Created
January 30, 2015 17:57
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{ | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "# Spectra of Buoyancy Data #" | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "Shown here is an IPython notebook which conducts spectral and structure-function analysis on the Eady and Phillips model buoyancy data provided by Professor Shane Keating." | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "code", | |
"input": "import numpy as np\nimport os\nfrom matplotlib import pyplot as plt\n%matplotlib inline\nfrom Idealized_Model import idealmodel\nreload(idealmodel)", | |
"prompt_number": 23, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 23, | |
"metadata": {}, | |
"text": "<module 'Idealized_Model.idealmodel' from 'Idealized_Model/idealmodel.py'>" | |
} | |
], | |
"language": "python", | |
"trusted": false, | |
"collapsed": false | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "# Eady Model #" | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "code", | |
"input": "# load data files\nbase_dir = 'Idealized_Model/Model_output/Eady/Eady/'\n\nnday = 25\nindex = 0\nwhile nday < 65:\n if nday % 5 == 0:\n fname = os.path.join(base_dir, \n 'b%02d.mat' % (nday))\n print fname\n try:\n p = idealmodel.IDEALFile(fname)\n nbins, Nx, Ny, k, l, PSD_2d, Ki, iso_spec, area = p.power_spectrum_2d() # Calculates all the variables necessary for an isotropic spectra\n if index == 0:\n PSD_sum = np.zeros((Ny, Nx))\n isospec_sum = np.zeros(nbins)\n PSD_sum += PSD_2d\n isospec_sum += iso_spec\n index += 1\n except: \n if os.path.exists(fname) == False:\n print 'error'\n print index, nday\n nday += 1\n \nNt = index", | |
"prompt_number": 3, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "Idealized_Model/Model_output/Eady/Eady/b25.mat\n1" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 25\nIdealized_Model/Model_output/Eady/Eady/b30.mat\n2" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 30\nIdealized_Model/Model_output/Eady/Eady/b35.mat\n3" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 35\nIdealized_Model/Model_output/Eady/Eady/b40.mat\n4" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 40\nIdealized_Model/Model_output/Eady/Eady/b45.mat\n5" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 45\nIdealized_Model/Model_output/Eady/Eady/b50.mat\n5 50\nIdealized_Model/Model_output/Eady/Eady/b55.mat\nerror\n5 55\nIdealized_Model/Model_output/Eady/Eady/b60.mat\n6" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 60\n" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stderr", | |
"text": "Idealized_Model/idealmodel.py:223: RuntimeWarning: invalid value encountered in divide\n np.bincount(Kidx, weights=PSD_2d.ravel()) / area )\n" | |
} | |
], | |
"language": "python", | |
"trusted": false, | |
"collapsed": false | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "code", | |
"input": "plt.figure(figsize=(17,6))\nplt.subplot(121)\nplt.pcolormesh(k, l, np.ma.masked_invalid(np.log10(PSD_sum/Nt)))\nplt.colorbar()\nplt.title('Spectra Amplitude in 2D', fontsize=16)\nplt.xlabel('wavenumber $(=k/2\\pi)$', fontsize=15)\nplt.ylabel('wavenumber $(=l/2\\pi)$', fontsize=15)\nplt.xticks(fontsize=15)\nplt.yticks(fontsize=15)\nplt.subplot(122)\nplt.loglog(Ki, isospec_sum/Nt)\nplt.title('Isotropic Spectra', fontsize=16)\nplt.xlabel('wavenumber $(=K/2\\pi)$', fontsize=15)\nplt.ylabel('PSD', fontsize=15)\nplt.xticks(fontsize=15)\nplt.yticks(fontsize=15)", | |
"prompt_number": 4, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 4, | |
"metadata": {}, | |
"text": "(array([ 1.00000000e-01, 1.00000000e+00, 1.00000000e+01,\n 1.00000000e+02, 1.00000000e+03, 1.00000000e+04,\n 1.00000000e+05, 1.00000000e+06, 1.00000000e+07,\n 1.00000000e+08, 1.00000000e+09, 1.00000000e+10,\n 1.00000000e+11, 1.00000000e+12]),\n <a list of 14 Text yticklabel objects>)" | |
}, | |
{ | |
"output_type": "display_data", | |
"metadata": {}, | |
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x94uNjUV4eHjA+Js3b0ZoaCji4+PPaqyKFSsGnUt+8W87duyA8VZ0KbevKVOm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TF//nwtW7ZMzz77bN+2G264QXvssYeOPvro5z2vra1Ny5Yt69u2YsUKPf3005pfq080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\ndyVrR2jPMIW8JJwP0u7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/f75Gjx6t97///dp33321dm21REEJPYWXXnpJe++9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\n", | |
"text": "<matplotlib.figure.Figure at 0x10f679490>" | |
} | |
], | |
"language": "python", | |
"trusted": false, | |
"collapsed": false | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "## Fitting a Slope to the Isotropic Spectra ##" | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "code", | |
"input": "Ns = 10\nNe = 80\nisospec_sum_e = isospec_sum/Nt\nA = np.vstack([np.log10(Ki[Ns:Ne]), np.ones(len(Ki[Ns:Ne]))]).T\nm_e, c = np.linalg.lstsq(A, np.log10(isospec_sum_e[Ns:Ne]))[0]\n\nprint m_e, c # slope and intercept", | |
"prompt_number": 9, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "-2.76141387777 -4.53577472279\n" | |
} | |
], | |
"language": "python", | |
"trusted": false, | |
"collapsed": false | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "code", | |
"input": "plt.figure(figsize=(8,6))\nblue, = plt.loglog(Ki, isospec_sum_e, basex=10, basey=10)\nblack = plt.loglog(Ki[Ns:Ne], ((Ki[Ns:Ne])**m_e)*1e-4, 'k')\nplt.title('Isotropic Spectra', fontsize=15)\nplt.xlabel('wavenumber $(=K/2\\pi) [m^{-1}]$', fontsize=15)\nplt.ylabel('PSD', fontsize=15)\nplt.ylim([1e-1, 1e11])\nplt.xticks(fontsize=15)\nplt.yticks(fontsize=15)", | |
"prompt_number": 19, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 19, | |
"metadata": {}, | |
"text": "(array([ 1.00000000e-02, 1.00000000e-01, 1.00000000e+00,\n 1.00000000e+01, 1.00000000e+02, 1.00000000e+03,\n 1.00000000e+04, 1.00000000e+05, 1.00000000e+06,\n 1.00000000e+07, 1.00000000e+08, 1.00000000e+09,\n 1.00000000e+10, 1.00000000e+11, 1.00000000e+12]),\n <a list of 15 Text yticklabel objects>)" | |
}, | |
{ | |
"output_type": "display_data", | |
"metadata": {}, | |
"png": 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Ap2fJEpGrrgJXV0c/sYiIlDWV6bZQRUoqSuuPPyAj4+KJx4Wvf/sN6tQpWSJSrx5Ur+7o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\nlrEZcS0cAAAAAElFTkSuQmCC\n", | |
"text": "<matplotlib.figure.Figure at 0x110e83c50>" | |
} | |
], | |
"language": "python", | |
"trusted": false, | |
"collapsed": false | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "# Phillips Model #" | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "code", | |
"input": "# load data files\nbase_dir = 'Idealized_Model/Model_output/Phillips/Phillips/'\n\nnday = 25\nindex = 0\nwhile nday < 65:\n if nday % 5 == 0:\n fname = os.path.join(base_dir, \n 'b%02d.mat' % (nday))\n print fname\n try:\n p = idealmodel.IDEALFile(fname)\n nbins, Nx, Ny, k, l, PSD_2d, Ki, iso_spec, area = p.power_spectrum_2d(varname='bC') # Calculates all the variables necessary for an isotropic spectra\n if index == 0:\n PSD_sum = np.zeros((Ny, Nx))\n isospec_sum = np.zeros(nbins)\n PSD_sum += PSD_2d\n isospec_sum += iso_spec\n index += 1\n except: \n if os.path.exists(fname) == False:\n print 'error'\n print index, nday\n nday += 1\n \nNt = index", | |
"prompt_number": 11, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "Idealized_Model/Model_output/Phillips/Phillips/b25.mat\n1" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 25\nIdealized_Model/Model_output/Phillips/Phillips/b30.mat\n2" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 30\nIdealized_Model/Model_output/Phillips/Phillips/b35.mat\n3" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 35\nIdealized_Model/Model_output/Phillips/Phillips/b40.mat\n4" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 40\nIdealized_Model/Model_output/Phillips/Phillips/b45.mat\n5" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 45\nIdealized_Model/Model_output/Phillips/Phillips/b50.mat\n6" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 50\nIdealized_Model/Model_output/Phillips/Phillips/b55.mat\n7" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 55\nIdealized_Model/Model_output/Phillips/Phillips/b60.mat\n8" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 60\n" | |
} | |
], | |
"language": "python", | |
"trusted": false, | |
"collapsed": false | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "code", | |
"input": "plt.figure(figsize=(17,6))\nplt.subplot(121)\nplt.pcolormesh(k, l, np.ma.masked_invalid(np.log10(PSD_sum/Nt)))\nplt.colorbar()\nplt.title('Spectra Amplitude in 2D', fontsize=16)\nplt.xlabel('wavenumber $(=k/2\\pi)$', fontsize=15)\nplt.ylabel('wavenumber $(=l/2\\pi)$', fontsize=15)\nplt.xticks(fontsize=15)\nplt.yticks(fontsize=15)\nplt.subplot(122)\nplt.loglog(Ki, isospec_sum/Nt)\nplt.title('Isotropic Spectra', fontsize=16)\nplt.xlabel('wavenumber $(=K/2\\pi)\\ [m^{-1}]$', fontsize=15)\nplt.ylabel('PSD', fontsize=15)\nplt.xticks(fontsize=15)\nplt.yticks(fontsize=15)", | |
"prompt_number": 12, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 12, | |
"metadata": {}, | |
"text": "(array([ 1.00000000e-10, 1.00000000e-08, 1.00000000e-06,\n 1.00000000e-04, 1.00000000e-02, 1.00000000e+00,\n 1.00000000e+02, 1.00000000e+04, 1.00000000e+06,\n 1.00000000e+08, 1.00000000e+10, 1.00000000e+12]),\n <a list of 12 Text yticklabel objects>)" | |
}, | |
{ | |
"output_type": "display_data", | |
"metadata": {}, | |
"png": 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LAwcOxLJlyyxjLVmyBN26dUOVKlXO8QgIgiAIxQlXAV+CUNLp0qVLidrOuYxz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VLY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\n", | |
"text": "<matplotlib.figure.Figure at 0x10f949750>" | |
} | |
], | |
"language": "python", | |
"trusted": false, | |
"collapsed": false | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "## Fitting a Slope to the Isotropic Spectra ##" | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "code", | |
"input": "isospec_sum_p = isospec_sum/Nt\nA = np.vstack([np.log10(Ki[Ns:Ne]), np.ones(len(Ki[Ns:Ne]))]).T\nm_p, c = np.linalg.lstsq(A, np.log10(isospec_sum_p[Ns:Ne]))[0]\n\nprint m_p, c # slope and intercept", | |
"prompt_number": 13, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "-6.92583668753 -27.5982585116\n" | |
} | |
], | |
"language": "python", | |
"trusted": false, | |
"collapsed": false | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "code", | |
"input": "plt.figure(figsize=(8,6))\nblue, = plt.loglog(Ki, isospec_sum_p, basex=10, basey=10)\nblack = plt.loglog(Ki[Ns:Ne], ((Ki[Ns:Ne])**m_p)*1e-27, 'k')\nplt.title('Isotropic Spectra', fontsize=15)\nplt.xlabel('wavenumber $(=K/2\\pi)\\ [m^{-1}]$', fontsize=15)\nplt.ylabel('PSD', fontsize=15)\nplt.ylim([1e-8, 1e9])\nplt.xticks(fontsize=15)\nplt.yticks(fontsize=15)", | |
"prompt_number": 18, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 18, | |
"metadata": {}, | |
"text": "(array([ 1.00000000e-10, 1.00000000e-08, 1.00000000e-06,\n 1.00000000e-04, 1.00000000e-02, 1.00000000e+00,\n 1.00000000e+02, 1.00000000e+04, 1.00000000e+06,\n 1.00000000e+08, 1.00000000e+10, 1.00000000e+12]),\n <a list of 12 Text yticklabel objects>)" | |
}, | |
{ | |
"output_type": "display_data", | |
"metadata": {}, | |
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i4uKcG6CIFOHRayYc2XWxZMkSIiIiChIJgAEDBpCZmVkk8SjLfUXk4vTsCevW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\nTkSuQmCC\n", | |
"text": "<matplotlib.figure.Figure at 0x10fe674d0>" | |
} | |
], | |
"language": "python", | |
"trusted": false, | |
"collapsed": false | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "# Compare the Buoyance Spectra with Results of Keating et al. (2011) #" | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "code", | |
"input": "from IPython.display import Image\nImage(filename='Idealized_Model/Energy_Spectrum_Shane.png')", | |
"prompt_number": 15, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 15, | |
"metadata": {}, | |
"png": 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j2rIWXe0MztLGnfbHXovOZsanjilzrOPoT7pl2P3YSD2U5xf/MsrZ7jRmtTft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\nVDoqMVdcccV0ySWXtDtASeI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e26TnpOgnnXRS+/kA2tFHH90Yecy77y3IJ3/UYcZWJH6c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\n6nYPv3nRIdTnPOc5bbOHcSdldyZIHIbdeESrTCFQCBQChcD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250jGPoKTsUniLp3NkOc5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QLC54zOC1CXVyf7lzzadXFMLW+OzggfHBgc2LscCDjXQvIgsoGfe8gInBhmcGBw\nYHBgezgQuUxW+xS3K8yUuJ/+9Keb8hZIJ6vhPEDdZ7xdcWZT6kaOV1mesO1p0c4rdRaozzEt4T6d\n5qsMrrvQpHu56/LLL2//FGg3FRAuffJU5nNHOwbQA+g+7aiza7qdx7JRo8GBwYHjzQEygIksYMed\n8KSJfGkZxs/gwODA4MDgwJZyIDIYfnMFBlj3ZS7A/LnFJ3aBdWmeeeaZdvsCoPeHdf4PY+pdxiHb\nX9x9s0C9JqtHzGGgu+k6gO3vqU877bSVV7/61YevsNT83DopR9bcntBKfJ9n+AcHBgf2JwfIh96Q\nF5Eb3FUu9WmHf3BgcGBwYHDg+HMgOC4yO3+I9Ja3vGXlj/7oj1Y+/OEPt4+MBP/lvzD8WZ1vsX/n\nd37nt1RyyPYXs2TNS546IR0hq87IYumj9phPg+7Tiu6ZY3DS9La4Gl/doV3tWq7wYQYHBgf2Fwci\nfyJLIhP4hxkcGBwYHBgc2F4ORDarReQ1LEizftlll61ccsklL/oHabjx2WefXfnABz7QPr3rGnVA\nfFoSOR//frfXpVHHpDAuC6QjDi95sZmA7uZZ/EiXPMK4k7eGJ13s5B/24MDgwOBA5UDkRw0b7sGB\nwYHBgcGBncUBuNB/4vzoj/5oA+Ew30MPPdQAun8yBc4ff/zxdqedovdHfuRHDit4d1ZLdkZtZoF6\ngHUWR/4AbGF2TO4X+TSPzzF+4xvfaN86duyRPLGTN3526GNDwsMScYD/MIMDgwP7mwORFVVe4Ejv\n399cGq0fHBgcGBzYfg70uM3/45x00kntxgWATp77trr3En3K2xcD3VH3FRgfIcl99R4Tbn/LtrcG\nG0LDmJeFE0B/yUte0r7y4m+9P/nJT6784z/+Y/tX0r5J8vQdWDvColtNn7bGDffgwH7gQH8UuKzN\n/fzhz5N8/Gj24Yln93H8venTbDRe+kpjPWVUuZP8U+X2YWlvHz78RzhQ++JI6LxL+n5sVn/fn0mf\n8NhK4I6/uvu4+NlMn1bY6GtcGGZwYOdwIHPbzQt/UPfLv/zL7cuAXiTNTQz/ZOoO++23396Au3lc\nseHOac321mRWo94zi78KSH9K5F76+eef3xgLpL/73e9ub/r+wA/8QLu3nt1R8vU0NT2dCZzT0ufP\nTLaXLaP0wYHt5cCyuTIVl9pmPvFLR/A9/fTTK//yL//SPpnlk1g22DQd0lZa1R161a60a3h1b4ZG\npSu/R1jCe5o1PnGxp+qCzlR8Tbvf3MaFu6L5dBr5W/ld+VX7gkyvf0iHbzVt+Ehj9m//9m/tj0/+\n53/+p405Hx3wl+Mx6Pp6mE+55W/Hyf/8D8e3fdu3JemLylBe6poEU3VI3LAHBwYHji8HzMe5OSgc\nWF9dfD/dB0fIhltvvbX9gz0Z9IUvfGHlnnvuaddhDh482K7LzN3M0IpazrJyj2+Lt5b6LFBPNSoj\nMCgCkmDH/JNPPnmFRh2z7Ypcg3HfyLUYwFv65AnNaieeAP/BH/zBle/+7u/+Fu17TT/cgwP7gQOZ\na1UoTbV7bm4lH0DmE6qPPPLIyte//vU2X71tD6gz8iftHP1l8VN51gpDL/M+7rk8ad9m6rAW7bky\n90O4O6KOoP/zP/+zAfa1gLpxJI2xQxEDsKdPYuNbeI5+lDdA+Ote97om38VbnP2tuHXDf3Gog6+H\n2TTYBLjb6h9orSGUQT7bm7UkZcVOX6XctcZz0g97cGBw4NhwIDK6p5Y5KZzsMIdhQ0DdWvTEE0+0\n+Q8zPvXUUys29GSF+e876zbt/Tzfr/N7KVDHlHRCZVgNI7hp6QhVxxg333zz4U4hYAl46fMHSKHJ\nJux1Gre/lL3++uubYK5al77zh39wYD9wIPNEWzP3YovjThpCMEa4OcckDaEINH35y19e+Y7v+I4G\nihJf07ZM5Sf5Ux7/0ZpKE61Ks7pTTh+mLjE1LnVMfOJiJz5597vtnaL3vOc9K3/1V3/VPp3mKBqv\nMpaiaU84v+uOF1100cqb3vSmBp6TNjwOT/Ea+P6nf/qn9gLZqaee2hZfih1x/nfDVcl777135WMf\n+1jTvAPv6SPpDhw4sPJjP/ZjK+edd97KiSee2NYY9JMmZQ17cGBwYHs50M//qdpk3lIQ/dRP/VRT\nFAHm5ARb/Oc+97l2mgYXXnvttS1Npc1d/crp/VNl74WwWaCOcQxhzB1Gh1n8tCY+sXPfffc1wUvY\nZuEX5+WBGPlCU1josS0G3vy1GOwXxocvwx4cmOJA5kHszJekzVzq5xV/P2cdI3pslmkrcj8QrdDv\n6Sauxtcyk57d1y1xc+HroVnThN5UWMpPmt5WB09AZR+/H/34Qdb6S++vfvWrDSj3vO37jp8CxcJK\n69XHVz6i5UUxGnsackDbvVRrg/x33XVX+3vxf/iHf2h1oGlzkuplMnWSxsbSZuK5xX91+GOUCy64\nYGV1cXRer92oA5O6x651Ge7BgcGBreVAnZeZk8IiM2zEv/d7v3fl53/+59uGnzz43//93xZP2UtW\nw4M/+7M/29KpfeikJWSJsD488XvNngXqtaGYURnN7V6hY8tHH3105ROf+EQT/D5e78iCJr03GNsv\nlqEpXB6C2G5qmMGB/cqBOicihIQxscObPj7+xCcPYB7NaOZXaCVP/DXvetw1X9yhGTvh6CWMnfDe\n3Zdb0yVOWKWV8NCq8eJ6f9LvR5ssJr+/9rWvNds7C8A0jTk+OeUkk7kZPJXH2PnxH//xBth7WV75\nKL376f65mlxH35+a0Jw57nYNi0YdQKeht2h/13d918q3f/u3tysx1hULtrT+HMUGE53Xvva17UpM\nX7eUXeubsGEPDgwObA8HqsyNXFYTaxFZ8xM/8ROH30/5i7/4iyZ3XIHzTtXdd9/dZM5P//RPN0xJ\n0RSZU+lW9/a0cmtKnUXFGNubMIXtXpGjTVoRR5kEOKHruNJuKCYdRNBHkyc/pgvjZnQEYZ00yT/s\nwYH9xIHMh7Q5fvPIfMmc4TeHPFNzNWHyc8ff00g5sZOOv6ZdVlby1romrLelCV1l1fmeuq5FJ/Gh\nze9Rx5ikqe1J3H63nXzSYP37v/9745mjaHfIabTxDVDXL2wGX/UZWxqnMvg6xWPp0Ae2Pa5GAuKA\nNvD+/ve/f+XTn/50k/f+ZvyKK65od9fdRaexdxIr36c+9alWR+9XfOYzn2lxFm1gnla97+/93qej\n/YMDO4UDVTbUOkUWm7vc8J53HJ3u/c3f/M3KV77ylSY7yIDHHnusyQKbewqCA4urcPVK9FwZtby9\n5J4F6hHCGhvGZiFku9ZC8NoBebnozDPPXPmFX/iFpv0Qj5GENtsTOs2x+ElY/Ozkq2HDPTiwXziQ\neWZuVLf28xNo5psHWPFVjCq8kq7OrcxZYdwBXAkPb2seZXnMcYAOYFMekBRgLZ6p+aq7xtdw5RO+\nhDGaNvXi88jHzY47+UMzdY6tfupaeaF9lUbSDnul8eq///u/2930HEOfcMIJrW/Ds4yPyvP0UR8n\nTfrIGPUuxBe/+MV2heUnf/InG1gX75oNAE6Tf/bZZ69cfvnl7S/EjavkN6a///u/v401tFyzcY/e\nV4u8fOpdKOMmJvVL3RI+7MGBwYGt5UCVA+Yjfw1LbTLXrQXAutO8c889t520PfPMM22dkxZ491Uo\n68V11113+D0V+ZjQmSqjJdhDP7NAPUyobcUQRpzFEWBg04bQnFgok09aO6H4Kx3u0OKWpjK7usUP\nMziwnzhQ5wZA5b6vawQ0DsCOMHPNvHO314vYvpjkRZ0A1Movgs1jngVkJT7h8aOvHMBImU7LzHFa\nVH9KoazVxRU1V9wYdU190QfA3TP+/Oc/3+LV76UvfWmrt/vGAJyTOAIYSPQieuhxB4RFJqQMdsJ8\nMeT5559fQU993WmmxcUPL8u6Dw3sAX3ZWLTKjJ/GAdde9CvblRR8yhcW0pfGhbESnseuLBQWk3w2\nTPoFGPflFhsA/WxMWIT1VzRkP/zDP/yidyZCQ58ZbwcWWjQafHWx1jgBsHHM5k7ZqVfyJiz1Gvbg\nwODA8eeA+Zc5GLkQe6p0acWb67DjVVdd1eQE+f+3f/u3TfZYd2z6XZPzWUcbeidzPd3eP1Xebg+b\nBeq1YRiRThDOTdhiXAR80kwBheQJQyutxLGHGRzYzxzIHMIDbsDEm/DeAXFn99lnn20AFcg174As\n4NnVglNOOaVdOwNuArDQiUCMO0C9hosD2mgsCUV3BIEqj00BgWljgLayAG9gOVcaQjN0CNcHH3yw\naUN9jouc8Pkt2lTtsQHIZgOodiLn+oXHfebcR6z8UF+AzSbis5/9bBPmXjjk99Ih7St+0LgC6cpV\nTxsF9yGHOcIBfW1zg2cWPkA6vI59JPWhsVj9cUeOyxNDA65fjF3aMn8hbuwA6L4+ZGHOZk9f1Y1U\nLTtg3Thn9L2nlpkxXPPVuqROwx4cGBw4/hxYNvcyV2stkp6iwH8sWFM81ghrjjzWOmufqzDWGTLd\n5n2/mTWBehWMYY4wzLVw0+JhJg0KbYoXhCpQkEd6z5RAnaKfDkx5w979HEj/15ZMhdX43t2n7/19\n+uqfSjsVVvNUt7RMHZsbzZ/xX2lMlSEMiPq7v/u7dqf3ve99b9M00zKadzSVNNfeE3E8+JGPfKSB\nV1cJvCdC41jBc+YjoNMbdSEUASngWlmAsI04EEdDLQ1NJm04sP3Rj360lXvNNdc0IJZ3UvBDvdAC\nzIE1mlQyAV33jYF2D3BISwq006Boq5MDccC7eCY8VnfgnsD2otHDDz/c0qgjLYx4pwDemXnooYca\nDfU77bTTVn7oh36oAcI5vvc82et+fAfU8Vbf4bUxoO+yQOKVcQMoGwsZQz1v0GCk1wdoGz/WA3z3\nAOroWGABd5p0mynjWf7QCB3+1Mc8YGze9LWxlH5MvvhjtwzjZ3BgcGDLONDPvX5uLquIvOSD0zfr\nBcWUdYEsIVNs8G+66aa2BkkrXS8H+vKXlbcb49YE6lMMEGZBddzu5dHHH3+8vZ3/qle9qmnZCOCY\ndFiAg7zCEp507IRNlVnTDffO54C+TD9yW3CNgYwDEzBpqlZtqmXSepik5beYm+C1nLhDRxnJL6/y\nEzZXvnAmtPjVnx9oYfiF8yddi5j4CfgRJY86pB01eegATN7/8NlT4Nlc83k6L96sLq6dAKauetAm\nA7kB165+AF7u/2YOoqn9aVP4mLLY6ADAN9xwQ3MDUgcX/xDn+9foqSstLM2GTcETi69x+NtnwtLm\n/IwzzjjcHmkBM3QJ2I9//OPtGgxt9xvf+Mam+c+fLQHy2Yy4DoMmfjoGpWVHI/WUVvwdd9zRNgs0\n5b6xfdJJJzUtuvYpj5Anj2wqbrzxxlZvvHDyMMXzyv+NuMPP1G8ub02H97VNc3nWCq80pY2fG/34\n5+pmfOWkhHYbAHaVyGmKzZI7ofLisX4AqmnHe3r8NYzCxmmKL7UY464yAef4fmCh1DGG9ZcTDhvA\naiod9VeHfOPdRsLmTV3r6UhkSaUz3IMDgwPbz4E6n9Wm99camu8eSihr3G/8xm+0/1ggy12jY8h2\nChpKIO9COjHNOtISTPysJQcnsuzYoDWBemreN5rwxSgaPGAJYLCIvvKVr2z3V2n96q4HWKmdFXc6\niT+PMvvyUo9h7x4O6EOAwOJNy8afO8g0tBZx1yccewVESVPHhnFDS0pbavE2mcUDiICP6xIWcWAs\n+XAodJTvyojrHMoI0JYfLUDEdYuUL2+lA3z4HrTjfGAVaECbW36bVW2IBlj+atTfUZ5/7kULbYBD\nvv/3//7f4Y1LzSMdfgGbNgTaePHFFzfABFQBKNoO/Lg+IL1P3gG9wLrPpJp72lrBobLTTm1g8IGm\nGwCnxbDxBqhsuoHbzGEbA35zXr+Z6/6sZnWxcfie7/me9qCtDPVjq3v6+TWvec2Kr3bgFZqMfNqg\nnjYk+vmBBx5oX5AiP7QFHceh7rz7hJe6vuxlL2t3Fk8//fQXXW2hgTEWAMRbbrmlbTqAPfVGD8hD\nb70GoHWths30vEs/ZKxN0U2ccW+zQlZuxCR/n6e2g3su3VS46ynGjDgLoU/sPvnkk22c2hAZ22ji\nGX56H4EWy7EzwB4+pE4pwwmPTZ9F1afXzK2MH7a7qMYOHuhz+Rj9a27n++y0auarUxM0Dy42jb6l\nnhdJU17ypx7DHhwYHNg9HMg8jixjk5HWLwoi6yPlTK7C+BqUk1pynAyxDkzJ9CoXQhtXUt7u4dCR\nmq4J1Gvj4mYDABZvzLQw0sbcfvvtbQHwqUZgBLMjkAMYUjRhLyyPhQwteSpzk37Yu4sD+tA4sQgD\nV7fddls7ynKEzQDQADJASINrPEjfG+PDdQtgAuC20KMNPJmsJiqNM6Ce8RkatXzaVfnkYQN1xigA\nDDQHXCZvbEDT9RKggZZbOeoE6ACdACgAMQXUlR+gDtjasGgnDbT0QI9yY9J+QAlIBxJtBgBNQglw\nCl/l0XbaayBHHhsKfPEoN4BKnuRjx2iHMoAiQI3xyTzAyByu+dQNSI+2HE+0J8AZoAsP0E158qD5\nMz/zMw3o6f+0Ey9pVgE0LzcC6h71AeIBdYaA9kk/V25oedWPNj1XWlqixY+xgUfoygP02/CQT04H\n1I88Wo9Rx5wIqJs24ad2pX36Dp+lrbwK/aSVDx/8gYeNlvA5E94kTeyavobVspMm8aGVNOK5jRVt\n4sbvjBt107/4ZJNlc+RERD/ovwsLxcbZAABAAElEQVQvvLB9oaFuMGsZrtPkyBq414cZg8rGe33D\nJB9eGuv6KUfdNg8UP9YUGnhlUwBZG+p8aYRe+Emba9hwDw4MDuxMDpivkQFqGD8caD21LkR2WGut\nvTlF9gdJNv3ywA5RXs21tJbDvRtlxeyq1TcOEyIkNZSwtxg6MrdYAzSY+cd//McNQFi4LaoYL19d\n1NACmCzQHkbnvOENb1h5xStecRhMtYjxsys5kPFjnDiusiumKWPEmYRAKDCUtJmsScOWzrG8axcW\n9BpnzKAJmKJR6aAFBIiTBrA0BpMGHQDXHebeSJPJbHwa5zTq6sCEBnoADwEyZwA5AAYYcr2DcZVA\nu9VvyqAXzSY3AFPBt/LTFpuUgwvgCgThE7AKwIvXBrZy1IPhFu4BxvJ1F+Wh4ehR/cRLKz+jTI95\nTVsKQKmXOa9t+Bi+yOdhgDpv7MuXTVroKkP/2oTg7epCO4+WsUKz70ET3/Sf9E4XAH/aXXHC2KGp\nDBub888/v4E/Wn+AUx8AyxsB6jYi73znOw+DyNagxY8ymbS3+tMv4lM34Be/3M8GVNUhdZcuJvTi\nn7JrPu7ql773C0v9uPEJL7RNWhpwADibZv1FNpsbNkY2ycb/+973vhZmHALs5Dq6aSNaxpBvnhsX\n6NiIpl+UXU3yGZc24b//+7/ftOfSoOVhaNesCRmTLfCFn9quGj7cgwODAzuTA5nXkR19LcWLI4PI\neesbZR/NurWGPLHm/uEf/mFb72DGvLAeWr1cSJlZy5JuN9mzQL02NszTsLgBGADMkTttF+bJI56g\nBgB8RSIaTAxOPDrcGEdQeywW55xzTuuIlJN07GF2Hwf0cZ7UPmPAeMiYEDZljKWkM0a4qxEW+qER\nWzrjK/n5+/xAsDB5Mq7ZvRGWp8YJ62nWeG60pTFfKu1az5pHuGsCtJGEFEBFs+hEAGChqaQ1pvUE\ncj3cgKBrLPzAOrvWGV1PwtjSA7GAGBBL4Ck3Wt8q2Kpb/QAnWk/gzEkHrYeNF7rKVhZACrAB1TYP\nMaGVugB9wLXv6aKlPjYy+tdmwouJAKV87iaiyaQ93OL4mVxJcmLiOhDQCezT0gDN6zHqBvTjh3GC\nBhO+qps0FfinPerh0e8e/aF98sakrvGzp8JqfO9eK7341Cl5yWaymuxWN2PKRorGGrDWZvmMV2PK\nffP777+/gWnXiGyOv+/7vq8Be+MuxhUV99ttssQ7xZjSgKtPrbd+008HF5tNdWJsJGw6KX9cyTK2\nnlto2Z1E4WUdP9JXevzDDA4MDuxMDmSukgPVCE9cwslLcuTSSy9t85/CjSw2/8kxSgTrFplEKRwF\niPjIvZ5uL39S1k63Z4F6GBnm1QZyA+CEJkZaTJksRMkrLPmnQJX4pAVKctyRMPHD7E4OpN+BOhPJ\nom8xzyQCEl05cSctabV0yh0tLjomozTGHEAWcGHMCI8drgET8gEC4pXPBkTkTfnCqgkdINIYBxCN\nT+OeITAOLO5Xo5Gwmj9uc0I+d3yBNeUAuVMgJnloXV09oZ0EWIDXD33oQw3AAkGO/TyuJKADWJuL\nHiY8Dj1lpn11bgFqNtOAG/BPs03waTMjT9Inv/AAa/zPhhyo0ie1LKDPvEY7NOWvJnS1QT/zq4+x\noo9ckVJHIJAB4pxuiPOkftqsPZFBNL/qxLDRcLqzXqMexo13cNRHWcLQV07KrfTERc4Jl8aj7fqq\ngsyab8otn2tJNiz4qn3rMalX+Ko+NifK1g/mjytbl112WVvsjGsbNHNRPeVLvY3tbAhz8uJaUu79\nm9uZT/oFj21onHrgXYB86lTrnzD5jXX1A8jxlgZNf1uIbbAog/SBMeKUxZwdZnBgcGDvcCDyoLaI\nLCIXKHpcdZTmL//yLw8rd52+klmUKa7HsSP30Ik79lQZtbyd7F4K1NPA2oCEEf40Ib4wQYgyhK4H\nQwjcpBUXJgnLI03S6RAAxmInbdLIO8zu5IB+BNTcJfbPY8Ct/tW3QBPwkq97zLXQeAImaGSBNqBY\nGFoM0JF7r6GR8cOvfMf6l1xyScuX8m0U0KShRk+dmNhoeIAN5bMBCeCEAQQBB/kT1iIWP/IxaKEt\njdMi+fnNGxoA7t7ICwATTgcXmwv1dO0DcHE9BE0ACk/R1X702MK1ydxMO9hxm2u1btwAsb5QZq6n\nJH1ft/j1gb7TbvUDzthAISM/2uqBb9KHpnBP/ElL4OorftoS9PQxsErTysYvpwvcQKdy0RLukd7m\nQHncrkppG1qAJLC9XoMesEm+ZaylnIBxdQ1PuYHg6k9blSkvfkm3lpEPHSCVRtu4ybhNXml6k/oI\n5/Zos3FhE6bP8Md4tvnUDm00ZlKv0FVffDSuuL3DYKw44fFCFy28PhDHOJa2qdTfgL+yIstDM3WK\nXz75zU+PcHXS/05VVldXD3/9QZ/b8CqTHVpohF7aIGyYwYHBgZ3NgczXzN/UNuH8ZCpZQt5Yc3PV\nknwkJ1y79uEAcoccs4lHr9IIXfZceE2zE92zQD0COI3T+MoADARUDi7ABKaFAeykTfrEVQYkLmHK\nI9hTXsKHvXs5oN9twCzcWYhra/S5cZQFXVw/VsS5E02TVsdZxhjgIU3yxUZLGuXLq3xxiReX8jPW\nhTFJw20ToHxAR3zGaOpStZA1n7wM2oCRl16SB408h1IdqmvyywM4uwsMkHsPBFDy4h/QSnPpyokX\n/YA/gMpftXtZ0fUAmgV8ZdS5fxKuPoRfTsSAJGHSpy6NyAs/whn1CyDmllZehjvptIHwDFBPPeSJ\nO+UIC0/UIQbIrvWjZcUHfFd3JnkBavRSByAVLeE2eQHcob2WjY5y8DJ0kydtFB6TMP6EJ6zPnzy9\nHb6ot2skvh8MtDKhwZ7qJ+F4jV81ngLE8TFNtzROYcwLZeG5MEYe7viFabtTFn+oBaTbNOaFUX0u\nHh11tZHU38astSFt1z9TJuUkXepjztmEOoHSFici+t37Bqct3oUwF/ULI49nroypckfY4MDgwPZy\noM5987eXO2onnDG3DyxOr2nNyfF3vOMdh2U/+UA22LwzPg6R9YY/tLl3s5kF6rVRYVgNs5sBGhw/\nWAAdxQNkEfwYX/PFnw4KraTpwxM/7N3NAZNM3wY4ak36nHuu34VLBzyYeJ5lRtpK6/+zd6dB9h5V\n/cDvv8o3WipagFUWUk4EJOyLbAkJ/CCSsIckgCRIECwpSqW0lCpf+BpLX2i5FFtiKTsxGyGQHUgg\nEEJA9iUsQkA2UVm0KHz5v58O3x+H5rkzd36ZmTtzp7vqub2fPn26+/Tp85ynb41re5n6FZ8KS93g\nn/T0IXhW3FIm8NRN/Vqv1kk4+ehGYPHGgWDlakN22gR02kXC0m1zu10PwZ05Ao0nOz5/fETLTstQ\nHZjWZ1zwTJviGS9lkp7yfGWsdyYZtNX6Fa25uuoYMw4T7YXjtClfOG2oQ7Am/NHEOwhUmilrHNyx\nzvxHm+Bv5tQBFzx0DDPfrE7yghcYUzSR3jvluFo3ZZSfSk9+7yvvDYNDl3kQ2MoJh8bKTcHWljIO\nOuhFqx5XYSWNDw6nridxdCc0R7hHd08OdnymMb4loIH3wD2wwLHBxoSIME+Qd5ALTZRNe3zz1BjT\n/Hu8STHXteENA8166ipfw63h8TMoMCiwrylQ12zWPoSli2dd42N4Fj7mljX8/OKLL27adOXtMRQI\n9gwHeAJ9eH2Fq+xBdUsJ6ulc7TShgBbF17g0HmxwaS0jCITYGYzA6P0MRp8+4gebAsuO/272cqu5\n17dd57e81Jfe5/XxwEq/E69+4NW0hCs85SIIEVYwKAIbrTyBhw2vV4AewosPQtmzE9YJMTT4hCp1\n49KH2o4wjTyBGLNz+I4AWOv1YQK1Q7ryBDJCE2GyF6wJiYR5MNP3tB8/9FJW35QFK3jpA8aMr2DW\nlAG+d8CICYhxgZM4P4Kkeg47ER5rmc3CeJzDEf4GLzhrZ5Ggmzx+8FEPXQilGxsbrV+btRm6aIPd\nOJMteICR9lMmbSyCJx9dCekOKuL64k0EvGxsaB2eXeGCmfaElVcfXjZDvnxzweGRtl0aTbhX1dF4\np67vLGymhHVz2RzVP65vt6YZs2jn4R5TplZx/AwKDAocaApk7S/TCbzAHohv2QPtPxTFHGWVN254\nvssGlNkuv18Gh1WVWUpQr8TErDkCgY+6XOHFNhGzt9kjUC1fO1bTwUmcH7jKJ578CmOEDxYFMpY9\n1v3Y9vHMjz69h5N42kl5foSrPk+dzLdaPrCm/L58jQdG0qbqS5NPmNnKEa5oDgklBKkIPoRND0dg\nJcwr5/YVt8LkrnfMy6GZ/THX4yfugUs0m4RkzI4QB8/UaQDKjzz4EWAxSkI6xogpEible/ADsCIY\n6gfXw9aONO07eAg7ZBBswQCf6QWBHT2kiXtjsMiBgWFj5nCAF/y2eqtS4cELX/Ovr0w69Blv4+DA\naYdLH4wHATXtSyfI6gtzkBe96EVH7/9tFcuPOspzfA8TD38GBq4+GK9aTtngkHp9WtaAusIEav1C\nS/OKsIyecYGXeQoPfJ3GHD0dmswZtICTcXOzDpgOT8xsYouffhgLNDzvvPNa2Sc96UmzF77whUcF\n9eCs7bQrLfXjo3ue5AdfZYYbFBgUODgUqGu2ruOkJy18T8/wHzyRzToZFD/DY5WlPLrsssuaEsBb\nO9959fxEucA/OJSamyBuF9l00sZn80EQGwnGT/MT7ReChNCpk7b6vJSTX8tKr/HUH/7+p0AdtxqG\neR+f6s0yZfp6fZ1+kdbyfdmal3AtU8Py+/iitMDiV3xqeg0TihyA/+Ef/qFpH2keMSWCedVSqkNo\nIWwxi2Gn5+NJghPh1JrMOouvTsWboMVMgUDvn1N9Uc+WmeBNuIzL+lQ3ArCPeBwSMMN69aAy8FKO\nIK8MZkrQntJwEB4j+LM919ZxP7xNB70ilNPUEggJfARYWtnq1EvfHA4Ilv7JFE2YTvjb6Y25Rru+\nZaj1+zD6MTHyN9YOPvqSfqWdShf19QVNpeu/ctLQ0sesblohzE7Ng8Ds8VDWASP58VMucW2GBklT\nRv3E4eSti1tUmE758OrP//zP2/cNmVspG1jw99EubZUPmpk4Eu6NJXqgtXFDK99y0HgFVmDAweHL\nB9TmTbRhyddGcG2B+U/y0A1sbTmcwVnbyU/54Q8KDAocXAqE79QeJM1a52rcVb7SyZxuRMOjOLyE\nWQw+i+/jO+G3gdMKzn+meEjKpK2UXbW/lKBekU/nMEsM2z/+ZaP1wRv7IMy8utRJWiVC8tLGVJmk\nDX9QYN0pgKlgNrTbTMsI3rTK1lrVCFtDnghiBHzrkEBDMIxwV9daTzsCFcGKAGT93TY3oyHwE4Zo\n5Lm6LoVpTvPhICFtYy78KgtW2lLOox8+hKTp1weHemXkpawy4Ln2j3BNmCSUE+o4/RFmusG8B34O\nLfCm2Q0TboXnPwRsmhUmeddff30zy8gHt33Z1JnylcXk/ekGfGhtqgv++hKXvtU0ecbC4cdbhe3g\nUOEmvMhP2zW/0lm6Mg4+aE64RheHHwc1Bzaux908RHNj5PsHH5UyPTLHwDE/jZ2wueCQ1fcRTOY3\nNGFXXnllO7g5GDpEadfhJm2HruayuQNP5cwvh1Zw6kGgVfwh3qmbtOEPCgwKrAcF+rWNl1IU+2M7\nfMJ/+dCwc/jFDTfc0Hgd+RTPq3tnz+Mqhfp2at4qw5sK6ukQv3ZAHLN0nZubJggJNlGvHbyaj41s\nJU6tnw6Dkzbk25S5qbKpM/xBgXWmACEnr+1oPWmQaQdoKwnUEfasEUIpQUk5D8GZUEvDHVMT5fKg\nW11z1tvGXLjC8Aij2sLgtOcgThCOEEUQwwitc5p3AhwzB0K6unWt1zaYyLz1rW9tgrYyBPbApPmn\ncafh9bEgIR0uhHCCbZz++AbGn9/ceuut7cpCadpGK3C1iQ8RJjFtvAhNCPj4Eb5UcQzsRb5xgINr\nNdEVblx4U/z0NTROPHDF0RmecOiF2JTbCT84gaXd3mnbgQ+NmSyaO94YwMuY9OMtn5Du0MPGXD6a\nm4veTHjLwD6dEA+G/aC+MYBP6OEwYByMW4R/5c2rKnzD2bxwIKT9d7ORto2FQxM4+hHYyiecPlc6\nyB9uUGBQ4OBSoF/PiVMoURr4RotmnQkoHkCpgm8IUyi49Q2PiXwZPnGQKLKpoK4jOoUwIQ4/HSWs\nn3LKKU0osAn+/d//fdPq2dycZGiksimHKKmPQQvbAAkc6tvMaHmGGxQ4zBSgAfB1O23i1Vdf3QQl\n64T2gNkHIdwa9GEeIck9sspaQwQxAhEYWafWWYSbCJzoK43wRfBinkJQ1x6mRyttbRPAMDhCOrOF\nyy+/vL1qVN+/Wbryzxs0bcSlXXHCHNzY0LNBf/z8er1odWnQr7jiitmll17atPkEf+Yh+qgMB5aD\nANM6Aj0cUv75z39+E+rhGFMVBw3/pEnII0yeeOKJjW54URh1A7zED7g2Ag4e+tj3s/YVPXuHz3FT\neX3Z3YoHRzjQeNNsozEhHS0dphxq8GymVMoZbwcyb0MI9ZzxPuGEE9p4iBtP2iv3vZubNk40Vl+b\n6bs0c0SbhG1wvX1VnzbMGHlNrZ75ydQouDkI2Bcc3sxHgr4xyHjAg5OW9uoY3Z47fgcFBgXWhQKR\nHcmWBHB7JQWNN3uUNXgD3mIvo2x46Utf2hRPhHa8IfwjfLHnF9I9+NF+cZsK6ulAOlaRtnHSekTL\nla9vacZs8hg8po9JhyDqJ5z0CA42UvdG05whUNqubY7woMA6U8DaMO8JJoRTfxJFACXYEFwwHxpp\nB2TlrEEaaWvPx30EqbPOOqtpHfPhI5jsfNkFW2u0lRFo0BIcQpA08JgmYHjKa9ehIG25kpFAb10T\nYM8444ymYZVfnfWLidLK02izofcnOa9//evbnfC+Y9EeJqpP+Ahbdx8Zgon5Vge+twl/+qd/Orvw\nwgubvTTtiQMFgR48ZXLAQBMwzj333AbTWwb8ZjsufKrvW8aoz6/lQl90qMw+dbeDx3bLpo2KT2DI\nowhh3/l7v/d7bc44+DjsGW9zLPPGhkfzTYg3H0866aTZc5/73CZUpw3j5nAnjm87BKS/ffvSCeva\nNV7veMc7mqmTNx8OVTZRTj24aJuQbtxPO+20Ni9o4M197U25tD2VN9IGBQYFDjYFsu7xCE/ivldy\nf7r95qKLLmo8C/+yn3m7ShbF/ymV8L/wpvjg1DAqJb5fKLapoF4RhngII+z1AkaK4WLWNGfynWxs\nlDZShMM8Uw+8hDFcGxpBxKZuM0VI2kB5ww0KHFYKYCo03eyBCU5e+xOYCC8+NGWKYV053DI1oKWk\nSSc8++OjmMegn7VK2KEJJQDRpsYsJvngMGnwISkh/BOf+ET7cBCTw+yCD0FJGxG+Y1JiTfeMTRqN\ntqslHTj0h9kMzS0BD7/AHzbmpjfyrX39UL4KY4GrLGEQz8ArwKKNZWPtQyJvExximEYQ+mnnjxw5\n0sw84BG+s+yc0q466Vvitb68KeGwL7vdtmsb2w0H39RL26Ej33wieKOZMWZOZG4R2h12lEFv460c\nO3Jab3Orfn9kXpgvxu+hD31oy6vthQ5JI/DTqjuMwUF72jUnfDDqIGlumtPylXWoMOd8l6D+ov0k\n/Uu/hz8oMCiwnhSoax0PwjNyw4v9gamlfTJvWf1hoDDFkH0GzyJzhj9NUam2MZW/12lbCuoVoR75\nbAqIhbF74lI2vvRomqSF4UpTP6/YUyawA2/4gwLrTgHrIkKN9UHTTfgkKBGmmBi4eYPJi7KEGXke\ngjaBnNAdGOgFDgEXcyKEMTHozWKUs/5ovglJBHCHb49Ddw7SDgO0F7T9GCOXtvr1ah3DUVuELHDZ\nRjvA+5CQoC7NwUG6NjfmQnuF2SLzH7DxCMI+4Zv5A1wwY7AoB+TDDS3kgQu+g84iHAN/Kz99059l\nnHJ9WTCMxW67vl3t9Wm0SuaKAw9aZW45oDnMoaV550Dm4OTQY7ylB57+eGtBgEdr88/c28yZR8bQ\nhQOZs4R040hgt5nKN77HzbXz5jezLH7aru2nrYxP4sMfFBgUWD8KVD5mzXPhqfhVlLwUQd4i2xc4\nyhxmlt4cUk5QKuBdFV4rOP+ZSkveKv1NBXXEqEywdsIpxgb74he/uAkAIZjOCCce0xbxGg5cG7ow\nrZeNISedVRJltD0osCoK1DUmTMB2ACawEG7ZDvOtJ+m0jNYMLbS0rCv4J0yAJZhZa8pWoUcZTlvq\nE8IJSY+f25LTVEd7b717CL6YHZe6whHMhQNLXTBo5TfmQji47IwJ/3iBNU+QD/7qBueE+eBJ1wYc\nwXHg8HqTYIkm8tAKTLSAo7JxYGzXpY62K17gyKv5Satt1DopW/N3I9y3U+M9PujuMEgQ94YULZlG\noZuxrrQ0Z8AKPPQmUOeD0Mw/+fK4lO/bVdacNIaEc3PEIRIO2tQ2Uxj4ZRx7uKFd2kh8+IMCgwLr\nTQH8xbrnKm+xFxLWmcHYX9785jcfJQQe48P4V73qVbPf/d3fbfuQ8nHgcIGb9P3ibyqoV6RrGPIY\nN+2HL2ox25qfcDq/qLM1H1PGnCNEJC+wFsEY6YMC60KBOucxIwKT9cCml6MJpbUkoHIEnqyXqXWS\nNGvLA37S0hY4SRNWDkwCOYEpa1s6fJT1pH7q1nRMUn4ecAlcYMBZf+SJR+hXRlrgiaedwJbGqedB\nD7DgqC6cI5xXOPK261KnhxOcwEte/L6NpMfv8/cynv7UNuGF/h50xH/NLenGiZ8n9eOjc+ZD5irY\n8tVZ5JKfMVRO2zRi5k3SAzvtKRdcEg4s8eEGBQYFDgcFKh/AA8Ij8Ax7AnM5SiIKLR+UUgDgLZQB\nH/jAB9obwLytq7BQL7A242GroPKmgjqEKsKVMUrHVGmxplzf4dSt6TVcYSS9po3woMBhoUDmPz/r\nT5gA7SFYpcwimiQ/9ftyi9KVS16EOGmBJxyXcuLC9VE+8VoXMyVQ17rq1zLi1VVY0mvZimPq1Hxp\nfVspt6yv/jIwgye4NbxsO7tdbjM6yENLPH0K954GgdXTRR+SJ7xVvjIRzoV7V2ElPIXfVFoPa8QH\nBQYFDj4FwgemeiLPdzRs0b3JdVlBvqGkUPA210fzTD0pB9xURUFhXwqvir9ZO1Nt72baloJ6bbxH\nfIo50m45vSCK/HQaHPURJAKHeGDWcoGbvIrDCA8KrCsFzPesA+ukun4t1LJ9XuoFVvLjJ5+ftVbT\nhKfK1rQaruWlw73ma2NRO2k35YNzYCY95ZIvPeHkxe/rJH07fmAE78TBqOHAVC5lK141PFUv9XfK\nDw49vK3aTj3lPFVLHliB0fcp6crVsHKeOpdrfuDyA7PmL0qTrlwtW2GN8KDAoMD6UiDrfxF/wBc2\n5qaWbkHz/Y0/TyOsk0s5d6wzl/TW0JW0zPBiBhO+Ev63X3jMtgT1fuhrJ3QMIXzc5aM3JxnEcKpB\n0LxKd4ph18geXVh6dSGUOhmQmj/CgwLrTIG6prbq52Zls47uCIxad6qtnlGK55COH2CQXjtux021\nU+vX/BquZXYyvGwbyqVsfHjU8E7itQjWsbbX16vCdd9WX7bPT1y57ZRNvfhTdRfBnCobOMMfFBgU\nWB8KZK3H17N+L5JHW/6CF7ygKR2YvbhaWDkPwf0Vr3jF7JZbbpk95SlPaUI965DADP+rcBeF037q\n7galtxTUK3IVgZqOCG6jYKyPAL6wdXUjGyGbtbKxTWVj64vb4+YfhLkpwOMGAFr2dFh5nd7Njte+\njPCgwKDA9ilgfVqrWa8gJM1HgQ7ifEL7cIMCgwKDAoMCgwK7QYHsO/aiODInbblrjpm8+LiUxQdH\ngeS2KVc2EtA35hp4sqk6vVskhya9ttnX3an4poL6VgjYgHWYBt1dlf4hkZBOq6bTtOXsD3Uofxfu\nihxhBDkyv2rNn1mAg1BTtqs71dEBZ1BgUGB3KWCdW9cYnzvR3Sji6j7rOhqK3cVgQB8UGBQYFBgU\nOKwU6JVG9h7XAxPIadT9/wYFcsq5wtH1jQR6j72LzMpFEA8tazxhcAIr5XbDXyioa5yrCIkHqaS7\n//Ztb3vb7JWvfOXMPxcS0l3x5jYYnc5NLm4TkO8U86lPfapdyeVfEMX9s+Kf/MmfNJOYCPbaGm5Q\nYFBg/1Kg5xEwdWWke9vdv40XYJSuYAy/2L+9GZgNCgwKDAoMChxkCthnstdkf3INLHt1suhf/uVf\nNsHc3kR5REnMEoTcSalEbs3/jAQOekTuDW3US1t8+X2ZlN0Jf6Gg3gMPMkEOUk4m1113XfuKliDu\nWhx/A26jdscu7VpMWnTMawf/QHfbbbc14dzVOQT1m2++eXbttdc2YjrVDDcoMCiw/ykQnoAXcOKY\nn3UfZjc06ft/HAeGgwKDAoMCB50C9p8pJ50Zpptg/uzP/qz9c+kVV1zR/jdCeXLpZz/72aZsPv30\n09vbYObY1dU9Trp9TZpnUbu1/h0NLxTUa+M9khplvkKbftNNN82++MUvtj8/8hfkXnkTtmnWehji\n6sn3WlyZa665pt1tSWhHHKefoVW/o8M66g8KrIYCWfN1DYd/rAaj0eqgwKDAoMCgwGGhQPab7EX6\n7epZ30aST2nTube+9a1N2SzOhp0MmuuPlfX/DlE0B9ZeCeYNwfKzUFAvZX7i1ABZN7oQ0JmxiD/i\nEY+YnXnmmc3chUatd+moC+ldNu8hqKtL2H/nO985e/KTn9z+3pV9+3CDAoMCB4cCWd8V4zC1qbxa\nboQHBQYFBgUGBQYFdoMC9iGO8sgd6yeffHJ768u6wzeTFM606ixEmGO7qvH4449v/9jMXMb+Vfew\nwKu41vyavlPhH7+suUCFTBCqiCaNoO51gc7RkOvYXe9616N/xsLUpXeByZfvb8395au/R2c68+1v\nf7v9e5T2UraHMeKDAoMC+4cClTcEq6TxufCM5A9/UGBQYFBgUGBQYCcpELkSzOw9U/Bd2+j+9Je9\n7GXtakZm2jTn6pBnb7zxxtmrX/3qmQ9NI8fGr7Czz6Xd3dznFgrqQaIiFkTkue3lO9/5Trt+kWac\nTWo6W+tUQgVmfK8j/EOUD89o2l3lyDSmtlPrj/CgwKDAwaOA9T7coMCgwKDAoMCgwF5TIPtP5Epy\nKpn1Xve61+zUU0+dPepRj2oCefL//d//vX136SZDtxgS0sHgp0xgpi/ifVrydsLf0vQFYhUB4SDL\nhzzD+vrRWC2fsjUN4okjWmyBvH7wqFPh7URHB4xBgUGB3aOANZs1vXutDMiDAoMCgwKDAoMC0xTI\nHrTVfkTuZNby0Ic+tGnOXWrimkbyZ+5Yd5shBbKby/xJ5yKXNhfl70T6poK6zno4yHiSxt6HLTmt\nuNcF3//+94+WDWKVWAlXeIR8df05EuKkjSGkh4LDHxTYGQrUdbczEJeHkrW/fI1RclBgUGBQYFBg\nUGB5ClSB2Z6z1b4jnwDuD5F+8IMfNDn0q1/9avvYlDx6+eWXN4UxWfeMM85odu2wmYIrjas4tIQd\n+tlUUE+j8SuC/nFQJ2nDXbfoRMJu/Wd/9md/7EvZvgOBBf/vfve77YPUD3zgA41QTjie4QYFBgV+\nkgL9Wkpcybqukp40X7VjPHzr1UE4eT/ZyrGlTMHr8Qhk6X35RWXVmcqrMKby09Zh8itNQrdFdA5d\n+vzUC6zkVxonLzCGPygwKDAosJ8oEL4VnPp4Td+Y/9mma8UpjS+99NL2p0jK43Pve9/7mkzrv4GY\nyvjQdMotgj9V9ljSFgrqYcY9AmHYBHK25ccdd9zsox/9aLs03vU27lC/293u1l4Z9HWDoNcL//u/\n/zu75ZZbZu9///vbqwcflqpHS5+2U374gwKDAj8ujFd6LFpn1pHHl+0O0t56uQLV1ai+KVnkssZ7\nuDU9YTBquaRL84h7Uib58ZO+CJfAD5yUq/Wm2olJXsofBr/SJP2ttJdWy8hzeKNNwo9tVD7qV8bN\nXTYlfN7r375uS5j/ZFzGW9BQZPiDAoMCB4EC2TeYtvig9KlPfWq70MRVjV/5yleaQsvNMOTUiy++\nePbMZz5zdu9733tGSZ26+pkwf7fcQkF9qtEgBBnI6pwbW77+9a+3Uwhm7a9a/WWra3AQoP7pkU3A\nx6LK0MK7Cuc973lP06KfdNJJ7fYYmwPmz03h0DLGz6DAIafAZmukrlOCmL9N9gcPrqHyD22+et9M\nUEda8CuczdZiX7bWrzAqzgRpLnBruZYx/wncPp46SeenftqQ1teXdphcpUlPM/OCYO7fovFvf6+d\nywHwcW82zRPKk1/+5V9uH/3j5/XCgEHrwzSbRl8HBdaXApQRD3jAA9rVjfZJ+yXFFqWya8hf85rX\nNJmWqXcuP0GNusfU8E5TaqGgXhsKQ8bsw/wx8zvd6U7t7nPM/hOf+ET7d1FCgSsX8++kuS8dvG9+\n85szX9R+5jOfmb373e+efe1rX2sfo/rr1rPOOqsJ6mmjtj/CgwKHhQJ1rfV9Tp70rMNojpOX9NQl\nkFmf1p315snNSrWscJxw4uAmHF+5hOXnkdanJx7Y8aOBXQQ/5eTHpU7iNa+2U/FIWXSaSk/+uviV\nnn2fah4teni22w2YH1aHVg5zD3zgA5sNJ23TcfO3p3n1G9ofBppWuozwoMCgwMGmwGa8i8KY890k\nnuhNI2Gd7Hr++ee3t49nn312+x8gtutc9uAW2aWfhYL6os4kHT42TqeLZzzjGc329cILL2wd/NCH\nPtQEA4I8zXv+ACmvWL1OoMWhnTnttNOakP6QhzykaW12qZ8D7KDAgaAAwaeuMUiLe6pQlDLSuNRL\nuZY4/7HGrEEaA2VoBKzbWi9lU7fCrsJxTU+dwBGX7wn8xFMmfsrypQVu4vy4Pr8K3BVeyle/L7tV\n+Vr3IIbRse9jH1cG//3Yxz42O++885rSxAdUxowgTpPucOetp80JL/cqmOmUDcobVAL8FNw+7SDS\ncOA8KDAosN4UmOJT4Z0UEW6C+aM/+qPZy1/+8maa/T//8z9tj/rCF74we/vb396uEccL7373ux81\nC9xtii0U1NNwNtG+c4m7j9IrA4KAO9FpabwqcFk85u71KsYPjlenbB7ZoZ944omz+93vfs0X9pet\nhIoQLO0Pf1DgsFEgaytrT/+TJtyn13jyU57v5B+TBYJ68pRdxoHvqfUST9s1LzClJT9pvb9ZfmDG\nV7eGe1hpL7il7GZt9DDWJR4a9P2hHcKXr7nmmvaX2eYG/k0AJ6g71OUbIsK8K8vwdKaK+YbIv1Bz\noWvo3Lc14oMCgwKDAvuRAuGP4WHBET8ki+KHlMjk1/e+972N13kTTXHhYgZmgY973OOaFYg9dbfd\nQkE9zDcdSccqQilz5zvfuZnBMLTXER+vuSie1txpxB8Zqe/Gibvc5S6N4fs300c/+tGzjfkXt7Q4\nNDrKTLVT2xzhQYF1psDU/M86k0dLHE3x1JpRtl9Hyle4KYOOgV3DSQuc1MfEUldeXGCnXtIrzJoW\neMlXL3UDN/FaL+3UNGHpHvSoDozAq+nrGq40q+HaXzdzEcAvu+yyxpdpj57+9KfPnva0p7VbvLz9\npFjx9hMvx9spXdivM1f0XZI6Dn5cxmRRe7XtER4UGBQYFFg1Bab2hOwVfPscpfMpp5zSzEZp0r1d\nVI+QTr59/etf3+RZCmrf8KjT7z872c+Fgnoa6RlwOhQGrZwwxs3U5YQTTminER+O5iYBnbM5E9Rp\n4Anm4PDzKr5vL8Ts20+54Q8KrCMF6nyvYevBmsq/91o3mIS3VJVBLFo3YHmyFtFO2bQhnLg065UG\nQXsEN4zIa8EIaGkzdfhx6ieecNoB1+Gd1lYfckhXN2UChx84wvDImwFxThq6gEcbXGFoiwuuLbLm\nPxmPdLPGhWnGbTxuNUBLNxnQHLl1K7Q11t584uXoyvTFrQcEfJomH1u5LCCaJHRG90r7tD/8QYFB\ngUGB/USB8KnKG4OfNI7CwnWMp59+euNzL3vZyxovzL7oTeOrX/3qppA+88wzmwm4/We33JaCet9w\nOlLT03FpNt44pxKM3mbq0XlPNs5ar8JNuOYH5vAHBdaZAv3cZyvsRo5bb721CUz+e8DX6AR0grM3\nVLSc3mYJR3hCI7AwlvgRXOVlbaU9aZy3YIQ55ms+qIl9nnVtPRPomEh4okWoMGhiaWBd2Sodbr4/\nAfff/u3fZp/97GdbvkMAXnDXu961fZjjntqN+ds1/Qput2P0o198A0zaXR/HMuH49re/ffTrfEoA\nNPD/DpgsYTP0UG8R3B+1cPBDU31M340/e3QfFEvz+tY4RiOk96nPdxA03i4GYJtp3kX5knlV6xx8\n6o0eDAoMChxWCoT3pf/2IvsSRxn0jne8Y/bxj3/8qAKL4kIdvPAFL3hB2+uiyAqMnfI3FdQxcwI2\nrRpkakfkcUlLPGniNU+Y0O5JGX7qyUcYm/9wgwKHmQJZOwTeT33qU81G7uabb27CLkEJ0+C8oSJs\nuRf9yJEjTSBmUmYNZe0plzC4NU+6NA/B2es97bg3FhMiXEvP2iSs+66E4PbIRz6yaREI75U5EdQJ\n+f44Qt2HP/zhzXzC/yWw9QObwOcB1/cqmKGv7X2rcp/73Kf1K0J5xR2eNMFo4napD37wgw1H5hwc\njYaDAXrAke01u+rcVNIKHdKfjHPeZvgQCp0clMwj+aF1JVG+PXLgUaYK6CmnnrzhBgUGBQYF1oUC\n+BorEXwS/7P/4Yf2MXzQXvfhD3+47WWPf/zjm5Jot/aaTaViyDCmp72y6dqQow2X58kmHUbPD9PO\nZmvgdFr5hPm1LO2aqxxt/HGBmfjwBwXWmQJZN1krrodyk9Kb3/zmtu4I5T50ceuGKxc97IgjAJ97\n7rmzc845pwnG1h44/PrU9YqWaYs5wyWXXDJ705ve1ARhAr32CLrK0K4TwNnnXXfddTMfFPoynrac\nsJ21jk8oS/NAc+tgQRC84IILmmBN600wV4c23FWtPlbE8D73uc/NXvKSl7Sv6dWpjsKAcO+/F5hh\n+P8FOIaBKu+g8elPf7p9KAn+S1/60mbW4XCRfleY6xjueaaxC581RuhESKcUYWuO3yqTeYAmqSOM\n5g6M6C8dvW1WYIlzfZstcfwMCgwKDAocAArUfRe6fZyA7r+BYvppzyUXc5TY3hJ7442vKos3LnLh\nmYvyF6VvKqhDxuvl18wve7dB2+xsjukIoMKJZzOMEF+ZeYT0IJLNQF0waXZe+MIXNs2azWC49aGA\nsbfRe5tiThASepc5lIlMa6yOOaVO8tWr4TqPlFM+aYFV24ILPPgpz+/LaiNwlPVwfTlpKZuwslkr\n0rbrCLs0x4TS66+/vq0N/zNA4+yfRWmOCVAO0GzlCPLMY2644YZ2qvdhIIE4Dn559L3iq4wPv9/5\nznfOXvva1zZhnABHQ/CoRz2qHZ71hbkJQdqd2w4G/lrZgQGuT3jCE5oAhzbWMmEQTZnp0KDDk8BP\ncAYTQ4OHwwHNvQMCsxj4EwIdOGgxwOLgqyzzi7e85S1NGGfq425v93w7vGhPGfSgvadtx7e0g17H\nzU089ONYnPa5fuyTHpib5fd5qbOM349XrbNZXi2nfc+R+ZsX42t92VSMIRc4FU9vKhykzEHzjX06\neuPVlZa1Tm1zhAcFBgUGBfYrBcK34gfPPi4df7SHEdj9aeC1117b9j55eCkFF6HdXmhvwh/V8dib\n4qZgJ28zf1NB3SbHRjZ/UARQEAhQiHBBgC8tglDNkyY/j7iyYHplz3Bf2nDrQQFjS1i7bW7z7NRJ\nqPMRGi0sAaEeyDJvzDkaWUIhjSxXJ3pPGXnqmEO0qIQQdsp9HbhoI/be2mDDbFHRuMqLU5bjE1bg\nTnB2cAU3uCqTcOpn/sae2/8MTB1M1F3kCEUOxrTD2vRR3xlnnDE7/vjjm7Yc3TAH9sO03rTWV199\ndbMLJ0S5TYlwWunbt6VvHnBovzEeWgHCmP9FOPXUUxt8WgR99ppvY25Drl/S3vCGN7RbQOCgjw4Q\nBGt0iB8tuA9Yn/jEJ7Z/fbPOHSLkqctUxdg5lBCu/SMcHAjfHjg6JDB3oUln++4P0sBzPRZ7dPho\nFx3gIY2JhzcADhTaAMt4Z5x6ekzF9dmHlMYDHujArzCEpSWdz9V0/XMAYQtuTGr9qXalBV6fvyi9\nL5d4j491Zwylpz/KWkPWRj4e1neHJze9mBfoiubGRl+W6UNwGP6gwKDAoMBBpUB4KL5HXvABPv4X\n00t7vrB9j4xDUYXXK8+pX59jocOmgjpGrrGN+QaNQUMuzD3Ia1SaPJsvP0jZoISl6YRNykbgDzdo\n8VIODPngDLdeFDDWTDhcZ0TgeuxjH3tUaJoSJAkMhGICGy2vOJc5ZlEkLN3cUoYQRmB06nWlnPS4\nzFU+4YMGl1aYoPi85z2v2UUrX+skTPi78cYbGy4OHOa09iOQB5fMZenKsI92mwahcVlBPW0SkrzJ\nQi82chvz9efffglZwVMbDj3Wp/IOFIRZPmZhLaJv+h5aBF9xZZjPEH5ps8E+Mte40hiw8a4OLAKx\nAwAY6GecaMT1NQJ36JC+ODicfPLJ7aqraoICfwcqY6WOvjJ/cShySPExqEMI5wNIjJBmV5/NIYd6\nZfCNOAcAAjk88Rd0YFZjTugXBlrLp96UDye0YWIT0w841/7pY+aCdPHMi/RfOtrpq/mQMZxqU5ry\nXOrXcPJagR/+1HJJDy7iNZw4H95xcHawMQesVzzaePgOwHigmTmB7g6LqVth13DgDn9QYFBgUOAg\nUwBf48JnmWc/fv62OfzOB6ZkBHuN/YliMvuNsnhlYICT/UF4O+5Hu9xELZuyzZDd61Oe8pSjN7Zo\nOIjqQBoXTlyaMhD12KxssrSktDR/8zd/0+opL0+nbKRcYE+gNJIOEAWMLWGQ8EjIpcUmrEmrzlxR\nNo4Glr0xIcvcyVySr5z5UZ0yEdAy5+RnHgU2ODTUtKQEduneGBH0wZhycCW80DZ6s5T2AzPtpC44\n2iWYgdvjmnKLfOVpuS14dICvMEGKAOpbDi5wCfIEYWuH6YcyaGFNKaPPlX5pF/765kCAFtpwoGCa\nQusdl3bSX7AdGh7zmMe0w4v17O0HIVSZlEMHgq3D0JOf/OS29sXjUk6czbp54aDlsGHcvXXJYYFm\nnF2gOtr1xoDAWNsLnoRKvMTd4N5IRCNM6PbGZVlBHc2MuX+nc50hZqxP6htX+elDfDjID82NgbKx\ncdQfOGSOpF5okj708b5c8qd8ZcHxCNe6whXv1LfJ+HCY6RPhXBn1zQ9jRkmD/9MmOQwtgpM2A3f4\ngwKDAoMCB5kClX/qB/5Ojn3Oc57T+CPZgCIP7+PsFa5tpKAjA1CkycNHPXhqyrYKS/4sFNQD3MbC\nLtGGM7XJ1UZrp2o6xk9LY+OjNaONg7ANyyZNU2MjoJnTRoWzZD9GsX1IAXMgQovxFuYnHJTreNc6\nqVvnkjq1vDh4BFqaZXX68uIe9fgRtAjC4haQvApXOhc/uARGy/zhT60Hl7RB4D4WZ3ETcL0lIKRa\nM//4j//YbNQJs0wXYjqkbUK6NWot6Qthytri+MoEx+AnD36EWUIazTbhmGZc/Tj19Cd0AM8BnimE\nNyUOVHAk6Oegra52lMWsCNWE1d4FrgMCu3XtOwzRoBOswTBWNNq09+Axe8Eo06fgFTy1AT+3xxDY\nwSZk07CrN4VHj5c4eMo6QPAJs3gT+vZzLG1LhyMHL+nwRxdCrnGNk9e7Pi1wA6vm134HjrTgkLKb\nwVBWvsMfPu+QZrz0Fb++bX64RnsHOUI83+08BHf9TBvar+HgM/xBgUGBQYF1owBeZy9w85kLEbwB\npkizX5FDKJt8y4Xf29MobLJnCB+LWyioAwYhgPO6dooZT20YQUSeEwdBwEmDLawPvXSEDQ97YrdH\n2CAY6dMOZqMLjOEfbAoQcgidPrIwmQmUxtlENz/MKU/mEUHIfKO1JTCkTASDlEOVzEeLgEBGMKt2\nyMkPBcWZYph32ieUeE2VORfYtR64NMy01hGEA2/Kz4JUFj7a2Y7Ttj5YD2hFS05Act2hdURQJ1RH\nYCeUEqzRDF0r7sKLHjhhLGBao+oTSh0CMjY93mChEZ6AbsaWAOxNibcmhNLqCIBwg2/eBMjPmAZX\nPkERTOF6Nzrc0CDfK5hDDgYOGfDn1PFk/IyBfEzTfHKAA4O/rAOPYM9eP29d0k5g1DalpV/J58MF\nPTM+mWu1zFQYLG9+PA6U+rGM63HQvg3DuDIlgnNcwmCjvzcfaB/aOhw5yOHbbvpxKDPG6GJuH+um\nk/aHPygwKDAocJAoUHk+uYbs6vIG/NEeY0+itGK2i6/ix/ZyfH9Z3j9Fjy2liDD+MPUeSE1XlrM5\nYOg+wnILg064Zg6jt2npoJOGf3QiqHtNUF3arGkjfLAokLlAQPHKn8BGS0dYsMlHcEu59M78oNVl\nE0t7ykkzybNI1MkckWZx8AmO4NcFEfiZp8fNb/8gkBDWmYlszO2/5Xl6uNpWxhw1Z+EPl8CSzwUX\nvrnvITTTElct6u2lt/6NoM4WjnDJTpqW2Zfl+qp/zD8cIOBFu+1tlHWEzhjEFI7wqwKfOGHWgQjt\nYk9faQFb8QoPDRx49I0QaZ3zq+CsHpgeAl3qa7O6tKWMsuL6TFjEQ2h0MUACO4cWbpFBX0I7WmRu\nyE8YLj6ChBd46hu/ZR08KBO86QuO6sJf3JN4C8x/+rTEk78d3xyC/w1zu3GMP2tA+8EBvEpP7SmX\nOchHR+NqDRozLnhV35zzca46HDoS2vHvq666qo2BG3wI9A6J/l67Pxi2iuNnUGBQYFBgzShQeW74\nJiUZhdzZZ5/d9ikKHfupsjfddFNTsngzTN6RZo/LHrld8iwU1INMRTDApXEpI1zTvGqmQcfg2e/4\n4AzTtxm4TYI9K0GDvau03lW4fd6IHwwKGEObvtf+hElCjzhBkZY6ro515hphk3aXuQBXy4jXuSac\nemBbDNohaNRy6nEEecIGAY5Q48DQw7+95O3twNViJBQHXtpLOe2BUeEIg18F45TfyleXEPykJz2p\ntc3cwIcquX3G+mJ24pWbch60IthbX8L1IATf4A52jRNewzwIxikHR2U91YmjrX6lb6lf4apj7COo\nq8P18NRJO9WXDm7qiQv78JUAi7bwTb4xqPDBcgAJbg4Tyi/rtNfDS1xeny9PWvogztVyNXx77k/+\nKpPHmxTXUXqboL9c+hPa67fy2uVq+8kzf82HI0eOtDK1fEsoP4EjiSDuD6usR3T3QS+cHB6YvzjE\nwmMzeAX0CA4KDAoMChxICuCL+BwXHilOlnArm/1F2EUVZAv7ElNvJjAUjvZsskRVWm2HEAsF9Skg\nUww5aXwI+rCMTa1r0WhjfKxmk2CHTpDA4AkSXp/2SIPBhRBTOIy0g0MB4+ixmRvr6jLW8VNWXPkI\nAOpkPsir4Qov5QIvfsrLD2wCJOG2zwsMfpwFV/FXp4dd48KBW8OBt5UfWMoxV7BWvJVgBsPEJBpm\nJic0zUxXCPBO7pgB7etv//Zvt7cS+hkHJ08E2qRH0BWvYfHg0veZwOtWkLxhcNi2xtEpfVdfOQ84\ngSWdS7yWTzmaCkwNPIIpnJUjrD73uc9tGl1CYsqD1+MoT3/4cPNRfDTKym/HgcHVNhLnJ78Pp2/V\nr2WV38wRlI0/E60qqOtXYILnEff0cRoeb1zAoF03X2wq1iNFCVqDHXgVH/RHZ4dsGnl1872AQ5Bx\n6edMrT/CgwKDAoMC60SByieF8Uj7HxMYvBZvdWMd3ojfMtNktsqxFGDSq0549rK02ZagHqAVWWmQ\nIyg4QdCg0/55RW0zsEEyM8hfhHsNm1fckOV6pPt4KzR+DiwFpsYzc0ieh0vaMh1VNnBTv8JIXg8r\n6bV+yvTt9/G+XIUlL3j06am3rK9+BFRrhUaTuQETDq/XrLXb5h/6MSVjBhLtOl8+oYqQF0FdP2pf\natyBxTrFVDAaDKbvR+LB34Fc29EiEICjOVcm/SfMgakv0pIeODVO6HfQkIbxwR1eBPYI7fBmhpS3\ncYEJnrwKL3nRoqMhoXRZB57+pZ/qEUqXEU613ZdHZ7zPoWEzp93UxTvZyKNhBPWp9mu/1U0cLHUJ\n6cfNTb58R0CBEtMhH0N5U2SupB4/OCRsLJRzYFQ33yOExkNYR6nhBgUGBdaVAuGpff/CK5m32Jso\nsNxQRqFh37Ov0aorx5KE4uNY+OWWgnoQgWANQ5yzcfjo6Ib569DXve517UNRG5xNkSbHNTYQZFDf\nO/DC7IX7eF9+xA8WBTJfMlfiZ5z1JuPe96yWTV7qBW7vqzOVVttRJuWm2lA2+Wk39Ws8dZOWeHCc\ngpGyW/nWFGEo68grNY7A5PE2yus0bdCgM0l4xSte0UzNCPE07DSxNKahR9p0mueCLwGbEAkOIYxw\nzamXk3/iLWP+Q1C35uHoQ9EcvjEgcDEo9R0sCIoRltUPXeR7ggcG5y2BeIRq7RMyHQSksUnn4Cyd\nA4MLnBrXPkYpT530vVVY4sd3AW984xubuYeDTITs4G2cAlMbiVdctO+ggRe+6EUvamMXHINCLS9N\nvsd3BxnnpKXOdn20YELjOwd/bmV+6BPhO/NrEUzjin76D49sNDW8qO5IHxQYFBgUOOgUCI9OP/C+\nuIQ3NjaaQhrfJqwz9+aiqLI/4KH2jNQJjK38LQX1RQBs1oQCAjrtOW2ejdZGT6Pnlg8fJ9mgbLRB\nbKrDydNWDS9qe6QfLApkTOPDvoZrb5Iev+ZtVm9RXg+nxiNw9HVrmb79xPsyNV7DKb+sT3hiLuYP\noqwvtvrWkesGIyhZQ9rwOKE7ybsv3P3jhHsPOL1THtPghPPGi2kDu29vw3wYIx7TkpRtleY/6tPa\nawsjwpTc1gI39PSAyxFSmeswhyNwLhIICZEOCWBiZt4eOIyAxfyHtsJ3Dr51cWOUNjfmTDGu5yn6\n75Wjf2v1rYzvEqbMgVJ/ytdP/bv55psbDDhisPCDlzYjmKOlcPLAC07gUFo4iFBa4IXqV6f+Ipe8\n+IvK1fS0rY4w3/g4VNGMo61DD9qgVVzfRuAoY+Mh6Ec7761HDimpP/xBgUGBQYF1pEDPs6f66K0n\n85Y//MM/nJ1//vlNIUJODg8OfxVP2hScqbRtCeqAEwDYxmLybNBt7nyqfkI5G3TG9T5CsuH2DD3I\n9shsF/G+/mGLo1d1oWvSE69lRnj/U8C4WWOEW4IrAZaQhQEQgDOuWS/iSYvgSPsZYVm5CJGZG6EC\nuPe9731nx83NIryec9D2hzcEWweDMKfU0w5hDV4Ee4fyjbnAnEMEuMoSTuMrzxQOTMJ/Fe6UgZsr\nAMFkzqMNHz8S/rkwPwcWfMbbA4I63kJoTN+VFaa9Z0tNSH/b297WDgrsB/WlllV+M6csfN1OBXcM\nN7bccJYPpr7GVfj6lv6hsxuAjEtomjrL+BXuMuX7MvDQrgOD8fYRMjr6lsiYo7VDlHJ9W/i6D0kJ\n6ujqzShTRn1RdqpO3/6IDwoMCgwKrDsF8FhvfinO7Hv2cTceZo+wb+SbrZ7PbkWbpQR1zFgDXnUT\n0jH5G+aa9Le//e3NrtTrU8K5DdEHo7RntDY9MuBwSU+8pvVh8eFup0C/KYrTWjIvyMmNIEQwcECK\nYLGIzjV90Hh/UMCYWexMEwiwhClj6eBLWCcgKWPsMACaUTdxELjMA+YuyhEyI0ilZ+pk7UkDh4aV\noM0eWnsEdgIwu2VPBGtMhmBOYMN8MCJ1CdD+0AgsThvKZm4xkSEwK8PEhoY8MM1ZmmZ/w+yNnP4Q\n0pWl1Q/++kMBcM0117Q7vV19xdyGwEj4BE9ZjNFbCDT7l3/5l6ZMwIsI9v1d7g3ZTX4wXZr8008/\nz0JSWgAAQABJREFUvWnW4aaPHrxQe8L6wClfaRs6oIVyaAmH9H2Tpu9QVugeIKGhuMMbejgUeVOA\nj/tfC/ONAA/P0FJ/zSeHI3ze2wx9NDbmonk43KDAoMCgwKDA7RTAe/FQip0j8xu27A2UG/ZVe5P8\nnj8vS7uFgnoAZvOxAWLarp/B4L2e17jNx73U7huGHAaO2dug+BVONg1pwn28lq3hZTuz7uUqTdDO\nRCAIGRfCms3VoYmZACHGa/ZoVpXnAkPYxjvc/qKAcSIo+xMFmkzrzFsr68rNSQQlgpVxZFfunzwv\nuuiiJkg5oBHEaD3ByFhHABO3LuOMP1gEL5r7/KOaeeVA7vBNsIYT8weaWFeuXnnllQ2OqyB9kIgx\nZX6BCQ9x7RH2CM5s6PXFR+W0t/Awd5ns+EreQYOW/Jxzzml90C4Hjjd1PiDVnoPE5Zdf3vB79rOf\n3Q4Y0QbT/hI8Cf4ES0L8kTlPOuuss44eXNL3rXy4g0s7Yl3BI32UV8PBcwqmshy6eGrdqfI7kRbc\neljSzR8Hl+Pmb1G8tXn5y1/evmnAw2n90czYGG983txj2mhOUMKYEw527O7Tzl70qe/LiA8KDAoM\nCuxXCtjL8Hsy8F/91V+1/0GxL/rGDN/cLs9cKKgDZoOisaVFc1sApu2VN7tTGj926DFx8fqU1iib\nEQJmk6rEDHOvaVPhZctN1V3HtDqwNHo2UgLJe9/73jYmBC4CmQ1Vnlf2/jSoar8yHpkoia8jvQ5y\nn2KicMYZZ7RFTTgl0BJmCeA008aOhtsf+RCgCfLGm1BKGx1h2VjTupsTwurU12/g0GI7GLDDJjQ7\nINB003ITyKxpddyA4kBIMGc3Dz+aWPkcWPUh6NK4E87N0xzy4cbBS5884Lg3/ulPf/pRbXorNP8x\nrwnrf/AHf9AODkxp8CSHAAfT0EPcgQN/QoNzzz23wRQGY7s8RXn1POlXD6OPw7kvmzLSE07fdtqv\n8NNeTTMmDj34+j//8z+3tw7eUDjk4N/pKyUMbRB6mgPG+1nPelYbS/SuMHe6DwPeoMCgwKDAQaMA\nnojnUnTYE72RtfdRGtnD8VR7bPjydvq3UFAHBGCbs79DpcXSIOe1utfeNHexJfUq3NMzcEhxSU88\naeIezN+GaiNJ2VZx/BylQCaCa+zYEnslbSM1FjSpNtS8+ifEmyw2X3dwO9n1ro5Fnzfiq6GAMTFW\n1sFjHvOY9kaEYHzb3H6bMMWPhtd4O6AxOSMQn3jiie1gxlQmwrM5Q1Mqz7wxT+RXpy3p2ib4ekND\n201g1xZYhGvl0hYGZP17o6aedrJuo7V34CBgOwRok4aWoO8QoI41j5d4GwcuHCkA8haowtVP7Tlw\noIf5jxZuZnH44BxW5NH80hznz5+0s12XtaYePLj0L37SW+b8J/gmnnLifV7K7Jbf4xYc0Ba/SP+Y\nwfjeiFCOnsabM97mgnGhHXLg9/aEGZL5AH5tY6/715AcP4MCgwKDAvuUAvY/by6ZT+Kr9l/m49kf\nt4P2poK6DdCGTZseIR1DtmFDggaLdsvtCBDgbAAYOR9CQUo8aWCkTIQONu20aTTBXDYBdYa7na6h\nCS3qBRdc0P6mlhb193//95tARHAzFoSYv/iLv2haWCYENKZeuaB5XGAlPvz9QwFjY94TNtmcO2gZ\nU0IubTFtKGHeGrRuCNnWjRO8tLpmjDkNKoHZaV75+v1I5oQ1ffLJJzfGQkAnVDsExh6bsIvpuNHJ\noUBb2pmaR9I81j5BnKmFA71+sI0mXFv3hHdw4Eej7qAe3CtcYemExyNzUxbCPMGRmQsTHbxHGYKl\nPO34YwnwaYiP1fX9C24VXo+nPOVqWWXSh1p3t8OLcHCgYb5iPJk7Ge+Pf/zjjZ9TznD4BaHcWBs/\n5nSE/Aoz+EtbVR+Dw/AHBQYFBgVWTQG8MDwST8RrKYwil9mr6hvtZfHdcheLQA2ghjnaF6/IvRpn\naqFhG282dWXCvIXBIFjIt3mL20CF1ROnmbPBEjrEuXS4RcZPo4AxcICywUaIo/HKJkrgIsTQhDGX\nsAET7GIbBQi6ZywHWfcXBepChxlNMiGWUEWIylqTZ00RXh3QCNLWVL9mxAnA1pdxVz7mDfLMg9qm\nOcUW3vzJ2pavjrraiYa6zqEaDjzab1oE8zXmMrSy5qPyYMLd3OSrFyffgxcknS8Njua5wwkc9YtD\nj+BX53tgHouftlNX+9XV/OCnTJ+uTp9e4ex0uLYPtnjS+GiF5oRwB/loffBjDj/xGHO0NFYcWgdW\naFHTWqHxMygwKDAoMCjQKJB9Gg+1hx/LPrCpoI4hY9ROBQQGDWLKEQq9wraRhmEri9F7lFOek5+0\nxOWnrHZssMoLc/FbZPwcpTFSoB2aEoAIKqG/PGGTwV3XysXuFD3l8T1VAFJvuP1DgYyncbImCEoR\njmFpXDOO4sKpI55xTh4GkbWobO9SV16EM2WkJy+H58R7ONKl5Ukb0q1zcPWjavxTNjBTh1/hB3by\n9ceDL9W6tc5WMAJrWb+208PuYQSPWkdajfd19jIOD485gY7GhAtfCf4Z8+CmTvIyB+VJS3rKDn9Q\nYFBgUOCwUiC8Pnwxvr3wWNymgrrNlSaOdo1GTDwMXsPCnjBt+cJh+GH0QboiKA2MIE5Lxpa2Cuu1\n/Aj/SCCzsRqTmEO4VYPWFP1pMNmcMlvwupqpAiEvEwUdM3aDpgeTAsavjudUL7K+kjdVPmXq+qzl\n0k7ND7zeT72UFc9hUFoe9QK3h1HjtUzqJq22Ia26lE1azZdX4ymzmd/X6evX/D7cw+3r9vk7Ha/4\nTME2PsrUcpVn13T1K/7y+rSWMH4GBQYFBgUGBRoF8Mzw2PjHQppNBXUasOPmr9xf+MIXHtWKYeQE\ncY5QXc1dCN3SsgFEgA+yYfQQlkebow6tMO2YR9pwP0mB0I7vUPM7v/M77cM63wj4y3i26ujH/tdf\nhKOjK9dOO+209lYk9QM5Y5D48PcPBfqxgpm0LPQIUxXjWqeGa5lF4VpeG1xNE7detduny+udsoEj\nTx1xfuUfNb2HIZ46abOP1zo1L+WDR/hR0mu9ZcKBnbLgglXhKZNyfK7mp+5e+RWfvs0e9+TXeaVM\nhZE+KSsvNJW+yn4G9732D2Of95rGo71BgYNKgfCH8Ef+dvbQvt+bSsUaI3jXO417AEFEeg1PxWvd\nlOV7MH5trcoFn9q+NC5Er3k1PFW3zxffCk6tsygMBg25P3zxgSBbdXbocEA/H5q6r9oHeu5RJ7wv\nctvFJ/RYBG8rOiyqN9KXo4Dx2u6YbQZ5CtaitKn0Hrbxx4wcvoUdwJlhiasfGL1A2MNJPOUXxZPO\n78smLem1zVpvq3Dq13IVVvL5NVzLryIcXLZqe7NyNa+GA3MqLXnr6lcemIPgYaTDuo7v6NegwE5S\noPKGGt5uG5sK6oABzqRiHVwvSIbphoB9XHrS4qdsT4+t8pVXJvXdwOEqRY+3EjZ/T8/8g4O6Dkzu\n0Sb8uJfaLSCEceYtPgijRSeoE+Dz199u+PABnzEMLH6evh/LxNPXZcqOMoeHAplT5qEbV5jNeSsn\nfRVuVe2uoq9TbR72/k/R5I6k4Xt4dOjKT7jCrXy+po/woMCgwKDAsVBgS0H9WIDuxzqYZwRMzDXx\nMNqk9bgvSq/ltiozle/PXtxh7OYcV/YQbjyEdk6d+NFQ+rdRN+O4NcM/Crryh8nLb/3Wb7V/aPQx\nL0HdVZqvfOUr21+uOxC4ss7VdeAHbgO+zZ/aj6nN6I7A3iYqo/g+pYA5aK45PPpGwhWTbhepWuh9\nivpAa1BgIQXqfhE+OMXvsscsBDQyBgUGBQYFtkmBtRHUK4PsGWjypNe8XnioeVN1pHlSLmXQXFry\nE+f3dkniyvro09+/X3311e26S2YrMf2Bl4fQrjwNujwmLzSV7q8n4J999tnt32EJ7/K176Nf92H7\n86m3vOUt7TDAbl1dN/fEVVyTtpkP59Cr9ruvk7zQqM8f8fWhwNRY54+JCOnmrXlHcM/cWZ/ej54c\nJgqE/1GaxJQr/a/rYPC9UGX4gwKDAjtFgbUR1KcYJAYqfSovaZXJJoy4ya+ElraoTE1XR1z51Am8\npDFZecITnjDb2NhoAnnMi3o4ymdz8I+CtOlf/OIX29WM/iwGHJrytBeBnsBOaPKHVf0l+30btY+L\nwjkwMGXIndeBU/uYfi6CM9LXhwIZ98w9PSOQmyM06zV9fXo9enKYKWBe47f4YVxdB9IGDwxlhj8o\nMCiwExRYG0G9J0aEyM2EBcz2u9/9bhN+af78iyJBYxlGG/hgEITdaZ4bcAjLhBUPAVzZlA9sbfl3\nQP/+Jy3Ctn6krDB8xMGGIyE9jlmLD/amXD7kgwvBms9V2MFlqn6flrLaRLP//M//bAeICjNl+roj\nfrgpYM6NuXG458BB7735ax7jfXg9Xtzz0ho/6P0d+A8KDArsHwqslaA+xSh7ASFl+ExImJ/4W3b3\nkPuXPrekyOvrZciSTnD2ap+tuY862YYTYtUloPuIE0yabVqYMPrU5xPO/cMip17aTZm0WX1mBGD7\nsNSNL8xe/M13NJgODvD40pe+1D5UVZ7W3cYSB/5mbaRc9Qn62vzmN785++QnP9kOEDT9aKBNBwp+\n4OrLql1wWQaP7eA7BXc79ZfBZ6syUzhsVme38INHxj5tSKthc8fcSNpmeCZvO2VTZ7t+T8NVtLkV\nzsvi1Pdlp+BuBeew5FO4eD796U+3fcMVub3b7hj09Ud8UGBQYFBgigJrJahHQOgZZjY76SlDmPVH\nQRdccEETatl1b8zNUNiAV1frJiyfYO4Ph2644YZ2Awuhn+DKEUwIxwR/f8d+wgkntHiPVys8/wHX\nE+25cF82aQTv+9///rNzzjlnduONN84uvvjitnH4eM8hg6b7pptuml1++eXtEHDqqae2e9cdCrge\nbktc4scNHs94xjOaTb12tRHhC0x9zhuF9GMJsLtaZDt9Rd9lXGDGT734y8DYiTJpfxlYu4UbuMba\nY+6LwyvjL562pe8HnCu9Kk4V11pmp8O7SYNlYWdMdrpv6w4P3czzE088sb0NNc+5zJ3Me2nLjoWy\nww0KDAoMCmxGgbUS1Kc6umhT8vqSoP2Rj3ykma6w/U7ZMNnEwU2YMOr15zXXXNOE9FtuuWV26623\ntn9VJUSr60NRWmf/DspG3KHAP4luzA8C4CjjEQ7ctDnVh6QpS+B2h/qzn/3sZoNOq37FFVe09mh8\ntK3du93tbu2QcOTIkabhD4xj9ZnqOAzc6U53app6mvT0IzDTp8TX0V80ThnHdezzoj6FFnyHtrjM\ng+TXNy0ps2o/uPV4HMZx7Gkw4j9JAfPCPPbm0ofSG3NeHkFd6cynzP2fhDBSBgUGBQYFjo0Cayeo\nh2HWDTfMM+YqhFnmKu9///ubIO01Zj6QnCJj6stj6vLRj3603ajyvve9rzFr2nhXJzJJw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vEPaj1VbPeJob1ru6+IVDgHCE6sAP7yDke4KbsoFlfvmmRlsEcYeI008/vQnkwU1ZYfyI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\n", | |
"text": "<IPython.core.display.Image at 0x10ff3cd10>" | |
} | |
], | |
"language": "python", | |
"trusted": false, | |
"collapsed": false | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "code", | |
"input": "plt.figure(figsize=(8,6))\nblue, = plt.loglog(Ki, isospec_sum_p, basex=10, basey=10)\nblack = plt.loglog(Ki[Ns:Ne], ((Ki[Ns:Ne])**m_p)*1e-27, 'k')\ngreen, = plt.loglog(Ki, isospec_sum_e, 'g', basex=10, basey=10)\nblack = plt.loglog(Ki[Ns:Ne], ((Ki[Ns:Ne])**m_e)*1e-4, 'k')\nplt.title('Isotropic Buoyance Spectra', fontsize=16)\nplt.xlabel('wavenumber $(=K/2\\pi)\\ [m^{-1}]$', fontsize=15)\nplt.ylabel('PSD', fontsize=15)\nplt.ylim([1e-8, 1e11])\nplt.xticks(fontsize=15)\nplt.yticks(fontsize=15)\nplt.legend([blue, green], ['Phillips', 'Eady'], loc=3, fontsize=14)", | |
"prompt_number": 21, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 21, | |
"metadata": {}, | |
"text": "<matplotlib.legend.Legend at 0x11dfa0590>" | |
}, | |
{ | |
"output_type": "display_data", | |
"metadata": {}, | |
"png": 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Q4Z+QUaXKP//KnmfxMkVRiLgawaJjiwiKCsKzvCeD6g7Cu4K3wQ6PACQmJrJp\n0yaCg4PZunUrDRs2JCAggE6dOvHuu+8abFwhCqICEyrWr1/P0KFDadKkCSdPnsTa2podO3akW+fh\nw4fUrl0bW1tbRo4cSXR0NGPGjGHixIl8/vnngLZRT5cuXTh9+jQAt27dwtXVlZs3b2YYMz+Eitd5\n8gQuXMgYNs6fh1KlMt+7YWcH0pFZJCYlsvzkcuYfns+9Z/cYWHcgmuoaKllWMmjL7idPnhAaGkpw\ncDCbNm3C1dUVjUZD586dsbW1Ndi4QhQUBSZUKIqi+2Ol0WhISEjIECrmzZvHqFGjiIuL0x2DnTRp\nEjNnzuT69euYmZmhKAoVKlRgw4YNVK9enTlz5nDo0CF+//33DGPm91DxKmlpcOXKPyHj3Ll//vvh\nw3/2aPz7VqmSTBQtiBRF4fCNwyw4vIAtF7fwJPkJTeya4Gbvhpu9Gw3KNcDczDCnjD579oytW7cS\nEhLCX3/9RbVq1dBoNAQEBODg4GCQMYXI7wpMqPi3V4UKT09PSpUqxerVq3XLzp8/T9WqVdm0aRO+\nvr4AhIaG8tNPP3H16lXq1q3L2LFjqVSpUoZxCmqoeJ0HD9KHjBe3S5fA1vbVE0Vl70bBcPXhVSKu\nRLDvyj72XtlLdEI0muoa+tXuR2O7xgbbi/H8+XPCwsIICQlh3bp1lC9fXhcwKlSoYJAxhciPJFT8\nS8WKFXnvvfeYNGlSuuWFChVi9uzZDBo06I3GkVCRfcnJEBOT+URRtTp9yHixp8PZWSaK5nfXHl5j\nyfElLDq+CBUq+tbuSy+XXtiWNNyhipSUFMLDwwkJCWH16tWUK1dOd0XVqlWrGmxcIfIDQ33u5ck/\n9bdu3cLS0jLDcktLy0znTAj9MTODypW1Nz+/f5YrCty+nT5o7Nyp/TchATw8wMdHe6tY0WjlCwOx\nLWnLGPcxfN7scyKuRvD70d+p+XNNGts1pl/tfvhV8aOIqX6Pm5mamuLl5YWXlxezZ89mz549hISE\n0KpVK9555x00Gg0ajYYaNWrIJduFyCF5MlS8ztv+8fDw8MDJyQknJyc8PDzw8PDQb2H5nEoFVlba\nW/Pm6e+Lj4ft22HrVpg0CczN/wkYLVtqJ4uK/EGlUunmWcxsM5PVZ1Yz//B8Ptr4EZ2qdqKhbUNc\nrV2paVWTomZF9TauiYkJLVq0oEWLFsyYMYP9+/cTEhJCu3btKFKkiC5g1K5dWwKGKJDCw8MJDw8n\nNjaW2Niuob89AAAgAElEQVRYg42TJw9/VKpUiW7dumV6+GPOnDkMHDjwjcaRwx85R1Hg9GltwNi6\nFfbuBReXf0JGgwZyqCQ/unz/MmvPruXYrWMcu3mMc3fOUdGyIh83+pg+rn0wMzHMlU0VReHQoUOE\nhIQQFBQEoDtE0qBBAwkYosCSORX/4uXlRcmSJdNN1Lxw4QJVqlQhNDQUHx+fNxpHQoXxPHsGu3f/\nEzLi4sDTUxswWrfWNu4S+c/z1Ofsu7KPSbsmEXM/hi+bf0lPl56Yqg2XKBVF4fjx47qA8eTJE13A\naNKkCWq14XpwCJHbSKj4l/nz5zNq1CguX76c7pTSWbNmcf36dUzf8KuuhIrc48aNfw6VbN0KFhb/\n7MXw8JBmXfnR37F/M27nOK48vEJzx+bUs6lHXZu61LWpq9dDJP+mKApRUVEEBwcTFBREQkICnTt3\nRqPR4O7ujomJiUHGFSK3KDCh4unTp2zcuBGAqVOnkpiYyIQJEwBo164d5ubmJCYm4urqip2dHSNG\njCA6OpqxY8cyceJERo8e/cZjSqjIndLS4OTJfwLG/v1Qp84/IaNePZC//fmDoiicuHWCyGuRHLlx\nhMM3DnP2zlmaOzbHv4o/7Su3N2i78HPnzhESEkJISAhXr16lU6dOBAQE4OHhgZmZYQ7NCGFMBSZU\nxMbG4uzsDPwz6fJFQ6yYmBhds5urV68SGBjInj17sLGxydCm+01IqMgbnjyBXbv+CRk3boCX1z8h\nw97e2BUKfbr/7D6h0aGsO7eO0OhQ6ljX4X2X9wmoFoBFEQuDjXvp0iXdIZJLly7h7+9PQEAAXl5e\nmV47SIi8qMCECmOQUJE3XbsG27ZpA8a2bVCuHHz2GfTsqT31VeQfz1KesenCJv448QdhMWE0tW+K\nu4M7zR2bU79cfQqbFjbIuJcvX2b16tUEBwdz5swZ2rVrR5cuXfDx8aGItJYVeZiECgOSUJH3paXB\njh0wZYr2miYjRsCAAVCsmLErE/p27+k9wmPD2XV5F39f/pszd85QybISta1r42bvRseqHbEubq33\nca9du8aaNWsICQnh6NGjtGnThoCAANq0aUMxeaOJPEZChQFJqMhfDh7Uhos9e2DoUO3tnXeMXZUw\nlGcpzzgdf5pjN4+xI3YHmy5sopZVLfq49qGnS0+9N90CbQO+tWvXEhQUxMGDB/H29kaj0dCuXTtK\nlCih9/GE0DcJFQYkoSJ/OnsWvv8e1q6F/v1h2DDtIRKRvyWlJLH14lbmHZ7HkRtH+Kj+R7Sr3I6a\nVjUpZKL/ORF37txh/fr1BAcHs2fPHlq2bIlGo6FDhw66s9OEyG0kVBiQhIr87coVmDYNFi+GgAAY\nNUp7tVWR/0XdjuKnAz+xO243l+5doo5NHYbUH0LXGl0NEjDu37/PX3/9RVBQEOHh4bi7uxMQEIC/\nvz+lS5fW+3hCvC0JFQYkoaJguHMHfvoJ5s7VtgcfM0Z7iqooGB4/f8yOmB3MPDCTM3fO0K1GN1qV\nb4W7ozslC+u/AcrDhw/ZuHEjISEhbNu2jYYNG6LRaOjUqRNWVlZ6H0+INyGhwoAkVBQsjx7BggXa\nvRc1a8Lnn0OLFnLZ9oLk5K2TrD+3nrCYMCKvReLyrgue5T3pULkDDW0b6r199+PHjwkNDSUoKIjQ\n0FDq1KlDQEAAnTt3ppwckxNGIKHCgCRUFExJSfDHH/Ddd1C6tDZcdOigvYS7KDieJj9l35V9bLu0\njbVn1/I4+TGdq3YmoHoATe2bYqLWb4e1p0+fsm3bNoKCgtiwYQPVq1dHo9EQEBCg68MjhKFJqDAg\nCRUFW2oqrFkDkydrg8bo0fDee9LroiBSFIWo21GsPrOakDMhXEu8hk8FHzpX7Uynap1Qq/SbOJOS\nkggLCyM4OJj169dToUIFXcB40QRQCEOQUGFAEioEaK+gun27NlxcuqTtddG/PxQ1zOUnRB4Q9yCO\n0OhQFh5ZSHJaMuOaj6OFYwtKF9X/pMvk5GTCw8MJDg5m7dq12Nra6i7ZXrlyZb2PJwo2CRUGJKFC\nvOzAAW2vi4gICAyEjz6SXhcFmaIorD6zmrmH5nLo+iHsS9rzYf0P6ePahxKF9d+XIjU1ld27dxMc\nHMzq1aspXbq0LmBUr15dLtku/jMJFQYkoUK8SlSUds7Fhg3aDp2ffQY2hruulcgD0pQ09sTt4afI\nn9gRs4PeLr3pUqML5UqUw76kvd7nYKSlpREREUFwcDAhISEULVpUd4ikdu3aEjDEW5FQYUASKkRW\nLl+GqVO1Ezu7dNH2uqhQwdhVCWOLexDHnMg57Ijdwc1HN3ma/JTWFVvTtmJbWldsTZmiZfQ6nqIo\nREZGEhISQnBwMGq1Whcw6tevLwFDZJuECgOSUCGy6/ZtmDULfv4ZvL21kzpr1zZ2VSK3uPrwKpsv\nbGZT9CZ2xuykmUMzerv2xq+Kn97bhSuKwtGjR3V7MJKSkujcuTMajYbGjRujltOYxGtIqDAgCRXi\nTT18qO11MX06uLpqT0d1d5deF+Ifj58/ZvWZ1Sw5sYQjN46gqaaha42u1LGpg6W5pV7HUhSFU6dO\nERISQkhICAkJCQQEBBAQEECzZs0wMdHvIRmR90moMCAJFeJtPXsGS5dqrzFiZQVffAFt2hi7KpHb\nXH14lWUnlrHu3DpOxZ/CrqQdflX86F+nP5VL6//MjrNnz+oOkdy4cYNOnToREBCAh4cHpqameh9P\n5D0SKgxIQoX4r1JTISQE/vc/aNJE2w7cwsLYVYncKE1J4/D1wwRHBbPo+CIa2jbkC/cvDNLJEyA6\nOlq3ByMmJgZ/f380Gg2enp4UKqT/65+IvEFChQFJqBD68vixtr/Fpk2waJH2GiNCvMqzlGcsPLKQ\naRHTMFGb0LV6V7rU6ILru64GCRixsbGsXr2akJAQzp49S/v27dFoNHh7e1OkiP4vES9yLwkVBiSh\nQujb5s3wwQfQrRt8+y3I32vxOoqicPjGYYJOB7EqahVmajO6VO9i0IBx7do1Vq9eTXBwMMePH6dt\n27ZoNBp8fX0pKh3f8j0JFW8hKSmJzz77jO3bt2NiYsLHH3/MkCFDMqwnoUIYwp07MGSIttfFH3/I\nFVFF9rwIGKtOryIoKggztRlda3SlS/UuuLzrYpCAcevWLdasWUNwcDAHDx7Ex8eH7777TlqF52MS\nKt7C+PHjSUhIYNKkSVhYWBAfH5/pJYclVAhDURRYtgyGDYNPP9X2t5B5ciK7FEXh0PVDBEUFser0\nKgqbFtbuwTBgwLhz5w7r1q3D39+fMmX022dD5B4SKt5CvXr1CA0NpWzZsq9dT0KFMLQrV6BvX3j6\nFJYsgYoVjV2RyGteBIwXezAKmxbWzcGoZVVLGl+JNyKh4g1du3aNJk2a0KFDByIiIvD29uaTTz6h\nXLlyGdaVUCFyQlqatnHWpEnaeRYDB0pfC/F2FEXh4PWDujkY5qbmujkYEjBEdhjqcy/XtVyLjo5m\n8ODBuLi4YGJiQstXTJ+/evUqHTt2xMrKChcXF6ZOnZru/mfPnnH16lUaNGjAgQMHsLCwYOLEiTnx\nFITIlFqtPQSyaxfMmwcdOsDNm8auSuRFKpWKhrYN+cHnB2I/iWVJpyU8TXlKhxUdqDanGuN2jOPk\nrZPyZUnkuFwXKqKioti8eTPVqlWjSpUqmSbuhw8f0rx5c+7evcvChQvp27cvY8eOZcqUKbp1KlSo\ngIODA71798bMzIwPPviAv/76KyefihCZql4d9u/XtveuXVvb30KIt/UiYPzo8yOxn8SyuONinqY8\npf2K9jRa2IjVZ1bz+PljY5cpCohcd/hDURRdkNBoNCQkJLBjx45068ybN49Ro0YRFxdHqVKlAJg0\naRIzZ87k+vXrmJmZ6bbv168f7dq1Y/78+URGRvLrr79mGFMOfwhjiYiA3r3BzU17aEQaZgl9SVPS\nCI4KZv7h+Ry/eZz2ldvTyLYR77u8b5DLtYu8pcAc/sjOscBVq1bh5eWlCxQAXbt25e7du4SFhemW\n/fjjj3z//ffUrFmTyMhIxo0bZ5CahXhbTZrA0aNgbq69hkh4uLErEvmFWqWma42uhPUO48AHB2hq\n35SwmDCcZjrx/ur3WXNmDalpqcYuU+QzefLktri4ONzc3NItq1y5MqampsTFxemWOTk58ffff+d0\neUK8keLFtXMsNm2Cnj3hvffgm2+kYZbQnwqWFahgWYGB9QbqrqT63d7vGLltJL4Vfelfpz91beoa\nu0yRD+S6PRXZcevWLSwtM17lz9LSkpsy803kUW3bwvHjcPky1K+v3YMhhL7ZlbRjYL2BRAyIYEXA\nCmyK29Dxz45Un1Od/4X9j8PXD8vhYPHW8uSeitd521OpPDw8cHJywsnJCQ8PDzw8PPRbmBDZUKYM\nBAVpO3D6+GibZo0aBXLlaqFvKpWKBrYNaGDbgDHuYzh0/RCrz6zmvZD3eJ76nM5VO9O1Rlca2zWW\nU1TzgfDwcMLDw4mNjSU2NtZg4+TJUGFtbU1CQkKG5QkJCVhbW7/VY4bLwWyRS6hU0KsXtGihbZi1\nYQMsXiwNs4ThqFVqGto2pKFtQya3mszp26dZfWY1vdf2xtLcksCGgQRUC8DczNzYpYq39PKXZUMF\nxTx5+MPR0ZGoqKh0yy5cuEBKSgqOjo5GqkoI/XJwgO3bQaOBxo3h++8hJcXYVYn8TqVSUdOqJl+2\n+JKz/3eWMc3GsOzkMuym2/HRxo/k8Ih4rTwZKrp06UJYWBj379/XLVu5ciVlypTB09PTiJUJoV9q\nNXz2GRw4ANu2QYMGcOiQsasSBYWJ2oSOVTuyuedmjg4+inVxazRBGlzmuTBsyzB2Xd4lAUOkk+v6\nVDx9+pSNGzcCMHXqVBITE5kwYQIA7dq1w9zcnMTERFxdXbGzs2PEiBFER0czduxYJk6cyOjRo994\nTOlTIfICRdHOtRgxQnuWyFdfac8cESInpSlpRFyJYEfMDv48/SdJKUn0r9OfvrX7Uq5ExssgiNyp\nwFz7IzY2Vne53RfHfF40xIqJicHBwQHQtukODAxkz5492NjY0KdPH4YPH/5WY0qoEHnJ7dswfLi2\n3ffPP0ObNsauSBRUiqIQeS2SX4/+SlBUEM0dmzOw7kBaOLaQBlu5XIEJFcYgoULkRVu3wocfaudb\nzJgBVlZv/hgXL17kyJEjdOnSRf8FigLl0fNHrDy1kl+O/MLJ+JO0rtAaTXUNnap2kgmeuVCB6agp\nhMgeHx84dQrs7KBWLVi2THuI5E08efKEkSNH8sUXX5CWlmaYQkWBULxQcQbUHcD+D/YT92kc7Sq1\nY8HhBTjNdGL8zvEcvSGNVwoC2VOB7KkQed/hw9priFSvrj0kUqZM9reNj48nICCA0qVLs3TpUkqU\nkN3WQn+ibkcx/9B81p5bS8nCJRnWeBgB1QMoWbiksUsr0GRPhRDilerV0wYLR0dwcYE3uSCvlZUV\nYWFhlC1bliZNmnDp0iXDFSoKnOplqzOzzUwuBF5gms80/jz9J/bT7ekW3I3NFzaTkibnSecnsqcC\n2VMh8pddu7RNs1q2hOnToWQ2vxAqisKcOXOYNGkSK1asoGXLlgatUxRc957eY8WpFSw9sZQLdy8Q\nUC2A1hVb07FqR9Qq+a6bE2SipgFJqBD5TWKi9gyRrVth0SJ4k67zYWFh9OjRg/HjxzNkyBBp0SwM\nKu5BHDP3z+Tvy3/z6PkjAqoFENgoEOvib9cdWWSPhAoDklAh8qtNm2DgQOjaFaZMgcKFs7fdxYsX\n8fPzw93dnVmzZlGoUCHDFioKvBf9L5adXMaKUyvoVLUT7g7udK7WGYsiFsYuL9+RUGFAEipEfnb3\nrjZYxMbCn39C5crZ2+7hw4e8//77PHjwgODgYMqWLWvQOoV44c6TOyw6toiIqxGEXQqjc7XODKgz\ngKYOTY1dWr4hocKAJFSI/E5RtGeFjB8P06ZpL1iWHWlpaYwbN47ly5ezbt06XFxcDFuoEC+59egW\nS44vYdzOcVgVs6KPax961OpBtbLVjF1aniahwoAkVIiC4vhx6NYNGjWCOXOy3+Z7xYoVfPzxx8yf\nP5/OnTsbtkghMvEw6SHn755n1elV/H7sdyqXrsyguoPoVrMbRUyLGLu8PEdChQFJqBAFyePHEBgI\ne/dqD4fUqZO97Q4fPkynTp0YMGAA48aNQ62WWfrCOBKTEgmPDWfOwTlEXovEv6o/79d6H8/ynjKx\nOJskVBiQhApREC1bBp9+qr0w2ZAh2dvm5s2bdO7cmXLlyrF48WKKFStm2CKFyML1xOusOr2KX478\nwoNnD+heszvv1XyPujZ1JWC8hoQKA5JQIQqqCxfA31/b02LGDDAzy3qbpKQkPvzwQ44ePcq6detw\ndHQ0fKFCZEFRFM7eOcvvx35n1elVlCxcknaV2tHbtTdVy1SVgPESCRUGJKFCFGQPHmjnWaSmQlAQ\nlCqV9TaKojBjxgy+//57Vq1ahbu7u+ELFSKb0pQ0dl/ezfzD89kdt5uShUvSs1ZP+tXuh00JG2OX\nlytIqDAgCRWioEtJgWHDtM2yNmyAihWzt92WLVvo3bs3kyZNYuDAgYYtUoi3kJKWwr4r+5gdOZst\nF7fQ3LE5AdUC6FqjK0XNihq7PKORUGFAEiqE0Pr5Z5g4UTuBM7tdOM+fP4+fnx/e3t5MmzYNs+wc\nQxHCCO4/u8+6s+sIigpi1+VddK3RlYBqAXiW96SwaTY7w+UTEioMSEKFEP/Yvh169IBvv4UPPsje\nNg8ePKB79+4kJSWxatUqSpcubdgihfiPbiTeYMHhBWyO3szFexfxdvamc7XO+FXxo5BJ/u8gK6HC\ngCRUCJHeuXPaCZzNm8OsWVAkG20AUlNTGTNmDKtXr2bdunXUqFHD8IUKoQdxD+LYcH4DwVHBnLt7\njo/qf8SgeoMoWyz/dpGVUGFAEiqEyOjhQxgwAGJiIDgYnJyyt93SpUsZPnw4v/76Kx06dDBojULo\n24lbJ5h1YBYhZ0IY5TaKUU1HYaI2MXZZeiehwoAkVAiROUXRXj79u+9g8WLw9c3edgcOHCAgIICh\nQ4cyevRoOZ1P5DlxD+LotaYXzu8485vfb/nuPWyoz70C0RLv//7v/6T7nxBvQaXSnhUSHKzdazFx\nIqSlZb1do0aNOHDgACEhIfTs2ZMnT54Yvlgh9MjBwoFNPTZx9MZRpu+fbuxy8ox8/0m7e/duHj9+\nnO9SphA5yd0dDh2CsDDw89MeGsmKra0tu3btQqVS0bx5c65evWr4QoXQo2KFirHuvXVM2jWJaw+v\nGbucPCFfh4qkpCTGjBnDjz/+KIc3hPiPbGy0ocLeHho3hujorLcxNzfnjz/+oGvXrjRq1IiIiAjD\nFyqEHjmWcqR/nf58v/d7Y5eSJ+TrUPHVV1/xwQcfUKZMGWOXIkS+YGam7WURGAhNm8KOHVlvo1Kp\nGDVqFPPnz8ff35/FixcbvlAh9CiwYSDLTy0nOTXZ2KXkerkuVERHRzN48GBcXFwwMTGhZcuWma53\n9epVOnbsiJWVFS4uLkydOjXd/SdOnCAyMpK+ffvKXgoh9GzIEG2DrB49tJdQz87/Yu3btyc8PJyv\nv/6a4cOHk5KSYvhChdADx1KOVLSsSFhMmLFLyfVyXaiIiopi8+bNVKtWjSpVqmQ6F+Lhw4c0b96c\nu3fvsnDhQvr27cvYsWOZMmWKbp19+/YRFRVF+fLlcXZ2BsDZ2Zm7d+/m2HMRIj9r2VJ7+fS5c+HD\nDyEpKettqlevTmRkJMePH6d9+/bcv3/f8IUKoQfdanRj5emVxi4j18t1p5QqiqILEhqNhoSEBHa8\ntI913rx5jBo1iri4OEr9/6sfTZo0iZkzZ3L9+vVM2wSr1WrSXjFtXU4pFeLtPXwIffvC9evas0Ts\n7LLeJiUlheHDhxMaGsr69eupUqWKwesU4r+IexBHvQX1iB8Rny8m/heYU0qz88tatWoVXl5eukAB\n0LVrV+7evZshgLzJ4woh3lzJkhASAh07QsOG8PffWW9jamrKzJkzGTVqFO7u7oSGhhq+UCH+AwcL\nB0oUKsHZO2eNXUqulutCRXbExcVRvXr1dMsqV66Mqakply9fznSb1NTUnChNiAJJpYLPP4dFi7SX\nUZ8+PXvzLAYMGMCaNWvo378/U6dOlT2GIldzd3Rnd9xuY5eRq5kau4C3cevWLSwtLTMst7S05ObN\nm2/1mB4eHjg5OeHk5ISHhwce2b1EoxBCx8cH9u+Hzp3hyBH45ZesrxvStGlT9u/fj7+/PydOnGD+\n/PkUyc7FRoTIYfVt6nPkxhFjl/FWwsPDCQ8PJzY2ltjYWIONkydDxeu87WGO8PBw/RYiRAHl5AR7\n9kC/ftrLp69dC9bWr9/GwcGBPXv20K9fPzw8PFizZg02NjY5Ua4Q2VbXpi5LTyw1dhlv5eUvy4aa\nEpAnD39YW1uTkJCQYXlCQgLWWf31EkIYXNGi2lNO27XTzrM4ejTrbYoVK8bKlStp3749DRs25ODB\ng4YvVIg34Grtyunbp6VfxWvkyVDh6OhIVFRUumUXLlwgJSUFR0dHI1UlhPg3lQrGjYNp07SHRYKD\ns7ONii+++IJZs2bRtm1bli9fbvhChcim4oWKY1/SXiZrvkaeDBVdunQhLCws3TnuK1eupEyZMnh6\nehqxMiHEyzQa2LoVhg+HL76A7MyZ7tSpEzt27OCLL75gzJgxrzwdXIicVtembp6dV5ETcl2oePr0\nKcHBwQQHB3Pt2jXi4+N1Pz99+hSAHj16ULp0afz8/Fi/fj3Tpk1j0qRJDB8+HFPTfDdNRIg8r04d\nOHhQO9fCzw+y0/OqVq1aREZGEhERgb+/Pw+zcxUzIQystnVtjt08Zuwycq1c1/wqNjZW1wHzxUSS\nFw2xYmJicHBwALRtugMDA9mzZw82Njb06dOH4cOHv9WY0vxKiJyRnAwjR8KmTbBmDdSokZ1tkvnk\nk0/4+++/WbduHRUrVjR8oUK8wqYLm5ixfwZbe201din/iaE+93JdqDAGCRVC5KylS2HYMJg3DwIC\nsrfNzz//zIQJE1i+fDmtWrUybIFCvELcgzgaL2zM9eHXjV3Kf1JgOmoKIfK/Xr0gNFQbLP73v+zN\nsxgyZAgrV66kZ8+e/PTTT/JFQBiFfUl7HiQ9IDEp0dil5EoSKoQQRlGvHhw6BPv2QYcOcO9e1tt4\neHgQERHBggULGDRoEM+fPzd8oUL8i0qlwqa4DTcfvV2jxfxOQoUQwmjKloVt26BKFW0/i1Onst6m\nfPny7Nu3jzt37tCqVSvi4+MNX6gQ/2Jd3Jobj24Yu4xcSUKFEMKoTE211wr58kvt5dRDQrLepkSJ\nEoSEhNCyZUsaNmzIsWMyG1/kHJsSsqfiVSRUCCFyhV69YMsWbT+LsWOznmehVqv56quv+OGHH/D2\n9iYoKChnChUFnnUxawkVryChQgiRa9Stq+1nsX+/tp9FYjbmwnXp0oWtW7cyYsQIvvzyS2mUJQzO\nurg1NxLl8EdmJFQIIXKVsmW1eyzKlYMWLeB6Ns7cq1OnDpGRkYSFhaHRaHj06JHhCxUFlnVxa24+\nlj0VmZFQIYTIdczMYMECbYvvJk3g5Mmst3n33XfZsWMHlpaWuLm5ERMTY/hCRYEkcypeTUKFECJX\nUqm0cysmT4ZWrWD9+qy3KVy4ML/88gsffPABbm5u/P3334YvVBQ4cvjj1SRUCCFytR49tIFi6FD4\n/HNISXn9+iqVio8//pilS5fStWtX5s2blzOFigLDurhM1HwVCRVCiFyvcWM4fBiOHAFvb7iZjb/n\nXl5e7N27l1mzZvHRRx+RnJxs+EJFgWBVzIq7T++SmpaNVrAFjIQKIUSeULYsbN4MzZtD/fqwe3fW\n21SsWJH9+/cTFxeHj48Pd+7cMXyhIt8zVZtiaW5J/GNpvPYyCRVCiDzDxAQmToSFC6FLF/jxR8jq\nEiAlS5Zk3bp1NG7cmIYNG3IyO7M+hciCHALJnIQKIUSe4+sLBw7AqlXw3nvw7Nnr1zcxMWHy5MlM\nmjQJT09P1q5dmzOFinxLrv+ROQkVQog8ydERdu3S/re3NyQkZL1Njx492LRpE4GBgUyaNEmudCre\nmlz/I3MSKoQQeVaRIrBiBTRqBE2bQmxs1ts0aNCAyMhINmzYQLdu3Xj8+LHB6xT5j3Vxa249umXs\nMnIdCRVCiDxNrdbOrRgyRHuWyMaNWW9jY2NDeHg4RYoUoVmzZsTFxRm+UJGvyJyKzEmoEELkCx9/\nDMHB2nAxciRkdQZpkSJFWLx4MT179qRx48bs3bs3ZwoV+YK06s5cvg0VV65coVWrVlSvXp1mzZox\nffp0Y5ckhDCwZs20vSyiorSTObO6IJlKpWLEiBH8+uuvdOrUid9++y1nChV5nuypyFy+DRVmZmb8\n8MMPREVFsWXLFpYsWcLp06eNXZYQwsDKlNF24KxYETw94fbtrLdp06YNu3btYsqUKXz66aekZNW2\nUxR4Eioyl29DhbW1NXXr1gWgWLFiNG3alB07dhi5KiFETjAxgXnzwMcH3N3hzJmst6latSoHDhzg\nzJkztGnThoTsnE4iCiwJFZnLt6Hi3+Lj41m3bh1t27Y1dilCiByiUsE338Dw4dounOPHZ93P4p13\n3mHjxo24uLjQqFEjoqKicqZYkedYFLYgKSWJJ8lPjF1KrpLrQkV0dDSDBw/GxcUFExMTWrZsmel6\nV69epWPHjlhZWeHi4sLUqVMzXS8pKYmuXbsyYsQIKlSoYMjShRC50MCBcPSo9vLpDRpkfd0QU1NT\npk6dyv/+9z88PDzYmJ3TSUSBo1Kp5LTSTLxRqHj06JHBz+mOiopi8+bNVKtWjSpVqqBSqTKs8/Dh\nQ5o3b87du3dZuHAhffv2ZezYsUyZMiXdeqmpqfTo0YP69evzySefGLRuIUTuZWcHq1drW3t7eWVv\nnoX1Kb0AACAASURBVEXfvn1Zt24dgwYN4rvvvpNGWSIDOQSSUZahIiwsDA8PD6ysrChZsiQlSpTA\n2toaT09Pdu7cqfeCOnToQFxcHCtXrqR69eqZrrN8+XLu3LnDX3/9hZ+fH8OGDWPcuHFMnTo13ZUI\nBw8eTKlSpfjxxx/1XqcQIu8ZNw78/bUdOO/ezXr9Jk2acODAAYKCgujVqxdPnz41fJEiz5BQkdFr\nQ8Xw4cPx9vYmISGBHj16MH36dKZOncp7771HfHw8rVq1YsSIEXotKLM9Ey9btWoVXl5elCpVSres\na9eu3L17VzcZc+/evfz2228cOnSIOnXqUKdOHWbPnq3XWoUQeYtKBZMmQdu22iudRkZmvY2dnR27\ndu0iNTWVFi1acO3aNcMXKvIECRUZmb7qjkOHDjFjxgymTZvGJ598kuHDPi0tjZkzZzJixAh69Oih\nO9MiJ8TFxeHm5pZuWeXKlTE1NeXy5csANG3alLS0tByrSQiRN6hU8O232lDRvr1270Vg4Ou3KVq0\nKMuXL2fy5Mk0atSIkJAQGjVqlDMFi1xLQkVGr9xTMW3aNNq0acOnn36a6d4DtVrNZ599hq+v7ysn\nSRrKrVu3sLS0zLDc0tKSm1nNwhJCCKBzZ9i/X3vq6ahRWV9CXaVSMXbsWObOnUuHDh1YunRpzhQq\nci0JFRm9ck/F+fPnGThwYJYP4Ofnx4IFC/Ra1H+RncMnmfHw8MDJyQknJyc8PDzw8PDQb2FCiFzH\n2Vl7pdO2bbVnicydC4UKvX4bPz8/du7cib+/PydOnGDKlCmYmJjkTMEiV3m32Lt5plV3eHg44eHh\nxMbGEpudK++9pVeGikuXLlG5cuUsH6BixYrExMTotaisWFtbZ9qYJiEhAWtr67d6zPDw8P9YlRAi\nLypdGsLCoGdPcHGBGTO0Lb5fp0aNGhw4cICuXbvSoUMHVqxYgYWFRc4ULHKNvLSn4uUvy2/7BTwr\nrzz8cf/+fYoVK5blAxQrVoz79+/rtaisODo6ZmhKc+HCBVJSUnB0dMzRWoQQeV/x4rB2LUydqr0w\n2YcfQlZTskqXLk1oaCjOzs40atSI8+fP50yxItfIS6Eip7xyTwVAcHAwhw4deu0D5PReCoAuXbow\natQo7t+/rzsDZOXKlZQpUwZPT88cr0cIkfepVNCuHbRoof13wABYuFDb8vtVzMzMmD17NgsWLMDd\n3Z2lS5fi4+OTc0ULo3q3+LvcfHQTRVEM9s0/r1Epr+joola/WbNNfZ1p8fTpU10Hu6lTp5KYmMiE\nCRMAaNeuHebm5iQmJuLq6oqdnR0jRowgOjqasWPHMnHiREaPHv3GY6pUKmlsI4TQefwY/PygVCn4\n9Vftv1nZvXs3Xbt2ZdSoUa+c4C7yH4spFsR+Ess75u8Yu5Q3YqjPvVeGCmOJjY3F2dkZ+OeYz4sU\nGBMTg4ODA6Bt0x0YGMiePXuwsbGhT58+DB8+/K3GlFAhhHjZs2cwYgRs3AjLlsFLZ7Fn6vLly/j7\n+1OnTh3mzZtH4cKFDV+oMKoqs6uwtttaqpWtZuxS3kiBCRXGIKFCCPEq69fDB/+vvXuPy/H+/wD+\nuu9KDiUqiW1KyAo5zCmlooyJHHNophAZksmctrGsGXMYxhjlbFuWs5axiBzDHGbZdzUdVCutIpKs\nun5/3HP/3DrSfXfd993r+Xjcj7mv+3N9rve1rkf3u8/RV9ZiMXhw5eXz8/Ph7e2N9PR07N+//5UH\nj5NmcN7ujCCXILhYuogdyktR1ffeK20odubMGXz44YdYvXo114UgIq3m4SFrrZg8Gfjhh8rLN2jQ\nAHv37kX//v3RvXt3XL16VfVBkmg4WFNRuUlFYGBgqSmlgiCga9eucHFxwTfffIM5c+agY8eOSE1N\nVXmgRERi6dYNOH4cmDcPmDULKCysuLxUKsXixYuxZs0aDBgwAD9UJRshjWTegEnF88pNKk6dOoV3\n331X4Vh4eDh+/fVXfP7558jJycH58+fRqFEjHDp0SOWBEhGJyc5OtoV6Sgrg6Fi1DcmGDx+OqKgo\nLFiwAAsXLuTWAVqILRWKyk0qkpKS0LVrV4Vjy5YtwxtvvIG5c+dCX18fPXv2xLvvvovIyEiVB0pE\nJDZjY2DfPsDVFejTB7h3r/Jz7OzsEBsbi3PnzmHo0KHIy8tTfaBUY55NKyWZcpOKBg0a4PHjx/L3\nWVlZuH79Ojw8PBSWpLW3t8eZM2dUGyURkZqQSIAvvgCGDZPNCKlkKR8AQJMmTXDixAk0b94c9vb2\n+Ouvv1QfKNUIk3omyC6oQrNVLVFuUjFkyBAcP35c/n7Pnj0QBAHvvfeeQrn09HQYGhqqLkIiIjUj\nkQBBQbLdTgcOlK3EWVnPRp06dbBp0yZMnz4dDg4OOHnyZM0ESyqlI9VBicBurWfKXVFz2LBh6Nev\nH9LT02FtbY0dO3agd+/e6N69u0K5U6dOoX379ioPlIhI3YwaBXTvDnh5ASdOADt3AmZmFZ8zbdo0\nvPnmm/Dy8sInn3yCadOmcaEsDaYj0UFxSbHYYaiNclsqXF1dsXbtWsTHx+OHH37A2LFjsWXLFoUy\n6enpOHz4MIYMGaLyQImI1JGlpWyn0y5dgB49gNu3Kz+nb9++OH/+PDZu3IipU6fi6dOnKo+TVENH\nqoNigUnFM5UufpWamoqIiAjY29vDzs6upuKqUVz8ioiUYccOYO5c2eZk9vaVl3/48CHGjRuH+/fv\nIzw8HE2aNFF9kKRUUXei8HnM5zjprVndWTW++FVmZiacnJxgYWGB999/H506dUL79u1x4cIFpQdB\nRKQNvL2B7duBIUOAmJjKyxsaGuLAgQPyruUbN26oPEZSLrZUKCo3qQgLC8OdO3ewY8cOZGRk4PDh\nw6hfvz6++eabmoyPiEijvPMO8N13wPDhwPr1QGV/DEqlUgQHB2PZsmVwc3PDvn37aiZQUgqpRMqB\nms8pd6Dmjz/+iKlTp2LcuHEAgEGDBkFXVxdjxoxBUVERdHUr3DWdiKjWcnMDzp0Dxo2TjbfYswfQ\n06v4nNGjR6NNmzYYOnQofvvtNyxatOild4ummseBmorKfWLPnz+Pfv36KRxzdXVFXl4ebt26pfLA\niIg0mbW1rAvk8WNg7FigKmMxu3TpgtjYWBw/fhyenp549OiR6gOlamH3h6Jyk4pn240rFP4va+ZS\ns0REldPXl63AWVIimxly82bl55ibm+PUqVMwMjKCg4MDkpKSVB4nvTq2VCiqsG2tf//+aNKkifz1\nbAtfV1dXheNmlU3MJiKqpZ4lFv7+suW9N2+ufJyFvr4+QkNDMWHCBK5arObYUqGo3IERixYtqnIl\nXLiFiKh8EgkwcSLg4ACMGAGcPQts2gTUr1/RORLMmjULtra28PT0RHBwMCZPnlxzQVOVcKCmokrX\nqagNuE4FEdWU/Hxg6lTg+nVZC4a1deXnxMfHw8PDA66urvjqq6+gV9moT6oxv2X+hrH7xuLWNM0a\na1jj61QQEZHyNWggW857xgxZy0VEROXntGnTBhcvXsSdO3fQv39/ZFdl33WqEez+UKTVScVff/0F\ne3t7WFhYwMvLCwUFBWKHREQEiQTw8wOOHgUmTQJ27678HCMjIxw5cgRdu3ZF9+7dOQtPTXCgpiKt\nTirmzJmD9957D3/88Qd0dHQQEhIidkhERHI9egBRUcBHHwGLF1e+06mOjg6+/PJLBAUFoU+fPjh8\n+HDNBErl4i6lirQ6qbhy5QqmTJmCevXqYeLEiTh37pzYIRERKWjXDoiNBX75BRg5EqjK0hTjxo1D\nREQEpk2bhqVLl3JMmIikEim7P56jtUnFX3/9BSMjI/nKn+3atcP58+dFjoqIqLSmTYGTJ4HGjWXj\nLKqyNEX37t0RGxuLgwcPYuzYsXj8+LHK46TS2P2hSO2SioSEBPj5+cHOzg46Ojro06dPmeVSU1Mx\ndOhQmJmZwc7ODqtWrarhSImIlEdfHwgJkU09tbev2oZkzZs3x+nTp6Gnp4fevXvj7t27qg+UFHCg\npiK1Syri4uIQGRkJGxsbtG3btsw1MPLy8uDk5ITs7GyEhITAx8cHCxcuxLJly+RlWrVqhQcPHqC4\nWPbDvnXrFnr16lVj90FE9LIkEiAgQLbT6YgRsv9Wpl69eti5cydGjx6Nnj17cifpGsaWCkVqtyvY\n4MGD4eHhAQAYOXIkcnJySpX57rvv8M8//+DXX39Fo0aNAACPHz/GqlWrEBgYKJ/D3bVrV2zatAkT\nJkzAtm3b4ODgUHM3QkT0ivr3B06fBgYPBuLigC++AHR0yi8vkUgwd+5ctGvXDkOGDMGXX34JHx+f\nGou3NuNATUVq11JRldU59+7dCzc3N3lCAQCjRo1CdnY2oqKi5MdWrFiB3bt3480330RRURF8fX1V\nEjMRkbLZ2ACXLgGXLwNDhwIPH1Z+jru7O06fPo3PP/8cs2fPRlFRkeoDreU4UFOR2iUVVZGSkgJb\nW1uFY9bW1tDV1UVKSor8WOvWrXHhwgWkpKTg+++/R7169Wo6VCKiV2ZiAvz8M9CsGdCrF5CQUPk5\nNjY2iI2Nxa1bt+Du7o7c3FzVB1qLsftDkUYmFZmZmTA2Ni513NjYGBkZGSJERESkGnXqAN9+C7z/\nvmwAZ1UWymrcuDF++ukn2NjYoEePHvjjjz9UH2gtpSvVhVkDbqr5jNqNqaiuV93czMXFBZaWlrC0\ntISLiwtcXFyUGxgR0SuSSIBp02StFWPGyNa0WL8eMDAo/xxdXV2sWbMGdnZ2cHJywo4dO/DOO+/U\nXNC1hKG+If70/1PsMCoVHR2N6OhoJCUlIakqc5ZfkUYmFebm5mUO4MzJyZFvz/6yoqOjqxkVEZFq\ndeoEXL0q20a9Rw/g+HHgtdcqPmfixIlo27YtPD098cEHH2DOnDncWboWevGPZVU9AxrZ/WFhYYG4\nuDiFY/Hx8SgqKoKFhYVIURERqV6DBsDWrYC3N+DkBCQmVn6Og4MDLl26hB9++AHe3t548uSJ6gOl\nWkkjkwpPT09ERUXh/v378mNhYWEwNTVF3759RYyMiKhmzJ0LzJ4NODsDv/1Wefk33ngDMTExePr0\nKZydnZGenq76IKnWUbukoqCgAOHh4QgPD0daWhru3bsnf/9sl1EvLy+YmJjAw8MDhw8fxurVqxEc\nHIzAwED5stxERNpu+nRg+XLA1RU4dqzy8vXr18f3338PDw8PdO/eHZcvX1Z9kFSrSAQ124kmKSkJ\nVlZWAP6/z0cQBEgkEiQmJqJFixYAZMt0+/v74+zZs2jWrBm8vb0RGBj4SteUSCTckIeINNa5c7IV\nOBcvls0SqYpDhw7B19cXa9aswbvvvqvaAEntqOp7T+2SCjEwqSAiTffXX4C7u2za6apVQBmz7ku5\ndesWPDw84OnpiaVLl0KnomU7Sauo6ntP7bo/iIjo5bVqJdtCvV49oGfPqg3gbN++PWJjYxEbG4sh\nQ4bgwYMHqg+UtBqTCiIiLdGwIfDNN8DMmYCjI3DtWuXnmJqa4vjx47CwsEDPnj0RHx+v+kBJazGp\nICLSMjNmAGvXyjYme247pHLp6elhw4YNCAgIgKOjI06cOKH6IEkrcUwFOKaCiLTT6dOAp6dsl9OJ\nE2Urc1Z+zmmMHj0ax44dQ6dOnVQfJImCAzVViEkFEWmrW7cAHx/AzAwICwMMDSs/JysrC6amplx5\nU4txoCYREb209u2BixeB11+XLZT199+Vn9OkSRMmFPRKmFQQEWk5XV3ZTqcjRsimnN6+LXZEpK3Y\n/QF2fxBR7bFrFzBnDvDjj7K9Q6h2YvcHERFV23vvAXv2ACNHAitXAkVFYkdE2oQtFWBLBRHVPvHx\nwJQpgIkJsGOHbPdTqj3YUkFERErTpo1sE7IGDWSDOZOTxY6ItAGTCiKiWkpfX9ZKMXOmbKEsDuCk\n6mJSQURUy82aJRu86eQE7N4tdjSkyTimAhxTQUQEAL/9BgwbBgwdCixfDnDTUu3FFTVViEkFEZFM\ndjYwejSgpydbgbNhQ7EjIlXgQE0iIlI5ExPZAE4LC8DFBcjIEDsi0iRMKoiISIGuLrBxo6wbpHt3\n2TLfRFXB7g+w+4OIqDyHDwOTJwOffAJMn161nU5J/bH74yXdvXsXrq6usLW1haOjI7766iuxQyIi\n0jgeHsCFC8DmzUBAAFBcLHZEpM60tqUiIyMD6enp6NKlC/Lz8+Ho6Ijdu3ejXbt2pcqypYKIqGIP\nHshmhhgayvYP4QBOzcaWipdkbm6OLl26AAAaNGgABwcHnDx5UuSoiIg0k5GRbABn8+aynU7T08WO\niNSR1iYVz7t37x4OHTqEgQMHih0KEZHGqlNHNoBz3DjA2Rn43//EjojUjVokFQkJCfDz84OdnR10\ndHTQp0+fMsulpqZi6NChMDMzg52dHVatWlVp3YWFhRg1ahTmzJmDVq1aKTt0IqJaZ8ECYPZswMEB\nWLtW7GhInahFUhEXF4fIyEjY2Nigbdu2kJQxvDgvLw9OTk7Izs5GSEgIfHx8sHDhQixbtkxeJjQ0\nFJ07d0bnzp1x8eJFFBcXw8vLC127dkVAQEBN3hIRkVZ7/33gyhXZAM7584GSErEjInWgFgM1BUGQ\nJxIjR45ETk5OqfEPmzZtwty5c5GSkoJGjRoBAIKDg7F27Vqkp6dDT0+vVL2+vr4QBAGhoaEVXp8D\nNYmIXk12tmw9C6lUNv3UyEjsiKgqtHqgZlktEy/au3cv3Nzc5AkFAIwaNQrZ2dllDsA8d+4ctm7d\niitXrshbL9avX6/UuImIajsTE+D0aaBDB2DAACAnR+yISEy6YgdQVSkpKejVq5fCMWtra+jq6iI5\nOblUeQcHB5SwPY6ISOWkUuDrr4F582QrcB46BJQxe59qAbVoqaiKzMxMGBsblzpubGyMDC5OT0Qk\nKokE+PJLYNEi2Z4hhw6JHRGJQWNaKipSle6Tyri4uMDS0hKWlpZwcXGBi4tL9QMjIqplxo8H3nwT\nGD4c+PNPYM4cLu2tDqKjoxEdHY2kpCQkJSWp7Doak1SYm5sjp4zOupycHJibm1e7/ujo6GrXQURE\nsi6QCxdkS3z/8YdsbYs6dcSOqnZ78Y9lZfwxXhaN6f6wsLBAXFycwrH4+HgUFRXBwsJCpKiIiKgs\nb7wBxMQA//wDvP22bJYIaT+NSSo8PT0RFRWF+/fvy4+FhYXB1NQUffv2FTEyIiIqi4EBsH+/rOWi\nRw8gNlbsiEjV1KL7o6CgABEREQCAtLQ0PHz4EOHh4QAAd3d31KtXD15eXli+fDk8PDwwZ84cJCQk\nIDg4GEFBQdDVVYvbICKiF+joyAZwdusGDBoE7NgBvPOO2FGRqqjF4ldJSUmwsrIC8P/9PM8WxEpM\nTESLFi0AyJbp9vf3x9mzZ9GsWTN4e3sjMDCw2tfn4ldERKoXEwN4eQH+/sCHH3IAp5hU9b2nFkmF\n2JhUEBHVjNRU2QDOtm2BLVtkXSRU87R6RU0iIqodXn8dOH8e0NWVdYkkJoodESkTkwoiIqpRdesC\nu3YB06bJdjrlAE7twe4PsPuDiEgshw8DkybJdjsdNkzsaGoPjqlQISYVRETiuXpVllBMnQosXCh2\nNLUDkwoVYlJBRCSuv/8G3NyAIUOA4GDZJmWkOkwqVIhJBRGR+LKyZEmFiYlsPYsy9pAkJeHsDyIi\n0mpNmgCnTwNt2gBvvcUBnJqILRVgSwURkbo5cACYMgWIiJAt803KxZYKIiKqNYYNA7ZtA9zdge+/\nFzsaqiq2VIAtFURE6urGDWDoUGDMGNkATh0dsSPSDhyoqUJMKoiI1FdWFjByJNCwIbBnj+y/VD3s\n/iAiolqpSRPgxAnZEt89ewIJCWJHROVhUkFERGqvTh1g40bZDqcODsAvv4gdEZWF3R9g9wcRkSaJ\njpaNsVi4UJZkcAv1l8cxFSrEpIKISLMkJsoWyureHdiwAdDXFzsizcIxFURERP9p2VK2hXpODtC3\nL5CZKXZEBDCpICIiDWVgAISHA66ugL09EB8vdkTEpIKIiDSWVAosWQLMnw84O3MAp9g4pgIcU0FE\npA1OnADefReYORP46CMO4KwIx1S8ounTp0PKPXSJiLRev37AzZv/v2/I06diR1T7aPW3bUxMDPLz\n8yFhukpEVCuYm8umnGZlycZaPHwodkS1i9Z2fxQWFsLV1RUHDx6EmZkZSkpKyi3L7g8iIu1SUgK8\n/z5w+TIQFibbTp3+H7s/XtKSJUvg6+sLU1NTsUMhIqIaJpXKVuD08gLc3IC4OLEjqh1ETyoSEhLg\n5+cHOzs76OjooE+fPmWWS01NxdChQ2FmZgY7OzusWrWq3Dpv3ryJ2NhY+Pj4sAWCiKiWkkqBOXOA\nxYsBJyfZZmSkWrpiBxAXF4fIyEjY29ujqKiozPEPeXl5cHJywmuvvYaQkBAkJCRgwYIF+PfffzF/\n/nwAQGhoKNavXw8A8PT0RFxcHFq2bCmvw8rKCpcvX4aJiUnN3BgREamFiROBTp1kK3A+fAhMnSp2\nRNpL9DEVgiDIE4mRI0ciJycHJ0+eVCizadMmzJ07FykpKWjUqBEAIDg4GGvXrkV6ejr09PQqvIZU\nKuWYCiKiWu6vv2QzRPz8gHnzxI5GXFo7pqIqMzP27t0LNzc3eUIBAKNGjUJ2dnapBORVr0FERNqt\nVSsgJgbYtUu2lkVRkdgRaR/Rk4qqSElJga2trcIxa2tr6OrqIjk5udLzi4uLVRUaERFpkNdeA86e\nBf74A/DwAPLzxY5Iu4g+pqIqMjMzYWxsXOq4sbExMjIylHINFxcXWFpawtLSEi4uLnBxcVFKvURE\npF4aNQIiImQLZPXrJ/t348ZiR6Va0dHRiI6ORlJSEpKSklR2HY1IKiqirK6N6OhopdRDRETqT08P\nCA0F5s4FevUCjh8H3nhD7KhU58U/llU1LEAjkgpzc3Pk5OSUOp6TkwNzc3MRIiIiIk0nlQIrVwLN\nmwO9e8s2I2vdWuyoNJtGJBUWFhaIe2Hlkvj4eBQVFcHCwkKkqIiISBvMng00bCjb5fTYMaBDB7Ej\n0lwaMVDT09MTUVFRuH//vvxYWFgYTE1N0bdvXxEjIyIibeDrC6xaJRtjce2a2NFoLtFbKgoKChAR\nEQEASEtLw8OHDxEeHg4AcHd3R7169eDl5YXly5fDw8MDc+bMQUJCAoKDgxEUFARdXdFvgYiItMCY\nMUCdOsCAAcCRI0D37mJHpHlEX/wqKSkJVlZWsmD+GzjybEGsxMREtGjRAoBsmW5/f3+cPXsWzZo1\ng7e3NwIDA5USAxe/IiKiZ44ela3CefCgbBCnNlLV957oSYU6YFJBRETPO34cGDcO+PFH2VgLbcOk\nQoWYVBAR0YtOnQJGjwYOHwZ69hQ7GuViUqFCTCqIiKgsBw/KZodcvy6bIaItmFSoEJMKIiIqj58f\n8OQJsGOH2JEoj9ZuKEZERKTOVq8GLl4EfvhB7EjUH1sqwJYKIiKq2NWrwDvvAFeuAP9NStRo7P5Q\nISYVRERUmaAg4NYt2YwQTcfuDyIiIhF9+CFw4QKwe7fYkagvtlSALRVERFQ1hw4BQ4cC//wDmJiI\nHc2rY0sFERGRyIYMATp3Bu7cETsS9cSkgoiI6CVYWTGpKA9346qEsbExcnNzxQ6j1mvcuDFycnLE\nDoOICFZWwF9/iR2FemJSUYnc3FyOt1ADzzabIyISW+vWwPnzYkehntj9QURE9BJsbYHbt8WOQj1x\n9gcqHgXLmSHqgT8HIlIX2dlAy5bAgweApjaicvYHERGRGjAxAerXB9LSxI5E/TCpqGWio6MhlUor\nHPT4YpmXfU9EpO1sbYG4OLGjUD9MKrSQj48PpFIppFIpGjRoAA8PD2zZsgWFhYVVOt/BwQEZGRkw\nNjZWSXkiIk3HpKJsTCq0kEQiQb9+/ZCRkYGbN2/CxcUF06dPx3fffVel8/X09GBmZlbl671seSIi\nTcekomxam1QUFhZi2rRpsLa2ho2NDTZu3Ch2SDVGEATUqVMHZmZmaNWqFWbPno23334bISEh8qmZ\nCQkJcHNzg5mZGaZNm4aEhAT5+S/bnfFi+e3bt8PQ0BBnzpxBjx490LhxY7i7u+Pvv/+Wn5OVlYWZ\nM2fC1tYWDRo0gI2NDcLCwpT4f4GISHU4A6RsWptULF26FDo6Orh8+TJu376NESNGiB1SjXpxXQcD\nAwM8fPhQ/n7atGkYO3Ys9u/fjxs3biAgIECp1y8sLMSMGTMwbdo0bNu2DSkpKRg/frz885UrV+LS\npUvYvHkzfv/9d6xZswaNGjVSagxERKpiawv8/jvASWmKtHbxq6NHj+LYsWMwMjICgFrXPP9sqlBh\nYSGOHTuGI0eOYOnSpfLjU6ZMwaRJkwAAH3zwAXx8fPDvv/9CT09PKdcvKirCRx99hNGjRwMAmjZt\nCmdnZ+Tl5aFhw4aIjY2Fs7MzHB0dAQCWlpZKuS4RUU1o0gSQSoF794CmTcWORn1oZUtFWloasrKy\n8Omnn6JLly6YN28e0tPTVXpNiUS5r+o6duwYDA0NYWRkhIULF8Lf3x8TJkyQf96/f3/5vzt37ozH\njx8jTokdhBKJBK6urvL33bp1Q/369REZGQkA8Pf3x7fffotOnTohKCgIaZybRUQaRCLhuIqyiJ5U\nJCQkwM/PD3Z2dtDR0UGfPn3KLJeamoqhQ4fCzMwMdnZ2WLVqVbl1PnnyBKmpqejWrRsuXboEIyMj\nBAUFqeoWAMiawJT5qi5nZ2fcuHEDycnJ+P3337Fs2TI0bNhQ/rmhoaH83zo6OgCA4uLi6l+4ioYP\nH47U1FTMmDEDFy9eRJs2bbBp06Yauz4RUXUxqShN9KQiLi4OkZGRsLGxQdu2bcvc4yEvLw9OTk7I\nzs5GSEgIfHx8sHDhQixbtkxeJjQ0FJ07d0aXLl1w7949tGjRAuPHj4eenh58fX1x5MiRmrwthTrd\nYAAAHLJJREFU0dWrVw9WVlZoKlK7nCAIiIqKkr+/fPkyHj9+jHfeeUd+zNDQEL6+voiMjMTs2bOx\nYcMGMUIlInolNjZMKl4k+piKwYMHw8PDAwAwcuTIMmccfPfdd/jnn3/w66+/ygfzPX78GKtWrUJg\nYCD09PQwadIk+RgBAOjatSsiIyPh7u6OAwcOKHyZkerp6upi6dKlePr0KRo2bIhFixbB2dlZ3loS\nEBCAgQMHonXr1rh79y4iIyP5MyIijWJrCxw6JHYU6kX0loqq7D65d+9euLm5KcwOGDVqFLKzs3Hy\n5Mkyz1m5ciW+/PJLtG/fHrGxsfjkk0+UFrO6k0gkFf5/LeuzF49V972+vj7WrVuHtWvXwtvbG6+/\n/jp27twp/1wQBPj7+8POzg6zZ8+Gq6srFixYUPGNERGpkWczQOj/qdWGYs9aKl5MFFq3bo0xY8Yg\nODhY4XidOnWwfv16TJkypVrX5YZiyrV9+3b4+/srTGGtLv4ciEjdCAJgZAQkJwONG4sdzcup1RuK\nZWZmlrkEtLGxMTIyMkSIiIiIajuJBHjzTeCPP8SORH2IPqaiuqrSfVIVLi4usLS0hKWlJVxcXODi\n4qKUemsrZf1ciIjUmY2NbGVNe3uxI6lYdHQ0oqOjkZSUhKSkJJVdRyOSCnNz8zIHcObk5MDc3Fwp\n14iOjlZKPSTb0MzHx0fsMIiIVE5TWipe/GNZVX/4aUT3h4WFRamFmeLj41FUVAQLCwuRoiIiotqu\nTRvgua2Taj2NSCo8PT0RFRWF+/fvy4+FhYXB1NQUffv2FTEyIiKqzerWBQoLxY5CfYje/VFQUICI\niAgAsuW1Hz58iPDwcACAu7s76tWrBy8vLyxfvhweHh6YM2cOEhISEBwcjKCgIOjqin4LRERUS+no\nADW4GLHaE31KaVJSEqysrGTB/NfHIwgCJBIJEhMT0aJFCwCyZbr9/f1x9uxZNGvWDN7e3ggMDFRK\nDJxSqv74cyAidXT8OLBiBXDihNiRvBxV/U4V/c98S0tLlJSUVFru9ddfx4EDB2ogIiIioqqRSoEq\nfIXVGhoxpoKIiEgdsftDEZMKqpLw8HBIpXxciIiex6RCEb8ltJCPjw+kUmmpV69evcQOjYhIqzCp\nUCT6mApSPolEgn79+mHXrl0Kx+vUqSNSRERE2olJhSK2VGghQRCgr68PMzMzhdezXV5Xr16Njh07\nwtDQEC4uLggJCUF+fr5CHfv27UO7du3QpEkTeHl54dGjR/LPkpKSIJVKcfXqVYVztmzZgiZNmqCo\nqEj1N0lEpAaYVChiUqGlKpoqpKOjg7Vr1+LmzZuYMmUKvvzyS6xZs0b+eWJiIjw9PdG9e3ccPXoU\nZmZmmDdvnnzKr6WlJd5++21s3bpVod6tW7di/PjxXDuEiGoNJhWKmFRoqWPHjsHQ0FDhtWDBAgBA\nQEAAXFxc0LJlS3h5eWHhwoU4ePCg/NwjR46gbdu22LZtG3r06IE1a9agU6dOCvVPnjwZ33//PQr/\nW0ru9u3buHTpEiZNmlRzN0lEJDIdHU4pfR7/pFQSSZByN2cRFldvURJnZ2ds3rxZ4diz7o9Lly7h\nu+++w+nTp3Hnzh0UFxejoKAAOTk5MDY2xtGjR+Hm5qZwrqurK048t7qLh4cHpk+fjv3792Ps2LHY\nunUrevToAVtb22rFTUSkSaRStlQ8j0mFklQ3CVC2evXqyVcqfV5xcTHGjh2LXr16YcmSJbC2tsbF\nixcxceJEPHr0CMbGxlVaaU1PTw/jx4/H1q1bMWrUKOzatQvBwcGquh0iIrXE7g9FTCq0VHnb2kZH\nRyM5ORlXrlyBsbExAODrr79WKOPu7o6NGzcqHIuKiipVp6+vL2xtbbFhwwY8evQIY8aMUeIdEBGp\nPyYVijimQks9efIEmZmZyMjIkL+ysrLQtWtX1K1bFytWrMDNmzcRFBSEn376SeHcwYMH488//8Sk\nSZNw8eJFzJ49Gzdu3CjVemFtbQ1HR0fMnTsXnp6eMDAwqMlbJCISHZMKRUwqtJBEIsEvv/yCZs2a\noXnz5vLXW2+9BSMjI4SEhCAmJgaurq64fv06Nm7cqNAK0bJlS4SFheHChQsYNGgQ0tLSsGzZsjJb\nPyZOnIinT59ygCYR1UpMKhSJvkupOuAupa9u6dKl2LVrF27fvq3S6/DnQETqKCUFcHAA7t4VO5KX\no7W7lJJmys/Px+3bt7F69Wp8++23YodDRCQKtlQoYvcHvZLp06ejX79+8PT0xIgRI8QOh4hIFNz6\nXBG7P8DuD03AnwMRqaN794B27YCsLLEjeTmq+p3KlgoiIqJXxO4PRUwqiIiIXhGTCkVam1T88ssv\ncHNzQ6dOneDp6YnU1FSxQyIiIi1Tty7g7y92FOpDa8dUtG/fHlu3bkX37t3xxRdf4O+//8a6devK\nLMsxFeqPPwciIuXhmIqX1LhxY2RnZ6O4uBi5ubnyzbSIiIhINbS2pSIxMRE9e/bEkydP0KFDB5w8\neRJ16tQps2xFGZuxsTFyc3NVGSpVQePGjZGTkyN2GEREWkFrWyoSEhLg5+cHOzs76OjooE+fPmWW\nS01NxdChQ2FmZgY7OzusWrWq3DpLSkrg4uKCsLAwZGVloX///pg8efIrxZeTkwNBEPgS+cWEgohI\n/Ym+omZcXBwiIyNhb2+PoqKiMveXyMvLg5OTE1577TWEhIQgISEBCxYswL///ov58+cDAEJDQ7F+\n/XpIJBJs2LABBgYGcHFxAQBMmTIFHTt2rMnbIiIiqnVE7/4QBEGeSIwcORI5OTk4efKkQplNmzZh\n7ty5SElJkY+NCA4Oxtq1a5Geng49Pb1SdbZq1QpHjx6Vb8195coVbNu2rcwYOAiQlC06Olqe1BIp\nA58pUiat7f4oq2XiRXv37oWbm5vCYMtRo0YhOzu7VALyrM5vvvkGH374ITp27IgrV65g4cKFSo2b\nqCLR0dFih0Bahs8UaQLRk4qqSElJga2trcIxa2tr6OrqIjk5ucxzBgwYgIiICNy4cQPbtm1DmzZt\naiLUGlNTv2CUeZ1Xretlz6tq+crKVfdzTaNpz1R16uEzpXo1eS+a9kwp63mqSpmafqY0IqnIzMyE\nsbFxqePGxsbIyMgQISLxadoXQHXq4hdAzdC0Z4pJhXpjUlH9spqYVEBQIyNGjBD69OlT6riBgYGw\natWqUsebNm0qLFmypNrXbd68uQCAL7744osvvmrFq3nz5tX+7iyL6LM/qsLc3LzMKYU5OTkwNzev\ndv1paWnVroOIiKi204juDwsLC8TFxSkci4+PR1FRESwsLESKioiIiJ6nEUmFp6cnoqKicP/+ffmx\nsLAwmJqaom/fviJGRkRERM+InlQUFBQgPDwc4eHhSEtLw7179+TvCwoKAABeXl4wMTGBh4cHDh8+\njNWrVyM4OBiBgYHQ1a2ZHpzCwkJMmzYN1tbWsLGxwcaNG2vkuqSdLC0t0a5dO3Tu3BmdO3fGH3/8\nIXZIpCWmT58OqVT0X+2kBZydndGpUyd06dIFfn5+KCwsrPQc0Re/SkpKgpWVlSyY/9asEP5bECsx\nMREtWrQAIFum29/fH2fPnkWzZs3g7e2NwMDAGotz8eLFyMnJQXBwMIyMjHDv3j2YmZnV2PVJu7Rs\n2RKnT5+WP99EyhATE4PQ0FDs2rULxcXFYodDGu7hw4cwNDQEAPj6+qJTp06YMWNGheeIPlDT0tIS\nJSUllZZ7/fXXceDAgRqIqGxHjx7FsWPHYGRkBABMKKjaRM7nScsUFhZiwYIFOHjwIHbu3Cl2OKQF\nniUUBQUFePToEerWrVvpOWwjq4K0tDRkZWXh008/RZcuXTBv3jykp6eLHRZpOA8PD7i5uWHz5s1M\nMKjalixZAl9fX5iamoodCmmRgQMHokmTJiguLsakSZMqLa91SYUqdj198uQJUlNT0a1bN1y6dAlG\nRkYICgpS1S2QGlHF8wQA586dw40bN7B161Z89913OHLkiCrCJzWkimfq5s2biI2NhY+PDxPUWkhV\nv6cA4KeffsLdu3dhaGiIjz/+uNLyWpdUPNv11MbGBm3btq1w19Ps7GyEhITAx8cHCxcuxLJly+Rl\nQkND0blzZ3Tp0gX37t1DixYtMH78eOjp6cHX15dfArWEsp+nzp074+LFi2jevDkAoEWLFpg8eTJ+\n/PHHGrsnEpcqnqmjR48iLi4OLVu2lI9Rs7KyQnZ2do3dF4lHFc/UhQsX5McbN24MX19fnDp1qvJg\nVLKklohKSkrk/y5vhc6NGzcKhoaGQm5urvzYZ599JpiamgpPnz4ts94RI0YIR48eFQRBEDZt2iRM\nnDhRyZGTOlLF85Sfny88ePBAEARByMvLEwYNGiSEhYWpIHpSR6r6HfU8iUSinGBJI6jimcrNzRUy\nMjIEQRCEgoIC4f333xe++uqrSmPRupYKVex6CgArV67El19+ifbt2yM2NhaffPKJ0mIm9aWK5ykj\nIwPOzs7o2LEj3nnnHXTr1g3Dhw9XatykvlT1O+plr0HaQxXPVG5uLgYPHoyOHTvC1dUVJiYm8PX1\nrfQ6os/+EENKSgp69eqlcKyyXU8tLS1x+vTpmgiPNMzLPk9WVla4du1aTYVHGuhVfkc9j9NJ6UUv\n+0y1bNkSsbGxL30drWupqAruekrKxOeJlI3PFClbTT1TtTKpqAibDUmZ+DyRsvGZImVT5jNVK5MK\nVe96SrULnydSNj5TpGw19UzVyqSCu56SMvF5ImXjM0XKVlPPVK1MKrjrKSkTnydSNj5TpGw19Uzp\nfPrpp58qrTY1UFBQgEOHDiEuLg4///wzcnNzYWZmJl8YRk9PD23btsWOHTsQEREBExMTREREYPHi\nxVi4cCGcnJzEvgVSI3yeSNn4TJGyqdUz9SoLbaizxMREQSKRCBKJRJBKpYJUKpX/Ozk5WV7u7t27\nwtChQwVTU1OhQ4cOwsqVK0WMmtQVnydSNj5TpGzq9EyJvvU5ERERaYdaOaaCiIiIlI9JBRERESkF\nkwoiIiJSCiYVREREpBRMKoiIiEgpmFQQERGRUjCpICIiIqVgUkFERERKwaSCiIiIlIJJBRERESkF\nkwoiolpm1qxZSElJETsM0kJMKoiIaon8/HysXbsWERERYodCWopJBREBAHx8fNCtWzfRrn/s2DHR\nrv2i+/fv47PPPlNaXZcuXapS2StXrmDIkCFYtGiRUq79ogYNGiAgIACvv/56mZ+vXbsWnp6eOHLk\niEquT9qPSQURyUkkElGu+/3330NPT0/p9QYGBsLKygoNGzbEhAkTcPXqVflnAwYMgL6+Ptzd3REX\nF6dw3oEDB9CnTx/5+5SUFPj5+WHGjBkYPnw4oqKiqhxDo0aN8OOPP+Lu3buVls3Pz8fw4cOxZMmS\nKtevTAEBAZgxYwZycnJEuT5pPl2xAyAi7VZcXIySkpJyk4bMzExcvnwZq1evVvq1V61ahWvXrmHQ\noEFYt26d/Hh+fj46deqEVatWoV27dqXOO3/+PCZMmAAAKCkpwdy5c7Fr1y7o6enh1q1bcHR0xIkT\nJ6rcsjNnzhyMHTsWp06dUs6NEakptlSQ1jt16hSkUin+/vtv+TF7e3vo6uriwYMH8mMdOnTAxx9/\nDAC4cOECPDw80Lx5c5ibm2PWrFm4du2avOz27duhr6+vcD4A/P7775BKpTh58qT82G+//YYBAwbA\nzMwMlpaWmDVrFp4+fSr//Fm3w8WLF+Hs7IzmzZtjwYIFSE9PV6jbxcUFnp6eCseio6MhlUrlf2k/\nq+vMmTNwdHSEmZkZvL29UVBQgOTkZIwcORLNmjXDzJkzkZaWVur/lSAIOHnyJBwcHGBsbIwBAwaU\nGtBX1fs5deoUnJyc0LBhQ8TGxpbz0wGWLVuGKVOmlPt5dRQVFSE2NhaOjo7yYykpKfj6668RFBRU\nZkKRnZ2Nxo0by9/Hx8fjzz//xL179wAA7du3R8eOHfHDDz9UOQ5zc3MMGjRI4blQhcLCQqxbtw5r\n164t9crMzFTptYkAJhVUC/To0QN6enqIiYkBADx+/BhXr16Fvr4+zp07BwDIyclBXFwcnJycAADJ\nycno1asXQkJCEBISAgB46623cPToUQDAsGHDIJFIcODAAYVrhYWFwdzcXN50fv36dXTv3h15eXlY\nsWIF3nvvPezcuRMzZ86UnyORSJCamooJEyagf//++OSTT7Bnzx5MnDhRoW6JRFKl7om7d+/Cz88P\nI0eOxAcffICDBw9i5syZGDNmDFq0aIFly5YhMjIS48ePL/PccePGwdXVFR9//DGuXr0KNzc3+edV\nvZ+UlBSMHz8evXv3xuHDh2FpaVlmrIIg4MaNG3jzzTcrva9Xce3aNTx+/FieVFy4cAGRkZGYP38+\n9PX1yzxn//79GD58uPy9oaEhcnJykJGRIT9mamqK5OTkl4rF3d0dW7dufYW7qDp9fX3MnDkTAQEB\npV5NmzZVKCsIgkpjoVpKIKoF7O3thRkzZgiCIAhRUVFCkyZNhLFjxwrz588XBEEQDh06JOjo6AgP\nHz4s8/x///1XGDRokDBgwAD5sSFDhii8FwRBsLa2Fvz9/eXv+/XrJ7Rp00ahzI4dOwRzc3P5e29v\nb0EikQgxMTHyY+vXrxcaNGggPH36VH7M2dlZ8PT0VKjr1KlTgkQiEX7//XeFui5evCgv89577wkS\niURYvny5/FhoaKhQv359hfqfnXv48GH5sRs3bijU/zL38/PPPwuVuXbtmjBp0qRKy72q1atXC5aW\nloIgCML27dsFDw+PSs+pLJ6SkhLByspKWL16tbxeCwsLQUdHR9DV1ZX/V09PTzh06JD8vCdPngiN\nGjWqsO7o6Ghh+/btgiAIQlFRkbB48WJh8ODBwt27d4VNmzYJ3377rTBu3DghKytLCA0NFdatWyf4\n+fkJ//vf/yq9L0EQhKdPnwqrV68WmjZtKsyYMUO4efNmhTEQvSy2VFCt4OTkJG+peNY18OKxTp06\nwcDAAACQl5eHb775BoMHD4aBgQHq1KmDiIgI3LlzR17n6NGjERUVJR/Udv36dcTHx2P06NEAZH8J\nnj17FuPHj0dRUZH89fbbbyMrKwuXL1+W12VsbAwHBwf5ewcHBzx+/BhXrlx56Xs1MTFB9+7d5e+7\ndu0KQDYw8fljBQUFperX1dWFi4uL/H2HDh1gYmKCn376CYIgICYmpkr3o6+vL2/1qcjvv/+ONm3a\nlPv5o0ePMGnSJEyYMKHC18qVK8s8/9y5c7C3t8f69etx+/ZtHDt2DFlZWeVe7969ezA1Na0w5kOH\nDkFHRwfTpk3D+fPn8c8//yAuLg6ffvop/v33XyxduhT//vsvnj59Cg8PD/l5+vr6aNy4cakus/Ic\nPXoU48ePh4mJCSZNmgRvb29MmTIFTZs2xaBBg9CvXz/4+/ujffv22L59e5Xq1NPTwwcffICMjAx8\n/fXX6NChQ5XOI6oqDtSkWsHR0RErV67EgwcPEBMTg8GDB6N3796YNWsWCgsLERMTg969e8vLf/31\n11i5ciVmzJgBHx8ftGzZEuvWrVOY3z948GDo6elh3759mDx5MsLCwvDGG2/Ik4OsrCw8efIEixYt\nKjVFUCKRIDo6Wj7Qz8rKSqFro1GjRgCA3Nzcl77Xli1bKtTVsGFDAEDr1q1LHXuxfgsLCxgaGirE\n2bFjR1y6dAn//PMPCgsLq3Q/tra2qFu3bqWxZmVlwcjIqNzPDQwMEBoaWmk95Tl37hzs7OwwatQo\nGBkZYcuWLdi2bRvmzp1bZvn9+/dj5MiR5daXnZ2Nzz//HJGRkdDX10fTpk0RGBiI4uJi5OXlAUCF\nYxfatGmD1NTUCu/5maZNm8LKygqxsbFYv369/P9ncnIyxo0bhzfeeAMAkJCQAHNz80rrI6oJTCqo\nVnj2RR8dHY1Lly5hxYoVsLW1hYGBAaKionDt2jXMmzcPgGy0/5YtWzB16lSFtQr+/PNPhS9rAwMD\nuLu7IywsDJMnT8bevXsVBlKamppCX18f77//PsaNG1cqpubNm8v/LVShf9vY2Bj3799XOPa///2v\nVLmq1FWepKQkPHz4UJ5YCP+NeZg3b95L3Y9UWrVG0MLCQpVMJQWAO3fuIDMzEytWrICZmRkA4L33\n3kNISEi5ScXly5cxderUMj8rKipCQEAAdu3ahVatWgGA/L8///yzfNBnampquTEZGhoiPz+/SvH3\n7NkTWVlZSExMVBhoeuHCBYUpp6dPn8ZXX31VpTqJVI1JBdUKjRs3Rvv27bF69Wro6uqic+fOkEgk\ncHR0xPLly1FcXCxvqXj69Clyc3NhbGwsPz87OxuxsbEKxwBgzJgxGD16NI4cOYLExESMGTNG/plU\nKkWvXr0QHR1d6XTJqgzAdHZ2xuLFiyEIgrz8oUOHXqmu8hQXF+PUqVPyZvubN28iOzsbAwcOhEQi\nUer9ALLE69atW+V+/ujRIwQEBKCkpKTCetq1a4c5c+YoHDt79iwaNmyo0MQ/ZcoUrFu3DidPnkTf\nvn0Vyv/9998V/sW/ZMkSfPTRR/JBpTt37pQPdt2xYweWL18OAPIutbIkJCTAxMSkwnt53pkzZ+QD\njZ+dX1hYCBsbGwDA7du3kZaWBmdnZ1y8eBE9e/asct1EqsCkgmqN3r17Y8OGDRgwYID8S6937974\n8MMPYW1tjSZNmgAA6tati2HDhmHdunUwNDTEkydPsHLlSrz55pulmrYHDhyI+vXrw8/PD1ZWVvLx\nC8+sXr0aPXv2hKurK4YNGwZbW1ukpKTgp59+wueffy4fT1CV1oW+ffvigw8+wOjRozFq1Ch8//33\nSExMLFWuOi0VZmZm8PPzw5UrV2BkZIQvvvgCrVu3hq2trdLvB5B1t7w4g+Z51en+OHfuHHr06KGQ\n4Nja2sLe3h6bN28ulVTs27ev1JTdZ7755hvUqVMHycnJSE5ORnFxsXz2R2pqKn799Vf5DJf8/Hwk\nJyfDwsJCoQ5BEJCYmKjQolOZ06dPw9nZWf7+zJkzCt10UVFRGDBgAPLz8xEfH8+kgkTHgZpUa/Tu\n3RsSiURhAOGzX9DPNy8DwGeffQZPT08EBQVh9+7d+PTTT+Hp6VnqL/C6devCw8MDmZmZ8gGaz+vY\nsSOuXbuGhg0bYvny5fDw8MCKFSvQokUL+V/F5U0VffFYhw4dcOTIEeTm5mLWrFkwNzfHunXrFMpV\nta6yjkkkErRo0QJ79uzBiRMnEBwcjLfeegsnTpxQyv2Uxd7e/qWnZlYmNjYWEyZMwJ49e5CYmIj5\n8+fLP9uyZQsSEhIQHh6O8ePHo6CgQP7Zr7/+ik6dOpWq7/bt25g1axYWLVqEgQMHYuDAgfDw8JAn\noT///DN8fHzk5d3c3Ep1UwFAWloabGxsUK9evSrfy507d+Du7i5//+effyoM/nz77bdRVFSEnTt3\nlpsQEdUkiVCdP2uIiKpp8ODB2L17d5UGL6pKamoqNm/erNLlsY8ePYrr16/LF1gry+nTp5GUlARv\nb2+VxVEZdYiBNBdbKohIVPPmzVPZBlpVFR4ejlGjRqms/uLiYqxYsQIzZsxQ2TWI1AGTCiISlaOj\nI3JycnDjxg3RYrhx4wbat2+vsvo3bNiA4cOHy6cKqzM2XlN1MKkgItGFhoZi3759olw7Ozsb1tbW\nKqv//v37ePDgAQICAiota2BggP3794vWcrN27Vps2LDhpWaoED2PYyqIiIhIKdhSQURERErBpIKI\niIiUgkkFERERKQWTCiIiIlIKJhVERESkFEwqiIiISCmYVBAREZFSMKkgIiIipWBSQURERErxfzDt\nJUn1zpqjAAAAAElFTkSuQmCC\n", | |
"text": "<matplotlib.figure.Figure at 0x110efecd0>" | |
} | |
], | |
"language": "python", | |
"trusted": false, | |
"collapsed": false | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "From the QG theories, we were expecting an equipartitioning between the kinetic and potential energies, i.e. for the buoyancy power spectra in our analysis to have slopes somewhat similar to the ones presented in Keating et al. (2011) . We see however, that there seems to be a clear difference in the slopes (-3 for Eady and -7 for Phillips) compared to the kinetic energy spectra. In particular, the buoyancy power spectra of the Phillips model even shows a slope close to -7. Does this result seem plausible to you are do you think there is something going wrong in our analysis?" | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "# $2^{nd}$ Order Structure Function $(q=2)$ #" | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "$$ \\big\\langle {\\big|b'(x+ n\\Delta x) - b'(x)\\big|}^q \\big\\rangle \\propto \\big| n\\Delta x\\big|^{H_q} $$\n$$ \\big\\langle {\\big|b'(y+ n\\Delta y) - b'(y)\\big|}^q \\big\\rangle \\propto \\big| n\\Delta y\\big|^{H_q} $$\nwhere the brackets, $ \\langle \\rangle $ represent a spatiotemperal averaging and $H_q$ is a constant. The variable $n$ represents the grid spacing.\n$$ \\therefore \\hspace{0.2cm} \\Sigma_q^x(n) \\equiv \\frac {\\log{ \\big( \\big \\langle {\\big|b'(x+ n\\Delta x) - b'(x) \\big|}^q \\big \\rangle \\big)}}{\\log{ | n\\Delta x |}} \\propto H_q , \\hspace{0.5cm}\n\\Sigma_q^y(n) \\equiv \\frac {\\log{ \\big( \\big \\langle {\\big|b'(y+ n\\Delta y) - b'(y) \\big|}^q \\big \\rangle \\big)}}{\\log{ | n\\Delta y |}} \\propto H_q $$" | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "## Eady Model ##" | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "code", | |
"input": "# load data files\nbase_dir = 'Idealized_Model/Model_output/Eady/Eady/'\n\nnday = 25\nindex = 0\nwhile nday < 65:\n if nday % 5 == 0:\n fname = os.path.join(base_dir, \n 'b%02d.mat' % (nday))\n print fname\n try:\n p = idealmodel.IDEALFile(fname)\n N, Struc_funci, Struc_funcj = p.structure_function() # Calculates all the variables necessary for the structure function\n if index == 0:\n Struc_funci_sum = np.zeros(N)\n Struc_funcj_sum = np.zeros(N)\n Struc_funci_sum += Struc_funci\n Struc_funcj_sum += Struc_funcj\n index += 1\n except: \n if os.path.exists(fname) == False:\n print 'error'\n print index, nday\n nday += 1\n\nNt_e = index\nStruc_funci_e = Struc_funci_sum/Nt_e\nStruc_funcj_e = Struc_funcj_sum/Nt_e", | |
"prompt_number": 50, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "Idealized_Model/Model_output/Eady/Eady/b25.mat\n1" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 25\nIdealized_Model/Model_output/Eady/Eady/b30.mat\n2" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 30\nIdealized_Model/Model_output/Eady/Eady/b35.mat\n3" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 35\nIdealized_Model/Model_output/Eady/Eady/b40.mat\n4" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 40\nIdealized_Model/Model_output/Eady/Eady/b45.mat\n5" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 45\nIdealized_Model/Model_output/Eady/Eady/b50.mat\n5 50\nIdealized_Model/Model_output/Eady/Eady/b55.mat\nerror\n5 55\nIdealized_Model/Model_output/Eady/Eady/b60.mat\n6" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 60\n" | |
} | |
], | |
"language": "python", | |
"trusted": false, | |
"collapsed": false | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "## Fitting a Slope to the Stucture Function ##" | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "code", | |
"input": "dx = 1e3 # [m]\ndy = 1e3\nx = 2**np.arange(N)*dx\ny = 2**np.arange(N)*dy\nX_e = np.log10(x)\nB_e = np.log10(Struc_funci_e)\n\nA = np.vstack([X_e[2:-2], np.ones(len(X_e[2:-2]))]).T\nm_e, c_e = np.linalg.lstsq(A, B_e[2:-2])[0]\n\nprint m_e, c_e # slope and intercept", | |
"prompt_number": 51, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "0.874491798559 2.79596306655\n" | |
} | |
], | |
"language": "python", | |
"trusted": false, | |
"collapsed": false | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "## Phillips Model ##" | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "code", | |
"input": "# load data files\nbase_dir = 'Idealized_Model/Model_output/Phillips/Phillips/'\n\nnday = 25\nindex = 0\nwhile nday < 65:\n if nday % 5 == 0:\n fname = os.path.join(base_dir, \n 'b%02d.mat' % (nday))\n print fname\n try:\n p = idealmodel.IDEALFile(fname)\n N, Struc_funci, Struc_funcj = p.structure_function(varname='bC') # Calculates all the variables necessary for the structure function\n if index == 0:\n Struc_funci_sum = np.zeros(N)\n Struc_funcj_sum = np.zeros(N)\n Struc_funci_sum += Struc_funci\n Struc_funcj_sum += Struc_funcj\n index += 1\n except: \n if os.path.exists(fname) == False:\n print 'error'\n print index, nday\n nday += 1\n\nNt_p = index\nStruc_funci_p = Struc_funci_sum/Nt_p\nStruc_funcj_p = Struc_funcj_sum/Nt_p", | |
"prompt_number": 52, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "Idealized_Model/Model_output/Phillips/Phillips/b25.mat\n1" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 25\nIdealized_Model/Model_output/Phillips/Phillips/b30.mat\n2" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 30\nIdealized_Model/Model_output/Phillips/Phillips/b35.mat\n3" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 35\nIdealized_Model/Model_output/Phillips/Phillips/b40.mat\n4" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 40\nIdealized_Model/Model_output/Phillips/Phillips/b45.mat\n5" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 45\nIdealized_Model/Model_output/Phillips/Phillips/b50.mat\n6" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 50\nIdealized_Model/Model_output/Phillips/Phillips/b55.mat\n7" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 55\nIdealized_Model/Model_output/Phillips/Phillips/b60.mat\n8" | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": " 60\n" | |
} | |
], | |
"language": "python", | |
"trusted": false, | |
"collapsed": false | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "code", | |
"input": "x = 2**np.arange(N)*dx\ny = 2**np.arange(N)*dy\nX_p = np.log10(x)\nB_p = np.log10(Struc_funci_p)\n\nA = np.vstack([X_p[2:-2], np.ones(len(X_p[2:-2]))]).T\nm_p, c_p = np.linalg.lstsq(A, B_p[2:-2])[0]\n\nprint m_p, c_p # slope and intercept", | |
"prompt_number": 53, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "1.88602155019 -4.4279817316\n" | |
} | |
], | |
"language": "python", | |
"trusted": false, | |
"collapsed": false | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "code", | |
"input": "plt.figure(figsize=(10,7))\nblue, = plt.loglog(y, Struc_funcj_e, 'b*-', basex=10, basey=10)\nmagenta, = plt.loglog(x, Struc_funci_e, 'm*-', basex=10, basey=10)\ngreen, = plt.loglog(y, Struc_funcj_p, 'g*-', basex=10, basey=10)\nred, = plt.loglog(x, Struc_funcj_p, 'r*-', basex=10, basey=10) \nblack, = plt.loglog(10**X[2:-2], ((10**X[2:-2])**m_e)*1e3, 'k', basex=10, basey=10)\nblack, = plt.loglog(10**X[2:-2], ((10**X[2:-2])**m_p)*1e-4, 'k', basex=10, basey=10)\nplt.title('Second Order Structure Function of Buoyancy', fontsize=15)\nplt.xlabel('$L \\ [m]$', fontsize=15)\nplt.ylabel('$< {| \\Delta ({b}^{\\ \\prime}) |}^2 >$', fontsize=15)\nplt.xlim([8e2, 2e5])\nplt.ylim([1e1, 1e8])\nplt.xticks(fontsize=15)\nplt.yticks(fontsize=15)\nplt.legend([blue, magenta, green, red], ['Meridional (Eady)', 'Zonal (Eady)', 'Meridional (Phillips)', 'Zonal (Phillips)'], loc=4, fontsize=15)", | |
"prompt_number": 58, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 58, | |
"metadata": {}, | |
"text": "<matplotlib.legend.Legend at 0x117387d90>" | |
}, | |
{ | |
"output_type": "display_data", | |
"metadata": {}, | |
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g1wNqdePDWnl5RUirDGvV/b99++qXu7gA8vGYEjZulPDEE7fQtevLyMoyQJKk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\n", | |
"text": "<matplotlib.figure.Figure at 0x11735d590>" | |
} | |
], | |
"language": "python", | |
"trusted": false, | |
"collapsed": false | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "The structure function analysis shows that they have a slope around 0.9 for Eady and 1.9 for Phillips. Using the results given in McCaffrey et al. (201X), the slope of the spectra ($\\lambda$) and the slope of the structure function ($\\gamma$) have a relationship as (proof shown below):\n$$ \\gamma = -\\lambda-1 $$\nConsidering the relationship above, the structure functions seem to have slopes closer to the ones predicted by spectra slopes in QG models. In other words, the structure-function slopes predicted from the QG models would be $ 5/3-1=2/3\\approx0.7 $ for Eady and $ 3-1=2 $ for Phillips, and these lie fairly close to the slopes found in our analysis. This is in a sense encouraging for our structure-function analysis but discouraging for our spectral analysis." | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "## Proof of the Slope Relationship (McCaffrey et al. (201X)) ##" | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "The buoyancy autocorrelation function $ R(s)$ and $2^{nd}$-order structure function $D_2(s)$ for spatial separation, $s$ are defined by:\n$$ R(s) = \\overline{b'(x)b'(x+s)}\\ \\ \\ \\ (1) $$\n$$ D_2(s) = \\overline{{\\big(b'(x)-b'(x+s)\\big)}^2}\\ \\ \\ \\ (2) $$\nwhere the overbars represent an averaging. The second-order structure function which will most often be calculated here, has the unique relationship to $R(s)$ by:\n$$ D_2(s) = 2\\big(\\overline{{\\theta'}^2}-R(s)\\big)\\ \\ \\ \\ (3) $$\nNow, the isotropic buoyancy variance spectrum, $B(k)$ can be written as:\n$$ \\overline{{\\theta'}^2}=\\int_0^\\infty{B(k)\\ dk}\\ \\ \\ \\ (4) $$\nand the autocorrelation may be represented spectrally for isotropic, homogenous turbulence by\n$$ R(s) = \\int_0^\\infty{B(k)\\cos(ks)\\ dk}\\ \\ \\ \\ (5) $$\nUsing the relationship between the autocorrelation and structure function, equation (3) and equation (5), we get:\n$$ D_2(s) = 2\\int_0^\\infty{B(k)\\big(1-\\cos(ks)\\big)\\ dk}\\ \\ \\ \\ (6) $$\nFor a given spectrum, $B(k)=\\alpha k^\\lambda$ we have:\n$$ D_2(s) = 2\\int_0^\\infty{\\alpha k^\\lambda\\cos(ks)\\ dk}=2\\alpha s^{-\\lambda-1}\\int_0^\\infty{\\xi^{\\lambda}(1-\\cos(\\xi)\\ d\\xi} $$\nwhere we have changed the variable ($ks\\to\\xi$, $dk = \\frac{d\\xi}{s}$).\n$$\\therefore D_2(s) = s^{-\\lambda-1}\\Big[ 2\\alpha \\int_0^\\infty{\\xi^{\\lambda}(1-\\cos(\\xi)\\ d\\xi} \\Big] \\propto s^{\\gamma} $$" | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "code", | |
"input": "", | |
"outputs": [], | |
"language": "python", | |
"trusted": false, | |
"collapsed": false | |
} | |
], | |
"metadata": {} | |
} | |
], | |
"metadata": {}, | |
"nbformat": 3 | |
} |
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