diff --git a/Exercise6/exercise6.ipynb b/Exercise6/exercise6.ipynb index e7e1ffa..53a733c 100755 --- a/Exercise6/exercise6.ipynb +++ b/Exercise6/exercise6.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -101,9 +101,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# Load from ex6data1\n", "# You will have X, y as keys in the dict data\n", @@ -147,14 +160,39 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# You should try to change the C value below and see how the decision\n", "# boundary varies (e.g., try C = 1000)\n", - "C = 1\n", + "C = 0.1\n", + "model = utils.svmTrain(X, y, C, utils.linearKernel, 1e-3, 20)\n", + "utils.visualizeBoundaryLinear(X, y, model)\n", "\n", + "\n", + "C = 1\n", + "model = utils.svmTrain(X, y, C, utils.linearKernel, 1e-3, 20)\n", + "utils.visualizeBoundaryLinear(X, y, model)\n", + "\n", + "C = 100\n", + "model = utils.svmTrain(X, y, C, utils.linearKernel, 1e-3, 20)\n", + "utils.visualizeBoundaryLinear(X, y, model)\n", + "\n", + "C = 1000\n", "model = utils.svmTrain(X, y, C, utils.linearKernel, 1e-3, 20)\n", "utils.visualizeBoundaryLinear(X, y, model)" ] @@ -180,7 +218,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -210,13 +248,13 @@ " Fill in this function to return the similarity between `x1` and `x2`\n", " computed using a Gaussian kernel with bandwidth `sigma`.\n", " \"\"\"\n", - " sim = 0\n", + " # sim = 0\n", " # ====================== YOUR CODE HERE ======================\n", - "\n", - "\n", + " diff = x1 - x2\n", + " return np.exp(- np.sum(diff.T*diff) / (2*sigma**sigma))\n", "\n", " # =============================================================\n", - " return sim" + " # return sim" ] }, { @@ -228,16 +266,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Gaussian Kernel between x1 = [1, 2, 1], x2 = [0, 4, -1], sigma = 2.00:\n", + "\t0.324652\n", + "(for sigma = 2, this value should be about 0.324652)\n", + "\n" + ] + } + ], "source": [ "x1 = np.array([1, 2, 1])\n", "x2 = np.array([0, 4, -1])\n", "sigma = 2\n", "\n", "sim = gaussianKernel(x1, x2, sigma)\n", - "\n", "print('Gaussian Kernel between x1 = [1, 2, 1], x2 = [0, 4, -1], sigma = %0.2f:'\n", " '\\n\\t%f\\n(for sigma = 2, this value should be about 0.324652)\\n' % (sigma, sim))" ] @@ -251,9 +299,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Submitting Solutions | Programming Exercise support-vector-machines\n", + "\n", + " Part Name | Score | Feedback\n", + " --------- | ----- | --------\n", + " Email Feature Extraction | 25 / 25 | Nice work!\n", + " Gaussian Kernel | 25 / 25 | Nice work!\n", + " Parameters (C, sigma) for Dataset 3 | 0 / 25 | Your answer is incorrect.\n", + " Email Processing | 0 / 25 | Your answer is incorrect.\n", + " --------------------------------\n", + " | 50 / 100 | \n", + "\n" + ] + } + ], "source": [ "grader[1] = gaussianKernel\n", "grader.grade()" @@ -272,9 +339,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# Load from ex6data2\n", "# You will have X, y as keys in the dict data\n", @@ -298,9 +378,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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kSmwpy0knP9If9x7DuHE1ity8ElTdhqG5dJT3PpzNwwd3OXJoMxIzGfL2L4rC29CH7HB/cacgCBIcvD8lcv9CbKvsSk6FrBU9Ux7unMPi+TNFYV2VFJ292Oi/nsyMNNEoahj7qhqvrIPBDVDvwmeCz++cg71cSbH6Lk6j9Fh5yvaZ5J0PBJ2WnNO7cPSZibKrD4eD9pOXl8PhQ7vo4jGUlIcJte4i8iP96dnvdfFd+m/eiEWrXsicm5JzKgC7gR+RE74RwUyBqv0L5EQH4OQ7G0WTTjxaN57nnx9M/OULWJvJUVeaL+IiWQOcZtlNn9qh8u6ga8/RXLlwqNb+5kVsRGlhVe0CUnVuP2vf5bPU1pOoTkN/hlbnC0Wp5OVkoTW3JGPffOq/u9bo+sxDy5gxZRZDh/tUy6O8KJXL8eex9p5JVTJoVgMHv2wUFLPg6+NoVS6oT+7AftCH1X7EJQ+vi0ZRqPhAQ1Zh0cWLBhPXI0iklOdnEh76C8UlJVi07k3M2TBjjLSZBwkXDzFryi769+vJylWriIrczYR3P+C3vXtYufInzpw5ya5d2/Dy/g+HDm7jzdffIugw2PnOJTvM3wTmKdfkoL2faIT31hu/Wux30d14so+vRd6wvSj05Z2GkBa8pkbN28rdiwendxoZRa06DSYrZC2WrTzRXI9+rPEGr+W75WuQKlzEHVZlfN56yGTSD/jhOOqzx4FTXYaRFfYTlJeibNOHjEPf0eDDTaTGHuTggW0o2/Qh/mIwhw6F893Sb4iqZnE27CLqN+4svn+D22LuzVScX/5aD5Mh4DjwPRSNOxlFfFq6exMeHoCsfhtKHl7DafTn4rnKi2Tld63o7CXCafJOg7l75vHuAGDm5Df1yb5q6O+YUa9wPDycNs0bcPHwUiOBD3qFo6a0AvDsa811Gnqdhm7024CfGzRlh2o0ZavuI1i3YQ15hTp+272Zrj1Hi+cMQTBOlbToymTZzYvkn4NZt3oBFq16i14NjZt7kHZ6P8o2fci/dBTL9i9QnHyFjEPLUHUfgbWHr5FRVOXuQ1bIWrx9XuPipWiykvQQS27oehAkWPX6D/lXwrkvEUSMVOn5MvlXwkkDEf+XqVrz2pvNxPD+GZ9OAgSGDv8PO3dsQNGyJ0uWLcS8uR4XdvSZSfp+PyP83a7/u6hP/0pp5r0a8V4v79eIOhkpaoZ55w+YaN4ZgUux9hyFzKkp6oifUXYcSGF8MGb2rkis65MVsoamzbtQVpxOlqBDZ+1CVvBafEe8gVThYrTDWr3Kz0gLdX7HGCvPDF6DICD6t6dsnUbKpk8o16iNjg0f0hdBKsXOd47Ju6zJi6hnv7dIvh5C3G9f643WI6o3kKrcfciLC6b4URLOVTyOHH1mGsNpIWt57Y0PCQzc/TiKNGQdfQeMNfp+a0v2Je88jJ2/BiCr15ro09FGC4iBLLpWn1bAwL+637Wd+yfKgKc9VxvVaejPyOq8zG86gnNLEfao/JEZIiEdvGeQmRjJhtULkTZoS+iRtbwx+nkyMtK4fCEYQW6JxNJevEd9ZBnlmOH0ytdo87Mpyc0Qt/4Gr4b42DAjQZIRuBzdvUv06zOAiPAAChIjsfbwQVKoxsO9O2dC1iJ3bc+1axfZvGkHe/cEsH37FuwdnMgxdyDn9K9YtOhBacZd0nKzxAXKokUPih9d50TEYaZOmWLilZOydSrakiJ2bFuD02g9PJKy5RaFN2NI3ToNq27eCAUZdOjgTnzYBhQ2+nTQEk02OnTYv/QeVcmymzfXrp3j86+WcyzwZ6IPL61WYDWo58KjqG3oECoWtiC8hnqRlaPhdHQo8oZulJXlGT3vguVr6Obuafwu3Zri6PQDQQc2EV2NFppxaBmCRIKysvulz0zS9n5rtGPQL5prcK6k2VemmryIkq7FcTj+POXmliZadubRlVh188La3RtBItXvECp2E4ZrMgKXouoxEudX55N/MYjsyJ8ByEy7TXFhLuZtupBzMgCFnQv2qsfpiZ+U7Evl7kPB1ShKHl03WUAeX+ON+ubpagO1xPGt5ndt5/5pMqBOQ3+K654VHk+6btw701i8YDoWLYw/xPTApejKSlC26knW0VVYuXujDt9EecoNLJp354MP36G4MB9Bao5F066kbp+J7QvjUR9fh0RqhrxlF9J2zAZzCywqwQFWgyZx4oCf0Ueocvch+/halApLTkQew3HkPErSbpN9fANOjq7EXjhv5KXw4+rV9B84gkEjHJHrHrFj21ps+r5O/pVwEAQkFf7tNr30Gjo6aO/WlbiEOyZeOY4+s0jfvwin0Y93GCoPX9QntlKckUxp2EYc7O1p3mEo496dRkRoIEcO+YMg4DBiXo0L4MOkaH5csYR7dy6hU9phjTH+r+zQn0cJEXqf8ArsuzQzmaNHD6MTJOLzpm+fxZdfzuPGjWv0enEcUoWLaB+o7ENdmy+4qvsIcqK2U5h0mpT0u6JHkeuEqv7tazBzaGzq3unhIwrkql5ElfF70Wi9fRZWnYeQFbIOm97/oTDpFIVJp7DqPJjywjyKH1zl0ZYpWLv7khWyBpW7N7lnfkNzNQqVuxdoy7Ef9BFRsQew851jlBO9ctvVJfuquoCoug0nO3RjFc+oH7By9zXyjKpsk/gzv7f/63XPSltPojoN/Q/kUV261+pCzGvi0br5Dv77ybukbJmGyt2brOPrEQQB54qEVynbZpJ17EckMgVOFcInZes0ygvycB5T8f+X6WQF/4jMXIH9CEPwzKfoch5hl59cKxyQG/4TZhIpmnItFi09UTTphEXTLihb9kD9BG+bZX7+mLu2M9LQS9JuYdPLWENPTLhIZ7emoldO8tZpOHjrBVtlyKTobjxZx9cD4PLyV0Z+9F07etG14xROnwqjwK6ZkZBQH1lGaXExFhULoGWnQdw6thqJTI5Fg3ZkBq3A5XU/rLv7Yt3dF522nPtXo4yMq45eM/ReNS9OeGxcbdSB09GHULbtW2ELGMuli+eMfKgHvPgSUce31Ah7WXv4or11lleGDmLHtk2k7fkW1ypeNumBy1A07442P0sUyNlhP2E3YCL5ccfQXItC1XWYiRdRVfzeps/rZB9eSnbkZuSubdFci6LeuOX6hSw6AOeR88gIWoGZlSPZoeuxfW4s1t1HYOk2gNSdc8kKWY/9wA+w6tAfqw79jd5LVW8pw7tM2Tkb8w6DyTq+DptexgtIduhGBLmlCJlpTmzmlZfHExMTRsru08g6DEQTuZmFi5aLNomn+fZqO/csypE/W0OvC/3/g+hC7FnmzplGgW0zvv5mLlqtttoQ89ooMzOdkqJizBu0IedUAFIrOywqAmsEiRRHr2mY2dQTPRAEiRSVuw+CVPb4Gu9PUTo1FhNlCRIpyi7DsbSyZusve2jfqAHqwMWmbR/+jrKSYlQvvY9tv7fQJJ3i0U/v8dD/IwCc3lohCinDR/355/PF+998/S1KHiSKYfiCVIa58+MIVMOxvn2eB8DZxZX167fSo01T0vfON+lPRtAKJAornEd/ZhRqHx4aKF4z8YNZ1C/PQL1rLvmXQ8nevwBdaYk+RH3oJHTl5WQd+xFBaobTyLk4DP0Enbachz+OJTdmHzptOYJEikWb3miSTpGydTqlWQ8qPDBWis+bG7OPvAuBOI35Avshn5BdAn4LP2funGn6dAhDP+FBThHr1q3Eoorx+P6PY8mp1JaswyB2bPOnsLgIh8EfmTy3dY+RFN25gO2gD1G26av3Iho5F6sOA7Dp/TrlmcmUnd7OwkXLad22s3jfooXLsS14KI5FzuElzJg2iwZODhQ/vIZd/3f1KQy6++L6/kYUTTqhcvdGV5xPw8k7se6u17a1BdmYo8WjazcKYw+Y9K+6tA6Gdzl2hDdlZwPw6NqNst9P4vLaIpSt++iTffV6BV1RLt1aNILY3Szy+x5be0eKCgvx6teLsjMBLFy03AjGqqP/O9VBLn8Aj+oCgj58/y2uJyWK7nLp22fx2WezuXHjWrVVeSrzMAiS0qwHIt5r8OJwrRJ+nh22EamVfZXIvpVG1xiCVvbuP8SFC2dwqMa/2MrDl7zzB8k5/RtajRpl615okk5j0bKnqNUafKczA5dgqVCQoS4V3SeD9nwHMgsklvYIEikOwyabhOZbe/gSHLKZl4aNZc/eg3x5LpACTR721Rj+rN19yL9ynKzQjTj5zqI8L5P8SH9cG7kxoL8n730wi/Q8BR9P/oZfA9Zz+vg6VCobyht0qKRpTyPrwCJsBrxn5GWSE76RnFMBFFyPRtGoA5rECJxGfU5BQhhpe+fjOsHYu0gdvQNlm761Bm0pOg2lMHsLZdkPSdk6DVU3bxHGKEw6jeZqpB4nDl6DFmr0srH28EGTGEF6wBwaTd5p5J2SfeQ7zOWWfDJtvmiMrRxK37PfW5QV3CA8NICe/V4nTwPp6ek14tbW7t5orkXxYO14XF5dgMzeleygH3j+uYFERQXXkELgsUG2sjsq9KNtx+dp0iKB2At647xhATF3bqYP/mrViwtx5/FbtpUbNxLElBRR0dEM9J0qwlj/NBikDnLh3wW5VBcQdHPPt0Z+28ouQzkdshZl274mYdtVecBjHNKyyxDKMpKrD/g5uhK7AROwbP9CRWTfQhpUctsDvUb16mvvUV6cxbr1q4ww6spk7eGL5uoJStKTcXlFD3GUZj3A3KU5hTmpRvlVystKKavfzajikEaTj0Wr3qRun4nLG4sxd2hk1F9D7hMrS0vKi1KN8ptUbyTzIv9KKIJURmbQCiSaLPr27kNYRBjKNn3Y5L+chUt+RleSwYXz0Shb98Gu6AGy8nSj4CqXd4xhnNzwnxB0WhxHzKU0/S7q6O0o2/YFoPDm+Wr98K26Dqfg4hHUeSlYDZpUrQ911vH1OI2ah6JRB9RR28g6vk6EMXTacjIOfU92iN6uoWxZxRh5aBmq7iOx9vARi0tkBRsvKkV34ykvLcG8lafRuBtcQg1zqmtHL6ZOmUJcwp1q51TG4eV6LL4i1YKq6zCyQzeKi7a8eXfCwg7XmG/HYJB9dOsEgTEnMGvenbiYfcyaMpZfd20VM1RW3s1VDv5K2TqN9Ss/I/nevVpTUjztt1dTBsuq0GdtPP5NkIv0q6++eqoL/2hasuz7r1q060VqupqoM4nI5TKT37Wde9rr/goeA158kWsxIWTHHUfm2h6ZvSsqdy/MbFyAxx+t7XNjsX1+LGmxwdy5cQfXRi1NeKSeO6IXYkdXYdtvHHnnAyl5lITj8KkiP5F0OgoSwzGzcSH3zG4ch00xuUZbriMhYi+nT5/AonUfVB4+CIJA0d14UnbMRIeAvH4rBIkUwUxGycPr2L/0PoIgQZCYkXduL9bdR5Abswdzp6akH/DDeeRcVO7ePIo5Qvy5MwQeDMBx1Geo3L3RXIsm/1KQuIU3UOqueQhSGS2atWD37m1oLWywaNYNlbv34/4EzEan0yKv31rfH5k5RTfPIzG3oKyshFtJCTiP+RKVuzd5iSc4HRZIUNABbHxmoXL3IjMuFM+uniiEcu6cDsSq6zCjPmTunofCzAxpMw9UHj4oXNshtXIg9+xeNFdP4DxqXrVCTNG4I4W/n8FBpiU78SSWXYYanX/0yzTQ6Sh5kIhFs25YtntOX2A5Zi+Kxp0oTb9L4blf6dN/LB3btyXxzFE0108hSGVkHFpG21bteHAxDE3SaQQzGVnBa7Dt+yZy13aAHvLJDF6N/aAPsOn1Hx7FHOHk8SMEBf2G9YD3sOn1Sq1zKv3CMUqzH5Ed/hOq7iPIi9mL5no0ZeoUcqJ3YDfgPUpTbqIrKURzMwZF405G8yRz9zy0Wi3mFfOkHAlJEbtR9XmNwtuX0BSXcPnCOQ4G/oayTV+je9P3zden4a1YrBSNO/Hg3DFsh03RQ2mChHKdhGthu+jY9cX/27cXFcm61QspdWlP9LE9lEsbkHz7Kkv8PqO8vhvRx/bSrJUHaRk5z4Qc+SPaSk1XExS449FXX321oTq5+rcJ9PXrN3w1ceJEHt67zvYt3zPSZxitWzZFLpfR2a0p9Zxtqedsa/S/pt+G/+VFqSxf9iUDXnyR3p6dqOdsWyv/p23rSf3o7dmJEcTTSxEAACAASURBVL6jSU6KJ+H4LlTdvIyeNWX7p1h1GYJt71cRBAlaJGRfPsbUyZNNeBTlpBEb+DMKG0dkDdpT+PuZGgWNef1W5F88TN6FQzW6uGlLC1HHh2A/6EOKbl8k/1KQKEgEMznF9y5TeOMsSKT60HDvTzGzdanYIazCuvtI1FFbkaBDc+MciuYVQlgixbxRB+6fO4LNkEnixylIZRQlx5sIdHQ6SjLukPHwDvKWPbEb+CEFl49TcDkEBCkZR35AV1pEeV4GBfEhCGYyssP8cfSajmWHF8mNPYiyTW+9zaBCMKgTIrGrKIRhGNebJ3bz6NF9bIZMqnYBVOTdJ/deEoVXjpNz7gAlN05hqbSkFCnm9VqTFbQCwUxO+r4FoNOJQqxUnUJm0jnsqiysRXfjKUiMRNnSk5LMZDRJpzF3bEz6AT/kDTtQcOU4eXHH+HTaLGxtbfhtlz+y5t0h7QYFN87i6z2C87ExyJp1p/jBFQpvnsemzxvYeI6i6G48adtnoLl9AWWb3hTduYRVp4EgNed+zBGUbfqIx7SCtMY5td1/JZr7iSjb9NUrByPmkHvuICUPr6Js04fiu3FYdhpEXsxenEd/Ru65fRRcPo4gNSc/ZDVTJ0/j2snD5FwOpxyB7OC1mNk3pPDmORSNOqAtLiA1IxVLt/4UXAmnMOl0xRz7jl6ez3PncjSapFMoGnesVtnJD1nNhPc/pX8/T5PvtZ6zLXdvJ7J541K8hw3BycmJzm5NeXjvOssWf4Gd72xU7l7kXA5DVpLG0SO/Vizw3uRcDsPVXsGA/v3+T3Lkf5EBf+R1Tzr3s/+aZ0+gL1n6/VflgpIlfp9RrKrPvh0bqNegLRcT7iOXy4iKiuTrr2aSX6zE2tr2iavWnr0H+dl/GSVO7YiNCKRN+56cPHnCZLU+efbqn7I6nzwZxd49v2A3rBpNWpBQdPsClh0HUJx8mdzgVXj0eRl7BxcjHmkZuTRs0halbTvkWjW3Th3AopWnsRa7bQY6eKzFmplTdCcO+0Efitdk7JyDtkIYZRxYjKJxR2x6v4pVx5coy00nNzoA2+fexNHnU0oy7lGSepOSB4k4ek1H0US/KKTumodtv3HknPkVSWkRXbsPp6wwk9wHN9AknUbRqAMye1eUnYcYfZyZQStw8p1pMgbm9VuRHx9Cp3btKVenkH3tNHZDJiFIZeTG7EFiboFFc3ecRn9O8YOr5J3bjyBXYt3NC5m9K1Ire/JiD1F44yzyhm4mgiE3Zh/ZkZsoLyvDboTexa7objzp+xeiaNwJqYU1snqtSI89hk4qozQvE4tm3ZAUqCks1GDu0oL8S0dQNO5E7rn9esNwYgT5ccEU3YmjIDEc+8EfoWzVU3zW1F+/ID8+BOdR81C5e1OQGImZyoG82IM4jdALmoLLocjsXblyNoKTJ4Kx852tx66TztC1fQdORkdg4zMLaw9vym6fx0IKJbnp6AQp6qDv0ZaX4zT6c/2u5OIR1JFbKbp9AefR+h1Rfnww6hPbKL19ju59/2Myp06ejCLm7AmRR0F8CGVZDynLfiD2Oz8+mILLIZhb2SKxdqL091N07+JO8tkjTHj/U5q06Ey5pAFNnC25FbUHCTpK8rMr7veiICEcmVMzNFdP4DRiNhKlDerInxG0ZTxMeYi8hSdlDxIouHkea3djZSdz9zzGjB5HTrENd28nmn6vJ0+YaOEKuTmLFsylrL6bqFyYNWjPndOBRspFuU5CXNA22nfuV6eh/9n01VdffnX+fDQWnmPQXDuJonl34k8e4I033kJbnMayxV9QVt+NvHuxfDBxAvVd7GpctR7eu87P/suw9an4iK5GUpydzP69201Wa3d3jz98dS4vSmXZ4i+w8ZlVoyZdcDlUv6U9tY2pk6bToyJ4orq2ku9c5eiRX7HuP4Gi2xcpuHIcBAmZR1ehbNqFwoRQCq6dRDAzJz/CHxdnZzIvhaKTmJF7bCXTpn4qalTmrXpREHeMstvnkDXsgGW757Dp9TJy17YUJ18h9/ROnHxnYT9gIma2lYRwBZyjdOuPgzaXDz76lI8+eJ/MtEdcu3SW0tuxWFXsRAyCM/9KKLYvjseydS9xq45Oh6xeKxFCyUmMIiBgP5fPnebB+SDshk7B2sMHi2bdKIg/Tm7MXkrTbqFs1QtdVjL5SWcwd2xC5tGVKJp3p+RREoW/n9H7SVdQ0d14Mo/9iLJ1b8rys7Ht/y7FyVdI378QeUM3cs/uxarLECRSMwSZuR5eGfOF3u/6SjhmDg0pSb2JcwVsVHgzBpltA+wHfURx6k0Kr58UtWHLjgPIO7efzGM/YtG0K+UV7ZXcS6TwZgy64gIcK3YNxclXKLgaQXluBoWa/IrF2adid+PG/XNHsB78yeMdhiBFknqV/s+9RPLp/VhaqdA17CIKLUXjThTdOi/yN8BiRbdicXJyYuJ7k+nSoZnRnPJbNI/Seu1FHvJGbuRfPIzD0ElGPCSp13j7zXHEBW1jwYJlvDn2HTp2fZH+/Typ52yLQmHOCJ8hvPb6Wxw+fACtaycRRpE3bC/ytGjSuQLKsqfw9nmcRn+OuXMT8q9G4eQzwxQS1JajTjpFJ7e2bNqw1Oh7Lcq6y/6924208CbOlozwGUKvnr2JDQ8kPfaYCHNadR1movnPX7CULp3d6jT0P5s+++Krr6x6vyq6tancvcm8dJwrsWfZv69CEHfzIuNCCBmPUlCq6tW4ai1aMJfyBh3ESStzbU9S5D6jj8WwWsusWv3hq/P2Ld8/1hYqa9KCIGrSSCTkxuzBsqs3104eFjWNmnBBO9/ZKFv1xLJDf3QlReTG7MHRezoqD19KbsbQ0sWBtLhwJrz/Kd4jxpF8K5nsy8cY/56xRnX7zBF69BmDnaKc5LOHRfz3cRKmObUuQjLHxmgyHnLnxh00Gg27dm5C0bInZYW5WHUZQnHyZRFe0GrUFN44i8TChryQVXTq8hLF986THReKVpCQHbwWuUJJgaaMkOAD2AyZRJk6lfT9C1G26YO5S3O9xluhfRZcjcLM2lHUeM2dmlCQEIFjJcFgeA6Dtll4NYLc6AAKEiNwMmjOV0LJPfMbEgsVWcH63C42vV7RC8kmnSi4EmYi4NTR2zF3aUHuqZ2ioM+/eISChEgKrkaIWH5BQjg5p3aiuXoCRePO6MpLsOn7un5c9i9E0aQL2lINll2GoIkLpuz2eVEAVd3d5Aav4u13p1OodWLcuPG0bdeF2PBA8hLDMDfsSroNN9kROfrORn0rjnu37+LaqJXRnGrZqoMpjy5Dje07R37AQqHg9xu/0/2512jT1k3c9a5dvQBbh8ZcuHJfnKOt23YiJngP6suhKBp3qp7noWWYu7ZH7tqOjINLa4ENW5MWG0zsqeOYNXM30rir+4YNWHthMXT3fIG4mFNkXQ41sWuk75zDy2PeomGzjs+MLe5fraEvXLvlq9K0O8gbdTDSQLIuhxptm3QSKcmn9zP5k09qXLV69ezNyaA95FwOw6xBO2T2rlhWmWCG1bpp06Z/+Oo80mcYseGBZF4MoVwnkHHoO6y6DKnQrkNBIhHxYGXbvkaaRlV+RhqVIFCcfAXNqW1YdfPGok1fBIkUrURKftIp5i/eRP9+PanvYo9ro5ZMnTyZ9u3amGhUmRmpeo1/8CfimKTvX/h47CsWodRd89Dpyo0WobyYvVh2H0F67EHOx5zAboTeIKpJjKT4fiI5p3eJ8ILm2kmE8lJ0d2Px8/uBLt168/6Ed5Fpi7l0+GfKtVqERl24GLEfh5FzEBCMsObCm+dRNOn8eD5UErboIOPgEhPBYPQcEinyxp0ovnUe+8parNQcbXIsmhvnMFfZo9VqKUgIR96wfbXCKPPQdzSo50LqhWAsWvQwMugVXA7G0ftTkXdZTirF9xMqFiE9xCKOy8g5FQtKGKW/n+a9j+ZiJS3mRtR+lJ2HGH0PmbvnMW3ydHx8fMX50KJZY9q4eRKyfzP5N8+j6jbc6J6UgDnYvfA2lq17g9SclPMHmTF9utGcatGsMYLUgrPhByi8E4eqiqE4ddc8LN1eJC85AVw7kXfvAh9MnMCj+0n87L+M8gYdSL4cyehRr4jaf07WI44c2YeZvSsFV8JQVRGmqbvmIZjJ0RbmokmMMIENq84zrSBBdz+e+lZmZF4MqfUbNmDt9ZxteXT/d73yV629BLKTonn3nXdq3d3Xaeh/EM3/btVXjj4zKYg/Tv7Fw+JKX/UlZgetYPzEGZRq5TWuWoXFUC5tgKwkzUgLNVDl1frPWJ2dnJzo7vkCQomGuCObkDdsj8OwyVh1GEBJ6i1yz/yKZft+yBxcyTiwGPNWvbgasY/AQ/tR52hYu2YxTi7NuXDhIhfOn0KXl4Xm2gm98TRoBS+PeZuHceGkXwgGqRl54Rt5+91pJN7I4u7tRBNbQ+U+Vtb4KwtCReNOFMQfF+GcjEPfoWzpSf7FwxTfjEEnMSMrZB1WHV6iMOY3BKkcadNuRtvsvNhAHIdNFoUbghTN7QtYyBUMGPI6UWcSsVDIycpWE3M2EjvfCgF3LZqyrIfkntsnLgZ5F49gXr81ZZn3yas0H1RdhopavLxxB6w9RyMIArkx+0jd/QUWzbpRlnmPgiuhooCuuvXOOvIDlkoVU2Ys5NHd62So1Zg7Nyf/4mETYZQSMAeZhSXP9xmITlCS/nsMmoQwci8ewbLd89j2eR0zGxcRQy+6G/fYs6MK/FBZ49c9uorMwpWTJwKNFlYDabVarp08bGLn2bvvELdvXMTRe7qp0AIKEsORWjvpjbmCQGf3l0zm6DK/2ZSWl+PoZWrfKcm6T0F8CM5j9Bh7xoUQ4s+dZvt2fz2E2c3LxIPm6y+nobVrTEnqTRyGVm98Lkm/g7ZYg8yxESX3Eym8eU6EDW37jUMduYWi38+A1Iz8CH969H2FcW+/z6NbCTV6KBmwdsO8XuL3WY35Y8zrtyItNpj0h49q3d3Xaeh/EM3/btVX8gZt0dyMAZ2WwquRqLp5GRmycg8v4eUxbzP2zddqXLUe3rvO8mVf0qJpAyLCDmM9+BNRABiMYZVXa4XC/E9Zneu72NOrZ09cG7tx71qMXltHSsnFg8yYMZfLUUFkXDiKonFHCuKOgbaMUtuGXIoOwqxJV66dPcrJyGPoGnbCRijiZW8vEo7vZPzEGYx98zUaN2rEsYM7Kbx9iXouzsyb9yXJd67iv36Jia2hOgxV5tiEjP2LEMzk5BxciCC3QtG6NwWJkWhunkNuJkFWmMXCBctoUs+JuKBtDB44hAeXo/nmmyV0cX+BK1EHSInYhrlLc+QN2qDqOkwca8FMTnboBqS6MhYs/I6unTsY9aHEuZ2R5p0XG4ijl7EWnXv2N1S9XkZzJZSi2xcez4cDfli07EHhzXNorkVTlpNK7tnfULbuTWHSKRRWNmiRUBAfbIStA2TunouupBBJU3eunz3Mnbu3sPEcRX58SLXCSIeO4tRbpN5LYuacRfR/oS/Bh/cib9yJgiuhomE7/YAfisadKMm4C+VlaK5G1qjxZwd9z4R33+fg/p9rFUBV7TwG21Dlep5V7ym4HErexSOYoeX9j+fSv19Pk+8jOPgQjjXwUJ/4RR816lELtl/FK2tXwBby0+/V7n0VH0J5QTbagmycRs5FamEtwobKVr3QCRKKfj+NIusW33yzBLeO7miL0wnYsblGD6Xs69F0cmvLz/5LuRJ/jrL6+p1ZcfJlUn/9goKYPQiCINpstILkibv7f5uG/lSh/4IgDBEE4bogCDcEQTCJvBAEoYkgCKGCIMQLghAhCELDJ/HUFheSfsAPc+dmlOWkYfvS++LHK3NqRmbQChSdhxN54qhJyPyF2LMs+HoSx4IO6kPrLVzZsW0dKq8ZoMOIh06nxcrdi5T8Un7d/eQK7f+/ZAiDftN3OGVnA1jk9z3OzvXIzcnGefTnFUKkHmYN2lGScgOn0Z9jP3QSaZoyzFr3xX7IJ6hLBQSJhL37gmnVphMXYs/y2bwZOI76nIafbCOrsBxvrxdYv2aBPvR8yCek5xYwauQgsZq7gRYtXI4i43fS9y1A5tSU7OPrmPThx1jcDCPjgB+Kxh2RaMtYsPB7vvXzx92jJ/95dRzf+vkz7dPP2bsvmG7unqizM8jJUWPRsgcZgcvQ6bRG7ys7dAMW5jLe//gzk/DtRQuXY5t3l5QtU8XQeteJ64yCT7LD/TG3cUIT4Y+ZTK53s6wUlOIwdBIyh0aUZSaTdyEQ5zFf4jBsMma29bAsy6Mk9Sb21YTSK7oMR7Ctj0W753jw8CE2fd+oNqOlgazdvZGYyXiub7+K1A1TcRj1GQ7DJoMOMo+sfNynYZOROTRC6fYCZrYNSN/vZ8Iv48j3KMzlBB4+aBLkk75xIvnnDxilBdi1Sz9HL8SeZeasySb33F89jpxz+8V7rLoMRpBIcWnQkJatO5q0//0PSzCvKDVn4JGyfrzYrpPvLIofJRm9G4exP5ikeRj3zuTHY2qhNMmPn7J+PLkxe8V+WXf3FdMEWzTt8jjlQAVfm+4jkNrWp03rtnRz9xTTZFSOvq1Mlt28uJ+hZv2ahWQpG6JQWFCvLJ20zZ+Qvm8B8vptUFlYYP8oBvXueeRfCUUTuZnPPvvWhNe/mZ4YKSoIghRYDQwE7gPnBEE4qNPpKsejLgO26nS6LYIg9AcWAWNr41umfojLqwsqIhLvU3AlQiwvJm/oRuoOvetdRqHWqIamIURecGqB3+JvcBr9OfKGbpRk3NX7wN489zgqbdun5J47gE2PkdVmcvszw37bdnyeQSMckcidWfD1JKNIUkffWaQfWGwkVFTuvuSc0td7lHcczPbtW2jb8XmiziRy4tg6MZtdcfIVinIysWjRHdJvi8dKcjOQtvQU85wbckonXYtDnZ2Jc8U4pWXeIywsQgwJlzd0IyP7PlHRZ41qOVZ+rqqVeFK2zyTzyEqj95WyLRlZaS4p2dJqUzqUlJajLSkyqgdqoMyjK7Hr/y6lGff0PvUVEbaPfp5cJWnWdNL2zsehUiEOlbsPaSE1F6yw9vClMOk0WUGr9Klxr4RXm1rWqPamhy8RkQGUhoZi1rwHOq2WlK3TsO33FurILfpoUh2kbJ2GZdvnUJ/cgUQqw2nUPJP2Ve7emCeFM/atKaxZvYSsgNnIOw4mJ+wnXn3tPSJPHBVzyudH+DPxg9liFSmZa0eKbsSQsWMmFp30ZeVkzi3IPfPr46RXYf44+nyK+lSAURUhw9hXztEu7ziY/Eh/OrkPJeXO41z2kkI1zZu1Irma4hTqoyt4uaLS1a97DlSqy7qJ9G2fouwyDHXoBl57/X2OBe/jUWIE1h6+ZAWvQe7a3jQitsdIrN0fR8SeCVlnkn3TcH3OsZUou3pj5e5F8b0EitTpOFUkqkvfOYd2DR25fet3MSV0+vZZ9HXzwE2QcOzoL7z7/sxq0wn8L995bef+6OuedK42eprQ/x7ADZ1OdwtAEISdgC9QuZX2wNSK3+HA/icxlSisHn+ow6eZ5P2w6jyYnFMB2PR5TczqVznvclboRiwq55X2/pS0vfONhWTX4XoYQGltksmtuvDgpGtxzP/yA8zMzBn/3uNsctVdW11Ybk3ZFiWCDqucO6grhaRXFmoGDdVpxGyxFNfixSvo7NaUpGtxSCXgoHlA6uZPKMnLwqb3KxUpaiV6wXrjjDjR1bvnGuWUrpqFz95rerX1Hqur5Wj4refhWev7Mox1TSHcE8ZPFBfgqqTq5k3uuf2UZT/CslLxCZWHL9nH15OSkYyj1/SKVLOPQ+INqWblDd1qrbBj1WUI6sitlGU9BEGg+OH1Smlj1yG1siMv7ij5CWFYVxRwWLbsRxYs+Irsm+fQXD+Fsk1vck7tpN5b3+tdIg/4YdGiO+roHQiCoA/7r2FBUd86S3bGbb785geSEqLZtWsbH/53HmNG+TB+/Nv89ut2tm/fgp+fPn965bxAmQGzKc24S1bIWmyfG6uP0N32KaXpd8iO2Iy152h9UY52z3H38lE6uy0ymoed3frg6PS43cWLVyCRO9OhbSOx3QnvfsDmzT9VW+lK2XV4RaWrMWxYvYgyqTlHDu3g1dfGE7DtR4pP/YK1yoahQ17i2NHdlKmzUUdtw6bPa+Se3StmDjUUJMmPO0Zh0mmsOg8mK3gNNtbWOFgLRjVxZW4D0ZzYzNSpM9mzdzcPd0ZTlJdllP7Zeshkrh5ealQNStllKCdP7GbvvmD6D3z6uqR/RDj+X9lWbSTodLraLxCEMcAQnU43oeL/WMBTp9P9t9I1O4CzOp1uhSAIo4A9gKNOp8uswus94D0AqZnMXVGvJTZDpyCzdzVqs+huPGl7v0XVbTiaS0f54OO5tG7bmc/mvI+2flvsh06iLPsRGYFLQYeYV7oqD3WgHx7dn+PChbO8O3Eardt2JupMIi62pWKlHLvCR0yfuZgbSZdZs/IbdIIEZeuemKff4ctvVnAj6bLJtdEx13iuZ3tAv3o+17O9uHOofN2+/Yf0mlazHpil36RV8+Yk3L5jogU9WD8Bmz6vYdVhAKkbJtCxYz/Gjh0nasaKlj2x1Twk9dF9pC4tKEm9Kaao1WnLsR/wOM1r/uVQys4GMGjEdJ7r2Z601AesXuVHqblCTJtb3Ti99+EcUrLNTJ4LIC31AYvmT0dqWw9H7xnV8kg/4IdV50GUJkaw+Lst1Y5NTfixTlvOoy1TaWJnRVFpGZnFWpSdh5If6U/HroO4FHMYVI4mSbPu/ziOTm3dSM/ONLrn5VcmcDhoP6UyBfJOg8kOWYfM0g6XCWvJOr6B/MvHsWjWldL0O9gP/i+l6XfJjT2IRXMPim7FYmYuZ8iLg3iQkkvsmQNiwY3UHXMQzBUU33+cdO3eqjdQtvTEYdhkBEFiolkKEin5V0IpO/P4nVQd38r/F3w9iQK7ZtgPnYQgSCjNekD2QT+s+080eseFJ7cgkcopKFDrbQm/n6bvi2/Sya1prfO1atuG3UBt7yb1l+mUpCcjyMyxaOlJ4e9nENBh0aoXmt/1CdyU2TfJUWcha9adotux2PR7h7yIjcjM5BQWa8QEYTptOXmxh1Cf3AblZVi264dd4UM8+71FX892RIQGcuzoPia8N51WbTqh1ZazadNGbl0/hYVSRb4gx27Y1GrnYOb+hXz433m0atOpxvGt7ff/eu6vbAtg0sThsTqdzsPkZfF0GrpQzbGqq8AM4EdBEN4GTgAPgDKTm3S6DcAGgEaNm+qy1Q/JObQYx3HGW/Dc4JV06diJy5eO8OrrH/DyaH3GOR+fV9i9ayOZ26ZjM3wG9cZ+R2bQqmoTVxnqLg4Z6mtUo7BqpRz17rls2+THhYux6AQJzqP127dH/h/x2ay3KS0pwdZ3DvKGbmTvnFNtRZVr8RGsW/8jdoM+xLJdv0o8L4jH0n6exKVLZ7EfYZrpUNXNm/y4Y1i6vYhlN29S7kRTVpiC//olIsyRGTCLstJCyh5cFYVJ6o45WLZ/wQTvXOT3PRK5s76PbrVX0amtlqP4260pWu1SVi2fS/re+TSoIlgzDi1D2boXpVeOG+XoNvCoNknUoWWoeowSCyBYd/flZvBajgWfYs3atURF7mbx4hVERJ4kVqfFedCHpuPWYyRXz+/l4MFQo3u6duuBR88XSEqIZtu2zUglArZD/osgkVLy8BqW7Z7Dsv0LqCM2U56fRXHcIWw9fJA6Nqbk4TUU7Z4jKvIIZjKFUZZFh2GTSauSdM3Gcww5p3dRmpGMqpsX+ZH+TJs2mz17dz8xz3d1GpmhNmjl3Zzz28Z56/MjNjJhwods9F8nwmaZ6gcU5d7Cf/1uo7n9pApAC74+Xk0Cr+/05QcroBErd2+ygtfiNHIuOm05muvRYuGPkqz7IEBGRtpjCG/HTIpO/sx7Ez9iw09rjLI9Gt61TldOQUI4dkM+JufXz4zy3FfVrp/v2xN1RhIL5i9l1aoVJFYzjw1J6MaMqr7ebtX//1YN/WkE+n2gUaX/DYGHlS/Q6XQPgVEAgiBYAaN1Ol0OtdCD+/dApsDZa4LJOXnnYVw6GYCydS8OH9mPh+eL3Ei6XFFr0hPd/Xgy9y/CdsB7Io5blQxpPqvWKKxaKUfWYTCxwWtQtu5NUXI85g3bU3wvgXJNLroW3dFW4NSCIMG8AtuuXOV900/LKSrMx6JNb/IvHUVqaU9BdjqxD2+KdTqllvYV5d+q35ar3L3QXI8m73wgKncv0q9G8eWXc4z6aTN0KiX7/bB/aaIJLGVIsZp95HteeXk8ErmzEe5WWxWdmmo5VsXtok9fpKS0DPuhpoLVuvtI8k7v4v2PZpOqlplg6OPemcaPK74SYY7scH8kCivyzh2gICFcD3OE+SO1smfa1I9p5z6KL+ePICx4Lwf2b3tiqtnK9wDEJdwhOuY6LrY2FBcXYT/y8bbc0Wcm6fsWorkWjbJNb7JC1tKlc3fuXw0mPT0VZZs+5J7ezYcfzyXm/BVizx6kJPM+jsOnVpu+OOdUADZ93wAEskM30LR5Z+o37sxHkzpUaJuPsdynxUwNtUGvVINpZwf9wCv/mchve/cY2WVshk4l/oAfNpWMijK3misAGVLfOtdvS0J8OCWZ91F10eP0ZoJAzskdaK5Fo+o6lKzgtUhVTsgbdSBly1SxJmtl+K2y0LboPIyi6F/Y6L9OzMtv+u58KUw6Q/6FI8jcjKsvVWe/UbTsybTp/yU7K7Pa9M+Kzl4cDtqPR88XkUgkfymu/U/D0M8BrQRBaIZe834VeL3yBYIgOAJZOp1OC8wBNj2JqQ5wqSF1qrWHL/mXjlF07wo6pYqgA/6cOBGBqre+ADFSBVIbF9HboLY0n+FHt3Pm3DkR15405Qs2/7SYB6veROU5mtyze0SN99GWqTxY/RZotTiNnCNqwXnnAzF3bkbW8XX4eI3gtaxjTAAAIABJREFUuZ7tKS9KZcPqBZRqdeL9KVunkfbbNwhSMyMtOiNwmYj/QfWGOKsug8k5qRfOyq5DKT+zA6fyDB5VqjDUYLyxpmbA3Q2kdPcmJiaMd999B0C0FdS2pa6tlmNl20CtPDx8KL91Bl1ZHs/17GrKw60pfgtykdha6Qs2jJiN1MqBtN++Qd6gLTnRATj5zqYsN53E4+t47+PP6OzWlOmTd4sasuGZq0s1mxjy+J7KVN3OQH1kGWXFxTiP+VwsN5d45TyCVCa+s0z1A3RleSTfOodFq14A1eZJzzi0DJW7NzY9RgEgtbAm82yA2I/qtM2n0chuXD/H4fhzWHvPMhlrefPu/Lp7I/O/XcqKH1eg3jUXWYdB5J0/gKPvbBGKqHa3VkGV0+5eS4hC0bInEpmCrJC1yF3dKE27gaPXDMoy7pETHYCqmxd5l4JI3TEb235vkRO90yj/ftU0yZoTm1FZq9A4dDF+d0ErsHb3MZrz6hO/YK4rM6qAZBiLC7FnxV2qTltO+t6TRrujymTl7kXW79EkJZzkP6+Oq3V8n/Y9/Bk8/nYNXafTlQmC8F/gGCAFNul0ugRBEL4Bzut0uoPAC8AiQRB06CGXj5/EV6KwNKmZaO3hi6rCoq3VqLFo6Ulp5j1OxMaj6DHaqJRZUXI8llVcpzKPrsSq6zAx1zP12nHw0H4s2/QRvT+iomPJyEhH0cKDnFO7HlcEEiQ4+c4ifd8C7Ad+YKIFA1i2fZ6IyHDUhdacORGAVmmL0rWdUcHf9Gq06KyQtXA/QfQ0yD6+DqmlLXlxRymoVEnd3MaZ/Cuh5IT+xAcfz6Vl6w58v+yb/8feewdEda37359pDL1Xxa6IBRFUbFGTmESxt5imJjGaxJyDJSYxGk21axKjxsQae40KFlAQO6IiKs2CiKLSpMNQBqa8f2xmmGEGNOe89+Z37z3rH8cZZu89a6299rOe51t4emSp0bYb6pAhhpPbvvtIsvZe5pfVq/WIlaXLFpksavVzvM9CAP27x0i9k4CdnQOlhZlInLyQ2LqgLitAbGGJffcRuNRCFAuj1jFy9ET996Z++AUb1q8wMoxo2dqfzKt/6g0jCiPXMXLUBLMRzqT3P2XrllXk7fpCn1+3tLRG2jzAyG6uKGwp9gPrxsyySzC7dm2j90uTuBazj4ICIZ1Qv9kHjaUiNQatVoPyUTKKc5vpNeBt/Q6lfj8+KyITiaoozl3Aht/v4zDcdFdSlZFI+Z0LWLXuzqIl3zNw6D9JiTvA3ch1WLd/wciIpChildndWn3E0tNdX8Cj65QrlUZBiCr/sZE5hduouZSnnKXo9Ga83l/dYKpTd96WbXyN+r44ej1iC2sqUmOoSI3RI3QkEglja1E09Xd2S5ct0u9SDXcGur4Q7veh+oe7vIsxOqx+/z7vOPzVz/5fitCfWRT9r2oisUQrb9Je8Ew0qICrK8vQKAr1qI3c3XOROjUxgshlb5uFzLU5NXkZiMRiwdy49hgll/9ELLXAsmWAHgKnyyf27tSOs+dO1znN7/wCdUUJUjtnfbRh2Axx0Mrc+5TF7GHFijUsW76YcqdW2PUcR2HEakCLyxDzxd28sKXYduiHfXE6w4cMY/+B3Xz11fccPHSIy7FneHHAS1yLj+frrxdy/uwpjkcc5c23P2LqlA+4Hn+FL7+caTYyLo0LQ5F8ClGVAutuw/UPMUVyNFzbzzcLN+DfqSVPHmcwZ+5nlKrFyDq9apzjVagazPEa5tP/nWOoq3KZN/dTJK2641ieibWFhPtZOWhrqrFqEyTAV99eSua693hj1Gg++uRTo3PHJ6Ty5+61XL5yiWkfT6e9X386tGvCNws+4/KVS3z80T9p59OBpcsW8dOPdeiiAwfDOBK6nYU/rOBQ6BEunAtnwYKFuLl5MGfubAqVGhyHfGp2zEqPLWfJ0p9Je5DNpvXLcBhuXnRNq1GTu3uuIEGbcIwZn4Tg1dzfKJoy/C0NvQZIf7CXlk2W8+4HUGjTF+fgmfoia1nUCqTNe6G4E2NkFNHa1cHIFUt3LfY9RlIWF4Zrbhzr1+8g6fYj/bkmThxLobW3UdG19PgKbAZMNiq6llzaQ9OPNukL9lI7N/29oON61N8d6wKzZu4uhITM5pdfVuDq6kVCwlXEWi3OtTn2svhjlF0/isvg6ajyHuCSE1drztHaqG+ePM7g2+/mkVlahW2ftymJ2QsisO0yiKIzm7Ht8hplN8KRuTbHLiCYkugNrFixhsBuPU3693nH4V/57L/zXAAD+nRqsCj698nnLlvxbbWykuqs23r2mE3nlyk+vx1rn96NU6mlFigSTiKpVtDZx5eMy0eR2joh9+5Izb1LeHu2Ju/OBSP9bJ3Yj5F2t1iK8nEyFh5tKIs/albnwnHAJKzb9Ubu5YMy7SoyJLg1DaT0UTylqVdwHBRCTcGTBmnkTi++i33PseTfiMLDxYP3p35O2v37hB3eKaAEnj6m/6CPUVUr2L/vD+RtenE/IRaxxIrlyxY0yixUJJzEr207VDl3yb8RhVYsQXF2M+9OFmQBLOXgaL+WcSOvY6HNJyX6Gt/Or+aFPucZMigPqTqflFPX+HZBNQH+4bg57gXNBrTq9cJr7Wm0oh44OHqilXnjYi0l/cJBuvd9naBe/ekeJMgd3Dm9jw8+/Aw3zzZGNGWdpLFOaC3v+knyntwHrbZW52SYXoXSsmlHspMvmVDfY67eZejQEQweOh5XjxZcuHwLa2tLOvv3xsalM3Y2Fo1Krl6KPExzn5d5990PEElt9DIRclW+WZkIHcXcu5UfP//4DaJm/v+y6Jo5CndpST67d3zDrj+Ws+G3dYQeXEde7u908j2Hvb2aHt3UXD+XRcHNS6i1FpRFrWTGNAUXI54gb93LSFfmydVwXEfU6cogEq7FvvsII+r7kzyN/hp0Yl3lt882KBJWcGKNXmpAq1VTcm4bitvncR8zr9HFPC9sKVatAih8dJfIk0epsm3Kk9QbWLXrjVqjwnHAu4jEErSqapSPk7Ht8iqWrQJ5Gh9Jcvw1du/aZCQEphPgOnFwC1VZd/Cc9KORUF3JpX04vvguMscmFMfsRiKCwcPf/W+n4/+H+g8s+Prrb93HzhdkW2snk0gkRlNdRcXt85TfOd+okpuVTMbSZat47/0PmTBhMoV5hTyKDeWHH5bTp38w77z5BvFnjjUq9lNwYg1WbXtScftcrQFzPRq4RkVZ3BG99KpWIuVRbChTPwzho6kf8Cg1kdtRe1DmPTBPI9dqqEg5W2tKIHy3X5+gZwjzC/K/KfFnETU3dvQxK0d7+wK7d4dSkJ3Do9hQvv9+Oa8MHIiTw218W87C2vI2UqmaTp00jB+nxstLA6gRi2vfe73uPZFIDagNXueBZi8tm3vRxOtFevfux1tvv4uzixCF6+QOBJnVXiY05d9+XWSkgilv1pnKjERch840WYRchs3+yxLHGQ9usXn98ueWXDWRJzajqaKjmH/w/vu4e7YhI/Hcvyy65unuSGlJPvGXQtmyfhHxsce5GnOEwK6ZzJwJ06ZB//6Qnq5l1Spo1Qo6doQhg9VI1QoST8bRrWs14eFQoVAhKn5A+c3jSNzaIPfywa7b8Hr3xY/Y+vbFslWgEfV90qTJ+j7TCX4pix6ZFQkzDGJA0N2vuBuDxMYRx34TyA9dgrxZJyFQqp2X2TtmU37rrN7JqiI1FnVFCZrKEr0KZsWts2irq1Bm3qbg5NpaobNT2HZ5FWVhFrm3zkEzfxMhsOwn9zgVfRLnIbOQOXohb+qLffcR+t9dcess1r79UN+7xIfTvtQLd/130vH/x1H//yuaxNHTbOTp2O8dxLYuaGtqyD+y3OTzghOrEVs50LqNLwGBQcKxJBJefnUU8+f/wM+rlvM0NxPvZi1Yv347Pp4O5l3lj/2IhVd7ylNON1hose8+ErGFJVmbpqFIjqYw6nfat/Nh0XfTORV5nDOno6ipLG2YRt59BFqVkvxjP1F6eiMSiZgVK+rygiKxBNvXppOc/kBPedYxRUWI8FLnU7jnSxRJ0ZQeW864UW/jkhOnpzYrzm5m/vwfEHGHD969zJ977ejaeTka5WBaN50LKP6FkanfNDx48C3a6lfQKMeiUY6ljfcMNKoDPCtdN/XjOXip8yneN09PK28yeY0x5T96A86D/mlCfW+opd5JYOLEsTx5nMGBfZtN+jLmZrJRX8o6vcaZ6KP671+Pv8LG35c2SjHXyUQYyjgUR69H7t0Rx/6T8HhriSB3EPU7tr79kDfrpL9+w3Ndjr3AqmX/wEL6J/Pnl+NgDytXwkcfQdOmIJEI/06dCosWwZIlkJPjRI8eZxg+bB9irRRvbylr1kBkJGzeDKOCSykNW0Dl/WtG151/dAVDXgPPqosU75+NIjma8nObzFLf01KTOX/+LDYDJpt8Zhs4lOLojZQY0Pjtuo9AXZhJ/q7PsfbtR2VqLHm7PkeRFM3TQwsRWVhirSP9iCVCcOTopb8vRGIJtv6DKYndT/HFXbiP+xqX4OloVUoBdFCbGnUeHMKT/GIWfPkBTx5ncD3+CvPmfopNr/EUnd5MTWGm8ADZOoOawkxBt0cLBWFLsLaxwcHRpdG583+h/W0R+qKff/vWrutgvZymod2XuuQpVRk3G/TRrM57SO7jNAKCBum3IeYci/bt2caZMydwHW4qrI8IQaGvaQfBgadFF2qePiRnz5dUF2ZSfGEnVi27IrFzofL+Naqz7mDb+RXuXzuNytGbcycOgo0Tli0DzEiDagx8Oi1QXAtFq9FAs0BkVcVIygsouBHZqMLkBx9+zqAhb/Aw7SFFSSd5f+psSpQOjB3zOqLqCtIvHKTHC6N57aWLWMqWkZ/3lB078lm6NJ8NG0oJC4P8fGHBsLf/18YoMxN27IClS2HDBiVhYfnk5+fTskUh9rZnQX0CrbgvsdeeUF2jMdkeXk9+wtixr5OdnkLG5aPYdDVOaeXt/RJ7G2vKM++apIvMblnreUj6dR9JfmqMUV+a0xhv274Pf2xZTXFJBT//tBBZMz/se47RqzY+PfANWmUl8uad9Z6ZOu18K0s5rh4t0Eg8UOTcoijhFBqRlKrrobz51kfkpF4zSnd17zMOZ1cPklNus3xRCEsWKxk8WMOhQ9ChAwwebKajAXd3KCsTUVj4Jn5+3QgOHs3331cyeLAGe3sQi4Vx7N4dAgLg6O+xyNv1R2JlJ0xnEVQ9SWTtqnJkmiJSoq/z3YIKAro+JS7BiyqlxERv39wDTe7lQ9W9WCruXhJUN2vVEDt0fpGS3Ptocu4y5aMvUJRUUZAQjlQqRSO1RFOlQJF0Su9kZVdP8bIoYhUaVTU2HV4wshEsT4zEdcRnekOQ0psnkLYIJObkIc6ePY3S3ouKOxeRe3em9MpBym5GCLLKtdG9qigLZdZdRM0DuH7mGO079TLxEP2/lHL524qiYpml1vm1T/TFzNK4UBCJsWoZoBdfqi/e5DriC1SlTwU9EHcPJDIZSxb/RMzFM0bEnsK9c/Ft4kT89fgGo2+tRk3Oln9SU/oUa5++KHPuoS59itTKDlWlAmufPihz7qEqyUNsaYNYKkOlKMSp/0QUyWeQWDugKs1HbCEHsVTA8EZvwOnlKZQnRaHVqLELGEJh5G+I0SCyc8NtzHwKD36LUlGMWGYF6ho8J/1kVJjLXPcu48dO4qMPBXx+Q8URjToOtfITJJIKrlwRoruhQ2HIEPD0hJwcCA+H48dhw4avGDXqg9ozKAG5QU8Y/r/u9fHjR5g8+VOGDNGYPebcudCzJ4AYpMsQS4aYvV5dUdRcRKy4FoZLdhwdOnXn4vkI5s//waSgpXuti9bsh3+hL3L7NvUiMSEO3NugLi820YjJ2zSVUcFDOHj4ACL3tlRnCh6a1elxyF28EXl1oOz6UWzav4Aq4zoSB08s/Qc3WOA1pMt/990SAgKDUKvVrF6zhgvnwpk//wf9d9as+gEL6X6mThWE5caMgTVrhAdsQy0zE2bNsuett8ZRULCDKVNqGvzb39ZLiEofjP1LAi9Aq1FTvG8W7wx7wPjX69/TlohkOxGJO5gURXVSCXL/IfqFVpEcTVH0JuxtbZBIJLwx/m02b1mPrHUQTTT5RoVWtVrNl3M+JeXBA3BpRU3eAxPkS96mqcz4JASJ3FWg95er9KQpXdOprLrVom+K98/Dv6UXMbExer2m7G2zkDftgPMrH5Kz/VNEMkuqc9NwH/dNrZbL57w/bjRvvDnp/2xR9Hlw6P8lzdbamuLoDUhsHEELqtJ8rFp3o+z6MSPscenVwxRf3IV1+77khS1FVZqP3LMdWZm3sGn/ArM+/Qd5uVlY+wokHpuOL2I/eAbXd8zG2tcY1ph3dCX2PQV2ovJxCipFoX4yZG+bhY21A1XK8jpc+vZPsWzpj/JxEvIW/pB1F7vuIxFbOVCoIyNlp4IiX6Bio0VxIxzbwCEURa2nMHIdUudmqAqfYN3El7yDC1GVFSFzaY6q8LEJ1AzAtvtIQg/vJqj3yyYEiYjI8xzev5obcacoLVXj4CAsqpcuweLF0KlTXf/qtvJ9+sC0aT/Rrdto2rRpBVQA1gYjYfh/4fX9+w+YMmUuCxdqGjzmV1/Br79C06YaKis2k/aoI2AMsXoWrdwmcBhZe2NQJd1CKrOkoESlF1LSEV8Ceo0FjCFsIpEY29emkxi2FKue4/TqifWbvMsQ9h7Yg32fNymJ2YvE1hm7nmMpLniMo7iGx9fCkDq4Y9drHGUlWdiJJVRc3tMoEchQdE0Hs5PZ+ehJTRcu30IqKeRU5D7Wrq1bWEtKhIdiY83DAwoLy9i9ez+rVjW8mAOMGKYmdPJxVHnp1OQ9RFlehYWVjB07RbRtoyU2FqKjhfM6OFTR54XPCOw130Ssy1AkLD81Biv/YIqiN+I6cg5lF3bh19KbzVvW65FhWXvnGsFiU+8kcP36Zez6vNHgOFj6D2Xn7p30HPAu/5jxPbu3rTYhTRWd2YxV255G4xt/dDluBoQl++51AnauI76oZe3WBX7WXYf+B7b4d0Xovh06az+cNosvv5iOxsIa12GfCvrSBY/JO/gDIgsro2hdt+hKbBwF2Vk9fGsWFk3qntqWrQJxGvAuNYWZFIT/ooc5FUatwzZwONWZt0CrRV1ehNy7k16Do6Ywk7yDP+A86BMj+FZh1G9GsDCpUxNBDEunPLj9U4L7BvHpZ/N5lJHOP/85lbKyUrRaLY793tZPct31iyQSavIf6X+TIdQMancO2z9lyhvjjCKNy7EXWPRdCMOG1RhFzIsWgZ+fUGBrqK1bBxERMiZPfo/p0z+iTZsOBp9WAZZGr2fMmElBwdZGI8SNG6G6Gv7xD0DUCrHFMcA4mhg/foSRLokuGrTqOgybwDqdk8LI37DxfQHHsgeIJVL6DxjKwf1bkLTqjlXBPaysLJkR8hm/b/iV7LJqPdHKEFba4C5s1xeoirLRqlVY+/RGVZyN8+AQig7/QHV5KVZte6EqzsLG7zXUV/dy5Gi0/vt/NdLSarVkZv5CE7fNDByoITJSyJPDX4vQCwrKiIzU6r9rrl26BN9/D6NGwfDhdfNh0yYRly9rGT1a2LHV7axEHD8uZ97Xq5DbNtGLdb098Z+MGzMCtVrNmNGvUqqowHXkHKxadm0Q0ki8AIvV7b50HJHGxqF4/zz8WrXkXmoiJSUlJg/5msJMnv75HRK5NS7DzWszPT34PRJ7N9zHzDf7eWHYYlasWENAYND/2Qj9b8uhf79w8bfhEUdxGjUP51c+0ufbJNYO2AUMQVujpPTKQSM3GMsWXVAkReM6xAB6KLGgPCkS+x6jBJOEmD049H4diZW93o+z6MwWbKxtoLoSx0EhiCQylE9uoVFWGBsTGLjI61AD8qYdcegz3hhCaeDSI5JYkB5zlI7+A6iqFiG1bkN66mUs2gRR+eAGls0NLPZadEGRfBq34Z8ZoTyKzm5BJJXrawgiqYWRW7miLIMVi0JYvFjN4MEY5VQ3b4ZZsxrPkzdpAidOaPD2TmLOnG106dKRdu2aI8jtVCDI9dS9njTpA0JCqho9pqcn/Pwz/PknbNhQTOjB9eTlZZJfKkIssSI3rxiF0prSR/FC3rme+5Iu71wYuQ7HfhOwbNmVnLhwVJ4duXEmFKeRc5C5tSA/PgK1Z2cSYqIImfUDiXGxeg9JczZ6Obs+r4UVCn2pKspGmXlb78hTnhhF1aMklHmP9LZxisRIKpJPIZZa4uHVFkWFaT3gWflOW5tCbOWTcbI/C2gJCxMQLLo+zM+H9HTo1q3hPt2/X0bPnm+TlpbKCy9UN9j/mZkwbx4sXy6k2HTzoaxMmA/LlkFwsPE86dYN/PxUfPfNKRzd29PFvxcvvjycW2kFyOUynuaX0smvO4kJN1Bm3X6m7+mttAK9l67RPDeoJRnVxRCTenYf5eXliGycsOsaLJjP1B638ORaXEbMofz6MSrTrprY7RXs/wq/jl3IfXSPmowEbOpBjPP3zsU/8DW6Bvb5D2zx72jz53/1rUXb3kaToOjP+ahUKuRNfLH07ghiMYqESCrvxtRBGANMoYeuw2ejKs4l/9iPOPZ7B3lTX0CAQcqb+iKWyvEQK/Dzac2986E4D5mJfY9R2PoPQvnkNmVXD5k43eTvnQsqJVqxtFE3muITv2Bra8PokcPxaduSRw9vExd7GmVhFiKZBdoqhZF/pX1g/YfGSuy6DaPqwXUUN8KFIurZzSxcuIIA/854uJznYvS3dOigNVtQ27BBiM7FjeCVrK2FG/2XXzR07qwiJCSccePexNnZDWExt0TIvgmv58797rmO+ccfQqQuwO+0pN+/w9GDF+ndqy/dA/2xt3fko6mCp2hK1B69+9LIkWMpyM4h6cQfWDTtiLVPH72RsF234VTcv4q6rIjSywf075UknYaKPBJuXtY72oikcsrij1KZdgVEEgqO/0RzLw9yky9RlX4NxBJKYvZg7dtXnx+WN+tE2Y0I3EbUPVRFYimV6deQt+7Bo6Rzf8mH0sPNgWaef9KyySKkktK6+VNvAW/aFFatEnZT7u6m/ZmSAhs3WrJp02YqKspITEwmMFBj+ocIher27YVFu/77zy68qqhSiBkxwtQF7FmQxqI/5zNruuB7mvHgFndv38BWU0GVSkN1yVPKk04hklhQcPxHZJY2VOXeF96TWlAY+RtI5YgAq5YBlCefQmLvRs6Ozyi/dRbLZp1RxB9FXaUwCyFGq6U6M4XKygocg2eYupIBJanniLsSzfAhg3Fzc9P/rqzHd9m17WdGjxiCT9uWyOUy1FW5/LTyGwa+9BJ9enb5XwNb/NsW9N9+2/SttVapj95KI9cwbsy73L14jJKkaJDKKDm/A9QqWni4k30jCrtA40XXEDObs/MzbLsOxrHPmybnsvBqR861CFKT4tBI5Vi1CkRiZY/yUTLFMbvN+jWqNWqqi3Pwem8Vyid3zBKHnu6eg7q6EpoFEnPyICqNjN/W/IBWLMW6XU9UhZkgkWHh2sI88Wjn59h2HYzTgPew6fyygG++GU7vF9+ma9dWWMs+xtXxOEuXwowZ5qPw+pGguZadDadPwxtv6G5qSE6uZPDglzAXoa9d+2ujEaLhMadOrR8Fqvnm6yjcm3bhetJjPUqkfjT4JE/DqJGjSL15kdxr4XVGwmKJcHPXI5OptWISTuzU27HpqN+WrXtQU/CIqkdJSKQyigrysPLpQ03BY5SPk3F6cTJVD26iuHkCy+YCAsPeZCe2Esd+E3HsP/Ev+1CWl0fTzGO1Sf+0adOSn36qonNnFe7uQv+0agXffSf0v6en8FDMzhYi840b5ezcuZWgIH98fLyZM2eX/rv126JF5ndljc0TXfP0hF/XpjP+9SwQB3Ep7p4eoaTzMG3Q91St5c7F46g0MtavW4Layw95jYImXu0pzb1HtaKIqocJODu78dKAQWSm38bTtRm5148jcfZGW6XQP6AVCZGUxoUiEolwH/MVMrcWKG5GGIl8GTaZZzty4yKQuLVCkRglINSaCebiNn4D0dRU6XdzMScP6QleFy6cY+nieai9OnHu2D7atA/i0OGjbNm4nGo3X66dDsW3cx+e5pf8J0L/d9rGTZu+3bxlLzKNkoSInSxatJKhw4bj27k3zVytuX7sDywtLBgy7A1u3riC45CZZp/a5bfOYOM3EERiqh7e0Hs+Fv05H62mjoRTXZiNMvseVq266aODvNDFDfoiyr18KE86RU1eBpWpMYLdWf0JrtWgKivAbewCSpLPcCPmBDVqrX7SlqecQeboQVXGTfPEI5GIqgfXsfEbiEgswbp9XzQZ8XTvWMKgl9Yikwpy8o1F4c+zld+3D1q0gCABto+Hh4aVK+/z+edfYi5Cz8zMJDExqcEI0dwxdc3dHRQKeJpjTb/+AxuNOvr07MKokWO5fi2O7Hs3qEy72uBOqOD4j8i9O+LQe7zg6Rm6GLfRc7HvNpzKuzFYeLSl+ukD3McuqH3vErZ+r2AXEIzEzo3S+DAq0+Oxr7cTy9n1uT4Q0Pln/hUfSif7dNCcAgxhnmJ27ixGJpMRFQXl5WI8PTW0awe+vhARIWLrVti2TcTZs7bU1LSmqKiEP/7Yy9q166ioqGbixPeZN+8MZWXCeBku/vHxGj75xHQ+PO9ubdMmeHfSHaSiA/i0HYyXh58+kt26eWWj7OTCm1FcPh2GyNYZp1c/RpEWh5ejJbm5WTiPmofzqx9TfucCL3TvyqLFP9GqbRfeefMNwg5sQ94mqC592qwzVQYks/xQwaPVrvsIY1YudaxckcyC0rgwtKqa2ntsGIqEkygzb1F6+U+j3VwLdxuaN3Vi+ZKvcBolEJ7yb5ykpuQJF86G4Vz7XknSKZq7WvPKwBf/E6H/O235yp+/bdexD64eLZDZtqNly5bk5hVz8cq2sCJcAAAgAElEQVQdunfvwSuvjcG7WWt27/ytQcysziRXW12JfffhKG6EU/X4ForL+/S52qKEaJQFmfriqi5nWhZ/tE5iQMd42/kZQN0EklpQenl/g1GD3MtHYMDVKLHpMZrK9HichxoYH0stBNJEgw+NdihuhFP54DrW7fvqc433Lxxh/Lg6OfnGovDn2cr//jvMni1Ehjt2CMW5oiIlS5Ys5vvvl/Pzz6vIynqMj483zs5O+Pi0Yc6cbQ1GiIbHNHdNnp5afv31Ac3b9TaK/sxFHRcvXiAi/E9cRsxBXVZgdidTsP8rggePpiQng/wbkShunxPw/3p5iE6UxR/Bdegs0EJ+2FKsffpQcmkPYqmcwjNbQKPCbYQ5PoJY/1BVPkrS54hrNPJnRlp5+dnYWS1EKi3hyhUBytmhA8yYoWXaNBgwQEVFhYiICIiMtGTzZjXx8XaMGjWBbdtWM2jQIA4dOkzv3vlMn65k2jR44YVqEhOTWLfuFCtWLKWszJWVK9PZuLGG8+ft6NlzPKmpafTrV2PS9391t6bRKNGqj3DvgS+ZOWKWLJpXx+xtYFHViCVU3L+GVatAypOjcRgUQkbsMSNJDbVWbFQDcnNzw9+/JxeP70Rx6wKWzf1MsOoiqZyya6FUp19FK5KQf2ylnpWruBGBSCqjMHIdEmtHrNp0N9rNlcWF4mpw36m1Yu6c3kfMpfNovf3r5klzP25F7ze6R5FYcDVsM10CB/4nQv932vr1G76dOnVqo08jnWN9Y8UWxGJKrxwUiqJSC8riQnl54FCuX49h8cLluNhaEXt8F1Y+fY2ig8p7sWgqy6m4fa7Wym0Vmuoq1IoC4T2xmKJTG0ALzoP+YVx0Q2ug5SGh5PJ+nPpPxKbrENOiam1U2dD1i6QWlN+MQJNxBTVSys+t47sFSry86vpKqezG3bv5ZiNm3VZ+wQKBmOLlVbeV37dPWHjnzoXSUuFfX1+YORM++QQGDgQLC7h7twaxOJGFC3fTpUs3goJ60aVLR0JCwk0ixJ07hby5bvEy14ScfQ2LF72Hl0e7BqMOdVWuXgZBhIiS2H1mdzIajZrKjOts3LiDwpxcsh7exUFcRVHiGX3xzi5giJBXDVuK3LsTioQTvDn+bR5cDqdCUdKgprphUFB2fhufzvyMESNGPjPS8vO9h7vjx0ilhWRmCv2xaBEmRevevbX4+2sJD1ehUoGVlRw/Pz88Pb15661JZslDgYFCrWPevPNs2vQ7S5Ys4+uv5zFmzBiioqK4eTOJAwe0JuSx59mt7d1rvLMSicDVZRCeHt3o3asPFyMOUpJ0ulbqwGBRvVm3qDr2m4Bj/0koboSjranCddRcpA4ewvw+8DWqtFgWLf6Rrv6d9P1WUpRDVFQ4YqcmlCefNnlo5x34htkzP6dj29bEHFiHRdOOuAyZga3fQFSleZRe2oPjC+/g2G8i5YmnUCSerCMx1atLKaJ+ZcpHnwt+uplplF45iIVHa+RN2mMXOFSffxdJ5YK5uaWcWTNn/a+I0P826v/ztCWLf8KxPIviffNQJEWTd+gHpBIJZQknyN4+Sw95s7C01L+WujTjdPQxCq29+WHhAl4fP4G33vmYynux5GyfXec6/9FmvN5bhbVPX4ov7ECr1eIx/lu83q197/yOWuqziJydXwjnD1uKVeseKGL36+n3xafWI5PJTK694PiPyKztUZXmkbNtVoPXX35uMwu/lfDO0FS4to7F3ysJCBCOYWnZnp49E/jqq61ERMhISTHfT7a2IJXKsbR8g2nTZAwaBCEhAqzw11/B21sgHi1aBB9+aEo7X7wYbtxQExJSyYQJE7h/P53g4Fe4evUKrq7vM2uWPYMHi5g1y56ICBlff60jFZlvubm1UWLN62g18Q3+3c+rBE1urUbTKPzQrtsIchQ1HDq4h5dfHUXY0dNs336Qjs2aUHp8BWCsjOkSPB25izeFhQUUFhWZyK4+WTuRkrjDemq7bddBAsGo20gOHtqPRtNwqgnA3Wk3qGYC1QCEhgoQQUPMvmHr1AlGjxagi6tWlVFQsJWRI8fRpYuy0e8EB9ewZo2gwR4RcZJu3bpTUfEnGzdqiIoSdloWFgJ09MoVAcJ4/DgNzpOUFDh8WAgADJtWHYVWq8W7WQs+m7OUCSOHUnJ6PXLvToLUwdtLsGwZQNGp9Tj2m4B9j9GCJEC3EZTdCEer1ej7X+7VHicXV/y71qHqDCn81TlpOL38AfWbbY9R/LRqGb1792PuglU0s9JQvG8equIcnAa8S7OZ+7HvMRqZc1Mc+r5Nde59io4sNTlOWdQaZs76gnbtu/D+e1NBXYNVmx7kH11pdJ0yt1YUntqASKPi+x9WmO8wg3Y9/gqLvpvOk8cZRu9NnDiWp7mZz/z+f1f7W1MubTr0bnR7oVPGa+FuQ/qFgwS9MB5PFxsy7iUh92xLxe2LWFjb42prSe6NU9h0fonqzNu4jfkKu8BhPI2PJOHqJaIiw3AZNRd1eSFlcaH64qoOBVN69RBOL3+Adbvede/FH8XppcnY+g2iPOU0VY+TcAgaizL5JL5+AyjKukNNxk1UNdU4D//cJKoUIUKTnYoFKrr5+fPoSjgffjwHD1c3nqTfoolbMyruneS7BaX06KHE0RGUlWq2bhVyoUePyhGJhtCxY0fatGlNly5dCAk5TlmZyCSnun69BQMG9CU6+gylpUpkMiECe+stYdF+PvSDgFf29dUVTPtSVFTClStXSEpKprKyBisrGa1bt6SoqIjevRvmLxjm13PybEl/5G12nAe+9BJ3rkYJRdG2Qcb5012fo6Uu/WVIx894cIv5X83gYfo9HIOF2kbu/gUCOzdwOFIbR+TN/Eg9dwi7fhOpenCT8uRTIBIbRZ3mBLaepyhqY7kWW+s6RMvzFiPXrRMeoIGBGvz9NezcqW00RSLUOu4xZswwBg0ayqJFSiOYYl0hWii2du8uEIn++APKyzG7W5s0CbZuhX79DM97D9QRaMW9uRyfhU97PwK69eVGzClBldG7MzYd+uHQ63XkTYVtmQ5hJrV1oTo7jZLYfbiN+rI2Vx1JfnYu1vZeXLh8i13bfqbKTqDwN/TQlnv5UH73EqeO/4m9e1fGjR3P3RsXeHw1wrTusX0mAM5DTdEwusJtdm4lB/b9jsvoWuTUvcson9wxuM5hVN67jLhGyatDJjRaFL1w4ZyJouehw0dNpEaeVVj970i5/G1MUWsruRFYvqHXwv+HMWvmTBJSHrJy6WxsO/QzNtE9vgL3cV9TdHozVm3rbLnsB88g5ZjgeIIWKu9fM8tkswsarff01DE27QKHCk70pflYt+2JqjiLqoRjjB3zOgcPHUDWqgfKe7G4NuC6ZNttONX3LjFx9HATKvKMkIGoqj5EKhUWBUPq/po1OjKIkoiInQQF7WXnzl0EBw/j6tULrFmzgRkzdlNUpEAmA42mBpGohrS0M8ydq8XfX1iYjxwRRKA++QROnYK1axsfjyFDhKh+zZoaZs06wKBBrzFhwvsEB9ewalVN7TUpiIhI4+BBNU2bwvjxpsdJSRGixF9/Ff7v5e5EkyYNj/PLA3qxePFCzp4Np3DPHOR+g1Gc28yAPv04f3E/1fcE9qKOjn//YQ4bf1uCtFUPxAj2gFUZiWgqy7Bq04Pc3XPweHspFi7NcHtXQJ/YdBhA4akNFEat00edaLW17/2OXaeX9QJb8i6DuHBuP7NmzjR7vQCKEiuj3/y8LNASA1PGTp2E8Q4NrSVnNfCdwsJyVq9ez+DBjUfzr70msHdbtBB2YrGxwniWlIBUCiNG6Ji9UFIiJjRUU++8D6BmBKMGL0csaflML1qdwYq8iS/5R5YbLdS2gSM4FbmNT2fNAmDUa2t4f/KbWLXpYcZ9apRey9+u23CKTm1ApUgjNTlfr/Vu2KoyEtFqtY06FxXfv8T1y4eMLPp0VnmG12kXMJTCU+u5m3SeN99+T38MwzFXV+WaeBBHhG3WWzrKvTtRWOs1rHNKqn+Mxte2f+2zhtr/UxH6hQvn+PnHb3DzaK0ndxw8dITffl2k10nWRXX5NyKx8O5kRH6wbN6FsmtHhfyaXqwpWJ9bbTQ6qM2j6jDsci8fFAknsWrdHZdBn1CeFI1GIiMxLqbuqZ96GbG1A5ZNO+jlbTUajT4/rhEZF4csLbVI+A5L6QokEiVAo/lXXS41JOQI48YNp00bD7RaGYcOHWb0aBGzZ2v4+GMhF15WJqAX2rQRovEePcDfHxYuFKI1c6gIw6ZDP3z8sSDEFR5+3Ci/m50tLD6RkRrKyyEhAc6fF+HtDW5uuihQpM/Z6/LrOfk+DUboOgjj0xILpnzwEeKaKr3e+phxE3h10Ggy7mdQlHiS96Z8SlGxgt9/XaxHKFTcOovyyW3B1k4n3Xr3IoobEdj3GKX/bSKRmLLo9QwZNIaSXKGwilhG1fVQAoKGocq/S1FCNBqRWC8QptJaNhglycSHjSL0v1qM1DVPT2GRNXyv/nfOn7clKSmZ6dMbh5E2aSIoMlZUCDWSoCDhuK+8IjzQf/yx7vo8PbX8/rsNEyc2Qa02tP7VUlmZxe20Hs+EMGo1KsoTT2Hfa6yJEFdB+CpkEgmdA142KoqeCd1CRWosIomMghNrsO8xitIrB6m4dwWRRELR6c3Y+g/m9sUjXL0aa3bRFrDnfkZ1tbw9AlrLkMSkfHCT6oIMyu9eqivCmpHPtgsYTHzknw0WRXXkKV0RVuerYBUwlNKrh7Fs4Q9WjiRE7EQqd+S7b79AobTG3t7x/3ZRVFcgE3l30ZM7sp+ksnXzStRNOut1kvv28mfUyLEkxcXyJC7ciPwgsbJHEbsHVUk+VRmJesOKBhmFYGRUUHR2C0ikRjCp8kSBhSr37kj57QtG1XSRREbJuW1IbJxRRP3KrBmfcuficUqSzqBGZEQQcrB7RIdW/8RKfheRqK4fhHSI6JkqfMnJGtq18yU4eJTZQprh1lu3nXZ3h6oqGenpEl58UfNcC07//hAZKWPYMA2DBwu5ZGMER11BtaxMSCNs2wbnz9vj69uakJB8o2KprW0AXp5Dn1ks6tq5Nb179TLRW2/arC2zZsygU0df4yK5EbplptGYVD1KNFrQAdBqqciI1xdWBe38FXQN7MNHUz7Qw2cXLlzBKwMHNnq9UtF2pJIy/aHz8+HBAwmBgc+XhtI1PYTwXfPf2bkTbt/WUFJS9VwP5M2bQak0Pl7D51WxcOEq8vNDjY4jk9nj5TXtmRBGIeA5gVZVow+CAHL2fIlEXc2SZb8Q4N9Z329tWrfAy9uX5LjTFN2KwWngh9gHDsW+xyiBFX5VADZU3zyOtY0dkpaBJmAIrVaDfa9xlCdFo0g8iUgspSB8FZZSER6Scp7GR6IRiak49wdTPvqch+l3KM3LFOCqgaZwVet2PSlPPt1oUXT0iCHEnzlq5KsgcWpK4akNyL07U3b9KNWpF3n/vSls2bQalVcnyh7H8/HUKY2S0/5XwhZ1EbqRs023utz3rl2bcRzxJXaBw8i9doKM+xk0bdaWvbu3cvrMcexemICFu3GFp/jyIQBch9VJ7woynadQJAiTID98FTKRBuWT25TfjdFX76USKcrcdCrvxYJYLCglyq2xahVolqVaGrmG5i27UJ56gfenzqZFG3/U4rqcf/c+4+jk143cvGLsrb7B3jbX6FpFIiuWLZMxfbopBM2wCbnUVCoqSmjaNFG/0NZvulx4Soox5vz4cTESieS5cOUPHsi4cwdmzaqhrAx++03IuS5bZrqD0Em5xsZaceXKOfr3LyEzM85AchfCQhPIyz1DU++uJN/NNiuz+7zRiTm3HZPoMOIX3EZ+YRJRyjwFB5/87Bxkdj5MmjQZkdSGC5dv6clPAny2VYPXYWVZg1z8GTZWd42O3bQprF5tQefO6r8E88zOFqLnN025cLXMUfj2Ww0XL8JLLz17BxAdDZaWdRF/Y+c9f96OkJDhPH16WP9+Zibs2F7IkoXrCTscikSiQiyVIXZsRs3TBxTs/wqtxhihpXNI0jWtVoNtZR79Xx5nImN7IyWTCRPepeBpFlm3LmPTNVhfs7LvPoLi4z8ybuwknL38KX0UT+HNKDQiCfnHfsS+xygq0y5TmXYVG/9XKU8+TdWjJFDX8OE/vqqTmq7dzeUWy/Bp401yUpxZ+WwtWspuRIBaxdRpc1FpLc2OuZubGz16vkh2egoPY48idfbW7/btug2jPDESO7kVl69c0Dtz5V+PIj87x6QOY5htUFRoOHjoCL/8vID9+3ZRUWOHvb0jFy6cazTK/x8Rof/26yKU9k2ouHsJq5ZdkbftxZO4cCy7DtFva0TWThQlnaSJuwM7d27Cun1fqh7eFEg5tSFvVUYiFbfPm+C+dboumupKis9vRaxRs+LHdbwS/BbFWamknT/MJ9Om80rwW2Rm3KG0qIDy+9eQosW3dUsyYkIpTzljRDPO3/M5tjY2TJ4yk/lfzadjh/Z4ujtiaWnBqBGDhUjT1UP/ZJWIDuiJQrrWseMfLFx44LnIIBs31pCWdv+5NFYMt/HW1rBli4YnTyzp3LnG7IJz9qxQSEtPh/h4DaAhO1uIHrVaYTGpTzPXNcMdhK1tTz788Ai+vkIkX+fIk8+qn/YT/Jo/3bv1+8vRiY6m/eb41+nR+zWURY9IPXfIxD4uZ/ccHF98Dxuf3nopCUNymTkHn+e9Dlena/i0mI3c4rFJH7Rt+yYvv7yA6dOPmcA8DaGj9WGee/dKuH1bTEWFtMHv9OgBRUVw757wAG2o7dsnELqCgoQHTGPn3bdPSk1NaxYv3sP69dWEhUFSkjAHdDj6Tz6BgS9rUeWlcfPPCMpvXWT2rC+4fT6M3GsnEEkt9MVkqWPdYin38qEs5RzeLlYMfHkAGQ9u8cemFXo6vkaZx57dfzTqFvXW2+/x8YdTeProHgkndiK2dUH58AZuo+cjksgou3oIh6CxVGUkMHT4G0z9YLLJbi7jwS12bV+L86h5De4wKu/G0KtbENNDQkzG3FAuoLz0KXt2/4FVwFAKo35H3rxWT79W070o5SxOQ+p27lqxxIScptvx6LINgf6d2Lx+MVVqqKquprIsi57du7Bs8TwUymrKCh/yyccfmUT5/yMi9IzHeTy5HYNlMz8UN09g32ssYkfjbY0i5QyODu6cPxeF+7ivBSZmUjTVufcpi16PRqOh5MpBk/yaDvctb+KDpXdHJLbOqB4lcC0+nooaO0aPfYvBQ8dTWFTChvUrmTxlNg52djxMv8uQoa8Te+kMGrUaeTM/Pc1Y+SiJ0uQziJr5G4nqm48upaiqt+LsEGXSB+7uo9iyJeq5aPZnz9pQWlrOqVNC5NaQgUX9bbwuD7tjxxZCQo5TUqLF01OrXzx++km4+UeMgE8/rUunZGVBWpoQ8T9L/MvDQ8OyZXcICzvGDz/UmETy+nTQt+dxaxpIWYX6uSN0Q+OSmJMHycmr4sLZMD26xbBptRpKY3ajqiil6Mwmgl8bTcHdWPJvRFFdmEVpzB7GjHuP9Mwqs1GTzsuyfpSUV/CYds2m19ry1TWJxIGuXUNp1mwC7dr50KNHD3bvvsamTQVs3SoUh52dYf5800U1JQU2bbLk8OH9JCfXsGTJHbZu1XL6tLBTmj277jtNm8Ivv0CXLg2Tx9atg7w8uHULjh1r/Ly//KIhIKCI2bOrmDZN0IXZs0fYVdUfux7dIaCrhtPR8MLLb3D18jmqkFGVfg3XYbMByNs7F61Wg4UOkVRbO5LKHY0MSbKfVrJt80qseo4TAjWDAKkqI5HiKwcpr6om48FjKioq2L/vDyw79Kf6SQrWPn0oT4nGedA/sHBrRWH0Bqzb9eTOlSg6d32JvIJSo3kj+MF2MbFwrL/DeHQlHL+Al4zmXsaDW3pUy+mwXRw7egjrnq9TEnsAq7ZBVGUkUHHvCpa1Nbz6OPiiiF+YPPUzPTlNdzxdtiEr5jARR/aBRIZVmx6oijIpKysl8sRRNGIJVm16UJqVRmFhmR4p9D8mQs96fJddO9bqC42KhBMos1KN4EWKxEgs3FpRoyzHyZDlJRJTenk/DrY2WJQ8QS2SoCzORZEUJYgEhf+C44vvUn7rDIrEKEQSCQWR69BqNeDtT/69i1yJPUWbFl6sW7sckXcXHiefZ+HCZVhau7B35zrUiGsLboKhsfLJLUpi9+n9E0uTo2nuZsPAlweYRHW2NgV0aj2H0uIzxmmIMCgqsqdXr5lUVameSbPfu1dCSoqKkSO1zJplGPmi96L09hb+tn7xTVDwe4eQkBmMGzeOlJQqli+/x8aN1Rw9Kmyzf/wREzhcjx7CAhIa+nwF1a1baxg5UvTMdNDTHBtGDB/xXJGxYR7XrtswCuKO8uB2rF7PpX6Te/mgTI2hIu0qNr4voMxPZ+OGHdxNvEH61ZNYt+9L6ZNbjB0zHo3yKYt/+Iy0u3FoaqOmLp3a8/va77gUE426SWd9LtTDTQua7fXOJqVfv2ysrFoDIiIizvHWW+/Qu3cBs2cL1HxXV6H/NBqhaFkfatqv34usWPEjV64kIBZr2bpVgDUGBdWxepcuFchAUimcOCEQxAyPtXevsCNTKmH+/C85fVrAq69bdwQQ1Yv8pfzyi4b334cpU+pqMIcOCUiZxuo4inIReTnWzJw5l5tXzlOFBWJHLxRRv9Kv70vcPX+YirQ4RBIJhVG/07lTJ05GhBp5u2bfv47GpaXegajs+lEqrx2iuiCT4pjdWDbrLIh8FTwiIyOVMpE1yoybtQzv4Ub3nw4iWXE3huKsu7zz9ltG88jNo7WRH2xp5Bo+nTGbjGtRRrn2Dz78TO+H6+lu6lNbcDMSDWKqHt6sO+edC6jLi6m8H4ddgPEusejP+bw+7j0mTqgTP/tj0wqq3Tvoaz/Flw+iVav0UgWV9y6jrixBJBbXFfdTY3l4K47Zn87+nxWhG9GNa7cw9YWZRBILFAkn8PpoIzJHAR+mY2KKRSBq3g1tWREv9XuJ9JQ4qsuKUD5KRGLngvOgT5DauQuT5/41RCBE+LUu9GXlFVw4c7IWOSHk72/djCf00A7UYgnWtaJRyscpVNy7hKokV6/dLmyvpHokizF6I5d2zd/jWlyhUUGxbjFWM3fuTiZOfJt16043SrNfvVrLF19oGTeuYQyyj49wY/78s7AYhIVBaiqcOydj8+afcHZ2wtnZjsGD+/LFF1/wzTdzyM/Pp1WrpEYX4QMHni9/e+QIzJ7deOHV0xPWrE6nY8BrzxWh158bJfHHkLfwN8ar7/my1vJPiA61EhnKrLt4vLWYp/GRJMbFci0uBtex87HrNlzvMH/wwBYU5ZW4jhY4CzlxEcRGh1JRpcRl9DyjXKiDsyOujsbFQ7FYTsuWswAV9+/fMmsZ164dDBggaJevXQvbt4s4f94OT89+PHjwED+/+8yYUc0nnwiFZV3qrX4Reto04fWZM3XFzy1bhEg8LU0ogr/1FqxeHc+4ccMJCurKuHGDSU7WsnJlml42oKamJQEBxUyZYjzez4Oj9/LUsmZ1Or0GvE6Pni8aWSOGhx9G0qIrli26UHb1EE4vTib7djz2g0KM6Pjl966gKn0q8ERqdViaOtrzNO26/r3yxCg8XZsz4d1pnDuxH+v2fQ0kHjpSevUQrsNmGa0NaRcOE9DDeE7p7A91do3d+75OUK/+dA960STXbjj3jCJ7sQR58y5U3LlYDwxhQcXdi2ZVITVqLamxEXpcuiHfQofMq7wXi2ULA0mCZp1QZiQYy3KLpaifJNM54KW/FKH/rQYXG7bs58njDGbO+gclajGuI74wK1yfF7YUiY0Ttl1e0xtB5Pw+GU2VAucx8/VY0L5+PkSdOoHb2DpDCrG1PVUPb+I+7msKozdh4d7K2NQibBnOA6cYCfgXRf2Gdfu+1Dy4Ro0GxNb2aMqLsarFo+schuqL6oOh2UEeTx68yD/+IUASzWGIU1Lg66+tWbFiCZ9/Ppfg4BqCg2vw8BDYlhERMsLCtHTvruWbb9SmB6ht69cLC+rIkcamBkeOwMmTcvbs2U5w8DDu309n9eqf2b37AIWFCmQyLZs3N266sGyZcKM3ZqCxaZOM3btriIqiUVMGlQoGDRZx5kLyc4n7P3mcwZy5n1GqFmP7WgiAkWlJ0emNSLQaPJp4U6ySIu8yiMKo9biNntegQUPR2a2UXT+GxM4FedMOuBjwGfJCl+L8ylQTM4eDh7ahrX7F6LeIxVb0758PwIwZIc+0jNu0SYar6yRCQmYSFNST77+vMJoTOgMMwOyc+fVXgRU6dWrj4+Dq+j6rVv2MOeMSNzdPVq0qMxnvgQMxMuMw1wzHDozHLOp0TIPWclALIDi2HEtrW2o8fI04JOYMNFRX9nDkaDRXYi/y1fzPENl74DqiIdOL7/hk2gzGv/nu/y+mE8/zW54e/L6WMVsPSYVg5lG4dy6T6vFPdFZ9tx4+xH7o5xSEr0KrVuE6/DOz5ygIXczKlebNOhozuPjbqf/ezVogEonQVFeSF7bM5HMdgcG+5xjKrtc5qlsFDkNjYYOFd0dEYgn2g2cQczMZt7FfGziNDxIUGGut6NxGzqEmP4OcbbPqXOjfX23kXVoY9RsO/SbgHDwduas3bVs0Q136FLfRc3EJDgEtlF0TrqPk5C+88eaH+sXcsGk1l5+LEh4cXENiYiIHDvzJ7dvt+OADgSTywQdw+3Y7xGIpU6Y0vJgDDBsGMpkprX/aNFi0SMmECe+xZcs2goJ6UlCwg1WrBEecmppnE2LeekuI9hujk0dESHFysiEnp/Fj5eaCg4NN439k0HRU9N6d2lJ6fAUy56Z4vL2klra9HrFYzGdfzGf79j/xb9OK4lPrcXd1peryXv34ukxcZTS+ihvHsfHti9uYBagKs8jdNaduLkxeY/y35zazYMHCZ17n7t37CRjGuLAAACAASURBVA5u3DIuOLiG3bv3s3r1aoKDa0zmxMCBgl9rQ3MmOlpIiz37HHsb/LywUGF2vB0c+LfGzt2jKevXb6d3p7YUH11u8rmOjv+P6V/jpc6neN+8Bsen4vwfTHp/BgA9e79AeMR5PKzE5B36weS4+cdWMnDgcMa/aYr7TL2TwMSJY/8yVf9Zv6Xg2EosPFpjV4vsqcpIJHfDFBTXwvRSEvIug9i3b6fR9xJuXiMh4So2AybXyhe8Q3V+BnmhpvIF+eE/Y29vbySf8Lztb0+5CEXRfLIeJOA6dJZZAkNZ/DEq7l7Cbdhn+oq63MuHyttnUVw9jGXrbmbdVfKP/cgrr44kN+0W5bfPIm/bC/ueY1FmpZrXJ9/1OTLXZoIYVy2JIPfmGZwNUiyIxHqollaD0fYqN6+Yy9eu07bZMuTS7c+1lfXw0LB06R0OHNhP7975+vzrwIFQXFxMUlI1AQHQrFnDx9Btww3xxzop182boahIRWTkcZYsqTFKCTwPIUahgIgIYbtfX8d7zx4RmzZZsXPneqytbRs1ZQAh32vr+CpO7u2euyhan9yifJRMScxurNv1Ql1RSvq9u2iwJOzwTqza9cZGq6SllycZsUexredqU7D/K4IHjebJnZtUPozHcVAINQVPzM6F/H1z6RLwKl0D+1BYlGOSchGJZLRoMR1Q8eWXwqK/bFldjaR+wboOqXTXLFJJp5p5/75ADKr/uaE0bp1Mr/H52rWDvXureeed0Xz33XdMmvQBc+d+x9q1v5KZ+YjU1FSzKo3PI+q1Z48YO8dXcHJvZ7b4//jhHQ4d3KE3HzFsOjq+pUN7xo0dT3Z6Co+uHDdBKRXs/4pxYydRonTQH/vSpYucPROOi5n0hkgkJivpklF6Q1fUNizGNkbVNzf3GvstIpGI6rTLVKTGglhKaeQaWrbsQk5iFNX3r6IRSyiJ3sirr43i55+XoFBak5OVoS+K6rT88w4vQiyR4jrUVBZcC5Sm3/yXiqJ/W4Suo/6rq3JJjI8wMoM1bPbdRyKSyLDwaE3JydUoroVR+fAGOds/xcq3H+KaCr1Ak2Eri1rDl19+zfz53/DN96vo6+dD6fEVKB+nUHn/qlmBIIegMYhKsinaO1cfQbi/bxy1FZ3ZjEvwdECgGdfILElNuYh/p5Z06aBh8vhF2NvGAc9PCS8uruT77yuZMqXGKMKeMqWGH38UbtzMRvR/hOhJeJ2ZKaAbpkwRbv41a4Tt/OjRplGfLipsrIWHC8WyX38VxL5CQup2EEePSigurmLSpE8oLS3n2DFJo5F8eDhMmTIV/04t6derI/6dWpq8Nvy/uirXyGTaWIArBIm1PblPc9jw2xJcRs/DOTiEomoNN6/H4jDQNDdhEzicO3dvsODbn+jr50NR6A8NzgXbbiPJyUzCr0NzfNuaiq8JzZKIiHPI5SCXC30dGWkqmqUbI2dnWwoLy83OiaZNhby57qFZv+mi6CtXhONaWJieLyQErKxkBAX1p6BgL6tWKYiM1LJqlYKCgh1UV1dx/LjpLf88ol4RERqmTBltdsw8HGv09PiG6PglKhEqRRra6nySEq9h95Jpn9sEDufq1dP0DfLVj//m9YJ0R0PHNbz/+vXqaPQd5+AQSlSiWqq+MI+cg0PMfmfl0tm42Iue47cMx9LVm7buzhC/nykffMzD+/FYtO6BlaoMru1n2PA3OBlxkHKnVqTcOMaR0G16GQKAvOM/AeDWwO+y7zYciYMnUSf+NHt/NNb+9gjdnAazAC+qo9CLZBYobp6ga+BrlKaeJ//6CSyb+1F+8yRarRqHYNOnnC4qaNWuO4dDj3Px/FEsuw6h8NSGBiUALLzaoUy7jJNUTUHSOZMIL2fP/8fceYdHUbXv/7O72fSE9FAiLdJrKKEKAkJIKKEjvKgoICoCgkoTEQEhCGoE6aACgdAJgRBa6DX0XiRIC4QQ0vuW+f1xspvtib7v96fPdXExmZ09e2bOzJnnPM/93PdUFJIGhWdli+X9WvVW3F1K2QUNPWBrXpW9PZw6JTx5S+bnJ14Mt2+bi0noLDoaqlcXmPFJk8SDv2BBKXJl/nzLKwVrXOq6vn73HVy8CE+fChRF27aQlaUgJUWif38FEydq9Bzed+/e4949GQcPKsjPlxuhK1avFlBLmQw2R28iZvuvPHr0CDsHLzMIo9WkqEzGi60zjJNJAQ3ITzqPV1hppahWpqAg+TZeb402u0664qKbly5y9fIp1KpifPtOtaqQk3bpIAUZ+whq/ItRdS+AUulLcXFXQkN7MnGimpQU8dJbvRo99LB3b1i4UCQt4+OVtGo1iPv371uFqQYECDbEjh3NxyotTdAtbNhgmSaieXOBSoqP1/D55yr69TOn5HV0lIiKkggKMh5vHQXzN98IzLshisYQz+7h7cOfTyqbeejlgQhqkHPzwHoSEvZRofdkIydJJyXnWKOZPmn9+2+/sDt2B/avtzKr8JbJZFbpNayV6hvytWsp/Y4pLDbx7ElkVRsJyUIb55J69Qjvvj+e1asiS1BYvci5fZI61Wty7Nh+ge4pSawHNWhC7vMk0i4fQJIpKPjjNM6129rWYlDYoXly/f8mKSqTyboDPwMKYLUkSREmn1cF1gIeJcdMkSTJpu9nmBTVJb6UDbqSe2wNEydOYX3U76Tma3Br0ZuMw2uwd/Ggce3aXLt2ngq9JuMQ0ICUtROwr1IP727mGTud0vibzRqx/8BePHpPIePwGpR+NfSJMJ2MmWtQmJ4gKPdGAhkHluFrgUciK3EHjvePYKd0JFujQNmwK7lH1xAREUmz5q2Q1CuRND/rj1+yBBwcZDRqJOnJt8LCDJXYxcRer56YgK1ZcrLwymJizD+7eRO++EJgxZcuFQ92xYrGyTNbSS8dMVhYmOjfo0fiBRAWJmLzhgnW2FgAOQsXaq0meadPdyQ8vA979+4lPT0HJycJSRKTmzUVeif318pMiiobdCX36Gpc3DzIkzlYV4bfMQfffl8hQ8arA0uw0xbj3KwPrs17UvTkJmlxP6IpyMbO3dcoKaq/F5r1xL1kMsi9kQAXlrJtU5HR7zg41KBp0zimTPmJa9d+5fJljcWxjYsTlbRyuUC6DBo0ALlcgUq1w2oCdckSAVEcbfI+Sk4W+3r3FrkSa7Z8OWg0lgm/liyB1FTxYtD1V5eA37tXjK+3N6SnK8nPF6GZLl2EB1+lCsgUE5DZjTQaIzBOJCobdCX/+G98NmES23ds4Vl2MQ6NQ8g/9huOzi6o/Ovpk6LZiTvJPLkB5zrtUGc8x/8/EWQeW0fOpT04125L4aOr2KFG6VkFh0YhpB9chr1fTWTZz7H3qoyyYTej5+/qzYd4u8uY+e00nucU4959vMV7JHN3BPPn/4wkSUyZ8pkR8VZ1rwrcvHUFhXdV3JqGkn5oOZ06dubps2SjcxkxehKxMetIdw4oM8nLxS1s3RbPosWLOXFsL91DQonevBE7zwDcmvUg/eBSKvpV5EXaS7GveQ/SDyyjd88+TPzy67+UFC1zQpfJZArgHtAVeAqcB4ZIknTL4JiVwGVJkpbJZLL6wF5Jkqpbak9nVavXkr6cLia/46dvoM67z5GE3TRt1Yf+fXsxZ+ZYMrVKtAVZeHcfh8LNm/RdEVToYoxCyDodTZXRqyl8dI2s/YtwDuqFa/Oe+gcy/cAynGo0w6fPFNQZz0nd9i0yeyfcm/cm48gaPDuPIOvsNuR29ri16K0n8Hdv2desz7oMds1KNalZvZLob3A4/fuJBImv52YqepfilZOT4eOPFYCGefOsI12mThUl9tbQJmq1CHMMGWL+EMbFCRKuFy/EZB4fL5bghm3pEBTW2k9OFp5fQoLwon/4wXpfJ08WqBprba1ebYePz3tERn5PUtItgoO7MWtWgfVzn+ZA+5DPCO3WQb//xNlbvNG6PmB8b7z7/niev5Lz6M4Brt2/T8UPlhi1l7JiBM5KBQUoKc5Ow+n1Vjim/YEGOwq1Wv2+wsfX8B08i4z4X5AkrXhwE1bi2XkkedcPChreoDDyjhnz0wPUrDmH1157F5nMBS+v19Bo8pk71/r1mjYNCgvFCunZMzv27BFv1e++s8yeePSoeKEuXGjeZni4eGnbQiUlJ4vQy44d5p8ZImliYsR4Z2WJcI5u4gaYMMGN48d7k5Kywej7z9OGk5Y5EDAeoxNnb9EuuA5bo1dw5vQR/vPOx7Rs3RmtVsOinyJ49OcVhvznI9Ky7bhxaQ+ZKpBXrq9XEXMIaEDKuonIlI4Uv7iP34BvkLQa0nZ9j0LpgKujM5mZqbg07ExR8h3sZDICK/nx5MmfRs+frk9arYafFs7iZU4Gvu/9bHQOL1aOpFGjjrzzzrt89+048jxrGE3I6bsicO80AtXLR+Rc2o1znfbI7p/k27kr+fXX1Ty6n8g7w8fxIlNJnRoV+P3XSF4VafEMm2AVrfLxp19Rq05jff+++3YcuR7VUfpVJ/dSHBXaDSXv/E6Lvzs7Yo3RtQYYN6rHfzWhtwFmSpIUUvL3VABJkuYZHLMCeCBJ0vyS43+QJKmtrXZ1HjpYhhE9ffKozDftyx2zcfT0x6l5X71nb+gVvNr3C3J7JxRocfSthqxSPbLPxyC3d0KrLsLRoyIurfqTd/RXunULJW5vLMrKdfEbOFPvteUcXIxT0564NCt9SajPCliVad8l9VIkjfEk8913AXh5PbUJ+1u6VHh1s2ZZ/jw5GT79VDDnWXsIR4wQCdB33zX3xssLebt9O5B69ZJswu9WrgSVyjrla3IyTJjgTmrq83LB+VatsuP5yxBmfluKKLAFK9u6fRdrVnyPe69JZiuo3Au7cHpwjJTnyXj3/UrvddWpXJErV87h1WeagLOunwhF+bi0HkTW4ZU4Obng4VGBTI0D9o26kpOwCicXO2ZOzzaazCtX/pjatReigwHa27swcKDt67pyJWzbJsYExCQ/ZYoDdnYyevTQGMFUY2PFik0ut0eh0NK7N4SFqfWfv/MO5YOGhoj7xNTKC0/s3l3GjRvvkpKy1ugzmWIsMruPAPMx0hS+YNrUiSiqt6CylMaKFeu5cvk8U6Z8hrJmMJW1aXwybjaN61dj29YNrFz5C461WuMVagAh3j4br5BPQEKIyQS2JP+PswC4BYWSe/UAToHBFD2/i7tCw86YgxbvlUsXz+k9b0v3iPPDU6xbu5lnyU+MYLHW4JbzIn4ygw9agiOaUgy/XD2Kfr2HMGrUCKPvlGdu060i/ipssTx86FUAQwKLp4CpXs1M4IBMJhsLuABvYcFkMtmHwIcAnl6+XL35EBBvVp0Zbo8ZP0u8aXd/b/amzYiP5O2ho8nPz+NIQjStOw6lUtUmfDKuIYt+iuDBvl+Q2dnjFNiSwgcXqCAr5umFXcjtHUX57oMLeDi7UXA2mpEfTaZ23SYUK6py49Ie0qOn4NAohNxjaxg4aCTHju/j5Z0TODcNJfvwKpRKRw4ePoWffxVOnL3FvTtX2b5lCfO/SzZDo1y69IJF5qLwRhYeLibk5GTL3ldcnJjMx4yxPJGq1SJhWbFiafLMsJ0+fcT32ra17knGx9sBj5k40Tb8rkcP4QHa5vDOAQrZuHELkZHG7SUnG3uHbm5qiovjOXSkL75+QnfP2v1w785Vli+ZazVJ5tKsJ8+vJyBz89PzYCsbhnAxYSWeb31oxNedd/w3NImbad/lPfr37YVWqxEe2LnNjP50Ou3b3MTfe4PJL2gQk3k+IEIpZUEJe/Qw9pYbNIDwcC12dj3x8PBiwoQtpKfn4uXlwtChg7l582MCA/1JSnrB4sXLmDBhM+npeXh5ueLiUkhKisqmh26YIDc1S/eGpe97ebnq+ZEMTdIsQZLVRa5oTdLDp/r923fE6pOODgENeLZpKpMnTeDq1USjfb/+uoqRI0dTt1EHpkwPZMniCNKjp+gntcqjlhslvh0CGlCc+ieSqpCci3H4DfhaH2qt36AxV28+NLtX7t25yqrlETi3Gii4ZgxqWwofXSP7egK5wM+LFtG5ax9ad3yPx3cPcsPKHDNo4AfIHfws/haIe/LSpbNCc8HEHJv0JC4+hhatOyGXy8s9t2XtX0Tj5qEWf7csKw/KxXxkBbLG0IYAv0uSFACEAetlOqUIwy9J0kpJklpIktTCz8/PYsbccFsqTiPl2T2LGXHX5uFcOH+U8ePGEbs7gf59e9GkQXWCGgWSkfYQmUKJX7+vhEalRyVSXr5ArnTAt+80vEPHoahQkcxXT4ndncDA/uFoCl9w+ex25n03n3f79kJ9LpqRIz7i+PG9zJ0zn5B2b6A6swGZJCGv2pQt0UtpVK8qlTxzWb1iNjkedZgT4YCheplC4U5mprpcSBeVynqMPC6u1BO3ZC9eCA984UIxsb/zjlheL1lS+pKYOlUIIKxaJfap1eL/1auVzJjhTFTUBjIzC/6yUIOlvnh5uQGOZogOSwiNJUugVy8ti77/lILsJzbvh9iYdTjWam0kkvBy9SgjDLB7y3DUmc95tXEyuTcOk3F4NU6vtyb3yj69BFnusTVERPxkdt+MHDlafz9U9POwcHYKRLGOM+Cof4mWdb1UJu/I0FAVe/ceIjJyEampKajVuZw5cxRJktO6dScUiqq0bt0JSZJz5sxR1OpcUlNT+OCD4ezebfl3dLZ7t/DELVmXLqK61JbFxysZOnQIAQFjUCjcTD7VgnoMHi5f0Tesnn5c7lw/VComUVITcuvhQ72HLJMrcGgUwqP7ifrvdO3cTo8+y9xdWn+SccRApEauwDd8MjKlI34Dvta35dYinNu3rli8V2Jj1iHze53Mk9Goc9NJ3T6b1FUjST+wjNQdc9DkZaAuzuf40ThRTu+lsYq6cW0eTmLiYRrVq2rxt/4OCqc8c5tLs156hNVfRbmUx0N/Chj6nQHAM5NjRgDdASRJOiOTyRwBHyDVWqP5BUU2PXTdm9YWFOrZplP6N61hGyqNhHPtNnovzbvHBNJiv8e78wgDtZIwco/9ztWbD/W/pazRkmnTJ/P5pPk0Dc5k9ZrlKGsEM236ZGrUbk9RUSGeJUt5nRdy7epJKvQWlakpmx+ybfufDBoo4ec3kDp15uLlFURKSm6ZXpG7u+Dq6NNHTALXrgnExIMHpXBBwwSVocXFKZDLNXh4iPi2YWJuzBgxmbdqJSbPX38VqwG1WoaXlytDh/YjMXEsgYE18PJyKVdfrXmAIDz9oUMHAoVG7SUnl+qaGq4SdAVQHToUMnXaeD6bvIQ7DzLM7geAd9+fqPfqHBqFkHV4FW8P+ZADB3by/MZh3EsS6A4efpD9kvQDS/EbUFo1nHNhNwWXd1v1fgy3/Twz8fc2PTtjD10UU+WVa2wNTaxickvagvj4QwwbNpzQULWBOlQO8fG/ExwcRVTU79SuHUhmZgYxMQI1Y22ltWuXCAEtWWIenqtUSbzQ27e3vVJLTPwQF5catG17kTt3pvDypXFAPj19H4XFf/LHYwG/C2rdX7+y1XnbhuEH3Uu0dceh+mceYGdMnF75R2c+vSfxau/PpKz/Ap+en+uL/wzbyji0nI8//dri+HXoGMaGdSWr8xrNKEg6T8XKAfx57QBypYN+X90m7dm6fZfNFZ+tOebE2Vsc378cRY0WRg5G1v5FOAX1LKUOaBzChg1rqduoQ7nnNpdmPXl5+4TF3y3LyhNDt0MkRbsAyYik6FBJkm4aHBMPbJYk6XeZTFYPSACqSDYaLyuG/s47/Y0yyLqL5dKsl1E8mwtb2LHzgIWs+xKeZhbg2eNzizGqjF1zGT3mK2pW82fa1Im495qkj7m2aVCLo8cOG2W/peyXSAGNy5HRXsqta7/j59cbKGT8+CmkpKyyGUNftUrAAnfuBG9vd169ykapFGEWjQbOnhWkTE4lymeffFK61NehXCZPhjffNG/75k3hmc+YIdo5eNCRjRs3EhoaAkBS0m0WLVrBxo2bePUqB2dnQZVr6cUBIt7/6hV8/bXl35oxw4nExEQCA2saxdDLE8dftcoOlWYgb7w1zGoM/fL1JO7dPMXmzVEMfedTBvTrzbBh/XhRgFECPXX7bLxDPjFLoFdo3ksfQ5XL5Vbj9ZbyIaYx9PHjPyMt7VdGjbJNy6BWG4eoRJ7BjdTUFJKSHlikAjC8poYx98qVVaxcWYpKMk2QBwfDiRNi/AxRSnv2iBXggAFvs3fvLkJD1WY0E/HxSqKifiM0VCcGIc7zxYsd3L79jknPfJA7HNNft4Z1X2P+vBmcuHTdLITwcvUoxn8ylkpVm+ivr604t6TV8Cr+Z4qe/0GVkcuMPkteMRI7hYIP/jNMX1qvKXzBT5Hf8+77E1m5dDYv017h119QgrzYMBlN5jO0Wi2+fUUOJSVqEna5L/Dxq/i35xhTRI1DoxA9uidqYxRZarkZCu5/MbfBf1n6L0mSGvgU2A/cBrZIknRTJpPNkslkOmb7z4FRMpnsKhANDLc1mZfH5s39kUqaNNKjp5B7PYHsPd8zoM9QvFPOk7nlK3JvJJB/7DemTzcvCfbzr8JHo8dS/NJ6aa2XlxeBtRrqled1SzxlwxAOHj6Ea6eR+iUeFeuRl5uNT+Ezm2XLeceXMn1KEc7O1fW/NW7cOGJjbRdtxMWJ+La3tztnzpzCw8OJDz6AkycFDeovv4jwxIoVAra2eLFApaxerWTKFDtat1ZYnMyhVG9y2jRQqbpz4cJJ/WQeH7+f4OA3ePXqdyIjczh4UPyGUmlcFGPY1/377Tl7VsGyZcahm1Wr7EpCN78TGFiz5Nw/IT5eyc2b5StdDwtTc+ig7ZiCXK5g8NvvsmPnAWrVEdc+Yt5P+DkpcK7gg8LNG6VXFaqMWm6xIMylWU8yimHrliirvyFJxUiaeNudRYztvn0OZRTkmIfLRFhjEElJDxg0aBBFRfmMG2ccJtOZhwdIUhFz5hQycqSKsDBxjEolVm0hIWLFlZEhXtqJiSL0Nnq0MQ3E6NHipR8TsxWNBrZsUTFihPj++PGu+Pi8T2LiOUJDzdNfzs41zPaZ2tUrFzh+/KjFEIJT055s37EFrUE88qfI742KbQofXePZsuFkJe6g8PE1CpIuWIQjuzXrhRo5mzatB4S3O23qRNKdA1j7WyR2dvalq3O5Au8eE5C7+eqLeGRyBW5BYSgUdsyb+yMeec9Ij55M7vUEMndHlHuOAUFNsWLFOt5q0w4ubmFexE90Dw3n80kRDAvvARe2MOqjKTRrbpxytDS3tW/VntyzW8jYPJXcGwnkHl3D4EFDy6QqMLV/jJzLELZoCoHSbRvDnj6mSFaxFB51KgFXN3fGTZyjT076e6jYunkNVWu25EpirJ761gxPfj6GnLNbqd+wA00a1mJz9CqUFfxwah4uYq6BwXoSrpzzu8g8GYVznfZ45j+jkn9lric9wP/9xUZtvlz9Du8MyODVKzhyxJmMjIKSRNcgbt68y9mzpwgPtww7nDoVrl8X5E2SJPHw4VqOHdPYJPX64gsYPLgvsbH7Wbw43yYkMSpKlO6rVDJ9n8LDezNw4BCbkMJp08TLQ6EQS/E9exRoNBKdO2tQqTScPSuW9M7OIEkKFi36kQ8+6IeIMQPkEx9/mmHDhpORUVBOhIaM/u9/b/F+sHWvHD99g3NHVvP0+TMqvfujUSIsdcds7P1r4f/2bCOkkikk7MTZW4S8qaZ6pdkoFPlm/XN0nEV09EM2btxSkqh0oXbtWly4cJm+faFXr9Kx3bNHTOa6cJfhdZ0xw4kFC2bx5Zcz6Nq1gF69zPHrhmEyHU+PNVu1SoTlwPqxunqD0FBjzz0+3q7EM/+9ZDLPNxo/cCYn5woXLxoH5tUaT27/KV6KhklRSyEEPdy38uuMHCkA9qkvklmyOAKVvSMOjULITFiJTNIgOXugzcvSx8wttZWydgIt69cjqHk7fcjEIaABLzdMppa/FzduXcHOszI+1moVts/Gx9ePr775hR07Yzl1JApJZoe3lxcdu39C+1b1OJqwm/37djJi1EQAtm5eQ1Dr/oSFdNSf853rhxj10WTu/plV5j16785V1q1dyrjPZuDnX8VobuvUuQdHj8TjENgK5YubSBJUC2zB3ZvHUdYIRpn2gG++/Rl5CYe1LdhieWLo/yemK/3XmaXtSxfPkfzkBk6125J4LoFPxs1GKn7J+bNHkWRyNJUbsiV6KStWrOfenausWSG87UvnYtFK4Nffemlt/u0T3L1+hPu3TuDweiu0jy6axVxf7V1E/t2Teqxs2rrxvCiBv5maIqAF69YdpG9f+Pnn/JIHJpf4+PVcvKhAkuxISVHrldh1cc0lSyAzU3htiYmf0bp1W1q00JRJ6tW7N3h4eJGVZT2RqXuIe/QQkMaKFSV9n8LD19GihWTzN7p3FxQCHh7u9OgRAuwmIsIyfvrmTQ1ffjmVjh3bERhYqqoQGtqTxMREmjRpVC6ERQUPF30SSGflUUPfHPULT5Mf41ynPa/if8Z/aARFj2/wclcEzrXbkn/vNK+ip+DYpLt+Gaz7ru5/f6+1+HltMeuXTObI8+djGTMmgtBQlUGcO5fY2MtcuyaqaXVj6+oqXk6dOonqT7XaOKyxYMFCvvzyc2bNKsDDwxwT3ry5EPdevlzsX7zYrEtGFhYmYK0qlVhhmZqt/MXIkWratFEzbJjw0AMDK1PK0kjJtoNZm3aKDBrXr4hM5sh33x4y87ZN4b4OjUN4dDaaJg1K0M4NquPjG8m9m6eIivoNuUzCq59gRHUMaGDUlmnxn1vLcO5c2MKTJ0n6JLlMJsezxwQexC3Ave1gMk9s4GVMBJU/ML54aXt/QuHqSaGdC/G71nDuxGF8+n2tD62qc+8T1KgnQY0+o3PXPqVwzBotuHl5D5M/e4crl89z9ng0yprBbIleyifjZtu8R3XJU0X1Fvr56srl8yQ/uYGyKVZz3QAAIABJREFUcl0OJ+zBt//XVkO+6Zumcu/mSQa//a7tG4F/Qem/NQ3JEyeOGal8pF48wLmj+9ixcyNaSYZfCb/10xPbiF63knOnj+DZZypuzXqSnRiDc63WxrzZUV8YiULLFHbk/XEOrxI+7PQzW3Gu3caIezn3cpyeB7no8Q2yr+zDx4K4girjOXnHl7Hwe41ZSXazZloaNVJz9Kgdz5/b0aOHnEmThMjAa6+Jh3zVKgeion4nOLgJU6fO4eXLskm9KleGhQv/wMnJ3mIpeXKy8PIslYk3a6alSRMtUVGSTXKuypXh2DE3UlMfcuTIIV57zTZ3enq6ihUrjvLWWx1LkC75gAwvLzeuXVtGUlKxbQKoTQrcPN4iLcflL+mNLvppDqdPH7YphFBw7zTK/FdIz24Zab0atlfJ+zuUdsaQFC+vbnh6rqJfv3EWxblbthSFXZs2idDYp5+KArA33xREW5GRQtrt+HE3WrUaxOrVy4mN3UWVKpfx9NRa5Mp//hzu3BEvifv3KZdE4erVYkK3JEYihMhtC1jk5MCNGwV0794OAWxT68dPkop4+nS5+Rc165FktcgprsPz22fIuHoILXKyDyxmQL/3eHb1CGmXDyLJFeQeXUOLtgPw8vHXj+XJc3do3rwFZ04fRltFUAc4VWtCzsXd5F07IERq9i3Go+O75FzcQ971Q8js7Mk9uob3PphIqzZdzDRm5R6VhRawDeKrwkdXsA9szcM7V40oATSSnDuHN+sVjIy0jkvK+K+dP2OkdZx68QAP7z+kymuv21TcsqaXnH/3NI5VG+vnnbKoCv71fOhgnIzaun0XsTHrUBUXk+NRE6/QcRQ9vkHa3ki0BdmiJPjxdSp/tIriJ7d4GTMPp8CWFL/8k0rDf0Ymk5N1dhu5iduw96qCU5MwUTLsXxNJkkCrxa1ZGOkHluHxxn/0FaFZZ7eRfW4bSp+qeIeag/2TV43GoXJdPZe68EIW4NS0L9rs53QLPMBHo60nx1avVqJU9qdCBXc2btxEenoOXl5uDB36NmPHfqj3an19K5KenlNmAcjjxyLBaG+vJC9PhYeHMQqmPEnIsoqEdEUmanUuvr7+REbaRsAkJ8NHH4G9vTNRUVGEhnZE5+1t21aXkSOf2AwjffWVI8tW7SQtS/uXeK3ffLMFzrXbGvHcW0qKph9cytFjl6wmQovzW2OnyDHqV8uWF5g2bQWvXv1eRoGUCHuYXsvkZBGjTkt7gSEv+dSpOcyaZZsr/4svxBiWpzp0wgR3JElrcYzKqhQ2bCM19U9MedRBIFtu3HgXrTbP/MuyzmjlP7B92yY2bFjLt9/OI6hZMBfOn2HmzGko5DK+mTkPhaO/PoE5b+6PvMqWLFI85BxdTft2HTh+4ij2FXxxatFXX/x37PhRZs6cq49LX76eRPyuXzl15Qbe70SSvPJDNHmZ+PWfbj1kEzUJdVYKr40trTPQFRGN/GgyA0oqTwcN6m1WSWqLv11nhvdUWW2o0pNJ3TEHuZ29VT0IwyIjsJ0U/cc89Flz5s7ctmOrkZZj9IZfWb/uF1SeNXHUFOCkziP1XAw5l/chaVT4DfhayDPdOkrWyY3k3z6Bb9+pJfuOIRUXIKmLyUpYwehPpuLnUYEHJ7bTqFl3tHkvKNaCfdVG5F6Ow7f3JFzqvwmUJM0Or8InfDLFKX+Qezket+Y9jfqbdWoTrppccu8cQ4uCnIMLGf9xLo8u3iLt7l2+/MK2Wo+/v5bFix+RkLCHfv3CkaQCrl+/zbFjZ9mwYSPJyY+pXbsG+fn5XL9+2aZK0LlzIr7dqxd6ul1TSbq1ay3TsBqaqaC0qenU4fv168EPP/xSLj3T336D779XMXZsLAMGdMfLyxNQk5e3kYCAl3z7rSUaXgXLltszdPg0XCpUsuiFm2o+6jQ/U5494s7tq+Q++4OCe2dwrNoITc4rih5fw7VRVxRO7iVUygtp164LPhVrW23fw22zmYdepcp7jBgx+S+Lcxtek5UriwkObkKtWhUBGVOnzsHFBerXt+01Z2dDejrk5YmVgDWLioIqVTrSvn0Lrl27bUZhbEi9a810/fzmm08x9dBBjZOTHwEBYyksfExenimM7k+SHtfDw7sZStdaVK9enRMnjrFg/tfIqwZRwU5D2w7hRhS2CTHrOLg/Ft+KNZEr3dAoKuNMFvePbyOoVS8GDxlJ1+79UGjV3Dm8mZGjv6Rlm24l7dfQ3w+m9Mq5V+JLCdxKVucvN01Bq9Uarc6LntwwEqiwRN2bW+RM9uOLZFw9pF8BmFJ0Zx9YTIt2A/Hy9rfooZfVhir1IUU3D+HpUoHsOycsUgo3bvoWTZu1LRc51z8WQ097mYJLg076GFTC3nXE7onBuU571BnPyVUoqePrwbOnD1C4+eBQpZ4+VubTe5KZB+baJISs09HYK2S8PeRDBg0QgzXhs8/0sKpJX3zMpSvxVHznB5Ok2RyUzm4UPrxC0dNb+A2YYdbfCm0G4J1ygS6d6rN121LmzS6iaVN4660iunYtX4FJenou8fHHGDZsmFksNj5+PcHBm1iwYCEy2Vri4jQWk1u6eKgpf0iVKsIbb9vWNg2raZ9sFQnFxytp27YdLVq0p29fEbe3hnGHUoy6EO5Qs3jx70RGCgxxvXq/UVTUnSVL0omJwSSXUIHlq5YRUBI3BctxcsAoV3Lx9GaO7svErnoL5DlnUGWlkrLpK1AX4xQYrI+lv9y9gFYtW/Hd3AU221eZ50EBB6uUt+W5ljocuohRHycwsB5eXq4kJOSwZIn58YYWHi7oAPbts6dDh2Krnvy+fSCXH2fHjk0MHLidNm2MBTTKWyGqVEokJb0wyoEYxtMVCkfq119LVtY5ioqeGH2/Vk1vZPLqQGnM2BD2KyhsRVxY0mp4ufMULrXbGuXA4raewql2W1KeXqNRvarI5XJ9LNtajs00Gevb9yte7Y0kZf2XuAWJ1XmnN7twL+ksL++exDmoB+mHVuLX9yuj/uuoe03j4ZPGD2P+vBmciltgVtqfc3AxEydOMYJjmvbRsI0TFqpCcw4uZkD/QWzfsdUIj2/Yr5SHp/TXoyz7xzz0OYtWzvQbNKskNr6fS5fPGsVA7QIa8OSPm/j2/hK3pqHkXTtE7rX9OL7WEKVXFdybGyttv9q3GJ9enyN39TMTnThx9hZnjsdx5Mg+oR5+4xAujbpQ9Pi6SJrVaoUq9QGFyXfwH/iNFWrd2ry8dIAqfi4smHdb/4ALoQhZmUIRz5/D0aMu7Nix3WIstlkzLQ0bqpg27TCjRg1n7dqLbN0qYqOGHnFMDNStK9AKlszPT0DYHj4snxbooUPw9tvmn928CcuXK3n06BFz5hSaiUgb6pm+8YbYt3GjoPENDhYrkoUL/+DLL8cCauztvQgIGI6zcyF1615k8GAhyDF4MAQHF6BSZ/PHw7pW4+QvXmbqhQs8w6eg9KlK2sV4vbh4/v1zaHLTkCGVrNqEqLdUXIBDlbo8vnSEBk06mqnDnzh7C0dHCYX0LS5O98yuQ0DACFasiLZKeWt4LQ3FuXW2ebO4JrVqqTl9+iV9+oSRnJzMiROXyyW+vW6djG7dOrNy5QPy8oxXNjpq22nTwMNDxpMnSiZN+pKxY+PIyUFPYfz4sWDRbGFDAGfzZigulpGWVkT37l0w9dANt5OTV6NWZxo3oD2CJH+DMxees3xJhJ7CtujJTXLunuZx8jM8wiYInpadc1G4euHZ9SNe3TrD1cTT7I6NNqKcTXuegrNbRZv3gyXq7czd83Fu0AWlT1Vyzu/AtfFbPL95jnqN3+LhrZMUPr2Nb+/JOFYzfsZ11MqG8XBDsQvdCsDolEsoujWKyjg62FvN89gSzChKS+bykVirwuc6GmfD6/GvFLiQK530ZcKvCvLwG/CNkXRc/p0TeiyxkGwaSnHqn7zcOdesLZ1MnWPVxmbltk0aVEeVfYddMRvwG/CNEKeQ4NXeRQZiCeOQu/tj71vNZlm5Q+MQDu4/zZIlIi7ZpYv439/fji1bbC924uOVVKtWjdBQtU1kSePGxSxf/iv9+ilYutRYwOCTT4Rn3KOH7WsbHi5YE8sSr4iLU6BWK1i9WmmBDsCJTp3epEcPjc3+9ughXjK6KkUd5lqsSPIQHp74J5e7U6vWj9SsOc+sLS9PqUwqCMPS/8yjv+Nct70eb+zT83OUnlWM8MauTULIubQb9xa9wdWHbRsXmbUZ8qaKhoHD8Kpgzmbl7d0TJ6f6DB06hPh4ayIXwvbuNS+5N6Rt6NlTIjp6J/Hxxxg3bgL29pZl35KT0d9fISFgZydx5MhRxo0rrRgOCRH/FxeLY1u10snP7dCjinx83mPCBHe6d5eRmOhSpoxgXByMGCGxceMOgzFztrhds+ZMzBlBMkHVjz7dTvPDwkgqadJIWzuOlzHzsK9YG8nRDYfXGvJq/y8AOFSuS/q+xbiFjBXEVgbj5tw0lBPH9pZ5P/z4w2I88kRtiA5HPuHTcfimXkR9/wwV2g1BdeMQM2fO5e6NwzjVbkeVj3/FsVpj/fOdc974+TakJ/grwh2WBFrK00Zh8m2carc1m3cM++UcZHw9bNk/FnJRpz/VF+hUGVWaQdfpepqGPdL2LEQmk+HV1Vy4wDUojKzTW3Cu1wG5QmlUbguwO3YTznXalVIBhI3n5fbZRkIX7i3CST+4jNTfxqJWFSHlZzPkPx9x7Pg+Uq8dKNmXgZO9Rs9FUhp+ULFjh/CgBw0yP1ddSbUkPbRJfpWcDJcuaYiIsB5OGTu2fKGUgoLSgiVL0LigILh40Y7Y2LXExh40IIlyZejQQSQmDqd161Azci1TCwsTRSsHD4pqV92yXnC6uKArbxcmYhoKC9nerOw8Hqc8BATG97tvSzG+IEIt+fn5yDPvkh49BY+O75F1ahMvNk7RJ7ENIWqFj66RnrAS3z5TS/g/enP24HKjcnF75VNqVzWHoMpkTjRo8Cs+Pu2BYsaNG01wcJRZKENnupfZrFmlEEVDPHmVKmK/SgXDhv2HxMQThIZ2Jjb2sFEFsSHM1PD+io1VsXSpaMs2KZqgEwgMrMzYscORJEmPmddqRcWwJR50XT8bNzamJNCNl+m2n19P3N3Pc+3acPLzbxgcI4F2LXZ2xXTrPoDlS+biWyLiroMBawtyjKo4Cx9cMqMJyDq8io8//apM8j6A1h3fK6FXNibo+/XX1Tw6G82I0ZNQOPob0RMYEu/FxceQ/scpHBqHkHt0Da07DNH/7rq1Sy2W9htSdCsbdmP/vvV07trHYh/LasM3fDKpO+aQsnYCbs17W+xXVsIqPhozzYg2wZr9YyiXChU8Ja2rj1lc6skv7+DaqAueHYfr9xU+ukbqzu/w62d5WSJpNaSsm4gmPwuPDu+QfmApUyZ/Q/ewcAB++GEhe/Zsxs6jspl6eOGja7w6sAR19kvate1C4vkTKPxroU75g99+20RqagpTpnyGXUBDpCfnWLjQMnZbh0ro1s2OQYPUFkuqe/Z8mwMHJCP0iiH7YGYmZZbe9+xpm49c1+bYsaIycNYs4a2bCkzExsL+/Q5ER68zK/XWbSsUPmb9NTUdXeuCBQI7rWMW1Knc62Lohu0nJ6/kjz8mGDck74pcGakvCTekXJWKX+qxwB55z6hfpxanr97E6z8/8Cp+McWpSVQ2KfR6tnQ4qPKReVTGrXkv0g8s4+OPxjJ4yHA9CkHSnkVSGVc2KhSetG17D4XC2eh6xMfvYdiw9wkNVZmVzG/frqJhQwFTNKU21o2TbkzCwpT4+LxP48YNGDNmvJ73XCdiYhsFJDxyS2NvSCcQH7+fYcP+oy/vr1gR+vcXlaRnzlimYNbx7ejasHQ/GOPTxd/37k3k2TMT8Ls8jLeH3iTX83Uj5FFa7Pf6lTSU0jF4dx9HxhHBjJi5Yyb9eg+hebOGZmgYKB/qydpxDeu+xratG4yQOIZUEtOnz0bh6G9VuMMSRbdO7GJg/3CLfSqP+Efe0V9p3rI9d25f4euv55j1a8iwMUbt/7f0uf8nlpObg1+PSWb73Vv1o+DeGSRJi46wMePIGn05L5QsS3YvwD24b2mxQQkxU9bJaBSu3qxavZRu3XuxdfM69uzehEO1pmiTr/Ny+2wql6wIdFSdTjVb4IyK8xdO4tpmMFlntuIUGMyYT0dQXFiIV59pFN8/Qddmtgtx+vWz4+7dWkyYkFwCS3Rl6NAhJeRXlfHyciUlJUf/QFrzyCwlHHX2xhuCUe+jj6xf27g48aAGBAj1G0sJVIF5LmLYsOF67hVTM+2vJdMlQi9eLA05iBWJksREGwQ2FuzSxXNMmzpRn0xL2TKNjWt/5vq1C3qunbSNk0hI2I9P/xl6fVjfPubJJLeWffFOSUQpl3H7wDKGvD2MwUOGl9kHe3ufksnc2EJD3yIx8RyLFy9mwoToktWMgJ0OGpSORrOLBQusr2Z0IZnQUBXjxm0ENLz/fqnXnJ5OmcVkuvCWJS99yxY7XnutCt7efmRk5OHmJlZMIOCvXbuKMbJGwSz6aMfQoRaWmDbM2TnQbN/li0fIzFCgLZYbraAqDS9NCOqQZRXaDi7hPhdJbJcmPdi/fzvbtq7BrkZLvp01jU/GWS69/6umUAjaiLqNOugnXB2VhK5ox9AL9vOvwooV69i2dQObN0fx4cdT6R7am67depaoD21h7rwfUTj6W/g18zY2bFir51Y3bGNexE9GLxLTfpXHM9fZPzahKzwqWqni7E3B3TOkH1xB4Z8XcQ3qgXevL0iPX0xK1Je4NQ0j/dAKPN/6kLxrByi4dwbXpt3JSFiFb59pOFZrLDDHCSv5ePR73L13E+c67SlOuY9apcYv/BOgdDLX8S6nrJ2A1sGOrDNbS/etm4h97RY4Vm1M1p7Z9Lai+6mzsDA1Bw8+ITX1Ucke4zLqoUMHEh8vyKpsVe/pwiuWPLIhQ0Rpty3GvdhY4cXHxAiP3tYkERqqYvHiSCIjv8d0iW3YX2u2d68I38TFCQ9w9Wo7/YokMNAfSyEXMG8vKzuPiPnflfLqyOS4dhvHtV0RVDAQs3BqEkbRifV6EQRr+rCuzXuSvPE4RWmPcanTjhOnTxPcPtyIl9rF6QU1zV5WEtZCDoGBlYmMnEdk5NeUjislykxxNkMycXFiLP39ITc3l4ED7Rg0CNq1E+N05Iio5rVlYWHmXPTJyWJ1dOeOmvDwO0ycaNkxKA8n/o4dapYsqWv1/I1N/O3qWg9Ti/xFizKwDZ4hY0nft8RKxWYkrk26Gz1vLzZOpSj1AfkvX+grtg151ME85GItHPO/PK5uow58U8KWqJtclW61+WZOn7/URrc+PnqWz7/TRnnsH5vQ5UpBHVj46BppuxfgFtwP95JqKdemIaQfWIZXt4/JvbKf/NvHcG3Wg4z9yyg8uZbKlSqRdf0ALo27kXUiiswTUfrJXMTgl6P0r8Hde7f0clb5d0/jZ6ATasS7LJPjEz7ZLK7u1rw3WaejASjKLR9XeGkiUGel2+PGTSA4eBNt2qg4evTveWQKheDrmDZNhGYM+UN0ijcajZg8rlwRuHFbFhqqZsKErQahEcv9tRU7VqlE6CUiwp2hQweSmPhZicdvukzXtW+eYKzg+pgfFi7n21nTeW5Aw2rImVP46Brph1bg2++rkvFraaFEvIf+PnJqGkbR8fV4hY4jc8s0o/LpJg2qo1UfFYy4RibD2vhZ2w4MrE9U1Ab69etH376WWRB1sfTkZBECCw1VA2LfmDEiVFVeaGRystg+cEBUp8rl5rKBpo7BjBnw+uvw+efQt6940Zv28f334csvZ9CxY3eDFZu18xd/e3h0JijoINeuDUajSQfgu2+LmDX3FMnrb1OYmY1vv68wNbcWvck+vRmnWsFGua202O+NnlOHRiE8OmdAGUD5qCD+L477t/yWLftHk6K51xPIOLgMpX9NCv44Q8EfZ3BtEkL6gaU4VmuKS/03can/Ji+2zCDj4HIcXmuAuzaXz6csYP6cSaQeXC5w65nPcKgqHuxX+xZRoe1g8u+c0N8Yz38fj3Md40yylJdB0dMC46SaSXI248ga/XJeaS8jJUUqh9qLYSLQ3MOLivqNYcOGU1RUYJF3w9AseWR794pilD59xGT/0Uei8MTFRXjtq1aJBzw2Fi5dEpA1W33294dXr7Lx9fXXE04NHTqIcePeL5mofivh6lYRGqpGo4HoaEHRmp8PTk4Khg7txfTp0wkMrEHpqqSUN9zwGgA4OPha6MlTqviPYNmynxk79mceWcDspu1ZCHI5WSc34Fz3DbLObEGV+hC35r1JP7gcl/odyDq1kbxbRwU3esmqTSZXoGzQTZ8oP33+KgF+C/B0P2rWCweHSpTtoZqfV2hoRwYNGsCFC9vZt08y4+vRjUF8vJLiYpXZ5F1erLiLi5IJExx59SoHe3sxYVesaNsxCAoSE3rVqiL0olab1gGU9jE7W8Xs2bOoUMHNiIRs6NC+jBs3vmSMja9BhQp1adfuNvfvT+PZszUEBMDoEUVM/Tod336WYcDuJfDk/Lun0aY/xTNsosWwjCmP+j/hof+bfqss+8cmdG9PD7QXtzB16kzWRq0jSy1D4+JLekm888Kli6Rs+Qoq1qX42R09QdaL9Z+z8bcFpKY+Kt1XIl7g3jIc12Y9Kbh3morv/aSPwbuVIFi0GU9xbhJG7tHVwo11ckeV/oyXMfOo/MEvRv0zhEIC2Feqy+7dt23GrgUt6mBseXU6WFmtWo3+crGK4dK9ShUxqR88KOLvpg+0jhdk2jTbpeMvXohEbGRkrkmRUzRRURv0/V28OJJPPtlIUVEBffoYCmloiI+PIzj4gFm5v/n5i7+9vftQq9Z8/vhjKmBY1fiCaxff5s8HLlToZe7VebTqT87ZLUi56eRcjsO37zRULx+RdSoal4adKbh/Dkkr4VC5Llmnoo1WbfnHf2NexE80qltE/RpzLLIpenl1pn79DTb6b/u8Zsz4huDgOGbPLtAnOg2LqFxdQavV4u7uREpKgdGYdOkiXta2qBri4hR88IFINPft2w97+/368bdmAjklhKe//lp467pVgSWrXFnN4sVb6d9faVL4tong4O0lY6zj0n/GokWL2LgxWj/xv/mmuC8XLXXA4fV2ZugOQ85v9+A+qE5H0aZJPU7sno/ve8ZajdYKd/6NXvP/8jit9gGe7o8IqCRoFjzd0/TbyJywZf/YhO7o5IqOPrcUerSbll2H07pDL4Lbh3M0YTexMYK6Vr8s6/UlV7bP1uPWobRK1L1lOO7Ne1Fw97R+ggfIOrURp5otsU+7R/7J9Tg7u6GqVB+neh1I2zUfr7fMSzLdmvUi9+p+XBp0QiaT4/bWeHZFfcwbb1hHuQi1l+GU5eEFBlbG29u13OpAycnmS3cQk4W1sE1yslCQ12iEJJ0p14vO9uwRHr9un2DgU9GmjUoPsQsMrMHYscNZv36jxQSr8fEHCAysb+H8S/+WyaBKlaH4+oZz7doQcnMvA3D5Mkyb4UCFXpbRTC7NepJ/+zg+DvCqQI1T9aY4VW+qH+dn98+hcHE349E21IbMzJiHh5txv2QyJxo2XIu3dxvAnr/joQMlK7AVDBs2msaNi7l0SUPPnsYJ77g4iZiYQlauFEVZOitPjHvnTg1xcV1JSrpNfPx+1qwRAtS2HAPDPEpWlu1jk5MFTYBA3pTmOSzdE/fu3WLYsNEmKku5+rj9qFFF7Io7xYvND1E2CCfv+Bo6dOrH7VunSL9XCsfr2Wsw8XstV0k6NulJ1MYoWnUshVn9G73m/9VxMlkxlX1/wdMtgQA/9OFAw+2y7F9En9tTX6av2x/U6DNOHNtH5qOrRqERS7h15wad9EB816YhZJ2K1j/obs16kX/3FBpnL0I6t2Ng/75MmjSWZzGn8OtvmXfZrXlP8m4eJi1mHj7hU7D3DkDZKJwvvoihXz9zLO++fYKQSkxmZXt1Q4cOKjPhGBsrSvh18nOmCVJr1KqG6BlbknQ6AQZLJeil5fsriYz8iUWLfiuzKMq03N/8/I3/trf3IijoICdO+AAQ+YsDdjVse3XOQWEkH1iGr0mdQuGja2hlcmQKez1CShc2c6r3JomJhxkx4n1R9GiC1K1Vaz7e3j2wHvMva7v079DQHmzdup3w8N4W6wk+/FBLu3YC4nr0aKnKlKHuq46z3DTG3bq1gtjYg0hSgk1RcEMzvEfKOjYmRtzXZY3xnDkLiY3dZcalbxq3X7y4iDNn/2TL9hKqjKAMtPJ1bN+2lc2bo+jZazD747fbLNzJTDpdUrhTyq30b/bQJakYB/tH1AkUz7WDvbPFbdO/3V1eUa3STMAC+dlfsH9sQi9LU1RnLd8YwvWLu3mR+oyXuyLM8MYvdy9AUqvIv3kEVeqfuAWFknF4Db7hpW98t+Y9xYTu6sf+fTvp3LUPao2Es0mFVtqehbi17GMEhcxMWEn6pqk4NA6h+NZh3hn+Nplpm4xikN26uZGYeITAwBokJd1i0aLfTOKPpTFpnY0b9z7BwdEWE47JyUL789Qp4WFrLTPWWvS4yoOemTZNoCtOnixdgluy0FAVEyZEExk5j40bt5RZZCSO31yCmAFrnqzhtkxWrN+jS6bpvLr847/SoVNfI68u/cBSPN4YZjQB6OGngS0peHCB7POxOPjX1MPhCp/cIFkmsWrlKEa9f9as30Lg3nrMX7edlPQnixYtLWNs89m1axvh4TKbE2OfPgKd8scfpc5BQIDIg8TGikk8N9c4xg0aJkzYjCQJqoWUFPFZbCxWJQ4N75Gywjrl4V4PDVXx8cfb6d3bNoS3Rw/RrzFjJAYNLMFPSruQaxIYOPBHBr8dS9++fcvU5DQt3Pk3e+huzmeoWnEBtasWIZU8KrWrYnHb9O9qlfif2L/IQ7e8DdD1jdpMnjQOry7md6J7cF+yTkXDHzoAAAAgAElEQVTj+HprHCrWJOtUNBVaDyQt7gfcWoTrJ2fXpiFkHFjGJ+Nm0KRBdUa8P4qI72eTEpWMW9NQMo6swePN98k+u428W8dwb9GbvGO/8v38n0lK+oMNG9YSERFJUJACSbXJKAbp6OhDYGA9o4IOc+ItEZOuXbuWPu6YkVHAF19Anz4yevaU9MiFpUsNRSmsY9MteVy2wjAg9oeEiIdNabua3aD60LHcBFW2UD7mfzsilzvy2mvjefLkZwICYNniIrbvEF7d3NlqmraohsREtm3dwMqVi3EIaIBbC7HyKnx0jcy9CykuKsKv31d6vcisk0JJx1CsRHL3Z//+M4x637g3Tk618PHpa9Avy/0VQs7vWyFV0+UbRGx548atZb78evYUpFq6cv6sLKEZGxAgwh6WXrJqtbi+kiReCHv3iv9HjBD5Ektj7upaeo+UFdbJzCwf0iY3V2WVS0hnYWHw2WdOfPqpFkkqMvgkF9Qf4uURzqKf5/PtrPm82DxNX3QzoUSTMzPpLMqGXfWFO/90XNvWZ3J5Dg0CvwUpkf+VuboGYW/vU/KXFh1Li0LhAWy1+r1/vYe+fUcsp49uwLufZX5j9xbh5N06RsG9U2hePqBC2yFkHF6FR6cRZB37nSIdw9qBZYT3+Q8vMpVs3b6LVcsj8OlTklQ7Ha2HK7o27Ez2hVgyDq2gTZtOKJ0rUbdRJbr18UHh6M/9P28QGGB+PklJtxk27D8Wl6G6+OOAAQNQq7WoVMLD6tsX6tSBrVsldu4Unnh5IGi60EuXLmIpbsjKWB4vKzxcTAYREbarDwVqxxUoxMvLpVwxf+soH9O/DXMKX+Dn15erVwcAaQwaaODVqb9FxiYGDvqZdu1aM+HzL/Xl21mHV+Hi4opd1aBS+GnPiRaZONMPLmXOfMOJBWrUmEnVqh8gk9lG5SQl/cmwYcNtjm1pvsGf9PTcck2M2dnGhT66alIQY2Ja0dmmjbi+Go1Eu3Z5zJol7gkfH1EVbEniUKMpvUd0YZ2pU0XeJDy89Ni4OPT8MmWzMpZv4s/IKKR9+zvcvj2BtLS9Rp+npe2iiv8uli2C7TvkbNn+B3NntyAouBO5ak+eJF3iSIIo3X+Rqfz/jHLR4uu5ifo1N6MtKg1eNwyU0BbJzLYb1JTMwnh/1+Rydxo3jsbDozGmUoCl9i+c0MvroX/z1R7sA1sZh0bifsStRW+99y0gaqtR56SRcXydkY5o4cm1qM9G8+OPS/XK2wsjPkdZMxjHao1xqt4Ue78a5BxYjKpJT1yb96RCcF8Uzu7cubDFrF+SNs1o2aSzRYtWlBlj7tVLS3a2wALrvO6ffxbY8n79BEuil5dt7zosDHbuFC+D4mI79uxR065d6XfKSnxBKddLWdWHArUzBHAsV8y/bJSP6d+l225uLWnX7gFJSTN4+jTS5Dt3QRXGG23mEr1xA9u37WDz5ig+/vQrWrdswsxvp/I06gs8e3xuMceScXApH48qIihI7HNyqkeTJrE4OlbGPG5u3t/yjG1pvmHeX6qwNTQdqmnMGMvVwzNmwFtvteXJkyecP39bH3Nv3lyEz1JSzOGIs2bBzJno75GAAJAkePXK/NhOncwdBFOLj1eWTPyqcrzc3VAofGjYcCsZGSe4fn0gWq2xgIhCAYMGakte4KeQa0LoF7YQueIzJnz2GWBexv9/6aHbKx9Tp9oowJw5TYTmJLNtc3NEqXS18pk1k+Hr25/XX5+HXK5LzNu6L6208m9TLDIdvH59u5OZX4DCzUeERkq878yjv2NXwQ+35j3JSBDiFFkno3Gu0w73luF6BZJ5ET8hd/Azat/bXcbMb6fxPKcYh0Yhen6FqI1RZKnlKBt21etO6pRRSvk/LiCp3jM6F0fHGvTqlUZkpO2HWOeB6fhOkpNF7HPePB11QPmUZUaMEEt1Fxclbdq0ITExkZ49NYSGqvj0U1FsUt5+mPZJZ0LM2LlEZ7ImSUm3CQ7uwKxZ+VZRGOL44wZ82pb5P2xvQ37+Ta5cGUBx8WMLvXcGxMOiUqtR2tmh0UhEzM/m7E1fvN8xlkp7ufodxo3KICQEQEHt2ouoVGkwMj38q2y+El/fihbH1pCHJytLeK6jR39AdnYeKtWOv6xwpBtb0xWazm7ehOnTHZEkGZJUwNy5pcRre/agD8UYFpvt3i3G1t5eeOTp6cJpsBRHLw+fzJQpdnTrFoKT0wGb5ye4fN4nMnKe/ppqtVncvTuZFy/WW/1eqXmiK0DTjbPptq3P/t5xWiQprWSy/nsWEDCemjWnIZfrJvSy76+/+plM5vLv43Ipr3089ms2bVhCUtI9Mg6vxqfPVJyqNcGhcl1ebJpG5vH1eryxJiddD1/MObiYzyZMIqhZsBkXQsBr1VixYp0Rl0JQs2D8AxrqCXFGfTRFP5mXx8q7zDbElcfEiIfvr3rXKpXAn6ekqIiPP4NMpiA3txMTJpwlPz/bZpIMjKleTasPSwnF7FiwYGFJvH8T6em5uLs7MmWKgs6dZVYIyKIMCk/+vjk7B9KmzS0ePfqBhw+/Mfk0H10oRFly9167BifPOFCh1ydmbTk17cuO2A3069eUpk23olR6Y0xHULZZGltrPDzx8evZs0cByGnTxvrEqKsnMLTYWKE2ZTvZqGHjRhXffVfKA9Onj2C8PHxY8OfHxIiXhb294GKPiBBjWxbFgC4kM22ayLOYhmTi4qBFC4mEhIQyz09w+Yw12i+XO1Cv3nKqVPmQGzcGUVz83HJHAMjQbykNZimlyYxl7bO/e9zfncwdHWvSqNEOXFxq8Vfvr/+l/esndD//KqxcuZ7VqxazZUs0+aeisHPzwd7nNV77tPRNb1rZ6dS0J9t3bKFbSC/9MZcuniNi/nf8+MNiAl6rRueufej4Rht+/Gk+8+b++LcJceCvEVnpzDTeXd5qwQoVxFLVMIY7Y8YJEhNFUqZp0yA6dLAcIjCdTEqrD52MdE4XLGjAl19+YZIELCA+3o5du+DoUSfy8gpLjjct9//vTSaTUb36F1Ss2JerVwdTUHDb4nGl2HXLFYkuzcJ5sfUMx0/0pWVL77/VF9OxtYUk0o3HlCkOTJ/uSLduhfTuXTox7tkjoKKG9QRQSqMw15zuX/+bMTFw8KAKpVJUfS5ZYly45OQE1arBTz9ZvofGjIHt2207Da1awfTpogjpwAEBm9WFZESBmoabNzVMmWLP9OmO9OihMWOfLH25W74f3N2b0bbtfQw9z4yMQ1y/PswsJPPPmZK6dRdRseK7BvvKt8L8J+0fC7lUrV5L0hUWnTh7izda1zfbNv37+OkbPL57kBsP/jQrC09eMZIK7Ybg2lC4npJWQ/qmqbzVph1Kt9r4e6hYtTwCZY2WeBY85/NJ89kZs4ezx6NR1gjGs+AZrTq+R4c2DW32w9nxBoEBk41+29GxBtHRnXj1ynaM2XSZ3aULRmLQ5RF2tiZGvHKlAj+/4URGfs+vv0YxZsx4wsONl9+GxUk6pMzq1Xb4+LxnQM7lTFLSnwQHv2GWBNSZCK846YuOTEnIrCdz/t5xkuREcvLv3L8/GdMKi/dGOJDu0g6v0M/MxLtdmokcS+6NBOyvbePZ4yt/qx/jx3/Jq1frGDlS8K+UZ5xWr1ZiZ9eHjRu34upaWimqVotxHzzY2PvdsUN8tn+/uTi44WogLEwc6+BgHusuT8hk4kQBibXlNMyfLyZxW1XRq1fbYWfXFw8PdzZu3FwC43Rl6NB+jB071oQioHzjrNUquHv3c168iLb+w/8fzNOzI/Xr/4ZSqeR/cf/+9eNsfyaTef/7Qi7WkqL37lxlYcTnzJv7IwGvVQPQK4V36Bimp1I1NddmPchIWIU6L5MKLfvoFUhOHNvCkGE1bGoc6vaVp4DBWlLUFpGVIa5cpRKeeZcuxpAyKF+1oKWlOoil+Pjxm4mMXMQHH4wEYOzYicTEaFCpLPOKlC6NP8MQtvfXkoA/6b9Xan89KWrrOJnMkYCAj6lY8R0KCm4iqjkBionZ9oL3R37Ho61TUdTrRuHJX/nx+09ZvjqOR9vPI6/3FoUnf2frzr9f0i/GNpo2bcQ1KS9ee+zYPcjlxnkRUzqAChWgdWvxggDzFZql1UC/fuI+MUyGg20Uy969Ip4uk9nGrYPg6SmLZ0iQuu0nNfV5iTNgy1st3zjL5Y7Uq7eamjW/prg43eCYYgzHvHTb1md/7zil0hVHx1p/41z+18eV9Zll+1d56PfuXGX5krk4vt4az4JnRl60zPd1ipJvGTGxGZqk1fB87QTU2S9RVvDHrUUvco+uYdRHU1i3dinaSnXxCh2nJ9vP3P09bp2MyfbzT65nxKiJbN28hqDW/QkL6ahvvywPvXXrCyVY5eF6YQFTXLmpyPKuXULN/RuDMLGpN2boxe3da5kjHUqFJjSaVyV78klKesGwYaO4fPmyxWTZrl0wdernzJgxTf8dcMbXtxqRkbYhiqViCA/5pz0XjUZD5M+/8EPkb2xc9wtvvtkejSaHyJ/X80PkSjasXUinTm/9V/2YNWsu8+b9QHg4bN1qvLKyZGo1dOsmkCM+PrYn0FWrBHf5zp3Cczf0vK2tBqzdJ3v3igk7KOj/cXfe8VFU6/9/b0sjlST0agQv0ouhiSBegUBICE3hAipV1CSAKE1BelE0EKmCFEOXEgiEIoggSkdAULhG6UIgIb1tsvP742R2d3ZnNxvuvd/r/Z3XixfZ3dmZ2Zkz5zzneT4Ffv7Zkopp0QLOnoXOncWAbSvhILcrV8Rkc+iQ899365Y4J19fb6cEuv9eJPv/67GcR+h/GZRLScEDJk8aZzYyyNg6mbYN63H0OxFFpx9ehVulumYHlIKbl0hLXox3i+5m+GLOz4fJ+H4jOo0Gg1TErFmf0KJla4VriHeXaIVjEZQy1JLm0617Pw7s+xpd3VYE5N1j/botZqftslAubdoIK66UlF+Ij1/Jxo2bSUvLws0NsyuNbZNdjiZMsFDAwTpfKrDKbm7iQfzHPxwvle/eheHDIT9fpg4XkJJyj9DQ1kRH53Hlij2uuWFDiI/3tDK4EBGJTuftklNRt24a3n57uJU4kzcDB/YjJmasGRmzePEKc1FVPPQDiImJISSkGv/e6v9/bh8pKb8TGhpKdHQ+V66IyXD16rKRRG++KUychw933gdkedvp00U6zXpbZ8gnuZ988424r2p6PXfvwjvvCDy6jKZav14oZtqm5ORJXqdz7op16pSYELp1UwYpcjHdmmT1V7uX//vHco5y+ctE6McOLCc3oK7DKNqYfpfUHbPQ6A34towk/dByAl4eRdap7eK9VpGkH1xGcO8PKMlOo+D7tXj7VjT7UrYPfYaN6xZz6bcUhcY2wJ0lQ6hdpQq37twiMGoy7jUa8nDDBLo+30FBOS4rQhfNMpvGxo4hLW2zXV7d1nbOYICQEA3Dh0s0aWIpLiUmSrRqZeLECRP9+jnP2a5cKYSaiorSSinqi1izZhNhYcVOo0O1HLqrEfqwYdC3r8FscyYeamFwERsby2efxdGtWyHh4ZL586QkDfv3u7Nx40rCwnrYXTP71//9SOtJcujLlomC4vvviyLjTz+pE3/kmsalS8JRqGpVUeiVI+8hQ1xbDXTtKvqT2mddukC/fmKVIOfZx4zB4ST/ySdioFbDo7uSp3etvmL7+n85av4fi9A1Gk03YBGgA1ZJkjTP5vPPgBdLX3oBlSRJ8ne2z5q16khaN0+zZ2Cgr4b334/mz9RUgnq+h2fdFortC25e4sHXH+FZtwXG1Bug1WIIrk3BzUtUeLYTBb+fA60Wj9rNKPz1KFqtDkNIaztfSl8r9xu5ZZ7ZRfbJrQRGvI9n7WaASMFwbis7dh4EXI/QrWfT4ODKioHx7l3xoJ87Jx4Y6+gmKUnDrl0SRUUQGOjDwIEDWL9+A/HxubxVisZztkyePBn0em8SEtYzaNAgwsKKSEoqdsgClZtInfiSmvqn+dzFRLTWaYF36VJBTvnwQ/vPjh4VhTXnUak7586ddWCE8deKtGxx6K4Mau++K1IpNWtaovXQUDFY2/p5ZmSIKF2SxHUFy4Sfm1t2EdMRl0D+bNgw0Xd+/FEgbHr0cJ4C+vRTAYGcP9/+9y1ZIgIQZ+QjCwb9M/5q9/J//1j/YoSu0Wh0wHXgZeAOcAYYIEnSVQfbRwPNJUka6my/Wp1OqvBsZzO6pEpACV8sn4e+bisKUs5SPTrBrGcOIorW+1eh8sB55gjeluKdc/kw6YeWodVqCSp1G0/fPIlKFfy5e/tnh6pukqmEBxsnKUhJabvmMPqdKdR7Rmx//ORVKvsb2b51KQvm3KFGKf3/wgVYtMSbQ8lHqFcvBOvZ1Npk+dQpYaIsSeoPClhHN0KCVv7+8uXw6JEycrON8po311KnTh92704yo1NsUTRqTU6dFBc/Mp97WSiXo0dhwQIRpVrD2uSl/vz5QtrA2aCxdClUqNCPNWuW838bJZV/H2pm2Y5y2PIKpbhYYunSAlX/WOvtExNFquONN0Saw/Z+/SvIJ/mzrVuFAUqPHko9fUdNnoB0OhHdWxdXR41yzaR89GgDFy78WGpDWP77kJLywKkQmrpQmrUJx3+/3/xnjuU8QteqvWnTQoHfJEn6XZKkImAzEOlk+wFAmbgjnX9VKoZFk1ms4davh8wolMCwWHQBVck+u0exvX/rPkiP7/J48ySM6XfNFG8zxf/mJR4fWYXWy4+gUt0XjVYnLKz++AnDU6FKk+lVI8g6vVMhuZt9Xhwz+1A8rw4YSd/eETRtWIemDetQ2d/I6hULyPZ/hplz3TGZLBjoNK9QXh0UjcnkhrjwHoBHqf6JBakQGioeDlckaMX3vbl/XwyUFy6IZbIs5tS1q/i/qEi8f+mSOyaTlrAwC8pGxrU7azJFW5yzOPeQkAYkJKxlyhQP3n5bQ69elgF7yBDxWyIjxcBw8KDI8bq5iQHl1ClRdIuIcH7cyEjYvn2X4riWf14O/lb/LCXlHrGx0wgOroNOF0RwcB1iY6eRknKvnPtX306+D9atdWvx+63vx7BhEBT0GqdPn+b11weTnGxwuv2oUSLVEh0NGzaI4qXtcXr1EoPwlSvq11HO6ffqpf5ZUpLQB5o9W0wK2dmukdfy8kRef/dukYOX+1tenmvfz801Ehr6AsnJP9hdz7KufXLyD4SGvkBa2lfExeVw8KBEXFwOaWlfERrahRkzPnPw+ebSY36Hsm9MJDi4wb/YN8rfb558u7I+c9xcGdCrA7etXt8pfc+uaTSa2kBd4IiDz0dqNJqzGo3mrNbgKQbSLjFc+i3FnArRaHX4NOtuHlzlVqFFODq/KngUZZG63d4F/FHyIgJeGk6NN1crBvmc71bTok0E/rn3SN80kZzLh8nYM492z7Un88Qm7m+YQM7Ph3l8ZDWB3WIA8Ggazt7kXVy4/DsXr9xg2/ZEli+Zg2/P96nYLYb7OdWZv0BjJrRU7BbL7w9z+SwuDjGbFgAFDBwYRXKywayAeOGCiM6ctbAwI8uXr0an86agoIA5cwR1bdIkiIsTA2d8vMArx8eLKGrhQj0JCSvYs2cPaWnF9O4tBuCiIvEg373r+HjJyXoGDuyHRZyqoPRfIRoNNG5sGbiXLBECUe7u0KyZiNJkgtOIEeJYc+eKNIGrqn32x7V97fyz5OQkQkNDSUtbT1xcdunDnU1a2npCQ0NJTk4qx/7VtxNm2fYIX2s/0P79QavVkpmZRps2bfn881V8/bWRmTOFY9CSJcq0SKdOAkL44YeiT3TqpMPX1589e+yPIWu2fPGFuJfFxZb03bvvQkEB7NmjUXy2dCm8954gIEVFUe5J3s9PpAaLikRt5vBhce7+/q5/f8aMPAYNep2UlF8QRfqrxMZGExxcGZ3Om+Dg2sTGRpd+nle6zS+lQmh5DB9uVPSx4cONREfnM3fuLIefi2P+g5SUq1Z9Y63VwP+kfaP8/ebJtyvrM8fNlQFdjQzrKE/zKvC1JEmq/hqSJK2UJKmVJEmtih/fMUfald+IVwzC6YeW4fW3DjxcNYLsM4nmKNqreXcepaUS2PUtu337tOhBzsUDSJJFPFy2sBo8aDDr121mSFRPik9tYviwNznx/TcERU2mwt86CLuyyIl41C5V52sZjtHgwfUr39O0YR1271qPR702QtFPq8O76wR+uFzNzE7UaHXoGrzMwrgvsJ5NY2JiSU42cPCgeGjLQ+0XqRYjjRpJ5tSFbYT39tuQlKQjMXE34E5eXh4VK4qB/uBBsTRu3FikPk6dsj+WjEOPjpZx6JaoZtCgUcyaVcCbb0qKh0bWnpk7136ikMW+3N1de+gF9vrJIxcBy3yDGTPyGT682ObhLmbGjHwGDXqDlJQHdvsoO3KzHCsmZiyJic6j5N27QaMxUVCQaB48Vq8W91LUNyz3JT5eQBk1GrhzR3z/++/dSEjYyKFDXnbHkaP7+/fFKqBLF5ESyc4Wg/y8eXDxosSwYZZIOidHIKOuXxdIFrnJmujO2r59Ava4dy/4+CjvpavflwusMl8hOfk7WrV6mdTUNYqoOjV1Da1aPW+O5MviQFy5IlYjZa1yZ85cbNU3bAd+533j//cI/Q5Q0+p1DeCeg21fxYV0C4CHQcdDlUj74Z6PMVR6itwLe4kZ/TYVbp4gY+sUcn4+rGpuIDffVpEgoUjV6Gu14NNP5/HgzzvodILWP/j1GFauWoam2rN41G6C73ORBHaLIftQvGLycG/SlS1bhK723Dmf4p97j4wtk82TUODgFYpJqODEWjauV7IxQkLqkpCQYF7mlic6un/fAl3MyRFY9ZUrxcMZHw8DBhjQ6TzZtm0btWvXZNCg11m4UETKagOwHClaR3BTp3qRkLAWEIic4ODa6HTeNG/egi5dCso0MNi1y/4zeQWyd6/z3ynkWssQZC+jLV68VJFiUjvPsDAj8fHLFO8nJ39Dq1bPkZq6ShG5icHlOZKTDyi2Dwl5Cq1Wz+TJ9lHyF1/AxIniei9YAKNGWSZAECmVhQtFesXRfZkyxYOEhLV07tyRhIQEpk71ZNUqg+I4+/bpOXVKh8kk7v+ePQJBU7OmwJgvWyaO4+MjPn//fQGJNRqVQYQrKZzERDh9WqwMqlUTk1V5vr93ryUFFBZmJCFhIwMGDGDWrALF9aleXVyvWbMKGDBgCCkpv7Nx42bCwhwX4w8fFlryzlpYmJEdO3Y9Ud/4X2+uDOhngHoajaauRqNxQwzau2030mg0zyAk0n505cB5eXlUVIm0fVv3RgO4Bdbg1+s3af3Ca3Ru3ZaMb1bYmRvc+Xwwmad3qObBC25eIvvKtxjRsXDBZC5c/p1t2xNZungGJRo9xtuXSE14z5yC6R0xAOnqYdI3TyLn58NkHv6CAYPe5uKVG6RlSbTp+Bp/q16FzD3z7M45+9AnLF08i06dQrFdKoWFdSQgoILZXcaV6KZRIxF9y+mVQ4csZhcjR8Jbb3kSFDSE06cPEhbWkcWLPyuz84aHi5yonLvdv9/A6dPHgEK7ZalWayQ83HmxvHt3dZhc5cpiFbF7d9kRbe/evfhXlqIbN251+vCDeGg3btxi/k5Kyi8MGDC4jMFlgCINAAXk5BTy+eeWFVKXLuI6JiYKUlBYmH3U6IrZSM+eGqKiehIW1g4oICysI6dPHyQoaAhjx/rQrZuG6GhPEhMlqlYtoW/fssS7lBOtbYrEOoWzciV2aZrx40U6bflywWS+eRPF6sRZCuiLL8T71jo1Qhc9h65dC52ed5cuhcyaNaNMkTtXV7mFhUZz37h7V6xw5FRk797idYsWyr5Rnr6nTB8FERxc2S599JdMuUiSVAy8AxwAfgG2SpJ0RaPRzNBoNNalrwHAZslFYLs+oJp6pN1S7FLjV43j3+3jhXaNGDtmDOvXf02QpoCMLZPNg7BfBQ+yz+7hwSYxCD8+/AU6UxHpB5cJzLpWi2fdFhSVGNm3axUrl8wGnR7Pui2QtHpCggPg3Fbmz1/EiBHDmDY9jiFRPeHsVt58ezL9+kSai6JVKpZw+dJZvF+0hxt4NuvFoiXr7Yqi8t+DBg0kOdngUnSTlCRy7XIRyzaqW7gQ9HoN0dFjzP6l69cLvLmz1rOnWPb7+MBLL+kZOvQNwJ1Bg0bZLUtdLZxZK0fKTU6lSJKeSZPUH/pJk8TAKEna0hTHky1Fy++i5MGsWR/TtWuRqjzDkiUip52VVUjTpm0UKZiKFSug1YqJdsIEgeKJjBRprQoV1IvAhw+XXTMJD5fYvn2XYukfEvIscXGLSU29z7VrZ9BoNMyfX0JamhiwnTXbiVY2QbFucgrHaIS33rJMTjk54veMHi0Ci/HjRUHUYECxOmnZUgQH586hSPMUFYn9WjOZZUMMV4vkagVo6+bqKldemZw6pQyOrIv4M2ZAWppw5CpP30tO/o7Q0C4OirbOCsF/jZQLkiTtkySpviRJIZIkzS59b6okSbuttvlIkqSJruwPQGsQetQFNy9xd8VwsqzSHd7NupL/20kGDn6H4yevKqLkzq3bUnxqE206DuStmOlUCQpCyknn8dG16DDRr8/r5P4senRw1GQCw2IwBFTj8NEjFKMxv6f1rcyvv1xEb/DgUYaRi1ducOL0NbQGP/QGD367mcHFKzfsiqKOFP3UiqLy3zExo0hO1pOR4Ti6WbpUPDSNG4vOX/ZSURwrJeUXMjPzXXbIGTgQvv/eQHT0SIeRfXlSQ7YtKUlDeHgYXbp0pqhIMBKHDRMDzejRYrKSJIHMKSnZUVqc2osl8vmlNP2jVjizXNPk5CQMBslFFI/solTA11/vsBtcbB/6Q4dgxYpiUlPX0KhRY7TaChQUFDJnjobz5y3aKvKEm5WlPgG6Gk3m5Bhp2bJ9aZFOGZEtXrzIfI9c3Z/1RCtb1dkGEXJBd84c8PTU0a9fP44cgQEw9sgAACAASURBVNdfV648vvhCbPvCC8r6zaxZYj9dulgKpm+/bQ9nTE7WU1Li+nWoVas6W7c6xtm+9JIIetSaPCmPGiVe9+4tUlpjxtgHR3IR380Nq75VdtRs7UzmqCjbu/crvPbaa2VE6/+9ouh/pBU/vkPO5cOkbp+BX/sB5F0/YY600w8uo3PHF0ncuY5n6vopouTz546zdOmXNG5Qi/VrPmXu7AUMH/IaPh7ujBz5DseO7cPPPxCv+m3NRczAHmPR+VYyOxlptDp8mnfHJEnkBtRl66alNG5QywxNzA2oy5ULSTRuUMuuKAqUwh4Hk3PWku7RPWtfFLWFAU6d6sXlywamThUPiwwHGzYMbtwQg/rVq64hYTZu3AZ4sXjxCry8XBuAvbxgyxZPEhI2EBLSgI0bt6lG9uUpfFk3UWR145tvvqVChW9ZvdqSLoqKElFTxYpiOd+9u/wA5DNo0ChSUu6VRj4vkJa22UHkI+Boomj7Bu3bl32eShclD3JzjYrBxVr8yvahHzVK4pNPRDQ+fbooUMuoFOtJ0NEE6OrE6OUFJlMh/fsPsVuxbNy405w6eJKJtnp1kaZ7913Rv6yDiBUrRBQeHx/PmjVrKSpSrjwOHRJmKfXrC3mBTp3EwC0P4B9+CMeOOV9xJicb0GhcO2+DARo0+I2DB0vYulW8b5suOXBAaN4cPar8vjwpGwyWc1+6VKxM4+LUQQHCrFtDfPxKXI2aXRGui4qCs2e3PzFs81+J0P9r1H9vH38pr7AQ/w6D8H2uF5KphOxzSWSf34NH3ebkXf0Oz6fb4pb2B9OmL+K365fNwl1ej1NIe5SKZ722diJehrqhaO9fw9fHm0cFxVQMH6+q3ZK6fTr+HQbj07In6Zsn8WzNapw/f1KV+p/64C5L4udhdPPAvXFXco8tZcw7hezY7c793OoYGkWS990KFi2Ko3vY81SvWrn0SPZkifj4ZaVkiJxS7ZP+PH6cRknJXoYPN5aTDHSL4OAGtGqV49CFRm5Ll8Lvvzdgy5aVZvEkNcIMuMaEnDBBLFmtpQr27tVRXGxi3jz7lIb8PTUP088+0/HLL9W4ffu2U3apTLpavHgNaWlfERZmdJGGftD8m93dAxXMy/ISdyIjZV1wy+eO9lGefXfqJK5p3779WLv2U9TIaU9KMlq6VAzCjRuLIm1mpphEJEnH4sXzGDp0KCkpf9CoUSuH13/rVlizRgxWPXpYiEYrV4rBMipK1GksYnI6DhxwIyFhBa+8MpTw8GKn7NKVK0VdJSnJonHUtKmWX34xER4uJlGZVb13r5adO020aaNj+PASSkrEysEZk9qRd65SZA7KIvsEBzdwSRYjOlqsDhzLIJR9rP8Y9f8/0bQ6vVTplZkOmZv3N7yP1zPPU/zbj7RvXJ9jx46ahbvurx+LW7UGVPz7SDsRL5kd+mLLRuzbm4jWvxrVhtpot3w+BJ1/Far8w8I6zdr7MRU6DlWwTq2p/xcup5jdjMbE+vF826uUlMD2HRq2bndjyoRCmjf3wtvvc1o1f6X0SAVYZlTrv5Wvre3dPvxQaH/8+KO9zobMxLTQ9f9Apwti7VqJ6OiyqehXrlw2i2IlJx8gKqq3nciUrDOzf7+IqCMi7J1rkpJEsS01FYxGDYGB3gwcOIDHjzMpKXFuvbZ0qdi/t7f4TXXriigQxHHk5bJaE5TyIWzYsNVMxXfEwExKEsdxc/MkJ6egdPJ8ldWr1xARYRlcXLX9kzHkahOuownQlYnReqBZuRKSkgxkZd1H7hvW8hHl3Z/83gcfeBAZ2Yt9+/aVmpiI+yV0y0V/iI0dQ2rqKkaNcjwefPKJ6JMmk+gbnp6W9Nk//2nprz4+UFysY/fuPXTu3JrXXnuL7du3OGVIT5gAHTqI/wE+/VTHN9+Y+PhjyakdnpubOzk5uURFOddvd8SmtQRHOaXvOH9mHQVBtvuUtXUcyyCUfSxHn/0lxbl0Xr5SjegNZuXEzAOL8WreE++W4WblxMwTm6jUb7qq1G3mD5uoPmqVQynctAOfozW4Kwyj5ZZ5ZheZJzZi8K9GUMR7qhG8GvXf2oQj7MVcalWdi06rdJKXJGjX7jLu7tUozwycnPwDgwa9ToUK+aSnW4ScrOV2ZSGny5fFwBYX95E5Yrhzx7Gcqsg5epKZeQd5pRAa2oFmzUTuXY74bAdHk0nkwI8dEwxBNzfxno+PF4MHDyA6erQi8nBV1Cs6WgyiW7aIJbS7u8Bk20a+at8dO9abtLRcxUNl6+0pG0l06iRqBtZqgLt2mSguLjH7drq6IpIfUEcTgKOJZdUqOHlSLP1t9cltzUZk3ZWCgtvmvmEr8OZMQmDfPkuR09pKMCFhhZUQGuY+YE2dNxgklxQk33lHEI3u3xcRdXKymERsJZ3lyTcu7iNSUh7QrFk7NJoieva075979gg1yJUrLcd3zWTDQFDQQDZs2O5yv7PVu/lPRuiyZ6+6zHTZx/qfitA9PL0k98ohGBq+TM53qxk3biLbd2zlbmYhHk27kX5oORVfHo13o86K7xXcvMTDHTNx86tExV6T1dMp26aBTk+lPh86XgF8NZ6i1N8xVKxOtWFLFZ8/XDWC3hEDGDFimPk9NSNrScpHKrK/rq1a/Yi3dxNso/CypGSPHPmOiIiezJ9f4jAqmTRJ5N8rVKjA4MGvkJGRa46KbQc2ObIvKtJTt+5Qc5QQGzuRtLS1ipSFv3/Z0d/48dC//ytMnfqelRE05t/pquyuPDguWSL227w5bN7seqopIMDboSG3K1Hs+PHiOJGRrmubyA+os7TH+fNiULpxQ+np2bs3fPyxiFzVVlzWv69LFzCZ0lBbvcm/R82cunbt2jRq9CzHj59wGIXLLTk5iUGD3iAszGhWyuzS5clUHR2lM6xXkfKKcMCAAVSvXsS9exJZWSJfX62a0Fb/4APlpBAV5ZrZ+dixPqSl5bjc7/z8nD0bUFbULD87rjqTKVcA//kI/b9WFK1UqboCsVK1VlPeiplBSPV6FJ/cxDP1GpB/LtHue5kHFvPqwFFU9g8mY88C1c/dPX3wqt9OUcS8s2womWd2mYuYPi3D0egMVHzZPgSwpf5fvHLDjLax/vvS1Qfk5XvbfV+4oCgRGaGhHUqx3tlWxb61CpRHYuLX9OqldVpw6dZNaMLEx+eSlrae3bsTSUzUcOWKkoouF646dbKgWuRz2rhxE2FhRgWmePZs+2Kf7bFFsWcroaEdrBAZlt8pa9c4a9ZFu8OH4d49cVzXdWcqlFLx1UlJrmC/o6J0SJKWn37SUFysJM6oNesCcK9eljyvdTt1StQUWrRAUQxu2VKsPHQ6Edk7Q4Q8eADe3gasUQ0hIZVJSFijIBtVrizOo1s3MUnExMBzz93j6NGjrFv3BcXFj0hNvUpc3NzSwdwaP61OrX9SZJMjkpmAi2abjx0W1pFz577h5ZeHkp8vttFo4NlnRZHcNsKXkUOOMOTydZCDI1fO3dNTCV00GODgwWKaNGmIbV92hDyREWtlQY9lYpXos94O9/f/DcrFy8udsWPGsHvPYfpE9aRpwzo0bxzC8OGj+OijOdy8+Ts+Lw6z+55Hs+4cOZzIn3evqX5eoUVP/AMCqFryiEcbBHEodccs/J4fSP71H3iwcaIV6/QfqhG8d8twivRuZup/ScEDjh1YTqCvhqYN69ChzbNm5I3BoLfrdHXqhBEbO5GUlAdmRIZjmJMF5SFQJ86JMpGRmAfv4cOLmTWrAJ1Ow5Qp7nbswlWrDGY2qIioRcXcGr8tY5Jv3Sob49yjB/z5p2RFm1YKHA0cOEB1oLW+PoMHW/DKGRkWzLsryBoZsRITM5bkZIPqQ+UK9rtHjxK0Wi2hoa/g7l6hTFq/NfOxenVo2lQwMWXo6a1boiA3e7ZAlKjB43Q62LjR+XklJkKfPn2wRTiEhYVz+vRpDIY+Cty30SiuoxIx9IYKtt/ytyOUxpMim0CdZCbQO3pVfP2oUSMYMMDgcGIDMfgeOOAYQ/722+K1vBJxNMHLLSlJkL+s783IkaIu8N57kxyIddkjTwRibQNTprjboYZWrhQ1gOJiIekAcp8d4HB//xUc+v9lu/7rRYe65SAo/mmFGtyeecEBJjycHNz5+0tdeL1PL0ynNxEYGEzxlW+o2DUar2eeJ/2QPev0wcphZJ2xqC96NA1jy5YEzp87xeRJ48j1r8v0GZMxmUyK450+bbTrdIsW5ZVG3x0YN+49FyjIxcTHx5fJkgMLztiWCFNcXMIvv9QjJsabbt00jB3rQ1DQG5w+fYqwsL8r9mFL3qheHfLzXcc4W7DwymJzTEwMycl6jh61DOCdO4u8sCjOyRhvcb3c3TFDLl2jpEtERPQkJOQphxT5jAxX1QSL2b17NwkJX7Jz5w4mTtSzfHnZzMcrVwQtXnYXio4WjkTdujlfFURGCo1xZ7/v4EF3PvhgiurnISFP4evrQ9++BodRvqP7Yt0cUevLS+m3bmoksz17wGg0Uq9eKwICgoiNHUNKyh+A3E/UJ2T5WJKkZelSdTipPEkuXQrNmjV1aX/Jyern7so1s23169cDhB+AtfKp0Sj69oIFos5x9KjA4UdHR7u873+1/WUci+SC4weTRin8PwtuXiIjOQ7PFuEKq7nME6IoWnDzEmn7F+PdXGlFV3xyEzPnrQbg2A8/c+vaIX7+/Q+CX1uEMf0uafsWgQa8m3Ql88gXdOrUjSNH9qEPqoVP8zDSDy7jmfrP8seN3xTomb+3bY/Bpz4d2jzLw9Q/WTR/BHPmOK7Ejx8vOl+LFvafy03OBUqS5FLB5a23xHJVLozZW4CtLaWSqxVV8oiNnUZa2leKPKCraA+56Cbb4wmEi0WHWvbe7NVLwNjUirry8vrKFaEI2KuXiJYcFfz27BH/QkN1XLrkVvr7/k5KylXi49cqYKD5+QUsX250GVb2wQceRESEs3nz17z0kihgynnpkBAxGcnQzL17BQbazc1DoXXu6rUbNgzc3d3o3l1IK1gQObKL07rSyVe9IFY+r9erqvuQURqyVpB1veXZZ+HyZXH9raGJZfnZ2hYcrWGtTZsqnazke6fmv2tdyG3ZsgUBASfK1NTfu1fLpUunuX49RXV/u3cLxNbkyernrrxmNxxee+vXtg5Wam35ciGct23bmn+zM9dftChq6ykqFxyt/T8NDV8m68gKTGiQdG4YAqri3bQrafs/R6N3w69NP7JO7yCg8zAyT36NRu+Gb6sIco6uZt68OFq0FHdw2/ZEVq9YoIj6Zdx75qltVAsORKPVk+5VA0OlOuSc34tf+4EUXtitCmWcNmslTRvWIT5uJgbdNkaOVBWXBESny862wLHUmrU/Z1kFl5UrxdJ8wQJn2GsvTp8+ZlW4VBZYZK9R60KbKxjn6dPhzBl7BI54CA18/PEnvPfeuw6NMdQKaAsWwHffWX6PbcHPx0dEPjNniknR8vtOqfqSuuK2ZF20WroUrlzR8OuvkqIoqFZg7txZDOjvvDNUMSG+9BKsXSsGD0dQU/keX7t2ifj4+FIf1hwqVvRh4MBXiY4e6fB+yX+Xx+tVGJbY7yM4uApvvJHNypX2AYFsMN2ggRjYjUYNXl56atYsZvJkyeFEsnKluJ5RUaJv7t+vjnxR3runFP67opBruRZt2rzosPAtN9mIY9iwkcTFfaa6v4yMLFavFiJmZV8z28KleqHS1sHK0bnFxnrz6NHNMvcH9qAJPz9P6tatzY0bt8jIyDPDbmNiYnj66cZ/vQHdUYR+/ORV2oc+w9HDezi0/2sKCovwrNeGwpQzFOsMaEzFYCrB8+nW5P92iqBeE9Gg5cH2mWgw4ebmQZsXXqVP7wiu/3qRDes+Jzsni0AV+CKIgT198yTaNGrEufNnMbp54NstVhU9k7FnHiNHT+L+Yz0d2jzLB+P7snRJvkuR2fTpZUcIP/74rVOnIDny6dwZxo1zfEwZzhUX9ykAKSlXWbx4jcLdpV27thw7dpwePYoJCysuk5zhiq3cxIk6IiJgxAjHE5wtHvjuXUE3d3cXmHfryNDR4GANibONYspyW7KdVOToElyLssV92ldqtJBfKrAlTCRsCTDWq5IaNQTkMjX1puJ8Lc1RRPbvjdBfe20U27d/XSYmXCY4yRBX2+spT3gHD4qAxWCwpEQ++sjxdbTcuwVOf7NOV8tl5EpgoDK6lj11N27cSVZWjksWfuWJ0F3Fosvkv7L2Z7tauXVLSCJ3765c5cqrl/T0/H9KklRf7bj/vaKop7u5sGhdZOzQ5lmaNw6hY4e2mEwSQb2nUDEsBq1fMBTlIxkLLRotgbUwpt7k4Z6P0Wq1eD3zPCUmE1G9wikpeMDqFQvIzM/H/enWdm5F2VaIF/cmXblw/gQDBg5FyrhLZpI6embcuIn07R1hPt+c7AKX9c3V9MPlJhdO5IKLbW74/HmR6nj3XYEHP3bMUulXa0IaYAfOhIR8fI4iSZCb25mxY30ZOlQDeJbmkjV2ueRPPlEaJdi2hg1Bkkro3t3xYA72BbTKlcFk0tC376vs2aNn6FClWNSyZfYTobX0gX3hyJ3nn+/I+PH2VHdHaoCZmeUpyg4gJOTZ0vvkxWef6TGZxEToKNc7dy5s3apXSBA8iYa2K8U/SxFOfR9ara5MFFD37iCcJ71Ur+cPP4j+qNeL9w4dEr6nPXsKsplcEFRrYWFGvvxyfam7VK1SHfqJNrrkXmWKdIEFdZOenmP+nq18RHh42VLOjguX6vfI1XMTTmDO92cLmgAROM2ZYy+5LBe+NRpCHB33vzag5+UXOoUEzps/G13dVhY9lp7vo/MOoFLfqWY9Fu+mXUUhs7iI4N5TCAyLwa1iNT77ZDoTJ47Bt+f7VB4wh4Lfz/KwVCo3bdcc2j3XnowTG7n/1Xhyfj5MztHVdHihG8s/n0VeoRHvTvboGc/m4SRsTODC5d/N5+jt4+FypwsLU9cPFwUbvRlWaCuf2rWryP81aWKBw8npEdnyzbbJcK6yhIRmzy7g2LHj/PjjEYqLH5GZeZ2ffjqJp2dfOxU9vb5sFEx5CqsgBoeFC8FgkPjqqy2ABkmCdesEKuH999UjK1tInAztkh1qfHwOM3u2IEFZ6+Xcvq2uBujn51pR0HKf8krv0zHu3Hma8PCyxNTg8GGJ6OjXKT9MzfK3K5A563O0QBUtUq8bN25xSflw7969JCfvtbueo0eL3LjagDN6tHjfWfAi29Mp3aXW2kBh8xg4sJ+de5Nt27cP2rSxwAJTUq6W9ncLJLN3b3VxMvVr5hqU0JGDlXXbulVPzZrVzB4DQl53jJ0QmK1AniuwW39/VdMh4C8aoTdtWIdPF8ZTteQR6ZsmWnmIKk0lHn+7Go3eTSHE5d99HA+zH5sNod0Ca+LX8XU02Q/g3FbCI14VbkW9JuPV4AUef7OSxo0as2/P5lIy0geqqRmflj3JLNZw/cr35nPs0jWSvXudrLuwQL3Cw0X6QA1W+PHH81i8eIXZE7NNmzAkScvmzVvw9/dk4UKRK3QU/dk+PDL21RUhIdlRxhqWtWbNWnbu3IK/vxfduwvZX1ckdX19Xccyy2JK/v5iopIdmqKixCCsNlEpf58y+lG6Fxlp0ULsZ+dOsSJYuFDomNg2+f440/kW98kiamYtunbr1t0yB8jwcHBzczPLHTuL/iTJnZycG5hMWrvtrEXe1CGq9udou0IrLnZt0k1Ly1ZIK8vXs2tX6NOnfJrs1k2+/+rwXQvkMiZmLHv3Op+89u4Fg0Fvjq4XL15j19/Ld19di9CdwWZB6N4cPFhMgwa/OfE8FfuzhirfvSvQOGXBbp0N6H+pHPr1Xy+yft1SYsZMpVLl6phMJcyd8R5p+blUH7Fc8f07nw/BvVZj/Nq/SnpyPJJUQlCPcWXS+G1RNLJ0QFFRAe7VGxBoha5RkyMoPrmJLr3eNaNcPp0zmvnz1WGJ1vnaypUt+T4LU/QVmjRpwnvvTTTnz6zzZYmJEq1amZg2zWS/89KmplFRXkq0o/yhtZhYZmZ2mbnI+fPFoF4WMiEnRyzby6NJYruPatWGKXLothR5tWZ7rdSOY1sMdXODUaOGER39ulngSw018u/Ip+blPeDixT4UFt4EvPD2W0rVKqFWYm9iO8t92VJaExEib7bnqJb/dhWRM3q0gYgIyQ7J4er3hw4VOvG2jFhHmipgXxv58ssE3n471oyYspVNGDhQqIfK4lfOagzyff3mG3Ffg4J8VK6ZuG6uIE+Sk/cyaNAoO1TN1q16Dh4sdkFk7jghIZXNtYKzZ0VwlpUlVuHO+tPIkXD9uqQ6qP9lUC4lBQ+YPGkcujqtqCY9YsWKr9i2ZT3Lli+mUt9p9nosp3eSdepr9AHV8G7ahfSDyzD4VaLacOXAf3/ZEDwMbixd+iU1atbm0JETrPliPvdTHxLYczyedQWeUIYySpIJn2ZhZH37BePHT2b7jq3czynG0Ohl8r5bw5y5n6LzqGxG5Wza/DVrV06zU6GzhelZBk45hFVHm1i3K1dEusWZxokaZExGudSv/1w5BhvnFf6WLVtSv/6vTsWzFi6Eb7/FacHt3XfF9ahWzbkQ14oV4txsH3wZCvrzz5cVKBdrEStHzVpHZs8eDUlJQg7XUbHasbCSEjXiCuJh7Fgf7t27pLoPkLh582Nu3/7M7rt6Q2dCn/sSrdZd5XvKe6TVatFqvc2fqdHUXUEzrVplIDERVfhnebRv1q9XPgfe3s4nalu5AIAvv1xHTEw0Gk0JeXkium/TRkTmwod1DWFhwpOufCggNTEu29fOP0tJuWeHWKpZswYNGlx3Cmm09Ku5BAfXYdKkbGbMEAHOhx+WPWEOHQq//64+oDtPBP0Hm5xDB9i+Yzcnj20y473vbZ7E6FGvce36FdXBHMC3VQR5V48iFRWQ8d16tHo3KnZ5S7FNwc1LFBUWoq/ZjAmTxjN+wnyOnzjHo0cP8QhpxaM9n1AjOgGNRivMqgfO5d6SIeR/v452Lw4qlSNoxNHDeziw/yuGjXofnUdljp+8aj5GWq4XzVp25KefvmP/fiVkzbrj7tsHTZpINGgcyu4da6hXr6pL1nHy8lUtogEl0ciCQ19DSEjlUkq080HOnppsvkOK7f744xa//QbPP+94sD52TBTLpkxxLBJWUiLSKatXOz4nEBHZqFEiurPeR2IiPP/88yxe/JkCtZOW5hopKyMDoqM9KSwsRJIkvNWUG7DkVk+fts6t2l8bkU91jknetw86dszm++/rOj9BlVZsPMIPP9RxcWsdHl7v4+E1iOBADRs3biIuTrli6dVL9KV27Rzfx+RkPXl56gV/WSKgrD4lp1VGjBDHmjBBcCc++MDxd5W1EdGGDn2Fjh0bK/gGZ8+KFcmnn44mJKQyMh3e9f5ewfwd235u/VoNHTZwYH9iYt4iJKQyISHViIubS1zch1gjkcaNc+4eFhZmZOzYTcTFfcjAgf1YvXoNPXpIZrG43budr3LVnMLk9pfIof96+RsMT4Wa8+C+3WK5nnIdr789r0Cn3LbxEPVpFYEp6wGSscBOVbHg5iUeJs6jUu8pBHaPJb2whOTE1eaJIzAsFn1AVYWptEarw69tf2rUrEVUZA9KCh7w6YL36dcnivkL19GvT6RCBkD+u3//Idy758HMmepaHVeuCGLM9z8WcVdblVcHRWMyebhE9e/Rw4IKUdO1WLhQREujR4uoKiOjgCFDhhMbO43u3XuUAxWhzBmmpDwgNnaiOa+fkZHHxImOvSQnTBA48e7dxTlau9vIhdVOnfS8/fZIjEaNS4Nvfr5yH/fvg0bjxpkzZ+1QO66afFSs6I1GAwsWmJg2zbF71AcfeNhJJqjlVsvKpzpjWP77WwkFeXPJeNSDB6n3VC36XM0pO0JyPIlEgIycadnS8WoIxP3R6yUb9Ms9hSWf0Km5T1zcYkWtQKCA+rvY38tGGz2pzZzrtog5yLWClBTJnDfv1YsypSicDeh/iZSLTCa6m5aBscREcNQUCu9d4/GRVegDquLTrDvph5bSrFlrLv98Hq1vZXxaRZD33Rp8fHzIC6pPxbBYRe67uMSEe+0m5py4I81zWYZXbpKphIytk2lctw7nz55AV7cV1UyPeCtmJlLRQ3NayD/3Fo9SH6Cv+xzVpEd07NCJr9YuomdPSSGTmpgISXuh2KSnYtQM3Gs0JOvrKXzwziu8/95Ul7G2MnrAlgyycqWgovfuraN79xJFDl4YTkjMm6du0GvJ550mJOQp5CVlcvIBBg36hyKv36ePGKhBXdGxbVuBtXdmMiAfq02bdi6lKd55B7Ztc81AY8kSgYV2ZqKwapWBX36pR4MG/zSnIdQIRFWranjuuVdYu3YJ6stv5VJcVi/s1q2Q7t1LnErk2rYLFyDuc3dmTy+kRg1A05xde7uyc/sXzJ6eJt57wtanjxuLFxe5mFP2VRCcHBG0nkSTXf7eqFGO7eNAsCuzskRazpqwZp1WcdVX4MlId+K1K6lQtecGypOCs6SWbFNFtrwG2/7k7Q137vzFcui2RdFKfoVmR6KiBymU5D7G46lW5F07gVbvhodeS1FxCe4hrTE8uEJhUTHDRozDPyCItV/GkVZowqtpGDnfraZJyzBu/3GWh2mP0PlXcVgsfZg4D782/cn/KUlR/Hx8dC3Z55Oo1HcqkqmER7sXUKVSbdIe3cI/YqJ4L3E+HnVbERQ+ltS1MRizHuJWqwnFt86h1ZooKjRhMEho/atTlJlBUK9JeNZuBoiJRP/TVkqKMl3K+775pojCn8xAQeRew8NNtGhh5MQJMXhlZYlcalhYZz75ZIFZ19wRkcQ1JqmOs2c1REZqVOncsi63K9TpFSs07N2rJy+v2MrZKZOSkl2q33PlWkyd6okkaYiPz/uXyDm2xTKj8S779g0mIeGi3UQXGQnVquvZtq2E1WvdHcJdowAAIABJREFUmTW9iFattEgmiUWLS0hK9sC9+jPU8LjO5A9iOH/Bz/wcVCz4g0WfpOHrm2M+lmSS0Gg1dn9rMKHRKIvnruXL9QQFvVZK9LH8NmcErVOnxHXu1q1sjXe5ydLA8fHlmwiURcSyXX9kXwEhDVxs1Qct0gP161dzmkpRk8Zwft0s5+BK37Yt/toWc5csERLZ7u7qzOMZM+DaNfUB/S+Rcqnsb2TV8vkE9f6ACo1epDgzleBeEwnqHotbpTp4Pv0c+YWFBEZNJrB7DKYKgXTtFkW/PpG83Lk969dtpmv7DnBuK/PnL2Lw4CFs3LiTEUNHonl8m8eJ8+yO/yhpIV712lJw5mvGvhND0IMzpG8WnqY5F/ZS4W/tkUwmHu3+GM+QUB6k3sKv5/sgId57ujUFf5yl4NZlirLTCer9AcG9JqENDMGo8QGdOwG951BpyFIMgbUxljIEC25eIvvoEv5W7xEFBQUMHqyUBLVte/fqKCkRWGbbB8EVzGp4uImoqAhycl5iyhSBJ1+yxCLvWqHCcYVfpyOooys47UuX3ElM/JqgoDeIjfU247+3bjUiSVr27z9KSso9l9IUBw96cuHCecUSe9++A6oeqGBJJUyeLMhI6qqTG1w21JaXxM7IPpLkzr17mzlxojl+fhftpIvfjn6FjIJdbN85lhWr3HELace0mX6gP8e0mV1ISnbH65l2FKXe4F52bbZsvMbqFQsIjJpMxbBoMowerNvYD73HRfO/q3/sVv1b636Ju6lvApblnmvYegPR0WPsfps1RNKWoHXpkjByuX9fpMK6dBGrKVlFU2018uAB+Pt7qkIuly+3J3zJTQ1a64yQJStTBgW9xtixvqVCdb4EBb3G6dOnAUOZqRRXUqFhYcWl5Lbyp+As11x8z5Yw1quXqEfZerjKaVxZflit/SUi9Inj30BTszGB3WO5v24shkp1FamSR7sXENBZ6UiU9/1XzF+4zrw/W/kAGQb5xfJ5Zky6dcs6s5OsE5sZ/c5k6v+tGSZTCV9+uYqbv52mZ+RAdu3cRG5uBpX6fIh7jYY82DgJfUA18lNOE9xrYqkV3jiKc9LxfKql4nwf7ppLxb+PVE3t3F/6KgYph4gIxzRxa/GqqVM9MZng88/tJQacQcjkJbUsouXmBu3biwq57fbW3ptt2oQ5XDXI4lnduysRPUrhpXZ2UZIlDWTZDgpVYV9KgbG/KwpTaWk5+PnB3/9ubw4htzNnBFIALCYTDRvW5+OPF9C5c4d/C30e8igoyOTixX7k5/9i931jcQB/3J1JobEuq75YxuULh6jUd5q5z/hK+aQ9TlO8p/H0QVeQbee8Jffz679eZNuW1TRv04fuXTsCAkzw6+VvGPHmBCpVrs7xk1fp1L4atatOp4LHdcU9sy1S266aBF1+qU3UGkVkZB8iI/ui1xeTlaVuzuFquisoaCDR0dEKX129XqJzZ/jHP5wjucrv+mO/naPVp9zk5+Dx4/wyoYNKzRzlsRxBGm0Fypythpzdt40bjSaTSVI9u79EDr13VDcy8vLR+1XCr92rZJ7YDBoIDFPXVMlKWsDwNyfQt7eF0WHrKCTDIB3J8MoaLkOievLKq0Ps9tG/f09y/OsS2D3W6cSS/s1y3ILrOj3fh4nzCO41EZ1PMOkJo/lkgSUCts7hZmSIAah1a/D3t8CywsNfVc21O4KQ2XYGZ5OG3FatMqDX92Ljxm1UqIDDh/fuXUHWSUqC4mJNqaBSP6Kjx5gFl1zNY4I7s2bNZvv27eTkGDEYwM3NQO/ekUydOo3r1/9pl8t39jtOnRI5/LAwkYe0FQ9LSEhg//7kMsW7rGFltnlzSZK4desT/vjjI5VvaniQ3pcqVT4spc7DS51b4/50a0U/erhjFhW7jLbrR7XGbjPvybqfP1W7sqjd1G1FQN491q/bwk8XzjBx4hgMT4VSzSRgvpd/uWXuvzdurqFWlUWAvZOVv7+eQYNeIyZmDCEh1UhO/o5BgwYpHIysr9sLL3SgQoUjDq+ZnB93Ble1z12La1o+HH95XH/st3PFbcgZZNO6WfLgf6oeSw3SaP2c2J6jrYtU5cpiJbR6tYaUFKnUu1eIly1atPJnSZIaq53XXyJC33fgOy6f28OD1D/RePlT9fVFpCXHY3z4B1VfX6T43oOVw+nbayCF2qrmiBzsI/RjB5aTG1BXIcObeWAxns3D8WnZU1Vm13ofX331FedO7UYfWIugHmPVre62T8e/w2B8WvZ0eL53VwzHr/0AvBu9RNa3S+ny1AHeHCX0ThwNvLt3w759ehYtWsjQob0d+hiqRehPWrTat0/sKzJSORg68r5U82FMSfmDyMi+/P77DUpKhIaNl5cw/x00yHI8OVrr2rW7w0g+KUk84bNnOy7o2opsuZJD37ZtE/36DSgzSpOJH9YRn5L4o2yFRVX4495MjnyfoeiX277eyanvt4FPMEE91f1r5X7k+5wFCiP389v3cxWQ3ocbJtC4Tg0uXjztUNYZRF/u2K4WtarMxcfrJ/sfihfefksoLKhKRHhUGWJm7mg0GmbNKnAizOaGXq81i705Wr3ZRs2uenT+OyJ0V48lSFU8UQ69vOfkiMgny0GrkZ/+J+RzjXl/MnHiGCr2mgwS5qjWNrrOOZtI4P0zvBUzk+aNnzK/bxuhB/pq+Gj6ZLMMb96xNYwZ+z4JGxPILNZiaPSyncyuvI/z504xceIY/MLfJ/fKUdWB+s6SIegr1qTKgNmKKNzekHon2T9swbftq+Sf2cCq5fnlGIBEVLN48QrVyEKt6OVKIUxN8bCsc3n3XVGk6dJF3YcxOfk7+vcfgCQVmlUTrScoazPhu3chJqYCIDmM5GfOhKAg53hc69/h+rL/Dbp2fckuGrKkIUQkHxbWFUtUXsLvv08zE3+UyBQtfz56jQd/duCzRQsY8sY4Xu7c3nzMi1du0KBeNV77RyQPCySqDV+mOKfbnw/GrcrTVO47TfG+3M8zM7PIDXhKwWzOTFqAdyflStF0ehPT5662870F+P2PLdSptgA1+7KlS6vj5vagzCJeTs6LHD/+vfmalZQIA/Hjxykl/HgSERGBVmti794DVnK41lHpk0fN6gQvKE+EXp7VgJ+f5xOhXFw9p5KSPLKyTiBJchmzCHCz2of1a8vfWq0HAQFdHA7ofyliUVmDOQhHonubT/Dll18wfLigGtpKBhw/eZXK/kYyM7MIbdKKE99/xfA3J1C1VhNav6CjOPc3vj28iTYvDEDnUdl8HjJhaN782RieCgUw58xtm89zUWT9uIX8Gz/xKHGeHQ5ebr4tIyj89XsKzu2iMNdSkHOloCk7qcTERBMamkDbtkoSkhpJ5PBhEWk7a927i2KWPKDv2lW2n2jv3iIlZDBAUlIxS5Y0RB4gUlKuMmDAADSaQubNU+5HFm164QUL67VyZcjJyaVfP4PDY1644Px33L0L6emCmbpjhzivF18U7zuKwKwJHadPHyM+fhljx1rT53tz+nR0KZpCkIlycn7mp5/6UVycaj6vyVPd0ddtz/TZZxkzfhHbtp/k5LExGOqGsuTzeQQFL0KrFQ/q8ZNXOXJwB3+mPqCSzaAN4Bvam6xTX2MyFaPVWh5HuZ9XD6yDIfsejza+j3+YWCkGDbEEFwU3L5H+zQqCgoI59uPP5vetyW/HT/rwQtsN1Kj0Kf4+JxTH/+abu2X2F3HdfjBfs7fe2khhYT69eglGr5i480lO3kFSkt4qRwyWKNSWnCU+i4kZpdq35eac4IXNa8fEOMgrF9Fu3bpVTg04EhJWlDKVy39ODx/u5erVEUhSoeMTecL2l0C5WBOLHn+7Gs+nn1MQiu6uGE7m6Z0Kudubv502+32uXrEAU5W/sXXTUho3qEVlfyOrVywgr+JT3Lp1nbkfr6Fv7wiaNqzDC+0aWbxMS99TEwbzePRPHu6c7XBi8W0Vgd6vMo/2CMSL0pD6DQUByqt5d9wMeipUcDOTNVzxvpRlcB3J6gI0b65j/HhYuVLH3bsiR+oIxSETk955RwzOMrrm4EHX/ERPnlT3YVy8eA3VqxfRs2fZqoO7dokHQ6PBKZLA2e+Qhb0qVpSFvcT/FSs6VqAEJXolJKRBKVnlJsXFOaVImk/NRCKTSce1a1M5e7aj3WDu13MaFbvFkppfkz07Es0pkYph0RgNHmYv2qYN62DM+pXEXRucMp71PkE82DSFh6tGkHM2UdHP79+5ytjYcRQ++IOHu1TQWvviCHhpBIUGb4pzfnMoeNfk2b9RMWglaAe7fJ2V1y2XkJAGREePQa/XqArG2YtslS125ahvO/PEdYZycXas8sgPC7TMcYKC3rBCy8i2jqdLXYick5PAg5ISCaMxF6Mxl4KCx1y40IsrV4b8RwZz+ItE6M3b9OHn80mkb5qI1986kHVyKw/T7+DVtDvph5ZR4dmOZP2wiYJr31OheXdyjq6mzQsD2LY90YxikSUDJrw/lvPnTxIYNdn8nnU0r4xcrirOyfp1UVEJFZ5ppxioRQ6+Bz4tI8xM1fSDy/B6/Dvpmybi3rgrGYdX4GYw4Hb9Wx5e/wGvZmHm89UW32bv3gOMHFlSjgdJFIJkWd34+LWMHbtVIfD14Yc92b17J2PH7kCvz1alZlvn6z//XJkjLywURsfOIhdr2VvL6iGOuLgFbNy4FaNRYvJk57+nZ0+xMnB3N1BUZHT6+x1RzO/eFb/DNj1kTTN3pBcioHNeuBLVXb7cj8ePjyi+H/e5O/q6gr2s0Wjx7hLD8T0LFCgq98Zd2bBhHX9r/AIAe3ZvxuuZ9op+9CjpE3yei8K3lXU/Wkr/QW9z8OBO7v98BJ9S5602Lwxg2rSJmDQ6gv5un0fzbRVJ7uVDVGjchQP7E+j8ssjDO+rnAT4B1LDS+nKVyi/T5V2Rq7DuG2VFzYCDvi3yx6dPK+n9/0qEXt7VQEhI5VJq/1yrfVrnwx0fq7g4h19+eZO0tGT7A/0LrawMuUsRukaj6abRaK5pNJrfNBqNff5BbNNfo9Fc1Wg0VzQaTRn+5soIvXvXjqxft5khUT2Rft7PJx/H0yW0OZlHVtK8eRvc7//MxwsW07L+02QeXsm74ybRp3cEu3ett5MMuHrjhtmdSKPV4d7YEs3L0UpJwQM+mfcuz9T1M79vTelv2rAOMWOnUrUkjYwtkwUKIXEOXgYN/rdPWvDq367C368in36ymCFRPeHcVt6K/pD9B39g8+ZEgY0/u5V58+Lo0zuCESOi2bdPYFTlB8lZs+isiNleSYHOITX1JnFxi+nc+WXi4j4lNfU+b745wi4KsR4E1UwYFi4UDimONKzlc/Hzs7y2mEwIurMr8rrypJCcbCAgoILT3//SS+rGBK6kqhzJt+7ZAwUFBQ5p29Z/5+b+avf92TN7U7UkTSHpHPzaIoWkc853q5k+fa65j73y6ghKbp7j/vpx5Fw+TOr2GYR17kze6a+5/9W7PD66lvSDy2jRvA0tWzQiKyMdk7GI9EPLGDd2IgHexeTmZjuUdTYE18L46DZZ3yxn+Mh3VfuydbRes8ZLSFaIN9eNPQRd3jWMtlEVo20byVrLS9Sv/wIbNmxlwIBXuXbtjEN6/78Sof9frQYePvyWEyfqlzmYl5R4Ak8DT1NQWMv8t+1r67812pZO91nmgK4R+KslQBjwLDBAo9E8a7NNPWAS0F6SpIbAmLL2a9t0Oh2vvDqEmfNWo9FoOHhoPx712vIwLZWvt+9Hq9Vy9sxxPOq15esdWzCZTMyd8ylVSx6RsWWy+QELHByneMDyjq1hyBux5uNc//UikyeNI92rBuvWxGEymdiyaS3vvvs22Z6VmT5jMiaTiYzHjygoyCe8Y1uMJzeAZKKockP0Bj0vtWmH8ccNSCYTxirPMnPWh/TrP4gdOw9S75km5t/T+eVe7Nh50Fx0rV6jFpOnxjFligdVqrjqpNK/XNdRzQHdtXy9Yw1rsNfnsAgpiejNx8e1CcpggISEBAYNesXp8rdXL1FMtSVouJKqsnVFArGf/fth/PgSBg16nZSU3x1+v6joEUbjY7v3a9aOYMWK9TxbsxpZez8GRB/7c22sUOvcu5A+/YZx/dpV3n33LW7fu8eRI3tITDxMq3q1eXxoGf5+fgz4x1DmfbKWesE+ZJ/fQ4Vn2nP77i0mTRyLZ+u+mPIz8arXjiXLFpG4a4OdptHdFcPJOpNI/o0LpSS3UCSdjpB6jTh/7hSTJ40j17+uuS9bN432aX69sRoxQJSHfCSq0+npShE0NX2hHTsgLS3L2S0iOfkAoaEdSEtb68Ds4oDT7z9pCwvrqpJK8S1NpZyyyv273r799jgNGrfm6tVzXLjQjStXhnD+fCGvDXN37N6kfYOrf2xB656I1j2Rf95eZv7b9rXiM7f1Ts+lTJSLRqNpC3wkSVLX0teTACRJmmu1zQLguiRJq9T3Yt8ceYraKi86gmk9Ve1phg8fhclUwsZ1i7n0WwqV31BWd2whjtd/vcjyJXPM6ZiHGyZQO8CLa9ev4PXM8xQ//hO9RqLZ009x6uR3eDzdBq/HKWQ8fkRA5CTzsQM9vLh/77odbKzzy71UCU62fz9M/ZOE9Uv58+Z5p7rJU6bo2LN3Fx3atyt91zV4lK1H4TvviDRLWXCtt9927KqkphsuQ8liY8fwzTcJNGsmOUTX3L0Ls2bB7dt68vNL8Pf3pKiokHffLaFTJ/Vjjh0rNC0iI4XfqKwp76p864ED6pR0R5AzScrl3r2t/POfEwCllZ5J0nLtxhquXrlr7kNyAd8zJJTijHt4PN2avJNfU1xShFf99hTcuoRUXETP8P7UrPWUmdIfkH+PuvWf59SxzeY+dH/9OExF+ZgKchTENX1gTUoyU82yzo+PfEHASyPIOrWD4sxUKvX90LxtFV9/Htz7p1M4I8h9sQEVffdRvdJSJyQWe8ihNTHLEex2717BVdixY4sNVLFsWQH53jum+/97IILl3079s2+/PU7PqNfR1mpJ1ZITLIsv4OJFS+G8WskJliwqQavVYJIkiourcfP+FIqMNRyOD7avbT+LGdHjyWGLGo2mL9BNkqThpa8HA60lSXrHaptdwHWgPYJ7/JEkSfud7dcWtmgh9EQo8OOORLWKT21i957D5ohEjUD0+OAyCq8fZ/yEj+ny9+fp3687mYaKlORlEhw5gcJ710g/uJRKfaea2aCgwZiaQrD83lfjkDR6qgz+GI1GS87PR3h8eCUBfx+Jd8PO4jhH15J3MZl167aRliWpQses/5Zf52fdZs6MMYR1NxLew5Gokx+tW/+Ap2cdyqPdbO2A/uhRlkvMty5dYOBAg6Kq74jEYw0lS0n5hZYtn8dkKmDuXPsJStb+CAsTA7Mlf69jx44S2rTRMXx4iULQbN8+IcXbuLEFHpebKyCZq1eXPTkNGyZw8I7IUbakEJOpiAsXXiY7+6zKHitx/eZH5GV7mPuaNRrLwiSuQt61H6z600SKs9PRG7PR6tzw7fk+7jUakrF1MlLWQ6QaTRT9/NGOWQTYEI4yf9hExS7v8HDnLLQe3gSFj8OjVhPurYnBrZKS+PZw+0wqdn1L8X3ObWXarJV2fa9pwzpIkoRU1Mh8TWTyUVaWOmFs8eIVrFmzlrAwIxERrsNubYWwHAl/WTdXtOjtX6v/nZLye6nc8jar2tMAYmJiFJr6zvdn/9m3356iZ6+BePcova9bxtKmwR8cO+GGX89ppZPqBIZERfLKq0NUxwBn44Ojzzq2a/gvDej9gK42A3qoJEnRVtskAUagP1ADOA40kiQpw2ZfI4GRAAEVg1tOn78WUM5A+w58x8/nk8gwgm83B8zL7TNo2bYXrZ9rwhfL5+HVuh+5V44SFPG+eXsZG+75VCukO1d4Y1g0yz+fhUkCr/rtMKbdRjKV4Fb5KQVtP3X7TAJtHoqMwytxC6qJV7PuPD6yyhyRVR44j+wziWR8n0CFZ54nIP9PWnd8jRfaNrL7XY5m4Iepf7J1y5fcv/kT2dn5+PlJdgPQU09NpVatWJ40mnCF7n7+PEybpgc05OYK1qbBYCEFgT2jdcCAvnzwwURCQiqTnPwD/fsPRpKKzDh0me02dapzFuHEiXrc3NzJzMxDr5ecShRMnKgjMlLjFDe9cqUYzB1pyKvRtrOyLnD+vP1y+0Haq6Q+/gfHT/6qIKsJiYo6BIY5ZxJnfJ+Am4c3vi+NULyf891agitXdd7PSyeMx0dWYwiuYx68C25e4uGeBWjdvNBV8HfIUM7YM4+Roydx/7HeQfQn8bc6URj0tgOrGxV8F1CtaheqV62sWPG1aGFkxgwhhVulStlGGUFBA4mL+7T0HXGtyye/cAPrvlyWRrnt82A5d1vymlL6wNJce6YkKZd6DdrywO0ZKoaNsQo+Z1Ch49t2wefMeavLFYX/JyN0V1Iuy4GTkiStLX19GJgoSdIZR/t1FKFfvHKDRn+ryfy5Uznx088EDo5TfO/O54PRB1SlkjsglfBQqkDR/d/wDAmlKDUFfXE++totyf31uNXSdSwl6XeRdAaCS9Mt99ePw6NuCwpvXylTZmD2nIWsXLGEa9evKqJ5fUA18q59b35Plt29fTuFuXM+NUfr58+dYt782Xy6MJ4aNWur/mb5b5PxQzDtUJxHnTpTqVNnAk/qrhIbG+1UPe7UKUHk6dlTQ3i4pCAE7d0rVPW++cai4WJPqRfypikpvzNz5gx27NhFUZGRoiLw9NQQEQGjRjnuZ3I0JklSmZHbZ5/pOXIE5s1T90p11eXJNkLPzDzNhQsv2mwZjNb9KKAkq/2ZXYT+qVCyT27FI7gWfmHqTOKHu+YSHDXJTqdfpvRHRfZw2M+tGcbG9Lukfj0djZsnvi0jeHzkC/xfHMbjb9eg0UjovAOpNvRzxfcfrBzO2Hdi6BYW6TT6u/bbfurVnA7Y57x1+lAqV/qctm07KUg2p07BtGmurZSsXbrkKH/58i8oLlZfPclNje6vJuvsTGa3/DK44MozlZ9/k59+Ev19xhx3HuRVx7vLBIeT6vz5i2jeIvT/JEJ3BeVyBqin0WjqajQaN+BVYLfNNruAF/l/3L13VBTXG///2kJbelexYO+ooKgxiTEmKghYYxKTmP4xzR5jTaImGmNMYoldY+8VGwo2UKKioiJiRUVFel+Wsu33x7DLDruLJDnf883ve8/hnF12Z3Zm7p07z32edwEkEokX0AqwXnWiGrZ4/eYjzl5IEb3ed+AwZ2JP4dj7I7PtnLsPFZa7Ki3urp5Upt/Ce/BUPEPGIEFC2xZtUN2KxaF5NyP6xStiClJXXyP5RyKV4RwUger2WXxH/oTcrQG5BxeY/VbR8SUMe+Mj4s7+xZ27KSja9DLu0zN0HOqch/gM/864T+q15a/4k+Q7NGTq9K+JO5/M7r2RTJ06nlI3f6ZO/5qrNx5YPGfD65x888jz0aM5XEj4kafPMrHkQl6bQzmUM3bsh1bd4tPThWXzzz8Lk25NF/effxZ0W8aPFzDo5rhjFSNGjMTDw5tWrQI4ciSKDz98j5s3L6PTPUGhcCQsrPagQUBFbGfbtu3PRVCMGKFBKhWMGGqqKpoabdQ20URFyRk58g3jdSosPMP164PMvldWIRH1UV6xni/HzaFZgxbok4/x2ZczaOSqIHvvD2bb5h75DYnc1pw5XDWmMgvktY/zwHCU14+j1+uw8fCj/kd/oMlPp+DUWrwGT8M54HXc+3yEXqPG4zVzeqxDlzC2bNvC1RsPROOr5niLidWRfH8TeYUhZvvQahJYsGCCGUyxe3dhBfR3YLdRUYeNRdA//xTqIEuXCis9S9yBmk5aqam3ePfdd4ym1ZbGoVDsvmXc5u9ALOtyT+n1Sh48+J6LF9tRUfGAhg1hxdIKerR5SPHhOWb7Lzq+hICgEKR2PqLrvntvJCNGRHD0eKyxH/buO8iIERHEnIpn995IZk4bTcypeON2hm1iTsWb/Y5pe+6ErtfrNcBXwHHgFrBLr9fflEgkcyQSiUEd6ziQJ5FIUoDTwGS9Xp9X235NYYumsCoDKciSQiIIzEv0OmybBPAgKxvvYd9WT9JdB5GWdo+p0xeiyLtH5sYJRvRLg4+Xi9AvBafX4RkyloonNylLTcD91Y/NfssxMJzjx/dwYP8WPPp/gSY/g6xt1ZC1+h9UQ9aKE/YbNdQ9QsZQpJHw+HaM8Vw8QsZSpJEYSSc1iR+G1z4+46lQm98p5aqfSL0fRllZDnWFaZnCHQW4lrl06bx5EovSvIbWvr0QQVlDQQgwQS09eqgsSpH+HQeXun63tLSchIQE9u83d0WaM0cgANVFvlSr1ZOcPIZr1wai09WMUO3JyBlnBnf9bcE3RISHcfDQSfTqQm7fvgHoUeeLMZ/OXSOQKlwoe3TNiIIBYUydOR3JicjfrCqBAjgHhaFXV5Czfx56nRap3BbXXm8BeorObUWZfIrCM38aAwrz7cON4810fFkkHbVvibfvQpD0NNvPgQOXLT5k/w7sNjX1Ge+++6HFyfjTT4WA4qefxLDZmk5a1mSdDa19e3jttTJGjBhVRWpS/AMZ3NpgrA+Jj+/O48cLRdsnJUFcvB2Or5jn9xwDw8lMv0HHto1FY2jdqgWUujfl5tXDdGzbGG15FhfitlPq3pQNa39m7aqfLRIlS92bsmv78lrP5z8hzmWaI5o5bTS6+q3NHIhMCT3K5JMUxYudhmrmDHsFt2bbxiUkP3iI9/uWBbN0qmIKz221elPodVoyNk5AIpPj9vIoCk7/icTWHp2qGL9PVxofDF4R35CxcTyOrV8wHrc6P538yPm41sidWsqnmefPkhk6IBlfz81IasjYKxStCA4+X/Xu71XkU1MfVinA7TOSN8rKyuukLGdqRF2Xzw3LWZCyZElpnZbmer3+b+VWreVi6yoZe//+LJ4+Nee9FymO029cAAAgAElEQVR78DTra2LPPzRDX9k0DcYm9wEjR37E8sWzkdjY4dCih7GmIpEIMZJepyVz6zeocx+jaNXL+Hl52nVy9s9DYmOPQ9NAUV487/BCnLoNxqXrIOM4z49egY23P85dQig4tQ6v8G8ovrSPimd3ULTqaaz/CHn1X3DtPlR0n2gubKff4El1ys82rjcPVydxBGhN0bOuZtNeXiPR62XPNYww1eWxhHKpi7BWYqLgWarTCSsIvZ6/KYMLNe8bnc6G+/dn8uyZOYAvMVHC9O8UuEXMsDp/5GydQv8XX+LV1wc/F8Gn12nJ2T/PKNmdv2Ma7Ro1EBEl83dMQ/kk5aler29k6Xz+rzFFDRG6oRleR0SMYPvWlWTmpePcOYT8Eytp36Ytt+K3U3o7HucuIeRHr8CxQ1/R/oqOL2HixKkMCIlg995I5s3+kqKiItwizHlQTl1CKbqwB01xDo41WHw5h37BpftQXKpuCpdug8iLXkHOvrkoWvdEdfc83kNnVBddmweTF7UY5y4DqUw5Qf72qcYilymM0oCJ/2n+78ZztXT+htbALwydtjtovhL9X60uRJzXs/ba/DOB7v4bixZVP+VlMqc6E4L+zucGY4Jbt1oSFXWv1pv58GEJZWXllJaqGT1aQMNY0zs3jdwED0nziaJ7d2HCOXBAoKerVODpKVisCVotArKhsjLX/AekQ3D3/BF3T9DpHdCWZzF//mzy83PxGDwDu4btyV7/FSv+mIteKsPHUJPZ8g1PFr+N6wtvGidk5y6hFMZtxjNkDJlbJpN3dBFlqZfxGfYtUkd3srdNJXfrZBw6haKMXcfX479h3frVZKbEGlnIrr1GIpHKKIrfjvegqVRmpVLx9CYe/b9EefUYWdum4hTQn4LT67D370xR/A60qRew6dAPVex65v30GzJ7X7PxZWns6dQKEMPWcXe3IzOzwqwv6mY2bUNCwhh69OhjZlZds4WGCpIUdnaGh+5WkdTu81Zvhod4eHg1kmrYsLqyYJ2xdB8VFV0hKelNtFpzTkJpWRsWL9di06wJep2OjA3jcO46iLIL27HvFIbcuzGFZzagaPsSZ2OPMmH8eObONvFOlkhxHziBlCO/GFdpGRvGoWj1gvFzlwHjSDnyi5EoCQITWfnklq/ZAVW1/wT135SafPDgLuxb9sTGx1+AbL3+OQ+uROI5eDrqnDSK4rfjHBiG6s450f4MOcPiUj0rlv6AXiIVsetMo2mXroMoTYnFrkFryu4nkLFxAi5BEeTHLEdu74QqJY6yu+dx6tSf/JhVSGVyYzFVnZ9OafIZkdFF1rZpSBWuyFzrY1NeQuGhBWargoKoRYx44yNRPs3QrEkQ2NvqaNlYfN3U6hwuX92FjW13vDzAr76hb/8ZJbqugkWmLNG6fh4SoiYqKo1Hj+S10q0PHdIzZ46aTp2qccxffmkOlaxJzR479kOCg7db3Lefn+D4cuqUA9euRYvkR0FFWdlT8vNrsI+AjGxPcgsfAdVRudy/K7riUmwbtqPiyU0qlYU4tOxJZc5D483n3CUUZeyf6JNPkHUrDqegcPJjVuE9ZLpQxwmbRM6+H0XaQK69P0AVtwHNxe306D2SBv5dmPH9H/z551punliFXcN2uAQPRiKRYuvTlNwD89Bp1UZdGMe2vSm5cpiiv7Ybx2LGxgkoNCqKzm7m49HfILP3rVXiwvR143oqXJ3E12PQoC5ERV0xe2iamk0PGCBMpOYrofU0b+5rRkay1AxBgZfXKBISDHKx1XT/2sapNTmI118X4K+1rSLE9RTht7Tacu7cGU929m6z7+t0NjzJHs+REz6M+tCVlcvmkrPvHIrWvSg4sZK33x5NZOQOCkoLUbR6gaJz23Hz8CLmVLxR4iR7/Ri0ej3eQ2aIiuHOXQdRcGIludvSjUJspp8bmMigf2jtfGSzZs2yfrb/B9uqVatnffrpp9TzccPOzoZO7f2p5+OGt28zHifFocx6gnvEFByadMKxcwg2bvWw82uDrbc/hXEb8QqfhNy1+kFlW78leZcOcSk+GomjOw5NAwXdc4mE4oT95B3/A/vGAZTeOIFTwOtoi7Ipu3seRaueaAozUaUmoLCzpfdLL5OemYV9m94UJ+xFaqfA3r+LUUPdvlEHlFeP4BkyVsjdS6QgkVJyaR92TbtS/PAaHgMniI4NAD0U3I0nsFN7fvv1e/r26cML3QOo5+NG2sMU1q/9hfDQAbRq4W+8Hp4evqgrdiOTimVPKysiKS9LQccr1POpj/BcliBEFnIL7629lpOe/pikpGQCA2uEZiZt2zbw94fgYMuf79wJTZqYf65QwLp1Gvbs2cmYMYcoKQFfXx0KBWRkwJYtglrfzJnQrZtAInJxESBxHTvCrFmCy5JSCbt22bBmjT1btmwgOLgXIMfDw52AgCCL+67+/laCg7sZz1mvl5KW9js3b76DTlcq7iK9FBe3b6jn24pnT+6wYd1C3CKm4hwUTunNMxTFb0N16yzeQ6bhHBSOKiUWfWUZek0luYd/ZWBoBB/+bwqNvBRcPrgOrVaNLv8xtg3bY+Phh3NgmHFclKclUXpiOfN/XsTESdPJzclk/dpfiBgYQtv2Qbzz1pvER+/n2enNoAdV7Dp0Oi0OrV7AuWsEEomEisfJFJxeh3PXCBzbvIREKqP88Q0Kn97h09GTGfHGEOr5uBEfe4g/lszm1ZdfILBLR9H9JnptcxL0YixDUNB7/PDDJTp0UOPjI+7fhg2FSHjDBhknTjiydq2auDhnund/j7Vr1xIc3B2Q8Mcfy3nxxUpcXKwOMTIy4OxZF06ePImHhzs1x3J6ehZJSTcsjtPNm6FtW+HBYtr8/GDRImEs1Tx2EAKENWvsWLt2HR4e3oCc/PxYrlx5FaXSXEO+pDQQB+e9uLt1x87OBnt5GVFHI/EcMgPnoHA0Dy7j5STjwYO7eA6ZgY13E1S3zyJrEsjjG3G8PfIDuncNIPrwXuwaB1By+SAl149j3yQAmYMLRQfnMTRiMHeTLlH24AqOnUNFv1+wZyYTxk7iXNzJR7NmzVpt6Tr+X1NbtNZ8fP1YtWoTPdu3MNKrTVvesSVCAVOPmTpdZUU5ts274z30WzT5z8jaOoWCMxsoPLcFn+Hf4RkyFr2mgqxt0yhJPGT8n9TeCbm2ktf7DyUu7gxOr3yMS7dB+I1ei8+w79DkPyNz89cWi6GCfOlKbOu3MhZFLeXTnILCeJpbyJQp40SyA4lXLrJm5XzyFQ3NqNoSiSN30taBpL/5hdKfpjC3L2p1/r+63mPHfvFcD8QDBywvq9PTBbjj3r1C/nzoUAEV8/PPwuv+/UEu13PsWBS7d+/By2uUkW79+ec23LwpYcUKyx6U7dsLN+gnn1ArNVugcl8U7Vv4/qiq74uv3bVroTx6NM/CmfpzJ20tEqmQfvt90QKRTpD3oCnIFK5GGKJEKsOpU39KEg+Rd2wJjm17cy4+DqlUxtsjP+DY8XhOnEygQ+OGFsdx0fEljJ/wDV0Cgy2OgezsTPLyclE0D0aZsJe5837l5/mLUD+8TOZGQRcmJ3I+br3fp+zuebK2TyMncgFlqRdRtH6BtWsWotFo2Ll9A5EHtmDbrBszvv0GjcY6ft9S8/f3YsuWLVb1T5YuVbB79zZyc7Oq9IUesWjR7yYwQBg58q06qhy+ZfVzS5IWhmZNDsJ0FbF6tTWf2Q3GY33yZClJScPMHvTgAPKVPMr4AYnE2fjf3xctQN60Gk3nEjKe+GvJQpq3yntYAEmMJVOpZtvGxUyfNgFPE+9kW5+m5EUtRq/XIW8cyM6dW1FVqHF51XxZ4dA5jL37dtV6Hf9zRVGDlrk1BEBRwj6USTHolfm8PXI0sXHHKKgEu4D+FJ9ajZu7D0qJHW4DxlH+MJHC+K1VxaPaGXWlcevRaDSifJWh6XVa8qIWU5lxz8ygIGPlR3Ro3Zbr1y/h0KqnqJhbELUIp6BBOAWFUfHkpiDHO3TG33aeealHOxT2yTRvOMXsOnbufBg3t578G6qzNaf0I0eEJetrrwk6KKGh1S7v0dEC1nvgwOqc5fHj5v+zRuKoO7nEiexsU4egf0fhPnPGm5qJ4szc98gpfJOzF24Zr3t2VjrLls5HbWv/XOJPRVYqxfHb+eKrGWQV2hr3cSp6H5GRW/Ho94WRVWxI/dk3DcQ15yYRg95h7aqfRWPA017Bsycp6BXueA+dScnxpbzWsxcNGzVl7aqFVJSVgEyOTxXCS6/Tkr1/HhVp157rXdqqvg9tg4bWuSjaosV8Gjb8lNTUFJYu3WDipiMofY4Z87lFQo9pP9TVy9My1b96nwaS0GuvlRmlILKy4L33ai9+mtsmWj72xMRQiovF+ElVeXOOnXyPXTs2m/m53rwWhUxuQ7HOBvdQMRchY8M4M+JZ3oF5uL022grLuAGqu38hkUqteisYbDNrK4r+ZxyLDIWZ3XsjWbdqQa1eoJmbJhLcrg1z5y5Aq9WyZ/dWtm7dyKxZ8+jUuStTp0wUVBffWyRcyKOLn0secnZxRuXZWmRZVxKzFIfOYci8GpN78BeL2ugllyLxyrrEtzN/ZM4PM8koqcSuY39UcesZ9sZHJCScIlOpQVWUi13D9iKqtiVJg5pUbdNrU1bSFztbMVasc+do3Nx68W+cXATluwf8+OMctm/fbZEyn54Of/4J8fECgsDWFpEOTV0t4AwkDpnM6W96Sf6z8zJ9rdWWcvas+dpbYnseicTFjMBx9UYqUZF/cjYxCe/3l4i2MSX+6HVacrd/wwdDB9Om48t0au/Pzu0bWLFyKYrWvdAUZuA7cj4Vj5OrtV8KnmErA3lZAep67UUSAHl7ZlOpzEdi64DMyQPnwHA0F7agUirR6LRIbezMbvoni9/CoQ7epQUnVrJo2R4rpLbxoIsRnWeLFr/SsOFnZtfXQBLatm2HidztW4wdO9rMN9QSKcjcJUpMCrLWl6mptxgxYhR376ZUOSUJ6JhVq+pCcrLkAVr9OjGxL8XFF0TbXUv6nOkztlv3c9Xm4urqya20NFG+W52fTtbmSdh6+uEeOvG5k31O5M/oNRXY+bUVIZdKYpZi3ykMp6AwI3Ip78gitV6vs8VC+7+WQ1+w8PdZzdv2JCunkLMXUrCzsyErp5Dff/0eSaMAY/67PC2JvF0z0Ov02NZviUQqQyK35fGFo3Ts0ofs3GK8fJtg49QSf/+mnDt3lkMHt+M6YCxyV19kDi44dniViqe3KLkciXOg2Mkhb9cMhg8bRd/+w7hy+hClt86gQ0pB1GLeGP4BDy4cJjfxGD5DLUOTbOu3JPtKNBVKFSPe/oxH9x9RcOM4H346iaIKV4YNfQNJpYrU2zdw0pdRcjMWG7922Hj4oeg0QJRTLY5eygcfTyLlfp7xepheG0f7PdjblYl+v169N7G3r48QxUgATdWf6Xtrr6vfe3g4c/r0CZo2vcXixTrefFPIiRvyni4u0Ls3lJfbIJe35OWXixkwoDrStZbHNDQfHygpgeTkcgYM6MMffyyrU141Ls6JyZPH/OPzMrzOzT3OlSt9qt5XN51exs27A8nMKRFd66ycQvbtP8y5uEPGsWTa9DoNJZcO4tR5AFKZHL1UzvWoLdg4tSTtYQorlgnLbeegcEpvnER15xzFF/fgM3QGzkFhKK8eRa9wA2UebnIdWRf2U3L1KHJXX5S3zyGRyXBo3o3KrPuU3f0LjUaDVq9FIrOxOBZtfZtRfHEvqlvnsG/c0WLOPvfwQgYPeY+nOTqL48ve5hT2tk9E+/XweBUXl06i6xkVdYyQkEH4+SUyZkwZn38OL75YSVLSDaZM2UhAQDtatmws6oeWLf0ZPnwAycl6Fi68z5o1as6ccUSt9qegoIj163fwxx+LSU9/TKtWDavy6OZ96eFhx2uv9ePPPzezYIGGMWOgoAAePBBqL9barl1yuncfyYABfayOm4yMrVRUVIPhr16FaTNv4xoxFefAMHITY0i6dJ5Nm1bjMXg6zoFhZF6O4sm9G9g0CyLv8G/Y+jbDxr0+MgcXkMqouHeByrSrOHYOoTwtiaxd36LXqqnMvI/qzjnsGwcIfdUlBIemgZQmnUCZFI1EKqPw2GLeGPYBd89HUXorFp1EivLMOrTqitRZs2b9Yek8/xOORaZEh7HjvzNK4ipvnKTw0HwmfDUWr6xLRh1yVex6Pv50ohlZwgDar5k2MZCHPF4fbXYcjoHhJCScou8rPfl+ziKjrvnnX83g008/xsHe3szoImv1J2bOMmdjj9KlY3M++WQ0Bw+dZPjQCF7q0Y4uHZszYfx4flm0hZ07I+nVsZXFnGpJzFImTpxKsya+ZlrWBm3tvFxL3WXDv9WJNrzetm1/nbSub968Y/a9ujkwVZM4BMhh7SArUx3uf3peOp2E69c/JDn5HfT6mp6aTjx8+hMB7VuajUMD2cMqwa3rIKS29jxb+7mAF49ZySsvv8JLPdpx8MAmo+StgVWsLcoWsYqdgyKoSEti9uz5TBg3EW1JHra+LSg4uRq9Xo/3kOl4hozFxq0+Ult79FI5cidPFK16WpTStW/SCb/P16MpybPMXD28kIEh4YwfP94qqc3VRWG2Xc3xZY0kBFBRoUajKWPgwDfx9GzMuHFTSU3NMvaJqZ7/oUN70Wg0lJffQadTAXrUaiUnTqwnKOg1oqJirfZzta65gt9/l5OdLdRw6kImq23c1MxWLPrDDptmPYz96D5wAkn37+M5ZIaxHx06hYLcltLkUzi0CCb38K/odELQYOPjj1qrwbnPJ4IZ+L4f0ZYWYtegLVIHVyjMEPWVjYcfviN/Ql+UQdm5jfzyy1I+/fRjvp9dNS9VeSsAJZbP9D8YoScmP2XYMCGqfXB2L117vUFwj5fpGvyKEP0mHeeDTyaSVWgjiqbOXkhh68bf0dRvL4rus7d+TcnNM/hYyUvZ1BMi7JxnGaTnQlBQV155NdwYJbdo1YHbCSfIvRqNXiKjOHopAZ1fo+LJZQqunzQ+Nd//aCIavb3oXGq+fvLoNvv2bsal/xiziE+n1XMtZhdHjhxAW7898cf30bRlV/btP8SGdQup9G5LYuwjwgdWishGmZl7yS1ohB4PXJzt+TeR7LRpc/n8cwFtYq0pFLBhg6CEaPq91aup07Zr1lTy3XcTych4ysKFx+nS5XkIhF+tRmt1Oa+cnEijubNpyy96jdSn8zkVn2+xv36aOx1tgw6isZS5fSp6vQ67+q2MK8Wy1MtUPruNU4fXSLsah41TS/r26cPthBgKrp8wrsacg8TRct6xpdg6e5CbmcmWLWuNSAnVnXhkjm64vfSuECw0ak/5o2t4ho7DuUsopTdiUF6NQiKzIe/YUtx6j6I05TSlyScpT0tCnfsI74jJ5isK4Pa5w7Tv1Jv4hNv/OEKfPXsOfn5XRauzixeF4mPbtoJExBdfwEsvqS1E7MI+UlPv0bdvCFBJ797CNp9/LqwAS0rgzh0tu3fv5803B1VhxM37uWVLf7y9fVixIprAQB39+sEvv0BxsVC7EaOd7NiyZRXBwUEWx41WW86tW6MpKDghOvduQVounNCSfy3O2I9OXULNVj16jRrfN2YJ/Xf7LMqrUcjd6wtF0aEzQA/Z+35EIpVWrdDCKUk8jLZCZdZXAmpOjqwwg1f6DiM7t4hzF28b5yWp3ImoQ9syrKFc/nOwRTs7Gzp3aIadjYSr164QETGUF7oHUN/Xg9LSUtIe3eGDUe/j7e1t3Maw3ZCIUK6cPkTOlePokKKMWYaToyOSRp2NUC8hhSNoWdvUE1I4OomUx+cPMGrUR2ZwruZNGzN40DDyMjJ5fP4AP/zwC50DX2D0Jx9jo6vgetQWfvzxF17r29fiuRhepz1MYd2qBbhGTLH4YNGpy8hNPGa8sYtunKI8P41zcYeqoHNh5F5LwEZbQvv2plrdGiorDlJcfBM/v+FIpQr+DmzR9P0ffyyuNQ2Sni7kKh8/ho0bBZnb3Fwhd3nqlGAE/fwUigtDh45gxIiRvPuuhsWLMbodGW7C7dthyRJYtGgJffv2sXq8dTmvkpIkcnMPiQ9E0g5Hlz/x9fG02l89e7zAuai9FN04hVYvIe/Ib9g6OFGe9ZDSGyeQyG3Jj16OvasXzj1GUHFpH6NGfcixw5t59+23GDXqIx7fTeJu7H4cO4t1UrJ2zsCt9yicg4fy+OJh3ELGGSGwEpktpSlnKLt7vjp10jnEmD7UlpVQevsslRl38I6YjKJlTxw7vIrqfgLlD69Y9S61q98K5a2zFD67w8CBEXWGLXp4hODi0sN4PUeN+ogxY8qM/ZyeLkzmc+cK6TYXl2r4aWCgjg4dNIwZc5Thw9/Cw8MDsGfChCmkpCQxf775NkFBEBAAMTFacnOLGTx4mMV+Tk19zIgRbzF3bgWhodCypaAMmpIikMrWrhWKoJ06jWDz5s1Vk7n5WMnPj+Py5T6UliaZXTO9tAcj3tzIk3s3uX/2AIpO4nxi5o7pIJEaU2Cm/Vd+7yIOzbvh3DWC3AM/odeqcWgRjHNQOBVPblKafMqqC5Vt/ZaU3oqloacDfV/tLeqjej5ubFi3/L83oVuL0M9eSCHtYQoL5s+k0rstV84conW7Hpw7F8fKZfNQ+7Yj/vhetLIG2NvZiiJ0b29v3Nw8uPLXCfTpSXz8v8m82DuEv45sI//8TgDyo5cx4o2PeJRwlJyr0UjkthTErOTDTyZxK1WI1s6ejeX3X7/H27cZSpWO7NxiEq/fJT/3MW079CQx+SkO9nai3L3pcViKfp5XG8iN/Bn7xh2FB49UhrxBO+7G7sd1QDXeXYeM68fv0T8kCAe7NNH11OkeodEU4OlpyBP//Qg9PT2NpKRbFrG+hiisY0eYPFmIqF5+WchdLlokFEJzcuqWx7x48Tx+fld57z0dL70kROOGm/DUKQHz7u8vp7LShwEDelk93rqcl1KZRG6u2BpKVVGPW/e71tpfZRWglTWgiY8jD87uJfjFEXRs25KnD1JwVbiScz0aO7922FcUUv7wGv0HDGHXrk3G1ZVOb8e+vVus5t9Lk07g0mMYjp3FEV9e1GLhLJR5lKcl4dylOo9VnpZE/vFl+L4xC4/XRhu3k0ikFMSsQGGCUS9PSyJz62T0IFpR3I/bj6Nnh38coU+b9qNoJVb32kmZsS/ff/8jwsN1hJjrgRm3USohMvIOI0YMYvbs2Ywa9THTps3mjz+WkZ7+mJiYaJo1SxGtFFxchLrPm2/C++8L9R4Pj26MHDnU4ljRaAq5dOkFBOXv6qbV2fPo2XfsPxbAk7R7VlfV6EGnKsD1xZHGa557eCEdO79Oh3ZtSU08Q9m9Czi07kX5o2toCjMpu38R1b3z2DfpVGP1Nw29XmvsK51EyvWoLbTr1NustlNbhP6fo/7fvX3dKGhlgHFFRa4jLu6MUc+gcNf0KofzMNE+teVZ/Ll6IXL/rjTQ5zJ0cBi7d26ivLwEReteFF/cg62rD3nZDykuzMeu1YsUnduOvbsvek0xL/V42ZiHl/l3Zdf25axatZlrVy8JOh7Ngtm1fTlfjP2hVtp+zc8Sr1zERibBufwZ+TunY9P+dYpPr8HZ2RnXJ3+Rcy8eRduXKDm/i/ztz3AZMN7oV2loBpbYzz8vxtMrGJ16LujE1q1qdR51kwWwLBEwduw4goP3mjEvExMFvHlNTXNTY+bp0+H6dXMquME4IToaSko0uLvvQK2uZNYsjXEfX35prl2enq5hwoTdVa5CtUsa1H5e5vhnhb291f4z78swJowfb0SD9H6pJ1OnjhdLJreqz/GovcYxm7tpHKuWz8VziOUIzKXrIFQpsZRcPoRLt2qVx9yjvyPRVqJHitTGDo8aptAFp9eZGU4bkFie4ZPJO/IbmRsn4hwUTn7McgaGhHPi9D5Ut2KF/0Wv4PPPxtAmoF2dqf/VOXThenp4OJGZWWJElJw8KagmWmqGvo+JUVNcvI6tW3cycuTbVFRoGDjQ8jaGNnAg7N2rJjj4ZUJC1CxaZJDLVRIVtZk9e9SsW1f7PkJC1FVjyIBQEo8Vna4IIRklbnL7eFo0s8f3amStQoHOQWGo7sQb+9FQp+gX/iGd2vszffpMlixdytnYo/z66zKmTRlHZc4jpApXgSdjItug12pRXjuG6k68wDo+s4758xdZlAmprf3nqP+bNi5H1rSrSM/g7CExjNGmfT+OH9tsdDgHc+u6ZzumMeWbCVy+dM6Iw83aNg27Ru05m5goSn0ob5xk69aNdA4utLgPU6z4sx3T+PPPNXzyyWju3r7Opo3LGTv+O3x8/YzHMXf2CT79bAp3HhZx9/Z11qycj03TbjiontEnuAcnojej1Wio9GmPWpVOswbNSbtxjNFfTOfyxTMkRc43s9OrKcXp6epCA++aV1WLZXd069R/0/fNm/uyZct6ESY9LU1YTkdEPN+Y+f59Qb7WgFdPSxMeAqGhAj5duCFLOXhQUEWsSe03bdWepZaPNzX1IUuWLGbbtv0WjA4ELLNGoyQjY4PZvguLS3mS9QiwToO39tn8n+eK9Dic+o0lKXI+ribjs0KlxL5FD9HEWxi1CIfAsGqdl64RFMVvF03ozkHhlJzfiU6rw9dCzccr4hvyji4yTtpFp9bw1tv/E7gYd8G19ygKT6yi4MQKAgL70S/8Q14NeYdf5n9LVsxKBg1+hzYBr/wt6r8QvRqkZGHkyDdE+jlFRZZldE0F0pYtw2Qy3vBc6d309Gqht4ICFUePQkVFNYT2k0/UbNtWV/neEtHxC02FXq8nPd08yNXp5NxMEaDBpnMRVHEIjv6OIijc2I9Onfsb+9G52xCiT+7BzrN6mWrj3IrvfxzM3dvXqaysAKkUr5Cx2DVsL5JtqMhMpej8LnSl+ZSf20yPl99GZu9rJhPyvPafRrlYc1ZXxa03Opwb/iXZPrMAACAASURBVG7fOCFi9rkMGEfKo0d4myALnDr1R3X7LM6vfEzBqXWo89ON+3v3nVHEn96KzK+D2T4MT2iJVIZdx/6k3U8wRvKmMpemMpi7ti/Hx7VCJJ9brJVSXpqLTqvBu0pmt1grpVmT+hw8dJKWzRpwI+kyrn3NWWIGKU61KoOF8yeht0j4k/FvUC6gICQkjISEBLy83mfsWCfmzAG5HMLCzH/NtA0cCDduwPDhb+Do+JZx23nzYPRosY56RISQmvn++2pj4WXLxPKp1aJJ5scbFRVLcPDL5OXtYNEipQXZ3lij83pRkbl+tLLsFatSsgaEy8L5k7DTC9fa00WCr5uaubO+oEJVQvn9C+RtmYQ6Px1tSR46iRSZkycgyChry4qpzHpI1rapKG+cJG//j+jKlZTePE3WdgGplX9iNZ4DxoqOy6XrIOSu9bD1aiSaRDJXfURxwj7kbvUERUd7R/JjVvD2O6P59NOP2bhhB327BlB8ah3Tps7m11+Xk5megqeLhKBOrZg282d+/XUZiYnxeLpI/hXKZezYCSLGpiUZXVNtlU8/NdfQr81Q/OJFYbVmZyfwHmJiLOumu7nVVb7XILxVPY5UqkzOnw8iLW2+hbHRySriLu/AXCqV+RSd30XGpokok09ScGodzl0GkrFhHA7Nu4KTF3euHjRD361cMgekUmONwyD85zd6LfaNA3DpGoGNqw/N/JtzNCqWYUMjLPbR8yL1/99R/0tiljJ+wje0bC2OXj79bIrZg8DzvUViin7MCpy7hJETOR8bb4FyWxy9hCFDhvHnn6uxb9EdXcYtCnZMs7oPVdx6Xu0bZvSW9AgZQ6ZSzfx53zJ92kRh8h4g/G/jn4uqVxtSGU79xhJ/Ldm42pBIZdi078fpk4dq9UYFcAwMI69cy9RvxpKvaMicH6PQWZdf+VetefNmLFq0gHfffZvhw21QKusWDanVEjZsWMn69euM21ryF/3yS2F/69ZZNzowpYKnpj5g3LjxeHvXQyr1ZOjQocyZo7JqdDBy5JtER49Cr6+ocZTOIN9IQbH19b6hH/Id/Ni2dSV5Dn5MmTKGVcvnoXRrTpGyBNum3ZBVFJO3dxbZ+35Eo8wn5+AC9HodRX9tx6ntS9R7/zcUrXpReG4Lcic3PIbOpP77i1C06kXBmQ1I5AIvpKZ8hVPXCLT56eRunYzyxknyI+cxccx4vLMSyd32DYVxm6l8dhvH1r04cyYKnU7H9WuXiY45hkPLF9i0ZT3Tpk6g1K2pUUbg7u3rwjlZkJf4u61582YiKYDu3QU2sWk7cEB4wFtb0fXrJxQsazbTB0FNM5Wauul9+wpM5tqaJTmBoqKLJCR0p7Iyrca3pSCbTFrGbON/DHPRu4MGwpVdaNWVSOR2KFp0R19ZTkHsJvQaNYV/7cDG25/8Y0txCgonJUWsA/P7ogVoJRIUrV8UPaifLhtF0aX9xr537hpB6sPUf9U//8mi6PPgfbfPHTErihrgjhkPbvLo/CGcTIpJAJlbvsa+aSClySfxHiygRkpvnEQnsyHpUrxAFAgKp+L+BdzlWvJuxJrtw0BCOnY8srrAaVLAdOk/xljA1OqlVDy8hoet3ghf05bkUfogEaeOryNzcKlaiv8OMlsuXDiHzq+jeaEEPXZVhCq9VE7Z01v4vjWXnMRTyLX5opvG0bEVPj5h/BsCjunrUaM+Y8yY8r+BYHFm8uT/ARJGjfqYMWPKRdvUhogwCHLNni1M9lu32rF27TIuXvxLRGIB6NCBWgtqJSU6bt4Ui4UpVe25m/YHWbnOVguhe/cdZMO6hbhGTBEgaPcTkDk4k/8wBa+hM3EOCqcsNQH7Jp1Q5aZTWZCFVC43EoCQyLHxakzFnbOoH1zCKXgo7i+/h1NgOHJXXyQSKXpNJaU3T+HcqT+l5zYyfOj7PLt+mtyrMeilMpRn1tGz90g6tGzCg7N76fbiCAG22/0V8p89JDXhOD7Dv8c5KNxIdNm6dV3VMYeRdSkKm6ZBePT/guwr0VxP+ItDB7fjPkggx2RfiebR/Uf4NWrxj4lFpiShqKi7XL+uFsFP58+HceOsjxeDaFZAgBiyWtcC682b0LSpgLR6Pux1mQj6mJW1g8LCWNF3tTp77jz6k8yctpy9cEs0NgzghwYNGnPl8l94DxPGQWlKLJrCZ8jkcryrxobyejTKpGg6Br6OX6OWxn307dOHmzcuU5x+l7I7fxkhp+59PkSVcobS5JMglZIfvRy5wo38vEKr5K/nFUX/cymX5zkWOQWFUaSRVBVFxcQifWWu1ZSFc/ehlD+6hr2JNZ1n6Dj0Wo3I9ciu4wDSn6YZ91GelmR0nDGQkMLD30D94BIFO6bWmhb69LPJbNq4g14dW5G3Z7ZoZaDX6yg8uhCJRIq0YUecHB2pr80xLu+y9/2I64sjKbv7l7B0Tz5Jwck1eA2ciEQqw7bjQHbtrcn+/fcpF9PXBg3qvn3NozAQJuhly4SUyXvvQVFRCS4uTXn//S8s6lc/L3Jr316I3ubPh5dffpm0tGzefXe0iMRy+jTPLaiFhgrFOlH/u3xukUBk+rpm2s5r4ETUOWliQlDnUJRXj1TlUKVGApDctR5Ff22n7MEV5C5e+DnJrK4w+/R+Fcn9c/z882JjyqR/r5eMxJHhwwYxYfx4Dh46Sce2jVk4fxLebnKePEnF0YSw5D5wgllK0LnrIMofXjGmDK/euWMk2pmmDP9pyqUmSSgvL5v9+3eK3LCs5dUNzc9PqLVMmiTUVgyiWTExzyenhYYKq7rVq+HDDwXhrTVrxMJbq1bB11/DL7/8WiVDYHr85mVDmTyM9m0Cax0bBw9swqGK1CXIIU/EzrMhXkNnVl/7LqHYOyjIenZLRAx8/dVe7N59BFuZjMrcx+SfWIn34Kk4deiL6wsj0RRlkx+9AufAcFxeHMnZ2KNWj+M/m3Kx5ilqqRCRtfoTSi5VL0ttOvTj+LH9Ip/EvfsOMnXqeOyDhxnz44ZWnpZEafJpZM5elD+6Jram+3BJjbTMclxfehf7xgFGASbDJKzoEsrj7AJ2bFuF3L8r2oJn5EeK83DlaUnk7P+R1/sNMfpGnoiJolKZb/Q+RQ95R5dQWVGB++DpeISMIbdCQrt2XXm1e09K4zbi6elN5Y1oPPqPQdH6RcHgYPB07JsEVCFeVjNzas2UgqEoWps3otgn0fA+NfVWVVrDF5nMCW/vJigUcjIzhWLUkSNiJp4hdWJrK6RMYmKEnGdYmIa9e3cilerNcpx1YZMOGgQODuDoeIpBgyIICKgQPQCeN1mAZcONew+te9gaXnfpMQy30mfkbZtiVVmz4PQ6nLuEkR+zAreqcSKRyrBv3BF0Wmx9mlFeWszd+/cseoXadQol7lwsGi3kFqq5fvMR+w4cJvrYfiRSGXlFGpH35Mpl84wete+9PwFJ+i3R+DVPKy5HbmNXPb4/WSH6XBm7js7dB5ud/+69kbz3/iWePq0+1qtXoc9rv3Pv3k1q86wNCXmBhIS4KsVLJ+Ty5+e3mzQRxk5JiZBe6devmhT0vL4tKxMe6iNGCAFFZaXYilCjgX79ZCQlXbFwvObFp7yCEovXw9TXc9SHE6uu/UTjta330TKzlK66skLkH2zY374Dh9FotTi2eRG5Wz3sGnUQYI6HFmDfpDMyJw9K712g5PRa3n73S6tj1AAksdb+cxH6P6X+375xAolPC4rO78bGuyk5kfPJXvMJBdEryImcj61PM/RaNbpyJa18Xcnd/6PZMeUeXoitb3Ocu0ZUubbPM5mE9eQfW0ZlcS5eQ2fi2OEVyioqRKsBo4tRy55ExxzA26WM1cvmopNIjHAzkcH00BmiyOnc2WNMGD+eBb9vZteuQ/Tq2IqiIwuriydNhMFTErOUieNfpXPnmmfwzyJ0a0XGxo01HDwoliFds0aAMVorev3vfwKyxdZW0FE3bXWdjIuLhXz4/PkaEhN1omJpXb0sqw03ZDzN/opWLQbUWgjt1N6f0P692bRxBy8GtK5Vurn4ykGkDi44NO8GCIXQ4suRyJw9sWvcAX1ZSS1enxFInH1QO7iwa/ty1KoMVi+bS1m5ijLPFuzavpxewW1EMhYGj9rLF6KoKC9GqnAlJ/Jni8dn5+yJh62ezB0zyNgwDmXyKeMKs/DoQpycnGlUT2Es9ppKZhQ6B/LDT3bodMJkPv07O7JsW/PWu2PQ6UzHjGU6vkDrT+Ozzz59rlzu0aPQuTOcOydM7ob0zLBh5gXymn0rlVYHBgbY6759QsCwb5/wfsQIrRWvUPMI3dPd2aKEiCngwdNVTkV5MbpKlWVphUO/YOPTFKlbfdwHfCXyc9WWZ7FmxU94DZ2JZ+g4pDYO5B1dYlRc9AwZg0zhCupyBvQfyBvDBv3jCP0/l0P/p9T/tCc5PL0Vj3eV+FHp9eP4ubmQfT/R+D9lUgxuCmcys9JxD7VgQiGByvsXqbh/kZKUWMHYooroI8CMDuI1cIIgf7l/nqCE1znEmA/P3vcjMkdXPF7/DNXDqyScOYIWCR79Pqf84VWUV6PM2H8gFuZS6+xEdQRLxBSdVs/9C2cJH1gskgH4Jzn01NQUQkKGMGdOGQMG6ER57c6dq3OdXbpgJAGtWSPksK1F2z4+UFoKUVHiHGdkZN1y8adOCeQQQ840JaU6H56b+3whJoPhRvuObbj/ZDHHz0jNZCL+iTwDej2lKadRtO9D5bO7lD9Owqnja2Tt/BaJTI6DfxeUiUdwaNkDFxOCT9bOGeh11aQRiY0t5alXKNFIOLZ/Gzqp3EgJz0g4yuMHjzketbdaxsKkTuPQZSCq2+fwCjUfF+j1lGc9oCgnA4kE5O5+KK8JY64k8RCVyiL0Hk24ei4KbT2BAJWRVcbGP6vqBoHh5F79i7S7hfy5yQ7X8O9xCgwn8/IxbHUlvNCzK3WpvbRq1YYpUzbSoYPGan57xQp48kQIBAz0/y++EF4byGpNmwomGqZtxw6B71BTeiI9XcjBz58vpGNOngSlsoKRI4eKcuhFRX9RWBgn2mdeYSPuP2ptoY4SZqxDbN26DsceIyh/dA2vMPO5Qy+RoMl7ClI5qCuQN2hrFGszSpIY55J2lFw5hFdoNUMYiYyyR1fJSH9qRib6Ozn0/yz1v2ePHrw98n08PAU/xPq+Hvg1asGEceNo366NGR127epfoWF1odK+SQD5KXG4hYyvpuXKbSm4edoorlOz2dZvhebhJQL865OXnYG7rJKi5FjkDdpWKaIJrL6sXd+iV5fj4N+F0uQTyFy8ydn3A0gkVf87iefACajuxCN1cMI1eBgu3QZTejOW0qRonIPEGMDcHdOYOP5rIiIG1UkmwLZ+SwqSYpFrahZF2+HjM4K/Q5GfPXsefn7XRIw7Q3NxgWbN4Ntvhei6dWvhhtuzByZOrH1irldPmNCPHRMYe76+OsrLhZvx6tXqG89UPsDFxdz9qF49IWJ7803hfV1caFauhEmTpHjXP4OPdz2zsVJTksHgFlWQ9+y51730xklsvBqjU+ahVRagzn6IpiAdn6pimereBdS5Tyi7Gw8SKXnHluLYvg/FCftQ3f0LTWEWRfHbce/zEc5BEZSlJeHSNZzihP3YN+mE1NGDghvHWbJklVHGwqAjInP3I//EaosyzobjUybFoCsrRurggqYww3hcxZcOINFp0ZTk4jPsW6O8xLPUy8j8g4yU9JI7CaRn2eMyQLgGFY+TKUo+zZWEK0z+ehJ1kWDw8KhPQEAni05SO3YIOe4WLSA/H6v0f0OB/KWXqsfZzZuCJIStLfTpU/1/Uy2ZceOqWcxSKUybtoWAgCBatmwJ2FNUdIHCwjOi66ZQdKF+PcHdacWyudUaPlIZNn7teHrpKPadQyk6v9vqtber34rSGyeRu/qiuh2HLi2RH+f+gr+/P0MiQrkQs4/MS0exMwR0XULRFGaRc2AeErkdBSdXI9dr+eCDT9iwfqnR0ezZkzts3fg7QyJCadXC30D9V1pTW/zPReg1n0a1RVOm31NWKCh+fEUkiFRTnjbv8K/YNWyHa88RVqV5tUjJunqKAUMn89abI8l4cJPHF48Y9TiEfPxJY0SlvB6N8nKkqNpdmhSDpjgXdfZD7Jt0pjT5BLryUlS3Y/GyIJyk0wvInaYtu5KdW2RVJkCn05kcp5ybJxMZMbxa1+WfROijRn1qhkYxbQ0bQps2wiQZGQkbN0qoqDCPkGo2wX4OJBLo1GkYf/zxhMTEStLSBJSK6Y1niMikUmHJPGlS9c2qUAiSAO+/L7x3cREit9mzzTVgdu4UjnPaNGjd2o4bd/vXOqbOno0VyUkkXDiHpHFHIS1iGl2bULKRSilJ2IdL8BDK066jryzDK9QkaJDKqXiSjFPH1yhO2ItX+CRUF3cT0m8Q95MvUf7sFopWL1CWegmXHsOw9WxE/onV2DXsQEniIcpvxxH80pv4N2tFt+6vcD3hL/JvnMSxcwg5B+Zh16iD2bjQm4wLTVEWlZn3cGjWFa2yALdXP6bySYqgBti8G3qtGrfe7wtjyASJlZuwn+LrJ7Bv3AmtWovriyOpeHyDnAPzsG/SGR8HNV9+/h4SibZO40tAwgwhObmMhQsfsGaNmkOHhIl80iRB4C0iona0UnGxMIn7+VX37bffCiSjJ08E28LakFNdu0KHDmrGjDnI8OED8PBwf26Ebm0eyY9ZaXbts3bOAH313IFUSsmlA6DXonBwpGOX3iQmP8Xb25vuPfty4/IFcq4fx6nLQGN61q5hB0ouH0AKDIx4i127NhklT6QyBQt+/hZt/facitzK7t3bKSouI+nqBfdZs76fY+m6/ecMLmqaDFj7zNL3OrRpxM8/fcfZxBtmJs05az9l1JsjOXwsimKtFJv2r6OMXcfEiVPZu28XmUoNNh1eFzmla8uzzLDh6WtGY9egjchIID/yJ1z7/s/4nYIzG4x2dHYN25Oxfiyaokyrwkl6nZbCXdN5d1AYb741iphT8ezctpysUg027V9HFbee8RO+Ycu2LRRppFXHuYa5c5R06VK9H2/vIbRvv6XqXd2MIOpqNNG/vxAdffedApCwZEnpcw0FvvpK2C4mRsEvvyxk8uRJtbrWfP21UNQyTeUYjDMOHDDfv8FwQ6OR4OKiFxlygANSu8uA5bFi2rcGCr+/hys3U64h82yEc+dQ8mNW4Ni2N6W347Bx98O5a3gVGiEM5fXjeA+eZqxrANV1lxosT+XlSBxST5GTnYPboKlG9yAb76Yis/HMTRN5MaANg0d8YZSMmDp1vBHFYmrW4hTQn4ITK/lm8ky2bNtItkqLvX+XKmvFaociTUke6LR4D5lmZEsrWvfC1qcpxYcX8L/Pv6KR7xamzsjAc2g1o1ru3kB0bMV7ZjDzq3eZNHGMhXFUN6MRb29fo0tV//5C/z1vDH34oRCRA6hUwsMbZEgkMubPr+TMGeHz2oyg1661wctrFIsWLSEtbSEPH34v/oJ0OFKb2caxYWkeMVx7vaYC56AI8mNW4NHvc5TXjwMIhvLRK3BoHkzZwysoWnbHT5/PF2N/oEvHZqK+rOlYlLllMnJlNjq9HtfwKdg1bE/2hrFolXl4DJ5e1ZcT0FWWoystQOrkgTrvqQQL7f+ZCP35eWcdd+KPolSqaNm4EWnnD9I5OAxvb18Sr5wnsEMnHpyL5OP/fY13veaiXJoIJZAUg1aZhyol1pgPrympWXB6DYo2vYRITyqj5OqR6ny8FSlWLdViPKZ1hNundvLJ6Mk0ad4JrbRaLGrsuF706nlXdI7/JEKvq9HEqVPCZFtSAipVfQoKCuna1fo2htTJF18IUdLXXx8jLExnMbUDQkSmUkFenhg/vmOHjFu3pKhUctHSPSrKhnPn7Ni5czPffedDaOglkSGHVisjuZYIXSS1XJWjfnrpGO4h45Ap3Ci+uBcbryZUPErk7ZGfcSfpIiV3z6OXyKh8dhu5whn3vv8zTuL2jQPIOfAT7q98gKJlT9G52dRrSfrpzdg1DzbmUe0bB5iZjUtkttw5sxeFe1seP7zFgvkzRfBdg1mLvrKc4ot7kTk4o6mo5N7dm9g2DUJ5IwZF6+pxZ984gLLUBLwGThAZmhcn7EWdepH33+3I0EFbmDhZhdqtHaq753Hw74yiZQ+UV4/gHDjQmArS2bmScHAjkyZ88rfGlzXxt/Xrn7/KS06GuDghkp80Sfh+nz4gl8u4f19KTIyMe/e0z03/+frqWLjwHuPGvcX9+9PQaMQ+vKYRurV5xHDtyx4mUpJ4GNcXR+LSZWB1fyTsxaFVT8runsd76HRcgiKM9ZDS0lJRX4pWWlXG8yV3L+JustIrStiPnUkNz75xAKp7F/EaOIGKJ8l8+/XY2ZbO9T+ZQ7eW76zte3XJO+cmHket05Px+B6K1r1Qpd/g/LkTaBt0QFf4hGnfLqbvKz3Nc2kSCcUJ+8k7/gc+w77F7ZUPKYrfjur+RVwCxfnwzO3TcAkeQmX6HUqTT2DXsB2ObV+m9MYJSpNPCHnVqMVI1eV46IooSo5FiwRV7Hp++HEBXTp1ENUROnbpw6u9u1PPxw17e1sGRwzg7ZHv07xpFujOin77n+TQ09Mfk5SUbFFh0dBM89qZmTqOHi0kNRU6dXpeHlu40Xx8YNs2PRMm6J6bdzfNl9+8CWvX2rN//wGePHFg4cJ7rFlTSVycC927v8fixeOBCRQVnTbbV3HpCzT1f9fqmDKVWjbVurZxq4edXxtsvf0pv3aYhQv/ICwsHFsHN64kxCGxsQedBs+IyWiLssne9yN6rZqyh4k4duqPKuUMMhdvCvd8i16nN0o0qwsyUN0+i+ruX9UuNTUK43nHlmLj5E5zPw/OnD5EpU9b0RK/YM9MdDpBFMql22Aktg6knt2LXYseePT/EsfWvSi5fIjSpOjq3wgcaPYbXuGTkLt4kpV8FL96Gg4dBnVxPvaNO6K8dgyXHsOw8WgoSgVV3InjwJ7N+Ps3/1vjy/R9q1bNmTJlEx06qImNFefBa7b0dEHwbcECYcVWU5a3Y0ctZ87YUFKiqVP6b80aNX36LEOjyQOEOs7UmXZ0DdRSr8Fk6vt24tmTO6xfNY+LF05Z5MFIJFIUrXtRlnoJW++m2Pm1QSKRYufXBpeuETg0C6IsNQGZgxv2Dduil8opuHGctEd3RH0pkduhvByJ6u4F7Bt1sOguVX7zBF52OrKvHDfJuwvjRXn9mNUJ/T9H/f+nbffOdWb49ad/vCem1nYbhLYkB+9h3+IxYAyFagnyVi8aqfpnTh407s9USkB54yRF8dtwbCNADyvTb4NOi2e/z82Ow7lrBGX3E3B54S002Y/IOTDP6ESiaNWLor+2Y2Nry1vvfMGmTXt4d9BANBe2M++n3wgMsqJU9X+wjR37hVU3dRAm1SNHhFRGerpQyPztNyGXaYnUsWaN8P9p08TL6bKyuuPHa7qyv/pqbxYt+p3s7Aw0mlyyszP4/vsI8vPfRqOpiWGUg3w2T7LMDbVNW3Z2JhXlZTTzcjNCFE1JZCUxS3ljxCd0CQwm8cpFVi+fh14qx6FpIBIbO5Q3ThtNCxyaBqItyQW9Hr1WS8GBeYz7YgyemdVQ27JbcWBjj76yzCrk0P3Vj3HqPpzTJw/x07zfqK/NJX+7oAdTfHgB474Yg2NaPIW7ZqBMPonyzDq+mTzTOE4r0m9DcRaavMfk7J9n9TfsGwfgGDiITKUfs+bI0ert8Bn+HZ6h40CvM4PUIZEik8Arr7xcewc+pzVv3rRKNkBB/foSDh60/t0DB4SJvHZBOC1OTvI6wVhdXPQYlBUNkMx8x17MnNMSJL2Mkg9FZWXIm3YTzSM15Rmcu4QK9Q4jff+Axc+UZ9Yy6sNxZn2piv2TrydNRa7MImefOXy6JGYpb741mk2b9hLc2t/id6y1/2dSLqbFDB1S8g7/io1XYzR5T02otStwe+kdHNu9YkS9lN6IxqXbYLR6KbdP7aRjlz4W4ZMdgwagyU0l52IkJUkxeA+ZZqXa3RLl9WhKEw8ikUrxHDjRSPs2PMn1SLl7Poq2HXriXc+/zprqpq816us4O14W/fY/Sbl4eNgREBDEmDFHyM/X0KCB5SJj27YCLKxNG6GQ1bBhNYxxwQLYtElIyzRpIkTmbU18gtPTBbTLnj3ChF8T2WJoGRmCxseZM0507/4Oa9cuJzi4LZaW8JmZWygq+kt0/hqtM7cfrSczp6kZhdt0rBjSaZU+bUm/fRnXAWPQFmUbi1SlySdwaNeXe+ejaN2uB3O+m4iqvNxYCC+7d4HKjNtIJBK8hwiSEaq75yl/cAnXF0agf3aLwW98JoLaDh/xEfdvJ1OpKsQrbKJlj9Irh6m4c47gF0fg36w13bq/IvKorZl26/rCcIJ7vEy37q8Y03M2tjZUanTWf8PEB1UrsUV57woOrXo9NxVU9uAyM6d/VeeiqDV4Y8uWLRk+fAgPHxawb1+KGXXfAD88dEgQe7M2VkBIpRw5IkMmk9V5hWmYzF3Dv8c5MJycxJNi+YTAMIriNlFx9zx6qZzi6KXV8gyJ0ehlcvJjVuLU4TWKY/+EynIqnt2hLPUSSKUUnFqHV9gk8g8twMFBgcK9NQ0bNaFb91dIvnKZrMQjvDnyf0jljly8EIunhX7SafXcPR+F3MaRQ4d2mUGsa4vQ/58riu7ZvZWtWzfy1Zfj+f/YO++wKM6u/392adIRwYaJBUuisStqTGKiiQKC2JIoGo1RY9SIYkOM0UdjwZKIYG+JiqAYsYsNOxbsBTu2iFKXXrf9/pjdYZddisa87/M87+9cl5fLzL2zM/fcc8+5z/me7zfyz20k5cqR1G5K/r0zVHP3E5NY2iyzc28hSZG9fxEjfgigf99e5R6/l/dnqOu0EpOiwjI2BJvWniKlpm5StKwkqGxbIEP6ePP1gCFvdM1qoNUACwAAIABJREFU5VbUCn0v7E2Sotq/ExIe89VXX/LgwT1RTV0/ySiU+IeGGiayytoOJTSq7u7g7a2lURUKSw4c0KfQFZJXwwgOXlDh+T558oshW550KFKzqeX2m25ySq1SkrZnERbvNKfoxW2ce5dss27ZA/XLOwzp483u3X+SZVdPLxGe8udskEio3m8mZo4uApFWzFokahXTAmbSw0N/HJVOcJY2tUpJ0uaJuH/Yns89v3nt5wFgx849rFsdVO5vvNo8EVV+Fg6ffEPeqZX4jyti67aqJOU74tRrqp46PegUy9k7MnvKD38rKVp6X3T0fnx9h+LuXoSXl1qPbtnLq/yxAsKq0N1dgr29JXPm5JeZbP/pJyGU5+ICQ4cLnrmjxwTxXmYfWIx1l+/EPsu5eZTCs5swM6/C7NkLaN3GDaVSKXKbf/Thx5w8fZLBg4awceNabHtORp76jJyr+7Bt3ZOc69Eo8zOxatSRqvlJ+I+fyMKFs8nMzMTctQMOOU9IS0vD3tt4eFitUuolRUu3ebVpAkWvHhpNiv7b8aFXhpO6vHbvNf+E7r2dqPFOU8aOb0r4phBuPrqMy6j1eu11l5/Ja0fQ/8vvSMowNXpO2r8f3LtBUVEhqr/ieREyCLsO/ciOi6Jq1+FknNpC9vlI7Dr2J/faATE8A5pEaXQwNm19sGnrJQpLb926ifeaf/JG11zNXvZW+dBdXWsTGbkON7fuBAUZR6JkZhoPm2i5XkojDXTZ88oSxtA+bJmZEB1tSlzc95U6X2Ml3Knp2SSlPwXK7jctn7lapSJt72IsG7pR8OgiEks7FNlpZBxfj2VDN3KvRyOtYsPmzRuYMHk+K0IXkLJlEo5ekwXK3MJcLF3dSI9ehn1nXzKOrgCkWDbpzJbwLVSv8wFSqdQojzoIYyLrcAhWrb3FMWHbrhenTkdg4djW6LmXd10g8HeX/g3Zwd+wbttLdDbs2vUi79RKuLyS+XOKaN0atu0wQaUJBdUeFqJ3TO1zAvBr8AomTdTe5Nfn2y+9z8PjQy5fPkto6Cr8/CLIy8vn118rHitax0Ggx7Xmxx9/ZPLkIHx8BKehRg1h3759goc/aJAVLi7Cb8+bXcSc+bG8inglCslU+yZY/L3CZzfJO/07348OJCnDVNQfgBJuc4DMQnvWb1gtvjwt67XCvHp9UjThker9ZgiIoS2TmDJpDGqpqbjtxfLBWDV0K3d+UMiLsHDtoNcm/VAItm28oRwnvFITukQicQeWIdSWr1er1UGl9n8LLAa0BbvL1Wq1/gxayspSLCr9ubx9FbW7euWiQNblPdXg923beJN74zDWzT4TSbfKUyLSKinZdBpA1vkdWDZ0I/vinzj1noYEKSiLsXR1I/t8JFOnzGDnrh28ipiGRfMe5J/+na++/I64uOMkRZ7H7IMvKlQkqeia1UpHI5zo2tJ/rb2eYpGra1PCwrYyePBgjcCFXHw4oqPNMDeXk5Rk6In37i1AC0urFVWGjMvTE+bPl5CUZElYWJiGTKm0l2d4viqVoYPiXM2OGjXriX8b67fffg1l/ITRpO6KpXq/nwVY6SZ/1PJCZEdWUb2/sK045QkSqSkOltDt007I0oezZvkvJEfOQl2cL0LOksMDSd01DwlSPRWjB/Fn+XrAEPG3f/s1lIDAyWRqFKv0ILOaMaELmX2T58FvwkwB7ro9ELNm3ck/vZ7J473ZFnmY9McnMfvAh7xTJRM5gJNTT2bN8GT4qMlU6/uzQZ/atPYk68KfmMtz2LE7vJz7UvH4MrZPSxmgVqtJT99Cs2b6cnBa04qo7N5dom4VHW1Gz54eLFsWQkCA4I2PGyfkYbQrzIAACA7O57PPhHFbpw6sCi1i8a81iT2wWG8yB0FIZuLEabh79DJYAUFJf8+bLVCNyGLW4+wTQMGjODLPbkVSxQZUSqTWjgLNh/cUUncH4fj5SNHTtnPrR27cn8jKmR8kRTlUzX1O8uaJ2LTxJuPEBoF24tJuFLKXRvsIKjGhSyQSE2AF8AXwArgkkUj2qtXq0jIa29Vq9Y8VHU9r/5SHrv2sVQqqjHyUbVsvXoSfJmDiN0wJXET1Gi7iMXZs38DIHwLYvGklaucGYrWYFuebeWoziswknW3PuPfwKWPHz2HjxvU8uxjBiB8CSMowZYzfHE7G7ONETES5iiT/Gx669rOHRxfi4k4TGhqKv38UMlkujo42+Pr2ZeDAPKKj94hqNVAiM6ZUCrHzXr0Egq0aNQTCrhUrDLpez3r2hP37Tbl27bRGachQXUbX1OocEhJm8+KFvicJkJxWRIrsKVD+WCkuVmLV+ENRdcjZJ4DUPQup3v/nkoeunQ9ZsRFkmjkyY8Y0zsfGgIkZUhMTqjQUPPykzRNx6DKUjOMbcPxiFKghafNErN772Ojqq2OXoSjyHgn3v4svtd5tyRi/DzgZs4/Dh7YwfNRUTKrUeKPnAeD+kyymBHzJlfNz+HPXI+b/UkSrVuF0+wx2RkmI3FkymUultjRvHsb164WMHf8DTn1/NvqcaOXyhnzVi88+68DfHV9l7QsPjyQ42PhkrjVPT2HCHjtWmLyjo03x8hIcj08/hU8/NZQyBHj4UP9FcPMmnDx9GYdegQZtLVt7ERYeRo06zYmNu6e3T0/dqUE7rlzYi2WjTqREzUWZnYpFnfcpfvUIS9f2JIcHUMM3CPNq71D7uxL1scJnNym4HMWo0YFEHzzAs5g1DBw0miJJTcb4zWFHxBouHFtDmw7eDBo0iP27wzh+bA3m9s6gBkluGmpFkT7uUscqjKFLJJJOwL/UanUPzd+BAGq1eoFOm2+Bdq8zof8TMXTt3zt27mHNqgVYuHbA0cNPjHWn7V+CrVtf7DT4z9zbMWSdjcDlh/Uaetr1NHR1Zc2aLezctU/QFq3fjtqqNL78ejSLF07BrH57vVhqatRcHLuP1pOz40okUbuOvNF1Vfaa33YMvTLtEhJe4ubWQYxX6sqMeXqCSgUREXDmjMDlAsKkXlHRkru7BIUit8Jzys29y/XrHigUqQbHyS9siLXdJiQSB6D8/l23fgMRW1cjdaiFcxlx45Sdc3DsPgbUajJjVqNSS6jebwYmNtVI3TUfRVYKVk0+RJH5ihq+QRQ9vy3Eml3bU/jwPIsXh9K2Xcc3Gr9v0k6tzidTNh57G/1EsTGrUcOXJk2WI5Va8H5zNxKltanqPk58TvJjlmPRsidWrb3E58T85p+8fK47wf39GLru369T4DZggCmHDpkTFhbGkCFDxGKlsiwxUXgRREXpJ0UrKvJ7r/knRvteNx+ideya1HQg/u4dnDWrvqQtk1HmZVBnzB96x09eOxz/H8dTvXpNpk2bgFkDN2qr0hjj9wvq4lSmB07EpH47qua/ZPOm7UilUq7dSuBBfCzbt4fx889zmfDjsCtqtdpoFUhlQi4ugC7r/QvAGL6un0Qi+QR4APir1eq/SjeQSCTfA98DVHV0/kc89ONHotizZysWtd6n+PElZBHTkNZuSs7V/Zg6upB9bjv58SewbdcL2ZFVmNs7l3CN+wTw8lwEAVP9uXr1gihK/XJbIPsOHGBKwCJWhM4haZO/mECqPWKVeA6Fz26SdXwdo3/8ycDzfh1P63/TQy+vnatrbVFz9KOP5Jw8qWD+fP2QytSpwr/4eMFjNxai0TVtHLTkvMs+j1u3fAwmc7VayosUP/YddeHjjplAJlB2v2nHR9UvfiDvxlFSdv6Cy8jVesdM1TDnZV3YgbQgE2trW4rtXJDFrBcQUbnpYmgmOTyQ9IMhelWVqbIXnD57AVPLmm+8wnyddrZWF3m35kLsbUrTKeubiUk1WrbcgZ1dIwQIXyF7o1bx9aCJPP3zJ6TvfU5h7O+sDJnHshV/8GTneaTvf0Hh2T/YsWs1lblHb+qhOzpak5RU/sScnAxmZrBnj5qQkAV4eHQxyrtf2nTplIOXW2Bav3O5uQyzD7qzdesmuvd20juObj5EC22USKQ49ZpKwr5Foq4CgG0bLzLPbDE4F6vWvdiwcR2ZGWlU9QkU55elS2aT9PKB+JJI3RrAspAQun7Rm9i4+3zc8RNmNa8YNlqZCd1YNrW0W78PiFCr1UUSieQHYBPQ1eBLavVaYC0IHvrbjqHfu3mSPbu3YtWkM4qMV5g71qaqpIAXV/dh1eQjFBmvUNs60aiGPUmXIxkzbgZbN4eSEbMeJ59pWNZrhaldde4cWCyKAgCCKMDFCLp/voBunx1iWsBEoU2p+FvO0VAGDPye/n17cfXKRU4fXk3v7qHUeacuAMrCZJYGL2LB/N9ESsw3veZ/IoZemXaC5ugZvvpqCB4ed8qNj9evD3v3CpwtZZkgE/Z1pc5Jqcwz+L7UfBN1323Dxx3LjndqP1+9cpG9e7Zi1fhDss5EoCrIpHr/UmXggF2HvhTcPw9SUz7q/DEdO35M0MLZWDb6kIyYtSUiKRIp1TzHk7Z3kR5pk1UrT86cisR/wgSj52Hs85u0k0pzaeY6B9QXDa5BIrHC1lbrgaqoWvUL6tadilRqiq5n3KhRMy6dP07wspX8GrySP3dv4tNPP2fQoG8IXraMX4PXsWPXVk245c3HTUX7fH2/0hOfNmYHDwpJz08/VTJlSiBdunSt9ItAS6esTYomb0/CrFmP18plgND3w4eNIGjRLyRtfo6T92RR4EZrhc9uknF8Hc59phuci01bL5LvHAf72uIYsnMfT+o+fVEfq1YeZY6h8qwyE/oL4B2dv+sAelF5tVqdrvPnOsCwcqKUve0Y+s6ovZw5tklMTCWHB6K0dODFk2sit0VyeCDmTnV5kXiPX4I2cObCHX6c8At/bAwm81w4pnbORrPeuac20LGLLzfin/Lg3g2uXr2A7Ydf8+qP8XpQL5N32xAetpK9u8MoLCrAvIEb06ZPppePL7+vD0ahKMK8QQemTZ9Mhy5D/9Y1/2946Fpzda3B8+fPmTix9O/r28iRAjLhk0+MJ0a1cdC4uG+pyPtLSYlCocg0OMb9R3kUySvOQ2hzKs79ZqJWKcm/H1smt45d214U3D+PuVNdTp48Tuy5szj3E8ZV0iaBRTMp4xVOPf1FEQytFT67iezYaj78sGu5q7TXvecSSSF1avxG0wYXUWkc8ab1FYauFVCjxiCaNJmNVFpVpw+t0MeGI+4zMbFi0sSRGgRLPlCIiQlMmvgtkyaO0TkGet+r+HPl9/n5DcPNLYJOneRljpUDB0pQLh4eckJDg/H17UN09LYKXwTdugmftUnR1RuacPRI5XMZIMwxs37aT25OJk69p5MXf5zUqF+oPUJ/hZe2fwlV6rcRRXLSD4Vg08ZLDPXatO1F5rG1pG6dSlVPf6MvhLJW+hVZZSb0S0AjiURSHwHFMgDw1W0gkUhqqdXqV5o/ewF3Kzro20a5zJt9DCutPJeO56SLBbdp2QPZ0VXMX7pKD13StUtHgYxn3yIDUq+co6FMnDiNWu+2FInvbT/8WkC6aGBr2hhqbvwJ1Go1OXm5IkQpPSKA1aG/oJKYiNsyI6drJPRKaAP+Uzx0rVVmqduihcCMFxAA3t4SvLzUeqiZ6GgzDbKlaZm/VVycxq1bfcnJuWRw/KLiWjRp1AGJRGBvKq8PlwRNEiF9SZv8xbEC+pAwW82y26aVQLYktbTFQcOFAmDbzoeM4+uRmluStGUSNb/5VXyhFz67ScquuVg2aMu9u9eNIphed5ynprzi9JEgYo6dEdEbWiz2xYv6iI5+/Rzw9NyPnV1rKoMUev19/5yHrouw6tgxH5UKLlwQGBctLYX4ue5E7+Ehx99/B+fPH8fNbWelXgRaMzGBH8cOYty4uXp5iNbNJ9D1i95G78PVKxe5cDoC0/rtUBXcQo2agkdxRr1w2/Z9yIoNJ+fmMTKOr6Nq1xHk3TpK/r0z2Lb2JP/U7yxatIzt27dVuNIvfR4VWYWl/2q1WgH8CBxGmKgj1Wp1vEQimSORSLS/6CeRSOIlEskNwA/4tlK//hatpFQ/sEz5MNnRVXTr5k3rNm56371x/TKnT5/E9rPhBse1bOXFzqhIVCoVS4MX6SFdqnmMQy0vInnLZLEM3NTOCasmH4rqRPYe/kgdalO9X4n2oFmz7pyI2fc/0i//lDk62lSq5NrBAebMgQMHTPH3t6VHDxg92ow9eyAzs4AhQ4YyfvwUEhIeG3y/qOgV58+3MjqZIx3Eg+erxcm8ItOWX2dun45Dl6EoZK8ErdZbMaTsnIN954HkP4glOUIo1deyKtYZ/buBhFsVM1OKEu9g2bCDqA+rLcCxatSJgsdXmDbNMJRTGVMpL+FaZzyqIk/On/6MkEUjKCo8Q4cOQqVkZqagq/r0KcyYIehrhoaChYWUsWOL+PPPmxopwboaKcGajB8/hePHT2m218TExEmzfQIJCU/e6Dz/CfPw6MHixUuIiRGudfly4frWrBGK1+7fFxSxLl4U4uIyWY4enYBW01RLQ6Glj5gxw6HckExFpqUFcOg1jWoe45GampEWNc+AVVNrdu16YepQi9xT63Gq5oTiTgzWLb5Amf4c+fmtzF/wGwmP7nP5ciwWbUombS31hHnjjzl1+hAqVdnVr2VZpXDoarX6IHCw1LaZOp8DAUMMUDn2tkMu959kMXb8HFaH/ItHRhJd6YdCsGrYgSvXr3Dt1mOx6KMieKN1Gy9ebotl48Z1DBk2kYXzJmHp6qaXEEmNmouJTVUsXN7HrkN/ZNEhJG8NoJqnULhQGrakG8J502v+nwi5JCQ8ISRkJeHhkchkeTg6WuPr+xV+fsPw9f2yUjHPbt0ETz0/X8H27SsYPHgUHh4KPDzkmkrAHKKjN+PmFkFY2B94eHwunkde3nXU6gKD4z54tpIieV1Nf5ga9E3pv89cuMPHHZsydvwcodDs5O/UGBqM7NhaURvU5oNuWDf9lJwr+8mKjcCq2WcUJd5BrVYJLIVA5qFlNGvaimvXL+Lw8WByb58AicQgKSpPfcqmTb9jYeNS6fF7/tJ13q05Fzvr82SkQ2gYnDwp0MeGhwtIouXL9asn58wpqZ4cMUKFnV0BY8eOoV8/U4KDFWL/rl//B2vXbqRvXxOCg5U6/f4Hbm5hOv1e/njQt7cbctGOt0mTJhotLvr+e+jcWbjeuXMFPnxHRxvKhtpa4+v7NXFxo0lK8kReapg+SHhJYbFlpZ69oIXzRJ4oiUQKJqaipCQIz3TawaXYtvUuKeBq74PiQgRdeozRQFW381HXIfTr24vjR6LYHbUZaRUbsi/twbrppxQ9vy04hWYW5D2+QqHUVEyKvu2Qyz9i/0Rh0b2bJ7n/4A7V+8+ktNm28Sb/fiyYWugVfeguxUG4OTlHQ6nS0kuvqvPZhQi+6LqAxg3C8Rs/ygDpouVLTj8YTDWP8WRf3Ena3kV68VWArMPLxBDOv3NSNDr6GIMHD8PDQ05wsHbyzSU6egtubhEsXvwrU6Zsq9RSV0hKWTN48CgDPnQXFxgxQkGnTgoGDx5GXNxFXF1ra87DiPctqc97jbuU2zdl7dMtNCv6K578e2f0QnLaB9GuvQ9qlZLk8EByLu/Drr0PAFate3I9dhvmtd8XQ27ytGcUJd7VS4ratu3FnWOrKx1yUSlP0KzBHKTSIhEKWrs2fP65MJlXptIWhLZLlkCzZvoD49o1lWa7Uu8YI0bI6dRJrtPvDTR7//mQS0LCY0JClhIevkOcgN999x06dy4sN9Hu7Q3Xr8OGDRJ8fQei1QoVCpR+Izh4paZ1ScgpKckQ19HYtTYSaT2g4nHz26+h/Gv2dF5FTMPOfTzOfX4i/eAyksOnCbz0x9ehVirIiz9B/r1YbNt4kndqIwsWLCXhaRJ7T59h5cqNpGerURYmsydqM1IzCyzrt6Hg8WWSI2dR9NdtvW2mdVtx5tTB106K/teQc+2M2ktU5Noy+VO08mES+xrEn48Rdfu6ffYZ9+KOiqRemdFLqWJugSrlCfn3z6CSSMmOWQNSM2rUboSJuT0mlg2wVMn0lIy0fMmZJzZQ+Og8xanPqOZhyMuuVsG9swdQmtSmioX5G1/z2yLnMrYvIeEhHh4+RnVG27RR8cEHCqZPP87ixUFMnnyM7GwVtWqVTeoVGWmGQlGPTp3SyuVDz8mB27cLcHfvDEgoKEggOTlSr12x3Jb4hx9VetycOXOKpb/OIi+vmJBl87HvFSAIDOyej2WjDnr0tElbp6BGradOlB23E7t2vTRjqDEFD89TlPRQI+PmRV78CY13L7xktPUOPn0GY2Vbq9x7aWlZhKXpBMxNfkciUeqp7+zbJ0zqLVsKPDjl9Vl8PNy7J/R16bZbthjfrnuM9HQ548evYs6c+SxdupyXL/+iceP6ODpavNa4qWy76OhDeHj0xMXlGuPGFTJ6NHz0UTFpaWnExAiyh6W1RLVWs6ZwTWlpcOHCVZYvX0Fi4vNyz/evv5ajUukjpB4+/YjEJGmlnr2CIkT1qJRLe8lPuEQ1T38kJmZkx+1EpSjGxMoO594/ITExJevUH7h16IKFlaOeIpbSpDbrVs5GrlTpE72lPEFqYqpH9Fb0/BbDv5+KQl3F4BzL0xT9r/HQdZOioHmw9i3GvkNfbDSE/9pE17zfVhokRf/csZWN61egVKpQ1mpG0eNL9PfowZ5dG1AqVVi805zFC6awfv1WajoqOXDzMnalKAWK/opHpVZDYV6Z8TWbtl5kJpz7t06KhoSswcNDUa6n5OGh4ObNePbs2UuvXt4cOqQkJ6ckQadFIwhIFjPgLyZONORf0TVtois4eBFlKbSbm5tWetxok9gm9dqxY/sGTOu313C4CIRc+ffPIU/7C9vWnmSc2IBV405kxW6j4OEFbFr2ICNmHUikZF3arYNQ8EZxeoteoj3rXIToxaftX8LArwczaox/uefoYBPDOzWnAyWxAF2qhKwsISm43KhyZIlpqydBiKWXtpgY49t1zcdHKADz9IT9+/O5eXMTbm7bCAv7HQ8PXb7/v++hJyS8ZPDgYUZXaj/8IDB4luZs0bUaNaCwUGD3rFlTrbNqLO98/56HDkIc/eVfd1AixbLOB8gOhwqVoNXrk7JrHhYuTUk/FELNQQsxsbLj1rktXL0cK9ayZEZO5/m9o+Tn5+lVKVfr6U/a3kUirxSAbWtP8k7/zpf9fIyeU3n2X0PO1bpjP25f3S/yI8iOrqLb597cf3Ce1PuxWLXyQHZkFc1bf2605P7lqzSK5PIS+a4tk9i1cztF8mK9baN/GEpBYSFOffWFprVJMVPbali4vG+AoNCFLZl90J3Dh7bQ9Yveb3zN/2QMPTw8osIybGHyjSA4eAE7dvzO4MGjGDhQocf/sn69qQbJ8jteXgMqVQAik+UA+SQl7eDePcPC45xcePrqKVAxjPXC6QixUCM9IgD1syukPjgncrikhE1BmZGI7NgaJGYWFNw9g6OjEzm5MjKOb0SlKMLOtio5F3ZQcD8Wm1buZBzfgLPPNECrTrVBYOzUmJ1bX86cP4fbx4/1yLm052hqIqNurdm8U/ORwbXpTr729sKk/jpFM8baVvYY2dm6YRwlEybkM3jwt8TFndFQMrydGHpIyFI8POQ4OAiTdkyMPlKnd29DzhZd02LKtZO9fuiorPM1xHa+Tgz9wb0brFkxFyVSnDUTtG5BWfW+P4kVo2n7f6P48WVs7exR1WklTtw23f24uSeIqt1Hk3stmqTNk0QMe2nYa9bxdXTuOrjMHFt59l/joQNMHT9YpM9dunRVKdrLSH77baVR4iOh4CQcqyYlsEcn7ymkRM2lus9oneovb2TH1mBW7R2DmHuxXIllQzcxKZoUNhXbVh5kxKzFwQhsafioqX8vhq6wQ62klL0dD72y1XcyWS5CsVFP4uLiNEmpCE1M1BZf3y+Ji5uAq2sDDSomp1JVo1eu9CYn54qRFo68Siu733Q/zwrchxwTkSTJ3sMfWdRsTMysMbGphkRqgnXrnhSe/QPkcszrtcY68wlTJ09n9pxA5PICbN77hJqqdGytrbh64zqZp7fg7DNNpGDWZezUmm1bbzITzhuQc6nVahzt9+DiHAAYhp1cXMaQlbWKmjWFyadbN4iOrlylrbZoxlhbe/vXO4aWBCs+XliFhYauJTh4qabl3/fQw8N3MGyYnLFjhd8JDdVP9I4dKyRA1683PqHrYsp1TbtqNH6+f89DXxI0CaWJBZYN2urBolN3zTfInWQcW82YcT/Tya2VXtzdzNGFGsOEt7WJlSMpO2eTujtIDzABkHZwKc7VHOnj07Pc+aEs+6+JoZ+5cAfLKhY41airEYyoR3JqJilp2bxIVTFkyHc8epTA0l9n4VyjAbn5Ks5cuMOzJ3dYMG86ZrWaUPTXbfLvx4paoXalZKHSD4Vi28qdwsdXUDy5jAopGdHL+LL/tyS9fEJ24iMK/7qNTcse5MfHoHh+i6qOjhSl/YVliy8oiD8OL+/y3feTSc40e+Nrzsk5jYPNPCQSfc/DxqYZzs4e/N0YZ2V1Rk+ftmXKlB9JSLhDSMgqwsO36aBhvsTPb5gm0aYgMTGRmzdvlStEEBlpRqNGLjRrpi+fdO0aTAmshr3zfC7dyNWLjeveS7GfzpziXOwxqri2I+v0Zqo0dEOVKyPn9nGq1G1F3u1jmNg5k3UoGLlCRbU+Qjwz7dJ+jhyMwqRuW9RqJc79fuZlbBQvnj3CqklnQI39R75IJJoJQq0m5/pBci7sACSi+ruuPuyZC3ewsZZhY/EdjnYnKe0tmpnVoW3bo9Ss6cny5WvFfndxEcQ+pFJo25YyTSve0KABJCQYtk1Lg8ePyz9GeDjUq1ei5aqVAvTzU7FkyQOmTPmRtxVDnzYtiNu3hTyBu7u+tFzbttC8OSxeLHjtQ4eiZ6WlDUuboB1qeL5/N4besNEH3LtzlezER+Q/OK8jG6cv75d5aBljxv3rQwPhAAAgAElEQVRMcqYZzs7OYtxdditGzLUVPrtJ6q55SE3NcOo5wTDHBmQ8usqLxDRc3mlodH74PxFDr2ifbjw1MmIla9ZsESlxqzTqiOLpFcxtq1GclUxK1FxcdDhaQPDGbFp0Rx5/jNE//oRakc327WGM/vEn+vftxXfffUvk9i388ftaFBcj+O23VUgtquuJbixZskKUmStNulSZa5FICvmg4VJQH6O0SSSW1Knjz9vw0H19BxId/Ue5kEShZH8g0dGnGDx4EB4eCqNomLCwrXh49MDPz19TCWg8Nq+NtW/eXBtIELcLZErWmNZvTWTEasb4/WL0Xmr76eqVi2xYs0iMXaaETSZl61TUSPQobzP2L8bOvipF1YXwWNHz2yjyMnHuO0NsIzu0AnmOTK/SWBf1IiRFY/jgvWbkJl8yKB1v0fRdnKtupWa1CIwt++vWnUm9elM0sMhCvX53cRFEkUNDBbheeUiimTMFtah9+wzblkVtrHuMPXsEj1hr2jCO7ipMOzb07fXHl42NGZ6expFRUEKpvGuXgCXXhu/27BEw6aWlDXWt7PP9mzH0ZvXo2mUXM34K4MKFE8h2zaXGcGF+0IbdKMhk8uTperS7V69cFPlZtJZ+WEiKlIlhb+tN/t0zPIw/jbKwD0uDFzFk2ES9WD5Iyui9/6IY+uvEU19uCzQg4JJtmwbZ6RQpio1rhbbxJutcBAMHjCQly1wky9kZtZfIbb0Y+UMATVt+iveA6tRwkLMgaC6tO/YDuoiiG9rY/Ztei4N1AKgNY69OTj15//3fMDFx4m3E0P38RuHmFlYmJPHkSdizR4WJyRZWr15rFDdcEtccxI4dEezZsxeVSs24cQIa5uOPYeBAoWovOrok1u7isgGZhhy0hBnvpzJJjF5uC2RZSAhmto0BQ8ywo9dkAz5qm5Y9yDixgazsLKwU95BFTKOoIBfzWo1EfutqnuNJ3R2Es06uxKZlD2THVgMqbDWJdtt2Ptw9s4UFizfqlY5b2hZRlPcZNaulASU0w9qYsbCKeYGf330x5lu63z09hX4ICBA+a2mJdcUbiooEXLZQKQqTJ0OfPkI4o4bG+WvZUvBq+/QRlIC0x9AqARUV6U+S2hCMEAKzwZDSWH/cCCu03/XqFby83FGp4ODBQzqrtj4olWp69jQcU7omxNAljB5tSm6uHHMNenX+fGjTpuzvlX2+fy+GDkIc/eLF01g2+pDi1Ceo1Sodhk03ihLvsmXrFpF2t6z6FomJKVaNO5USt1iKVZsSDLttG0+yj28Q2Bjru7FieRBOzst49OAW61YHIa1iU/qNKdr/CQ993uxjItZcS4ZjSMDljuzoyjL5PWzbepF39xSHD+1gxuxV4hv4wukIzBq4GXj9JvXbEX9tPwETvkGqkSR/nRWFsX0FObmUtiZNVlOr1jcYlnrDm3rorq7vExb2h4hD1090mnDhgpK+fUEmK8DRsXwBixYtivHx6Y+Pj4Tly+VivHTfPiFWamFhybBhvmKs/ebNjeL3dZnxyiIxsmjegzOnIpk1t7ceZvhF2GSq9pxktLArI2YdarUKi0Ydkabcp+MHjTh1/jxFL+5i1bgTafuWUHPIrwbfkx1dxcABgzlz7hyZCRdFb3z4qKm0bu6qKR33pnnjSFCFid/VpRkuiRnnieiMxYuXcOPGZcLDd5CRUcDkydC7t0CV0L270H7DBgl796opLhaqb7t1E7zq0t5qTg5cvSpouGqTjR07CtTGCoWhAMTMmcILQde0ceqDB001WO+yPfTo6MNGV2h79/7JgQPCKqNHD+2qbRtKpYLnz8uP6deoAcXFkJ+v5e4pZPz4aVy9+gdt2lS8anzbHvrVKxdZt2oBTprkpzGGzeTwaaRmZPIg/iwfd/zEaH1L1uEQrN/7hPxnN0naMgXb1p7Ijq5i2rSZbNkaRtqDWCxbeZJ9fB2oVTj0mqFxNgOJ3rOB06dP4tBrGhnHN5TZBxWW/v+72oN7N/jmm368+OuZuO3qlYt8800/UpIT9dqW0AJMF2kBqn0TXIoWYCUWLs30bkDimhFkX9JR+27TE1lGBidj9uqVAzu6jyMpV07Q/J9ZtzoIO++pOLqPI6MYdkSG8U+apWWDihu9gXl4fE5c3EWcnIbh72+Hu7sEPz8bLl+WsGQJjByp5OLFEi/SmCUmwtWrSoKCFGIYwcSkBKL2669gaiph3LjROkUtJTZvdhG1FLFkbp8q3jfnofp0Dvmnf+fnn0tmpDrv1OWHUT9SkPSY1F3zDI6Ztv9XVIoiqvebQTXP8eRLLYg5dgh5YT7V+/9MNc/xoFaRc3lfqe8tYeCAwYwa7c+kqUEM9ukJlyOZv+A3Gr/XUmznWmey3mSuK8M3ciR6fTBihJw5c/IZO3YMT59uJjg4h6NHhbY3b8Lw4dCjh4SgIDu++GIkVlbWbNki8HqPHWt8Uvz6a0hJEdrExAj/T5woTOZjx+pvHzsWrlzRTzJqwzjNmkFUlIIWLVqVeX+PHz/FV199iUJRQESEnHHjhBg3CAybCxfC2rUlSdkRI+T8+isEBQn9UpYJnrat3jY/Pz+io82Ijzf+HS3R2zgthvMNzdi8smDBLOQS0xIVIs/xFCcniAlRidQEm5buyIsL2b5duPdaqglZhEAvkb1/Ef17+1I9+wEWpiaYVq2F7Ogqxoz2w93Dh8kBQXzbrzdcjqRq1apYNCqhD7FzH0/s9dvYeU8Vxr7E8AWltf/IpOiZM6f0APv1G7Ujatc+Qcnd+X2unNxHk6YdSUnLIjk1k6u3X9C8WRMunz5A/uMr2LTWn4WStk7B1KEm8vS/yL8fi8TEjPRDoVg3+4ycy7vJf3gRiYkpGcc3YNPSnQcXDnHpchyKWs2EwhSpCaa1m/Lg1C7s3UvU0lWlkmOVSXyWt8+6yp9UsdAvha9Z82uqVKnF2yz80H52dHTE3f1zpkyZwMyZP/LyZSrvvntTLA5au1Z4cKVluAWVKWopKSbqBihITv6TggIhhm5nB57uSu7edObJudNiYklrqdsC+bL/UOrUb643NhbODwQTM5x6+htJOqmRpz7DoetwpFJTqrzbgoKnN3DqOUFP5V63oAgAiYSk2+eo36gdsXH3adu2HZ929UZqaqN3j2o7rdBLVm/ZAk2bSnF3Ny4kU726IAYikajo1k3oy1q1BG++dWs4f96SixdP4evbn+nT55Xb3yCEs9av108ovnolTNKDB+u3jY+HVatgwgTIzYVt24QJuU0bITw0ZAgsXXqc/v29SxXtKIiOPkC/fgPw8lLi7y+Mg08+ERKwwcECdXLr1iWFT9qEa/Xqwgrh7t2SbaVt+3ZTOnb0xd39M3THYosWLRg37gA5ORJq1FCJhWyRkWasWWPOxx9/yKxZcwgMnK1XcJSbu7VSSdHS84rSpDbPn9wl9uwxLOq3JfP0JiwbumFerQ62rT31ARMHgzFRK/h2xGTuPJKJSdGnj56Scesww0ZOIqvInn59v0QqL+D5rXN0+PhrPv60B8mpmZy9eE8cU+81bc2VE/vIu3sSM5emmDm6YNXSXfy97LhdzAyYONtY3/3HhVy0CTFdwH70ng1cOH1cjKvKtgXqwcYe3LvB2hULkKvUVP/8e4NzsWvfm4LLu4SkaE4asmNrsG3tSe61A5jZVEWenYLsqLBNHn+M4aOmGoUllabAzD21gYULlxktAX+day4JuRgjojLnbSatymsXHr5DD59eESSuMkUtAp49iuDglUJcsihZb//Nm3Dlyl/YeRvjlvYhLu44w4cPA4R+mjvrBxQqqN6vLOIkH/LunCJx9QhqDphnPCRTClte+OwmubePU2wqFZfUxrjt1epM1MX6KB6hD8onWfLyKpFW07XSULzKQj+1EESt7dsnbNNNMh48aMquXUpUKjXDhgnCESqVwGzo5FRS2JOdrf39BWjHg+CZD0MqVRIZCYcPl2DIS1MS6MrGac3bW/jbGCwxPl5YGaxY0ZbSY1HLxR8auhZ//23IZDk4OtrQuXNn1OqT2NqeMZKY30ZgoDntSun7lA65lE6mawuBDty8LApRvNo8keSIQN75UX/VnbZ/CZbmZsyd/xtt2nbQAzyMGDGKls0EcTft9tbNJ+A/YYJeuwf3brAkaBIL5v9Gy2adcXIOJmzjQq6WYvQEUGQllTmgKpSg+6fs3XqN1FNmCBOgljyp9Gdj+04fXk1e1fqitJxclkjmvkXYflaCB869FYPiYgS/BG3gwb0brAyZA5rS2rJkp1K3TsHBzJy8nFRatGzHlSsX+W6EP4kvnnL82F6cqruSnvqYb771IznTjI87NkWlUrJ0yRxSczIMaHeT146gefMufPPNkEpdV2X2vVvjG+xt9eUEW7Xaj4NDJ0o4r7Wm+3dZnytup0vQlZ6ei729wDHSu7fgxZmbCw+xMevWTUAmVEaCLivrLNev90cufyXuq4xcmGxbIJ936kxGjpR7t45RXFxIcfX3RJnAwmc3SYtehl3bXiI1bu7tGLJj1mJqX53q3+q/cRLXjMC+80BU+dlkxkZQxbUdRU+vC4mvV/exUhfTukNvIXdS342qBS/p0GUovbq/wqV6KFKJfnFAZfugRw9h8i9tiYng729LSspTxo+fQnr6ZkaMUIj7dBOt9vZCvL1uXSGRCsIEOXkyeHh4cPbsWT3iqs2bIwgNza9Qvk34/TuAFdHRx/jqq0F4eSnw8tLHkB84UEIWtm6dEAcfNcrw2hQK6N5dCA8ZS9L6+sL27ZalioSMj9+EhDu4uXU3qDzVWny88crTh89DKCx2FZ+vebP9DOYV2Z4g7LuN1JtXMs9sMZCVy4qLgtuHGfTNaP6M/J3WHfvh2UOggtgZtZd7t44x8ocA7j/JMvqcP7h3g9Ur5lOlYUeqFrxk0tSFhCydx5OEa4Iwj47MYcaJDShyZShzZUbjLv9xHnrv7qGv5RkvCZoE5pZiUYC2TdrBYOza+YgPuVXrnuRfiGDf/uOAPqyw9Nu0PFiS1qzbeJP0NJbm77/7FpOi/7MeugBJHFyKoEu/AGTtWuOQuMREqFJFQF7oUgL07m2IqHBwMOPSpc4GVyYkRT8yTCy18ca6TQlx2vGjWygqLsasgRtOBYmYKtP4S6OWLju2BhNrB/IfxJL/IFYo1T+2BqlEgl1XwzeRTWtPss5GoMiTYd3kI/IfnheQLu80J2mzP43rvauHmMqMDMTe5DfeqZFscCxT0+pUrZpLUlL5k6Yxr1prulA8Xehnbq6xRKugEHXokHCPnj8XkDCBgdOYOfNnnaMKCfTQ0I2vUUBmJZbtBwUpKiQL03rmvXsbXltyshAaMpakNVwZGCtqKvkcEvJ7hTQVxipPS3vopQm4dAuBoHwVIrt2PiTdOcXaFfOxaPyhCIa4fu0S505uxdzVja2bljF+cpA4bywNXsQnXTyZOyuErKwscWWQHhHAVL+vkKtUOnDZaciOriH/3hmBEE5WdgLiPy6GXhZgX2vpkT/RotXntGrzIcmpmTRs9AHXLl+gIOUJBQ8vgsSE9EOhVP10KHl3TpB78ygSExOyj6+jfecvcXSqYRCvn/2vqeQWWWFn5yASgS1b+jMHDuyiqo9xr9+sZiPSrh4l7VUSVrY1/+Ni6AkJd/Dw6GOUoEu3AOT774X/c3KEScXKSphQZs0SvK+JE43HV7XkS5GRprzzjtwgnppf0JjqtQO4fPwIeXdPokJK9pFQWrT6nKK/LpNxI0YkTlMolVT1CcS2jRfpN2KwtzAj+flDil/dx6nXFIpfPcSycSfMneqSeWYLSnkRTmWQuFnUakzu7eNYNexAtR5jKXh4AamVPVXqNKXKuy34K+6wXp5EqZZy7+QZvuqv75nXqeNHy5bbuHPnDhER99i4UXj57dkjFPu4uJQUx2iLg4zFlHULuBwdbWnRogljxhzk5EklCxYYFue0by/QFf/yCyiVrmzZ8jvffutj9J6/XgHZ98yevQAXl2sVEqzFx0OXLkIs38LC8Nq2bhXyBP7+gpc+dKjwv5tbSZ+UVSRUevwOGTKSceMKy70GbaHU11+XbCsdQ9cl4DI2rySFT8Xh02FYN+5E4bObJG//CdRqsZhMYmpOwYu71Bgwj7SrR7l56TxbtqzDsbdAuJV06QB/PXlGXl4+i4JmUOz8HldP7CZfrsKifjts2wkwWLM6zch9FIdzryniGENiQvaF7VTvOwPbtl5kX/iTWT/P+O+Iob+2Z9ysHk7OKzi4ewMnz50j61yEmJ22bvopr1YOoSh2C4sWhRjQAogFLDoQxOvXLukpl5jXEZZQxmh3rVqXrwv47+yhV9bzefJEgL6tXQs7dwqYZgsLjGLTS3txmZkC1CwkxJC0y9p+J10/lVK1WiNR8XzhwmUGxVqO1ZzJc2ykB218vPMXanw1W5ywlTnpZJ2LwGXUenJvx2BZvX65akV27X3Iio3QIJu8yIhZi5Wrm9HVYP7pdcz/RV+c2d7+Ixo2XEB09GH27j1E9+7Qq5dhiXtgINjYGCrq6FppKJ6HR0/69OlNYWEkzZoZD5c2awb9+5vh5NSNrl2/oCxI6+sUkIGVQQ7FmOl65ra2htemLWQqLhbIx4yt2qCioqaSz68rEq01Y7DF8uYV23Y+ZJ7YCGrIPLmRql2Hk3vjMHnxxwXB+aNrcO4zHYnUhKo9/bm9byGOvUucPZs2vbh3cj0P48+Kq7ti2QuBJO7WUVK2TMLRS+B2cRm5RvxdLVzW4eNvxGNJLct+e/3HFRZVRpAi9e4ZkRweYNfuA1w4fYKqpUH+UhNsO3yF9bNYJObO7Izay7zZQrzrTOwVLpyOwKrDl+TePkEKEDDVnxs34sQbkrxlIi9XDkNiZoGkKIevB4ziQPRuUm4dQSEvQp2fzehxM4zqAr5JYdG7NYqxMJjTi6mo8ONNBAjCwyMr9fD+8IMQI/b0hJ9/FuBwFhblY9M9PWH+fAlJSVXYtGkNNjZDDNrdvPMUkBoonmv7Q1us1aS+PX9sDNbTZ6ytI26ifSBsPuiGWqXE2SeAlKi5JG3yx7ZtL2RHV2Fu60jenZNiSEZLwKUN3zVu2ISne4L0luAA2YeD8RtbQKtSyD6JREpCwl0GDx7E3LmFZb7YAgJALhfgicZCMiWaq9+jWzC2f/8BgoPLz33pkqeVdc8rKiDT//18ZLLcSk+e+/YJL/dx44RtiYnCRH7wIPj5abHpQoho+HAhKevuXjK5l10kpH8trysSrbXShUUVzSt27XzIv3uGzFO/6zmEabuDyDi6mmrVnMnX0SV2HhoiflcI16zHpIo1dh5+JdwvrTzJOhdB9YFBpGydasDtopU0tO88ALv2wlyWHbcLZU5qmdf6H+ehV0aQQtcz1hb/lHWjtHS2Jw5t5cLpg2KRUGZmNpLqDfWEDOKfPNE7jk0bYUKwqteaqvkvGD58GPZVHVm7KgiLBm5YZz6hXx/vtxdDz/2f89Ar4/kolcKEpOuNnzhRgmwxlrTr1g06dYL9+025di2OevVqceaM4bFbNK0nKgVV1Dddu3RkWsBEo/qMafsW06njp6TJEkmK/AmzD75AWpCJe4+exJ6LZMy4n3l07xJnr93CvHFnsmIjRAKu5LUj6NfnS3bt3ol9KapkAKs2Xuzat5Xu3ZU6UEJz6tX7mVmzKqYg9vISwlDh4SCTCegPbYJw715hArSwUBMSsgY/Pz8Rq/+65GmCGd7z8grIBM1XU8LCtuLq+j5QWGmUja0t7N9vgoeHO3/8cZrffsvF1FRN586CnJwuU6I2HDd9uvAC0K5cbt0qq0hI/7Ov71eVVs7StdIeelmFQFatvbDRQJNt23qRFRuhJ4ji1Hsasm2B9PfpyZPHD4k1Ngajl1G12whsPig5Ca2j4dh9DKq8DNQSCY6fj9Tbr5U0zI7bhW373hT/dYfMs1uRWtiUea3/cR76kGETRY/MqqUHuac28OVXIzgQvRvZw1gsWvQgK2YdP4ydzo34pwQtnFfGjfIWXwDUfJ+9+3dTvf9MsZzcztSK4sS7OGuoVpPDAzFv0hnU8OqP8di280F2dCUOH3+DmXNdXu5dxPhxo7hz96aY4EjdGlCmjNTreui21rHUq5VkpCflvE0PXYtqMTMTqhTLSmYCREQI23UnLS1dq/HqyBLptLw8Oa6utVEqDSXmoMRDr0zfHD8SxaXLZ3HsPkbcp4UfWjfvxt2HVxkw4Fu2/BFC8bkwOnXx5XPPXrzboAUb1wcjL87DsbdQ4q/laQGwbNWTbTsicCoDHWXdxoek7Sf5c+cTvvpSjaNjN5o2DcXUtAbh4X0qXOF4ewse7IQJsGSJCYcOmZGdXYi1tUCNsG4dSKWFpaTiPqy0V1qZsn0Pjw818m2r8PeP1KBgbPD1/Yq4uG81At7CMSojO7hvHygUJuzYES7KCY4fP4v09LK/p325FRcLRVWBgSCVSrlyRbsyMT5+ExKekJkpY+dOOZ06lc93UzqkpfXQtavyfv2/Ze/eCHFeyTi6imatunLvQiS5d05h29aLjOMbsO/4JclrR2DZ2kusQbFo0YMtm9ejUCqNh2va9CT3xmGsm30mOilp+xZjal+DzNgI1EV5eqyN2slcW4WatHkiyWFTUWQmUb3/zHIrRf/XYIvvvf+Beu3GSACjCBKtGdtXQol7kJ9/nkvrNm5cu5UgxloHDh4rksO/+OsZAYGTyVZKMWv2BbmnNjBx4jR2RkXyMrsYixY9yDi6GqsmnSuEQmac+gNUSixd3Sh4eB5Tp3dx+GgQaXsXYenansLHl6jWayqWdVuJ3+FKJFG7jlTquoztu333Fk1dF4PakE7WzKwWHTpcxdTUDsM4qe7fZX3W/zs6er+et1YWJE1rXl76HhcIYr4zZgiTdmnpNK1poXS3b9/SeOhOBm0k5reQSKQV9tu9mydZtToUqyad9eBdWo4NRcZLJCoFStkLLBp/iEPOE+QKNcOHjeTXX+djWr89xalPqPXtMvFh05papSRpy2Ssmn6Cffs+4mrQspUH1m18RAgkl1dy7dJs3nlnnNifJiY2HDmirhRc0cHBisWLFzBlSiBz5uSX2WczZ1oRF3eakJA1pKeXH/tev94MJ6dhGpRIZcdGefsKSUh4iZtbh3LPcdo0U/bs2UvXrl3E7zk71yM4uHzPPjFReLlFRcHKlSCXu7Nr184yz0mgHBAQWLVry1m7VgjlaTlsSlYZZhoceqbe70nM/uTatWyBL6WBG7VVaaxc+QezZv3E+dgYzOs0xVlayNw5C5g0aSyyjAxsWnkgjz/GBP+phIWHkaWQYvbBF2THrEEqNcHBJ7BMeG1yeCBWTTqLDkNWXBRZsdtELeJqmrmn8NlNUqJ+warxhyL0Vi5LJGXnL1TrMYYq77bg1aYJFL16aBS2+B9Z+m9iYkLXL3oTtesIrdsI6XOp1ISvBwwhatcRvVLsOu/UZXKAplT7SiTfjw7E3cOH1as383mnznA5kmkBM8Uy3bJKzGXH1oBSjnPvaVTzGIepowvKlMekRs3VbPPDtGod5CnPxO/kntqgV5b+uqZWZ9Ok7ndGJ/NatUbQqZN2Mv/7lpDwmMGDv2XOnHyDMv2RI4XJecGCkpLt+HjIzzcUT9ByjGiVd3QtMVHwlH7+WVhet2rVhjFjBpVbBl6ePbh3g9VrQqnefybVPPxADSk7/kXKzjnifQKQVq2NytwSq6ZdSHz5klyHeixc9Av2vQQSLqlZFXIu7xM8o/Ujyb2sQ/fQ1ovs2G1i+bbfD0Op9jIc2dYfSds2mZxjS5GlFNGw4TTs7BwYOnQUCQmPNeGJ8s8/ORmsrc2Ii7vIjRs38PAon4XQw0NOaOiq/7Ey+NLm6tqAsLAwZs60Yt06UxIThZdSYqJQcTptminLlv2qM5kL9jqxdxBIyGJjz5XZVhirg8Wx6ukpjCu5XHgp9Oihjcv3Iy7uIp06WRgc49rV2wbUHYsX/ovLl87g3H8m1fvPIqMYLl48R+SOg/ww6kckj86yIGgp7h4+evQPNnZVMXPtoBcFSF47nKy4KHEc2bTqQc7VEjoJu3Y+mDm9g1XjzihkL0kOFygCUnbOwbRqbQoeXyZp00TkskSUOelIzSwwsakGgKrI+KoW/gMLi163XWWPUV6RUOKaEQBYvPOB+CaVyxJJjZqLY/fRel68Fk3xNgqLqpgn0Ohdv1I9J6VduxPY2HzA3ykYKt2udNGKMVu7VkCmODoK7IgqFSxfXqDneSUmCg/Thg36nrtuCMbTs+yCFICCwho8erEBkJTbbzMCR6Gq1QRHD+OeDAj3RODpaSryb1jUaUbS1qlYv/cJdu19xNWXVClnwMDvOXX6EBnFYNGiB7knN9Cu/cdcvXqRSRPb0fWTw1y4oGbuXGGFooteOXBAiH1LJOZ8/vmnWFufqIQXPYTg4EU4O9clOLj8MIpQ5GNDSsozjYj3t3h4KMqIfa/Bw0NLa1jZsVHevpLPGzeG4ec3EYlESX5+CQGYmZkpZ8+aaUJDn4vfc3Z+v1LXpvXQtcVmCkWa0fOoKIQDglqWk9NQgoMXERv7PnJ5it7+gUPeIdehSaULFKHsZ/bg4VPcvrqfTLlAFpd1fB1WllbkKdSY2juLcoZSE1PsOnwphnpzb8eQFRuBY/cfSdu/GCQSHLoMI+/GYZRKOeqCHNQqBSiKhdVm5ktq+AbxfHFv1Crlf0dh0ZvyoVd0jHIhS228ybkeTeHDCySl/YWT10QBTaHDmV66ZPxtFBapVQWoS41ZMzMnbGx065j/fkk/VNFA0komc2MJzQ4dBN7t0aOHEhc3gZCQEAPYm4uLEAvV9ch0CaoqgjK61PEkIXEELZvVF9vpltnXcJCzJGgSg32HIlEryL8XS+HLB0gkEpz7/ISLAcJlJea13kOZk6avLqNBGJhXr0/2iXXYVKnC0OFTRW57LSwyKCiY1m3ak5fdD/rEpLwAAA76SURBVKsqh0hMFMilFi0yvJaePYVJNTa2mD17jmBuLuC4v/vOMP+g5X+Pi5vA66lE5VFeGbyv70Di4sbh6lq7wnv++vuqkJDwmClTAlm4UGlkNaGge3cFgwcPIy7uopjErQw8UjdxWULOZfw8KgOf9PBQaPRpQzDGtrhk0VRm/7Lhtag7oOxnVquWptVI6Ni+JbP+FcizV0lknPwDE1R8/dV3nDy5nyQt1PHIKmzbeJG2b1EJDPLmYaxbfoHs0AqQSJCaWRjI3pVn/3FJ0ddtV5ljVARZsm3rRe7tGBo3asrTpw9IjZqrN5mDoRxZafjkm5xvFfOXNHrX4HSomPO8vH3G2+kui8tLaEok0KNHF1xda5cJe3Nw0Od40RU/NmZaKOOmsA/x7jeWMxfuoFYLy2Qtl71ZfTf8J44lPS0Fs1pNCFo4B8tGnaDwGorsNKwbdyI9ehk1fIPEWHj6oRCs3/+Uwuc3cBlVouCg+/LNOBjM1wO+x+3Dbpy5cEcck7oc9nfuX+X9+g/Ea/H0FM5Z96WXmSnQIDRoIPB2t2xZAssbNUqgke3evbQX/btm4i18jUSnNdr77+pag+DgBRpoovZe6nrU5d/z19snfNZqglYcGgrWiH0b8ryXttKJy+hoU3x9v6SscV7ZEI6gT1uIMT70qzfuk52djZ2JFZn7FuE8dJk4Lpx6TSXrcAgt2nogtahe4Ty1M2ov8zTl/bPmruXMhTucj7tOWkoKyrwsMDHDwdGZ50m5JL1KxOyd5siOrMKibkvy75/Vg0HmXNlP5qnNSExMMdHRJ9bK3qXtXYRp1VplXvf/99DLgSzplpjbtffh3pFVmFtY4GhEAMOmTU8yY9ahys/Btp33WyksMuahC/Z2SbegighJg4q96cGDRxEXF6eBvW0V+bC1S/8OHQT5tFGjhO9WhqSrZ08Y53eTGTPridevCzkVsv3+mNVuQnHSIxF99GqTP1aN38fx8+8NFIVs2vQk62w4zn1/0vst3ZevMYIvXRNItyxQF+tfS0UoHm0ISQvLmzxZgHdWq2aHr+8A4uK+18ABBasM/E4o8vmat3XP3+QYlfOO5TreMXrjxN1djqenwoC/RatEVHrlYuw8Kq9Pq/Xy9T30a9dg1fLNmNRrT/7D8zj1mS4iSyxd3UiPXoZ1ay+Snp3TW2GD8SJHY5oIa1fME8gANci5zMjpXDq7A4uGHSlOeYLVex/pJUIT14wQi9vy4o9j5lwPu45fivrETj39RUHpV5smlHnd/6c99IogS8n3jpF0u6QSDMDeO6AM6aheFN07S+GV3cgfnTOAT/67e+gCJG0zRUWKCr1pXQ/Mw6MLcXFHCA39Q4S92dtbUVxcxEcfCTjsSqvXZ+bp9ZUu5FQikeLUK4DUPQv1Qid27XzIOheh4aTuQda5CHFCt2vbi/y7p5GnPBORRyCE0LQwMpu2XrzcFquneqQ17XmYmabyXj1hW1aWwEpY6RCSi9CmXz8znJx8CQ7+TaffC8Xv+vkN0/C0VFTk8y3G73/pv/8ZD/31vWPhe7rjZNy4cDIzC0R4ZkiIkIBfv74k/q9duRg7j8rAJ/W9/BIPvYTwraRaM+/2yVJiFYGo1GrSClR6BYrlFTmWVkLDygErHe/aprsfaTt/QZH8GKRS5KlPSQ6fhk0LQT2ratfhZF/aTV78caze/5jsc5GoMxOxbtGDjCMrke1ZQI1hy8vveP5DYYuv066sfVevXKwQsqRWKUgplKAqyAKpiQG8KP1QCDate2Kn4WHIvR2D4kIEgwYNNYBPvsn5qlV3Ucv76/WbmVl1Ond+ovnrzeBnxtolJDzGzc0NhaKAlSvLV5QRknN2pKS80juG7mddJZv9++UGbHfGjjnOz4bd+y+K168LObXpPk6PQhT08bqoIXX3fDAxw75Dfz1mxazYCL2Qi1qlJClsClbvfYy9Wx8N9DCSWXPXGr8P6leoi4UkX9++guft6Fg2yySUsA1qCaFKWAu10BfD+6BLhmaY6DQjLCwMD48uBn2te4zXhaq+7jGcnWtWCoJYMj6MHy8h4TGhocGEh+/Qi/+PG2cs/v/68MmZMy01q8gGxMY2QC4XyNOGDrdAZt0ZR48JYjI0be8ivXCpFtxg33kgXBZgx2D4zC4JmoTMqo5eYjX7wGKsu3yHiU010g8uQ61W4tRzojh21Sol6dGhFCU9wrbFF+Rc3Uc1TfVoyroRdGrblhs3r/O172hQ5hC2ZQMFhYV6NALlwRb/T3roxt6s0wMnc/XqBZw1S6TUrQF0btkK7t8m09QRq04DyIrdpvdWtWnRnezYCIofxmLZ0oPckxvo+MlA3msulKrrxmT/3T10V9fahIWtoWfPIa/pgRk/vq5HplJtZu9eOaMNI1WiHTgArdp2MVjNdOwylOf3j3JbE+fUNd3QyYtVw1ArFTh2G0nujcNiGb/syGos6rbgxYoh/6+984+J+rzj+Otzx296gA2UrVJlo21SZxqrzq5pUstYFq3DabIZbdjS1LjVrWazS5OtS1212WQ21UvJVqe4H5kpVdtubZxUtkWHZToGKiS6NWNqK6MKWEuhc8DBZ3987+CO+/U9CndwPK/kkju+zz334f19vp/v83y+z/N5cH129cjN17VwBdf/tAdnVg59x/ex4bHvhz0P/j30sjKorbXm30dibB7w0ZWb4XvXlmb1VFVVsXnzawGpbhsbN/qlkiVsHdHfj/eY/0jOTmjI1zsOXV9Jya243c944+y+Y6Hi/8F2WG31V95ZPoMsX+4JOctntJc/2mn98dZ+tv2kgY6XOshdPhrG8GFNUd6Na+GKgBE2RF7k6Es74b9KNPf+h+l6dSvXX6/kFm/aiP7L50ZGA8EL2cr514UGnt62m4bGf1KY56B/YCDAmUdjRsbQ/WPm4fYYzVqwnDPNBzn0Si0/3b6FE/W/ofBrO+ltPjyS4Ku3roq1675BXm46Bw7sp7LSHZTg6+PYG88YOliJn2bNyubKlY9iiE+Gr7+kZB5u9wts2vRdliy5lwceCN+jOnLEwYt7H2d2kXUH80/8/4fWJnJCLL33D524FpXTd/Yo/z1ZQ/aCFQwr9DTU4Fq4gt7Thyl9sIz6tw7iafsr6Xcv46O//JLyh8o5Xl9DZaU7aGMCH2Nj6KtWWUnIYk0INbpyM/J5KCm5C7d7J273z71/i2Wv2EjHJqYOK4Xvy1FCQ2Nj4BNvrzXLp5GqKjebNx+KMstntDNbVAQvVvXz3POfDLlMv+foC5Qu/TwtrSd57NtPjYywfcSSdqLnzZ04U9PJKbOGcv4jykhpSCLtS9r7xyqGBsLfTKflwqKPi/9+f+H2GPUtCmo520R9/XFcpetHHo7O/mY1GXPuJnPBlzjxVh1fXVPBa7+rY+Gie6P8cqxk4BlyMdoghYyM4gn+jUAqKh6mtjY1YhmrB7bWdp2jC1Iyqa5ODViQsnevFW/+wVOlI87cx+nmv43s0Rpu9hGK9SB08ZdxpKVz36JF5F9txtN2ktz719F3+jCrVlfwo607qKtr4OurV+I5VcP27bt44smnebZyn43zlsKgJw+wwkYuF7YWDfknhLI0W2NHrilNpHNZXZ3Kli2Z7N+/P+QesZNhi9u9g87O9/B4+ujsvITbvSvotzMzi/G/hlpbs6k/0Uz20keD6sy6p5z2jv/wyqtvBixQDEfL2SZaWhqD6vrfO60M9vcHdBKvH9tH5u2BDvrK7kcDFrKlzv9ixH1Jv/OtTQz1XRs7hBkhYTF0EekC3olacHIpxpk6K61gbsCNbaDz4jDDQ+8CAyC3p9x8q8ORlhn8bVUGr10eVs9AB+C/w0E+0B38hWlBugjziopwZIb4l2/cgPZ2hlU5D/QHl4jIJ0RIA25WxSnCEPC+KldD1yWfcWTclJGSWwhirZDzfHgVZ1YezqxcEGHoxocM9b1PWkGx9b6naxC0FSgEKQS9CPTGaGdERJiTl0d+QUGICc5eurtBFQoKbGk2HdtLugiF2D6X42IydHGN85qOqa7B7stIahopOX5t94P3hnE4HeJw4sjMYai32wqqi/SLMy3DkZ3rGOrpGgZtI7DNjm3Lc1W1IJRBCXPoyYyINKnq4uglZxZGl9AYXUJjdImdGRlyMRgMhmTEOHSDwWBIEoxDnxz2JNqAKYrRJTRGl9AYXWLExNANBoMhSTA9dIPBYEgSjEM3GAyGJME49HEiIstE5G0RaRORoCTqIvKEiJwXkVYR+bOIzE2EnfEmmi5+5b4iIioiM2Zamh1tRGSNt92cE5GX4m1jIrBxLc0RkWMicsZ7PT2UCDunBapqXjG+ACfwb+DTQBrQAswbU6YUyPK+3wgcSLTdU0EXbzkXUA+cAhYn2u6pog1wB3AGmOX9fEui7Z4iuuwBNnrfzwMuJdruqfoyPfTxsQRoU9ULqjoAvAwEJH1Q1WOq6luiewooirONiSCqLl6eBXbgnz82+bGjzQbgZ6p6HUBVO0l+7OiigG/z3FygI472TSuMQx8fs4HLfp/bvX8Lx3qgdlItmhpE1UVE7gFuU9XD8TRsCmCnzdwJ3CkiDSJySkSWxc26xGFHl2eAChFpB44AE7v7dRKRsGyL05xQOTxCzv8UkQpgMbA01PEkI6IuYu0Ntwt4JF4GTSHstJkUrLDLg1gjuhMiMl9VP5hk2xKJHV3WAb9W1edF5D7gt15dhiffvOmF6aGPj3bgNr/PRYQYBorIF4AfAitVdaISFk1louniAuYDx0XkEvA54I0Z8mDUTptpB15X1UFVvQi8jeXgkxk7uqwHDgKo6kmsvLj5cbFummEc+vj4O3CHiHxKRNKAtcAb/gW8oYVfYDnzmRALhSi6qGqPquararGqFmM9W1ipqk2JMTeuRG0zwO+xHqYjIvlYIZgLcbUy/tjR5V2gDEBE7sJy6F1xtXKaYBz6OFBVD/A4cBT4B3BQVc+JyDYRWekt9hxwE3BIRM6KyNhGmnTY1GVGYlObo8A1ETkPHAOeVNVribE4PtjU5XvABhFpAWqAR9Q75cUQiFn6bzAYDEmC6aEbDAZDkmAcusFgMCQJxqEbDAZDkmAcusFgMCQJxqEbDAZDkmAcusFgMCQJxqEbDAZDkvB/TnMUmrjBqgkAAAAASUVORK5CYII=", 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# Load from ex6data3\n", "# You will have X, y, Xval, yval as keys in the dict data\n", @@ -356,7 +462,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -406,15 +512,34 @@ " np.mean(predictions != yval)\n", " \"\"\"\n", " # You need to return the following variables correctly.\n", - " C = 1\n", - " sigma = 0.3\n", + " # C = 1\n", + " # sigma = 0.3\n", "\n", " # ====================== YOUR CODE HERE ======================\n", "\n", - " \n", - " \n", + " C_best = sigma_best = None\n", + " accuracy_best = 0\n", + " C_params = sigma_params = [0.01, 0.03, 0.1, 0.3, 1, 3, 10, 30]\n", + " for C in C_params:\n", + " for sigma in sigma_params:\n", + " # train\n", + " model = utils.svmTrain(X, y, C, gaussianKernel, args=(sigma,))\n", + "\n", + " # eval accuracy on cross validation set\n", + " predictions = utils.svmPredict(model, Xval)\n", + " accuracy = (predictions == yval).sum() / yval.shape[0]\n", + " \n", + " # compare with best candidate\n", + " if accuracy > accuracy_best:\n", + " C_best = C\n", + " sigma_best = sigma\n", + " accuracy_best = accuracy\n", + "\n", + " print(f\"C={C}, sigma={sigma}, Accuracy={accuracy*100:.2f}% (best={accuracy_best*100:.2f}%)\", end=\"\\r\")\n", + "\n", + " print(f\"Optmized values: C={C_best}, sigma={sigma_best}. Accuracy={accuracy*100:.2f}%\")\n", " # ============================================================\n", - " return C, sigma" + " return C_best, sigma_best" ] }, { @@ -426,9 +551,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optmized values: C=1, sigma=0.1. Accuracy=84.00%)\n", + "1 0.1\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# Try different SVM Parameters here\n", "C, sigma = dataset3Params(X, y, Xval, yval)\n", @@ -451,9 +597,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Submitting Solutions | Programming Exercise support-vector-machines\n", + "\n", + " Part Name | Score | Feedback\n", + " --------- | ----- | --------\n", + " Email Feature Extraction | 0 / 25 | Your answer is incorrect.\n", + " Gaussian Kernel | 25 / 25 | Nice work!\n", + " Parameters (C, sigma) for Dataset 3 | 0 / 25 | Your answer is incorrect.\n", + " Email Processing | 0 / 25 | Your answer is incorrect.\n", + " --------------------------------\n", + " | 25 / 100 | \n", + "\n" + ] + } + ], "source": [ "grader[2] = lambda : (C, sigma)\n", "grader.grade()" @@ -555,7 +720,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -654,8 +819,12 @@ "\n", " # Look up the word in the dictionary and add to word_indices if found\n", " # ====================== YOUR CODE HERE ======================\n", - "\n", - " \n", + " try:\n", + " idx = vocabList.index(word)\n", + " word_indices.append(idx)\n", + " except ValueError:\n", + " # Word not in list\n", + " pass\n", "\n", " # =============================================================\n", "\n", @@ -676,9 +845,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------------\n", + "Processed email:\n", + "----------------\n", + "anyon know how much it cost to host a web portal well it depend on how mani visitor your expect thi can be anywher from less than number buck a month to a coupl of dollar number you should checkout httpaddr or perhap amazon ec number if your run someth big to unsubscrib yourself from thi mail list send an email to emailaddr\n", + "-------------\n", + "Word Indices:\n", + "-------------\n", + "[85, 915, 793, 1076, 882, 369, 1698, 789, 1821, 1830, 882, 430, 1170, 793, 1001, 1894, 591, 1675, 237, 161, 88, 687, 944, 1662, 1119, 1061, 1698, 374, 1161, 476, 1119, 1892, 1509, 798, 1181, 1236, 511, 1119, 809, 1894, 1439, 1546, 180, 1698, 1757, 1895, 687, 1675, 991, 960, 1476, 70, 529, 1698, 530]\n" + ] + } + ], "source": [ "# To use an SVM to classify emails into Spam v.s. Non-Spam, you first need\n", "# to convert each email into a vector of features. In this part, you will\n", @@ -708,9 +892,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 45, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Submitting Solutions | Programming Exercise support-vector-machines\n", + "\n", + " Part Name | Score | Feedback\n", + " --------- | ----- | --------\n", + " Email Feature Extraction | 25 / 25 | Nice work!\n", + " Gaussian Kernel | 25 / 25 | Nice work!\n", + " Parameters (C, sigma) for Dataset 3 | 25 / 25 | Nice work!\n", + " Email Processing | 0 / 25 | Your answer is incorrect.\n", + " --------------------------------\n", + " | 75 / 100 | \n", + "\n" + ] + } + ], "source": [ "grader[3] = processEmail\n", "grader.grade()" @@ -738,7 +941,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ @@ -799,7 +1002,7 @@ "\n", " # ===================== YOUR CODE HERE ======================\n", "\n", - " \n", + " x[word_indices] = 1\n", " \n", " # ===========================================================\n", " \n", @@ -815,9 +1018,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 47, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------------\n", + "Processed email:\n", + "----------------\n", + "anyon know how much it cost to host a web portal well it depend on how mani visitor your expect thi can be anywher from less than number buck a month to a coupl of dollar number you should checkout httpaddr or perhap amazon ec number if your run someth big to unsubscrib yourself from thi mail list send an email to emailaddr\n", + "\n", + "Length of feature vector: 1899\n", + "Number of non-zero entries: 45\n" + ] + } + ], "source": [ "# Extract Features\n", "with open(os.path.join('Data', 'emailSample1.txt')) as fid:\n", @@ -840,9 +1057,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 48, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Submitting Solutions | Programming Exercise support-vector-machines\n", + "\n", + " Part Name | Score | Feedback\n", + " --------- | ----- | --------\n", + " Email Feature Extraction | 25 / 25 | Nice work!\n", + " Gaussian Kernel | 25 / 25 | Nice work!\n", + " Parameters (C, sigma) for Dataset 3 | 25 / 25 | Nice work!\n", + " Email Processing | 25 / 25 | Nice work!\n", + " --------------------------------\n", + " | 100 / 100 | \n", + "\n" + ] + } + ], "source": [ "grader[4] = emailFeatures\n", "grader.grade()" @@ -862,9 +1098,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 49, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Linear SVM (Spam Classification)\n", + "This may take 1 to 2 minutes ...\n", + "\n" + ] + } + ], "source": [ "# Load the Spam Email dataset\n", "# You will have X, y in your environment\n", @@ -880,9 +1126,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 50, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: 99.80\n" + ] + } + ], "source": [ "# Compute the training accuracy\n", "p = utils.svmPredict(model, X)\n", @@ -899,9 +1153,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 51, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Evaluating the trained Linear SVM on a test set ...\n", + "Test Accuracy: 98.80\n" + ] + } + ], "source": [ "# Load the test dataset\n", "# You will have Xtest, ytest in your environment\n", @@ -933,9 +1196,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 52, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top predictors of spam:\n", + "word weight \n", + "---- ------\n", + "our 0.50\n", + "click 0.47\n", + "remov 0.42\n", + "guarante 0.39\n", + "visit 0.37\n", + "basenumb 0.35\n", + "dollar 0.32\n", + "will 0.27\n", + "pleas 0.26\n", + "price 0.26\n", + "most 0.26\n", + "lo 0.26\n", + "nbsp 0.26\n", + "ga 0.25\n", + "hour 0.24\n" + ] + } + ], "source": [ "# Sort the weights and obtin the vocabulary list\n", "# NOTE some words have the same weights, \n", @@ -964,9 +1252,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 53, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Processed Data\\emailSample1.txt\n", + "Spam Classification: not spam\n" + ] + } + ], "source": [ "filename = os.path.join('Data', 'emailSample1.txt')\n", "\n", @@ -1021,7 +1319,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.4" + "version": "3.7.6" } }, "nbformat": 4,