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fksfgZPT/YcpwW1w702KuJpWTXc9gmM8Xs1ARmRaTB+FkkzCkYHov3fNcTyGp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\nbo5caPGp18t2M46diXNJn3UgmhFxlma6yu6zYPYEGp3wAOf4ELN0IN6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rgFI5paV08J6k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\nyu8AH6frv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"text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "print len(img), len(img[0]), len(img[0][0])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "3456 5184 3\n" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "one dimension\n", "===" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.plot(img[1800,3200:4200,0])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 21, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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BWoFX1ReQ2so/pvDNIaRw5DIlX7GgBU/ihKkKSNlSCi6a4cMp8CQ+KPCkbGluLg0Lni4a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\nRyb7125pSS+24R+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fftv2LVpk51q0yI55990g7PGEE+zYzk57jt9919qxcKHVff99S0Lm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\nEELKFAo8IYSUKRR4QggpUyjwhBBSpvw/RSS4lnWk5acAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "def _line(x,*p):\n", " a,b,c,d = p\n", " return a*np.exp(-(x-b)**2/(2*c**2))+d" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ "def _mline(x,*p):\n", " a,b,c,d,e,f,g = p\n", " return a*np.exp(-(x-b)**2/(2*c**2))+d+e*np.exp(-(x-f)**2/(2*g**2))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "line = img[1800,3200:4200,0]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "from scipy.optimize import curve_fit\n", "x = np.arange(len(line))\n", "p0 = [35,550,150,5]\n", "coeff, var_matrix = curve_fit(_line,x,line,p0=p0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "p0 = [30,525,40,0,35,590,40]\n", "coeff, var_matrix = curve_fit(_mline,x,line,p0=p0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 52 }, { "cell_type": "code", "collapsed": false, "input": [ "print coeff" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[ 20.40663461 530.09476791 54.24503953 4.57058066 16.22418517\n", " 588.28803041 13.22133719]\n" ] } ], "prompt_number": 53 }, { "cell_type": "code", "collapsed": false, "input": [ "yfit = [_line(xx,*tuple(coeff)) for xx in x]\n", "plt.hold()\n", "plt.plot(x,line,'*',yfit,'-')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 28, "text": [ "[,\n", " ]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ebNr7ZXO7pHAj1BCNwu3YfXo3N62+iQOPHWhuVy6Ix9c/TohPCCkjU5rbFUUz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\n6tSXOHasAMtylDSOwvCNhqKieQgdeLgKndjnPXQ2yBxC8sJ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"text": [ "" ] } ], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "multi_yfit = [_mline(xx,*tuple(coeff)) for xx in x]\n", "#plt.hold()\n", "plt.plot(x,line,'*',yfit,'-',multi_yfit,'x')\n", "#plt.plot(line)\n", "#plt.plot(yfit)\n", "#plt.plot(multi_yfit)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 54, "text": [ "[,\n", " ,\n", " ]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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nVyfYkGLxxHNkVNBs2LCDcePmsn9/aXr2HMaiRb+wf39pJkzwf6qxeLh6cPj0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\nSTWChE0PQqqDLWAiDkZAgheCIcGMMBlSMCglNdVf/Rxrc9o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Sd6ZPSFBzwGF2ECEDHcxG6CZz/6vhaBpETpyAFAEsUji8rxNbhzPk8tPzETef\nLVZtMBIqq10ypN2vOaHT2sUwT2sQsNXAtAWXyNGxKppX1HLswlqG+qj9vE3yo3nrdZLVskICEs+T\nGqVCUpA0p60xRXNMrTGh3pwwndSoN8dMJ3XKSY3xqMHC8gmn/Tbt7oDhSZu1zV2Goza9JytMH7Uz\nDeuAjBOPq/+PSXuoUHXbPXKsZCd0dYsEfpCVUQFM+SHGWx7NgMTTtLgoE4FZYRFT8xy/6Hh0PsUg\nWBE+H1WdB9lWd/zV0vrMWhOQeZBKDYMaanJGx713nOMn4frn1C41tae1uLO6VRB05Nvm8wDV2jwm\nmpqaovLI9Cc469WkXKmGwBdIKoD+Mp3H5mBGWsc03C/6MSJhNDp2YgVYjxWYT8LfFlQUOH2H43A/\nVSmltxqAdtYhyQSuUEuTTkHuzxIJpLbICihkE/Jm9ZldqHbWKimulNSXTmi2hiyvHjEctlhs9ahX\n43CFx0wpGNChwYiSGlNqFKslU2qwCnUm1FpTHixu0355xMFghdGgyelJl+lpG3brCVxPqmG5RSpU\na0WiaI0pnwZkrrMl0PTXqcB3ma24bmaRTSNAK/OY9wNeozYXoIg8OedezOf0IrHKr+4QuZlq+QpA\nzdE2CdmNpkBWLR1YUTvSeGKk32DUKmnOGFA4h3YZ/Xxai+RWgUOWupHJyM2KfqgYuYS8wLWBYn0v\nyJMimrwCpKWlDctpLur41VyMESglXvRvGDHVdI3mqM9obTBBMeZ1OinVBgQr/X6+j0TOmA62QTZ5\nybGTRTKILZOpGBvVZ6vkoh0tZrS3YmtCUZ+yeeMezeaYheKEMQ269BnSZJNdmq0RU2qUFKyzxxLH\njKkzokWLIQUlBSV9OgzosMY+D9lmiSOajOjQp9deot/uUq4UPOhv01taYnLcptxvwq0pnNbgTpE0\ns62qSy0rVq+e/7B650dktkbkQRtLsRvt4phdRvjOYYsuWsiANuOLg1mVUFcD5Iio88nUN81Qf2Kq\nnmvBihvOvWk4xjnaJSf5z0dLJmRU9yW028+hXWpqT2tyeeLCd3Lo5NaxGukf0/C3pljknCnKozPW\nwY7k0+iE1TRV9Yds8sGsPRIJnQ2yeRBJVnVmzQYBJ+ZaujKcsMw9rxJbE93vtaMcurhvzxRWa3m+\nt0kRR/1iXRIwLJMsoJeqV9mG4tYptfqU9mKfWn3KysIh6+yxzDF1xkwpmFSg1mREgxHLHLNIj2OW\nWOKYLn3dOqo9AAAgAElEQVRGlXZdZ8KYBs0K3KbUGVNnkx0ajNlih5KCQ1aYUOeAVTa7O5x0F7i/\ncZ3J9Tr9UZeiKDndWmIyaFIOgUeNBHA3gPtkdsM9kla3V/2vz95IrBqrPFwZP5FhEXFJwaD8UcZK\n0IcwHR0XhZ3qbzl34Rj4ch5Mwu+4j0CcJ25Uo5q5Sd4xrR6uGX128ig1aWE2EvqC7RLUntaiuIvm\nmRJJzWSeWBmjkZpvqiUOpCxqU2N0pvtZ5IJFr7agauqLEteJJ9Bom0V1P9bXilqioKljXyB3lRXh\n+Pm0qpj7p7lirmjclTyszDq5OMYCiSe2ArxOLq0mUfYKtD97RGNxwNrSPp3itGJwHLHACcscscIh\nDcYMadFkSI2SBU4oKGkxZErBIj3aDFjimDoT6owZ02RKjRYD2gwpKTilk8xPpoxo0qfDDpuMabLF\nEwa0GdHiau0RtfaUUbvBiBYHi6vsTdYZlG2Or6/Qe7wO3yhyIHKVZDYfkrS1PZLJ6pBq9cnEMQvN\nbm+QN13SMxDdWw6dmDOt5uo0kl2f4jk/SxmL2r0CT5+YWSANcuTcOSrD2bCuc+eYWeqQtdIMNulm\n0cKJO1udU7sMFDytxUhl5AXp3IiDoISLTnzthki78Ljo2NV3FgMLkq4ERpjlFmkORntFYBVE5bsp\nxtXw1Kq83+JTjlWzmoRzzN9T6ntvJ7ihRoFsNXel1CiDq1erw2+STM1NUlRzu7rcVWh94YBGa8Tq\n0iFrxT6rHFBnQpMhn+Ft6kxoMGaFQ0oKmgzpMKBLn2UOmdCgT5cljqkxZUCbAW269M9Ar6SgxYCC\nkiFtFunRp0tJwYQ6u2ywygFD2kyoM6VWgV2XMXXGNNlnjVd4h7v1m+yyQW/zgLfLBtPVBpO3K59W\nnxRcsGuXyS6kFgnAT8lr36kmF65WdaexKciytMNs0L1D4sqdUQuLPJSeazszUaODXpMz7lEQ57/z\nQWehLofob41WidSP+d3R4n3b4Vrn1D4mclS7sP8v5N2k/6eyLP/boij+HPCfAp8HfrQsy98J5/wc\n8O+Revkvl2X5v38Cj3YeTfCZz2ODPNBR+4nnGFAQOGKCeEky2XTiGkRQrKstCRqmIOlPiz6LWIOq\nEc51q7K449F8JMxnOiRrhpoS8wGGGsnJpSkuVcRIWcxOqMKPMf6wRLZIr5DAbLX6u00yMzeBtZLO\n549YXttnq/GYFkPW2WeRHov0uME9OpyyygGL9GgyosWQIU2u8pg2AxqMKShZoMeQNnUmFJQMaNNg\nTKcC9wEdCkpOaVNjSpPxmUk6oU6TEbd5j0NWGNGgz0IKKlBywCoHrFIwZYvHHLDKlBqL9BjSpL01\noMmI/vUOO2zx+M41yo0W3Cuyv6xO0tp2qz7aJ5N5G2QGhFMsFt7QG+Gwq8AbC4rFLqSrRN/bvM8t\nek1mWqQTRSFtPbh+ONGqMYKfbgqtigOyVSKzYJ4udPGgRnrJnynL8svV3p+/XRTFbwD/HPg3SdvM\nnbVqN6k/D3yBajepoijeKMvyqT36Yo/2wk0/Aszy0Bwsnav6vSCDR6RuGEH1OpHhaaBBsFBCeozh\nLu+nNItaVeSy+Z20e/2Cfi/Vwus0yGFIk4sF30icjBkF+uC0jTRXpKhUfhZfJ1YCWiENuxraDZKG\ntgGsjFl4+YCby3doMeQWd+nQZ5ETOvSpM6lMzkOWOWKDPVoMWeCECXW2eUCbITWmTCloVH1cY1KZ\nnFO6ZZ9h0aRdDpgUDYpyyrBIWljSzmrUmVY9OaVPl2vcZ0CHPdYZ0WRCnRYDWgwZ0eCY5UqfmbLA\nCccs0an0wkdc5ZQu/c0DjifrlK06bNcSmD8i7Rb5LkmurJEVnSdhaBwqp1PJbFkyp4vTVW1M/HDa\nPRO4nva5J6hJiZT6UkXYSE3SColFLCHzKi0tFAl5cZ3EaPo5tI+JHGVZPgAeVH8fF0XxNeBGWZb/\nB0C172dsPwn8SlmWI+CdoijeJG2X98xd+i4Q1OIsUr+HrH7EgdF/JchBmghqUoasjGRGsi3MBhQk\nqSqmDad7b01AE9H1f5i8bCBA4NE/5oqJq0SJKmct+tWc6ZHx7bNIB5mQJqvaXbXa5JmZSL5BAq/P\nkUzMHw6vuTZl4foB11bvcYVHLFVa2W3eq8zDIcsc0eGUFQ7Z5AkL9Fljj2WO6HJKny7LVcRySJNF\nTmgxYEiLTjmgMxjQOZpQH8OkVVA/LClrUExh2oJJuwYtGDVq1KclxaSkMZwy7DY4bdc5bK6wzCGn\ndOizQIMJSxwzoM0xxwxpVd91OaVDjwX2WOeAVTbYZdhpsXz7iIPjNU4Olik7rdnMsN3qZ0LOShDQ\nrAUJs0FJZazuTD0h88qSZc0gy6boBYnT66ypykUOmyq38zSWkTfHU3dEpD4dkwVnZBSYRmhCu9c6\np3YOlI6iKF4Bfgj4px9w2A1mAewOSWw/s10gqKllObDR5IpBghhXj8TH+TrzTgQ1HekVMVwVk46j\nz0wfnuAnEPlMApigFAMPznqYjTT5vIKX2eGTuWN1/CiR5bZZYy0Aq2yQLgnIVqu/XwJ+lBT92wZu\nlHQ2D5mWBS+tf5tXa29zhcess0ebAXUmbLBLkxHLVVBgiWNWOWCNfdoMWKBHixGrp0e0BlNqZcm4\nXjCtl9THJc0h0OtRxC0Z9qA+LKEOReUGqnWh1p1CDZpL02zOnUKnM6YzHbPWeQwNGLYL9taXucIj\njllmj3U22DszWft0mVBnRIO73OI2d7jHDfaLNaZFjXdXXuLO8i0ed6/QuDWhf3cNakXSzPZIFtkD\nUvRUd+su2e9u8Log73/jdqQq6k6HmLYMOcYTE1CU209tkXdp9CbuayvdKNKKPA8yWMV8NoMCAmXM\nLDBodk7tGcjxm4/Tz4e1yvT8NeCvlGX5UVXID0TnDwW1oih+CfjXgEdlWX5f9dkG8PeAl4F3gH+r\nLMv96rvndOo5UJpUUXOL0c/4v8X11HpiRQ8HUm9xI3xv/o3mX6Sbu8ekZqMq/0K4b0GucGqk1HA7\n1fGywOUc+UzNcL8WWQN0BcR9A7yOWp/k4CK/5gI5N3OD5FZ9hZRudAO4OaagYGHliI3GHj/Il1lj\nn6XK9Ohwyk3ussTxGci1GNLmlA4DNtlhaXoM04KlkxNacrwOob5TZqXUYhL6lLS+tegNyu2Qi/Q+\nCt9HLYjU/a2Vku29QwZbh5TFI8atOnvNNR7XrjCiyT6rdBjQYESDCUNatCtNco8N2gxYKQ54c+t1\nljnieG2J3ucW2dnZYnLchd+rZVrLW2T2Q4vkkiJMq4Ici1FBFyMsNByrDfnugpvTDHKQfaapaUU2\nsYgp8hsd1w3hbvI6BevkrQ73wsQwmipC+/c5gtoz3HN/8lr6sf21r7//mKIomsDfB/52WZa//iF3\nuktyJNhuVZ89sz2PpvbLwN8kRSxsPwv8RlmWf70oir9a/f+zH82pJzhE7SXWnorJ7gJUZE1HlVxw\nVLvRvItk2ch183qq7Q1md8/WL+GMdbdzQ2HNuetGYpjRKJhNxld0x23QYnmheJ0r5LQqEjVAnO6S\nnP6mP21xRqZtvn5M0ZiyurrPtcYDbvMe17lPlz63eI8pdVZI/LNrPGCFwzPnf50xS6MTFg4H1CYl\njXvVY5uvv0tazANmmSuaaQbYLCtkERPpf1L1XKMqpSorTc6s6/YdoJ38nkuLT7h5ZYf7V9a5VrvP\nEcvJf8cpI5oscsxdblJnyhr7bLBLmyE7VSrSSuOQ5vaI49VFDvpXYame/GxD8h4sK2QaYYcUSbW4\nsWCmWRpTfpV3uny1AM1j1UshtjxTv3C+6P+NHQU5Ih8DC1bdNcNASRHpUQYMfNDzK+f9AtHPAvhF\n4KtlWf43zzos/P0PgL9TFMXfIGHK68BvvdCjlWX5/1S2b2z/BvAnqr//FvCbJGD7CE69WOPJ0LZp\nPzoxIs1DtVymv+kmkdtlBrbpTarmO6SVb5hKElf02xlcMIyoLaLUU+tSPRmSk86jfyP62iwl0yBv\neBuDHTFPUAqLQOv9mrm7DMCukczMz5OGeQ2Kz05Y3jjgWvM+N7nHFR5zg3ts85CrPGSdPTbYY0SD\nDfa4Mb3H6vEJDKAxKimsjNGrXuuQBGQqDQ/JAKZVFKmF0q0MHsealrJQ5IQKYCrDMSHE/Vc2q/ds\nQO1OyfXWHrsrCzTqEybUqDGlqATXhAYjmkypn1FM6ozZY50dtujQZ9quMX5lj5PGKuWgObtdhJWb\nDLzUqn44qJ7BYVDzUm4qpwS4GLyRoQO5gIfWoXGp94Fc5Erq6lDtg5ysah5bzBkVWQ00iMhxs5dI\nLXnB9vEdV38c+AvA7xdF8bvVZz9PGoG/SRLT/1tRFL9bluWfLcvyq0VR/CrwVdJL/nRZli9mfj6j\nbZdl+bD6+yFpicFHcupJz1YDiuCh+RbToZxBDrR2jI5VQURxK/CNSXF8I56iA2Sxa97kIBwniMYa\n8mZD6/fzOyuqauaqiuyTExkFa22uaDarlaoytDjLUV0kxxlukZS42yQ/2nb6u/jMlCuv3GG1ecAq\nh1zjfkWg7bHOLlvssMxRxfo/YZMd1g/61HbIGti46gazxdzaUyK7qUcqtGOyJyBWyVHW6Co9qv7W\nKtdkk+Wv+3K1On6fHCzeI5nVS1B7t2TzSo/TtRP6C4kucsQKi5zwOb7BOrscscwiJ1zjAVd4zG/x\nJU7ppqhuccRksc70ep3+3lqqJ6dC3wrvIxibNrZHDsT7DgboBTqVf8iGxvLc/05jfyItDeaCCc5B\nXRKqi4ZltWVjsMyHmpJRVH+zLo+ZLP0Xax+THVKW5T/h2ej6VFO0LMtfAH7hee/xwoGCsizLoig+\nCDmf8d3frX4XwPeSHEMxqlOQfQqRy6MDxwHX+e+gCiwleeVAnsETMksfcihRh72Twaim2qAUjAhK\nao3ObneEUr1R+4rUEZt/a/cofStfWrORF9IyCXMt1voaCdi2oPjiKbduv8syR7zGt7jFHbZ5xAoH\n3OQet3mPTXYSmJ0c0H1nkrWFg+p2amVGA98kA6ndotywKyW2x7WzSDLdjHNoTZmTXZLLi/m9qbrH\n4Xir5apYVz7v4gp0r5Z0F/ssXe+z3t1n8WjC/c11uvQ5ZIVjlrjKI/p0+R6+xioHHLKcqCDFgHcW\nX2HwUpdp2UlD/1b1PFerflBb1arbYlazWiMHE41N6T+z6EakLM6zlpwSDrla71mLlpfrIS5TAwJ2\n8ny4VqGq4P9N4P+uzv2O4Kl94u3jPtrDoiiulWX5oCiK6+QCMR/BqfdvkzUjbRnFmeL+kDxIqgoC\nmaJVwFM1iFkB+rw069xcw4kwJakG1tMRGCFzhqxwAHnyeE9LCUVGpv6OGDkVuKy0Eb3IVjnUTKjK\nRExJC6hD0n+vkkyyN4DvgdobY1ZuP+Kz3bfYqDSxV3mHbR7wQ3yZDn1qlGzxmOXpMVfvHlJ8nZQj\nqbJp9WfBrEcayQPyItQz0CdTJAS1SJ0bkgDNtWRMR15Yq3q1HWZdRiZcyEJwzaq57VX9oJVesRRa\nO9BamMAGbHT3GS2ktCyzGa5znx6LHLHEEcu0GTCixUKjx42b73KvcZPpeDGZ8G1SHqn3jM9aIwcZ\nDX7oPu2TAU5eNGQAd3UJXCpK0XMCGaNmtLWn2fnR9xYJ6d5M0IpVdf9l4I+RFYH/mnNpnQ8/5KLa\nxwW1fwD8u8B/Uf3+9fD5czr1YiK7OnqkS0SdXWZ1N/wdfQ+RkwZZI3O2uEOPojXmajpB9PhGIIx5\nla5stcAYWBBIo21h9YQYoo+VGiCD4TpJhVE1q+VitZukGPM6yRR7A2qvDLn52jtcr93nC3yVl3iX\nBmPW2eMmd7nKoxTxHB7TPR3R3RsnTcxuGpLMwh5JU4lEdosujskRQVOKTsh5kcqTEiZjqDVgWofp\nCBp1KCold1INQ61RfUboAuNEBuXcLN7tBGTwH5A0VbU52TbVPgedqyW3X3nM6vYh+81VSgqWqmT7\nG9zjPW7ziKs8YYsNdnnANuPtBg/7tyjfbSWOn5qWU0uXqUAaK0tJ89BMpfqtGR+9CxpaTu/I6HH6\narpPnCe2mLIXLbaocUVuZJ28mYssAFE3bst3Du27OfezKIpfIQUFtoqieA/4T4D/HPjVoij+IhWl\nA+CjOfWc4UX4rcc5Rg0joTCCjzw1i9G7QtSKivBZLLuqiIlZy0W4dsyCXiHbVrINTe2K4rYefu+T\nJ9A62elUI69EJakEyRDNahSZ7b4BvErSfVdI4HYVNr7wkO3aQ65zn0V6bPGEbR6ywQ4b7PGZ/tss\n3h9T9Ei8rCa5zLayok/SoR+SF5Y+spPwWEeclfophzAawmCYcrpbTRiN4HSUR2VSsT4GZXoVSmjX\noVaDsoR6DerN9LuzCEUtgWJ9gQxouiN12kugNTnfoTG/fwq1acnawSmtzw7pdRaqEeywXmVG3OQu\nd7jF1/g8T9iixYjmSp/hViOVN3qFBPCW12uQxLJ7oNiHcTMnXZ8nZN9hJ0xBMcbgh/J5n1wifUrG\nnbM5SPitoIXZcKsDpoYWM/E91zJVRmHOsX03m59lWf7UM776iWcc/5xOPZ0KeoulXsfyPJqZAl6N\n2WyACZk1Ddmuksyq1ue1BJ+YliQwSQOPnDI1L68bzUaloWZtp/pbR5WeYn1r+uD0lAvMUjyqd+6S\njPY1Eph9AfhB4PsndNcPubn2Hk3GXOURSxyzxj6b7LDACVvscIN7LN0fw9skjWKfHI85IOHpUdUF\nB8xuiXk8d+wpTIfQ6yVAWl6Eo1562uMJNCq54hLSgeAoNstq/6YJjCfZoi2HlZiotmxoNqC2B60W\ndNswGEG7DcX1asg2ycr7I/J6XiSbr5VDf2E8ZWHhmOZnRvTrXZrVWE+os8wRL1XUlhO6NDZGPGpv\nc9zahN1aMp8FLT0NFrwYkWTUQ2blp360DZKZrbGh7979kWN1IMFOWXYWCY096d/O9/hd3LiaMLdU\ncSOR3Ic9xyCBt/wObRf4aFEjisxnmM1Xc0ANianxCEQwax9AHng3MYm7VBuKM7qqVjXPZYu0ivg7\nAqb2SQxoxLIOPlfcJUqQU3LqoKnAUiqSZudLwNaUl1/9Jje4zwa71JnwEt/mCk+4zXvc4B7XKj7a\n1r3jtPAfk/xEY7JDv0eOKrqN5Wn1fQVu5W56peNjOBnAYJrX491B5thacV8rTNaD+6wI3fOsj2k4\nVhd4c5yVmZM+nExhYwyL96GQarVGrg1gd1lmfFwNgZu4bMLa6YDGa+/xTvdlljmkxyILnHC1cv/W\nmPIWr1IuFgw3UrIYm7UsW6ckLTdmxOkpeEKOR7lPqm5brUWTW6InRCVfOiMk0HMzqbM4kgCmwI6Z\nN/qc58m7VBfVtxutC90v0UXzgu272fz85JqiF7J/yuUhGMQKtfLPYkQopjnFDATIjpta+E4nvyGo\nBnmHXVsRzoGs+RkNLcP3UaszcKFWWZCzqOOmG75PSRLv2jKdHFvQYV7xtuqvDljmmFd4h6s8YoNd\n1tnjNd5ktdLUbvXvs7hT+c4ekTS0EWlhDkiAoMVuvTGVVmkbVbce7sPuMLP9tEpjLZPY84IYzOrV\nse6EoCUemZ8B2YHQHWWxdNxP2uFkmn6vHEHdyr1WYRpU77lJMk2vkh660n6W6mNeeuUu7y7cPMth\nvccNrNZ7wgLr7LO8ccy3F17mYOdawgsreBgNrQLSZwkfq2T/mSAbNzfTxFdpspaBhGMVLchxpvmy\nRcCsNz4CkvPI+e2D6UN2vsZsHRWCc2qXmtrTWgQPpZCAIyszcsbcfk5emt7lGNZWt1eLE+SMjkYN\nL+5V4FL0/i5bI5bqJNpoLdIqgjxrm8xmFDjZNDkF8chENcOgyM5lFdQ1EnVjDTY2HvMqbyd+GXu8\nxrd4nW+xxgG3dx7SGo6o7ZO0szskjeU+eY73SAu0TzIrH8FgB8YlFCX0h8kXtj/OLA7dbla/jz06\nJicXCGxaWJFWbO/ErZojE0Td1Y2rLAdnuc/d03S99Roc7UO3D+2l6sHkOZsl1Kvef4EkK4bALqz0\nTvncjbc53G6z09jEIpVjGtziDgesMKXGsNPi+OUVJvVqXm2m84EzU/zMY0LoV7ft1DshC2he7oo/\nunWVkU49lSm1OwhmadR3Ff6uDXvci6kUaFW4xFfCdc6hXYLa05qOe8jSZBz+dylB9qFJQozE3Dg7\nJMDOA5L30YSMZZPV3gjfuazml6cGlURgnwNmparpWu7ou0im6lu2SPLuKRTddPhVqvxN4M8AX4TO\n7T1+qPM7XK9MzO/h62zzgJvlPa7f3aO4V13qLkn7uktajPtkHtQdMqCdwvggOft7gwRaj8iyvkau\nhm3K5gl5s6ctMjfXNaiuKaNBf3jMD7FMp2LDLUnEchMSmuSwjz3emsLCCIYjWJzAYqQjqpBcJYPI\nhLz93iE096Zs3u+z8dIdTpfusbpwQIdT2gx4k9fos8CrvM3KtUN+v/P9nE7W0zWfkFHb6u1OCVk4\nysplZhV2p6UyrkuOL4lJam6WQopAaBvbo7YYLFOAR3KcmTD2aAxknaNf7XLjlae1PmkmKMY0ciCL\nNWW74k8xZxhbyeSMgTxwm2T9AbI5q7bmpNCEdOlFMWpTS7O0UTtcNzIsBVBnp0mDxyTA1UcoqFXL\n1kjnj5J4Uz8CzR/t0V464fuW/jmv8Yd8ga9wmztc4wHbPGDreD8BmlrYfdLieBi64gkJ3HahfJAi\njUzh4DA5+s1Jl61nwNMSmPrHIhf1HfKai4kFhN+Q9wZTq1Mvb4XP7XWxNyaj6bnUMmuXlX59Aisn\nsLkCzTYUW9XDm9L0KmfVfc/85xXIFHege2XKle5jRkWDHotMqbHMEUcsc5ebvLd4m0c3Fpj02ilg\nY1DCqtqxlJAPrQ9Na+8Kmd9tJDl6QSAjvBu4D8K1fWkpjTO+tkhGF9D8zpIpCmXBUDQ1eHUO7VJT\ne1ozbKX2o/iLDlG1OcWhQKbcj6lG+skiTVtHhyAZizo6M2V7yiXwHIvxRRO2R96fINI41sLzQg4n\nOtM1nyE5ZNTqinTb69W/4uUCtBf7fH7pa7zBN9niCRvscZ37XOUhS9MerYdl5po9BL5JUrn0Ez8g\nJ5UfwvAERmM4GsLuJAdA9ZOpdan7Wg9COppWlJqWYDUNP9HyitzSM8YCGdjsKcWDIsfrOGpey97c\n87gj6AxgbZSCCTUziB6GIdojgxucMWwa0zHbtUccFGt06bPCIX/IZ2ky5I3mNxlfbfD46Ha6q7Gl\nDkkDHpNNRTtFDBGwHAORPSaPaEhEzmwjnG+gXvpILIc2A2DeSHdJjHAoULVlFe7nyFO7BLWntZiI\n61KZhu/ib5eNfgT9YVFPd3DNONDU05A6ZTb6Gd3VzirNU8lFAqoe4HnRKfAJpO3wN2SyraC7xJmp\n0Kylr7ZI1I0rJM3gB9Lj1ooJTca8xpu8xpvc5j3W2GNzuEf3ySQt2Psk6oZZAPfJaaYHnKFEOUqA\ntn8Ke2Uu568CopKgbDcYp5vInoesn8aet/nWk6d8R/gufm/vmVsS9Wn1cutMxA0Gj0vYGsB4CEtd\nqPeh4xq2yMlCuFmZL7xSHzJeHfHyyjsss8GIJjUmLNDnM7zFTnuT3aWrTFY6CSRj8HCXrJxHf7zM\nHF/QoVf+GWTXB1dUnS/tI24Da0BnSpaF78s4gGzwG+VRxQu5ZUAWE+e47+dl9PNpzURcgUftTF1B\nEy5SPgQjqRSKNg0he9rUJMXpJBw3mbuHsfc2acbqHPF+anlqf85Ml7Vs0JvkbGy71Sq8zD1vLd1i\nlQRq30Mym34YVn/8Ad1mn8/Vvs738QescsACJ6yxz/p0j6U/HCdU+jYJzB5Wt31EVmQfw+gQ9o8q\nC2eavnpIZnF4qKalhj5kgHG9fhBIfZw2D4i6tXUGRCaiAURjemJEQcL10xL6J1V3TmAxaj4Opy7b\nymtRHEFzueTW9R0aN8fsscHrvElJjUNWuM177N9e41F3m2F/JfPXRGBJ+7qyJiTg2yODnSrnMcm1\nIC/N3NLoTDwiM5IM9OvoVIo8dRCi499ovhc5Cj0dizOcU7vU1J7W1Ip0IhgEUFar+cyXNYYc+VTv\nV7ZrLlprykGWwQ+zMj9GSmvkKhkwm9ho9NM91ARCl79lYAjnx2CC2mMFzj7KEnnn9GtQ+8wJtWLK\nZ2tv8mP8Fl/kK1znfqqLNrrP8sNhWmD7ZE3tcfUoRuj6MD2G3SM4mGbd9CGZ6WcWre4mXUUxf9x2\n3oD2rKYODlksRNq0xr3PqmhxQ6g6Fan3CGrHUFsj9e8BWXN1qEbANSgWobM94EYjbTgzpcbv831s\nsMtGscvJxgK7tzowaaXhfUwuo25xF6eBtA0tQsjBGrMNnhYVPSbLbOWyAk+DoUcKVVNkwAZmAwiu\nieh7hjyaUdieQ7sEtae1HpkSLi9NFzXMMqYh870EPLWn6LuKlAyXp4aMvrKYFhWd+tFzFE1SwUnf\nWoycSnWP8b5WOEf7R79aAY1GDuBukhS868A6tBaHrLb2+V6+wk3ucpv3eJW3uXK6w+I3xmlxPCH5\nyx4C75EB7ggGdxOYWQXOVE7BzJz0yD2Lf/9RAdiHNbXEUfhfHNBJEL1EKkMPx3C8nyggjSNYXYW6\nsm1MArY3woVbsF6eMn5jj93GxtmWf1d4zBaP2alt0loeMFxsVdyS6rwdEmAKVMpewcuYUy3fB8g2\n/irZpo5gF70tkVI2BmpF7oBntugD1hRVYfjOKD30R9EumKemjFVMRfa+JqaOCX1kjrZGiFpYzBn1\nOmNyqpVqeQQrl88g3EeTeBT+N/ldU1lbxqwF66nNG0sxob36Tof2TeCzpJzD16H9hR5f3PgDPssf\n8hne4iXeZYkjCkoWdwOp9hukxfmEXDKoQqXxJGdBqaDIOTMDKhJpfbvvFDB7VlPkRfGguItBQvGr\nP1zcMAkAACAASURBVIXaFIpDWCmgruyqkauEyAhehdVej8bq+Cxo0GTMy7zLadHlZKXLcHkRVqts\ng11S8GGPWWqHDkWH3dCxaKwtb6f7PPLupEzKk9X95TVipuCM/a7+qi2rzhv3O2iFY8+pfQqrdJxT\nU2Tq0BQYHCRTjdrhGMgxNLUhB9HZKvBIBlLzkqofTVafQfEaeT6juXMhA56mrWVTfU7I4lvXd5m/\nK6pHvklyaG8Dt6fcvPUOG+zyMt/mGg+qzIE9bu4+SeWnvw38IQnUjkiLZo+zYo4n+/DoJIHZfuhd\nNbU+2UqCvAbPkY75ibaY5BPLdjpKkZBfUM2kMYwHUDuEQhdurLZxBDyGVrfk5vI96rUJj7nCQ7Z5\nwiYv8w53WzfYX92gXOrmbQEMwkioE20NAsh/WSVp1Ma1dGAuMuvKVasTyJxiynXICTUxyA7MZqlI\nTzIw4ME67s5Rvbo0P5/WCpKXXGJAzAg4II+yjng1KKe2BFu3rovTW36613TQ1VWa4TqanmNy4S5N\n0ciSVKOs6p2deX4hrxarbqihxUyCenrdgkQKXal+fw66L+2zXDtimwfc4g6f4S3emH6Tzbs9iiek\n6hH3qh9zNo9g8Aj2d3IPSktTUXDd6SvTIH9qRs53QZuPwIol0RS17vEpcKOeor7NCaliCaS13SVN\nG/f/7cLG7T3KpZKCkh6LvMo7HLHCNg/pXB/wTvcVBtur8M0ijcMOSdO+T+akibxL4YHcOD1SMEvy\nNBSDzNaT6FuSzN1edT0BbT59swaURdU5CtDIZ/OzJXKplnNoHxMfn7GR05eA/468aH66LMt/Vn33\nc3yE3dnhQkFtTJoZmoYd0izTJwbZP2UljC456W6+LpmaVi+cK13EKKcxeENkMQS+TF72kW0V01Ai\n4cglFnNWzZuZj8SS5pSb/TRIUrxKyL6+ep9tHvJS5UO7xgPWd3uJXGsKziGzq/oYegczlYHYr36b\n/mik0zXy3WBqPk9THxHcNLJ0CDyg4syOYW0Ma324PoVajdRJehJWSOOxDO2vw7Wb+9SvltTqU+pM\neMg2yxwxoMPLa+9wv32Do/eu5mlgtt316romiagq7pH55TGBxvubcqEXRpkuQLo04OnZf/oQZloZ\nfsfsWy2Oc2of/1K/zPs3cvrrwH9cluU/Koriz1b//6mPszv7iz3aCzeBwlEVUOIM8HsNDbMNNTGd\nATE3rhvOVZY7QyLplrnrau7qbNXE1XdnQCA+u5qYWdYnZFZX2JPR1bZCWgCrpAoct2D9i4/Y4gk3\nucs6e2yyQ5sBpT6YA5LpuUtaJA+B4xTh7E0zeLlXSkECNblnGvPGZj8tbZ4vNw5/u1+xm0mWQOsQ\n1ktojEhRBTvMPLFTqE3g6viA6a2Ce8UNljjmM7xNmyH7rPGwdi1TEaVbKL/cZ+ExeTrpWlVx6jPr\nT4tpV7FScKRgGpY2DKzi/4HSSU4lZORsh8/OoX1M5HjGRk7WHYYk6u9Wf3/k3dlf4NHOo6mNxaKN\nBgIENwMGVvAsyfVdPNfVr6d1PkFPQpGhpqjdDcPfkH1j0bkfSbjqCG5FVCOnARiR9TpV1zq516tD\nm6QI3EtQ/8EeVzfv8Qrv8EW+wuf5Ouvssnm6S0My7bdJqscdEqhVkYDjwwRqZkkpFnTpxET0Txug\nxWYaVwwk6HAQzMdAZwLDA9iapFpt7JFkzh2Sb7PiUZclPCqu0mMxlXLiSbWv6DqNxjhnyqkCR863\n00/gkekTU58gy9yCvPuiMa1TcjEa5axzSBfzB5IH5wtEBPfHec6E841+/izwT4qi+C9JL/AvVZ/f\n4CPuzg4XCmrLZN0CcgqzgyF4RL/VWdmC8DuSd62UYR2IuCmLPjkdFw58TOCT/dQgJ8THBGLBUdPX\nCGmkc+hzKzO2LZAm+BWSHLoBfGnC5vZjvpc/4Pv5PV7i29zmPbbLhyzcn8IfkLIFvkzeR7IP9GB0\nDE8G6V9paxYP1yKJxPZPe4tLV4AzMGIs+ggYldDuQeNJtSZ1wdZJ/s49qHXgC+1vMdhus0iPCXUe\nc4VljrhRv8fOy1eh3cqBBgsdO/xmFmgAOA01Sc1RlR+rKdljdgoek2u0RSyKbKP3RULne8WDVfc+\n6kboH9DON/r5iyR/2f9aFMWfA36JVNLhae1DY1sXCGpmF0bWoeDhQMSiU4vhe3V6i+hNyZFP5bVm\np9e3goeDrfSKREWzl+d9bgJq9M0ZeZXOEVmVlabnXrNrJJNngwRs12Hxxj4/UvttXubbXOURn+Ut\nXh5/m9WHw8Q/ewh8q7r8DrAH5SH09uD+SbJG++GuQmw05v9FADSb72osUDGje7xFYmL0plAcw0Yj\n5YyywmxF2y7UXip5ffIm/XqHHou8x22gZEiL1tIpw8PKjJP+paFgTGlx7gFieoRTW0+FpqmB//la\njnHfg1G4ZixRFDPzAOpFpcnpU1ZlXOLc2jM0td/8HfjN3336dx/QvlSW5U9Uf/8a8D9Xf9/lI+7O\nDhcKagJQ1Hh0/yre5rnlsVaZmp3nedwi2VQ0+B+rfnm+30Vxqgk5Ipu8ynq1Pe8XS65CXkqhS4/I\n1rJlZm4AL5cstw+ZUGedPV7iXa5OH7H81gi+Quak6enfSYD26BEcTHLhWonyFq6VcfdpNjc/rEWC\njkl2Wn+aoqMRDB/DdWWYQLKcfooetDaG7NdX2GSHbR7yiKscssKTtU123ujC/WaWe0fkgLgMH6ey\ntI3op49uYPNKnZZuoOZxw3C9SOuMbT5PfQJ53ivEYZbR+4LtGcjxJ7+Ufmx/7Zef62pvFkXxJ8qy\n/L+AP00qzwAfY3f2D3i0P4qmmBOw9J4qAmJhRklGRjcdLHUUuWWxUp8AJMjNa2Dq7toJi2QjTlJA\nzFrQtJT1ZZhLDZPqd8Wu7ZDwzls1SaW5X4NibcyV9mOu8YANdljhiK3eAbX7ZfKf7ZF+Vzme5SGc\nHEBvkrBuQi4YoZnl258jZ/y7ssVUKv300tKmpP7rU21u+ACuX4X6DglMKtOw9i601ic0N8bUmbDA\nCTe4xx5rbNZ3OVpeZdQaU+5189RQNq4xK5MhSxppjBauq5GLOxfV/ZWdYlKLZOI6dU/JAf5n9oD6\nqg+n3/kcZ8fHRI5nbOT0l4D/vigKWe5/CfiIGzm98KOdR9PrGblgseKFCeUwq6dbGFq0sC6bAGW9\nFsheJsWg96qH42RNxv0G5vNU1NTMpIRseurL0w9YnTut0lqWSAr0DwCfS2fWGhNucrfa3u49tnlI\n+/E4T/YjsrZWWcq7J9kDuU9W4tTY9JpctqytTcgFL6ckt5lpVU3SjlfDHnR3yBs4V9pWcw2Wl4/Y\naO5wjQf06bLGAYvFMc3OgGlZMNY9qyoofSPSJmNgfkym9PiQ/o7amgaMRsw6s9sVyNF5arBgXhuT\nSaD9ek7t40c/f+oZX/3YM47/BT7C7uxw4bzgCLr6yiLXXTNQTcyyoZNwvCKxG46P5NlYwcNoqSDq\n7NI+EBSliugocVIo9/0dc1c8vmryoBZJfrTKtOElWN1Ouz7d5l1e4W02R7sUVTFHHpBQ6wlwCpP7\ncHSSPtohCWlBTRfLPKP+suW+Ue93zxaZj9Yk3j+GVqtKpbLAQNW6JyNaq0NucI8Bbb7F62yxQ2/x\nHjutDXY6y9nnJXPCnDSnyCHZOFCTk0uuPPR8c71irTanqOUHJe22SJpdrHn6vqa7RUA7x3K1l7mf\nT2uxgq1ajkZDLEmkMaEYE3wUkTEfUxq3ABb9Ca25awkHZh5ojmozRq+MpuxKda0YpnI2xvzSIuf1\ndaqfDWAdrvzQu3yulUpyX+EJWzxhcW+QEOsBGdiewPAOPDpI6+Zu+oiSHBiDHBS9bM9uekVjFRB1\n9T6kfUft1B7J/P86tGolNz73kE5nwEO2eZ1vcUqHHTY5aS5QdEvKhSI7M5WlTgujFGYZmBUQaydY\nz0FGU5/ZPbZdApCrc/u5U/eZtR8j4Q0u06Q+8eZoxcq3ApsOBEWfIstIo8fq6F8me2jdHyAU0DqL\nsqqhyS+LlTzmN0WWHxdLCMlb87pjZrw3BZwBmhwmN19fA25PuNp6xBf5Cm/wLW5xh9X+MY19chmb\nqgLH5EnS0B5WT2UOp7/tsXOsZfqpa1poepPUzlrkGjGnpLpzG/VU2eOsvFBVeaO7PmHyUo0GY1Y5\nYJEebQYUZUl59RQOulmG7jFLydgjT7eoSutmsB4D5K3yIBsMejsiB11N0liXy+MDeWufQPsO3qPg\nE3rj52kCViz9Y1Ke0sUa//LCovkYRZXEILMJIhDKOdMv57WU3yaxKwYNEOj9hRy3h1zJX7Ve4CMr\nhuKn7ryqGGTzSq/afHiXLZ4woMW4qCctzaT1HeBRSlB/PEpPZultYVoxYMTzsj29ReCP+aJajG4a\nNyyhL+lvjzyONSjLkqVxjyZD6kwoKOlwSqsYUm9McsqvJqRBcLUzDQDrrUUOjohr2SL53E5Fmybq\nAnkJRF9cNEjmc0PPeuKcW+M5fy6gXaCmpqM9lkiRh2bpAlFB80/zrkN298Yq94q9RrieMOC1HXVn\nVQw7XQ2fO+Midy5y1mNS+0L+TKLlIklLWyexa67A2uY+17jPDe7Spc8t7rC0W9E43iEB2z5Me1AU\n6coSa7VuhF0X7GX78KZOD9npsEL2T3ap8kKHJPP/TnVwA+ot2Cp6/PCt32VYa7PJDov0KChZXj1i\nv76UpswmeVocklOo2iRBpZxU84oxLGuWxu0xooamc1DDALJhYnAjRktPfWvnuvP3HNul+fm0pjiL\nkG5kMjrz4+yok72wkGsyqH9HPdxZ4Wen5C3zhARzSXWCRBEoVcNKIJDNVPUkAwTk31PSBDe7quKn\ntT5zyC3usM0jtnnEK7zN0l6f4uskG7Mi2HIERZmSsR9Xb6tl6l2f6Re+bDMt5p/Yb7q8DknR0EOq\nUT1NwNbdIgHbOknI3OJsSlznPq/zLaYUDGmxU2ymk1fIpfWUo5HxrzvXh1kl11uT323ZcYHRjAMN\nFSeAMh6y381gwkySbwS0WIzhnNp3MKhdoPkJWdtxZ1pj1TGAADnqKYjIbNTPpUalAwOyxlXOnSdp\n1hi62cSaupqwEs20L2JeqnG0Bc6cr3GQm+RikFfSJafjOh1OWWeXJY5ZmvZof5sEaJFdfgxHB3Aw\nynpnLKvjernU0j68zRtdikzTNo9JfXwC7ExhOCKpbqalLXBm3i1M+jRIhSTbDFnimM3WzuwOMZqW\nq+Qwq5Ww4gPILlLwCXoaEmr6mqv62kzu9VwpQ5Eq+T5LsxZOPj9nRVl/vp+LaBcIajFlKeoealhR\nF2mQ+RHOFGfR/DLXg2mkU7/bfOUNyb8GEZTr+t18LvV5q3f43LFec3jcZjhUs+Q63LjyHte5z3Ue\nsMUT1nvHafGoilWcjYMdeHiaKGpTcjaMd1YgX7aP3qR56KxQLz+myg0dwdRIpnK2ArrFgxFr7LFI\nj0WO2eIxq+zT3DjKLtdFstKvwQGzBZshy1mYlbe6LhrhuyjXYVZTk5w4n1o1Y3DHizQ5rzZpPN/P\nRbQLJt9Gh78jE50FMWPX+ivGrKLZKT8tlkHQszoMf0NOrxqGY+WYaVJ2SdPcIAJk0zNmQZOOl17X\nIbvYusBnSBkE14bcqN9jm4dsssP18j6tt6bZ7Dwg/d2Hh4NE33CDFPFRq+IyMPBiTWVph6xMW6Xv\nwRRqu7DRqg54i2QWLkJxA5Y5psWQDfZYZ58F+tTq0zzeZiU4bWRD6w6ekoSX5QENLsSAfywzInPJ\nmNQCuW6bx5rcEmXu+6IFEuLOr10UYD1Pu8BHM1vAkI7+LbWnaEZGZ/0RmS8WN16J4ktPrGxqmK3h\nErfdi14XCzz6mV5Yk+WNfGojVMcNq0lk1aIlEoVjOz1iKjo4ZZ09rnOPdjlI1VMloD2E6S48upfc\nauPqKzdKuUyBOp+mqIsUMJWyJaqSTWNYO4HaI9K0epcEag+gfXVAqzFgsSqpUWfC4soxg5VFeNhI\nZqelg1SWBB69HOvM1nIw8D8mnb/DLNUjEnchY5PJN04Wl1BMqZ6ZMCoC59MG7eetzfZHTzq6QFBT\nvdEvZskeiQoCiWAXdZRYT22+Xlo00OSsKdoga4KKT4tYCVY+j/fW7+b2H5qecCYRZYbEiSYneAna\nK6c0GPE5vsEWT1h7dJIm3sPqmMdweBfuTvNud4dkKofBsUst7cWas0KskZxvdPlsY5pJFQ2thQ/3\noTadcpXHnLBAkxET6mw0d9jrblEuNnIUwuwEvR/mgqplKadNqWpwFiQ6S9PUAxMz8X14rYIYCVEr\njIVvzpqMgfNrk/p3bkrBBfrUBDH17lhFVkZ/nBXGrgQfdXcZ/4owgUc7MMbHrfShueqsUjNszF1L\nLRCySI3liMiZUj66ACcRagqrS3u8zLsscMISxzTulOmxd0mFIAfQ7WY8tNhDDIdEnfKyfbwmqBn/\ndriiUjMt4cQcNMgVro5h6e6EVfZZokeXPmvss8IR7c4gTxO3hm2TwqvSHq1AYJkhk9wN1i+Q55Iy\nXpeu09C4lHtsU32/Ql7JTy3R8lTy2gu1CfXn+rmIdsEZBQLLOPx2B9o4ampVVsWQcWi0NJYLgjwT\n/VyUiaCpr03QlPQbI6KKPEEyljGtJopIYxxihZxB8D3QeG3AdvsBr/IWa+xzY/dJksh3SdJ5F8aP\n4aCX0wfVN8fMGsOX7fyaQQODMO57sge0+rByBIURyV1SmtsjWLjVZ9Bss8wx17nPE7ZoLp5yurgE\ne7U0TaxTukOOZ1n7wEimhWCMmMY41ah6IKdfzA+1QtYgfB4DD5BROmpy59zG38HJnxeoqbm5YeSV\nQXZMaQrqSZ1PKHc6KoUsXK2z31g35OBAjVmihNdRQ1MfUsd3K+4ynDPOx8RgqpQMd/BeAX6gZPuL\n77JIjyV6rLNHc6e61mMS4fYu7OzB7iRvnCJ1I/bKZTvfJpFZvf2EzAesU33pDjaBs710NOJ2pXVv\n84AVDllr7PP/s/euMbam2X3X79nvvl+rdt3Ppacv093j8Th2bNlEhuAxOGiwggkQBZCITBIkpEBi\nQETEyQdwIgs7CBOElHwJtgYTR6CAjFGC8MRKJ0EkTvBNtsczPd3Tl3Ote9Wufb+9fHie/37W3qfq\nnDqn9+k6PV1LKlXVvrz73ftde13+67/WSjZ6Hi+TeuSIiYJVNYhVoApeX+RbIcIYA7wOqTI6Jar2\nwBxXPaR2NuqFyrM8bZqQvdTPVcgTjZpz7rZz7u87537XOfc7zrk/G25vOue+4px72zn3y865FfOc\nH3fOfcM59zXn3L9y/pFtUmU7dwX+KzHQbba5XdXMPLGGJdKPyLEqGEyI2y4LeM2zkwtkqCxRQhw0\npauK7NQSFQoFNkPexKcb6vW8CW4zJc+IIj0SxlQ5i/O3h8AxDA9gb+wpHKfmLttEJllu/epaIAZD\ncq99YOAgVR/uh/iIqwt0IB3AlIRN9qjQpUaLfGZIOsz5J9sZenY8X5HYU1oiUiPtVmn1balEq9uV\nDtshMhD9vGpcQmWUSz/HkOVFTj8v87ZHwH+apum3A38A+I+cc9+GX5bwlTRN3wB+JfzPwlqrLwF/\nzTl3wevY7gGIpR7xxAQQFM1tlpoNsdQjbbAjEGAe1JdfVg6ggoAiOeFmdgqIDccUQRqMwqYMSg3y\neH5aD6q0+Q5+hzd5m9cP7/i08x1m84Na7bjUqE8c2NAnpkiS60LB8kVXWYues/he0MEAJnv40SgB\nJuAQkox3fkPypDiaHJFJpmQKw0d7f6Uq1jhBZFgITpaxgjiv1OzumWFstvtPY4g6RGMmw6evh50X\nOXvicuQTbdTSNH2Ypulvhr/bwO/hR+v+CPDl8LAvA38k/D1ba5Wm6fv4r/D38YgIo5JhU5+JCu6a\nlSa3JZqGrr5QVIiak5jnS1XV5iSGpNybKp42RVWeochOuceMAMRce7RuktLKI+8A61B9+ZAaZ7zK\nN3mJD71K9fFh2deAUzgdzxsyHXZRHRb7g+d09VqeWmxjnorWYiAOgVYHEgXmmm3Qh8wBlOmSZUSZ\nLi0aFOkzGSdezZQ+qoBvx4SIa2bV2BYLZBBtY7vdayD/bHFca5XtcSVTIL1whMczy4D8pX6uQp4q\n6Q37+n4/8KvAVpqmu+GuXTwrCy691kouSlddydUZ3lWJbiEgQbCuXcaSMcfSbdKMVeKOAVGv7U6D\nClHT9DpiNArV0vFt5GeKBHpp1Rj0rQjZcaHcp8CAETmmen4XH6UdQ+9wvotG+PB5EdkiR+26q+Cj\nia68Ks7aP6YlLYUUmh3IiWahvYMDKA4HFPN9EiaziC2bnTCSitWI9A0lIgr2B+Z/+U4lGuD1SZul\nCL+b4TarwpbCoTekxz9SILB6vBy5KrzsMnLprNs5VwX+N+DH0jQ9s/eFueGPQyHPuU9pnToDxOIX\n+K+VGepbUYqoOFzUDaWVupLCy4Tcy2AqF9DfiodsJ4G9XW5aZF0ZU6NtCfOTxHN4bK0AbEEl6bDG\nod/lOT30zevvh58zmE7nIy5b7Lo2Ws9fFKVB1BLZrzbQ1cDGU7xR2QcOod7tUgzPzDImxxAyU68P\n2oqjeXpKNgTiC+2ohxdR00yVaGHF5dG3U17OTpM/75tru/0gfhVmNy6zUPBs6adz7medc7vOud82\nt/1Xzrm7zrnfCD//qrnvEvj8vFzK3DrncniD9vNpmv5iuHnXObedpulD59wOPqmCS6+1+p+JV/D3\nAd9FpFOoMHCKj6g0BUtpaIVY6bTdBIp5BOzLgKm8pAtbI8buKkNpFMKE+bhexCPLZwvKkYbTqhGV\nVWBwfswt7vIq36TOGRvtlt/jecZs+/BoFFntSnLlvK/l4xN91eVCBV4cD6HShqwIs0E1s70xmZUp\nExLGJCRMyWRCNbxB3AWq0Nu2NMmwnRD55/ptYdtFsN/uKdKxhZ4IDJTtssPjsm/B6K1wwzIjtWfG\ny34O+B+A/8nclgI/k6bpz9gHLuDzN4G/55x7I03Tx76RJxo155zDLxv9apqmf9Xc9UvAjwI/HX7/\norn9Emut/ij+UxeHTBQO0biFgSn1E2AlnEzcNaWlmtahnQYCIeTmLHEW8xibnqokJaOm6FAmR3id\ni4ewNlP2bwdKzTYVOjQ58lVPee4AIve70JrE4kAbb8KvI7SPXyw5aISvCUjT+n2oitoRVCMZplRp\n06VMwpQhedZWD7i/Voe7zvvI4Lhm0bzSTm1kVyuyojWBqsLPpFeCcNXsrikdFhq2MxksPy0FRl8E\nvhherA/85aV8Zs/KU0vT9B8FGGtRzoOIZ/g88L5zTvj8PznnsTO5TPr5zwP/HvCDJjz8EvBTwB9y\nzr2N39X3U+GkvwpordX/xYVrrWzyb6eEaQCV+k3UPK7ITO5J/pRwm4i3qnCqeioYWIxElYls1dO2\nAsh4ybhNzWPP6cDUyO5S+L0CVCFfHjAhYYojz4hkPPGnH7oI3jmFB9Oo69JLHVLv6lqejyzSY7Rq\nULblgFD/mRCbcLX5JgsjctRpeTyNMYNhqM4rlczi9cHOQpPHEg1DYaE1QirM54hFf6mvkggZPxHt\n5N/VISgU5pGR28trlXoOPLU/45z7Lefc/2joYTeIIzvhQnx+Xp74qmma/j9cbPx+6ILnXGKtlfrR\ntO1VaaCdvQLxiloAy+4hECol9FWxvJ3EYbsAZF+1NVbaoNKVyLlFIlYnJ7LwVSgSFViZ76q/bTV3\nzA4PeIk7vDb9Jsl+6vGW8PaK+O9Ii9niqFl/hM76uoH9+cmilxWz0XYljYBExqQNbPsbM6dQvtnl\njBo5Rv7rm4xw5T5pUozqdohX2xXiRRaEK5xNy17ky8U4UiCkqMxuatdsBUHEItoJEtbzHmmZWi6m\ndp78+ltn/MZbZ+fe9xj568BfCn//ZeC/Bf7UBY994pu4wmBA5JzFaRwySEoNbbuSHfpvJ2VoSE/R\n3C4Xa7sObGOd4nn552p4jki8tvHuArEdXlvhECme0pHxmEuBAeVpxxu0UPUcdmO8aBuxrrsHPj6R\nw1iEoTQOTXPslH66FnP7CWvpGTfdPb7OmxTokXEpaasYoVgZnTEeR+0Qfab6NbUzaIxHnTXCSCOK\nlCjYvdm2SmpHpdWIY8Rh3qA54Im1vKeT4QV0jS98cY0vfHFt9v/P/cSDJx4rTVPh8Tjn/gbwf4Z/\nL4nPz8sVtknpKuk3xGqkEjIV27v4Ky5qh0StUMLbEiJ4lRJLSjaxE+qrqE4zk6XGqpzaZqUF0ekq\nNdCha/gN39Uha5kjbnCfOi3GLutfJhi1aT9+AkIMz+1DvpbnLvZrLghLBYMu0JvCtG0eWAcSyDIi\nxVGhw5ACozQH2WlUXflfcbkbxOkdUleVXFUgUASnTkANqpF/d3g9EklAHLYk3GZLufqtc1hyI+g4\nFEme9HMZCYVGyb8BqDL6S8C/45zLO+de4UJ8fl6uMFJTwD8hrp4WOCC6BkT8y473VOp4n2hhbFO6\naCBKKTXrQgPl++a4moss8yJ011KzbTOd86e8Ek5BdrXPrCu6stam6s5mK9VWD9v+VMOmomIZ8q0I\nswy5jtI+blG376Jo0FWRwH1NIVUoLTA+gcJ4TDnXpUQPx5TMaAKVIZSKsZwtvMxO5FDqqIt/QOSZ\nQxx1pB2gpkAxM34WTdEqPfHWVFubGTMry2P4PytPzTn3t4AfANadc3eA/xL4onPuu/Bn/B7wH4LH\n551zwufHXIjPz8sVGjUZM40Vgvl8TrG7rpBcl+7TXrKEGKsr5p+aY6ljwfLW1Cwn9ZUGqsigflJp\nz4LIE0qpVsLfmjaepmSZsM4BG+yT253MJtvSh/Yp3MFDLgdEbtS1fHzyOLxSLkyuMU3xKqZUMoVO\npkSbKl3KdKiSLU7gpBDVSEOX+8Tqp9RJmaBgYg2UUR1LQ5xl0CBGcVJjdd6renqpN/r8MbUn51W/\nPAAAIABJREFUSZqm/+45N//sYx5/CXx+Xq549JAMkDVWOfN3lriqRxM2NM5b1UyttpZhUj6oD93e\nL9OhvFH0y8VpHqJ767ysFSNiHBMi5S0UCKhArjJgkz022Gezd0hmlzjtcQyjScwa6sRRW4sip3st\nH5/o8xYoMgL6Pch18BfqFOjhsVK6jEkYpTk6wwouPyZ1uai+doCbWq2kN/pRh6DUW7iZQFf9rbqX\nJt3LmNmhzDpxYW0zpEaZyvLkqvo6LyNXnH5CnPuvKyHjVAu/NYhKxkUVT23GkOtTuUdXWlVVJXg1\nc2w78aNoXl8fh4hnyjcWsDV5Y1U+q+E0tvzbSV2GJkescEJ2OPLTHg7xXr4Hg3Gk+dqJztdy9WLR\nVwVcYxkVVS+HkJtMcInPLxM3YTTMkXaz8cKqQUb4WpuIbCgBkW8uMT83TcVDu7tbdTLZEn0dBBnn\nzXHRb+W/WfP3cuRFnqd2hUZtTATnZaxEi7b0a0uChVgLtyMIBDjkzXGdeR11KohmqQ0peozSWRUN\nsngjqC0aQmqDyB52iEVTpRJbUxrFYyYkZJhS7I/mmxRGMJzGkohtlV+Ecq+jtKsRDRhYIcBj8mt2\nwvsYhvkcRfo+m0xdmFnEfOB/QkRPpM5CRSp4Z6cwXS3IdoKlaliiU4qbhnmeuGp2gHQCTKwRW26h\nYPgoCe6FkSvmd9oYReiokFDr8tQypWqpQPzJwrE0TVcYmjrMVUKC6PY0/EoapOPqNRQhntNJoCqT\nHl4Nf78MyVaXWuaMhAlV2tGLhsbodOiddo9Y6dc7Pe/Tueaqfbwi7qr616dA3S4qCx0hmcKYhAkZ\npiRM/JSOIr6GJb74AmpBORy0wmzvwSziyhEjNPlbTfuoETsLbMuWEg+bktpG4keis+VFatfp57kS\nBo7NsDXF4DJIqlbq6snoqQ9U1U7haLq6onQo7hcfTS5PGqCmPCGzECuhMpDi+y+koFVisDgl7nvM\ng5s6SnTZ5iENTsl08NWArj/10TDyK0VBOj3n07ER3LV8vKJ+FI1FGwygILg3FNPHkzzDpECXEikZ\nsvkRQzmwAr4TWtRJiEZKrQtKZdW3qQqmVDfoy9zQSC03Ewk3R/wqqMggHzyBGLItX17k9PMKeWrq\n07Sux1YbRXRQzG5Hh8qAqVtPoZNMhaItaYQQEtXJtVEqQ+wlMTObZ4asyLneTeG/qp0aMTOGaqPF\nhCzFgNxmNEsoC5zBZBLfPUTzeYUX4loWZIrXkBE+8JpCVJUsUIQUF4rfBQbkmYyys2nGswYVGTnh\naZadJI9lR32Lq2bbnbpEXpptc1YkaDE1iJYYmDdoiyNHP5p8osd5Pz/RlbUEXA19UfOarpDt0YTY\nIiVDpPkwSl9FBFLfydAc0xYbdJvGJtipuuo9MTiEmoj10upEl4c9hWK+T4keWUYkTOYXxidw2ovx\n6JjIFLjGz14cEdggLP9YDSti7DehnZTpUiTDhHGaYzLM+qhpjagbCvydOaj8pcZvqwtFiUqZ+Vlp\nIulaNGaxLK4oUIbtXGXSm1iOfKIn3z4/sQxFlXhkdDSQymqAjeT0OI070LQPXTgRg9QRLOxODfEV\nolFTcaFKTEkV20vzdI7mNLQDRgByGcinlJIer/Eu2+yyOj2JpFylGNN4CDnda7laWfwSyMlYW0Qe\n2ACaMChkOEtqFBlwxBoZpkzTDHwm9U5OF1eeSzsJlHhoxpqYRi3mm9pVx5LvVWegkpQV5jnlqqBK\nmc5dZqFWhuXIi2zUrhBTW/w6a6mwpt4qnlF4pNEGMF8NlXuDaJAEQMhY6kddCUpFz/AGtE40fJbx\naCV8VHm8foiXJugv9HwmjFnhhCptprg4IC3YU5eB/jSihEqSF52rasHXhYLnL4ufvXyUhmaMIaIR\nU5jmM4xJaFFnQkLOjSjXOrTvl+OyFR1EEK8oG+LxpOY2zOPUriy65oAwX5z4bdXjFBHqTagpZzY6\n2fZ7qltmOXJdKLjwpYWnjYluSaRX27Np6RuqZKobQIxEu51CYw4EZKgcpVhfEaBe45SI/ueYR7lM\nBSnF2z8pkAqmYZCIy03JMqFMlwkZhi4fvXUIIg+nkXJkJ8dcy4sjsgs9IgVxdqEakBYy9CiHoOmE\n2aj2PpEZ1Cb6Xjsp3o7d1sQsO2hGyYZUUNNzE/zkXft1sWP/LP1y1sAO813vy0vMBteUjvNE6ePi\n5iaplNyVrlS6cJtSQ11laU0rHF9YnN2DMGIeV9OYIhlLGUI7knShULCPTwVaxCUa4XRcMaVIjzEJ\nFbpk08lciT3tRhMqtvq1vHgiG1Ei2B0hFgGpcOkUx5QxWdpUaU+quEwKtdSXSaVmFp6VGmoNnk1E\nYJ7OATGZaBGNl4r/x8QW5sXCg6LCuWYvO9FmOfIiR2pXiKlZKoUqkTI0ul24Vkrs1RSVX1GY+kS0\ntlrRn4rytkm+xjyaascLyTVad7pgdtS1pYBQL3cDj3PUhhQYUqZHjTPq3bPYzDwCl/NPV001x+PT\ny+vU8/mK7MdifVux/SHelhUVMQWZJFlOWeEk/FSSNs6lMHSR260Irct8uqgipNRQ2Jgi/wxxiTH4\npSvilQuZkbprFa2FyuaqnwoH5fyXF8NcY2rnimUb2iY22wlg69bw6EQPkXQhXmmISKytbkpj2vhQ\nS/G60lm5U0WKFlcLHQVSmD7eiAn0DXa4WOpRpB/wtAzjfAKT6dw45sQ8RY63zbzYyTHXhu35ic0E\nJdI2ad4EaI1gRWpRg9ThCbdkqdEiYUo2N45RlIrt8sNSLcG1PWI6K16ZTsRO8VBVvYTnOkplVXSQ\nV5wSV/M9gmXYcsfyYpgXmaf2AnQU6MoqDVTEpPVMFhNQBKZ0UZHV0BxPRkqVTcHt0gKIxB+lmSoq\nyMjacQjE56mAKrqcstozfLOzE38pJcvYn7WULEwsPyVuE5XjXpRrjO3qxE7TK+Iv61CgfiC5DrJZ\nxiG/bFNjmOY5frgWp12pR1PzR22DiwoJGvUXGuRn/nRqTkDkWmWQonYMzeNkp0TpmOMHLXYTLJen\n9qLKFVM61EgHMdKSQbFz1UTxyJrnhiWMs0l5UkfVDUXbsOMS7MQNAR+iY2taX4nYSSBfjf/fssq1\n10Vw3wYM2mWywf+PyYJzEdDNwmQUnbLw4cfBrdeE3I9fNDhDuYAw+lnkVIDMyF/fAzYYk3A4bJIU\nhnEpmY2mLGQs9RULSb65QmyuUYcAzMPJSmFlbVXgV9FgdqJWUnOg9LwHPLNcp5/nilbuFImkL/s1\nVlO6DJEujKgZdgWwojzleWql0qQPaZXAB6GsEMkVdeZbohTtGaxN9lW7CWTYwrVz2QkdKuQZUqVN\nvhciyKDcSR1GR/5MZNIftxLvOvV8fmL3ii2KqGFyqx3wF60JpDAppozJkgTefCYzZfyw7o3VfeIF\nVuSUJS4oruEjexG4IdI4suFv8c+lX2qr0sw+GURFcLJXMowzY2YHNlir+tHlRS4UXKFRszNV1Gsk\n/6jhU0or7UYKyyxUqqkIS7Rr232gKEy9oGI2WuqrkkFFZ03me0CNsbWj32RPc0AViqUudVp0KTMh\noShandLWidfJEv73Q5bZYnwtyxK5wBLe1X1GUVARKMNZtsZdbvKAbc6oMR7l4tSWfSJ1Uk7Q8sJV\n49K8BDshS2mnGEsO7/dt8V7DEYS7LQ6jmcA8k9fCNcvjqQ0u2FHwIsgVZjgT/JWXsekwn/bZko7w\nLXUL6/kygKJmy/jBfHO6DKbqjnYrRgGP+kMEVKVVMGd2pNga1waRcDaFJDulTZUpGUbkmGrkjGzv\nNOqiRfiu5cWS4KNYIxD58/hZeSFVnJKhTY2EKSmO3kk1rtKAOBNNjSpjfIRWImJs4J9jquOc4fVr\nndi8LvhCtSv5aCUW+hqc2wVle5n1zpYjz9r7ecGG9v/GOfd7YUXe/+6ca5j7nnpD+xUaNbUwQcz1\n1RmgFirF34q+bF1QRknzWAR6qACglFWhlJ3SZ+ewpXi0VuhuYo4VjKkyYFU7BcNZDKQK/Z7vBSzS\nZ4UTxuIXhbQjHUcTK4rR4yK1a0zt+cmTIHNpZjYDeW1SzAEV6FOkSJ8pGfoUyVb6cZq8/KedaiuE\nQ/UwRWaKwKSiokqqi17sJKkrRFzXNtWUzH0zhTpPs5Y7eugZMbWfA760cNsvA9+epul3Am8DPw4s\nbmj/EvDXnHNP/FpccaRmU0BFWQLnlZrKuMhFKcZRvG5HiQpcsJM79BpCVdtERqOmd2gt3pRo/AJ7\n0gHTNPKB5HzULtVk5oFdJiVDGipjMNU1DXbS5aCWmQ16AHwkcJFcG7XnJ7IX54lGGWSBnHjeeWAN\nJmVHiwZHrNKnSJ1TGGfn6ZHCwCxnRC1PegH5Yp2MigNaoTcgkhpVeNCELlVWy0RekFr15vi1to4+\nXrzzI8mzGrU0Tf8Rnvhib/tKmqY62V/Fr8IDs6E9TdP3gXfwG9ofK1f4vdEVkBGyhkh4mxhdMmBh\n0uLs+frQhBnI6FlatiUdatyoxhZJS5TawvxMtlAcwMUM2S6i1ZCQMXAKpXKPCQl5hozJer+ow4YW\nmmwSn7K89uJreVpR0fA8kWYNgRWtPgzE18FGwgkNemE5z4g8STKNVAsF/CGqm5tHWiZ6tBo+pRXe\npuKB+G2Wp6aQXoZNBizgtHM9pLN3B/PV++XC58tckbcgfxL4u+Hv57Oh/fmJ9RrK04R3KfVUE3tC\nHBkqgydDZt2ghlepd0k0bT0mZX5LrNJNVYcEgmiolaF8jAvzAzx0+vKSRRgPE4r5Prlg1JKJ81Ge\nWCVnfj+BTDhEaO5aXhyxbVIT+d4ycBv2K01OWKFPgRNWOGCNwSAb4d4cvhUBIlXSEVfhaYqtVN36\nW03oEJdNx1CpVk3D+hE5QAUCfR0mi19r4cRPvTn9QnkePDXn3F8Ehmma/sJjHvbEcPMFYNCJHGvL\nOFZKRM69ojo9VgYKomETiUeghlzhiPnhVcbSUCcScZV62rku4TUsiUngv4iVBej3y5xVa+yxyZA8\n/UKOajGk1yFiG6eReynHfNE0jmtKx9WIsroSkM3iL9Y6kCdE4iPOqDEkTzetMOnlY6IxxE9w2Sf6\nUhXmFcmFNXtzUZaGx9gqp4iMB+H5NmmxXwOBtEpjZ+msdFhKqtWPH10uonQ8eOttHr719lMfzzn3\n7wM/DPzL5uZ7PMOG9iue0iFcbXGDiZ1doasul2e3Rwknc+a3Yn+1ULWJiZ6OL4wO/IUW961IBDM0\nbNIisuamER4Qk308hskgx4gcXSoMyUNmMjftNB1EmyhH++KyfT690gG2CYHVavinBmxChwp7bJJh\nSpE+w2mOpNpn3Mx7jo66Azbw/+8T/SzMGyYV9TVdXsph2U2WpaRorcOjkzogIjqzWEboktKJzpI+\nIbx+nyNrX/wCa1/8wuz/3/qJv/PEYznnvgT8OeAH0jS1ycsvAb/gnPsZfNr5Oi/2hna5GkVG6gVt\nEo2dNVQqGek5AhlkcCx7UfQO1cBVFVUxQTCwHWkkDVJngZiMMqIu2lYFcAr8wqyrpDikSJ8xWY5Z\npZ2rUs2f+tNsgluDxinsjfzTjrigXe9arlRkf7JAIiNUB9bhjNpsjpojZTTMMx3k/WOaxInyU3wa\nmhAnW2mAZJP5sd2iY6jTwKq9eG4ifSsZ0WNm3DTOScxk1OTUz5sT+GzyrL2fF2xo/3H8N+srzjmA\nf5ym6Z/+BG5ot0iorL6oqapj2w0TiqYUc4u6YRmu4N+SqNzKF3X1HfPYnF1aLO3SWh47Xy2I7SDQ\nCDcp4SGkvQJTMpTo4UhJmMbn7AD7sHEIewf+ENpEKnN7LVcvCT7TXAE2NDFjE0/ZqRA2sldoUyHD\nlFKhS79YYDouep8sn9sPzz3EGyttelLioFRUCYgm1yoxsLxyYXNKcZVVPlLtPE8sQ/fqez8/BRva\nRYi1UZkK6nYNj662uvFUE7fzYcWMFS4GMaRSIUDlIkvStf0mws80V0jGNLyOTqXDfEoROL5uDI6U\nFMeAPD0KkDuL1awcpEVvUhvEoQ2WQ2nlvIm41/J8RTM/q8BGLfzxOvA5OKw06VJmRI4JWU5pkLgp\no24pwr1KACAmC/LdPSJxWy1TmhQKkfQ/NrfJ4wmAlb+HqI+PFctNW542XbdJnStCUDVgyjab21ln\nMnaiVOs+ccxsSVIxurRHhB7bNm61S57Ljj7Sa8odCr0lKpXDGzZNAQ+ZqptAgQEZptRoU6UbR347\n/CDJbDTnwoFtD7OVa4P28cqiW5vVlIKadSkzJkuXMqc0eMA2nW418rc1Nkg7D6XSwsIsiVYzp2SU\nCvioTrP6VIQSXRMiVGxjAEVsjzSy2ghNsrxptS+yUbtCnpqo1DJImtihMo5KOnay7cg8TrE5xCsr\nQ2dZSCIFWbJuAa+tBaJlEtdfRDS5RFOblGe026Q0KDIPrjxkSJ6ECVNx3FTnWPMv5bIxc02JXVbX\n8mKIWBIOyGuWWSBdD8nTo0TChDEJKRmmUwf7uYiCaM2GKqFlYjhuON0zlcuGx6hOpf3adqNdbuE2\nYRc6WSUqj7wTiXLU5c1afo48tY8sV2jUhFXJ0NimIQWQFjGVlti+kUVCxNA8VkC/1jlBxMhGRIZY\nF8+C1OvYZuBxuL8bT1W1Ctk+ec8BDNsVxmQ5o8YpDY4zq3GxVYuZjc65yBIoE83qtVytKPApE2zG\nBrGLpAc5RnQpM6AQ6NpD/MRIF+eoNZifGi8frW1QELnfEOFkBVYyjg0imqIKKET9yywcx+lOK2N7\n51LlRd77ecXVT63bgYitKUo7Yb7MowsjLVERQNgXxAhOE/gsQ9Z2DWg2jBrn1TmsVNP2r9iJH+H8\nlP1qTMwtvGW67zj9bIOWq9OlxMQ5phXINPAVrz7wof8eFFOfbSixVtJ7LVcn1sEUdcNLwBak23DE\nKj1K9Cn6FLRXp/uNtVg8l7oKTSkTV2bYFRwyUBoaqVkOIuSWiZvYNUHLDpYR/03k3dmI5MUYZTFS\nWh6gcRGl40WQK04/20RDo/EFItFWmb8oMm4aKGWXoigv7BGvsPpOVExQR4HcnMyIAAkLVqiXVBQQ\no6mygwoYVZ7fh7QKY5cwoMAxTd8HWnGes7SFV84NaFTjF+eaq/biiAZ3rgG3V/AV6y3gFuxv13nA\nDe5xkw4+Ih+Psp4Ye0w0TMrwJni/LHXshNu6RNxB6MsqsYczax63yJdV5VRcclWYLiVqV1iOfGLT\nT+dc0Tn3q86533TOfdU591+H25vOua845952zv2yc27FPOeSo0LksgSTKyISCKWvvG1tEilXrlHN\ndBoOacNtDYhUX4rcpF20otzRuj+LP1hNDdpjFVQtMaEylUmnkDqmOAoMGJEj30+jEgb6XJKNhBTb\nrn8tVysaVZondBKobpSBUSZLnyInrHCfGxxO1+if1CKa0SHOSZNu2GEvEKuePSLNUjWr1PwW100G\nS1GeoOfU3C/fm8XUAeyQSOucl7mh/cVNPx9r1AK79wfTNP0u4PcBP+ic+xeAPw98JU3TN4BfCf8/\n5agQRV52vIAl39jGdFUqNUdbpAhRMaZE1yYXhjmeSk9dfD5gW6G08qdnbs+Z3yoWmHDbzrhSP977\nMO1lOOw3OWSdY1Z4yDbdWjb23QQbnK/DdtYfZoVYKlk+8nEtl5U6Ma7PA24Ff1FWYfIyPEy2QyN7\niQkJmcyEdJDzaigYVwNgIM5EUEQvzpuAO6WeGgwp9pFAfzW5KwFRJdZODRHmJnWf2Sw7R026b2GV\njy4v8jjvJ77LNE01+k4ciWPgR4Avh9u/DPyR8PdTjgpZ3DahfWI2tdSo7cUGN/3tiCtnLWvRNsmJ\n0Bs6z2cLOxX/23KS4n/N0VA6bIytArwzIrw3BaaOs4MmjikdKnQpsV9fJd0iMliy/u1US/77YDcx\nXA+NvBoRPl/EZ4IazELgqQ2LWVo0yDKhR5EhOQbjItnVdmyTU2+n2paUhKhzoAPshhfsmd8D/DdK\nKqeezwqxEiojp7Ucgphlp4rm/0ckueDvjyafaKPmnMs4534Tf0n+fpqmvwtspWmqS7SLRx7gqUaF\n6EqJgqH/BZ1bjM3iYeKj6TmK52UelIrKoIk4pNhfUZlo3BqEpbRX6a1STjvVL1RMNTjEEiN3gCPI\nV7tMyJIwpRfY59MqcQJqwE0KRa+Ldbz+rrDMduNrgUe/whcpe4kYcG0Cn22Cu4XHS8vQrRRpUeUu\ntxhQZEKWTGbKpJ+PE26tOlpGkCqhCsXlBBWdaaUGeB3RZGWpo6icqsLq+SrKiwV1Hnt77l2nfFoi\ntScmvWF423eFEbv/t3PuBxfuT51zj2vWeMx9E/xXWWurdZvdKKGrJjdoG4tU7xZlfxyOJ7rGEG8u\nWszPetHKExumL25ml7US7TtoqpRKUX2HuJexDaNOiQcrO3RcBb8qb0KqMCzBf1GGkDmDygFUUw9M\n74bDzE3Pu5aPJIsY+kW1P7nLEtB0UF4DXgF+Pwy+J8vd/A3ucYsOFXKMGJOl3amSnhTiGCAhI4rM\nhHbIB3eIPtkmERCxsDMis0koipIJNcpYiEzwh97cXAuKbrjo/48mgyUSeZctl0by0jQ9dc79HeB7\ngF3n3Haapg+dczvAXnjYU4wK+ZtEjtq3A99N3M4K0c1pnLdFRIWwKpKyDe8i6kKkueoYMlAdPACi\nbbMH4T6NWBDedw6DchoMYZ9oI2+El2vD9F6Bw40mnUKZE1boUIkTcpt4BT8C8jFGFHKn7qvrGWvP\nR+xACyuCtcpAUcFFEWjAsOFoU6VNddbMfjxapd+qxPRRdAtFacIRVCTQqCGI/hGiAVM/pwYzq06m\nZWsqNNmpt7ZdSr5YhQSId2bfgvFb4bYnNopeWl7kjoLHGjXn3DowTtP0xDlXAv4Q8BP4kSA/Cvx0\n+P2L4SlPMSrkjxPxL1UuO8Sv+OI8FRFjYX4Wcs0cR6C+XJzS1gJeQ3QchU1qZpe2qDrawyckY3yk\np3jfmCFVmzSN4R7wGtCGySTLIWuAb63pp0WquX6EAIMXF3xidrdcG7TnKOcZNI1Lq+MVdrOBv+R5\noALJxDElQ5U2fQqMyeJywThMw5PvEyMnbRhTuihEWuooCEKJiIyeYGFhaLZLUASBU2JfqE1F7eR6\nYGa8nAO+GH4kf+lSn9WT5BNr1PBI0ZdDBTMD/Hyapr/inPsN4H91zv0p4H3gjwE83agQOyxKgLyM\nixrOBdproq1oGMLelCYqXVVD/MjcL2KQojaIDXYinGm+i+J8aZ9cpjQzdD7Iw9p85oRZ7aI7rnAS\nZtgPyTMqJz4MWAHeY0aTW29A6yTOJlHj2PIK79fyJCniaYQNoOEgJ07hDpCDO5VtTmmEwZ8FEiaM\npjkyOKZN4Jt49Wgzj6Fp14AdCDkgdud1iD5SJyL/LTa20tAi0diprmXTUEvmBWbO3/aNLjFKg2cf\nPfRxyGONWpqmv43PCxdvPwJ+6ILnXHJUiC01izSr7eiiZ+vKWaxM7k8GSHiaNlFZw2e7DXQRLKKr\njgSL1grnkytVqcoOiw8327bRMfAA6EDvqMKgnueIVTpUSJPUv2Qj/ASGSDbrX7kcbn4QXul6OsfH\nI2LajPAIQkVh27q/Yfq6m/HS2lTYZ4MTVmifNBg/LESONsQ6lwyJBjlC9KuChwXwK+/VY6TSQj+m\nxAqqeG8CAC3z6Ylix3wsR66Kg3YZucIzU6ytJjZdaa3SsZTUonkORBelyEzaJDzMDnhXvC9Gtfo5\nLSKraDFrjjMhTuNdYGLrtMQcUfrQxiP+3wEZppyywpgse7l1GvU7JNnUPzbgMJk8FDMwnfpDFoij\nt66N2vMX8VkrBFu2hq/abANb0F7LkmXMmCwpjhE57o1v0jlpeGNzikc1TvEXTZvVxdkWYiFeo0b5\nSb1F08ya21RZV6FA03CFS0jnFKE9kdxoAbzlgRsvcvp5hW1Sulp2CofwLk3bEGilK94hGrCseU41\nHFOmQFe7Q2yeUzSWML/vTueg56vFaoTX0h7zTEgj8qht5vrqJ4cl7qa36VDhiCZDCpzeKPrTeAkf\nFlT9yxWy89nDZWtUy6VSfvpEV32KRwW2K+C2iDDBS/Agu0M78A3b1PwctXEWMmnkp0kNB3iDpYMK\nOxWdUmtuxSEXoCoYWd0IENVXaq/2KcuD02jBc4Ov1Py2J7K8NqlPNKXj+YnKNyrnWHelco9ULyFu\niRLOpt4RXWldSFVIFQlm8a5UEaCKEiNzv2rptXCMojmOjRJVeJiCS/xDjvBGSoXcHvABHHz7BgeF\nddrBsE1yGVY+93UyYnkGJZ4cePimRaQGX2ZAzHIRkk+PKLXX4qebeAitXMcbtAqwCcNNxwHr/B6f\n5z1e5eu8yRFNjk6bcQ+Qak8yVFJVwbA5osMTXVIFd0VYmukg1VQwJVVXcqH5C5I5vIyYks7+gejk\nFQQsb8jVYHDd0H6OKD7vEns9NPZC5SMbyelvUaq1k8yCF2IryvUJ8Lf0EDsAUvcLvbUprM7Rlpha\nzBBesU/UXx94ahz6u6eTDMes8FU+z1f5NlrU6VYSf+otZvWPxrpXPU2muYh2sCh2bsm1XF5sWl8m\napUTdztUPw/rK0zIcEY1rMJb53C8xqSTh7MkDoJUYVwcNdEyYL6Qr4ol4XEn4fch0V8LjenhCYvy\n+9pApSXJlh4imRk0e6O4mbp9efPUJpPspX7OE+fcjznnfts59zvOuR8Lt13YT/60csVTOuzobUu+\nUVxt250UOUkt9VxROmTItDdUoZONyiQyoHKFcreWbGRbtfScJjMcz7av6GVbeEytA607G7zPK6EP\ntMkZdbq5chz1Foi42TdgqxhXLIuUYpPi80SfyLU8vdSJUJYmBNHEp53hJ8OUAUWmJOQY+VE7CTBK\nYvuwalFqYG8T00mIVUyloHqMfKdSTBXx5eNtkUBprYbWqFkR5hVgZj+s1ujd6YA9liVZ35a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biqWmGBr/MmD9nhkHV22aJLCSYZ0lEmqpGIsxl8m5Q+XFU4bfuTwP4aUSXlIwUXS70t91uTbhVw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\nXSSU2cAwGz1y9meNqCTkqgkVI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"text": [ "" ] } ], "prompt_number": 57 }, { "cell_type": "code", "collapsed": false, "input": [ "def _2Dline(x,y,*p):\n", " a,b,c,d,e = p\n", " return a*np.exp(-((x-b)**2+(y-c)**2)/(2*d**2))+e" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 61 }, { "cell_type": "code", "collapsed": false, "input": [ "data = img[1100:1600,3400:3900,0]\n", "p0 = [500,250,250,100,0]\n", "coeff, var_matrix = curve_fit(_2Dline,x,data,p0=p0)" ], "language": "python", "metadata": {}, "outputs": [ { "ename": "ValueError", "evalue": "need more than 4 values to unpack", "output_type": "pyerr", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0mdata\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mimg\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1100\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m1600\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m3400\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m3900\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0mp0\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;36m500\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m250\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m250\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m100\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mcoeff\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvar_matrix\u001b[0m \u001b[1;33m=\u001b[0m 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"metadata": {} } ] }