From 0ace5ed89427630ba7ba8a6719bde688f7c85b96 Mon Sep 17 00:00:00 2001 From: "j.r.dalenberg" Date: Tue, 19 Mar 2024 11:27:57 +0100 Subject: [PATCH 1/2] update example script --- example_script.ipynb | 13 ++++++------- 1 file changed, 6 insertions(+), 7 deletions(-) diff --git a/example_script.ipynb b/example_script.ipynb index a910e6b..a7bcf09 100644 --- a/example_script.ipynb +++ b/example_script.ipynb @@ -63,20 +63,19 @@ "cdt = 0.01\n", "alpha = 0.05\n", "fwhm = [8., 8., 8.]\n", + "method = 'RFT'\n", "\n", "# Load data\n", "img = nib.load(in_file)\n", - "spm = img.get_data()\n", - "mask = (spm!=0).astype(int)\n", - "mask_img = nib.Nifti1Image(mask, img.affine)\n", "\n", "# Constants\n", "n_iters = 100\n", "\n", "# Run analysis\n", - "params, peak_df, power_df = run_power_analysis(img, None, dtype, n,\n", - " design, cdt, alpha, 'RFT',\n", - " n_iters, fwhm)" + "params, peak_df, power_df = run_power_analysis(img, n, fwhm=fwhm, mask_img=None,\n", + " dtype=dtype, design=design, exc=cdt,\n", + " alpha=alpha, method=method, n_iters=n_iters,\n", + " seed=None)" ] }, { @@ -203,7 +202,7 @@ }, { "data": { - "image/png": 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P2Jl5cpgjInOwA0MN8bFeB35SSinlT5zzmuFnvWve8o2uBYGWv7kpIc/MBlv+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3LK2ZxTPtQXCEDZadSeHp5+GqqroxemEGPJcOUhY0NRlHxgMXAwTN8XgS8CxKdk3tD7tGXlk1of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\njuM4juM4juM4Zcf/By1v3HY6crCZAAAAAElFTkSuQmCC\n", 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FCsblVBcItlz9zBgT7yO8L32wDdmxxmtKKbGzBAzOZdsu2C6285zPYU4uYQuCa/86G2P+nY94XOdFTezAit78He8C5Twi9aDYylksdrCrR4DR2GeWC2Vgx8uBPjNbCJxnz0Y6b4Pq4miMOWqMWW6MuQfbpeVqoLFHkPMEcTUoSPEiUtHH8gTn1fPZSFfX1ro+wjf1E7+rK0Uw+f8Me5628rGulRPX9iDiC4ZrfxO8VziF523O28JK35907GA8vv5cV25fd96nAzhXUT/GTkR/Gznd4bzm6EaVhxwNSrHD69+AvaPqaoRucl59pe3PNdgBOrwbsiHYSp5fxphXsJXA2tgGbYMg0nWpJ76nrUhwXv1Ot+PHQuxzwd2xzwJVB171cTX2Guf1Xz7i8NeA9yXY7+iXOKNgOqMaB8XpUr3aGNMXeyGhKr6/t0pdFrQuoHWBCxTQ8XeeHf4P9kJHnlPOOfJTvhzEHuu9wCwRyWs6wPy6kHqDL67PL0e9wZllwde5eyECOq+N9R9jzHR+66nWpYDycFnSxmwBc66m/gP7o5MBPJtH+LLOc4Hey0vzW9ek0x6rTgARIuL9DF1BqIy9QuSZj6bYwQNOAis8Vm12Xh9wfsxd4et6x+HBNQhGMIMkzHdeJzrPh7jSKY8dXh5so60wrMR2v7nP6R7iaQj26uZaU8QTvBtjdhhj+vj6wxYyACOcZZ7D5b/svD7jdH0DQOxcbd2xXeB8FXC56S0i3s8pjcGeS6+57iI43U0/BO4SkT/jg4hc53x/XNKB34lIbY8w4sQfm1fGjDHLsPPmVgc2iMi1Ae6TSylgknjMuyci9bHdac8BrwQZ3yLsXYz7nT+wjT5v6c5rgudCEfk9vgc48Werk14Pr+9OVezAGdk4d+unY+8yvOjrN0ZErhSRWI/3bcT3g1quz/G0j3VKXfK0LqB1gXwI5vg/jx1LYr6vHjcicoXzjKZLuvOa4BXuRuy0ULkyxmRiG71fAC+JyON5bZMPb2B7lT0iIh18BRCR5p7ngx+vYsvsQc556dpWgIkU3EUhv+e1iFwrIr7uALuWaVmZD9rNOB88HkgPwXanuRZ75acM9ge+ZwAjEIZh58r6CjvNxQHs3Zv22Ifa/+11Z2oddh6wNc6gA78Anxtj3iyAXfoA6CMiN2MfTHfNbRYC9PccRMEY86mTfitgs4i8j/1SdsLOBebrStc67KADc0TkX8CPwPfGmJf8ZcgY86qIdMbO7/kfEVmJ7TrVBVuALDXGLMnnfvtL+5TT8Hod2xh6HVspaYKdW/Vb7BDt+SYiXfjtypyrK1Fz+W2y+ePGmKH5TOYfwF3YBt5nIvImtjtrd+yPeV8/A2Xk5m3gI7GDlWRiz/+W2ALzKa+wPbB3GOaJyF+woyF+j51qJw5716E54Bqw5AXg705e/4Ud5fNWbEP2Tey5litjzL+d82cFsF5E2hljPg9w33Zi51XdJiLv8ts8s1WAJ3yNCJlHXg6KSCp2UKdz2GmSfN3dnYl9Zu51EVmGnYaoMfAH7FRB3QNML1NElmBHXd4hIm9hnyXugP2u+xosZTx2QJGHgE7O9/oQtnH6O+zxH4mdkgHscT0lIpuwn7lgr6LfhP09WxtIXpUqybQuoHUBCqgu4Ajm+M8XO5jgACBNRN5x8lYVe1xaYUcKfsjZZBH22E8TkTbYAf9+h53vfTkBlC/GmGPOtu8AU0SknDFmQv53O0c6v4rIXU46b4nIx9gBJU9jz6ubsANYXUkujUFjTJqIjMZeUPpcRJby2zyzVbGPJsUVQJZTsReQJ4pIY5xeC8aYZ5y0JovIJ9jHuY5i6z6dnW3ynLde5cJcBPMDlbQ/fpt7yvX3C/bZt23AHGyl0+eclnjNn4ad4uMJbKMgA9s18xi2e8VDQBmv7Stg77B9g60QZ5vDDR9zR3ptn4L/ueVSsIXmG9gv4WnsD+nv/cRVxdnfo84x2AX0w8/ccs42j2G7nv7ihEn3d2w8lodgf6i3Onk67RzrR3wd59yOga/9D+DzvglbaT+GfYYzw/kMavsIm0CQc8s5243xcV55/qUHGM96J/w1ftaHYgcZ+QI7Mu3/sM9strjA/CZg57lzzRN7DFtwXulnu4rACOfzO+Vs8zXwlnPuVPAK74r7J+x3bAVwHX7mc/P32Tv5/BF7df2mAL/j67HdlF9xzvEz2G5kPQI5Rn7i7eXxmT6eS7gW2Ib//5x8b8RW2nyeX7l8d8piC8lvnHP3K+zV99BcjpVgG8Dr+G1O3UNOHkaQfZ6+h5zPZD/2e/kdtkvXE+i8efp3if/5+J3WuoDWBVxhEwiyLnChx9/ZtiOwyvkMzmIb2JuBZ4BGXmFjgX87YX9yjmEff5+Xv2OFvTj6kbNufAD75/eY53a8sBdT/+acV6exdYf/YgeI7IXHPMrkPtdrb2z55PpuvYIt43dhL6YE/PnhZ55nJz+u+pBxncfO5/m8c+4ew5736c4+BFX/0r+cf+IcZKWUCphzJ+JpoI0xZn3x5qbgiYgBNhhjEoo7L0oppS59zhgNXwMLjTFJxZqZy4SIVMKOZrzDGNM8r/Dq4qTPzCqllFJKKaUuSSIS4T2wofOM91Rsd/4VPjdUJYI+M6uUUkoppZS6VN0NjBORtdhRmV2j7TfAdgueXox5U/mkjVmllFJKKaXUpepT7LgPrbADX4Lt0j0BmGSM+bm4MqbyT5+ZVUoppZRSSilV4ugzs0oppZRSSimlShxtzCqllFJKKaWUKnG0MauUUkoppZRSqsTRxqxSJYyI1BGR+SJyWER+EZF0EZkmIldcYHxtRWSFiHzrxHdYRN4RkQ4BbNtLRIzz18drXZLHOn9/5y8kz0oppS5tItJeRF4XkQMictopn74WkTkiUr648xcIEekqItNF5EMR+cEp917JR3xBlf8i8kcReVdEvhGRn0Vkv3NMfc6pKiKTRGSdiBx0wn8nIp+JyNMiUs3XNkoVNx0ASqkSRESuBj4GagBvAF8CzYA2wF7gVmPMiSDiew4YBnwDvA0cByKAJsBaY8wTuWxbF/gCKAWEA32NMXM91t8AdPGz+W1AIvCWMaZjoPlVSil16ROR+4EU4BCwGjgGlAaigJZAPWPMRX8xVER2ANcDp7DlbCNgiTGm1wXEFVT5LyKTgCeAE8BKbPl+DXAndjaT+40xr3ilcRbYDuwGjgIVgFuApsBh4BZjzMFg865UYdKpeZQqWWZiC7K/GGPc86KJyPPAo9hh5h8KJCIR6YttyC4E+hljznqtL+1zQ7tOgAXYQnI5MNQ7jDFmB3b+Nl/bf+L8OzuQvCqllLqsPAEIcKMx5rjnChEpWxIaso5HsY3Yr4DWQGo+4gq4/BeRWthy+QgQZ4w56hG+DfA+MA7wvktcyRhzxjthEZkAjACGAwPysQ9KFTjtZqyUF6dbTl7dY11/NxZhvq4GbgfSgRleq58GfgJ6i0iFAOIqiy34MvDRkAUwxvyaSxR/wd5ZfcBJN2Aich32Su8h4K1gtlVKKXVZOOK8/lNEejvlHwDGmF+KKU9BM8akGmP+a/LZDfICyv9IbB3/U8+GrCtPwI/YXlje+c3RkHX803n93YXkX6nCpI1ZpXI6Cbzs/P8fYKzH31Jn+UZsAfJ5EearjfP6rjEmy3OFMeZH4COgPLahmJf22IJsOZDlNOCfFJHB/p6lcRGRGOBvQLIx5oNgdwLo57zOK0FX15VSShWdx4B9wJtAHLDKed7zgeLNVrEJtvz/L3AWaCYi1T3Di0groCKwNoj0OzmvO4PMt1KFTrsZK+XFGLPR+fF/GFhpjBnjWiciTwDdgRRjzLxg4hWRIUCVIDbZYYxZ6fG+ofO6z0/4/2Kv3DYA1uUR903O6xngM6CxV14/ALoaY455LQ8FFmPv6I7Iawe8iUgY0As4D8zNI7hSSqnLjIh0BcYDrYwxR5xlw4FFwHwRKW2MKbBHVAqgbC4KQZX/xpjvRORJ4Hlgt4isxD4WdDX2mdn3gP7+EhORodixMCpjn5dtiW3I/i3/u6JUwdLGrFK+3eC8ej/zGe9neSCGYLv+BGohdtAGl8rO60k/4V3LAymUazivw7ADPdyG3af6wBRsofg6kOC13WjgRqClMebnANLxdo+Tv7d0EAmllFKeRKQF8Bpwl6shC2CMOedcTL4PeISCHW8hv2VzUQi6/DfGTBORdGA+0Ncj7FfYC/LZuh97GQrU9Hi/BkjyvsCt1MVAuxkr5ZurMevdjTgeOAfsci0QkVYi8m8ROeQ8R5vkK0JjTJQxRoL48xlPAXF9988BdxpjNhpjThljvgD+hB2worVnl2MRuRl7N3aqMeaTHDEGxtXFeNYFbq+UUurSNRM76q6v8RRcDSl3IyvQ8jc3F1nZXGCcxv8y7KjQV2NHJm4C7AeWOLMZ+GSMqWWMEaAWcBcQDXwmIvH+tlGquGhjVinfbsAOpf+Va4GIVMQOa/+l1wAU4djG7WDgQu5WBsp15bWyn/Wu5d8HEJcrzGfGmHTPFcaY08A7zttm4O5evAjbxemvAeY3GxG5FmiBbSivvpA4lFJKXZpEJA47jU2O50Id9Z3Xwx7Liqr8LW5Blf8ikgBMAv5tjHnMGLPfGHPaGLMde8H6EPC4iETnlqgx5ogxZgW2t1Y1bD1AqYuKdjNWyouIVMF2OfrYawTCG7BTBWTrYmyMWY3TOBORlFzize9zOXud1wZ+wrtGGfT3TI0nV1z+Gr7/c17DnNdwj3TP2Jl5cpgjInOwA0MN8bFeB35SSinlT5zzmuFnvWve8o2uBYGWv7kpIc/MBlv+u+ZvzzEVkDHmtIhsxjZqb8Teqc2VMeaAiOwGbhCR6t7TJSlVnLQxq1ROuXUxhgt7Xhby/1yOq1C6XURCPK9cO3eNbwVOA5sCiHsdYIBY77gcrgGhvnZefwH8DXgVjy0QN2IL3BxdkEWkHNAbO/BTUANnKaWUuiyUd15zNCxFpDK/zW+6oIDTLQnPzAZb/pd1XnNMv+O1PMe0fLmo7bzqxWh1UdFuxkrl5G/wJ1cD74sLiTS/z+UYY9KAd4Eo7AAYnsZin4dZbIxxz/sqIleLSCMRKe0V1wHslAf1sN2z8NjmduD32Lu2a5zwPxtj+vj6A/7tbLrQWbaUnLoBVwBv68BPSimlfNjtvHYVkaquhc7F0IVAXWzPns8KMtGL6ZnZXMrsYMv/D53XfiJylVcad2Abv2eAjz2WN3AuGnjnKUREJmAHjvzYGPM/7zBKFSe9M6tUTv7uzLoK12tFZLcx5psizJPLAGzh86KItAX2ADdj56DbB4z0Cr8Oe8W5PnaydU+PYO+oPi8if8RO0VMf25XrPNDHGONv5MRguboYF+QIlEoppS4dHwHrsaPofyYiy4BS2DIpEvgXv92dLRFEpAu/dY+u5bw29+gSfdwYM9Rjk9zK7GDK/2XYeWTbAXtEZAXwLRCD7YIswFPGmBMe23QAJorIRmyvrBPYwbZaYweA+pbsoyIrdVHQxqxSOd0AZJHzDuw/sT/qE7AF7JQizhfGmDQRaQqMA/6ALXwygWRgbDBXTI0x34hIE+x0O3cCrYAfsHdsJxpjNhdEnkUkBjtHnQ78pJRSyidjjBGRzsDTwN3AIOxAjFuBocaYZcWZvwt0A/B/XsuinT+AA9hpcPIUTPlvjMkSkQ7Yi9b3Yp+PLQ98hy2HXzTGvOuVxFrsIJctsRe6qwA/YRvKi51tvgskr0oVJck+vo1SKj9E5BQw0BiTUtx5UUoppS4XWv4qdXnSO7NK5ZOIhGOvZoJ9Dr2eiNwAfGeM8Tcqo1JKKaXyQctfpZTemVUqn5z53HIMf48dECmpaHOjlFJKXR60/FVKaWNWKaWUUkoppVSJU+RT84hIFRFZJiJfisgeEWle1HlQSimlLgciMl9EjorILj/rRUReFJGvRGSniMT7CqeUUkpdjIpjntlkYI0xphFwPXZocaWUUkoVvBTsyKf+3AH8zvnrB7xcBHlSSimlCkSRNmadyZhbAfMAjDFnjTHfF2UelFJKqcuFMeYD7HQc/nQGFhlrE1BFRK4smtwppZRS+VPUoxnXB44BC0TkemAbMNgY85NnIBHph71CTIUKFZo0atSoiLOplFLDt2UwAAAgAElEQVTqUrRt27bjxpiI4s7HReQq4KDH+2+cZZneAbVsVkopVRjyUzYXdWM2FIgHBhljPhWRZOAp4K+egYwxs4HZAE2bNjVbt24t4mwqpZS6FInIgeLOQ0mlZbNSSqnCkJ+yuaifmf0G+MYY86nzfhm2cauUUkqponcIqOvxvo6zTCmllLroFWlj1hjzLXBQRBo6i9oCu4syD0oppZRy+zdwvzOq8S3ASWNMji7GSiml1MWoqLsZAwwClohIGWA/8EAx5EEppZS65InIa0ACUF1EvgGeBkoDGGP+DqwGOgBfAafRMlkppVQJUuSNWWPMDqBpUaerlFJKXW6MMfflsd4AjxRRdpRSSqkCVRzzzCqllFJKKaWUUvlSHN2MlVJ+vPvuu8yYMYPMzEyysrKKOztKlSilSpWiWbNmTJ06lTJlyhR3dpRSlwgtm5W6cIVdNmtjVqmLxLvvvsvUqVOZPHkyMTExlC5durizpFSJ8ssvvzB8+HDmzp3LgAEDijs7SqlLgJbNSuVPYZfN2s1YqYvEjBkzmDx5MnFxcVpYKnUBypYty2OPPcYbb7xR3FlRSl0itGxWKn8Ku2zWxqxSF4nMzExiYmKKOxtKlWhXXnkl//vf/4o7G0qpS4SWzUrlX2GWzdqYVeoikZWVpVd9lcqnUqVK6TNtSqkCo2WzUvlXmGWzNmaVUkoppZRSSpU42phVSimllFJKKVXiaGNWKXVRSEhIYODAgX7fB2LZsmWIiPt9SkoK4eHhBZZHT975i4qKYsqUKYWSVmHuh1JKqcuTiLBs2bLizkbQ0tPTERG2bt1a5Gk3btyYMWPGuN8XVtm/fv16RITjx48DhV8PKMw6TGHTxqxS6pLVvXt39u/fH1DYYAvH5cuXM3HixPxkzydflYtg9kMppZQKVnE2EHPj68J23bp1yczM5IYbbiimXP1my5YtAU83k5SURMeOHQMK26JFCzIzM6lWrVp+spfDmDFjaNy4cY7lwezHxUbnmVVKXbLCwsIICwsr0DjPnj1LmTJlqFq1aoHGm5vC2A+llFKqMLjKycJSqlQpatWqVWjxByMiIqLA4/z1118pU6ZMke5jYexHUdHGrFIXof5v9i/uLDCr06yAwiUkJBAbG0uVKlWYPXs2ISEh3H///Tz33HOEhNjOH1FRUQwcOJChQ4dm265x48a89NJLF5zHRYsW8de//pVjx46RmJjIHXfckW19SkoKAwcO5NSpUwAcPHiQgQMH8uGHH3LmzBnq1avHmDFjuPfee6lfvz4AN910EwCtW7dm/fr1JCUlcfz4cW677TamT5/O2bNnOXr0qM/8nzp1il69erFy5UrCw8MZOnRotn0WEV5//XW6du3qXuZ5bKKiogDo1q0bAJGRkaSnp+fYD4BZs2YxefJkMjIyqFevHk8++SR9+/bNltasWbN47733WL16NTVr1mTcuHH06tXrgo+3Ukpd1voXf9nMrMDK5jVr1jBhwgR27dqFiHDTTTcxbdo0v9MM+SsDARYsWMDkyZPZv38/9erV4+GHH2bw4MHuMl5EeOmll1i3bh3vvPMODz/8MB07dqRNmzasXbuWESNG8MUXXxAbG8vs2bOJj48H4MSJE+4y+cSJE0RHRzN06FAeeOABwN7J3LBhAxs2bGDGjBkAfP311+78btmyhfj4eCIjI3niiScYNGiQe3/27dtHw4YN2bZtG/Hx8Zw8eZJhw4axcuVKfv75Z+Lj45k6dSpNmzb1ewyPHj1K3759effdd6lRowZPP/10jjDe9ZtZs2YxdepUMjIyCA8Pp0mTJrz11ls888wzLFy40H28AFJTU4mKiqJ+/fq8+uqrzJkzh08++YTJkyfTuHFj2rRpw7Fjx6hevbo7vTfffJPHH3+cjIwMmjdvzrx584iOjgbsXddly5axa9cud3jP+kNKSgpjx47NlocFCxaQlJSUYz8yMjIYPHgwa9euBaB9+/a8+OKL1KlTJ1tao0aNYuTIkRw9epS2bdsyd+7cbPktChd9Y/bQ9z8zfPkXxZ0NvybedV1xZ0GpYrdkyRIGDx7Mxx9/zI4dO+jRowdNmjThvvvuK7Q0P/30U5KSkhg/fjzdunUjNTWVESNG5LrNgAEDOHPmDKmpqVSqVIm9e/e6123evJlmzZqxZs0arr/++mxXlTds2EDlypVZs2YNxhi/8T///PM8+eSTjB49mtTUVAYNGkR0dDR33XVXQPu0ZcsWatSowZw5c+jYsSOlSpXyGW7FihUMHDiQF154gdtvv5133nmHAQMGUKtWLTp16uQON27cOP72t78xceJE5s2bx5///GdatWpFvXr1AsqPUkqpkumnn35iyJAhxMXF8fPPP/PMM8/QqVMndu/e7fOuqb8ycM6cOYwePZrp06fTpEkTdu3aRd++fSldunS27r9jx47l2WefZcqUKYgIBw4cAGD48OFMmjSJK6+8ksGDB9OzZ092796NiHDmzBni4+N58sknqVSpEmvXrqV///7Uq1ePtm3bkpyczL59+2jUqBHPPvssYO8gHjx40J1uSEgI9913H0uWLMnWmF2yZAkxMTHEx8djjOGPf/wjlStXZtWqVVStWpWFCxeSmJjI3r17ufLKK30ew6SkJA4cOMDatWspX748jz76KOnp6X6P+datW3nkkUdYuHAhLVu25Pvvv+f9998HYOjQoezZs4fvvvuOxYsXA1C1alUOHz7sPk5Tpkxh3rx5lC5dmq+++ipH/L/88gtjx45lwYIFlC9fnsGDB3PXXXfx2WefZRsvxJ/u3buza9cuVq1a5b5QUbly5RzhsrKy6Ny5M2FhYaSmpgIwcOBAunTpwpYtW9xppaens3TpUlasWMFPP/3Evffey8iRI5kV4AWXgnLRN2aVUhe/2NhYxo0bB0CDBg2YM2cO69atK9TGbHJyMm3btmXkyJHudLds2cK8efP8bnPgwAHuvvturr/+euC3K9HwWxebatWq5ejaU65cOebPn0/ZsmVzzdPNN9+cIz/PP/98wI1ZVx6qVKmSa/eiKVOm0Lt3b3dFokGDBmzbto1JkyZla8z27t3bfSd2/PjxJCcn88EHH+jdWaWUusTdfffd2d4vWLCASpUqsXnzZlq2bJkjvL8ycPz48Tz33HPuHkX169fnqaeeYubMmdkas927d6dPnz7u967G7Pjx42nTpg0Ao0ePpmXLlhw6dIg6depw1VVXMWzYMPc2/fr14/333+e1116jbdu2VK5cmTJlylC+fPlcy8RevXoxefJk0tLSuPrqqwF49dVX3Xd4U1NT2bFjB8eOHXM/sjN+/HjefPNNFi9ezBNPPJEjzn379vH222+zceNGbr31VgAWLlzovgvqS0ZGBhUqVODOO++kYsWKREZGuusb4eHhhIWFUbZsWZ/7MmjQoGy9tnw1Zs+dO0dycrI7P4sXLyY6Opp169bRrl07v/lyCQsLIzw8nNDQ0FyP57p169i5cydpaWnuHmOvvvoq11xzTba0zp07R0pKirtB3K9fPxYsWJBnPgqaDgCllMq3uLi4bO9r167N0aNHCzXNPXv20Lx582zLvN97Gzx4MM888wzNmzdn1KhRbNu2LaC0GjdunGdD1lf6zZs3Z/fu3QGlEYw9e/a4CzOXli1b5kjL83MJDQ0lIiKi0D8XpZRSxS8tLY0ePXpw9dVXU6lSJWrWrElWVhYZGRkBx3Hs2DEOHjxI//79CQ8Pd/899dRTpKWlZQvrr7uuZzlUu3ZtAHc5dP78eSZMmEBcXBzVqlUjPDyc5cuXB5VHVxrXXXcdS5YsAWzPrbS0NHr27AnAtm3bOH36NBEREdn2Y9euXTn2w2XPnj2EhITQrFkz97LIyEj3PvjSvn17IiMjqV+/Pj179mThwoX8+OOPAe1Dbt2dXfzlp6DrGXv27KF27druhixAdHR0jrQiIyOz3dktirqfL3pnVimVb6VLl872XkTIyspyvw8JCcnRPffXX38tkrx5evDBB/n973/P6tWrWbt2LS1atGD48OHZhtn3pUKFCgWSvogU6nHw7maU1+eilFLq0tSxY0fq1KnDrFmzuOqqqwgNDSU2NpazZ88GHIervPj73/9OixYtcg3rr5z0LIdcZZQr3ilTpjB16lSSk5O57rrrCA8PZ8SIERfUIOrVqxfz5s1j9OjRLFmyhJYtWxIZGelOr2bNmnz44Yc5tqtUqVKu8QbSfdelYsWKbN++nQ8++ID33nuPiRMnMmLECLZs2ZJrIxgCr2fklp+iqGt5pn+x1DG0MavURSjQwZdKioiICDIzM93vz5w5w5dffsmNN954wXHGxMSwadOmbMu83/tSp04d+vXrR79+/Zg0aRLJycmMGTPG/XzQ+fPnLzhPvvLjOdiG93E4cuRItvdgC4e88hATE8NHH33Egw8+6F62ceNGYmNjLzjvSiml8lDEzwJeqBMnTvDll18yc+ZMdxff7du3c+7cOb/b+CoDa9asSe3atUlLS+P+++8v8Hxu3LiRTp060bt3bwCMMezbt48qVapky1cg5XKPHj0YPnw4mzZtYunSpYwfP969Lj4+niNHjhASEpJrN2FPjRo1Iisri82bN7sb8hkZGe5nXP0JDQ0lMTGRxMRExo4dS40aNVi1ahX9+vULeF/88ZcfVz0jIiKCI0eOYIxxNzp37NiRLY5A8hATE8Phw4dJT093353dv38/hw8fvijrGdqYVUoVusTERObPn8+dd95JREQEEyZMyLVQDcRf/vIXWrRowcSJE+natSvr169nxYoVuW4zePBg7rjjDho0aMAPP/zAmjVr3D/MNWrUICwsjHfeeYeoqCjKlSvnc2CE3GzatClbfhYtWuTu9gT2OMyYMYMWLVpQqlQpRowYQbly5bLFERUVxbp162jdujVly5bliiuuyJHOsGHD6NatG02aNOH2229nzZo1LFmyhOXLlweVX6WUUpeeK664gurVqzNnzhzq1q3LoUOHGDZsGKGh/qv9/srAsWPHMmjQIKpUqUKHDh349ddf2b59O4cOHWL48OH5ymeDBg1YunQpGzdupHr16kyfPp2vv/4624XuqKgoNm/eTHp6OuHh4X6nxatTpw6tW7fmoYce4uTJk+5ZAQDatWvHrbfeSufOnXnuuedo1KgR3377LWvWrKFdu3bcdtttOeJr2LAhf/jDH+jfvz+zZ88mLCyMxx57LNdp8latWkVaWhqtWrWiatWqpKam8uOPP7obm1FRUbz99tvs3buXatWqBV3HCA0NZciQISQnJxMWFsajjz7Ktdde636GNSEhge+++45nn32We++9l/Xr1+eYtz4qKooDBw6wfft26tWrR8WKFXM8RtWuXTvi4uLo2bMnycnJgH2mNz4+nsTExKDyXBT0mVmlVKEbPnw4iYmJdO7cmdtvv52WLVvm664swC233MK8efN4+eWXiYuLY/ny5Xl2F87KymLQoEHExsbSvn17atas6R4qPzQ0lBdffJG5c+dSu3ZtOnfuHHSeHnvsMXbu3MmNN97IqFGjGDduXLYBHaZOnUp0dDQJCQl07dqVPn36UKNGjWxxTJ06ldTUVOrWrev3GHXp0oXp06fzwgsvEBsbS3JyMjNnzsw2+JNSSqnLU0hICEuXLmXnzp00btyYRx55hPHjx+c69oO/MrBPnz7Mnz+fxYsXc/3113Pbbbcxe/bsbAMoXqhRo0bRrFkz7rjjDlq1akWFChXcz7m6DB06lDJlyhAbG0tERESuz9P26tWLzz//nA4dOmS7ECwirF69msTERPr27UvDhg2555572Lt3b67df1NSUqhfvz6JiYl06tSJHj16ZHuO1FuVKlVYuXIl7dq1o1GjRkyZMoW5c+e6G8t9+/YlJiaGpk2bEhERwUcffRTgkbLKli3LyJEjuf/++7n55pvJyspi+fLl7ruwMTExvPzyy8yePZu4uDjee++9HLM83H333XTo0IG2bdsSERHBa6+9liMdEeGNN94gIiKCNm3a0KZNG2rVqsXKlSuD6nZdVCS3aSYuBldec61Jeu4fxZ0Nv3RqHlVQmjZtytatW4s7G0qVeLl9l0RkmzEm75E2VK6aNm1q9PdKXQ60bFaqYBRW2ax3ZpVSSimllFJKlTjamFVKKaWUUkopVeJoY1YppZRSSimlVImjjVmllFJKKaWUUiWONmaVUkoppZRSSpU42phVSimllFJKKVXiaGNWKaWUUkoppVSJo41ZpZRSSimllFIljjZmlVJKKaWUUkqVONqYVUoVOhFh2bJlxZ2NoKWnpyMibN26tcjTbty4MWPGjHG/j4qKYsqUKQWezvr16xERjh8/DkBKSgrh4eEFno5LYe2HUkqpgpeQkMDAgQP9vg/EsmXLEBH3+8IsZ7zzV5hlTmGXlyow2phVShWp4mwg5sZXAV23bl0yMzO54YYbiilXv9myZQsDBgwIKGxSUhIdO3YMKGyLFi3IzMykWrVq+cleDmPGjKFx48Y5lgezH0oppS493bt3Z//+/QGFDbbOsHz5ciZOnJif7Pnk66J8MPuhCk9ocWdAKaUu1NmzZylTpkyhxV+qVClq1apVaPEHIyIiosDj/PXXXylTpkyR7mNh7IdSSqmSIywsjLCwsAKN01UfqFq1aoHGm5vC2A8VPG3MKnUx6t+/uHMAs2YFFGzNmjVMmDCBXbt2ISLcdNNNTJs2jZiYGJ/h69evD8BNN90EQOvWrVm/fj0ACxYsYPLkyezfv5969erx8MMPM3jwYEJCbCcSEeGll15i3bp1vPPOOzz88MN07NiRNm3asHbtWkaMGMEXX3xBbGwss2fPJj4+HoATJ04wcOBAPvzwQ06cOEF0dDRDhw7lgQceAOydzA0bNrBhwwZmzJgBwNdff+3O75YtW4iPjycyMpInnniCQYMGufdn3759NGzYkG3bthEfH8/JkycZNmwYK1eu5OeffyY+Pp6pU6fStGlTv8fw6NGj9O3bl3fffZcaNWrw9NNP5wgTFRXFwIEDGTp0qPPxzGLq1KlkZGQQHh5OkyZNeOutt3jmmWdYuHCh+3gBpKamEhUVRf369Xn11VeZM2cOn3zyCZMnT6Zx48a0adOGY8eOUb16dXd6b775Jo8//jgZGRk0b96cefPmER0dDdi7rsuWLWPXrl3u8CkpKQwcOJBTp06RkpLC2LFjs+VhwYIFJCUl5diPjIwMBg8ezNq1awFo3749L774InXq1MmW1qhRoxg5ciRHjx6lbdu2zJ07N1t+lVKqsPV/s/jL5lmdAiubExISiI2NpUqVKsyePZuQkBDuv/9+nnvuOXeZ6v177NqucePGvPTSSxecx0WLFvHXv/6VY8eOkZiYyB133JFtvWd5AXDw4EF3GX3mzBnq1avHmDFjuPfee/3WGZKSkjh+/Di33XYb06dP5+zZsxw9etRn/k+dOkWvXr1YuXIl4eHhDB06NNs+iwivv/46Xbt2dS/zPDZRUVEAdOvWDYDIyEjS09Nz7AfYsnny5MlkZGRQr149nnzySfr27ZstrVmzZvHee++xevVqatasybhx4+jVq9cFH+/LnXYzVkrly08//cSQIUPYvHkz69evp3LlynTq1ImzZ8/6DL9582bANoIzMzNZvnw5AHPmzGHEiBGMGzeOPXv2MHXqVCZNmsTMmTOzbT927Fg6dOjAF198wSOPPOJePnz4cP72t7+xfft2qlWrRs+ePTHGAHDmzBni4+NZtWoV//nPfxg8eDD9+/dn3bp1ACQnJ9O8eXMeeOABMjMzyczMpG7dutnSDQkJ4b777mPJkiXZli9ZsoSYmBji4+MxxvDHP/6RQ4cOsWrVKj777DNatWpFYmIimZmZfo9hUlISX331FWvXrmXlypUsWrSI9PR0v+G3bt3KI488wtNPP83evXtZt24df/jDHwAYOnQo99xzD+3atXPvS4sWLbIdpwEDBrB79266dOniM/5ffvmFsWPHsmDBAj755BPOnz/PXXfd5T6eeenevTuPP/44DRs2dOehe/fuOcJlZWXRuXNnjhw5QmpqKqmpqRw+fJguXbpkSys9PZ2lS5eyYsUK3n33XT777DNGjhwZUF6UUupytWTJEkJDQ/n444956aWXmDZtGkuXLi3UND/99FOSkpLo168fO3bsoFOnTowePTrXbQYMGMDp06dJTU3lP//5D9OmTaNKlSqA/zoDwIYNG9i5cydr1qxxl+e+PP/888TExLB9+3bGjh3LiBEjssWTly1btgC2npKZmel+723FihUMHDiQIUOGsGvXLgYPHsyAAQN48803s4UbN24cnTt35vPPP6d79+78+c9/JiMjI+D8qOz0zqxSKl/uvvvubO8XLFhApUqV2Lx5My1btswR3tXNtFq1atm6t44fP57nnnvOfWW0fv36PPXUU8ycOTPbs6zdu3enT58+7vcHDhxwb9+mTRsARo8eTcuWLTl06BB16tThqquuYtiwYe5t+vXrx/vvv89rr71G27ZtqVy5MmXKlKF8+fK5drnt1asXkydPJi0tjauvvhqAV1991X2HNzU1lR07dnDs2DF316Px48fz5ptvsnjxYp544okcce7bt4+3336bjRs3cuuttwKwcOFC911QXzIyMqhQoQJ33nknFStWJDIykuuvvx6A8PBwwsLCKFu2rM99GTRoULarz1999VWOMOfOnSM5Odmdn8WLFxMdHc26deto166d33y5hIWFER4eTmhoaK7Hc926dezcuZO0tDT3le9XX32Va665Jlta586dIyUlhcqVKwP281uwYEGe+VBKqctZbGws48aNA6BBgwbMmTOHdevWcd999xVamsnJybRt29Z9wbFBgwZs2bKFefPm+d3mwIED3H333e5yzHU3FvzXGQDKlSvH/PnzKVu2bK55uvnmm3Pk5/nnn+euu+4KaJ9ceahSpUquZdqUKVPo3bu3u87SoEEDtm3bxqRJk+jUqZM7XO/evd13YsePH09ycjIffPCB3p29QHpnVimVL2lpafTo0YOrr76aSpUqUbNmTbKysoK6ynjs2DEOHjxI//79CQ8Pd/899dRTpKWlZQvrr7tuXFyc+//atWsDtvsuwPnz55kwYQJxcXFUq1aN8PBwli9fHvSV0Li4OK677jr33dlPP/2UtLQ0evbsCcC2bds4ffo0ERER2fZj165dOfbDZc+ePYSEhNCsWTP3ssjISPc++NK+fXsiIyOpX78+PXv2ZOHChfz4448B7UNu3Z1d/OVn9+7dAaURqD179lC7dm13QxYgOjo6R1qRkZHuhizYz9f12SqllPLNs1yEovnt3LNnD82bN8+2zPu9t8GDB/PMM8/QvHlzRo0axbZt2wJKq3Hjxnk2ZH2l37x58wIvz8Duu+sisEvLli1zpOX5uYSGhhIREaFlWj7onVmlVL507NiROnXqMGvWLK666ipCQ0OJjY31283Yl6ysLAD+/ve/Z+sS60uFChV8Li9durT7f9dzmq54p0yZwtSpU0lOTua6664jPDycESNGXFDh0atXL+bNm8fo0aNZsmQJLVu2JDIy0p1ezZo1+fDDD3NsV6lSpVzj9Zy2IC8VK1Zk+/btfPDBB7z33ntMnDiRESNGsGXLllwbweD/+AWTn5CQkBxdjn/99deA4g2UZ/qen61rneuzVUop5Vtev51F8VseiAcffJDf//73rF69mrVr19KiRQuGDx+ebXo6XwItz/IiIoV6HLzLUy3TCpY2ZpW6GAU4+FJxO3HiBF9++SUzZ850d/Hdvn07586d87uNa/Th8+fPu5fVrFmT2rVrk5aWxv3331/g+dy4cSOdOnWid+/eABhj2Ldvn/uZHFe+PPPkT48ePRg+fDibNm1i6dKljB8/3r0uPj6eI0eOEBISkms3YU+NGjUiKyuLzZs3uxvyGRkZHD58ONftQkNDSUxMJDExkbFjx1KjRg1WrVpFv379At4Xf/zlxzWoV0REBEeOHMEY4y6kd+zYkS2OQPIQExPD4cOHSU9Pd9+d3b9/P4cPHyY2NvaC86+UUoUh0MGXSoqIiIhs4zmcOXOGL7/8khtvvPGC44yJiWHTpk3Zlnm/96VOnTr069ePfv36MWnSJJKTkxkzZozPOkOwfOXHc5BK7+Nw5MiRHONclC5dOqAy7aOPPuLBBx90L9u4caOWZ4VMG7NKqQt2xRVXUL16debMmUPdunU5dOgQw4YNIzTU/09LjRo1CAsL45133iEqKopy5cpRuXJlxo4dy6BBg6hSpQodOnTg119/Zfv27Rw6dIjhw4fnK58NGjRg6dKlbNy4kerVqzN9+nS+/vrrbAV2VFQUmzdvJj09nfDwcL/D+9epU4fWrVvz0EMPcfLkSffohgDt2rXj1ltvpXPnzjz33HM0atSIb7/9ljVr1tCuXTtuu+22HPE1bNiQP/zhD/Tv35/Zs2cTFhbGY489lutw/6tWrSItLY1WrVpRtWpVUlNT+fHHH92Fc1RUFG+//TZ79+6lWrVq2broBiI0NJQhQ4aQnJxMWFgYjz76KNdee637GdaEhAS+++47nn32We69917Wr1+fY/69qKgoDhw4wPbt26lXrx4VK1bM0R2sXbt2xMXF0bNnT5KTkwH7TG98fDyJiYlB5VkppVRwEhMTmT9/PnfeeScRERFMmDAh14vRgfjLX/5CixYtmDhxIl27dmX9+vWsWLEi120GDx7MHXfcQYMGDfjhhx9Ys2aNuwHor84QjE2bNmXLz6JFi7IN5piYmMiMGTNo0aIFpUqVYsSIEZQrVy5bHFFRUaxbt47WrVtTtmxZrrjiihzpDBs2jG7dutGkSRNuv/121qxZw5IlS4IabEoFT5+ZVUpdsJCQEJYuXcrOnTtp3LgxjzzyCOPHj8/1GZbQ0FBefPFF5s6dS+3atencuTMAffr0Yf78+SxevJjrr7+e2267jQlzwk0AACAASURBVNmzZ2cbCOJCjRo1imbNmnHHHXfQqlUrKlSo4H7O1WXo0KGUKVOG2NhYIiIicn2etlevXnz++ed06NAhW4EmIqxevZrExET69u1Lw4YNueeee9i7d2+u3X9TUlKoX78+iYmJdOrUiR49emR7jtRblSpVWLlyJe3ataNRo0ZMmTKFuXPnuhvLffv2JSYmhqZNmxIREcFHH30U4JGyypYty8iRI7n//vu5+eabycrKYvny5e67sDExMbz88svMnj2buLg43nvvPUaMGJEtjrvvvpsOHTrQtm1bIiIieO2113KkIyK88cYbRERE0KZNG9q0aUOtWrVYuXJlUN2ulVJKBW/48OEkJibSuXNnbr/9dlq2bJmvu7IAt9xyC/PmzePll18mLi6O5cuX59ldOCsri0GDBhEbG0v79u2pWbOme4o5f3WGYDz22GPs3LmTG2+8kVGjRjFu3LhsAyFOnTqV6OhoEhIS6Nq1K3369KFGjRrZ4pg6dSqpqanUrVvX7zHq0qUL06dP54UXXiA2Npbk5GRmzpyZbfAnVfAk0KkWisuV11xrkp77R3Fnw6+Jd11X3FlQl4imTZuydevW4s6GUiVebt8lEdlmjMl7FCyVq6ZNmxr9vVKXAy2blSoYhVU2651ZpZRSSimllFIljjZmlVJKKaWUUkqVONqYVUoppZRSSilV4mhjVimllFJKKaVUiaONWaWUUkoppZRSJY42ZpVSSimllFJKlTjamFVKKaWUUkopVeJoY1YppZRSSimlVImjjVmllFJKKaWUUiVOaHFnQCnl3/DlXxRpehPvuq7A41y/fj1t2rTh2LFjVK9evcDjLw4dO3akevXqpKSkBLzNsmXL6NatG8YYAFJSUhg4cCCnTp0q8PwlJCTQuHFjXnrpJQCioqIYOHAgQ4cOLfC0CnM/lFJKlQxjxoxh2bJl7Nq1K+Btjh8/TkREBKmpqSQkJJCenk79+vXZsmULTZs2LdT8JSUlcfz4cVatWlWg6QCFuh8qJ70zq5RSxaB79+7s378/oLDp6emICFu3bg0o/PLly5k4cWJ+sueTiLBs2bJsy4LZD6WUUkUjISGBgQMHFtl2BaFu3bpkZmZyww03BBQ+KiqKKVOmBBR26NChbNiwIT/Z88nX8Qp2P1T+6J1ZpdQlJysrC2MMpUqVKu6s+BUWFkZYWFiBxnn27FnKlClD1apVCzTe3BTGfiillLr8lCpVilq1ahVonK76QHh4OOHh4QUatz+FsR/KP70zq5TKl19++YUhQ4ZQs2ZNypUrxy233MLGjRtzhNu0aRM33HAD5cqVo0mTJmzbts297uTJk/Tu3ZsaNWpQrlw5oqOjmTZtWrb1/fr1o0aNGlSsWJHWrVtnu0uZkpJCeHg4q1evpnHjxpQpU4YZM2ZQpkwZTpw4kS0fI0aMIC4uzv3+448/pnXr1pQvX56rrrqKhx9+mB9++MG9/vTp0yQlJREeHk7NmjV59tlnAzouixYtIjIykvLly9OxY0eOHDmSbb0rzy4HDx6kc+fOVK1alfLly9OoUSP+8Y9/AFC/fn0AbrrpJkSEhIQEwHaT6tixI5MmTaJOnTrUqVMH8H2l+NSpU/Tq1Yvw8HBq1aqV42q2r7uunle9o6KiAOjWrRsi4n7vvR8As2bN4pprrqFMmTJcc801zJkzJ0das2fPplu3blSoUIHo6GheeeWVPI+pUkoVp/79i/8vEElJSWzYsIEZM2YgIogI6enpAHzwwQfcfPPNlCtX7v/Zu/P4qKt7/+OvM5NM9gXIAoTIKgJiEbQKogW1tXpxqdvP1soVxaJSrda1KloFrWLRq22pdQG9WqhLi71KEWtxR5FFdiICshMIyJZkksxk5vz+GBgzmclKkpkJ7+fjMQ8yZ77LZ0bk5DPnnM8hPz+fX//613g8nnrP8/l8jB07lp49e5KSksKxxx7L448/jt/vb9Lnt2jRIk466SSSk5MZPHgwX3zxRcjrtWcheb1efvWrX9G1a1eSkpIoLCzkN7/5DRDo5zZv3sydd94ZjBUi/z5QVFTEgw8+yMCBA8Nievjhh8nPzyc9PZ1rrrmGioqK4GuR+tLD/W59n1ek2VT1fe6H7zV+/HjuvfdecnJyyMvL44477mjyZ3w0UjIrIkfkrrvu4rXXXmP69OksXbqUE044gXPPPZfi4uKQ4+644w4mT57M4sWL6dWrF+effz5utxuACRMmsHLlSmbPns3atWuZPn06BQUFAFhrGTVqFNu3b2f27NksXbqUH/zgB5x11lkh96isrGTSpEk8++yzrFmzhquvvpqcnBzeeOON4DHWWmbOnMlVV10FwMqVKznnnHO48MILWb58ObNmzWLZsmVce+21IXG/9957/OMf/2DevHksXbqUjz/+uN7P5IsvvmDMmDGMGzeOZcuWccEFF/DAAw/Ue8748eNxu9188MEHrF69mqeeeors7GwAFi5cCMDcuXMpLi5m1qxZwfM++ugjVqxYwdy5c5k3b16d13/yySfp378/X375JQ899BD33ntvyHUasmjRIgCef/55iouLg89re/PNN7npppu49dZbWbVqFbfccgvjx4/n7bffDjlu4sSJXHTRRSxfvpwrrriCa6+9li1btjQ6HhERiezpp59m2LBhXHPNNRQXF1NcXExhYSHbt2/nvPPOY/DgwSxdupRp06bxt7/9jXvuuafe8/x+PwUFBbz++usUFRXxyCOP8Lvf/Y4XX3yx0TGVlZUxatQoevXqxeLFi3nssccarOPwhz/8gTfffJNXX32VdevW8dprr3HccccBgeU03bp144EHHgjGeljt3we6d+8e8fofffQRy5cvZ968efzjH//g3//+N3fffXej31Ndn1dtDX3uh82YMYOEhAQ+++wz/vSnP/HUU0/x2muvNTqeo1WbTzM2xmwCSgEfUG2t1cpokThVXl7OM888wwsvvMCoUaMA+Mtf/sL777/P1KlTefjhh4PH3n///fz4xz8G4MUXX6Rbt27MnDmT6667js2bNzNkyBBOOeUUgJCO54MPPmDZsmXs3r07OJ110qRJvP3227zyyivcddddAPh8Pv70pz9x0kknBc/96U9/yowZM7jhhhsAmD9/Plu3buXKK68E4Pe//z1XXHEFt99+e/CcZ555hsGDB1NSUkJqairTpk1j+vTpYbHX5+mnn+bss8/mvvvuA6Bv374sWrSIadOm1XnO5s2bufTSSxk0aBDw3WgsQG5uLgCdOnUKm7qUnJzM9OnTSUpKqjemU089NSyeJ598kksuuaTe82rHkJ2dXe/0qSlTpjB69Ojgt9l9+/ZlyZIlTJ48mQsuuCB43OjRo4NfKkyaNImnn36ajz/+ONgmIiLNk5WVhcvlIjU1NeTf6z//+c907dqVP//5zzgcDvr3789jjz3G9ddfz6RJk+o8z+l0MnHixODzHj168OWXX/K3v/2NsWPHNiqmmTNn4vF4ePHFF0lPT2fgwIHcd999jB49us5zNm/eTN++fTnjjDMwxnDMMcdw2mmnAdCxY0ecTicZGRlhfVKk3wcicTqdIfFMnjyZsWPH8uijj5KWltbge6rr86qtoc89NTUVgAEDBgQ/5759+/L8888zb948fvaznzUYy9EsWiOzZ1prT1QiKxLfNmzYgNfrZfjw4cE2p9PJsGHDWLNmTcixw4YNC/6cnp7OCSecEDzmxhtv5LXXXmPQoEFhRRqWLFmC2+0mNzc3uOYlPT2dVatWsWHDhuBxCQkJYcUWrrrqKubPn8/mzZuBwLeeI0aMCCajS5Ys4a9//WvIdQ+/lw0bNrBhwwY8Hk/E2OtTVFQUck7t9x/JLbfcwsMPP8ywYcOYMGFCyDTs+gwcOLDBRDbS/SP9N2oJRUVFIX8fAE4//fSwe9Wc6p2QkEBubi4lJSUtHo+IiAQUFRUxdOhQHI7vfv0//fTT8Xg8rF+/vt5z//KXv3DyyScH++L/+Z//adJsmqKiIr73ve+FLEtpqF8cM2YMy5Yto2/fvvzyl7/kX//6V6Om3Ub6fSCSSPF4PJ6Q3y1aQmM/95r9IkDXrl3VLzZCXBSA6r1iAa7KCpzVXhKqvTiqq1kx/MdUJyVHOzQRqcPh9SuNcd5557F582beeecd5s2bx6hRo7j88st58cUX8fv95Ofn88knn4Sdl5mZGfw5KSkprODTkCFD6NevHzNnzuSOO+7gjTfe4PHHHw++7vf7ue666/j1r38ddu2CggK+/vrrRr+HIzV27Fh+/OMfM2fOHP7zn/9w2mmncc899/Dggw/We15jvj1uDGNMcNugw7xeb4tc+/D1a0pMTAx7XWuD4ofPF+0IRKQl1ddnv/baa9x6661MmTKF0047jczMTKZOncqbb77ZqjENGTKETZs28e677zJv3jyuvvpqBg0axHvvvReSGNYW6feB5nA4HK3aL0Lo565+sXmikcxa4N/GGAs8a619rvYBxphxwDiAzJwu9Fm+gJTygyHHfPX9EUpmRaKsd+/euFwu5s+fT+/evYHA9J7PP/88OJX3sAULFtCrVy8gMD151apV/Pd//3fw9ZycHEaPHs3o0aM577zz+NnPfsZf/vIXhgwZwq5du3A4HMHzm+Kqq65ixowZDBw4kPLyci677LLga0OGDGH16tX06dOnzveXmJgYMfbD7zeS/v37s2DBgrD335Bu3boxbtw4xo0bx+TJk3n66ad58MEHcblcQOCzba5I8fTv3z/4PDc3N2TN0a5du8LWPScmJjYYQ//+/Zk/f37I1LNPP/2UAQMGNDt2iT0t/PucSFx49tloR9B4Lpcr7N/r/v378/rrr+P3+4PJ4KefforL5Qr2aZHO+/TTTzn11FNDiiE1dfSyf//+vPTSS5SXlwe/hG1Mv5iRkcFll13GZZddxpgxYxg6dCjr16+nb9++EWNtipUrV4bFU/OzqN0vAixfvjxYABEif161NeZzl+aLxjTj0621Q4DzgF8aY35Q+wBr7XPW2pOttSenZnXAl5AYdhFHdXUbhCoi9UlLS+PGG2/k7rvvZs6cORQVFXHjjTeya9cuxo8fH3Lsww8/zHvvvcfq1au59tprcblcwYT3gQce4J///Cfr1q2jqKiIWbNm0atXL5KSkvjhD3/I8OHDueiii3jnnXfYuHEjn3/+Ob/97W8jjtbW9vOf/5w1a9Zw//33c8EFF4SM5t59990sXLiQG264gaVLl7J+/Xpmz57N9YdKRqanpzN27FjuvvvukNgb6rh+9atf8Z///IdHH32UdevW8fzzzzf4DfYtt9zC3Llz+eabb1i2bBlz584NJoB5eXmkpKTw7rvvsmvXLg4cONDg+65twYIFIfG8/PLLISPSZ511FlOnTmXx4sUsXbqUMWPGkJwc+oVhjx49mDdvHjt37mTfvn0R73PnnXfyyiuvMHXqVNatW8cf//hHZsyYEVzbLO2DklmR2NajRw8WLlzIpk2b2LNnD36/n/Hjx7Njxw7Gjx9PUVER//rXv/jNb37DTTfdFFy3Gem8vn378uWXX/LOO++wbt06Jk2a1OQ9W6+88koSEhK49tprWb16Ne+99x6PPPJIvec8+eST/O1vf6OoqIj169czc+ZMMjMzg0uFevTowSeffML27dvZs2dPkz+j6urqkHh+85vf8Itf/CKY3J511lm88847vPXWW6xdu5bbbruNrVu3hlwj0udVW2M+d2m+Nh+ZtdZuP/RniTHmTeAUoN7SoL7E8GTWWa2eVNq/Ry+pf21mLJg8eTIA11xzDfv372fw4MHMnTuXLl26hBz32GOPcfvtt7N27VqOP/54Zs+eHewwkpKSuO+++9i4cWNwe5/D1W+NMcyZM4cJEybwi1/8gpKSEvLz8xk+fHjIyG5dunfvzumnn84nn3wSUsACAutTPv74YyZMmMCIESPw+Xz06tWLiy++OHjMlClTKC8v5+KLLyY1NZWbb76Z8vLyeu85dOhQpk2bxm9/+1smTpzIyJEjefDBB7n55pvrPMfv93PzzTezdetWMjIyOPvss3niiSeAwPqfP/zhD0ycOJGHHnqIM844gw8//LDB917TbbfdxooVK3jkkUdIS0tj4sSJIaPUTzzxBGPHjmXkyJHk5+fz+OOPU1RUFHKNJ554gttuu43CwkIKCgqCWz3U9JOf/IQ//vGPTJkyhVtvvZXu3bvz5z//OaT4k8Q/JbMise2OO+7g6quvZsCAAVRUVLBx40Z69OjBO++8w5133smJJ55IdnY2V155ZciWc5HOu/7661m2bBlXXnkl1louvfRSbr/9dqZPn97oeNLT05k9ezY33nhjcAnQ5MmTufDCC+s8JyMjg9///vesW7cOYwyDBw/mnXfeCSaAEydO5Prrr6d3795UVVWFTQluyIgRIzj++OM588wzcbvdXHrppSFLka699lpWrFgR3OHgl7/8JRdffHFI4hzp86qtoKCgwc9dms809T/8Ed3MmDTAYa0tPfTze8BEa+3cus7p0ud4O/20c+i4c1tI+ycXjeHbLse0bsCNEA/JhsSHk08+OWRPMhFpnvr+XzLGLFHxwSPXrfBku22r/r2S9k99s0jLaK2+ua1HZvOBNw8tdk4AZtaXyB7mc2pkVkREJFZUeVSUREREoq9Nk1lr7TfAoKaeF3HNrE9rZkVERKKhutpPaSlkZEQ7EhEROZpFa5/ZJvElhOfcCRqZFRERiQq/9bNzZ7SjEBGRo12cJLOaZiwiIhIr/NZPrR0rRERE2lz8JrMqpSjtjNPppKqqKtphiMQ1r9cb3MdPWo/f+tmxI9pRiIjI0S4uevxqjczKUeCUU07hnnvuYdu2bUe0CbjI0crr9fLKK6/Qr1+/aIcSM4wx5xpj1hpj1htjfhPh9WOMMR8YY5YaY1YYY/6rMdcNJLNttxuCiIhIJG2+z2xzaJqxHA2eeOIJXnjhBcaOHcu+ffsibrwtInVzOBz069ePKVOmRDuUmGCMcQJTgR8B24BFxpi3rLVrahw2AXjdWvuMMWYAMAfo0Zjrb9pWCaS0bNAiIiJNEBfJrD9CASgls9LeuFwuxo8fz/jx46Mdioi0D6cA6w/tJIAx5lXgIqBmMmuBzEM/ZwGNnjxcvKcCtzuF1NQWilZERKSJ4neasbbmERERqU8BsLXG822H2mp6ELjKGLONwKjszXVdzBgzzhiz2BizuNpXTYXXrYrGIiISVXExMqtpxiIiIq3iZ8BL1tonjDHDgFeMMQOttWHrHKy1zwHPAaRk9bNubwXFxdCrVxtHLBJl98xa2ab3e/SSE1r8mh9++CFnnnkmu3fvJicnp8WvHw3nn38+OTk5vPTSS40+5+9//zuXX3451gZqALz00kvcdNNNlJWVtXh8I0eOZODAgfzpT38CoEePHtx0003ccccdLX6v1nwfsSYuRmb9Tk0zFhERaaLtQGGN590OtdU0FngdwFr7OZAMNOo3W7fXrYrGItKuXHHFFXzzzTeNOnbTpk0YY1i8eHGjjp81axaPPvrokYQXkTGGv//97yFtTXkf8S4uktlI04wTlMyKiIjUZxFwrDGmpzHGBfwUeKvWMVuAswGMMf0JJLO7G3Nxt9etvWZFpNH8fn/M79aQkpJCXl5ei17T4/EA0LFjRzIyMlr02nVpjfcRq+IimdU0YxERkaax1lYDNwHvAkUEqhavNsZMNMZceOiw24FfGGOWA38DxtjD8+0a4PV72bzN0xqhi8gRqqqq4tZbbyU/P5/k5GSGDh3Kp59+GnbcggULOPHEE0lOTuakk05iyZIlwdcOHDjA6NGjycvLIzk5mV69evHUU0+FvD5u3Djy8vLIyMhgxIgRIaOUL730Eunp6cyZM4eBAwficrmYOnUqLpeLb7/9NiSOe++9l+9973vB55999hkjRowgNTWVgoICbrzxRg4ePBh83e12M2bMGNLT08nPz+d3v/tdoz6Xl19+me7du5Oamsr555/Prl27Ql4/HPNhW7du5aKLLqJjx46kpqbSr18/Xn31VQB69uwJwPe//32MMYwcORKAMWPGcP755zN58mS6detGt27dgMA045tuuinkfmVlZVx11VWkp6fTuXPnsGr8kUZde/ToETyuR48eAFx++eUYY4LPa78PgGeffZY+ffrgcrno06cPzz//fNi9nnvuOS6//HLS0tLo1asXf/3rXxv8TKNNyayIiEg7Za2dY63ta63tba195FDbA9batw79vMZaO9xaO8hae6K19t9Nuf72XRVUVbVG5CJyJO666y5ee+01pk+fztKlSznhhBM499xzKa41neKOO+5g8uTJLF68mF69enH++efjdrsBmDBhAitXrmT27NmsXbuW6dOnU1AQqCFnrWXUqFFs376d2bNns3TpUn7wgx9w1llnhdyjsrKSSZMm8eyzz7JmzRquvvpqcnJyeOONN4LHWGuZOXMmV111FQArV67knHPO4cILL2T58uXMmjWLZcuWce2114bE/d577/GPf/yDefPmsXTpUj7++ON6P5MvvviCMWPGMG7cOJYtW8YFF1zAAw88UO8548ePx+1288EHH7B69WqeeuopsrOzAVi4cCEAc+fOpbi4mFmzZgXP++ijj1ixYgVz585l3rx5dV7/ySefpH///nz55Zc89NBD3HvvvSHXaciiRYsAeP755ykuLg4+r+3NN9/kpptu4tZbb2XVqlXccsstjB8/nrfffjvkuIkTJ3LRRRexfPlyrrjiCq699lq2bNnS6HiiIW4LQDmqVc1YREQkmtxeNzt3ZtG9e7QjEZHDysvLeeaZZ3jhhRcYNWoUAH/5y194//33mTp1Kg8//HDw2Pvvv58f//jHALz44ot069aNmTNnct1117F582aGDBnCKaecAkD3Gv+jf/DBByxbtozdu3eTkhLYb3rSpEm8/fbbvPLKK9x1110A+Hw+/vSnP3HSSScFz/3pT3/KjBkzuOGGGwCYP38+W7du5corrwTg97//PVdccQW333578JxnnnmGwYMHU1JSQmpqKtOmTWP69Olhsdfn6aef5uyzz+a+++4DoG/fvixatIhp06bVec7mzZu59NJLGTRoEPDdaCxAbm4uAJ06daJz584h5yUnJzN9+nSSkpLqjenUU08Ni+fJJ5/kkksuqfe82jFkZ2eHxVDTlClTGD16dHBkuG/fvixZsoTJkydzwQUXBI8bPXp08EuFSZMm8fTTT/Pxxx8H22JRfIzMJmrNrIiISKypqNa6WZFYs2HDBrxeL8OHDw+2OZ1Ohg0bxpo1a0KOHTZsWPDn9PR0TjjhhOAxN954I6+99hqDBg3ijjvu4KOPPgoeu2TJEtxuN7m5uaSnpwcfq1atYsOGDcHjEhISOPHEE0PuedVVVzF//nw2b94MwIwZMxgxYkQwGV2yZAl//etfQ657+L1s2LCBDRs24PF4IsZen6KiopBzar//SG655RYefvhhhg0bxoQJE0KmYddn4MCBDSayke4f6b9RSygqKgr5+wBw+umnh92r5lTvhIQEcnNzKSkpafF4WlJ8JLMRpxlrZFZERCSaVNFYJL4YYxp97HnnncfmzZu544472LNnD6NGjeKaa64BAsWc8vPzWbZsWcjjq6++YtKkScFrJCUl4XQ6Q647ZMgQ+vXrx8yZM/F6vbzxxhshI39+v5/rrrsu5LrLly9n3bp1YYlxaxs7diwbN27kmmuu4euvv+a0007jwQcfbPC8tLS0Frm/MYbaZQy83pYb0Kv99yGx1gCiMQa/P2yntpgSH8mstuYRERGJOYf3mhWR2NG7d29cLhfz588Ptvl8Pj7//HMGDBgQcuyCBQuCP5eXl7Nq1Sr69+8fbMvJyWH06NG89NJLTJs2jf/93/+lqqqKIUOGsGvXLhwOB3369Al5NKaK7lVXXcWMGTOYO3cu5eXlXHbZZcHXhgwZwurVq8Ou26dPH1JSUujduzeJiYkRY69P//79Q86p/f7r0q1bN8aNG8frr7/OxIkTee655wBwuVwAR1ShOVI8NT//3NzckDXIu3btClv3nJiY2GAM/fv3D/n7APDpp5+G/X2IR3G7Ztbp08isiIhINFVWV7Jtuw9wNnisiLSNtLQ0brzxRu6++25ycnLo2bMn//M//8OuXbsYP358yLEPP/wwubm5dO3alYkTJ+JyuYJrVx944AGGDBnC8ccfT3V1NbNmzaJXr14kJSXxwx/+kOHDh3PRRRfx+OOP069fP3bu3MncuXP54Q9/yBlnnFFvjD//+c+ZMGEC999/PxdccAGZmZnB1+6++26GDh3KDTfcwPXXX09GRgZfffUVb7/9Ns8++yzp6emMHTuWu+++OyT2hhK6X/3qV5x22mk8+uijXHbZZXz44Ye8+eab9Z5zyy23cN5559G3b18OHjzI3LlzgwlgXl4eKSkpvPvuu/To0YPk5GSysrLqvV5tCxYsCInn5ZdfZsaMGcHXzzrrLKZOncppp52G0+nk3nvvJTk5OeQaPXr0YN68eYwYMYKkpCQ6dOgQdp8777yTyy+/nJNOOolzzjmHuXPnMmPGjCYVm4pV8ZvMVnvBWmjCdAkRERFpWVt3VuD1phOhvIVIu/ToJfWvzYwFkydPBuCaa65h//79DB48mLlz59KlS5eQ4x577DFuv/121q5dy/HHH8/s2bODU2STkpK477772LhxY3B7n8PVb40xzJkzhwkTJvCLX/yCkpIS8vPzGT58OP/93//dYHzdu3fn9NNP55NPPmHixIkhr33ve9/j448/ZsKECYwYMQKfz0evXr24+OKLg8dMmTKF8vJyLr74YlJTU7n55pspLy+v955Dhw5l2rRp/Pa3v2XixImMHDmSBx98kJtvvrnOc/x+PzfffDNbt24lIyODs88+myeeeAIIrCn9wx/+wMSJE3nooYc444wz+PDDDxt8ETjAbgAAIABJREFU7zXddtttrFixgkceeYS0tDQmTpwYMkr9xBNPMHbsWEaOHEl+fj6PP/44RUVFIdd44oknuO222ygsLKSgoIBNmzaF3ecnP/kJf/zjH5kyZQq33nor3bt3589//nNI8ad4ZRq5nVzUdOlzvB3z+Ktc+PwjOGp94/LWdffgj5DotqV4+AdNREQCjDFLrLUnRzuOeJeS1c/2GBaYatcvpx9/eDSPwsIoByXSCk4++eSQvVNFpHnq+3/pSPrmuFgzC+CPtG5WU41FRESiqkJFoEREJEriJpmtrmuqsYiIiESN2+tm27ZoRyEiIkejuElm61w3KyIiIlHj9lYomRURkaiIm2TWn6DteURERGJNRbWbrVtju/6GiIi0T3GTzEacZuzVmlkREZG2913y6reWkr2VlJZGMRyRVuJ0Oqmqqop2GCJxzev14nC0TtoZN8lspGnGCRqZFRERaXOOhNDdBdzeck01lnbplFNO4Z577mHbtm0N7mMqIuG8Xi+vvPIK/fr1a5Xrx8U+s6A1syIiIrGidjJb7nWzfTv07x+lgERayRNPPMELL7zA2LFj2bdvH36/P9ohicQVh8NBv379mDJlSqtcP66TWYe25hEREWlzjoTQ/rfcU87WrVEKRqQVuVwuxo8fz/jx46MdiohEoGnGIiIi0iROZ+2R2XK2b49SMCIictSK62RW04xFRETaniMxNJmt8FawfYcfLSkUEZG2FD/JrDN8RrSjWtOMRURE2lqC0+BKqQw+t1hKK9zs2hXFoERE5KgTP8msphmLiIjEBJfTRVqn/SFt5apoLCIibSyuk1lNMxYREWl7ic5E0nL2hbSVe9xKZkVEpE3FTTJbrWRWREQkJrgcLtI61UpmNTIrIiJtLG6SWV9C+JpZJbMiIiJtL9GZGDbN2K2KxiIi0sbiJ5lN1MisiIhILAgkswcxxgbbKqur2LO3mrKyKAYmIiJHlfhJZp1KZkVERGKBwdA5M4fUDgdD2t2aaiwiIm0ofpLZSNOMfdqaR0REJBoKMgrC18163JpqLCIibSaOklmNzIqIiMSKrhldwysaa2RWRETakJJZERERabKCzAIlsyIiElVxlMyGTzNOUDIrIiISFQUZBaR1DK1oXO4pZ/t2i98fpaBEROSoEkfJbISRWa+SWRERkWjITcslLbOaxOSqYFu1vxq3x8OuXVEMTEREjhrxncxqZFZERCQqHMZB14wuYVON3R5NNRYRkbahZFZERESapSCzgPTaFY295apoLCIibSK+k1ltzSMiIhI1BRkFpHaqtW7W62br1igFJCIiR5W4SWb9DicYE9Jm/H6MzxeliERERI5uXTO6kl67orGnnC1bwNooBSUiIkeNuElmMUajsyIiIjGkILOA1I4HcDi/K1/s9ro5cMBy4EAUAxMRkaNC/CSzQHWE7Xm0blZERCQ6spKyyEhJCdmix2/9VFZXsHlzFAMTEZGjQlwlsyoCJSIiEjuMMYGpxnnfhrSXe8uVzIqISKtTMisiIiLNVpBRQHru3pC2co9byayIiLS6+EpmnZpmLCIiEksKMgvIqGNkVkWgRESkNcVXMhtxZFYFoERERKKlICO8CFS5p5zSUti/v54TRUREjlA7SGY1MisiIhItBZkFOBNsSBGoiuoKqv3VmmosIiKtKq6SWb+qGYuIiMSU5IRk8tLywotAecqUzIqISKuKq2S2OsLIbIKSWRERkagqzCwMWzdb5ilny5YoBSQiIkeFqCSzxhinMWapMWZ2U87TNGMREZHYc0zWMWEVjcsOjcyqCJSIiLSWaI3M3gIUNfUkJbMiIiKxpzCrkNSO+0OKQJV5y1QESkREWlWbJ7PGmG7AKOCFpp6rZFZERCT2FGYW4nBa0jrtC7a5PW781semTdGLS0RE2rdojMw+BdwF+Os6wBgzzhiz2Biz2H3gu44xYjLr09Y8IiIi0ZSRlEF2cnbIulmLpdzj1rpZERFpNW2azBpjzgdKrLVL6jvOWvuctfZka+3JqVkdgu0amRUREYlN9a2bFRERaQ1tPTI7HLjQGLMJeBU4yxjz18ae7HNqax4REZFYVJhVGJbMlntVBEpERFpPmyaz1tp7rLXdrLU9gJ8C71trr2rs+b7ESCOzmmYsIiISbcdkHRNeBMpTRlkZ7NtXz4kiIiLNFFf7zGqasYiISGyKVASqzFOOtVZTjUVEpFVELZm11n5orT2/KedUR0xmNTIrIiISbR1TOpKamBpSBMpv/VRUu5XMiohIq9DIrIiIiBwxY4yKQImISJtSMisiIiItojCrkPQaI7MQmGqsIlAiItIa4j6ZTVAyKyIiEhMKMwtJ7XAAh9MXbCvzlFFeDnv31nOiiIhIM4TvdRPDtDWPiIhI9G3fX8E9s1aGtZd5y1lc8i37nDvw7M8DYE/ZHirc33L7tH106VPRYjE8eskJLXYtERGJT3E/MutQASgREZGYkJbQCQcJuDqVBNus9eHze9i/yxXFyEREpD2K+2RW04xFRERigzEOMhLzSeq0K6Td43crmRURkRYXZ8msphmLiIjEskxXZ1w5ocms1+/m4J5EfJpMJSIiLSjOktkI04x91SqRKCIiEiMyEzvjTC3DmeIOtnn8FVg/HNyj0VkREWk5cZXMYgz+iEWg9FWviIhILMhM7IIx4Kox1djrDyS2+3cqmRURkZYTX8ksmmosIiISy9ITczGYkGTWZ734bLXWzYqISIuKw2Q2fKqxklkREZHY4DSJpCXkkpQTXgRq306XVgaJiEiLaR/JrCpKiIiIxIwsVxdcHfeAwx9s8/jceCocVJY5oxiZiIi0J+0jmdXIrIiISMzISizAOH24OuwJtnn85QCaaiwiIi0m7pLZaiWzIiIiMS3L1RUILQLl8ZdjgX0qAiUiIi0k7pJZjcyKiIjEtozEPBw4Q9bN+m01Pr9HI7MiItJilMyKiIhIi3KYBDJdXXBFKAJVuicRlboQEZGWEH/JbIR9ZhOUzIqIiIQxxpxrjFlrjFlvjPlNHcf8P2PMGmPMamPMzJa6d1ZiVxJSy3GmlgfbPP5yrIUDJRqdFRGRIxd/yWyEkVlHtb7iFRERqckY4wSmAucBA4CfGWMG1DrmWOAeYLi19njg1pa6f13rZkFFoEREpGXEXzKbGD4yq2nGIiIiYU4B1ltrv7HWeoBXgYtqHfMLYKq1dh+AtbakpW6e5SoACFk36/G7sSiZFRGRlhF/yawzfGRW04xFRETCFABbazzfdqitpr5AX2PMfGPMAmPMuXVdzBgzzhiz2Biz2H1gX4M3T3V2JMEkh4zMWuvH669g/y4X1jbpvYiIiISJv2RWBaBERERaSgJwLDAS+BnwvDEmO9KB1trnrLUnW2tPTs3q0OCFjTFkubri6rAH4/AF2z1+N54KBxWlzhZ5AyIicvSKw2RW04xFREQaYTtQWON5t0NtNW0D3rLWeq21G4GvCSS3LSLLVYBx+knssCfY5vEdWjer/WZFROQIxWEyq5FZERGRRlgEHGuM6WmMcQE/Bd6qdcw/CYzKYozJITDt+JuWCiA7MdK6WRWBEhGRlqFkVkREpB2y1lYDNwHvAkXA69ba1caYicaYCw8d9i7wrTFmDfABcKe19tuWiiFY0bhGMuv1V+C3fvbtTGqp24iIyFEqfM5ujIuczGprHhERkdqstXOAObXaHqjxswVuO/RocUnOdJKdWfhydoa0e/0VlO5Nw1NpcCWrEpSIiDRP3I3MVmtkVkREJG5kJXbFmVJBQsaBYJvHXw4W9hVrdFZERJov7pJZvwpAiYiIxI3sw/vN5n1Xe+rwutm9O5TMiohI88VdMqs1syIiIvHj8LrZ5LziYFvVoYrGe4tVBEpERJov7pLZiNOMfVozKyIiEosyE7sChqQayazPevDZakq/TcRbZaIXnIiIxLW4S2Y1MisiIhI/Ehwu0hNycKa4a62bdYOFvVo3KyIizaRkVkRERFpVVnDd7I5gm+fQVON9OzTVWEREmqdJyawx5pzWCqSxlMyKiMjRIBb63JZyeN1szanGh4tAfasiUCIi0kxNHZmda4xZb4y50xiT0yoRNSBSMpugfWZFRKT9iXqf21KyE7sBkJT73chslb8cC1o3KyIizdbUZPYsYBEwCdhmjJlpjBnR8mHVzeesY2seq03XRUSkXYl6n9tSMhLzcBoXCanfrZu11ofXX6H9ZkVEpNmalMxaaz+01v4M6AbcD5wMfGCMKTLG3GKM6dAaQYbE4HRiTa1vcK3F4fe19q1FRETaTCz0uS3FGMd3+83mhk813qt1syIi0gzNKgBlrd1jrf29tbYv8CNgD/AkgW+OXzLGnNCSQdamdbMiInK0iHaf21I6uI4BQotAVfnKAFU0FhGR5jmiasbGmP8CfgUMBUqAV4ARwJfGmBuPPLzIlMyKiMjRJlp9bkvJdhUCoUWgDiezB/do3ayIiDRdk5NZY0xnY8x9xpiNwGwgG7gKKLTW3gD0AZ4FHmjRSGtQMisiIkeDWOhzW0pgmrEhIbWchPSDAPish2rr1bpZERFplqZuzfMPYDNwFzAHOMFaO8Ja+5q1thrAWusDZgL5LR3sYb7ESMmsKhqLiEj7ESt9bktJcCSRkRgIM9J+s3uLtW5WRESapqkjs8cCtwIF1tpfWmtX13HcSuDMI4qsHtUamRURkfYvJvrcltQhONW45hY9h9bNar9ZERFpovB9bup3PlBsrQ3LHI0xCUBXa+0Wa20p8FFLBBiJP8L2PAleJbMiItKuxESf25I6uI5hS/mietfNJiZpqz0REWmcpo7MbgQG1/HaoEOvtzqvKzmsLdFT0Ra3FhERaSsx0ee2pA5JgZHZwLrZUgC8fjd+6werqsYiItI0TU1m6ys1mAj4jyCWRqtKSQtrS3KXt8WtRURE2kpM9LktKdmZSYozC4CkvO3B9sP7ze7ZqmRWREQar8FpxsaYbKBjjaYCY0yvWoelAFcDO1swtjpVpqaHtSW7y9ri1iIiIq0mFvvclpbtKqSi4gDJXbZS/k0/AKp85SQ7M9izJRk4EN0ARUQkbjRmzewtwG8Be+jx9zqOM4eOa3VKZkVEpJ2KuT63pWW7CimuWEVy/nYwFqwJFoGqKHVSfsBJWpYvylGKiEg8aEwy+09gE4GOczrwMLCh1jFVwBpr7YoWja4OVakRphlXaJqxiIjEvZjrc1va4XWzDpcHV8cSPN/m4/GXYQm86T1bk0nLUp8uIiINazCZtdYuB5YDGGMs8C9r7Z7WDqw+lakZYW3J7tIoRCIiItJyYrHPbWkZCXk4jQuf9ZDcZSueb/Ox1o/XX4HLkcKerUl0H6hkVkREGtakAlDW2v+NhU5VBaBERKS9i5U+t6UZ4wjuN5vceVuw/fAWPXt3JOHXLGMREWmExhSAeh8Yb6396tDP9bHW2rNbJrS6RVwzW1EG1oKpr/ijiIhI7IrFPrc1ZLsK2VO1AVfH3ThcVfg9SXj8ZUAuPq9h304XnQo80Q5TRERiXGNGZmtmh45Dz+t6NHWrn2bxJbrwJbpCg/T7SazSXrMiIhLXYq7PbQ2HR2aNwwZHZ6t8382w2rM1fD95ERGR2hqzZvbMGj+PbNVomqAyNZ20A3tD2pLdZXiTU6MUkYiIyJGJ1T63pWW5CjAYLJakzttwb+mNz3qotl4STCJ7tiVxXLSDFBGRmBe33+pWRlg3m6x1syIiIjEvweEiI7EzUHvdbKCYY+meRKrccfsrioiItJEm9RTGmIuMMdfUeN7dGPO5MabUGPN3Y0z4YtZWUhVxr1lVNBYRkfYhlvrc1tAxqTsACanlJGYFZlodTmYB9mxLikpcIiISP5r6tecEILfG8yeBbsBzwA+AB1smrIZFKgKlvWZFRKQdiZk+tzV0TOoR/Pnw6GxlzWRW62ZFRKQBTU1mewMrAIwxKcB/AbdZa28H7gUuru9kY0yyMWahMWa5MWa1Meah5gQNdSSz7rLmXk5ERCTWHFGfG+s6urpjDtW7Su6yFSCwbtYfqGL87bYkrI1aeCIiEgeamswmA4dLBp9GoIDUvw89Xwt0beD8KuAsa+0g4ETgXGPM0CbGELhQxGnGSmZFRKTdONI+N6YlOJLITOwCQFLuTowzsLlspT8wOuupcHBwd2LU4hMRkdjX1GR2E3D6oZ8vApZYaw8cep4HHIh00mE24HDGmXjo0azvXevca1ZERKR92MQR9Lnx4PBUY+P0kZS3A9C6WRERabymJrPPAg8aYxYD44FpNV4bBqxp6ALGGKcxZhlQArxnrf2iiTEAUJmikVkREWnXjrjPjXWh62YDU42rfKXBb7l3b9G6WRERqVuTkllr7dPAGOBz4Fpr7fM1Xs4AXmrENXzW2hMJFLE4xRgzsPYxxphxxpjFxpjF7gP7Il6nKjXC1jzlSmZFRKR9aIk+N9Z1cB0TYd2sl2p/FQD7d7m0RY+IiNQpoaknWGtnADMitF/fxOvsN8Z8AJwLrKr12nMEqjXSpc/xEachVyWngTHUrA6RWFWBw1eN39nktyUiIhJzWqrPjVUJDhdZrgL2e7aRmHmAhMz9VB/MpspfSqIjCSyUbEqmcIA72qGKiEgMavbXncaYPGPMMbUfDZyTa4zJPvRzCvAj4Kvm3N86nVQlp4S1uyrU4YmISPvSnD43XnRM6hn8OaVgExC6bnbXpvC+XkREBJqYzBpjMo0xLxpj3EAxsDHCoz5dgA+MMSuARQTWzM5uetgBVVo3KyIi7VQL9LlxoZOrR/DnlG6bgMB+s4fnXe3dnkS1x7R5XCIiEvuaOh93KnApgSIUKwlstdNo1toVwOAm3rNOValpsDe0TcmsiIi0E0fU58aL7KRuOHDix4erYwnOFDe+ilSq/ZUkOpLx+2DP1iQ6966MdqgiIhJjmprMngvcaa2d2hrBNFVlakZYW5K25xERkfYhpvrc1uI0iWS5urHPsxljILnrJso3DKDKV0aiI1DNeNfGFCWzIiISpjlrZte2eBTNVJkSoaKxuzwKkYiIiLSKmOlzW1OnGlv0fDfV+GCwbfeWwAitiIhITU1NZl8FLmiNQJoj0shssrs0wpEiIiJxJ6b63NYUst9s3g5Mopcqf1lw3Wy1x7C3OCkqsYmISOxq6jTjfwNPGWMygDmErVgFa+37LRFYY0TaazapQiOzIiLSLsRUn9uasl0FOEjATzXG6SelyxbcW3rj9VfgcgSqGZdsTCanW7tcNiwiIs3U1GT2/w792ZPARu6HWcAc+tN55GE1TuRqxhqZFRGRdiGm+tzW5DAJZCcVsrcqUKA5pWAT7i29qfKVBpPZXZtS6H/6AYwKG4uIyCFNTWbPbJUomqkyLTyZTdKaWRERaR9iqs9tbZ1cPYLJbHKXreDwU+UrJSMxD4CqcgcHdyeSleeNZpgiIhJDmpTMWms/aq1AmiNiAShNMxYRkXYg1vrc1tYpuSfrSj8AwOHykJy/ncqdCVgshsBw7K5NyUpmRUQkqDnVjDHG5BhjzjfGXG2M6XioLdkY06zrNZc3KQXrCL2l0+vB6fW0ZRgiIiKtJlb63NaWldiVBPNdkaeUgk1Y66fK992X1CWbUqIRmoiIxKgmdYQm4PfANuAtYDrQ49DL/wfc16LRNRwQlVo3KyIi7VDM9bmtzBgHnZJ6BZ8nd90MhG7RU7Y3gbJ9TV0hJSIi7VVTv9W9B7gJmAicCtQsw/A2cH4LxdVokdbNaq9ZERFpB2Kuz21tucl9gj8npLpxdSyh0ncg5Jji9RqdFRGRgKYms9cBE621vwO+rPXaeqB3i0TVBFWpEYpAVZS1dRgiIiItLeb63NaWkxz6llK7b8Drr8Bnq4NtxetTsbb2mSIicjRqajJbACyo4zUPEF6RqZVFnGZcrmRWRETiXsz1ua0t2ZlJekJu8HlK4QYwNmSqsfuAkwO7E6MRnoiIxJimJrPbgYF1vDYI2Hhk4TRdZcSRWU0zFhGRuBdzfW5bqDk6m5DqJim3OCSZBShel9rWYYmISAxqajL7BvCAMWZ4jTZrjOkL3A682mKRNVKkacYqACUiIu1AzPW5bSEnqU/I89Tu66n0HaTmzOLi9Sn4/W0bl4iIxJ6mJrMPAl8BHwPrDrW9Aaw89PyxFouskSLuNasCUCIiEv8eJMb63LbQIakQB99VLE4t/AZrqvD63cE2T4WDtWujEZ2IiMSSJiWz1toKYCRwNfAZ8B9gETAO+JG1ts03eK1MzQhrUwEoERGJd7HY57YFp0mkY1KP4HOHy0Nyl61UVodONV64sI0DExGRmNOkzdqMMcnAyUAV8E+gGFhira1shdgapSo10sisklkREYlvsdjntpWc5F7sqVoffJ7afT1lOweSSedg25dfwpVXQqJqQYmIHLUaNTJrjEkyxjwN7AU+IrBO5zUCU5++NcZMMca4Wi/MulVFqGac5C5DdftFRCQexXKf21Zyk44NeZ5SsBmv2Y/f+oJtlZWwcmVbRyYiIrGksSOzs4GzgP8D5gBbCGzeXkhg0/ZfAwOA/2qFGOvlS0ykOtFFgve72VbGWlyVbjwR1tOKiIjEuJjtc9tKakJHUpxZVPgOAGCcPpK7fUNlcV9SE7KDxy1cCEOGRCtKERGJtgaTWWPM5cCZwGXW2jcjHPKCMeZS4DVjzCXW2lktHWRDKlMzSD/wbUhbsrtMyayIiMSVeOhz24IxhpykPmx1Lwm2pXZfT8W2gyHJ7MqV4HZDqnbqERE5KjVmmvHPgNfr6FQBsNb+g0CFxZ+3VGBNEWndrPaaFRGROBTzfW5b6ZTcK+R5cv52vIklIVv0VFfD0qVtG5eIiMSOxiSzg4F/NeK42UBUJvtURthrNqXsYIQjRUREYlrM97ltpVNSTwwm+Nw4LK5ua/D6Q+tfffZZW0cmIiKxojHJbC6B9ToN2QLkHVk4zePOyA5ry9i3OwqRiIiIHJGY73PbSqIjmWxXYUhbavf1VPr2h7StXw/FxW0ZmYiIxIrGJLOpBLYFaIgHSD6ycJrnYMfcsLZMJbMiIhJ/Yr7PbUt5yX1Dnrs6leBLC8/1P/mkrSISEZFY0thqxgXGmF4NHNPtSINprtLs8GRWI7MiIhKnYrrPbUt5ycex9uB/gs+NgYSeC/F9FTrD+vPP4eKLteestAxrA+uxExICf+dEJHY1Npn9eyOOMUBUNnct7ZAb+Nemxt6yqaUHcHo9+BLb9VZ8IiLS/sR0n9uW0hI7kZbQifLq73YsSOvxNZVf7QXyg21uN3z5JZx6ahSClLhSVQVbt8KuXYFHSUngUVoKXm/gUV0dONbphIyMwCMzE7Ky4JhjoHt3KCzUlycisaAxyew1rR7FEfIlJuJOzyK1NHQdTca+3ezPK4hSVCIiIk0W831uW8tLPo6NZd9VeXK4PCR0XQ30Dznu44+VzEq46mr45htYuxa++go2bgSfr3Hn+nywf3/gcdjhgmMOB3TtCn36wODB0LdvoE1E2laDyay19n/bIpAjdbBjXlgym7lXyayIiMSPeOlz21LtZBbAdP8EX/HFOB3OYNvhQlBdurR1hBJr/H4oKoIvvoBlywKjsa1xj23bAo8PP4S0NBg0CIYMgQEDAqO6ItL6GjvNOOYd7JhL581fh7Rp3ayIiEh8y3YV4HKk4vG7g20JOTtIcJdgS0Mz108+gf/3/9o6QokVO3bA/PmwcCEcbOMdGsvLA6O2n30G2dlw5plwxhmBJFdEWk+7SWZLO+SEtamisYiISHwzxkFucl+2u5fVaIOsvivYvyQ0mVUhqKOPtYEpxP/+N6xe3XLXdTgCo6/NsX8/vPkmzJ4Nw4bB2WdD584tF5uIfKfdJLMHO4Rvt5e5V8msiIgcvYwx5wJPA07gBWvtY3UcdymBwlPft9YubsMQGyUv+biQZBagIv8DEhLOobr6u3KzKgR19PD7YckSePfdQEGnpsjOhp49IT8/8MjLg06dICkp8EVIwqHfjj1VltK9Xkr3VXNwbzU7djrYXJLC5m1O9u5t+D5eb2At9yefBJLaiy4K3FtEWk67SWbLsnPCKhqnlB0gwVNFtSspipGJiIi0PWOME5gK/AjYBiwyxrxlrV1T67gM4Bbgi7aPsnFyknrhIAE/1cG2T7ZsIKt6OQc2FoYcu26qh1O372mTuB695IQ2uY98x1pYuRJmzQqskW6MlBQ4/ng47rjAIy+v1pY7e/bApq2BC+7YEfhz926SqqpIAg7P/Rt0+Pi0NA52zOWriu4sLevDqgPH4EnJguTkiHv5WBuYfrxoEfzoR/DjHwcOFZEj126SWV9iIuUZ2aQd3BfSnr5/j4pAiYjI0egUYL219hsAY8yrwEXAmlrHTQImA3e2bXiN53QkkpPci5LK0NoYrl5LoFYyu2+niwO7E8nK9bZliNIGvvkmkMSuW9fwsQkJcMIJgVH6gQNrTT2vrg5UDFu5MvDYtatpgZSXk1lezils4hTnR3iynKze15UvivuzrLIftlOnwFBvQuh8d68X5swJjNRefDGcdpr2sRU5Uu0mmYXAfrO1k1lVNBYRkaNUAVBzAuY2IGQCrjFmCFBorf2XMabeZNYYMw4YB5CZ0/Ylg/OSjwtLZsvSF5LWYRTl+0KThk3L0xn0w9DfByR+7dsHb7wRmFbckNzcwBrVU06pVXzJWti0KVB6eNkyqKxssfhcTh+Dc7YyOGcreyrn88GO4/j0m75UZuVBbh507BhS3ri0FF5+OTBSO3p0IO8VkeZpV8lspIrGmftKohSNiIhI7DLGOIAngTGNOd5a+xzwHECXPsfbBg5vcbnJxwIG+O7WFf699Oq/g28+6x5y7M4NKfQ99SApGY3cUFRikt8PH3wA//d/DW+v07MnnHMOnHhirf1evd5AeeOPPoLNm1s1XoCc5HIu7/UlFxyzgk92Hss76wdSblOhaxcoKIBEV/DYoiJ46CG47LLw2REBAAAgAElEQVRA5WON0oo0XbtKZks75Ia1qQiUiIgcpbYDNefgdjvUdlgGMBD40AR+i+4MvGWMuTAWi0AlOdPJdhWw37MtpN1RuBhXSiGeiu8yGGth04p0+g8/0NZhSgvZtAn++teGizv17h2YstunT61k0OOBefPgvfcC++Y0V2Ji4OFyBaYnl5eH1GepS3JCNT/qVsTwzut5Z8tA3t/moXrb9kBZ424FkJwCBJL0GTMCo85jxkCHDs0PVeRo1K6S2YMdwysaZyiZFRGRo9Mi4FhjTE8CSexPgSsPv2itPcB3tW0wxnwI3BGLiexhecnHhSWzJd5VdB94DusWZYS0b/sqlT4nHyQxqc0HkeUIeL3wz38G8tD6csYuXQJJ7Pe+VyuJ9fkCm83Ong0HGvllhjHQvXvg0bVr4OJdukBGRvhwqc8XmCdcWgq7d8PGjbBhQ2DUt7o67NKpCV4u7bWUEV2/5p+bTmTRDn+gwFTnfOjRIzhS+9VX8PDDcN110L9/48IWkXaWzJZmdwqvaFx+UBWNRUTkqGOtrTbG3AS8S2BrnunW2tXGmInAYmvtW9GNsOnyk/vx9cF5IW0HvcUcf9w2Nizth7/GNj0+r2HL6jR6Dylr6zClmTZvhhdfrL9KcUYG/OQngeJJIdOJrQ2shX3zzcYVdDpc4viEEwJ/ZmQ0fA4E1r5mZwcehYUwZEigvbo6MJy8eHFgmPXgwZDTcpLLua7ffIbmbeSVdUPZX7wTdu85lEB3AeOgrAyefhrOPx9GjdK0Y5HGaFfJrD8hckXjjH272ZffLUpRiYiIRIe1dg4wp1bbA3UcO7ItYjoSaYmdyEjIp7Q6NFn51q6isP8xbF6ZFtK+eWU6Pb5XhrNd/bbT/vh8gSq/c+YE1slGYkxgXenFF0Nqaq0X9++Hv/0tkMw2pEcPGDkSTj65VonjI5SQEJjr3KcP/L//B2vXBtbqLlwYMmI7sOMOHjzpbf7+zRA+3dknMKpbXAx9ekN2B6yFt98OVG6+9lpIT2+5EEXao3b3z3tpxwgVjZXMioiItAudUwdQejA0mS2uWM2Q7/2ALavSQqameioc7Pg6lcIB7jaOUhqrpAReeKH+2kzdusHPfw69etV64fAGrm+8ARUVdV/A4Qjs0TNyZCCZbW0OR2CucP/+gWHkefMCBagOVVBOSfAyuu8XDMnZwsvrhrHfDaxYGVhP27sXOBNYvRp+9zu46abAzGcRiazdJbMHO+TReVNoRWOtmxUREWkfOqcMYN3BD0LaSr078XcsoXPvTIrXp4S8tnF5Ot36uzVls5XdM2tlk88pXp/Cqo+y8Xkj/8dxOOHY7x+kQ/8ynl8G1Bh4TS3dz+AP3yZ3+8Zg26k9O4ZfZMiQQEKZn9/k+FpEVhZccgmce24gof33v8Ed+HLl+I7FTBj8L1746nS+2t8Zdu4MjDL3Ow4ys/j2W5g8GW64QetoReriaPiQ+FLaISesLXOfklkREZH2IC2hE5mJncPad1asoceg8PWx7gMJlGxKbovQpJGqvYaVH2az/D8d6kxkM3K8DLu0hJ4nlmFq/bbaedNazvz7cyGJbJjjjoN77oHrr49eIltTaiqcdx5MnAinnx5cEJvhquKWE95n1DGHvgyorITlywPrb62fykr4wx8CNa1EJFz7G5lVRWMREZF2rXPK8Rz07gxp2+leQ+/8M+hYUMXe7aFFH9cvziSvR6VGZ2NA6d4Elr3XkfJ9kX8FNQZ6DSml95BSHM5ar/l8HL9wHn2WL6j7BhkZ8NOfwkknxWYFpYwMGD0afvADePVV+OYbHMZyYY8V9Mrcw/S1wyn3umDLFti3DwYMwJ+UxMsvB4onX3RRbL4tkWhpfyOzhysa13C4orGIiIjEv84pA8LaSqt3UebdQ88Io7Ol3yaETT+Wtle8PoXPZ+XWmcimZPg49Se7Ofb74YlsctlBznjrf+tPZIcOhYceChR3ivWMr3t3uOuuwGJgV2B7noEdd3Dv4Dnkpx6qhFxaCku/DG4x9M478NJLdRfJEjkatbtk1p+QSHlm+I7TGp0VERFpH1ITOpCVGF4VZ2fFGnIKq8jO94S9tm5hJn5fW0Qntfl9sObTLJb/p0PI9kk1de5dwWmXlZCd7w17rdOOzZz9xrN03LUtwplQkZbJZ/91JVxzDaSlRTwmJhkTGKG9/37o2RMIbOFz96B36Zt9qMiZxwsrVsCO7WAtCxbA889H3NJW5KjU7pJZqGvdbEkUIhEREZHWEGl0dmfFaoyBvqceDHutotTJtq/iKNFpJyrLHSx8O4ctqyJ/9g4nHD9iP4N+uI/EJBv2euHXyzl99iskVkWuVryze1/ev3wcJcf0adG421ReXmCU9sILweEgLdHDLQPfZ2j+oTXB1sL6DfD11+D38eWX8Mwz4A3P+0WOOu0ymT3QMXyhf6edW6MQiYiIiLSGSMlsWfVuSr0ldOzqoVO38OVFG5Zk1FlwSFrevmIXn/09j/07XRFfT+tQzbBLSyiMVG3aWvov+oCT3v8/TIR5tdYYVg/9IQvOvQJvcu2NZ+OQwwGjRsGdd0J29v9n776j27quRP9/LzoIFrB3kaJESqJ6b7ZsNctykWtcUpzMZFIndSZTMpm89zJZid8vM2/WTIozdhxPmhP3cbdlR5Zs9U5JFEmRIimJvVeA6Pf3B0RT4AVVSYBlf9a6C8A5B8C2JJPYOOfsg0EX4HNF+7gr75Iq0S0tcKoUfF5KS4OFoS6e9iPElDUpk9nODO2ZsqkN5wg5fE4IIYQQE5bVYMdu0v6+bx4oA6BohXZ21u3UcX6EGUIxui6cjuHQ6yl4BsJ/1MyYMcDq+9uIS9Kul9X5vCzb8Qqzju4O+1yXLY7d93yOqkVrxv/e2GtVUADf+x7MmIGiwN15J3lk5uGh/p4eKDkBbjeVlfCf/ykJrZjaJmUy25ExDXV4Eaj+HmL6uqMUkRBCCCFGW/ilxmWoqkpCmpeMAu3S1JqSOLzuSZYAjSMBP5R+aKdstz3sHIKiwOw1PSzc1IXBqB1g8LhZ+9az5Jw9Hfb1O9Nz+ODBL9KZkTvaoY8f8fHwN38Dt9wCwPqsSj5btB9Fufjn5XRCSQk4HNTUBGdo3VLnVExRkzKZ9ZnMdKVla9ovex6ZEEIIISaUcMmsw9dOnzdYPKdwRZ9m4s7nVqgtiYtEeFOO2xncH1tfHn7ZrzkmwIpt7eQvcISdUDUNOLnpjd+R3HQh7PPrZ85lz92fwWOdArPrBgN88pPw2GOg17Mmo4YvzN6DbjChdbuD59H2dFNdDT//OXi0dc+EmPQmZTIL0J6Vr2lLbTgX8TiEEEIIMTYs+viwS40bnCcAsNl9ZM9yavrPnYzF2avXtIvr191qZN/LI++PtWd4WP1AK4mZ4TMui6OXm1//Dfa2prD9Z5bezJGN9xMwGEct5glh7Vr4+tfBYmFp6gW+OncXBt3FPcQ+X3APbVcnlZXwxBNSFEpMPZM2mW3Lzte0pTSek32zQgghxCSSFbNA09Y0cIqAGjyHZ+ayXs2ZpQE/Iy6DFdfu0CE49Foqbkf4j5U5c5ysuLsdiy38AakxvV2se/U3xHW1a/pUnY6jG+6hfPn6ybc/9mrNmQPf+Q7ExzM/qZGvFl+S0AYCcLoMOjooL4cnn5Rje8TUMmmT2c70XAL60N9eFmc/sd0dUYpICCGEEKMt0zoXHaG/7z0BJ+2uagAssQGmzevXPK+9zkxLrSUiMU5WgQC88gr8+teEPcNXUaD45m7m3dKt+UJhUGx3B+te+03YuiYBvYH9tz9CXdHCUY58AsrNhX/8R0hPZ25SE1+a89HQkuNAAMrLoL2dU6fgmWeCTUJMBZM2mfUbjeH3zTaei3wwQgghhBgTRp2VNOssTfvgUmOAmcv6sNi02Vb5Xjs+zxSd7btBAwPwi1/A9u3h+03W4P7YaXO1y7wH2Xo6uOmN32Fx9Gn6fEYTe+/81MQ+P3a0JScHz6OdPp0FyQ18Yc7uSxJaFcrLoa2No0fh+edlMaKYGiZtMgvQlj1d0yZFoIQQQojJJdxS4zZXJZ5AMJEyGFXm3NSjGeN26Kg6HD/m8U02LS3w+ONQWhq+Pz7Fy5rL7I+F4NLim17/fdhE1mu2sufux+jIyhutkCeP2Fj41rdgxgyWpNTxl7P2DlU5VlWoKIe2VnbtgrffjmqkQkRERJNZRVFyFUXZqShKmaIopxVF+eZYvl9bmCJQKY3n5asqIYQQYhJJNc/EpAutcBvAT5Nz6HiXtHwXqXnaAznPl9roaZ1iRYVuwOnTwUS2pSV8f+bMAVbe044lduR1rta+Hm5643dYHdqzgF22OD6693N0p2WNVsiTj8UC3/wmFBWxPO08jxUeGOpTgYoz0NHB66/DRx9FLUohIiLSM7M+4G9VVS0GVgF/rSiKtq7+KOlKzyagN4S0mVxO4jtbx+othRBCCBFhiqIjK2a+pr3xkqXGigLFN/WgMwz7QluF07vtqLLH8LJUFd5/H372s+ASYw0FClf0smBjF/ow58cOsvT3cvPrvyWmTztT7oqJZfe2x+hLTB3FyCcpszlY5Xj2bNZk1PBAwbGhPvXikuOuLv74Rzh+PHphCjHWIprMqqrapKrqsYv3+4ByQLuxdZQE9AY6MrWHastSYyGEEGJyCbfUuMfbSL93qEKuNc5P4TLtstbeNiO1J2LHNL6JzOuF//5veOml8IvbLBZYsqWTGUv6L1tw2DTg4KY3fh+22JPbamPPts/iSEgexcgnOZMJvvY1mDuX23LK2ZxTPtQXCEDZadSeHp5+GqqroxemEGPJcOUhY0NRlHxgMXAwTN8XgS8CxKdk3tD7tGXlk1ofmrymNp6jesGqG3pdIYQQQowf8cYM4owZ9HmbQ9obnScpStjw8eO8+f00VMbQ3xn6EajqUDxJmW7sGXJQ56U6OuCXv4S6uvD9qanw138NP92vXcJ9KYPHzZq3/0hsj/ZUCbc1hj3bHqPfLonsNTMa4StfgZ//nAfUY/R5LRxomU5rnxuAwN4jNOcX8ei3rKy6vxVbQpiy02Pk8fu1qyWEGG1RKQClKEos8DLwLVVVNRsmVFV9SlXVZaqqLotJSLyh92rL0haBSm66gCI1y4UQQohJJTvM7GzjwEnUS9YQ6/Qwd512ZlBV4cSOJLxuqW486MwZ+PGPR05k58yB734XMq8w76Dz+1i5/QXsbU2aPq/Zyt67PiNLi2+E0Qhf/SrKjAIeK9zPvKTGj7t0gQAZ56tQ+zwcfTsFj0v+fYvJJeLJrKIoRoKJ7LOqqr4y1u/XnZqJ32gKaTO6XSS0N4/wDCGEEEJMRJnWeSiEflh3+XvpcJ8LaUvM8JC/UHv27ECfntMf2qd8nUhVhR074D/+A/q1f0wAbNwI3/gG2Gzh+wcpgQDLdvxP2C1ePpOZPXd/ht7k9FGIeoq7uIdWn5fDF+fsJtM6VB9G5/eTcb4KV0eA49uTw54JLMREFelqxgrwa6BcVdV/j8R7qno97ZnTNO2yb1YIIYSYXMz6WFIshZr2Bqe2Ak7Ril4S0rRLiptrrNSXx4xJfBOBywVPPw0vvBDcdjmcwQCf+xw89BDorvQpUlVZuOcdsmrKNV0BvYH9tz9CT0rGqMQtgJgY+OY3Meek8mDudhKMQ/vDDV4PGRfO0t1g4NTOxCn/hY2YPCI9M7sW+AywQVGUkovXHWP9pu1hjujJqT6tHSiEEEKICS3cUuPmgXLcfkdIm04PCzd1hq28W77XTl9n1MqKRE1jY3BZ8ZEj4fsTE+Hv/x5Wr76615t1bDf5ZUc17aqicGjzg3KO7FiIi4NvfQsl0cwnpr2DWT901q/JNUBaXTVNVRbOHomLYpBCjJ5IVzPeo6qqoqrqAlVVF128xvxI58bpszRtCe3NxMkRPUIIIcSkkmYpwqQLnVlVCdDgLNGMjYn3M//WLk17wA/H303GPRCV0iJRcfDg5c+PLSyE730P8q4y/8ytPMGcw7vC9h1bv43m/KLrC1Rcmd3O3rs+RXyCh/ty3kNRhr6wsTr6goVQj8bRdNYaxSCFGB1T4qe0IyGZrjCHb+dWlUYhGiGEEEKMFZ1iIDtmsaa9znEUNczayowZLnLmODXtzl49x95Jxued3AVz3G743e/gmWfA4wk/ZsMG+Pa3g5N+VyO1vpYlO18P23dq9W3UFS28zmjF1XIkJLPvjkfJTWjjjswPQ/psPV0ktjRwamciPa3GKEUoxOiYEsksQF2htjx4btWp8AemCSGEEGLCyrUtgWGFoAb83bS7wx+2OWdND7FJPk17T6uRkveTJm3BnLo6+NGPYO/e8P1mM/zVX8HDD4Nef3WvGdfZysr3XkAJ8/mqatEaqhfK0YiR0p2WzaHbHmReYhVrUo6F9CV0tGBrb+fY9mRcjimTDohJaMr8622YMRd12Ene1v4ekpsuRCkiIYQQQoyFGEMiKeYZmvY6R/jNoHqjyuLbOjGatQlY+wUzp3dPrgrHg9WK/+//HXlZcWZm8Nid5cuv/nUtjl7WvPVHDB63pq9+5lxOr9x4nRGL69UyrZDjt9zNzalHmBVfE9KX1HwBpaWf49uT8Wu/yxFiQpgy1Q3cMbG05RSQVhf6rWxu1SkpQCCEEEJMMrm2pbS7z4a0tbqqcPl7sejjNeNtdh9LtnZw+I0UzUxsQ0UMFpufwuV9mudF23dfOXVN4139Oko/TKS9zjzimMyZA8TP6ean+68+g9d7Pax65zmsjl5NX0fmNI7dug2Uyb1kG6797yMSLsxehMXZx50HdtHliafVlQKAokJafQ1NxtmU7kpkwcauUf0rGg9/Fo/fr12ZKSaXKTMzC+GXGmfXlKGTr6OEEEKISSXNUhgmaVWpcxwLOx6C588u3NQ5fIUyANVH4zhzIH7CztCqKtRXxLD7+fQRE1mdHuau62bBxi4MYao8X+7Fl37wKvb2Zk1Xf0IyB7Y8RMAgezOjqXLxTTQVz+OB3PewGQY+btcFAqRfOEtLhZFzJ2KjGKEQ12dKJbON02fjH/bD1Oh2kX7h7AjPEEIIIcREpCg6csIUgqp3HEdVwxygelH6dBfFN/WE7astieXUzsQJt4fW1a/j6NvJlO6y4x+hoFVcso81D7aSW+y85tm54kM7yaqt0LS7rTHsu/OTeC1T99zecUNROHHzHXjzUrg/Zzt6ZegfscHrIb3uLJX7Yy87Yy/EeDSlklm/0UTj9Nma9tyq6C+DEEIIIcToyrEtRhk2zeoO9NHqqrzs86bNdVCwuD9sX2OllWPvTowqxwE/nDtpu+xsLEDefAer7mslNvHaV6rlVp6k6Pge7XvrDRy4/RGc8YnX/JpibAT0Bg5u+QQJWX62Zn4U0mcecJLSeJ6S9xNx9lxltS8hxoEplcxC+KXGGecrMboHwowWQgghxERl0ceTZtGeNV/nOHrF5xau6CV3riNsX3udmUOvp9ATfgJ3XOioN7Pv5TQq9iWMOBtrsgZYcnsnc9b2oL+OKipJzXUs/vCNsH1H199DV3rOtb+oGFNes5V9d3ySoowGliefDOmz9XRha2zl2PaJ8WWNEDAFk9m2nALc1tDlLjq/n6ya8ihFJIQQQoixkmtbpmlrd1fT722/7PMUBYpv6mHmsvBFn3rbjPzgB3D0ynlxRA306Tn+XhKH30ymv3PkDDWraICbHm4hLd91Xe8T09fNyu3Po/Nr11xXLLuFhplzr+t1xdhzxidy4PaHuSXzCHm2hpC+xNZG/OcdnNqZOGH3h4upZcols6pOR/3MeZr2macOypmzQgghxCSTbJ5OjF671PV8/8ErPldRYOayPuau6w5bFMrhgKeegmeeAadzNKK9fgN9eko/tPPRH9NpqbGMOM5sC7BkawcLNnRhslzf5x6918PK7S9gHtD+R9fPnEvF0nXX9boicjozcjlx653cm/NnEoyhX9ikNdTSWaZSWyIFocT4N+WSWYC6wgWatrjONjLOX34PjRBCCCEmFkVRmBarPSy1wXkCtz/8MuLhcoudLN7SiW6ErYQHD8IPfgAlJZH/XvzjJPZP6dSXx4z8/grkzHFy00MtpOVpz4G9aqrKkp2vkxCmcnFXWtaUOYJnMqgrWkj90qU8kLsdg25ohl0JBEivq6Z6Xwzt9VIQSoxvUzKZ7U7LoiNzmqa96PhemZ0VQgghJpmcmMXoFVNIWwDfVe2dHZSe72L53e2YrOErIXd3wy9/CT/60dgntYEAnDoFTzwBH/7xYhI7coFm7OkeVt/XxrxbujGabyywouN7yK4p07QP2OI5sOVhOYJngilbsYHArBTuzNwZ0m7wekitq+HEe3YG+qQglBi/rmO7/+RwZvFNrGn6Y0hbUks9KU3nac/Kj05QQgghhBh1Bp2ZXNtSzvXvD2m/4DjE9LjV6JWrS8ASMzysfaiVso/stNRaOFTboRlzqBZe/ih41M30RX2k5bkwmG48s1VV6O8y0FJjpb48BpfjygmGyRpg1uoesgoHRmWyNONcJcWHd2nag1VyH8Jti7vxN7kB331FTqe4VqpOx5GN93FL3zOsdJVwsGPRx30WZz/x5xs5/l4GK+9pu64iYUKMtSn7z7I1dwY9KRmaZTKzju2WZFYIIYSYZPJjV3K+/wAqQ4mlJ+CkyVlKjk17Hu1IzNYAi27rpLHKStnukc9t7eswcHJHIjo9JGW7Sc8fIDXPhcV2mSnUS6gqeAZ0dDWbaK+z0H7BfFUJLIDBrJI/v5/8Bf2jkkgDxHW1sWzHK2GnnI+t30Z3WtaovI+IPJ/JzP7bH+GW/l/T7ErlvCP74764rjbaq2Io22Nn3i3dsoJcjDtTNplFUahctJblf345pDm1vhZ7a6P8UBZCCCEmEYs+ngxrMU0Dp0Paz/UfIDtmEco1fEpXFMguGiAp08OpXXY6G0beVxjwQ/sFM+0XgmMMZhVbgo+YeB8xCT50umB+qKqgBhRcDj2ObgP9XYYRE+WRGEwq+Qv6yZvff8PLiS9ldA+w6t3nMXg9mr6qRWvCFtYUE4szPpHDWx7g7oGX+G3N/fR5bR/3JTddoOlYEfVpMeQWR7nSmRDDTN1kFmgsmIMjIQlbT2dIe9HxPRza8lCUohJCCCHEWMiPXa1JZvt9bbS7q0m1zLzm17PG+Vl+VwftdWbOHomnp/XKy5V9boWeVuNVjb1aFpuf3GIn0+aNbhILgKqybMerms9KAC3TZlK2YsPovp+Imvbs6dSsW8d9nvd49tw2/GpwJYCiqqTX13Bm5yziUrzY07xRjlSIIVOyANQgVaejcvFaTXvWuTPEdl3+/DkhhBBCTCwJpiwSTdoCkMP30l4LRYHUaW5W3dfG0js6sKdrZy/HhAKpeS6W3N7JLZ9qYcbSvtFPZIE5R3aRfqFK096fkMzhjfej6qb0R8lJp2beCnyLsticsTekXe/zknqhlhPvJuIZkL9zMX5M+X+NdYXzcQ0vWKCqzAlT4EAIIYQQE1t+7GpNW4e7ll6v9qiZazGY1K68t50V29rJLXaOWPn4ut9DB0lZHopW9nLrp5pZurWTtHwXyhh9msusrWDW0d2adp/RxIGtj+Azj3yerZigFIWSm+8gb1YvC+0VIV3mAQcx1Y2c2JF42erZQkTSlF5mDMEKfFULVjN//3sh7dk1ZZyrr6EtpyBKkQkhhBBitKVZiojRJ+H0hy6bre3bz8Kk+2749RUlmHAmZXkovhl6Wo20nLPSfsGCo9tAwH/l1xik04PN7sOe7iFlmovkLPeoFXS6kriuNpZ98GrYviMb76ffnhyROETkBQxGDm55iHU9z9BSkUzzQOrHfXFd7XSciuFsehyFy/uiGKUQQVM+mQU4V7yEopI9mAdCN7Uv3P0OHzz0JQJSi1wIIYSYFBRFIS92JeU974S0Nw2UMtO7Dptx9JI0RQF7uhd7updZK3tRAwQLPPUYcPYYcPVf3JOoU1GU4HiDKYDN7sNm92GJ9UeleqzB7WLluy+gD1PwqWLZLTTnF0U+KBFRLls8R7c+wL2Ol/lN9X24/ENFzpKa66jbU4Q93UzqNHcUoxRClhkD4DeaOL1qs6Y9tqeDGScPRiEiIYQQQoyVnJhFmHQxw1pVqvv3jOn7Krpg0aiUHDfT5jooWtlL0cpeCpf3MXNZHzOW9pE330FKrhtrXHQSWVSVZTtfJbZHe4Zuc34RFUvXRSEoEQ2dGbmcW38T27J3oFxypNVgQajSd2Nx9l7dcVFCjBVJZi+6ULSAzowcTfvsox9h6e+NQkRCCCGEGAt6nZHpsWs07U3Okzh9XVGIaPyYdWwPGecqNe39CckcWX8vctDo1HKueCn6ZSmsTT0a0q73ekmsOU/J9kT8vigFJwSSzA65uOF9+A9pvc/Lgn3boxSUEEIIIcZCrm0ZRsUa0qaiUtM3trOz41n6hSrmHNmlafcZTRy4/WEp+DQVKQonbtpKcXEz02PrQroszn4Mp1so32uPUnBCSDIbojc5g+p5yzXtWTXlpF04G4WIhBBCCDEWDDoT+XGrNO0NzhIGfN1RiCi6bD2dLNvxP6BqC0wd3XAv/YkpUYhKjAcBg5FDWx5iy4z9JBhDiz7Fd7bRdcBFfcXwZftCRIYks8NULLsFt9WmaV/y4RuYBhxRiEgIIYQQYyHPtgKDEjrbGJyd3TvCMyYnvdfDyu0vYHS7NH1nltxM0/TZUYhKjCeu2HhKt27jntw/o1dCS3KnNJ7n7PtGejukYKqIPElmh/GarZSu3qRptzj6WLrztbDfWAohhBBi4jHozOTHrtS0NzhLcPmnSL0MVWXxh28S39mq6WrNnUHFsluiEJQYj9qz8unYsJjNGaFf9iiqSsq5Wk6+FY/XLXuqRWRJMhtGXeEC2rPyNO3pF85SeGJ/FCISQgghxFjIi12BXjGFtAXwT5nZ2RmnDpJztlTT7oyzc3jjfag6+dR2cEEAACAASURBVKgohlTPX0nyMj3zEkKLhBm8HmwV9ZR+YJd5HxFR8hMqHEXhyIb78Jqtmq7igztIbK6PQlBCCCGEGG1GnZW8MLOz9Y5jDPh6ohBR5CQ3nmfe/vc17QG9gYNbHsJrkX2QYhhFoeTWu1ldfIZUc2dIl7W/F/eRLs6diI1ScGIqkmR2BK7YeI5suEfTrqgqy3e8jNE9EIWohBBCCDHa8mNXhp2drerbFZ2AIsDi6GXF+y+hhJlGO37LnfSkZEQhKjER+I0mjt1xP9sKPsSk84b02duaqfuzSmejaYRnCzG6JJm9jJa8Is4u1FY6jOnrYfn7L6P4/WGeJYQQQoiJxKSLCTs72+g8SZ+3JQoRjS2d38eK917CHKawZc285dQVLYxCVGIicSQkc/aOjdyZtVPTl1Jfy+m3rLgckmaIsSf/yq6gbMUGutKyNO1p9TUs+fANKQglhBBCTALTY1drzp0FlcqeD6ISz1iav+89klq0W6Y6MnIpXb05ChGJiaglrwh1Qx4rkk+EtOsCAeyV5zn5bgIBmfcRY0yS2SsI6A0c3vwgPpNZ05dbeRJefTUKUQkhhBBiNBl1FmbE36xpb3NX0ek+F/mAxsi0MyeYfvqIpt0VE8uhzQ8S0MvxKuLqVSxdx5xlXeTGNIW0G90u9MebqTwQH6XIxFQhyexVcMbZObLhPlDClBt/913YqV1iIYQQQoiJZZptGVZ9gqb9TM8O1EmwEsve2siij97UtKuKwqHbPoHbFheFqMSEpigc23QPm+ccwWYIrSdj6+2ic5eTprPagqpCjBZJZq9Sc34RJTffEb7z+efh8OHIBiSEEEKIUaVTDBTGr9e093gbaHFVRCGi0WMacLLyvRfRhan3cXLt7XRm5EYhKjEZeM1WSu+6m7vzdqEooV/6JLXWU/2Wjv4umfEXY0OS2WtwrngpFUvXaTtUFX79a9i3L/JBCSGEEGLUZFrnE2dI17RX9n5AQJ2YGwCVQIDlf34Za7/2qKG6ogXUzl0WhajEZNKbnEH7nctZn3YgtEOFxHPnOfW6DZ8nzApHIW6QJLPXqGLZLZyfvVjboarw29/KkmMhhBBiAlMUhaKEjZp2p6+DOsexKER044oP7iC1oVbT3pOSwfF1d4bfRiXENaqfOY/EW23Miq8Jadf7fcSU1VG6I17qpopRJ8nstVIUStbdSXNeUfj+556Dd96JbExCCCGEGDUp5hkkmfI17VW9O3H7tcfZjGdZ1WUUntivafearRzc8hABgzEKUYnJqmzVRlYurSXZ3B3Sbh5w4tvfzrkSW5QiE5OVJLPXQdXpOLT5AVqmzQw/4NVX4YUXIBCIbGBCCCGEuGEjzc76VBdVvRNnBVZ8RwtLd76m7VAUDm1+AGecPfJBiUlN1es5seUethbtx6jzhvTFdnfQ9K6HjgZTlKITk5Eks9cpYDBycMtDsGRJ+AE7dsBPfwpOZ2QDE0IIIcQNs5uyyY5ZqGmvdx6n29MQhYiujdHlZNW7z6P3eTV9p1dsoC2nIApRianAHRPL2XtuY2vObk1fYnMdZ1414uqXFESMDvmXdAMCegN84QuwenX4AeXl8Pjj0NQUvl8IIYQQ41ZR/Eb0yvBZJJXy7nfG9VE9wYJPrxDT163payyYQ9WiNVGISkwl3WnZuO+aw4rkkyHtigoJ1ec59aYNvy9KwYlJRZLZG6XTwWc/C+u1pfwBaG0NJrTHJmbRCCGEEGKqMutjKYy/VdPe422kwXki8gFdpeJDH5BWX6Np70tM4dit26Tgk4iI87MXk3+rl9yYxpB2vc+H6XgDFR/GSUEoccMkmR0NigIPPwwPPBD+F4TbDU8+Cb/7XfC+EEIIISaEPNsKYg2pmvbK3j/jDQxEIaLLyz57msIS7VGBPpOZA7c/jM9kjkJUYqoqvWkLtywpJ9YYWjjNPOBkYFcndWUxUYpMTBaSzI4WRYHbboOvfx2s1vBj9u6FH/4QarXl8YUQQojRpijK7YqinFEU5ayiKP8Ypv9vFEUpUxTlpKIoOxRFyYtGnOOZougotm/VtHsCTqp6d0U+oMuI72hmya7XtR2KwuFN9+NISI58UGJKC+gNnLpzG3fM3IdOCS2MGtvTQcPrbrqbpaK2uH6SzI62uXPhu9+FjIzw/W1t8JOfwGuvgVdblEEIIYQYDYqi6IFfAFuBYuBRRVGKhw07DixTVXUB8BLwk8hGOTEkmfPJtM7VtF9wHKHbUx+FiLRMA44RCz6VLb+VlmmFUYhKCHDb4qi7bz2bsrRHRNmbG6h42YDLISmJuD7yL2cspKfDP/4jLF4cvj8QgLffhn/5l2CRKCGEEGL0rQDOqqpao6qqB3gOuOfSAaqq7lRVdbDs/gEgJ8IxThizEjaHLQZ1qut1Amp0K9kofj8r3n+JmL4eTV9jwRwqF98UhaiEGNKVkYNyTwELE0M/9yoqxJ+9wOnXrQT8UQpOTGiSzI4VqxW+9CX4zGfANMJ5Wq2t8B//Ac88A729kY1PCCHEZJcN1F3yuP5i20g+D7wzUqeiKF9UFOWIoihHnD1doxTixGHRxzMzbp2m3eFrp7pPewRJJC3Y9y4pjec17X1JqRxdf48UfBLjwvnZiync4CLL2hrSrvP7MR5rpGJnrBSEEtdMktmxpChw003wz/8MeZfZhnTwYHDM22+DxxO5+IQQQghAUZRPA8uAfx1pjKqqT6mqukxV1WUxCYmRC24cyY9dRbwxU9Ne07eHXm9zFCKC/NNHmH76qKbda7ay//ZH8BtH+EJdiCg4fdNtrFtejs0QWjzN5B7AtbONC6VSEEpcG0lmIyE9Hf7hH+DOO0GvDz/G7Q7uo/3+92HfvuBSZCGEEOL6NQC5lzzOudgWQlGUTcD3gG2qqkrJ/ctQFB3zEu9GIXSmU0WltOsNVDWyv7uTG8+zcI92Ml1VFA5tfhBn/NT80kGMX6peT9mdd7G16ICmIFRMXw/NrzroaJAvYMTVk2Q2UvR62LYtmKzOnDnyuO5u+O1vg/tpDx+WpFYIIcT1OgwUKooyXVEUE/AIEFLqVlGUxcCTBBPZ1jCvIYaJN2ZQEKfdg9rrbaK2X1vgZqzE9Hax8r0XUcKsyzy1ZgttOdMjFosQ18JjtVH34Ho2Zh/Q9CW0tXD2BRVn7wiTP0IMI8lspGVmwne+A489BjbbyOOamuDpp+H//J/gMmRJaoUQQlwDVVV9wNeA7UA58IKqqqcVRfkXRVG2XRz2r0As8KKiKCWKooQ510UMNyPuZmyGFE372d5d9Hvbx/z9DR43q9/5EyaXU9N3fvZiauYtH/MYhLgRPSkZ+B+czeLEMk1f/Ll6yl424vPIXm9xZZLMRoOiwNq18IMfwPr1oLvMX0NLS7BA1Pe/Dzt2gMsVuTiFEEJMaKqqvq2qapGqqjNUVf3Rxbb/parq6xfvb1JVNV1V1UUXr22Xf0UBoFMMzE/cBsOWGwfwc6LrlTGtbqwEAiz/88vEdWmT5s6MHE7cvFUKPokJobGgmJw7DeTGNIW0K6qKtbSBsnesRHjlvpiAJJmNprg4eOSR4OzrSMf4DGpvhxdeCO69ffll6OiISIhCCCGE0LKbcsiPXalp7/M2U9m7c8zed97+90m/cFbTPhCbwMHbHiKgN4zZewsx2qqW38zKm+qIN/aHtOu9XtjbxNn9UhBKXJ4ks+NBejp8+cvwd38HRUWXH+tywXvvwfe+Bz//OZw8KUuQhRBCiCgojFtPjCFZ036ufz/trppRf7/8sqPMOHVQ0+43mti/9RHcMbGj/p5CjClFoXzLVjYvOIZBF7qiweQaoO/tDhrKLVEKTkwEksyOJzNnwt/+bfCaPfvyY1UVTp2CX/wC/umf4I03oK0tMnEKIYQQAr3OyMLE+1DCfJw61fUqHr92T+v1Sq2vYeHut7UdisLhjffTm5w+au8lRCT5jUaqH7idLQXaAmoxfT00vuigq0kqHIvwIprMKoryjKIorYqilEbyfSecoiL49reDM7Xz5l15fFcXvPlm8Kzaf/1X2L0bnKP3C1QIIYQQ4SWYsiiMX69pdwf6Ke1+HTVMteFrFdfZysrtL4StXFy6ahPN+VdY1SXEOOeKjafjkTXcnKE9MzmuvY3qP3qlwrEIK9Izs78Bbo/we05cM2fC178e3FN7881gNF75OWfPwh/+EEyEf/GLYCVkKRolhBBCjJnpsWtIMmuPwml1VVLn1H44vxZmRx9r3v4TBq9H03d+9iLOLlh1Q68vxHjRnZaN4eHpzE2o0vTZLjRR/pwej0uKm4lQEU1mVVX9COiM5HtOCpmZ8OlPw+OPwz33QLJ2f46GzxfcT/vMM8Fly088Afv2QV/f2McrhBBCTCGKorAg8R6MilXTV9G9nW5Pw3W9rt7rYfW7z2Ht79H0tWflceLmO6RysZhUmmYUk7dNR5a1JaRdUcFaVk/5/5gI+KMUnBiXxmXJO0VRvgh8ESA+JTPK0Vzed185FeF3zEVZ8jBp9dVMLztKxvmq4P7Zy1g5PQlOnAheihKc8V2wAObPh4wM+UUohBBC3CCLPp65iXdR0vliSHsAPyWdL7I69QuY9Zc5X36Y4BE8r2Bva9L09duTObhFKheLyalm2RpWdLzLzvdj6PHGfdyuCwQwHGmkIiGbOVtd8vFVAOM0mVVV9SngKYDMmXNvfLPJJKPqdLRMK6RlWiEWRy+5laeYVnki7Jlz2ierUFUVvF5+OTjLO3ducG9uURFYtd8qCyGEEOLKMqxzyIlZQr3zWEi7y9/Lia5XWJ78KRTlKhbFqSrz920n43ylpsttjWHfHZ/Ea5bf12KSUhQqN29mQ/cbvHVgGZ7A0DY7vdeLd2cztfZ0Cta4oxikGC/GZTIrrp7LFk/V4rVULVpDQnsz0ypPkHP2NOYBx9W9QEcHfPRR8NLpID8f5swJVlOePv3q9ukKIYQQAoA59i30epvo9YbOqHa6a6ns/YBZCZuu+BpFJXspKD2saQ/oDRy4/RGc8YmjFq8Q41FAb+DsfbdzW987vFW6GlUdmoY1ul30vNFJoz2JrGJJaKc6SWYnC0WhJzWTU6mZlK6+jeTmC2RXl5FVU3b1rxEIQE1N8HrrLTAYoKAgOGNbVBRMdM3mMftPEEIIISY6vWJkcdIn2Nf6K7zqQEhfbf8+EkzZZFjnjPj8aRUlFB/8QNuhKBzZeC9d6TmjHbIQ45LXbKXxkQ1s/NWH/PncypA+q6OPpucMGP8qjtRp2uJoYuqIaDKrKMqfgFuBFEVR6oH/rarqryMZw1Sg6nS0Z+XTnpXPybW3s25hDJSUBK/2q1iKPMjng8rK4AXBmdvc3OCe2xkzgomu3S57boUQQohLWA12FiY9wJGOZ4HQ3VKnul7DZkgizqg9Fzb9QhWLP3wj7GuWrtpEY0HxWIQrxLjljLNj/MwKVv3qFAea54f02bq7uPBbPcYvWLBn+KIUoYi2iCazqqo+Gsn3E8HElsLC4PXgg9DUFKxyXFoK1dXB2dirFQjA+fPBa8eOYFtCQnA58vTpwZnbadMgJmZM/luEEEKIiSLFUkBh/K1U9e4MaferHo52/IlVqX+JRR//cbu9tYEV770U9izZswtWyRE8YsrqSc0k7VP9zHn6LOU9M0P6bG3tVP8ujdlfNGGzS0I7Fcky46lEUSArK3jdfjs4nVBRAadPQ3l5cP/sterpGZr1HZSaCnl5wcQ2Nzd4xcWN/BpCCCHEJFQQexM9nkZaXWdC2l3+Xo52PMfKlM9h0JmI7Wpnzdt/Qu/zal6jfuZcSldvllVQYkprzSsk5+F+HM82csGRFdJnq2+l8ncZzPm8DovtGiZpxKQgyexUFhMDS5YEL1UNLkEuLw8muJWV138mbVtb8DpyZKjNboecHMjODt7m5EBaWnBfrhBCCDEJBc+fvZf9bb/G4Qvd5tPnbeZE1yusNd7GTW/+HpPLqXl+W/Z0jq2/RxJZIYD6eYuZe89eXK900OpKDumzVjdz5o9ZFD+mYDTLQShTiWQSIkhRgjOqqamwbl0wuW1pGdozW10NnZ3X//rd3cGrtHSoTacLnnOblQWZmcHbjAxJcoUQQkwaBp2ZZcmfZH/b03gCoQlrR/9pvKcPYHYkAqEJa29yupwlK8QwtSvXsMLxAbvfMdHjuWTVnwqm0iYqns9izqMBDEZJaKcK+QkpwlOUYGKZkRFMbgG6uoJJ7dmzUFsLdXXg91//ewQC0NgYvC6l0wWT6owMSE8fSnDT04PLleUbaiGEEBOI1WBnSfKjHGr7LQGC+/p0fh8Z56s4bRwgze5hZXfGx+OdcQnsveOT+ExygoAQIRSFsxs2sM6xnR27ZuH0DZ23rKgqhmNNVBiymPOQD/keaGqQv2Zx9RITYdmy4AXg9QYT2traocJQLS3BWd0bEQgEX6elRdtnsQQT28FrcDY5NTVYjEoSXSGEEOOQ3ZTNgqT7KOl8CSXgI/3CWUzu4NE9O5MbMAf0LOpNxW21sfeuz+C2Sa0JIcJSFKrv3MQG57tsP7AQb8A41BUIoDvcxBlTJrPvk4JQU4Eks+L6GY3B43kKCobaXC64cCGY5A7eNjVdW9Xkyxl8/QsXwseTkgLJycHb1NTg/cErJkaSXSGEEFGTYZ3DHNutdJ1+EvOAI6Rve2odisFK+6Yv40hIilKEQkwMAb2B2gduY9PAdt4rWYJf1X/cp/P78e9tpsqUQeCB4II/MXlJMitGl8UCRUXBa5DXC83NUF8fvBoagldv7+i+t9cbTJybmsL3m82QlBRMbJOSgldi4tBtYqLs1RVCCDFm9F4vj+6upcRt4VhCaJHFgE7HM0t0FFu7SCctShEKMXH4jSbqH93IJu8HvHd6Kao6NGGh9/vw7Wrm2V9m8+mvxstcxiQmn9zF2DMah47ouZTDEdwv29AwlIQ2NY1+kjvI7b58sgvBPbmDia3drr0SEmSGVwghxDXT+bys2v4cqQ3n2EQuA3o/5bHBwoqqotCSOwO3NYYTnS+xJPlRUiwFV3hFIYTXEkPTZ9az8b93saNiCeolhdT0Ph97flWOTpnNJ7+SIB/dJilJZkX02GxQWBi8LuV0BmdyB/fNDt5vawvOvo6lvr7gFW4Z8yCDYSixHbzi40Pvx8cHE2O9fuTXGUXffeVURN7nRjx+//xohyCEEFGh8/tYtf0FUutrg49RuKslH68SoCq2h9acGbgu7pEN4OdYx3MsSX5EElohroLHaqP9szdzy9N72VW9OLTT7eajpyoASWgnK0lmxfgTE6PdiwvBwlLd3dDaGrwGz7MdvO92RyY+ny94Jm97+5XH2mxDie3w28ErNjZ4a7XKjK8QQkwyOp+Xle+9RFpddUi7HoV7Wgv4f3NsDMSGHtkTwMexjj+xKOkTpFmLEEJcnssWT+9frmbtU4fYe35BaOfFhFZRZvPolyWhnWwkmRUTh6IMLQGeNSu0T1WDy5YHk8z2dujoCF6D931RqGrncASvyy1tHqTTDSW2sbFD92224P1wtxaLJMBCCDFO6b0eVm1//uMZ2UupisLxTQ8yM38m3R1/oNtTH9IfwM/xzudZmPQAGdbiSIUsxITljLOj+/xSVv/qGPvrhq0Gc7v58L/KQZ3No1+xy0enSUSSWTE5KMpQApifr+1X1eDy4c5O7dXVFbzt67vxY4VuRCAQ3C98LXuGdTqw2dh0oR+PxYrHHIPHbMVrtlx8HLzvNVvwmKx4LVY8ZgtekwU1QkughRBiKjJ43Kx+508kN4XZtqIoHNl4P40FxRiApcmPcrj9D/R6Q7/4VFEp6XyZ+YlesmMWRiZwISawfnsysV9Ywuqnj7P/wrzQTo+HD5+swOedxae/nihVjicJSWbF1KAoQ3tZwyW7AH4/9PQEk9uuruCS5kuvrq5g/1jv270WgQD09RHb3XnNT/UbjB8nul6TGa8pmOj6TGa8pkvbh259ZvPH9/0Go8wKCyFEGEb3AGveepbE1kZtp6JwZMO9NMycOzReZ2V5yqc52vEnzQwtqJzqeg1vwEV+7MqxDVyISaDfnoztC4tZ9dRxarqXhnZ6POz9dQVuZyF/8XcpcojFJCB/hUIM0uuHjuwZiaoGz7rt7g4mtj09wZnUS+8PXv39kYv9Ouh9XvQ+LxZH35UHh6EqysXE14zvYsLrMw4+NuM1mvCZLPiMRrwmCxzzBpdFD15mc3CfsMUih8AJISYN04CDtW89S0J7s6ZPVRSObryP+pnzNH1GnZVlyZ/mWMdzdHrOaforerbj8vcwK34zinyRKMRlORKSsX1xMfe8Xc1rpTNCO71ejjx7BrfTz5f+VzpGY3RiFKNDklkhroWiBBMwqxUyMy8/1u8PJrSDyW1f31CSO/x+f3/kCliNEkVVMbpdGN0uoOfKTzi/Z+Q+ozGY3F6a6A6/vfQK13bpZTLJmcFCiIiL6e1i7VvPYuvRrpZRdToObXqApoI5Iz7foDOxNOVRjne8SLv7rKb/XP8BBnw9LEi6F70in8CFuBxHQjJ3PDEXvvqmNqH1+zn1ShU/G/Dx1z/KxmyOTozixsmnPSHGil4/dFzP1fB4gknt4DWY5DocobeX3h9PS55vhNcbvEZzNlunC01uL70dvH9p+/D74R4PXkZj8JLZESHERfEdzax981nMAw5NX0Bv4OCWT9AyrTDMM0PpFSNLkh/iROcrtLgqNP0trnIOt/exJOkRTPqYUYldiEkrNZU7/msb5m++zgtHhyW0gQBn3q7h3x1+vvaTacTFRSdEcWMkmRVivDCZrrzMeTivFxwOPnjxCCb3AEbXACaPC5NrAKPbhcnlDN56Bh8PYPS4MXpc0S12FQmBAAwMBK+xYjRqk9xwSe/w/kvbB+9f7rHBELyV5dhCjEspjedY9c5zGLweTZ/faOLAlodpy5l+1a+nUwwsSnqQsu53qHMe1fR3e+rZ3/Y0S5IfJs6YfkOxCzHpJSez8YkHsPzNy/x+XwGqeskX0arKuV3n+P++4OEb/zmDtHT5knqikWRWiInMaAS7nd7ka/wwo6oYvB5M7gEMHhcmtwuDx30x2XVh9LiDj90DGDzujxPgYHvwVuf3j81/00QyOKPs0M7EjAm9PjTZDXcNJr7DH1/aPrztcreD1+BjSaiFCJFVU8ayHf8T9mei12xh/9ZH6czIvebXVRQdxfY7sBrsVPbu0PQP+LvZ3/YM8+3byIyZG+YVhBAfi49n7U8fxvwPL/LrHfkE1NCkte1EIz/5Cw9f+/ls8gvk99xEIsmsEFPRxeJNPtP1bxLR+X0XE10XBo8Ho9cd5rEn+NjrYeXclGDxrOGX2z35Z4lHi98fvFyu6MWg04VPcq/Uduk1mJTr9UPjB+9fbtylY4aP1+sl0RaRpaoUluxj7qEPwv4Mc9ni2Hvnp+hLSrvut1AUhYK4tVj1CZzqeo0AoQlzQPVyoutleryNzIrfiKLI/wNCjCgmhmX/9gjm77/Ak2/l4A2EHlHYV9vO//uLUr7477OZv9QUpSDFtZJkVghxXQJ6Ax6rAY/VdlXjH7x/fvgOVQ3uF3a7QxPccI8H2wbHDz52u0Pb3O7gMmMx+gKB4J+1R7ucMuoUJTTRDXcrxCjQ+X0s3P02eRUlYfv7ElPYd8enGIi7ypoJV5AZMw+zPo5jHc/jU7VfZp3r30+vt5mFifdh1seOynsKMSmZzcz/8aN8O+Elfv5cCk5faNLqae3mF18p5aF/LmL93bFSGmMCkGRWCBFdijJUlCk+fnReU1WDM5jDk9zB++FuL73CtQ2/fL7RiVWMHlUdWvotxBgxupysfO9FUhrPh+3vTM9h/9ZH8FpGtzhTkjmP1Wmf53jHC/T72rTv665lb+uTLEi8lxTLjDCvIIQAwGBgxj89zN+nvcXPnvDS4Qr9Ul7t6+f575fSWD2DR7+RKt+DjnOSzAohJp/BGTqDAWxXN3N8zQKBYNI0mNwO3g/XNnh/+JjBtuGPh/dJgibEuBDb1c7qd58Le/QOQHNeEYc3PYB/jA6utBmSWZX6eU51vUaLq1zT7wk4ONLxLPmxqymKX49OkY95QoSlKGR+4S7+IeMjfvbDLur6EkP7PR52P32GllonX348b8w+SogbJz/lRNR995VT0Q7hih4faYmsmLouPfonEgZnmwdnhQdvL012r/T40rZruR28JKEWU1hmTTnLdr6GPkzFYoCzC1ZxetUm1DHeu23QmViU9CC1/fuo7P0A0O7XPde/n073ORYm3o/NmDym8QgxkSXcvY7vpJbwX393lvL2YfvbAwEq3z/PjxsG+Ov/LCIrR/akj0eSzAohxERw6WxztAwm1JcmuMOv4Qnw1VyDr+n1Dt33+0MfDx97afvgfSkkJsaAEggw5/Auio7vCduvKgonbr6Dc8VLIxfTxcJQ8cZMTnS9gjfg1Izp9Taxt/VJihI2kGdbIcWhhBiBZdUivv5MPM9/ez8fVmsrj7eXtfL4J9185l8KWXGrnO083kgyK4QQ4uqMh4T6cgKB8AnvpYnvU09FO0oxgRhdTlb8+WVS62vD9vtMZg7e9gnacgoiHFlQiqWAtWlf4lTXq3S4tTEG8FHR8x7NA2XMs99NrDE1ClEKMf7pCwv45O8TyfrOmzy/f5rm6B5PWw+//tYpqj+Xzye+lj5ufw1ORfI1nRBCiMlBpwOTCaxWiIsDux1SUiA9HbKzIS8v2hGKCSS56QIbXnxqxES2PyGZXfd9PmqJ7CCLPo5lyZ+mKH4jCuFLr3Z76tnX+hTVfbsJqHJGuBBhJSZy6y8f5puPtBBjCLOdwO1m11OV/NuXz9LVKSuBxgv5XmEKmAh7UoUQQojxQAkEKDq+lzlHdo24dL05v4gj6+/FZ7ZENrgRDC47TjLnc7LzFZz+Ls2YAH6qenfS6DxFccJWki3ToxCpEOOcycTs73+C7xZ+wBP/1kOTc9jxWqpK7d5Gm+0q2AAAIABJREFUfviQk8d+WMii1dboxCk+JjOzQgghhBCAxdHL2jd/z5zDO8MnsopC+fL1HNjy8LhJZC9lN2WzJu1LTLMtH3GMw9fO4Y7fc6LzZVz+3ghGJ8QEoSikPbqR7/6qgOU5TWGHOBq6+eVXTvKHnzTidkc4PhFCklkhhBBCTHlZNWVsfOHJEc+P9Zot7Nv6KGeW3hzcPz5OGXQmiu1bWZHyWWL0SSOOaxo4ze6WJ6ju240/IJXKhRjOvGQun39uM4+srUOvC2gHuN3s/s1ZfvTpcupq5ez5aJFkVgghhBBTltHlZPn7L7HivZcwugfCjunMyGHng1+kddrMCEd3/ZLMeaxN+xL5satghL20ftVDVe9OPmr5OfWOElQ1zAd2IaYwJTmJ9f/1MN/5Yh92c5ifDyq0lLbx+MMlvPP7dvyyJT3iJJkVQgghxJSUce4Mm57/JdnVZeEHKApnltzM7m2fwxlnj2xwo0CvMzI74TbWpH4BuylnxHHuQB+l3a+zt/VJWl2VqHLMlRBDDAYKvnk33/9ZGgszWsIO8fc5efXxch7/bIXM0kaYFIASQogJYiIUc3v8/vnRDkGIKzI7+5m/7z1yzpaOOMYVE8vRDffRljPxCyXFmzJYmfIXNDhPUNn7ZzxhzqUF6Pe1cazjORKMWcyIX0equRBlHC+pFuJKRvf3pgHLZzMpeO4kR8oK8AX0mhGtu+o4uLmV5M020jeY0F0cIr8bx44ks0IIIYSYGlSV/LKjzDu4A4Nn5KotjdNnU7LuTjxWWwSDG1uKopBjW0S6dRZVvTupcxxFJfwMbI+3kWMdzxFvzGRm3C2kWiSpFQLAFZ+A+6/WsnrPCSreMtM2oN2XbnC56XnTTV+JjfQH40iY+N+HjWvjPpnt8TTxbsO/RDsMMcV1vjFyEY3x4FBDZ7RDuKLx/mc4EcjfsxDXL76jmcUfvkVia8OIY7xmCydu2kr9zHnjusjTjTDqrBTb7yDPtpLK3h20uCpGHNvrbeJY53PEGlLJj11NVsw8dMq4/+goxJhSdTra1i0mr6iZzGdrOHV+OurwfekqBOoc1P/MTc9SK93rVeyJk/NnSrTJTyQhhBBCTFqmAQfFh3aSX3F8xHNjAVqmFXL8ljtx2eIjGF302IzJLE5+iC53HWd636fbUz/i2H5fG6Xdr1PV+wF5sSvItS3FqJPzNcXU1p+Rge6byazdeYKK9220uxI1Y/Q+H86Dffyvu45x91dzWf9wGgbJvkaV/HEKcRUOnRv/M2Lj3UT4M1yRL7OKQkwWOp+XGacOMevYbgxez4jjvGYrp1Zv5sKshZN2NvZyEs25rEz5C1pdlVT3fUivt3nEse5AP5W9H3C29yMyY+YxzbaMBFNWBKMVYnwJGIy0b15G/oIWcp6r5kTNdFRV+3PE3engpR9V8OHzzdz37XyW3Bo/FX/cjAlJZoUQQggxaSiBADlnS5lzeCcxfT2XHXth1kJKV23GY42JUHTjk6IopFtnkWYpos1Vxdm+D+n1No04PoCPBmcJDc4SEoxZ5NqWkWEtxqAzRTBqIcaP/vR0lK+nsmb3SWre1dPkSNUOUqGtqpunvnaS6UsSeeDvCihcICscbpQks0IIIYSY+FSVrNpy5hzeRVxX+2WH9iWmcOLmO2jPyo9MbBOEoiikWYtItRTS5q6itm8fXZ4Ll31Oj7eRnu7XKe95lwzrHLJjFpFomiYFo8SUo+p0dNyyiPTFPeS+Ws6p4xkM+C3agYEAtUc6+LdP9zL/Zjt3f7OAvCJz5AOeJJTxfpZY5sy56ud+8ly0wxBCTAHjvXS+HM1z4xRFOaqq6rJoxzHRjavfzapKxvlKig/vIr4j/BmQg3xGE2eWrqN6/goCevk+/2p0e+o513+A5oFyGKH68XBWvZ2smAVkWucSawwzQyXEFJBQc56+F5spb5hGalyYpHaQ0ci8tQnc/a0Z5M+amkntjfxulp/kQgghhJhwdH4fOVWlFJ7Yd8WZWBSF2uIllC+7dVIdtxMJdlMOi5IexOnr4nz/IRqcJfjUkY81Ahjwd1Pd9xHVfR8Ra0gj0zqXjJhibIbkCEUtRPT1FOSh+042q/aWYzpupbx1hH//Xi+lu9op3dvD3NXx3Pal6cxaHCN7aq+SJLNCCCGEmDAMbhd5FSXMPHkAq6P3iuNbc2dwavVm+pLSIhDd5BVjSGSOfQuF8etpHjjNBceRy+6rHdTva6Wqr5Wqvp3EGlJJs84m3TKLeGOmLEUWk15Ab6Br3Xwe//EMyn61l5f/6KK+NyH8YK+X0x91cHpPF7nFcWz+yxyW3ZaMXh/ZmCcaSWaFEEIIMe7Fd7RQcPoIuVWn0F+mOvGgjsxplC1fT0dWXgSimzoMOhM5tsXk2BbT7Wmg3nGcpoFS/OqV/076fW3097VR07cbiz6eVHMhKZYZJJunY9BNzeWVYoqIiaH4m5uZ/ekuDv7Hft54U6HDNcIqkUCAutIenvmbHl7JieWW+5NZ++g0Euzy5U84kswKIYQQYlzS+bxknTvD9NNHSG66fCGiQV1p2ZStWE9b9vQpedROJNlN2dhN2cxJ2EKLq4IGZwkd7nNczd5al7+XOudR6pxHUVCwm6aRaplBknk6CcZMFEU35vELEWm65ERW//AOVnylhQM/P8Lb7+poHxh560N3fT+v/bSfN37VzMI1Nm55LI/Zy+PkR9slJJkVQgghxPihqiS2NJB3poSc6tMYPJffnzmoPSuPqkVraMmdKUlshOl1RrJi5pMVMx+Xv5fmgTKanKX0eBuv6vkqKl2e83R5zgdfTzGRZM4n2ZxPoimPeGO6JLdiUtFnpbP2x3ey6uutHHziKG+/DW3OkZPawICb4zvcHP+gi5RpMazcYmflJ6aRnmOMYNTjkySzQghx0USoFizEpKSqxHW1kVN9muyzZcT2dFzd8xSFxvxZVC1aQ1d6ztjGKK6KRR9Pfuwq8mNX4fR10TxQRvNA2VXtrx3kVz20uSppc1UCweTWbsom0TSNRNM0EkxZsixZTAr6zDTW/HArq77RQcl/H+f915zUdNpHfoKq0n7ewVtPOXjrmRbyZ1tYdVcKi+/OwZ40Nb/wkWRWCCGEEJGnqsR3tpBVU0F2TdmVKxJfwm80caFoAdXzV9Jvlwq541WMIZGCuLUUxK3F5e+lZeAMra4zdLprUa/ymB8IJrcd7lo63LUXWxRshmTspmwSTNnEGzOJM6ahV2SWSkxMutRklvz9JpZ8w0X1i8d4/9lWSi4koqqXWWXi83GutJ9zpf08/+8NFMwxsXhDEou35ZKSMXVSvKnzXyqEEEKIqNL5vKQ21JJ5vor081VXVY34Un2JKdTMXU5d0QJ8JpmZm0gs+njyYpeTF7scb8BFh7uWdlc17e6zuPzX9u8AVBy+dhy+dhqcJwBQULAZUok3ZhBvyiDOkE6sMQ2zXo5iEhOIxcKMz6xhxqcCdOwuY88fzrH3sIke92XOqQVUj5fqE16qTzh46WeN5BSYmbsylnlbspmxKG5SV0SWZFYIIYQQY0IJ/P/tnXmcXUWZ97+/e3tfsi9kJQTCogzIpiAjoIIg4wAOijiCRkVmmBEX5vUddV4V9Y8XXj6j44jO6IAiCCKiaAZZBDSCDKssAmExJCE7SXeSTnrv2/d5/6jqcPvmdvfthbv18/10fe45derUearq9HnOU/VUnTRTW7YwZ+MaZm9ax8yt60n0948qj/7qGjYtPYz1hxxJy7z9fT5sBVCdqGO/+sPYr/4wzIz21HZae9bQ2rOOHT3r8loZORvDaE9toz21jc1df9obX5NopLl6Dk1Vs2msnkVT1Swaq2ZTk2jwTwM5pUsiwcyTD+fskw/nPdta+dNNz/DA7W2s2jxt+NFagFQ/G1/qZONLndx9wzbqptVy2F9Uc+gJ0znklHnst6Suoh6jbsw6juM4jjMhJPv6mL59EzO2bmBmDPku4JRNy/z9WX/Im9i09DD6q2smWFKnVJBEc/UcmqvnsKTpeMzStPVtYUfPWnb0rGdX7wZSNrZ7CKA33ZHlohyoUh2NVTNoqJpJY9UMGqtmUl81nYbkdKoT9W7oOiVDcs5MjvrMKRz1qTS7Hn2Jx259hUce7GPDril5nd+9q4cnH+jhyQfa4aqNNM+s4eA3VrPs2KksPWEuCw9tKuuRWzdmHcdxHMcZNUqnad65jenbtzBt+2ambd/CtO1bkOU/FzKbHfstZNPSN7Bp6RvobsrvRc2pLKTE3k/+LG0mjtxuY2fPBnb2bqCtdxOd/TvGfZ2UddPWtznnistJ1dBQNYP65FTqk9Oor5pKXXIq9cmp1CWnUJNodGPXKTyJBNOOP5TTjj+U03p72XzvKh791RaeeAJebc/Tnd6MPS09/PH3Pfzx9+3AJqoba1i8JMHSN9az+IhpLD5mNnMW15Eok/Wk3Jh1HMdxHGdUNO9s4a+vvYJEf2pc+ZhEy/wlbN1/mRuwTk7CyO1cmqvnsphjAehNd9LWu5m23k3s7tvC7r6tY5h3OzT91suevq3s6duaWyYS1CWbqUtOpTbZRF1yCrWJJmqTzdQmm6hNNFGTbKRaPsLrvE7U1DD/zDdxzplv4pyeHrasfJEn79jCE4+m2LCreVRZ9XX08vJz8PJz3XDLTmAtNU01LFosFhxQw/yDm5j/xunMP3wGzVNLz8J1Y9ZxHMdxnFGR7OsbsyHbU9/Aq4uWsXXJMrYtWEqqdviFTRwnm5pEA7PrDmJ23UF743r6O9jTt5XdfVvZ07eNPX2v0pFqwUhP+PWNNF39bXT1tw2bTiSoTTZRk2igJtEYQrKBmkQD1Yl6qhMN8djAfh0J+au5M0pqa5l3+hHMO/0Izkyl2PXkWp67ZxPPPtzBqrV1dKdGv8p3b3svL6+Cl1f1wK/3AFsgkaBxSpK5+4k5C6qZu7iWOQc2M/ugqcw8YAqNzYmizMX1/xjHcRzHcV43UtU1tMxfwvYFS9i2cCl7ps/2RZycCac22Uht8kBm1R24Ny5tKTpSrbT3tdCe2k5HqoX2vhY6U62kGd1CZGPBSNPdv3tUo8YJVVOTqKdKdVQn6qhK1FGtOqoStXG7NmyrjqpEDVWqJRl/Q3wNIukjwpOVqiqmHbeME49bxolAf+su1t63hpceauXFZ3p5eUsDfekxTpBNp+nYlWbNLljzQi/QAUSXf4nahiQzZ8KMWQmmz65i+twaps2rZ/rCRqbOb2TK/CaapiYn/PHvxqzjOI4zYXzhF88UWwSnyHQ3NtO63yJa91vEjrmLaJu1H1Yuk6+ciiKhqr0uypmYBSOzI7WDjlQrnakddPbvpDO1g67ULtKMz31+PKStj+7+PmDsbtNCJFVLVaKGpKpJKus3UUNSVTGumkSO7YSqSBJ+E0rG+Kqwz0Bc0g3nEic5cxoHnXc0B50HZwKpV1tZu/IVVj++izWrulmzsZr23gn4zJkZPR0pNnfA5vUAvUAnsGtQskRNkuYmaG6G5imiaUqCpmnjM0fdmHUcx3EcZ0z01dazc858ds2ax87Z89g1ez5dTVN85NUpaaQE9VXTqK+axiyWDjpmZvSk2+lK7aKrP4ZUG93Rrbi7f/eYPh1USAwjZd2k+rsLcDWRIIGUJKkqRHKvoZugCimx1+hNKJH1m0RKIkSCZEbaRAhKxHjt3R/0S+K1Y3u3Q37Z8aCc24rbxK3XjgspsbeEA3HhTznj9u4Tnn+laORXzZ3Jsg/MZNkHwr51ddPy5AbWPLKd9c93sH5tig1ba+gag2tyPqR7+2nbAW2D1nAb3/9TwY1ZSWcA3wKSwDVmdkWhZXAcx3GcycBIOldSLXA9cAzQCnzAzNaNlG/71BncdeFn6G5odsPVqSgkxcWdmpnOopxpUumeve7DPf3tdKfDb0//HnrS7fT2d9CT7ih5o3disOCybf2TpLyjJZi3bb+elWEsk2Fwh/3EgOE8xPHs7cw0g6+UO+1w6QF0tNDRYX9GX4quTf3sfqWKPVtq2P1qA+0tjbTvnkY6DxflzHwLQUGNWUlJ4DvAacBG4DFJK8xsVSHlcBzHcZxKJ0+d+3Fgp5kdJOl84ErgAyPlnaqtpbvRVx52JidViVqaErNpqp49bLpUupfedDu96U56+zvpTXfE0ElfuovedBd96c7420Uq3YUx9k9bOaVIaNH+9Os/R3tCmRFC/VFQD8wFrCdFT0uSzldr6W6pp3NHA907G+ne00R3xxTS/cVx+C30Vd8MrDazNQCSbgbOBtyYdRzHcZyJJR+dezZwedy+FbhakszG8bFYx3EAwgJNiRk0MCOv9GZGv/XSm+4kle6hz7roS3eTSvcEt+F0DynryYjrod9643b47bceN4id1wXVVlG3AOoW9BJcg19bzdtS/fS1QXdLLb27qulpq6Vndx29e+roaa+nr7OO3u4GUn0TMD83i0IbswuADRn7G4G3ZCeSdDFwcdztueLcI54tgGyVzCygpdhClDleh+PH63D8eB2On0OKLUAByUfn7k1jZilJbcBMctxnWbq5/Ypzj3hxnPJV8v1cyWWDyi5fJZcNKrt8JVu2pyYmm5It3wQwZt1ckgtAmdn3ge8DSHrczI4tskhljdfh+PE6HD9eh+PH63D8SHq82DKUK5m6eSKo5Pu5kssGlV2+Si4bVHb5KrlsUNnlG49uLvRa+Ztg0Gz6hTHOcRzHcZyJJR+duzeNpCpgKmEhKMdxHMcpeQptzD4GLJN0gKQa4HxgRYFlcBzHcZzJQD46dwXwkbj9PuC3Pl/WcRzHKRcK6mYc5+N8Erib8JmAH5jZcyOcNmEuTZMYr8Px43U4frwOx4/X4fiZNHU4lM6V9DXgcTNbAVwL3CBpNbCDYPAWikpui0ouG1R2+Sq5bFDZ5avkskFll2/MZZN3wDqO4ziO4ziO4zjlRqHdjB3HcRzHcRzHcRxn3Lgx6ziO4ziO4ziO45QdJWHMSjpD0ouSVkv6fI7jtZJ+Go8/ImlJ4aUsbfKow8skrZL0J0n3Sdq/GHKWOiPVY0a6cyWZpIpcIn085FOHks6L9+Nzkm4qtIylTh7/z4sl/U7Sk/F/+sxiyFnKSPqBpG2Scn6nXIF/j3X8J0lHF1rGyYCkRfFeHfh//3SONKdIapP0VAxfLoaso0VSnaRHJT0dy/bVHGnK9v0lz/Itl7Q9o+0uKoasY0VSMj5Hb89xrGzbDkYsW7m32zpJz0TZ9/mkS7k/3/MoX1k+MwEkTZN0q6QXJD0v6YSs46NvOzMraiAsSvEysBSoAZ4G3pCV5h+A/4zb5wM/LbbcpRTyrMO3Aw1x+xKvw7HVY0zXDNwPPAwcW2y5SynkeS8uA54Epsf9OcWWu5RCnnX4feCSuP0GYF2x5S61AJwEHA08O8TxM4E7AQHHA48UW+ZKDMA84Oi43Qy8lON+PgW4vdiyjqFsApridjXwCHB8VpqyfX/Js3zLgauLLes4yngZcFOu+6+c2y6PspV7u60DZg1zvKyf73mUryyfmVH2HwEXxe0aYNp4264URmbfDKw2szVm1gvcDJydleZsQuEBbgXeKUkFlLHUGbEOzex3ZtYZdx8mfG/QGUw+9yLA14Erge5CClcm5FOHnwC+Y2Y7AcxsW4FlLHXyqUMDpsTtqcDmAspXFpjZ/YTVeYfibOB6CzwMTJM0rzDSTR7MbIuZPRG39wDPAwuKK9XEEO+d9rhbHUP2qppl+/6SZ/nKFkkLgb8CrhkiSdm2XR5lq3T8+V6CSJpK6Gi+FsDMes1sV1ayUbddKRizC4ANGfsb2VfR7U1jZimgDZhZEOnKg3zqMJOPE3o9nMGMWI/R3WGRmf26kIKVEfnciwcDB0t6UNLDks4omHTlQT51eDlwgaSNwB3ApYURraIY7XPTGSfRTfMowghfNidEd9Y7Jb2xoIKNg+jK+RSwDbjHzLLLVtbvL3mUD+Dc6A54q6RFBRZxPPwb8L+B9BDHy7ntRioblG+7QehU+Y2kP0q6OMfxcn++j1Q+KM9n5gHAduCH0QX+GkmNWWlG3XalYMw6BUTSBcCxwFXFlqXckJQAvgH8U7FlKXOqCK7GpwAfBP5L0rSiSlR+fBC4zswWElxyboj3p+OUJJKagJ8DnzGz3VmHnwD2N7MjgW8Dvyy0fGPFzPrN7E0Eb6c3Szq82DJNJHmU77+BJWZ2BHAPr41kljSS3gNsM7M/FluWiSbPspVlu2Xwl2Z2NPBu4B8lnVRsgSaYkcpXrs/MKsL0n/8ws6OADmDI9WnypRRefjYBmT1CC2NczjSSqghuda0Fka48yKcOkXQq8C/AWWbWUyDZyomR6rEZOBxYKWkdwZd/hXwRqEzyuRc3AivMrM/M1hLm0C0rkHzlQD51+HHgFgAzewioA2YVRLrKIa/npjN+JFUTDNkbzewX2cfNbPeAO6uZ3QFUSyqr+zm6yv0OyPY0qYj3l6HKZ2atGe8T1wDHFFq2MXIicFbU5TcD75D046w05dp2I5atjNsNADPbFH+3AbcRpudkUtbP95HKV8bPzI3AxgwPj1sJxm0mo267UjBmHwOWSTpAUg1hkv2KrDQrgI/E7fcBv7U4S9gB8qhDSUcB3yMYsj5HMTfD1qOZtZnZLDNbYmZLCHOPzzKzfVaam8Tk8//8S8KoLPHhezCwppBCljj51OF64J0Akg4jGLPbCypl+bMC+HBcOfF4oM3MthRbqEojzjG8FnjezL4xRJr9BuYiSnoz4d2k5I0GSbMHvEok1QOnAS9kJSvb95d8ypc1l+0swpzoksfMvmBmC6MuP5/QLhdkJSvLtsunbOXabgCSGiU1D2wD7wKyV60v2+d7PuUr12emmW0FNkg6JEa9E1iVlWzUbVc18aKODjNLSfokcDdhFc8fmNlzkr4GPG5mKwiK8AZJqwkLepxfPIlLjzzr8CqgCfhZvP/Xm9lZRRO6BMmzHp1hyLMO7wbeJWkV0A98zsxK/iFcKPKsw38iuGd/ljC3Znk5vGQVEkk/IXSazIpzi79CWMAGM/tPwlzjM4HVQCfw0eJIWvGcCFwIPBPnXgJ8EVgMe9vifcAlklJAF3B+mdzP84AfSUoSXiZvMbPbK+j9JZ/yfUrSWUCKUL7lRZN2AqigttuHCmq3ucBt8V22CrjJzO6S9PdQEc/3fMpXrs9MCGt83Bg769cAHx1v26l8yu44juM4juM4juM4gVJwM3Ycx3Ecx3Ecx3GcUeHGrOM4juM4juM4jlN2uDHrOI7jOI7jOI7jlB1uzDqO4ziO4ziO4zhlhxuzjuM4juM4juM4TtnhxqwzaZC0XJJlhD2Snpb0yfhB9NfjmkvitS56PfIvFJJOieU4pdiyOI7jOGOj3PSgpOvip7UmSpbLJY3pMx6SVkr6Qx7pzpF02ViuMUyejZI2S3rfROY7XjLadnkRZThKUqekxcWSwSkubsw6k5H3AycA5wKPAt8GvlxUiRzHcRyncExWPXgNodyvJ+cAE2rMEr4t3gL8fILzLXvM7EngHuDrxZbFKQ5uzDqTkafM7GEz+42ZfQJYCXy6yDI5juM4TqGYlHrQzDaa2cPFlmM0SKoFLgW+Z2ZjGlWeBHwP+FtJ84stiFN43Jh1HHgMmCJpzkCEpIuj61W3pBZJ10qakXlSdMt6SNIOSbskPSzpr0a6mKRZkh6R9PxwbjED7lWS3irpsSjLOkmX5nGNz0nqlTQzx7FVkn6Vsf9VSU9I2h3L+ltJx+dxjXWSrssRb5Iuz4o7UtIKSTsldUl6UNLbstIcJ+keSa0xzRpJ3x1JDsdxHGfclKQezEh/lKQHojvpnyX9fY40B0i6UdJ2ST2SnpL03qw0+7gZS5ot6SdRB+6U9ENJZw01tUbSqVFndkp6NvMaUSd+BFiQ4cq9Lh5rkvRtSeujfNsk3Svp0BGKfw4wA/hpxnWy3cUzw+XD1OP7Y5ojchy7Q9LTGftjbduVklbmiN/nnSHPNjtY0m2xvrpj/f1Mg93ifwPsBpaPJJ9Tebgx6zhwANAPtANIugL4DnAvcBbwOeAM4E5JyYzzlhBclt4PfAB4HLhd0hlDXUjSEuBBwIC/NLP1I8g2haDAfkRQaCuBf9fI81NuApJRrszrHwMcBlyfEb0A+CZwNkERbAPul/QXI1wjLyQdDfwPQRl/guDW1grcG+VBUhNwN6EdlgPvBr4GvC5zuBzHcZxBlLoevAn4MUFPPQb8h6S3Z+S5CHgEOBL4bJT5CeDnks4aIf9fEHTOF4DzgT6C23UuDgS+BXwD+BtgC/AzSQfF418H7gC2E9yZTwAGjLNvAucBXwVOA/4OeAqYNoJ8ZwDPm1lLRtyvM/IfCFfHY88Pk9d/A23ABZmRkuYC72Lwu8ESRtm2o2EUbfZrwnvKJcDpwOeBHjJsGDNLAQ8R6sqZbJiZBw+TIhCMJAMOIRhJ0wnKpB/4ZUyzJO5/OevcE+O55wyRdyLm+RvgVxnxS+J5FxEe2JsJiq4hD3mvi+eenxV/D/AKoBHOvwd4KCvu34CdQO0Q5yRjOV4EvpURf0qU5ZSMuHXAdTnyMODyjP37CMq1Jus6z2fU+7HxvCOKfZ948ODBQ6WGMtaDb8+IqyV0iH4/I+5aggE5M+v8ewgu1QP7lwOWsf+umP95WeetyKHzVhIM3WUZcXNiXX0xS+aNOcryLPCNMbTZ88CNI6Q5EejOJ3/gv4CNQCIj7jNACpg3xrZdnlVPK3PkMeidIZ82A2bF/M/Ko1xfj3WQGCmth8oKPjLrTEZeICikHcB3gRuBj8VjpxEe2jdKqhoIhN7DPcBJA5lIOkbS7ZJeJSiBvnj+ITmueRLwe2Ivt5l15ilrP/su+HAzsJjQU0mmnFluN9cDxw/0GMdjHwRuMbOejHKcKul3klozynHwEOUYFZLqgZOBnwHpDBlFqIuB+vwzsAv4nqQLYo+t4ziO8/pQTnqw08x+N7A6Q31jAAAG80lEQVQT9ddLBD04wBkEA7ktS+a7gSMlTRki7+MJeva2rPhbh0j/ZzP7c4Ys2wjeTPmspPsYsFzSFyUdmzXCPRzzCUZfTuJI922Esv6vjPiqrKB46HrC+8M7MrK5ELjPzLZknD+ath0L+bRZK7AGuELSJyQtGya/7YSOjhnDpHEqEDdmncnIe4HjgEOBRjP7sJntiMcG5gutJjy4M0MzMBP2usfcR3hoXgq8NeZ5F1CX45pnAk2EBRxSo5B1p5n1ZcW9Gn8XRCU2SM4YB8F1qoOgpCD0QM8hw40ougDfQXAt+zhBsR8HPD1EOUbLDMIo7Jey5QQ+CUyXlDCzNuDthB777wLr41ykcydABsdxHGcwZaUHc8T1ZF1jDvDhHPJeFY/vs35EZB7D69lsduSIy5ZlKC4lLFT0MYJhu03SNyU1jHBeXbzGPkSD73bCSOvfmlk643B2XZwc4/9AGCW9MOZxGHA0g98NRtu2Y2HENjMzIxjQjwP/F3hJYT2NS3Lk1xV/6ydIPqdM8PlozmTkWTNbPcSx1vj7LnIr0IHjZwBTCa5Je7+BN4xS+lLM805J7zazB/OUdbqk6ixFOzf+biL0CB+Xdc5mADPrkHQb8CHgK4Q5Mmuyrn0uocf1bzKvIWk6YaR0OLqBmswI7bvg1C4gTZh7dT05GFC+ZvYUcG7smT2WMH/pFklHmtmzI8jiOI7j5E856cF8aAUeAK4c4vjmIeK3MLyenTDMrJ2g174gaX/gfcAVQC/wz8Oc2kpwBx9EHNn9KWHO7VvMrCMrSfa7wYtRDpP0Y+Az0Si8kNChnTk6Pdq2zaSbMM85m+wR07zazMzWAB+OI8tHEjrCvytpnZndmSP/FpxJhRuzjjOYewjG12Izu2eYdAMP9EwD8GDCvJVcH3jvIyz88BPgLklnmtkDeciTJBicN2fEnQ+sBzbFXsvHhzn/euACSacTFpC6Kut4A8HFau/qjpLeQXCZWjuCbK8Ah2fFDVrpMBrUDxAU0BNZvcY5iT32D0v6EmFBiMMIc40cx3Gc159S04P5cBdhEaTnzKxrpMQZPEzQs+8FbsmIf/84ZOlhhNFBM3sF+FdJH2JfPZrNC8DSHPHfAN4GvM3MNuW4xnDvBjcA/4ewiNWHgF9kuX2Ptm0zeYXQMV1jZr3x3JMIo/qZjKrN4vvOU5IuI3iSHQ5kGrMHABtG2f5OBeDGrONkYGYvS7oSuFrSIYT5Pd3AIoKryzVx7s69hBHN6yX9K8FV6asEIzOn+76Z9Uk6nzA36c6oyO8fQaQ9wP+TNIswr/SDwKmExRby+d7cfYTezWsJyvWGrON3ERZ+uE7SDwlzZb9EGPUdiZuBH0j6JsHN6UhyL4t/GXA/cLekawk94bMIbk1JM/u8pPcAFwO/JBjRjcCnYvkfykMWx3EcZwIoQT2YD18GHiWsxH81wY12OsHgWWpmH8t1kpn9RtKDwPejnl1NGDE9MiYZsQM2B6uAGXHU83Gg28yekfQQYWGpZwgjoSfH6/xohPzuJ4yiJgY6hGMdforgelurwZ/T25g5mpoLM3tJ0iOEkeEF7Os5Neq2zeBmgj7/gcKneA4gvAe0ZaUbsc0UPiH0LcII9GpCx8PyKNtvs/J7C6GunMlGsVeg8uChUIHXVnE8KI+0FxJ6bDsISud5wrL3CzPSnEfoMe0GniOMmF4HrMtIsyRe86KMuCThMwMdZKzQmEOG6wg9oG8lzK/pJvR4fmqU5b4qyvA/Qxy/lGBAdsXrnErWaoTkXs04QVBGrwCdhEUbDiRrNeOY9jCCgttG6LXeSFDqZ8bjhxCU1dpYzu2EubxvKfZ948GDBw+VEspVD+aIH6SjYtxCwqdkNhFcd7cQRpkvyEhzORmrGce42VE/7SFMjbme8K1YA47MuuYfcsiyjsGr9DYSRp93xjzWxfgrgScJRl0HwagdUZ9H/WnAydnlGCJcnue98I8x/aCVjcfYtsuzzv07Qgd8F+HTfMdk11M+bUaYV/sjwoJfnYQ5y78HTs/KZxGh4+E9xf4f81D4oHgTOI5TYsQezVPNbGGxZXEcx3GcyUIcKfwoMMMyVv8vojwrgdVmdlGxZSlFJP0z4Tu0B5pZf7HlcQqLuxk7juM4juM4kxJJywmLHT1HWNTwDIJhdFUpGLKRfwHulfQVyzE/djIjqQ74NPB5N2QnJ27MOo7jOI7jOJOVDsLaEQcSvlO6Fvgi+y6YWDTM7EFJnwX2J781LSYTSwjzarPXBHEmCe5m7DiO4ziO4ziO45QdI61I5jiO4ziO4ziO4zglhxuzjuM4juM4juM4TtnhxqzjOI7jOI7jOI5Tdrgx6ziO4ziO4ziO45Qdbsw6juM4juM4juM4Zcf/By1v3HY6crCZAAAAAElFTkSuQmCC", "text/plain": [ "" ] From 4511ff3d5b39effdf01165fc16e7eb1cc247d7c4 Mon Sep 17 00:00:00 2001 From: "j.r.dalenberg" Date: Tue, 19 Mar 2024 11:30:38 +0100 Subject: [PATCH 2/2] Updates to conform with new dependency behavior and use nilearn for mask calculation. --- neuropower/cluster.py | 2 +- neuropower/neuropowermodels.py | 9 +++++---- pyproject.toml | 3 ++- 3 files changed, 8 insertions(+), 6 deletions(-) diff --git a/neuropower/cluster.py b/neuropower/cluster.py index be1c926..47e5b17 100755 --- a/neuropower/cluster.py +++ b/neuropower/cluster.py @@ -58,7 +58,7 @@ def PeakTable(spm, exc, mask): res = pd.DataFrame( data=[[m - r, n - r, o - r, spm_ext[m, n, o]]], columns=labels ) - peak_df = peak_df.append(res) + peak_df = pd.concat([peak_df, res], ignore_index=True) # Peak-level p-values (not the same as simple z-to-p conversion) p_values = np.exp(-float(exc) * (np.array(peak_df["zval"]) - float(exc))) diff --git a/neuropower/neuropowermodels.py b/neuropower/neuropowermodels.py index a7b38b7..2a589b0 100755 --- a/neuropower/neuropowermodels.py +++ b/neuropower/neuropowermodels.py @@ -13,6 +13,7 @@ from scipy.optimize import minimize from scipy.stats import beta, norm, t as tdist +from nilearn.image import math_img from neuropower import BUM, cluster, peakdistribution @@ -418,10 +419,10 @@ def run_power_analysis( DataFrame of power estimates using different multiple comparisons correction methods for different sample sizes. """ - spm = input_img.get_data() + spm = input_img.get_fdata() affine = input_img.affine voxel_size = input_img.header.get_zooms() - mask = mask_img.get_data() if mask_img is not None else (spm != 0).astype(int) + mask = mask_img.get_fdata() if mask_img is not None else math_img('(img != 0)', img=input_img).get_fdata() n_voxels = np.sum(mask) if design == "one-sample": @@ -531,7 +532,7 @@ def generate_figure(peak_df, params, method="RFT"): axes[0].hist( p_values, bins=np.arange(0, 1.1, 0.1), - normed=True, + density=True, alpha=0.6, label="observed distribution", ) @@ -557,7 +558,7 @@ def generate_figure(peak_df, params, method="RFT"): y, _, _ = axes[1].hist( z_values, bins=np.arange(min(z_values), 30, 0.3), - normed=True, + density=True, alpha=0.6, label="observed distribution", ) diff --git a/pyproject.toml b/pyproject.toml index 6904507..d3d4771 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -27,7 +27,8 @@ dependencies = [ "nibabel>=2.0.2", "pandas>=0.18.1", "nose>=1.3.7", - "matplotlib" + "matplotlib", + "nilearn" ] description = "A package to perform power analyses for neuroimaging data" # Version from setuptools_scm