From 6f9a3e6598695e8b28e8f521cf2c5f171651b3c1 Mon Sep 17 00:00:00 2001 From: SEOGI KANG Date: Mon, 24 Nov 2014 09:04:30 -0800 Subject: [PATCH] Changing figures for simpegPaper --- .gitignore | 3 + notebooks/DC_schumberger_FWD.ipynb | 96 ++++++++-------- notebooks/DC_schumberger_Inv.ipynb | 174 +++++++++++++++-------------- 3 files changed, 144 insertions(+), 129 deletions(-) diff --git a/.gitignore b/.gitignore index 14e3cc80..e2817ea8 100644 --- a/.gitignore +++ b/.gitignore @@ -38,3 +38,6 @@ nosetests.xml *.sublime-project *.sublime-workspace docs/_build/ + + +*.ipynb_checkpoints diff --git a/notebooks/DC_schumberger_FWD.ipynb b/notebooks/DC_schumberger_FWD.ipynb index 20430bce..2445fbd7 100644 --- a/notebooks/DC_schumberger_FWD.ipynb +++ b/notebooks/DC_schumberger_FWD.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:4c81eac7c432b351e702d9aa1f39f2d14f9487903d874e4c95342ece5a8bb266" + "signature": "sha256:73d0cc81c1a231c2a808e89facb3717f7496e7473309088a86f2512a257912a1" }, "nbformat": 3, "nbformat_minor": 0, @@ -67,7 +67,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 113 + "prompt_number": 2 }, { "cell_type": "code", @@ -78,7 +78,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 114 + "prompt_number": 3 }, { "cell_type": "code", @@ -89,16 +89,24 @@ "language": "python", "metadata": {}, "outputs": [ + { + "output_type": "stream", + "stream": "stderr", + "text": [ + "C:\\Users\\SEOGI\\AppData\\Local\\Enthought\\Canopy\\User\\lib\\site-packages\\matplotlib\\lines.py:503: RuntimeWarning: invalid value encountered in greater_equal\n", + " return np.alltrue(x[1:] - x[0:-1] >= 0)\n" + ] + }, { "metadata": {}, "output_type": "display_data", - "png": 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nHJ22bQ3uvNPBihUyw4drLF4s89xzB/j3v3P5/POMvwARHGZkZRmUlZV/iffq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jaRpvv53JX/9qvutNnKgyaZKWMHN09GgH55+v07q1wb33Oli+XGbYMI1Fi2Re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\nyFZQe3i9Bs88EwbMN3pr1Gj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lRbpmLrjhIl3recLhMN5U7wppQKNKL9TWcSzhjh+WUxlj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\nM4mNjSUqKkolfNerV0/lDbdq1UqVoVSCkhJErFYrTk5OFaYfASVnSNh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"text": [ - "" + "" ] } ], - "prompt_number": 115 + "prompt_number": 4 }, { "cell_type": "heading", @@ -118,7 +126,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 121 + "prompt_number": 5 }, { "cell_type": "heading", @@ -184,7 +192,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 140 + "prompt_number": 6 }, { "cell_type": "code", @@ -195,7 +203,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 141 + "prompt_number": 7 }, { "cell_type": "code", @@ -214,7 +222,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 142 + "prompt_number": 8 }, { "cell_type": "code", @@ -244,7 +252,7 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 124, + "prompt_number": 9, "text": [ "(-600, 600)" ] @@ -252,49 +260,46 @@ { "metadata": {}, "output_type": "display_data", - "png": 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"text": [ - "" + "" ] } ], - "prompt_number": 124 + "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ - "fig, ax = plt.subplots(1,1, figsize = (5,3))\n", - "mesh.plotSlice(sigma, grid=True, ax = ax, pcolorOpts={'cmap':'binary'})\n", + "fig, ax = plt.subplots(1,1, figsize = (6,4))\n", "ax.plot(xtemp_txP, ytemp_tx, 'bo')\n", "ax.plot(xtemp_txN, ytemp_tx, 'ro')\n", "ax.plot(xtemp_rxP, ytemp_rx, 'ko')\n", "ax.plot(xtemp_rxN, ytemp_rx, 'go')\n", + "ax.legend(('A (C+)', 'B (C-)', 'M (P+)', 'N (C-)'), fontsize = 14)\n", + "mesh.plotSlice(sigma, grid=True, ax = ax, pcolorOpts={'cmap':'binary'})\n", "ax.set_xlim(-600, 600)\n", "ax.set_ylim(-200, 200)\n", - "ax.set_title('Survey geometry (Plan view)')" + "ax.set_title('Survey geometry (Plan view)')\n", + "ax.set_xlabel('x (m)')\n", + "ax.set_ylabel('y (m)')\n", + "ax.text(-600, 210, '(a)', fontsize = 16)\n", + "fig.savefig('DCsurvey.png', dpi = 200)" ], "language": "python", "metadata": {}, "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 144, - "text": [ - "" - ] - }, { "metadata": {}, "output_type": "display_data", - "png": 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TIroWfBOQh62R1+12F9gSIqL58E1AvnnzputCpoqicJFTIroWpBtD9jJsIdPz8/OpFjl9\n//338f7778+qqUS0IvoXOZ2JqS4JztGoWRaXFzLlIqes0w9tWZU6ZWrLpGWMm++237QhVbozZK9F\nToHhC5lykVMi8ruVXTFEcNrbytQpU1tWpU6Z2rLoaW/ThFTfXNQjIrruVvYMmYhoHqYJqdKNIS8K\nhyxWp06Z2rIqdcrUFt6pR0REE2NAJiKSBAMyEZEkGJCJiCTBgExEJAkGZCIiSTAgExFJggGZiEgS\nDMhERJLw3a3TuVwO+Xwe6+vriEQiKJVK2NzcBHCxzFOlUsHW1haazSb29/cRDAYHyuCt00Q0Lyt1\n63Q0GsX5+blrXjqdRr1eBwDE43Hs7e3h+fPnrvvy1unVqVOmtqxKnTK1hbdOL8FVVp4mIpKJLwNy\npVJBrVbD4eEher0eAO9VqbnyNBH5he+GLOLxuD1mHA6HkUgkUK/XuagpEfme7wKyFYyt/zebTbx5\n82bilae5yCkRTWvWi5z6apaFNXPCunAHAIFAAOfn56554XDYNShbg/C8qLcadcrUllWpU6a2LPqi\n3jQh1VdjyKqq4smTJ/ZjXdeRSqUAAFtbW459DcNAMplcaPuIiKbhqyGLYDCI9fV1e0XpdrvNlaeJ\n6Nrw1ZDFrHDIYrXqlKktq1KnTG3x05DFygZkIqJ5mCak+mrIYpZ4hrw6dcrUllWpU6a2LPoMeRq+\nuqhHRHSdMSATEUmCAZmISBIMyEREkmBAJiKSBAMyEZEkGJCJiCTBgExEJAkGZCIiSVyrW6e5yCkR\nLdtCfsvi22+/xe3bt69c0SLE43H795B7vZ7nIqf8caHVqlOmtqxKnTK1xU8/LjT2b1ncvXsXr169\nkjYoL3uR02+++Q98+eVLvH37c9y48Sd8/PH2kPR3sbPz6zH3nVX6MuocTAfenVnZk9rZ2cHbt29x\n48YNfPzxx1cqw8s31W/w5b99ibfiLW4oN/Dx/5i8/P/45hu8/PJL/PztW/zpxg1s//82Tpv+7hzL\nHpb+LoBf7+xIXad0xJgikYjIZDIimUyKUqkker3euH+6ECcnJyKVSjnSVFUVrVZrYF/raY/79Eft\nB7wrVPWpAIS9XTz+m4H0W7f+WQCPxtp3VunLqNMrHfh7cevWL2dQ9rtjv1YvXrwQABybqqqer+vE\n6X8Fof6jKvAM9qb+oyrwV4P7e5XxLiCeqmp/R4mnqir+ZgbpjwDxz7duzaVsr/Rf3rol/t75wktX\n57sj39eTx4cJQqp7WePu2Gw27f/rui5SqZRIp9OiVqtN1YBZKRQKSwzI8UtBx9ruuqT9aoJ9Z5W+\njDrn3Zb42K/V9va2uByQrW2S19sz/W/hCMb29rfjB+S4+5MUd2eU/us5lu3XOuMer8Wo12rYftMG\n5LGHLLrdLgDg+++/R7VaRbVaRa/XQygUwvPnz7G9vY0HDx5c/VR9Sjdv3lziIqd/7ZH+313SvLrc\nbd9ZpS+jznm3xavPB719+3bsfa/kv02Y7mKSI+gq6T+bY9l+rXP8I8jbrBc5HXva2/7+PnZ2dhCJ\nRFAul6FpGrrdLo6Pj3F8fIwff/wRX3zxxUwadRWRSMQ1AHuNeV8OyNP5Px7p/9sl7U8T7Dur9GXU\nOe+2ePX5oBs3boy975X83wnTXUxyBF0l/c9zLNuvdY5/BHmzYsezZ89mEpTHDsiGYSAYDKJareL0\n9BR7e3uOKWWmaeL4+HjqBl3V5uam4/FiFzn9I1T1V44UVX0K4D8H0m/d+i8A/zTWvrNKX0adXulA\nA7du/c8ZlP1HjMvtAp6qqmP//Ug/AGrLWZ7aVIEfxi/ijwB+dalNT1UV/zmD9EcA/uvWrbmU7ZX+\ny1u30Lj0HGWrc/wjaHHGnvaWy+VwdHTkmR+LxXDnzp2lBuVWqwVd1+1FTp8+fYq1tbWB/eYx7e3F\ni3/HV19V8dNPP8M77/wZH32UxP37f+eR/g/Y2fmXMfedVfoy6hxM/93v/hUvXnwzk7LdXpNhU5x2\ndnbw008/4Z133sFHH32E+/fvT1yGV/qLly/w1f/6Cj+d/4R3Au/go3/6CPe3B8sfVsa/v3iB6ldf\n4Wc//YQ/v/MOkh99hL+7f3/q9H/93e/wzZzKHpb+D/fv4192dqSuc9T7etL4wDX1roDzkFerTpna\nsip1ytQWP81DXtmATEQ0D9OEVC5yyjPka1+nTG1ZlTplasuiz5CnwR8XIiKSBAMyEZEkGJCJiCTB\ngExEJAkGZCIiSTAgExFJggGZiEgSDMhERJJgQCYikgRvnSYimqFpQqqvzpBzuRwCgQDC4TDi8Tha\nrZadZxgG8vk8arUa8vk8er3e0LKsThNCjNxG7eeVP0n6LMpgnfK3ZVXqlKktk5Yxbr7bftPy1W9Z\nRKNRnJ+fu+al02l7xel4PO654jQRkax8dYbsZdkrThMRzYLvAnKlUkGtVsPh4aE9LGEYBtbX1x37\nhcNhfPvtt8toIhHRlfhqyCIej9tLNYXDYSQSCdTr9aGLmXqZ7SKnRLSKZr3I6dJnWZRKJbTbbc/8\nZDKJRCLhmhcIBGCaJl6+fIlisYiXL1/aeeFwGK9evXJd5JQrhqxWnTK1ZVXqlKktfloxZOlnyHt7\ne2Pt12w2sb+/b1+4s6ytrU284jQRkYx8M4asqiqePHliP9Z1HalUCgCwtbXl2HexK04TEc3G0s+Q\nxxUMBrG+vo5SqQQAaLfb9v+Bi6GPfD5vrzjdn0dE5AdLH0NeBt6pR0Tz4usx5GXhRb3VqVOmtqxK\nnTK1hYucEhHRxBiQiYgkwYBMRCQJBmQiIkkwIBMRSYIBmYhIEgzIRESSYEAmIpIEAzIRkSSkvXU6\nmUyiWq060gzDQKVSwdbWlv3rb8FgcGTeZbx1mojmZaqQKiSj67ooFApCUZSBvFgsZv/fNE2xu7vr\nmZdKpTzrsJ72uE9/1H5e+ZOkz6IM1il/W1alTpnaMmkZ4+a77TdtSJVuyCKRSGB/f38g3W3dvFqt\n5pnHNfWIyG+kC8hevNbNa7VaXFOPiK4F3wTkYevmdbvdBbaEiGg+FvLzm9Osm2e5efMmTNN0pJ2d\nnUFRFITDYde8YbjIKRFN69otcuolEAjg/PzcftxqtbC3t+dYUy8cDuPs7Mx1vT0rzw0XOV2tOmVq\ny6rUKVNb/LTIqW+GLDY3Nx2P+9fN45p6RHQdSLdiSKvVQrVahaIoODw8dAxnDFs3j2vqEZHfSTtk\nMU8cslitOmVqy6rUKVNb/DRksbIBmYhoHqYJqdINWSwKz5BXp06Z2rIqdcrUlkWfIU/DNxf1iIiu\nOwZkIiJJMCATEUmCAZmISBIMyEREkmBAJiKSBAMyEZEkGJCJiCTBgExEJAshqXv37g2kHRwcCEVR\nRCgUErFYTDSbTTuv3W4LTdOErutC0zRhmqZn2QC4cePGbS7bNKS7dbpWq6Hdbtvr5fWLRqOO30ju\nl06n7d9Djsfj2Nvbw/Pnzz3rEbx1emXqlKktq1KnTG3hrdNT8FrkdBguckpE14F0AXmUSqWCWq2G\nw8ND9Ho9AN4LoHKRUyLyE+mGLIaJx+P2yiHhcBiJRAL1en3k+nlERH7gm0VOAecyTpubm2g2m3jz\n5g0XOSWipVjZRU7dFjK19uEip6zTL21ZlTplasuiL+pNE1J9M4asqiqePHliP9Z1HalUCgAXOSWi\n60G6MWSvRU6DwSDW19ftxUvb7TYXOSWia0XaIYt54pDFatUpU1tWpU6Z2uKnIYuVDchERPMwTUiV\nbshiUXiGvDp1ytSWValTprYs+gx5Gr65qEdEdN0xIBMRSYIBmYhIEgzIRESSYEAmIpIEAzIRkSQY\nkImIJMGATEQkCQZkIiJJ8NZpIqIZulY/v9lqtexfbkun0+h0OnaeYRjI5/Oo1WrI5/P2Ek6j8txY\nnSaEGLmN2s8rf5L0cfb9/e9/v/A6Z5VutX2RdbLP2edXKWPcfLf9piYkYpqmKBaL9mNd14Wqqvbj\nWCzm2Hd3d9czL5VKedZjPe1xn/6o/bzyJ0kfZ99PP/104XXOKt1q+yLrHJXOPmefD3OV+DBtSJXq\nDLndbuPo6Mh+HIvFYBgG3rx547qydK1WA8BVp4noepAqIG9tbTkCab1eRygUwtramufK0q1Wi6tO\nE9H1MNX59ZylUilRqVSEEEIUCoWBYQhVVUWz2RTFYtE1r9VquZarqqoAwI0bN24z3fqHWK9C2lWn\nS6USHj16hAcPHgAAbt686bqytKIoE686fXp6OulTICKau4UE5L29vYn2r9VqUFUVd+/etdMikYhr\nkL19+zbOz88984iI/EKqMWTgLxforGBcLpcBAJubm479+leW5qrTRHQdSHVjiGEYiEajjjRVVfHd\nd98BuJijrOu6vbL006dPsba2NjKPiOSTSqVwcnJiPzYMA5VKBVtbW2g2m9jf30cwGByZd51IFZCJ\nZCFzAGi1WqjX6zBNE69fv8bR0RE2NjYA+Ceo6bqO7e1tnJ+f22nxeBz1eh0A0Ov18MEHH9gB+3Le\n3t4enj9/vtA2VyoVx+OHDx8CmHGfT3VJkBai/wYYIYRot9tC0zSh67rQNE2YpjlWHo1vkhuNFmlR\nN0/Nk2maotFoiFAoZKc1Gg2RTCYd+1n5w/IW5ejoyJ7xZZqmoy9n2ecrEZDL5bJjs/ghsFWrVaEo\niiNN9jedNRVR0zSRSqWEYRh2nh/6XIYA4KXRaDgCcLfbFYqiiF6vJ31Qs1jvwf76T05OPKe1euV5\nTWudtW6369lXs+7zhcyyWCZN0xCNRvHgwQP0ej0kEgn7q0Y6nba/BsXjccdXpMt5y/iK1Ov1EA6H\nHTe9yH7HYq/XQ71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WMc1ojsWm1khERLpSLQmnH7jss/yoSXUREZEuVstsbMvA34HvPMu/wYxm6ySa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\ncyIi0iQrmL6UJ5jzY55j+l9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"text": [ - "" + "" ] } ], - "prompt_number": 144 + "prompt_number": 36 }, { "cell_type": "code", @@ -309,7 +314,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 129 + "prompt_number": 11 }, { "cell_type": "code", @@ -318,12 +323,13 @@ "survey = DC.SurveyDC(txlist)\n", "problem = DC.ProblemDC(mesh)\n", "problem.pair(survey)\n", - "problem.Solver = SolverWrapD(EMUtils.Solver.Mumps)" + "problem.Solver = SolverLU\n", + "# problem.Solver = SolverWrapD(EMUtils.Solver.Mumps)" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 133 + "prompt_number": 12 }, { "cell_type": "heading", @@ -342,7 +348,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 134 + "prompt_number": 13 }, { "cell_type": "markdown", @@ -366,29 +372,31 @@ "ax.set_xlabel('AB/2')\n", "ax.set_ylabel('Apparent resistivity ($\\Omega m$)')\n", "ax.grid(True)\n", - "ax.legend(('True', 'simpegDC'), loc = 1, fontsize = 14)" + "ax.text(100, 122, '(b)', fontsize = 16)\n", + "ax.legend(('True', 'simpegDC'), loc = 1, fontsize = 14)\n", + "fig.savefig('comp_dc.png')" ], "language": "python", "metadata": {}, "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 148, - "text": [ - "" - ] - }, { "metadata": {}, "output_type": "display_data", - "png": 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"text": [ - "" + "" ] } ], - "prompt_number": 148 + "prompt_number": 40 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [] } ], "metadata": {} diff --git a/notebooks/DC_schumberger_Inv.ipynb b/notebooks/DC_schumberger_Inv.ipynb index 5884f5ee..e70a0146 100644 --- a/notebooks/DC_schumberger_Inv.ipynb +++ b/notebooks/DC_schumberger_Inv.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:19c3127b59d003240c9fc3ef942fdeb1b3f06fc6f97ca83dc7d01ca16af87352" + "signature": "sha256:18a2474a85f20bef4b2c8819f0b010465a78239cea5edd4974658b8b0ed69b50" }, "nbformat": 3, "nbformat_minor": 0, @@ -16,20 +16,26 @@ "import simpegDC as DC\n", "from simpegem1d import Utils1D\n", "import simpegEM.Utils as EMUtils\n", - "%pylab inline" + "%matplotlib inline" ], "language": "python", "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" - ] - } + "outputs": [], + "prompt_number": 1 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "# matplotlib.rcParams.update({'font.size': 16, 'text.usetex': True, 'font.family': 'arial'})\n", + "matplotlib.rcParams.update({'font.size': 16, 'font.family': 'arial'})" ], - "prompt_number": 89 + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 10 }, { "cell_type": "heading", @@ -75,7 +81,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 90 + "prompt_number": 11 }, { "cell_type": "code", @@ -86,7 +92,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 91 + "prompt_number": 12 }, { "cell_type": "code", @@ -100,13 +106,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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nHJ22bQ3uvNPBihUyw4drLF4s89xzB/j3v3P5/POMvwARHGZkZRmUlZV/iffq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KmFxqmkYoFCIUCiEIAi6Xi86dRb7/HgYPVnjiCRv33QedOmn8/LNAbm7RhKxf\nH2bN0id78+Yau3YJluBa1BiLFpW8njBwoIfCQoF27VR++EHivffs3HlnhNWr/RiejH6/wIknVt0Y\ntiLIsmy6NgSDQex2OzabjU2bNhGNRsnNzSU7OzupT5pBZQ0ohw8fzt/+9je+/fZbfv/9d/744w80\nTWPo0KEMGzbMPM7n8xla8m9ABd5KPIe0FV2D6nSPKIlYsbXb7WRmZpo5posvVti+XWDePBlNg9de\nE7njDv1DjK3hPfFEvaZ3wQK9wiEWm01DlgVEUUNV06P20OLop2FDlRNP1Fi/XqJBA5VDh5JnF2+9\nNcLevSIzZ+pB2g03RPi//4tPJfj9Al5vzfqj7dmzhzPOOKPEv7dv354777yz1DHKYy5Z0jF33nkn\n3377LS+88AJ//PEHAE8++WTcMZ988onx/CuBB4FfE1/DEt0KjGGUqQWDQWw2GxkZGWbfUGMMrxcC\nAb08bMoUG6oKCxdGuOACDUGAYcNsDBum0ry5xrp1AgsWFI9uZVn/sC3BtUglBw+KHDyo//vQIZHW\nrVW2bRPJzNTIzy+qL3/ggfgF5ffes5OVpdG5s0qXLiqtW6sEAsVLxqqb5s2bk5eXB+hpAqMV6xtv\nvIHH42H06NFljmHkfitjQGm32xEEgQ8++MD8gkmsmmrfvj2LFi1CUZSpwBTACTwUe0zaLqRVp2VP\nIobY5uXlEYlEyMjIiBPc2DG2bhVYuVLkooscXHCByldfRenXTzPzuh4PSBKoKrz/vi64Q4YouN0a\n77+fQ+/eNXvLZnFs4PPFz+/OnRW2bTMqEIq+3AsLBW66KcLvvxeQl1dA/foqt98eweOBhQttXHGF\nm/r1M1iwwM4778SnKI5W14hYfD5flQ0oXS6XKd6JxwSDQdq3bw8wFZgO3A3ERVZpK7oG1Sm6mqYR\niUTIz88nHA7j9XrJzMxM2hXfGKNVK32c4cMVFi4UOf54B7172xk71sYrr4h88IHEqFF2Roywc+ON\nCjfcoHDeeSrBoMDkyRkcPAjvvBNl3DiZW26xqhgsUkNhYbwY2u3wwANh+vSR+fJLv/l4t24KTz8d\nJjtb7w/doIHGZZfJ3HtvhDfeCHHrrRGz89iwYbWzuaeqHcaqYkBZr149srKycLlceDwe5s+fz759\n+5g9ezY5OTl89tlnnH/++cZTfkKPdBvEjpO26YXErcBVHSuxEXM0GiUY1AvEDUug8nyLt2mj0bix\nxpw5ei/yQvq7AAAgAElEQVTSQAA2bBD48EORO+8sigwOHBAYPdr4Xf8iPPPMCC+/LGGzwU8/SSxa\nZKUXLKqHtWsl1q7V592XX+oy0KKFys03R+KOCwYFPB6N//1PZOJEF16vxtdfB7j5Zhdt28Zfd0av\nhJqivE7AiVTWgHLlypVEo1HefvttFEXhmmuuYdasWSiKwssvv8y0adM4fPgwEyZMYPr06QD9gL+A\n/bGvn7aiaxCb+K4ssaJriK2qqng8nnKLrTGGz6dvkTTIzYU5cyTmzxd5+GGZv/4SaNBAY8AAlffe\nE3nhhaKPYO5cD3Pnlvwasbk3gI4dFX7+2ap4sKgaTZuq/PGHyM6dImPHutm7N0znzgpdu6rs3Svw\n4INOvv1W4pFHwlx5pb4N2O+n1krGqtrA3DCgvPfeexk6dCjNmzcv0YDykUce4d///jdt27alQYMG\ndOrUyfRhe+2119iwYQOLFi1CkiQ2b97MpEmT+PXXXwFeAq4Grk98/bRNL1RHTregoAC/32/233U4\nHOWeRMYYHo8e3R46BPffL3H66Q4yMzXWr48webJCo0Yasgynn67xz38qPPKIzKRJMqeeqjJ2bGGp\nrxEruFC04GZhUVE6d5YZOTLEVVcF+fHHAzRvrt+ZXXJJiEOHVGbOtNO+vQ9FEdC0os0SxuXg9wvF\nGt7UFOX1R2vRogWqqsaJqUG/fv1Yu3YtwWCQLVu2cO211xY7ZuTIkfzyyy8Eg0H69u1Lbm4uL774\novn3F198kcLCQi677DIKCgq46667ePfdd7nooosAegCXAW8mjpu224CNfKvRf9Pn81VqHEVRCAQC\n5vZFl8tVqW9rwxHY683C59Pd+i65ROGZZ2SaNCk67rnnJP78E556Ss/Xzpgh8c03RVUMJ56o54W/\n+SZtvw8t0oBly/ysXCnx++8izzwTpmNHLw6HxtNP+zn+eIW77/aSkyPw88929u3bjyTFNxxv3jyD\ntWv9NGhQJBGBQMDslVudKIpCOBw2ehwwePBgli9fXiVX8FRTmhtw2qcXKhvpKopCMBgkGo3icrnM\n/1b29sg4D2O+iaLGF1+InHuug+7dVbp10+jeXSM/X9/lA5CTA489JpGTU/Saf/4p8Oef8efg9Wr4\n/QL5+WH+7/8kPvxQZPt2S5QtKs8FFxTlBl59tWjT1P33e9m/X+CeeyJcdVWE9u1tOBz2uF2XmqYR\nCGQgSUEiEdF0jagpEtMLiqLUiOV7qkifM02gsumFkmx8DFO9quakBAGaNdNYujRC8+awY4fA2rUC\nP/0kMGOGxBdf6JPztdeKRwOiqLF2bZBmzSK8/rrA449ncOiQiN+vn1Pjxg6CQSulYFFxunRR6NNH\nYfp0B0OHRnnssTDDh7vZuDF+Hm7erP++bJmNjRtFAgGBHTscnHyyiuOINkejeorM45FQVcX0PwOI\nRCKmCBvdwFKd5429To/im/ESSVvRhYrZ5KiqSigUIhwOJ/VMS4Vlj/F8n0+PTEVRo3Vr/Wf4cJBl\nhSZNHOTl6ROmUSONAweKJqSqCrzyikq3bhKy7OS00+DXXzWGD9d7NLz8ssy11x49t1AW6cOGDRIb\nNuiCWlgoIIqYgmu3a0Sj+jz84Qc/Xq/Ghg2i2bpx+HA3+/cLdOig0qWLQrNm+k5Jh8OO3tNFFz+j\nW59R/RPriRYrxIYYp5J0cY2ANBddKFssY8W2NGeJVIqu16uv7hpoGsyfLzJlimQK7q23yqxdK8aJ\nLsCaNS7WrhX57ruiczSa4liCa5EKPv/cRrt2RWsgd9wR4dlnnZxwgkpGhsaJJ2o0barQooXG6tUS\nP/wQID8fNm2SmDfPxtSp+pqFomCm0wzRS6z2MSzZEw0qq2JOmRjpppPgQpqLrhHpJqvTTdYfobQE\nfypE13hdj6eobOzLLwUefNCGLMOzz8o4nTB1qo1nn1WIRkMsXx5l9Ogs7Hb46y8Rux3WrUuvSWSR\nvlx4YZQ77ojw+ut66srY+ADEbfW122HZMomPPrJxyy0RFi+2EXs5lXTtGM3GY0m04YlEIqiqam6r\nTRTiRFGNFdrCwkK8ibVrRzlpLbpAsW+8xP4IZYlt7DipKj3z+TS++05k2jSRHTsEHn5Y5rLLVEQR\n/vc/Ab9fL09TFIX69b00awb9+6tAkAce0JAkO+edZ2flSmuxzKJ6WbTIzjXXFHXA0y3X9esgENDL\nwpYvl5g40UX37grffRdg/36Bb75Jfk2Vt6bdMKc0SDSnjF20ixXhRFPKxF666UDaX9Wx0a7RHyEa\njZr9EcpbvpJK0f3sM4nHHrOxdavAs8/KnH++Lri6qV6AwkINu91OVlYW2dkOM6IIBgWWLRPxeJxJ\nBbdx4/RbNLA4+rj66ij5+QX06yczaVKYHj2Ktpv36OGlQwcvl1/uZvRoF99+a2PiRBdPPx3izTdD\nnHCCdkSM48dMRU9rw7Ld4XAUs2wXRdEsFTMcKl577TVmzZpFOBw2Wy1C6d5oXbp0KZbaOO644+KO\nqS5vNIO0Ft1YoSwoKDD7IyQ2o6noWFWlSRONU09VueQShaeflmjf3kGbNjaGDxd5+WU327bZyM/X\ny9Pcbn0Sr1kjMH26h6FD9dm8bFmEJk00LrpIYdw4vXB9yBC9O5mFRWVo0UJPw3XsqIusqkKvXgpD\nh8q0aKHi9Wrs3l3Ip58GCIdh3z5dHlau9NOvX5Ew67vRamYeGlGxw+Ew+x2IoojdbqdZs2YUFBSw\nceNGTjvtNBo2bMjHH39cojdaJBLhl19+4cknn2TlypXmz9KlS81jKuqN9tFHH5GdnU3//v2TNk1P\nRlqnFyKRCIWFhWiahtvtxul0VrnOtioYY1x6qUKzZnDHHTKhUIhAIMQff7jYssXDF1/okXfXrnrn\n/exsjT/+EPjjj6KIfMgQhU8+EdmzR6BNG91NGODKKxUGDFAZOtRaULOoODt36iL6wgt6Cdi2bSJu\nNxxpMYLbrbF+vcj48S6cTo3x48P89ZdYLKoNBGq+l24ioijSr18/FEWhdevW3H///Xz00Ufcc889\nHDT6Vybw888/I8syQ4YMoW3btkmPmTp1Kv369eP5558H9J1ru3bt4vHHHze90aZMmcLNN9/Mgw8+\nCEDfvn1p164d06ZNM59X6rlX8j0fNRh2zBVZ/UxGKkXX64XcXJnc3FwURSE7O5NTTnFzxRUazz0n\n43Jp7N0b4b77ZDZtKv4RfPyxxPTp+vfhf/8r8vTT+r/PO89hCa5FpWjdWmXAAP2OSVXhlVcc7Nwp\nMmiQh379POzcKXLwoMjQoW5uuCHCokVBmjXTkm719ftrvpduIrFtHY1mN2PGjKF79+4leqOtX78e\nt9tdzKrHoKLeaAY2m41BgwaV+LqJpLXoOp1OHA5HypveVAW9ODxIQYFKRkYGPp8vLq/sduuLFRde\naOeZZ2zMmaO3x3v77SiDBkVYvz6P996Lcs89cpXPxcLCYNs2kSVL9C/vdu1U7rsvTIsWKgsWBDj+\n+KJ5v2pVgGuukRFFvXohmbFvbUe6iQtp9erVA3RvtHfffZdGjRolfd769eupX78+V1xxxZH1lGxu\nvPFGCo+UGu3YsaOYNxro/mnBYDDOGy3xmJYtW7J9+/ZyaUhapxcMasOyJ5FoNGrWI2Zne8nJsWGz\nxQvnzp0wZYr+v/zLL0V69VL54Qd98mzdqhsANm2q0ratypAhMH26xKhRKgUF8PbbVjcxi9Tw9dc2\nzj9fn4eXXBIfssbqplG9kEhNR7qx3mj66/vxeDwIgsCOHTs48cQTAUr1RgPYsGEDf/31F926dWP8\n+PGsXbuWhx56iN9++43ly5eXyz+ttGNUVcXv95fZByatRbcm3SNKQpZlAoEAqqoiSdKRmmAxrr3j\noUPw5JMSb70lMXasgsulsXJllD/+gLVr9ZuNhx/WP4oLL/Rx+ukC3bpphEICqkrcBopnnpF59lnJ\n9FqzsCiLevVUIhGBHj0UvvzSRps2Cr/+mvxLvFs3L16vRteuKkuW2Dj1VIWRI6O0aFHkfpKsw1h1\nRrqleaNpmobNZjPbLZbGU089hSzLnHbaaQD87W9/47jjjuPKK6/km2++MTdNVcY/LfaYskhr0TWo\njkbmZRHbMMdYxAsEAgiCYPqkBQJ6F7Hnn5cYNkxlzZoIxx+v99d1OjX69oW+fRVeflnin/+Uue8+\nkXvuCbJli4elS/UP79VXiy6OU09ViUaxBNeiQuTk6HPJaFYeK7hDh0bp1Ellzhw7rVqpzJ8fZNcu\ngQ0bJJYssbFmjcSFF+ruwJ07K3TpojJrloOBA2su/RXrjWZsNzaiyXHjxjFmzJhyjXPKKacUe6x/\n//6Anno499xzgfL7p8WmMQoKCpAkyex8VhppndM1vm1qMqdr3ELk5+cjSRLZ2dlmdzJjDEWBDz+U\n6NzZwU8/Cfz3v1GmT5c5/nh9DK9Xi2tcY0QNTiecfXaUG25QOOmkonNp2VL/95o1IpMn14nvSYta\nplMnvQRs1qwQTqc+vzwePZpt0ULjootkrrkmwowZITZv9vPTT34mTIjw3nv6Qu7ixcV3mR3NDcwV\nReGNN97gp59+invccIdp2LBhmd5oTZo0oU2bNuZjice0a9euXO8hrUXXoKbMKQOBgPmNm5WVhdvt\njpsAxhgLF+r/W//8U+DQIYHZs0U++EBk+3a9D4PHE9+bwePRH8/NFXjpJRddujjIydEdJq6+WuG3\n36zI1iJ1uN0ar7wSAvQveqPVaOKimd+v15EDbNsm8NBDTk4/XeHvf5d58cVg3LG11e2rpAbmiUiS\nxJQpU3j44YfjHv/www+x2+2ceeaZuFyuEr3R+vTpA0CbNm046aST4o6JRqOJ3milUifCpuo2pzS2\nFZfVw8FIc0ycqLBzp8CCBVF++klgzRpddP/xDxsFBZCXJzB+vI1x4xROPVXD6YQPPhDZt0/k66/t\nLFkSpV07jdmznbz1VtFrXX+9wtSpMs2aOav0Xi2Obdq3V7nkEl1h+/b18MMP+hzLyNAIhcB1xIE9\nGBSQZZgwwclnn9l44okwQ4fKjBrlSrqQVhuRbjAYLNctPcB9993H2LFjGT9+PIMHD+aHH37g0Ucf\nZdy4cZx00klAcm+0VatW8fXXXwP6e5w8eTK333479erVo3fv3syYMcP0RisPaS261bmQZjhTBINB\nJEkq1y63RJ+0446Dfv20uN08Bw5A8+YO7Hb48EOR++8X2b27aBINGxZi+XIPI0YUvwmZPVti//74\nx267LcrMmVbtrkXZDBkS5OOP3fz734ex2US6dKnPlClBBg/W86MbNkg0a+ajVSuVrl1VFi+2sXix\njeuui7BqlZ8jlVkUFiZfSKuJRubJ0hjlfd2bb74Zh8PBtGnTeOWVVzjhhBN46KGHmDx5snlMojda\n+/btWbBgAT179jSPGTt2LMFgkOeff55p06bRvXt3li5dSosWLcp1Hmlr12MQiUSIRqP4/f4KOYIm\nomkaOTk5ZGdnI8uymesxzCnLg2EddPiwjz59HGzfHkl63IgRNoYNUxk2TF/8a9fOQZ8+Km+8YZWF\nWaSeJk0UBEGga1eFRYvs7NyZQ04ODB6cyY8/HuCuuzL55hsHQ4ZEmDw5xJdfOrn6ar1z13XXRZg+\nPRw33oABbu6/P8JZZxUFE6FQyKzeqU6M0kyXy4WmaVx44YWsWLHiqGvvWJpdj5XTjRkD9FZxgUAA\nt9tNZmZmhSZRbKQbm7NNxO2O//vxx2txgturl8qIEUqSZ+oOALG0b1+1qg2Lus+ePRJ//CGyaJE+\nlz/4wM2qVa4jlTZeZNmGIAg4nfD66w7uvNPN3XcX0Lq1zLXXFhKJRFAUxbzGktXv1mZf26NNcMsi\nrdMLUDH3iJIwyr9Ab8JcWa+02G3ApYmu16vvdz98WK/fXbVKpGlTjb174dtvD3HwYKZZv5vIKafA\nhg1Fv2/ZUie+Ny2qkWuvDfHttw7TV2/dOom33tIFuEcPD1u26F/4Tz/t4ayzZJYtC9C6tca8eQIZ\nGSKaJhMOh82et4WFbpzOKLKsVYsLRGnEirssy9Vuglkd1Ikr1hC7igpvYvmX0b2oqk1zHA59f3sk\neXaBwkJ9M8Qppzjw+wWGDVOYMEGhYUNwuTTOP1/l9tsLGTEiwPXXh2jatCiaDQQqdWoWxzCHDgk0\naqTSpo1+l/TiiyE+/zxA9+4Kzz8fnzr49NMgbdrowhYMCmRm2nA6nXg8HrxeL263m0BAwO1WiUaj\nBAIBAoEAiqKYLRcNm57qIHELcFVSirVF2ke6ULyReVlomkYwGCzmlxaNRlNi2SMImCkGR5HRKqqq\nVykYW3pdLg1VhS++ENE0FUnS8Ps18vLykCSJrCwvqqp3gjJ8rBo2rPTpWRyjfPZZfLXLvHk2Dh8W\nWLtW4sYb9VIFr1fjn/8MxW0DDgaLSsag6K4yEBDJzrbjdtvNYMe4U0xsPl6d3mixzW7SibSPdCuy\nQcKw8MnNzUVVVTIzM83+nMZY1eWT9vXXAmedZWf6dIn+/RXGjlVYujRK164qubkCH30k8eefIuee\n24h//KM+772XxdatEpGIXr9rGAc6HBqdO6v06qVHv5MmWY1xLErnpptCdO9etBYwa5aDSZN0sZ0+\nXf9bo0ZakjpdfR4nEggUPW40HweKNR93OBwIgmA2H/f7/QQCAUKhULE8cXmxIt2jiNIEs7zlX6ls\nZO716o7AmzfDAw9IbNok8sgjum3Pyy+L/PKLSM+eGqefLpObG2HfPvj6axdXXFGIz+dh5UrRtGuP\n5eqrVTZtEs0eqBYWZfHKK66431evlnC7NXr3VjjvPIXJk41NO0VzP6o3vyNxHTkaBVnWN1XEknjd\nlOWNZqQjjDxxYkRcUhlYouiWZ2PE0Ubai25ptbqGFXQwGDRXakurRkhVpKtpGjt2CIwaZWPPHoFJ\nkxTefjtiTlS3GwoL9T3kkUgErzcTVXXQsKFAx44ygwcrfPONFrcxwuD6621s3lw0IY1euxYWJXH6\n6TI//lg0Txo1UjlwQOSLL2xcdJHbXEjbv19E0xQEoeQo13g8WZagrNRBrDeacR0mmlQaJWGxJpWG\nICden1Z6oZZJ/EBkWaagoMAs/8rIyChX+VcqHIEBFEXgp59EjjtOY88e3YL9118FFEXDbo+Qn6+H\nEnoTDfuRxQmNTZvsXH65ndGj7fTqpTJmjIIgaAwcqN8erl0bZfDg5OVkFhbJiBXczp0Vtm/388wz\nIXw+ja++KvrbHXe4aN7cx+DBbiZMcJGXJ7Bli4gSM91K6qVbWQwhttvtOJ1OMz3hdrvN69UInPx+\nvynMS5cuZdeuXWW2UTwaqXOiqygKBQUFFBQUmItkRm6pvGOk4jz69lV5440oTz8t07gxLFwoMniw\njRNOcDB6tJeFC90sWpTBb7/pC2W7dwssXSrx8MOZ9Oypsn59hFGjFKJRsNmKog5FgU8/Tb8yGYva\npVs3XTnr19fIyYG77nJRWCgwd26QjAyNZs1Uvv3Wz//+52f8+IiZarjiCjdNm/o4/3wPEyY4mTnT\nYXqnJZKqRbJYk8pYITas1kVRZOHChbzyyiuMHz+eM844gyFDhnD22WdTr149mjRpwqhRo9ifsH1z\nxYoV9OzZE6/XS9u2bZk9e3ax165uU0qoA6Ib+0GHw2Hy8/Ox2WxkZ2dX2DMtlaKbkaFht0OfPhp3\n3hnipZcOsXr1QdavD5iLX/PmifTv7+Caa+x89ZX+UZx+eoRhw2ScTj0NYXTvN/bDn3aateXXomJM\nnhzkzDN10f36axs9e+riddNNES66SDbLEF0ujUaNNPr2VbjlliidOyusW+dny5ZCpk4NE43q/mqg\n54ANampjhPEaDoeDmTNncuWVV/L+++8zYcIEFi9eTL169Xj33Xd5+umn+fbbb+nfvz+yrF9rmzdv\nZsCAAZx88snMnz+fwYMHM3r06DjH4JowpYQ6sA3YSCOEQiFsNhs+n6/Se8BDoRCyLFfpliU3Nxef\nz8ctt7j4299kLrusAEVRzO3EgiCwapXApEk2VqzQUwxvvCFyyy1FYnrCCSrRqMDBg2VP5IEDFRYv\ntiJfi/Izc2aQX38VyciA8eMjNG7so1Ejjf/8J0CTJvolv2qVyH33ufjiC90Z+J//dPCvf9m54AKF\nHTtEli8vKhhXVZVgMGhGotWF0UvX6/WajWdGjRrFm2++ydKlS/nll1/MzRI//vgjPXr0YNGiRQwY\nMIBRo0axZs0aNsTsLLr22mtZt24d69atA+Ccc87B5/PFRbfnnHMO2dnZpilly5YtGTRoEDNnzgR0\n/WnXrh2DBw+OM6UsbRtwnViF0TQN55FVqqo03UjFt7XRaczhiHL4cAS73Y7P54sb22hybtChg0aP\nHnoZWIMGQSZOFDhwQM/rfvll6e/HElyLksjO1sjNLT6nn37ayW+/6fNq61YRWRbYu1cgttjAyN2u\nXClx++1O2rZV+e67ABs3isyY4Ygbr6a3ACeaUnbu3JnOnTvH7U4z3H5/++03AJYvX861114bN86Q\nIUN466232LdvH1lZWXz//fe88MILccdcfPHFPPTQQykzpYQ6ILqSJOH1es1mM1WhqukFo3KhsLAQ\nn68eiuLG5SreG8Ht1svJDDweXYRdLggGRcJhjffek5IKbps2Kr/+mvZZIYsaIFZwL7hAZtkyG9df\nH+H558Ncd50LQSDOlLJtWy+nnKJyyikKW7ZIrFol8csvIk89Febii2UEAVavLr6QVlMkirthSjl2\n7Nhix37yyScAtG/fHr/fz969e5MaTgJs3bqVBg0apMSUsjxfPmkvuga16ZNm1AEHjoSvHo+HrCxb\niVt2jd4LBh6PRiAgIEnwzjsu3n1XoFMnjddfjzJjhv7t3bq1xvvvS/Ttq/HrrxU+RYtjmBEjImRl\nwbJlRWsDDgecc47MmWcqfPSRjT/+EPjzz0I2bRJ58kknq1bp827lyqKWjpC8lKw6I91YU0pVVQmF\nQmb/3H379iW9Xnfv3s2kSZM444wz6NOnD3v37gVKN5w0KiWq25QS6oDo1rY5pbH/XBAEMjIyCIVC\npk/an38mf06ic4TbDTt2CDzxhP5xSJLG8OEqO3cK/PqrQJcumplru+cemfbtVebOlVi9WqRlS81y\nlrAolbffLkoHfPyxjeuui1JYqM/DUEhAEIy7LYGXXnKwbZvI8OFRXC4tTnAheclYdVKWKeW7777L\nuHHjzMd2795tOji8++675nFQdcPJVJhSQh0QXUhNpzFjnPKOEesCHLtIVtRpTKOwMPmHYKQTNA1+\n/x3uvFP/GHr0UMnOlhkzRmbdOgfvvy9SUCDw3XcC332nj/XRRxJ+f1Fx+oEDVXrLFnWYrCyNvDyB\n3r1lDh8W2LJF32o+YoSb7dtFPv3UzqmnKvz+uz63evXyMHJklBdfDPHmm3a2bSs+fwOB4vbr1Rnp\nxppSGg113G632Uv3zjvvNI/duHEjAwcORFEUli1bRsuWLQHIzMwEym84WZ5jKmtKCXWgZMygpkRX\nVVUKCwspKCjA4XCUWAdcWntHmw1UVeDeeyXOPNNB1676a958s0JWlka/flEefFBh8eIojRtrdO+u\n0qqVfsyzz0o89JCNVav0j66w0IpyLZKTl1fkfXbuuXrJ2KOPhli71k/37gqTJ4fjOuF9+GGQRx6J\nHClVTB7R1rT9euLrJGK87qpVqzjrrLOw2+2sWLGCzp07m8f4fD5OOOEEtm/fHvdcI23Rrl27GjOl\nhDoiuqmOdEvySjOMKUVRJCsrK2nf3bIamcsyvPqq/r99+nQbffuqpujabHpnJ+P1PR4999u6tcbF\nF+sXzWOPWQ1uLCrGF1/YmDVLTzGsWiVx+LD++C+/iGzcqOduW7VS6dYtvoVoYgMc/XEh6fbgmiK2\no6DBb7/9xsCBAznxxBP57rvvOPnkk4s97/zzz+eTTz5BVYveo7ERomHDhrjd7hoxpYQ6kl6AeMGs\nSj/cRCpiTBl7Hh5PfIUCwLJlAvfea6NBA/33WbOi/PWXwAcf6CI8apSezH/0UZVevUS6dFEJBvXF\nj8OH9bGuu87OeefJHDigsWGDnauuivLOO9aGCYviCIKGpumRqd2ukZenpxQ+/VSfL2vXSkyZEuBf\n/3KRkREfaAQCAiecULzyprAQmjatvUjXeJ1QKIT7yLfC+PHjKSgo4MUXX2Tnzp1xGxVatGjB8ccf\nby6sDR8+nDFjxrBs2TLmzp3LvHnzzGNrwpQS6pjopmoc41s0tllOeYwpjeerqhqXXvj5Z4HJk23s\n2AFPPKEweLBK1652evfWaNtWn9jNm4tMmqRw9902bDaN118X+d//bESjAnPmFIn8Y48V0qFDhMcf\n1/NU4bCVXrBIjqbpcyMQEOjQQSUvD1q0UMjPFzh8WOS//81h40YJTVNxOvUNDkaDmUDAgctV/I6v\nphfSYokV3dzcXLKysohGoyxevBhVVRkxYkSx5zz99NNMnDiRrl278sknn3DvvfcydOhQmjdvzhtv\nvMHQoUPNY2vClBLqiOjGVjCoqlolCw9BEJBlmVAoVGyRrLzPN9ILO3cK3H67jY8/Frn3XoWbblLM\npubJKhgaN9Y49VSZe+8N4vGILF4sMnRofBR7//3xJSmLFlmbIyzKZvNmfZ7s3CmxaVMOfftmUb++\nQCRiQxBEfD4Nu92OoihEo1EKClQkKUwwGInr9FVSyVhNOAHHYmyMsNvtREqyaEmgX79+9OvXr9Rj\nRo4cyciRI0s9ZuLEiUycOLHc55pInRBdg/I0Mi8No6my3+/H7XZXuHcDFInuhg0C+/cLvPaaxN13\ny3TpohIOEye6sXW8xuJEMCiwebPElCl2/vhD/9vIkQEyMwVeesnNG2+EsdlUrr5av7UKhaxI16L8\nvPVWHo0bq4RC+hd9MKgBGk6nZoqnzWYjHLZRr56K3a6Znb1UVaWgwInNFiYclk0xrqluAbHinpub\nm62eWmMAACAASURBVJa9dKEOLaQZ/63s5oZAIGAWP3u93kqbUxr06aOnDV5/PUogAFOm2GjRwkG3\nbnZGj7bx/fciX30lEgrpx3s8cOCALriXXJLBwIFRvvjiIE2bKjgcdjO1EQxqdOqk0qqV1d7Rovxc\ndpm+AJudrV/ywaCAIAQpLNTnqWHLY1xDgYCGw6GYt/SGK0Q4bCMzUzLvCIPBIIqiEIlEzF2hlXGE\nKA+x6YV07aULdSzSrajoJi6SZWVl4S/NxrcC55CRoUevI0ao6KkmvU3j5s0CP/4oMHeuxCOP2Hj6\naYl27TTWrhX58Uf9gvjyywM0agRutxuPR59kqqq/L79fIxwOsmNHLS4hW6Qd8+bpl/r777vx+eyE\nQgLHHZdJNGoD9F7OsiyjKMqRNII3zpLHaDbu94PbrZpCLAgCoVAISZJMa57q8kiLvbbT1aoHjlHR\nNRwlAoEAoijGLZKlyj3CKPdSVTDSXXY7dO2q0bWrxldfKfTvr3LppSrr1wucc07RrqGePRvRtavG\nqaeqbN0q0rixRuvWekQyZ46NRx+tbx7rcmlWisEiKZmZGi+8EGHUKCennqqwZo3E5s0CN96oz7Xe\nvd1s3KhPzs2b7YiiD69XO7LdVsTlUk0hNpqNFxbq1RDGPDcsd4x1FLvdjsPhMK8hRVHMPLGqqsXc\nICoqxLFWPfXr1y/j6KOTOiG6FUkvGDvJdGEsvkiWKtEVxaJ+uMm2YxudxlwujVNOCTFokMqQITK3\n3upl3bqDbNni4aefbICdFSskVqzQJ/W6dXauuELmvff0i8USXIuS6NlTRRR1J+lTTtFYswZefz1C\nVpZGs2YeDh0qOnbNGolmzdy0bKlvxlm71sbWrW66dXOQmamZvmaBADidMqFQUXMpm80WZ6cTWwsL\nmNdYWUKcaM2TSGx6oaCgwNxxlm7UCdE1KE0wFUUhGAya2whLWiSrDkfgZKLr8WgUFKjk5+cjCAKZ\nmR6M9sYej8Dppxdy2mkaS5fWp2VLhZ077axYoVcybNlSeire6dSsUjILjvTvPrJgpv/b5YJZs/R5\ndN11CnffHeKpp+zYbBoTJ8r8/LNuMzV3ro2HH3Zw993QvLlGt24q3bur7N0rkZXlRBD0hTS73Y6q\nqmbEC5jiaThAJBNiQ6iNayXRrDKZECeaUtZLbAyRJtQJ0S0t0jU6E4XDYVwul9kAubSxUucIrBeT\nN24c/7iiKNhsCnl5Ki6XC7vdfiQq1tMSiuLEZgsd6eEgIAgibnfRpD3SIrRELMG1AFi5UmTkSF1o\nw2H9scsuc7Jzpz4/HnhAj1YDATjuON3ht3t3je7dFR5+WOOHH4LUq6fXmX/xhcS99+ppiby8IA0a\nuIrdJRqbk4xI1vgB4iJYQ0AVJX4xOJkQq6pKOBw2RTsQCPDqq69y6NChGu3hm0rqRPWCQaxgappG\nKBQiLy8PTdPIysrC7XaX+UGl0hHY69VbNhoY7d/y8/PxegVk2YnNZjviLKEXnjudGocPh3A4HPh8\nPnw+EVG08fnnRZ7X+fkiQ4fqV9GECQUsXXqw0udrUXcJBgXGjHGyf7/A/Pl6fNW8ucqCBWE6dVJj\njivexCYQ0IMGux127BCZMcPGTTf5+e23A7Rt60nab8QQVLvdbgY4GRkZ+Hw+83hFUQiHw0QiEbPK\nwdjGD3pAYogt6GLtdDpxHelJGY1G2b17N99//z0XXnghrVq1YsiQIfTp06dUf7QuXboUs3g/7rjj\n4o6pCX80qGOiK4qiuXqal5dHNBolIyMDr9db7uLtVIiugc+nR7qxXwCgdz3KzJQIBIpuuxwOmdxc\n3RBQFIsm6YIFEm+8UXRD8sUXIX78MUj//vrv06ZlMHBgA/PvDRqoLFlygMcfz6/0e7CoG3TooDJu\nXHxj/23bRPr0cbFpk8jttzv4179sfPutROx+Ik3ThbigAEaOdPDwwzZefTWHp56SOe648l9LUD4h\nlmWZcDhMOByOKzczriUjfQF6OeeTTz5Js2bN2LVrFzNmzGDJkiVkZWWV6I8WiUT45ZdfePLJJ1m5\ncqX5s3TpUvM8a8ofDepYesH4cAy/pvJYricbK1WNczweyMuTycsrMKskjF1zLpeK3y+Zu99crgzC\nYScej0AwKHDwoMZjj9lRlPho4vbbHUyYEOX001UuuURm2DCFQYMU6tfXQ5VDh0TuuKNBMXeJZ57J\n5bHHMjl8WOSMM2R++KFOfPQWpbB5s8jmzfo8+OuvAC1auPnhhxCLF4tcfbWTzp1VVq8W+flnkXHj\nHLz+uo3u3VXat1fRNIFevVxccUWQF14Ikp3tStmuMyOyNcTYwMjrxv4YkbCmafz4448cd9xxrF+/\nnk2bNuF2u/nss8846aST+PDDD80KijZt2tCjRw+WLVvGwIED+fnnn5FlmSFDhpg2PolMnTqVfv36\nmT5n/fr1Y9euXTz++OOmP9qUKVO4+eabefDBBwHo27cv7dq1Y9q0aXH+aGVRJ648wyInGo0eWZTK\nrFLTm1SIrizLOJ0iOTkRPB4PNpvNvG0SBAGPRyU/X/8W1p0m7OzaJWC3wzPP2PnPfySGD5fZvTvA\ngQMCF13kJDdX4PjjNT7/XOKJJ+z89pvIggU2JkwoimZatFDRNDjtNIX//a8ofLnrrqLdO8kshCzq\nJo8/HmbhQpu5Aw30Xsxnn61yyy16JHjokMCVV8o0a6axaJHE5Ml67vbf/z7MmWfasdvL1ye2qhi3\n/YYQy7KM3+83d8nNnz+fpUuXcuDAAc444wzuv/9+WrVqxV133ZXUH82IQNevX4/b7S5ms2MQDAZr\nzB8N6kh6QRAEnE6nGUlWJcFeVdFVVdXcSpyRIaCqHiRJils00BuLhAmHdX83m82Gx6OxcKHE+vUi\n779vo3NnlVNPVTlwQMDl0mt9zztPYcwYmTffjLBxY4hLLpEZMkSO6xC1c6fIjh0CAwYUvd4ZZygs\nXBiiVy/9Ma+3TnzsFuXgvvucrFwpMX68xOHDAlu3qkdcI4rmTCAA9etrbNkiMHu2xMSJhfzxx0HO\nOstdqbvFqqJpGsFgkEAggMfjwev1snz5cjZs2MDs2bPZu3cvU6dO5fjjj+f2228v5pEW648GuujW\nr1+fK664gqysLLKzs7nxxhv/P3vXGRbF2UXPbAOWqhIDFqzYO6CoXyQqdqPBqEmMvRujsZfYC3aw\nRWMvsZdYMBqNYtSoYIHYYkHFTpG+Bdg29/sxzrC7LAgIaJDzPPsos+/OzM7O3Llz33POhUqlAsD5\n4eZHf7ScokhkugBgZWUFvV7/Xvuk8eo2gKs92dmJoFJlUGn4CQSZTAZnZxukpXGzuRERDEaN4ibK\nVq3SonJlFjdvinDypBjz50vx7BkXJF+8EEEkAry8WJQpQ3B1JTg7k2BWDQC3b6fhzp0MdRsAXLsm\nxjffiIRJvVOnMrKCw4fT4ednnevvW4wPG//7nwHXr4vg76/F5MkyoTda5842ePWK+/0nT9ahYUMW\n58+Lcf26CJUrG7B3byI8PQsvuzUHXx4Ui8WwsbHBzZs3sWzZMohEIvz8889wdHREXFwcypUrB09P\nT6ELOA/z/mgAcPv2bcTGxqJBgwYYM2YM/vnnH8ycORNPnjzBmTNnsu19BuRvfzSgCAVdIP88dXMr\nJebVbWKxGPb29lCr1dBoNLCxkUGlglC3lUgksLOzg0gkglwOxMQwmDJFij17JGja1AAHB2DQIO6R\nj/duAIAnTxjUqcM9Gx49yk18iETA69fcdyxThhvbooUBlSsTKlc2oEsXA548YXDokAQlShAaNTIg\nOFjyZp8zjs2ff3IXYNmyLF69Ks6Aiwru3RMhPZ1BqVLAF18YMHo0i1u3WFy9qsGiRWJs2yaFvT1h\n0CBO61umjB7HjydALpcKdK53le3mBvxkM8+jl0gk2LdvHwYNGiTsQ1BQkMlnVqxYYdKux1J/NABY\nsmQJ9Ho9PDw8AADNmzdH6dKl8c033+DixYtCrbow+qMBRTDo5sc63qVPmsFggEwmg16vh0ymQ1IS\n96gkkUggkUjeSCe5STJ+omPJEi3EYuD4ccs2jeXLE8RiwuDBeri7Ezw8WPTowd3h7ewIVaoQoqKA\nCxfE6N9fBk9PFh4eLHg+elISIwTcn37SYNIkA5ycuEyGF1oUB9yihYQE3vSeO08cHICHDxnodICt\nLYM6dQgXL8rQqJEOgYEpaNBACsBGUIqlp3M8cbFYbPIqiEDMZ7cikQh2dnZIS0vD5MmTkZCQgNev\nX5v0I8sKWfVHA4D69etnGt/uDf3n1q1b+PzzzwEUTn80oAgFXXOBxLueGNmtg2U5w2etVgsbGxtB\na67X68EwDCQSCfR6/RvVmRRyuVxgVpw9y2LGDHsQEXr3TkfVqoSLF6UICuJ+iq5dreDpycLT04BG\njVh8+inXxodhuAtp/XopXF1ZLFyoxTffGARfB1tb7kdv1cqA8HAR9u6V4p9/TIN4kyYGlCjBTdbx\nmDJFh7/+KvbkLWrw9TXg/HkRunc3YM8eCYKDRdBqGXz6qY0gnpk1S4Hvv9fB1jaDv54Vm6AgAjFf\nktNqtbC2toZEIsGVK1cwdepU/Pjjj+jVq1eO1nvlyhW0b98eJUqUwLlz50za9RgMBuzYsQMNGjRA\ngwYNhOV8GdDZ2dmkP1qrVq2EMcb90XgjrMjISFSuXNlkTG76owG87jQLUGEZZeYDeGOO5ORk2Nvb\nv5OReVJSEhwdHTM9MvCPQOnpnHiBJ2wbSxy1Wq1Qt9261RYRESIsX67D06cMpk2T4p9/RJg/X4PO\nnbVg2QxqzI0bEvTvXwKBgWn45x8pwsMlCA8Xwd6eULcuixMnMu6PMTGpMCstwdZWDicnwqtXaUhI\nYDFnjhibN1tocgWgaVMDQkJMj88XX+hx7FiRuQcX4w08PAwoWRIYNkyHCRNksLcn3L4txuTJKvz0\nE5ujbijGyIrWldtAzPk4cIZTNjY20Gq18Pf3R0REBNatW4eyZcvmaH+ePHkCDw8PuLq6Ijg4GC4u\nLpnGVKhQAQ0bNsSRI0eEZWvWrMG4cePw6NEjlC9fHi1atIC9vb2JIKJFixYoUaKEQBmrWLEiOnfu\njDVr1gDghBrVq1fHF198kYkyxmTz5YvMVZaf3SMAUxs5S3Vbfjs8LNVtbW25uuvs2VJs2SLBDz/o\nsGmT9g11R/rmxa2/VCnA0RFo104DX9/UN2wHETZtssXMmaYF+pYtrd9kwyw8PAyoU4fb1+RkBhs2\nEBYssEGnTjp8950OtWoRXr5kULEiISaGgUgEpKQgU9AtDrhFC2IxwWBgBNrg6dPcv/7+CgQH6yCX\nW4Nhcv+bm9O6gNxlxABMslupVIqbN29i/PjxGDBgAJYuXZqr+mhO+qP99NNPGDFiBMaMGYPOnTvj\n2rVrmDdvHn788UeUL18eQOH1RwOKUKbLm2UolUpYWVlBJpO9/UNZIDk5GXZ2dkKZgHcls7GxEeq2\nfPnBYDAIJxk/AcDD19dKCG5792rQtq0BZpOtAp49Y9CunRXu3+dcze/fByZPluHZMwbz56vg45OO\n9eut8eSJFH36aHHjhgz//CNFWJgYz54xJnLjbdvS0L07Yc4cKWxsCAoFg5IlCeHhHK+3dm0W//7L\nndgJCakoVer9zFQXo/BQrpwBo0erMWwYcp3d5gVZZcQAF8DOnj2L6tWr4/Dhw7hy5QrWr19v8tie\nE+h0Otja2mZpms73RwOArVu3Yvny5Xj06BFcXV0xZMgQTJkyxWT8rl27MHfuXDx//hw1atTAggUL\n0KFDB5MxgYGBWLlyJeLj49GwYUMEBASY9FDjkV2mmy3oPwSDwUDp6ekUHx9PKSkplJ6enudXbGws\npaSkUEJCAkVHR1NycjKlpqaSWq0mpVJJKpWKlEolxcXFUXR0NCUlJZFKpSK1Wm3yOnYsjWrXNtCA\nATqqW9dAcjlLnp56GjFCS5s2pdONG6mkVHJjnzxRk7MzS1FRaho1SkvOziwtXKihpKSM9a1cmU79\n+mkoMTFR2PY//8RQhw5pxIk3ibp21VH58gZycmKFZRUqGIT/29uzlJKippYt9QQQRUerhfcAIm9v\nvcnfxa+i8YqPT7B4jhbGS6VSUWJiIkVFRVFcXBzFxMRQ27Zt6ZNPPiEbGxtq2bIlTZkyhViWFa5n\njUZD06ZNIzc3N7K1taVWrVpReHi4yTU/f/58Kl++PMnlcmrTpg3dv3/f5P309HQaM2YMubi4kL29\nPXXv3p2ioqJMxiQmJlK/fv2oVKlSVKJECRo8eDApFIp3jkfZxdUi90z5ruIGIo5yplarYW1tDQcH\nruuusbjBmG/LlxosoVUrFlevpgt/q9XAjRsch/aPP8SYN0+KlBQGjRqxqF6dRXw8g7JlbdC3rwFX\nr6ZlciezsQE0GhGsrKyg0RDWrGGwcqU1evdOR5s2Wnz1VTq6duUar8XHSzB4sBOuXJEIPF8AUCoZ\nrFzJ1YsBwMODq0sPHarDhg1SxMT8N52bimEZYWFxcHe3hlj8frjYLMsi9U0zQJ7HumbNGqSnp+P8\n+fMoVaoUwsLCEBkZaXIdjR07Fjt37sSSJUtQtWpVrFixAi1btsStW7fg5uaGOXPmYPHixViyZAkq\nVKiA+fPno3Xr1rh7965wzQ4fPhzHjh1DYGAgbG1tMXXqVHTs2BFhYWFCCeOrr77C06dPsX79eqjV\nakycOBExMTGCwKLQ8c7hvhDBZ7qJiYmUlJSU6+w2LS2NFAoFxcTECNkrn9nyr6SkJIqOjqbXr1+T\nQqHIlyzgyRM1HTyYRiNHaoWspHx5A/n56cjfX0OnTqVRbCw3dseOdOraVUcHDyqpShUdtW6tofBw\nLnvp3VtHa9emk0qlIoVCQefOKYT1HT8eR9HRMTR4cCqVLGkgHx9dpkyoVCm2wLKs4lfhv2xsDO89\nu+Wvl8TERFKpVHT79m1q2bIlzZs3j7RabZbXcnJyMslkMlq+fLmwLC0tjeRyOfn7+5NCoSA7Ozta\nsmSJ8H5SUhI5ODhQYGAgERE9evSIxGIx7d+/Xxjz8OFDEolEdOjQISIiOnv2LDEMQ1evXhXGBAcH\nE8MwmbLq3CK7uFpkMt13aU5p3k1Cq9UK9C++22laWprwfn7WxEqXBjp0YNGhA4slS3QgAh4/ZnD9\nOpcRHz0qxZ07IlSqREId9uhRO+zalYquXTO+t7U1Z1yemMhg7lxrBAVJ0KiRAfXqEXx8bMCyLMqV\nAxITRbhzB2jRQgOxGJg+PQ2tWzsJvM5i/PexenUyvvlGD7FYIlwLhek9y1MqiUjwr968eTP27t2L\nNWvWoGHDhtl+3s7ODlevXkWFChWEZRKJBAzDQKPRIDQ0FGq12sQHwcnJCT4+Pjh58iTGjh2Ls2fP\nAgA6d+4sjKlatSpq166NkydPws/PD2fOnMGnn34KLy8vYcznn38OBwcHnDx58q37mVcUOUZ8boIu\ny7JQqVRQKpVCqYCfaeUDrVKphEqlEvwd8stpKev9B6pWJXzzjQHLlunw118avHihxooVCrRpw5Uq\nKlZkMXSoDdq2tcKUKVL89psYUVEM1qyRwMPDBhIJEB6ehqFD9dBqASIGe/bIMHs2RyELC0vHjz8S\nnj6VYsECTpE0d+7HZQW5dGny+96FAkF0dAL69OEcvHQ6nXB+q9VqQfHF+4PkN4gIWq0WKpUKYjHn\nKxITE4MePXogOjoaf/31V44CmVgsRv369eHk5AQiQmRkJAYOHAiRSITevXsLPgjGfFyA80Hg34uI\niICrqytsbGwyjXn48KEwxtxLQSQSoWLFisKYgsBHmekSZfBtrays4OjoCKIMJ3veEcxgMEAqlQp/\n63Q6pKWlCQIIYzpMQWQS/Ems1WrQsKEUhw7pIRJx9bGUFCA8nMuGDxwQCzzesmVZODsTrl/nvBau\nXROhTRsr6HTADz/oEBPDwNYWWLyYcykbNEiPmzcJ0dGWOb1FBQMH6rBlSwbNaeJEJ5P327RJx+nT\n/10Pip9+UmHKFIJYzP2OWVG6ePNwAFlSuvICPrtlWVbIbvfs2YONGzdi+fLlaNq0aZ6ukblz52LO\nnDkAgHnz5sHd3R0HDx6ElZVVpidOe3t7wSNBoVBY9EKwt7fHq1evhDHmXgoAl2nz6ykIFJmgy8Oc\nP2sMPojxhhr8JJjxJBnfS42/U5vzfYkoEy+R16kbB+J3lUvy0kiGYSzuh6Mj58/AezSkpWmRkMAg\nLIwLxIGBUly4wH3m4UNg8WItoqMZHDwowdWrIuj1XBeBzz5jMX06g717i9ypYIItW6TYvFmDQYM4\nzl6NGiw6dzZg2TIuOFkKuCdPxqF9+7dLULOCmxuL588L/mEyKioJDg4yMIzlbZlza4lM2+q8ayDm\nkxGZTAa5XI64uDiMGzcO5cqVw19//ZUriaw5unXrhlatWuHs2bOYM2fOG0+TrDvA8NcJUdaKUv47\n5WRMQaBIXWnG/ZfMYV63Nfe3Na5DZVe35eu8xkHQ+ATmXfB5gYZ5IH4b+J5uer1eII/nJHjb2ADl\nyhHKlTOga1fuAkpJAS5fFiEujgvGmzZxF93z5yJUrMji6VMRfHy4YNOmjQH79//3Twe+JX3lyiwi\nIzOOd6dOeiHgAkCHDgZ4eZnenN3dWXzxhQGBgdxx6tLFWXjP21uHXr1SMXo0p8HfvDkFgwY5Ztr+\nuHE6rFwpgcHAoH79gg26gYEKDB7MQCzOgvydBSyZiBsHYv4cNm69bnweGzcNSE9Pf9NuirMwDQoK\nQmBgIBYtWoRWrVq98xNg3bp1AQCfffYZlEolli5disWLFwv7Z3wdKpVKwSPB0dExk5eCpTExMTHZ\njikIFPmarnHdlvfcteRvq1arIZVKBVFEbrcpkUhgZWUFuVwOe3t72NvbC7ZzfJ1LoVAgNTUVGo0m\nkw0lEadDV6lUQpcJS32ocgNHR26Srm9fA1au1EGlSkV0dCqCg9OFgFOqFLcPRSHgAhB8JYwD7t9/\np+PlSxE+/zzjN2dZ4OuvTYPVw4ciKBSAqyt3bPgnz+bNDejQQYvg4AzBzdatmbO3tWuVUKtZodtH\nRETGPjRpYsg0vkIFFhUq5M1QPjY2CUOHijM9AeUVxkHYxsYGdnZ2cHBwEDqw8AFWoVAI8xxKpRLx\n8fFgWRZKpRJDhgzB6dOncebMGbRu3TrP525sbCy2bt0q+N3yaNCgATQaDUqUKAEiwhOzDq3GPgju\n7u6IiYmBhu/ImcWYyMhIk/dZlsWzZ89y7aeQGxSpoMvfwfm7dlpaGlJSUiASieDo6Cg0geTLD3ww\nZBhGCJL5VZu11BeKNyw3P4HVajWUSiV0Oh3kcjmsra0LpEbMMJzblLc3i23btFCrU/H8eRqOH0/H\n/v2at6/gPwClMvNx++wzawwZosPvv2d8x6AgMbp31+Px41R07KgXDN43bZIiOpq7LKpVYyESERwd\ndRg4MB27dmUEyLCwzDepQ4esYW9vQP36XFa8dm3GZN2VKxnB0daWu9H17GlA584ZwZgP9tnhyJEk\nKJUq2Nnl37maFfgsVyaTCYHY3t5e6EUokUhw8OBBVKlSBXXr1kVMTAzq16+fqSkky7IIDAxEzZo1\nYWdnh9q1awv+BTz8/f3h5uYGW1tbdOvWDYMGDcLBgweF9zUaDRYsWACGYfD9999DJBJh+/btwvtJ\nSUk4d+4cYmNj4ezsjIkTJ0Kv12Pfvn3CmIcPH+Lu3buC/aOvry+io6Nx7do1Ycxff/0FhUIhjCkI\nFKmgy4OIkJKSAoPBIART42BrMBigVquh1+tha2uboy7B7wpLJzA/4cDXhIk4UYZKpTKZaS5o+PgY\n0Lq1GtHRMUhMTEJ0tBrLl2sLfLvvgooVM47LqlVadOrE+RBPn67FsGGmzRgrVGAxcaIM1atn1G37\n99dj82YtXFwANzcy6bQxZIgOMhnhm2/UYFkGJ05Yo3r1kvD2zphsbNXKgNevU6FWp2L2bO5YDRrE\nApDi5k0pdu+Wo2/fjMk6Ly8trl17jRMnklC1Kreto0fF2Lo1I3j36cMtl8kyl8c8PbVISkqGr6+s\nwBk0WUGv1wtJioODA1iWxdOnT9G1a1ccPHgQvXr1wr179/Dvv/+afG7u3LmYNm0a+vbti2PHjqFn\nz54YM2YMli5dCoDrT+bv749JkyZh7969b1pdWWHcuHHYsGEDTp8+jfr16+PevXsYNGgQtm3bBgcH\nB/j7+2PZsmUICgpC+/btodPpEBcXh/Xr12P16tWwsrLCoEGDsGnTJhw8eBAdO3ZE/fr18eWXXwIA\nWrVqhSZNmqBbt27Yu3cvfv31V3z77bfo3LlzgdHFgCLkvQBAoHgZDAahTMDTY8zrtny99H2ALyXw\nqjbjDNuSZh1AlnW1dwVvUMK7PVm6oFkWiI1lMHiwDOfOfXg2kNWqsYiIEMHFhcXFi+moWjXj0V+t\nTgURsG2bGD/8YGXymVevGNSrx5qY/6xbp0HlyhpMnmyNM2dU+Okne1StSmjRwoDPP7dGWhp33GvW\nZPH8OYM6dVghi71xIw1VqhBmzZK+8TAWCTXdpk0NuHVLhDJlWDx8yI0/diwBFSoY8O23JREfL4K3\ntwFHj5qek05OLHbtSkGLFtL3Fmx5to+xwfilS5cwffp0jBs3Dl9//XWW56PBYEDJkiUxZswYgYUA\nAD/88AMOHDiAx48fw9XVFTNnzsTEiRMBcN4nbm5u8PLyQmRkJKKioqDVajF+/HgsW7YMAPDgwQPU\nqFEDTk5O0Ov1qFmzJq5du4arV68KvNsTJ06gU6dOcHR0BMMwaNOmDVatWmXiRBYXF4dRo0bhxIkT\nsLKywpdffonly5fnuAtEVsjOe6FIBV2lUilkizwVhC83aDQa6HQ6wQynMMniPIhICHISiQTW1m/v\nsGrOluBf78qWMKb45OUGRASEhIjg52cFler9CitsbAjffafHpk1SODsT4uMZ9O6tx99/i/D7EnZl\ndQAAIABJREFU7xqMHi1DQgKDNWu0+Owza3h6GnD+vAaPHjHw9bVGXJzp/tvZsVCpRDhwQIOtW8W4\neZPrwjB5sg6vXzOwsSFMmaKHQsHJujt1sgLLMnBzY5GczECh4NbXpIkB9eqxsLUF/P110OuBe/cY\nDB1qhVu3RKhf34CICJEQyJctU8Df3w5JSdw54eOjwW+/qQqFH54VzNvnpKenY+7cuXj27Bl++eUX\nuLq6Zvv55ORkzJw5E4MGDTIxE1+1ahXGjBmDI0eO4Msvv8S9e/dM6qhdunSBRqPBqVOnsHHjRowY\nMQJKpdKEd1uvXj00bdoU69evx7Rp07BlyxZER0cL77Msi5IlS2Ly5MmYOnVqPh6VtyO7oFukygs8\nd08ikQi1Ur5eyqtj8rNumxvwJQ2NRgO5XA65XJ6jC8lSWcLBwUHISnlWhkKhyFFZgs9aeAK7nZ1d\nHlvVA82asYiNTYNazT1mJyWlYtWqgilLfP11xno3b05CuXIGNGrElRE++0wvMDPi47nfdudOznOi\nfn1r+Poa8Pff6WjUiDsmIhHw669i+Ppa47vv9Hj9Wo2EhET4+GiwerUagwdzpYphw2Q4cUKCV69E\ncHNjkZ4OnD8vglrNbcPBwbSr7qFDGjg7c3lKvXosnJyAjRulWLFCip49ZQgIkCA2lkGHDgaMHKnD\n5csavHiRhlq1WNSqxWL6dHsh4EZGxuLgQe6pTalUQqlUZjkJWxDg50RSU1NhbW0NuVyO8PBwdOrU\nCfXr18ehQ4feGnABTim2atWqTN0bjh07hvLly+Ply5cA/rtCh7ygaExZv8Hw4cMRHR2NRo0awc7O\nDrdv38bChQshl8uh1+uh0+kyiRoKOoNgWTbfs2yeLWHMssiOAM9/Zz7g8m1R8vu7y2Rcjze+zxsA\nxMVxQoxffslbKefTTwmxsQxiY8XYsUODPn2s4O/viJ9/TkeTJlq4ujrhwgUJFi9OQZ8+6YiNlaJh\nw5LC51mWwZYtEty8KYKnJxd0r14VQ6tlcORIOurU0b3pIiCCSCSGmxuhbFkWK1YAYjGwcaMGXl4s\nwsNFCAsT4do1Ma5dE+P4cTE8PLi2SHzJpX17a8yYocPAgXqho4e/vxTPnnHdmcPCRAgIyOBPx8Yy\n8PRk8ewZA7Wagbu7HsuXp6B5czGkUjvhPDGmJPK/L09JLIhWOubtc/R6PebNm4fw8HDs3bsXFStW\nfKf1b9q0CcHBwVi9ejVSUlL+00KHvKBIBd3Nmzfj8uXLGDVqFF6+fIkWLVrgm2++gbu7O7y8vODt\n7S3cUXmen0gkEk5aiUSSbycuL8TQaDQCFa0gA7wlAjwfiHneJV/bZhgGer2+wHpeGeOTT4Bly3RY\ntozLSjUaHR480GLECCfcuJF9ILa25gIuAHz5pQF9+nA12atX03Hligj/+x/nJhUSkg53dwlSUuRY\nv56jddWtq8PJk/FgGDEeP5bh+nUZxo7NqPXq9YQNGxjUr0/w9pajdm0RWJbBhQtiBARw+3XtWhr4\ndlju7gZ8/bUBDAOULk3w9eXaIm3YIMXdu9zvKhIBd+4w2LWLC8jVqxN0OqBKFRbduhnQrRt3I1y4\nUIJbt0Ro08aASZNkQuZ89mwynJwyl5ws3WSz44Ybn8/8750TGM818CWnu3fvYuzYsfj666/h7+//\nzufwrl27MHz4cPTo0QMjR44UGAmW8F8QOuQFRSroMgwDlUqF/v37Y8SIEYLh+IMHDxASEoINGzbg\n7t27sLKyQqNGjeDl5YXGjRvDycnJYgbBZ4i5/dHepiYrDPC8S71e/6ZJpgwymSxTIM6riCO3MK4h\n16plg0uXdAB0b94DIiMZjBwpw8WLGccqPT3jIhozRoY9ezTo1UuGH3+U4cIFEZYv12LAACu4uBBO\nnhRj7Fgb+Piw6N1bj5o1CY6ODm9+V2DTJhl8fDT49FMDSpUidOiQhlu3rBAaKsfatWI8esR95/Pn\nxShXjoVMBjg7IxMMBsDKCnB3J+zbJ0JMDIOJE3XYv1+MzZu1uH5dhOBgMZYskSIujhEobO7uBE9P\nFuXLcx0dSpYEDh8Wo1w5A/btS4a3d+7anr/taYefOwBypjIzbp9jZ2cHlmWxYsUKnDlzBps3b84X\n3mpgYCAmTpyIrl27YteuXQA4gcJ/WeiQFxSpoAtwXT75Tp8Ad8LVqlULtWrVwqBBg0BEUKlUuH79\nOkJCQrB7927ExsbCzc0Nnp6eaNKkCWrXrg2GYbJ8TM+KPZBXNVlBwPgR0Tjw8xNwxvv8trLEu7Al\njDN+XiZqvi6RiDP5OXUqg0er0XCP37/8IsGqVVI0a2bAt99yme6uXRLMmaNF6dIcL7dPHys8ecJg\n3TotPv+cxZQpXKaamspg7lwb7N8vwYIFWvTsqcPcuQxYltC0KeDtnQ69Xo1jx6wxerQjNBoGffpo\nceCAFOnpDCpVshFaIvGlBJblJhA3bLBGw4Ysrl5NQ3Q0gz/+EKNpUxZNm2bU0hMSgHbtrBETw2DP\nHjHGj5eBZTPqzhMmqLB5czocHN4+oZoTvK2VTlZyX770xp+zjx49wpgxY9CuXTucPn06X1z1fvrp\nJyxatAj9+vXD5s2bhe/r7u4uCB2Ma7JZCR2sjFqvREZGwsfHRxhz+fJlk23yQoc+ffq88/7nJ4pc\n0H0beCFEy5Yt0bJlSwAZP05ISAh+++03zJw5E0SEevXqwdPTE97e3vj0008F0xtz9gCfUebE2Lyg\nYRz4eXpPdvuSXVnC3FvCPPt/23fMKvDnBFZWHH924UIdFi7kSxPA+vUSODgQrl8XY9gw7vQ9c0aM\nfv30iIpi8PAhA5YFgoPF2LBBgqZNWVy5kgonJx3U6nQwjCOsrMSQy0V49YrB2LFSPH7MIChIBQ8P\nLii1by/Bxo22WLFCjRs3ZLhxQ4rlyzNqsQDQooUBw4frYWvLZb+W4lKpUhwHukoVwvff6/HsGYMv\nv7RCfDyDIUPUmD7dkKvsNi/ISdkJAC5evIi9e/dCLpfj5s2b2Lhxo8U2NDyCgoLQu3fvTPVSf39/\nrF+/HgkJCWjevDlWr16NkydPYtGiRRgzZgwWLlyI8ePHY+/evVCr1WjdujWsrKxw+PBhgTL25MkT\nnDp1ClKpFCVLlkSbNm1gMBgQFBSEHj16AMgQOsydOxcAJ3RYtGgRrl27JlDGCkPokBcUKcpYfoGv\nbf3zzz8IDQ1FaGgonj17BmdnZ3h5eaFJkyZo0KABZDIZoqKiULJkyUwa9bcFu4LYZ+OMMj9ZGuYT\nObzQJKsyjDGvs6Az/ufPGbx4wfkP82Y/fKcMDw8DJk3SoFYtNUqX5nrYLVhgDZGIm6CbN0+KYcN0\nGD9eb9K77o8/RFi/XoL9+1VCl+lTp6SYPNkRLMvg22+1UKtFCA8X4969DMrXmjUaeHiwqFmThCA8\nerRUaBw6b54Ew4erMWqUBvb2BS/IyQrG54qVlRWkUilu3LiBgIAAxMfHIy0tDXfv3sWIESMQEBCQ\n6fOXL19G+/btAcAk6Frq5vD8+XMkJSWhevXq2LBhA+bOnYuLFy/ixx9/hI2NDbZs2QKFQoGUlBT4\n+/vD3d0dvXv3RmpqKrZt2waWZTFx4kSIxWKkpqZi2bJlcHJywtSpU2Fvb4+wsDDhODZt2hQvX77E\n0qVLodVqMWHCBHh7eyMoKKhwDqwRPhqebkGCiBAbGysE4QsXLuDp06eQSqWYOHEimjVrhkqVKoGI\nhAu1oCbpzGFcQ7axsSmUGnJWIg5ehCKRSLIUWxQ0/vxThCdPGERFsbh+XYQbN6Swtwc8PVkcPsxF\nw9q1WWzbpkGtWplP8RMnxNiyRYKDBzWIiwMmTpQhLEyElSvT0Ly5VsgSud9agu3bbTFjhhzffqtD\nWBjnbVy/PleOWLWKyzA9PXUICEhG/fqy9ybKAUzb5/BKzF27dmHbtm1YsWKFkN1qNBqkpKSgdOnS\nwme1Wi1WrFiBmTNnwtbWFjqdTgi6SqUSZcqUySRycHV1hUajMZHnG9uwXrlyBY0bN4afnx8uX76M\nlJQUpKWl4cCBA+jevTsA4OzZs2jdujW6deuGc+fOgWXZQhU65AXFQTefERYWhnbt2mH8+PHw9fVF\nWFgYQkNDERERAVtbW3h4eKBx48bw9PSEvb19jrLDvOBDqyGnp6cL35HPjvNSlsiPfeHLGlxgESEy\nkvMW5p3GrK0JVarQm1b2Bnh6sqhVi8tQjx0TY8cOMb76yoApU2T49ls9pk/XwdyhkL/xXLjAYOFC\naxw6lAgAUKkkuHHDCsOH2yIhgft9Y2MTYGtbMJ4aOYGxMIenLsbGxmLs2LGoXLkyFixYkIkHa44j\nR45g4MCBmDt3LuLj4xEQECBMcJ0+fRrt2rUrciKHvCK7oPvR1XTzAw0bNsTt27cFcriXlxeGDx8u\neD5cvXoVISEh2LRpExITE1GpUiWBsla9evVMk3S5NUQ3p6O9zxqyMc3InIf8NlpTftx4zPclq7JG\nlSqEKlUM+OYbLsvTaoF//2Vw7ZoYoaFirFkjxYsXXIbK+Q1z9LHjx7mSgSXw9VKRSASZjPNnZlkW\nz58Tliyxhru7HkFByahcmYVIJIFWqy1Q0/usYN4+RyQS4fDhw1i1ahWWLFkCHx+fHO1P48aN8fTp\nUzg4OGD27Nkm72XXzYF/vC9qIoe8ojjo5gEikciiGodhGDg5OaFt27Zo27YtAO6Ef/z4MUJCQrBz\n507cvn1baEfC14ednZ1NJumyI73zGSWA90ZH42FOos8pv5Qvv+QnW4I30pZIJDniRMtkQMOGhIYN\n9Rg6lFvGd+P48UcZHj9mYGUFdOtmZZINe3iwKFnSdF16PTeRZjAwWLHCCitXSjBxohKDBulhYyM3\n8aktaGGDMYyzW77On5SUhPHjx8PR0RFnzpwROufmBGXKlMnyPYVC8dGJHPKK4qBbwBCJRHB3d4e7\nuzv69u0LIkJqaqpQkpg6dSpevXoFFxcXgTdcr149MAxjwrXkg4jBYIC1tfV7848Acs+QMAbDMJBK\npZnMs/lAnFu2hPm+vEu9lO/GcetWurAsKoorS/DdOP75R4TSpQkeHiy8vFh4erJQqxncv8/g88+t\n4OBgwMmTCahe3QoSSUZGx0u5+e9s/ASQnp4OIspXtaR5+xyRSIRTp05h4cKFmDNnDjp06JCv5092\n4oSiKnLIKz7YoHvy5EnMmDED9+7dQ5kyZTB69Gj88MMPJmP+/vtvTJgwAXfu3EHZsmUxdepUDBgw\nwGTMkSNHMGPGDDx+/BjVqlWDv78/OnXqZDJm48aNWLJkCV69eoUGDRogMDAQ3t7eBfK9eMFEixYt\n0KJFCwDcifby5UuEhobijz/+gL+/P7RaLerUqYNGjRpBrVZDq9ViwIABEIvFSE9PFx5VC7NWapw5\n5VdZg1dM8QGJ387byhI8Ta+gSyxlyhC6ds3oxmEwABERXCAOCxNh1y4ZbtzggsG4cSno25fLbrPb\nl7zKuHP6BGDePkepVGLq1KnQ6XQ4deoUSpqn6vmAj1HkkFd8kEE3JCQEX3zxBfr27YvFixcjLCwM\n48aNg16vx5gxYwAA9+7dQ/v27dG1a1fMmzcPJ0+exKBBg+Dg4ICvvvoKADfr2aNHD3z//fcICAjA\nzp074efnh7///luYpd2+fTtGjBiBWbNmwcvLC6tWrUK7du1w8+bNd9aY5xQMw6B8+fIoX768wEPU\narU4cOAApk+fDr1ejzp16uD8+fPw8PBAkyZN4OHhAZlMVmjKMr53HFDwZY23lSX4ixuAEIj4i72g\nbzxiMVCzJqFmTQP69jWAZTWIjNTg+nUxuncXmWS3uUFu+dKW5gAstc/5+++/MWPGDEyaNAndu3cv\nsOPzMYoc8ooPkr3Qs2dPPHr0COHh4cKygQMH4u+//xaK6f369UN4eDhu374tjOnbty9u3ryJmzdv\nAgB8fHxgZ2eH48ePC2N8fHzg5OSEo0ePgohQqVIldOrUSXCy1+v1qF69Ojp37oyVK1cWxtfNEjNn\nzoSbmxsGDhwIhmGQkJCAK1euICQkBNeuXYNCoRB8JZo0aSKc7MYUrnftWpzdRFlhw3wCUSaTWbS8\nLIwnAEv10sJ40jAWNhgzYng/Da1WixIlSkCr1WL27NmIiorCL7/8gk8//TRf9oF/Knz69ClYlsWl\nS5fg7e0NlUqF0qVLY86cOQJlLCkpCRUqVMCcOXMwduxYPH78GO7u7ti3b5+JyKFGjRo4ePAg/Pz8\ncPbsWfj6+uLKlSuCyCE4OBht2rRBWFhYgZqL5yf+c+yFwMBAqNVqk2VSqRRabYa935kzZ9C3b1+T\nMV27dsXOnTsRExMDR0dHhISEYPXq1SZjunTpIijOHj16hOfPn6NLly7C+xKJBJ06dcLJkycL4Jvl\nDrzahoezszM6deoklEeMfSU2btyYpa8Ey7IWJ3DeZohibHBe0IY9b0NWmbZxxs0HJd5vIiu2RG5M\nYCzBvF5aWJOZvADHuD7M8255A6OAgAD8+uuvAnVxwIAB+fa7GT8VPnjwAHv37jV5Khw1ahRmzJgh\nzGP4+/vDyckJgwcPBsAxG3r06IEhQ4YgJSVFEDlk1c3BWORQ0N0cChMfZNAtV66c8P/k5GQEBQVh\nx44dmDFjBgBArVYjOjo6E7WkcuXKADjaSalSpaDX6y2OSUtLw4sXLwSai/mYSpUq4fHjx9kW9T8E\n5NRXonz58kIQrlOnTqZJOvOgxFOv8mNy6l1hyfkqq9/EOCgZfz4rtoR5IM7Jvhhnt5Z8JAoTvJey\nRCKBra2tcIx8fHzw5Zdf4unTp9iwYQMSExMxaNCgd9oWEWHWrFkYNmwYZsyYgTlz5kAul8PZ2RnL\nly/HypUrsWDBAohEIixbtgwqlQrNmzfHjh07TNgIW7duxdixYzF58mQTkYPxcQwKCsKoUaMwdOhQ\nE5FDUUGhB129Xo9Hjx5l+b6LiwucnLjeUs+ePUOlSpUAZHBhgQzpoTm1hP9boVAIgSK7Mdmth2VZ\nqNXq96JmySve5itx6NAhzJo1S/CV8PDwgLe3N1xcXITsjW+7LRKJhI4F7+vmY9y1IK+Z9tvYEnwN\n9G3qQXOu6/uk6pm3z5FKpbh16xbGjRuH7777DosWLcr3pxLzp8JZs2Zh1qxZGD16tPBUKBaLsXDh\nQixcuNDks7xj2caNG/HixQtUqFABc+fOxciRIy1u65NPPsHevXvzdf8/JBT68+LLly+F7MzS69df\nfxXGOjo64q+//sLu3buRmJiIpk2bCic+gGypJTkZ8+DBAxARqlWrhrJly6Jfv34mnUxFIpEw6WZr\na4tq1aph69atmdZ15MgR1K1bF3K5HA0aNDCpIfPYuHEj3N3dIZfL0axZM4SGhub8oL0DRCIRKlWq\nhF69emHVqlU4d+4c/vzzT3z33XdITk7G7Nmz0aFDB/j5+aFVq1YYP348AAj10tx0pcgv8LQ6464F\n+RVE+BuKeScOfuLJ/Dvz3ROUSiXEYvF7D7h8c0giEpKFpUuXYtq0adi+fTtGjhxZIGWgnDwVZoW3\nNab82FDoQbdixYpgWTbL1+jRo4WxTk5O8PHxwTfffIPDhw8jIiICv/32m0DoNqef8H87OjoK9JKs\nxrx+/Vq4I69YsQLLli3DpUuX0K5dOyQnJ0MsFuPZs2do3749qlSpgsOHD6Nz584YNGgQfvvtN2F9\nPEOiVatWOHLkCOrVqwc/Pz9cuXJFGMPXwvr27YtDhw7ByckJ7dq1w9OnT/PpqOYcDMPA2toaTZs2\nxdixY7Fv3z506NABd+/eRatWreDm5oY+ffqgU6dOmDRpEg4dOoTo6GghU9RqtVAqlVAoFPnePoZ/\nfFcqlULWXhilDb4sYWVlBblcDnt7ezg4OEAqlUKn00Gn0wkqwtTUVKH0UpjzzJba50RERKBLly6Q\ny+X4888/4e7uXmDbz8lToSUYDAYsX74ckyZNwtSpU9GyZUuhTME3mfzY8EHWdI8cOYJy5crB09NT\nWFa7dm1IpVJERUXBzs4Orq6uePz4scnnIiMjAQDVq1cXCOGRkZFo1aqVyRg7OzscOHAALi4ueP78\nOcqVKwdfX1+4u7ujcePGKF++PKpXr45FixahcuXK2L17NwCgbdu2iI+Px9y5cwVa2pw5c9C2bVuB\n6dC2bVs8e/YMCxYsEBgSxrUwgLOhq169ulALe99o1qwZhg8fbjLDrdfr8e+//yIkJASrVq0y8ZXw\n8vKCl5cXrKys8jxJZw7jySm5XJ4vHq55hbkLl7GoIbdlifyAufKPiLB27VocPXoUv/zyC+rUqZOv\n27OEtz052tvbY926dRg2bBgAYO/evejVqxf279+Pfv36oVu3bibjq1Wrhri4OKSlpb3V86Go4YOU\neCxatEignfD466+/oNPpULduXQBA69atcezYMZNHXf4x39nZGTY2NmjWrBkOHz5ssp6jR4+iZcuW\nqFOnDiZPngw3NzdhTLVq1QBw1nWtW7fGmTNn0LlzZ5PPd+3aFbdv30ZMTAzS0tIQEhJiwn4AOIbE\nmTNn/hMMCQBo06ZNJkqRRCJB/fr1MXz4cGzbtg2XLl3CgQMH0KpVK9y5cwfDhw9Hhw4d8MMPP2DX\nrl2IjIwUKFo6nQ4qlUpoDppdZshPlBk3ynyfAZdvIKrT6UwamealLMHfjPKaEfO129TUVCELf/78\nOfz8/KBSqXD27NlCCbgAsn1yFIvF8PPzw7Rp05CQkCC4fX377bfo3r17to0pP7aAC3ygme706dPR\npUsXoZdSREQEZs6ciZYtW6JDhw4AgAkTJsDLyws9evTA4MGDcfr0aezatQsHDx4U1jN16lR06tQJ\nw4YNw5dffondu3fjypUruHDhgiCOYBgGP/zwA0qUKCH0EUtPT8ewYcOwevXqj54hweNtvhK7du2y\n6CvxySefWMwM+Uw4PT39vbY14mEpu33b75IVW4Ln0WbHEHnbus3b5wBcmWrnzp1YuXKlwGEtLPCl\ni8jISOEa4P+uXr061q5di1q1amH69OmCDwPPfTeHcWPKYpiB3iOCgoLIy8uL5HI5lS1blsaPH09p\naWkmY06dOkUNGjQga2trql69Om3fvp2IiHQ6Hd27d4/u3btHS5YsoYoVK5JMJqMaNWrQ+vXrKSkp\nyWQ9AQEBVKZMGQJAdnZ2FBoaSlFRUcQwDO3bt89k7MOHD4lhGDp27BhdvnyZGIahK1eumIw5ffo0\nMQxDt2/fpt27dxPDMPT48WNyc3OjgwcPEhHRxo0biWEYUiqVdOHCBWrcuDHJ5XJyd3enLVu2ZDoe\nhw8fpjp16pCNjQ3Vr1+ffv/990xjNmzYQFWrViUbGxtq2rQphYSE5P7AvwNYliWVSkXnz5+nxYsX\nU7du3cjb25u+/PJLmj9/Pv35558UGxtLr1+/puvXr1NUVBRFRUVRbGwsJSQkUHJyMimVSlKr1YX6\nUigUwn7l9/ZVKhUplUpKTk6m+Ph4io2NpaioKIqJiaG4uDhKTEwkhUJBKpVKGJ+QkEDR0dGUlJRE\nKpWKHj16RJ06daIJEyZkugYK87d1c3Oj77//Xlim1WqpUqVKNHr0aCIi2rJlC4lEImIYhk6cOGFx\nPTt37iSJREI9e/YslP1+X/hPBt13wZMnT4hhmCxfK1euNBn//Plzcnd3JxcXF4qMjCQiolevXhHD\nMLR//36TsXzQPX78OF26dIkYhqGrV6+ajOGD7r///ku7du0iAPS///2PGIah3377jYgygm5YWBjJ\n5XL69ttv6dSpUzR27FhiGEYIzkREwcHBJJFIaPTo0XTq1Cnq06cPSaVSCg0NFcZs27aNxGIxzZ07\nl/744w/q0KEDOTg40JMnT/Lz0OYaLMvS8+fPaf/+/TRu3Dhq2LAhOTs7U9OmTWnz5s1048YNSkpK\nooSEBIsBKSUlRQhI+f2yFOAKI8irVCpSKBSUmJhIcXFxFBMTI3zv6OhoevnyJd26dYsUCgVt27aN\nGjduTBcuXCCWZXN83BUKhclN3hh5vcmvXbuWRCIRTZs2jY4fP0516tQhkUhEVlZW1LRpU/rzzz/J\nxsaGSpQoQcnJyZnWGRAQQCKRiPz8/Ein0+XuRPqP4aMLurnB7du3qVy5cuTq6kq3b98WliuVSmIY\nhjZv3mwyPjw8nBiGoYsXL9KdO3eIYRgKDg42GXPo0CFiGIZevnxJCxcuJADk5ORkEnQDAwNJIpFQ\n3759qU6dOiaf79OnD9WrV0/4u0WLFtSxY0eTMS1atKAuXboQERfYKlSoYJKF6HQ6qly5spCFfAj4\n7bffyNXVlXbs2EFXrlyh1atX03fffUfe3t7Url07mjZtGh09epRevXqVKSDFxsZSfHw8JSUlkVKp\nfOcAqVAoKCYmpkCy27wG/6ioKHr9+jWFh4dT6dKlqUSJElShQgWaMWMG/fnnnzkOugqFglq2bGly\nvvG4e/fuO93kAwICyM3NjWQyGQGgIUOGCDd5qVRKzs7O9Omnn9LAgQNNtjt16lRiGIb69+9PBoPh\n3U+mDxzFQTcLhIaGkpOTE1WqVIkePXqU6f0yZcrQTz/9ZLLs4MGDxDAMxcXFUWpqKonFYtq4caPJ\nmGXLlpG9vT0RETk6OhIA+vnnn00ugh9++IFq165NZcqUoSlTpljcRnR0NKWmppJUKqV169Zl2oZc\nLieWZSkiIoIYhqGTJ0+ajBk1ahRVq1YtbwenAKBUKikhISHTcpZlKS4ujn7//XeaNm0atW3blry9\nvalPnz60cuVKCg0NpcTEREpISKDXr19TdHQ0RUdH0+vXr3OdDb+v7Darl1KppNjYWIqNjRXKDPv2\n7SMPDw/atWsX7d+/nyZMmEDdunXL0TE+d+4c1ahRg0qWLGkx6BbUTf706dMEgNq1a0c7duwghmHo\nzJkzRES0YsUKYhiGxo4dm6PvUBSQXVz9ICfSCgNPnjxBhw4dUKZMGQQHB5v0WuLBMyQaCQz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"text": [ - "" + "" ] } ], - "prompt_number": 92 + "prompt_number": 13 }, { "cell_type": "heading", @@ -132,7 +138,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 138 + "prompt_number": 14 }, { "cell_type": "code", @@ -154,43 +160,41 @@ { "metadata": {}, "output_type": "display_data", - "png": 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oKy2tNOn6EbFihiN/o+e7TlX163lNnEj22bOkx8Yas/Ra1TVbr6lTCVyxgh3B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\nuzfnjxzRz1c0GiZ+9hnNWrV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ENb766jBffWX4GbEkW342q3l5oSiK2aNpLMEW+a4cOMDnERG0efVV6nbvTr3u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\n+TJN2ral1aBBNp/fuR4NXIA+c+bQpH17mnbsCIgsk9aDBwN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"text": [ - "" + "" ] } ], - "prompt_number": 139 + "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ - "fig, ax = plt.subplots(1,1, figsize = (3, 6))\n", - "Utils1D.plotLayer(1./sigma, mesh.vectorCCz, 'log', ax = ax)\n", - "ax.set_ylim(-600, 0)" + "fig, ax = plt.subplots(1,1, figsize = (7, 7))\n", + "Utils1D.plotLayer(np.log(sigma), mesh.vectorCCz, 'linear', showlayers=True, ax = ax)\n", + "ax.invert_xaxis()\n", + "ax.set_ylim(-500, 0)\n", + "ax.set_xlim(-7, -4)\n", + "ax.set_xlabel('$log(\\sigma)$', fontsize = 20)\n", + "ax.set_ylabel('z (m)', fontsize = 22)\n", + "ax.text(-7., 10., '(a)', fontsize = 30)\n", + "fig.savefig('logcond1d.png', dpi=200)" ], "language": "python", "metadata": {}, "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 140, - "text": [ - "(-600, 0)" - ] - }, { "metadata": {}, "output_type": "display_data", - "png": 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CwsIgIsjJyUGTJk3w6aefok+fPvUuQG9GDoiRayP9eSS8ffv2RUBAAFasWIEWLVoAAM6e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\n0rNnT/noo48kICB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"text": [ - "" + "" ] } ], - "prompt_number": 140 + "prompt_number": 16 }, { "cell_type": "code", @@ -199,32 +203,28 @@ "fig, ax = plt.subplots(1,1, figsize = (7, 5))\n", "dat = mesh.plotSlice((mapping*mtrue), normal='Y', ind = 9, ax = ax)\n", "cb = plt.colorbar(dat[0], ax =ax)\n", - "ax.set_title(\"Vertical section\")\n", - "cb.set_label(\"Conductivity (S/m)\")\n", + "ax.set_title(\"Vertical section\", fontsize = 16)\n", + "cb.set_label(\"Conductivity (S/m)\", fontsize = 16)\n", + "ax.set_xlabel('x (m)', fontsize = 16)\n", + "ax.set_ylabel('z (m)', fontsize = 16)\n", "ax.set_xlim(-1000., 1000.)\n", - "ax.set_ylim(-500., 0.)" + "ax.set_ylim(-500., 0.)\n", + "ax.text(-1000., 20., '(b)', fontsize = 20)\n", + "fig.savefig('cond3d.png', dpi=200)" ], "language": "python", "metadata": {}, "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 213, - "text": [ - "(-500.0, 0.0)" - ] - }, { "metadata": {}, "output_type": "display_data", - "png": 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wkBIRkdiASPHJP7r5tP34v3Smi3bvumvYnb6KxWLHZiXr6+uo1WqoVqtdm56MGgcbERGR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\nr9eLUqmEra0teDyeof9Kufv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B2MzM8nP0KIRvo5mZ5efoUQjfRjMzy8/RoxC+jWZmlp/7hAvhIGxmZvk5ehSi0XNHt6Ns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\nsB2aP7YA3axINIL6OuBzqB+5C032jnw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"text": [ - "" + "" ] } ], - "prompt_number": 213 + "prompt_number": 17 }, { "cell_type": "heading", @@ -290,7 +290,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 142 + "prompt_number": 33 }, { "cell_type": "code", @@ -309,7 +309,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 143 + "prompt_number": 34 }, { "cell_type": "code", @@ -331,7 +331,7 @@ ] } ], - "prompt_number": 144 + "prompt_number": 35 }, { "cell_type": "code", @@ -361,7 +361,7 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 145, + "prompt_number": 36, "text": [ "(-0.2, 0.6)" ] @@ -369,13 +369,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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"text": [ - "" + "" ] } ], - "prompt_number": 220 + "prompt_number": 37 }, { "cell_type": "markdown", @@ -434,7 +434,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 147 + "prompt_number": 41 }, { "cell_type": "heading", @@ -450,12 +450,13 @@ "input": [ "problem = DC.ProblemDC(mesh, mapping=mapping)\n", "problem.pair(survey)\n", - "problem.Solver = SolverWrapD(EMUtils.Solver.Mumps)" + "problem.Solver = SolverLU\n", + "# problem.Solver = SolverWrapD(EMUtils.Solver.Mumps)" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 216 + "prompt_number": 42 }, { "cell_type": "heading", @@ -474,7 +475,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 149 + "prompt_number": 43 }, { "cell_type": "markdown", @@ -499,7 +500,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 217 + "prompt_number": 44 }, { "cell_type": "code", @@ -507,37 +508,40 @@ "input": [ "appres = data*np.pi*b*(b+a)/a\n", "appres_obs = survey.dobs*np.pi*b*(b+a)/a\n", - "fig, ax = plt.subplots(1,1, figsize = (6, 4))\n", - "ax.semilogx(abhalf, appres, '.-')\n", - "ax.semilogx(abhalf, appres_obs, '.-')\n", - "ax.set_xscale('log')\n", - "ax.set_ylim(100., 180.)\n", - "ax.set_xlabel('AB/2')\n", - "ax.set_ylabel('Apparent resistivity ($\\Omega m$)')\n", - "ax.grid(True)\n", - "ax.legend(('Observed', 'Predicted'), loc = 1)" + "fig, ax = plt.subplots(1,2, figsize = (12, 4))\n", + "ax[1].semilogx(abhalf, appres, 'k.-')\n", + "ax[1].set_xscale('log')\n", + "ax[1].set_ylim(100., 180.)\n", + "ax[1].set_xlabel('AB/2')\n", + "ax[1].set_ylabel('Apparent resistivity ($\\Omega m$)')\n", + "ax[1].grid(True)\n", + "ax[1].text(100, 183, '(c)', fontsize = 16)\n", + "# ax[1].legend(('Observed', 'Predicted'), loc = 1)\n", + "\n", + "dat = mesh.plotSlice((mapping*mtrue), normal='Y', ind = 9, ax = ax[0])\n", + "cb = plt.colorbar(dat[0], ax =ax[0])\n", + "ax[0].set_title(\"Vertical section\", fontsize = 16)\n", + "cb.set_label(\"Conductivity (S/m)\", fontsize = 14)\n", + "ax[0].set_xlabel('x (m)', fontsize = 16)\n", + "ax[0].set_ylabel('z (m)', fontsize = 16)\n", + "ax[0].set_xlim(-1000., 1000.)\n", + "ax[0].set_ylim(-500., 0.)\n", + "ax[0].text(-1000, 20, '(b)', fontsize = 16)\n", + "fig.savefig('DCfwd.png', dpi=200)" ], "language": "python", "metadata": {}, "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 214, - "text": [ - "" - ] - }, { "metadata": {}, "output_type": "display_data", - "png": 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UQmTLL4fXsQx/n06nhd0+ekVdEZdCNGvN9u+/yWQSkiSJaDQ65n65OpFgMDhim91uz9uW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\nUSzcx4IPbwrh5OM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rKF3Ki0heDh8+THNzM2eddRaPPfYYDz74IFdddZUCcImVfEcitTP368k6LG1l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\nF5GY+39hV0BERGQOBeEiEnPqCRcRkeh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