From 7f0d8e4920990f8a02854ec9bc030120ef19b4a2 Mon Sep 17 00:00:00 2001 From: seogi Date: Wed, 13 May 2015 15:08:23 -0700 Subject: [PATCH] DC example: three mesh --- notebooks/DC_schumberger_FWD.ipynb | 80 +++++---- notebooks/DC_schumberger_Inv.ipynb | 259 ++++++++++++++--------------- notebooks/DCexample.ipynb | 224 +++++++++++++++++++++---- notebooks/DCfwd.png | Bin 107739 -> 117671 bytes notebooks/DCsurvey.png | Bin 58729 -> 56618 bytes notebooks/ThreeMesh.png | Bin 0 -> 179785 bytes notebooks/ThreeMeshDC.ipynb | 231 +++++++++++++++++++++++++ notebooks/comp_dc.png | Bin 0 -> 11457 bytes notebooks/mappingDC.png | Bin 0 -> 105673 bytes notebooks/obspredDC.png | Bin 0 -> 149458 bytes 10 files changed, 591 insertions(+), 203 deletions(-) create mode 100644 notebooks/ThreeMesh.png create mode 100644 notebooks/ThreeMeshDC.ipynb create mode 100644 notebooks/comp_dc.png create mode 100644 notebooks/mappingDC.png create mode 100644 notebooks/obspredDC.png diff --git a/notebooks/DC_schumberger_FWD.ipynb b/notebooks/DC_schumberger_FWD.ipynb index 2445fbd7..a8f3d949 100644 --- a/notebooks/DC_schumberger_FWD.ipynb +++ b/notebooks/DC_schumberger_FWD.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:73d0cc81c1a231c2a808e89facb3717f7496e7473309088a86f2512a257912a1" + "signature": "sha256:517d797f06003268b2b3d50196af6a2b138058cd669653453dcea0e78f478069" }, "nbformat": 3, "nbformat_minor": 0, @@ -15,7 +15,7 @@ "from SimPEG import *\n", "import simpegDC as DC\n", "from simpegem1d import Utils1D\n", - "import simpegEM.Utils as EMUtils\n", + "from pymatsolver import MumpsSolver\n", "%pylab inline" ], "language": "python", @@ -29,7 +29,7 @@ ] } ], - "prompt_number": 1 + "prompt_number": 7 }, { "cell_type": "heading", @@ -67,7 +67,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 2 + "prompt_number": 8 }, { "cell_type": "code", @@ -78,7 +78,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 3 + "prompt_number": 9 }, { "cell_type": "code", @@ -89,24 +89,16 @@ "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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jaRpvv53JX/9qvutNnKgyaZKWMHN09GgH55+v07q1wb33Oli+XGbYMI1Fi2Re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\nyFZQe3i9Bs88EwbMN3pr1Gj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lRbpmLrjhIl3recLhMN5U7wppQKNKL9TWcSzhjh+WUxlj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Qucl4q0oiFAohyzI+nw9HUvPccDiMpmm8+WY2f/mL+a03aZLK5MlaQs/RMWMc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\nOzt37sxV7L8wKC8DDoWBo6ZbwhBCkJGRQUxMDJGRkRrhu1atWhpvuHn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"text": [ - "" + "" ] } ], - "prompt_number": 4 + "prompt_number": 10 }, { "cell_type": "heading", @@ -126,7 +118,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 5 + "prompt_number": 11 }, { "cell_type": "heading", @@ -192,7 +184,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 6 + "prompt_number": 12 }, { "cell_type": "code", @@ -203,7 +195,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 7 + "prompt_number": 13 }, { "cell_type": "code", @@ -222,7 +214,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 8 + "prompt_number": 14 }, { "cell_type": "code", @@ -252,7 +244,7 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 9, + "prompt_number": 15, "text": [ "(-600, 600)" ] @@ -260,13 +252,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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"text": [ - "" + "" ] } ], - "prompt_number": 9 + "prompt_number": 15 }, { "cell_type": "code", @@ -293,13 +285,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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qlCOWAPAQwLD5GwtYtvLBBx/RfgRZX/9Wx8d/r7/4xR90fPz3DSWIZi3r+PhYE4mE9vX1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\nfwXAQDd+dp3yeQTUPQZgxvF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"text": [ - "" + "" ] } ], - "prompt_number": 36 + "prompt_number": 16 }, { "cell_type": "code", @@ -308,13 +300,13 @@ "txlist = []\n", "rx = DC.DipoleRx(np.r_[xtemp_rxP, ytemp_rx, -12.5], np.r_[xtemp_rxN, ytemp_rx, -12.5])\n", "for i in range(ntx): \n", - " tx = DC.DipoleTx([xtemp_txP[i], ytemp_tx[i], -12.5],[xtemp_txN[i], ytemp_tx[i], -12.5], [rx])\n", + " tx = DC.DipoleSrc([xtemp_txP[i], ytemp_tx[i], -12.5],[xtemp_txN[i], ytemp_tx[i], -12.5], [rx])\n", " txlist.append(tx)" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 11 + "prompt_number": 18 }, { "cell_type": "code", @@ -324,12 +316,12 @@ "problem = DC.ProblemDC(mesh)\n", "problem.pair(survey)\n", "problem.Solver = SolverLU\n", - "# problem.Solver = SolverWrapD(EMUtils.Solver.Mumps)" + "# problem.Solver = pymatsolver.MumpsSolver" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 12 + "prompt_number": 19 }, { "cell_type": "heading", @@ -348,7 +340,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 13 + "prompt_number": 20 }, { "cell_type": "markdown", @@ -382,13 +374,31 @@ { "metadata": {}, "output_type": "display_data", - "png": 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"text": [ - "" + "" ] } ], - "prompt_number": 40 + "prompt_number": 21 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 21 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 21 }, { "cell_type": "code", diff --git a/notebooks/DC_schumberger_Inv.ipynb b/notebooks/DC_schumberger_Inv.ipynb index 35671ebd..1422f80c 100644 --- a/notebooks/DC_schumberger_Inv.ipynb +++ b/notebooks/DC_schumberger_Inv.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:217ff4129b31cd5fb26fce3dc7aef27cf513d55e30cd6c91c3716bcc65a22097" + "signature": "sha256:6a79886b331e74256f87f4817f8611dc05c2f024c9ebc5064c8b977af7cc4517" }, "nbformat": 3, "nbformat_minor": 0, @@ -15,7 +15,7 @@ "from SimPEG import *\n", "import simpegDC as DC\n", "from simpegem1d import Utils1D\n", - "import simpegEM.Utils as EMUtils\n", + "from pymatsolver import MumpsSolver\n", "%pylab inline" ], "language": "python", @@ -29,7 +29,7 @@ ] } ], - "prompt_number": 1 + "prompt_number": 25 }, { "cell_type": "code", @@ -37,13 +37,13 @@ "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': 20, 'text.usetex': True})\n", "# matplotlib.rcParams.update({'font.size': 16, 'font.family': 'arial'})" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 2 + "prompt_number": 26 }, { "cell_type": "heading", @@ -89,7 +89,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 3 + "prompt_number": 27 }, { "cell_type": "code", @@ -100,7 +100,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 4 + "prompt_number": 28 }, { "cell_type": "code", @@ -111,24 +111,16 @@ "language": "python", "metadata": {}, "outputs": [ - { - "output_type": "stream", - "stream": "stderr", - "text": [ - "/usr/local/lib/python2.7/dist-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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JlWh+PygKGAY8/bQluBMm6CxdKvPooxX87W+FvP9+zmZ9BPsoeXkmwWDNl/ig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U4Ng3z9Hah98PoRCsWCFx220OdB2WLYsxcaKBJMHkyQ4mT9Y57DCDDz+UeOml\nltGtqlq20kJwBblj716ZvXvNv1dXywwdqvPFFzKFhQYNDc315XPnJlfZLFrkpKjIYMQInZEjdYYO\n1QmFWpaMdSfZWvUkkq0B5ZgxY7jqqquoqKgAzGt9z5499tyH1P3Mnz+fBQsWGMDPgUuB+yRJ6msY\nRjmI9EJG+7DEtr6+nlgsRkFBQZLgJu5jyxaJtWtlzj7bxcSJOmvWxDn1VMMe++jzgaKArsPzz5uC\ne845Gl6vwfPP13LyyT23OCHovQQCyef3iBEaX3xhOek2f7k3NUlcdVWM//63kfr6RkpKdH7xixg+\nHyxb5uC887yUlBTw0ktOnn02uca8p3K6HYl0s93GcpxI/P0y2M83hmGcCtQDN1kP5q3oWnSl6Fol\naQ0NDUSjUfx+P4WFhUlim7qP0lJzP1OnaixbJjNggIuTT3Zy9dUOKipkFi9WuOQSJxdc4GT6dI3L\nL9cYP14nHJYoLy9g71549tk4112nMnOm6FwT5IampmQxdDph7twop5yisnp10H589GiN+++PUlxs\nzofu29dgyhSVOXNiPPFEhGuuieHxmOf45MkpXj3dROq1mq3odoR9i2N2c0YilZWVTJ06lVWrVrX2\n8t6RXkhtBe7svlIHMVujIwG8Xi9OpzOjb/EjjjDo39/gySfNyoRQCD76SGLJEplf/rI5MtizR+KK\nK6x/mxHvSSfFWLBAweGAjRsVXn1VpBcEXcOGDQobNpjn3erVpgwMHqwzY0Zy3Xs4bC6YffCBzA03\nePD7Dd56K8SMGR6OPLKlVU8u23ETB46nvk84HLabMLZv357UtZZrXnjhBVatWkVFRQXLly9n8eLF\nfP755xx33HH2NkuWLKFv375p64GBUsAOi/NWdC2s4RedIVF0LbHVdR2fz5ex2Fr7CATMFkmLujp4\n8kmFF1+Uuf12lW+/lejb1+DHP9ZZtEjmT39q/gieftrH00+3/h6JuTeA4cM1/vMfUfEg6ByHHKKz\nY4fMtm0yV1/tZdeuKCNGaIwapbNrl8Stt7r5178U7rwzyvnnW9ULdGnJWKIBZSqWr6F1x7l+/XoO\nPfRQfvjDH2a072wMKP/73/8yffp0ysrKuPLKK5k6dSqLFy/mnnvu4cMPPwRg6NChFBcXU1FRwYwZ\nMxgzZoy1qypJkmYDRcAC68G8Fd2uiHQbGxvRNA2v14vL5crqBEpdSKuuhgceUHj8cYVLL9XYtClG\n375wzz3Plsv/AAAgAElEQVQKsRiMG2cwbpxGv37Q0AD//KfMCSeEeOSRQKvvkSi40LzgJhBky4gR\nKsceq6LrBg8+2MAJJ/Tlq68cnHtuhOpqgz//2cmaNdYUMHjvvea5C9D1JWOJBpSppA4wP//8823H\n30woLi7O2IDyiiuuoKGhwbb0qa6uxuv1sn37dhYuXGjvZ+HChUydOpWysjJOOukkABWzA20MUAvY\nBcDf+ZyuZVAJ2INz3G531t/Y1nEYhtliOXCgmy+/lHj//Rj33KPRd183sM9nirKFzwdffCFRWSnz\nyCMBDj7Y4Hvfy+xLZMuWvP/4BD3Egw9GGTYMAgEFn8+HpsmUlmpcfHGMCy+MoKoGw4ebOdtHHqnF\n54smDSI3S8aS99mdC2mJ79PU1JRV9QJkZi5ZWlrKypUrmT17ti3OlZWVnH322ZSWllJeXs4JJ5zA\n+++/z+TJk1mxYgUTJkywImAHoAP3GYbR1zCMBvvY83HgDTQvcsViMaLRKAUFBVm9XtM0wuEw8Xgc\nj8dDOBzulGWPpmk0NjZSVFSM1+tGls2ot7gYxozRGT3aYMwYg/ffl9i9W+Lhh1Vqa2H4cBe1tW2/\np99vnuQNDVHuukthyRKZL78UgivIPUcfrbF7t8Ts2TF+9rMYw4YVsGNHnT3n1hLdwYMH8MUXe/H5\nmq14wuGwPYqxK1FVlXg8bjtUnH766bz99ttpr92hQ4eyYMGCFrnW+vp6pk6dmtQGfOqpp1JRUWFH\nup3ZZsWKFUMMw9iW7vjzVnQBe8p8OBxuteYuldY802prazs1HtIS3eLiYo480sUbb8Q47DCoqpLY\nsEFi40aJjRtlVq1qff+ybLBhQ5hBg2I89pjEPfcUJBWwe70G4bBIKQiyZ+RIjVNO0XjoIReTJsW5\n++4oU6d6+fjj9AI5YYLKQQfpPPmki/Xrgxx+uI6lpfG4Qb9+BezeXYuua/bwccAexWgNG8+VJ1oi\nlrOEx+PBMAzOOOOMJNGtr6/n3nvvpaqqihdeeMGelTBx4kQmT55s7ydHBpStbdN7PdIyTS/ouk4k\nEiEajab1TMuFZY/1+kDAjExl2WDoUPNn6lRQVY2BA13U15ufR79+Bnv2NH82ui5RUaEzerSCqrop\nK4PPPzeYOlVj3jwHCxaoXHyxmL8ryJ6PPlL46CNTNZuaJGQZW3CdTsOe9fz++0H8foOPPpJ5+WVT\nHqZO9bJ7t8TRR+uMHKkxaJDZKelyOYFm94dgMJg0cDzREy1RiC0xziWJ+ysqKuJ3v2sxO7wFY8aM\nSVz06tJtEslr0YX2xTJRbNuy8cml6Pr95uquhWHAiy/K3HabYgvuNdeobNggJ4kuQGWlhw0bZP79\n7+ZjnDfP/JiE4ApywfLlDo46qnnBdtasGA884Oagg3QKCsy5uoccojF4sMF77ym8/36Ihgb45BOF\nF15wcMcd5gwRTcOOfi3RS632sSoNUg0qO2NOmZg77qlxkp0hr0XXinTTVS+km4/QVq4pF6Jrva/P\n11w2tnq1xK23OlBVeOABFbcb7rjDwQMPaMTjEVaujHPFFUU4nfDttzJOJ3z4YX6dRIL85Ywz4sya\nFeOxx1yEw5Ld+AAktfo6nbBihcLSpQ5mzozx2msOEi+n1q4dSZJaNBMl+qFZ5pSplu2JQpwqqolC\n29TUZFcx5At5LbpAi2+81PkI7Ylt4n5yVe8bCBj8+98yDz4oU1UlcfvtKlOm6MgyfPCBRDDYXJ5W\nUuJn0CA47TQdCDN3roGiOBk/3snatWKxTNC1vPqqk5//XKKuzryOTMt18zoIhcyysJUrFW64wcOY\nMRr//neI3bsl3nkn/TWVaU17azY8lhCrqtrCnNJKUaTOXch0PWd/oVeIrhXtWjNtFUVpMRshk/3k\nSnRfeUXhlVdg0CCDhx5SOe44U3A1TUOSYjQ1BXA6nQQCAYqLZTuiqK6WWLFCYtKk9LZB/fsbfPut\niIIFneOii+L85S8RpkzxMmqUhq7DO++Y18rxx/spKDAYOVJn40aZb76R2blT5v77I5x6qtmWvm2b\nnNYfrbNGAlakm7pfKzWRmJ6QJIm///3vbN26lWg0yo4dOxg4cGBepBryOpRKFMrGxkZ7PkK2gpu6\nr84ycKDB2LE6556rcf/9CsOGuTjiCAdTp8osWODliy8cNDR4kCQJr9cgFJKorJR46CEfkyaZZ/OK\nFTEGDjQ4+2yN664zW4rPOUe3Z+8KBNkyeLCZhhs+3BRPXYcTT9SYNEll8GAdv99g+/YmXn45RDQK\n33xjysPatUFbcMHqRuue89CKii2XYJ/PhyzLOJ1OBg0aRGNjIx9//DFlZWUccMABrFixov2d9jB5\nHenGYjGampowDAOv19uhpgaLXEa6P/2pxqBBMGuWSiQSIRSKsGOHh08/9bFqlXlLNWqUa18dr8GO\nHRI7djTfap1zjsb//Z/Mzp0SRxwh4XSax3X++Ro//rHOpEliQU2QPdu2mSL6pz+5OPxwc6yj1wv7\nRozg9Rps2iTzq195cLsNfvWrKN9+2zKqDYV6fpauLMuceuqpaJrG0KFD+fWvf80333yTlN9tzR+t\nqqqKGTNmUF5eTllZGTU1NVRUVDBx4sSkbXPloZZKXosumMNorJTC/uCTZrUC19Wp1NXV4XQ6KS4u\npG9fhWOPNTj7bJXnn5fZtSvGY4/JXHttSwH9xz+aBfjNN2XefNO8WMaPFyaWgo4xdKg5B/f1180Z\nzxUVLrZtkznzTF+SM/CkSV5uvz3KhReqPPaYk8bGltdEMNizs3QheYC51Y02YMAA+/m2/NEAVq1a\nZU8FKy4u5tFHH00Sy0w81DLZJh15nV5wu924XK6cD73pDLFYDEUJ09ioU1BQQCAQSFow8HrNxYoz\nznDy+987ePJJs9XymWfinHlmjE2b6lm0KN7CP00g6AxffCHz+utmjHXUUTq33BJl8GCdl14KMWBA\n83m/bl2In/9cRZbN6gWvt+W+ejrSTV1I65MwFCITfzRJkli5ciV1dXVUVVVRU1PDpEmTkrbJxEMt\nk23Skdeia7E/mFNaXTLxeJziYheq6m6RV962DS691Hxs9WqZAw8024IBtmyRaGqSOOQQnXPO0bnz\nTg2Px2DGDI0LLhBzdQW54623HPzoR362bZM591wfu3YlNgk1b2dVL6TS05Fu6gDzxOqFTPzRrH0U\nFhba7bypZOqh1t426chr0d0fzClVVaWhocHuxnG73RQWyknjHaurYfZshZNPdjF0qIHHY7BxY4y5\nc1X69TO3uf12B2vWODnjjAA33qjw1FMykYiErpPUQPH736sMHCgW0wSZ06ePuUh2yinm3dMRR7T+\nJT56tJ9hw/xMm+blnnvcrFzpYOtWicRLI92Ese6KdFOv0VQn4FyQiYdae9tIkjS4tf3nfU4XumaQ\neXskDsyxFvFCoRCSJNnjHUMhePhhhT/+UWHyZJ3KyhgDBpjzdd1ugwkTYMIEjQULFP73f1VuuUVm\n9uwwn37q4403zO/DhQubUxNjx+rE49jmlgJBJtTWmueSNaz888+bz6lJk+Icc4zOk086KS3VefHF\nMF99JfHRRwqvv+6gslLhjDN8NDVJjBihMXKkzvz5Lk4/vWfTXx216rGoqqqy7XZqamooKSmx5zJk\n66HWCqXAtnRP5LXoWv/xsiyjaZ27Bc9mhoM1MMfj8eD3+1tE3JoGS5YovPuuzIkn6rz5Zpwjjmje\nt99vDa4xH7OiBrcbfvCDOCefrDFvXvOFMWSIwdat5vjHysq8vjkR7Cccc4zGJ58ozJ8foaLCXMz1\n+Uwvv8GDDQYPVvn5z2OccILOxRfHqa6W+OADmenTzSTva6+17DLrrkg38X06IrpWdJo4/GbatGn2\nYx3xUMuGXnEFd5c5ZSgUor6+HjCHani93qQTwNrHsmXmf+vXX0tUV0s8/rjM4sUyX35pzmHw+ZJn\nM/h85uN1dRKPPOJh5Ehz3GPfvgYXXaSxdauIbAW5w+s1qKiIAOYXfSgk7Xs8ebtg0KwjB3Pm829+\n42bcOI3vfU/lL38JJ22bqxr3bOlIeqGoqKhFzjeTBbBckdeRrkVXm1NabcXtzXCw0hw33KCxbZvE\nSy/F2bjRjFAXL5a5+WYHjY1QXy/xq185uO46jbFjDdxuWLzY7P556y0nr78e56ijDB5/3M1TTzW/\n12WXadxxh8qgQek71gSCTBg2TOfcc02FnTDBx/vvm+dYQYFBJAKefQ7s4bCEqsL117t55RUH994b\nZdIklUsu8aRdSMtlpNuaP5o1q8Gz7yBra2uJxztvkDlkyBCqqqpoaGhof+NOktei25ULadaQ9Gza\nilN90g48EE491Ujq5tmzBw47zIXTCUuWyPz61zLbtzefrJMnR1i50scFF7S8CXn8cYXdu5Mfu/ba\nOH/+s2iWELTPOeeE+cc/vPz97zU4HDIjR5Zw221hzjrLnDj20UcKgwYFKC3VGTVK57XXHLz2moNL\nL42xbl2zXU9TU/qFtFyZUrblj2aNi7QCn23btvHoo4/aFumZMG/evBbbWymHqqqqrDzUWtuGFAfg\nRPJadCG7mbqZkDjDAcDv9+N0ZidqPp85Tzcd/frBuefqTJ5s/gAcdZSLU07ReeIJhZkz2x7e8cor\nyVG2EFxBewwcqCFJEvG4ebkXFDiorYX+/XXKypq44AKZd95xcc45McrLI6xe7eaii8zOrksvjfHQ\nQ9Gk/YVCLU0pc0lb/mjpBphn449mNTRMmzYtqVzMWjwrLS2lsLAwYw+11rapqanZ1toxiJxuwj7A\nHBUXCoXwer0UFhZmJbiJkW5izjYVrzf5+QEDDJ54ollMTzxRb7U2d+TI5MeHDetc1Yag97Nzp8KO\nHTKvvmqey4sXe1m3zrOv0saPqjqQJAm3Gx57zMUvf+nlppsaGTpU5eKLm4jFYmiaZl9j6ep3e3Ku\nbTbvW1payoIFC1rU565cuZKysjI7as3EQy2TbdKR96Kbi0g30ZzS6XRSVFSUtRuwdSxWG3Bbouv3\nm/3uNTUwZ47CunUyhxxioCgGa9fuZe5claOPTv/7HHts8r8//TTvP0JBF3PxxREOP7z5y/nDDxVm\nzvSyY4fM8cf7eP55F199pXD//T6WL/ewYkWIuXMNNE2ioEC21zWCwSDBYJCmJgO3O46qqvbtfneR\nKO6qqrY7tjXdsZWUlCTljOvq6qioqLAdf8HsNlu8eHHS6yoqKrjvvvuy2iYdee2RBs23G7W1tVkb\nS6aWf0WjUQKBQNYTyixUVSUYDFJYWEQg4KK2NoYrzbiEyy938NprMg6HOTmsthZOPtlg3jyFN97Y\ny1FHFRCJRLj2Whdut8yKFS527DDFddIkjaVLu9b4T9C7OPPMKNXVCtXVEp9/rtDQ0MjatQpz5rj5\n3e+inHZa86pYfX2j3ZV25JF+1qwJcdBBpgxYM2+HDw/wyiv1HHywum9cqRlsOBwOe05uV3ijgemL\nKEkSLpeLvXv3ct1117Fs2bKE48/MH23JkiVUVVVRXV1NXV0d5eXlLaLfTnqo9U6PNItsrTsMwyAc\nDrfwS4vH4zmx7JEk7BRDoujqulml8Mwzpmh6PAa6DqtWyRiGjqIYBIMG9fX1KIpCUZEfXTcnQVk+\nVgcc0OHDE3xHeeWV5GqXF15wUFMjsWGDwvTpZhWA32/wv/8bSWoDDoebS8ag+a4yFJIpLnbi9Tpt\nIbbWQFKHj3elN1risBuLTP3REgW4NbrCHw16SXoByGjojWXhU1dnWkoXFhba8zmtfXWVT9pbb0l8\n//tOHnpI4bTTNK6+WuONN+KMGqVTVyexdKnC11/L/PCH/bj55hIWLSpiyxaFWMys37WMA10ugxEj\ndE480bxdvPFGMRhH0DZXXRVhzJjmtYD5813ceKMptg89ZD7Xr5+Rpk43/YJZ4kJa4uBxl8uF1+vF\n7/fj9/vtFJ2maXZ6IhQKEYlEWuSJMyV12E2q6OYDvSLShbYFM9Pyr1xWQfj9ZgXD5s0wd67CJ5/I\n3HmnaduzYIHMZ5/JnHCCwbhxKnV1Mb75Bt56y8N55zURCPhYuza9XftFF+l88olsz0AVCNqjosKT\n9O/33lPweg1OPllj/HiN8nKraaf53LdKX1PXkeNxUFWzqSKR1OumPW80TdPsnLA1qDzVrDIdqaKb\n67kL3UHei25btbqWFXQ4HLZXatuqRshVpGsYBlVVEpdc4mDnTokbb9R45pmYfaJ6vdDUZFpWx2Ix\n/P5CdN3FAQdIDB+uctZZGu+8YyQ1RlhcdpmDzZubT8j778/7j1DQxYwbp7J+ffN50q+fzp49MqtW\nOTj7bC+ffmqeZ7t3yxiGhiS1HuVaj6fLErSXOkj0RrOuw1STSmuNJtGk0hLk1OszXXohH8j79IJF\n6geiqiqNjY12+VdBQUFG5V+5cAQG0DSJjRvN8Y07d5oW7J9/LqFpBk5njIYGM5QoKiqiqMhJKGTm\nzz75xMm0aU6uuMLJiSfqXHmlhiQZnH66eXu4YUOcs84Sox4FmZMouCNGaHz5ZZDf/z5CIGCwZk3z\nc7NmeTjssABnneXl+us91NdLfPqpTOJYk9Zm6XYUS4idTidut9tOT3i9Xvt6tQKnYDBoC/Mbb7zB\nV199RSAQaOcd9j96TZjUPGxGIxQKoaoqPp8vq9KvXHa2TZigc9FFGv37G1RWyixbJnPbbRK1tdDQ\nYH7Xvfqqg7Fjdbxe2L5dYs0amTfeKOSuu+I8+aTKs8/KrF1rVjlYUYemwcsvi+oFQXaMHq2xcaNC\nSYlBbS38z/+YKYennw4zc6aHPn0Mnn02zIABBh9+KPPii6Y0nHeel927JYYP1xk1SsPna/ZOSyVX\ni2SJJpWJKQrDMO8OZVlm2bJlvPXWW+zatYvHHnuMMWPGcP/99+eFM3Dei27iBx2NRgmFQng8HgKB\nQIfqbHM1IrKgwMDphFNOMfje9yKEQiEAwmEfDz/s4f77HbzwgjmPYceO5uMcNy7G5MkabrdZtWBN\n77f64cvKRAeaIDvKy8PU1yts3Kjw1lsOTjjB/Aa/6qoYZ5+tcvHF0KePWU3Tr5/BhAlmsLBhg8K/\n/x2ivt5sEX7uOQd/+pNZjmMYzSmG7mqMsN7D5XLx5z//mbvvvpuTTjqJfv36sWHDhiR/tP2ZvBdd\nXdcJhULEYjEcDodd/tURcrWQZjVINDToNDY2omkaPp9vX+OFxNln66xZo7NokVl58MQTMjNnmmK6\nfr2L8eN14nGJvXubT2Qrv5vaDHH66RqvvSYiX0Hr/O53yWUJt94a5fPPZQoKzIUxSTL/TBxik2jV\n4/HAm28qvPKKg/PPj1NVJafN6XY1qddmY2MjBx10EMcffzwnn3wy0Fx/++WXX9oGlKnlYbkynOyI\nKSX0AtEF88Nw71ul6szQjVx8W1vRsssVp6YmhtPpbBF1W0POLY4+2uD4480ysL59w9xwg8SePWZe\nd/Xqtn8fIbiC1iguNqira3lO33+/m61bzfNqyxYZVZXYtUsisdjAyt2uXavwi1+4OfJInX//O8TH\nH8s8/HByx093twCnM6UEU3BLS0ttka2vr7fdfq1RjrkynOyoKSX0goU0RVHw+/04HI4e90mzKhea\nmpoIBEDTvHg8nhYnpNebPBDH5zNF2OOBcFgmGoVFi5S0gnvEEWLWgiAzEgV34kTzruqyy2J8+GGQ\nSZPiTJ4cTzKlPPJIPz/4gY9Zs9zcc4+bN990cMklHm69NcbTT0c46CAj7UJad5Eq7qmmlFVVVUmN\nCkVFRcyZM4cZM2bYj+XKcLKjppTQC0TXoid90qze9Lq6OgzDwOfzUVTksIdDp2LNXrDw+cyTWVHg\nuec8jBvn4513JB57LM7YsTpjx+pMm2YuIU+YsN93Zgv2My64IMbQoeaXtbU24HLBhAkql10W49BD\ndSTJ4Ouvm7j//ghffy2zbp15B7V2bZBzzlHtdEK6UrKeGnaTGOnW1dWxaNEi22TAwrrd37ZtG5A7\nw8mOmlJCLxDdnjanjMfjNDQ0EI1G7bK0RJ+0dKQ6R3i9UFUlce+9DrZtU9i+XWL4cINt2yQ+/1zC\n48E2o5w9W+WPf4xz/PHmRTRkiBBhQds884yLRx4xUwL/+IdZ593UZJ6HkYiEJFl3WxKPPOLiiy9k\npk6N8/Ofx0gIJIH0JWPdRaq4q6pql5UVFxdTVVXV6vBzyI3hZKbbtEXeiy7kbqZuNvtIdAG26oAd\nDkfCpDGDpqb03/5WOsEw4Kuv4OqrzWTa8cfrnHpqjGefDeNywfPPyzQ2Svz73zIPPmhus3SpQn29\nZEcee/Z06lcW9GKKisxz+eSTVYYNM++Uvv5a5oILvLz8spNLLvFyzTUe/vtfmWBQ4sQTfRx6qM7a\ntUGOO05r0RYM5nmb6hrRE/5o1nWa+L41NTVJs23BHNnYp08fBg8enJHhZK62aYteIbrQfZGurus0\nNTXR2NiIy+VqdQxkW+MdHQ7QdYk5cxROOsnFqFHme86YoVFUZHDqqXFuvVXjtdfi9O9vMGaMTmmp\nuc0DDyj85jcO1q0zP7rWhF0gqK9v9j774Q9N0f3tbyNs2BBkzBiN8vIosVjz9kuWhLnzzti+UsX0\nEe3+ZL8O7S9+L1iwgJtvvhnIzEyyq00poZeIbq4j3da80ixjSlmWKSoqSrtI1t4gc1WFhQvN//aH\nHnIwYYJui67DYU52st7f5zNzv0OHGvzkJ+ZFc/fdYsCNIDtWrXIwf76ZXli3TmFfoMZnn8l8/LGZ\nuy0t1Rk9unmRNrFkLBFTjLv8kFslNdJti4qKCg444ABuvPHGrj6srOgVJWOQLJgd/dZN97psjCkT\njyOdZc+KFRJz5jjo29f89/z5cb79VmLxYlOEL7nEzE/99rc6J54oM3KkTjhsLn7U1Jj7uvRSJ+PH\nq+zZY/DRR05+9rM4zz4rGiYELZEkA8MwI1On06C+Xubll528/LJ5vmzYoHDbbSH++lcPBQXJIhYK\nSRx0UMtKmaYmOOSQro10W8vLWqNXXS4XkUgEwzBanTRWVVVFRUUF69evz9lx5YpeJbq52o/1LZo4\nLCcTY0rr9bquJ6UX/vMfifJyB1VVcO+9GmedpTNqlJOTTzY48kjzxD7sMJkbb9S46SYHDofBY4/J\nfPCBg3hc4sknm0X+7rubOProGPfcY+aTolGRXhCkxzDMcyMUkjj6aJ36ehg8WKOhQaKmRubNN2v5\n+GMFw9Bxu82B/taAmVDIhcfTMprs6oW0tkwpEwfhhMNhvvrqKyoqKtJ6pJWXl/PPf/4z6bFcGE5m\nuk1b9ArRTaxg0HW9XQuP9valqiqRSARd1+1OsmznNwQCsG2bxC9+4eAf/5CZM0fjqqs0e6h5ugqG\n/v0Nxo5VmTMnjM8n89prMpMmJUexv/518oCPV18VzRGC9tm82XLPVfjkk1omTCiipEQiFnMgSTKB\ngIHT6UTTNOLxOI2NOooSJRyOJU36aq1kLFdOwIPbMKVMdI349NNPmT9/flrBnTlzJvPmzWshiMXF\nxZ02nMxmm9boFTldi0wGmbeFNVQ5GAy2uUjWFpbofvSRxO7dEo8+qnDppRojR+pEE0xVrQqG5n+b\nxx0OS2zerHDWWU5uvtm8UC68MMTVV5uFvU88EeWpp5qLfCMREekKMuepp+rp318nEjG/6MNhAzBw\nuw1bPF0uF9Gogz59nHbAYd31NTZqOBxRotEo8Xi8Wz3SEtMYdXV1aWfpLly4sIX1zqpVq+yURa4M\nJztqSgm9RHQ7W6trLZI1NDQApu16ukWybDjlFDNt8NhjcUIhuO02B4MHuxg92skVVzh4912ZNWtk\nIhFze58P9uwxBffccws4/fQ4q1bt5ZBDNFwup53aCIcNjjlGp7RUjHcUZM6UKeYCbHGxecmHwxKS\nFKapyTxPLVse6xoKhQxcLs0WOssVIhp1UFio2HeE4XAYTdOIxWK2EHfEESITEkU33SxdqzGhpqaG\nyspKKisrWblyJYsXL7Zbc3NlONlRU0roJekFi2xFN3WRrKioiGBbNr5ZHENBgRm9XnCBzgUXAGjE\n47B5s8T69RJPP61w550O7r9f4aijDDZskFm/3rwgVq/eQ79+4PV68fnMk0zXzd8rGDSIRsNUVeXH\nRCXB/sELL5iX+vPPewkEnEQiEgceWEg87gDMWc6qahpNmmkEf5IljzVsPBgEr1e3hViSJCKRiG1G\naQlwV3ikJV7bqQtodXV1TJs2Le3rDj/8cPvvRUVF3HfffZSXl9tmkqmRca62aY3vpOhajhKhUAhZ\nlpMWyXLlHmGVe+k6WOkupxNGjTIYNcpgzRqN007T+elPdTZtkvh//695iMgJJ/Rj1CiDsWN1tmyR\n6d/fsNs4n3zSwW9/29wJ4/EYIsUgSEthocGf/hTjkkvcjB2rUVmpsHmzxPTp5rl28slePv7YPDk3\nb3YiywH8flNcIxEZj0e3hdgaNt7UZFZDWOe5ZbljraM4nU5cLpd9DWmaZueJdV1v4QaRrRAnWvX0\ntcqAMPO1mY5lzZXhZEdMKaGXiG426QVVVQmFQvaMhNRFslyJrixjz8NNN9zeahP2eAyOPTbCmWfq\nnHOOyjXX+Pnww718+qmPjRsdgJO331Z4+23zpP7wQyfnnaeyaJF5sQjBFbTGCSfoyLLpJH3ssQaV\nlfDYYzGKigwGDfJRXd28bWWlwqBBXoYMMZtxNmxwsGWLl9GjXRQWGravWSgEbrdKJBK3X+twOJLs\ndFLFz7rG2hPiVGueVBLTC42Nje1O89pf6RWia9GWYGqaRjgcJh6P4/V6cbvdaT/YrnAETie6Pp9B\nY6NOQ0MDkiRRWOgDpH3PSYwb10RZmcEbb5QwZIjGtm1O3n7brGRInambitttiFIyAeq+Phpzwcz8\nu8cD8+eb59Gll2rcdFOEefOcOBwGN9yg8p//mDZTTz/t4PbbXdx0Exx2mMHo0Tpjxujs2qVQVORG\nkm33Bc8AACAASURBVFRkWcbpdKLruh3xArZ4WuVd6YTYEmrrWkk1q0wnxKmmlH1SB0PkCb1CdNuK\ndM1bpQjRaBSPx4Pf72/zdia3jsBmMXn//smPa5qGw6FRX6/j8XhwOp37omIzLaFpbhyOyL4ZDhKS\nJOP1Np+0bcz0AETtrsBk7VqZCy80hdaqnJkyxc22beb5MXeuGa2GQnDggabD75gxBmPGaNx+u8H7\n74fp08esM1+1SmHOHDMtUV8fpm9fT4u7RKs5yYpkrR8gKYK1BFTTkheD0wmxrutEo1FbtEOhEAsX\nLqS6urpHJpvlgl5RvWCRKJiGYRCJRKivr8cwDIqKivB6ve1+ULl0BPb7jaTxjuZCRJCGhgb8fglV\ndeNwOPY5S5iF5263QU1NBJfLRSAQIBCQkWUHy5c3e143NMhMmmReRddf38gbb+zt8PEKei/hsMSV\nV7rZvVuyPc8OO0znpZeiHHOMnrBdyyE2oZAZNDidUFUl8/DDDq66KsjWrXs48sj03oOWoDqdTjvA\nKSgoIBAI2NtrmkY0GiUWi9lVDlYbP5gBiSW2YIq12+3Gs28mZTweZ/v27bz77rucccYZlJaWJs3L\nzQd6RaRrIcsysViMWCxGKBRCUZSMO8ksciG6FoGAGekmVkm4XC4KCwspLFT46qvm2y6XS6WuTsXn\ncyDLAbuJ4qWXFDSteZ+rVkUoKjL44AOZpUvhwQcL+OMfm/MXffvqPP10NZWVbm65Zf836RN0HUcf\nrXPqqRp//GNzg80XX8iccoopYL/4hYsxY3T+9S+FESOaZ3oYhinEjY1w1VUuPv5YYuHCWn7wAwdO\nZ3ZVM4kmk4m264kRsbVYB8kRsXUtWakHMMs577vvPqZNm8a//vUvqqur2blzZ7s2PdZj5eXltptE\nRUUFEydOTLLY6UqbHoteIbqJH45VO+j3+zOyXE+3r1wNzvH5oL5epb6+0a6SsLrmPB6dYFCxu988\nngKiUTc+n0Q4LLF3r8HddzuTBBfMC+X66+OMG6dz7rkqkydrnHmmRkmJGapUV8vMmtWXzz9Pvon5\n/e/ruPvuQmpqZI47TuX993vFRy9og82bZTZvNs+Db78NMXiwl/ffj/DaazIXXeRmxAid996T+c9/\nZK67zsVjjzkYM0Zn2DAdw5A48UQP550X5k9/ClNc7MlZ11k6IYZmcU38sSJhwzBYv349Bx54IJs2\nbeKTTz7B7XZz1FFH8fHHH7dr0wNmk8SqVasAs9rh0UcfTRLLrrbpsegV6QXLIseak1BYWNghwYXc\nia6qqrjdcWprY/h8PgL7VtN03axx9Pl0GhrMmkbTacJJOCzhdMLvf++krMyLosD27SEqK8MMHKjj\n9xsMGGCwfLnClCluXnrJwc9/7ua3v23+XQcP1jEMKCtLzpf9z/8UU1Njftwej7D8+a5wzz1RTjxR\nszvQwDSi/MEPdGbOVFmwIMbpp2v87W9R/vCHGP36GZSXm7dZf/97DXfdpVJS4suZ4LZFamrCty/n\nIcsybrebF198kUmTJnHttdcyZMgQfvOb31BbW5uRTY8kSaxcuZK6ujp7Ju6kSZOS3r+rbXrs3zPj\nLfdjJEnC7XbbkWRnEuydFV2rLTIYDFJQIKHrPhRFSVo0MAeLRIlGm/3dfD6DZcsUNm2Sef55ByNG\nmDY9e/aYzhGyDOPHa1x5pcrf/hbj448jnHuuyjnnqEkTorZtk6mqkvjxj5vf77jjNJYti3DiidYt\nWq/42AUZcMstbtauVfjVrxRqaiS2bNH3uUY0nzOhEJSUGHz6qcTjjyvccEMTO3bs5fvf93Y4eOkM\nhmEQDocJhUL4fD78fj8rV67ko48+4vHHH2fXrl3ccccdDBgwgFgslpFNj7XfwsLCVhsYutqmx6LX\n3GO63W5UVe1xn7Twvtocv99PICDT1NRcSmMtILhcLg44wEs4bOautmyRmDXLXCh76KEYpaU6H34o\n8/rrCnfd5eSrr0yR3L5dRpbhuON0Dj7Y4KCDDA44wLCHVQN89FGYjz9u7m4DeP99hfPPl+1FvTfe\naB6S8+KLEX76U0/Wv69g/+Z739NYv17m7rtjzJnjsr3RzjrLy86d5uc/Z06cMWN01qxRWL9eprRU\n47nnahg3zonT6Wtj712HlR601mMaGhqYPXs2siyzfPlyu0xswoQJTJgwAcC26Ul1jciGTCx4iouL\n293mO9uR1tmZutm2ElvdbdaJEgwGiUajeL0umpqw87YOh4NAIIAsy/h88M03EuXlTp591sFJJ2kU\nFsIVV5gLGtbsBoCtWyVGjDDvDf/xDwf/+peCLMPu3ebvePDB5rY/+IFGaalBaanGT36isXWrxNKl\nDvr0MRg7VmPVKse+Y27+v1m+3LwABw7U2blTRMC9hc2bZSIRib594eyzNX75S51Nm3Teey/K736n\n8MQTTgoKDK64wlwYO/hglVdeqcbnc9qLXJ1t280Gq9rIqqN3OBy8+eab3H777dxyyy2ce+65rR6L\nZZ+TSKJNj0VVVZXt+lBTU0NJSYmdB87EgsfaVybbtEWvE91c7CMbn7RQKJQ0AlLTNFwuF6qq4nLF\nqa01b5UcDodtE6+q5iKZtdAxb14MRYFXXkk/pvHQQw0UxeDKK1WOOMKgrExn6lQzMg4EDA4/3ODr\nr+GttxQuvdTFuHE6ZWU6Vj16ba1kC+4tt0SZPVujuNiMZKxGCyG4vYvqamvovXmeFBbC559LxOPg\n90uMGGHwzjsuxo6N88AD9Ywe7QS8dqeYNSRcUZSkn64QYiu6lWWZQCBAOBxmzpw5VFdX8+qrr9Kv\nX7+s95lo0wPY0WliRYM1q2Hy5MndYtNj0WtEN7VBorMnRlv70HVz4HMsFsPr9dq95qqqIkkSDocD\nVVX3dZ058fl8dmXFP/+pc+utBRiGwUUXRRg61OCdd5wsW2Z+FOec42bcOJ1x4zTGjtXp39+08ZEk\n80JasMDJQQfp3HtvjPPP1+y5Dn6/KaLjx2tUVso895yTDRuSRfyEEzT69DEX6yzKy+OsXi1m8vY2\nJkzQWLNGZsoUjWefdbBqlUwsJtG/v9dunrnttgauuSaO399cv95aNUFXCLGVkovFYng8HhwOB+vW\nrePmm2/muuuu44ILLujQftPZ9BQVFSVVMoC5AJZaWtYd9BrRtchFnW1rwm3dAkUiEbveFkhaJEvM\n25aUuNi711yR3bZN4te/drJhg8xdd0U566wYut5cGnP11Q4uvbQPl10WZsMGJ3/5i5PKSpmCAoOR\nI3VUVbInRW3YEKGgoOWxFxcbXHyxxplnxrnjDoUNG5JNrtatU1i3TmHp0maRPe00M9l39tkq//d/\nve50+M6ycqX5GW/ZIjFxosaMGXFuvNFFQYHBRx8pzJnTxA03gMORxghtH1YbblcIsTnHIWRHt7FY\njOuuu46tW7fyhz/8gQEDBrRpp963b99O2/QMGTKEqqoqe6RrdyG1I1A9Y3DfAawi6/r6evtWv6PU\n1tYmeaGl5m2tzrbEfvLEvK3HY9Y0/v/2rjwuqnL9f98ZZtiUTUu9WQEjmksuDIiauYJW3pupgDdL\nKxfAX2VuOHSzMksNKJdKhUG7ZdcKhRatq+lg6u0GGuByU9Nk0BYRFZlhEZjlvL8/ju9hVtZhdb6f\nz3w+cOaZM+fMnHne5zzP8/0+O3aI8d13YgQFUXz4oQteeEGPF180WA38o5Ti7Fng6afd8OOPGhP6\npAjbtnnitdfMxRv69+duR8Mc5HIjBg2iQrpgw4ZKrF3rhilT9NDrxRgwgOKPPwj8/SmuXiUQiQCt\nFti2zTlXrTNDLKZWPd4AsGZNGRYs0MPDo3l60aaw119ryxEDMItuJRIJTp06heeffx5isRgBAQEN\nOq7Q0FCbUyOio6Oxbds2q7xrUlISVqxYYbaNFcXy8/Ph7+8PPz8/aDQaq9eKRCJhKkR9NiY5Xbsn\n0elCm+ZOjwDMo2VbqmSMqshojWy19/DwMGO/7djhguxs3nF//nkNJk0ywtXV9vt16cKTItxve+Rf\nfgEUCikuXyZIT9di7NhqpKa6obBQgtmzdTh5UoqffpIgJcUVly/Xfr9Llnjio4+qEBlJ8cYbYtTU\n8Jz6mhq+IPfVVy5mFNCSklvo1q1tKtVOtBwsHW7v3kYsWlSJ2Ni6o9umoDERMcBf74cOHUK/fv3w\n5Zdf4tixY8jMzKx3tlh9sDemhxEaoqOjzQpdrHgWGBgILy+vFh/Tw9BpnG5zp0dY7suUI24rbwvw\n/bYGg0FYsS1X6H/8Q4+EBILhwzmsWSPB3LlSDBjAITSUL3SFhHCQyZgMJEVVFYFWC6xbx3c0LFum\nR1ycAVKpBIAEPj5iUEowbFgNBg++hVmzDLh6leAf//DGvn18mmDqVANefdUVixcTaDT88dx/Pye0\nnXXtSvHjj9V44glXfP+9GDqd+bmPGGFETo4zx9vZcPKkFm5utpX1WgKmjphSCp1Oh+rqaiFo+fjj\nj3HixAlUVFRgxIgRSEtLw9q1awUSg0qlQrdu3VBQUAC5XG6Vj7Wk4hYVFVmJiKekpKC0tBR9+/bF\n9OnTUVBQYPa8SqVC//79kZ6eDj8/P3Tv3h07duwwc6j2xvTUZVMfOo3TZWiu02UtZ5WVlXBzc6s3\nb8sIGbYwYQKH48erhf8rK4GTJ/ke2n37xHjzTQm0WoLgYA79+nG4cYPgnnvcMWeOEcePV1mpk7m7\nAzU1PDunpoZi82aCTZvc8PTT1YiI0GHGjGpMncoPXrtxwwXz5/vg2DEXweECQHk5waZNLsjP57fJ\n5byzjonRQ6mU4OrVjqnc5IRt5OVdR1CQG8TitunF5jgOt24PA2SszM2bN6O6uhpHjhxBt27dkJeX\nB7VaLThcQgjefvttYR8hISHQaDRCOsGSipuRkYH09HSMHz9eiF7PnDmDt956C3/88Yewn/Xr1wt0\nXY1Gg/fffx9eXl6CQw8PD0e/fv3w4osvCpRepVIJpVIp7CMxMRFRUVFmi4ClTX3oNDldjuOEvCsh\ntbfpDYVp3pZSCjc3N0ilUpt5W7FYDDc3t2ZNHWa4dg3IyxPh++/F2LyZvz27997anG1ICIehQzl0\n6QJ88YUYGRlizJ5dDYXCDf7+HJKT9ejXjyA2VopRo4yYM4cnY+TnA+PG8dW2b7+9geBgI1591Qtf\nfOGKBx/kcOSI+XrbrRsV2oyc6Phwd+fw+++aVo1uTcF+T9XV1XB1dYVUKkVhYSEWLVqECRMmQKFQ\n2Ky7REVFIS4uzkwTISEhARkZGbh48SIAvutg8uTJmD59uhlZwbT4TSlFz549UVRUJOzn9ddfx1df\nfYVHH30UGo0GZWVliIyMNKMDp6SkYOPGjVizZg3UajXkcjkmTJhgdownTpxAenq6MKbHlg3qyOl2\nGqfLbmGqqqqE/GpDYZq3dXd3F2Y8SSQSiMVigZbInm+MalnjzwMoKCDIzeUj4rw8EX7+WYSAAIoz\nZ2oj1p07b2HqVL6VDABeekmCgQMpZswwYPVqvgWtd28OgwdTfPABr0e6fr0LVq1yR7duHAYO1EMs\nBlaurMLEidZTVZ3ouHj/fQ3+/neD0BveXGp8Y8FaKtnvhRCCDz/8EJ9//jk2b95c54ib6OhoyGQy\nrFu3TtimUChw6NAhYfquafGLgTlfFiQ5yqYZuHOcbnV1NYxGIzw965egY7c+jAXD8rY6nc5qqqmL\niwskEokgtNyaqK7mkJ9vQFKSGw4e5CPc69cJhgzhc8OhoRw+/1yMCxdE0GoJZswwYOVKPb75Royj\nR8VITdXh00/FiI3lq3iXLt1CXp4Iy5dLERhoRFaWBKtXl+G11+4cKcjkZA3i4zvfYlNUVAJ3dxeb\nIuKmj5ZwxKbRrVQqhaurK65cuYJFixZh6NChWLVqFVxtVZLrgUwmw8KFC7F8+XLBKTa3y6CRnQhN\nQefvXmhMIc2039bV1RXe3t5mSvYuLi5C9ZU5Wpa+YEpmLi4uVhexo8EWAJ2uBsOGSfDFFwaIRHx+\nTKsF8vP5aHj3bjH+/W/+q7znHg7du1Pk5vJaCz/9JEJEhCv0euCFF/S4epXA0xNITJSgsFCEefMM\nOHWKoqjIsRXt9oa5c/X48MPa21lLhxsRUY2DBzuuBsU//lGBhAQKsZj/Hu11EjDxcMDaETcnmGDR\nLcdxwnSWzz77DGlpadiwYQNGjRrVpP0qlUqEhIQIRAdH03WbS+ltCjqN02Ww7J81hWkKgukksE4F\nBjZLTSzmFcAs87Zs3pNpOwzjqZs64ubSJRk1khBi8zi8vXl9BqbRUFWlQ0kJQV4e74jXr5fg6FH+\nNb/+CiQm6lBUxBMsjh8XwWDguxoefpjDypUEn3/e6S4FM3z4oQTbt9dg3jw+0nrgAQ5//asR77zD\nOydbDnf//ut45JHGU1AZ7ruPw2+/tfxd0ZUrpfDykoIQ2+9l2dJlKSLeXEfMghGpVAoPDw9cv34d\nS5cuRe/evfH99983KtXHkJmZiYMHD4IQgvT0dGG7o+i6jqL0NgWd6pdmOn/JEpb9tix6Zf22pnko\ny35by/dgFySDpQo+m+kkFoutHHF9YDPd6mpFswV3d6B3b4revY2YOpX/AWm1wI8/inD9Ou+MGSHi\nt99E8PfncOmSCGPH8s4mIsKIXbs6/uXARtIHBnJQq2s/7ylTDILDBYBHHzUiNNR8cQ4K4vC3vxmx\nfj3/OT3+eHfhuREj9Jg16xYWLeJZUNu3azFvnjUjaulSPTZtcoHRyKd/WtLprl9fhvnzCcTixt2y\n1zfNgV3DpqPXTa9j06EBLJ3n4cFLmO7Zswfr16/H22+/jQkTJjQ58JgxYwZmzJgBrVaLkJAQpKWl\nNWnceXtEx/+VWcAyvWCat2XkBnZxWfbbsiprYy8Ulm4wddT2bunspSVYFF5TU1NvK1pD4e0NPPoo\n71jmzDFi40Y9ysuBs2dFSElxwaVLIqFroTM4XICf6VVdDTOH+5//VOOFF6QYN86Iw4f5xZLjgJkz\nzZ3Vr7+KUFZmRK9eHIqKROjaFSgpAR56yIhJk3TIypIKtv/8p3X0tmVLOU6dkgrEhAsXao8hLMyI\nY8fM71buv5//bkxb+hqK4uJSeHo2/lq1B3uO2N5dHbtD1Gq18Pb2Rnl5OeLj4+Hm5gaVSmWTotsU\neHt7IzY2FhMnTrSpJtYR0amkpUx1E1jHgVarhUgkgre3tzAEkqUfdDodKioqQAhB165d7Y5lbwps\nDehjguUsQigrK0N5eTkqKytRXl4uLAxubo6jaJqCEF5tasQIDh99pENl5S389lsVvv22Grt21Tj8\n/doC5eXWn9vDD7thwQI9vvmm9hz37BEjMtKAgoJbeOwxgyDwvm2bBEVF/M+ib18OIhGFt7cec+dW\nY+fO2sg4L896kfriCzd07WrEkCF8VLxlS+0trKnD9fTkg4LoaCP++tfa1FavXvVXzL/6qhTl5RXo\n0qXlW8FYlCuVSuHu7o4uXbqga9euEIlEtydauyAjIwMymQwPPvggrl69iiFDhuDatWvCPjIzM5Gc\nnIy4uDhMmjQJmZmZVu+Tn5+PtLQ0wZaN1GGYOHEiNBoNli1bhp9//hkAsGfPHpvHfOzYsXptAgMD\nBfabPd2F5rLj6kKncroMlFJotVoYjUbBmZo6W6PRiMrKShgMBnh6ejZoSnBzYesCZgUHFj0wUkZF\nRYWgLeqA1pV6MXasERMnVqKo6Cpu3ixFUVElNmzQ1f/CNoS/f+3n8t57OkyZwusQr1ypQ2ys3sz2\n/vs5xMdL0a9fbd722WcN2L5dh549gfvuo2aTNhYs0EMqpfj73yvBcQT//rcb+vXzw4gRtcXGCROM\nuHbtFiorb2HVKv6zmjePAyDBqVMSfPqpB+bMqS3WhYbq8NNP1/Dvf5eiTx/+vb7+Wox//rPWec+e\nzW+XSq3TYyEhOpSWahAeLm317hkGg8EgBCleXl7gOA6XLl3C1KlTkZGRgVmzZuHcuXM4c+YMAAjU\n3vj4eKSkpGD37t1QKBRIS0sT9smIDgsWLMCwYcOwdu1aJCYmmond/Pbbb6CU4qGHHsKcOXMQGBiI\nDz74wMzm8OHDEIvFePnll+3amNJ1fXx8BEqvKRpL6W0KOsc95W0YDAaUl5cDQL15W5YvbQuYStqx\n1hrLyae2Chy28mrNBWvxYWpP/DwqICbGgJgYw+1jAoqLCebPlwq3522NS5dqHc8HH7jgwgURevbk\n8OyzBvTpU3vrX1l5C5QCH30kxgsv1KYTdu50QVKSBIMHc4I+BgCkpNQgMLAGubluePppA86e1aNP\nH4oxY4wYN67WaavVIgQEuGPQIE6IYvv354tzHMc0jGuP0cVFjHHj7sJf/sLh1195+3ffLcX99xvx\n5JN+uHFDhPPneVudrva79fHhsHOnFmPGSCAS1aY3WhO2BMb/+9//YuXKlVi6dClmzpwJQggmTJiA\n+fPnC69Tq9Vmsomms8sYo8t05phGo4FMJsMLL7wAhUKBXbt2AQCSk5NBCBHG5ISHh8PDw8PMZs2a\nNRg+fLjwXrZsWoLS2xR0mj5dACgvLzeZT8azsVi6oaamBnq9vsl5W0fAtI/RVI2svtfYUnFqbreE\naYtPUxYgSoHsbBGmTXNFRUXbMtnc3SmeesqAbdsk6N6d4sYNgqefNuA//xHhm29qsGiRFCUlBJs3\n6/Dww24ICTHiyJEaXLxIEB7uhuvXzY+/SxcOFRUi7N5dg3/+U4xTp/gpDAqFHteuEbi7UyQkGFBW\nxtO6p0xxBccR3HcfB42GoKyM319YmBGDB3Pw9ATWrNHDYADOnSOIiXHF6dMiDBlixIULIlRV8fbv\nvFOGNWu6oLSUvybGjq1BZmYFXF1d2zS6Zd087u7uqK6uxurVq3H58mVs3boVvXr1svk6jUaD8PBw\nZGVlmeV31Wo1+vTpI7RkWRIUkpOTER0djYCAAOEuTyKRYMGCBdiyZQsAftrvtGnTcPjwYTOb77//\nHqNHj7ZrM2nSJCiVSuG9tFotoqKizCb7Wto0A52fHAHwOVqDwSCkDkwT/hKJBK6urg6h7jYFrBXN\nEaw2024J9mhot0RdUXZzodMBn3zigkWLHB+RzZypQ3o6v9/t20vx+uteuPtuDvn5EkyapMeBA7YX\nDZGI4s039XjhBQNcXHix9+HDjXjuOQNee02Kp54y4B//0EEsrsH06Z6387wSbNwohZ8fxc2b/Gcz\nbJgR06YZsXevGA8/zOHNN2tTGPHxvP5xbm4VoqNdoVaLMHgwh169qDCPbsoUA+Rynszy449iVFQA\nSUl6VFUBY8bwEbRaTVBdTW7/XYyuXcXCgisSiWwSHFoKltGtRCJBXl4e4uPjERMTg2effbbehcDP\nzw+HDh2yUuRiTtceQSEtLQ0xMTFISEjA1atX8dFHH0Gr1ZrZnDhxAsHBwdiyZQuuX7+O119/vU6b\nioqK5lB6m4I7w+nOnTsXRUVFCA4ORpcuXfC///0P69atg4eHh8Aus+weaOkIguO4VomybUXDgHla\ngv2QRCIR3N3dWyV6un6dJ2Js3dq0VE6PHhTFxQTjxhkxb54Bs2e7IjCQw/r11QgL06FXLx+4uVG8\n8UYZZs+uRnGxBMOGmQ8OlMlqVd1WrOAd99ChHDZvrsGgQXphVMzMmb5YvNgAoxGYPt0Nd91FsXat\nDqGhHPLzeUo208fo148TnOj27S44e1aE7t0pXn1Vj7lzDcJEjzVrJLh8mZ/OnJcnQn6+SOifjow0\nICSEw5tvSlBZSRAUZMCGDVo89JDYrFWwrkW2JUbpmI7PcXd3h8FgQGJiIvLz85GamtqsKFCpVOLl\nl19GSUmJ4IBt1S1EIhFUKhX8/f0dYuMgR9oYdH5GGgBs374dP/74I1588UX88ccfGDNmDP7+978j\nKCgIoaGhGDFiBGQyGQAIfYimEQSj+DriwjVtAZNIJEK+tKVgqwGeOWLWd8kEQQghMBgMLTbzyhR3\n3QW8844e77zDR4Y1NXqcP6/DwoU+OHmybkfs5sY7XAB44gkjZs/mc7LHj1fj2DERRo/mo5rs7GoE\nBblAq/VAairvVB98UI/9+2+AEDEKCqTIzZViyZLaXK/BQKFUEgwZQjFihAcGDhSB4wiOHhXj3Xf5\n4/rppyqw8VxBQUbMnGkEIcDdd1OEh/NjkZRKCc6e5b9XkQj4+WeCnTvFkMs59OtHodfzTn/6dCOm\nT+cXwnXrXHD6tAgREUasWCFFZSV/jocOaeDjY51ystWSWFdvuOn13Bi6r+X4HIlEgrNnz2LJkiWY\nOXMm1qxZ0+xr2HR2WWcgOjQFncrpEkJQUVGBZ599FgsXLhS0O8+fP4/s7GwolUqcPXsWrq6uCA4O\nRmhoKIYPHw4fHx+hcGV64bIIsbEXWn1sstYA67k0GAy3h2RKBdU0R5A4GgvTHPKAAe7473/1APS3\nn+NvrZ9/Xooffqj9rNitNgAsXizFZ5/VYNYsKV56SYqjR0XYsEGH555zRc+eFPv3i7FkiTvGjuXw\n9NMG9O9P4e3tdft7BbZtk2Ls2Br06GFEt24Ujz5ahdOnXZGT44EtW8S4eJE/5yNHxOjdm4NUCnTv\nDisYjbwofFAQRXq6CFevEsTH67Frlxjbt+uQmytCVpYYSUkSXL9OhBa2oCCKkBAO997LT3Tw8wO+\n/FKM3r2NSE/XYMSIxo09r683nNUOgIaxzCzH53Ach40bN0KlUmH79u3o169fg4/NHmzNLrsT0amc\nLgBMnjwZkydPFv4Xi8UYMGAABgwYgHnz5oFSioqKCuTm5iI7OxuffvopiouLcd999yEkJARhYWEY\nOHAgCCGN7h5oKpusJWB6i2jq+FkBzvSYW7JbwpL04eHhYbUvkQjo04fiu+9q+2hraviOia1bXfDe\nexKMGmXEk0/yke7OnS544w0d7r6b78udPdsVhYUEKSk6jBvHISGBj1Rv3SJYvdodu3a5YO1a5b2P\ndQAAH4lJREFUHaKj9Vi9moDjKEaOBEaMqIbBUIm9e92waJE3amoIZs/WYfduCaqrCQIC3IWRSCyV\nwHF8AVGpdMOwYRyOH69CURHBvn1ijBzJYeRI06kc/Ay6q1cJPvtMjGXLpOA44MYN/vyXL6/A9u3V\n8PKqv6DaENQ3wcEe3ddgMECv1wvX7MWLF7F48WJMnjwZBw8edIiqXmNml3V2dDqnWx8YEWL8+PEY\nP348AP7CvHz5MrKzs5GZmYnXXnsNlFIMHjwYISEhGDFiBHr06CGI3lh2D7CIsiHC5i0NU8fPCnZ1\nHUtdaQlLFpJl9F/fOdpz/A2BqyvfP7tunR7r1rHUBJCa6gIvL4rcXDFiY/nLV6US45lnDLhyheDX\nXwk4DsjKEkOpdMHIkRyOHbsFHx89KiurQYg3XF3F8PAQ4c8/CZYskaCggGDPngrI5bxTeuQRF6Sl\neWLjxkqcPCnFyZMSbNhQq2UBAGPGGBEXZ4CnJx/92vJL3brxPdAyGcX//Z8Bly8TPPGEK27cIFiw\noBIrVxobFd02BQ1JOwHADz/8gM8//xweHh44deoU0tLSEBYWZrW/jIwM+Pr6mundMlhOcwgODhbs\nEhIScOjQITMb1s9bVlZmVgDLz88HAJw/fx7Xr1+3acMQGBgIHx+fem3aEzpVIc1RYLmtEydOICcn\nBzk5Obh8+TK6d++O0NBQhIWFYejQoZBKpbhy5Qr8/PysOOr1ObuWOGbTiNKRXQn1FXIs0zCmle+W\njvh/+43g99+JoD2cmysSaLVyuRErVtRgwIBK3H033zWydq0bRCK+QPfmmxLExuqxbJnBbHbdvn0i\npKa6YNeuChgMBhiNRnz3nQQKhTc4juDJJ3WorBQhP1+Mc+dqW742b66BXM6hf38qOOFFiyQYNIj/\nGb35pgvi4irx4os16Nq15Qk59mB6rbi6ukIikeDkyZN49913cePGDVRVVeHs2bNYuHAh3n33XeF1\nKpUK0dHRyMjIsCpMqdVqxMXFmbVfRUdHIzExEYmJiUhISADHcVY2Xbp0QXp6OqZMmSLsZ86cOTh7\n9qxA+7W0YXYhISGCTZ8+fZCRkWHVKWFq08q4MwppjgIhBG5ubhg5ciRGjhwJgL9Qi4uLkZOTg8OH\nD2P16tW4dOkSJBIJ4uPjMWrUKAQEBAgOm+XHWqJIZ4mWziE3RluCkVBcXFxavHgI8NHwffdRPPRQ\n7W39gQMiFBYSXLnCYetWMU6e7IauXYGQEA5ffsmfw8CBHPbtq8aAAdZxBaUELi4EUqkUWq0U8fFS\n5OWJkJZWhYce0glRIj8zzwUff+yJV1/1wA8/iLBpkwRXrtRqHW/fzkeYISF6fPllCYYMkbZ4dFsX\nTMfnMEbkzp078dFHH2Hjxo1CdFtTUwOtVgsAKCwsRGJiIuRyuTClwRKmJAeG2NhYREVFISMjA/7+\n/oiNjUVcXByysrKEsTnjx4/H66+/LjjUxMREjBw5Evfcc4+wH0sboP0QHZoCZ6TbBOTl5WHy5MlY\ntmwZwsPDkZeXh5ycHFy4cAGenp6Qy+UYPnw4QkJC0LVr1wZFh01Be8shV1dXC+fIouOmpCUccSym\nLU+EiKBW89rCTGnMzY1CJqO3RyIZERLCYcAAPkLdu1eMTz4RY8YMIxISpHjySV4U3lKhkC08R48S\nrFvnhi++4COqigoXnDzpirg4T5SU8N9vcXEJPD1bRlOjIbA1Pqe4uBhLlixBYGAg1q5d26ARV336\n9IFSqbSKdG1NYfj444/x7LPPIi8vDwAwbtw4bNmyBT/88ANSUlIAAJcvX4a/v78gUuXn54eBAwfi\nk08+EfZlaQO0OtGhKbgz+nRbCxzHobi42IqNwzQfjh8/juzsbBw7dgw3b95EQECA0LLWr18/gbBR\nn/KYPVi2o7WUQE5DYNpmZNmH3Ni0hCOOpaFpDZ0OOHOG4KefxEJq4vff+QiV1xsm6NqV4ttv+ZRB\nXfj+exGSkyX49lt+0Tl3juKFF9whFlO8+64GgYFcq4je24Pl+ByRSIQvv/wS7733HpKSkjB27NgG\nH48tp2trmgPbZjm3jBACmUyGX3/9VXg9IQRxcXEYOXIknnnmGezZswd/+9vfzN6X2YSHhzd3dllr\nwel02wocx6GgoADZ2dnIycnB//73P4jFYgwZMkTID3fv3t3sdr2upncWUQKAu7t7mzHs2LGYRpQN\ncZ5sjH1dJI6mOCUmpN1QerUtsGkcL70kRUEBT3YAYBYNy+UcLO+wDx4U4f33Jfjiixps3OiCTZtc\nEB9fjnnzDHB3dzXTqW1pYoMpbI3PKS0txbJly+Dt7Y133nnH7uQEe7DldDs5yaGpcOZ02woikQhB\nQUEICgrCnDlzQCnFrVu3hJTEyy+/jD///BM9e/YU+oYHDx4MQohZryVzIkajUZhU3FE6JExBCIFE\nIrESz2YOqbHdEpbH0hwRIzaN4/TpamHblSt8WoJN4zhxQoS776bCbLqQEA6VlQS//EIwbpwrvLyM\n2L+/BP36ucLFpfZ2nSnMsXM2JTZUV1c7nC1pOT5HJBLhu+++w7p16/DGG2/g0Ucfddj1c6eSHJoK\np9NtZbBi15gxYzBmzBgA/I/wjz/+QE5ODvbt24c1a9ZAp9Nh0KBBCA4ORmVlJXQ6HZ577jmIxWJU\nV1dDp9O1eq7UNHKSSCQOaY1jjCnmkNj71MW2YkVJ9pyjjsUW/vIXiqlTa6dxGI3AhQu8I87LE2Hn\nTilOnuSd49KlWsyZY4C7u3UvsuU5N7Qw2ZQ7AMvxOeXl5Xj55Zeh1+vx3Xff2S2GOdE6cDrddgBC\nCO69917ce++9iIqKAsCL9+zevRsrV66EwWDAoEGDcOTIEcjlcoSFhUEul0MqlbYas4wJ9gBocZad\nPdori4YZhRuA4IhYWqalFx6xGOjfn6J/fyPmzDGC42qgVtcgN1eMyEiRWXTbGDS2X9pWftjW+Jz/\n/Oc/ePXVV7FixQpERka22d2RE7Vo105XpVJBpVKhW7duKCgogFwuF3Q4GepqyHa0TWtCKpXi/Pnz\neOWVVzB37lwQQlBSUoJjx44hOzsbH3zwAcrKygRdibCwMPTp0wcAGjQeqKGoq1DWmmCOmOkjM1oz\nc0rM2bRWt4Rp1N+7txQymWM7R+zN4jMlNpjS1pmehk6ng6+vL3Q6HVatWoUrV67gm2++QY8ePRx2\nbJYwncJQH4Fh8eLF2Lt3LwoLCxEYGIjw8HArm45Ccmgq2m0hTaVSgRBi5vhCQkIwc+ZMxMfHA6i7\nITsgIMChNu0RproSOTk5dnUlOI6DwWBotCCKqcB5a6mS2YNppG2vgMickmmhzla3RGNEYGzBNF/K\nIsq2Auu7ZZH+W2+9hR07dgiti8899xxGjx6Nu+5q+lRjhvz8fDzyyCP4v//7P3h6epoFJg0hJ0gk\nEhgMBvj5+SE8PBwFBQXIy8sDIQSlpaXw9vZujySHpsLuBdZux/WkpqZabQsPDzfbbq8hW6FQONym\nPYLpSsybNw9paWn44Ycf8PXXX2PKlCkoKCjA4sWL8eijjyIuLg4ff/wxzp8/L0R+er0eFRUVwow2\nVoxijuvWrVuoqqoSZry1lcNlbWCVlZWQSqV1pjZYdOjq6goPDw907doVXl5eAjuPzcSzdc4NPRa2\nD7FYjC5durR590hFRQVEIhG8vLyE9sGxY8firbfewrBhw6BUKu3OCmsM2FgdLy8vjBkzBvHx8UhN\nTRXG4TBygilMyQlJSUkwGAyQy+UoKSlBeno6cnNzERsbC0qpkFarbz+dAe020o2OjoZMJsO6deuE\nbQqFAocOHRK+FFsN2aw/kLWdOMqmo8JUVyInJwenTp0SdCXkcjlGjBiBnj17mkWITKFMKpW2KJOu\nPphOLWhqG5glLLslTCdx1MUetOx1bUtna0tg/PTp01i6dCmeeuopLFy40OGLZGxsLCZPnowVK1Yg\nNTUVEydORFZWFlJTU7Fr1656yQlyuRz5+fkYP348Dh06ZGbzyy+/4M8//xSmC7czkkNT0Tn6dGUy\nGRYuXIjly5fbbMhmEIlEdSrTN9amg33ZdcKeroRUKkVJSQkGDx6M9evXw83NrdFTKRx5jFVVVQ5p\nA2vo+9WVlmD5W1dXV4dqWjQFluNzDAYDNm7ciKNHjyIlJQVBQUEOf0+tVosePXpg4sSJ2Ldvn5CL\n7dOnD+Lj4xEREYEDBw6YkRNiYmKg0+nw559/wsvLS9AnUalUVgSGrVu3IjMzU/ittTOSQ1PR8Z2u\nUqlEVlYW0tPTATiuIfuXX37B888/j9jYWKjVasTGxgrD9JiNj49PpyzWMbzxxht4//338eSTT8LD\nwwN5eXm4desWHnjgAaFIx3QlWBGHFbYcybJiEWhVVVW7YNox1p8pq8pWfri1jscyuj1//jwWL16M\nv/71r1i6dGmLRd91BTjs/DMyMoTfjUKhQHJyMjIyMjB9+nQAPFvM19fXZgAjk8lw6dIlofjbSdBx\nyRGZmZk4ePAgCCGCwwUc02x99OhR9O3bF4QQpKSkQKvVQi6X4+bNm0KXxJUrV/D2229bFdmYYAdQ\nm+9qrk1bYdSoUYiLizOrcBsMBpw5cwbZ2dl47733zHQlQkNDERoaCldXV3AcZyX+3pAinSUsi1OO\n0HBtKixVuExJDSwatuyWaElRI1PmX5cuXUApxZYtW/D1119j69atGDRokEPfzxKsgGWro4AQgp49\ne2LBggUIDw9HSUkJkpOTERUVJThcABg2bJjNfcfGxqKwsFDI6d4J6DCRrlarxcSJE5GWloZhw4Yh\nPz8fISEhdUaxPj4+ddosWLAAsbGxZjZpaWmIjY0Fx3EQiUR47LHHMHfuXLMLyDSXBdTmu5pr055R\nn65EWFgYHnjgAYG0YCmWbS8ybElJyqagIV0SDPWlJZqy+Fju33J8zuXLl7Fo0SKMHj0ar7zySoun\nXgDU+1vbunUrFi5ciMjISBQUFODSpUsoLCysk2Ks0WiwYMECZGZmQiaTIS8vr9GU5HaOtksvqNXq\nBtt269bNbFyzJdLS0qBQKHDz5s1mO11CCPr27QulUonx48cLNqbTSgMDA9GlSxecPn3aWayzgYbo\nStx11102C1bMGVVXV4MQ0i6KU5bRbVMdpanOQkMXH0uYjs9h6l87duzAv/71L2zatAmhoaGNP8km\noiG/tV27dkGpVAKAWVrBFpRKpdAtFBERgd27d3c2hwu0VXqhsLAQCQkJDbYPDQ0VenBtYeLEidBo\nNDh06BCCg4MBNF1RnhCC4uJioSBky4aN9rGkTbL9Xrp0CT4+PoLzbI5NRyzW1acrkZCQgCtXrqBn\nz54ICQnB8OHDMWTIEFBKUVBQgL/85S8AeIek1+uFKLG129NYdEsIabYGsCWbjnVLmOos1JWWsBXd\nXr16FS+99BL69++PQ4cOwc3NzVGn7jCsWLECSqUShBC7Dlej0SAqKgpZWVnw9fVFWlpanc65s6JF\nnW5AQECTbp1ZxfL77783a5Jm0Gg08PHxQWBgINRqtVUjtY+Pj+DE6rJhuSpTG5VKBV9fX3AcBy8v\nL5SXl9tdhU07Gxxl05FRn67E/v37oVAo8PvvvyMoKAjz58+HXC7H/fffL4yqr4/q6kjYcnCOfh+W\nWrBF8WXRMMuJi0QiwUHfvHkT/v7+yMjIwJYtW/DOO+9g9OjRbZJ6aQjjjNVAKKWIi4sT9HJNMXHi\nRJw4cQIRERH47rvvWvag2zHaZSFNo9FAJpNZ0f5YqoJFuQ1Ri2+sDRsRnZ+fj7CwMKhUqnqPtSHn\nw9DUGVOOtmktmOpKiMVifPbZZ9iwYQP69u2L48ePIzk5GQUFBfD29hai4ZCQEIHi64ginS1YTr9t\nzejakuLLnH9NTQ1cXFxQVFSERx55BHq9Hl5eXpgzZ46gNtcWqC/Ayc3NRVZWFpRKJQ4cOAClUonY\n2Fiz4plCocCJEyegUCjMeu/vSLDbHzuPNkNSUhLVaDRm28LDw2lCQoLwv0ajoREREWY2ERERtLCw\nsEk2qampdNKkSYLN3r17KSHE5vERQmhWVhbNy8trsM3Bgwepr68vzcrKsrIpKCiwOs6oqCiqVquF\n/x1l01YoLy+nJSUlVts5jqPXr1+n33zzDX3llVfopEmT6IgRI+js2bPppk2baE5ODr158yYtKSmh\n165do0VFRbSoqIheu3aN3rx5k2q1WlpRUUErKyvrfVRUVNCSkhJaVFRES0tLG/y6lnqUl5fT4uJi\nWlxcTMvKymhFRQVNT0+ncrmc7ty5k+7atYsuX76cTp8+vdGf9+7du6lKpbL5XF5eHlUqlTQjI4Mm\nJSXZtDO1CQsLo0uWLLHa//jx46m7uzuVyWQ0KSmJfv3115QQQmUymZmtj48P7dOnT6PPoQPDrl9t\n190LaWlpKCgoEARvQkJCMH/+fDObEydOIDU1FYMHD8Zvv/2GQYMGYdSoUWY2Z86cwbfffovBgwfj\nxo0bGD16tFWz9d69exETE4MPPvhASG/U1/3QkA4JlUqFyspKPP7441AqlUhMTDQTgWY26enpDumA\n6OhdEgwN0ZXw9fW1KtJZEjhMo+GmiK63FKiN8TllZWUC9XzTpk3w9fVt8v6bOkTSnh6JVqtFv379\nkJ2dLdg8/PDDOHfuHEpLS5GXl4ehQ4cKTFI2kDI+Pl4oTvv4+NhtjySEICsrq85CegdDxydH2ENh\nYWGjNBLsFeuio6Oxbds2s5xVS7DegoODrZwuSwE4Kc32QSlFeXk5cnNzkZOTg2PHjuHq1au47777\nBCc8aNAgiEQiIV9KbwuDm25jxIK2bEuzNT7n8OHDWLVqFV5++WVMmzatycdnOkTScoFnaOrinZKS\ngo0bN2LNmjVQq9X4/PPPkZ+fj4SEBCFlwPaTn5+PwsJCFBQU4OLFi5g0aZLdc6K3ySelpaWdqYuh\n8zpdRyAuLg4JCQk2i1kNUT1qjE1kZKTwQ2A2arW6VSjNe/bsQVFRUbvI9ToC9nQlHnzwQYSEhCAs\nLAylpaWorq7GwIEDQSlttQnNtmAa3bKe5Fu3buHVV19FSUkJtmzZ4hA1MIbGDJF0LvAOR8dlpLU0\n0tLSrByu6YhoRxfrTMFs6mL8AI7pkqCUYtWqVcjNzRW2tRdGXFMhEokQEBCAgIAAzJo1y0xX4siR\nI5g6dSquXbuGyZMnY+DAgQgNDUVwcDDEYrHNIp2jB2Wawtb4HDau6aWXXsKsWbNaxflrNBqHtDh2\n1jbI1kC7lXZsDWRkZACAQLbIz8+HSqXC7t27BUeUmJiI3bt3m72O5WYZmmvTWjOmevXqZfYj6Qjy\nlY0BIQRubm4YOXIkfvnlF4wcORJqtRqbNm3C4MGDcfToUTz99NOYMmUKVqxYgS+++AJXrlwR0g1M\ntrGsrAyVlZWoqalplPSjPTAZTSYHqdfr8dprr2Hjxo348ssv8dRTT7VatN2QBd5RNk7Yxh0b6Wo0\nGkRHR9t8TiaTCX97e3sjMTERCQkJguqRZWTcGJsJEybg6NGjyMvLE2xaS5z5559/Nvtxy+VyYeHp\nbEhJSTEjEUybNg3Tpk0DYK4r8f777+PChQvw8PCAXC7H8OHDERoaCi8vL6sxOXUV6WzBcnyOi4sL\nTp48iWXLluG5555DcnJyqxfznEMk2x53rNNlExUagmHDhmHYsGFQq9VC76HlSu7t7Y2YmBjBvlu3\nbjb3061bN4wZM6bVpOo0Gg0OHz4MgL/lM410O/OtYF2sLRcXFwwZMgRDhgxBXFycla7E9u3bzXQl\nhg8fjv79+wu6Eqxn1tYYdQY2HFIikaBLly4wGAxYt24dcnJy8K9//ctsYXfizsId63QbC0dTmk3R\nmBlTjbXx8/Or9/a4szDimgpCCHx8fDBp0iRMmjQJAB+lXrx4EdnZ2fj0009x+vRpiMViDB061ExX\nwhaTjgnfSKVSuLu749y5c1i8eDGmT5+O/fv3N0hjwpGaJU60LzidbgPRVEpzQ9AYSvPRo0fx+OOP\nIzw8HAcOHDCzkclkIITg9OnTGD16NAA+b338+HEkJiY2ue/zTmPRAXyRrm/fvujbty+eeeYZm7oS\nf/75J3r27ClIXRqNRhQXF+ORRx6BVqtFSEgIgoKCcOPGDcTHxyMyMrJBDrejLvC23scJazidbjtB\nQzsgioqKsGLFCiQlJSEzMxOUUkREREChUKCwsBARERE4d+6c4HSnT5+OixcvAgB8fX0bnYtTqVSI\niYmxmft1lI5we9YaZqhLV+Lw4cNQKBQoKCjAmDFjkJ2djfvvvx/Dhw/HgAEDcNddd+HAgQNYt24d\n1Gq1oBpmD2yBZ9MUCgoKrAT2GdhixWwbsqD16tXLaoHfs2cP3N3dkZeXZ9emMbomd/KdU72oi67W\n8ky5Ow8ymcwm5bKxlGaZTEZ9fX3p+PHj6ZEjRyghhEZHR9vcT1hYGCWE0MDAQOrn52f2HKMhW0Kt\nVtPY2FiqVCqpTCazaRMTE0MzMzPNtqlUKhoVFeVwm/aM1157jc6ePZvevHmT1tTU0OPHj9MXX3yR\n7tmzx8yO47gG7zMjI4Pm5+cL/2s0GiqTyahSqRS21Uf5lslk9JNPPrGyCQwMpGvXrjXbz+DBg2l0\ndLRdG0p52q+pDbs+6rK5g2HXrzqdbitAo9FQhUJBo6KiBF56bGwszcjIMLPLz8+nCoVC4MPbcnTM\nJjk5mQKgY8eOpcHBwdTPz49qtVqb+2F8eH9/f5tO19Sx24I9p+vr62v12tLSUjMtCkfZtGcYDAaH\n7zMpKclqm1KpNPtM6lusZDIZnTJlipXNV199RXv06GG2nyFDhph9B5Y2lDZN1+QOhtPpdkbExsZS\nQgglhFj9sCwhk8noPffcY+Z0CwoKqK+vb73vY8vpMqfIHL0pmCN3lM2dhtLSUiqXy60EnwoKCsw+\nE1uL1aVLlygAYYEXiUR01qxZZgt8aWkpBSAszO7u7nTnzp1Wx2BqU18QUJfNHQqn0+2MYD9CkUhU\nr21sbCzt3r27mdNt6K2gLafL3tsWTJXTHGFzJ8LX15eeOHHCbJup03Uueu0edv2qs5DWgREbGwug\nbuFohsTEROzYscOsiKNUKoURK41FSzTZWxaOqI1Wt87aLWEJW4QZJrDv7+8vtJQ5BfY7HpxOt4Mi\nIyOjXuFoU3h7e8PPzw8lJSWCc7Mn8tMWyMzMRGBgoFCd12q18PHxwbfffisQSe6kbglbYAL7gJNZ\n1pFxR2svdFSwSapyuRzz589HWloaANQ7xtrV1RUeHh6YMWMG4uPjW40V1xCYsv0ACM3+GzZsELYl\nJiYKAw0ZLPUjHGXT3qBUKtG9e3csX768rQ/FieairtxDG+RBnGgAIiMjqUgkMsv5JSUlUUKIzao3\ng62WsYagpQtpAOjQoUOtCkcA6i0ctfduiYKCggY/LM/fdB9yudxsW2MmljTXxokmwZnT7SzIyMhA\nZmYmFAqFWVN6fHw8UlNTkZCQgKioKJtpA0cqWTliMCizkclkUKvVKCwsFOzUarUwGBTomJKEjmKW\nJSQk4NChQ2bbnMyyjgun0+1giIyMtCvUw5hn9lDf842FI7WG5XK5lU1QUBAKCws7bOEoICAAMTEx\nUKlUwsgpuVwuTM5lMC3qJScnmxX14uLikJSUhIsXL1oV/iwXtPz8fOzfvx+enp7YvXu3TRt2jk5m\nWdvB6XSdaBCojU6CxMREREVFmTkRy46I5tjU1NS0WOFIpVJZOUNLNLcLQqVSgRCC6Oho5OXlISIi\nAi+99BJ++ukn4fzrKuqpVCokJCSA4zjBJisrC5GRkVAoFBg+fLiwoLH9xMTE4LHHHkN8fDyio6PN\nbEyPubELoxMORF25h7ZIhDjRPtASLLrG2CxZskSYzEypY3OYAKyo2HK5nAIQjs0Rk5cjIyPpjh07\nzGwUCgX19PQUbOyxykaOHEmVSiXNy8uj06dPp8nJyfTgwYM0NjZWsHniiSeEfbP9mDLCLG0YnMyy\nVoGTHOFEx0FLF45sOV2FQmHmdB2hGREVFUWHDh1qZrNixQrat29fwaYuVhljG5r+zcaYs8IfW6w8\nPT1pQkKC2YJmaeNklrUqnE7XiY6DqKgoq44HR3dLLFmyxOz5FStWUAAt3ikRGBhIV69eTQkhTlZZ\n50aTna7z4Xy06gNACgB/O89dBDDUYlsggJsOsLkM4Nbtv30AcAC8bBwDB8C/KTYAYgCkm9g8DICz\nc64cgAm3j73ZNm39vToftQ8nOcKJdgNCyAIAb1NKL5lsm0gIYTQxFYBQi5cFAzho8n+jbQghMQD+\nALD39iY/AKCUltk51MDG2ACIIISkABhGKZ1pYjPAzmtN4eMgGyfaCZzdC060CxBCIm//6UcIYc7K\nD0AkpZTRxxQAdgNIM3lpzO0HGmtDCLkJIAIABVB5ezvgOEfnAwCU0kwAmYQQb0JILoAFdb/Mic4M\np9N1os1BCPEBYG8WUgH7g1KqJYQoCCFvA/gJfDRpFhk3xgbATPAR8ADwt+m+AAQ7k+OzZAj0AuBp\n57kSe+d5+31TAWTZs3Gi88PpdJ1oc1BKNWigDgil9ASAEw62ySSEXAXvDM2oardTG2+bbgIfqepu\n/236HMA7+rqQhdoo+crt9/Cyk6ZQA9A4yMaJdgKn03XCCR5ZAHwIIRMA5AOCEysEEM2MCCEcgGfB\nO7qbAOZbOjpCSCIAPYBDJvux5Qz/B94hBgI4afL6QAAaFp0TQhxi40T7gLOQ5sQdBUJIICGklBAy\n1I6Jz+3Imzkxs9fithOrzwZ8jvgigEILG/Z32W1n2CLFQTs2TrQD/D9UZDPkRKxv1QAAAABJRU5E\nrkJggg==\n", "text": [ - "" + "" ] } ], - "prompt_number": 5 + "prompt_number": 29 }, { "cell_type": "heading", @@ -154,21 +146,30 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 6 + "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ - "fig, ax = plt.subplots(1,1, figsize = (7.5, 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('Depth (m)', fontsize = 22)\n", - "ax.text(-7., 10., '(a)', fontsize = 30)\n", - "fig.savefig('logcond1d.png', dpi=200)" + "fig, ax = plt.subplots(1,2, figsize = (18*0.8, 7*0.8))\n", + "Utils1D.plotLayer(np.log(sigma), mesh.vectorCCz, 'linear', showlayers=True, ax = ax[0])\n", + "ax[0].invert_xaxis()\n", + "ax[0].set_ylim(-500, 0)\n", + "ax[0].set_xlim(-7, -4)\n", + "ax[0].set_xlabel('$log(\\sigma)$', fontsize = 25)\n", + "ax[0].set_ylabel('Depth (m)', fontsize = 25)\n", + "ax[0].text(-7., 10., '(a)', fontsize = 30)\n", + "dat = mesh.plotSlice((mapping*mtrue), normal='Y', ind = 9, ax = ax[1])\n", + "cb = plt.colorbar(dat[0], ax =ax[1])\n", + "ax[1].set_title(\"Vertical section\", fontsize = 25)\n", + "cb.set_label(\"Conductivity (S/m)\", fontsize = 25)\n", + "ax[1].set_xlabel('Easting (m)', fontsize = 25)\n", + "ax[1].set_ylabel(' ', fontsize = 25)\n", + "ax[1].set_xlim(-1000., 1000.)\n", + "ax[1].set_ylim(-500., 0.)\n", + "ax[1].text(-1000., 13., '(b)', fontsize = 30)\n", + "fig.savefig('mappingDC.png', dpi=200)" ], "language": "python", "metadata": {}, @@ -176,43 +177,34 @@ { "metadata": {}, "output_type": "display_data", - "png": 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jucPDQyUSCTUaDUlSOp0O1Q4AgAkm/ohANpvVyclJ13PLy8va2NhQOp1WvV5X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\nMAIEAQC3cnBw0HHOvz0VcXt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L5Z5Ikru/V3PbknvaA3f/SZ3HBoBBqvrdWqVeTgDa93f7sJEFt7NCa3Dm8ZC57bqkE/Hp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\n1/PI+upoPU+a5zbXc/K7fUfhi/EDSUOPE22pY3UsTZzn1tZ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"text": [ - "" + "" ] } ], - "prompt_number": 46 + "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ - "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\", fontsize = 16)\n", - "cb.set_label(\"Conductivity (S/m)\", fontsize = 16)\n", - "ax.set_xlabel('Easting (m)', fontsize = 16)\n", - "ax.set_ylabel('Depth (m)', fontsize = 16)\n", - "ax.set_xlim(-1000., 1000.)\n", - "ax.set_ylim(-500., 0.)\n", - "ax.text(-1000., 20., '(b)', fontsize = 20)\n", - "fig.savefig('cond3d.png', dpi=200)" + "# 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\", fontsize = 16)\n", + "# cb.set_label(\"Conductivity (S/m)\", fontsize = 16)\n", + "# ax.set_xlabel('Easting (m)', fontsize = 16)\n", + "# ax.set_ylabel('Depth (m)', fontsize = 16)\n", + "# ax.set_xlim(-1000., 1000.)\n", + "# 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": "display_data", - "png": 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sy4jFYtjc3EQ2m8XZ2ZllJwu7dCIimoJHuxotojsdfBOJBB4/foxoNDpyIe5arYb19XXz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\nxvPrTSLL8sj7cUrTNGQyGfR6PQ/vioj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"text": [ - "" + "" ] } ], - "prompt_number": 12 + "prompt_number": 36 }, { "cell_type": "code", @@ -390,13 +382,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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S1/AQQgg5P66ifT9+/BiFQmHI0+7Tp09jF1URQshVJJfLIRgMwufz4fDw0KLF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\ng6ZpWFtbw927d83jxunz5uDgAKqqmvN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RMJJCRPoBPIAxqlkABREpAthW1U0AUNUTEVkQkUUAr6zeors8UXQIIb3HhQsX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\nJLXQiBFCCEkt/z8zAwkz3y21HgAAAABJRU5ErkJggg==\n", "text": [ - "" + "" ] } ], - "prompt_number": 42 + "prompt_number": 37 }, { "cell_type": "markdown", @@ -419,7 +411,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 14 + "prompt_number": 38 }, { "cell_type": "heading", @@ -436,12 +428,12 @@ "problem = DC.ProblemDC(mesh, mapping=mapping)\n", "problem.pair(survey)\n", "# problem.Solver = SolverLU\n", - "problem.Solver = SolverWrapD(EMUtils.Solver.Mumps)" + "problem.Solver = pymatsolver.MumpsSolver" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 15 + "prompt_number": 39 }, { "cell_type": "heading", @@ -459,17 +451,8 @@ ], "language": "python", "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stderr", - "text": [ - "/usr/local/lib/python2.7/dist-packages/mumps/__init__.py:204: RuntimeWarning: undestroyed DMumpsContext\n", - " RuntimeWarning)\n" - ] - } - ], - "prompt_number": 16 + "outputs": [], + "prompt_number": 40 }, { "cell_type": "markdown", @@ -494,7 +477,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 17 + "prompt_number": 41 }, { "cell_type": "code", @@ -502,25 +485,25 @@ "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(1,2, figsize = (14, 4))\n", + "fig, ax = plt.subplots(1,2, figsize = (16, 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].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('Easting (m)', fontsize = 16)\n", - "ax[0].set_ylabel('Depth (m)', fontsize = 16)\n", + "ax[0].set_title(\"Vertical section\")\n", + "cb.set_label(\"Conductivity (S/m)\")\n", + "ax[0].set_xlabel('Easting (m)')\n", + "ax[0].set_ylabel('Depth (m)')\n", "ax[0].set_xlim(-1000., 1000.)\n", "ax[0].set_ylim(-500., 0.)\n", - "ax[0].text(-1000, 20, '(b)', fontsize = 16)\n", + "# ax[0].text(-1000, 20, '(b)')\n", "fig.savefig('DCfwd.png', dpi=200)" ], "language": "python", @@ -529,13 +512,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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nHxsbw+joaMH7/f39NR/b7XYbtjOZDPx+P2w2G+LxOMxmMxYXF2s+DxERkYbp\niGuYTCYmIxJRQ4yjPqmBJpMJ6vcrbPu+1klHdDgcEAQBBw8e3PKFiwcGBnDmzJmC9yVJwtjYGM6d\nO7el568G0xGJiJqP6YhERATc2OwO1N/c3BxkWUYikdiSgCyfzxseosvLy0XbzM/P1+V8REREa3Ek\nbA2OhBFRo4yjjiNh5yts29M6I2HraQHZ9PR0zQFZOp1GOByGJEll2w4NDWF6enpT59kKHAkjImo+\nLtZcZwzCiKhRxlHHIOzfKmx7R+sGYWutDchsNhtOnTq16WMFAgGk02mIomj4bqxWK8xmM1wuVz26\nXDcMwoiImo9BWJ0xCCOiRhlHHYOw/1Nh23e1RxC2vLysL5osyzIEQajpeKIoIhwO16NrW45BGBFR\n89XjXszFmomIWl0bLtYcDAbxwAMPwOv1IhQKAVhNI9RGqDo6OjA8PFxzAAZgwwCs2ALRREREteJI\n2BocCSOiRhlHHUfCKlwqyyS0zkhYIpGA1+tFOBzG4cOHAaymCCqKgvn5efT29iKRSCCdTuOhhx6q\n6tjnz69Oouvp6QEAzM7OFm2nqiqCwSAuXLhQw5XUF0fCiIiaj9URiYioLasjSpKkB1vA6iiYoijw\n+/36e0NDQxUV11jv7rvvxs0336wHVxvN+zKZTJvoPRER0caqCsKSyaReNhgABEFAf3//lq/hQkRE\nG2jDn9NkWdaDLQCYmZkBAHg8npqPnU6nYTab9W2z2YyZmRlYLBZDu1wuh2AwWPP5iIiI1qvo0R2J\nRDAxMQFFUYrut1gsCIfDGBkZqWvniIioPPW6Zvdg6506dQomkwlOp9Pwfi6Xq/pYdrvdsO31eguO\nq5mcnKz4uIlEAnNzcwWfSSQSkGUZHo8HFosF8XgcQ0ND6Orq0ttEIhEIgqBfj8/nq/i8RETUejYM\nwvL5PJxOJwRBQDweh9PpNPx6CKz+WpnJZDAxMYFUKlVTqWAiIqretRpHwqoNAMq132h/IBBAKBQy\nBCDFdHV14fTp03C5XDh69Cjy+Tz8fr+hTTAYxPDwcGUXuYGNRteGhobKfj6dTiOTySCVSsFmsxXs\nz+VyCIVCCIVCMJvNOHHihOH6RVHEgQMHsH//fgBAKBRCMpnE4ODgJq6GiIhawYbVEX0+H+LxOKan\npzE4OFgQgAGrKYlDQ0OYn5+Hx+PRq1gREVFjXLu+slcxoiiir68Pg4OD8Pl8WFxcRDKZLHmucu3L\n7ZckCTbqp3oiAAAgAElEQVSbDR0dHYbXiRMnDOeJRqP4xje+AbPZjGPHjsHlcmFqagrAapDX3d2N\nWCy2qTlh63k8Hr1Yx2Y4nU4cPnwYdru96ERtk8kERVEgyzJyuVxBCn88HtcDMABwu92IRqOb7g8R\nEW1/G1ZHVBSlaOC1kXw+j87Ozpo71gysjkhEjTKO+lVHfOnVylYb+ZUbVwrOabVaDSl96XQa4XAY\nZ86cKXqMcu3L7Q8GgwgGg/qzRVVVxGIxTExMVHQNAAyB1+7duw1zxzajo6MDdrsdVqsVwWBw0/Oc\nQ6EQFEXRg0VNPB4vObqYyWTgcrkM31kmk4HD4cDKykpBe1ZHJCJqvi2vjlhNADY2NoaJiYmWDcCI\niFrVtesrzUe8atjKZDIFLSwWS8nRpXLty+3P5/MQRdGQihePxzE2NlZh/1dtVM1wMw4fPoxwOAxF\nURCLxeBwOOB2uxEIBLBnz566nCMej8NqtQJYTePXyu7ncjn9fY327F27KDUREbWXqmcSpNPpgge0\nqqqIx+NV/ZJJRET1cfW6GyptadiqNgAo177c/s7OTsMPdZlMBoIgFA000uk0TCaTIU2vlIWFBciy\nvOk5VNpizWazGaOjo/B4PPB4PAiHw+jr68O5c+c2dVyNy+UyBJ7BYFAfHVMUpaC4iPYd5nI5BmFE\nRG2qqiAsEolAFMWi+7iWChFRc7yOzZVHrDYAKNe+2uPFYrGC1D2N0+mEKIqYmppCMBiEw+Eo+Hw6\nndbnTk1PT5e93lK0TI5kMomJiQl9RM/v95d85lVjfRESt9sNURTh8/mKZpxo3+H6gJaIiNpHZRMJ\n/p+JiQmEw2GsrKwUvCr5tZKIiOrvGq6v6LVetQFAufbVHE8r0LGRcDgMv9+vByvri3kEAgEMDw/X\nFIBp59m9ezc8Hg8URUE0GsXKygqmpqbKVnEsR1EUdHR0YHl5WX+vs7NTX2/TarUWLP+ibXMUjIio\nfVU1Ema1WhEIBIruO3bsWF06tF4kEgEAnDt3Dv39/Xoe/dr9my2VTETUDq6VGAn7wdmreObs1aL7\ngOoDgHLtqzleNBrFfffdV7JvGpfLhcXFRX05FFmWIQgCBEEoWO+rFk6nE2NjYzUX+VjPZDJhdHTU\ncP2yLOsBqN1uLwhec7kc3G53yWPef//9+lw1s9mMnp4e7Nu3DwBw9uxZAOA2t7nNbW7Xcfvs2bM4\nefIkANRtrvCG1RHXi8ViSKfTiMfjBQ/UAwcO4Mknn6xLpzShUMiw6KXD4cDw8LAeiBVbW6W/v1+f\nF1Bu/3qsjkhEjTKO+lVHlNVbK2ormF4sWx1RkiREIpGS9/Ny7Ss9XkdHBzKZDHp6eirq+1YKBAJ1\nKQkviiLy+XxBimUkEjH8gDgwMGCowrj+2RQKhbB3796iVRpZHZFo1WuvvYbLly/jJz/5CX76058W\n/PNHP/oRrl69CpPJhJtuuqnktJlXXnkFHR0duOmmm/D+978fv/7rv463ve1teNvb3oZbb71V//dd\nu3Zx6g3p6nEvrioIy+fz6OrqQj6fh9ls1tNLrly5gnw+j2vXrtXUmfXnisVihgdXPB6HKIqG9JZa\nSiWvxyCMiBplHPULwi6ot1XU9nbTTwvOWS4AkGUZCwsLhv0bta8koFAUBVarFbIs1+0Xxa1y+vTp\nsiXrFxYWIEkSotEolpaWEAqF4HK59FE17XlmNpuxuLhYNMDSsjZkWYbFYsHIyEjRczEIo51GVVU8\n//zzePrppxEOh3H58mVcvXoVqqribW97G2677TbcdttteMc73mH456c//Wk888wzAIA/+qM/wte+\n9rWix//DP/xD/Mu//AsA4M4774TH48Hly5fx4osv4vLly7h8+TJkWYaqqujs7MTw8DDuvPNOvOc9\n78G73vUu3HBDpYWRqJ00PAgbGBiAJElFR5KSyWTRNU02S5ZldHd3Gx7SiUQCXq8XKysrZddWqXbt\nFYBBGBE1zjjqF4T9H/XXK2r7LtOPi55zowAgHo8jkUgYRrLKBQzl9iuKgv7+fszPzzdl3pO2MLM2\nCjc7O1u0naqqCAaDuHDhQsP6Vg6DMGp3V69exfz8PJ5++ml8//vfx9NPP42bbroJ73vf+/Dss8/i\n4sWLAIChoSHMzMyUPM4HP/hBfOc734HD4UAqlSq57FIl7fbt24ennnoKAHDHHXfg3e9+N86fP49L\nly7hN3/zN9HT04PnnnsOr732Gt7ylrfgscceq3qdXWotDQ/COjo6MD8/XzRnPhgMlqxytVnnz583\npKoEAgFcunQJTz75JCRJQjAY1P9nBN4I3BRFwbPPPrvh/mIPfgZhRNQo46hfEPa/1d+oqO17TM/z\nD3isrl12880368FVR0fpGlUmk6muWR61YhBG7eZP/uRPkMlk8Morr+Ctb30r/vVf/xW333473ve+\n9+Guu+7CXXfdhXe84x0AKg+sgNUfe/x+vz4KXUu7Uud95ZVX8O///u84f/48xsfH8eKLLwIAbr31\nVoiiCKfTid/+7d9mGmMb2vLFmtfr7e2FxWIpus/j8dTUkWLWBmCKomBmZkYvHVzvUsmaf17z73sA\n1FYXi4hoVRbApS06dqnCHFRcOp02/LFlNpsxMzNT8HzL5XIIBoON7h5R23v11VfxT//0T3jkkUfw\nj//4j3qG0tvf/nZcvny55N9ojz76aEWBFbD6/3UllVMraVfqvDfddBP27t2LvXv34vHHH8eLL76I\n97znPfjUpz6FZ555Bg8++CBeeukl7N+/Hz/96U/xi1/8AlarFY8++ihHyqi6IOzIkSP6+iYOh0N/\nX1VVhEKhiha0VBRlw18E1i7kuZbX68Xs7KyhItR6my2VvNbdJfcQEW1eF4w/6jxVx2Nvdp2wVrI+\nM6IW66sqer1eOJ3Oom3XFocios1bWVnB9773PTzyyCM4ffo07HY7PvzhD+Pll1+GJElwOBx44okn\nNkxRrjSwqrfNBGof+9jHAACXLl3C7OwsxsbG8F//9V8AgLvuuguPPfYY3v3ud3OUbAerOh2x5IEq\nSNlIJpNIpVIbtjGbzQUPvVAohIGBAcNaZMXmd62fE7bR/lLXML5h74iI6mMc9UtH/IFaWXDyO6bz\nLZvKZrVaMTs7uyXVFNPptCEIy2Qy8Pv9sNlsRasBNxPTEanV/Nu//RseeeQRPProo9i9ezc+/OEP\n47777sPb3/52AJWnDbY6LaXxne98J/bt24fvfOc7uP7663HPPffgnnvuwZ133rnh39m0vTR8TpjF\nYsGJEycKRqsURUEoFDLMv6qXZDIJi8WiB2ALCwv6nLR6lUrWMAgjokYZR/2CsO+rfRW1fZ9pvmX/\ngLfZbHC73ZBlGV6vF16vt27B0cDAQNGquZIkYWxsrKIsj0ZhEEat4Kc//Sm+8Y1v4JFHHkEul8OH\nPvQhfOhDH8Idd9zR7K41zfpgU1VVnD9/HqdPn8Y3v/lNyLKMX/u1X8M73/lOpiu2gIbPCfP7/SXX\n2NoKkiQhl8vB5XLpc7xOnTqlB2F+vx/JZFLvkyRJhsWky+0nImoHO2FOWCKR0O/96XQaIyMjMJlM\nCAQChiyJSuXzecNDdHl5uWib+fn52jpOtEOoqooPfOAD+OEPf4iXXnoJBw8exN/93d/h93//9znC\ng8KURpPJhN7eXvT29uILX/gC9u7di3PnziGbzcLv9zcl7ZIaa8MgbH2KRjgcLtl2aGio6Gc2S1EU\nDAwMAIAhcFpbAGRychKRSATJZFKvfLh27ZVy+4mI2sFOCMKWlpYArM6vSKVSSKVSyOfzsFgsmJ6e\nxsDAQMX3d23NSEmS9PdK/eqsPduIqLiVlRU8/vjj+OIXv4j/+I//wCuvvAJgdTHlffv2NbdzLeTm\nm28GADgcDsRisSb3hhphw3REURTR0dGBiYmJsgfK5/Pw+XwYHh5u6GhZPTEdkYgaZRz1S0f8jrqv\norYfMJ1t2VS27u5u2Gw2pFIpCIIAURTh9Xr19Ph4PI58Po9Dhw5VddxAIIB0Og1RFA3fjVbgyeVy\n1fU6asV0RNourl27hunpaXzpS1/CjTfeiM9+9rOYmprCd7/73YpKyJPRTpkb1y62PB0xHA5DFEVY\nrVYMDw+jr68PgiAYSr3LsowzZ85AkiSEw+GWDcCIiFrVThgJk2UZdrsdqVSqaLaFoiiIRqNVB2HR\naBShUAg+n69eXSVqa7/4xS/w9a9/HUePHsUtt9yC48eP48CBAzCZTHj/+9/PQGKTmlX5kZqn7Jyw\ncDgMt9uNcDiMaDRatI3f70c2my1ZXp6IiLbOTgjCRkdHDZVzs9ksurreKPr/2GOPbXrUanh4GOfP\nn4fZbMaePXsQj8eRSqWwd+/eqoM6onb12muv4eTJk5icnIQgCIhGo9i3b5+hxDoDCaLKVVSYw+Vy\n6cUx5ubmIMsyrFYr7HY7BEHY6j4SEdEGdsI6Ybt37zZsz8zMQJIkBINB3HvvvTUV0PD5fMhkMvq8\nZ1EU4ff7sbKyggceeAAPPfRQTX0namWvvPIKTpw4gUgkgjvuuANf//rX8bu/+7vN7hZRy6uqOuJ2\nzI8nItrprlV3K29J68vEj46OYnR0FFarteaCS4IgYGZmBl1dXXA4HDCbzZiamgKwOkmeaCf66Ec/\niqeeegovvPACXC4XHn/8cfT1VbYcBhGV1/5PbiKiNteu6YherxeKogAA5ubmcODAAaiqqk+I1rIy\naqUoip7aqC3UrKnH8YlaiaqqOHXqFB599FFcvXoVAPDLv/zLDMCI6oxBGBFRi2vXIGx6ehqyLCMQ\nCMBqtaKzs1OvRqWlxNdj7cdcLofl5WWkUikAgNvtBgAkk0nY7faaj0/UKp577jl88pOfxH//93+j\nt7cXP/zhD1kynWiLMAgjImpxr+HNze7ClhEEAalUCseOHcPo6OiWnGNychJ2ux2yLOtzoN1uN9Lp\nNFPwaUd4+eWX8cUvfhEnTpzAX/3VX+ETn/gEXnrpJVY6JNpCG64TttNwnTAiapRx1G+dsJj6kYra\n+k3/q+3WmNqqwhmZTAbA6vfb29tb9+NvFtcJo3pSVRWPP/44PvOZz+B973sfjh8/jltvvbXZ3SLa\n9rZ8nbBqpNPpomu3EBHR1mrHdESHw4GDBw/qJeK7u7uLtstms1sShGlpiKdPn644CEskEpibmzOU\n0i8mGAzqhT80kUgEgiAgl8sBANctoy138eJFfOpTn8KlS5dw8uRJ3H333c3uEtGOsqkg7NKlS4bt\npaUlhEKhgupVRES09WoNwqoNAMq1L7dfURRMTk6iv78fuVwODoejINDx+/3o7+/Xt69cuYIjR44U\n/PK4mbkq58+fBwD09PQAWP0Rce1aRxpVVSGKYtnqi+l0GplMBqlUCjabbcO2oihibm6u4L0DBw5g\n//79AIBQKIRkMonBwcGKr4moUj//+c8xOTmJr3zlKxBFEZ/+9Kdxww03NLtbRDtOVUFYNptFX1+f\nXq1qrWIPMCIi2nq1rBNWbQBQrn25/YqiwOVy6YFIJBLBxMREwQKvaysUAqsLKh8+fLigP+WCnmLu\nvvtu3Hzzzbhw4QKANwpxFFPJs83pdMLpdOLKlStFn48aWZaLHi8ej+trlGn9CYfDDMKo7r71rW/h\nU5/6FOx2OxYWFvCOd7yj2V0i2rGqmhOmrZcSCARgsVgM+0KhEC5evFjf3jUY54QRUaOMo35zwv5a\n/XhFbf/C9NWCc1qtVn3EClgd1QmHwzhz5kzRY5RrX25/IBBAf38/RkZG9Db5fB6dnZ0b9t1qtWJ2\ndlYfvapFJpOB2WyGIAj6sWdmZgqea7lcDsFgsOJnWygUgqIoBamGmng8DkEQDKNhmUwGLpfL8J1l\nMhk4HA6srKwUHINzwmgzLl26hM985jP40Y9+hC9/+cs4cOBAs7tE1NIaPidMlmVks9miD8ulpaWa\nOkJERJtzFZtLJdKKT6xlsVggSdKm2ldyvHg8jrGxMUObcgGYdpyjR48CAA4ePFjTAs3ry857vd6S\nc5rLze+qVDqdhtfrLUjbz+VyBWuRaZXolpeXsWvXrrqcn3amP/3TP8Xs7CxeeOEFjI6O4tSpU3jz\nm9u3mipRK6kqCHM6nZifn9fTTNbSflEkIqLG2mw6YrUBQLn25fb/z//8DwBgcXER8/PzyOVyUBSl\naJrherFYTA+UkskkvF4vdu/ejUAgUPPoWCAQwPnz52E2m7Fnzx7E43GkUins3btXLwxSK0VRigab\niqIYRsGANxaIzuVyDMJo05577jmcOnUKL7/8MgDg+eefZwBGtI10bLTz0qVLhteRI0cwOjqK48eP\nY3Z2Vn9/YWEBoVCoUX0mIqI1ruH6il7rlQsAqm1fbr8sywBW0zgGBwf1gh2VPD+04ywvL0OWZWQy\nGUSjUYiiWPaz5fh8PtjtdszMzCASieiLQ6+srOCBBx6o+fgbzbErtv6S9h2uD2iJKqGqKr761a/i\n937v97Bnzx4A4ILLRNvQhiNhpUa3iqWcsDAHEVFzlKqOeOnsj/Hjsz8u+blqA4By7cvt146pzS8G\nVjMsHA5H2bQ/n88Hm82GmZkZmM1m+P1+jI2NVZTKWI4gCJiZmUFXVxccDgfMZrM+r2ttXzcjm81u\nuNCt1WotKOahbZcaBbv//vv1P67NZjN6enqwb98+AMDZs2cBgNs7dPv06dM4duwYrl27hqeffhrP\nP/88jh8/jscffxxms7np/eM2t1t1++zZszh58iQA6PffWm1YmMNqtSIej1c08YyFOYiIKjeO+hXm\nOKJ+tqK2R01fMJyzWAGIjYpClGtfbr8sy+ju7jbs195TFGXD1LuOjg64XC4EAoG6Vw0cGBjQC4d0\ndHTA7/frQdjafeUUK8yRTCb1EUAAOHfuHDKZDILBIAYHB9HV1VVQzESSJEQiETz55JMF52BhDirl\niSeeQCAQwMjICD73uc/hTW96U7O7RNS2trwwh8fjYYlcIqJtbrPrhNnt9oJRmlwuV7Jke7n25fYL\nggCz2YxsNouuri4A5Ud9ND6fD9FotMIrq04ul8Py8jJSqRSAN0rWJ5PJgiIeGyn2QF7/DI3FYpBl\n2TDXzO/3G1IWJUlCIBCo+jpoZ3r55Zfx53/+50ilUkgkErjrrrua3SUiqsCGc8LWP/DS6bRhe2Fh\nAQ6HA8PDwxgYGKh/74iIqKzXcV1Fr2K0AECzPgCQZdmwv1z7cvvHxsYM1RJPnTqFY8eOlb3GUgFY\nPeZsTU5Owm63w+PxwOVyweVywe12w+PxYGFhoeznFxYWEIlEkEwm9XllxT4Xj8eRSCSQzWZx/Phx\n5PN5/fza9xyJRNDd3V1T9UfaOZ599ln09vbitddew/nz5xmAEbWQqtYJK5WWIUkSxsbGCkrvthqm\nIxJRo4yjfumIf6aWD2IA4Mum0aLnjEQiEAQBsizDYrEY1vDSAoe1qXEbta90/9r+F6tA6HA4cPDg\nQX1fd3d30WvKZrO4du1aBVdfHW3us8lkQm9vb92Pv1lMRyQAeP311zE5OYkvf/nL+Pu//3t4PJ5m\nd4loR6nHvbhsEJbP5/UTeTweJBKJgjapVAoej6foHIJWwiCMiBplHPULwj6u/nVFbb9q+ouW+QM+\nFouhv79fD4AsFguOHDlS0P9YLFa3+ciXLl2CLMvYv3+/IWVyO2EQRrIs4yMf+Qh+6Zd+CSdPnsRt\nt93W7C4R7ThbPicsnU4jHA4bUkdKVXkaGhqqqSNERLQ5m10nbDvz+/2G7UAgYFhPTAuSbDZbXc43\nMDAASZJgs9lw4cIFzM/Pw+PxYHZ2lmt10bagqioefvhhHDp0CEeOHMGnP/1pdHRsOKuEiLaxDYMw\np9OpL44ZCASQTqchiqIh8tPKErtcrq3tKRERFVVsDbB2s3v3bsP2zMwMJElCMBis+djBYBBmsxnT\n09N6qfyhoSEIggCPx1O0SiFRI125cgXBYBDPPfccZmdncccddzS7S0RUo6rmhIVCobJrubQypiMS\nUaOMo37piPerD1XU9qTpgZZNZfN6vZieni54f315981YO995/dznehy/npiOuPOkUil89KMfhdfr\nxdGjR3HjjTc2u0tEO96WpyOupwVg58+fx9zcHIDVydM9PT01dYKIiDZvsyXqtzuv16uXsJ+bm8OB\nAwegqqr+8JNlueii0tUqFWRVUhmRaKu8/vrr6Ovrw3PPPYf3vOc9+NznPscAjKiNVBWE5fN5OJ1O\nvWqUpq+vD+l0mnnzRERN0K5B2PT0NGRZRiAQgNVqNTxjrFYrent765KO6HQ60d/fj0AggFwuh9nZ\nWczPz0MUxYK5aUSN8OKLL2J4eBg/+clPcPXqVZw7dw5+v7/oaDARtaaq0hG9Xi9kWcbY2JheNWpu\nbg7hcBgOhwOnTp3aso42AtMRiahRxlG/dMRB9ZGK2iZNH27ZVLZIJGIozFFvgUAA8Xjc8J7L5Sq6\nLEszMR2x/T311FP44z/+YwQCAfzgBz/Ad7/7XTgcDqRSqZLF0YiosRpSon6tUrnxiqJAEIRtlTe/\nGQzCiKhRxlG/IOyP1G9U1PZx030t+wd8NptFKBRCIBDQS8iHw2FMTU3V7RyyLCOTySCXyxnK428n\nDMLal6qqiEQi+Ju/+Rs8/PDDGBgYgKIo8Pv9iMViDMCItpF63Iurqm0qCAKWl5eLdkQQBH07mUzW\n1CkiIqrcNVxX0auVBQIBLC4uYn5+HgDQ1dWFoaEhHDhwoOZjRyIR3H777VheXsbQ0BD8fv+2DMCo\nfSmKgnvuuQenT5/Gs88+i4GBAQDQq3YyACNqP1XNCQsEAujr64MoinA4HACAc+fOIRaL4ciRIzh/\n/jxUVcXk5CQGBwe3pMNERGTUjuuErWc2mwtSA10uF7xeb83Hnpqa4ggTNc358+cxNDSED3zgA5ie\nnsYNN9zQ7C4RUQNUHYQBhYtoAsbFmk0mU43dIiKiSu2EdcKWlpZw4sQJjIyMAFgtFCWKYl2qIwYC\nAXg8Hn2u81rxeBw+n6/mcxAV87WvfQ2jo6N48MEHcd999zW7O0TUQFU9uTs7O3HixAl0dnaWbKMo\nCkKhUM0dIyKiyrR6qmElotEo+vr6Cn4ETKVSNR/b4/EgGo0im83C7XbD4XDAbDZDVVVEo1EGYVR3\nP//5z/Fnf/ZnePrpp/HUU0/ht37rt5rdJSJqsKqCsLGxMaYZEhFtMzshCBMEAUtLS0gkEpBlGWaz\nGcPDwxv+KFgpm82m//vMzIxhHzM7qN5kWcbQ0BB+4zd+A88++yx+9Vd/tdldIqImqKo6oubSpUuQ\nZVmvUFUshaMeFEVBPB6H2WzG4uIigDcWjNZEIhFDZcb1v1iW278WqyMSUaOMo37VEX9Hna2o7Q9M\n+9tu3lM9nkEdHR2YmZkp+t2EQiFcvHixpuPXE+eutbYnnngCIyMj+OxnP4tPfvKTDPKJWlQ97sVV\nTyQYGBiAJEmw2Wy4cOEC5ufn4fF4MDs7W/fFmicmJhAOh/Vth8NhyM8XRREHDhzA/v37Aaw+LJPJ\npD5aV24/EVE72AkjYaV4vV6cO3eupmMcPny45HNhaWmppmMTAcDrr7+Oz372s/j617+OJ554Anfe\neWezu0RETVZVifpgMKiXS9VSQIaGhhCLxeDxeOreuWQyiRMnTujbgiAY8v/j8bgeYAGA2+1GNBqt\neD8RUTvYCSXqOzo6ir60kvW1WPtj33qcD0a1+s///E8MDAxgbm4O8/PzDMCICECVI2GyLOslgmOx\nmP6+3W6v+ZfIYiRJwp49e/TtxcVFvXpQJpMpaG+xWCBJUkX7iYjaRasHWJXo6urCsWPH0NnZCUVR\nIMsyTp06hWAw2Oyu6RKJBObm5grS5uuRWk+t6fvf/z4OHjyIj33sY/j85z+P665r//9XiagyVQVh\n2sNhvYWFhbp0Zr21AVgmk0FHRwcOHTqk92V9aWJtMcPl5eWy++udOklE1Cy1rhNWbQBQy1xcrbCG\nx+OBxWJBPB7H0NBQ2XldoigWpAyOjo7C6/U2PWBJp9PIZDJIpVKGIh+aWlPrqfWoqoq//du/RTgc\nxsmTJ/GBD3yg2V0iom2mqnREp9OJ/v5+nDhxArlcDrOzs4hEIujr66vLgpnF5PN5xONxhEIhw+ib\noigFQaEWdOVyubL7S/nnNa9sXa6AiGj1frL2/lJP13B9Ra9iRFFEX18fBgcH4fP5sLi4iGQyWfJc\n5dqX25/L5RAKhWCz2SAIAmw2W0WFNYqtTwmsPguazel04vDhw7Db7UUnateaWk+t5Wc/+xkEQcDn\nP/95vOtd78Lv/M7vNLtLRLQNVRWEhcNh2O12+P1+ZDIZuFwuiKIIl8uFqampio6hKAry+XzJ13qd\nnZ3w+Xw4c+YMRkZGEI/HAbwxqrWWFlxZrday+0u5e81ra2o+EtFO1AXj/aWeapkTVm0AUOtcXJPJ\npKcT5nI53HvvvRVd48DAAA4cOICBgQH91d3dXdFny0mn04btTCYDh8OB4eFhLC8v13x8SZL0RaaB\n1dT6vXv36udaj6nzreu5557De9/7Xrz66qt46aWX8NRTT5X8AYGIdraqqyNGo1GIoohMJoNcLgeH\nwwG73V7RZ5PJZNmFNc1ms54rryiKIZgKBoMIBALw+XywWq0Fv4Bq27t27Sq7n4ioXbyGGzb1uWoD\ngHrNxd21a1fV92FJkuD3+w0jTR6Ppy5ZGOFwGE6nU9+22+2Ym5uDJElwOp01z3muJbWez6vW8c1v\nfhOBQABHjx7F6dOn8Z3vfAcOh8OQxUNEpKk4CFtYWIAkSZBlGcDq4pYulws9PT0Vn2xwcLDiHHdJ\nkjAwMABFUfSHkPbwXV5eht1uLxjtyuVycLvdAFB2PxFRuyiValhOtQFAvebixuNxvZ0syzh8+HDZ\nvh4+fHjDKobVyufzhnVeio145fP5ulRf1I41PT2NmZmZqlLrGYRtf9euXdPLz3/rW99Cf38/hoaG\n4ERY2bsAACAASURBVPf7EYvFimbmEBGVfXJns1l4PJ6iv3ACQF9fH2ZmZgy/9NVDf38/AoGA4QGU\nSqXg8Xj09/x+v2HysiRJCAQCevty+4mI2sFmqyNWGwDUOhd3165dcLlchjlgwWDQUKSilFIB2PHj\nx/VRpUql02mEw2HDCF2pP5SHhoaqOnYpWmq9z+dDX18fgsEgfD7fplPnaXu4cuUK7rvvPly7dg1z\nc3O45ZZbAEBfzoeIqJQNg7B8Po++vj4oigK73Y6+vj79gaHl9KfTafT19SGbzdb1F7vOzk74/X5E\nIhEAqze67u5uTExM6G0mJycRiUSQTCYhyzK6u7sN8wvK7SciagelgrCrZ3+Aq2efKfm5agOAeszF\nXV+Ew+12QxTFgiAsFArBZDKV7DuwupByPB6vOghzOp16+mEgEEA6nYYoioZUR+16XC5XVccuppbU\n+mLuv/9+/YdPs9mMnp4e7Nu3DwBw9uxZAOB2A7YzmQw++MEPYt++fXjkkUdw/fXXb6v+cZvb3K7f\n9tmzZ3Hy5EkAqNvAk0ktVsrp/wmFQkgkEkilUiWrVymKAqfTiYGBAUOA1IpMJhPGm90JItoRxoGi\nlfSqZTKZsPvaTytqe+W62wzn1ApQrKysbPhepe3L7VcURQ86tABDSz1ff76Ojo6C+caZTAZmsxmC\nIGBpaQnZbFafv1WLUChUsG7XZo+jKIqhUFWx1PpYLIZgMKi/Z7VaDSOIkiQhEongySefLDjH2hRK\nap5/+Id/wKFDh/DVr34VHo+n2d0hogarx714w+qIiUQCMzMzG5YPNpvNSKfTmJmZqakjRES0Oa+/\nfl1Fr/WqnTtb61xck8mE0dFRwwiPLMtF19ZyOp2Ym5vTXw6HA6lUCrlcDnNzc1hcXMTc3FxdRqo2\nCsDWV07cSLEHcjWp9Rqmzm9fV69excc//nEcPXoUZ8+eZQBGRJtWdk5Yb29v2YNw0ikRUfNce31z\nhTmA8nNnZVnGwsKCvr+WubidnZ3YvXu34fyJRKLofK9EImHYliSpYCkUu92OUCi0qesu5tKlS4bt\npaUlhEKhstURtcJVyWQSS0tLeuGq3t7euqTW0/bwwgsvwOPx4C1veQueffZZdHZ2NrtLRNTCNkxH\ndDgcFad5VNN2u2I6IhE1yjjql454w5XCNRaLubq7s+g5I5EIBEGALMuwWCyGNa3i8TgSiYQhNW6j\n9uX25/N5vWKctl5WJQFHX18f9u7di0AgAEEQoKoqYrEYTp06VfOzJ5vN6vOf1zOZTLh27VpNx68n\npiM2x/e+9z3cd999+PjHP46xsTF0dFS1zCoRtZl63Is3DMK6u7tx8eLFig5UTdvtikEYETXKOOoX\nhHX835cqarvya7/Ssn/Ay7IMt9uNbDarv6elw1eSsbERh8MBYLVIh8ViMewLhULb6tnGIKyxVFXF\ngw8+iKNHj+Lhhx/GgQMHmt0lItoG6nEv3jCHRZZlXHfd5kofExFRY6xc23w6YqsQBAGLi4vIZDKQ\nZblulQuB1YIfS0tLRdPLlpaW6nIOaj0vv/wy/H4/fvSjH+GZZ57ZcH48EVG1yj65tcpNG8nlckUX\nuiQiogYoUnSjXdntdkPVxHw+X/PcHKfTifn5eezfv79gnyAINR2bWtPi4iLuuece9PT04Omnn8ZN\nN93U7C4RUZvZMAgTBKGqdEQiImqCHRSErf3BT1VVeL3eoqXcqxEKhTA0NIQjR47AbrfrgVelhTmo\nvXz729/GRz/6UXzuc5/Dxz/+8bLr1RERbcaGQdjo6GjFB6qmLRER1dHr7f9HYjqdhsfjKSieUY8/\nkLUS+sWeY/wDfOdYWVnBF77wBcTjcZw+fRp33XVXs7tERG1sw8IcOw0LcxBRo4yjfoU58L8rPM57\nWreoQ3d3N1wuF4aGhgwp8qFQCGfOnKnp2BaLBSdOnCj63bAwx86gKAo+8pGPQFEUTE9P49Zbb212\nl4hoG9vywhxERNQCXm92Bxpj/TphABCNRms+7tjYmL6uGe08g4OD+Pa3v423vvWtOHfuHG655ZZm\nd4mIdgAudEFE1Op+UeGrhQUCARw/frzg/VgsVvOxtTTES5cuYXZ2FgD0UvhDQ0M1H5+2J1VV8dBD\nD+GJJ57Aq6++ih//+Mf4xCc+0exuEdEOwXTENZiOSESNMo46piM+XeFx7mrdVDaHw4FMJgOTyQS7\n3a5fx8LCQl0WUx4YGIAkSbDZbLhw4QISiQQmJycxOzuLXbt21Xz8emE6Yn3k83n4fD48//zz6Ozs\nxPe+9z04HA6kUimYzeZmd4+ItjmmIxIR0Y5IR1xcXMTo6GjBQ0+W5ZqPHQwGYTabMT09jcnJSQCr\nI2CCIMDj8dRcfZG2l7m5OQwPD+MP/uAP8PDDD+PVV1+F3+9HLBZjAEZEDcMgjIio1e2AIGxsbKxo\n9cL+/v6ajy3Lsl7cY216o91uZ3n6NqKqKh588EF86Utfwle+8hV4PB4AwI033ojp6ekm946IdhoG\nYURErW4HBGFaADY7OwtZliEIAvbv31+XOVu5XK7o+wsLCzUfm7aHXC6Hj33sY3jhhRfwzDPPcBFu\nImo6BmFERK3u1WZ3YOvl83n09fUZ0g9tNhvm5+drnrPldDrR39+PQCCAXC6H2dlZzM/PQxRF+P3+\nWrtOTfbMM8/g4MGDuOeee3Dq1Cm8+c1vbnaXiIhYmGMtFuYgokYZRx0LcyQrPM5g6xZ18Hq9cLvd\n8Hg8MJvN/397dxfbyFn/C/w77umROKD4ZUECCdTEDqoEXGxiZ8XNof3vxlkJIVXaxO4LSBQav6gS\nF0fdxE6lUy3tRWK75SBRsYlnxWkpL//EY4k7uuvx/vffg7joOuOVEL1KJuEGUcQ640hwDi27cy6C\nh0xsx+N44rd8P5KlzDyPn3nGdjzz8zzze4z5nIrFItbX1ztuPxaLQRRF07rp6emO5yCzGxNzWPfw\n4UO88cYbeP3115HNZvHUU0/1uktENCSYmIOIiAY+/bxVkUjE+NvlciEajUKWZVvaXltbQyKRgKIo\nqFQqmJqawsTEhC1tU/f95S9/wbe//W1UKhW8//77eOyxx3rdJSIiE84TRkQ06B5YfAwwTdOMObxq\nisUiNE3ruO1MJoMvfvGL2N/fx9zcHKLRKAOwAfbee+9hYmICX/nKV/Dee+8xACOivsQrYUREg67D\nxByZTAZer9dIUHH4itNJ6rfTXjwex+rqass+rq6uwu/3o1qtGutcLhc2NzdbPtdK23YMLZEkCaVS\nyUhzf1gmkwEA3L17F1NTU1hYWKgrb+c9oHoPHjzA8vIy3nzzTfzkJz/B17/+9V53iYioKQZhRESD\nroMgLJFI4PLly7h48SIAIJlMIp/PY3Z29kT122kvkUigVCpZ6qfX68Xe3h4kSTKyI9qRGRE4uB8s\nFAphbGysrkwUxZYBUbFYhKIoKBQK8Pl8deXJZNIUmAUCAQAwArF23wOq9+GHH+Jb3/oW/v73v6NU\nKuHzn/98r7tERHQsDkckIhp0/7D4aEAURePkHwCCwSDW1taabqpVfavtqap6kFSkTXNzc4jFYrYF\nYAAQCoWwtraGp59+Gjdu3MC9e/ewu7uLnZ2dY1+LmkuXLmFhYQGTk5N1V9Oq1SrOnTtnWheLxbC8\nvGwst/sekFmxWMTk5CS++tWv4vbt2wzAiGgg8EoYEdGgO2GKekVR6ta53e6myS5a1W+nvWKxiGAw\n2HRbgUAAOzs72Nvbg8/nQ6lUgtPpBHBw5UhVVSSTSVPwclKHr17lcjlT2UkCxcPu37+PRCKBUCiE\n0dFRAAevSe1etnbfA/qXBw8e4NVXX4Uoinj77bcRDAZ73SUiIssYhBERDboTDkesVCrweDymdS6X\nCwCwv79fN/9Wq/pW2ysWiwiHw7h7927Tvq2srCAWi0GW5bokGbV7yMLhMADYEojlcrmG94Qlk8mO\n2vV6vVAUxQjAAKBQKBgBQ7vvAR344x//iOeeew6PPPIIFEXBZz/72V53iYioLQzCiIgG3QlT1Gua\nZiSCqKkFBJVKpS4AaFXfanuaphlXtZpJp9NQFOXYehsbG5iZmek4CFtYWGh6/9Xe3l5HbQPA+fPn\njb81TUMulzOugLX7HhDw7rvv4jvf+Q5efPFFvPzyy3jkkUd63SUiorYxCCMiGnQnTD9fu+JyWC0g\nOHp1xkp9K+21k3CiVaBml1Qq1bTM6/Xauq1wOIzbt28bV8bafQ/Oso8//hivvPIK3nnnHfz7v/87\nnnjiiV53iYjoxBiEERENumbDEXfuALt3mj7N4/HUzbNVW250BaZV/Vblqqo2DDr6xe7urqn/29vb\niEajuH//vi3tJ5NJJJNJ05Wxdt8DAHj++edNQdz58+fx5JNPAgDu3LkDAEO37PP58Mwzz+Djjz/G\nm2++aQRg/dI/LnOZy8O9fOfOHbz11lsAYBpe3glB73RilCEiCAKu9boTRHQmXAM6npcK+GfiiP9p\nsZ3X6ufC8ng8puFwsiwjk8ng5s2bDZtoVf+48nw+D1VVjbK7d+9CURTE43HMzs6aUsQnEgns7+/j\n+vXrTXcnHo8DgKV5xo6Tz+cRCoUalk1PT+PWrVuW2kkmk9A0rWF/8vk83G63MXSyXC4b97q18x7Y\nMZ/ZINF1He+88w5isRg+97nP4fHHH8cvf/nLvg7miWj42fFdzCthRESDroN5wqLRqGmIoCzLiMVi\nRrmqqiiXy0Z5q/rHlR8dhpjNZqGqKq5evVrXr1QqhWAwCIfDgVAoBK/Xi3PnzuH+/ftQVRWFQgEe\njwdbW1sn3/l/Wl5exuLiIgKBAFZWVrC0tIT79+8jnU5DkiTL7TQ7IMuyjEqlgunpaeMesPX1dSMI\na/WanlV/+MMfEIvF8Kc//Qlf+tKXoCgKdnZ2EI1GsbGx0evuERF1hFfCDuGVMCLqlmuw8UrY/7DY\nzv9q/MtdJpOB1+uFqqpwu92Yn583ykRRhCRJpqsyx9W3Ul5rN5fLYXNzE0tLS4hEIg3vAUun0w0z\nFM7NzUEURVvuGxsfHzeCuXg8jmQyidHRUaiqiqWlJayvrx/7/HK5DFmWsba2hr29PSSTSUxPT2Ni\nYgKapjW8tysUCpnatfKaAWfjStiDBw/w4x//GN///vfx0ksv4erVq3jqqafw61//GoFAAIVCgVfC\niKin7PguZhB2CIMwIuqWa7AxCPuexXZ+NLgn8IqiQFVVeL1eeL1eW0/CZ2ZmjCGHkiRB0zQjCDoc\noPWDYQ/CPvjgA8zPz+ORRx7BjRs38PjjjwM4uE8uGo0im80yACOinjtzwxHj8XjdWPvar4e18fSR\nSKStciKigdfBcMRBMTk5icnJyVNp2+l0YmZmBoIgYGNjA36/HwBQKpXq0sfT6fjoo4+QTqfxwx/+\nEK+++iri8TgcDodR7nK5OASRiIaKo3WV/pBIJFAqlerW+f1+zM7OIhKJYHt7G/l83nI5EdFQ+Nji\ngxoSRRG6rsPpdMLpdGJlZcW46hKNRnvdvaF39+5dBAIB/Pa3v4WiKHjxxRdNARgR0TAaiOGIqqoi\nm81ClmVTIHY0o1SxWEQqlTKGlbQqP4rDEYmoW67BxuGI37HYzv8e7qFsdlJVFZqmndrVt5MapuGI\nf/vb3/DKK6/gZz/7Gd544w0899xzB59nIqI+d2aGIxaLRQSDQciybKxTFKWuntvtNuq0KiciGhpn\nYDhiN9y7d8/4oS8QCPRdADZMbt++jWg0igsXLuB3v/sdPvOZz/S6S0REXdX3QVixWEQ4HMbdu3dN\n6yuVSl3GqdrNuvv7+y3Lm02CSUQ0cBiEdaRareLSpUt1P975/X4Ui0UeL2ykaRoWFhbw7rvv4vr1\n6/jGN77R6y4REfVE3w+61jStYQri2lwrh9WCrkql0rKciGho/D+LD2qolrApl8uhVCqhVCphdXUV\nlUqFyZxs9Ktf/Qpf/vKX8eijj+L3v/89AzAiOtO6fiVM07Rjx3wfDrgOT155VKMUtbXgyuPxtCxv\n5j8O/T0KYKxpTSIi63YA7J5W47wS1pHaZMqHTU5OIhwOw+v19qhXw+PDDz/E9773Pdy7dw+//OUv\n8bWvfa3XXSIi6rmuBmH5fB6FQuHYOi6XCysrK1BV9di5QDweDzRNM62rLY+MjLQsb+bfju0dEdHJ\njMH8o85/2tk4g7COeL3ehsPUBUEwBWHH/TBI9XRdx09/+lMsLCzgu9/9Lt5++2184hOf6HW3iIj6\nQleDsNnZWcsHsHK5DFVVjTH6d+/ehaZpeP311zE7O4vJycm6IK1SqSAYDAJAy3IioqHB9PMdicVi\n8Pv9SCQSCAQCAA6OOdlsFi+//DLu3bsHXdexsrLCIMyi3d1dxGIx/PnPf8a7777LJCdEREcMRIp6\nAMhms8hms6YU9clkElNTU8ZBMZlM4sKFC7hy5Yql8qOYop6IuuUabExR/28W2/mP4Ulvbierc1IJ\ngoAHDx6ccm9a96Gf38MHDx7gzTffxGuvvYarV6/ipZdewqOPPtrrbhER2cqO7+KBCMJEUUQul8Pm\n5iaWlpYQiUSMe8cymQy8Xi9UVYXb7cb8/Lzpua3KD2MQRkTdcg02BmH/3WI7/6e/T+B7xe1248aN\nGw2TQNVomoZkMomtra0u9qxePwdhH3zwAV544QU8+uijEEURjz/+eK+7RER0Ks5MENYtDMKIqFuu\nwcYgLGCxnVL/nsD3UjqdxuLiYst6kiRhbm6uCz1qrh+DsI8++ggrKyv40Y9+hNdeew3RaNTy1UUi\nokHEIMxmDMKIqFuuwcYgbMJiO+X+O4HvJ+VyGZubmwAOJms+f/58j3tUr9+CsPfffx8vvPACHnvs\nMVy/fh1f+MIXet0lIqJTZ8d3cd9P1kxERC0wO2JHOFlz+/7617/ilVdewc9//nP84Ac/wLPPPnvs\n9DNERGTGIIyIaNAxCOvI4cmax8YOJhIolUpIpVKIRCJYX1/vZff6zje/+U3k83l4PB785je/wfj4\neK+7REQ0cDgc8RAORySibrkGG4cjjltsZ6u/hrL1C4/HUzdZM3CQjMPr9TYs65V+GI74xBNP4L33\n3gMAhEIhbGxs9LQ/RETdZsd3Me+cJSIadA8sPqih2mTNRzWarPk4kiQhmUyeqDyTySCfz0MURYii\naLHnvfHJT34SwMF9c9lstse9ISIaTByOSEQ06DocjlibyqN2xac2PO+k9Y8r1zQNoijC5XJhe3sb\nALCystLZDnSo08mai8UiFEVBoVCAz+druzyRSODy5cu4ePEigIM5LfP5fN9ODP2LX/wC0WgU2WwW\nLper190hIhpIHI54CIcjElG3XIONwxE/bbGdv9QPn2gUABye5P6oVvWtlKdSKaO9QCCAWCzWMvA7\nTXZN1pxMJqFpGlZXV9sqPzocslgsIpVK4datWw37wMM2EVFvcTgiERF1NBxRFEUjYAKAYDCItbW1\npptqVb9VeT6fx40bN4xlr9eLQqFgZS9PjdPpRC6Xw61bt5o+NjY2jKQddjqakRE4mDxalmXbt0VE\nRP2DwxGJiAbdCYcjthsAtKpvpT1ZljE6Omosb29v49lnn22367ZaWlrq2dC/SqUCj8djWlcb4re/\nv8/0+EREQ4pXwoiIBt0/LD6OaBUAtFvfSnuHAzBFUeBwOHD16lVLu3laFhcXm5a9/vrrxt9zc3O2\nb1vTtLrsi7XXsJ+yMhIRkb0YhBERDbqPLT6OaDcAaFXfanvVahWiKCKZTPZ1dr1isXhsgGaHRokt\naq/V0YCWiIiGB4cjEhENuma5IvQ7AO40fVq7AUCr+lbbczqdiEQiiEQifZGY4yhRFLG2tgZFUQ4S\nn5wij8cDTdNM62rLzYYiPv/888YVRZfLhfPnz+PJJ58EANy5cwcAuMxlLnOZyzYu37lzB2+99RYA\n84iOTjA74iHMjkhE3XINNmZHhNV2zNmcFEVBIBDAw4cPj11ntb6V9jRNMwVroigiFos13F43lctl\nrK2tma7MTUxM4N69e8dmRDzMruyIsiwjk8ng5s2bdW0wOyIRUe8xOyIREZ3Y5ORk3dWrSqWCYDB4\novqtymVZhsfjMd1vVjuINboHrRtEUUQgEIDf7zcCsFQqhb29PWxubraVEbHVAblZeTQaNU0ELcsy\nYrGY5e0SEdHgYRBGRHSGtQoAVFU1lbeqf1z51NQUYrGYaZhdoVBAKBTqahbAcrmMeDwOh8OBWCwG\nRVEQjUZRKpXgcrmwsLAAp9MJANjY2LDUXiaTQT6fRy6XQyaTQblctly+srJivM6ZTAbj4+O4cuWK\n/TtORER9g8MRD+FwRCLqlmuwczjiRxZr/9eG28xkMvB6vVBVFW63G/Pz80aZKIqQJMk0NO64+q3K\ny+WykbL+/v37EAQBy8vL1nfYBj6fDzs7O3C5XEilUqb70Y4ODew3HI5IRNR7dnwXMwg7hEEYEXXL\nNdgZhP3NYu3/xhP4f1IUBcvLy8ZVsWg0ipGRkbogrN/m6mIQRkTUe7wnjIiIcOIc9WfY5OQkcrkc\ntra2MDIygosXLyIcDtdlKvT7/T3qIRERDTOmqCciGngNZmImy6LRKKLRKFRVxdjYGMbHx+H3++F2\nu7G9vd3r7hER0RDicMRDOByRiLrlGuwcjvgni7U/y6FsFkmShEQigd3dXcsp6ruBwxGJiHqP94TZ\njEEYEXXLNdgZhO1YrD3GE/g2ud1u7O3t9bobBgZhRES9Z8d3MYcjEhENPN7vdVp2dqwGuERERNYx\nCCMiGni8J+y0HJ18moiIyA4MwoiIBh6vhBEREQ0SBmFERAOPV8KIiIgGCYMwIqKBxythREREg4RB\nGBHRwOOVMCIiokHCIIyIaOD93153gIiIiNrAIIyIaOBxOCIREdEgYRBGRDTwOByRiIhokDAIIyIa\neLwSRkRENEgYhBERDTwGYURERIOEQRgR0cDjcMR+IEkSSqUSVlZW6soymQy8Xi8qlQoAIBKJtFVO\nRETDhUEYEdHA6yw7YrsBQKcBRSaTAQDcvXsXU1NTWFhY6Kj/vVYsFqEoCgqFAnw+X115IpHA5cuX\ncfHiRQBAMplEPp/H7OyspXIiIho+gq7req870YwkSVBVFaFQCG63G6IoYm5uDmNjY0YdO39dFAQB\n1+zfDSKiOtcA2PH1KwgCgB9brP1i3TYbBQBTU1NNA4BW9VuVJ5NJ05WiQCCAp59+euADMeBg3zRN\nw+rqqmm9x+MxjkHAQdCWSqVw69YtS+WHCYJgy+eGiIhOzo7vYodNfTkVlUoFyWQSPp8PXq8XPp/P\nFIAlEgn4/X7Mzs4iEolge3sb+XzecjlZt9PrDvQxvjbN8bXpln9YfNQTRdEImAAgGAxibW2t6ZZa\n1T+uXNM0nDt3ztReLBbD8vKypb0cRIqi1K1zu92QZdlSORERDae+DsIEQYCmaVBVFZVKBVeuXDGV\nd3IyQO3Z7XUH+thurzvQx3Z73YEz42OLD7N2A4BOA4pKpYJEIoHd3V1TuaZpx+3cQKtUKvB4PKZ1\nLpcLALC/v9+ynIiIhlNfB2EAMDIygtHR0br1/HWRiKjmZFfC2g0AOg0ovF4vFEUxfacXCgUEg0HL\nezpoNE0zDTUEYLxGlUqlZTkNrjt37vS6Cz0xiPvdL33udj9Oe3un0b5dbfbDe973QZgoisjn88jn\n88bN3AB/XSQi+peTXQlrNwCwI6A4f/68qb1cLjfUIxRqx53Daq+Fx+NpWU6Dqx9O8nphEPe7X/rM\nIKx7bfbFe673MVVVTcuxWEzPZrO6rut6LpfT3W63qXxvb08XBEHf2dlpWd6Iz+fTAfDBBx98nPrD\n5/PZ8j3ZzjY/9alPmZ5bKBTqvie3t7d1QRD0arVat61W9dttLxgM6uVy+aS73ncSiYQei8VM6zY3\nN3VBEJqua1V+FI9TfPDBBx+9f9hxDO96inpN0/6Zzasxp9Np/H04CQdwcE9XIpFAJBI5lV8Xt7a2\nWu8AEVEf0TvIzuTxeOrux6otj4yMtF2/nfaSySSSyaTpytgwmpycrDseVSoVYwhmq/KjGh2nRFEE\nAGxubiKRSNQdO4mI6PRJkgS32w1FUTA9PY2JiYlj63c1CMvn8ygUCsfWcblcWFlZgaZpxgG9dvB2\nOp1QVRWAvScDRERnUbsBgF0BRT6fx8zMjJE4qVwutzxYDYJmAXE0GjXN+yXLMmKxmOXy45TLZQQC\nAUxMTMDr9SIUCqFUKnW4J0RE1A5VVZHNZnHr1i3ouo7l5WVsbGwc+5yuBmGzs7OWJ58UBAGLi4um\ngElVVWMiTLt/XSQiOotaBQCqqqJcLhvlnQYUsiyjUqlgenrauIdsfX19oIOwcrkMWZaRz+ext7cH\nn89n+hV0ZWUFmUwG+XweqqpifHzclO23VflxVFVFoVDA6uoq/H6/8UMlERF1j9frhSRJAA6SAz7z\nzDMtn9PXkzVnMhnTBJ4zMzOIx+PGwanRJKAXLlywXE5E1ClJklAqlUwTENd0Opl8O5PNd6K2HVVV\n4Xa7MT8/b5SJoghJknDz5k1L9Y8rr41wOCoUCmF9ff1U9m2QnPSzVK1W4XQ6IUkScrkcX0siog50\nclyvjfpbXV1tuZ2+DsKq1Sqy2SxcLhe2t7cbBlDtnAyoqgqn0znQJ0vUP87qey5JElRVRSgUgtvt\nhiiKmJubM92Hchb+X4rFIhRFQaFQgM/nw/Xr103liUQCly9fNobcHf1RqNNyGh6dfpZqwuEwbty4\nwSH3REQnYNd3cT6fx/r6esvhiH2dHdEusizr6XRaDwaDejwerytfXFzUi8WisZxIJHRJkmwrHyS5\nXE5PpVK6qqr63t6enk6n67JUptNpXZIkPZvNGtkq2ykfBsP0nrdrbW1NFwRBFwRBd7vdej6fN5Wf\npf8XXW+cEU/X9bosgbIs68Fg0LZyGj4n/Szp+sH3bqMMlERE1J6TfBdvbm7qsizruv6vrMCtsXrC\nkgAAC8NJREFU9P08YXa4dOkSFhYWMDk52fDGaVEUjagWOMjCeHjemk7LB0mlUkEymYTP54PX64XP\n5zNd4UgkEvD7/ZidnUUkEsH29jby+bzl8mExTO95uwRBgKZpUFUVlUql7ur0Wfp/aabTyeQ52TzV\nWPksSJKEaDSKkZERfkaIiE5Bq+/izc1No46maUYOi+OciSDsODxZMuMJdmvD9p6fxMjICEZHR+vW\nn7X/l2Y6nUyek81TTavPgqIoiEaj8Pv98Hg8yGQyvegmEdFQa/VdXJs+K5/PI5vNIpfLtWyz6/OE\n9ZvTPlkaxLH5IyMjDfvNE+wDw/iet0sUReM1UFXVSKBzFv9fGqll/Tustt+VSqXj8mF5nai1Vp+F\nycnJunIiIrKXleNy7f52q/dun/kgjCdL9XiCfbxhfM/bMT09bRqiGo/HIYoiIpHImfx/aaTTyeRP\nMtk8DSd+FoiIeu80vosHNgjTNA2CIDQtdzqdltrhyZIZT7BbG7b3vF2HPx/AwZDTRCJhXIo/apj/\nX5rpdDJ5TjZPNfwsEBH13ml8Fw9kEFbLwX8cl8vVMBX9UWfhZKmdgJUn2K0Nwnt+WmrzPGmaZuyr\n0+k0Jogdhv8XO3Q6mTwnm6cafhaIiHrvNL6LBzIIm52dtW2unGE/WWonYOUJtjX9/p6fJkEQsLi4\naHo/VVU1sgAN+v/LSTTKuAoA0WgU+Xze+K6SZRmxWMy2cho+J/0sERGRfbr1XTyQQdhJncWTpXYC\nVp5gW9fP7/lpcjqdOHfunGmdJElIpVLG8iD/v7SjXC5DlmXk83ns7e3B5/NhenoaExMTAICVlRVk\nMhnk83moqorx8XFTttFOy2l4dPpZIiKiznX7u1jQm0UmQ6T2oq6trWFvbw/JZNL0ogJAJpOB1+uF\nqqpwu92Yn583tdFp+aDIZDJGIg4AmJmZQTweNz5kR2cHTyaTuHDhguXyYTIs73m7qtUqstksXC4X\ntre3G76/Z+X/hYiIiOgkzkQQRtbxBJuIiIiI6HQxCCMiIiIiIuoiR687QEREREREdJYwCCMiIiIi\nIuoiBmFERERERERdxCCMiIiIiIioixiEERERERERdRGDMCIiIiIioi5iEEZ9KZvNYnx8HA6HAw6H\nA+Pj4wgEAqZ1Dof9H99isVi3TlEUuN1u3Lt3z/btHSeRSDTsj1WapiE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tSRyXirvvTdRxANijwFpERKS5Mv2siTf59YQhbyuJc8rMDOA0IcHLfkLW1bFG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\n7W+jDiIjRYG3SEFmVo0JTZLEIptmdtXMxnPKzpjZeqrcmplNpj5fJgw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"text": [ - "" + "" ] } ], - "prompt_number": 43 + "prompt_number": 42 }, { "cell_type": "heading", @@ -561,7 +544,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 21 + "prompt_number": 43 }, { "cell_type": "code", @@ -598,7 +581,7 @@ "\n", " # beta phi_d phi_m f |proj(x-g)-x| LS Comment \n", "-----------------------------------------------------------------------------\n", - " 0 4.75e-01 6.33e+03 2.24e+04 1.70e+04 1.16e+04 0 " + " 0 2.06e-01 6.16e+03 4.48e+00 6.16e+03 8.76e+03 0 " ] }, { @@ -606,7 +589,7 @@ "stream": "stdout", "text": [ "\n", - " 1 4.75e-01 1.14e+03 5.22e+03 3.61e+03 4.96e+03 0 " + " 1 2.06e-01 5.04e+02 3.94e+00 5.04e+02 2.75e+03 0 " ] }, { @@ -614,7 +597,7 @@ "stream": "stdout", "text": [ "\n", - " 2 9.49e-02 2.92e+02 4.20e+03 6.90e+02 1.07e+03 0 Skip BFGS " + " 2 4.13e-02 1.61e+02 3.92e+00 1.61e+02 6.53e+02 0 " ] }, { @@ -622,7 +605,7 @@ "stream": "stdout", "text": [ "\n", - " 3 9.49e-02 2.21e+02 4.47e+03 6.45e+02 1.21e+02 0 Skip BFGS " + " 3 4.13e-02 8.31e+01 4.15e+00 8.33e+01 2.36e+02 0 Skip BFGS " ] }, { @@ -630,7 +613,7 @@ "stream": "stdout", "text": [ "\n", - " 4 1.90e-02 2.01e+02 4.51e+03 2.87e+02 3.76e+02 0 " + " 4 8.26e-03 6.26e+01 4.36e+00 6.27e+01 1.67e+02 0 Skip BFGS " ] }, { @@ -638,7 +621,7 @@ "stream": "stdout", "text": [ "\n", - " 5 1.90e-02 1.20e+02 7.00e+03 2.53e+02 1.17e+02 0 " + " 5 8.26e-03 2.53e+01 5.20e+00 2.54e+01 8.12e+01 0 Skip BFGS " ] }, { @@ -646,7 +629,7 @@ "stream": "stdout", "text": [ "\n", - " 6 3.80e-03 1.28e+02 6.48e+03 1.52e+02 2.18e+02 0 " + " 6 1.65e-03 1.34e+01 5.84e+00 1.34e+01 4.74e+01 0 Skip BFGS " ] }, { @@ -654,7 +637,7 @@ "stream": "stdout", "text": [ "\n", - " 7 3.80e-03 4.19e+01 1.76e+04 1.09e+02 1.41e+02 0 " + " 7 1.65e-03 5.54e+00 6.93e+00 5.55e+00 1.06e+01 0 Skip BFGS " ] }, { @@ -663,16 +646,16 @@ "text": [ "\n", "------------------------- STOP! -------------------------\n", - "1 : |fc-fOld| = 4.3690e+01 <= tolF*(1+|f0|) = 1.6953e+03\n", - "0 : |xc-x_last| = 1.4581e+00 <= tolX*(1+|x0|) = 2.6641e-14\n", - "0 : |proj(x-g)-x| = 1.4105e+02 <= tolG = 1.0000e-01\n", - "0 : |proj(x-g)-x| = 1.4105e+02 <= 1e3*eps = 1.0000e-02\n", + "1 : |fc-fOld| = 7.8145e+00 <= tolF*(1+|f0|) = 6.1639e+02\n", + "0 : |xc-x_last| = 5.7468e-01 <= tolX*(1+|x0|) = 2.6641e-14\n", + "0 : |proj(x-g)-x| = 1.0608e+01 <= tolG = 1.0000e-01\n", + "0 : |proj(x-g)-x| = 1.0608e+01 <= 1e3*eps = 1.0000e-02\n", "1 : maxIter = 7 <= iter = 7\n", "------------------------- DONE! -------------------------\n" ] } ], - "prompt_number": 22 + "prompt_number": 44 }, { "cell_type": "code", @@ -683,7 +666,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 23 + "prompt_number": 45 }, { "cell_type": "code", @@ -692,17 +675,26 @@ "appres = data*np.pi*b*(b+a)/a\n", "appres_obs = survey.dobs*np.pi*b*(b+a)/a\n", "appres_pred = invProb.dpred*np.pi*b*(b+a)/a\n", - "fig, ax = plt.subplots(1,1, figsize = (6, 4))\n", - "ax.plot(abhalf, appres_obs, 'k.-')\n", - "ax.plot(abhalf, appres_pred, 'r.-')\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, fontsize=14)\n", - "ax.text(100., 185, '(a)', fontsize = 20)\n", - "fig.savefig('obspred_dc1d_dat.png', dpi=200)" + "fig, ax = plt.subplots(1,2, figsize = (17, 6))\n", + "ax[0].plot(abhalf, appres_obs, 'k.-')\n", + "ax[0].plot(abhalf, appres_pred, 'r.-')\n", + "ax[0].set_xscale('log')\n", + "ax[0].set_ylim(100., 180.)\n", + "ax[0].set_xlabel('AB/2', fontsize=25)\n", + "ax[0].set_ylabel('Apparent resistivity ($\\Omega m$)', fontsize=25)\n", + "ax[0].grid(True)\n", + "ax[0].legend(('Observed', 'Predicted'), loc = 1, fontsize=20)\n", + "ax[0].text(100., 181, '(a)', fontsize = 28)\n", + "ax[1].plot(1., 1., 'k', lw = 2)\n", + "ax[1].plot(1., 1., 'r', lw = 2)\n", + "ax[1].legend(('True', 'Predicted'), loc = 3, fontsize = 20)\n", + "Utils1D.plotLayer((np.exp(mopt)), mesh.vectorCCz, 'log', ax = ax[1], **{'lw':2, 'color':'r'})\n", + "Utils1D.plotLayer((np.exp(mtrue)), mesh.vectorCCz, 'log', showlayers=True, ax = ax[1], **{'lw':2})\n", + "ax[1].set_ylim(-500, 0)\n", + "ax[1].set_xlabel('Conductivity (S/m)', fontsize = 25)\n", + "ax[1].set_ylabel('Depth (m)', fontsize = 25)\n", + "ax[1].text(1e-3, 10., '(b)', fontsize = 28)\n", + "fig.savefig('obspredDC.png', dpi=200)" ], "language": "python", "metadata": {}, @@ -710,42 +702,33 @@ { "metadata": {}, "output_type": "display_data", - "png": 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zkEkx+SY+ZvT29hZyqZIr8NEIKRlBENjatWvZF77wBfbMM8+U7kaDg4xt386Y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\nlPNCpqYyYRGvDz74AD/+8Y/hdDpx440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UOiUiaSzm34Ybb7zRAW9oaFiWHv9C3i/XHv+hoaG0Pf6Zero7OjrczHxgYMDd3ePxuJuZ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"text": [ - "" + "" ] } ], - "prompt_number": 40 + "prompt_number": 46 }, { "cell_type": "code", "collapsed": false, "input": [ - "fig, ax = plt.subplots(1,1, figsize = (7.5, 7))\n", - "ax.plot(1., 1., 'k', lw = 2)\n", - "ax.plot(1., 1., 'r', lw = 2)\n", - "ax.legend(('True', 'Predicted'), loc = 3, fontsize = 16)\n", - "Utils1D.plotLayer((np.exp(mopt)), mesh.vectorCCz, 'log', ax = ax, **{'lw':2, 'color':'r'})\n", - "Utils1D.plotLayer((np.exp(mtrue)), mesh.vectorCCz, 'log', showlayers=True, ax = ax, **{'lw':2})\n", - "ax.set_ylim(-600, 0)\n", - "ax.set_xlabel('Conductivity (S/m)', fontsize = 20)\n", - "ax.set_ylabel('Depth (m)', fontsize = 20)\n", - "ax.text(1e-3, 10., '(b)', fontsize = 30)\n", - "fig.savefig('obspred_dc1d_mod.png', dpi=200)" + "# fig, ax = plt.subplots(1,1, figsize = (7.5, 7))\n", + "# ax.plot(1., 1., 'k', lw = 2)\n", + "# ax.plot(1., 1., 'r', lw = 2)\n", + "# ax.legend(('True', 'Predicted'), loc = 3, fontsize = 16)\n", + "# Utils1D.plotLayer((np.exp(mopt)), mesh.vectorCCz, 'log', ax = ax, **{'lw':2, 'color':'r'})\n", + "# Utils1D.plotLayer((np.exp(mtrue)), mesh.vectorCCz, 'log', showlayers=True, ax = ax, **{'lw':2})\n", + "# ax.set_ylim(-500, 0)\n", + "# ax.set_xlabel('Conductivity (S/m)', fontsize = 20)\n", + "# ax.set_ylabel('Depth (m)', fontsize = 20)\n", + "# ax.text(1e-3, 10., '(b)', fontsize = 30)\n", + "# fig.savefig('obspred_dc1d_mod.png', dpi=200)" ], "language": "python", "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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u5QAAeMnQR6FbltWyP9tRH9aFQkGrq6st6zln0/WcYA4Gg13L29mquxF8cXFR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\nAAcAwIP+P5bBBbF9N08zAAAAAElFTkSuQmCC\n", - "text": [ - "" - ] - } - ], + "outputs": [], "prompt_number": 47 }, { diff --git a/notebooks/DCexample.ipynb b/notebooks/DCexample.ipynb index c347c0e6..9b421cae 100644 --- a/notebooks/DCexample.ipynb +++ b/notebooks/DCexample.ipynb @@ -1,6 +1,7 @@ { "metadata": { - "name": "" + "name": "", + "signature": "sha256:c452407beb91d84a9a33b8a2b4ff3e4e90790c0049f22c5a9936f7462c1e2c5b" }, "nbformat": 3, "nbformat_minor": 0, @@ -13,6 +14,7 @@ "input": [ "from SimPEG import *\n", "import simpegDC as DC\n", + "from pymatsolver import MumpsSolver\n", "%pylab inline" ], "language": "python", @@ -26,7 +28,7 @@ ] } ], - "prompt_number": 1 + "prompt_number": 27 }, { "cell_type": "code", @@ -40,7 +42,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 30 + "prompt_number": 28 }, { "cell_type": "code", @@ -51,19 +53,52 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 31 + "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ - "sighalf = 1e-2\n", - "sigma = np.ones(mesh.nC)*sighalf" + "\n", + "blk1 = Utils.ModelBuilder.getIndecesBlock(np.r_[-50, 75, -50], np.r_[75, -50, -150], mesh.gridCC)\n", + "sighalf = 1e-3\n", + "sigma = np.ones(mesh.nC)*sighalf\n", + "sigma[blk1] = 1e-1\n", + "sigmahomo = np.ones(mesh.nC)*sighalf" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 32 + "prompt_number": 30 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "mesh.plotSlice(sigma, normal='X', grid=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 31, + "text": [ + "(,\n", + " )" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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+ "text": [ + "" + ] + } + ], + "prompt_number": 31 }, { "cell_type": "code", @@ -78,7 +113,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 45 + "prompt_number": 32 }, { "cell_type": "code", @@ -95,33 +130,33 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 46, + "prompt_number": 33, "text": [ - "[]" + "[]" ] }, { "metadata": {}, "output_type": "display_data", - "png": 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"text": [ - "" + "" ] } ], - "prompt_number": 46 + "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "rx = DC.DipoleRx(xyz_rxP, xyz_rxN)\n", - "tx = DC.DipoleTx([-200, 0, -12.5],[+200, 0, -12.5], [rx])" + "tx = DC.DipoleSrc([-200, 0, -12.5],[+200, 0, -12.5], [rx])" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 47 + "prompt_number": 34 }, { "cell_type": "code", @@ -134,18 +169,138 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 48 + "prompt_number": 35 }, { "cell_type": "code", "collapsed": false, "input": [ - "data = survey.dpred(sigma)" + "# problem.Solver = SolverWrapD(EMUtils.Solver.Mumps)\n", + "problem.Solver = MumpsSolver" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 49 + "prompt_number": 36 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "data = survey.dpred(sigmahomo)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 37 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "u1 = problem.fields(sigma)\n", + "u2 = problem.fields(sigmahomo)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 38 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "Msig1 = Utils.sdiag(1./(mesh.aveF2CC.T*(1./sigma)))\n", + "Msig2 = Utils.sdiag(1./(mesh.aveF2CC.T*(1./sigmahomo)))" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 39 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "j1 = Msig1*mesh.cellGrad*u1\n", + "j2 = Msig2*mesh.cellGrad*u2" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 40 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "us = u1-u2\n", + "js = j1-j2" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 41 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "mesh.plotSlice(mesh.aveF2CCV*j1, vType='CCv', normal='Y', view='vec', streamOpts={\"density\":3, \"color\":'w'})\n", + "xlim(-300, 300)\n", + "ylim(-300, 0)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 42, + "text": [ + "(-300, 0)" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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WhWvyqlOnOBcudKNLl1L4+gYwbtxpkpN1rEebg6OjCdu3V2X+fFc+/vg+Q4aE\nkpioXwyBJszNBWbPltzFt2yBevXg6lXN/YqYwq6x0KgidJkPz3IJEZsisH8ybP0Tjl/Xf552epi2\ndNFIQNKgPl8EC78AOz3PFU+fzqJ+/UQGDzZl+fIiWhW0ionR77n6JwoSIE8bTQdgqyiKmaIohiLl\n+a6dV+dOnS7z5Iluvu4dOxrj729Bu3ZJnDol392xZjnJNXjg9zrdFgAPjPI0a5lYWWFqrX53/ZAM\nPDSck5RD80v88gMYtR5+HQ92lhqbyyIoCBo3hoULYdeuYvj7F8XRsXAfvf3746lc+Trp6Spu3mxE\n3776VUl88CCRceNO4+q6jtmzL+Ln50ZYWD82bfKjWTNXrc+WKlQoyoIFTXF1/fvtYWlpTKNGJfjq\nq6qsWtWUgIA2fP/9FZo23c2tW9qnDs9N374uBAU1JCQklSpVrnPyZMG5C+eFQgF9+lhw+HBxXF0l\nDXXlSnnmJxcX+HMWxKdAi2lvnokYKSUhcyxISiqqCQeUmKkx/RojeWDJTU30KvfJ1PgiLY4yX1Fz\n7jbs/lNy6NGX0NBs6tdPxM1NwaFDVtjZvR1nkbdTXUh7vhQEoQ9wERgtimI8UAI4+0qbCKBAa6h2\n727C4sVFaN06iStX5O/SzEzg5wlS8sYneqx3D4zyPGivPWwYJpaWHJ88Od++YWRQVU1NCxMENuFK\nD8IJQb2mtikQypWAZQOg/zLIKKDwgS1b4LffIvnmG1tu3HBh1qwEfvwxsVByNAEkJan45pv77N79\njJUrK/HppyUZMuQmt27JjxPIjUolsn9/KPv3h2Jvb0avXmWZO7c+xYqZs3btTSIi4oiPTycuLu2V\nf9NISEhHoRBo1640EyfWpXJlB4yNlSiVAnZ2ZtSs6YyHhzVBQdFcvPiMY8ceMWbMKZKS9NspglST\nZNWqyhQtakyrVhe5ejUR3euRyMPPz4x58+xJTs5m3Lg4/vrLWXbfmjWlc5MfjsP8X/Nus3wQpGXC\nVzJKsANMwJG7pOebMsUNE2zc3MjW4WGMQEUT1Ad0rMOBOcRzkrxjDiaugWs/QceG8OsprafwGklJ\n0L59MvPnF+HsWWvatUvi3r3CdZ54J4JEEISjgFMelyYDK4DpOT/PAL4HPstnqAILse3Tx4TvvitC\nixZJ3Lihnao/81MIegA7/tBvDjYoeHrtzQMZhZGRxgc8lEw6kv+BcAYi24inN7ZMQ3MyvynbYcdo\n+HkE9FxNAtZWAAAgAElEQVSouSaLXJKTRcaPj8PfP5kffrCne/cizJyZwIEDBVB7NR8uX06kbt0z\nDB7sxh9/1GHt2kfMmBFCaqp+Jp3Y2DSWLQti2bIgvL2L0qRJCerXd8HOzgxbW9PX/rWyMkGpVCCK\nIkKO+qJSZePiYsnhw6EsWnSdmzdjycoquAVvaalk3Dgvata04dixaBYuDEWlKtxCdlWrmjBvnh1u\nbkZMmBDHr79q5xDQpQssXw4DB8KefLb5YztCrdLQaLI87cYeJS2wZKaa4mhemBB9V+ZhaC7CycIZ\nI4wh3xwWB0ilDUXyFSQv0qHfXNg5Bf4Mghg9ExRkZ8Po0ancumXKokVFWLAgjRMnCi+g9B9dIVEQ\nBA9gryiK3oIgTAAQRXFOzrVDwBRRFM/l6iPCR/D/NOk1gJpq79Onjx1jxjjRtesD7t7N/UFXV9u3\ncWNpp+3jk8t9UYd06zunw04b2PH49d9PKwMqEaarOWMtuQHO/QguajLzliwm7Xrce0oeIwD8kX97\nU1M4fAiuXoORI3NdFPWrWPiSVq0sWLCgOAkJKr7++jknTuT34tF1z/N6rZbixeH7741p0EDB8OGZ\n7N2b35tI1/vlbV5UKKB6dcmLrUkTKW4iJQXKl4eICMj/FaSJN18OSiV89pmSqVONOXJExddfZxER\nkXudy6hJLvN+AO7uxsycWYxmzSyYPv05a9bE59I0NWtAkydbMGiQOR06xHP1ahYIb1ZT69QJliyG\nevUh3+oJvq//OL4nlC0Jn83P/95ju4OTH4y+rXGabzIH7m+FNuPgXj7ZjcqUhMCl4NL5lU3Zn2+2\nmz8fXF2hh1rvyctaTa9JE0u2bfNk8uQo/P1fjab+FXg1i8Yv70+FREEQXtWBOwEvj9F+A3oIgmAi\nCIInUAY4n/coXYHBOV/qhcjgwQ7MmOFCp04heQgR9Vhawrp1UjCeJh94OZR2gft5BCgbCZClQd5H\nRkuHdUXUaNgRz+H4FfhEZvR5ejp06AhNfWHcOHl9tOXQoRR8fB7w449xrF7tzLFjbtSpU3jVC58+\nhd69M/nss0zmzzdm1y5jypUrfDtydraU/qN1aym+5u5dsLCA+ILNr0jr1gquXTOle3clbdum069f\nZh5CpOCwt1cwf74jly55EBKSQdmyIaxcmVuIqMfSUmDBAkvatzelTp1YSYjkQc2asGql9EzKLcGj\nVMAX7WFZPiayl5QtCXd1t3hy75EkLPIjOAKiE6BuJfXjfPONtCnt2lX3ueQmMDCZxo3vMWFCcebM\nKfHKeV4lpHflyy/d+ccJEmCuIAhBgiBcA5oAXwGIongL2IEkQg8CX4h6qlNDhjgwcWJxmja9R0iI\n9h5e33wDO3bA/v36zOJvSrtAcB4bcqUMQSKK8OAxlC6hvt2yX2GYFnUNEhKgVWsY8jn0KYQU1iC9\nZLdsSaRChRC2bk1kx46S7N1bkipVCs/D6/jxbHx80jlyJJvAQFP27DGhUaO3sxz++ktyha1VS7P7\nq1yqVBE4etSE7783Zvz4TJo1y+DKlcITIDY2CqZNc+DevVJkZGRTufJDpk6NJjlZO9Oct7cRFy/a\nY2OjoHHjWJ48ybt/uXIwby58+pkUCS+XdvUhIhquBKtvV84V7umRZSY4Qr0gAQgIhM4a3HzT0qBf\nP/jhB3DUrsqDWoKD06lb9y5161qwa5cXRYoU7LP+jxMkoij2EUXRRxTFKqIodhTFv20ooijOFkWx\ntCiK5UVRPKzPfYYOLca4ccVp2jSYBw+0FyI1akgv1nnz9JnF3zgXlbIJJ+WxGZOjkQBcuCMtCHUE\nXoNsEZpqEX/0+LEkTObOkXbUhUVWFqxdG0/ZsiEcPpzCgQOubN/uQvnyheNmm5EBq1er8PBIY/9+\nFWvWGHP2rClduihQyi8xoRMvNRR9KVMG/P2NOXTIlF9+UeHtnc7+/YV3sGplpeDrrx0IDi6Fi4sx\nNWuGMnlyNE+eaG9/HzDAnN9/t2PGjBQGDkzMN/eduzscOQwbfoZ9+7S7x7COsExGwGM5V7hb2ILk\npGZBApKb/Jo1MH687vPJi9hYFX5+90lMVBEYWAZn54LT/P9xguRtMHx4MUaNcsTXN5iHD7UXIgqF\nlE9q3DgpOlcTfrXAVMO7sExJuJ+Pui5XkDx6DpU8NLfTVisByRTTsRNsWA+183S6LjjS00WWLYuj\nTJkQLl58wYIFxdmyxYlKlQpHoKSlSQKlQoV0vvsuk5Ejjbh3z4ihQxUU0T/jit4Uz3VUULQoDBmi\n4PRpJX/+acbdu9mULZvGypUqVIUUEmJhITBhgh3375eiTBlj6tcPZcCAx4SGan+2Y2kpsGmTNV9+\naU6jRrFs3px/3JSzMxw7CvPmw4YN2t2ngjtUdIddGmo22VpKnpePtbNsv4YcQRIUIlkOqpTWPN7M\nmdCunZQRuSDJyBDp3z+MgIB4zp5tjo9PwQTY/ucEyciRjowY4UjTpsGEhekWsPjFF5KL3caNmtsW\ns4XtU6U8QOooXVJ6GPPCSCFPkNwMhYoemtttOgqNfcBdS9X53Dno1186MK5atfAd/lJTRebPj6VH\nj0iuXk3n2DEXdu1ypmrVwjF5ZWfDnj3ZNGyYQe/eKpo2FQgNNWLaNAVVqxZ+ZH5ubGxgxw4lERFG\n2NtD164Ce/YouX/fiIYNBWbOzKZkyTTmzlWRVEghIebmAqNH2xIS4oGPjymNG4fRt+9j7t/XzTnA\nx0cyZaWkiNSpE8vdu/lLvqJF4egRWOsPP/6o/b2GtIfV+yBTg7JUtiTc09X3IAc5ggTkayXp6TB0\nKCxbJjlmFDTfffeU0aOvsmVLXVq3zsuBVjveS0HywQd5vyFHjXJk6FAHfH3vER6umxBxdpbqcHz+\nubz2XXxh/1nJvU8dZdQIkvhMSJFhObgVBpXcNbdLSYOlATC+l+a2uTlwQNLGDh2ypVq1t+M9npyc\nzbx5cZQqFcqpUy/Yt68Ev/3mTK1ahXeGcuaMSJcuKurXz+LFC9i82YiYGCMOHFAycaKCBg2EQik1\n/JIWLQRCQozo0EGQzr8eGDFggIJdu7Jxdc3i449VHDwoFloMjrm5wFdf2fLHHy7UqWNGs2aR9Or1\nhLt3dVs3AAMHmnPsmB3TpqUweHAS6hI4WFsLHDoIv+2FOXO0v5dzUama4PLfNLct5QJ/6Ob5+3/C\nnkoOLyYakijsOA61K8gb8+hRafOmJnxML3btiuDTT8+zdm1tBg700mus91KQjBtX/s2qaSOK0aCB\nBb6+wTx6pHuQ16JFUnTu3bvy2vdoBtt+19xOnWnL0QRMZHxSdx+Bp7OU80sTP+6Bbk0k+7O2BATA\n558ncfCgLdWrv71QpNRUkcWL4ylVKpSDB1PZtcuZQ4dK0KBB4Xl53b8Pc+ZkU6lSFmXKZLF6dTYO\nDrB4sYKYGCMCA5XMmKHAz0/QKXW+QgFubuDrK/DppwKzZilITzfiyBEjihYVMDERyMqC4cNVtGyp\nYuNGscAO6POiSBGBMWNsefDAg/r1zRgw4Bnduj3h5k3dBYiLixFbt1rTq5cpDRvGsnWr+hRA5uaw\nb58tZ8/BpEm63XPSx7D9hFRVUBM1ysBzPb3nVCrJ+uCpIe7y4l0o5ybPvAUwapSUp658ef3mlx/n\nz8fSqNFxxo7V7wb/1Mh2vWjX7hSiWOr/Pw8e7MCIEY40aXKPyEjdhUjLlpILYr9+8tq7FJPOLI5c\n0Nw2SwV3w8kz6YsgSAfkmsjIlHZGZUtKZi51xCTCir2S59mAAZrHzs2vv6YjinDggC1t28Zz6VLh\nVs97lfR0kRUrElizJoE+fazZsKE4Z86ksX59Ir//XniBjdHR8OuvIr/+Kn0YlpZQr55Ao0YCkyYp\nSE+HDz6QigilpPz976vfp6ZCVBRUqAClSklCJDoaHjxQEBICDx6I7N6djYWFQOPG0m6oSBGwtxco\nwPjbN7CwEBg61JZRo2wJDHxBixaR3Lihu/AASUgOGWLHlCkOLFuWRt++iWRoGNLEBAICbHnwQMXw\n4brd19URejaFCv3ltffxgoW7yB1ypDUhkZLn5V0NWVa2HoNezeGajKj8x49h+nSp6FfTpurbWlsr\n+OYbZyZOjNRKUw0JSaZ+fRm7XTW8l4IkM/Nvr5V+/eyZPNkJX997emkipqaSvXLoUNSq5K/SramU\n7iBDxm3b1oVB+QRMKZD/CrkZKh0wahIkAN/vgGB/+K4UaJm5HoA9eyRhsn+/LR9+GM/Fi29PmABk\nZsLatYmsX5/IRx9ZsHSpI4mJ2cyaFcvevQVTMVAdyclw9KjI0aN/fzpKpQILC+nlb2FBnt+rVFJd\n8pAQCA19+Ty9eVagUECTJgL9+gmEhhaOELGyUjBsmA0jR9py/PgLPvggklu39BMgAN7epqxe7UxG\nhkjjxmHcuaM5cZuFhUBAgA03bmQxblwyoqjb4cDXvWH1fvlaho9XTq0hPTPw3o+Uzjo1sfV32D8X\nJgjyMkYsXw59+8Inn6g/l01OzqZSJTPmzXNh1CiZgTY5REfr4WnAeypIXtKjhx2zZpXQ2cX3VSZM\nkFKjH9bC6bhHM5j8k+Z2jnaQlgGJ+bz7BEG+ILkVJmlBOwM1t41PhiU/wJRvoU9fmTfIxW+/pZOd\nLbJ/vx0ffhjHhQtvV5iA9GLesSOFnTtT6NzZkmnT7Jk5syizZ8eyc6d+NSp0mUtiovSlL9nZcOKE\nyIkTBS9EbGwUDB5szZgxdhw5koqvbyS3b+svQMzMBL791oHPPrNl8uTnrF0bL+tlaWsrcOCALbdu\nqRg3LlnyPtMhTtTLCzo3grIyY54c7SRTcKR21a3z5H6kvAP3Gw+k2usNGsApGXm1srOlM9l9+6Sv\n/DxFs7OhV69QLl4sz4ULqWzdWvilAV7yXp6RAHTqZMvChSXx87vPvXv6SVt3d6mCmzaHfl4lwL04\nnJARPFXKRQomzA8BeaYtkFwMi9vJawuwZIlkstPHBrtvXwaffprAvn121Knz7vYmogi//JJM9eqP\nmDAhmi+/tOX2bVP691dirF8m+fcGFxeYN8+IkBAP7OyUNGwYQe/eTwtEiDRrVoTr173w9DTGx+cB\na9bIEyLFiysIDLTjr78yGTAgUS8X5m+/kdzb42R6sXl7SnnyCoL7EVBKQ0DwS7Yeg5495Y996ZIU\nWzJhgvp28fEqOnV6wJIlJalSpRDcvfLhvRQkbdo4s2KFK23a3OfmTf0rvi1cKB2yP8onj05edP8A\ndgUia1GUKiHZV/NDG9PWjVBooT4rzGskJcH3C2HqFPl98mL//gx69Ihn925bOnUq3Jojcjh4MJWG\nDSMYNCiTXr2UBAebMmiQ8h8RF/IuqFhRwN/fmKAgM5RKgWrVwpk4MYZ79/TPLlyqlDELFjiydm0J\nRox4Ss+eUTx9Kk8auLsrOHXKjh070hkzRj8vgnLlpLiLRbvk9/HxKjhBEhIlz7QFknmra1e0qhmy\nYIEUBF29unoBcf36C778MoKAAC/s7Ao5sjaH91KQrFtXm/btQ7h6Vf+D1xYtpNw332tZZ6RTI9gk\n0wxWykV6CPNDG9PWvQhwtJWCrOSybJmUfNLbW36fvDhxIpO2beP54QcrRo36Z7yxAwOzadEig27d\nMqhYUSAszIx584xwd387dRreNY0aKdi714Tffzfl/n2R0qXTGD06k0eP9DdBengYs2aNM2fPehAX\np6JSpRAOHJAvDCpUUPLnn/YsXpzKrFn6n2l9PRkWLc7fRJwXPl5wXftaVnny8DG4OUq1UjQR+ljy\nCGzeXP74CQmSF9uyZZrr32zfHsfu3fFs3er5VuKf3ktB0qnTKc6fzzuLrJeXCd27y7P9GBsL/PCD\nlPk2v/QNeVGliuQKeE5mJlEvZ/UaiTamrexsuHofqpWR1x4kT6JvvoU538nvkx9XrmRRr14sffua\nsXy5VaGnGpHL+fMiI0dmUatWOoIAFy+asnu3CU2bvn9LQKGATp0UnDljytq1xuzdq8LTM43Zs7Nk\nZWLQhKurEStXOnHxogeRkZmUKRPCrFkxpKTIP8upUcOI48ftmDQpmR9/1H/DV60aVPaWclRpQ0V3\nyRxcEGRkwuMYcHszaXGebNig2RMrN+vXS+WX+/TRnE15/PhIjI0FZsyQaW/Tg/dvFQF//RWT5+/N\nzQUCArwoWlTe223EiGKEhGiflPHjj2HzUfk1PDRpJFHpkKaF3fhyMNQoK789wM8/S3mbtNkh5UdE\nRDYNG8bh4aFk715brKz03/0XVKxIaKjI2LFZuLuncfCgiqVLjbl+3ZSBA//9Zq/KlQXmzjUiPNyM\nrl2VzJ+fSfny6axerZLtaaiOEiWULFtWnCtXPImJUVG27AOmTIkmPl47b4Z27UxZutSKwYOT2LSp\nACYGfL9AcpFN0UIbMTGGsq4QVEAaCUibOC+Z7+3du6UYEW2eO1GEYcMe8d13LtjYqH+PqVTQvftD\nOnWyoW1b9RVW9eW9FCT5sXq1O9euvWD5cs0uGs7Oxowf7/RmHQ4NKBTSIdrmo/L7aDojcTYFcy12\n9pfuSUFW2pCZCRMmwoL5BZMKJClJpF27eMLCVJw6ZUfJkroPam+vZMUKR4KC3OjXzxoTE/0FU2qq\nlF+rcuV0RozIpG1b5f/NXt7e/x6zl6MjjByp5PJlUw4cMEGlghYt0unVK5OAgOwC8VhzclKyeLED\n16+7k5IiUr78AyZPfk5srHan4kZGsGCBJUuXWjFyZBK//aafE8xL2raV8pGtXatdv6qlJHNUWsFM\nA5BSxcsVJM+eSZmgO3TQ7h4XL6ayd28CU6dqrjoZHZ1Fnz6hrFvnTtmyhXd2+Z8RJMOGFaNyZTM+\n/1xeTeYpU5xYvTqa+2qKSeVFkybw/DncDpPX3twUnsVLKnF+ZIuac3W9yiUdNBKQItaTkyV/9YJA\npYIhQ5LYsCGNM2fsdY6Cj41V4eMTzujR0fToYUloqAeTJ9thb18wj+/x49l07JhB7drpxMbCnj0m\nhIYasWyZgpYtBUzfve/Aa5iZQbduAvv2Kbl714wqVRSMGZOJh0c6kyZlcft2wbgLe3ub4O9fnHPn\nXMnIEKlYMYzx458RHa29W5Wrq4KTJ+0oW9aIatViOH++YNzElUopvfy48fIcW16ldgU4f6dApvF/\nQp+AhxapqzZvliwY2jJpUiS9etlRubJmTf3ixRdMnhxFQIAXFhaF88r/TwiSBg0s+PprJzp3fsCL\nF5oXWYMGFnzwgRWzZqnxyc2Hjz+GTZvkt/dwAlNj9WawbLQTJHfCpVxD1hby+7xk9BiYOaNgE8Ut\nXJjK8OFJLFlixdix9jprPEePptKqVRQtWkTi5WXM/fse/PhjMUqXLhjf3ocPRebMycLLK502bbII\nD4evv1bw9KkRAQFKPv1UeCMTb0FSogQsXKigRK4drYkJ1KolMHSogkWLFERGGvHZZwq2bs3GxSWN\n/v0zOX68YLQPgJYti3DkiAuHDrkQHJxBtWrhjBsXI9sTKzdt2lhy/rw9AQHpdOgQT1xcwcXFfPYZ\nPHmiW02gOuXln2PK5eFjzWlSXuXXX6V4kmLFtLtPTIyKqVMfs3SphroROfz0Uwxnz6awZo2bdjeS\nyT+61K4uSKV21wHSindyMuXChfoMHHidQ4c0m7QUCrh4sQFz5oSwY8cTwEX2vU1NBaKiKuDtfY+o\nKHl+gK1bGzF8uAmtW+c4Bwhv2jLXrIEzZzSo7uLrB5anTpkweXIWgYGa3i5vZorcts2J69fTmTVL\n3cms9iUh3d1NWLvWEwsLJf37B3Pnjn6HrMWLGzNsmDODBztx+nQiCxZEcvp07gACXasD/f05FC0q\n0KqVKe3ameLnZ0JwsIqdO18QGSkSFqYiLEzF48cvX+TaCzVra4GvvzZh6NAiGBnBl18mkZkpUquW\nMbVqGVOxohF372Zx4UImp09ncuxYBlFRLz9XXSMfn732k6mpwMcfF2PUKBeyskQWLoxk27ZoMjJ0\nfz8YGQnMnOlGz57F6NnzPn/9pa17r/oDZUtLgXv3PGjbNoorV161T8lbe3fvmtK5cwY3b+b8jYKO\nuyfx78+gXj0lixaZUbeunMOaUAB+/tmV8+dTWbZMjVniNSQ7uEIBP/9chd9+e5rzrlKPmZmCU6fq\nsnFjFEuWhMIbNez761xq972ObDcyEti+vSo//fRIlhABGDTIjfj4TFkfTG4+/NCaK1deEBUlX233\n8BAIDVX/sleptD+3OHQom4oVBQJlRLjnZuLEaC5ccGPNmkSdd6F5ERaWQYsWNxk82Ik///Rm3rxI\nvv8+Uued9NOnmXzzTTizZ0fQp08xli3zQhAEli59zJYtz3nxomC26DExIps3p7F5cxpGRtCokTFV\nqxrToYMJ7u4K3N2V2NsriIhQERYmEhaWnfOlIjxchVIpYG7+8ktKjPjy+88+M8XFRfpwjY0FRFFk\nyhQLjh/P4MKFTDZuTOPq1UxeFFIKMQcHI774wpkhQ5y4fDmZESMe8PvvCXqP6+JiwrZt5UhKUlG9\n+lVi5L4jtWDsWDuOHUvNJUTkYWcHTk5CgZkBX/LwYTaentq9izdtimP6dCctBIlEdjasXBnO5s1V\n2LfvOamp6tdqWlo2H310hXPn6nHpUgKnTuUWJLrzXmskU6aUpmZNG9q3vyTLg8re3phbtxrRvPl5\nbtx4uXuSr5EsXuzMhQupbN6cAHjI6jN3rimxsSJz5+ZEFuehkaxYAVevSunb8yWXRtKtm5JevZR0\n7KgpYjnv3PULFjhgbAwjRuQngHUtUi8JWQ8PU9auLU2RIkr69Qvm7l3935SCAM2b2zJ8uDN16ljh\n7/+U5cszCQ/XxR6vnZeLqSm4uSlxdzfB3V2Jh4cCd3cFqakiXl5KXrwQSU0VefECXrwQc76gQwdj\nXF0VmJkJmJkJJCdnM2hQksYMuX+jm0ZSu3YqQ4c6U768OdeupbBoURS3b+v/GZiaCgwd6kzz5jYE\nBiYyb15kztrTZc+av0ZSsqSSq1fdqVYtPI+YGM0aiZ+fggkTjPjgg1fWRwFoJAApKVY4OibJ8CAL\nBaRznoiICjRqFML9+3IyDLzumbNlSxWCg1OZMkVDPeEc/Pwc8Pf3platPTx+/OpnbtBI3qBLFyd6\n9SpBnTp/yXbDnTmzLNu3P35FiMjHykpBv372TJ36THPjV/DwUHD5svro4uxstI7HOHVKxY8/GkvB\njDrsFWbMiOHyZTe2bEnm3LmCcdF8ldDQdJo3f107WbhQd+0EpL/z6NF4jh6Np1QpM4YOdebyZTcC\nA1/www/xBAYWXmbg9HQIDlYRHJzFS2Eph2++kebk5ycwbZoFdeuaFNjhvqmpwJo1jsydG8eNGxmY\nmQn07GnFF1/YYGcnsmLFE7766iGxsfoffAsC9OjhwKxZ7gQFpTBqVKjepkt1LFpUjDlzYnUOrKxT\nR8G5c4WThC0sLBsPDwU3b8obX6WCbdvi6d3bjqlTtdcSxo27y9WrDfD3jyAsTPP/+ZEj0axYEc7W\nrU1o3vwwWXKq5mngvTxsL13aiuXLK9Gz51Xi4+U9aNWqWdOpU3HZUj037dtbc/JkCvHx2pmCPDwU\nGjO76mLaioqCxESR8uV1c2VNSBCZNCmGn35y1CqNgzaIIqxc+YTata/RurUtGzaUwc+vYEp/hoSk\nMWrUQ9zdH3LsWOr/3Yc/+cQKK6t/3mN/5EgG9erFUalSNAEB+vujGhvDgQMl6NHDismT7Zk/34FH\njzz56CNLvv02hjJlLvP991EFIkR8fW04f74KI0eWoF+/YDp2vFOoQqR9ewt8fExZulR3E5yzM5w+\nXTiC5Pp1FW5u2q27jRvjaN1ah4I2QEREGosXhzJ/fjnZfWbPDuHevQTmzKmh0z1z889bUQXArl1N\n+fbbYC5flq/2L11aka+/vpev4PH1tVCblqB7d1u2b9e+Oo6cM5Jnz7SLrH/Jn39m07Ch7h/x9u3J\nPHqUxdixWmSB1IGX2smePTEsXOjJuXM+fPhhwdwzJUWqXVKxYhijRkVTv74ZYWEerFtXnIYNC68g\nlq7cuqUiMVG/HaKREezdW4L69c0wMhLo1k3Kl1OnziM+/DCKgwdTddJSc1Oxojl791Zg7drSLFgQ\nSd26QZw8qX/a41q1LHB3z7v8pJWVgmXLijFo0DPS03X7I5RK6NnTiLNn8153deuiV5LPmBjw9NRu\n3V2+nEaxYkb4+Oj2TC5Y8JBatWzw9dUc8Q7SJm7ChMt06eJB+/byPL/U8V4Kklu34lm5Ul68CMBH\nHxVHqRTw98/7vKBu3SL4+7vmqxXY2ipp3NiC337TbhGZm0vmh6dP1S8IKyvpcFBbTp3KplEj/T7i\nIUOeMWqUHWXKFG76XFGEXbti8fa+wrx5kcyY4cbly1Xo3LmoxrxCcjl2LJUhQ55TrlwYQUHprFzp\nyL177kyYYEeJEv+QXC560qiRGcnJpfDzK4KZmfTZp6WJHD2ayoMH+idoBHB1NWH16lKcOFGZ339P\noEKFy2zfHl2AwqkcZcvmfV4xa1ZRDh9O1ctMWb26wKNHItF5HP8JAhz/XT9B8uhRNq6u2q+7HTvi\n6dbNRqd7pqVlM2bMXZYsqYBSKW/BxMam0717IKtX18fDQ4vkfHnwXgqSQYP+kt3WzEzBokUVGDXq\ndr4LYfRoBxYtep5vwFPHjtb8/nsySUnaqcpubgqePNHcJz0dnezm+mokAOHhWcycGcuqVbq60WqH\nlAo+hmrVrjFlyiMmTHAhKKgqPXo4FFjyuefPVSxaFE/lyuH07v0EDw9jrl93Z+/eEnTqZPGvSznv\n7W3C7NlFefjQg5UrHQkNzWL16gR+/TWZGzfSycgQqVxZ/wLzTZvasGtXOS5dqkpkZDrlyl1m8eIo\nvVyEX8Xd3YRDh8rx1VdhHD36ptmqbl0zPvrIknHj9Cse0rSpkhMn8l53Li4QHy9lPsiNkRE8kJGX\n68SwG24AACAASURBVNEjUUdBkkC3bupNu4IAlpZ5b3p++eUJMTGZDBokX8M4d+45c+ZcZ/v2JlrN\nNTfvpSBJTpZv9x050oNz5xI4cyZvs5Snpwm+vpb4++cfU6GrWatkSYGICM2LMD1dimbWlrt3RSwt\nBVzkO57lydKl8VhaKujfv3Dz9eRm795YatcOYsyYUIYNc+bWrer07OmAuXnBPbbnz6fz+efPcHV9\nyI4dSYwYYcv5826sXWtNr15mODn9M5eIp6eSSZMsuH7djb17SyAI0KFDFJUqhVO+fBiff/6cTp0e\n4+0djp3dAxYu1K0oubW1Muf/vho//ODJsWMJeHldYtq0CK3PA9VRrJgRR46UZ968x2zd+qYbrLEx\nrF7tyFdfPScuTr+zjaZNFZw4kffcS6mpFmpmBg4OmscPD8/W+owE4PLlFygUULVq/ot96NCiLFlS\nMd/rw4ffYvBgV6yt5R9sLl58i8jIvJPcyuWfuUreEg4OJowe7cnEiXfzbTNypAM//RRLSkreD2/R\nokrq1SvCvn3a24ZLllQQEVF4GglI5q2GDfUz22Rnw4ABT5kzpyiOjurH8vAo+Hwihw/H07DhdYYM\nCaFlS1siImqyYkUpatTQTx1/ldRUkY0bk/D1jaRjx0guX86kSxdTbt0qyo0bRVmyxIr27U2xsXn7\nebiUSvDxMWLAAHNWr7bi1Ck7/vrLjhIlFHz++TM8PUOZODGGoCD9i1O9pHLlIqxYUYrQ0Jo0aGDF\n4MEheHtfZeXKJyQnF5wAAbCyUnLwYHm2bYth2bK8vZbGjLEjPDyLHTv0q1liZAT16yvyDdTVJEjk\nJL/U1bQFsHOneq1k69Z4OnUqjqNj3hrmjRvJXLqUyPjxXlrdt3//01q1z81/WpBMmVKaLVuiuH8/\nb2lsZ2dM7962LF2avyrdsaM1hw4lkZqqvXrv6ipfI9FVkBw4kIWvr/4fc1BQBmvWJDJpUv6HNeXK\nmXHuXCUaN9bN+0QTJ04k0K/ffXx8rhIRkc6OHeW4erUqX37pjL19wbmWhYWp+PHHF3TunICDw3P6\n9UsgKkrFsGHmPHrkwLlz9syebUnz5sZ4eSmxsChY4eLmpqDr/9g77/gm6v+PPy9pmu6W7kkHbSkt\npVBG2RsFlCEqIEsRcSAKrp8giiJfFUQFUVw4UNnIkFH2aNllQwsUOqC7dO+Z3O+PUCzQJJe0ONDX\n45FH0vQud03vc6/3fL0fV7JggRVRUc0oKHBi9WpbundXcOZMLdOmleDhkcvUqSUcPlzZJLkJAHNz\nGSNGOBAd3Zrt24NJT68iOPg0TzxxhYMHm2B2cANQKgU2bQogJqaUd99tWLm0VSsFY8daM2WKYaX1\nDaFjRxmJiaJWOf0WLSBRy6ArqUSSni7i5iYYFYrVhLe050ny8lSsWZPJCy9olzqZPfsqzz3nhYeH\n9DBGUVHjjJD7to9EHwICLBg92o2goGit2zz3nBdbthSTmak9VPboo7YsXWpcc56np4yzZ/Vbd40h\nkuhokdmzm8ZeeP/9fI4e9WTKFFu++uruvzk+vpLRoxP47bcAxo9PZOfOxndIN4T09Go++CCNDz9M\no3dvWyZNcuH995uzY0cB33+fzb59RU12c1Wr4eTJWk6erGX+/HKUSujSRUHfvqaMHGlG376muLnJ\nUatFsrLUZGeLZGWJZGer6/2sRi4Ha2sBa2sBKyvh1us/HiLW1gI+PnIEAY4fr+H48RrmzCnj5Mma\nRldyaYMgQI8eNkyY4MyIEQ5s317AokWZbN6c3yT9Bbogl8PKlf7k5NQydeq1BrexsBBYu9aNTz8t\nNLKx9HZowlraowAt/GDzloZ/Z24ujUiqq6GgQMTFRSAz07Dv8MyZCkRRMwXx9OmGCwoWLbpGVFQE\n8+YlUVV199+Snl7Jd9+lMmeOP888E2vQ8Y3Fv5ZI5s1ryYIFyeTlNVzJolAITJ3qzaBB2qu/bGxk\ndOtmyciR0ivE6sPTU2DrVokeiZG50itXRGpqNKNWL15s3I2hqkrk8cezOHrUk5iYG5w8eXfr7v79\nxQwbdoWNGwN5/vlkNm1qgklKWiCKGi9l//4imjUzYcwYRz75xIeiIhWHDhWzalUucXFNe8yqKjhw\noIYDB26/bqysBFxcZLi6muLqWvdaRocOMtRqOS4uMkpKxNseN26oKSkRKS2FkpIaSkpEEhNVkgow\nGovAQHPGj3di3DgniotV/PzzDd5++zpZWU1T2aUPpqYCCxZ4YWIiMHp0gtZG1K++cubUqSp++qlp\nPKI+fWR8/rl2QmqK0BZoEu7Nm8vIzDQ8DLhsWT79+llpJZL4+DJOnixi7Fh3rZWm8+YlceVKT1q3\ntjKqwdpQ/CuJpHv3ZrRvb8vYsee0bvPYY67ExZVy4YL2K2fQIGsOHiyjtNS4hS81R1JZabxHAhrd\nrUGD5Fy82HiLLjGxhhdeyGHtWn/Cw2MbTLgePVrKoEGXiYxsiYWFjJUr74HQ0h0oKKhlyZIslizJ\nIjTUgvHjndm+PZjCQli9uoRVq0pITm4a6fKGUFoqUlqqIjHR2GPc+xu4vb2MUaOsmTDBGm9vOStX\n5jBs2CXOn29cotXw8zBh48YAcnJqGT06gZqahg2ciRNt6NBBSadOqU1yXAsLjVcYHa19zfn5NQ2R\nxMTU4mxkoePOnaX8+qsXCxbkaN1m4cJrLFrUSiuRFBfX8uGHicyb15KHHz5l3IkYgL8kRyIIwuOC\nIMQJgqASBCH8jt/NFAThqiAIlwVBeKDe++0FQbhw83efN+b406b5MGvWFSortV9Q//d/fixYoCVY\nehPDhtny++/GW0pSq7ZKSgyftVAfO3aoGDiw6f7V69eXsmVLIT/9pD2hd+ZMOf36Xebjj5vzzDMG\namQ3EhculPN//3cNb++TvPDCDdzdTTh2zItjx7yYNs0ON7f7o2dECpyd5TzzjA3btrkTGelB9+7m\nzJmTj5fXCV5//dqfTiKBgWYcOxbCkSOlPP74Va3Cmm3aWDB/vgOPPZapM/84bJilZPmg/v1llJaK\nFGtZsnZ2cPIkDfaXgIZIpIpniqImTGkMTp2qwNparnMQ1d69eajVIgMGaC8j+/rrFIKCrCQ3KTYG\nf1Wy/QLwCHBbgkIQhGBgFBAMDAS+EoRb7WhfA5NEUQwAAgRBGGjMgR95xAU/P3NWrtQ+27ZnT3vM\nzGTs3avdklYoBAYOtDK4CbEO5uaQkiKSm6ufSCorwdWAYTl3Yv9+NRERMiyNmE+iDW+8kYK7uymv\nvKL9xC5erKBXr4vMmuXBtGmN+AOMhCjC4cOVTJ2ag7t7MrNn5xEWpiQ21pt9+zx48klrfH3vP6fc\n29uE6dPtiI72JD7em379LPj552L6909j7Ngsduwob5RhYix69bImOjqY+fMzmDkzVWsey9pazrp1\n/kyfnsvly9o9tcGDLfjoIwn1uDcxZIicLVu0/+HBwWCjo8LdzEzTYyIFmZlq3NyMK8IQRdi8uZhh\nw3SX2y9ceI1XXvHR+vuaGpG33opnwYKgJmvq1Ya/hEhEUbwsiuKVBn41DFglimKNKIrXgAQgQhAE\nN8BaFMWYm9v9Agw39LhyucCHHwYyc+YVncnYl1/2ZvHi6zq36d3bksuXq8jONi6U4eoqYGcn7b9b\nUqLpbtcFex1GR2kpnDihbpLqrTpUV4uMHHmVN990p0sX7WW4iYlV9Ox5kYEDbfnyS+8m7QExBCoV\n7NpVztNPZ+PunszixYWEhys5csSLK1e8+fJLJ4YOtfxb6nBJQUiIKW+/bc/p017ExHgREmLKvHn5\nuLom88QTWaxdW0pp6V+n9P3UU46sWRPAmDEJ/PCD9pANwPff+7JvXzErV945W+YPaMb2OvH669ob\nhetDEODhh+Vs2aI9ChESAhd1DLqyspIeGcjMFI0mEoDffy/SSyQrV2ZiaiojKEi7hbhuXRYJCeU8\n/vi9NeT+bqvGndt1zdPQ6Ljf+X46hui738TEiR5kZFSxa5f2cl5vb3N697bnl190DFFHU/a7aZPx\nYS1XV2ld7aCfSGQySEkx0+lx7NihZuDApg3pXL9ezeTJSaxe7Y+zs3bLPjW1mtGjE7CxMeHMmbZ0\n7Nh0/R/GoKpKZNOmMqZNy8XNLZnHHsvk2rUapk61Iz3dl6goT2bNsqRjR5Mm66ZvSigU0L69CVOm\nmPPzzy6sX+/Ktm3uODjImD49F3f3ZCZPvkFkZLnRelRNBUGADz5ozttve9Cr10X27dO9ZqZMcSYg\nwIzp03XPqn72WVvS0mqJjJQWmuvYUSA3VyQpSfv3ERyMzuIMGxu0hsXuhIZIjL949u8vIyTETOe6\nqq5Wc+RIAS++6K11G1GEpUtT+d//AjExuXduyT3z6wVB2A00RINviaKopcCuqbABqCtzCgZCMDeX\n8+67LXjkkcPomuHw4ou+LFuWTFmZ9mojQYChQwPp3z8G0DZ0QLs1BeDqak92tjNwx9Bo8W6NodIS\nBVZWLUFsuJRPrYLLlwMJCUkkJqbhCo3ISHM++MD77uNhrGaRJuSwZUs+LVqo2bbNn379YigubthD\nKyqCCRNyePxxJ7ZsCWXJkmQ+/DABleqvn4dz/rzm8cknml6Knj1teOABd3780QpXVxP27y/n+vVa\n4uOruXy5msuXa3TMLdevr2JpKfDss9b07WvGkCF1vRHaQzi+viZERJjderRpoyQxsYbjxyuJjs7h\n6NFiLl409P9o7DwZ6XB1VfL22wGEhVnSufNhcnN19yoMH+7CpEn2PProCaqqKtC2Tm1tTZg9uzkD\nBpwBGrre7+43GTq0OVu2CIB2ggoJDmXnjht3zRepg421E8XFShDvTHDf/d1nZlri5haAJoqvDdrv\nQ9XVsGuXIw8/rOLHH+80av/Y79tvL3L+/IO89dZJSkoaXnv79hWTnNycSZMc+fbb+pUEcYD2ZmxD\ncM+IRBTFAUbslg7UF4rxROOJpHP7tBpP7pzuchuGAreb8C+/HMDRo3mcPKl9AVlYyJk40ZeOHXfr\nPMmwMGtOniwiPl7KOM2G4epqKrnUsqREjbW1bm8iNrac0FBLrUQSF1dBSIgF7dpZcuaM9PMODLQg\nP7+G3Fzt57po0TX8/S3YurU9Awee1Dmpbd26TA4fLuDHH8M4fLgb48ef4epV47/HpkZFhZqdOwvZ\nuVNjiLi6yunUyYygIFO6djVn4kQbWrUyRRS5SSrVxMfXcPlyNWlpNZSXm1BVJVJZqXnUvVarwclJ\nxmuv2TJlijVyucYgadHCBCcnOU5Opjg5yXF0lN/8WU51tciwYZbU1sLx45UcO1bJzJl5nDpVWS9M\n1fgmvaaGQiEwbZofb77pz5dfJtO//1GqqnRb5wMGOPLttyEMHHiS5GTdpDhrlg+bN+dy4YL0stah\nQ+159lndQlnBwWbExWk/to2NnOJiaVGEzMxqXF0bJ9r2++83GDXKVWtlFkB6egV79mTz5JO+fPml\n9hEYM2eeZ8uWHvz667V667PlzQd4eVmSmmq8ff93yDTW97c2AysFQfgMTegqAIgRRVEUBKFYEIQI\nIAYYDyyWeoBmzUx57bWWdOu2V+d248f7cOhQDteu6b6xDR3qQkJC425+Li4KsrKkdZOWlqqwstK9\nEC9cKCM01ELnNmvX5jJypKNBRDJpkjseHkrGjdPdkPHSSxf56adQNm4MZ8iQU1RXa19wGRmVDBx4\nnClTfDhypDvvvHOZb77RHcr4q5CVpWLz5jI2b779O3NyktOypYKgIFOCgkzp0cMWpVLA09Pk1rRD\npVK49Vqt1ox+FkWRuvoRURTZudOFnBw1OTk15OaqycmpJTu7ltjYKtLSann//XzS0u5d2XJT48EH\nnfj889YkJJTRpcuheutE+/XbrVszVqwIY/jwU5w5ozt25OdnzsSJ7rRufUzyOfn4KHF2VhAToz1K\nYGsrx8ZGTmqqdoPJxkZOXp60/0VOTg12diaYmAhGN3ZGRt7g669DsLCQ6zTOvvjiKt9/35ElS65q\nzeuePl3AwYM5vPxyIPPm3Z0I8vGxJrURVdZ/CZEIgvAIGiJwBLYJgnBGFMVBoiheFARhLXARzZi5\nKeIfs4CnAMsAcyBSFMUdUo83Y0YQ69encfWqbgvm5ZcDePHF03o/76GHnHjzzca5hK6uppJv6CqV\nJrltbi5QUdHwlXLhQjmDB+vWml+7No8NG4KYOVP6TXvOnCQuXOjMwIEO7NihvYpNFGHSpFhWr27L\n6tVhjBx5Vu8C+uqra+zdm8uvv7Zj4EBn3nzzEvHx9755qimQk6MiJ0fFoUN3NhY0bIVqNJ6UfPRR\nM9q2NcXCQkZenhp//zrH+s9pBLxX8POz4LPPQggOtmL69DgiI6V5SuHhNmzY0I4xY85y5Ij+kqh5\n8/xZuDCF7Gzpkh79+9uybl2uzumbwcEWXLyou0nExkZGcrK0bLsoasjExUVBerpx8iOFhbX8/ns2\n/frZs2WL9gKFQ4dyqahQMWCAK7t2ZWnd7u23L3DkSD++/TaRgoLbz+ngQe37ScFfVbW1URRFL1EU\nzUVRdBVFcVC9330oiqK/KIpBoijurPf+KVEUQ2/+7mWpx3J3N2fECC/ef1+3Rd2njxOxsUUcOKB7\nAbi4mBIQYMmhQ43r2HZ1le6RAGRm1ugMb8XGltO6tW6P5Ny5MmpqRIPEDsvL1Tz33GW+/joIS0vd\n4TWVSmTMmLOYmcn56adQSSWH8fGldO16iMjIG0RFdWXLlk707u0g+fz+KaithejoKrp1y2Lw4BvE\nxVWTn3/vO9jvNSws5Pzvf0HExPTg6NECWreOkkwiwcFWbNvWgcmTY9mzR3/Tau/edtjbK1i40DAl\niUmTXNm6Vfd6DQmRQiRyioul103v31+Es3PjwltnzxYzeLD+zsYvvrjK1Kn+OrdJSChl/fo0ZswI\natQ5NYS/YU1K02L27BDWrk0hM1P3RfL88/5ERekuSwQYNMiJPXtytVrbrVpZERKi/0atyZFIJ5La\nWhE7O+038oyMakxMBL0Xria8ZdiNes+efKKjC5k7t4XebWtqRB599DReXuZ89VWIpM+vrRX57rvr\n+Pjs4fffs/jqq1BOnerJ2LEe97TS5K9CVFQlrVtnEBGR+VefitFwdVXy2mt+REV1xdfXnLCwKObP\nT9AZ0qyPFi0s2LmzI6++eonNm/UTj7W1nJ9+CuHTT69rbWJsCP7+Zvj4KNmzR7e34+2t5MgR3d6w\nITkSACcnBS4ujSOSbdtyeOgh/Q29K1em0LmzA76+upvF3n8/jkmT/PDwaHhwmLG4r4nEz8+SRx/1\n5JNPdIehnJ2VDBjgyvLl+kM+Dz3kzLZt2gln8mRPBg/W/4/PzKwmO1t6OCMvrxZHR92RyAsXyiXn\nSQzFq69e4YknXOjQQf9MkooKNUOGnCI83Ib33w+QXEJbWanm++9TCAk5wDvvXObpp5uTnNyPN95o\nga3t3yGd17QoLPxneSRKpYyRI93Ztq0TFy/2JjjYmsmTzzF27BnS0yVqh6AhkcjI9rz/fgKrVkkj\n088+C2T37ny2bzdMbmfcOCdWr87V2//Rt68tV6/qnmddVFRLQYH0fFVOTg2Ojo0jkvh4TRShdWvd\nxmllpYrFi68werR2VWCAzMxK5s+/xIwZrRp1XnfiviaS2bND+OKLq3fFA+/ExIm+rF+fRnGx7hu7\nQiHQv78D27drJ5IOHWw5eVK/6u2AAXbk5kq/KHNzVTg46L6ZHjxYTIsWuqWjY2PLqahQG9zLkZdX\nw+uvX+X771tJ8hJKSmp54IETtG9vw44dHXFwkL6gRFGTaOzX7yhDh56gTRsbkpL6sWBBMJ062f0t\nezvuZ3Tt2oxvv21DRsYAJk1qzooV6Xh67mHSpHOcPWtYL9VDDzlx+HBn3nsvgaVLpWV3Bw92oF8/\ne159taEeZt0YN86J5ct1Rxo0814sOX1ad09K27YWBg3zys2tbTSRAERG5kgKb61cmcL06YGYmupe\nID/8kMzo0c3x9W26cQ/37ZIMCrJm0CA3Fi3SffEJAkye3OKO+uqG0b17M65cKePGjYaJSTPdzIbT\np3UvLqVSQKEQDBoQlJdXi4OD7hxFQkIlvXrpn/m8dm0uo0YZ7pWsWJFFZmYVr72m2+qpQ1FRLUOH\nnubUqSJOnepGx46Gz6M+c6aI8ePP0KZNFBkZFfzwQxjZ2Q+yalU4Tz3lhZtb0w/S+g/QsqUlb78d\nwJUrffj++zCSkspp0yaKBx88xsqV6TqriBqCTAZz5gTw9dchPPLIacmeiL29gu++a8XEiRcNHqjV\nubM11dUip07pDlm1amVBenq13lHZTk4m5OQYYvzV6I0iSIGGSPRHOZKSyjh/vpBHHtHdq52fX82S\nJVd55512jT63Oty3RPLee6359NN4vV5G//4uFBXV6OwvqcNDDzmzdat26yYoyIqsrCqKinRfbA4O\nCvLzDSvplBLaiokpoVMn/Z7GihU5DBpkZ1T+4fnnL9OrVzPatJFmzahUIjNnXmH69Ets3dqeZ5/V\n3oWrC+nplSxcmExoaBTt2kWxe3cOgwY5Exvbm3PnevHxx63o189RrzX2H+5GnQH00ku+rF3bnszM\nAaxZ0x5XVyVjx54hOPgA8+cnGBS+qg97ewWRkR3o0aMZHToc0TrWuiEsWdKStWtvEBVleHGLFG8E\noH17K06e1E02gqBRLTZk3TaVR3LgQB7h4TaSwrtLlyYxebL+XObChVd4+GEvAgKaZnz2fbnq2rSx\np0cPJ50NOnV4/nl/Sd4IQNeudmzbpj0xKDWsZW9vIrkevQ65ubV6Q1vx8RU4Oyv0Tgu8erWSvLxa\nHn5Yd7lwQ7h+vZKff85kw4Zw7OykW1ubNmXTvfsxXnrJhx9/DMPMzPhLLy2tkh9/TGXUqFM4O+/i\nuefOU1amYu7cluTkPMC337Zh9uxAHn7YBXd3Iwe53McwNRXo1s2eGTP8iYyMIC9vICtXhtO6tTWb\nN2cTEXGItm2jmTo1lhMnjJv1Xof27W05daon586VMGDACa3efEMYOdKFtm2teeutBIOPq1AIjBzp\nyMqV+omkQwcrvV5Ls2aaiq1aA5ZtU3kkFRVqDh7M16n0W4dNm9IJDbWlRQvdBmVRUQ2LFsXx3nvh\nOreTivuSSN5/vz3z5l3S6367uZnRp48zK1fqT7J7eZnh72+ps2GqQwcbSUTi4GCidaCWNmhCW7ov\nSs00v1JJXsnSpdlMnuxi0DnUYc2abDZvzmb58jCDVEWvXi0nIuIQSqWMI0e64+uruzBAClQqkWPH\nCpgz5wpdux7Gx2cvv/+ehVIpY8oUH86cCSMrqyPbtwfzwQfNefRRB3x9/z3hMDc3UwYMsGP6dHe+\n/96fPXtCyMuLYNGiEJydlXz33XUCAvYRHHyA5547z/LlaaSkGCubczueeaY527dH8NprF3nzzXiD\n5HBcXU1ZvDiQCRPidI570IaBA5tx+XI5167pTqADtG9vqdcjMTSsBXVEIs0jEQR05v42b74hqdCl\nulrNL79c45ln9M9sX7w4jn79PAgJMdygvBP3XykMEBZmz6hRMXq3GzHCk++/T6K0VP8FMmCAI3v2\n5OpUBG7f3pbffsvW+1kODgqDPZK8PP3JdoCYmFI6dbJmxw7dluS6dXksXOhL8+ZmpKQYHrL4v/+L\nZ8+eTsye7c+cOdItxvJyFWPHnuGll3zZvj2Czz9P4ocfUiWXjepDQUENkZE36vUy2OPubkp4uCXh\n4VaMH+/EwoW+WFnJ+f33PKqrRZKSKm8+qkhKqjSoMqcxaNNGQUCAgvXrGzcTRCbT9De1bGlOSIg5\nrVtb3nquqVETG1tOXFw5MTEl/PRTNmfPllFWpl24tLHw9jZn2jRfHnjAme7dD3PlShmG3GqUShmr\nVrXlgw+SOXHCOGHUJ55w5Ouv9TfZ1SXaNc3B2r1XJycTg4pjwLDQVmRkBz79NFlrP83u3XkcPBjB\njBn6Cw6WLk0iKqoPs2fHUlOjfV2VltawYMF53nsvnMcf1636oQ/3JZF88MHZBmcZ34np0wMZM0aa\n1MKDDzoSGandTZbLBcLCrPVKPECdR2LYRZmdXSPJMjt+vIRnntHvaVRWqlmxIoenn3bnvfd0D/Bq\nCLW1IqNGneHEia6cPFmksyS6IXzxRTL79+cyb14r3norgAULElm6NIWKiqYflJGRUU1GRvVtTWmO\njiYEB1sQHGyBn58ZHTta4ednRosWZqhUkJRUS1JSDUlJNVy5Uk1enpr8fBX5+WoKCjTPlZXGSV+0\nb2/KvHnN6NXLjPT0Wp1EoiEJOV5eJnh6KvD0NLn5uu7ZCzc3U+Liyikr+4M01qzJJS6unJycP69j\n3t/fkpkz/Rk2zJVFi5KIiDhIWZnh/88ffgglJ6eaL7/UrjGlCz4+SgYMsOOZZ/QbOMHB5qSkVOlN\n5Ds6Gu6R5OXVSO7Av3y5jLAwG61EkpRUTmWlmpAQK+LidN9jrlwpIT6+hCFD3NmwQfd3+NVXF3n1\n1daEhdlzTvvAWL24L4nkl1+uArobc3r0cKKyUs2JE/qT7DIZ9OvnwCuvaB9WEBhoyfbtuVoVOOvD\nmNBWTk4tHTvqDwXFxJTy3Xe6O1zrsHRpNtu3t2Lu3GSjVHizs6sZOfIsv/8eTteux0hMNMyyjo0t\n4eGHYwgPt2XWrABmzvRn4cIkvvrqmsEVOoYiN7eW6OhioqPvXpT29ib4+bnRooUCPz8F/v6mDB1q\nir29HHt72a1ntRry8+sIRkVBgfqWzLhKpRFqVKm4+Sxiby/jkUcskMsF5HKQyQQcHeVs2OCElZWA\npaWAlZUMKyvZrdenT1fh768gLa2WtLRaUlM1z6dPV5GWVkNqajYZGdVUV/91KsohIda89ZY/AwY4\n8cUXyfj776Ow0DgCe/ddf/z9Lejd+ziiaNzYgylT3Fi27Abl5foNr65dbTl4UL/xZ0xoq6hIK2cV\n4wAAIABJREFURefO0opSzp0rpm9f3Y3Cu3bl8sADjsTFaR/KV4fvvkti5EhPvURSUaFi9uzTvPxy\nCJMmSTrVBnFfEomUMMnEib789FOypM/r0MGWjIwqMjK0x1vbtrVGrZa2mEURg8NJGRk1eHjoTxxr\nbipqfHyUeuPDsbHlpKZWMmiQA1u3GhfqOHaskPfeS2DDhnZ06XLM4LJQgNOni3j00ZOEhFgza1YA\nSUn9+OKLZBYvTtZbAXcvkJ9fS35+FSdP6v7+LCwEmjW7nVzMzBSYmFCPLDSvZTKN+m9+vhonJ/mt\nEGlZmcgvv5RRWlpDWZmasjI1paXizWc15eWiznAq6M8B3Cu0a2fL228H0LVrMxYuTOK55843ygAY\nM8adp57yICLi6E3v23AiMTeXMXGiM506STOve/a00dv1Dppw25Urhq3Zigo1CoUgSbjx/PkSndMO\nQUMkkyd7sXCh/mOvX5/KokVt8fQ0Jy1Nd85rxYoE5s5tr/9DdeC+JBJ9sLIyYfhwD2bMkHaxPfCA\no85hWABt2lhz4YLuGSR18PEx49w5w9SDS0vV1NaK2NrKKSrSvVjXrs2jUycrSYnG775LZ/JkD6OJ\nBDSzoSMibPnoo0BeffWy0TNG4uJKGDPmNIGBlsyY4U9iooZQtm7N5uzZ4r/F7JL6KC8XKS+vJf22\ngQa6Y+Jz5hTh62vCRx81Y8QICwoL1WzaVM4/RbTR0lJOjx4OTJ3qQ1iYDQsWJDJu3JlGhyS7d2/G\nwoVB9O0bY1Bl150YM8aVo0dLSE6WRrA9e9owe7Z+7a7gYDNiYw0vQiguVmFjI9dbNhwXV4q/vyUK\nhUBNTcPX+b59efz8cxuUSpne0H1VlZrffktj/HgfPvpIx9hHNF3xn36qa26KftyXVVv68PjjXkRH\n53DjhrSLTQqRhIZac/68NCKxsZFTUmL4wktPr8HDQ3/yLimpkgEDpFVirF2bjUIh4O2tuyNeHyZP\njiUgwJLly9s0Wh/rypUynn76HB06RFNermLZsrbk5T1IZGQEb77pT5cuzVAo/rkaXMnJtYwenUPr\n1um89JJhkh9/NhwdTRk+3JVPPw0mJqYHWVkP8PLLPvz+exYtWuxj8eLkRpNIixYWrFvXjvHjzxMX\n1zj156lTvfjiC2nNjr6+SmQygcRE/Z6Gp6cpaWmGk31xsQpbW/2eVVWVmuTkclq10l5xWVRUS2xs\nCd26SWsm/umnZCZO9JW07Tff6CYbffhXEokhYS1raznm5nKio3XnUtq0kU4k1taGqYjWIT29WhKR\n7N9fRJ8+0hqNysvVnDtXymuvGdcoWIeaGpFHHjmNlZUJa9a0bZIb/bVrFSxYkEhoaBT+/vv47rvr\nuLoq+fLLUPLyBrJ7d2feeSeAnj0dUCr/eZfylSu17N6t/Sbm5ta0o5GloHlzc8aO9eCbb9oQF9eb\nhIS+PPusN7m51bz6ahyOjjsZPDiGpUtTmqTSzs7OhK1b2/Pee1f1Gmv60L27HebmMkmhKoCePW2J\njtZfrg/g6akgLc1wT6moqFayTty5cyWEhenOqezalcuAAdLmr584kU9NjZquXfUTT1lZ40LI92lo\nqwZto279/W0IDLRi27Z4QH+opFcvFwoLy6ms1H6R29mZYmtrwvXr9WMc2hN41tYBlJRk0fB0O+1E\nkZHhgLt7EaDbFY+LA2vrVnh5FZOaqs8dr+Hzz8uIixvI3LmnyMmRGnO/+8KrqoIRI/ayZk131q9v\nzeOPH5RUPScFubkmbNpUyKZNmgozW1sF3bo50quXE/Pnt6SqSkXLltakp1eQkVFBRkblzWcFGRlV\npKdXk5FRRW5ujZ6cg/a/797ij+P17m3BwoUuhIQoMTW9czTynZBmJVtYyHB3V+LuboqbmxJ3dwvc\n3c3veJiRklLOxYvFHDyYw7ffxnPuXOEdub+m+17c3c357bce/PzzVb799mIDWxh2e5o6NZAvv4xH\nFPWX4AP07OlBdHQ6oH97T88Q0tKSaDgnpf1/UFQUgI1NPtBQVePt3+W5c9mEhZnx66/ajdbdu5NZ\nvDicmTOlGa3LlsXz1FMeHDnSkOHcdOHU+5RItGP8eH+WL0+QPLWsXz9X9u7VfaGFhtoRG1so8QYF\nNjYKvdItDSE9vVKy/POBA7n06ePEL7/oj/9mZVWybl0aL70UwOzZDc+Fl4qaGjUjRx5kxYpubNrU\ni0ceiaaysukrsIqKaoiMzCQyUhPGkMkEnJ2VeHj8cWP08DCnc2cb3N1NcXdX4uGh5Ny5UsLDrSgt\nVVFSotLyXEtmpikKhYzKSvWtcblVVXWjc+u/p6amRlOZpVaLqFTym6//qNyqey2KInK57GYCXnPO\nf7yWMXSoFePG2dKihSnm5hoP68EHLW9NWlQqZbdNXxRFcHS0xMpKjrW1/Lbn+q8tLTXnlJWlIdPM\nzGoyMgrIyKjgzJlCMjPryLdCUtVhUyA01I6tW3uzZMkVPv64IRIxDN7eFtjaKvj552RuH7qqHT17\nOvLZZ/pLhJVKGTY2JgYYWX+guLgGW1tpvSRnz+YzerSPzm2OH88lN7cSBwcleXn6z2f58gRiY0cw\nbdrRe1JaX4d/FZEIAowd68/w4bpnstdH//6uTJx4VOc2bdrYceGCdCkJa2sTSkqMIZIKWrWSVk64\nf3+OZCIBWLDgMseO9efjjy9LatDUhdpakTFjDrNsWRe2bu3N0KEHjKrmMgRqtUhWViVZWZWcOlVf\nl+n2nhoTE+Gum661tcldN2NQ4uAgx8zMBKVSuOtmXvdeTY1Is2byetVZghaiELh6tRp/f9N6pcF/\nEI0giAQGKu8axfvKK/b1Zr/fTmr5+SqKimpJT6+6iwjvJMi7e5CkWe33ApqRDd146aWTrF3bNCOW\nZ80K5tSpgptEqP/G7e5uRrNmCi5e1F/66+FhTnp6pWRDsT6KimqwsZFGJJcuFfPgg246t6mtFamp\nUdO7txvr11/T+5mZmeUcPXqDESN8WbHCcKkZqfhXEUnPnm6UltYQGytNAM7FRWPZnj6te/vQUDvO\nn5dOJBqPxPCbdXJyGS1bSieSGTNaSv7sxMRS9u7NZvJkPxYuNFyu+06oVCJPPnmU77+PYPv2vjz0\n0P5GE1RToLZWpKBAylwJ4+RjjF9StZiYwJgxtnzwgRO2tjKsreU8/HCqHn2nv44QjMHTT7fggw/C\nGDEimsOHDWti1QYfH0tGjPAkMDBS8j6dO9vz228ZkshBSgmtNuTkVGFuLi3XlZpajo2NAltbBUVF\n2g3Nffsy6dvXXRKRACxbdpXnngu6p0Tyz8tQNgLjx/vz66/Sv8y+fd2Jirqhtz/Ey8uC8+elq5Ma\n75FU0ru3tIqN+PhSTE1lBulZzZ9/mVdfbdlkCrpqtcikScc4ejSHvXv70bWrfinsfzNqa+GXX4rw\n9k7g2Wez2Ly5ROec8X8a5s4NY+bMEHr12t1kJAIab+TrrxPIz5eeDB861I1z56Qm2rUTSd++TnrX\ni7W1dOPi8uViWrXSPW5h374M+vZ1l/yZW7akoFKJeHnpbtJuDP41RGJmJmfECB9WrpSm9AvQr587\ne/fq1+uJiHDkyhVpyS+ZTCAhodSoUE9SUhl+ftIvhv37c+jVS/rckTNnCoiLK2Ls2MZVcNWHKMKM\nGWeZP/8i69Z1Z9Gi9lha/qscYYOhVsPq1cUMG5Z2XxCJqamM5cu70q+fC1267JS8VqTA19eS4cM9\n+Owz6V60IMCgQS5ERupf26ApgT53ruGIw4YNnbGw0O5xVFSoJHskoAlvtWqlu+Ly3Lk8nJzMcHOT\nZiRWVam4fr2UJ57QLy9vLP41RDJkSHNOnswlM1O6jIcUInFwUCKTwY0b0rpelUoZAQGGTSesQ0lJ\nLeXlKlxcpKnXbtuWyUMP6Y653omPPrrEkCHuTT4rfcOGVFq33oadnSnnzw+mXz9pJYz/4Z+NPn1c\nWLOmOzKZQN++e8nNbdpO/FmzgvnqqwS9U1Dro337ZuTkVHP9urR7QViYLfn5d0cQBEHT3KwrTF1R\nocLMTDqRXLxYpNcjEUU4cCCTPn2kr+3lyxMYO1aadJIx+NcQyfjxAfz6q/75JHXw87PG1FTG5cu6\nk3FBQTZ6t6kPpVJmlCx2HRITy2jRQppXsmvXDQYMcDYoVBUVlYOVlYmk4TiGoqCgmqeeOsqLL57k\nhx86s3RphOSKlv/wz0JYWDO2b+/Dd99FsGrVdcaMOdzk1Xt+fpYMG+bBwoXxBu330EOukr0RAH9/\nKxIS7m6UtLY2oby8Vmfo23CPRD+RgOHhrUOHsrC1VRAaai95H0PwryASR0czevRwYcOGa5L36dLF\nmeXL9edTgoJsiI+XTiRmZnKqqoxfUElJZXqH1tQhN7eaCxeKJOdV6vD66+d4992Qe3aT37Ejg9DQ\nrVRXq4mNfZghQ3SPBr0fIQjw6KNW7NnjgaXlP7dL/074+lqxfHlXtm/vw+bNaQQHb22yyqw7MWtW\nMEuWXDVYIHLwYOlhLdCoGick3C1pZGur0Hts44hEfzPx/v2ZBhGJKMKKFYmMG3dvvJJ/BZGMGuXH\ntm2pBnVvPvCAJ1ev6ieIli0N80jMzOSN9kgMyZNs3pzJ0KGGhbfOny9ky5YM3nqrlaGnJxklJbW8\n+OIJxo49zEcfteX333vy/PMBuLo2Tqrln4Dhwy25etWbn35yoUcPc+zs/vwO9qaGo6OSRYvac+LE\nQOLjiwkI2MzXX1/VOQ+jMWjZ0hofH0sWLTKswtDZWUlgoBWHD0uTprG0lGNnpyA9/e5ku77qKtDo\nWBlCJImJpXh4WOgNh126VIiZmRwfH+lh8hUrEhgzpgUyWdMbLv+KrGenTk4sW2bYBdezpysffnhW\n73ZBQTb88IP0BL4mtGW8R5KYWEq/fs6St9+yJYtdu7oxdaphwwbeeecCsbED+frrRK5dM0xg0hBE\nR98gLCySoUM9efRRLz78MIy4uCI2bEhl48bUe3psXZDLNdLhLi5ynJxMcHCQY2kpYGkpw9KyTupd\nduu9up8zM1W0aKFAEEAQhJvP3OonadvW7LZeEZVKZOVKV4qKam/1iNQ1Ota9Li7WSNXn5qrIza0l\nL0/zOj9fheretufohCBAYKANI0d68/LLgaxYcY1WrbYY1bhnKJYsac/mzRkGeyMPPujC3r05WoUR\n70SLFlYkJZU1WCasIRLdxqmhHolKJbJ5cxr+/lbExuquKtu9O51evdy4dk1ayP7ixUJyciro2dOV\nAwek6ZFJxX1PJD4+Vgwc6MnTT0dL3qd5cyssLEyIjy8CdHeSGxPaagyRJCWV8eyz0j2Sy5dLqKxU\n07atLWfPSit3BE23+6JFV5g3rw2jR+tuyGwsVCqRjRs1xGFqKqNvX1dGjPBixowQ0tLK2bAhlQ0b\nMrh0ybhpeXWQycDRUYGrqymurqY0a2aCt7cZLi6an11c6h4K7OwU5OeryM6uJTu7ltxcFRUVIqWl\n6lty77m5qluv62Tfy8oEBEHTda55aJoO634eNMiCoUOtCA01vdXQ+M03RZSU1NxqdDQzk9V7LWBv\nLyMw0BRHRzkODvJbz82aySkp8Sc3t4bc3BrOni1FFCE1tYqUlEpSU6tITa0iPb1K8o1TF5yclERE\nuNCpkwMREY507GhPYWENP/+cRKdOO0lObpzgolSMGuWFo6OSL7+UnvOsQ1OFtQDs7PR7JOXlKoPG\nUUNdQY6NXiI5fvwG3bu78vPP0r+H5cs14a3/iMRAjBrlx/r11wySIO/Rw5XoaP0Xm4mJDAsLExIT\npS8gTY7EeHf/6tVSg6UONm/OZMgQN4OIBODTT+OJjx9M584OHDv256jUVler2bEjgx07MnjhhRi6\nd3dixAgvdu3qxenTBbi7m1NWpqleKy+vpaxM81xerrr1fmFhNV5eFri6muHqaourqylubqY4Oioo\nKKglK6uarKxqLl0qp7paTUZGNadPl5KdXX3rkZtrb2Tpre4ldfp0FR98UEDbtkrmz3egf38L9u8v\nJyvLcCteJgM7uzwcHBQ4OmoePj5meHkpCQtzxMtLiZeXEldXU/Lyam4Ry4ULpSiVzlRWqqmsVN18\nqKmoUNX7WYVaLRIaakdEhAMREfY0a2bKiRN5HD+exxdfxBMTkye5WrGpYG1twieftGXkyCMGjxVQ\nKmW0bGnNtGnnJe/j72/F1asNr28poa2aGrXkzvY6JCaWSsqDHjqUzUsvhRj02atWJbJ58wCUSjlV\nVf9pbUnGqFF+vPLKcYP26dHDhYMH9ROJn58lFRUqg+LAjQ1tZWVVER5uh5OTUnIIYcuWTD75JJS5\nc/UJAN6OigoVs2ZdYOHCdnTpskfv9kFBNjzxhA/vvit9oeqCSiUSFXWDqKgbTJ9+Dh8fSxwclFhY\nyLG0NMHCQo6FhQmWln88awoERMrLVRw5kkdmZukt4rhxo0ayxtq9xtmzVTz4YAYODjLy8owzLDQT\nGmvJz6/l6lXtnddyuYCrq+ktYrG0lOPqWouZmQx7e1PMzeWYmdU9ZJiZaRSvr10ro7ZWZMeOTObM\niSU+vgRR/GvVCd57rzW7dmVx9Kjhhs3AgS4UFtZIHh8BEBBgxYkTDTcbm5gIenti1GrR4JxEQkIJ\nYWH6x0DExhbg6mqOk5MZOTnSCD0zs5ySkhoGDfJk06am63T/S4hEEITHgfeAIKCjKIqnb77vA1wC\n6u54R0VRnHLzd+2BZYAZECmK4jR9xwkMtMXFxVwSKdRHz55ufPON/puun581SUmGufMmJrJGS4XE\nxhYTEmLNgQPSFsShQ3nk5FTRvLk5KSmGST0sX36Nxx7z5IknmrNqlW7druzsSgYMcMXT04Jnnz3e\npIOoRFEjEZOcbGjOxFipkz8HxpKIIVCpRNLTNSGuY8fq3v1nSasAtG5ty7hx3oSE7DBq/9GjPVm9\n2rA58F5e5ixbdq3B3/n4WNzKdWmDSiUilxtGJImJpYwY4aV3O7Va5MiRG3Tr5sKmTdIr49asSWLk\nSL8mJZK/qmrrAvAI0FDiIkEUxXY3H1Pqvf81MEkUxQAgQBCEgfoOMmqUH+vWJUsegQvc7Bg15/x5\n/bPc/fysDCYSuZxGS5DExRUTEiJt3ghoLuaUlApGj9Z/cd4JUYT33otj0aJ2epWHCwqq6d9/Lx4e\n5qxb1+MfOSPkP/x98dVX7Zk9O9aopkYLCzmDBrmyfn26/o3roXNney5daniNu7iY6fVujCGShIQS\nWrSQpql36FAW3bsb1ty7YcM1Bg3yxNy86fyIv2Sli6J4WRRFyWVUgiC4AdaiKMbcfOsXYLi+/UaP\n9mP16iSDzq1bNxcOH86WRD7GEIkgCAYRW0OIiyumdWvpRAKwfHkK48cbTiSgkU758sur/PBDR73b\nlperGDo0ipoaNdu29cHK6r6Pnv6HPwETJvigVMpYutSw9VyHIUPcOHIkj7w86R3wzZtr8nHaNLyc\nnZVkZzc9kaSklOHubo5Cof/2fOhQNt27G+Z15+RUcuJELoMHNzdoP13Qe6aCIOwTBOGhO977rsnO\n4G74CoJwRhCEA4IgdL/5ngdQ3ydNv/meVrRu3QwLCxOOHWtoeJR2dOvmwr59GZK29fOzIjHRMN0g\nmQyj5KjrQxPaMoxIDh/Ow8rKhDZt9HfNNoSPPrqEvb2S55/X3/FeXa3miScOk5BQwr59/XFwkCbp\n8m+Bq6ucRYscCQ01/atP5U+HXC7wxhvBODlJvyY8PMwZPbo5L7xwymgjzJiwVmioLRcuaK8UdHFR\n3hOPpLZWJC2tHB8f/dWZMTE5hIRo7nWGYM2aJEaNarrmRCkeiS/wpiAI79Z7T69pKgjCbkEQLjTw\nGKJjtwzASxTFdsCrwEpBEKT5eLdhK/b2O5k8+f8Aw+QTunRx4fRpaYm8v84jKTHYI9F0tqYybpxx\nXkltrciECceYOzdUUkWJWi3y/PMx7N6dycGDA/D0lK5CfL/CxkbG/PkOJCb6MGWKHe3b3//Nl/XR\nvLkl+/f354EHXCUnoOVygVWrunDoUI7ecQ7aYGuroE8fJzZtkmYg1iE01IYLF7RXOrq4KMnO1p3k\nVqkMT7aD9PBWVZWKbdtSad/eMPWKjRuvYW6eiEIRCWy9+TAeUmisEOgLLBYEYQswXsoHi6I4wNCT\nEUWxGqi++fq0IAiJQAAaD8Sz3qaeN9/Tgn58993TjB27B82IS2llbgqFjLZt7Tl5MlPSPn5+liQl\nSf98AJnM7mblizZPRv+/JCcHamvVuLnVkJlZlzzXn8BfsSKW3bsHMWPGQaPI7PLlEv73v9MsW9ae\nXr22SfqMWbOOkZ9fxr59fXniiX2cOmVY4cMfMLZAwTCP9A8clrSVk5MFfn52uLpa4uxsdXPglRyl\n0uS258ceC8bVVUPAJiYyampUPPZYMY6O1ygqqqS4uJbi4qqbj2qKiirJzCyVUBFomEHReBgXqnzs\nsUCWLOnKJ59c4JNPzkv2yufM6UBFRRUffRSjf2MtGD48gH370iku1nct3P63hYZasHNnOtrGZmtC\nW7mAdvFHtdoMuVyN9vXeME6cyMbDQw40VBxz+/0mLa2Y7t2dOHgwVfLn5+fXIJd3Z8SI51mzps7Y\nlj7P5U5IuipEzZ1viiAITwEHAf21adJxi64FQXAECkRRVAmC4IeGRJJEUSwUBKFYEIQIIAYNmS3W\n9oEhIQ6Ymck5dcqwmQdhYQ4kJBRRWqqfGBwdzaiuVhs8MlfjkRi0S4OIjS2gdetm9YhEPy5dKiQr\nq4Levd0kh+/uxOLFcQwb5s1rr4WyYIG0Mt9PP73A5cuFbN36IKtXJzB7doxR81j+CigUMnx97WjR\nohl+fs3w87Or92hGVVUtSUmFnDiRiUIho6qqhqoqFVVVtVRVqSgoqKCqSkVsrCbv5uJiiUz2R9e7\ni4slgYEO2NiYYWOjxMbGFBsbJba2SuzszMjIKOHChRxiY3OIjb1BbGwOiYkFTVoRdy9hYWHC4sXd\n6dnTnYce2snJk7mS9x0wwIOnngogPHxTo8LBXbu6SNLNuxOhoc345JOGR08rlXIsLOQUFurOudTW\nqg1SHK9DWVktgYF2kraNibnBE08EGHyMtWuvMGpUy3pEYjykEMk3dS9EUVwmCMIF4MXGHFQQhEfQ\nEIEjsE0QhDOiKA4CegFzBEGoAdTAc6Io1g0CmIKm/NccTfmv1hrARx8NYMMGw5NynTu7cOyYtLJI\nb28r9u83vDtUkyNp/E3g2LEcwsKasXu3YYSwfHkC48b5G00koggTJ0Zz4sQwtm9PlTxtctu2VEJC\n1vPxxx24eHE006cfZv164xKn9xKmpjIiIlzp3bsNvXt74+JiiampnKSkApKSCklKKuTw4VSSkgpJ\nTi6kqOjOGHnDntOiRZq62/BwN+bM6c3gwQHs3ZvMZ5/VqQbcvRQVChmBgQ60bu1E69ZOTJjQhtat\nnXBzsyI+Po8LF25w/Hg+J07c4OTJ7Ebn3poa7do5smrVAI4ezSI8fJMkA60Obm4W/PxzL8aM2c+N\nG8ZNJwTw9bXmkUe8efllw9QZFAoZ/v7WXLrUcGjLyUkpqRlTJpPh7m54WDclpZSwMGlKvceP32DR\nom4GH2PTpgQmTWqNpaWCsrLGGXZ6iUQUxW/v+PkU8HRjDiqK4kZgYwPvrwfWa9nnFBAq5fNHjAjg\nxRcPGXxenTu7sGePtIScj49Vg9IHHTo44uJizrZtDbuZajUGLShtiIsrZOhQw/Mdq1cn8sYboZib\ny7V2yD//fCtyciq0jvK8fr2UF144zK+/9qZfv0jy86WVY+bnV/HMMwfo3t2Nb77pydNPBzF16kGS\nk5tu0JGhUCrlRES40Lu3J716udOpkwsXLxZw4EASn3xyjEOHUikpkV7pow+nT2cyZMgqvL1tGyCh\n21FToyYuLoe4uBzWrPnjfUtLBa1aOdK6tRPe3s78+GM/nJ3N2bEjhcjIa+zalUJBwb3Xu9IGhULG\nSy+1ZsaMcKZNO8yqVVeRMke9DjKZwIoVvfnmm0s6pTxMTATmzu3Au++eorq6YTd/8uSW/PprgsGK\n24GBNpw5k6+1edjFxZzoaP1Gp4mJYJT3eP16Kc2bSxNkvH69BJlMwNPTkrQ06X1WhYVVlJfXMHCg\nD+vXGy43Ux/3ZaG/i4sFR48a3nBliEfi5WXV4D+tRw9X+vXTLu8sCGBt3fhqnZMn8+jQwbAEG0BW\nVgVHj95g9Gjt1VdxcQV89llnnWJz69dfY+fONDZu7G9wX8yhQ5m0a7eOqKgMYmIeZcaMdpJKHZsK\noaEO/N//hfPTT/3JzX2GBQu6Y2lpwiefnMHd/UciItby5pv72L49sUlJpD6uXy+isNA4eZGyshpO\nnsxk2bLzzJkTQ2joSjp2XMvRo5mMHduSa9ee4uDBR5k5swNhYYZfI8YiMNCOjz/uQmrqePz8bOjU\naf1NEjEM77zTDrVa5H//0y2aOnVqCG3b2mslEYVCxsSJgXz7rWGKDgAdOzpy7Zr2QhofHytJA6vk\ncsEoNYWUFOlEAprwVkSE4c23GzcmMHx446u37ksi2bgxweBksqOjGQ4OZsTHNzxS8054elqSmno3\nkdjZmeqMm9bUqFEoGi/jfOVKEQ4OSqNKa5cujeell4K1/v7gwSyOHr3Bm2+G6fycmTNPcONGJd9/\n38Pgc6ipUfPxx2fp0GE93bq5cvbs44wZE4C9fdOXCltZKRg2zI9vv+1DaupENm16CE9PK1atiq9H\nHEfYvv36PyZ3cydSUkr45ptYhg7dirPz98ydewIXF3N++20QaWkTWbKkFxMmBOHtbUQRpA6YmckZ\nNy6QqKhhREUNQ60W6d59E1OnHuLaNcM9zQED3HnyyQDGjj2gcw07O5vz1lthTJ9+TOs2w4d7c+lS\nIVeuGKYxB9CpkyPHj2vPsXp7W5GSot/6NzGRGeWRZGSU4+xsJnlS6fHj2UYRye+/JzJ2bsVHAAAg\nAElEQVR4sG+jDbn7kkg2bDDcCmrb1oHIyBTJcWYvr4bdSDs7pQQiafzXLopw+rRxXsmuXWlYWSno\n0kW7HP0bbxxn6tRgnVaRKMKECQcIDLRl9ux2Bp8HaNzyIUO2M23aYUaN8icpaSzHj49g7txO9Ojh\nhomJcd9Vy5bNeOWVtuzePZyMjKd58cVQLl0qoF+/jbRo8QsvvxzNrl2p/1ji0IWqKhW7dqUwffpB\nAgJ+pVevDVy4kMfgwT4cO/Y4yclP8tNP/XnyySB8fIyr+mrTxoHFi7uTljaBMWMCWLToPF5evzJj\nxjESEgy/cYMmKb5iRR+eeGIf2dm68yIffNCBX35JuKnQ3TCeey5IktRRQ4iIcCImRnthQPPmlly/\nrr/0X+ORGF5do1KJZGVV4OEhTen7+PEbdOokfbxEHTIzy4iPz6d3b+PaAupwX7YdHziQBhhm2Xbt\n6maQBaXLI9EVn24qIgE4cSKXDh0cbpYoSocowpIlF5k6NZijRxsuiUxNLWPx4jgWLOjEqFH7tH5W\nRYWKYcN2c+zYUBITS1ixwjj9nj170tizJw2FQkaXLi48+GBzPvusKwEBthw4kMGuXdfZuTOFxMQi\n5HIBd3dLmje3rvewuvXaw8OK3NwKDhxI54svzjF8eFqjk4n/ZCQmFpGYWMQ332gqkFq2bEbv3h4M\nHOjNvHldqapSERWVwaFDGchkdeXLGhFHzbNJvZ9NcHIyJyTEnh9+uER4+DpSUhovH9+unQMbN/Zn\n3LgDOj0BgPbtHXnoIS+CgtZp3SYgwIbWre3ZuPGawediZiYnKMiWM2e0yyR5e1tJzJEY55HAH+Et\nKYR14sQNwsMdkcsNz8ls3JjAI4/4s3u3UacJ3KdEYowFEB7uyK+/Sh9+pd0j0R3aqq0Vjbay78SJ\nE7mMG2fcbPVly67y7rvhuLqak5XVsPW3YMF5Ll58jF693IiK0p70zM6u4OGHd7Fv32CuXy/h0CHj\nBQFratRER2cSHZ3JrFnHcXQ0o39/Tx54wINZszoQG5tP794eZGeXk5JSQkpKKSkpJcTF5bN9+/Vb\nPxcW/nXJZoBmzcyIiPCkSxdPFAoZJiZyLl/O5fLlXOLjc8nLu/07d3S0YOjQAJ58sg0nTmTw+ut7\n79m5xccXEB9fwLffaoglMNCO3r09cHOzwN3diqoqFZWVmvLl8vJaCgqqbr6noqpK5PLlQk6dyml0\nY20dWrWyY9u2B3nuuUPs2qXbKBIEWLy4C7NmndRZev/ss0EsW3bFqAmN7drZc/Fioc4EffPmlpII\n1FiPBAxLuBcVVbNjRypBQXbExRnWuLlxYwJRUSOZMkX/ttpwXxKJMQgPd+KVV6Q1ocnlAi4u5mRk\nGJsjaRoiOXkyj0WLOhm1b1FRNWvWJDF5chBz555pcJuKChVvvBHD5593pn37TTotnbi4AsaNO8C6\ndf3o0WMrCQmNG0JVh9zcSlavTmD1ak2Iwt5eSXFxjdGL815AJhMICXGiSxcPunRxp3NnT9zdrTlx\nIp1jx9KJi8vBy8uWHj2aM3lyOEFBjtTWqklIyMPZ2QoLCwX29uZUVdViba0kLs6w/qfG4sqVQq5c\nkZYbbOpbhp+fNbt2DeL1149LUrAdO9YfhUKmc+KpUilj7Fh/unffYtQ5RUQ46fWKvL0tuX5dSo7E\nuKotgMTEEtzddQul1kdtrZr27Z0NJpKEhELy8xs3V+Y/IgGcnMyxtlZILkN1dTUnN7eywWqMPytH\nAnDtWimZmRW4uZmTmWl4YnPJkovs2DGQjz46q7Wy5LffknnxxWAmTw7im28u6fy83bvTef3146xb\n14/x4w9I7jExBFJLjf8MdOvmyXPPtWPYsJZkZJRw7Fg6R4+msnDhMWJjb+hJFlsSEuLEK6905oEH\nWmBiIsPUVElVVS2xsX8ukfxV8PCwYM+ewbz//mlWrtQ/rtrKSsG8eR159NE9OnOZEyYEsH9/BklJ\nxpWVd+rkyI4d2j0jzSwcE0kzQFQq0aiiA4CCgiq8vaVXbp05k0u7do788ovhDYb/lf82Adq1c+T0\naekdt66u5uzd23BDn8Yj+XNyJKCp7jBU/bMOsbEFXL1azCOP+OjcburUw0ye3BIvL/2JvxUrEpk3\n7xx79w6md283o87rn4DXXovgt98eZdeuZHx9l9Cq1bdMnLiV7747xfnz+tWjb9woY//+awwduhoP\nj8/YtSuJiopaTExkvPVWVyZPboepqfRZ3/80ODmZsWfPYL788iJLl0q78b33Xjt++eWqTm9BLhd4\n880wvvpKt9GjC506OepNtEup2AKwtTXFwcE4TbWsrHLc3KQ3M545k0vbtg5GHWvr1sY1B/9HJGjy\nI6dPS7cCPTwssbNrOJmfkFCsM3ZbXa2SlDyTiqiobHr2NH5408cfn2PixECd28TFFbJ2bRK//NJb\nkgCdZnDOPlav7svo0X5Gn9vfETY2Stavf5SRI4OJiPiJ5ctjyc83vvMaIC+vgkGDVjNt2k6Ki6t5\n/vkdDBsWSHLyi7z+eucm6Tv6O8HPz5rFi7uwenUSn312QdI+Awd68thjvsyfr1uW5/HHfcnIKOfw\nYePydI6OZiQmluisBvPxseLECWmGp4WFCeXlxunEZWZW4OoqPbSlIRLj+oZOnWrcoLP/iARNfsQQ\nj8TZ2VxreWKPHq46K4QqKlS0aSNN+kAKoqOz6NXLsME29bFjRxpeXpY8+KCnzu0WLLiATAavvtpa\n0udGRWXSr18k8+d34vXXJQkS/O3Rpo0zJ08+TWZmKT16/EJKStPkgeqwdOlZ7O0/ZevWqzz88BoG\nDVpNeLgrSUkvMmtWN6ys/vmE8vDDzTl6dCgHD2YxZ85pSfs4Oprxww89ePLJaIqKdDeIzpzZlo8+\n0t3IqAu9e7tQXa3WGToLCrKVHGJtDJEY6pHk5VVSUlKDr6/hvUKNldf5j0gw3CNxcTFvUP+nrnlI\nVydrWVktlpbSU1N2dqY6m5LOnMmneXNLoxv5RBHmzj3Lu+/q7gNRq0UmTIjijTfaSCbCuLgCunbd\nzIQJAXz+eRej5LT/LnjyyTbs2TOGd9+NZurUnVRXGya5YQzOn7/BmDGbiIj4CTs7M86cmUTHjtpV\nE/7OkMkE/ve/DixZ0pVhw3YbFHr6/vse/Pprgs7KQYCHHvJCrRbZvt2wuSP10aePG/v361aobtnS\nlvh4aUZE4zyScoM8kv9n77zDorjaNv4bem8WiqKAghUbChZQbFhi7yWxRhM1YolJNCYxiRqjfsZo\niomxxdh7byh2sSEWVFSaNAFFkSKd+f5YMUS3zOxCkjd6X9dcu+zOmRl2d85znnbfAFevPqJx40pa\nnU8XvPaGxNLSkMjIDO7dk95EZW+v3COR8qPJyirAwkI679CxY51o3Fh13LOoSCQk5CF+ftp7Jdu2\nxWBtbUTHjmq1wrh/P4upUy+wfr2/JHoIgMTEZ/j57cPT05bNm9tJHvdvgYmJAcuXd2X69Bb4+69j\n48abf/s1REen89FHx5g+/Tj79g1g+vSW/1NGuWJFEw4f7kzz5pVo2nSXLLG5d9+tRbVq5nz+eajG\nfRXeyDVdLhV/fweNZKweHlZqQ1+loYshycgowNBQT5ZoVUnC/e/Ga29IPD0rYGNjJKsmXhdDUlLX\nLjXhfvt2OnXqqFc1PHlSt/BWcbHI7NlhzJrVROO+69dHcvNmOvPmaZbdLcHTp/l07nyIvLwiVq9u\n94/80LVB8+ZVWL++J5aWRjRrtppbt6SHP8sD27dH0LTpKrp0qUFQ0BCcnMqW7qQ84ONjT2hoPy5e\nfEhAwCFJlU4lcHe34ptvmjJkyAmN/SB+fg5UrmzCtm0xWl+rvb0pjo6mXLumvtpQ4ZFIMyTm5gY8\ne6a99yrXK3ljSP4heHraER6uuoNVGVQZElNTaasPOV7JrVtPqVtXvS7ByZPJtG6tW4XUli0xVKhg\nTLt2mkMn48adpW9fFzp0UO/BlEZ+fjFvv32Cw4fjOHDgLX74wRdr639nzN/GxphffunC9u192bLl\nNoMH7yIrq3zIG+UiPj6Dtm3Xcfz4fa5cGUWPHq7/9CWpxPjx9dizpwsTJ55h5szLshZrBgYC69b5\n8+WXV4iI0NzjMmNGQ+bPv65Tk6S/vwOnTqmvuLO0NMTa2pDERGkaI2ZmBjqxKkRFZWBvL73q6+rV\nR5JpVcoS/+E+EmmVNPXrW3PjRrKa/V81DApltCevjDEzMyUnp0DjubOy8rGwKOTJE2X7/fUruX07\nlREjaqs95uXLCXh4dMTKqoiMDO0mvOJimDPnIrNmNSQ4WH1N/5MnOYwYEcRXX/lw40YSKSnShXvW\nrLnK7t0RfPNNK27dGsgnn5xm3TrtSzU1Q15YYejQuixc6M+OHRHUrfurRqr3VyHtlnJ0tMDc3JDI\nSPm9Ngpm3DMcOxbD+vW96NSpCh9+eJzcXDn/q7a3vuZJsXXrqnz2mQ+FhcW0bLmRqKh05NDIA0yb\n5kVaWg4//6w5Id+qlSP6+iJ//HEdhYyRdvD3r8jx4/Gou9c8PCy4d+8polh6H9Wfu5mZwLNnOWqP\nqQ7Z2fnY2xu8NF71d3D/fg41a1rpNBdogzceiWdFbtyQF7KwtzdTmmw3MzOU5JEoEu7Sbqzbt59Q\np456j6SgoJgNG+7QqpVuXsmmTXdxcDDD31+zpxEcnMCBA7Hs3dtNVgwX4MmTXMaNO0avXnuYPLkJ\nJ04MoF497erfywru7rYcPTqQDz9sRq9eO/ngg8NaGBFpGDmyAVFR41m2rItOxwkJSaRRozXY2pqw\nbt1bjBrl+Y/2nrRr58yJEwNYuTKADRsi6NFj93MjIg9vv12LMWPq8c47RzTuKwiwaJEvv/9+WyWd\nvFS0bVuFEyfUU7TUqmUjmSEcFL91XbrGHz/OldWHIopw69bjv/1+eu0NSf36FQgPT5O8v76+wO3b\nj5X+OBQ5Es0rNoVHIs2QREZm4OxsgbGx+gkiMvIp3bq5SDqmKhQVicycGcL48dLKdefNC+XWrces\nX99Jq+TvpUvJeHtvYMuWOxw/3p8FC1pLNrBlBWNjfWbNasW5c0PZty+KZs3WcvGifOVLKXB0tCA4\neChLl3bC1NSQGjV0V6zOyMhnyJC9/PDDFfr1q0VMzHvMmNFcZZ9TeSAgoDpnzgzk55/bs2LFDWrX\nXs2aNTe1orFp06YKixb50r37PtLSNE/AAwa4o6cnsHGjdJ48ZXB0NKdiRROuX1c/F7i4WHL7tnQv\n0tOzgkpxLClIS5NnSABu3nxEvXp/b57ktTYkjo7mFBWJpKZKD83Y2hpTq5at0rprQ0M9EhI0Nxte\nu/YIExNpq/jCwmKiozPw8FCfcD948D5dulSXdEx12L49ChcXK4YOrSVp/zFjgrG2NmLhQvlSn6AI\n0/z88zXq119L5cqmbN78FosX++PnV6XcKpP09AT8/Kry/fft2L+/Hw0bVqJx49/5/vvLOmuhCwI4\nOVnSqlVV3nnHky++8GP16m7cuvUeSUmT8Pev/qIfxNnZivbtXTAz0914njwZT9eu2+jUaQseHrZE\nRY3l++/bUb26djTxUtC1qyvnzw9m8WJ/fvzxKnXr/s66dbe1/gxr17Zl8+bODB58mFu3NOctjY31\nmTevBdOmndHYB9G3bw26d1edT+rQoSobN97TeBwvr0qyDImNjTFPnmjvkagyJIIAP/zQTqlKa3h4\nGvXr/70eyX84R6IZ9etXJDxcXljL1tZEJU28sbE+traaVw92diZUrCh9laGo3LLlxg3VN9fNm4/R\n19ejdm1bIiK057gSRQgMPMXWrV3YtStaY6KwoKCYPn0OcO5cP6KinvLzz9I6lV9GauozRow4jIeH\nDQMH1mbp0rY4Opqza1cUO3bc4/jxeK2YXEugry/g5+dM//616NPHneTkbLZtu8uECUHcuSOv2OJl\nuLhYM3RoferUqUifPrV4+jSPmJj0F7rup0/Hs3HjLRwdzWnUyJ533vHE1NQQU1MD5szxp379SoSH\nP+TUqThOnYrj7NkErdUTw8MfMXLkQZycLAgM9CI0dDhBQbH83/9dIjRUfX+EJlSrZkmTJvZ4eVWm\nUaNKVKtmxezZ59m+XfMErAmVK5uyf393PvnkLMHB0vpAJk5swLVraZw6pZyuqDRmzmzG9OnnVL7f\nvbsrBw4ol8cujUaNKjJjxgVJ1weKhacuTNRpabm4u7+6iBRFGDjQg9mzz7+yEL55M40uXVy0Pqc2\neK0NiTb5ETs7Y5WGRCpltNy454ULKVStqpm8rcQr0cWQAJw/n8zx4wl8+mlTZs4M0bh/enoeb721\nl7Nn+xEbm8mBA7Fan/vu3XRmzz7P7NnncXOzpnfvmsya1YKNG99i//5oduyI5PDhWHJyNOeiDAz0\n8PevTr9+tejd2524uEy2bbuDn99GrZLcpWFra0L//nV45x1PatWyY/Pm2/z8cyhjxx5QG978/fcb\nTJ16lObNq9C1a03mzDmDIAh4ezvRunU1Jk1qxoYNvdiz5y4hIYmsXx+uVa4mKSmL6dNPMnduCKNH\nN2DTpu7k5BSQmppDXFzGC7p9xfNM4uMz//KZurlZ4+VlT5MmlZ9v9hQUFBEamsqVK6nMn3+Zs2cT\ndTYgoKh23LOnG+vW3eH336UJUVWoYMLHH3vRqtU2jfv6+NhjaWlIUFCc0vcNDfXo2LEaH3ygnv3b\nysqIypVNZQl3qVt4SoHCI1Fe/hsXl4mzs+UrhiQ8/BH16/+9oa3X2pBUqWIhm2NG8cNQvlo0MNCT\nZEjS0nKxs5NuSKKiMhg+vBbffae+2ergwftMmODJ4sWqKSI++6wZv/4azsOH6qtIPvnkHNevD2bl\nyptER2vu4o2JyaB37/3s3dudgIBdXL2qe89FdPRTFi0KZdGiUJycLOjZswYTJjRk5kwfHB3NEQSe\nb4LSx7CwVCwsDNm27Q4+PuuIjdVOua8ERkb6vPVWTd55x5O2batz6FAU3357jsOHo2XlA0RRkSgP\nCfkzsVvijYDid9S2bXVGjWrI3Ln+7NlzlxUrrnL6tOYV88vIzMzn++8v8/33l/HwsHsu/mVFtWo2\n+Po64exci2rVrHB2tiQrK5+QkAe0bl2FjIz850YjhSVLwrhyJZXkZGlEhXKgpyewbl0Ad++mM2uW\n9JX+F194s2nTXe7d05z4fv99T379NVyl0fP1deLOnSdKC2hKo0GDCoSHP5ZcYiwIinJhTbQu6pCW\nlqNy0Rkfn0m1apavzGGJiVmYmOhToYKJpDxTWeC1NiTe3g7s3q2Zvro0bG2NVfLsSFVDe/w4T5ZH\ncuXKQ5Ys0ZyDOHYsnj/+6Ii5uaHKkJSzswVjx9Zj7tzLao/14EE2ixaFsWiRH71775d0nRcupDBu\n3HFWr+5A374HJBkgqUhKymLZsmssW3YNU1MD7OxMEEUQRVHlY05OIc+e6XYjGRoqvJoOHVwZPboh\nV6+msG5dOCNG7CUjo3yqugoLiwkKiiEoKIYKFUx5++36LFvWBQMDPVauvMrvv98gNVX+pH737mPu\n3i0J471661eqZEqFCiY8epTLo0e6EVFKxVdfeWNnZ8zgwYckj3F3t2bwYA/q1FmncV9bW2N69XJj\n2rQzKvfp1s2F/ftjNR6rYcMKXLsmfYFkbW1MVlaBTr0t6pLtcXEKQ6IMFy4kU7u2HWfPag77lQVe\n62R77dp2suPjtraqk2dSQ1tyPZLY2EzMzAyoXFl9h2tWVgEXL6bQrp1qAsYffrjOuHGekjrrFy++\niqdnBTp0kK7nvH17FIsXX+XUqb40bFg+7nVOTiGJiVkkJWXx4EE2ycnZpKQ8IzX1GQ8f5vDoUQ5p\nablaU1NYWhrRv38d1q/vSUrKZL78sjVRUU9o1GgFHTpsYM2a6+VmRF5GWloOS5Zcon795YwYsZda\ntSoQEfEe27f3pUuXGpialt1a8OHDHCIinvwtRkRfX2D58nb4+VWhd+8Dskp3f/yxDdOnn5O02h4x\nog779sWo3bdbNxf27YvVeKxGjSpy9ar0Ck/FXKHb7yQtLYfkZOXFQHFxGTg7KzckCQlZ1K379yXc\nX1tDYmdngqGhnqxmupJxqn4citCWFI9EfknflSuPaNJEMxnbwYP36dSpmsr3w8PTuHPnCX37apbo\nzcsrYurU0yxZ0lqWPPDatRFMmnSKI0d60rr1/wbJoL29OWPGNGT//r4kJIxjxIgGnDgRR926y2nV\n6neWLw8jIUE7gaKywvnzibz77n6qV/+Rgwej6N+/DikpH3D06EA+/tibxo3tlVbxlBVq1rShXTvp\niwpVMDHRZ+vWLlSvbslbb+2VlYweM6Ye1tbGrFmjuYlVEOD99+uzbFm4yn3c3W0wNzckLEwzaatc\nj0RRsaWbIXn6tIAWLZTTHyk8EuVVeXfvPsHDQ/fycql4bUNbtWrZcueO/ISrra2xUoldUNA6SE22\ny2XrvXLlIU2aVOTQIeUJwxLs3BnN8eO9CQw8pdKlXrLkGtOne7Fpk2ZVtD17YggIqMYnn3gxd+4l\nyde7fXsUT57ksXVrF8aMCWbPHu05kEpDEOCtt9xeJInlVsQIgqKfo0YNG9zcbKhWzZJOnVypW7ci\nBw9Gs2ZNOIMG7SUzs+zzAWWFzMx8Vqy4yooVVwkMPI6/vzMdO7qwYUM37OxMOHYsjiNHYggKiiUx\nUTvtmwoVTPD2dsTHxwEfH0e8vR3IzMzn0KFYgoPl52pKYG1txO7d3UhMzGLgwEOyKvGqVrVg7twW\n+PvvkBQuatu2Krm5RZw7p7ovSGpYS19foG5d9ZWTL8PGxkiW4VGGnJxCDA31lOZfS3IkynD37hNa\ntfr7FnGvsSGRH9YCRXJQVaJaao5EmyajK1ce0b+/Zi8iOvopjx/n0qqVI6dPK4+P7tsXy/ff+9Gs\nmT2XLmkuNpg37zJXrgziwIFYSSu3EgQHJ9Clyx727etOhQomrF6tOxWKubkh77/f4HnC2BI9PYG4\nuAzi47NeGJe4uAySkrIxMtKnRg3LF0ajRg0bXF2tyczMJyoqnaiodCIi0vjqq3OcOBGnU3nxP4Ws\nrHz27Yti3z5Frs/Z2ZKOHV3o1MmVhQv9efgwh2vXUsnLKyInp/D5VkBurljqb8Xm4GBO06b2+Pg4\nULGiKZcuJXPhQjI//3yVESOSZXvvL8PR0ZxDh3pw/HgCU6acll3xtXx5O5YsuSqpxwSgd283fvpJ\nvRBWo0YV2bpVc560Vi1rjh1LJCtLOm9WlSoWZaKGmpVVgKWl4SvejbocyRuPpAzw7bd+LF0aRlKS\n6tWYth6Jg4OZSi0KURQleSSPHuUSHy9vpXjlykPmzfORtO/WrZEMGOCu0pAUF4v8+OMNAgMb8M47\nQRqPl5iYzZQpp/njj454eW0mL096p+6VKw9p02YHhw/3oFIlUxYskF6ZowxZWQV067brxd9WVkY4\nO1u+MCzVqlkSEOCCpaUhJiYGREc/ISoqnZMn44mKUvR26EKi929HfHwmq1bdYNWqGwgC1K9fidq1\n7TAzU/St/LkZYWVl9pfX4uMzOXIkltmzz3PnzuMyKe0tgbu7DYcP92D58pt8+61mSviXMWxYbRwc\nzJg/X5oYloeHDQMGuDN9uurydXt7M3r0cOO9945rPF7z5g6yuavs7c1U5jfkIDMzH0tLo1cMSUlu\nUJm3EhWVjouLFfr6gs5NtlLwnzQkH3zQiNmzz6vdp1YtOzZskL9CtrAwVLkqEUUwMtK8AklNfUbH\njs6yvuTIyKfY2RljZ6e6aqwEW7dGcvJkHyZNUh3eWrXqFtHRw3BwkPZj37DhLj17ujF3bgu1FTDK\ncO9eOq1abefw4R7Y25swbdrJMpukMjLyuXkzjZs3VSVBtUu4/xcginDjxkNu3FDmRf59t76Xlz17\n9/bis8/Os2rVLdnjHR3NWbiwFQEBuyWXWX/yiRc//nhd7aKhX7+a7N0bI4nCpEULB0JC5DV0Ku4t\n3UOkmZkKj+RlFBeLODiYU6mSKQ8e/PU8eXlFJCVl4eJirRXfmVz8I8l2QRAWCoJwWxCEa4Ig7BAE\nwbrUezMEQbgnCEKEIAgBpV73EgThxvP3lqg7/v37GRpXnTVqWGvlkShKa5VPTkVFIvr6mj/SoiKR\ntLRcKleWLqMpirB1a7QkrYF799JJSXmGr69qEsf09DzWrImQTIUCMH78CQYNcqdNG+n08SV48CCb\n1q13YGFhSHBwf1xcyo+64w3+HRAEmDSpMfPn+/H++8e1MiIAy5b58+uv4ZLzDVWrWtCrlxs//qg+\nrDVokLtkjq4WLewJCZHXcyZ1kaYJJR6JMiQnZ+PgoJw2/u7d9L8tvPVPVW0dAeqJotgQuAvMABAE\noS4wEKgLdAZ+FoQXdSjLgNGiKLoD7oIgdFZ1cE1NhoIANWrYEBkp31Kbm6v2SBSGRFrZTFJStiw9\nZoDU1Bz8/KQl0LZsUYS31OGnn64zfbqXZF2QtLRcxo49zpo1HZSukDQhPT2PceOOsXdvNBcvDmHM\nmP+GlvsbvAo3N2tOnBhA377uvPfeUa2LLfr1q4GrqxVz5kgv9Pjww8asWnVLbcWUs7MFtWvbcvSo\n5sIBa2sjqle3lJVoB3BwMNc5rwQKr1vV/Zac/Ax7e+XziCJPop45vKzwjxgSURSDRFEs8VEvACWN\nDz2BjaIoFoiiGAtEAj6CIDgClqIoXny+31qgl6rjazIkjo4WZGTkSaLZeBkWFqqb/YqKiiUbkgcP\nnuHkJE+A5syZB/j6SlNC3Lr1Hn371lBLfBgV9ZS9e2OYNKmR5Gs4cCCWw4fj+P771pLHlEZxsch3\n34XSps0Wxozx5ODBPlSpopn+5Q3+NyAIMG5cQy5cGMKuXZH4+2/VOrRSt64dP//clqFDj0juM6lQ\nwYRhw2rz3Xeq2R0ABg50Z8eOKEkFFt7elQkNfSibzbjsPJIClR5JSopqj+T69cObIesAACAASURB\nVFRJ3H9lgX9DH8ko4MDz505Aaca2BKCKktcTn7+uFFeuqNeEdnOzJiZGu65rc3PVimfFxaJkxtqk\npGzZhiQkJBlv78qSejoiI5/y4MEzjR7M3LmXmTixgSy1wg8/PIOvrxPdu7tIHvMybt9+TIsWGzlz\nJpErV97mnXfqaH2sN/h3oFo1S44c6cvw4XXx9d3E4sVXtO7qtrQ0ZMeOrnz00RlZMg+BgQ3ZujXy\nlZzByxg0yENS+Ttolx+Bsku237uXrvKeT05+hoODco8kKekZzZvrplEkFeVmSARBCHqe03h5615q\nn5lAviiKG8ry3OfPrwEOP98iX3nfzc2a6GjteJfKKrT14EE2jo7yDEl6ej6xsZk0bCitY3Xlypt0\n6KC6yx0UXsm+fbEEBjaUfB3Z2QUMGnSQFSvaU7euneRxL6OoSGTu3AsEBGxn2rSm7NzZQ1be6A3+\nPRg9uj6XLw/l6NE4WrXapFX+sTTWrOlIcHCCZBJHUEQLxo3zZMEC9VVh7u42ODmZc/KkehGrEmiT\nHzEw0MPGxqhMuK5sbIyxtVXed5acnI29vfJ5JDb2qYZcZCR/zpOHdbrGcivdEEWxo7r3BUEYAXQF\n2pd6OREo3TpbFYUnksif4a+S11X+CgoK2qLuX5NnSP5qNExNDcjOzkFZNVBRUSH6+q+OUYakpAya\nNKmsZF/1Y8+cScDXtwKhoeobEwF27brL9evD+Oab82rDeHPmhBASMoilS0MlM82GhT1g6tST7Nnz\nFt7eG3RSgbt27SHNmm3giy+as3NnD3bujGT58usvlVu+vtVX5QNtP8+/3le+vlUYPrwuTZpUpm3b\nrWqq56SXXH/ySTOcnMwYPHgfIL3UfOTI+hw9ep/oaPUezKBBNdiy5Q7FxS+X8756jYIAPj6VGT78\nAHLkch0cLLh5M03JOeQjNzcfY2Pl15eS8gwfH+Xh7tjYDKpXt0IQUFEl6fJ8K4FmRUpV+KeqtjoD\nHwE9RVEsPQPtAQYJgmAkCIIr4A5cFEUxGcgQBMHnefL9HWDXKweWCFdXa6KjtYvbmpsbqtTGzs8v\nkqybnZSUhZOT/NzAmTOJtGolrWoqMTGLCxce0KeP+qR7VFQ6+/fHEBjYWNa1rF9/m23b7rFtW3dZ\nFCrKkJ9fxGefnWXMmCM0alSJ6OjRLFzYWhJ9/hv8vdDXF+jf34Pz5wezalUAZ88m4eOzUY0RUUAK\nfUv79tWYNKkx/frtVdmvpQzW1sZ89pkPX32lWfagfftq/PGHtAqyOnUqcPJkvCzxO1Bo1GjL9fYy\n8vKKVArhqavayskpJD09D0dH9feQo6MFO3f21uka/6kcyQ+ABRAkCEKYIAg/A4iieAvYAtwCDgLj\nRfGFLR0PrADuAZGiKEqnC30J2oa2DA311P64i4pEycmtuLhMrRQAz55NwtdXOvXBypXhjB5dX+N+\nc+deIDCwMVZW0nMlAJ9+eobs7AKWLPGXNU4Vbt16zNtvH6Rx43Xo6QlcuzaMtWs706CBZp6xNyhf\nWFgYERjYmHv3RjFxYiPmzbtI7dprJMnqdu3qyrlzg9WGfp2dLVm3rgtDhx6UTe0yfXoz9uyJ0hhS\n8/d3xs7OhNBQ9XnUErRvX42HD+V729WrW3H/ftmwX+flFamU2k5Nfab2no2J0RTegocPn9Gpk4su\nl/iPVW25i6JYXRTFxs+38aXe+0YUxZqiKNYWRfFwqddDRVH0fP5eoC7nVyTb5RsSIyN9tVUeOTmF\nktlY4+MzadlSfiLs/v0MiopEatSQVta3Z08U9epVwM1NvVRvZGQ6+/dH8+678kpyi4tFhgw5gL+/\nM++/30DWWHWIj8/kww9P4ua2kvDwNA4c6Mfhw/3p0EF3OeE3kAcnJwvmzWtNTMxYWrVyYtCg/bRu\nvYXdu6M0JtMFAWbNasGvv3bgww9PqmzANTExYPv27ixaFMrx4/K4vJydLRkzxpNZszR7I2PHerJ8\nufr+ktJo186Z4GDNYeSXUb26ZZkZktzcQkxMlBuSx49z1eZaY2MzcHVVf+8XFhYTEaGbSui/oWrr\nb4WxsT5pabkqiRfVwchIX61HIseQPH6ci56egI2NPPJGgAMHYvD3V59EL0FBQTHr199m5Mh6Gved\nNescM2Z4yy4CyMzMp0eP3Xz5ZQv8/XVnhy2Np0/zWLDgEq6uv7Jhw20WL27H7t29mTPHj06dXFWW\nRf4voUuXGgwY8O+qWqtVy47RoxuweHFbbtwYiZmZId7efzBw4H4uXpRWwWRjY8zevb1o186Zpk3X\nc+6ccsoeAwM9Nm7syokTCfzf/6nXyVGGr79uybJl19RSIoGiNLhLFxfWrZPGaKGnJ9CmTVXZhg0U\nHklsbPl7JE+e5KmVpIiJeYqrq+bm32vXpHloqvDaGRJnZ0vMzAy0KkvUFNrKySmQpQ8RE6N5taAM\n584lERAgfWW+cmU4I0bU0xhKu38/k99+u8G8eb6yrykqKp0hQw6wcWNXatYs+yaogoJifv89HE/P\n1cybd57iYpHp031IShpPaOhwvv++HX37evxPVX117lyD8PCx7NrVnw8/lMajVh4wMNDD29uRqVOb\nsWNHL1JTP+DgwX60aeNMaGgKNWv+xqRJx2R58Q0aVOTy5aHcu5dO+/bbVDbmCQKsXt0JY2N9Zs6U\nR71Tcp7OnV1YsECzARo2rC579kRLZoxu3LgyiYlZWjUVlmVoKzdXdY4kN7eQoiIRMzPl70udY65f\nl07Gqgz/Sa4tdaha1ZKEBO2otY2M9MostAUlqwVrwsLkrQaCguJYtKgNenqCJIN482YaiYlZBARU\n59ChWLX7fvPNBSIiRuLt7SB55VmC4OB4pkw5QVBQX9q12yZp4hk3riGbNt1RKRamDOfPP+D8eQU1\nuJGRPl5e9vj5VWXECE9++60zDx8+4/TpBE6fTiAjI48nT/J48iT3xZaZqV0ljYGBHpaWRlhaGmFl\nZYyVlfGL56UfzcwMMDNTeEolCeYSggZBgOrVrQkIcEUQBAwNFStNJydLPvigKRkZeWRm5j/fSj/P\nJyenQBZhZgkMDfWwtjbG2toYGxsTrK2NsLU1oUGDyvj6VqFZM0eio9M5fTqBzZsjmDjxqNb08wBD\nh9Zh8eI2BAYeZ9OmO2r3/emn9jg7W9Klyw6t2Jfnz2/NnDkXJH2nY8c24N13pVcmKcJa2lHm/105\nEiiRpTDh2bNXv7OoqHS8vTU3Mevqkbx2hsTZ2UJrgaKyDG2BdLfzZSQlZZGcnE3jxpUla86vWhVO\n//4eGg1JVlYBM2eeYcmStrRsuVE2ueKmTXewtTUhOLifRmOiry9Qq5YtN28OY8qUk2zerH7SUYb8\n/CJCQpIICUliwYKLLxhv/fyqUrOmDfXqVcTW1uQvm4mJPk+f/mlgrl1Lxd3dFhMTA0xM9DE2Vjya\nmBhgbKz//HUDLl5MolYtOzIz819M+H8+/vlcETr986Yu+QxLHp8+zaNhw8rY21s8Z0PQQ09PoFat\nCn8xSKWNVnj4Q9q2rY6hoT55eQra99zckseiF89jYtKpUcMWG5s/jYaxsQFPn+aRnp5LenoeT5/m\nkZiYRXx8BgsXXiQkJEly2bc6GBvrs3Bhazp3dqFdu22Eh6vnxpo/34+mTe1p336bViwTHTpUo0YN\na0k5D1/fKhQXi7KkZ9u1q8Yvv1yTfV2gaM4sK0OSkZHH48eqS49LDImyBXJycjatW2uu8nzjkciE\nLh6JIrRVlh5JBrVqaUeqFhQUR0BAdcmGZP36CObO9cXZ2ZL4ePWGdO3aW0yY0IghQ+qwfr18huRl\nyxQ3nyZjUlQkMnnyCTZsiGDFigDefrsO48cf03h96qCe8VYBRbOYMba2JtjZmWBsbIAgKMIEeXlF\nzx/zyM0tfPFaXl5hmdJxz5x5AhcXa77+ug2DB9cjLi6DiRM1N4Xp6QkvjJupqSEmJiaYmho8/9sA\nPT2FuFp6eu5z45H3t9Dmd+vmxnfftWHfvmiaNdug0TB9+qk3Xbu60qbNFq08RD09gRkzvJkx44wk\nT2bsWE9+++2G5OMbGurRsqUjgwfvl31tlSqZkpSUVWblv0ZG+jg5KdcdgRLpbuUy3AkJWZIoiHSV\nV34NDYmFZGGcl2FgoKd2kpNrSGJjn9Kpk3ZVSEFB95k2rSnz5l3UvDOKbvTff7/JxImN+fjjU2r3\nFUUIDDzO1q3d2LUrUquJSKoxAbh4MRkvr3V89FFTrlx5m9mzz/Pjj1e1ptfQhMLCYh49ytFw85T/\n5Bsb+5Rhw/bw+ecnqVhRWm6nuPhPQSpFOFD3zmld4OFhy/ff++Pqas3Eicc5fDhW45iJExszcmR9\n/Pw2a93IOmFCI/Lzi9i+XTPNSYUKJjg6mkvuHQHw9nbg9u3HshU4QSFJrEnqQQ6Ki0W1PTglHoky\nZGbmI4oK3R65eipy8Nol2xUeiXYrXn19QW0yNyenUFYZXUyMovNUG5w8mUDTpvYqk2zK8MMPVxk5\nsh7m5pqZe8+ff8CJEwlMn95Mq+sDhTFZsOAywcH9NCb8CgqK+eabi7RqtYk+fdw5d24Q9etrpsz/\nL+D+/aeEhqqWg/03wtLSiIULW3PmzECCgu7ToMFaSUZk2LA6TJvmRYcO27TW6nB2tuSLL5ozefIJ\nSfuPG9eQ2NgMWXQlXbu6Svp/lEFb9VVVEEXUFsokJWWp7SVJTJTmleiC186QODtrH9rSBFFU/Igs\nLKRRrEdGPqF6dSvJ/FylkZ1dQGhoCm3aSC+3vX8/g+PH4yWVAgNMn36aXr1q4uamvXaIHGMCCurr\ntm23sGJFOMeO9ePTT32oWFG52/4Gfz8EAUaMqEdExAhsbU2oX38tixdfkRRe+uKL5nzyiTft2m3V\nKX/w00/tWLLkiiQ+L2NjfSZMaMR338lTZezWzY2DB2O1uj4PD1vu3tWNa6w0RFG9R5KXV6S2BDgh\nIZOqVVWHxsoCr50hqVpV+2Q7aKZ5SE/Pw9paWm9Ibm4Rjx7laFUCDLBrVyRNm9rLGrN4cSiTJzeR\n1FWfmJjFqlXhrFzZSRK9hSqUGJNVqwKoW1cz4aQowooVN2jY8A+srAy5e3ckv/wSgIeH9gSRb6A7\n/PyqcP78EMaO9aRnz928++4RSdQhRkb6rF3bma5dXWnbditRUdoRpgL06+eOm5s18+dL0ycZNqwu\nly+ncPu2dA+hWjVLHBzMZVctlkBbGW9VEMU/q/6UQaHp/sYj+dtgZKTHrVtpsnlzSiClgunp0zxZ\nTYYREY+pXVu7CTI4WLp3UYKQkAc8epRD9+5ukvZfsiQMQ0M9JkyQrlmiDMuWXeOXX65x/Hh/eveu\nKWlMcnI206efoVat1SQnZ3Pq1GB27+5D69Zl2/T4BqphY2PMBx804fr1kXzzTRt+/DGMVq02cfmy\ntCIPOzsTgoL6YmpqQNu2W5Xee4GBjXn7bc0NmTY2xixZ0pYxY4IkeUCCAB9+6MXChfKaHLt1c+PA\ngRitc3QKQ1J2oS1NOZKsrHy1UZA3hqSMYW9vTo0aNjrphatbGYA8jwQUuhx16mhnSG7ceIQoijRo\nIC+XsHjxFaZM8ZK0b3GxyMiRh5k1q4VkWhZV2Lz5Ll267GDxYn++/rqlZC/n4cMcvvzyLC4uv7J/\nfxTLl3fi0qVhDBpUR2eyyDdQjpYtq7BmTVdiYt6jZcsqBAYew89vA3/8cVvy/VOzpg0hIYM5dy6J\nAQP2KS3xffddT6ZMacLJkwlKjvBXzJ/vx65dkYSESMsnde9eg4yMfE6d0nzsl8ft2xcta0wJ9PQE\nrdVXVUEU1escZWUVqDUkUiu3dMFrdRfa25vpJH35b/NIAHbtiqJXL2kr/BJs334PNzfr5zT2mnHv\nXjpz515g1aoAnUJcoBAda9ZsPa1bV2X37p6ySCJzcwtZvvwadeqs4KuvzvLeew2JjBzDBx80eRP2\nKgPY2poQGOhFePgoVq3qwvXrD3F3/40hQ/Zy4oQ8vik/vyqcPj2QhQsvM2PGGaX3ztChdZg1qzkd\nOmzXWPLt51eFrl1dmTFDevf7tGlesilXzM0NadXKiSNH7ssaV4Lq1a1ITX1WZqW/IC20ZWGh+j66\nfz+j3BdcbwyJTJRljgR080hAkSeRa0gKC4v5+usQPvqoqeQxS5eGIQiK0k1d8fBhDh06bCM2NoOL\nF4fINqSiCPv2RdG27Sb69t2Nvb0ZR48OICbmPZYtC6BXL/f/BAfX3wE3NxuGD6/Pd9+1Izp6LM2a\nOTBu3BFq117Bd99d0qq/YOjQ2mzb1p233z7IihXKezd6967JwoV+BARs1yjFa2ZmwKRJjQkMPC65\nhNXHx5GqVS0llQeXRseO1Tl//oHW7AdlnR8Bxf2akqK6wk1TaOvJk1zq15cmhqctXqs+Ent7c7Vf\niCaIElwSuR7J7dtpOhmSs2eTqFLFQjYlw/r1EXz9dUsaNKjI9evqO5ChJMR1hJCQQRw4EKOz615Y\nWExg4HFGjKjHyZMDePfdI+zdKz+cEBqaTGhoMp9/foa6dSvQqZMr48Y1Yu3atwgLS+HQoRgOH44h\nLCxFp5DmfwGCAJ6eiq5/Pz9n/PyqIooip08nsHdvJHPmnNNJoMzW1oQlS/yxsjKmbdut3LqlXJ+k\nSxdXli1rT+fOOyQlwX/4oR1ZWQXs3Pmq2qkqjBhRl8WLr8huIu3WzU2r32EJqla14MKFsi3lNjU1\nUFuVpSnZnpqaU+4cdP9hQ/Kqa1m5sjEpKVlK35OCoqJC7t17rHZ8enoO1tYGks+RlpZFYWEx9vbG\nWhm54mLYuzeSnj1dWbpUeoljTk4hCxZcZNas5vTtK00jLCrqEbNnn2P16gDatNlYJg2Da9Zc4+bN\nFLZt60WDBhX47rtLWtFlANy6lcatW2ksXnwZU1MDWrd2pnNnV9at64adnQmHDkWTmppDVFQ6UVFP\niIpKJy4uo0w71nWFubkhkyZ5k5CQwdq10juxX4aBgR5VqlhQrZoVLVo40bq1My1bViE1VcFDduBA\nFDNmnNRCTkH5d9O9e02WLevItm13eP/9wzx7pryh09+/GmvWBNCjxw6uXtU84Q4ZUpdWrZzw8vpd\n5blfRqNGlenZswZTpx6TPAYUfWL29ibs3XtH1rjSaN7cgUuXkrUerwyGhlBQUKTymFlZOVhYqJ5z\nUlMznhuS8lMZ/Q8bkldhb29OXJz29evFxSL16qlPbMfFZcgKbQGcOBFPrVp2WntLu3bdY+rUZrIM\nCcAvv1zlo4+8adSoMlevSiNt+/HHKzRpYs+0ac1YsEBaV70mXLqUTOPGa/jpp46Eh49iwoQgDh2K\n0emYOTmFHD6s8EYAqlWzwsvLHg8PO7y87BkwoBY1athgb29OfHzmC8MSFZVOdHQ62dm5ZGbmkZGR\n/+IxKyu/3LrtTU0NmDixKTNn+mJqasDOnXeUGhJDQz1MTQ2xtDSkShUrnJ1tcXa2wtnZkmrVFI/O\nzlZUrGhKSko2J0/Gk5aWw6pVNxg16qDWFYuqYGtrwtKl7Wne3InBg/dy+rTqxHaLFk5s3tyd/v33\nSFq116xpy/fft6Njxy2y2BVmz/Zj3jz18tLK0KaNMw4OFjrRvzdoUIkVK6TrnUiBgYGeWuGwzMx8\ntc2dmZn5GBrqYWJiIFnBVS5eO0OiWC1oh7y8QrUsnKDoDWnWTF6oKiUlm0aNKnPqlHZMo0eP3n+x\n6pYTmsjNLeTbb8/z5Zet6NVrp6QxoggzZ57m0qVhhIWlEhQUq9U1v4zHj3MZPHgvAQEu/PRTR8LC\nUpg8OVijxoRUxMVlKF1EGBnp4+pqTY0aNi82Dw87atSw+gurr5WVMebmhuTkFL4gZ7x8+QFubjYU\nFhaX2sSX/i7myZNcLC2N0NMT/rIJgqLKp27dinh4VEAURfT1FWnLDh1cCQ8fi5mZIaamBpiZGWJm\nZogoijx7VsCJE3E4OVkQH68gX4yPz+TChQcvnj94kFXunlaPHjVZtiyArVsjaNhwjUovpGTfefNa\nM2TIPkm/cyMjfTZt6s6XX56VxUzbvLkTDRpUkuxll8agQXXYtEk+t1wJ9PUF6tatoJGsUi4MDdWz\njuflFWlkgXj48BmVKpnqxGOnDq+ZITHTKUeSl1eEkZF6Q5Ka+kx2PPLq1VRatpSmw64MubmF/P57\nOL16ubNqlbxwyPLl1/j4Yx+aNLHnyhVpvQFJSVkMGbKXTZu64+OzTicv72UcORKLp+dqPv20Odeu\njeDrr8/x009h5eYJ5OcXcefOYyV1/69OioIA5uZ/MvKamRlibKyPgYGeik14US1jYKBHcbH4YhNF\nXjx3cbGmf/86NGniQFGRiJGRPteupfDBB4oQUU5O4YvHV1em0lgUyhKlvZBBg/ao9UIAJk9uyocf\nNqNXr52EhkpbyC1Y0Ib79zP4+ecwWdc2d64fX399TpbeOygm69693WnS5HdZ40qjZk1bHjzIJiur\nbDmtFIZE9f+Tny91XjJ/Y0jKAg8f5mjN7wOKL0yTR5Kami3bkISFpTJhgm7VUMePxxEY6CXbkOTl\nFfHtt+f56itfunffLnncyZPxLFx4iW3beuLnt0ErnQxVyM0t5IsvzrB+/S2WLQtg+PD6vPfeEcmT\nUHlBFBUVMllZ+Tx4ULY0O4sXX6RSJTOmT2/JhAlePHqUw61bZbuy1RXGxvqMGdOQbt1qcPt2Gg0a\nrFYbPtLXF1i6tAO+vlVo2XKd5EmsR4+a9OzpTuPGa2RdX7t21XB2tuL338NljQPo0MGFO3ce6zTR\nNmhQSWc6dmUwNFQv8V1eC1w5eK3Kf319q5Cern1VSnl9YTdvPsLDww5DQ+2/jgMHomnQoJJWnDor\nVlynYcNKNGumWQCnNL777hKxsU9ZurSD7HNKwZ07j2nXbhNLloSyb18f5szxpVo17Xm//u14+PAZ\nH354FCenpUyaJF2AqbxhYmJAYKAXUVFj6djRhenTTzJlSrBaI2JpacTevX1xdbXG13eD5Am6WjVL\nli/vxJAhe2Uz786d25pZs86ozSeowqBBtdm0KUL2uNJo2LCyzgJRyqApRyJtgfvGkJQZbG1NePJE\ne3pnKV/Yw4fyS+1ycwuJjk7XmMjXdG3bt99l8GD52t95eUXMmHGK6dObyx47atQh/PyqMmqUp+yx\nUvHHHzepW3cVublFXLkynPXru9G4sTyOsf8lPH6cU+YejzYwNTVg8uSmREWNpW3banTvvoOePXdo\nLMxwdrbkzJkhxMQ8pXv37ZJ7MiwsjNi5sw+ffXaakBDpAlQA3brVwNzcUKsch7GxPt2712TbNvnC\naqVRfh6J+hxJfn6xxgVuQkKm7CIgOXhtDImRkSKWrS4hqAkFBcUYGuqrbUp89qyAoiJRbaepMoSF\npdKokbROc1VYt+4mb79dV6uxmzbdxt3dlt693WWNy8rKp0+fnXz7bRuaNCm/yf3Jk1zmzAnBze1X\nQkNT2L27N0ePDqRzZ9dyO+frClNTA6ZMURgQP7+qdO26jd69dxIWpjmH5uXlwLlzb7N6dTgTJgRJ\nTvjr6wts3tydy5eTZVc96ekJTJ3ajM8/P61Vr1CXLm6EhaXoFPaG8vNI9PQEMjJUL4Dz8go1GpLc\n3MJyZdF+bQyJwhvRXQRIypembcJdV0Ny5kwCNjYmeHpWkj1WoVZ4jEWL2mr0ul5GRMRjxo07wqJF\nbcu98SkjI5/vvruEm9tyVq++wbx5rblxYyQjRtTX+L28gXrY25szcWIToqLG0rJlFTp33krfvrsk\nTY4K1oMmfPVVKyZMCOL77+VRkyxd2gF9fT0mTAiSfd2jRnlSWFjM7t3SGxZLo29fD53DWnZ2Jty+\nnUZsrPbMxqpga2tCYaFqC1lUJL6oBFSF9HR5jdJy8doYErmlsapw4kQ8xsbqaxS0MSRhYSk6h2tE\nEdavv8XQodp5JcHBcYSFpTJ1qnwxq+3b7xIUFMuhQ/1l8WeVxv79fRk2TBqbcWFhMevX36Jx49+Z\nPDmYgQNrExPzHpMne+Hmphu55OsECwsj3nmnHocO9ef27dFUrWpJQMAW+vffLTlM4+xsSVDQQAYN\nqsPkycHs2SNvQp8ypSl+flUZMGC37PyGra0Jc+b48dFHJ2SNK4GNjTEdOriwdatuYS1vb0cMDfXK\nhT3B3NxQYyWYpsqt9PRcbG1Vd8fritfGkJSVR+LpWQlLS/UllxcvPqBCBXlf2tWrKTx7VihJJ0Qd\n1q+/xZAhdbQmV5w27TgfftgMJyf5bKHffHOes2cT2b27j2yvBhT9KZMnN2Xfvr6y2EqPHbtPly7b\n6Nx5K7a2ppw7N5SwsOF8/nlLnfJO/1UYGurRvXtNNm3qQULCOPr1q8WqVTeoUuVnPvnkpKw+iOHD\n6xMaOpygoFj8/DYQGSmPZ6pXL3emTm3GW29t00oKdvZsX7Ztu6N1SGno0LocPx6nUxEOgI+PU5lT\no5TA3NxQY0PmqVPxaot1FB7JG0OiM8rKkGRm5mskBNTTE2Svip88ycPNzVqS8JM63Lz5iLCwVHx9\nq2o1PibmKb/+epV581prNT4w8CjJydls3NhdtvLj1aupeHv/wfnzSYSFjeDddxvIGn/jxkNmzTqD\nk9PPTJx4DFtbE/bv78udO+8yb15r2VVp/yUIAvj6VmXZsgCSksbz0UfNOH48Dje3X+nZcwdbtkTI\n6gSvXNmMXbt6M2VKUzp02Mz8+Rdk9/o0a+bA8uWd6Nlzh1Zlt40aVaZfv1p8/rl0RuCXMWZMQ377\n7ZrW40vg4+PIhQvyCgSkQooh8fZ2fBPa+jtga2v8txmSuLgMrcpUQ0KSaNFC+8bEEgQFxTJ+vPZ9\nKfPmXaB9++r4+DjKHiuKMGzYfszMDPnll06yxxcWFjNnTgjt2m1i7NiGHDkyQLaufXGxyJkzCUyd\nGoyLy68MHryXoiKRtWvfIi7ufZYsaU+XLq7lns/5J2FubkjbttWYObMFFLkqhwAAIABJREFU+/f3\n5dGjicye3YrY2Kd4ea2ldeuN/PrrVa3CvX36eHDt2ghu3nyEt/cfWlUqubhYs2tXH0aNOii5EfZl\n/PhjBz777LTW97WXlwMWFoayKfKVwdvb8R/1SDThyZM3oa0ygZGRvhYEda9CiiGJj8/E2VlbQ+Kk\n7aW9wNq14XTqpP1EmZWVz4wZp1iypL1WIbKCgmL69t1F/foVtfZswsMf0aLFOo4ejeXSpWGMG9dI\n63DdlSspfPbZaerUWUlAwBaSkrIIDPQiIuJd4uLeZ+fO3nz2WQs6d3alUqV/j3ExNzdk2rTmVKmi\nuTeoWjUrBg2qw9Kl7bl8eRgpKROYPdsXa2vj5xouK2nbVuE5aMtE4ORkwdKl7fn22zb07r2LmTNP\ny+4gB4Vmx969fZg58xT79kVpdS1vv10XIyN92Q24pTFmTANWrryhc16jZk1bsrMLdK76UgULC2mG\nRN39kZ6eW64eyT/S2S4IwkKgG5APRAEjRVF8KgiCC3AbKCmhCBFFcfzzMV7AGsAEOCCK4iQ556xU\nyaxMqnqkGZIMnJ3lNwaGhCQyebI05UJ1yMjIZ/v2u4wa5cm3317Q6hjr1t0kIKA6773XiF9+uSp7\nfHZ2AW+9tY3Tp4fw8GEO330nTWO7NIqKRBYsuMiePZGsWtWFZs0cWbnyOmfPJso+VgkiIh4TEXGB\n+fMVn4urqzVNmzrg5eXAtGneNGliT2ZmPqGhDwgNfcDNmw9JSsoiKSmT5ORsrZrd5EJPT2D06IbM\nn98eCwtDYmLS2b49gsqVzXF1tcbFxQYXl5JHG5ycLLG3N+Ps2UTOnUtk48bbhIamaDXJK4OdnQnT\npzdn9GhPFi68SKNG6nm11MHNzYZjxwbyf/93kTVr5Hegg6LZcf58f3r33qk1dY65uSEDBtSmXr1V\nWo0vjfIMa4G0ZLsmY5ienqezKJ06/FMUKUeAT0RRLBYE4VtgBjD9+XuRoigqi8ssA0aLonhREIQD\ngiB0FkXxkNQTWlho/jKkoDxDW+Hhj3BysiiTfM4vv1xl69YeLFhwUaubTRRh7tzznD49hIMHo2Vp\nnZTg8eNcOnXayqFD/XnyJIfVq7WbOCIiHuPru4GhQ+vyxx9vERmZzqxZZ2Q3rSlDTMxTYmKe/qVq\nx83NhqZNK+Ll5cjgwfVwdVVM1pUrm5GWlvPCsJQ8JiZmkpSUSWGhSF5eIfn5ReTlKTbF88IXz/Pz\nizAxMcDCwuj5Zoi5+Z/Phw3zxMenCqamBhgbG1BYWMzSpQGsXduD7Ox8YmOfEhOTTmzsU65fT2XP\nnmhu3Xqk1fejCRYWRkye7MWkSV5s3XoHT8/VOpFourvbcvToQObODWH5cu3zEpMne7F/fxQXL2of\nSurfvxanTyeUSeOnwpCUT1gLFAuLrCzdQlvZ2QU4OFigpyeUC2/dP2JIRFEsXSx+Aeirbn9BEBwB\nS1EUS3jL1wK9AMmGxNzciMePdb/ZpBiSpKQsKlc200ht8DKKi0UuXUqmeXMnDh7UXlwHFIJPjx7l\nEBDgojUle0TEYxYuvMiKFZ3p2HGLVsdISMike/ftBAUNwNHRgm++Oa/VcYqLRf744yabNt1m2LD6\nbNjQnbt3HzNr1lnOny/b1WB0dDrR0Q/ZsuWvXdJ6egL29uY4OVni5GTx4tHHpwoFBUXUqGGLsbE+\nRkb6GBsblHqu/+J5WFgKDRpUJju74AVvl2JT/F23biVMTf+8LYuKRFatusa3355TEd4oe9JGY2N9\n3n+/EdOn+3DsWBzNm6/TqGKoCbVr2xEUNJAvvjjD6tXah6P8/Kry/vuNqV9/pU7X8+67DbT21l+G\nj48TW7boVj6sDg4O5pLYAdTJ8QLk5BRgamqgc75FGf4NpI2jgI2l/nYVBCEMeAp8JoriGaAKUJpi\nNPH5a5Kh8Eh0/wClGJKiIpGUlGycnCxkx6NDQhJp0UJ3QwIKr2TcuMY6aXssWnSJvn1r6VTdEhPz\nFF/fDRw61J/Klc2YMiVY67h0QUExK1deZ+3acIYPr8/Gjd25c+cxX35Z9gblZRQXizx4kMWDB1mE\nypN+kQV9fYG+fWsza5YftWtXJDMzv1xufmXnHTasPrNmteTatYcEBGzlxg3dKT/q16/I4cMD+Pjj\nE6xff0vr41hYGLFmTVfee++wTlRHnp4VefQop0zuMTMzQ2xtTbh8ufwIRaVEKKSot2ZnF5RJ4l4Z\nyi3ZLghCkCAIN5Rs3UvtMxPIF0Vxw/OXkgDn56GtqcAGQRDkJxuUoKw+wLi4DEmToCLhrk2epGwS\n7gCbNkXQqlUVra6jBEVFIiNHHmDuXD+djpOcnE2bNhtp3Niedeu66URQCQqDsmLFdTw8fmP79rts\n2tSdgwf74eure9XbP42iIpEtW25Tr95yWrRYw/r12oUEpcLR0YLp033YubM3w4bVY/DgvfTsuaNM\njEjDhpUJChrA1KnBOhkRgIUL/TlxIk7rBH0JpkxpxoULD8pEr6VlSyeSk7PKTTDKwsLoRVhUVzx7\nVoiZWfnIDpSbIRFFsaMoip5Ktr0AgiCMALoCQ0uNyRdF8cnz51dQJOLdUXggpRsjqj5/TQUOldru\nAAVYWBiQlZWDQmdCzvZXFBYWS+oRuXTpgVYT77lziVSsaKrzRAsK3q/1628xcqRuhIol8rW//dZZ\n474mJqqd3KdP8+jUaQPm5gbs2dMbMzOQ/338dSsoyOO33y7j7v4zO3dG8NVXLbl3711mzWqOm5u5\nDsf+d+DixSQSE9X1WGj3/xkaFtGrlxt79/bm5s2RuLpaMWfOadq2/YOQkPtaH7f01qJFZXbt6sWE\nCYfYvFk3CpJOnVzp0sWVKVOCdTqOvb05vXq58+uv8gtIlMHfvxonTmgnSCcFyhk5Xv2sL15MUvp6\n6S07Ox9zc6HUa3f461ypPf6R8l9BEDoDHwE9RVHMLfV6RUEQ9J8/d0NhRKJFUXwAZAiC4CMoAoHv\nAGok0NqX2tyAEo9E92R7WlqOpK71jIx8ateW31yYnp5HcTE0aya/h0MZfvjhCmPHNvxL3F0bLFx4\nkYoVTdUapbZtq3HmzBC1ob/c3EL69t1GUlIWx44Nxc6ubIjkCgqKWb48jPbtNzB48C7s7EwJCRnB\n2bPDef/9JuVaQ/+/hDp1KrJwYXvi4ycyeXIztm69TdWqP/DeeweeT0Zlg9GjG7FrV39Gj97Hjh26\n5Q9sbIxZsaIzo0Yd1Kr7vTTGj2/Mxo23y4QuCcDf37lM+lBUQWFIcjTu5+vrrJYhGBShrb96JG78\nda7UHv9UH8kPgAUQJAhCmCAIPz9/vQ1w7XmOZCvwniiKJVm+8cAK4B6Kyi5ZJtTCwqhMqrYePcqh\nYkXNvQb37j3B3d1Wq3McO3af9u2razX2ZURGPuHixQc6eyWFhcWMHHmQzz9vobIi7fjxOM6fT9JI\nkVJUJDJ69D5OnLjPmTPDcHGx1unaXsblyw+YNOkIVaos5ZtvzuLvX52YmAns2NGP3r1rvXbkjk5O\nlowc2YBz54Zz9OgQCgqK8PVdi7//OtauvaETI/bLMDDQ48cfOzFtmg9+fmsJDr6v8zGXLu3Azp13\nCQ7WbcI2MTHg/fcbsmRJ2SS4zMwMadiwcplUD6qCVOkLIyN9jeGvZ88UOZLywD9VtaWUq1wUxe2A\nUpk+URRDAa1nw9zcwjK5YaR6JPfuPWHixCZanSM4+D6ffOLD7NnntBr/MhYsuMj69d349derOsWF\nb9x4yPffh7JpU3fatNmodAUUGHiM9eu7sWFDdwYM2K32fDNmHOfevcecOzeC0aP3cfCgbrHvl1FY\nWMz+/ZHs3x+JlZUx/frVJjCwGVOn+pCSks3p03GcPh3PtWsp5a5v/neiUiUz/P2r066dC23bVqdi\nRVNWr77O3LlnOXQoqtz+10qVzNi6tQ+Zmfn4+KxRS30uFb17u+Pj40jjxtpL4Jbg7bfrcuHCA+7e\nfVlWWTu0bOlEWFiKLGqZEkgtw5XqkRgZ6auV4wVlHknZ4bXpbLe3N9fo+knB3+GRnD6dQNOmDjqH\no0pw/rwizt63by2dj/XDD6E8fJjD/Pn+St8vLhYZNmw/FhbSKFJWrbpG//7b+fXXrnz7bdsXGudl\njYyMPFatukbbtuvo3387O3ZEULt2Rdau7UFa2lQOHRrEzJmtaN26mto8z98JJydLGjbUzAhtY2NC\nz54eLFkSwPXrY7h7dxzvvOPJnTtpDBy4k0qVFvPRR8fYvz+y3IxI48YOXLw4ktOn4+nZc2uZGBFn\nZ0vGjm3I8OEHdF4ECoKCZfi77+TR26uDLvmR8eMbs2hRW4372dmZagzDGRgoNN01FQHFx2eUSe5V\n6TWUy1H/hTA01Oz6SYFUjyQtLQdRhIoVTXn0SPOKojSyswu4ejWVVq2qcPSo7qEBUHglX37Zii1b\ndEt6iiKMGHGA0NBhnDmTwI4dd1/Zp6CgmD59dnHs2EC++aY1n356Su0xz55NoHHjFaxd24MTJ95m\n0KCdJCRor52tCcnJ2WzYcJMNG24CUKGCKa1aOdO6tTMLF7anbt2KXL2awsGDUSQkZBAdnU5MTDpJ\nSZnlQhP+MkxNDZgxoyUff9yS69dT8PZeDYCVlTHu7nZ4eNi9eNTTE+jWrSbnziUQHHyf0aP3c+VK\n2VQkScWgQXVZujSA8eMPsW2b5t+Xs7MlzZs7qaVuNzbWZ/v2XmzeHFEmZd2dOrmSn19UpvkMf39n\nvvhCO8LI2rXtuHNHs2dkbKxPfLz6FgKFN6J5kWxpaSRbcE8qXhtDIiWGKAV5eUUUFBRLyrmUeCVy\nDQkotEHatateZoZk//4ovv22De3bV+fYMd2O+eRJLgMG7GH//r5cu5aqtFlNQZGy/TlFyjMWL1a/\nEkxLy6Fbt8189FELLl0axejR+zlwQDuhIrlIS8thz5677NmjMIrm5oY0b16FOnUq0qGDK25uNri5\n2WJjY8z9+0+fNyymEx395IWRefw4h2fPFOFTuaWgxsb6WFkZY2trwrhxXowc2QATE0VDo4eHHadO\nvYOHhx3m5kbcu/eYu3cV2+HD0YSHpzJ8+J4y8bblwthYn2nTmjNqVEM6dNjA9euaqdyrV7ciOHgQ\nP/xwRe1+P/zQgdjYpyxaJJ9aRxl69/Zg4cKLmneUCDMzA8zNDbXOj9SpU0GSEJerqzWJieq776XO\nbQUFRW88El1hZKRHfn7Z3GyK8JapRkMSGakwJNr82IKD7zN/fhttL/EViKKi8urjj711NiQAly8n\n89VX59i2rSctWqxXOnmmpeUQELCFM2cUxmTdOvV9BKIICxaEcPZsPBs29GLjxpt89tnJv4XfqjSy\nsws4diyWY8di//K6qakBLi42zw2Lwri0aVMdPT2BRo3sMTMzwMzMEGNjA3JyCnj2rOCFcSnZcnOL\nsLc3w9LSGCsrI6ysjCkqEsnIyKOgoIgqVawoLhZfUIKLInz++Unu3n38r9BxL0Hz5lVYtaoboaEP\n8PZeTVqa5sVSCc/WokWX+PFH1YZk9OgG+PpWxdv7jzK51latqtCxY3Wt1BdVoV276qSl5WqVHwGo\nXbsCERFpGvdzdLQgNFQ9O7KhoZ5EQ6KQCi8PvEaGRHMySirCwlKoVMlMo6zmvXtPqFlTuzxJSEgS\ntrYmWFsb8/Sp7vFmgA0bbjFnjh+NGlXm6lXdtaV//jkMX9+qLF3anrFjDyvdJyEhk44dt7B7dx8s\nLY1YtkzzCvPs2QSaNFnJ2rU9OHBgIOPHH5ItmFQeyMkp5PbtR9y+rV74SRDA1NQQMzPDF8alZCsq\nKiY7u4CMjDwyM/PJzMz/yyRgZKTPoEF1+ewzX6pWVfQhnTxZfuWlcmFqasCcOf4MHlyPwMDDkkJZ\noGDIVYQ6z6vt4fDycmDevNb4+W0okypLgK++8mXOnJAyXZB07erGgQP/3955h0VxbQH8d0EWUIgK\nioAFLBQNNoyFRMWuWFARNPYWa2KJ3Zi8GEtseUkUY9SIRo2KCooNxYaF2LsUUewRu1ijIjLvjwXD\nM+zubEEU5/d9+zHM3t2Zwwxz7jn3FMMy49UTCJUs962jYwGdEwj5Fkl6jlkk781iu6nWSEAdcSGn\ng19s7B3KlzesUVVq6kuSklJo0sRV73PTxIsX6Ywf/yfDh+vfSlcTfftGUadOCbp21dwi99y5FJo3\nD2PYsOp8801tWd+b6eoKDY1n//4eTJjga7Lgg5xGktShlnfu/M2VKw85c+Yux47dICbmKvv3X+PU\nqVtcuvSAu3ef/uueTE19yZIlp3F3/5WmTVcwYcLeXJLi39StW4pTp/rg6FiASpV+k61EPDzsiY7+\nlAkT9mlVIvb21oSHt6Z//62y1g/kUKdOCVxdP2DJkjiTfF8mzZuXMbjEiqenPYmJ92Sttzk5FdBZ\nnt7S0lyWWzEtLT3HglneG0ViqjUSUBdllNOKNj7+DhUrFjX4OBs3nqdly7J6fSY6+lO8vTVH+ixb\nFk/9+qWoVs003QIfP04lMHAdn31WiVq1NJd2uXRJXW8rIMCTn39uLKuktSSpo7qqVFmAm1th4uL6\n0apVtpHjeZK9e6/y00+m8+sbio2Nitmzm7J8eRuGD99B587ruHPnb1mfrVChCDt2dGbcuD2EhJzS\nOM7MTLBiRStCQ89kG8BhKOPHf2Jya6RCBXskCRISdLumssPT044zZ+QpSjkWiY2NSlbPmpxcI3lv\nFMnLl+kmW5C8du2xLIvk7NkUSpWyNTicdNOmC/j5ldGrj3tk5AW++EJz/sqzZ2lMmrSfSZPkWQZy\niIu7w5QpB1i7to3WkOebN59Qr95SvL0dWbLEX/bs6Nq1R3TsGEGfPpuYPr0BGza0p3Rp/VoZKxhG\n48alOX26D9bWFnh5zX8VkCAHL6+ibN/emVGjdui0CEaNqgHAuHHZR/ipVOaMHVtLrwdh3bolKVXq\nA5YuNbU1UtZgtxaoLRI5SsjKKh9WVvm4f1+7a1tusnVOrpG8F4pECLC0NJ1bRK5FkpaWzrlzKQa7\nt65ceUhy8mO9Wt4uWHCKNm3cKFJEc+mRkJBTuLvbUbduSYPOKzu2bLnI11/HsHlzoNYug+p6Wyso\nWNCKtWsD9XJX7dhxiUqVfiMm5iqHDvXkP/+p89bkfOQ1qld3ZsuWT/nii4/o338zvXtv5P59+WVF\nmjQpw6JFrRg8eMurMGtNDBlSje7dvejQYb3GsOUpU+pSo4aTXpPBTGvE1KHQfn6ljVIk9vZWxMXp\nLojp6KjbrQX6KhLFInlrkKtIAE6fvkPFikUMPtbGjedp1aqc7PF37z5l7dqzfPZZJY1jXrxI59tv\nY5g8uY7B55UdISGnWLYsgY0b22nNoH36NI2AgDBSUp4RFdWRggXltwB98SKdadP24+0dQsWKRYmN\n7Yu/v1uOdn97n6hcuRjr1gURHt6OtWvPEhgYTlSUfg/NL7+swaJFLRk6dCthYdrrbHXqVIHhw6vT\ntOlqjaXS/fzKEBjoQa9em2Wfg69vSUqUsOWPP0xrjdjaqvjoI0eiow0PgGjUyJX4eN2uLScn3W4t\nkN8iIyXlqckCGF5HUSQGcO3aI1k+SYDY2NtvfJ0kOPgYAwZUxdxc89N1+fIEChe2ws+vjMHnlh3f\nfhtDfPwdQkNbaT1+Wlo63buv5/DhZBYtaoW7u51ex7l69SFBQWvo3z+SMWM+Ji6uHz17Vn7v6miZ\nigoVirB6dQCRkR3Yvv0ibm5zmDfvmF4WgKWlOYsWtaRbt0rUqvU7f/75l9bxTZuW5scf6+PnF6ax\nb4+Tkw0hIc3o3HmjXl1DP/usEhMn7jO5NdKokQv79ycbnGlfsKAlDg75ZUUhFilizeHDuvucyLVI\nbG0tKVQoZ4qXKorEAPS1SLy8DLdIDh26jqNjAVxc5LfuPXHiFleuPMTfX7Mlk54u8fXXe5k0qY7J\nZ/N9+kRhaWlOcHAjreMkCYYPV5fuiInpRlBQeb2PtX37JT7+eDGff76F9u3Lc+HC54wYUUtn8zEF\nNW5udvzxR2t27uzMwYPJlCs3h+DgIzx/rl9giqOjDdHRXbCxUfHJJ4t1ZmPXqOHE0qUtCAiIIC4u\n+3BqMzPB0qUt+PXXE8TEaFdKWWnTxo3KlR2M7n+SHZ98UpzQ0ATdAzVQubIDp0/fllVnq1y5wrIa\nVslVJEKQI212QVEkBnHv3jOsrMxl+fdPnzbOIklPl4iMvECLFvpZJbNnH2PQoGpax0REnOPly3ST\n1ODKSlpaOoGB6/DxcWb06Jo6x4eEnKBJkxVMmVKfn39ubJAfNzr6Mn5+obRosZKqVYtx4cLnfP99\nPRwd5Sn8943atUsyfXpD/vyzG/HxdyhX7ld++OGAQQl21ao5cehQTzZvPk/79mt0ztY9POxYt64t\nPXtuZt8+zW2Fxoypibm5YPLk/bLPRaUyZ8aMegwbttPkD00LCzN69KjItm2XDP6OKlUcOH5cXg6X\ni8sHXLqku8OqXEViZiZyrMSPokgM5MKF+xrLqWflypWHXL/+BDs7w03KsLBEqlXTXbwvK+HhZ3F3\nL8yHH2q3hkaOjGbAgCpay74bwqNHqTRvHk7Nmk4MGaJdoQGcOHGTatVCcHEpyJ493ShZUr4FlpWT\nJ2/SufM6qldfiI2Niri4vsyb15wPPzRcmecVSpb8gHHjPuHcuQHMnevH1asPcHP7le+//9Ng33mH\nDhXYvLkDQ4ZsZeLEGJ0PquLFbdiyJYgxY/awaZPmas8+Ps4MGuRNly4b9VIIgwZ5k5Bw12SlhbJS\nv34pEhPv6SxZog19koFdXQty+bL2pGfIVCS6XW1CCFkWjiEoisRA/vrrMaVLy+uj8eTJC6PyNnbs\nuExAgLvWSKzXSUtLZ9q0g/To4aV13O7df/HwYSrDhpkuSTGT69cfM3ToTgYN8n4V3qmNBw+e07Zt\nGOHhZzh0qCdNmxq+fnPp0gMGD96Kh8dckpMfsWxZa2Jj+zJ+fN33SqlYWeWjY8cP2bq1I8eP98bZ\n2ZaOHSPw8ppPcPARg6sm2NqqmDevOR06VKBRo+WsXau7eZWDQ35mzWrEnDnHWbxYc/vgwoUtWbq0\nBX36ROn10C5SxJrRo2syYsQu2Z/Rh8BAD53BA7qoWtWB48e1lzzJxNW1oCyLRKUyl5XXo7i2cpXs\n21ZevJhCmTK2Gt/P+jp8+BrVqzvIGpvd6+nTp2zZcp6AgLJ6fW7ZslP06lWREiWstI778ssohg37\nSOc4Q15Xrtylbt2l9OpVkf/8p5asv/gPPxygffs1LFjQgvHj6+qVR/M6d+78zXff7aVq1QV89pm6\nvP2mTR1ISOjHhAm+VKrkYPB3v60Ioa6FNXeuH9euDaZbt4osWHCC4sVn8fnnWzhy5LpR39+woSun\nTvVBCOjefb2srOpSpayJienE0aPJzJjxJ5rul3z5XrJ6tT+LFp1k48YzGsdl95ow4WOWLYvl7Nmb\nen1OzsvcPI02bcoRHh5n8HdYWLzE3d2O2Njrssa7uHzA5ct3s3nv/3F2tlFcW2+KpCTTlFzI5OLF\n+7KT4g4fTuajj4xrnbtyZQLt2+u3GH3v3lNCQk4wcqSP1nGXLj3gl1+O8sMP2hfHDSU5+RG+vksJ\nCvJk8uR6sj6zd+9VqlVbiLu7HdHRXYx+4EsSHDhwjREjduDqOptu3TZgZWVOREQQiYn9mTy5Ht7e\npsn2zw3Kly/CwIHVWLUqgJs3hzJiRE0uX35ApUq/4ecXyqpVCXovoL+OjY2KOXOasXBhS/r120zf\nvpE8eqT7Aebpac/evd2YNesw33//p9axs2c35enTNKZM0a+pm5dXUdq188yxkjK+vi5cvPhAY3SZ\nHCpUKMqFCymyqkMXLGiJubmQ1dTK3l53zxJQTzAU15YRSBKULVvYqJnt61y4kKKHIrludA/2zZuT\n8PZ2xMGhgF6f+/HHQ3Tp4qXzc9Om7aNmTWfq1TNNi9/XUWe1/4GfX1n++195CuvWrSd07hzBkiWn\n2batEzNmNDRZq9DDh5MZNWonZcr8QqdO6zAzE3z3XV3u3RtGVFRHJk2qh7+/O05Ob26xvmBBy1eF\nGnXh7m5Hv37ehIa25caNIWza1IFq1ZxYv/4s3t4hBAauYcqUfVy7Zpq+LvXquXDqVB9UKnMqVvyN\nrVvl5ZZUrerIzp1d+Prr3cyerb2VwJAh1fHxKU7HjhF6u2B+/LEREyfG6BUirA9BQeUJCzM8WgvU\nyj4yUl4XUBcXeesjkNn8SrfCEUJeV0ZDeG/SglNTX6JSmevdK0ITFy8+oEwZeYrk4sX7WFnlw9HR\nhhs3DFuoe/78JZs2JREY6MmcOfJ7Tt+48ZjQ0HiGDq3OV1/t0jju6dM0hg/fTnBwE6pWDcmR0u13\n7z6lQYNlREV15JdfmvHFF1t0mtqSpI7qWr/+LDNmNCQ+vh+DB29l3TrT1WM6evQ6R4+q3T0ODgWo\nXt2J6tWd6d/fm5CQFjx//pJDh5I5fDiZw4evc+TIdb2yvHWRP78FX35Zg6+++oQ//7xKkyYrXr3n\n4FCAMmUKUbZsYcqUKYSdnTXt25cnLS2d6OjLbNlyntGjd8p+6OhLgQIWTJ3agDZt3OnbN1Kvdsh1\n6pQkLKwdfftG6rxezZuXY9QoH3x8ftd74d/Pryw2NirmztXe48RQzMwEbdu68/HHxrX7rV/fRZYb\nEMDVtZDO6uKZ2NlZySrjf//+M5Pet1lRFImB6GORABw5orZKNmw4Z/AxV65MYMSImnopElD3+Dh6\ntBfTpx/QeiOtWZNI//7eDBxYjVmzTNNQ6HXu339Go0bLiIz8lP/+txGjRu2UpbRu3/6bHj02UK+e\nC7/+2oyePSszeHCUUa6G7Lh168mrPu+ZlC5d6JVy+eab2uTLZ4anpz03bjzmxo0n//p58+Y/28+e\npWFhYYaFhXnGT/W2SmVO4cKW9O5dhbZtPbGwMMPKKh8ffliUiIiC9kTgAAAViElEQVSgVz1P/v77\nBRcu3Of8eXUTrZiYqwQHH+bChX83EzM1rVq58Z//1CYu7g4VK/6m10PIz68sv//eio4dI9i585LW\nsV5eRfn995b4+6/W+3ra2qqYO9ePHj025Fjfmk8+KcH58/eN/pv7+BRn/vzjssYWK5afQ4fk9TFS\nu7Z0KxInJxuTPf9e571TJKYiJeUZQqj7Zcv5B1O7t5yNUiRbt15g8eJWODnZ6NXk6PLlB2zYcI4v\nvviISZO0twYdPHgre/Z0ZcWKOG7fllfhVV8ePUqlWbMVzJvXnG3bOhEUtEZ2Ndlduy5TufICRo6s\nxdGjvZk2bT8//3woR5tfXbyo7oK4apXatSGE2p1QrFgBHB1tcHT856eXV9FX24UKWVGokBUvXqi7\naqpfL0lNVf9esKAlJUt+gCT9U/4/LS2dxYtPverAKGcNwtT4+pZiypT65M9vwdChW/VuT9uhQ3lm\nzmxCq1ardD4MHRwKsGFDe4YM2caBA5pzSjQxdWoDtm69SHS09nBfW1t1BeOePfULJwbo3r0S4eHG\ntai2tVVRunQhTp6UF7FVpYojZ85o73sD6nuxYEF5zyArq3w8e2aaCuiv8x4pknSTl8/Yv/8arq4F\nOXFCjiJJZsAA3fkU2khNfcm6dWfx93dn3jz9zPipU/ezZ09XfvrpIE+eaI45P3PmLjNmHGTmzMZ0\n6rTOoPPMn9+CypUd2L9f84PhyZMXdOu2nokTfTl0qCdt2qyWbfanpr5k8uQ/CQ2N55dfmuLjU5zw\n8DOsXBn/RnqVS5LaTXf37lPi43X/s2vDxkZF//7efPXVx1hbW3Dv3jNZobQ5gbe3I99/X49y5ez4\n5pvdhIbG6RXlY2YmGD++LrVqFadRo+XExmovTGhlZc7atYEsWXKaFSv0r4lVu3ZJWrd2x8trvs6x\nQ4eqw8/1VSL581sQEODB11/v1vv8slKjhjPHj9+QPeFRJ23qdt8WLGjFo0fPZd33lpbmPH+eMxbJ\ne7HYDvD8eRoqlWnFffjwOeXLyyt/cuhQMpIkGV2O5I8/Yunbt6ren0tMvEt4+Bm6d9dczDGT4ODD\neHs7ERjoacgp4uZmR0REEA0auGodl54uMW7cLsaM2cn27Z30Pt758yk0axbK3LnH6NfPm8TEAXz2\nWZV3qt7W48ep/PDDAZycZjJkyFaDHqjG4u5ux8qVbVm/vj0REWcpX34uK1bop0Ts7KyJjOxA7dol\n6NJlnU4lolKZExYWSEzMVcaPz750vDYsLc1ZsKAFgwZF6ZyN2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imz9pbmMj4OmpwtNTjaenL15e4OkJtrZwxx0QEACJiVKE8/nzUrl0CWpq2p2k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\nH/v2aZ+iCNC0aR327z+nq3ZLj0Xi6GA7QFJSDr172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PgXhw2t0kKN2exCiP8VQmQAU4G/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\nrkJggg==\n", + "text": [ + "" + ] + } + ], + "prompt_number": 43 }, { "cell_type": "code", @@ -156,7 +311,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 50 + "prompt_number": 44 }, { "cell_type": "code", @@ -172,14 +327,14 @@ "output_type": "stream", "stream": "stdout", "text": [ - "[[ 0.46013066 1.09015012 1.85863975]\n", - " [ 0.46013066 1.09015012 1.85863975]\n", - " [ 0.46013066 1.09015012 1.85863975]]\n", - "[ 3.40892053 3.40892053 3.40892053]\n" + "[[-0.12692184 2.0157894 0.463918 ]\n", + " [-0.12692184 2.0157894 0.463918 ]\n", + " [-0.12692184 2.0157894 0.463918 ]]\n", + "[ 2.35278557 2.35278557 2.35278557]\n" ] } ], - "prompt_number": 51 + "prompt_number": 45 }, { "cell_type": "code", @@ -195,7 +350,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 52 + "prompt_number": 46 }, { "cell_type": "code", @@ -208,7 +363,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 53 + "prompt_number": 47 }, { "cell_type": 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QGAp87qp9Nuge0L2vNKIbohU6/MsmBSIy0SPhLys0rmZ7EWh32AeiCOWlBa3R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\nIUQDGmlCCCGEEEI0oJEmhBBCCCFEAxppQgghhBB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I7y4GRqNtT8LaOIYpL9pkopdspAF7VLqV3mFL0zCl5Tnjo7mMMBMSD5d7r+/7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\nmk2GQ50uk6Wk8+VAXM0OnrWjhZ50924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phirM, Xi, Yi, interp='linear')" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 101 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig, axes = plt.subplots(1,3,figsize=(14,4))\n", + "opts = {}\n", + "vmin, vmax = PHItM.min(), PHItM.max()\n", + "axes[0].contourf(Xi, Yi, PHItM, 100)\n", + "tM.plotGrid(ax=axes[0], **opts)\n", + "axes[0].set_title('TensorMesh')\n", + "axes[1].contourf(Xi, Yi, PHIqM, 100)\n", + "qM.plotGrid(ax=axes[1], **opts)\n", + "axes[1].set_title('TreeMesh')\n", + "axes[2].contourf(Xi, Yi, PHIrM, 100)\n", + "rM.plotGrid(ax=axes[2], **opts)\n", + "axes[2].set_title('LogicallyRectMesh')\n", + "for i in range(3):\n", + " axes[i].set_xlim(0.025, 0.975)\n", + " axes[i].set_ylim(0.025, 0.975)\n", + " if i==0: \n", + " axes[i].set_ylabel(\"Northing (m)\")\n", + " else:\n", + " axes[i].set_ylabel(\" \")\n", + " axes[i].set_xlabel(\"Easting (m)\")\n", + "fig.savefig(\"./ThreeMesh.png\", dpi=100)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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NjLjY8b+ncvrX3jBdL8CR1+cz2lnOqk/uTJ8Y9flG23+2kdWffzdlfs8C7yJTbZHFUbup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\nX7As6wHgHdu2Z8fWf2dZ1vm2bb/ic9uRfo7TUlc5Pe7Ic6wfg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ydEPPrMQetfB1K5xkno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\nof+InZoN7eSECfuOVF/P2xXkFY/haJx5vNFoe2ohZ3/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