extent=extent) \n", + "ax.imshow(np.flipud(v.reshape((mesh.nCx, mesh.nCy), order = 'F').T), cmap = 'jet', extent=extent, alpha = 0.2) " + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 72, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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MWZ1qUi6E/3PRRHlZ1Utik9Fijsprs1Y3J6Wv2AEW3ZbSklCN2sqaz9lqkP2gfd/Ub+x2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\ncxyACadDIr8LQAp0JOyLa+xDifwuHMnfl5DgRyK/hChcny6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+ "text": [ + "" + ] + } + ], + "prompt_number": 72 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print data[0].shape" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "(99L, 1700L)\n" + ] + } + ], + "prompt_number": 73 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from JSAnimation import IPython_display\n", + "from matplotlib import animation\n", + "fig, ax = plt.subplots(1,1, figsize = (8, 8))\n", + "ax.set_xlabel('Easting (m)', fontsize = 16)\n", + "ax.set_ylabel('Depth (m)', fontsize = 16)\n", + "extent = [mesh.vectorCCx.min(), mesh.vectorCCx.max(), mesh.vectorCCy.min()-mesh.vectorCCy.max(), mesh.vectorCCy.max()-mesh.vectorCCy.max()]\n", + "ax.set_xlim(extent[:2])\n", + "ax.set_ylim(extent[2:])\n", + "\n", + "nskip = 79\n", + "def animate(i_id):\n", + " icount = i_id*nskip\n", + " frame = ax.imshow(np.flipud(U[0][:,icount].reshape((mesh.nCx, mesh.nCy), order = 'F').T), cmap = 'binary', extent=extent) \n", + " ax.imshow(np.flipud(v.reshape((mesh.nCx, mesh.nCy), order = 'F').T), cmap = 'jet', extent=extent, alpha = 0.2) \n", + " return frame\n", + "animation.FuncAnimation(fig, animate, frames=20, interval=40, blit=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "\n", + "\n", + "\n", + "
\n", + " \n", + "
\n", + " \n", + "
\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " Once \n", + " Loop \n", + " Reflect \n", + "
\n", + "
\n", + "\n", + "\n", + "\n" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 74, + "text": [ + "" + ] + } + ], + "prompt_number": 74 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "def traveltime(x, h, v):\n", + " d = np.sqrt((0.5*x)**2+h**2)\n", + " t = 2*(d/v)\n", + " return t" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 98 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print traveltime(2.5, 20., 800.)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "0.0500975610684\n" + ] + } + ], + "prompt_number": 99 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "def intercTime(x, h, v1, v2):\n", + " out = 2*h*np.sqrt(v2**2-v1**2)/(v1*v2)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 80 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print intercTime(0., 20., 800.)" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print (2*20)/800." + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "0.05\n" + ] + } + ], + "prompt_number": 92 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "extent = [0,2, 0, 2]\n", + "fig, ax = plt.subplots(1,1, figsize = (8, 5))\n", + "ax.imshow(data[0].T, cmap = 'RdBu', extent=extent) " + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 83, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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9NEPBY2RAk4ogpQIxoEURYqD19IUTCDGknsCo1tGmVQpl08rLRevSPg/TUdrA\nSAsTaziyBWUwm+bouKkaJ+2TR3wFM5nM8+eFEb+B7fRwnQb3c7nS38JGFI3qHVaIxJjG5LoQWbnQ\nC2OK4kaisDpFg4XZjNdF0rha4wNd74ufCh+pZabsvfxCgMYFOmsIxkAplGLYx6C90AVP1wSih0oL\nnY3nzi/7Qnc+/8tkXhBeOPGDiwKx8chbT2XQF0r61hbVl4h9VLjeNCFNh4Q+BdZoJdjoMdFhY2CE\nIhiFoDlr0+u7GFF9mFZFRWkGw9VUPCm0IMbiC4urDIZIQcR0nkXvMu16JxrnYxq3o49Us/BlMi8U\nL6T4DWxrRRjS4EuiP0GwCkotEBV1DDQuUHsPMa4nOEbiGIujJDBSBm00xih8DKw6T+3SuZ3rzwJj\n1Kl1hVT8iIVBRFi4QFh2jGgZxwbtPcYpCqWIkjwL00heElAjm2KOIhc/MpkXgRda/ODjo8DtMTmt\nhMKklhb6OV3xQhciZ63HRTgwEW0VpU2WWFY8Rnk6E2kLjUhqnq69J/RN01qnSnRh0q6RECPLLrBq\nA4fSUkiDITBSBQelZRk0IcKqS72HIppCkclkXjBeePEbeCQKZNubL218oxertJFN6ExqQZm3ntPG\nEyYGYy2V1mhXo7slxjsmlMSqxBrN8apj0UVc8OuCRallvWRp2QVWXcB5T2VhZg2ljkxMARQUXjht\nHKeNx8e0kMkb1afTufiRybwofGHE7xHi0B+YGomTr1+K0kpUb6KQWloWnWfRegotvSFpZBI6xqGh\nIDC1lqpQFE7Rec9pk2aHl13AhY6x1UwFSpNMBGPfm5ian0vEKkaisShUG6md70f5SAUYH/ttdFsr\nL7P7QSbzXPlCid8QLK3NSGEtgMSNpZRVgEkmoxHWxqjLLhBJLStXbUQbQ6EDJnaY5hQfFHso6lKx\ncOnr5k0g9m4zgx+hFkG0JipNLTrNBgdHGVtGIWBjSA3ZvWdhF/rr1XFjfJAtrzKZ58pOxe9iz+9n\nzfxi/59BAPtgD9UXQJTAyAidVXRB40LkeNVxIqD3SibjCZMSVH2Kqk8oPRyaKWY642EH9xYdp00L\nJGElDlXmtFfYR5i3Aecik1gzjTXGR6poGBuLQ/Vpt2NkFaPefHU4r9y2vc9kMrvluUZ+z0wMe7v6\nwGYcLu3rUIxsEhetFMd1x8pFVq3n3kqhtaJzkVnXMu1aSiUYC7ORwbbQusBJk3aHLDuP612kR1ZT\niFovMq/cxJ36AAAgAElEQVSjQynHSBxGhKlVXLMFSy/ULjU/Q9o/XA02+oOjw3D9n/JHz2Qyn44X\nKu3dFAOe/NpHUuC4maOV/s1UP9Mront36MDKBZad57T2dL7hzEReNWBMiRGPauaodsnIW6ah4KAs\nqHvD0lXniWVKga2S9c4RTWBSKLwtKYxiLAVKDLpN9vu1C2iB0gS6MEyQXL5UPZPJ7IYXSvwGHjcS\n+3GiuE4fY1pVOQhhOp9LzcqTQtO4kPYE+8C9ZcuZFor9CQezQ0bSIvN7qLM7jKTk+uiI0WTGvTpw\nZ9FyXHuUEpQSAqy9AUUL3o7wI4OyijHCWARwzNt07phWdqYmaC2CkdRQHfLZXybzXHghxe9xbIvi\nZUJ4bl8v/a4QejNUganVyBisVtydt5zWHfM6Mraawlpq5ZkuGybLJUUZOdSeg4lCCSxbxX1JrTPL\n1uN8SFvjJI3PNR7OOgjBUYaWIjboFoxTWEnRng/J/qro3WaGfcGKzVa5LISZzG74Qonf4yK/9eOy\nmQnun1lPgGiBkVUYpSh0igDPWkcXHPeXHbULPDCOr+qCanqFUgdoT+HenLEfcRDHrCaj9Wa5ZReo\njO73CQtLF4iNpxPHfqwp4gobFRNdcVgVONIu4XnrGFuNkrQHOCteJvN8+EKJ35Miv20iWwuTeo1R\nIhQmOS3vV4Y2FCglzBvHg+OO00Kojva5duU6RXcCx7fg4UeMRkfc2H+d6cERt+Ytt+YNp00gbjUt\ndz5FhK32GB2YGLBaM7UGUZZ5F5i3nmXre88/WV8fW+d/ufk5k9kNXyjx2+bjhHB7d0ZECP1gcNrt\nqzAGDquYzA6U4r3OM1911I2wPyqYTAzXOsWkdkyaFVVZUxnH1QkEB4tGOGvTBbQ+4kNASUhLmAqY\n2QJfllhrmIqlUgZwLFtP45LlfacVTm/mjgfXhtz7nMnshi+s+F1+5rf1yTqjjMQoaSpYBEUqNIyt\nxqi0F2TeOI5XjmXn+WjeMu9OeV23fE0qvrZ/DWM0srgL7QmTMOOKTOnGo95FOtCE5OCsBGpjqKVk\nVZSpqTk4ilCzCAFLWLvG+N4BBrXZYJfJZHbHF1b8LqsIX5ox9qNkIYKEiFcpthq2vIloXpkVBODu\nvOHBouWDB0vOpprJ9au8ceN19Pwu8f5NePAh48O3ePXKW0z2r3B70XJ73rLoPDqk4seyC5w0nnLR\nsafdVvOzoZKCSWHRSvq2m0ip09Ilu7WhbtvNOpPJfD58YcXvSWwL4WBPLwgSU4uxVslqamQUV8dF\nsrsXYb5ynK0ct5XwQVtw5GfstyeMVx3j+Qnj/RWTwnM400SvWDSKZddvhwuBRQv3paMLkdo4ruuO\niXaUotkrFLEoaP1QNIkIEasHl0Ky718msyNeCvF7Uv/fEEmFPgyMxLQTuLfCmhaaQitCiDxYWO6O\nLS7CD45rTrrAW7HjbTXh61dfQ1REndxE6mMmccahmuFGJYvWM++t7LuQKsm+gtFEczQaY5Ttm581\nJ3W/8c0FCgXeC74vUcv6/C8rYCbzefJSiN/TpsAxJvv6OJgLkBqObT+xcTSxvHllDFpx+7Th7rzh\nu7fOWFzR7L/6Bj/6yteI9z7E3b+Jm58wvfp1vnL160z3Drh11uDmkTPv6LrAvPGUuuCaHtGNx1gl\nTAUmEZwPzNthkTq42K+8lI1NV155mcl8vrwU4vckHh2FS/s70ihImrk1SpiVmtf2SiqrMcDxvOH+\nWcOt8ZSbYcYH9oAyHlPWjmJ+yvSwZlZG9qaa4DXLLvUPLjvPonWcrBT3l5790jHVgbF0VDhMJ5iY\nmqNhM/kxLF0aGp+Ha96+zWQyz4aXSvyeNlJKPYD9i8PGDt+KsF8aKqNYNY4704KDccHCBf7k3pJj\nF3i7dnxNTfjK/iGKFn38HqE+ZS9OuFZMCdHCElatZ9UF7i5blBKuF55rpmNkHQUFE1PglUYEXAxE\nL1T9sqXtlZe59SWT+Xx4rkvLH8enXXf7NDPBW5qXGor75UISQAsURiiN5pW9gq93U4JS3J03vPdg\nyb9675i/8qrl4NW3+drhW4SHd3C33ye4HzK7+jZy9HWKqkIBjfN0IXJ/2XHWeLqpUM6Eo6rAKsvE\nGIiGuvOsXLLP16Kw6x0lsm7OzvlvJvPseSEjv8f9rT/LHeB90RdPRProT9TW+d+4IERhrzJ856Mz\n5mcNDx4uuX/1KveKI+7NSvTxCj1/D12fMTl4ldkIqqLAh0DtAw9WHfPGc6dpGOkRN/bGxMkEE2Di\nI9pHQkhV385HOi94HdFsttOlQk3Wv0zmWfNCit/j+FwEIKYqsNva2atIm+Cuji2zQnO26PhgvMKU\nhtsrx7+8PedhveKr8443dcHVcYn2C/Txe0yrM66EimYyAqBpPavWcVo77q88t5eeyigqLexpoe4E\nRVq45ENaoJ4mUdJHznkzmc+HL5T4PYmniQwvpsBxuO195RWbM8CRVYyt4rWDkh+5MaEmMq8d37p5\nwh+/5/kr1yuu3PgxXhu3xOUZ/tYP0OYWBwdfxRy8iVKWtguc1A4XhQcrz7vHDVdLuFpGpgZ0SHZb\nVmtEBB+TEIuAjpKLH5nM58RLJX6fNjIcUkuIdBHw/ZJylcxQX52VBBEOZxXffv+Yb79/wu2TFfev\nXeP0ynWWBxF5/9vI2U1E5kynV5mMBKyl9iV1CATguOmY33e4PcNYNDOjKZRiYpP1dIzQdoGgk+SZ\n3vI+Gx9kMs+el0r8Pgux3wXiA0SVPlGSXJunheGNPcXRqGB+1vDhgyV3zhpuLx3/6vaC+SLwymnH\njaiYalBugVrcZl9NuGEMbq/i/qrj4bLjpO7YKya8sjciliOMCox0IHbJJqvxAReSBVepJY3g0ff+\n9eeUWf8ymc/OTsUvXPijHf6oXxj687/ooRuajn1EKZhYxcQqXj2oeOP6lLMADzvP7/zgAd+1np/d\nK5hdeZODskPwcPddquKAa+PrVAdTtBIWtWPVeuaN56T2HDcegTTfS9oZ4mLExUgRBBdiqkT3xQ9F\n+h2ulzWRU+BM5tPyNOL3d4F/C7gD/MRjXvPrwC8BS+A/AP7gsheppxS6uP4PbO/5+bzZFpQA6eyN\niNVpG5xVwhuHFV7gYFLwzkdnvPPhKafe8/b+EfXrVwjlinj7XeLtH6DHS2bFmNH4FZbectpYTluP\nKMVpG7iz6JgVmr1SMzKKuU7tLT6Ai5EuJO9Bo5LtVe8gSF53lMl8dp5G/P4e8BvAP3jM878M/Ajw\no8DPAP8d8LOf5aJk/Z/dM6SUPsT1iK2QTBAEuDouKLTmsCzoFh0f3Vlw3Hju1sI7C413iv0G9pzH\nuhbjlqjulCPRzCuh26/QSjhuHLUPfGVWMLFCZdS6zSbGiA+wcmlnsPQ7iFPvXxLAdK1ZBDOZT8vT\niN9vAW99zPN/Dfj7/f3fAw6AG8Dtiy/8NIuJnhex99vz0re/hLR3o9TClZHBKrh+WHF0NGKu4IfL\nlvn37/O1quUvGMVP7F2jqgwqtsjZh+ypGa+WU4pqwsNV1/cAOvYKzdVxpDKC1Yqp1awktb0su5DS\nXCUUMaXA9Ol46K26chCYyXw6nsWZ3+vA+1uffwB8hUvET118gM287cf9DT8PcVynwH3rSeshErAq\nVYH3S83bV8fUMXKwV/HRgyXfef+Y45Fw+NYh3/zK64iqCYtjuPcRxbjlcK+gmh7iQ+C47mhcoHZp\nwqMyad/I2GoigXnrWLaOEFJEWGmFUlt7ifuLHHz/sgZmMp+MZ1XwuBjTXfq3+Ou/9qvr+z/z87/A\nz/78LzyxhWMQx4tvugtBXKfAMe3oCJHkzqwihsgrU4vRMw4Ky79YOW7dmnMSFPf9mNv2GhJPKd0J\n1eIMa8dY5ZiONItGc1obOh9RoqhdZNGl3b6VVYQYWXTQhoj4mPYDh4ilP/8jrc48F0nnxeeZLwm/\n9zu/xe//09/+zO/ztCdrbwH/mMsLHn8H+H+A/7H//DvAL/Jo5Be/f/f0Y7/J1tK1R/6QL66lPPf6\nc6/72G/xiRiaoFW/ZyNtgEsGqIUSmn6Z+YcnNb/9zn1++517rFzgR1/Z40dfnfGWXfKmu8Ob7i5m\nsgd7R8TZEbcazUet4YFLJgqVSc3Us0IzLTS1C9yat3x01qKVMCs0s9JQakVphFIrwlCZXjdqZ/HL\nfDn5xo19+BRVgmcR+f1vwK+QxO9ngWMuSXnhyW0t6yiQS0LJPjdem5PGeHm4OUSJz0AJtq93EJrW\ng0gSGq1gphU3ppa3ro253x5w86ThXt3x4ffucWsP9I0Zb766h1YpOY2L+8z0HqGaMVIlyy6krW8u\nUChhv9RUOhVARlbhQ1qSdFI7JoVOlvf9wl+JG+fn7fQ3i2Am82SeRvz+ISmSu0o62/tbgO2f+03g\nn5Aqvu8AC+BvPO6N1MeIcy8NwOUiOZztr58SWbfEbCLGjSDGrXPEzyKE6+/Xfx8XQFwgBKFUEaUi\nlfJ89bBEmQOO7q3405snfOfugr045uFrV1ldvYq0x6izO6izexQTzd50gikN3rechkATI13QxJh8\n/cZWcVBZll3a+HbaepA0eVL142/D+d92xJzJZJ6OpxG/f+8pXvMrT/PNwmP+OofVPRfFMfb/Xbf8\nXRDFi4KYNmIMn8TN85cUVD5uAfrFp4bWGyH5AHYh9doZEYIIhVW8MjVMqxIbhQcPV3wPmLeeD886\nvvOg4VpoOawdB8FTSMQasEVag2mVEHw6W2wDFBoqozkaC7qGxgcWrceI9Gly6I1PJTnAsHWB5BaY\nTOZpeCH8/JJAfbozq8sEMb2nPJIib58VPm5R0GVrJIcIM7AxQk1pr6BjX40toLKR+azg2mHF1WsT\nAvDuWcPy3Qd8Y9Ty4yPNlck+0WiiW2FWQhUUU6OwSqMQapcuyqjkK+h84ERBCKnwUbtA3QUKoygB\nPaTAWxe7bYSQZTCTuZydil8Xhi1qjyKX5LrbEVd6zce//+Mjw8uF8JNEhNvPRyCGVAEWAkFBIQEr\ngaMq8I3rIzCKmycNt09q/ux7c7pXSg7fmPAjh1cR34F36O6YsZpwWExYiU17f32yWJgaYaKExkTG\n/RkgCKvOE2JkVmikMH3z89bviyx4mczTsFPxc/1wr1wif2lyYbjf3wLEbfFbJ3jnhO7SM8Kt94g8\nWQg/TjC2RXg9etc3QadIEESlXcATa3jzQDGtSiZqzuKk5nvHKx7MSh6GCQ/LK5TNCWV3jHEryqJg\nYtMY26oLLNpAKwFbRCYhUIQkhFfGlsZHOh+oG4eIYHXAallXozfXuan6XIx4M5lMYqfi1wc1XPZn\neFHM1oK3tc9W+imHx4riY6LEpxVCuLxQ8khhpSf0yicIXmm8VlgNhyYyqSJnq44fTCxFaZj7wA9P\nG6a35rwqNa+K44qOlErQVqFF0bhA4zyeQKsh2mR6cDjS2ELzoHY8WHactY5KKxqjKLVK6bc8/ex0\nJpN5TpHfZah+lwZwTtjoI0LpVapfb3teFNm8RtZrKT++8eeRaG4olmzlvY8TzfVkRdzYYLUhOcAU\nSiiVMDaKV6YFb16dcLdxRIQPzhruf7/jJ/cjxb7icG+E1gqFw8UWG0OyLVCaaCyxtMlSK0SqENM+\n4CbNHXc+UruAUZ5SKwotiJJLjw8ymcyjvDB+fuGSMut2GjfMtW4iu16ytgVviA6H++tbefJ54fp9\nZRMFsrmkbWEeZmoHAYTYj7+Bl0AlHi2BA+v5sasVZWV4996SH9xf8ic3l8ze2uOrh3v42RjxHeIa\ntKspgmWkLVEpXITTNlCpSCGBqXim4hmrVAkGWHXJ+CAUIKJQSvroePh9bI4JLiv6ZDJfZnYqfrp3\nK4a+geWSVHKbTZR1/oVrQRs+3xa8dVrcb2WLoCRuIsZLzg0vFlaGHsIY47nWl6FIwtBcTF8AiSka\nixHQYLTCKsVkZPiqiRxOIXaBOw+WLBctJ3XkXmu44wrGrmXkGkzwjJRivyhpReMjHDeeMR170lBJ\nQ+UNe8bQjCwuJMurZefRKvX/mRBRIqitX9a2mGcymQ07Fb/zhYpHe0oeqbz2/xmaYNbCGTdndIPZ\n5zo1HqJD2VSWwyCEbKXIbKXOW9d1PgDdfN2l7TLbX0e/CCkKHRorgjbCTEfGZeTqxDKbFJQjy5mP\n/OCkRht43ax43TTsmUilAxSKeRBOG89J7ZhKh7WOmfGMtOGKMdhRyXHtOF51yRTBK1wAF0EPV77+\nR+D8b1W2bnMUmPkys1PxM485kb/Y4XdOgARi3IRol7WmxBAJbM4NB9Ecoj36yE8E1JOEULb65Lau\n4/xZ2uYqtrUlxHT+1/nISlL7i5FIKZEbU82PXh/T9F/z/smKe/MVf+mKYnbFsD+2VEVJURqiU5zU\njnnnES00ZUmoSqyy7ImhEoMPgWUrrLp0ltq45AqdjFcFPewjlvOCl8lkEjtOey9/fC1uw+fb52uw\nJXoX0tAh/XzMgd6W9q3v+23Bu0QI11MmW8KxXeR4XOS0KYBE2gChi0QVEQkUynNUKb55bczepOK7\nt+d89/acHywarlUH/MgrB4RpBcGh2wW6DWgnaAS0oTOWlS2weGz0FLFmIoGRhtoolEhfBAnp7G+4\n9ihrIc91kEzmPDsVv8do32NDkkEEN2InGyGMm7aUbUeTc+0pXPz6IYUdxGAQvM0ZYuwfY6uQ8sjl\nXhYFbqXkPkSCpEjUak00htkIdBE5nETO5g3vCdSN56QO3FnBwSoy8TXjsKTwMFUVh1UFStN4uL1w\nTKVhRsM4NlShYM9Yohh8/z1bH1AiaeyOrTNNYR35bov3RSHP6W/my8QLU+197ITHFuuzv/7Jc6JI\nP3Ym5yO1i2J4mRAmTY3nRFDOvfrjr0/YEuKt9/cRuijUIRmRTjWMLVybFFyZFdyrHXMfeefhitZ3\nvGFr3rANhdHsWUFpy9wL89Zzb9FyZFq06RgbT6Vgr9ToaFl0nmUX8P0/Aun8Mf1Mw8+pyFFgJrPN\nbmd7+9vL/va2K5KP61XbrtSef9/0tWpdpe3FaH37aGS4fT3DHc+j54DqQsHjY/voZCOo0BsV+EiM\ngUIipQqUBK5PFd+4MaGoLE3n+f79JfdOI/GKcHRkGBUlE1tQFpZYJ9fne6sOWwn7toCyxIplqgpM\n1EQijQ94n/4B8DEigfXWNxj2EveN0PFRARx+5lwEyXxZeC6rK5/Yc3eJV1/6uqcTxbXgrQVQtjzv\n4iOiB4+K4loMttLFzZTJVpvNhV66c+eAMeKCEGJM429ErIJrY0u8ZtgfOb5964wP7p1yJ0Zenx2w\nGh3C1KC9w3Rzii6gfeqn8aqgK0qaqkBJZAwUIdI5oTZpoeV60fkWMQIS8f3vQG23+1z8XZKFL/Pl\n4LmkvU80D9i6f27KIsZLReeiJvZNMEmAnlIIL17TIF7D9xjSxrh+Z9aR4OO0PPRtOj6mSnfQFoxi\nJhFbREa24/bxEgWcNZ4Hq8CHy4DRHVO/ZBqWlE4xUyVHo5JCK+ourbycKMdYPIZAERQjpcCox0an\nw88X+h8uyuBQnavAmS8nz/XMb/tM7jKGKGR9K1sV160pjPOjbkOf33YU82QhpLfUGpqWh/cbvkmQ\nuI4Ch3YZ+utI1yZrIdw+mxze3wWoXSTEgFbCxAoyNlybFtzYLxEtnLnAn95fslzBV4uaqmiodMkV\nqzG6YtXv+nhYO65ZjyocMxOxUlAZA0Hj+7QXenHrFTuyiby3r+98D+Tm9771o+dIMPNS8lzFbztq\nu8xEdLtwsXng/NelP9ShAfnxUdjm6/pSxkUhjNKfi8VHQqHt65ChQDKkw4NwXEiHh+83PBBIll4R\nKIPHqEAVA6/ONH/+tRkHZx2LxvGd22c8rCL6SHHjqGRUVMxsQWUNtxeO45Xn3rKjnCj2CsPMKEw0\njKJGotA48C6u/7HQCFH68cH+9/xI9Ld1wTkKzHxZ2G2f33aF9pLnt4Kpj402tiPG8xHLll/glsHB\nZX/UjxRF1sWKrbT4MUuB1o8OZefhe2xFgeun16KTpj9CjBidHjZauDEtMbZgr2z51oenfO/BimVl\neOPgkGZ2yLgUyuAo/YITH5AQ6EKkE4MzJb606AhVjKi+uNL6PsqT8/9IKM4L+fB7HNpiNoWeLIKZ\nl5/djrddcj62bSUFW+ntlr58XGp8mRAO0eCmcCGPEdPz42trQVhfi2yJxOb5dRR44SMOUdTFosj6\na9L5n9cKrwxaC7NxpCzTG753XyMxsmg991eOD+aOrgtMw5JZWFF0hokU7JUFSoSlizysfb/wSFBa\naHWyt4+9cewg/GroY9xK4Yf7Eje9jhf/D1r/bFu/70zmZeC5THicE7OtKGkzu5tSz/Uf3BChXfza\n4fl1JLYRuYtCeLFQchnn0vDHfDz2u/dR4DoYXM8eb/986bVd6KM0wCiYWeHqyHB9ann1sGLRBe43\nnj+8Peero8CbZcOkaBlrzVVjKKQiALULdD5wUICNKbLWMY22xcHeajin7KNAHyGGrZ9x+x8ZQMW+\nHSanwJmXnOdy5neZ/pyLLvo/2iFtPBeNbQnhJgK7vLo5RJHb0w2XVYy3729XeM+/razH5C5Lhofr\nCWxE9LICgpBS0i4EQoRKAhpPheMr+5aafW7NO06WHX/4wTFnM0V1zfDGZERpKw50QaUM91cd95aO\nuvMw0Yy1ZmzTqJtR0gtcijQ1glbJVUdC/zOEtIR9bSWmNtFrQC7843H++nMUmHkZeGEmPOD8+dSQ\nVq4jwz5tHM7oYEsIP+aMcDuy2U4DZftJLo8Iz6V8si28F6y52NyPkGaGh6+Pcd1ovB0FupDez6tU\ndCmN5rWZYVRWTEzNHy5OeP/+ChNHvH1tSrt3hVLBOHqq0DHHEbyndpEuKpyyRK3RRMr/n703+ZUs\ny9K9fmvtfc6x7l6/7tFlRpOVSVYVk4JhPekBEhIMYAITBvAXICSG/AlICDFBopGeBHOEhARMnhgi\nGunVkxBPelW8fJVdZWZEZnh4extrzjl7LwZ772PH7Np1v9fDw+NGpC3J3eyaHTu9ffat7lsYEowu\nJtEDyUfj8i+B5VrAYEaIQsAwE0I+JarFDQaun5ajHe17Yd9OkfMrlhn3oxbbFhon5NoHwte7xVxD\nx8IKh/3Zc1PTS9dXtq/nxw3AO3w0u5qpRMayvh6DW2/iMZ/Y2lllzKew6QK/bhxOkmv7dBX4zXnH\nmWs5sTUzNlRtRYOn9p4ILDtLuoUCjUvg1sfkFpsKThVDcu+v4UToStvH2A1mlBkm1TYelWGO9n20\ndzzDY+RSZttxPRkxtFeZJHZVWFyJEcYxKzwASjuu8hj4xsscArz9/ZMxoI7AEtt5LJ8qCY8oDN0r\nhY91BhqhwnBEao08rCMfLRyfPpyiTnm8avnHX5zz42nPTyY9iyYwVc+jiaOipnLCqjcigVmlzH0K\nrq46IUbozQhqhJhYaJG7Gu91jFsXWDXFLjXX9Wg55zecj6P7e7Tvon0rzG9sO90SkFmVDK8dCryP\nXx/DqYwSDYPd5BLvBfoP9bqOHw/ZvpueEi5b2a3i5ApZa3CM7DmW2cf8+WjU1uGs5UQDP3lYg3/I\n46uOp1ctv3n2jPa9ipMPaz49nTGRhofS0Jjnsg283PToBt6feeZe8ArepYSKIUOfcZn25nU3Ax5I\nsdFoo+x0BuxyjIUFXjsPHAHwaN89e7fMzw6UIRdXeIdZjCDNSgLhMCCW5AKQC5BLeYrtsJLD7Wu7\n291/X0bP918bauZGCyVGKMO2y3YjOdGSAbAIppbhR2UFLn9+Xnv+5Mzx8MTzs6+WPL/Y8NsnKz6c\nVpzrgm5xRg3UAtOQhEzXfaAPxrxOqs5popvS+Dxi02AT0l65fMJU0nLlnA9Z4J0fjHG/sgwJneHc\nj54fWeDRvkv2zhMeh8uG4VCZytjFFNsDxFf09u58IUs8cC9Gt/+5ay1tjFhh/vtGPcKyn4U1DZxv\n9/9BGSZ/QPIOWa4yrtQTnaNS4UyUU5SXq46ziaeplDbC83XgtxctJ9KxkB5nAW2BIASULhqrEKlN\nh/gfGKs+su4j0StOoNLUB+wlubnlGPuYBFmjbc9XsG35y1EW62jfF7s32d6drOk4MWJbl1ZGjwd7\nexm7orLDXsr7NnocJ2Be9WW2vcdixRUc3pPRMgUIx+75GFDYzgSJeW0taX5vZQHXb6hjxwNafrgQ\n/vSjObOJ56tVxz/5wwU/agI/mvQ8rCITak6rmjUeQVi2kT67vI0XQu5a2fQRL5Ld35T0cCp42WVt\nIebrMWKAMZ/z8oO0Ow7gaEf77tm9Ab9DtsOcLINccVXHX7wxbdtDqH23DK6D2NfZv0OAON4VGTHa\nHTFWG7veqdxFeogWaQg0scPFNQ8q+OmjCc1szpNly9Orlt89X2Lvec7e8zya1cx9wwfUrMzRBeOi\njVRqnDTK1Ct9HmqeWJzRRsP3RuXSfro886PU+kneuVDifvlAU8Jm67Lv9wSPgfDoAh/tvts7nt52\nM0e40R0+vPDwME5WjHUAb9b+K/vyzX05913nayxwBHwDEzWjzeBkAk4c0TUspsqPJp73rOJvvrzk\nycs1X7xY89nJKWu/gPmMKUJtwlVnfLXsOF93eBVqVyG1S8kPFSqXgLjtI9GMmSkqOmR/HSAltZsp\naRwzQNsy1QKAx57go31X7d3O8HiVa2mH+2/3i4jTY2JUsPdlky2YjN+7y/DucWLk68a1BndaxomP\n68uN9QVDBHVK7yfESqlFqAXOEJ5ces6mnmntiKKc98LTNUzpmEjHtI/43rLb6pIAQkxTSWqnLGpP\nmwcdrXKmxang1bL8VYlDMgB2Ksa2HfCD7bU4cBW2x75d1ZEFHu3e2TsWNrj+2thj3X97323cfe8w\nEMpoibvsz6vEE96GlTgZkkAw7iRCRvtg0ALLvFxNRx1b6thyQs8P5srlBwsmjefZOqDPlnzoN3zo\nNkg8knsAACAASURBVKm7IzbMfU3U1KOx6lPhs6owrZTQBpYhctUFHOBL3E+FSvN+iuApLDCd02Db\nRAglgZT3eycRdOA6Hu1o99G+9ZjfKwEx/3ctYcANLrSxqw4D11jg3uLv1MqxFgWVknQxbCiHiZYe\nzYQuGDONCEYtcNJ4Pn1Q4Rvhsgs8WbU8vQrEWc/JrOOscZzUAlrTiscMln3MwCZMvbLuE+x20dgE\nYx0ivhcapyi5/5dtS16KAxbqKtsfnVHoYb+f+egCH+27YN86+B2ygyUo+b9DQDgsO3p97HLtKEBz\nODg/fnxTO1Quc8jGLXLAqHZOkiagkfpyzVBR6qohVg3zSvh4Aied8bdPrvj9ixUvlhseacVniylu\nWrNwE6a+5ioIL9eBF5tA7YST2tF4pc5ZYCW1vy3b1Hkzrx3gaNgOf3flPGlKdEje2bEsViqK3pbw\nFOmsMfKV9952wuloR/s6di/Bb2yv6igoj6+Ko13Lvt64oW0yYryO/f3Yzx6PNz1WpR6Wvcmd32OB\nwzEpg9pKjMZGlJVTNCqqwryBSWV8USlixqaHlU5YNadsGo/v1zSbF/QdaO+JwWPqEjBJSnw0Tmm8\nYiRmOC5+FhSnhi8tcMKQKS7HFDLdC3vnuiRBynLjc3ZkgUe7b3bvwe8mO5S1NbZ/jEFp/Po4KfJ1\nv5CvC+qPAXqfdQ7LjkBwf5/FEitb9ZFgMHX5nxgnlXA2q1gGCAhfLnskdpzFcx6Gc2ocM3fKaX2K\n8x6vkgcpaWJ5kuYBX2161tHwCrVL84UrEjV0bF1ZRdIOaQn2pcexqk6JYpZUyBHwjnaf7TsLfods\nx9064BaP7Tau153Z4w3rKNs75H6XJ1tA3PUXI9AG6EJEqhS7q1U4mVR8/GCCc57ejF88X/JYOn5a\nLZnWLdOmYu5AJy4lPyQBqROYeodXpQ/GlQhdTOxv1YeEbSkTgqmg5BpByS6tbF3gBM4pEVJAEPZK\nYfJxjI97DPRHF/ho35Z9L8Bv390srx1Mcuz4qbffRmGP+/Gs8areJK61wx6lZIWLDJYMCZBg0EWh\njYJ3yqyBj0+V2rX88umSXz65wsWOyQeOTxanLOYN83rCtBZag3WAVTBUkuT9BGPZKdUmbb3tI5ck\nMJtVBjjM5bkruh3eruUEqCFREE37JoUB2m4t4HCcRxp4tHtm3wvwK/Y2SlfGMvblyU4ipTCfcWZT\n5KAC9E37MAbIMfgNAJpXkv42QnYxg6UMrZDa1M4ajwK/fbbkat3T9sZLWXC5eMjJDHy3xF18hYoH\nnYKb5phfKm25apWrOtUDRkuZ35iPzWuKCXpNQOYkd4LkfXQiaSxmLHueM9ajE7Y9fNnGDG8ROz3a\n0d6Ffa/A7672qoLmsUu640JbBicbv5+BLyvKbP9+fQLlkBWGlYBWshp0gsI+GmuSYMHMpwTFSeOY\nN47ejOebwC+er1mvIu9xyXt2ifoJvvZ4P8NjeOuoorHwRj9NLvBl23PRJnUY7wSvAUMJJlSmxJyI\nsdwBUloMCwAKWRaLLIM1ZILHPxK7Pxw75/loR3vH9r0Fv7dVwDwwMdtKZJXCa5XrX959RgOvZjVj\n1nOIBRYF6/J3MLBgVLkfd1YpH540/AsfzPn9Rct5G/ir373k40nkL056Tk6E2jm8UxoveCLODLHA\nVB00mkZpkhIrm97og9H2MQGZ021iIz3FFZl7ScrQokmqTGJ212MBwJ1u5nxcR7g72v2w7y34je1N\ngXD43DhbwdahS7EtuQ5aO7Ruu8E3YYGwZYGpRS6Pv8xusBPlvXnNn5nQ+BX//MtLfvblBY+njrMf\nL/jphw9pZg21q6m8A1MSdFc0CBXQBOhDZNPHrPScYn9tqWnJx+nMUjcICQCHOkARnIGU3riM/DeV\nwpSExzgBNFbHObrAR3sX9kcBfnexnQQEr2FtOcA/dlNh69YV6Lgt4A7M8sC+CAU4slirSVKBVnjQ\nVEwrTwU8frYkbgKXwPPW89jmWHRMiDRxSRRHEEcQxYcNLrQ0oWeBp60dlavoo9FHywALmrW/LE+F\nKx0oJskdd8VFFxnEEUIWURw6Vsp5EIa44rjQ+2hHe9f2Rwd+r2OB+wCksCOIWkQ+C+gVtpMmum0n\npZXylVIeMu6KuLbNPRZ4UzlNAYyUP7AEfpI0++aqtIuKh/Oak0VNb/DFquf//fKSzxaeT2fwyVSI\narQInQh139GENS52zGQKk4rGPMsusOyS8otmJI9mxGB0kGsGU9LE5zFvZdpb6Q7JAoADaIc91rzP\npsv5usuPz9GO9nXsjw78brL91rR9ABp3ZJT3jW1QP0nXC5aBoIBBYYHj2je7BqAH9mdvH4bH/CRa\nkqcHcBZwFllox2dnFf/yZw94fNVxsen5R79+xrNHE/QHc354MiPgUslMMJwJJg51xtR7vHfUliSw\nhDz2UmTI6cTce9yX8psIQSG4pAjtZFsTmNrjdkMCsBsy2Mmgcx38jna0b9L+qMHvVSxQDjwvIFaC\n9pYRbNubu1veMZ56NmaSqSRktO3R+4dAGK4zoGgZbEOkSnorzLzy47MJ00nDL5+u+OsvzvnlHy5x\nwfjkdMoVDQZ0OV4YfEPQCq9G6uyNqLVEFaxSuhFIhwx2ffJj6TOKRydEE6LLitBDMmTEVLP/n8ng\nkc0d7V7YHzX4vcpe5XpqKXchB/WtAARb/b48jNyNykKsjNs0ELMBBG2PAd12/4aRneoxr1QqvF8Z\nJ3PDgvHF0yVqsG4jL9eBx8uexmlKVojQIyxxtNGoYpunxxmVeSauwqNDzC6aEDSBXpc1AXtL80di\nBseoQkTwIui4MBqGIGiULcDvuMDDz8codsoxEXK0b86O4Ldn+x0gBQSL+1dc3J3PlFiglYwseShR\nCv4Xeaj9Rn8Bxt///XY6XgOGZfkuwEqM2oxKjKk33p8KH5x4PjybUE0cz9vAP3tyxQezivdnFY+m\nFZtgLLuIxchCDc2Kz16SiKqjJCxkALhKDRdI5T75eLsY0+Ajp+nYFZwVeax0IEknkKE1roD3AGp2\nHfiOdrRv0o7gt2c3ZR/Hw8xLKUuJ6xUlk4ANsbFhNTG5yYkFyVYnLwNbgFFXRN5WWWQPEG7a194M\n6yEQmdDireWUwE8eVnT6kMsu9e7+9R8u+OmjGTOvfDSvWXWRZRfoQsQ1jklV47ygBj5KnuOb4nwO\nqHMwz/e55CUYbYi0IbnREmICSlUql/bdSUqCFD2EKFvQt5wJOjjOdO+l7Q/P7jk62tHe1I7gl+1Q\nf3B5/ZXZ1/zeoHdHDnHF7BprooJpSFBak8hhFZehHGTPbqoJLMyPaEkZWoxKBBNlPlF+7BpOF45f\nPVvxz7+65G8fXzJV+HhRYUxyzWCSul9HuAzQFzd9b9+cpMxupYIXw6sN8vcAXbDMQo0+xhwHVLzm\n1jjZQteO6MF+tHScBd5NBh/Z4NHeqh3BL9sh0NkBGq5nX3fcYU1IFCLEXCMXcyfIMDNYx5nNwgJt\nqAccE0Abfet3gOjAfpbyGxEhuJpQNdQiPIpwEo2rTc9vngmbLrJqI8susuzS0Uy9o3YpsnbVRjZq\n1C5p/hlphkcfjUpTv69ToRbBO6OJRuWS0sw6M8A2pD7hLoJZJKrgNAuoyrYrZhw7TW6vHDzGYx3g\n0b4pO4JftoPlJjd9CS1lNgRG4LQb0CssrgiTZs6Xa+G2RdE6+nQRBtiRwcoAMYDugQz1NiObVF80\nCJUYnshUAo+qyPtTx0enDZPGsYnG01VP44WJS4B21UWu2iRxP68U6rTNLic4UltbxMc09Nyr0Kig\nEnGiaA9ObCiRMdtmlauctlBJDHjf9d/Je7D33HaPefzjc3SBj/Z17Ah+e3ajEsteIqQU6Q2ARmaB\nuvXXQjR6M0JMHREld+lVcnH0KBZIjhlSagFt5PIdpj877XckkG0jhM5oJDC1joqWExf59EHFWk9x\nqlx0gZ89veSTk4ZPThoWlU+MDaMLmc3lquRNSP2+nROipexvo0YjkUqMBsV5pVLHSiNOhU0fc0Y4\nscA+xwJdluhKx79lgPvHsn8JbHtKr9U9Hu1ob2rvFPxe1eZ1m/7bd+EC3aYDpDyWhEf5XMpm5iE/\nOeYnMWV++/ypbUY3SUKVz5mk5Uq/bGTrzg6ZUPYAYB842CYoVKCWVMS8aDyfqjCZKn+4aPn9xZpn\nq44K+GDqaWaeqRfaStloEjwNGbzXvbHqAm2QYejRohKkSkkNL4InTX5zongxahXWfWQjkT6mzpcu\nGFG3509LImR87mFHMWdcArTPAMvyw+e4DppHO9qr7N4wv9v0v36boHhoPwpL22EwpG4H1V2+FkkD\ng7oI0XIQDIaaO83+sNh2Rsa1ejh2WeCN8T8zeqeEPPt3Ysb7EU6CsWp7fvMs8PjliheLmmUXk2yV\nUxa10ITUqzIu3TFg1adxl9HgvakHPJXzaAy4XB/YiMNVjsrnWsJe2IRIFyAWFhgTQDsVnNq2C0Ru\n4rfkzDADuh3jgEd7G3ZvwO/r2OuSFW+6jtt9ZlTWMhQ0y+AGpyngSSigDBEXDCRiCHVmgKUcZMh+\nCpjYTiJknwXeWJZDAtBNNKRPyYrGwcILD2phViWw6824bAMvNj2VptfNC+s+MT6RlPxQcVy0PReb\nwIt1n9xY0g5M1Zhmaf0qZ4S9gUPxalQhucEbsaFLpMQQzSR1hMgui949Fitndji28jjOAI+fH1ng\n0W5j3wvwO2S3AbOdQPprwPJVLnBhf0oueRklQ0yLW2aZ9aVSEOuFGAW8puWzW+e1CCSkdQQzeoQY\nbTfBsufy7u9fNKMNECwyITCVnpqehfZ8tPCsbE5deZ6se+LzFR/OHB9OHROvmEKfe9R8zk60GfA2\nfeC8FXQp9AEeThw2rXBOkNgjfZcGnoujqtwAik5TNrgLif0aSTEmBhuSIONM8LXzfIMLPA4DHO1o\nd7HvLfiN7U3dpNu64sMX0GwrbCCj2bcqQ90bpFhal4HACk3xCWjUJYFQVwRCDYg2lIRYbotL4gkj\nzjmiPULqvuhjHlqkUCuYCqeTih+dVUwmxot1z5cXG/5wviY8rDnVmql4PI7GKd5kWO+qU6ZOaZzS\n9saTq5YX655VX9ObEaeeRoRG3VDX58TQnNRxmuKJrQqbUFigZemr4Si23TD75/lQHSCHr+2RBR7t\nNvZOwe/rxmrexDX9Op8b22sTIbbtXhi7YoPSSVbic5KTAX2kj4ZKci/LBpymZRSQXA1sIkTJ8TzZ\nTkqLAqOPDtvVPaAMokQ/wSph7owfNrCYRv7mDxc8u9jwfNXxsHb86GHFo3qCj8YkJ07KOhe1spl4\n+mhctIHLtme97nPxsyCiLCqF2tEIqAUk9jiEiToq56iCse4jIon99ZAFEnJvMJbd/20/9Pj8D2G/\nEQvcn6dytKPd1r5TzO8u4HkXwLvNeu+SkEntbpZVkUdsRgTNUu9dSF/gNiQQbENkUSsqDnFp2SIP\nVTadyma2kf9DwgCHLBi0EZZBcCosnDD1ym9qxYnQ5R7fF5vAog3UTqlUsxhDAttF7VFRZrXn95cb\nNn3gZR95ue4AWPeRs4mnjZ5FpTSaWKAKOAxHnzLbTnCitMHYSCqKLsKpccxqc/hAR4c1ZLzFRj8w\nr754RxZ4tJvsNuD3bwH/JcmD+++A/3zv/X8d+F+AX+a//yfgP31L+/fG9jYygm/EGI0hW4ok9iYi\niKS2MBUhRsWq9HoXIpsQ6AJIzn0aSq3gXFJIwWVdvZz9sLhlQJHDs0SSJaAMEdZ9ijVOJDCVQG09\nJ67ng7mjkwZT5curHmPDe1PH+3mwUSRJ2NcOVJSJF9a946r1LPsUB7xqe0JM4qcAIXpmlRK9Uqvh\nLKIEvCjqHLV3rPuYWW5igV0QQhE6MCNKaYOTa4XQBf7HsvjlcI/s72i3tdeBnwP+a+DfBD4H/jHw\nvwL/395y/zvw77z1vfsG7E1d4JsFD/b+3nuUXLaSMpopG2o+FfipRK4wNgHaaKz6lAWOgFWKc4n9\neQTntqGuoXNkVDc4JF1G7qKQM6owsCsnkUYDFZH3pp6fvudYzFMt329frnm23PCnDxtOfENVOwwl\nkFzRqU9MbNl51n1MGeU+sgmpDCYBe2KBJ7WjbTwzLzTOMfUuhQEssUByhrtSlwqp1ejCVjcwZmAX\ns+zWbuOPQ1E3kKsqh2LxwvQOXa7y+v41Otofp70O/P4S+Dnw6/z3/wD8u1wHv+/MD+43mfzYX7ao\nvZTmNj984RlmXwRLiY8N2QUOkS44zFLioHapnawq/l+Ow3XRsCyOZ2WjAtH2BiplwIzZfQ1eCb4B\nB2cOqiksVj0/e3zJL18sEYPTyvHpgxlTqYbPKYaQFaO98cHU49XxYt3xfN2x6lI297ILBMqQJehq\nl1ggpeUu4Il4cThV6iJ+oEarOREkBQBtcLvZie/JkPW1/DocHpI+HiZlb/rLd7Tvpb0O/D4Bfjv6\n+3fA39tbxoC/D/wTEjv8T4C/eVs7+G3aXctlhqLkEpDP/5XONsk+mkguhBbNrW8e7SLrPrDqI53Z\n0AcbDSY+ub8uZVBG5S3bLHC0tL1rfbN7FlBaExTFe3jg0nK/cULfG5sQOd/0PF/3eKf4LFwwBtTG\nKacNeJeYV4hGkkYVohmbLhKtY90HrjqXWGDtmHpl6j3OC0JELCDWY6KISzqCGzF0BIAh7iZvZA8I\nNTc+l77ooiJtbLtH9s/DOCF1ZIF/vPY68LvNPfH/AJ8BS+DfBv5n4M+/5n7dC3sbiZDyhZU874KY\nNe40gdm00vRcE3Cs+sSgrrqQipVrh+Coc+zQY7iUPh4uThi5wDEXXWtOh+4fQh+NdU+O/0UmGpnT\nc1bDBwvPRWcEhK+WPYhwNvE0TWJpKglOKgV1RuWNLqY+XmQk4pDd8k0fc2Y6FXfPK0dviokj9Ygk\nMYRKoRKhN8VrxCu0IYsqhHx8kSEmWNiujDLepV2ugP5WMmx7gY4s8Ghjex34fU4CtmKfkdjf2C5G\nz/8h8N8Cj4Bn+yv7r/6L/2x4/pd//1/l7/0r/9pd9vXe2Ou+NzJiXWbb7K9FSRPcVKjMEE2sSjNI\ndUHpgrIJkXUXkyvZR8y20lFJaXkUU6TIyu92gZREwLAvsh1E1ObRlF57LAYqC7w/dfzpB3OebRKT\n+/WLFRdtz588mKQsNCmeV+JrZV9OakcfEvB0IdLG9PnSYxxi6iJZdpF1HWmDow3GrFJm3jNxglgE\nC/jMAlNGWHAhHUNvEDLL24LrLhCO+V35aSgyqeOE0OtY4BES77/9o//r/+Cv/u//82uv53XcxgM/\nA/4N4Avgr4D/gN2Y30fAY9J985fA/wj8+MC67J/94eXuxr8zkcLb2U31fyVDWYDIaxYCKHMuROgz\nSFxsIpe5ju6i7ZlVjvdmFY+mNfNKmVWpTKWLRh9sEBvY5JKRAn6wbZlL4Df6gltyVxc+/avEOO+E\nl53w5VXPr55d8ctnSx40jn/pByf8xQ8WTLM0s5EGHXkxxCKXPVz2cNUZ62CDokuJ1YXS1hcitVcm\nXpl6ZVEnd3heKxVJIcYJmCiI0hvDcZVymC5uY4EhM8oCguUHZDhmkYENDu1zYxA8wAKP4PfdtH/x\nowfwBnmH1zG/HviPgf+NlPn970nA9x/m9/8B8O8B/1Fedgn8+7fd+F09j+8yWBbQgewG5xStZJZT\nO5hVLmnjSXJLr7o0YvLluqcLxsOJB/PUmuJZtUvucnJ2k5Ws7nBqyxd/595I7wdxdDneNlGo6gQy\nvwEuVx0xb/tik/KqTpIwqYqR5OcNL0KTJ7hJRkcnNgBNFxODTaM2I1dtyix3GdD66JhWysw7GgWx\nFAt0ZtSiuNz50gbDBaMXozdBYwJAsa2YQ1LCsQHwTNJgdTQlRtR2VaoPscBxQvkIhN9vu02d3z/M\n/8b2D0bP/5v877UWb5NAyP8dwrn7oupykx3qsz3UmTCom4hBBruU2U1xQENpQy4ByWoq55uePsYk\nVeWzkIBLgqJmpSIuWYxbMCg1MMr189RFY9lHehMaMSZqnPrAaQ2nE49zShvh2bonAvPKsXCKiMsI\n7nBAI6W2MdIZuUA7AXMdFS+R2unQ2bLsQ26/Mza9saiVPmeFU/wvFYdXpS+4xEkFNIIG6Ei7EGIC\n3QJ85fym051cX2IulpZxRvgYC/xjt3vX4TEGiZtM9sDxbai6vEszK4OLEgAoQO7prXxiJ9GSW/xi\n3fNi3XGZOy8aH6h8aiVbiFJ5oXKkmN4IfPvRSMmknlKcb4bHUEAyRpwEaumZWOCjuePPPpxzFYzW\njJ8/W/LhvOaTk5pF0+TsapK5V4U6M70+Cm1IF8dpylB7l0B6Zo5lF7jY9EmsIRoXbc+yC7Qhtc11\nluoCp5WjllTjpxbwJORTUXxMmWAXs8S+5Jhg1k0sIrDBbFDBNikq0gxtcUcWeLR3K2b6BrfQofal\ncS98iaUdWubg+t4BKL62Dxi29Wtsi5Rrl+XhnXJSb2v7Nn3kXHpWfeTJsmXVRT6Ye2RWUTlFs+vp\nsnyWEZFAdiuzU5wF8cZT5IwMGgK9U6J6mtrx4Qm4Gr686vj9+ZrfnG9Yt4GZFz6a14NSjWTG6rIy\nc+0E7zT36IJJAnY/tKkpmMOJDMXRqxCAkoWOnDQuucI+dblUmphxJVkyq7DAMBoHELeSWCFKjgmm\nhEvMvdNOUrH30G54Aws82h+P3Tvmt283AeZY3+0m5vc61/ldssP9pMPYBe6ycGkBE1Wh8ULlXAYF\nx7qvUg3euuf5qsdoqFWpnFKLJaDACCqY27aEFWn8sr3CfIoV1zCqI3jFq/DAR2YTI0bjixeRr87X\nVAI/XNSsestFyUW0Na0llZuk91IyIrnfZDe2ckms34nQeOOqDUgXsI6BBa57yZqHsKhgVinTSqgQ\nVAy1mEZo5linD0YbDY3kjPOWCRK3gqwxu/5mNugHFhZY1LdfJY5wZIHfT7v34HeT3aRuPLx/wHXe\njye+CyB8HQssxcm9GBrSsdRmmQEKsfEY0DjHV1ctj69aXqw6Zjlz6lQ4qUB9AoU6l86opERIMMmF\nwilTOv7iD/tFAhG6SONSJnpaCWeNsKiUSZVEDta98WIdmOaMs/fbg0uF20Kt2xq/TbBB2FRVh86W\nymUIkcQQ2z4OAg/Q51hgoA2JBU58im2m/uJ0td0ou+vE6EgKOSqGMyGoJMmsWLLgWT8w7rLA4hLf\npj/4CHrfL3u3klZv0AV3G1d5X+335uUYGNC+uzxkYt8RGxwz1xKoTyKfqUy5lGtMvPAAT+OVLkYu\nu54XG7hsA1+cb7hqAx8vaqqTmsY5KqAiZVyNlIVtQxZSzWoLkvvFyjkwS/N2Y4QYAqI9tfRMY88H\nU+HH789QVZYh8vPnSz6YVXw4r5h6n85kBiKvRuMNs0gn5O6VpNjfmw1T3yoEqYXaKVNvXHU9V21g\nnQu8u9iz6TXF9EyYRyVUaR6xz4Dp0jT4pH+YC8ZdFkjoc0xxSADl6ztmgZC6Y8oPwcACy3nhOgiO\n44PlrjwC4nfX3in46S2BZTem9/oPFfDbB8rbgOH+Evvs7G2C4bgxfzyTomy3zLfAiiBq+qJPvDDx\njvXUs+lr+girLvBs1fF81QFG7VNsrCZQE1IWFgc+xQStj/R5IlspvC5fdth2ZyBl8JEyrT0fP/D4\nRni27nm+6vjF0ytCmDCrhEdTT4Btq5lKyvyasA7bxE0XDCUVatfOBnVoFU1lM7j8t9CGxAJj3MYC\n2+DoghJqR+MSI66dZpd1VwZfyRlhFMWysKoNSZaQWWAfQSTNVvaaymJyXqXg+dG+53YvxUwLG7nJ\n9jPCb8Yod9cx3vZ4bW+TEe642XmdhXWUVEWf1RAkABKpVXLgH84axaym8Y7PX665WK+52PQsKsfU\newR44COnLuKd0ORB4+VHp3RcRIMYYwIh3f1RMhHMVcSqYVLDB41xMjN4uuLLlyt+8+SKqQrvTyva\nRXJrY47/OYE6xxzr/K/PXSFdTBlhp4InAV2dp7+5HBOc+MhVG1h2afk2xKFAug+e3mDmlb7SgakN\nYrE56aJxWw6T6iXTyZa4ZXNDXWBM16DPIGmawNMBxm4c8MgCv3/2TsHPHUCQG+uq8qKHbqxywx1i\nbd/UDfg24oM3x/9GB2uJnbTkL6kz1KWkwdQLOvVMK5dmaWw6ll3g5aYnvFhx2fZ8dlrTnDZUlWb5\nqEhUIyj0TmiBNsYkRpDTzJZ3TKQMPgINRqVpqPm8Ep40mouZEyhddZGXm5DFCjT3G6cVOoxaYOKU\nNUmpZR0CvU/i+07cwNY0l+mopmRLieOtcxywDXEQOe1ipK0cXVSiuRzjLMmUnFUuA5GyG6whgWEP\n9JISJ0U2q8wQMLKW4EiKu6xjjHJHMvj9sm/f7ZVt7Ksg1z7QFRsDpcn1ZfeXH6/3tqC443LfcMO/\nzUTJPgMsMlhluI+I4FTxKM7B3MGsMpZtxaafIKpcbnr+cL7mxapFMGaVx8xoLA0t8iiNeKTyrMSg\nT8wvZYNLV0TSGyyDj6KRBp9LT0XPjI5HE+HjhzMmteeyi3x+vuHR1PNo6qnU5bBDKm+pnDBFiMTU\n8xsMIebWvi3rdKSC6KLvJyQZr1UfWbbJ9Y1mrLuQWueC0ZsjWoqHTn0SXB3mhigQJYnIkqVhFTQK\nGoweBnUd9hRjhtgfScLLsZ3Ctz9feP8alsdjNvi7Y/cm2yvDfzcADuRb+foyQ2+m7C5flrPR45sA\nYdm3VwHhXUFwnwWOtzEkQSy5v6lyzoZ4XkXgoRc4rZhWjl8+XfLkfM350lhUnnlV0QfloQ+cuYj3\nKSnQOIdqgtdSAN3nPtxSqxdNkpJKzKMr1cDBSeX55NQhVcOqi6lg+UVPiA2T3Ksbc6xQBGrSQUVL\n2VyhzC5OmWWDof+2ZIrVQLzi1Ea9urAOCfTaEIcfij4Y89rldj4dWGA5DpeLvoeukMI0y2smbqpF\nqgAAIABJREFUhCEWmMtgbDsqlAzIRlHI2V6zVxVHH+27Y/cG/F5nNwGQbd89DIhsmdWN7jK3jzHe\nuB9vKTa4zQLnToUIG7IsvktT0GqFeeOoGqWpjatNx/NVlRIg646fPb3k5abiJw8aZg+mTBw4i7h+\nSROVoEr0wiak89TnfS/th5K313sh+JroYebgkwbOFvCLZ0uePrnii4sNjcDDiefhxCMI6hLweJfU\np6MZK694l0A3RGPdRczrNrMq238FvFJJjqPxyqoLSeLLUu3hskuZ4SR04AbNw+iVmtIKJymNIiCa\nR4PmbRVA7EnAVnQIy7/SfWNDVsgGEJRyM8HOTTAGw/L8yALvt73bDo8DPurX/eUsN/Swjfyf5Fou\nIX3BB+Ab3bsDYI3W8bq44T4Q7oNdKVa+0zGMGO/+F6YkQYJZjosptc9KKGZ4Ih+fVGzCjOai5eWq\n45dfXfHyqsIjnE5rHnijto4mtnipmGiNuArpImZJMLUcU7Q8L6SwQFPWllzuhYcThMcXCmYsNz1X\nm8Blm2KAwZJzWGvKsKbYnzHRVLBcVFm6nNVJGWIdxnCWjK0TSYCF5fGXCaAUGRIgbYgsu3S+22DM\n61QaM/UyyH85gWEQlCWBq1IIrZIKtPu4TYwkNry9LyzHBi2DaVGNLmx1EFa92+U+2j2xdwp+cR/9\ndmJnr76FXuV6HlquPIzd5X0gvGllwy/3GyZQ3kpyBEYjKDMD7C2zskgd2/wv8GHtqB41LGrPzx5f\n8vsXgcfReDhtmU9aPprAoypS+xSLc06TC5x5ihHzZLjENx2KQ+iNPKvDkvCpBCYSmUvHaaM8mNWg\nwvmm5/Fly4OJRyYuKTVLRIk4g8YJs8qx6iKrmIArxecMn0d1Fso0MMARE1RRNCc2Vl1gCfQW6GOq\nEdwEJZjL0vnKJCrRx6yVWGJ2Amqpp5dtW1xhakICPrWc/MgZ4dIBM4o2b+PT+Ze0PGW0rv3nRxZ4\n/+zdgt+r3jzgd45vonFC5CagPJSg2I+ljYFwu+nrLvL48zfFCsfu8iEW+Ca2Xcd2R0r9Yul/TWwk\ngUbjHKfeM5lWOBd4sap5fFmx7COPly2bxxecn9b89KzmwXyBWkRjh/QbquhoxBG9su4Z+mGl+IgY\nMUpWag5U2iPac1rBp6c1UlWYwctNYB3WfGwNjVcmLoGN5exrg6bZw5aGNfXR6C3S53VboXyQ3dNS\naDyS7mc7/U4l4DSJp3b5nAhZLSc4+irFARtXWOAIiDKgEi2zy+21k8ywMRkKoocfH7McBswMUIob\nnK+ZXbtsO+B3tPtn7xT8wgj9bsPkDoERkCZ6HfyEXF92tJ19ILQ9MB0zQ2CYj7EFzjdLmgz7cstv\nwgD6wjC8J2926NZwVUVdNYnNhZ46tgTt+WyhbD6c8/vLjudXLZ8/X3G1nFKJ8nA+ZUqkiS1V7Khd\nGsThUVRSQVybFaGDRWKWi9IoVF4JWmFVxYMF/EkjnLXGb16u+e2LFY+7QK1J9n5RJTVmrz714mpi\nVH2O9zkRMMnzi9PJlHwd0g+Ybf8mK0e7Eg9MA49qryy7wKpkgWMktikpEswR8UTTXC6UukyK2wsg\nWmKcgkg6xpDdX7XsAlO6Q3ZFKIZrOy5PkK1Stoyu1xgIdfT3kQV++/atJTxuDSIjZjUGrrENLscB\nUByzvbtaAcwxCI+BcGc7NkoY3ADqdwHC8fulzGKYkRFhrYb0yVWtw4Y6rJjFyCezmmkzY1F3/NNN\nz6+uWmoVHs5qTmc171eB97xx5pMogvdKnWdzREtf6BAjPZkRZ8bWo7TiWKvDVXBWGdM68tUldF3g\n5bLjYp5igKvaZ5CSQbW6JrWerSql6ZPDHaKxMYPcraEDQ9stLYGtInN67vBqI9Ymg2J0n09yAlZl\nWilT0zyIfRvPxNL6vI7ieKXA3HK2Wwv4yXUtStvODxm7zuPLuh+LPgLe/bLvTLb3JrCU/WXK6+O4\n3wgUXxtbHL1/UwH2oWLlmwDv7dg2B5zmnllmTIGgMENw4vEVPHINp64BlKeXNZ/Pa3rg84s1azN+\nelYjDxtOpzUSe6Rf46JRm2eqHvGpNS32WREmH2AaqpTijRONTNSoJbBwkVklnFcp4fByE6irnmAO\nFUdDxFvEEakMpg5OG88mJy02IdUYekvCqIIMoygFG53XkaDB0CKnOIXKpYzwOjPATR/pI4NadMwx\n0+gE86MeXsk/LBnEyjY05mSIJUAsOtljADPSZ7ax41HoxLaexJjFH+1+2XcG/G6ysfs6thtZ2w0u\n8yFQPOQOvy235XUs8FArHAiihuRB5G1MDMfXDU01wWtMLnB/xfva85MHjl5O+fKi5dlVy6+fXNH+\n4ISp9zycO+qQMsDOemo3Ae9xKNKl421DLv+IRksWLIiGacC7QEPgtIIfnta4usKr8Gzd0ZthVuWR\nm6AWcBZwJtTimHrBTOh6svJKbrvLHRiSM6u5AWNwfQvzKwmSJqvapKRJYoebIMRo9DGy7raAFHyK\nAxppHKfPMdNyfhW2I0bJAGaJ+SW5/CyRxfX7bewSp8tkeb1HxLvP9u13eBywt9GmNi5Q3onXjWzM\nDssdfHMy5QYgPMAC34Yd2o0xSylN+j3gg0M1SVfV3Yamu+LEhJ8sJpzOZ/wzv+Jy1fP4fMPvJhWP\n5g2zxvOe73nPG6de0zQ2nxRhGNy8NBUuCjlZYbQR6ir12KpTHs4rfuyNxTryZNnx5KrlctNTK5zU\nnkqyQrWkFriJU9RScfJKSQwzF1s7NTzbntqBecs2WXaNBWpKQghJMWYdhE0Xc5Y6Zav7YHTVlgU2\nMfcel/XJVty1nGgzw23zPkgs5T+2HUY/ut7D89E9FW17exxZ4P2ze8n8XudC3iXpcFt3+VDc8LZA\nOGynBLrvCIIHmesNJ0DYbltILtmmj8RodBKZGzhxNLXyga85qyZs+shXFzW/nVW00fi7lytWFvnz\ns4bq4YSTiYfQo+0KZ1BTMXUpbicSE0CVcZQRWu/YiKeuHBM1PqyNpuq5XHdcrjv6mIYtXXWBaVXh\nvKf2qY1tAtQIbVDWQVkHyz3FqX4vCRQIY9ZUzk8osbnySFZmduzEGDV/ts37vIkGfUmoRFIRTrpm\npeSmKDxvQSrtQSj3hdrgGpdUx6Ef1LK/6Z4ao6Nc+zF+1XU+2jdv91LV5SYbl5VwACDvwhjH7svO\nekYM4Kas8kEXebQeG63jLkB4qyRIziaO29GMJEZgIlTVlImf4Ag0safZPOcjF/izh45eH/LssuXx\n+YZff3VF/+kDplXFfOJoiguM0XhFXYUzzUCS2su6GIl5XOZVlyJhEycsKsGZMq8Sg+xCKj8536S5\nI4Kj9prUXCziMWqJTJzQes2T3bLYgE/SWCJ75zSfyDg6T5KvhbI9HyKpbqZI5a/zEKguKRnQhyTO\nGrzDysAkGLJKJcSQBaqHnZC4G3dNHnnpZua1P8Y2+twR7+6H3Uvmd5PdBA6vSjrc7sbcBcJhHbL3\nKz1s7/aINpSr3MJ2yiRuiAmW58Mc2hzY76LRS2oJE6dMraVul9TtBY/E8+dnMx6dzfinX1xwsXzJ\nly/XfLFoeH/RMKmU93zgPS/MfAIE7wzNTK+Pkot+hSgpebDqs/Kyi1Qh4EPkxEc+WFScd0YUeLLs\ncmF7Re2EiUQ8gcp6KlOmqoTKse4j6z7V/vnoqAqijEMK5SUrjLv06KblUt9u6mFWnxIi3gnapeWL\nwGkXw9ZtJRVgGzKsb9wTTG6Lw0hCCUUMlhz/ExlcW5NRKKTEAEf3ncj4jSMLvA/27ba38XYu+KsS\nBmOWeCsgHN+wjG7QG4Dw4P6M3r+rO3zbHuGxayZZ9NRIIgCxTUAyj6nWbl7X1FXDB9WUy2XLFy9q\nfld7zrvAz58tWcfIn57VNA9nTBuFGNB2ldRgrMK8HzKkgZQAWXfGBqgbmLk0Re7hTPgxFc82gctN\n4OmypY+R2gmL2qPOssMZcaI0Xoiqg7hCEinI0vuWW94OMvwtCyzXdmCBkm7q9Dy1znkVNr0No0Db\nPmKWMuZTr6krJMc9cUValZ04oAwv2EDtd4rjx4A2JDxuuMbc8DmOQPgu7Vtnfq8DhDduD9v7nNku\nEMLrwfCmpMkYCO+ye4dKZN7UigusCpUoqqUlC1adgToqPyP4CZ5AEzuazRN+UAX+7L2KXh9wue75\n3fMVj1+usf6Uk0lDXSlN7Khjh0pqg3NecEFzv7TQkpIIfTRaHK3zOO84lUhVRyZXHb9olzy7alm3\ngbl3PJoGKtJ0t8ZVVFkwSk3pQmTdZeFTE2LcxtqGouTR+Yfs/pbrU1hgXqbUBCbg1NwiFyErN5ul\nQvE+Bsqoy2iJBdaW+oJFkvtNBn2BPKxTBvAaKeIPfb/bvR1d61sGY454927tWwe/19nbYosHP5MR\nbPzWbeKGO6UNe1/Oa9tl90t765jkDW7vzrpH21bIva1GHyKCUkuNd44mLKm6JfXmnA/9hL94f857\nZ6f89Rfn/PUX53x+1fL+rObRvMFJzSMfeeTTCE1VUnGwGeZSjBFkkNvvI1y1kWiJYT1oHCFGJi5p\nBm76JLl/sYlU6qh8hXlN+nsI3ox1rzRe6S1Jd21CYn9pHKe+8nqP2VeJBxYAdGQmJ1nWXsCLsslt\ncW2IaEijPkM0gtdhHrHPLu+2sLqc6eL6bi+oiQ2EkNHrXF/6GhDus8Cylddd+6N9fbv34HfI9gHx\nbbDDQ3HDAoRjhniNPY78on13+a7bfhMrwCck6pH1UnLTf0zS7zGyCIkhPphUTOuG93XGxdWG3z3z\nPFm2PFm1/OzpFesY+OlZw+zhCVUFEnq0XeJNqamIld+Cbt7eKosfLLwx9TCj56QWHs4qggmbaHy1\nbDF8nkmiue6vR2OgMWXmBcPRxZRcMTOcKN5t4eOa+7v3WOKBxV2VDLDqcgubpslxvk8CCdFyv3Ef\n6IIMg6TMlMql6+JHElsHz7+mH4Q4VDyz47/u30syYo77Nn7dTAZ2D0cQ/CbsOwl++3bbONmr7KZE\nw36scB8Ix5+7qadz/MX9JlhgynKyDaRLHhwUoduEwQWeNjUew9uGqlvzSdPxZ+/X4IW2j/zy8SUv\nLjcQTjmZ1IDSWKSJPU49jTOc05wYFZDk/q6D0faRCmHmUh/ww2nFZw+Eiy4lRh5ftZgZtVMWtach\nILn42QMT5wkIoSWPsASnRhVA3DbB8+pzlC5MFIZ5HIMKc3ZhXT5PkNz4Lo/M7GJkPfQ1GxNTzCUW\n6JRRn/F47p7kLG7uB37FNR3fSyXOl9Zy/RNDiGXkmYzvr6O9HftegF+xmxjUXW6ag2ww//e61RwC\n4QKEY/C7zTZft439z5W/XVYq6XOvaxtiAq6qYTPx+M05fv2Can3Bx80MPprx6PSEnz2+4GdfXrLc\nBB5lFzgGz6MKHtUe5xxV7o/FSe6+EJa5EyRg9Dh69TgnvLcINHXky8uWz8/XPL7YYNGYV46zSQWS\ntPq8JKmqGQqqdMGGTHJRm5bsz76qSH58ngsYDT9AUlggqBMmokkU1iV5/NVobnDMzDNEiB5iVoku\nE+rKP91zgUO5tuO6zwPXePupVwPhVjRhV718uI+OQPi17Vut83ubHRGvsjdRVtlf9i77emh7d2V7\nb2LFBUaSFFQglW700bhsI33smfeBeR+ZAu9PK+b1lLO+Zrnu+PzZiuerjq+uWv726RVtnGJnE04W\nM1QiEgO0SxxJCsu8G1RP+pgytFddnjjnlEdTZd31/N6S2vTUC5dtzVUXcV6ovUuzhtXh1KFR2ARl\n1StGxCyrvpDcy0NVl/vnuhDAaGku7xhstiwwn6vRH+k8pVhgjIb228+aCeaSmozXPCeEXTAqFotb\n+4oLfRMQHvrYdib19v+jvR37VpnfbYDoXQHk6+xtAuG+Czxe3SH3+07rLq4duXg3I0IbjDYERBxV\nNWdSV0y0onEp7vbZ3Hj8XsPvLh1tiPzt40uWmx41Y157HlRGQ0hCBaqIbpMRAmxCjv91RnAwr4R5\nJZw2jnnjmNYeQ7hsA19eboizispXTGuPxBT/q2KkASaa4m4GaXobScrK2UjZhes/KPuJKLFhTlH6\nXGZvKqlHOueb8Sq0zlj3Al0YWHPsAn2MhCpNUalzMmSAovwjk+en7+zNeFA6o23vX/sxYG//OJQY\nYSfcsuNNHDHxjezeu71vszxkfx1vM1Fyp33Ye7zT50ZfgFe54ippGLdk5lcGADWThtlkTmgEXZ+j\nq5dMNis+aSb0P5xxdgl/93TJ3z1dEnrjLPcCx6nyoBKayieWpoqXoryXho+nbaRkRZPd40aNhxPH\nxw8a+gibEPj8fI1gWeFZ8bHDhw4XAzU+TZ9TyXV5QO7+MN1iRLGbrkV5HsltaZJEEwp71PxBG015\nMzMwTW68GW2MKbudMw+WM97p86M6RNmCK3Gb2y0SYWMAHGNcWW4QVciPpaA8/TBed4XH7vIRCN/c\n7j34je11HR53tbcBhF93e2PXaSdRckeAvRZvlPSldmTdubzmTTBetknyadr2zPqOxgIfzzynD+Y8\nmAttG5IIatvzxcWG6skVywcTPj1tmE0btHTHxhZvSpNqSEZKMBBRgjjqSnh/LoimrPLTZcfj5YbG\nKfPKs6gdUyJied6vwswJUVPdX4hpiEavqfwFScKot/Iads6rZUDJisw2mvLm8rQ4cXhVfC6GTiU3\nZIkso3ORiVeipYLoym1rCofsbOkBjgyBx8IAh9a8A8mLHUYo23uhKMkc7e3bdwr8brK3wQ7fNGP8\nNljgbT82ZntDbIsSz9ruQ3GvJCOrkbXsSO1Yqz7SheRaep1QNY5FXTGvUrfqlyfKlw8bXm4iV23g\nF0+u6PuIFzhpPBNnNJKAShUqBDQlB7IwMxFYh8RVThrHpFL6EHh8vubx+ZpF5TibeB5MHJLnc1Sq\nNOpQdYgKXW+s8qhNI4EhpPjfrc/vCAFjrsfT7BMXAQQlqcNUlAyxDtemz+IIoU+sMCGX7WR2y5wQ\ngWGd5WHM1goQjlP+uyx2fPMVB/uwK3wTCxzbkQW+2r4X4De2u8TM7tu235QF2uj1Q7VhKkLtktpL\ncYE30WjqCdPphOAC0i3R5TNmm8inE8/m4wVfXAa+utjw+OWaWoQHk4pH857TWpFaqVVy3CzN3I0u\nYlba1ZKclBOh8crCCc+WaRSlCGz6wItVz6zqYKo0vmJSKU5SAbSZMXFQuy0DTCM8k86zc3f7Zu+G\nGvZYIEXVeeTGktz6JLiassFtjFhWz+59Gv9JjhkOyjD5vEseng4p8YSNBqOP3N8hi3zgHig/YAML\nRA72lR8Lpd/MvnfgV+xtJCj21/M2t31TRngAPLby9XdhhxjbLOfoi5WC/NsJegFjg+NKHBBo+ivq\nzYpZiHw6e8DJ6YLTSaDvIr97tuLZVcsX52uaSvloUWPzispVWUQ0JVkal9hPF/OskdSgizqYCJxU\nysOZ58PTCZV3XHaBLy43qDbMmoapOjR0uNDigtHgWFSOdR561IUUsfNqKQmSD/m2szGGOKCBHGCB\nwmhsphiqljLCeUOpgwZCSJ0olhMgdW6LQ/P5ljwzOAvPSoSgaQeiMbTU7Sc5xnsvo1/SIUZoYJJj\ngbafEjnaXe17C35j+zqu6dsooP66VtjAfrB8/DjOdI4D6wMLpGSCBSdJNbmNxvkmspHIaVScVtQe\nHk0aHkxrggaeXNZ8Pq9Qp5xvev7uxYpoRqXCpHKpH9aVEhChFpBAlqka7Qxpdu9Hi4belItNz8Wm\n53zd0aiwqBwThcY6mtihGLUIU++TekrOwooIPoKP237eMVUamPMrrvM+CySzwGHMpYC3MkdYB1Bs\nQ8xZ89Q+SC7HibkUxkh1lo7dXuOkCLO9DoEt+ytMLukUynUWeMAV3gfNV7nD4/sHvt37+L7Zt67q\nUuxdXZS3nT2+y/bGdigzOV6+sL2b3KFXMZ39AtlxrDDF6JIQQshjHzuMyjdMpg/x0uNih7v4krMN\nfDoVlj9Y8HwTWG56fvN0iQOm3jGvPfNKmVWOSb6TlFQH5xW8y5LzKgSUaSP8QBwnk5qfP7ni2dWG\nP5xvcvyvYl4pJ2JUkkBk4hRRBx10IebEQcrEhnzSSqztrrbNBqczVtYyjKMkdXYgucxGLesMbkcQ\ntsHoYyCUKXG5LS7rayGk0Z1luDl57EDxfw1GLXXZ3S6PbI+vXPPh2gtjcZnx78vR7mD3hvm9je6M\nu9pdgPBtZIbfNtgO+zGigONNHAqKQ4pPSe5rDSESgI1O2Uwcng6/eo5fX7AIyo9mJ0znC379suNX\nT6/4/cs1z65aThpPUykPJz6Vk4jLrDJ96Z0aTd6PaLDJc0sXVRI9/bJKbXKbPnKx6Xmy7Gi8QCNM\nmgpfKbVWVM5hRDZBuHKJGZklTUHR66ov5XiR251vsxyaKyBU4nAUcYTMmIfZHmm/uzJGICTnN5XK\nxDQnxKXkyTgG6CC501aA9tBMkBQXTJxyO8Fuy9q2N17pEE77/2oWeOwSOWz3BvxusncFit9UouQ2\noHmIBY4ZYHm8kQXK7hc+ZnfnUFSo8IhSpyYiBEstZaxhYz3zLrKwpHX30aTibDLBEF4uN/zOKV00\nXq57qosNZpbHUyYR1NptY4CiMozbbCPpfYVG4UGjnE09p9OKKMLzdYcq1K7hwXzCtFIk9mi3ogpG\njTDx2/Wt+0DjUpHyTckPuQMAlnMczQbXt3iXRcuwzm6xd0klepPnhPRmxD7QxXQuk2phPicuJYPK\nAPbBDZY8x3ogkjZyhbderYrtZJO3OFfqANOz7VyR6+1yO/fBsT5wsG+lve2+FCt/3W3fBszexb7J\n3h9DAsC49kXYWVRJA4NiSihcbAKdgFIzaU6pFaYamYRz3lfjh3PhxXszEGETI48vWypVpt4x8S4x\nNyQroeQ2MIMYIUYjhgCxR+g5cYGPTyqiKKvM/jZ9ZOqVReNTzV9sqWOLi0IjFfOqYhMSW2xDRLM7\n6nKGZ/yj8CYWi8tbWCB74gjZL01ss8g7pFnBITPBoTTZwFw651639YApV51hp8hQRzvQFpd1BvMa\ntYDyiMLt/xja3r+jO/xq+1aY320B4bYg+TaTEnd1hQ9t81YFuIfifLeIA5bH8Y0/ftz9Y9cdsr3l\nSmZTxYZAflRlNjmhnzzA2xpdX+Aun3PaV3wynUG14KurlieXLU+WGyZOmVVK7ZV5VKgcjc8tdloE\nEMb7JSDC2bTmT7ywmMKvnl7xq8sNT7vASZVkt2pRTgh4CWkgkwomDoiJYfWj7Ktlt1JGxc8ZwO4a\n493W4cnApobyley+FmUXJ47KpQFSaUpczLFJI0TNQ5+SMEKl5HO9ZYFqJamRR3iSZjIn9p5PmWWJ\nLkkASGGB5d4r1H84zhGN5boHcOwS2dq9dnvvCiJv20W+6Ytzl/XdZZ9uctNus+2d0ghGDGAUFL/2\nGbbK7GKGRaMzuOoF7ZR5gMmmY7pZc+KUz+aeh82Cnz9dstoEni1bll3P81WHd0qY+NwpkYaJ+/yN\nKpnUVLysmFZMneAbmNTGs8s1AqzawMt1z5OrlloqtJb/v73z+ZGsO+/65/y4P6q6Z6bHjmUb28gL\ngpSskiySCIHkZcwCtrBDLGCBBEsUiX8gK1AUCRYoUqJIsAApYhHYIeGYJICILUCAMBIIYpv39bzv\nzHR3Vd0f5zwsnnPuvVVdPVXd09PTM32/UnV1Vd26de655z73+/zWMlzOUVuPt1btk8l+mIVESBIr\nOyq2TAL7D/2N0N1N1FBG4bBbHEHPmQaQW2NTKTEhEBHUzSuD+0IdTpbcMF17DhtJ7pYkbXOxCL25\njmExMTs/piwwCWXDxAkibGWJ7FOFDx4/H78QfNDC7xjc1pv6Nr9zSKDdVAjfjRkgWYIm3sHhLp8u\nnMwmhgvAkBhEYoCJqa16TX/rgDNTUlcn1GVNWRWc1YbztePFiedlU2Csqq0vNx3eGmqfWkgmnXEa\nPgLQYxEBR2BJwNuesyLyrLKsek8nWvjUWah8ybOipCgcBepEaC2s7FhqPorQp5p/0z65+3Db+Vdb\n4KD1JjugFkewjMURusQCm14dSS1qf+0TAxRnKUSdQd6Y4eZj8uCsYKL2SYGxPmCMWR1PJG/KAtOJ\nzCzQ7LBAmR7ElePazwI/dqGX8cELv108hLvWTS+yfdsfCo7OKt2wYIfP91O8rLqJjBVHJh9rkQJr\n6aM2+LmMgc4ZiuqUk+UJpbSYdoVfveRp5/lKVdB/YZli3yKvm56Fd5yWntKNF10Ogs4OhBB0HGVo\nsWGD7xvOvOFPn5UUVUkbIi83PSKwLBzPFmAIeOkppMcFQ2Ucy8KpWhmhST5Sd4Mr9ybe/ankiNPd\np3l1dmRW0Zkk8FKj914IqftdFP28kNF5kcNhQAWrhTE3mMn5zGx0GJEZ+phkwTjuM7M/M9wEB0aI\nmayh69VhJvuGj1MgfnTC77bs6za/8S5xDNPcFYSwo/ZNWWBWhxM7EJMuxtRyceh7Gyy9BHoRGiwr\n6zn3nkV/QRnWVM05z+wp3zitWZ4u+dF5w4/PG843PUvvWBQOa2DhLRQWSUG/o+qtg7ZRKFIP3y8u\nCkxZ8WRh+N8vV3x+0dK2gbPa83xZYgVO6ClMhxdH7SzBWm152UX6GHHW0IsZ4/QOLIRjb1Ayed5t\nm2mS1xyjzNMNbE4rRLe5pWgqKps98dGNNQRdLq01UV9Jv2NFPcKBkX0ik5tevrGITE68GUyreT8Y\nDbHZVYkPVZT+2PHRCb+M64TH+/QSv88x7csUyL0/Mnu0gFhlgc6oEf68jQTpeRIjzwKU1nFSeYqq\n5NRXdCHwct1x0QaaPnLR9ikmzlM4FXzB7DAmIGCJrsI4zxNbUJmSshJerhsMwrqLvFx3fHrRYqPF\nFpFlkbq/YcGoQ2GNFjx1RghWCMmWlsNKYMKKYe8lfhsWmGsE5vaZFhWApTHYSKp1GDFx3Wv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0KbVj19Z63sCBnvfee4n3eeUVz+ve3fOeeCK1Y+abZcs874orPG/vve33Yu7c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\n", + "text": [ + "" + ] + } + ], + "prompt_number": 103 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "time_coarse = time[::20]+tlag" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 134 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print time_coarse.size\n", + "htime = dt*np.ones(time_coarse.size)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "85\n" + ] + } + ], + "prompt_number": 135 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "mesh3D = Mesh.TensorMesh([hx, hy, htime], 'CC0')" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 114 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print mesh3D" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + " ---- 3-D TensorMesh ---- \n", + " x0: -125.00\n", + " y0: -50.00\n", + " z0: 0.00\n", + " nCx: 500\n", + " nCy: 200\n", + " nCz: 85\n", + " hx: 500*0.50\n", + " hy: 200*0.50\n", + " hz: 85*0.00\n" + ] + } + ], + "prompt_number": 116 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print U[0].shape" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "(100000L, 1700L)\n" + ] + } + ], + "prompt_number": 117 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "Udown = U[0][:,::20]" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 120 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print Udown.shape" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "(100000L, 85L)\n" + ] + } + ], + "prompt_number": 121 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "U3D = Udown.reshape((mesh3D.nCx, mesh3D.nCy, time_coarse.size), order='F')" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 126 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "np.save('model1_field', U3D)\n", + "np.save('hx', hx)\n", + "np.save('hy', hy)\n", + "np.save('htime', htime)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 132 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "np.save('time', time_coarse)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 136 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "mesh3D.plotSlice(mkvc(U3D), ind=20)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 128, + "text": [ + "(,)" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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+ "text": [ + "" + ] + } + ], + "prompt_number": 128 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file diff --git a/notebooks/SeismicRefraction_model2.ipynb b/notebooks/SeismicRefraction_model2.ipynb new file mode 100644 index 0000000..2c4bd25 --- /dev/null +++ b/notebooks/SeismicRefraction_model2.ipynb @@ -0,0 +1,8144 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:ced47ae41d965342e50586eafee842853368deb4bfb23011f2a5706322b97e68" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from simpegseis import *\n", + "%pylab inline\n", + "from SimPEG.Utils import mkvc" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ], + "prompt_number": 2 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Step1: set time\n", + "dt = 0.8e-4\n", + "ntime = 1700\n", + "time = np.arange(ntime)*dt\n", + "# Step4: set mesh\n", + "cs = 0.5\n", + "cs = 0.5\n", + "hx = np.ones(500.)*cs\n", + "hy = np.ones(200.)*cs\n", + "mesh = Mesh.TensorMesh([hx, hy], 'CC')\n", + "# Step2: set Tx and Rx\n", + "tlag = 0.008\n", + "options={'tlag':tlag, 'fmain':100.} # You need to set waveform to set Tx\n", + "nrx = 99\n", + "xtemp_rx = np.arange(nrx)*2.5+2.5+mesh.vectorCCx.min()\n", + "xy_rx = np.c_[xtemp_rx, np.ones(nrx)*mesh.vectorCCy.max()]\n", + "rx = AcousticRx(xy_rx)\n", + "\n", + "tx = AcousticTx(np.r_[mesh.vectorCCx.min(), mesh.vectorCCy.max()], time, [rx], **options)\n", + "# Step3: set survey (pass txlist)\n", + "survey = SurveyAcoustic([tx])\n", + "wave = tx.RickerWavelet()\n", + "# Step5: set problem (pass mesh) and pair with survey\n", + "prob = AcousticProblemPML(mesh)\n", + "prob.pair(survey)\n", + "# Step6: set boundary\n", + "prob.setPMLBC(20, dt, bcflag='left', const=1.)\n", + "prob.storefield = True\n", + "# Step7: set velocity model and check stability\n", + "v = np.ones(mesh.nC)*800.\n", + "v[mesh.gridCC[:,1]<30.] = 2300.\n", + "v[mesh.gridCC[:,1]<0.] = 1500.\n", + "prob.stabilitycheck(v, time, 100.)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "You are good to go:)\n", + ">> Stability information\n", + " dt: 8.00e-05 s\n", + " Optimal dt: 1.09e-04 s\n", + " Cell per wavelength (G): 1.60e+01\n", + " Optimal G: 1.60e+01\n" + ] + } + ], + "prompt_number": 3 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "mesh.plotImage(v)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 4, + "text": [ + "(,)" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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+ "text": [ + "" + ] + } + ], + "prompt_number": 5 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Step8: run forward\n", + "U = prob.fields(v)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + ">> Start Computing Acoustic Wave\n", + ">> dt: 8.00e-05 s\n", + ">> Optimal dt: 1.09e-04 s\n", + ">> Main frequency, fmain: 1.00e+02 Hz\n", + ">> Cell per wavelength (G): 1.60e+01\n", + " Tx at (-124.75, -124.75): 1/ 1\n", + ">>Elapsed time: 5.74e+01 s" + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "\n" + ] + } + ], + "prompt_number": 6 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Step9: project data\n", + "data = survey.projectFields(U)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 7 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print 50./1500." + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "0.0333333333333\n" + ] + } + ], + "prompt_number": 8 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "icount = 1699\n", + "fig, ax = plt.subplots(1,1, figsize = (8, 5))\n", + "extent = [mesh.vectorCCx.min(), mesh.vectorCCx.max(), mesh.vectorCCy.min()-mesh.vectorCCy.max(), mesh.vectorCCy.max()-mesh.vectorCCy.max()]\n", + "ax.imshow(np.flipud(U[0][:,icount].reshape((mesh.nCx, mesh.nCy), order = 'F').T), cmap = 'binary', extent=extent) \n", + "ax.imshow(np.flipud(v.reshape((mesh.nCx, mesh.nCy), order = 'F').T), cmap = 'jet', extent=extent, alpha = 0.2) " + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 10, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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5t7z4B2mgS2EipnWqtyIYigmc5vruk6UtzyKamvdzloFqS0GEKtGo7og41nfU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\nvKzbLuaUgXm9fWH99H3W5yzz7A3epcP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MrVp0xSUvq5BxmSeoXepOG3ZogMpv1ZGxHSNt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\nBwcHBwcHB4d28f8DdEnNqtFan1YAAAAASUVORK5CYII=\n", + "text": [ + "" + ] + } + ], + "prompt_number": 10 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print data[0].shape" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "(99L, 1700L)\n" + ] + } + ], + "prompt_number": 11 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from JSAnimation import IPython_display\n", + "from matplotlib import animation\n", + "fig, ax = plt.subplots(1,1, figsize = (8, 8))\n", + "ax.set_xlabel('Easting (m)', fontsize = 16)\n", + "ax.set_ylabel('Depth (m)', fontsize = 16)\n", + "extent = [mesh.vectorCCx.min(), mesh.vectorCCx.max(), mesh.vectorCCy.min()-mesh.vectorCCy.max(), mesh.vectorCCy.max()-mesh.vectorCCy.max()]\n", + "ax.set_xlim(extent[:2])\n", + "ax.set_ylim(extent[2:])\n", + "\n", + "nskip = 79\n", + "def animate(i_id):\n", + " icount = i_id*nskip\n", + " frame = ax.imshow(np.flipud(U[0][:,icount].reshape((mesh.nCx, mesh.nCy), order = 'F').T), cmap = 'binary', extent=extent) \n", + " ax.imshow(np.flipud(v.reshape((mesh.nCx, mesh.nCy), order = 'F').T), cmap = 'jet', extent=extent, alpha = 0.2) \n", + " return frame\n", + "animation.FuncAnimation(fig, animate, frames=20, interval=40, blit=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "\n", + "\n", + "\n", + "
\n", + " \n", + "
\n", + " \n", + "
\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " Once \n", + " Loop \n", + " Reflect \n", + "
\n", + "
\n", + "\n", + "\n", + "\n" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 12, + "text": [ + "" + ] + } + ], + "prompt_number": 12 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "def traveltime(x, h, v):\n", + " d = np.sqrt((0.5*x)**2+h**2)\n", + " t = 2*(d/v)\n", + " return t" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 13 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print traveltime(2.5, 20., 800.)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "0.0500975610684\n" + ] + } + ], + "prompt_number": 14 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "def intercTime(x, h, v1, v2):\n", + " out = 2*h*np.sqrt(v2**2-v1**2)/(v1*v2)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 15 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# print intercTime(0., 20., 800.)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 17 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print (2*20)/800." + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "0.05\n" + ] + } + ], + "prompt_number": 18 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "extent = [0,2, 0, 2]\n", + "fig, ax = plt.subplots(1,1, figsize = (8, 5))\n", + "ax.imshow(data[0].T, cmap = 'RdBu', extent=extent) " + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 19, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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wbBVDtHfI5B5M7jHO9yDfo9ze5t60xvtYSjNvHY7o2jwOccnrumLsqvU0xtLm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\nR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vYPXqEEOGwA9+EObkk+G005LfH6Lt88+Ha68NUVIC27Ylt/64cWGKipLf/p/+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\nluLpluLpjmLpluIZPEqus4R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+ "text": [ + "" + ] + } + ], + "prompt_number": 20 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file diff --git a/notebooks/SeismicRefraction_model3.ipynb b/notebooks/SeismicRefraction_model3.ipynb new file mode 100644 index 0000000..6bf6da0 --- /dev/null +++ b/notebooks/SeismicRefraction_model3.ipynb @@ -0,0 +1,10514 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:e2e4510c9cc6902965fd53a7cedc703aaebe9766ea06a39cb84a32db265e35f2" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from simpegseis import *\n", + "%pylab inline\n", + "from SimPEG.Utils import mkvc" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ], + "prompt_number": 1 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Step1: set time\n", + "dt = 0.8e-4\n", + "ntime = 1700\n", + "time = np.arange(ntime)*dt\n", + "# Step4: set mesh\n", + "cs = 0.5\n", + "cs = 0.5\n", + "hx = np.ones(500.)*cs\n", + "hy = np.ones(200.)*cs\n", + "mesh = Mesh.TensorMesh([hx, hy], 'CC')\n", + "# Step2: set Tx and Rx\n", + "tlag = 0.008\n", + "options={'tlag':tlag, 'fmain':100.} # You need to set waveform to set Tx\n", + "nrx = 99\n", + "xtemp_rx = np.arange(nrx)*2.5+2.5+mesh.vectorCCx.min()\n", + "xy_rx = np.c_[xtemp_rx, np.ones(nrx)*mesh.vectorCCy.max()]\n", + "rx = AcousticRx(xy_rx)\n", + "\n", + "tx = AcousticTx(np.r_[mesh.vectorCCx.min(), mesh.vectorCCy.max()], time, [rx], **options)\n", + "# Step3: set survey (pass txlist)\n", + "survey = SurveyAcoustic([tx])\n", + "wave = tx.RickerWavelet()\n", + "# Step5: set problem (pass mesh) and pair with survey\n", + "prob = AcousticProblemPML(mesh)\n", + "prob.pair(survey)\n", + "# Step6: set boundary\n", + "prob.setPMLBC(20, dt, bcflag='left', const=1.)\n", + "prob.storefield = True\n", + "# Step7: set velocity model and check stability\n", + "v = np.ones(mesh.nC)*1500.\n", + "v[mesh.gridCC[:,1]<30.] = 800.\n", + "v[mesh.gridCC[:,1]<0.] = 2300.\n", + "prob.stabilitycheck(v, time, 100.)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "You are good to go:)\n", + ">> Stability information\n", + " dt: 8.00e-05 s\n", + " Optimal dt: 1.09e-04 s\n", + " Cell per wavelength (G): 1.60e+01\n", + " Optimal G: 1.60e+01\n" + ] + } + ], + "prompt_number": 2 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "mesh.plotImage(v)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 3, + "text": [ + "(,)" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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+ "text": [ + "" + ] + } + ], + "prompt_number": 4 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Step8: run forward\n", + "U = prob.fields(v)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + ">> Start Computing Acoustic Wave\n", + ">> dt: 8.00e-05 s\n", + ">> Optimal dt: 1.09e-04 s\n", + ">> Main frequency, fmain: 1.00e+02 Hz\n", + ">> Cell per wavelength (G): 1.60e+01\n", + " Tx at (-124.75, -124.75): 1/ 1\n", + ">>Elapsed time: 5.95e+01 s" + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "\n" + ] + } + ], + "prompt_number": 5 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Step9: project data\n", + "data = survey.projectFields(U)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 6 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print 50./1500." + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "0.0333333333333\n" + ] + } + ], + "prompt_number": 7 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "icount = 1699\n", + "fig, ax = plt.subplots(1,1, figsize = (8, 5))\n", + "extent = [mesh.vectorCCx.min(), mesh.vectorCCx.max(), mesh.vectorCCy.min()-mesh.vectorCCy.max(), mesh.vectorCCy.max()-mesh.vectorCCy.max()]\n", + "ax.imshow(np.flipud(U[0][:,icount].reshape((mesh.nCx, mesh.nCy), order = 'F').T), cmap = 'binary', extent=extent) \n", + "ax.imshow(np.flipud(v.reshape((mesh.nCx, mesh.nCy), order = 'F').T), cmap = 'jet', extent=extent, alpha = 0.2) " + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 8, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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qv37sj/3zW530HwOyF2gzSCVMaQ0lvq7r0Ge7ZcvXF//m9i1GXpNyOer6AG+D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+ "text": [ + "" + ] + } + ], + "prompt_number": 8 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print data[0].shape" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "(99L, 1700L)\n" + ] + } + ], + "prompt_number": 9 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from JSAnimation import IPython_display\n", + "from matplotlib import animation\n", + "fig, ax = plt.subplots(1,1, figsize = (8, 8))\n", + "ax.set_xlabel('Easting (m)', fontsize = 16)\n", + "ax.set_ylabel('Depth (m)', fontsize = 16)\n", + "extent = [mesh.vectorCCx.min(), mesh.vectorCCx.max(), mesh.vectorCCy.min()-mesh.vectorCCy.max(), mesh.vectorCCy.max()-mesh.vectorCCy.max()]\n", + "ax.set_xlim(extent[:2])\n", + "ax.set_ylim(extent[2:])\n", + "\n", + "nskip = 79\n", + "def animate(i_id):\n", + " icount = i_id*nskip\n", + " frame = ax.imshow(np.flipud(U[0][:,icount].reshape((mesh.nCx, mesh.nCy), order = 'F').T), cmap = 'binary', extent=extent) \n", + " ax.imshow(np.flipud(v.reshape((mesh.nCx, mesh.nCy), order = 'F').T), cmap = 'jet', extent=extent, alpha = 0.2) \n", + " return frame\n", + "animation.FuncAnimation(fig, animate, frames=20, interval=40, blit=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "\n", + "\n", + "\n", + "
\n", + " \n", + "
\n", + " \n", + "
\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " Once \n", + " Loop \n", + " Reflect \n", + "
\n", + "
\n", + "\n", + "\n", + "\n" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 10, + "text": [ + "" + ] + } + ], + "prompt_number": 10 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "def traveltime(x, h, v):\n", + " d = np.sqrt((0.5*x)**2+h**2)\n", + " t = 2*(d/v)\n", + " return t" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 11 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print traveltime(2.5, 20., 800.)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "0.0500975610684\n" + ] + } + ], + "prompt_number": 12 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "def intercTime(x, h, v1, v2):\n", + " out = 2*h*np.sqrt(v2**2-v1**2)/(v1*v2)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 15 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# print intercTime(0., 20., 800.)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 16 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print (2*20)/800." + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "0.05\n" + ] + } + ], + "prompt_number": 17 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "extent = [0,2, 0, 2]\n", + "fig, ax = plt.subplots(1,1, figsize = (8, 5))\n", + "ax.imshow(data[0].T, cmap = 'RdBu', extent=extent) " + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 18, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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gVQKYRQJCF43zLrAMRl87DJfq+WKkihFngZlWOK94tzZnL7tIFyPL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\nAL4FfGJwzEF95qrBb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3D9G6NSxcuDDleAwYADk5Yf74R7jttuT3T3R5zRq4/fYQN98MnhcmHE7+9511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\n/p5MXo6uC0p7Mnk5FAoFqj2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