diff --git a/closing.md b/closing.md index 2d7a384..56f060c 100644 --- a/closing.md +++ b/closing.md @@ -30,6 +30,12 @@ The models covered in this course have broad applications in artificial intellig class: middle +The field of deep learning is evolving rapidly. What you have learned in this course is just the beginning! + +--- + +class: middle + ## Exam - 1 question on the fundamentals of deep learning (lectures 1 to 4) @@ -73,7 +79,7 @@ class: black-slide, middle - Deep Learning is more than feedforward networks. - It is a .bold[methodology]: - assemble networks of parameterized functional blocks - - train them from examples using some form of gradient-based optimisation. + - train them from data using some form of gradient-based optimisation. - Bricks are simple, but their nested composition can be arbitrarily complicated. - Think like an architect: make cathedrals! ] diff --git a/code/lec11-vae.ipynb b/code/lec11-vae.ipynb index 03e9257..23ab5e7 100644 --- a/code/lec11-vae.ipynb +++ b/code/lec11-vae.ipynb @@ -11,18 +11,9 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 20, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/glouppe/anaconda3/envs/torch-gpu/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], + "outputs": [], "source": [ "import torch\n", "from torch import nn\n", @@ -35,16 +26,16 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "'cuda'" + "'cpu'" ] }, - "execution_count": 2, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -63,7 +54,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -82,12 +73,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -116,7 +107,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -153,7 +144,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -206,27 +197,21 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, + "execution_count": 44, + "metadata": { + "scrolled": false + }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/glouppe/anaconda3/envs/torch-gpu/lib/python3.10/site-packages/torch/nn/_reduction.py:42: UserWarning: size_average and reduce args will be deprecated, please use reduction='none' instead.\n", - " warnings.warn(warning.format(ret))\n" - ] - }, { "name": "stdout", "output_type": "stream", "text": [ - "epoch=0 test loss=544.4360\n" + "epoch=0 test loss=545.8480\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -238,12 +223,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "epoch=1 test loss=192.0177\n" + "epoch=1 test loss=193.1078\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -255,12 +240,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "epoch=2 test loss=173.8834\n" + "epoch=2 test loss=173.1316\n" ] }, { "data": { - "image/png": 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\n", 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" ] @@ -272,12 +257,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "epoch=3 test loss=150.7904\n" + "epoch=3 test loss=153.5600\n" ] }, { "data": { - "image/png": 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58MrvqNjZBcPLm1NxZ/Vm6/iuK15U57R/RDe1uHL/ChUr/MULKobhGf9TvZP1uRN1I5HJT8dUzGzdYR3PlG2ZG5hD72/07tSz77pBxbZfrnO+/k+/YR3/xfM3q3PG/Uw3vcAo8P6zVejGCetV7A8Del48/bs91rHJ3KgwVng6a1x/j7oaP3kn798zJuTuX+8AAAAAkCYWNgAAAAACj4UNAAAAgMBjYQMAAAAg8Gge8LbyvXHruM8MqHPcBfnZ5Z2vd+e+Zt1/q1g6YzuY6FGxj239KxUrjvRbx0+f9TN1zsRwkYoduHq2ikW/Q/OAbAs7SlRDoqsInz17g3WcOCvpuJqeEp7u1bn1d+uvV7FtN6cU2Bp9/Yu+tEzFxr3Vr2JHzonYl3IURTpqLGXq64dVLKFPwzCZAf1cVf/zJn3eSAzmJBLt7So29wbdSOLs+3RO7l7yr9bxvJt3qHPe/E9HU40k2RYojmrr9ju6VGxyuFjFltyjm2ZM36J/F4AhcbzYJUW/lg44JlmTCxNvDuAdGwAAAACBx8IGAAAAQOCxsAEAAAAQeCxsAAAAAAQezQPeVvSIXVTa9i9xdU40rIuoZ53bmLUxiYjs/lv9FF1XdvLbdDUK+OTNevfsKsfu2aGz59mBX+rru4rZ8rqoXMu2ULEuYnVJusq3U4r5+4zO8Yu3fEbFureNV7GZ39RFsomV9vWdY3DIf0LvZj/5ibR+VI9heD+GMWzeXR0q1vzBbuv4h9M2qnMuL7pUxZJduvAcuSsUiajYs2frZjkunqv3CgDf8Y4NAAAAgMBjYQMAAAAg8FjYAAAAAAg8amxO4Ocd81VsWcXrKvb/zX1Axa7+kxUqVvCrzSe9zdB7z1Sx77z/Jyf9ORGR/XG7puYvVt2izin72fMqllc7Q8Uu+o+XTnp7hxJ9Kjbhnt+e9Odwavbd/F4VO7vgmWFd6z2P6g3m5t6oNzDE2ODl2S8Hr/7obHXO7O/rKiZv0++zNqYR0dKmQt2UC44JrVe91xHV9YP7490qNvPbL6sYNX6A/3jHBgAAAEDgsbABAAAAEHgsbAAAAAAEHgsbAAAAAIFH84AT+PH6D6vYsi/9i4qNDxXqH765WYW8J+yH2sT15oh7P1qhYnVF6W349l+ddrODike3q3OOfuYiFbvilqdU7IsTdpz09j7ynVtVrMZRdInM8t4bG/bPXvTS1dbxmV/dr87RWYnRyHNsTHjRC/ZGlZWde9Q5LZtaszYmvzR9fJaKzcxLbyNcBIu5+L3W8YNrv+E4Sz/3n/jyF1Sssp1mOUAu4h0bAAAAAIHHwgYAAABA4LGwAQAAABB4LGwAAAAABB7NA05g8v2vqNg/XX+min1hwk4Ve/zMDSo275+WWcez/+55dc70RbqYO10fHmcX/DdurFTn3Fl997CufcWuj6rYtHv048Ouy9k3c3mLiq36xfkqtuHFBSp25tpD1nH8YFPmBoZA8QoKVOz/nWjvpL7wm4vUORUS7ILp3ssvULH/+8VvOs60m8Jc9dpSdUayWzeJQW7b9ydF1vGUsG4U8NPOSSo26ZlDKsbrHZCbeMcGAAAAQOCxsAEAAAAQeENa2Kxdu1bOP/98KS0tlaqqKrnyyitl165d1jnGGFm9erXU1NRIUVGRLF68WHbsOPm+KEA6Fi9eTP7BN9/85jeZA+Er5kD4ifxDrhvSwqahoUGWLVsmzz//vNTX10s8Hpe6ujrp6npnE8m77rpL1q1bJ3fffbds3rxZqqurZcmSJdLR0fEuVwbS87nPfY78g2+ee+455kD4ijkQfiL/kOs8Y4wZ7g8fPnxYqqqqpKGhQS677DIxxkhNTY2sWLFCvvjFL4qISF9fn0SjUfn6178u119//Umv2d7eLuXl5bJYPiZ5Xv5wh5YVTSsWqtiLX/iXtH52wNilhg92TlXnfKxkr4qNC+kdwjOpzwyo2DWvX2kdx6/sU+ckWkd2B/K4GZCn5RGJxWJSVlYmItnJP5HczsFctvu7F9rHV35PnXPRl5ap2Pgf535Buiv/RII7B4ZKS1XsF39osI4v2fZn6pyypa9nZTyZ0PMxuzFA7Dr9h9RvFvybio0PFanYutY51nH95y5R53i//f1Qh3hKmAOHxjtvvord9NOfW8d1RV3qnMu+oOeosvt1s5+xhvwbGbvv041/XlnyfRULOd6XmPv4X9vH123J3MB8dqLXYJdTqrGJxWIiIlJZeawD1549e6SpqUnq6uoGz4lEIrJo0SLZtGmT8xp9fX3S3t5ufQHpyET+iZCDGD7mQPiJORB+Iv+Qi4a9sDHGyMqVK+WSSy6R+fOP/WekqelY+9hoNGqdG41GB7+Xau3atVJeXj74NW3atOEOCWNIpvJPhBzE8DAHwk/MgfAT+YdcNeyFzfLly2Xbtm3yk5/8RH3P8zzr2BijYsfddtttEovFBr8aGxuHOySMIZnKPxFyEMPDHAg/MQfCT+QfctWwNui86aab5NFHH5WNGzfK1Knv1IpUV1eLyLFV++TJkwfjzc3NagV/XCQSkUgku3UkmVL9Lf1W6tyz9WdGX/3jH6hYvhe2jj9VetBxC9l9HL7QdKGKPfXvesO66m+f+C3jXJDJ/BMJVg7msnnr26zjlz4cV+d0fVR/xGD8j7M1ouwZC3PgxrMfVLHT7/trFZv0G73Z53D1l+o/fno/oGtlvnfu/1Wxiwo3W8d5ElbniOh6Gpd7f/LH1vG03+bWnMgceHKv/fk4FfuTom7ruDnRo86hnubkyL/ctPKCJ6zjX56p/+ZL7Hx1pIbjmyG9Y2OMkeXLl8uGDRvkySeflNraWuv7tbW1Ul1dLfX19YOx/v5+aWhokIULdeE9MFS33HIL+QffMAfCb8yB8BP5h1w3pHdsli1bJvfff7888sgjUlpaOviZyfLycikqKhLP82TFihWyZs0amTNnjsyZM0fWrFkjxcXFcs0112TlDmBsefDBB8k/+Obmm2+Wn//85+QgfMMcCD+Rf8h1Q1rYfO97x9q3Ll682Irfe++98tnPflZERG699Vbp6emRG2+8UVpbW+XCCy+Uxx9/XEod7UWBoYrFYuQffHPPPfeICHMg/MMcCD+Rf8h1Q1rYpLPljed5snr1alm9evVwxwSc0Ml6mJN/yKZ0euiTg8gm5kD4ifxDrhtW8wC84/TPb1ex96xermK/vOafrOPpeekVsbp8v+00FfvnJ//EOp71gN5UM/z8yypWHc+tolgEV2LHLuv4+Z5Z6pwJ47pVDCMv2dmpYnN/dqN1/OqfrVfn7F7yr/piSzI2rFPkahZg29KfULGb/uFvVGzaf+T+prF4R/LS96nYk5/4hoq9HrebU3z21lvUOaVC8wD4x/QNf3vJq8t2Wsf/fuGH1TmVO1Vo1DmlDToBAAAAIBewsAEAAAAQeCxsAAAAAAQeCxsAAAAAgUfzgFNk+nSRfu1tuvD0xtsuyeo45sjvTnrOyXvaAdn1z3MfULG/n/QRFUscPjwSwxm7HB0u53xxq3V8euJGdc6uP9cNBfywrnWOiv1g26XWcfQhvZN56UNbVKwiTqOAoMt/Zb+KvTGgO3f95aZrrePZD9AoALll3t/tULHr5tep2I9nPqFiFz5hN0KZe+/YnNt4xwYAAABA4LGwAQAAABB4LGwAAAAABB4LGwAAAACBR/MAACPmT3+9XMXmHn7Bh5EgVWojlFk368LqD9987kgNZ8hmyUsnPYcGKqNT4kiLiq2ddbaKzZatKgbkkmR3t4q1XKxjl8sCFZsrujnKWMQ7NgAAAAACj4UNAAAAgMBjYQMAAAAg8FjYAAAAAAg8mgcAyIpHz5ygYnOFRgEAACA7eMcGAAAAQOCxsAEAAAAQeCxsAAAAAAQeCxsAAAAAgcfCBgAAAEDgsbABAAAAEHgsbAAAAAAEHgsbAAAAAIHHwgYAAABA4LGwAQAAABB4LGwAAAAABB4LGwAAAACBl+f3AFIZY0REJC4DIsbnwSBnxGVARN7Jj2wiB5GK/IPfyEH4ifyDn4aSfzm3sOno6BARkWflMZ9HglzU0dEh5eXlWb8NEXIQGvkHv5GD8BP5Bz+lk3+eGYnl9xAkk0k5cOCAlJaWSkdHh0ybNk0aGxulrKzM76ENWXt7e2DHn2tjN8ZIR0eH1NTUSCiU3U9QHs9BY4xMnz49Zx6Docq153Cocmn8fuRf0OfAXHr+hiPXxs8cOHS59hwORa6Nnfwbulx7Docql8Y/lPzLuXdsQqGQTJ06VUREPM8TEZGysjLfH9RTEeTx59LYs/1fouOO52B7e7uI5NZjMByMPzNGOv9ERsccGOSxi+TW+JkDhyfI48+lsZN/w8P4MyPd/KN5AAAAAIDAY2EDAAAAIPByemETiUTkjjvukEgk4vdQhiXI4w/y2DMl6I8B4w++ID8GQR67SPDHnwlBfwyCPP4gjz1Tgv4YMH5/5FzzAAAAAAAYqpx+xwYAAAAA0sHCBgAAAEDgsbABAAAAEHgsbAAAAAAEXs4ubNavXy+1tbVSWFgoCxYskGeeecbvITlt3LhRrrjiCqmpqRHP8+Thhx+2vm+MkdWrV0tNTY0UFRXJ4sWLZceOHf4MNsXatWvl/PPPl9LSUqmqqpIrr7xSdu3aZZ2Ty+PPNnIw+8jBEyP/so/8OzHyL/vIv3dHDmbfaMzBnFzYPPDAA7JixQq5/fbbZevWrXLppZfK0qVLZf/+/X4PTenq6pJzzjlH7r77buf377rrLlm3bp3cfffdsnnzZqmurpYlS5ZIR0fHCI9Ua2hokGXLlsnzzz8v9fX1Eo/Hpa6uTrq6ugbPyeXxZxM5ODLIQTfyb2SQf27k38gg/06MHBwZozIHTQ664IILzA033GDF5s2bZ1atWuXTiNIjIuahhx4aPE4mk6a6utrceeedg7He3l5TXl5uvv/97/swwnfX3NxsRMQ0NDQYY4I3/kwiB/1BDh5D/vmD/DuG/PMH+fcOctAfoyEHc+4dm/7+ftmyZYvU1dVZ8bq6Otm0aZNPoxqePXv2SFNTk3VfIpGILFq0KCfvSywWExGRyspKEQne+DOFHPQPOUj++Yn8I//8RP4dQw76ZzTkYM4tbI4cOSKJREKi0agVj0aj0tTU5NOohuf4eINwX4wxsnLlSrnkkktk/vz5IhKs8WcSOegPcvAY8s8f5N8x5J8/yL93kIP+GC05mOf3AE7E8zzr2BijYkERhPuyfPly2bZtmzz77LPqe0EYfzaMpvsdhPtCDtpG030Own0h/2yj6T4H4b6Qf9pout9BuC+jJQdz7h2biRMnSjgcVivB5uZmtWLMddXV1SIiOX9fbrrpJnn00UflqaeekqlTpw7GgzL+TCMHRx45+A7yb+SRf+8g/0Ye+WcjB0feaMrBnFvYFBQUyIIFC6S+vt6K19fXy8KFC30a1fDU1tZKdXW1dV/6+/uloaEhJ+6LMUaWL18uGzZskCeffFJqa2ut7+f6+LOFHBw55KBG/o0c8k8j/0YO+edGDo6cUZmDI9amYAh++tOfmvz8fHPPPfeYnTt3mhUrVpiSkhKzd+9ev4emdHR0mK1bt5qtW7caETHr1q0zW7duNfv27TPGGHPnnXea8vJys2HDBrN9+3bzyU9+0kyePNm0t7f7PHJjPv/5z5vy8nLz9NNPm4MHDw5+dXd3D56Ty+PPJnJwZJCDbuTfyCD/3Mi/kUH+nRg5ODJGYw7m5MLGGGO++93vmhkzZpiCggJz7rnnDraeyzVPPfWUERH1de211xpjjrXKu+OOO0x1dbWJRCLmsssuM9u3b/d30G9zjVtEzL333jt4Ti6PP9vIwewjB0+M/Ms+8u/EyL/sI//eHTmYfaMxBz1jjMnMez8AAAAA4I+cq7EBAAAAgKFiYQMAAAAg8FjYAAAAAAg8FjYAAAAAAo+FDQAAAIDAY2EDAAAAIPBY2AAAAAAIPBY2AAAAAAKPhQ0AAACAwGNhAwAAACDwWNgAAAAACLysLWzWr18vtbW1UlhYKAsWLJBnnnkmWzcFKOQf/ET+wW/kIPxE/sEvedm46AMPPCArVqyQ9evXy8UXXyw/+MEPZOnSpbJz506ZPn36u/5sMpmUAwcOSGlpqXiel43hIYCMMdLR0SE1NTUSCr37evxU8k+EHIRG/sFv5CD8RP7BT0PJPzFZcMEFF5gbbrjBis2bN8+sWrXqpD/b2NhoRIQvvpxfjY2NWc0/cpCvd/si//jy+4sc5MvPL/KPLz+/0sm/jL9j09/fL1u2bJFVq1ZZ8bq6Otm0aZM6v6+vT/r6+gaPjTEiInKJfFjyJD/Tw0NAxWVAnpXHpLS09F3PG2r+iZCDODnyD34jB+En8g9+Sjf/RLLwUbQjR45IIpGQaDRqxaPRqDQ1Nanz165dK1/+8pcdA8uXPI+ExtuOzXMnfVt6qPknQg4iDeQf/EYOwk/kH/yUZv6JZLF5QOqNG2OcA7rtttskFosNfjU2NmZrSBhD0s0/EXIQmUf+wW/kIPxE/sEvGX/HZuLEiRIOh9XKvLm5Wa3gRUQikYhEIpFMD2P0cE0Eb79NC22o+SdCDiJzyD/4jRyEn8g/+C3j79gUFBTIggULpL6+3orX19fLwoULM31zgIX8g5/IP/iNHISfyD/4LSvtnleuXCmf/vSn5bzzzpOLLrpIfvjDH8r+/fvlhhtuyMbNARbyD34i/+A3chB+Iv/gp6wsbK6++mppaWmRr3zlK3Lw4EGZP3++PPbYYzJjxoxs3BxgIf/gJ/IPfiMH4SfyD37yjMmtgo329nYpLy+XxfIxumGIUGPztrgZkKflEYnFYlJWVpbV2yIHkYr8g9/IQfiJ/IOfhpJ/WXnHZkxxLDy8ggIVC6UUxnkTxqtzTJEunouPL9axorCKFe1utgOJpL5+V7eO9fToWDxuHycS6hynMbjgylkhnSNe2I55+frXP1Sme8Qn22Jp3WSyfyAlkGbeAAAAZEDW2j0DAAAAwEhhYQMAAAAg8FjYAAAAAAg8amyGwMtz1CSUO4qYKitUqH+qHWudq+tpWi/qV7EJEztUbHJpu4q90TLBOjYvlqtzpjzdpWJ5zfpacuCQfdyvx5V23Q2yz1HnFSpwFFyGdd1NqkRrm7684+fMQFzFxOi6LiAraKoCAHDgHRsAAAAAgcfCBgAAAEDgsbABAAAAEHgsbAAAAAAEHs0DjkspRvXydPF1qKRIxczUqIp1zNYNBdpn2gXYk5a+qc5ZO/OXKlYV7lSx1wcmqdgLZadZxz87eKE6p22u3uyzckAXfIfa7IYCxtE8ACPAVSDtOs1V3B/Xxf3qaiH9f41Qsc4RcTSKcDYPQLClMQdKyNGookI3KpGycTqWsiFsx+l6k+KuqM7JeLG+zaTeA1nK9tpzWfEhPW8VvKU3m/Xa9RybTNnM2LmRcdLRrCDdBho0OshZXr5OLtdmxq5mQpK6EXeenpuTnbqJj2uOTfb22QFXbpFHgebKofD0qSqWqNTzafjgURVLpjT/UTkkMiY2zuYdGwAAAACBx8IGAAAAQOCxsAEAAAAQeCxsAAAAAAQezQOGwlFU6GIcy8WOeQPW8SeqXlXnhD1dHNiSdBRzO/zX6/Ot48ghXbRYtq9XxULtuihWFSS6dqx3FDviFKXRLMBV0O0qbA1NmqBiiYl2U4v+8YX6nEL9XHsJXaBasv2AipkBO8elf0Cd4yqATfbovEzNL+PKNwpnh8+Ra16BPb+Fx1eocxJTJqpY25xSFWuZr69ffFardfxntU+rc04vPKhiJSFdANtr9O/Bzp4p1vHzrbXqnB1bZqpY+e4qFSvbZzfHKNl5SJ2TbGrWsTRzHj5Jp0mQqxlGVaUKddXq8/rK7Rf/RIH+PSjbp5taFO7W+eV1dNjXcjS5EKGhQE5wzaeOv5tC5fZrcHzuNHXO7qt1k6pkmW7WE2qbrmI1z9rXK9uiX6fjjTo22hoK8I4NAAAAgMBjYQMAAAAg8FjYAAAAAAg8FjYAAAAAAo/mAcelFNy5ipVNl94x2OvWhbPJfF1IVlBmF8A+e2SWOqepTxcjvtGpi8D3HdU7did32uOo3KWLChMFaa5jU3eVp1FA5qXTKKBAN6sIFetmEmZaVMVaz6xQsfYZ9vPfPSW957XkTT1N9FXoosf8bjvnCmK64DER0TlYvMtRhH24xTo2rgYDhrxMi6uw1VU0nZpbxbqItWdyiYq1nOW4/hxd6Dytos06jubH1DkDRhfcloZ0g5NCo4v0UxsP1ERb1TnJc/VYX6mqVrFQv91Yo/CwnptDR9tUzIvrnCdNR0Aa86mIznuvQP8eSKV+rnumlalY2xw9L3ZNtefAooN6XOEBfZuFu/UwTOqu8a4mFDQKyKwMNvDxHPNnfM5U6/jw+/R8ml/ToWKfmfeCPi+k55rvRf7IOi5q0k0vwocOq1iyd3RNUrxjAwAAACDwWNgAAAAACDwWNgAAAAACjxqbE3F9ntXx+ctkua55iNXq9WJ8wP7s+NEe/XNPt81WsYI8/TnK5Hb9GeCJL9ufkSxq0pva5XXqjcE8x4ZyxrUhp/pBx5qYD5O7pfn577QuVTZOxZrP1zVXLefr56Jmpl3LEu6NqHM62vXnggdadT70TtDPf+/4lM3pZuvpJdKqPxMeGpikYoUpny93buKJ9Dh/V12f17djiXL9+e9EROdyf6XOtYqInlf2HLU/7/2d1g+oc8IhR21gUo9/VuURFSsI2+No7dVzbHOn/v0xCX2fUu+ncfwKeyX6+l6/nmNN0lEHwVyZnnRrZ9J5zRIRL2znkqs2QvL0tVrn6rqKvot0LURliT1P9c5ybJ78E/36bUodtZNNKb8L1NNkX8pc6YV0/oWK9MbW3njHc+qq30q9nCO9x5d2q9h5xW+omGtD90iV/bPdNTqvSrc7xtWn/14Mcr7xjg0AAACAwGNhAwAAACDwWNgAAAAACDwWNgAAAAACj+YBQ+DaMLFrii7OShS7ikXtw8ONuuA73OUoyHaMo6xJX7/wiF2sG+5zbDDqKsSMO4pYUwvmXIWZSd3UACfgKsJzPRcphYuuIsX+mRNVrG2evlTNTF1cPanI3mD2wBv6WmW79ZQw7i1dpOg5CqK7J9rj75ypf64nqnM8EtO3WZifspGeo4jTuCq6A1zwmDWORgHGUZCf+nvuDei5wdU8IHJYX6sr5pjfuu2fjbTpIRS06LHGZunrv1xUoWID41PG6+lc8Hr1XFYQc+RWSkq68p1cGwFpzp2uBg3uOcM+z8vTc4/J1znSPlf/Lvz5nN+r2Bvd9px6oFMXlSeSerNPr7VdjyPbG2OnPo7ks5orXfOk83mJ6efPK9Wbt+fF7L/oyvbrBj5eWF9/QHROlni64H/BlEbreK+crsfqMsqee96xAQAAABB4LGwAAAAABB4LGwAAAACBx8IGAAAAQODRPOBEXLt1V01Qoa5qXdQVL9GFWMlu+6HOb9M/V6o3l3Uq36t39S44pHdBTmUiesfZRLUu8g3F7II2r1/fnjiKNU2S3bRPhdo9O6ILC1vO0A0FSua0qdiM0lYV+92emdZx5Us6Bye83KVi4XZdpJgo1WPrito71Zs8nSPxCTqX2mfqphxlO4vsgOv30dDAIi3OAmzHab328+z16ue95EC/ivU7cqG4WTcBCPfZMcfG2eLsBxHWwc4pOpZM2TE+v0OfU3hUXz/SlsZY+3WumV5XaxcHR/MGnAJnoXN6DTK8lCnPy9eviT3VJSpWO++gip1d3KhiVQV2Efm3X/2QOmd2s/4dSnbqeTfreTPKCsYzIvUxMfpvmmR3t4qFHK/VrtcsL2WOirTo1/PXd1arWNdMff3SkJ5/Xtg3wzqOjtE/yXjHBgAAAEDgsbABAAAAEHgsbAAAAAAE3pAXNhs3bpQrrrhCampqxPM8efjhh63vG2Nk9erVUlNTI0VFRbJ48WLZsWNHpsaLMe65554j/+Ab8g9+IwfhJ/IPuW7IzQO6urrknHPOkeuuu06uuuoq9f277rpL1q1bJ/fdd5/MnTtXvva1r8mSJUtk165dUurYiTVXefn6oWk/SzcPaD3bUbRY7ChqHrDXkPmO3a6TuoZaJv6+R8UK3tKF4dKdcl6hLjZLjtOFas4CwpQCNy+qd6iXQ3pne+eOvBluKNDd3T1q888Lp/yfoVyPt+09Ot/mlcdUbF+HbgpRstUuyJ+4rVOdk3dIX0vijufQUdAtnl10WzZZN7Q4fWKziv1P2xwVS2104fp9NHFHU4ssF8SOmvxzFCablCYhXpveTTuvvFjFyvY6imQT+nnIb7eLpj1HA5LYnHEq1h3VudYzRedkyb6Uwtw2ff2iFn2/C1t0MXe4257DvT7HnJ7a7EP0zvbZMGpyMJPSbCggqa9RjtfJ1rm6ocBnql9WsbMiB1TscLzMOh73ir5+XovuYJHauONYMDeL+8d8/jmel2Sffv5c7xp4xfZrcH+F/qOvYpbOj+o8/bpcIHoOjPfZr5MFMT1veZ7jtXuUGfLCZunSpbJ06VLn94wx8q1vfUtuv/12+fjHPy4iIj/+8Y8lGo3K/fffL9dff/2pjRZj3pIlS5yTqQj5h+wj/+A3chB+Iv+Q6zJaY7Nnzx5pamqSurq6wVgkEpFFixbJpk2bnD/T19cn7e3t1hcwHMPJPxFyEJlB/sFv5CD8RP4hF2R0YdPU1CQiItFo1IpHo9HB76Vau3atlJeXD35NmzYtk0PCGDKc/BMhB5EZ5B/8Rg7CT+QfckFWuqKlfobPGHPCz/XddtttEovFBr8aG/WmV8BQDCX/RMhBZBb5B7+Rg/AT+Qc/DbnG5t1UVx/bMbWpqUkmT548GG9ublYr+OMikYhEXLu2jrSUX7pQRbk65ejpjmJRL73dzyMH7YLEPN0TQMr26WuFu3Vhqww4bjPPfipNkX5Me6t084CBEn2f4hH7sRjn2G084iicDR86rGKJdl2gnumGAscNJ/9EfMpBx67EkrIL9sDkMn1OmS6Yb+/Tz+uBtypVrPqgXUwb6tTPq+nUuyq7nq/kFH399tn29f961ovqnITR9/vFgtkqFi+3n488R745H0PHTtEjJVD55yiATW3GYPocRfVH9e9zJKSfh0REP189k+3C2Y4p+uWnc4YeV2Ky3mHb9LrywY6Vv6HHX3BE57fX75hPU++To5GCs+Db1UBlBAUqB33gpdzHZGmROqffUd9+XvEbKlYe0s/1va+/3zqu3Oko3n7rkIolXY1QAmjM5p/rtcgxL6b+nZko1OcYoxeAFSE9B74xoJs6mZQmVSHH34rJHn2t0Saj79jU1tZKdXW11NfXD8b6+/uloaFBFi5cmMmbAhTyD34i/+A3chB+Iv+QC4b8jk1nZ6e89tprg8d79uyRl156SSorK2X69OmyYsUKWbNmjcyZM0fmzJkja9askeLiYrnmmmsyOnCMTZ2dnfLGG+/894z8w0gi/+A3chB+Iv+Q64a8sHnxxRflAx/4wODxypUrRUTk2muvlfvuu09uvfVW6enpkRtvvFFaW1vlwgsvlMcff3x09C+H77Zu3SqXX3754DH5h5FE/sFv5CD8RP4h1w15YbN48eJ33YTM8zxZvXq1rF69+lTGNeK8AnujpIG5U9Q5A+X6fodK9Wdjk736Ye2L2p91nPR7/TnKSIv+zLZro7vkeL2JXernOWOn6/qM2Gn6k4eu+zRQbn92+EiP3rBsxq8qVKwwpO+T45PwkoilfF59CBuRXXrppaMy/0REQiX25oe9lXrzrvIKvVFXflh/1tvr0o98JGafF3LV0+Q56shKdL4dfl+Jip1z7mvW8dLS7eqc53tO09fPd9RVpNRoFIzTt+eqcTCOjSczudHdaM4/ZcDxuX9XXUlcP+Ydc/Xz1THDnn+6p+nPf7/nDF003NKjNwVt2q9rvCKt9vMS7nHUzjjmU3FsFOr12EWQxnFO6oamJzov0xstjqkcPBWOugcvpVYvma/nu97TdQ3CpJCeK/scT0HbHntj5KqDepNi0+MosM3RzThdyL/0eHmOTaXL7Hkx3KfnztmVevPzM/L132CVIUeXuTz7evkH29QpCZ/rAEdCVrqiAQAAAMBIYmEDAAAAIPBY2AAAAAAIPBY2AAAAAAIvoxt0BoZjB9zUDTlj0/RmUYmILpgbV6oLDTuN3vSrZJu9iWLRIV2MGOrTxa7GMdb+Kl2Y2zXZLjQ/cq6juG+iLlo8Y5ouQCsM20WxnQP6sdgzZYKKTfqZLugtb+/S40htHjAGpRaxioiYUvt5bZ+hz8kLOYrjHUyRPm+g2P4/Rv8M/RwOlOgpIXaaLlzs/4BuYvA3U35jHZc6Nq/d0jFDxfKP6vuZDKfkb6HOQc8Rkx59v50F3VnaJHY0MQnHY+loKBDq0zHPVUOfxr/Rmrt0o4qjbTo27jWdk0Ut9nMa7nQ0OshzbIgX1tdKLeb2XE0TXFzNK5A7Uhrc9EZ1Y4oPnb5TxU5zFG+/2KfnrfwO+/rhAy3qnHhfmrmE4HD93hfonDEp809XVL/ezi7RG53nezrXBlz9G1I2Lvbijte5MfDaxzs2AAAAAAKPhQ0AAACAwGNhAwAAACDwWNgAAAAACLwx2TzAy3MUi06osA4PXaQrsyLVuuDfGF3c71LYYl8v1OvYtdqxC7LXpwu9+iv009Y2zz5OFuufmzheF/JXFOiGAueU2bt/b4npgu9ohd5RuatSNzUoK9GNFNSO0GaUF7M5GkC4mGK7GL6nSudgbbHOwVlleqdimalDby6osY4TJQXqnLyJuhnG/Cl7VezWqb/S5xXYOf3agP49+/2RKSoWadWPz8A4O0fi0XJ1TrijU8XEUdwucUdTjtTf2wDt/D1iHAWxpq9fxUKOBiHj3tJzQVGz/ZwOlOl5LJGvG1pM7tfPTcl+3bwida40hfr6A2W64US8WM+7BTE7jwr6HQ0Swo5GBDrVkEtSGomEe3WOhzxHzPE/4N91z1axyh329ZOdjuY5zDWjj+M5Nd36b6tQu/36XdBZkdblXx/Qr3W/6Z6rYuP22HOeceXfGMA7NgAAAAACj4UNAAAAgMBjYQMAAAAg8FjYAAAAAAi80d88IOQoyHfsWH703ErreOJpesfgyiJduF0R0QViu0JVehhx+zaNq/A0pIuoe6fqItyjZ7h2PE65Vlg/tUe7KlXsyHt1cdmMiXYx+pyqQ+qcXWWTVexH06pVrMqx+66Xn1Lg5miQMBZ5cbtoNdyn82Fmqc7Lj47f6ojp6ydq7etVh9vVOZPCuji83PE7NOAoLN8Xt3N6R79uFNB8uEzFIo7+EgMlKc0DSnQehSv0tcRRsClhxxyQcmwcDQagmX6dH6ZTF7bm/0EX2xek7N5e6Gr0kHQUVqe7U3vKXGNm6PmofYZumNE3Xv+elTbasfxDjnnM8ToijiYDo745Sq5y7QafomO6zoeLyl5XsSMJPa88/NY5Klb+qv1CbHrTzF2MOs65MmbnR/FBnR9PHtRNARaXvqJiB/srVKzwsD1/mh7dDMjZzGiUNbTgHRsAAAAAgcfCBgAAAEDgsbABAAAAEHgsbAAAAAAE3qhvHuA5CvK96EQVS+bZ571nQpM65y8mbVKxlsQ4Ffv7Nz+mYiXddiFjb5WumDaOZ+PIfB30HLWo4xrt6yea9f1ueZ8uEDvNUYx+VsFB63hSWP9cv9EF2Y6QJIsdRbeuAuHRLM3CPK/LLlCNtOpzWvp0MwlXE4CJYV3EXBE6+a/7uJDO5yMJ3WDiyZ4aFStISczfdZymb6DDkQ+u2uqUhywU14XAXkLHjKNRgCT0DZixloOpHAWkXspj5+Wl9/JgXM9DW0yf6Hge1M85nhfXHC6e/p+cl3p9R+34wDhHg5aJ+jbDvfZjUTitQp1T2KMLfz1HsS7NUXJISoOJ7mqdD5cWvaFilWHdKKKxcYKKzeuzG2mYNBoYYHQyjvku2W03oMo/qhtSdfbqXJuSp1/jB9L4G2ysNsXhHRsAAAAAgcfCBgAAAEDgsbABAAAAEHijq8bGtfGQ4zP3yfG6jqB1nn08sUBvOudSFtKfqa6p1J8vP1Jr32bRYf257p6oHn+8RJ8X6tfndUy316iOfRalZGqHil1VuVnFqlMespDj8+yv9uoNOkv36tsMx/TGZok0Pms/2pm4roFJNtsbo1Zt1rtsbq2drWL1489UsdMKDqvYvAJ7o9UuR1HXG/36Nn/TdrGKvdVdrmLTSuyioIa9eqymUD/3iULH/1dSUjyvzbHRmGvzO1dujfV8c2ywGnJtnJu64aSrXsnFNe86Nt9Mnclcn0F3ce1v6TmG5hUVWsfxcXrzxd5Jej4diOqxthfbvxslh/TvSv5E/TvgtRxVMTMGNsTLRV6eI8fLSq3j3rN1jcOsfP33wf644++BuJ63Qil1ks4MJx/GrNS6xUSprqcpLdI1ra7X6skFbSoWidk1Xal1kyIixvH33GjbRJh3bAAAAAAEHgsbAAAAAIHHwgYAAABA4LGwAQAAABB4o6t5gIPnLGzVhVLhPvu8Ykf1fVdSF3pNCOuiwjMqDqnYkxeUWcfd/fqhN45ixPwiXdhaWqILqVv22kXfFdPb1DlrznxYxWbm6UYH48N28eSrA7qY7ccvv1/FZm3Rm0hJs94AVNi0zFksmuyxC0/zXtmrzqnZOE/FfhC9VMXmTzmoYhdV2hvPbW6boc7ZdaRKxbr3lKlYskJv/HVwgn2es5dHkf7dKzyqi7yLWuzre12OjQ/79e+oK+Y0WnPQ8aC7GgWEJurNBZMpxfDJQj1HhXr0fBTq0A1CXJt7Jl2bdqZId+NUr0hvcCwT7DmwY4aer/um6vHnF+uc8cbZse4qvTFuyVuOpgxpbmqKDHNtOJvaDENEek6z837+lDfVOXsG9Gv6Mz0zVaxkj+M1vCONpkM0Chi7QvbfeIkiR1OAEv13VFuiWMV2dE1RMS/1ZS3dBjCjDO/YAAAAAAg8FjYAAAAAAo+FDQAAAIDAY2EDAAAAIPBGV6WjoyjPxHWRc7hNF/hF2iqs4x3tk9U5Vfm6qKsspIuarxy/RcXqKl62jkOii5e7Hc0JWhJ6F+SD/RUqdmiSXbgdUlVkIjPyWlUs31Hg/Vyv/bNPdJyvzpnyH7ogOXxI73af6NY7O1M8eQIpj0uyUzdtKH21TcU6fqsLwX//3mkqtqvMbgzQ/5YuiC5+U/+vY5xjU+JOT08dsZB9vZJyXVSeTOqEC/fofMjrTrnRmP6dNV06t5zF565GAaM1Bx27SrsK7RPRChVrOdueQ3onuXZI16GK13VziZI9+vlKLWNNOp4/L6mfKy9f55pXOV7F2s6ZaB0fXqBOkdNn6qYaFRGdp68cjlrHPVFH3rY7Glq48mq05loO8fIcDTIm6BxpOct+ja2N6Dn29/3VKvbo4feqWNVWR6OSft2cAjgutalK33idt83dpSp21PF34JvdFSpmwvY85YUdrwchPZeNtl46vGMDAAAAIPBY2AAAAAAIvCEtbNauXSvnn3++lJaWSlVVlVx55ZWya9cu6xxjjKxevVpqamqkqKhIFi9eLDt27MjooDF2LV68mPyDb775zW8yB8JXzIHwE/mHXDekhU1DQ4MsW7ZMnn/+eamvr5d4PC51dXXS1fXO51TvuusuWbdundx9992yefNmqa6uliVLlkhHR0fGB4+x53Of+xz5B98899xzzIHwFXMg/ET+Idd5xlntmJ7Dhw9LVVWVNDQ0yGWXXSbGGKmpqZEVK1bIF7/4RRER6evrk2g0Kl//+tfl+uuvP+k129vbpby8XBbLxyTP04VVQ+bakbhA73QeOm26dfzK3+rCw6ULtqnY1IguyP+j0pdVrCClWcDsfP2wDzgquJochdv74nps+wfsAvICTzdNqAzrgt7X+nSh5I9evcg6HvefuphtQkOjiiUczQNM3FFMOYyUi5sBeVoekVgsJmVlx4qVs5F/IlnIwQzyIrrBRGj2TBU7+j6dI13V9v8xio7o56GkSedN+3RdvN07Qf9e9b7HLsJ2/OpJoktfa8LvdGzS5pTfq9d1viV7dPG2U9LxSzRErvwTyb05MLU4VUQkHK1SsbaLp6vYgQ/Zj9P7ztirzulN6PG8slvvgF2xTZ83/lW72LrgqH7+vAH9XPVM1YWzndX6fh5d1Gcdn1u7X51z+SQ9hze0na5imw/Yj0/eU+XqnCk/e13FEkdaVMzVwGY4mAPfFtK7qYcK9byYPHu2ir3+p/YO7p/40CZ1TsLx/94Hf3eBis1br5sJyat77TH09elzAtpMgvwbIkeehsfb88jBq+epc6658dcqdvm47Sr25bcuV7HX/82ey6rq9RyYOHxExUy/oxFGjuXpiV6DXU6pxiYWi4mISGVlpYiI7NmzR5qamqSurm7wnEgkIosWLZJNm/QEInIs6dvb260vIB2ZyD8RchDDxxwIPzEHwk/kH3LRsBc2xhhZuXKlXHLJJTJ//nwREWlqahIRkWjUbpUZjUYHv5dq7dq1Ul5ePvg1bZpuUwukylT+iZCDGB7mQPiJORB+Iv+Qq4a9sFm+fLls27ZNfvKTn6jveSmfQTHGqNhxt912m8RiscGvxkb9kRMgVabyT4QcxPAwB8JPzIHwE/mHXDWsDTpvuukmefTRR2Xjxo0yderUwXh19bF6jaamJpk8+Z0NLpubm9UK/rhIJCIRR91Axrg27XR8ntDssX+Rzvi2vtRvP3iuirUt0Neqn6Y/N3lZ1WvW8XuK3lTnVIV1cd3+gUoVW//GYhU7dMj+7GYoT9frJHv1013u+Cx8zYv2pmX5e/aoc5yfJU84ahmy8DnNTOafyAjkYAalk7siIhO69KaD48fZny9PFqf32eXi4mIVM46Nv3qb7ccwUaZrCwoO6RwsOaTzJrXWIu1SwBHaaSxn5sDUPyAcG5Q6azxcj2dK3d8llbqG5JKSXSomM3XoZ+fpmoT/OWr/FzY2oPPvcKuu55s2qVnFzinV88+S8XbnJVdN4a6+GhX7fbOOye/s+XTyU0fVKcm2mIo558AsGMtzoGuDwZBjw9bD79EbEBfNsp+zSEj/bmxp0/Vnxfv0vBXq1DViydDY2EFjLOdfulx5Kik1Nl1T9Tx8VqH+27DP6Hqd6kL9cb3dKVOqKdGbM4suhR51hvRbaIyR5cuXy4YNG+TJJ5+U2tpa6/u1tbVSXV0t9fX1g7H+/n5paGiQhQsXZmbEGNNuueUW8g++YQ6E35gD4SfyD7luSO/YLFu2TO6//3555JFHpLS0dPAzk+Xl5VJUVCSe58mKFStkzZo1MmfOHJkzZ46sWbNGiouL5ZprrsnKHcDY8uCDD5J/8M3NN98sP//5z8lB+IY5EH4i/5DrhrSw+d73vicixzZo+t/uvfde+exnPysiIrfeeqv09PTIjTfeKK2trXLhhRfK448/LqWl+iMGwFDFYjHyD7655557RIQ5EP5hDoSfyD/kuiEtbNL5nLvnebJ69WpZvXr1cMcEnNDJepiTf8imdHrok4PIJuZA+In8Q64bVvOAwHMs0JK9diGgt1sXzEdf26dik8fpAkWZpAv+nzrjYuv4vyfpYrB4kS42K9+jixsLE3r8px9JGX+fY2NMR2Fj6JCjKLbTbh4Q7+rW13IVaefYhk6jkit3e3SjAPOWbq0ZKiq0jsP5+tffc+Szbh0gkijQ58XftPOrJ6qLw0ve0tcqaNMNEbw2u5GGSZ5CUwBXN57Rkqup98PVeMixkWnpG7qwPr/Z/mMl4bhYR7JQxc4q0EWs/1S9VcX6oi9Yx91Jxxzl0OZ47vMd9/PlfnuT4n9rukyds3n7LBWb8oS+2OStB6zj5AH9+zSaNl/MWa4Ntot0QfTAtIkq1l2tf3Z6ud08oC/p2Oi1R894ea69gPt1/jo3OsTYFNZ/4w1MqbCOE9N0YoVEz3fFjiYX48J6/umuOXHnuXdudGSaPPlpbLTwAAAAADCqsbABAAAAEHgsbAAAAAAEHgsbAAAAAIE3NpsHpMG5W7dDotVRLNjaqkJFr+21jotdu9J6jnWm4zzPVQytfk5fy1XYGHfsVK4aA4yywrJRx/H8mAH9XCdSigY9R/MA1386wpECFStu0o0B+sfZO0d7CZ2nkZgujDT5jltNvc18fXtC8baW1IWhSUfzgNDegyo27XG7McBP9tWpc773fv2Y/9nZ/6Nif1n5nIrli/3c9Br9vB91NCd4K653lf/Gbj22js2TrOOajXqsZ76u73fycIuKxXtTftbxuGIEOF4Tna9/jlCiSM8FB9rtBhlvHHqfOmfcRt08oGaTfk03jqY6JvX1dKzPR2OZ42+r/MN2Y6b8N3TTi/tOu0TFPht9VsX+p3Wavn5HSuBoTJ1jXM0DRhnesQEAAAAQeCxsAAAAAAQeCxsAAAAAgcfCBgAAAEDg0TxgpKQUn6bW5w9FWuWIo3m3dQxPag46Nn53FcS6inULHI0HKlKOB8bpc/K6deFiwVu6wFEG7OYdXh5T1XA5G0m06sc8/7mXrePoZt00ovpB3cRhe/XpKvZXsy9Qse6J9k7cnmM6Kjqq8yPSohN10t7DKjbhsN3EIOnYGT5OE4BgcbxQJrv1HJX3yn4VmxWrUrH+qhLruKC5S53jtencSra2qViip0fFeI3FcSbueIE9bDehmPzbcnXKtp4zVOzzVXqOnfB7/bo89VevWceJlqOOgY3+HOUdGwAAAACBx8IGAAAAQOCxsAEAAAAQeCxsAAAAAAQeFbmj1RgoEMMpcu1S36eLdb14XMWko1OFCg6Ns44jjoJ/06cL2cVxXrLLLuo1A44xkOPD53juTV9Kc4m+vvSu5ShQLdqhTytK72ppcWQDRiPH77hr5/RErF3/rCOWt8suuE44dod3/W4AQ+bI3dRi/sKNunnFjFd10wvT3qFj3bp5hWpoMUZfI3nHBgAAAEDgsbABAAAAEHgsbAAAAAAEHjU2AN7h+ky7q8bGEUv0p9TPePr/Jl5Ibyrm+sz8WP1sMICTcM0NJr26mFPZGBs4ZSn1W67NZpN79umfc7yWUgt2YrxjAwAAACDwWNgAAAAACDwWNgAAAAACj4UNAAAAgMCjeQCAzEgt6nUU9FK8CwDACZxCcwwcwzs2AAAAAAKPhQ0AAACAwGNhAwAAACDwcq7Gxrz9+cK4DIiwRx/eFpcBEXknP7KJHEQq8g9+IwfhJ/IPfhpK/uXcwqajo0NERJ6Vx3weCXJRR0eHlJeXZ/02RMhBaOQf/EYOwk/kH/yUTv55ZiSW30OQTCblwIEDUlpaKh0dHTJt2jRpbGyUsrIyv4c2ZO3t7YEdf66N3RgjHR0dUlNTI6FQdj9BeTwHjTEyffr0nHkMhirXnsOhyqXx+5F/QZ8Dc+n5G45cGz9z4NDl2nM4FLk2dvJv6HLtORyqXBr/UPIv596xCYVCMnXqVBER8TxPRETKysp8f1BPRZDHn0tjz/Z/iY47noPt7e0ikluPwXAw/swY6fwTGR1zYJDHLpJb42cOHJ4gjz+Xxk7+DQ/jz4x084/mAQAAAAACj4UNAAAAgMDL6YVNJBKRO+64QyKRiN9DGZYgjz/IY8+UoD8GjD/4gvwYBHnsIsEffyYE/TEI8viDPPZMCfpjwPj9kXPNAwAAAABgqHL6HRsAAAAASAcLGwAAAACBx8IGAAAAQOCxsAEAAAAQeDm7sFm/fr3U1tZKYWGhLFiwQJ555hm/h+S0ceNGueKKK6SmpkY8z5OHH37Y+r4xRlavXi01NTVSVFQkixcvlh07dvgz2BRr166V888/X0pLS6WqqkquvPJK2bVrl3VOLo8/28jB7CMHT4z8yz7y78TIv+wj/94dOZh9ozEHc3Jh88ADD8iKFSvk9ttvl61bt8qll14qS5culf379/s9NKWrq0vOOeccufvuu53fv+uuu2TdunVy9913y+bNm6W6ulqWLFkiHR0dIzxSraGhQZYtWybPP/+81NfXSzwel7q6Ounq6ho8J5fHn03k4MggB93Iv5FB/rmRfyOD/DsxcnBkjMocNDnoggsuMDfccIMVmzdvnlm1apVPI0qPiJiHHnpo8DiZTJrq6mpz5513DsZ6e3tNeXm5+f73v+/DCN9dc3OzERHT0NBgjAne+DOJHPQHOXgM+ecP8u8Y8s8f5N87yEF/jIYczLl3bPr7+2XLli1SV1dnxevq6mTTpk0+jWp49uzZI01NTdZ9iUQismjRopy8L7FYTEREKisrRSR4488UctA/5CD55yfyj/zzE/l3DDnon9GQgzm3sDly5IgkEgmJRqNWPBqNSlNTk0+jGp7j4w3CfTHGyMqVK+WSSy6R+fPni0iwxp9J5KA/yMFjyD9/kH/HkH/+IP/eQQ76Y7TkYJ7fAzgRz/OsY2OMigVFEO7L8uXLZdu2bfLss8+q7wVh/Nkwmu53EO4LOWgbTfc5CPeF/LONpvschPtC/mmj6X4H4b6MlhzMuXdsJk6cKOFwWK0Em5ub1Yox11VXV4uI5Px9uemmm+TRRx+Vp556SqZOnToYD8r4M40cHHnk4DvIv5FH/r2D/Bt55J+NHBx5oykHc25hU1BQIAsWLJD6+norXl9fLwsXLvRpVMNTW1sr1dXV1n3p7++XhoaGnLgvxhhZvny5bNiwQZ588kmpra21vp/r488WcnDkkIMa+TdyyD+N/Bs55J8bOThyRmUOjlibgiH46U9/avLz880999xjdu7caVasWGFKSkrM3r17/R6a0tHRYbZu3Wq2bt1qRMSsW7fObN261ezbt88YY8ydd95pysvLzYYNG8z27dvNJz/5STN58mTT3t7u88iN+fznP2/Ky8vN008/bQ4ePDj41d3dPXhOLo8/m8jBkUEOupF/I4P8cyP/Rgb5d2Lk4MgYjTmYkwsbY4z57ne/a2bMmGEKCgrMueeeO9h6Ltc89dRTRkTU17XXXmuMOdYq74477jDV1dUmEomYyy67zGzfvt3fQb/NNW4RMffee+/gObk8/mwjB7OPHDwx8i/7yL8TI/+yj/x7d+Rg9o3GHPSMMSYz7/0AAAAAgD9yrsYGAAAAAIaKhQ0AAACAwGNhAwAAACDwWNgAAAAACDwWNgAAAAACj4UNAAAAgMBjYQMAAAAg8FjYAAAAAAg8FjYAAAAAAo+FDQAAAIDAY2EDAAAAIPBY2AAAAAAIvP8fvlbegLr4FBMAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -289,12 +274,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "epoch=4 test loss=139.9463\n" + "epoch=4 test loss=141.8076\n" ] }, { "data": { - "image/png": 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+lNX++6d/mdD1MgO6+L59cquKheJO6402NPRgdHHOPk2F9p432Gq/Md9VEKvH6hp/vGDAJDw0DEzxJ1nvuOTehK539yWXqlh0G5sF+ElnxZkqNi3rZUdPuyDauaHObxLcKMBhx9KZVnvLV46/KUCiglm6GB19b/9n9d9RQcdnBPcemaxi4277c0rG9KHQsEKr/dYPy1Wf1z/9Hyo2OKg3+on3ySz9GA+fMkjFChN8+cRa9N+oycInNgAAAAB8j4UNAAAAAN9jYQMAAADA91jYAAAAAPA9Ng9Ic8FBujir+tMrHT3DVutzb16rehSsfUPFkL46HScXJ2rzhfer2Jm/+Aer3dqgT1x3chTuX3uGLoL852EbrXbnCdT7xz/2mAn0/sbQ77TPm6FiG24//mYB07/7dRUbvi21Bb1IvaZ/iqjY8JAuiN7UYc8rk+7RBcyJTlsf/Ps5Krbx735stV9p03Ps9a/9nYpdOXGjin23qDrBkaAvnTZuj9dDEBGRYG6uirU/am/g886UnzmuGXbE+hc+sQEAAADgeyxsAAAAAPgeCxsAAAAAvsfCBgAAAIDvsXlAmqu9ZpqKDQ68dNzrdT45whHlNO10FmzvtNqvtuvC05nhtl7f/mtn/6JX18sMhFTsRDY2AHoiNGm8iv3zT3913OuVP3Odik28n40CfO/s01ToxWk/d3TU89a19y6y2qXVaxO6y5bPnaVi1df8WMWufu8y+3r/MlL1OXnLDhVbuMk1Dnvzg1gzf675yTeGvq1if7j8Rqud8+SrCd1WKD9fxWJP5KnYc5MeT3B0Ped6z89oPYEdglKIT2wAAAAA+B4LGwAAAAC+x8IGAAAAgO/xpc00V3FdYt8BvvPQFKtd8vRO1acrKSNCqkS3vmO1v7P4a6rP9ct/r2JfHFyXsjEBfclVT3PjM0+r2CW5utbs7I1/a7UnXrc+eQND2tjxN/rQalcdYH1M58iYpw9abVelYGjoUBX75+W6pst1nzueONlqj9qu61qzntS1k67DRN/qtGsup/ykQfWh0jF9BR2fGzSMtf/k1s+6SGhYoYq1/lbX06yetKrXY+uNW2rPVbH836zr0zEkik9sAAAAAPgeCxsAAAAAvsfCBgAAAIDvsbABAAAA4HtsHpBGQqdOUrGlRb9J6Lo/r7YLuybseT0pY4J3XId3/aLxChX74q9+1gejsU3903wVK/ljltWuvbhD9XnzovtSNib4i2ujgMP/ofu5Ngr4xt4ZKlZwMQcQ9zeBDP0nyvkXbU7oum1GHx4Yv0GLywc3TFGxebn/q2KffetzKpa/0y7n//s1egOLKwcfVDGXL69cbLVLtyS2kRDS1+9u+oHVfvr6T6g+wzN2q9hVeftTNqZjOf+NL1ntYTd2OnrpTarSAZ/YAAAAAPA9FjYAAAAAfI+FDQAAAADfY2EDAAAAwPfYPCCN7LtwWEL9uhznDQ97MZzs4SANZTy/QcUuHTW9z8cxQY6/OUX9xFkqlvkpfVq36wTveMGALgSGv711kz7hfcfp/6liro0Ctp3pKmTFQJATSuy5LwjqeSXy5bOtdrBLX++Zf1zuulcVeXbK71Us+hN7nnLNbbu6WlXsb+6/WcVGr/iLYxzwWm1zXq+vW56RbbUXDn33RIfTYz+LjFOxB356qYqNuG+d1e5ybMaRrvjEBgAAAIDvsbABAAAA4Hs9WtgsW7ZMZsyYIXl5eVJUVCRXXHGFbNu2zepjjJElS5ZIaWmp5OTkyJw5c2TLli1JHTQGrjlz5pB/8Mxdd93FHAhPMQfCS+Qf0l2PFjZVVVVy4403yrp166SyslK6urqkoqJCmpubu/ssX75cVqxYIStXrpT169dLSUmJzJ07VxobG5M+eAw81113HfkHz7zyyivMgfAUcyC8RP4h3QWM6X1F0IEDB6SoqEiqqqrkggsuEGOMlJaWyqJFi+Tb3/62iIi0t7dLcXGx3HnnnXL99dcf9zYbGhqkoKBA5sjlkhHI7O3QfOlb2/V/NT6V065ila26kPE/xuvTkvuTLtMpL8qTEolEJD8/X0RSk38iAzsHk6nm3/TmAa9d/yMVcxXYdhp7g4xfNpSrPo+fMqL3g+shV/6JMAf2xM7vnWO13/7avarPMy3ZKnb3JbqwNbpte/IG5hPMgUe99+tPqthbc37uwUiO7/J3LlOxzu8Uq1jwpeq+GM4JIf+Oyhg3VsVOWVWjYkuLX+uL4Vh+cOgUq/3bhz+l+pSu1BsQmXb9d2a6OdZ7sMsJ1dhEIhERESksLBQRkR07dkhtba1UVFR09wmHwzJ79mxZu3at8zba29uloaHBugCJSEb+iZCD6D3mQHiJORBeIv+Qjnq9sDHGyOLFi+W8886TqVOniohIbW2tiIgUF9v/kSguLu7+Wbxly5ZJQUFB92XMmDG9HRIGkGTlnwg5iN5hDoSXmAPhJfIP6arXC5sFCxbIpk2b5De/+Y36WSAQsNrGGBX70K233iqRSKT7UlOjP9ID4iUr/0TIQfQOcyC8xBwIL5F/SFe9OqBz4cKF8tRTT8maNWtk9OjR3fGSkhIRObpqHzlyZHe8rq5OreA/FA6HJRweeIdLtl06U8Vm56xXsZDj+6XfeO1LKlYum5IzMB9IZv6JDNwcTLVx9+nDx/5xXoWKPVj2p74YTlIxB3689nn6UM34mhpXPc0PFn5FxcLb9Lw40A3kOfDkH+tTNS8b+Tcq9odJT/XFcCzT71potUc//LbqEzyU/vU0xzOQ86/rg10qtvVi/dg+ec1CFbvzul9Y7YqcZtVng6Pc5aqqf9TBdl2bOuVf37PaIw/qr//555jN3uvRJzbGGFmwYIGsWrVKnn/+eSkvtwt6y8vLpaSkRCorK7tjHR0dUlVVJbNm6UJioKduuukm8g+eYQ6E15gD4SXyD+muR5/Y3HjjjfLII4/Ik08+KXl5ed3fmSwoKJCcnBwJBAKyaNEiWbp0qUyYMEEmTJggS5culdzcXLn66qtT8gAwsPzud78j/+CZb33rW/LYY4+Rg/AMcyC8RP4h3fVoYXPvvUe/SjBnzhwr/uCDD8q1114rIiI333yztLa2yg033CD19fVy1llnyerVqyUvLy8pA8bAFolEyD945oEHHhAR5kB4hzkQXiL/kO56tLBJ5MibQCAgS5YskSVLlvR2TMAxHW8Pc/IPqZTIHvrkIFKJORBeIv+Q7nq1eQBOXMM4/avPEF0M1hRrU7Gx9/G0If1FDxxQsY1P6e9Zz71oiIo9e8rvUjEkpEBo0ngV++ef/uq41/vOD76qYsP/+OekjAn92KubVchcpLtdKtP7YDC2kWIXa0eP0Q/9S1ftfhUbdaeO/eTOyXY7wdufKPpQTRfy7agTOqATAAAAANIBCxsAAAAAvsfCBgAAAIDvsbABAAAA4HtUoXvk0/+QWJHsxVuuUrGcF19P9nCAPjHqDn0ScsOus3XH5XbzP3+sTxYfLhSa9zXXRgHjf71TxS7J1ZuelD9zndWeeD/PHwAgufjEBgAAAIDvsbABAAAA4HssbAAAAAD4HgsbAAAAAL7H5gF9pO3SmVb7+8V3O3qFVCTSmq1iOckaFJAG8h9Zp2Kfe8R+vbBRQHp4/8sjVOzZ0sdU7Bt7Z6jYxOvWp2RMAAB8iE9sAAAAAPgeCxsAAAAAvsfCBgAAAIDvsbABAAAA4HtsHtBHouGA1c5wbBTwUpt+OkZ+V689TfKGBQBOoUnjVeyuqx9UsWda9AYn279c5rjF7ckYFgAAx8QnNgAAAAB8j4UNAAAAAN9jYQMAAADA96ix6SO5te1W+5mWwarP7T+6VsWKqtemakgAcExv3TRUxS7JbVOx8meuU7GJ2ziMEwDQ9/jEBgAAAIDvsbABAAAA4HssbAAAAAD4HgsbAAAAAL7H5gF9JPDKRqt994SJqk+RsFEAgPQw8Tq9AcBn5HTdT9goAACQHvjEBgAAAIDvsbABAAAA4HssbAAAAAD4XtrV2BhjRESkSzpFjMeDQdrokk4R+Sg/UokcRDzyD14jB+El8g9e6kn+pd3CprGxUUREXpZnPR4J0lFjY6MUFBSk/D5EyEFo5B+8Rg7CS+QfvJRI/gVMXyy/eyAWi8nevXslLy9PGhsbZcyYMVJTUyP5+fleD63HGhoafDv+dBu7MUYaGxultLRUgsHUfoPywxw0xsjYsWPT5nfQU+n2HPZUOo3fi/zz+xyYTs9fb6Tb+JkDey7dnsOeSLexk389l27PYU+l0/h7kn9p94lNMBiU0aNHi4hIIBAQEZH8/HzPf6knws/jT6exp/q/RB/6MAcbGhpEJL1+B73B+JOjr/NPpH/MgX4eu0h6jZ85sHf8PP50Gjv51zuMPzkSzT82DwAAAADgeyxsAAAAAPheWi9swuGw3H777RIOh70eSq/4efx+Hnuy+P13wPj9z8+/Az+PXcT/408Gv/8O/Dx+P489Wfz+O2D83ki7zQMAAAAAoKfS+hMbAAAAAEgECxsAAAAAvsfCBgAAAIDvsbABAAAA4Htpu7C55557pLy8XLKzs2X69Ony0ksveT0kpzVr1shll10mpaWlEggE5IknnrB+boyRJUuWSGlpqeTk5MicOXNky5Yt3gw2zrJly2TGjBmSl5cnRUVFcsUVV8i2bdusPuk8/lQjB1OPHDw28i/1yL9jI/9Sj/z7eORg6vXHHEzLhc2jjz4qixYtkttuu02qq6vl/PPPl3nz5smuXbu8HprS3Nws06ZNk5UrVzp/vnz5clmxYoWsXLlS1q9fLyUlJTJ37lxpbGzs45FqVVVVcuONN8q6deuksrJSurq6pKKiQpqbm7v7pPP4U4kc7BvkoBv51zfIPzfyr2+Qf8dGDvaNfpmDJg3NnDnTzJ8/34pNnjzZ3HLLLR6NKDEiYh5//PHudiwWMyUlJeaOO+7ojrW1tZmCggJz3333eTDCj1dXV2dExFRVVRlj/Df+ZCIHvUEOHkX+eYP8O4r88wb59xFy0Bv9IQfT7hObjo4O2bBhg1RUVFjxiooKWbt2rUej6p0dO3ZIbW2t9VjC4bDMnj07LR9LJBIREZHCwkIR8d/4k4Uc9A45SP55ifwj/7xE/h1FDnqnP+Rg2i1sDh48KNFoVIqLi614cXGx1NbWejSq3vlwvH54LMYYWbx4sZx33nkydepUEfHX+JOJHPQGOXgU+ecN8u8o8s8b5N9HyEFv9JcczPB6AMcSCASstjFGxfzCD49lwYIFsmnTJnn55ZfVz/ww/lToT4/bD4+FHLT1p8fsh8dC/tn602P2w2Mh/7T+9Lj98Fj6Sw6m3Sc2w4cPl1AopFaCdXV1asWY7kpKSkRE0v6xLFy4UJ566il54YUXZPTo0d1xv4w/2cjBvkcOfoT863vk30fIv75H/tnIwb7Xn3Iw7RY2WVlZMn36dKmsrLTilZWVMmvWLI9G1Tvl5eVSUlJiPZaOjg6pqqpKi8dijJEFCxbIqlWr5Pnnn5fy8nLr5+k+/lQhB/sOOaiRf32H/NPIv75D/rmRg32nX+Zgn21T0AO//e1vTWZmpnnggQfM1q1bzaJFi8ygQYPMBx984PXQlMbGRlNdXW2qq6uNiJgVK1aY6upqs3PnTmOMMXfccYcpKCgwq1atMps3bzZXXXWVGTlypGloaPB45MZ8/etfNwUFBebFF180+/bt6760tLR090nn8acSOdg3yEE38q9vkH9u5F/fIP+OjRzsG/0xB9NyYWOMMXfffbcpKyszWVlZ5owzzujeei7dvPDCC0ZE1OWaa64xxhzdKu/22283JSUlJhwOmwsuuMBs3rzZ20H/lWvcImIefPDB7j7pPP5UIwdTjxw8NvIv9ci/YyP/Uo/8+3jkYOr1xxwMGGNMcj77AQAAAABvpF2NDQAAAAD0FAsbAAAAAL7HwgYAAACA77GwAQAAAOB7LGwAAAAA+B4LGwAAAAC+x8IGAAAAgO+xsAEAAADgeyxsAAAAAPgeCxsAAAAAvsfCBgAAAIDvpWxhc88990h5eblkZ2fL9OnT5aWXXkrVXQEK+QcvkX/wGjkIL5F/8EpGKm700UcflUWLFsk999wj5557rtx///0yb9482bp1q4wdO/ZjrxuLxWTv3r2Sl5cngUAgFcODDxljpLGxUUpLSyUY/Pj1+Inknwg5CI38g9fIQXiJ/IOXepJ/YlJg5syZZv78+VZs8uTJ5pZbbjnudWtqaoyIcOHivNTU1KQ0/8hBLh93If+4eH0hB7l4eSH/uHh5SST/kv6JTUdHh2zYsEFuueUWK15RUSFr165V/dvb26W9vb27bYwREZHz5GLJkMxkDw8+1SWd8rI8K3l5eR/br6f5J0IO4vjIP3iNHISXyD94KdH8E0nBV9EOHjwo0WhUiouLrXhxcbHU1taq/suWLZPvfve7joFlSkaAhMZfHZ3njvuxdE/zT4QcRALIP3iNHISXyD94KcH8E0nh5gHxd26McQ7o1ltvlUgk0n2pqalJ1ZAwgCSafyLkIJKP/IPXyEF4ifyDV5L+ic3w4cMlFAqplXldXZ1awYuIhMNhCYfDyR4GBqie5p9IP83BYEiHshL4z9fxivL+ynR0HL9PNOoImoRu36/IP3iNHISXyD94Lemf2GRlZcn06dOlsrLSildWVsqsWbOSfXeAhfyDl8g/eI0chJfIP3gtJds9L168WL7yla/ImWeeKeecc4787Gc/k127dsn8+fNTcXeAhfyDl8g/eI0chJfIP3gpJQubL33pS3Lo0CH53ve+J/v27ZOpU6fKs88+K2VlZam4O8BC/sFL5B+8Rg7CS+QfvBQwJr2+9N7Q0CAFBQUyRy5nNwx06zKd8qI8KZFIRPLz81N6X/0iB6mxSSryD14jB+El8g9e6kn+peQTGwBJ4NhBJlSgX9CBnBx93ZBe2Ehm3Mvdtcjo7FKhWP2RhO7TtLXHBfRtAYDvuObiYYUqFhs30mq3jMpVfRrK9J9d2YdiKjb0zYg9hN37VZ/o4Xo9Vp/+82hAiM+jgP5HYjBbb6IQLBquYodnlep+cW+5mY36n4u5uxpUzLy3U8Vi7fHv5/7Jq5Rt9wwAAAAAfYWFDQAAAADfY2EDAAAAwPeosQHSRdz3bwMZumjSdHQmFAvkZOuYxNXFJFjcH3AcnGbiv38rImL098QBIG05NlkJDR6kYl2nlqvYti/qOsNPn/uG1f5c4euqT11XnoqtPjxVxf68brLVLntOjyv88lYVi7W0qBg84KjLCsa9lwZH6NqZI+eMVrG9n9Lv1UNKjqjYzJF2rczqDZ9QfUZXDlGx/MMRFTMHDtrtLv/UzPKJDQAAAADfY2EDAAAAwPdY2AAAAADwPRY2AAAAAHyPzQOANGWcxf26QN9V3C8Z+qVtcu0NBWIF+vA4E9IFjxn7HIfA6TO+9LhcY4jq8Sf6OHUf/xwYBiANxBV0B7P0Bi0dZ4xXsX3n6M1YJkzThxpeWPC21d7cpgvBtzbpgxVf2Xayio1/3N6gJfOdPaqPcwZ0bIjgnE+ZP/tcICvLaneU6c0Das/R1zv3E++qWHFYvwm/fniMfX9djoNl2xzvwXl6Ywo5eFjHfIJPbAAAAAD4HgsbAAAAAL7HwgYAAACA77GwAQAAAOB7bB4AeMFxKnEgFFf0Gd8WkWB+vorFyopV7OBp+nTr9iH2fWa06uLRzCYVktA4vcnAkOqDumO2XYgb6NAnFQfbO1XMNDY7Yo1223HqsYk5il9jjo0I0P84Xj8SOP7/6QJBx+vOsclFIDtuQ44EblvEfeq76XSc2E2eeiPueVTPs4hkNHWoWCxLbx7Q1KGvu6ZhktU+3KHnzlffG6diY1fpuT5z6w6rbdraVR/TocfKRgFpwjVnxG1W0TE0S3WJ5ejn70hHjoo1der8++D9Iqs98hU93+XuOKJiZvc+Het05JZP8IkNAAAAAN9jYQMAAADA91jYAAAAAPA9FjYAAAAAfI/NA/qIq0A1XnCw4/RXRwFaIKwLzuJPmjftiRUVxiKNupuPi8Z8Le65Dg0dorp0TNKnVu/8rC5slXG6iLmsyD5JuK5xsOoT+aBAxYZt1AWILeOHqpjrRON4sQx9WzkfOIq343OwTd+W6dAbEcADCZ50Hn/qdsC1AUCiMvWJ8YG4wtxAri7cbh9fpGIdBTr/cve02rfl2PQi0KKLuUO5usg3dkif4B2Ln2Ip+O4b8b/nTP1e2jJK503YcQj7np3DVOzAensjl/ARneOjt+vNJAZX71GxaMQ+Wd65WQp5k7YCmY6/+UYUWs0Dp+k+haP0xjxv79UbBMkePdeUvG4/9/nbHbsBHY6oUMyxMYWf8YkNAAAAAN9jYQMAAADA91jYAAAAAPA9amx6wvGd8KDje9zB4YUqdvjcUVa7cYxeU7YX6u/GxjIdscH6cLdAlv1dW9Phqs3R1yt8SR/yVPT7t612tL5e9cEJctVOxR0WFyvR3+He+RldT3P6+e+o2NlDdqhYvFWdp6tYs+PcwGCnzsH2Al1XYYbYsfYhjv+buL4mHtT1OoOa7RoH1yGHgaDr0E59+0hQ3PwWyNB1LC7BfF2rFcjTMZNx/ANoA666KcdzHy3ROXN4in0o7YEzdbLljNY1hZ8c+b6KvbZ7jNXOfFXP6YXb9LhydzSoWKBRf889EFcH4TzE03CIZ7LF13lFy0tUn0On6D+LWkc5nosMnV+FW+1Y9mGdz7nv6hqK6AEdM9G4+6R2xldChXqOeu+q4VZ76oX6vftgq6P2tUHXX+e/p+9zcI1djBo8og+/Hgj4xAYAAACA77GwAQAAAOB7LGwAAAAA+B4LGwAAAAC+x+YBxxBwHNwVHKQPRGq8aLKK7fkbXQj6jRnPWe3STF2QnxXQBYqrDp6hYoVZ+vDFUWH79k7J1gd+DQrogzd/WPYZFYuuizsM6sgR1YdCxhPjOrwrmG8XP++eM0T1mf2pN1Tss0M3q9iQkC4afC5ymtXe95Y+rHDoW3qDjCHbdMF112D9+mgca29+0D5EdZH2Ebq6v61IF6mParNzMGurLsI1XY6Ca1cMWgKHY7py1HnQcMkIFWor1gWw9RPtnAk36Dkks1nnR8dg/f+3yAQdyzzdngNnFe1Tfb476mkVi4r+XWwdYeffd7IuU30Ouza92O4oMncd1Ncad+Isu14knyPHQ0V2rtacn6f6TLlYF3Rnh/S8su6VKSqW2WI//zk1ejMJF9frSm0owWYSaSuYrTf1OfjpchW7aF611S4NH1F93gzqQ7jrqnRs+Bv6PT6zNu72uhw543hduOZ60+7ffOMTGwAAAAC+x8IGAAAAgO+xsAEAAADgeyxsAAAAAPgemwf0QGz8GBXbfbEusLpz1mMqdnLmAau9sW2s6vP9tZeqWNZeXVjdlaeLbsdN3Wu1S8ccUX06g/rpznKc3t7W1q5iSC5XsWi0dJjV7jhXF+1fOew1FSsJ6QLVV9t04eJjf5lhtcdU6YLlvE11erCO0+CDBbo4PHOYnavqpHkRMUP0bXUM1+M4eNjeqKN0b77qE4jox21cRfFsdJGQQEbcXBPSz58UDVOhpvEFOjZSXzcy2X4eBu/U/1fLiujnzzie0limfk67uuz7fKdeb2rwrmP8n83V813U2K+DjKDO0dz39NwfaNQbu8Qcrx91qjySLpSnNwbY/1n7PXzu1etUn9n5b6vYz/deoGKDa3RiZh+wcynQ0qb6CO+v/uZ6jxk/ToVG/L8PVGxOwVtW+3CXfh9dv6NM3/yfmlQstK1GxWJxm+cEXGMNh1UomKM3P4jGb14R88+cxSc2AAAAAHyPhQ0AAAAA32NhAwAAAMD3erywWbNmjVx22WVSWloqgUBAnnjiCevnxhhZsmSJlJaWSk5OjsyZM0e2bNmSrPFigHvllVfIP3iG/IPXyEF4ifxDuuvx5gHNzc0ybdo0+epXvypXXnml+vny5ctlxYoV8tBDD8nEiRPl+9//vsydO1e2bdsmeY5ivnQVCOk1X6BVF4FKV64KPbTnXBV7e+dIq33yA7oYdUrdEX2fza36LkfrAtg9s0db7cN/r4vSTs7RheG7G4eo2PDGiB1Io+LrlpYW/+Wfo4AvmKefn9pP2rEvTlyT0M0fiukcXF5doWJlT9vPY+72etXHuAryHcXPgRxHAWLUvv3OwTpvJpfp0+AHZ+pi2teOjLfahVt1gXp23SE9ri69GYZxxHrLl/nnEnDMb3FzXnDwINWnfcxQFYtl6vyOZutY/jt2bNB+XYyau89RbO14/eTU6/yrb7A3mDg8TRfyv9teomInZW5VsZdaJ1jt6J/0nJvneP2Ia1OARDYK6MEc229yMIlcm7G0z5igYkP/v91W+4bheo7d2K5PeX9z4zgVm/hKRMVC9fZp8OaI7uN67bme/0AwENclPTZGGej5Fxys37vfXqRjD4/9rYo1xuwi/d8dmqH6jHtQ50fo3Z0qFmtqVjGJyxnX3BmfV38N6pvKtufYWKv+WzSd/jb8v3q8sJk3b57MmzfP+TNjjPzoRz+S2267TT7/+c+LiMjDDz8sxcXF8sgjj8j1119/YqPFgDd37lznZCpC/iH1yD94jRyEl8g/pLuk1tjs2LFDamtrpaLio/8Wh8NhmT17tqxdu9Z5nfb2dmloaLAuQG/0Jv9EyEEkB/kHr5GD8BL5h3SQ1IVNbW2tiIgUFxdb8eLi4u6fxVu2bJkUFBR0X8aM0WfFAInoTf6JkINIDvIPXiMH4SXyD+kgJbuixR8KZIxxHxQkIrfeeqtEIpHuS02NPnQI6Ime5J8IOYjkIv/gNXIQXiL/4KUe19h8nJKSo4WZtbW1MnLkR8XydXV1agX/oXA4LGHHSahec50WHczQ68DC1/UJ2+8d1CfHTn54v9U2NXv1fbqKnB1FXRmOfq1fsgvIPz3oLdUnz3F69pE3hqvYsCY9Nj/oTf6J9EEOOp5DM1gX/DdeaBc7X5K/MaGbv3//hSqWU61vP/fduBzc4/gPmqvQ2XUCfaaeOo6cbMfGnL5H9Zk/+kUV29upC9IjU3Ks9qFq/R+87F2FKhbo6FAx5ynvKSh6TN/8S6yA1MT9TkyX/r1l1TkKVo3eZCCjRc81Ga327YV3Hta31eIoUHUUhmcczFGxaJY9lzWXZak+s3LfVTFXsfiyVy622ie/oTc1COzRm7FEG/UJ4Sb+BG+RlJ3inbY5mGLBXD3f7b5IP/8/LltttfMcr4MnD52uYvnbHcXVLXqukbi/GwLZ+kR3E9WvDdfmB/GxWIveDCOZG6MkQ7/LP8fc2TZrkop9cfprKpYf0JvivNxiX/edxyeqPmO260VdrFk/9y7xi8eAY7OGgONvD5Or8zQQl8uh/QdVn6hrA4MUzW09kdRPbMrLy6WkpEQqKyu7Yx0dHVJVVSWzZs1K5l0BCvkHL5F/8Bo5CC+Rf0gHPf7EpqmpSbZv397d3rFjh2zcuFEKCwtl7NixsmjRIlm6dKlMmDBBJkyYIEuXLpXc3Fy5+uqrkzpwDExNTU3y/vvvd7fJP/Ql8g9eIwfhJfIP6a7HC5vXXntNLrzwo6++LF68WERErrnmGnnooYfk5ptvltbWVrnhhhukvr5ezjrrLFm9enW/2L8c3quurpZLL720u03+oS+Rf/AaOQgvkX9Idz1e2MyZM0d9F/v/CgQCsmTJElmyZMmJjMt7xvE92L36O4YjNuhv8xW/qL+PHV9T4/purInp32swS99+dKSuiymZYn/fe4yjHuiNDv09yrL/0WN1fZc3XZx//vm+y7+Aox6lefIIFTulVB/CFe/9jiIV+8teXdM1dLv+nmv8Ya+JVpkEsvV3n9tL9JtU01j7NfPtsS+rPuMydV1Fp9G/nylD7Pqfp08ZrfoM2q8PTRzc7vje+wH9SGNtcd9/TvB7wX7MPxdX3VH8t8kDGbq2KpqTqWKhNj2XZUT098uDLXbMNDTqgbkODhV9+9Gh+nvirYX2da86R28vmxfUtZNPH5qmYkVV9uMM79it+jjraRw1Xsmu5+ovOdhrQUfN32h98OrJs/R8Whiyn7N3O3Wt1rqqU1WsbKOu/TKO2sPYiCF2n0ydz+3D9ftwfP2ZiEhGo51LwXd2qT7RRsdrKMWHJg6k/Avm6PzYeal+3q/K1vV2H3Tp96f/esc+kHP0X/TfWrED+uBp1+/b9b4cHGbXqzafquuaWofp99tOPZ2qg5dz6/TfHkNfduTkfv276OtasJTsigYAAAAAfYmFDQAAAADfY2EDAAAAwPdY2AAAAADwvaQe0NnfmTZdaB+qdxxQ1OooyI8//M65UYAuzA2W6IKtI+MHq9jVY9fY13OsWf9956UqlrnFUfyV4uLDfs11GKIjFjlJv/Qm5zRY7RFBXYBd64i5dA5yHMA4yC6EDLoOrnQcFNc5Vm9WUXu2LlyceebbVntGts6tTMeWBSMyGlSsti3fakcLdPHh4cn6AL7MZr0pQ9jxWpND9iYG6bxhRo+4Tvd2vZ5d/eIL913Fqa26+D6W5XgbCR1/HIFMPd9JWD+n0aF6o4qWUl3Ue+Q0O0cuyNum+qxvG6tiL78+RcUmvVFvtZ0Fva6DN5k7Uy40tEDFai7Vc9RtpZUq1hKzc/o72y9XfcKHHLnr0FKer2IdefZrqPZTOkdGlBxRsQN7hqjY4Hfs2x/dpg+SDby9XcXS7dBOPwuMHqliRSfrueDUsN5cZH3rSSoWftF+TjPe0QcGu2YQ1wG0gcH6YOS2k+z3v/0z9BzbfpJjc6sO/ffioEJ7w4y6Vj03d+bqjYtG/F5vqtLXB3nyiQ0AAAAA32NhAwAAAMD3WNgAAAAA8D0WNgAAAAB8j80DjsVRBGriTysXEVMfUbFAvi7uD4bjCnFdxWCDdKxz5FAV2/85PY65g+zC7X1RPf59j41TseLIayqG5Apk6aI7V4XglEH7rHah42TryVkHVOyCMe+p2OrTT9fjiNmFhRltuuC2daj+X8eRU/Rgzzz7bRU7f6hdCOnaKOBwTP8uart0MfCgkH3qduYgXbTeNlwXRh46VZ/qPaJNnwCdEV/M2F82DziR4vVgXNG0YxMUV1l1IFMXsUpnTIVig+znxgzR853J0PnXNkJvYlB3hu537mlvWe0zwodVn8vf1BuojPmj41TvXfZrMeqY+1NZ/Iq/Cuo5MDZWF3SXXbxDxVybkrzcPNFq73+tRPUZulfnbnOpzsGuHP1qOHCePU+dNfl91Wd6wU4VC5XpHPz92NOtduMOvTHK4G38bzqp4jZVafiEfo/8zKiXVSwzoOeCfR1DVCyjOe55jp9zRSSYrzdLMcP0bbWO0v0OnWq/v0azXH/H6tdU2Tj9d8VphXusdpfR13tx6xkqVjS8UMUCjvdXo19mScOrAgAAAIDvsbABAAAA4HssbAAAAAD4HgsbAAAAAL7H5gE9YDo7dKxLFxUGoroqKhB/WnKXLjaLDdMnGddP0QW2/3rG71WsLMMuGvtJ/WTVZ+TzukAs6nhM6L2Ao+Bf4jeOEJGAo8Z7S9Moq509RJ9KPNFxWvu/FP+vipV/Vj/Xz06barUPNumi7/NH62LXC/L1Ce65QV1MHX+q90ut41Sf3R26kP/t5mIV23IwrqjX8QsLOg7YDrXqftFcPc1lhOL+pxNwlMX351PkA8f/n1asWRd8Bh35HWjXGzt0FTo2FIj7fRpH4WzHEL25xOHJ+vnLPEVv2jJv2GarvbjmEtWn5Tmda4Wba1QsGr9xAhsFeCKYozcD+eByvdnID0fr98STMnSO3BsZbbVjjuk6GnYUdDs24zmi32IlK89+Pz0p96Dqc0r2HhXb06kLrsvy6q32+9lF+g6RVPHv3/vO1bnw5SGvqlipY15cHdKbr8TvvmKK9fPeMUz/zRcZp/+GiOqXhmQ22Xkartd9Gtv03xC7B+lNquaN3GK133G8T4f01C/S6Xhj7mN8YgMAAADA91jYAAAAAPA9FjYAAAAAfI+FDQAAAADfY/OAExRralIx09qqO8YVlwVdBeW5uhrs0Cf1RgQX5eoC705jP5X3vvhp1Wfi+xv1uJBUJuYoOHccsTton+Ok4lZ784jGmN7YIRzShX/FoRwVu3jwmyo2Ydx+PbY407JqVSzkqKv/oGuwisVvHrC5ZYzq816TPsn5vcM6Fo3Z/3PpPKJfGxn6V+Es/BXXHgDxm3kc0qfU9xuO09sDmXrqD8RvoBB1bHBSf0Rfr0sXi2bW61PfzeC4oljHhg2deXpzidA5ugL2jJLdKnbXtrg571ldmDtqjS7mjtbWqZiJL4AdaJtLpIlg8QgVC52mNwWocWxKEv+eKCKyeW+pffuu4mfH09pSpP8HHNJ7a0jHXjvHd48dovpk5unXVUj0e8T6nWVWe8wB74uy+7tA3N9lZrh+D851bGSTGdBz7NCMZhULtdvXbRup30ebR+o3trYRev7Jiuhx5O+0EzrUonMm5vh74fDJ+va3NI202rsa9Xyau0+PwbQ4Xhgu8XNqEudTPrEBAAAA4HssbAAAAAD4HgsbAAAAAL5Hjc2Jcnwv0Di+cy5xsZjj++uSr7/7+PUL9eGLo0L6AKd9Uft7jWV/0LevvjeO5HMc5Bdr1HVY+Vt1TceO/ym32r/88idUn8/lbdK37xjGoZj+7m5D3IleE7N0zU0kpr/feySm87KqSZ9Ot7fdrlup79B5OiFPHxy6u3GIimVnxOWq42y61rY8FctwlLdlHdbBQFOC3wPuD1yHS7pOJowrpnLNF67anNjhI7pf/AGoIhJoj/u+epGuizjwSZ1/Z5foAzR3Nw9RsfZ19u2V/UnXi5m9Oued8yIHcnoikGkf0No2TudIVoaeT99r0xNEtqOApqvDzvu8Ol1bYEL6PT37sJ5lY5k6x9uL7OseccyBw0K69mKQ48Dj6EG73iNnq64r63L9HYFeUwdsR/R8tLNLP6d5judvVKauDTx8qp1v+e/r228pcRwQ65iiBtXq5z7rsH0oaGe+ruWOTNK3dempm1UsZuz83vW2PqBzwjZHjbnjYGfjytMU1ijyiQ0AAAAA32NhAwAAAMD3WNgAAAAA8D0WNgAAAAB8j80DPOI6yLG9RBel/W3eGyoWCujC8IeOnGm1c7fsU326HAdFIvVMuy4sjG3fqWJjnrMLZ+8r+Izq89tPTFexeaO3qpjrcLCSDPtgu3WtJ6s+IcfpdO+26sLc1w/qwzfzw3bh4vBsXVi4s0Uf8jWzaJeK1bXbOb77HT2Gwi26yDJ/pz5QLdigixljTXG/nwF22KLpcpxMaOIKZ+MLaUUk1qZzORB0FGAbHYuPtIwfqvpET29UsZNz9YYTz2+aomKTnz1ij2GP3jzANX42CvCI49DTYL79uu8apHOwvk5vGvJugZ4firL0IbFZ2XYVdmO5fk8csk2Pq7lE/w84era+/VOGH7LaXytdo/pkBvR9LttdoWKlVXH3d0AfLkvuJlcs7r265BWdC/97wVR9xTx9IHZJSB8ke/5FdpH+BzP1++GROh0Lvac38DkwTf/5nlNqvzYay1UXueRT61Xs5GzHpj4d9vw8bKPjkNq39d8xUcffO339/sonNgAAAAB8j4UNAAAAAN9jYQMAAADA91jYAAAAAPA9Ng/wiDrhVkR2fcFRyBjUa8/6qC6G/u8HL7LaI2tf1Xc6wAqk05npdBS5b9thtcc/PEr1qTt3uIr919TzVWzCafq09pPy7MLWLMdxxusPjFWxhtZsffvDdLFhc6d9ynF+hi4iHOI4jbkpqk9HbumyN1LIPKJfBzkH9eslvPuIisX267HGWttUbMALxP2OHRucJHxTGY63liL7FPmdl+suK8/4bxV79MBMFRv7B8fmBO/bJ7NHXRsFsIFKWgvk2EXS8ftZiIhISOflsLDeLKUsSxfb/8OUtVb7LyW6ujr3HD03n5yrb+vCPL1pS0nIHkemYzOWp5tOVbFtf5ioYmOef8tqO4uykVSm035PLHjziOrzqy16Pho/fb+Kzc3Vm+L8cNRqq33AMce+Pma0ilVPKVOxI516Q4HGTvu9emS23sBgUq7eVGVDo779Nc9+0mqXr9qi+kQb9AYa6YBPbAAAAAD4HgsbAAAAAL7Xo4XNsmXLZMaMGZKXlydFRUVyxRVXyLZt26w+xhhZsmSJlJaWSk5OjsyZM0e2bNEfYQG9MWfOHPIPnrnrrruYA+Ep5kB4ifxDuuvRwqaqqkpuvPFGWbdunVRWVkpXV5dUVFRIc/NH3ytdvny5rFixQlauXCnr16+XkpISmTt3rjQ26oPXgJ667rrryD945pVXXmEOhKeYA+El8g/pLmBM7yvKDxw4IEVFRVJVVSUXXHCBGGOktLRUFi1aJN/+9rdFRKS9vV2Ki4vlzjvvlOuvv/64t9nQ0CAFBQUyRy6XjEBmb4eW9kIjRqjYzvv06cm/m/5zFVvfpgu9/mv+pfbtV1XrO/Xx5gFdplNelCclEolIfn6+iKQm/0Q8zMG4k7gDGfq+g+VjVKxlvD6pOFKur9s01n7+o9k6H4Iduig7lqsLroNDdIFtTq5d3DppeJ3qU5Cpi/ZzQp0q9kz1aVa7eI2uIh668Yge10G9OUH0kI6Zrrj7PM5rw5V/Iv1sDgzav2PXBicSdBTtu06QH1KgYoc+ZRdqT1mo/4s7eZAubP31Q3NVbMzje1UsWmPH1HMswhyYTnOgI29ChfZp5y0zT1Z9aip0Xn71Uy+q2PiwLug+I9veYKLUkeM5gSwVizk2AcgMODYA6mqy2nfs/7Tq8/JvzlCx0Q+/rWLRQ4dVzEv9Lv8S4NoEpflvpqvY0H/aqWLfL3tCxU7NtHMrFL9hi4hEYq0q9laHzslgQL8v13TaG7Ts7Ryq+vzp4GQV2/G4fp2N+pWdk17n47Heg11OqMYmEjm640Jh4dE/rHbs2CG1tbVSUVHR3SccDsvs2bNl7dq1zttob2+XhoYG6wIkIhn5J0IOoveYA+El5kB4ifxDOur1wsYYI4sXL5bzzjtPpk6dKiIitbVH/9tWXFxs9S0uLu7+Wbxly5ZJQUFB92XMGP0faSBesvJPhBxE7zAHwkvMgfAS+Yd01euFzYIFC2TTpk3ym9/8Rv0s/qsJxhjn1xVERG699VaJRCLdl5oaff4GEC9Z+SdCDqJ3mAPhJeZAeIn8Q7rq1QGdCxculKeeekrWrFkjo0d/dJhQSUmJiBxdtY8cObI7XldXp1bwHwqHwxIO6wP6+p24F3VsXInqMr1Uf0/T5bt/vkzFTtlpHyDW5ePvkh9PMvNPJI1yMO45cx3iGd3+gYrlOmpIBm3OVbFYYZ7V7izUB3wF26Mq1lqiD+hsz9OxptH27W2aqr8bXV50SMX2NeapWNZ+e2rK+0B/7zh4RBejxhqbVMx5KOMJvj765RwY/3sK6reHQJbju96DdK4dOX+citVV2Pk8f8g21WfZG59VsfI1+nk2B/X3vU1U525/1S/mQMdrMHrYnsty17+v+gwZqw+z/P1Jp6vYF8p1nenkLPtTg86gzpmo6IMwDzpy67nmKSr2wz9/xmpP+IU+BHlU9UZ9ny360O101i/yLwGmSz9/g/6g86o58gkV+9xli1TsrBn2nHfB0HdUn1LHIdabWvXB2blB/ffB6jo7J99br683drW+Xumrm1Us6uPNHnr0iY0xRhYsWCCrVq2S559/XsrL7WLQ8vJyKSkpkcrKyu5YR0eHVFVVyaxZs5IzYgxoN910E/kHzzAHwmvMgfAS+Yd016NPbG688UZ55JFH5Mknn5S8vLzu70wWFBRITk6OBAIBWbRokSxdulQmTJggEyZMkKVLl0pubq5cffXVKXkAGFh+97vfkX/wzLe+9S157LHHyEF4hjkQXiL/kO56tLC59957ReToAU3/14MPPijXXnutiIjcfPPN0traKjfccIPU19fLWWedJatXr5a8PP11E6CnIpEI+QfPPPDAAyLCHAjvMAfCS+Qf0l2PFjaJHHkTCARkyZIlsmTJkt6OCTim4+1hTv4hlRLZQ58cRCoxB8JL5B/SXa82D0DPBQcPttr7pw9Wfc7M0UVjv64/S8WGvaILeKN7j72VIvqRmKPY9bDOG6mPqFCg1j4wM8N12KLjwLq8PJ2reYX6AMa83fab3aHGQarP9pP0hgWhNj2OIdvtdkajLug1bfqwT1dxu6sAVFyxAS7+QNigo5g3MFQ/702fGKliB87Q5ZsXTrILZZ89qAtu85/TORM6sEfFYh26AFZtftCPN1Dpt+KeM9ehgCN+sUHFQk86DiI89TwV+/34i6x2k2NX4VCrYz56T29AkveBLvifvMUuDo816c1MYuSlr7k29cn4k87JiX92bKpSam+gsKpIH+BqHO/LnXl6I55ATOdRzm674H/Cnq2qT6xZb8QTczwmPzuhAzoBAAAAIB2wsAEAAADgeyxsAAAAAPgeCxsAAAAAvsfmASkQyNQFzM0X2SfCRs7Thc+dRhduP7dTn248YrsupBZHIRkGCFcxqtGbDBjHxgOqT8CxoUCnLrQPtur8DXfZt1+QO1zfVpeecqJ6PwGRgP2YAp2OsTsed8xxgrdxjH/Acz3PmXHPTdEw1ad+uj49fL/e30SmnbldxQZl2PPW81snqz7j9jmeq3Zd2OrcEIKi7P7H8Zy6ire7averWIYjNvwF+z1Wz1CiN6HowdgSvCYGANd7kWzfYTUDepqUgGNuDgcS+wwimkjuDoB5kk9sAAAAAPgeCxsAAAAAvsfCBgAAAIDvsbABAAAA4HtsHnCiHIVecvokFaqZZ7f/dfofVZ+1kfEqlpWhi6YDruIvx2m1QI+5inW7OlUs1qKLFIMH6632oPf09BLs1CfXd+Xq/6+E6+37DLTqDTNibTrm3CgggU0T+jXXRgFZeoOTYJFdSh05vUj12TdHP++Xz3xdxc4e/J6KVbeUWe2c9/QYcnbUqVgs0qBihs1S0BsDfS5A+ktwMyAcG5/YAAAAAPA9FjYAAAAAfI+FDQAAAADfY2EDAAAAwPfYPOAEhfLyVKxlRLaKjTvZPgW5Mab7lOceVLFXO8eqWGZto4pFO/RpzEBSODcU0EX60SNHrHagqVn1yTmgNw8I5OrXgnTYmweY1lY9hg69qQHFwQ6O58+1eUDnyKFWu3FMSPWRLD3PtEYzVexfN1yur/pWrtUeu1rPY6Zmr4655jaeZwCAA5/YAAAAAPA9FjYAAAAAfI+FDQAAAADfo8bmBEUddQSDNu9TsQ+et2tlHpg5SPVpqtOxCQ/p75dH392mB+I61AnoS3E5aDoduXvggL5e0FHLoW5bHwxJzvderKlJxTIO2bFB+3L0FY2uzXnlnU+q2CBHWUzpC0esdrD2kOrjqhV01XMBAODCJzYAAAAAfI+FDQAAAADfY2EDAAAAwPdY2AAAAADwPTYPOFGOg+K6anar2Og79tiBgGNNyaFzGIjI+77n2Hgh+s57Vjsvri0ioo8jFglkON5GXPNbpt2PjQIAAMnGJzYAAAAAfI+FDQAAAADfY2EDAAAAwPfSrsbG/PW7313SKdKvzt8LxLUda0pDrcGxdEmniHyUH6nUf3MQvUX+HVvA+TvR81sg7pBVYzpVH2OosTkWchBeIv/gpZ7kX9otbBobG0VE5GV51uORJFn8c8GLtVcaGxuloKAg5fch0g9zECeM/HNIdC2i1zHoBXIQXiL/4KVE8i9g+mL53QOxWEz27t0reXl50tjYKGPGjJGamhrJz8/3emg91tDQ4Nvxp9vYjTHS2NgopaWlEgym9huUH+agMUbGjh2bNr+Dnkq357Cn0mn8XuSf3+fAdHr+eiPdxs8c2HPp9hz2RLqNnfzruXR7Dnsqncbfk/xLu09sgsGgjB49WkREAoGjX9/Kz8/3/Jd6Ivw8/nQae6r/S/ShD3OwoaFBRNLrd9AbjD85+jr/RPrHHOjnsYuk1/iZA3vHz+NPp7GTf73D+JMj0fxj8wAAAAAAvsfCBgAAAIDvpfXCJhwOy+233y7hcNjrofSKn8fv57Eni99/B4zf//z8O/Dz2EX8P/5k8PvvwM/j9/PYk8XvvwPG74202zwAAAAAAHoqrT+xAQAAAIBEsLABAAAA4HssbAAAAAD4HgsbAAAAAL6Xtgube+65R8rLyyU7O1umT58uL730ktdDclqzZo1cdtllUlpaKoFAQJ544gnr58YYWbJkiZSWlkpOTo7MmTNHtmzZ4s1g4yxbtkxmzJgheXl5UlRUJFdccYVs27bN6pPO4081cjD1yMFjI/9Sj/w7NvIv9ci/j0cOpl5/zMG0XNg8+uijsmjRIrntttukurpazj//fJk3b57s2rXL66Epzc3NMm3aNFm5cqXz58uXL5cVK1bIypUrZf369VJSUiJz586VxsbGPh6pVlVVJTfeeKOsW7dOKisrpaurSyoqKqS5ubm7TzqPP5XIwb5BDrqRf32D/HMj//oG+Xds5GDf6Jc5aNLQzJkzzfz5863Y5MmTzS233OLRiBIjIubxxx/vbsdiMVNSUmLuuOOO7lhbW5spKCgw9913nwcj/Hh1dXVGRExVVZUxxn/jTyZy0Bvk4FHknzfIv6PIP2+Qfx8hB73RH3Iw7T6x6ejokA0bNkhFRYUVr6iokLVr13o0qt7ZsWOH1NbWWo8lHA7L7Nmz0/KxRCIREREpLCwUEf+NP1nIQe+Qg+Sfl8g/8s9L5N9R5KB3+kMOpt3C5uDBgxKNRqW4uNiKFxcXS21trUej6p0Px+uHx2KMkcWLF8t5550nU6dOFRF/jT+ZyEFvkINHkX/eIP+OIv+8Qf59hBz0Rn/JwQyvB3AsgUDAahtjVMwv/PBYFixYIJs2bZKXX35Z/cwP40+F/vS4/fBYyEFbf3rMfngs5J+tPz1mPzwW8k/rT4/bD4+lv+Rg2n1iM3z4cAmFQmolWFdXp1aM6a6kpEREJO0fy8KFC+Wpp56SF154QUaPHt0d98v4k40c7Hvk4EfIv75H/n2E/Ot75J+NHOx7/SkH025hk5WVJdOnT5fKykorXllZKbNmzfJoVL1TXl4uJSUl1mPp6OiQqqqqtHgsxhhZsGCBrFq1Sp5//nkpLy+3fp7u408VcrDvkIMa+dd3yD+N/Os75J8bOdh3+mUO9tk2BT3w29/+1mRmZpoHHnjAbN261SxatMgMGjTIfPDBB14PTWlsbDTV1dWmurraiIhZsWKFqa6uNjt37jTGGHPHHXeYgoICs2rVKrN582Zz1VVXmZEjR5qGhgaPR27M17/+dVNQUGBefPFFs2/fvu5LS0tLd590Hn8qkYN9gxx0I//6BvnnRv71DfLv2MjBvtEfczAtFzbGGHP33XebsrIyk5WVZc4444zurefSzQsvvGBERF2uueYaY8zRrfJuv/12U1JSYsLhsLngggvM5s2bvR30X7nGLSLmwQcf7O6TzuNPNXIw9cjBYyP/Uo/8OzbyL/XIv49HDqZef8zBgDHGJOezHwAAAADwRtrV2AAAAABAT7GwAQAAAOB7LGwAAAAA+B4LGwAAAAC+x8IGAAAAgO+xsAEAAADgeyxsAAAAAPgeCxsAAAAAvsfCBgAAAIDvsbABAAAA4HssbAAAAAD4HgsbAAAAAL73/wObxv69i7Kx0wAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -306,12 +291,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "epoch=5 test loss=133.6503\n" + "epoch=5 test loss=133.9911\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -323,12 +308,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "epoch=6 test loss=129.7534\n" + "epoch=6 test loss=128.6335\n" ] }, { "data": { - "image/png": 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\n", 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cz6inzHPe6GfXxfX2cQyf2AAAAADwPBY2AAAAADyPhQ0AAAAAz2NhAwAAAMDzaB7wsejdsx/95s9to1TknqoJKjbqNsvOsSfYqberAv1zVOzRWQ90er3f/VXvohv4F50CxX8wd3n3l23swuwQE7/OpR3fGNLp1aojTSq25g+6KcQw0UXYgVPHGMdty5rVmD+PX9HpHERE3mnRRdhXr/62cRzamK7GBI/o18Hgso9U7MOriozj86/VObik8FUV23rRoyr247+cqmJlZ3p3B3I3vf9dXaT9/sT7u3Vb3zr1dRX79YLPq1hanb7ukC/uUbFJaeZrKiI617705PdUrHjrGyeYJbxg1M93qNjYfrqJz7iVO41j37AiNWbPV3WDDJuRT3yoYu179nV+Rcu5/4YZr3V6tVOe0S+E+P1VARGRxqvMv5F2XtP531XHE90oQERk9PdoFtAT+MQGAAAAgOexsAEAAADgeSxsAAAAAHgeCxsAAAAAnkfzgI+FD5q7k8/e/FU1Zv2kJ1Ts3wa9q2JXvaYLYLeuH2kch/bEtqasL9Llgdf8gy66vTDY+a7vu//hv1TMtlv87KlTjeN9uucATpL/zHEqtvXGzouwz3/yNhUbdY+lUcCggSp25Yo1xvE3s3Xx6/oWnW/XvX6Tio1ZppsHjHnrryoWi3ZLrOCnZhHunp/qMWc98F0V22FponHHwPdUrEzOiXl++FRGhT5v+SW23bkDPvO6t/bfpcbcOndZ9yZmuX2xnNvSD+m51l53vorlrjZfG+3l+rWC5BE+dEjFxj00QMUO/Jd5Xnz7M4+rMSqPxP4++fDXdeOB3/3L5cZx+h/fUmPqvnyuiv3bIH3eCkedigMV1WqM7dyJ7iu+Xb9XdFfhKlo7uIVPbAAAAAB4HgsbAAAAAJ7HwgYAAACA57GwAQAAAOB5NA84joKvHlCx8Q98Q8X+dvFDKvbs6Bf1DY6Oy7ROyp8bgyr2nbevUbGRvzALbH3yt4TNqa+6/qmXOh3z/YrzVGzc8v0qdsRS/HzJv+iGAtHNAs6+b64aM+R1vbt1d5sCJNrZp+12ewp9TtF9uhj60k03q1j7dw+rWGNrqnF8UaFuHrAgb6WKDQpkxDa5qALviGVf9g3zf6liq5rTVOy2+8zHlLec5gFe0/TzFhV7+7RnjeN2Casx21ubY7r967P3qtiB/89s7PPigGlqzIQ5m1XM1pxg1nazEUGk4mBM80L3/WbEqm5db9RTs1Vs9LPrTnY6CbHzGt2oorfhExsAAAAAnsfCBgAAAIDnsbABAAAA4HnU2BxHuLZWxU657h0V+9xXvqNiFTNbO739z5+2RcW2HC1QsQHBRhX7/ai/dHr752/8iooNvr5KxYoPb+r0thB/XwnpzdaiN2Rb+T+6xmZo3TYVs9XT/CjvHRX72p5Lzdv6tf6ud6RO19gkWtvnJqlYU55Zj1E9Xm+suKr4J5Zb0/UYv6vL6/bcYHLa9ZaAwZfWW2L6ullRx9vOO0ON2f/UGhUbFIhtbmOe/bZxPOIPun4i0KJrGYI7K1Usr1y/ppC8qq+/QMVeHN/5+eGM3+r37+I734jpPiOvDFOxP49/3jj+t3v1Bt42S6vHqJjvm2btl+21h+7b8VNdmyryTrdua/T3krOepvEq2+7q78Tt9pP1cfOJDQAAAADPY2EDAAAAwPNY2AAAAADwPBY2AAAAADyP5gEnKfSkLp4KPdn59T6wxNJEb/i1/Y4peuB3dPOAJsdsWJD22AA1Jnx4e+cTQ9L48o2vqthvBl+iYn/IK43p9u4aam4c++yas7s3MRHxWzY//PVaczO6rLwGNeYrozeo2LU5P1exkSmZnc5h1vYvq1hVY3SJusig22zXtr0C0ZN2fle//ZyZFlungB8fPl3Fxsx9s1vzoCTbW1KKhqrY9Xf8UcUGBfS54LyN5jmj+F/1hrOxqn20SMUCP+78f8W/qxuoYiuvmqhi4V16A1vgRKKbBay+/8G43bZ1E1KheQAAAAAAJAQLGwAAAACex8IGAAAAgOexsAEAAADgeTQPSCKBQbqo8P99/UXLSO2C9d8wjgt/371CWvSM0395i4ptmrvMOF4wcKsas+B6HYvV+NRgp7cfq4BP/0/kjlnvdfPWdKOAf9w2yzhu/kmhGpP+yiYVG9CyX8X0/vNwQ9vnJhnH6y/+pWVUUEV2tzer2Bv/ONpy3Q+7OTN4ycDf16nY7BzdeOeOg+eo2ODZTcZxeyS2s8P2B85Tsb/M/ImKhZ2MTm/r9xWf0df7gEYBOL7opgAiIsW36/fb34zoXrOAr++9WMV2LznVOB79bHI2CrDhExsAAAAAnsfCBgAAAIDndWlhs3jxYjn33HMlFApJXl6eXHnllbJt2zZjjOM4snDhQiksLJSMjAyZPn26bNmyJa6TRt81ffp08g+uue+++zgHwlWcA+Em8g/JrksLm7KyMpkzZ46sW7dOSktLpb29XUpKSqSh4dON+JYsWSJLly6VZcuWyfr166WgoEBmzJghdXX6e7FAV910003kH1yzZs0azoFwFedAuIn8Q7LzOY6jtxCP0aFDhyQvL0/Kysrk4osvFsdxpLCwUObNmyd33HGHiIi0tLRIfn6+/PjHP5abb76509usra2VnJwcmS5XSIovtbtT86TD/+8CFXvzB/erWJPTqmIXLZlvHOf/Ym38JpYE2p02eU2el5qaGsnOzhaRxOSfSA/loF/vsH5wrlkgWHN2ixozYGC9iq2f9ET85hUjW/OAsBMxjq/ZVaLGbNgxQsVG/F7fVsarm43jSLMuIO9JtvwT4RzYFXufPsM43nLhY2rMR+FGFZv2x/kqNvaW7u8Y71W97hzYTTdu040CvhKqVrFTH9QNWop/YRZct5x9ihoz65evqNit/WMr7r91/xTj+MLsD9SYy7N0k4t/uvpb+sbe2qxjLupt+bfjp+er2M5rHujWbY16avbJTuek53Ayps7Rz0vms8nVgOp478E2J1VjU1NTIyIiubm5IiKye/duqaiokJKST/+gCQaDMm3aNFm71v6HdktLi9TW1hoXIBbxyD8RchDdxzkQbuIcCDeRf0hG3V7YOI4j8+fPl4suukgmTJggIiIVFRUiIpKfn2+Mzc/P7/hZtMWLF0tOTk7HZdiwYd2dEvqQeOWfCDmI7uEcCDdxDoSbyD8kq24vbObOnSubNm2SJ57QX4Px+XzGseM4KvaJBQsWSE1NTcelvLy8u1NCHxKv/BMhB9E9nAPhJs6BcBP5h2TVrQ06b731VnnhhRdk1apVUlRU1BEvKCgQkWOr9iFDhnTEKysr1Qr+E8FgUIJBvSlbb5dSoH8fl9yiN0Cy1TJMffsGFettNTUnEs/8E3EpBy0bw0U/h7YZ+1L0S3ZWv0tiusvd3zndOC5+8qAa88E381Rs7E/198udGGpeIk26WHRsy4ZOryciEul8iKs4B55Y1bd0veCWC816wYjo8s4lBy9Vsb5YT9OZXnEOjKPo+j4RkUsv1+ea0f9knvNu7a/raWzvuf9SMUnFVi7XNRoD/+sN4/iVe/5JjfnKjbpu9oN/zlKxMUmc9r0h/wpXWcrLr+nebblRF9NdtnogL22+GYsufWLjOI7MnTtXVqxYIa+++qoUFxcbPy8uLpaCggIpLS3tiLW2tkpZWZlMmTIl+uaALrvtttvIP7iGcyDcxjkQbiL/kOy69InNnDlz5PHHH5fnn39eQqFQx3cmc3JyJCMjQ3w+n8ybN08WLVokY8aMkTFjxsiiRYskMzNTrrvuuoQ8APQtTz/9NPkH13z/+9+XZ555hhyEazgHwk3kH5JdlxY2v/rVr0Tk2AZNf++RRx6RG264QUREbr/9dmlqapJbbrlFqqurZfLkyfLyyy9LKBSKy4TRt9XU1JB/cM3DDz8sIpwD4R7OgXAT+Ydk16WFTSxb3vh8Plm4cKEsXLiwu3MCjquzHubkHxIplh765CASiXMg3ET+Idl1q3kATt7hzxWr2L35L6lYi6OLzEP/feI/rNB7Oe3tKhY+WhPTdYf/0GxOoDNL5JQ7dqqYvkfgxI6cbcsu00uN+j+4u67XG7iKbI/DjNBbbGrUrYBtG3T+vPANFYtuDPBak/4T6Bsv3aRi4277m4oNbNa3D++wbUD59dsvNo5/M2JVT00nLr6+15z/7iWnqjG9rVGAzUlt0AkAAAAAyYCFDQAAAADPY2EDAAAAwPNY2AAAAADwPJoHuKRqZktM46a+o3u/D3g+ibckBtCnpAwrUrE/zvy5ZaS5s/izh/Vu7uGtNArAib3z5VEqNuZbF6qYb1ijimX/X6ZxnL/ygL6tXbqoPNKVCf6dgZt1J9nf1w9UMV/nDWfRAw5eUGscf/2Ni9WYRDcUiG4AICKyZt1pKjb6e7YmAOb8M0Xncl/AJzYAAAAAPI+FDQAAAADPY2EDAAAAwPNY2AAAAADwPJoHuCT4boaKlU7WsUG367Vn53t6A0DP2H3DcBUbm5rW6fW23j9BxfoLu7njxMI7dqvYKbfrWCzaT3YynQg9pQu8H3lqhIqNlt6/G7wXRTcTEBG5TM5K8L3q+yQ/uoZPbAAAAAB4HgsbAAAAAJ7HwgYAAACA57GwAQAAAOB5NA9wSdHitSr208WnWkZuS/xkAKCbhv1In8su/9GkTq9HowAAQLzxiQ0AAAAAz2NhAwAAAMDzWNgAAAAA8DwWNgAAAAA8j4UNAAAAAM9jYQMAAADA81jYAAAAAPA8FjYAAAAAPI+FDQAAAADPY2EDAAAAwPNY2AAAAADwPBY2AAAAADwvxe0JRHMcR0RE2qVNxHF5Mkga7dImIp/mRyKRg4hG/sFt5CDcRP7BTV3Jv6Rb2NTV1YmIyOvyosszQTKqq6uTnJychN+HCDkIjfyD28hBuIn8g5tiyT+f0xPL7y6IRCKyf/9+CYVCUldXJ8OGDZPy8nLJzs52e2pdVltb69n5J9vcHceRuro6KSwsFL8/sd+g/CQHHceR4cOHJ83voKuS7TnsqmSavxv55/VzYDI9f92RbPPnHNh1yfYcdkWyzZ3867pkew67Kpnm35X8S7pPbPx+vxQVFYmIiM/nExGR7Oxs13+pJ8PL80+muSf6v0Sf+CQHa2trRSS5fgfdwfzjo6fzT6R3nAO9PHeR5Jo/58Du8fL8k2nu5F/3MP/4iDX/aB4AAAAAwPNY2AAAAADwvKRe2ASDQbn77rslGAy6PZVu8fL8vTz3ePH674D5e5+XfwdenruI9+cfD17/HXh5/l6ee7x4/XfA/N2RdM0DAAAAAKCrkvoTGwAAAACIBQsbAAAAAJ7HwgYAAACA57GwAQAAAOB5SbuwWb58uRQXF0t6erpMmjRJVq9e7faUrFatWiWzZs2SwsJC8fl88txzzxk/dxxHFi5cKIWFhZKRkSHTp0+XLVu2uDPZKIsXL5Zzzz1XQqGQ5OXlyZVXXinbtm0zxiTz/BONHEw8cvD4yL/EI/+Oj/xLPPLvxMjBxOuNOZiUC5unnnpK5s2bJ3fddZds3LhRpk6dKjNnzpR9+/a5PTWloaFBJk6cKMuWLbP+fMmSJbJ06VJZtmyZrF+/XgoKCmTGjBlSV1fXwzPVysrKZM6cObJu3TopLS2V9vZ2KSkpkYaGho4xyTz/RCIHewY5aEf+9Qzyz4786xnk3/GRgz2jV+agk4TOO+88Z/bs2UZs/Pjxzp133unSjGIjIs6zzz7bcRyJRJyCggLn3nvv7Yg1Nzc7OTk5zgMPPODCDE+ssrLSERGnrKzMcRzvzT+eyEF3kIPHkH/uIP+OIf/cQf59ihx0R2/IwaT7xKa1tVU2bNggJSUlRrykpETWrl3r0qy6Z/fu3VJRUWE8lmAwKNOmTUvKx1JTUyMiIrm5uSLivfnHCznoHnKQ/HMT+Uf+uYn8O4YcdE9vyMGkW9hUVVVJOByW/Px8I56fny8VFRUuzap7PpmvFx6L4zgyf/58ueiii2TChAki4q35xxM56A5y8Bjyzx3k3zHknzvIv0+Rg+7oLTmY4vYEjsfn8xnHjuOomFd44bHMnTtXNm3aJK+//rr6mRfmnwi96XF74bGQg6be9Ji98FjIP1NvesxeeCzkn9abHrcXHktvycGk+8Rm0KBBEggE1EqwsrJSrRiTXUFBgYhI0j+WW2+9VV544QVZuXKlFBUVdcS9Mv94Iwd7Hjn4KfKv55F/nyL/eh75ZyIHe15vysGkW9ikpaXJpEmTpLS01IiXlpbKlClTXJpV9xQXF0tBQYHxWFpbW6WsrCwpHovjODJ37lxZsWKFvPrqq1JcXGz8PNnnnyjkYM8hBzXyr+eQfxr513PIPztysOf0yhzssTYFXfDkk086qampzsMPP+xs3brVmTdvnpOVleXs2bPH7akpdXV1zsaNG52NGzc6IuIsXbrU2bhxo7N3717HcRzn3nvvdXJycpwVK1Y4mzdvdq699lpnyJAhTm1trcszd5xvf/vbTk5OjvPaa685Bw4c6Lg0NjZ2jEnm+ScSOdgzyEE78q9nkH925F/PIP+OjxzsGb0xB5NyYeM4jnP//fc7I0aMcNLS0pxzzjmno/Vcslm5cqUjIupy/fXXO45zrFXe3Xff7RQUFDjBYNC5+OKLnc2bN7s76Y/Z5i0iziOPPNIxJpnnn2jkYOKRg8dH/iUe+Xd85F/ikX8nRg4mXm/MQZ/jOE58PvsBAAAAAHckXY0NAAAAAHQVCxsAAAAAnsfCBgAAAIDnsbABAAAA4HksbAAAAAB4HgsbAAAAAJ7HwgYAAACA57GwAQAAAOB5LGwAAAAAeB4LGwAAAACex8IGAAAAgOclbGGzfPlyKS4ulvT0dJk0aZKsXr06UXcFKOQf3ET+wW3kINxE/sEtKYm40aeeekrmzZsny5cvlwsvvFAefPBBmTlzpmzdulWGDx9+wutGIhHZv3+/hEIh8fl8iZgePMhxHKmrq5PCwkLx+0+8Hj+Z/BMhB6GRf3AbOQg3kX9wU1fyT5wEOO+885zZs2cbsfHjxzt33nlnp9ctLy93RIQLF+ulvLw8oflHDnI50YX84+L2hRzk4uaF/OPi5iWW/Iv7Jzatra2yYcMGufPOO414SUmJrF27Vo1vaWmRlpaWjmPHcURE5CL5vKRIarynB49qlzZ5XV6UUCh0wnFdzT8RchCdI//gNnIQbiL/4KZY808kAV9Fq6qqknA4LPn5+UY8Pz9fKioq1PjFixfLD37wA8vEUiXFR0LjY8fOc51+LN3V/BMhBxED8g9uIwfhJvIPboox/0QS2Dwg+s4dx7FOaMGCBVJTU9NxKS8vT9SU0IfEmn8i5CDij/yD28hBuIn8g1vi/onNoEGDJBAIqJV5ZWWlWsGLiASDQQkGg/GeBvqoruafSC/IQcubhS8Q0LGMDPM4Tf8nzGlq1rdvu61YrhuJ6DHt7THFvKpP5h+SCjkIN5F/cFvcP7FJS0uTSZMmSWlpqREvLS2VKVOmxPvuAAP5BzeRf3AbOQg3kX9wW0LaPc+fP1++9rWvyWc+8xm54IIL5KGHHpJ9+/bJ7NmzE3F3gIH8g5vIP7iNHISbyD+4KSELm2uuuUYOHz4sP/zhD+XAgQMyYcIEefHFF2XEiBGJuDvAQP7BTeQf3EYOwk3kH9zkcz7pq5ckamtrJScnR6bLFXTDQId2p01ek+elpqZGsrOzE3pfnstBamwSjvyD28hBuIn8g5u6kn8J+cQGwMnzpeiXpy3mH5irYk5OPxVrLM4xjuuH6NtqytOLpIjlLJFar2OBFvM4szKsxuS8e0Rfseqovs/qauPYuvixddhJrv/TAOjLOEcBPS5h7Z4BAAAAoKewsAEAAADgeSxsAAAAAHgeNTZAkoiun/Glpakx/hxdNOdkpqtY44gcFWvubzYBOHKmLu735baqWDC9TcWaWi2njnKzOUGgVf/fJJKlN2ELVOtx0b8LJxLj99IdXdcDADGzNWOxnIsDQ4eoWMP4wcZxap2uDUwrP6xizpGjKhaJasbitOvzMPU6fZglT/1Rm5xGWi05YxPpXe+bfGIDAAAAwPNY2AAAAADwPBY2AAAAADyPhQ0AAAAAz6N5QG9l2xjMNsy6q7xZKOm0WTZHdGLbVR7HEePzo/j1/yKcTF2Q72/Tz09bP/Pl7h/Yosb4fLoYNSOoGwo01+v7zCk3H1PWAZ0P/qMNKuY0N+tYdC5Z8o3CWcSF33IOjDov+lL1W6X1vGjhtOnXD1wS9VynFBaoITWTi1Ss8stNKlYyapuKXZRdZhy/UHWWGvPmW+NUrOgVPY9+f9tvHEeOVKsxTos+hzthSyE458qkZN1we8AAFWudMEzF9s7U78GZY48ax6F0nR/7dwxWsQGb9d8Vg/9q7sLt3/WRGhOpt7yfW3Kyp/GJDQAAAADPY2EDAAAAwPNY2AAAAADwPBY2AAAAADyP5gFJzlZcZo2lRxWS5Q1SY8K5WSoW8esi9kjQLLAMNOjdawPVlqKxikP6turrVYxCRjtV9GkrArXEnDSdD639dax6glmAH8rSRfsDMnWR7P7DOfo+m3TBdaDZfF5T63Vxtc9ScB1pdr/YEB4TQ/ON6F24Rew7yPtyslXM6ZdhHLcN1OfOloH6tmxCf6tQsfa95VF3yDkx3nypludn4ljjcMeVITXk4hmbVOzX+aUqNjY1XcUCPvN/xRODf1JjFpyj5/V+7SgVS6/KNW+7sVGNsTbsiVhyyeldO8t7lS/qnBTI1Y0CDv5jsYqd9s0tKvZvea/rcWl1xrHtk4u941JVbPUlY1Xs52tnGMejfjdSjUn7224VC7damqX08PmNT2wAAAAAeB4LGwAAAACex8IGAAAAgOexsAEAAADgeTQP6ClRxa7RO1uL6MIyERHfkDwVaxvaX8Vas82CsIY8ffv1I/S0crfqoq60GrPQMKVeNw+QQ4dVKNKgixspij0O2+8lhoJoydAFqw1FmSpWc4p+/jMKa4zjfpZdiRvbdGFh+xF9nxkV+vYzD5mFrGkHatUYCUd0zMYX/T8Xil/7BMtrwJ+p89tvaY7SPthsAtA0SOdtS3+dt5EUfZ/hqPru+mF6jM/yEs5721LMbXtMGWZzAmsDjQg5HzPL7ziQr3dYf+9r/Yzje2c+rsacn653WM/x67w5HNGNVna1mTm3peUUNSYilnyw1FuH080/zwKWOVgbzDgxnmORWJac9I0xGwNsnd9PjbnnwqdV7Nz0fSqWH9CfS6T7zBNXm6VpxLhUS35kblehtgvMfPvv8svUmFM+yFAxqbG87/dw8wo+sQEAAADgeSxsAAAAAHgeCxsAAAAAnkeNTSLYvu8bMjcC84X0dyudfvq75I2j9AZOkVTLd3TbzC98t+boMe1Z+ruVR8fote3gjea4QJX+zmS4QX+/mO/2nqSouhufJY8cy/dq29P1uOaBugAgP8t8ztoj+rYOfdRfxVJr9LhUy9doFcvmr06z3hRU/Jb/r0TXIKmaGxERS75R0+UZtppCv+W8WHPJaBU7OlrXG6RG7QXsWN7d2nXZjbSFdM60Z0flliWt0iv1HNr66TyNZFtqhJrM94NIk+V8ipjZ6rAO/sNwFfv2pS8bx7Z6mvXNhSr26w+nqti2vQUqlrHTzOnonBQRacnVyeSk61h9kVkvMXCnfr1Yz4uOpc4LPS5leJGKRdfU/Ne0R9SYgoBOmkxLQV+jpQavJqoWVVfMitQ5+n055Ne3dW6Gufnm0+dVqTHtL+taR1+Vrr92WqixAQAAAIAuYWEDAAAAwPNY2AAAAADwPBY2AAAAADyP5gEJ4O9naQxQPNQ4Pjo+R1/Rsj9j1gG9cVtqpS4ui/Qzq2KzM/SatWWgJZarC7CdqJpYp07fn9Nu2bSTwu34smziGs61FFefop/X8BBdpF/XbBaf1lZlqTH9duhyw8wK/bxmHNLPf+ZecwNQadcFg75USzlj0JKDjeZmr7YNbZ12mlV4iT/dPEe1Xni6GrNvRpqKOcN0Locb9FtX5h4ztwZs1/kXCeiTbPU4S0MOs7ZfglU6/wpf1/NKrdYx/1FLBbklnxEj28aHRUNU7MhEfX4I+c3n59VGvYHmj9b/o4oVrtB5eeq2aj23w+Xmcf9sNeTo2brgumqifkxNg828dEK6QYJUWv5osG30zHtzQvmz9HvpruuHqdhPLvof47gwUKfGpPt03laF9fvm+626ecXhsPn3wbZGPWZgaoOKnZqhm2gMTzliHF8xfJMa8/vJn1WxoVt1k4twi2UD4gTiExsAAAAAnsfCBgAAAIDnsbABAAAA4HksbAAAAAB4Hs0DTpIvVRcV+obpQsaDk/sbx41DdIHfkDWWRgGb9qiYY9ml2p9mziM9S+/W3TrQ8nSn6UK19nRznNNk2S2eYsT4iyr69KXq56s5L8MSsxTfh3V+1e43K6IH/lUXMOe+16hiqQeO6ttP0df1tVoaSkRLt+yebWky4O9nFmM6zbEVH9LUIjnYdoJvnnqacTzyB9vUmC9n71KxV4+MV7EtfxqnYsP/ZBa7+tp0XjUP1cXcqQ2WYteo5it5G/Ru7sEPDqqYU68bBYQt509fdIE3ORozWyORpuIBKhYYqM8ZG+uHG8el689UY8Y9WKNiskPnathyTvL5zefV367zJrU+V8XaBunn3xlhnsvqd/VXYzJ37lUxJJilOUPrZH2O+tqXXlGxM4IHjON0n37e32nJU7FHD1yoYpvWj1Kx0O7OP6toGKrvs/i8chWbM/xV43hs+gE1pn6E/tvDN1C/FqW2ttN5xROf2AAAAADwPBY2AAAAADyPhQ0AAAAAz+vywmbVqlUya9YsKSwsFJ/PJ88995zxc8dxZOHChVJYWCgZGRkyffp02bJlS7zmiz5uzZo15B9cQ/7BbeQg3ET+Idl1uXlAQ0ODTJw4UW688Ub54he/qH6+ZMkSWbp0qTz66KMyduxYueeee2TGjBmybds2CYVCllv0EEvRWGBYoYrtuULvLNx8mlnwn/k3XQSe/rd9KhausRRdObpgK3qFGknTa9axY/ar2IE6/ZyktJgxx1IA6ZbGxsZem3++qAYQ4bHD1ZiPpuvnNX2oLlhubdUv7dB6s0h60EZdJBvYf1jFnNZWPddUvROyE10Abdl129dmyaXButjQSTEfp6/RUqhbox+3U6d3co7Ydj3uZrF2b86/7vJbHtfhL05QsZJ5rxvHl4S2qjEvHp2oYrseG6tiI577QMWcxqjGF5ZGFb4hOifFkgoZFea5vt/WSjUmfKhKXzGsGxbYRCLdbxbQ13PQ1piiPVOfF22/4VdXnmUcD19lOR/t1ruwRywNe2znEMeJ+hvB8jfD0VH63Dzr7PUq1u6YTRI25JytxvQLWhpf2M6xTmx5GYu+nn8pBfkqdmS+ft+5KnujiqVGZeWe9n5qzL9uvkrFch/LUrFxf/3QMrmoxhoR/bdi3Vm6udVH43JULN1nNq/IC+jHOPR03UAlPMhyjt2jXweJbJjS5YXNzJkzZebMmdafOY4jP/vZz+Suu+6Sq6++WkREHnvsMcnPz5fHH39cbr755pObLfq8GTNmWE+mIuQfEo/8g9vIQbiJ/EOyi2uNze7du6WiokJKSko6YsFgUKZNmyZr1661XqelpUVqa2uNC9Ad3ck/EXIQ8UH+wW3kINxE/iEZxHVhU1FRISIi+fnmR3X5+fkdP4u2ePFiycnJ6bgMGzYsnlNCH9Kd/BMhBxEf5B/cRg7CTeQfkkFCuqJFbz7mOI7ekOxjCxYskJqamo5LebneKAjoiq7knwg5iPgi/+A2chBuIv/gpi7X2JxIQUGBiBxbtQ8Z8mmBUmVlpVrBfyIYDErQUgCXjGxFY3uu0c0D8j6riw8/3GiOK/rzETUmfFjHJBJb0Z8vw2xGsPsqvWa9ur9uHhBK07sgV9dGFWfGWBDrtu7kn4hLOWg5yfv7mQWCey/VhZYFE/R/vfqn68LWLR8UqVhmlVlIGKhuUGMcW5Gsz/L/D1vzgFxzvu0hy+80oB93Y16airVH7fwe1ncnqU26+HDARt38wP+h/p1FLE0GTpan8q+bbI0Cqr9wuopNuVUXQ5dkbzaO32zUO2e/9uBkFct/YaeK2ZpERDev8BXo18Dh0/Xvue503Rxj4Foz4ZwqfW62NdWwSmCRbLS+kIOSZjkZWH7Fqe/rJgPpUU9j5h79ladIs6XZSIx8AbN4O1Ks/z5I+ZxuOvHVgfprWvvbzaYqG0Q3D0g2vS3/fCn6T+R9/3yKiv3n+IdVrL9fF+5vazML6+/dq+vV85elq1hwyx4Vi9Tp5jm+TPPvwOi/C0VEMg7o9/iGGn2fh8LmXPMC+v6uLtINEv7cfqGeV9TrQiSxTani+olNcXGxFBQUSGlpaUestbVVysrKZMqUKfG8K0Ah/+Am8g9uIwfhJvIPyaDLn9jU19fLjh07Oo53794t77zzjuTm5srw4cNl3rx5smjRIhkzZoyMGTNGFi1aJJmZmXLdddfFdeLom+rr62XXrl0dx+QfehL5B7eRg3AT+Ydk1+WFzdtvvy2XXHJJx/H8+fNFROT666+XRx99VG6//XZpamqSW265Raqrq2Xy5Mny8ssv94r+5XDfxo0b5fLLL+84Jv/Qk8g/uI0chJvIPyS7Li9spk+frjfi+zs+n08WLlwoCxcuPJl5uc5n+b5n9cUjVSwwuVrFUizfrewXvUHRbktxnGXjTevcLN/7bLhwjHF8xXl/VWMuy9msYvcdvUzFUmvN7xg7J7GZXLxNnTq1d+SfpW6l9YyRZuAzegPNS4dsU7Ft9ZbvLvv17yi1LqpWqqlZX8+S974M/f3b8GC9oVfdSPM77c0DLJvm6a/aSoP+Grq09TdfC06a5TWVp2uEakYNVrERf9Dfyfe9Z9ZtOLZNPC16Tf7Fwq+frLbPjFEx31cPqdgtg8pU7EjYzKPl6y5RY8a/pXPemqd+nVv+kWZNzd4vDFRj2s+yfC+9RZ9P++8y88G6yatND9TT9PUctNUNBI+2qdiA7ZYNtVui6rAsm/z6ApbzVljHfNGbIYpIYKBZF/PR+fqP+cuK9PvwQL/OrwcPn2UcpzTpc6A1D2Ksy+2uXp1/UbWv4QvOUENmf+MPKjYhTdd2HrQUhi79sMQ4rl+u6wCzt+xWMadev9eJpW5FX1E/Tz7b33NN+rZCfrMWJ8evX2O5lrqb1sH69amraBMrIV3RAAAAAKAnsbABAAAA4HksbAAAAAB4HgsbAAAAAJ4X1w06e5PIOeNVrP5aXdh6z+nPq9hvKnS/9urWqKJFS0G2z7JhkXVjo1OLVazqRrO47KaBq9WYinA/Fdtfm61iRc3mPHyWDdEizd7YtDNZ+S2/08oJZk5cMnyLGnN6xocqNjZdb0C5daBuKNDS3yz4zxygn/twts7LxiG6GPDoKJ2X7VHp5bPsv9XWTxcutvfXuZQ79KhxPLVwlxozPKg3TXzUpzd4PLS/v4rlV5ix9oqDakxfl5KvGzHsmKXLQB8a+5yKBSw7Jm5pGWqOOWppgjJCn6OCOXojz/qhuslF1eVmk4HLxmxQY7JSdJH2/75yvoqlVZpNYRzLhrrJ01Kl97K9/0mqzpv2dD3O36afIVWAb2kU4MvSG3sGslRIZIBuoNIwdpBx3DhFF30XpemGQ2uaRqrYq++cZhyP26ULtWPeJBYxCeSZ5zzfDyrVmBlZ7+vrWW7rt0cuULEjvxhhHIde3qrGxLpBrM/yOpDWqAL/dP1+bpM+WG/amRcwN0EO+fU5MMuv8y+tWs/f6eFN3vnEBgAAAIDnsbABAAAA4HksbAAAAAB4HgsbAAAAAJ5H84CP+aJ2XP9wuq4WfPqsB1SsyPIbbM5fr2J3TDrFOM6q0AWxaUd1IVbdCF38FfrGRyr2f2OeMI5z/LrIt9nRBWL1R3ShpKQ0Goe2nZ5VkZpIwnc87k18afr5qZti/t6vyn1bjRkc0MWoH7TmqVgoXRfwtWSZxX914weoMU0D9f86anWqSlt/S6OLTDMWOKALvFMadQFiu67BFccxx41K17vbjwvuV7GRA8aq2JbT9R3kv6Ln1udFFci3jCtUQz530d9UbFyqbqqi90gXSY/aubroTN30Ym/uIBXLzNHnxStO0Y0BvjZgnXF80NIsZUX1JBXLfVfnpO+oWTjr2IrYfZb/CzqcA+PJViDdWthfxdqz9HNRN0w/Z5kHzec6UKwbZPjCOgfb+ul5tPTXt3/kNPP2Rxfo9+o2R1/v5SMTVCxrt3mfgapaNaa9zdKhBTHxpVial5w70ji+a/gjakyh5VzwerN+j/nL07opybA/m+fPSGOjGhMzR59lo5tJ+BzdQKP5DH1ev+yUjSoWimoM0Ga5rbV1o1XMX6MfU9hy3UTiExsAAAAAnsfCBgAAAIDnsbABAAAA4HksbAAAAAB4Hs0DPuaPah7gO1cXxA4O6GKtHL9uMvDZDF3UfNu0l4zjFWPO1rcV1EVXY9L1bsM3DFqtYkNSzELZFkcX969rOkXFMnfoInZpj7pPy46ztsI1HIdl13IZogv+c3PMxgD9/brZQ3+/LhZN9cVWQBoOmvOoL9RFkA1DdZFf/zOqVOz0gbrwe81uM7/SK/XjDjSrkIQz9Dwyis389ft0vqX5dKH22f3LVWxzaJiKOWmpZsD2HPVwwaPbfCnm7ySSpv/vtaduoIptzdVNKAKW56s5Yt5+ZqpuCjB53C4VOyVT519J9rsqFvKb9/ls7Rg15k+rdPOAceuPqJgT3RzFb2sUwDkw7qJeh9FNfUREakbpZjaHz9av1Uimfg9sTzdzsL5QN+dpGahvy1LvL75h+v16YH/zvXNy7h41pias57/mfV2EPex987zu1OjmAei+QL5+Dz78DfM9eHxatRrT6Oj3ircbi1Ws6NU6FVPNAk7iPcYJd96oxG95X6sbpv/sH59xQMVy/J3f/ou7Tlex4oq9nV4v0fjEBgAAAIDnsbABAAAA4HksbAAAAAB4HgsbAAAAAJ5H84CP+UJm8X3TvpAa8+rpRSp2SlqlijVG9HWjjc7WO6kfbMpWsUn99uj7TNFFt+Go6sYdlh2J71s/Q8VGrtc71Ps+NAvJwrW6gUFfK6w+GdFF2SIi7QN104ncDLNIOiy68C9s+bXvbdW7Z6en6Oe/qtC8ctjSNyI0VhdLlgx9X8UOWHZabm8xTyd+XbtrLcJtz9JF2OcP3mMcDwzoHMz069xti+g7CNTomC/69cEu8qpJSOpR/fstf224it089EYVC+bqxhdtH5o532+v/p1/MEQn+IwrtqpYbkAXbj9ff6px/NgLn1Vjxj12UMXkoG5OEGkyu1xYC3U5B8adL2pXd2d4gRpTdY7+veeP1e+nAzN0jhwYYr432/ri+Nv1+SI3S99WTZNuPDAkyyzwP9ymz/MtEcufXWE9EX+b+TidsKVZBQ0sYuJL1W92defqv+f+Y8JTxnHI8r5wKKLz7/WqUSrmr9E5E47nOcN2W9HNAjJ0jjaV6KYGUzN3qFh61G2VNQ1RY0J/6qdi4foGFetpfGIDAAAAwPNY2AAAAADwPBY2AAAAADyPGpuPRY6aG3KOflx/T/AHR69VMcvX/K2C1eb3IS37LErdCB07+wt6w8GaiP4+5N528wa/tPJWNWbc/fp7774tO1Us3BL1oPgueewsG2L5UvXLrDlPbzyXGzCfw12tegOx9y1FKrYNOkOpOjFbB0TVCQT08zqtSOdWSfZmFXum/VwVi9bSX8dac/V3woeP03UPM3K2GMfDUo6qMR+165q07fWWjU/ftXyRPvp54rvqIlHfHU/Zp+sHRzyrC6ecVJ2T/ga9E6uvzqyDcLL0RoXbZ+erWCigz1t72nJV7BcrLjeORz+wT41p3683lpVIH6ulShaWc6U/M9M4rh2tX+Mp+bp24caRb6hYluXN+Q+pE43jndWD1JjMoK5hPVCt59G/n87LxnazliMjoF8vVS26LsFWY6NO9RFbjQ3vzbEIDNSbCB84X5+3Tk8zzw/NlveFoxH93r3zbV17OPqjTV2ZYlz4M8xz6t5v6I1ff33OMhUrsqwEGqPeD378wWVqzKA/bFOxcBKcT/nEBgAAAIDnsbABAAAA4HksbAAAAAB4HgsbAAAAAJ5H84CPRRrMZgG+jbooauQWvdFiTJskWcb5B/RXQwKf1d0DDrXqzT6PRvRmU6sbxxrHI5+2zOFv+jFF2i1dDNB9lnywbu5nsa3SLHzfmK3zIRTQRdmpPn375w3Yo2LN482Xe0nee2rMFSFd8Jjr1///iAzYoGI7RpgbhR4YoAtuLy3crWJZKZ134KgI64LbNQ1jVWzjBl0sObxC57hTdSQqQBFudAMFp1nnmuz9SIV8lqJmx/Y6iBrnC+nNC8+fojeDHZ+mm0vcuftqFSt+1twcsf2j/WoMz3OSi9oxs7m/Pvf0D+mi/VXV+lwwKktv2lnfZhZ+H6nWOShVujg8kq5zPJKlXx8TB5ivj7HpullFjqUZxvqj41Usa5d5jopEN/VBzBzL3znOMP38pUe9lzZbThflbQNVLLXW0jQoYNmNOo4CA3RDhPcWjzGOn7nsZ2rMqZY/Y1ss58W/NJ5iHA/4kW72Ej6iN/ROBnxiAwAAAMDzWNgAAAAA8DwWNgAAAAA8j4UNAAAAAM+jecBxOG1692FbzMrWPMBnriF9dfVqSP0wfb0z+5Wr2Eft/VXsF6+Zu8KOf3O7GhOmUYArHEvRZ2iDLmyuHmvuXrwmdIoak5Gqd7I+s78u6J6WrYuwrzplo3E8OKALBgf4M1Us4NP//8gP6Py9ZLDZnKI8pHeHb1fbadt34v5j+1nG8dE2Xbi47g1dcDvsFd1IIWNfjYpFmiyF8TDE/DuKWCps/fpcFhhkFt2+d1eOGvPeiCdVbL/lvLVjnW6sMeq9vxnHtgYGSCLWxjvmuSagT3fSP10X3/dP1bGwo89bKT6zCcDwgiNqTLlfn7fSUvR5ZeIgfQ4vyd5szsuv5/XT6hIVy92iQiKV5txibUIDC0uuZYcaO71auuVPuVSfPh+19rc0lxinz1GBbXujpqXn5cvU73WHLxulYtfc/hcVe7r/S8ZxP3+6GlMT0Tm5ol7/rbFsmdmgJe/NN9SYZG3Gwic2AAAAADyPhQ0AAAAAz+vSwmbx4sVy7rnnSigUkry8PLnyyitl2zbz6yeO48jChQulsLBQMjIyZPr06bJli+1zVqDrpk+fTv7BNffddx/nQLiKcyDcRP4h2XVpYVNWViZz5syRdevWSWlpqbS3t0tJSYk0/N3mlkuWLJGlS5fKsmXLZP369VJQUCAzZsyQurq6uE8efc9NN91E/sE1a9as4RwIV3EOhJvIPyQ7n3MSFZaHDh2SvLw8KSsrk4svvlgcx5HCwkKZN2+e3HHHHSIi0tLSIvn5+fLjH/9Ybr755k5vs7a2VnJycmS6XCEpPssWqV7lN4umA6NHqiHb79Y7td88cZWK/d/BU/XNf88swI68+4GeQ8S7xYftTpu8Js9LTU2NZGcf+z0lIv9EeiYHfSm6b4e/2Gwe8OEXCtSYunG6mnbo8MMqNq5/pYpdM+hN4/i0NL1rcH+/ntfRiC6W/GP9OBV7aMdFxnFNrW5E4FSn6ZiliYG/2fyfS84Huooz723dwMC/40N9+5bmDZHmqFgnrw1b/on0snNg1DnKl6pzwWdrjGLZYdvXT+/ofvAKswD2oQU/V2MmBXV+LD2iC1tLv3KeikXe1Q0zepPedg608Wea54zGSyeoMYeu10XfJcX6uR+fcUDFDraZDSs2HB2uxmSm6CZBo7MOqVhxUMey/OZ55fXasWrMymcnqdiwUv1Hv2/LTuM40th5sXsieTn/fMGgin10q34eHp5jnpPGper3vr3t+hz4Ut0ZKvbYtskq1tJsPpa8gbVqzI0jdZH+1f3033MD/LrJQHSjnxZH/73wf00hFbvnP25QsZyn3zaOHZebTx3vPdjmpGpsamqOdRvKzT3WRWT37t1SUVEhJSWfdv0IBoMybdo0Wbt2rfU2WlpapLa21rgAsYhH/omQg+g+zoFwE+dAuIn8QzLq9sLGcRyZP3++XHTRRTJhwrH/qlRUVIiISH5+vjE2Pz+/42fRFi9eLDk5OR2XYcOGdXdK6EPilX8i5CC6h3Mg3MQ5EG4i/5Csur2wmTt3rmzatEmeeOIJ9bPorys4jmP/CoOILFiwQGpqajou5eV63xYgWrzyT4QcRPdwDoSbOAfCTeQfklW3Nui89dZb5YUXXpBVq1ZJUVFRR7yg4FhNQEVFhQwZMqQjXllZqVbwnwgGgxK0fP+xt/Gnmd+tbB+kNyUMWDYBe6VSb0JY9ZT+b0b+vq1mwMP1NJ2JZ/6JuJODtu+rhnfsNo6HPqS/w+3P1t+PDRcMULEdhaep2B0jzjSOj07Qc/D3s+yIV6V/N1n79P9EMqrMWplhh/Ttp9XqehfbJl8pR81NxHzV+qsJkeqjOmb5vVo3tjvJjcV65Tkw+pwRsdTOZOkN33xZup6m/CsjVewLX1ttHA9L0bm2qlnX2Dz0v/+gYiO3va1ifUlvOAfaRNe+Ze3QdYCV7w5Wsfdz9WPLS9V1K5kB8/Yvz9sU07yq2vR5d23NaBV7c7+5KWPbe7oWYPhqvUGiP2rjRhGRcJMelyy8ln9Om35fGLKmQcV+f51Zu/evg9eoMaNT9Hnxxv7vqNg3J+tYY9T7To5f31amT58DU336HBt29KagVWHzMS2unKrGvHP72SqWvXK9ijke/huyS5/YOI4jc+fOlRUrVsirr74qxcXFxs+Li4uloKBASktLO2Ktra1SVlYmU6ZMic+M0afddttt5B9cwzkQbuMcCDeRf0h2XfrEZs6cOfL444/L888/L6FQqOM7kzk5OZKRkSE+n0/mzZsnixYtkjFjxsiYMWNk0aJFkpmZKdddd11CHgD6lqeffpr8g2u+//3vyzPPPEMOwjWcA+Em8g/JrksLm1/96lcicmyDpr/3yCOPyA033CAiIrfffrs0NTXJLbfcItXV1TJ58mR5+eWXJRTSH+UCXVVTU0P+wTUPP/ywiHAOhHs4B8JN5B+SXZcWNrFseePz+WThwoWycOHC7s4JOK7OepiTf0ikWHrok4NIJM6BcBP5h2TXreYB6ISl+4cvw9xMqbFQF+G2f6Svt+9d3WRgZJnefDFcqzcrhMdE/eMgYtmp2RaTj/arUPpGXZSYEbWRYkG6Ltb0BWIru3NaLU0GIlHFjLaNGy0xsWwEKVHFnmHL5nROxPKPFg8XPCYdS3Gq7TmtP7tIx0bo52F0+kHjeH3LQDVmbtlXVezUX25TsXCb3kQRvUDU6zeya58aMuJ5XVxd9ZHeaPOJz+eo2Ol5Zsvh+jZ9Djyrv97k938/OEvFwjv1e3O/PebxsHU1aoxvz0f6tup1IfvJNjjB37G8LwQ27VCxVx463zg+63s6/6ak60YP+QFbwb8+V+qM1Pyi/w6siehGEn9p1Bt4L/ztXOO4+Nc71ZiUig0xzMLbTmqDTgAAAABIBixsAAAAAHgeCxsAAAAAnsfCBgAAAIDn0Tygh/iiCrUdvy4QG/Cejg1+S++87Hx4QN8BRdP4e5Z8iN5J2Il3AXZ00wxfbP83sTYUiCpcd8KW/Ka4NrFsz8sAXf760TQ97vMX/FXFjoYzjeMl75aoMeN+1axi4cNHTjRL9GJOS4uK+d79QMXyK3JVLPzOYBX7aNgY47h2uM7dwwdHqFjBEb1zfcZu3cTHV2c2AQgf0e/fkVbLeZdzWY+LNOiGDXmPmOet5Ue+rMb88Iu6kc13zlipYqk+/Z41Ks1soFLR3l+NeaN2tIq99swkFRvxO93EYHjFW8Zxe7vO276AT2wAAAAAeB4LGwAAAACex8IGAAAAgOexsAEAAADgeTQP6CGRqJ2Fs8r1TrLZ71sKJcsPqljEUlAJuC66ANaJraGFY9vhnmJa1zltlsJTv/5fWPCIbnqyZn+xir149HTjePiTunDb9+5mPQ9yAX/H1vSk/UCFHmiJZb5t5mpmjA1OopuZiIjEdHYjdz0lullFv6fXqTH9fq/Pdy/48lTMn5aq7yAQdV60nE+dZv333dC2tSrWN9sCxIZPbAAAAAB4HgsbAAAAAJ7HwgYAAACA57GwAQAAAOB5NA9IBEvBoNNkNgsIvLtLX8+yu3rYUkhm21Ue8CwKbJOTpWDaOaB3Wx/5pC5jbVo/SMUKqqIapmzfo8ZEmptjnx/QVd1scAJ0sL1fWfIo0kxuuYVPbAAAAAB4HgsbAAAAAJ7HwgYAAACA51Fj00OcdvN76E5dnUszAYAYWL5LHrGctyINjSqWumefHhfD7QMAcDL4xAYAAACA57GwAQAAAOB5LGwAAAAAeB4LGwAAAACeR/MAAED3sWEwACBJ8IkNAAAAAM9jYQMAAADA81jYAAAAAPC8pKuxcT7etK1d2kTYvw0fa5c2Efk0PxKJHEQ08g9uIwfhJvIPbupK/iXdwqbu452tX5cXXZ4JklFdXZ3k5OQk/D5EyEFo5B/cRg7CTeQf3BRL/vmcnlh+d0EkEpH9+/dLKBSSuro6GTZsmJSXl0t2drbbU+uy2tpaz84/2ebuOI7U1dVJYWGh+P2J/QblJznoOI4MHz48aX4HXZVsz2FXJdP83cg/r58Dk+n5645kmz/nwK5LtuewK5Jt7uRf1yXbc9hVyTT/ruRf0n1i4/f7paioSEREfD6fiIhkZ2e7/ks9GV6efzLNPdH/JfrEJzlYW1srIsn1O+gO5h8fPZ1/Ir3jHOjluYsk1/w5B3aPl+efTHMn/7qH+cdHrPlH8wAAAAAAnsfCBgAAAIDnJfXCJhgMyt133y3BYNDtqXSLl+fv5bnHi9d/B8zf+7z8O/Dy3EW8P/948PrvwMvz9/Lc48XrvwPm746kax4AAAAAAF2V1J/YAAAAAEAsWNgAAAAA8DwWNgAAAAA8j4UNAAAAAM9L2oXN8uXLpbi4WNLT02XSpEmyevVqt6dktWrVKpk1a5YUFhaKz+eT5557zvi54ziycOFCKSwslIyMDJk+fbps2bLFnclGWbx4sZx77rkSCoUkLy9PrrzyStm2bZsxJpnnn2jkYOKRg8dH/iUe+Xd85F/ikX8nRg4mXm/MwaRc2Dz11FMyb948ueuuu2Tjxo0ydepUmTlzpuzbt8/tqSkNDQ0yceJEWbZsmfXnS5YskaVLl8qyZctk/fr1UlBQIDNmzJC6uroenqlWVlYmc+bMkXXr1klpaam0t7dLSUmJNDQ0dIxJ5vknEjnYM8hBO/KvZ5B/duRfzyD/jo8c7Bm9MgedJHTeeec5s2fPNmLjx4937rzzTpdmFBsRcZ599tmO40gk4hQUFDj33ntvR6y5udnJyclxHnjgARdmeGKVlZWOiDhlZWWO43hv/vFEDrqDHDyG/HMH+XcM+ecO8u9T5KA7ekMOJt0nNq2trbJhwwYpKSkx4iUlJbJ27VqXZtU9u3fvloqKCuOxBINBmTZtWlI+lpqaGhERyc3NFRHvzT9eyEH3kIPkn5vIP/LPTeTfMeSge3pDDibdwqaqqkrC4bDk5+cb8fz8fKmoqHBpVt3zyXy98Fgcx5H58+fLRRddJBMmTBARb80/nshBd5CDx5B/7iD/jiH/3EH+fYocdEdvycEUtydwPD6fzzh2HEfFvMILj2Xu3LmyadMmef3119XPvDD/ROhNj9sLj4UcNPWmx+yFx0L+mXrTY/bCYyH/tN70uL3wWHpLDibdJzaDBg2SQCCgVoKVlZVqxZjsCgoKRESS/rHceuut8sILL8jKlSulqKioI+6V+ccbOdjzyMFPkX89j/z7FPnX88g/EznY83pTDibdwiYtLU0mTZokpaWlRry0tFSmTJni0qy6p7i4WAoKCozH0traKmVlZUnxWBzHkblz58qKFSvk1VdfleLiYuPnyT7/RCEHew45qJF/PYf808i/nkP+2ZGDPadX5mCPtSnogieffNJJTU11Hn74YWfr1q3OvHnznKysLGfPnj1uT02pq6tzNm7c6GzcuNEREWfp0qXOxo0bnb179zqO4zj33nuvk5OT46xYscLZvHmzc+211zpDhgxxamtrXZ6543z72992cnJynNdee805cOBAx6WxsbFjTDLPP5HIwZ5BDtqRfz2D/LMj/3oG+Xd85GDP6I05mJQLG8dxnPvvv98ZMWKEk5aW5pxzzjkdreeSzcqVKx0RUZfrr7/ecZxjrfLuvvtup6CgwAkGg87FF1/sbN682d1Jf8w2bxFxHnnkkY4xyTz/RCMHE48cPD7yL/HIv+Mj/xKP/DsxcjDxemMO+hzHceLz2Q8AAAAAuCPpamwAAAAAoKtY2AAAAADwPBY2AAAAADyPhQ0AAAAAz2NhAwAAAMDzWNgAAAAA8DwWNgAAAAA8j4UNAAAAAM9jYQMAAADA81jYAAAAAPA8FjYAAAAAPI+FDQAAAADP+/8B/2iDjOZjbpgAAAAASUVORK5CYII=\n", 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" ] @@ -340,12 +325,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "epoch=7 test loss=126.8948\n" + "epoch=7 test loss=124.9713\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -357,12 +342,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "epoch=8 test loss=124.1297\n" + "epoch=8 test loss=122.0934\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -374,12 +359,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "epoch=9 test loss=121.3158\n" + "epoch=9 test loss=120.3609\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -391,12 +376,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "epoch=10 test loss=119.1099\n" + "epoch=10 test loss=118.2337\n" ] }, { "data": { - "image/png": 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\n", 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ex8IGAAAAgOfF9IDOviQ4IF3FnDYKcPLuvNP07X3NPHX3rycvVH0G+NKiHJ12+mpzK8X6LQOiul44TRfARha0/XaEPuxz7w9fUrGrH58S1X0i/ra8PFLFwt8zC/fDol/7VXf8QsX+ebM+MXqSX28CEHl7q9r1/02++fZ3VOy422tVbOSO3tsYAH3DpsVmYW5SoFP1+cGoP8Xs/m6c77BRwC/J21g67qb3VGx08nUqtvl8fajhuhsWqdgvrygy2i995UzVJxTlwZ6VNxWoWFbEe/gvPpym+hR0bojq9tH3zD07dptBfXfEMhV7YtJFRjv51dWqz7GAT2wAAAAAeB4LGwAAAACex8IGAAAAgOexsAEAAADgeWwecAjJ9a0q5nRC+gUZ9SrWnJ+kYpfc9JrRdtoo4NLNF6hY8PrMw47zU3k7dhrtwY2VUV1PfHqsF/3s34z2N154TfX5YsZ2FbMmnqhi9qp10Y0DMTX0vhUq9uhVI4z2dwNbVR+fRLdRgFO/aesuM9r9f9BP9Rn1zwoVC6oIjlVWSqqK+UbqE94/vEufPL3m8z8z2hmWvq1oVQXNk+wv+8n/U31yl7zT49tHdOygnh3GXKc3FJg56qsq9pOy36vYtYFqo335q3qjgDMfukXFCl9rVrH1/6Y3Wvkk1G5e7x7VxWHLFhwr/vTdc412yi91fn87oP+2cnJ55m4VO//xnxvtz/9Uz1tDHtB/G/Q1fGIDAAAAwPNY2AAAAADwPBY2AAAAADyPhQ0AAAAAz2PzgEOwQrpgui6U4dBTbx7QryakYr963Swau+WrH6g++xYNV7H+G+NcoBrWYw1t/MhoN4f9qk/AYfODzXN0Oo2+SsecCkIRW/u+rU/U/m7APIk77FjGqv/X4dTv4brRKhb4+l6jHWrYcoRRAqZP/uM0FXvvZl2k7axnmwVMevcbKmb9bYDRzn2o7xfceobTe9ZHeq65berXVWzaXzYY7bkDPlJ93r9R59s9XztZxZJFb7zznzsuNIe6ZoPqg2OX9dYao/2nC/R89/NvXqRiGbv036PfvPmvKvbdwCajvWruz1SfyY3fU7FBj76tYl7GJzYAAAAAPI+FDQAAAADPY2EDAAAAwPNY2AAAAADwPDYPOJT2DhXa3Jan+2XuUqHqL+j1Ysl/rDTaU0bpgtW95+kCsTF/ONwgE8vXT1itYu8PG6liwS1be2E0x47g5yeo2KK7FqmYTywVOXIf5343Zlep2FPnzzDamU+vVH1w7OosNQtld1/Xqvo8N+F/HK6pNy/pqTGvfFfFxs7aqGLhlg9jdp9wR3BbtYr9Y1ym0f7tLbNVn4q5eu68Z/D7KrYvrPN37/cKIyJ1hx8kjmnBqm0qVvQjHXPy119lq9ii/zE3Bth4+YOqz7VzXlKxl8r1ZkOhys1RjSMR8YkNAAAAAM9jYQMAAADA81jYAAAAAPA8amwOIbRZ1xA8uWaSit09fY2KLTz/dyr26INfNNqDr9qr+gwa4nQ4YnxZKfpQu00LTzHaX+v/vw7X1N97f2rNRBUbs0XX3SC2/vtXj6rYKX6dOeGI/2Mc99wsfWOWrvPaeKn+zrnT/0RqZ7Yb7cynHa6GPid5eJGKtY3OVbGfPLLYaJ+Uqg84PJp6mm9vNw9B3vutQarP2JpNKhZuaenxfcLbhjygD1599Qadg+elt6vYQF+6im2+vL/RHvXuUQwO6KZRt60y2pef/kXV56mRf1exh87Xh4LmU2MDAAAAAO5hYQMAAADA81jYAAAAAPA8FjYAAAAAPI/NA7rBDjodXqhdkFGvYv985iOj/f6MIfr2q/SBYr5+/aIc3ZF1nD5WxepublSxylMXR0R0MeWukD6crPj3PR4aovTJ7ZNVbKL/PRWL3ChAROTSzRcY7chDYw/lnrP1AaA/yl2jYhun/cpoX1ykCxKD1Tuiuk94x4bv56vYpvMfdujptFlAz3yjqlTFmi41bz+0e0vM7g99U1J2QMWcNgqI1oqvP2C0Z2y6VfUZ9MjbPb594LDCIaPZFkqJ6moll+hNVRqd9ozyCD6xAQAAAOB5LGwAAAAAeB4LGwAAAACex8IGAAAAgOexeUA3jPmOPkb4otdnqtiLY/6kYvfkVpiB1RWqT/wt69G1TnnnWyqWuzhNxVL+sbpHt4/oNZd0qFhYbIdYOK7jiOY+t10xTPUZeh+bB3iFLyNDxfb9YaiK3TnyLzG7z4oOnbc3zv+eiuW+tU/FQrt1ASxwOBvnH6diSVa5iv2tRW+gc/uD31ax925dZLQfvH2R6vOjv3xZxYI7PjnsOIFoJBcPN9pfyXvHpZG4i09sAAAAAHgeCxsAAAAAntethc2CBQtk4sSJkpmZKbm5uXLxxRdLZWWl0ce2bZk3b54UFBRIenq6TJs2TdavXx/TQePYNW3aNPIPrnnggQeYA+Eq5kC4ifxDouvWwqa8vFxmzZolK1eulLKyMgkGg1JaWirNzc1dfe6//35ZuHChLFq0SFatWiX5+fkyffp0aWzUB0EC3XXttdeSf3DNW2+9xRwIVzEHwk3kHxKdZdu2rgKO0p49eyQ3N1fKy8vlnHPOEdu2paCgQObMmSO33367iIi0t7dLXl6e3HfffXLdddcd8TYbGhokEAjINLlIkq3oTk11U3J+noptf2igiv30pGeM9jlpugjcDfft+5yKLbvhDKOdVKGLcsMtLXEbk5Og3SlvyItSX18vWVlZIhKf/BNJ7Bzc9KvTVKzq/F+pWKcdUrEJq75ptIdcvFH1CZ43QcX++5ePqthEv6VikRsKXDhU35ZXOeWfiHfnwKSBOSrWOc4sPB35kw9Vn0VD34zZGP7Sok99f+jKS3THlWtjdp9exhwYe7+tfkvFBvj0xjin/u9NKjb0Z3ozoZ1/GGW0Kyb+XvUZ98hsFRv2wxWHHWci8HL+fbTodBVLGdyqY+/1N9qZ03arPjU79NyZ1K9TxfKe1xtORKN/tR5XUmW1itV/YYyKffkHrxntuTl6Dndy+ZYvqljj2Xujum5vOdR7sJOjqrGpr68XEZGcnIMvdFVVldTU1EhpaWlXH7/fL1OnTpUVK5x/cdvb26WhocG4ANGIRf6JkIPoOeZAuIk5EG4i/5CIerywsW1b5s6dK1OmTJFx48aJiEhNTY2IiOTlmZ9i5OXldf0s0oIFCyQQCHRdioqKejokHENilX8i5CB6hjkQbmIOhJvIPySqHi9sZs+eLWvXrpWnnnpK/cyyzK+p2LatYp+68847pb6+vutSXa0/cgMixSr/RMhB9AxzINzEHAg3kX9IVD06oPOmm26Sl156SZYtWyaFhYVd8fz8fBE5uGofMmRIV7y2tlat4D/l9/vF7+/ZdxETQbBGfwez4Cs69uMvXmO0t1+payA+PFfXSkRr/NtXGe2hA+pVn5q/6v+CFP5tv4pZH6wx2vE96rH7Ypl/It7KwRPm7VKxzhk6l5wO6Pzzqb802g9XTFZ9vhzQ9TSn+PVthR3+J3LO2q8b7Sz5WPXpK7w+B1b+bLiKHc38E40l9eaBrU/fcr7q41+5Kq5j6CuO5Tkw3g6E21Ss4H/016icipPz7081A3/QfYL9e1zWnDA8l3/9gyr0wZTHdL8pUdzWSVHe59Qo+0WoCur829Chn7sLMv4Rs9vfc99IFUuTxKqx6Y5ufWJj27bMnj1bli5dKq+99poUFxcbPy8uLpb8/HwpKyvrinV0dEh5eblMnqz/iAK669ZbbyX/4BrmQLiNORBuIv+Q6Lr1ic2sWbPkySeflBdffFEyMzO7vjMZCAQkPT1dLMuSOXPmyPz586WkpERKSkpk/vz5kpGRIVdccUVcHgCOLc8++yz5B9fccsst8txzz5GDcA1zINxE/iHRdWth89BDD4nIwQOa/q/HHntMrr76ahERue2226S1tVVuvPFGOXDggJx++unyyiuvSGZmZkwGjGNbfX09+QfXLFmyRESYA+Ee5kC4ifxDouvWwiaaI28sy5J58+bJvHnzejom4JCOtIc5+Yd4imYPfXIQ8cQcCDeRf0h0Pdo8AN2X+nfzMK/Rf9d9LpSeH2hYJB8csU+B6J1GEm1jABxecMcnKnbmD/SBb3ferg+Gu7hfndG+J7dC9fGJ08GbuhTv7tpTVCx1ceTBtH138wCv+/jzunC2M4Y1zSc/qA80HLLCLFr1v8FGAUg8/R0OhPzoN6eqWIpfF6Q/MfHXERE9nw5c6/3NA7ym5OrVKnbVW19QsexU83DMCwasUX2KkutUrCBJb+ATcDjoNRrFyfp6xcl6M6horO/QOTpn1hwVS3v5nz26/UR1VAd0AgAAAEAiYGEDAAAAwPNY2AAAAADwPBY2AAAAADyPzQMAjxu45G0V+/Xfz1ax2+/LNdpPnLlE9Znk14Wtxz03S8WO/4neiCJtR98qQOzLQnbPtg1xKka95oGbVaxw8Tv6ymFdYAskmgxfqop9dN6vory2uVnAq61+1SOnbIuK8ZvR+/addUDHItqLi7+o+oT7petYht5womFUPxWrPb/daOcOalB9lp30rIpF65ZdZxjtNT/Sm/yk97GNApzwiQ0AAAAAz2NhAwAAAMDzWNgAAAAA8DwWNgAAAAA8j80DgD4ouOMTFRv1DTP2Q9GnaTspkZX69ns2LCSIJEv/TytsmyXMTeF21efqhbeqWN6iFbEbGNCLvjRf5/N51+r57t48fXK9k/M//LLRDv0oV/VJ2v1elKOD24JV23p83SyHGv2sp458vQtlQo/vU6TTaKVL398owAmf2AAAAADwPBY2AAAAADyPhQ0AAAAAz2NhAwAAAMDz2DwAAI4xZ8++7oh9rJCtYnkvslEA+o7BD72tYmsf0v3Oj3KjFZEdRispog0g/vjEBgAAAIDnsbABAAAA4HksbAAAAAB4HjU2AHCMyVj6jttDAAAg5vjEBgAAAIDnsbABAAAA4HksbAAAAAB4HgsbAAAAAJ7HwgYAAACA57GwAQAAAOB5LGwAAAAAeB4LGwAAAACel3AHdNq2LSIiQekUsV0eDBJGUDpF5LP8iCdyEJHIP7iNHISbyD+4qTv5l3ALm8bGRhEReVNednkkSESNjY0SCATifh8i5CA08g9uIwfhJvIPboom/yy7N5bf3RAOh2Xnzp2SmZkpjY2NUlRUJNXV1ZKVleX20LqtoaHBs+NPtLHbti2NjY1SUFAgPl98v0H5aQ7ati3Dhg1LmOeguxLtNeyuRBq/G/nn9TkwkV6/nki08TMHdl+ivYbdkWhjJ/+6L9Few+5KpPF3J/8S7hMbn88nhYWFIiJiWZaIiGRlZbn+pB4NL48/kcYe7/8SferTHGxoaBCRxHoOeoLxx0Zv559I35gDvTx2kcQaP3Ngz3h5/Ik0dvKvZxh/bESbf2weAAAAAMDzWNgAAAAA8LyEXtj4/X65++67xe/3uz2UHvHy+L089ljx+nPA+L3Py8+Bl8cu4v3xx4LXnwMvj9/LY48Vrz8HjN8dCbd5AAAAAAB0V0J/YgMAAAAA0WBhAwAAAMDzWNgAAAAA8DwWNgAAAAA8L2EXNosXL5bi4mJJS0uTCRMmyPLly90ekqNly5bJzJkzpaCgQCzLkhdeeMH4uW3bMm/ePCkoKJD09HSZNm2arF+/3p3BRliwYIFMnDhRMjMzJTc3Vy6++GKprKw0+iTy+OONHIw/cvDQyL/4I/8OjfyLP/Lv8MjB+OuLOZiQC5tnnnlG5syZI3fddZdUVFTI2WefLTNmzJDt27e7PTSlublZxo8fL4sWLXL8+f333y8LFy6URYsWyapVqyQ/P1+mT58ujY2NvTxSrby8XGbNmiUrV66UsrIyCQaDUlpaKs3NzV19Enn88UQO9g5y0Bn51zvIP2fkX+8g/w6NHOwdfTIH7QQ0adIk+/rrrzdiY8eOte+44w6XRhQdEbGff/75rnY4HLbz8/Pte++9tyvW1tZmBwIB++GHH3ZhhIdXW1tri4hdXl5u27b3xh9L5KA7yMGDyD93kH8HkX/uIP8+Qw66oy/kYMJ9YtPR0SGrV6+W0tJSI15aWiorVqxwaVQ9U1VVJTU1NcZj8fv9MnXq1IR8LPX19SIikpOTIyLeG3+skIPuIQfJPzeRf+Sfm8i/g8hB9/SFHEy4hc3evXslFApJXl6eEc/Ly5OamhqXRtUzn47XC4/Ftm2ZO3euTJkyRcaNGyci3hp/LJGD7iAHDyL/3EH+HUT+uYP8+ww56I6+koPJbg/gUCzLMtq2bauYV3jhscyePVvWrl0rb775pvqZF8YfD33pcXvhsZCDpr70mL3wWMg/U196zF54LOSf1pcetxceS1/JwYT7xGbQoEGSlJSkVoK1tbVqxZjo8vPzRUQS/rHcdNNN8tJLL8nrr78uhYWFXXGvjD/WyMHeRw5+hvzrfeTfZ8i/3kf+mcjB3teXcjDhFjapqakyYcIEKSsrM+JlZWUyefJkl0bVM8XFxZKfn288lo6ODikvL0+Ix2LbtsyePVuWLl0qr732mhQXFxs/T/Txxws52HvIQY386z3kn0b+9R7yzxk52Hv6ZA722jYF3fD000/bKSkp9pIlS+wNGzbYc+bMsfv162dv3brV7aEpjY2NdkVFhV1RUWGLiL1w4UK7oqLC3rZtm23btn3vvffagUDAXrp0qb1u3Tr78ssvt4cMGWI3NDS4PHLbvuGGG+xAIGC/8cYb9q5du7ouLS0tXX0SefzxRA72DnLQGfnXO8g/Z+Rf7yD/Do0c7B19MQcTcmFj27b94IMP2sOHD7dTU1PtU089tWvruUTz+uuv2yKiLldddZVt2we3yrv77rvt/Px82+/32+ecc469bt06dwf9L07jFhH7scce6+qTyOOPN3Iw/sjBQyP/4o/8OzTyL/7Iv8MjB+OvL+agZdu2HZvPfgAAAADAHQlXYwMAAAAA3cXCBgAAAIDnsbABAAAA4HksbAAAAAB4HgsbAAAAAJ7HwgYAAACA57GwAQAAAOB5LGwAAAAAeB4LGwAAAACex8IGAAAAgOexsAEAAADgeXFb2CxevFiKi4slLS1NJkyYIMuXL4/XXQEK+Qc3kX9wGzkIN5F/cEtyPG70mWeekTlz5sjixYvlrLPOkkceeURmzJghGzZskGHDhh32uuFwWHbu3CmZmZliWVY8hgcPsm1bGhsbpaCgQHy+w6/Hjyb/RMhBaOQf3EYOwk3kH9zUnfwTOw4mTZpkX3/99UZs7Nix9h133HHE61ZXV9siwoWL46W6ujqu+UcOcjnchfzj4vaFHOTi5oX84+LmJZr8i/knNh0dHbJ69Wq54447jHhpaamsWLFC9W9vb5f29vautm3bIiIyRc6XZEmJ9fDgUUHplDflZcnMzDxsv+7mnwg5iCMj/+A2chBuIv/gpmjzTyQOX0Xbu3evhEIhycvLM+J5eXlSU1Oj+i9YsEDuueceh4GlSLJFQuNfDs5zR/xYurv5J0IOIgrkH9xGDsJN5B/cFGX+icRx84DIO7dt23FAd955p9TX13ddqqur4zUkHEOizT8RchCxR/7BbeQg3ET+wS0x/8Rm0KBBkpSUpFbmtbW1agUvIuL3+8Xv98d6GIknmgK4f3382u3rHeq6x6Du5p/IMZSDiDvyD24jB+Em8g9ui/knNqmpqTJhwgQpKysz4mVlZTJ58uRY3x1gIP/gJvIPbiMH4SbyD26Ly3bPc+fOlSuvvFJOO+00OfPMM+XRRx+V7du3y/XXXx+PuwMM5B/cRP7BbeQg3ET+wU1xWdhcdtllsm/fPvnhD38ou3btknHjxsnLL78sw4cPj8fdAQbyD24i/+A2chBuIv/gJsu2E6s4o6GhQQKBgEyTi/rWbhjU2ByVoN0pb8iLUl9fL1lZWXG9rz6bg+gx8g9uIwfhJvIPbupO/sXlE5tjnS8tTccGDTTaofwBqk/d2P4q1jRUl0EN/8NOFQtujdhFxA7rgfXxxQ8AAACOXXHb7hkAAAAAegsLGwAAAACex8IGAAAAgOdRY3OUrGT9FFrDhqrY1kvNg6lSz9iv+lw8YpmKVdQV6dtqHaViBU82Gu3QPn37QG9y+t0QS/8vxQ526n7UgwEAgG7iExsAAAAAnsfCBgAAAIDnsbABAAAA4HksbAAAAAB4HpsHHIplqZDP79ex/FwVq56Zp2KFX9hutD+fW6n65KXUq9juDH3C6o4Wh8LqyGJriq8RI0mDB6tY9VUlKpb7pR1Ge2i/OtWnOGOfir1eM0bFDrw6xGgXvbBb9QlXVasYGxEA6BUOfyPEFPNWYnJ43a3kFB1Lc/h7MTtgtMMBfSj71q/mqFjH6FYV+3zJJhXb1Wr+vbixOl/1Sd6uD5DP+UDn2oBVEe+5++pUn3Bjo4rZwaCK9TY+sQEAAADgeSxsAAAAAHgeCxsAAAAAnsfCBgAAAIDnsXnAoTgV7iUlqVB78SAdm9SkYpcWvGe0h6bsV33ebxmuYq+Un6xio9/Xtx9ualYx4HCsZP3r3zb9FBXLuXOrij077H9UbGSKWUDpt3RBpZO5A99Vsf8aeI7RfqfmNNVn4P46FQs5xMQORTUORMGpcNZhXhRL/8/MSjHzzXLYjCVa0RSoWlEWd9sOc73d0WG2O6MsiA2Ta66IcrMfKzPTbPfPUH3Cmekq1laQqWIdWTrvWwea40jfG1Z90vfqDU5SP9AboYT2RfyNQG4lBKeNApIcNpE6MLlQxXbPbDfaE4u3qT6PDHlaxYqS9N98OQ7zbn1EjvhGqi6yN6TH/+jeqSr2xkunGu0Rz+r7s1r1pgZ2yCFPe3kjDD6xAQAAAOB5LGwAAAAAeB4LGwAAAACex8IGAAAAgOexeUB3+PQ6cO84fYrrtOIKFYvcLGBPMEv1+eXKc1Ss5Pk2FbM+3Kpi4YhiVyCSlZJqtFsuOFn1yblZFzPeVvg3FWu3dSFhZadZNJjja1d9sn16ygk7FBZ+PrDRaK/w680DJKQLc8V2iEFzKqyPKPh32hTAl6VPyu48fpiK1ZXoAuz9J5qvc9IQXXg6buhOFWvs1HPsx58MVjG7xcytpEY9fjtJ51q4vy529e8yC2wHr9F9slbq35XwgToda9NzOKLktClAhi74t8eOULF9J+r32KYLzZPShw6oV30G+Peo2HHpm1UskKzzN5BkxtrCulD7yc16Lst8bpQex1/NDStCBw6oPkgQKfp9rbOfwxwbMf1kJuv3yHdadC7s9+9WsWxfi4qFxLzPFEvPW/lJeqOpCwasUbG1ZxUY7ba3B6g+/mo9X/f2RgFO+MQGAAAAgOexsAEAAADgeSxsAAAAAHgeNTaH4nQQXZr+rnf9SfqwrVP6b1exipYRRvtvO09QfQr/qteZKVtqVCzkcCgSYHD6bvrwoUa7/3/sUH3mFv1dxbYHc1Ts+6svVrF+y/sZ7dY8PaxBp+t8nl38uoptbDO/32s7fF3Z8VDaBPh+b8KJ8qBKXz+zdsEqzFd96k4aqGK7T9e3lX+C/k74rMI1Rntyxkeqz8gUXY/S5vCabhmh6ye2d5p5unT3BNXHZ+karOJ++1TsuAwzT/927udUn61PjVaxIX/T3zm3qz/RsSgOGIWIr7+u6eqYOEbFtv67fl1/fsZjKrYvaN5eVbs+WHHZHv267mnV4wik6lw9P3ed0f58v42qz+TxOu//veEaFRuwJqKOrL5B9eHQzt5nB/XffPZefeB65g59eHvHu2bt4fKqk1Sf8mQdS27Vc3hbnn7th40x591z8zapPuMz9N+nn3Tq+pnaA+ahtPq4UZFwm64RSgR8YgMAAADA81jYAAAAAPA8FjYAAAAAPI+FDQAAAADPY/OAQ7H0mq/prGIVG1q0V8XSfLq4rDFkbjzQ8IouzC16Vxd1hfbrQ7nsMAXSODwrWR8Mt+1rQ4z2gsLHVZ8NbUNV7KFHLlKx0U+sV7Fws7mphS87oPrUr9eHjz05S1efV9dlG+20Joec90VXFH/Mc9pQwed0+KZZLFp3ot4oYP8JDhucFDaq2CkDdcH88FRzrixwOOAw5DDUNoedI5wOsXu/wSxv3bxPF+/m9NOH2p2aXa1iJ6eZh2/mD6lTfW7/vJ7DOzbojTZS9uk5PNQY8Zyx6YWIiFjJ5p8kHZP0RgFt/08/n//tsAGJ0wGGv993ptHe8Mzxqk/+W/rQTl+b3uzhwEi9O8rq/zIL/M92ONhzZIreBOCMki0qVteRbQY4fDgxOPyuhtt1EX36Or05T36duSFEKEO/TyfX69sKp+s/1VuG6M2stiWbm2FU9tO5fCCoD7hdtUcfspz3B/P20979UPUJJejmFXxiAwAAAMDzWNgAAAAA8DwWNgAAAAA8j4UNAAAAAM9j84BD8KXqoq6dZ+mC2x+MWKZiQ1N0cePS3aca7YLluuA2vEdvRGB3RnlCdeRmB0511Qla6IXYSxqqC5vPu3SV2cfhFPaFa89TsdG/0adnh5xOwY7U2aFCjYX6fylj/M0qFg6YCdzQok+atyyd5JRgR8dpfgvlmqdPB9P085ukD1uXjAxd7PrPWl2MuqXJ3Izgrj16c4KONj2u9I26SHbQOj0vpu82NyPIHeBXfbZekKli/QsrVCzNMufKkhQ9N584ZKeK7UkfqWIpbHIRNctvvmYNw1JVn6uHrVKxkam1KraqVb8Wm3491mgX/FFvghJqaNIxPVTpV6M3R3l1+XijfdtXy1SfNId564M9er4eujui+JwNJhKXw4ZOdli/v1ohMxb1RgEFeg7ce6L+e/SskzYY7XMH6IL/1U0jVGz/Sp1/I982N7QIOvxeJCo+sQEAAADgeSxsAAAAAHgeCxsAAAAAntfthc2yZctk5syZUlBQIJZlyQsvvGD83LZtmTdvnhQUFEh6erpMmzZN1q/X32MFeuKtt94i/+Aa8g9uIwfhJvIPia7bmwc0NzfL+PHj5ZprrpFLL71U/fz++++XhQsXyuOPPy5jxoyRH//4xzJ9+nSprKyUzExduJmofEP0qcJfOW+lip2dvlXFWmxd1LX1gFmYW7RXF18HHU6vdeJ0qrwVUQxspeiX1mkjArujU8eCEbEEKlpsaWk5JvLvaO2fXKBil/VfYbTfbipRfXL+pE8ltqPNy1Sz0LflLH1q+LhL9UYEM3LWqtiiqs8b7aQ2h+LMYJQba8SQJ/PPoVjZSk9XschnOO2ALpm2wvp/Ydbvc1Ss3y69cYRdZ85Ro/bu132a9WnxdofDbTnlZJI576YNG6q6pNbreX1wst7IpSjJLPLdFtRz+od7c1VMb4dwCJGbvdjRb+ziyRyMUuTvdFKn/r3f1ZGtYtXJ+pn/+bpzVWzku3VGO9ykNy6JepOdZP0eO/qUaqM9JElvfrArpPM59U/ZehhNuvA7EfTl/OspO+QwVzrkR2e2uQlAS57+W27/8Xq+Lj5ru4rdXLhcxU707zLaH3YMVn3Kt4/St//kbhUL1kTEEujvwCPp9sJmxowZMmPGDMef2bYtP/3pT+Wuu+6SSy65REREnnjiCcnLy5Mnn3xSrrvuuqMbLY5506dPd5xMRcg/xB/5B7eRg3AT+YdEF9Mam6qqKqmpqZHS0tKumN/vl6lTp8qKFSscr9Pe3i4NDQ3GBeiJnuSfCDmI2CD/4DZyEG4i/5AIYrqwqampERGRvDzz4/68vLyun0VasGCBBAKBrktRUVEsh4RjSE/yT4QcRGyQf3AbOQg3kX9IBHHZFS3y4Dzbth0P0xMRufPOO6W+vr7rUl1d7dgPiFZ38k+EHERskX9wGzkIN5F/cFO3a2wOJz//4OmlNTU1MmTIkK54bW2tWsF/yu/3i9+vT4judRG/dPvPHKK6/NuAP6hYnkNx4OagPnG2dVO20bbrDv3fC2NYDhsF+HKyVSxcaBaJhfwOhWtZeqxOBWHpO8xiWmt/veoTcir8dThpvjf1JP9EEigHe8qnC5vri/X/LHZ0mAW2dZ16o4COLP3m48sZoGJWk0PR4wXHG+1JN69Wfb45UH8dYV2b/u/cgVfN37+iFR+oPiEXNg84HE/ln0+/zkn1ZiG13l5ApN8mXbRvOZxIHW7QBfmRBf9Bh9O6xdZzZ7TUI0rVOZp6Up2KTU3f5nBr5u9PXVg/G03b9MnzhVV7VcwOOTymo3ich+OpHHQSUYQd2KSL+9+s1cXPTQP12Dvb9HtgqJ+ZJUmp+j3RqRDcSbhAF2Z/bcir5hhE39a3Nn5LxQY/q+e3sIeKtT/l+fyLIbufnjN2nWE+xtMu1K/7JYPeU7Epabq4P9Onc3d/yMyZipYR+npL9QYO4aqPVMxLmwVEiuknNsXFxZKfny9lZWVdsY6ODikvL5fJkyfH8q4AhfyDm8g/uI0chJvIPySCbn9i09TUJJs3b+5qV1VVyZo1ayQnJ0eGDRsmc+bMkfnz50tJSYmUlJTI/PnzJSMjQ6644oqYDhzHpqamJtmyZUtXm/xDbyL/4DZyEG4i/5Dour2weffdd+Xccz/bH37u3LkiInLVVVfJ448/Lrfddpu0trbKjTfeKAcOHJDTTz9dXnnllT67fzl6V0VFhVx44YVdbfIPvYn8g9vIQbiJ/EOi6/bCZtq0aWIf5rt3lmXJvHnzZN68eUczrt4XcWBa3Wj9Lb0MS3+nP8nS3+PeE+qnYqkHIr4B7vD9b1+Grnnw5Q5SsYZT8lWs9hRzvJ05+jvcgUJdK9MZ0vUZnZ3m90AtS3+XePDTw1Uss1x/TzNcr7dtPJqDFc8+++y+mX9HwUrSr6HP4WviH7WYBwoOTatTfQ6M11dsHaxf67bhup7q+5NfMNqjUmtVnw3t+tDEH7/xZRU74SnzQLJgo67ZcEOfyT+nw3ojDsdMcurj8DqE23TdTdjh4F9VV+L0PB6mwNjsp+fnpMHmXFl5ja4N+91JD6pYjsN31SMPUfzV7nNUn8HvOozVqfawtVX3O4rvr/eZHHQQ+d7g27hV9Wl6dpyKvXyerndKStHvgdu/ZL7HFjfruc23WR+G6HTg9bYv6fs8Oc287gcdum7Ev1AfaBtu3KJiiaov519P+dL069w2Qs8/SafVGe1/z31T9TkzTc+nfkv/TekkzTLn3fWNulZ8wLo6FQtHHsrucXHZFQ0AAAAAehMLGwAAAACex8IGAAAAgOexsAEAAADgeTE9oNPLIosD2wqiK3Bvs3W/j9p1cX/afrPYzvEU3mEFKrT1Yl24L6fpTQBKBppFq61BvTlBerIuEMtI1kXgXxy43mjvDerdTH556RQVS6sdpmIplZ+oWGhfRIFtOLoD0eDMcihcdDIifZ/RPi5tl+rzs/N+p2Kpln59RqboIuk0y8zx5xpOUn1++dyXVOyEJbpYN7gjIm88fFhYInIq/rUiDsy0W1pUH6fDJh03A4nmAEqnOdBhUwCfw0YrVqEuiq26zIxdOf0N1Wdcqp4D94f1+O/+5EKjXfmr41Wf3Nf0wZ7BA3puZn7ruXCTPvw176/6eU9q15sA1J6pn/dQwMzx1sL+qk+6pW+rZagu3p7wZX24YqbPzK+v/m2W6nNc+VoVY3bre2yHQ5DbWs2NSjJ8eqMAX5SfN3TaOr/bIubd+nZ9SGhwsM7lZId5Vxxu3yv4xAYAAACA57GwAQAAAOB5LGwAAAAAeB4LGwAAAACex+YBh+Br1Wu+Tod14O6QLrD63fbTVSznwzajbffPUH32ThqkYi1jdHHZmGxdoLphu1k4229tmuoT0nVk0pavx99vgrmhwDcHr1B9/pE/VsVa8/XmB6nbdGF7UpZZsBmqcyi4RdR8Odkq1jZYF283BM2cGJGyV/UZmdKmYn6HwsJOh2rX99rNk5Z/sfwLqs/xv69RseAnehMDNguIHStZF9/bHXrTECsjYoJwqv8P66AvQ89l4VadRxJRTGslJR15DCLSNGWUiu2YrgtzvzftZaM9s78u7t7jUA/7VP0EFVvz0glGe3iZ3uAitLtW3xgbBcSWwzwQ3LVbxQb9Q+dlYHOevrlkcy5ryU9VfXZflK1iU85/X8XuLyhTsfI28z5HPa3zwel3D31Pxho9ZxQkmxtTzMr6hurzk+OfUzGfpfO7n8OmPhkR79Uz8vUc+NiJepOngrf132lhh81jvIJPbAAAAAB4HgsbAAAAAJ7HwgYAAACA57GwAQAAAOB5bB7wL3anefp0/+16zbehXZ923WHrAthPdg1QsZKgWejVPHaw6tNYrAtifSm6aGzr20UqNub5BvN6W7eqPlZ/feJse7Eex9ph5uOsy9HXO3nADhV7pUiPK/COCkm4uVUHER2H09rtfrrgOrmoWcVGpu8x2sOT9euQYekpIeRwLvbukP79eGrvGUY7d4X+3ZC9B3SMguu4sh02OPGl6YJ/u8nMGStdb0Diy9QntdudnSqWlJOvYsH8bKPdNFTn7e6JOq9mfOFdFfv5wDdVLCfJHIfeMkHkT81jVOyxv35exUb9w5xP7VaHOcthUw0rWf/+OD3/bI5xFBzmi+DuPSqW1KTnQF92wGg3FRWqPqeUblSxnw19XcUyfPp3qKLFLA5P3d2k+jDb9T1OG0KEG/Vr3+9j8/2v48mBqs+d9ndVrK5EzzXJp9Sp2F0n/NVon5q+VfX504X6bzd5TW8oIOsqzbaH5iw+sQEAAADgeSxsAAAAAHgeCxsAAAAAnsfCBgAAAIDnsXnAIQxc165iL+8/UcXG9tOnIFst+mltyTdjIb9DEbgOSf93dYHtkDcbVMzaWGXefpsev9Wgi9lS/frk5bqPzQ0FGkt0EfHnMj5RseeOC6qYJDsUkKPHfOk6HxqO15tVZKTVqdjn/OZr5lTEui2oCwT3hPTmEbWhTBVbs3uo0c464HDqdrvOS8SZrTcgcSp2tVLNucDyO5xGPSigYqH+ul9dic7T/ePM3Dp7ynrVZ1HeP1RseLLOI7/DJhf1EQ/zqYaTVJ9fvHWeig2qVCGxfeZkbKXorQislOg2CrAcNhmwgxEbLnioMDchOWwoEG7WJ6db+eZ7297x+k13QX65iqVY+n2s3dabZnzUlGuOoZ/+3bCS9G3ZQYf3TiQmhw18or5qo5mTOW/redjepzfY0e/wIsFxxSr2g+/NNNr/efLfVJ8v5et597GZX1Sx4R+bm2OEm/VmHImKT2wAAAAAeB4LGwAAAACex8IGAAAAgOdRY/OpiO/opm/WB36tqBqpYlNO2axiY47XByB93GQegJSxy6HGxqe/Zz1gk/7ura9qp4qFHb4zH8lK1d8Tbx2Zo2IlJ1Ub7TRLf5e4Iay/Q5+9zuE753W6Hkh9vxzOnL7LWzJchWom6343j15xxJtfvG+yiq3erw/qGpet861/sq6Vqdtt1t0MaHOo4jmK7yejZ5y+0285vA5Whvk77XTwa3Oxrq06MEb/3rcO1nPZl6ZWGO2v5qxSfT6Xqm8rxdJ1Chs7dP3E/TUzjPab5eNUn5yPVUiyN+nDN30tEXNUmkOtRPZQFfM16nGF9+5TMbuTmho3hLPMnJ445UPVpyC5UcU2der/AX/YkadiO5qyjXZwlK5PzN6SpWKhA/UqxsHFLoji/SmyFvGQHOrmwgfqzHZrm75elK978gdVKjb4j8cb7b8V6TnwksGrVaxtjB6HOtC9Rc9tiVobyCc2AAAAADyPhQ0AAAAAz2NhAwAAAMDzWNgAAAAA8Dw2DzgEe3+dimW/rotF60/SBbYz89fqfjPMTQbK95SoPtUHsvX1anShYcbHuuDfZx35QLnG03Vh+IGr9KGdlw8yx5rh04Xi8zd+ScWGlu9XsVBdnYolasFZonE6jHPXVH1U19XTX1OxUam1Kvb7vWca7Xd/O17fqT7LUZZfoMfxhQJ9qmG/QWZxYWdmf9UnxalYEnFlOeSR0+YBkmkWi7YW61xrytcbETSV6M1AMgfreWVSplm5Pz5V9/GJPgy4qlP3u67yShVreyrfaI9a73D7TQ5Fsk168wC7v/mchbJ1Lof66Tk29YDeLEV8/P/QDb50nUtbLzAPmP1azquqz0edA1XsqdozVGxNjf57ICXJLPzuKNavfXZOtopZ9Q6b7DjMxeghn8MGKg4H7CYNHmQGHPpIp97Qye7Uc6Dt8JqGOyL6RbtBhMN8bTv8HRVMM/MtkKLntk5bPyZfikOy5Zi/K9Y+/fddoh4sy4wLAAAAwPNY2AAAAADwPBY2AAAAADyPhQ0AAAAAz2PzgEMINerTh/Ne3aVii884V8UWTPmjis3sv9FoXxbQp782OxR1LT9BbzLw5MyJKlaz19wYoF9/XST75RFvq9jx6fpU+Z2d2Ub72T2TVJ+s3+lNDezKChVjo4Ces/z6tPOmYbrIr9i/R8U+bB+iYq+uPNFoF+zShYv1I3WRZZpP3+eY9BoVS002Tz3O3KBPXA9xmnZ8ORTJ+iJPkBaRUOFgFWsfaBZb1xfr+ah+jP59PuW4rSp2ana1io31m/NnSPRtrYssrhWRS8r/Q8VGPqGv23/dJqNtt+jC2XBI55+V5FBY3GFuFuDL1vOd078FnYqIw2168xXEnzU0X8VCJ5gbSqxuGqH6vL1TxzpW6g172gfqebFlcIfRTs50OH2+v97MQxxyUBK0MDvhRMx5lk8X2vsyMlSsZcpxKtYwzJzzWnP1bfXfoV/TnA/0RiVJVbqfVVdvtG2HHSKsZL0piZWm/xboPE3/bZh19Q6j/a1Bb6k+bba+/TNGbFWx2pwRRttLn4J4aawAAAAA4IiFDQAAAADP69bCZsGCBTJx4kTJzMyU3Nxcufjii6Wy0jzPwrZtmTdvnhQUFEh6erpMmzZN1q9fH9NB49g1bdo08g+ueeCBB5gD4SrmQLiJ/EOi69bCpry8XGbNmiUrV66UsrIyCQaDUlpaKs3NzV197r//flm4cKEsWrRIVq1aJfn5+TJ9+nRpdKhZAbrr2muvJf/gmrfeeos5EK5iDoSbyD8kOst2Or40Snv27JHc3FwpLy+Xc845R2zbloKCApkzZ47cfvvtIiLS3t4ueXl5ct9998l11113xNtsaGiQQCAg0+QiSbZ0kZOrHE5/9Y0/XsU+ui1VxV4+60GjXZysT0VOsXQBYbuti1H3h3Qxal3YXKM2OhSI1QQDKvbP5lEq9uyHpxjtgt/qwrX0NzaoWPj/TG6xFrQ75Q15Uerr6yUr62AhbzzyTyRxcjB5eJGKbbg7T8VuP+OvKtYS1q/ZksozjXZ7u35sJxftULFv5q9UsYaQzt+7377IaB9/a5XqE3I4vdgLnPJPJPHmQKciWSkZrkL7TslWscZh5vwWStNvDUWTPlGxy4a+q2JnpX+sYhmWWbj/focu7r7r199SsRG/265ioVq9YYbd0aFi0XAq1lUbLqQ6vA4OGx3YrQ4bFjj0i/rE8f/jWJwDo+Z0MvsZJ6lYxz1m8XZuhv5j+93Vuih74Pv69tsG6ljTWDMH07bpvwWK/qHfJ5PWfKRi4chccnkjnoTNv4jNA3wOv6tWod5MZ/O/6/ln6ERzM6Wi/gdUn7oOPceu365vP+d1/R4ZqDL/drPC+jXdc5LeXKL+BL2RxI1nv6pil2e9b7TTHH4vdof05xkXr7hBxcbMNTd7CdbsVn1606Heg50cVY1Nff3BSSIn5+COIVVVVVJTUyOlpaVdffx+v0ydOlVWrFjheBvt7e3S0NBgXIBoxCL/RMhB9BxzINzEHAg3kX9IRD1e2Ni2LXPnzpUpU6bIuHHjRESkpubgFrB5eeZ/lfPy8rp+FmnBggUSCAS6LkVF+r/UQKRY5Z8IOYieYQ6Em5gD4SbyD4mqxwub2bNny9q1a+Wpp55SP7MiPv6ybVvFPnXnnXdKfX1916W6Wp9/AESKVf6JkIPoGeZAuIk5EG4i/5CoenRA50033SQvvfSSLFu2TAoLC7vi+fkHv7NYU1MjQ4Z89p3D2tpatYL/lN/vF7/DQYQJyeE7ruH3N6rYcf+p/9tw/uxbjHbp1DWqz5cH6AMuMxyWnmFbP18NYfP7nE6Haq6qHqZiGeX9VWz0q7Xm/W2tVH3C7e4dOhfL/BNJ4Bxs1zUDWTn6+9nZSS0qdmr6VhU77ZQtRrsxrL8DfELK3qiG9mLTOBUb+hdzOgnX992vEyTqHGil69e0caT+PvL+z+nrFp9q/jERSNX1IqWDdG3dpDRdS+V02PBbrWY938I/XKT6jHpS/0ET/EQfjNyTGpVDsR0O7Qw3mb9nVpKeiB3LUx2+My8Oh/AdrWNmDjwaDgc1bts+yGjv7KfrTlOa9PVa8nTMoYxRHM6cVTqydd1NhsPvrTjUayWKhMq/yN8vh8NOO4dkq1iwv/69jKwXjDxUWERkcJJ+D+4cpueHtrP0HNhsm6/9QJ9+787w6XqawQ657Lf07SdZ5nO4xeHA4Fu2fFXFRv5Uz4HB3bUq5hXd+sTGtm2ZPXu2LF26VF577TUpLi42fl5cXCz5+flSVlbWFevo6JDy8nKZPHlybEaMY9qtt95K/sE1zIFwG3Mg3ET+IdF16xObWbNmyZNPPikvvviiZGZmdn1nMhAISHp6uliWJXPmzJH58+dLSUmJlJSUyPz58yUjI0OuuOKKuDwAHFueffZZ8g+uueWWW+S5554jB+Ea5kC4ifxDouvWwuahhx4SkYMHNP1fjz32mFx99dUiInLbbbdJa2ur3HjjjXLgwAE5/fTT5ZVXXpHMzMyYDBjHtvr6evIPrlmyZImIMAfCPcyBcBP5h0TXrYVNNEfeWJYl8+bNk3nz5vV0TMAhHWkPc/IP8RTNHvrkIOKJORBuIv+Q6Hq0eQD+D4fFXnCrPlBu1K1mrCpNFwv+InuavvnMfioW7q8PcIqslvLV66K00e36cMRwncMhis0R141D8SuOLNzYpGINO/VhiznjdL+iJL25Q6bPLBBMsRwODhRdwFnZqQsLf7a8VMWOf2Oz0Q4FdREk4syhED6pTf/+hjL1vDUjb73RntJPbxrSz9KvaZql73Np43gVe/QvZs6MeVTPk8FPdqpY3A8mdJjf7B7uTWAHHX6nXD5Y8ViVvFnnUvZ7o4123USH12agQyH1MP26HleoDyzsDJuF65stXTDfsk0fIJnRyVwZK7bDxkYpH+qDp4e8qQ8n/+2Y0432gjFLVZ/Ig4ZFRLKTdB75HXeBMzeESHHYAKDT1tdLcritHUH9OJ9rMA9X/81T01Wf4c/qDRFCH3+gh+rheeuoDugEAAAAgETAwgYAAACA57GwAQAAAOB5LGwAAAAAeB6bB7gk3NamYzU6JjVR3mBEcVnIclizRrsJgIeLxvqScKvOh7GP6o0C5o++QMUeKHlWxUZHbB6wP6SLDzd0DFSxuY99W8VO+J3DCfH79OYU6F3hZofTyh2mgqRMXQx9avpWoz0iuUP1ybD0qd6Vnfok9fK9Y1Rs1NMNRju0e48emBtzj+N9mnOlHWTuTGgOz7vdpE+Iz/zELNKvP0Nf7+az/65ix/n1RgSjUg6o2Kq2IqO9RKaoPp1L8/VYO/TvGqIU8drbDpvWhBzem7L+ojdYCu42562bTr1R9WmdpPPqjBF6E6Yx/WpVbFy6uYnBvmB/1ef1A2NV7O2VOjbsFb2JQfq7W4x2Ud0/VZ9jYVMfPrEBAAAA4HksbAAAAAB4HgsbAAAAAJ7HwgYAAACA57F5QF8RWTzZ06OzkTjC+jUMr9mgYukXZ6jYDwJf1tfNHWC0rRa9eYA06M0Jiva8o2JBh7HBfU4n32e8tUnFsoadoGLfH3ix0f7W8JWqT2WLLnz+88unq9jI5+r04NZXGk2nIt+EwSYAnud0An1arRmz2/TGF0Wp+1SsLqzn2NXtDrHmEUZ72zuFqk/JBztU7Fgo6HaV03tps94EwFdeYbTzyx1uK2KjJhGR3Q7ddku6ii2XEjPgOM/Uqcho0XOxE96VD+ITGwAAAACex8IGAAAAgOexsAEAAADgeSxsAAAAAHgemwcAHhdu0ScoO8VkV00vjAaucjqBPRRWsYEftKlYY2Ou0X7Uf5Hqk1avb2vUK+tVLNTYGNXYgHhx2pwiefNOoz32wUGqz31vfFPF2rN0wXhqk87nzG3m5gSjN32s+oT27Y9qrEhQzGMJj09sAAAAAHgeCxsAAAAAnsfCBgAAAIDnUWMDAH1YuEkfupr09joVG/Ce32jbHfqwT6cDQEN85xweEdqzxwxEtkUk6/0Y3l/sbgpAlPjEBgAAAIDnsbABAAAA4HksbAAAAAB4HgsbAAAAAJ7H5gEA0Jc5HdrpcCAghwQCALyOT2wAAAAAeB4LGwAAAACex8IGAAAAgOclXI2N/a/vgwelU4Rz3/AvQTl4MKDdC4cBkoOIRP7BbeQg3ET+wU3dyb+EW9g0NjaKiMib8rLLI0EiamxslEAgEPf7ECEHoZF/cBs5CDeRf3BTNPln2b2x/O6GcDgsO3fulMzMTGlsbJSioiKprq6WrKwst4fWbQ0NDZ4df6KN3bZtaWxslIKCAvH54vsNyk9z0LZtGTZsWMI8B92VaK9hdyXS+N3IP6/PgYn0+vVEoo2fObD7Eu017I5EGzv5132J9hp2VyKNvzv5l3Cf2Ph8PiksLBQREcuyREQkKyvL9Sf1aHh5/Ik09nj/l+hTn+ZgQ0ODiCTWc9ATjD82ejv/RPrGHOjlsYsk1viZA3vGy+NPpLGTfz3D+GMj2vxj8wAAAAAAnsfCBgAAAIDnJfTCxu/3y9133y1+v9/tofSIl8fv5bHHitefA8bvfV5+Drw8dhHvjz8WvP4ceHn8Xh57rHj9OWD87ki4zQMAAAAAoLsS+hMbAAAAAIgGCxsAAAAAnsfCBgAAAIDnsbABAAAA4HkJu7BZvHixFBcXS1pamkyYMEGWL1/u9pAcLVu2TGbOnCkFBQViWZa88MILxs9t25Z58+ZJQUGBpKeny7Rp02T9+vXuDDbCggULZOLEiZKZmSm5ubly8cUXS2VlpdEnkccfb+Rg/JGDh0b+xR/5d2jkX/yRf4dHDsZfX8zBhFzYPPPMMzJnzhy56667pKKiQs4++2yZMWOGbN++3e2hKc3NzTJ+/HhZtGiR48/vv/9+WbhwoSxatEhWrVol+fn5Mn36dGlsbOzlkWrl5eUya9YsWblypZSVlUkwGJTS0lJpbm7u6pPI448ncrB3kIPOyL/eQf45I/96B/l3aORg7+iTOWgnoEmTJtnXX3+9ERs7dqx9xx13uDSi6IiI/fzzz3e1w+GwnZ+fb997771dsba2NjsQCNgPP/ywCyM8vNraWltE7PLyctu2vTf+WCIH3UEOHkT+uYP8O4j8cwf59xly0B19IQcT7hObjo4OWb16tZSWlhrx0tJSWbFihUuj6pmqqiqpqakxHovf75epU6cm5GOpr68XEZGcnBwR8d74Y4UcdA85SP65ifwj/9xE/h1EDrqnL+Rgwi1s9u7dK6FQSPLy8ox4Xl6e1NTUuDSqnvl0vF54LLZty9y5c2XKlCkybtw4EfHW+GOJHHQHOXgQ+ecO8u8g8s8d5N9nyEF39JUcTHZ7AIdiWZbRtm1bxbzCC49l9uzZsnbtWnnzzTfVz7ww/njoS4/bC4+FHDT1pcfshcdC/pn60mP2wmMh/7S+9Li98Fj6Sg4m3Cc2gwYNkqSkJLUSrK2tVSvGRJefny8ikvCP5aabbpKXXnpJXn/9dSksLOyKe2X8sUYO9j5y8DPkX+8j/z5D/vU+8s9EDva+vpSDCbewSU1NlQkTJkhZWZkRLysrk8mTJ7s0qp4pLi6W/Px847F0dHRIeXl5QjwW27Zl9uzZsnTpUnnttdekuLjY+Hmijz9eyMHeQw5q5F/vIf808q/3kH/OyMHe0ydzsNe2KeiGp59+2k5JSbGXLFlib9iwwZ4zZ47dr18/e+vWrW4PTWlsbLQrKirsiooKW0TshQsX2hUVFfa2bdts27bte++91w4EAvbSpUvtdevW2Zdffrk9ZMgQu6GhweWR2/YNN9xgBwIB+4033rB37drVdWlpaenqk8jjjydysHeQg87Iv95B/jkj/3oH+Xdo5GDv6Is5mJALG9u27QcffNAePny4nZqaap966qldW88lmtdff90WEXW56qqrbNs+uFXe3Xffbefn59t+v98+55xz7HXr1rk76H9xGreI2I899lhXn0Qef7yRg/FHDh4a+Rd/5N+hkX/xR/4dHjkYf30xBy3btu3YfPYDAAAAAO5IuBobAAAAAOguFjYAAAAAPI+FDQAAAADPY2EDAAAAwPNY2AAAAADwPBY2AAAAADyPhQ0AAAAAz2NhAwAAAMDzWNgAAAAA8DwWNgAAAAA8j4UNAAAAAM9jYQMAAADA8/4/dxKFy2nHtLUAAAAASUVORK5CYII=\n", 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" ] @@ -419,12 +404,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 50, "metadata": {}, "outputs": [ { "data": { - "image/png": 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7yP/921dAbNlP+rEf3XYxuNGKWMO4AId2jeaq7KEpW4X/BxPM4O0q0/iY1d1YzCiuRQxMrrhCeT/mn1OJRbImgud5eKH9GsercKGHrCnu/8Kqj2Glc0XSVUCqjMParuH55jqI9VyB/Y+12wuaZLLKfUWxSDsfxr4GhuwCW5Mvn4JsP+agxmmog1jBdVoDFfi6Vw5iDta+2w2xXAKLpEu+aIN7zFNyPJvBvDyWaYDYgVF7YaKgsoaPGR+fWP+mgJf5py2EYkbtRWsKyngxOgffd5LtmEfLLz9oHa+qOQxt2irwNU8WcAwZFiyYP5yzE7wnh8X3+9K4MEpQMI92jcyB2GhOWRTGJR7CROqI9kGsrdr+TPzBFc3QpuF9XDwrdAo/GxhHed9QFuSYKhOe2Kxfv17Wr1+v/psxRr7zne/I/fffL5///OdFRORv//Zvpbm5WX70ox/J17/+9fPrLV3wbrjhBnUwFWH+Uekx/8hrzEHyEvOPyt2U1th0dnZKT0+PrFu37nQsHA7LddddJ1u3blVvk06nJZFIWH9EkzGZ/BNhDtLUYP6R15iD5CXmH5WDKZ3Y9PT0iIhIc7P9lVVzc/Ppf3PbtGmTxOPx03/z5uFa2UTFmEz+iTAHaWow/8hrzEHyEvOPykFJVkVzXPUkxhiIfeS+++6T4eHh039dXV2l6BJdQCaSfyLMQZpazD/yGnOQvMT8Iy9NuMbmbFpaWkTkw1l7a+vHBVC9vb0wg/9IOByWsFZQXEpaUXPWtbOrUmRYvQ8LrHKzsRhuvBkLVBPz7aK3xFJ86cMNWJT2u0t+BbE/qH8dYm4n87j77pun2iFWh/XjUrvzlB1QdpKVQLHbIE+fyeSfiEc5OFnKm0NgxRKIrXjoXYjd3eDOJbyvvzqxDmILnlT60TeoBF2UQk+J4/WSacMCyuGFdhFkpg772voqLmBRMaxU2KaxiDPfpyx+cJ7KNf/Uwndld+5ctT3mzY0NQZvLY7hD9bbEIoglV+F5cIx97uOdyg7h1fh/bUOLMLbsNz6AWEvU3lV+24n50GY0oiw4kVAWewm5xmdlvDPFFqJPY+FsueagNm7lZ+N1n5ptv6bhXVXQpuaYsiDQcJE/XXL3o+hzqLzfKefVido5PToH+98Qx7HnVKYGYj2jtdZxpF/pq7boyTQXav+6UueftvCTcX0+CfYnoU14Np6H3lV4TofS9vkLOfj6bkth0f7+FBb8v5fExaa2d7rGpF58zpFTeP5iXTiG55RFT0Jj9uuTasD7Gr8OX5/xubjAzIrYcet4ZyM+x/EmXPQidJYJ7HSZ0m9sOjo6pKWlRTZv3nw6lslkZMuWLbJmzZqpfCgiwPwjLzH/yGvMQfIS84/KwYS/sRkZGZEDBz5eC7mzs1PeeecdaWhokPb2dtmwYYM88MADsnjxYlm8eLE88MADUlVVJV/5ylemtON0YRoZGZFDhw6dPmb+0XRi/pHXmIPkJeYflbsJT2zefPNNuf76608f33PPPSIicuutt8rjjz8u3/zmN2V8fFzuuOMOGRwclCuuuEJeeOGFslo/n/xrx44dctNNN50+Zv7RdGL+kdeYg+Ql5h+VuwlPbNauXXvW3xY7jiMbN26UjRs3nk+/ph38Dj2Pv0nV6mlSTfgbyWM34W1/79NvWMeLIr3QZlXkMMTmV2QhVuXgJkwhx65nOKn8pLY/iRuAxtPKZqW19u9MA31YK6EVApZ46zMREbnmmmtmZP6plNe4Yg7+bvfYt/GmP25+BWLxgH3+tykbyb62D+sllvZgLYtaCFpj37+2CeTYIvxN7nAH/r53rNU+xxVj0ERMSPklbTdeV9rmm0a5vovhy/xz1w8KbhgsIpKvssdAbSO3uiCeiFsa34LYlasPQmz/ihbr+ODILGgzv2oAYiuqcYPgiIPPqStr59Yr+YXQRpRyo5yy+au4amycSsxlpwJrDwtZpeZBq+k8D77MQaW/ThrPYXWXayPrLN6u5jjWzGnv1xrY4FGrkwkqsQi+zzsRrKU1jXXWcaId3ztbI8oGj1m8ryPHG+3bjSivYQ3W5oi2MekU8jL/1A06XefeDAxBm9BwPcSqevB9p2+R/R7298evLKpfh7bjKm61WI4o7Ufs8SHaiXXbjjKGuDchFRGRDF4/TrVdS5RZ1ARtDi3Gz4GZNqUe1mU8jWNgVNtkWcuNKR4Dz6Ukq6IRERERERFNJ05siIiIiIjI9zixISIiIiIi3+PEhoiIiIiIfG9KN+j0NfcGbFEs5ks3YgFhoh1fwjlzeiB2adUR63heCDfp6sphYXWXUosaUCpgF4TsotvePN7XitZuiG3/XAfERlvtjdPalGLK4MHjENOK2aZrY7CZKNiI5/DYF3HTwe9f8tcQiwdw80O34zksqAx3YYFgejbeNlCP959qtIsxK1KYp72XYsFm61osDh86aG/mFt+K11lwTLk4lCLiglZ4WezGfDOAtnhCcBgXhKg6bl/3DVdhm9kVuBHi7AC+visrsSj2y7Gjdh+alAUMlPMyZnBcOZbDfBgt2ONzdRiLzDNL8DmdqMHN+4LpOvu+3lcKdcexCNzJKMXNuektnC1LAXxdAiO4OIV7sYBCBeZIthbvK9KAY1lFNRZJu+Vb8Hb5sJJbc/DzgLax61iTPb6NdOC5jwTxekzllY9iKft5ahsySoWysI9WYK8Vb/twDDRZvKadkOs9S3n+FQN43YcH8LpPvG9virpf2diz8hSeq7ZtmAvVh4YhJj325ufaogCFIjdd1Ra0cG9GHRhXFiII4Ht8ZQD7v3fUXuwl1YPXU+wDZWPcgve5xm9siIiIiIjI9zixISIiIiIi3+PEhoiIiIiIfI8TGyIiIiIi8r2Zv3iAtkO6Vojl2lm6UIPFgqERLMSKnsL7Ot6NRd8PpH7TOk72xKBNw9vK7q9K9xO4ObzUfGLQOu6ox8UJ2qJY6PX7n34DYr9oXWId9+Sboc3cbqU4fVAplqOiuYsgCwtaoU32KjyH8QDugD5SwLxMuRZyeD+1FNqk27BIuvcyLFKs0OrxXbmaj2I+Zy7GG+aVvkqlXYAYyGPxYbAPX4v8mNKxwoW9gIVRdofWilYb37PHt+dXXwxtFi3rhdi/q94HsQalQLVKibnllYVRhgvKIgDK/8klC/aY/dnW/dAmMRvHrTeqcUGOk4lZ1vGcMRzTw8O4w7vJK7u++7BIe6oFqrEIO9XRiLFGexBJN2I+pJrwY8vYLBwrc1F88xydZ5+LykU4hkQqcVGIkTFl/HmvBmKZOru/oTYsWp9bNQSxoSzmZaDGHotzVcqiANV4O7WofBxfR21RkZnAKIt6BBJ4XcaO10EsmLVzK3cIcy06iK9lVZdy3XfjWFlwvz8pi91o47WjfDRUuRbBytZhLpgYnvdMAR/g3ZNt1nH9LhxzA334mS+f936xFH5jQ0REREREvseJDRERERER+R4nNkRERERE5Huc2BARERERke/NrMUDlIUCAjVY4CdZZRfpCtdL0XUS2oR7sfjVybVBbMkPsCAsmHQVVJ08CG3MCBYaGqXwtKW+DmKFZru4tXsFrjBQdcdeiP3nWS9DbHnU3gn+vk98Edrk2rCY1jl5CmLmAi/cPiMtV12FoOk4Fv5lM/h6vp2eB7E9GczxLYlPWMf/uONT0Ca+KwQxR6kxrUhhXqbrXYWLNdimugoXOkimlaLytF3MGDuMu5QXenF3e6MUYxIq9A9ArHqvvbN06pkWaPMXY+sg9vMFyyD227PfgdiSSntMzSsro2wdWwyx1wcWQmwghbtgL68/YR1fUtMFbdpDuKjKJ6p6IPbdsWut47G9+HhKiTaJiASwEDm/HM/hsbV43S9Yc9Q+juH5em9AWVQlj495aSOe1zmRIeu4oQLfc7cNdUBs+ymMObNxrKmaaxeRRytxHH69BxerGEthNlVG7IHXBPB6SSytg1htVhmwjx6H0ExZPMBk7cVFjJILjrJYSvR9zI9wb611nK/S3g+V4ngtVqnc1vW+pi0r4jgYDURxMSv3QgEi+Dk2ORf7sHLhIYjFQ/j+6u5HVa+yAEUa38/FcPEAIiIiIiKi88aJDRERERER+R4nNkRERERE5Huc2BARERERke/NqMUDAmEswAvEayFmarEQ1EnYRYSFgUG8nbKjbcVbSWynFO/l3UXN51FUn+vBhQ2cPrvIsjExB9psu3EBxFItmAJVrp3s69twd9lcDBdlCJVB0ZhfOEGlwLHazkttp+mqNzDH/+vI5yEWGMHbxvfbxYaL9mLhXyCNu7xna7EAMdWIeZNL2fefaVKKU9N4X5khzKWOp+zrI7T7CLTJj2PB4wW/y7v2/I2yu7XBwlNzwt4pe9ZmLLht2IW7xR9fdhHE/mc1LgLgrpSt7sV+VYxiLJDFcSU9D6+Df76myTquvRLH6wUhXOAkHMACb/frY7Sdv7Xia46B6tiWj2CseiUuYHFn+4vW8VC+CtpcUnMMYoM5fE8fy+PiBOmCPW799eufgzbRwzhGxZShJjULr7XRHrsfuDSBSCCF/59cqMK8cbJ2Dgbiyn1l8b4qFuHCPlU9mPeSUp7UTKBcg3llYaZABt/rnJT9nhiqwfzL1+H7VXYWtqtU3ksDVfYCQSaBnx+loI3hSuG+8jnTKdjtxptwnF9Zh9dPeyUu0vFal71ghlPke6vR+j/N+I0NERERERH5Hic2RERERETke5zYEBERERGR7/m7xsa9yWEA52mjK3EDzbHZ+LTjB+zfSIaU30fmlU3t1N9Ue/A7f/fvGk0F/qY5EMC+BhyM1QXt39aPKxsozh7F36VT8WBDWBGRwrl/n19zAttE+/Bc1x7C+oJQp70hmVF+Y+1EoxAzi3CjxlybUivj/g24chnkjuNvkRe8gHUV4Tf2W8f5kRFoc8HX05wP5bUruGqWtA38nCGst6vbX+T/j7nGa6NsIquOp0rNRv1+LDgoBO1NiV+/CDdVXBrthtgbw7h5ZGbYruGp7cRrxSi/0SfRaxwqMUeqlM0rWyqGz3osIjKQxxqH/zO4BmJvHcONiyNb7dvOO6LUw4ZwPBprwhw0StpXJOx2kT6scVD2pZV0IwZzNfbrODYfX6/xJfhaV76AY3OVslkkfH6aKeOp+jzwdSoom0sGXJ8hHeV1MyE88YG0UsdYjZtqOglX3aL2OUAZdwsjk6uHGm/C5x0P4meDE9k6iKVG7c99lcNKTaGjXARlUGfIb2yIiIiIiMj3OLEhIiIiIiLf48SGiIiIiIh8jxMbIiIiIiLyPV8vHuBU2sVNgZYmaHNiDT7FbK2y4Vu9XdTcmmqGNoEkbqZUKJNNrpyQ/TxHLp4FbebPPlHUfe1J2Zt7hrbFoE3F4YMQy7k3IaUzMnmlwC5iFyxrmxU6yuZX1UNYVBo6jJu4FkZxw0UQw43uhpbgggKDFyv9uGjIOo68Uw9t2p/Ha8h5dz/EtMJOKjFX0adWHK+WF2sFpJN4vDNSxhWjbLgX7beLW49042aiT1VeBrHjCdzEue5du2g4dByvp7y6+MEMKcA+D9qm2AWl4LqpCseCrGsn1IiDBcvvjrdjrAcXCYpsw0UGmt469xiYasLNX5ML8LxWzMcFTfKH7cesTODtxmcrm+Mq/aiZm7COm2P4eIdPYo6PzMX+17XMxgcYGHJ1Yga/f2vXpXvxBMFNLwvKBprBKlwUoFCL75HaYkDuRZ3cn2FFRArDCYhpY6DG1LpyvgnfR5tDuCDHO6N4TZm03ddQv7IZ/aiyBW0ZjIH8xoaIiIiIiHyPExsiIiIiIvI9TmyIiIiIiMj3OLEhIiIiIiLf8/fiAa7ir97rWqHNgiu7ILa+5T2IPTbvM9bx2CEsmK85qBSIaUXOU1k8pRS4BZXizMEbl1nHoVux2PXO9pcgpu3i/L877V2c5/5LH7TJ9/VjX8ugaGwmCaaUnX6VS9bRFiJQdmt3Iq6ix1l10KZ3DS46kb4Jiw0/N6cTYj/fv9Q6bt+GxdXO2+9DTNvhnjww6et3CneaLnIhAkfJ70DO7r8p4Ni59wQuMBPYh2PgnPftcb3QP4idKIMdtsuRURYpifTibufvdeP79cEm+/zUBfG+BnK4wEksiu/DSeXteuBiO5hYiG2iS4cg9rm2wxDb2Y8LFvS4isiH1+ICHPObBvD+m/ZB7LKqQ9ZxpYMF5P+3eg3EXur7JMTG5+Pnmeghe5GBwlgRi8vMJMp4Z7Ku86Vd49342So4Xoftgucey4yyUID2fmiUxQO0hQeyLfZ5XtzWC21iAbwW3Yt2iIg4466FDlL4fp5PleciP/zGhoiIiIiIfI8TGyIiIiIi8r0JTWw2bdokq1evllgsJk1NTXLLLbfIvn32V6jGGNm4caO0tbVJNBqVtWvXyu7du6e003ThWrt2LfOPPPOXf/mXHAPJUxwDyUvMPyp3E5rYbNmyRe68807Ztm2bbN68WXK5nKxbt05Gf22TnoceekgefvhheeSRR2T79u3S0tIiN9xwgySVzS2JJuoP//APmX/kmddee41jIHmKYyB5iflH5c4xZvIV36dOnZKmpibZsmWLXHvttWKMkba2NtmwYYP8yZ/8iYiIpNNpaW5ulj//8z+Xr3/96+e8z0QiIfF4XNbK70iFEzpr2+Ase9fdffcvhjabfusJiK2oPAGxPZkW6/jeNz8PbeY9joXbkV99ALGCsis2FH8pRbJB966xIjJ21RKI9d6GxV9/8amnrOM5QSz4HipgNeUT/VdAbO9/X2EdR194F9pou5KXcvGAnMnKL+VZGR4eltraDxdPKEX+iUwsByfLCWHhX7Cx3jrOtWOhswkpRdNpLDYsVGK7bK39mANL8bnN//eHIHZr61aI7RibD7EXN11lHdc+swPaGG2xDR/Q8k/E+zGwbCmLnrjHPCegtNEWBQjjTurSitdG/+X27uqDy6CJFMI4RjVtx3Z1O+0Cb3PoKN5XqReOcfHNGBjAc1gxDwvt939jLsQ++9l3rOPfbsAxZMfYAryvUcyH1ggWZheMnXMrqnBxoUWVWHCdVN47RwuYl+5xMaQU/F8UweLzNZEjEKt2XR9dOTwP/5K8BGJPfLAKYqFfxiHW8oO3rONzjc2+yb9SU8Y2bTETrbgfbqsuYFDcYjrBtmaInbjRvqaavojj1i0t70Bsx0g7xN74u0ut47a/3wtt8gPaoiqlGQPP9B6sOa8am+HhDz88NzQ0iIhIZ2en9PT0yLp16063CYfDct1118nWrfjhSOTDpE8kEtYfUTGmIv9EmIM0eRwDyUscA8lLzD8qR5Oe2Bhj5J577pGrr75ali9fLiIiPT09IiLS3GzPJJubm0//m9umTZskHo+f/ps3b95ku0QXkKnKPxHmIE0Ox0DyEsdA8hLzj8rVpCc2d911l+zcuVOeeAJ/6uXeX8YYA7GP3HfffTI8PHz6r6sLvxomcpuq/BNhDtLkcAwkL3EMJC8x/6hcTWqDzrvvvluee+45efnll2Xu3I9/09fS8mGdSk9Pj7S2frz5Vm9vL8zgPxIOhyWs/Ya6CMZVy1I5hPO0gsHY7CD+BvALNfZXn5+66hFoc1vjVyF28M2LITbnJaw/MUH7oh64WKmxuB43vXzmU38FsfYKrMXpy9uvxdvpOmhz7x6sG4r+XT3Ean+x0zouTHM9zblMZf6JnF8OTpa24Za7viBfhb8tTtdjLDm3Cts14N1nl9i1Wdcswt/MfmnWryCm/Zb8H/7paogtfN7e+FatQZghymUMLFtKDaH7d+iBGtxoUVpwg9jxdqwPSCzA6yATt8fYoDJsBTP44co4yiZ8vfZYfB6lqCVR1mOgsqmhGcSaz7kvYX9eiNv1ncHL8HXvGcfNJlfGj0NMq2VZEDplHS8OYb1qWMndtMF2PXmsq4gE7KQLCY7zjUGswR1TNkhM5u1c7cljXUFraAhi8xuw7qEvefaahIkq6/wrNa0upoAxp3DujbMd5Tk70QjEpB7HwOGVWFc2eKldn3NlDD9Tzq7ARRzeG8DNchv22rlsynQzTs2EvrExxshdd90lTz/9tLz44ovS0dFh/XtHR4e0tLTI5s2bT8cymYxs2bJF1qzBHXKJJuqP//iPmX/kGY6B5DWOgeQl5h+Vuwl9Y3PnnXfKj370I3n22WclFoud/s1kPB6XaDQqjuPIhg0b5IEHHpDFixfL4sWL5YEHHpCqqir5yle+UpInQBeWn/zkJ8w/8swf/dEfyVNPPcUcJM9wDCQvMf+o3E1oYvM3f/M3IvLhBk2/7rHHHpOvfe1rIiLyzW9+U8bHx+WOO+6QwcFBueKKK+SFF16QWAy/PiaaqOHhYeYfeeaHP/yhiHAMJO9wDCQvMf+o3E1oYlPM74wdx5GNGzfKxo0bJ9snojM61xrmzD8qpWLW0GcOUilxDCQvMf+o3E1q8YByYfJ2cdacl1PQ5rFrr4LYxYuegtgsV+3eggosyN68/CcQG1iGBVVv/F4LxBJ5uyDsk+FuaHOJsqliyDn3QgEiIpt6r7GOX3jiSmjT/jQ+Zv44boAGiwWUWeHsjKAV2Kbs/A2OZaFNYiUWFiYXYYFqx8W4Ce2Kevv8a5vH/b/+yyD2i+3LIbb0O/shlufO0hcmbcM6ZfPNQLW9yWHmUx3QZrgDi2lH5uJ95SPKmBSwYwUcTiXSh/dVc6yIolilOFhbIEFEKRi+0MZP5fnmlU2rI1veg9iyzjnW8fsLV0CbkTb82HKgHjfnTi7GjQ4/scReZGBe9RC0qa3AhQJG8piX2sJEu/rtIuyhEdzYMz2MY7iTwvsyVfb4HKrG1TBCIRzDc+/jpGPBXmXT8CI3gqQiaO/neYwF3Jt2NtZBm0I9fuYbVRYIOnUp5syyxfZqclfGDkCbZ/s/BbGTu3EhgoUjrusgcF7bXk4r//SUiIiIiIjoDDixISIiIiIi3+PEhoiIiIiIfI8TGyIiIiIi8j1/Lx6Qs4urK9/rgja9T1wEsQdvWw+x3571jnUcC2IB4Zwg7p7sXnRAROS6SC/EBly70J7KY1Hhc6P1EPsfB2+AWO4fsNCr6UW7KHJuz9t4O20n+AutsLWMmXF78YBAChcPiAzg+Up8EosUTyZwac3O7kus42A3FsTGD2K/lv3LUYjl+gewIdFHlMJ6J2IXTeciOHj2X4sF0hURvA7CYSx8Humrto6rD4Sgzaz38L5CJxMQk9y5C6u1BRIM1nKTiEgBX5hCSnmxPjhkHVYeOAxNGpS7186FyrXz+7Eg5qDJY94EwhjTVoltCJ6yjhuj+D5vxvGzhYQqIeRU2o9ZmF0HbfJR7FfFASwYLwwOYj+Uc0KTpH2OUhYUcOefqcL34KPr8L17fA6OR80LTkFsXdMe++Ec7NdQBhciaNiF10/oxJB1XMji2Fmu+I0NERERERH5Hic2RERERETke5zYEBERERGR73FiQ0REREREvufrxQPcBVtagVzzz49D7PhJ3KX44Yal1nEmruxQfRyL7YJpLM7KRfG2VSfswv3QIBYQOkO4c3u8FxdEMLlDEMtxEQB/Uc5XIWXnSLAbiwMblHrE2DEsBsxVYczJ2Y8ZPYz3L324KEBuEBfN4KITdDYmj2OlcRXkVw7hQgHR/dUQS83CAunxPI6x9a5hMdqHfYgewTFWevsgBLuGqzuLK8XXvC7Oj/v1K3I1Bq1OW+XKwWLPVl5beKcYQ8rYOVndJyCkLZmQZw5OP0c5E8rCFE7EXiyg71JcMGq8A8fFS5ccgdjimPL5IDhiHQ/kaqBN/zh+NlC5n5PyfMp1vOM3NkRERERE5Huc2BARERERke9xYkNERERERL7HiQ0REREREfmevxcPcHEXp4qI5A7jrukRLVaSHp0Z9/wl4NoJOt/XD00cpRg11Im7F1eqO2rb91/I4E7CJqfsLlymBYJUJtT8wGruQtIubK3Yi+PwgsOYyyqtkNVdGD6GC7QUxlMY03LejdcAeY056CuOsqCAGR2zjhveS0CbQkUtxN4ZWwix+OU4lvWl7UWwYiFsc+LAbIh1dOGCBeIaK43yeUFdNKEM8pTf2BARERERke9xYkNERERERL7HiQ0REREREfnejKqxIZrptDoyLUbkKeV31sa1yWHRmx6W6e+4iYhE5AwbbmN9i7jGPGfnB9CkaWw+xKKDDRDbs305xFIN9lgZGsV+LftXrG3M95yEWE7bgNitTMdhfmNDRERERES+x4kNERERERH5Hic2RERERETke5zYEBERERGR73HxACIiKl9lWqBKRDQhrrHMZHFjzPz7uKBA9Qf4Ub26mMdz8LuLohYFEPH1uMtvbIiIiIiIyPc4sSEiIiIiIt/jxIaIiIiIiHyv7GpszL/9ri8nWRH//sSPplhOsiLycX6UEnOQ3Jh/5DXmIHmJ+ecdZ9KvOX53YUyxNTZFtpsmE8m/spvYJJNJERF5VZ73uCdUjpLJpMTj8ZI/hghzkBDzj7zGHCQvMf88kPO6A+WjmPxzzHRMvyegUChId3e3xGIxSSaTMm/ePOnq6pLa2lqvuzZhiUTCt/0vt74bYySZTEpbW5sEAqX9BeVHOWiMkfb29rJ5DSaq3M7hRJVT/73IP7+PgeV0/iaj3PrPMXDiyu0cTkS59Z35N3Hldg4nqpz6P5H8K7tvbAKBgMydO1dERBzHERGR2tpaz1/U8+Hn/pdT30v9v0Qf+SgHE4mEiJTXazAZ7P/UmO78E5kZY6Cf+y5SXv3nGDg5fu5/OfWd+Tc57P/UKDb/uHgAERERERH5Hic2RERERETke2U9sQmHw/Ktb31LwuGw112ZFD/33899nyp+fw3Yf//z82vg576L+L//U8Hvr4Gf++/nvk8Vv78G7L83ym7xACIiIiIiookq629siIiIiIiIisGJDRERERER+R4nNkRERERE5Huc2BARERERke+V7cTm0UcflY6ODolEIrJq1Sp55ZVXvO6S6uWXX5abb75Z2traxHEceeaZZ6x/N8bIxo0bpa2tTaLRqKxdu1Z2797tTWddNm3aJKtXr5ZYLCZNTU1yyy23yL59+6w25dz/UmMOlh5z8MyYf6XH/Dsz5l/pMf/OjjlYejMxB8tyYvPkk0/Khg0b5P7775cdO3bINddcI+vXr5ejR4963TUwOjoqK1eulEceeUT994ceekgefvhheeSRR2T79u3S0tIiN9xwgySTyWnuKdqyZYvceeedsm3bNtm8ebPkcjlZt26djI6Onm5Tzv0vJebg9GAO6ph/04P5p2P+TQ/m35kxB6fHjMxBU4Yuv/xyc/vtt1uxpUuXmnvvvdejHhVHRMxPf/rT08eFQsG0tLSYBx988HQslUqZeDxuvve973nQw7Pr7e01ImK2bNlijPFf/6cSc9AbzMEPMf+8wfz7EPPPG8y/jzEHvTETcrDsvrHJZDLy1ltvybp166z4unXrZOvWrR71anI6Ozulp6fHei7hcFiuu+66snwuw8PDIiLS0NAgIv7r/1RhDnqHOcj88xLzj/nnJebfh5iD3pkJOVh2E5u+vj7J5/PS3NxsxZubm6Wnp8ejXk3OR/31w3Mxxsg999wjV199tSxfvlxE/NX/qcQc9AZz8EPMP28w/z7E/PMG8+9jzEFvzJQcrPC6A2fiOI51bIyBmF/44bncddddsnPnTnn11Vfh3/zQ/1KYSc/bD8+FOWibSc/ZD8+F+WebSc/ZD8+F+Ydm0vP2w3OZKTlYdt/YzJo1S4LBIMwEe3t7YcZY7lpaWkREyv653H333fLcc8/JSy+9JHPnzj0d90v/pxpzcPoxBz/G/Jt+zL+PMf+mH/PPxhycfjMpB8tuYlNZWSmrVq2SzZs3W/HNmzfLmjVrPOrV5HR0dEhLS4v1XDKZjGzZsqUsnosxRu666y55+umn5cUXX5SOjg7r38u9/6XCHJw+zEHE/Js+zD/E/Js+zD8dc3D6zMgcnLZlCibgxz/+sQmFQuaHP/yh2bNnj9mwYYOprq42hw8f9rprIJlMmh07dpgdO3YYETEPP/yw2bFjhzly5IgxxpgHH3zQxONx8/TTT5tdu3aZL3/5y6a1tdUkEgmPe27MN77xDROPx80vf/lLc+LEidN/Y2Njp9uUc/9LiTk4PZiDOubf9GD+6Zh/04P5d2bMwekxE3OwLCc2xhjz3e9+18yfP99UVlaaT3/606eXnis3L730khER+Lv11luNMR8ulfetb33LtLS0mHA4bK699lqza9cubzv9b7R+i4h57LHHTrcp5/6XGnOw9JiDZ8b8Kz3m35kx/0qP+Xd2zMHSm4k56BhjzNR890NEREREROSNsquxISIiIiIimihObIiIiIiIyPc4sSEiIiIiIt/jxIaIiIiIiHyPExsiIiIiIvI9TmyIiIiIiMj3OLEhIiIiIiLf48SGiIiIiIh8jxMbIiIiIiLyPU5siIiIiIjI9zixISIiIiIi3+PEhoiIiIiIfO//Az4MDLEPqpPhAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -448,12 +433,12 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 51, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -478,12 +463,12 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 53, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -493,6 +478,7 @@ } ], "source": [ + "# Latent interpolation\n", "N = 20\n", "z = torch.zeros(N, n_latent).to(device)\n", "\n", @@ -511,12 +497,12 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 52, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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e/PlWmGVlZbJ69Wrp1q2b9OnTRyZPnizTp0+X4uJiKS4ulunTp0tGRoZcffXVMR04Oqba2lrZunVrS5v8oT2RP7iNDMJN5A+Jrs0Tm/fff18uuOCClvaUKVNEROS6666TRx99VG6//XZpaGiQW2+9VQ4ePCgjR46U119/PeH3L4c3rFq1Si6++OKWNvlDeyJ/cBsZhJvIHxJdmyc2Y8aMEcs6+nuLfT6fTJs2TaZNm3Ys42p/EesIhuq3ejt2bs4WVXunl3lYWHDnrqiv77N5L+quicOMdqexe1Sfv5/0f6rWO7n197U+U5uvap3W6R1O2uPdvuedd95xkb+kTvp9uuEM83txaqp+L2zI0quz9ob0V35Yjl58uSXi8LvgbptdasJ65UP4sK7ZrYWomHCm0U6/SGfw6ZPvU7XI9/Laeaz6JFXLWN/+GTxe8pecp9+z3Zhp5u/kVL2eptnSWVjfpP9gGZRTqWp1+eZ77IMVOh9Wc5OqhfYfUDW7/FXeaN4Dk8fvU31eOOV3qtbTQf7+fEC/jSZtgz5MlHugc/4T+qna4Szz9/DgVL3eoNHShxouatCHcfbuoQ+A9UfkPrRH5zR8WK8bCNv8vrbL4L7vmBm0LtWH3L4yNLoM/mmPXrcW2KjHxT3QmaRT9HrPxq7mupuBKfr3dH1Y36OeqRqmal2663Vf/h7mYdShvXtVn3CdXrMom8tUyZes/3w/eLW5jrrpcv0z8O8z/qRquX79eUaa+WmJqqVuduce2Jq47IoGAAAAAO2JiQ0AAAAAz2NiAwAAAMDzmNgAAAAA8LyYHtDpZVZ1jdG+/+CJqs/ErhsdXeun3deq2qol64x2nRX97gQpPr2Ad2TgbQePdHYA1nO15gLLv119oepjbV+nanDO59eHg/lqzEMoHzzUS/X5TpZeRGh32OsPe7ypaqsXmQcw1oWjz2CqTQaHp71htHv69fUzkpwdtvhkjXmw2D+v0Yu3w+XrHV0LNmwWnibXmotiH6nSm4Zc0llvjNJk6U0uvpevD/798F99jHZjOLqDX0VEUnx6ge3p6eaBomcEDqk+OX5n+Xu8Osdor7pOb14R3rnB0bVwFDYH/ybXm/eVf9R0V33OS9+uanVh/bvtG70+ULWNr5iZbgzrDTKc8vv0AvrxnV422pd0/lj1cbJRgIjIo9Xm7+Fd3+ut+oR3k8FohQM298DD5vf0qdps1eeUVL1gvjak8/eVQv33YtkCM8+HQ/rAYKeSffo3//mZ5gGgN3XXfxc62ShAROThKvPvheAt+mDZUMUmR9dqb7xiAwAAAMDzmNgAAAAA8DwmNgAAAAA8j4kNAAAAAM9j84D/CO0zTwj+5/fOVX0mPuts8wA7pwciF3rp042dSrKZj9otIHfi5Tq9OPPRKy8y2tYqNgpoFwerjOZTP9CbNlw2949RX/60gD6lOlp2/yPSKclntAM+Z7eXV+r14nOVwdVkMN6SDpkL8h/9+SWqz1n/Nyvq6w9N2xH1YyP5bRbO9vCb4++a5Gxh+Gv1euHvE1eap2yH17BRRXtIqTY3sPjjb76l+vSa9lDU1z8xoyLqx0by2/zW7Z9aabR7+jMcXev1er2Rwvwrv2K0wx+RwXhLqQ4a7XtmXq363DFlXtTXL+q0v/VODiXZbF5xcvqnRvuEZGf3wH836M2MnrtytNEOr9cbYSQqXrEBAAAA4HlMbAAAAAB4HhMbAAAAAJ7HxAYAAACA57F5wFEkb69UtcGlE1Rt49iH22M4hhSfXujVrNeROfKTN65UtRPX6hOb0f7Sth1QtZGvTla1N776f+0wGlOaT9e6RyzW9vuc/b/JpLe+rWoDP1wV1bgQO523Vqva+Jcmq9qfL/pLO4zG1MnXpGonppj3Raf5u2Xxtao2cA35SwTZW+pV7XvPfV/VfnLRS+0xHEOmX28ANCqtxmj7fXpjFDsTluoMFq/5MLqBIWa6fqLvM798Wm8ocOlF77THcAzZ/gZVG9/J3KDF73O2ecX3l31H1QasXRPdwBIAr9gAAAAA8DwmNgAAAAA8j4kNAAAAAM9jYgMAAADA89g84CiCu/UJxYXP9FG18Fh9+nC82W0UELY5BdmJDePvV7WTGm4z2gN+tDyqa+Powg164ak0mivyrQMHVZe+z+Xoa301ZsNyLMevTzR2sli70WpWtTfGzlK1khk/Ndr9f9b+izOPZ+GDh1TN5zcX34dr61Sffi+drmqhce3//2OnBkKqFvCltvq4qrBecPuX0XNV7da7zQXq/X5J/mJu915VSkqO+JPkUJXq0zftFFULXdT+Gbwoo1zVOie1vlh7X0j/XN0x4jVVmzX1UqNd+OtlzgeHVvm371G15JQUox3au0/16dN0kqqFx9nsphNn3+uqN3nq6u/U6uM+Ddaq2hVDVqraiz8912j3+q138scrNgAAAAA8j4kNAAAAAM9jYgMAAADA81hjcxTJ/fR6mlvuezpm19/cHFS1/WG9bsHuILrv/vE2VZPR5nqMeaf9VXUZkOLs2/1/Fz9utP+04ArVJ2kJB9gdC6tZf18jJfctVLWv/u7fMRvDluauqnYg1FnVeiTrgxr/58GbVS3zPPNQ28dPfkz38ekFYnarw348/kWjveDFsaqPb+lqm0fCiXCdfp9/pOTevVRtyIzYHd67tSlX1apCeo1C31T9PvczHrlJ1fLP3mW0Hznx76rPobBehxOy9P/vXX7xUqO98pXTVB9Z7t0D7BJB6KBeQxgpuVeBqnX5dVnMxrCjsbuq1QT1oZqDM3ar2oh5P1a1E4abByTef8J81WedTe6bLX3o9pkXfWS0K1/Ta4usFWtVDc6E9uhD2CMl98xXtcb/1QdnR2v34WxVq20OqNqQ7F2qdtYCnb9TTzN/Nu7r96zqU1p3oqrZ5a9XiZll3+snqz7WqnWqlgh4xQYAAACA5zGxAQAAAOB5TGwAAAAAeB4TGwAAAACex+YBR1E7RC8a+3rn1hebHc3HTeYS6Yk/+5Hqk7VJL9IOZaSoWv4ym4OS/s9s3nSFvv6ce/6gaoNT9dz2qxnmoWh//Y1euNY4Ti/yDdfX63EhanUn6QxekvlE1Nfb0Gwe7jnjZ9epPplbalStMddmQffKDfoJHjab131VL278xa8eVbVBKXpx+NhOG432/Glnqj5p4/Ui3/Bhm4NPEZWGk3qq2lezX4/6ehsbzYXgT/9cnyzbaZvOX23/LFXrv1Yv5pa/mYfkXX32T1WXb9+xUNVODOj725jMj432az8frPrkfYv8xdvhE3UGL+oafQa3HTbvgSt+oe8r6Tv1AYYfDDlN1U7YpPvJM92M5lUn6QyO/qE+8Lpfmr4Hjsw2F4L/8Sf9VJ+i7+iF5lZjox4XotI0QOfvzO6ro75eeYO5Yc+eX/VXfdIq9MYur43Q/fqV6Q2Iql/qbbSv7KPzd8KNG1WtMF1v5HFq151G+9kf5qk+A29OzPzxig0AAAAAz2NiAwAAAMDzmNgAAAAA8DwmNgAAAAA8j80DjmLPdxpier2vvz7JaA98Si8gtDuB3WdTcyJzvr7+9zInq9rSu//Y6rV+Wviqqv2/Xt/QHT/Z6mhscKb8mmBMr3fba+ZmAcXPvqv6WCn6ZPa08s5RPV/WkytU7e7UG1Ttibt/1+q1bun7lqo9VnCBqoW3bnM0NrSu7Fuxvd4fXh1ntE94Qd+jJDNTl+pydD8Huj65UtX+YY1TtV9Ne6TVa13V/31Ve6vnEFULl213ODo4UXZZbP9EeeG1s4x20cJ3VB9fTndV65Ia3Ti6z1+laksPj1S1fne90uq1xvbXi77LeuoF3cFtO1QN0Sm7RC+OP+0Yrvfh64OMdp9/6o2gknrqTYOyyvQGPk7kzF+jap9W6ftW4dT3Wr3Waf11rhpze6hasPxTh6OLH16xAQAAAOB5TGwAAAAAeF6bJjYzZsyQ4cOHS2ZmpuTm5sqll14qGzeaL49aliXTpk2TgoICSU9PlzFjxsi6detiOmh0XGPGjCF/cM19993HPRCu4h4IN5E/JLo2TWwWLVokEydOlOXLl0tpaakEg0EpKSmRurrPDxS69957ZebMmTJ79mxZsWKF5Ofny9ixY6WmRh+8BrTVTTfdRP7gmqVLl3IPhKu4B8JN5A+Jrk0r4l577TWjPXfuXMnNzZWVK1fK+eefL5ZlyaxZs2Tq1Kly2WWXiYjIY489Jnl5eTJv3jy5+eabYzfyBPb36kJVO+m3e412bJeFiyRlmIvLKm44TfX52k1Lorr2D9ZdqWo5n2yK6lrH6pprrpGsrCMnkZO/o5tfNUzVBv/ePK3dLoNJndKjf9Jm84r7bhqhupx54+qoLn332otVrffW9v9fwAULFrTkT4QMHs3zB3X+TvyTeZJ10Ke3Rknq1kXVLKdPeqjaaO6/Vo+h13XRbXDy0Ifnq9oJZXpheHvgHuhM6d6TVK34gXKjHUzyqz5Wvl4Q7ZS/vNJo7/vm6apPyjV7orr2Kx+eomoDt+lNLeKN/DnzTmWRqvX/yzajHUrWf4I3F+kNIZxK32hm68D/6MzUfqta1ZxYvaa/qhWX6w2IEsExrbGpqqoSEZFu3bqJiEhZWZlUVFRISUlJS59AICCjR4+WZcv07g8iIo2NjVJdXW18AE7EIn8iZBDR4x4IN3EPhJvIHxJR1BMby7JkypQpcu6558qQIUe2j6uoqBARkbw8c8aZl5fX8m+RZsyYIdnZ2S0fhYX61Q4gUqzyJ0IGER3ugXAT90C4ifwhUUU9sZk0aZKsWbNGnnjiCfVvvoi3GFiWpWqfufPOO6Wqqqrlo7y83LYf8N9ilT8RMojocA+Em7gHwk3kD4kqqlOnbrvtNnnxxRdl8eLF0rt375Z6fv6Rg4UqKiqkZ8+eLfXKyko1g/9MIBCQQEAfguS2/MfSdPEcZ4/9dpb+oTz8corRvn/9aNWnYa8+hOk7o5aqWpLNu87TkuqM9uRuf2h1nEezqMEcR/afso7S0x2xzJ9I4mawz99tfjzPc/bYK7L14YSNL5jXe/oT/f7vhiqd+wkjFqlakk8fJ7uv2Txc8U/dWj9482iWNJjv582/3+bn0UUd4R5Y9KTN6pYxzh57aVedv/nzzYMJl5Xrg+KaGnXmbzv9TUfPubamt9GenPMXR4+z805dsdEuejjqS8VFR7kH9n+2WRe/5OyxY3usV7VX/2ZmbofNOpxwWP8B/qNT/q1qIZv/F45c1/OdHi+3Os6jWV3Tx2gPeDTWK3Oj11HyV/RCoy46zN/ZuWWqtuTPJxjtQ7WDVZ+UFJ35yYP+qWrNll4fNn/nmUb73O7Rr4H5uNo8KHTAPw5Hfa321qZXbCzLkkmTJsmCBQvkjTfekKIic3FUUVGR5OfnS2lpaUutqalJFi1aJKNGjYrNiNGh/eQnPyF/cA33QLiNeyDcRP6Q6Nr0is3EiRNl3rx58sILL0hmZmbLeyazs7MlPT1dfD6fTJ48WaZPny7FxcVSXFws06dPl4yMDLn66qvj8gmgY3nqqafIH1zz4x//WJ555hkyCNdwD4SbyB8SXZsmNg888ICIHDmg6b/NnTtXrr/+ehERuf3226WhoUFuvfVWOXjwoIwcOVJef/11yczMFOBYVVVVkT+45pFHHhER7oFwD/dAuIn8IdG1aWJjWa2fKODz+WTatGkybdq0aMcEHFVVVZVxjkgk8od4ai1/ImQQ8cU9EG4if0h0UW0e0BGk7aqP6fW+l20eDPe9s6M7KE5EJMlmaVRY9GLuaE147btGu/j1xDyE6XiXtrs2pte7sav5ffzF2WtUnxSfXpBopzJUp2o1YcdHKbbq1wsvM9oD3lges2vDmUCF/h4fi+/mLjbacwr1pgABX4qq2VndqBf1nhTYadMzOv941dzcpWjROzG7NpxL3RPbe+C3e5r3kf8ZoA/LzEhKdXStV+r1hiZ2GxZEa8lrQ41237ePfg4M4iOlsiam1/t64YdGe2LXtapP5yRnG+U8XFWgamd23xHdwGyUvW6un+r9jnfyd0wHdAIAAABAImBiAwAAAMDzmNgAAAAA8DwmNgAAAAA8j80DjuajT1Tp4iu/r2o3/uV5Vft658p4jOiYvduoF+b+76SbVO3EN8wFbrHblgBtYa3TGbzl6kmqduFDi1Xtkky9MUBOxKJYpxsFNFshVauLcqOAFYcLVe2hH1yuasVvrTLasduWAE5ZGzar2n3fvkrVhtz/kap9NVsvij0pxTy5OuDLcDSORkufxL0/7OyxkVY19FO11yefr2r93/7AaJM/d4Q36U12XrpujKp1maU3jhjTdaOqnZtebrQzkjo7GkdtWJ+6vrNZL952Yl1dL1Xb9NOTVK3fOyuNNhlsf+Et21Rt7Y36e9V4r97kYkTOdlX7Rpb5e62zw/xVhRtUbcvhXEePjfRJjX5c3dSeqlb47vtG20v54xUbAAAAAJ7HxAYAAACA5zGxAQAAAOB5TGwAAAAAeB6bBxyF1dykaklLVqnajAf0Ytq0iY+r2riMg1GNY9KnY1StIaQ3AVj2/olGu8+resl/+tsbVC1Qs0LV2CwgMVjBoKr5lq5Wtb89eKGqdZukFzNenxXdphY37rhA1Q40dlK1De/3Ndp9XtfjDyz9WNVS695XNS8tVDxe2eVPlutNKd56+GxVy52kT+wuydCbYThxbZnO987abFXb+0Ge0S78l76Hp76r74HJdStVjfwlBtsMrtAbU2z5i85gr0mHVK13F73JgBNXbv66qm070E3VQh+auez9ll70nbxCb2rgr/9A1cig+2zzt2qdKjU8dpaqVU46oGonpDjbLCDSNzZ+S9XKKnJULfBRutHutbhe9fGv2qRqSfV7VM3L+eMVGwAAAACex8QGAAAAgOcxsQEAAADgeUxsAAAAAHiez7KshFojVF1dLdnZ2TJGLpFkn14kj44paDXLW/KCVFVVSVZWVlyf63jIYFJamqr5Ojk4rT0U0qWqat0vsW4bcUf+2sbftasudu/S6uN8QZ2/4A6bBd9h3e94RwbbJrlXgaqFCrq3+jhfk14wbq3TG1/YLiw/jpG/tknu30/VGvq3nj//YX1v87+7XtXsNrg6nrUlf7xiAwAAAMDzmNgAAAAA8DwmNgAAAAA8jwM6geNQuLFR1fxpgYiCX/WxDuvHdbT1NDh2duuykrMzjbaVbJO/Kn2wZ0dcT4NjF6rcp2q+7uZ7862AXr+RtK9K1YIdbD0Njl1o525V8xd0Mfuk6Xtg6q5DqhbsYOtpjhWv2AAAAADwPCY2AAAAADyPiQ0AAAAAz2NiAwAAAMDz2DwAOB7ZLPgPHdKLYoG4sFnwH9y2w4WBoKOyO8DQWrOh1cexTQBiwbLZwCfp7dVm2+Zx5O/Y8YoNAAAAAM9jYgMAAADA85jYAAAAAPC8hFtjY/1nbUBQmkU4FxD/EZRmEfk8H/FEBhGJ/MFtZBBuIn9wU1vyl3ATm5qaIydPvy0LXR4JElFNTY1kZ2fH/TlEyCA08ge3kUG4ifzBTU7y57PaY/rdBuFwWHbt2iWZmZlSU1MjhYWFUl5eLllZWW4Prc2qq6s9O/5EG7tlWVJTUyMFBQWSlBTfd1B+lkHLsqRPnz4J8zVoq0T7HrZVIo3fjfx5/R6YSN+/aCTa+LkHtl2ifQ/bItHGTv7aLtG+h22VSONvS/4S7hWbpKQk6d27t4iI+Hw+ERHJyspy/Yt6LLw8/kQae7z/l+gzn2WwurpaRBLraxANxh8b7Z0/kePjHujlsYsk1vi5B0bHy+NPpLGTv+gw/thwmj82DwAAAADgeUxsAAAAAHheQk9sAoGA3HXXXRIIBNweSlS8PH4vjz1WvP41YPze5+WvgZfHLuL98ceC178GXh6/l8ceK17/GjB+dyTc5gEAAAAA0FYJ/YoNAAAAADjBxAYAAACA5zGxAQAAAOB5TGwAAAAAeF7CTmzmzJkjRUVFkpaWJsOGDZMlS5a4PSRbixcvlvHjx0tBQYH4fD55/vnnjX+3LEumTZsmBQUFkp6eLmPGjJF169a5M9gIM2bMkOHDh0tmZqbk5ubKpZdeKhs3bjT6JPL4440Mxh8ZPDryF3/k7+jIX/yRvy9GBuPveMxgQk5s5s+fL5MnT5apU6fKqlWr5LzzzpNx48bJjh073B6aUldXJ0OHDpXZs2fb/vu9994rM2fOlNmzZ8uKFSskPz9fxo4dKzU1Ne08Um3RokUyceJEWb58uZSWlkowGJSSkhKpq6tr6ZPI448nMtg+yKA98tc+yJ898tc+yN/RkcH2cVxm0EpAI0aMsCZMmGDUBg0aZN1xxx0ujcgZEbGee+65lnY4HLby8/Ote+65p6V2+PBhKzs723rwwQddGOEXq6ystETEWrRokWVZ3ht/LJFBd5DBI8ifO8jfEeTPHeTvc2TQHcdDBhPuFZumpiZZuXKllJSUGPWSkhJZtmyZS6OKTllZmVRUVBifSyAQkNGjRyfk51JVVSUiIt26dRMR740/Vsige8gg+XMT+SN/biJ/R5BB9xwPGUy4ic2+ffskFApJXl6eUc/Ly5OKigqXRhWdz8brhc/FsiyZMmWKnHvuuTJkyBAR8db4Y4kMuoMMHkH+3EH+jiB/7iB/nyOD7jheMpjs9gCOxufzGW3LslTNK7zwuUyaNEnWrFkjb7/9tvo3L4w/Ho6nz9sLnwsZNB1Pn7MXPhfyZzqePmcvfC7kTzuePm8vfC7HSwYT7hWbnJwc8fv9aiZYWVmpZoyJLj8/X0Qk4T+X2267TV588UV58803pXfv3i11r4w/1shg+yODnyN/7Y/8fY78tT/yZyKD7e94ymDCTWxSU1Nl2LBhUlpaatRLS0tl1KhRLo0qOkVFRZKfn298Lk1NTbJo0aKE+Fwsy5JJkybJggUL5I033pCioiLj3xN9/PFCBtsPGdTIX/shfxr5az/kzx4ZbD/HZQbbbZuCNnjyySetlJQU65FHHrHWr19vTZ482erUqZO1bds2t4em1NTUWKtWrbJWrVpliYg1c+ZMa9WqVdb27dsty7Kse+65x8rOzrYWLFhgrV271rrqqqusnj17WtXV1S6P3LJuueUWKzs723rrrbes3bt3t3zU19e39Enk8ccTGWwfZNAe+Wsf5M8e+Wsf5O/oyGD7OB4zmJATG8uyrPvvv9/q27evlZqaap1xxhktW88lmjfffNMSEfVx3XXXWZZ1ZKu8u+66y8rPz7cCgYB1/vnnW2vXrnV30P9hN24RsebOndvSJ5HHH29kMP7I4NGRv/gjf0dH/uKP/H0xMhh/x2MGfZZlWbF57QcAAAAA3JFwa2wAAAAAoK2Y2AAAAADwPCY2AAAAADyPiQ0AAAAAz0uO14XnzJkjv/vd72T37t1y8skny6xZs+S8885r9XHhcFh27dolmZmZCXuqKdqfZVlSU1MjBQUFkpTU+nw82vyJkEFo5A9uI4NwE/mDm9qUv3hstfbZ/uN//vOfrfXr11s//OEPrU6dOrXs6f1FysvLj7r9HB98lJeXxzV/ZJCPL/ogf3y4/UEG+XDzg/zx4eaHk/zFZbvnkSNHyhlnnCEPPPBAS23w4MFy6aWXyowZM77wsVVVVdKlSxc5Vy6SZEmJ9dDgUUFplrdloRw6dEiys7O/sO+x5E+EDEIjf3AbGYSbyB/c1Jb8xfytaE1NTbJy5Uq54447jHpJSYksW7ZM9W9sbJTGxsaWdk1NzX8GliLJPgKN//jP9Lu1l6Xbmj8RMggHyB/cRgbhJvIHNznMn0gcNg/Yt2+fhEIhycvLM+p5eXlSUVGh+s+YMUOys7NbPgoLC2M9JHQgbc2fCBlE7JA/uI0Mwk3kD26L265okbMqy7JsZ1p33nmnVFVVtXyUl5fHa0joQJzmT4QMIvbIH9xGBuEm8ge3xPytaDk5OeL3+9XMvLKyUs3gRUQCgYAEAoFYDwMdVFvzJ0IGETvkD24jg3AT+YPbYv6KTWpqqgwbNkxKS0uNemlpqYwaNSrWTwcYyB/cRP7gNjIIN5E/uC0u59hMmTJFrr32WjnzzDPl7LPPlocfflh27NghEyZMiMfTAQbyBzeRP7iNDMJN5A9uisvE5oorrpD9+/fLr371K9m9e7cMGTJEFi5cKH379o3H0wEG8gc3kT+4jQzCTeQPborLOTbHorq6WrKzs2WMXMI2f2gRtJrlLXlBqqqqJCsrK67PRQYRifzBbWQQbiJ/cFNb8he3XdEAAAAAoL0wsQEAAADgeUxsAAAAAHgeExsAAAAAnsfEBgAAAIDnMbEBAAAA4HlMbAAAAAB4HhMbAAAAAJ7HxAYAAACA5zGxAQAAAOB5TGwAAAAAeB4TGwAAAACex8QGAAAAgOcxsQEAAADgecluD+C4lORXpf03jDDaB04Pqz4jTv/E0eWTffqxQSu6OeonB3JULfWJbkY768kV+oHhUFTPh3Zik8FD10Rk8BT9sF6n7XZ0eZ/PUjXL8jkbW4RdB7JUrcez6Ua787Pv6weSwcRlk7+abw432gdO1nlJHlLt6PKxzF/dwXRVK3zJvJ+mv2BzD7T0GJBAbDJYf8mZRvvAIN2nYfBhR5ePZQblUIoq9XnV/D0feM3mHkgGE5dN/hrHnWG0Dxbr73tNsbPfa5ZN/nxR5i+5Wv/9WPivJrPPGx/YDCIx88crNgAAAAA8j4kNAAAAAM9jYgMAAADA85jYAAAAAPA8Ng84Rv7u3VRt262DVG3IVzca7f421wo7XPgVtJmPOn1spBO67tfFW83appyRqkve7Hf141jM7Qp/166qVn7TYFXr+mVzY4CeNtdymiO7/xGJNoP5XWt08XtmbV+3EapLzp/fsxkEGWxv/i7ZqrbrOyerWvPoKvNxNtdyvhZVZy3adawZXRpUbf+1ZrtTl7NUn66Pk79E4c/SG5DsuUpn8OCoxohKs76YwxxZNhl0+lglW49jx5VmO6+r/j3Mxj6JISkzU9X2XzZE1fYNj9z4yeZ75TBDvhjmL5ipN6Qq+7o5PSjoon8Hd3ouMTf14RUbAAAAAJ7HxAYAAACA5zGxAQAAAOB5rLFpA7v3UXZ7Sb83cWG/Oa1ea0ewVtXu2jVO1eqCqQ5HZ2oK6W/t5v36MM5BPfaoWt+MA0b7ikl/V30e+deFqhZav6ktQ0QU7DLY5WXdb2FR6xnc1Fynaj/Y8i1Vq2+OLoPNYf3/JpX79HvhC/MOqlpBJ3M9xpjJek3X84vPUbXQx84OuUV07NYydHlFf5+d5G9dk17bcv1H16lafaM+xM6JUEiPq/GAPowzM1+v8crLNO/PJT9Zrvq8+c7p+jk3bm7LEBEFuwxmvap/3y0seqDVa61sbFK1q979nqoFG6P7U8myyaD/oM218iPX/ohkZ5n35wt+ukH1Wf1+saqFNm1pwwjRVnZrCju/rL+nr/ZvPX/LD+v1KFe9ebOq+RrsViQ6oP88ldRDNvfF/KDul21m8rQ7Nqo+W9f0VbXQJ1vbMMD44BUbAAAAAJ7HxAYAAACA5zGxAQAAAOB5TGwAAAAAeB6bBxyF3cGb2x/WRxq+2u8fUV2/T3JnVbuz52uqtrBWHzK2YGqJvmDEwUzhZH14U99VeqOAfQ/qcTxzwr/09SPMPFkfCtl5fasPQxv4c7qrWvmf81Tt1aJ5UV1/YEonVbu3/7Oq9tSh4ar29s/1gYWR/0uSnKb/3+TEjw+oWvNsvYByXtGbqhbp0VP11yeTzQNixp+Xq2q7H9b3xYVFT0Z1/ZNT9UL++0/W99NH952nahum6sPvJGzeBJsz9a+3zlurVc03q0rVFp64UF8/woIzxqpaFpsHxFRyvr7fVfxZL95eWPRUVNcfFtAbo/xlxOOqNnvXl1XtwC/1wunI38NNXfQ9MGOn3rQl9fd7Ve3FYv33QKSzho9StWw2D4iZ5J75qrb/Ef0308L+z0R1/bPS9KYAD41+TNV+t11v1uT7X/37L/KU4sM9AqpL2t56Vcv67U5Vc/J34FkjJ6haNpsHAAAAAMCxY2IDAAAAwPOY2AAAAADwPCY2AAAAADyPzQM+4zMX2+++YpDqsu7s1k/TduriTeNUbePyfqqWPuiQqmX79MYAYlOKVHWGXojZ+ISe2z57p3my8+Wd9YLbXWP1kbYDn259DPgCEd/XXVefqLqsHRm7DH5rq14Q+/5KfZJ1bvE+VbNyWr91WDb/bXL4rBxVa35Bh/eVvmlG+2sZh1Wf3RfoDGbOb3VYOJokcyHrp98eoLqsGR67/N2wQ28K8NYafd/tV1SpaoeK9aLvSHb5q+6jNz0Jvq5rrxemGO2SjGbVZ885lqplPdHqsPBFIjK4/boTVJePhsUug5N2jlS1VzecpGon99mtahUj01QtkmXze3nfyZmqFlyqF6S/1dsM8Jh0fb+rHKGvnx3dfkYQUfnbdkN/1WXdabHL38/2nKZqL23RG6Oc1lMv7l85rner17f03gRi+TJULfSBvtcv7fW60T7HZjOgfafr62f/vdVhxR2v2AAAAADwPCY2AAAAADyvzRObxYsXy/jx46WgoEB8Pp88//zzxr9bliXTpk2TgoICSU9PlzFjxsi6detiNV50cEuXLiV/cA35g9vIINxE/pDo2jyxqaurk6FDh8rs2bNt//3ee++VmTNnyuzZs2XFihWSn58vY8eOlZqammMeLFBfX0/+4BryB7eRQbiJ/CHRtXnzgHHjxsm4cXrhu8iRmfqsWbNk6tSpctlll4mIyGOPPSZ5eXkyb948ufnmm49ttHHkH2Qunup7RfSn99786dmq9q+lQ4127zf0QsC8gK7J+1mqZLcgLFoHTtELYEem7TLazZY+ITz5oDv7TowdO1Yuv/xy23/zcv5ERJKGDjbaJ13xcdTXurLsS6r2/jsDjXaPlfpx3dP0atfQ6h66YwwzWDU4qGpnpJobFthlMHVvDAfh0PGcPxlxstEc+a0Po77UhRu+pmpb3u9jtLM36sdlddb5O7Cul+4Yw9tPw4mNqnZa4JDRbrT0ZgVpFe2fP5HjO4Ph80412l/51ntRX+vcNZepWuVqcwOdjJ06bwH9K1c2b9CLyGN5D5T+dap0Uqo5EbDLYKed7b+a4HjOX/NXzNXwX//WkqivdfqKK1Wtbp25UUlqtc5fcxf9N9mKzXpTlVjeAzP7VqnaiSkNRrs+nKL6dNqRmKtZYjqqsrIyqaiokJKSkpZaIBCQ0aNHy7Jly2wf09jYKNXV1cYHEI1o8idCBhEb5A9uI4NwE/lDIojpxKaiokJERPLyzP8VycvLa/m3SDNmzJDs7OyWj8LCwlgOCR1INPkTIYOIDfIHt5FBuIn8IRHE5XUkX8R5HJZlqdpn7rzzTqmqqmr5KC8vj8eQ0IG0JX8iZBCxRf7gNjIIN5E/uCmmCyXy8/NF5MisvWfPni31yspKNYP/TCAQkEAgEMthoIOKJn8iZBCxQf7gNjIIN5E/JIKYTmyKiookPz9fSktL5fTTjyzCampqkkWLFslvf/vbWD7VsUnSq/6qT+pmtB/rN9fmgfp04Pca9YnUr79/iqoN/NHyVsfgz9LXt3r3VDUn6k7QKyD3naq/3b/6mj6qvXeyOY7n6/S4ip6vj2pc8eSZ/ImIL1l/Lw4OMb9nc3o/bPNImxOqG/QLr5EbBYiInPATBxnsmq1q4aICm3G07tAgPdYDQ/T/2v32yzqDPSMy+EhVvupT9GKtqulll+3H6/nbe2ono/3nnv+0eaT+nr5Sr09gL1vWR9X6/+KdVseQ1LWrqjWfaLN5gAP7h+gNJw4N1gmZdc4TqpbrN78WMw/oxeN9XtELbt3Mn4jHMpiiF8NXnmZ+z+b2eMvmkTqDT9Xq+9bBxTb3jOnmOg+7DPpzuqva4ZNbP+XdTuUZ+o/12oH6b4YHztT3wMgM3rX3ZNWn98IDqmazBVG78Xz+zjBrE7u9o/rY5e/R6lxVCy3qpmpFMyPyZzMGf57erKduaHS/g/cM1wv+m4sbVO0Pp+j85UTkb/LuM1WfXq/vVbVQWwYYJ22e2NTW1srmzZtb2mVlZbJ69Wrp1q2b9OnTRyZPnizTp0+X4uJiKS4ulunTp0tGRoZcffXVMR04Oqba2lrZunVrS5v8oT2RP7iNDMJN5A+Jrs0Tm/fff18uuOCClvaUKVNEROS6666TRx99VG6//XZpaGiQW2+9VQ4ePCgjR46U119/XTIzM2M3anRYq1atkosvvrilTf7Qnsgf3EYG4Sbyh0TX5onNmDFjxLKO/oK7z+eTadOmybRp045lXICt8847j/zBNeQPbiODcBP5Q6Jz55RFl1lnDVG1hhxzncIJKfp9lLXhw6r258ovq1pKV33gW+T7dkP79qs+oUP6PdtiU7N7X3DVN833P9ZdoR+3eNhfVC3yfZR2fr+lRNWytu5WtUR4b6VXNI0Zqmr1eWYGi2wyWBXW74/9fbk+iC7UVR966e9uvuc3tF+/P9uuJjY1uwzWXjrMbF+mT5peNlyvG3KSwT9svEDVem/T24eSQWcaxp2havX55vqnPsk6fwdDem3d3Ru/qWrN2fqd/v6I9TOhgwdVn9Be/Z7tJJuaXf4iP6fDX9H5WzlS56+rP0PVIj2w5nxVK7bZuYn8OVd9mU0GC8w/mCPXe4qI7Avpwyz/d/W1qhbK0n98+7uYa3HsfucGK/aoWrJNzW6NYlOJ+Tk1D9cZ/ODsh1TNSQYfX6kP/h68M/qDxDu6A9cMU7X6QvMnOHKtp4hIpU3+7n5nvKql6YeKP8tcRxuyOa8n+OlOVQvY1OzyFxxzmnn9QXod6spzdf6yk/R6xEgvLtdfr0G7N7T6ODck5rGhAAAAANAGTGwAAAAAeB4TGwAAAACex8QGAAAAgOd1yM0DQun6006OWJNtdyhlYXKTqlU168PpTiv8VNV2/d1ctBgM64PonPIn6YW5hZ0/Mdo/77VQ9XGySFtE5P5DhUY764d6/hvaU+noWrAX7GRzOGbE3hR2Bx9m2vxXRHWj7lfYW29OsePP5mGvoVB0Bx+KiPh8emFuTqaZib8UP6P7OMzgrIP9jHbvn+oNOewWmsOZJpsg+SNub/9u0BlttvR9q+6wPmQuvUAvWt3whyKzENaHXjpmk7/0zuai3j+d9qTq42SRtojI7w6cYLSL/1cvMrfbAAbONWXqw3qTIjK4WO/XI3uD+tDqpgZ9EKH01PeMj2ecaLR9YT0GpyybDPo6mZu2zDr9WdXHaQan7zPHetKv9f0uaLMBB5xpzNbfe1+TWVt+WG8Hsqmpr35cnf6bsjFXP/aTX0Qcsnosp6naRDfUybzgPWfo38FONgoQEbl770lGe/C9u1SfoN2GVwmAV2wAAAAAeB4TGwAAAACex8QGAAAAgOcxsQEAAADgeR1y8wA7KfXmoqv/ffA7qs/NN74U9fULOsdukVWSzaLFYdnbjfbJqc6+tW816Lnty1eda7TDGz9uw+gQreR68/v608e+q/pc8Y23or5+t0761Pho2WVweI6ZwWEBZ9eyWyD8z6vOMtrhTxLzhOPjiT9iA5UJT39f9fnqlz+I+vrpnfRi7mj5bBbODi/YYbTPT9ObvYjoDRHs8vfG1cONdngz+WsP/sPmN/b6V25Wfc46Y1PU1/dlBFvv5PRaNhkc0tdcYD0uo8bmkTqDSw/rVeRLrj7daIfLyGC8JTWa39Sr3tT5G9xfL6J3KpRxLLsFRLDJX+8B5gY+l3TaZ/NAvdGG3SYJy6851WiHt3snf7xiAwAAAMDzmNgAAAAA8DwmNgAAAAA8j4kNAAAAAM9j84Cj6LpJLzK8/4nxqnbqhe2/oCo7pUHVrsteY7RTfM5OeP/eu3qThBPWro1uYIipLpv0QsOn541RtZwvR7+YMVpZAb3i+oc5S4x2iq+zo2t9793rVK3oo4+iGxhipqvNniFLdg9TNd/o9j99unOa3ojgf3u+arSd5u/771+ran3Xkr9E0GWd/r/XDesG6Y6jYrcxhVOB9GZV+32/Z42209/DN32gfw8XrlsX3cAQM1kfparaviV9dcfhMdwUwCHLZiOMB06cZ7QDvnRH17rpQ30PLFjn3U2jeMUGAAAAgOcxsQEAAADgeUxsAAAAAHgeExsAAAAAntchNw9I21ihaoE0c5GY9elu1af3/hNVLfxVm+Nf4+yX+aWqlutvfaFsWXOtqp3Vb5uqrf3BSKOdP2uZ88HBkcw1e1Stc3rAaFvbd+rHndxf1Rq+1P4Z/L9+z6ha7+TWM/hxU72qFfY4qGp7bx5htHs88E4bRofWdH1/r6p1yTDzJ1vKVR9rYB9VKz8/ZsNybO5Jj6taUUrr+VvTpDe9CKTqRbgHbjjLaHf7K/mLtdx3DqhaqJP5e9i/aYfqY/UtULVDZztbJB1L84f/WdUGprS+WcB7jXrTgaZGfRp81dXm7+Hsfyxvw+jQmoJFh1Qt2NnMX8q67fqBPXuo0r4zu8ZqWI7NH/Ogqp2c2vrPwdLDeqOD2j363ln7DfN3cOen323D6NzFKzYAAAAAPI+JDQAAAADPY2IDAAAAwPM65Bqb4Kd67UKk5Pw8Vdt1e5OqdYlyDPsP6/fiHg7qb8fQ7vrwxfMWTlG1s0/5xGj/uvdLqs/jh0aqWlPYr2rJX95ntJPeHKz6hD/07uFNiSBYZvPe3Qj+Hvq9vFsn6+9XzyjHUNWQpmrNQX39U3vqDI596weq9uVBG432Hfn/VH1mVY7VzxnSz1k7us5o5y/W69tC6zaqGpwJbdrSah9/TndV2zAhQ9UyRK+bcqLRZl1BuFn/X1tx70pVu2T5BFW7qHi90b4t5y3VZ9qOr6taMKSfs/occx1Ej3eKVZ/Qx5+oGpxz9PPbvZsqbboh26aj/t3shHVY33skpNcs5hftV7Vvr75B1S7uax6qeWM3vT719k++rWrhoH7OypGW0e72nl5fGfpkq6rBmfDq9aqm7gRd9dqZLdfo+6JIdAd0JjXq77vPJgvpJx5StR9tvELVvlZg5u+K7JWqz6S133P0nHvPML8aXd7XB5M6+TvGDbxiAwAAAMDzmNgAAAAA8DwmNgAAAAA8j4kNAAAAAM/rkJsHONHcP1/VTsz5NOrrVdZnGm3/PXoBWta+OlVbesEZqtZrZ0jVdvxroNG+outPVZ/O39SHjuZm1KjaCV3NhZIrbjlB9TnxhwFVsxobVQ3RCxXpDPbsXhX19Q5FbBaQd5/ePCC5qkHVPrpokKp132Op2uq3TjXa3wycqvoELzykal3S9aGJ+V3NXG68UW/mUfyzVFWzmqNbRAwt3FfnL6NbdBsFiIgcbjC/XyfM0Qtu/bX6+mWX60NB0/XZjvLmO+aBcouaR6g+1aN0vtPSdWYyupj9tnw7R/UpmqYXzpK/2LJ66597q2v0X2OrwfyT58RHdB58DfoAzc3fyVW1lCq94Pr5Feca7YXV56o+VSfrA2F96bom2eY4tn1L/zz2uVf/TUIGY8jmMM7m7Og2ChARSTpsZqb479W6U1Bff+MEvWFGQ61+XWLuavPnZX7Fl1Wfut4240/Tv8+DmWa/8q/3Un0K/qg34rKCNlluZ7xiAwAAAMDzmNgAAAAA8DwmNgAAAAA8j4kNAAAAAM9j84Cj2P41fcJ2l2O43r43Cox2rzf0icRJ/fQi2cyddqcsty53/jpVq6vQi8DlZ3rzgEgF/fapmr+HXkwb/FQvJEP0yksyVS1HaqO+nm+ReYpy0hKdQd9AvVFEus1GAU7kz9+gavXbB6haeLLePCBSWl+dU3+OPpU8uLvC4ejQmp1fsrv3RL95RfZSc7MK37J3dKch+h4VsNkowImeT+mT7btu6qdqe25p/VrNhXpjFH93fSp5sGKPo7HBmYrz9NdYpPX7xdHkvOc32taKtbrT6Serkt1GAU70enqLqvVYU6BqW77b+vUbeulF2Uld9M9oaO9eh6NDaypH6U2eRKLfPKDHBxFXWr1edzpLb7rjt9kowIneT29Ttea+ekOEzVfrjYQiNeTrvwNs87dvv6q1N16xAQAAAOB5TGwAAAAAeF6bJjYzZsyQ4cOHS2ZmpuTm5sqll14qGzeaL/dbliXTpk2TgoICSU9PlzFjxsi6dfptUUA0xowZQ/7gmvvuu497IFzFPRBuIn9IdG2a2CxatEgmTpwoy5cvl9LSUgkGg1JSUiJ1dZ8fLHnvvffKzJkzZfbs2bJixQrJz8+XsWPHSk1N62s5gNbcdNNN5A+uWbp0KfdAuIp7INxE/pDo2rR5wGuvvWa0586dK7m5ubJy5Uo5//zzxbIsmTVrlkydOlUuu+wyERF57LHHJC8vT+bNmyc333xz7EaewNZX6hOC+z621WiHUvSp6fUn6tONncpeaS6arioZrPpUXKYXwOpznbU9a3Wvzp/aLPxtB9dcc41kZWWJCPn7Ijv3dlG1QU+YC1lDgYDqU32K3hTCqR5LK4127fnFqk/5xXoBYqGDawfXZ+na7vb/X8AFCxa05E+EDB5N/d5Oqtb3mc1GO2yTvwNn2C0Wd6ZXqbnJSf3w/qrPjgv9qpbuYDF6+ga9uNatjQK4BzqTtE//ju3x4iajbaXp7+ues/S9xqm+Lx802g1Deqs+n35Zj0tE/26OlLlZ/7nmxkYB5M+ZlIP6dYOu/4x4dStDb1L16bmdba7mbAOfE56uNtpNA/TfbjvPS7d5ZKjVa2eW2TwqATYKsHNMa2yqqo7skNOt25HdicrKyqSiokJKSkpa+gQCARk9erQsW6Z3YBIRaWxslOrqauMDcCIW+RMhg4ge90C4iXsg3ET+kIiinthYliVTpkyRc889V4YMGSIiIhUVR141yMszZ4l5eXkt/xZpxowZkp2d3fJRWOjk/2/R0cUqfyJkENHhHgg3cQ+Em8gfElXUE5tJkybJmjVr5IknnlD/5vOZe7JblqVqn7nzzjulqqqq5aO8vDzaIaEDiVX+RMggosM9EG7iHgg3kT8kqqgO6LztttvkxRdflMWLF0vv3p+/hzQ//8jakoqKCunZs2dLvbKyUs3gPxMIBCRg815rt/V9uV4XRzt77Em5+n8mPvpTT6MdCun1NFmd9Muvk4v/rWqHwymqNmfz+Ub7hK6bVR99LJi9bVXmwYcDntKHQkZ3ZGNsxDJ/IombwT7/1Ist689z9thePQ6p2sf39jLayan6a5LftVLVflr0hqrZZXDG2nFGu0eWfv+30/+Hq6wy32dctED/bBwvGUzU/PX6lz6Ms/wsZ4/N6FGnah//qshop3TR6woG5G9XtQm931K1+rD+ek0981KjnZah7+F27y63U19trr0Y9LI+JTT6Y/qOXUe5B+Yv1l/3quF6XYKdcE6Tqm26w1z35yvQ66tO77NJ1b6b/7aq1dlk8Cd9rzCvH7Bbu9D6ehoREakx77G9X9MHZbe+MiI+Okr+cpfpNSQHTnO2DrC5q75DbP2BeQBxsFjfo0b3X6Nq1/bQb+M7FNY/B1MyrjELti9dOEtN5KGg+f/Wfxu4lb/WtOkVG8uyZNKkSbJgwQJ54403pKjI/EVVVFQk+fn5Ulpa2lJramqSRYsWyahRo2IzYnRoP/nJT8gfXMM9EG7jHgg3kT8kuja9YjNx4kSZN2+evPDCC5KZmdnynsns7GxJT08Xn88nkydPlunTp0txcbEUFxfL9OnTJSMjQ66++uq4fALoWJ566inyB9f8+Mc/lmeeeYYMwjXcA+Em8odE16aJzQMPPCAiRw5o+m9z586V66+/XkREbr/9dmloaJBbb71VDh48KCNHjpTXX39dMjMzYzJgdGxVVVXkD6555JFHRIR7INzDPRBuIn9IdG2a2FhW6+9q9/l8Mm3aNJk2bVq0YwKOqqqqyjhHJBL5Qzy1lj8RMoj44h4IN5E/JLqoNg/oCJL3xfaU3K/0Mw9m+nX+YtUnO8nZ0ta7956kaid0jd1BSQ1v9jDa1oqj7z+P+PHvt8vg0XeWac2Z/c2F2Q/1fUn16ep3tjD31p16FXmPLL3JRLTSlpj/u2etIoPtzX/QLn/R/69r3xPMxafPDP6H6pPj1wd72vnGFv1+/bQMvVg8Wt2XmYcohtesjNm14VzSQbt7irN7lJ1OA8wNMUqH/UX1yXWYwQvWXahq9psFRKfHe+YS6NB6vakB4stXZZe/6A8RDkVsFrDk3NmqT89kuwM6tWErL9LFYzqZ0tRjlflCRmjTlqP0TDwx/DIAAAAAgDuY2AAAAADwPCY2AAAAADyPiQ0AAAAAz2PzgKMIbdEnYNdMHKhqu+7Wjz25R4Wq3ZxjbhbgdKOAgyF9Mu3G2qOf4PtFdtZmq1qnu/Vi4F7vv2+03TzhvSMLbitXtc5TBqjaJ1N1lnr3OKhqP+n1mtF2ulFAZcjmFPlD0WVwX41emNvnt3pDhIzVZNBtwR07Va3vL/qr2sdTuqha5xydmV8NeN5oO90oYHdQL+DdtL+HTc/WNdTq080HzrI5CX7tCqNJ/twR3Llb1Qb9JlXVNk7M1Q/urr+vvx2ywGg73SjgU5sM7qjo5uixkaw6/WfXoDnVut8G8wR6Mtj+grv3qNrg+1JUbfP3ClStqZveSOJ3w58x2k43Cihr1vk78GkXVXOytZC/Tr+eUfzoPlULf1JmtL2UP16xAQAAAOB5TGwAAAAAeB4TGwAAAACex8QGAAAAgOexecDRhPXCr/CHH6tapyf0Cey1t+qF2yenOtssINL4dd9WtZ3l3VUt82NzQVvPZXqxWdZqfXJx+PBhVfPSIrHjmk0GQ+s2qlr+MyNVzZqglxGOCOhFj05cvOZ6Vdu3RS+czd7oN9p57+oFsX0/2qxqdhlEArDL38efqFqfF0aoWs339WPPT4tuGBd+cJOqNWzoomrZEdHq8X6V6mN9vE7XGm02D0BisMvgJ1tVrc+r+n60+8agql2YEd33uuS9CaqWuln/Ts/aav727LZK/y1gRSzKFhEJk8HEZJO/YJneWKrwX/pvsrLv6r+kLu2k/y5z4qvv3Kpqncv0n+9Z28JGO3vtftUnvFmPP9TcFNW4EhWv2AAAAADwPCY2AAAAADyPiQ0AAAAAz2NiAwAAAMDz2DzgGGXOX65qwbUDVe3ck25u9VrJ9WFV6/zvNao2sFEvnnRCXx3Hg4wF76qab/vJqjb81FtavVZKvV7w2P2F1arW9bBeRB7JbhMKNqY4/qS9/J6qBQ4MVbWhw/UC2EipNTohBU9+qGrher2Ri+rTag8cL1L/+b6q9Woepmonfegkg7rW9xGbDNbVtXotMtgx+N/8QNUK04arWvHO1n8Hp1bpjX9OmL1W1cI1NkGNoLc+6Bh4xQYAAACA5zGxAQAAAOB5TGwAAAAAeB5rbOLA2vapqiX3yzbawXQ9p8zYpg+UC3FwF6Lg27BN1VJPOMVoN3XS7+XN2qzft8sBmmir5I/0IYSpg8x1X82ddf66bqhXtXC9rgGtCXygDwNOPTkig5n6cd0/0r9znaynAf5bxntbVC31tEFGuzlbrynssbpZ1Zysp8HneMUGAAAAgOcxsQEAAADgeUxsAAAAAHgeExsAAAAAnsfmAXFgt9g1sHCF2bZ5XEc9TAmxZ7fYtfNT+jDZSBygiVgIVVerWre/vuPCSNBRhQ7pzXjy/rTMhZGgIwrtP6BqvWeQv/bAKzYAAAAAPI+JDQAAAADPY2IDAAAAwPMSbo2NZR15l39QmnnDP1oE5cihVZ/lI57IICKRP7iNDMJN5A9uakv+Em5iU/OfE1bfloUujwSJqKamRrKzs+P+HCJkEBr5g9vIINxE/uAmJ/nzWe0x/W6DcDgsu3btkszMTKmpqZHCwkIpLy+XrKwst4fWZtXV1Z4df6KN3bIsqampkYKCAklKiu87KD/LoGVZ0qdPn4T5GrRVon0P2yqRxu9G/rx+D0yk7180Em383APbLtG+h22RaGMnf22XaN/Dtkqk8bclfwn3ik1SUpL07t1bRER8Pp+IiGRlZbn+RT0WXh5/Io093v9L9JnPMlj9ny1rE+lrEA3GHxvtnT+R4+Me6OWxiyTW+LkHRsfL40+ksZO/6DD+2HCaPzYPAAAAAOB5TGwAAAAAeF5CT2wCgYDcddddEggE3B5KVLw8fi+PPVa8/jVg/N7n5a+Bl8cu4v3xx4LXvwZeHr+Xxx4rXv8aMH53JNzmAQAAAADQVgn9ig0AAAAAOMHEBgAAAIDnMbEBAAAA4HlMbAAAAAB4XsJObObMmSNFRUWSlpYmw4YNkyVLlrg9JFuLFy+W8ePHS0FBgfh8Pnn++eeNf7csS6ZNmyYFBQWSnp4uY8aMkXXr1rkz2AgzZsyQ4cOHS2ZmpuTm5sqll14qGzduNPok8vjjjQzGHxk8OvIXf+Tv6Mhf/JG/L0YG4+94zGBCTmzmz58vkydPlqlTp8qqVavkvPPOk3HjxsmOHTvcHppSV1cnQ4cOldmzZ9v++7333iszZ86U2bNny4oVKyQ/P1/Gjh0rNTU17TxSbdGiRTJx4kRZvny5lJaWSjAYlJKSEqmrq2vpk8jjjycy2D7IoD3y1z7Inz3y1z7I39GRwfZxXGbQSkAjRoywJkyYYNQGDRpk3XHHHS6NyBkRsZ577rmWdjgctvLz86177rmnpXb48GErOzvbevDBB10Y4RerrKy0RMRatGiRZVneG38skUF3kMEjyJ87yN8R5M8d5O9zZNAdx0MGE+4Vm6amJlm5cqWUlJQY9ZKSElm2bJlLo4pOWVmZVFRUGJ9LIBCQ0aNHJ+TnUlVVJSIi3bp1ExHvjT9WyKB7yCD5cxP5I39uIn9HkEH3HA8ZTLiJzb59+yQUCkleXp5Rz8vLk4qKCpdGFZ3PxuuFz8WyLJkyZYqce+65MmTIEBHx1vhjiQy6gwweQf7cQf6OIH/uIH+fI4PuOF4ymOz2AI7G5/MZbcuyVM0rvPC5TJo0SdasWSNvv/22+jcvjD8ejqfP2wufCxk0HU+fsxc+F/JnOp4+Zy98LuRPO54+by98LsdLBhPuFZucnBzx+/1qJlhZWalmjIkuPz9fRCThP5fbbrtNXnzxRXnzzTeld+/eLXWvjD/WyGD7I4OfI3/tj/x9jvy1P/JnIoPt73jKYMJNbFJTU2XYsGFSWlpq1EtLS2XUqFEujSo6RUVFkp+fb3wuTU1NsmjRooT4XCzLkkmTJsmCBQvkjTfekKKiIuPfE3388UIG2w8Z1Mhf+yF/GvlrP+TPHhlsP8dlBtttm4I2ePLJJ62UlBTrkUcesdavX29NnjzZ6tSpk7Vt2za3h6bU1NRYq1atslatWmWJiDVz5kxr1apV1vbt2y3Lsqx77rnHys7OthYsWGCtXbvWuuqqq6yePXta1dXVLo/csm655RYrOzvbeuutt6zdu3e3fNTX17f0SeTxxxMZbB9k0B75ax/kzx75ax/k7+jIYPs4HjOYkBMby7Ks+++/3+rbt6+VmppqnXHGGS1bzyWaN9980xIR9XHddddZlnVkq7y77rrLys/PtwKBgHX++edba9eudXfQ/2E3bhGx5s6d29Inkccfb2Qw/sjg0ZG/+CN/R0f+4o/8fTEyGH/HYwZ9lmVZsXntBwAAAADckXBrbAAAAACgrZjYAAAAAPA8JjYAAAAAPC9uE5s5c+ZIUVGRpKWlybBhw2TJkiXxeipAIX9wE/mD28gg3ET+4JbkeFx0/vz5MnnyZJkzZ46cc8458tBDD8m4ceNk/fr10qdPny98bDgcll27dklmZmbCnmqK9mdZltTU1EhBQYEkJX3xfPxY8idCBqGRP7iNDMJN5A9uakv+4rLd84gRI6wJEyYYtUGDBll33HFHq48tLy8/6vZzfPBRXl4e1/yRQT6+6IP88eH2Bxnkw80P8seHmx9O8hfzV2yamppk5cqVcscddxj1kpISWbZsmerf2NgojY2NLW3rP7tPnysXSbKkxHp48KigNMvbslAyMzO/sF9b8ydCBtE68ge3kUG4ifzBTU7zJxKHt6Lt27dPQqGQ5OXlGfW8vDypqKhQ/WfMmCF33323zcBSJNlHoPEfR+5zrb4s3db8iZBBOED+4DYyCDeRP7jJYf5E4rh5QOSTW5ZlO6A777xTqqqqWj7Ky8vjNSR0IE7zJ0IGEXvkD24jg3AT+YNbYv6KTU5Ojvj9fjUzr6ysVDN4EZFAICCBQCDWw0AH1db8iZBBxA75g9vIINxE/uC2mL9ik5qaKsOGDZPS0lKjXlpaKqNGjYr10wEG8gc3kT+4jQzCTeQPbovLds9TpkyRa6+9Vs4880w5++yz5eGHH5YdO3bIhAkT4vF0gIH8wU3kD24jg3AT+YOb4jKxueKKK2T//v3yq1/9Snbv3i1DhgyRhQsXSt++fePxdICB/MFN5A9uI4NwE/mDm3zWZ/vqJYjq6mrJzs6WMXIJu2GgRdBqlrfkBamqqpKsrKy4PhcZRCTyB7eRQbiJ/MFNbclf3HZFAwAAAID2wsQGAAAAgOcxsQEAAADgeUxsAAAAAHgeExsAAAAAnsfEBgAAAIDnMbEBAAAA4HlMbAAAAAB4HhMbAAAAAJ7HxAYAAACA5zGxAQAAAOB5TGwAAAAAeB4TGwAAAACex8QGAAAAgOcxsQEAAADgecluD+C45POpUvOXzzDaVf1TVZ+a/s4ub9k9pbOHKsk1+pG9FjcY7aS3V9sMwm4USBg2GQyfe5rRru6XpvrU9HGYJLtuUUYipU7X8pfXmoV319o8HxlMWDb5k+FDjGZdYYbqUtvL7+jyls3lfVHGIbleP7DH+1VGO/zhxzaDIH8JzSaDSacOMtqHe3ZWfWp7OvyzKJb3wAb9wC5rDhjt0PpN0V0c7rDJn3/gCUa7OTdT9WnI038bxltyQ1jVMjbuM9qhzWXtNZxjxis2AAAAADyPiQ0AAAAAz2NiAwAAAMDzmNgAAAAA8Dw2DzhGSZ06qVrVxaeo2r7To13er8XuSiLBTL1ocfvXzEXlBVlnqj6Bhe/ri7GY1hVJGXoRdt3YIaq2b0gMf9xj+K1u1j9CUv5lc1FvfuczVJ+Uf3+gH0gG211Smt6EovF8nb8Dg2K3KDbajQLsBDP0HXX3+V2Mdo/OQ1WfpKUf6ouRP1f4AgFVCw0frGoHitNj96SxvAem6wzuHdndaHfP0D9T1sp1+mJksN35UmzubacWq1J1P71ZheL02xfDzSuCafo1juqhuUY7M03/jIXXbbQZg/v54xUbAAAAAJ7HxAYAAACA5zGxAQAAAOB5rLFpA3+XbFXLeClF1V494cFWr7X4sK5d/9IEVUtuiHJFjT5vSVKr9bUa8nTHcJdmo9176hbV58DGfqrmpQOcvMrftauqZbyoDzV89YSHW73W6/U6u5Oe+p6qJddFl0GfXQZrdK0+X78nt7mr+eCsX36q+2ztq2rBrdscjw9tZ5e/tBf0r5FXB/yl1Wu9Uq/X5tz+yHdVze4AVyfs8pdcp7NWn6/z3dTV7Nf9fw6oPqk39VG1YNn2NowQ0fB376ZqqQv0vez54kdbvdaztVmq9uvZ31a1lJro1g3YZTClXhfreup7eGPEp5n8rQbVp9sthaoW3LbD+QDRZs7z949Wr/Vkjb6f3nfPlaoWqLYJkgN2axH9Nodx1tkcSns4x7wv1lyr75O9f9hb1YLby9swwvjgFRsAAAAAnsfEBgAAAIDnMbEBAAAA4HlMbAAAAAB4HpsHHEVyrwJVO/SIXuz6Uv9nVC3kYJ3hOfqsI5l10eOqNv2Ti1Qte5o+ZCxykVhDnu6TUhtUtdz/pxf8/63fv/XgIowaNVHVurB5QEwlF+qFeXWP6B/Zl/ovUDUnGfxyeqOq/eYb81TtVx9drGqFv7J5goiDuRp668PIkpr14077tj7k6y+Fi/T1I5x9vs5gVzYPiJnkvnphctNfdb+XTnhB1Zzk78L0elXbf91TqvbrD3T+iv+fXkgdmb/6fnqzF7tD7c645SNVm9Nrqe4Y4awLdP66sXlATCX30xs0hP4aUrVnB7yk+znI4KWdDqna/lueV7UZ7+jfw4PvOagvGDYXZtcX5+hx2RyGeP53Vqja//V8V18/wsgv6wx2f4TNA2IluUhvUON/VP/efHbAQlVzkr9vdt6vant/oq81c/FXVe2k31boC0beAwfnqy5NWXqjijGTlqvaPXkr9fUjjCyxyd+f2TwAAAAAAI4ZExsAAAAAnsfEBgAAAIDnMbEBAAAA4HlsHvAfvmTzS7H1e/1Un49OmR2z5/vt/sGq9tyOoao2PE8vBPzn1ae1en3Lb7NyLUmfjrtlwwmqtrLgdaM9LFUvNjswRF++S6ujwheJzODm7+vF2+tPvj9mzzfnUJGqvVhxqqp9rWidqj016czWn8CvTzj2JelcfrpNj2Nt3r+M9impOruHBumn1Oc4w6nI/H1yi9684uNBscvf32r0wtaF+05Rte+dohfyP/LLs1u9vt9/2KamM1mzR/+cbco1HzswRW8cU91fP6c+kxxt4UtJNdobJ/ZSfTaeGLsMPl/XRdXW1Oo8/OysV1XtkZnn2FzR/F2Z7D+geqQk6Qxuqs5VtW09zM01+iVnqD61ffRuGN1tRgVnIvO34Qc9VZ9NA+bE7Pn+3aB3kToQ7KRqM770tKo9Pqj1e2B2kv77MdWvN5Ha16Q3+tkZMvPXy6/zV9czMfPHKzYAAAAAPI+JDQAAAADPa/PEZvHixTJ+/HgpKCgQn88nzz//vPHvlmXJtGnTpKCgQNLT02XMmDGybp1+KwsQjaVLl5I/uIb8wW1kEG4if0h0bZ7Y1NXVydChQ2X2bPv1Jvfee6/MnDlTZs+eLStWrJD8/HwZO3as1NTUHPNggfr6evIH15A/uI0Mwk3kD4muzZsHjBs3TsaNG2f7b5ZlyaxZs2Tq1Kly2WWXiYjIY489Jnl5eTJv3jy5+eabj220cdRw4RlG+/pvlEZ9rZOXXqdq1kZzcZYvrBddNeXoE5Vf226zHDrFwZG2DvXqpRc3Fic3G+1GSz9f5taYDaFNxo4dK5dffrntv3k5fyIitZcMM9o/uPzlqK818M0bVS1lS7rRDmbo72s4V5+qvOXTHqrmS9ELYKM1MH+vqvVNNn8WGmwymL0xZkNw7HjOX9U3zQ0hfnGpXrDq1IBXv69qaTvMhbmNefp+l9GzVtXWV+pNBlJT9WOjdXKOPsG7INm8PzdYTapPt/Wxuw+3xfGcwQNXm/fA31/6t6ivVfz8LaqWtttc3N/QX39fC3vp0+DXHChQtfSUZlWL1snZu1Utz2/+eVZr6XtzzprY/Rw4dTznb9/1Zv4e/p+Ho77WwPm3qlraXvO1hOah+n53Wu+dqrauRm9i0DlF5yFagzrpe2C3pNbzl7cydj8DsRTTNTZlZWVSUVEhJSUlLbVAICCjR4+WZcuW2T6msbFRqqurjQ8gGtHkT4QMIjbIH9xGBuEm8odEENOJTUXFkVlfXl6eUc/Ly2v5t0gzZsyQ7Ozslo/CQr3VIuBENPkTIYOIDfIHt5FBuIn8IRHEZVc0n898Gd+yLFX7zJ133ilVVVUtH+Xl5fEYEjqQtuRPhAwitsgf3EYG4SbyBzfF9IDO/Pwj74WuqKiQnj0/f09gZWWlmsF/JhAISCCgDykC2iqa/ImQQcQG+YPbyCDcRP6QCGI6sSkqKpL8/HwpLS2V008/XUREmpqaZNGiRfLb3/42lk91THw2P0CVZ5pfihu6rLZ5ZLqqPFjVV9Uy3tCnuPZ48B1zDBEn3IqI+Av0D371ML1o0YndZ+sX49JO0O9b/e3AZ1QtK8k8Zft75aNVn/x/71G19l/GaPJK/kTsM7hnuPk9uyJzg80jdQZ/f+BEVeteqk9K7/qY+R5nuzH4C/RC7QNn6YWLTlSM1hsM5PfVC3P/t++LqhaZwSu2lqg+uW/tUjV9pnL78VL+ktJ0PvacZbbHd9KnVovox/1q3ymqVvBPv6p1frr1/CUV6vvdvnN0Jp3Y/5XDqja4UL8d5ic9X1e1zj5zbF/bOF716bbkU1VzM38i3s/g3nPMr+DotEqbR+rH3bFnmKr1WajvP4FX3m11DL4+vVRtz5hcm3G0rmlclaqd2VO/GvG97m+rWrrPHNvotd9QfbKXbVc17oHOJGVkqNrB8817xpkBvbhfRN+3frjrbFUrelFvTOF/6wNzDDb5q+3fR9V2fTnHZhyty7pYb0pxdm6Zqn0ra5WqpfvMr8+ID65UffLe26Zqbv8dKBLFxKa2tlY2b97c0i4rK5PVq1dLt27dpE+fPjJ58mSZPn26FBcXS3FxsUyfPl0yMjLk6quvjunA0THV1tbK1q2fb8lG/tCeyB/cRgbhJvKHRNfmic37778vF1xwQUt7ypQpIiJy3XXXyaOPPiq33367NDQ0yK233ioHDx6UkSNHyuuvvy6ZmZmxGzU6rFWrVsnFF1/c0iZ/aE/kD24jg3AT+UOia/PEZsyYMWLZnCnxGZ/PJ9OmTZNp06Ydy7gAW+eddx75g2vIH9xGBuEm8odEF9M1Nl5R+d0zVK2xn3n4UPckvZahMlSvave9cZGqde6kd/9IivjfirDNKbzB7fq9txk2NUnS718PjzLf5+7TbxOWpSP+omqR7yW3s2TJEFUbuGddq4/D0e2+Vb8nPPkEMxNdbTK42yaDf3nlK6qWqR8qSZ06Ge1wXZ3qEyzT79nOsqnZZVDOPMlo7r1Y315KT/mHqqX79HqzSB+9WaxqRfs+avVxsLfjR/oemFtsrmeIXOckIrLTJn9PP63X4GWm6T98It/THq7X1wpt1u//7mpTE5sdlpKGDjba+7+i721PDnhO1Zzkr7xUr6Xsc+DDVh+Hoyv7+emqdvLAbUbbLoM7gjo3r/9Nr3HICuh3+0euaQgf1uuwZNMWVcqxqdll0D9ogNHecI5+leL+4f9WtYBPf56Ral7Va80yq1a3+jjY2zxtqKp9aeAao23399E2m/wtf1jfT7NS9eGVyRHrCm3zt36TKuXZ1Ozyl1xk3qfWn9Fd9Xnt5PmqFvDp9UbKS/pa4Wqbvw0SQFy2ewYAAACA9sTEBgAAAIDnMbEBAAAA4HlMbAAAAAB4XofcPKCxi150ZTWbc7zVTfqYqxUN+iDE5Fo9NzzcQy+c3TYlYnG/PjvMMUsPX0IZ5nNOPeNZ1cfJRgEi+sC9E/+gD+oLVuvDPuHc4W46I+Fmc0H+umZ9wNe/ak9VtZQaHYjDep2f7JwQsVjy6BvbtM4mg8GI9a8/Ov0l1cfJQm0RkV9Wnma0T3jI5iA6mw044Exjd5vDC4Nm/jY164WtT1WNULVUm1tBY1cdkMprY5g/G6E08zknnP5P1cdp/iIPfOw3Vy8eD9psvgHnGnP04v7GkPknid1C7YcPnKtqqYd0mA5n69/NzZefZrSP5few7T0wYBa/e/qbqk/A5+zPrh9XmD9rveZ9ovqEbDbggDOhXP37tTFs3gPtNkv5w94LVC3tgA5SU6beYCdUEt/fwaFUs3jVae+oPk7zF3noaN6zG/XzNTaqWiLgFRsAAAAAnsfEBgAAAIDnMbEBAAAA4HlMbAAAAAB4XofcPMCOr8mc4121/CbVJ7dr9IuVQ+kxXikbodPgg0b7qsydNr30YraVTXoB53vXmJsHhD/dcExjgzOhiA0srvvwetUnbLdzhEORi/tjLXRqrdG+IcvmtG6bW45dBld/2zxFPrRTL1xEbDUFze/NrZ9cpfrsOpCtaukOrx8KRJ9dJ6qHmZsdTOzysU0vnT+7jWLWXTvQaIcqyF97aIzI4J3ll6g+72/tq2o2e6XYilxcHWv7Rpr3sind1tj00hlc26RPqd90bX+jHdprc/o8YupwKMVo/75SbxTw0genqVovh9ePaf5sLrX7XLP48x7v2TxQb6Bit1HR1uvMn7PQfu/kj1dsAAAAAHgeExsAAAAAnsfEBgAAAIDnMbEBAAAA4HlsHnAUKWs6qVq4zGaZ7GnxH0ukYGd9yu3cUx8z2gFfwNG1bvrwGlXLX8dmAYmgYXU3VeuxWi+0339Se4zGFMzUm2H8fcQjRjsjydkp77d8dKWq5az3zkLF49WnKwtUrfdbeqH9wYGqFHdNWbr2t/P+YrQd52+9vgd2JX8J4f2VxarW/zm90LmqqD1GY2rK1qu35441M+j0lPeJG/VGHZ3JoOteWnmaqg185LCq1fXJaIfRmA530a9LPHCxmb90n7N74CSb/KV7OH+8YgMAAADA85jYAAAAAPA8JjYAAAAAPI+JDQAAAADP65CbBxT+q0bVmrPMRVaB1Z/oB3bvqkr7TsuN2bic+ttFD6jaKanmibkhS28w8NbhFFWr26xPEj988XCjnfaS3em1OBZ9X61XtaZsM4MZ7+sM+jL1phb7T9KLvOPtgW8+rGrDUv1G2y6DrzXoRZb1K3NUrXmsuTo85fX32zpEfIF+L+sF2E3ZZrY6L9+i+vjS9KYkBwcWxm5gDs28/hFVOytiaHb5e6le7zrQ8GYPVcs+t7PRTlqyqo0jRGuKFuiNUJq6mL9PB79dph/o9+taUV9di7O7Jz6uauel6c01Ij1d213VGp7PU7XM4ebPo7VibRtGh9b0ma//X7+8i7lZxUmLd6g+VlOzvlhh/5iNy6nbb5+nal9Ob2z1cX+ryVe1psd1/joNMW+o4Y+8s6kUr9gAAAAA8DwmNgAAAAA8j4kNAAAAAM/rkGts7N6rqr4QWfq92Nsv1+9DFNEHFTqR1KgP9/LptxxLaHCdqv1623hVuzBvndEe3/kj1eeWFbfqcQT1OPaean41itbo99AHt5frwcIx37IPVS1y9YKVman67LpKH1gXLb/NW4XtMlh7in7f7p8rRqvatm7rjfaYjM2qz6QlN6laus049p9krjfqvU6vIwru3KUfCEf8b32gapHHD1ud9HquyotPiNkYkpr1vdMufwfO0MUXD56uatXhj432sMBO1edHpRNULVsvN5KDJ6YZ7bxP9L0/WLFHPxCOpfxrpa5FtMMZek1e1fhTYzYGv10G9dIsqRyha+/X6VNBU3zmushBKftUn1+8pH8Pd7VZGlF9gvnz16VMr80J7duvHwhHAq+u0LWIdjgtTfVp+NIpMRtDUsjZPXDXOXpd2Z7mLqq2tLHKaPfy16o+M56+XNV6HNahb+hr/v2RsVOvMQ8dPKhqiYBXbAAAAAB4HhMbAAAAAJ7HxAYAAACA5zGxAQAAAOB5HXLzAEfy9aFtzdnRbRQgIuI/bC7SL3paL/qzfHoh/4YfdVa1TR/3brX21y0X6THo/RAklKY/p2CmWds9Tj9f7l92q5oVbP1wMjiX1EMvFm3S+wk45o9YJF34YqXulKwXKX4yLHJZuch7m/vpmpi1WR/phZc6zSKhVF1rjli3vvcr+gC+rn+zWbwdtll5iagk5XRTtWAnfY9yfL0m877S83Wbe0i6PgC0aZzO5OJyvYmBqr2nDx/uekjf78I2+QtmmJ/nofP6qT6dn9ULw8lfbCV17aJqzRnRZzBys4Duiz5VfawsvWlG0nf0DieL9wxotbb/rZ6qT065Xqgd0mdnS3O6+XnWj9CHQAZeO6QfSAZjxmezgU8wPfrXA5KCZv4y37M5ALSr/kPtxB/rQ+WXHNT5i6x99NqJqk/eWv13WjhZ/0wF08zPs/nUfqpP0uJDqiZW9H8nxwqv2AAAAADwPCY2AAAAADyPiQ0AAAAAz2NiAwAAAMDz2DzgKA6M0JsHHIvua80FfaF1G1Wf8Hn6NG3fYb1w1onCp/WitFBeF1Xb+o3WV6M35OqFZUk2i+oS9RRar6o6XZ92fiy6rzcXwIY2blZ9gl8apmohm9O5nejztF6YG87WC3O3X6xPNI50OEdn0J+ltyIIHapSNUSn7uT8mF6v6yZz94rg1m2qT9OFw1XNsuqjer6+T+3S1wroVdq7xrZ+rz/cTf8fYHZnneVQdbXD0cGJxuLYZjBra4PRDpbre9Th8SNUze/bG9Xz9X2mQhdtFlfvPa/1z7Oxi/5bID1db9ASrqtzNji0KlQU2/x12l5rtIO7dT7qRumNcgqS9WZTTvR7Wm8Q5Ks/rGpVI3q1eq2mLH3vzEjXGwuF66O7X8cSr9gAAAAA8DwmNgAAAAA8r00TmxkzZsjw4cMlMzNTcnNz5dJLL5WNG823VFmWJdOmTZOCggJJT0+XMWPGyLp162I6aHRcY8aMIX9wzX333cc9EK7iHgg3kT8kujZNbBYtWiQTJ06U5cuXS2lpqQSDQSkpKZG6/3pP57333iszZ86U2bNny4oVKyQ/P1/Gjh0rNTX6gCGgrW666SbyB9csXbqUeyBcxT0QbiJ/SHRt2jzgtddeM9pz586V3NxcWblypZx//vliWZbMmjVLpk6dKpdddpmIiDz22GOSl5cn8+bNk5tvvjl2I09gqYf0Quesf28w2lYnvfB0xwV6IZaIs1OEi/9mLops7q1Pra84Wz+nSOsLwzN36D5ubRRwzTXXSFbWkZN5yd/RpdqsYc5YEvE/azYbQOwosTmGXRodPeeAh80TtUPd9fX3nqlPVXai86c2p3W7sFHAggULWvInQgaPJqVG3zNSV2wy2r4snYXtX9P/15bh8Dnz/xgw2uHO+t558NQuDq9m6lShr+XWRgHcA51JrdMZ9K/+xGj7umSrPjsu1feaQofPmXJvN7OQpO9RNSfp381OpFc2q5obGwWQP2eS63WOZMNWo+m3yV/lN/Ti/gKHz7n3N/2NdkaT3jygYXB0GyIE9uu/AxJhowA7x7TGpqrqyA9tt25HfpjLysqkoqJCSkpKWvoEAgEZPXq0LFu2zPYajY2NUl1dbXwATsQifyJkENHjHgg3cQ+Em8gfElHUExvLsmTKlCly7rnnypAhQ0REpKLiyNZ1eXnmNrV5eXkt/xZpxowZkp2d3fJRWOj0/0bQkcUqfyJkENHhHgg3cQ+Em8gfElXUE5tJkybJmjVr5IknnlD/5vOZb8WyLEvVPnPnnXdKVVVVy0d5eXm0Q0IHEqv8iZBBRId7INzEPRBuIn9IVFEd0HnbbbfJiy++KIsXL5bevXu31PPzj7x3r6KiQnr27NlSr6ysVDP4zwQCAQkEArb/5qZu7+kDuQ4MyXX02KYu+r29O24+2Wg3nNKg+owf/J6qfbOrrh0K63edT669wWj7bJfOODtoMbnOvAH1WKwPugs6ulJ8xDJ/IombwexVe1TtwCBn77ZtslnKsvvaIUa7+iydwW+fuljVvpa1WtUOhXQGf7DtJqOd1KS6OJYS8dbdrst3qj7HSwYTNX+d1u5WtUMD+jh6bHOm/iNm/+Vm/vZ9Sb9ne9IZpar2lc7rVW1vSK8X/MHZ5vv3U+r04YVOJTeY98rMlcdv/kQSN4OBjfp3jxQVOXpsUyedweqvnWK0d1+s1638YsTLqjYqfauq7bX5PXzbqbca7dQ+0R/0nXzYzGD6R/owUbcy2FHy5y+zeZWpsL+u2Qhm6NcNDo8x87f9Sr0O53fDnla1MwL652BPSK/JvrXfJKPd3Cn6A0b9jWb+kjfp/DlbAd7+2vSKjWVZMmnSJFmwYIG88cYbUhRxgykqKpL8/HwpLf38l1NTU5MsWrRIRo0aFZsRo0P7yU9+Qv7gGu6BcBv3QLiJ/CHRtekVm4kTJ8q8efPkhRdekMzMzJb3TGZnZ0t6err4fD6ZPHmyTJ8+XYqLi6W4uFimT58uGRkZcvXVV8flE0DH8tRTT5E/uObHP/6xPPPMM2QQruEeCDeRPyS6Nk1sHnjgARE5ckDTf5s7d65cf/31IiJy++23S0NDg9x6661y8OBBGTlypLz++uuSabO1LNBWVVVV5A+ueeSRR0SEeyDcwz0QbiJ/SHRtmthYVutrNHw+n0ybNk2mTZsW7ZiAo6qqqjLOEYlE/hBPreVPhAwivrgHwk3kD4kuqs0DOgJfda1N1dnmAXbqBpiLFJec/yfVp6ff2VF0Jy/9pqrZbxYQnZy15pLE4NZtsbs4HLNqYnv4WtVAc6HiW6N1BnvZZtCvKsX/ulbV0o5hs4BI3T42f16C29klp71ZMT587dCJZrt09B9Vn37JdvnTh8YOeO1GVcuO4Y9Ll0/MjQ2Cn+rNAxB/VoPe4ORYHBxo3steGzNT9Tkh2e6gbL0RxcXzJ6hat0Ox+0WcVWb+/AUr9GYyiC/rsD4s81gcGJxitF8Z83vVZ2CK3aYn+r544d8nqlqPvTaHgkYpo7zGaIf27Y/ZtePtmA7oBAAAAIBEwMQGAAAAgOcxsQEAAADgeUxsAAAAAHgemwccRXBPpaoVP6AXsW67ulDVmrrqBYS/OX+B0Xa6UcC2oF7AG9rWWdX0Gcuav173KnpCn6wb2rLd0dgQX6F9+1St6NEUVdt5eT9Va8rW15ta8rzRtt8oQNvUrBdQpm2O7lT3ZJu1mIULbE51365POUb7Ch04qGq9ntqianu+pk/ibs7S95rb/meh0bbfKEDb0Nyoalkbo/vV5T+s7835r+qNKYI7d0d1fcRWqKpa1Xq8tEnVDn25WNWaMnUGb7jqn0bbfqMAbW1Ts6p1Xe/kt66W3Kgz2O3NbarGZgHuC9fqTaSy3tD5qz97gKo1ZepNd755wxtG236jAG11U1DVuq+JbqMKf5N+XKflZapm9/eHV/CKDQAAAADPY2IDAAAAwPOY2AAAAADwPCY2AAAAADyPzQOOxtILrOxOP++1uLuqfXKdXuB9Zee9UQ2jZMltqpa1XS9azPzUXFzWeb1e+BXephdkh5pjeFw8Yssugzt3qVr+OzqDm67VC7Ovz9KPdeJrb+kMdv9Uj63zLnOBbcYmnflQuc1GAUG9MBIJwC5/Nguae7zfTdU2X9NF1W7toheoOnFx6Q9UrecufcJ2pwpzk4HUrTb52603SyF/Ccwmg3YnoHdZozO49aocVZvS9ZOohvH11/Q9sE9FSNXSKhuMdnK5zmBwj00trK+FBGCXv4N6U5VOG/T3dO+VBap2Z/f1UQ3jmy/r/PWv1H+7pew3N5vy7dY/K6H9B3TtOMsfr9gAAAAA8DwmNgAAAAA8j4kNAAAAAM9jYgMAAADA89g84Bj5lq5WtcIeI1StuPmWVq+VclDPM0+8d52qhar1acyqT6s9cLywVqxVtfz+Z6lacfb3Wr2W70Cqqg26+2NVCx2qavVaLMnuGMIf6nx0O/VsVRv67rWtXqtun970YvDPNqua3QLeSOSv4wh9rDcF6Lxdbx5wwUeXt3qtXfu6qNrgX9hk0GYRdiQy2DEEt25TtdRDevOAq8rGtnqtDftyVW3Q3Tb5s9lEQ2+p0jHxig0AAAAAz2NiAwAAAMDzmNgAAAAA8DzW2MRB57e3qFrKsIFGu7mrfjdk3vt6ZYyT9TRApC5vbVW1PSP7G22rW7Pqk7dcX8vJehrgv+WU6vxVntPXaKfn1Ks+uUv0ryQn62mASHmvbVe1DRfkGe2eOfre1uWNNFVzsp4G+G8FL+r8rf9KvtEe1EMfeOx/vauqhfbpdYw4Ol6xAQAAAOB5TGwAAAAAeB4TGwAAAACex8QGAAAAgOexeUAc2B2c1O+X77gwEnRUoT2VqjZgiq4B8RCs0ItiB07QNSBegjt3qdqAb+tapE6iN74A2ir46U5V63WZWauxeVyu7IvTiDoOXrEBAAAA4HlMbAAAAAB4HhMbAAAAAJ6XcGtsLMsSEZGgNItYLg8GCSMoRw6T/Cwf8UQGEYn8wW1kEG4if3BTW/KXcBObmpojy6neloUujwSJqKamRrKzs+P+HCJkEBr5g9vIINxE/uAmJ/nzWe0x/W6DcDgsu3btkszMTKmpqZHCwkIpLy+XrKwst4fWZtXV1Z4df6KN3bIsqampkYKCAklKiu87KD/LoGVZ0qdPn4T5GrRVon0P2yqRxu9G/rx+D0yk7180Em383APbLtG+h22RaGMnf22XaN/Dtkqk8bclfwn3ik1SUpL07t1bRER8Pp+IiGRlZbn+RT0WXh5/Io093v9L9JnPMlhdXS0iifU1iAbjj432zp/I8XEP9PLYRRJr/NwDo+Pl8SfS2MlfdBh/bDjNH5sHAAAAAPA8JjYAAAAAPC+hJzaBQEDuuusuCQQCbg8lKl4ev5fHHite/xowfu/z8tfAy2MX8f74Y8HrXwMvj9/LY48Vr38NGL87Em7zAAAAAABoq4R+xQYAAAAAnGBiAwAAAMDzmNgAAAAA8DwmNgAAAAA8L2EnNnPmzJGioiJJS0uTYcOGyZIlS9wekq3FixfL+PHjpaCgQHw+nzz//PPGv1uWJdOmTZOCggJJT0+XMWPGyLp169wZbIQZM2bI8OHDJTMzU3Jzc+XSSy+VjRs3Gn0SefzxRgbjjwweHfmLP/J3dOQv/sjfFyOD8Xc8ZjAhJzbz58+XyZMny9SpU2XVqlVy3nnnybhx42THjh1uD02pq6uToUOHyuzZs23//d5775WZM2fK7NmzZcWKFZKfny9jx46Vmpqadh6ptmjRIpk4caIsX75cSktLJRgMSklJidTV1bX0SeTxxxMZbB9k0B75ax/kzx75ax/k7+jIYPs4LjNoJaARI0ZYEyZMMGqDBg2y7rjjDpdG5IyIWM8991xLOxwOW/n5+dY999zTUjt8+LCVnZ1tPfjggy6M8ItVVlZaImItWrTIsizvjT+WyKA7yOAR5M8d5O8I8ucO8vc5MuiO4yGDCfeKTVNTk6xcuVJKSkqMeklJiSxbtsylUUWnrKxMKioqjM8lEAjI6NGjE/JzqaqqEhGRbt26iYj3xh8rZNA9ZJD8uYn8kT83kb8jyKB7jocMJtzEZt++fRIKhSQvL8+o5+XlSUVFhUujis5n4/XC52JZlkyZMkXOPfdcGTJkiIh4a/yxRAbdQQaPIH/uIH9HkD93kL/PkUF3HC8ZTHZ7AEfj8/mMtmVZquYVXvhcJk2aJGvWrJG3335b/ZsXxh8Px9Pn7YXPhQyajqfP2QufC/kzHU+fsxc+F/KnHU+ftxc+l+Mlgwn3ik1OTo74/X41E6ysrFQzxkSXn58vIpLwn8ttt90mL774orz55pvSu3fvlrpXxh9rZLD9kcHPkb/2R/4+R/7aH/kzkcH2dzxlMOEmNqmpqTJs2DApLS016qWlpTJq1CiXRhWdoqIiyc/PNz6XpqYmWbRoUUJ8LpZlyaRJk2TBggXyxhtvSFFRkfHviT7+eCGD7YcMauSv/ZA/jfy1H/Jnjwy2n+Myg+22TUEbPPnkk1ZKSor1yCOPWOvXr7cmT55sderUydq2bZvbQ1NqamqsVatWWatWrbJExJo5c6a1atUqa/v27ZZlWdY999xjZWdnWwsWLLDWrl1rXXXVVVbPnj2t6upql0duWbfccouVnZ1tvfXWW9bu3btbPurr61v6JPL444kMtg8yaI/8tQ/yZ4/8tQ/yd3RksH0cjxlMyImNZVnW/fffb/Xt29dKTU21zjjjjJat5xLNm2++aYmI+rjuuussyzqyVd5dd91l5efnW4FAwDr//POttWvXujvo/7Abt4hYc+fObemTyOOPNzIYf2Tw6Mhf/JG/oyN/8Uf+vhgZjL/jMYM+y7Ks2Lz2AwAAAADuSLg1NgAAAADQVkxsAAAAAHgeExsAAAAAnhe3ic2cOXOkqKhI0tLSZNiwYbJkyZJ4PRWgkD+4ifzBbWQQbiJ/cEtyPC46f/58mTx5ssyZM0fOOecceeihh2TcuHGyfv166dOnzxc+NhwOy65duyQzMzNhTzVF+7MsS2pqaqSgoECSkr54Pn4s+RMhg9DIH9xGBuEm8gc3tSV/cdnuecSIEdaECROM2qBBg6w77rij1ceWl5cfdfs5PvgoLy+Pa/7IIB9f9EH++HD7gwzy4eYH+ePDzQ8n+Yv5KzZNTU2ycuVKueOOO4x6SUmJLFu2TPVvbGyUxsbGlrb1n92nz5WLJFlSYj08eFRQmuVtWSiZmZlf2K+t+RMhg2gd+YPbyCDcRP7gJqf5E4nDW9H27dsnoVBI8vLyjHpeXp5UVFSo/jNmzJC7777bZmApkuwj0PiPI/e5Vl+Wbmv+RMggHCB/cBsZhJvIH9zkMH8icdw8IPLJLcuyHdCdd94pVVVVLR/l5eXxGhI6EKf5EyGDiD3yB7eRQbiJ/MEtMX/FJicnR/x+v5qZV1ZWqhm8iEggEJBAIBDrYaCDamv+RMggYof8wW1kEG4if3BbzF+xSU1NlWHDhklpaalRLy0tlVGjRsX66QAD+YObyB/cRgbhJvIHt8Vlu+cpU6bItddeK2eeeaacffbZ8vDDD8uOHTtkwoQJ8Xg6wED+4CbyB7eRQbiJ/MFNcZnYXHHFFbJ//3751a9+Jbt375YhQ4bIwoULpW/fvvF4OsBA/uAm8ge3kUG4ifzBTT7rs331EkR1dbVkZ2fLGLmE3TDQImg1y1vyglRVVUlWVlZcn4sMIhL5g9vIINxE/uCmtuQvbruiAQAAAEB7YWIDAAAAwPOY2AAAAADwPCY2AAAAADyPiQ0AAAAAz2NiAwAAAMDzmNgAAAAA8DwmNgAAAAA8j4kNAAAAAM9jYgMAAADA85jYAAAAAPA8JjYAAAAAPI+JDQAAAADPY2IDAAAAwPOS3R5AR5Hcr4/RDnXNVH2auqc5u1iST9fCVjTDEn9jWNVSyyqNdvDTnVFdG4klOT/PaFtZnVWfcHZGew2nha8pqGu79hnt0N697TUcxIm/S7bR9qWnqz5WJ12LN18wpMdx4JDRDlVXt9NoEE++QMBsp6bqPqkp7TWcz4V0BsMNh4221djYXqMBPI1XbAAAAAB4HhMbAAAAAJ7HxAYAAACA5zGxAQAAAOB5bB5wjHzJ+kuYNLC/qjUU6M0CohblRgF2QgE9t20YlG+009L0AsvQ5rKYjQHHKMmvSsl9eqlaqEe2qiUCK1X/DFn9zAwm2yzoDe7cFbcxoQ18ejMTf06O7pdtblYRu7vYsbGS9c+P5HY3mv4UndHQ/gPxGhJiIClDb4TiS3e4QU978+sMJnXuZLQtm5+z8OHDqgZ0dLxiAwAAAMDzmNgAAAAA8DwmNgAAAAA8jzU2beDP6a5qyc/q9/6/WPxUq9d6tDpX1f78y6+rWuCgPrzQCZ/NG9j9h/UhYLW99XuOG3LM+e7hm/VBjv2n9Fa1YPmnbRghomGXwaRn9Bqolwe+2Oq1Hq4qULUnfvQ1VQvsj/J93JYOod1hnA299fqz+lzz1nRgsr5Vnfgz/Z5zDpONL3+PHqqW9LT+3rw88NVWr/Wng31V7aXvjVG15L2xOxzT16zz19RHrweqzzd/pnZd1E31OekX+t7Juq/4s8ugPKV/Dy88cWGr15p5QK+H/de3ztQd9+zTtWjZHMZp9dX34oZe5u/d7f+j73cn/Vr/ziWD8eXP03+7hZ/Q+Xtt0CuqFrLMA9F/u3+w6rN03AmqFu/vaXKRvhc39TbveVu+pf/OGDx9u6oFd1fEbmBR4hUbAAAAAJ7HxAYAAACA5zGxAQAAAOB5TGwAAAAAeB6bBxyFf0CRqqX9tVbVnj5BL1AMOTh57tpMvcBq713/UrUHS8eq2qDf79AXjFiQ2HBqoepS3U8vdv3KT5eq2t09PtTXjzDioomqlvMQmwfEkr9YL2zNevSQqv2jn90ixdavf2OW/n5V3rtE1R5/5QJVGzBzs75g2Mzg4dP1z1CtzUYB/zPlTVW7s/t6ff0Iw8frDPZ4gM0DYsU/UC9i7fboflV7rO8/Vc1J/m7tog/53fNAlqo9+9x5qlb0fx+pmhVxD2w6a5DqU9VfL4C94oevq9qUrp+oWqQzV0xStdw5LNyOJf+JA1St52P6d+fDhdFl8Idd9X1s99/1Qcavzj9b1Qr/8IGqWSFzcXjzeaeoPgcGBVTtuon674jbumxVtUhnfmSTwdlkMFb8Jw1UtcJHy1Vtdq+3Va3ZQf5+avN7ruIFfQ9c9LdRqpb/p3f1BSN+B4cuOEN12Xuq/jvwlptfULUbs23+zoww/JPbVC3vj2weAAAAAADHjIkNAAAAAM9jYgMAAADA85jYAAAAAPA8Ng/4D1+Kuah0w2R9uuwnJzwbs+db0ahXlmX7G1TtgfGPqNr8s0e2ev10/1qbWpOjsVWG6o12rj9D9TncXZ+CjGPjC5iLSj/+sT4RfXO/Z2L2fBuaG1Xt1HS9YPDvV/5R1V69aGir18/w61OJM5J0BtN8zap2MGz+LHRNSld9mrLJYCyp/P20m+qzue/TMXu+nRH3GRGRr2evVLUbvvuOqi29ql+r1++UpO+BnZJ05lN8QVWrtcx+nX16wXewU6tDQBtFZnDDnXoh/0uFT8Xs+arDh1Xthzl6A5WfTdKLwzferO9JkTr59LUyknTe/KL/Hmi0zL9JAj7951pYH3iPY5CUZi6s3/hz/UP+gs1GAbF0X8/luni7ru35sf57MVJmkr53Zvj0BirHG16xAQAAAOB5TGwAAAAAeB4TGwAAAACe1+aJzeLFi2X8+PFSUFAgPp9Pnn/+eePfLcuSadOmSUFBgaSnp8uYMWNk3bp1sRovOrilS5eSP7iG/MFtZBBuIn9IdG3ePKCurk6GDh0qN9xwg1x++eXq3++9916ZOXOmPProozJw4ED5zW9+I2PHjpWNGzdKZqY+dTxR7Pn+mUb7ya/9waaX39G1Bj+uT0RPrTIXOqecfUD1+UrhRlX7pCFP1bql1jkahxMD0vaoWnaSubjMboFl/rt6EW57qK+vPy7zJyKy+9ZhRnvhhb+36aVPDbYz5M/6ROrkiNh0H6tPqP5mb714u7y5u6rlpNQ4GocTvVIOqlqmgwwWLNGLz+PteM7fp5PN/C356r02vfRGInZOna3zF7l3ycBLN6k+3+upF1vvDamS5CbHLn/dk3SO0iIWakduZiEi0uuNKlVzcNj4MTueM7jjp2YGV33lPpteeiMHO2f8Xmcw8ht0zjUfqC6Tc/+tavU239geNpv9RCvDZh+UFJ/594ZtBv+5T9Vsflxi6njOX9nPTzfaGy6YHfW1Rvy/21TNiviL++s3vqX6/DxHb3piJ8/f+uYVsXTQ5ndwr5f13xB6a4z21+aJzbhx42TcuHG2/2ZZlsyaNUumTp0ql112mYiIPPbYY5KXlyfz5s2Tm2+++dhGiw5v7NixtjdTEfKH+CN/cBsZhJvIHxJdTNfYlJWVSUVFhZSUlLTUAoGAjB49WpYtW2b7mMbGRqmurjY+gGhEkz8RMojYIH9wGxmEm8gfEkFMJzYVFRUiIpKXZ759Ki8vr+XfIs2YMUOys7NbPgoLC2M5JHQg0eRPhAwiNsgf3EYG4Sbyh0QQl13RfD7zDaOWZanaZ+68806pqqpq+SgvL4/HkNCBtCV/ImQQsUX+4DYyCDeRP7ipzWtsvkh+fr6IHJm19+zZs6VeWVmpZvCfCQQCEgg4WwwYK0kZegHs4THmYtSTUuyW4OnNA75ffr6q9V9Qq2rWCnNBmN0YPup/oqrt/Ko+/dsJu4W5o7t9ompfydiqagGfObYR792g+vT5QD8u3osWWxNN/kRcymAnfaJx8pfMhaB9k539eF677cuqVvSUzaLS9WYmku7XGXy5+FxV23FRV0fjiDT2G++p2nmZOpdnBPRGGsliLowcufRG1eeENVtULdyWAcaY1/PX4ys7zbbf2Zgu36zXXPb7+w5VC5Z/arTrHtRjmDXwG6q2/X/06fNO3PTN11RtVIa+Bxal6NQki3mk+4g39ULgE9etV7X22Dzgi3gqgzYLyQeVmN8fp6ekf23jeFXr9ejHqhY6aG5UUvZnncEfDNbrQLZeFt2i9xnf+IeqDU/TC64jN+wREUkScyIw/J8/VH1O3LQ6qnHFi5fy58/KUrXzvromqmuVrL9M1fIe1r//rKC5tH75XL0xz8Un67+3tlyuc+rE/G/oTbBOTXW2CVakkS//SNUGbtWfYyKI6Ss2RUVFkp+fL6WlpS21pqYmWbRokYwaNSqWTwUo5A9uIn9wGxmEm8gfEkGbX7Gpra2VzZs3t7TLyspk9erV0q1bN+nTp49MnjxZpk+fLsXFxVJcXCzTp0+XjIwMufrqq2M6cHRMtbW1snXr568WkT+0J/IHt5FBuIn8IdG1eWLz/vvvywUXXNDSnjJlioiIXHfddfLoo4/K7bffLg0NDXLrrbfKwYMHZeTIkfL6668n/P7l8IZVq1bJxRdf3NImf2hP5A9uI4NwE/lDovNZluX224IN1dXVkp2dLWPkEkn2pbT+gCh88seRqnbdaPNguF/kfKT6bAnqA7Kuu+PHqpa5TfdLet98v6/V3KT6OGazCC+5V4HRXn93T9Vnw4UP6Mc5OHT0nJ/dqmpd5uuDzY7pc2pF0GqWt+QFqaqqkiyb98bGUntkcNPDw1XtrvNfMNrXZupdZDY160OyJkyarGqdyvThgeGN5pqUyPf7Hit/jx5G++Pp/VSfDRfNUTUnGRxz2y2q1ulFfZhorD+nzxxv+dv8t9NV7ZFRjxnt89L013JDsz6Yd/J1+v6QunWvqgV37jYL4diuyot8z/zHv9NrFjdd/KCqRa5lsPOV735f1VJLV+mOMf6c/tvxlsHtT52iaq+ONH9H9UnW6wDXNjWr2p1f1+sSfFs/VbVQTcTBrjH+88cXsU5k4x+Gqj6bxuvfw04yOO5b39XPt+xD3TFOf9Idb/nb+6K+P7w7bF6rj1vTpH/G//dL31S1YNn26AYWQ5vmjNC1S3T+nPifr12rauHVep1hvLQlf3HZFQ0AAAAA2hMTGwAAAACex8QGAAAAgOcxsQEAAADgeTE9oNMrUvL04v7GsPmlqAzVqz6/q/iqqqXv1QsZg530lzXpnCFG2xfjBX4NKeYc9ZLTVqs+ThZpi4jcuvMco93tlY2qTyiOGwV0BF3zq1WtyTJzczCsc/r/dn1N1dL36H7hDJuD7U4xF0smxTiD4RQzXyVD9QYcTjMYefBt5r9sDtuL00YBHUG/nvtVLRSxgLnW0hsF3FWuD0JM2XlI1ayAXvCb3Ld3G0bYdpbfvAeOGbpB9XGySFtE5IYdY4x22ts6f+E4bhTQEZxaoA+qjDwqtdHSP+O/2H6pqvnK9UYrkqJ/D/u7dHE4uiglmfkaecpm3cVhBiMPXvav1HkOJ9beT54yque2qB53x9bLVS0pATYKsDP05OjHdU1ZidG2PtYHYicqXrEBAAAA4HlMbAAAAAB4HhMbAAAAAJ7HxAYAAACA53XIzQPsNFvmoubHq/TJ3P9+b4iq9RNnC5jDyZELBp0tIHTq06+Yi8VfzHvbppdeUL7OZhOA8uvMRb6hg58c09jgTGQG/1nfR/V59+3BqnaC1Dp7gmTz/zFivex0+0WZRvuZgjdteukM2p1mv/uGnkY7VE0G4605YvOKD5vSVZ+1bxWr2glis3DbRuTi/ljbcbmZmSd6250iHlCVTc2HVW3f9blGO1ynF4Ej9iI3sNgT0r+ftpYWqVo/0QvrbSXF9vdupF3XDDLaT/S9z6aXzuCWoN4A5tB3uxvt8GEymAgqXi1UtQIpd2Ek2v6bzjbapf2d5a8sqO+BtTd2NdpWo95wJlHxig0AAAAAz2NiAwAAAMDzmNgAAAAA8DwmNgAAAAA8j80DjuKhD85TtRP/XKVqjbmd2mM4hsPd9ane//eNuUY73Wdz8ryNH23+lqolf8xC7UTwq9VfU7Xih/VC7XDXzu0xHMPhHmmqNuPbjxttpxmcsuWbukgGXXfbmqtUbcCD+iRrK10vRo23YF62qv3vjf8w2p19zsb147JvqFpoIwu1E8G1H39H1frdv0539Pt1Lc6snrmq9tOJ84220wzevu0yVSOD7rtk03hV6/WH91Ut1hvxOJFc2FvVJv34WaPdOclZ/n6+4xJV83L+eMUGAAAAgOcxsQEAAADgeUxsAAAAAHgeExsAAAAAntchNw/I/7te+Ly461lGe/AbO1Qfq65eXyy3f8zG5dSEu59RtQvTbcYW4ZFqvdgs+Id8VQsUm7EIfbK1DaODE50e7aJqc7tdbLQHlH6q+oQPHNIXc2HzgGvve0nVxmdUt/q4OYf0qeHhX/VQtdTe5nLM4Kc72zA6tObwwwWq9vPu3zXavV/VX/Pw/gOq5uvdM3YDc+iSP/9b1S7vdLDVx/3h4ABVsybrjQj83c2TuEM2nzeOTfmcYlX7Vs5PjXavl3QGQ7V1qpaUnRW7gTn01fnLVe3Kzntbfdxv9w9Wtebv6I1WktLMv1PCh/Xp8Ijeij+doWrDegwz2r1f2K36WM1NcRtTW5y/cKOqXZOpxxvpN/tOVbX6ryXG5xQrvGIDAAAAwPOY2AAAAADwPCY2AAAAADyvQ66xSXvpPV2LaIdS9HteQyNPitkYkkL6SCdfWNfKv5Suaqm+kKqtbgoa7S5J+j2Tf3j8UlXLa2hUteZ88z3nyRWZqk+4pkbV4FzGgnd1LaIdStY/nr6T9fvSoxYM6+tbOoM7xnVRtX6p+r3kW4INRttvc2zZX/6sDx3tWa+zFO5uvmc+6YBePxGub31dGex1fkqvD4hcqRVM0oceJvfppWrRHk5nd78Tm/x9eql+zvMy9AGuu0PmPbDR5vL/+ONXVS2vTh9668s0vxq+6lo91AR5r71XZc3TGYxcKRP0+VQffyzX09hl0EbFlYNU7YrMF1Wt1jJ/ZvaF9O/qF++9QNW61W5SNV9axOGKTc16YGF9fTjT5fF3dC2inShf3QM3nK1qU7rNbvVxOyJ+J4uIvHH3uaqWUa3/HvEyXrEBAAAA4HlMbAAAAAB4HhMbAAAAAJ7HxAYAAACA53XIzQOcSOrcSdWa0vRiWsfXi9gsIHXtdt0pt7sqnf3Vzaq2sq5fq7WXn9eLzXot1wd8hf16cWYoYM53/QP7qD7ywXpds1n4i+j50vXGEVbqMfzIRmwWkLSlXPfprQ9sveibepHlhkZ9wGNk7U9Pj1d9+i2q0s+ZrP9/JfLzTCrUzyebtugaGYyZpNQUVbOSo78H+kJm/sJ79AYUvr56o4DrbnxN1XYF9aGauyLaP3zyu6rPgNLIXiKW3yZ/EZ+nPzdH9Qnu1NdCbPn8NnmzqzkVsVmA3SY4ScX6EOHbJz+pajWW/t1ZE5Hxi//xU9VnwCsb9LiS9LUiP8+kTpHby7CJz/HIP1hvEPS7XzwU1bUufELnr/8C/fv8eMMrNgAAAAA8j4kNAAAAAM9jYgMAAADA85jYAAAAAPA8Ng84CqtXXkyvl7qr2miH9u1XfWq+rBeNnZyqT9h2ouiZfarmO6AXbjcM6d3qtYKZAVVLTk1VNaux0eHo4ERSTjdVO5aTkP0HzAwGq6tVn6ozTlK1fmk6S04UPX1A1Xy7K1Ut3F8vGI9kpeu8+ZJtFrdzGnzM+GJ5wruIWDW1RjtcX6/6HDhLL9I/KW1nVM/X/+lDqhautLkv9sxt/WI2GylIks0idk6CjylfQP/uORaRv6OsYFD1qTxXZ/CMtE+jer7+z+p7bLi2TtWSsjq3ei1fss2faz6bTQfYQMXTdl/QQ9XOSWuO6lonPFurah0hHbxiAwAAAMDzmNgAAAAA8DwmNgAAAAA8r00TmxkzZsjw4cMlMzNTcnNz5dJLL5WNGzcafSzLkmnTpklBQYGkp6fLmDFjZN26dTEdNDquMWPGkD+45r777uMeCFdxD4SbyB8SXZs2D1i0aJFMnDhRhg8fLsFgUKZOnSolJSWyfv166dSpk4iI3HvvvTJz5kx59NFHZeDAgfKb3/xGxo4dKxs3bpTMzMy4fBKJJrlBLyANbzNPefd37ar6NFx9KOrnXPHLM412pyq94La5SJ8q70TKwQZVC7u0UcBNN90k559/Pvlrha9RLzYM7dxttP3d9eYE6dftVjWn5t85zmh33lOmO+XrhZFO+GptMujCRgFLly7lHuiAr1kvyg4eOGS0/TndVZ+iGzdF/Zy/+dn1Rjur7GM9rm76vutoMW3DYV1zaaMA7oEOhWx+DzeY9xF/D30/Ouv7H0T9lDf89MdGO/OjVapPUnpaVNe2mmzudy5sFED+Ysefpzcu+eaEf0d9vfN/OtFoZ73/btTX8rI2TWxee+01oz137lzJzc2VlStXyvnnny+WZcmsWbNk6tSpctlll4mIyGOPPSZ5eXkyb948ufnmm9U1GxsbpfG//kiuttmpCfjMNddcI1lZR3ZrikX+RMggnFuwYEFL/kS4B6L9cQ+Em8gfEt0xrbGpqjqyfXC3bkf+57esrEwqKiqkpKSkpU8gEJDRo0fLsmXLbK8xY8YMyc7ObvkoLCw8liGhA4lF/kTIIKLHPRBu4h4IN5E/JKKoJzaWZcmUKVPk3HPPlSFDhoiISEVFhYiI5OWZZ8Dk5eW1/FukO++8U6qqqlo+ysvLbfsB/y1W+RMhg4gO90C4iXsg3ET+kKiiPqBz0qRJsmbNGnn77bfVv/kiDo2yLEvVPhMIBCQQ40O4YsG3c48u5vd39Nhguj64LfnMwUZ74/d0n78MeVTVTkzRh2ruCenDChflnGW0kwb3bG2YR+VvDhtt3/ZdUV8rXmKVP5HEzWB4nz7gUnKcHZpoBfSBgr5BA4z2x1P0oXDPDJijaoXJer3OrqC+dcwLmP9PEu4X3ZouERFfs/n+eMvmYE+3He/3QKtKvx3El9nJ2WNTdD6SCwuM9vr/1Ycg/6twlqrl+PW98lO9hEf8jRHrDXL1Gh6nKxJ8IfMeGDp4yOEj209HuAfaHfrsS3M4Tpvc+CMOnf14Rl/V5/H8P6hahk/fTz8N6fti2j6zltTZ2c+LrbCZ1rDdOi8XdYT8xdvHv9H5e6H7q44euyOo151mlkXUOuhhrVG9YnPbbbfJiy++KG+++ab07v35yfX5+Uf+kImcmVdWVqoZPBAt8ge3kUG4ifzBTeQPiaxNExvLsmTSpEmyYMECeeONN6SoqMj496KiIsnPz5fS0tKWWlNTkyxatEhGjRoVmxGjQ/vJT35C/uAa7oFwG/dAuIn8IdG16a1oEydOlHnz5skLL7wgmZmZLbPy7OxsSU9PF5/PJ5MnT5bp06dLcXGxFBcXy/Tp0yUjI0OuvvrquHwC6Fieeuop8gfX/PjHP5ZnnnmGDMI13APhJvKHRNemic0DDzwgIkcOaPpvc+fOleuvv15ERG6//XZpaGiQW2+9VQ4ePCgjR46U119/nf3LERNVVVXkD6555JFHRIR7INzDPRBuIn9IdD7LSqzVRdXV1ZKdnS1j5BJJtlmw116SMjJUrXHUYJuezlT1Nxf8P/7zmarPoBRni+dOmTNJ1fLfjd2BmWk7Dhnt0KYtMbt2tIJWs7wlL0hVVZVxjkg8JEoGfXaLKU8dGPX1qorNhawPTZ+l+pycojemsHP6fTqDBUtqohqXHX/FQaMdLP80ZteORofMX7L+f6+kftFvw1p7snkY4h9n/Un1OSXV2ec7/NcTVS3/X0ffdanNDpkbJ4T27Y/dtaPUETMoNgvO/TaHrDrVONR869S9jzyg+pyW6uz/e8/+uc5gzssboxuYDStis4BwfX3Mrh2NDpm/GPMNP8VoT5v/qOozzOEeCmMm36pqnZ8+fg/kbEv+jukcGwAAAABIBExsAAAAAHgeExsAAAAAnsfEBgAAAIDntWlXtI7EbqFe4N1NqhYceoKqNWfqxW5fvWWp0Xa6UcCKyNO0RSRvpT7x2Al/c1jVUtZsU7XQoUNRXR+xZXfqdtI6m40civXpxaFOehOAUT9+z2g73Shguc2+FPnv1Dl6bCRfc0gXt5SrUrAmdhsRIDpWMKhq4e07Vc3fK18/NiNN1Yb8Yo3RdrpRwJLD+tdU/qJ9jh4byRfS98Dw7j26djixTnnvsGz2NgodrFI1f1ZnVfOlp6tav+nm4n6nGwW8dVhntcc/t6qao52YwrpX2OZ+Z/fzB++w2/yn2yxzExynGwX8u0FvZpX5/CpVS6idwFzEKzYAAAAAPI+JDQAAAADPY2IDAAAAwPOY2AAAAADwPDYPaAO7BX6p2/aq2p5v6cXcv85dHdVzXvO8Pt24eL9euJ10KKK276DqY7cpQMhmcSYSl92mFv5deiH1vm8MULV789+P6jmvf8Ymg4f0c/pqzLGFq6pVn3BtrX4CMugZVnOTrh04pGp7LzhZ1V4qeDKq5/z+/JtVrbhmhx5HQ4PZrtM/KyE2BfC+sN6AJNygv6/VFw5WtRcL50T1lBP/rjPYv/4jVbOazJ8Puw0A2BSgY6gfN1TVXur3QFTXmvLYjapW2Lwsqmt1BLxiAwAAAMDzmNgAAAAA8DwmNgAAAAA8j4kNAAAAAM9j84BjFPxUn8TtC+vNA+7YM6zVa727t5+qnThDnzQf2qs3LLA5zx0dhF0emjOLVe3BKp3LSG/uP1HViu+zyeCeSoejw/EuVK03iagr8KlaaYM+CT7SywdPU7XiP+oT3oMVe5wNDh2C1dioagdO0hncEmxQtUjPVZ+maic8aJNBm9wDn6k4yx/V456qzVW1or9uUzW2oDg6XrEBAAAA4HlMbAAAAAB4HhMbAAAAAJ7HGps46P1cuaq9c2GR0T6zhz5grurVnqqWvpdDmNB2fZ76VNVKv3aS0R6Ts1H12fjSQFUr2EMG0TZFT+xStRcvPd1oX9hljerzxvN6LWJhBflD2/V/vELVnrrUzNfXs1apPnOf+4qq9d39TuwGhg5hwF/1OtR/XGr+jfetzvr39N3PfUvVinaSv7bgFRsAAAAAnsfEBgAAAIDnMbEBAAAA4HlMbAAAAAB4HpsHxEFwu948oNOFZvtjm8flC4tkERvBbXpziuBos/2qdFF9CsggYiC4dZuqbRlutu8XvVFFIflDjIQ2l6naklPTzLacrfr0FRZq49iFNumDrZ8YVGC2pUD1KSJ/x4xXbAAAAAB4HhMbAAAAAJ7HxAYAAACA5yXcGhvLskREJCjNIpbLg0HCCEqziHyej3gig4hE/uA2Mgg3kT+4qS35S7iJTU1NjYiIvC0LXR4JElFNTY1kZ2fH/TlEyCA08ge3kUG4ifzBTU7y57PaY/rdBuFwWHbt2iWZmZlSU1MjhYWFUl5eLllZWW4Prc2qq6s9O/5EG7tlWVJTUyMFBQWSlBTfd1B+lkHLsqRPnz4J8zVoq0T7HrZVIo3fjfx5/R6YSN+/aCTa+LkHtl2ifQ/bItHGTv7aLtG+h22VSONvS/4S7hWbpKQk6d27t4iI+Hw+ERHJyspy/Yt6LLw8/kQae7z/l+gzn2WwurpaRBLraxANxh8b7Z0/kePjHujlsYsk1vi5B0bHy+NPpLGTv+gw/thwmj82DwAAAADgeUxsAAAAAHheQk9sAoGA3HXXXRIIBNweSlS8PH4vjz1WvP41YPze5+WvgZfHLuL98ceC178GXh6/l8ceK17/GjB+dyTc5gEAAAAA0FYJ/YoNAAAAADjBxAYAAACA5zGxAQAAAOB5TGwAAAAAeB4TGwAAAACel7ATmzlz5khRUZGkpaXJsGHDZMmSJW4PydbixYtl/PjxUlBQID6fT55//nnj3y3LkmnTpklBQYGkp6fLmDFjZN26de4MNsKMGTNk+PDhkpmZKbm5uXLppZfKxo0bjT6JPP54I4PxRwaPjvzFH/k7OvIXf+Tvi5HB+DseM5iQE5v58+fL5MmTZerUqbJq1So577zzZNy4cbJjxw63h6bU1dXJ0KFDZfbs2bb/fu+998rMmTNl9uzZsmLFCsnPz5exY8dKTU1NO49UW7RokUycOFGWL18upaWlEgwGpaSkROrq6lr6JPL444kMtg8yaI/8tQ/yZ4/8tQ/yd3RksH0clxm0EtCIESOsCRMmGLVBgwZZd9xxh0sjckZErOeee66lHQ6Hrfz8fOuee+5pqR0+fNjKzs62HnzwQRdG+MUqKystEbEWLVpkWZb3xh9LZNAdZPAI8ucO8ncE+XMH+fscGXTH8ZDBhHvFpqmpSVauXCklJSVGvaSkRJYtW+bSqKJTVlYmFRUVxucSCARk9OjRCfm5VFVViYhIt27dRMR7448VMugeMkj+3PT/27l/luTCMI7jl/RkQ4OL4AmCcG/KTcT30eQcGERvoLWprTFamxxaBf+A+wGF5pyKaCpoCOL3DD4Zh6MPFJ3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" ] @@ -526,6 +512,7 @@ } ], "source": [ + "# Linear interpolation\n", "N = 20\n", "x = x.view(-1, 784)\n", "x_hat = torch.zeros(N, 784).to(device)\n", @@ -544,9 +531,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:torch-gpu]", + "display_name": "Python [conda env:torch-cpu] *", "language": "python", - "name": "conda-env-torch-gpu-py" + "name": "conda-env-torch-cpu-py" }, "language_info": { "codemirror_mode": { diff --git a/course-syllabus.md b/course-syllabus.md index 0cf4a42..d1c7ae5 100644 --- a/course-syllabus.md +++ b/course-syllabus.md @@ -12,6 +12,9 @@ Prof. Gilles Louppe
R: paper https://t.co/wVg6xUmt7d +Q&A: ask me anything (during the course, on any topic, questions collected on a platform) +Give examples more related to engineering and science. Focus on people rather than technology. + --- # Us diff --git a/figures/lec11/embedding0.png b/figures/lec11/embedding0.png new file mode 100644 index 0000000..d711aa7 Binary files /dev/null and b/figures/lec11/embedding0.png differ diff --git a/figures/lec12/ald.gif b/figures/lec12/ald.gif new file mode 100644 index 0000000..f8b5701 Binary files /dev/null and b/figures/lec12/ald.gif differ diff --git a/figures/lec12/assimilation.svg b/figures/lec12/assimilation.svg new file mode 100644 index 0000000..7fc0381 --- /dev/null +++ b/figures/lec12/assimilation.svg @@ -0,0 +1,255 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/figures/lec12/sda-qg.png b/figures/lec12/sda-qg.png new file mode 100644 index 0000000..690ca95 Binary files /dev/null and b/figures/lec12/sda-qg.png differ diff --git a/lecture11.md b/lecture11.md index de5a52b..a76e4d5 100644 --- a/lecture11.md +++ b/lecture11.md @@ -148,6 +148,15 @@ count: false class: middle +.center.width-90[![](figures/lec11/embedding0.png)] + +.footnote[Credits: Francois Fleuret, [Deep Learning](https://fleuret.org/dlc/), UNIGE/EPFL.] + +--- + +class: middle +count: false + .center.width-90[![](figures/lec11/embedding1.png)] .footnote[Credits: Francois Fleuret, [Deep Learning](https://fleuret.org/dlc/), UNIGE/EPFL.] @@ -558,7 +567,8 @@ Unbiased gradients of the ELBO with respect to the generative model parameters $ $$\begin{aligned} \nabla\_\theta \text{ELBO}(\mathbf{x};\theta,\phi) &= \nabla\_\theta \mathbb{E}\_{q\_\phi(\mathbf{z}|\mathbf{x})}\left[ \log p\_\theta(\mathbf{x},\mathbf{z}) - \log q\_\phi(\mathbf{z}|\mathbf{x})\right] \\\\ &= \mathbb{E}\_{q\_\phi(\mathbf{z}|\mathbf{x})}\left[ \nabla\_\theta ( \log p\_\theta(\mathbf{x},\mathbf{z}) - \log q\_\phi(\mathbf{z}|\mathbf{x}) ) \right] \\\\ -&= \mathbb{E}\_{q\_\phi(\mathbf{z}|\mathbf{x})}\left[ \nabla\_\theta \log p\_\theta(\mathbf{x},\mathbf{z}) \right], +&= \mathbb{E}\_{q\_\phi(\mathbf{z}|\mathbf{x})}\left[ \nabla\_\theta \log p\_\theta(\mathbf{x},\mathbf{z}) \right] \\\\ +&= \mathbb{E}\_{q\_\phi(\mathbf{z}|\mathbf{x})}\left[ \nabla\_\theta \log p\_\theta(\mathbf{x} | \mathbf{z}) \right], \end{aligned}$$ which can be estimated with Monte Carlo integration. diff --git a/lecture12.md b/lecture12.md index 1f4267a..907a03c 100644 --- a/lecture12.md +++ b/lecture12.md @@ -8,17 +8,6 @@ Lecture 12: Diffusion models Prof. Gilles Louppe
[g.louppe@uliege.be](mailto:g.louppe@uliege.be) -??? - -Good references: -- https://arxiv.org/pdf/2208.11970.pdf -- https://cvpr2022-tutorial-diffusion-models.github.io/ -- Understanding Deep Learning book -- Continuous : infinite noise levels https://www.youtube.com/watch?v=wMmqCMwuM2Q (build some intuition first) - -- Rewrite to better match the sidenotes -- Give more intuition about the score function and about the annealing schedule - --- # Today @@ -113,6 +102,16 @@ class: middle class: middle +## Data assimilation in ocean models + +.center.width-65[![](./figures/lec12/sda-qg.png)] + +.footnote[Credits: [Rozet and Louppe](https://arxiv.org/pdf/2306.10574.pdf), 2023.] + +--- + +class: middle + # VAEs A short recap. @@ -141,13 +140,16 @@ $$\begin{aligned} &= \arg \max\_{\theta,\phi} \mathbb{E}\_{p(\mathbf{x})} \left[ \mathbb{E}\_{q\_\phi(\mathbf{z}|\mathbf{x})}\left[ \log p\_\theta(\mathbf{x}|\mathbf{z})\right] - \text{KL}(q\_\phi(\mathbf{z}|\mathbf{x}) || p(\mathbf{z})) \right]. \end{aligned}$$ +.alert[Issue: The prior matching term limits the expressivity of the model.] + --- -class: middle +class: middle, black-slide, center +count: false -The prior matching term limits the expressivity of the model. + Solution: Make $p(\mathbf{z})$ a learnable distribution. -Solution: Make $p(\mathbf{z})$ a learnable distribution. +.width-80[![](figures/lec12/deeper.jpg)] ??? @@ -155,13 +157,6 @@ Explain the maths on the black board, taking the expectation wrt $p(\mathbf{x})$ --- -class: middle, black-slide, center -count: false - -.width-80[![](figures/lec12/deeper.jpg)] - ---- - class: middle ## (Markovian) Hierarchical VAEs @@ -262,6 +257,12 @@ class: middle .center.width-100[![](figures/lec12/diffusion-kernel-1.png)] +.center[ + +Diffusion kernel $q(\mathbf{x}\_t | \mathbf{x}\_{0})$ for different noise levels $t$. + +] + .footnote[Credits: [Simon J.D. Prince](https://udlbook.github.io/udlbook/), 2023.] --- @@ -270,6 +271,12 @@ class: middle .center.width-100[![](figures/lec12/diffusion-kernel-2.png)] +.center[ + +Marginal distribution $q(\mathbf{x}\_t)$. + +] + .footnote[Credits: [Simon J.D. Prince](https://udlbook.github.io/udlbook/), 2023.] --- @@ -416,6 +423,8 @@ $$\begin{aligned} class: middle +In summary, training and sampling thus eventually boils down to: + .center.width-100[![](figures/lec12/algorithms.png)] ??? @@ -428,7 +437,7 @@ class: middle ## Network architectures -Diffusion models often use U-Net architectures with ResNet blocks and self-attention layers to represent $\hat{\mathbf{x}}\_\theta(\mathbf{x}\_t, t)$ or $\epsilon\_\theta(\mathbf{x}\_t, t)$. +Diffusion models often use U-Net architectures (at least for image data) with ResNet blocks and self-attention layers to represent $\hat{\mathbf{x}}\_\theta(\mathbf{x}\_t, t)$ or $\epsilon\_\theta(\mathbf{x}\_t, t)$.
@@ -446,11 +455,71 @@ class: middle class: middle -The .bold[score function] $\nabla\_{\mathbf{x}\_0} \log q(\mathbf{x}\_0)$ is a vector field that points in the direction of the highest density of the data distribution $q(\mathbf{x}\_0)$. +## Score-based models + +Maximum likelihood estimation for energy-based probabilistic models $$p\_{\theta}(\mathbf{x}) = \frac{1}{Z\_{\theta}} \exp(-f\_{\theta}(\mathbf{x}))$$ can be intractable when the partition function $Z\_{\theta}$ is unknown. +We can sidestep this issue with a score-based model $$s\_\theta(\mathbf{x}) \approx \nabla\_{\mathbf{x}} \log p(\mathbf{x})$$ that approximates the (Stein) .bold[score function] of the data distribution. If we parameterize the score-based model with an energy-based model, then we have $$s\_\theta(\mathbf{x}) = \nabla\_{\mathbf{x}} \log p\_{\theta}(\mathbf{x}) = -\nabla\_{\mathbf{x}} f\_{\theta}(\mathbf{x}) - \nabla\_{\mathbf{x}} \log Z\_{\theta} = -\nabla\_{\mathbf{x}} f\_{\theta}(\mathbf{x}),$$ +which discards the intractable partition function and expands the family of models that can be used. + +--- + +class: middle + +The score function points in the direction of the highest density of the data distribution. +It can be used to find modes of the data distribution or to generate samples by .bold[Langevin dynamics] by iterating the following sampling rule +$$\mathbf{x}\_{i+1} = \mathbf{x}\_i + \epsilon \nabla\_{\mathbf{x}\_i} \log p(\mathbf{x}\_i) + \sqrt{2\epsilon} \mathbf{z}\_i,$$ +where $\epsilon$ is the step size and $\mathbf{z}\_i \sim \mathcal{N}(\mathbf{0}, \mathbf{I})$. When $\epsilon$ is small, Langevin dynamics will converge to the data distribution $p(\mathbf{x})$. + +.center.width-30[![](figures/lec12/langevin.gif)] + +.footnote[Credits: [Song](https://yang-song.net/blog/2021/score/), 2021.] + +--- + +class: middle + +Similarly to likelihood-based models, score-based models can be trained by minimizing the .bold[Fisher divergence] between the data distribution $p(\mathbf{x})$ and the model distribution $p\_\theta(\mathbf{x})$ as +$$\mathbb{E}\_{p(\mathbf{x})} \left[ || \nabla\_{\mathbf{x}} \log p(\mathbf{x}) - s\_\theta(\mathbf{x}) ||\_2^2 \right].$$ + +--- + +class: middle + +Unfortunately, the explicit score matching objective leads to inaccurate estimates in low-density regions, where few data points are available to constrain the score. + +Since initial sample points are likely to be in low-density regions in high-dimensional spaces, the inaccurate score-based model will derail the Langevin dynamics and lead to poor sample quality. + +.center.width-100[![](figures/lec12/pitfalls.jpg)] + +.footnote[Credits: [Song](https://yang-song.net/blog/2021/score/), 2021.] + +--- + +class: middle + +To address this issue, .bold[denoising score matching] can be used to train the score-based model to predict the score of increasingly noisified data points. + +For each noise level $t$, the score-based model $s\_\theta(\mathbf{x}\_t, t)$ is trained to predict the score of the noisified data point $\mathbf{x}\_t$ as +$$s\_\theta(\mathbf{x}\_t, t) \approx \nabla\_{\mathbf{x}\_t} \log p\_{t} (\mathbf{x}\_t)$$ +where $p\_{t} (\mathbf{x}\_t)$ is the noise-perturbed data distribution +$$p\_{t} (\mathbf{x}\_t) = \int p(\mathbf{x}\_0) \mathcal{N}(\mathbf{x}\_t ; \mathbf{x}\_0, \sigma^2\_t \mathbf{I}) d\mathbf{x}\_0$$ +and $\sigma^2\_t$ is an increasing sequence of noise levels. + +--- + +class: middle + +The training objective for $s\_\theta(\mathbf{x}\_t, t)$ is then a weighted sum of Fisher divergences for all noise levels $t$, +$$\sum\_{t=1}^T \lambda(t) \mathbb{E}\_{p\_{t}(\mathbf{x}\_t)} \left[ || \nabla\_{\mathbf{x}\_t} \log p\_{t}(\mathbf{x}\_t) - s\_\theta(\mathbf{x}\_t, t) ||\_2^2 \right]$$ +where $\lambda(t)$ is a weighting function that increases with $t$ to give more importance to the noisier samples. + +--- + +class: middle -It can be used to find modes of the data distribution or to generate samples by Langevin dynamics. +Finally, annealed Langevin dynamics can be used to sample from the score-based model by running Langevin dynamics with decreasing noise levels $t=T, ..., 1$. -.center.width-40[![](figures/lec12/langevin.gif)] +.center.width-100[![](figures/lec12/ald.gif)] .footnote[Credits: [Song](https://yang-song.net/blog/2021/score/), 2021.] diff --git a/pdf/lec12.pdf b/pdf/lec12.pdf index bdb2113..583fcf0 100644 Binary files a/pdf/lec12.pdf and b/pdf/lec12.pdf differ