{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Inference: Differential Evolution (DE) MCMC\n", "\n", "This example shows you how to perform Bayesian inference on a time series, using [Differential Evolution MCMC](http://pints.readthedocs.io/en/latest/mcmc_samplers/differential_evolution_mcmc.html).\n", "\n", "It follows on from the [first sampling example](./sampling-first-example.ipynb)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running...\n", "Done!\n", "R-hat:\n", "[1.0000056997723095, 1.0059426643574352, 1.0384833256767347]\n" ] }, { "data": { "image/png": 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xxvTKzp072b17d+v8pk2bGD9+fGtlKisri5qaGl588cUel71v3z7Wrl0LwPPPP89FF13UZvkFF1zAhx9+SHFxMQB1dXXs2rWLmpoaKisrufLKK3n44YfZtGlTh2Vfc801PPvss0yePLnHsfWWqg5VVY+qJqlqujvfZeXKdT5QrKqfqWoT8AIwv12e+cAKd/pF4FIREVWtVdUPcCpa7f0D8DM3trCq9sNDjyMqVdZF0Bhj4i7aFqxaEZnVcu+ViMwG6vsuLGOMSRBRDKseSzU1Ndxxxx1UVFTg8/mYNGkSy5YtIyMjg1tuuYXp06eTl5fHnDlzelz21KlTWbFiBbfeeiv5+fncfvvtbZZnZ2ezfPlybrjhBhobGwFYunQpQ4cOZf78+TQ0NKCqPPTQyWMbLVmyhLKyMhYtWgSAz+dj/fr1vdgDPeN2DfwmMEFVfyoiucBoVV3Xzapjgf0R8yVA+7HwW/OoalBEKnFGxu2w0hTxnMifikgh8CmwWFWPdJB3IbAQYNy4cd2E2pX2FSqrYBljTLxFW8H6J+APInLQnR+N003CGGNMDM2ePZu//OUvHS5bunQpS5cuPSn93XffbZ1u6VrYftmePXvweDz8+te/7nL9Sy65hKKiopPyrFvXdX3lySef5Mknn+wyTx95HAjjjGr7U5yu7I8B3dVAO7pnq33tJJo8kXxADvChqv5QRH4IPACc9HgSVV0GLAMoKCiISa1IAY5shSlfjUVxxhhjeinaBw0XicgU4CycE84OVW3u08iMMcaY7s1V1Vki8lcAVT0uItE8DKoEyI2YzwEOdpKnRER8wDCgvIsyy4A64BV3/g8493H1qTa1wHCorzdnjDGmG1E/aBjnamCeu855IoKqPtMnURkTZ49XbG4zv9/j9Ii9OjwpHuEYc8ry8vLYsmVLvMPoC83ugBUKICLZOC1a3SkC8kVkAnAAWAD8fbs8K4GbgLXAtcBq1c5vclJVFZE/AYXAauBSYFtn+Y0xxpyeoqpgicizwJnAJqDl8pgCVsEyxhgTT4/gtBiNFJH7cSpC93a3kntP1WLgDcALPK2qW0VkCbBeVVcCTwHPikgxTsvVgpb1RWQPkA74ReRrwOXuCIT/r7vOw8Ax4Luxe6sdvI8203b/lTHGJIJoW7AKgGldXbkzxhhj+puq/lZENuC0FgnwNVXdHuW6rwGvtUv7ScR0A3BdJ+vmdZK+F7g4quCNMcaclqKtYG0BzgAO9WEsxhhjTI+IyLOq+i1gRwdpxhhjTL+LtoKVBWwTkXVAY0uiql7dJ1EZY4wx0Tk7csa9H2t2nGKJKx2SDaFobj8zxhjTl6KtYN3Xl0EYY0yienzT4zEtb9HMRd3muf/++3nuuefwer14PB6eeOIJ5s5t/4im2CksLOSBBx6goKCg12X88Y9/5N5778Xj8eDz+Xj44YdPepBxLInIj4AfAykiUsWJwfSacIc/Hwxa3rQqIII9B8sYY+Iv2mHa3xOR8UC+qr4tIqk4NwUbY4yJobVr17Jq1So2btxIIBCgtLSUpqameIfVrUsvvZSrr74aEWHz5s383d/9HTt27Oh+xV5S1Z8BPxORn6lq/z4NOuHoiX/tVmljjIk7TzSZROQW4EXgCTdpLPBqFOvtEZFPRGSTiKx300aIyFsistv9O9xNFxF5RESKRWSziMyKKOcmN/9uEbmpp2/SGGMGikOHDpGVlUUgEAAgKyuLMWPGALBkyRLmzJnDOeecw8KFC2kZd6iwsJA777yTiy++mKlTp1JUVMQ111xDfn4+99xzD+A8aHjKlCncdNNNzJgxg2uvvZa6urqTtv/mm29y4YUXMmvWLK677jpqamoAuPvuu5k2bRozZszgrrvuOmm9tLQ0RJz2lNra2tbpfvAvInKjiNwLICK5InJ+f2083iJHDgyGobSmkXDYKlnGGBNPUVWwgO8D84AqAFXdDYyMct0vqupMVW3pe3I38I6q5gPvuPMAXwHy3ddC4FfgVMiAfwXmAucD/9pSKTPGmNPN5Zdfzv79+5k8eTKLFi3ivffea122ePFiioqK2LJlC/X19axatap1md/v5/333+e2225j/vz5PPbYY2zZsoXly5dTVlYGwM6dO1m4cCGbN28mPT2dxx9v2/2xtLSUpUuX8vbbb7Nx40YKCgp48MEHKS8v55VXXmHr1q1s3ry5tdLW3iuvvMKUKVP46le/ytNPP90He6dDjwEXcuIZVjVu2qCz73g9Ow9Xs//4yRVnY4wx/SfaClajqrb2UXGfaN/bS2TzgRXu9ArgaxHpz6jjIyBDREYDXwbeUtVyVT0OvAVc0cttG2NMQktLS2PDhg0sW7aM7Oxsrr/+epYvXw7AmjVrmDt3LtOnT2f16tVs3bq1db2rr3bGHJo+fTpnn302o0ePJhAIMHHiRPbv3w9Abm4u8+bNA+DGG2/kgw8+aLPtjz76iG3btjFv3jxmzpzJihUr2Lt3L+np6SQnJ3PzzTfz8ssvk5qa2mHsX//619mxYwevvvoq997b7aOoYmWuqn4faABwzxP+/tp4vEU2FNY1hQAlaC1YxhgTV9EOcvGeiLTcTHwZsAj4UxTrKfCmiCjwhKouA0ap6iEAVT0kIi0tYWOB/RHrlrhpnaUbY8xpyev1UlhYSGFhIdOnT2fFihUsWLCARYsWsX79enJzc7nvvvtoaGhoXaelS6HH42mdbpkPBoMAJ3Xbaz+vqlx22WU8//zzJ8W0bt063nnnHV544QUeffRRVq9e3Wn8F198MZ9++imlpaVkZWX1fAf0TLM7cqACiEg2MCiH0gsqCMq+sjrOzE6LdzjGGDNoRduCdTfOE+k/AW7FeTBjx31E2pqnqrNwuv99X0S6evhiRx32tYv0tiuLLBSR9SKy/tixY1GEZowxiWfnzp3s3r27dX7Tpk2MHz++tTKVlZVFTU0NL774Yo/L3rdvH2vXrgXg+eefP2mUvwsuuIAPP/yQ4uJiAOrq6ti1axc1NTVUVlZy5ZVX8vDDD7Np06aTyi4uLm69J2zjxo00NTWRmZnZ4xh74RHgFWCkiNwPfAD87/7YcKKpbwqDKpv2V8Q7FGOMGdSiHUUwDPzGfUVNVQ+6f4+KyCs491AdEZHRbuvVaOCom70EyI1YPQc46KYXtkt/t4NtLcMdmregoMD6RxhjYiKaYdVjqaamhjvuuIOKigp8Ph+TJk1i2bJlZGRkcMsttzB9+nTy8vKYM2dOj8ueOnUqK1as4NZbbyU/P5/bb7+9zfLs7GyWL1/ODTfcQGOj88jDpUuXMnToUObPn09DQwOqykMPPXRS2S+99BLPPPMMSUlJpKSk8Lvf/a5fBrpQ1d+KyAbgUpwLcl9T1e19vuFEoa3/YEO0G2NMYhCNYkhXEfmcDr65VXViF+sMATyqWu1OvwUswTkJlqnqz0XkbmCEqv6ziHwVWAxciTOgxSOqer47yMUGoGVUwY3AbFUt72zbBQUFun79+m7flzGdefyVG9rM76+oB+Dq8CQ+GrewNf3Oyyb3a1ym723fvp2pU6fGO4yY27NnD1dddRVbtmyJaxwd7V8R2RAxEFKPuQMf5RJx0VBVN/Y6yH52Kueslbtf508b3yZf9zGBc8mpreSjcbfYd5MxxvSBaM9X0d6DFVlQMnAdMKKbdUYBr7hXMH3Ac6r63yJSBPxeRL4H7HPLAqfb4ZVAMVAHfBdAVctF5KdAkZtvSVeVK2OMMYOHe374DvApbZtyLolXTPGi9qBhY4xJCNF2ESxrl/SwiHwA/KSLdT4Dzu2krEs7SFec4eA7KutpoN/G/DXGmNNNXl5e3Fuv+sjfAWdGjnQ72EhLnaqlR6Y9bNgYY+IqqgpW5EN/cQbGKACG9klExhgTZ6ranw/KHTSi6ZLeC1uADE7czzu4yIl9GgI+5Th1IevkYYwx8RRtF8FfRkwHgT04Vw2NMea0kpycTFlZGZmZmVbJiiFVpaysjOTk5FgX/TPgryKyBWiM2N7Vsd5QoivVKg56yiipewvn2cvGGGPiIdougl/s60CMMSYR5OTkUFJSgj3uIfaSk5PJycmJdbErgF/gPEZkUD7/qkXYvf9KUKqbqknxpeARDx6J9oksxhhjYiHaLoI/7Gq5qj4Ym3CMMSa+kpKSmDBhQrzDMNErVdVHerOiiFwB/AfgBZ5U1Z+3Wx4AngFmA2XA9aq6R0QygReBOcByVV0csc67wGig3k26XFX7pftiOGKAi198+GuyfRPYV7ebOaPnsGDGl2gMhqioa2ZYShLJ2gC+FPA4la+W7puKsmHXSkJNNWQPP5M0bzKjsqZCUhQtj8FGCDWBeMA/pNNsqtp6m1hIlaZgmCGB6DrUqCrNIUVVaQo3saN8O6FwiPHDchidNjqqMlrKCWuYMGFQ5337vf42ecobyqlsrGyd94qXMWlj8Hmi7fzT1raDVRQfqyHZ52HepCyGBHyEwkpz6MR1gYDPc0ot542hRkqq9sOBDdBcjwgcFuHokGFcMPoCzhhyxonMNcegrgxGTol+AxX7YOfr0FQL2WdBaibhkdMIqVJV30x5bTNhoIlkpo3NwOuJeC+1ZdBc13G5vmRIy+5wUW1jkPDxz/HUlhIaM5shgaS25XYjGA4iCF6PN/r32QeagmFEIMl74oLH0ep6jlRX4vV4KDlez5j0oZwxbAip/raxJnk9bdYDKKtppLYxRGaaHxEoOV7f+rnyeWCCHMaTeWbrZ7wjYQ0T1jDlNUGK9hxnTEYy540b3ro8FFY+L60hGD7x3TJyaDIjhrT9rITCyo7DVQjC5FFpHKxoIKRKcpKHgxUNbY7x0cOSGTcilZYiG4MN+Lzekz5/3drxGlSWONNjZ0PObAg1O99B/iFweAsc+h/wp0LWZMjMB18Pt3EKejKK4BxgpTv/t8D7wP6+CMoYY4yJ0gYR+RnO+Smyi2CXw7SLiBd4DLgM53mLRSKyUlW3RWT7HnBcVSeJyAKclrLrgQbgXuAc99XeN1W1X58VosCwVD9H6wBVmvauoyG8nmRPI1sOfczrn61mW1UZMxlHhcdHamAvwYwJNI11nqe2tfyvTkGhZlIPO6H7fR68Inx36DQ441zWHPJTKcPIrtrKgeAB9oaOkDU0wBC/FwkMxXP8M6obgoyVNHYlzWLomInkDE9hX9U+dpbtax2EQ45/jr/xOHX+zNYfhLkjUhieEuCijHM4XApVoRoqtYrsYT5KGo/S0BzmaHUDodpSwuFmwnio8Y8ktfk4gVA1AAWjLgYRhiZlUpk5E0Xw+is4UHWM5PBQmoP1fFr7CYoSOdqiv6kCRThjdD75wycyasho5PhnfLhnFYpQG/TQEHTyBySJUd7h1GoDXryM9GYQkCQyMmYR8g8nqeEoofJ97Gk+TFm4kim+8a3bqW92fmQ2AJv3p5CXlcqHxeWEI+5NzBmewoycYagq5bXNNIeUo9UNlDXW8mnwIAo0JaXTnOTcBu8R+OqZBYwIDEN9Kbx5dB0l5Z8y4vgn1IeEUCgEGqZy1PkcPxpisjcDz5G1DAlVkuT1IihV53yLo9VNbDu+nYqmUhSoaWiivjmEU/VURqYHSE7yUHFgF2mNh5mh2fh27eKA1HDYU0tYtXWPTtRhpGgSO6dcSlpKwBl0pbGK5MMbUVUOVzkPTU/1+6huCOIRGJUeoFG9qPhAoDQ5g+K6QOt+OaPaGaCnIiWXimHjOD9vDAXZ5/PpwQ/56ND/OPsCDwXp55GZdGKQ6z0N+9hU/QkePKR5h+AVD97mGjyhRkJJaQT8IyhIPw9PqBF//VHUrYQJbStwIQ1xKHyUz4/X8bkMZeRwZ7nf48fvOXHxoSncxOGGg4i75wQh0z+SEf5sPj9WA8CMsSM4Oy2J7P1/4d8P7aQ2qe0D2c9KOptmbyoHgnupDVfhFsaEND9zfIqnqZq91dAQDAGQgp+g23gfkmSqk8cSbjqANJWQhIe0tKGIfwjlldUke8Pkzvh/8KWOYJwvjT8f/ghBGR6aTO3xbKp2HWH39t0cqqthhCeNaSkxxMIPAAAgAElEQVTj2F9WRwXVHA4fo1TLyQlk8qXx49hxqIrGYIgwSm1j0L1Io7znfrqavKk0+tJRlOTmCs5oOMBQApQifOK+131UsleOk5nqJ8Xrwyse/F4PdRok3RMAlID4GBlMY1PVMdQXZlR6MsN8Q8jDhwaGQagRGo8Trj5A1ba3nf+5sdOoPvJXFMjw+Bm3dz3NOeej4mNkznmkDx9DX4v2OVhvAt9Q1Wp3fijwB1W9oo/j6xV7DpY5VfYcLGP6z6k8B0tE1nSQrKra5TDtInIhcJ+qftmd/5G74s8i8rzh5lkrIj7gMJDtjnqLiHwHKOigBeuunlSwTu05WK+xasPbnMl+soecxe7SEyNFnj1+Kvsrj1FdUQpAvS+DYWFoDFe05mn2JJMUdn7wZmsqIzSZnR5nkIyzwiPY6SknWX2tPzd9XiElycvxYJA6TWI0Q/GHnFaJJkLs9aeS2nwc6aC35jmezNaL6X6vl2Sfh6aQUlHfxBHqqPc20RQ++TeJV2B8eBgehAZCHPbWkOZ3rg8PFT9pDQG2azne1t/Ezi/SJvwEPQE8GiQpXE/A6yEZH+NJB8DT8jNaYX+ohlKpJyzOD2yPOj9ex3vGMlqd1rhd3iM04aTX0XwivnATgpBGkrN1gdokLx21saQl+zhW3Ugo4rdXwOshNeCjtjFIUyhMZ4PtB3xessInfvw3BsOU09AmT21SFkkIlzcmU5z5RT5t+Ijk+l2oeBmjyRyh1n0HHUvyCOMkHQF8IgwJ+CiraaJlq42EqPDXUzfmQtAQjZVHaGoOMSHpTPyBIHVJx0iqKeFYZXWH5Vck5xJ0KyRJXqE5pHg0yIj6z5397u60sEKK+vAgpKf4WltvKuubqQyfGDDUq0IyPkaQTIl0vM0k9TCSVILt9uox6ghL2zRFUPF0uP9bjomWMtPFTz3BDrc5mjR8eNgtJwac6eDQBuCM5BS+MOQMtjWWU6r1hCIy+sRDPhn8pe5I63YBGpKGgTeJjLQkwm7+pGA1ydJMKKwcq3GuNQW8I0jSEEmhhtb3FPQGqNLa1vfj8wjBsOJTD6NI5YDUEBYf6h5nIjA6PQVEqKxvprYpSMtnTBCSk7wggkcgFHZah33hBgI+L5UNzudkdHoyXo9wlAzK65x9lpHiJxRWqhubyfGMdlqTgWqtpVqdyqgXL6GII9aLl7AGGdLsfKdVBUaTFKonJXjiO607XzvvFubO/GrU+duL9XOwxgGRQ+A2AXm9iMuYAW2lp5iSqt+1zj++ybnytGjmoniFZMygdgr3CI+lbS+MEpyH3HeYR1WDIlIJZAKl3ZT9nyISAl4ClmoHVzJFZCGwEGDcuHG9egPtacTPwrRRE6jOGMOwtEymZDcQyBhHhddHZrAZ3buWHF8aE2UYGkgHr59Q5lmtXdM+rNxOXXUls2prSAvkUpN9LhJuxl93mOzwMTz+IZBTQM7QM/GEsmluqAcNgXjx+JNIqd/Bpv1/JS8tm5GBDABSfUmkJ0d0z8meAqlOS8OuI9VsP1RFQ6iGquYyGsJlnJMzlHDDWJqak/BJEl6Pj2EpfqaNTies9fhCjQQ8SSAemg99Qtn210ibeCHHR00lvP9jCDVRX11GTW09x6oaaR7SwLCx+eQNGcP4VLebXFMNVOyHlOGUNfvYU3WQulAj6d4UtHwHgVEFeMdfBsCYjBTmR3Rj3Fq2lYZgA1NHTOXjz9+kOaIrIYGhNHqT8Hl8jE8/0YLVoqq+mYo654eniDBmWDJer1BW08Teslo8Ing8LctSEIFhyUkMTxlGji8N6p0f7aqw/vAejjdW420oI/mY0y5wBkNJHTGE3Cmz+W52Ib7D63np0F84HqxhjH8oZwzP50zPKJKObMJT4/Rebcq9kCF+L2NSR5DiDZwU7/7jdXg8kD88iX3hGtaFqkjzp3Hh6JsZkjSEZJ9TaQqGg4RCTdTsXEOjfzgkZyAieEQQ/xBIHU6SV0h1K8ihsPLqxgOEqg5y3vBG8qeeC021eI9/zp6G4Ywdm0NKklsrDzXTeKyYneVHKK47QKj+GN7mOsZP/Ftmjz+b4srPqWiqOml/j0rJJjetXYuFx0dTUy3bKnYR1jAc3+vUGc4416lRtNMQDHG8GkbVhknyhJkxJiOqrpyqSkjdikNjkFf/WsKw9DBlnj2EPH6yRuTytcmX4PN4KFClsqmScFOt0yoDpCcNxefxklu6E2lKZ9SRTXiaqqmeej25o7KpDVZS21xLVkoWPo+Pvcc/pby+lMrjwxg/fBj5OblQsh4+WwOjz+PzsjqC1cc4FCxnX3Mplf6pZHhHsrdpF77kBpq9QoY3nUsmXMbBuk+paqzD7/NQ1niAqSOm8tcj26k8XsOM4RczMmUkc8/MJNnna9PiJyJOV73GGirqmvF5PCQHlNJgHeUNsPVQNeNHpDAu07lw4QkPIdU3DIDjdU00NAcprtxKim8I44ZOpDncxLH6wwxLScIbyqIx1EzdnlcZVfE5tWd9k7DXj7/mMADNgQzO+PQPiIAfH83J6ewfPo7AsS1oIJ2wfwgTz5zX7f9bLETbgvUvOKMGvoJzYeXrwO9V9X/3bXi9Yy1Y5lR11oIFUJI+u3X6wjOtgmXMqTqVFix3/a8CZwOtfXVUdUk361wHfFlVb3bnvwWcr6p3ROTZ6uYpcec/dfOUufPf4eQWrLGqesDt6fES8F+q+kxXscSqBWvEkMl8VroVgMkzv8MZGQH8Hj8X51xMkjfpxEpNdc6PyKSUzgsOh6C+ApKHgbd39xyZxFHTVENVk3OPTHZqtnMfWbAJyophSHan9z+Z2AqFtUf3jyWaplATdc11DAsMS9xRdj97F/audY7pqfNjfmzHtAVLVe8XkdeBv3GTvquqfz2VAI0xxphTJSK/BlKBLwJPAtcC66JYtQTIjZjPAQ52kqfE7SI4DOjyIVOqesD9Wy0izwHn4wyU0TcifuO0XC5ND/i4ZML5jM/o5D4Df2r35Xq8MCSz+3xmQEjzp5HmT2ub6PPDqGnxCWiQGsiVKwC/19/zwSj628RC5xVnPRm7NRWoUtX/wDnZ2DBbxhhj4u0LqvptnMEo/g3nAVC53awDUATki8gEEfEDCzgxkFOLlcBN7vS1wOqOuvu1EBGfiGS500nAVTgPQu4XB4PleASGZY0mxW+tTsYYEy/RDtP+rzgjCZ4F/CeQBPwX0D8dGY0xxpiOtdzlXyciY3CGU+/2AqB7T9Vi4A2cYdqfVtWtIrIEWK+qK4GngGdFpBin5WpBy/oisgdIB/wi8jXgcmAv8IZbufICbwO/ic3b7NpwCVDXUvUTD0OSOh8m3RhjTN+K9hLX14HzgI0AqnrQ7V9ujDHGxNOfRCQD+Hecc5QSZaVGVV8DXmuX9pOI6Qbguk7Wzeuk2NmdpPcNVQRlhi+LI54QQeDGMy6yCpYxxsRRtBWsJlVVEWkZmta+uY0xxsSViHiAd1S1AnhJRFYByapa2c2qpzVf5IAWxhhj+l2092D9XkSeADJE5Bb6sduDMcYY0xFVDQO/jJhvHNyVq5Yn+fbk9mpjjDGxFu0ogg+IyGVAFc59WD9R1bf6NDJjjDGme2+KyDeAl7sagOJ0deLZV+I8GAkQ92G5xhhj4qPbCpY439RvqOqXAKtUGWOMSSQ/BIYAQRFpwGnGUVVNj29Y/aTNqM+KAGItWMYYE1fdfguraghndKZhPSlYRHJFZI2IbBeRrSLyAzf9PhE5ICKb3NeVEev8SESKRWSniHw5Iv0KN61YRO7uSRzGGGNOX6o6VFU9qupX1XR3fnBUroBkbwBw6llB/3Aafen2bCNjjImzaAe5aAA+EZG3gNqWRFX9xy7WCQL/S1U3uiMObnDXB3hIVR+IzCwi03CGwD0bGAO8LSKT3cWPAZfhPPSxSERWquq2KGM3xhhzGhOR4UA+kNySpqrvxy+i/jN7VAFFvh0k1++nIslPddpkSBsV77CMMWZQi7aC9f+7r6ip6iHgkDtdLSLbgbFdrDIfeEFVG4HP3eeOnO8uK1bVzwBE5AU3r1WwjDFmkBORm4EfADnAJuACYC1wSTzj6i8jkjOYOWwKjdX7aAyGSUsNxDskY4wZ9LqsYInIOFXdp6orTmUjIpKH8xytj3EeTrxYRL4NrMdp5TqOU/n6KGK1Ek5UyPa3S5/bwTYWAgsBxo0bdyrhGmOMGTh+AMwBPlLVL4rIFODf4hxTv/F4hKtmjAHfCCrGTKa4/gheG+TCGGPiqrt7sF5tmRCRl3qzARFJA14C/klVq4BfAWcCM3FauFqG2JUOVtcu0tsmqC5T1QJVLcjOzu5NqMYYYwaeBveBwIhIQFV34Ix2OzhUHYJtKwG4ZOzf8M2p3yTJnoNljDFx1V0XwcjKzcSeFi4iSTiVq9+q6ssAqnokYvlvgFXubAmQG7F6DnDQne4s3RhjzOBWIiIZOBcE3xKR4wymc0T5Z87fERPxpYxgmDfanv/GGGP6SnffxNrJdLdERICngO2q+mBE+mj3/iyArwNb3OmVwHMi8iDOIBf5wDqcSl6+iEwADuAMhPH3PYnFGGPM6UlVv+5O3icia4BhwH/HMaT4mH4teKxroDHGJILuKljnikgVTiUnxZ2G6J4zMg/4Fs7og5vctB8DN4jITJwK2x7gVpzCtorI73EGrwgC33eHiEdEFgNvAF7gaVXd2rO3aUzs5FRtODHzeYrz93il8/eLP+r/gIwZhEQkGbgNmAR8Ajylqu/FNypjjDGmmwqWqvb6cpiqfkDH90+91sU69wP3d5D+WlfrGWOMGXRWAM3An4GvANNwBrwYpDo63RpjjIkH66xtjDFmIJqmqtMBROQpnC7lxhhjTNx1N4qgMcYYk4iaWyZUNRjPQOKrR7dHG2OM6QfWgmWMMWYgOrfdfcEpEfcMd3ePsDHGGNNnrAXLGGPMgKOqXlVNd19DVdUXMR1V5UpErhCRnSJSLCJ3d7A8ICK/c5d/LCJ5bnqmiKwRkRoRebSTsleKyJaOlhljjDm9WQXLGGPMoCMiXuAxTgyQcYOITGuX7XvAcVWdBDwE/MJNbwDuBe7qpOxrgJq+iNsYY0ziswqWMcaYweh8oFhVP1PVJuAFYH67PPNxRisEeBG4VEREVWvdkXIb2hcqImnAD4GlfRd6B8RGETTGmERhFSxjjDGD0Vhgf8R8iZvWYR53II1KILObcn8K/BKo6yqTiCwUkfUisv7YsWM9idsYY0yCswqWMcaYwaijJp/2Q/JFk+dEZpGZwCRVfaW7javqMlUtUNWC7Ozs7rJ3VVDv1zXGGNMnrIJljDFmMCoBciPmc4CDneURER8wDCjvoswLgdkisgf4AJgsIu/GKF5jjDEDhFWwjDHGDEZFQL6ITBARP7AAWNkuz0rgJnf6WmC1audNRqr6K1Udo6p5wEXALlUtjHnkxhhjEpo9B8sYY8ygo6pBEVkMvAF4gadVdauILAHWq+pK4CngWREpxmm5WtCyvttKlQ74ReRrwOWquq2/30crG+TCGGMShlWwjDHGDEqq+hrwWru0n0RMNwDXdbJuXjdl7wHOOeUgjTHGDDhWwTImwkNv7QLgaEV9nCMxxpho2CAXxhiTaOweLGOMMcYYY4yJEatgGWOMMcYYY0yMDJgKlohcISI7RaRYRO6OdzzGGGOMMcYY096AqGCJiBd4DPgKMA24QUSmxTcqY4wxJgHYCILGGJNQBkQFCzgfKFbVz1S1CXgBmB/nmIwxxhhjjDGmDenimYkJQ0SuBa5Q1Zvd+W8Bc1V1cUSehcBCd/YsYOcpbjYLKD3FMvqTxdu3LN6+ZfH2nYEQ63hVzY53EPEiIseAvadQxED4P+4vti8cth8cth8cth9OONV9EdX5aqAM095R/4c2NUNVXQYsi9kGRdarakGsyutrFm/fsnj7lsXbdwZSrIPVqVYu7f/4BNsXDtsPDtsPDtsPJ/TXvhgoXQRLgNyI+RzgYJxiMcYYY4wxxpgODZQKVhGQLyITRMQPLABWxjkmY4wxxhhjjGljQHQRVNWgiCwG3gC8wNOqurWPNxuz7ob9xOLtWxZv37J4+85AitX0jv0fn2D7wmH7wWH7wWH74YR+2RcDYpALY4wxxhhjjBkIBkoXQWOMMcYYY4xJeFbBMsYYY4wxxpgYOW0rWCJyhYjsFJFiEbm7g+UBEfmdu/xjEclz0zNFZI2I1IjIo+3W+W8R+R8R2SoivxYRr5t+n4gcEJFN7uvKRIg3Yt2VIrIlYn6EiLwlIrvdv8MTPN6E3L8i8q5bZktcI7sqK4Hj/Y6IHItIvzlB4vWLyDIR2SUiO0TkG12VlcDxJtz+FZGhEfFsEpFSEXm4q7JMYuru2BjoRCTXPYa3i3Pu/YGb3uF5TByPuPtjs4jMiijrJjf/bhG5KV7v6VSIiFdE/ioiq9z5Ce7ndLf7ufW76Z1+jkXkR276ThH5cnzeSe+JSIaIvOh+z24XkQsH4/EgIne6n4ktIvK8iCQPluNBRJ4WkaMSxW/b3hwDIjJbRD5x13lERDp6XFTXVPW0e+EMhPEpMBHwA/8DTGuXZxHwa3d6AfA7d3oIcBFwG/Bou3XS3b8CvAQscOfvA+5KtHjd5dcAzwFbItL+D3C3O3038IsEjzch9y/wLlDQwfY6LCuB4/1OR/8XCRDvvwFL3WkPkJXg+7ezeBNy/7ZbfwNwcSz2r7367xXNsTHQX8BoYJY7PRTYBUyjk/MYcCXwOs55+gLgYzd9BPCZ+3e4Oz083u+vF/vjhzjnyFXu/O858Vvk18Dt7nRn3wnT3OMkAExwjx9vvN9XD/fBCuBmd9oPZAy24wEYC3wOpEQcB98ZLMcDcDEwiyh+2/bmGADWARe667wOfKWnMZ6uLVjnA8Wq+pmqNgEvAPPb5ZmP8yEFeBG4VEREVWtV9QOgoX2hqlrlTvpwPtSxGiGkT+IVkTScL+OlXZS1Avhagsd7qvok3i50WFYCx3uq+irefwB+BqCqYVVtefJ6ou7fzuI9VX16PIhIPjAS+HNXZcXmrZgYi+bYGNBU9ZCqbnSnq4HtOD8uOzuPzQeeUcdHQIaIjAa+DLylquWqehx4C7iiH9/KKRORHOCrwJPuvACX4HxO4eT90NHneD7wgqo2qurnQDHOcTQgiEg6zo/rpwBUtUlVKxiExwPOb9EUEfEBqcAhBsnxoKrvA+XtkmNyDLjL0lV1rTq1rWfo+e/k07aCNRbYHzFf4qZ1mEdVg0AlkNldwSLyBnAUqObEQQyw2G16fFp63uWur+L9KfBLoK5d+ihVPeSWdQjnx1UixwuJuX8B/lOcLlb3RvwI7W1Z8YoX4Bvu/n1RRHI7Xbuf4hWRDHfypyKyUUT+ICKjelNWAsQLCbZ/27kB52pmywWjU92/pv9Ec2ycNtxuTecBH9P5eayzfXI67KuHgX8Gwu58JlDhfk6h7Xvq7HM80PfDROAYzrnsryLypIgMYZAdD6p6AHgA2IdTsarE6Ykw2I6HSLE6Bsa60+3Te+R0rWB1dLW1fWtTNHlOzqD6ZZwuCwGcKwUAvwLOBGbiHOi/jDrS6GPpUbwiMhOYpKqv9DCWaPR3vAm3f13fVNXpwN+4r2+dQlk9jSWW8f4JyFPVGcDbnLgCFK2+iNcH5AAfquosYC3OyaQ3ZbXX3/Em4v6NtAB4PkZlmf41aP6v3B4OLwH/FNGbpMOsHaRpF+kDgohcBRxV1Q2RyR1k1W6WDej9gPNdOwv4laqeB9TidAfrzGm5H9wLzfNxuvWNwekO/pUOsp7ux0M0evreY7JPTtcKVgkQeZU4BzjYWR63eXUYJzc3dkhVG4CVuF0xVPWIqoZUNQz8hp43r/ZFvBcCs0VkD/ABMFlE3nWXHXGbQHH/Hk3keBN0/7ZcQWrptvJcRFy9PrbiEa+qlqlqo5vtN8DsHsTaV/GW4bRktlS4/4BzUu1NWXGNN0H3L27ecwFfux9tp7p/Tf+J5tgY8EQkCady9VtVfdlN7uw81tk+Gej7ah5wtXuOfAHnAu/DON2dfG6eyPfU2ed4oO+HEqBEVT9251/E+a4dbMfDl4DPVfWYqjYDLwNfYPAdD5FidQyUuNPt03vkdK1gFQH54oym4se5QruyXZ6VQMuIIdcCqyO6yJxERNIi/uN8ODfN7XDnR0dk/Tqw5eQS+jdeVf2Vqo5R1Tycm9x3qWphB2XdBPwxkeNNxP0rIj4RyXKnk4CrIuLqUVnxjrfd/r0a5x6HnuiL40FxWn4K3aRLgW29KSve8Sbi/o1wA21br06lLNP/ojk2BjS3K/NTwHZVfTBiUWfnsZXAt8VxAVDpdhd6A7hcRIa7V/8vd9MGBFX9karmuOfIBTify28Ca3A+p3Dyfujoc7wSWCDOqHITgHycG/oHBFU9DOwXkbPcpJbv2kF1POB0DbxARFLdz0jLfhhUx0M7MTkG3GXVInKBu2+/Tc9/J5+eowjqiVFDduGMiPIvbtoS4Gp3OhnnKnMxzsE0MWLdPTg1+xqcmuw0YBTOyWwzsBX4/3Cu/AI8C3ziLlsJjI53vO3KzqPtSCuZwDvAbvfviASPN+H2L05z/IaI4+E/cEfe6aqsBI33Z27a/+B8OU+Jd7xu+njgfTfmd4Bxibp/u4k3Ifevu+yz9vHEYv/aq/9eHR0bp9ML54Kbup+rTe7rSjo5j+F073nM3R+fEDFyKs5ANMXu67vxfm+nsE8KOTGK4ET3c1rsfm4DbnpX3wn/4u6fnfRidLR4v3BuF1jvHhOv4owAN+iOB5yRa3fgXCx9FufWlUFxPOBcGDwENLvnte/F8hgACtz9+inwKCA9jVHcgowxxhhjjDHGnKLTtYugMcYYY4wxxvQ7q2AZY4wxxhhjTIxYBcsYY4wxxhhjYsQqWMYYY4wxxhgTI1bBMsYYY4wxxpgYsQqWMb0gIiER2SQiW0TkDyKSGu+YAETkxzEo4zoR2SoiYREpiEVcxhhjEpuI1Lh/80Tk72Nc9o/bzf8lluUbk2isgmVM79Sr6kxVPQdoAm6LdkUR8fZdWPS4gtVBPFuAa3Ce6WSMMWZwyQN6VMGK4rzW5tykql/oYUzGDChWwTLm1P0ZmAQgIq+KyAa3BWhhSwYRqRGRJSLyMXChiPxERIrcFrBl7tPCEZF3ReQhEXlfRLaLyBwReVlEdovI0ojybhSRdW4r2hMi4hWRnwMpbtpvO8vXUTyRb0ZVt6vqzr7eacYYYxLSz4G/cc8bd7rnl393z1mbReRWABEpFJE1IvIczgNcOzwHdnJuamktE7fsLSLyiYhcH1H2uyLyoojsEJHftpwnjRkIfPEOwJiBTER8wFeA/3aT/kFVy0UkBSgSkZdUtQwYAmxR1Z+4621T1SXu9LPAVcCf3DKaVPViEfkB8EdgNlAOfCoiDwEjgeuBearaLCKPA99U1btFZLGqznTLndpRPuCZ9vEYY4wxrruBu1T1KgC3olSpqnNEJAB8KCJvunnPB85R1c/d+Y7OgW3OTe1cA8wEzgWy3HVaek+cB5wNHAQ+BOYBH8T+7RoTe1bBMqZ3UkRkkzv9Z+Apd/ofReTr7nQukA+UASHgpYj1vygi/wykAiOArZyoYK10/34CbFXVQwAi8plb5kU4la4i94JeCnC0gxgv7SJf+3iMMcaYjlwOzBCRa935YTjntiZgXUTlCjo/B3bmIuB5VQ3B/2XvzuMkq+r7/7/eVd3Vy0zP9KwwzMIAsggqCCOixLhFBJOAW6JxI8aERNCo+f6+CtEkRr8EE6MmxhUjEQ3uihI1sgkqCdsMsgwOyMDA0Mww+9J71/L5/XFvz1T3dPdUz1R3dXW/nzyauvfUvVWfe+tOnfrcc+65bJH0c+B5wN70tTsA0vp2JU6wrE44wTI7NL3Dz8ZJegnwO8ALIqJH0q1Ac/p0X1qBIKkZ+BywKiKelPThsuUA+tPHUtn04HwDIODqiLjsIDGOtdy+eMzMzMYg4N0Rcf2QwqTO6x42P1odONZrj6a8/ivi36xWR3wNlln1zAV2pRXLScBZoyw3WOFslzQbeP0oy43mZuD1khYDSJov6ej0ubykxgqWMzMzG0kn0FY2fz3wzsG6RdIJkmaNsN5YdWB53VTuF8Ab0uu8FgG/DdxVla0wqyEnWGbV81OgQdL9wEeBO0ZaKCJ2A18i6QL4A+Du8bxJRPwa+BBwQ/peNwJL0qevBO6XdM1BlhuVpNdI6iAZ/OLHkq4/2DpmZjZt3A8UJN0n6X3AvwO/Bu6RtBb4IiO3Jo1VB+6rm4atc236fvcBPwPeHxFPV3VrzGpAEVHrGMzMzMzMzKYFt2CZmZmZmZlViRMsMzMzMzOzKnGCZWZmZmZmViVOsMzMzMzMzKrECZaZmZmZmVmVOMEyMzMzMzOrEidYZmZmZmZmVeIEy8zMzMzMrEqcYJmZmZmZmVWJEywzMzMzM7MqcYJlZmZmZmZWJU6wzMzMzMzMqsQJlpmZmZmZWZU4wTIzMzMzM6sSJ1hmZmZmZmZV4gTLzMzMzMysShpqHcBEWLhwYaxcubLWYZiZWQXWrFmzPSIW1TqOWjmcOqs7301PvodFrTN295mZTZpK66tpmWCtXLmS1atX1zoMMzOrgKQnah1DLR1OnXXn5ju5Z8s9vPO0d1Y5KjMzG67S+spdBM3MzMzMzKrECZaZmZmZmVmVTMsugmZVdcsVB5a99LLJj8PMzMzMpjy3YJmZmZmZmVWJEywzMzMzM7MqcYJlZmZmZmZWJU6wzMzMzMzMqsSDXJiN4VM3/oazNu4YUvaCYxfUKBozMzMzm+omrAVL0omS7i372yvpvZI+LOmpsvJXla1zmaT1kh6W9Mqy8nPTsvWSLp2omM3MzOqJUK1DMDOzYSasBSsiHgZOA5CUBZ4CrgXeDnwqIv65fHlJJwNvBE4BjgJuknRC+vRngVcAHcDdkq6LiF9PVOxmZmZmZhLnX+gAACAASURBVGaHYrK6CL4ceDQinpBGPdt2AfDNiOgHNkhaD5yZPrc+Ih4DkPTNdFknWGZmZmZmNqVM1iAXbwS+UTb/Lkn3S7pK0ry0bCnwZNkyHWnZaOVDSLpI0mpJq7dt21bd6M3MzMzMzCow4QmWpBxwPvCdtOjzwHEk3Qc3A58YXHSE1WOM8qEFEVdGxKqIWLVo0aLDjtvMzMzMzGy8JqMF6zzgnojYAhARWyKiGBEl4Evs7wbYASwvW28ZsGmMcjMzswkl6XFJD6SDMq1Oy8Y9WJOZmc0ck3EN1h9R1j1Q0pKI2JzOvgZYm05fB3xd0idJBrk4HriLpAXreEnHkAyU8UbgTZMQt5mZGcBLI2L7sLKKB2uKiOIkxWlmZlPAhCZYklpJRv/787Lif5J0Gkk3v8cHn4uIByV9m2TwigJwyWClJOldwPVAFrgqIh6cyLjNzMwOwWiDNd0+UW/Y1Z+nZ6AwUS9vZmaHYEITrIjoARYMK3vrGMtfDlw+QvlPgJ9UPUAzM7OxBXCDpAC+GBFXpuXvkvQ2YDXwfyJiF8kATHeUrTvioEyQDMwEXASwYsWKQw7uwU17ue/p3eTPKNGYnaxxq8zMbCz+NjYzs2lL0hxJV0j6mqQ3DXvucxW8xNkRcTrJ9cSXSPptxj9Y04GFVRqYqakhQwQUSyO+jZmZ1YATLDMzm87+gyTx+R7wRknfk9SUPnfWwVaOiE3p41bgWuDMQxisacK05ibrdpZmZlYpJ1hmZjadHRcRl0bEDyLifOAe4GeSFhxsRUmzJLUNTgPnAGslLSlbbPhgTW+U1JQOzDQ4WNOE0UhtZmZmVlM+9WVmZtNZk6RM2tpERFwuqQP4BTD7IOseAVyrJItpAL4eET9NuxuOa7AmMzObOSpKsCQ9KyLWHnxJMzOzKeW/gJcBNw0WRMTVkrYA/zbWihHxGHDqCOXjHqxpooUvwTIzmzIqbcH6gqQc8BWSM3i7Jy4kMzOz6oiI949S/lOSLnxmZmZVVdE1WBHxW8CbSS7eXS3p65JeMaGRmZmZ2ZjS7ovEyIMVmplZDVQ8yEVEPAJ8CPgA8GLg05IekvTaiQrOzMzMzMysnlSUYEl6jqRPAetI+rL/fkQ8M53+1ATGZ2ZmdlgkZSS9sNZxmJnZzFBpC9ZnSIa2PTUiLomIe2Df/UE+NFHBmZmZHa50BMFPHHTBOjQ4SrsHuTAzmzoqTbBeRTK4RS/sOxvYChARX5uo4MzMzKrkBkmvk6bbnaOm2eaYmU0DlSZYNwEtZfOtlA15a2ZmNsX9FfAdYEDSXkmdkvbWOqjDNZguugHLzGzqqHSY9uaI6BqciYiuwRYsMzOzqS4i2modg5mZzQyVtmB1Szp9cEbSGUDvxIRkZmZWXUq8RdLfpPPLJZ1Z67gO1/5rsNyGZWY2VVTagvVe4DuSNqXzS4A3TExIZmZmVfc5oEQy+u1HgS7gs8DzahmUmZlNPxUlWBFxt6STgBNJTpg9FBH5CY3MzMysep4fEadL+hVAROySlKt1UIdrXwtWTaMwM7NylbZgQXKWb2W6znMlERFfnZCozMzMqisvKUuai0haRNKiZWZmVlUVJViSvgYcB9wLFNPiAJxgmZlZPfg0cC2wWNLlwOuBv6ltSNXjS7DMzKaOSluwVgEnxzivopX0ONBJkpQVImKVpPnAt0hawx4H/jDtqiHgX0nuudUD/PHgDY0lXcj+Gxr/v4i4ejxxmFXqc/d+bsj8PXt3sDWzft/8+aVnTHZIZlYFEXGNpDXAy0l61r06ItbVOKyq8SAXZmZTR6WjCK4FjjzE93hpRJwWEavS+UuBmyPieODmdB7gPOD49O8i4PMAaUL2d8DzgTOBv5M07xBjMTOzGUjS1yLioYj4bER8JiLWpb0z6psvwjIzm3IqbcFaCPxa0l1A/2BhRJx/CO95AfCSdPpq4FbgA2n5V9NWsjsktUtaki57Y0TsBJB0I3Au8I1DeG8zM5uZTimfSa/HOqNGsVTdXVtuJ9cYLGpZxCkLTzn4CmZmNmEqTbA+fIivH8ANkgL4YkRcCRwREZsBImKzpMXpskuBJ8vW7UjLRisfQtJFJC1frFix4hDDNTOz6UTSZcBfAy2S9rK/zWcAuLJmgVWJ0s1Zu+N+WnINrM+sd4JlZlZjlQ7T/nNJRwPHR8RNklqBbAWrnh0Rm9Ik6kZJD42xrEYoizHKh8d4JWlluWrVKneWMDMzIuIK4ApJV0TEZbWOZyItalnErr5dtQ7DzGzGq+gaLEl/BnwX+GJatBT4wcHWi4hN6eNWktGbzgS2pF3/SB+3pot3AMvLVl8GbBqj3MzMrFIflPQWSX8DIGm5pDNrHdThUnoKMgIyylAKjzxvZlZrlQ5ycQlwNrAXICIeARaPtYKkWZLaBqeBc0gGy7gOuDBd7ELgh+n0dcDblDgL2JN2JbweOEfSvHRwi3PSMjMzs0p9FngB8KZ0vistmzaEKPnWXmZmNVfpNVj9ETGg9FSZpAYOPmbREcC16ToNwNcj4qeS7ga+LekdwEbgD9Llf0IyRPt6kmHa3w4QETslfRS4O13uI4MDXpiZmVXo+RFxuqRfAaS3B8nVOqhqyijj0QTNzKaAShOsn0savEj4FcDFwH+NtUJEPAacOkL5DpL7kAwvD5KWspFe6yrgqgpjNZsw12XW86vdT8Gw+2UBXHzaxTWIyMwqlE9HDgwASYug/pt7VHaVckYZgiAikEa6fNnMzCZDpV0ELwW2AQ8Af07S2vShMdcwMzObOj5Nci3wYkmXA7cB/1DbkKoro6RKDzdjmZnVVKWjCJaAL6V/ZmZmdSUirpG0hqQHhYBXR8S6God12MT+pCqjDAx0U8r3kcm11jgyM7OZq6IES9IGRh4a/diqR2RmZjYxtgC/JKn7WiSdHhH31DimqhGCp+4hGr4Hp7+11uGYmc1YlV6DtapsuplkYIr51Q/HzMys+tLBkv4YeJT9JwwDeFmtYqqGIddgpbeNjN1P1CgaMzODyrsI7hhW9C+SbgP+tvohmZmZVd0fAsdFxECtA5koWWUBuL3vaV5c41jMzGaySrsInl42myFp0WqbkIjMzMyqby3Qzv6b208Lgw1YW/b2E3OPoL9QoiuXr2lMZmYzXaVdBD9RNl0AHic5G2hmZlYPrgB+JWkt0D9YGBHn1y6kwzdQTEaaf3pPH3fm9zCrJ0OhxaMImpnVUqVdBF860YGYmZlNoKuBfyS53ci47n8l6XGgEygChYhYJWk+8C1gJelJx/TmxQL+FXgV0AP88UQOpNEzUARg8ZwmTlzQxqYt4vG+vRSKJRqyld6JxczMqqnSLoJ/NdbzEfHJ6oRjZmY2IbZHxKcPY/2XRsT2svlLgZsj4mOSLk3nPwCcBxyf/j0f+Hz6OCFKpaS1qiEjGiX2lvJ0d+b52G1f5dIXvYWBfC+PPHUHT0c/bc3zeeHSF0IERAkGupIXaZwF2Qp+DvR3wa7HYeHx0NC0v7xnJxT6KSjDnXseYWt3NwN9bZy59Nm05hqTboxKRjmUICMxt6WRbGbsmyH35Yv05/fnws25DE0N2QOWGygO0JPvYW7T3JFvsBwBuzZAqXjgc7nZ0NQGvbuI4gA7BvbQoAy5bBOas4yWxlbIHPiePfkeilFkduNs9vTvQRKSyJAhowySaM42j+uGz70DRTbv6d03v3Rey4jbe7gigv7CgecYmhoyVbtB9d6+PP35EhmR7Jdhj7lshlxD2QmAge7kr2X+yMdiBOxYD7MXE01zgLR7bKEvXUDpiC9p/IPT5Y/l2zbQDfk+enMtNDe0oGI++TfR2DzmdkUE+WKeLT1bCIL25nbm5OZUvF/KbwJeKJYoRhz0M45SiW2bHmduEzQ2zYLW+ZBpIHOQfz/0dyX7J70/Hs1z9x/LERSKA3QX+2jMNLKrfxdtuTZasrPJF0s0NWSH/Pvc07+HvkIfrdl2Nu0eIAgasxmOnNNMNiMyEg0ZHTymYUql4JGtXfTlByhGkYzEgtmNzJ/VwqxcE/duvZctPVtYMmsJz174bJ7e20fvwAj/joFM3y5at9zDwr4nyOS7k8JnvRYWnTiumKplPKMIPg+4Lp3/feAXwJMTEZSZmVmVrZF0BUk9Vt5F8FBbly4AXpJOXw3cSpJgXQB8NSICuENSu6QlEbH5UAMfy2BnwIZsBmWCHBm6gS1P/g///L/bUNcWWro7aMiI3uxsfvY/n6ex1MdsNXJSzCeAUibH/fOOISK5RfH2wnYaCv2c0N8LDbPINC2kmGmhbc865jeVaMhk6GjOsbGzk+6eXhqLPQAMUKKz5Si6mQXATQ//kGMbT6EvuugudaIQyxufQa5UoKnYzZxZzUDQ0pRNhpgHOgY2saF/I41ZsbWrn2Y1E+l/s/u3saC1AVqO4tkr3srG/g548kc0DeylI/bSNnsZz135Oto2/BhFQCbDA33bebxvN60NDRzbNId2NbG91Etn5El+eid3EssXg+2lXvpj6I+3IzOttC86m2zrfPIMkI/k+rZHuh6lNdvKsbNWsm77HShdLwJ6s7Ppz82jIZPjqNZjhrxeqRR07OrhOcvaWT6vhYe3dNLZXwCCp3btT64GP9f5sxr3lTWokWcO9NPStyWJXfBkcTsL5mT3XYu3p9hHQzSwIDeXtToB+js5ZvdD7I0edkUPxWwr2Z4tRCRb39V0BIpAJInvguZmsmTIZqChMegu9NPZXyBDkC8G2VIfs5oHyDQ00pvJUIqgIZPl2c3LGYigI7+TQkls3tNHSfsTKAVkIk8xkyPSe7cdf8RsSgGbtu+iZWAHc5sbaWvJQesCGjIN7O1pYaCUpSGToa24m8a+neSb2lnTOheAZ5RE885HyPRnWEALq3maQlnjdCYjmrIZSkRarv35VyT3jisBZJtoLSafX3fbSoKRk4RsBlp7j6Cj2EF/pImdYEV2xb73yzVAT6mbEiVacw205rK0ZJrJSHT3FXi6s4d+9TG7uYHevga208sz25fTkm2lOz9AYy7P/OYCsxrLkpsdT7Nt88YhsfQ2ziWTa6alMUtvb5AlS2tDiRPbg9KcJdyzZSOFzk0sL7axI401PRdDX24B2eIeeqKL/oY5SBkQ5DIZZhVmU8g00di4nN3soC96yGaD4xa3IsSmPb30ducGNx2A1vxusqUBQLTmkn/LuUbxzCOPZXvvSkqlEqXcXnbkk/NTzY1ZGrNibnMjnX15Hn862F58mgL7rx1tzIjnH7WSnQO76Sv1c1tfni92FViYOYK2TBsaeJqG/Fa2zDqJ7twCMlFkfs8GFvRuYHZTA7NyWRozGeb+8jNsyzVTamqj0LaCUtMcfvvYs1kx94gRP+NqUlIHHGQh6QbgdRHRmc63Ad+JiHMnOL5DsmrVqli9enWtw7A69Ll7Pzdk/vZHd7Bs75ohZcvbW+CYFx2w7sWnXTyhsZlNV5LWRMSqgy95WO9xywjFEREHHaY9vRfkLpLfvV+MiCsl7Y6I9rJldkXEPEk/Aj4WEbel5TcDH4iI1cNe8yLgIoAVK1ac8cQThza0+pdX38StT9zOigWtPL/pDLau+wqPaveQZTIBZ845g4d6tjBbzTzFLjqVoZRppK24m4ZiLxLkyNBMA3tJBlpsoYFeAVEAoJD+QuvPzk6fb+QItTOnuYFi21Jm7XiA3v4Sy6KNn2c3Mq81NySOwV8bffnivpa33rKWlMaMKEVQLPtZsqJpFu25Jkr9oqs/TzcFtqmH8hPlEQfeqLO3oZ1CJmllE0FOTexumAVlP57naS5z+zbSWOhiZ8sKdmoASSxvPIEj+p7isYEHyJbyQ147GyKDyKusZS0aeGbMJ59pIlvqI4DNmS46NTDkp3qprNEomxHZjMin29+Ydudsasgwp7mRbV39FIpBriFDVqI7hg5cUmhoYaBQ2vejeRbJtnbTTzbyZEvJZyYlr9mfm0fTwC4WqoVI3z/XkCEIig2t9OaL9BaL9FOgL18kkvZGmmkkS2Zf60+u0IWALKKRLDsamumMXtiXlgTttNBIhgWtDbQ0Zvd99ir2E8rSmy+xp2fYQCyCfPp5BUFPdBKl5DhM9sz+nVdKP5EGMhRUYk/zcua0NJIVtGSaObJxIX35Av35EntLe+kqdQHBkuximtQIBJlSgYZiH3llKFCkeWAnDcU+RrOr1Mf2NFFpacjQ2JDhhOw8Hi3u2f+ZlEpEJLdLaBjIkkEMUCQ/rEfy4L7bTR+RHiCZdCJHhlaGte5Gkhw1LHsuuUIXud6t9BeCPX15dtGTtF5nRa4vn/y7CO079kqzl5BtmcORDfMobLp/X+txB/2olKfY0EoTjaivkV4GyBW62KsBMoOfWYgVtNFLgd3qpxAl5mZzHN8+J/l3HFCKoHugxI7SrH0hdxY3Df94AVgY+2+AnhH0ZwvsLg6waHYTz2qez6xSjk27e7i/uIOCSmRCHMksmsiyQcm+nt+aozErmtVAA5mkVa5UJCJ4em8fe5uPoqH/Scq/FVpif3vSeWe9m+edfOjjrFZaX1XagrUCKB/adoCk37mZmdmUd5jXEp8dEZskLQZulPTQGMuOdPr7gDOZEXElcCUkJwUPI7Z98p07OTHm0z/vlSxoyXBsU4ZuutgbRzMw53iOBU46cg6zmrJ0FzqZPyvH7IaAzs0IaGuYhQg2/uZHzM02M3fpKlh6BhQGoNjP03v76Cw00lNIkqT21hwnHlk2oHDnFvp7O1n71F4umdfC7Nb0p7BES7aZjp6tFKIA+b6km9TsI9naNcCm3b0sn9fKotlNgMgxBzLB0rb5+1q2ALZ09rOnaxtrt15Pd98Ojmqez4JcO7OXnIqKOZ7cdCeEWDx7KaX2lQRJ8rWodSFZcvQWetjS8zRCLJm1lFx2fwLYkM2Qa0y6Kc1tSlpICqUCA91bKQ300Zcvpt3+0kQm38OGrqRVYVHLQhYvPCXpitW7m9yOdeRGuP7tvo7dPLGjm758iSVzW4BklVOXzqWtuXHIsj35Iv354r4ktRglOnq3UQRY+Axomg0Bm3b3s6j5SLKZ5Ofczr5tNGUbWLrnMRjooSFX5JHoZqB9Oc9qP565AWQbIZuDp9bA7CNh0QlD3ntPT541G3eyfF4rz1icJNP9hRLZjOjsK5DfvoHctrXkV74YcrPJl/JIg11Vs2TVwMadSSvdSN1AI4JHt3XRly/RkBXzW3MUI+jY1TvkH082I561dG6SfPbuhj0dUOwnIugrDdCSbaK7ZR5bs8laWWVZOnsp2RG6dFakMJB0ExwuTS5393ZTpMDW3s2UIjhlwckjLgdQLAX5YmlImZQcj7t7CiycnaPYu5N129cxv/EIZje2ksuKHd0DbNw9QLFx9pCXbmtt4YxjFg3Zh7c8vJWtXZ0csyjHSYsX85tHHiPX+Th7F60im8mwdFE/GZVob26nLddGoWsH2Z6taMHxdJf6KUWJ2Y2zkUTPQIHHtnXTnIVlrX081bOJ3QN7WDnrOB7bmqdY2v8VtbS9meXzW4fEV8zNYcOOpCX7qPYW7np0I52dG2ltynLiEXOQRHtuLv0DWdY93clvtnQzb3aOPfkd5AfW8Yyl8zh76YuY1djKQDE4acdm1mxfQyaT4ZT2Uziy9ShactDYUISBLlq2P0LDQG/SvRcgNwuyOQZaFjEwZwWFYoHt93wR9m5mzqzF5E54DerajLqepumoocf7RKm0BeuDJKMGXktSUbwG+HZE/MPEhndo3IJlh8otWGaTbzJasNL3+V3gFGDfhRYR8ZFxvsaHgS7gz4CXRMRmSUuAWyPiRElfTKe/kS7/8OByo73m4dRZX777Jm7deDtHL2jljPwxHLnxf/nVUX/ExeedcUivZ2Y2LURAcQAyjZCp3oA/ldZXFb1jRFwOvJ2ki8Ru4O1TNbkyMzMbTtIXgDcA7yZpZfoD4OgK1puVdotH0izgHJJ7al0HXJgudiHww3T6OuBtSpwF7Jmo668OiDU9YTraNSRmZjOGlAzGU8Xkajwq7SII0ArsjYj/kLRI0jERsWGiAjMzM6uiF0bEcyTdHxF/L+kTwPcrWO8I4Np05K8G4OsR8VNJdwPflvQOYCNJwgbwE5Ih2teTDNP+9mpvSLnyPig1+h1hZmbDVDpM+9+RjCR4IvAfQCPwn8DZExeamZlZ1Qxewd4j6ShgB3DMGMsDEBGPAaeOUL4DePkI5QFccnihHpr23cmlYSFnWmZmtVTpt/BrgPOBboCI2AS0jbmGmZnZ1PFfktqBjwP3kNwc+Bs1jajKZhV2AnDc4tkHWdLMzCZSpV0EByIilA4Tk/ZDNzMzm/IkZUhuCrwb+F46lHpzROw5yKpTXhw4QCHHLPT5TzOzWqq0Bevb6chI7ZL+DLgJ+NJYK0haLukWSeskPSjpPWn5hyU9Jene9O9VZetcJmm9pIclvbKs/Ny0bL2kS8e/mWZmNlNFRAn4RNl8/3RIrgCWz0uGS25vbWTwpjqZEYbGNjOzyVNRC1ZE/LOkVwB7Sa7D+tuIuPEgqxWA/xMR96QjMK2RNLjOpyLin8sXlnQy8EaSIXSPAm6SNDhY/WeBVwAdwN2SrouIX1cSu5mZGXCDpNcB349K7k9SJxbMzvGC4xYA0NbcwI6eAu3DbvBrZmaT66AJlqQscH1E/A5wsKRqn3RY2s3pdKekdcDSMVa5APhmRPQDGyStB85Mn1ufXmiMpG+myzrBMjOzSv0VMAsoSOojGao9ImJObcM6POU34j2irZnj5uTIzmmpYURmZnbQLoIRUSQZdWnuob6JpJXAc4E706J3Sbpf0lWS5qVlS4Eny1brSMtGKx/+HhdJWi1p9bZt2w41VDMzm4Yioi0iMhGRi4g56XxdJ1dD9HcBkM0IPIqgmVlNVTrIRR/wQNrFr3uwMCL+8mArSpoNfA94b0TslfR54KMkt+/4KEm/+D+BEe+MGIycBB7QvSMirgSuBFi1atW06f5hZmbVkZ7QOx5oHiyLiF/ULqIqKvQmN9YERq5OzcxsslSaYP04/RsXSY0kydU1EfF9gIjYUvb8l4AfpbMdwPKy1ZcBm9Lp0crNzMwOStKfAu8hqUPuBc4CbgdeVsu4Dte+UQQj2JdYyQmWmVktjZlgSVoRERsj4urxvrCS295/GVgXEZ8sK1+SXp8Fyf211qbT1wFfl/RJkkEujgfuIqkxjpd0DPAUyUAYbxpvPGZmNqO9B3gecEdEvFTSScDf1zimw9a3eyM8dQ8MdKM5J6WlTrDMzGrpYC1YPwBOB5D0vYh43The+2zgrSRdC+9Ny/4a+CNJp5F083sc+HOAiHhQ0rdJBq8oAJek138h6V3A9UAWuCoiHhxHHGZmZn0R0ScJSU0R8ZCkE2sd1OGK7m0w0D200C1YZmY1dbAEq/xb+tjxvHBE3MbIp9F+MsY6lwOXj1D+k7HWMzMzO4gOSe0kJw5vlLSLadDdvPxGw/sqXCdYZmY1dbAEK0aZNjMzqxsR8Zp08sOSbgHmAj+tYUhVMX3u6GVmNn0cLME6VdJekhNjLek0TJP7h5iZ2fQmqRn4C+AZwAPAlyPi57WNqnrC5z7NzKacMROsiMhOViBmZmYT4GogD/wSOA84mWTAi2nBCZaZ2dRT6TDtZpZ6cncvHY/u2Df/guMW1DAaMzuIkyPi2QCSvkwyOu204QTLzGzq8e3ezcxsOssPTkREoZaBTDSnWmZmU4NbsMyG2/DLfZPL9vbWMBAzq4JTh10/3FJ2bXHdX0scHuXCzGzKcYJlZmbT1nS/lviALoKzFtYmEDMz28ddBM3MzOpUqSzByiA4/W01jMbMzMAJlpmZWd0a7CK4rGE2szON0NBU44jMzMwJlpmZWb1KE6xTmjyaqZnZVOEEy8zMrE4NdhBUTaMwM7NyTrDMzMzq1LGtR5KRmJPJ1ToUMzNLeRRBMzOzOnXi7GWcMOdZ6IRzPIKgmdkU4QTLzMysbgWSYNmqWgdiZmYpdxE0MzMzMzOrEidYZmZmZmZmVeIEy8zMrJ7JYwiamU0lvgbLrMztj+5g2d7eWodhZmZmZnWqblqwJJ0r6WFJ6yVdWut4zMxsZpCUlfQrST9K578iaYOke9O/09JySfp0Wk/dL+n0CQ8u4uDLmJnZpKqLFixJWeCzwCuADuBuSddFxK9rG5mZmc0A7wHWAXPKyv5vRHx32HLnAcenf88HPp8+mpnZDFIXCRZwJrA+Ih4DkPRN4ALACZbVxLK9a/bPbGiBY160b/ZTN/5myLLve8UJkxWWmVWZpGXA7wKXA391kMUvAL4aEQHcIald0pKI2DzRcZqZ2dRRLwnWUuDJsvkOhp0VlHQRcFE62yXp4UmKrRoWAttrHUSVzbBt+iaXcMmIzxzsF1mNzbDPqW5N9206upaBHMS/AO8H2oaVXy7pb4GbgUsjop+R66qlwAEJVpXrrIVw2XQ7Pg7VdPy3cii8HxLeDwnvh/0Od19UVF/VS4I10hBJQzqeR8SVwJWTE051SVodEdPqLpHepvrgbaoP3qbakPR7wNaIWCPpJWVPXQY8DeRI6p0PAB+hgrpqX2EV66x62JeTxfsi4f2Q8H5IeD/sN1n7ol4GuegAlpfNLwM21SgWMzObGc4Gzpf0OPBN4GWS/jMiNkeiH/gPkm7s4LrKzMyonwTrbuB4ScdIygFvBK6rcUxmZjaNRcRlEbEsIlaS1Ds/i4i3SFoCyaiBwKuBtekq1wFvS0cTPAvY4+uvzMxmnrroIhgRBUnvAq4HssBVEfFgjcOqprrs2ngQ3qb64G2qD96mqeUaSYtIugTeC/xFWv4T4FXAeqAHePskxVPP+7LavC8S3g8J74eE98N+k7IvFL6HhpmZmZmZWVXUSxdBMzMzMzOzKc8JlpmZmZmZWZU4wZokkrKSfiXpR+m8JF0u6TeS1kn6y7LyT0taL+l+SafXNvLRjbBNL5d0j6R7Jd0mdlomowAAIABJREFU6RlpeZOkb6XbdKeklbWMezSSHpf0QBr/6rRsvqQbJT2SPs5Ly+vicxplmz4u6aE07msltZctf1m6TQ9LemXtIh/dSNtU9tz/JykkLUzn6/ZzSsvfnX4WD0r6p7LyuvycJJ0m6Y7BMklnpuV18TlNRZLOTY+D9ZIurXU81SZpuaRb0nryQUnvScvH/d0s6cJ0+UckXVirbTocI9S7x6T16iNpPZtLy0etd+vh+2MsSm7g/d20Hlsn6QUz8XiQ9L7038RaSd+Q1DxTjgdJV0naKmltWVnVjgFJZ6T11/p03ZFuwTG2iPDfJPyR3G/268CP0vm3A18FMun84vTxVcB/k1w8fRZwZ61jH8c2/QZ4Zjp9MfCVsukvpNNvBL5V69hH2Z7HgYXDyv6J5CaiAJcC/1hPn9Mo23QO0JBO/2PZNp0M3Ac0AccAjwLZWm9DJduUli8nGQjnicHn6/xzeilwE9CUzg9+R9Tt5wTcAJxX9tncWk+f01T7Ixn06VHgWJJ7ct0HnFzruKq8jUuA09PptrSeOXm8383AfOCx9HFeOj2v1tt3CPtjeL37beCN6fQXgHem0yPWu/Xy/XGQfXA18KfpdA5on2nHA8kNzDcALWXHwR/PlOMB+G3gdGBtWVnVjgHgLuAF6Tr/TVpvjefPLViTQNIy4HeBfy8rfifwkYgoAUTE1rT8AuCrkbgDaFc6JPBUMso2BTAnnZ7L/vu/XEDyhQjwXeDlh3Q2oDbKY7+aZEjmwfIp/zmNJCJuiIhCOnsHyb16INmmb0ZEf0RsIBkJ7cyRXmOK+hTwfobe2LVuPyeS74iPRXKvpeHfEfX6OY31HVGvn1MtnQmsj4jHImKA5F5dF9Q4pqqK5J5j96TTncA6kh+X4/1ufiVwY0TsjIhdwI3AuZO4KYdteL2b1qMvI6lX4cD9MFK9W8/fH0iaQ/Lj+ssAETEQEbuZgccDyUjgLZIagFZgMzPkeIiIXwA7hxVX5RhIn5sTEbdHkm19tey1KuYEa3L8C8kPv1JZ2XHAG5R0k/lvScen5UuBJ8uW60jLppqRtulPgZ9I6gDeCnwsLd+3TekP+z3AgskLtWIB3CBpjaSL0rIjIr2PTfq4OC2vl89ppG0q9yckZ2egjrdJ0vnAUxFx37Bl63abgBOAF6XdOX4u6XlpeT1v03uBj0t6Evhn4LK0vF62aaqZUfst7db0XOBOxv/dPB321fB6dwGwu+yEWfk2jVbv1vt+OBbYBvxH2lXy3yXNYoYdDxHxFMl36EaSxGoPsIaZdzyUq9YxsDSdHl4+LnVxH6x6Jun3gK0RsUbSS8qeagL6ImKVpNcCVwEvImmOHG5KjaU/xja9D3hVRNwp6f8CnyRJuqb8NqXOjohNkhYDN0p6aIxl63ab0jM/SPogUACuSZet220CPkjS9XG4et6mBpJuC2cBzwO+LelY6nubXg+8LyK+J+kPSc5C/w71s01TzYzZb5JmA98D3hsRe8foBDHaPqnrfTVKvTvWNk3L/UDyvXg68O70t8a/knQHG8203A/p9UUXkHTr2w18BzhvhEWn+/FQifFue1X2iVuwJt7ZwPmSHifpvvEySf9JkhF/L13mWuA56XQHybUkg5axvxvNVDHSNv0YODUi7kyX+RbwwnR63zalTdlzObBpt+YiYlP6uJXkMzkT2DLYVSl9HOymVQ+f02jbRHox5+8Bb06bwKF+t+nFJJXMfekxuQy4R9KR1O82nUkS+/fTbg13kZy1Xkh9b9OFwPfTRb7D/q4odbFNU9CM2G+SGknqy2siYvD4Ge93c73vqwPqXZIWrfa0XoWh2zRavVvv+6ED6Cj7rfFdkoRrph0PvwNsiIhtEZEn+V59ITPveChXrWOgg/2XTpSXj4sTrAkWEZdFxLKIWElyYeHPIuItwA9IviAh+YH4m3T6OuBt6agnZwF7Bps8p4qRtonkTMpcSSeki72CpK88JNs0ODrL60n2wZQ6QyJplqS2wWmS1pC1DI39QuCH6fSU/5xG2yZJ5wIfAM6PiJ6yVa4D3qhktKFjgONJLvScMkbZprsjYnFErEyPyQ6Si+Kfpo4/J8q+I9J/VzlgO/X7Oa0lqaRenC72MuCRdHrKf05T1N3A8UpGDsuRfB9fV+OYqiq9TuTLwLqI+GTZU+P9br4eOEfSvPTs/zlpWV0Y5bfEm4FbSOpVOHA/jFTvTvnvj7Gk3+tPSjoxLXo58Gtm2PFA0jXwLEmt6b+Rwf0wo46HYapyDKTPdUo6K923byt7rcrFFBgNZKb8AS9h/8g/7cCPgQeA20lafyBpmvwsyUguDwCrah33OLbpNWnM9wG3Asem5c0kZ6vXk/zDPbbWcY+wHcemcd8HPAh8MC1fANxM8kPwZmB+vXxOY2zTepJ+x/emf18oW+eD6TY9zCGMmlOrbRq2zOPsH0Wwnj+nHPCfJInJPcDL6v1zAn6L5DqB+0iuozmjXj6nqfpHMkLWb9J9d8C/h3r/S4+ZAO4v+8561aF8N5Ncc7o+/Xt7rbftMPbJS9hf7x6b1qvr03p2cNTRUevdqf79UcH2nwasTo+JH5B0pZ5xxwPw98BDaR3xNZJLT2bE8QB8g+TaszzJSdV3VPMYAFal+/VR4DOAxhuj0hcyMzMzMzOzw+QugmZmZmZmZlXiBMvMzMzMzKxKnGCZmZmZmZlViRMsMzMzMzOzKnGCZWZmZmZmViVOsMwOgaSipHslrZX0HUmttY4JQNJfV+E1Pi7pIUn3S7pWUns1YjMzs6lLUlf6uFLSm6r82n89bP5/q/n6ZlONEyyzQ9MbEadFxLOAAeAvKl1RUnbiwmLcCdYI8dwIPCsinkNyf53LqhGYmZnVhZXAuBKsCuq1IXVTRLxwnDGZ1RUnWGaH75fAMwAk/UDSGkkPSrpocAFJXZI+IulO4AWS/lbS3WkL2JXp3cKRdKukT0n6haR1kp4n6fuSHpH0/8pe7y2S7kpb0b4oKSvpY0BLWnbNaMuNFE/5xkTEDRFRSGfvAJZN3K4zM7Mp5mPAi9J6431p/fLxtM66X9KfA0h6iaRbJH2d5AauI9aBo9RNg61lSl97raQHJL2h7LVvlfTdtEfFNYP1pFk9cIJldhgkNQDnkVYuwJ9ExBkkdwH/S0kL0vJZwNqIeH5E3AZ8JiKel7aAtQC/V/ayAxHx28AXgB8ClwDPAv5Y0gJJzwTeAJwdEacBReDNEXEp+1vW3jzacqPEM5o/Af77kHeQmZnVm0uBX6Z1yaeAdwB7IuJ5wPOAP5N0TLrsmcAHI+LkdP6AOnB43TTsvV4LnAacCvwO8HFJS9Lnngu8FzgZOBY4e0K21mwCNNQ6ALM61SLp3nT6l8CX0+m/lPSadHo5cDywgyS5+V7Z+i+V9H6gFZgPPAj8V/rcdenjA8CDEbEZQNJj6Wv+FnAGcHd6Qq8F2DpCjC8fY7nh8RxA0geBAnDNWMuZmdm0dg7wHEmvT+fnktRtA8BdEbGhbNnR6sDR/BbwjYgoAlsk/ZwkidubvnYHQFrfrgTGOiFoNmU4wTI7NL1pq9A+kl5CcgbuBRHRI+lWoDl9ui+tQJDUDHwOWBURT0r6cNlyAP3pY6lsenC+ARBwdUQc7NqosZbbF8+IK0oXkrSqvTwi4iDvY2Zm05eAd0fE9UMKkzqve9j8aHXgWK89mvL6r4h/s1odcRdBs+qZC+xKK5aTgLNGWW6wwtkuaTbw+lGWG83NwOslLQaQNF/S0elzeUmNFSw3KknnAh8Azo+InnHGZmZm9a0TaCubvx5452DdIukESbNGWG+sOrC8bir3C+AN6XVei4DfBu6qylaY1ZDPBphVz0+Bv5B0P/AwyQARB4iI3ZK+RNIF8HHg7vG8SUT8WtKHgBskZYA8yXVaTwBXAvdLuie9Dmu05cbyGaAJuDHtWnhHRFQ8SqKZmdW1+4GCpPuArwD/StI97550oIltwKtHWG+sOnBI3VRWfi3JQEv3AQG8PyKeThM0s7ol9/4xMzMzMzOrDncRNDMzMzMzqxInWGZmZmZmZlXiBMvMzMzMzKxKnGCZmZmZmZlViRMsMzMzMzOzKnGCZWZmZmZmViVOsMzMzMzMzKrECZaZmZmZmVmVOMEyMzMzMzOrEidYZmZmZmZmVeIEy8zMzMzMrEqcYJmZmZmZmVWJEywzM7NxknSVpK2S1paVfVzSQ5Lul3StpPZaxmhmZrXhBMvMzGz8vgKcO6zsRuBZEfEc4DfAZZMdlJmZ1Z4TLDMzs3GKiF8AO4eV3RARhXT2DmDZpAdmZmY111DrACbCwoULY+XKlbUOw8zMKrBmzZrtEbGo1nFU2Z8A3xrtSUkXARcBzJo164yTTjrp8N6t8+nkse3Iw3sdMzMbVaX11bRMsFauXMnq1atrHYaZmVVA0hO1jqGaJH0QKADXjLZMRFwJXAmwatWqOOw665YrkseXuleimdlEqbS+mpYJlpmZWS1IuhD4PeDlERG1jsfMzCafr8EyMzOrAknnAh8Azo+Insl6381dm/lR9waKUYJSabLe1szMRuEEy8zMbJwkfQO4HThRUoekdwCfAdqAGyXdK+kLkxHLL5/6JRvznXSV8lDKT8ZbmpnZGNxF0Ka0z937uTGfv/i0iycpEjOz/SLij0Yo/vKkBwLk06SqGMF3/udBXnjqM1na3lKLUMzMDLdgmZmZTQs9+SLL1n+dWx/eWutQzMxmNCdYZmZmdSxTKgJQwmNqmJlNBU6wzMzM6pgG0vE0nF+ZmU0JTrDMzMymBWdYZmZTgRMsMzOzOhbDEqute/vZtLu3RtGYmZkTLDMzszpVKgXbOvsIoK+w/x5Yu3oGaheUmdkM5wTLzMysTv3qyV38estOegaKbN7Tt6883FvQzKxmnGCZmZnVqb29/RRigFIpKEbaguXsysyspnyjYZt5brli7OdfetnkxGFmdpg2dD0IJDcZLldykmVmVjNuwTIzM6tTvcVuiEDDyp1fmZnVjhMsMzOzOpVVWo0Py7DcgmVmVjtOsMzMzOpU+RDtnU1HjFBqZmaTzQmWmZlZvUpbqgTko8ht6uCBrh+SLxZqG5eZ2QzmBMvMzGYcSUdK+rykz0paIOnDkh6Q9G1JS2odX6XKW6p2RCc71Uc++ukc2F2zmMzMZjonWGZmNhN9Bfg18CRwC9AL/C7wS+ALtQtrfPYnWCI0UrmZmU02J1hmZjYTHRER/xYRHwPaI+IfI2JjRPwbcHStg6vcyKmUB7kwM6sdJ1hmZjYTldd/Xx3juSltMI/SkGkPcmFmVkt1U4mYmZlV0Q8lzQaIiA8NFkp6BvCbmkU1TjH4fzFkqHY3YJmZ1U5FCZakZ010IGZmZpMlIv42IrpGKF8fEa+vRUyHIkbLpJxhmZnVTKUtWF+QdJekiyW1V7KCpOWSbpG0TtKDkt6Tls+XdKOkR9LHeWm5JH1a0npJ90s6vey1LkyXf0TShePeSjMzs2lotDTK6ZWZWe1UlGBFxG8BbwaWA6slfV3SKw6yWgH4PxHxTOAs4BJJJwOXAjdHxPHAzek8wHnA8enfRcDnIUnIgL8Dng+cCfzdYFJmZmY2o0X55P4+gm7AMjOrnYqvwYqIR4APAR8AXgx8WtJDkl47yvKbI+KedLoTWAcsBS4Ark4Xuxp4dTp9AfDVSNwBtKf3InklcGNE7IyIXcCNwLnj3E4zM7MhJGUkvfAQ171K0lZJa8vK/iDtsVGStKp6kY4lhl9+BXgUQTOzWqr0GqznSPoUSZL0MuD305aplwGfqmD9lcBzgTtJhsbdDEkSBixOF1tKcj+SQR1p2WjlZmZmhywiSsAnDnH1r3Dgyb61wGuBXxxGWONSKpsuvw/W4zu6JysEMzMbptIWrM8A9wCnRsQlZS1Tm0hatUaVjtL0PeC9EbF3rEVHKIsxyoe/z0WSVktavW3btrFCMjMzG3SDpNdJGqmuGVVE/ALYOaxsXUQ8XNXoDmLr3r4Ry/f2FiYzDDMzK9NQ4XKvAnojoghJtwqgOSJ6IuJro60kqZEkubomIr6fFm+RtCQiNqddALem5R0k13gNWgZsSstfMqz81uHvFRFXAlcCrFq1yn0jZqpbrqh1BGZWX/4KmAUUJfUyeEupiDkT+aaSLiK53pgVK1Yc8ussn9/K9j0gaX8TlmtAM7OaqrQF6yagpWy+NS0bVXo28MvAuoj4ZNlT1wGDIwFeCPywrPxt6WiCZwF70i6E1wPnSJqXDm5xTlpmZmZ2WCKiLSIyEdEYEXPS+QlNrtL3vTIiVkXEqkWLFh3y6yxtb943XXJmZWY2JVTagtVcfr+QiOiS1HqQdc4G3go8IOnetOyvgY8B35b0DmAj8Afpcz8haSlbD/QAb0/fa6ekjwJ3p8t9JCKGdMuwaWKk1qfd9w+dP+ZFkxOLmc0I6cnANwPHRMRHJS0HlkTEXTUOzczM6lSlCVa3pNMHr72SdAbQO9YKEXEbI18/BfDyEZYP4JJRXusq4KoKYzUzM6vU50jGingZ8FGgC/gs8LxaBnVohla5EcE4Ly0zM7MqqDTBei/wHUmb0vklwBsmJiQzM7NJ8/yIOF3SrwAiYpek3MFWkvQNkuuDF0rqILlf407g34BFwI8l3RsRr5y40CHJnw7eNXDj3o0EwdFzjp7IcMzMjAoTrIi4W9JJwIkkp8geioj8hEZmZmY28fKSsqRZiqRFDB39fEQR8UejPHVtFWMbl9iXaCWPEYMJGPzosR8BcPFpF9cgMjOzmaXSFixIukusTNd5riQi4qsTEpWZmdnk+DRJUrRY0uXA64G/qW1IlRt6P+Ekm2rr38KOpsfIl57L9p5tZJWtSWxmZjNVRQmWpK8BxwH3AsW0OAAnWGZmVrci4hpJa0iuDRbw6ohYV+OwDsucgc10DKyno7OD65/4aa3DMTObcSptwVoFnJwORGFmZjYtSPpaRLwVeGiEsilv/xAWB1bPhZJvNmxmVguV3gdrLXDkRAZiZmZWA6eUz6TXY51Ro1gOy/AUy/fFMrMZrVSCR38GT9w+6W9daQvWQuDXku4C+gcLI+L8CYnKzMxsAkm6jOTejC2S9rK/MWgAuLJmgVVR0S1YZjYdRUDvLmiZt38kn5H074GNdybTK84ae9kqqzTB+vBEBmFmZjaZIuIK4ApJV0TEZbWO51DFkOmhLVbFOOhgiGZm9Wfj7fDYz+HE8+Co00ZfrvzKpvJhVSdBpcO0/1zS0cDxEXGTpFbAwxKZmVm9+6CktwDHRMRHJS0HlkTEXbUOrCJD7oM19MdDsVQcvrSZWf3r70oe873QuQV2rE/m246EBcftX678JFOUqPzKqMNX0TtJ+jPgu8AX06KlwA8mKigzM7NJ8lngBcCb0vmutKzuDL/iqhhOsGxq6uovsLN7gM4+31LVDkOU4InbYMMvkr+H/3vY8zF02UlUaRfBS4AzgTsBIuIRSYsnLCozM7PJ8fyIOF3SrwAiYpekXK2DqoY9A3tqHcKEueHxG+jo6uDkBSdz1pKzah2OjcOenjxX/c+GffNve8HRLJjdVMOIrO7s6+oXyUAWbUdA21Gw/eFhC8Yo0xOv0ray/ogYGJyR1MBkR2pmZlZ9+XTkwACQtAiYHhcvTeNaenP3ZvoKfWzu2lzrUGycevLJ4CvHLpqVzA+4pXUmiQjyxSp9xUYkLVPKJH/D7yZ1QBfByVNpgvVzSYOjLb0C+A7wXxMXlpmZ2aT4NHAtsFjS5cBtwD/UNqTxCBSDUzHsmelr8Lac07Ub5Nqn9nDzui0UqvVDdAoppQfmorak1cp3WJ1Zblu/nc/8bD1P7uw59BcZPGiiRPJNp7RVa3iCFSNPT4JKuwheCrwDeAD4c+AnwL9PVFBmZmaTISKukbQGeDnJKBGvjoh1NQ6rKsYcpr2Yh0zDpI6qVU2DyWRpmo6UeOP/z957R8l13He+n7qd03RPzoNBTiRBgiAJkqIYJEqkKImmgiWvLEvySlo/2cfpvLNrn/ee17veta1d+zmcZ61XtmQlK8uyaCqREilCFMFMEIEABsDMYHKe6ZxvvT/uvR1muidgEgaszzlzpru6+t6qure761e/X31/r48DcLAtSEvQvcmtWVt008Jy2ow1/ryysDaOyAikzNBhfzN46za8CaNzKQDCySydqz5aiQcLcVV5sJarIqgD/2D+KRQKhUJxLTEO/BzjN9EjhDgspXxlk9u0cubZSolcsnK9XAZ+/pfQcQvsfuv6t2sdsAyr3DWU60vXJZF5og9PvD6Gy27j5u5adjb6lzxGLJ1jYDrB3pYANu3qNJ7zpoFlNw0sXRlYG4OU8Oo/g/WZCbTAkY9tfDvM23J1193yYMmi/HqZouq8enB1GlhCiD4qRBtIKXeseYsUCoVCodgghBB/AnwUuETxd04C921Wm1aG0WRpRsmUv1JlQpFPG/+HXtwyBlY0leX1kQi3dNehaaLgwZpLzyGlRKy1J272Moyfgca95bLP68jTPZOcGJwrK/M67YzMJbk0EVuWgXWsZ5LzY1FqPHY6ar2rblMqm+eHp0fprvdxU1ftqo8HRY+V3TQALY+WYp2R0jCuOo5AYqboydok8hWue/9UnHgmR1vQQ61vEa2h0hBBqYNmw/BgzfvOK3t+dYYIHil57AbeD2y8X1GhUCgUirXll4GdpUJOW5UFMu16FQNriZXj2dQslyOXAahx1rAjtHFrqXOJDF9/cRCAD97SSchrTLJ+cXGas6MROuu8tIU8Ze/RpY5NrHFqzuGXYfK8MQldRwPr6y8MMB03br1cXlLvd3JLdx1CwLY6Hx6njS8+2082v7zJYThpeMCqXfqVMhlN0z+VoH8qsXoDS8+jo/HoiREAnHbDgzUZS7Oryb9qI/nY0DFmU7MLyjsDnRxuPrz4m2cvGzmVmvatqg1rQTKTX+Ddcdo1HLZV5nCyjA2nD7IJSC4cq43Ausrz+5jI5Pjuq8MAbKv38p7DHYscpXQtrGQPVukhT3zVuK4WkVFwB1fX+BWw3BDB6XlFfy2EeAb4o7VvkkKhUCgUG8ZpIARMbHZDVk/5BLXq/qRFQmXyep6vnftayREF/+HQf0ATG5OgczaRJWmqys3EMwUDK5Y2wppy+YV7r3R0bKyxgWUdfx1FNHJ5ndFwivZaD801xj6rHQ0+OuvKPU8Om0b/dJyvPHd5wTECbjvvuqENzfQGjSYvMpvNI2lfkzauWfTe9CU49S0yN/wqYLTb2lv2fO8M2+p9tM8znFeClJLTU6fxO/wEnIFC+Vx6jlg2trSBdeKrxn/7B6CCsT4ZS3N6OIx0+rjt4B58ruX6J1ZG72SM75kG6HwaRZhd4z9gqO4OwoFd3L+/ma76FXgprXvaUtzbJBkcy5Ce78DKlRTkKiwo9IxH6Z2Mcc/eJtwFDxble7BKQwdn531esvG16cAyWW6IYOmdqWF4tAJVqisUCoVCsVX4M+BVIcRpIG0VSinfvXlNujLmqwhWF4CoPrHK6IY3xa7ZuanpJl4cexFd6htmYJWq5pVOuKzFeyu8zAoLlFIWFAXXFOuY+tobWBcnogzNJgshUnuaA9zYGapa/4aOIJcmYwvKI6kcL46cwhu8gNthGAUXos8TS+fQ5R1ldaWUhftjJddyzQQopi+ClIjICBDi5m211Lgd3LuviafOTZDKrm6crb7tr9/PLS23FMp/cvknjMXHln+g175RsTg5k8A9lwQEI83/kd3tjatpblUiKWMh4c17Ggoeq4GZBBfGY8j4JI2ODB4u82RyG+PRVFUDq3cyRr3PRdDrKBbON7A2SSDGWgZ6dWCW82NRvE4b7z7UVq5HUeE76qlzEyQyeQ60BumiNETQ2oNlilzkMpBZ+HlZM7fuMlmuCf6XJY9zQD9GWIVCoVAoFFuZLwKfxlDJ3YKSdBWkiU10dDI5nblEMfoxnMwSXGTSbBkrt7feTlY3ws0qTXZWQiafYTA6iMvmoiOwMOwnr8tCaFupyMOxnkm66ry4HTZsmjHZfPTECHfvbUQisQs7WZldH6n2dfRgPXNhinAyh8Mu8DptNAUWT7J7XXuQ69oXhjadHJrjpyOvcnYmiNdp7lcxZ6/zjc7Heh9jMDqIQHBf133srdu7rLaW7pP50ekx7t3XiMu+0MMzl8gwFklR73MV5NfLMRpm3UuWF6PN9GJdsR2XS0M+g67nIJdGy6YgHS2eNZdC5srLAHD4QCsxNF1+sLlgz9sqnmasf4aRC6dpi55E5tcvmtgK672uPVgYZ4HgwngMr12ws8aPlBM8lctX3MMERojh906M0OB38uHbu43CVAQmXjceb7KBZbW6JeghmspyeTpBPJMv+56pdD9YCy55S9gCIDljhHa6AhS+C3/+lwvfDFenyIWU8t71bohCoVAoFJvAlJTybze7EVdKufEzL0RQ1xkNJ/FmbmM2O0A0P87xS1M8sGPxCT1A71SCaDrF0GyC53qncGhO7Jrg+o5gxQn2YpyaPMUTfc+Q1yUPb/8VvA4fbSFPwevyxOvjnB2NLHhfNJVjYCbBnuYADT4nlwC7TTAZTSOlRDMnyOvjwdIL/08Ph3l9NLIwxc4iE8IFWmZmwS3dtWTyOgfbanjrgeZVNVEThtjHgfrreWv3XQAMjn+NbGZ0wflnUjM0eBqYTk4zm17+3pvSsT07GuH6jmDFUL4nz01weTpBnc/JR+7orn48c5Js3amWoXVF1zCTgON/B3oOKXUIn0abGoSLzxSqiMQQei4K05Pl7225Hva/s7ws1Am1lduemvSRcgyV9WGtSefyRE0Plr3E+Au4jal6ndcsE+DNzqLLyl60rGmkTcVKDMHLv4CRE+b7BRUFITaAiWiKwZkEHbUe3n2ojTMjYR4/M256oov1Fhthwwg1a8z0Gf9ruysnGi5lg3PmLTdE8PcXe11K+f+uTXMU1xqfOfGZRV//1I2fWtspheM/AAAgAElEQVTjz50sP37ohlUdvxp/9URPxfLfu3/PupxPoVCsGy8LIf4MeJTyEMEtJ9O+QORC5tElOO027t/TwvfPjhliCYtMrHSpk8vrvNA7g06OoVSS57LT2IXhIQl5HexqWtkOgYl4jDMjhgGlRQdx22q4qSvEPXubiKdzXJyIUu93cut2QzvL57RT43bw+V/0kTVDBiWGQeGya+i6bniwNDvpfLpiKKSUku+dGCGczBLyOnj3obYViSgMpmfoTQ5zkzD2fkxG04V9UhaixKAtPXTZ45I6Q7MJfnBqDF1KHPa1Crksl48UaEiMyWo8nStM2CPJLDX+VuLpCWZiabK5HI74OHhqwbkwzGw2njH6HTM+Evfta+LJcxPk9BwnJ0/S6Gmk1d9aqG9dJ+t/evgUrkyJIuKcsR/G1vtTjg7M0Zz0wSU33kyOo4NhQvl6uPe3DE/ScskmDVW81kNIfwP0pRD110Nod3E8Jl6BxDh0P1B838DzkJ5n0Ot5cx9PZQwpBWvv0PoYJl9/YZCZeAaHTZRJ7Hc3+Pj1N23HNzkHl4x7yiaqR7xVbF6+VP5frLsHS5c6sWx5mJ7X7qVnzCjbVu8DjM80mGrrJXUr2UnW5yqvmxUcHrjpw0ahJwQDx5do1FVoYGHsuboF4wcI4F3AMWBwPRqlUCgUCsUGcZP5/2hJ2ZaRaV/MZLAmgpoQ2G15dDKGctdiIYLFIC5u7qqjI1fHx67bQTJt40vHL5O/gjlZJmdMbLY3+HhkfyvPnE8TTmaZS2R49LURsnlj6rqvpabwHkvUwgqD0qVEE4bHI503EpVayoGnpk6xI7iDZl/RI5TN5nCc/S7tMokuQbftxHbwl8rDwhbhpdhlRtPThDQXTscEjYFG3nfzYqpmS/Pl4/0Fr8KB1prFKy8Dy4NVOjMVWBL2km+8OFgIvTwVm6HX7mUmG2FsYoK6mec5mjgGwQ44/OEFx/75xSkuTRiTYbfDht/0okwmxnlh6hkcmoNP3PCJQn3LqaNLyeBMgsEff5kDzb6CSIlFruMoQ7PjNLfUQqOPfCrH9PR5dmfHjTC+lRhYVj6n+p3otdtg6iVE415oPFQco3wEabdB203F902cXTjZLgglVEZKibRm+OvgwdJ1yXBkkrzrAjubfPyw7yIA++v20+1rJTh6HMJDhfqaqJ5HqmJIb6n3xgoRzKbWtA+lHLvwb7w+9mJZWUewm1rvw9g1UVhMKQ5peZsr9cEyxn56bpzB6TF86RhnpCU1H6ZldpSOuVn2ttTgcVTwsk9fBJsDuo4ufG0dWK6B1QAcllJGAYQQfwx8S0r58fVqmEKhUCgU682VhsALIT4PvBOYkFJeZ5bVAd8AujH3KkspN0cLGcvAkmhCw67ZcWhOcyKzhIFl7hnXNFHw+mgF5a+VTy7z5mTW47RR53fQol9mpn+Of5rcVagTNCfiUkpS+RTnZ3uYygzz+qiT6XiGkbmk0R5gOHkR3NDqayWajfLqxKuMxcd4ZPcjxb6no9Ql+9G9DaSzOeTEWSPnl3ueYZNNwmtf5/HweUYbtnP/znfR5m8rGKcSiZaNo7mbVtzv+ViiBfV+Z5V9SivDmpyWeskMI0FHSkhm8zSEkjSGUiQmnOwONdAXmSEaFuTSCaN+am7Bcc+NRbg0EaOpxsWv3NKFEDAaNibjmbxh1Fj78yys+0JKGAsnEFLncvAIoTc9VFYvl8oyNNjH/vZmaA+Sj2eYvKAjGV+5R8UyGoStuJhAuZEkhECfv7VS2GB+Vgapl7se55/KeCOwPh6sH5weJZIbZTbbz+7WHUTSKebScwgh6M7l4fJxwziwuiAgN9+FlU1B/8+xxRPsmJ5A1+yQ2wZ2V/nYanawkpDnMmBfJN/UFRIffoFAZIhb3Maix6nMNInwCKHdD5UNc8GDRfm6TyUb1u+yk8zk2d0UoDHtwmV3FTxhAJ6Mi+SkTjKbNwwsT8jw3GVM9cDENFx6ClpvBId74QnWmOUaWF1A6d2YwfgBUSgUCoViSyOEeAg4iJHnEQAp5X9d4m1fAP4/4EslZX8A/FRK+edCiD8wn/+ntW3t8nDn5sjOZXAmEvjs07hsQYQVVrQMkQvQykLqrIfLta8S2QSXI5eRSGbSM4Vj6FLnvvRTxLUskZY6QOCwCZprUjA2w8szZ3lh5gxSShKpGLMj04jxBuzAvoCHyYwXmeglnRrgvpqD3F1zkB+mx0nP319hhkSN1x5mLpnE1X+MU5lzpBzlan2+9ATXj53hae0iQc3NZNskbf42ZDYJdpcRgKdn0RZzFS6TQ50hvK4Y20smhavDUlAsDRE0lRUxrmV/8gWijiy1PietQQ8R3U0qLpDW5Dwdg8vPll3Y/GiE9nCY+9ub0QYMr4krnqE9PI5tTAeRAKeXZ4af4U3tbwJKPVhgJ08OGA6n2ZbIlHmxrNNY95MmBFJoRj9WukfG8kJptkUVEhfs79JsEJ8y9iTlUsVjLaauKIshgsd6JnlpYuENYbcJ3nFd6+IJcqswGU0jyZPN67x/z/uxaTa+fu7r5rjoHEsOc6lpN+QljJ3kpVyKY2d9nInX8/59D9Hia4G5ARh6CQ0Xdclp7Hoa+Yu/IRZsQ05fMk60416oaUEkp/FLiVhkzKOpLIlMHq/TRsDtqFqvErqexeNvZt9d/xmAy699nunRlxF6tvx7xfxvhAiWbsJa+EUjgV1Nfu4/0AyyBmJp9pXsY5xxNHK+33zvrrdA560QGYFLT8J17zNEPnp+XPR8rjPLNbC+DLwghPguRh8fofxHZQErWd0Txmj/DfAOIAF81Ip/F0J8BPi/zcP+NynlF5fdO4VCoVAoFkEI8feAF7gX+EfgfcALS71PSnlMCNE9r/hh4B7z8ReBn7HOBlbppKTUu9SQuER+2k0gmWcXLwFvQWApcFVfgbcmo4KiN0CXOgKBLz2J7/IpqH2LsTpskZw1Vs9tTvDWkdYzfOHUN8gRx65pBRVDYR7L69DwOlw0Tj1VPMa48S+aGILMDALYrcHbPQ52OEwFPR1ODM1x0T7DpDeOkM9iB2x+P3pNiWCEriPzxt6hS9kL9GR6iWijvDfxbxX7nAu6kRFIZ7PFybg58dalpHX8Z9imj0OqSpJSocG+h6B2W9VxBdjfWsP+NQgNtChd/S80BYFOjtPTrzKcmsHmiQNOs76GQOBNjuDDAVY0Xu/TQPH+8c8m2BZJUTteXziuO52jMxzGYZfgy0HjXnpmewoGljUh1qXEY4cUEE7DS/2z5WIeloFlTa0F6FYOs8U8Q1IaIXLeOiNRLsBML2O5BP3Tp8gkjPtx/j47TWgLw82EMAzw8z8sL/dUT6QskQjTABNIQl5HmRBFJp+nfyrBVCx9RQZWXpdIrJBerdh2M6R3KBfDaXPS4W2G6cvYmnbz8qRkOjHJYGQcv70B90wfdiBx3Yc4F+/huvHvcSI5xvG5k4YB6QpA+LTxFxmB8CVuHDnOHdsWRkPndcmXjl8mk9Nx2jV+4+6dZfvClkLqeTS7q3CthN2NBEJjz9Ixm4NLAwB451J0zU1j7zfEKrrmJtAE+FN2uNRbOF46p+MdHKUp5IFLdTBxDnwN5W1uOgR8x7jalrFc0wY3GbnX0EyT52oysKSU/10I8UPgLrPoY1LKV5d42xdY/ureg8Bu8+824H8Bt5kG2X/G2AMmMTYjP7qZIRcKhUKhuKa4Q0p5gxDipJTyvwgh/hL4lys8VrOUchRASjkqhKgaVyaE+CTwSYCurq4rPF31PVgeaefD+z9KX/8QyZnxwur7yFySeMZNNR+KLOzCEoVJsEQiNGiJncajj8BUF3SauYZSYXju74sHOPxhXomNcLxviJDXwZ++5Tfpn4qTDfcgOMETl5/Anh4yJkAt15edu9HTgF0chLkLhbJ8x90Q3GFMsF/4LEJA0t2EbVs73PAJOPYXICUj4ThnRsJo6TB1Z76END1YSZEhbathokaj8/A8Ce7IMMz0kcnrEAF7fAJ98AUITxqTNF8Demgf0azdCDmqq2cBMg9jpyE2bhhYuQyE13F7uhAQ7ASbozAhL70LvPYgutQ5PfMyw6kY7W4PloElEIhchqbZV/A6WsBvGntOH883f5DjvdPG8wB46m3c9uadheMmommef/4yN2W+SSbaQ0Prm5lJTzMRTRHyOAseLCkldqzwSm1BGFtRpt14rgmQQhi21WIiBNExePUrEOqCmz5klOVSvJye4HK0H5Fw4NAchFzlHkrLo1eGtwHogW23Q9cdxcbYqntpjLDZohv3rfuby5INz8Qz9E/1F8bh5NAcE5F02TE0DW7eVkfQs/A8LofhhdvfGiqcpxDeKHV0KWnxNnF3w40w3kd0512MRyOcmfoe/xIZpMnp4brYCPeHQHcGiLmaOdnyHg5el8d+9tu8WXeBvxG6DGPqydP/DMCJydfoqN1FV035d1AqmyeT0/G77MTSOXK6jk1bWj00r0t0KdH1PKKkvnDXgGbHN3eOllgahkcBcMcztESjOMYMT2lLNIymgStlg+HinrPJ2SQt0QRNNg8MVg7vE7aS9glBJp8hL/O4bC7DaLUMrORs+QLROrGSVNReICKl/CchRKMQYruUsq9a5RWu7j0MfEkan4LnhBAhIUSrWfcJKeUMgBDiCeAB4GsorgnKVADnKQAqFArFBmDt9E4IIdqAaWD7ep9USvlZ4LMAR44cWdWueVFhT5UAXA4fQnMihGEw2W0CqUuOnTjPg9Zc5OS3jM3fVrvyKWzRC3i0VjTNWNHXpV7Y2SIl5SvAWXMvR9N+suNnOD78DP3mRDmWzhFwBvDYBT5bPbtr9+N1AzYfeGogVBzmqeQU/akpdgZ3GupgJnmX3/BalEySM5oDze4srFJPhlOcjuWR4XFqUsMcmJhjwreXRG0dWWcYmY4R8TTyek09rb5Wat2mp2LwRZjpK4T/iUwUffoiJGJIzQ7uELQdYjDTRMjjgH1tCwc/lzEMLMv7Mvgc9P+i2qVaG3bcA9tuL5pVJZe/1b0bEWjnbdtbeDwxxtFt9ZxPPkYyl0QIw7+1wCq3OZlO5nG7nBzuMsamwe8khySeNfavxPMZUjLJhekwYzLJxUtzxPLTeEZfoLvWhTeZJZfKYtMErnHjntCFbcFeGut5Yf+YEEjLgzVf2a8Ua89QrCRpsNTRbU5aAh28Z/d7Kr5NCLFwz9SOu6H7LnQBE4kJgq4gHvtC6flSpASbzfJg6QXvoYV1D1lewJ9fmEJKibNELTKezhNwO7il27if05Fxsjjwu11omTgdAfA6MLzBDjcapgcLSR6JJooGhD0yQCiVxp4JE7CPcNDbgD4xy2SNn6E5w7BLOBuYjg+Qytlp0X3MpeuZjjZxQ0eIJwvtl0Sz5TnCzo1F+OnZCQBqPIaBVS3nFgCxCZgbJJvXefS1EdI5nbHYLDu6ix5fzduAvuNuLmtv59xYtGC8R6bivPDqMDtu7UQgeIEBnHYNn9PG4TuL3w8DF6d4oW+G333rbug7ZoS1zrsGAkjb/EgJfZko33/tHwDYGdrJ/dveBnYvmpSIbHJRcaC1Yrky7ZYXaS/wT4AD+Apw5wrPV211r51yRcIhs6xaeaU2rslqoGJrMziXLHt+fMZYkbt9R4WVR4VCoYB/E0KEgP8JvIIxXf2HKzzWuBCi1fx9awUm1qqRV4YwJiHmpG9no4/WiUGah58g2x7EbhMIy7jqNn7OZXwcwudxyURhEtIX7gPpZFSfoTcfZi7Sz+meEcYT44h0FMKnQIsiw33gypNzG9+3RZtIYhMO7mh7syHuMHoJalph2/2Flj43+hwnJk4sCOd6cuBJZlOzHG09ahoIRjZozZKaBvS8jk6OX79zO9psntQrfk6JA8RdjQjNMHZsmuRngz8DYF/dPg41HqK+EIolmPDvJV5Tx8nG/fw8M0u05gB6Ls+lySipTD2at0rYlxWKZE3ic2lDNOCGD67oSi2bV78MVqLbwixx3kRTaEgpEELDrtkKIWdCCDTTHC9z6vgayOsSn9NWUHcD+LdL/8Zg1JiCZXI6Z2KzBO1x2jQ7B7c3MTY1zNGRHyBnJfW6JJ0zJdpjxlhl3bULJubFEFRLPAUyNi8DkwlS515mm+XxqttuGNYW+kJvHXoeXRQ9rZUQGAbWTy7/hLs77sZheak0jf65Xn7U/yPa/e08vOvhqscA40vBXjCwFopRWl4ny8DSdcmNXSHu2l3MVfU3P7nAa4NzhoEVHuLkd/+WQT3KhDA+a5orh+a3QSQGN3/MND6NkF4daahmmqIkjsvHODg5w2XRSzp9iXTmZRpSAV4ZbeV1vZjz62c948QyDXzPfhPxdCPpnilqvc7iOM7XRwcmImkyuRyHunwE3T5G5lKFJL8VufAEzA2Qz+Vpm5zDYRMM62mwl/jJhanEiJyXxqC0GcY5bNrCJaO8lNgt0Z0qe+U0IXit9f3YO7z8+Nx5+hMzODQPpwcuce6S8T3nyD3IQ7St/woay/dgPYIhZfsKgJRyRAixskQYi1Pp0yEXKV9YuIargYqrm+OXpqu+tjoRXYVC8UZCGJsqfiqlnAO+I4R4DHBLWdD+XSmPAh8B/tz8/721aenymP/DZ6x9m8Ldwpi4bAvaSA/pfC12E21dO3nr/mZjn4Q58ZSTZ+H8dxCA22bkR3p25FmyeZ1e/SLhTAR/3w+h8zZsmp2b6g7AzCjU7odEAmf9Dezofgcv9n+60I75XotKktjWan0lhbZXJ141FNUSAwzIGP1ZL7vFNuOAQkNIcGYnOP7cH/OAbxvSrqFLY3rT4HfQFtzLw3vfxmCsh/Oz5zk3cw6vw0u9MPuMxGbTmIlneLrvFLrU8dsbieUmiUdmaHN14HNVCY+ab2BJ3QhFClZcC149QqN4pY3/Z0ej6EnDszMesdT+rP08JXt60EBSEHKnaT/sfzcIQf7ECGPpHr52rphLKJwO0+pr5UD9AQDe1J5DG36ZhtnzDNXXk4hKPA6N5zxvJqN5y/YA5uvrcLj9FeS3zW6Y94LHYePmPV3ICRvJ8UsgTOOg+QAcKDF6Ku2bkTq6qCxsYdER6KA33EvPbA/XN1xfJuWf0Q1DNZJZxHNmnapUTETKqh4sq7t5KbHNq2NJ3QOkk7PE9CzPu+3EtDqaAz7qfE7aPX5IZiAdLRiHSEleSjTNBqaKo2y5nrOJGurzM0zYXkd0d7C79g7y7noOOXx8/9QokWQWXersaq3nvn1v5tsvGyF3OV2WeX/mf+byUnI58yyuZIpubgVq+Mnr4wUVzO0NPq5rL9mPmM9AbTfp7gd5KX+ZBp+DvsnH2d2wo1DFSh8gZfnE3hrH0XCqPGx03pdZTpfYbJbb0/rMlVcSAnTNwUzORV7XaQm6afIa+7TubLX2azVQG1iY9209WK6BlZFSSmHEGSCEuFIJnGqre0NAZ0m9DmDELL9nXvnPrvDcCoVCoVAUkFLq5p6r283naUqSDS+GEOJrGL9PDUKIIYz9wn8OfFMI8e+BAeD969HuSlRcVRSisFJpTXD2tfiJjPu4GOpiVvcW9iLEs3GimSjhtGFbCiQtvnZu3fZh8nqeZDbPsZ4cNzpHafZ6YNsD+EPbsM8NwtBpaLwBpocgtIsIgn2++8nJDNOxNNGUsR+qMCmVuiGVXdZUo32lk73OQCc3NN7A86PPG+3S04yTIC89zCXjzMYzuHOSFq0Rb/4ivZEEPxCCuEPjTPwkMqvR7kuxs7Gb1kCI1sCt3Np6K58//Xl653qJpWKQGEQiua6tm5yjOPH69wd/nS+8/jkO1jdza8t2/K4q06XSPhX6tlZJhCuesDCxrPM68ThtzCWyDOiG7LomBLqUHOsxDBWbJso9WALyGBLfkw23Ic28XMlsntnsEPU5aPMboZB17jpuaLihLKEw6TmIDjOSmELP52kMuKlv2UXe7uVQR6ggP2/TBN9+eWihgVUQuaDQptt31nPyRRez8ThPTPhx5qKkJ4a4PNXLL93UbhwzOWO9oeRgeSSCdE5nKrbwYxtw2+kMdHJX+1081vvYAu9oQYp/GdKYEkrcVpUMrKIHS0or1UF5ne56L+fHo6RyKT7b811GtX4mnAdpDOzljx74NaNSdAxe+ieQOprQCqkWCh6s9psBiWi9mchIH9CGXQuTdgVwNrWgoeFzuDjQWsMLl8dxOvI0BTy0h0rCbvVyY1FHZy6R4dRwmNagG12X5PQEoOFyZmiucRM389JFUjnCyWy5gSXzYHOgO7zkbB6k001es5eNtiXYISVlY+dyGGNq3a9g5F2LpXO82D9TKBsPp4oGa5XPV2HPqDQEQ5prXOyorSGn58o8sxvFcg2sbwoh/jcQEkJ8Avh1riyEotrq3qPAbwkhvo4hchE2jbAfA38qhLCkXd4G/OEVnFexBZkf7gcwtIj3SqFQKK6Ax4UQ7wX+RS5npmUipfyVKi+9ZW2atXIq7cSyPFjWZM/r0PDWuPG5HJT6BL7d821jv03GmKjbsOGMDhGIDsCut+K2afhwUaO5CNlcEJsyXFNRY7M6mhl6JfNofU9z8/RpAF783isA7Ac8ZxvBYYNsYqEHy3yeL5GNPlB/gG0129hWY6rzTQ7z1dnXOZ7RuTTi5gtz/dw6OEdQTnGnXWPc76C/tg2XCJKJGZMznyNId7C77Fw7gjsYig4xlp6FnLHHqM4TIkzeHDVBjceJx2FH03LoIkEkYyQ29jvnJcK1QpasW8c0sAajg/xs8GdrmjOpzl3HuwRYV7rGa+fGzhB3trdzqLHoLTg7GiGRySGEYF9LDWLuIEOxIboCXZwfeZFZkeJ4Zoze4z8gaysalZozQpN3Fw90P1C9EWbYnnbxSSBJ0NPNgzd0GrmW5mHTBJenE/zdUyV7/KwQwXnGR1d9gFl7nngoiEjleSU3wum5Z7BfDNFZ54WeHxn3psON6P0BNzXcQF0+RzKvc/z8NMODlxecv7nGzb+7rats4l2KZXBVTMw7D+OtxpEmw4/ypWce52NdRdEUe1anPTyMZ6SWfMZHe3iI0EQQbEXVyLqpWeono1w8/RJz00PUSTejaNy5bXfxRNbCg8wbiw6m6mce04Nls0PXUezAbdvrmE1kmdBDjCdG+crrXwHg7o672d3WzIno02xH4nM2oJUoAOZLPVjJGeRMP32X4/QNhxl32gm1bjf3bYLXJfh3txW33Tx2coTxaITZVInWXCYODjczqVlS+QgZPYNODlGSk6zgwaLcRm4KuPjVo9sKHleHTdA3GefZS9M8c2Gq7Bq015pGYhUPlmUzGgakGW4obGRlec62jWK5KoJ/IYS4H4hg7MP6IynlE4u9Z4Wrez/AkGi/iCHT/jHzvDNCiD8BrHTQ/9USvFBsLaqF9d2+U+2NUigUm8rvAz4gJ4RIYfxMSynl2ulpbxTzguqlub9ClE4kC+F6WplFls6n2RHawX53K/mpaX6eriUw8FOwx6HlBoSvhbKp6KUny0/mMg2PqQtkB8/iyeYI1tbRUmMofjltGh6Rg1wOAi1Qv7Ps7ZUMrAX2rtBoCblpEzb27djHvtoWvKG78I69SLvNyXPMUBPawT3t9yMjl8npkvfsa6cpUK46dk/nPcaD0ZOQNA2gA7/Kt/p/wGRistBLu2bn7MxZzs6cLbz37d1vZ2eo2Pae2R6eibxO7WgeTZ+DiVchOcvwJUMSfm/d3kX3CC2XmdQMg9FBZvNpbNk4ZCJk8pb8ffnx9ze64YXPGoZsH9zob+LGmz8KQKunkZTPTiIUoLExCxSjYf0uPx3+JQLtm/bD6EnEyDgyE0c2dyJsxp6rTD7Do5ceJW1K5M+SIezILDiEzQ7PTHh5frrEyM5eAGca7DoR2ww5DWaSlxlPpHC4vIYhnEtALs7ca1/G72rmiLuJdN4YgTt21pfJo58cChfSAxScNfMNqRVtJpFk7AGu72rg6amXSU7bIV/0Ctl0nc7wLFq/i/CEg85wjKDdC6linc5YmsuRcX7cM409p7PXtp3/85H/B1Ga6Lck5FQgiGfjnJq7iJRygYrfHbuMsLdw+j5GYiMAPD30NJFMhIAzgERyY9ON7A4ZBtyb9zRyrGfS8CpainozfchkilDUw25T9TA224bLG4OknUx4kLSzHpuwYddsuOOjvDbxGOlXSwLZZs5DIkQ8PcPr8TAj0kEqny1rr+Whnv+ZFkIsSLrdFHBzeNtCyXy7aSTG8ml601O0OJyUyrRahpsuje8OgeG9XZBoeoNY0sASQtiAH0sp3wosalSVspLVPXPV8DerHOfzwOeXe16FQqFQKJaLlHIt9xNvAsUJy0KDRCBNYQiBMKsWN0TJee8NOoNsq+kkafehZSRaLmHMEszJnpA6AykfJ9reyS0dPhr95sTI7jJy7Lj8xIbPcnY0Ql/D/bzlrjfRUre8/Q6WkZAvkepu9DYuqOeyaQTdTrY3+NnfVAMt74CfnQRcdDkawfS+fPyuHQveu/CkJRN8u4eHtj/ETwZ+Qr0p0vHg9geZSxuiAjk9x7GhY8SyMQDOzZwjk88QTodJyRxY4Y3zErfe23nvonuElsu5mXM8OfAkX4ucA30OUkX9L7s2byqXiUE6Cg27jXxec4OWzjhvaT0KYxfh0AegbhljVAmb3bhewQ5e33YTDYkJmn3NRDIRJhITtPpaCTgDNHuBhZewMvYASBu4amnGjj05Rz27aYp62OH2scO/C/wt9Mh2/ur8dziTyvNUzMOg1ozm1NjV5KfeX5yoD80mCmGD1vjP9yYux3NVqCsh46rFd8d/ImCpH9/4qWKFvM7LXCKbN4/ZCTUHm8kHIkwlDU/MXCLLT0+eYS43xE7/mxjxdJYbV1AMQ9TzBJwBBqOD/DzSA0DAWXnNJ+gKEnQZIXvPjjzLqxOv4nMYBtCu0K7C5+hAaw3HeiZ59tI0r4YlNnZT77NzvmEnryZiyFrJQdsAnr8SP9IAACAASURBVOTrdGRiMCY4M3aKM+e+i0uz82uBvbRMRAmme9jrbKXTbn51Olug8SAz9YeJTI/SEfIwJJMcaT5SaKO1n0yKhd7LSlj7vSrxWqSX15IjNJIpi8G2jqqbIYJCGJ+NFQQmrClLGlhSyrwQIiGECK5i469CQUfk5YWFfYtLoyoUCsV6Y4ah7wYKrg4p5bHNa9HyWTw3jTDU5MxAQaAQVqNpoiyvq7TCCK0cPIWExAJkHgc52oNOsokUPREH2oyL24LlXgNu/y2Gx6I8r41yz74mI7RrmViT4Fg2RpO3iffted/CSpaUdqlBUTpZ06rnMapIqeGjaXg1L+/e+e5CUYuvhRZfCwBZPcuxoWMFA/DJAcODd6D+AF7NySPebvB0gncGPDqfwQhLWgvvFRhS05rQ0KeGoX43dB0tHH9HcJ6hZOYAo+V6SM4ZBtbcgCFkYhmAqzH6pMSvOUBoPD34NAFngA8f+DA5U4jicPPhYljnchF+mO2Hzttg4DmQ/ZydfY1IOMvUCOzYXg8NexiMdZF0N9NR6yGGTi0edgTrqZuX3NemaeTyOolMjlQ2Tzavk8zmSGSKgbGJTJZsXict8mXllcjqZia5ks9I6b1nt9v4yJ3bSWSM8dWEoMHv5Itn/pVEzgi71aVkLjeDU/PS4O6gq2FeuCkUQwTDg9wd7OTWhlvAPoiWdeKu3bvkMLb52+gL9/HM8DNmO4rX2e3QuHV7HdFUlp60nXASZjIa52LjjJLgYEsj+HcwFffjBILOGq4L7WY8NcXFyGXSOx9h5NIU0yPfp+XAW9ljesYQAvwtjMV16hxOOnwBErEoNukhl9ex27SCXP5Y4jIzmTS9c0Wjp9ZdW0ydMI+cnmMoOmSkihAa7YF20rpxf2dk+TUr7IPTZcF4rphoeoNY7h6sFHDKzEMVtwqllL+9Lq1SKBQKhWIDEEJ8HPgdDBGlE8BR4Dhw32a2a7kcariRx8UxSqL/ytCFwNpubkk+Awi0svqyYIQVE7MKSzntxNcQwI1eoKWNMykHZ0ejXJyI8Zv37iquSAthBOMIwfaGlWlh+R3GZDOaidLoqeL2OPRBGHgS4sOVX9/74IrOuVhi2fnYhTFdys/zUF2cu4jb4TUMmLkBo7B+J+iG12I5q/XLwaE52FO7B9wN4G2Dun3lFaQ0EifrOUiYIfmaHZymkXviq+X1V2Ng5bPsc9bSue0untcy9IZ7gaKH6Io8dl1HC0YjI68CsP/mu3lOu5Hnemc48qZdaA4n2dOjOGyCtpCHt257KwBtvrYF4+y0aWTzkv/9dC+x3CQ9iVnmJgaosRdDFicywwylZnFoCeITvUs2sSGwcJ9ZKQG3g4C7/J7K6lmub7ieo61G3z6yP49Ns+F1Vrn37G4jhnL0JGL0JIUlCocbbFVSBZTw4PYHOTN1hqeHngbKDXwhBHeaYYW9uQDnxiJkcrohgS5c/PaRj2Oz5fncqc8hkXQ3HuJQ+52cnznPxWyYfLCNjN9JyuZH+lv50bCTxoCbm7fVIqUkkjK8uw5T7e+fnx/A7bDxibu247a5yek5zs3+jGgqx4/6iwZV0BXkQ/s/VLE/l+Yu8dOBnxae+xw+nLqhlJl1eAreQYBkJk8yP0c06yIrjT38dnEVe7BMvm/+KRTXPk/92ZJVjg5UEdt4ytxTdq/SYlEotgi/A9wCPCelvFcIsQ/4L5vcpmXT6G1ir+MGYpmLZeXCzIE1X+RCSt2Ycmmg50smHtJ6jzE5rk/0ojmygDmpbNgNNe0Q6uS9rmae753h1HCYzz3TRzxdNDr0KiIGS7EjtIOPHvwoElk96asnBP5mSI6Vl9e0gtO/YF/XktRuh/3vBHdwyaqGAp/GqalTXJq7VChv97fTcfgIhPYUK9vdcPLvV9aWZSOoaErP9MLJb5aXObxQ222MjdQhFTaS+dpcEKiQNHm55IwJrs/uwaPZyOk54tl4ISmxZYxeMbvvh+brINSJYySJrtl59PQkQhgy9E6bC4/dYxicVTjUGcTnsiElTKcgO+LjaEsdLd7irp0L4Qkc08ZCQNr+1JLNynlC5PXiHrXJxCQBZwC33V39PTKHw+Yo5N9yLGXU251w+28VE3hbODzGa8vgYMPBgoG1mLErEEb+KQlZPYVNEzhtTh7e9TCxbIzOQGfZMZ4ZfoZ4vpWcLnny3CR5c6Hl5m21DM0m+f5JQ/BmX0sNrUEPAzMJesajpHM6h5sP0x3s5kl9nMloml/eawhnvDL+CkOxoapttPYZPrzrYZ4aeIpoNkrS7oBtt5MQNr55vnjPZ/M6Z+OznDXdQDttjSAWhoZuFIt+CoQQXVLKASnlFzeqQQrFRnO8t4oAxxonJ/6rJ3oqlv/e/dV/JBQKxbqTklKmhBAIIVxSynNCiKVjca5C5k+7f3h6DC2VYnvpK4XVXFEUviskAC2GP4VSgxAsCWGq225KREMACHmNiWI0laO7wUtTwE0kmeXcWBQo5gVaCV7H0iGFFUPuDn9k5ScDw1PQcv2yqx9pPsJUylgxD7lDHKw/WJiEbhgliaPLsCbk+99l7IezuwxjVAjj2q0l1oTVE8KVC6NLnS+eKU4TlzQilsIVgEZjf09HraA16CZuhvD5XHZ+ufWDRrLeRfA67dzQYaQgGI+nORd3s7fFT3cwVOyGy89Ezs3O0E4cS4SXhtNhRuOjnDbVMQG+1fMtmr3NvHfPe8vq5vSckdMN3RCnEIuF8VbA4TH+1oBFDSwBzbZbGZg1cp9ZIhKWTL+FZThfjlzGK1L4XXakLH4O//onPYVb8l2H2uis89AlvAgBPeNRvvBsP26HMQbJjJOA20eDx/Ck+Z3+QmhpJSyPcYOngV898KuF8lQuVRD2sMjqOjPjA4Xn79yxn77IOTJ6hvMz5wvl7f72hWqg68BSywz/ChwGEEJ8R0r53iXqKxRbhs/MnQRgUFsoBw/A0hEDCoVi6zMkhAhh/N49IYSYxcjDuDWIjrF99hec8sF8GcFMTuIyPVgWEsuDZUOa6lplexSEVnnHwnxZ9RILandTgOvagwzOJEoMrLUJjZvPgfoDjCfG2RXaVdK29TnXfI60HFm60rpTxYNlGT3BdvBU3s+yZljn0uwcqD+A2+4u3ENOzVkQCVkLmmvcfPDWrqUrLkLBe1slD9Z9XfctaWCNxkb57sXv8ovhXxTK2vxtxDKxsnqxTIyvnvtqmdGw1LHXk8U8yQLw2xpxO2w0Blxln+lqJJnguvYg929ro9G1jbOj0cK4BlwOdjUVDRe7GSqYyem0hzwFI6uzrmg8OjQHOT3HV89+lYd2PFQQ67CoFnbqtrvZEVoo0vKm7gCnhw25iEZPI+PJATL5TFmY4UM7HroqDKzS0b5CuRmFQqFQKK5OpJSPmA//WAjxFBAEfrSJTVoRYtZYCco5g+TyxT0i7bUe7trVyMy0pCvuxApqK+yvKklYW1ZW+rNvqyAfbb1UMnGzjClrQlVattaE3CEe2f3I0hWvVap5sCyjZ12THJt4aiE+BXYXbrubA/UH1v+cq8CanM83sKznyxEiafW38pGDHykYTj6Hj2NDxwqJuS1i2Rg5Pcf+uv3UumsRQiwayrhe2ISNvMwvGq4phMCGk0Z/gDu6dlWtt6d2DzOpGUbjo4X+akIj5HUummrHXmKw3bW7oUzl0WJXaBdTySn6wn3MpecWGFg9s0bkj8by7mufs1QaHm5tuZV98/Yreu3LF99ZDUsZWLLKY4ViS/CoZuxLeLT/4hI1FQrFGwkhhBv4DWAXcAr4nJTy6c1t1ZUhgGTtPuriKSZjxgZ/hyborPPS6W+Afidi6GWwU/BaGXlpDAoTTSHA7iZXt5v4RD/puj2QMENr5oU5lRpQNnMiVWZ0bcA8/41JNQ+WpQ64wnC0K2HP2418WP7m9T/XGrIg0bClqLlMo9SSPrewa/YFoieWAbanbg/t/vYrbeqqee+e95LIJpYMu9WEjQc6Psgd3Q1V63gdXu7ruo9oJsqXX/8ysLw9lo1+Ny1BN3ZNUOOp7MWrdddypPkIfeG+BWMJRv43o53Lu0alXjjNCPteYLRtFEsZWIeEEBGMT7THfAxbORGj4qpicK5KeJ5CoVCsL18EssDPgQeBAxiCF1uK4nRComnGWnyTpXYmhLFvqv8XRl4ku6/g6dCEQNdL1AUxV/I1jfTeX+LU3AA7mx3QZxlY80MEi4+tlDUue3Fyb9ugsL2rlbd0vYXpZBUxpNVQ1YNl5TfbAMvWFYDmg+t/njXC8lD9YvgXvDj2YqE8mUuWvb5SNKGR1/Nl19nKm7ZqoY9V0uBpgGVu47Jr2rIMpoAzwOHmwwxEBpYVBhr0OviVZYR3FvKU6dXFKJYrmmO/ks2f68Sid4CUcgOWQhRbmc9YCfcUCoVia3FASnk9gBDic8ALm9yeK6SYOBgkmpi3E8vpg9puxPRpSI0is04wV3blvEMUQ6msQ5Ycad7EvTHgot7vRAANZuhP0OvgvYc7sNsE9kUShb4R2Fu3XjopwkgkPDdQXlyQZlfTtvmEXCEO1B8gZaoflpZbYXxXgsvmIqtn+cb5b1R87WrH6vZKPqtHW48WJOfXCksERGf1an8Nfhc2TVDjtuPc5O+gzTWxFQqFQqHYHLLWAyllbq3yFW0W07EMznR2XqnZp1AXYuokJKbAFTGeC2Pz+ZmRMFk9w0Q0Rd9UHEcuTCRpbtAvnaxr5dOFpoCbX7u9e0E7uuo3Zn/DGxa7C2b6jL/5aPYF10lhJOO+p/OeNT/uDY03UOeuWxB66LK7CLlDVd519dAW9HC0vp69LYFNbYf13VtJTj3kClHvWb5oSneDj99+y+41a9tqUJ9ExZpx/NI6hEMoFArF+nBoXti7pyQkfsuEwNuFoMbtIJs31n8tpS6guETdfSd4vTByHK7/BNgceHsmSWTyPH5mnJzMcCkaJx2Zpd85Xni7O9BgJO/V81C7bWM7pqjM9e+H5Ezl15wB5cHaQFw2FztDK8y9dpUQdAXpqgmueTqaK8HyYF2YvcCMeW87bU4ONx9GIq8scfVVgDKwFAqFQvGG41oJgdc0wZ7mAIfra2nLZhgZrpyM1NpnYu23umt3A4fMPEHpfIqvnAtxtKWNg/VGziS7TeBz2SF04wb0QrFs3DXGn0KxCt6/5/1XjeHitrsJuoKMxccYi4+hS528zPPi2ItIJM3erSWmYqEMLIVCoVAotiol4UnzQ5Xm58UCeGn8JfJ6nlg2Vqifl3ncDhsBt4Ogd/Ny9igUio3Baau8ELMZ2DU7H9r/ocLzgcgAj/U+Vq5uugVRBpZCoVAoFNciJROTkCuEJjRem3gNAI/dUybh3ORtosXXsuFNVCgUilLme9auVOVxs1EGlkJRBSuHVjXerVdPzKdQKBQbxXKmH93Bbn7j0G+se1sUCoViNdjnCbVcLaGMK0UZWArFevDUny0oOjpQLgLyXNcnN6o1CoXiWkcIRlPTJU8FyzO9FAqF4upBebAU1wQf/s6f0BF5eUF5Z8jIUPep0A1Gwb1/uJHNUigUCsWykAQ0J03eJibCw8XiQAvUdm9aqxQKheJKCLlC1LnrmEkZioJqD5ZCoeB4r5KqVygUG4tL2Hjfnvfxv8ZOFJMH1+8Gl38zm6VQKBQrxmlz8oG9H+Dxy48Ty8ToCnRtdpOuCGVgKRTrxFJ7uJo2qB0KheKNgRC2ooG1NRd9FQqFAiEEb+9++2Y3Y1UoA+sa4DMnPrPo65+68VMb1BLFlfBXT/RUfe337t+zgS1RKBRrgRDid4BPYJg5/yCl/Ot1PiEANn8z+pT1faIsLIVCodgslIGl2FJU2i+mUCgUVwtCiOswjKtbgQzwIyHE96WUF9blhCW5r1xOP9liS9bldAqFQqFYGmVgKRSbxCuRbyz6+uGaD2xQSxQKxRqyH3hOSpkAEEI8DTwC/I/1PvHDux7m8d6nmcwlynJgKRQKhWJjUQbWG4ClQggVCoVCsWacBv67EKIeSALvAF6aX0kI8UngkwBdXavYxO2tg7qdAARdQd7sbuM7sYsoD5ZCoVBsHsrAUiyPCnmdAJg7afzfftfGtUWhUCiuUqSUZ4UQnwaeAGLAa0CuQr3PAp8FOHLkiJz/+rJpud74M7GZnqt6T/0VH1KhUCgUq2PLGFhCiAeAvwFswD9KKf98k5u0YWyGB2pwLgnA8ZnFZccHNaPe0KU3njz5UiqBq+XowGfhqSUmSUvlJ6tmGK/kGAqFYkVIKT8HfA5ACPGnwNBGnbtec/OAbxstHXdv1CkVCoVCMY8tYWAJIWzA3wH3Y/xQvSiEeFRK+frmtmwDeOrPil6iSijP0ZZlacGOXYu++pm5k1DB+D5uGruHaz7A0YGi4Xv7DrWirVBsBEKIJinlhBCiC3gPcPsGnpsdjiA4fBt1SoVCoVDMY0sYWBhqTBellL0AQoivAw8DV4WBVdXD1PfzjW3IOrBcL41S91sfFktcPKgl18ZzuJSXq4KHayNTA1STsd8sCfvV9v0zJz5T8bvB8hq/WzcM6+e6PrnocY4OfHZpo1l5ODeL75h7sLLAb0opZzfszK4ApKNK5EKhUCg2ESHllYd+bxRCiPcBD0gpP24+/zBwm5Tyt0rqFDYMA3uB8xve0IU0AFOb3Yg15lrr07XWH7j2+nSt9QeuvT6ttj/bpJSNa9WYrYYQYhK4vIpDXGv302pQY2GgxsFAjYOBGociG/J7tVU8WJWW4sosw9INw1cLQoiXpJRHNrsda8m11qdrrT9w7fXpWusPXHt9utb6s9Gs1rhU419EjYWBGgcDNQ4GahyKbNRYaOt9gjViCOgsed4BjGxSWxQKhUKhUCgUCoWiIlvFwHoR2C2E2C6EcAIfBB7d5DYpFAqFQqFQKBQKRRlbIkRQSpkTQvwW8GMMmfbPSynPbHKzlsNVFbK4RlxrfbrW+gPXXp+utf7Atdena60/Ww01/kXUWBiocTBQ42CgxqHIhozFlhC5UCgUCoVCoVAoFIqtwFYJEVQoFAqFQqFQKBSKqx5lYCkUCoVCoVAoFArFGqEMrDVACPE7QojTQogzQojfrfC6EEL8rRDiohDipBDi8Ga0c7ksoz/3CCHCQogT5t8fbUY7F0MI8XkhxIQQ4nRJWZ0Q4gkhxAXzf22V937ErHNBCPGRjWv14qyyT/mS63VVCMRU6c/7zftOF0JUlVEVQjwghDhvfqb+YGNavDSr7FO/EOKUeY1e2pgWL06V/vxPIcQ587vsu0KIUJX3XpXX6FrjWh9nIUSnEOIpIcRZ83P0O2Z5xe++xX5vr9bv9pUghLAJIV4VQjxmPt8uhHje7NM3TCEwhBAu8/lF8/XukmP8oVl+Xgjx9s3pyZUjhAgJIb5tfg+dFULc/ka8H4QQv2d+Jk4LIb4mhHC/Ue6HKr9Na3YPCCFuNn+PL5rvXXnmdiml+lvFH3AdcBrwYoiG/ATYPa/OO4AfYuTzOgo8v9ntXmV/7gEe2+y2LtGPNwOHgdMlZf8D+APz8R8An67wvjqg1/xfaz6u3ez+rKZP5muxzW7/MvuzHyNR+M+AI1XeZwMuATsAJ/AacGCz+7OaPpn1+oGGze7DMvrzNsBuPv50lc/RVXuNrqW/N8I4A63AYfNxAOgBDlT77qv2e3s1f7evcDx+H/iq9RsMfBP4oPn474H/w3z8KeDvzccfBL5hPj5g3icuYLt5/9g2u18rHIMvAh83HzuB0BvtfgDagT7AU3IffPSNcj9U+W1as3sAeAG43XzPD4EHV9pG5cFaPfuB56SUCSllDngaeGRenYeBL0mD54CQEKJ1oxu6TJbTn6seKeUxYGZe8cMYX8yY/3+pwlvfDjwhpZyRUs4CTwAPrFtDV8Aq+nRVUqk/UsqzUsrzS7z1VuCilLJXSpkBvo4xDpvOKvp0VVKlP4+b3w0Az2HkJZzPVXuNrjGu+XGWUo5KKV8xH0eBsxiTy2rffdV+b6/a7/blIoToAB4C/tF8LoD7gG+bVeaPgzU+3wbeYtZ/GPi6lDItpewDLmLcR1sCIUQNxuT6cwBSyoyUco434P2AsQjuEULYMRbFR3mD3A8rnA+t6B4wX6uRUh6XhrX1Ja5gbqUMrNVzGnizEKJeCOHFsJQ759VpBwZLng+ZZVcjy+kPwO1CiNeEED8UQhzc2CZeMc1SylEwfrSBpgp1ttK1guX1CcAthHhJCPGcEGLLGGFV2GrXaLlI4HEhxMtCiE9udmOWya9jrO7N51q9Rlcbb6hxNsOabgKep/p3X7UxuRbG6q+B/wjo5vN6YK5kwaO0T4X+mq+HzfpbfRx2AJPAP5mhkv8ohPDxBrsfpJTDwF8AAxiGVRh4mTfe/VDKWt0D7ebj+eUrYkvkwbqakVKeFUJ8GsPyjWG4WnPzqlWK3bwq9fGX2Z9XgG1SypgQ4h3AvwK7N7al68aWuVYrpEtKOSKE2AE8KYQ4JaW8tNmNukKu1Wt0p3mNmoAnhBDnzFW6qxIhxP+F8d3wz5VerlB2LVyjq403zDgLIfzAd4DflVJGFtkSUW1MtvRYCSHeCUxIKV8WQtxjFVeoKpd4bUuPA8a89fD/397dx8hV1WEc/z7S2paCaK2NISC1EetbIipoQcRCSYOEVMWaGmtqlETXCBgTtYEaXzFpNNGQKEa0CUqWJoAFaiSUpFJBTbcF0u62UELlRTaVUqm8VLRZl59/nHPhzjozuzt72ZnZfT7JZO7cOffuOefend+ce849A1wWEX2SriYNB2tkStZDvr/oo6Rhfc8ANwEfqZN0qp8PYzHesldSJ+7BqkBEbIiI90bEOaQuy4dHJBmkthfoJODAZOVvvEYrT0Q8FxFH8vLtwExJ89uQ1fE6WAzNzM9P1UnTVceKsZWJiDiQnx8h3Qv0nsnK4Cug247RmJSO0VPALXTwMI18M/BFwOo8hGKkKXmMOtC0qGdJM0mNq96I2JRXN/rsa1Qn3V5XHwRWSHqMNBT0PFKP1mvzEDGoLdNL5c3vn0CK591eD4PAYET05dc3kxpc0+18OB94NCIORcQQsAk4i+l3PpRVdQ4MUjv0vaU6cQOrAvmKM5LeBFwMbByRZDOwJs9ksgR4tujG7ESjlUfSG4sZVSS9n3QePT3Z+WzBZqCYJeazwG110mwBlkt6Xb5CtDyv61SjlimXZVZenk8K1A9MWg6rtxM4Nc+W9GrSDbsdMTNiqyTNlXR8sUw67/Y036o9JF0ArAVWRMQLDZJNuWPUoaZ8PedYswF4MCJ+XHqr0Wdfo3jbbZ/tNSLiiog4KSIWko7zHyJiNXAXsDInG1kPRf2szOkjr/+U0qxybyaNPtkxScWYsIh4EnhC0uK8ahkpnk2r84E0NHCJpGPz/0hRD9PqfBihknMgv/e8pCW5btdQ//ticyNnvfCjpdlM7iGd2LuBZXldD9CTlwX8jDQ7ywBNZhLrhMcYynMpsDe/vx04q915rlOGjaRxyUOkqxGXkMYbbyX1yG0F5uW0pwO/Km37edKNnvuBz7W7LBMtE+mq1kA+XgPAJe0uS5PyfDwvHwUO5g87gBOB20vbXkiaTeyvwLp2l2WiZSLdV7A7P/Z2SpkalGc/adz6rvwoZqbqimM01R5TvZ6Bs0nDc/pL59yFTT77GsbbTv1sb6FOlvLyLIKLSF+I95OGic3K62fn1/vz+4tK26/L9fMQLcyO1u4HcBpwbz4nbiXNADftzgfgu8A+0sW460kzAU6L86FBbKrsHCB9h9qTt/kpoPHmUXlHZmZmZmZmNkEeImhmZmZmZlYRN7DMzMzMzMwq4gaWmZmZmZlZRdzAMjMzMzMzq4gbWGZmZmZmZhVxA8usBZKGJe2StEfSTZKObXeeACRdWcE+vi+pP5fvTkknVpE3MzPrXJKO5OeFkj5d8b6vHPH6L1Xu36zTeJp2sxZIOhIRx+XlXuC+qP0RzGbbHhMRw690vsaxTU1+JL0mIp7Ly5cD74iInoqzamZmHaSIH5KWAl+LiIvGsW3TuNZKbDLrZu7BMpu4e4C3AEi6VdJ9kvZK+kKRQNIRSd+T1AecKelbknbmHrBr86+FI2mbpJ9IulvSg5LOkLRJ0sOSrirt7zOSduRepl9IOkbSemBOXtfbKF29/JQLUzSusrmkH/k0M7PpYT3woRw3vprjy49yzOqX9EUASUsl3SXpBtIPuNaNgQ1iU9FbprzvPZIGJK0q7XubpJsl7ZPUW8RJs27gHiyzFpSu9M0AfgvcERE/lzQvIg5LmgPsBD4cEU9LCmBVRNyYt58XEYfz8vXAjRHxO0nbgL6IWCvpK8Ba4H3AYdIvir8bWAD8ELg4IoYkXQNsj4jfjOhZe3uTdDX5qVO+HwBrgGeBcyPiUPW1aGZmnaJRD1ZuKC2IiKskzQL+DHwSOAX4PfCuiHg0p20UA2t6sEp/6xNAD3ABMD9v8wFgMXAb8E7gQP6bX4+IP01CVZhNmHuwzFozR9Iu4F7gb8CGvP5ySbuB7cDJwKl5/TCpIVY4V1KfpAHgPFIQKWzOzwPA3oj4e0QcBR7J+1xGanTtzHlYBiyqk8dm6Ubmp0ZErIuIk4Fe4NKmNWFmZlPZcmBNjiN9wOt5ObbtKBpXWaMY2MjZwMaIGI6Ig8AfgTNK+x6MiBeBXcDCSkpjNglmtDsDZl3q3xFxWnlFvup3PnBmRLyQe6Nm57f/U4xPlzQbuAY4PSKekPSdUjqAo/n5xdJy8XoGIODXEXHFKHlslu6l/IziBtIVym+PIa2ZmU09Ai6LiC01K1PM+9eI141iYLN9N1KOf8P4O6t1EfdgmVXnBOCfObC8DVjSIF0RcP4h6Thg5Tj/zlZgpaQFkIZkSDolvzckaeYY0jUkqXzFcQWwb5z5MzOz7vU8cHzp9RbgS0VskfRWSXPrbNcsBpZjU9ndwKp8n9cbgHOAHZWUwqyNfDXArDp3AD2S+oGH95t+NQAAAMBJREFUSEMk/k9EPCPpl6QhgI+RxpyPWUQ8IOmbwJ2SXgUMAV8GHgeuBfol3R8Rq5uka2a9pMWkHrPHSePjzcxseugH/puH+l0HXE0annd/nmjiEPCxOts1i4E1sam0/hbSREu7SRMqfSMinswNNLOu5UkuzMzMzMzMKuIhgmZmZmZmZhVxA8vMzMzMzKwibmCZmZmZmZlVxA0sMzMzMzOziriBZWZmZmZmVhE3sMzMzMzMzCriBpaZmZmZmVlF/gdUVJ+aLJqCQgAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from __future__ import print_function\n", "import pints\n", "import pints.toy as toy\n", "import pints.plot\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Load a forward model\n", "model = toy.LogisticModel()\n", "\n", "# Create some toy data\n", "real_parameters = [0.015, 500]\n", "times = np.linspace(0, 1000, 1000)\n", "org_values = model.simulate(real_parameters, times)\n", "\n", "# Add noise\n", "noise = 10\n", "values = org_values + np.random.normal(0, noise, org_values.shape)\n", "real_parameters = np.array(real_parameters + [noise])\n", "\n", "# Get properties of the noise sample\n", "noise_sample_mean = np.mean(values - org_values)\n", "noise_sample_std = np.std(values - org_values)\n", "\n", "# Create an object with links to the model and time series\n", "problem = pints.SingleOutputProblem(model, times, values)\n", "\n", "# Create a log-likelihood function (adds an extra parameter!)\n", "log_likelihood = pints.UnknownNoiseLogLikelihood(problem)\n", "\n", "# Create a uniform prior over both the parameters and the new noise variable\n", "log_prior = pints.UniformLogPrior(\n", " [0.01, 400, noise * 0.1],\n", " [0.02, 600, noise * 100],\n", ")\n", "\n", "# Create a posterior log-likelihood (log(likelihood * prior))\n", "log_posterior = pints.LogPosterior(log_likelihood, log_prior)\n", "\n", "# Choose starting points for 3 mcmc chains\n", "xs = [\n", " real_parameters * 1.1,\n", " real_parameters * 0.9,\n", " real_parameters * 1.15,\n", "]\n", "\n", "# Create mcmc routine\n", "mcmc = pints.MCMCSampling(log_posterior, 3, xs, method=pints.DifferentialEvolutionMCMC)\n", "\n", "# Add stopping criterion\n", "mcmc.set_max_iterations(10000)\n", "\n", "# Disable logging\n", "mcmc.set_log_to_screen(False)\n", "\n", "# Run!\n", "print('Running...')\n", "chains = mcmc.run()\n", "print('Done!')\n", "\n", "# Check convergence using rhat criterion\n", "print('R-hat:')\n", "print(pints.rhat_all_params(chains))\n", "\n", "# Show traces and histograms\n", "pints.plot.trace(chains)\n", "\n", "# Discard warm up\n", "chains = chains[:, 5000:, :]\n", "\n", "# Apply thinning\n", "chains = chains[:, ::10, :]\n", "\n", "# Look at distribution in chain 0\n", "pints.plot.pairwise(chains[0], kde=True)\n", "\n", "# Show graphs\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }