CS计算机代考程序代写 Hive cuda matlab [Content_Types].xml

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[Content_Types].xml

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2

Decision exercise (2-dimensional) Two equally likely classes: P \left( \mbox{class 1} \right) = P \left( \mbox{class 2} \right) = \frac{1}{2} Gaussian measurement distributions f_{X_1,X_2} \left( x_1 , x_2 \left| \mbox{class 1} \right.\right)=\frac{1}{2 \pi \sigma_1\!^2} e^{- \frac{ \left( x_1 – \mu_{1,1} \right)^2 + \left(x_2 – \mu_{2,1} \right)^2 }{2 \sigma_1\!^2} and f_{X_1,X_2} \left( x_1 , x_2 \left| \mbox{class 2} \right.\right)=\frac{1}{2 \pi \sigma_2\!^2} e^{- \frac{ \left( x_1 – \mu_{1,2} \right)^2 + \left(x_2 – \mu_{2,2} \right)^2 }{2 \sigma_2\!^2} Parameters: \mu_{1,1}=0 \mbox{, } \mu_{2,1} = 0 and \sigma_1=1 \mu_{1,2}=2 \mbox{, } \mu_{2,2} = 2 and \sigma_2=1 , Typo corrected: was incorrectly listed as \sqrt{2} for means instead of 2. mu11=0;
mu21=0;
mu12=2;
mu22=2;
sigma1 = 1.0;
sigma2 = 1.0; Plots of densities f1 = @(x1,x2) 1/(2*pi*sigma1^2)*exp(-(((x1-mu11).^2+(x2-mu21).^2))./(2*sigma1^2));
f2 = @(x1,x2) 1/(2*pi*sigma2^2)*exp(-(((x1-mu12).^2+(x2-mu22).^2))./(2*sigma2^2));
[X1,X2] = meshgrid(-5:1e-1:5);
contourf(X1,X2,f1(X1,X2));
title(‘class 1′);
hold on;
line([ -3 ; 5],[5 ; -3],’Color’,’Red’,’LineWidth’,2);
hold off;
contourf(X1,X2,f2(X1,X2));
title(‘class 2′);
hold on;
line([ -3 ; 5],[5 ; -3],’Color’,’Red’,’LineWidth’,2);
hold off; Decision boundary becomes a line in the 2-D class We will derive this line later in the class: x_2 = – x_1 + 2 bx2 = @(x1) -x1 + 2; Probability of Type I errors for class 1: P \left( \mbox{ Decide class 1 } | \mbox{class 2} \right) = \frac{ \int_{-\infty}^{\infty} \int_{-\infty}^{bx_2 \left( x_1 \right)} f_{X_1,X_2} \left( x_1 , x_2 \left| \mbox{class 2} \right. \right) P \left( \mbox{class 2} \right) \mathrm{d} x_2 \mathrm{d} x_1 }{ P \left( \mbox{class 2} \right) }
type1_fcn = @(x1,x2) f2(x1,x2) .* ( x2 < bx2(x1)); prob_type1 = quad2d( type1_fcn , -25 , 25 , -25 , bx2 ) Probability of Type 2 errors for class 1: P \left( \mbox{ Decide class 2 } | \mbox{class 1} \right) = \frac{ \int_{-\infty}^{\infty} \int_{-bx_2 \left( x_1 \right)}^{\infty} f_{X_1,X_2} \left( x_1 , x_2 \left| \mbox{class 1} \right. \right) P \left( \mbox{class 1} \right) \mathrm{d} x_2 \mathrm{d} x_1 }{ P \left( \mbox{class 1} \right) } type2_fcn = @(x1,x2) f1(x1,x2) .* ( x2 > bx2(x1) );
prob_type2 = quad2d( type2_fcn , -25 , 25 , bx2 , 25 )

manual code ready 0.4 figure c4a00f73-4d07-470b-9363-419d407258e0 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VVVTQ3N9Pd3U1tbS133XUXo6OjvB5beYZEkAgSQSJIBIkgESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSQSJIBIkgESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSQSJIBIkgESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSQSJIBIkgESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSQSJIBIkgESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSQSJIBIkgESSCtf2/4qlNm3hq0yae2rSJpzZt4qlNm/j06P8iESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSQSJIBIkgESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSQSJIBIkgESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSQSJIBIkgESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSQSJIBIkgESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSQSJIBIkgESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSQSJIBIkgESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSQSJIBIkgESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSwbhEkAgSQSJIBIkgESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSQSJIBIkgESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSQSJIBIkgESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSQSJIBIkgESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSQSJIBIkgESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSQSJIBIkgESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSQSJIBIkgESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSQSJIBIkgESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSQSJIBIkgESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSQSJIBIkgESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSQSJIBIkgESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSQSJIBIkgESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSQSJIBIkgESSCRJAIEkEiSASJIBEkgkSQCBJBIkgEiSARJIJEkAgSQSJIBIkgESSCRJAIEkEi2Moz2JuTYZPixBNP5GMf+xiVDjzwQE455RS2bdvG448/jtnrsWhGnr7qRiotLq5gcXEFZmZmZvbGZNhed8ABBzDulVdewez1KFbV0VGfp7u2hUrzR9eybCAwMzMzs12XYXtcuVzm/PPPZ9GiRbyaF154gXGHH344Zruiu7aFztxCKjWPFejpb6epVMDMzMzMXr8M2+Oqqqp47rnneOihh3jmmWeY6Omnn2bNmjW8//3v57DDDsNsV62cPofWhuUUq+qYKFcepmswaBvpxczMzMxenwybFEuWLOHll1/mU5/6FPfddx+PPvoovb29fOpTn2L//fens7MTszeqWFXHohl5+qobqdQ20svi4grMpqppzMXMzGx3ybBJ8Wd/9mcsX76cLMu48soraWtr46qrrqKuro5vfetbSMLszShW1dFRn6e7toVK80fX0tPfTq48jNlUcyBzMTMz210ybNKcccYZrF69mpUrV9Ld3c0Pf/hD7r//fo499ljMdpfu2hYWzchTKVcepmswaCoVMDMzM7NXl2GT7vDDD+eDH/wgKSXM9oT1NY20Niynr7qRiXLlYboGg7aRXszMzMzst2WY2ZRUrKqjoz5PX3UjldpGelk2EJiZmZnZ/5RhZlNaR32e7toWKjWPFejpb6epVMDMzMzM/luGmU153bUtLJqRp1KuPEzXYNBUKmBmZmZmkGFm+4T1NY20Niynr7qRSl2DQdtIL2ZmZmb7ugwz22cUq+roqM+zcvocKrWN9LJsIDAzMzPbl2WY2T6nM7eQztxCKjWPFejpb6epVMDMzMxsX5RhZvukldPnsGhGnkq58jBdg0FTqYCZmZnZvibDzPZZ62saaW1YTl91I5W6BoPFxRWYmZmZ7UsyzGyfVqyqo6M+T3dtC5Xmj65l2UBgZmZmtq/IMDP7P7prW+jMLaRS81iBnv52mkoFzMzMzKa6DDOz/2vl9Dm0NiynWFXHRLnyMF2DQdtIL2ZmZmZTWYaZ2QTFqjoWzcjTV91IpbaRXhYXV2BmZmY2VWWYmVUoVtXRUZ+nu7aFSvNH19LT306uPIyZmZnZVJNhZvY7dNe2sGhGnkq58jBdg0FTqYCZmZnZVJJhZvZ7rK9ppLVhOX3VjUyUKw/TNRi0jfRiZmZmNlVkmJm9hmJVHR31efqqG6nUNtLLsoHAzMzMbCrIMDN7nTrq83TXtlCpeaxAT387TaUCZmZmZm9nGWZmu6C7toVFM/JUypWH6RoMmkoFzMzMzN6uMszMdtH6mkZaG5bTV91Ipa7BoG2kFzMzM7O3owwzszegWFVHR32eldPnUKltpJdlA4GZmZnZ202Gmdmb0JlbSGduIZWaxwr09LfTVCpgZmZm9naRYWb2Jq2cPodFM/JUypWH6RoMmkoFzMzMzN4OMszMdoP1NY20Niynr7qRSl2DweLiCszMzMze6jLMzHaTYlUdHfV5umtbqDR/dC3LBgIzMzOzt7IMM7PdrLu2hc7cQio1jxXo6W+nqVTAzMzM7K0ow8xsD1g5fQ6tDcspVtUxUa48TNdg0DbSi5mZmdlbTYaZ2R5SrKpj0Yw8fdWNVGob6WVxcQVmZmZmbyUZZmZ7ULGqjo76PN21LVSaP7qWnv52cuVhzMzMzN4KMszMJkF3bQuLZuSplCsP0zUYNJUKmJmZme1tGWZmk2R9TSOtDcvpq25kolx5mK7BoG2kFzMzM7O9KcPMbBIVq+roqM/TV91IpbaRXpYNBGZmZmZ7S4aZ2V7QUZ+nu7aFSs1jBXr622kqFTAzMzObbBlmZntJd20Li2bkqZQrD9M1GDSVCpiZmZlNpgwzs71ofU0jrQ3L6atupFLXYNA20ouZmZnZZMmwvWZ4eJiHHnqIF154AbN9WbGqjo76PCunz6FS20gvywYCMzMzs8mQYXtNR0cHl156Kf/xH/+BmUFnbiGduYVUah4r0NPfTlOpgJmZmdmelGF7xS233MLjjz+Omf1PK6fPYdGMPJVy5WG6BoOmUgEzMzOzPSXDJt2TTz7JsmXLeM973oOZ/bb1NY20Niynr7qRSl2DweLiCszMzMz2hAybVFu2bOFzn/scf/Inf8KZZ56Jmb26YlUdHfV5umtbqDR/dC3LBgIzMzOz3S3DJtXf//3f8/zzz/OlL30JM3tt3bUtdOYWUql5rEBPfztNpQJmZmZmu0uGTZrVq1dz5513cvXVV5NSwsxen5XT59DasJxiVR0T5crDdA0GbSO9mJmZme0OGTYpXnjhBa666io+8pGP8LGPfYw3a4g8Q+QZIs8QeYbI8xtWYzZVFavqWDQjT191I5XaRnpZXFyBmZnZvuI3rGaIPEPkGSLPEHmGyGNvXoZNisWLF7PffvtxzTXXsDskgkSQCBJBIjiQuZhNZcWqOjrq83TXtlBp/uhaevrbyZWHMTMzm+oOZC6JIBEkgkSQCOzNy7A97u6772bNmjVcd911HHTQQZjZm9Nd28KiGXkq5crDdA0GTaUCZmZmZm9Ehu1xa9asYdxf/dVfIQlJSOLOO+9kXFtbG5L49a9/jZm9PutrGmltWE5fdSMT5crDdA0GbSO9mJmZme2qDNvjTjnlFBYsWMCCBQtYsGABCxYsYMGCBfzRH/0R42bPns2CBQvYf//9MbPXr1hVR0d9nr7qRiq1jfSybCAwMzMz2xUZtsddeOGFLF26lKVLl7J06VKWLl3K0qVLOfnkkxnX1tbG0qVLqampwcx2XUd9nu7aFio1jxXo6W+nqVTAzMzM7PXIMDObArprW1g0I0+lXHmYrsGgqVTAzMzM7LVkmJlNEetrGmltWE5fdSOVugaDtpFezMzMzH6fDNtr8vk8Tz31FB/84Acxs92jWFVHR32eldPnUKltpJdlA4GZmZnZ75JhZjYFdeYW0plbSKXmsQI9/e00lQqYmZmZVcowM5uiVk6fw6IZeSrlysN0DQZNpQJmZmZmE2WYmU1h62saaW1YTl91I5W6BoPFxRWYmZmZ7ZRhZjbFFavq6KjP013bQqX5o2tZNhCYmZmZjcswM9tHdNe20JlbSKXmsQI9/e00lQqYmZnZvi3DzGwfsnL6HFobllOsqmOiXHmYrsGgbaQXMzMz23dlmJntY4pVdSyakaevupFKbSO9LC6uwMzMzPZNGWZm+6BiVR0d9Xm6a1uoNH90LT397eTKw5iZmdm+JcPMbB/WXdvCohl5KuXKw3QNBk2lAmZmZrbvyDAz28etr2mktWE5fdWNTJQrD9M1GLSN9GJmZmb7hgwzM6NYVUdHfZ6+6kYqtY30smwgMDMzs6kvw8zM/p+O+jzdtS1Uah4r0NPfTlOpgJmZmU1dGWZm9j9017awaEaeSrnyMF2DQVOpgJmZmU1NGWZm9lvW1zTS2rCcvupGKnUNBm0jvZiZmdnUk2FmZq+qWFVHR32eldPnUKltpJdlA4GZmZlNLRlmZvZ7deYW0plbSKXmsQI9/e00lQqYmZnZ1JBhZmavaeX0OSyakadSrjxM12DQVCpgZmZmb38ZZmb2uqyvaaS1YTl91Y1U6hoMFhdXYGZmZm9vGWZm9roVq+roqM/TXdtCpfmja1k2EJiZmdnbV4aZme2y7toWOnMLqdQ8VqCnv52mUgEzMzN7+8kwM7M3ZOX0ObQ2LKdYVcdEufIwXYPB/NG1mJmZ2dtLhpmZvWHFqjoWzcjTV91IpcXFFSwursDMzMzePjLMzOxNKVbV0VGfp7u2hUrzR9fS09+OmZmZvT1kmJnZbtFd28KiGXkq5crD9PS301QqYGZmZm9tGWZmttusr2mktWE5fdWNTJQrD9M1GLSN9GJmZmZvXRlmZrZbFavq6KjP01fdSKW2kV6WDQRmZmb21pRhZmZ7REd9nu7aFio1jxXo6W8nVx7GzMzM3loyzMxsj+mubWHRjDyVcuVhevrbaSoVMDMzs7eODDMz26PW1zTS2rCcvupGKnUNBm0jvZiZmdlbQ4aZme1xxao6OurzrJw+h0ptI70sGwjMzMxs78swM7NJ05lbSGduIZWaxwr09LfTVCpgZmZme0+GmZlNqpXT57BoRp5KufIwXYNBU6mAmZmZ7R0ZZmY26dbXNNLasJy+6kYqdQ0GbSO9mJmZ2eTLMDOzvaJYVUdHfZ7u2hYqtY30smwgMDMzs8mVYWZme1V3bQuduYVUah4r0NPfTlOpgJmZmU2ODDMz2+tWTp9Da8NyilV1TJQrD9M1GMwfXYuZmZnteRk2qcbGxli9ejUPPvggP/nJTzAz26lYVceiGXn6qhuptLi4gsXFFZiZmdmelWGT5r777uNP//RP+Zu/+Rs6OjpobW3lzDPP5Gc/+xlmZuOKVXV01Ofprm2h0vzRtfT0t2NmZmZ7ToZNikcffZQrr7yShoYGent72bBhA//wD//A8PAwbW1tlEolzMx26q5tYdGMPJVy5WF6+ttpKhUwMzOz3S/DJsWKFSvYb7/9uPnmmzn22GM54IADOPPMM+no6OA///M/efjhhzEzm2h9TSOtDcvpq25kolx5mK7BoG2kFzMzMyiQ8LQAACAASURBVNu9MmxStLa28td//dcccsghTJTL5Rg3MDCAmVmlYlUdHfV5+qobqdQ20suygcDMzMx2nwybFB/72Mfo6Oig0g9/+EPGnXDCCZiZ/S4d9Xm6a1uo1DxWoKe/nVx5GDMzM3vzMmzS/exnP+OBBx7g4osv5tvf/jYXXnghxx9/PLtiiDxD5BkizxB5hsjzG1ZjZlNXd20Li2bkqZQrD9PT305TqYCZme0bfsNqhsgzRJ4h8gyRZ4g89uZl2KS77bbb+NznPscjjzxCLpfjAx/4ALsqESSCRJAIEsGBzMXMprb1NY20Niynr7qRSl2DQdtIL2ZmNvUdyFwSQSJIBIkgEdibl2GT7oorruDJJ59k5cqVHH744Xz+85/n5ptvxszs9ShW1dFRn2fl9DlUahvpZdlAYGZmZm9Mhk26gw46iCzLOPzww/nqV79KbW0tX/nKV3j55ZcxM3u9OnML6cwtpFLzWIGe/naaSgXMzMxs12TYXnXAAQdwwgknsG3bNh5//HHMzHbFyulzWDQjT6VceZiuwaCpVMDMzMxevwzb48rlMnPnzmXhwoW8ms2bNzMupYSZ2a5aX9NIa8Ny+qobqdQ1GLSN9GJmZmavT4btcVVVVUybNo21a9fy7LPPMtHTTz/NunXraGho4H3vex9mZm9EsaqOjvo83bUtVGob6WXZQGBmZmavLcMmxZVXXsnLL7/MhRdeyP3338+jjz7Kt7/9bT71qU/xB3/wB0QEZmZvVndtC525hVRqHivQ099OU6mAmZmZ/W4ZNilOPfVUvva1r5FlGZdffjltbW3k83nq6uq44447OPHEEzEz2x1WTp9Da8NyilV1TJQrD9M1GMwfXYuZmZm9ugybNHPmzGH16tWsWrWK7u5uHnnkEe6//36am5sxM9udilV1LJqRp6+6kUqLiytYXFyBmZmZ/bYMm3SHHXYYH/zgB6mrq8PMbE8pVtXRUZ+nu7aFSvNH19LT346ZmZn9TxlmZjaldde2sGhGnkq58jA9/e00lQqYmZnZf8swM7Mpb31NI60Ny+mrbmSiXHmYrsGgbaQXMzMzgwwzM9snFKvq6KjP01fdSKW2kV6WDQRmZmb7ugwzM9undNTn6a5toVLzWIGe/nZy5WHMzMz2VRlmZrbP6a5tYdGMPJVy5WF6+ttpKhUwMzPbF2WYmdk+aX1NI60Ny+mrbqRS12DQNtKLmZnZvibDzMz2WcWqOjrq8/RVN1KpbaSXZQOBmZnZviTDzMz2eR31eTpzC6nUPFagp7+dplIBMzOzfUGGmZnZ/7Fy+hwWzchTKVcepmswaCoVMDMzm+oyzMzM/q/1NY20Niynr7qRSl2DQdtIL2ZmZlNZhpmZ2QTFqjo66vN017ZQqW2kl2UDgZmZ2VSVYWZm9iq6a1vozC2kUvNYgZ7+dppKBczMzKaaDDMzs99h5fQ5tDYsp1hVx0S58jBdg8H80bWYmZlNJRlmZma/R7GqjkUz8vRVN1JpcXEFi4srMDMzmyoyzMzMXkOxqo6O+jzdtS1Umj+6lp7+dszMzKaCDDMzs9epu7aFRTPyVMqVh+npb6epVMDMzOztLMPMzGwXrK9ppLVhOX3VjUyUKw/TNRi0jfRiZmb2dpVhZma2i4pVdXTU5+mrbqRS20gvywYCMzOzt6MMMzOzN6ijPk93bQuVmscK9PS3kysPY2Zm9naSYWZm9iZ017awaEaeSrnyMD397TSVCpiZmb1dZJiZmb1J62saaW1YTl91I5W6BoO2kV7MzMzeDjLMzMx2g2JVHR31efqqG6nUNtLLsoHAzMzsrS7DzMxsN+qoz9OZW0il5rECPf3tNJUKmJmZvVVlmJmZ7WYrp89h0Yw8lXLlYboGg6ZSATMzs7eiDDMzsz1gfU0jrQ3L6atupFLXYNA20ouZmdlbTYaZmdkeUqyqo6M+T3dtC5XaRnpZNhCYmZm9lWSYmZntYd21LXTmFlKpeaxAT387TaUCZmZmbwUZZmZmk2Dl9Dm0NiynWFXHRLnyMF2DwfzRtZiZme1tGWZmZpOkWFXHohl5+qobqbS4uILFxRWYmZntTRlmZmaTqFhVR0d9nu7aFirNH11LT387ZmZme0uGmZnZXtBd28KiGXkq5crD9PS301QqYGZmNtkyzMzM9pL1NY20Niynr7qRiXLlYboGg7aRXszMzCZThpmZ2V5UrKqjoz5PX3UjldpGelk2EJiZmU2WDDMzs7eAjvo83bUtVGoeK9DT306uPIyZmdmelmGTqlwus3btWh544AEefvhhSqUSZmb237prW1g0I0+lXHmYrsGgqVTAzMxsT8qwSdPb28tJJ53EJZdcwuc+9zkWLlzICSecwNe//nXMzOy/ra9ppLVhOX3VjUyUKw/TNRi0jfRiZma2p2TYpHjooYe46qqrOOyww7jzzjvZsGED3/3ud2lububGG2/krrvuwszM/luxqo6O+jx91Y1UahvpZdlAYGZmtidk2KS4+eabecc73sHtt9/O8ccfzwEHHMD73/9+vva1r/Gud72LW2+9FTMz+5866vN05hZSqXmsQE9/O02lAmZmZrtThk2K/fbbj1NPPZWDDjqIiWpqapg1axa/+MUvMDOz33ZfdSN/nVtIpVx5mK7B4OjRtbxYKvBiqcCLpQIvlgq8WCqwuTzM5vIwZmZmuyLDJsW9997LLbfcQqXt27ezceNGpk2bhpnZvmBzeZjN5WFeLBUYGl3L0OhaNhVXsKm4gk3FFWwYCB7rb2fdprNZt+lsNg7dwLdGf0BjzUzW8NtuKa7g/xsMBjevZnDzagY3r+bpF77BxqEb2Dh0A+s2nc26TWezbtPZPNbfzmP97WwYCDYVV/DsSC/PjvQyNLqWF0sFNpeHMTOzfVuG7VX/9E//xPPPP8+CBQswM5sqNpeH2VweZmh0LUOja9lUXMGGgeCx/nY2Dt3AxqEbGNy8mv/af5T/2n+UuiPPoe7Ic5j5gSs46vgbOfH0Ncw76yXmnfUSs+c9wex5TzBz3hNcf9ZL3PHHi6l0NbAaOOG0BzjhtAeYPe8JZs97gtnznmDeWS8x76yXmD3vCU48fQ0nnr6Go46/kbojz6Gq7kiq6o7kv/YfZXDzajYO3cC6TWfzWH87GwaCZ0d6eXaklxdLBV4sFTAzs6kvw/aadevWceONN3LooYdy6aWXsiuGyDNEniHyDJFniDy/YTVmZpNpc3mYzeVhhkbXMjS6lk3FFWwYCB7rb2fj0A08v20j/7X/KHVHnsNRx9/IiaevYfa8J5g97wlOOO0Bjpn1VY6Z9VUOnXkeh848j/cefBrvPfg0qmtm8rvccfQSvjTrq1Q67vl1/NOq93Pc8+t4NdU1M6mumUl1zUzee/BpHDrzPI44eglHHL2EY2Z9lRNOe4DZ855g3lkvceLpazjq+BupqjuSqrojGdy8mqdf+AbrNp3NY/3tbBgInh3pZWh0LS+WCpiZTbbfsJoh8gyRZ4g8Q+QZIo+9eRm2Vzz00EN89rOf5d3vfje3334706dPZ1ckgkSQCBJBIjiQuZiZ7Umby8MMja5lU3EFGwaCx/rb2Th0A89v28h/7T9K3ZHncNTxNzLvrJeYPe8JTjjtAY6Z9VUOnXke7z34NKprZrI7/P8zz+NT855gqGYmE6XSz/niujP58M/v5M2orpnJew8+jSOOXsIRRy/hhNMeYPa8J5h31kucePoa6hsXUVV3JM9v28iGwWDdprN5rL+dZ0d6GRpdi5nZnnYgc0kEiSARJIJEYG9ehk26W265hUsvvZS6ujp6e3s57LDDMDN7K9pcHmZodC2biit4rL+djUM38Py2jbzjoBkcdfyNzDvrJWbPe4ITTnuAY2Z9lUNnnsd7Dz6NyTBUM5PLT1vJhoNPo9LnH/8bPv/437AnVNfM5NCZ53HE0Us44bQHmHfWS8ye9wTHnvxPVNUdyfPbNrJu09k81t/OpuIKnh3pxczM3j4ybFItWbKEm266iaamJnp7e/nDP/xDzMzeKjaXhxkaXcum4go2DAQbh2743+zBC1QTdoL4+69RAwak8haTSWzqKysqFXHYtqFTywiF7Van9jgendaK9CLoOO14uUfS2FEMztLdnbVVoUYtdnRcpzi2ZxZqLLaVeDoqg+MDTEEamwhieKVGDAko3jP3f/739jKvGggP+/t8uC11ETl1GbMS95OUUkuCtpzY+GLCIrQMNYdMSa62nAMzNtLXD+0H2W+ayWAYJ1MSFqFliiaPBG05KYtvMX/BZwRPeoyxkVMx1/+YqqvrsLWXctN9GUEQBGH4kiAMmp/+9KccOXKEH/7wh7z33nuEhYUhCIIw1Dw9rThcJ7l4bQs1jjdpu1ND8KTHmDbv30lKqSU2vhi5cjlhEVqGqwOaPHK15fQV7baz3zST2W1mBts4mZIpmjymaPJIWXyL+Qs+Y2zkVBo9n2Ku/zFVV9dhay9FEARBGF4kCIOiqKgIk8lEeno6O3bsICAgAEEQhKHi6WnF1l7KxWtb+PLWb7ktdfG9f/opSSm1JGjLmaLJIyxCy0hyMULLSym1XIzQ8k3RbjuF5jRWWAoYSuNkSqZo8kjQlpOUUsusxP2MjZyKuf7HVF1dh629lJvuywiCIAhDS4Lgdx0dHezatYs/83g8vPbaa7z22mu89tprvPbaa7z22mu89tpr3L17F0EQBH/x9LRiay+l6uo6ahxvcjcogGnz/p0EbTmx8cXIlcsZ6RwyJbnaci5GaOlrxRfbKDSnMRyMkykJi9AyRZNHyuJbzF/wGWMjp3KxcQtVV9dhay/F09OKIAiCMPgkCH539uxZuru7+bMTJ05QVlZGWVkZZWVllJWVUVZWRllZGb29vQiCIAwkT08rtvZSLl7bQo3jTcZGTmVW4n6SUmqJjS8mLELLgyhXW86BGRvpa3abmf2mmUS77Qwn42RKpmjySFl8i/kLPmNs5FSqrq6j6uo6bO2lCIIgCINHguB3qamp1NXVUVdXR11dHXV1ddTV1VFXV0ddXR11dXXU1dUxduxYBEEQ+svT04rDdZKL17ZQ43iTu0EBTJv37ySl1DJFk0dYhJbvggOaPHK15fQV7bZTaH6G2W1mhqNxMiVTNHmkLL7F/AWfMTZyKub6H1N1dR229lIEQRAE/5IgCIIgPBA8Pa3Y2ku51LiFa64yvvdPPyUppZbY+GLCIrR8F12M0PJSSi0XI7R8U7TbTqE5jRWWAoazcTIlUzR5pCy+hfyR1dwNCqDq6jps7aUIgiAI/iFBEARBGNE8Pa3U3yiixvEmd4MCmJW4n6SUWuTK5QjgkCnJ1ZZzMUJLXyu+2EahOY2RYIomj9j4YuYv+IyxkVMx1/+Y+htFOFwnEQRBEAaOBEEQBGHE8fS04nCd5OK1LdQ43iR40mMkpdQSG19MWIQW4S/lasv5j/hi+prdZma/aSaz28yMBONkSqZo8khKqSV40mNcc5VRdXUdtvZSBEEQhP6TIAiCIIwYnp5WbO2lXGrcwjVXGdPm/TtJKbVM0eQh/GMfK5eTqy2nr2i3nUJzGrPbzIwU42RKpmjySEqpZf6Cz+gc5aDq6jps7aUIgiAIvpMgCIIgDHuenlZs7aVcatzC3aAAZiXuJymllrAILcL9uRih5aWUWi5GaOmr0JzGCksBI804mZIEbTnzF3zG3aAAqq6uw9ZeiiAIgnD/JAiCIAjDlqenFVt7KTWON7kbFMCsxP3ExhcTFqFF8J1DpiRXW86BGRvpa8UX2yg0pzESjZMpiY0vZv6CzxgbOZWqq+uwtZciCIIgfHsSBEEQhGHH09OKrb2UKx0l3A0KIEH7EbHxxYRFaBEGzgFNHv8RX0xfs9vM7DfNZHabmZFonEzJFE0e8xd8xtjIqVRdXYetvRRBEAThH5MgCIIgDCsO10kuNW7hblAAU2fnExtfzDiZEsE/PlYu56WUWhwyJd8U7bZTaE7jh/aDjFTjZEqmaPKYv+Az7gYFUHV1Hbb2UgRBEIS/TYIgCIIwLDhcJ7l4bQvXXGXMStxPbHwxYRFaHnRdbjtdbjsdbWaa7Adpsh+kwVJATXUWNdVZVJnTqDKnUWmaSaVpJpWmmVSaZmI6Oh7T0fGYjo7HdHQ8laaZVJpmUmmaSaVpJpWmmVSaZlJlTqOmOoua6iwaLAU0WAroaDPT0Wamy23nzxwyJbnaj7gYoaWvn1dn8fPqLEaycTIlsfHFzF/wGZ2jHFRdXcdN92UEQRCEvyRBEARBGFKenlZs7aVcc5XxvX/6KUkptYRFaHmQdLntdLntNNkPUlOdRU11FlXmNCpNM6k0zeT02TQuN22jiVM0cYpbcgmj5j/JqPlPMmGxjgmLdSjXmlCuNaFca0K51sSsbW5mbXMza5ubWdvcKNeaUK41oVxrQrnWhHKtiZjlu5mwWMeo+U/SM3Uyt+QSbsklNLh/w+WmbZw+m4bp6HgqTTN53/wMaTIlm/lLP7QfZL9pJiPdOJmSBG05sxL3c6WjhIvXtuDpaUUQBEH4/0gQBEEQhoSnpxVbeyk1jjcZGzmVpJRa5MrljHRdbjsdbWaa7Aepqc6iypxGpWkmp8+m0cQp3JGjGDX/SSYs1qFca2LWNjfTcy2oM00oluxGsWQ30ck6QuNXEBq/giB1EkHqJKShKqShKqShKqShKvqShqqQhqqQhqqQhqqQhqoIUicRpE4iNH4F0ck6opN1RCfrUCzZjTrTxPRcC7O2uVGuNRGzfDej5j/Jrqd1/ItaS1/Rbjv7TTOZ3WZmpAuL0JKUUkuE6jmqrq7D1l6KIAiC8L9IEARBEAadp6eVS41buBsUQIL2I6Zo8hiputx2muwHqanOosqcxumzaVyoWUMTpxg1/0kmLNYxa5ub6bkWFEt2o1iym9D4FQSpk5CGqhgOpKEqgtRJhMavIDpZhz3TRGquhSq1lm+KdtspNKfxlGkmDZYCGiwFjGRTNHkkpdTSOcpB1dV13HRfRhAE4btOgiAIgjBoPD2t2NpLqXG8ifyR1cTGFzNOpmQk6XLbabIfpKY6C9PR8Zw+m0YTp+iZOpkJi3VMz7UwPdeCYsluQuNXEKROYiS6HqoiI9NElVpLX/+X286eL7Zxo/sUpqPjqTTNpMFSQIOlgJFmnExJgracWYn7udJRgq29FEEQhO8yCYIgCMKguOm+zJWOEsZGTiUppZYpmjxGgi63nS63nQZLAVXmNE6fTeOq8yCj5j+JOvMY03MtKJbsJjpZR5A6iQdNRqaJoqd19PUDoN5pJyXXgnKtiVtyCTe6T2E6Op5K00waLAV0tJkZKcIitCSl1DI2cipVV9dx030ZQRCE7yIJgiAIgl95elqxtZdypaOEqbPzmaLJY7jrctvpaDNTU51FpWkmp8+m0RF0jQmLdUzPtaDONBEav4IgdRLfBUXJOlZlHqOvSU4b+4ypPOa0EZ2sQ51pYtY2N8q1Jm7JJVyoWUOlaSYNlgI62syMBFM0ecxf8BlXOkqwtZciCILwXSNBEARB8BtPTyuXGrcwNnIqSSm1hEVoGc663HYaLAVUmZ/hQs0aeqZORp15jOm5FhRLdhOkTuK76o/qJFJzLVSptXzTJKeNfcZU1lQY+N+koSqik3VMz7WgXGvillzChZo1VJpm0mApoKPNzHA2TqYkKaWWsZFTqbq6jpvuywiCIHxXSBAEQRAGnKenFVt7KTWON5E/spopmjyGqy63nQZLAZWmmZw+m8YtuYSY5buZnmshOllHkDoJ4X+5HqoiI9NElVpLX2tOGNhrTKEvaaiK6GQd03MtKNeauCWXcKFmDVXmNBosBQxnUzR5zErcz8XGLdjaSxEEQfgukCAIgiAMKE9PK/b2UjpHOUjQfsQUTR7DTZfbTpP9IDXVWZw+m0ZH0DVilu9meq6F6GQdQeokhL8tI9NE0dM6+kqwmjlWqGGetZK/RhqqIjpZx/RcC5GrdnNLLsF0dDw11Vk02Q8yHIVFaElKqaVzlIOL17YgCILwoJMgCIIgDBhPTytXOkoInvQYCdpyxsmUDCddbjtN9oNUmZ+h3rqNnqmTmZ5rQbFkN0HqJIRvryhZx6rMY/Q1yWljnzGVedZK/h5pqIroZB3Tcy30TJ1MvXUblaaZNFgKGG7GyZQkaMuJUD1H1dV13HRfRhAE4UElQRAEQRgQtvZSahxvMjvxPaZo8hhOutx2GiwFnD6bRhOniFm+m+m5FqKTdQi++6M6idRcC1VqLX3tM6aypsLAPyINVRGdrGN6rgXlWhO35BJMR8fTYClguJmiyWNW4n4uNm7B1l6KIAjCg0iCIAiC0C+enlZs7aW0dp0lQfsR42RKhosut50GSwGnz6ZxSy7h4cxjKJbsJkidhDAwroeqyMg08WH8Cvpac8LAXmMK35Y0VEV0so7puRZuySWYjo6nwVJAl9vOcBEWoSUppZbOUQ7qbxQhCILwoJEgCIIg+MzT08qlxi2MjZxKUkot42RKhoMut52a6ixOn03jllzC9FwL0ck6pKEqRqJup41up41up43b1kpuWyu5ba3ktrWS29ZKblsruW2t5La1ktvWSrqdNrqdNgaTfslu9Et201eC1cyxQg3zrJV8W9JQFdHJOqbnWrgll1BpmklNdRZdbjvDwTiZkgRtOcGTHqPq6joEQRAeJBIEQRAEn3h6WrnSUYL8kdVM0eQxHHS57TRYCjh9No2eqZOZnmshOlnHcNXttNHttOGsPoCz+gCNpa/QWPoKVmMKdYUaLm2UcWmjjCslyVwpSeZKSTJffZiB/Q967H/QY/+DHvsf9Nj/oMf+Bz32P+ix/0HPlZJkrpQkc2mjjEsbZdQVaqgr1GA1ptBY+gqOCgOOCgO3rZXctlYyUD6MX0FqroW+Jjlt7DOm8lz1Ae6HNFRFdLKO6bkWeqZOptI0kwZLAcPFFE0eU2bnU3V1HTfdlxEEQXgQSBAEQRDum6enlRrHm0ydnc8UTR5Drcttp8FSwOmzadySS5ieayE6Wcdw0u204aw+QGPpK1iNKdQVaqgr1HClJJkbXxhp6SjH+4QG7xMaRmVkIN2wmRDjcSZ8WEuI8TghxuOEGI8TYjxOsKGEYEMJwYYSgg0lBBtKCDaUEGwoIdhQQojxOCHG40z4sJYJH9YSWGgksNDIqIwMvE9ocEU6cUU6sf9Bz1cfZnBpo4y6Qg1WYwqOCgOOCgO3rZX44nqoitRcC1VqLX3ll75Cfukr3C9pqIroZB3Tcy3ckkswHR1Pg6WA4UCuXM6sxP1cbNzCTfdlBEEQRjoJgiAIwn1xuE5S43iTBO1HhEVoGUpdbjsNlgLO12TREXSNhzOPEZ2sY6h1O204qw/QWPoKVmMKlzbKuFKSTEtHOd4nNIzKyEC6YTMTPqwlxHicYEMJsvUGpAsWIV2wiDGxCYyJTUASJWcgSKLkSKLkjIlNQLpgEYHLcghclkOwoYQQ43EmfFhLYKGRURkZuCKdfH2vFqsxlbpCDXWFGhwVBhwVBr6t66EqMjJNFD2to6/nqg9wrFCDL6ShKqKTdUzPtXBLLqHSNJMGSwFDLSxCS1JKLRcbt3DTfRlBEISRTIIgCILwrdnaS7nmKiNB+xHjZEqGUkebmSrzM3QEXSNm+W4US3YjDVUxFLqdNm5bK3FUGLAaU7hSkkxLRzldU0MYlZHBhA9rCTEeR7begHTBIsbEJjAmNoHhRBIlZ0xsAoHLcpCtNzDhw1oCC41IN2zGFemkw3GcSxtl1BVqcFQYuG2t5B8pStaxKvMYfU1y2jhWqGGetRJfSENVRCfrUK41caP7FJWmmXS0mRlK42RKklJqafR8isN1EkEQhJFKgiAIgvCt2NpLae06S1JKLeNkSoZSg6WACzVriFm+G8WS3UhDVQy2bqcNZ/UBrMYU6go1fPVhBq5IJ6MyMggxHke23kDgshzGxCYwUkmi5IyJTSBwWQ7BhhImfFhLYKERV6QT+x/0XNooo65Qg6PCwN/yR3USqbkWroeq+KZJThv7jKmsqTDgK2moCnWmiZjlu7lQs4YqcxpDaZxMSYK2nLY7NdTfKEIQBGEkkiAIgiD8Q7b2Uu4GBZCUUstQarAU8IezadySS5ieayFIncRg6nbacFYfwGpM4UpJMi0d5dx7NpUJH9YSYjxO4LIcxsQm8CCTRMkJXJZDsKGEEONxxrz4Cq5IJ5c2yqgr1OCoMNDX9VAVqbkWqtRa+lpzwsBeYwr9EaROYnquhTFzkqg0zaTBUsBQStCW0yPtpf5GEYIgCCONBEEQBOHvsrWXcjcogNj4YoZKl9tOg6WAa47fELN8N9HJOgZLt9PGbWslVmMKV0qSaeko596zqYQYjyNbb0C6YBHfVZIoOdIFiwhclsOED2uRbtiMK9LJpY0y6go1OCoMfFNGpomip3X0lWA1c6xQwySnjf6ITtahXGviRvcpqsxpDKUEbTk90l7qbxQhCIIwkkgQBEEQ/iZbeyl3gwKIjS9mqDRYCjh9No1bcgnTcy1IQ1UMhm6nDUeFgSslyTR+Wcy9Z1MJMR5Htt6AdMEihL80JjaBwGU5TPiwFumGzXx9r5ZLG2U4Kgx0O238WVGyjlWZx+hrktPGPmMq86yV9Ic0VIU608SYOUlUmmbSZD/IUEnQltMj7aX+RhGCIAgjhQRBEAThr7K1l3I3KIDY+GKGQpfbToOlgGuO3/Bw5jGik3X4W7fThrP6AFZjCldKknFFOgk2vItsvQHpgkUI396Y2ARk6w2EGI/jinRSV6ihrlCDo8LAH9VJpOZaqFJr+aZJThv7jKmsqTDQX9HJOpRrTVx1HqSmOouhkqAtp0faS/2NIgRBEEYCCYIgCMJfsLWXcjcogNj4YoZCl9tOlfkZbsklTM+1IA1V4U/dThuOCgNXjalcr9zMvWdTCTEeJ3BZDpIoOYLvJFFyApflMOHDWiQp6bRdWb+nYwAAIABJREFUKqGuUMOfqg+QkWmiSq2lrzUnDOw1ptBf0lAV6kwTPVMnU2maSUebmaGQoC2nR9pL/Y0iBEEQhjsJgiAIwv+Prb2UzlEOYuOLGQoNlgJOn01j/D//hOhkHf7U7bThqDBwpSSZr+/VIt2wmRDjcaQLFiEMvMBlOYQYjxNYaMQV6aSuUMO/PJxE0dM6+kqwmjlWqGGetZL+ik7WEbN8N1XmNJrsBxkKCdpyeqS92NpLEQRBGM4kCIIgCP8vh+skrV1nSdCWM9i63HYaLAVcc/yGhzOPEZ2sw1+6nTYcFQaulCTz9b1agg3vIltvYExsAkOtt6WJ3pYm7tRU0f3JB3R/8gHu7Trc23W4t+twb9fRqVtJp24lnbqVdOpW0qlbSaduJZ26lbi363Bv1+HersNzaCeeQzvp/uQD7tRU0dvSxHAgiZITuCyHwEIjrkgnPzt3gH9Ra+lrktPGPmMq86yV9FeQOonpuRauOg9SU53FUEjQltM5ysFN92UEQRCGKwmCIAjC/8PT08o1VxkJ2o8YbF1uO1XmZ7gllzA914I0VIU/dDttOCoMXClJ5ut7tQQb3kW23oAkSs5g621p4k5NFd2ffIB7u45O3UpcmQtxZS7Eu2kZkiMGghp+T1DD74lU96B4PATF4yEoHg9havbjTM1+nKnZjzM1+3GmZj/O1OzHmZr9OIrHQ1A8HoLi8RDCg22EB9sYYy5BcsSAd9Myvn5uJq7MhbgyF+I5tBPPoZ3cqaliKEii5AQuyyGw0MiJ+bN4GPiMv7TPmMqaCgP9JQ1Voc404Y4cRaVpJkMhNr6Yi41buOm+jCAIwnAkQRAEQcDT08qVjhJi44sZJ1MymLrcds7XZDH+n39CdLIOf3FWH+CqMZWv79USbHgX2XoDkig5g6G3pYnelia6P/mATt1Kvn5uJt5Ny+jZ8XOCGn6P4vEQpmY/zux3svj+6V3EHc1Hs+tV1PoXUetfRLE6ncj0RCLTE4lMTyRk7jRC5k4jZO40QuZOI2TuNELmTiNk7jQi0xOJTE8kMj0Rxep0FKvT0ex6Fc2uV4k7ms/3T+9i9jtZTP/FC4QH2wgPtiE5YuDr52biylyIe7sOz6Gd3KmpYrBIouQELsuhw3iclAWLKOEvrTlhYK8xhYGgWLKb8LTXqTTNpKPNzGAaJ1OSoC2n3lHETfdlBEEQhhsJwpD5/PPPuXbtGoIgDC1PTytXOkpQTMkkLELLYOpoM3P6bBoh//wTopN1+EO300Zj6Stcr9yMdMNmZOsNSKLk+FtvSxPdn3xAp24lrsyFeDctI6jh9ygXa4g7mk/c0Xzijuaj1r9IZHoiIXOnERATzmAIiAknZO40FKvTUaxOR7PrVb5/ehez38lC8XgI4cE2enb8HFfmQjp1K/Ec2smdmir8TRIlR7bewHrjcTKi5PSVYDVzrFDDPGsl/RUav4KY5bupMqfR0WZmMIVFaJmVuJ96RxGCIAjDjQRhSJw5c4aXX36ZM2fOIAjC0PH0tFJ/o4jwmIXIlcsZTE32g1yoWcPDmccIjV/BQOt22nBUGLhSkkzX1BBCjMcZE5uAv/S2NNHb0oTn0E5cmQvxblpGUMPvUS7W8P3Tu4g7mo9a/yKR6YkExIQzHAXEhBOZnohidTpxR/OZ/U4WysUawoNt9Oz4Oa7MhXgO7eROTRX+JImS8zvjcTQ/zqavSU4b+4ypPFd9gP4KUicxPdfChZo1dLSZGUxhEVrkj6zm4rUtCIIgDCcShEF39uxZcnJyEARh6DlcJwmOfJQpmjwGU4OlgHrrNh7OPIY0VMVA63bauGpM5et7tQQb3iVwWQ7+0NvSxJ2aKtzbdbgyF+LdtIzwYBvTf/ECcUfzUetfJDI9kZEqICacyPREFKvTiTuaz+x3sggPttGz4+e4MhfiObSTOzVV+MuNZTnMMR7nVGwCfeWXvkJ+6Sv0lzRUxcOZx7jctI0m+0EG0xRNHqODwrG1lyIIgjBcSBAGTU9PD7t27WLlypV4vV4EQRhaDtdJWrvOEhtfzGBqsBRwzfEbHs48hjRUxUDqdtpwVBi4UpKMJCUd2XoDkig5A623pQnPoZ106l6mZ8fPiVT3oNn1M+KO5qNYnU7I3Gk8iAJiwlGsTifuaD6z38kiPNhGz46f48pciOfQTvzBHiXnWUMJv/xxNn09V32AY4Ua+ksaqkKxZDdXnQdpsh9kMCVoy+kc5eCm+zKCIAjDgQRh0Kxdu5bt27fz5JNP8vrrryMIwtDx9LRyzVVGbHwxg6nBUsA1x2+YnmtBGqpiIHU7bTSWvkKH4zjBhncJXJbDQOttacK9XYd30zLG3zrH9F+8QNzRfBSr0wmZO43vkoCYcBSr04k7ms/sd7IID7bx9XMz8RzaSW9LEwPt35bl8KyhhL4mOW0cK9Qwz1pJf0hDVagzTVx1HqTJfpDBFBtfzMXGLXh6WhEEQRhqEoRBM2PGDPbu3UtRURHh4eEIgjA0PD2t1N8oYpJyOWERWgZLg6WAa47fMD3XwkBzVh/gSkkyd+fPIthQgiRKzkDpbWmi+5MP6NStxLtpGZHqHuKO5qPWv0jI3GkIEBATjmJ1OnFH8wkPtuHdtAxX5kI8h3YykE7FJjDHeBx7lJxvmuS0sc+YypoKA/2lzjRx1XmQJvtBBss4mZIEbTn1N4oQBEEYahKEQfPqq6/yxBNPMBAcbMLBJhxswsEmHGyik08RBOEfc7hOEhz5KFM0eQyWBksB1xy/YXquhYHU7bThqDBwvXIzwYZ3CVyWw0DpbWmi+5MP6NS9zN3f/ifKxRrijuajWJ2O8NcFxISjWJ1O3NF8Zr+ThbT+Y1yZC/Ec2slAsUfJmWM8zqnYBPpac8LAXmMK/aXONHHVeZAm+0EGS1iEltFB4dTfKEIQhH+sk09xsAkHm3CwCQebcLAJof8kCCNSNFuIZgvRbCGaLUSzhWCeQhCEv++m+zKtXWeJjS9msDTZD3LN8Rum51oYSN1OG1eNqbginYQYjyOJkjNQuj/5APd2HXd/+59M/8ULxB3NJzI9EeHbC4gJR7PrVWa/k4W0/mNcmQvp/uQDBsqzhhJ++eNs+kqwmjlWqGGS00Z/qDNNXHUepKPNzGBJ0JbjunOVm+7LCILw9wXzFNFsIZotRLOFaLYQzRaE/pMgCILwHeHpaaXeUURsfDGDpcttp966jYczjzGQup02bB+uQpKSTuCyHAZKb0sTnbqV3P3tf6JcrCHuaD4hc6cxmLzN7bjO1dNadprWstNY89/Dkv0rLNm/4vxiPecX6zm/WM+ZxGzOJGZzJjGbM4nZnEnM5vxiPecX6zm/WM/5xXos2b/Cmv8ejXvKaC07jetcPYMtICYcza5Xmf6LF7j72//ElbmQOzVVDIR/W5bDs4YS+prktLHPmMo8ayX9oViymws1a+hoMzNYYuOLqXcUIQiCMFQkCIIgfEc4XCcJj1lIWISWwdDltnP6bBoPZx5DGqpioHQ7bdg+XAWPPkrgshwGQm9LE92ffIB30zKiE6OIO5pPZHoi/uZtbqe17DTW/PewZP+K84v1XM/eSnt+EarqclTV5fz40RY2rBrNhlWj2b5DwfYdCrbvUPC7z+fzu8/n87vP5/O7z+fzu8/ns32Hgu07FGzfoUCni2TDqtEsmHiNJ+6dR1VdjsS4lzOJ2ZxJzOb8Yj2Ne8po3FOGt7kdfwuZO424o/nE/GscPTt+TqduJQPhVGwCc4zHORWbwDdNctrYZ0xlTYUBX0lDVTyceYwqcxodbWYGQ1iElvCYhdTfKEIQBGEoSBAEQfgOuOm+TGvXWWLjixkMXW4752uyUCx5B2moioHirD7AlZJkpBs2E7gsh/7qbWnCc2gn3k3LCL39OXFH81GsTsdfvM3tNO4pw5L9K84kZnM9eyuq6nIWTLzGhlWjOXTkEYqPzKH4yBzWva5m3etqnkqLIHZuCLFzQ4iKCSAqJoComAD+mqiYAKJiAoiKCSB2bgixc0NYmiFnaYacda+ryd+p4Xefz6f4yBx0ukieuHeeCdWVnF+s5/xiPZbsX9G4pwxvczv+olidTtzRfKITo3BlLsRzaCf9ZY+S86yhhFOxCfS15oSBvcYUfCUNVaHOPEZNdRaDJTa+mB5pLzfdlxEEQRhsEgRBEB5wnp5W7LfKiI0vZjB0ue3UVGcROCOJIHUSA8VRYeB65WaCDe8iiZLTX70tTbi367h38jCaXT9DsTqdgeZtbsd1rh5r/nucX6znevZWpl0/w0tpdyk+MofiI3NY97qapRlyYueGMFiiYgKInRvC0gw5+Ts1/O7z+WzfoWDDqtE8ce885xfrOb9YT+OeMlzn6vEHxep0Zr+ThbT+Y1yZC+ltaaK/njWU8MsfZ9NXgtXMsUIN86yV+CJInUTM8t1UmdMYLI9oNlLvKEIQBGGwSRAEQXjAOVwnCXpoBmERWgZDk+0A91QqopN1DBRHhYG2SyWEGI8jiZLTX55DO/FuWkZ0YhRxR/MJiAlnIHmb27Hmv8f5xXra84tYMPEaOl0kxUfmsO51NU+lRRAVE8BwEhUTQOzcEJZmyPnd5/PZvkPBE/fO055fxPnFehr3lOFtbmcgBcSEo9n1KpP/j6dxZS7Ec2gn/fVvy3J41lBCX5OcNvYZU5lnrcQXQeokxsxJosqcxmAIi9ASHrMQW3spgiAIg0mCIAjCA8zT00pr11ke0eQxGJrsB7nm+A2KJbsZKI4KA22XSggxHqe/elua8Bzayb2Th9Hs+hmK1ekMFG9zO61lp7Fk/4rr2VtZMPEaW3bMoPjIHJZmyImdG8JIEhUTwNIMOcVH5rB9h4In7p3nevZWzi/W07injIEUmZ5I3NF8pPUf06lbSX+dik1gjvE4p2IT6GufMZU1FQZ8EZ2swxsCHW1mBkNsfDH29lI8Pa0IgiAMFgmCIAgPsPobRUxSLmecTIm/dbnt1Fu38XDmMQaKo8JA26USQozH6a/eliZ6dvyc8GAbcUfzCYgJZyB4m9tp3FPG+cV6xv3PUV5Ku0vxkTkszZATOzeEB0FUTABLM+QUH5nD9h0Kpl0/w/nFehr3lOFtbmcgBMSEo9n1KtGJUbgyF3Knpor+sEfJedZQwoHYBPpac8LAXmMKvlAs2U2VOY2ONjODITa+mPobRQiCIAwWCcKQSE5Opq6ujiVLliAIgn/cdF+me1QnUzR5+FuX2875miwUS95BGqpiIDirD9B2qYQQ43H6y3NoJ95Ny4j510dRrE5nIHib27Hmv8f17K08ce88xUfmkL9Tw1NpETzIomICWPe6mu07FDxx7zznF+uxZP8Kb3M7A0GxOp3pv3iBTt1K7tRU0V/rDCVkxibQV4LVzLFCDfOsldwPaagKdeYxaqqzGAxy5XJGB4Vz030ZQRCEwSBBEAThAeTpacXWXkpsfDGD4UtLAYEzkghSJzEQnNUHuF65mWDDu/SX59BO7p08jGbXz4hMT6S/vM3tNO4p43r2VhZMvEbxkTkszZATFRPAd0lUTABLM+T87vP5PPOom/OL9TTuKWMghMydRtzRfCRHDLi36+iv3643MDU2gb4mOW3sM6byXPUB7keQOonx//wTqsxpDIZHNBupdxQhCIIwGCQIgiA8gG52XWZ0UDhhEVr8rcl+kNZbp4hO1jEQup02rlduJtjwLpIoOb7qbWnCc2gn42+dI+5oPgEx4fSHt7mdxj1lXM/eyhP3zlN8ZA5LM+QIsDRDzu8+n88T985zJjGbxj1l9FdATDiaXa8S+HUtnbqV9IckSk7LegMPA5/xl/JLXyG/9BXuR3SyDm8IdLSZ8bewCC2yh2bgcJ1EEATB3yQIgiA8YDw9rThunuQRzUb8rcttx37jIIol7zAQup02bB+uQrbegCRKjq96W5rwHNpFeLANtf5F+qu17DSW7P9i2vUzbNkxg6UZcoaDlmYvLc1ehoulGXKKj8zhiXvnOb9YT+OeMvpLs+tVQlWj6dStpD8kUXLaDCWkhKooelpHX89VH+BYoYb7Ef20jipzGoPhEc1G7O2lCIIg+JsEQRCEB8zNrsuMDgonLEKLv31pKWD0RBVB6iT6q9tpo7H0FXj0UcbEJuCr3pYm3Nt1RKp7UKxOpz+8ze007imjc89hdLpI1r2uJiomAH9rafbS0uzl0/I23t5q5e2tVvQ5FrKev0DW8xf40WNn+dFjZ8l6/gJZz1/gR4+d5UePnSXr+QtkPX+BrOcvoM+xoM+xcHhvE4f3NlFzzsVgiIoJYGmGnO07FERfr8WS/Sv6S61/EeViDZ26lfTHmNgExrz4Cv/n1UpWZR6jr0lOG8cKNcyzVvJtBKmTiHpaR011Fv4WFqFF9tAMHK6TCIIg+JMEQRCEB4inpxXHzZM8otmIv3W0mWm9dQrFkt0MBGf1AXomhxO4LAdf9bY04d6uIzoxCsXqdPrDda6e9vxdPHHvPMVH5hA7NwR/aWn28ml5G/ocC1nPX+CXOV/wy5wvcFXfQnlvFC/GhfD2ywr+e6Oa029psL4fR6/5+/Sav0+v+fv0mr9Pr/n7nH5Lw+m3NJx+S8PbLyvY8EwkM3oh8Ho3J/Ze50ePnSXr+Qvocywc3ttEzTkX/hIVE8Drr0fxzKNuzi/W4zpXT39EpieiXKyhU7eS/pAuWIRX5uG3Jwyk5lq4HqrimyY5bewzprKmwsC3EZ2so/XWKTrazPjbI5qN2NtLEQRB8CcJgiAID5CbXZcZHRROWIQWf+py2/nSsg3FkncYCM7qA7RdKkG23oCveluacG/XEZ0YhWJ1Or7yNrfTuKeM9vwidLoolmbIGWgtzV4+LW/j7a1WfvTYWX6Z8wWu6ltseCaS/96oxvp+HNb343g3T827eWpeeiaSHzwawg8eDWHyxAAmTwzgr5k8MYDJEwOYPDGAHzwawkvPRPLGKgXv5qn59C0Nvebvc/otDW+/rGBGL+zbepWs5y/w9lYrh/c24Q9LM+Rs36FAYtyLNf89+iMyPRHlYg2dupX0R7ChBK/MwxWnjdRcC1VqLX2tOWFgrzGFb0Ox5B1qqrPwt7AILbKHZuBwnUQQBMFfJAiCIDxAHDdP8ohmI/7W0WbmnkpFkDqJ/up22rheuZlgw7v4qrelCfd2HdGJUShWp+Mrb3M7luz/4ol75yk+MoeomAAGSkuzl0/L29DnWPhlzhe4qm/xYlwIn7ylwfp+HO/mqXnpmUh+8GgI/jR5YgA/eDSEN1YpsL4fx+m3NCRFBxB4vZsfPXYWfY6FT8vbGEhRMQHk79SwYOI1zi/W421ux1eR6YlEJ0bRqVtJf8jWG7AaU7ltrSQj00TR0zr6SrCaOVaoYZLTxt8TpE5CMlFFg6UAf5ukWo7j5kkEQRD8RYIgCMID4qb7Mt2jOgmL0OJPXW479dZthM5dQX91O200lr5C4LJsJFFyfNV94gNCVaNRrE7HV97mdq5nb2VRWiBLM+QMlJZmL4f3NrFp7Rf8fk8TG56JxPp+HO/mqXnpmUh+8GgIQ2nyxADeWKXg3Tw1vebvsyQuhN/vaSLr+Qsc3tvEQFqaIUeni8SS/V+4ztXjK8XqdEJVo+nUrcRXkig5svUGHCcM/FlRso5Vmcfoa5LTxj5jKvOslfw9iiW7+fKLbfibXLmc7lGd3HRfRhAEwR8kCIIgPCBs7aU8osnD3760FBCk1hKkTqK/blvNeGUepAsW4SvPoZ1I6z9GrX8RX7WWneZ69la27JjB0gw5A6Gl2cvbW638MucLAq93898b1Vjfj+OlZyIZzt5YpcD6fhyn39Iwoxd+9NhZDu9toqXZy0CInRvC9h0KLNn/hetcPb5S619EJv0az6Gd+Eq6YBFemQdHhYE/+6M6idRcC1VqLd80yWljnzGVNRUG/hZpqIrQ+BXUVGfhb49o8nC4TiIIguAPEgRBEB4Anp5Wukd1Ilcux5+63HZab51CsWQ3/dXttHG9cjOy9QZ81f3JB9w7eRjNrlfxVeOeMjr3HGbLjhlExQTQXy3NXt7eauWXOV+QFB2A9f043s1T84NHQxhJJk8M4I1VCqzvxzGjF/ZuvYo+x0JLs5f+iooJoPjIHCTGvbSWncZXml2vIq3/mDs1VfhKtt5AywkDt62V/Nn1UBUZmSaq1Fr6WnPCwF5jCn+LYslumuwH6XLb8Se5cjmuO1fx9LQiCIIw0CQIgiA8AOztpYRFaPG3muosJsxdwUBoLH2FwGXZSKLk+KK3pYm7v/1PNLt+hq8a95TRU1ZB8ZE5RMUE0B8tzV4O723ilzlfkBQdgPX9ON5YpWCkmzwxgDdWKTjzloYlcSFkPX+Bw3ub6K+omADyd2oY9z9HadxThq/U+hfp1K3kTk0VvpBEyZGtN+A4YeCbMjJNFD2to68Eq5ljhRrmWSv5a6Ke1vGlpQB/C4vQYm8vRRAEYaBJEARBGOE8Pa04XCeZpFqOP3W57XTetROdrKO/nNUH8Mo8SBcswhe9LU106l5Grf8JATHh+KJxTxnTrp+h+Mgc+uvT8jb2br3KjF6wvh/HG6sUPIjeWKXA+n4cM3oh6/kL1Jxz0V/5OzVMqK6kcU8ZvgiICUez62e4t+vwlXTBIrwyD87qA3xTUbKOVZnH6GuS08Y+YyrzrJX0FZ2s49ZdO11uO/4UG1+Mw3USQRCEgSZBEARhhPP2tBIWoSUsQos/fWkpIEitpb+6nTZaThgIXJaDr7pPfEB4wvcImTsNXzTuKaOnrIJ1r6vpj5ZmL4f3NvH7PU0czlPzxioFD7rJEwN4Y5WC029pOLH3OvocC/2Vv1PDhOpKWstO44uQudMIT/ge7u06fBW4LIfG0lfo64/qJFJzLVSptfS1z5jKmgoDfQXOSOJLSwH+FhahxeE6iSAIwkCSIAiCMMLZ2kuZpFqOP3W57bTeOkXU0zr667bVDI8+ypjYBHxxp6aKeycPo9a/iC9ay07TU1ZB8ZE59EdLs5e9W68yoxes78cxeWIA3yWTJwbw6VsalsSFkPX8BWrOueiP/J0axv3PUVzn6vGFWv8igV/XcqemCl+MiU1gTGwCjgoDfV0PVZGRaeLD+BX0teaEgb3GFL4pOllHk/0gXW47/jRJtZyb7ssIgiAMJAmCIAgjmKenle5RnciVy/GnjjYzQWot0lAV/dHttHG9cjPSpxfhi96WJu7+9j9Q63+CL1zn6uncc5gtO2bQH4f3NvHLnC84nKfmjVUKvsveWKXgvzeq2bT2Cw7vbaI/1r2upj2/CNe5enwhX52Oe7sOX8nWG2g5YeBv0S/ZjX7JbvpKsJo5VqhhnrWS/y00fgVNtgP4k1y5HIfrJIIgCANJgiAIwgh2s+sy42Qq/KnLbedLSwGhc1fQXy0nDIyJTWBMbAK+8BzaRbAiiJC507hf3uZ22vOLWKt7mKiYAHzR0uzl8N4mzpS18cnbGiZPDGCwfHXDy1c3vHz2Jxef/cnF/o9a2f9RK5v3NbJ5XyP7P2rlsz+5+OxPLr664WUw/eDREKzvx3Hj3C3e3mrFV1ExAWzZMQNL9n/hOlfP/QqZO42Yf43DvV2HLyRRcqQLFtFY+gp/y4fxK0jNtdDXJKeNfcZUnqs+wJ+Fzl3Bl19sw9/kyuU4XCcRBEEYKBIEQRBGMMfNkzyi2Yg/dbltSCaqCFIn0R/dThs3r31K4LJsfHGnpopRFjNq/YvcL29zO9b891iaISd2bgi+aGn28vZWKzN6wfp+HJMnBuBPX93wsv+jVl4usCLRnuGpDRd5asNFflHawC9KG/iksYlPGpu4q3ByV+Hkk8YmflHawC9KG3hqw0Uk2jOoXzjPywVWNu9rxN8mTwzg07c0JEUHoM+x4KuomAC27JiBNf/X+EKxOp1RFjN3aqrwhWy9AWf1AbqdNv6W66EqUnMtVKm19JVf+gr5pa8QpE4iSK2lyX4QfwqN1HLTfRlBEISBIkEQBGGE8vS0crPrMuNkKvzpS8s2Quf+hP66bTUzJjYBSZQcX3gO7US+Oh1ftJadJn6ik6fSIvBFS7OXt7daWRIXwhurFPjDVze87P+olZcLrDz1UwtPbbjIJ41NaJ/v4uOPH6L+Shj1V8L4uOIhPq54iD17xrNnz3j0ehl6vYw9e8bzccVDfFzxEPVXwvB2R3DcLON7825jvduGRHsG9Qvn2byvkc37GvGXN1Yp2PBMJPocC76KnRvClIndNO4pwxfy1el4Du3EV9IFi3BWH+DvuR6qIiPTRNHTOvp6rvoAxwo1hM79Cc5WM/4kVy7H4TqJIAjCQJEgCIIwQnl7WhknUzJOpsRfutx2Ou/aCY1fQX90O220nDAgfXoRvrhTU8XodiuR6YncL29zOz1lFax7XY0vWpq9vL3VypK4EN5YpWCgfXXDy+Z9jSxYZ+EXB7/ie/Nu83rhKOqvhLFnz3h+8mIgSU+OxRcq1Wj0ehl79ozH2x3BcbOMuwonn37ZgvqF82ze14g/vPRMJBueiUSfY8FX+Ts19JRV4DpXz/2KTE9EJv2aOzVV+EL69CJaThj4NoqSdazKPEZfk5w2zpwwMNV+EH8bJ1Ny030ZQRCEgSBBEARhhPq66zKTlMvxp442M2NDlfTXbauZXnkUY2IT8IXn0E7U+p9wv7zN7Vjz32Ot7mF80dLs5e2tVpbEhfDGKgUD6asbXjbva+SpDRex3m3D+OtA6q+EodfLSHpyLP6gUo1Gr5fxccVDHDfLuKtwItGeYfO+Rr664WUgvfRMJEviQtDnWPDVWt3DWPN/jS8i0v8Zz6Gd+GJMbAJjYhNwVh/g2/ijOonUXAvXQ1V80ySnjU+B56uz8KewCC0O10kEQRAGggRBEIQR6qb7MmGRWvzpuu0g0U/r6C/nuV8TuCwHX3R/8gEy6deEzJ3G/WotO038RCexc0PwxaflbcybGMgbqxQMlK9ueHnqpxae2nCRuwpBDMfVAAAgAElEQVQnH1c8xJ4940l6ciyDSaUajV4vo/5KKHcVTtQvnEf9wnk++5OLgfLGKgXzJgaiz7Hgi9i5IUyZ2E3jnjLuV2R6IjLp13R/8gG+kD69COe5X/NtXQ9VkZproUqtpa9M+0EKzWn4S2ikFkEQhIEiQRAEYQTy9LTSPaqTsAgt/tLlttN5106QOon+uG2tpKvTypjYBHxx51IV8tXp3C9vczs9ZRWse12NLz4tbyPwejfv5qkZKJv3NfLyf9Sh/Zc71F8JQ6+XoVKNZiipVKPR62V4uyNYkTmaBT+1sHlfIwPl3Tw1EYzi0/I2fJG/U0NPWQWuc/Xcr4j0f8ZzaBe+kC5YRFenldvWSu5HRqaJoqd19DW7zcx+00yi3XYGmly5HIfrJJ6eVgRBEPpLgiAIwgjk7WllnEyFP3W5bYwNVdJfnVYz0gXP4Ys7NVWMspgJmTuN+2XNf4+lGXJ80dLs5fd7mnhjlZyB8NUNL5v3NfLply0crwxCr5cxHOn1MuqvhPLply089VMLA+XTtzS8vdVKzTkXvliaIaet7DT3KzI9kbGjPdypqcIXY2ITcJ47wP0qStaxKvMYfUW77RSan2F2m5mBNk6m5GbXZQRBEPpLgiAIwgj0dddlQiOewJ++tGwj6OEk+uv21UrGzJqPLzyHdhKRnsj98ja3E9hs56m0CO5XS7OXt7daeWOVnMkTA+ivr254WbDOwl2Fk48rHmK4U6lG83HFQ2j/5Q7qF87z2Z9cDIRP3tJweG8TvngqLYJR5/6E61w990u+Op3uEx/gC+nTi3BWH8AXf1QnkZproUqt5Zui3XYKzWmssBQwkMIitHh6WhEEQegvCYIgCCPQTfdlwiK1+EuX205Hm5lgtZb+uG2tpKvTypjYBO5Xb0sTo9utKFanc7+s+e+xNEOOLz4tb2PexEBeeiaS/tr/UStPbbjIiszR6PUyRhK9Xobx14Es+KmFz/7kor9+8GgIEYzi8N4mfLE0Q05b2WnuV2R6It2ffEBvSxP3a0xsApIoObetlfjieqiKjEwTVWotfa34YhuF5jQGSmikFm9PK4IgCP0lQRAEYYTx9LRys+syYRFa/KXLbUMaqiJInUR/dFrNSBc8hy/+b/bgB6gJO1H0/dcIBCJG+RMCBhNhW1ooVcCx9XUaURf1KPfMtiut69Wtotj6n+2cGe+pFFyhaWc6drr+o25F8e96bOna3XfR1q1apXWxXoFaNK5uI6FJAwkha4RAAqRv+u68d3u5e3abfyj4+3z6my8jTYrFV26LnUhLK7MWxOMrq8XNpdoOtqxQEait+038+mgLf/pkHKWlMoajGbnh3LwVw69r/srW/SYCdW5HOsf3mWlucOKrWQviGdXQiLPhJr5S5E+nv/ky/gjLnIaj4QiBWLnqY16P0TDY5I46Dn78GJM76giUSr2Edud5BEEQAiVBEARhmHH32YiSqQmlTlsd43OWEqju2xcIe/wJ/OE58yGqonx8Zag4xKwF8fhj52sG9m9OZVKilEAcPGXDMNDBzVuxaDSjGc40mtH86ZNxnPvaytb9JgJ1dkc6u3S38ceilSo6auvx1dicNDxnPsQfYY9Po9tQR6C2pWpZol7CYEpXK2/WLWByRx2BipKp6e2zIQiCEAgJgiAIw1CUTEMoOTo+IzpVSyA8DiM9XQbCMqfhK6/VzGi7AXlOGr5wW+w4G27xWPZYfNXc4KTb4mFmtpxAfNro5NdHW6iqGstI8qdPxnHgrIVPG50EYma2nPREKc0NTnw1a0E8ttp6fKXIn85ouwGv1YyvImY/g8dhxOMwEogxKTM4Dyybd42r8VoGe7NuAUv1rxOI2Hgtd3quIwiCEAgJgiAIw8zfeq4TE/80odTjMhKoPocRScIE/NHffBlpUiy+clvsPJY9lswcOb46vs/M/s2pBKKlzc3W37VQVTWWkaiqaiwrXjcQqOXz4zm+z4w/Hssei622Hl/Jcx6mv/ky/oiY/QzdhjoCMSZVi7n1KO0yNZu0J/mTegmDLb3xBm/WLcBfkTI1d1zXEQRBCIQEQRCEYeaO6zqxCi2h0uNqZUA6ijGpMwhEl6GOsMxp+MNz5kPi8/8vfGWuqmV2vgJfNTc46bZ4mJktJxBb95vRzhnFjNxwRqIZueEsXTWaWRv1BGLZfAXdFg/NDU58NTtfwd2Gm/hqbE4a/V9dxh+ShAl0375AICJiNHyvx9XK996auoe3pu5hsMkddRz8+DEmd9Thq6gxGgRBEAIlQRAEYZhx99sIpR6XkfAYNYHqvn2BsMefwFdeq5n+5stIk2LxhdtiJ9LSyqwF8fjq+D4zy+bHE4iDp2x8et1OaamMkay0VMZ3Y3v4tNFJILasUHHuZAe+mrUgHlttPb5S5E/Hc/ZD/CFRqgiGiBgNnR11/H/+pF7CsnnXGEzpauXNugXMaT2KL2LjtbQ7zyMIghAICYIgCMNIb5+N3j4bsfFaQqXTVseYlBkEwuMw0m2oIyxzGr7yWr9FmhSHPCcNX7gtdhSJEfjKanHTbfGwZUUy/mppc3PgrIU/fTKOB0HVvmhmb9TT0ubGX8vmKzh3sgN/PJY9FlttPb6SJsXhtZrxVcTsZ3BcOUKgxqRqGaxdpmbZvGtcjdcy2L9dWc2/XVnNjxUlUyMIghAoCYIgCMNMlExNKPW6WgkGSYIKf/R/9QXSpFh85Wy4RWaOHF9ZLW40SVICcfCkDXWaF41mNA8CjWY0v3xBytb9ZgKxbL6Ccyc78FVmjpy7DTfxlTznYfqbL+MPSYIKj8NIIMakzMBhq2OwdpmaTdqTHHn0FQab03qUgx8/xo8VJVPT22dDEATBXxIEQRCGEXefjSiZhlDqcbUSnaolEH0OI5KECfhrbE4avrrbcJPHssfiq3MnO5iZNRZ/tbS52Vpt5oVfRvIgKS2VcfCUjUDMzB5Lc4MTXyUkSfFHRFIc/V9dxh+ShAl0G+oIpSPpm9mkPclgSlcrBz9+jMkddfwY7j4bgiAI/pIgCIIgBJ3H0YokQYU/+psvI895GF85G26RkCTFV1aLm9xsOf463+hkxoxwZuSG8yDRaEYzY0Y4B0/Z8JcmUcq5kx34ataCeGy19fhKmhSHvyQJKgIVEaOms6OOf+RqvJZl867RLlPzQ0pXK2/WLWCp/nX+kdh4Lb39NgRBEPwlQRhSXq+XixcvcvLkSS5evIjX60UQhB/vbz3XiZKpCaXOjjrCYzQEwuMwIkmYgD+81m/xldtiJyFJSkKSFF9YLW66LR5mZsvx14FTHZSWyngQvfCClAOnOvDXzGw5kxKlWC1ufJWQJMVtseMLec7DeM5+iD8kCRPovn2BQIxJnUGPq5V/pl2mZpP2FFfjtQy29MYbvFm3AEEQhFCRIAyZr776iry8PAoLC3n55ZcpLCwkLy8PvV6PIAg/XqRMTaj0uFqJiNEQEaMhEH1/MxL2+BP4yms1Ez66F3lOGr5wW+woEiPwldXiRpMkxV8tbW5aOruYkRvOg+iXL0TS0tlFS5sbf+Vmy7Fa3PjqseyxuC12fCFNiuN7XqsZX0mUKoZSu0zNJu1Jjjz6CoNN7qjj4MePoXS1MlikTE1vnw1BEAR/SRCGhNPp5KWXXqK3t5d3332Xq1evsnPnTnp7e3nxxRfp6upCEIR/zt1nYzjwOIwMJWfDLTJz5PjqWuNdZmaNxV/nG51oNKN5kM3IDed8oxN/TUqM4FrjXfzhbLiFr6RJcfhDkqDC4zASqIgYDT2uVn6sI+mb2aQ9yWBKVytv1s1nckcdPxQ1RoO7z4YgCIK/JAhD4siRI9jtdsrKysjNzUUqlTJ37lzKy8uxWq0cPnwYQRB+nKgxGkYqr/VbhpLV4iYQLRY3M3LDeZBpNKP5tPEu/pqUJMVqceOrhCQpD4qr8VqWzbvG1XgtP6R0tfJm3QKW6l9HEAQhWCQIQ+Ljjz8mMjKSuXPn8kN5eXlERkby0UcfIQjCyNHnaMVf0qRYfOWx2ElIkuIrq8XNpCQp/vq06S6TNBIeZJM0Eu6FhCQpHosdX0mTYvFav8VXkoQJ9DlauVfaZWo2aU9yNV7LYEtvvMGbdQsQBEEIBglCyHm9Xm7dusXkyZORSCQMlpOTw61bt/B6vQiCcG/1uIyEx6gJBknCBIYDTaKUQGg0o3mQaTSjaWlz4y9NohSrxc1Q8lrN3CvhMWp6XEb8tUl7kiOPvsJgkzvqOPjxY0y21SEIghAICULIuVwuBgYGiI2N5e+Ry+UMDAzgdrv5sdopo50y2imjnTLaKaOLcwjCSNfbZyNKpmak8lrNSJPi8JXbYkeRGIGvbG0eAmG0uNFMkvAg00yScL7Rib8mJUmxtXnwh9tix1fSpDj85XEYuR8cSd/MJu1JBlO6WjnaepSZCMLI18U52imjnTLaKaOdMtopQwicBCHkHA4H34uIiODvGT16NN9raWnhx1JSjpJylJSjpBwl5UQzC0F4EPS4WhGCZ1KSFCEwkxKlDDVFYgRDLSJGw/3iaryWZfOucTVey2D/4TxPob0GQRjJopmFknKUlKOkHCXlKClHCJwEIeQiIyP5MSQSCYIg/GOR4QpGOrfFjq+kSXHY2jz4SpEYQYvFTSCMLV4eZMYWL5okKf5qsbhRJEbgK1ubB3+4LXYkCSpGgnaZmk3ak/xJvYTBCu01bP+mHEEQBF9JEEIuOjqa73k8Hv6e/v5+vqdWqxEE4d6Kkmnoc7Ryr0gSVAylhCQpxjY3/srNlmM0DvAgMxoHuFekSXEMN32OVoLtral7eGvqHgbL7rnOe7c3kOW6jiAIwo8lQQi5qKgowsLC6Ozs5O/p7OwkLCyMqKgoBEEYGcJj1Hit3+IPt6UTX0UkxWG1uLkXWoxeHmQtRi8zs8bir/ONThKSpPjKanETkRTHUPFavyU8Rk0wRMk0BNuf1EtYNu8agyX22dhhKme+8zyCIAg/hgRhSEyZMoWmpia8Xi8/5PV6aWxsZMqUKQiCIEgSJuAvq8WNrxKSpLRY3PhrZvZYjMYBHmRG4wCTkqQEIiFJylBxWzqRJExgJGqXqcl79BU+5f/0Sts7vNL2DoIgCP+MBGFIzJs3D4/Hw/vvv88Pvf/++/T39zNv3jwEQfjnpOEKerqNhEqUTI3HYSRQETEavFYzvpIkqHBb7PhKmhSHPxKSpLS0efCXJlHK4UNuHlRG4wDGFi+aRCn++rTpLrMWxOOr5gYnivzp+MptsSNJUHGveBxGomRqQqUFWBZXQHVcAYPNd57nvdsbEARB+EckCEPiF7/4BRqNhtdff51Dhw5x8eJFDh06xGuvvYZGo+EXv/gFgiD8c5HhCnpdrYRSlEyNx2EkUN52M/6QJKhwW+z4Qp7zMOdOduCrWQviOXjKhr9mZsvJzZZz4XwfDyJji5fWmxJmZsvx1/lGJ1aLG1/Z2jy4LXZ84bbYkSSo8Ef/V18wJmUGgfA4jETJ1IRSr6uV71XHFbAxuYzBEvtsvHd7A1mu6wiCIPw9EoQhIZVKOXjwII899hg6nY7CwkJ0Oh2PP/44hw8fRiqVIgjCyDEmZQZe67f4IyxzGs6GW/hCmhTH96wWN75KSJLS0ubGX8vnx3PocC8PoooKF1tWqPBXS5ubhCQpmTlyfGG1uLlDNPKcNHzhttiRJEzAH17rt0TEaAhEn8NIqPW4WhkflcH3mmQZPJ+yk7ZwBT+U2Gdjh6mcQnsNgiAIg0kQhkxSUhK/+93v+Oyzz6iurubChQv87ne/Q6lUIgjCjxMZpqDH1UooxcZr6TbUESiv1Yy/3BY7vpImxXGt8S6+eix7LOcbnfhr2XwFdafBaBzgQWI0DtB6U8Ky+Qr8dfCkjceyx+Irq8WNNCkWXzkbbhGWOQ1/eK1mImLUBCpKpmEotYUr2JhcRmNUBoMV2mvY/k05giAIPyRBGHIKhYKnnnoKpVKJIAi+kYYr6HEZud+NSdXS33wZf4Q9Pg2PxY6v5DkPY7W48VVmjpxPG+8SiNxsORUVLh4kFRUucrPlBOLTprvMWhCPr6413mVsThq+8ljs+Mtr/ZbwGA2B6DLUESVTE0o9LiPScAU/1BauoHhiGdVxBQyW3XOd925vILHPhiAIwvckCIIgDCOR4Qp6XK2EUoxCS/ftCwQiIkbD97xWM/6w1dbjq7E5aVgtbnw1a0E8B0/ZCET15lQOH3JjNA7wIDAaB6g7DVtWqPBXS5sbfZubzBw5vmpucCLPeRhfuS12wh5/Al95rWbC+sKIiNEQqEiZmlDpcbXS42olMlzB31MdV8DG5DIGS+yzscNUTpbrOoIgCBIEQRCGmchwBT2uVu53ETEa+psv46uI2c/wPbfFji8U+dM5d7IDq8WNr2YtiOfgKRuBqN6cStHKLkY6o3GAopVdLJsfz6REKf463+hEkRiBr6wWN39ti0Cek4Yv3BY7XSYXYZnT8JXX+i3hMWoC1X37ArEKLaEUGa7gH2mSZfB8yk4aozL4ocQ+GztM5RTaaxAE4cEmQRAEYZgZF5VBZ0cdoaJSL8Fx5QiBGpOqxdtuxh8Rs5/B2XALXynyp3Ot8S6+mrUgnsLXDQRi2XwFo+5GUVHhYiQ7dMhNypjxbFmRjL9a2twcONXBopUqfHWt8S7SpFh85Wy4hSRhAv7o/+oLxqTMIFDdhjqiZBpCpcdlRBqm4J9pC1dQPLGMxqgMBiu017D9m3IEQXhwSRAEQRiGerqNhFKUTI3HYSQQY1Jm4LV+iz/CHp/G3Yab+GpsThrNDU58lZkj57HssRw8ZSMQ53akc2TvABfO9zESGY0DHNk7wJYVKgLRYnHTwXdk5sjx1dlaG6qifHzVUftnwjKn4Y/+5stEp2oJhMdhJEqmJkqmJlQ6bXWMk2XwYxVPLKM6roDBsnuu897tDWS5riMIwoNHgiAIwjAzTpZBr6uVUIqN19JtqCMQMVOX4jn7If6ImP0Mttp6fKXIn865kx1YLW58NTtfwYFTHQRq/+ZUioruMtIYjQPMybvD/s2pTEqUEoit1WYWrVThK6vFzV/bIpDnpOELt8WOs+EWYY8/ga+8VjP9zZcJj9EQiD6HkSiZhlBydHxGZLgCX1THFbAxuYzBEvts7DCVk+W6jiAIDxYJgiAIw0xkmAJz61FCKVKmpvv2BQIVEaOhv/ky/pAkqHA23MRXivzpXGu8i69mLYing+/4tNFJIGZmy1k+O4k5eXcYKYzGASoqXCyfncTMbDmB+LTRib7NTWaOHF9da7yLNCkWX7ktdiQJKsIyp+Err/VbImI0RMRoCESXoY6Y+KcJtcgwBb5qkmXwfMpOGqMyGGyHqZxCew2CIDw4JAiCIAwz42QZfK/H1UqoRI3R4LhyhECNSdXiOfMh/ohcvJaO2np8FZ8/nZ2vGfDHopUqZm/UE6gtK5IpfHoiaQ93YjQOMJwZjQPMybvD7GQVW1YkE4iWNjf/rdrM+pIUfGW1uDm+z4yqKB9fmatqiZj9M/zR/9UXjM9ZSqC6b18gVqElVHpcrbju3GCcLAN/tIUrKJ5Yxil5LoMV2mvY/k05giA8GCQIgiAMQ+OiMujsqCNUVOolRMnUeBxGAjEmZQaesx/ij4jZz2CrrcdtseMLeU4a8pyHOXeyA19l5shZtFLFrI16ArVsvoLqf3uEtIcdXDjfx3B04Xwfc7Uuls9OYtl8BYHaut9Mas5YMnPk+Opa4116k9TIc9Lwhdtip8vkInLxOvzR33yZ6FQtgfA4jHjbjMTGawmVHpcRaZiCQL2RuIY3EtcwWHbPdd67vYEs13UEQRjZJAiCIAxD42QZOGx1hFJsvJZuQx2BiJm6lIgYDV6rGX9EzH4GZ8MtfKUqymfnawb8sWilig6+49NGJ4GamS3H8H4Wr236jooKF8OF0ThARYWLVb/s5ezOdLasSCZQB0/ZONXkZNFKFb6yWtwc32dGVZSPr5wNt5AkTMAfXqsZidnKmNQZBKLbUEeUTEModdrqGCfLIBhOyXN5PmUngyX22dhhKme+8zyCIIxcEgRBEIahyHAFoRaj0NJ9+wKBGpOqpfdYJf4Ie3wa5qpafCXPSUOe8zDnTnbgj0UrVczeqCcYJiVKObcjnbr/HsacvDvc74zGAQ4dclP338MwvJ/FpEQpgWppc1N5qoP1JSn441rjXXqT1Mhz0vBVR+2fiVy8Dn94znzImFQtgXI0HOYn6a8QSo6OzxgflUGwtIUreD5lJ41RGQz2Sts7vNL2DoIgjEwSBEEQhiGlPBdz61FCSaVeguPKEQIVk7MUz9kP8UfE7GfoG4jE2XATX6mK8tn5mgF/ZObIWbRSxayNeoLl3I50Zv0kgbSHO6mocHG/MRoHOHyol1W/7GW0KYZzO9IJhpY2N1v3m0nNGUtmjhxfWS1uPjzZg6ooH185G27i8ownLHMa/uhvvkxMzlIC4XEY6TbUEUo9rlY6O+oYJ8sgmNrCFRRPLKM6roDB5jvPs/2bcgRBGHkkCIIgDFOR4Qo6O+oIpdh4LY4rRwjEmNQZjEnV0t98GX9ELl6LuaoWX8lz0lAV5bPzNQP+WLRSRQffUfi6gWDZsiKZc9sm883/GEPaw51UVLi414zGASoqXMzJu8Ph3RK2/NdJbFmRTLAcPGmjddR3LFqpwh/H95npTdIgz0nDV+aqWiJ++gz+6G++jMRsZUzqDALR5zASG68lNl5LqPS4jESGKwiV6rgCNiaXMVh2z3Xeu72BLNd1BEEYOSQIgiAMU+OiMvjWeJRQmqBZQvftCwQqJueXeM58iD8iZj+DyzMeZ8NNfJVclM+VthiaG5z4o2J3Ov+jrZet+00Ey6REKdWbUzm3bTKjTTFIIzqoqHBhNA4wlIzGASoqXMzVuvjmf4yh+t8e4dyOdGZmywmWrftN1DQ52fBqKv5obnBysfE7UktfwFfOhpt0mVxEzH4Gf/Qe203CT0sIVPsZHRM0SwilTlsdCfJcQqlJlsHzKTtpC1fwQ4l9NnaYyim01yAIwsggQRAEYZgaJ8ugx9VKKKnUS3BcOYLHYSQQMVOXQmMjXqsZf0T89BnMVbX4Q1WUzy7dbfxVsTudmiYnB0/ZCKZJiVK2rEjG8H4Wo00xpD3sIO3hTioqXFw430coGI0DHD7Uy5y8O8zVuhhtiuHsznSqN6cyM1tOMG3db+Kdjzqo2J2OP6wWN3v33yG19Jf4w1xVi6xYhz+8VjMSs5WYqUsJhMdhxNtmRKVeQig5Oj5jfFQGodYWrmBjchmNURkMVmivYfs35QiCMPxJEARBGKaU8lw6O+rocbUSSir1EroNdQRqfM5Seo9V4o+I2c/g8ozHVluPr+Q5aYTn57HzNQP+qtidzrZTNg6eshFskxKlbFmRjLfuSX69ZBKjTTHMmXOHtIc7mZN3h4oKF0bjAP4wGgc4fKiXoqK7SCM6mKt1UfdBFIVPT8TwfhZbViQzKVFKsG3db+KdjzrY88EU/HV8n5neJA3ynDR8Zautx+UZT1jmNPzRe6ySMalaAtVtqCNKpiGUelytuO7cYJwsg6HQFq6geGIZ1XEFDJbdc533bm8gsc+GIAjDlwRBEIRhTCnPpbOjjlCKUWhxNBwmUMq8EjxnP8RrNeOPyMXrMFfV4o/konyutMXQ3ODEXxW709l2ysbW/SZCZdl8BVtWJOOte5Jz2yYz6ycJjDbFMFfrQhrRQdrDnaQ93MmcvDsUFd2losJFRYWLoqK7FBXdZU7eHebk3SHt4U6kER3M1bqo+yCK2ckqzu5Ix/B+FtWbU1k2X0EotLS52brfxDsfdbDngyn469zJDi42fkdq6Qv4ym2x03m5lcjF6/CH12qGxkYSflpCoBwNh/lJ+iuEUo/LiDRMwVCrjitgY3IZgyX22dhhKifLdR1BEIYnCYIgCMPYOFkGDlsdoaRSL8HbZqTbcIFAxUxdSu+xSvwRljmNgbhUTFW1+CO19AXK1t+gucGJvyp2p3Oh3c2sjXpCbVKilC0rktmyIhnD+1kY3s/i3LbJVP/bI/y64CFmJ6sYbYphtCmG2ckqZier+HXBQ/y64CHObZuMt+5JDO9nUb05lWXzFczMlhNKLW1utu43c0MCez6Ygr+sFjfv7rtDeuWv8Ietth6XZzxhmdPwR++xSsakaomI0RAIj8OIt81IbLyWUPpa/wbKcbncC02yDJ5P2UljVAY/lNhnY4epnEJ7DYIgDD8SBEEQhjGlPBdz61F6XK2E0gT1EhwNRwhUcsG7eM5+iNdqxh/RugNY/tiEs+EmvpImxZFe+St26W4TiA2vpjI5P57U55r4tNHJUJmUKGVSopSZ2XJmZstZNl/BlhXJbFmRzLL5CpbNVzAzW87MbDmTEqUMpZY2N4teN9A7IYJFK1X4y2pxo9NZSS39JdKkOHzlttix/LEJWbEOf3itZmhsJLngXQJlPaNjgnoJodTjasV15wZKeS73Slu4guKJZTRGZTBYob2G7d+UIwjC8CJBEARhmFPKc+nsqCOUHkrfjOPKETwOI4FK+GkJvccq8ZesWIeh4jD+kOekEVe6htULvyQQsxbEs+LVFGZv1LN1v4kHVUubm637TUzfqOdfV05g0UoV/rJa3JStv4E3Jwd5Thq+clvs6Nf+BlmxDn/1HqtkfM5SAuVxGOnVX+Ch9M2EUmdHHdIwBfeD4ollVMcVMFh2z3Xeu72BLNd1BEEYHiQIgiAMc+NkGThsdYSaSr0Ex5UjBEqZVwKNjfQ3X8YfYZnT+C5di6HiEP6Q56QRXbSI0nV6ApGZI2fPB1OoaXKS+lwTnzY6eZC0tLmZvUFPTZOT8l2Pkpkjx19Wi5udrxkIz88juSgff9hq6/kuXUtY5jT84bWaobERZV4Jgeo21BEbryXUvjUeRRNXwP2iOq6AjcllDJbYZ2OHqZws13UEQbj/SRAEQRjmlPJczK1H6XG1Em4e19EAACAASURBVEoTNEuwntERDAk/LaH32G78JSvWYb/8Dc6Gm/hDkT+dv02dQek6PYFISJJSsTudFa+mMHujnq37TYx0LW1utu43MX2jnifz46nYnU5CkhR/WS1uju8z87epM0guyscfzoabWP7YhKxYh79c20tI+GkJgfI4jFjP6JigWUIo9bhacd25wThZBveTJlkGz6fspDEqg8F2mMoptNcgCML9TYIgCMIIoJTn8rX+dUIpNl5LbLyW9k90BCpm6lKkrkj6my/jL1mxDkPFYdwWO/5ILsrnb1NnULpOT6Ayc+Ts+WAKNySQ+lwTW/ebGGla2txs3W9i+kY9NySw54MpLFqpIhBWi5udrxm4OeFJkovy8YfbYqflt2eQFevwl+fsh0jMVmKmLiVQ3YY6okeriY3XEkpm4xHGRWVwP2oLV1A8sYxT8lwGK7TXsP2bcgRBuH9JEARBGAHUcQWYW48SaplT92A9oyMYkgvepatkOV6rGX+EZU4jfP1b6Nf+Bn8lF+XT81+eZfXCLwlUQpKURStV/PvuR7nQ7ib1uSa27jcx3LW0udm638TsDXoutLsp3/Uoi1aqCJTV4qZs/Q3+NnUGyUX5+MNtsWOoOMR36VrCMqfhD6/VTP+hd0ku+C2B8jiM2E++xk/SXyGUelytfH3jDZTyXO5nbySu4Y3ENQyW3XOd925vIMt1HUEQ7j8SBEEQRoDIcAXjojIwtx4llKJkalTqJZhqXiRQETEaEn5agmt7Cf4Ky5zGqNxF6Ne+jb8U+dOJK13D6oVf0tzgJFAJSVI2vJrKv+9+lBsSkGgvsXW/iZY2N8NJS5ubrftNTN+o50K7mxWvprDh1VQSkqQEympxo9NZCc/PI7koH3+4LXYMFYfwpM0hcvE6/OXaXsL4nKWMSZ1BoKxndMTGa4mN1xJKnR11jIvKYJwsg/vdKXkuz6fsZLDEPhs7TOXMd55HEIT7iwRBEIQRQjkul2+NRwm1zKl7cFw5gsdhJFDKvBKkrkj6my/jr8jF63B5xmOoOIS/5DlpxJWuoWz9DZobnARDQpKURStV7PlgCjckkPpcE6nPNbF1v4n7VUubm4OnbMzaqGf6Rj03JFC+61E2vJpKZo6cYDi+z0zxehPh+XNILsrHX7baenrHP0bk4nX4y3P2QyRmK8q8EgLlcRjp1V/gJ+mbCbVvjUfRxBUwXLSFK3g+ZSeNURkM9krbO7zS9g6CINw/JAiCIIwQSnkurjs36OyoI9R+8ugrWM/oCIbkgnfpKlmO12rGX9G6AziMA9hq6/GXPCeNrBMVbNs/wPF9ZoIlIUnKopUqfn/xCf61SEVNk5PU55qYtVHP1v0m7rWWNjcHT9kofN1A6nNN/LdqM5Pz49nzwRQWrVSRkCQlGKwWN8f3mfnwZC/plb9CkT8df5mqarH8sQlZsQ5/ea1m+g+9S3LBbwkG6xkdE9RLiJKpCaXOjjpcd24wTpbBcNIWrqB4YhnVcQUMNt95nu3flCMIwv1BgiAIwgiijivga/0bhNpD6Zvp1V+g23CBQEXEaHhkkx7X9hICEa07QOsJPbbaevwlTYojvfJlPhuVxeqFX9Lc4CSYZi2Ip2J3Ov+++1ESc8ZyQwIS7SVSn2ti634TB0/ZaGlzE0otbW4OnrJR+LqBWRv1TN+o51CTE/nUsfz+4hPs+WAKsxbEE0xWi5uy9Tf4bFQWWScqkCbF4S9TVS2WPzYRravGX16rGdf2EsbnLGVM6gwC1W24QK/+Ag+lbybUvta/gTqugOGqOq6AjcllDJbdc533bm8gy3UdQRDuLQmCIAgjiFKey0C3nc6OOkItc+oeTDUvEQwRMRqkrki6SpYTiGjdAVpP6LHV1hOI5KJ84krXULb+Bsf3mQm2hCQpi1aqWLRSxe8vPsG/736UGxLYdspG6nNNSLSXSH2uicLXDWzdb+LgKRufNjr5tNFJS5ub/0xLm5uWNjctbW4+bXRy8JSNrftNFL5uYNZGPRLtJaZv1LPtlI3eCRH8dOUE9nwwhQ2vpjJrQTzBZrW4Ob7PTPF6E+H5eSQX5RMIU1Utlj82Id97GkmCCn95znzIWOkjKPNKCJTHYcRU8xKZU/cQap0ddbju3EApz2U4a5Jl8HzKTtrCFfxQYp+NHaZyCu01CIJw70gQBEEYYZTjcvla/wahFhuvJXq0mvZPdARD6qqPkboi8Zz9kEBE6w7QekKPqaqWQMhz0sg6UcGpRhmrF35Jc4OTUElIkrJopYqK3en8/uIT7PlgCv+++1HkU8dyQwLbTtnYUG3iF28YmL5Rj0R7CYn2EhLtJVKfa0KivYREe4npG/VM36hn+kY9G6pNHGpycqHdjXzqWH66cgK/v/gEez6YQsXudBatVJGZIydUrBY3O18zcKpRRnrlr0guyicQpqpaLH9sQr73NIHwnP0Q78e1JBe8SzA4rhxBMfZpYuO1hNrX+jdQxxUwErSFK9iYXEZjVAaDFdpr2P5NOYIg3BsSBEEQRhilPBfXnRt0dtQRatO0J7Ge0dFtuEAwJBe8S/+hd+lvvkwgonUHaK+3Yqg4RCCkSXGkV75MdNEiytbfYOdrBoZCQpKUhCQpsxbEs2iliord6VTsTmfPB1PY88EUfn/xCX5/8Ql+f/EJ/n33o/z+4hP8/uIT7PlgCns+mMKeD6ZQsTudDa+msuHVVGYtiCczR85QsFrcHN9npni9ib9NnUF65ctIk+IIhKmqFssfm5DvPU0gvFYz/YfeJWXVRwSDx2Hk7p8P85P0zYRaZ0cdrjs3UMpzGSnawhUUTyyjOq6AwbJ7rvPe7Q0k9tkQBGFoSRAEQRiB1HEFfK1/g6GQOXUP7Wd0BENEjIbkgt/i2l6C12omENG6AziMA+jXvk2gFPnTebK+kpsTnuTnT33B8X1m7hcJSVLuB1aLm+P7zBSvN/HZqCyyTlSQXJRPINwWO6aqWmyGcOR7TxMIr9WMZ9sWkgt+S0SMhkB5HEZMNS/yk/TNRMnUhNrX+jdQxxUwElXHFbAxuYzBEvts7DCVk+W6jiAIQ0eCIAjCCKSU5+K6c4POjjpCTaVegtQJ7Z/oCIYxqTOY9LN9dJUUEqho3QE8aXNoerYUt8VOoJKL8sk6UcFno7JYvfBLju8z86CzWtwc32embP0NzrZNJL3yVyQX5RMot8WOfu1vsHdpkBXrCITXasazbQvy5NmMSZ1BMDiuHGF8vxqVegmh1tlRh+vODZTyXEaqJlkGz6fspDEqgx9K7LOxw1ROob0GQRCGhgRBEIQRKk25huYrqxkK07Qnufvnw3QbLhAMY1JnMOln++gqWU6gIhevI3z9W+jX/gZnw00CJU2KI7konwmVr3K2bSKrF37J8X1mrBY3DxKrxc3xfWZWL/ySs20TiStdQ2rpC0iT4giU22LnL79+j1G5i4hcvI5AeK1mXNtLkCfPRplXQjB0Gy5w98+HyZy6h1DrcbXytf4N0pRrGOnawhUUTyyjMSqDwQrtNWz/phxBEEJPgiAIwgg1TpZBxHfRmFuPMhQyp+7BsPdf8DiMBMOY1BkkPrqKrpLlBCoscxrS8mP85dfvY6qqJRikSXGklr7AhMpX+WxUFqsXfsnqhV9y7mQHI5XV4ubcyQ5K1+kpXm/is1FZZJ2oILX0BeQ5aQTKbbFjqqrl6kt7CF//FpGL1xEIr9WMa3sJscq5KPNKCAaPw0jHSR2ZU/cwFDo76hjotjNOlsGDonhiGdVxBQyW3XOd925vIMt1HUEQQkeCcE9dvHiRb775BkEQQiMtcQ3NV1YzFGLjtWRO3YOp5kWCJWbqUhIfXUVXyXICJUlQEa2rpr3ein7t27gtdoJBmhRHclE+T9ZXEp6fx7v77rB64Zcc32fGanEzElgtbo7vM1O2/gbv7rvD36bOIOtEBclF+UiT4ggGt8WOoeIQ7fVW5HtPI0lQEQiv1Yxrewmxyrko80oIBo/DiKnmRRRjnyY2Xkuo9bha+evVUjRxBTxoquMK2JhcxmCJfTZ2mMrJcl1HEITQkCDcM5cuXaKwsJBLly4hCEJoRIYrUMcV0HxlNUNBpV6C1Antn+gIlpipS0l8dBVdJcsJlCRBRbTuAP3a5TQ9W4qpqpZgSi7KJ+tEBRMqX+WzUVmsXvglqxd+yfF9ZqwWN8OJ1eLm+D4zpev0FK83cbZtInGla8g6UUFyUT7BZKqq5epLe/CkzSFad4BAea1mXNtLiFXORZlXQrA4rhxhfL+ah9I3MxS+1r/OuKgMxskyeBA1yTJ4PmUnjVEZDLbDVE6hvQZBEIJPgnBPfPHFF6xbtw5BEEJPE1eA3XKazo46hsI07Un6v7xAt+ECwRIzdSmJj67CuWouwRAx+xnke0/TXm9Fv/Zt3BY7wSRNiiO5KJ8n6yuZUPkqn43KYvXCL1m98EuO7zPT3ODkfmO1uDl3soOdrxlYvfBLitebONs2Ee+qlWSdqCC19AXkOWkEk9tiR7/2bSx/bCJaV03k4nUEyms101VSSKxyLsq8EoLFceUId/98mMypexgKPa5WumyNpCWu4UHWFq6geGIZp+S5DFZor2H7N+UIghBcEoQh1dfXR2VlJcuXL8ftdiMIwtBIU66h+cpqhkrm1D1Yjr5It+ECwRIzdSmTfrYP56q59DdfJlCSBBXRugN40ubQ9GwppqpaQkGaFEdyUT5P1lcyofJVPhuVxbb9A/z8qS9YvfBLStfpOb7PTHODk6FitbhpbnBy7mQHO18z8POnvqB4vYmDJ0dzc8KTxJWuIetEBamlLyDPSSPY3BY7pqparr60B0/aHOR7TyNJUBEor9WMZ9sW4h9fjjKvhGDxOIzYT77GNO0phkKPq5XLdfPRxBUg/E9vJK7hjcQ1DJbdc533bm8gy3UdQRCCQ4IwpNavX8/27dvJzc3l1VdfRRCEoTFOloE8LIXmK6sZClEyNdO0pzDs/Re6DRcIljGpM5j0s310lSynv/kywRC5eB3yvadpr7fS9GwppqpaQkWaFEdyUT7plS/zZH0lEypfpee/PMtno7LYtn+Anz/1BasXfsnqhV+y8zUDx/eZOb7PTHODk+YGJ1aLG6vFjdXi5u+xWtxYLW6sFjfNDU6aG5ycO9nBztcM7HzNQOk6PT9/6gs26VzodDb+ozEB49QFpFf+iqwTFaRXvkxyUT7ynDRCwW2xY6utR7/2N9gM4UTrqolcvI5g6G++TO+mVUyYsQVlXgnB4nEYad01j2naU0TJ1AwFs/EI8rAUxskyEP6XU/Jcnk/ZyWCJfTZ2mMqZ7zyPIAiBkyAMqUcffZR9+/bxzjvvEBcXhyAIQyctcQ12y2k6O+oYClEyNdO0JzHVvEQwjUmdwSOb9Hi2bcFz9kOCQZKgIlp3AGn5MdrrrTQ9W4qttp5QkybFocifTnJRPumVL/NkfSUTKl8lrnQNxqkL+GxUFp+NymLb/gG27R+geL2J4vUmVi/8kp8/9QU/f+oLfv7UF/z8qS/4+VNfULzeRPF6E8XrTeh0NrbtH+A/GhO4OeFJjFMX4F21kqwTFaRXvkzWiQpSS19AkT8deU4aoWarrcdQcYiW354hfP1byIp1SBJUBEPvsd14tm0hZdVHjEmdQbB4HEYsR18kc+oeomRqhkJnRx3mr6tIS1yD8H9qC1fwfMpOGqMyGOyVtnd4pe0dBEEIjARhSL388ss8/fTTCIJwb6Qp19B8ZTVDJTZey5TMd/jLm+kEU0SMhpRVHzHq//4I1/YSgkWSoCJad4Dw9W/R8tszND1birPhJkNJmhSHPCcNRf50kovySS7KJ73yZdIrXybrRAVZJyp4sr6SJ+srebK+kifrK3myvpIn6yvJOlFB1okKsk5UkHWigvTKl0ktfYHkonwU+dOR56QhTYpjKLktdvRr36blt2fo1y5Hvvc0YZnTCAav1Uzvsd14P64lZdVHRMRoCBaPw4ip5kUUY58mNl7LUOhxtdJ8ZTVpyjUI/7m2cAXFE8uojitgsPnO82z/phxBEPwnQRiW2imjnTLaKaOdMtopo4tzCILwj42TZSAPS6H5ymqGSmy8lrTUVzDsnUcwRcRoSF31MeNHPYZz1Vz6my8TLGGZ05DvPc2o3EX85dfv0/RsKbbaeoQfx22xY6utR7/2ba6+tAdP2hzke08TMfsZgsVrNdNVUojcFsMjm/RExGgIFo/DiKnmRRIjnuah9M0MFbPxCPKwFMbJMhD+ueq4AjYmlzFYds913ru9gSzXdYSRq4tztFNGO2W0U0Y7ZbRThhA4CULQeL1e+vr66Ovro6+vj76+Pvr6+ggFJeUoKUdJOUrKUVJONLMQBOGfS0tcQ5etkc6OOoaKSr2ElJglGPbOI9iUeSVM+tk+ukqW03tsN8EUuXgd8r2nGZW7iJbfnqHp2VJMVbUIf5/bYsdUVYt+7W9o+e0Z+rXLke89TeTidQRT77Hd9G5aRfzjy1HmlRBMHocRU82LJEY8zUPpmxkq5tajmL+uIi1xDcKP1yTL4PmUnbSFK/ihxD4bO0zlFNprEEamaGahpBwl5SgpR0k5SsoRAidBCJqPPvqIzMxMMjMzyczMJDMzk8zMTARBuP+kJa7hct0COjvqGCoq9RJSYpZg2DuPYBuTOoNHNukZ/cVXdJUsJ9giF69Dvvc00vJj2Ls0XJq+FlNVLW6LHQHcFjumqlquvrQHmyGc8PVvId97mojZzxBMXquZ3mO78X5cS8qqj1DmlRBMHocRU82LJEY8zUPpmxkqPa5W/nq1lMeTyxB81xauYGNyGY1RGQxWaK9h+zflCILw40kQgiYxMZE5c+YwZ84c5syZw5w5c5gzZw6CINx/IsMVTE4uo/nKaoaSSr2ElJglGPbOI9giYjSkrvqYWOVcnKvm0t98mWCTJKiIXLwO+d7T2Ls0ND1bStOzpZiqanFb7DxI3BY7pqpa9Gvf5upLe7B3aYjWVSMr1hGWOY1g62++jGfbFuS2GB7ZpCciRkMweRxGTDUvkhjxNA+lb2ao9LhauVw3H3VcAZHhCgT/tIUrKJ5YRnVcAYNl91znvdsbSOyzIQjCPydBCJqcnBx27drFrl272LVrF7t27WLXrl0IgnB/GifLQBH1BJfrFjCUVOolpMQs4S9vphMKyrwSHl7+CZ5tW+gqWU4oSBJURC5ex/g/XENafgx7l4amZ0tperYUU1UtboudkchtsWOqqkW/9m2uvrQHmyEc78IS5HtPE7l4HZIEFcHmtZrpPbYbz7YtTJixBWVeCcHmcRixHH2RxIineSh9M0Ppa/3rKKKeQCnPRQhcdVwBG5PLGCyxz8YOUzlZrusIgvCPSRAEQXiAaeIKGOi281f96wwllXoJUzLf4S9vptNtuECwRcRoeGSTnljlXHo3FdF7bDehIklQEbl4HeP/cA1p+THsXRqani2l6dlSTFW1mKpqGa7cFju22noMFYfQr32bqy/twWYIx7uwBPne08iKdYRlTiMUvFYzvcd207tpFXJbDI9s0jMmdQbB5nEYsRx9EcXYp3kofTND6a/61+myNaKJK0AIniZZBs+n7KQxKoMfSuyzscNUTqG9BkEQ/nMSBEEQHnCTJ5bRYfwDnR11DKXYeC1TMt/BVPMS3YYLhIIyrwTNz/Yz+ouvcK6aS3/zZUJJkqAicvE6xv/hGtLyY9i7NLTXW7k0fS1Nz5ZiqqrFVFXL/cptsWOrrcdQcQj92re5+tIeWk/ouTs2B+/CEuR7TyMr1hGWOY1Q8lrNdJUUMvqLr0hZ9RHKvBJCweMw0rprHoqxT/NQ+maGkrn1KOavq0hLXIMQfG3hCoonltEYlcFghfYatn9TjiAIf58EQRAEgbTENVyuW0BnRx1DKTZey/QnTmI5+iKOK0cIhYgYDamrPmbSz/bh2baFrpLleK1mQk2SoCJy8TqidQcY/4drSMuPYe/S0F5v5dL0tTQ9W0rTs6WYqmoxVdXibLjJUHFb7DgbbmKrrcdQcQj92re5NH0tV1/aQ+sJPXfH5uBdWIJ872midQeIXLyOsMxphJrXaqb32G56N60i/vHlpK76mIgYDaHQ/omO1l3zmKY9xUPpmxlKPa5W/nq1lMeTy4gMVyCETvHEMqrjChgsu+c6793eQJbrOoIg/O8kCPdMXl4ef/nLXygoKEAQhHsrMlzB5OQymq+spsfVylCKkqmZpj2F69PDmGpeJFTGpM7gkU16YpVzca6aS++x3XitZoaKJEFF5OJ1ROsOMP4P15CWHyN8/VvYuzTYuzTcqvycS9PXcmn6WpqeLaXp2VL0a9/GVFWLqaoWW209ttp6bLX1OBtu4my4ibPhJs6GmzgbbuJsuImz4Sa22npstfXYauux1dZjqDiEoeIQ+rVv0/RsKZemr6W59I/cqvwc0+dOuh/6V7wLSxj/h2vI954mWneAyMXrCMucxlDxWs30HttN76ZVxPdn8cgmPcq8EkLB4zDS/omOu38+zDTtKaJkaoZSj6uVq/UvkKZcQ2S4AiH0quMK2JhcxmCJfTZ2mMrJcl1HEIT/RYIgCILw/xony+Dh2OVcrpvPUIuSqZmmPYnM9h2GvfMIJWVeCY9s0iO3xeBcNZfeY7vxWs0MNUmCirDMaUQuXkfk4nVE6w4w/g/XGP+Ha0jLjxG+/i36tcuxd2mwd2kwfe7E9LkT0+dOblV+zq3Kz7lV+Tm3Kj/nVuXn3Kr8nFuVn2P63Inpcyemz52YPnfS/dC/0v3Qv+JdWIK0/Bjj/3CNaN0BonUHkBXriJj9DGGZ07gXvFYzvcd207tpFXJbDI9s0hMzdSmh4nEYub33Xxhr9jJj3jWiZGqGUo+rleYrq5GHpTBOloEwdJpkGTyfspPGqAwG22Eqp9BegyAI/5MEQRAE4f83TpaBIuoJLtct4F7InLqHlJgl/OXNdLoNFwiViBgNyrwSHtmkR26LwblqLr3HduO1mrkfSBJUhGVOI2L2M0QuXkfk4nXIinXIinXIinVE6w4QrTtAtO4A0boDROsOEK07QLTuALJiHbJiHbJiHbJiHRGznyFi9jOEZU5DkqDifuC1muk9tpveTauQ22J4ZJMeZV4JodRtuIDl6ItMVP5XHkrfzFDrcbXSfGU10d8p0cQVIAy9tnAFxRPLOCXPZbBCew3bvylHEASQIAiCIPxvNHEFhHskXK5bwL2gUi9h+hMnsRx9kfZPdIRSRIwGZV4Jj2zSI7fF4Fw1F+equfQe240QXF6rGc/ZD+kqWU7vplXIbTE8skmPMq+EUPI4jLR/osNy9EWyMvfwUPpmhlqPqxWz8QjR3ynRxBUg3FtvJK7hjcQ1DJbdc/3/YQ9+oLOu77v/P/vVC5MLASFmVzbyxzAIS3LpiDRWOwlwjjE1Oz2d51ywc257lJwNJ+sBTt2kBc7ePY2AG6fbDiQq1VnOemRalg57NsGck2FJejweUg5WINl7yQ0mJG0+BogH8Qrm0nAf8zv373hn3WorJgFejwd7T61lUboDkWtZhIiI/BcleWuIjUS0t9UyGbLjhVTVnCDW9Ra+vZSRoR4+S9NmF5G4ZzO3PpHm5ltXMdr8MudX38vFF55EPp3Rt/u5+MKTXNhcxwfff4a831vNwg2dJO7ZzGdtZKiHU89+iRn9o1TVnCA7XshEG0730t/zPJnBLopyUsjUcGDmUlYWNzBeXmaQnX313Hf+ECLXqggREfmlSvLWEBuJaG+rZbIkF++iZN5GfHspoWUrEyFxz2YWbuhkwaoWZg7O5p2vlJPesZmRgy8hn8zo2/2MHHyJ9I7NXNywmuyu89zyledYuKGT2Yu/ymdtZKiH0LKV3sYaChL/i/mlm5gMw+le+nueJzPYRVFOCplaBmK5rCxu4Gh2GeNtHHiajQNPI3ItihARkf9WSd4aYiMR7W21TJa5hQ9QVXOCD37Wim8vZWSoh4kwbXYRiXs2s3BDJzd9rpzP/esrnF99LxdfeJKRgy8h/6/Rt/sZOfgS6R2bOb/6Xj74/jPc9LlyFm7oJD/1DNPnVTERRoZ66Gt6mA9+1krlkgPML93EZBhO99Lf8zyZwS6KclLI1DQQy2V9gbE7J8V4950/xI7T9YhcayJEROR/VJK3hthIRHtbLZMlO15I5ZL9lMzbiG8vJbRsZaJMm11E4p7NzFvdzIJVLcwcnM3n/vUVzq++l4svPMnFF57kWjX6dj8jB18ivWMz51ffywfff4abPlfOwg2dLNzQSeKezUyUkaEeQstWehtryJt2N5VL9pMdL2QyDKd76e95nsxgF0U5KWTq252TYl2+MV7FcAd7T61lUboDkWtFhIiI/EoleWuIjUS0t9UymeYWPkBVzQliXW/h20t572QrE2na7CIS92xm3upmFqxqYebgbK47fIx3vlLO+dX3cvGFJ/ngeDtXq9G3+/ngeDsXX3iSC5tXcXHDaj73r69w0+fKWbihk4UbOkncs5lps4uYSCNDPZx69kvEut6icskB5pduYrIMp3s5fuQRMoNdFOWkkCvHG/EyVhY3MBDL5ePyMoPs7Kun7mwTIteCCBER+URK8tZw8/VJWpvLmUzZ8UKSi3fx+8mn+cWehzn5bA0jQz1MtGmzi0jcs5l5q5u59Yk0t3zlOWYOzmbkO9/i/Op7ubB5FRdfeJIPjrdzpRp9u58PjrczcvAl0js2c371vYx851tkd52n8K7HWbihk3mrm0ncs5lps4uYaCNDPfQ1PUxvYw0l8zaSXLyL7Hghk2U43Ut7233ceClBUU4KufIMxHJZl28czS5jvLqzTew4XY/I1S5CREQ+scTMpSyYs4rW5nLOnWljMs25eQlVNSfIm3Y3vr2U0LKVyTR9XhWJezazcEMnC1a1kPd7q5k5OJtLzz3HO18p5/zqe0nv2MzFF57kg+PtjL7dz1Qx+nY/o2/388HxdkYOvkR6x2YubF7FxQ2rD+JOcAAAIABJREFUufTcc9zwk05+a04ttz6RZuGGTvJTzzB9XhWTZWSoh9Cyld7GGua8V0BVzQnmFj7AZBpO9/Lm6w+Sm30HRTkp5Mo1EMtlfYGxOyfFeBXDHew9tZa8zCAiV6sIERH5tcyKl7FgziqOH3mEc2famGzzSzdRVXOCGf2jHNsYJ7RsZbJNm13E7MVfJXHPZuatbubWJ9IsWNXCTZ8rZ+bgbC499xznV9/LO18p5/zqe7mweRUXX3iSiy88ycjBl/jgeDsfHG/nchl9u5/Rt/v54Hg7IwdfYuTgS6R3bObC5lWcX30v51ffy8UNq7n03HPc8JNOfmtOLYV3Pc7CDZ3MW91MfuoZZi/+KpNtZKiH0LKV3sYaZvSPUlVzgvmlm5hsw+le3nz9QX4r+w6KclLI1WF3Top1+cZ4eZlBdvbVsyjdgcjVKEJERH5ts+JlJBOP0d5WS3/vHiZbdryQ+aWbqKo5wYz+UXx7KaFlK1PJtNlFJO7ZTOKezcxb3cytT6S59Yk0C1a1UHjX48wcnM3Mwdnc8JNOLj33HCPf+RbvfKWcd75SzvnV93J+9b2cX30v51ffy4XNq7iweRUXNq/iwuZVXNi8igubV3Fh8youbF7F+dX3cn71vbzzlXLe+Uo5Fzes5uKG1Vx67jlu+EknN/ykk9+aU0ve763mlq88x61PpFm4oZN5q5vJTz3D7MVfZfq8KqaKkaEeQstWfrHnYWJdb1G55ADzSzcxFXR3buPwwWUsmLOKxMylyNXljXgZK4sbOJpdxsflZQbZ2VdP3dkmRK42ESIi8hvJiuVSWdzA6Y6dHD/yCFNBdryQ+aWbuPOO/cS63sK3lxJatjKVTZtdxPR5VSTu2Uzins3kp55h3upmFm7o5NYn0tz6RJoFq1pYsKqFBataWLCqhcK7HqfwrscpvOtxCu96nMK7HqfwrscpvOtxCu96nAWrWliwqoWFGzq59Yk0Czd0snBDJ/NWN5Ofeob81DPMXvxVZi/+KtPnVTFVjQz1EFq20ttYQ6zrLRYld5FcvIvseCGTbTjdS3fnNvr/9z9wa76RFctFrk4DsVzWFxhHs8sYr+5sEztO1yNyNYkQEZHfWFYsl9sKjA/e6aO9rZapIjteSHLxLu68Yz8z+kc5tjFOaNnKlWra7CKmzS5i2uwips0uYvq8KqbPq2L6vCqmz6ti+rwqps+rYvq8KqbPq2La7CKmzS5i2uwirkQjQz2Elq30NtYQ63qLyiUHSC7eRXa8kKlgON3L8SOPkBnsorK4gaxYLnL1W19g7M5JMV7FcAd7T61lUboDkatBhIiIfGoleWu4+fokrc3lnDvTxlSRHS9kfukmqmpOMKN/lGMb44SWrYwM9SBTz8hQD6FlK72NNczoH6VyyQGSi3eRHS9kqhhO9/Lm6w9y46UERTkp5NqyOyfFunxjvLzMIDv76lmU7kDkShchIiKXRWLmUhbMWUV7Wy3dnduYSrLjhcwv3URVzQlm9I/i20vx7aWElq3I5BoZ6mHoyPOcfLaG3sYaZvSPUrnkAPNLN5EdL2Qq6e7cxuGDy1gwZxVFOSnk2vRGvIyVxQ0czS5jvJ199dSdbULkShYhIiKXzax4GZXFDZzp+RHtbbVMNdnxQuaXbqLm/ne58479xLre4tjGOKFlKyNDPcjEGRnqoa/pYXoba7h0+BDFsx+gquYE80s3kR0vZCoZTvfS3bmN/v/9D9yab2TFcpFr20Asl/UFxoGZSxmv7mwTO07XI3KlihARkcsqK5bLbQXGjZcStDaXc+5MG1NRdryQ5OJdVNWcYEb/KL2NNfj2UkLLVkaGepDLb2Soh9CylZPP1tDbWMOc9wqoXHKA5OJdzC18gKno3Jk23nz9QTKDXVQWN5AVy0Xk/3oibw1P5K1hvIrhDvaeWsuidAciV5oIERH5TBTlpEgmHuPY6w/R3bmNqSo7Xsj80k1U1Zzgzjv2M6N/FN9eim8vJbRsZWSoB/nNjQz1EFq2cvLZGnoba4h1vUXZ3I1U1ZxgfukmsuOFTEXD6V66O7dx7PWHKJzxhxTlpBD5ZQ7MXMrK4gbGy8sMsrOvnvvOH0LkShIhIiKfmaxYLpXFDWQGu2htLufcmTamsux4IfNLN1Fz/7vcecd+ZvSP4ttL8e2lhJatvHeyFfmfjQz18N7JVkLLVk4+W0NvYw2xrrcom7uRqpoTJBfvYs7NS5jKhtO9tLfdR2awi8riBmbFyxD5nwzEcllZ3MDR7DLG2zjwNBsHnkbkShEhIiKfuaKcFAvmrKK9rZbuzm1cCbLjhcwv3UTN/e9y5x37mdE/yjv7tuLbSzn5bA2hZSsjQz0IjAz1MHTkeU4+W4NvL+UXex4m1vUWZXM3UlVzguTiXcy5eQlT3XC6l+7ObRw+uIzc7Dsoykkh8kkNxHJZX2Dszkkx3n3nD7HjdD0iV4IIERGZELPiZVQWN5AZ7KK1uZxzZ9q4UmTHC5lfuonKJfu584795E27mxn9o/j2Unx7KSefrSG0bOW9k61c7UaGenjvZCtDR56nr+lhjm2M09tYw6XDhyie/QA1979LVc0Jkot3MefmJVwpzp1po73tPjKDXVQWN1CUk0LkN7E7J8W6fGO8iuEO9p5ay6J0ByJTWYSIiEyYrFguRTkpkonHOPb6Q7S31XKlyY4XMr90E/NLN1Fz/7vcecd+imc/wIz+Ud7Zt5VjG+P49lJCy1ZCy1beO9nKlWpkqIf3TrYydOR5+poe5uSzNfQ21vCLPQ9z6fAh5nI3lUv2U1VzguTiXcwtfIArzXC6l+7ObRx7/SEWzFlFUU4KkU/rjXgZK4sbGIjl8nF5mUF29tVTd7YJkakqQkREJlxWLJfK4gZuvJSged8Muju3caXKjhcyt/AB5pduonLJfqpqTnDnHfuZ0T9KrOst3tm3lWMb4/j2Uk4+W0No2crQked572QrI0M9TAUjQz28d7KVoSPP09f0MH1ND+PbS+ltrOEXex7m0uFDzOVuyuZupKrmBFU1J0gu3sXcwgeYc/MSrkTD6V66O7dx+OAyMoNdVBY3MCtehsjlMhDLZV2+cTS7jPHqzjax43Q9IlNRhIiITJqinBSVxQ2c6fkRrc3l9Pfu4UqXHS8kO17I/NJNJBfvonLJfmruf5c779hP8ewHmNE/yqXDh3hn31Z8eynHNsbx7aWcfLaGvqaHCS1bCS1bCS1bGTryPO+dbOW9k62MDPUwMtTDyFAPI0M9jDcy1MPIUA8jQz2MDPUwMtTDeydbee9kK0NHnmfoyPOElq30NT1MX9PDnHy2Bt9eyrGNcXoba3hn31YuHT5EfPASc7mb308+TVXNCapqTpBcvIu5hQ8w5+YlXA36e/fQ3nYfF37+GrfmG0U5KUQ+CwOxXNYXGLtzUoxXMdzB3lNrycsMIjKVRIiIyKTKiuVyW4GxYM4qut/8K1qbyzl3po2rTXa8kLmFDzC/dBPJxbuoXLKfmvvfpeb+d7nzjv2Uzd3I/Pj/Ykb/KDP6R4l1vcWlw4d4Z99W3tm3ld7GGnoba+htrKG3sYZjG+Mc2xjn2MY4xzbG6W2sobexht7GGnoba+htrOEXex7mnX1buXT4EJcOH2JG/yhzuZu53E3Z3I3cecd+au5/l6qaE1Qu2U9y8S6Si3cxt/AB5ty8hKvNcLqX9rZaut/8Kwpm/iEleWvIiuUi8lnbnZNiXb4xXl5mkJ199SxKdyAyVUSIiMiUMCteRmVxA7nZd3Ds9Ydob6tlON3LtSA7Xsicm5cw5+YlzC/dxPzSTSQX7yK5eBeVS/ZTuWQ/VTUnqKo5QVXNCapqTlBz/7vU3P8uNfe/S83971JVc4KqmhNU1ZygquYEVTUnqKo5QeWS/SQX7yK5eBfzSzcxt/AB5hY+wJybl5AdL+RaMJzu5fiRRzh8cBk3XkpQWdxAYuZSRCbSG/EyVhY3cDS7jI/Lywyys6+eurNNiEwFESIiMqUU5aSoLG7gxksJWpvL6e7cxnC6F5Ff13C6l+7ObRw+uIzr3nufyuIGinJSiEyWgVgu6wuMo9lljFd3tokdp+sRmWwRIiIyJRXlpKgsbiAz2EVrczndndsYTvci8qsMp3vp7tzG4YPLyAx2UVncQFFOCpGpYn2BsTsnxXgVwx3sPbWWRekORCZLhIiITFlZsVyKclJUFjeQGeyitbmc9rZahtO9iIw3nO7l+JFHOHxwGZnBLiqLGyjKSSEyFe3OSbEu3xgvLzPIzr56FqU7EJkMESIiMuVlxXIpykmxpORFbryUoLW5nNbmcvp79yAynO6lva2WwweXcd1771NZ3EBRTgqRqe6NeBkrixs4ml3GeDv76qk724TIRIsQEZErSlFOiiUlL5KbfQfdb/4Vrc3ldHduQ64tw+le+nv30N5Wy+GDy7jxUoLK4gaKclKIXEkGYrmsLzAOzFzKeHVnm9hxuh6RiRQhIiJXpKKcFJXFDSQTj3Hh56/RvG8G3Z3bGE73Ilev4XQv3Z3bOHxwGYNdL5CftZzK4gaKclKIXMmeyFvDE3lrGK9iuIO9p9ayKN2ByESIEBGRK1pWLJeSvDVUFjeQGeyitbmc1uZyuju3IVeH4XQv/b17aG+r5fDBZWQGu7g13yjJW8OseBkiV4sDM5eysriB8fIyg+zsq+e+84cQ+axFiIjIVSErlktRToolJS+Sm30HZ3p+RGtzOd2d2zh3pg258pw708bxI4/Q2lzO6Y6d3Hx9ksriBopyUmTFchG5Gg3EcllZ3MDR7DLG2zjwNBsHnkbksxQhIiJXnaKcFLcVGMnEY2QGuzj2+kO0NpfT3bmN4XQvMnUNp3vp7txGa3M5x15/iOvee5/K4gZuKzASM5cici0YiOWyvsDYnZNivPvOH2LH6XpEPisRMuEymQyHDh1i//79HDx4kHQ6jYjIZyErlktRTorK4gaSicfIDHbR2lxOa3M53Z3bOHemDZlcw+lezp1po7tzG+1ttRw+uIwLP3+NBXNWUVncQFFOiqxYLiLXot05KdblG+NVDHew99RaFqU7ELncImRCNTU18YUvfIGHH36Yr3/966xZs4bKykqeffZZREQ+S1mxXIpyUiwpeZFk4jEyg10ce/0hWpvL6e7cRn/vHmRiDKd76e/dw/Ejj9DaXM6x1x8iM9hFftZyKosbKMlbw6x4GSICb8TLWFncwEAsl4/Lywyys6+eurNNiFxOETJhWlpa2Lx5M7fccgt79uzhzTff5F/+5V+oqKjgO9/5Dv/0T/+EiMhEyIrlUpSTorK4gWTiMTKDXZzu2Enzvhm0NpfT3bmNc2fakMtnON1Ld+c22ttqOXxwGd1v/hXXvfc+lcUNVBY3UJSTYla8DBH5rwZiuazLN45mlzFe3dkmdpyuR+RyiZAJ89RTT3H99dfzve99j89//vPccMMNlJeX88wzzzBjxgz+4R/+ARGRiZYVy6UoJ8VtBUZlcQML5qwiM9jFsdcforW5nONHHqG7cxvnzrQhn9xwupf+3j0cP/IIzftmcPjgMi78/DVuvj5JZXEDlcUNFOWkyIrlIiK/2kAsl/UFxu6cFONVDHew99Ra8jKDiHxaETJhrrvuOu6++25uuukmPi4ej7N48WL6+/sREZlMWbFcZsXLKMpJUVncQDLxGNe99z4Xfv4a7W21tDaX095WS3fnNs6daUP+P8PpXs6daaO7cxvtbbU075vB4YPLGOx6gekjM7kt36gsbqAkbw2JmUsRkd/c7pwU6/KN8fIyg+zsq2dRugORTyNCJsw///M/893vfpfxRkdHOX78ONOnT0dEZCrJiuVSlJOiJG8NS0peJJl4jJuvT5IZ7OI/f/qXNO+bQWtzOe1ttXR3bqO7cxvnzrRxtRpO9zKc7qW/dw/HjzxCe1strc3lHD64jP/86V9y4eevcfP1SSqLG6gsbqAkbw2JmUuZFS9DRC6fN+JlrCxu4Gh2GR+XlxlkZ189dWebEPlNRcik+8d//EfOnDnDihUr+KQCRsAIGAEjYFzgVUREPktZsVwSM5dSlJPitgJjScmLJBOPcfP1STKDXZzp+RHHXn+I5n0zaG0up72tlu7ObXR3buPcmTaG071cCYbTvZw700Z/7x6OH3mE9rZa2ttqaW0u5/DBZQx2vcAH7/Rx8/VJFsxZRWVxA7cVGCV5a0jMXEpWLBcR+WwNxHJZX2AczS5jvLqzTew4Xc/V7AKvEjACRsAIGAFDPr0ImVRtbW185zvfYe7cuXzta1/jk0pQT4J6EtSToJ4E9dzIckREJlpWLJfEzKUU5aS4rcCoLG5gScmLJBOPkZ+1nMxgF5nBLv7zp39Ja3M5zftm0NpcTntbLcePPEJ35za6O7fR37uHc2faOHemjeF0L5fbcLqX4XQvw+lezp1po793D/29ezh+5BGOH3mE9rZaWpvLad43g8MHl/GfP/1LBrteYPrITG6+Pkl+1nKWlLxIZXEDJXlrKMlbQ2LmUmbFyxCRybO+wNidk2K8iuEO9p5ay6J0B1ejG1lOgnoS1JOgngT1JKhHPr0IuWxGR0fJZDJkMhkymQyZTIZMJsN/p6WlhT//8z9n1qxZfO9732PmzJmIiFwtsmK5zIqXUZSToignxW0FxpKSF6ksbiCZeIz8rOVMH5lJZrCLzGAXg10v8J8//UuOvf4Qhw8uo3nfDJr3zaC1uZzW5nJam8tpbS6nva2W9rZa2ttqaW+rpb2tlva2Wtrbamlvq6W9rZbW5nJam8tpbS6ned8MmvfN4PDBZRw+uIzDB5fR+7O/YbDrBQa7XuC6995n+shM8rOWs2DOKpaUvEhlcQO3FRgleWtIzFxKYuZSZsXLEJGpaXdOinX5xnh5mUF29tWzKN2ByCcVIZfNK6+8QjKZJJlMkkwmSSaTJJNJfpnvfve7fO1rXyM3N5empiZuueUWRESuBVmxXLJiucyKl5GYuZSinBRFOSlK8tZwW4FRWdxAZXEDS0peZEnJiyQTj5FMPEYy8RjJxGPkZy0nP2s5+VnLyc9aTn7WcvKzlpOftZz8rOXkZy1nwZxVJBOPkUw8xpKSF1lS8iKVxQ1UFjdQWdxASd4aSvLWUJK3hqKcFImZS5kVL2NWvAwRuTK9ES9jZXEDR7PLGG9nXz11Z5sQ+SQi5LLJy8ujurqa6upqqqurqa6uprq6mvE2bdrE3/3d37Fo0SKampr4nd/5HURE5JfLiuWSFcslK5ZLViyXWfEyZsXLmBUvY1a8jFnxMmbFy5gVL2NWvIxZ8TJmxcvIiuWSFctFRK4dA7Fc1hcYB2YuZby6s03sOF2PyK8SIZfN7bffTmNjI42NjTQ2NtLY2EhjYyMft27dOn74wx9SXV3N97//febMmYOIiIiIXD5P5K3hibw1jFcx3MHeU2tZlO5A5L8TIRPm6aefprm5mT/8wz+ksbGRG264ARERERG5/A7MXMrK4gbGy8sMsrOvnvvOH0Lkl4mQCXHu3DmeeuopPnLx4kUeffRRHn30UR599FEeffRRHn30UR599FE+/PBDREREROTTG4jlsrK4gaPZZYy3ceBpNg48jch4ETIhDh8+zMjICB/593//d15++WVefvllXn75ZV5++WVefvllXn75ZUZHRxERERGRy2Mglsv6AmN3Torx7jt/iB2n6xH5uAiZEF/60pdwd9wdd8fdcXfcHXfH3XF3YrEYIiIiInJ57c5JsS7fGK9iuIO9p9ayKN2ByEciRERERESuAW/Ey1hZ3MBALJePy8sMsrOvnrqzTYhEiIiIiIhcIwZiuazLN45mlzFe3dkmdpyuR65tESIiIiIi15CBWC7rC4zdOSnGqxjuYO+pteRlBpFrU4SIiIiIyDVod06KdfnGeHmZQXb21bMo3YFceyJERERERK5Rb8TLWFncwNHsMj4uLzPIzr566s42IdeWCBERERGRa9hALJf1BcbR7DLGqzvbxI7T9ci1I0JERERERFhfYOzOSTFexXAHe0+tZVG6A7n6RYiIiIiIyJjdOSnW5Rvj5WUG2dlXz6J0B3J1ixARERERkf/fG/EyVhY3cDS7jPF29tVTd7YJuXpFiIiIiIjI/2Mglsv6AuPAzKWMV3e2iR2n65GrU4SIiIiIiPxST+St4Ym8NYxXMdzB3lNrWZTuQK4uESIiIiIi8t86MHMp6/KN8fIyg+zsq+e+84eQq0eEiIiIiIj8j96Il7GyuIGj2WWMt3HgaTYOPI1cHSJERERERORXGojlsr7A2J2TYrz7zh9ix+l65MoXISIiIiIin9junBTr8o3xKoY72HtqLYvSHciVK0JERERERH4tb8TLWFncwEAsl4/Lywyys6+eurNNyJUpQkREREREfm0DsVzW5RtHs8sYr+5sEztO1yNXnggREREREfmNDMRyWV9g7M5JMV7FcAd7T60lLzOIXDkiRERERETkU9mdk2JdvjFeXmaQnX31LEp3IFeGCBERERER+dTeiJexsriBo9llfFxeZpCdffXUnW1Cpr4IERERERG5LAZiuawvMI5mlzFe3dkmdpyuR6a2CBERERERuazWFxi7c1KMVzHcwd5Ta1mU7kCmpggREREREbnsduekWJdvjJeXGWRnXz2L0h3I1BMhIiIiIiKfiTfiZawsbuBodhnj7eyrp+5sEzK1RIiIiIiIyGdmIJbL+gLjwMyljFd3tokdp+uRqSNCREREREQ+c0/kreGJvDWMVzHcwd5Ta1mU7kAmX4SIiIiIiEyIAzOXsi7fGC8vM8jOvnruO38ImVwRIiIiIiIyYd6Il7GyuIGj2WWMt3HgaTYOPI1MnggREREREZlQA7Fc1hcYu3NSjHff+UPsOF2PTI4IERERERGZFLtzUqzLN8arGO5g76m1LEp3IBMrQkREREREJs0b8TJWFjcwEMvl4/Iyg+zsq6fubBMycSJERERERGRSDcRyWZdvHM0uY7y6s03sOF2PTIwIERERERGZdAOxXNYXGLtzUoxXMdzB3lNrycsMIp+tCBERERERmTJ256RYl2+Ml5cZZGdfPYvSHchnJ0JERERERKaUN+JlrCxu4Gh2GR+XlxlkZ189dWebkM9GhEy44eFhXn31VV555RV+9rOfISIiIiIy3kAsl/UFxtHsMsarO9vEjtP1yOUXIRNq37593HXXXTzyyCOsX7+elStXUltbS3d3NyIiIiIi460vMHbnpBivYriDvafWsijdgVw+ETJhXnvtNb75zW9SXFxMU1MTb775Jn//93/P4OAgdXV1pNNpRERERETG252TYl2+MV5eZpCdffUsSncgl0eETJinn36a6667jqeeeopbb72VG264gdraWtavX8/bb7/NwYMHERERERH5Zd6Il7GyuIGj2WWMt7OvnrqzTcinFyETZuXKlfzZn/0Zv/3bv83H5eXl8ZHTp08jIiIiIvLfGYjlsr7AODBzKePVnW1CPr0ImTBf/vKXWb9+PeO1trbykcrKSkREREREfpUn8tbwRN4afqniYnjrLeQ3EyGToru7m/379/Mnf/In/OAHP+DBBx/k85//PCIiIiIin8SBmUtZl2/8F6tWwS23IL+ZCJkUzz33HF//+tf5yU9+Ql5eHr//+7/PryNgBIyAETACxgVeRURERESufhd4lYDRHH+RhSUlLCwpYWFJCWO+9S3kNxchl83o6CiZTIZMJkMmkyGTyZDJZPhlvvGNb9DZ2cmBAweYN28ef/EXf8FTTz3FJ5WgngT1JKgnQT0J6rmR5YiIiIjI1e9GlpOgngT1JKgnQT3fPHsb8ulFyGXzyiuvkEwmSSaTJJNJkskkyWSSX+amm24iiiLmzZvHrl27yMnJ4cknn+TDDz9EREREROTXtTsnhXx6EXLZ5OXlUV1dTXV1NdXV1VRXV1NdXc2vcsMNN1BZWckHH3zAkSNHEBERERGRyREhl83tt99OY2MjjY2NNDY20tjYSGNjIx/JZDIsX76cNWvW8MtcvHiRjyQSCUREREREZHJEyISIxWJMnz6dQ4cO0dPTw8d1dXXR1tZGcXExRUVFiIiIiIjI5IiQCfPNb36TDz/8kAcffJAf/ehHvPbaa/zgBz/goYce4nOf+xz19fWIiIiIiMjkiZAJc/fdd/PMM88QRREbNmygrq4OMyM3N5fnn3+eO+64AxERERERmTwRMqGWLl3Kq6++SnNzM7t37+YnP/kJP/rRj6ioqEBERERERCZXhEyKW265hS9+8Yvk5uYiIiIiIiJTQ4SIiIiIiIiMiRAREREREZExESIiIiIiIjImQkRERERERMZEiIiIiIiIyJgIERERERERGRMhIiIiIiIiYyJERERERERkTISIiIiIiIiMiRAREREREZExESIiIiIiIjImQkRERERERMZEiIiIiIiIyJgIERERERERGRMhIiIiIiIiYyJERERERERkTISIiIiIiIiMiRAREREREZExESIiIiIiIjImQkRERERERMZEiIiIiIiIyJgIERERERERGRMhIiIiIiIiYyJERERERERkTISIiIiIiIiMiRAREREREZExESIiIiIiIjImQkRERERERMZEiIiIiIiIyJgIERERERERGRMhIiIiIiIiYyJERERERERkTISIiIiIiIiMiRAREREREZExESIiIiIiIjImQibV4OAgLS0tnDt3DhERERERmVwRMqnWr1/P1772Nf7jP/4DERERERGZXBEyab773e9y5MgRRERERERkaoiQSdHZ2cmOHTuYPXs2IiIiIiIyNUTIhHv//ff5+te/zu23305tbS0iIiIiIjI1RMiE+5u/+RvOnDnD3/7t3yIiIiIiIlNHhEyoV199lT179vCtb32LRCLBbypgBIyAETACxgVeRURERESufhd4lYARMAJGwAgY8ulFyIQ5d+4cmzdv5ktf+hJf/vKX+TQS1JOgngT1JKgnQT1BLN39AAAUSElEQVQ3shwRERERufrdyHIS1JOgngT1JKgnQT3y6UXIZTM6OkomkyGTyZDJZMhkMmQyGf6vjRs3ct111/Htb38bERERERGZeiLksnnllVdIJpMkk0mSySTJZJJkMslHXnjhBX784x+zbds2brrpJkREREREZOqJkMsmLy+P6upqqqurqa6uprq6murqaj7y4x//mI/86Z/+KQsXLmThwoUsXLiQPXv28JG6ujoWLlzIO++8g4iIiIiITI4IuWxuv/12GhsbaWxspLGxkcbGRhobG/nIH/zBH7BixQpWrFjBihUrWLFiBStWrOB3f/d3+UhVVRUrVqxg2rRpiIiIiIjI5IiQCfHggw+yZcsWtmzZwpYtW9iyZQtbtmzhzjvv5CN1dXVs2bKFeDyOiIiIiIhMjggREREREREZEyEiIiIiIiJjImRSmRnuzhe/+EVERERERGRyRYiIiIiIiMiYCBERERERERkTISIiIiIiImMiREREREREZEyEiIiIiIiIjIkQERERERGRMREiIiIiIiIyJkJERERERETGRIiIiIiIiMiYCBERERERERkTISIiIiIiImMiREREREREZEyEiIiIiIiIjIkQERERERGRMREiIiIiIiIyJkJERERERETGRIiIiIiIiMiYCBERERERERkTISIiIiIiImMiREREREREZEyEiIiIiIiIjIkQERERERGRMREiIiIiIiIyJkJERERERETGRIiIiIiIiMiYCBERERERERkTISIiIiIiImMiREREREREZEyEiIiIiIiIjIkQERERERGRMREiIiIiIiIyJkJERERERETGRIiIiIiIiMiYCBERERERERkTISIiIiIiImMiZEJ9+OGHpNNp0uk06XSadDpNOp0mnU7z/vvvIyIiv54LvIqIiMjlEiET6tvf/jYVFRVUVFRQUVFBRUUFFRUVVFRUsHHjRkRE5NfzHq8iIiJyuUTIhDp9+jTTpk1jxYoVrFixghUrVrBixQpWrFjBF77wBUREREREZPJEyIT66U9/yp133smWLVvYsmULW7ZsYcuWLWzZsoU//uM/RkREREREJk+ETJjTp08zMjLC/PnzERERERGRqSdCJkxnZycfqaio4Kc//SnPP/88P/zhD+ns7ERERERERCZfhEyYN998k49s3bqVBx54gMcff5xNmzbxR3/0R3zjG9/gww8/5JOYxi0EjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACxkcCRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBYxq3IJ9OhEyYt956i4+UlZXxb//2bxw/fpwXX3yR2267jZdeeom//uu/5pM45s24O+6Ou+PuuDvujrvj7rg77o674+64O+6Ou+PuuDvujrvj7rg77o674+64O+6Ou+PuuDvujrvj7rg77o674+64O+6Ou+PuuDvujrvj7rg77o674+64O+6Ou+PuuDvujrvj7rg77o674+64O+6Ou+PuuDvujrvj7rg77o674+64O+6Ou+PuuDvujrvj7rg77o674+64O+6Ou+PuuDvujrvj7rg77o674+64O+6Ou+PuuDvujrvj7rg77o674+64O+6Ou+PuuDvujrvj7rg77o674+64O+6Ou+PuuDvujrvj7rg77o674+64O+6Ou+PuuDvujrvj7rg77o674+64O+6Ou+PuuDvujrvj7rg77o674+64O+6Ou+PuuDvujrvj7rg77o674+64O+6Ou+PuuDvujrvj7rg77o674+64O+6Ou+PuuDvujrvj7rg77o674+64O+6Ou+PuuDvujrvj7rg77o674+64O+6Ou+PuuDvujrvj7rg77o674+64O+6Ou+PuuDvujrvj7rg77o674+64O+6Ou+PuuDvujrvj7rg77o674+64O+6Ou+PuuDvujrvj7rg77o674+64O+6Ou+PuuDvujrvj7rg77o674+64O+6Ou+PuuDvujrvj7rg77o674+64O+6Ou+PuuDvujrvj7rg77o674+64O+6Ou+PuuDvujrvj7rg77o7/n/bgGDTqw/HD8Mu3JlGQDhWJXaoERdBT+Tqo6NAlFyfB5VBQDFnaTeikRihYz+rg5oHQJdRIEFRUkGpBUKRkUlqsEF6yBASHQlMI5VAvF//koCDFQX//Upvk8zyKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKisqv/kj8/xTEP2Zubo5Wq0Wr1aLVatFqtWi1WvzlyJEjnD9/nosXL7Jhwwa6urooy5KRkRFWrVrF2NgYMzMzRERERETEh1EQ/5i7d+9SqVSoVCpUKhUqlQqVSoW/7Nixg3379vF3K1euZM+ePczOzvL48WMiIiIiIuLDKIh/zJo1a6hWq1SrVarVKtVqlWq1yrvo6elh3uvXr4mIiIiIiA+jIP4x27dvp9Fo0Gg0aDQaNBoNGo0G81qtFocPH+bo0aO8zfT0NPP6+vqIiIiIiIgPoyD+FV1dXTx//px79+4xNTXFmyYnJ3nw4AGbN29m3bp1RERERETEh1EQ/5rh4WHa7TaDg4PcuHGD8fFxrl27xuDgIN3d3Zw9e5aIiIiIiPhwCuJf09/fz4ULFyiKguPHjzM0NMTJkydZvXo1o6OjbNy4kYiIiIiI+HAK4l81MDDA/fv3uXPnDiMjIzx8+JBbt26xZcsWIiIiIiLiwyqID6Kvr4/du3fT29tLRERERET8NxRERERERERER0FERERERER0FERERERERERHQURERERERHQUxILTbrdpNps0m02azSbNZpNms0mz2eTly5dERCwFc3NzjI+P88MPPzA+Ps7c3BwREUtRu92m2WzSbDZpNps0m02azSbNZpOXL18S76cgFpxTp05RliVlWVKWJWVZUpYlZVly4sQJIiIWu19//ZX+/n6Ghob46quvGBoaor+/n4mJCSIilppTp05RliVlWVKWJWVZUpYlZVly4sQJ4v0UxILz7Nkzuru7qdVq1Go1arUatVqNWq3Gzp07iYhYzGZmZvjyyy958eIF3333HU+ePOHChQu8ePGCL774gj///JOIiKXk2bNndHd3U6vVqNVq1Go1arUatVqNnTt3Eu+nIBacR48esWvXLur1OvV6nXq9Tr1ep16vc+DAASIiFrPLly/z+++/8/XXX/P555/T09PDwMAA33zzDb/99hujo6NERCwljx49YteuXdTrder1OvV6nXq9Tr1e58CBA8T7KYgF5dmzZ7x69Yr169cTEbEU/fjjjyxfvpyBgQHe1N/fz/Lly7l79y4REUvFs2fPePXqFevXryf+GQWxoExMTDCvLEsePXrE5cuXuX79OhMTE0RELHZzc3NMTk6ydetWiqLg77Zv387k5CRzc3NERCwFExMTzCvLkkePHnH58mWuX7/OxMQE8b8piAXlyZMnzDtz5gyHDh3i9OnTDA8Ps3//fo4dO0a73SYiYrFqNpu0220++eQT3ubjjz+m3W7z8uVLIiKWgidPnjDvzJkzHDp0iNOnTzM8PMz+/fs5duwY7XabeD8FsaBMTU0xb9OmTdy+fZunT59y5coVtm7dys2bNzl37hwREYvVH3/8wbzu7m7e5qOPPmLe1NQUERFLwdTUFPM2bdrE7du3efr0KVeuXGHr1q3cvHmTc+fOEe+nIP5T5ubmaLVatFotWq0WrVaLVqvFX44cOcL58+e5ePEiGzZsoKuri7IsGRkZYdWqVYyNjTEzM0NExGK0fPly3kVRFERELAVHjhzh/PnzXLx4kQ0bNtDV1UVZloyMjLBq1SrGxsaYmZkh3l1B/KfcvXuXSqVCpVKhUqlQqVSoVCr8ZceOHezbt4+/W7lyJXv27GF2dpbHjx8TEbEYrVy5knmvXr3ibWZnZ5n32WefERGxFOzYsYN9+/bxdytXrmTPnj3Mzs7y+PFj4t0VxH/KmjVrqFarVKtVqtUq1WqVarXKu+jp6WHe69eviYhYjFasWMGyZcuYnp7mbaanp1m2bBkrVqwgImKp6+npYd7r16+Jd1cQ/ynbt2+n0WjQaDRoNBo0Gg0ajQbzWq0Whw8f5ujRo7zN9PQ08/r6+oiIWKy2bdvGL7/8wtzcHG+am5vj559/Ztu2bURELAWtVovDhw9z9OhR3mZ6epp5fX19xLsriAWjq6uL58+fc+/ePaampnjT5OQkDx48YPPmzaxbt46IiMVq7969vHr1iqtXr/Kmq1evMjs7y969e4mIWAq6urp4/vw59+7dY2pqijdNTk7y4MEDNm/ezLp164h3VxALyvDwMO12m8HBQW7cuMH4+DjXrl1jcHCQ7u5uzp49S0TEYnbw4EHWrl3Lt99+y6VLlxgfH+fSpUvU63XWrl3LwYMHiYhYKoaHh2m32wwODnLjxg3Gx8e5du0ag4ODdHd3c/bsWeL9FMSC0t/fz4ULFyiKguPHjzM0NMTJkydZvXo1o6OjbNy4kYiIxaynp4fvv/+ezZs3c+bMGYaGhjhz5gxbtmxhdHSUnp4eIiKWiv7+fi5cuEBRFBw/fpyhoSFOnjzJ6tWrGR0dZePGjcT7KYgFZ2BggPv373Pnzh1GRkZ4+PAht27dYsuWLURELAWffvopY2Nj/PTTT4yMjPDw4UPGxsbo7e0lImKpGRgY4P79+9y5c4eRkREePnzIrVu32LJlC/H+CmLB6uvrY/fu3fT29hIRsRStXr2a3bt309vbS0TEUtfX18fu3bvp7e0l/ncFERERERER0VEQERERERERHQURERERERHRURAREREREREdBREREREREdFREBERERERER0FERERERER0VEQERERERERHQURERERERHRURAREREREREdBREREREREdFREBERERERER0FERERERER0VEQERERERERHQURERERERHRURAREREREREdBREREREREdFREBERERERER0FERERERER0VEQERERERERHQURERERERHRURAREREREREdBREREREREdFREBERERERER0FERERERER0VEQERERERERHQURERERERHRURAREREREREdBREREREREdFREBERERERER0FERERERER0VEQERERERERHQURERERERHRURAREREREREdBREREREREdFREBERERERER0FERERERER0VEQERERERERHf8HPvhKbRgBPeMAAAAASUVORK5CYII= 560 420 9 10 11 12 13 9 10 11 12 13 14 figure 1cb23a68-b442-4f19-b5a0-0a3871a0c238 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 560 420 14 15 16 17 18 14 15 16 17 18 19 variable prob_type1 0.0787 1 1 23 variable prob_type2 0.0786 1 1 26 true false mu11=0; 0 5 5 false false mu21=0; 1 6 6 false false mu12=2; 2 7 7 false false mu22=2; 3 8 8 false false sigma1 = 1.0; 4 9 9 false false sigma2 = 1.0; 5 10 10 false false f1 = @(x1,x2) 1/(2*pi*sigma1^2)*exp(-(((x1-mu11).^2+(x2-mu21).^2))./(2*sigma1^2)); 6 12 12 false false f2 = @(x1,x2) 1/(2*pi*sigma2^2)*exp(-(((x1-mu12).^2+(x2-mu22).^2))./(2*sigma2^2)); 7 13 13 false false [X1,X2] = meshgrid(-5:1e-1:5); 8 14 14 false false contourf(X1,X2,f1(X1,X2)); 9 15 15 0 false false title(‘class 1′); 10 16 16 0 false false hold on; 11 17 17 0 false false line([ -3 ; 5],[5 ; -3],’Color’,’Red’,’LineWidth’,2); 12 18 18 0 false false hold off; 13 19 19 0 false false contourf(X1,X2,f2(X1,X2)); 14 20 20 1 false false title(‘class 2′); 15 21 21 1 false false hold on; 16 22 22 1 false false line([ -3 ; 5],[5 ; -3],’Color’,’Red’,’LineWidth’,2); 17 23 23 1 false false hold off; 18 24 24 1 false false bx2 = @(x1) -x1 + 2; 19 28 28 false false type1_fcn = @(x1,x2) f2(x1,x2) .* ( x2 < bx2(x1)); 20 32 32 false false prob_type1 = quad2d( type1_fcn , -25 , 25 , -25 , bx2 ) 21 33 33 2 false false type2_fcn = @(x1,x2) f1(x1,x2) .* ( x2 > bx2(x1) ); 22 37 37 false true prob_type2 = quad2d( type2_fcn , -25 , 25 , bx2 , 25 ) 23 38 38 3

2021-01-18T23:06:42Z 2021-01-25T00:56:39Z

application/vnd.mathworks.matlab.code MATLAB Code R2019b

9.7.0.1183724 3a2ba6e8-03b7-4421-95a3-8bde215b55d0

9.7.0.1471314
R2019b
Update 7
Sep 02 2020
3303242823

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